{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Single-Stage Solvex Development** Cortix Tech 30Sep2025\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Use-Case 03: TBP-Diluent-H$_2$O-HNO$_3$-Air Mixing" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\"Cortix\n", "\n", "**Developer**: Valmor F. de Almeida, PhD
\n", "\n", "[Cortix Tech, Lowell, MA 01854, USA](https://cortix.tech)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Revision date: **19Nov25**" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Objectives\n", "\n", "- Develop usecase scenario for water and nitric acid extraction by TBP with a vapor phase.\n", "- Test implementation and present results.\n", "- Use AI assistants to help with information and reporting.\n", " + AI requests below may need to be executed multiple times if the result is not satisfactory or incorrect." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "'''AI assistance options'''\n", "# Set all to False if you do not have access to OpenAI API and/or AI codes below\n", "cortix_ai = 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\n", "\n", "Single stage mixing of TBP with inert diluent, HNO3 solution, and vapor." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[11440] 2025-11-19 23:15:26,310 - 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": [ "

Overview

\n", "\n", "- This snippet configures a Cortix \"system\" object, creates a network, and conditionally constructs and configures a CortixAI object before invoking a method on it.\n", "\n", "

Imports

\n", "\n", "- The code brings symbols from the cortix package into the local namespace:\n", " - Cortix: the top-level object representing a Cortix runtime.\n", " - Network: an object representing a chemical/kinetic network.\n", " - Units as unit: the Units helper is aliased to unit.\n", " - ReactionMechanism: imported (not used in the shown snippet) for defining reaction sets.\n", " - Quantity: imported (not used in the shown snippet) for numeric/physical quantities with units.\n", "\n", "

System and network setup

\n", "\n", "- system = Cortix(use_mpi=False, splash=True) creates a Cortix instance named system with two keyword arguments:\n", " - use_mpi=False disables MPI-based parallelism for this runtime.\n", " - splash=True requests the Cortix startup/banner behavior (a \"splash\") during initialization.\n", "- system_net = system.network = Network() constructs a Network instance and assigns it two ways:\n", " - system.network is set to that Network instance (attaching the network to the Cortix system).\n", " - system_net is a local variable referencing the same Network object (so system_net and system.network reference identical objects).\n", "\n", "

Conditional creation and configuration of CortixAI

\n", "\n", "- The code uses two guarded blocks that run only if the name cortix_ai evaluates as truthy in the current scope:\n", " - First guarded block:\n", " - from cortix import CortixAI imports the CortixAI helper/class from the cortix package.\n", " - cortix_ai = CortixAI(llm_model='gpt-5-mini', llm_cleverness=0.8) replaces the existing cortix_ai name with a CortixAI instance constructed with:\n", " - llm_model='gpt-5-mini' (selects the language model identifier supplied to CortixAI).\n", " - llm_cleverness=0.8 (a numeric configuration parameter passed to the CortixAI constructor).\n", " - cortix_ai.markdown_header_level = '

' sets an attribute on the CortixAI instance to the string '

'.\n", " - cortix_ai.n_chunks = 8 sets another attribute on the instance to the integer 8.\n", " - Second guarded block:\n", " - cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save) invokes the explain method on the cortix_ai object with two keyword arguments:\n", " - markdown_display with the value of the variable markdown_display from the surrounding scope.\n", " - save_supporting_info with the value of the variable db_save from the surrounding scope.\n", "\n", "

Important runtime implications

\n", "\n", "- The two if cortix_ai: checks require that the name cortix_ai is already defined and truthy before entering the first block; if cortix_ai is undefined at runtime, a NameError will be raised when evaluating the condition.\n", "- Within the first conditional, the code reassigns the name cortix_ai to a CortixAI instance, shadowing whatever earlier value cortix_ai had.\n", "- The snippet references markdown_display and db_save when calling cortix_ai.explain; those names must exist in the surrounding scope to avoid NameError at call time.\n", "- ReactionMechanism and Quantity are imported but not used in the visible fragment; they are available for later use in the same module." ], "text/plain": [ "" ] }, "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 = 3678\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 = '

'\n", " cortix_ai.n_chunks = 8\n", "\n", "if cortix_ai: \n", " cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save, 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": { "tags": [] }, "outputs": [], "source": [ "'''Import Stage'''\n", "from solvex 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 = '

'" ] }, { "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": [ "

Stage Description\n", "\n", "

\n", "\n", "

Module overview\n", "\n", "

\n", "\n", "This Stage module models a single solvent-extraction contactor with three interacting phases (aqueous, organic, vapor). It integrates a time-dependent mass-balance system using scipy.integrate.odeint and organizes state/history in phase containers. The module supports connecting ports to other modules and exchanging mass-rate information during time stepping.\n", "\n", "

Phases involved\n", "\n", "

\n", "\n", "- aqueous phase\n", "- organic phase\n", "- vapor phase\n", "\n", "Information about a stage module is needed: stage\n", "\n", "

Original Stage schematics\n", "\n", "

\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", "

Source structure and primary components\n", "\n", "

\n", "\n", "- Module class: Stage (inherits cortix.Module)\n", "- Phases: stored as Phase containers; there are both state phases and inflow-parameter phases\n", "- Reaction mechanism: optional ReactionMechanism attached via add_reaction_mechanism\n", "- Time integration: run() orchestrates stepping; internal __step() advances the ODE system\n", "- Mass-balance RHS: provided by __mbal_rhs_func (used by odeint)\n", "- Port interactions: ports exist and are invoked in __call_ports() before/after stepping\n", "\n", "

Ports (existence)\n", "\n", "

\n", "\n", "Ports are defined (expected) by the module and used to exchange mass-rate vectors. Example (one-line python list of expected port names):\n", "\n", "['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", "Notes regarding ports and communication:\n", "\n", "- The run loop calls __call_ports(time) each step to send/recv messages from connected ports.\n", "- Typical patterns: recv() an inflow mass-rate vector from an inflow port; send() an outflow request or data to outflow/product ports.\n", "- The module checks port.connected_port to decide whether to perform communication.\n", "\n", "

Key classes & method signatures (not full source)\n", "\n", "

\n", "\n", "- class Stage(Module)\n", " - __init__(self, mix_vol, vol_flowrates, temperature)\n", " - add_reaction_mechanism(self, rxn_mech=None)\n", " - run(self, *args)\n", " - __call_ports(self, time)\n", " - __step(self, time=0.0)\n", " - __get_state_vector(self, time=None, cc_name='mass_cc')\n", " - __mbal_rhs_func(self, u_vec, time, params)\n", " - __update_outflow_mass_rates(self, u_vec)\n", " - __convert_mass_cc_to_molar_cc(self, u_vec)\n", " - __update_state_variables(self, u_vec, time)\n", " - r_vec(self, time=None)\n", " - g_vec(self, time=None)\n", " - rxn_efficiencies(self, time=None)\n", " - (many private helpers and Phase setup methods)\n", "\n", "

The step method: purpose and snippet\n", "\n", "

\n", "\n", "Purpose:\n", "\n", "- Assembles the current state vector, calls the ODE integrator over the next time interval, checks integration success and mass conservation, optionally computes mass-flowrate diagnostics, and updates the phase containers with the new state.\n", "\n", "Step method snippet (illustrative excerpt):\n", "\n", "```python\n", "def __step(self, time=0.0):\n", " \"\"\"Stepping Stage in time.\"\"\"\n", " u_vec_0 = self.__get_state_vector(time)\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", " full_output=True )\n", "\n", " assert info_dict['message'] == 'Integration successful.'\n", " u_vec = u_vec_hist[1,:]\n", "\n", " time += self.time_step\n", "\n", " # mass conservation checks (optional)\n", " self.__check_mass_conservation(u_vec, write=(self.monitor_mass_conservation_residual or time >= self.end_time))\n", "\n", " # update history containers\n", " self.__update_state_variables(u_vec, time)\n", "\n", " return time\n", "```\n", "\n", "(higher-level details omitted; this snippet shows the integration and update flow)\n", "\n", "

Mass-balance RHS function: role and signature\n", "\n", "

\n", "\n", "- Signature: __mbal_rhs_func(self, u_vec, time, params)\n", "\n", "Role:\n", "\n", "- This function computes the right-hand side dt_u of the ODE system used by odeint.\n", "- Responsibilities inside the function include:\n", " 1. Enforce non-negativity of u_vec entries (u_vec[u_vec < 0.0] = 0.0).\n", " 2. Update outflow mass rates derived from the current u_vec via __update_outflow_mass_rates(u_vec).\n", " 3. Convert mass concentrations to molar concentrations for reaction calculations (__convert_mass_cc_to_molar_cc).\n", " 4. Call the reaction mechanism (self.rxn_mech.g_vec(...)) to obtain species generation rate densities g_vec.\n", " 5. For each phase (aqueous, organic, vapor) compute dt for all species combining inflow, outflow and generation terms. Typical formula per species:\n", " dt_u[gidx] = ((mass_inflow_rate - mass_outflow_rate)/mixing_vol + g_vec[gidx] * M) / phi\n", " where phi is the phase volume fraction and M is species molar mass.\n", " 6. Return the assembled dt_u numpy array to the integrator.\n", "\n", "

Ports, communication and time stepping interaction\n", "\n", "

\n", "\n", "- run() orchestrates the simulation time loop. Within each loop iteration:\n", " 1. Optionally perturb inflow rates (randomization) via __perturb_mass_inflow_rates().\n", " 2. Call __step(time) to integrate for one time_step.\n", " 3. Call __call_ports(time) to exchange information with connected modules (send/recv).\n", "- __call_ports handles the port-level protocol: it checks for a connected_port, performs send(time,'port_name') to request or provide data, and recv('port_name') to obtain mass-rate arrays. Received vectors are validated for expected length before being used.\n", "- Inflows are kept as parameter-phase containers (inflow_aqueous_phase, inflow_organic_phase, inflow_vapor_*), and their concentrations are used to compute species_inflow_mass_rates_* before stepping.\n", "\n", "

Typical usage snippet\n", "\n", "

\n", "\n", "```python\n", "# create a Stage with mixing volume, volumetric flowrates and temperature (SI units from Units)\n", "stg = Stage(mix_vol, vol_flowrates, temperature)\n", "# add reaction mechanism\n", "stg.add_reaction_mechanism(rxn_mech)\n", "# connect ports externally or leave inflow parameters set locally\n", "# run the transient simulation: run expects an args tuple with at least logger info in this implementation\n", "stg.run((some_logger,))\n", "```\n", "\n", "(higher-level connection API: use Module.get_port/send/recv to wire stages together)\n", "\n", "

Data access and diagnostics\n", "\n", "

\n", "\n", "- State/history is stored per phase (phase.add_row). Methods return Quantity objects for histories: mass_density_history(), r_vec_history(), g_vec_history(), efficiency_history().\n", "- The module offers monitoring toggles: monitor_mass_flowrates and monitor_mass_conservation_residual that print or assert diagnostics at runtime.\n", "\n", "

Summary\n", "\n", "

\n", "\n", "- The Stage module implements a time-integrated, phase-resolved mass-balance model for solvent extraction with aqueous, organic and vapor phases.\n", "- Time evolution is done by assembling a global state vector, invoking odeint with __mbal_rhs_func, validating mass conservation and updating Phase history containers.\n", "- Ports exist to connect inflows/outflows to other modules; the run loop invokes __call_ports to exchange mass-rate vectors during stepping.\n", "- Key interfaces to inspect or visualize results include r_vec(), g_vec(), rxn_efficiencies() and various \"_history\" methods.\n", "\n" ], "text/plain": [ "" ] }, "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 = 17612\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": [ "
Overview
\n", "\n", "- The script builds a solvent-extraction \"Stage\" instance with specified mixing volume, phase volumetric flowrates, and temperature, then registers that stage with a system network and conditionally calls a method on a cortix_ai object.\n", "\n", "
Top-level constants and units
\n", "\n", "- A module-level docstring/comment indicates intent: \"Create Stage and add to base system\". \n", "- mixing_volume is set to 1 L (1*unit.L), representing the stage mixing volume as a quantity with units. \n", "- vol_flowrate_aqu is set to 500 mL/min (500*unit.mL/unit.min) for the aqueous phase, and vol_flowrate_org is set to 600 mL/min for the organic phase. \n", "- vol_flowrate_vap is a tuple of two computed quantities: (3.7% of the organic flow, 8.1% of the aqueous flow); each element is computed by multiplying the percentage by the corresponding flow and dividing by 100. \n", "- vol_flowrates is a list combining the three phase flows in order: [organic, aqueous, vapor]. \n", "- stg_temperature is obtained by converting 40 °C to kelvin via unit.convert_temperature(40, 'C', 'K'), yielding a temperature quantity in K.\n", "\n", "
Object creation and registration
\n", "\n", "- stg = Stage(mixing_volume, vol_flowrates, stg_temperature) constructs a Stage object (presumably a solvent-extraction module) with the mixing volume, the list of volumetric flowrates, and the stage temperature as arguments. \n", "- system_net.module(stg) attaches or registers the created Stage instance with the system network object named system_net.\n", "\n", "
Control flow and conditional call
\n", "\n", "- The final if-block checks the truthiness of cortix_ai; if true, it calls a method on that object with three keyword arguments (markdown_header_level set to '
', markdown_display passed through, and save_supporting_info provided as db_save)." ], "text/plain": [ "" ] }, "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 = 3227\n" ] } ], "source": [ "'''Create Stage and add to base system'''\n", "\n", "# Initialization\n", "mixing_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(mixing_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='
', 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": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "network-0\n", "\n", "\n", "\n", "0\n", "\n", "Stage\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "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": { "scrolled": true, "tags": [ "scroll-output" ] }, "outputs": [], "source": [ "# Poor's man help\n", "#help(solvex_ustc.stage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reaction Mechanism\n", "\n", "Contacting water, inert diluent and TBP, nitric acid, and air." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Nitric acid, water extraction example" ] }, { "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 (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 (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 (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 (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 (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 H2O(v) product partition function with signature (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 (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 (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-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": [ { "data": { "text/markdown": [ "14 **Species:** \n", " \\begin{align*} \n", " &{\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(a)} \\quad {\\mathrm{H}_{2}\\mathrm{O}}_\\mathrm{(v)} \\quad {\\mathrm{H}_{2}\\mathrm{O}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)} \\quad {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)} \\quad {\\mathrm{H}\\mathrm{N}\\mathrm{O}_{3}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}} \\quad {\\mathrm{H}^+}_\\mathrm{(a)} \\quad {\\mathrm{N}_{2}}_{\\mathrm{(a)}} \\quad {\\mathrm{N}_{2}}_{\\mathrm{(v)}} \\quad \\\\ \n", " & {\\mathrm{N}\\mathrm{O}_{3}^-}_\\mathrm{(a)} \\quad {\\mathrm{O}_{2}}_{\\mathrm{(a)}} \\quad {\\mathrm{O}_{2}}_{\\mathrm{(v)}} \\quad {[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)} \\quad {[\\mathrm{H}_{2}\\mathrm{O}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}} \\quad {[\\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*}" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "8 **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", "{\\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*} \n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "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 (for Jupyter Book)'''\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": [ "14 **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{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}}_\\mathrm{(o)}, {[\\mathrm{H}_{2}\\mathrm{O}]_{2}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{2}}_{\\mathrm{(o)}}, {[\\mathrm{H}_{2}\\mathrm{O}]_{6}\\bullet[[\\mathrm{C}_{4}\\mathrm{H}_{9}\\mathrm{O}]_{3}\\mathrm{P}\\mathrm{O}]_{3}}_{\\mathrm{(o)}}\\end{align*}\n", "8 **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", "{\\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 = 8\n", "# species = 14\n", "rank of S = 8\n", "S is full rank.\n", "S=\n", " [[-1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. -1. 0. 0.]\n", " [-2. 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. -3. 0. 1.]\n", " [ 0. 0. 0. 1. 0. -1. 0. 0. -1. 0. 0. -1. 0. 0.]\n", " [ 0. 0. 0. 0. 1. -1. 0. 0. -1. 0. 0. -2. 0. 0.]\n", " [-1. 1. 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.]\n", " [ 0. 0. 0. 0. 0. 0. 1. -1. 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": [ "
Overview
\n", "\n", "- This Python snippet assigns partition-function callables to entries in a reaction-mechanism data structure (rxn_mech.data). \n", "- The assigned functions come from the solvex package (two from solvex.partition_func_local and three from solvex), and each corresponds to a specific complexation, vaporization, or absorption process.\n", "\n", "
Imports
\n", "\n", "- The code imports specific partition-function functions:\n", " - 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", " - From solvex:\n", " - partition_h2o_vap\n", " - partition_o2_aqu\n", " - partition_n2_aqu\n", "\n", "
Assignments to rxn_mech.data
\n", "\n", "- The script stores these imported callables into rxn_mech.data at specific indices, using the key 'tau-partition-function':\n", " \n", " - Index 0:\n", " - Reaction: H₂O·TBP complexation (organic phase)\n", " - Assigned function: partition_h2o_tbp_org\n", " \n", " - Index 1:\n", " - Reaction: 2 H₂O·2 TBP complexation (organic phase)\n", " - Assigned function: partition_2h2o_2tbp_org\n", " \n", " - Index 2:\n", " - Reaction: 6 H₂O·3 TBP complexation (organic phase)\n", " - Assigned function: partition_6h2o_3tbp_org\n", " \n", " - Index 3:\n", " - Reaction: HNO₃·TBP complexation (organic phase)\n", " - Assigned function: partition_hno3_tbp_org\n", " \n", " - Index 4:\n", " - Reaction: HNO₃·2 TBP complexation (organic phase)\n", " - Assigned function: partition_hno3_2tbp_org\n", " \n", " - Index 5:\n", " - Reaction: H₂O vaporization\n", " - Assigned function: partition_h2o_vap\n", " \n", " - Index 6:\n", " - Reaction: O₂ absorption (aqueous)\n", " - Assigned function: partition_o2_aqu\n", " \n", " - Index 7:\n", " - Reaction: N₂ absorption (aqueous)\n", " - Assigned function: partition_n2_aqu\n", "\n", "
Behavioral notes
\n", "\n", "- Each assignment mutates the rxn_mech.data list/dictionary items by setting a callable under the 'tau-partition-function' key for that reaction entry. \n", "- The code assumes rxn_mech.data is index-addressable and that entries are dict-like objects accepting string keys.\n", "\n", "
Final conditional call
\n", "\n", "- The snippet ends with a conditional invocation: if cortix_ai is truthy, cortix_ai.explain(markdown_header_level='
', markdown_display=markdown_display, save_supporting_info=db_save)." ], "text/plain": [ "" ] }, "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 = 3536\n" ] } ], "source": [ "'''Partition functions 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 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[5]['tau-partition-function'] = partition_h2o_vap\n", " \n", "# Partition function for O2 absorption\n", "rxn_mech.data[6]['tau-partition-function'] = partition_o2_aqu\n", " \n", "# Partition function for N2 absorption\n", "rxn_mech.data[7]['tau-partition-function'] = partition_n2_aqu\n", "\n", "if cortix_ai:\n", " cortix_ai.explain(markdown_header_level='
', 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": [ { "data": { "text/markdown": [ "\\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)}}, \\ \\end{align*}" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#'''Aqueous phase (Jupyter Book will not render)'''\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": [ "#'''Aqueous phase (manual for Jupyter Book)'''\n", "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n", "#print(stg.rxn_mech.md_print('(a)'))" ] }, { "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)}}, \\ \\end{align*}" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#'''Organic phase (Jupyter Book will not render)'''\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": [ "#'''Organic phase (manual for Jupyter Book)'''\n", "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n", "#print(stg.rxn_mech.md_print('(o)', n_species_line=5))" ] }, { "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{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*}" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#'''Vapor phase (Jupyter Book will not render)'''\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": [ "#'''Vapor phase (manual for Jupyter Book)'''\n", "# Jupyter Book does not render LaTeX through IPython.display(Markdown)\n", "#print(stg.rxn_mech.md_print('(v)'))" ] }, { "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": [ "
Summary
\n", "\n", "This snippet sets relaxation-time values (the 'tau' field) for several entries in a reaction-mechanism data structure to a value derived from the process residence time, then conditionally invokes a method on cortix_ai.\n", "\n", "- It writes to rxn_mech.data entries at indices 0 through 7, assigning each entry's 'tau' key the expression 1.0e-0 * stg.flow_residence_time_avg.\n", "- The numeric literal 1.0e-0 is equal to 1.0, so each assigned value is stg.flow_residence_time_avg multiplied by 1 (i.e., effectively stg.flow_residence_time_avg).\n", "- Assignments are in-place updates to the existing rxn_mech.data objects; other indices or keys are not touched by these lines.\n", "\n", "
Line-by-line explanation
\n", "\n", "- rxn_mech.data[0]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Sets the 'tau' key of the item at index 0 in rxn_mech.data to the product of 1.0 and stg.flow_residence_time_avg (so equal to stg.flow_residence_time_avg).\n", "- rxn_mech.data[1]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 1.\n", "- rxn_mech.data[2]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 2.\n", "- rxn_mech.data[3]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 3.\n", "- rxn_mech.data[4]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 4.\n", "- rxn_mech.data[5]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 5.\n", "- rxn_mech.data[6]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 6.\n", "- rxn_mech.data[7]['tau'] = 1.0e-0 * stg.flow_residence_time_avg \n", " - Same as above for index 7.\n", "- if cortix_ai: \n", " - Evaluates the truthiness of cortix_ai; when truthy, a method is called with keyword arguments markdown_header_level='
', markdown_display=markdown_display, save_supporting_info=db_save. (No details about that method's behavior are provided here.)\n", "\n", "
Observed effects and assumptions
\n", "\n", "- The code assumes rxn_mech.data is indexable (e.g., a list) whose elements are mapping-like objects (dicts) with a 'tau' key.\n", "- stg.flow_residence_time_avg is used as the common relaxation time source; after execution, the eight specified entries have identical 'tau' values equal to that property.\n", "- All updates occur in-place; any subsequent code that reads rxn_mech.data[*]['tau'] will see the new value." ], "text/plain": [ "" ] }, "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 = 3550\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", "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", "\n", "if cortix_ai:\n", " cortix_ai.explain(markdown_header_level='
', 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'" ] }, { "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": [ "

Summary

\n", "\n", "- This snippet populates an aqueous phase in a process/stage object (stg.aqueous_phase): it registers water with a mass density and sets mass concentrations for residual HNO₃ dissociation products (H⁺ and NO₃⁻). \n", "- Units are explicit (gram per liter for mass density, molar for concentration); molar masses on species objects are used to convert from molar concentration to mass concentration.\n", "\n", "

Line-by-line explanation

\n", "\n", "- The module-level string '''Aqueous phase in the mixer''' is a short documentation/comment for the file. \n", "- h2o_aqu = stg.aqueous_phase.get_species('H2O(a)') \n", " - Retrieves the species object representing H₂O(a) from the aqueous phase. \n", "- h2o_aqu.info = 'Water' \n", " - Sets a human-readable info/description field on that species object. \n", "- #TODO look this up at 40 C # W: TODO look this up at 40 C \n", " - Developer note indicating the chosen water density should be verified at 40 °C. \n", "- rho_h2o_aqu = 992 * unit.gram/unit.L \n", " - Defines the mass density of the aqueous phase water as 992 g·L⁻¹ (units supplied by the unit object). \n", "- stg.aqueous_phase.set_value('H2O(a)', rho_h2o_aqu) \n", " - Stores that mass density value for H₂O(a) in the aqueous phase object. \n", "- c_hno3_aqu = 1e-3 * unit.molar # residual \n", " - Defines a residual nitric acid concentration of 1×10⁻³ mol·L⁻¹ (1 mM). \n", "- h_plus_aqu = stg.aqueous_phase.get_species('H^+(a)') \n", " - Retrieves the species object representing H⁺(a). \n", "- rho_h_plus_aqu = c_hno3_aqu * h_plus_aqu.molar_mass \n", " - Converts the molar concentration of H⁺ to a mass concentration by multiplying the molar concentration (mol·L⁻¹) by the species' molar mass (mass·mol⁻¹), yielding mass·L⁻¹. \n", "- stg.aqueous_phase.set_value('H^+(a)', rho_h_plus_aqu) \n", " - Stores the resulting mass concentration for H⁺(a) in the aqueous phase. \n", "- no3_minus_aqu = stg.aqueous_phase.get_species('NO3^-(a)') \n", " - Retrieves the species object representing NO₃⁻(a). \n", "- rho_no3_minus_aqu = c_hno3_aqu * no3_minus_aqu.molar_mass \n", " - Converts the molar concentration of NO₃⁻ to mass concentration using its molar mass. \n", "- stg.aqueous_phase.set_value('NO3^-(a)', rho_no3_minus_aqu) \n", " - Stores the NO₃⁻ mass concentration in the aqueous phase. \n", "- if cortix_ai: \n", " - Conditional call; when cortix_ai is truthy the code invokes cortix_ai.explain(...) with the given keyword arguments. \n", "\n", "

Variables, units and conversions

\n", "\n", "- H₂O density: 992 g·L⁻¹ (unit.gram/unit.L). This represents mass per volume of the aqueous phase. \n", "- Residual HNO₃ concentration: 1×10⁻³ mol·L⁻¹ (unit.molar). This is treated as fully dissociated into equal molar amounts of H⁺ and NO₃⁻. \n", "- Conversion from molar concentration to mass concentration: mass concentration (g·L⁻¹) = molar concentration (mol·L⁻¹) × molar mass (g·mol⁻¹) provided by species.molar_mass.\n", "\n", "

Net effect on stg.aqueous_phase

\n", "\n", "- The aqueous phase gains/updates three stored values: \n", " - H₂O(a): mass density set to 992 g·L⁻¹. \n", " - H⁺(a): mass concentration corresponding to 1 mM H⁺ (computed via its molar mass). \n", " - NO₃⁻(a): mass concentration corresponding to 1 mM NO₃⁻ (computed via its molar mass). \n", "\n", "

Notes and assumptions encoded in the code

\n", "\n", "- The code assumes HNO₃ is present at 1 mM and dissociates into H⁺ and NO₃⁻ in equal molar amounts. \n", "- Species objects expose attributes/methods used here: get_species(name), .molar_mass, .info, and the aqueous phase exposes set_value(name, value). \n", "- Units are handled by the unit object; resulting quantities are unit-aware (e.g., g·L⁻¹, mol·L⁻¹)." ], "text/plain": [ "" ] }, "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 = 4076\n" ] } ], "source": [ "'''Aqueous phase in the mixer'''\n", "\n", "h2o_aqu = stg.aqueous_phase.get_species('H2O(a)')\n", "h2o_aqu.info = 'Water'\n", "#TODO look this up at 40 C # W: TODO look this up at 40 C\n", "rho_h2o_aqu = 992 * unit.gram/unit.L # per volume of aqueous phase in the mixture\n", "stg.aqueous_phase.set_value('H2O(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", "if cortix_ai:\n", " cortix_ai.explain(markdown_header_level='

', 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": [ "

Purpose

\n", "\n", "- This snippet computes the vapor-phase mass concentrations of the main air components (N₂, O₂, H₂O) for a mixer stage and stores those concentrations on the stage's vapor_phase object.\n", "\n", "

Key inputs

\n", "\n", "- air_vapor_content: imported function used to compute vapor-phase masses.\n", "- stg_pressure: set to 1.0 * unit.bar (pressure supplied as a unit-aware quantity).\n", "- stg_relative_humidity: 35.0 (percent).\n", "- stg_temperature: referenced as stg_temperature and must be defined earlier in the surrounding code or context.\n", "\n", "

What the function call returns

\n", "\n", "- The call\n", " - air_vapor_content(stg_pressure, stg_temperature, stg_relative_humidity)\n", " returns a 3-tuple assigned as (n2_mass_cc_vap, o2_mass_cc_vap, h2o_mass_cc_vap).\n", "- Those three values represent the mass of each species per unit volume of the vapor phase (the variable names imply \"per cc\"; the inline comments say \"per volume of the vapor phase in the mixture\").\n", "\n", "

Assignments to the stage object

\n", "\n", "- The following assignments map the computed masses into the stage's vapor-phase composition:\n", " - stg.vapor_phase.set_value('H2O(v)', h2o_mass_cc_vap) sets the water vapor concentration (H₂O(v)).\n", " - stg.vapor_phase.set_value('N2(v)', n2_mass_cc_vap) sets the nitrogen concentration (N₂(v)).\n", " - stg.vapor_phase.set_value('O2(v)', o2_mass_cc_vap) sets the oxygen concentration (O₂(v)).\n", "- The species strings include a phase label \"(v)\" so each set_value call associates a numeric mass-per-volume with that vapor species in the mixer stage.\n", "\n", "

Control flow and context

\n", "\n", "- If the name cortix_ai evaluates truthy in the current context, a method is called on that object with arguments including markdown_header_level, markdown_display, and save_supporting_info; those variables must also be defined earlier or in scope.\n", "- The code assumes the following prerequisites exist in scope:\n", " - a unit system providing unit.bar,\n", " - stg_temperature,\n", " - stg (a stage object with a vapor_phase that exposes set_value),\n", " - optional objects/variables used in the final if block (cortix_ai, markdown_display, db_save).\n", "\n", "

Overall effect

\n", "\n", "- After execution, the mixer stage's vapor_phase stores numeric mass-per-volume values for H₂O(v), N₂(v), and O₂(v) computed for the given pressure, temperature, and relative humidity." ], "text/plain": [ "" ] }, "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 = 4148\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='

', 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": [ "

Overview

\n", "\n", "This snippet moves oxygen (O₂) and nitrogen (N₂) from a vapor-phase mass-per-cc representation into an aqueous-phase value on a stage object (stg). For each species it:\n", "\n", "- obtains molar mass from the aqueous-phase species definition,\n", "- converts a supplied vapor-phase mass-per-cc into a vapor-phase molar concentration (moles per cc),\n", "- applies a partition coefficient to get an aqueous-phase molar concentration,\n", "- multiplies by an equilibrium fraction and the molar mass to produce an aqueous-phase mass-per-cc value,\n", "- writes that mass-per-cc into stg.aqueous_phase using set_value.\n", "\n", "- Detailed step sequence for O₂(a)\n", " - o2_molar_mass = stg.aqueous_phase.get_species('O2(a)').molar_mass\n", " - reads the molar mass of O₂(a) from the stage’s aqueous-phase species descriptor.\n", " - o2_molar_cc_vap = o2_mass_cc_vap / o2_molar_mass\n", " - converts the external variable o2_mass_cc_vap (mass per cc in vapor) to moles per cc by dividing by molar mass.\n", " - equilibrium_fraction = 0.5\n", " - sets an equilibrium fraction scalar (here 0.5).\n", " - partition_coeff = partition_o2_aqu(rxn_mech, stg_temperature, None)\n", " - obtains a partition coefficient for O₂ between vapor and aqueous phases (function called with rxn_mech, stg_temperature, None).\n", " - o2_molar_cc_aqu = partition_coeff * o2_molar_cc_vap\n", " - computes aqueous-phase moles per cc by scaling the vapor-phase moles per cc by the partition coefficient.\n", " - o2_mass_cc_aqu = equilibrium_fraction * o2_molar_cc_aqu * o2_molar_mass\n", " - converts the aqueous molar concentration back to mass per cc and applies the equilibrium fraction.\n", " - stg.aqueous_phase.set_value('O2(a)', o2_mass_cc_aqu)\n", " - stores the computed aqueous mass-per-cc for O₂(a) into the stage’s aqueous phase.\n", "\n", "- Detailed step sequence for N₂(a)\n", " - n2_molar_mass = stg.aqueous_phase.get_species('N2(a)').molar_mass\n", " - reads the molar mass of N₂(a).\n", " - n2_molar_cc_vap = n2_mass_cc_vap / n2_molar_mass\n", " - converts vapor-phase N₂ mass-per-cc to molar concentration (moles per cc).\n", " - equilibrium_fraction = 0.5\n", " - resets the equilibrium fraction (same numeric value as for O₂).\n", " - partition_coeff = partition_n2_aqu(rxn_mech, stg_temperature, None)\n", " - obtains a partition coefficient for N₂.\n", " - n2_molar_cc_aqu = partition_coeff * n2_molar_cc_vap\n", " - computes aqueous-phase moles per cc for N₂.\n", " - n2_mass_cc_aqu = equilibrium_fraction * n2_molar_cc_aqu * n2_molar_mass\n", " - converts to mass-per-cc in the aqueous phase and applies the equilibrium fraction.\n", " - stg.aqueous_phase.set_value('N2(a)', n2_mass_cc_aqu)\n", " - writes the aqueous-phase mass-per-cc for N₂(a) into the stage.\n", "\n", "- Final conditional call\n", " - if cortix_ai:\n", " - when cortix_ai is truthy, a method is invoked on that object with keyword arguments including markdown_header_level='

', markdown_display=markdown_display, and save_supporting_info=db_save.\n", "\n", "- Notes on quantities and naming\n", " - Variables with suffix _mass_cc_vap represent mass per cubic centimeter in the vapor phase.\n", " - Variables named *_molar_cc_* represent moles per cubic centimeter.\n", " - partition_*_aqu(...) functions return a dimensionless coefficient used to convert vapor molar concentration to aqueous molar concentration.\n", " - equilibrium_fraction (set to 0.5 in both cases) scales how much of the computed aqueous amount is actually assigned to the aqueous-phase store." ], "text/plain": [ "" ] }, "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 = 4172\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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inflow Condition" ] }, { "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": [ "

Summary

\n", "\n", "This snippet configures the aqueous stream of an inflow stage: it sets the aqueous water value, defines an HNO₃ feed concentration, obtains species descriptors for H⁺(a) and NO₃⁻(a), converts the molar concentration to a mass-based quantity using each species' molar mass, stores those mass concentrations back into the inflow object, and finally conditionally calls a cortix_ai method.\n", "\n", "- The top-line literal string 'Aqueous phase in the inflow' documents the snippet's purpose.\n", "\n", "- A TODO comment notes an intended check about relative concentrations and a suspected 1.01 factor; it is not executed.\n", "\n", "

Objects and methods referenced

\n", "\n", "- stg.inflow_aqueous_phase: an object representing the inflow's aqueous phase with methods get_species(name) and set_value(species_name, value).\n", "\n", "- Species objects returned by get_species(...) expose at least a molar_mass attribute used in later calculations.\n", "\n", "- unit.molar: a unit object representing molar concentration units; multiplied by a numeric literal to produce a concentration quantity.\n", "\n", "

Step-by-step behavior

\n", "\n", "- stg.inflow_aqueous_phase.set_value('H2O(a)', 1.0 * rho_h2o_aqu)\n", " - Sets the stored value for the species H₂O(a) in the inflow aqueous phase to 1.0 * rho_h2o_aqu (rho_h2o_aqu is used as the water-related value provided elsewhere).\n", "\n", "- c_hno3_aqu = 0.5 * unit.molar\n", " - Defines c_hno3_aqu as a concentration equal to 0.5 molar (a half-molar HNO₃ feed).\n", "\n", "- h_plus_aqu = stg.inflow_aqueous_phase.get_species('H^+(a)')\n", " - Retrieves the species descriptor/object for H⁺(a) from the inflow aqueous phase.\n", "\n", "- rho_plus_aqu = c_hno3_aqu * h_plus_aqu.molar_mass\n", " - Multiplies the molar concentration (mol per volume) by the species' molar mass (mass per mol) to produce a mass-based quantity (mass per volume) for H⁺(a) in the chosen unit system.\n", "\n", "- stg.inflow_aqueous_phase.set_value('H^+(a)', rho_plus_aqu)\n", " - Stores that mass-based H⁺(a) value back into the inflow aqueous phase.\n", "\n", "- no3_minus_aqu = stg.inflow_aqueous_phase.get_species('NO3^-(a)')\n", " - Retrieves the species descriptor/object for NO₃⁻(a).\n", "\n", "- rho_no3_minus_aqu = c_hno3_aqu * no3_minus_aqu.molar_mass\n", " - Converts the same 0.5 molar concentration into a mass-based quantity for NO₃⁻(a) by multiplying by NO₃⁻'s molar mass.\n", "\n", "- stg.inflow_aqueous_phase.set_value('NO3^-(a)', rho_no3_minus_aqu)\n", " - Stores that mass-based NO₃⁻(a) value into the inflow aqueous phase.\n", "\n", "

Units and dimensional intent

\n", "\n", "- c_hno3_aqu is specified in molar units (moles per volume). Multiplying by a species' molar_mass (mass per mole) yields a mass-per-volume quantity (e.g., kg·m⁻³ or g·L⁻¹ depending on the unit system used by unit.molar and molar_mass).\n", "\n", "- The code consistently converts a molar feed specification for HNO₃ into mass-based concentrations for the dissociated ions H⁺(a) and NO₃⁻(a), then stores those mass concentrations in the inflow representation.\n", "\n", "

Conditional cortix_ai call

\n", "\n", "- if cortix_ai:\n", " - When the name cortix_ai evaluates truthy, the code invokes cortix_ai.explain with keyword arguments markdown_header_level='

', markdown_display=markdown_display, and save_supporting_info=db_save." ], "text/plain": [ "" ] }, "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 = 4314\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", "if cortix_ai:\n", " cortix_ai.explain(markdown_header_level='

', 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": [ "

Summary

\n", "\n", "- The snippet prepares numeric inflow conditions (temperature, pressure, relative humidity), computes vapor-phase mass concentrations for N₂, O₂, and H₂O from those conditions, writes those concentrations into two inflow vapor phase objects (aqueous and organic) on an object named stg, and conditionally invokes a cortix_ai method.\n", "\n", "

Variables and unit handling

\n", "\n", "- inflow_temperature: result of unit.convert_temperature(20, 'C', 'K'), i.e., 20 °C converted to kelvin.\n", "- inflow_pressure: set to 1.1 * unit.bar, i.e., a pressure value 10% above 1 bar using the code’s unit system.\n", "- inflow_relative_humidity: literal floating value 25.0 representing relative humidity (percent by name).\n", "\n", "

Computation of vapor-phase species

\n", "\n", "- The call air_vapor_content(inflow_pressure, inflow_temperature, inflow_relative_humidity) returns three values that are unpacked into (n2_mass_cc_vap, o2_mass_cc_vap, h2o_mass_cc_vap).\n", "- By name, those variables represent mass concentrations in the vapor phase (mass per cubic centimeter) for N₂, O₂, and H₂O respectively; the code uses those returned numeric values to represent the inflow vapor composition.\n", "\n", "

Setting inflow values on the stg object

\n", "\n", "- stg.inflow_vapor_aqueous_phase.set_value('N2(v)', n2_mass_cc_vap) and the corresponding call on inflow_vapor_organic_phase assign the computed N₂ vapor concentration to both the aqueous-phase and organic-phase inflow vapor descriptors on stg.\n", "- Equivalent pairs of set_value calls store O₂(v) and H₂O(v) concentrations on both inflow_vapor_aqueous_phase and inflow_vapor_organic_phase.\n", "- The species strings include the suffix \"(v)\" indicating vapor-phase species names as used by the stg interface.\n", "\n", "

Conditional cortix_ai invocation

\n", "\n", "- The final if cortix_ai: branch checks whether the variable cortix_ai is truthy; if so, it calls cortix_ai.explain(markdown_header_level='

', markdown_display=markdown_display, save_supporting_info=db_save).\n", "- The call supplies three keyword arguments: markdown_header_level set to the string '

', markdown_display passed from the local variable markdown_display, and save_supporting_info set from db_save.\n", "\n", "

Control flow and observable side effects

\n", "\n", "- Execution order: convert temperature -> set pressure and RH -> compute vapor content -> write three species values into two phase objects (six set_value calls total) -> optionally invoke cortix_ai.explain.\n", "- Side effects are the assignments into stg’s inflow phase objects (mutating their internal state) and the conditional invocation of cortix_ai.explain." ], "text/plain": [ "" ] }, "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": [ "'''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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "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": [ "[11440] 2025-11-19 23:20:43,711 - cortix - INFO - Launching Module \n", "[12143] 2025-11-19 23:20:44,938 - cortix - INFO - Stg-1::run():time[m]=0.0\n", "[12143] 2025-11-19 23:20:45,329 - cortix - INFO - Stg-1::run():time[m]=0.6\n", "Total mass rate density (mixture volume) residual [g/L-s]= -8.80779e-17\n", "total mass inflow rate [g/min] = 6.869e+02\n", "total mass outflow rate [g/min] = 6.811e+02\n", "\t net total mass flow rate [g/min] = -5.736e+00\n", "[12143] 2025-11-19 23:20:45,476 - cortix - INFO - Stg-1::run():time[m]=0.9 (et[s]=0.5)\n", "[11440] 2025-11-19 23:20:45,659 - cortix - INFO - run()::Elapsed wall clock time [s]: 319.35\n", "[11440] 2025-11-19 23:20:45,660 - 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", "[11440] 2025-11-19 23:20:45,661 - cortix - INFO - close()::Elapsed wall clock time [s]: 319.35\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": [ "

Overview

\n", "\n", "This small snippet selects a stage object from a network-like container, records how many timestamps exist in that stage's organic phase, and conditionally invokes a method on a Cortix AI helper object if that helper is present.\n", "\n", "

Line-by-line explanation

\n", "\n", "- The leading triple-quoted string '''Recover stage''' is a string literal typically used as a short comment or module-level docstring; it has no operational effect on subsequent statements.\n", "- stg = system_net.modules[0] retrieves the first element of system_net.modules and assigns it to the variable stg. This assumes system_net has an attribute modules that is an indexable sequence; accessing index 0 will raise an IndexError if the sequence is empty.\n", "- n_startup = len(stg.organic_phase.time_stamps) accesses stg.organic_phase.time_stamps, computes the length of that sequence (e.g., number of timestamps), and stores the integer result in n_startup. If stg lacks organic_phase or time_stamps, AttributeError will occur.\n", "- if cortix_ai: checks the truthiness of the variable cortix_ai (commonly used to see if an assistant/helper object is available). If the condition is truthy, the code calls cortix_ai.explain(markdown_display=markdown_display, save_supporting_info=db_save) — invoking the explain method and passing two keyword arguments: markdown_display and save_supporting_info set from the variables markdown_display and db_save respectively.\n", "\n", "

Key variables and their roles

\n", "\n", "- system_net: an object representing a network or system that exposes a modules sequence.\n", "- modules: an indexable container (list/tuple) of module/stage objects.\n", "- stg: the selected first module/stage object from system_net.modules.\n", "- stg.organic_phase: an attribute on the stage object representing an organic phase subcomponent.\n", "- time_stamps: a sequence (list/array) of timestamps on the organic_phase; its length is used to set n_startup.\n", "- n_startup: integer count of elements in time_stamps.\n", "- cortix_ai: an optional helper/assistant object; when truthy, its explain method is invoked.\n", "- markdown_display, db_save: variables supplied as keyword-argument values to cortix_ai.explain; their types/meanings are determined elsewhere in the surrounding code.\n", "\n", "

Runtime behavior and possible exceptions

\n", "\n", "- The snippet performs two attribute/sequence accesses and one method call; these can raise IndexError (modules[0]) or AttributeError (missing attributes) if the assumed structure is not present.\n", "- The cortix_ai.explain call only happens when cortix_ai evaluates to True (not None/False/empty). The call passes two named arguments to that method." ], "text/plain": [ "" ] }, "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": [ "'''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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OHXtLc6iEzqNOnTp67733UrgaJEXqa/EEAAAAAAAAAAAAAAAAAABOlyVLFovx4ODgFK4ESHkFCxY0xHjuP3ss/Zyl1PezDg0N1WuvvaaYmBizuJubm2rVqmXYf+vWrfr8889tPt6SJUsMMW9vb02YMMHmFYZu375tcz1pRbFixfTSSy8Z4pMmTTL7esWKFbp48aJhvz59+iT5mNmyZTPEHNVMm1qbcrdv327x3+iECRNsbtC5d++eHjx4YG9pDlWgQAGLqwGlttcnGNGkAwAAAAAAAAAAAAAAAAAADBK6g76tF2gDaYmfn58hdvLkSbMVMpD2Wfo5S9Lx48dTuJLE9ezZUxcuXDDER44cqeXLl6to0aKGbV9//bXWrFlj0/H27NljiLVq1Ure3t425ZOkffv22Tw2Lenbt68h9scff+jevXvxX0+ePNmwT5kyZSw2XD1NuXLlDLFDhw7Z/Vp1/fp13bx5064cycXS87NgwYKqV6+ezTlT4/PT09PT4r/t1Pb6BCP+UgYAAAAAAAAAAAAAAAAAAAZXrlyxGM+VK1cKVwKkvOrVqxtit2/f1uHDh51QDZJLpUqVlC5dOkN8w4YNKV9MAn755RctWLDAEG/YsKE+/vhjZcmSRXPmzDGcR1xcnDp37qwbN24k+ZiWxpQtWzbJeR63bds2u8anFa1atVLevHnNYvfu3dOcOXMkSdeuXdPSpUsN43r37m3T8apVq2aIRUREKCgoyKZ8j2zdutWu8cnJ0vOzTJkyduV0xPPTUhOzvc1Sln4Xbdq0iYbRVI4mHQAAAAAAADzXDh486OwSAAAAAAAAktXixYv14MEDZ5cBIA3auHGjxXiePHlSuBIg5b388stycXExxC01SyDtypgxo8XVNxYtWqTY2NiUL+gJQUFBGjp0qCGeM2dOzZo1K74poGrVqvr6668N+924cUOdO3dWXFxcko4bHBxsiGXNmjVJOR539epVrVu3zubxaYm7u7t69epliE+aNEmSFBgYqJiYGLNt6dOn15tvvmnT8apUqWLxtWru3Lk25Xtk9uzZdo1PTo5+fkrSrFmz7BovSV5eXobY/fv37crZrFkzQ+z27dvatGmTXXmRvGjSAQAAAAAAwHPN399fRYsW1bvvvqsNGzYk+UMKAAAAAACA1K5NmzbKnj272rZtq+nTp1u8qA0AnnTo0CHt37/f4ra6deumcDVAysuXL58CAgIM8Z9//ln37t1zQkVILp06dTLEzpw5Y3eTg73u3bunDh066OHDh2ZxFxcX/fbbb8qdO7dZ/L333lOLFi0MedasWWOxgScxmTJlMsTs+Rvyf//7n6Kjo20en9b07t1bbm5uZrHdu3dr//79mjJlimH/9u3b29xk4u3trfr16xvis2bNsrlR/+rVq1q2bJlNY1OCo5+fa9as0ZEjR+wpSZKUOXNmQywkJMSunC1btrSY96uvvrIrL5IXTToAAAAAAAB47l24cEE///yzGjZsqJw5c6pr165asGCBIiMjnV0aAAAAAACAQ0RGRmrx4sXq2bOncufOrbp162rs2LE6c+aMs0sDkArFxsZqyJAhMplMhm3e3t4WV50AnkWDBg0yxEJCQvT+++87oRokl9dee005cuQwxD/++GPdunXLCRX9q2/fvjp16pQh/sEHH6hJkyYWx0yfPl358uUzxIcPH66tW7dafWxL348tW7ZYPf5xR48e1ffff2/T2LQqf/78FhumunfvrnPnzhnivXv3tut4llbuuXLlis3f9w8//NDQHJaaWHp+7ty507BCkTXu37+vAQMGOKIsQ+OcJJ04ccKunJkzZ1a3bt0M8dWrVzu9kRAJo0kHAAAAAAAAkGQymWQymRQSEqJZs2bp1VdfVfbs2dWiRQtNnjxZN27ccHaJAAAAAAAANnNxcZH07xxIbGystmzZovfff18lSpRQ2bJl9emnn2r37t1OrhJAavDw4UP16dNHq1evtri9d+/eSpcuXQpXBThH27ZtVbVqVUN8woQJ+vnnnx12nDt37tA460Tp06fX8OHDDfGLFy+qXbt2ioiIcMhxTCaT9u7da9W+gYGB+v333w3xGjVqaNSoUQmOy5Ytm2bPnm1YxSUmJkavv/661at6VKpUyRBbuXKljh8/btX4R+7cuaNOnTrZvKJLWta3b19D7MCBA4ZYqVKlLK7alRTt2rVT9uzZDfH/+7//s/o598iCBQssPvdSE0vPz9DQUE2fPj1JeUwmk/r37293I80jFSpUMMRWr16tqKgou/J+8skn8vLyMsS7d++uHTt22JX7cadOnVJoaKjD8j3PaNIBAAAAAADAc83b2zv+bpAuLi5mF6w8ePBA//zzj/r27at8+fKpZs2a+uabb5L8AQQAAAAAAIAz+fn5xd+gRDJv2DGZTDp69Ki+/vprVa9eXfnz51e/fv20YsUKRUdHO7NsACnswYMHmj17tipXrqxp06ZZ3CdPnjz6/PPPU7gywHlcXFw0ceJEeXh4GLYNHjxYffv2tav54MyZMxo0aJAKFCiQYGMcUkbfvn1Vo0YNQ3zLli2qWrWqjh49anPuyMhITZo0SaVLl9bbb7/91P2PHTtmcWUPHx8f/fHHH3J3d090fEBAgMWmo0uXLql79+5W1dy4cWNDLCYmRq+99prVF/FfvXpV9evXt9iY8jxo0qSJihQp8tT97F1FR5I8PT311VdfGeKRkZFq1qyZDh8+bFWelStX6o033rC4kl5qEhAQIE9PT0N86NChCgoKsirHw4cP9eabbya5sScxL774oiF248YNDRgwwK6ViXLnzq1vvvnGEL9//77q1aunCRMm2Jxb+vd1rm3btipVqpSuX79uVy78K/FXaQAAAAAAAOAZd/v2bW3cuFGLFi3SokWLdPHiRUn/Xawi/XfBys6dO7Vz50598sknKl68uFq3bq3WrVurZs2aziofAAAAAADgqQ4fPqyzZ89q0aJFWrhwobZt26bY2FhJ5g070r8XU06aNEmTJk2Sl5eXmjZtqtatW6t58+by9vZ22jkASJqZM2dqy5Ytie5jMpkUHh6u0NBQHT16VPv371dkZGSC+2fIkEGzZs1S5syZHV0ukKpVrFhRP/zwg8XmiokTJ2rx4sUaPHiwunbtqty5cyeaKyYmRkePHtWyZcs0f/78JK9wgeTj5uam2bNn68UXX9TNmzfNth07dkwVKlTQa6+9pkGDBqly5cpydU18nYQrV65o06ZNmjdvnlasWBH/+mrpIv7H3b9/Xx06dLD4ejx16lQVKlTIqvP59NNPtWHDBq1bt84svnjxYv30008aPHhwouPr1asnPz8/Q3PSgQMHVLlyZY0bN04vv/yy2edpj9y5c0dTpkzRl19+qfDw8Ph4lSpVtGfPHqvqfxa4uLjorbfe0kcffZTgPp6enuratatDjte7d2/99ttv2rp1q1n85s2bqlKlikaMGKF+/fpZ/Jv+2rVr+vrrrzVu3Dizxv5SpUrp2LFjDqnPkTJmzKhu3bpp4sSJZvGwsDDVrl1bX3/9tXr27KkMGTIYxkZFRWnx4sX68MMPdfbs2fh4wYIFdf/+fd26dcvmuho2bKg8efLo2rVrZvHJkydr3rx5qlevnl544QV5eXkZVruSpIEDByb4nqt///7auHGj/vzzT7P4w4cP1a9fP02cOFHvv/++WrVqZXHVncdFRERo7969WrRokebPn68LFy4k8UzxNDTpAAAAAAAA4Lnm5uamBg0aqEGDBvrpp58UFBQUf8HK43f2evKClZMnT2rMmDEaM2aMcuTIoRYtWqhNmzZq1KiRxTs3AQAAAAAAOFPRokX17rvv6t1331VwcLCWLl2qhQsXavXq1fEXgT5505Lw8HDNmzdP8+bNk7u7u+rUqaM2bdqoVatWKliwoLNOBYAVEloJx1bp06fXwoUL1aBBA4fmBdKK/v3768aNG/riiy8M265du6aPPvpIH330kYoXL67KlSsre/bs8vX1VXR0tEJDQxUaGqqTJ0/q8OHDdq2mgORVuHBhLV++XI0aNdKdO3fMtsXExGjWrFmaNWuWfHx8VKNGDeXPn1++vr7y9PRUWFiYQkNDdfXqVQUFBdl8of8777xjcdWTt99+W+3atbM6j6urq2bNmiV/f39D09EHH3yg2rVrq3LlyomOHzVqlMVjnj17Vs2bN1fBggVVu3ZtFShQQOnSpdPNmzd16tQpbd68WTExMWZj8uTJo/Hjxz+1SelZ06NHD33++eeKioqyuL1du3bKli2bQ47l4uKiqVOn6sUXX1RYWJjZtocPH+rjjz/WiBEj1KBBAxUtWlS+vr66efOmjh8/rs2bNysuLs5szMCBAxUWFpYqm3Qk6bPPPtOsWbMUERFhFo+IiNDAgQM1bNgwBQQEqHjx4sqUKZNCQkJ06dIlrV+/Xnfv3jUb4+7urhkzZqhbt2521eTu7q733ntP77//vmHbnTt39Pfffyc6vnPnzoneGOG3335TaGioVq1aZdgWFBSkN954Q+7u7qpYsaL8/Pzk6+urLFmyKDIyUqGhoQoODtaRI0d06tQpw88bjkWTDgAAAAAAAPAYf39/+fv7a/jw4bp48WJ8w87jHyg82bBz8+ZNBQYGKjAwUBkzZlSjRo3UunVrtWzZUr6+vk47FwAAAAAAAEuyZcumrl27qmvXrnrw4IFWr16thQsXaunSpfEXlD7ZsBMdHa3169dr/fr1Gjx4sCpUqKDWrVurTZs2qlChgrNOBUAKqFu3riZNmqQSJUo4uxTAqUaOHKkcOXLovffeU3R0tMV9Tp06pVOnTqVwZXCkypUra8uWLWrdurVOnz5tcZ/Q0FD9888/Dj/23LlzNWnSJEO8QoUK+v7775OcL0+ePPrtt9/08ssvx3+mJf27kkjHjh21f//+RFdHa9u2rd5991398MMPFrdfvHhRs2fPfmod3t7eWr58uXx8fJJ8Dmldjhw51K5dO82ZM8fi9j59+jj0eCVLltTff/+tFi1aWFyN6eHDh1Y9dxs0aKAxY8aod+/eDq3PkfLnz69Zs2apXbt2Zs/vR0JDQ7V48eKn5nFxcdHEiRNVr149h9T13nvvacOGDVq2bJlD8j3O09NTS5YsUZ8+fTRjxgyL+8TExGj37t3avXu3w48P6yW+1hoAAAAAAADwHCtYsKAGDhyotWvX6ubNm5o5c6ZeeeUVZcqUyWyp98ebdiIiIrRo0SL16NFDuXPnVr169fTDDz+YLZcOAAAAAACQWqRPn14tW7bU1KlTdf36dW3evFlDhgzRCy+8IJPJZDYHIik+FhQUpC+++EKVKlVSkSJFNHjwYK1bt06xsbHOPB0ADuLm5qamTZtq3rx5Wr9+PQ06wP83YMAAbd++XZUqVXJo3qJFi6p06dIOzQnb+fn5af/+/erbt6/c3NwcljdjxoyqX7++xW1nz5612LDh5eWlP//8U56enjYds0mTJvrggw8M8TNnzljVIPLdd99p0KBBNh1b+ve5vXXrVvn7+9ucI63r16+fxXjx4sUd1hjyuPr162vt2rXKly+fTeNbt26tpUuXKl26dA6uzPHatGmjGTNmKEOGDDaNz5Qpk/7880/16NHDYTW5urpq0aJFGjlyZKJNcLby8PDQ9OnTNXv2bOXOnduhuWvUqMENKB2EJh0AAAAAAADACj4+PnrjjTf0119/6fbt21q2bJl69+6tXLlyxV+c8mTDTkxMjDZv3qyhQ4eqePHiKleunIYNG6Y9e/Y4+WwAAAAAAACMXFxcVKtWLX333Xc6efKkjhw5oq+++krVqlWTJMNNSx7NiVy4cEG//PKLGjVqpJw5c6pLly6aN2+e7t2758zTAWCFDBkyKFeuXCpRooTq1aun9957T7NmzdLFixf1zz//6JVXXjFbWQvAvyut7NmzR3PnzlXNmjVtzlO4cGG99dZb2rRpk86cOaO6des6sErYy8vLS7/++qsOHjyoHj16KGPGjDbnad68uaZNm6YbN25o9OjRhn0erWxz9+5dw7bx48fb3Sg5atQo1ahRwxCfM2eOJk+enOhYNzc3/fTTT5o/f75Klixp9TGzZMmijz/+WIcOHVKZMmWSXPOzpGjRohbjyblKTfXq1XXgwAH17dvX6mabvHnzavLkyVq4cKHNTS/O0KVLF23fvl0NGza0eoybm5s6duyoo0ePqn379g6vyc3NTZ9//rmuX7+uWbNmqV+/fqpZs6by588vb29vhzT/vf766zp16pTGjBmT4HPsaVxcXFSxYkV99tlnOnnypLZt26acOXPaXRskF5Ol9Z0AAAAAAAAAWG3nzp1auHChFi1apOPHj8fHH2/YeTKWJ08etWrVSm3atFGDBg3k7u6eskUDAAAAAAAkwfXr17Vo0SItWrRI69atU1RUlKTE5z88PDxUv359tWnTRq1atXL4nZ4BpH5BQUFauHChId6mTZvnelUFPFseNbXt3LlTR44c0aVLlxQaGqqHDx8qQ4YMypw5s3x8fFS0aFGVKlVKZcqUUUBAgIoVK+bs0pEE9+/f1+rVq7V582YFBQXp3LlzunXrliIjI+Xq6qrMmTMrS5Ysyps3r0qVKqXSpUurWrVqql69eppYkcQacXFxWr58uVatWqWtW7fq2rVrCg4OlouLizJnzqzChQurXLlyeumll9SqVSt5eXmZjY+OjtaZM2cMeV944YVn5ntkyahRozRs2DCzmIeHhy5fvqwcOXIk+/GvXbum2bNna82aNTpy5Ihu3ryp2NjY+J9ZxYoV1axZM7Vs2VIeHh7JXk9y2rNnjxYvXqyNGzfq3LlzCg4OVlRUlLy8vJQvXz6VLl1adevWVZs2bZQ/f37D+DNnzig6OtoslidPHnl7e6fUKdhs3759WrNmjXbv3q1Tp07p8uXLunfvnmJiYpQpUyZlzpxZ2bJlU4kSJVSqVClVqFBB9erVU/bs2Z1d+jOJJh0AAAAAAADAgU6dOqVFixZp4cKF2rFjh+Li4iQlfsFK5syZ1bRpU7Vu3VrNmzdXlixZUr5wAECqULhwYV24cMEsFhgYqG7dujmnIADJwtKdyNevX6969eqlfDEAANjg3r17WrFihRYuXKjly5crNDRUkvnvuMdX3Xn03ypVqqh169Zq3bq1/Pz8UrxuAAAAICWZTCYVK1ZMZ8+eNYt36NBBc+fOdVJVAJIbTToAAAAAAABAMrl165aWLFmihQsXas2aNXrw4IGkxC9YcXd3V926ddW6dWu1atVKBQoUSPnCAQBOQ5MO8HygSQcA8CyJjY3Vxo0btXDhQi1evFgXL16UlPj8h/TvHdMfNezUqlXL4u9HAAAAIC1buXKlmjZtaoivWbNGDRs2dEJFAFICTToAAKRRGzZsUP369ZP1GPv372d56TRs06ZN2rRpk7PLiBcQEKCAgABD3NLFR9bKmDGjsmTJIm9vb73wwguqWLGiqlSpoqZNmyp9+vT2lixJmjlzZpLrS5cunby9veXt7a1s2bKpfPnyyp07t0PqAQAAaVdkZKRWrVqlhQsXatmyZQoODpb09AtWKlasqD179qRssUAaExYWpnHjxjm7jHg+Pj4aMGCAWWzEiBEaOXKkTfnc3d3l7e2tLFmyKHfu3PL391fFihXVuHFjFSpUyBEl6+DBg1q8eHGSxri6usrLy0s+Pj7y9vZW0aJF5efnJzc3N4fU5AjdunXTjBkzrN7f1dVVnp6e8vT0lJeXl3LlyqWcOXOqcOHCKl26tPz8/FStWjVlzpw52WqmSQfJ5fz58ypSpIgh3rVrV02fPt2hx0roNY8mlP/QpAMAeJYFBQVp4cKFWrRokQ4cOBAfT2yV4ezZs+vGjRspWygAAACQzFq1aqUlS5aYxUqWLKljx47RpA48w9ydXQAAAACSx7p162y+ACw5DB8+3GKTjj0iIyMVGRmp69ev68SJE1q+fLkkydvbWx07dtSHH36ookWL2nWMqVOnauPGjXbXmj9/ftWsWVM9evRQ48aNeaMNAMBzKGPGjGrTpo3atGmjuLg4bdmyJf6ClXPnzsXv9+QFK/v373dKvUBacufOHQ0bNszZZcQrVKiQoUnHHjExMQoODlZwcLDOnTun7du3S/r39aJ+/foaOHCg2rRpY9cx9u3b55DvYaZMmVSpUiW1b99eb775pnx8fOzOmZLi4uJ0//593b9/X6Ghobp8+bJhHzc3N/n7+6tly5bq2LGjSpUq5YRKAeD5cf78eYuNZCNGjEjxWgAA1vH395e/v79GjBihixcvxs9/bN68WTExMZKMNy25ffu2s8oFAAAAkkVQUJCWLl1qiL/99ttcNwQ841ydXQAAAADgaGFhYZo0aZLKli2r0aNHKy4uztkl6fLly/rzzz/VtGlTFStWTPPmzXN2SQAAwIlcXV0VEBCgsWPH6syZMzp48KC++OILVa5cWSaTSSx+DcAaJpNJ69atU9u2bdWiRQtdunTJ2SUpIiJCmzdv1uDBg5UvXz4NHjxYkZGRzi7LoWJjY7V3716NGDFCpUuXVq1atbRw4UJeuwEgmZw/f14jR440PAAAaUPBggU1aNAgrV27Vjdv3tRvv/2mV155RZkyZWIOBAAAAM+suLg4DRw40PD3btasWdW1a1cnVQUgpdCkAwAAgGfW/fv39cknn6hbt26polHnkbNnz+rVV1/Vm2++qYiICGeXAwAAUoGyZcvqs88+0+7du3Xp0iX98ssvatSokdKlS+fs0gCkEcuWLVOtWrV05swZZ5cSLzIyUj///LP8/f21d+9eZ5eTbLZt26a2bduqRo0a2rdvn7PLAQAAAFItHx8fde7cWX/99Zdu376tpUuXqnfv3sqdO7ezSwMAAAAc5sGDB+rVq5e2bNli2DZ06FBlyZLFCVUBSEnuzi4AAAA4Vv369dWgQQOH5MqTJ49D8gBJ5ePjoyFDhiS6T1xcnMLDw3X79m0dOnRIBw8eVHR0tMV9Z86cKR8fH/3888/JUa7NZs6cqdu3b2vx4sVyd+dPcwAA8K98+fKpf//+6t+/v+7evat//vnH2SUBSEY9evRQkSJFEt0nMjJSd+/e1YkTJ7Rv3z6FhIRY3O/SpUuqX7++Dh06JG9v7+Qo1yanTp3SSy+9pK1bt8rPz8/Z5UiShgwZIh8fH4vbYmNjdf/+fYWHh+vatWu6cOGCjh49qgcPHiSac+fOnapWrZq+/vprDR06NBmqBgAAAJ4dHh4eatasmZo1a6aJEydq586dzi4JAAAASLJRo0bF/39UVJQuXLig5cuX6/bt24Z98+TJo0GDBqVkeQCchCsBAQB4xgQEBOizzz5zdhlIBUaMGKERI0bYNHb69Onq3r27IR4YGKhu3brZV5gVvL29k/w8vn37tgIDA/Xll18qPDzcsH38+PHq3LmzqlWr5pAan1yO9nHR0dEKDg7W2bNntWnTJk2dOlWnT5+2uO8///yjwYMHa/z48Q6pCwAAPFuyZMmijh07OrsMINUrXLhwon+jP42Li4shVrduXW3YsMGOqqzTpUsX1atXz+r9Y2NjtXLlSg0bNsziqi2XLl3Sp59+ql9++cUh9SX2PtBkMik0NFQ3btzQjh07tGDBAi1dutTizyI0NFRNmzZVUFCQfH19HVKbPQYMGKDChQtbvX9sbKyCgoK0evVqzZ49W4cOHUpwv/fff1/Hjh3TlClTLD63nub8+fNJHgMAAACkdS+++KKzSwAAAACSbNiwYVbvO3HiRHl5eSVjNQBSC1dnFwAAAAA4Qvbs2fX+++/r4MGDKliwoGF7XFycRo4cmSK1pEuXTrlz51bNmjX10Ucf6cSJE/r555/l4eFhcf8JEyYkeIEXAAAAADzOzc1NzZo1065duyzeXEGSfv31V12/fj3Za3FxcVHWrFlVqlQpdevWTYsXL9a+fftUokQJi/tfunRJo0ePTva6koObm5sqV66sjz76SAcPHtSmTZsUEBCQ4P7Tpk3TwIEDU7BCAAAAAAAAAEBq9eGHH6ply5bOLgNACqFJBwAAAM+UwoULa/78+RbvVrxmzRqLq+wkN1dXVw0cOFALFy6Uq6vxT/C4uLgk3VkDAAAAANzc3DR58mRVqFDBsC0uLk6LFi1yQlWSv7+/du3apVKlSlnc/ssvv+jatWspXJXj1alTRxs3btSvv/4qT09Pi/uMHz9eM2fOTOHKAAAAAAAAAACphaenp7755ht9/fXXzi4FQApyd3YBAAAAgKNVqVJFTZs21T///GMWj4qK0pYtW/Tyyy87pa6XX35ZQ4cO1bfffmvYtnz5ct27d49lbQEAAABYzc3NTZ988ok6duxo2LZu3Tq99dZbTqhK8vb21l9//aUKFSooLi7ObNuDBw+0ePFip9XmaH379lWZMmX08ssvKyIiwrC9f//+eumll5QnTx4nVAcAAAAkzcWLF5Mtt5ubm7JkyaLMmTMn2zEAAAAAZ0uXLl38CvQNGzZUz549lS9fPmeXBSCF0aQDAACAZ1KTJk0MTTqSdPXqVSdU85/3339f48aN0/37983i0dHR2rBhg1q0aOGkygAAQGLc3NySLberq6uyZMkib29v+fr6qmzZsqpWrZoCAgJUtmzZZDsugGdDkyZNLMad/d6nbNmyateunebNm2fYtnr16memSUf6d1WduXPnqmXLljKZTGbb7t27p08//VTTpk1zUnUAAACA9QoXLiwXF5dkPYaLi4t8fHzM5j+aNWsmV1fXZD0uAAAAkByenBMGAIkmHQAAkEwOHz6sxYsXa+vWrTpx4oRu3rypyMhIZcmSRSVKlNAvv/yiKlWqWJ3v1KlTWrZsmbZt26bjx4/r8uXLioiIkMlkUubMmVWwYEGVK1dO9erVU5s2beTr65uMZ5f66oFR4cKFLcZv3ryZsoU8IXv27KpVq5bWrFlj2LZ9+3aadAAASKWSc4I9NjZWd+7c0Z07d3T+/Hnt379fM2fOlCS9+OKLGjRokF577bVkOz6AtM3b21s+Pj4KDQ01izv7vY8ktWnTxmKTzvbt251QTfJq3ry53n77bf3yyy+Gbb/99ptGjhypAgUKOKGyhIWHh2vBggVasWKFDh48qCtXrigiIkKZMmVSvnz5VK1aNXXo0EFNmjSx+oLJc+fOae7cudq8ebOOHDmi27dvKyYmRrly5VKBAgXUtGlTvfrqqypZsmSyndfDhw+1cuVKbdiwQfv27dPZs2cVEhKi+/fvK0OGDMqePbuKFSum6tWrq3nz5qpRo0ay1fKka9euadGiRVq/fr2OHTumy5cv6969e/Lw8FDhwoU1ZMgQde/ePcXqSW2Cg4M1btw4Q7xFixZJmkd8mv/973+G18jixYvrjTfeSHKubdu2af78+dq6datOnz6tsLAwpUuXTr6+vipZsqRq1qypV155Rf7+/g6qPunOnj2rRYsWadOmTTp+/LiuXbumiIgIZcyYUS+88IJGjRqlZs2aPTXP7du3tWHDBu3du1fHjx/XyZMnFRwcrPDwcMXExChr1qzy9fVVnjx5VKNGDdWpU0d16tRRxowZk1xzWFiY2XPh3LlzFvcbNWqUVfkKFSqkLl26JLkOiXlgAM+n5L7I0GQyKSQkRJs3b9bmzZv1/fffK1++fOrfv7/ee+89eXh4JOvxAQAAAABIdiYAAJAmrV+/3iTJ8Bg+fHiyHTMwMNBwvEKFCpnts3PnTlNAQIDF2h5//P3331Ydc9GiRaYaNWo8Nd/jDw8PD1OfPn1MV65ccfj3ILXVk1ws/awlmQIDAx1+rEKFCj31eWWLlStXWjyHMWPGJClP3bp1Leaxx2effWYxZ8+ePe3KCwAAko+Li4vJ1dU1RR4uLi5mD1dXV9PLL79sunHjhrO/DcAzy9Lf53Xr1nXoMYYPH27xOOvXr7c7d548eQx5y5Ytm6QcyfE+8PTp0xZzuru725wzqbp27WqxhnPnzjn8WHfu3DF5e3tbPN4nn3xidR5L75OT8nN42vioqCjTl19+mWCtTz7Kly9v2r59e6LHPHfunOm1114zubi4PDWfq6urqV+/fqbQ0FCrz8ka165dMw0ZMsTq83r08PPzM82dO9fm4547d+6pz7ErV66YunTpYkqXLl2itQwePNj+b4QNtXbt2tXhx7L1Na9UqVKGMc2bN3dYXadPn7b4PB0/fnyS8mzfvt304osvWv08a9CggenQoUNmOez5nZDQ3PDjjh8/bmrZsuVT/13+8MMPCR7nxIkTphEjRpgqVKhg1b/vJx++vr6mESNGmEJCQpL0/U3ouWrrw5bf6c/LPDAAPCkl5z+enANxdXU1+fv7m44ePersbwMAAAAAAHZhrVgAAOAwI0eOVI0aNbRp0ya7c128eFGNGjVS69atk3yH3aioKE2aNEl+fn6aPXu23bWkxnrwdLdv37YYTw13s8yRI4fFeEI1AwCA1MFkMhke1uxjad/E9nNxcYl/PNp3xYoVqlatmm7cuJEi5wog7TCZTAoODjbEU/N7n5iYGMPKP88CHx8f9evXz+K2OXPmpHA1ll27dk01atTQsGHDFBYWZtWYgwcPqm7dugnOafz999/y9/fXnDlzrLrrelxcnH799VfVrFlTt27dSlL9CZkwYYJKliyp77//3urzeuTo0aPq2LGjXn75ZYv/luy1dOlSlS5dWjNnzlR0dLTD8z9r3nrrLUNsxYoVunTpkkPyT5kyxfA8zZgxozp37mx1jq+++kq1atXSzp07rR6zbt06Va5cWdOnT7d6jD2mTJmi8uXLa8mSJTavhjB48GCVLFlSI0aM0IEDB2zKExISohEjRqhYsWJat26dTXWkNOaBAeDp8x+JzWkkdd/H50BMJpMOHDig2rVr69SpUyl5ygAAAAAAOJS7swsAAADPhkGDBmncuHEOybVp0ya98sordjcshIWF6Y033tCZM2c0bNiwZ6YeWGfXrl0W4+XKlUvhSozSp09vMX7//v0UrgQAAFhr+PDh8f8fFhamiRMn6sGDB5IUfwFKtmzZVLFiRRUpUkTe3t7y9PTU3bt3FRwcrIMHD+r48eOKiYkxa8CpXr26GjdurJiYGN25c0fXr1/Xzp07deXKFUkya9S5ePGi2rZtq40bNypdunQpefoAUrEDBw4oKirKEE/N732kf9//+Pj4pFwxKaR79+76+uuvDfGzZ8/q2LFjKl26tBOq+teNGzdUu3ZtnT17Nsljo6Ki1LVrV+XKlUsNGzaMj8+cOVPdunVTXFxcknMePXpUjRo10o4dOxJ9riQmOjpa3bt31++//27T+Mc9aohdt26dChUqZHc+Sfrrr7/02muv2fT9eV517dpVn3zyidkcSWxsrKZNm2b295gtoqOjLTbJdOzYUVmyZLEqhz1zoFFRUerevbtiY2PVs2dPm3JYY+zYsRoyZIjdeRzZHB4SEqImTZro119/Va9evRyW19GYBwYAKTAwMP7/z58/r2+//dZs/sPV1VWVKlVKdP5j9+7d8b9HHs1r1KhRQ7169VJsbGz8/MeOHTu0Z88eRUVFmTXq3LlzR61atdLu3bvl5eWV8t8EAAAAAADsRJMOAACw26RJkyx+OF2uXDlVrFhRuXLlUvr06XX79m3t378/weYJSdq4caOaNWumyMhIi9vTpUunKlWqqEyZMsqWLZvc3d1148YN7d27V0FBQRbv6Pj5558rZ86cFu/E+TSprR5Y58GDB5o/f74hnjVrVpUvX94JFZkLCQmxGE8Nd7oGAACWPboodO/evWrTpo0ePHggk8kkNzc3de/eXT179tSLL76YaI67d+9qzpw5+vnnn3X06FG5uLhox44dqly5sn788Ue5uv636PWBAwf0zTffaM6cOWYXquzcuVOTJk3S22+/naznCyDtmDVrlsV4vXr1UrYQCxJ67yM9u+9/SpQooZIlS+rEiROGbRs3bnRak05MTIxat25taNApVKiQ6tSpo9y5c8vT01PXrl3T+vXrde7cOYs53nzzTZ04cUJeXl7atGmTevToYdaA4urqqurVq6tMmTLKmTOnHjx4oDNnzmj16tWKiIgw5Dxw4ID+7//+T1988UWSzyk2Nlbt27fX4sWLE9wnb968qlWrlvLkySMfHx+FhYXp4sWLWr9+vcXVnM6ePatGjRpp3759dl8QevDgQXXp0sXQoJMvX77477m3t7fu3r2ro0ePOmRl6mdB1qxZ1bFjR0MzzbRp0zRs2DCzv5eSasmSJbp+/boh3qdPH6vGjxkzJtEGnXz58ikgIED58uWTm5ubLl++rO3btxv+3fXr109ly5ZNWvFWWrFihYYOHWqIFytWTNWrV1fOnDmVOXNmhYSE6NChQ9q6dWuSj5EtWzb5+/urYMGC8vHxUZYsWXT//n3duXNHhw8fVlBQkMUb0cTExMSfe/Xq1W06v+TEPDAA/Ktr166SpGXLlmnQoEHx8x+ZM2fWhx9+qG7duilv3ryJ5jCZTFq9erW+++47rV27Vi4uLtq+fbuyZcumP/74QxkzZozf9+bNm/rxxx/1/fffx9/YxGQy6eTJk/rpp5/06aefJuv5AgAAAACQLEwAACBNWr9+vUmS4TF8+PBkO2ZgYKDheN7e3iYvL6/4r11dXU29evUynT9/PsE858+fN509e9YQP3PmjMnX19fieRUuXNg0fvx407179xLMe/HiRVP37t1Nrq6uhvEZMmQwHTt2LEnnm9rqSUmWftaSTIGBgQ4/VqFChQzHKVSokF0533//fYv1Dxw4MMm56tatazGXPXr27Gkx54ABA+zKCwAAktfevXtNmTNnNrm6uppcXFxMJUuWNAUFBSU5T3R0tGn48OEmFxcXk6urq8nV1dX0xhtvWNz3zz//NKVPnz5+PxcXF1OhQoVMMTEx9p4OgMdY+vu8bt26Dj3G8OHDLR5n/fr1Nufct2+fydPT05Aze/bspgcPHiQpV3K8D9y8ebPFnF5eXjbnTKquXbtarOHcuXPJdsy33nrL4jF79+5t1XhL75OT8nOwNL5kyZJmX9euXdu0ffv2BHP8/fffpty5c1s8jxEjRpju3LljypMnT3zMw8PDNGTIENPNmzct5rt3757pvffes5jP09PTdOnSJavP75HBgwdbzOfq6mp6/fXXTfv27UtwbHR0tGnOnDmmIkWKWMzRvXt3q+s4d+6cxRz58uUzvKYk9j0PDw837d69O0nfg6RKqNauXbs6/Fj2vObt2LHD4thly5bZVVOTJk0MOcuXL2/V2KNHj5o8PDws1lWyZEnTypUrTbGxsRbHbt682VSpUiWzMWXKlLHrd0JCc8NPPu/atm1rOnz4cIJ5bt26leD2jh07miSZ3N3dTS+99JLp119/NV28ePGptUVGRpoCAwNNxYsXt1hj4cKFE51TTcr5OsrzPA8MAJasXLnS5OHhYXJxcTG5uLiYatWqZbp69apNuQIDA00eHh7x8xoNGzY0RUdHG/bbunWrycfHx2z+I0eOHKbIyEh7TwcAAAAAgBRn++2mAAAAJIWFhenevXuSpEyZMmnVqlWaPHmyChUqlOCYQoUKqUiRImaxuLg4denSxeJddjt37qzDhw+rf//+ypQpU4J5CxQooGnTpmnevHnKkCGD2bb79++rc+fOFu9oaElqqwfWiYyM1LvvvqvvvvvOsM3Hx0efffaZE6oy2rBhg8V4sWLFUrYQAABgtcjISL3yyiu6d++eTCaTihUrpo0bN6pChQpJzuXu7q4RI0bo+++/l8lkkslk0h9//GHxzuyvvvqqfv75Z7O/Gy9duqR169bZdT4A0r7FixercePGevjwoWHbV199JU9PTydUZW79+vUW48/6ex9/f3+L8UOHDqVsIY95fGWfDz/8UJs3b050JYs2bdpo3bp18vHxMWybMGGChg4dqmvXrkn6d+WTjRs3asyYMcqRI4fFfJkyZdL333+vL7/80rDt4cOHmjlzZpLOZ8WKFfrpp58M8Rw5cmjlypWaPXu2KlasmOB4d3d3dezYUQcOHFCjRo0M2wMDA7VkyZIk1fSkK1euxP//6NGjtWHDhkS/515eXqpSpYpdx3xWvPjiixZ/fpMnT7Y554ULF7R69WpDvHfv3k8dazKZ1LdvX0VFRRm2tWvXTvv371fjxo0TXOWndu3a2rFjh3r16hUfO3LkSBKqt96j552bm5tmzpypBQsWqEyZMgnunz179gS3Z86cWe+++67OnTun1atXq2/fvipQoMBTa8iQIYO6deumAwcOqHv37obt58+f14wZM6w8o+THPDAAmLt9+7Y6d+6s6Ohoubi4qEqVKlq1apXy5MljU75u3bpp5syZ8fMf69evt/g3Yc2aNTVjxgyz18vg4GCtWbPG5nMBAAAAAMBZ3J1dAAAAcKxNmzZp1KhRduVo1aqVypcvn6Qxrq6uWrJkierXr2/TMQMDA7Vt2zZDvE+fPpo4cWKScrVt21a///672rVrZxbfu3evVq5cqaZNm6a5emAUFxene/fu6fbt2zp8+LDWrVunP/74Qzdv3jTs6+HhoTlz5ihnzpxOqNTcypUrdebMGYvbGjZsmMLVAAAAa40dO1YXLlyQJLm4uGjKlCnKlSuXXTnfffddLV26VOvXr5fJZNLnn3+ubt26KXPmzGb79e7dW5MmTdLevXvjY5s2bbJ4UTGAZ9P9+/d19+5dnTp1Srt27dLcuXO1a9cui/t269bNqovOk1t0dLSmTJlicduz/t6ndOnSFuOXLl1K4UqMBg4cqK+//tqqfUuXLq3hw4fr3XffNYtfv35dU6dOlSSlS5dOq1atsrq55JNPPtFff/2lgwcPmsVnzpypjz/+2Koc0dHR6t+/vyHu4+OjjRs3Jvj9tyRz5sxaunSpateurd27d5tt++qrr9SyZUurcyVkxIgR+uijj+zO87zp27ev3nrrLbPY0qVLdf36deXOnTvJ+aZMmaK4uDizWIYMGdS5c+enjl24cKE2bdpkiAcEBGj27NlWNUWmS5dOEydO1O3bt7Vw4UKr67bV1KlTrTq3xEycODHBxiNrZMiQQVOnTlV4eLjmzZtntm38+PEW/x07A/PAAGDu22+/1e3btyX9+9nflClTlDFjRrtydujQQX/99Zfmz58vk8mk7777TgMGDDA0eLdq1Ur169c3a/bftGmTQ/4mAwAAAAAgJdGkA+CZcebMGa1YsUKbNm3SwYMHdfnyZT18+FA+Pj7y8/NT48aN1bNnT7svogJSu/Xr1yd4p1pr5c+fP8lNOm+//bbNDToxMTH64osvDPFq1app/PjxNuVs27atevbsGX/RyCM//fTTUz8MTW31PI8uXLggFxcXh+QqWrSoZsyYodq1azsknz0iIyP1/vvvW9yWN29elS1bNoUrAgAA1powYUL83ydVqlRRQECAQ/IOHTpU69evl4uLi+7evavZs2cbLkiV/v17u0ePHvE1WLqQEHC2u3fvav/+/dqzZ4/27NmjvXv36vTp0/F3Qj537pwKFy7s3CJTIVvfSz8pXbp0GjZsmD799FOHvZ+yx9dff62LFy9a3Na4ceMUriZlJXSX8evXrysuLs6ui97tUbJkSX377bdJGtOnTx99+umnioyMtLj9s88+S9LqL66urnrnnXfUo0cPs/ixY8d0+/ZtZc+e/ak5pk+frnPnzhniv/32W5IadB55dGOP0qVLm62UsnPnTu3cuVMvvvhiknM+UrFiRX366ac2j08pM2bMSFUrm0hSp06dNHToUIWHh8fHYmJiNG3aNH3yySdJyhUbG6vAwEBD/NVXX7W4WtSTJk2aZIh5enoqMDAwSauWubq6avLkydqwYYNCQ0OtHpdULVu2VNeuXe3O44jXKhcXF40bN04rVqyIX41dko4ePap9+/apUqVKdh/DHswDA4C5uLg4TZs2Lf79RO3atZP8eWFCBg4cqPnz58vFxSV+JcX33nvPsF/fvn3j50kkaceOHQ45PvA8YX4GAAAAcD7nfBIEAA7WrVs3FStWTAMGDNCff/6p48eP6969e4qOjtatW7e0ceNGffrppypRooRmzZrl7HKBZ46Hh4eGDx9u8/hly5ZZvHBn7Nixcne3vaf4008/lZubm1ls5cqVunr1apqqB0mXNWtWtWzZUrNmzdKxY8dSRYNOeHi4OnTooEOHDlnc/uSdiQEAQOpx4MABs7/Zmjdv7rDcL730ktnFnf/884/F/Ro0aBD//yaTSZcvX3ZYDYCj1K1bV/Xq1dPQoUM1Z84cnTp1Kv4CECQPNzc3VatWTZ9//rnOnTunYcOGOa0B5HFTpkzRiBEjLG4rV67cM78SWEKruMbGxioiIiKFq/nPhx9+qPTp0ydpTMaMGfXSSy9Z3JY5c2ab3su2atXKYjwoKMiq8f/73/8MsUaNGtl1h/WiRYvqjTfeMMSnTZtmc05J+uKLL+yaS3qeeXl5qUuXLob41KlTk/y7ZdmyZbpy5Yoh3qdPn6eOvXTpklatWmWIv/322ypatGiS6pCk7Nmz67PPPkvyuKT4v//7v2TNn1S5c+e2+O8zNVx0zTwwAJjbs2ePQkJC4r9u0qSJw3LXrl1bGTJkiP96zZo1Fvd7/KYoJpNJ169fd1gNwPOC+RkAAADA+Zz/aR0AOMCji5MyZcqk1157TZMmTdLGjRu1b98+LVq0SJ07d46/K/Gbb76puXPnOrli4NnSunVrZcuWzebxs2fPNsSqVq2qWrVq2VOWihQpojp16pjFTCaTtmzZkqbqQdI9fPhQJpNJ0dHRzi5FsbGxmjNnjipXrqxly5ZZ3Cdv3rwaMGBAClcGAACs9ajJ9tGH2YUKFXJY7nTp0il37tzx+RNq6C1YsKC8vb3jv75z547DagAc5fELPry9vVWvXr345zeSR2xsrKKjoxUXF6e4uDhnl6NDhw6pQ4cO6t27d4L1jBo1KlWs9JOcEmuEuX//fgpW8h8vLy+9/vrrNo2tUKGCxXjHjh2VOXPmJOfLli2bChQoYIgfOXLkqWOPHTtmsZnnnXfeSXIdT7K08sjmzZttzpcnTx69/PLL9pT03Ovbt68hdvbsWa1duzZJeSZPnmyIlSlTxqq5vkWLFll8Pevdu3eSanhct27dlC5dOpvHJ6Zq1aqpcqVmS6vG7dy50wmVmGMeGADMPfp77NF7u/z58zsst6ura/yKkyaTKcG//XLlyiVfX9/4r5n/AJKO+RkAAADA+bh9F4BnQt68efXjjz+qZ8+e8vLyMttWsWJFtWrVSs2bN9frr78uk8mkAQMGqGXLlsqYMaOTKgaeLfbcSTw2NlarV682xNu3b29PSfECAgK0YcMGs9i2bdvUoUOHNFEPbBMZGamlS5dq6dKl+vTTTzV69Gi9+eabDj3GqFGjEtwWExOjkJAQnTlzRlu3blVYWFiC+3p6euqPP/5I8t2MAQBAynnyrq2P3/nVER7Pd+PGjQT3y5Ytm+7evStJif59AThLjx49lCNHDlWpUkXFihWTi4uL6tWrx52Pk9n+/fu1f/9+ffPNN+rWrZvGjBmjLFmyOCz/kiVLEly9y2QyKSwsTDdu3NCOHTt0+vTpRHP169cvwVVUniUeHh4Jbnv48GEKVvKfF1980eb3nSVKlLAYr1u3rs31FC9eXJcuXTKLBQcHP3XcihUrDDFvb+8EV/tJihdffFEeHh6KioqKjx0/flx37txR1qxZk5yvSZMmhpU0kDTlypVTzZo1tW3bNrP4pEmTrP6ZX7582eJKhdY22ezatcsQK1++vEqVKmXVeEuyZcumJk2aaOnSpTbnSIgjV3x0pEcXZT/Omsa85MQ8MAAY3b592+xrR68I+PjfRk8e63G+vr7xzTmP5kEAWI/5GQAAAMD5aNIB8Ez47bffnrrPa6+9prlz52rhwoW6ffu21qxZ81xcFIDnz/DhwzVixIgUPWalSpVsHvvoYocn1axZ056S4hUvXtwQ27dvX5qp53nl4+OjIUOGPHW/6OhohYWF6fr16woKCtKpU6cMdze9evWqunbtqn/++UczZsxI9GKppBg2bJjdOdKlS6eZM2cqICDAARUBAIDkEhsba/a1oz/Qfjzfk8d63OM3muCiX6RGgwYNcnYJaVKPHj1UpEiRRPeJi4tTeHi4QkNDdeTIER08eFARERFm+0RHR2vy5MlatWqVlixZonLlyjmkvgULFmjBggV252nXrp3GjRvngIpSv8QacTw9PVOwkv9UrlzZ5rEJNX1VqVLF5pyPrw73iDUXYD7ZrPGoDke810+fPr0KFCigM2fOxMdMJpP279+vBg0aJDmfPfNlKa1ixYpq166dQ3OuW7dO69evtztP3759DT/3RYsW6datW8qRI8dTx0+bNs3w91X69OmtvpnL7t27DTF7V1l5lCM5mnRS6nkXGRmpw4cP68KFCwoPD1d4eLgiIiISXEXt3LlzhpizV0ZgHhgAnu7q1asOzff4/Ediq2s+/jdzcq0+BzzLmJ8BAAAAnI8mHQBOc+bMGe3atUuXL19WVFSUsmbNqlKlSqlmzZrJtppAw4YNtXDhQknSyZMnk+UYwPPInjtHHjx40OE5H5ctWzZD7NatW2mmnueVt7e3PvvssySPu3TpkqZMmaIxY8YoMjLSbNucOXN0//59zZ8/P1Vc1Orn56eZM2emqYt2AAB4XuXOnVvSfxeQbNu2zWEfdp84cUKhoaHxuXPlypXgvuHh4fH/nylTJoccH883Z8zNwKhLly6qV69eksY8fPhQ8+fP1+jRo3X48GGzbRcuXFDDhg21ceNGlS5d2oGV2iZ9+vQaPXq0Bg8enOiFeM+SBw8eJLjN0auxWStnzpw2j31y5fJHrGmQSErOx3/PJcTSvI2j5mykf+dtHm/SkWyft0kN//6sVb58eZvmYRITExPjkCadV199Ve+++67ZSktRUVGaMWOGhg4dmujYuLg4TZs2zRB/5ZVXrFod6eHDhzpx4oQhXqFCBSsqT5wjcliSnM+73bt36/fff9c///yj06dPJ9iQY63Q0FDHFGYj5oEBwOjRymeP/m5fv3693nvvPYfk3rdvn8LDw+NzP5prseTx5m3mP/A8YH4GAAAAePbQpANAV65c0a5du7Rz507t2rVLe/bsMftAtFChQjp//rzDjrdw4UJ9+eWXCd4xzMvLS926ddPw4cOVPXt2hx1X+vfDu0dSwwXawLMgU6ZMdt3F6sKFCxbj9lzo8TSJ3aUxtdWDpClQoIBGjhypLl26qGnTpoYLaxYtWqRvv/1WH3/8sZMqlPz9/fXWW2+pW7duTKwDAJBG5M+fP/7/TSaTli9frpCQEPn6+tqde8aMGfH/7+LiYnasJz1+UV9y/n2KlPc8zc3AMTw9PdWpUye1b99eAwYM0OTJk82237p1Sx07dtSePXsctppoUvn6+qpr164aMGCAihYt6pQanOXmzZsW4+7u7k67yNDHx8fmsa6urimSM7HV5B65ePGiITZ+/HiNHz/e5lqextZ5G3u+P/hP+vTp1a1bN33//fdm8cmTJz+1SWflypUW5/r69Olj1bHv3Lkjk8lkiFtaISWpHJHDkuR43u3YsUNvv/22w1eBCQsLc2i+pGIeGACMChUqFP//JpNJa9as0aVLl1SgQAG7c0+ZMiX+/11cXMyO9bi4uDizv6cTa+YBHI35GQAAAACOQpMO8JzaunWrvv/+e+3cudPhy1Qn5OHDh+rZs6d+//33RPe7d++efvnlF82dO1fz5s1TQECAw2p4/M59ZcqUcVhe4Hnm7e1t1/jHl7ZPKYl9GJra6oFtihUrphUrVsjf318RERFm20aMGKFOnTol+AGQI7i7uytLlizy9vaWr6+vypcvr6pVq6pmzZrJdqdUAACQfGrVqqVMmTLFr9QXERGhd99916zBxhYnTpzQDz/8IBcXF5lMJrm4uKhx48YW9z179qwiIyPl4uIiFxcXFS5c2K5jw/me17kZOJaHh4cmTJigS5cuacWKFWbbDh06pLFjx+qjjz5K1hq8vLzk7e0tHx8fFS1aVFWrVlXVqlVVr1695/bGBAn9m86TJ0+CDS/JLTluWJTSN0EKDQ1NdJWi5GLrvI29c2b4z1tvvaWxY8eaNcycPHlSGzduVN26dRMc92QDo/TvKinW/l5LaKWXLFmyWDU+MY7IYYmjn3cfffSRvv32W4vNSvaypjEvOTEPDABGNWrUUNasWeN/B0ZFRalv375aunSpXatibtu2TZMmTTKb/2jWrJnFfU+ePKmHDx8y/4EUw/wMAAAAgOTgnE+DADjd7t279ffff6fYJENcXJw6duxomGRwc3NTkSJF5O/vb/jw6NatW3r55Ze1fft2h9SwZ88e/fPPP5KkfPnyqX79+g7JCzzv7FlFR1L8hY4p6fFVtZ6U2uqB7YoVK6YBAwYY4lFRUQ65w67JZErwER0dreDgYJ09e1Z79uzRtGnT1K9fPxp0AABIo9KnT6+XX345/kISk8mkWbNm6YMPPrA556lTp9S4cWM9fPjQLP7qq69a3H/Xrl1mX/v5+dl8bKQOz+PcDJKHq6urvv/+e4vNH+PGjVN0dLRd+QMDAxN9/xMeHq7Lly/r8OHDWrx4sYYNG6amTZs+tw06knT06FGLcUfcgfx55ow5G0mG39XWsnfODP8pXry4GjZsaIhbasJ55Pr161qyZIkh3rt3b6uPm5xNOsnVxOXI593gwYP1zTffJEuDTmrAPDAAGLm7u6tNmzZm8x8rVqxQp06dbP6baMuWLWrRooXZ7xNXV1e1b9/e4v5Pvv8sV66cTccFrMX8DAAAAIDkQJMOAAMvLy+H5/zuu++0aNEis1jfvn118eJFnT17Vvv371dISIgWLFigggULxu8TGRmpDh06KCwszK7j37t3T926dYu/M9vo0aP5kBRIJZx9x8QnpbZ6YJ8uXbpYjM+ZMyeFKwEAAGndiBEj5O7+76LUjy5U+f7771WnTh3t3r3b6jwRERH69ttvValSJV26dMnsLrIdO3ZU6dKlLY57dJHpo4taatSoYecZITV7FudmkLz8/PxUqVIlQ/zq1avavHmzEyp6vh04cMBivHz58ilcybOFOZvnW9++fQ2x+fPnKyQkxOL+gYGBiomJMYt5enqqa9euyVLfs2bevHn6+eefLW5zdXVVQECAPvnkE/3111/asWOHLl26pJCQEEVGRiouLs7Q0Ll+/foUPoOn4zUFACwbMWKEMmXKJOm/+Y8///xTZcqU0V9//WX1TQDOnTun/v37q379+vGNr4/mP/r166dChQpZHLd48eL4fSXmP+BczM8AAAAAsJW7swsA4FyZM2dW5cqVVbVqVVWrVk1Vq1bVuXPnHLrKTHBwsL766iuz2OjRo/XRRx+ZxVxdXdW2bVtVq1ZNtWvX1vnz5yVJly9f1tixYzVy5Eibjh8XF6c33nhDR44ckSS99tprCV60DSDlJXRn3ZEjR1q8C3ByS231wD5lypRRtmzZFBwcbBa/dOmSLl68aDa5DQAAkBg/Pz8NHTpUX3/9tVxcXOIvVNm6dauqV68uPz8/NWvWTJUqVVLhwoXl7e0tDw8PhYeHKzg4WIcOHdKOHTu0dOlSRUZGxl+Y8kjWrFn1ww8/WDz2vXv3tHTp0vhjurq6ql69eil05khuz8PcDFJGQECA9uzZY4hv2bJFDRo0cEJFz6+ELka31EgF6yU0Z1O3bl299NJLyXbcgICAZMsN67Vu3Vp58uTRtWvX4mMPHjzQzJkzNXjwYLN9TSaTpkyZYsjRrl07ZcuWzepjJrTazd27d63OkZDUfHHlgwcPNGTIEIvbOnXqpFGjRqlIkSJJypkaV5BhHhgALCtQoIC++uorvfPOO2bzH2fPntVrr72mrFmzqmHDhk+d/3i0IvCT8x+FChUyvD99JDg4WCtXrow/poeHh+rWrZsi5w0wPwMAAADAkWjSAZzo+vXrunTpkqpWrWp3rvXr16tatWrxd7V5mpYtW6px48YqVaqU4cOGc+fO2V3P47799luFh4fHfx0QEKAPP/wwwf3z5cunKVOmmH2w+sMPP2jQoEFJ+gBN+nfSr3fv3vF33HnxxRctfjgHwHmyZs1qMT5gwAD5+vqmcDWprx7YL0+ePIYmHUk6deoUTToAACBJvvrqK12+fFmzZs0yu1DFZDLpyJEjOnr06FNzPLoT7KMLVEwmk3x8fLRixQrlypXL4pjAwECz99V16tRJ8vtjWMbcjGWOnJtBysmbN6/F+KlTp1K4kufbsWPHdPr0aYvbHHlx1/PI29s7/nfv48qXL6/PPvvMSVUhpbi7u6tXr1768ssvzeKTJ082NOmsXbtWZ8+eNeTo3bt3ko7p4+NjMe6IJh1H5EguK1eu1MWLFw3xDz74QN98841NORNa8ciZmAcGgIQNGjRIN27c0OjRo+PnP6R/5zBCQkI0b948zZs3L9EcluY/ChQooLVr1ypz5swWx0yYMEEPHjyI/7phw4YJ7otnC/MzljE/AwAAAKRd3AYIcJI7d+6ocePGatSokfbu3WtXruXLl6tp06Zq1aqV2aRVYl544QX5+fkl+93A4uLiFBgYaBYbMWKE2d1yLGnYsKHq1KkT/3V4eLj+/PPPJB3bZDKpf//+mjZtmiSpYsWKWrFihdWTMQBSRkJNEpaaKlJCaqsH9suSJYvFOD9TAACQVC4uLpo+fboGDRpkFnuyYSexx5MXtxQtWlSrV69WlSpVEjxukyZNtH379vjHjBkzkv1cnwfMzST/3AxSFu99Uocn/709UrJkSRUrViyFq3m2eHh4KHfu3IY4z/HnR+/eveXm5mYWO3LkiLZt22YWmzRpkmFs8eLFk9wo5+vra/H3pSOaH1NzA+WSJUsMsWLFimnUqFE257x9+7Y9JSUL5oEBIHFfffWVxo4dK09PT7OGG1vnP2rUqKGNGzcmuhrb22+/rWvXrsU/5s6dmyLnCudifob5GQAAAOBZRJMO4AQRERFq1qyZDh06pLCwMDVu3FgHDx60KdeaNWv0yiuvKCoqSuvWrVP79u0VHR3t4Iptt23bNt26dSv+66JFi6pevXpWje3Zs6fZ1wsXLkzSsQcOHKgJEyZI+vduiqtXr07wzncAnMfPz89i/Pjx4ylcyb9SWz2wX0J3Jk3uyXYAAPBscnV11Y8//qh169apZMmS8RefSOYNOwk9Hu2fLl06DRo0SAcPHlTlypUTPWaJEiX04osvxj8KFCiQEqf6TGNupp5VY+2dm0HK4r2P8925c0cTJ060uO31119P4WqeTZbmbZizeX4UKFBAzZo1M8QnT54c//+3bt3SokWLDPskdRUdSfL09FTx4sUN8QMHDiQ5V3LkSC579uwxxF5//XWlS5fO5pz79u2zp6RkwTwwADzdO++8o6CgIDVp0kSSDA041sx/5MyZU2PHjtWWLVtUuHDhRI/n4+OjXLlyxT+4+eazj/mZelaNZX4GAAAASHv4dA5wAldXV6VPnz7+65CQEL300ks6evRokvJs3LhRrVu3NrsDSPr06VPVB+/Lli0z+7pRo0ZPvRPI4/s+bsOGDYqIiLBq7MCBAzV+/HhJUrly5bR27VqW+wVSqUqVKln8gHfDhg0pX4xSXz2wj8lk0tWrVy1uy5UrVwpXAwAAniV169bV0aNHtWbNGnXo0EHZsmV76l1kXV1d5e/vr9GjR+vy5cv68ccflTFjRmefynOJuZnkn5tByrty5YrFOO99Us5nn31msVkqXbp06tOnjxMqevZUr17dEAsKClJYWJgTqoEz9OvXzxD7888/4//tTZ8+XVFRUWbbPTw81K1bN5uOV61aNUNs69atNuVydI7kcuPGDUOsbNmyduV8crWjpErob6tHzfK2YB4YAKxTokQJ/fPPPzp58qQ++OADValSRe7u7onOf+TKlUtt2rTRH3/8oYsXL+qdd96x+n0oni/MzzA/AwAAADyrUs+7EeA5kiFDBi1ZskQ1a9aMj926dUsNGzbUqVOnrMqxbds2tWjRQpGRkfGxli1b6o8//pCbm5vDa7ZVUFCQ2dePn/PT5M2b1+xuOlFRUVZNxgwaNEi//PKLJKlMmTJau3atsmfPbvVxAaSsjBkzWrxL0KJFixQbG/vc1wP7HD58WCEhIRa35cmTJ4WrAQAAz6IGDRpozpw5unnzpk6fPq2///5bU6ZM0XfffadRo0Zp3LhxmjVrljZu3KiwsDDt27dPH374Ie9TnYy5GevYOjcD59i4caPFOO99UsayZcv066+/WtzWs2dPfg4OYmkVlbi4OO4k/Rxp0qSJihQpYhaLjIzUrFmzJElTpkwxjGnTpo1y5Mhh0/EsNekcPHjQrtVWQkJCtHLlSpvHJ7fg4GBDLGvWrDbn2717t06cOGFPSfLy8rIYv3//vs05mQcGgKR54YUX9PXXX2vXrl26e/eu9u/frzVr1uivv/7SrFmztGTJEm3ZskUXLlzQ1atXtWDBAnXs2NGuldjw7GN+xjrMzwAAAABpD006gJN4eXlp+fLlqlKlSnzs+vXratCggc6dO5fo2N27d+vll1/WvXv34mONGzfWX3/9leomuY4dO2b2tZ+fX5LGP7n/k/meNHjwYI0bN07Svw0669ats/nDNwApp1OnTobYmTNnNHfuXCdUk/rqge1mzJhhMZ4vXz4VK1YshasBAADPuqJFi6p169bq0aOHhgwZok8++URvv/22OnXqpDp16rBqTirD3Ix1kjo3A+c4dOiQ9u/fb3Fb3bp1U7ia58/mzZv12muvWVzRwdvbW1988YUTqno21ahRw9CgIUlff/214uLinFARUpqrq6t69+5tiE+ePFkbNmzQyZMnDdvsWcmqVatWFu/APnnyZJtzTp8+XdHR0TaPT26ZMmX6f+zdd1hT59sH8G/CXrIUAQeKey9wDxRHxb3r1mrVaq1atWrr1tpq3VZrtVbrqltxVtxbceEWRUUERBBlyCbJ+4cv50dIGIHASeD7ua5c5pyc85w7ekye3Ofcz6OyTl3hTk6tWrUqL+EAAKysrNSuz2xwnpxiHpiIKHdMTExQp04dtGnTBr169cKAAQPQqVMnNG3aFGXKlBE7PNIzzM/kDPMzRERERET6hUU6RCKytrbGyZMnUbt2bWFdcHAw2rRpgzdv3qjdx8/PDx06dEBMTIywzsPDA4cOHYKJiUm+x6yJhIQEBAUFKa3TNCmXcfusRlubNGkSVq9eDeBzguLs2bNwcHDQ6HhEJI4vv/xSbUHdjBkzEBERUeTjodzx9/fPdBTjrl27FnA0RERERKSLmJvJnia5GRKHTCbD5MmTMy0QUTdLAGnPhg0b0K5dO6WbwtLbuHEjBxHSIolEgm+//VZl/dOnT/Hbb7+JEBGJYcSIETA2NlZa5+fnh4kTJ6psW6FCBbRp0ybXx3JxcUHbtm1V1q9duxYvX77UuL33799j4cKFuY6nIKj7zLp8+XKu2jpz5gx27tyZ15BQsmRJSCQSlfV57ZcwD0xERKQbmJ/JHvMzRERERET6hUU6RCKzs7PD6dOnUa1aNWFdYGAg2rRpg9DQUKVtHz16hHbt2uHjx4/CuqZNm+LIkSMwMzMrsJhz6v3790o3BxgZGWlcNFOqVCml5fDwcLXbTZs2DStXrgTw+QLSmjVrEB4ejocPH2b6CAkJ0ewNEVG+MTU1xZw5c1TWBwUFoWfPnoiLi9PKcRQKBW7fvq138ZDmnj17ho4dOypNbZ/GwMAAo0ePFiEqIiIiItJFzM1kLae5GQAICAjAli1blB5hYWHC6/v27VN6bd++fRrFQqqSkpIwatQonDp1Su3rX3/9tc6NHlxYXL58GR4eHhg9ejSSkpLUbjNlyhT06dOngCMr/L755hu1N7T9+OOPOHjwoNaOExISovI9QLrBwcEBPXr0UFl/7949lXUjR45UW9yhCXUz8SQlJWH48OGZ/v9XRy6XY9SoUUr9CF1Uv359lXXbt2/XeDadoKAgDBs2TG0RqaaKFSuGcuXKqaw/duxYntplHpiIiEh3MD+TNeZniIiIiIj0C4t0iHRAiRIlcObMGVSsWFFYFxAQAE9PT+GHtb+/Pzw9PfH+/XthGzc3N5w4cQKWlpYFHnNOZBw90tzcXOOLYRYWFlm2mWb37t3C84iICHh6eqJWrVpZPn766SeNYiGi/DVmzBg0adJEZf3ly5fh7u6Ox48f57rt+Ph4bNiwAdWqVcO4ceP0Mh7KmTdv3mD27NmoW7cuXr16pXabMWPGoE6dOgUcGRERERHpMuZmMpfT3Azw+ffS8OHDlR7pR3adOnWq0mtTpkzRKBb6n8TEROzcuRMNGjTA33//rXYbJycnzJ49u4AjK7zkcjnu3LmDxYsXo06dOmjRogUuXLiQ6fbffvstZ3bJJ2ZmZmpnzpXL5ejduzfmzp0LuVye6/bv3buHYcOGoXz58rh//35eQqV8NGbMmGy3MTIywvDhw/N8rJ49e6JZs2Yq6y9evIiBAwciISEh2zZSU1MxZswYrRaS5Zf27durrIuOjkb//v2RnJycozaePHmCFi1aIDg4WGtxNWrUSGXdunXrcOLEiTy1yzwwERGR7mB+JnPMzxARERER6RdDsQMgos+cnJxw9uxZtGjRAq9fvwYAPH36FJ6envjrr7/Qq1cvvHv3Tti+Tp068PHxQbFixcQKOVsZkwKmpqYat5FxlJOsEg1EpN8MDAywc+dONGrUSGXknydPnqBOnTr48ssv8d1336FBgwaQSrOuNQ4JCcHFixexb98+/Pfff8KMKuou5upDPEVNdHQ0Fi5cmO12KSkpiImJwbt373D37l34+/tnOTqnm5sbFi1apM1QiYiIiKiQYG5GPeZm8t+2bdtw+fLlLLdRKBSIjY1FVFQUHj9+jLt376qdOTSNmZkZtm/fDisrK22HW2j8/vvvsLGxUfuaTCZDUlISYmNj8fbtWwQGBuLx48c5uhHfyMgIy5cvx7fffqvliCm9Tp06YerUqSqFUHK5HPPmzcOOHTswefJk9OvXD7a2tlm2lZSUhHv37uHIkSPYv38/njx5kp+hk5Z4eHigWrVqWf57de3aFSVLlszzsSQSCf7880/Uq1cPKSkpSq/t378fDx8+xJo1a+Dp6ak2R3jlyhVMmDBBaSaVGjVq4NGjR3mOLT/07dsX06ZNU7rxFQBOnTqFxo0bY82aNWqLlgAgLCwMq1atwvLly5UKetzc3HDr1q08xTVo0CDs2rVLaV1SUhK8vLxQvXp1NGrUCE5OTmpHz3dxccHgwYPVtss8MBERkW5hfkY95meIiIiIiPQLi3SIdEiZMmVw9uxZtGzZEiEhIQCAhw8fonHjxkrbVa9eHadOncr24qLYEhMTlZaNjY01bsPExERpObML4YGBgRq3TUS6p1y5cjh+/LjK9OTA59Emt2/fju3bt8PGxgZNmjRB6dKlYWdnBxMTE0RHRyMqKgqhoaHw8/NDREREoYunKImKisKsWbO02maDBg1w6tQpnU7SExEREZG4mJtRldPcDAAMGzYMw4YN0/gYRV1mM+HklqmpKQ4dOoQ2bdpotd3CZtmyZVpvs0WLFli7di1q1aql9bZJ1eLFixEeHo5//vlH5bWAgAB88803GDt2LGrWrIk6derAzs4Otra2SExMRFRUFD5+/IgnT57gyZMnSE1NFeEdUF6NHj0aEydOzPT1UaNGae1YNWrUwIIFCzB9+nSV1/z9/dG+fXuULl0aLVu2RKlSpWBgYICQkBBcvXoVL168UNreyMgImzZtUulf6ApLS0v89NNPmDRpksprd+/eRfPmzVGlShU0adIETk5OkEgkePfuHR49eoQbN26oDKBTs2ZNLFiwAB07dsxTXF988QVq166tdoarx48fZznjTatWrTIt0gGYByYiItI1zM+oYn6GiIiIiEi/sEiHSMe4urrizJkzaNWqldLoH2kqVaqEM2fOoESJEiJEp5mMo3+kHzUtp5KSkrJsk4gKnwYNGuDy5cvo1q0bAgIC1G4TFRWFEydOFMl4SHNGRkb44YcfMGvWLJUENhERERFRRszNKGNuRr+0atUKGzZsQOXKlcUOpUhp2bIlpk6dis6dO4sdSpEikUiwefNmODs749dff1U7s65CocCDBw/w4MEDESKk/DZ06FDMmDFD7Q2K5cuXR7t27bR6vGnTpiEoKAjr1q1T+3pwcDB27tyZbTt//PGHzs+qMmHCBFy6dAkHDhxQ+7q/vz/8/f2zbad06dI4fvy4SqFSbhgYGGD37t1o2rSpSiGNNjAPTEREpFuYn1HG/AwRERERkX7Jej5uIhJFlSpVsGPHDpX1UqkU3t7ecHR0FCEqzVlaWiotZxwdJCcyXlzL2CYRFU7Vq1fH3bt3MWbMGBgYGGitXXNzc7Ru3Vrv46Gcsbe3x/jx43H//n0sXLiQBTpERESkwtXVVXh06dJF7HDU6tSpkxBjhQoVxA6nyGBu5n+Ym9F9BgYG+OKLL7Bv3z6cO3eOBToFwNDQEA0bNsSCBQvw7NkzXLhwgQU6IpFIJFi0aBFOnjyJihUrarXtWrVqoWzZslptk7TLxsYGX375pdrXRowYAYlEovVjrl27FvPmzYNUqvklVmNjY2zevBkjRozQelzaJpFIsG3bNvTt2zfXbTRo0ADXr19HmTJltBZX1apVce/ePXzxxRf58u/LPDARFVYGBgbCo0GDBmKHo1a9evWEGA0NOd4wfcb8zP8wP0NEREREpF/4y5ZIB71//x4TJkxQWS+XyzFmzBicOHEC5ubmIkSmmYxJgfj4eCgUCo0unMTFxWXZJlFRVq5cOcyZM0dlvYeHR8EHkw8sLS3xxx9/YPz48Vi2bBl27dqF+Pj4XLXTqlUr9OrVC3369Mn154iuxUOfSaVSWFpawtraGtbW1qhcuTIaNGgANzc3eHh45Gq6eCIiIio6AgMDIZFIoFAoYGNjI3Y4aoWGhiIwMBAA8uVGRFKPuZn/YW5Gd5iZmaFYsWKwtraGs7Mz6tevj/r166N169ZwdnYWO7xCQyKRwMTEBMbGxrCysoKDgwNKliyJcuXKoVq1aqhRowYaNWrE/ws6pl27dnj06BH++ecf/P7777h//36u2qlatSo6duyIwYMHo169elqOkvKDuiJmQ0NDfPXVV/l2zNmzZ8PT0xOTJk3CzZs3c7RP69atsXr1atSsWTPf4tI2c3Nz7N69G56enliwYAGCg4NztJ+DgwOmTJmCSZMm5ctN1mXKlMGJEyfw8uVL7Nu3D3fu3MHDhw/x/v17xMbG5ipnmx7zwERUGKWfcVDd7IO6QpdjI3EwP/M/zM8QEREREekXiYK/col0ysePH9GmTRv4+flluk3btm1x5MiRfJu+9vz580ojerm4uAg3BGkiISEBFhYWSsm0sLAwlCxZMsdtjBkzBn/++aewPGPGDCxatEjjWIhI/yUkJODUqVO4dOkS/Pz88OrVK0RERCA+Ph5SqRRWVlYoVqwYnJ2dUbVqVVSrVg0NGzZE48aNYWRkVOjjofyzZcsWtd+Dc+fOLfBYiIiISLukUqlQpFO3bl3cuXNH7JBU1KtXD/fv3xcu3MtkMrFDKvSYm1HG3EzR4efnh0OHDqms7969O+rWrVvg8RDlxdOnT3Hy5En4+vrC398fb968QUxMDJKTk2FhYQErKyvY2tqiYsWKqFq1KmrVqgUPDw+UKlVK7NBJQ5UqVUJAQIDSuu7du+PgwYMFcvzLly9j//79uHr1Kp4/f46YmBgYGRnBzs4OVapUQdOmTdGrVy+9L/pKTk7GoUOHcPr0aVy/fh3v3r3Dx48fYWBgAGtra7i6uqJu3bpo3749OnbsqDKjdXx8PIKCglTarVq1akG9hVxjHpiICoO0/AcA1KlTh/kP0gvMzyhjfoaIiIiISL9wJh0iHRITE4MvvvhCKclQqlQpLFu2DKNGjUJMTAwA4PTp0+jVqxcOHjyo0zMEmJmZoWzZsnj9+rWwLigoSKNEQ8aLNvpwwYaI8oeZmRm6du2Krl27ih0KAN2Lh/LPsGHDxA6BiIiIiAoIczOqmJspOurWrctiHCo0qlatys+rIuDChQsqBToAMGrUqAKLoXnz5mjevHmBHU8sxsbG6Nu3L/r27Zur/c3NzfX2/yTzwERUmHAMX9IXzM+oYn6GiIiIiEi/SMUOgIg+i4uLg5eXF3x9fYV1jo6OOHv2LPr164fjx4/DwsJCeO348ePo168fUlNTxQg3xzImBh4/fqzR/k+ePMmyPSIiIiIiIiIibWBuRj3mZoiISFetX79eZZ2Liws6dOggQjREREREpA3Mz6jH/AwRERERkX7hTDpEOiAhIQFdunTBlStXhHUlSpTA6dOnUblyZQBAs2bNcPToUXh5eSEhIQEAcOjQIQwaNAg7duyAgYGBKLFnp27dujh58qSwfPXqVQwdOjRH+759+1ZpqmAjIyNUr15d2yESERERERERURHH3Ix6zM0QEZGuevv2LQ4cOKCyfvTo0ZBKOUYhERFRZpKTk/HmzRudm1UnOTlZ7BBIBzA/ox7zM0RERERE+odFOkQiS05ORs+ePXHu3DlhnZ2dHU6dOoUaNWoobevh4QFvb2906dIFSUlJAIDdu3fDxMQEmzdv1skLT507d8bixYuF5dOnT0OhUEAikWS7r4+Pj9Jy69atYWlpqfUYiYiIiIiIiO7du6ezF/EpfzE3kznmZoiISFctWbJE5WZeExMTfP311yJFREREpB+ePHmCcuXKiR0GkQrmZzLH/AwRERERkf7RvV8lREVISkoK+vTpg//++09YZ21tjZMnT6JOnTpq92nXrh32798PY2NjYd3WrVsxevRonRvtBgCaNm2K4sWLC8svX77E+fPnc7Tvpk2blJa7deumzdCIiIiIiIiIBAqFQmcflH+Ym8kaczNERKSLHj16hLVr16qsHzRokNJ3HhEREakSO8fB/Aepw/xM1pifISIiIiLSPyzSIRKJTCbDwIEDcfjwYWGdpaUlTpw4ATc3tyz37dSpE3bt2gVDw/9NhvXXX39h/Pjx+RZvbkmlUgwbNkxp3bx587JNipw5cwaXLl0Slq2srNC3b9/8CJGIiIiIiIiKOIlEotMPyh/MzTA3Q0RE+ufJkyfo2rUrUlJSlNYbGRlh5syZIkVFRESkH8TObzD/QeowP8P8DBERERFRYcQiHSIRyOVyDBs2DHv37hXWmZub49ixY2jSpEmO2ujRowe2b98OAwMDYd3atWsxZcoUrcebV9OmTVOaavfChQtK0/hmFBISgpEjRyqtmzBhAkfAIyIiIiIiIq0Te5RYjiYrDuZmmJshIiLddv/+fSxcuFB4TJs2De3bt0etWrXw8uVLle3HjBmDcuXKFXygREREekLsvAbzH6QO8zPMzxARERERFVaG2W9CRNr28eNHXLt2TVg2NTXF4cOH0bJlS43a6devH5KSkjB8+HDI5XIAwPnz55GQkAAzM7Ns979y5QoSEhJU1t+7d09pOTExEadPn1bbhrOzM6pXr57lcYoXL44ff/wRP/74o7BuxowZCAoKwsyZM+Hs7AzgcwLm8OHDmDBhAoKCgpSOMXny5GzfDxEREREREZEm5syZI3YIJBLmZpibISIi3Xbnzh3MmjUrR9u6uLhg0aJF+RwRERGR/tq8ebPYIRCpxfwM8zNERERERIWVRMGhKIhE8fr1azRv3hzh4eE4dOgQOnbsmOu2Nm7ciNGjR6NGjRo4f/487O3tc7RfuXLl8Pr161wfFwCGDh2KLVu2ZLudXC5Ht27dcPToUaX1BgYGcHFxgbW1NV69eoWoqCil183MzHDq1Ck0a9YsT3ESEREREREREaXH3MxnzM0QEZEu2rJlC4YPH57tdlZWVjhz5gzc3d0LICoiIiIi0jbmZz5jfoaIiIiIqHDhTDpEInFxccHp06fx/PnzPCUZAODrr7+GmZkZ2rZtm+MkQ0GTSqXYu3cvhg8fjl27dgnrZTIZXr58qXYfe3t77Nu3j0kGIiIiIiIiItI65mY+Y26GiIj0VeXKlbFt2zYW6BARERHpMeZnPmN+hoiIiIiocJGKHQBRUValShV07txZK20NGjQIjo6OWmkrv5iamuLff//Fvn37ULdu3Uy3s7CwwNixY/H48WN4eHgUWHxEREREREREVLQwN6MeczNERKSLzM3NUa5cOfTu3Rs7duzAgwcP0LBhQ7HDIiIiIqI8Yn5GPeZniIiIiIj0l0ShUCjEDoKIiqaAgADcuHEDISEhSE5Oho2NDapVq4ZmzZrB1NRU7PCIiIiIiIiIiAo15maIiIiIiIiIiMTF/AwRERERUeHDIh0iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiPJKKHQARERERERERERERERERERERERERERERERGRvmORDhEREREREREREREREREREREREREREREREVEesUiHiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIKI9YpENERERERERERERERERERERERERERERERESURyzSISIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIsojFukQERERERERERERERERERERERERERERERER5RGLdIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjyiEU6RERERERERERERERERERERERERERERERERHlkKHYARIVRVFQULly4ICyXKVMGJiYmIkZERERERERFSVJSEt68eSMst2rVCjY2NuIFRERUwJibISIiIiIiMTE3Q0TE/AwREREREYlLzPwMi3SI8sGFCxfQvXt3scMgIiIiIiICABw6dAjdunUTOwwiogLD3AwREREREekS5maIqChifoaIiIiIiHRJQeZnpAVyFCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJCjEU6RERERERERERERERERERERERERERERERERHlkKHYARIVRmTJllJYPHTqEihUrihQN8OnTJ/j6+grLDRs2hKWlpWjxkH7geUO5wfOGcoPnDeUGzxvKjaJ03gQEBKB79+7CcsbfKEREhZ2u5WaAovU9RNrD84Y0xXOGcoPnDeUGzxvKjaJ03jA3Q0Ske/mZovQ9RNrD84Zyg+cN5QbPG8oNnjekqaJ2zoiZn2GRDlE+MDExUVquWLEiatSoIVI0QExMDMLCwoTlatWqoVixYqLFQ/qB5w3lBs8byg2eN5QbPG8oN4ryeZPxNwoRUWGna7kZoGh/D1Hu8bwhTfGcodzgeUO5wfOGcqMonzfMzRBRUaRr+Zmi/D1EucfzhnKD5w3lBs8byg2eN6Spon7OFGR+RlpgRyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqpFikQ0RERERERERERERERERERERERERERERERJRHLNIhIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiyiMW6RARERERERERERERERERERERERERERERERHlkaHYARARERERERERERUGSUlJiIuLQ2pqKszNzWFhYQGJRCJ2WEREREREREREeaZQKPD27VvExsaq5D8cHBxgYWEhdohEREREREREOoFFOkRERERERERERBp48OABbt68iZs3b+LZs2cIDAxEcHAwUlNTVba1s7ODi4sLypcvjzp16sDd3R3u7u6ws7MTIXIiIiIiIiIiouxFRUXh0qVLSvmPzHIfaWxtbZXyH40aNULdunULLmgiIiIiIiIiHcEiHSIiIiIiIiIioizEx8fD29sbx44dg4+PDyIjI5VeVygUme4bGRmJyMhI3L17FwcOHAAASCQSNGjQAF5eXujWrRtvWCEiIiIiIiIi0QUGBuLff//FsWPH4OvrC5lMJryWVe4jzYcPH/DhwwfcuXMHmzdvBgA4ODjgiy++QLdu3dC5c2cYGvI2JSIiIiIiIir8+OuXiIiIiIiIiIhIjfPnz2Pz5s04ePAg4uLiAKi/KUUikWTbVvr9FAoFbt68iVu3bmH+/PmoUaMGhg4diqFDh6J48eLaewNERERERERERFlITk7Gzp07sXnzZly5ckXIX2TMf+Qk95Em/b7v3r3D1q1bsXXrVtjZ2eHLL7/EqFGjUKtWLe28ASIiIiIiIiIdxCIdIiIiIipUFAoF5HJ5jkZ1I/0lk8mULgrKZDKkpqaKGBHpA304b6RSKSQSiUYXvYlIu1JSUrBz506sWLECDx48AKB8c0lm/z+z6ntk9v86bZ+HDx/ihx9+wKxZszB48GBMnDgR1apVy8vboHyQ136mPnwPke7heUOayuycYT+TiIiIiNJ7//491q5diz/++AMREREA/penUNdvzOlv4az2jYyMxLp167Bu3Tq0bdsW33//PTp06JDXt0JFCHMzJAaeN5Qb6s4bmUwm5GeIiIio8GORDhERERHpvdTUVMTGxiImJgbx8fFih0MFQCaToUSJEsJySEgIDAwMRIyI9IG+nDdSqRRWVlawtbWFqakpk/VEBUQul+Pvv//GggULEBwcnGlhTsabAGxsbFC6dGk4OTnB3NwcZmZmMDQ0REJCAhISEvDhwwcEBwcjLCxM5eJtxnYTExPx119/YdOmTejduzfmz5+PypUr59M7ppzQZj9TX76HSLfwvCFNZXXOsJ9JRERERDExMViyZAlWr16NuLg4tYU5GXMfdnZ2KFu2bI7yHyEhIQgKCoJMJhP2V5dXOX36NE6fPo2GDRvi559/Rps2bfL7rZOeYm6GxMbzhnJD3XkTFhYGADA3N0exYsVgZWUFQ0PevktERFRYFepv+a+++krsEDQikUiwadMmscMgIiIi0iufPn1SuZGWiEifyeVyREdHIzo6GtbW1nBycuINlET57ODBg5g+fToCAgKUbk4BPt88krbOxcUFrVu3hru7O+rUqYNatWrBysoqR8dQKBQICAjAvXv3cO/ePVy6dAnXr19HcnKy2uPt3bsXBw4cwNChQ/Hzzz/DwcFB22+bssF+JhEVNuxnEhERERVdMpkMq1evxsKFCxEVFaU2/wEAJiYmaNy4sVL+w9nZWaNjJSYm4uHDh0L+49y5c3jz5o3wevpj3rhxA+3atUObNm2watUqVK9eXRtvlwoJ5maIqDCKj49HfHw83r17h9KlS8PS0lLskIiIiCgfFOoinS1btujNBSaFQsEiHSIiIiINMTlfdKWNAJ1+mSg7+njeREdHw9jYGMWLFxc7FKJCyd/fH9999x1Onz6t9uYUqVSK5s2bo3fv3ujSpQvKlSuX62NJJBJUqlQJlSpVQu/evQF8vmnl0qVL2L9/Pw4dOoTw8HClGFJTU/H3339j3759mD9/PsaNG6cXn12FQX70M/Xxe4jEx/OGNJXTc4b9TCIiIqKi4+zZs/juu+/w5MkTpfxH2kAhNjY26NKlC3r37o127drB1NQ0T8czNTWFm5sb3NzcMGLECADA8+fPsX//fuzfvx+3b98WYgA+52DOnDmDunXrYvz48Zg7d26OB0Whwou5GdIVPG8oN3Jy3igUCgQHB7NQh4iIqJAqEr3GtMSCLj+IiIiISDOpqaks0CGiIiEiIgIJCQlih0FUKNWuXVso0El/Y0j58uXx888/Izg4GBcuXMD48ePzVKCTGVNTU7Rr1w7r16/H27dvcfLkSfTs2ROGhoZKMUVHR2PixIlYsmSJ1mMgVexnElFRwX4mERERUdHQtm1boUAnff7Dw8MDO3bsQFhYGP755x906dIlzwU6malUqRKmT5+Omzdvwt/fH99//z3s7e2FmCQSCVJTU7Fy5UqsXLkyX2Ig/cHcDBEVFWmFOqmpqWKHQkRERFpWqGfSSaMPs+nwhyVpi1wuR2RkpNK62NhYREdHC8vv379HUlKSsGxvb8+RHoiISO/Exsaq9KHMzMxgZ2cHMzMzvegDUu7JZDJ8+vRJWLa0tISBgYGIEZE+0IfzRiaTISoqCh8+fFBa/+nTJ5iZmYkUFVHhlZKSonJzyrRp09ChQ4cCj0UikaBdu3Zo164dwsPD8fvvv2Pt2rX4+PGjEGNycnKBx1UU5Vc/Ux++h0j38LwhTWV2zrCfSUREhYm666HZ4fVQos8MDQ0xcOBA/PDDD6hataooMVSqVAlLly7FL7/8gm3btuG3336Dv7+/8DrvnyHmZkiX8Lyh3FB33kilUiQkJODDhw9Kg6YoFArExsbC1tZWjFCJiIhyhbmZ7BWJIh2FQgEjIyM4OzuLHYqK0NBQVkKTVkVGRsLBwUGjfcLDw1GiRIl8ioiIiCh/xMTEKC2bmZnBxcWFxTlFhEQiUUqAGxoaMiFO2dKH88bQ0BAlS5aETCZTKrSPi4tjn50onygUCnTs2BGzZ89Go0aNxA4HAODg4ID58+dj2rRp+OOPP7B48WKVm6op/+RXP1MfvodI9/C8IU1lds6wn0lERIUJr4cSac7AwABff/01ZsyYgdKlS4sdDgDAyMgIX331FYYPH479+/dj1qxZSsU6VHQxN0O6hOcN5UZm542RkRGsrKzw+vVrpUKdmJgYFukQEZFeYW4me0WiSAcAatSogTt37ogdhop69erh/v37YodBREREpFcUCgXi4+OV1tnZ2bFAh4gKDWtra6WbJxMSEqBQKPg5R6Rl7u7uWLx4MTw8PMQORS0LCwtMmTIFo0ePxuLFi2FhYSF2SIUe+5lEVNixn0lERERU9PTu3RuLFi1CxYoVxQ5FLYlEgt69e6Nnz574+++/OZNOEcfcDBEVdhKJBHZ2dggJCRHWxcfHMz9DRFSEcBaaoqHIFOkQERERUeEhl8tV1pmZmYkQCRFR/jA2NlZZJ5fLOTobkZbduHFD7BByxMrKCgsXLhQ7jCKB/UwiKuzYzyQiIiIqevbs2SN2CDkilUoxcuRIscMgkTE3Q0RFgampqco65meIiIoOzkJTNLBIh4iIiIj0jrpR1DiqDBEVJuo+0ziCJBFR/mM/k4gKO/YziYiIiIhIlzE3Q0RFgbqZEJifISLKOc5EQ/qgSBTp8McaEREREREREREREREREREVdbyRhYiIiIiIiIj0GWeiIX1QJIp0dL3KWNfjIyIiIiIiIiIiIiIiIiIi/afvN7Kkpqbi7du3YodBRERERERERKR35HI5kpKSkJKSgpSUFAQFBcHIyAhJSUlITExU+lPdurQ/P3z4IPZb0XmFukina9euwiw65cuXFzka9Vq3bo1y5cqJHQYREREREREREREREREREZEoUlJSEBYWhtDQULx9+xZv374VnqdfFx4ezkEwiYiIiIiIiKhIWb58OQwNDXNUQJPVNikpKWK/lSKjUBfpHDp0SOwQsrV8+XKxQyAiIiIiIiIiIiIiIiIiItK6pKQkocDmxYsXuHjxIj5+/IiPHz9izZo1iIiIQGhoKN6/f5/jNqVSKeRyeT5GTURERERERFQ4yeVyREZGarSPvb09pFJpPkWk++RyOeLi4hAbG4tPnz7h06dPwnNN18XGxiI2NlbjGH799Vetvy+JRAJTU1OYmJgIf6Z/ntVrcrkcf/75p9ZjKkwKdZEOERERERERERGRGBITExEbGwsrKyuYmpqKHQ4REREREZFWJSQkqMx4o+75hw8fctymkZERHB0d4eTkBGdnZzg5OSk9T/tToVDAyckpH98dEWUnJSUFHz9+xIcPH4T8h52dHezs7GBoyFuRiIiIiIh0VWRkJBwcHDTaJzw8HCVKlMiniArG2bNnYWhomKsCm7i4OLHDx6BBg2Bra5tt8Ux2ryUnJ+PGjRswMjKCgYEB2rRpg2LFimkcT0REBIt0ssFfxkRERERERDpMIpEAAIYOHYotW7aIG0weBAYGonz58gCAOXPmYO7cueIGRESkRX5+fjh16hSuXLmCO3fu4P3790hKShJeNzExQfHixdGgQQM0bdoU7du3R506dUSMmIiI/UwiIiLKuXnz5iE6OlqpCCcqKirH+xsbG8PJyQklS5aEVCqFnZ0dbG1t0bRpU1SoUEEoxsnpyLwRERF5eDdElBsKhQLe3t5C/uPRo0dqZ7SSSqWoWbOmkP/o2rWr8NuDiIiUMTdDRESUOYVCgU+fPiEyMhIfPnxAZGSk8AgKCtK4vS+//DLPMUmlUlhZWcHS0lLlT3XrMnstKSkJ9erV0+jYy5cv10qhVExMDMzMzPLcDmWPRTpERERERKQ1//33Hw4fPozLly/j7du3iI6Ohq2tLUqVKgUPDw/07NkTzZs3FztM0tDcuXMxb948ta+ZmJjA1tYW1atXR7t27TB8+HCULFmygCMkIhLHwYMHsWzZMly7dk1Yp1AoVLZLTExEcHAwQkJCcPjwYUyfPh3NmzfH5MmT0bVr14IMmUhvsZ9ZOLGfSURE+kYulyMyMlKjfXJaeFIQ5HI53r17p/F+a9euVbve1NRU7Yw3GWe/sbW1hUQiQUxMDM6dOyfs37p161yN1kpEBUcul2PVqlVYvXq1cCOcutxHGplMhnv37uH+/ftYv349XFxcMHHiRHz77bc681lIRLnD3EzhxNwMEREVhNTUVJVCm+weHz58QHJystZiqFGjBmxsbDQqrsm4jampqVYGIeDgI0UDi3QKwPPnz5GQkCAs165dW8RoiIiIiIi079atWxg3bhx8fX1VXgsPD0d4eDju3r2LFStWoH379li7di0qVqwoQqSkbUlJSQgLC0NYWBjOnj2LX3/9FRs3bkSfPn3EDo2IKN9ERUVh5MiROHjwIADlm1OySsym3+7SpUu4fPkyevbsiY0bN8LGxibf4iXSZ+xnFl3sZxIRkS6KjIyEg4ODRvuEh4drZaTTnJDJZAgNDcXr168RGBio8mdQUJDSrJ85NWrUKFSoUEGp8MbJyQnW1tacIYOoEHv16hUGDBgAX19flcKc7PIfadsHBgZi0qRJ2LVrF3bs2CHMtEBE+oO5maKLuRkiIsoo/ew2mhTbREdH5/qYxsbGsLe3V3qYm5tj+/btGrVz7ty5AsvPEAEs0ikQffv2xf379wF8TlSkpqaKHBEVZvb29ggPD1daFxsbi8uXLwvLR44cwb59+9CqVSvs3bsX9vb2BR0mERERFSIHDx7EwIEDhcL0mjVrYsiQIahfvz5sbW0RGRmJa9euYevWrXjx4gV8fHzQuHFjeHt7o1mzZiJHr/uyGpVQDAsXLkS3bt2E5cTERDx9+hQbN27ExYsXER0djQEDBqBkyZJo2bKliJESEeWPN2/eoEWLFnjz5o3wGZ3xxhR1n90SiURpu7QbVg4cOIBbt27h8uXLKFWqVP4GT6Rn2M/MX+xnEhER6Z+UlBQEBwerFOCkPX/z5k2216IlEonG/YCFCxfq1I0s6q6H5mQfIsq5Bw8eoFWrVoiOjoZCochR7iONum2vX78ONzc3XLhwATVr1syXmIlI+5ibyV/MzRAR6R99n2E3t1q0aIHo6GhERkYiJSUl1+3Y2NioFNxk9zA3N1f5jREREaFxkQ5pF3Mz2WORTgHRtU41FV5SqVQlSW5iYgJra2thedasWTh06BAuXLiAJ0+e8IcTERGRFhTVH+K+vr7o168fUlJSIJFI8Ouvv2Ly5MkwMDBQ2q5du3aYPn06fvzxRyxbtgyRkZHo0qUL7ty5g3LlyokTPOVKqVKlVC6iurm5YeDAgRg9ejQ2btyI1NRUzJgxA1euXBEpSiKi/BEVFYWOHTsiKCgIAFSKbgCgRIkSqF69OmxtbWFhYYG4uDhERUXh8ePHQqIyfcGOQqHA69ev8cUXX+Dy5ctKv9+JAPYz2c8sOtjPJCIi+jxaeVBQkNpZcF6/fo2QkBDI5fIs2zA0NETZsmXh4uKCcuXKwcXFRem5iYmJ3g8QoO56KBFpz5s3b9CxY0dERUWp5DCAz/cf1K5dO9P8x/3795GYmAjgfzkQhUKBjx8/wsvLC1evXkXp0qVFe39EmmJuhrmZooK5GSKi7On6DLvpJSUlITQ0FCEhIQgODkZISAhCQkLw4sULjdvy9/dXWjYxMdG42MbGxgaGhixbKCyYm8kez/YCkpsRiYjyS7ly5TBy5EisX78eM2fOxIULFzgVPRERUR7p0w9xbUlOTsaXX34pjJKxdOlSfP/995lub2xsjKVLl0Imk2HlypX4+PEjBg8ejEuXLhVUyJSPJBIJli5diq1btyIpKQnXrl1DZGRkkRsJg4gKt++++w6PHz9WKc6pVKkSvv76a/Tt2xdly5bNdP83b95gz549+Ouvv+Dv7690o8rjx48xfvx4bN26tSDeCukR9jPZzyzq2M8kIqLCJD4+Xm3xTdqfb9++zbYNExMTlcKb9H86OTmp3DybXkREhDbfEhEVQt988w1CQ0NV8h8eHh4YO3YsunXrBiMjo0z3T0lJweHDh/HHH3/g7NmzSvmPkJAQjBkzBkePHi2It0KkFczNMDdT1DE3Q0SkWxQKBWJiYhASEgJ/f3+cO3cOkZGRiIyMxPr16xEWFoaQkBCt/v7ft28fKlSoIBTcmJmZ8Z7jPOAsNEWDfpfsE1Gu/fTTTzAxMcGlS5dw+vRpscMhIiIiPbR9+3a8evUKANC8eXNMmjQpR/v98ssvqFixIgDg8uXLOHfunMo2c+fOFS7cBQYGQiaTYePGjfD09ISTkxOMjY3RokULlf2uXbuGL7/8EqVKlRJGBe3atSuOHz8OANiyZYvQ7vnz59XG9+zZMyxZsgRdunSBq6srLCwsYGxsDEdHR7Rt2xYrV67Ep0+fsnyPw4YNUxphMDU1FevXr0fz5s1hb28PU1NTVKxYEd9++y2Cg4OzbCutnWHDhmW5XWpqKrZv344+ffqgXLlysLCwgImJCcqUKQMvLy8sX74cYWFhWbaRV8WKFRNG2FIoFAgMDMxy+0ePHmHUqFFwdXWFqakp7Ozs0KZNG+zcuTPbQQ7u3r2L+fPno3379ihbtizMzMxgamqKUqVKoXPnzvj777+RnJycbcxPnjzBhAkTULduXVhbW8PIyAjFixdH5cqV0aFDByxZskRlVJiMnj59ikmTJqFOnTqws7ODiYkJnJ2d0aVLF2zfvh0ymSzbOIhI9/n5+WHHjh1Ko8caGhri119/xaNHjzBlypQsC3QAoEyZMpg8eTIePnyIJUuWCDe0pN2osnPnTty7dy/f3wuRrhOzn2lgYIC6deuq7Kcr/cyvvvqK/Uz2M9nPJCLSM1999RXc3d1RokQJWFhYoHr16vDy8sI333yDxYsXY9euXbh+/bpQoJPZNteuXcPbt28RHx8Pf39/+Pj4YMOGDfjpp58wcOBANG/eHKVLl86yQIeIKDsXLlzA8ePHlfIfVlZW2LVrF86ePYvevXtnWaADAEZGRujVqxdOnz6NPXv2oFixYgD+l/84ceIELl68mO/vhYhyj7mZzDE3w9wMczNElJ/kcjnCwsJw69YteHt7Y926dfjxxx8xdOhQeHp6omrVqihWrBhsbGxQo0YN9OzZE2vWrMHOnTtx8uRJ/Pfff/Dz8xMKdExMTODq6oqWLVuif//+mDp1KhYuXKhxXC1btkTdunVRpkwZmJubs0Anj9JmodHkoe+zNBZFnEmHqIgqXbo0xowZg1WrVmHWrFlo27YtvziJiIhIIxs3bhSeT5kyJcd9CVNTU3z77beYOHGi0E7r1q0z3T4qKgr9+/fH9evXs2x33rx5mDdvnlJiNzQ0FKGhoThy5AjGjx+P+vXrZ9mGn58f6tWrp/a1d+/e4d27dzhz5gxWrlyJw4cPo3bt2lm2B3weYa1z584q8b948QJr167Fv//+i9OnT2d63Jy4d+8e+vTpg+fPn6u8FhwcjODgYJw4cQL379/Hli1bcn2cnEg/PXFWiem///4bY8eORVJSkrAuKSkJ586dw7lz53D69Gn8/fffavc9dOgQevToofa1tH/zY8eOYfXq1Th8+HCmN81v2LAB3333HVJTU5XWp40y8/z5c/j4+OD+/fvYvn27yv5yuRw//vijMDpcem/fvsXRo0dx9OhRrFmzBgcPHoSzs3Omfx9EpPuWLl0KhUIh3FBiamqKffv2wcvLS+O2DAwMMGXKFNSsWRM9e/YUPgsVCgWWLl2Kbdu2aTt8Ir3Cfib7meroUz/zzz//xLfffst+JhERAYDKbBHW1taZzoLj4uICe3t7XrMjItGsWrVKeK5QKGBrawsfHx80aNAgV+317t0bFSpUQNu2bREVFaV0nJYtW+Y1XCLKJ8zNMDejDnMznzE3Q0S5lZiYiNDQUISEhCA4OBghISEqz0NDQ1U+uzJjY2MDZ2dnmJiYCDPcNGnSBJUqVUKpUqVQunRp2NnZqXyPR0REYObMmfnxFgsMZ6IhfcAiHaIibPr06diwYQNu3LiBY8eOoXPnzmKHRERERHri06dPuHXrFoDPCXdNb1Du2bOnkKDPbDSrNMOHD4efnx969OiBQYMGoVy5coiMjFSaaWDDhg2YO3cugM+jjU6aNAnt2rWDmZkZHj16hBUrVmDNmjVo0qRJlsdKTU2FsbEx2rdvD09PT1SvXh3FixdHfHw8goKCsHfvXnh7e+P169fo3Lkz7t27B1tb2yzb7NGjB27evInhw4ejZ8+eKFWqFN69e4e//voL+/fvx4cPH9C/f388evQoVyOd+vn5oXnz5oiLiwMAeHh4YPDgwahWrRpMTEwQGhqKGzdu4MCBAxq3rank5GQ8fvxYWC5VqpTa7U6dOoXr16/D1dUVEyZMQIMGDWBoaIhr165h4cKFiIiIwObNm+Hp6YmBAweq7J+amgpLS0t07NgRHh4eqFq1KmxtbREdHY3AwEBs3boV586dw71799C9e3fcuHFDZXTHx48fY/z48ZDJZLCzs8OoUaPQqlUrlChRAjKZDKGhobh9+7bSqJEZjRo1Cps2bQIA1K5dG6NGjULFihVRokQJBAcHY9++fdi+fTt8fX3RsWNHXLt2Debm5rn96yUiESkUCpw8eVIo0JFIJFiwYEGuCnTS++KLL7BgwQJMnTpVaPu///7TUtRE+knsfmZUVBSePn0qbPPnn3+yn8l+pkb9zIcPH2LcuHHsZxIR6Tm5XI7g4GD4+/srPdJ/H+XUzz//jJo1a8LFxQUuLi6wsbHRfsAa4I0sRJSZ1NRUnDlzRin/sXz58lwX6KSpV68eVqxYIcxAr1AocPr0aaSmpird8E1EuoG5GeZm1GFuhrkZIsq91q1b4927d3j//n2OtpdKpXB0dBQKbUqVKqX0vHTp0nB2doaFhQViYmKUZq5r3bq1MJNlYZY2Ew2RLuOvXaIizNHREePHj8eSJUswe/ZseHl5cUo0IiIqlBQKBeLj4/P1GGnJUU33yc9kXX5OMXv//n1h9I46deqoJD+zU6ZMGTg4OCA8PBxv375FWFgYHB0d1W7r5+eH5cuXY9KkScI6mUwGd3d3AMCHDx/www8/AACsrKxw6dIl1KlTR9jW3d0dAwYMQKdOnXD69Oks46pYsSLevHkDBwcHta8PGDAAJ0+ehJeXF968eYO1a9dmO8LI1atXcejQIZWC6C+++AIDBw7Ezp074e/vjxMnTmhcNJ2SkoI+ffoI59/q1asxfvx4pW3q16+Pzp07Y8GCBQgKCtKofU0tW7YMsbGxAICqVatmmqC/evUqWrdujaNHjyr9H3B3d0ebNm3QoEEDJCcnY8WKFWoT9M2bN0dISEimyaVhw4Zh48aNGDVqFO7evYvdu3dj0KBBStscOnRIGPnqzJkzqFu3rko73bt3x4IFCxAZGany2q5du4Tk/G+//YbJkycr/X+rX78+unbtiq5du6Jv3764f/8+VqxYgZ9++kltzESk2+7cuYPIyEjh/7mzszO+//57rbQ9adIkrFq1CiEhIQA+f6/dunULbm5uWmmf8pcm/UyZTKbUZ5RKpTm6OM9+ZsH2MwGgTZs2AD6PrDllyhQA7Geyn/lZTvqZe/bsYT+TiCgTcrlc7WdfVuzt7fP12lVsbKxKIY6/vz+ePXuGhIQErRzj66+/1qkbR3gjCxFlxtfXF7GxsUL/s2LFihg6dKhW2h4yZAh+/vlnBAQEAPhcBODr64umTZtqpX0q2nKan2FuJmeYm2FuRh3mZpibIaLPn80vXrzQeL9Hjx4Jz01NTVUKbjIW4Tg6OrKYnagQ4P9ioiJu6tSpWLduHe7evYuDBw+iV69eYodERESkdfHx8bC0tBQ7DBXly5fP1/Y/ffoECwuLfGk7/QgfmSXWs+Po6CiM2vn+/ftM22nWrJlKcj69f//9F58+fQIA/PTTT0rJ+TTGxsbYvHkzXF1dkZKSkmlbORnJtEOHDujatSsOHTqE/fv3Z5ug/+abbzJNvM+YMQM7d+4E8Hk0MU0T9P/++69wUXP48OEqyfmMMpvyPS8SExPh7++PP//8E+vXrxfWz5o1K9N9TExMsH37drUXqGrWrIkuXbpg//79uHPnDmJiYlQS8Tk5577++musW7cOfn5+2L9/v0qCPu3cs7GxUZucT0/daLELFiwA8PlCS9oFInV69+6NHj164MCBA9i4cSMT9ER66tWrV8JziUSCXr16ae0iuFQqRc+ePbF69Wql47FIRz+wn6l9utTP/Oeff9jPBPuZGWXXzwwLCwPAfiYRkTqRkZGZ3hSZmfDw8DwXlMhkMgQGBqotxnn79m2m+xkZGaFChQqoUqWK8HBwcECXLl3yFA8Rka568+aN8FwikaBHjx5abb9nz55YvHixsBwUFMQiHdIKXczPMDfD3AxzM8zNEJEqXRy8IyOFQoG3b9/i2bNnwiAeaY+XL18Khaya+Pfff1G9enWULl0atra2+VZoS0S6hUU6REVc8eLFMXHiRCxcuBBz5sxB9+7dczXFKhERERUtaSMlAZ9HrsqN9PtFR0dnul12I/Wln7p32LBhmW5XunRptG/fHseOHctxjDKZDO/evUNsbKxSYj/t5pAHDx4gJSUly1HEsoq/Ro0asLCwQFxcXK5GXDl06JDwPG02ofw2fPhwDB8+PNPXJRIJZs2ahQEDBmS6Tdu2beHs7Jzp640aNcL+/fuhUCjw6tUrtRdd0ktJSUF4eDhiY2OVkmKlSpWCn58f7ty5o7JP2vGjoqKwd+9e9OnTJ8tjpPf06VM8fvwYALJ8n2lat26NAwcO4PXr1wgODkbp0qVzfCwi0g1pF5QVCgUkEgmqVaum1farV6+utBwREaHV9on0iS71M318fITnYvUzs7r4yH6mKl3oZ6b19djPJCIqeB8+fFBbiBMQEIDk5ORM9ytZsqRSIU7ao3z58ioj17KvTkSFWcb8R6VKlbTafsWKFZWW+ZmaOy9evICvry+Cg4ORnJwMW1tbVK1aFU2bNoWpqanY4VEhwNwMczOZYW5GFXMzRJoRa/AOdWJiYoTim4zFOGkFouqYmZlpPPOup6enTs1oa29vL/T9NdmHiDTDIh0iwuTJk/H777/j0aNH2L17d45+ZBAREekTc3PzLH9Ea0NERITGo2K9evUqX3+IqxuhSFvSJ9dz+3ebfj9ra+tMt8tuhKO0qYFdXFxQsmTJLLdt2LBhtgn65ORkbNy4ETt37sSdO3eQmJiY6bYymQxRUVFZ/jtmdSO3RCKBnZ0d4uLiEBMTk2Vc6ty+fRvA51GlqlatqvH+2lSiRAm0bdsW3333HRo3bpzlttnd3J4+wZPZ30tsbCx+//137N27Fw8fPsxydLT0o76l6du3L1auXImEhAT07dsXzZo1Q5cuXdCsWTPUq1cvyxHofH19hedDhgzBkCFDsnw/6b19+5YJeiI9lPFCsrYT0ba2tgAgjJyVm+8EEocm/UyZTKZyk0NOBkphP1Nz2upn3r9/H4C4/Uw7O7tMt2E/U5Uu9DMHDRqEX3/9lf1MIqJ8kpKSghcvXqgtxlH3uZzG1NQUlSpVUinEqVy5co5GVSciKgri4uKUljPObpBXae2l5T8yHk9sISEh8PX1xY0bN+Dr64tbt24p/Y53cXFBYGCgaPEdOnQICxYsUHtDOgBYWlpi2LBhmDNnDooXL17A0Ykrp/kZ5mZyhrmZz5ib+R/mZnKGuRki3ZOcnIyXL1+qLcZJm3VLHQMDA5QvXx6VK1cWcgdpD2Nj42y/k3SdVCrVqaIhosKKRTpEBBsbG0yePBmzZs3C3Llz0bdvX5WRwYiIiPSZRCLJtynf08THx2u8j4WFRb7HlV/SX+B5+/ZtrtpIv19WNztnlfwGgI8fPwJAjkZcyS5ZEhoaivbt2wuFPzmR3b99dv/GaSNwyWSyHB8zTdpIg6VKldJ439xauHAhunXrJiybmJjA1tZWo4t+Of07AdT/vTx+/BgdOnRAcHBwjo6n7t+oXLlyOHToEEaMGIHg4GBcuXIFV65cAQAYGhrCzc0NvXr1wsiRI1Vu1tF0VJnsYiEi3ZfxuygvnwPqpF1ITBupljcJ6g9N+pkymQxyuVxYtrCwyNGNIOxnak5b/cwPHz4AELefmVWM7Geq0oV+pqurK44cOYJhw4axn0lEpAXbtm1DaGioUIjz8uXLLL/bSpcurXZWnLJly2Y5CjoREan+fsrqxsXcePfuHYD/5T90YTTuK1euYNmyZbhx4wZCQ0PFDketpKQkjBgxAjt27Mhyu0+fPuH333/H7t27sW/fPrRs2bKAIhRfTvMzzM3kDHMz/8PcDHMzmmBuhkgcCoUCISEhSjPhpBXjvHr1KsvPYEdHR6H4Jn0xjqurK4yNjdXuw9kgiSineBc+EQEAJkyYgJUrV+L58+fYvn17ltPEEhEREdWqVQsGBgaQyWS4d+8eUlJSYGRklOP9g4ODhSSno6MjnJycMt02JxdItGXIkCFCcr5jx44YMWIE6tSpA0dHR5iZmQmxzJ49GwsWLADwOelTlJQqVQo1a9YU7fipqano1auXkJwfMGAABgwYgBo1asDBwQGmpqZCgn/IkCHYtm1bpm15enoiICAAhw8fxokTJ3D58mU8f/4cqampuH79Oq5fv45ffvkFO3fuRIcOHZRiSLN27VqNLnZqOtoeEemGtNGk0kZ6TRvBUVsytpeTi85EhRX7mexnioX9TCIi3TR58mSVdRYWFsINNBlnxbG0tMzXeOzt7TW+cU8XbkInIsqJtHxEWv4j/WwC2nDz5k2lZV0YvfvmzZs4ePCg2GFkSi6Xo1+/fvD29lZab2BggLJly8La2hqvXr1SmgU6IiICHTt2xOnTp9GkSZOCDpkKAeZmmJsRC3MzRJSVqKgotYU4z549y7JIztLSUmkmnLT8QaVKlbKc7Y2IKK9YpENEAD5PVztt2jT88MMPmDdvHgYMGJBpNTARERGRlZUVGjRoAF9fXyQmJuLEiRPo2rVrjvc/cOCA8NzDwyNPsdja2iIsLCxHN0ikjdSnzvPnz3HmzBkAQN++fbF79+5Mt00buUtsJUqUQFBQkM6O8Jcfzp49i6dPnwIAfvjhByxevDjTbXPy72RiYoI+ffqgT58+AD5fwDx79iy2bt2K48eP48OHD+jVqxcCAgLg6OgIQPnisZmZmagXLIioYFSqVEl4rlAocPDgQaxevVorv5tTUlJw8OBBSCQS4aJvxYoV89wukb7SpX6mnZ0d3r59y35mEcF+JhFR/kpNTRU+ZzXRunVr1KpVS6kYp1SpUsIN5AVNKpXqxE3lRET5oXr16sJzhUKBI0eOIDY2FlZWVnluOzY2FocPH1bKf9SoUSPP7eYnS0tLfPr0SdQYfvvtN5UCnTFjxmDWrFlwdnYG8LmQx9vbGxMnTkRQUBCAz7M59O3bFw8fPuTNp6Qx5maYmxELczNEpE6XLl3w6tWrLL8LDA0N4erqqnZWHCcnJ9FyCERUtHFObyISjBs3DiVLlkRgYCA2b94sdjhERESk40aOHCk8X7ZsWY5Hk0pKSsLvv/+utp3cSLuQ9/r162yT9BlH6ksv/SwGAwcOzLIdbY8gmFtubm4AgLdv38Lf31/kaArGgwcPhOdZ/TvJ5XLcunVL4/ZLlCiBfv364dixYxg7diwAIC4uTulCaIMGDYTnFy9e1PgYRKR/atWqJVykA4D3799j4cKFWml70aJFSt9fjo6OqF27tlbaJtJXutLPTPu/yH4m+5npsZ9JRJS9T58+4erVq1i3bh1GjRoFd3d3WFlZaTQKdZrdu3dj1apVGDt2LDw9PVG6dGneXENElE8qVaqEcuXKCcuxsbH44YcftNL2jBkzlGZ7KVeunNKgKGKzsrKCh4cHpk6dir179yIwMBBHjhwRNabIyEj8/PPPSut++eUX/PHHH0KBDvC5gLRHjx64evWq0r9fcHAwli9fXlDhUiHD3Iz4mJthboaIPrtx44bwHeDk5AQPDw+MGjUKS5cuxZEjR+Dv74/4+Hj4+/vjyJEjWLZsGUaNGgUPDw84OztrPYeQNsOuJg/OsEtUNLFIh4gE5ubm+PHHHwEACxYsQGJiosgRERER6Y+i+EN8yJAhcHFxAfA5Sbl69eoc7ffTTz/h+fPnAICmTZvC09MzT3G0bt1aeP7PP/9kul1ISAh8fHwyfT399OVxcXGZbnf9+vUsE/0FqUePHsLzJUuWiBhJwcnpv9OePXuyHDUtJ9JPbx8RESE8r1OnDipUqADg881Cb968ydNxiEg/eHl5QaFQCCO+/vrrr9i5c2ee2ty9ezd+/vlnoU2JRAIvLy8tRUyFBfuZ4vUz27dvLzxnP7PwYz+TiCh3Pn78iDt37mD58uXo168fqlSpgmLFiqFZs2YYN24cNm7ciFu3biExMREWFhZih0tERNno2rWrUv5jw4YN+PXXX/PU5tKlS7Fu3Tql/Icms3Lkpy5duuDRo0eIiorCuXPnsGTJEvTu3Vv4TSqmJUuWIDY2Vlhu2bIlpk2blun2pUqVwl9//aW0bsWKFYiMjMy3GIsK5maYmxEDczPMzRAVJtHR0Th37hzWrFmj8b7r16/H7du3ERMTg9DQUJw7dw5//vknJk+ejM6dO6Ny5cowMjLKh6jVS5thV5OHVMpb9YmKIv7PJyIlo0aNQunSpRESEoINGzaIHQ4REZHeKIo/xE1MTPDvv/8KCY9JkyZh+fLlkMvlardPTk7G9OnTsWzZMgCAtbU1tm3bluc4+vfvD0tLSwDAwoULlUZZSpOSkoIRI0YgOTk503aqVKkiPN+8ebPaUcGCgoKyHWGrIH355ZeoXLkyAODvv/9WGp1MncKQSE7/77Rp0ya129y/fx/ffvttlu0cOXIE79+/z3KbEydOCM/TEvIAIJFIMG/ePABAQkICunXrhtDQ0CzbevLkCXbt2pXlNkSk26ZNmwZDQ0MAnz8HUlNTMXToUPzwww9ISEjQqK2EhARMnz4dgwYNUrrwaGhoqLURaqnwYD9TvH7m0KFD2c8E+5np5aSfeeDAAfYziSjfyOVyREREaPTI7PszN8d+9uwZdu/ejRkzZqBXr14YNmwYhg8fjvnz52PevHnYs2cPnj17BoVCAScnJ3h5eeHHH3/Enj178Pz5c7x48UIrsRARUf6ZNm0azM3NAUAoqvnpp5/Qt29fvH37VqO2wsLC8OWXX6oUlpiZmelM/qNChQqoXr26zv2Olsvl2Lx5s9K6uXPnZjsSvKenJ1q0aCEsx8bGYs+ePfkSY1HC3AxzM2Jgboa5GSJ9FRcXhytXrmDlypUYNGgQqlatChsbG7Rp0wYLFizQuL2ePXuifv36sLKyyodoiYjyj6HYARCRbjE1NcXMmTMxZswYLFq0CCNHjhSScEREREQZNWnSBDt27MCQIUOQmJiIyZMn459//sHgwYNRv3592NraIjIyEtevX8c///yDgIAAAICdnR0OHjwIV1fXPMdgZ2eHJUuWYOzYsYiJiUHTpk0xadIktGvXDmZmZnj06BFWrFiBe/fuoUmTJrh27RoAqFzMqlOnDurXr487d+7g1KlT8PDwwLhx4+Dq6opPnz4JI7tER0ejWbNmuHLlSp5jzytDQ0Ps2bMHzZo1Q1xcHMaPH48DBw5g8ODBqFatGkxMTPD27VvcvHkTe/fuhZubG7Zs2SJ22HnSoUMHODs7IzQ0FJs2bUJkZCSGDh2KMmXK4MOHDzhx4gTWr18PiUSCBg0a4Pbt22rb+fPPP/H111+jbdu28PT0RI0aNVC8eHEkJSXh9evX+Pfff3H48GEAgIuLi8rIjgMHDsSlS5fw559/4u7du6hevTq++uortGnTBs7OzkhNTcW7d+/g5+eHY8eO4caNGxg4cCC+/PLLfP87IqL8UalSJYwcOVL4jJFIJJDJZFi2bBm2bduGoUOHolevXqhTpw6MjY1V9k9JSYGfnx/27duHbdu24d27d0oj00okEowcORKVKlUS4d0R6R5d6Gfa29tj6dKlGDNmDPuZ7GfmuJ+5evVqDBgwgP1MIsoXkZGRcHBw0Gif8PBwlChRQqN9EhIS8PDhQ/j5+cHPzw93797F/fv31Y5mLZFIUKpUKTRq1AgNGzZE3bp1UadOHZQsWVJl2/QjVBMRkW5ycnLC999/j4ULFwr5D4VCgf379+PIkSPo2rUrevfuDTc3N5QvX15l/1evXuHWrVvYt28fjhw5gqSkJJX8x+TJk+Hk5CTCu9MfV69eVfredHV1hYeHR472HTFiBC5duiQsHzp0CN988422Q6QigLkZcTE3w9wMkT5ISkrC/fv3cfPmTdy6dQu3bt3Co0eP1BZ1litXDrVq1cKRI0dEiJSIqOAViSKdrVu3inr8Dx8+iHp8Ik0NHz4cixcvxqtXr7B27VpMnTpV7JCIiIhIh/Xp0wcuLi4YN24cbt26hfv372fZf/D09MS6deuE0Z+0YdSoUQgPD8e8efPw6dMnLFiwQGUUlvHjx6Nu3bpCgt7U1FTpdYlEgh07dqB169YICwvDxYsXcfHiRaVtTExM8OeffyI4OFgnEvTA5wsLly5dQu/evfHy5UucO3cO586dU7utm5tbAUenfWZmZti1axc6deqE2NhYHDp0CIcOHVLaplixYtixYwf27duXaYIe+Jw0PHbsGI4dO5bpNhUrVoS3tzcsLCxUXvvjjz/g4uKCefPmITo6GitWrMCKFSsybcva2jr7N0hEOm3ZsmW4c+cOfH19lW5UeffuHX777Tf89ttvMDIyQrly5WBjYwMLCwvExcUhKioKr169EmbNSRupMe1isUQiQcOGDYWRJonoM13oZ44ePRphYWHsZ7KfCYD9TCIqnCIjI4VCnLSinKdPn0Imk6lsa2pqitq1a6NevXqoUqUKUlJS4OLiAlNTU7Ru3RrFihUT4R0QEZG2zZ07F35+fjh69KhS/iMpKQn79u3Dvn37AADGxsawtrYW8h/R0dFKM1moy3907twZc+fOLfD3pG8y/pZo165dtrPopN82vfPnzyMuLk7tbw+i7DA3Iy7mZpibIUpPLpcjMjJSo33s7e21NrtbSkoKHj9+rFSQc//+faSkpKhs6+zsDDc3N7i5ucHd3R0NGjRAiRIlEBERofHgI0RE+qpIFOkMGzYsxz9WiehzMm327NlCsc6YMWM4XSARERFlqWHDhvD19cV///0Hb29vXL58GWFhYYiJiYGNjQ1KlSqFVq1aoWfPnmjZsmW+xDBnzhy0a9cOq1atwqVLl/D+/XsUL14cbm5uGDNmDLy8vLB8+XJhe3XJ0qpVq+LevXtYunQpjhw5gsDAQBgYGMDZ2Rnt2rXD2LFjUaNGDZ27iFivXj08ffoU27Ztw6FDh3Dnzh1hGveSJUuidu3a6NChA/r37y9ypNrRokUL3Lt3D0uWLIGPjw+Cg4NhamqKMmXKoGPHjhg/fjzKli0rXCxWZ9OmTbhy5QouX76Mhw8fIiwsDBEREVAoFChRogTq1KmD7t27Y/DgwTAxMVHbhkQiwYwZMzBs2DBs3LgRZ86cgb+/Pz58+AADAwMUL14cVapUQdOmTdG5c2c0bNgwv/5KiKiAmJmZ4dixY/Dw8MCjR4+EG1WA/914kpycjGfPngGAcBNLRunzVAqFAjVr1sTRo0dVLh4TEfuZYmM/U/N+5q5du/Dff//h4sWL7GcSkU5RKBR49eqV0uw4fn5+CA4OVrt98eLFUa9ePdStW1f4s1KlSjA0/Hx5OSYmJtMbBImISL9JpVLs3r0bXbt2xZkzZ9TmP4DPN0CHh4dn2k7G/Efbtm2xe/du3r+TA35+fkrLTZs2zfG+zs7OKFeuHAIDAwF8zlU9fvwY7u7uWoyQihLmZsTF3AxzM0RpCmp2XQCQyWR49uyZUkHO3bt3kZiYqLKtvb093N3dhYIcNzc3ODs7a3xMIqLCRqJQd6dAISOVSjO9KaKgpJ+6V93IU1S4PHr0CDVr1hSWHz58iBo1aogWT8YLJTkZzSw1NRU1atTAs2fPsGDBAsycOTO/wyQdk5vzhojnDeVGbr+nnj9/rrQu/U0CVPjJZDLExsYKy1ZWVjAwMMh2v+HDh2PLli0wMjJCbGxspolXKpxye96IIa+fc7r2m4SosElMTMTEiROxYcMGAFB7c0n6PFRWr3/zzTdYtmwZC3S0LLefg/nZz9Sn7yHSXH71M3nekKayO2f4e5rUYU5Pf+RmxNmRI0fi2bNn8PPzQ0xMjNptKlSooFSMU7duXTg7O2d5E3VuzhuxR/0l8RWlzxvmZqgwUCgUWLx4MebMmYOUlJRcFdcoFAoYGRlh4cKFmDJlil4V6Jw/fx6tW7cWll1cXITCl/xWrlw5vH79Wli+efOmRrNkdOrUCcePHxeW//nnHwwZMkSrMeZEbj4LmZuh3GJuhnQJ8zOUG9n9XspNTiAnRToKhQIvX75UKsi5ffs2Pn36pLJtsWLFlGbIcXNzg4uLS477ePn1HoqyovQ7m7SjqJ0zYuZnitS3uj792CcSm6GhIebOnYsBAwZg6dKlGDduHGxtbcUOi4iIiCjX0qZFBz5P+c4CHSIiyi1TU1OsX78egwcPxooVK+Dt7a00KEv6EWbTpC/aMTAwQI8ePTBp0iQ0adKkwOImovzBfiYREemyv/76S3hubGyMmjVrCoU49erVQ+3atQvsQrxUKuWNNUREekQikWD69Ono378/1qxZg7///htRUVFqt1M3aK6NjQ1GjhyJb7/9FmXLli2AiAuHhIQEBAUFKa0rU6aMRm1k3N7f3z/PcYWHhyMiIkKjfQICApSWP336lGnRcBqZTCbk2dIKdWUymVbu+co4qDIHWS480udmGjRoAENDQ639+/K8odzI7ryRyWTCd6dcLgfw+TxmAVjRFhcXl+Vy+sKvnMpYtKhQKBASEoI7d+7g7t27uHPnDvz8/NT28czNzVGnTh3Uq1cP9evXR7169eDq6qoykIYmcRkZGeHFixcavQcjI6Ns+w9FWXbnDVFGRe2cUVdwWFCKTJFOEZgwiEjr+vXrh0WLFuHhw4dYvnw5FixYIHZIRERERGrJ5XIEBgaiQoUKal9PTk7GsGHDhOTSiBEjCjA6IiIqrJo1a4ZmzZohNDQUZ8+exZUrV3Dnzh28f/8eHz9+RGxsLKysrGBra4sSJUqgfv36aNq0KTw9PeHk5CR2+ESUA3K5HK9evWI/k4iI9Nbo0aPRtGlT1K1bF1WrVoWxsbHYIRERkZ5xcXHB0qVL8fPPP+PmzZs5zn80bNiQ3zu58P79e6V7nIyMjDQecb5UqVJKy+Hh4XmOa926dZg3b16e2vD19UVYWFiW20gkEqGo18rKCsDnG+vy48b1+Ph4rbdJ2ieXy/H69WuUL19e7evJyckYOXKkkJsZMGBArm5kzymeN5QbGc8bmUymVJwDAJcuXeI9rqTE19dXaTk6OlrjNo4dO4Z3794hICBAeKhrx9DQEOXLl0elSpVQoUIFVKxYEaVLl1b6/n3z5g3evHmj+RuhApXxvCHKTmE/ZzIOgFCQikSRzpw5c8QOgUgvSaVSzJs3D7169cLKlSsxYcIEFC9eXOywiIiIiFQkJyejSpUq6NChAzp16oSaNWuiWLFiiImJwa1bt7BhwwZhpLhGjRph6NChIkdMRESFibOzMwYNGoRBgwaJHQoRaRn7mUREJCaFQoHnz5/j8uXLuHz5Mi5cuKBxGwsWLODsNUREpBUmJiZo3rw5mjdvLnYohVrGkZ7Nzc01nkXGwsIiyzaJ9ElycjLc3d3Rpk0btG/fHtWqVRNyM35+fvjnn3/w/PlzAJ9nOO7fv7/IERMR6Y7vvvtOZZ1UKoWLiwsqVqwoPMqWLQsjIyMRIiQiKrxYpENEWerRowfq1auHu3fvYsmSJViyZInYIRERERGpJZPJcPz4cRw/fjzTbZo0aYJDhw7B0LBI/BQiIiLKd/3798euXbuU1rm4uCAwMFCcgIjyAfuZRERUUJKTk3H37l1cvnwZV65cweXLlxERESF2WERERFSAMhbUmJqaatyGmZlZlm0S6RuZTIZTp07h1KlTmW7j7u6OHTt2MDdDRJRBmTJllApyypUrBxMTE7HDIiIq9NgrJaIsSSQSLFiwAJ07d8bvv/+O77//Ho6OjmKHRURERKTExMQEhw8fho+PD65evYp3794hMjISEokEJUqUgLu7O/r164devXpBKpWKHS4REVGhcOTIEZUCHaLChv1MIiLKT9HR0bh27ZpQlHPjxg0kJCQobWNiYoKGDRuiefPmqFmzJgYOHChStERERFQQEhMTlZaNjY01biPjjbcZ+xe5MXbsWPTp00ejfQICAtC9e3dhuWHDhqhWrVqW+8hkMoSEhACA8Dvb0tJSK4UXMpkM8fHxwrK5uTkMDAzy3C7lL0tLSxw8eBCnT5/GtWvXVHIzbm5u6Nu3L3r27JkvuRmeN5Qb2Z03qampwvlqZWUFAKhatSrPrSIuLi4Ovr6+wnLDhg2VZsd7+/atxm3ev38fLi4uWomPdFN25w1RRkXtnHny5Ilox2aRDhFly8vLC40aNcKNGzfwyy+/YNWqVWKHRERERKREIpGgS5cu6NKli9ihEBERFQnR0dH45ptvxA6DKN+xn0lERNr05s0bpVly7t+/D4VCobSNnZ0dmjdvjmbNmqF58+Zo0KCBcKMtZ9UhIiIq/DLOnJOcnKxxG0lJSVm2mRsODg5wcHDIUxuWlpYoVqxYltukpqaq3KRuYGCQLzeu51e7pH3du3dXKvgSE88byo2M541CoYBEIhFeAz4X63AmKErPwsICEREROHnyJHx8fHD69GmN23B0dMz2u5cKFwsLC/6bk0YK+zljaWkp2rH5rU5E2ZJIJFi4cCHatWuH9evXY8qUKShTpozYYRERERERERGRSKZOnSqMamphYYG4uDiRIyIiIiLKmlwuR2RkpEb72Nvb53o0bplMhkePHikV5QQFBalsV6FCBaEgp3nz5qhSpQpnZyMiIirCMt5ElnFmnZzIOHOOmDemERERUc7Fx8fj/v378PPzw8SJExEYGCh2SERElEtFokhn9erV6N69O8qWLSt2KER6y9PTEy1btsTFixfx888/Y/369WKHREREREREREQiOH/+PP766y8AgFQqxZw5c/DDDz+IHBURERFR1iIjIzUe/T08PBwlSpTI0bYJCQnw9fUVinKuXr2K6OhopW0MDAxQt25doSCnWbNmcHJy0igmIiIiKtwyFtTEx8crzbiQExkHU2GRDhERkW6SyWS4ffs2fHx8cPz4cdy4cQNyuVx43dDQEM2aNUOHDh3g7u6Odu3aiRgtERFpokgU6UycOBGTJk1C7dq10a1bN3Tr1g316tUTOywivSKRSLBgwQK0atUKmzZtwrRp01C+fHmxwyIiIiIiIiLKtffv36N48eJih5FjuhBvQkICRo4cCYVCAQAYP3483N3dRY2JiIiISAwRERG4cuWKMEvO7du3kZKSorSNpaUlGjduLBTlNGrUKE83ydrb2yM8PFzjfYiIqGh7/PgxqlevLnYYOZKamorAwEBUrFhR7FBEU7x4cUgkEiH3kpKSgvDwcJQsWTLHbaTNfpxG00JlIiIiyj/BwcHw8fHByZMncfr0aXz48EHpdWdnZ9StWxdDhgyBl5cXrKysAHzOQxARkf4oEkU6AKBQKHDv3j3cv38fCxYsQJkyZdC1a1d069YNHh4eMDAwEDtEIp3XsmVLtGvXDqdOncL8+fOxefNmsUMiIiIiIiIiyrWKFSti2rRpmDRpEkxNTcUOJ1O+vr6YOnUqPD09MXv2bFFjmTVrFl68eAEAKFu2LBYuXIhbt26JGhMRERFRflMoFAgICBBmybl8+TL8/f1VtnNychIKcpo3b47atWvD0FB7l2OlUmmOZ/YhIiJKU6dOHXz11VeYN28eHB0dxQ4nU3v27MFPP/2EwYMHi57/EJOZmRnKli2L169fC+uCgoI0KtIJCgpSWq5atarW4iMiIiLNxMfH4+LFizh58iR8fHzw+PFjpdetra3h6emJFi1awNzcXPjOb926tVCgQ0RE+qfIFOmkTfuaNtJEUFAQ1q5di7Vr18La2hodO3ZE9+7d0bFjR07zSpSFBQsW4NSpU9i6dStmzJiBypUrix0SEREVQWl9u/TS+nlERIWBus80dZ99RJQ3MTExmDlzJtauXYsffvgBX3/9NczMzMQOS3Dr1i0sWrQI3t7eAABPT09R47l58yZWrlwpLK9du7bQ5dHYzySiwo79TCLN/PHHH7h37x4uX76sdgab6tWrKxXllCtXjv+niIhI58hkMvz111/YsWMHRo0ahcmTJ6NUqVJihyXYt28ffvnlF/j5+Ykdis6oWrWqUpHO48ePNZrJ+MmTJyrt6QvmZoioKJDL5Srr+Fuy8FAoFHjw4IFQlHPp0iUkJSUJr0ulUjRs2BDt27dHhw4d0LBhQxgaGiImJgbnzp3LtF3OrktEpF+KRJGOl5cXzp49i8TERADKHRqFQoGoqCjs2rULu3btgrGxMTw8PNCtWzd069YNTk5OYoVNpJMaNWqEzp074+jRo5g7dy527twpdkhERFQESaVSlXUJCQkwMjISIRoiIu1LTk5WWafus4+ItCM0NBSTJk3CwoULMWHCBIwcOVKj0Um1SaFQ4MSJE1ixYgXOnj0rrBP7Al1KSgpGjBgBmUwGAOjTpw86d+4sakz5gf1MIirs2M8k0sycOXOE58bGxnB3dxcKcpo0acKbXYiISK/Ex8dj1apVWLduHQYPHoxvvvkG9evXFyWW2NhYbNu2DatXr8bz588B6Eb+Q1fUrVsXJ0+eFJavXr2KoUOH5mjft2/fIjAwUFg2MjJC9erVtR1ivmFuhoiKgrT7WNNjfib/yeVyREZGarSPvb19jv5twsPDcerUKfj4+MDHxwdhYWFKr5cpUwYdOnRAhw4d0KZNG9jZ2WkUB8DZdYmI9E2RKNI5evQo4uPjcfLkSRw6dAjHjh3Dhw8fAKgW7CQlJQlflN9++y0aNGggFOzUqFFDrLdApFPmz5+Po0ePYteuXfjxxx9Rs2ZNsUMiIqIiRiKRwNzcHPHx8cK6Dx8+wMrKihdwiKhQiI6OVlo2MzPj5xtRPnB1dcXLly8hkUigUCjw/v17zJ49G/Pnz0e3bt3w1VdfoV27djAwMMj3WF6+fIkdO3Zg06ZNePPmDQDlm1MkEgnKly+f73Fk5pdffsGDBw8AADY2Nli9erVoseQn9jOJqLBjP5NIM+3atYOnpyeaNWsGNzc3mJqaih0SERGRxpo1a4YrV64I/b7k5GT8/fff+Pvvv1G/fn2MHDkSPXv2zPebPuVyOc6fP48dO3Zgz549iI+PF2ZISYvN3Nwc9erVy9c49EHnzp2xePFiYfn06dM5LmLy8fFRWm7durVezYTM3AwRFXYKhUK4dzWNubk5P+MKQGRkJBwcHDTaJzw8XG0fKTk5GVeuXIGPjw9OnjyJu+xyym0AAQAASURBVHfvKr1ubm4ODw8PdOjQAe3bt0eVKlX4b0xEVMQUiSId4POXXo8ePdCjRw/I5XJcunQJhw4dgre3tzCCRMaCHYVCgZs3b+LWrVuYNWsWXF1dhYKd5s2b80uTiqx69eqhV69e2L9/P+bMmYP9+/eLHRIRERVBxYoVU0rQJyQk4PXr17Czs4OpqSlHminkZDKZMJI/AKSmpgoX84gyow/njUwmQ1RUlMrNkxYWFiJFRFS4PXr0CL/++isWL16MxMREoVgnJSUF+/fvx/79+2FjY4OuXbuic+fO8PDw0Npo6TKZDDdv3sTp06exf/9+3L9/HwCUbk5Ji8fd3R3r1q1DgwYNtHJsTT1+/Bg///yzsLx48WI4OjqKEktByK9+pj58D5Hu4XlDmsrsnGE/kwh4//69xvvs2LGDo9QSEZHeu3TpEv755x9Mnz4d7969E+51USgUuH37Nu7cuYNvv/0WzZs3F/If9evX18o9Me/evcO5c+dw+vRpHD58WBi9Pn3+I+3+nF69emHFihUoXbp0no+r75o2bYrixYsL/ZeXL1/i/PnzaN26dbb7btq0SWm5W7du+RJjfmJuhnQJzxvKDXXnjUwmQ2JiIj58+ICEhASl7YsVK1bQIZKGFAoFnj17JhTlnD9/HnFxcUrb1K1bVyjKadasGUxMTESKloiIdEGRKdJJTyqVolWrVmjVqhVWrFiBBw8eCAU7d+7cEbZLn5gAgBcvXmDFihVYsWIF7O3t0alTJ3Tv3h3t27eHmZmZKO+FSCzz5s3DgQMHcODAAdy9e5ej2RARUYGzsrLCu3fvlJKgCQkJCAkJETEqKigKhQJyuVxYlkqlLKKnbOnzeWNlZSV2CESFkomJCebMmYOhQ4fixx9/xO7duwEo54Q+fvyIrVu3YuvWrQCA6tWrw83NDbVr10bNmjXh4uKCUqVKZXqTs1wux9u3bxEcHAx/f388ePAA9+7dw/Xr14ULOOn7M+mPXbZsWcydOxdDhw4V7fNKLpdjxIgRSE5OBgC0aNECX3/9tSixFJT86mfq8/cQiYfnDWlK03OG/UwqzORyOW7fvo3jx4/j+PHj8PX1FTskIiIi0QwdOhQ9evTAr7/+ijVr1iAuLk4pByGTyXDx4kVcvHgRwOebhevWrauS/3B0dISFhYUwu1xqaioSEhLw4cMHBAcHq+Q/Xrx4IcSQMf+RVpzTqFEj/PLLL/Dw8Ci4vxAdJ5VKMWzYMCxdulRYN2/ePHh4eGTZvz9z5gwuXbokLFtZWaFv3775Gmt+YG6GdAnPG8oNTc4biUTC/IwOO3LkCK5fvw4fHx+8fv1a6bWSJUuiffv2aN++Pdq1a4eSJUuKFCUREemiIlmkk1GtWrVQq1YtzJo1C8HBwfD29oa3tzcuXLiAlJQUAKoFO+/fvxdu0DA1NUXbtm3RrVs3dOnShSNqUZFQo0YN9O/fHzt37sTs2bNx5MgRsUMiIqIixtDQEKVLl0ZwcDBHKyKiQq1EiRLCRW8iyh/lypXDzp07MWPGDMycORNHjx6FQqFQyQcBn2ffefz4sUob5ubmsLCwgJmZGQwMDJCYmIiEhATExMQoXYxLo64wJ229o6Mjpk+fjjFjxsDY2Fibb1Vjq1evxvXr1wEAxsbG2LBhQ4FfhA4PD0dERIRG+wQEBCgtf/r0CTExMTne39bWFu/fv1eZ2Ujb2I+l3OB5Q5pKf86k3QgJADY2NkhOThYKManoyjjya8ZlffLx40ecPXsWp06dwqlTp3I1e056sbGxHPk2E4XpvKGCU5TOm0+fPokdApGKYsWKYdGiRZg4cSJ+/vlnbNq0CfHx8Sp5CQCIjo5WKtpRJ63QJjMZX0ufZ1EoFKhfvz5mz56Nrl275uVt6YW5c+di3rx5wnKrVq1w/vz5LPeZNm0a1q9fL3yeXLhwAYsXL8b06dPVbh8SEoKRI0cqrZswYQKKFy+et+BFwGuARFRUSCQSlC5dGoaGvI1XV40YMUJ4bmxsjBYtWqB9+/bo0KEDatWqlevZ3YiIqPDjt3sGpUuXxrhx4zBu3DjExMTg2LFj8Pb2xn///SdcyM+YoEhISMDRo0dx9OhRSKVSNG7cGN26dUO3bt1QqVIlsd4KUb6bM2cOdu/ejaNHj+L69eto3Lix2CEREVERY2lpySR9ESWXyxEbGyssW1lZwcDAQMSISB/o43ljbW0Ne3t7scMgKjJq1aoFb29vPHnyBMuXL8eOHTuQmJgIQDUflFFcXJxGN5ipa69mzZr4/vvvMXDgQBgZGeX2bWjNq1evMHPmTGF5xowZqFq1aoHHsW7dOqUbWXLD19cXYWFhGu1jbGwMa2trjoxJRIVSYmKi0qjmROnp04wzCoUCr169wp07d3D79m34+/srFUibmZmhTp06aNCgASpVqoSJEydq1P7ly5dhbW2t5agLJ306b0h3FObzJigoSOwQiDLl4OCAVatWYc6cOfjjjz+wdu1a4Tdzxt/AmhThZKSuLYlEgs6dO+P777/XmZlzrly5goSEBJX19+7dU1pOTEzE6dOn1bbh7OyM6tWrazWu4sWL48cff8SPP/4orJsxYwaCgoIwc+ZMODs7A/ic9z58+DAmTJig9Nnj7OyMyZMnazWmgpQf1wD18RoBiY/nDeVGTs6btAIdS0vLgg6PNFCpUiV4eXmhQ4cOaNmyJSwsLMQOiYiI9ASLdLJQrFgx9O/fH/3790dKSgrOnj0Lb29vHD58GKGhoQBUb6iQyWS4evUqrl69imnTpqFKlSro3r07unXrhkaNGon1VojyReXKlTFkyBBs3rwZs2fPho+Pj9ghERFREWRpaYmKFSsiNjYWMTExiI+PFzskIqI8kUqlsLKygq2tLUxNTXlzOJEIqlWrho0bN2Lx4sXYsWMHtm3bhlu3bgmva+P/ZfpZDPr06YMhQ4agWbNmeW5Xm0aNGiUUHlWtWlXpppCiIDk5Ge/fv4epqSlMTExEn9WIiCivFAqFMNNbamqq2OEQ5Vp8fDzu3buH27dv486dO/jw4YPS62XKlEGDBg3QoEEDVK1aVSh+jo6OFiNcIiIinWVnZ4effvoJ06dPx4kTJ7B161YcPXpUacCSvORA0hdWVKtWDYMGDcKgQYNQpkyZPMeuTQMHDsTr16+z3e7du3do166d2teGDh2KLVu2aDmyz7PpXL16FUePHhXW/fHHH9iwYQNcXFxgbW2NV69eISoqSmk/MzMz7NmzBzY2NlqPqSDxGiARFUbm5uYoVqwYrKysOIOOHrhy5QpKlCghdhhERKSH+C2fQ0ZGRujQoQM6dOiAdevW4datWzh06BC8vb3x6NEjYbv00/MCwNOnT7F48WIsXrwYJUuWRJcuXdCtWze0bduWF/apUJg9eza2b9+OU6dO4eLFi2jZsqXYIRERURFkaGgIW1tb2NraQqFQQC6Xc2adQi42NhaXLl0SlqtWrQorKysRIyJ9oA/njVQqzfPFbyLSHjs7O4wfPx7jx4/Hy5cvcezYMZw4cQKXLl3KdNac7GbckUgkqFq1Ktq3bw8vLy+0atVKJ3NEmzZtEkaHlUgk2LBhg07Gmd/SZtFOG1GXn89EpM/4O5n0lUKhQHBwMG7fvo3bt2/j8ePHkMlkwusmJiaoXbs2GjRogPr168PBwUHEaImIiPSPgYEBOnfujM6dOyM+Ph5nzpzBiRMncOHCBZVZ6nLKzs4OjRo1EvIflSpVyofICz+pVIq9e/di+PDh2LVrl7BeJpPh5cuXavext7fHvn37dG4wmNzS5jVAfbhGQLqH5w3lhrrzplixYsJ1QCp4CoUCN2/eFDsMIiIqQlikk0tubm5wc3PDwoUL8fLlS6Fg5+rVq8KFgYwFO2FhYfjrr7/w119/wcLCAh06dEC3bt3QqVMn2NraivZeiPKiXLlyGDFiBNavX4+ZM2fiwoUL/DFBRESikkgknGK8CDAwMFC6CGNgYMCRhihbPG+IKC9cXV2Fgh2FQoEnT57g1q1bePbsGQIDAxEcHCyM6CmTyWBmZgYLCws4ODjAxcUFrq6uqF27Ntzc3FCsWDGx306W3r59iylTpgjLI0eORIsWLUSLZ+zYsejTp49G+wQEBKB79+7CcsOGDVGtWjUtR6aZuLg4+Pr6CssNGzaEhYWFiBGRPuB5Q5riOUO5oYvnTVxcHC5dugQfHx+cOnUKQUFBSq9XqFAB7du3R7t27dCsWTOYmppm26ZcLseLFy80isPOzg5SqVSjfYoKXTxvSPcVpfPmyZMnYodAlCvm5ubo0qULunTpAgD49OkT7ty5o3H+w9XVVeR3UniYmpri33//Re/evbFw4UL4+fmp3c7CwgJDhw7FnDlzCm3Rcl6vAfIaAeUGzxvKDXXnDe9hEMerV6+wbds2bNu2DQEBAWKHQ0RERQh7jFrg6uqK77//Ht9//z0iIyNx5MgReHt749SpU8JUqxlHUf306RMOHDiAAwcOwNDQEElJSWKFT5RnP/30EzZv3oxLly7h9OnTmU7xTERERERERFQYSCQSVK9eHdWrVxc7lHwxbtw4REVFAQAcHR2xZMkSUeNxcHDI880llpaWOlccZWFhoXMxke7jeUOa4jlDuaHuvJHL5YiMjNSoHXt7e40KXAICAnD8+HEcP34c58+fV7p2ZmJiAg8PD3h5eaFjx465Ho3fxsYmV/tR9vh5Q7lRmM8bS0tLsUMg0gpLS0u0bNkSLVu2FDuUfBMYGJjvx5g7dy7mzp2bpzZ69eqFXr16ISAgADdu3EBISAiSk5NhY2ODatWq5bhwmYiIqLCLjo7G3r17sXXrVqUZjczNzYX7eYmIiPIbi3S0zN7eHsOGDcOwYcOQmJgIHx8feHt74+jRo4iIiACgWrCTmpoqVrhEWlG6dGmMGTMGq1atwqxZs9C2bVvOpkNERERERESkh/bu3YuDBw8Ky6tWreLNrERERITIyEiNi2bDw8NRokSJTF9PTEzExYsXhcKc58+fK73u4uICLy8veHl5oXXr1oV2tg0iIiIiTVSsWBEVK1YUOwwiIiKdkpKSAh8fH2zbtg3e3t5ITEwE8Ple3bZt22Lw4MFo3rw5Z/sjIqICwyKdfGRqaoquXbuia9euUCgUuHLlCry9veHt7c2p86jQmT59OjZs2IAbN27g2LFj6Ny5s9ghEREREREREZGGpk6dKjzv1KkT+vbtK2I0REREVNi8fv1aKMo5e/as0gi2hoaGaNmyJTp27AgvLy9Uq1aNA4IRERERERERkVoKhQJ+fn7YunUrdu7cifDwcOG16tWrY+jQoRgwYABKly4NAMIg+0RERAWBRToFRCKRoHnz5mjevDl+++03PH78GN7e3jh06BBu374tdnhEeebo6Ijx48djyZIlmD17Nry8vCCVSsUOi4iIiIiIiIg0EBUVJTw/duxYrm6Mff36tcp+d+/eRd26dfMYHREREemb5ORkXLlyRSjMefz4sdLrzs7Owmw5np6eKFasmEiREhEREREREZE+CAkJwY4dO7B161Y8evRIWF+iRAkMGDAAQ4YMQb169TjwBxERiYpFOiKpXr06qlevjhkzZiAsLEzscIi0YurUqVi3bh3u3r2LgwcPolevXmKHREREREREREREREREIhg+fDguXryI2NhYYZ1UKkXTpk2FwpzatWvzphkiIiIiIiIiylJcXBwOHjyIrVu34vTp01AoFAAAExMTdOvWDUOGDEH79u1hZGSUaRv29vZKs+3khL29fZ7iJiKiootFOjrA0dFR7BCItKJ48eKYNGkSFixYgDlz5qB79+4wMDAQOywiIiIiIiIiIiIiIipgx44dA/B5JNuOHTvCy8sL7du3h62trciREREREREREZGuk8lkOH/+PLZu3Yr9+/cjLi5OeK1FixYYMmQIevfuDRsbmxy1J5VKUaJEiXyKloiISBmLdIhIq77//nusWbMGjx49wp49e9C/f3+xQyIiIiIiIiKiHPL29kZKSopG+9y7dw9TpkwRlkuWLInt27crbVOxYkWtxEdERET6Y+rUqejTpw8aNGgAqVQqdjhEREREREREpAceP36Mbdu2Yfv27QgODhbWV6xYEYMHD8agQYPg6uoqYoRERETZY5EOEWmVjY0NpkyZgpkzZ2LOnDno06cPDA35UUNERERERESkD1q1aqXxPhl/95uamqJt27baComIiIj01NSpUzlCLRERERERERFlKzw8HLt27cLWrVtx+/ZtYb2NjQ2+/PJLDBkyBI0bN4ZEIhExSiIiopzjnfP/7+LFi/nWtoGBAYoVKwZra2vY2dnB0tIy345FpAu+++47rFixAs+fP8f27dsxbNgwsUMiIiIiIiIiIiIiIqJceP78OTZs2CB2GERERJTPIiIiYGxsDGtr6xzvExAQgI0bN+L8+fN4+fIlYmNjUbx4cTg6OqJJkybo0aMHWrduzRtqiYiISEViYiKOHDmCbdu24cSJE0hNTQXweWAwLy8vDBkyBJ07d4aJiYnIkRIREWmORTr/z8PDo8CSAmXKlEHDhg3RsmVLDBo0CDY2NgVyXKKCYmVlhenTp2Pq1KmYN28eBgwYAGNjY7HDIiIiIiIiItLIvXv3cPToUbx8+RJhYWEwMzODk5MT3N3d0blzZ9jZ2WnlOJ06dcKTJ08AABKJBC9evNBKu0RERES5FR4ejt27d2P79u3w9fUVOxwiIiLKBxEREVi/fj327t0Lf39/4cZYOzs7tG/fHhMnToS7u7vafZOSkjBlyhSsX78ecrkcCoVCeC00NBShoaG4e/cu1q1bh9q1a2P9+vVo1KhRgbwvIiIi0j65XI7IyEiN9rG3t4dUKlVap1AocPXqVWzduhW7d+9GdHS08Jq7uzuGDBmCfv36cWZeIiLSeyzSySB94iC/BAUF4c2bN9i/fz+mT5+OQYMGYdGiRVq7sYNIF4wdOxbLli1DYGAgNm/ejNGjR4sdEhEREREREVGOXLx4EePHj8fDhw8z3cbAwAA9evTA/PnzUaVKlTwdLzQ0FIGBgQDAkWWJiIhINImJibhx4wZ+//13nDt3DjKZDAAglUrh4eGBs2fPihwhERERacuuXbvw7bff4uPHjyr3yURGRmLXrl3YvXs3Jk2ahN9++03p9fj4eHzxxRe4cuWK0r7pcxoKhUJ47d69e2jWrBnWrl3L+waIiIj0VGRkJBwcHDTaJzw8XCi2efHiBbZt24Zt27bh5cuXwjZlypTB4MGDMXjwYFStWlWrMRMREYmJRToZFNSNEGnJiPj4eGzcuBFHjx7F9u3b4eHhUSDHJ8pv5ubm+PHHH/Hdd99hwYIFGDp0KExNTcUOi4iIiIiIiChLs2bNwqJFiwBkPZhLamoq9u3bB29vb8yYMQOzZs1SGRFOExKJpEAGjyEiIiJKLzU1FadOncKaNWtw/fp1JCUlCa+5u7tj0KBB6NevH6RSqcY34xAREZFu2rRpE0aPHg25XC6sy3ivTFqRzfLlyxEXF4d169YJrw0bNgyXL19Wu19m7cnlcowbNw6mpqYYOnSott4KERER6bCoqCgcPHgQW7duxZUrV4T1lpaW6N27N4YMGYJWrVrl6doKERGRruK3WzppSYb0j+xez+32EolEeCgUCoSGhqJjx464ceNGQb5lonz19ddfo3Tp0ggJCcGGDRvEDoeIiIiIiIgoSz/++CN+/vlntfkbdQ+FQoHk5GTMnz8fLVu2RGhoqNhvgYiIiChbCoUCvr6++O6771CqVCn07t0bFy5cQFJSEhwdHTFt2jT4+/sL25QsWVLskImIiEhLrl27JhTopM9xAMqz36TPffz55584ePAgAODIkSPYt2+f0utpj2LFisHBwQFSqVTlHhqJRCIU6rx+/brg3zgREREVuBo1amD06NG4cuUKpFIpOnTogB07duDdu3fYvHkzWrduzQIdIiIqtDiTzv87d+6c8Pz69euYP38+EhMTAXxORNjY2MDT0xP16tVD+fLlYW1tDRMTE8TExCAyMhL379/H9evXcevWLQD/S1g0adIEs2fPhoGBAT5+/IiwsDBcv34dp0+fRnh4uFLCIykpCT179oSfn58wzR+RPjM1NcWsWbMwevRoLFq0CCNHjoS5ubnYYRERERERERGpOHXqFH799Ve1I8eqk/EmlqtXr8Ld3R0nTpxA7dq18z1eIiIiIk0FBARgx44d2L59OwICAoT19vb2aNSoEVq1aoXKlSujTZs2KFasmNK+9vb2CA8P1+h49vb2WombiIiItEMul+Obb74RCnTSKBQKlChRAuXLl0diYiL8/f2RlJSkVIgzc+ZM9OjRA7/88ovSfrVq1cKMGTPwxRdfwMbGRlh/69Yt7NixA3/88QdSU1OFfRISEvDdd9/B29u7wN43ERERiSMlJQW1atXCkCFDMGDAADg7O4sdEhERUYFhkc7/a9WqFQDgzz//xKxZsyCTyaBQKFC2bFksWrQIvXr1gomJSbbtPH/+HEuWLMHff/8N4PMoJDNnzsSRI0eEkca+/fZbJCcnY8uWLZg2bRpiYmKE/cPCwvDbb79hyZIl+fAuiQre8OHD8euvv+LVq1dYu3Ytpk6dKnZIREREREREREpSUlIwcuRIpXVpM+l06dIFXl5eKFu2LOLj4xEQEIB9+/bh9u3bAJRHln379i08PDxw4sQJNGrUSIy3IgoPD49Mi5mIiIhIXOHh4di9ezd27NiBGzduCOvNzMzQo0cPDBw4EI0aNcLly5ezbEcqlXKAOSIiIj139OhR3L9/X8hjAICrqyvWrl2L9u3bC4U7sbGxWLVqFebPnw+ZTAYAePr0KbZs2YLr168L240bNw6rVq1SGQFfIpHA3d0d7u7u+Prrr9GhQwe8fftWOO7Ro0cREBCAihUrFuC7JyIiooJ29uxZtG7dWuwwiIiIRMG54tLZunUrxo4dK4zi0bNnTzx+/BgDBgzIUYEOAFSqVAkbN27EqVOnYGlpCQC4desWOnTogE+fPgnbGRsbY9SoUbh586ZQIZx+quDo6GgtvzsicRgZGWHOnDkAgMWLFyM2NlbkiIiIiIiIiIiU7d+/H2/evFGaGads2bK4ceMGvL29MXr0aHTs2BG9evXCtGnTcPPmTdy6dQstW7YUbmpJK9aJiopCu3btcOnSJTHfEhERERVhcXFx2LlzJ7y8vODs7IzvvvsON27cgFQqRYcOHbBt2zaEh4djx44d8PLygpGRkdghExERUQHYvHmz0nLZsmVx6dIldOjQQWlmHSsrK8ycORMbN24UBjEBgOnTpwvb9O7dG2vWrFEp0MmoRo0a8PHxgbGxsdL6bdu25fXtEBERkY6rWbOm2CEQERGJhkU6/+/169cYN26ckGBo27Yt9uzZA3Nz81y116ZNGxw5ckS4QePBgweYNm2aynYVK1bEnj17lBIenz59go+PT67fC5GuGThwICpXrozIyEisWrVK7HCIiIiIiIiIlGzYsEF4rlAoULJkSVy9ehVubm6Z7lO/fn2cP38eK1asULqxVSKR4NOnT+jYsSPOnj2br3ETERERpUlNTcV///2HQYMGoWTJkhg4cCBOnDgBmUwGd3d3rFy5EiEhIcI2aQPNERERUdEgl8vh4+MjDB4rkUiwYsUKODk5ZbrP0KFD4enpKQxQEh4eDuDzjHxr167N8bGrV6+OH374QTiuQqHAgQMH8vaGiIiIiIiIiHQYi3T+36JFixAXFwfg8yw3GzZsyHbEj+y0bNkSI0aMgEKhgEKhwMaNG/H69WuV7Zo0aYIuXboIiQ0AuHjxYp6OTaRLDA0NMW/ePADA0qVL8fHjR5EjIiIiIiIiIvosJSUF165dU7pJ5Y8//hBmPs7OhAkTcP78eTg4OAjrJBIJ4uPj0blzZw7EQkRERPlGoVDA19cXEyZMQKlSpdCxY0fs2LEDcXFxcHV1xezZs+Hv7y9s4+joKHbIREREJJInT54gISFBWC5VqhR69OiR7X6jRo1SWpZIJOjXrx+KFy+u0fHHjh0LAwMDYdnf3x+JiYkatUFERETiCAwMxA8//CB2GERERHqFRToAkpOT8e+//wqz3nh6esLFxUUrbX/99dcAPicqZDJZplP2jhgxQtgOAG7duqWV4xPpir59+6JmzZqIjo7G8uXLxQ6HiIiIiIiICABw9+5dJCUlCctVqlRB9+7dNWqjcePGuH79OqpUqSIMwiKRSJCYmIhu3brh+PHj2gyZiIiI9IxcLkdERIRGD7lcnml7AQEBmDdvHqpUqYJGjRph9erVCA8PR/HixTFu3Dhcu3ZN2KZy5coF+E6JiIhIVz169Eh4LpFI0KFDhxzt5+npqbLuiy++0Pj4JUuWRNOmTYW8iUwmw/379zVuh4iIiArOs2fPMHz4cFSqVAlbtmwROxwiIiK9wiIdADdu3MCnT5+E5datW2utbTc3N1haWgrL586dU7tds2bNhAIdhUIhTBNMVFhIpVJhNp2VK1fi/fv3IkdERERERERE9Pkm1zQSiSRXN5oAgIuLCy5fvowGDRooFeokJSWhZ8+eOHLkiFbiJSIiIv0TGRkJBwcHjR6RkZFKbUREROD3339H48aNUalSJcydOxfPnz+HmZkZ+vfvj2PHjiE0NFTYJu2aExEREREAfPz4EQCEnEXNmjVztJ+dnR1KlCihtK5+/fq5iqFBgwZKy4GBgblqh4iIiPLXgwcP0L9/f1SrVg1btmxBamoqWrVqJXZYREREeoVFOgCePn0K4H/JCGdnZ6227+TkJLSfdqyMbG1tlaYD/vDhg1ZjINIFPXr0QL169fDp0ycsWbJE7HCIiIiIiIiIVG5SqVGjRq7bsrOzw9mzZ9GsWTOlQp3k5GT06dMH3t7eeQ+YiIiIioy4uDjs3LkTnTp1gpOTE8aPH48bN25AKpWiQ4cO2Lp1K969e4edO3fCy8sLRkZGYodMREREOio6OlppOf39KdmxtbVVWs5YtJNTlSpVyjImIiIiEtfNmzfRvXt31K5dG7t27YJcLkfXrl1x48YN7N27V+zwiIiI9AqLdKBaECOTybTafvr2siq+SZ/YSD+zD1FhIZFIsGDBAgDA77//jrCwMJEjIiIiIiIioqIuJiZGadnGxiZP7VlZWeHkyZNo3bq1SqFO3759ceDAgTy1T0REREXD2LFjUbJkSQwcOBDHjx+HTCaDm5sbVq5ciZCQEPz3338YPHgwrKysxA6ViIiI9EDG+2DMzc1zvK+ZmZnScrFixXIVQ9p+aTP+sUiHiIhIN1y6dAlffPEFGjZsCG9vb0gkEvTt2xd+fn7w9vZGw4YNxQ6RiIhI7xiKHYAuyDiyWEhIiNbaVigUSoUIWY1iZmj4v38OU1NTrcVApEu8vLzQuHFjXL9+Hb/88gtWrVoldkhERERERERUhGXMwWjjBhFzc3McO3YM3bt3h4+PDyQSCSQSCVJSUvDll19ix44d6NOnT56PQ0RERIXXvn37AACurq4YOHAgBg4ciCpVqogcFREREemrjEU5cXFxBR5DxmKf5OTkAo+BiIiIPlMoFDh9+jQWLlyIixcvAgAMDAwwaNAgTJ8+HVWrVlXa3t7eHuHh4Rodw97eXmvxEhER6RvOpAPAyckJwP9G6/Dx8dFa21euXEF8fLzKsdRJfxOIhYWF1mIg0iXpZ9NZv3493rx5I3JEREREREREVJSlzZyTlheKiIjQSrumpqY4fPgwOnbsqDSjTmpqKgYOHIhdu3Zp5ThERERUOH311Ve4evUqAgICMH/+fBboEBERUZ5YW1srLWecWbggpB0zLU+iyWw+REREpB0KhQKHDx9G48aN0b59e1y8eBHGxsYYPXo0nj9/ji1btqgU6ACAVCpFiRIlNHpIpbw9mYiIii5+CwKoUKGC8FyhUODSpUt49OiRVtr+/fffhecSiQSurq5qt0tNTVWqNHZ2dtbK8Yl0kaenJ1q1aoXk5GT8/PPPYodDRERERERERZiLi4vSsrZyQgBgbGyMQ4cOoXPnziqFOoMHD8bOnTu1diwiIiIqXH799Vc0adJEKCQmIiIiyosyZcoA+N8gJS9fvtRo/7S8Rl5ERUUpLVtZWeW5TSIiIsoZmUyGPXv2oG7duujWrRt8fX1hZmaGiRMn4uXLl1i/fj3Kly8vdphERESFhqHYAegCd3d3ODo64t27dwA+F8yMHDkS586dg6mpaa7bPXjwIPbs2QOJRAKFQgGJRIKuXbuq3fbJkydISUmBRCKBRCJhh4cKtbTZdFq2bIlNmzZh2rRpPOeJiIiIiIhIFDVr1hSepw3eok1GRkY4cOAA+vTpA29vbyH3I5PJMHToUMhkMuHYRERERERERET5oWzZskrLAQEBOd63ZcuWKF26dJ5jCAwMVFpOKxwiIiKi/JOSkoKdO3fil19+gb+/P4DPhbLjxo3DpEmT4ODgIHKEREREhRNn0sHngoG+ffsKhTQA4Ovri44dOyIiIiJXbe7cuRMDBgxQGuHMxMQEvXr1Urt9xhtA6tSpk6vjEumLFi1aoH379khNTcX8+fPFDoeIiIiIiIiKKAcHB5QsWVJYDgoK0ng02ewYGhpi79696NGjh9KMOjKZDF999RUCAgI4Sj4REVEh9fHjR6xZs0bsMIiIiKiIc3V1hYmJCYDPA4XcuXMnx/uuWrUKR44cER65dffuXaVlDuRJRESUf5KSkvDnn3+icuXKGDZsGPz9/WFra4t58+bh9evX+OWXX1igQ0RElI9YpPP/Zs+eDXt7ewAQZr65cOECqlSpgt9++02YZSc7586dQ6dOnTB48GAkJSUBgFD8M3369Ew7Nt7e3sK2ANC0adO8viUinbdgwQIAwNatW/Hs2TORoyEiIiIiIqKiqlWrVkoz2Wzfvl3rxzA0NMSePXvQp08flUKd+Ph4rR+PiIiIxBUQEIDx48ejTJkyQi6ciIiISCwGBgaoVq2asBwSEoK3b98W2PFTU1Ph5+cnDFJiamoKV1fXAjs+ERFRUREfH4+VK1fC1dUVY8aMQWBgIBwcHLB48WK8fv0as2fPhq2trdhhEhERFXqGYgegK+zs7PD7779jwIABAP5XqBMVFYXp06fjp59+Qr169VC/fn2UK1cO1tbWMDY2RmxsLCIjI/HgwQP4+voiLCwMAJRm5QGAunXrYsaMGWqP/ebNG5w9e1Y4poWFBVq0aJH/b5pIZA0bNkSXLl1w5MgRzJs3Dzt27BA7JCIiIiIiIiqC2rRpgz179gi5mS1btmD27NlaP46BgQH+/fdfGBgYYNeuXZBIJMIxOZMOERGR/ksbAG7FihU4cuSIUJhbtWpVPH36VOToiIiIqKirX78+/Pz8hOWLFy+iX79+BXLsU6dOITY2VsiF1KtXDwYGBgVybCIioqIgJiYG69atw/LlyxEREQEAKF26NH744QeMHDkSZmZmIkdIRERUtLBIJ51+/fohKioKY8eOBQDh5giFQoHU1FTcvHkTt27dynT/9COupt+3du3a8PHxgZGRkdr9NmzYAEPD//1TdOnSRZhmmKiwmz9/Po4cOYJ///0X/8fefcfXeP5/HH+fhBARRCR2jFKjVu2qGrVq7yq+VqmatWnNoGq2VM3aatSOWXsVrdijRosSOwRpQqac3x/9OXUSI4mT3Bmv5+NxHs11n/u6r/fRu6lcuT739dVXX6lIkSJGRwIAAAAAJDMfffSRVfvatWvasmWL6tSpY/Ox7OzstHTpUqVMmVI//fSTZXEKAABIvEJDQ7VixQpNnjxZJ06csByvU6eO+vTpo2LFiilz5swGJgQAAJDef/99zZ8/3zIP8csvv8Rbkc6KFSsk/ffA2woVKsTLuAAAJHUPHjzQ999/r6lTp+rRo0eSpLx58+rLL79U27ZtWYcKAIBBKNKJ5PPPP5e7u7u6du0qX1/fKAslni/EiexF53388ceaOXPmK7cIHD16tEaPHm2D9LFnNpt19epVnTlzRjdu3NCjR4+UKlUqubi4KH/+/CpTpoxSp05tWL6QkBCdOHFC58+f18OHDxUUFKR06dLJ3d1dJUuWVL58+VjQkkiVKFFCzZo10+rVq+Xp6anVq1cbHQkAAAAAkMx4eHioXLly8vb2tswveHp6xkmRjvTvHNLChQuVMmVKq8UxAAAgcbl//75mz56t6dOn6/bt25IkR0dHtWvXTr169VLBggUlyfIEWwAAACNVrFhR7u7ulnmI06dPx8u4t27d0ooVK6zmP2rWrBkvYwMAkFTdvXtX3333nWbMmKHAwEBJ/+7kO2TIEH3yySdWD40HAADxj/8Tv0Djxo1VqVIlDR06VEuWLNHjx48l6bVPNn2+gOfdd9/VsGHD1KhRo7iOG2sPHz6Ul5eXtm7dqt27d+v+/fsvPTdlypSqW7euevfurcqVK8dbxmPHjmny5MlavXq1QkJCXnpe9uzZ1bFjR/Xq1UsZM2aMt3ywDU9PT61Zs0Zr1qzRiRMn9O677xodCQAAAACQzDRv3lyHDx+2tI8ePaqNGzeqfv36cTKeyWTS3LlzlSpVKs2cOTNOxgAAAHHj/PnzmjJlihYvXqzg4GBJUtasWdWzZ0917txZrq6uVue7urrK19c3RmNEvgYAAMCbyp8/v+7cuRPv444ZM8ZqvYeTk1O8rjsBACApuX79uiZOnKg5c+ZY5iRKlCihIUOGqEmTJrKzszM4IQAAkCjSeSlXV1fNnDlTEyZM0NKlS7V79279/vvvunHjxgvPT5UqlUqUKKH33ntPLVq0ULly5eI5ccx0795dc+fOVWhoaLTODwsLk5eXl7y8vNS2bVv98MMPSpcuXZzli4iI0ODBgzVx4kRFRES89vybN29q1KhRmj17thYuXKiPPvoozrLB9t555x21atVKS5cu1fDhw7Vx40ajIwEAAAAAkpm+ffuqb9++8T7u9OnT1bp1a4WFhcX72AAAIPrMZrN27typyZMn65dffrEcL1mypPr06aOPP/5YDg4OL+xrZ2cnNze3+IoKAACQoEyfPl3Tp083OgYAAIaJiIiI8S67rq6uVgU3ly9f1rhx47Ro0SLL7xPKlSunYcOGqU6dOq98+DwAAIh/FOm8hrOzs7p06aIuXbpIkvz9/eXn56eHDx8qJCRE6dOnl4uLi9zd3RPVFoGHDx9+YYGOvb29smbNqsyZMyssLEzXrl2Tv7+/1TmLFy/WhQsXtGvXLqVNmzZO8n3++eeaO3dulONp0qTRW2+9JUdHR/n5+enKlStWOxjdvXtXDRs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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Figure 1: Organic phase species history dashboard at start-up.\n" ] } ], "source": [ "'''Plot organic phase'''\n", "# TODO: time axis normalized by phase flow residence time.\n", "stg.organic_phase.plot(title='Organic Phase Start-Up', legend='Organic Phase', nrows=2,ncols=3, show=True, figsize=[12,6])\n", "\n", "fig_count += 1\n", "print(f'Figure {fig_count}: Organic phase species history dashboard at start-up.')" ] }, { "cell_type": "code", "execution_count": 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", "

Data summary (units: g/L unless noted)

\n", "\n", "- Time: 0.000 → 51.604 s (data recorded at 16 time points).\n", "- [C₄H₉O]₃PO(o): 291.750 → 228.327 (monotonic decrease; loss ≈ 63.423 g/L).\n", "- H₂O·[C₄H₉O]₃PO(o): 0.000 → 11.032 (monotonic increase).\n", "- HNO₃·[C₄H₉O]₃PO(o): 0.000 → 1.27844 (small monotonic increase).\n", "- HNO₃·[[C₄H₉O]₃PO]₂(o): 0.000 → 1.81471 (small monotonic increase).\n", "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0.000 → 43.8774 (largest formed adduct by mass).\n", "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0.000 → 10.5998 (monotonic increase).\n", "\n", "

Mass balance and net changes

\n", "\n", "- Total listed concentration at t = 0 s: 291.750 g/L (only [C₄H₉O]₃PO present).\n", "- Total listed concentration at t = 51.604 s: 296.929 g/L (sum of all columns).\n", "- Net change over 51.604 s: +5.179 g/L (~+1.78% of initial total).\n", "- Component-average rates (approximate):\n", " - [C₄H₉O]₃PO(o): −1.229 g·L⁻¹·s⁻¹ (loss).\n", " - Combined water-bearing adducts (H₂O· + [H₂O]₂· + [H₂O]₆·): +65.509 g·L⁻¹ total formed; average +1.269 g·L⁻¹·s⁻¹.\n", " - Combined HNO₃-bearing species: +3.093 g·L⁻¹ total formed; average +0.060 g·L⁻¹·s⁻¹.\n", "\n", "

Trends and relative magnitudes (descriptive)

\n", "\n", "- The parent organic [C₄H₉O]₃PO(o) remains the dominant species at all times, though it steadily decreases from ~292 to ~228 g/L.\n", "- Water uptake is the principal transformation: most of the mass converted from the parent organic appears as water-containing adducts, especially [H₂O]₂·[[C₄H₉O]₃PO]₂(o), which reaches ~43.9 g/L.\n", "- Smaller but measurable formation of HNO₃-containing adducts occurs (combined ≈ 3.09 g/L by 51.6 s).\n", "- All newly formed species rise monotonically over the time series; no reversals or oscillations are present in the recorded interval.\n", "\n", "

Key observations

\n", "\n", "- Rapid and monotonic conversion of the parent organic into water-bearing adducts is the dominant process in the 0–52 s window.\n", "- The largest single product by mass is [H₂O]₂·[[C₄H₉O]₃PO]₂(o); H₂O·[C₄H₉O]₃PO(o) and [H₂O]₆·[[C₄H₉O]₃PO]₃(o) are secondary contributors.\n", "- HNO₃ adducts form in small quantity compared with water adducts.\n", "- The total concentration of listed species increases slightly (~1.8%), indicating net uptake/formation (water and HNO₃ contributions exceed the loss of parent organic by ≈5.18 g/L over the recorded period).\n", "\n" ], "text/plain": [ "" ] }, "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 = 6438\n" ] } ], "source": [ ", save_supporting_info=db_save, save_supporting_info=db_saveif 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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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 295.11\n", "34.402683 296.35\n", "51.604025 296.93\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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"text/plain": [ "
" ] }, "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": "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", "#### Quick numeric summary\n", "\n", "- Time span: 0 → 51.604 s (regular sampling interval ≈ 3.44027 s).\n", "- H₂O(a) [g/L]: 992 → 986.307; absolute change −5.693 g/L; mean rate −0.110 g·L⁻¹·s⁻¹; relative change ≈ −0.57%.\n", "- H⁺(a) [g/L]: 0.00100739 → 0.310391; absolute change +0.30938 g/L; mean rate +5.995×10⁻³ g·L⁻¹·s⁻¹; multiplicative change ≈ ×308.\n", "- N₂(a) [g/L]: 0.00815443 → 0.00853078; absolute change +3.76×10⁻⁴ g/L; mean rate +7.29×10⁻⁶ g·L⁻¹·s⁻¹; relative change ≈ +4.6%.\n", "- NO₃⁻(a) [g/L]: 0.0620055 → 19.1048; absolute change +19.0428 g/L; mean rate +0.3691 g·L⁻¹·s⁻¹; multiplicative change ≈ ×308.\n", "- O₂(a) [g/L]: 0.0053437 → 0.00540316; absolute change +5.95×10⁻⁵ g/L; mean rate +1.15×10⁻⁶ g·L⁻¹·s⁻¹; relative change ≈ +1.1%.\n", "\n", "#### Trends and relationships\n", "\n", "- H⁺(a) and NO₃⁻(a) both rise monotonically and very steeply over the interval; their final/initial ratios are nearly identical (~308×), indicating proportional growth relative to their tiny initial concentrations.\n", "- H₂O(a) declines slowly and smoothly (small, steady loss ≈ 0.57%), while dissolved gases N₂(a) and O₂(a) remain nearly constant with only marginal increases.\n", "- In absolute mass terms, NO₃⁻(a) dominates the increases (≈19 g/L added), whereas H⁺(a) increases by ≈0.31 g/L; the large difference in absolute change reflects differing initial amounts and molar/gravimetric scales.\n", "- The time series is regularly sampled (constant step), supporting direct comparison of mean rates across species.\n", "\n", "#### Observational notes and cautions\n", "\n", "- Because H⁺(a) and NO₃⁻(a) start from very small initial values, fold-change statistics are large; absolute-change and rate metrics give complementary perspective.\n", "- N₂(a) and O₂(a) show changes close to measurement/noise scale (10⁻⁴–10⁻⁵ g/L), so their small trends should be interpreted with caution unless sensor precision is known.\n", "- The large net increase in NO₃⁻(a) compared with the modest decrease in H₂O(a) implies addition/production of nitrate rather than simple conversion of bulk water into nitrate on a 1:1 mass basis.\n", "\n", "#### Concise summary\n", "\n", "- Rapid onset of acidity and nitrate accumulation (H⁺(a) and NO₃⁻(a) rise sharply, ~×308), small steady depletion of water, and negligible changes in dissolved N₂ and O₂ over the first 51.6 s." ], "text/plain": [ "" ] }, "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 = 6133\n" ] } ], "source": [ "if cortix_ai:\n", " issues = '+ Title your reponse as: Overview of the Aqueous Phase Data at Start-Up.'\n", " cortix_ai.explain(phase=stg.aqueous_phase, issues=issues, markdown_header_level='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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 996.96\n", "34.402683 1001.85\n", "51.604025 1005.74\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": [ "
" ] }, "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", "

Summary

\n", "\n", "- The table contains 16 time points from 0 to 51.604 s at regular increments (Δt = 3.44027 s). \n", "- All three vapor species — H₂O(v), N₂(v), and O₂(v) — increase monotonically over the measured interval.\n", "\n", "

Numeric summary (per species)

\n", "\n", "- H₂O(v): \n", " - Min = 0.0178756 g/L, Max = 0.0261865 g/L, Range = 0.0083109 g/L. \n", " - Mean ≈ 0.0232840 g/L. \n", " - Absolute increase = 0.0083109 g/L over 51.604 s → average rate ≈ 1.61×10⁻⁴ g·L⁻¹·s⁻¹. \n", " - Relative increase ≈ 46.5% (largest relative change).\n", "\n", "- N₂(v): \n", " - Min = 0.817538 g/L, Max = 0.876683 g/L, Range = 0.059145 g/L. \n", " - Mean ≈ 0.8520755 g/L. \n", " - Absolute increase = 0.059145 g/L over 51.604 s → average rate ≈ 1.15×10⁻³ g·L⁻¹·s⁻¹. \n", " - Relative increase ≈ 7.23%.\n", "\n", "- O₂(v): \n", " - Min = 0.251420 g/L, Max = 0.255762 g/L, Range = 0.004342 g/L. \n", " - Mean ≈ 0.2539906 g/L. \n", " - Absolute increase = 0.004342 g/L over 51.604 s → average rate ≈ 8.41×10⁻⁵ g·L⁻¹·s⁻¹. \n", " - Relative increase ≈ 1.73% (smallest relative change).\n", "\n", "

Trends and comparisons

\n", "\n", "- Temporal spacing: measurements are equally spaced (every 3.44027 s), enabling straightforward rate estimates by finite differences or linear fits. \n", "- Linearity / monotonicity: each concentration shows a smooth, monotonic rise across the interval; changes appear approximately linear on this short time scale. \n", "- Comparative rates: N₂ increases fastest in absolute terms (largest absolute slope), H₂O increases fastest in relative terms (largest percent change), and O₂ changes are the smallest both absolutely and relatively. \n", "- Magnitude ordering throughout the interval: N₂(v) >> O₂(v) > H₂O(v) (N₂ about an order of magnitude larger than O₂ and two orders larger than H₂O).\n", "\n", "

Concise interpretation

\n", "\n", "- During start-up, the vapor composition shifts modestly: a notable fractional rise in H₂O concentration, a moderate absolute accumulation of N₂, and only a slight rise in O₂. \n", "- The data are consistent with a steady injection or release of N₂ and H₂O into the vapor phase, with O₂ remaining nearly constant relative to the others over the measured period." ], "text/plain": [ "" ] }, "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 = 5397\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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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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" ] }, "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 44.28\n", "34.402683 48.95\n", "51.604025 51.27\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": [ "
Overview of the Relative Humidity Data at Start-Up.
\n", "\n", "- Dataset and labels\n", " - Time is given in seconds (0 to 48.1638 s). Relative Humidity History (vapor phase) is given in percent [%].\n", " - Eight measurements sampled starting at t = 0 s; sample-to-sample interval is uniform (≈ 6.88054 s).\n", "\n", "- Basic behaviour and trend\n", " - Relative humidity rises monotonically from 35.0000% to 50.9284% over the recorded interval.\n", " - The increase decelerates with time (larger %/s near the start, smaller %/s later), indicating a saturating approach toward a steady value near ≈51%.\n", "\n", "- Global summary statistics\n", " - Minimum: 35.0000%\n", " - Maximum: 50.9284%\n", " - Total change (ΔRH): 15.9284%\n", " - Mean (arithmetic): 45.0359%\n", " - Median: 46.4743%\n", " - Sample standard deviation: ≈ 5.58%\n", " - Total duration: 48.1638 s\n", " - Average rate over entire period: 15.9284% / 48.1638 s ≈ 0.3307 %/s\n", "\n", "- Sampling characteristics\n", " - Nominal sampling interval: ≈ 6.88054 s (uniform between rows).\n", " - Equivalent sampling frequency: ≈ 0.1453 Hz (1/6.88054).\n", "\n", "- Interval-by-interval changes (each interval ≈ 6.8805 s)\n", " - t 0.0000 -> 6.8805 s: ΔRH = +4.4868% → rate ≈ 0.6523 %/s\n", " - t 6.8805 -> 13.7611 s: ΔRH = +3.4119% → rate ≈ 0.4961 %/s\n", " - t 13.7611 -> 20.6416 s: ΔRH = +2.5921% → rate ≈ 0.3767 %/s\n", " - t 20.6416 -> 27.5221 s: ΔRH = +1.9669% → rate ≈ 0.2858 %/s\n", " - t 27.5221 -> 34.4027 s: ΔRH = +1.4906% → rate ≈ 0.2167 %/s\n", " - t 34.4027 -> 41.2832 s: ΔRH = +1.1280% → rate ≈ 0.1639 %/s\n", " - t 41.2832 -> 48.1638 s: ΔRH = +0.8521% → rate ≈ 0.1239 %/s\n", "\n", "- Key observations (concise)\n", " - The RH rises steadily and monotonically; every sampled point is higher than the previous.\n", " - The per-interval rate decreases monotonically, consistent with a first-order (exponential-like) approach to an asymptote near 51%.\n", " - Sampling is regular and dense enough (≈ 6.9 s spacing) to resolve the deceleration in the RH increase over the recorded 48 s." ], "text/plain": [ "" ] }, "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 = 4742\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='
', 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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Mrc27UqG6VVuaY+WW5liztSU6e3qHvJ68RMSsceUxd1JVzD2qL1w3d2JlTK0tPeA/YMr0eBsAAAA40i1atCijec3NzXHPPfekxmeddVZUVlYOVlkAAIdF6G6ESCaTsXz58rRrp5xyygHnvvjii7Fly5bUuLi4OE4++eSM93rta1+bNn788cczLxQAAGAfbZ3d8eyLLX1Hw77Q3N/Bbmc0tnXlpJ5xFcUxd2JlzN3dwW5SVRw9oSJKCvNzUg8AAACMZpl2hy8sLIz8/Py0sc7yAMBwJXQ3Qtxwww2xefPm1Hju3LmxcOHCA85duXJl2vjoo4/O6v+Qzp8/P228evXq6O7ujoICLxcAAOCl9fYmo66hLZ7ZsrO/g11zrHqxOdbVt0YyOfT1FBfkxSuO6gvW9YXsquLYiZUxvrJ46IsBAAAAAABGDSmqEeA//uM/4oorrkiN8/Ly4lvf+tYBjziKiFi1alXaeNq0aVntN378+CgpKUkdZ9vZ2Rlr166NY445JsvKAQCA0aqxtbMvWLdlz9Gwz25pjvaunpzUM21MacydWJUK182dVBkzx5ZHft6B/94EAAAAAABwqITuhoFnn3026urqUuOurq5obGyMp556Kn7xi1/E008/nfpaUVFRfO9734tzzjnnJe+3devWtPHUqVOzrmny5Mnx/PPPp91zIEJ3W7dujW3btmW1ZvXq1WnjlpaW2Llz52HXwsBqbW096Bj21dW15zi55ubmKCwszGE1DHdeL2TLc4ls+Tnz0rp6emNtfXs8u7U1nt3aGs/1/9na0pmTeipLCuKY8WXxignlccz48njFhPI4enxZlBfv+9fb3mhtaR60OrxmyJZnE9nyc4Zsec2QLc8msuXnDNnymiFbnk0ADCeeSyNDS0tLzvYWuhsGrrvuuvj6179+0DmJRCLe9KY3xdKlS+OVr3zlQefu+4IqLy/PuqZ91wzUi/S6666LJUuWHNY9li1bFlu2bBmQehg4PT3pHU2WLVuWo0oYKfZ+zdxzzz2Rn5+fw2oY7rxeyJbnEtnycyYimYxo6ozY3JaIzW0Rm1sT8UJbIl7siOhNDn23uLxEMo4qiZhUlozJ5cmYXBYxuSwZNUXdkUh0RERDxI6Ihh0Ry54b8vK8ZsiaZxPZ8nOGbHnNkC3PJrLl5wzZ8prhcHk2ATCceC4NT3s3ORtqQncjxMUXXxwf/vCHXzZwF7F/QK6kpCTr/UpLSw96TwAAYOTq6Il4oS3ihbZEbG5NpIJ27T25OYq1urAvWDepP1g3uSwZR5VGFOTlpBwAAAAAAICDErobIW6++ea4+eab44wzzogbbrghjj766Jec29HRkTYuKirKer/i4uK0cXt7e9b3AAAAcqs3GbGto6973Qut/R3s2hJRvys34bqivD3Buklle7rXlTthCAAAAAAAGEGE7oaBa6+9Nq699trUuL29Perr6+OJJ56In//85/GTn/wkFXq777774rTTTos77rgjTj311APeb9/Odp2dnVnXtGvXroPe81BdccUVcfHFF2e1ZvXq1XHRRRelxgsXLox58+YNSD0MnKampnjyySdT44ULFx7S0cYcObq6ulKvmbPOOisKC73bzkvzeiFbnktkazT8nKlv7YzntrbGc9va4rmtrfHs1tZYs70tdnX3DnktiYiYVlsSx0woj1dMKI9jxvd9nFpbEnmJ3AT+BtpoeM0wtDybyJafM2TLa4ZseTaRLT9nyJbXDNlqbW1NO7rPswmAXPJcGhlWrlyZs72F7oah0tLSmDp1akydOjXOP//8+PSnPx0XX3xxPP744xHR98uQiy66KJ566qmoqanZb31FRUXaeN/Od5nYt7Pdvvc8VBMmTIgJEyYc1j0qKiqiqqpqQOph4HR1daWNy8vL/XfioPYOBFdWVh5SV06OHF4vZMtziWyNpJ8zHV09sXprSzyzpTmeeWFnrHqxOVa+0BzbW3a9/OJBUFNWGPMmVsWxEytj3qTKOHZiVbziqIooKxrdf90cSa8ZhgfPJrLl5wzZ8pohW55NZMvPGbLlNcPh8mwCYDjxXBqeBirPdChG97sgo8TRRx8dd9xxR5x88smxYcOGiIjYtGlTfOUrX4kvfvGL+83f9wXV2tqa9Z77rsnlixQAAI5EyWQyNja2xzNbmmPVlp2xcktzrNrSHGu3t0ZPb3LI6ynMT8TREypj3sTKOHZiZcydVBVzJ1bGhMriSIyS7nUAAAAAAACZELobIcaNGxdLliyJ9773valrN9544wFDd/t2ktu4cWPW+23evPmg9wQAAAbOzo6uWNXfue6ZLc3xzJbmeHZLczTv6s5JPZOrS1Khur4OdlUxa1x5FObn5aQeAAAAAACA4UTobgR5+9vfHpdffnkkk31dLTZv3hzr16+PGTNmpM079thj08Z1dXVZ7bN169a0I2mLiopi9uzZh1g1AACwW3dPb6zd3hordx8N2x+w29TUnpN6yovyU13r+jrY9R0TW11amJN6AAAAGP72PjY203mZrtnNUbQAAAx3QncjSE1NTYwZMybq6+tT17Zs2bJf6G7u3Llp4zVr1kRnZ2fGf0FZuXJl2njOnDlRUOClAgAAmUomk7GteVd/17qd8cwLfeG61VtborOnd8jryUtEzBpXHnMn9nWv293FbkpNaeTlORoWAACAzC1dujTrNVdffXVW8xcvXpz1HgAAMJQkqUa4wsL9O1BMnDgxJk6cGFu2bImIiF27dsUf//jHeM1rXpPRPe+///608UknnXTYdQIAwGjV3tkTz77YH67b0hzPvNAcq15sjobW7P4V/0AZV1EUc/s71s3tPxr26AkVUVKYn5N6AAAAAAAARhuhuxGkubk5Ghoa0q4dddRRB5x7/vnnx/XXX58a33HHHRmH7u6444608dve9rYsKwUAgNGntzcZGxrbYuULzf3HwvaF7NbVt0YyOfT1FBXkxSuOqtjTva4/aDe+snjoiwEAAOCIsWjRolyXAAAAOSd0N4L8+te/juRe7+aNHz8+Jk2adMC5F1xwQVro7oc//GF89rOfjUTi4EdHrVmzJu65557UuLCwMN7ylrccZuUAADCyNLV19net2xmrXmyOlS80x7MvNkdbZ09O6pk2pjSOPaoq5k2q7O9gVxUzx5ZFQX5eTuoBAADgyFVUVJTrEgAAIOeE7kaI9vb2WLx4cdq1t771rZGXd+A32f7sz/4spk6dGhs3boyIiHXr1sUPf/jDeO9733vQfT7/+c+nBfv+4i/+Iqqrqw+zegAAGJ6SyWRsaGiPx9bXxyNdU6Khtyx+89V748Wdu3JST2VJQczbfTTspL5w3SuOqojKksKc1AMAAAAAAMD+hO6G2JVXXhkXX3xxnHbaaRmvaWhoiEsuuSSeffbZ1LX8/Pz42Mc+9pJriouL4zOf+Uz8wz/8Q+raJz7xiXj1q18d8+fPP+Can/zkJ/GjH/0obY8lS5ZkXCcAAAxnuwN2T27aEU9u2hFP9X/c0d7VP6O/i/QQBO4K8hIxe3x56kjYef0Bu0nVJS/bnRoAAAAAAIDcErobYr/97W/jK1/5SixcuDAuueSSOPvss+O4446LwsL0zhXJZDJWrVoVt9xyS3zjG9+I7du3p339Yx/7WJxwwgkH3evyyy+Pb33rW7FixYqIiGhsbIwzzjgjrrnmmnj3u98dBQV9//kbGhrimmuuiX/7t39LW//3f//38YpXvOJwv2UAABhyewfs/rSpKZ7atCOe2rRzr4Dd0DmqqjiOnVgV8ybuORp2zoTyKC7IH/JaAAAAAAAAOHxCdzmybNmyWLZsWUREFBUVxZQpU6KmpiaKioqiubk5NmzYEM3NzQdce+mll8aXvvSll92jsLAwbrnllnjd614XDQ0NEdEXsLv00kvjgx/8YMyZMyfa29tj7dq10dWV/ubjwoUL46tf/ephfpcAADD4kslk1DW0pXWwy0XArrQwP14xsTLmHtV3NOzugN2Y8qIhrQMAAAAAAIDBJXQ3DHR2dsbatWtfdl5VVVVcddVV8YEPfCDjI6fmzZsXv//97+PCCy+M9evXp663tLTEE088ccA15557btxyyy1RWlqa2TcAAABD5EABuyc37oidHd1DVkMiETFjTFna0bDHTqyK6WPKIj/P0bAAAAAAAACjndDdEPvpT38av/zlL+OOO+6IZcuWxc6dOw86P5FIxAknnBB/8zd/E5deemmMHz8+6z1f+cpXxpNPPhlLly6N73znO9HY2HjAecccc0xceeWVcfnll2cc6gMAgMGSFrDbuCdkN5QBu5qywpjb37Fu7sTKmDupKl5xVEWUFfmrFAAAAAAAwJHKO0VDbN68eTFv3ry48soro7e3N5577rlYvXp11NXVxc6dO6OrqysqKyujuro6Zs6cGSeffHJUVVUd9r6VlZXxb//2b7FkyZJ4+OGH46mnnor6+vrIz8+PSZMmxcknnxwnnHDCAHyHAACQvWQyGevr2/Z0rxvigF0iEVEV7TE2ry3+8pxXx/wpNTFvUlVMqCz2D1IAAAAAAABII3SXQ3l5eXHsscfGscceO2R7FhYWxute97p43eteN2R7AgDA3g4UsHty045oHsKA3axx5XHClOrUn2PGlcY3r/lKRES873XvjKKioiGpBQAAAAAAgJEnJ6G7/Pz8XGx7UIlEIn7729/G2WefnetSAABg1Ng7YLf7mNinNg99wO7EKdVxfH/A7rgp1VFRnP5Xoc7OziGpBwAAAAAAgJEvJ6G7ZDKZi20BAIBBtDtg96fdHexyELCb3d/B7mABOwAAAAAAADgcOXv3KZFIRETuA3iJRCLnNQAAwEjT25uM9Q17HRGb44DdiVNrYv7kKgE7AAAAAAAABl3O35E68cQTo7a2Nmf733PPPTnbGwAARoJ9A3Z/2tgUKzbtjOZdQxuwO3FqTaqDnYAdAADAwOjs7Mx6XqZrdisqKspqPgAAwHCX83epvva1r8XZZ5+ds/3z8vJSXfc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" ] }, "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 16.875 22.212\n", "0.06 20.172 20.127\n", "0.11 23.258 18.305\n", "0.17 26.106 16.757\n", "0.23 28.693 15.478\n", "0.29 31.001 14.440\n", "0.34 33.063 13.593\n", "0.40 34.884 12.895\n", "0.46 36.484 12.303\n", "0.52 37.888 11.783\n", "0.57 39.118 11.309\n", "0.63 40.197 10.864\n", "0.69 41.144 10.437\n", "0.75 41.978 10.022\n", "0.80 42.715 9.614\n", "0.86 43.368 9.213\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": [ "#### Overview of the Stage Efficiency Data at Start-Up\n", "\n", "#### Data structure and units\n", "\n", "- The table contains 8 time-sampled records (index 0..7).\n", "- time [s]: evenly spaced samples every 6.88054 s (0 → 48.1638 s).\n", "- Columns \"0\" and \"1\": stage efficiencies in percent (%) given as mean values (the table header indicates \"mean, +/- std\" but no ± values are present in the cells).\n", "\n", "#### Statistical summary (per stage, sample standard deviation)\n", "\n", "- Stage 0: mean = 32.67% ; sample standard deviation ≈ 9.12%.\n", "- Stage 1: mean = 14.16% ; sample standard deviation ≈ 4.31%.\n", "\n", "#### Range and extrema\n", "\n", "- Stage 0: min = 16.8752% at t = 0 s, max = 42.7149% at t = 48.1638 s, total change = +25.8397%.\n", "- Stage 1: max = 22.2119% at t = 0 s, min = 9.61383% at t = 48.1638 s, total change = −12.59807%.\n", "\n", "#### Temporal trends and rates\n", "\n", "- Sampling is uniform (Δt = 6.88054 s).\n", "- Stage 0 exhibits a clear monotonic increase across the record.\n", " - Average rate of change ≈ +0.537 %/s (25.8397% / 48.1638 s).\n", "- Stage 1 exhibits a clear monotonic decrease across the record.\n", " - Average rate of change ≈ −0.262 %/s (−12.59807% / 48.1638 s).\n", "\n", "#### Observations and implications\n", "\n", "- The two stages move in opposite directions: Stage 0 efficiency increases during start-up while Stage 1 efficiency decreases.\n", "- Stage 0 shows larger absolute variability (higher mean and larger standard deviation) than Stage 1 over the sampled interval.\n", "- The header’s mention of \"± std\" is not reflected in the table cells; only mean values are provided." ], "text/plain": [ "" ] }, "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 = 4735\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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\n", " \n", "0.00 0.000 0.000 0.000 0.000 0.000 35.002 50.000 50.000\n", "0.06 6.372 6.506 6.645 2.416 2.443 37.442 49.910 49.642\n", "0.11 12.132 12.583 13.058 4.712 4.802 39.578 49.839 49.359\n", "0.17 17.274 18.119 19.025 6.943 7.114 41.447 49.783 49.140\n", "0.23 21.816 23.063 24.417 9.099 9.356 43.082 49.741 48.972\n", "0.29 25.784 27.351 29.114 11.174 11.512 44.513 49.710 48.847\n", "0.34 29.247 31.098 33.208 13.165 13.576 45.763 49.688 48.758\n", "0.40 32.244 34.304 36.682 15.069 15.541 46.857 49.674 48.698\n", "0.46 34.829 37.023 39.587 16.889 17.409 47.813 49.665 48.661\n", "0.52 37.050 39.311 41.987 18.625 19.180 48.648 49.661 48.644\n", "0.57 38.954 41.224 43.947 20.280 20.860 49.377 49.662 48.643\n", "0.63 40.584 42.817 45.533 21.858 22.451 50.014 49.665 48.654\n", "0.69 41.977 44.136 46.803 23.361 23.960 50.571 49.671 48.675\n", "0.75 43.167 45.226 47.811 24.793 25.390 51.056 49.678 48.704\n", "0.80 44.183 46.123 48.604 26.156 26.746 51.480 49.688 48.739\n", "0.86 45.050 46.860 49.221 27.454 28.032 51.850 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": [ "

Overview of Individual Reaction Efficiency at Start-Up

\n", "\n", "- Summary of overall behaviour:\n", " \n", " - Reactions 0–2 (hydrated adduct formation of [C4H9O]3PO) start at 0% and increase monotonically over the 48.16 s window, reaching roughly 44% (rxn 0), 46% (rxn 1) and 48.6% (rxn 2) by the last time point.\n", " - Reactions 3–4 (HNO3 adduct formation) also start at 0% and rise steadily but remain substantially lower than the hydration series, ending near 26% (rxn 3) and 26.7% (rxn 4).\n", " - Reaction 5 (H2O(a) <-> H2O(v)) starts nonzero (35.00%) and increases to ~51.48%, crossing 50% during the interval.\n", " - Reactions 6 and 7 (O2 and N2 gas–aerosol exchange) start at 50% and remain essentially constant around 49.6–49.8% (O2) and ~48.6–49.0% (N2), showing only small fluctuations.\n", "\n", "- Per-reaction details (indexed to the supplied ordered reactions list):\n", " \n", " - 0 — [C4H9O]3PO(o) + H2O(a) <-> H2O*[C4H9O]3PO(o): 0% at t=0 → 44.1833% at t=48.1638 s. Monotonic rise, fairly rapid initially and slowing toward ~44–45%.\n", " - 1 — 2 [C4H9O]3PO(o) + 2 H2O(a) <-> [H2O]2*[[C4H9O]3PO]2(o): 0% → 46.1232% over the same interval. Similar shape to rxn 0 but reaches a slightly higher efficiency.\n", " - 2 — 3 [C4H9O]3PO(o) + 6 H2O(a) <-> [H2O]6*[[C4H9O]3PO]3(o): 0% → 48.6038%. Fastest rise among the hydration series and highest final efficiency of the three.\n", " - 3 — H^+(a) + NO3^-(a) + [C4H9O]3PO(o) <-> HNO3*[C4H9O]3PO(o): 0% → 26.1560%. Steady increase but remaining substantially below hydration efficiencies.\n", " - 4 — H^+(a) + NO3^-(a) + 2 [C4H9O]3PO(o) <-> HNO3*[[C4H9O]3PO]2(o): 0% → 26.7457%. Very similar time history and magnitude to rxn 3.\n", " - 5 — H2O(a) <-> H2O(v): 35.0016% at t=0 → 51.4802% at t=48.1638 s. Begins already active and crosses 50%, showing the largest absolute increase among all reactions (~16.5 percentage points).\n", " - 6 — O2(v) <-> O2(a): 50.0000% at t=0 → ~49.68% (fluctuating 49.66–49.84%) thereafter. Effectively steady around ~49.7%.\n", " - 7 — N2(v) <-> N2(a): 50.0000% at t=0 → ~48.74% at final time (lowest point ~48.64%). Small net decrease from initial 50%, then slight recovery.\n", "\n", "- Key observations and implications:\n", " \n", " - The three multi-water adduct formation reactions (0–2) progress from zero toward similar mid-to-high efficiencies, with larger complexes (rxn 2) achieving the highest efficiency by 48 s.\n", " - The two HNO3 adduct reactions (3–4) follow the same qualitative trend but plateau at much lower efficiencies (~26–27%).\n", " - The H2O phase exchange (rxn 5) is active at start-up and becomes the most efficient single process by the end of the window, exceeding 50%.\n", " - Gas–aerosol exchanges for O2 and N2 (6–7) are essentially at steady-state near 49–50% for the whole interval, indicating they are equilibrated from t=0 with only small adjustments." ], "text/plain": [ "" ] }, "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 = 5460\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='

', markdown_display=markdown_display, print_prompt=False, 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": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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\n", "t [min] \n", "0.00 1.0955 2.6403 0.4865 0.0000 0.0000 0.0019 0.0014 0.0024\n", "0.06 0.9820 2.2625 0.3985 0.0029 0.0028 0.0019 0.0014 0.0025\n", "0.11 0.8888 1.9675 0.3329 0.0089 0.0081 0.0018 0.0014 0.0025\n", "0.17 0.8119 1.7352 0.2832 0.0165 0.0145 0.0017 0.0014 0.0025\n", "0.23 0.7484 1.5508 0.2453 0.0248 0.0212 0.0017 0.0014 0.0025\n", "0.29 0.6961 1.4077 0.2166 0.0334 0.0280 0.0016 0.0014 0.0026\n", "0.34 0.6524 1.2909 0.1939 0.0420 0.0345 0.0016 0.0014 0.0026\n", "0.40 0.6160 1.1972 0.1762 0.0504 0.0408 0.0016 0.0014 0.0026\n", "0.46 0.5856 1.1218 0.1624 0.0585 0.0467 0.0015 0.0014 0.0026\n", "0.52 0.5601 1.0610 0.1515 0.0662 0.0523 0.0015 0.0014 0.0026\n", "0.57 0.5388 1.0118 0.1429 0.0734 0.0575 0.0015 0.0014 0.0026\n", "0.63 0.5209 0.9721 0.1362 0.0802 0.0624 0.0015 0.0014 0.0026\n", "0.69 0.5058 0.9398 0.1308 0.0865 0.0668 0.0015 0.0014 0.0026\n", "0.75 0.4931 0.9136 0.1266 0.0923 0.0710 0.0014 0.0014 0.0027\n", "0.80 0.4824 0.8923 0.1232 0.0977 0.0747 0.0014 0.0014 0.0027\n", "0.86 0.4733 0.8750 0.1206 0.1026 0.0782 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": [ "

Overview of Reaction Rates Density at Start-Up.

\n", "\n", "This response summarizes the time history (0 → 48.1638 s) of reaction-rate densities (units: mM/s) for the eight ordered reactions provided. Times are sampled every 6.88054 s (8 points). The columns 0–7 map to the reactions in the given order (converted to the requested chemical formatting).\n", "\n", "

Key points

\n", "\n", "- The three leftmost reactions (columns 0–2) exhibit large absolute rates (0.1–2.6 mM/s) and decline monotonically over the recorded period.\n", "- Two intermediate reactions (columns 3–4) start effectively at micro-magnitude rates and grow by many orders of magnitude to reach ~0.098 and ~0.075 mM/s; their growth rate slows with time.\n", "- The three rightmost reactions (columns 5–7) remain small (<3×10⁻³ mM/s), with modest relative changes (±≈25% or less).\n", "- Time spacing is uniform: Δt = 6.88054 s; total span ≈ 48.16 s.\n", "\n", "

Column → reaction mapping (formatted)

\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: H₂O(a) <-> H₂O(v)\n", "- Column 6: O₂(v) <-> O₂(a)\n", "- Column 7: N₂(v) <-> N₂(a)\n", "\n", "

Per-reaction quantitative trends (t = 0 → 48.1638 s)

\n", "\n", "- Column 0: 1.09551 → 0.482355 mM/s (decrease ≈ −56.0%); large initial rate, monotonic decline.\n", "- Column 1: 2.64031 → 0.892309 mM/s (decrease ≈ −66.2%); largest initial rate, marked decline.\n", "- Column 2: 0.486462 → 0.123215 mM/s (decrease ≈ −74.7%); substantial fractional drop.\n", "- Column 3: 5.38343×10⁻⁶ → 0.0976534 mM/s (absolute increase ≈ +0.09765 mM/s); growth by many orders of magnitude, with incremental growth slowing at later times.\n", "- Column 4: 5.28724×10⁻⁶ → 0.0747478 mM/s (absolute increase ≈ +0.07474 mM/s); similar pattern to column 3 but lower final magnitude.\n", "- Column 5: 0.00192554 → 0.00142203 mM/s (decrease ≈ −26.1%); small magnitude, modest decline.\n", "- Column 6: 0.00139164 → 0.00142364 mM/s (increase ≈ +2.3%); essentially steady at ~1.4×10⁻³ mM/s.\n", "- Column 7: 0.00242574 → 0.00265994 mM/s (increase ≈ +9.7%); small magnitude, slight upward trend.\n", "\n", "

Global interpretation

\n", "\n", "- Massively active processes are the first three reactions (columns 0–2); their declining rates suggest depletion of reactant availability or approach toward a slower regime over the 48 s window.\n", "- The nitric-acid–adduct formation reactions (columns 3–4) transition from negligible to measurable rates, indicating rapid onset of those pathways during start-up; their growth decelerates by the final samples.\n", "- Gas–liquid exchange and pure water vaporization/condensation reactions (columns 5–7) remain minor in magnitude compared with organophosphorus hydration/aggregation and acid-adduct formation, with column 6 near-constant and columns 5 and 7 changing only modestly.\n", "- By t ≈ 48 s the system shows clear trends but not full convergence to a single steady-state for all reactions: columns 0–2 still have notable slopes and columns 3–4 are still increasing, though their growth rate is slowing." ], "text/plain": [ "" ] }, "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 = 7257\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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": [ "
" ] }, "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\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 -7.8355 2.6403 0.4865\n", "0.06 -7.8999 0.0019 0.9820 0.0029 0.0028 -0.0057 0.0025 -0.0025 -0.0057 0.0014 -0.0014 -6.7110 2.2625 0.3985\n", "0.11 -6.8229 0.0018 0.8888 0.0089 0.0081 -0.0170 0.0025 -0.0025 -0.0170 0.0014 -0.0014 -5.8476 1.9675 0.3329\n", "0.17 -5.9834 0.0017 0.8119 0.0165 0.0145 -0.0310 0.0025 -0.0025 -0.0310 0.0014 -0.0014 -5.1775 1.7352 0.2832\n", "0.23 -5.3232 0.0017 0.7484 0.0248 0.0212 -0.0461 0.0025 -0.0025 -0.0461 0.0014 -0.0014 -4.6531 1.5508 0.2453\n", "0.29 -4.8125 0.0016 0.6961 0.0334 0.0280 -0.0614 0.0026 -0.0026 -0.0614 0.0014 -0.0014 -4.2506 1.4077 0.2166\n", "0.34 -4.3992 0.0016 0.6524 0.0420 0.0345 -0.0766 0.0026 -0.0026 -0.0766 0.0014 -0.0014 -3.9270 1.2909 0.1939\n", "0.40 -4.0693 0.0016 0.6160 0.0504 0.0408 -0.0912 0.0026 -0.0026 -0.0912 0.0014 -0.0014 -3.6711 1.1972 0.1762\n", "0.46 -3.8050 0.0015 0.5856 0.0585 0.0467 -0.1052 0.0026 -0.0026 -0.1052 0.0014 -0.0014 -3.4683 1.1218 0.1624\n", "0.52 -3.5926 0.0015 0.5601 0.0662 0.0523 -0.1185 0.0026 -0.0026 -0.1185 0.0014 -0.0014 -3.3074 1.0610 0.1515\n", "0.57 -3.4215 0.0015 0.5388 0.0734 0.0575 -0.1309 0.0026 -0.0026 -0.1309 0.0014 -0.0014 -3.1797 1.0118 0.1429\n", "0.63 -3.2834 0.0015 0.5209 0.0802 0.0624 -0.1425 0.0026 -0.0026 -0.1425 0.0014 -0.0014 -3.0783 0.9721 0.1362\n", "0.69 -3.1717 0.0015 0.5058 0.0865 0.0668 -0.1533 0.0026 -0.0026 -0.1533 0.0014 -0.0014 -2.9979 0.9398 0.1308\n", "0.75 -3.0811 0.0014 0.4931 0.0923 0.0710 -0.1632 0.0027 -0.0027 -0.1632 0.0014 -0.0014 -2.9342 0.9136 0.1266\n", "0.80 -3.0077 0.0014 0.4824 0.0977 0.0747 -0.1724 0.0027 -0.0027 -0.1724 0.0014 -0.0014 -2.8838 0.8923 0.1232\n", "0.86 -2.9480 0.0014 0.4733 0.1026 0.0782 -0.1808 0.0027 -0.0027 -0.1808 0.0014 -0.0014 -2.8439 0.8750 0.1206\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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cPXoUGRkZSE1Nxf3793HlyhXcuXMHcXFxSE1NxalTp/DNN9+gS5cukgS9rKwsTJ48GV27djVakpOu5syZg3PnzimXBw0ahFdeeUUvbefl5WHChAmS8o8++gi//fabJHGvSJs2bXDixAm4ubmplK9fv96oSa3//vsvNm3apFJmZWWlHAlOjqWlJaZPny47yt748eORn59viFBl5efn47XXXpNN3OvTpw9u376NWbNmaZS4BwABAQH47LPPEBkZidmzZxvlfsG3334rmY66UqVKOHbsGD755BONYwgJCcHs2bNx8+ZN7N69Gz169Cj3ibVEREREFR2vtoiIiIj0zNvbGzt27IC3t7fkMX75R2Raq1evlpSNGzcOb775ps5tNmjQgNN60gvl6tWr+OCDDyTl9evXx6lTp8p8LNSvXx9btmzBjh07KtQUakRUcdnb22P16tWoW7eu5LG//vrLBBGRqTk4OGDMmDG4ePEi3njjDcnjaWlp6N+/P5KSkkwQHZHhFRYWYvz48RgxYgQyMzNVHqtWrRoWLFiAR48eYevWrfjwww/Rpk0btclljo6OaN68OT755BP8+++/uH//Pr744gs4OTmprHfgwAG0adNGMhJqeXHx4kXMmjVLuVypUiW9Tu36119/4d69eypl9evXx7x580qtW61aNfz888+S8i+//FJf4ZXqq6++kpRNnz4dISEhpdadMGGC5DPE7du3sWbNGr3FV5pZs2ZJpiAGgNGjR2Pjxo2y9/g0YWNjg08//RTnz59H06ZNyxpmif7++29J2W+//Yb69evr1J5CocArr7yCHTt2SI5XIiIiItIvJu8RERERGYCnpycmTZokKT969KjkxjcRGc/u3bslZXJJSESk3siRIyVTMXl5eWH//v2oWrWq3vrp0aMHLly4wMRYIjIKGxsbTJ06VVJ+9uxZJmi9wJycnLBu3Tp88sknksfu37+PTz/91ARRERlWYWEhBg0ahF9++UWl3M3NDT/88AMiIiIwduxYuLu769S+r68vZs6cicjISIwZMwYKhUL52N27d9G2bVvcvXu3TNugb3l5eRgyZAjy8vKUZQsWLND5OZDz22+/ScpmzpwJKysrjeq//fbbkiStgwcP4saNG3qJryRXr15FWFiYSpmHhwcmTpyocRtz586VlMk9J4Zw48YNzJ49W1L+5ptvYuHChXoZda5mzZo4evQoXn/99TK3Jef27du4deuWSpmfnx/69OljkP6IiIiISL8sTB0AERER0fOqb9+++Pjjj1XKcnJycPXqVTRr1kynNgsKCnDhwgVcu3YNsbGxyM7Ohr29PRo2bIjOnTtr1EZycjJOnz6Nx48fIy4uDgUFBfDy8oKXlxeaNWsGT09PnWIrTXR0NM6ePYuYmBgkJibC3t4e1apVQ7NmzVC5cmWD9FnexMXFITw8HHFxcYiPj0dmZiYcHR3h4eGB2rVro27dumpHK9BWbm4uzpw5g+joaDx58gSpqalwdXWFp6cngoKCEBQUpJd+niWEQHh4OG7duoWYmBjk5eXBzc0NderUQfPmzWFjY6P3PrWRn5+PmJgYlTInJyfUqFHDRBGpl52djVOnTiEiIgJJSUmwtLRE5cqVUatWLTRp0kTlCy59Sk5OxpkzZxAbG4u4uDjk5OTAw8ND+f7g4+NjkH4B4x4fujL2cRUbG4uLFy/i/v37SE1NRVZWFmxsbGBnZwdvb28EBASgVq1acHBw0Gu/Jdm2bRuOHTsmKV++fDkqVaqk9/48PDwwcuRIvbQVFRWFS5cuIS4uDnFxcTA3N4eHhwcqV66MVq1aGeV5vHXrFsLDwxEdHY2cnBy4u7ujcuXKaNu2LVxdXQ3SZ2ZmJk6dOqU872dkZMDd3R2enp5o3LgxqlWrZpB+n1X03nLnzh0kJyejsLAQbm5u6NatG/z9/Uutn56ejoiICNy8eRMJCQlIS0uDtbU1XF1d4eXlhZCQEJ1HQ6lIil7LmJgYxMXFITs7G56envDy8kJwcDB8fX2NEocp9mNjkZv6sLCwEBEREWjVqpVObT6P+29sbCzOnTuHuLg4PHnyBIWFhfD09ESlSpXQsmVLydSNz4O5c+fi/Pnz2L9/v0r5kiVL8PHHH6NmzZplat+U12BF4uLicPLkSdy9exfp6elwdnaGl5cXWrRoodF7taaysrJw9epVXL9+HUlJSUhLS4O5uTns7Ozg6uoKf39/BAYGcvRdExo3bpxkBK/Q0FCsXr1ar5/d3dzc8Ouvv6Jv374YMGAA4uPjAQCPHz9G9+7dceLEiXJzXvnqq69w8eJF5XLfvn3Rv39/vbV/+/ZtyVTcPj4+aqebVWfkyJGSH6f9/fffmDFjRllDLNHatWslZcOGDdM48RAAmjZtiqZNmyI8PFxZdvLkSURGRhr8evXzzz+XTNFbuXJlvScP2tjYYOzYsXpts8j9+/clZcHBwQa7d2Aqubm5uH37NiIiIvD48WOkpqYCePp+4ubmhgYNGqB27dpGiUUIgatXr+LKlSuIiYlBZmYmbGxsUKNGDSZNGpgQAhcuXMClS5fw5MkTFBQUwMfHB1WrVkXr1q1hbW1t6hCJiIi0J4iIiIhIRWRkpACg8tehQwed2rK3t5e0tXPnTsl6Bw8elKx38OBB5eP3798XY8eOFa6urpL1NIkvLy9P/P7776Jt27bC3Nxctg0AQqFQiJCQEPH999+L7Oxsnba5uE2bNol27doJhUKhts/WrVuLrVu3qtTz9/dXWW/IkCGl9jVkyBCVOv7+/jrFXNrroY1Hjx6JqVOnioYNG6p9Dor+rKysRMeOHcWPP/4oEhIStO6rsLBQ/PPPP6JHjx6y+96zf5UrVxZjx44VDx480Gm7npWeni6mTZsmqlatqrY/e3t78e6774q7d+8q6+nzedZETEyMpD8fHx+D9SentG2+c+eOGDZsmLCzs1P7XFatWlVMmzZNpKen6yWmzMxM8f3334tWrVqV+P4AQNSrV0/MmzdPb30b8vgoXn/69Ok6xWjs4yopKUnMnj1bBAUFldhX0Z+5ublo1KiR+PDDD8XRo0dFYWGhzn1romPHjpIYunfvbtA+y+Lhw4fif//7n6hTp06Jz6OlpaVo166dWLt2rU7PYUn7W0FBgVi+fLmoX79+ia9j586dxYkTJ/Sy3Xl5eWLJkiWiU6dOwsrKqsRtDwwMFFOnTtXpvFPaeXfXrl2iS5cuat9bVqxYoTb+vXv3ivHjx2v0/lC0HZ9//rmIi4vTOP7p06drdJyV9Kfu+mTFihWSdSMjIzWO7Vnr168XXbt2FdbW1qW+R0+fPl2kpKTo1E9524+1oc/rdycnJ0lb27Zt07j+87D/yklMTBQzZswQwcHBJW6TmZmZCAkJEYsWLRK5ubkat68vxd+XAP1dX8bExMi+p37wwQc6tWesa7AOHTqUeGwcPHhQdO3aVZiZmantPygoSKxatapM1xmbNm0SPXv2FJaWlhrtn5UrVxavv/66WLVqlUbva6VtZxG59wtd/oqkpKQIBwcHvbz/PGvChAmSPi9cuFDmdkuzcOFCSb8TJkwQBQUFBu331q1bIjAwUKXfnj17GrRPTYWHhwsLCwtlXG5ubuLx48fKx+Xej9Vd46izYMECSRujR4/WOtZHjx5J2mnevLnW7WgrJCRE0u+pU6e0bmfu3LmSdhYuXGiAiP9PVFSU7Hvwn3/+adB+9W3NmjWSbXjrrbcM3q/ceVfbv9I+q58/f15Mnz5dtG/fvtTrYQDC09NTDBs2TFy7dk2nbZI7Tzx7TMfHx4upU6cKb29v2f6LPhMZ47kpq+LnTkB/103F7+sCmn0eKuk5SE1NFdOnT1f73AMQzs7OYsiQITp/9iIiIjIVJu8RERERFaPPL/8qV64saWv16tWS9UpK6Fm6dGmJiTylxbd//35Ru3ZtrW8QVa1aVWzatEmn7RZCiLi4OPHqq69q1efrr78uMjIyhBAVP3kvIyNDfPTRR8LW1lanG3TW1tYiOjpa4/6OHDkimjRpolM/n3/+uc5fxuzfv7/EpL3if3Z2duKPP/4QQhg/eS8xMVHSn4WFhXKfM4aStnn58uVa7S9Vq1YV+/fvL1M8S5YsET4+PlrvN5UqVRL//POPzv0a4/goXkeXm97GPq7Wr18vPD09dXpOiv6uX7+u9XZq6t69e7J97tixw2B96iozM1NMnDhR2NjYaP0cNmzYUFy+fFmr/tTtbw8fPhStWrXSqv9PP/20TNu+efNmUaNGDa2328nJSSxYsECrvtSdd9PS0kS/fv1K7VPui+1169YJDw8PnY8BOzs7jbejvCfvnTt3TjRr1kzrmDw8PMSiRYu06kuI8rUfa8vQ1++rVq3SqO7zsv8+Kz8/X8ydO1e4uLho3X61atXEoUOHNNoefTFk8p4QQgwbNkz2mNP2nG/MazB1SW3Z2dlixIgRWvX/0ksvaZ1AeP/+fdG+ffsy7auTJ0/WeTuL03fynhBCjBo1SvK4rkkjQjy9Vi5+zLVq1Urn9jR18eJFybXTtGnTDN5vkXv37okqVaqo9C93/8SYcnJyRIMGDVRiKp7UpY/kvTfffFPShq7bXvw60Nzc3KCfedPT0yXJv3Z2diIvL0/rto4ePSp5HgydgPbVV1/Jvq/r6wetxrJp0ybJdrRu3drg/RoyQe369euiVq1aOrerUCjEiBEjtH4tS0re2759u3BzcyuxXybvPaXv5L3Tp08LPz8/jZ87Ozs7MX/+fL1sCxERkTGYgYiIiIgMJiUlRVLm4uKicf1vv/0WI0aMQGZmpk79r1ixAq+88gpu3Lihdd2oqCj069cP3377rdZ1ExIS0LlzZ2zdulWrev/88w+6deuG3NxcrfssT6KiotCmTRv8+OOPyMrK0qmNnJwcjZ+H33//HZ06dcK5c+d06uerr77Ca6+9hoyMDK3q7tixA927d0dUVJTGdTIzMzF06FAsWrRI21DLzMXFRTJ1Rn5+PjZv3mz0WIr77bffMHz4cK32l6ioKHTv3h07d+7Uur+8vDyMGDEC7733Hh49eqR1/djYWLzxxhv46quvtK5r7ONDV8Y+rpYuXYo333wTcXFxWvdnLNu3b5eU+fr6olu3biaIRr3Hjx8jNDQU3333HbKzs7Wuf+nSJbRu3Rq7du0qUxx3795FixYtcOLECa3qzZkzB5999pnW/QkhMH36dLz22mu4ffu21vVTU1Mxbtw4jBw5EgUFBVrXL5KRkYHOnTtj48aNOtW/du2acto8XWRmZmLcuHEYPXq0zm2UB3v27EG7du1w5swZrevGx8dj1KhRmDBhAgoLC8sUh7H34/IgOTlZUubo6KhR3edt/01LS0Pv3r0xdepU2eelNJGRkejatSuWL1+u/+BMZMKECZKy+Ph4nDx5UqP6prwGe1Z2dja6deuGpUuXalVv37596N69u8bniXv37qFt27Y4cuSILmFWGOPGjZOUleXzztq1ayXHnKHfF4QQGDlypMq10zvvvINZs2YZtN9n+fv7Y/v27SpTrU6YMAFJSUlGi6G4mTNn4vLly8rl7t27Y/DgwXrv59mpYovoOl1769atVZYLCgpUpvzVtwsXLkiuN0JCQmBhYaF1W82aNYOlpaVKmdxzo0/btm2TlA0dOrTCTbvp7e0tKTt9+rTsdLoVxePHj3Hz5k2d6wshsHTpUrRv3145vW5ZrFu3Dq+++ioSExPL3BZp5+zZs+jYsSMePHigcZ3MzEx8+OGHFfYzCRERvXi0v3omIiIiIo3cv39fNmnD09NTo/r79u3DvHnzlMvW1tbo2LEjQkND4e3tDQsLCzx8+BCnTp1Cenq6pP5ff/2F4cOHS8oVCgVatWqFbt26wc/PDxYWFoiOjsa///6LgwcPqnwRI4TApEmToFAoMHHiRI3izsvLw8svv4xLly5JHqtSpQr69euHunXrws3NDbGxsTh//jy2bNmivCF/5MgR/O9//9Oor/IoKioKzZs3R2xsrOQxW1tbtGvXDu3bt0elSpXg7OyMtLQ0PH78GOfPn8fx48cRExOjVX/z5s3D1KlTJeX29vbo2rUrmjVrBh8fHzg6OiIlJQW3bt3Cv//+K0lI2rZtG959912sXbtWo35PnDiBfv36SRKoFAoFWrZsie7duyv3r4cPH2Lv3r04cuSIcv8aN24c5syZo9W2llXRvn/o0CGV8okTJ6J58+aoWbOmUeMpcvLkSZWbiRYWFujUqRO6dOmCKlWqICcnB/fv38e2bdtw/vx5lbq5ubno168fDh06hJYtW2rUX2FhIfr06SObmFS5cmV07twZwcHB8PDwgI2NDRITE3H+/Hns3r1bJVFTCIEvvvgCHh4eGn+ZaOzjQ1fGPq5u3LiBcePGQQihUm5ra4tOnTqhWbNm8Pf3h4ODA/Lz85GamopHjx7h6tWrOHPmDO7du1fmbdZE8WMHANq3bw8zs/Lzu8DY2Fi0bNlS9kuq+vXro0OHDqhXr54ykf7Jkyc4ceIEdu3ahbS0NOW6aWlp6NevH44fP47g4GCt40hLS0O3bt0QHR0N4On7T+vWrdGlSxdUrVoVDg4OiIuLw7Fjx7B582ZJkuG8efPQq1cvtGjRQuM+R48ejcWLF0vK3dzc0LVrVzRt2hReXl6ws7NDcnIyrl69ij179kgS/H///Xe4uLjg66+/1nq7AeD999/H6dOnlcuVK1dGjx490KBBA3h5eSE1NVX5nqYJf39/BAcHIygoCL6+vnB0dIStrS3S09MRExODCxcuYO/evZIfTCxatAgNGjTAmDFj1Lbt7e2NRo0aAQDS09Nx584dlccDAwPh4OBQYnxVq1bVaDu0cfDgQfTq1Qv5+fmSxxo3boxevXohICAAtra2ePToEQ4fPoy9e/ciJydHZd2ff/4ZBQUFWLBggU5xmGI/NrU7d+7I/mgmMDBQp/Yq8v6bmZmJ0NBQ2ST2wMBAdOzYEQ0bNoSbmxssLCwQHx+PM2fOYNeuXSqJ6EXJapUqVUKPHj1KjKciaNSoETw8PCRJmsePH5ckzBRnymuw4oYPH46DBw8ql2vXro1u3bqhTp06cHNzQ0pKCs6fP4+NGzdKrtuOHDmCH3/8UaPPh8OHD5f9or1x48YIDQ1FrVq14OLiAktLS6SlpSEpKQkRERG4dOkSzp49W6ZkcnWsrKyUxw7wNOk2Ly9Puezq6qr1e3u9evUQGhqqcq30559/Yu7cubCzs9M6xt9++01l2d3dHa+//rrW7Wjjzz//VElCbdy4MX7//fdS62VlZWHt2rXYvHkzrly5gsePH8PGxgZVqlRBo0aNMHDgQLz00ksaJ3IFBwdj+vTpmDZtGoCnybG///47Jk+erNuGlcHZs2fxzTffKJednJxkr7XKKi8vD3fv3lUps7S0hL+/v07tyZ2zbty4oXMyYGkiIiIkZTVq1NCpLSsrK/j6+iIyMlJZdufOHeTn5+uUDFiatLQ02eTATp066b0vQwsODoatra3KD+Ty8/PxzjvvYNeuXbC3tzdIv1WrVlW+pyYmJkre8+vWrauSkCtHLvFQjqurK5o1a4a6desiMDAQTk5OcHBwQFZWFuLj43H16lXs27dP8gPT06dP47333sO6deu02DJVV65cwYIFC5SJqubm5mjbti06d+4MX19f2NraIjo6GufPn1fetzHmc/M8S05ORp8+fVTusQcHB6N3797w9/eHtbU1oqOj8d9//+G///6TfIaaPXs23N3d8dFHHxk7dCIiIu2YcNQ/IiIionJJX9Nu/fDDD5J2rKysZKcZkptK09zcXPl/v379RFRUlNq+srKyVJZv3bolHBwcJG3Wr19fnDp1Sm07165dEy1btpTUs7S0FGfOnNFou+WmjLG2thbz5s0T+fn5snXS09PFhAkTVKa2sLa2VmmjIkybm5WVJUJCQmRf908++UQkJiaWWL+wsFAcP35cjBo1StjY2JQ6ncT+/fsl09PY2tqKuXPnipSUlFK3MTAwUBKrJlO1ZWVliTp16kjq1qpVSxw7dkxtvYsXL4qmTZuqxKrL81wWCxYskJ1Ow97eXkyfPl2rqYp1IbdvPTs1VatWrURERITa+rt27ZJMJQVA1KlTR+OpYL744gtJfV9fX7F+/Xq1x6gQQuTl5YklS5ZI3lusrKxEeHh4qf0a+/go3o+m082Y4rh69913JXUGDRoknjx5olHMV69eFTNnzhRVqlQx6LS5AQEBkjjL0zQ0BQUFolOnTpIYW7duLU6ePFli3aSkJPHxxx8LhUKhUrdatWoiNTW11L5LOq5btGhR4jESGRkpOz3zyy+/rPG2L1++XFLfzc1NLF68WHKN8KzCwkKxadMm4eXlJam/ffv2Uvstft599trF1tZWzJ8/X+Tm5qqtLxfb9OnTRYMGDcT8+fPFzZs3Ndr+7Oxs8fPPPwsnJyfJ9cfDhw81akPfU7nrOm1ufHy87Pt81apVxe7du9XWe/DggejRo4fsOW7Lli0axWzq/bgs9HX9/vXXX0vacXV11XhK1Odl/xVCfqq3oKAgsW/fPlFYWKi2XmZmppg7d66wtLSUPI8PHjwoU0y6xq3v68uePXtK+tBkWkdTXYMVnxLv2WPb29tbbNiwQW3dtLQ08c4770jidnFxEZmZmSX2GxYWJqlXvXp1cfTo0VJjFkKIxMREsXr1atG+fXsxZcoUrbdT0/eA4tP6afK5U86GDRsk27ts2TKt2zl79qyknYkTJ+oUk6YKCgpEzZo1lf2ZmZlp9Pl/x44dstMiFv+rVauWCAsLE0JIz49y58b8/HyVqTL9/Px0moK1LLKzs0VQUJBKrOqmpC/rtLm3b9+W1K9WrZrOsctdg3z++ec6t1eazz77TNLfzJkzdW5PbhrPO3fu6DHi/3PkyBHZfTY+Pt4g/Rla//79ZbcnICBALFmyROtpz7Wl6/WvOgcPHhTe3t5iypQp4tSpUxpdjxUWFoqdO3eqvKcV/Wk67bzcdeWzn3NCQ0PF1atX1daX+4yj7+dGXyrCtLnPXrdUqVJF7Ny5U23diIgI0apVK9k2SrrXRkREVB4weY+IiIioGH18+RcXFye8vb0l7XTq1El2fbkv3Ir+xo8fr/U2dO3aVdJOSEiISE5OLrVuVlaWbPJDgwYNSq17+/ZtyRd1FhYWYvPmzRrFLZfwqM2XKKZO3ps8ebKknrOzszhw4IDWMcTGxoqMjAy1j6empopKlSqp9OXl5SUuXbqkcR/JycmiYcOGKm14eHiU2K8QQsycOVOynXXr1hVxcXGl9pmeni57I03fNwnVyc7OFn5+fmr7VygUonnz5mLy5Mli8+bNev+SuaRjPTQ0tMQkmyJ37twRlStXltT/8ssvS617/PhxSWJaq1atNHpvKHLhwgVJgkG3bt1KrWfM40MI3ZL3THVceXh4SM4VJSVGqJOXlydycnK0rqeJnJwcSWIbAOUXseWBXNLN2LFjtXou5ZLgvv7661LrqTuue/bsqdFxnZCQINn3zMzMxP3790utGxkZKezs7FTq1qpVS6v3r6ioKOHr66vSRr169Up97uSSZICnCdGHDx/WuP9nafN+VNzFixcl709Tp07VqG55Sd577733JPWqVaum0etZWFgoBg0aJKnv6elZapKNEKbdj8tKH9fvMTExwtPTU9LOmDFjNG7jedl/161bJ2mvT58+Wp1j9u7dK/lcMHr0aJ1j0pQxkvfkroVbtGhRYh1TXoPJfTEPPE2ku3fvXqn1CwsLxcsvvyyp/9dff5VYb+LEiSrrW1pailu3bmm8vc8q7bpPCNMn7+Xn50vOpSEhIVq3U/xHHQqFQufnTVMbN25U6fP9998vtc7ixYsl+3RJfxYWFmLVqlUaJe8JIcTChQtV1tu2bZuet7pkkyZNUum/Y8eOaq+Lypq8d/ToUUn99u3b6xz7/v37Je1p8prqasSIEZL+li9frnN7ctcyx48f12PE/2fJkiWSvgICAgzSlzFcunSpxOPSxsZGdOvWTcyePVvs379fJCUl6bV/fSeoZWRk6Jy4m5iYKIKDgyXnXU3IXVcW/fXt27fEHyepw+Q9zbdZ3XNfuXJljRJ5s7KyRGhoqKS+unvyRERE5UX5mduGiIiI6DkRGxuL3r174/Hjx5LH3nvvPa3aat68OX744Qet6ly5cgX//vuvSpmTkxO2bNkCZ2fnUuvb2Nhg06ZNkqkZLl++jH379pVYd+HChSpTDgHA1KlT0adPH41i/+ijj/DWW29ptG55k5iYiF9//VWlTKFQYP369ejYsaPW7RVNbajOokWLVKawMjMzw9atW9GgQQON+3B2dsbmzZtVpumIj4/H0qVL1dbJy8uTTONkaWmJjRs3wsPDo9Q+7e3tsXnzZuWUlcZmbW2N9evXw8bGRvZxIQROnz6Nr7/+Gq+99hr8/PxQqVIldO/eHbNnz0ZYWJhkWkJ9cHd3x4YNG9TG9azq1atj9erVknK546+4WbNmKad5AZ5O0bZr1y6N3huKNGrUCAsXLlQp2717Ny5evKi2jrGPD12Z4rhKS0uTTL337rvvQqFQaBn90ymXS5t2R1fR0dGSaX2Bp69FeZCZmYlvv/1WpaxHjx5YsGCBVs/lsGHDMGLECJWyH3/8UTJFuCYCAgKwatUqjY5rNzc3TJ8+XaWssLBQcj6X8+2336pM82lvb489e/bA19dX41j9/Pwk0ztfvXoV27dv17iNZ82bNw/t27fXqa4270fFNWzYUDIl+7Jly3Ruz9ji4+Px119/qZSZm5tj06ZNGr2eCoUCK1askLxnxcXFSdrVlLH2Y1O7c+cOXnnlFZXpXoGnx5PcNOrqPA/7rxACX375pUpZo0aNsH79eq3OMS+99JJkf1ixYgWePHmilzhNSe7c9/DhwxLrmOoaTB1LS0usX79eo2k5FQqF7GfSvXv3lliv+DSgoaGhOk+laYjrPn0zNzfHyJEjVcrOnj2Ls2fPatxGSkoK/v77b5Wyrl276vy8aeqPP/5Q/m9ubl7qFLU7d+7EyJEjVfbpIm5ubqhbty78/PxUpjnNz8/HkCFDND4nDB06FLa2tsplY55LTp06he+//165bGdnh6VLl+p0fa6JxMRESVlp056XRK5uQkKCzu2VpiLHLzetd0WeprRBgwYl3kPMzs7G7t27MW3aNHTp0gWurq6oUaMGBgwYgAULFuDSpUuyn/lMxc7OTufpkl1dXfHnn3+qlJ04cQLXrl3TOZ6AgACsXLkSlpaWOrdBulu9ejWqV69e6no2NjbYsGED3N3dVcoPHDiAK1euGCo8IiKiMmPyHhEREZGe3L17F/PmzUPDhg1x4sQJyePNmjXDm2++qVWb3377LczNzbWqs2DBAknZZ599hipVqmjchrOzM+bNm6dR20VycnJUbvoDT7+U0uYLTwD4/vvvYW1trVWd8uDXX39Fenq6Stn777+Pl156Se995ebmYv78+Spl77zzDlq2bKl1W9WrV8fgwYNVyjZv3qx2/S1btkgSU8eNG4e6detq3GelSpXw+eefaxeoHrVs2RL79u2Dj4+PRus/efIEu3fvxmeffYb27dvDy8sL7777Lo4fP663mGbMmCG5sViS0NBQ9OvXT6Xs8ePH2Lp1q9o6V65cwa5du1TK5syZo1Mi5cCBA1GzZk2Vsi1btqhd35jHh65MdVylpaVJyrTZF4wlKSlJtrwsiSr6tHz5cpUkSDMzM/zyyy86tfXFF1+ofDn7+PFj2fN6aaZPn67V8zNgwADJOT88PLzEOnFxcVixYoVK2SeffIJq1appHuj/16ZNG3Tu3FmlrKTzgTqBgYEYO3as1vX0ZdCgQSqv35MnT3Dz5k2TxaONpUuXIjs7W6Vs5MiRaNy4scZtWFhYyO77JV3DlcQY+7EpZGdnIzo6Gjt37sT777+Phg0b4tKlS5L1fv/9d60SYcuqPOy/O3fuxNWrV1XKfvrpJ52+qP7444/h6OioXC5KGqjo5K6dUlNT1a5vymuwktpp2rSpxusHBQWhSZMmKmWlHdvFr3HK4/WNvr3//vuSJNfiP3wqycqVK1US8gFg1KhReolNnZSUFOzZs0e53KtXrxKTIxISEjB8+HCVMjMzM4wYMQJXrlxBQkICrl27hqioKMTHx+OPP/5QJokWFBRgzZo1GsVla2uLVq1aKZcPHjyozWbpLDs7G0OGDEFBQYGybPbs2RoljOgqIyNDUvZs4qK25OoW36/0qSLHL/cZx1Q/NNSXCRMm4Ndff9X4vtqdO3ewbt06fPDBB2jUqBECAgIwbdo0REZGGjhSw6tfv77k3HX06FGd25s5c2aZElNJd/369UNoaKjG67u7u2PGjBmS8kWLFukvKCIiIj1j8h4RERGRBs6ePYvGjRvL/tWuXRvu7u4IDAzE1KlTZUeTqFKlCv755x+tfqlds2ZNnUatKf6LdGtra7z77rtatzNgwAC4ubmplB08eFDlJvazTp06JfnF9aBBg7S+aevj44NevXppF2w5sG3bNpVlhUKBiRMnGqSv48ePIyYmRqWs+EhR2ujRo4fK8smTJ9WOLif3hau2I0oCT0dSMNQIYZpo164dLl26hA8//FCj0YSelZqaiuXLl6NNmzbo2bMnbty4UaZYbGxsJIlemnj//fclZSV9Ib5hwwaVZUdHR60TiosoFAp069ZNpezQoUNq1zfm8aErUx1Xbm5uknNDWb5QMJSsrCzZcl2+3NqxYwcUCoVWf0OHDi2xzeL7d6dOnXRKYAOejkJXfOSykvZvOfb29hg4cKBWdVxdXSUJGaW9v+zcuVPy2uhzv9V2u4GnoxcaamQaTTg7O0tGxTp58qSJotGO3KhCY8aM0bqdDh06oF69eiplly9fVhlZVBPG2o8N5fDhw2rfU2xtbeHr64uePXtiyZIlkqQAOzs7rF69WuvtL6vysP8Wfz+tWbMmOnTooFNbtra2khF2dXlfKW9cXV0lZerOk4Bpr8HU0eX6vXnz5irLpSWWFk/WO3XqFPLz87XutyLx8vLC66+/rlK2du1apKSkaFR/8eLFKstVqlQx+GfjI0eOqIze3b9//xLX//XXX1XueVhaWmLDhg1YsmSJ5Nzj7OyMIUOG4MKFC2jbtq3WsT373nP16lWDjIBe3LRp01TOW61atcL48eMN2qfc6OnafkZ9ltw9GF1GkdZURY5f7r27vPw4qSzGjBmDs2fP4tVXX9W6blRUFObMmYPatWtjwoQJSE5O1n+ARlT8ulTX6yonJyfJ+zsZjy7XLYMHD5a8Fz0PPyIhIqLnl27jDRMRERG9YDIyMnSajggAGjdujLVr12o0JdGztPlFYZHHjx9Lpifq2LGjJAlPE9bW1ujdu7fKaHrp6em4ePGi5JergPwNsL59+2rdb1G94l9ylWepqak4f/68SlmrVq0MNr3R4cOHVZYtLS3RrFkzndsrnuCSnZ2N69evy470U/x1rlOnjlaj7hVxc3NDaGhoqVMxG5KHhwd+/PFHTJ06FWvXrsXff/+N06dPy07/pM7OnTtx+PBhrFy5Uuf9PTQ0VKcvCLp06QInJyeVkV5KuhFdfL9p0qRJmb5UKb7fFD8Gihj7+NCVqY4rGxsbNGzYUOUc89133yE4OFjnfcoQytP0ScXl5OTg1KlTKmVt2rQpU5vVqlVTGYVL3f6tTsuWLXVKUA4MDERERIRyubQv+4vvt/7+/lqNtFtc8f323r17SE5O1ipJU5epsEsihEB4eDjCw8Nx+fJlPHz4EGlpaUhNTVU7VXjxHxNERUXpNSZDKCgokOzHderUkSRCaOr111+XjJ527Ngxrd5XjLUflydFSVVffPEF/Pz8ytxeRdx/i7+vtG7dukztaXq9UJHIXSuWlLRsqmswdWxtbSWJeJoIDAxUWS4oKEB6erraUYhatGihMiV7ZGQk3nvvPfz6668VYhpcXY0bNw6rV69WLmdmZmLlypWlJoAdPnxYMp3je++9p/OUkZoKCwtT/q9QKCSJ/M8qLCyUjCQ4e/ZsvPbaayX24eLigk2bNqFhw4aSUdxL8uz7sBACcXFxBh0N9dixYyojcVtbW2P58uUwMzP+GBhl+SGEXF1jX8tXlPjl2jXlj1D0qX79+tiyZQsiIiKwatUqrFu3Drdv39a4fl5eHn7++Wfs2rULW7duRVBQkAGj1dydO3dw8uRJXLp0CXfu3EFqaipSU1ORk5Mj+3oWv47S9bqqRYsWZRpRknTn4OCALl26aF3P2dkZnTt3xs6dO5Vld+/eRVxcHDw9PfUZIhERkV4weY+IiIjIQKpWrYqxY8fio48+0mmaKbkEudKcO3dOUhYSEqJ1O0WaNWsmmQr33LlzsrEVnzbJwsICjRo10qlfbaZwKg9Onz4tGZGwrIkjJTl27JikTJcv4IrI/Yr92ekni2RmZqp8GQ+U7bVq2rSpSZP3inh5eWH8+PEYP348UlJScPz4cRw7dgznzp3D+fPnS/2CKT09Ha+//jq2bt2Knj17at2/rs+hmZkZGjVqpPKF2/Xr15GZmSn5QrSgoECS2Hfp0iWtpmIsrnhyQUpKCvLy8iTvd8Y+PnRlquMKeDpS2Ycffqhczs7ORr9+/dCyZUsMGTIEPXv2NOq0jXLUfVGRkpIiGSXK2MLDwyVTjS5fvlynaQSLFP9SR91rp07xER40VTyRt7Skp+L7bXx8fJmO6+LTWxe1qWnynkKhKFP/z0pJScF3332Hv/76C/fv3y9TWxVhxJAbN25Ipp0r6zVccefOndMqec9Y+3F5EhISgg8++KDMiXsVdf+NiYnBvXv3VMr27NlTpuO6+HWUtu+n5ZHca6LuPGnKazB1/P39dfp8Kvdjk5SUFLXJe2+++SY+/fRTlZGt/vjjD+zatQtDhw5F37590axZM5MkRhlSy5Yt0bRpU5XPx4sWLSo1ea94UpyFhYVOIw1p69lE7xo1apR4zr98+bLKMe3j44MJEyZo1I+npycmT56Mjz76SOPYPDw8VJYNmbyXmZmJYcOGqSTnTp8+HXXq1DFIf8+SOx5LGs2zNHJ1DTnqfUWOX+69uyJcN2qjTp06mDVrFmbNmoWHDx8iLCwMJ0+exPnz53HhwgXJFOfF3b59Gx06dMDZs2e1/lGyvhQWFmLZsmVYsmQJzpw5U6a2dH19dblHS/rRqFEjmJub61S3SZMmKsl7wNP7B6+88oo+QiMiItIrJu8RERERlZG1tTWcnJzg4uKCWrVqoWnTpmjfvj06duxYpi8idEmGkPsyTJdR0YrI/bJW3RduxacLrlq1qs4jStSsWRPm5uZqp+gtb+SmoSs+5aI+PXz4UGU5Ly9P55Eh1UlISJCUxcXFSX7JXLt2bZ37MMYXIdpydnZGt27dVKYji46ORlhYGPbs2YPNmzerjHRXpLCwEG+//TauXbum9ahXZX0On03eE0IgPj4eVatWVVkvISFBktyUlJSEpKQknfuWk5iYiEqVKqmUGfv40JWpjisAGDVqFNasWYPTp0+rlJ88eRInT57E6NGjUaNGDbRt2xYhISFo27YtGjZsaNRRIeSmCASefvmh7fnK2dm5xOTu9PR03LlzR+P2ir92APDgwQM8ePBAq7hKou61U0eXEW8B6Zef6kbmKlJ828syUrA6CQkJGo+U6eDgoJfRlLZu3YqRI0dqPc2rOhUhecyU13DqGGs/NhR7e3vZfTcvLw9JSUl49OiR5LGDBw8qf7zy1ltv6dRvRd5/5d5PY2Nj9bYtgPbvp+WR3PWTk5OT7LqmvAZTR1/HNlDy8e3j44M5c+ZIkrWePHmCb775Bt988w1cXFzQunVrtGjRAi1btkTr1q3VJgNWJOPGjcOwYcOUy9evX8ehQ4fUjq7/5MkTbNq0SaWsd+/eqFy5siHDBADcunVL+X9p1+jHjx9XWe7Xr59WSVUDBw7UKnnP2tpaZdmQ0+ZOnTpV5blo0qQJPvnkE4P19yy5ayd9J7/Z29vr3F5pKnL8cu+Hz1vy3rN8fX3x1ltvKa9xhBC4fv06wsLCsGXLFuzfv192evP4+Hj0798fp0+fNvrIhNevX8fbb7+tt5F7db2uMvUP1oqMGDECZ8+e1arOl19+id69exsoIsPT933H4veviYiIygsm7xERERFpoEOHDjh06JBR+1T3BVBJ5L4E0maqu+LkkjWKj/RQpPgNTl2mAS2iUCjg6OhYYW6ayj0n6hJd9MEYX3rK3TCXez3K8jqXpa4xValSBQMGDMCAAQPw66+/4pdffsGXX34peY5SU1Mxd+5cLFiwQKv29f0cJicnyybvGYPcfmPs40NXpjqugKdfTO7cuRNvvfUW9u/fL7vO7du3cfv2beVoqG5ubujevTveeustvPLKKwYftcbX1xcKhUKSwBsXF4datWpp1Va7du1w4cIFtY8fOnRIq6lXTfnaqaPLiEbaysrKKtMXo9r0oyldrl2KW7NmDd555x29JvCbKnlMG6a8hlPHGPuxIYWEhJR4/Z6YmIjt27dj3rx5KiML5+bmYvDgwXBwcECvXr206rOi77/GeD8tnshWEcklM6obrdGU12DqGPPY/vDDD5Gfn4+pU6fKJoQkJydj165d2LVrF4Cno821bNkSb775JgYMGCAZea2iGDBgACZOnKjy+i9atEht8t6yZcskx/ro0aMNGaJSXFyc8n9vb+8S1y2e4Cs3ymtJvLy84O/vr/GIpMU/fxpqmsMjR47gl19+US5bWFhg+fLlBp+yuIi7u7ukTG40ZE3J1ZXrQ18qcvxyIznqM2G9vFMoFAgKCkJQUBBGjhyJBw8eYPr06VixYoVk3bNnz2Ljxo3o37+/0eK7cuUKOnXqpPI+VVa6Xlfp43OOPty+fVvrH2tp+xmgvDHEPTMiIqLy6Pkak56IiIjoOaLLjWK56S7K8gtlubrqptQoXl7WX0Yb8pfh+iY3EpshR4zQ90gdmjLG/lXe2dvbY8qUKTh+/LhsUsXKlStlv5gsrc2yxFOc3Otkqn0GMP7xoStTPkfA02nB9u3bh3Xr1mk0lXJiYiJWrVqFHj16ICgoCBs3bjRofFZWVpKkUEA6ZbopmPq1M5XyuN1l/ZL7zp07GD58uCTxydLSEq+99hp+/PFH7N+/Hzdu3EBiYiIyMjJQWFgIIYTKn6mm9CoLU17Dvajc3NwwZMgQXLhwAQMGDFB5rKCgAIMGDZJMIVuS52H/LY/vK+VR8ZFyAaB69eqy6/I5BSZOnIgrV67g7bffLnVk9vz8fBw9ehQffPAB/P398cknn0imFK8IbGxs8O6776qUbdq0STYpqLCwEL///rtKWc2aNdG5c2eDxljk2ee3tOSU4gkguoxEpekIkQAkoygbKplz1KhRKj9QmTJlSomjROub3HMiNxKqpuRGn9bmeddWRY5fbkSvyMjICp/spCs/Pz8sX74cK1askB1hb+nSpUaLJS8vD2+88YZs4l7btm0xY8YM7NixAxcvXsSTJ0+QlpaG/Px8yXXVkCFD9BKPsZJ5jU1uu/T1Qwu5Hxbo8jzyMxEREb0ons+rDSIiIqIXlKOjo6SsLF92yNWV60OuvKxfslSkL2nkvuQoyy/NS2Nra6vya+FKlSrh8ePHBuuviDH2r4qicePGWLhwIQYOHKhSnp6ejlOnTqFNmzYat2WMY9TW1lZS9uabb2Lt2rU6960pYx8fujLVcfUshUKBN954A2+88QauX7+OXbt24fDhwzh+/HiJI/fcuHED/fv3x6hRo7Bw4UKDTWXUtGlTyUgpp06dMkhf2pDbv3/77TeMGjXKBNEYj9x2t2jRAidPnjRBNPoxZcoUyZR4r7zyCpYvXw4fHx+N2zHGiIT6ZspruBedtbU1/vrrL8TGxuLgwYPK8tTUVLz77rv477//NGrnedh/5d5XJk+ejHnz5pkgmvJJCCF77mvSpIns+qa8BitPateujVWrVuHXX3/Fzp07cfDgQRw9ehQ3btyQjOpbJDMzE9999x22bduGffv2VbjE7DFjxuC7775DYWEhgKeJKMuWLcOnn36qst7u3bslicIjR440+tSUAAw+krO2zpw5o/zf09PTYCO3x8TEqCxv2rQJ27dv17i+3GeGL774AvPnz1cp6927N7788kvJulWrVoWZmZlyXwGeJrAVFhbq9JpERUVJyqpVq6Z1O5qSa1vT0RXlFI/f3Nxc9kdE+hAcHCw7uvjp06fxyiuvGKTPimDo0KE4ceKEJLE4LCwMubm5Wk2Xravff/8d169fVykLDAzE2rVrERISonE7FfFzgTHJ/ShVX/dr5NrRZRYGfiYiIqIXRfn6NEZEREREZSJ3E6Qs0wHI1XVzc5Ndt/gNn5SUFJ37FUKY9JeQ2k6jITeFiyFH2Sg+4oCxRvSQu6lXlte5LHXLgwEDBshO3XTjxg2t2tH3cyj3OsmNUmGs0QSMfXzoylTHlTp169bF//73P2zbtg3x8fG4efMmli1bhsGDB6sddWTRokWYM2eOwWLq0KGDpCwsLEzli0ZTMOX+bUouLi6SkQsq8nZnZGRIvihv0qQJtm3bplXiE2D641cXpryGo6ejgPz555+ShPMDBw5g3bp1pdZ/XvbfF/X9VBvh4eGyr5G6H27wOVXl7OyMgQMHYsmSJbh+/ToSEhKwY8cOTJ48GQ0aNJCtc/PmTfTo0QO5ublGjrZs/P390bNnT5Wy33//XXLd9Ntvv6ks29jYYNiwYQaPr8izoxKVlrBR/Fyly1SWmtbJzs7Gvn37lMvGGokQAK5du4aLFy9q/Cc3ouKDBw8k68kl1QFPR7gungCXl5endv3S3LlzR1JWp04dndrShNzodbdv39aprdzcXMnIe4GBgQYb9czR0VF21PMDBw4YpL+KZPz48ZKyzMzMMo2qqI2///5bZdnR0RH79+/XKnEPeP7OuYcOHZKMLlja39ChQ9W2p+/PIEVyc3ORmZmpUmZpaanTKHrGuGdGRERUHjB5j4iIiOg5IpdIVPyXqtq4du2apExd0kjxKXOioqJ0nmrh1q1bkinHNGFpaamyrG0SXpGSRriS4+3tLSm7dOmSTn1roviUMbm5uXj06JHB+ivi6ekpGQFC20S1Z0VERJQ1JJNSKBRo1qyZpDw+Pl6rdm7evKlzDMWff4VCIXuMyr12ZRkNQRvGPj50ZarjSlM1a9bE8OHD8eeff+Lx48fYvn277P43Z84crfdBTfXu3VtS9uDBA+zZs8cg/WlKbhotY+3fpqRQKCTn/ejoaK2n7i4vjhw5Ihm1bOrUqZJze2kePHig8/nflEx5DUdP+fr6yo6I9Omnn5a6Tz0v+++L+n6qjZ9++klSVqlSJTRv3lx2fVNeg1UErq6u6NGjB+bNm4dLly7hxo0bGD16NMzNzVXWu3r1KpYtW2aiKHU3btw4leX79+9j9+7dapcB4I033jBqsvWzfUVHR5e4rq+vr8ry2bNnteorISFB4+nI165dq5Io27VrV636qmjkEshOnDihU1vHjx9XWTY3NzfoNMDBwcGSEQLPnj2r0zXp2bNnJedBdSOb6ovcZ5w//vijwiUM61u9evVkE60M9VnzWenp6ZL9/5133kFAQIDWbd29e1dPUT2f5D4f6ONenVwbun4W0ec9M0C3Kd+JiIiMgcl7RERERM8RuZua2t5Qf9az09QUkbupLFeen5+Pixcv6tRveHi4TvWKj5aSmpqqUzva/kq8WbNmkl+CHzt2TKe+NdGiRQtJ2ZEjRwzWXxE7OzvJL/Z1fa3KWre8kJu6SdtRAXR9HgoLC3HhwgWVsrp168LOzk6yro2NjeQLm5s3b8qOEqFvxj4+dGWq40oX5ubm6NmzJ44fP45u3bqpPJaZmWmwZLqAgACEhoZKyhcuXGiQ/jQVEhIi+cKwvL52+lZ8v83MzKyw763FR1kBgHbt2mndjq5fdJtarVq14ODgoFJmrGs4+j+jR49G9erVVcru3r1batLQ87L/1qhRQ5I0dPz4cZ1+VPM8evjwoexIjG+//bbaKU5NeQ1WEdWqVQsLFy7En3/+KXls48aNJoiobLp06SIZlezZkfbkRuIbPXq0UWIr8ux7Xmk/zGrVqpXK8qZNm7RK0Fq3bp3aaZKflZKSojK9sIeHB9544w2N+6mI5M4ZR48e1bqd2NhY3Lp1S6WsadOmsp8R9cXe3h7BwcEqZRkZGTh//rzWbcltc/v27XWOTRNDhgyRfJaIi4vDP//8Y9B+K4Li99gA7e936CImJkby3qjLdVVsbCyT90ohdx9ZHz+2vHLliqRM188iFy5c0PlaVO6zMT8TERFRecXkPSIiIqLnSKVKlSRfOB48eFCnaSJyc3Oxbds2lTIHBwc0bNhQdv2WLVtKyjZv3qx1v8DTLwF0UXzqg/T0dJ1+FXz48GGt1nd0dJTc8Dp58qTOU8WURm7UAV2fM20Vf50jIiJ0+lVuUlISDh06pKeoTEfui1e5UWtKcvDgQZ2mAdm/f78kQVXuOCxiqv3G2MeHrkx5XOnKwsICc+fOlZQbcmTDCRMmSMp27tyJXbt2GazP0ri5uUluwEdERMiOPPa8qYj7rTpy52tdRh7SZIpTOXJfRBozYcnc3FwycldERASuXr2qU3tyXzi3bt1ap7ZeJFZWVvjiiy8k5XPmzJGMrPes52X/NTMzk0xNmZ6erjJ15YuqoKAA77zzjmREKAsLC8noasU9T+/VxjJw4EA0btxYpcxQ1zfFjx99vvcrFAqMGTNGpWz37t24f/8+8vLyJInBjRs3LvF63hCe/XHWtWvXSvxc0rBhQ5URix4+fKjxjzhSUlLw9ddfl7peXl4eBg4cqDIC9uTJkyUJ7vqUnJys9TSUz/5Nnz5d0uaKFSsk6/3xxx9qY3j55ZclZVu3btV69Dq5JNdXXnlFqzZ0IdfHhg0btG5Hro6h469atSr69u0rKZ8yZYpepg+tqAoLC2Wvb0q636Gv6xF9XVetX79e6zqGYurPGuq0adNGUhYWFoa0tLQytbtjxw6N+tJEeno6/vvvP63rpaamSupVr15ddsRzIiKi8oDJe0RERETPmeI3fXNycrBixQqt21m3bp1k+thOnTpJpjAq0qJFC8nNtL/++kvrqXOLpoPURfFRDQDg1KlTWrVx+/ZtHDhwQOu+X3vtNZVlIQS+/fZbrdvRRIcOHSQjvm3cuFHyC3tDKD7KFwAsWbJE63ZWrlxZ4aehyczMlN2/AgMDtWonOzsbq1at0rp/uedd7vUp8uqrr0rKvvvuO6NMsWnM40NXpjyuyqL4aJgAdEoG1VSfPn0ko64AwLBhw0w6ipDc/j1v3jwTRGJcPXr0kJyXFy1aVCG/aNTHtFx37tzB1q1bderf0dFRUpaenq5TW7qS++J+0aJFWrcTFhYmGe2iYcOGWieXv6gGDRqEmjVrqpQ9ePCgxOud52n/lXs/lUsUf9F88sknOHjwoKR89OjRqFatWol1TXkNVpEVv8Yx1PVN8eNH3+/9Q4cOVUk8KywsxO+//47NmzdLrp2MPeoeoJpMUVhYKLufFzE3N8fIkSNVyiZNmlTqjzgyMzMxYMAAREVFlbjekydP0Lt3b5X2GjZsiLFjx5ZY73lQs2ZNyY9RoqOjZRNgSrJ48WJJ2VtvvVWm2DQxYMAASdmKFSu0+sx//vx5ycjBLVq0KPU9Vh9mzZolSa56+PCh3ve97Oxsk49arqmwsDBJwrq9vX2J15P6uh7Rx3VVXl4efvnlF637NpTy8FlDTuXKlSX3UrOzs8s08mRqaqrkx+DA03vKutLlvqPcPemS7pkRERGZGpP3iIiIiJ4zxX/ZDwBfffWVyi/XS5OamorJkydLyj/44AO1daytrTF06FCVspiYGK2TJyZOnFjiyCYlkZv6YM2aNVq1MXnyZMn0HJoYPXq0ZEqRJUuWGGSkEnt7e3z00UcqZQUFBRg0aJDOz52m+vTpI7lZu2DBglKnWHpWXFwcvvzyS32HppHFixdrnVCqzk8//YSMjAyVMk9PT8nISZqYMWMGkpKSNF7/yJEjklEJvL29Zb8cLtKmTRvJlKd3797F//73P61i1YUxjw9dmfK4Kgu593ZD/5J88eLFsLa2Vil78uQJunbtWuqXsoYybtw4yeirq1at0nkE2IrC398fgwcPVilLTU3FsGHDNJqWrjzx8fGRlGnzHlFYWIjhw4frPIKFq6urpMzY02wNHz4cNjY2KmWLFi3SarSp/Px82eu1kq7hSJW5ubns6Htz585Vew3xPO2/b775JmrUqKFSFhYWhh9//FGn9iq6lJQU9O/fX3b7AwMD8dVXX5XahimvwSqy4tc4hrq+KX786Pu938nJSXKuXrZsmSSpxMnJCW+//bZe+9ZEhw4dVKZ9Lu3z8wcffAB3d3flck5ODnr37o0xY8ZIRj3OyMjAP//8g6ZNm2LPnj1q24yMjMSMGTMQFBSksl6lSpWwfft22NraartZFZJc8ub06dMlCVTqrF27VnLNEBoaKvtjH32rX78+2rZtq1IWFxen1blj6tSpkjJjJbTWrl1bZarmImvWrMH48eN1ukdU3K1bt9C2bVuDjQYXGRmpdbJnSeQS919++eUSp83V1/VIWa+rAGDmzJnl6od45eGzhjpyIwhPnz5d59H3pk2bJrlX1rx5c53ulRXZsGEDwsLCNF4/MTERM2bMkJSPGjVK5xiIiIgMThARERGRisjISAFA5a9Dhw4G7fPgwYOSPg8ePKhzey+99JKkvRYtWoi0tLRS62ZnZ4uuXbtK6jds2LDUurdu3RKWlpYq9SwsLMT27ds1ivunn36S9Fv0N2TIEI3aqFmzpko9MzMzcfr0aY3qfvXVV2r71+T1+PzzzyX1XFxcdHotY2NjRUZGhtrHU1JShIeHh6S/nj17iuTkZK37K+pz2rRpYt++fSWuN3PmTEm/9erVE/Hx8aX2kZGRIdq2bVum57ksrK2thY+Pj/jxxx81Oh7U2bBhg7CyspLEP27cuBLryR3rRX+dO3cW2dnZpfYdGRkpfH19JfVnzpxZat2jR48KhUIhqfvFF1+IwsJCjbf/WZcvXxaDBw8WiYmJJa5nzONDCCHpa/r06aW2a4rj6tixY2L+/PkiNTVVp/Y//PBDSbzr16/XqS1t/Pbbb7L7sbe3t/j333/L1PbOnTt1OgfMnj1bUs/BwUFs2bJF51h27dolRo0aVep6uuxvcoYMGaLSjr+/f6l17t69K6ytrSUxjBgxQqP3FDmRkZFi3Lhx4vLly3qPV52YmBjJNtSoUUOkpKSUWregoECMGDGiTNcQhYWFwtnZWaVely5ddN6eFStWSOKIjIwstd77778v+zzExMRotA3FXxMAwsvLS2RlZZVa35T7cVnp+/q9oKBA1KlTR9Lmjz/+KLv+87b/rl69WhKHhYWFWLRokc5tHjt2TLz11ls619eU3DGgy7VGWlqa+PXXX0VAQIDs6+Ls7CwuXLigcXumvAbr0KGDXo4Nbd/XPv74Y3H16lWd+goPDxdmZmYqfXXv3r3EOrpu5/jx41XqmZmZiaioKJ3iVufq1atqj/GivzFjxui1T220adNGGYe1tXWp55xNmzap3Q43NzdRt25dUa1aNcnnJXNzc/HOO++olLm7u8u24+/vL86dO2ekZ6Bspk+fLol/xYoVWreTk5Mj/P39JW1NnDix1LqRkZGyz+V///1Xpu3Q9D6MEELs2bNHUt/a2lqEh4eXWveXX36R1K1evbrIzc3VuP+yys3NlbyPFP3169dPxMbG6tRuVlaWmD17trCzsyvz9UlJTpw4IQCIJk2aiE2bNon8/Hyd2iksLBQTJ06UfR42bNhQYt2EhARJnREjRugUR61atVTasbS01Pi8u3z5csk55Nn3ltLIXVfqckw/S5/Pjb5lZGQINzc3SXw9evQQmZmZWrW1YsUK2ef+n3/+0bgNdecXX19fjT5PZWdni86dO0vqd+zYUattISIiMjYm7xEREREV8zwk792+fVs4ODhI2mzcuHGJN06vX78uWrduLalnaWkpzpw5o1Hfcjd8ra2txbfffqv25mFGRob4+OOPlV9oKRQKSSKCpjeNv/76a0n/np6e4ujRo2rrxMTEqHyJYGNjo9PrkZubK1q2bCmpa2VlJSZPnlzqF2tCCHHq1CkxevRoYWtrW+pNqf379wsLCwtJf4GBgWLVqlUiLy+v1P6ysrLEli1bxNtvv63c7tJuqmVlZYnatWtL+q1Tp444ceKE2nqXL18WzZo1U65va2ur1/1eE8/uV3Z2dmLgwIFi165dGiU1CPE0Sebdd9+VvRnp7u5eagKj3LH+7P7Wpk0bcePGDbX19+zZI/z8/GSfe023YcaMGbI3QkNDQ8WRI0c0aiM+Pl4sWbJEdOnSRXncxsXFlVjH2MdH8X40TUIx9nG1efNmAUA4OTmJkSNHir1792r0JVVaWpqYNGmSJE5nZ2etb7Dratq0aWpvrLdr107s3r1b4+SxwsJCcebMGfH+++/LJsZqcg7Iy8sTXbp0kdRVKBTivffeE3fu3NEolps3b4rZs2eLevXqCeBpcnJpdN3fitM16emPP/6QfR0aN24stm/frlFiSGpqqli9erV49dVXhbm5uQBQ6rlf30lacsndLVu2FPfu3VNbJyIiQuVHBxYWFsovR7W9hnjllVck/U+ZMkWnL2t1Td5LSEgQVapUkdStVq1aiYmxDx8+FL169ZLdDzRNYDX1flwWhrh+//vvvyVtent7q32PfZ72XyGEGDZsmOz+1LdvX3Hx4kWN2njw4IGYP3++aNGihQAg7O3tdYpFG7om7+Xl5Ynz58+LxYsXi6FDhwonJye15zh3d3dx6tQprWMz1TWYqZL3ihJKu3TpIn7//XeN98Xt27cLLy8vSV9r1qwpsZ6u27l27VpJXy1atND486+mOnbsqHafAlBqwrwhFf9Rxscff1xqnZ9//lk2IVXdn4WFhVizZo3sflT8r2fPniIhIcEIW64f+kreE+L/PhsU/xszZoza88+xY8eEt7e3pE7//v3LvB3aJO8JIcSrr74qacPJyUls27ZNdv3c3Fzx5Zdfym7zjh07tOpbHxITE0X9+vVl43FwcBCff/65ePDggUZt3bt3T3z11VeS18bQyXvPXrN89NFH4syZM6KgoECjNo4dO6Y2gVHTxKfiP34wNzcXP/zwg9Y/hvvss88kMXh7e5d4Tk9KShLjx49XeW8qfj43VfKeEPp7bgxB7lwIPE0G3b9/f6n1o6OjxejRo2Xb6N27t1Y/VChe/9l7Zr6+vmLPnj1q6964cUMlIf3ZNiIiIjSOgYiIyBQUQlSweVSIiIiIDOzevXuoVq2aSlmHDh1w6NAhg/V56NAhdOzYUaXs4MGDkumVtPHXX3/hnXfekZSbmZmhTZs2eOWVV+Dn5wdzc3NER0dj//79OHDgAPLz8yV1vv32W0ycOFGjfvPy8tCqVSuEh4dLHvP19UW/fv1Qt25duLq6Ii4uDufPn8fmzZuRmJioXG/cuHHYvn077t+/rywbMmQI/vjjj1L7T01NRf369fHgwQPJYy+99BK6du0KX19fFBQU4NGjRwgLC8O///6LrKwsAICNjQ3mzp0rmT5T09fj4cOHaN68uexUlra2tujQoQPatWsHb29vODk5IS0tDbGxsbhw4QKOHz+uEndkZCQCAgJK7O+3336TnSoZeDrNUGhoKJo2bQpPT084ODggLS0NycnJuHv3LsLDw3HhwgXlthf5559/0L9//xL7PXHiBEJDQ5Gbm6tSrlAo0Lp1a3Tv3h1+fn4wMzNDdHQ09u3bh0OHDimngzM3N8fs2bMxZcoUlfpl3e9LY2NjIzsFqqWlJRo3bozmzZujatWqcHd3h4uLC7Kzs5GUlISIiAicPn0aZ86ckW3X0tIS//zzT4nT1gLyx/rcuXPx2WefKZ8bCwsLdOnSBZ07d0aVKlWQm5uLe/fuYfv27bLHlbW1NQ4dOoSWLVtq9BwIITBw4ECsXbtW9vFatWohNDQU9erVg5ubG6ytrZGcnIykpCRcu3YN4eHhuH79umRqv7i4OHh4eJTYtzGPj2en/wKeTvsiN22KHGMeV1u2bMFrr72mUubo6IgmTZogODgY1apVg4uLC+zt7ZGdnY2HDx/i3Llz2Lt3L1JSUiTtLVmyBCNGjNBoO/Xh22+/xZQpU9ROJWVra4vWrVsjJCQEnp6ecHd3h6OjI7KyspCeno4HDx4gIiICJ0+eRExMjNp+Pv/8c42m205KSkLr1q0REREheczc3BwhISFo3749qlWrBjc3NxQWFiI5ORlxcXG4dOkSwsPDce/ePZV69erVw5UrV0rstyz727OGDh2KlStXKpf9/f0l8agzZcoUfP3117KPVa1aFR07dkSjRo3g7u4OOzs7pKSkIDk5GTdv3kR4eDguX74seU8/c+YMQkJCDBKvnAMHDqBz586ScisrK7z66qto27YtvL29kZ2djejoaPz7778ICwtTuXb58ssvsWzZMp2uIf755x+88cYbso/5+PjAzc1NMlVY7969ZffNP/74A8OGDVMp0+S8Djw9F7700kuy12RNmjRBr169EBAQABsbGzx69AhHjhzBnj17ZKd0HTt2LBYsWFBqn0D52I91ZYjr98LCQjRs2BBXr15VKVd3Xfw87b8AkJubiy5duqidoqxRo0bo0KEDatasCXd3d5iZmSE5ORkJCQm4cuUKwsPDcevWLZUpvO3t7ZGenl7qtpRF8f0PeDq9rYODg2Td/Px8pKSkICUlReOp4dq1a4fVq1fDz89P69hMdQ0WGhqKw4cPK5d1PTa0fV9zcXFRuVYxMzNDvXr1EBwcjKCgIOX1dkFBARITE3H9+nX8+++/sufwdu3a4dChQzAzM1Mbn67bmZ2djSpVqqh8Hi3i6OiIypUrS6Y0B4ALFy6U2vazNm7cqPYzVtu2bbWaDlDfMjIyULVqVeVzYGVlhUuXLqF27dol1tuyZQvGjx8v+9n7WTVr1sSyZcvQrl072f2oyMsvv4zJkydLPi+VdzNmzMDMmTNVylasWIGhQ4fq1N6oUaOwePFiSbm7uzsGDRqEunXrwtHREVFRUdi7d6/sfu7v749z587Bzc1N437ltkPTc1CRuLg4NGnSBA8fPpQ8FhISgldffRXVqlVDVlYWbt26hdWrVyM6Olqy7rhx4yRTSxtLYmIievbsiRMnTqhdJygoCB07doSvry88PT2V9w5iY2Nx48YNHD9+HFevXoXc16+Gur948uRJtGrVSvYxR0dHNGvWDCEhIfD29oa7u7vynBwXF4erV6/i8OHDiIyMlK3v4+ODsLAwBAYGlhrHt99+i0mTJknKFQoFfH194ezsDHNzc5XHRo0aJZnONDExEYGBgUhOTpa01b59e7z88ssICAiAQqHA48ePceLECezevVvlOqPonsqff/6pLNPkulTuurIsx3QRfT03hjJ+/Hi1x13NmjXRqVMnBAUFKa9REhMTER0djSNHjuDEiROSz5IAUL16dYSHh8PFxUXjOIp/JpkwYQL++ecflfsFTZs2VX4msrKyQnR0NA4cOID9+/fLTjX+ww8/SO7zEhERlTumzBwkIiIiKo+eh5H3iixbtkx2BClN/xQKhfj666+17jcuLk40aNBApz7btWsnsrOzJdPFaPOL7/3790um79Xkz8LCQmzZsqXMr0dUVJRo1KiRzs970Z8mI/QI8XQKV0dHxzL3V/Sn6XQW27dvlx0hS5O/hQsXGmy/L4nc1JJl/bOzsxNbt27VqH9127xgwQKd+raystJ4WupnFRQUiGnTpmk1WkZpf6WN+lLEWMdH8fW1HUHKWMeVutE1dPn76KOPtNpGfTl48KDsFF/6+GvUqJHW0/AmJiaKHj166C2GijDyXpEFCxbo/L4s92fskfeEEGLKlCk6xzto0CBRWFio8zVEQUGB7BRLJf2pa1vXkfeK7Ny5U9jb25fp9fvggw80HmlFiPKzH+vCUNfv69evl7Tr6ekp0tPTZdd/XvbfIllZWWL48OF6e08x1ch7+virVauW+Ouvv3Se4raIKa7BTD3yXln/6tevL6Kjo0uNryzbqW4E25L+tJWfny98fX1l21q9erXW7enbzJkzVWJq27atRiNOZ2RkiKVLl4qePXsKf39/YWNjI1xcXERQUJAYOHCg2L59u8qo0itXrhTOzs6iWrVqIiQkRAwbNkysWLFCq3NkeaPPkfeEeDoSaL9+/XQ+Znx8fEoczV2b7dB25D0hhLh27ZrsSICa/r3xxhs6T/mqL7m5ueKTTz5Rjkatz3OJoUYULD7ynr7+AgICxK1btzSOIyMjQzmCuaZ/6q45d+7cqfNrUL9+fZGYmKjTdamhRt7T53NjCAUFBeLTTz/V2zVKy5YtNTp/Fyf3HJw+fVrnz0affvqpAZ4tIiIi/VP/UzUiIiIiqvCGDx+O3bt3o1atWlrX9fPzw4YNG2R/FVoaDw8PHDhwAL1799aqXt++fbFnzx5YW1tr3eezOnfujK1bt8Le3l7jOl5eXti7d2+pI6dpws/PD8eOHcMHH3yg87Y4OTnJjvAgp1+/fjh79ix69uypU19FLCws0LNnTzRs2FCj9Xv27ImdO3dqNfKIra0tli1bhtGjR+saZpl8/fXXaNu2bYmjdmijb9++uH79utb7enFjx47FkiVLNH7Ngaf72c6dO3V63c3MzDBr1izs2rULjRo10rr+s5ydnTFixAjZEW3kGPv40JWxjitnZ+cyb4unpyeWLVuGH374oUzt6Co0NBQRERGYO3cuvL29y9yemZkZunbtir///hvnzp1Dly5dtKrv6uqK7du3Y/78+ahUqVKZYvH391c7Okx5NHbsWISFhaFt27ZlasfW1hYDBgxA1apV9RSZ5ubMmYPPPvtMMuJCSczNzfHpp59i5cqVWtUrzszMDBs2bMDAgQN1bkNfunfvjiNHjpQ48qE67u7u+O233/Dzzz/r7Xz3ourfv7/k/TsuLk7tqCTP2/5rY2ODZcuWYdWqVahevXqZ2vLy8lI7qm155erqisGDB2PXrl2IiIjAoEGDyvQaAaa9BjO2sl4TKBQKDBkyBEePHkXlypX1FJW8IUOGYOnSpXB0dDRYH+bm5rKjJ3l6epY66rkxTJw4Ef7+/srlo0ePYurUqaXWs7Ozw7vvvovt27fj3r17yMrKQlJSEq5evYrVq1ejZ8+esLS0VK7/zjvvKEesPnPmDJYvX46hQ4dqNDLti8LCwgLr16/H559/LhkxtTTt27fHmTNndLoHpC9169bF6dOntb4etbS0xPTp0/H3339LRh8zNktLS3zzzTc4d+4cevbsWeb3/po1a2LhwoW4evUqevTooacoVdWqVQtTp05FnTp19NKelZUVpkyZgitXrqBGjRoa17Ozs8PevXvRtWvXMsfQvXt3/PPPP3ByctKqXs+ePREWFgZXV9cyx6BP+nxuDMHMzAyzZ8/Gtm3byrQfOTg4YPLkyTh8+LDezt/NmjXDf//9hypVqmhcx87ODj/++CNmz56tlxiIiIgMztTZg0RERETlzfM08l6RvLw8sXjxYtGmTZsSf7WqUChE06ZNxffffy+ysrL00vfGjRtF27ZtS/zlZosWLcTGjRtV6pVl5L0i0dHRYsSIEcLBwUFt325ubmLixIkiISFBWU+fr0dUVJT46KOPRM2aNUv9NaidnZ3o1q2bWLJkidoRXUpz8eJF8d5774lq1app9AtUd3d30b9/f7F48WIRGxurU59paWli2rRpws/PT20/tra2YsiQIeL27dvKeqYYea/IkydPxOrVq8WoUaNE/fr1hZmZmUbPl7m5uahXr574/PPPRUREhNb9lrbNN2/eFIMHDxa2trZqY/Dz8xOffvqpSEtL09vzsX37dtG3b1/h5uam0fNQvXp18d5774kNGzaIzMxMnfs15PFRvH5ZfrFu6OMqIyNDbNmyRYwZM0Y0btxY49EFmjZtKr777juRnJys87bpW25urtiwYYMYOHCgViNu+Pj4iJ49e4pvv/1WPHz4UG/xZGVliYULF4qOHTsKGxubUuMwMzMTTZo0EZMmTRKHDh3SeIQlfe1v+hyxLCwsTLz99tuicuXKGr0GlStXFoMHDxZ//vmnxvuUIUdYO3bsmOjWrVuJ7892dnZi4MCB4sKFCyp19XENERERIWbMmCF69uwpAgMDhaurq+yovoYaea9IYWGhWLdunejSpUupo8cGBQWJL774Quf3hPK4H2vKkNfvmzZtkn2fT01NVVunou+/cvLz88Xq1atFt27dNB6ZNigoSIwfP17s2rVLoxG89EGbkfesrKyEg4ODqFy5smjUqJHo1q2bGD9+vFi0aJG4cOGCViNX6soY12CmGnlPCCHCw8PFV199Jbp27SqcnJw02kYvLy8xZswYcf78ea3i08d2pqamihUrVojBgweL4OBg4eXlpfa6XBd79uyRtDN58mSd2jKEHTt2SOKbP3++qcMq9/Q98t6zrl+/LoYOHVriPQ2FQiHatGkj1q9fr/ft0OUcVKToGqZ169Yl3g9ycHAQw4YNE9evXy9T/IZ048YNMX36dI0/q5mZmYmgoCAxZswYcfz4cZPE++uvv4q33nqrxPs0xf9sbGxEu3btxIIFC8STJ0/KHEd4eLiYMmWKePnll0VAQIBwcXGRnR2ktGvOe/fuiZEjR5Z4n8TMzEyEhoZKZkUoTyPvPUtfz42hFBYWis2bN4vevXtrdI1iYWEhmjdvLmbNmiUSExPL1HdJz0FycrL49NNPhaenp9pYnJycxJAhQ8Tdu3fL+CwQEREZl0IIIUBEREREL4zk5GScPHkSsbGxiIuLQ0FBATw9PVGpUiU0a9YMXl5eBuk3Ojoap0+fRkxMDJKSkmBvb4+AgAA0b95cq19O6iIvLw/Hjx/HnTt3EB8fj4KCAnh4eKBBgwYICQnR+tfsurp//z4uXbqEuLg4ZRyOjo6oVKkSateujTp16sDKykpv/UVFReHSpUuIj49HQkICsrOz4eDgACcnJ1StWhV16tTR63MvhMDZs2dx8+ZNPHr0CLm5uXBzc0OdOnXQokUL2Nra6q0vfcvJycGdO3dw+/ZtxMbGIi0tDZmZmbCxsYGTkxOcnJxQo0YN1KtXr0zbcejQIXTs2FGl7ODBgwgNDVUpy8rKwqlTpxAREYHExERYW1vDx8cHNWvWREhISJl/+a+OEAKXL1/GnTt3kJCQgISEBBQWFsLR0REuLi4IDAxE3bp14eLiove+jX186MoYx1VGRgZu3bqFu3fv4vHjx0hLS0NeXh4cHBzg7OyMGjVqoGHDhnB2dtbTVhnOw4cPERERgQcPHiAxMRFZWVmwtLSEi4sLXFxc4ObmhqCgIIOfB4Cnx/nZs2cRHR2NhIQEJCUlwcLCAo6OjvDw8ECtWrVQu3Ztg4/qaAo3b97E9evXlcd1Xl4eHB0d4eTkhGrVqqFOnToGO/+XVXJyMo4ePYqoqCjla+bh4YHatWujWbNmZR6ttyLJyMjAyZMn8ejRIzx58gS5ubnw8PCAl5cXgoODtRoJl4zjed1/8/Pzcf78edy/fx8JCQlITEyEmZkZHB0d4erqipo1a6JOnTrldkS48siU12DGUlhYiHv37uHOnTu4f/8+UlNTkZmZCWtrazg5OcHHxwcNGzZ8rkdgGzhwIP7++2/lspmZGW7fvo1q1aqZMCpVH3/8MX788UflskKhwNy5czF58mQTRkW5ubk4c+YMrl+/jvj4eOTn58PJyQnVq1dH8+bNy+11XJEnT57g9OnTuHv3LlJTU5Xnw7p166JZs2bl4nOepjIyMnD58mVERkYiNjYWmZmZAJ6O1urq6orKlSsjODjYoCN5ais1NRW3bt3CnTt3kJiYiLS0NOTk5MDBwUF57q5bty5q1apl8lEPS5KTk4NTp07hxo0byvNk0TmyWbNmcHNzM3WIzyUhBK5du4abN28iKSkJiYmJyM3NVe7zPj4+aNasGezs7PTSX/H7XdOnT8eMGTNUygoLC3H+/HlcvnwZsbGxEEKgUqVKqFq1Ktq2bVthr7GJiOjFxuQ9IiIiIiIiI9E0eY+IiIiIiJ4fcXFx8PPzQ05OjrLslVdewe7du00YlVReXh569eqFvXv3qpQPHToUCxYsgL29vV77S0lJwaeffoqxY8ciKChIr20TEVHFo0nyHhER0fPIzNQBEBERERERERERERERPa+WLFmikrgHAGPHjjVRNOpZWlpi06ZNaNu2rUr5H3/8gcaNG2PXrl1662vz5s2oW7cuFi5ciF69eiEhIUFvbRMREREREVUkTN4jIiIiIiIiIiIiIiIygIyMDMyfP1+lrEaNGujevbtpAiqFnZ0d9u7di169eqmU3759Gz169EBoaCh27NiBwsJCrdvOycnBihUr0LhxY/Tt2xePHj0CANy9exdvvPGGXuInIiIiIiKqaCxMHQAREREREREREREREdHz6IsvvkBcXJxK2Ycffggzs/I7toKdnR02b96Mzz//HF9//bVKot7hw4dx+PBhVKpUCa+99hpCQ0PRvHlz+Pv7S7ZJCIF79+7h9OnT2LdvH7Zt24b4+HhJf97e3vj8888Nvl1ERERERETlEZP3iIiIiIiIiIiIiIiI9CgxMRFz5szBDz/8oFLu7++P9957z0RRac7c3Bxz5sxB165dMWrUKNy8eVPl8djYWCxatAiLFi0C8HTKXW9vbzg4OMDMzAwZGRmIiYlBbm5uif0MHjwYP/zwAzw8PAy2LUREREREROUZk/eIiIiIiIiIiIiIiIjKYMSIETh79iwAID4+HjExMRBCSNb77rvvYGVlZezwdNaxY0dcvnwZv/zyC7777js8fvxYdr28vDw8ePBA43Y7dOiAOXPmoHXr1voKlYiIiIiIqEIqv+OyExERERERERERERERVQC3b9/GxYsXcfHiRURHR8sm7r3zzjvo37+/CaIrGysrK/zvf//DvXv3sHz5cnTs2FGnaX9dXFwwbNgwnD59GocOHWLiHhERERERETjyHhERERERERERERERkUENGjQIS5cuNXUYZWJtbY1hw4Zh2LBhiIuLw5EjR3Ds2DFcu3YNd+7cQXx8PDIyMiCEgIODA7y9vVGjRg00bdoU7dq1Q/v27WFpaWnqzSAiIiIiIipXmLxHRERERERERERERESkR7a2tqhSpQpatWqF4cOHIzQ01NQh6ZWnpyf69euHfv36mToUIiIiIiKiCk0h5MZuJyIiIiIiIiIiIiIiIiIiIiIiIiKDMTN1AEREREREREREREREREREREREREQvGibvERERERERERERERERERERERERERkZk/eIiIiIiIiIiIiIiIiIiIiIiIiIjIzJe0RERERERERERERERERERERERERGxuQ9IiIiIiIiIiIiIiIiIiIiIiIiIiNj8h4RERERERERERERERERERERERGRkTF5j4iIiIiIiIiIiIiIiIiIiIiIiMjImLxHREREREREREREREREREREREREZGRM3iMiIiIiIiIiIiIiIiIiIiIiIiIyMibvERERERERERERERERERERERERERkZk/eIiIiIiIiIiIiIiIiIiIiIiIiIjMzC1AEQGUNycjIOHz6sXPbz84O1tbUJIyIiIiIiIiIiIiIiIiIiIiIiIlPKycnBgwcPlMsdOnSAi4uL0fpn8h69EA4fPow+ffqYOgwiIiIiIiIiIiIiIiIiIiIiIiqntmzZgldffdVo/XHaXCIiIiIiIiIiIiIiIiIiIiIiIiIjY/IeERERERERERERERERERERERERkZFx2lx6Ifj5+aksb9myBTVq1DBRNKROeno6Tp8+rVxu3rw5HBwcTBgRERG9yHheIiKi8obnJiIiKm94biIiovKG5yYiIipPeF6qGG7fvo0+ffool4vnGBkak/fohWBtba2yXKNGDdSrV89E0ZA6qampePz4sXK5bt26cHJyMmFERET0IuN5iYiIyhuem4iIqLzhuYmIiMobnpuIiKg84XmpYiqeY2RonDaXiIiIiIiIiIiIiIiIiIiIiIiIyMiYvEdERERERERERERERERERERERERkZEzeIyIiIiIiIiIiIiIiIiIiIiIiIjIyJu8RERERERERERERERERERERERERGRmT94iIiIiIiIiIiIiIiIiIiIiIiIiMjMl7REREREREREREREREREREREREREbG5D0iIiIiIiIiIiIiIiIiIiIiIiIiI2PyHhEREREREREREREREREREREREZGRMXmPiIiIiIiIiIiIiIiIiIiIiIiIyMiYvEdERERERERERERERERERERERERkZEzeIyIiIiIiIiIiIiIiIiIiIiIiIjIyJu8RERERERERERERERERERERERERGRmT94iIiIiIiIiIiIiIiIiIiIiIiIiMjMl7REREREREREREREREREREREREREZmYeoAiIiIiIiIiIiIiIiIiMjwhBAoLCyEEMLUoRAZREFBARQKhcpyfn6+CSMiIqIXGc9LulMoFDAzM1N5/p5XTN4jIiIiIiIiIiIiIiIieg4VFBQgIyMDaWlpyMjIQEFBgalDIjKogoICeHp6Kpejo6Nhbm5uwoiIiOhFxvNS2VlZWcHR0RGOjo6wsbF5LpP5mLxHRERERERERERERERE9BwpKCjAo0ePkJaWZupQiIiIiIh0lpubi4SEBCQkJMDS0hKVK1eGnZ2dqcPSKybvERERERERERERERERET0n8vLy8ODBA+Tk5Jg6FCKjMzMzg6Ojo8oyERGRqfC8pF95eXmIiopC1apVn6sEPu4VRERERERERERERERERM+BnJwc3Lt3j4l7RERERPRcEkIgKioKmZmZpg5FbzjyHhEREREREREREREREdFzIDY2Fvn5+SplCoUCdnZ2cHR0hK2tLczNzaFQKEwUIZFhFRQUID09Xbns4OAAc3NzE0ZEREQvMp6XdCeEQF5eHtLT05Gamoq8vDyVx2JiYhAYGPhcXNcyeY+IiIiIiIiIiIiIiIiogsvLy0NGRoZKmZWVFfz8/GBlZWWiqIiMS6FQqCRFWFhYMEmCiIhMhuelsrG0tISdnR08PT0RHR2NtLQ05WN5eXnIycmBjY2NCSPUD06bS0RERERERERERERERFTBpaSkqCybmZnB39+fiXtEREREVKEpFApUqVIFlpaWKuWpqakmiki/mLxHREREREREREREREREVMEVT95zcnKChQUn4SIiIiKiik+hUMDJyUml7NmR+CoyJu8RUbmRfz8d9mm8kUBEREREREREREREpA0hBHJzc1XKin+5SURERERUkTk4OKgs5+bmQghhomj0h8l7RFQuFOYUIGt7FGpfcYRfpB3MCkwdERERERERERERERFRxVBYWCgpKz6tGBERERFRRSY3qrTcdXBFwyGuiKhcSN13DyI1Dwoo4PXYBi6JlsgLSAWa8JeBREREREREREREREQlkRtxxMyMY3gQERER0fND7vqWI+8REelBTlQq0o/HqJRZ5Zoja30kEv6OQEFarpqaREREREREREREREREREREREQVE0feIyKTEvmFSN50C1CTDJ11MQ7ZN5Pg0qM67Jp6QaFQGDdAIiIiIiIiIiIiIiIiIiIiIiID4Mh7RGRS2RGJyHucWeI6IisfSRtuIn7ZFeQnZBkpMiIiIiIiIiIiIiIiIiIiIiIiw2HyHhGZlG19D7gPrQdzZ+tS1825nYzY+eeQduQhREHFn7eciIiIiIiIiIiIiIiIiIiIiF5cTN4jIpOzreOGSh83gVWIB4S6+XP/P5FXiJRdkXiy8AJyo9ONFCERERERERERERERERERERERkX4xeY+IygUzawvYvFQFEfVTkWWbX+r6edHpePLreSTvjkRhboERIiQiIiIiIiIiIiIiIiIiIiIi0h8m7xFRuZLpWIDrDVMR7ZcJmCtKXrkQSD/8ELHzzyH7dpJxAiQiIiIiIiIiIiIiIiIiIiIi0gMm7xFRuSPMgMe+2bB/txasApxKXb8gMRvxS68g8Z+bKMzMM0KERERERERERERERERERERERERlw+Q9Iiq3zD1s4Pl+Q7i8VgMKa/NS188Mj8XjH8KReSkOQggjREhEREREREREREREREREREREpBsm7xFRuaYwU8ChhQ+8P24KmyD3UtcvTM9D4poIJPx5DfnJOUaIkIiIiIiIiIiIiIiIiKh0ycnJ8PLygkKhgEKhwM6dO00WS2FhIerVq6eM5eeffzZZLERERC8yC1MHQESkCXNna7gProusKwlI3nYbhWklT4+bfT0RsXfC4dwtAPYtfKAwUxgpUiIiIiIiIiIiIiIiItJEcnIyLl++jJs3byIpKQl5eXlwdXWFt7c3WrRoAR8fH4P1nZSUhLNnz+Lu3btITk5Gfn4+HBwc4Ovri3r16qFOnTp67/OLL75AXFwcAKBdu3bo0aOH3vvQlJmZGWbNmoW+ffsCAGbMmIG3334b7u6lD6ZBRERE+sPkPSKqMBQKBewaeMCmhgtSdkci4/TjEtcXuQVI3noHmRfi4Nq3Biwr2RspUiIiIiIiIiIiIiIiovIrICAA9+/fVy4fPHgQoaGhBm+rsLAQhw4dwvbt27F//35cuXKlxLaDgoIwduxYDB06FHZ2djrF96ysrCwsX74cf/75J86cOQMhhNp1vb298frrr2PcuHGoVatWmfu+fv06fvvtN+Xy7Nmzy9xmWb322msICQnB2bNnkZSUhOnTp2PBggWmDouIiOiFwmlziajCMbO1gGvfmvB4rwEsPGxLXT/3fipifz6PlH/vQ+QXGiFCIiIiIiIiIiIiIiIietbevXvh6+uLzp07Y/78+aUm7gHAtWvXMHbsWDRu3BhnzpwpU/9r165F9erVMW7cOJw+fbrExD0AePz4MX755RcEBQVhzJgxSE1NLVP/06dPR35+PgCgVatWaNeuXZna05dJkyYp/1+yZAmioqJMGA0REdGLh8l7RFRh2QS6oNKEYDh29ANKmxa3QCDtvyjE/nwOOffL9uGKiIiIiIiIiIiIiIiItHPr1i08evRI9jE3NzcEBQWhWbNmqFq1qmzdDh064MiRI1r3m5eXh/feew9vvfUWHj+Wzurk7OyMOnXqoGnTpvDx8YG5ubnK4wUFBfjtt98QEhKCGzduaN0/AFy6dAkbNmxQLj+bMGdq/fr1Q2BgIAAgNzcXs2bNMnFERERELxYm7xFRhaawNIfzywHwGtcYlr4Opa6f/yQLcYsuImnrbRRm5xshQiIiIiIiIiIiIiIiInqWQqFA165dsWzZMty5cwcJCQm4evUqTp8+jfv37+P+/fv43//+p5JIl5WVhV69eiEmJkbjfgoKCjBgwAAsXbpUpdze3h5TpkzBxYsXkZycjOvXr+Ps2bOIiYlBXFwcli1bhuDgYJU6RQmEERERWm/vN998oxzpz9fXF7169dK6DUMxMzPDe++9p1xeuXIlYmNjTRgRERHRi4XJe0T0XLCq7ACvMY3h3KM6FJalvLUJIOPEI8T+EI6sawnGCZCIiIiIiIiIiIiIiOgFZ2VlhQ8++AB3797Fvn37MHz4cFSvXl2yXtWqVfHdd99h7969sLa2VpanpqZi6tSpGvf31VdfYdOmTSplHTp0wNWrVzF37lw0bNhQUsfV1RXDhw/HmTNnMHfuXJiZ/d/3TrGxsejbty+ysrI0juHRo0dYv369cnnYsGGS0f1MbejQobCwsADwdPS9RYsWmTgiIiKiFweT94jouaEwU8CxXRVU+qgprGu5lrp+QWouEv68hoQ111GQlmuECImIiIiIiIiIiIiIiF5MrVu3xs2bN/Hzzz8jICBAozqdO3fGN998o1K2bt06pKenl1r31KlTmDt3rkpZx44dsWfPHvj7+5da39zcHFOmTMHixYtVyq9fv46JEydqEP1TS5cuRV5ennJ58ODBGtc1lkqVKuGll15SLv/+++8oLCw0YUREREQvDibvEdFzx8LNBh7D6sH1zdows7Modf2sS/F4/H04Ms48Vg5ZTkRERERERERERERERPrTpEkTjZLmihs9ejScnZ2Vyzk5OTh06FCJdYQQ+PDDD1FQUKAs8/Pzw9atW2FjY6NV/yNGjMD//vc/lbKFCxfi9OnTGtVftWqV8v/69eujZs2aWvVvLK+99pry/5iYGBw4cMCE0RAREb04mLxHRM8lhUIB+2AvVPq4KeyCvUpdX2TnI2njLcQvvYz8eM2HOiciIiIiIiIiIiIiIiLDsbS0RMuWLVXKoqKiSqyzf/9+REREqJT99NNPcHR01CmGGTNmwNfXV6Xshx9+KLVeeHg4bt68qVx+9dVXderfGHr37g2FQqFcXrNmjQmjISIienEweY+InmvmDlZwe7M2PIbVg7mLdanr59xJweP555B2+AFEAUfhIyIiIiIiIiIiIiIiMjVXV1eV5ZSUlBLXX7RokcpycHCwyshy2nJwcMCkSZNUyjZu3IgHDx6UWG/Hjh0qyx07diy1r549e0KhUCj//vvvP63jFUKgevXqyjYsLCzw+PHjEut4eXkhKChIubxr1y7OWEVERGQETN4rZ4QQiIyMxLZt27Bw4ULMmTMH33//PZYvX46wsDBkZ2ebOkSiCsmmthsqfdQUDm0qA4pSVs4vRMrue3jy63nkRqcbJT4iIiIiIiIiIiIiIiKSFx0drbLs7u6udt3U1FTJtLrDhg0rcwwDBw6ElZWVcjk/Px/btm0rsc7evXuV/1taWqJ169al9jNkyBCV5T///FPLSIGwsDBERkYql19++WV4e3uXWq9Dhw7K/2NjY3H+/Hmt+yYiIiLtWJg6AAKSkpKwZcsW7NmzBwcOHEB8fLzadS0tLdGjRw98+OGHKhdPhhQQEID79+/rXP/gwYMIDQ3VX0BEOjKzNodLr0DYNfZC0sabyHucWeL6eTEZeLLgPBzaVYFTF3+YWZkbKVIiIiIiIiIiIiIiIiICgIyMDJw7d06lrFatWmrXP336NAoLC1XK+vXrV+Y43N3d0aFDB/z777/KsmPHjmHs2LGy62dnZ+PMmTPK5aCgINja2pbaT+/eveHq6oqkpCQAwKZNm7Bw4ULY29trHOvKlStVlosnBKrTtGlTleUjR46gSZMmGvdLRERE2mPynomNHTsWS5cuRW5urkbr5+XlYcuWLdiyZQveeecd/PLLL3BycjJwlETPFys/R3h9EIy0Iw+R+l8UkF/CkN8CSD8SjawrCXB9rQZsarqqX5eIiIiIiIiIiIiIqALKLyjEoxTO/mRoPs42sDDnxGjaWr9+PTIyMpTLTk5OaNOmjdr1T506pbLs7e2NypUr6yWWpk2bSpL31Ll06RLy8/OVy/Xr19eoD2tra7z55pvKqX/T09OxadMmDB48WKP6WVlZ2LBhg3LZxcUFvXv31qhugwYNVJbPnj2rUT0iIiLSHZP3TOzUqVOyiXvm5ubw8fFBpUqVkJeXh/v37yMlJUVlnT///BMRERH477//4ODgYKyQiZ4LCnMzOHWsCtv6HkjadAu5kaklrl+QmI34ZVdg18QLzj2qw9ze0kiREhEREREREREREREZ1qOUbLT75qCpw3juhU3qCD83O1OHISs8PFwl0Uwb2dmGS/zMzMzEl19+qVL29ttvw9JS/fc0t27dUlkODg7WWzzF24qKikJmZibs7KSv66VLl1SWa9eurXE/Q4YMUSbvAU9H0tM0eW/z5s1ITf2/773efPNN2NjYaFS3Tp06KssXL17UqB4RERHpjsl75YiLiwsGDhyIHj16oF27dnB0dFQ+VlBQgLCwMHzxxRcICwtTlp8+fRpDhw5V+fWEIVWqVAmrVq3Sqk6jRo0MFA1R2Vl62sHzvYbIOPsYKbsiIbILSlw/89wTZN9Igkvv6rBt6AmFQmGkSImIiIiIiIiIiIiIiAxj4sSJpg5B1sSJE3Hv3j3lsr29PT777LMS6xRNN1vEx8dHb/F4e3tLyhITE2WT9yIjI1WWfX19Ne6nZcuWqFWrFm7evAkAOHjwIB4+fKhRG3/++afKsqZT5gKAo6MjHBwckJ6eDgC4f/++xnWJiIhIN0zeKwcCAgLw2WefYeDAgbC1tZVdx9zcHKGhoTh48CDGjBmD33//XfnYxo0bcfDgQXTs2NHgsdrY2KBLly4G74fImBRmCjg094FtHTckb72DrKsJJa5fmJGHxL9vwOZ8HFz6BMLCRbNfKxEREREREREREREREZFm/v77b/z2228qZXPnzi11CtziyXvOzs56i0murcTERNmkugcPHqgsa5tEOGTIEEybNg0AUFhYiFWrVmHKlCkl1nn06BH279+vXK5VqxZatWqlVb8+Pj7K0QvT0tKQnJwMFxcXrdogIiIizZmZOoAX3cyZM3Hjxg28++67ahP3nmVubo6FCxciJCREpXzp0qWGCpHohWHuZA33wUFwH1QXZo5Wpa6fHZGI2B/OIf1YNEShMEKEREREREREREREREREz7/Tp0/j3XffVSnr3r07xo0bV2rdolHjitjb2+stLrm20tLSZNdNSUlRWXZwcNCqr8GDB8PM7P++zi8+op6cVatWoaDg/2aZeuedd7TqE5DGWXw7iIiISL+YvGdiPXr0gJVV6UlCzzI3N8ekSZNUyvbu3avPsIheaLb1PeD9cVPYt5AOfV6cyC1A8va7iFt0EXmPM4wQHRERERERERERERERkX4dPHgQQgid/vz9/fUay+3bt9GrVy9kZWUpy+rUqYO//voLCoWi1PrFk88yMvT3/Y1cW46OjrLrZmZmqixrMpDLs/z8/NCpUyfl8vXr13HmzJkS6zyb4KdQKDB48GCt+gQgmQJYn88fERERSTF5r4Jq166dynJCQoLkApCIdGdmawHX12rC8/2GsPAo/cNUblQaYn85j5R99yDyC40QIRERERERERERERER0fMlJiYGL730Ep48eaIs8/Pzw759++Dm5qZRG66urirL+hw5Tq4tTeMSQvtZnIYMGaKyXNLoe+fOncOVK1eUyx07dkTVqlW17lOXOImIiEh3FqYOgHRT/KITeHqxWPyXEERUNtbVnVFpQhOkHoxC2qGHQEnT4xYIpB14gKzL8XDtVxPWAc7GC5SIiIiIiIiIiIiISEc+zjYIm9TR1GE893ycbUwdQrmWmJiIl156CZGRkcoyT09P/Pvvv/Dz89O4neLfoz5+/FhvMcq1pS55r/j3ttnZ2Vr317dvX4wZM0Y5Ne/ff/+NH374AZaWlpJ1V65cqbJcPPFPU8+OeAjod9phIiIikmLyXgUVHR0tKXN3dzdBJETPP4WlGZxfCoBdQ08kbryFvAdpJa6fH5eFuEWXYN/SB86vBMDMhm+1RERERERERERERFR+WZibwc+NA0SQ6aSlpeGVV17B1atXlWXOzs7Yu3cvateurVVbNWrUUFk+f/68XmKUa6tq1apqB1dxcXFRWS5KwNOGnZ0d+vfvjxUrVgB4Ohvbzp070adPH5X18vLy8PfffyuXHRwc0K9fP637A4D09HSVZWdnDlZBRERkSJw2t4IKCwtTWfb394eVlZXR+o+Pj8eFCxdw5MgRXLhwAQ8ePOAQyvTcs/S2h9foRnDuWR0Kq9LfPjNOPkLsD+HIuppghOiIiIiIiIiIiIiIiIgqnqysLPTs2RNnzpxRltnZ2WHnzp0IDg7Wur2WLVuqLD969AgxMTFljhMAwsPDVZbbtGmjdt3iowU+evRIpz41mTp39+7diIuLUy7369dP5xHzno3T0dFRkoRIRERE+sXkvQpq+fLlKsvdu3c3Sr9PnjxBUFAQPD09ERwcjA4dOiA4OBhVq1aFh4cH+vTpg/Xr16OgoMAo8RAZm8JMAce2VVDpw6awriWdvrq4gtRcJPx1DQmrr6MgNdcIERIREREREREREREREVUMubm56NevH44cOaIss7a2xpYtW0pMjCtJs2bNYGam+jX4xo0byxQn8HTUu8OHD6uUlRRjQECAyvLDhw916rd9+/Yqbe3cuRMJCaoDRxRP6NN1ytzU1FSVkfeKbwMRERHpH+dyrIB27dqlcgELAEOHDjVK31lZWbh+/brsY4mJidi6dSu2bt2KwMBALFu2DB06dNB7DE+ePFH55Ygmbt++rbKcnp6O1NRUfYZFepCRkVHicrliAVj184PZNUdk74uGyCo5YTXrcjyybibCpnNlWDZyg0KhMFKgRESkqwp1XiIiohcCz01ERFTe8NxEVH4UFBQoB1YoSloqKCjgvWjS2LP7kLHaKigowFtvvYXdu3cryywsLLBmzRp06tRJp3gKCgrg7OyMDh064ODBg8ryFStWYMyYMVq396xVq1YhN/f/BmqwsLBAjx491MZZr149leWIiAidn+NBgwZh1qxZAJ4mPK5Zs0a5PUlJSdi+fbtyXX9/f7Rr106nvp6dthgAGjRowEFbiIjKoPh7KN9Ty6agoEA5K2hhYSGAp9PSm5ubl6nd4lPGGxuT9yqYxMREjBw5UqWsT58+aN68uYkiknfnzh107twZ33//PSZMmKDXthcuXIiZM2eWqY3Tp0/j8ePHeoqIDOX06dOmDkEj5vUU8LtnB/d465JXzClE9q6HiDsaifvVM5BjW2icAImISC8qynmJiIheHDw3ERFRecNzE5HpKBQKeHp6Ang6zSXw9EvIsn6RSc+voi+8i2RlZSEtLc1obQkhMGbMGGzatElZZmZmhgULFqBTp046x1Jk5MiRKsl758+fx9q1a9GjRw+d2svIyMC3336rUtarVy+4uLiojbVatWqwsLBAfn4+AODixYs6b1ffvn0xe/ZsZcLCypUrMXjwYOX/zyYVvv766zonIZw9e1ZluX79+mV+LYiI6P9kZmaaOoQKraCgQCVpDwDCwsKU50ddRUVFlTm2suC0uRVIYWEhBg0apDKksrOzM37++WeD9+3k5IQ33ngDy5Ytw9mzZ5GQkIC8vDykpKTg+vXrWLZsGdq2batSp6CgAB999BHWrl1r8PiITKnAUuBezQzcrJuKHOvSM+UdUy0RdNEZlaJtAObvERERERERERERERHRC+aTTz6RfIf43Xff4c0339RL+y+99BJq1aqlUjZ58mSdE9HmzZuH6OholbLSRvKzsbFBcHCwcvnWrVs6J21Uq1YNLVu2VC6Hh4fj5s2bACB5HgcMGKBTHwBw4cIFleXWrVvr3BYRERFphsl7Fcgnn3yiMmw0ACxevBh+fn4G7ffbb79FdHQ01q1bh+HDh6Np06Zwc3ODhYUFnJycUKdOHQwfPhxhYWHYtGkTXFxclHWFEHj33Xc5yh29ENJc8nGtUQpifbIgUHJmt5lQwDfKDnUvO8Eunb98JCIiIiIiIiIiIiKiF8PMmTOxbNkylbKvvvoKw4YN01sfCoUCP/74o3IaaQCIjo7GoEGDkJ2drVVbf/31F3799VeVsmHDhiEkJKTUup07d1b+n5eXhzNnzmjV97PeeustleW1a9fi9u3bKqPlNW/eHIGBgTr3cfz4ceX/np6eaNiwoc5tERERkWY4bW4F8fPPP+OHH35QKZs0aZLefn1Sktdff13jdV977TX4+PigU6dOyMrKAvB02M/Zs2fjl19+0Us8Y8aM0SomALh9+zb69OmjXG7evDnq1q2rl3hIfzIyMlSm1mjevDns7e1NGJHuCmIykbXrAQqflPwB0C7TAnWvOMOqmSes21eCwoqJfERE5cXzdF4iIqLnA89NRERU3vDcRFR+FBQUKEcFK0pWcnBwgIUFvwokec8mtQGAra2tcsplQ7b1zTffYP78+Spln3/+OaZOnapT38UVFBQoR7dr3bo1Jk2ahHnz5ikfP3LkCAYMGIDly5fD39+/1LZ++OEHTJs2TWU6vtq1a+Onn36CnZ1dqfH06dNHpf9Tp06hZ8+e2m4WAGDQoEGYPHmy8jvYDRs2wNLSUmWdYcOG6fw6PnnyBDdu3FAud+vWDU5OTjq1RURETz17XgIAOzs7mJszJ0BX+fn5yuuOovNdnTp1yvycXr9+vcyxlQWv2CuANWvW4MMPP1QpGzp0qMqFXnnSsmVLTJo0CTNnzlSWrVmzBj/99JPk4l0XXl5e8PLyKlMbDg4OvNisAOzt7Svu6+TkBJeaXkg7Eo3U/+4D+SWMxCeA3NNxKLiVCtfXasKmlqvx4iQiIo1V6PMSERE9l3huIiKi8obnJiLTyc/Pl3xpaW5uzi+HSWP63F/UtbVy5Up8+umnKmVt27ZF+/bt/x979x3W5PX2AfybsAl7L2UoKm5ErbNurW3d2uHee2utq65at61ate5RrVq1al2to25bFzhBwQGIsvdeIe8fvuTnkyAkEAjo93NdXJfn5Iw740loc3MfXLx4Ua09nJycULNmzSLHLViwAAEBATh+/Li87/Lly6hXrx4mTJiAr7/+GnXq1BHMSUxMxNGjR/Hzzz/j7t27gttsbW1x5MgRlRPkPvroI3h6euLp06cAgOPHj2PJkiUqzVVkaWmJHj16YN++fQCAsLAwrFu3Tn67oaEhvvrqq2I/j6dOnRIkKfbr14/vIUREGsbfz0pGJpNBJBIBgPxxNDU1LfEfrJiYmJQ4tpJg8l45d/LkSQwaNEjwi1LPnj2xbds2+QuyPJo0aRIWL14MqVQKAIiPj8edO3fQuHFjLUdGVHZEOmKYtakEo9rWSDz6DFkvkgodL03IQuyORzD2toP55x7QkegVOp6IiIiIiIiIiIiIiKiiKChB79q1a+jQoYPaaw0aNAi7du0qcpyuri4OHTqEUaNGCcanpqZi6dKlWLp0KSwsLODk5AQjIyNERkYiMjJS/h3n26pUqYITJ06ofbrXgAEDMG/ePACAv78/goKCUK1aNbXWyDdo0CB58h4AwRHA3bp1g4WFRbHWBYCjR4/K/+3o6Cg48peIiIhKT8nLoFGpuXjxIvr06YPc3Fx5X4cOHbB///5yn4lraWmJBg0aCPreLrNM9CHRszWGzYg6sOzlCZFh0ddu+t1oRP14B+n3ogWJu0RERERERERERERERKQefX197Ny5E3v37i3wdK/ExEQEBATA19cXr1+/VkrcE4vFGDFiBHx9fdVO3AOA4cOHC4633bNnj/p34v+1b98ezs7OBd42aNCgYq8bFRWFs2fPytsjR44s999HExERvS+YvFdO3bx5E127dhX8tUSzZs1w9OhR6OvrazEy1VWqVEnQjomJ0VIkRNonEokgaeQAh6kNYVTHpsjxeWm5iD8QiLhd/shNyCxyPBEREREREREREREREb1bv379EBwcjJ9//hkNGzYs8pQzOzs7jBs3DgEBAdiyZQvMzc2Lta+joyO++OILeXvnzp0FVvZThVgsRv/+/ZX6HRwc0LFjx2KtCbw50ji/oIy+vj5Gjx5d7LWIiIhIPTw2txx68OABOnfujNTUVHmft7c3Tp8+DYlEosXI1PP2X5AAQE5OjpYiISo/dMz0Yd3PCxn+sUj48znykrMLHZ8ZmICon3xh1tENJs2cIBKX3+OyiYiIiIiIiIiIiIioYggJCSnztXbt2qXSUbelydjYGOPHj8f48eMRFxcHX19fvHjxAomJicjNzYVEIoGLiwtq1aoFLy+vIhP8VDVjxgzs27cPMpkMr1+/xvHjx9GjR49irbVs2TIsW7ZMI3EBQF5eHrZu3SpvDxgwAA4ODhpbn4iIiArH5L1yJjAwEB06dEBCQoK8z8vLC2fOnCn2X3NoS2RkpKBta2urpUiIyh+jWjYwqGKBpL+CkXYzstCxsuw8JJ18gfT7MbDq5Qk9h4qTxEtERERERERERERERFQeWVtbl6hanTrq1q2L3r1749ChQwCAVatWFTt5T9OOHDmCZ8+eAXhTde+7777TckREREQfFh6bW46Ehoaiffv2iI6Olve5u7vj3LlzFS7xLSsrC7dv3xb0KR6jS/ShExvqwrKHJ2xH1YWurVGR43PCUhC17i6SzoRAlpNXBhESERERERERERERERGRJixcuBC6um9q6/z777+4evWqliN6Y8WKFfJ/Dx8+HK6urlqMhoiI6MPD5L1yIiIiAu3atcOrV6/kfc7Ozvjnn3/g7OysxciK58CBA0hPT5e3DQwM0Lx5cy1GRFR+Gbibw35iA5i2rQToFFF+PU+GlIthiFrrh6wXSWUTIBEREREREREREREREZWIl5cXxowZI2/PmTNHi9G8cezYMXlBFgsLCyxcuFDLEREREX14mLxXDsTHx6NDhw54/vy5vM/W1hbnzp2Du7u7FiMrnsjISKVfNjt27AhjY2MtRURU/on0xDDv6Ab7Cd7Qr2Ra5Pjc2AzEbHmAhKNPkZeZWwYREhERERERERERERERUUksWrRIfuLa1atXcerUKa3FkpeXh7lz58rbCxcuhI2NjdbiISIi+lAxeU/LUlJS8Mknn8Df31/eZ2FhgbNnz8LLy0uje4WEhEAkEgl+QkJC3jk+IiIC8+fPR0JCglp7fPLJJ3j9+rW8TyQSYcGCBSWInOjDoecgge2YerDo4gGRftFv0Wk3IxG52hcZj2LLIDoiIiIiIiIiIiIiIiIqLgsLC0RHR0Mmk0Emk+Gzzz7TWixisRiPHj2SxzJx4kStxUJERPQh09V2AB+6rl27yksR55s6dSpiY2Nx/vx5tdby8fGBpaWlxmLLysrCokWL8OOPP6Jr167o1asXmjRpAicnJ6Wxz549w65du7B+/XokJQmP8pw0aRIaNGigsbiI3ncisQgmzZ1hWMsaiUefITOw8ATavJRsxO19DKNa1rDoVgU6ZgZlFCkRERERERERERERERERERERFReT97Ts0qVLSn3z5s0r1loXL15E69atSxZQAVJTU7Fv3z7s27cPAGBtbQ07OzuYmZkhIyMDERERiImJKXBunz59sHr1ao3HRPQh0LUwhPXgWsi4H4PEEy+Ql5ZT6PgM/zhkPk+EeWd3SBo5QCQWlVGkRERERERERERERERERERERKQuJu+R2uLi4hAXF1foGAMDAyxZsgRTpkyBSMQEIqLiEolEMK5vBwNPSySdeoF0v+hCx8sypUg8+gzp96Jh2dMTerbGZRQpEREREREREREREREREREREalDrO0AqPyyt7fH2rVr0b17d9jb26s0x9XVFXPnzsWLFy8wdepUJu4RaYiORA9WX1SHzbDa0LEyLHJ8dnAyotb6IfniS8ikeWUQIRERERERERERERERERERERGpg5X3tEwmk5XZXm5ubmrtZ2RkhIkTJ2LixIkAgIiICAQGBuLly5eIjY1Feno69PX1YWlpCTs7OzRq1AhOTk6lFT4RATD0tIT95AZIPh+K1KuvgcIu6VwZks+EIuN+DCx7VYN+JdMyi5OIiIiIiIiIiIiIiIiIiIiICsfkPVKZo6MjHB0dtR0G0QdPrK8Di089YFzXFgl/PEVORFqh43Mi0xG98R5MmjnBrKMbxAY6ZRQpEREREREREREREREREREREb0Lj80lIqqg9F1MYTe+Psw+cQN0i3g7lwGp18MR9ZMvMgPjyyQ+IiIiIiIiIiIiIiIiIiIiIno3Ju8REVVgIh0xzFpXgsPkBjDwMC9yvDQxC7E7/RF/4AmkqdllECERERERERERERERERERERERFYTJe0RE7wFdGyPYjKgDy16eEBkWfSJ6+r0YRP3oi7S70ZDJZGUQIRERERERERERERERERERERG9jcl7RETvCZFIBEkjBzhM84FRXZsix+el5yLh90DE7vRHbnxmGURIRERERERERERERERERERERPmYvEdE9J7RMdWHdV8vWA+sCR0z/SLHZwUlIOonX6RcfQ1ZHqvwEREREREREREREREREREREZUFJu8REb2njGpaw36qDyRNHIscK8vJQ9KpF4jeeA/Z4allEB0RERERERERERERERERERHRh43Je0RE7zGxoS4su1eF7ei60LUzKnJ8zqtURK+/h6S/QyDLkZZBhEREREREREREREREREREREQfJibvERF9AAzczGE/sQFM21UGdESFD86TIeVSGKLW3kXWi8QyiY+IiIiIiIiIiIiIiIiIiIjoQ8PkPSKiD4RIVwzzDq6wn+gN/cqmRY7Pjc1AzJaHSDjyFHkZuWUQIREREREREREREREREREREdGHg8l7REQfGD17CWxH14NFtyoQ6esUOT7tViQif7yDjEexZRAdERERERERERERERERERER0YeByXtERB8gkVgEk6ZOsJ/qA8MaVkWOz0vJQdzex4j9NQDSpKwyiJCIiIiIiIiIiIiIiIiIiIjo/cbkPSKiD5iuhQGsB9WE1dc1IDbRK3J8ZkAcIn/0ReqNCMjyZGUQIREREREREREREREREREREdH7icl7REQfOJFIBON6tnCY6gNjH/six8uypEg89gwxWx4gJzq9DCIkIiIiIiIiIiIiIiIiIiIiev8weY+IiAAAYmM9WPWpBpthtaFjZVjk+OyQZESt9UPyPy8hy80rgwiJiIiIiIiIiIiIiIiIiIiI3h9M3iMiIgFDT0vYT24Ak49div6UkMqQfC4UUT/fRdbL5DKJj4iIiIiIiIiIiIiIiIiIiOh9wOQ9IiJSItbXgcWn7rAb5w09J0mR43Oj0hHzy30kHn+OvKzcMoiQiIiIiIiIiIiIiIiIiIiIqGJj8h4REb2TvrMJ7MZ5w7yzO6BbxEeGDEj9NxxRP/kh40l82QRIREREREREREREREREREREVEExeY+IiAol0hHBtJULHKY0gEFViyLHSxOzELfLH3H7n0Caml36ARIRERERERERERERERERERFVQEzeIyIilehaG8FmWG1Y9q4GkZFukeMz7scg6kdfpPlGQSaTlUGERERERERERERERERE7y83NzeIRKJ3/rRu3VrbIdIHorDXoUgkwuDBg7UdIgHo0KGD/Dn55ptvtBpLXl4eatWqJY9n3bp1Wo2HqDwpOvuCiIjo/4lEIkga2sOwuiUSTzxHxoPYQsfnpeci4VAQ0u9Fw7KHJ3StDMsoUiIiIiIiIiIiIiIiKu8SExPx8OFDBAUFISEhATk5ObC0tISDgwM++ugjODo6ltreCQkJuHPnDl68eIHExETk5ubCxMQELi4uqFWrFmrUqKHxPUNCQuDu7g4AuHjxYrlMtpNKpfD390dgYCDCw8ORlpYGXV1dWFpawsbGBvXq1YOHh4e2w6wwwsPD8d9//yEyMhKJiYmQSCRwd3dHs2bNYGtrWyp75ubm4t69ewgMDERkZCQyMjJgYGAAW1tbeHp6wsfHB4aG5ec7O5lMhhcvXuD58+cICwtDYmIiMjIyIJFIYGFhgRo1aqB+/fowMjLSdqjFlpmZCT8/Pzx9+hQxMTHIzMyEkZER7O3tUb16ddSvXx96enoa3fPIkSM4f/48AMDc3ByzZs3S6PrqEovFWLx4MXr27AkAWLBgAfr16wdra2utxkVUHjB5j4iI1KZjqg/rvl7I8I5D4rFnkCYVfjxu1tNERP3kC7OOrjBp5gyRjqiMIiUiIiIiIiIiIiIiIkVubm4IDQ2Vt0uSSKbOWnl5ebh06RJOnDiB8+fP49GjR4WuXbNmTYwbNw6DBw+GsbFxseJ7W0ZGBnbs2IFff/0Vt2/fLvTkIAcHB/Tp0wfjx49HtWrVSrx3effXX39h9+7dOH36NFJSUgoda2Njg44dO2LQoEFo3749xOKSH/iXl5eHli1b4t9//xX0t2rVCpcuXVJpjQULFmDhwoXy9qBBg7Br165ixVOStfLy8nDgwAGsWLEC9+/fL3CMSCRChw4dMG/ePDRv3rxYMSq6dOkSNm/ejBMnTiAtLe2d4wwMDNC+fXsMGzYM3bt3h0hU9t/b3bhxA0ePHsW1a9dw//79QuMFAF1dXXz22WcYN24cOnTooNZeqtw/XV1dmJubw8rKCnXq1EHjxo3x1VdfwdXVVa293iaTyXD8+HFs27YN586dQ1ZW1jvHSiQSfPbZZxg1ahTatm1b7D3zZWdnY/r06fL2tGnTYGVlVeJ1S6pHjx5o2LAh7ty5g4SEBMyfPx/r16/XdlhEWsdjc4mIqNiMvKxhP9UHkqaOQBG/98py8pB0KhjRG+8hOzy1bAIkIiIiIiIiIiIiIqJy4cyZM3BxcUG7du2wZs2aIhP3ACAgIADjxo1D/fr1cfv27RLtf+DAAXh4eGD8+PG4detWoYl7ABAZGYmff/4ZNWvWxNixY5GcnFyi/TXN3t4e586dE/ysXr1a7XWuX78Ob29vfPrpp/j999+LTNwDgNjYWOzbtw+dOnWCp6cnDh06VJy7ILB+/XqlxL2KKDo6Gh9//DH69ev3zsQ94E1i19mzZ9GyZUvMmDEDeXl5xd7z2bNn6NChA9q0aYMDBw4UmQiXlZWFU6dOoWfPnmjYsCF8fX3V3lPxtbd371615q9fvx4rVqzAv//+W2S8wJtqgn/++Sc6duyIPn36IDExUe2Yi1o/Li4OT58+xZEjRzBz5kx4eHigT58+iIyMVHs9Pz8/NGrUCN27d8fJkycLTdwDgLS0NBw8eBDt2rVDu3bt8OzZs+LeFQDAtm3bEBwcDOBNYuC4ceNKtJ4mzZgxQ/7vrVu34uXLl1qMhqh8YPIeERGViNhAF5bdqsJ2dD3o2hX9V285r1MRvf4ukv4KhixHWgYREhERERERERERERGRtj19+hQREREF3mZlZYWaNWuiUaNGqFy5coFzW7VqhStXrqi9b05ODkaMGIGvv/66wCQcc3Nz1KhRAz4+PnB0dISOjo7gdqlUil9++QUNGzZEYGBgkfvl5eUhPj5e7TjzpaenIz09vchxhoaGaN++veDHx8dHrb0WLVqEjz/+GPfu3VO6TSwWw9bWFrVq1YKPjw+cnZ0LPNbzxYsX+OKLL/DNN9+otffbQkNDMWfOnGLPLy8iIyPRuHFjXL9+XdAvEolQpUoVNGrUSH5scj6ZTIaVK1di7Nixxdrz+PHjaNCggfx41Lfp6+ujcuXKaNSoEapUqVLgsbN+fn5o2rQptmzZota+iq89TVQP1NHRgZubG+rXr4/GjRujevXqBb7mDh8+jHbt2mk8gU9RXl4eDh8+jNq1a6uV4LhlyxY0adKkwDlGRkbw8PBAo0aN4OrqCn19faUxFy5cgLe3N44fP16suDMzM7FkyRJ5e/jw4eWi6l6+Xr16oUqVKgDeVAhcvHixliMi0j4m7xERkUYYuJrBfqI3zNpXBoo6FjcPSLn8ClFr/JD5PLFM4iMiIiIiIiIiIiIiovIh/8jQ7du34/nz54iLi4O/vz9u3bqF0NBQhIaGYtq0aYJEuoyMDHTp0gXh4eEq7yOVSvHVV19h27Ztgn6JRIKZM2fi/v37SExMxOPHj3Hnzh2Eh4cjJiYG27dvh7e3t2BOfgLhkydPCt1z165dqFGjBvbv369ynPnOnj2L2rVrY+nSpWrPVdeYMWMwf/58pYpvPXr0wIEDBxAXF4fo6Gg8evQId+7cwatXr5CZmYlr165hxowZqFSpkmBeTExMsWMZOXIkUlPfnNokkUiKvY425ebm4osvvhAcIa2jo4Pp06fj9evXePbsGW7duoUXL17g5cuXGDt2rOA4182bN2Pnzp1q7Xno0CH07NlTqVri559/jmPHjiE5ORmhoaG4desWnj17htTUVFy4cAGDBw8WHHWck5ODUaNGYc2aNcW788VkYmKC3r17Y/369bh37x7S0tIQHByMu3fv4ubNm3jy5AlSUlJw/PhxNGnSRDDXz88PkyZNKta+e/fuVaocePr0aezevRvjxo2DpaWlYHxcXBw+++wzld57fvrpJ4waNQo5OTnyPpFIhP79++PcuXNISUnB8+fPcevWLYSEhCAlJQUnTpxA9+7dBeukpqaiZ8+eOHz4cLHu3+vXr+XtMWPGqL1GaRKLxRgxYoS8vXv3bkRFRWkxIiLtY/IeERFpjEhXDLP2rrCf6A19V7Mix+fGZSJ260PEHw5CXnpOkeOJiIiIiIiIiIiIiKji0tfXx4QJE/DixQucPXsWQ4cOhYeHh9K4ypUrY9WqVThz5gwMDAzk/cnJyZg1a5bK+33//fc4cuSIoK9Vq1bw9/fH0qVLUbduXaU5lpaWGDp0KG7fvo2lS5cKkpyioqLQs2dPZGRkFLhfbm4u5s+fj5iYGPTt2xefffaZSkdCxsbGYuDAgejUqROCg4OxevXqEiXDFWXdunXYtGmToK9WrVr4999/ceTIEXz55ZewsLBQmicWi9G8eXMsX74cT58+xcqVK5USndS1a9cunD17FsCbZK63j9SsSPbs2YOrV6/K22KxGAcOHMDKlSvh6OgoGFupUiVs2LABW7duFfTPmjVLpSNkgTdHSg8aNAhS6f9OubKyssKRI0dw4sQJdOvWTXDt5MfUpk0b7Ny5E1evXlWqAjht2jRcvHhRpf1L6rvvvkNsbCwOHTqEcePGoV69ekrxAoCBgQG6dOmC69evY9iwYYLbfv31VwQEBKi9d/PmzZUqB3bu3BkDBw7E+vXrERoaii+++EIwJyoqCvPnzy903QsXLmDatGmCvsqVK+PSpUvYs2cP2rdvr1TZU19fH59//jmOHj2K48ePw8bGRn6bVCrFwIEDi0wYVrRu3Tr5v1u2bInq1aurNb8sDB48GLq6ugDeVN9TfD8i+tAweY+IiDROz14C21F1YdGtCkQGOkWOT78ThcgffZH+MAYymawMIiQiIiIiIiIiIiIiorLUrFkzBAUFYd26dXBzc1NpTrt27bBixQpB3++//y6v0laYmzdvKlWwa9OmDf7++2+4uroWOV9HRwczZ87E5s2bBf2PHz/G9OnTC5yjq6uLI0eOyI8QPX36NGrVqoW1a9cqVbjL99tvv8HLywt79uwBANSsWRNHjx6Fra1tkTEWh5+fn9IRt02aNMHVq1fRtGlTldcxMDDA9OnT8ejRI3z00UfFiiUqKgpTp06Vt7///vsCj02uCJYtWyZoT5gwAb179y50zrBhwzBw4EB5OyoqSqXqd9nZ2ejbt68gidTMzAx///03evTooVK8zZo1w8WLF+Hi4iLvy8vLw8CBA5GQkKDSGiVRvXr1ApP13kUsFmPDhg1K7x1//PGHhiMDTE1NsW/fPrRq1UrQv2vXrnce1RsfH4+BAwcKvud0cnLCxYsX8fHHH6u0b5cuXXDmzBmYm5vL+zIyMtC3b19kZ2ertMbVq1fx8OFDeXvAgAEqzStr9vb26Nixo7y9ZcuWd75HEn0ImLxHRESlQiQWwaSpE+yn+sDQy6rI8XmpOYj/7Qnifg1AblJWGURIRERERERERERERERlpUGDBiolzSkaM2aMIJklKysLly5dKnSOTCbD5MmTBVXJKlWqhD///BOGhoZq7T98+HClalobN27ErVu3ChzfqFEjXLt2DQcOHICrqytSU1MxefJkNG3aVJBUExISgs6dO6N///6IjY2FtbU11q9fj/v376NTp05qxaju/Xk7EcjR0RGnT58udgU9JycnXL58WalSmSrGjRsnTxRr2LAhJk6cWKwYtO3JkycICgqSt3V1dVWuIDhnzhzB8bmK1fgK8tNPP+H+/fuCvt27d6NRo0YqRvyGq6srTpw4IagG9+rVK8yZM0etdcqKgYGBUkLk48ePS2UvHR0dLFmyRNCXm5uLCxcuFDh+zpw5gqNqdXR0cPz48QIrixamQYMG2Lt3r6Dv7t27Kh9p/PZcsViMbt26qbV/WXo70TQ8PPydjy3Rh4DJe0REVKp0zQ1gPbAmrPrWgNhEr8jxmY/jEfWjL1L/C4csj1X4iIiIiIiIiIiIiIg+ZHp6emjSpImgr6ijaM+fP6901OTatWthamparBgWLFggqFAGAD/++GOhc7788ks8efIEixcvhomJCW7duiVIpBk6dCj+/vtv6OnpYfLkyXj27BnGjRsnP0qyNJw/fx53794V9G3evLnER98aGBjg008/VWvO0aNH5VXTdHV1sXXrVsERxRXJ5cuXBe2GDRvCyclJpbnVqlVDtWrV5O3Q0FD4+vq+c3xOTg5+/vlnQV/Xrl3RvXt31QN+S/369TFhwgRB3+7duxEfH1+s9UpblSpVBO3Y2NhS26tp06awtrYW9L2dgJsvLi4Ou3fvFvSNGzcOPj4+xdr3888/V3o+f/75Z+Tm5hY6LycnB4cOHZK3mzZtCjs7u2LFkC89PR1nz57F9u3bsWzZMqxZswb79u1TSh4tjq5duwoSV/ft21fiNYkqqor56UdERBWKSCSCcV1bOEz1gXFD+yLHy7KkSPzzOWI2P0BOdHoZREhEREREREREREREROWVYnJZUlJSoeM3bdokaHt7e6t8nGhBTExMlCqp/fHHHwgLCyt0nqGhIebMmYOgoCAMGTJEkKgik8nw+eef49GjR/jpp59gYWFR7PhUtXr1akG7QYMG6NKlS6nvqygxMRHjxo2Tt6dMmYL69euXeRyaophMWq9ePbXmK44/fvz4O8cePnxYUOENeHPccEnMnTsX+vr68nZ6ejq2bNlSojVLS2ZmpqBdmteNSCRSOqa3oGTBLVu2CI4w1tPTw3fffVeivRctWiRov3r1CocPHy50zr///is48rhNmzbF3v/+/fvo3r07rK2t0alTJwwfPhyzZs3ClClT0K9fP9SvXx8uLi6YN2+eSseYF8TOzg41a9aUt0+fPi04dpjoQ8LkPSIiKjNiYz1Y9a4Gm+F1oGNddFn67NBkRK31Q/L5UMhy88ogQiIiIiIiIiIiIiIiKm8Uk5UUq2G9LTk5WelY3SFDhpQ4hr59+woSnHJzcwtNsnqbSCQSJO7lE4vFBfaXhpSUFJw7d07QN2LEiDLZW9HUqVMREREBAHB3d8eCBQu0EoemxMXFCdpWVlZqzVd8PStWR3xbfrXCfA0aNEDdunXV2q+g/T///PNC9ykvbt68KWgXt7qdqvT0hKeKFVT9TvGx6tKlC2xsbEq0b506ddCgQYNC91F05swZQbtVq1Zq7yuTyfDtt9+iQYMG+PPPP5WSJd/2+vVrfP/99/D09MS1a9fU3ksxxqioqEJf+0TvMybvERFRmTOsagGHyQ1g2sql6E8iqQzJ518i6ue7yApNLpP4iIiIiIiIiIiIiIiofEhLS4Ofn5+g7+1jRhXdunULeXnCggC9evUqcRzW1tZKyTDXr18vdE5WVhaWLl2KatWqYceOHYKqUiKRCMePH0etWrUwbdq0IqsJltR///0HqVQq6Hv7GN+ycv78eezcuVPe3rRpE4yNjcs8Dk1SPO5X8XEuSk5OjqD9+PHjd45VfM1p4rVd0Dr37t1Denr5Oh3r8ePHOHLkiLytq6uLvn37luqe4eHhgrZiomVqaqrSEbKl9ZwU9X5z9epVQbthw4Zq7SeTyTB48GCsWLFC6T3UxsYGDRo0gJeXFwwNhQVaIiMj0bFjR6XkQVUoJl9euXJF7TWI3ge62g6AiIg+TCI9HZh3dodRXVskHHmKnNeFl1TOjUpHzKb7kDRxhPknbhAb8COMiIiIiIiIiIiISCOkuUDy66LHUcmYOQM6/H/b6jp48CDS0tLkbTMzMzRv3vyd4xUrczk4OMDJyUkjsfj4+Aiq1xWWTHP48GHMmDEDwcHBAIDGjRtjzpw58oS5HTt24MCBAzhz5gx+/PFH7NmzB4sWLcKIESOgo6OjkXjfppjY4+TkBEdHR43vU5i0tDSMHDlS3u7Xrx86duxYpjGUBsVKe9HR0WrNVxwfHByMrKwsGBgYCPqfP3+OyMhIQZ+mKs8prpObm4ubN2+W6OhVTbp58yb69OmD7Oxsed+cOXNQqVKlUtszODhY6Uhkd3d3pbgUq/GV1nMSERGB4OBgpRgAIC8vD/fu3ZO3nZ2d1T5SeP369fj1118FfS1btsSyZcvQtGlTeZXQ1NRUHDhwAN9++y3i4+MBABkZGejbty8ePnyo1vttnTp1BO07d+6oFTPR+4K/HRIRkVbpO5vAbmx9pF5/jeRzoZDlFHI8rgxI+y8CmQFxsOheFUZe7y6LT0REREREREREREQqSn4NrC3ZsYukgkkPAEtXbUdRIF9f3wKPg1RFYccqllR6ejoWLVok6OvXr5/SUZZve/r0qaDt7e2tsXgU13r58iXS09MFleP8/PwwZcoUeQUpiUSCxYsXY+LEiYJEIDc3N/z999/Yu3cvpkyZgpiYGIwZMwYbN27Ejz/+iPbt22ssbgB48uRJofelLMyZM0eezGhtbY2ffvqpVPeLiIjA+fPnizX3xYsXKo/18PAQtG/fvq3WXr6+voK2VCpFbGwsnJ2dBf2KzyGgueexWrVqkEgkgkTZx48fl1nyXkxMjKCCXV5eHlJSUvD06VOcPXsWly5dElSuHD16NObPn1+qMa1YsUKpr23btoK24nMikUgKrQyqjoKe28ePHxeYvPfixQukpv6vUEr16tXV2uvVq1f49ttvBX2DBg3Czp07lY72NjExwfDhw9G+fXu0aNFCfqx5fHw8xo4di2PHjqm8b40aNQRtxSqGRB8KJu8REZHWiXREMP3YBUa1rJFw7BmyniYWOl6alI243QEwqmsDiy5VoGOqXzaBEhERERERERERERG9h6ZPn67tEAo0ffp0hISEyNsSiQRz584tdE5CQoKgrcnqcg4ODkp98fHx8uS93NxcdO3aVZ7M0rlzZ/zyyy9wdX130mb//v3xySefYMqUKdi7dy8ePnyIrl27IjQ0FLa2thqLPb9CVj47OzuNra2KGzdu4Oeff5a3V61apdH7V5CzZ8/i7NmzpboH8KY62dv8/f3x6NEj1K5du8i5V65ckb9e3vZ2IlY+xedQR0dHY8+jSCSCnZ2dPLmyoP1K0/Xr19GjR48ix9WpUwcLFy5UaWxJbNq0CZs2bRL0tWjRQilxTvExsre3V0p2Ky5bW1uIxWLBEbbvek7eft4AwMXFRa29Nm7ciIyMDHm7Xr162LZtW6H3xc3NDYcOHULz5s3liZXHjx/H06dP4enpqdK+pqamMDExkb/eQ0ND1Yqb6H0hLnoIERFR2dC1NoLN0Nqw7FMNYuOi88szHsQi8kdfpN2JEvy1DRERERERERERERERVWz79+/HL7/8IuhbunRpkUcyKibvmZubayymgtZ6O5lGV1cXCxcuhK2tLX777TecPn260MS9fDY2NtizZw/OnDkDd3d3TJ06VeOJbYpJP+oeqVkS2dnZGDZsmDwJqW3bthg8eHCZ7V/aPD09UbNmTUHfrFmzipyXl5eHOXPmFHibKsl7ZmZmakRZNMXXd1km76miQYMGmDdvHrp06aLxtXNzcxEREYFjx47h008/xZgxYwS3i8ViLF26VGme4mOkyfcbkUik9By/6zkJCwsTtNVJWpbJZNi+fbugb9WqVdDVLfq72qZNm+LLL78UrLVt2zaV9waEsaakpCAxMVGt+UTvAybvERFRuSISiSDxsYf9VB8Y1Sv6P0xlGblIOByEmF/uIzMogUl8REREREREREREREQV3K1btzBs2DBB36efforx48cXOVcx6UkikWgsroLWSklJEbSHDBmCJ0+eoG/fvmqv37FjRzx69AizZ88udozvohinJh+Xonz//fcICAgAABgaGmLz5s1ltndZmTZtmqB98uRJzJw5853j8/LyMG7cOFy7dq3A29+ugpavtJ9DxfUU99M2Pz8/9OnTB1WrVsWZM2eKvY67uztEIpHgR09PD05OTujRowf++usvpTlr1qxBixYtlPrLy3OSlJQkaJuYmKi8x5MnTxAdHS1vV65cGe3atVN5/tChQwXt/CPDVaUYq+J9IfoQMHmPiIjKJR0TfVh/XQPWg2tBx9ygyPHZL1MQu+MRk/iIiIiIiIiIiIiIiNR08eJFyGSyYv2oUllOHc+ePUOXLl0EyUs1atTAnj17VDqOUjERJC0tTWOxFbSWqampoC0Wi2FlZVXsPYyNjeXH8GqSYpyafFwK8+DBAyxfvlze/u6771C1atUy2XvQoEHFfl3Pnz9f7b0+/vhjQd/y5cvRsmVLHDlyBNHR0cjJyUFERAR+//13NG7cWH4sa0FVEAtKvirt51BxPcX9SlP37t0Fj39OTg6io6Nx6dIlzJ07V3BkdWhoKDp37oytW7eWelw2NjY4fPgwJkyYUODt5eU5SU9PF7SNjIxU3uPmzZuCdps2bdQ6+vfjjz8WVOm7e/cusrOzVZ6v+H5XVu9NROUJk/eIiKhcM6phBfupDWDSzAlQ4fdEJvEREREREREREREREVVM4eHh6Nixo6AKVKVKlXD27FmVE+IsLS0FbU1WcSporZIk6pUlxTjLorqVVCrFsGHDkJOTAwCoU6cOvvnmm1LfVxt0dHSwf/9+VKlSRdB/7do19OrVC/b29tDX14eTkxO++uor+Pr6Anhz1PLu3buV1isooU/xOUxOTtbcHYDya0Kbr21dXV3Y2tqiVatW+P777xEUFCSoZimTyTBmzBjcuHFD43ubmpqidevW2LRpE4KDg9GrV693ji3N60omkyk9x6o+J+p8PxoaGipo161bV+W5AGBgYIAaNWrI21lZWYiKilJ5Pr/LJQKKPqSaiIhIy8QGurDoWgVG9W2R8MdT5EalFzknP4lPv7IpzNq7wsDTQq2/EiEiIiIiIiIiIiL6YJg5A5MeaDuK95+Zs7YjKNfi4+PRsWNHBAcHy/tsbW1x7tw5VKpUSeV1FJP3IiMjNRZjQWtV1OS9txMkS8uPP/6IO3fuAHhTkXDLli3Q09Mr9X21xcnJCTdv3sTXX3+Nc+fOFTne1tYWu3btQoMGDZRuUyV5TyqVIiYmBra2tsWOOZ9MJlN6TZSn17apqSn27NmDpKQknDp1CsCb+z9t2jRcv35drbX27t0Le3t7QZ+uri7MzMxgaWkJV1dXiMWq1cEq6LqSyWQa+U4yJiYGeXl5he6XT7F6XWZmpsr7JCQkCNo2NjYqz33XnISEBJXftxWPiC7LI72Jygsm7xERUYVhUNkM9hO8kXL5FZIvvASkRf8lBpP4iIiIiIiIiIiIiIqgowtYavboUyJ1pKSk4JNPPoG/v7+8z9zcHGfOnEH16tXVWkvxSNa7d+9qJMaC1qpcubJaR9y6ublprcrU25WxAM0+LgXJyMgQHD07ZswYNGnSpFT3LA+sra1x9uxZnDlzBr/88gsuXLiAlJQUwRgnJyf0798fU6dOhb29veB1n79GQcl7BV0Ld+/eRceOHUscd1BQkNJxpV5eXiVeV5PEYjHWrVuH06dPy6+jf//9F0+fPoWnp6fK6zRv3hxubm4aiUnxOUlNTcXTp09RrVq1Eq9d0DX6rudE8fWi+JorTGpqqqBdnOQ5xTkl2d/c3Fzt/YkqOh6bS0REFYpIVwyzdpVhP6kBDKtbFj3h//E4XSIiIiIiIiIiIiKi8icjIwOff/45bt++Le8zNjbGqVOn4O3trfZ6igliERERCA8PL3GcAORHneZr3ry5RtYtCy1bthS0X79+rdGqhIqysrIEFbU2bNgAkUhU5M+QIUME61y+fFlpTGJiYqnFrSmdOnXCsWPHEB8fj2fPnuG///7Df//9h7CwMISFhWH58uXy6m8BAQGCuQ0bNixwzapVqypVjMuvbFhSiq9tXV1dNG7cWCNra5KHhwfq1asn6Pv333+1FM2b9xsdHR1BX2k9J46OjnB3dy9wrGKVu4iICJX3MTExEbQVkzhVoTjH1NRU5blvx2pqalpg4irR+47Je0REVCHp2RnDZkht2I6tV7wkvo33kRkYzyQ+IiIiIiIiIiIiIiItyc7ORq9evXDlyhV5n4GBAY4dO1bsxLhGjRopHXn5xx9/lChOAIiLi8Ply5cFfRUpea9p06ZKSUbHjx/XUjQfDl1dXVSpUgVNmjRBkyZN4OLiovT6fPjwoaD9ruQ9QPk1p4nXdkHr1K9fv9weX1qlShVBuzSTUItiYmKilExYWs9JYe83ipUEX716pfI+ikeNx8XFqTw3X2xsbKFrvktycrKg8p6mKiISVTRM3iMiogrNoLJZ8ZL4wlIQu9OfSXxERERERERERERERFoglUrRt29f/PXXX/I+XV1dHDhwAB06dCj2uubm5mjVqpWgb+fOncVeL9++ffuQnZ0tb+vq6qJr164lXresmJqaon379oK+rVu3aikaetupU6cE7c6dO79zbK9evQRtPz8/PHjwoET7x8XF4eTJk4K+nj17lmjNsqSnp6fV/RWfkxMnTigls6nr0aNH8PPzE/QV9px4eHgIki0DAwNV3svV1VXQvn//vspzgTdVNt/ez8DAQKlC5Ls8efJE0K5bt65aexO9L3S1HQAREZEmGFQ2g8GQ2sh6mYyUf14iMzBBpXn5SXz6lUxh1r4yDKpZQiQSlXK0REREREREREREREQfLplMhqFDhwoqS4nFYuzcuRPdu3cv8fqjRo3CxYsX5e27d+/i2LFjxV47LS0NK1euFPT17NlT6ajK8m7atGk4c+aMvH3nzh2cPn0an376qcb3MjExwblz59Sed/bsWcFjXbduXaxevVpp7ffF06dPBUlaXl5ehVZY69OnD7755hvBUdDz5s3DsWPHih3DDz/8IEhMNTIywqhRo4q9XmkLDQ0VtFVNFCstI0eOxPfff4/MzEwAQE5ODhYvXow1a9YUe8158+YJ2s7OzujTp887x4vFYnh7e+PatWsAgPDwcMTHx8PKyqrIvRSPGr906RJkMpnK35devXoVOTk58naDBg2gr6+v0lx1qk4Svc+YvEdERO+V/CS+7LAUJJ8PZRIfEREREREREREREVE5M378ePz666+Cvo0bN6J///4aWb9jx46oVq0agoKC5H0TJ05Eu3btYGpqqvZ68+fPR1hYmKBv6tSpJY6zrHXo0AH169fHvXv35H0jR46Ev78/zM3Ni72uVCrFP//8g44dO8r7dHV1lSr9qULxuE9LS8tirVNRzJ07V9AePnx4oeP19PQwfvx4zJ49W973559/4s8//0S3bt3U3v/evXtYt26doG/QoEEqJX1pQ3h4uFJFOm1Xa7OxscHAgQOxZcsWed/69esxYMAA+Pj4qL3eyZMncfToUUHfhAkToKtbeHpPy5Yt5cl7AODr66tSFdPq1avD3t4eUVFRAN4kR168eBFt27ZVKd4dO3YI2oqVTwvj6+sraH/88ccqzyV6n/DYXCIiei/pVzKFzZDasBtXv1jH6UZvvI8MHqdLRERERERERERERKRRs2bNwsaNGwV9q1at0milL5FIhJ9++gli8f++Dg8LC0P37t3l1bFUtX37dvz444+CvtGjR+Ojjz7SSKxlbcuWLYJjRl+/fo3PPvsMSUlJxVovOjoanTt3xr59+zQV4gfj6NGjOHjwoLxdpUoVjB07tsh5U6dORZ06dQR9AwcOxJ07d9TaPzQ0FF27doVUKpX3OTs744cfflBrnbI0c+ZM5OXlydvu7u5Kj4U2LFmyBI6OjvK2VCpFt27dEBwcrNY6d+/eVUpirlevHqZMmVLk3E6dOgnaV65cUWlPkUiEYcOGCfq++eYbweviXW7duoUDBw4I1ioqAfVtly9flv/bzs4O3t7eKs8lep8weY+IiN5rxU3iywlLQRyT+IiIiIiIiIiIiIiINGb58uVYtmyZoG/+/PmYNm2axvdq1qwZvv32W0HfhQsX0LlzZ6VjNwsilUqxYsUKjBw5UvAdQfXq1ZWOca1IGjVqhOXLlwv6rl+/jpYtW+LWrVsqryOVSrFjxw7Url27WMfjvo+CgoJU/j7p6NGj+PrrrwV9v/zyCwwNDYuca2BggH379gnGJicno1OnTiofn/vff/+hbdu2goqSIpEIu3btKvWqe7/88gsOHjyo1ndvubm5mDFjBvbs2SPonz59uqbDKxZra2vs3r1bcKrX69ev0aZNG5WT6E6ePImOHTsKEmkNDQ3x22+/qXQMbbNmzWBp+b/vQt8+OrwoY8aMgZGRkbzt5+eH0aNHF/ocvXz5Er179xaM6datG6pUqaLSntHR0Xj8+LG83blzZ56KRh8sJu8REdEHgUl8RERERERERERERETas3v3bsycOVPQ16JFC7Ro0QLnz59X6ycgIEClPefPn4+uXbsK+i5duoTatWtj9uzZePjwodKcxMRE7Ny5E40aNcK3334rqPJla2uLI0eOwNjYuBiPQPkxZcoUpepYDx8+RJMmTdC7d28cOnSowEp8eXl5uHHjBubMmYNq1aph2LBhiImJKauwy73Zs2ejRo0a+OGHH/Dw4UOlymVSqRQXL15E79690bNnT2RlZclvmzJlikpHnOarXbs2du7cKaguGR8fjx49eqBr1644fvw4srOzBXPy8vJw6dIlDBkyBC1atMCLFy8Et69YsaJMjigODAzEl19+iSpVqmDWrFm4evUqUlJSChwbGRmJLVu2wNvbGytXrhTc9tFHH2H06NGlHq+qOnTooJQYGxoaitatW2PAgAH4559/lF4TOTk5OHXqFHr27IkuXbogNjZWfpuOjg527tyJWrVqqbS/np4eevfuLW//999/iI6OVmmui4sLVqxYIejbtm0b2rZtixs3bgj609LSsH37dvj4+AiSP62srLBhwwaV9gOA48ePC7537du3r8pzid43hR+KTURE9J7JT+LLDktB8j8vkfkkXqV5+Ul8epVMYda+MgyrWfKvP4iIiIiIiIiIiIiIVFRQFahr166plbCUb9CgQdi1a1eR43R1dXHo0CGMGjVKMD41NRVLly7F0qVLYWFhAScnJxgZGSEyMhKRkZEFHhdZpUoVnDhxAl5eXmrHWx5t2bIFjo6OWLx4sTyBRiaT4Y8//sAff/wBsVgMW1tb2NnZwcDAAFFRUYiMjEROTk6B6719ZOiHLCgoCHPnzsXcuXNhbGwMV1dXmJmZISEhAa9fv0ZaWprSnOHDh2PVqlVq7/XVV1/BwMAAAwYMEKx74sQJnDhxAgYGBnB0dIStrS0SEhIQHh6O9PR0pXV0dXWxdu1alY7s1aTg4GAsW7YMy5Ytg0gkgrOzMywtLSGRSJCWloaoqKh3Jp/Vr18fp0+fFiQvlgfffPMNJBIJJk2ahNzcXABvrqu9e/di7969MDIygpOTE6ysrBAbG4vw8HBBEmc+iUSCPXv2oEePHmrtP2DAAGzduhXAm2TNY8eOYeTIkSrNHTduHG7duiWobnjp0iU0bdoUtra2qFSpEjIzMxEcHIyMjAzBXCMjI+zbtw9OTk4qx3r06FH5vx0dHdGuXTuV5xK9b8rXOxkREVEZ0a9kCpvBtd5U4quhevlveSW+DfeQ8YSV+IiIiIiIiIiIiIiIyjN9fX3s3LkTe/fuhZ2dndLtiYmJCAgIgK+vL16/fq2UuCcWizFixAj4+vq+N4l7wJsjUhctWoRLly6hTp06Srfn5eUhKioKDx8+xJ07dxAWFlZg4l7NmjVx4sQJLF26tCzCrlDS09Px+PFj3Lx5E0FBQUqJe0ZGRlizZg22bt1a7CS0Hj16wM/PD61bt1a6LSsrCyEhIbh9+zaePXtWYOJevXr1cP369TJP3FMkk8nw6tUrPHz4EDdu3MDDhw8LTNwTi8WYMGECrl69WurH+xbX2LFj8e+//6J+/fpKt2VkZOD58+e4ffs2goODC0zca9WqFXx9fdVO3AOAli1bonbt2vK24jHDhRGJRNi9eze++eYbpddjTEwM/Pz8EBAQoJS45+DggLNnz6JTp04q7xUVFYWzZ8/K2yNHjoSOjo7K84neN0zeIyKiD1qxk/hepSJuF5P4iIiIiIiIiIiIiIgqgn79+iE4OBg///wzGjZsWOTpOnZ2dhg3bhwCAgKwZcsWmJubl1GkZevjjz/G/fv3cfLkSfTu3RsSiaTIOXZ2dhg0aBAuXbqER48e4fPPPy+DSMu/wYMH4/PPP4eJiUmh46ysrDBx4kQEBQVh0qRJJd63WrVquHjxIv755x/06dOnyGOd9fT00LlzZ/zxxx+4e/cuGjduXOIY1DFr1ixs27YNvXv3VrlSm7OzM6ZNmwZ/f3+sW7euyMdY2xo1agQ/Pz8cOXIEn376KfT19Qsdb2xsjN69e+P8+fO4dOkSqlevXuy9335NXbt2DU+ePFF5rkgkwooVK+Dn54euXbvCwMDgnWOdnJzw3Xff4enTp2jRooVaMe7evVtemVBfX79cHX9MpA0iGbMN6APg7+8vyDB/9OiRymfDU9lJTk4WlExv06YNzMzMtBgRfYjUPU43n56LCczau8KwOo/TJXpf8HOJiIjKG342ERFRecPPJqLyIzc3F0+fPhX0eXp6QldXV0sREWmHVCpFSkqKvG1qavrOak5xcXHw9fXFixcvkJiYiNzcXEgkEri4uKBWrVrw8vIqd/+/383NDaGhoQAAV1dXhISEaHyP3NxcPHr0CIGBgYiIiEBaWhp0dXVhZWUFW1tb1K9fH25ubhrf930ilUrx8OFDBAYGIjw8HGlpadDT04O9vT1q164Nb2/vUq0ylpOTg7t37yIwMBBRUVHIyMiAgYEBbGxs4OnpiYYNG8LIyEije4aEhMDd3V3eVvVoawB4/fo1AgMDERwcjISEBGRkZEAikcDMzAyOjo7w9vZW6zjW8igjIwO+vr54+vQpYmJikJWVBUNDQ9jb26N69erw9vYuMsFPVVlZWahSpQpev34NAJg4cSLWrl1brLXS09Nx7do1vHz5ErGxsTAwMICdnR1q1apVYGVBVeTl5aF69ep49uwZAGDYsGHYtm1bsdaqCNT5XKKildbvvNrOKeJv7ERERG/Jr8SnbhJffiU+JvEREREREREREREREZV/1tbW6Nixo7bDKHd0dXVRv379YifmEKCjo6PVx1BPTw+NGzcu84p6xeXs7AxnZ2dth1GqjIyM0KJFC7Ur1BWHgYEBZs+ejXHjxgEAtm/fjgULFsDS0lLttYyNjTX+PnnkyBF54p6+vj6+++47ja5PVBHx2FwiIqIC8DhdIiIiIiIiIiIiIiIqr0JDQyESiQQ/rVu31nZY9IFQfO29XXWPtG/48OHy5yQtLQ3r16/XckT/s2LFCvm/hw8fDldXVy1GQ1Q+MHmPiIioEPIkvvFM4iMiIiIiIiIiIiIiIiKi8k1fXx+rVq2St1evXo34eNVOGytNx44dw+3btwEAFhYWWLhwoZYjIiofmLxHRESkAn0XJvERERERERERERERERERUfnXs2dPtG/fHgCQlJSEpUuXajWevLw8zJ07V95euHAhbGxstBgRUfmhq+0AiIiIKpL8JL7sVylIPv8SmU9U+yuV/CQ+PRcTmLV3hWF1S4hEolKOloiIiIiIiIiIiIiI3he//fYbMjIy3nm7paVlGUZDH7Jz584VeruTk1MZRUKFKep5KktisRiPHj3SdhhE5RKT94iIiIpBkMT3z0tkPi5GEl+7yjCsYcUkPiIiIiIiIiIiIiIiKlLz5s21HQIRAMgruhERUckxeY+IiKgE9F1MYTOomEl8uwOg52wCs/ZM4iMiIiIiIiIiIiIiIiIiIvrQMHmPiIhIA4qdxPeaSXxEREREREREREREREREREQfIibvERERaRCT+IiIiIiIiIiIiIiIiIiIiEgVTN4jIiIqBRpJ4mtXGYZeTOIjIiIiIiIiIiIiIiIiIiJ6HzF5j4iIqBSVKInvVybxERERERERERERERERERERva+YvEdERFQGmMRHREREREREREREREREREREb2PyHhERURmSJ/G9TkXy+VAm8REREREREREREREREREREX2gmLxHRESkBfrOJv9L4vvnJTID4lSaxyQ+IiIiIiIiIiIiIiIiIiKi9wOT94iIiLRI39kENgNrFj+Jz0kCs/auTOIjIiIiIiIiIiIiIiIiIiKqYJi8R0REVA4UO4kvPI1JfERERERERERERERERERERBUQk/eIiIjKESbxERERERERERERERERERERfRiYvEdERFQOaSSJr50rDGsyiY+IiIiIiIiIiIiIiIiIiKg8YvIeERFROVaiJL49TOIjIiIiIiIiIiIiIiIiIiIqr5i8R0REVAEwiY+IiIiIiIiIiIiIiIiIiOj9wuQ9IiKiCqTESXyOEpi1ZxIfERERERERERERERERERGRtjF5j4iIqAKSJ/GF/38Sn7+KSXwRbyfxVYZhTWsm8REREREREREREREREREREWkBk/eIiIgqMH0nE9gMKG4S32Mm8REREREREREREREREREREWkJk/eIiIjeA0ziIyIiIiIiIiIiIiIiIiIiqliYvEdERPQeYRIfERERERERERERERERERFRxcDkPSIiovfQ20l8Kf+8REZxkvja/X8Sn5hJfERERERERERERERERERERJrG5D0iIqL3mL6TCayLm8S3l0l8REREREREREREREREREREpYXJe0RERB8AJvERERERERERERERERERERGVL2JtB0BERERlJz+Jz26iN4xqWas8Lz+JL/rnu8h4FAtZnqwUoyQiIiIiIiIiIiIiovJkwYIFEIlEhf6EhIRoO0z6AAwePLjI1yJp32+//SZ/PipVqoTMzEytxrNs2TJ5PI0aNYJMxu86qfxg5T0iIqIPUIkr8TlIYNaelfiIiIiIiIiIiIiI6P0RGhqK+/fvIzQ0FCkpKRCJRDA3N4ebmxu8vb3h6Oio0f1evnyJZ8+e4eXLl4iPj0d6ejqMjIxgbm6OqlWrwsfHB6amphrbr3Xr1rh8+TIGDRqEXbt2aWxdTQoPD8eDBw8QGhqKpKQk5OTkwMLCApaWlqhatSrq168PfX19bYdZIWRmZuL69esICQlBTEwMxGIxHBwcUL9+fdStW7fU9i3r66ik4uLi8OTJE7x8+RLR0dFIS0uDjo4OLCws4OzsDB8fn3IXs7oCAwPh7++PsLAwpKamQkdHB5aWlnB3d4ePjw+srVUv+KGK1NRUzJgxQ95euHAhDA0NNbqHuiZOnIh169YhIiICd+7cwc6dOzF06FCtxkSUj8l7REREHzB5El9EGlL+CUXGIxWT+CKZxEdERERERERERERUUbm5uSE0NFTevnjxIlq3bl3qay1YsAALFy5U6v/nn3/Qtm1btfZVXOunn37ChAkT1FoDACIiIrBhwwbs378fL168KHRszZo10b9/f4wePRqWlpZq7+Xv74+DBw/i6tWr8PPzQ1JSUqHjRSIR2rZti9GjR6N3795q71dRBAcHY/Pmzfjjjz/w7NmzQsfq6+ujUaNG6NevH7788ktYWVlpJIbNmzdj9OjRBcbm5uZW5PyQkBC4u7sL+opb2aukawUEBGDBggU4ceLEO6udubm5YfLkyRg3bhx0dUueNlKW11FJxcbG4tdff8XVq1dx69YthIeHFzmnVq1aGDZsGEaNGgVjY2OV9xo8eDB2795d6BiRSAQTExNYWFjA3d0djRo1wieffIJ27dqVqIrg06dPsWHDBhw8eBARERGF7t+wYUMMHDgQQ4cOVev+vcvSpUvlj6unpycGDRpU4jVLytjYGLNnz5Z/TsyePRtffvklJBKJliMj4rG5REREBEDfUQLr/jVhN6kBjGqrcZzu/yfxRa/jcbpEREREREREREREVDxz5swp8z2zs7Mxf/58eHh44Icffigy4Qh4kxQ1e/ZsuLm5Yd26dcjLy1Nrz/3792PRokW4ePFikYl7wJuErX/++Qd9+vRB27ZtERYWptZ+pWnVqlU4d+6c4MfBwUGtNeLi4jBy5Eh4enpi+fLlRSbuAW+et+vXr2Ps2LFwcnLCN998o9JjWZhXr14JqoRVZIsXL0adOnVw6NChQo8pDQkJweTJk/HRRx/h5cuXxd5PG9fRjBkzlF576lQSvHfvHqZNm4Zjx46plLgHvEm8nTp1KmrXro2rV6+qFW9RZDIZUlJSEBYWhitXrmD16tXo0KEDatSogb///lvt9VJSUjBu3Dh4eXlh7dq1hSbu5e9/+/ZtTJgwAR4eHti/f39x7woAICYmBmvXrpW3p0+fDh0dnRKtqSnDhg2DjY0NACAqKgo///yzliMieoOV94iIiEguP4mPlfiIiIiIiIiIiIiIqKzcuHEDJ0+exOeff14m+0VGRqJ79+64efOm0m0ikQg2NjZwdnZGbm4uwsPDER8fLxiTnJyMSZMm4ezZs9i/f3+JjrYViURwdnaGtbU1DA0NkZKSghcvXiglXl28eBGtWrXCpUuXULly5XeuFxMTA1tb22LHo+p8Hx+fYldrBN48571798br168LvN3U1BR2dnawtrZGQkICIiIikJqaKhiTlZWFVatWYdeuXYiJiSl2LGPGjEFycnKx55cXo0aNwpYtW5T6bWxsULlyZWRlZeHFixfIyMiQ3+bn54fWrVvj+vXrah8Nq63rqGbNmqhZs6agTxMV/GxsbGBvbw9TU1Okp6cjLCwMCQkJgjHBwcHo2LEj/vzzT3Ts2LHEexYmKCgInTt3xoIFCzB//nyV5gQGBqJr164ICgpSuk0sFsPOzg5OTk7IyMhAREQEEhMTBWOioqLQt29fXLhwARs3boSenp7acS9btgxpaWkAAHt7+3JRdS+fkZERxo8fjwULFgAAVq5ciXHjxmn0eHKi4mDyXjkjk8kQEhKChw8f4tWrV0hMTISBgQEsLS3h6emJRo0aaf0scADIzc3FzZs38ejRI8TFxUFHRweOjo7w8fFBrVq1tB0eERGVUMmT+Ixh2s4VRrWYxEdERERERERERERERfvuu+/w2WefleiYSFVERUWhVatWSsktbm5umDRpEr744gs4OTkJbgsODsbvv/+ONWvWICoqSt5/6tQpdO7cGWfOnFH56EUDAwO0a9cObdu2RcuWLVG7dm2lYypzc3Nx7do1rFy5EqdPnxbEMXDgQFy6dKnAtePj41GjRg188cUXWL58OczMzFSKCXiTiDV+/Hjcu3cPAQEB0NfXV3muui5cuIAuXbogPT1d0O/p6YnRo0ejc+fO8PLyUpr38uVLHD9+HH/88YfgMYiNjS12LPv27cPJkycBABKJRJ50VNFs3rxZKXGvWbNmWLlyJZo2bSq/rjIyMnDw4EF8++238tdycHAwvv7663e+rgqi7euopEQiERo3boyOHTuiZcuW8PHxKfAIZn9/f2zevBkbN26EVCoFAGRmZqJv37548uSJvIqbqgYMGICBAwcK+mQyGZKSkvD48WMcO3YMfn5+gtsXLFgAFxcXDBs2rNC1nzx5glatWiE6OlrQX7duXYwfPx49e/aEtbXw9C1/f38cOHAAa9euRUpKirx/27ZtiI+Px8GDB9WqmpeYmCh4HQ4ZMgQGBgYqzy8LI0aMwPfffw+pVIr4+Hhs374dkydP1nZY9IHjsbnlQEJCAnbu3Ikvv/wSdnZ28PDwQLdu3TBu3DjMmTMH06dPx7Bhw/Dxxx/DzMwMPXr0wOXLl7USa2pqKubOnQt7e3u0aNECo0ePxpw5czBz5kwMGjQItWvXRo0aNbBz507IZDw6kYioohMcp1tH9f8AyYlMR/xvjxG9zg/pD3mcLhEREREREREREREV7t69ezh48GCp7pGXl4evv/5aKeFo3LhxePToESZPnqyUcAQA7u7umDlzJgICAvDVV18Jbrt+/TrGjx+v0v5Dhw5FTEwMTp06hWnTpqFx48ZKiXsAoKuri9atW+PUqVNYuHCh4LbLly/jr7/+KnD9FStWID4+Hps2bYKXlxeOHTtWZEwymQxbt26Fl5cX/vjjDzx//hxbt25V6f4UR2hoKHr37i1I3NPX18eaNWvkR5MWlLgHAJUrV8b48eNx8eJFXLx4EY0aNSpRLLGxsZg0aZK8vWjRohKtpy1JSUn49ttvBX09e/bE5cuX0axZM0FCrJGREQYNGoQbN26gUqVK8v7Lly/j8OHDKu2n7euopOrXr4+wsDDcuHEDixYtQocOHQpM3AOAWrVqYd26dfjrr78ECa1xcXFYuXKl2nt7eHigffv2gp8OHTqgd+/e+O677+Dr64vdu3crJbx9++23hVaHzMjIQI8ePQSJeyKRCIsWLYKvry9GjBihlLiXf/++//57BAQEoF27doLbjhw5gsWLF6t1/7Zv3y6vkCkSiTB8+HC15pcFJycndO7cWd5ev3692kc3E2kak/e0bNy4cXBwcMDQoUNx8ODBIv8qICcnB8eOHUPr1q0xaNCgMi3f+/DhQ9StWxc//PCDUknbtwUGBmLo0KHo3LkzkpKSyiw+IiIqPfqOElj384L9ZCbxEREREREREREREZFmNGvWTNCeP3++vLpVaVi5ciUuXrwo6Js5cybWr1+vUsUvKysr7Nu3T6ly1q5du1RKfPLw8FD7eMZ58+ahadOmgr537TVz5kxMnjwZenp6CA8PR48ePdC7d29EREQUOD4oKAht2rTByJEjkZiYCIlEgoULF2Lo0KFqxaiq3NxcfP3114KjSCUSCU6dOoVJkyapdURn69atcfPmTXz33XfFrtY4ceJE+ffzPj4+gkS+imTjxo2C7+VdXFywa9cu6Oq++yBGNzc37N69W9A3d+5cla4/bV9HJZV/nK86OnTogKlTpwr6SivWgQMHYv369YK+uLg4/Prrr++cM3XqVDx58kTQt3HjRnz33XeFvg7yubi44NSpU2jfvr2gf/Hixbhx44bKsf/yyy/yfzdt2hRVqlRReW5Zevu19/z5c5w9e1aL0RAxeU/rbt68iezsbKV+HR0duLi4wMfHB3Xr1oW5ubnSmF9//RUdOnSQZy6XpsDAQLRt2xbBwcGCfhMTE9StWxeenp5Kv0ydOXMGnTt3RmZmZqnHR0REZUPPgUl8RERERERERERERKQZvXv3Rv369eXtwMDAQhNUSiIsLAzz5s0T9HXv3h1Lly5Vax2RSIQdO3agcePGgv4xY8YoHQOrKf369RO0Hz9+XOA4CwsL/PTTT3j06BG6dOkCAPjjjz9Qs2ZNbN26VX5yWk5ODpYsWYJ69erh8uXLEIlEGDBgAAIDAzFv3jwYGRmVyv3YuHEj/vvvP0Hf9u3blRKGVJVfWeyPP/5Qe+7Jkyexf/9+AG++m9+6datax4OWJ3/++aegPXHiRJWSRNu0aSNIoA0MDMSVK1cKnVORr6OS6t+/v6D94sULZGVllcpew4YNQ/Xq1QV970owu3nzJjZt2iTomzRpEkaPHq3WngYGBjh69ChcXV3lfbm5uRg+fLhKpy7+999/eP78ubzds2dPtfYvS507dxZUN9y7d68WoyFi8l65YmFhgbFjx+LUqVNISEhAWFgY7ty5g/v37yMuLg4XL15Ey5YtBXNu3bqFwYMHl2pcubm56NOnj6AqoJWVFXbv3o34+Hjcv38fQUFBiIyMxJw5cyAW/+9l9d9//2HGjBmlGh8REZW9kibxRa31Q/rDGCbxEREREREREREREX3ARCKR0rGMCxcuLLD4SUmtX79esK6JiQnWrVtXrLV0dHTwyy+/CJK9YmNjSy3xULF6VVGnuVWrVg3Hjx/HuXPnUKdOHSQmJmLkyJG4evUqAGD//v2YM2cOMjMz0bx5c9y8eRO//vqr2tXI1CGVSvHjjz8K+nr27Ikvv/yyxGv36NFDrfHJyckYM2aMvD158mR4e3uXOA5tSEtLg6+vr6Cva9euKs/PT/LMd+TIkULHV+TrqKQKqiIXFxdXKnuJRCJ8+umngr6HDx8WOFbxunJ2dsb3339frH1NTEywdu1aQZ+/vz/OnDlT5Nx9+/YJ2t26dStWDG+7d+8e9u3bhzVr1mDZsmXYsWMHzp07h4yMjBKta2JiIjgm+NixY+U2aZQ+DEzeKwfc3Nywbds2hIeHY8OGDfj000+VMuF1dHTQunVrXLx4ESNHjhTc9scffyiVpdWkHTt2CD4ILC0tcfXqVQwcOFBQbc/KygqLFy/Gnj17BPN/+eUXPH36tNTiIyIi7SluEl9uVDrif3vCJD4iIiIiIiIiIiKiD9xnn30mqP4VGhqKLVu2aHSP9PR0bN26VdA3YsQIVKpUqdhrNmjQQCk5Ze3atSpVqFKX4klnFhYWKs1r37497t69i19++QW2trby2GQyGVxdXbF//35cu3YNjRo10nTISg4fPozQ0FBB34IFC0p934LMmDEDr169AvDmu/pFixZpJQ5NCA8PR25urrxtaGiIatWqqTy/Xr16gvbx48ffObaiX0clVdCJg6pei8Xh4eEhaBeUtBsWFqaUcDljxgy1j+d+W7du3dCgQQNB35o1a4qcd+rUKfm/K1WqhKpVqxZr/5SUFMydOxfOzs7w9vZGv379MGXKFMyaNQvDhg1Dx44dYWVlhR49euDRo0fF2gN4U3kyX1paGi5dulTstYhKisl7WrZw4UIEBgZi2LBhKpUf1tHRwcaNG9GwYUNB/7Zt20olvuzsbKW/dlm1ahVq1qz5zjl9+/YVlIzNzc3V2i9eRERUNpjER0RERERERERERETF9cMPPyi1NVkF6cKFC0hISBD0DRkypMTrKp6Q9uTJEwQEBJR4XUU3b94UtH18fFSeKxKJBCenve1d/aVBMcHoo48+Qp06dcps/3yXL18WJIf+8ssvMDY2LvM4NEWx8pulpSVEIpHK862trQXtly9fIj4+vsCxFf06KinF67BGjRql+tp5u5ASAEGSZr4///xT0K+vr690zHZxKD4n586dQ3Jy8jvHBwUFITg4WN7++OOPi7Xv5cuXUbVqVfzwww8IDw9/57jMzEwcO3YM9evXx5w5c4q1V6tWrQTtv//+u1jrEGkCk/e07LPPPoO+vr5ac3R0dJSOolWlTGlxnDlzBmFhYfK2m5ubSh/ACxYsEPxScOjQISQlJZVKjEREVH4wiY+IiIiIiIiIiIiI1NW6dWu0b99e3o6MjMT69es1tv61a9cEbU9PT40kjnXu3FmpQMv169dLvO7boqOjlSoRDho0SKW5Fy5cgLe3N0aNGoWYmBj597cikQihoaH48ssv0bJlS6VjV0tD/pG9+TRxpKa6MjIyMGLECHlVt6+//hqffPJJmcehSYoJmFKpVK35OTk5Sn2PHz8ucGxFvo5KKi8vD0uXLhX0qXodFpdi8ppioiWg/Jy0atWqwHHq6tWrl6Cdl5eHGzduvHO84vWtWIxKFadOncInn3yC6OhoQb+hoSFq1KiBBg0awNbWVnCbVCrFkiVLMGzYMLX3q1evHnR1deXtK1euqL0GkaYwea+CatmypaAdFxdXKmdw//nnn4L2kCFDVMrUr1KliiBTOScnB6dPn9Z4fEREVD5pJInvAZP4iIiIiIiIiIiIiD4UitX3li9fXmilJ3UoJgKpU7muMLq6ukrHjmoy6ejJkyfo0KGDoBLaoEGD0KRJk0LnPX/+HD169EC7du3w4MEDmJubY/PmzfLvmL/++mssXrwYBgYG8mNzhwwZgoiICI3FrhiP4trFSe4pqfnz5+Pp06cAACsrK5WOAi3vrKysBO2EhIQCE/LeRTFRCnh38l5FvY5KKjExEX379sXly5flfTVq1MCkSZNKdV/FY1zd3d2VxpTWc+Lk5AQHB4dC93qbYgJw7dq11dovLCwM/fv3FxxNbG1tja1btyImJgaPHz+Gr68voqOj8e+//6JFixaC+Tt27MCmTZvU2lNfX19wxLS/v3+BRyMTlQXdoodQeWRpaanUl5SUpPGyrG+fSw4AHTt2VHluhw4dBB8oJ0+exNdff62p0IiIqALIT+LLiUxD8oWXyHgYC6iQj5cblY74fU+ga28Ms3aVYVTbBiKx6mXeiYiIiIiIiIiISHW5ebmISo/SdhjvPXtje+iKy+fXs76+vgUeyagKTSU7NG7cGN26dZMXF4mPj8fq1auxcOHCEq/95MkTQdvb27vEa7691tsVqd6V+FSQ1NRUwVyZTIbU1FQEBwfj0qVL+OuvvwTPS9euXbF58+Z3rpecnIzvv/8e69atQ3Z2NgCgZ8+eWL9+PRwdHbFv3z4Ab47jnDNnDvr06YMRI0bgypUr2LVrFw4fPoxZs2Zh6tSpMDQ0VPl+FEXx8Qc0+xyowtfXFz/++KO8vXLlStjZ2ZXqnufPny/WvKgo1d+PXVxcoKenJ0/Yy8nJwf3791VOjrxz547K+5fX60gTLl++LEh6TE9PR0REBG7cuIGjR48KThmsVq0a/v77b6VqgZp048YNpUpwbdu2FbTT0tLw6tUrQZ+mn5O//vpL3i7sOXnw4IGgXb16dbX2Gjt2LBITE+XtSpUq4erVq3B1dVUa27RpU1y+fBmDBw/Gnj175P3Tpk1D165d4eTkpPK+NWrUkB/RnJubC39/f40lQBKpo3z+dkhFev36tVKfJsqfvi0qKgqRkZHytoGBARo0aKDy/ObNmwva9+7d01RoRERUweg5SGDdl0l8RERERERERERE5VFUehQ++aNiHx1ZEfzd6284mzhrO4wCTZ8+XdshAAC+//57nDhxAnl5eQCAn376CRMnTizx96BvJ4UAgKOjY4nWe5tidaq3q+QV5dmzZ+jQoUOR49zd3TF79mwMGzas0FPSfvjhB6xatQrAm8pZGzZsQPfu3d85vlq1arh06RK2bt2Kb7/9FomJiZgzZw7Mzc0xbtw4le9HURQfEx0dHY1/t12YnJwcDBs2TH6kbOvWrTF06NBS31eV57akDA0N0ahRI/z777/yvgMHDqiUvCeTyfD7778r9aemphY4vrxeR5rQrVs3QYJeQczNzTF27FjMnj0bJiYmpRZLUFAQvvzyS0Gfjo4O+vbtK+gr6DHS1nMSHBws/7dYLFYrjsDAQEFRKbFYjMOHDxeYuPf2mB07duDevXt4+PAhgDcJl7/88gu+//57lfdWTPQLCQlh8h5pBY/NraAUzwx3dXWFvr6+RvdQzJyuWrWqWnvUrFlT0H727Fmx/2KHiIjeD/lJfPaTGsCorg2gYh5efhIfj9MlIiIiIiIiIiIien/VqVMHX331lbydkpKCZcuWlWjNpKQkpe8ozc3NS7RmYWtpOumoSpUqmDdvHvr161do4h4AzJgxA5aWlhg1ahQeP35caOJePpFIhJEjRyIgIAA9e/aEh4cHRowYoaHo31B8TMzMzIq8L5q0fPly3L9/H8CbgjWFVS+siBSf582bNyMkJKTIedu2bcPz58+V+gtK3qvo11FJmZmZYcaMGZgwYYLGE/dkMhmSkpJw8+ZNfPvtt/Dx8cHLly8FY4YOHapUza6gx0gbz0lubq6gKJStrS10dVWvI7Z9+3bIZP/73u/rr79G48aNi5ynq6uLlStXCvq2bt0qWKsoikmGYWFhKs8l0iQm71VQO3bsELQ//fRTje8RGBgoaFeqVEmt+ba2toJyytnZ2YKMayIi+nAxiY+IiIiIiIiIiIiICrJw4UJB4seGDRsQERFR7PVSUlKU+iQSSbHXK2qtgvYriefPn2PIkCFwdXXF3r17Cx1rbW2NwMBAbNq0CWZmZmrt4+joiD/++AM3btzQeNEYxcdEk49/UR4/fozFixfL23PnzkW1atXKbP+yMHLkSJiamsrbqamp6Nq1a6HH754/fx6TJ08u8LaMjAylvop+HZVUcnIy5syZA3d3d8ycOVN+LLW6Fi5cCJFIJPgRi8WwsLBAkyZNsGLFCqXkyWbNmmHdunVKa5WX5yQlJUVeLRWA2smNly9fFrTVqYrZoUMHuLi4yNtRUVEICgpSeb5irEVVXyQqLTw2twI6ffq00vnmgwcP1vg+0dHRgvbbb3qqcnJywosXLwRrenp6ljiumJgYteY8e/ZM0E5NTUVycnKJ4iDNS0tLK7RNRO8hY0Dvc2eIP7JG1rUo5D5OVGlafhKf2MYQBi3soetlXqZ/pUcfBn4uERFRecPPJiIiKm/42URUfkilUvlxkGKxWN6n6v8zy59Lpevt56m8OX/+PFq3bl2suVWqVEFoaKi8Xdj9fDvBI7+tONbd3R2DBw/Gtm3bALxJJFq0aBHWr1+v9lpSqRTGxsZKcaSkpGjsuVBMaDE1NVV57Tp16giqmUmlUiQlJSEoKAiXL1/G9u3b5d+1xsTEYMCAAQgICCj0WEgrK6t37p9fkUomk71zzLvmKz7e6ryeFZOA0tLSyuRayMvLw9ChQ5GVlQUAqFWrFqZPn67W3qrez4LGFPdUupCQEFStWrXI9fOZmJhg5cqVGD16tLzv4cOHqF27NqZPn46uXbuicuXKyM7OxqNHj7Bnzx7s2LFDvqaFhYXgSFyJRKK0X3m+jgAoVVtTN664uDjBWsnJyXj16hVu3LiB3bt3y48lzsrKwvLly3Hnzh38+eefgmJGqsSlDpFIhNGjR2P58uXQ09NT6TlJTk4u8+dEcZyRkZHKMWRlZeHevXvytp6eHpo2barWfWjdurUgsfnff/9Vun7eRfH50+RrOl9Bn0tUfFKpVH5d5X8upaSkQEdHp0Trvuu48LLC5L0KJj4+HqNGjRL0de/eXaWyoepSfHEWJ0tbcY4mXvAbN27EwoULS7TGrVu3BKVbqXy6deuWtkMgorJkARjW04HjK0NYxulDpEI5vrzYTGQcC0XGmVxEuGQiwTpb5Sp+ROri5xIREZU3/GwiIqLyhp9NRNojEolga2sLAPLqS6mpqSp/kZmWzuTbspCWloYUWfmoJqWYiJWRkVHsSlfqrKVYrSorK6vAsZMmTcKePXvkSVfbt2/H6NGj4erqWuha6enpgr709HSIRCLo6OgIEiYiIyM1VtlLseiIhYVFidbW09NDrVq1UKtWLQwfPhyLFi3Chg0b5LcvXboU1atXR7du3dReO/8xyMnJUTtGxcdbndeMkZGRoJ2cnFwmldU2bdqEGzduAHjzPrl69WpkZmYiMzNT5TXS0tJUirWgP2Io7n0szlpffvklbt26JTjBLzY2FjNnzsTMmTPfOa9///5ITk7G8ePH5X1GRkZK+5X360gxIaqkcYnFYlSuXBmVK1fGF198gYMHD2LixIny96R//vkHkyZNwqpVqwpdJycnR+19q1Wrhnbt2mHQoEHw9PSEVCot8P4UVCEzIiIC7u7uau35Lm8nNAJvjg4uKA7FHJDc3FyVH/+XL18K3ls8PT2RlZUlf5xVoXic8LNnz1TeX7HKZHZ2dqm/Nyl+TpF6pFKpIGkPAK5evVqiRFkASkdVlzUm71UgeXl56N+/P169eiXvMzc3L7BEqiYovskWlTVeEMVfxLSdrUpEROVbprEUwdXSEJGeqVYSn1GGLjyemiDjFZP4iIiIiIiIiIiIiCo6FxcXDBkyBJs2bQLwJgFm+fLl2Lhxo9priUQiWFhYCBJRFE8gKwnFo0ktLS01tra+vj4WL16M9PR07Ny5U94/d+5cfP755yWuNFRWFB8TqVSK+Ph4WFlZldqeL1++FByXO2TIEHz00Ueltl95sHr1ari6umLJkiVFJj+JRCKMGjUKixYtwtdffy24zdzcvMDxFfU60oQvvvgCurq6GDZsmLxvx44dGDVqlFonD3755Zf46quvBH0ikQjGxsYwMzODi4uLykWVCnqMtPGcKFYAVCfxTvGYWmtra5XnvmvO21Uki6KYyFuWR3oTvY3JexXIN998g7/++kvQt3nzZlSqVKlU9lN8oyooc7soBgYGgrZi5jIREVFBmMRHRERERERERERUdmwNbXGww0Fth/HeszW01XYIFcrUqVOxZ88eeRWygwcPYvLkyahWrZraa1WtWlWQdPTgwQONxfnw4UNBuzjxFWX+/Pk4fPiwvMrQq1evcOXKFbRp00atdU6ePKnx2FRR0GPy4MGDYh/VrIply5bJXzuOjo6YP39+qe1VnkycOBG9evXC+vXr8ffffyMkJERwu76+Pjp16oRRo0ahefPmAN6c/ve2d1Vuq+jXUUn17NkT27dvlx+hK5PJcODAAXz33Xcqr+Hm5qax171EIoGTkxPCw8PlfQ8ePED37t01sr6qz4mJiQnEYrG8Gpo6BZ0UxxZ0FHBRFOeUZH8zMzO19yfSBCbvVRDr1q3Djz/+KOibMWMGvvzyy1LbU7HSnmIpZFUoZlUXp3qforFjx6JPnz5qzXn27JngQ6px48bw8vIqcSykWWlpaYKjNRo3bszsdiICAEhjMpF1PQq5AYkqjc9P4hMnGMCghT10a1hAJGYWH6mHn0tERFTe8LOJiIjKG342EZUfUqkUr1+/BvDmyD3gzZfpurqqfxVoaV6+qhxR6cp/neQzMjKSH7lcmmspFgsxMDB451hTU1NMmDABy5YtA/Dmdb5ixQr8/vvv71zL2NhYcCShsbExdHR08PHHH+PmzZvy/gcPHhT7/r4tNzcXjx49EvS1atVKI2u/zdTUFG3btsWff/4p77t37x66du2q0X0Ko/h4q/OaqVu3LhwdHRERESHvCwgIQJcuXTQa49vePno2IiJCcOSyOurVqydor169GpMmTVIaV9DvQMV9HZR0rRo1amD9+vUA3hxtm3+8rb29PSpVqiQ4PU8mkyEoKEgwv2XLlgXuV56vI8UqlJq+BvP17t1bnrwHAL6+voXupaenJ2jr6+trNLYWLVrg4MH/Jd8/fPhQI+uHh4crVd5r3br1O9d2dHSU/x4SFxcHIyMjlX4HsbOzE7SzsrLUjl/x6HZLS0uV11BMXPX09NT4a0cqlRb4uUTFk5ubK/+9I/+5qlGjRokf08ePH5c4tpJg8l4FsG/fPkyePFnQN3jwYPkvqqXFxMRE0FasxKcKxUp7imsWh52dndKbuLpMTEyYNV0BSCQSPk9E9IaZGVDFDjlRaUi+EIaMBzGArOhpebFZyDj2Erp2sTBrVxlGdWyYxEfFxs8lIiIqb/jZRERE5Q0/m4i0Jzc3V+lLSx0dHX45TCrT5OulsLUUE/3EYnGh+3777bfYtGmT/BjEI0eO4MGDB/D29lZprfxYWrZsiZUrV8r7nz59ioCAANSpU0edu6bk9OnTSt+HtmzZslSuvapVqwra0dHRZXqNKz7e6r5mWrZsKUgyOnnyJGbPnq2x+BSJRKXzXcC7XrOq9qlCk2s5OzvD2dn5nbe/ePFCkOhY2PjyfB0pPt+ldW0oHpEbFRVV6F6KcRX1nqcuxeS9K1euIDExsVjHz77t2LFjgrZYLEbz5s3fGbubm5s8eS8vLw9RUVGoXLlykfvY2NgI2vHx8Wo/PooJeNbW1iqv8XZCMQB4eHiU+vsqfz8rGZlMJr+u8h9HU1NTtf5gpSCayGUqCXHRQ0ibTp48iUGDBkEm+1+GQs+ePbFt27ZS+4Ujn+KL8+0PbVUpztH2C56IiCo2PXsJrL+uAfvJDWBUz1blI3Fzo9MRv/8Jotb4If1+DGR5KmT+EREREREREREREZFWWVhY4JtvvpG3ZTIZ5s6dq/Y6bdu2hYWFhaBv586dJQ0Pu3btErSrV6+OmjVrlnhdVShW9CrvevToIWj/999/8Pf311I0lO/UqVOCdufOnd859n28jkpK29dht27dBIlg2dnZ+O2330q8ruJz0r59+0L/SKdu3bqCdmBgoEr7ODo6Cqp6PnnyRO0TIe/fvy9oq1Nl88mTJ/J/6+rqVpjXHb1/mLxXjl28eBF9+vRBbm6uvK9Dhw7Yv39/mWTiKla3e/XqldprvH2+ekFrEhERFUfJk/h8kfpfOPIyc4ueRERERERERERERERaM2nSJMF3jKdPnxYcW6kKiUSC4cOHC/q2bt1arO8/8929e1dwjG1+rKVVgCU0NFTQtre3L5V9Skvv3r2VkmoWLlxYavstWrQI586dU/tH0d69ewW39+rVq9Ri1oYDBw4I2orXydveh+uopMrbdVi5cmWlxNiVK1ciNTW12GseP34cfn5+gj7FkyIV+fj4CNoPHz5UaS99fX14e3vL29nZ2bh27ZpqgeJNQvelS5cEfU2aNFFpblZWFp4+fSpv16pVC4aGhirvTaRJTN4rp27evImuXbsKjqpt1qwZjh49Ksg8Lk3Vq1cXtF++fKnW/OjoaEH8+vr68PDw0EhsREREQEmS+DKQ+OdzRPxwE/EHA5EVkiSocktERERERERERERE5YNEIlE6XnXOnDlqrzNhwgRBlazU1FRMmDChWDFJpVKMHj0aUqlU3mdtbY1BgwYVa72iZGZm4vz584I+xUpX5Z2urq5SAtChQ4dw+PDhEq99+vRppb66deuiffv2av8oat68ueD2SpUqlTje8uLvv/8WJMLWqVMHH330UaFzKvJ1pAknTpwQtMvDdTh16lRB+9WrV/juu++KtVZqaiomTpwo6PPy8sInn3xS6LyWLVsK2r6+virv2apVK0FbsepfYc6dO4ewsDB529HREdWqVVNp7v379wWFtD7++GOV9yXSNCbvlUMPHjxA586dBdnQ3t7eOH36NCQSSZnFUaNGDUH7+fPnapUoffz4saBdpUqVEp8zTUREVBB5Et8UH7WS+GQ5eUj3i0bMpgeI+skXKVdfQZqWU7rBEhEREREREREREZFaRo8eLUiaunTpUoFV0gpTuXJlLFiwQNB37NgxpcTAoshkMgwbNgy3bt0S9G/YsAHGxsZqraWqJUuWIDExUd42NjYuMNGsvBs3bhwaN24s6BsyZAguXrxYrPVkMhlWr16Nbt26aSK8D0psbKxS0t3q1auLnFeRr6OSunDhAs6cOSPoKw+vvaZNm2LEiBGCvjVr1mDLli1qrZOVlYUePXoIqgvq6Ohg69atRVZCrFatGtzc3OTtK1euqLzvsGHDBOv/9ttvKiX/SaVSzJgxQ9BXWOVIRZcvXxa0O3XqpPJcIk1j8l45ExgYiA4dOiAhIUHe5+XlhTNnzsDc3LxMY3FwcICDg4O8nZWVpVaG9PXr1wXt+vXrayo0IiKiAunZGRcriQ94U40v6VQwIpbcRNy+x8h8mgBZHqvxEREREREREREREWmbgYEB5s2bJ+hT9+hcAJg5c6ZSdaWlS5diwoQJSEtLK3J+QkIC+vXrh927dwv6BwwYgC+//LLQuYcOHcKWLVuQk6P6H5DLZDKsW7cOixcvFvSPGzcORkZGKq9TXujp6eHAgQOC771TU1PRuXNnrF+/XlAFqyj3799HmzZtMH36dLXmva+ioqIECZ6Fef36NTp27Ihnz57J+/r27YsOHTqoNF+b11FJBQYGYvbs2YiPj1dr3pUrV5SOTP7oo4+UKs5py5o1a5Qqzo0ZMwY//PCDStfHq1ev8PnnnytV+Jw9ezaaN2+uUgyfffaZYL23X1+FqVatGj7//HN5Oy8vD7169Sr0OGaZTIbhw4fj/v378j6JRILRo0ertCcAwXG7xsbGaNOmjcpziTSNyXvlSGhoKNq3b4/o6Gh5n7u7O86dOwdbW1utxPT2GywAtf6CRXFsly5dNBITERFRUUqSxAepDBkPYhG7/REiV91B8sWXkCZnlVqsRERERERERERERFS0wYMHo2rVqiVaQywW48CBA0rrrF+/HrVr18batWsRERGhNC8kJATLly9HzZo1sX//fsFtTZo0wcaNG4vc+/Xr1xg1ahQqV66MiRMn4vz58+9MIIqLi8O+ffvQokULTJo0CTLZ//7Q3N3dXSmRsSJxd3fHoUOHBMmHWVlZmDBhAmrXro01a9YgMDCwwLmvXr3Cpk2b0KlTJ3h7eytVzvqQ3b59Gy4uLhgxYgT+/vtvpKSkKI15/vw5fvjhB3h5eeHu3bvy/qpVq2LdunUq76XN66ikMjIysHTpUlSqVAlfffUVDh8+LDh2VXHs+fPn0bdvX7Ru3VqQHGlgYIANGzYUWZGurBgbG+Po0aOCvJK8vDzMnTsXPj4+2LZtW4HvNwEBAfjuu+9Qq1YtpcS9bt26qfVe07dvX0H72LFjKs/duHEjLCws5O3Q0FB4e3tjx44dSgmhN27cQOvWrZWO1121ahWcnJxU2i81NRUXLlyQt7t161ZuKz7Sh4FnmJYTERERaNeunSB72NnZGf/88w+cnZ21FlfXrl2xfft2eXvnzp347rvvivwQev78ueCXJT09PXz66aelFicREVFB8pP4ctpVRvI/L5HxIAZQo5ieND4TyWdCkXwuFIbVrSBp7ADDalYQ6ZSP/xgjIiIiIiIiIiIi+lDo6upi4cKF6NevX4nWcXR0xOXLl9GtWzfcuXNH3h8SEoLJkydjypQpsLOzg6OjI/Ly8hAeHo7Y2NgC1/rkk0/w+++/w8TEROX9IyMj8fPPP+Pnn3+Wx2NlZQVTU1NkZGQgNjYWr1+/LnBu5cqVceHCBbX2K486dOiAc+fOoU+fPoIkr8DAQEyZMgVTpkyBubk57OzsYGlpicTERERERBSYkAZAcJrchywtLQ3btm3Dtm3bIBKJ4OrqChsbG+Tk5CAyMhJRUVFKczw8PHD27FlYW1urtZe2r6OSSk9Px++//47ff/8dAGBpaQk7OzuYm5sjNzcXiYmJCA0NhVQqVZprYGCAo0ePwsfHp8ziVUXNmjVx+fJldOnSBc+fP5f3P3jwACNGjMDo0aNhb28PBwcHZGVlITw8XHAi5NsGDx6MzZs3Q1dX9ZSiZs2awcPDAy9evAAAHDlyBNOnT1dprouLC/bu3YtevSDUhtkAAQAASURBVHohK+tNQY3Y2FgMGzYM48ePh7u7O4yMjBAWFiYohpVv6NChalXd++uvv5CZmSlv9+/fX+W5RKWBlffKgfj4eHTo0EHwBmpra4tz587B3d1di5G9OdfbxcVF3g4JCcHOnTuLnLdgwQLBX4D06tWrzI/9JSIiypefxOcwvSFM21SC2FRfvQXygMzH8YjbHYDI5beQdDYEufGZRc8jIiIiIiIiIiIiIo356quvUKdOnRKv4+TkhGvXrmHOnDkwMDAQ3CaTyRAVFYV79+7hwYMHBSYcmZqaYvXq1Th16hTMzMxKFEtERAT8/f1x48YN3L9//52Je19//TXu3LkDNze3Eu1XXjRv3hwPHjzAkCFDIBYrpy0kJSXh6dOnuHXrFoKCggpM3JNIJJg3b57Kx3N+SGQyGUJCQnDnzh3cv3+/wMS9rl274ubNm8XOSShP11FJJSQkIDAwELdu3YKfnx9evHhRYOJew4YNcePGDXTu3FkLURbNy8sLvr6+GDVqlNJ1JZVKER4eDj8/P/j7+xeYuGdnZ4dff/0VO3fuhL6+mt+l4c1Rvflu3Lih1rX52Wef4cyZM7CzsxP0Z2RkICAgAL6+vkqJezo6Opg1a5agIJUq9uzZI/+3u7s7PvnkE7XmE2kak/e0LCUlBZ988gn8/f3lfRYWFjh79iy8vLw0uldISAhEIpHgJyQkpNA5BgYGmDNnjqBv+vTpCAgIeOecffv2Ye/evfK2jo4OFi5cWKLYiYiINEHX2gjmndzgOLMxrAfWhGENK/WO1AUgTc5GyoUwRK68jZjtD5H+IAay3LzSCZiIiIiIiIiIiIiI5MRiMb7//nuNrGVgYIDFixfj+fPnmDVrlkpJcTVq1MDixYsREhKCqVOnFph09i5DhgzBb7/9hgEDBqicgGdjY4NRo0bh9u3b2Ldvn+BIzPeBjY0NduzYgaCgIHzzzTcqJZEZGBigVatW2Lp1KyIiIrBw4UJIJJIyiLZ8q1evHsaMGQNXV9dCx+no6KBTp044c+YM/vzzT9jY2JRo37K+jkqqVq1a+PvvvzFx4kTUrVsXOjo6Rc4xMjJCt27dcOzYMdy4cQP169cv/UBLwNzcHJs2bcLjx48xYcIE2NvbFzpeJBLBx8cHa9euRXBwMAYMGFDsvYcPHy6/HmUymdpJda1atcKzZ88we/bsQo/ANTQ0RPfu3XH37l0sWbJErT0iIiJw+vRpeXvChAll+hokKohI9nZ5NCpzbdq0waVLlwR9ixYtQtOmTdVey8fHB5aWlu+8PSQkROkXnuDg4CI/QHNycuDt7S1IMLSyssJPP/2Evn37ykulxsfH46effsKSJUuQl/e/JIaxY8diw4YNat8fTfL390ft2rXl7UePHqFWrVpajIgKkpycjIsXL8rbbdq00fpfWRDR+y83KQvpd6KQdjsS0sSsYq0hlujB2McOkkYO0LM11nCEpC38XCIiovKGn01ERFTe8LOJqPzIzc3F06dPBX2enp5qHXdH9D6QSqWCCm2mpqYqJefkCw4Oxv379/Hy5UukpKRAJBLBzMwMbm5u8Pb2hrOzs8ZijYmJwePHjxEcHIy4uDikp6fD0NAQ5ubmsLW1Rf369ctVlb0FCxYICrZcvHgRrVu31vg+r169woMHDxAaGoqkpCRIpVKYm5vDysoKnp6eqFevXrEqgn1IXr9+jfv37yMkJARJSUnIy8uDubk5PD098dFHH8HCwqJU9y/L6yhf69atcfnyZXlb1TSYtLQ0BAQE4Pnz54iOjkZqairEYjHMzc1haWmJWrVqoWbNmmq9j5RHjx8/hr+/P169eoXU1FTo6OjAwsICHh4e8PHxKXES59umT5+O1atXA3hTye/ly5dKlRlVde/ePfj7+yM6OhpZWVmwtbVFpUqV0KJFCxgbF+/7uEWLFmH+/PkA3uS9BAcHl+p/w5T0c4mESut3Xm3nFPE3di1TTNwDgHnz5hVrrdL6BUlPTw+HDh1CixYtEB8fD+BNot6gQYMwbtw4VKlSBRkZGQgODkZOTo5gbuPGjbFq1SqNx0RERKQpuuYGMGtXGaZtKiHrWSLSbkciIyAOkKr+9w15aTlIvfIaqVdeQ9/NDJLGDjCuYwORHn/5JiIiIiIiIiIiIqoo3N3di32EqLpsbW1ha2uLjz/+uEz2qyhcXFzg4uKi7TAqNGdn51JJkFNVWV5HJSWRSNCoUSM0atRI26GUKi8vL42f/PguM2bMwKZNm5CWlobo6Gjs3r0bI0eOLNZa9evX12ilw4yMDKxfv17enj59Ov/4iMoF1n4klXh5eeHChQtKZXZTU1Nx//59BAUFKSXutW/fHmfOnIGRkVFZhkpERFQsIrEIhtUsYd3PC46zGsP8U3fo2qj/GZYdkoyEg0EI/+EWEv58huzw1FKIloiIiIiIiIiIiIhIe9q0aQORSCT4CQkJ0XZY9AEYPHiw0mvv7ap7pF12dnaYNGmSvL1q1SpIpVItRvQ/O3bsQExMDIA3cU6YMEHLERG9weQ9Ulm9evXw8OFDzJo1q9DjeT09PbF161acPXu21EvuEhERlQYdE32YfuwC+2k+sB1ZF8bedoCuer82yTJzkfZfBKLX3UXU+rtIvRWBvKzcUoqYiIiIiIiIiIiIiIiISPtmzZoFJycnAMDTp0+xe/duLUf0purekiVL5O0lS5bAxMREixER/Q+PzdUyVc9a1wQ3N7cS72dqaoolS5Zg4cKFuHnzJh49eoS4uDjo6OjA0dERDRo0QJ06dTQUMRERkXaJRCIYeJjDwMMcFl08kH4vBmm3IpETmabWOjmvUpH46hmSTr6AUV1bSBo7QL+SKUQiUSlFTkRERERERERERERERFT2TExMsGLFCvTv3x8AsGDBAvTt2xeGhoZai2nt2rUIDw8HAPj4+GDIkCFai4VIEZP3qFj09PTQokULtGjRQtuhEBERlQmxsR5MmjlB0tQROa9SkXY7Eun3YiDLVr3Utyw7D+l3opB+Jwp6DsaQNHKAsbcdxMZ6pRg5EREREREREREREVHJDBw4sMjvhh0cHMooGvqQzZgxQ54URuVXv3790K9fP22HITdz5kzMnDlT22EQFYjJe0RERERqEIlE0K9kCv1KpjD/zB0Z92ORdjsS2WEpaq2TE5mOxBMvkPhXMIxr27ypxuduzmp8RERERERERERERFTueHh4wMPDQ9thEKFmzZqoWbOmtsMgItIYJu8RERERFZPYQBeSxg6QNHZAdkQa0m9HIs0vGrLMXNUXyZUh/V4M0u/FQNfGCJJG9jBuYA8dU/3SC5yIiIiIiIiIiIiIiIiIiLSOyXtEREREGqDvKIF+1yow7+yGjEdxSL0ViezgJLXWyI3NQNJfIUg6EwqjmlaQNHKAgaclRGJW4yMiIiIiIiIiIiIiIiIiet8weY+IiIhIg0R6OjD2toOxtx1yYtKRdicK6b5RyEvNUX2RPBkyHsUh41EcdCwMIGloD+NGDtA1Nyi9wImIiIiIiIiIiIiIiIiIqEwxeY+IiIiolOjZGsOiszvMO7gi43E80m5HIutpAiBTfQ1pYhaSz79E8j8vYVjNEpLGDjCsYQWRjrj0AiciIiIiIiIiIiIiIiIiolLH5D0iIiKiUibSFcO4jg2M69ggNz4Tab5RSL8TCWlStuqLyIDMwARkBiZAbKoHiY8DJI3soWttVHqBExERERERERERERERERFRqWHyHhEREVEZ0rUyhHkHV5i1q4zMoASk3YpE5pM4IE/1NfJScpByKQwpl8JgUMUcksYOMKplA5Euq/EREREREREREREREREREVUUTN4jIiIi0gKRWASjGlYwqmEFaXI20nyjkHY7EtL4TLXWyXqehKznSRAbP4extx0kjR2gZy8ppaiJiIiIiIiIiIiIiIiIiEhTmLxHREREpGU6Zvowa1MJpq1ckPUiCWm3I5HxKBaQylReIy89F6nXw5F6PRz6rmaQNLKHUV1biPV1SjFyIiIiIiIiIiIiIiIiIiIqLibvEREREZUTIrEIhlUtYFjVAtK0HKT7RSPtdgRyozPUWic7NBnZoclIPPECxvVtIWnsCH1nk1KKmoiIiIiIiIiIiIiIiIiIioPJe0RERETlkI5ED6YtnWHSwgnZL1OQdisSGQ9iIMvJU3kNWZYUaTcjkXYzEnpOEkgaO8C4vh3EhvwVkIiIiIiIiIiIiIiIiIhI2/jNLREREVE5JhKJYOBqBgNXM+R18UD6vRik3Y5EzutUtdbJCU9D4rHnSDoVDKO6tpA0soe+qxlEIlEpRU5ERERERERERERERERERIVh8h4RERFRBSE21IVJE0eYNHFE9utUpN2ORPrdaMiypCqvIcvJQ7pvFNJ9o6BrZwxJIwcYN7CDjkSvFCMnIiIiIiIiIiIiIiIiIiJFTN4jIiIiqoD0nU2g71wV5p+6I+NBLNJuRyI7NFmtNXKj05F06gWS/g6GUS1rSBo7wMDDAiIxq/EREREREREREREREREREZU2Ju8RERERVWBifR1IGtpD0tAeOVFpSLsdhXS/KOSl56q+iFSGjAexyHgQCx0rQ0ga2UPi4wAdM/3SC5yIiIiIiIiIiIiIiIiI6APH5D0iIiKi94SevQQWn3vA/BM3ZPjHIu12FLKeJaq1hjQ+E8lnQpF8LhSGNd5U4zOsZslqfEREREREREREREREREREGsbkPSIiIqL3jEhXDON6djCuZ4fcuAyk3Y5Cmm8k8lJyVF8kD8gMiENmQBx0zPRh3NAekkYO0LU0LL3AiYiIiIiIiIiIiIiIiIg+IEzeIyIiInqP6VobwfwTN5h1qIzMJwlIux2JzMB4QKb6GtLkbKRcCEPKxTAYeFpC0sgeRl7WEOmKSy9wIiIiIiIiIiIiIiIiIqL3HJP3iIiIiD4AIh0xjGpZw6iWNXKTspB+OxJpd6IgTcxSfREZkBWUgKygBIhN9GDcwB6SRvbQszUuvcCJiIiIiIiIiIiIiIiIiN5TTN4jIiIi+sDomhvArL0rTNtWRtazRKTdikBGQDyQp3o5vrzUHKReeYXUK6+g724GSWNHGNe2hkhPpxQjJyIiIiIiIiIiIiIiIiJ6fzB5j4iIiOgDJRKLYFjNEobVLCFNzUa6bzTSbkciNzZDrXWyg5ORHZyMxD91YextC0ljR+g7SkopaiIiIiIiIiIiIiIiIiKi9wOT94iIiIgIOib6MG3lApOPnZEdnIS021FIfxgD5KpejU+WmYu0/yKQ9l8E9CqZwqSRA4zq2UBswF85iYiIiIiIiIiIiIiIiIgU8ZtUIiIiIpITiUQw8LCAgYcFLLp4IP3um2p8OZHpaq2TE5aChLAUJJ58AeN6tpA0doCeiwlEIlEpRU5EREREREREREREREREVLEweY+IiIiICiQ21oNJc2dImjkh51Uq0m5FIv1+NGTZeSqvIcuWIu12JNJuR0LPQQJJI3sYe9tBbKxXipETEREREREREREREREREZV/Ym0HQERERETlm0gkgn4lU1j28oTjnI9g0bMq9CqZqr1OTmQaEk+8QPiSW4j/PRBZL5Igk6l+LC8RERERERERERERaceCBQsgEokK/QkJCXnn/EuXLhU5f9euXWV2f+jDtWvXriJfi5cuXdJ2mB+Ukr6/aNsPP/wgj7Nx48baDgejR4+Wx9OzZ09th0MqYOU9IiIiIlKZ2EAXJo0dYdLYEdkRaUi7FYH0uzGQZeaqvkhuHtLvRiP9bjR0bYwgaeQAYx876Jjol17gREREREREREREREUIDQ3F/fv3ERoaipSUFIhEIpibm8PNzQ3e3t5wdHTU6H4vX77Es2fP8PLlS8THxyM9PR1GRkYwNzdH1apV4ePjA1NT9f+Q+l1at26Ny5cvY9CgQe9tolxycjLu3r2LFy9eIC4uDpmZmTA1NYWlpSWcnZ3RsGFDmJubazvMCiEvLw9+fn54/PgxoqOjkZWVBWtra9SsWRNNmjSBnl7pnLCTkJCAO3fu4MWLF0hMTERubi5MTEzg4uKCWrVqoUaNGqWyb3Glp6fjyZMnCA0NRXh4OFJTUyGVSmFubg5bW1vUr18fnp6eEIlE2g612CIjI3H37l0EBwcjKelNYQZTU1NUrlwZ9erVg5ubm7ZDFMjJyUFgYCD8/f0RFRWFlJQUmJiYwNraGnXr1kXt2rUhFmum1tmrV6+wZMkSeXvZsmUaWbck5s2bh19//RUZGRk4evQoLly4gLZt22o7LCoEk/eIiIiIqFj0HSXQ71YVFp+6I/1RHNJuRSA7OFmtNXJjM5D0VzCSzoTAqKYVJI0dYVDVAiJxxf2PWCIiIiIiIiIiovLOzc0NoaGh8vbFixfRunXrUl9rwYIFWLhwoVL/P//8o3ZigeJaP/30EyZMmKDWGgAQERGBDRs2YP/+/Xjx4kWhY2vWrIn+/ftj9OjRsLS0VHsvf39/HDx4EFevXoWfnx+SkpIKHS8SidC2bVuMHj0avXv3Vnu/D0VycjJ27NiBAwcO4Pbt28jLy3vnWJFIBC8vL/Tu3RsDBw5ElSpVNBLDw4cP4ePjg5ycHEH/zp07MXjwYJXW0NZ1qSg2NhbLly/Hzp07ERcXV+AYc3NzDBkyBHPnzoW1tXWxYnxbRkYGduzYgV9//RW3b98u9NQeBwcH9OnTB+PHj0e1atVKvLe6ZDIZduzYgatXr+K///7Ds2fPCn3NAYC9vT0GDhyIiRMnwsXFReW9du3ahSFDhhQ5zsjICBYWFnB0dISPjw9atWqFXr16wdDQUOW9FCUmJmLTpk347bff8OjRo0LHuru746uvvsL48ePh5ORU7D1LIjg4GIcPH8a5c+dw7do1ZGRkvHOsubk5+vfvj0mTJsHT07NE+3777bdIT08HALRt27ZcJMk5OTlh7NixWL16NQBg8uTJuHfvnsYSFknz+MwQERERUYmI9HQg8baD3ah6sJ/mA5OPXSCWqPkXd3kyZDyKQ+yOR4hccRvJ/7xEblJW6QRMRERERERERERE5cqcOXPKfM/s7GzMnz8fHh4e+OGHH4pM3AOAgIAAzJ49G25ubli3bl2RCTuK9u/fj0WLFuHixYtFJu4Bb5KE/vnnH/Tp0wdt27ZFWFiYWvuVplWrVuHcuXOCHwcHB5XnDxgwQGl+p06d1IohNzcXq1atQqVKlTBlyhTcvHmzyOdEJpMhICAAixYtQtWqVdGzZ088ffpUrX0VSaVSDBs2TClxryI6ffo0qlatilWrVr0zcQ8AkpKSsGbNGnh5eZX4iNkDBw7Aw8MD48ePx61btwpN3APeVIH7+eefUbNmTYwdOxbJyeoVFejUqZPSa2/AgAEqz5dKpRg+fDh2796NoKAgld4HoqKisHLlSnh5eWHTpk1qxauKjIwMREREwM/PD1u3bkX//v3h7OyM1atXq/0+lZeXh/Xr18PNzQ2zZs0qMnEPeJM4t3TpUnh4eGDevHnIylLv+52BAwcqPScdO3ZUaW5WVhaaNGkCDw8PzJgxA+fOnSs0cQ948/rdsGEDateujVWrVhX5mnuXR48e4cCBA/L2t99+W6x1SsOUKVOgr//mxKuHDx/i4MGDWo6ICsPKe0RERESkMXq2xrD41B3mHV2R8TgOabcikfUsEVDjv3ukiVlIPheK5POhMKxuBUkjBxjWsIJIh9X4iIiIiIiIiIiI3kc3btzAyZMn8fnnn5fJfpGRkejevTtu3rypdJtIJIKNjQ2cnZ2Rm5uL8PBwxMfHC8YkJydj0qRJ/8fefYdHVbRtAL/P9k3vkAABAtJ7URB4AQUVFVBABBQQELuiiIrSu34WBOUVwUKHV0GqgoAUBaR3QicJJQnpySbZvuf7I3DISQLsJptsAvfvurzMzJ6ZeTZhU3bvncHmzZuxfPnyEh1tKwgCqlSpguDgYOh0OhgMBly6dAkmk0l23fbt29GxY0fs2LEDkZGRt50vOTkZoaGhxa7H2fEtW7Ys9q5wABAVFYUuXboUe3xiYiL69OmD3bt3F3m7TqdDWFgYQkNDYTKZkJCQUOjrCACrV6/Ghg0bsG/fPjRv3rxYtcycORMHDhwo1tjyZOnSpRg0aFChsJe3tzeioqKgUqkQFxcn+zwmJyejW7du2Lhxo8v/HqxWK9544w388MMPRd7u7++P8PBweHt7Iz4+HklJSbDb7dLtdrsd3333HbZu3Yr169ejbt26Tq0bHh5e6AjsXbt2uVR7UW4e7evn5wer1YqkpCRcu3ZNdk12djZef/11JCcnY9y4cSVe807S0tIwatQobNmyBevWrZOCXHdiMBgwYMAAbNiwocjbAwMDERERAbVajfj4eCQnJ8uCb2azGVOmTMHmzZuxZs0apwO9UVFRiIqKkvUtWbLEqbFWq7XI7+VA3veB8PBwhISEICcnBxcuXIDFYpFut1gs+OCDDxATE4M5c+Y4tV5+EyZMkB4vzZo1czpwWBaqVKmCAQMGSEekT5o0CX379uXue+UUvypERERE5HaCSgGvxqEIHdYYlT9oDd9HqkHpd/c/DGVEwHQmDamLo5Hw6X5kboqFLfXO75YiIiIiIiIiIiKiimncuHHF3v3IFdevX0fHjh0LhT1q1KiBmTNn4urVq0hKSsKRI0dw4sQJpKam4tKlS5gxYwYqVaokG/P777+jW7duyMnJcXp9rVaLJ598El988QX27duH7OxsXLlyBUePHsXevXtx6tQpGAwGbN++HU8++aRsbExMDAYNGnTbudPS0lCvXj28/vrrLu9GdjMM17ZtW1m4pTy6evUqOnToUCi4FxAQgNGjR2PXrl3Izs5GXFwcDh48iJMnTyI1NRUZGRlYtmwZ+vXrB7X61ukxVqvVqZ0Qi3Lx4kWMHz9eant7exfvTnnY0aNHMXz4cFlwr1q1alixYgVSU1Nx/PhxHD58GMnJydi2bRtatGghXWcymdC3b19cv37d6fXsdjv69etXKLjn7e2N0aNH49ixY8jIyMDp06dx8OBBKSj2448/FgpZnj9/Hh07dsSZM2eKee+Lp1atWnj77bfx66+/4vLlyzAYDDh9+jT27duHw4cP4+rVq0hISMAXX3xR6Jjt8ePHY9u2bS6v2aRJk0I71G3ZsgWrV6/GrFmz8NRTT0EQ5Bsh/Pnnnxg2bNhd587JycETTzxRKLgXGhqKadOm4cKFC0hLS8PJkydx5MgRXL9+HfHx8Zg9ezZq164tG7Nv3z506tTJpX8T7lKzZk1MnDgRu3fvRlZWFi5duoT9+/fj1KlTyMjIwOLFi1G9enXZmP/+97/49ttvXVrn/PnzWL16tdR+7bXX3FK/O+Wv6cyZM1i3bp0Hq6E7YXiPiIiIiEqVKkgH/8dqoPJHDyJ4cAPoGgS7/Fuow2CBYccVJH5+EMk/nEDusWSINte2eiciIiIiIiIiIqLy6+jRo6V+rJ/D4UD//v1x7tw5Wf+bb76JkydP4t1330VEREShcTVr1sTo0aMRHR2Nfv36yW7bvXs33nrrLafWHzp0KJKTk/H777/j/fffx4MPPggvL69C16lUKnTq1Am///47Jk2aJLtt586d2LhxY5Hz/9///R/S0tIwd+5c1K9fH2vWrLlrTaIoYv78+ahfvz5WrVqFixcvYv78+U7dH0+wWq3o06cPLly4IOsfPnw4Lly4gBkzZqBdu3ZQKpWFxvr7+6N///5Yvnw5Tp8+jeeff75Q0MkVoihi+PDh0hGd3bt3R6tWrYo9nyeNGDFCdtRonTp1sH//fjz//PPQarVSv0KhQOfOnbF792507dpV6k9OTsaUKVOcXm/y5Mn47bffZH0dO3bEqVOnMGPGDDRp0qTQmMDAQAwdOhQHDhzAjBkzZDuIXb9+Hb169brrcanuoFQqcezYMVy4cAGzZ89Gnz59UK1atSKvrVy5Mt5//30cPXq0UGDs448/dnntwMBAdOnSpdB/zzzzDN555x1pF8mC9SxZsuS2u1Te9MYbb2DPnj2yvj59+kjHhdeqVavI+/f222/j+PHjePfdd2W3nT17FgMGDCiTUDYAtGvXDn/++ScuXryICRMm4OGHH5aFdAFAr9fjxRdfxJEjR9C6dWvZbePGjStyd87bmT17tnTfvL29MWDAgJLfCTd76KGH0LhxY6k9a9YsD1ZDd8LwHhERERGVCUEpQF8/GCGDGiB89IPwe7w6lEE6l+cxX8hA2vIzSJi+DxkbLsGalFsK1RIREREREREREVFpe/jhh2XtCRMmyI7FdLfPP/8c27dvl/WNHj0a3377rVM7pgUFBWHZsmWFdr9bsGABVq5cedfxUVFRLh+xO378eLRt21bWd7u1Ro8ejXfffVc60vLZZ59Fnz59kJCQUOT1586dQ+fOnfHKK68gIyMD3t7emDRpEoYOHepSjWXp448/LrRr4rRp0zBv3jwEBwc7PU+tWrWwYsUKrF69utjHHs+fP1/69+Tj41OsYzfLg3///Rd///231FYoFFi2bNkdjzzV6XRYunSp7HM+b948xMTE3HW9PXv2YNq0abK+zp07Y9OmTYUCbkVRKpUYPXo0vv/+e1n/6dOnMWrUqLuOLylBEIoMF95JZGRkoXr379+PK1euuLM0AEDr1q2xceNGWegSyDve+XZ++eUXLFq0SNb3wgsv4H//+x9CQkLuuqZer8fMmTMxduxYWf+2bdvwxRdfuFC96zQaDTZs2IBdu3bhsccecyqQGxgYiDVr1si+72dkZGDVqlVOrZmbm4uFCxdK7Z49e5bo+PTSNHDgQOnjHTt24PTp0x6shm6H4T0iIiIiKnNKPy38Okei8qhWCHm5EfRNQgCla+9wdOTakL3rGq5/dQhJ3x1DzsHrcFhK74k9IiIiIiIiIiIicq8+ffqgWbNmUvvs2bOFAiTucuXKFdnxpgDwzDPPYMaMGS7NIwgCfvrpJzz44IOy/tdffx25uaXzRuMXXnhB1r5d+CIgIAAzZ87EyZMn0b17dwDAqlWr0KBBA8yfP1/aJcpqtWL69Olo2rQpdu7cCUEQMHDgQJw9exbjx4+HXq8vlftRUseOHcNXX30l63vttdfwySefFHvOnj17Yu/evQgPD3dp3LVr1/Dhhx9K7WnTpt1297Xybu3atbL2E088gZYtW951XGhoKF599VWpbbVasWDBgjuOublbYf6QbrVq1bB27VrodK692f/ll1/G+++/L+v773//i/3797s0T1l57LHHEBYWJusrrSBVw4YNC4WM//rrL9mxyDfl5ubijTfekPW1bNkSCxYskO1u6IwpU6agd+/esr6xY8fi6tWrLs3jCo1Gg6eeesrlcRERERg8eLCs788//3Rq7Nq1a2EwGKR2r169XF6/rDz77LOy9tKlSz1UCd0Jw3tERERE5DGCQoCudiCCB9RH+CcPwf+pKKjCXH9iyBKXhfSV55AwbR/S11yA5Vp2KVRLRERERERERERE7iQIAqZOnSrrmzRpEiwWi9vX+vbbb2Xz+vj4YPbs2cWaS6lU4rvvvpMdzZqSklJqwcOCx1WmpKTc8fo6depg3bp12LJlCxo3boyMjAy88sor+OeffwAAy5cvx5gxY2AymdCuXTvs27cPixYtQpUqVUqlfnf5/PPPZUdwVq9eHZ9//nmJ523QoAHq1q3r0pg33ngDmZmZAIAHH3zQ6aOTy6OdO3fK2j169HB67M2Q6E0Fj8ItaNOmTYiOjpb1zZo1q9i7lk2cOBFVq1aV9RUMeJYXgiCgZs2asr67PZZL4umnn5a1MzIyitzpb+HChUhNTZXaCoUCc+fOhUqlKta6s2bNgo+Pj9S2WCz49ttvizVXaevQoYOsffnyZafGLVu2TPpYo9HgiSeeKFEdDocDe/fuxeLFi/Hll1/i//7v/7BgwQLs3LkTVqu1RHPXrl0bDRo0kNr5a6fyg+E9IiIiIioXlN5q+HaogkrvtUToa03g1bISBLVrv66KZjty9iYg6ZsjuP7NEWTvTYDDZCuliomIiIiIiIiIiKiknnrqKdnxuXFxcZg3b55b18jNzcX8+fNlfcOHDy/RTmktWrRAz549ZX2zZs2ShcvcxWQyydoBAQFOjevSpQuOHDmC7777DqGhoVJtoiiievXqWL58OXbt2oXWrVu7u2S3u3r1Kn755RdZ3/vvvy8LCZWVFStWYN26dQAAlUqF+fPnu7xDWXlSMLDUtGlTp8cWvPbkyZN3PDr366+/lrWbN29eaGcwV/j4+Mh2QATydpssjeNo3aG4j+XiiIqKKtRXMCwoiiJmzZol6+vZsydatWpV7HWrVKmCV155RdY3f/78UtuZtCQCAwNl7ZuB3DsxmUz466+/pPaDDz7o1LHrRUlKSsJbb72FsLAwtG3bFoMGDcKoUaPw0UcfYciQIejUqROCg4MxePBgxMXFFWsNIO9Y6ptiYmIKBWjJ8yruTxAiIiIiuicJggBtDX8EPVcH4WMeQsAztaCOcP0PH+u1bGSsuYCEafuQ9us5mOOySuWJMyIiIiIiIiIiIiqZadOmFWq7M+ixbds2pKeny/qGDBlS4nlfeuklWfvMmTOlEorYt2+frO3MkaY3CYJw22BZRQqcrV+/XrYDlU6nw4svvljmdaSmpuKdd96R2u+//z6aNGlS5nW4U/5d1wAgKCjI6bF6vb7QMctHjhwp8tqsrCxs3bpV1ueOx+GAAQOg0Wikts1mk8KV5YnBYCh0TG6LFi1KbT21Wl2oz2aTb3Zw6tQpnD17VtZXGt8b09LSsH379hLP627Xrl2TtYODg+865u+//4bRaJTaHTt2LNbav/zyC2rXro05c+YUegzmZzAYsGjRItStWxdz5swp1loFa9y0aVOx5qHSU3F+GhMRERHRfUehU8GnTQQqvdMCYW81g/dDlSFolXcfmI9odSD30HUkf3cM12cehmHXNdhzSrbNOBEREREREREREblPp06d0KVLF6mdmJjo1mMWd+3aJWs/8MADaNy4cYnn7datW6Hg0u7du0s8b35JSUmFdiIcPHiwU2O3bduG5s2b49VXX0VycjIEQQCQF+iLi4vD888/jw4dOuDQoUNurbk03Dzy96b//Oc/hXbNKgsjRoxAcnIygLzjjCdMmFDmNbhbwRCn3W53aXzBQFjBgNpNe/bsgcPhkPX17t3bpbWKEhwcXCic5O7HoTv83//9n+zo7scffxyVK1cutfXi4+ML9RUMpxX83qjX69GtW7cSr924cWM88MADsr7y+DUp+H2lTp06Lo8pzi6F8+fPR//+/WEwGGT9Pj4+aNiwIZo1a1ZoV0az2Yy33noLkydPdnm9goHvv//+2+U5qHQxvEdEREREFYKmqi8Cn30A4WMeQmCfB6CJ9HV5DltSLjI3XELC9H1IXX4GpgsZEB3cjY+IiIiIiIiIiMjTCu6+99lnnyErK8stcxcMjbiyc92dqFSqQseGujOgcubMGXTt2hVpaWlS3+DBg9GmTZs7jrt48SKeffZZPProozh+/Dj8/f3x/fffo0OHDgCA/v37Y+rUqdBqtdKxuUOGDEFCQoLbanc3dwRmSuqPP/7A0qVLpfbcuXMLhTcrooI77SUlJTk9Nj09XbYjInD78F7Bx0blypURERHh9Fp3UvAxXZ6CYna7HZ999pnse5xer8dXX31Vquvu2LFD1tZoNKhSpYqsr+DnqWnTplCpVG5Zvzx/TYC8nSBXrlwp63vyySfvOq5g2LlRo0YurXv48GG8+eabsiBrZGQkfvnlF6SkpODkyZM4cuQIUlJSsGnTJjRs2FA2fsKECdi4caNLa9asWVN2xPjBgwddGk+lzz2POiIiIiKiMqLQKOHdqjK8W1WG9XoOcvYnIvdIEhy5trsPvskuwngsGcZjyVAG6/Lma1kJSj/N3ccSEREREREREd1jRJsN1sTrni7jnqeuXAmCm0IR7nbo0KFCu2c5y2QyuaWGBx98ED179sTatWsB5B2z+OWXX2LSpEklnvvMmTOydvPmzUs8Z/659u7dK7VvF1wqSnZ2tmysKIrIzs5GTEwMduzYgY0bN8q+Lj169MD3339/2/mysrIwZcoUzJ49W9rhq1evXvj2228RHh6OZcuWAcg7TnPMmDF47rnnMHz4cPz9999YsGABVq5ciY8//hgjR46ETqdz+n6UtpycHFy9elXW586voTMMBgNee+01qT1w4EDZbpGloawel1FRUbLjQw8cOOD0UaBFhYCuXy/650lpPw7zu3z5MnJzc+Hl5eW2Ne7k+PHjstCjxWJBamoqjh49ilWrViEuLk66zdfXFytXrkSDBg1KrZ7MzMxC3yvatGlTKGxa2l+TFStWSG1XvjeWhalTpyI7O1tqh4SE4Omnn77ruOPHj0sfq9VqREVFOb2mKIoYNmyYLPDatGlT7Nixo9BOe0qlEo8//jg6deqEJ598Etu2bZNuGzZsGC5evOh0eFgQBNSpUweHDx8GkHdccGpqqlPHBFPZKJ+/HRIREREROUFdyRsB3WvB/4maMEanIGd/IswXM12aw55qQtafscjaEgtdvWB4P1gZujplf9wCEREREREREZGnWBOv42Iph1AIqLV1KzRVq9z9Qg8YNWqUp0sAAEyZMgXr16+XdiSaOXMm3nnnnRIHDDIyMmTt8PDwEs2XX8FjL/Pvknc3Fy5cQNeuXe96Xc2aNfHJJ59g2LBh0tG3RZk2bRq++OILAEBERATmzJmDZ5555rbX16lTBzt27MD8+fPx0UcfISMjA2PGjIG/vz/efPNNp+9HaSvqcxoWFlamNXz00Ue4cuUKgLyQT2nvmgaU3eOyQ4cOsp0NV6xY4fTay5cvL9SXPxCVX8GvY2k+Dm+uV1bhvfHjx0vB49tRqVR47rnnMG3aNNSsWbPUajEYDOjbt2+hEOWgQYMKXVuWX5P09HS3zV1Se/bsKfQYHjt27F3/vVgsFtlxxOHh4YWOnb6T7du348SJE1Lby8sL69atKxTcy0+r1eK3335DvXr1kJiYCABISEjAsmXLMGzYMKfXjoiIkMJ7ABAbG8vwXjnCY3OJiIiIqMIT1Ap4NQ1D6PAmqDyqFXw7VYXCR+3aJA7AFJ2K1AWnkPjZfpj+ToTGzF+XiYiIiIiIiIiIykrjxo3Rr18/qW0wGPDpp5+WaM7MzMxCu5f5+/uXaM47zeVKeM8ZtWrVwvjx4/HCCy/cMbgHAB9++CECAwPx6quv4vTp03cM7t0kCAJeeeUVREdHo1evXoiKisLw4cPdVL17FPU5vVPYxd3++ecfzJ07V2p/+eWXCAkJKbP1S1vPnj1l7UOHDhU6TrQoJ0+elHZzzM/Z8F5pPg6LWs+TFAoFhg4dio8++qhUgnu5ubk4ffo0Zs2ahcaNG2Pz5s2y2+vXr4/BgwcXGleWXxObzea2o9BLIikpCf369YPdbpf6WrdujbfeeuuuY69evQpRFKW2q2HHxYsXy9rvvfceIiMj7zrO398fEydOlPXNmzfPpbUL1nozjEzlA1+NJCIiIqJ7iipED/8naiL84wcRPLA+dHUDgTs/p1WIPdMCy67raHTYH7WjfRCQqoZosd99IBEREREREREREZXIpEmToMp3vPCcOXOQkJBQ7PkMBkOhPm9v72LPd7e5ilqvJC5evIghQ4agevXqWLJkyR2vDQ4OxtmzZzF37lz4+fm5tE54eDhWrVqFvXv3QqPRlKRktyvtr+GdmEwmDBs2TArsdOnSpcgdzCqyBx98EB06dJD1vfzyy/j3339vO+by5ct49tlnYTabC91mNBqLHFPw61iaj8Oi1vMkh8OBefPmoVmzZnjmmWdue7Tw3ezcuROCIBT6z9vbGw0aNMC7774rO6IXAEJDQ7F+/XrZ99Wb7revidlsxrPPPisLrvn6+mLZsmVQKpV3HZ+ZKT/5ycfHx6X19+zZI2sPGTLE6bH9+/eXHZN76NAh5ObmOj2+YK0F7wt5FsN7RERERHRPEpQK6BuGIGRII1T+6EH4dYmEMkDr2hwQ4J+pQa1zvjB8fQopC08h50Ai7NmWUqqaiIiIiIiIiIio7G3fvh2iKBbrv+rVq7u1ltq1a8sCDUajEVOmTCn2fL6+voX6cnJyij3f3eYqar3badasmexzabPZkJqain///RczZsxAVFSUdG1ycjIGDhyIsWPH3nHO0NBQ1+6Am8eXhtL+Gt7JhAkTcP78eQCAXq+X7cBX2srycfntt99Cp9NJ7czMTHTs2BEjRozAgQMHYDAYYDQaER0djWnTpqFJkya4cOECgMK7IN4u0FTw61iaj8Oi1itNa9askX3+s7OzERMTg5UrV6Jv376y4NzatWvRunVrxMTElHpdnTp1woEDB1CrVq0ib7+XvyYFORwOvPjii7IAnVKpxNKlS1G7dm2n5igYlssfpruby5cvIykpSWpXr179tl+Xovj5+aFVq1ZS226348CBA06PL3gkcFl9DyXnMLxHRERERPc8VYAWfl2qo/KHrREypCH0jYIBhYvb8dlEmE6nIX3VeSRM24ekucdg+OcqbKlFv4uQiIiIiIiIiIiIimfcuHHQam+9EfeHH34odtDFz8+v0I5K7txxqOBcQUFBxZ5LqVQiKCgIbdq0wejRo3H69GmMHDlSds20adOcOtL0XlLU57Qsdo06fPgwvvzyS6k9fvx4l8I2FUmTJk3w448/ykJmVqsVs2fPxoMPPgg/Pz94eXmhYcOGGDt2rPT5b9KkCT766CPZXLc70rjg17E0H4dFrVeWvL29UaNGDfTu3Rv/+9//sHfvXtSoUUO6/cqVK+jVqxesVqvb146MjMSLL76I7du3Y/v27XcMcpbl10SlUrm8I6g7vfHGG7LvnYIgYP78+ejevXux58x/hO7dFDymtkmTJi6v17RpU1n78uXLTo91pVYqewzvEREREdF9Q1AI0NUNQvCLDRD+8YPw71YDqhDn3xklEQFLbBYyf49B4ucHkTjzEDI3x8Jy1cA/gIiIiIiIiIiIiEqoWrVqeO2116S21WrFpEmTijWXIAgIDAyU9SUmJpaovjvN5c7AkEajwZdffin7XADA+++/D7vd7rZ1yruiPqf5d7AqDTabDUOHDpU+z02aNMGoUaNKdU1PGzBgAP744w9UqlTJqeu7dOmCP//8s1C/s+G90nwcFrWeJ7Vs2RJbt26V7Up49OhRLFiwwKV5mjRpgi1btsj+27p1K3bt2oUTJ04gOTkZcXFxWLx4MTp16nTX+crya1Lw+3BZ+vjjj/H999/L+r788kuXjq0FCu9eZzKZnB6bkZEha4eEhLi0dlFj0tPTnR5b8Djrsjp6nJxT+FBrIiIiIqL7gNJXA9+O1eDzn6qwxGQiZ38ick+mADbXw3e267kwXM+FYdsVKP210DUIgr5hMLQ1/SEo+X4ZIiIiIiIiIirf1JUrodbWrZ4u456nruxcIIbyfPLJJ/jhhx+ko/2WLFmC0aNHo169ei7PVbduXaSkpEjtI0eOuK3OgnPVr1/fbXPf9Omnn2Lp0qUwGAwA8nZb2rZtG7p27erSPDt27HB7bWXB29sbVatWxdWrV6W+I0eOoHfv3qW25pIlS3Ds2DEAgEKhwLx582S70t2runbtikuXLmHOnDn45ZdfcPjwYTgcDtk1Dz/8MIYPH47BgwdDEASkpqbKbr/dEaR169aVtUvzcRgZGVkoaOVptWrVwsiRIzF58mSpb8GCBRg+fLjTcwQGBqJLly5uq6lu3bo4ePCg1K5o3xud8emnn+LTTz+V9Y0fPx7vvfeey3MVDKbe/J7sjOzsbFm7OOG5gmNKsr6/v7/L61Ppufd/uhARERER3YEgCNBGBUAbFYCAXCtyjiQhZ38ibNdzizWfPdOMnH8TkPNvAgSdCvr6QdA1CIauTiAUWuXdJyAiIiIiIiIiKmOCSgVN1SqeLoNIJiwsDCNGjMD06dMBAHa7HePGjcOvv/7q8lzt27fH7t27pXb+sEpJ2Gw2KeB1U7t27dwyd37+/v549NFHsWbNGqlvz549Lof3KrIOHTpg+fLlUttdX8Pbyb9LlsPhQJs2bYo1z5AhQ2S7e/Xs2VP2dSyPvLy88MEHH+CDDz5AZmYmrl69irS0NPj7+yMyMrJQgCk6OlrWbtWqVZHztm/fXtZOSEhAfHw8IiIiSlzzoUOHZO3SeBy6Q69evWThvQMHDsBms3ksGNq+fXssXbpUah89etRt9ZSHr8mcOXPw8ccfy/pGjBhR7J1cq1SpAkEQpBOYEhISnB6bf9dFAFIw3RUFx/j6+jo9Nj4+XtaOjIx0eX0qPdwGhIiIiIjoBoWXGr7tqqDSuy3gNbg2ksNMsKoddx94G6LJhtwjSUhbehrxU/5FyoJTyNmfCLvB4saqiYiIiIiIiIiI7k0ffPCBLCi0atWqYu0MVTA0cv78eZw4caKk5WHjxo2FjiIsrYBKrVq1ZG13Hm9ZEXTo0EHW/vvvvwsdQ0nu5+/vj4YNG6JDhw5o0qRJkUfiFnws3S6817ZtWygU8ojKqlWrSlxjamoqdu7cKesrr+G9go9jq9VaaOfCslTw82Q0GrFx48YSz3vixAmcP3/+jmuVtkWLFuHtt9+W9Q0dOhQzZ84s9pwajUYWNk1ISCi0M+XtFHzsFOfrnn8HWcC1o4gLhvdq1Kjh8vpUehjeIyIiIiIqQBAEqKp443KtXBxvmYEzjbKgaRMKVbCu+JPaRJjOpCH9t/NImL4PSd8dg+Hvq7ClGO8+loiIiIiIiIiI6D4UEBCADz74QGqLooixY8e6PM8jjzxSKDjx888/l7Q8LFiwQNauW7cuGjRoUOJ5naFWq8tknfKie/fust3AjEajbMcw8owTJ07gypUrUvuBBx647bG5N3eQzM8dj8Nly5bBYrn1hnmVSoUePXqUeN6y4snHcqNGjVCnTh1ZX2l8bwwMDESnTp1KPK+zVq1ahaFDh0o75AFA3759MX/+fAiCUKK5mzRpIn1ss9lw8eJFp8ZVq1ZN1i64a6szCo6pXr26U+NEUcS5c+ekdpUqVRAUFOTy+lR6eGwuEREREdGdCECOrw26zhHw7ekLW1IujNGpMJ5KhfVqdvHmFAFLXBYscVnI/CMGqkpe0DcIhr5hMNRVfEr8xyMREREREREREdG9YsSIEZg1axaSkpIAAH/88Qf27Nnj0hze3t54+eWX8cUXX0h98+fPx8iRI1G1atVi1XXkyBGsXbu2UK2l9dxeXFycrF2pUqVSWae8qlq1Kvr27Ytly5ZJfV9++SVeeukleHt7u3293r17o1GjRi6Pe//993H8+HGp/cEHH+Cxxx6T2mFhYW6pr7xYsWKFrD1s2LA7Xj9ixAhs2bJFah85cgRr1qzBM888U6z1c3Jy8Pnnn8v6evXqVSgoVV4UfByr1WqXdk9zN0EQ8M477+Ctt96S+tauXYtDhw6hZcuWxZrz2rVrmD9/vqxv+PDhpfI4LcrGjRsxYMAA2O12qe+pp57CkiVLCu38WBwtW7aU7U544sQJPPDAA3cdFxkZibCwMOlnWVxcHC5duoSoqCin1jUYDLLjwlUq1W13uSzo0qVLsiN3nR1HZYfhPSIiIiIiJwmCAHUlb6grecOvcyRsmWaYolNhjE6F+WIm4BDvPkkRbNdzYbieC8P2K1D6a6BrEAx9g2Boo/whKLlZNhERERERERER3b+8vb3xySef4N1335X6xowZg44dO7o0z9tvv41Zs2bBarUCALKzs/H2229j9erVLtdkt9vx2muvycIhwcHBGDx4sMtzOcNkMmHr1q2yvvy7P90vRo0aJQvvxcTE4KOPPsK3335bonkvXrwIu90u24GsWrVqxQqAFQxiNWjQAF26dClRfeXV9evXZZ97tVp918fAk08+iXr16uHMmTNS3zvvvINHH30Uvr6+LtcwYcIE2c5/ADBy5EiX5ykr69evl7UbN27s8Tfzv/TSSxg/fjzS0tIAAA6HA6+99hr+/fdf2W6XzhoxYgQMBoPUVqvVsnBgadq5cyd69+4t24mxc+fOWLlypdt2OCx4hPehQ4fQq1cvp8a2a9dO9jNnwYIFmDx5slNjly9fLjumvVWrVvDy8nJq7KFDh2Tt//znP06No7LDVwKJiIiIiIpJ5a+FT9sIhA5rjIhxbRDUry70TUIgaJTFntOeaUHOvwlI+fEk4qfsRdqKM8g9ngyH2ebGyomIiIiIiIiIiCqO1157TRak2rFjh2z3LmdERkZi4sSJsr41a9bgk08+cWkeURQxbNgw7N+/X9Y/Z84cp4MUrpo+fToyMjKktpeX1z0bCLuT5s2by0KcQN7nveDOa67YvHkz2rZti/j4+BJWd39xOBx44403kJWVJfV98MEHqFy58h3HCYKAefPmyXZAu3LlCp555hmYTCaXavjxxx/x1Vdfyfpee+01PPTQQy7NU1aSk5Nlu38CQM+ePT1UzS3e3t745ptvZH0HDx7ESy+9BIfD4dJc48ePx6pVq2R9U6ZMKZOdEA8ePIju3bvLAm5t2rTBunXroNPp3LbOf/7zH+j1eqn9999/Oz124MCBsvZXX32Fq1ev3nVcVlZWoZ9fw4cPd3rdnTt3ytqPP/6402OpbDC8R0RERETkBgq9Cl7NwhA8oD4ixrdB8JCG8H6wMhQ+xX83l2iyI/doMtKWnUH85L1I+fkksvcnwG6w3H0wERERERERERHRPUKr1WL8+PGyPlePzgWA0aNHF9pxaMaMGXj77bdlRwreTnp6Ol544QUsXLhQ1j9w4EA8//zzdxz766+/Yt68edLOf84QRRGzZ8/G1KlTZf1vvvmmLDxyP/nss88KHfn44Ycf4vXXX0d6errT81y/fh2vvPIKnnjiCSQnJ7u7zArHZrPh4sWLTl1rNBoxZMgQ/Pbbb1JfrVq1MG7cOKfGd+jQAR9//LGsb9u2bejWrVuhY2WLYrfb8X//93945ZVXIIq3TsOpW7cuvvzyS6dqKInXXntNtnOgM65cuYKuXbsiNTVV6vPz88Mrr7zi7vKKZcCAAXjhhRdkfUuXLkW/fv1kNd+O0WjEyJEjMWXKFFl/x44d8cEHH7i11qKcOnUKTzzxhGzHv2bNmmHjxo3w8fFx61o6nQ6PPPKI1N6/f79TPz8AoFOnTrJdU3NyctCzZ09kZmbedozFYsFzzz2HhIQEqS88PBwDBgxwuuYdO3ZIH9eoUQMNGzZ0eiyVDYb3iIiIiIjcTFApoK8bhMBeDyD8k4cQ+npT+HSsClVICZ5Qs4swnU1Hxm8XkDB9H5K+OwbDzquwphjvPpaIiIiIiIiIiKiCe+mll1C7du0SzaFQKLBixYpC83z77bdo1KgRZs2aJQtI3BQbG4vPPvsMDRo0wPLly2W3tWnTBv/973/vuva1a9fw6quvIjIyEu+88w62bt0qHVNZUGpqKpYtW4b27dtjxIgRsoBSzZo1CwUZ7ycajQarVq1CVFSUrH/u3LmoVasWxowZg3///Vd2pPFNWVlZ+PXXXzFw4EDUqFED8+fPl31u72cmkwl16tRB9+7dsWTJEiQmJha6Ji0tDT///DMaNWqERYsWSf16vR5Lly51aXeziRMnokePHrK+HTt2oFGjRvjkk09w4sSJQmMyMjLw888/o3Xr1vjoo49ku8KFhobit99+K7XdL/NbsWIFGjZsiEceeQTff/89Tp8+XeS/N7vdjqNHj+LDDz9E/fr1cezYMdnt06dPv+tOhWXpu+++K7Rr4a+//or69etj+vTpuHTpUqExN49ObtKkCWbOnCm7rXbt2li+fLlsl8XSkJCQgMcee0wWMvT29saHH36IgwcPYuvWrS7954z8wTmLxYKNGzc6NU4QBPzwww+yI3wPHz6MZs2aYdWqVbLjfh0OB7Zs2YJWrVph8+bNsnl++uknpx9vFy5cQHR0tNTu37+/U+OobLl+QLUbDR061JPL39aHH36IevXqeboMIiIiIroHCAoB2up+0Fb3g/hEDdiSjTCeSoUxOhXWK4a7T1AUEbDEZcESl4XMjTFQhXlB3zAY+gbBUFfxgaAQ3HsniIiIiIiIiIiIPEylUmHSpEmFdodyVXh4OHbu3ImePXvi4MGDUn9sbCzeffddvPfeewgLC0N4eDgcDgfi4+ORkpJS5FxPPPEE/ve//7m0s1NiYiK++eYb6ZjK8PBwBAUFwdfXF0ajESkpKbh27VqRYyMjI7Ft2za37yRV0URGRuKff/5B7969sXfvXqk/PT0d06dPx/Tp06HX6xEWFobQ0FCYTCYkJiYiNTW1yLCeTqdDYGBgWd6FcsnhcGDDhg3YsGEDAKBSpUoIDw+HSqXC9evXER8fXyik5uXlhVWrVrl8VK1KpcKvv/6KV199FQsWLJD6s7OzMWPGDMyYMQMBAQGIiIiAXq9HYmIiEhMTiwzJ1apVC+vXr0f9+vVdv9PF5HA4sH37dmzfvh1AXoAxIiICAQEBUCqVyMrKQlxcnOwI1/zGjRuHN998s8zqdYavry82b96Mfv36ycJoycnJGDNmDMaMGYPg4GBERERApVIhPj4eSUlJRT6mWrVqhbVr1yI8PLzU6z579myhY69zcnJc2pkuP2cCvc888wx8fHyQnZ0NAPjtt9/Qp08fp+Zv0aIF5syZg9dee00KoMbGxqJPnz7w9fVFjRo1oFQqERcXV+RuopMmTcITTzzh9P1ZvXq1rP3iiy86PZbKjkfDewsWLIAglL8XFl988UWG94iIiIjI7QRBgDrMC+owL/h1rgZ7lhnG6DQYo1NhvpgB2Iv3Lk9bUi4MSbkwbL8CpZ8GugZ5QT5tlD8EFTfbJiIiIiIiIiKie0O/fv3w6aefFrkrlysiIiKwa9cuTJkyBV988QXMZrN0myiKuH79Oq5fv37b8b6+vpg4cSLefffdEu8qlZCQUORufwX1798fs2bNQmhoaInWu1dERETg77//xpdffonp06fLjssE8o7xjIuLu+MxrAqFAv3798f06dMRGRlZ2iVXOHd7HDRo0ABLly5Fs2bNijW/RqPBzz//jC5dumDkyJFISkqS3Z6RkYGMjIzbjlcoFBg2bBg+//xz+Pv7F6sGdzEajU4dO1y5cmV88803Tge9ypqfnx82bNiA2bNnY/z48YUeV6mpqXc8Rler1WLkyJGYMGECtFptaZfrMV5eXhg8eDDmzJkDAFi3bh0MBgN8fX2dGj98+HD4+/vj5Zdfln2ODQbDbX++abVafPnlly6HPhcvXix93LFjRzRo0MCl8VQ2ysUreeVhK1pRFMtFHURERER0/1D6aeHTJhyhQxshYlwbBPWvC32TEAhaZbHntGdZkLM3ASk/nUT8lL1IXX4GuceT4TDZ3Fg5ERERERERERFR2VMoFJgyZYpb5tJqtZg6dSouXryIjz/+GDVq1LjrmHr16mHq1KmIjY3FyJEjXQruDRkyBEuXLpWObHVGSEgIXn31VRw4cADLli1jcK8AtVqN0aNH4/Lly/jyyy/RqlWru24epFAo0KhRI0yZMgWxsbFYsmQJg3vI231w7NixaNas2V3/XTdt2hTff/89jh07VuzgXn4vvPACYmJi8M033zj1NQwLC8Obb76J6OhozJs3r8yDe3/99RcmTpyIDh06QK/X3/V6pVKJNm3aYO7cuTh37ly5De7dpFAo8O677yIuLg7Tp093KuxVvXp1fPTRR7hw4QKmT59+Twf3bhoxYoT0bzUnJwfLli1zaXzfvn1x4cIFvPnmmwgKCrrtdb6+vhg0aBDOnDnjcnBv//79sjDgiBEjXBpPZUcQPZhYUygU0j9mTwfnBEGAKIoQBAFbtmzBI4884tF6yL1OnTqFRo0aSe2TJ0+iYcOGHqyIipKVlSVtLQwAnTt3hp+fnwcrIiKi+5knfy6JNgfMFzNgjM47XtdhsJZ8UqUAXe0AaVc+pa+m5HMSEVGZ4t9MRERU3vBnE1H5YbPZcP78eVnfAw88AJXKo4dwEZU5u90u28XI19cXSqXzb5SNiYnBsWPHcPnyZRgMBgiCAD8/P9SoUQPNmzdHlSpV3FZrcnIyTp8+jZiYGKSmpiI3Nxc6nQ7+/v4IDQ1Fs2bNnA75lYWJEydi0qRJUnv79u3o1KmT0+N37NiBzp07S+0JEyZg4sSJbqwwT0ZGBo4cOYKYmBikpKTAbDbD19cXgYGBqFatGlq1asXfV+4iMzMTR44cwcWLF5Gamgqz2QwfHx9Ur14drVu3RrVq1Up1/dTUVBw6dAiXLl1CRkYGbDYbvL29UbVqVTRs2BD169d3+wmPxf33bbPZcObMGVy8eBFXr16FwWCA3W6Hn58f/P39Ubt2bTRr1gxeXl5urbesxcfH48iRI4iNjUVmZiZEUYSPjw8iIyPRtGlTREVFuX3Nl156CQsXLpTaMTEx5ep7IgD06dMHq1atApAXaj169Giha5z5uWS327F//36cP38eSUlJcDgcCA0NRVRUFB5++GGo1epi1Td06FD8/PPPAIA6deogOjrapZ+J5VFp/c7r6UxRufmNfenSpXj44Yc9srYoiqXyzYSIiIiIqDgElQK6ukHQ1Q1CQM/asFw1wHQqL8hnSzYWb1K7CNPZdJjOpiNjzQVoqvlC3zAYugbBUIdW7CcOiIiIiIiIiIiI3KFmzZqoWbNmmawVGhqK0NBQ/Oc//ymT9e4XAQEB6Ny5sywoSK7x9/dHp06dXApnulNwcDAee+wxj6ztKpVKhUaNGslCP/eiiIgIREREeLqMcmfixIn47bffIIoijh07hs2bNxfr365SqUTbtm3Rtm1bt9UWHx+PpUuXymqt6MG9e1m5Ce9VqlQJ1atX92gN7k5nExERERGVlKAQoI30gzbSD/7dasKalAtjdCpM0amwXDbcfYKiiIDlsgGWywZkboyFKkwPfYMQ6BoEQVPVF4KCvxcTERERERERERHR7RUVjnNlZ6xJkybJdjoDgJ9//hkvvfSSG6ojur0FCxZgyJAhni6D8im482FF0ahRI/Tv3186Mvezzz4rN8HTmTNnwmKxAMir8/nnn/dwRXQn5Sa8R0REREREd6cO84I6zAt+narBnmWG8XQajKdSYb6YAdjFYs1pSzLCkHQFhh1XoPDVQN8gCPqGIdBG+UNQKdx7B4iIiIiIiIiIiIiIiO4Bn332GdasWYPc3Fxs27YN27ZtwyOPPOLRmhISEjBnzhyp/fXXX0Oh4Gs95RnDe0REREREFZTSTwufh8Lh81A4HCYbTGfT83blO5MG0Wwv1pwOgwU5+xKRsy8RglYJXb0g6BsEQ1c3EAod/3wgIiIiIiIiIiIiIiICgKpVq+KTTz7B2LFjAQCjR4/G/v37PVrTpEmTYDQaAQDPPvssHn30UY/WQ3fn8VffRLF4u4OUhvJUCxERERGRKxQ6FbyahsKraShEmwPmS5kwnkqBMToNDoOlWHOKZjuMx5JhPJYMKAVoawVA3zAY+vrBUPpp3HwPiIiIiIiIiIiIqLwaNGgQ2rdvf8drKleufNvbmjZtii1bttxxfMOGDYtVG5ErHn/88bv+W2zatGkZVUNAyb+/eNqYMWMwZswYT5chmTt3LubOnevpMsgFHg3vORwOTy4vU55qISIiIiIqCUGlgK5OIHR1AhHQU4T1WjaMp1JhjE6BLclYvEntIszn0mE+l46M1RegifSFrkEw9A2CoQ7zcu8dICIiIiIiIiIionIlKioKUVFRxR4fGBiILl26uLEiouIJDw9HeHi4p8ugfEr6/YWoovP4zntERERERFR6BIUATTVfaKr5wv+JGrAm58IUnQrjqVRYLhuKPa/lsgGWywZkbYqFKlSfd7Ruw2BoqvpCUAhuvAdERERERERERERERERE9yaG94iIiIiI7iPqUC+oO3rBt2M12LMsMJ5OhSk6FaYLGYBdLNactmQjDDuvwrDzKhS+auhv7MinrRUAQaVw7x0gIiIiIiIiIiIiIiIiukcwvEdEREREdJ9S+mng81A4fB4Kh8Nkg+lcOoynUmE6kwbRbC/WnA6DFTn7EpGzLxGCVgld3UDoGwZDVzcICh3//CAiIiIiIiIiIiIiIiK6ia+eERERERERFDoVvJqEwqtJKESbA+aYTBhPpcIYnQpHlqVYc4pmO4zHU2A8ngIoBWhrBdzYlS8ISj+tm+8BERERERERERERERERUcXC8B4REREREckIKgV0DwRC90AgAnrUgvVaNozRqTCeSoUtKbd4k9pFmM+lw3wuHRlrAHU137wgX8NgqEL1EATBrfeBiIiIiIiIiIiIiIiIqLy7Z8N7ubm5WLx4MXbt2oWUlBQEBgaiZcuWGDBgAMLDwz1dHhERERFRhSAoBGiq+UJTzRf+j9eANTkXpug0GKNTYbmcBYjFm9d6xQDrFQOy/oyFKkQPXcNg6BsEQ1PNF4KCQT4iIiIiIiIiIiIiIiK691WI8N7p06exfPlyqT106FDUqFHjttfv3r0bffr0QVJSkqz/f//7HyZOnIivvvoKw4cPL61yiYiIiIjuWepQL6g7esG3Y1XYDRYYT6fCdCoVpgsZgL14ST5bihHZO68ie+dVKHzU0DcIhq5hMHS1AiCoFO69A0RERERERERERERERETlRIUI73333XeYM2cOAKBSpUoYP378ba+9ePEinnzySRgMBgCQHb8liiJycnLw2muvQRAEvPzyy6VbOBERERHRPUzpq4HPg+HweTAcDrMNpnPpMJ1KhfFMGkSTvVhzOrKtyNmfiJz9iRA0SujqBeaF+eoGQaGvEH++EBERERERERERERERETmlQrz69fvvv0MURQiCgBdffBEq1e3Lfvfdd2EwGKTQnijKd/8QBAGiKOLdd9/F448/jmrVqpVq7URERERE9wOFVgWvxqHwahwK0eaAOSYTxui8XfnsWZZizSla7DAeT4HxeAqgEKCt5Q99g7zjdZX+WjffAyIiIiIiIiIiIiIiIqKyVe7PoEpKSkJMTIwUxnvyySdve210dDR+//13KaAXHByMH374AadPn8Y///yDnj17SiFAo9GIzz77rKzuBhERERHRfUNQKaB7IBCBPWuj8scPIuytZvDtXA2qSl7Fn9Qhwnw+AxlrLyJhxn5c//YIsrZfhvV6TqE37BARERERERERERERERFVBOV+573o6GgAeTvoKRQKtG7d+rbXLl26VLpWEASsXr0a7dq1AwDUrVsX7dq1Q9euXfHXX38BAP73v/9h9uzZUCjKfYaRiIiIiKhCEgQBmqq+0FT1hf/jNWBNMcIUnQrjqVRYLmcBxczdWa9mw3o1G1l/xkEVooeuQTD0DYOhqeYLQSG4904QERERERERERERERERlYJyH96LjY2VPq5atSq8vb1ve+3GjRsB5L1A2L59eym4l9+ECROk8F5aWhqio6PRqFEj9xZNRERERERFUofoof5PVfj+pyrsBgtMZ9JgPJUK04V0wFa8JJ8txYjsv68i+++rUPiooW8QDF2DYOhqBUBQ8406REREREREREREREREVD6V+/Beeno6gLxAXlBQ0B2vO3bsmHS8bp8+fYq8rl27dvDx8UF2djYA4MSJEwzvERERERF5gNJXA+/WleHdujIcZjtM59LzduU7nQbRZCvWnI5sK3L2JyJnfyIEjQK6ukF5Yb66gVB4qd18D4iIiIiIiIiIiIiIiIiKr9yH93Jzc6WP9Xr9ba/bu3cvRDFvpw5BEPDYY48VeZ0gCKhZsyZOnDgBAEhOTnZjtUREREREVBwKrRJejUPg1TgEot0Bc0xm3o580amwZ1qKNadoccB4IgXGEymAQoA2yh/6hnm78qn8tW6+B0RERERERERERERERESuKffhPa321otqOTk5t73u77//lj4OCQlB3bp1b3tt/qN3b+7AR0RERERE5YOgVEBXOxC62oEQe9SC9Vo2jNGpMJ5Khe167t0nKIpDhPlCBswXMoC1F6Gu6gN9g2DoGwZDFeYl7eBNREREREREREREREREVFbKfXgvICAAACCKImJjY2973datWwHk7azXvn37O86ZPwSo0WhKXCMREREREZUOQRCgqeoLTVVf+D9WA7ZUoxTks8RlAWLx5rVezYb1ajayNsdBFayDrmEw9A2CoYn0g6BgkI+IiIiIiIiIiIiIiIhKX7kP7+XfQc9gMODIkSNo3ry57JqYmBgcOnRI2i2jU6dOd5wzJSVF+tjf3999xRIRERERUalSBevh26EqfDtUhT3bAtPpNBijU2E6nw7Yipfks6WakP33NWT/fQ0KbzV09YPyjtetHQhBrXDzPSAiIiIiIiIiIiIiIiLKU+7De82bN4dGo4HVagUAfPrpp/jf//4nu+aLL74AkLc7nyAI6Nq1623nS0tLQ0JCghT0q169eilVTkREREREpUnpo4F368rwbl0ZDrMd5vPpMJ5KhfFMGkSjrVhzOnKsyD14HbkHr0PQKKCrEwhdwxDo6wZC4aV28z0gIiIiIiIiIiIiIiKi+1m5D+/5+PjgySefxJo1awAAK1euxNChQ/H6669DrVZjyZIl+O6776QwXrNmzVCvXr3bznfgwAEAt4J++Xf2IyIiIiKiikmhVULfKAT6RiEQ7Q6YY7JgunG8rj3TXKw5RYsDxpOpMJ5MRboC0EYFQN8gGLoGwVAFaN18D4iIiIiIiIiIiIiIiOh+U+7DewAwduxYrFu3DqIoQhRFLFy4EAsXLpRdczOM9+GHH95xrrVr10ofV6pUiTvvERERERHdYwSlArraAdDVDoB/9yhY43PyjtY9lQprYk7xJnUA5gsZMF/IANZdhLqKD/QNgqFvGAxVJS/pzUREREREREREREREREREzqoQ4b0WLVpg6tSp+OSTT6QXxURRBAAIggBBECCKIrp3747nn3/+tvPY7Xb89ttv0hzt27cv/eKJiIiIiMhjBEGApooPNFV84N+1OmypRhij02CMToElNgsQizev9Vo2rNeykbUlDsognRTk01T3g6BgkI+IiIiIiIiIiIiIiIjurkKE9wBg9OjRCA0NxUcffYS0tDSpXxRFKJVKDB06FLNnz77jHCtWrEBSUhKAvBfxnnrqqVKtmYiIiIiIyhdVsB6+HarAt0MV2LMtMJ1Jg/FUKkznMwCbo1hz2tNMyN51Ddm7rkHhrYaufhB0dYOgrekHpY/GvXeAiIiIiIiIiIiIiIiI7hkVJrwHAMOGDcPAgQPx119/4dy5czAajYiIiMAjjzyCqlWr3nX82bNn0bNnT6n99NNPl2a5RERERERUjil9NPBuVRnerSrDYbHDfC4dxuhUGE+nQTTaijWnI8eK3IPXkXvwOgBAFaaHtqY/tDX9oanpD5W/1p13gYiIiIiIiIiIiIiIiCqwChXeAwCNRoNu3bqhW7duLo+dPHlyKVREREREREQVnUKjhL5RCPSNQiDaRZhjM2GKToXxVCrsGeZiz2tLMsKWZETOvkQAgDJIB20NP2ij8gJ9yiAdBIHH7BIRERERERERlbaLFy+iYcOGMJvNUCgUOHr0KBo3buyxeuLi4lCnTh1YLBYoFAocOnQIzZo181g9RERE5BkVLrx3r7t27Rr279+Pffv2Yf/+/Th48CAMBoN0e/Xq1REbG1tm9XTq1Ak7d+4s9viff/4ZL730kvsKIiIiIiIqZYJSgK5WAHS1AuD/dBSsCTl5R+tGp8KakFOiue1pJuSmmZB7OAkAoPDT3NiZzw/amv5QhXpBUDDMR0RERERERET3h2vXruHEiROIjY1FRkYGlEolAgMDUaNGDTz00EPw9fV121rvvfcezOa8N2m+8MILHg3uAXmv+7722muYPXs2HA4HRowYUaLXZYmIiKhiKhfhvaioKPTo0QNPP/00OnXqBJWqXJRVZnbv3o0vv/wS+/btQ3x8vKfLISIiIiKiGwRBgCbCB5oIH/h3rQ5bminvaN1TqbDEZgJiyeZ3ZFlgPJYM47FkAIDCSwVNDX8p0KcO94GgZJiPiIiIiIiIiNyrRo0aiIuLk/VFRUXhzJkzUKvVJZorPT0dAQEBRV6bk5ODDRs2YOPGjfjrr79w9erV286rVCrRsWNHjBgxAj169HCppoK2bNmC9evXS/NOmjSpRPO5y5gxYzB//nwYjUb8/fffWLlyJfr06ePpsoiIiKgMKTxdAADExsbim2++weOPP46QkBA8//zzWLJkCdLT0z1dWpk4cOAAVq9ezeAeEREREVE5pwrSwbd9FYS92gThY9sgsE8d6BoEQ1C7508rR64NpuhUZP5+CUnfHkX85H+R/NNJZG2/AnNsJkSbwy3rEBEREREREREVdOnSJfz000+lNv+MGTNQqVIl9OvXDwsXLrxjcA8A7HY7tm3bhp49e6Jbt25ITEws9tpjx46VPu7bty9q1qxZ7LncKSwsDEOGDJHaEyZMgMPB53+IiIjuJ+VqiztRFJGVlYWVK1di5cqVUCqVaNu2Lbp3744ePXqgTp06ni6xzPn4+CA7O9vTZUi2bNni0vUNGzYspUqIiIiIiDxL6a2Gd6tK8G5VCQ6LHebzGTBGp8J8KQP2dLNb1hDNdpjPpcN87sYbm1QKaCN9obmxM58m0g8KjdItaxERERERERERTZkyBYMHD4ZOp3P73IcOHUJOTk6hfkEQULlyZVSqVAmCIODKlStISUmRXbNp0ya0b98e//zzD8LDw11ad/369di/f7/U/vDDD4t3B0rJ+++/j7lz58LhcCA6OhorVqzAgAEDPF0WERERlZFyEd579dVX8fvvv0vvrhBFEYIgwGazYdeuXdi1axc++ugj1K5dGz169ED37t3Rvn17KBTlYuNAt/H19UXLli3RunVrPPjgg2jdujViYmLQuXNnT5cm6dKli6dLICIiIiIqdxQaJfQNg6FvGAwAsGWYYInJgjkmE+aYTNiSje5ZyOaA+VImzJcyYQAAhQBNVZ8bYT5/aGv4QaErF3/mEREREREREVEFdO3aNXz33Xd47733SnUdvV6P5557Dj179kTHjh0RHBws3SaKIg4dOoQpU6Zg3bp1Uv/FixfRs2dP7N2716XXiT/77DPp4zZt2qBZs2ZuuQ/uEhUVhcceewybNm0CAPzf//0fw3tERET3kXLxqs53330HADh69CjWrVuH9evX4/DhwwBuBflEUcT58+fx1Vdf4auvvkJgYCC6deuG7t2744knnoCfn58n70KJdO/eHY899hjq1atX6BfNmJgYD1VFRERERETFpQrQQdVcB6/mYQAAe7YF5pgsWG6E+ayJOYDohoUcIiyXDbBcNiB751VAANTh3nlBvpr+0NTwg9JH44aFiIiIiIiIiOh+MWPGDAwfPhw+Pj5unzs0NBSjR4/GsGHD4O/vX+Q1giCgVatWWLt2LaZNmyY78vbAgQNYuHCh7KjZOzl06BB2794ttYcPH16yO1BKXn75ZSm8d+zYMezcuRMdO3b0cFVERERUFsrV1nXNmjXD+PHjceDAAVy9ehXff/89nnrqKWi1WukaURQhiiLS0tKwbNky9O/fH6GhoejatStmz56N2NhYz92BYqpVqxYaNGhwz+0kSEREREREeZQ+Gng1DkFAj1qoNKIFIsa3RfBLDeHTsSo0kb6AQnDPQiJgjc9B9u54pC45jYSp+5D41UGkrz6P3KNJsGW65zhfIiIiIiIiIrq3PPzww9LHycnJ+Prrr92+xquvvopLly5h5MiRtw3uFTRmzBg8++yzsr4ffvjB6TXnzp0rfazVavHcc885PbYs9ejRQ/Y5ubn5DREREd37ym1aLDw8HMOHD8f69euRmpqKtWvX4uWXX0blypWla0Qxb6sKq9WKbdu24b333kOtWrXQuHFjfPLJJ9i7d6+nyiciIiIiIrothV4Ffb0gBHSribA3miFiYluEvNwIvo9GQhvlD6jc96eaLcmInH2JSFtxFokz9iPh/w4g7ZezyDmQCFuKUfq7ioiIiIiIiIjuX1OnToUg3Hpz4RdffIH09HS3rtG1a9di7eb38ccfy9p79+5FVlbWXceZTCasWrVKtr6vr6/L65cFtVqNp59+WmqvW7cOBoPBgxURERFRWSkXx+bejV6vR/fu3dG9e3cAedshr1+/HuvXr8exY8cAyI/XjY6ORnR0ND777DOEhobiySefRI8ePfDYY4/By8vLk3eFiIiIiIioEIVGCV3tQOhqBwIARJsDlqsGmGOyYI7JhCU2C6LF7pa17Gkm5KaZkHs4KW9tXw20Nf2ko3ZVYV4Q3LUTIBERERERERFVCM2bN0fv3r2xcuVKAEBmZiY+//xzTJ8+3cOVAa1atYJer4fRaAQAOBwOXL16FQ0aNLjjuM2bN8tCfj179ix2DVarFWfPnkV0dDQSExNhMBjg7e2NoKAg1KtXDy1atIBKVbKX3nv27ImlS5cCAIxGI1avXo1BgwaVaE4iIiIq/ypEeK+g1q1bo3Xr1pg8eTKuXLkiBfl27NgBs9ks2zkiKSkJCxcuxMKFC6HVatG5c2cpCFilShUP3gsiIiIiIqKiCSoFtDX8oa3hD3SuBtEuwpqQDXNMJswxWbDEZsKRa3PLWg6DBcbjKTAeTwEAKLxU0NTwvxHm84M63AeCkmE+IiIiIiIionvd5MmTsXr1atjteW8gnD17NkaMGIFKlSp5tC5BEODv7y+F94C8cOHd/Pnnn7J2586dXVo3JSUFv/zyCzZs2IB//vkH2dnZt73W29sb/fr1w+jRo1G7dm2X1rmpU6dOsvaGDRsY3iMiIroPVMjwXn7VqlXDG2+8gTfeeAM5OTn4888/sX79evzxxx9ITk4GcGtXPpPJhE2bNmHTpk1488030axZMynI17JlSw/fk4ojMzMTcXFxyMjIgI+PD4KDg1G1alUolUpPl0ZEREREdE8SlAI0VX2hqeoL3w6A6BBhS8q9EebLC/Q5DBa3rOXItcEUnQpTdGre2lolNNX9pDCfpqovBDce60tERERERERE5UP9+vXx4osvYuHChQCAnJwcTJ8+HbNmzfJoXVarVXrd96bg4OC7jtu+fbv0cZUqVVCrVi2n10xPT0d4eDhsNufePJmTk4Mff/wRS5Yswdy5c/HSSy85vdZNoaGhaNCgAaKjowEAW7duhd1u52uwRERE97gKH97Lz9vbG7169UKvXr0giiL27t2LdevWYf369dIvOfmP1z169CiOHj2KKVOmIDw8HN27d8d3333n4XtRvjVv3hzHjx+Hw+GQ9fv4+KBdu3bo3bs3Bg0aBK1WW2o1JCUlFfoF/W4uXLgga2dnZ8u2yabyIScn545tIiKissSfS1TueQFo6AN1Qx+oxAiI6RbYrmTDfjkHtis5EDPcE+YTzXaYz6XDfC49r0MlQBnhBWWkD1TVvKGs4gVBwyeRicoCfzYREVF5w59NROWH3W6XdktTKBRSnyBwJ3Vyzs1/Q2PHjsWyZctgtVoBAN9//z3ee+89VKtWzeW53OWff/6RzafValGlSpUi17jZFxMTg4SEBKm/ZcuWLtVksVgKBfeUSiUiIyPh7+8PjUaDrKwsxMTEwGw2S9eYzWYMGTIEADBw4ECn17upRYsW0uva6enpOHr0KJo1a+byPEREVD4U/Nnjzp+P9yO73S6dxnozt2QwGEocdL/T7rpl4Z4K7+UnCALatm2Ltm3bYsaMGYiJicH69euxbt06/PPPP7BarbIgX3x8PObNm8fw3l0cPXq0yP7s7Gz8+eef+PPPPzF+/HjMnj0bzz33XKnU8N///heTJk0q0Rz79+9HYmKimyqi0rJ//35Pl0BERCThzyWqMHwA1AfUZgV8slTwNajgk6WG3uimgJ1NhP1yDuyXc2ABIAoicrztyPazwuBnQ46vDXaV6J61iOiO+LOJiIjKG/5sIvIcQRAQGhoKAPD19QWQ99qNsy9kOuwicjPd8yYwuj0vfw0UyvIRqCy4UcfNfy8hISEYNGgQfvzxRwB5YbQJEybccfe9283lLvPnz5e1O3ToAKvVKgUMi1LwNc0HHngABoPB6TVvvojfvHlzPP3003j00UdRr169QhuY2Gw27N69G9988w3++usvqf/tt99Gq1atULVqVafXvFlnfrt373Zpx0AiIirfcnNzPV1ChWa322WhPSAv5H8z0Fdcly9fLnFtJXHPhvcKqlmzJt555x288847yMrKwqZNm7B+/Xps3LgRaWlpni7vnpKYmIi+ffti1KhR+Pzzzz1dDhERERHRfcmqdSA91IL00LwXX1RWAT5ZeUE+X4MK+hwlBJT8BQNBFOCTrYJPtgqV4wERIoxedhj8bMj2syLbzwabmmE+IiIiIiKi8iw304K1/3fK02Xc83p+2BA+QaV3epW7jBo1CsuWLYPRaAQALFu2DO+8845HQmQnT57Er7/+KusbMGDAXcedOiX/91y7dm2X1vXy8sLmzZvRunXrO16nUqnQsWNHdOzYEZ9//jmmT58OIC/8N3/+fJc3JCkY3jt58qRL44mIiKjiUXi6AE/w8/ND3759sXjxYly/fh07duzAyJEjC/0yRHl0Oh26d++O//73v9izZw+SkpJgsVhgMBhw8eJFLFmyBE899VShrde/+OILfPrppx6qmoiIiIiI8rOpRWQEW3G1Zi5ON8nCsdYZOF/PgMQII7J9bBAF9wTsBAjwylWhUqIOtc75ounBQDQ46o/Ii14IStZAbb4v/wwlIiIiIiIiqjAqV66MYcOGSW2bzYYZM2aUeR1msxlvvvmm7IjBpk2bomfPnncdGxcXJ2tXqVLFpbX1ev1dg3sFffDBB2jbtq3UXr58uUvjASA8PFzW9vROQERERFT6BLGkewdSqdqxYwc6d+4statXr47Y2NgyW3/dunVo164dgoOD73rtrl270K9fP1y7dk3qEwQBR44cQdOmTd1WU1JSEpKTk10ac+HCBTzzzDNSe+/evahfv77baiL3yMnJkR2t8eCDD8Lb29uDFRER0f2MP5fofiNa7LBfy4XtSg7sl7Nhj88FbKXz56Lgr4Eq0hvKSG+oqvlACNQUejMQERXGn01ERFTe8GcTUflht9ul12cUirw3TdWqVQsqlXOHcGWlmrBs/L5Sq4/yDJj8EPyCdZ4uA0Dev4/8AbeUlBQEBARI7dTUVNSuXVs6kk6hUODQoUNo3Lixy3MV1+uvvy47MlelUmHPnj1o0aLFbcfY7Xbk5ubiySefxL///iv1nzx5EvXq1StxTXczb948vPHGG1L7zJkzLu36Fx8fj8jISKndtGlTHDp0yK01EhFR2bn5c+kmLy8vtx4tf7+x2Wy4ePEiAEjH51apUqXEn9PTp0+jTZs2UvvkyZNo2LBhieZ0xX1zbC4VT48ePZy+tn379tixYwfatm2LlJQUAIAoihg7dizWr1/vtprCwsIQFhZWojl8fHzg5+fnpoqotHh7e/PrRERE5QZ/LtF9ISQQuPG+G9HmgOWqAeaYLJhjMmGJy4Jott95vJPETAusJyywnkgHACh8NdDW9IO2pj+0Nf2hCvOCoGCYj+hu+LOJiIjKG/5sIvIcm81W6EVLpVLp9AuZSgV3SS8LSoWi3L5gX/DfS1hYGEaOHCkd++pwODBx4kSsWbPG5bmK45tvvpEF9wBg6tSpTu+Gl5WVJWv7+/uXyee+4NHCx48fR926dZ0e7+/vL2tnZmaW238zRETkOnf8jLyfiaIobQRw8/Po6+vr9BtWbsfHx6fEtZUEw3vkVrVr18bnn3+OIUOGSH1//PEH0tLSEBQU5MHKiIiIiIjIFYJKAW0Nf2hr+AOdq0G0i7AmZN8K88VmwpFrc8taDoMFxuMpMB7PexOQwksFTQ1/KdCnDveBoGSYj4iIiIiIiKgsjRw5Et9++y1SU1MBAGvXrsX+/fvx4IMPluq6q1evxrvvvivre/755/Hhhx86PYfRaJS19Xp9seuxWq3YtGkTNm/ejGPHjuHSpUvIyspCdnY27nbI3c0NT5zl5eUla+fk5LhcLxEREVUsDO+R2w0aNAgffvihdLStw+HA1q1b0bdvXw9XRkRERERExSUoBWiq+kJT1Re+HapAdIiwJefCHJOZF+i7lAmHweKWtRy5NpiiU2GKzntxQNAooanhJ4X5NFV9Iai4KwQRERERERFRafLz88NHH30kC82NGTMGW7ZsKbU1d+zYgf79+0tH4QHAY489hkWLFkk77RTH3UJ2txvz008/4ZNPPkFSUlKx1s3IyHB5TSIiIrq/lIvwXlRUlEfWFQRBOguZ3EehUKBTp0749ddfpb6zZ896sCIiIiIiInI3QSFAXckb6kre8GkTAVEUYU8z5YX5LmXCHJsFe5rJLWuJFjvM59JhPpd3zC5UCmiq+d4K81X3g0LDowaIiIiIiIiKyydQi4FT23q6jHueT6DW0yW47K233sLMmTORkJAAANi6dSt27NiBTp06uX2tgwcPokePHjCbzVJf27Zt8dtvv0Gj0bg0V8Gd9kwm156jcDgcGDx4MJYsWeLSuILy3xdnFNwx0Nvbu0TrExERUflXLsJ7sbGxEAShzN9JUJJ3Z9CdVatWTda+uQsfERERERHdmwRBgCpYD1WwHt6tKgMAbBlmWGIzb+zOlwlbkvEuszjJ5oAlJhOWmEwYcAVQCNBU8YEmyh/amv7QVveDQl8u/twlIiIiIiKqEBRKBfxCin+sKN279Ho9xo4dizfffFPqGzNmDHbv3u3WdU6dOoUnnngCBoNB6mvatCn++OOPYgXY/P39Ze388zpjypQphYJ7fn5+6NSpE1q2bIlq1aohICAAOp0OarVauubYsWMYNWqUy/XelJ2dLWsXvB9ERER07ylXr2aUZZiOWw6Xrvy/pAKA1Wr1UCVEREREROQpqgAtVM3C4NUsDABgz7bAEpslhfmsCTmAO/40c4iwXDHAcsWA7J1XAQFQV/bO25Wvpj+0Nf2g9HHtHfpERERERERElOfll1/G559/jtjYWADAnj178Pvvv+Opp55yy/wXL15E165dkZqaKvXVqVMHmzdvRkBAQLHmrFKliqydkJCA+vXrOzX2+vXr+Oyzz2R9H3/8MT755BP4+Pjccazdbnet0ALi4+Nl7cjIyBLNR0REROVfuQrvAQzV3SsSExNl7dDQUA9VQkRERERE5YXSRwN9oxDoG4UAABxGG8xxWbDcCPNZrmYDDjf8TSgC1oScvHDgnrwnvVWh+rxd+W4E+lQBFe+oIiIiIiIiIiJP0Gg0mDhxIl566SWpb+zYsXjyySdLvDnLlStX8Oijj0rH8gJ5gbWtW7ciLCys2PMWDL1dvXrV6bFr166VHV/7yiuvYPr06U6NTUtLc3qdohQM79WoUaNE8xEREVH5V67Ce6IoQqlU4pFHHsGgQYPQrVs3KJVKT5dFxbBr1y5Zu+AxukRERERERAq9Cvp6QdDXCwIAOCx2WC4b8oJ8MZkwXzYANodb1rIlG2FLNiJnf94bjZSBWnmYL1hXprvBExEREREREVUkL774Ij799FOcOXMGAHD06FGsXLkSzz33XLHnTEpKQpcuXRAXFyf1Va5cGX/99VeJX1ts2LChrH327Fmnx+7du1fWfuONN5wee+rUKaevLcrNz+9NTZo0KdF8REREVP6Vq/CeIAhwOBzYunWr9G6KF154AYMGDeIvJhXIzp07cfHiRVnfo48+6qFqiIiIiIioolBolNDVDoCudgAAQLQ5YLmWDfOlGzvzxWVBNJfs+Jmb7Olm5KYnIfdwUt7avmopzKet6Q9VmBcEBcN8RERERERERACgVCoxefJk9O3bV+obP348evXqVaz50tPT0bVrV5w7d07qCwoKwpYtW1C7du0S19usWTNZ+8SJE06PvX79uqxdt25dp8du27bN6WuLUrDOVq1alWg+IiIiKv/KRXjvp59+wqJFi7Bz507ZsbnXr1/HzJkzMXPmTDRu3BiDBw/GgAEDUKlSJQ9WS3eSk5ODd955R9bXuHFjREVFeagiIiIiIiKqqASVAtrqftBW9wM6V4NoF2FNyIY5JisvzBebCUeuzS1rOQxWGI+nwHg8JW9tvQraGn7QRuWF+dThPhCUDPMRERERERHR/atPnz5o3rw5jhw5AiBvl7jFixe7PE92dja6deuG48ePS31+fn74888/0ahRI7fUWrNmTYSHh0vH8R4+fNjpsflfrwYAi8UCnU5313FHjx7Fv//+61qhBRw6dEj6OCAgAI0bNy7RfERERFT+KTxdAAC89NJL2LZtG2JiYjBp0qRC76YQRREnTpzAqFGjUK1aNTz99NP49ddfYbFYPFRxxSQIguy/HTt23PH6ESNGID4+3un5U1JS0KNHD9kv2gAwadKk4pRLREREREQkIygFaKr6wrdDFYQMaoDwsW1Q6b0WCHimFvRNQ6Hw1bhtLdFog+l0GjJ/j0HSt0cRP+lfJP90ElnbL8McmwnRTcf5EhEREREREVUUgiBg6tSpsr5JkybBarU6PYfJZEKPHj2wb98+qU+v12PDhg1u32Wuc+fO0sfXrl0rdHLY7VSuXFnW3rVr113H2O12l47XLUpycjJOnz4ttbt06QKlUlmiOYmIiKj8Kxc7790UGRmJcePGYdy4cdizZw8WLFiAX3/9FZmZmRBFEYIgwGazYePGjdi4cSP8/f3x/PPPY+DAgXj44Yc9XX6J7N69G0ajsVD/sWPHZG2TyYStW7cWOUdERAQaNGjgtppmz56N77//Ht26dUOfPn3Qrl071KhRo9B1V65cwYoVK/DVV18hMTFRdtszzzyDZ5991m01ERERERER3SQoBKgreUNdyRs+bSIgiiLsaSaYYzKl3fnsaSa3rCVa7DCfS4f5XHpeh0qAppoftDX9oK3pD011Pyg0fEKdiIiIiIiI7m1PPvkk2rVrh927dwMAYmNjnR5rs9nw3HPPYfv27VKfRqPB6tWr0aFDB3eXisceewzLli2T2tu3b0etWrXuOu7hhx/Gzz//LLXHjRuHzp07Q6/XF3m93W7H0KFDS7zrXsGNV5566qkSzUdEREQVQ7kK7+X38MMP4+GHH8Y333yD1atXY9GiRdiyZQvsdru0VXFGRgbmzZuHefPmoVatWhg0aBAGDhyI6tWre7h6173wwguIi4u763XXr19H165di7xt8ODBWLBggVvrMpvNWLNmDdasWQMgb8vq8PBw+Pv7w2q14vr167fdna9Dhw6yX4iJiIiIiIhKkyAIUAXroQrWw7tV3rvkbZlmWGIypUCfLSnXPYvZRFhiMmGJyYQBVwCFAE0VH2hq+ucF+qr7QeGlds9aREREREREROXItGnT0KlTJ5fHDR8+HBs2bCjUp1Qqb7t5ye00bNgQ4eHhd7zm8ccfh5+fH7KysgAAa9aswcsvv3zXuZ999lmMHDkSBoMBQN6Ru507d8asWbPw0EMPSdfZbDb89ddfGDNmjHTcbf369WW757li7dq10sc6nQ69evUq1jxERERUsZTb8N5NWq0W/fr1Q79+/ZCYmIjFixdj0aJFOHXqlHSNKIq4cOECJkyYgIkTJ6JDhw4YPHgw+vTpAx8fHw9Wf+/JysqSfsG9HYVCgVGjRmHq1KlQq/liFREREREReY7KXwtVszB4NQsDANizLbDE5u3KZ47NgjU+GxDdsJBDhOWKAZYrBmT/DUAA1JW983blq+kHbQ1/KN14rC8RERERERGRp3Ts2BFdu3bFli1bXBqXf8e9m+bMmYM5c+a4XMPPP/+Ml1566Y7X6HQ69O7dW9pFb+vWrTAYDPD19b3juODgYIwbNw4ffvih1Ldv3z60adMGlSpVQmRkJEwmE+Li4mSvm9arVw+ffvopevbs6fL9sVqt+P3336V29+7d4efn5/I8REREVPEoPF2AKypXrowPPvgAJ06cwMGDB/HWW28hODhYdo3D4cDff/+NYcOGoXLlyhg4cKDLvzhSnnnz5qFfv36oVq2aU9dXrlwZI0aMwNmzZ/HZZ58xuEdEREREROWO0kcDfaMQBHSvhUpvN0fEhLYIHtIQvh2rQhPpCygE9ywkAtaEHGTviUfa0jNImLYPiV8eRPpv55F7JAm2DLN71iEiIiIiIiLygGnTpnm6BKe8+uqr0sdmsxm//PKLU+M++OAD2dibrl+/jgMHDuDEiROy4F7jxo2xZcuWYgfu1q9fj4yMDKn9xhtvFGseIiIiqnjK/c57t9OiRQu0aNECX331FX7//XcsXLgQv//+O6xWq3Ssbm5uLpYuXYrly5cjKysLXl5eHq769mJjY0t9jZufF2cNHz4cw4cPBwCkpqbi9OnTiIuLQ3JyMnJycqBUKhEYGIiQkBA0b94cUVFRpVE2ERERERFRqVHoVNDXDYK+bhAAwGGxw3LZAPONI3HNlw2AzeGWtWzJRtiSjcjZnwgAUAZqoa3pn7c7XzVfqEK9ICjdFB4kIiIiIiIiKkWtW7fGM888gzVr1ni6lDtq1aoV2rVrh927dwMAfvjhBwwbNsypsXPnzkW7du0wceJEXLp0qchrwsLC8Pbbb+ODDz6AVqvFhQsXilXnDz/8IH3cpEmTYh1LTERERBVThQ3v3aRSqdCzZ0/07NkTqampWL58ORYuXIhDhw5BEASIouhyaI0KCw4ORvv27dG+fXtPl0JERERERFRqFBoldLUDoKsdAAAQbQ5YrmXfCvPFZkE0292ylj3djNz0JOQeTgIACGoF1OHeUFfxgaaKD9RVfKEO00NQVqhN84mIiIiIiKgCcMfGIqtXry7zNYtj9OjR6N69OwBg7969OHLkCJo3b+7U2IEDB+LFF1/E0aNHcejQIaSkpEAURYSFhaFRo0Zo1aoVlEqldH2nTp1cfm06JiYGf/75p9T+4IMPXBpPREREFVuFD+/lp9FooNfrodfrPV0KERERERER3QMElQLa6n7QVvcDOlWDaBdhTcyBOSZTCvQ5cm1uWUu0OmC5bIDlsgE5NztVeYE+TRUfaCJ8oK7iA3UlLwgqBvqIiIiIiIiInPH000+jdevWOHDgAADg888/x7Jly5weLwgCmjdv7nTgz1VffvklHI68Xf/r16+PAQMGlMo6REREVD5V+PCeKIr4888/sXDhQqxbtw4mkwlA3i9RRERERERERO4kKIW8IF0VH/i2rwLRIcKWnAtzTJYU6HNkWdy3oM0B6xUDrFfyBfqUAtSVvW/szndjl77K3gz0EREREREREd3GtGnT8NhjjwEAfv31V0ybNg01a9b0cFVAcnIyfv75Z6k9adIkKBT8+56IiOh+UmHDe8ePH8eiRYuwbNkyXL9+HUBekO/mUbkAoNfr0bNnTwwePBheXl6eLJeIiIiIiIjuQYJCgLqSN9SVvOHTJhyiKMKeZroR5MsL9NnTTO5d1C7Cei0b1mvZt/oUAtSVvPLCfFV9oI7wgSbcG4Jaeft5iIiIiIiIiO4TXbt2Rffu3bF+/XrYbDZMmDABixYt8nRZmDZtGnJzcwEA7du3x3PPPefhioiIiKisVajwXlJSEpYuXYpFixbh+PHjACAF9fLr0KEDBg0ahL59+8LX17esyyQiIiIiIqL7lCAIUAXroQrWw7tVZQCALdMMy41d+cwxWbAl5bp/YYcIa0IOrAk5yD2Y9wY3KAB1mBfUVXylXfrU4d5QaBjoIyIiIiIiovvPzJkzsXnzZpjNZixduhQffPABGjdu7LF64uLiMHfuXACAQqHA7NmzPVYLEREReU65D+9ZLBasWbMGCxcuxJYtW2C32wHc2mXvpqioKAwcOBCDBg0qF1scExEREREREQGAyl8LVbMweDULAwDYsy2wxN44Zjc2C9aEHMBR+I1pJeYArIm5sCbmIvfQjUCfAKhCveRH7kb4QKFloI+IiIiIiIjubbVq1YLJ5Obd8UugevXq5aoeIiIi8oxyG97btWsXFi1ahJUrVyIzMxNA4WNxfX190bdvXwwaNAjt27f3ZLlERERERERETlH6aKBvFAJ9oxAAgGhzwJqYA8uNo3At17JhTcwB7KUQ6BMBW1Ju3u5/R5Ly+gRAFaKXwnxSoE9Xbp8yICIiIiIiIiIiIiK6J5SrZ+JjYmKwaNEiLF68GDExMQAKH4urUCjQtWtXDBo0CM888wx0Op0nSiUiIiIiIiJyC0GlgKaqLzRVfaU+0eaA9XrujTCfAZb4HFgTsgFbKQX6ko2wJRthPJosdUuBvogbu/RFeEPhpXb/+kRERERERERERERE96lyEd6bP38+Fi1ahD179gC4FdjLfyxuo0aNMGjQILz44ouoXLmyR+okIiIiIiIiKguCSiHtgueNvL+BRbsD1iQjrNcM0i591oQciFZHqdRgSzHClmKE8ditQJ8ySFfoyF2lNwN9RERERERERERERETFUS7Ce6+++qrsONybQkJCMGDAAAwaNAjNmzf3UHVEREREREREnicoFdCEe0MT7g3vVnl9ol2ELTn31pG78dmwxmdDtJROoM+eZoIxzQTjiRSpTxmglQf6qvhA6aMplfWJiIiIiIiIiIiIiO4l5SK8l59SqUTnzp0xaNAgdOvWDWp13jv4s7KySmU9Pz+/UpmXiIiIiIiIqLQJSgHqyt5QV/YGWlYCAIgOEbYU440jd/OO3bXG50A020ulBnuGGcYMM4ynUqU+pb8G6iq+slCf0peBPiIiIiIiIiIiIiKi/MpdeM/hcOCvv/7CX3/9VeprCYIAm81W6usQERERERERlRVBIUAd5gV1mBe8mocBuBHoSzXe2p3vat7/RVMpBfoyLbBnpsIUfSvQp/DVyMJ8mio+UPhpIAhCqdRARERERERERERERFTelavw3s0n7Asen0tERERERERExScoBKhDvaAO9YJXsxuBPlGEPc1068jdG/+JxtJ5k5vDYIHpTBpMZ9KkPoWP+lagL8IH6qo+UPprGegjIiIiIiIiIiIiovtCuQrv3VQWT9IzIEhERERERET3M0EQoArWQxWsB5qEArgR6Es33wr0xWfDes0AR04pBfqyrTCdTYfpbLrUp/BWQR3hA00V31tH7gYy0EdERERERERERERE955yEd6LjIzkk/BEREREREREHiYIAlRBOqiCdEDjEAA3An2ZFlivGWS79DmyraVSgyPHBvP5DJjPZ9yqS6+SH7kb4QNlsI7PJRARERERERERERFRhVYuwnuxsbGeLoGIiIiIiIiIiiAIAlQBWqgCtNA3vBXoc2RZpKN2rfE3An1ZllKpQTTaYL6QAfOFjFt16ZR5R+3eCPSpq/hAFayHoGCgj4iIiIiIiIiIiIgqhnIR3iMiIiIiIiKiikMQBCj9tdD7a6FvECz12w0W2e581mvZsGeaS6UG0WSH+VImzJcyb9WlVUId4Z0X6qvqC00VH6hCGOgjIiIiIiIiIiIiovKJ4T0iIiIiIiIicgulrwb6ekHQ1wuS+uzZlrwwX3w2rFfzQn32jFIK9JntsMRkwRKTJfUJGgXU4T6yY3dVoV4QlAz0EREREREREREREZFnMbxHRERERERERKVG6aOBsm4QdHXzBfpyrNJRuzd36bOnmUplfdHigCUuC5a4fIE+tQLqcO+8MN+No3fVlbwgKBWlUgMRERERERERERERUVEY3iMiIiIiIiKiMqX0VkP5QCB0DwRKfY5cKyzxObd26buWDVuKsVTWF60OWC4bYLlsQM7NTpUAdWXvfDv0+eYF+lQM9BERERERERERERFR6WB4j4iIiIiIiIg8TuGlhq52AHS1A6Q+h8lWaIc+W4oREEuhAJsI69W8o30lygKBvggfqCt7Q1Az0EdEREREREREREREJcfwHhERERERERGVSwqdCtqoAGijAqQ+h9kGa0IOLFezpV36bEm5pRPos4uw3ggO3ipKgLqS143d+W6E+sK9IaiVpVAAEREREREREREREd3LKlx4z2634/fff8fGjRtx5MgRXL58GVlZWTAaXT9KRxAE2Gy2UqiSiIiIiIiIiEqDQquCtoY/tDX8pT6HxQ5rQo60O5/1WjasSTmAoxQKcIh5ayXkIPfg9RtFAeowL6gjbgT6qvpCHe4NhYaBPiIiIiIiIiIiIiK6vQoV3lu+fDlGjRqFxMREAIAolsbb6omIiIiIiIioIlFolNBW94O2up/UJ1rtsCTk5B27e2OXPuv1XMBRCs8lOABrYi6sibnIPZyU1ycAqlCvW7vzVfGBOsIbCm2FeiqGiIiIiIiIiIiIiEpRhXnG+P3338fXX38tBfYEQYAgCABcD/EJgsDgHxEREREREdE9TFAroY30gzYyX6DP5oA1MUfanc9yLRvWxBzAXgrPEYiALSk370jfI/kCfSH6vDBfxK1Qn0JXYZ6eISIiIiIiIiIiIiI3qhDPDv/000+YOXMmAMgCewqFAjVq1EBwcDC8vLw8WSIRERERERERlXOCSgFNVV9oqvpKfaLNAev13LwwX/yNQF9CNmArpUBfshG2ZCOMR5OlblWw7tbufDeCfQovtfvXJyIiIiIiIiIiIqJypdyH9+x2Oz7++GNZaK9+/foYN24cunfvDm9vbw9XSEREREREREQVlaBSQHMjOHfzGQbR7oA1yQjrNYO0S581IQei1VEqNdhSTbClmmA8niL1KYN0N47avRXqIyIiIiIiIiIiIqJ7S7kP7/3zzz9ITk6WwnsdO3bEH3/8Ab1e7+HKiIiIiIiIiOheJCgV0IR7QxPuDe9WeX2iXYQtJReWq9nSLn3W+GyIltIJ9NnTTDCmmWA8cSvQJ/ipEaXyQa63DUYvO+ypJojePhCUilKpgYiIiIiIiIiIiIhKV7kP7505cwZA3o57giBg3rx5DO4RERERERERUZkSlALUlbyhruQNtKwEABAdImwpxrww343/rPHZEM32UqlBzLIiEBoEpmkAADlnzyJHeQ6qYB1UoV5Qh3lBFeYFdageqlAvKLTKUqmDiIiIiIiIiIiIiNyj3If30tPTAQCCICAqKgoPPPCAhysiIiIiIiIiIgIEhQB1WF5ozqt5GIAbgb5UI6zxN8J8V/N26RNNpRPog12ELckIW5IRplOpspuU/pobYT4vqML0UsBP4aOWTjggIiIiIiIiIiIiIs8p9+E9X19f6ePg4GAPVkJEREREREREdGeCQoA6NC8w59X0RqBPFGFPM+WF+fLt0icabaVaiz3TAnumBebzGfIadSqo84X5VGF6qEO9oAzSQVAw1EdERERERPe2pUuX4sUXXwQAVK1aFefPn4dOp/NYPStWrED//v2les6ePQsvLy+P1UNERERlq9yH9+rXry99nJqaeocriYiIiIiIiIjKH0EQoArWQxWsB5qEArgR6Es3S0ft5gX7DHDklG6gDwBEkw2WywZYLhvkN6gEqEPyQn3S8bs3/i+oeQQvEREREdH9xGQy4fDhwzh//jySk5NhMpmg1+tRqVIl1K1bF82aNYNarXbLWg6HAxcuXMCJEyeQkJCArKws6PV6BAUFoX79+mjevLnb1srOzsaHH34otSdNmuTR4B4APP/88/jss89w9OhRXL16FZ9++ikmT57s0ZqIiIio7JT78F779u3h5+eHrKwsxMTEICkpCWFhYZ4ui4iIiIiIiIio2ARBgCpIB1WQDmgcAuBGoC/TAus1g2yXPke2tWyKsomwJubCmphboFhAGaDN26XvxhG8Nz9WervnBTQiIiIiIvI8URSxbt06/PDDD9iyZQvMZvNtr/X29sZTTz2FV199FY888ojLayUmJmLVqlXYvHkzduzYgaysrNteq9fr0adPH7z33nto3ry5y2vlN2PGDMTHxwMAHnjgAQwePLhE87mDIAiYMmUKunfvDgD4/PPPMXz4cFSrVs3DlREREVFZKPfhPa1Wi1dffRWff/45RFHE3LlzMX78eE+XRURERERERETkVoIgQBWghSpAC33DW4E+h8ECy9VsGC6lIunUFehzldCYFRBQRkfcioA93Qx7uhk4my67SeGtunX8bmi+I3gDtDyCl4iIiIioAjl8+DBeeeUVHDp0yKnrc3Jy8Msvv+CXX37BI488gu+//x61a9d2amzPnj2xYcMGOBwOp643Go1YvHgxli5dipEjR2LatGnQaDROjc0vOTkZs2bNktqjRo2CUlk+dhl/6qmn0KhRI5w8eRImkwnTpk3D3LlzPV0WERERlYFyH94DgHHjxmH16tW4cOECPvvsM3Tp0gUPP/ywp8siIiIiIiIiIipVgiBA6aeFvoEW1qpqXLSfzut3AB0at4E2VwFbUi6sSbmwJRthTTYCNudeAHMHR44NlpwsWGLlu2QIagVUITeO3Q3zgir0xm59IXoIKkWZ1UdERERERHc3b948vPXWW7BaC+/6rdfrER4ejuDgYCQlJSEhIQEWi0V2zbZt29C8eXMsXboUPXr0uOt6u3fvLjK4p1arERERgdDQUJhMJly6dAm5ubd2Bnc4HPjiiy9w7tw5rFq1CiqVay91f/rpp8jJyQEAVKpUqVzsuneTIAgYNWoUXnrpJQDATz/9hNGjR6NGjRoerYuIiIhKX4UI7/n4+GDjxo145JFHcOXKFXTr1g0zZ87EkCFDIAh8FzcRERERERER3V9EBaAM08PLz0/e7xBhzzDnhfluBvqScmFLzoUj11Z29VkdsCbkwJqQA2P+GwTkHRd8Y6c+dZhe2rlPoa8QT1MREREREd1TZs6ciZEjR8r6BEHACy+8gMGDB6Nz586y3eksFgs2b96MH3/8EWvWrJH6s7Oz0atXL6xYsQJ9+vRxev1KlSph0KBBeOKJJ/Dwww9Dp9NJt1mtVmzatAljxozBiRMnpP5169Zh9OjR+OKLL5xeJyMjA/PmzZPaQ4YMgVardXp8WXj++efx3nvvIT09HVarFV9//TW+/vprT5dFREREpazCPCtaq1YtHDhwAIMGDcLmzZsxfPhwTJ06Fc8++yxatGiB0NBQ2S9zzvrPf/5TCtUSEREREREREZU9QSHkheOCdEC9INlt9mwLbElGWJPzgn3WZCNsSbmwZ5jLrkARsKWaYEs1AafTZDcpfNVQh3rl7dYXmrdrnyrMC0o/Dd+8SURERERUCrZt24b3339f1hcZGYnFixff9jVUjUaDp59+Gk8//TTWr1+PoUOHIiUlBQBgt9sxaNAgNGrUCPXq1bvj2o0aNcKECRPwzDPP3HYHPbVaje7du6Nr16547rnnsGHDBum22bNn45VXXkGdOnWcuq8//vgjsrOzAeSFE19++WWnxpUlnU6HF154Ad9++y0A4Oeff8aUKVPg6+vr4cqIiIioNFWY8B4AhIWF4YsvvsDzzz+P06dPIzY2tkTvNhAEATZb2b3rnIiIiIiIiIjIU5Q+Gih9NNBG+cv6HRY7bMlG2JLzHb+blAtbihGwi2VWn8NghdmQCfOlTFm/oFFCFaa/EezTSwE/VbAOgpJH8BIRERERFUdaWhoGDRoEUbz1O39ERAS2b9+OqKgop+bo3r07/vzzTzzyyCPIzMz7Pd5oNGLAgAHYu3cvNBpNkeN+/PFHdO/eHQqFc7/P63Q6rFixAvXq1cPVq1cB5O3Kt3DhQkybNs2pOb777jvp47Zt26JWrVpOjStrgwYNksJ7WVlZWLp0KV577TUPV0VERESlqcKE98xmM0aMGIEffvgBoihK77jO/wslERERERERERG5RqFRQlPFB5oqPrJ+0S7Clm66cfxuLqxJtwJ+osleZvWJFjusV7NhvZpdoHABqmCddOxu/oCfQlthnvIiIiIiIvKIMWPG4Nq1a1JbqVRi3bp1Tgf3bmrRogWWLFmC7t27S31HjhzB119/jQ8//LDIMT179nS5Xm9vb7zzzjuyOf/880+nwnv//vsvLl68KLV79erl8vplpVWrVqhataoUUlyyZAnDe0RERPe4CvFMptlsxuOPP45//vmHwT0iIiIiIiIiojIgKAWoQ/RQh+gBBEv9oijCYbDeOn73xm59tqRc2LMsZVegQ7yxY6ARpuhU2U1KP03e8bthXlDdOIJXHeYFhY+aR/ASERER0X0vNTUVCxculPW9+eabaNmyZbHme/rpp/HMM89gzZo1Ut8333yDkSNH3vZI3OLo0KGDrH358mWnxi1btkzWLk548Kbs7GycOnUKZ86cQWpqKoxGI/z9/RESEoIWLVo4fYzv7QiCgB49euC///0vAGDPnj2Ii4tD9erVSzQvERERlV8VIrw3fvx4/P333xAEAYIgQBRFKBQKtG7dGo0aNUJwcDC8vLw8XSYRERERERER0T1PEAQo/TRQ+mmAWgGy2xxmG2xJRvnxu8m5sKUaAUfZ1WjPssCeZYH5Qoa8dp3yRqDPC+owPVQ3j+AN1EFQMtRHRERERPeHefPmwWg0Sm21Wo1x48aVaM7JkyfLwntXr17FypUr0a9fvxLNm19gYKCsffOo3rv5/fffpY+rVauG2rVru7TuuXPnsHz5cmzatAkHDx6EzWa77bWVK1fG66+/jrfffrtQvc7q3LmzFN4TRRG///473njjjWLNRUREROVfuQ/vZWVlYc6cOVJoDwCGDBmCqVOnIjw83MPVERERERERERHRTQqtCppqvtBU85X1izYHbGl5R/Dm7dhnlP4vWsrwCF6THZbLBlguG+Q3KAWoQvTSTn03A36qUD0UGmWZ1UdEREREVBZWrVola3fv3h0hISElmrNx48Zo0aIFDh8+LFvHneG9/Mf8AkBwcPBtrrzl3LlziImJkdr/+c9/XFpzw4YNsiOB7yYxMRETJkzAvHnzsHr1arRu3dql9YDCNW7atInhPSIiontYuQ/vbd++Hbm5udKue2+88Qa++eYbT5dFREREREREREROElQKqG8cXavP1y+KIuxZlkLH71qTc+EwWMuuQLsI2/Vc2K7nFrpJGaDNO3Y33/G7qlA9lD6asquPiIiIiMhNsrOzcezYMVlf79693TJ37969ZeG93bt3u2Xem/755x9Z25kjanft2iVrt2rVyqU1TSZToT69Xo9q1arB19cXgiAgNTUVcXFxcDhubTd+7do1dOrUCQcPHkT9+vVdWjMsLAzVqlXDlStXABS+30RERHRvKffhvYsXLwLIezJXpVJh8uTJHq6IiIiIiIiIiIjcQRAEqPy1UPlroXtAfqSUI9cKa7IRtuRcWJPyQn225FzY0kyAWHY12jPMsGeYYT6XLutXeKluHL/rBdWNI3jVYV5QBmghKHgELxEREVUsDrsdhtQUT5dxz/MNDoFC6dmdnfft21fo2NeWLVu6Ze6C8yQkJCAmJgY1a9Ys8dx2ux2LFi2S9T355JN3HZc/TAgAjRo1cnltpVKJJ554Aj169MAjjzyCqKgoKBQK2TUGgwHr1q3D5MmTce7cOQBAbm4uBgwYgMOHD0MQXPsboXHjxlJ4LyMjAxcuXHD5uF8iIiKqGMp9eO/mOxQEQUDdunURGBh4lxFERERERERERFTRKbzU0FZXQ1vdT9YvWh2wpRrzdupLys0L+CXlwpZihGh13GY293Pk2mCJy4IlLkt+g0pxa5e+/Lv1BeshqBVFT0ZERETkYYbUFPzw9jBPl3HPe/mbH+EfVsmjNZw5c0bW9vb2dmoHO2c0b968UN/p06fdEt77/vvvcenSJamtVqsxYMCAu447fvy4rF23bl2X1m3ZsiUuXryI6tWr3/E6X19fvPDCC+jduzd69+6NP/74AwBw9OhRbNq0Cd26dXNp3Xr16klzAMCxY8cY3iMiIrpHlfvwXpUqVaSPvby8PFgJERERERERERF5mqBWQF3ZG+rK3rJ+0SHCnmGGNTkXtqSbO/bl7dbnyLHdZrZSYHPAmpADa0IOjLLCAWWQDurQvJ368v6fF/BTeKnLrj4iIiIiuq+lpaXJ2pUqVXJ5V7jbCQ0NhUKhkB0fW3C94rh48SJGjx4t63vzzTdRtWrVu46NjY2VPlYoFAgPD3dpbVeDhzqdDosXL0ZUVBQyMzMBAD///LPL4b2IiAhZO//9ICIiontLuQ/vPfDAA9LH8fHxHqyEiIiIiIiIiIjKK0EhQBWkgypIBxTYTMOeY70V5ssX7LNnmMvuCF4RsKeaYE81AfLNTqDwUd84dlef7yheLyj9NW57IZWIiIiICCgcpvP393fb3IIgwM/PDxkZGbddz1W5ubno06cPDAaD1Fe9enVMnjz5rmNtNhsSExOldmhoKFSq0n95PCgoCN26dcOKFSsAAHv27HF5joIhw5tH6BIREdG9p9yH91q1aoUHHngA58+fR3x8PM6ePevydsZERERERERERHT/UnqrofT2h7aG/IVJh8UOW4pRfvxuci6sKUbAVlapPsCRbYUlOxOWmExZv6BR3Arzheql/6uC9RBUPIKXiIiIiFyXPwQH5B2b607e3t6y8F7B9VwhiiIGDx6Mo0ePSn0qlQpLly6Fr6/vXcdnZ2fLdgH08fEpdi2uyr9j37Vr15CcnIzQ0FCnxxes9eYufkRERHTvKffhPSBv2+N3330XADB16lQsXrzYswUREREREREREVGFp9AooYnwgSZC/sKY6BBhTzNJR/Dm/T8X1iQjRFPZHcErWhywXsuG9Vp2gcIBVbC+8G59oXoodBXi6T4iIiIi8pCCobecnBy3zl9wPmdCdrfz/vvvY+XKlbK+WbNmoV27dk6Nz83NlbX1en2xawGAjIwMrFq1Crt27cKxY8eQkJCArKysQusUJSUlxaXwnpeXl6zt7q8TERERlR8V4tm8t956Cxs2bMDWrVuxbNkytGzZUgrzERERERERERERuZOgEKAK0UMVogfq3+oXRRGObGve8buyYJ8R9kxz2RXoAGzJRtiSjTBFy29S+GkK7NSXF/BT+PIIXiIiIiLKO9I1P3fu6CaKIrKysu64nrM+/fRTzJw5U9Y3YcIEvPHGGyWqrzhycnIwadIkzJ49G2Zz8X7vz78boTOKWysRERFVPBUivKdQKLBmzRr069cPGzZswPvvv48DBw5g0qRJqF27tqfLIyIiIiIiIiKi+4AgCFD6aqD01QC1AmS3Ocw22JKNt47fTcrNC/almABHGR7Bm2WBOcsC84UM+Q0qBVSBWigDdVAF6WQfKwN1UHipGO4jIiK6j/kGh+Dlb370dBn3PN/gEE+XUChMl5SUBFEU3fK7YHJysuyY2qLWc8b333+Pjz/+WNb3zjvvYOLEiS7NU3D3OpPJ5HItKSkpeOSRR3DixAmXx+bnaujPaDTK2u4+3piIiIjKjwoR3ps8eTIAoGXLljh58iRiY2OxYsUK/O9//0OTJk3QsmVLhIaGQqfTuTz3+PHj3V0uERERERERERHdZxRaFTRVfaGpKj8WTLQ7YEszScfu2pJzb+zcZ4RotpddgTaHtFtfUS8bCholVEE3An2BOigLBPx4HC8REdG9TaFUwj+skqfLoDJQt25dWTs7Oxvnz59HnTp1Sjz3kSNHCvXVr1+/iCtvb9myZYV21xs8eDC+/vprl+vx8fGBQqGQAoUGg8HlOZ577rlCwb1q1aqhc+fOaNCgAapWrQofHx/o9XooFArpmkWLFmHx4sUur3dTdna2rO3v71/suYiIiKh8qxDPuk2cOFH2bg9BECCKIkRRxNGjR3Hs2LFiz83wHhERERERERERlRZBqYA61AvqUC/oG97qF0URjiyLFOS7eRSvNckIh8FS5nWKFjusibmwJuYWebugVxW5Y58qSAdlgBYKjbKMKyYiIiKi4mjTpg2USiXs9ltvJDl48KBbwnuHDh2StcPDw1GzZk2nx69duxaDBw+W7d7Xu3dv/Pjjj8XaGVClUiE8PBzXrl0DkLeLns1mg0rl3Evk69atw44dO6S2r68vvvvuO/Tv318W1CvKX3/95XK9+cXHx8vakZGRJZqPiIiIyq8KEd4rSkm3bnbX9s9ERERERERERESuEgQBSn8tlP5a4IFA2W0Ooy3vyN0CO/XZUo1A2Z3AKyMabbBey4b1WnaRtyt81LcCfYE6KIO0UN38OEALQXXnFzeJiIiIqGz4+PigadOmOHz4sNS3atUqDBgwoMRzr1q1StZu166d02O3bt2K559/HjabTep7/PHHsWzZMiiVxX+jSPXq1aXwnsPhQHx8vNNBuBUrVsja33//Pfr37+/U2LS0NNcKLaBgeK9GjRolmo+IiIjKrwoT3hNFDz0zSUREREREREREVIYUehW0kX7QRvrJ+kWbA7bUG7v0JRnzAn7JRtiSciFaHbeZrWw4sq2wZFuBy0UcRSYASj+NfMe+QJ10TK/SXwtBwTfZEhEREZWV3r17y8J769evR0pKCkJCQoo958mTJ2VzAkCvXr2cGrt792707NkTZrNZ6uvQoQNWr14NjUZT7JoAoEmTJtizZ4/UPnv2rNPhvb1790ofBwcHo2/fvk6ve+rUKeeLLMKZM2dk7SZNmpRoPiIiIiq/KkR4b/v27Z4ugYiIiIiIiIiIyKMElQLqSt5QV/KW9YsOEfZMc4Hjd/MCfo4cq4eqzV8gYM+0wJ5pgSU2q/DtCgHKAK3sSN683fvy/q/wUTPcR0RERORGr7zyCqZMmQKTyQQAsFqtmDp1Kr7++utizzl+/HhZu0qVKnjuuefuOu7w4cN46qmnkJubK/W1atUKGzZsgF6vL3Y9N7Vo0ULWPnHi/9m77/CmyjYM4PfJ6p50UFbZS/ZQVJA9BAEBBzKLylBQNgooQ4Y4UIZM8QNkiIAgW6YsEdl7Q1tG6YDu3STn+yNtmpPRJh1pC/fvuo7Nec96kzQptnee5zLat29v1bERERH621WrVrW6AmB8fLxJC2FbXb58WX/b09MTVatWzdf5iIiIqPgqEeG9li1bFvUUiIiIiIiIiIiIiiVBJuhb1DpWl7bg1SRlQBOTCnV0qu5rTJrB7VRAXQy6XWhFaKJToYlOBRBnul0hMwr2OUiq+MmcFRAEhvuIiIiIrOXj44MBAwZg+fLl+rGffvoJ/fv3R+PGjW0+386dO7F161bJ2CeffAKFIuc/RV+7dg0dO3ZEXFz2vwHr1KmDv/76C+7u7jkcab3mzZtL1m0J1Rl2hktPT7f6uP/973/6YGReRERE4OHDh/r1Fi1a5PlcREREVPyViPAeERERERERERER2U7uooTcRQlVOTeTbaJWhDYxA+oYXXBObRTy08SmAdpiEO5Ta3XtgaNSkGZms6CS61vwZlfsyw74yRz5K1AiIiIiY7Nnz8aOHTvw+PFjAIBGo0H37t1x7NgxVKpUyerznD9/Hv369ZOM1a9fH6NHj87xuODgYLRv3x5PnjzRj1WtWhX79+9HqVKlbLgnOatevToqVqyIkJAQAMDRo0etPrZ06dIIDg4GoGuDGxsbC09PzxyPefToEaZPn57X6QIwnWPHjh3zdT4iIiIq3vibKyIiIiIiIiIioueQIBMgd1dB7q4CAk0rm4gaEZr4tMzKfWm6kJ9BwE8Tnw4Ug2yfmK5BRngyMsKTzW4XnBRmK/ZlrctU1rU/IyIiInqWlCpVCqtXr0bHjh31FeYePXqE1q1b49dff8Vrr72W6zl27tyJQYMGSSrnOTo6Yt26dVCpVBaPCwsLQ7t27RAWFqYfq1ChAg4ePIjSpUvn416Z16VLFyxatAgA8PDhQ9y5c8eqNrSvvPKKPryXnp6OiRMnYsmSJRb3j4qKwhtvvIHY2Nh8zffw4cOS9c6dO+frfERERFS8MbxHREREREREREREJgR5djteh8qm20W1FppYXahPV70vTVLFT5uYYf9JmyGmqJHxKBEZjxLNbpe5Kg0q9jlC7u2gv99yTwcICpmdZ0xERERkH+3bt8c333yDCRMm6MdCQ0PRqlUr9O3bF0FBQWjVqhXk8uwPO2RkZGDfvn345ZdfTFrlyuVyrFy5Ei+88ILFayYnJ6NDhw64d++e5LjPP/8ct27dwq1bt2y6D82bN4ejo2OO+/Tp00cf3gOAP//8E+PGjcv13AMGDMC6dev060uXLkVycjK++uorBAYG6scTEhKwceNGfPHFFwgPDwcA1KpVC9evX7fpvgC6Vr3bt2/Xr7/88ss2VUIkIiKikofhPSIiIiIiIiIiIrKZoJBB4eMEhY+T2e3adE12C16jlrzq6FSIKWo7z9g8bWIG0hMzgAcJphsF6KoTSir2Oerb9Mo9HCDIBPtPmoiIiKiAjB8/Hi4uLhg5ciTUat2/z0RRxNq1a7F27Vo4OTmhTJky8Pb2xpMnTxAWFoa0tDST87i4uGDNmjXo0aNHjteLjIzE1atXJWMajQYff/xxnuYfHByMihUr5rjPK6+8gsqVK+sDg1u2bLEqvNehQwd07twZu3fv1o/9+uuv+PXXX1G5cmX4+voiNjYWwcHBSE9P1+/Tp08fVKtWLU/tc8+cOYOHDx/q141bEhMREdGzh+E9IiIiIiIiIiIiKnAylRwyfxco/V3MbtemqiWBvqyKfVljYrrWzjM2QwQ0cenQxKUjPSTedLtMgNzTQdKS17CKn8xVyXAfERERFXsff/wxmjZtiiFDhuDChQuSbSkpKbh79y7u3r1r8fiWLVti2bJlqFGjRiHPNO8++ugjjB8/HgBw8uRJq1vnrlu3Dh07dsSpU6ck4/fu3ZNUD8zSu3dvrFy5ErNnz87TPNesWaO/7ebmxvAeERHRc6BIw3tHjx7V365fvz48PDw4FyIiIiIiIiIioueAzFEBVRlXoIyryTZRFKFNVusDfVmV+/RV/GJSAbVYBLM2ohWhida1CgbiTLcrZNnBPi8HSfU+ubcjZM4KCALDfURERFT0mjZtinPnzuHPP//EihUrcODAAUk1OWPOzs7o3Lkzhg0bhrZt29pxpnnz4YcfYtq0aUhKSoIoivjll1/w9ddf53qcp6cnjh49ilmzZmHBggWIizPzbz4AL7zwAiZPnoz33nsvz3NMS0uTtOkdNGgQ3N3d83w+IiIiKhmKNLzXqlUr/S+n9u/fjzZt2nAuREREREREREREzzlBECB3UULuooSqvJvJdlErQpuYoQv2GVXsU8ekQRObBmiLQbhPrYU6KgXqqBSYNpcDBJVc34I3u2JfdhU/mSMbpxAREZH9CIKAHj16oEePHkhJScHZs2dx+/ZtREVFIS0tDY6OjvD390eNGjXQsGFDqFQqm69RsWJFiKL9/53m6emJYcOGYe7cuQCA//3vf5g2bRocHBxyPdbBwQFfffUVJk2ahH///RfXr19HTEwMVCoVypQpg6ZNm6J69eqSY6ZNm4Zp06bZNMfff/8d0dHRAAClUolRo0bZdDwRERGVTEX+2x9RFIvNp0uL01yIiIiIiIiIiIjIPEEmQO6ugtxdBQSaViMRNSI08ZlV+qLTJNX7NDGp0MSnA8Ug2yema5ARnoyM8GSz2wUnRWYr3uxAX1YVP7mXI2QquZ1nTERERM8LJycnNG/eHM2bNy/qqRSYCRMmYOnSpUhKSkJkZCRWr16NIUOGWH28o6MjWrdujdatWxfK/L7//nv97UGDBqFSpUqFch0iIiIqXoo8vFecwnLFaS5ERERERERERESUN4JcgCKzmp1DZdPtoloLTWyaQcW+NEkVP21ihv0nbYaYokbGo0RkPEo0u13mqjSo2OcIeWZrXoWXI+SeDhAUMjvPmIiIiKj48vPzw8iRIzF79mwAurDcBx98ALm86D8QsWvXLly+fBmALiT4xRdfFPGMiIiIyF6KPLxHREREREREREREZE+CQgaFjxMUPk5mt2vTNdkteI1a8qqjUyGmqO08Y/O0iRlIT8wAHiSYbhSgq04oqdjnqG/TK/dwgCDjh5mJiIjo+TJx4kSsWrUKYWFhuH37NlavXo3333+/SOckiiK+/PJL/fq4ceNQvnz5IpwRERER2VOxCe/t27cPDx8+LNI5sG0uERERERERERERyVRyyPxdoPR3Mbtdm6rODvRFZwb8DEJ+YrrWzjM2QwQ0cenQxKUjPSTedLtMgNzTQdKSN7uKnwNkriqG+4iIiOiZ4+rqim+//Rb9+vUDAEybNg19+vSBo6Njkc3p999/x/nz5wEA5cqVw8SJE4tsLkRERGR/xSK8J4oivvvuuyKdgyAIEEWxSOdARERERERERERExZ/MUQFVGVegjKvJNlEUoU1W61vwZlXu01fxi0kF1MXg95BaEZpoXatgIM50uwDI3FS66n3uDrqvbirIPQzW3VUQnBT8QDQRERGVKH379kXfvn2Lehp6vXv3Ru/evYt6GkRERFREikV4L+uXO0UZnuMvmIiIiIiIiIiIiCi/BEGA3EUJuYsSqvJuJttFrQhtYoYu2BctrdinjkmDJjYN0BaDcJ8IaOPToY1PRwYSLe+nkOmDfJKgX+Yiy1yXqeT2mzsRERERERERUQlR5OG94lLtrrjMg4iIiIiIiIiIiJ5dgkzQB9sQ6G6yXdSI0MSnZQb60iQhP01MKjTx6UBx+lWmWmtQwc8ywVFuJtyXGezLuu2mhCCX2WniRERERERERERFr0jDeytXrizKy1v0wgsvFPUUiIiIiIiIiIiI6DkkyAUovByh8HI0u11Ua6GJTTOo2CcN+GkTM+w8Y+uIqRqoU1OgjkyxvJMAyFyUJiE/mfG6sxKCjJ1UiIiIiIiIiKjkK9Lw3sCBA4vy8kREREREREREREQliqCQQeHjBIWPk9nt2nRNdgverIBfdCrUsbpqfmKK2s4ztoEIaBMzoE3MQEZYkuX95ALkbtJWvTIzrXsFBzkEgSE/IiIiIiIiIiq+irxtLhERACDkOGSiEyBqAYHtUYiIiIiIiIiI8kKmkkPm7wKlv4vZ7dpUdWbFvlSoozMDfvoqfqkQ07V2nnEeaERoYtOgiU3LcTdBJTNtzWsu5Kfg76KIiIiIiIiIqGgwvEdExcMfg+GaEIYuMhXiHcsjzrkilJfDgUovAn61AYVDUc+QiIiIiIiIiKjEkzkqoCrjCpRxNdkmiiK0yWpo4tKgiU+HNj4dmnjdbY3BbW1SBiAWweRtJKZroX6SAvWTHFr1ApA5KzIDfg4mwT59ZT9XtuolIiIiIiIiooLH8B4RFb2kJ0BCGABAoU2Hd/JdeCffBfYf1G2XKQDfWkBAPaB0vcyvdQEHtyKcNBERERERERHRs0UQBMhdlJC7KIEylvcTNVpoEjKgiU/LDPhJw31Zi5hajFv0GtAmq6FNVgPhyZZ3kgFy15wr+MndVRCcFGzVS0RERERERERWY3iPiIre44s5b9eqgYjLugXrsse9qxgF+uoDrr6FOlUiIiIiIiIiouedIJdB4ekAhWfOnRK06RqDcJ9pBb+sBeoS0KpXC/18M5BoeT+FzGKwT1/Fz10FmUpuv7kTERERERERUbHF8B4RFb3wS3k7Lvqubrm6NXvMrYw00BdQH/AoD/ATz0REREREREREdiVTySHzcYLCx8niPqIoQkxRS8J8xkE/bXw6NInpQAnI+EGthSY6FZro1Bx3ExzlJq15s27rq/u5KSHIZXaaOBEREREREREVBYb3iKjoPc5jeM+chDDdcuuv7DFHT4NAX33dUqoqIOMnnImIiIiIiIiIipIgCBCclZA5K6Es7WJxP1ErQpuYYbGCnzbztja5ZLTqFVM1UKcmQx2ZQ6teAZC5KM1U8HPIDPhlhv2clRBk/OAqERERERERUUnE8B4RFb2MFECQA6KmcM6fGgsEH9UtWZTOgP8LBoG+eoBfbUCRc7sXIiIiIiIiIiKyP0Em6MNqOREztNAkmLbm1RqF/sT0ElDGTwS0iRnQJmYgIyzJ8n5yAXI309a8ktCfhwoyB/45gIiIiIiIiKi44f+tE1HR67MByEhB4r1TuHN8CzySQ+GZEgrPtEcQNGmFc82MZODhad2SRaYAfGtKA33+dQBH98KZAxERERERERERFShBKYPC2xEKb8cc99Omqs1U7zMK/SWkAxrRTjPPB40ITWwaNLE5/x5NUMkNAn4qyCTV/LKDfoKCrXqJiIiIiIiI7IXhPSIqHpRO0AY0RKhPrH6odcsWcE8LB8Iv6VrrPr4IhF8G0uIKZw5aNRBxRbdcXJ897l1ZF+YrXS+z/W59wNW3cOZARERERERERESFTuaogMxRAaWfs8V9RK0IbXKG5XBfVqvepAygBGT8xHQN1E9SoH6SkuN+MhcF5G7S1rwmbXtd2aqXiIiIiIiIqCAwvEdExZdMAfjX1i31e+vGRBGICTEK9F0CEiMKbx7R93TL1a3ZY24BRoG+eoBnBUDgLy2JiIiIiIiIiJ4FgkyA3FUFuasKKGN5P1GjhSYhA5r4tMyAX7pJVT9NfBrEVI39Jp8P2iQ1tElqIDyHVr0yQO6qguiqQOUUV2SotFArRaSfeYJknzTIXJSQuyghc1VC5sygHxEREREREZElDO8RUckiCIB3Jd1Su3v2eEJEZqDvYnagLyak8OaR8Fi33Pore8zRMzvIlxXs86kGyOSFNw8iIiIiIiIiIipSglwGhacDFJ4OOe6nTddkVvAzDPWZhvygLgFl/LSAJj4diE+HF1T64dSHj5BqvK8AyJwUuiBfVqjPRQmZq8rgtsG4sxKCnGE/IiIiIiIiej4wvEdEzwY3f8CtPVCtffZYapyuze7ji7oqfeGXgKibgFhIn3JOjQWCj+qWLEpnwP+F7Ap9AfUBv9qAIudf5hIRERERERER0bNFppJD5uME+DhZ3EcURYgpagvBPoNWvQnpJaJVLwBABLTJamiT1QBybtkLIDvslxnmk2eG/nS3VabjDPsRERERERFRCcbwHtlMFEWcO3cOFy5cQGRkJADA398f9evXR6NGjSCwbSgVF44eQMXmuiVLRgoQeU0a6Iu4CqhNPhNcMDKSgYendUsWmQLwrSkN9PnXARzdC2cORERERERERERUIgiCAMFZF0hTlnaxuJ+oFaFNzDAI90lDflnV/XSBuRLGMOwXlYewX1a7Xv1tFcN+REREREREVGwxvFfMPHr0CKdOncJ///2HU6dO4cyZM0hISNBvDwwMREhISJHMLSMjA/Pnz8e8efPw6NEjs/uUK1cOo0aNwqeffgqlUmnnGRJZQekElG2sW7Jo1MDT29JA3+NLQFpc4cxBqwYiruiWi+uzx70rSwN9pesDrr6FMwciIiIiIiIiIiqxBJkAubsKcndVjvuJGVpoEsxX8NMa3BbTtXaaeSGwNewHQOacU9hPCZmLimE/IiIiIiIisguG94qBf/75B3PnzsV///2HsLCwop6OWQ8ePED37t1x/vz5HPd7+PAhxo0bh99++w3btm1D2bJl7TRDonyQKwC/Wrqlfm/dmCgCMSHZQb6sr4nhhTeP6Hu65dqf2WNuAUaBvnqAZwWAFS6JiIiIiIiIiCgXglIGhbcjFN6OFvcRRRFimsakgp/WTEU/aEtKr96cFXzYz6ClL8N+REREREREZAOG94qB06dPY+vWrUU9DYsiIyPRunVr3L17VzLu5OSEypUrQ6vVIjg4GKmp2W1Hz549i9atW+PEiRPw8fGx95SJ8k8QAO9KuqV29+zxhIjMIN/F7EBfTHDhzSPhsW65vTd7zNETKF1XF+bLCvT5VANk8sKbBxERERERERERPZMEQYDgqIDMUQGln7PF/UStCG1yhqR6X0pUAh7eDIUyQwaFWoC70gVisgZiqsaO96DwFVTYT9K+N6u6H8N+REREREREz7USEd7bs2cPGjVqBH9//6Keit25uroiMTGxSOcQFBQkCe45Ojpizpw5GDx4MJyddb/MSUpKwvLlyzFp0iR9iO/27dt4//33sX379iKZN1GhcPMH3NoD1dpnj6XGAeGXpRX6om4AYiH9kjI1Fgg5pluyKJwA/xcyA331dIE+v9qA0vKnqomIiIiIiIiIiKwlyATIXVWQu6qAMroxbbwL7quv6/dp3boJ3N3dIaq1uqBfYga0Sbolp9tiqrqI7lXhsDXsJzgpDEJ9Sultw1a+LkrIXBQQ5LJCvgdERERERERkLyUivNelSxcIggB/f380atQIDRs2RMOGDdGoUSNUrFixqKdXYNzc3NC4cWM0bdoUL774Ipo2bYrg4GC0bt26yOa0b98+7NmzR7+uVCqxd+9evPbaa5L9XFxcMHr0aDRq1Ajt27dHRkYGAGDHjh34+++/i/Q+EBU6Rw+gYnPdkiUjBYi8Jg30RVwB1KmWz5Mf6hTg0RndkkWmAHxrZrfdLV1PV7HP0b1w5kBERERERERERARAUMggd3eA3N3Bqv2f97CfmKKGOsXGsJ9x+97M9ezbDPsRERERERGVBCUivAcAoigiPDwce/bskYTJPDw80KBBA0mor1atWhCEklNmvmvXrujQoQNq1qwJmUz6P9HBwYXYjtMKX375pWT9888/NwnuGWrZsiU+++wzzJw5Uz/2xRdf4J9//im0ORIVS0onoGxj3ZJFowae3jYI9F3U3U6LK5w5aNW6wGDEFeDi+uxx78oGgb7MSn2ufoUzByIiIiIiIiIiolww7GcbfdjviY1hP+OAn3GVP1cVw35ERERERER2VmLCe1lhPFEUJeOxsbE4cuQIjhw5oh9zcnJC3bp19dX5GjZsiLp160KlUtl1ztaqUqVKUU/BrMuXL+PUqVP6dRcXF4wfPz7X4yZMmIAff/wRSUlJAIATJ07g+vXrqFWrVqHNlahEkCsAv1q6pf67ujFRBGJDTQN9ieGFN4/oe7rl2p/ZY24B0gp9AfUBzwpACQpCExERERERERHR88HmsJ9GC22SGprEdPMBv6QMaBOzb4spz3nYzzGHNr5mbjPsR0RERERElHclJryXxVxFPeNAX3JyMk6dOiUJnikUCtSqVQsNGzZE8+bN0bZt22eq5W5h2LZtm2T9nXfegZubW67Hubm54e2338aqVav0Y3/++SfDe0TmCALgVVG31O6WPZ4YmRnou5gd6IspxEqcCY91y+292WOOnro2uwH1dUvpeoBPNUAmL7x5EBERERERERERFTBBLoPcXQW5u3Uf8NeH/ZIyoM0M/Gkyg37aRNPbz1zYL1UNdWohhf2clRAUDPsRFbVVq1Zh0KBBOe7z999/o1WrVvaZEJkVEhKCSpUq5bjP1KlTMW3aNPtMyM5y67Q3cOBAyd+jjbVq1UpSAMhYYGAgQkJC8jg7IutVrFgRoaGhFre3bNkShw8ftt+EKN/vL0UpNjYW1atXR1RUFABg586d6NKlS5HNJzQ0FNWrV0d6ejpkMhnOnj2LBg0aFNl8SqoSFd4zDukBuheVNYG+jIwMXLp0CZcvX8avv/4KQPcm+cEHH2Do0KEoVapU4Uy6BNu1a5dkvUOHDlYf2759e8mb2c6dOzFx4sSCmhrRs8/VD6jWTrdkSY0Dwq9IK/RF3QBETeHMITUWCDmmW7IonAD/F3QV+rICfX61AaVj4cyBiIiIiIiIiIjIzqRhP5dc95eE/ZLSc2/jy7AfZC4KyJyMFyVkztnrQtZ45pigkuf6h1Yiev6kpqbi+vXruHbtGqKiopCQkAAHBwd4e3ujfv36aNSoUaFe+9y5c7h9+zaioqKQmpoKJycn+Pv7o0aNGmjQoAGUSmWhXT8vHj16hMuXLyMkJASxsbGQy+Xw8vJCxYoV8dJLL1lVyMVahw8fRuvWrQEAwcHBz2RhHVEUcfPmTVy/fh0PHz5EYmIiBEGAl5cXvL29UadOHdSsWZM/v6z09OlTHD9+HI8fP0Z0dDQcHBwQGBiIl156CeXLly+Ua2q1Wly5cgXXr19HWFgYkpKSoFKp4O3tjSpVqqBJkyYF+rooCPfv38edO3dw//59REdHIzk5GU5OTvDw8EDVqlXRuHHjYjdnW6jValy4cAE3b95EeHg4UlJS4ODgAF9fX1SrVg2NGzeGo2Px+tt0VFQULl++jLt37yImJgaiKMLLywvlypVD06ZNC/RnwZQpU/TBvRYtWhRpcA/QBaGHDRuGBQsWQKvVYuTIkTkGp8m8EhXeM9c619ZAn+H+wcHB+PLLLzFr1iyMGDECM2bMKLatde1NFEVcunRJMvbKK69Yffyrr74qWb948SJEUeQ/TIjyw9EDqPiqbsmSkQpEXtOF+cIv6QJ9EVcBtXW/KLOZOgV4dEa3ZJEpAJ8a0kBf6bqAo3vhzIGIiIiIiIiIiKgYyVPYL1mdGepLt1jRLyvwp01+9sJ+mlQ1bP5IskyQhP0Eg2CfJABoHPpzUkBQyvj3CaICFBQUhNWrV+vX81P9LS/nunLlCrZs2YIDBw7g5MmTyMjIsLivn58fPvjgA4wYMQJlypTJ0xwNiaKI7du3Y8WKFdi/fz/S0tIs7uvi4oIuXbpg6NChaNOmTb6vnRdJSUnYuXMn9uzZg4MHD+Lhw4cW95XL5WjZsiVGjhyJbt26WdyPgH/++Qe//PILtm/fjqdPn+a4r4eHB1q3bo3+/fvjjTfeKLA8wnvvvYcNGzZIxmypJmhcgTM/1d/ye649e/Zg5syZOHnyJLRardl9mjVrhsmTJ+ONN97I0xyNnTt3DosXL8aWLVsQExNjcT+5XI4WLVogKCgIffv2hUJh/4jN1atXsXHjRhw7dgznzp1DXFxcjvsLgoA2bdpg2LBheOutt2y6Vm5VAgFAJpPBw8MDXl5eqFWrFpo2bYq3334btWvXtulaxg4fPoxly5Zhx44dSEpKsrifg4MD2rVrhw8++ABvvvlmkfwbLz09HXv37sWuXbtw8OBB3Llzx+K+giCgUaNGGDx4MHr16pWv616/fh1LlizRr8+aNStf5ysokydPxs8//4yUlBQcPXoUmzdvtvl773lXIsJ7giCYDekZbs9iHNAz3MdSoC8lJQXff/89du/ejd9++w116tQpmImXYKGhoUhOTtavu7i4oEKFClYfHxgYCGdnZ/05kpKS8ODBA5vOQURWUDoCZRvpliwaNfD0jkGgL/Nras7/kMszrRqIvKpbLv6WPe5VKbPlbj2gdOZXV7/CmQMREREREREREVEJIchlkLupIHezLeyXXcUv/bkK++lpRf19tJlcMAj0KU1DgEaBP8NKgGzzS8+D8ePHm3Tgql+/fhHNxrJHjx6hU6dOuHLlitXHREZG4uuvv8aiRYuwcOFCDBgwIM/XP3fuHIYMGYKzZ89atX9SUhI2btyIjRs3ok2bNli2bBmqVq1q9fVKly6N/fv3S8YuXryIcePGWXX8119/jVmzZuUYgjGk0Whw6NAhHDp0CJ06dcLKlStRunRpq+dbmOrVq4e5c+dKxmwNYxo/lk5OTjbP4+rVqxgxYoRNwbS4uDj8+eef+PPPP+Hv74/p06fjww8/hFwut/n6WXbs2GES3CuJEhMTMWDAAGzdujXXfU+ePImuXbuif//+WL58eZ4rr0VERGDkyJH4/fffrdpfo9Hg8OHDOHz4MGbMmIElS5agffv2Nl1z3bp1SEmRFl6x5Ry//fabTSEtURRx8OBBHDx4EK1bt8bq1asLtHKhVqtFTEwMYmJicO/ePezatQvTpk1D27ZtsWTJElSrVs2m8925cwcfffQRDhw4YNX+aWlp2LVrF3bt2oVGjRph+fLlaNy4sU3XNH4/iIiIQL9+/aw6dtWqVRgzZkyOoU9Doiji7NmzOHv2LJYvX45169ahZs2aNs03y9SpU6FW6/6t//LLL6NFixZ5Ok9B8/Pzw6BBg7B48WIAunn27NkTMhn/HW2tEhHeS0pKwrVr13Du3Dl88cUX+hKQ5hgH+czdNtzXsJrf1atX0apVKxw9ejTfqeCS7ubNm5L1vLyZly9fXnKemzdvMrxHZA9yBeBXU7fUf1c3JopA7H1phb7wS0DC48KbR0ywbrn2Z/aYa2mDQF893VfPQICfeiUiIiIiIiIiIjLLMOxnTcMtUSNCm2zUsjcx/fkL+xnSiNAm6u47YFvXEkEpkwb8JGE/ZY6VAAU5/2BJJUPt2rXRrl27op5GrmJiYiwG91xcXBAQEAAvLy/Exsbi3r170Giya3zGx8dj4MCBiIiIwPjx422+9vLlyzFixAizVf6cnJwQEBCAUqVKITIyEo8fP0Z6erpkn0OHDqFhw4ZYt26d1VXtHB0dTZ4XW6p+nT171mxwTxAElC5dGv7+/hAEAQ8ePMCTJ08k+/z1119o3rw5jh07hoCAAIvXyCrk4uzsbPW8DEVHR8PT0zPXgIeXl1e+v0fze/yKFSswYsQIs9UWBUGAt7c3fH194ebmhoiICERERJjsGxERgWHDhuHAgQPYtGlTnuYRFxeHjz76KE/HFidJSUlo2bIlzp07Z7ItMDAQfn5+iI2Nxd27dyXV+NasWYPo6Ghs27bN5gDkyZMn0aNHD4SHh5tsUygU8Pf3R0BAAOLj4xEWFobExETJPnfv3kXHjh3x5ZdfYvr06VZf17hrYUEQBAFly5ZFqVKl4OjoiISEBNy7dw+pqamS/f7++299JcTCzmocPHgQDRo0wObNm/H6669bdcz27dvRr18/JCQkmGxTqVT696ro6GiEhYWZhCDPnTuHl19+GT/99BOGDBli9VyN3w+srVgJ6Kq/Wgru+fn5wd/fHyqVCmFhYXj8WPq3+HPnzqFFixY4evQoatWqZfU1AeDSpUvYvHmzfn3ChAk2HV/Yxo4di6VLl0Kr1eLatWvYsGED+vTpU9TTKjFKRHjP0dERfn5+WLJkiSS4lxXI8/DwgIODA2JjYyX/EDLXZtdwLGvcMMQXHR2N9u3b48yZMzn+Q+RZFxkZKVkvV66czecoW7asJLxnfM68ioyMzDHAaY5xmdLExETEx8cXyHyo4Bj/D4S1nwQiK8m9gHKtdEsmISkKssgrkEddhTzyqu52bEjhzSExHLgdDtzeqx8SHTyg8XsBGr8XoPWto/vqXUXXjpeIqAjx5xIRERU3/NlERETFDX82FXPOAJxlABwAOEAAIM9cDEOAolaEmKw2WjTQJhmPZS4pNje8LdHEDC3EjHRo49Nz39mYSgbBUW6wKCA4yY3G5JljCgiOciBrTGbbB541Go0+qJQVgtFoNGwXTGYZt6XUarWSoFtujIum2Hp8Xs9lPF6nTh3069cPbdq0QYMGDSCTyaDRaJCcnIz4+Hj8/vvv+OabbyRtTSdMmIDq1avb1Hpz3rx5JtXuBEFAnz590L9/f7Ru3VoSIkpPT8e+ffuwcuVKbNu2TT+emJiInj17Yv369XlunWj8GOT0eBk+tk5OTnjrrbfQrVs3vPbaayhVqpRkv7Nnz2LWrFnYsWOHfvzu3bvo1q0bTpw4YTFcN3v2bKxfvx6LFy82qSRmOC/D96gsv/32G8aMGYNZs2bh/fffz/F+i6Jo8/eY8fdWXr9HAeCbb77B5MmTTcZbt26Nfv36oVOnTvD39zfZfu7cOezYsQMbN240+bt5Xuczbtw4PHr0CIAutGr87y9rz2v8PpCXxzg/5/rggw9MgntBQUGYNGkSKleurB+LiorCTz/9hO+++06fBcmq9GZLu+7jx4+jS5cuJo/Xq6++imHDhqFr165wdXWVbDt16hQ2bNiApUuX6q8tiiK++uorxMbG4ocffrD6+jnJ7fHSarVwcHBAmzZt0Lp1azRv3hx16tQxCc2q1WocP34cc+fOxZ49e/TjwcHB6N+/Pw4dOmTz3L799lvUq1dPMqbRaBAdHY1z585h48aN+u9HQBfoffvtt3Hs2DGT44xt3rwZffv2NbnvXbp0wQcffICOHTvCwcFB8jgcOXIEa9euxZo1a/TfdxkZGRg6dCgSExMxcuRIm+9j1n0ylNNzYvj9rlQq0aVLF/Tq1QstW7Y0qQh648YNfPfdd5L28E+ePNFXkbUl+PzNN9/o39fKlSuHzp075+t9raAFBgaiffv22LtXlwP49ttv8e677xb4dTQajf5xyHouEhIS8lXNFIBJWNfeSkQyIjo6Gi1bttSnXUVRhEKhwOeff45hw4ZJXgChoaE4fvw4Vq9ejQMHDuiDeVlPniiKJi10DUN8ABAeHo7Ro0c/E6Vm88r4G9PFJffS/caMjymob/bFixfblGQ359SpU2YT9VS8nDp1qqin8Bx5AXB5Aaj0DhSaZHik3IdHcig8UkLhkRwKt9RHkEGb+2nyQEiLg+LBCSgenNCPqQUV4p3KI845EHFOgYhzDkS8YzloZapCmQMRkTX4c4mIiIob/mwiIqLihj+bnkGOmYu3wZgIKDIEKNQyKDIEKDNk+nVlhgCF0bpcLUDAcxogS9dCTNdCjLe91a9aroVGIUKjEKGWZ35VaDO/GqxnbtOoAI+ypQABcHNzA6D7u0x+/5BJzybjykypqalmqx5ZYlx9Lj093abj83qurNBNhw4dMG7cODRt2tRkWxZ3d3cMHjwYr7/+Ot544w2Ehobqt40ePRqvvPIKlMrc65kePXrUpFJfuXLlsHTpUn01razqc4ZatmyJli1bYs+ePfjkk0/0AUKNRoOgoCBUrFgR1atXz/X6xoyrTuX0eKnVavj4+GDUqFHo168fPDw89NuMj6lRowZ+/fVXfP/995L2nGfOnMHy5cvRt29fk/NHR0fjxx9/RHJyMl5//XX07t0bs2bNgre3t8lck5KS9Ne8f/8+xo4dq2+ROXXqVLz55ps5Ph8ajcbm7zHjUEtev0d3795tEtwrU6YMfvzxR0m7aXPnr1atGsaMGYORI0di/fr1mDNnDsLCwvJ0fwBdAO2XX34BoAtqT5gwAVOnTtVv12q1Vp/X+H0gr3PKy7mOHTtm0rZ25syZGD58OADpY+no6Ihx48ahQYMG6NOnj/494/vvv0fv3r1RtmzZXOcXGRmJt99+W/I+4eDggDlz5mDgwIH6PInxnGvVqoXp06fjvffew9ChQ3Hp0iX9tgULFqBmzZp47733cr1+bnJ7vN555x189NFH+p/vOR3TuHFjrF+/Ht9++y2+/vpr/fjRo0exZcuWXNv1Ggcxa9WqhZdeesnsvm+88QY+//xzTJ06FUuXLtWPJyUlYcyYMTm2Q75x4wYGDRokeZ16eXlhwYIF+nB1enq6SRXTJk2aoEmTJvrnxPC9ffz48ahWrVqeWska/wzJyMiw+JxkZGTAzc0Nw4YNw4cffgg/Pz/9NuNjypYti3nz5qFZs2b4+OOP9dmk+/fvY+bMmZg4caJV8wsPD5dU63zvvffM/uwpan369NGH9y5evIi//vqrwCtPajQaSWgP0L2nmOvGaov79+/ne275USLqdU+cOBHBwcEAssN33333Hb766iuT5GpgYCD69u2Lffv24dChQ6hcubIknNe0aVMEBASYVN4zPLcoiti0aROOHDlix3tZvBgH7fLSM97JySnHcxJR8aSWO+Opa03c8+uI84FDcLjWLOyqvxxHakzDhfKDEOzTBtHOVaAWCi9IpxDT4Z18F5WeHEKDByvR8uY0dLk4BK2uT0bD0GWoHPkXSiXegEJjW4sLIiIiIiIiIiIiyicBUKtEpDprkOihRoxPOqIC0vC4fAruV07GvRqJuFUnAdcaxOFi01icaxaDi01icLV+HG7Wjse9aokIrZSERxWSER6Qgid+qYjxTke8ewaSndVIU2mgkefvj2/PAoVGBoc0OZyTFHCPV8IrWgXfSEeUDnNCufvOCLzngiq33FD9ujtqXfZA7UsecE6SwzlRDkEDCBrAMUUGhxQZVKkyqNJkUKYJUKQLkGeGKmVq3X6CFoCYuRAVYz4+Pvjrr7/w+++/S4J7OSlXrhzWrFkjqRwXHByM48eP53psTEwMPvroI0kgICAgADt27LA6jPD666/jjz/+gLu7u34sJSUFgwcPNgmlFLSgoCCcP38ew4cPlwT3cjJu3DiTqoS//vqr2X29vb2xdu1a1KxZEwCwYcMGvPTSS9i4caPZ/bVaLZYsWYJXXnlFH9xr2rQp1qxZY1WQsig8ePAAI0aMkIxVqVIFf/31lyS4lxu5XI7+/fvj33//RceOHfM0l5SUFHz66af678chQ4agUaNGeTpXUZs3b55kvXPnzvrgniXt2rXD6NGj9eupqan49ttvrbre8OHDJZ39lEolVq1ahaCgIKsq1NasWRPbtm3DCy+8IBn/7LPPbGq3mlcVK1aUBPesMWHCBJP3ye3btxfktADoWtt+/fXXePvttyXjhw8fxrVr18wek56ejsGDB0sCvm5ubti8ebPVVVFfeuklbN++XZIX0mq1GDZsGGJjY22/Izbo3Lkzzp8/j0mTJkmCeznp3bu3SbvrtWvXWn3NNWvWSMLuhVHRriC8/vrrkp93WWFjyl2xD+8lJCRg/fr1kjdNlUqFYcOG5Xpsq1atcOLECdSrV08fynv69ClOnjyJa9euYdq0afD19dWH9owtXry4QO9LSWKcjlepbA/pGJYwBUw/CUJEJYdWpkKsc2WE+rTGpfJBOFZjKnbVX45DNb/G2cBhuOP3OqJcayFdbn1pX1vJoIVH6gNUiP4HdR+tR/Pbs9Hl0lC0vToOTe/NR62wTSgX/Q88k+9BrknN/YRERERERERERERU+ARArZSG/Z6UTkN42VQ8qpiC0Cq6wN/tFxJwvX48rjSOw4UXY3D2pWhcbBKDKw1icb1OHG7XTMC9qom4XykJj8onIyIgBU980xDrlY4EN13wL12lhUbGBJqQuci0AuQaAQq1oK+SqEqXwSFNBodUGRxT5XBKkcMpWa4L/iXJ4ZQkh2OyHA7J2cE/pbngn4bBP7I/Pz8/ixWgclK3bl20bdtWMmZN+8gZM2YgLCxMvy6Xy7F+/XpUrFjRpuvXr18fy5Ytk4xdunQJS5Yssek8tmrdurVJG1BrGAakAF31vfj4eIvXOH78OL777juUKlUKT548wdChQ/HWW2/hwYMH+v2uXLmCDh06YNKkSUhKSkK5cuXw888/Y9++fWjcuLHNc7SXSZMmISYmRr/u4uKCzZs3o3z58nk6n7u7O9avX28S4rHG7Nmz9QWPypUrZ7aNb0mQmJiIo0ePSsbGjh1r1bEff/yxpM3opk2bcq0+tmXLFn1YNMv06dPRqVMnK2es4+npiY0bN0pCdAkJCSaVOYsT40CdYevmgjZ16lST9tp///232X0XL16MK1euSMaWLFlicxi1QoUK2LBhg6TKcFhYGGbMmGHTeWz18ssvS1qPW2vkyJGSXFJYWJjFgKMxw1B0rVq1UKVKFZuvbw9KpVISUP7rr7/yXNHzeVPs2+YePXoUSUlJkm9if39/k2CYJb6+vti0aRPq1auH9PR0BAcHo2PHjvjvv/8wZcoUjBw5EkFBQdi2bZv+GllBvx07diAuLs7qTyI8S4wr7eXlkx9paWk5njOvPv74Y5MfNLm5c+cO3nzzTf36iy++iFq1ahXIfKjgJCUlSVprvPjii3lq2UxFJ1UUkRb/EPLIK5BHXoUs8grkkVcgS4ootGu6pkfCNT0SiDsrGde6BkDrXRUa76rQeleB1rsatN5VILr4AVZ8ioaIiD+XiIiouOHPJiIiKm74s4mKK1GthZiqMV1S1IBkXQMxVS1Zh+b5TqEJom6BSavjXH6nKkD3e1eZAAiAIMu+DZmgKyciE3R/i5MZ7CuDVVWPqGAZ/83O0dHRpqpOxlXSVCqVzVWhCuNcgK6dnmGYx9nZGXK5HK1atcL+/fv14+Hh4Tle5+nTp9iwYYNk7OOPP85TO0ZAF6LZsGEDtm3bph9bsWIFPv/8cygU1v/J3rjzWX4fL3Nee+01ODk56QuzaLVaxMXF5diedPTo0Xj//fcxY8YMLF68GAcPHpQEJPv16wdRFOHi4oLx48dj7NixJvclJ3K53Ob7adw23Nbjb926hd27d0vGZs2ahbp169p0HnN69+5t0/6nT5+WhD1/+uknBAQEmISxZDKZ1ffT+H0gL49xXs514sQJqNVq/XpAQABatmxp1XXc3NzQvHlz7Nu3D4CueNA///yDnj17WjzGsJ0rADRq1Ahjx47NU1v5GjVqYPr06RgzZox+7ODBg3j48GG+sgf5eexzUrt2bcl6bGxsrtcxDuA5OTlZNbeaNWuifv36OH/+vH7s9u3bJsdmZGRgxYoVkrGuXbva/JrI8sorr2D48OFYsGCBfmzDhg2YM2eOvoW3NYz/H0apVBbYc5L1c8nPzw9Vq1bF7du39duePn2a63XOnj2LO3fu6NfffPPNfM8tMjIS//77L8LDwxEdHQ0PDw/4+/vjxRdfzHM4OUuvXr30LX5TUlJw8OBB9O/fP1/nNKRWq/Xfp1mPQ82aNfP0mjZ0/fr1fM8tP4p9eO/hw4cmY0+fPrXpHNWqVUPPnj3x22+/AdD1zx4+fDhWr14NDw8PbNq0CW3atMHx48cl/4OQlpaG/fv346233srfnSiBjD+FYVyJzxrGlfby8skOc/z8/KwuP2qJq6urpFwnFU8uLi58nkoiDw+gvLRsNBKjgPCLwONLwOOLQPglIPpeoU5DlvgYssTHUNw/Jt3g4AH4VAN8qgO+1XVffaoDXpUAebH/sUhERYg/l4iIqLjhzyYiIipu+LOJngVihgbaFLVuSVYb3c6ANkUNMcVg3GA7tM9x8E8EIIr6x8DSI2F2PDPQJ8gEfahPkBmMZY4LhmFAQYCQFQIUGAC0lXE4QyaT2fRHb+PH29bjC+tc5sjlcsjlcpMqSfHx8Tle55dffpH8rVOpVGLKlCn5mtuMGTMk4b2HDx9i69atNoVWjK9f0I9XFg8PD8n9T0xMzPU63t7e+PHHHzF8+HCMHTvWpEXngAED8PXXX0vaXFpLEASb76fx95atxy9YsABarVa/7u/vj48//rhQHu+cZGRkYMiQIdBoNAB0QdDu3bsDMH+frJ2f8ftAXh7jvJzr0aNHkvV69erZdN0GDRrow3sAsHPnTouFf/7991+cPn1aMjZ16tQ8dR3M8sknn2DOnDmIjIwEAIiiiJ9++skkJGiL/Dz2OTFsswroqgfaep2s91BrVK5cWRLee/r0qcmxGzduNPkemDlzZr7u/5QpU7B06VJ9Qark5GT88ssv+Pzzz60+h/H1C+s58fT0lKxb8966Z88eyXrbtm3zPLc///wTc+bMwalTpyQt4Q3VrVsXY8eORf/+/U1e29Zo06aNZH337t0ICgrKy3TNMuysmvU4uLm52RSEN6eg8kx5VexTCtHR0SZjycnJOHHiBF555RWrz9OsWTP89ttv+qp6a9euxYQJE/DCCy9AoVBg3rx5aNKkiclx586dY3gPuk9Q2sr4mKL+ZieiIuTqC1Rtp1uypMYDEVekgb6oG4BWbfk8BSEtDnh0RrcYkikB78rSQJ9PdV3Qz6HgP+1CRERERERERERExY+glEOulEPubl0HqCyiKEJM1xqE+TLMh/wsbH+u286KIqABRIOqhzY/HMaBPpmga8AiM7htXBkwKzRoOM4Q4DPLOCySW8vDP/74Q7LetWtX+Pj45GsOdevWRaNGjXDu3DnJdfJacaqwZGRkICoqSjJmS4tIQRDMBj5kMlmJeo1t3bpVsh4UFGRSKdIevv76a1y+fBmALvhjWGGsJDIu1GRLdTTA9HvRMCxmzPh17O/vj86dO9t0PWMKhQL9+vXDDz/8oB/bsmVLvsJ7heW///6TrBd2i2rj14dhhcUsxs9Jo0aNUK9evXxdt1SpUnjjjTewZcsWyXVsCe/Zi2ErdsC699a9e/fqbyuVSptyUlni4uLwzjvvSIKvlly+fBlBQUFYtGgRtm3bhoCAAJuu5evri9q1a+tbAh84cAAajcbuweeSptiH9yy1rP3yyy9x8OBBq89jrlT/ypUr8f333wPQvSnUqVMHV65ckfyjIac3+2eZcWU7cxUQc2P8j+D8VssjomeMozsQ+IpuyZKRCkRd14X5Hl/SBfrCrwDqFMvnKSjaDODJTd1izL1sdrW+rMW3BuDqzxa8REREREREREREBEEQIDjIIXOQA542Bv+0IsR0jbTSn3GVv2Tz1f7EtOc8+JdFKwIQIWqyh/L0sJgL9BkE/Yxb/+qrARpVBixJAaXnxbFj0i491atXt7hvYmIiLl68KBnr1atXgcyjV69ekvDeP//8UyDnLUgnTpzQV3kDAAcHB1SoUCHX4+Lj4zFjxgwsWLAA6enp+qI6WVatWoXNmzdj4sSJGDNmjEmr1eLk1q1biIiIkIxlVbuzp2vXrmHWrFn69W+++QalS5e2+zwKknGw0/B7zRrG1eRu3bplMRh0/PhxyXq3bt3yXZ0L0L2ODcN7UVFRuHXrVo7vK/YWGRmJ5cuXS8YGDhxYqNe0Jphm/J5XkO+thuG9CxcuIDk5Gc7OzgVy/oIQGhpq8hhVq1Ytx2NSU1Ml1SNr165tU8txQFcwrW3btrhw4YLJtgoVKsDPzw/R0dEICQmRVBs9ffo0Xn31Vfz9998IDAy06ZqNGzfWh/diYmJw+fJlNGjQwKZzPG+KfXjvhReyWy9mlT8URRGHDx/GkCFDsHTpUqtKNRr/A0sURRw6dEgy1rx5c1y5cgUA9NcJCQnJ/50ogWrUqCFZf/Dggc3nMD6mZs2a+ZoTET0HlI5AmYa6JYtWAzy9kxnoy6zQ9/gSkBprv3nFP9It9w5Lxw1b8PpU0wX62IKXiIiIiIiIiIiIbCDIBAiOCsgcbf+doqgVIaaqkZ6YhsTHIRC1IqCQASIgc3PQ/Q1Nq2tnK+q/QjdmEKoRtSK0iekFeK+ec4btfA3CfnIPBwgK0zbAgmB0my2BC9Tdu3dx5MgRyVhO1bf+++8/k4pRBVWxyvg8jx8/RnBwMCpVqlQg5y8I//vf/yTrbdq0yTFop9VqsWLFCnzxxRf6in2dOnXCu+++i0GDBgHQtWqcOXMmTp8+jcmTJ+Pnn3/GN998g3feeafw7kg+GIc9FQqF3YMnWq0WH3zwgb4VaIsWLTB48GC7zqEwGFfay2o/ay3j/dPS0hAcHIyqVatKxlNSUiRBWaDgXscNGjSAXC6XBA//+eefYhPeu3HjBt59911Jl8uBAweiWbNmhXbN5ORkkxbFxu9rd+/eRXh4uGSssN5b1Wo1/vvvP7Ru3bpAzl8Q1q9fLwk016pVK9f3/kuXLkl+HtWpU8fm6w4ZMsQkuDd48GB89tlnqFKlin4sLCwMCxcuxPfff6+/ZnBwMPr06YOjR4/aVDmvbt26kvUzZ84wvJeLYp8saNasGdzc3JCYmKgP1GV9/eWXX3Dt2jUsWrQI9evXt3iOW7duYdWqVfp/3GYdHxoaKtnP3JtpfHx8wd6hEiIwMBBOTk5ISdFVu0pKSkJoaKjVidrQ0FAkJyfr111cXFC+fPlCmSsRPeNkcl0ozrcGUC/zf+JEEYh7oAvzRVwFntzKXO7Yp0pfltxa8BoG+tiCl4iIiIiIiIiIiAqYIBMgOCuhUAkQnsphGPOSuylzrDAkitlhPvXTFDz99XrhT/g5V2pALdtaMhu0+xWMb8uMbhu1DZZUDSzkEOC9e/dw4MCBPB37+PHjAp6NqYkTJ0oCE7Vr10bTpk0t7n/jxg3JuouLS4GFcho2bGgydv369WIT3rt06RLWrVsnGQsKCrK4/6FDhzB69GhcunQJAODj44Mff/wR/fr1w+HDh/X71atXDydPnsT8+fPx5ZdfIiQkBO+++y4WLlyIefPmFXo7T1sZfw/UqFHD5mpX+bVgwQKcPHkSAKBSqbB8+fJCfR3HxMTk+XWcVWHLGpUrV5asnzt3Dlqt1qqCTYAuBGQsIiLCJLx37949kyp95l5/eeHs7Izq1avj+vXsn5uGtwtbYmKi/nsD0P08T0xMRHBwMA4fPow9e/ZIAl/dunXDsmXLCnVOCxcu1GdLsrRp00aybvy6AgruOalevTpcXFyQlJSkH7t+/XqxCe+Fh4djyZIlkrGc3luzZL23ZjEuwpWbP/74w6RV8YoVK/DBBx+Y7FumTBl8/fXXaNGiBd5880396+fEiRNYuHAhRo0aZfV1jQt7GRdbI1PFPrzn4OCAvn37YunSpfofRoYBvhMnTqBRo0Z45ZVX0LVrVzRu3Bj+/v5wcHDA/fv3cejQISxcuFDyIs2SmpoqWXd3dzfZJy4urnDuWDEnCALq1asn6YN+4sQJq8N7xuVO69Wrx08GEVHBEQTAs4JuqdU1e1yr1YX69GG+W0BU5tfkJ/abn2EL3hs7pdvcygC+1dmCl4iIiIiIiIiIiIqUIAiAXIAgB2Qq66upkB2J0H2YXStK2gDnqSWwQcBPE58m2aRJzoA6Ps1iu2DJuJnfY69ZswZr1qzJy6wK3aZNm7Bp0ybJ2OzZs3P8u6VhtSoA8Pf3L7C/c/r6+kImk0laExpfr6ikpaUhKChIUk2sUaNGeOutt8zu//TpU3Tt2lVf0KV///748ccfzbbKBHTtUkePHo2ePXti2LBh+Ouvv3D8+HF069YNISEhUCqVBX+n8sj4OfHz87Pr9YODg/HFF1/o1ydOnFjoXe4uXbqE9u3bF+o1AF3xJqVSqQ8GxcfHY/fu3XjjjTdyPTYkJEQSWsuSmJhoMmbudRUQEJCHGZtXunRpSWDPnq/jO3fuWPVcVapUCZMmTcIHH3xQqFmNHTt24MsvvzS5dvPmzSVjxo+RXC4vsNeWIAjw8/NDcHCwxesVFVEU8emnnyIhIUE/VrZsWQwfPjzXYw3vDwCUK1fOpmvPnTtXsj5ixAizwT1DnTt3xowZM/D555/rx+bNm4dPPvnE6up7ZcqUkaw/rx1PbVHsw3sAMGnSJKxZswbJycn60J5hgC8rxHfixAmzxxvua/imZPxGYO4NK6sM7fPojTfekIT39u/fj/fee8+qY/fv3y9Z79q1q4U9iYgKkEwGeAXqlmpG/2hNjjYI9N0EntzWhetiQpHHX3XkTUKYbjFpweue2YK3hlEL3oqAvPj8DysRERERERERERERlUBaEYAIUQOIaunvxMVUDbTxVv5NVBCgTcnIfb9i4Pbt2xg6dKhkrGfPnujevXuOxxkHPjw8PApsToIgwN3dHbGxsRavV1Q+/fRTnD9/Xr+uUCjw888/W6yIVqpUKYwZMwbr1q3D0qVL0aFDB6uuExgYiD179mDdunUYPXo0pk+fXqyCe4Dpc+Lp6WnX6w8ZMkRfnKhmzZqYNGmSXa9fmJydndG+fXvs3r1bPzZlyhR07Ngx1++DyZMnS4KvWawN7xXka9n4XMXldZylSpUq+OKLL/Duu+8WeHBPo9EgJiYGZ8+exerVq7FhwwZJdVMAmDlzpsnzafwYmSuulR/F9Tn55ptvTPIzixcvhouLS67HPnjwQLJuSwD12rVr+Pfff/XrLi4umDFjhlXHjhkzBosWLdJfPzQ0FPv27cPrr79u1fHG8zS+H2SqRIT3ypUrh++++w4ff/yx5I3FMIxn/GZgyPjNKOs44/K7MTExJsc6OzvnZ+olWrdu3SQJ6U2bNmHBggVwdXXN8biEhASTT7Dk9o9gIqJC5+wNVGimWwxlpALRd6WBviJpwRsPPDqrWwyZbcFbTfeVLXiJiIiIiIiIiIiIyJ5EETDNzhQYbUoG1DGp+W4JHBMTg/feew/x8fH6sXLlymH58uW5zsGwOhIAqwIWtnBxcZGE94yvVxQWLlxo8tjMnDkTjRo1yvG4iRMnYuLEiXn6m3rfvn3x+uuv2z0YZ43C/h7IyS+//KJvXysIApYvXw6VSmW369vD2LFjJeG98+fPY9CgQVi1apXFdu+zZ8/G+vXrzW4zbtcKmH9dFeTzaHyu4vA6NnT37l0MGjQIEyZMwA8//IB+/frl6Tx5aTs7ZswY9OnTx2TcHu+tOV2vKGzbtg1TpkyRjA0dOhTdunWz6njjTqG5ZXUMHTlyRLLes2dPq99vlUol+vfvj9mzZ+vHjh49anV4z3iez2vHU1uUiPAeAAwbNgxXr17FokWLJIG9rNBebmlhc+G+Hj16SNZv3bplso+Xl1dep1zi1atXD02bNsXp06cB6BLr3377Lb766qscj/v2228lbYqbNWuG2rVrF+pciYjyTOkI+L+gWwzpW/AaBPpKQgten+qAW2m24CUiIiIiIiIiIiIiu/hi9Of4ckzeKoN9OHoY1mzODuSIGVpok2ys7GcQ8BMFQJuYhr69++Du3bv6XVxcXLBpze/wdHCDJjlD9yt0wSAAmBkKhCCYhA4M/+5ZEIzP5+ZWtB/U37p1K0aNGiUZe/fddzFhwoRcj81vIRxvb+98HV9YjJ+Tgv4esOTx48cYN26cfv3DDz9EixYt7HLtli1b4vDhw3k6dtWqVRg0aJDV+7dp0wZ9+vSRhPHWrVuHixcv4rPPPkPr1q3h5+eH2NhYnDx5EvPnz8fBgwcBACqVCnK5XBLYMxdoMve6SkpKKrBqb0X5Om7QoIEk/6LRaBAXF4dbt27h8OHD+Pnnn3Hv3j0AQFRUFPr3748bN25g5syZhTovFxcXfPfdd/joo4/Mbi/s11Vxe289efIk+vTpI6kW+fLLL+OHH36w+hxZbcmzODk5WX2sYZdNQPe6s0Xbtm0l4T1zLastMf7ZYK/30JKsxIT3AF3i39HREXPnzoUgCGZDfDnJ2l8QBNSsWdOkBeypU6f0t7Oq81WqVKkA70HRMg44/v3332jVqlWOx3z11VeS9OycOXPQrl07vPbaa2b3P3LkCL755hvJWGH/ECAiKhSSFrztpNvMtuC9BcSEoHi14DUI9PnWYAteIiIiIiIiIiIioiIkOCkhOCp01etEANrMv3FqoRujvDFoCaxWq9F/aBD+PZ0dMlCpVPh92Vo0qloXmti0XE/nqTCqGBQdi4zIZH24L7siYNa6AGRVBsyqBGiwj+G6KIqSaoBA0QbYDh8+jPfee08SLunQoQN+/fXXAm+1WZIYPyf2qho1fPhwfVXG0qVL49tvv7XLdYvCsmXLcPv2bX0hIQC4cuUK+vfvn+NxP//8M8aMGSMJ75mrJmbudRUXF1dg4T3j74mifB3L5XJ4e3ujWbNmaNasGcaMGYOJEydKQmKzZs1CgwYN8NZbbxXotR0dHdGwYUP07NkTQUFB8PHxsbiv8WNk/F6YX8XpObl69Sq6dOkiCd/VqVMHv/32GxwcHPJ8XmtyUVlCQ0Ml6/Xq1bPpWvXr15es379/3+pjbZkn6ZSo8B4AfPfdd3jxxRfxySefIDIyUhLiAyx/ExgG/Tw8PPDbb79BJpPpt4eGhuLChQsm/wixV8W4f/75x2w514sXL0rWU1NT9WVyjZUpU6bA59upUyd06NAB+/btAwBkZGSgY8eOmDNnDgYPHqxPzCYlJeHnn3/GxIkTkZGR/WmYzp07o23btgU6JyKiIvcstODNCvSxBS8REREREREREdFzT+7hgNITmhb1NJ55cg8HCHLzgShdiE8X6pPc1poJ+mlFQBR1eb+s21kBQO3z+wdzURTxweih2H3gL/2YXC7H6gUr0L6l9X+v9PKUdmaLfBIFbZo6++/N+Zhj5JMoSVAOANxlzsh4kmJQDRDZbYMFg5CgDNCmayTHilpR9z1ioX1wTs6cOYNu3bohLS070Pjyyy9jy5Ytz1ybVlsZh34iIyML/ZqbNm3C1q1b9evz588vli2FC4qrqyuOHDmCDz/80GI7XOP9FyxYgAEDBmDIkCGSbdaG98LDw1G+fPk8z9n4XLldr6ioVCrMnTsXycnJWLp0qX587Nix6NGjB+RyudXn+v77701CXHK5HG5ubvD09ETFihUttjo2ZvwYaTQaREVFwdfX1+r5WCKKosnrtKiek+DgYHTo0AHR0dH6sSpVquCPP/6Ah4eHTecyrmCXmppq9bExMTGS9ZyCleZ4e3tDJpPpf2YZny8nxtkne7YeL6lKXHgPAN5++2106NABkyZNwv/+9z/9PyiMg3zGRFFEpUqVsGHDBpNU6erVq80e88orrxTcxHPQt29fk+SrOREREWjfvr3ZbQMHDsSqVasKeGbAr7/+ipdffhnBwcEAdG8Io0aNwsSJE1G5cmWIooh79+6ZvFFUqVKlUOZDRFRs2dKC98ltXcivqFrwGnMrowvy+dZgC14iIiIiIiIiIqLnjCAXoPB2LOppPNcEQQAyg335+Y2smFXVTxQlwT/DgJ/MSRrcEJQyCCq5NBBYAkOAn0wagw1/btKvC4KAxXMWoGeXN206T/Uq1STriUmJuB18B9UrV7NwhPUuXLloMlajYjWIqWqrQoGaOGnlQG1iOjLCEnUrhkE/k+qAmdszKwReu3ENnTp3QkJCgv5c9evVw84/d8BJ5QhRrdUfm5dgIAC0atWqxFZfqlmzpmT9xo0bSE1NhaNj4b1Pjh8/Xn+7S5cueOeddwrtWsWFk5MT1q1bh5EjR2LevHnYv38/njyR/t3M29sbvXv3xpgxY1ClShUkJSVJAqeCIKBy5com565cuTKUSqWk8ND58+fRtGn+g+rJycm4deuWZKxWrVr5Pm9BmzNnDtatW6d/nd+/fx+HDh2ymDcxp3Hjxrl2c7RWjRo1TMbOnz+PDh065Pvct27dMmnNWhTPSVhYGNq1a4ewsDD9WPny5bF161b4+fnZfD7jYKrhe3ZuEhMTJeu2BugEQYCTk5P+cc3PtW0NLT6PSmR4D9A9uYsWLcL06dPx888/Y9OmTbh06ZLJJxWyVKxYEcOGDcPHH39s0vM8KSkJCxcuBJDdLhfQfTPa2vf5WeTv74+///4b3bt3l1QCTElJwdWrV80e06BBA2zfvr1AUtJERCWetS14n9wCojK/xoZC95sUO8lqwRt8RDpurgWvT3XAuxJb8BIREREREREREREVM/oWrRAgWCiuJHOS/m5X7qaC0k9a3ccwBAittBqg4GAU/lPJIXNWZoYFs9sA68ODdghwTZz1JX5e+4tk7NspsxHUO+cWnOa81Kgp5HI5NJrsKnfnLp4vkPDe+csXJOsBfqVRqULFfJ8XQHY7ZogmQUDD9bsh99CpV2c8jX6qH6tWuSp2rt4K13QV1BHJMJEZ/BMMAoLZFQINxszsI8gM13UVBPMTCrSHFi1aSNbVajUuXLiAZs2aWTgi/7La5QLArl278vTYhIaGmhx3/vx5NGjQIJ+zK1wvvvgi1q9fD61Wi/v37yMqKgrp6ekoV64cypYtK6nsdu3aNcmx1atXN9sK18nJCY0aNcJ///2nHztz5oxJ1b68uHDhguT9AQBeffXVfJ+3oHl4eKBt27b4888/9WMnTpywKbxXkKpWrQp/f39ERETox86cOVMg4b2zZ6XdyBQKBV588cV8n9cWT548Qbt27XDv3j39mJ+fH/bu3YuAgIA8ndO4UuTjx4+tPtZcLqpUqVJWHy+KoqSCnpub9V3cDMOLAFChQgWrj31eldjwXhYfHx9MnDgREydORGxsLM6ePYvw8HBER0fDyckJpUqVQsOGDVGxYkWL51Aqldi6dSsuXryICxcu4MKFC7h69SpefPFFlC5d2n53phgLDAzEqVOnMG/ePMyfP9/kxZalTJkyGDVqFEaOHPncl1MmIrJKbi14DQN9T24Woxa8iswWvAaBPt/qQKlqgKPp/yQRERERERERERERUclhGAKEXFoNUFDIJPvKHBU5Vm40bQOcHQgUVMZVAOWQOSnMtwu2EAKcPe8b/LB0vmRsythJ+PTD4dbfYQOuLq6oV7uuJGi3dc929O6R/0poW/dsl6y/3LTwwmDmPAh7iNff64bHkdktPyuULY89v22Hn08ORVlEEdCYiwXmr42wJNRnVC1Qcg21Fpr4tMyAoEHwL4fQYH5Ur14dfn5+kjac27dvL9TwHgEymQwVK1bMMdtx+fJlyXqTJk0s7vvqq69Kwnvbt2/H4sWLrW7zaskff/whWff19UX16tXzdc7CUqVKFcm6cbtfe3v11VexZcsW/foff/yBSZMm5fu8xs9JgwYN7NqqNS4uDh07dsT169f1Y56enti3bx+qV69uU9U6Q8avhYcPH1p9rJeXtAX806dPbQrRRUdHS4qnGZ8vJ8Z5opxe06RT4sN7hjw9PdG2bVubj1OpVGjevDmaN2+uH9NqtYiLiyvI6eUoJCSk0K+R37LEKpUKEyZMwLhx43D27FlcvHhR/w8WPz8/NGjQAI0aNYJMJsvlTERElCurWvBmBfqKogWvOrtaoDGTFrzVAJ8abMFLRERERERERERE9BzKqSWwoDQKAjopoCjlZPY8+mqABoG++QvmYfrcWZL9Ph02Ap+N/wxqUYRSocis/gd9ZbrcwoAA0OP1bpLw3q4De/Ak+il8vK2vWmTs6o1rJpX33uzUNc/ns1Xkkyi8/l43hD68rx8r7eePPb9tR/ky5ew2Dwl9ZUZzsUADGhGa+HTbTp0mrYyWEZmc3UZYX/3PXHVA3Zc3u3XH8hU/649fuXIlpk+dBoVSqf9GLq6VA59lu3btkqy//vrrFvft1asXfvjhB/16REQEdu/ejW7duuX5+mq1GuvWrZOM9ejRI8/nszelsmi7avXq1UsS3jt37hwuXbqEevXq5fmcT58+xc6dOyVjPXv2zPP5bJWUlIQuXbrg3Llz+jFXV1fs2bMH9evXN6nSaAvjx+XmzZtWHxsYGChZv3jxIho2bGj18YZdOc2dLyc3btyQrOfn+X1ePFPhvYIkk8lsSo4+T2QyGZo2bVog/eCJiMhGubbgvZ0Z6CvuLXgzA31swUtEREREREREREREVhAMW7UCWLFiBcZ+Nl6yz+DBgzH96xlIh+534g5uDpDLzfcPlrQGFqXhwKEjPsLsBd8iNTUVAJCRkYE5S+bih6+/y24LbHCsLlBosG4mGGgcMixbugx6vWGf0E9MbAw69+mO2/fu6Me8Pb2we902VK1UJYcjnx1ienaAxpqSN5/0H4aff1mhL5ATHh6OJd//hGEDB2fvZFDtTxAgrfynH8taNzeWXUVw66YtyMjI0O+rDwbm0GL44sWLGDdunH7d398fa9eulexTtWpVK+5tyRAfH4/du3fr1728vNCrVy+L+7/yyito2rQpTp8+rR+bPn06unTpYvF9ITeLFy+WtH0FgJEjR+bpXPYQGhoqWff39y+imei8/fbbGD9+vKQy25QpUyStfW01a9YspKdnh3udnJwwdOjQ/EzTamlpaXjzzTfxzz//6MccHR2xbdu2AqnUWa9ePSgUCqjVagCmlSdz0qxZM6xevVq/fujQIQQFBVl9/KFDh0zOZy1bKmSSDsN7REREzwpnb6DCS7rFEFvwEhEREREREREREdEzZMOGDRg6dKik81jfvn2xaNEiJCUlWXUOSWtg/X91/MqXxoABA7B8+XL92OKfl2Dgh0Fo3LhxrueWBAO1wI6dO7Dtrx2SfYZ/NBwOpVyyg4Da7GOy142qBeZBYlIiug3ohcvXr+jH3N3csXPtVrxQs3beTvocqF65Gt5o3xk79mVXepv89VR0atMBFctnVqDKep4tVA60FBLcc2gvXm/TUTL2ai0rCucYBwPj1ZLNjioHtGrUXBoM1AKahHSTsKA2w6gamAiIGm2OYcGiNmvWLH2gFgD69esHR0fLLbsBYPTo0ejTp49+/dy5c/jpp5/yFLh79OgRvvzyS8lYp06dULt28Xwdpaam4sCBA5Kxoq6AplQqMWLECEmr3G3btmHbtm3o3r27zee7cOECFixYIBkbOHAgvL298z3X3KjVarzzzjuSx1ipVGLTpk1o06ZNgVzD0dERTZs2xb///gtAV9EuOTkZzs7OuR7bsmVLyfrWrVsRFxcHDw+PXI/NyMjAmjVrcjxfTs6ezf5bsKenJ+rWrWv1sc8rhveIiIiedTm14I1/aBToy2zHmxRlv/lZ04LXp3pmG1624CUiIiIiIiIiIiJ6nu3cuRMDBgyAVpudZnvzzTexatWqAg0czZ49Gzt27MDjx48BABqNBt27d8exY8dQqVKlHI81DAaev3QeAwYNlGyvX78+xn4+DnKVyqY5KXykLYVlLkoo/Jz1wT/j0GBKSgp6DX4Pp86f0R/j5OSEP9duRpMmTXRNe3KoFvi8+37aHBz77x/ExsUCyA5C7l6/DeUCytp8vsSkRIyYOAqPHoeZhPesYhQWFDVGiU4R0CZnWHUqbYJ0PzFdg4zHBsHXHKsIZgZeZbodNUbXFDUiNEnp0uOQ+VUGCJBWI7QmLPjff/9h3rx5+nUvLy988cUXud7P3r17Y/Xq1di7d69+bPz48ahatSq6dOmS6/FZYmJi0LlzZ8THx+vHXF1dsXDhQqvPYW+zZ89GbGysft3Z2Rnt2rWzfICdjBkzBr/99pukOtuAAQNw8OBBmyq0hYaGolu3bpK2tGXLlsWsWbNyOKpgaLVaBAUFYfv27foxmUyGtWvX4o033ijQa3Xs2FEf3svIyMC///6Ltm3b5npcrVq18Morr+DEiRMAgMTEREydOlXyOrJk/vz5uH8/u8V6xYoV0b59e6vmGxUVhevXr+vX27Vrl+dKl88ThveIiIieVzIZ4FlBt+TWgvfJbSDqZvFpwaty0wX5DAN9bMFLRERERERERERE9Ew7fPgw3n77bV170UwdOnTA77//DoVCIQlx5FepUqWwevVqdOzYUV/h79GjR2jdujV+/fVXvPbaa7meY+fOnRg0aBDi4uL0Y46Ojli3bh1UNgb3ANOAkyCXQaYyH4pQq9V4r28/HD6W/ft1lUqFrVu3onVH0xCGSRthreF6TtUBLa1ntxQuqSqWD8Ty7xbhnSF99WM379xC6x4dsGjOfHRoZX0QattfOzFhxiSE3A/Ba82aF8Z0C5Yk0JlzZUEx1eh1p9ZCE5OW4+nvhtxDYLkKUCgyIysG7YUFo7bCJ06dRI9+b0lao86eNhOlHD3MVBWENGQoACtX/A/1GtbHkydPAOgCUG+99RYWLFiADz/8MNfg4PXr19GvXz9cunRJMj5//vxCb0u8adMmxMTEYNCgQVAqrfv7lyiKWLhwIWbOnCkZHz58OJycnCwcZT8ODg5Yv349mjZtqq+kGB8fj44dO+KXX37Bm2++mes5/v33X/Tr1w8PHjzQjwmCgFWrVtml6t7w4cOxbt06ybVXrFiBd955p8Cv1aVLF0ybNk2//vfff1sV3gOAsWPH6sN7ALBgwQI0atQIAwYMsHjM3r17MXnyZMnYqFGjIJPJrLrm4cOHJeu2hGSfZwzvERERkSlrWvBmBfqybtuzBW96AhB2TrcYMteC16e6LuDHFrxEREREREREREREJdaVK1fQrVs3SdvM0qVLY/jw4Th69CgAXXW8lJTs31U7OTmZrfjj5OSEV199Nddrtm/fHt988w0mTJigHwsNDUWrVq3Qt29fBAUFoVWrVpJrZGRkYN++ffjll1+wdetWyfnkcjlWrlyJF14w6pRTCAYPHoydO3eajMnlcpNWmrl54YUXEBAQkOe56Nr+mq8OaDE0aEgmQFDJzYYEC1v317ti2rgvMO377CDU/UcP0LV/T7Rp0Rp9e76LDq3aw8/H1+TYy9evYNf+Pdi0Ywuu3Lha6HMtSZav+QWbd2xBn5690a1jFzSoU18fThOhC3+evnAGKzeswaoNv0orbb7eDYN69IMmPt3S6SVKwQ2/Lf4V3Qb0Qkqq7v0hNTUVQ4YMweoVKzE0aDC6duwCF1dXSaXB0+fP4rfNG7Bs5c+S4CAAfDzkIwzs3R/alAxpZUHDACIgrWAI29sRP3r0CKNHj8bUqVPx9ttvo1u3bmjUqJHZgNrTp0+xd+9eLFq0SBLYAoBKlSphypQpNl27MNWpUwcrV65E37599c9tdHQ0evToga5du+LDDz9Ep06dJCFnrVaLo0ePYvXq1fj1V+n3BAB8++23dqksOH36dCxdulQy1qtXL5QvX97se2tOP5cqV66MypUr53i9Jk2aoFq1arh9+zYA4M8//zQJZlrSs2dP9OrVC3/88QcA3fttUFAQTpw4gQkTJkiu/fjxYyxcuBDfffcd1OrsltyvvPIKRowYYdX1AF0b5CyOjo7o2bOn1cc+zxjeIyIiIutZ3YLXYCk2LXgDssN8paoAnoGAV0XAKxBQudhvjkRERERERERERERkszNnziAhIUEyFh4eju7du9t8rsDAQISEhFi17/jx4+Hi4oKRI0fqAw2iKGLt2rVYu3YtnJycUKZMGXh7e+PJkycICwtDWppp1TEXFxesWbMGPXr0sHm+efH333+bjC1atAiLFi2y+VwrV65EUFBQnuciCAIgz2y1mpfjlTIo/ZxNxk2Cf5mBQIgiBKW0SpTcXaXL+hnsY3E9szVtVohw4sgJKOVdCmOnfSYJcR069jcOHfsbgiDAx7sUfEr5wMXJGVHRTxERGYHUtFSYU9rPPw+PwrPn4eNH+HbRXHy7aC5UKhUqlg+Eh5s7EpIS8TgiHHHxcSbHdGrTAasXrLA5BPfay82xa92f6D20HyKfZP/d6p9T/+KfU/9CoVAgwK80/Hx89ddPSEwwe67PRozD9AlfQhNt/vnNkUGQL4uYrkFGZHLmdhi0G4a+JXF4eDgWLlyob9MbUDoA3l5ecHVzQ2pKCp48fYpHYY/MXrJChQo4uP8AXJxd9FVEC7LFeF717t0bDg4O6N+/P5KSsls279ixAzt27ICDgwMCAgLg6+uLmJgYhIWFITk52eQ8CoUC8+fPx8cff2yXeZt7b928eTM2b95s87mmTp0qqapnSf/+/fXhy6tXr+LWrVuoXr26VddYvnw57ty5g4sXLwLQvU8uW7YMy5YtQ8WKFeHr64vo6GgEBwebBCIrVaqE9evXW932NiMjA7t27dKvd+3aFe7uLK5iDYb3iIiIKP9KRAvex7rFuAUvADj7ZAf5PAN1X70q6m57lGMrXiIiIiIiIiIiIqLn2Mcff4ymTZtiyJAhuHDhgmRbSkoK7t69i7t371o8vmXLlli2bBlq1KhRyDN9vujbq8JMMFAmDSfJ3R1sPr9hOHD4+E/RomMrfDLyExw7ftxkv6inTxD19EmO56tQrjymfvYl+r31HgQI0rCgHaoIFmfp6em4dfe2xe0KhQJjh43ClLGTslvt2ujVF1/Gqb/+wegp47F19zbJNrVajQdhD/Eg7KHF4ytWqIgFM+eiY2vTttNWE0XTypKiLsBnNKT7mm6+Ffjj8Md4HP4418u92/0tzJ3+LXwdfJARlpi9wTBEaBAWNG5zrYlLgzo6RbfRXHtiwHRcv6/hdQyuYXDtHj164Ny5cxg6dKhJu9W0tDSEhITkGLSuX78+li9fjhdffDHXx6Ik+/DDDzFjxgx9y/g1a9ZgxowZVh3r7e2NI0eO4O2338b+/fsl23J6fJs2bYpt27bZVHV1x44diI2N1a/bK1D5LGB4j4iIiApXcW/BCwDJT3TLozOm2wQ54FHWKNRXMfu2i2/2/6AQERERERERERER0TOpadOmOHfuHP7880+sWLECBw4cMGmlacjZ2RmdO3fGsGHD0LZtWzvOlAqKcTiwfqMGOHrsGI4dO4YVK1Zgx44diImJyfEcnp6eaNeuHYKCgtCpUyeLFayyKqKZVBI0CvjpAn+62zIXo8IDAiBzVppWETQ5Xx4fkALUvVNXPAh7iEPH/kZMXKzF/VycXdCry5sY+/Fo1KxqXaWxnAT4l8aGZWtw7tJ5LF39M7bt3YnYHK4vl8vxSpNmGPBOP7zX4x19a197GfhOP/iV8sW+Iwdw/NS/CH0QmusxPt6l8Gbn7ni/9wA0rt/I/E6SEKFoeFNCm66BNlmNQiMAFV3LYO+6Hfj7nyP4ec0v2HNgL5JTTCvsZVEqlWjbsg3eHzAIb3brDplMBk1CuvkWxWYCg9njBuHDYi4gIADvvPMO1q1bB0BXDXXatGlWV8Tz8PDAvn37sHXrVsyZMwenT5/Ofs8xUqdOHYwdOxYDBgyATCYzu48lK1as0N+uV68eWrVqZdPxzzOG94iIiKho5NaC98kt0za89mzBm0XUALH3dUvIMdPtSufMqoOBRtX7Mm87uNl7xkRERERERERERESFZtWqVVi1apXdzxUUFJRr61aNRiNprevm5mZ1uMEagiCgR48e6NGjB1JSUnD27Fncvn0bUVFRSEtLg6OjI/z9/VGjRg00bNgQKpWqwK5tK2vbApPtWrRogRYtWkAURdy4cQPXrl3Do0ePkJCQAJlMBi8vL/j4+KBu3bqoXr26VS1KBUmQyLoWw207t7cYwMnNB6OH4oNRQw0CfkZhQcBMCNBon8x2wwMHDMTAAQPNhAyNwocGXmnaDK80baZ7DO/cwo3bN/Dw8SMkJiZCLpfDp5QPalatgSb1GxXK66hRvYZYPncxln73E67cuIrrt24gLCIcKSnJUKlU8PL0QuXASmhcryHc3Yqu7aeHuwd693gHvXu8AwCIevoEN27fRMiDEDyNiUFKSjIcHBzh4e4OH28f1H+hLiqWD8zz9W79e6Wgpm4dg++31i+/htYvv4aMjAxcuHIRt+7dRkRUFFJTU6BycICPVylUrVQFjes1hJOTk+7whAyYr01om/TwRMm6NkWNjIgkmKsieOCPPdlhQMOqg2YrDupeM8kpyfp1ZxcXyJVyCHLbgnETJkzA+vXrIYoiHj16hO3bt9vchj3r51dERAROnDiB8PBwxMTEwN3dHf7+/njppZdQoUIFm86ZJTg4GHv37tWvjx8/Pk/neV4xvEdERETFi2EL3qqWWvDeymzDW0QteA1lJANRN3SLOU7e5kN9noGAR3lAUXS/vCEiIiIiIiIiIiKivHFyckLz5s3RvHnzop4KFRFBEFCrVi3UqlWrqKdiM+OqgtJbBc+4iqBhFcC6vg1Qt1mDXCsNmg8GmhuzPtAok8lQr3Zd1Ktdt4DvceHwLeUD31I+aNHs1aKeSqFRKpVo2rAJmjZsYr+LGn/LaEWIGeb/7piXuKwjskPk2pRUwEUJhZejTeeoV68e3nrrLWzatAkA8P3339sc3svi7++f52MtmTt3LrRa3WNWq1Yt9OnTp0DP/6xjeI+IiIhKjhxb8N6TBvqKqgWvsZRo3RJ2znSbIAPcjVvyGtx29WdLXiIiIiIiIiIiIipUgwYNwqBBgyRjf//9N9vdFbGQkBBUqlSpqKdRLBw5csSket3AgQNtqgBpfHxgYCCrE9qRcViwsP/yYTksaKGKoC3BQBHSMZhWFjRU/eU6CH14v1DvL9nGoXzRVVMEkOcXwPTp07F161ao1WqcOHECx44dQ4sWLQp2bnkQFRWFlStX6tenT59uc8vd5x3De0RERFTyKR0B/9q6xZC5FrxP7+gq9cU9LLpqfVlELRD3QLeEHjfdrnDUVSA0DvVl3Xb0sPeMiYiIiIiIiIiIiIiIirUiCQsCpgE/iIA8l6srZJB7OJivNAhzYUGYhggNr03FXx4Ld9SqVQsfffQRFi5cCACYPHkyjh49WpAzy5NZs2YhOTkZANC8eXO8/fbbRTyjkofhPSIiInp25dSCV5OhC/DFhgIxIUBMaObtzPXkJ0UxYyl1amYFwVvmtzt6WmjJWxHwLA8oHOw3VyIiIiIiIiIiIiIioueQvrJjHgKDglyA3E1VIPMwFyLU5f9MKw8C5sKCyHuIEAbnZoiw0Hz11VfYsGEDoqKicOzYMezatQtdunQpsvmEhoZi6dKlAHRtqBcsWFBkcylnWCfhAAC8vElEQVTJGN4jIiKi55NcCXhX0i3mpCUCsfd1QT7DUF/W7Ywke87WvNRY4PEF3WJCANzLGIX6DFvyltaFG4mIiIiIiIiIiOi50rFjR+zfvz/HferXr2+n2ZAlpUuXzvV5qly5sp1mY3+53fcyZcrkuH3u3LmIiYmxuN3JySlP8yKy1bp165CSkmJxu5eXV4Fdy1yIUHrLPsyGCLPGjQN+xmFBg+P04xABLYz2z6HaYS4hwt3rt+U4/zL+AbbcXZvlsfAeAMDT0xORkZEFN5l8CgwMRGpqalFPo8RjeI+IiIjIHAdX8614Ad0/9pOeZFftM67eF/sAEDX2nrHxJIH4R7rl/gnTzXIHXXU+Sy15nQrufxaJiIiIiIiIiIio+AgICEBAQOEGEyj/HB0d0a5du9x3fEbl9743bty4gGZClD+vvvpqUU/B7op7iLDjW13yHiIUjcfNhAhhcD1zIcL8pPfomcTwHhEREZGtBAFw9dUt5ZqYbteodaE5k5a8mbeTisEnYjRpwNM7usUcR4/sIJ++el9F3W3PCoDS0Z6zJSIiIiIiIiIiIiIiIrJacQgRajQaJCQk6IODrq6ukMnldpwBlQQM7xEREREVNLkis5JdIFDpNdPt6UmZLXlDzbfkTU+w+5RNpMYB4Zd0izluAWZa8mbedgsAZPwfDyIiIiIiIiIiIiIiIqKsxKAgEyDIWHmPpBjeIyIiIrI3lQvgV0u3GBNFIDkaiA0xDfXFhupCf1q1vWdsKuGxbnlw0nSbTKmrzqcP9Rm25K2oa8nLkuBERERERERERERERERE9JxjeI+IiIioOBEEwKWUbinb2HS7VgPEh1luyZsYbu8Zm9JmANF3dYs5Du5mQn1ZtysASid7zpaIiIiIiIiIiIiIiIiIqEgwvEdERERUksjkgGd53VKxuen2jBSjlrwh0up9afH2nrGptHgg4rJuMcfV33JLXveybMlLRERERERERERERERERM8EhveIiIiIniVKJ8C3hm4xJopASkx2kM8w1BcTAsQ9ADTp9p6xqcQI3fLwlOk2mQLwKG8a6vOsqLvt7M2WvERERERERERERERERERUIjC8R0RERPS8EARduM3ZGyjT0HS7VgskPJaG+gxb8iY8BiDaedLGc1QDMcG6xRyVa84teVUu9pwtEREREREREREREREREZFFDO8RERERkY5MBniU1S141XR7RqquOl9MKBAbkh3qywr6pcbad77mpCcCkVd1izkuvmZCfZm33csBcv7zmIiIiIiIiIiIiIiIiIjsg3+dJCIiIiLrKB0Bn2q6xZyUWMsteWPvA5o0O07WgqQo3fLwtOk2QQ54lNO35FU5B6BsdAKSHXyRoioFaDX2ny8RERERERERERERERERPbMY3iMiIiKiguHkqVsC6ptu02qBxAjLLXnjH6HIW/KKGt2cYkMBAI4AmhhuvjoGcCsNuJcB3AIA97KAe+ZXt4DscaVjkUyfiIiIiIiIiIiIiIiIiEoWhveIiIiIqPDJZJlBtwAg8GXT7eo0IO6hQbgvRBrwS4mx84RNCaJGFzKMf5Tzjs6lMoN8ZXRfsxZ94K8M4Ohun0kTERERERERERERERERUbHF8B4RERERFT2FA1Cqim4xJzXeTKjPoD2vOtWes81Z8lPdEn7Z8j4qVzMV/AwDf2V1IUCZzH7zJiIiIiIiIiIiIiIiIiK7YniPiIiIiIo/R3egdF3dYkwUgcRIaUtew9vxDwFRa+8Z5yw9EXhyS7dYIlPqQn0WK/gF6G7LlfabNxEREREREREREREREREVGIb3iIiIiKhkEwTAzV+3VHjJdLsmA4h7IG3Da3g7+am9Z2wdbQYQe1+3WCQArn45VPDLXFQudps2EREREREREREREREREVmH4T0iIiIierbJlYB3Zd1iTlqCLiBn1JJX8/QuxJgQKLTpdp2ubUQgMUK3PL5geTdHD4NAX2bQTx/4yxx38tIFIYmIiIiIiIiIiIiIiIjILhjeIyIiIqLnm4Mb4P+CbjGQFB+Pvw8dgkqdAMeMGLxUqzyc1TFA/GMgPgxICNN9jQ8D0uKLaPJWSo3TLVHXLe+jcMy9gp+rPyCT22/eRERERERERERERERERM8whveIiIiIiCwRBKQr3ZGudIe6cmvA3d38fmkJulCfYaAvPgxIeAzEP9JtS4q079xtpU4FYoJ1iyWCXBfgM1vBzyDwp3S037yJiIiIiIiIiIiIiIiISiiG94iIiIiI8svBDfB1A3yrW95Hna4L8xkG+iQV/DLDf1q1/eZtK1Gjm2NCGPAoh/2cvC1U8DNo1evgzja9RERERERERERERERE9FxjeI+IiIiIyB4UKsArULdYotUCSVE5V/CLDwMykuw377xIidYtEZct76N0MVPBz7BNb1nA2QeQyew3byIiIiIiIiIiIiIiIiI7YniPiIiIiKi4kMkAN3/dUqah+X1EEUiNy7mCX/wjXXiuOMtIAp7e1i2WyJSZob4cKvi5ltYFI4mIiIiIiIiIiIiIiIhKGIb3iIiIiIhKEkEAnDx1i18ty/tlpGQG/AwCfcaBv8RwQNTaa+a202YAcfd1S05c/HKu4OcWADi42mfORERERERERERERERERFZieI+IiIiI6FmkdAK8K+sWSzRqICnSqEVvmGngT51qv3nnRVKkbnl80fI+Dh45V/BzKwM4e+vCkURERERERERERERERER2wPAeEREREdHzSq7IrlBniSgCKTEGFfvMVPBLCNO18i3O0uKAqDgg6oblfeQOuVfwc/XXPW5ERERERERERERERERE+cS/OhERERERkWWCoKtI5+wNlK5reb/0pOxwn6UKfomRAES7Td1mmjQgJkS3WCLIdAE+9zKZAb+y5gN/Sid7zZqIiIiIiIiIyCarVq3CoEGDctzn77//RqtWrewzITIrJCQElSpVynGfqVOnYtq0afaZkJ1VrFgRoaGhFre3bNkShw8ftrg9KCgIq1evzvEaoliMf1dJz4xWrVrhyJEjFrcHBgYiJCTEfhOifL+/FLXBgwdjxYoVAIC33noLmzZtKtL5dOrUCXv37gUAjB49Gj/88EORzqckYniPiIiIiIjyT+UC+FTVLZZoMoCE8MxQX1YFP+OWvY8BbYb95m0rUaubd8LjnPdzcAdcfHWLqy/g4mfmduZXBze26yUiIiIiIiIiyoPU1FRcv34d165dQ1RUFBISEuDg4ABvb2/Ur18fjRo1KtRrnzt3Drdv30ZUVBRSU1Ph5OQEf39/1KhRAw0aNIBSqSy06xeE0NBQnD17FqGhoUhKSoKDgwN8fX1RrVo11K9fH66urnk+t2H48FkOgwYHB+PKlSt48OAB4uPjodVq4eXlBS8vL9SqVQt16tSBXC4v6mmWCAkJCTh+/DgePnyIJ0+eQKFQoFy5cmjSpAmqVatWaNe9efMmrl69igcPHiAxMRFyuRxeXl6oVKkSGjdujFKlShXatfPi8ePHuHXrFu7fv48nT54gOTkZKpUKHh4eqFixIpo0aQJvb++inmaeabVaXLlyBdevX0dYWBiSkpKgUqng7e2NKlWqoEmTJnBzcyvqaUrcv38fd+7cwf379xEdHY3k5GQ4OTnBw8MDlSpVQvXq1QtszmfOnMH//vc/AIBCocCsWbMK5Lz5MXv2bOzbtw+iKOKnn37C0KFDUaNGjaKeVonC8B4REREREdmHXAl4ltctlmi1QPLTnCv4xYcB6Yn2m3depMXrlui7ue8rd8gM8vnogn2umaE/Fz+jcT/AyQuQ8Zd9RERERERERFR0jCua5af6W17OdeXKFWzZsgUHDhzAyZMnkZFh+YOgfn5++OCDDzBixAiUKVMmT3M0JIoitm/fjhUrVmD//v1IS0uzuK+Liwu6dOmCoUOHok2bNvm+dkFJT0/H8uXLsWzZMly5csXifnK5HA0bNkSXLl0wZcoUyGQyO86yeLt8+TKWL1+OrVu34tGjRznu6+zsjFdffRX9+vVDr1694OLiUiBzmDhxIubMmWMybm01wcOHD6N169b69fxUf8vvuf79919Mnz4dBw8ehFqtNrtPnTp1MH78ePTv3x9CAXwQ+vbt21i0aBE2btyIx48tf1BbEAQ0adIEAwYMwPvvvw9nZ+d8X9tWoaGhWLduHY4dO4YzZ87gyZMnuR7z4osvYsiQIRg4cCAUCutjQblVCQR0j4m7uzs8PT1RrVo1NG3aFN27d8dLL71k9XXMOXfuHBYvXowtW7YgJibG4n5yuRwtWrRAUFAQ+vbta9P9KyhXr17Fxo0bcezYMZw7dw5xcXE57i8IAl577TUMGjQI/fr1y9e1R40aBa1WCwAYMGAAqlevnq/zFYRGjRqhZ8+e+OOPP5CRkYGxY8di586dRT2tEoXhPSIiIiIiKj5kMl14zdUXKNPA8n6p8UbhPuMKfmG6EGBJoEkD4h7oltwIMsDZRxrqs1jdzwdQOBT+/ImIiIiIiIioRBs/fjw6dOggGatfv34RzcayR48eoVOnTjkGzoxFRkbi66+/xqJFi7Bw4UIMGDAgz9c/d+4chgwZgrNnz1q1f1JSEjZu3IiNGzeiTZs2WLZsGapWzaFrhZHSpUtj//79krGLFy9i3LhxNs3b0MmTJ9GvXz/cvZv7B041Gg3OnDmDM2fO4PPPP4ejo2Oer5tf/v7+WLt2rWTMy8vLpnOsXbsW/v7++ZrH/fv3MXr0aGzZssXqY5KTk7F//37s378fn3zyCT7//HOMHj06X4/n+fPn8f333+f5+OJCrVbj008/xZIlS3Ld98qVKxg4cCDWrVuHDRs22Pz8Z0lISMDnn3+OZcuWQaPR5Lq/KIo4ffo0Tp8+jZkzZ+LHH3/Ee++9Z9M1586daxJG69evHyIiIqw6fv/+/Zg8ebJN1zx16hROnTqFn376CWvWrEGdOnVsOj4noigiLi4OcXFxCA0NxYEDB/D111+jcePGWLJkCZo2bWrT+SIiIjBy5Ej8/vvvVu2v0Whw+PBhHD58GDNmzMCSJUvQvn17m665bt06pKSkSMZsOcdvv/1mU8U7URRx5MgRHDlyBKtWrcKvv/6K8uVzKHJgwe7du/HPP/8A0AUCJ0yYYPM5Cstnn32GP/74AwCwa9cunDx5Es2aNSviWZUcDO8REREREVHJ4+iuW/xqWt4nIzW7xW1Wq17jCn4J4YCY+y9pig1RCyRF6hZrOHrkEPDzlVb6U7myfS8RERERERHRc6h27dpo165dUU8jVzExMRaDey4uLggICICXlxdiY2Nx7949STAnPj4eAwcOREREBMaPH2/ztZcvX44RI0aYrfLn5OSEgIAAlCpVCpGRkXj8+DHS09Ml+xw6dAgNGzbEunXr0K1bN6uu6ejoaPK85KfC1MaNG9GvXz+T+6BUKlG2bFn4+voiPT0dERERCA8Pt+qcWq0WsbGxeW7RmZycDAC5VjMz91jY6tVXX0XFihXzfPzOnTvRr18/ixW2vLy84OvrCw8PDzx58gQRERH6+5clPj4ekyZNwpYtW3D69Ok8zUOtVuP999+3WKGupNBoNOjevTt2795tsq1MmTIoU6YMEhMTcffuXcn37L59+9C+fXscOXLE5iqGN2/eRLdu3XDr1i2TbTKZDH5+fihTpgxSUlLw+PFjxMbGSvaJiIhAnz59cOjQISxevNjqttiNGzc2GSuIMGxAQAB8fHzg4uKCxMREhISEIDFR2rHmwoULaNmyJQ4ePIgGDRrk+5o5OXv2LF555RUsXboUH3zwgVXHnDx5Ej169DD7nqNQKODv74+AgADEx8cjLCzM5P7dvXsXHTt2xJdffonp06dbPddXX33V6n2tJQgCypYti1KlSsHR0REJCQm4d+8eUlNTJfsdPnwYLVu2xOHDh1GhQgWbrjFlyhT97W7duhWr1rRNmzZFq1atcPjwYQC6ue7bt69oJ1WCMLxHRERERETPJqUj4F1Jt1ii1QCJkRYq+D3ODvypUyyfozhLjdMtT2/nvq/CyXyoL6uKn6tfdvjPyUtXJZGIiIiIiIiIqIjUqVMHAwYMQNu2bdGgQQPIZDJoNBokJCQgPj4ev//+O7755hs8fZrdnWHChAmoVasW3njjDauv8+OPP2LMmDGSMUEQ0LdvXwwcOBCtW7eGXC7Xb0tPT8e+ffvwyy+/4M8//9SPJyYmomfPntiwYQPeeuutvN/xPNi7dy/69u0rCXw1a9ZMX3XR1dVVsv/Tp09x+PBhbN++HZs3b7Z43lWrVuHzzz/H/Pnzba5Gtm/fPgwbNgx9+/bFjBkzbLtDdrZu3ToMHDjQpFJb48aN8cEHH6Bz584IDAw0Oe7mzZvYtm0bNm7cKKnYGBUVlee5fPvtt7hw4QIAXWg1KSkpz+cqSl988YVJcK9r166YNWsW6tatqx+Li4vDypUrMWXKFCQkJADQhcQ+/vhjScvt3Ny4cQMtW7ZEZKT0Q9H16tXDiBEj0LNnT5QqVUqy7erVq9iwYQPmz5+vvzYArFixAtHR0di4caPktV+Y5HI5XnvtNbRt2xavvfYa6tevD3d3d8k+Wq0WZ8+exYIFCySVKqOjo/Huu+/i0qVLcHCwrVOLucqsWaHdS5cuYdOmTZIwpFqtxtChQ1G+fHmT44wdP34cnTp1Mvkebt68OT766CN069bN5L3p1KlTWL9+PZYsWaIPSYuiiK+++gpxcXGYN2+eTfcvPxwcHNC2bVu0adMGLVq0QJ06dUyCyGq1GkeOHME333wjqaQaHByMAQMG6INu1jhw4IDkfeSjjz7K930oaMOGDdPfp/379+PChQuFHhp9VjC8R0REREREzy+ZHHAP0C1lTT8BCQAQRSAlxqCCX1h2JT/DsdRYu069wKlTgNj7uiU3MoWufa9xm17DgJ8+/OcLyK37FCoRERERERERUW66dOmCL774Isd2fO7u7hg8eDDefvtttGnTBsHBwfpto0aNQseOHa2qmnXo0CGMHTtWMlahQgWsWbMGr732mtljVCoV3njjDbzxxhvYsWMH3n//fTx58gSArtrYgAEDUKdOHdSsmUNHiQIUHR2NAQMGSIJ733//PcaMGQPBQheGUqVKoVevXujVqxcWLFhgNvCjVqsxdepUREVFoU+fPli7di2WLFmSayWpJ0+eYMyYMVizZg0AXUvRTz/9FL6+vvm4l4XnzJkzeP/99yXBPQ8PD/z000/o27evxccQAGrUqIEJEyZgwoQJ2Lp1KyZOnIibN2/meS43b97EV199pV//6quvTL4/S4I7d+7gu+++k4x9+umnmD9/vsm+Hh4eGDVqFF577TW0adNGX/nw119/xSeffIImTZrker2UlBT06NFDEtwTBAHTp0/HxIkTLVa0fOGFFzBjxgwMHToUQUFBOHjwoH7bli1bMHPmTEydOtWq+5wfnTp1QkREhEm40JhMJkPTpk2xZs0atGvXDkFBQfptt27dwv/+9z+bA185VWZ955138NVXX2Hu3Ln47LPPIIoiAN373MiRI3HlyhWL4caIiAj06tVLEtxzcHDAggULMHjwYIuvqxdffBEvvvgihgwZgn79+uH8+fP6bfPnz0fDhg0xcOBAm+5jXrz//vv47LPP4ObmluN+CoUCrVq1QuPGjfHtt9/i66+/1m87cuQI9uzZg9dff92qaxq+PgIDA21uFWwPPXr0QKlSpfSh+fnz52PlypVFPKuSgaUSiIiIiIiIciIIgLM34P8CUK090Hgg0Hoi0P0noN8fwMf/Ap+HApMeA5+cA4J2AW+tBF7/DnhtPNBoIFCjC1CuKeBVEVDa1s6hWNKqgcRwIOIycPcQcGkD8O9PwP4pwJ/DgHW9gGWvAT/UAmb4AN9UBH5qCqzsAmwKAnaPB458B5xdBdzYBTw4DUQHA+kl85PCRERERERERFT4fH198c8//2Dnzp05BvcMlS9fHlu2bIHMoIPA3bt3rap2lBV6ywqkALp2nn///bfF4J6xrl27Yu/evfDw8NCPpaSkoE+fPiatdQvL2LFjJaGlb7/9FmPHjs0xdGbIw8PD7L4KhQJbtmzRt5/cvXs3XnjhBcyfPx9ardbsudatW4datWrpg3u1a9fG1q1bi21wLz4+Hu+++67kufLz88Phw4fRr18/qx9DQBdquXTpktXtRI2JoogPP/wQaWlpAIDu3bujZ8+eeTpXUfvuu+8kYcjGjRvjhx9+yPGYRo0a4ccff5SMTZw40arrjRkzBjdu3JCMLV68GF9++aVVrajLlSuHXbt2mYTYZs6ciZMnT1o1h/woV65crsE9YwMHDkTv3r0lYzlV0cwrmUyG8ePHY9KkSZLxGzduYM+ePRaPGzRokOR9SalUYvPmzRgyZIhVr6vatWvj4MGDqFevnmT8k08+wb1792y8F7arXLlyrsE9YxMmTEDTpk0lY9Y+J6GhoZJKlX379pX8XCsuVCoV3n33Xf36b7/9ZtJ+msxj5T0iIiIiIqKCoHIGSlXRLblJTwKSooDEKCApMufbKTGFP/fClhKjW57cyn1fpYtRFb8cbjt56cKVRERERERERPTM8/f3h7+/v83HNWjQAJ06dZIEH/bu3Ztr1aLJkyfj0aNH+nW5XI7t27ejcuXKNl2/UaNGWLt2Lbp27aofO3/+PObNm4cJEybYdC5bXbx4EatWrdKvv/TSSwVaqa1p06Y4fvw4fv/9d3z22WcIDQ3FqFGjsH79enzxxRf6/UJCQvD666/jr7/+AqCr7Dd9+nQMHTrUqvBUUZk2bZokCCSTyfDnn3/muQ2kSqXCihUrsGXLFpuPXbRoEY4fPw4AcHNzw08//SSppliSbN++XbL+2WefWdV+dsCAAZg6dSoePHgAQNdGNDg4GJUqVbJ4zH///YelS5dKxkaOHIlhw4bZNGcHBwds3boVderUQWhoKABd9ckPP/wQly9ftinIaS/9+vXDhg0b9OvXr18vtGtNnDgRixYtkgS19u3bZ7ZF+e+//24S7Pv2229tamcOAF5eXti9ezdq166N+Ph4AEBCQgJGjBhh0pK5uHj77bdx+vRp/bq1z8n69esloejiHNzt0aMHFi9eDABIS0vD5s2b8eGHHxbxrIq/4vuTkIiIiIiI6FmlctEtXhVz31edDiQ/MQj1ZQb7EiOBpCeZt7PGowBRk/s5i7OMJCA2CYgNzX1fmVIX4nPxzQz1+Vq+7ewDyPm/wERERERERETPoxYtWkjCHPfv389x/6dPn2L16tWSseHDh6Nx48Z5uv4bb7yBN998E3/++ad+bOHChRgzZkyhhteWL18uWf/yyy8LpVrTu+++i+7du2Pu3LmYM2cOTp06he7du+u3v//++xBFEUqlEsOHD8fUqVPh6elZ4PMoSLGxsfj5558lY6NGjcLLL7+c73PbGry5f/++pMrc7NmzUa5cOYSEhOR7LvZ28+ZNhIeH69flcjm6dOli1bFyuRydO3fGsmXL9GNbtmzJMZBqXNGvbNmymDFjho2z1nF1dcX8+fPx5ptv6seuXr2KvXv3olOnTnk6Z2GqUkX6IfOs9t2FwcXFBa1bt8bWrVv1Y5cvXza7r/Fz0qhRI3zyySd5um7ZsmXx1VdfYdSoUfqxv/76C9evX0etWrXydM7CZBw0tfY5Wb9+vf522bJl8/yzKEt6ejr+/fdfBAcHIzIyEnK5HH5+fqhWrRpefPHFfP2caNWqFTw8PPQtrtevX8/wnhX4lwsiIiIiIqLiTKEC3MvoltxotboKd2YDfga3s4KA6pTCn39h0mYACY91izWcvHMJ+RlU91M6Fe7ciYiIiIiIiMhuvLy8JOtZoQJLli9fjpSU7N+bKJVKfPnll/maw1dffSUJ7z18+BCbN282aW1ZUFJSUiSBDx8fH3Ts2LFQrgUAjo6OmDx5Mt5//31MnjwZq1ev1rccFkURb7zxBubOnYvq1asX2hwK0rJly5CYmKhfV6lUVrdpLWhDhw7Vz6VZs2b4+OOPi2QeBcE4OFu1alU4OztbfXz9+vUl69u3b7cY3nvw4IFJlcMJEybY3O7UUPfu3dGoUSOcO3dOPzZv3rxiGd5LTU2VrBd2YNa4Kqm5YNq///6LU6dOScamTp1qVeVFS4YPH47Zs2fr2/CKooj58+ebVFwsDrLaXmex5jkJDQ3FlStX9OutW7fO8/WDg4MxZcoUbNu2DQkJCWb38fHxwXvvvYcpU6bAx8fH5msoFAo0b94cu3btAgAcO3YM8fHxcHd3z/O8nwcM7xERERERET0rZDLApZRuQc2c9xVFID3Riva9meupOf9Su0RIidYtUTdy31flZtCmN4eKfi6+gKMH2/cSERERERERFWOG7W8BXdvWnPzxxx+S9a5du+YpxGCobt26JqGfP/74o9DCeydOnJC0sGzRooVdWtQKgmC2hahMJiuWrUUtMQ599ejRI9/fA3nx66+/6tsNK5VKLF++vFCqJ9rL06dPJeve3t42HW/82r1w4YLFfbdt2yZpLaxSqdC3b1+brmdOUFCQ5HW8f//+YhlO+u+//yTr+a3WlhulUilZN9fW2fi91d/fH507d87XdRUKBfr16yep6Ldly5ZiGd47c+aMZN2a52Tv3r2S9ZYtW+bp2vPmzcNnn32G9PT0HPd78uQJFi5ciNWrV2PlypV5atHbsmVLfXhPrVbjwIEDxbrVb3HA8B4REREREdHzSBAABzfd4l059/3VaWba9Fq4nfwEELWFfx8KU3qCbokJzn1fucp8qM9c4M+5FCDL+ydJiYiIiIiIiMh2x44dk6znVP0tMTERFy9elIz16tWrQObRq1cvSejnn3/+KZDzmnP69GnJumHFstu3b2PlypXYu3cv7t+/j4SEBPj6+qJSpUpo37493n33XZsr5KWlpeGHH37A119/jYSEBElQTxAEbN++HXv27MEnn3yCKVOmwMPDI393sBAlJSVJnicAkjbA9hIZGYnRo0fr18eNG4e6devafR4FyTh4qNFobDo+IyNDsh4fH49Hjx6hbNmyJvseP35cst6yZctcg7vW6NWrFz799FP9ularxcmTJ9GhQ4d8n7ugpKSkmLSnHThwYKFeMywsTLJu7rE2fk66detWIKHiXr16Se5vVFQUbt26VawqfUZFRZm0Y7fmOTH++dWkSRObr/3ll19i5syZJuOenp4IDAyERqNBSEiIpNpofHw83nnnHfz8888YNGiQTdczDiUePXqU4b1cMLxHREREREREuVM4AB5ldUtutBpd+97EyMwqfk8MbhtW98sc16Tlfs7iTJMOxD/SLbkSdAE+41Cfkzfg7JX51Vv6VWV96xAiIiIiIqK80Gg0iI+PL+ppPPPc3d3z1RqQ8ubu3bs4cuSIZCynSk///fefScWogqpYZXyex48fIzg4GJUqVSqQ8xsyDu9VrlwZGRkZmDp1Kr755htotdIPXj58+BAPHz7EsWPHMH36dHzwwQf4/vvvrWoxunnzZkyYMAHBwboPQb744ouYPHmyPvD2v//9Dxs2bMDevXvxww8/YM2aNfjqq68wePDgYvmaOHnypMn3QF4CM/k1YsQIREdHA9C1l50yZYrd51DQjCvtZbU6tZa5/a9fv242vGccji2o13GZMmVQunRphIeHS65VXMJ7jx49Qv/+/XHr1i39WKtWrfDuu+8W2jVFUcTRo0clY8bvaykpKSah2IJ6Tho0aAC5XC4Jg/7zzz/FJrx369YtvP/++4iJidGPDRw4EM2aNcv12LNnz+pvy+Vy1KpVy6Zr79ixwyS4V6dOHXz//fdo166d/j04PT0d27Ztw9ixY/HgwQMAun8fDhs2DI0bN0a9evWsvqZxyNi44iCZYniPiIiIiIiICpZMrms56+IDoHbO+4oikBZvIeBnXN0vSrdviSbqKhMmP7H+EIUj4GQY7PMyDfgZf3XyZIU/IiIiIiKyWnx8PObPn1/U03jmjRw5El5eXkU9jQJ37949HDhwIE/HPn78uIBnY2rixIkQRVG/Xrt2bTRt2tTi/jdu3JCsu7i4FFgApGHDhiZj169fL5Tw3p07dyTrzs7O6Natm74Fa040Gg2WL1+OU6dOYffu3QgICDC737lz5zB69Gh9aMfFxQUzZ87Ep59+ivv37+v3q1ixIv766y+sXbsWo0ePRlRUFD766CMsXrwYP/zwA9q1a5ePe1rwjL8HXF1dUbVqVbvOYdu2bdi0aZN+fdmyZXB0dCy066Wmpub5dWxcqTInlStLO4CEhIQgKioKvr6+Vh1vLgQUERFhMpaUlISHDx9Kxsy9/vKqYcOG2LNnj379+vXrBXbu3KjVahw+fFgylpiYiIcPH+L48ePYvn07UlJS9NuaNWuGLVu2FGrb6o0bNyIkJEQy1qZNG8n6vXv3TConFtRz4uzsjOrVq0ueB3s+J4mJiTh58qR+XRRFJCYmIjg4GH///Tf++usvSSC4W7duWLZsWa7nTUtLw82bN/XrgYGBcHBwsHpeycnJGDx4sGSsffv22LFjh8l5VCoV3n77bbRr1w4tW7bE5cuXAehCfQMHDsT58+etvq6vry+8vb314WNb3iOeVwzvERERERERUdERBMDRQ7eUqpL7/hkpNrTvfQpAzPWUxZ46FUh4rFuslvm4Wgz5eRkFAjO/Kp11zwkRERERERGRldasWYM1a9YU9TTM2rRpkyQABQCzZ8/OMcSSFTbI4u/vX2ChF19fX8hkMknVO+PrFZTY2FjJ+uzZsyVVr1q2bImePXuiUqVKSEtLw9WrV7Fu3Trcvn1bv8+FCxfQo0cPHD9+3KS1pVqtRrdu3fDoka4Tweuvv44lS5YgMDDQ4pz69euHTp06YfTo0Vi7di0uX76Mbt26ITQ01Orwlj0YPye+vr6FGnwyFhcXh48//li/PnDgQJMgVEGLiIhA+/btC/UagC68V6ZMGUmL1d9//x0jRozI9djExETs3LnT7Lgxc68rSyHUvChdunSu1yssiYmJVj1X/v7+GDt2LEaNGgWlUllo8/nvv/8wdOhQyZi7u7tJq2l7PCeGgT17Pid37tyx6jkJDAzEpEmTMHjwYKveU+7fvy/5eVGuXDmb5rV27VpJuLVMmTLYvHlzjgFALy8vbN++HbVr19aHQC9cuICDBw+ibdu2Vl+7TJky+ucgMTERT58+LZC21c8qhveIiIiIiIio5FA6AZ7ldUtuNGogJdpC+14zt7UZuZ+zxBCB1FjdgnvWHyZ3MAr6scofERERERERlUy3b982CZT07NnTJFBizDjw4eHhUWBzEgQB7u7ukmCdvcJ7WcE9R0dHrF27Fr169ZJsf+uttzBp0iRMnDgRc+fO1Y//999/mD17tknLVoVCgenTp2PixImYN28e+vTpY9W8fHx8sGbNGvTv3x/Dhg1Dnz59ilVwDzB9Tjw9Pe16/bFjx+rDbb6+vpLn41nw5ptvYvHixfr1OXPmoF+/frk+zl9//bXZFu/WhvcK8rVsfC57BsWs4e/vj8mTJ6N///4FHtwTRRGxsbG4dOkSNmzYgP/9739IT0+X7PPZZ5+ZtEh+3p+TSpUqYdy4cejTp4/VYeCs9rVZbA07rlixQrI+ffp0uLu753pcxYoVMXLkSMyZM0c/tnz5cpvCewEBAbhy5Yp+/cGDBwzv5YDhPSIiIiIiIno2yRWAq59uyY2YGXbTh/oyq/dZup1u+kvBZ4ImLf9V/kwCfxYCgKzyR0RERERERIUkJiYG7733niToU65cOSxfvjzXYxMSEiTrLi4uBTo3FxcXSbDO+HoFxVygCdBVSjQO7mVRKpX4/vvvERsbi19++UU/Pm/ePIwdO9bksRg0aBB69OhhEtKxRocOHSTBjuKksL8HcnLw4EHJY//DDz88c4GX0aNHY+nSpfqKYo8ePUKvXr2wfft2i4/1mjVr8M0335jdZtgiNou511VBPo/G5yqs13FeRURE4NNPP8XkyZMxdepUjBkzJk/VIwcNGoRBgwbZdMxbb72Fzz//3GT8eX9OgoODMXz4cEybNg0//PAD+vXrl+sxcXFxknVXV1err5eYmCipturs7IzevXtbffz7778vCe8dO3bM6mMB07ka3xeSYniPiIiIiIiISBAy28h6AT7Vct8/PdlMqM+wfa/BtpTi9SnPgmevKn+Zzw+r/BERERERERUrU6dOxbRp0/J0bFBQEFavXl2g80lJScF7772Hu3fv6sdcXFywZcsWq0JQbm5ukvWkpKQCnZ/x+YyvV1AcHR2RnJwsGevYsSPeeuutXI/94YcfsGnTJn34MSYmBps2bUJQUJBkP5lMlqfgXhZnZ+c8H1uYCvt7wJLk5GQMHjxYv97h/+zdeXxU1f3/8fedyUz2BRJAdkRcwCqIYhVcoCoqdaNW61etilurta5V1GqVim1d6va1tlZbrdbaKiqo1a/VClTFnyjuQFVkXwQChOyZ5d7fH5MZ5k5mTWZL8no+HmPmnHvPuZ+ZRC4h75wzdWpSAZ90GD58uFavXt2psQsWLNCUKVOSPn/UqFG6/vrr9atf/SrU9+abb2rffffV9ddfr+OOO06DBg1SU1OTPvzwQz388MOh7a+Dq1eGB4GiBZqi/X+Vzs9jtv4/jqaqqkqWZYXapmlq586dWr16td5++2098sgj+uyzzyQFAmw/+9nP9Mknn+jxxx+Xw+HIWF0FBQW66aab9POf/zzqdWJ9TpJZCS4ZufycjBs3zvY58fv92rlzp7788ku9+eabeuSRR0L/f23dulU//OEP9d///lezZ8+OO2/kn+HFxcVJ1/TBBx/I7/eH2hMmTEgp/Lfnnntq6NChodX/Nm3apDVr1sTdGj1c5J/v2fpztLsivAcAAAAAQKrcJZJ7uNQniX+s8Hul5m2xt+xtqg0E/Jq3Bz629pLfQuzUKn8KrPIXL+DHKn8AAAAA0Gv5fD7NmDFD7733XqjP7Xbr+eef14QJE5KaIzKMls7VgizL6rDtZ1fCb/GUlZV1CH6EB8Piqaio0BlnnGFbqXDhwoUdwns9VSa/BuL5+c9/rlWrVkkKBF9+//vfZ+W6ufDLX/5Sn332mV566aVQ35o1a3TJJZfEHTdr1izNmzdPS5YsCfVF22432v9X6fw8Rs6Vqf+Pk+FwONSnTx/16dNHBxxwgC677DLdc889uvbaa0OBsieffFL77befrr322rRe2+Vyab/99tMJJ5ygCy+8UEOHDo15bqzPSbrCe/n0OXE6nerbt68OOeQQTZgwQRdeeKF++ctf6ne/+13onNtvv13jxo1LKlAdFB4QTGTNmjW29v7775/02KCxY8fatu5du3Zt0uG9VGoF4T0AAAAAADLL6ZLKdws8kuH3BVaxC4b5Yn7cYW/7PRl9GXmjdWfgsWNV8mPirfIXc8U/VvkDAABA71FRUaErrrgi12X0eOkKKCA6y7I0Y8YMvfbaa6E+p9Opp556SlOnTk16nsjAx5YtW2RZVqe2nIy0devW0Fahsa6XLmVlZdqyZYut78gjj0x6/JFHHmkL733wwQdpqy3fRX5Otm7dmvFrvvfee3rggQdC7VtuuUUjR47M+HVzxel06oUXXtC1116rBx54wLZCWDQul0uzZs3SDTfcoKeeesp2LNnw3jfffNOlmuPNlcugWCTDMHTNNdfI5/PZtq+dNWuWLrzwQvXp0yfpua699toOf346HA6VlZWpsrJSw4cPV1FRUVJzxfqcxAv8pSKfPydut1uzZ89Wc3OzHnvssVD/Nddco+nTp8vpjP5vkJGr17W2tiZ9zR07dtjaNTU1KVQcfUzknPFEbmedze3HuyPCewAAAAAA5BNngVRaE3gky7Ikb3OMoN+O2AFAVvmLj1X+AAAA0Es4nc6UfpgP5KNLL71UTz/9dKhtGIb+8Ic/pLSqkSTtvffetnZjY6O++uor7bXXXl2u8aOPPurQN3r06C7PG82AAQO0cuXKULtPnz4phTci34fIIGAiI0aM6LYrL+2zzz62dkNDg1asWKFRo0Zl7JozZ84MBTvHjh2rq6++OmPXyhdOp1P33HOPLr74Yt1999169dVXtXHjRts5paWlOvXUU3XVVVdp3LhxkqRt27bZzon2eSktLdXgwYO1YcOGUN9HH32k0047LS21R/6/nKn/j7vimmuu0R//+MfQnwNNTU2aM2dO0itwStKYMWN09NFHp6WekSNHyuVyyev1hvo++uijpFdFjae5uVlffvmlrS8fPye33HKL5syZo4aGBkmBlezefPNNHXPMMVHPjwymBsclo7Gx0dbuTHguckxXrl9ZWZny9XsTwnsAAAAAAHR3hiG5SwOPqhR+WzXuKn87YgcA/W0Zeyl5pbOr/NmCfX3iBADbPxZVBUKbAAAAAIBOue666/SHP/zB1nf77bdrxowZKc91yCGHyOl02lYC++CDD9IS3gvf6lOSBg4cqN13373L80YzevRovfvuu6F2qis/Rp6fyopL3d0hhxyigoIC+Xy+UN8HH3yQ0fBeXV1d6Pknn3wil8vVqXkiV4h84YUXdMopp3ShsszbZ5999Oijj0qS1q9fry1btqi5uVkDBw7U0KFD5Xa7Q+du3bpVtbW1oXZpaWnMkNZhhx2mf/zjH6F2ulaP3LhxY4dV3iZNmpSWudOpoKBAJ510ku67775Q36JFi1IK76VTcXGxxo8fb9vW/IMPPtDFF1/c5bk//vjjDqs35uPnpLKyUt/5znc0b968UN+iRYtihvciVyXctCn5X0wuKyuztZuamlKoNPqY8vLypMdGBnGHDRuW8vV7E/5lGAAAAACA3opV/tLP3yY1fhN4pCLRKn/FfeRUkSqbV8tTUCavs0SyzMTzAgAAAEAPd9ttt+muu+6y9d1www265JJLOjVfWVmZxo4dqw8//DDU99xzz+nMM8/sUp3BecJlMlwyZswYW7utLbVfxIvcnjFy+8aerLS0VOPHj9fixYtDfS+++KLOOOOMHFbVOwwZMkRDhgyJefyzzz6ztceNGxdzy9FJkybZwnsLFy7Utm3bVF1d3aUaI/8/djgcOuSQQ7o0Z6bssccetnY6tw7ujEmTJtnCey+++KIeeughFRR0LboU+Tnp169fWgLXmRC5HXa8z8nQoUPlcDhCq3KuX78+6etErqgcuWJlMsKDstHmjCc8vFdeXp5X2xjnI8J7AAAAAAAgeZ1d5c/0Sy110YN98QKArPIXUippcljb+tSQiioCwb/CysBH26OiY19hhf05K/4BAAAA6Mbuu+8+/eIXv7D1XXbZZbruuuu6NO+pp55qC++99NJLqq2tTWnb2Uiff/65bU5J+t73vtfp+RIZP368rb19+3b5fL6kQzKR2+R2NfDU3UyfPt0W3nv++efTEvxC1/zzn/+0tY8//viY55588sm66qqrQiuyeTwePfXUU7r88su7VMPjjz9uax999NEpr2yZK51d0TFdTj31VN1zzz2h9ubNm/XKK6/opJNO6vScPp9PTz31lK1v+vTpnZ4v2+J9TgoLC7X33ntr+fLlkgLb7La2tqqoqCjhvMOHD7e1P/nkk5RrixwTOWcsW7Zssa3Wuv/++6d87d6Gf6EFAAAAAACZ53BKpdWBR7LirvJXFzsA2FqXqVeRVwxZu0J/neUu7xjyK4wS+rOdU7XrnAJ3wksAAAAAQCY8+uijuvrqq219F110kW677bYuz33xxRfrtttuC60+5/V6NXv2bNv2k6mKDBkOHjxYp512WlfKjOvwww9Xnz59QgEKj8ejzz77TAcccEBS4yO3+N17773TXmM++9GPfqTbb79djY2NkgIrF95xxx268847M3K9hx9+WA0NDSmN2bx5s84++2xb3+uvv25rjx07tsu15Qu/369nn3021HY6nXG3xh42bJimT5+uOXPmhPruuusunX/++R22FE3Wiy++2CGEe+WVV3ZqrmxYs2aNrT1gwIAcVRIwceJETZgwQe+//36ob9asWfrud78bcwXFRB566CFt3rzZ1nfFFVd0qc5MWrt2ra2d6HNy4IEHhsJ7fr9fy5Yt6xDOjuaggw6ybQH//vvvq7GxMemv/RUrVmjdunWh9sCBA5Pe+jZyhcyDDjooqXG9GeE9AAAAAACQn1jlL/M8DYFH/YbOjS8oTn6lv6KqjucVFAU+zwAAAACQgr///e/60Y9+JMuyQn1nnXWWfve736mpqanL89fU1Oicc87RH//4x1Dfgw8+qB/+8Ic68MADU57v5Zdf1gsvvGDr++lPf9rlrSLjKSgo0AknnKAnn3wy1Pfcc88lHd4LD0lJ0uTJk9NZXt7r06ePLrjgAt1///2hvnvuuUennnqqvv3tb3dp7ldeeUXTpk2z9XVmztWrV3foO/rooztbVt774x//aAsTTZs2TYMGDYo75uqrr7aF99avX6+bb75Z9957b8rXb2xs7LBq3+jRo3XcccelPFc2WJall19+2daXDyugXXXVVbZtyD/88EM9+OCDnQrcbdiwQTfffLOt77jjjuuwbXi+aG1t1b///W9bX6LPyeGHH66//vWvofaSJUuSCu+VlZXpwAMPDK0g2tzcrGeeeUbnn39+UrX++c9/trWPPPLIpMYFawx3xBFHJD22tyK8BwAAAAAAepbOrPInSZ7mGEG/HXFW+dspyUo4dY/la5EaW6TGbzo33ulObqW/qCsCVkjuMsJ/AAAAQC/z8ssv65xzzpFpmqG+U045RY8//riMNH5/8Ktf/UovvfSSNm3aJCmw4tHJJ5+st956S7vvvnvS83z00UcdVkcbO3asrrrqqrTVGsvFF19sC+/94Q9/0JVXXplw+99XX31VH3zwQajtdDp16qmnZqzOfHXrrbdq3rx5oZCc3+/XKaecon/961/ab7/9Up7P6/Xqhhtu0HPPPadVq1aludqe7euvv7aFtFwul37zm98kHHfooYfqoosu0iOPPBLqu++++zR69GhdfPHFSV+/ra1N06dPt61k53Q69cgjj6T1z510euyxx/Tf//7X1teV7WnT5YwzztBf/vIXvfbaa6G+a6+9VqNGjdJ3v/vdpOfZsWOHpk2bpvr6+lBfWVmZ/vd//zet9abTPffco7q6ulC7pKQkYeD22GOPtbX/85//6KKLLkrqehdeeKFt++9f/OIXOv300xOuvrdmzRpbcFlS0teUpIULF4aeFxQU6Kijjkp6bG9FeA8AAAAAAECS3CWBR+WQ5MfEW+UvcmW/8LavNWMvo1vxe6Tm2sCjMwynPegXCvhVJbciYGGF5HCk9SUBAAAAyJwFCxbotNNOk9frDfVNnTpV//jHP1RQUBDaHjAdqqur9Ze//EXHHntsaIW/DRs2aMqUKXriiSeSWkno5Zdf1owZM7Rz585QX1FRkZ566im53e601RrLYYcdpu9+97v65z//KUnatm2bzjzzTL344osqKiqKOmbFihW64IILbH2nnXaa9thjj4zXm2+qqqr0j3/8Q4cddljoa+6bb77RkUceqd/97nc644wzkg5uLVy4UJdffrk+/fRTDR8+PJNldwtr165VTU2NSkpKEp67fPlyHX/88dq2bVuo79prr016dbX77rtPCxcu1Jdffhnqu+SSS7R161bNnDkz4QqY69ev14wZM/TGG2/Y+m+88UZNmjQpqRo6a+HChXrvvfd02WWXJfVeBT377LO65JJLbH2nnXZaXnztGYahxx9/XPvtt59qawP/HuT1evX9739fDzzwgC688MKE/18tX75cZ599tj799FNb//33369Ro0ZlrHYp8N7u2LFDM2bMkMvlSmqMZVn64x//qLvvvtvW/5Of/ETFxcVxxw4fPlz77ruvli5dKkmaP39+0rWeddZZuvnmm0PbCm/YsEGnn3665s6dG/MeVFdXp5NPPlnNzc2hvgMOOEDf+c53krqmz+fTO++8E2pPmjRJlZWVSdfcWxHeAwAAAAAA6KxsrfLXskNWS52M3rzKXzSWPxCKbNnRyQmM9iBfoi1/Y6wIWFghOfnnNQAAACAbPv/8c5100klqbd31y1C77babfvKTn+g///mPpMDKaC0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"text/plain": [ "
" ] }, "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", "

Summary

\n", "\n", "The table gives species generation-rate densities (mM/s) for 14 ordered species at 8 time points (0 s through 48.1638 s). Most species show smooth, monotonic trends (either increasing or decreasing) over the provided start-up interval. Magnitudes span from ~10⁻⁶–10⁻³ mM/s for trace gas/vibrational modes up to several mM/s for condensed-phase species.\n", "\n", "

Per-species time behavior

\n", "\n", "- H₂O(a): negative throughout, from −9.29682 at 0 s to −3.00768 at 48.1638 s; magnitude decreases (becomes less negative) monotonically (consumption diminishing with time).\n", "- H₂O(v): small positive rates, slowly decreasing from 0.00192554 to 0.00142203 mM/s (gentle monotonic decline).\n", "- H₂O*[C₄H₉O]₃PO(o): positive and steadily decreasing from 1.09551 to 0.482355 mM/s (monotonic decay).\n", "- HNO₃*[C₄H₉O]₃PO(o): near zero at 0 s then increases monotonically to 0.0976534 mM/s by 48.1638 s.\n", "- HNO₃*[[C₄H₉O]₃PO]₂(o): similar behavior to the previous HNO₃ adduct, rising from ≈5.3·10⁻⁶ to 0.0747478 mM/s (monotonic increase).\n", "- H⁺(a): negative (net consumption), magnitude grows (more negative) from ≈−1.07·10⁻⁵ to −0.172401 mM/s (monotonic increase in consumption).\n", "- N₂(a): small positive, slowly increasing from 0.00242574 to 0.00265994 mM/s (slight monotonic rise).\n", "- N₂(v): equal in magnitude and opposite sign to N₂(a), negative from −0.00242574 to −0.00265994 mM/s (mirror trend).\n", "- NO₃⁻(a): identical numeric sequence to H⁺(a), negative from ≈−1.07·10⁻⁵ to −0.172401 mM/s (monotonic increase in magnitude of consumption).\n", "- O₂(a): small positive, slowly increasing 0.00139164 -> 0.00142364 mM/s (gentle rise).\n", "- O₂(v): equal/opposite to O₂(a), negative from −0.00139164 to −0.00142364 mM/s (mirror trend).\n", "- [C₄H₉O]₃PO(o): large negative rates (net depletion), rising from −7.83553 to −2.88377 mM/s (magnitude decreases with time; still net loss).\n", "- [H₂O]₂*[[C₄H₉O]₃PO]₂(o): positive, decreasing from 2.64031 to 0.892309 mM/s (monotonic decline).\n", "- [H₂O]₆*[[C₄H₉O]₃PO]₃(o): positive, decreasing from 0.486462 to 0.123215 mM/s (monotonic decline).\n", "\n", "

Key observations

\n", "\n", "- Condensed-phase organophosphate species show the largest magnitudes: the free organophosphate [C₄H₉O]₃PO(o) is strongly consumed (large negative) while its hydrated adducts ([H₂O]₂·… and [H₂O]₆·…) are produced (positive) but with declining production rates during start-up.\n", "- Several pairs display near-exact opposite signs and nearly equal magnitudes (N₂(a)/N₂(v), O₂(a)/O₂(v)), indicating transfer between states or a conservation-related exchange.\n", "- H⁺(a) and NO₃⁻(a) share identical negative time-series here, implying synchronized consumption (same rate history) over the interval.\n", "- Small gaseous/vibrational components (H₂O(v), O₂(a/v), N₂(a/v)) operate at ≈10⁻³–10⁻⁴ mM/s, whereas condensed-phase chemistry dominates at ≈10⁰–10⁻¹ mM/s.\n", "- All trends across the 0–48 s window are smooth and monotonic; no transient sign reversals or oscillations are present in this interval." ], "text/plain": [ "" ] }, "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 = 7034\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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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HDhSV5R2VUFV563388ccoX768xrFR0XH27FksWbJEUu7j44Pr169rPc2xt7c3Ll26hO3bt4sSX4mI9MXJyQlHjhxROB3uH3/8YYCIyNAcHR0xc+ZMBAUFSUb8BoDXr1+jX79+yMzMNEB0RPqXkZGB/v37Y/bs2cjOzhY916BBA+zYsQMRERHYvXs3JkyYgCZNmiidptfBwQGtWrXC3LlzcfXqVTx69AhfffWVJOlp7969aNeuHaKjo/W2Xdo4ceIEtm/fLl+uU6cO5s6dq7P2161bh8TERFFZp06dMGnSpALrenl5Yd68eaKyrKwsLF26VGfx5ScnJ0dhXz///HOBI8oCwNKlS1G3bl1R2cWLFwt1VOHJkyfjwYMHkvLFixdj48aNsLOz06hdOzs7/Pjjj7hy5Qrc3d21DVOpjIwMHDx4UFQmk8mwe/duuLq6atSmiYkJ+vXrhyNHjugiRCIiIiKiIoGJhkRERERERDo0YsQI0fLRo0cRExOjVhvZ2dmSxIy87VLxlJmZiTFjxkAQBFF5rVq1cPLkSdjb2+usr2HDhiEwMBCNGjXSWZtERMo4OjoqHD3pf//7n2QKQvpwlCtXDmfPnlU4KvPNmzexZs0aA0RFpF9paWno3LkzDhw4ICp3dXXF9u3bcevWLQwdOhTW1tYatV+jRg2sXbsWjx8/Rr9+/UTP3bx5E61bt1b784e+xcfHY/To0fJlIyMjbNu2TWlypbpycnKwZcsWSbk6iYJTp06Fo6OjqOyvv/4qlGl7T506hdDQUFGZh4cHPv/8c5Xqm5ub4/vvv5eUb9iwQSfxFeTcuXPYuXOnpHzGjBmYNWuWTvrw8vKCn5+f3kYH9PX1lYxm6O3tDU9PT730R0RERERUXJkYOgAiIiIiIlIsJycHt27dQmhoKKKiopCQkAAHBweUKVMGNWrU0NkUU/qUnJyMhw8fIiQkBDExMUhKSoK5uTns7e3h7OyMJk2aoGzZsoYOU6eaNGkCDw8P3LlzB8DbxLI///xTramrjh8/joiICPmyk5MTevTooXCECG28fPkSDx8+RFhYGBISEpCWlgZbW1s4ODigUqVK8PLygoWFhU77FAQBT58+xZ07d/DmzRskJiYiOzsbpUqVgrW1NVxdXeHm5oYaNWrAxES7j6zh4eEICgrCy5cvkZiYiIyMDJQqVQpWVlYoX768vB9db2N+Nm7cKPkR0czMDLt370apUqV03p+bm5tKo6Co4tGjR3j06BEiIyMRHR0Nc3NzlClTBhUrVkSzZs0K5XUMDg5GYGAg3rx5g5ycHDg5OaFixYpo1aoVrKys9NJnfHw8/P39ERERgaioKGRkZMDJyQnOzs7w8vJCuXLl9NLv+yIjI3Hz5k2EhoYiISEBMpkMTk5O6NWrl8IR5PKKi4vDw4cP8d9//yEuLg7JycmwtLSEg4MDXFxc0LRpUzg4OOh9OwwtPj4efn5+ePPmDaKiopCTkwNnZ2f531LRFK/6YIj9uLB06dJFMiJUTEwMIiIiNH6vlMT99/nz57hz5w6ioqIQFRUFY2NjODk5oXz58mjRooXGyUdFlZGREbZu3Yp79+4hODhY9NzixYsxbtw4jUe6eiciIgK3bt1CVFQUIiMjkZubizJlysDFxQXNmzcvlH0kPDwc/v7+ePbsGVJTU+X7aMuWLeHi4qKzfpKSknD37l2EhIQgPj4eycnJMDU1haWlJZycnFC5cmVUr1690I5pJJaTk4MBAwbgwoULovL+/ftj8+bNWu/r73N1dcXevXvx119/YdSoUUhNTQUAPHz4ED179sTZs2dVmuq1MEyePBmvXr2SL0+ZMgXNmjXTWfsXLlzAmzdvRGVeXl5qJYmZm5tj2LBhWLVqlbwsPT0dhw4dwrBhw3QVqkJ79uyRlI0dO1atNnr06IGyZcuKXocjR44gNTUVlpaWWseYn5kzZ0rKGjRogIULF+q0HwcHBwwfPlynbb7z7NkzSZm2I80XRWlpaQgJCcHDhw8RHR2NxMREmJiYwN7eHk5OTmjYsKHOPj8WJCcnB7dv38b9+/cRERGB9PR0WFlZwcPDAx06dCiUGD5U2dnZuHnzJu7du4fo6GgYGRmhXLlyqFKlCpo3bw5jY2NDh0hERERFmUBERERERDpx/vx5AYDo4ePjo3Y7/v7+wmeffSbY29tL2nv/Ub58eWH06NHC48ePVW67cuXK+bapyuP8+fNK28/KyhL+/fdfYfLkyYKHh4cgk8kKbM/d3V2YO3euEBUVpfZrJQiCEBoaKmlz+/btGrWlbb8jR44UBEEQ1qxZIypv2LChWm13795dVH/KlCmCIAjCDz/8oNbfI6+oqChh8+bNQv/+/QUXF5cC/zZmZmZCmzZthL179wo5OTlqbUNejx49EiZPnqxSvwAES0tLoXXr1sLixYuFR48eqdzPy5cvhe+++05wc3NTqR8zMzOhadOmwqxZs4TAwECttrEgubm5gru7uySGCRMm6LVfbTx69EgYN25cgccOCwsL4eOPPxb+/fdftfso6D2cnp4urF69Ot+/qZmZmdCrVy/h/v37Otnu1NRUYdWqVUKLFi0EY2PjfLe9bt26wrJly4Tk5GS1+/Hx8VF6zsjNzRX+/PNPoXnz5kqPpcre/2lpacLBgweFMWPGCDVq1CjwfSCTyYS6desKP/74o5CUlKRy/EOHDtX6nDJ//nyFbc+fP1+yriaysrKEzZs3C61atcr3bymTyYQmTZoIq1atEtLT09Xupyjux+pQdA0zdOhQtduJjY1VuG137txRuY2SsP8q8uLFC+Hbb78VatWqlW+bpqamQuvWrYU9e/YIubm5KrevK3mPSwCE0NBQnbR98+ZNhdu8atUqjdqLjY0VFixYIDRq1Cjfa04jIyOhSZMmwsaNG4XMzEy1+8l7Dsz73jh48KDQvHnzfPfRpk2bCidOnNBoOwVBELKzs4UdO3YI7dq1E4yMjFTaP6tUqSJ88cUXwqFDh4S0tDStt/MdRccLdR+VK1eWt/fff/9J/n6aHH/y+vTTTyXH2IiICK3bLcj06dMl27ty5Uq99+vn5yeUKVNG1O/EiRP13q8qjhw5IoqrWrVqQmpqqvx5RcdjdT7jCIIgTJ06VdLG8uXL1Y712rVrknb69++vdjvqyM3NFZydnSX9vnnzRu22xo4dK2lHm2OPKi5fvqzwfX7p0iW99qtrS5YskWzDd999p/d+FZ131X3k9/1Hbm6ucPnyZWH69OlC06ZNBRMTkwLbc3V1Fb766ivh2bNnGm2TovPE++/pZ8+eCV9++aXS77zefSbS92ujC4o+J+vquknR9hSkoM8kb968EaZMmSKULl1a6Wvm7OwsTJw4UYiMjNTJdhAREVHJw0RDIiIiIiId0TbRMCoqShgwYIBKyXnvP0xNTYXJkyerlBihz0TDv//+W3ByctK4XUtLS2H9+vUqv17vFMVEw6ioKMHMzEz0XEBAgErtvn79WvLl/7sEDW0SDQcOHKjSjwrKHrVr1xaCg4PVfp1yc3OFOXPmSF4PdR4uLi4q9bV+/XrB2tpaq/1blR/iNXXx4kWFfWryuupbdHS0MHLkyAKT7BQ9fHx8hPDwcJX7yu89fO/evQKTct5/GBsbCxs2bNBq27ds2SKUK1dOo/103759avWlLNHwzZs3Qps2bQrsU9H7f+3atYKtra3G7wF7e3vhwIEDKsVf1BMNz549K9SsWVPtmCpVqiQcPHhQrb6K2n6sLl0lGmZmZircpsuXL6tUv6Tsv+9LTU0Vpk6dKlhYWKjdvoeHh3D37l2VtkdX9JloKAiC0K5dO0n7jRo1UquN7OxsYenSpfn+SK7sUaVKFeHChQtq9acsAS8+Pl5yc0hBj6FDhwpZWVlq9R8UFCR4eHhota+qckwxVKKhIAhC586dRc+XKlVKiI2NVet1el94eLjkGmbgwIEat6eqU6dOiT7LyWQyYfPmzXrv952AgADBxsZG1L+qx199iYmJEcqWLSuKKe97UBeJhs2aNZO0ceXKFbXjzczMFEqVKiVqp1y5cmq3o44HDx5IYq9evbpGbe3atUvSlr6T5UaOHCnps379+nrtUx9Wr14t2Y7PP/9c7/3qM5nuwoULQsWKFTVu18TERJgzZ47aNx3ml2j422+/CZaWlvn2y0TDtxRtT0Hy+0xy/PhxwcHBQeXXztHRUfjrr790si1ERERUshiBiIiIiIgM7unTp/D29sbff/8NQRDUqpuVlYV169bho48+QlxcnJ4iLNj9+/cRHR2tcf3U1FRMnDgR48eP12FUhuHk5ITu3buLyrZv365S3d9//x3Z2dny5SZNmuhkmuyrV6+K2lXXgwcP0Lx5c5w9e1atekOHDsWiRYuQmZmpcd+qmDt3LiZOnIjk5GS99qONo0ePSsq8vb1Rt25dA0SjXEhICJo3b46tW7ciJydH7foXL16El5cX/P39tYrD398fLVq0wMOHD1Wuk5OTg/Hjx2PLli1q95eVlYVRo0Zh9OjReP36tdr1IyIi0L9/f/zwww9q133fmzdv4O3tjUuXLmlUPzAwEImJiRr3HxcXh759+2LZsmUat1EUbN++HZ07d8ajR4/Urvv8+XP06dMHK1eu1DqOwt6PDS0+Pl5huY2NjUr1S9r+++bNG7Rt2xY//vgj0tPT1a5/584deHt748SJE3qIzjC++uorSVlgYCBevnypUv2kpCT06NED3333ndL9LT+hoaH46KOPsG3bNrXrvi8mJgatWrXCsWPH1Kq3c+dOtaZgDQgIgI+PD+7cuaNmhMXLxIkTRctpaWnYsWOHxu1t3rxZcg2j788YaWlpGDdunOiz3Ny5czF69Gi99vs+T09P/PXXX/JlQRAwatQorT4DaGvSpEmiqXzHjRsHHx8fnfaRk5ODoKAgUZmpqSmaNGmidlumpqbw8vISlb1+/Vqja0NVBQQESMpatGihUVve3t4qta8rgiDgn3/+kZSrO+1zUVC2bFlJ2alTp5CUlGSAaHQjNDQU4eHhGtfPzs7GokWL8Omnn+rkOLJy5UrRNO9UeI4dO4ZPP/0UsbGxKteJiYnB559/Xiw/kxAREZF+mRg6ACIiIiKiD11kZCRatWql8McLV1dX9O7dG7Vr14aDgwMiIyMRFBSEQ4cOISYmRrSur68vOnbsiKtXr8Lc3FxhX3Xq1EHp0qUBvE2keD8x0dTUFHXq1CkwXmtra5W2q3LlymjUqBHq1KkDV1dX2NjYoFSpUkhOTsarV69w+/Zt/Pvvv0hISBDV27hxI+rXr48JEyao1E9RNWLECBw4cEC+vHv3bvz4449K/zbv5E1IHDFihM5jMzY2hqenJ+rWrYtatWrB0dERtra2EAQBiYmJ+O+//3D9+nVcuXIFubm58nrJycn47LPPEBgYiIoVKxbYz86dO/HHH39IysuUKYOPP/4Y9evXR/ny5VGqVCmkpaUhKSkJoaGhuHfvHq5du6Zy4uyFCxewePFiSbmdnR0++ugjNGzYEBUrVoSVlRUyMjKQlJSE58+f4969e7hx44box099unDhgqSsbdu2hdK3qu7fv49WrVopfO2bNm2Kli1bombNmrC3t0dmZiZev36Nq1ev4uTJk8jIyJCv++bNG3Tt2hW3bt1SaV/J68WLF5g2bZo84cjExARt27ZFu3btUKFCBVhYWOD169c4f/48jh8/Lkkm+Oabb/DRRx/Bzc1Npf5yc3PRs2dPhck85cuXR4cOHdCoUSM4OTnBwsICsbGxCAwMxMmTJ/H8+XP5uoIgYN68eXByctIooSE3Nxf9+/fH06dP5WVVq1bFJ598glq1asHJyQkxMTEIDQ0VHV/yU7NmTTRo0AC1a9dGuXLlYGNjAzMzM/n7IDAwEKdPn0ZaWppoO2bNmoX69evjk08+Udp2pUqV0KBBAwBAbGys5IfM2rVrw8zMLN/4FP2oq60//vhD4bFTJpOhRYsW6NKlCypWrAgTExO8fPkSZ86cwfnz50X7kSAImD59OmQyGaZOnapRHIW9HxcFipKhjIyMUKVKFY3aK877b0REBJo3b45nz55JnqtXrx58fHxQt25d+XVZZGQkrl27hhMnToiSGpKSktCnTx9cvXoVjRo1yjee4qBdu3YwMjISXV8AwLVr19C3b99866ampqJt27a4deuW5Dl3d3e0a9cOHh4ecHBwgImJCaKjo+Hv748TJ04gKipKvu67xHIXF5d89xFlsrOz0bNnTwQHB8vLGjVqhI8//hhVq1ZF6dKlERsbixs3buDgwYOSa90///wTPXv2LHB7MzIyMHjwYElC5btjWatWreDu7g5bW1sYGxsjMTERMTExuH//PoKCghAUFKT2DUyqsLa2lr93AEgSvFxcXAo8tpcvX1603KVLF7i7u+PJkyfysk2bNuHrr79WO77s7Gz89ttvorK6deuidevWareljhUrViAsLEy+3KVLFyxYsKDAenFxcdi9ezeOHDmCR48eISIiAra2tihfvjyaNm2KwYMHo3Xr1pDJZCrF8cknn2D06NHyxJCHDx/iwIEDGDBggCabpZXDhw9j9+7d8uVKlSph+fLlOu8nLCxMksxdsWLFAo/hyri7u0tu+Hj06BHKlSuncYz5UXQzQrVq1TRqq1KlSjAxMRElhWly04Wq7t+/j4iICEl5+/bt9danvihK0oyNjcXo0aPxxx9/wNTUVC/9VqtWTX6cf/PmjeT1fP94q4yDg4NKfZUtWxaNGzdG7dq14ebmBltbW1haWiIlJQWRkZG4e/cuTp06hcjISFG9f/75B7NmzcKKFStU2ygFTp8+LboRxNzcHO3atUPbtm1RtmxZmJiY4MWLF7hx44b85sHCfG1KstDQUEyaNEl+XJDJZPD29kbXrl3ln9XDw8Nx8uRJXLlyRXTtIAgCxo4dCwcHB/Tp08cg8RMREVERZJiBFImIiIiISh5Npk7Ozc0VunTpIqlXqlQpYfXq1UqnqElNTRWmT58uGBkZSepOmTJFpXjzTlGVdwozdc2fP1+oX7++sHbtWiEkJESlOunp6cK6desk0ySam5sLL168UKmNojh1siC8ndavQoUKouf37NmTb5tXrlwRrW9hYSHExcXJn9dm6uTq1asLvXv3Fg4ePCjEx8erVCcsLEwYOHCgpM9PPvlEpfrVqlUT1TM2NhZWrFih0jTf2dnZwuXLl4UxY8YI7u7u+a7boUMHSYzffvutkJiYWGA/ubm5ws2bN4Vp06YJDg4Oeps6OTMzU+H00YcPH9ZLf5pITk4W6tSpI4mxW7duwv379/Ot+/r1a2Hw4MGSuk2bNi1wqi1F76X3pxjt0qVLvseUoKAgwc3NTdLG2LFjVd72efPmSeq7uroKe/fuFbKzs5XWy8rKErZs2SKZstvMzEyl6dLzTgf2/jSPjo6Owu+//y7k5uYqrJubm6vwvTRs2DChRYsWwubNm1WewjopKUlYsGCBZB8tU6aMkJqaqlIb27dv1+m0YZpOnfzff/8pnEK9Xr16wo0bN5TWu3//vtC8eXNJPVNTU8Hf37/AfovCfqwNXU2dPH78eEk7Hh4eKtcvKftvTk6O0L59e0mb3t7ewvXr1/OtGxcXJ3zzzTei6VeBt1P+qnJe05a+p04WBEGoV6+epA9VpvZUNL1qnTp1hNOnTys9VgrC2+vmpUuXCqampqK69vb2Ku1neadFfP+9XaNGDeF///uf0rqRkZHCxx9/LIm7Vq1aBfb7xx9/SOp5enoKwcHBBdYVhLfn5k2bNgmNGjXS6dTJeeWNUZUpxRX58ccfJW3l99oqs3//fkk769ev1ygmVSUmJoqm8ra2thaeP39eYL3t27cLTk5OknjzPry8vOR/97znR1Xiad68uU63VxXR0dGCi4uLKNZTp04pXFfbqZPPnj0rqd+uXTuNY1d0DbJ161aN2yuIomvonTt3atxe3veysbGxkJmZqcOI/8/vv/8uid3W1jbfY3JR1qRJE4Xvwfr16wt79uwRMjIy9Nq/pte/ymzfvl2oWrWqsGjRIiEoKEilOtnZ2cKuXbtEU54Db6c99/PzU6kNRdeV73/O6dOnT77HSEWfyXX92uhKcZg6+f3rllq1auV7LXrjxg2hdu3akjbKlCkjREVF6WS7iIiIqPgrGldiREREREQlgCaJhn/++afCLwHPnj2rUp+bNm2S1JfJZColReg60VDV5DVFgoKCJMmGqvzgLAhFN9FQEAThu+++Ez3fqVOnfNscMWKEaP3PP/9c9Lw2iYba/H0WLFgg2ccePnyYb53g4GBJrAsWLNCo/5SUFKXPJSQkiH60ACAMGzZMo35SU1P19qNYSEiIwh8KVE2kKQyKEoSWL1+uVhuKfgD6+++/862j6L307jFmzJgCExUFQRAeP34slCpVSvIjZ377zjtXr16VJG23aNFCrffM7du3JcewLl26FFhPUUIPAMHFxUW4d++eyv2/T5v3+pkzZwQTExNRLJs2bVKpblFJNPzoo48k9Zo0aaLS65KWlqYwOax+/foF1jX0fqwtXSQaBgcHC+bm5pJ2VqxYoXIbJWX/Xb58uaS9L7/8Uq1zzLZt27Q+JmuiMBINhw8fLuljwIAB+db5+++/JXV69uypVtLHv//+K0k2HD9+fIH1FCURAG+Tv2JiYgqsn56erjC50tfXN996ffv2Fa3v5OQkREdHq7y971PlOGLoRMPY2FjJMbBv375qt5P3BhQrKyshISFBo5hUtWrVKlGfS5YsKbDO7NmzlZ43FD2srKyE//3vfyolGgqCIEyfPl203p07d3S5yQXq37+/qP/8rs+1TTTctWuXpP6QIUM0jv23336TtKfK31RTHTt2lPR37tw5jdtr1aqVpL1Xr17pMOL/o2g/btu2rV76KgzHjx/P931oY2Mj9OrVS/jxxx+FS5cuCUlJSTrtX9fJdImJiRp/vn327JlQqVIlUSwDBw5Uqa6i68p3j8mTJ2sUDxMNVdvm/D6T1K1bV6XriOjoaKFu3bqS+iNGjNDFZhEREVEJYAQiIiIiIjKY1atXS8pWrFiBDh06qFR/zJgxGDdunKhMEASF7eqbnZ2dxnU9PDywZMkSUdnWrVu1Dcnghg8fLlo+e/YsXrx4oXDdlJQU7N27V1Smy2mTtfn7zJs3D15eXvJlQRAK/Pu8P/XrO6NHj9aof0tLS6XPPXv2TDLdqKb9lCpVSuVp6dSl7O/u7Oysl/7U9fLlS8nfdMKECZg+fbpa7SxYsAAfffSRqOz9KbLU0bRpU/zyyy8wMir4qwt3d3dMmjRJVJaYmIhr164VWHfRokWiKTzLly+PEydOqPWeadCgAX799VdR2cmTJyXTSarqt99+U2kqe0W0ea937NgRU6ZMkcRSXAQHB+PMmTOiMltbWxw+fFil18XCwgIHDx6UTPl59+5dnD59WqOYCms/NrRbt26ha9euoinUgbfvJ3WmES8J+29qaipWrlwpKvvkk0+wfv16tc4xw4cPx6hRo0Rla9asQWZmpk7iNCRF5z5l50ng7XXHwoULRWUNGjTA3r171ZoatVOnTpg/f76obPv27ZIpIlVRunRp7N+/X6UpGc3NzRVON/nvv//mWy/vtVSvXr3g6OioXqD/X37XUkWFvb09Pv/8c1HZ4cOH8fr1a5XbCAkJwblz50RlgwYNgq2trU5iVGbHjh3y/9vZ2eHLL7/Md/1ffvkFixcvVvics7MzateujfLly4uOGSkpKejRowfu3r2rUkx5j715z4/6tH//ftHnmnLlyun182lsbKykzNraWuP2FNWNiYnRuL2CFOf4w8PDJWUFTZ1elHXt2lVyLfG+pKQkHDp0CFOnTkWbNm1gZ2eHOnXqYOjQofjtt98QEhJSeMGqwMbGRuPPt5UqVZJ8vtm3bx8SEhI0jqdp06YG+a6KADMzMxw8eFCl6whHR0ccPHhQco31559/Ijo6Wl8hEhERUTHCREMioiIiJSUF586dw8aNG7F06VIsXboUv/76K06ePKnwSxsiIir+rl+/joCAAFFZ/fr1C/xhKq+lS5fC3t5eVLZ//35ERERoHWNhGjx4sOhL8MjIyCL3Rb26qlevjtatW8uXc3NzRT9Evm/v3r1ITk6WL7u5uaF9+/b6DlElMpkMX3zxhajs8uXL+dZJSkqSlGn643hR6EdbcXFxkjILCwu1EiT0KW/yiq2trcYJgvPmzRMtBwYG4tmzZ2q3s3z5cpiYmKi8/uDBgyVleY+xeQUHB+PEiROisiVLlqB06dIq9/vO559/jurVq4vKDh8+rHY77dq1Q7du3dSupytDhgwRLQcGBiI1NdVA0ahn/fr1krI5c+agQoUKKrdhZ2encN9X1LYqCmM/NoTU1FQ8e/YMBw8exMCBA9G8eXM8f/5ctI6ZmRl2796tVbKEuorC/rtt2zbRj7BGRkb4+eefNWpr3rx5omujN2/eFIvE04IoOsYmJiYqXf/48eO4d++eqOynn36Cqamp2n1/8803sLGxkS+np6fj5MmTarfz1VdfoVKlSiqv36lTJ5QpU0ZUVtB7O+81TlG8vtG1iRMnipazs7PVShjeuHEjBEEQleW9KUvX7t+/L0r+Gz58eL6JjSEhIZg2bZqozNzcHNOnT8eTJ08QERGB+/fv4+XLl4iIiMBPP/0EJycnAG+/Ozx48KBKcbm5uaFq1ary5fPnz6uzWRqLiorChAkTRGW//vqr5POqLqWkpEjKSpUqpXF7iurq81xSnONX9BlHk+voomTVqlWYM2eOSjeJ5Obm4sGDB/j9998xevRo1KxZE7Vr18aSJUuK3fcxinTp0kV+/AHeHpNv3LihcXsrV66EsbGxLkIjNU2aNAk1atRQef0aNWpIboDKyMhQ+n0WERERfViYaEhUTL18+RKHDh3CzJkz0b59e9ja2kImk8kfbm5uhg6xWDLE6+rr64tevXrBwcEBHTp0wPjx4zFr1izMmjULX375Jbp27YpKlSrB1dUVI0eOxP3793UeAxERGYaiUSXGjh2r0hfa7ytdujQGDhwoKsvKysKFCxe0Ca/Q2dnZSUa4uX79uoGi0Z28oxLu2LFD8gMo8DYx4X3Dhg3T2+h6msibQHXr1i1kZWUpXV/Rj+EFJSdqorD60VZaWpqkTNMf4d6NiqXOY8GCBfm2uX//ftFy//79RYkY6vD29pZsm7rHo+rVq6Nt27Zq1albty6srKxEZY8ePcq3Tt7ttrGxwYABA9Tq9x2ZTIYuXbqIyjQ5Do8cOVKj/nUl73s9OzsbN2/eNFA06sl7XjU3N9fo9fzss88ko5SdP39eMnpqQQprP9aXnTt3Kj2mWFlZwc3NDX369MGePXsk5wNHR0ccP34cPj4+hRpzUdh/8x5X2rdvjypVqmjUVsWKFVG/fn1RWXG7vlNEUcKRovPkO3lf0+rVq2u8b5UqVQrt2rUTlWnymqo7erKxsTEaN24sKivovZ33GqcoXt/oWsOGDdGyZUtR2ZYtW1Q6/qanp2Pnzp2ismbNmqFRo0Y6jTGv//3vf6Llvn375rv+smXLRPu7nZ0dzp07h+XLl4sSAwGgTJkymDx5Mm7duoXatWurHdv775PCSlofP348oqKi5MsDBgxAz5499dqnos8kFhYWGrenKFFPn6PJFuf4FR27tRmduCgwMjLCDz/8AF9fX7Wv4wDg4cOHmD17Ntzd3bFgwQKkp6frPshCYmRkBHd3d1GZpt/RVK9eHW3atNFFWKQBTWZ9GDNmjKRMk5sziIiIqORR/ZZqIjK4K1euYNWqVbhx4wZevXpl6HBKDEO9rgkJCZgwYQJ2796t0vovX77Etm3b4OXlpfE0akREVLRcuXJFUtanTx+N2urfv79kWpsrV65onDCjC4IgICAgAAEBAbh79y5evHiBpKQkJCYmKk1QyzttVN7RkYqjfv36YfLkyfJRaZ48eYJLly6JfvgLCQkR/XhsZGSEYcOG6TWu5ORkXLp0CXfu3MH9+/cRExODxMREpKSkiKaRfX/992VkZCAiIgKurq4K2/fy8oKRkZGordGjR+PYsWOoW7euzrajevXqcHBwEO07M2bMQI0aNUSjSRqaouTSouLZs2eSEQfz/sivDiMjI1SuXBnx8fHyssDAQAwdOlTlNjT5EcrIyAhubm6iUa8Kmtrr4sWLomVPT0+tftjNm0wUGBiodht5E2C0lZOTg2vXruH27du4e/cuXr9+jaSkJCQlJSE7O1ulNorDsfjNmzeSaUbbtWun0rSmeZmbm6NHjx6iETuSk5MRFBQET09PldsprP24KHFycsLQoUPx3Xff6WT0teK2/2ZkZEhG+tHmeAq8Pa7cuXNHvqzJcaWoUXSdkd/NFXmP1d7e3lr1r+2x2t3dXa2RUt+v976C3tvNmjUTJXRcvnwZs2fPxvfff6/WSKnFzcSJE0Wfk8LDw3H8+HH06NEj33p///235LOEOlO3a8rX11f+f0dHR7Ro0ULpunFxcZLvAbds2VLgPl2xYkUcPnwYjRo1UmtkuooVK8r/HxUVBUEQ9Hoj019//YUDBw7Il52cnDQe0VVb2mynorqFfS1fXOJX1G5RullOG97e3jh//jxu3ryJXbt24cCBA3jx4oXK9VNSUvD999/jxIkTOHTokEbnDX0IDg6Gv78/7ty5g2fPniExMRFJSUnIyMhQuP7jx49Fy5peV2mStEm6UatWLdSsWVPtejVq1EDdunVFn0v8/f2Rm5ur9g3SREREVLKU3G8kiEogf39/HDp0yNBhlDiGeF1fvnyJTp06KRyd0MXFBS4uLjA3N0dcXBzCwsJU/gGFiIiKl1u3bomWXV1dUbZsWY3aaty4sSSpK2/7hSUhIQE//vgj/vjjD42mS33f+4lKxZWVlRX69++PrVu3ysu2bdsmSjTMO5ph+/btUblyZb3EExAQgJUrV+Lo0aP5jh6kivj4eKWJhg4ODujRo4do6tjQ0FA0aNAAn376KQYOHIhOnTrlO7WcKoyMjDBkyBCsXbtWXhYTE4M2bdrgo48+wuDBg9G1a1fRlE+GoGhkkaKSPKQo6XnRokWi11RdeX+Qen8aUVXkHZVMVXlHUMnvNc7JyZGMyHHnzh00bNhQo74BabJ0QkICsrKyVJ7e08XFBeXLl9e4//e9efMGy5Ytw549e7Seuq04HIsVnfOaNGmicXteXl6SqcFu3bqlVqJhYezHRY2Pjw8mTpyodZJhcd1/AwICJCMXbdu2TaNp1N/J+4O+usfTokjR30TZNKGvXr1CWFiYqOzUqVNaHavfvHkjWi6K5yjg7ejW69atEyXyLFmyBLt378bw4cPRq1cvyYiXJUGfPn1Qrlw5vH79Wl62YcOGAhMNN2zYIFp2cHAolJuu3k/A8PT0zDf54tKlS6JknsaNG6Nfv34q9VOjRg2MHj0aP/30k8qx5Z3yND4+Xm9TGEdEREim2Vy3bp1kynB9UHSdpc3nHEV1zczMNG6vIMU5fkXH7uJw3aiOJk2aoEmTJli7di2ePHkCX19f3LhxA7du3cLdu3cL/Fv5+/ujXbt28PPzM9i00hkZGfj555+xfft2rWdL0vTvq841NOlW3hGV1eHp6Sk6zyUlJSEkJAS1atXSRWhERERUTDHRkKiEsLa2lowyQ9rTx+uamJiIzp07iz7U29vbY+bMmejXr5/kzvrMzEwEBgbixIkT+PPPP3UaCxERGY4gCIiJiRGVaTId1jvW1taoWLGiKLHPED9EHzlyBGPHjtU6KeCd4pRckZ8RI0aIEg3379+P9evXw8bGBjk5Ofj9998l6+taVlYWvv76a2zYsEHhSEKaKOjv8+OPP+LSpUui5KucnBwcPHgQBw8ehLGxMRo1aoQWLVrAy8sLbdq00SjBcs6cOTh69KhkNLMzZ87gzJkzkMlkqFu3Lry9veHl5YXWrVtrdEe/NpRNE5mZman2D39lypRBgwYNlD4fGxuL8PBwldtTNDLHkydP1IqpIHmPdwXRZBQ6QPpDbX7Te8fExEgSguLi4hAXF6dR38rExsbCxcVFpXXzTh+vqc2bN2PatGlITEzUSXvF4Vis6JynzXlV0Sjy6p5XC2M/1id7e3tUqlRJUp6RkYGYmBjR1JjvHDhwAGfPnsWhQ4c0Hp2zOO+/io6n4eHhah2TC6Lu8bQoUnScVXbjgaLXNCIiQmfXmoDhzlEF3VTasGFDTJ48WZJYFhYWhvnz52P+/PlwdnZGq1at4OXlBW9vbzRr1gzm5uYaxVdUmJqaYsyYMfj+++/lZf/++y9CQ0OVTkN++/ZtyWiiw4YN02qUYlUIgiC6Zioo8fPq1aui5YEDB6rV36BBg9RKNMy7LygbsUwXxo4dK3ovde/eXe3t05SlpaWkTNeJelZWVhq3V5DiHL+i42FJSzR8n7u7O9zd3eWzD+Tk5CAoKAiXLl3CwYMHcfnyZYWjPP73338YOXKkaMTPwnLlyhUMHTpUZ5/vNL2u0tXnHG117dpV7VmtfvvtN61uYDI0bb77UJRQGBkZyURDIiKiDxwTDYmKIRsbGzRu3BheXl5o2rQpvLy8EBoaqvMptj40hfW6fvPNNwgODpYv+/j44MCBA0pHfDAzM0OzZs3QrFkzLFiwoFj8yEdERAVLTEyUJHtpe3e7vb29KNEw78ha+rZ7924MGTIEOTk5OmvTUMkVuubt7Y1atWrh4cOHAIDU1FTs2bMHo0ePxsmTJ0Ujttjb26NXr1467T8rKwv9+vXDkSNHdN5uftzd3XH27Fn06dMHoaGhkudzcnJw8+ZN3Lx5U17m5uaG3r17Y9CgQSqPeuDo6CjvR9H0h4IgIDg4GMHBwdi8eTMAoGzZsvKRFd8fXVJf3p+67n1RUVFqT6M1YMCAfEfo2bFjB4YPH65ye4WRtKLuj6WqjgCojcJK1lFn27Ud4RMAVqxYgRkzZmjdzvuKw7FYUeKSNudVRcnB6p5XC2M/1qe800fn9fr1axw8eBDLli0TJYMlJCSgW7duuHDhAry8vNTqs7jvv0XxeFoUKUoSVHaeLIzXNG/SeUEK8729atUqGBsbY/Xq1Qqfj4yMlN/AAQAWFhZo06YNPvvsM/Tt2xc2NjaFFqsujRkzBkuWLJG/fwVBwKZNm7Bs2TKF6+cdzVAmk2HcuHF6jzMxMVGUvFfQ6PR5E2fVPUY2atQIJiYmKs988n7Cl0wm09sI37t27RJ9zrCzs8PGjRv10pciir5T1ebGcUV1tR2pNz/FOX5Fo9vrMhG8qDM2Noanpyc8PT0xZcoUPHjwADNnzsTRo0cl6x48eBD+/v5qv++1cf78eXTr1k2tKdcLoul1lS4+5+jC/fv31Z55o7gP8JF3RGVt65bkZGIiIiJSjfJx/ImoyOnevTvu3buH+Ph4nD9/HitWrEDfvn31Nq3eh6IwX9cLFy6Ipkb08vLCiRMnVP6yRyaTGWyKBSIi0q2kpCRJmbajDOStr6gPfXny5AlGjBghSTI0NTVFr169sGbNGpw9exaPHj1CbGwsUlJSkJubC0EQRI+SfF2TN/Fr+/btAKTTJg8cOFDno68sX75cYZJhhQoVMGHCBOzatQvXrl1DeHg44uPjkZ6eLvnbnD9/XqO+GzVqhODgYCxfvlxpEsH7wsLCsHr1ajRu3BgdO3bE7du3VeqnSpUquHHjBjZu3KjSHftv3rzBpk2b0LZtW3h5eWm8faqqXLmywpELAwIC9NqvKnQ9gl9xURS328REu/tBL1++rDBJy8rKCp9//jl+/fVXXLhwAY8fP0ZcXBxSU1MVHouLI12fVxXVLczzanFQrlw5fPnllwgODkbbtm1Fz6WmpqJv375q3ShXEvbfonhcKYr8/PwkZVWrVlW47of+mhobG2PVqlXw8/ND9+7dCzxPpKen4/Tp0xgxYgTc3NywdOlSlZPSipLy5ctLbrzZtm0bMjMzJesmJiZKZgDp0KGDxlNcqyMlJUW0XFAiTd6EdXVH+DIxMVFrRM33R1O1s7PT+jpDkYyMDEyePFlUtmrVKpQvX17nfSmjaORoRaOhqkrRKLSqjk6tCX3Hb2RkpLckU0Wfu27dumXw87Gh1K5dG0eOHMGCBQsUPv/+LAf6FhcXhwEDBkiSDI2MjNCpUycsXboUp06dwr179xAdHY3k5GTk5ORIrqt0dVOePo4/RYGi7VL3BgZFFN1YYmxsrFFb/ExEREREulYyr+yISih3d3dDh1AiFebr+s0338i/aDExMcFvv/2mcHoMIiIq+RSNLpL3hyp15a1fmCOYzJw5UzIVV+fOnbFt2zaUK1dO5XZKwig9ygwZMgSzZs2SJ2Neu3YNly5dwj///CNaT9fTJkdGRmLp0qWiMhMTE6xcuRITJ05U+Qt/bf42lpaWmD59OqZNmwZfX1+cOXMGly5dgr+/f77t/u9//0OzZs2wefNmDB06tMB+TE1NMXbsWIwdOxYBAQE4deoULl26hOvXr+c7BefNmzfRoUMH/PDDD5g9e7ZG21gQMzMz1KtXD7du3RKV37hxAz169NBLn6oqVaqUpOzkyZPo3LmzAaIpPIq2e8CAAdizZ48BotGNr7/+WlI2bNgwrFmzRuUblorrcVjX51VFdYvryGD6Zmdnh6NHj6JFixa4d++evPz58+f4+uuvJQn1ypSE/VfRcWXDhg2FMrJacREXF4dHjx5JypWNYqzoNZ0xY4bSke1KKi8vLxw9ehSRkZH4559/cP78eVy5ckXhiNHvxMbGYtasWThy5AhOnTpV7G5cnThxIvbu3StfjoqKwv79+/H555+L1vvjjz8kx2xDveeMjIrWuA7+/v7y/+sr8TItLU2SEPzzzz/j559/VrmN58+fS8pGjRoFa2trUdm4ceMU/m0VTamt7ohlBcWjbNpuXdBl/Lm5uXj58qWozNXVVW8jsTZu3FhSlpCQgEePHn3QU6vOnz8fV69exenTp0Xl//vf/wothiVLliAqKkpU1qRJE+zevVut44Ghr62KOkXnVl2MgKioDUUjrquCn4mIiIhI15hoSEQqSU1NxZUrV/Dy5UtERkbC2NgYzs7OqFOnDjw9PSGTyQwdYpHn7+8vmsqvZ8+e8PDwMGBERERkSLa2tjAyMhJNn6zt9CN566sz2oU2UlJScOzYMVGZp6cnjh49qvYPGiV51JqyZcuiS5cuosTCgQMHiqYe8vDwUPhjjTaOHj0qGcVg+fLlmDJlilrt6GIqbplMhjZt2qBNmzYAgOzsbNy+fRu+vr44e/Yszp8/L/khIzMzEyNHjkSVKlXk9VTRuHFjNG7cGLNnz0Zubi7u3bsHX19fnD9/HqdPn5YkHgqCgDlz5sDNzQ2DBg3SelsV8fHxkSQaXrx4US99qUPRCCeFPfW6IZS07X78+LFoGnLg7ejt70ZPVVVxfQ0U/fCmzXlVUd3COq8WRzY2Nvjjjz/QtGlT0ehpO3bswJgxY9C8efN865eU/bekHVf04X//+59kpCuZTIYWLVooXJ+vqZizszNGjBghvzElIiICly9fxqVLl3Dy5En8999/kjo3btxA//79JQkvRV3r1q3RoEEDBAUFycs2bNggSTTMO0Vv+fLl8emnnxZKjHlHeioouSTvuSoqKkqtZKycnByVPy+9fPlSdFzt0KGDyv1o6/2/maaePHkiKXvz5o3CdStXrgwLCwvRKGLh4eHIzMxUOKK4Jn3rM2lO0aiAjx8/1qit58+fS6a21WfsderUgbOzMyIjI0Xl586d+6ATDQFg8uTJkuPukydPkJOTo/HIdOrIe/NUxYoVcfbsWbWn0S1p59ywsDCdtqfrzyD5taFpoqE6I4yrUre43bhAREREule0brEjoiLnypUr6Nq1KxwcHNCpUycMHz4cM2bMwNSpUzFkyBA0adIEZcuWxbx58zhkegHyTo0wePBgA0VCRERFgUwmk/xw+uDBA43bS0lJkYy8oK/pkfK6dOmSZDTD7777Tu0kw/DwcMmPIiVN3tEKX716JVrOO72yLpw5c0a0bG9vj0mTJqndztOnT3UVkpyJiQmaNGmCr7/+GsePH0dkZCQ2btwomWotJycH06ZN07gfIyMj1K9fHxMmTMC+ffsQGRmJ3bt3o0aNGpJ1Z8yYobcpBhWNXHjlyhXcv39fL/2pStF0bdqMAlNclClTRnLDVHHe7rzvdQCYN2+e2u3o471eGMqUKSMp0+a8quh9WVjn1eKqUaNGmDhxoqhMEARMnz69wLolZf/9UI+n6vjpp58kZU2aNFE6AjZf0/y5uLigT58++OmnnxASEoKAgAB89tlnkvXOnDmDkydPGiBC7Xz55Zei5cuXL4tGTr18+TKCg4NF64waNarQpui0sbERfebJO5JcXq6urqLlvAnWBQkKClL589KWLVvkI6kDwEcffaRWX8WJiYmJ5GbuzMxMBAQEqN1WVlaWaCRI4O0NY+qM0q8uRTeaXbt2TaO2rl69KilTNmKsLshkMnTr1k1SvmnTJr31WVw0bdpUUiYIAmJiYvTe94MHDyTTb0+ePFntJMOsrCytpvH+ECj6fPDw4UOt21X0OUbTzyIhISEax6FoFGpnZ2eN2yMiIqKSgYmGRKRQSkoK+vfvj1atWuHkyZOS5IH3RUZG4ocffkCNGjUkX8TQ/zl+/LhouW3btoYJhIiIioy8X/i/ePECERERGrUVEBAgGh0RUPyDhT6Eh4dLylq3bq12O5r+mFKcdOvWTemXsmZmZnq5ESHv36dZs2YaTZ1VGH8fa2trjB07Frdu3ULFihVFz/n5+Snc1zRhbm6OgQMHIiAgAI0aNRI99/LlS1y/fl0n/eTl4+ODqlWrSsp//fVXvfSnqmbNmknKLl26ZIBICpeFhQUaNGggKgsJCdH4OGxoed8fFhYWaNKkidrtFNdjsaIf0dVN4Hifos+2hXVeLc7mzJkj+RHb19cXp06dyrdeSdl/mzRpIpk69UM4nqrKz88Ply9flpR/8cUXSutUq1ZNMpro1atXRQlU9H88PT3x119/YfHixZLnDhw4YICItDNo0CDJyEkbNmxQ+H8AMDY2xujRowsjNABvb2apXLmyfFlRQsb78o7c+ffff6vVX94RypQJCwvDypUr5ct16tQp8d9DKvr8qeh4U5DAwEDJaPDqjKquiVq1aklumAgJCZGMEqgKRdus7/jz3kwHAHfu3MGVK1f02m9RpyyprzASoXX1HU1gYKBopFCSUvQZ5M6dO1q3mzeJHtD8s4gmSdfK6trY2Ci8YZOIiIg+LEw0JCKJyMhI+Pj4YN++fZLnXF1d0bhxYzRs2FAyVPubN2/Qtm1bjb7EKenevHkjuvvPzc1N/mVDcnIytm/fjk6dOsHNzQ3m5uYoU6YM6tevj3HjxuH48eOSaYWIiKhk8Pb2lpTt379fo7YUnbcVtf++vF9wa/qDbXR0tKRMk+kl1f2hrTgyNTVVmkzYvXt3vYyWlffvo8nfJjo6GufPn9dVSAVycXHBt99+Kym/e/euTvuxtrbG/PnzJeW6+GFAEZlMpnA0yS1btuD27dt66VMVHh4ekgTYS5cuFcpoG4amaHSfgwcPGiAS7enivQ4Ae/fu1aieoh9NCzMRyMXFRZLIe/78eY2me8vMzMTRo0dFZdbW1pLRkkjK0dERX3/9taRc0bH2fSVl/3VwcJD8CPzw4UODj1xbFCQnJ2PYsGGScjs7O4Xl7xgZGUmmfE1OTi520wAXthkzZsDR0VFUpq/rm7xTgOry2G9paSkZ8fuPP/5ASkoKoqOjJZ+dunfvLhk1UN/enx72+vXr+X6H16ZNG9FUvjdu3JCcb5R59uyZSqPEJSYmom/fvqJkue+//16SBK0rpUuXhiAIWj2GDh0qaff8+fOS9RYsWKA0js6dO0vKNPlsraiOorZ1SSaToVOnTpJydZODs7OzcfjwYVGZhYUFfHx8tAmvQC1btlR4c8CkSZNK/IwF+VF085KZmVm+09/q6nqkJH5HY+jPGsq0bNlSUnby5Emtf8/5559/VOpLFQ8ePNBoVMOQkBDRKMIA4OXlpbfzCRERERUfvBogIpHc3Fx89tlnojuVypQpg5UrV+L169cIDw/HzZs3ERgYiOjoaFy+fBnt27eXr5uamoqBAwd+ED9KqiPvaBjvfgA7e/YsatasiREjRuDMmTN49uwZMjMzER0djeDgYGzatAndunWDl5cX/Pz8DBE6ERHp0ccffywp27x5s2RkwoIkJCRg9+7dojJTU1O0a9cu33o2Njai5eTkZLX6fcfKykpSpuiL7fw8efIER44c0aj/4kbRiA/5lWsr799H3b8NAPzyyy+FPpLB+z/avpOQkFBs+3ln/PjxcHNzE5VlZmbi888/R1pamt76zY9MJpNM65yamqpwesuS5tNPP5WU/fjjj3qbPluf8r7X4+Li1D6fXLx4UeMRL/KeUwDNzyuayntezcjIwPbt29Vu5++//5Z8pm3fvr0kmYYUmzJliuRHdD8/P4U/mL5TkvZfRceVZcuWadRWSZGTk4Phw4crnAZw3rx5Cl//9yl6TZcuXaqz+EoiY2NjVK9eXVSmr+sbXX2mUObLL7+ETCaTLycmJmL37t3Ytm0bMjMzReuOHz9ep32r4v3Ej+joaAQFBSld19HREQMGDBCVDR8+vMAZYqKiotC7d28kJibmu96TJ0/QsWNH0bGwU6dO6NOnT771SoJ27dpJplr38/NT62aezMxM7NixQ1RmYWGBXr166SDC/Cma8lzd6YePHTuG169fi8o+/fRTWFpaahWbKhSd5wIDA/NNDtVEbGysRtd2hnDu3DlJWZUqVUTHs7x0dT2ii+9o4uPjsW3bNrX71pei8FlDkcaNG8PW1lZU9uLFC61u1Hz8+LFklG5jY2OtRifdsmWLTup06dJF4xiIiIio5GCiIRGJrFy5UvQhqFmzZggODsbUqVNRtmxZ0bpGRkZo2bIlzpw5g4kTJ8rLX7x4gYULFxZazMXB48ePRcu2trbYtWsXOnXqhFevXhVYPyAgAD4+Pjh06JC+QiQiIgNo2rSp5M7/O3fuYOPGjWq1M3v2bMmITf3791c6Re87eZMA4uPjERcXp1bfAFCuXDlJmTqjzOTm5mLEiBFF4m70wlC3bl1ERETg9evXooe+vrDN+/e5evUqUlJSVK5/7949g/yYn/dHMgCSKcWKUz/vmJubY9OmTZIfmB48eICuXbtq9B7UhZkzZ0pGiVi+fDlu3LhhkHgKS8uWLSVTCT59+lThiJpFXd73elpaGnx9fVWun5qaijFjxmjcv6LRWZ4+fapxe5qYMGGCpOyHH35Q+D5XJjExETNmzJCUKxqNlBSzs7PDN998IynPb1TDkrT/Tpw4UTLV665duz7Yz/OvXr1C+/btFY4S1rx5c5XeWwMGDEC1atVEZb6+vlizZo3O4iyJ8h779HV9k/f9o+tjv7u7u2REuV9//VWShFWtWjWFIxXrW97riLw3gOX13XffwdzcXL4cGxsLHx8fzJo1C6GhoaJ14+PjsXXrVnh6euLWrVsK2xMEAffu3cM333yDBg0aiJIWa9eujb179+ab2FRSKJs2+7vvvlO5jdWrVyMqKkpU9tlnn0mO6frQuXNnyc1IQUFBKo8ol5mZqfA8W1jJtx06dMCQIUMk5UuXLhVN460NPz8/NG3aFBcvXtRJe3ndunVLrWuP/GRmZuLHH3+UlH/yySf51tPV9Yi239EAb69n4uPj1e5bX4rCZw1FzM3NFR57pk2bpvF3XIquo/v06YPy5ctr1B4A/Pzzz5LfqPLz+PFj/Pzzz6Iyc3PzfEehJiIiog8HEw2JSC41NRUrVqyQL5crVw4nTpwoMEnByMgIa9euRfPmzeVl27ZtK1IfRA0t72vx33//YdSoUfIh9F1dXTFz5kzs2bMHx44dw4YNGyRfPKSnp0tGmyQiouJP0ReIU6dOxaVLl1Sqv23bNvz666+iMplMpnDawrzq168vKTtx4oRK/b6vdevWkrJFixYVOOIG8DbJcOzYsSpvb0nh7OyMsmXLih76+gEw798nOTkZ33//vUp1w8LC0KNHD2RkZKjd744dO3DgwAGNvlzPysqS7NdGRkaoV6+eZN2jR49i+/btGsUIQOGofQ0aNNCoLVV16tQJ06dPl5RfuHABLVq00Pp67/2p8lTl7u4umZowMzMTn376Ka5evapRHDk5OdizZw9mz56tUf3CsmjRIsn7b926dZg/f77GU14FBwdjyJAhhZo4quhYPHv2bJWmrEtLS0O/fv00mlLrHUXvT03OKdqoV6+eZOrBhIQE9OrVS6URTzIyMtC3b19Jco6Hhwc6duyo01hLuq+++koybeutW7ckUzq+U5L2Xzs7O0ybNk1UJggChgwZotXozSdPnjTIaG2aio6OxrJly9CwYUOF13murq7Yt28fTE1NC2zLxMRE4bXL9OnT1R7x631Xr17F559/rnF9fUpOTsa0adPw/PlzjeofOXIEz549E5Xp6/om72eKixcvqnVTiyrev8EZAG7fvi1JMBkzZoxBEuqaNWuGihUrypd37tyZ70jgtWvXltzEk5aWhqVLl6Jq1aooW7Ys6tati8qVK8PJyQmjRo3CixcvAADW1tbo16+fqG6ZMmVQr149rFmzRvS6e3h44MSJE7Czs9PFZhYLkydPlox6durUKfzyyy8F1g0ICJCMvmdiYoKZM2eq3P+wYcMgk8lED1VH9FPW18SJEyXvZUVmzZqFu3fvispat26t92mT37du3TrUrl1bVCYIAqZPn44vv/wSSUlJGrWbkJCAb7/9Fi1btsSTJ090EapCISEhaNOmDdq3b49z585p/DkgKysLw4YNQ3BwsKhcJpNh4MCB+dbV1Xc0jRo1grW1tajsp59+kh9LCrJw4UL8+eefaverT7p6bfThq6++klzP3Lp1C+PHj1d7hO6FCxfi2LFjkvKpU6dqFWNGRgZ69+6t0ufTuLg49O7dW/Idy+effw4nJyet4iAiIqISQiCiEuH8+fMCAPmjcuXKarexYcMGURubNm1Sq/6RI0dE9ffs2aN2DEWNLl5XQRCEyZMni9p5/zFs2DAhJSVFYb1z584JpUuXFq1fvXp1ISsrS4utIiIifcl73gAg+Pj4FFiva9euknpWVlbCzz//LOTk5Cisk5aWJsycOVMwMjKS1P36669VivfVq1eS+i4uLsLhw4eFzMxMdTZdaNWqlSSO5s2bC2FhYUrrPHz4UPjoo4/k65uYmAiWlpaiNoYOHVpg36GhoZK+t2/frlb8mlDU78iRI/Xa5w8//CDp8/z58/nWefTokcL9ZM6cOfleU+zevVsoW7asfH1bW1u1+v7qq68EAIKbm5swe/ZsISAgQKVtDAsLEzp37izpq1OnTgrXX7NmjQBAcHZ2Fr7++mvB19dX6fvmfVFRUcKQIUMk/dSoUUOlOLWVm5srDB48WOk1Yvfu3QVfX18hOztbpfays7OFixcvCgMGDFD4954/f36BbSQlJQn169eX1DU1NRWmT58uvH79WqVYbt++LcyePVtwc3MTAAiffPJJvuvr8j3s4+Oj9jFYEARhwYIFCv8Obdu2FS5duqRSG9HR0cKWLVuEjh07CjKZTAAgREVF6SVeRbKzs4XKlStLtqFbt275xuHn5yc0adIk3/e6KvuPIAhCrVq1RPWMjY2F1atXC/Hx8Wpvz/z58yVxqOLx48eCtbW1pG7Dhg3zPQ49ePBA8Pb2Vrj/+/v7F9hvUdiPtaHoGkaVc3B+li5dKmmzQYMGQm5urmTdkrb/ZmVlCR07dpTEIpPJhNGjRwtPnjxRqZ2QkBBh8eLFQt26dQUAQt26ddWORV159z8AQmhoaIH10tLShOvXrwvr1q0TBgwYIFhYWCg9x1WpUkV4/Pix2rENHz5cYXu9e/cWgoKCVGojPDxcWLt2rdCsWTMBeHvNXZC8+6am7w11jmtxcXHy/bBnz57Crl27VNoXc3JyhO3btys8Dl69ejXfuppu57JlyyR9ffLJJ8L9+/dVqq+K3Nxcwd3dXek+ZW5uXuA5V59mzJghimfdunUF1pk6darS7VH0sLKyEs6dO6dwP8r7GDFihJCamloIW64bQ4cOlWxDQZ9xlHn32SDvsXfRokVKP/scOXJEsLGxkdSbOnWq1tuh6jlIEN6eCz09PSVtlCtXTun7NyUlRRg3bpykjomJiXD79m214teFp0+fChUqVFC4Xzo5OQmrV69W+b16//59Yfr06YKdnZ1Or0+U+euvvyTnqjlz5gj37t1TqX5OTo5w8uRJoUGDBgq3f9iwYQW2kZmZKbmWsbKyErZv3672e1rRZ80aNWrke758+fKlMHDgQFGdvPGocl2q6LpS0/f0O7p8bfRB0bkQgNC+fXvh5s2bBdYPCQkR+vXrp7CNSZMmqRyHos8k71+T1alTR7hx44bS+n5+fvLrzvcfZcqUESIjI1WOg4iIiEo28bxIRPRBe/8OMBMTE3z22Wdq1e/QoQOMjIzkd2n5+vpiwIABOo2xuFI2ekb37t2xbds2pXdct2vXDkeOHEG7du3kr+t///2HvXv3Ftm77omISH3bt29Hw4YNRSMopaSkYNKkSVi5ciV69+6N2rVro3Tp0oiOjsbt27dx6NAhREdHS9ry9PRUeZrbcuXKoXPnzqJrgIiICPTs2RNmZmaoWLEirKysJOep3377TTLl8/fff48OHTqIyq5fv44aNWrg008/RatWrVC2bFmkp6fj5cuXOHPmDHx9fZGdnS1ff968edi6datKIzaQ6mrUqIHBgwfj999/F5UvWrQIO3bsQN++feHh4QFra2vExsbi0aNHOHr0qGi0CEtLSyxfvlyjkZTCwsKwePFiLF68GOXKlYOnpycaNmyI8uXLo3Tp0jAzM0NycjLCwsJw9epVXLhwQTKClbm5OVatWpVvP5GRkVizZg3WrFkDR0dHeT+VKlVC6dKlUapUKaSmpuLZs2fw9/fHmTNnkJaWJmpDJpNh/fr1am+jJmQyGXbu3AkHBwesW7dO8vyxY8dw7Ngx2NraonXr1mjYsCEcHR3h6OgIKysrpKSkyF+3hw8f4urVq4iJiVHa1/sj7ShjbW2No0ePonnz5oiIiJCXZ2VlYcWKFVi7di1atGiB1q1bw9XVFQ4ODsjMzER8fDzevHmD27dvIyAgQK1paouKefPm4eHDh9izZ4+o/MKFC2jTpg1q1KiBtm3bom7dunBwcIC5ubl8uvn79+8jICAADx48MOgU8MbGxpg/fz5GjBghKv/nn3/g5uaGPn36oHnz5nByckJycjKeP3+OkydPws/PTzRiy/r16xVOfaeKESNGiEbrzMnJwTfffINvv/0Wrq6usLOzg7GxsajOuHHjMG7cOI36U8Td3R2//vqrZBtu374NLy8vtGzZEp07d0bFihVhbGyMly9f4uzZszh37pzonPTOkiVLJOc8Us2kSZMk01AGBQXhwIED6Nu3r2jdkrb/mpiYYO/evfD29sbDhw/l5YIgYMuWLdi2bRuaNGmCNm3aoEqVKnBwcEBubi7i4+MRFRWFO3fuICAgAGFhYRpti6517doVZmZmkvLMzEwkJCQgISFB5RHsevXqha1btyqcArEgGzduxOPHjyVTWx48eBAHDx5EgwYN4OPjg+rVq8PR0RFGRkaIj49HTEwMgoODERAQgP/++0/jUaoMIScnB4cPH8bhw4dhamoKDw8PNGrUCLVq1YK9vT3s7OyQlZWFyMhI3Lt3D6dOnVI4CuKgQYPQokULvcQ4ZMgQzJkzR3QMPX78OI4fPw57e3u4uLiIpgoGgPLly6s1EpVMJsP48eOVjujUr18/g46y9OWXX2L16tXya9jvv/8eAwcOzDemlStXokaNGpg5cyZiY2Pzbb9x48bYuXMn6tatq3TaWGNjY/Tp0wczZsyAp6en5htTzH311Vc4ffo0Tp48KS8TBAFz5szBxo0bMWjQIFSvXh3m5uYIDQ3F4cOHFU5L3bhxYyxatKgwQ4exsTH++usveHl5iWYHeP36Nby9vdG+fXt06tQJlSpVQkJCAh48eIBdu3Yp3H+WLVum91HaFalSpQouX76Mzp0749GjR6LnoqOj5edVT09PtGnTBuXKlYOTkxNsbW2RmpqKV69e4eHDh7h8+bJa07zqQ2hoKBYtWoRFixbBwcEBzZo1Q6NGjeDs7AxHR0dYWFggOTkZb968QXBwMM6dO6f0c1Dt2rUVTqWcl6mpKQYPHiwa3T8lJQXDhw/HqFGjULFiRdjY2MDISDxZ3cKFC9GjRw9R2dy5c/H333+LPluHhISgUaNG6Ny5M9q3bw9XV1dkZ2fj9evXuHDhAs6ePSsaxW7EiBF48uSJ3qarVocuXxt9mD59Oq5evYqjR4+Kys+dO4cmTZrAw8MD7dq1Q7Vq1eDg4ABjY2PExsbi2bNnuHDhAm7evKnws2Tz5s0L/C5EldhWr16N5ORk3L9/H82bN0erVq3QpUsX+fcE4eHhOHXqFHx9fSXXSTKZDBs2bECZMmW0ioOIiIhKEENmORKR7mg78l5ubq7g4OAgurNJE2XKlBHdraWMortL9fHQ9g5HXY1oOGHCBIV3lj5//lyl+sOGDVP7zkEiIip8mo5oKAhvR2CqVq2aVue9Vq1aCbGxsWrFfO/ePcHKykqtfpTdiT5z5kyNYx88eLCQm5ur0UgqHNHwfIH14uPjJSM1qfowNTUVjh8/rvaoBO9GNNT2YW5uLuzdu1dpP7q6rpTJZMKaNWvU/6PowN69ewUnJyedbIeiY5AqIyi87/nz5/KRnnTxKA4jGgrC21FIZs+eLR+NUBePwhzR8J28o5Co85g9e7YgCIKkXNXReFJSUhSOgJHfQ1nbmo5o+M7WrVsFExMTrY4Jy5cvV7m/orIfa0ofIxoKgiCsWLFC0m69evWUjjxbUvbfd2JjY4VPPvlEZ8cUQ41oqItH48aNhRMnTmgdX1pamjBixAidxVXURzTUxaNt27ZCQkKCXrdT2cjAyh6afL8WGxsrGf383ePKlStqt6dreUfc/Oyzz1SqFxMTI6xbt07o0KGD4OrqKpibmwuOjo5C/fr1hVGjRgnnzp0TjQS7cOFCwd7eXnB3dxeaNWsmjB8/Xvjrr79UHnm6KNLliIaC8HaU7pYtW2r8nqldu7YQERGhk+1QZ0TDdy5duqRwVFJVH998843afepaUlKSwtdD20eTJk0KHJ1VU3lHNNTVo1GjRmqNBPf69WvRzAKqPJRdc27cuFHjuNu3by+kp6drdF2qjxENdf3a6ENaWprS0Zc1eXTv3l3tkbWVfSY5cuSIYGxsrHYMMplM7ZnPiIiIqOQT39pBRB+siIgI0d2P9+/fh0wmU/vx/kgFBd2N+yGxtraWlL0bRUMVY8aMES3fuHEDmZmZOomNiIiKBnd3d1y9ehX9+/dXOtKtMqamppg0aRLOnDmj9ugwderUwZkzZ1CtWjW16imyZMkSzJkzR634jY2NMWvWLOzcuVPt7SbV2dnZ4ezZs2jevLla9cqXL4+zZ8+ia9euavfp7Oys9d+0Xr16OHfuHPr166d0HUdHR5iYaDdYf+XKlXHkyBFMmTJFq3Y01a9fP/z333+YMWMG7OzstG7PzMwMPXv2xPHjx3HhwgU0btxYrfoVK1bEpUuXMHfuXK3jqV27drEZ5dzIyAiLFi3CiRMntB4Bxs7ODqNGjVL4OUDftm/fjpEjR6pVx8LCAj///LPWI/dYWlri33//xUcffaRVO7owYsQInDx5EjVq1FC7bsWKFbF//37R6HakmS+//BIuLi6isuDgYOzdu1fh+iVt/7W3t8exY8ewdu1ayeugrsqVK2P48OE6iqxwlC1bFuPGjYOvry9u3ryJLl26aN2mhYUFtm7dil27dqFq1apateXs7IwJEyZoHZM+mJiYwNHRUas2TE1N8c033+DUqVOwtbXVUWSKzZ07F4sXL1Y48qWu2NvbK5zdw8PDA97e3nrrV1WLFy8Wvc579uzBL7/8UmA9BwcHTJo0CWfPnkV4eDjS09MRHR2NO3fuYMuWLWjXrp3omnru3LmIjY3F48ePcf36dfz666/47LPPULZsWb1sV3FkbW2Ns2fPYsyYMWp/HunduzeuXbsGZ2dnPUVXsNatW+PatWuoW7euWvWsrKywYcMGrUc/0wVra2vs2LEDly5dQuvWrbVur1GjRti9ezf8/Pz0Njqrt7c3vvrqK1SuXFkn7dnY2GDlypW4ceOGWiPBlS1bFufOnVP7M5wiY8eOxa+//qr2sXnEiBE4ceKEZDRaQ9Pla6MPFhYW2LZtG7Zt26by7z6KODk5YeXKlThy5IhOvh8AgB49euDw4cMoXbq0ynUcHBzw559/Sn6bIiIiImKiIREBgNJp1rSRkJCg8zaLK0U/MPr4+Khc38vLC6VKlZIvp6en4+7duzqJjYiIio4yZcrg77//hp+fHwYMGFBg0mC5cuUwevRoPHjwAOvWrYOFhYVG/bZo0QIPHz7EiRMnMGHCBLRq1Qrly5eHtbW1ZNqZ/MhkMvzwww+4fPkyunTpkm9dS0tLfP755wgICMDixYvV6oc0U6FCBVy6dAnr168v8If5ypUr44cffsDDhw/Rpk0bjfqbNWsWXr9+ja1bt2LQoEGoUqWKSvVMTU3RpUsX/Pnnn7h9+3aBPxx/8cUXiIqKwl9//YWRI0eidu3aKv2gaGRkhDZt2mDjxo14+PAhunfvrlJ8+lK6dGksW7YML1++xM6dO9GrVy+1EocrVaqEPn364JdffsHr169x6NAhjRJE3zEzM8PChQvx7NkzLFu2DC1atFApodPU1BQtW7bE/Pnz4e/vj/v37+OLL77QOA5D6Ny5M27fvo1jx46hd+/ecHBwUKle1apVMXr0aOzfvx+vX7/Gli1bND4ua8Pc3By//fYbjh8/jpYtW+a7rp2dHcaOHYt79+5h4sSJOum/QoUKOH36NAICAjBz5kx8/PHHcHNzQ+nSpbVOClZXx44dce/ePWzatAktW7aUTHv7PplMhsaNG2PVqlUICQlB7969CzHSksvS0hIzZsyQlH///ffIzc2VlJfE/Vcmk+Grr75CWFgYfv31V7Rr106lY4ORkRE8PT0xffp0XLhwAaGhofj22281ikEfZDIZzMzMYGNjA1dXV3h6eqJ79+749ttvsW3bNjx8+BCvX7/Ghg0b0KpVK533P2jQIISEhODPP/9Ely5dYGNjo1K9OnXqYPLkyThx4gRevnyJFStW6Dw2XbC2tkZERAR8fX0xa9YstGnTBpaWlirVrVy5MqZPn44HDx5g1apVhZIoYmRkhFmzZuHly5dYv349BgwYgHr16sHJyUmn50JFU9mPHz9eZ+1ro1y5cli6dKmo7KuvvsKBAwcMFNGHzcLCAps2bcL169fRp0+ffN8HJiYm+Pjjj3H69GkcOHBAZ4k92qhXrx5u376NzZs3F3gDjKOjI7766is8fPgQ48aNK6QIVdO6dWtcunQJt27dwtSpU1GrVi2VPquZmJigUaNGmDZtGu7evYtbt25h4MCBer05sVKlSli7di3CwsIQGBiIVatWoVevXmrdKGBtbY2PP/4Y27dvx4sXLzB16lSYmpqqHUvt2rXh7++PixcvYsqUKWjXrh1cXV1ha2ub7/WsIuPHj8etW7cwYMCAfGMxMzND9+7dcenSJWzdurXIJRm+o8vXRl+GDx+OJ0+eYMeOHejUqZNK1ygWFhZo06YN1q1bh2fPnmHq1Kk639+7deuG+/fv48svv8z3BoQyZcpg4sSJePjwIQYOHKjTGIiIiKhkkAmCIBg6CCLS3oULF9CuXTv5cuXKlREWFqZy/StXruj8i9/8YvDz88Pp06d12p8iDRo00OpHY21f13c2b96MsWPHisqOHDmCHj16qNxG/fr1ERwcLF8+ceKETkYDICKioisnJwc3b95EWFgYoqKikJiYiNKlS8PZ2Rk1atSAh4eHoUPMV3x8PC5fvoznz58jLi4OJiYmcHJyQs2aNeHl5VVkv7j+UDx69Aj+/v6IiopCSkoKrKys4OrqCg8PD9SsWVMvfcbExOC///7D06dPER0djeTkZABvR3twcHBA7dq1UbduXa33jYSEBHk/kZGRSE5ORk5ODmxsbFC6dGnUqFED9evXh5WVlS42S6+ePn2KkJAQhIeHIyEhAenp6TA3N0fp0qVRunRpODk5oX79+nByctJ7LCkpKfD398fr168RExOD+Ph4WFhYwMbGBs7OzqhZsyaqV6+u0Y9pRZkgCLh79y6ePHmCmJgYxMTEIDc3V74/ubu7o3bt2mqNDlGYIiIicOXKFbx69Qrx8fEwNzeHi4sLateujUaNGhV68p8hxcfH4/r164iIiEBUVBRycnJQpkwZuLi4wMvLy6CjF5FiJXX/zcjIwM2bN/Hy5UvExMTIr5NsbGzg5OSEGjVqoGbNmgZJVi6usrOzERgYiGfPniEmJgaxsbEwMjKCjY0N7O3tUb16ddSqVcsgI83qSnZ2Np48eYInT57gxYsXSExMRFpaGiwtLWFjY4NKlSqhfv36qFChgqFD1Rtvb29cu3ZNvmxjY4NXr14Vqb9r7969cejQIfmyqakptm3bhsGDBxswKkpNTcWNGzfw6NEj+Sw8dnZ2qFatGpo1a1Zkr+Peef78OQICAhAWFoaUlBSYmprCxcUF9erVg6enZ7G6cS8+Ph53795FWFgYoqOjkZqaCmNjY9jb28Pe3h6VKlVCw4YNi9Q58P3PsfHx8UhKSkJ2djasra1ha2sLR0dH1K1bF1WrVi3SMzWkpKTg6tWrePr0KWJjYyGTyeDg4IDq1avDy8urSB1LS5KcnBwEBQUhNDQUsbGxiIuLQ25urnyfr1ixIho3bqyTUYHDwsIkN3lu374dw4YNE5VlZWXB398f9+7dQ0xMDIyMjFCuXDlUqVIFLVq0KDJJm0RERFQ0MdGQqITQNiEuMDAQnp6e8uU6dergp59+0iqmUqVKFTgCQVGnq0RDX19fyWhA58+fR9u2bVVuo2XLlrh69ap8+c8//1Q4ZQwREREREREREVFJcufOHcnIbuPGjcOGDRsMFJFiiYmJ8PHxwe3bt+VlMpkMM2bMwMKFC3V+Q8arV68wb948LFq0iNMnExF94FRNNCQiIiLSRvG87ZeIdC7vCCiCIKBjx44GiqbkqVOnjqQsIyNDrTbS09NFy6pOmUNERERERERERFScrV+/XlI2YcIEA0SSP1tbW/z7779o06YNHj16BODt96zLli3DmTNnsH79ejRv3lzrfnJzc7F161ZMmzYNCQkJuHv3Li5evFikRoEjIiIiIiKikqf4jKdORHpVtmxZlCpVSr787NkzZGVlGTCiksXR0RGVKlUSlUVERKjVRmRkpKRNIiIiIiIiIiKikuzFixf4/fffRWXt27dH/fr1DRRR/pydnXH58mU0a9ZMVB4QEABvb2/07NkTly5d0qjtxMRE/PTTT6hRowbGjBmDhIQEAICfn1+RTLwkIiIiIiKikoWJhkQEADA1NRVNc5yamoobN24YMKKSp0ePHqLlgIAAletGRETgxYsXorIaNWroJC4iIiIiIiIiIqKi6quvvpLMDPLNN98YKBrVODk54dy5cxgxYoSoXBAEHDlyBD4+PnBzc8M333yDw4cP48WLFxAEQdJOTk4OHj58iJ07d2LgwIFwdXXFlClT8OTJE9F6NWrUwJQpU/S5SURERERERERMNCSi/9O5c2fR8s8//2ygSEqmXr16iZYPHz6M3Nxcleru379ftFy7dm24uLjoLDYiIiIiIiIiIqKi5OXLlxg6dCgOHjwoKm/RogU++eQTA0WlOktLS2zduhV79+5FuXLlJM8/e/YMa9asQa9evVCxYkVYWlrCzc0N9erVQ926dVG5cmVYWFigdu3aGDZsGPbs2YOkpCRRG8bGxvj6669x69YteHh4FNamERERERER0QeKiYZEJDdq1CiULl1avrx//34cP37ccAGVMD4+PqhZs6Z8+fnz59i5c2eB9VJTU7Fq1SpRWf/+/XUeHxERERERERERkaF07doVDRs2RMOGDVG2bFm4urpKpkw2NjbGmjVrDBShZvr164eQkBDMnj0bdnZ2StdLT0/Hs2fPcO/ePdy/fx/Pnz9Hdna20vV79uyJoKAgrF69GlZWVvoInYiIiIiIiEiEiYZEJGdnZ4cZM2bIl3NzczFw4EAcPXpUrXYCAgIwYMAAXYdX7BkbG2PRokWisnd3HCuTk5ODkSNHIjQ0VF5mZWWFSZMm6S1OIiIiIiIiIiKiwnb//n0EBQUhKCgIERERCteZPXs2mjVrVsiRac/a2hqLFi1CeHg4fvrpJ423wcXFBZMmTcKDBw9w6NAh1K1bV8eREhERERERESlnYugAiEg9V65cQVpamqQ8KChItJyeno6zZ88qbKN8+fKoU6eOwuemT58OX19fnDhxAgCQlJSEnj17omfPnpg4cSJatmwJc3NzSV937tzB2bNnceDAAXni3N9//6329hmKvl/Xd/r27QsfHx9cvHgRAJCQkIB27dph4cKFGD58OGxtbeXr3rx5E9OmTcOFCxdEbaxevRqOjo6qbBYREREREREREVGxJ5PJMG3aNHz//feGDkUrNjY2mDx5MiZPnowXL17g4sWLuHbtGh4+fIinT58iNjYWKSkpkMlksLGxQYUKFVCtWjV4eXnBx8cHzZs3h5ERx48gIiIiIiIiw5AJgiAYOggiUp2bmxuePXumVRtDhw7Fjh07lD6fkJCAnj17ShLcAMDc3ByVK1eGvb090tPTER8fjxcvXiAnJ0eybnE6vBTG6/rO69ev0bJlS9EohQBgZmYGd3d3WFlZ4cWLF3jz5o2k7ujRo7F582at4iQiIiIiIiIiIipq8n4/Z2VlhUqVKqFNmzYYM2YMPD09DRgdERFR0RYWFoYqVaqIyrZv345hw4YZJiAiIiIqkTiiIRFJ2NnZ4cyZM5gxYwbWrVuH7Oxs+XMZGRkICQkpsI2KFSvqM8RirVy5crh06RJ69eqFmzdvysszMzPx4MEDhXWMjIwwb948zJ8/v7DCJCIiIiIiIiIiKjRhYWGGDoGIiKjYcnNzK1YDgBAREVHxxDH2iUghExMTrFq1Co8ePcKYMWPg7OxcYB03NzeMGTMGp0+f5heDBXB1dcW1a9ewfv16uLu7K13P3NwcvXr1QlBQEJMMiYiIiIiIiIiIiIiIiIiIiMggOHUyEalEEATcu3cP9+7dQ3R0NOLj42Fubg47OztUqVIFderUQfny5Q0dZrEVHByMwMBAvHr1Crm5uXByckLlypXRqlUrWFpaGjo8IiIiIiIiIiIiIiIiIiIiIvqAMdGQiIiIiIiIiIiIiIiIiIiIiIiIiJTi1MlEREREREREREREREREREREREREpBQTDYmIiIiIiIiIiIiIiIiIiIiIiIhIKSYaEhEREREREREREREREREREREREZFSTDQkIiIiIiIiIiIiIiIiIiIiIiIiIqWYaEhERERERERERERERERERERERERESjHRkIiIiIiIiIiIiIiIiIiIiIiIiIiUYqIhERERERERERERERERERERERERESnFREMiIiIiIiIiIiIiIiIiIiIiIiIiUsrE0AEQkVR8fDwuXrwoX65YsSLMzc0NGBERERERERERERERERERERERERlSRkYGwsPD5cs+Pj4oXbp0ofTNREOiIujixYvo2bOnocMgIiIiIiIiIiIiIiIiIiIiIqIi6vDhw/j0008LpS9OnUxERERERERERERERERERERERERESjHRkIiIiIiIiIiIiIiIiIiIiIiIiIiU4tTJREVQxYoVRcuHDx9GtWrVDBQNKZKcnAw/Pz/5ctOmTWFtbW3AiIiI6EPHcxMRERU1PDcREVFRwvMSEREVNTw3ERFRUcNzU/Hw+PFj9OzZU76cN8dIn5hoSFQEmZubi5arVauGunXrGigaUiQxMRFv3ryRL9euXRu2trYGjIiIiD50PDcREVFRw3MTEREVJTwvERFRUcNzExERFTU8NxVPeXOM9IlTJxMRERERERERERERERERERERERGRUkw0JCIiIiIiIiIiIiIiIiIiIiIiIiKlmGhIREREREREREREREREREREREREREox0ZCIiIiIiIiIiIiIiIiIiIiIiIiIlGKiIREREREREREREREREREREREREREpxURDIiIiIiIiIiIiIiIiIiIiIiIiIlKKiYZEREREREREREREREREREREREREpBQTDYmIiIiIiIiIiIiIiIiIiIiIiIhIKSYaEhEREREREREREREREREREREREZFSTDQkIiIiIiIiIiIiIiIiIiIiIiIiIqVMDB0AERFRiRcfD4wdKy7bvBmwszNIOERERERERERERERERERERETqYKIhERGRvh09CuzdKy7r1g344gvDxENERERERERERERERERERESkBk6dTEREpG/79qlWRkRERERERERERERERERERFQEMdGQiIhIn+LjgdOnpeX//gskJBR6OERERERERERERERERERERETq4tTJRERE+nT0KJCZKS3PzHz7HKdPJiIiIiIiIiIiIiIiog+AIAjIzc2FIAiGDoWIFMjJyYFMJhMtZ2dnGzCi4kEmk8HIyEj02pVUTDQkIiLSp/ymSN63j4mGREREREREREREREREVCIJgoD09HQkJSUhKSkJmYoG5yCiIiMnJwdlypSRL798+RLGxsYGjKh4MTY2hpWVFWxsbGBlZVUiXzsmGhIREelLQoLiaZPfeTd9sp1d4cVEREREREREREREREREpGepqal49eoVsrKyDB0KEVGhyMnJQWJiIhITEwEANjY2KFeuXIlKODQydABEREQllrJpk9/JzASOHSu8eIiIiIiIiIiIiIiIiIj0LDU1Fc+fP2eSIVExY2RkBBsbG/nDyIhpZdpISkrCs2fPStSxkHsEERGRvuzdq5t1iIiIiIiIiIiIiIiIiIqBd0mGgiAYOhQiIoPLyMhAWFgYMjIyDB2KTnDqZCIiIn0oaNrkdzh9MhEREREREREREREREZUAgiDg1atXkiRDU1NT2NrawtraGqamppDJZAaKkIjyk5OTg+TkZPmytbV1iZr2V18EQUBOTg7S0tKQlJSE1NRU0XEwOzsbERERqFSpkgGj1A0mGhIREalKEIDoaNXWPXgw/2mT38nMBPbsAXr3Vq1dJyeAH76IiIiIiIiIiIiIiIioiElPT5dMEWpjY4MKFSowuZCoGJDJZKLEQhMTEyYaqsjU1BQWFhawt7dHZmYmwsPDkflevkBKSgqysrJgampqwCi1x0RDIiIiVQUFAY0a6b7dcePePlRx+zbQoIHuYyAiIiIiIiIiIiIiIiLSQlJSkmjZ1NSUSYZE9MExMzND5cqV8eTJE+Tm5srLExIS4OTkZMDItGdk6ACIiIiKjUOHDB1B0YiBiIiIiIiIiIiIiIiIKI+8iYa2trZMMiSiD5KJiQlsbW1FZQkJCQaKRneYaEhERKSqw4cNHUHRiIGIiIiIiIiIiIiIiIjoPYIgiKYJBQBra2sDRUNEZHh5Ew2zsrIgCIKBotENJhoSERGpIiYGuHfP0FG8jSEmxtBREBEREREREREREREREcm9Pz3oO6ampgaIhIioaMh7DBQEgYmGREREHwRHR+DKFaB6dcPFUL362xgcHQ0XAxEREREREREREREREVEeipJnOG0yEX3IjIykaXmKkrKLEyYaEhERqapZMyAwEBg7tvD7Hjfubd9NmxZ+30RERERERERERERERERERPRBY6IhERGROqysgI0bgaNHAWdn/ffn7AwcOwZs2PC2byIiIiIiIiIiIiIiIiIiIqJCxkRDIiIiTXTvDty9+/ZffenR420f3brprw8iIiIiIiIiIiIiIiIiIiKiAjDRkIiISFPOzsCRI8DmzbodbdDKCtiyBTh8uHBGTSQiIiIiIiIiIiIiIiIiIiLKBxMNiYiItCGTAaNHA7dvA/Xra9+eh8fbtkaNets2ERERERERERERERERERERkYEx0ZCIiEgXqlUDbG21b8fW9m1bREREREREREREREREREREREUEEw2JiIh04elT4MoV7du5fBkIDdW+HSIiIiIiIiIiIiIiIiIiIiIdYaIhERGRLuzaVTTbIiIiIiIiIiIiIiIiIiIiItKSiaEDICIiKvYEAfjjD92198cfwJw5gEymuzaJiIiIiIiIiIiIiIiISDvx8cDYseKyzZsBOzuDhENEVJg4oiEREZG2btwAHj/WXXv//Qf4+emuPSIiIiIiIiIiIiIiIiLS3tGjwN694sfRo4aOikqgYcOGQSaTyR9hYWF66ScsLEzeh4mJCSZMmKCXfooqNzc3+fa7ubkZOpwij4mGRERE2lJ1NMPq1d8+dNkmERERERERERERERERERWOfftUKyMiKoGYaEhERKSNzExgz56C1xs3DggMfPvIO5y6Inv2vG2biIiIiIiIiIiIiIiIiAwvPh44fVpa/u+/QEJCoYdTnL0/ipyyh7GxMezt7eHm5oZOnTrhu+++w9WrVw0dOtEHjYmGRERE2jh5EoiNVf68szNw7BiwYQNgZfX2sXHj2yHUnZ2V14uJAU6d0n28RERERERERERERERERKS+o0cVDxSSmcnpk/UgNzcX8fHxePbsGc6cOYNly5ahZcuWqF+/Pi5fvmzo8Ig+SEw0JCIi0sbvvyt/rkcP4O5doFs36XPdu799rnt3zdomIiIiIiIiIiIiIiIiosKT3xTJnD650AQHB8PHxwe//vqroUMh+uCYGDoAIiKiYq10aWmZlRWwdi0wciQgkymv6+wMHDkC/PYbMGUKkJoqft7OToeBEhEREREREREREREREZFGEhIUT5v8zrvpk/n7nkZ+/PFHNGjQQFSWk5ODuLg43L17F/v370dISIj8udzcXEyaNAnu7u74+OOPCzvcQrFjxw7s2LHD0GEQiXBEQyIiIm389tvbaZHNzN4uN2sG3L4NjBqVf5LhOzIZMHr02zrNmr0tMzN7O73yb7/pK2oiIiIiIiIiIiIiIiIiUpWyaZPfycwEjh0rvHhKmMaNG6Njx46ix8cff4zPPvsMixcvxsOHD7Fy5UrI3vv9NTc3F99++y1yc3MNGDnRh4WJhkRERNqQyYBx44ArV4Bly4DLl4Fq1dRvp3r1t3WXLn3b1tixqiUqEhEREREREREREREREZF+7d2rm3VIIzKZDFOnTsXUqVNF5ffu3cPVq1cNFBXRh4eJhkRERLrQpAkwYwZgYqJ5GyYmwMyZb9siIiIiIiIiIiIiIiIiIsMraNrkd95Nn0x6M2vWLJi9m2nu//vf//5noGiIPjxaZEMQERERERERERERERERERERERUzggBER6u27sGD+U+b/E5mJrBnD9C7t2rtOjlxhjM1lS5dGk2aNBGNYvj48WO123n+/Dlu3ryJiIgIxMXFwc7ODmXLlkXLli1RtmxZrWJ88+YNbt26hbCwMCQmJiI3NxeWlpZwdnZG1apVUa9ePVhbW2vVhypyc3Nx9epVhISE4M2bN7CwsEDVqlXRunVrODo66r1/XcvKysKjR49w//59vHnzBklJSbCysoKDgwNq1aoFT09PmGgzKBCphK8wEREREREREREREREREREREX04goKARo103+64cW8fqrh9G2jQQPcxlHCurq6i5WgVE0YzMzOxYcMGbN68Gffv31e4jkwmQ+PGjTF37lz06NFDrbj27duHNWvW4Nq1a/muZ2xsDA8PD/Ts2RMTJ06Eg4ODwvWGDRuGnTt3ypdDQ0Ph5uZWYBw5OTlYs2YN1qxZg1evXinsv3fv3lixYoVK7b0vLCwMVapUkS8PHToUO3bsULl+27ZtcfHiRfmyIAj5rh8dHY29e/fin3/+ga+vL5KTk5Wua2Vlhc8++wwzZ85EtWrVVI6J1MNEQyIiIiIiIiIiIiIiIiIiIiL6cBw6ZOgI3sbAREO15U1Ok6kwKuSNGzcwcOBAhIaGFtj2zZs38emnn6J79+7466+/YGVllW+djIwMDBw4EIdU3KdycnIQGBiIwMBAeHt7o2PHjirVU0VsbCy6dOkCPz+/fPvft28f/v33Xxw+fFiUOFiUxMXFoVy5csjOzlZp/ZSUFGzduhW7du3Cxo0bMWzYMP0G+IFioiERERERERERERERERERERERfTgOHzZ0BG9jWLDA0FEUOy9evBAtu7i45Lv+sWPHMGDAAKSlpYnKzczMUKVKFdjZ2SExMRGPHz8WJbUdO3YM7du3x8WLF2FhYaG0/VGjRilMMnR2dkaFChVgbm6OpKQkREZGIioqSpVN1EhSUhI6deqEgIAAUblMJkPlypXh5OSE6OhohIWFAQASExPx6aef4u+//9ZbTNrIycmRJBkaGxujUqVKsLOzg7m5ORISEhAaGoqMjAz5OhkZGRg+fDiMjIwwZMiQwg67xDMydABERERERERERERERERERERERIUiJga4d8/QUbyNISbG0FEUK3FxcZJEusaNGytd/969e5Ikw9atW+Off/5BQkICHj58iBs3buDBgweIjY3F5s2bRYmLfn5++Prrr5W27+/vj127dsmXTUxM8N133yEsLAwRERG4desWrl27huDgYERGRuLNmzfYt28fhgwZglKlSmnyEig1bdo00Wsjk8kwceJEhIWFITQ0FP7+/ggNDcXTp08xduxYAG+TEydMmKDTOHStSZMmWLJkCQICApCSkoKnT58iMDAQ169fx4MHD5CcnIyzZ8/i448/FtX78ssvER4ebqCoSy4mGhIRERERERERERERERERERHRh8HREbhyBahe3XAxVK/+NgZHR8PFUAwtWbIEmZmZ8mVjY2P07t1b4brZ2dn47LPPREmG33//PS5evIhPPvlEMkqhjY0NRo8ejYCAAFR/b9/YuHEjAgMDFfaxb98+0fLmzZuxZMkSVK5cWeH6Li4u6Nu3L3bu3Inw8HA00NHU2devX8fmzZvlyzKZDL///jt+/vlnVKpUSbRulSpVsHHjRvn670Y4LGqsrKxw7do1+Pv747vvvoOnpyfMzc0l65mYmKBDhw44deoUFi5cKC9PTk7G+vXrCzPkDwITDYmIiIiIiIiIiIiIiIiIiIjow9GsGRAYCPz/kd0K1bhxb/tu2rTw+y6mBEHAqlWrsGrVKlH5uHHjUL58eYV19u/fj+DgYPny2LFjMW/ePMhksnz7qlChAg4cOAAjo/9Lqcrb7zshISHy/1tbW6s1Va+joyPKlCmj8vr5+emnnyAIgnz5yy+/xODBg/OtM3r0aIwaNUon/etDqVKl0Lx5c7XqzJ07F61bt5Yv79ixQ8dRkYmhAyAiIiIiIiIiIiIiIiIiIiIiKlRWVsDGjcAnnwCjRgGRkfrtz9kZ2LoV6NZNv/0UQwEBAcjOzhaV5eTkID4+Hnfv3sX+/fvx6NEj0fMtWrTAypUrlba5du1a+f8tLS2xdOlSleOpX78+Pv30Uxw6dAgAcOTIEeTk5MDY2Fi03vujJRoZGYmSEwtLfHy8PE4AsLCwwPfff69S3SVLluD3338XjRJZ3A0aNAi+vr4AgMjISDx+/BjVqlUzcFQlBxMNiYiIiIiIiIiIiIiIiIiIiOjD1L07cPfu22TDY8f000ePHsCWLW+TDUli6tSpKq9rYmKCsWPHYuXKlShVqpTCdWJiYuDn5ydf7tatG+zt7dWKqVOnTvIEvuTkZAQGBqJJkyaidd4fTTExMRHHjh1Djx491OpHW9euXUNGRoZ8+ZNPPoGDg4NKdcuUKYOuXbvi8OHDeoqu8FWpUkW0HBgYyERDHeLUyURERERERERERERERERERET04XJ2Bo4cATZvfjvSoa5YWb1NMDx8mEmGOlCmTBlcvnwZ69evV5pkCACXL18WTSWcN0FQFZUqVRItP3jwQLLORx99JFoeNGgQVq1ahfj4eLX709T7CZU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"text/plain": [ "
" ] }, "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": [ "

Total Mass Generation Rate Density Residual at Start-Up

\n", "\n", "

Data overview

\n", "\n", "- Eight samples (index 0–7).\n", "- Time column: 0 to 48.1638 s, uniformly spaced at 6.88054 s intervals.\n", "- Dependent quantity: \"Total Mass Generation Rate Density\" in [g/L-s]; values are all negative and on the order of 10⁻¹⁶ g/L-s.\n", "\n", "

Statistical summary of the mass-generation residuals

\n", "\n", "- Minimum (most negative): -4.64506e-16 g/L-s at time 0 s.\n", "- Maximum (least negative): -8.67565e-17 g/L-s at time 41.2832 s.\n", "- Arithmetic mean: -2.33e-16 g/L-s.\n", "- Mean absolute value: 2.33e-16 g/L-s.\n", "- RMS (root-mean-square): ≈ 1.10e-16 g/L-s.\n", "- Standard deviation (population): ≈ 1.10e-16 g/L-s.\n", "\n", "

Physical interpretation

\n", "\n", "- All reported values are extremely small (10⁻¹⁶ g/L-s), near typical double‑precision round‑off; numerically these are effectively zero for a mass-generation rate density.\n", "- The sign is uniformly negative (tiny net sink numerically), but the magnitudes are negligible compared with typical physical rates.\n", "- No clear secular trend over the sampled interval; values fluctuate within the same small order of magnitude.\n", "- The index column is a simple row identifier and the time column is uniformly sampled; the residual column is the mass-balance residual in the mixing volume.\n", "\n", "

Conclusions

\n", "\n", "- The dataset shows that the total mass generation rate density residual at start-up is effectively zero within numerical precision (mean magnitude ≈ 2.3×10⁻¹⁶ g/L-s, RMS ≈ 1.1×10⁻¹⁶ g/L-s), indicating mass conservation is satisfied to round‑off levels." ], "text/plain": [ "" ] }, "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 = 4862\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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": [ "[11440] 2025-11-19 23:29:05,731 - cortix - INFO - Launching Module \n", "[12839] 2025-11-19 23:29:07,028 - cortix - INFO - Stg-1::run():time[m]=0.9\n", "[12839] 2025-11-19 23:29:07,447 - cortix - INFO - Stg-1::run():time[m]=3.7\n", "Total mass rate density (mixture volume) residual [g/L-s]= -2.32832e-16\n", "total mass inflow rate [g/min] = 6.869e+02\n", "total mass outflow rate [g/min] = 6.868e+02\n", "\t net total mass flow rate [g/min] = -3.604e-02\n", "[12839] 2025-11-19 23:29:07,584 - cortix - INFO - Stg-1::run():time[m]=5.2 (et[s]=0.6)\n", "[11440] 2025-11-19 23:29:07,769 - cortix - INFO - run()::Elapsed wall clock time [s]: 821.46\n", "[11440] 2025-11-19 23:29:07,770 - 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", "[11440] 2025-11-19 23:29:07,771 - cortix - INFO - close()::Elapsed wall clock time [s]: 821.46\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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SJdSnTx/NnTtXJ0+e1N27dxUeHq7AwEBdunRJYWFhunv3rk6fPq3ff/9dffv2ValSpR5ZrGMYhpYuXapmzZqZcaoAAAAAAABIRlq2bKkMGTJI+u/eUYsWLbRnzx6Hjblnzx61aNHC7j6Yj4+PWrZs6bAxAcCRzp49q88//1ySNGLECOXIkcPkRAAAAABSkk8++URhYWGS/ntWqHTp0jp48KCaNGmSZOO8++67OnDggEqXLm33PFFYWJj69u2bZOMAgCMZhqFOnTrp9u3bqly5sjp27Gh2JAAAAMSQLIp0hgwZooULF9qtnhNdrBMQEKDt27dr3759GjZsmBo3bqyCBQvK3d09Vj/u7u7Knz+/3nnnHX377bfau3evdu7cqbZt29o98BD9sMXChQv11VdfOe08gbTC399fQUFBttfixYslSTlz5rTbHvPl7+9vcmoAAAAAQFrl5+enLl262M2geuPGDdWqVUsbNmxI8vE2bdqkOnXq6MaNG5L+uw/20Ucfyc/PL8nHAwBHi34w5M6dO6patao++OADsyMBAAAASEFOnDhht9qwxWJRmTJltHr1aoc8S+Dv7681a9aoTJkykv57jmjBggU6ceJEko8HAElt7ty5WrZsmdzd3TV58mS5uCSLx0ABAADw/0z/29nBgwc1ZMiQWKvnvPDCC9q0aZOmTp2q8uXLJ7j/smXLasqUKdqyZYteeOGFWMvVDhkyRAcPHkz0eQD4j4uLi7JmzWp7nT9/XpJUunRpu+0xX3xZBAAAAACY6bPPPlO+fPlsbYvFops3b6pmzZrq3LmzQkNDEz3G7du31aVLF9WoUUPXr1+3ux+WN29e2woUAJDSzJ07V8uXL5e7u7smTZrEvT4AAAAA8TJjxgxZrVZb28PDQ7/99psyZcrksDH9/Pz022+/ycPDw7bNarVqxowZDhsTAJJCcHCwunXrJunBfe1ixYqZnAgAAAAPM/03ZX369FFUVJSk/5arrVOnjnbu3KmXXnopycapUKGCdu7cqbp169otVxsZGak+ffok2TgAYtu/f78kqWTJkiYnAQAAAADg0by8vDRnzhy5ubnZtlksFlmtVk2cOFH58uVTly5dtHfv3nj3vW/fPnXt2lX58+fXhAkTZLVa7VaTdnNz06xZs+Tl5ZVk5wMAznL9+nV1795d0oMHQ4oUKWJyIgAAAAApzZ9//mm3ik7//v1VuHBhh49buHBh9e/f3zauYRj6448/HD4uACRGr169dPXqVb3wwgvq16+f2XEAAADwCOnMHPyff/7RX3/9ZfdFu1atWlq0aJHdTBVJxcPDQwsXLlSjRo20cuVK27grV67Uvn37VKpUqSQfEwBFOgAAAACAlKFSpUqaMmWKAgICYq3GHBISogkTJmjChAnKli2bypUrp3Llyil37tzy9fWVn5+fJCkkJEQ3b97UpUuXtGvXLu3atUtXrlyRJLs+o9suLi6aPHmyqlSp4vwTBoAk0LdvXwUFBalo0aL65JNPzI4DAAAAIIUJDg7W4cOHbfdLXF1d1alTJ6eN36lTJw0ePNi2ks/Ro0cVHBwsf39/p2UAgLhatWqVZsyYIYvFosmTJ8vd3d3sSAAAAHgEU4t0Zs6cadfOmDGjZs6c6ZACnWju7u6aOXOmihQpopCQENv2GTNmaOTIkQ4bF0irrFarDhw4IIkiHQAAAABA8teyZUtJUrt27RQZGSnJvqhGkq5cuaJly5Zp2bJlT+0v5orO0f1Eb3dzc9OkSZP0/vvvJ1l+AHCm9evX6+eff5YkTZ482aH39gEAAACkTtHPE0gP7p28/PLLypIli9PGz5Ili6pVq6Z169bZtu3fv1+vvPKK0zIAQFzcuXNHH374oSSpS5cuqlSpksmJAAAA8DguZg7+v//9z24VnSFDhih79uwOHzdbtmwaPHiw3XK1CxcudPi4QFp09uxZhYaGyt3dXc8995zZcQAAAAAAeKqWLVtq7dq1ypcvX6wim+iXYRhxesU8JpphGMqXL5/WrFmj1q1bm3GKAJBod+/eVYcOHSRJHTt2ZEUwAAAAAAly+vRpu7YZ3y0eHvPMmTNOzwAATzNgwACdPn1aefPm1dChQ82OAwAAgCcwrUgnMDBQp06dsrXd3d2d+lBC69at7Wb1O3v2rAIDA502PpBW7N+/X5JUrFgxubm5mZwGAAAAAIC4qVy5sg4dOqQ+ffrI09PTrlhHsi/YedIrJsMw5OHhoZ49e+rgwYN6+eWXnXlKAJCkvvrqKx0/flw5c+bUt99+a3YcAAAAACnUjRs3JP23GnHOnDmdnuHhMaMzAUBysWvXLo0aNUqSNGHCBGXIkMHkRAAAAHgS04p0Dh06ZHtvsVhUq1Ytp/7lMUOGDKpdu7bdAxYHDx502vhAWhFdpFOyZEmTkwAAAAAAED9eXl4aNmyYTp06pUGDBqlgwYKxVsp5nIf3y5cvnwYMGKCTJ0/qu+++k4+PjxPPBACS1sGDBzVs2DBJ0tixY+Xr62tyIgAAAAApVXh4uF07W7ZsTs+QJUsWSbJNuPJwJgAwU2RkpNq1ayer1ar33ntPDRo0MDsSAAAAniKdWQM/vDRs2bJlnZ6hbNmyWrJkia199uxZp2cAUjuKdAAAAAAAKV327Nn1xRdf6IsvvtDhw4e1fv167d69W8eOHdOFCxd0/fp128Mb6dOnV6ZMmZQnTx49//zzKlOmjGrUqKHixYubfBYAkDSsVqvat2+vqKgovfHGG3rrrbfMjgQAAAAgBfPw8LBrm7GKzc2bNyU9mHTFYrHI3d3d6RkA4HG+//577du3T5kzZ9bo0aPNjgMAAIA4MK1IJyQkRNJ/X3CTw3K10V+6ASQdinQAAAAAAKlJsWLFVKxYMbNjAIBpJkyYoG3btilDhgwaO3asbaZpAAAAAEiIjBkzSvpvFZvAwECnZ7h8+bJdm9VCASQXx48f18CBAyVJo0aNMmW1MQAAAMSfi1kDP7w0rL+/v9MzZMqUSdJ/X/Tv3bvn9AxAahYWFqbjx49LokgHAAAAAAAASOkuXLig/v37S5K++eYb5cmTx+REAAAAAFK6/Pnz27WjJwJ1pn379tm18+XL5/QMAPCw6NWM7927p9q1a6tVq1ZmRwIAAEAcmVakkz59erv2tWvXnJ4hODhY0oPVfCTJ09PT6RmA1OzQoUMyDEPZsmVT9uzZzY4DAAAAAAAAIIEMw1CXLl0UGhqqSpUqqVOnTmZHAgAAAJAKFC1a1PbeMAytWLEi1sS/jhQeHq4VK1bYrRLKKsoAkoOpU6fq77//lpeXlyZOnMhqxgAAACmIaUU6fn5+kpLXcrXRmQAkjegZblhFBwAAAAAAAEjZ/vzzTy1atEjp0qXTpEmT5OJi2q8XAAAAAKQi+fLlU+7cuW3t8PBwzZ0712njz507V2FhYbZ2rly5WEkHgOkCAwPVu3dvSdKQIUNUsGBBkxMBAAAgPkz7LVqBAgXs2jt27HB6hofHfHgJXQCJQ5EOAAAAAAAAkPKFhISoS5cukqRPPvlExYsXNzkRAAAAgNSkYcOGMgxDFotFhmGoX79+CgkJcfi4ISEh6t+/v21ci8WiBg0aOHxcAHiarl27KiQkROXKlVO3bt3MjgMAAIB4Mq1IJ+Yv8QzD0Lp165zyBTtaSEiI1qxZY7cMZIkSJZw2PpAWUKQDAAAAAAAApHz9+vVTYGCgnn32WX3++edmxwEAAACQyrRs2dKuffXqVXXs2NGhYxqGoU6dOunKlSt221u1auXQcQHgaf78808tWLBArq6umjJlitKlS2d2JAAAAMSTaX+Dy549uwoXLqyTJ09KkiIjIzVt2jT16NHDKeNPmzZNkZGRtiKdggULKnv27E4ZG0gLDMOgSAcAAAAAkKpERkbqwIEDOnLkiE6ePKkrV67o2rVrunPnjiIiImSxWOTp6Sk/Pz/lzJlTzzzzjEqUKKGyZcvK3d3d7PgAkCCbNm3STz/9JEmaNGmSPD09TU4EAAAAILWpUqWKXnrpJW3fvt22qs28efPk4eGhadOm2U3Am1Q++OAD/fbbb3ar6FSoUEFVqlRJ8rEAIK5u3rypjz76SJLUt29flSpVyuREAAAASAhTy6wbNWqkkSNH2r7wDhgwQE2bNlXOnDkdOm5gYKAGDBhg90X7jTfecOiYQFpz6dIlXb9+Xa6uripatKjZcQAAAAAASJBLly5p9uzZWrp0qbZu3arIyMh49+Hh4aHKlSuradOmatKkiXx9fR2QFACS3r1799ShQwdJDx5gq1GjhrmBAAAAAKRaw4cPV/Xq1SXJ9jzPL7/8okuXLmnSpEkqUKBAkoxz7tw5dejQQatWrXpkBgAwU8zVjL/44guz4wAAACCBXMwc/P3337drh4aGqlWrVrp3757Dxrx3757ef/99hYaG2m1v3bq1w8YE0qLoVXSef/55ZtcEAAAAAKQ4+/fv1zvvvKP8+fPrk08+0YYNGxQRESHDMOL9unv3rtatW6eOHTsqb9686t27t27cuGH2KQLAUw0bNkxHjhxRtmzZeFgNAAAAgEO9/PLL6tixowzDkPRfoc7q1atVvHhxDRkyRJcvX05w/1euXNFXX32l4sWLa9WqVbZJfaP/2aFDB1WtWjWpTgcA4m3Dhg2aOHGiJGny5MlKnz69yYkAAACQUKaupFOyZEm99tpr+uuvv2xffNetW6dGjRpp0aJFSf5gf0REhN58802tWbPG7ot27dq1VbJkySQdK6mdPHlSO3bs0IULFxQREaFMmTKpSJEiqly5cpoqgODnkHJEF+kk9/+2AAAAAACIKTIyUn369NG4ceNktVptD4ZIDx4OSajofm7fvq1Ro0Zp+vTpGj16tFq2bJnozM5iGIbOnDmjAwcO6MKFC7p586Y8PDyUKVMmPfvssypfvjz3Z4BU5MiRIxo6dKgkacyYMcqcObPJiQAAAACkdqNHj9ZRFAbaAAEAAElEQVTevXu1bds2WSwW27M9YWFhGjhwoIY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"text/plain": [ "
" ] }, "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": [ "

Summary

\n", "\n", "- The dataset shows concentrations (g/L) of one free organophosphorus species [C₄H₉O]₃PO(o) and five bound/associated species as a function of time (0 → 309.624 s). \n", "- Free [C₄H₉O]₃PO(o) begins high (291.75 g/L) and decreases monotonically to 219.658 g/L; the other species rise from zero toward steady values. \n", "- Most association happens within the first ~50–120 s; HNO₃-containing complexes continue to increase slowly and approach their final values more gradually (hundreds of seconds).\n", "\n", "

Per‑species time‑evolution (key numbers and trends)

\n", "\n", "- [C₄H₉O]₃PO(o): 291.75 → 219.658 g/L (monotonic decrease; net loss 72.092 g/L, ≈24.7% of initial). \n", "- H₂O·[C₄H₉O]₃PO(o): 0 → 11.9203 g/L (rapid rise early, then plateaus around ~11.9 g/L by ~70–120 s). \n", "- HNO₃·[C₄H₉O]₃PO(o): 0 → 4.78878 g/L (slow, continuous increase; reaches ~4.8 g/L by 309 s). \n", "- HNO₃·[[C₄H₉O]₃PO]₂(o): 0 → 6.40608 g/L (steady growth to ~6.41 g/L). \n", "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0 → 45.3582 g/L (the largest newly formed associated species; most of its increase occurs within the first 50–70 s). \n", "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0 → 10.0384 g/L (rises relatively quickly and then levels off around ~10 g/L).\n", "\n", "

Comparative magnitudes and approximate mass accounting

\n", "\n", "- Final ranking by concentration (largest → smallest): \n", " - [C₄H₉O]₃PO(o) (219.658) \n", " - [H₂O]₂·[[C₄H₉O]₃PO]₂(o) (45.3582) \n", " - H₂O·[C₄H₉O]₃PO(o) (11.9203) \n", " - [H₂O]₆·[[C₄H₉O]₃PO]₃(o) (10.0384) \n", " - HNO₃·[[C₄H₉O]₃PO]₂(o) (6.40608) \n", " - HNO₃·[C₄H₉O]₃PO(o) (4.78878) \n", "- Sum of all associated/complexed species at final time ≈ 78.512 g/L (H₂O· + HNO₃· + HNO₃·(2) + [H₂O]₂·(2) + [H₂O]₆·(3)). \n", "- Free ligand loss (72.092 g/L) is of the same order as the total associated mass (78.512 g/L); the small excess (~6.42 g/L) reflects that complexes include added H₂O and HNO₃ mass (mass is not being tracked as ligand-only).\n", "\n", "

Kinetics and timescales

\n", "\n", "- Fast initial formation: H₂O·[C₄H₉O]₃PO(o) increases quickly in the first tens of seconds (e.g., ≈1.90 g/L at 3.44 s, ≈9.37 g/L at 30.96 s). \n", "- Quasi‑steady behavior: most water‑containing complexes reach ~95% of their final values by ~50–70 s (e.g., [H₂O]₂·[[C₄H₉O]₃PO]₂(o) is ≈43.9 g/L at 51.6 s vs final 45.36 g/L). \n", "- Slower formation: HNO₃‑containing complexes form more slowly; HNO₃·[C₄H₉O]₃PO(o) attains ≈95% of its final value only after a few hundred seconds (≈200–300 s). \n", "- Early instantaneous rate example (approximate): H₂O·[C₄H₉O]₃PO(o) 0 → 1.900 g/L in 3.44 s → ≈0.55 g·L⁻¹·s⁻¹ initial, then slowing as it approaches plateau.\n", "\n", "

Concise conclusions

\n", "\n", "- The system converts roughly 24.7% of free [C₄H₉O]₃PO(o) into associated species over 310 s; water association dominates the new species (especially [H₂O]₂·[[C₄H₉O]₃PO]₂(o)). \n", "- Two kinetic regimes are evident: rapid water‑driven association (tens of seconds) and slower HNO₃ association (hundreds of seconds). \n", "- Final concentrations show a stable distribution by ~300 s with small residual evolution in the HNO₃ complexes." ], "text/plain": [ "" ] }, "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 = 7982\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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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 295.11\n", "34.402683 296.35\n", "51.604025 296.93\n", "137.610734 297.91\n", "223.617442 298.13\n", "309.624151 298.17\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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SU1P5QQ0AAEq0e/dubd++XZJ03333yWQyyd/fX3feeadmzJih1atXKz4+XnXr1i32Om+99ZbGjRvnMEPIiRMntHz5ci1fvlyjRo1Shw4dyvW9XGj37t0aPHiw9u/f77A/JydHu3fv1u7duzVt2jS9//77+s9//nPR60ycOFEvvvhioSWHjx07pmPHjmnBggXq1q2bFixYoJo1a5bLeynw0UcfafTo0YWyJCcnKzk5Wfv379eaNWu0a9cuffnll+Waxdv7/37NtFgsFz0uOTlZ/fr106+//uqw/+DBg5o2bZq+/vprrVu3Tu3bty/y/Jtuukl//PFHof2pqanatWuXdu3apQ8//FD/+9//9N///rfIayQmJqpPnz767bffCj1X8O/4+++/66OPPtL+/fvVrFmzQse5qj0BAAAAQGWUn5+vkydPKj4+XvHx8Tp27JjDnwVfnz171ulrt2jRQrVr1y5V0U1oaKhMJlM5vEM44/wCGD8/P4eJ9MLDwxUSEmJUNAAAAJQTxgynaeLEibr//vsveh3GDIvmbmOGPXv2ZMwQqKIyMjJ09OhRxcXF6ejRo4W+Pnr0qH3FuLJ44okn1KhRo0JFOOHh4fLx8XHhO3EP7lAAwyQvqAgU6VQhH3/8sY4ePWrf7tOnjyIjIw1M9H/Kmu3EiRPq3r27jh07Zt9Xt25drV+/vsRf7lBYweBIUlKSwUkAAEBlVzAjlslk0rBhw+z7hw8frhkzZshqtWr27Nl6/vnnL3qN2bNn69lnn5UkBQQEaMyYMerZs6eqVaum3bt365133tG0adN03XXXle+bOc/evXt14403Kj09Xf7+/ho+fLi6du2qRo0ayWKxKCYmRu+//77++ecfPfLIIwoKCtI999xT6DqTJk3Sc889J0kKCgrS448/rh49eigwMFC7d+/We++9p127dmnjxo3q2bOntmzZctEZlS7Vnj17NGrUKFksFtWsWVMPPfSQunbtqoiICFksFh0/flw7duzQypUrK+SGpt9//93+dXGf2QcNGqRt27Zp+PDhuu2221S3bl2dOnVKM2fO1IIFC5SSkqK77rpLf/75p7y8vAqdn5+fryuvvFL9+vXT1VdfrXr16snHx0fHjh1TTEyMZsyYoZSUFD355JNq0KBBkTM0P/744/bO9u7du+vee+9V48aN7cXtf/31lzZt2qTly5cX+R5c1Z4AAAAAwAhZWVmKj4/X33//rY0bNyolJUVJSUmaOXOmEhISdOzYMZ08edLhJjpX+umnnxgMP4873MAAAAAAz8OY4T968sknFRgYqKFDhxa6DmOGF+dOY4aPPvqoS8cMo6Ojde2116pBgwayWCz6888/NXXqVMYMgXKQm5ur+Pj4QsU35xfhlHYF6Msuu0y1a9cusvCvOM899xx9XOehAAY4hyKdKuLgwYN68cUX7ds+Pj6aOHGigYn+T1mzpaSkqEePHjp48KB9X0REhNauXcuyj2VUMKNZcnKywUkAALg0NptNWVlZ5Xb9zMzMMp1TrVq1ckhzTrVq1Spsxtjc3Fz7zEldunRx+OzVsWNHtW7dWnv37tWnn36qcePGFZnrzJkzGjNmjCQpMDBQGzdudJj96tprr9Xdd9+tXr166ccffyzfN/T/Wa1WDRkyROnp6WrRooXWrl2r+vXrOxzTqVMnPfDAA/rXv/6lX375RY8//riioqIUHBxsP+bgwYP2gYYaNWpo06ZNuuKKK+zPd+jQQf/+978VFRWl77//Xtu3b9ekSZOKHZy4FN9995199qn169erXbt2hY4ZOHCgXn311XL/HJiUlKSpU6fat2+99daLHvvzzz9r8eLF6tevn8P+Xr166d///re++uor7du3T6tWrSp0jCQtWLBALVq0KLT/mmuuUVRUlJ566il16dJFe/bs0bhx4zR48GCH486ePatFixZJOvf3s3DhwkJtuWvXrnr44YeVmZlZqNPfVe0JAAAAAMpDSkqKjh8/XuwKOKW9QcHb21t16tRRvXr1VLduXdWtW9f+dcGfPj4+atCgQTm/q6qNGxgAAADKprTjhhaLxWEM0Gw2F3nD/4U8edyQMcMH1KNHD/3666967rnn1KdPH8YMS6myjxme31bPnj2rhQsXSnLdmGFkZKTS09Md3v9DDz3EmCFQBqdOndI///xz0SKckydPymazlXidkJAQNWjQQPXr17f/ef7X9erVk5+fnxITE1WrVq0KeGcAqjqKdCqpuLg4hYeHl+oXttjYWPXu3dvhw/PYsWPVunXrEs8dP368JkyYYN/u2rWrNm7caHi29PR09erVS3/++ad9X/Xq1bVmzRq1atWqxNdF0VhJBwBQVWRlZSkoKMjoGA7Ku4g4IyNDgYGB5foaBZYsWWL//BYdHV3o+WHDhumZZ57RoUOHtHHjRt18882Fjvn888+VmpoqSXr22WeLXJ7e399fs2fPVvPmzQstuV4eFixYYP98+fnnnxfqbC8QFBSkjz76SG3btlVKSormz5+v4cOH25//4IMPlJeXJ0l66623HDrbC/j6+urzzz9X06ZNlZGRoffff1/PPPOMw7LurnLy5ElJ5z4vF9XZfr7ymGHXZrMpMTFRP/zwg1544QXFx8dLklq1alWoMOZ8jzzySJEd6dK5mWa++uorSdLGjRuLPK6ozvbz1ahRQ6+99poGDhyo/fv3a9euXQ7/VqdPn7b/O3br1q3Ywayi/u+5qj0BAAAAQHlo2bJlqY4LDAxUZGSk/P39FRYWprCwMN1www1q1qyZvSCnVq1aJd68mJiY6IrY5YqVagAAAKomxg3LD2OGQfrwww/Vvn17nT59WkuXLtV//vMf+/OMGTpypzHDq666yv58SkqKy8cMC4qlzseYIVA2V155ZYnH+Pn5qV69esUW4RTcO+vuLuzfSk9P1+bNm+3bnTt3LlQASP8WYAyKdCqppUuXavz48brnnns0aNAgdezYUQEBAQ7H7N69W1988YWmTJmi3Nxc+/4bbrjBYeUad8w2YMAAbdu2zWHff//7XyUlJWndunVO5b3mmmtUo0YNp86pqgpW0qFIBwAAFKdg2frAwMAil/u+9957NW7cOFksFn366adFdrivXr3a/vWIESMu+lqNGjVSjx49tGrVKhckL96CBQskSU2aNNF1111X7LFXXnmlwsLClJycrC1btjh0kK5Zs0bSub+f4pYhr1Wrlm6//XbNnj1bCQkJ+v3334sceLhU9erVk3RuJrJ58+bpjjvucPlrnO/IkSMlzs7WtGlTLV++vNgBhmHDhl30uTZt2igwMFCZmZkOK2sW5/Tp0zp9+rSys7PtM+X4+PjYn9+5c6fD4EhYWJj8/f119uxZff311xoxYoRTg3iuak8AAAAAjGe1Wp2eRTgsLExms7mcEp27uSkhIUF///23tm/fXqZrREREOKx2U9TXISEhSk9P14YNG+zn3XzzzVXmxoXzsVINAAAA4BzGDM+N8dSsWVMpKSnaunWrQ5EOY4buO2Z4fpFOeHg4Y4aoEipj/1aB/Px8HTx4UL/++muZzq9bt+5Fi28aNGigiIiICllhrjK4sH/Lz8/Pfl+wdO57WlXs1wPcEUU6lVhycrKmTJmiKVOmyMvLS40bN1aNGjWUnZ2tEydOFPkD9dprr9WyZcvk7+/v1tmKWs3npZdeKlPWDRs2qFu3bmU6t6phJR0AQFVRrVo1ZWRklNv1ExMTnZ7h6p9//inXGz1Ks4qhKxw9elRr166VJN1+++1FdkDWqVNHPXv21MqVK7VgwQJNnTrV4Zd+Sfrjjz8kSQ0aNFCdOnWKfc3rrruuQjrcY2JiJEmHDh1yqoPmxIkT9q9zc3P1119/SZLat29fqFj9Qp06ddLs2bMlnfs7KY8O93vuuUcTJ05Udna2hgwZohtvvFH9+/fXjTfeqPbt21fYCkze3t668sorddddd2nUqFElttniVsg0mUyqWbOmMjMzlZaWdtHjfvrpJ02fPl3r168vcdbmCz8D+/r66r777tPHH3+srVu3qmHDhho8eLC6d++ua6+9Vk2aNCn2eq5oTwAAAAAqh+TkZNWqVcupcxISElzSD5CZman9+/fr77//1r59+xz+LJhtuiyOHj1qv0ELAAAAqMpKO25osViUnp5u3w4ODi5xxUjJc8cNGTMsrGClGokxw+K445jhsGHD9NFHHzFmCLdmZP9WgaysLO3bt0+xsbEOj/3799tXrHJWfHy8IiMjXZYRACoKRTpuwmKx6MCBAxd93mQyacSIEXrvvfcq7AN1gcqcDY4KfhF2tmIaAIDKxmQylevniqysLKfPCQwMrBKfdWbPni2r1Sqp6GXrCwwfPlwrV65Udna2vvrqKz3yyCMOzxd83rjssstKfM3atWuXPbATzl/y1xnnt4fTp0/bZ1wqTe7zBxvK6zNYkyZNtGzZMkVHR+vYsWPasmWLtmzZIulcJ3iHDh00ePBgPfDAA6pevfolv15kZKTDrGdms1lBQUG67LLL5OfnV+rrlPT/pWDGnqKWg5fOrbT57rvvlvr1ivp//c477ygnJ0dz5sxRSkqKPvnkE33yySeSzrXdXr166f7771eXLl0KneuK9gQAAADAM1gsFh0+fLjIQpxjx45d9DyTyaSGDRuqcePGDivdlIYzv5+5QlhYmNO/J4WFhZVTGgAAAHiS0o4bWiwW+xiYdG6cojRFOp46bsiYYWHZ2dn2rxkzrFpjhu+++67Onj3LmCFQSsnJyYUKcWJjY3XkyJGLnhMQEKCmTZtqz549Tr3W+SthVQT6uAC4CkU6lVS3bt00bNgwrV692qEK/0J+fn7q16+fnn76aXXs2NHjs6F4rKQDAACKY7PZ9Nlnn9m3i1qSviiffvppoQ73yig/P1/SuWXRv/nmm1Kf5w6DKN27d9eBAwe0dOlSrVq1Sps3b9b+/fuVn5+vX3/9Vb/++qvefPNNffXVV+rZs+clvZaPj4+uuOIKFyUvmy+//NLe2d6gQQP997//1U033aSGDRsqODhYvr6+ks7NWNW0aVNJsg+UnC8gIECzZ8/WuHHj9O2332rjxo2KiYlRRkaGTp06pc8//1yff/65brvtNs2dO9dhVdCq3J4AAAAAOM9msykxMdGhAKfg64MHDyo3N/ei54aFhalFixa6/PLLHf5s2rSp/P39lZiY6PRMqBXNbDaX60zhAAAAACoOY4b/x2KxKDMzU5J7jPEwZlg5xgzPbzdS0UWB7tCe4NlsNpuOHj1qL8D566+/7F8Xt2JVWFiYWrVq5fBo2bKlGjRoUKbVfioafVwAXIUinUrqiiuusC9xeejQIe3Zs0dxcXH2ZRtr1qypFi1a6LrrrrukJUzHjx+v8ePHV7psRX0YxqWjSAcAABTnhx9+0D///OP0edu3b9euXbvUtm1b+76wsDAdP35cp06dKvH84gq/JTl0WFqtVvtsSUU5v7PzQhERETp27JjS09PL3GFco0YNmUwm2Wy2EnNLju/twtlTLnxfxSnufRXw8/PTHXfcoTvuuEOSlJiYqB9++EFz5szRypUrlZKSosGDB+vAgQMVNhNZeZk+fbqkcytFbt269aLvJyUlpVTXu/zyy/Xiiy/qxRdflMVi0W+//ably5frww8/VEJCghYuXKjnn39e77zzjv0cV7QnAAAAAO5r6dKlOnHihENRzpkzZy56vL+/v5o3b+5QiFPwYLZNAACAyiM9PV2bN2/WsWPHlJSUJG9vb9WrV08dOnRQ8+bNjY6ngwcPKiYmRseOHVNubq5q1Kihli1bqlOnTg43jQOXgjHD/2OxWJSenl5oP2OGlUNlHTO8sN0EBweXauUuwAh5eXk6cOCAQxFOQVFOcd9zGjRoUKgQp1WrVhS4AMD/R5GOG2jSpImaNGlidIwiVeZsKKxgqdKUlBRZLBY+/AMAAAeffvqp/euPP/5YwcHBxR6flJSkRx99VJI0a9YsTZkyxf7cVVddpePHjysuLk4nTpxwWML9Qlu3bi32dc7PkZKSovDw8CKPS0xMLLYY+ZprrtGxY8cUFxenI0eOqGHDhsW+blF8fX3VsmVLxcbG6rffflN2drYCAgIuevzPP/9s//qqq65yeO7C91WcvXv3Op01IiJCQ4cO1dChQzVq1ChNnz5dmZmZWrJkiR5++GGnr1eZ7N69W5J0yy23FDt4EBMT4/S1vby81KFDB3Xo0EHR0dFq06aNsrKy9NVXXzl0uLuiPQEAAABwXw888EChfSaTSQ0aNChyVZz69esXewMZAAAAjPXLL79owoQJWr9+vX1VhAtdccUVGjt2rO69916ZTKYKzbd48WK9+uqr2rlzZ5HPBwUFKTo6Wi+//PJFx1GA0mLMsGSMGVYOjBkCl6ZTp046fPjwRT/7eHt7q3nz5g5FOK1atVKLFi0UFBRUwWkBwL1QpAN4kIJf6mw2m1JSUqhaBgDgIsLCwpSQkOD0Oe7szJkzWrhwoSTp2muv1YMPPliq86ZPn67Y2FjNnTtXkyZNsi8Z3rNnT61atUrSuc74F154ocjzDx8+rLVr1xb7GucXhW/btk29e/cu8rg5c+YUe53BgwdryZIlkqRJkyZp6tSpxR5/Mb169VJsbKwyMzP1xRdf6KGHHiryuKSkJM2fP1+SdNlll6ldu3YOz1/4vm6//fYir7N9+/Yydbifr2fPnvaZpIpbetpdFHQSFjdzT35+vj788MNLep1GjRqpRYsW+u233wr9vbmqPQEAAAAw3tmzZ50+p0OHDmrTpo3DqjjNmjUr9qYsAAAAVD75+fl67LHHStWfvGfPHg0bNkxz587VN998oxo1apR7vpycHI0YMUJz584t9riMjAxNnTpV3377rebPn68uXbqUezZP4WnjhowZlh5jhsZjzBC4NAcOHJAkBQYGOhThFDyaNm0qHx8fg1MCgHtiyi7Ag3h5edkLdarCL1oAAJQXs9msiIgIpx7uPhvu3Llz7Tcl3XnnnaU+b+jQoZKk5ORkLV682L5/2LBhCgkJkSRNnDhR27dvL3Tu2bNnFR0dfdFZWQrccsst9q8nTZoki8VS6Jht27bp5ZdfLvY6d911l1q2bClJmjZtWomdsbm5uZo1a5ZOnTrlsH/06NH2jqhnn31Wf/75Z6Fz8/LyFB0dbV/G/LHHHpO3t+McCW3atNFll10m6dyMZEUN8CQmJio6OrrYnAsXLix2NjBJ9sEPSWratGmxx7qDFi1aSJI2b96sffv2FXrearVq9OjR2rNnz0WvcfjwYa1bt67Y1zl8+LBiY2MlFf57c1V7AgAAAFCxLBaL9u7dq9mzZ2vkyJHq0KGDGjdu7PR1Vq5cqdmzZ+u5557T4MGDdeWVV5ZbgU7BTYHOPNz5pkAAAICKYrFYFBUVVWT/bmRkpDp06KCWLVsWujl1zZo16tGjR7E3hbuC1WrV0KFDCxXoeHl5qXHjxmrXrp1CQ0MdnktMTFTv3r31yy+/lGs2T+Jp44aMGRaWm5urL774otBYHmOGxnPFmOGhQ4cYM4Rbs9lsOnLkiBYtWuT0ud9++63i4uKUnp6u7du364svvtC4ceM0aNCgIj8DXSr6uAB4ElbSATxMSEiI0tPTKdIBAAAOCpatN5lMGjJkSKnPGzp0qMaPHy/p3OxXBedWr15d7733nu6//35lZmaqa9euGjNmjHr27Klq1app9+7devvtt7V3715dd911xS5ff8UVV6h79+5av369NmzYoJ49e2r06NEKCwtTUlKS1q5dq88++0wNGzZUSkrKRT/neHt7a+HCherUqZPOnDmjkSNH6quvvtI999yjK664QoGBgUpLS9Pff/+tn3/+WUuWLFFKSor2799v7xiXzs1m9frrr+vpp5/W6dOndf311+uJJ57QrbfeqmrVqunPP//Uu+++qz/++EPSudmVx44dWyiPl5eXRo8erRdffFFJSUnq1KmTXnjhBbVt21bZ2dnasmWL3nvvPaWmpurqq6/Wzp07i3xf77//vu6++27deuut6t69u9q0aaPw8HDl5OToyJEj+vrrr7V06VJJUsOGDTVgwICS/2Erufvvv1+PP/64srKy1LVrV40dO1bXXnut/P399eeff+rDDz/Utm3b1KVLF23atKnIaxw7dkz9+/dXkyZNNGDAAHXs2FENGzZUQECAkpKS9Ouvv+rDDz+0D0Q99thjDue7qj0BAAAAVZ3ValVycrJT54SFhbnkpjabzab4+HjFxMTYH9u3b7ffHOUuCm4KBAAAgGu98MILWrlypcO+/v376/XXX9eVV15p35eamqrPPvtML730kv2z5I4dOzRy5Eh9/vnn5ZZv0qRJ9tUZCvznP//Riy++qMjISEnnPm8vWbJEY8aMUVxcnCQpKytLQ4YM0Z49ewoV8QAlcbcxw8cee0wNGjRQYmKiVq5cqRkzZrh0zHDLli1asmSJTp8+rR07djhchzFD47lizDAuLk49evRw6Zjh3LlzNXjwYLVq1UqBgYHKz8/XwYMHGTOES2RnZ2vHjh365Zdf9Msvv+jXX3/ViRMnynStm2++uUL7nOjjAuBJKNIBPExISIji4+OdXooXAABUXb///ru9M/fGG29UvXr1Sn1uy5YtddVVV+mPP/7QunXrdPToUdWvX1+SNHz4cJ06dUrPP/+8srKy9MYbb+iNN95wOH/UqFHq0KFDsR3u0rnO/G7duunw4cNav3691q9f7/D85ZdfrhUrVqh79+7FXqdVq1aKiYnRnXfeqZ07d2rz5s3avHnzRY/38/OTn59fof1jx45Vfn6+XnrpJWVkZOjVV1/Vq6++Wui4bt26acGCBRedYeaZZ57R5s2btXr1ah08eFDDhw93eD4kJETfffed5s2bd9EOd0nKycnRihUrtGLFiose06xZMy1ZskSBgYEXPcZdjBo1Sps2bdKCBQt06tQpPfXUU4WO6du3r95++221atWq2GsdOnRI77333kWfN5vNevrppzVy5MhCz7mqPQEAAABVWXJysmrVquXUOQkJCWUasD9z5oy2b9/uUJRT1E0KgYGB6tChgzp27KiOHTuqSZMmuuaaa5x+PQAAALivAwcOaNKkSQ77HnvsMU2ZMqXQsaGhoRozZoy6dOmiW265RampqZKkOXPm6NFHH1WHDh1cni85OVmvv/66w74333xTzz77rMM+s9msQYMGqWPHjurcubMOHz4s6dxEVZMnT9aECRNcng1VF2OGxY/x+Pr6FtrPmKGxKuuY4ZYtW7Rly5aLXosxQ/dkxEQ0NptNhw8f1q+//movyvn9998LrTzm7e2tNm3a2IsCAQDGo0gH8DAFs6Swkg4AACgwa9Ys+9fOLFt//jl//PGHrFarfSa5As8++6xuueUWvfvuu9q0aZOSkpJUs2ZNdejQQQ8//LD69eun2bNnl/gaDRs21I4dO/T2229r8eLFOnz4sLy9vdWoUSNFRUVp7NixCgkJKVXe5s2ba/v27Vq2bJnmz5+vX3/9VSdPnlRWVpaCg4PVoEEDXXXVVerevbuioqJUvXr1Iq/z3HPPafDgwZo2bZrWr1+vuLg45ebmKiIiQh07dtS///1v3XbbbcVm8fHx0fLlyzVz5kzNmTNHe/bsUV5enurVq6fevXvriSeeUOPGjTVv3ryLXuObb77R999/r02bNmnPnj06efKkEhMTZbPZFBERoauuukoDBw7UvffeW2U6e728vDRv3jzNmTNHn332mX7//XdlZWUpIiJC7dq107333qs777zTPhhZlBtuuEEbN27UDz/8oK1btyouLk6nTp1SamqqAgMD1aRJE3Xp0kUPPPCAw4yJF3JVewIAAADgnJycHP3xxx8OBTn79u0rdJyXl5fatm1rL8jp2LGjWrVqJS8vL/sx9JcDAAB4nkmTJslisdi3r7nmGk2ePLnYc66++mq9++67uv/+++37nnvuOa1du9bl+f73v/85rADZpUsXPfPMMxc9vm7dupo5c6ZuvfVW+753331Xjz3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"text/plain": [ "
" ] }, "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": [ "

Summary

\n", "\n", "- The table records concentrations vs time (0 → 309.624 s) for H₂O(a), H⁺(a), N₂(a), NO₃⁻(a) and O₂(a).\n", "- Major changes: NO₃⁻(a) rises from 0.0620 to 29.0439 g/L and H⁺(a) from 0.001007 to 0.47187 g/L; H₂O(a) decreases modestly (992 → 986.207 g/L). N₂(a) and O₂(a) change only slightly.\n", "\n", "

Numeric endpoints and overall changes

\n", "\n", "- Time span: 0 s → 309.624 s.\n", "- H₂O(a): 992 → 986.207 g/L; absolute change −5.793 g/L (≈ −0.584%).\n", "- H⁺(a): 0.00100739 → 0.47187 g/L; absolute change +0.47086 g/L, factor ≈ 469× (very large relative increase).\n", "- NO₃⁻(a): 0.0620055 → 29.0439 g/L; absolute change +28.9819 g/L, factor ≈ 468.6×.\n", "- N₂(a): 0.00815443 → 0.00905861 g/L; absolute change +0.00090418 g/L (≈ +11.1%).\n", "- O₂(a): 0.0053437 → 0.00548158 g/L; absolute change +0.00013788 g/L (≈ +2.6%).\n", "\n", "

Trends and rates (qualitative)

\n", "\n", "- Rapid production phase early (roughly 0–50 s): large, fast increases in NO₃⁻(a) and H⁺(a) and a faster decrease in H₂O(a).\n", "- Slowing production thereafter: incremental increases continue but with markedly smaller rates; by ≳200 s the system is approaching a slow asymptotic change (near-plateau).\n", "- N₂(a) and O₂(a) remain nearly constant relative to NO₃⁻ and H⁺ changes.\n", "\n", "

Quantitative rates (representative intervals)

\n", "\n", "- H⁺(a):\n", " - 0 → 51.604 s: 0.001007 → 0.310391 g/L, Δ ≈ +0.30938 g/L, mean rate ≈ 0.0060 g·L⁻¹·s⁻¹.\n", " - 0 → 309.624 s: Δ ≈ +0.47086 g/L, mean rate ≈ 0.00152 g·L⁻¹·s⁻¹.\n", " - Late (206.416 → 309.624 s): changes are small (rate ≪ early rate).\n", "- NO₃⁻(a):\n", " - 0 → 51.604 s: Δ ≈ +19.0428 g/L, mean rate ≈ 0.369 g·L⁻¹·s⁻¹.\n", " - 0 → 309.624 s: Δ ≈ +29.0439 g/L, mean rate ≈ 0.0938 g·L⁻¹·s⁻¹.\n", " - 206.416 → 309.624 s: Δ ≈ +0.4045 g/L over ~103.2 s, rate ≈ 0.0039 g·L⁻¹·s⁻¹.\n", "- H₂O(a): 0 → 309.624 s: Δ ≈ −5.793 g/L, mean rate ≈ −0.0187 g·L⁻¹·s⁻¹; most loss occurs early (e.g., −5.693 g/L over first 51.6 s ≈ −0.110 g·L⁻¹·s⁻¹).\n", "\n", "

Pairwise comparisons and correlations

\n", "\n", "- NO₃⁻(a) and H⁺(a) scale together almost perfectly across the whole record: NO₃⁻(a) / H⁺(a) ≈ 61.56 at start and ≈ 61.57 at the end (consistent to two decimals). This indicates a fixed proportional relationship (constant mass ratio) between NO₃⁻ and H⁺ throughout the experiment.\n", "- H₂O(a) decreases as NO₃⁻(a) and H⁺(a) increase, but the water loss (≈5.8 g/L) is much smaller than the nitrate gain (≈29.0 g/L), so total dissolved solids increase substantially.\n", "- N₂(a) and O₂(a) show only very small absolute and relative changes compared with NO₃⁻ and H⁺; they are effectively quasi-constant on this scale.\n", "\n", "

Conclusions

\n", "\n", "- The dataset shows a strong, stoichiometrically consistent production of NO₃⁻(a) accompanied by H⁺(a) generation, with a nearly constant mass ratio NO₃⁻ : H⁺ ≈ 61.56 : 1.\n", "- Production is front-loaded (fast at early times) and slows markedly toward a plateau by a few hundred seconds.\n", "- H₂O(a) is the dominant species by mass and decreases slightly; N₂(a) and O₂(a) remain minor and nearly unchanged." ], "text/plain": [ "" ] }, "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 = 6627\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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 996.96\n", "34.402683 1001.85\n", "51.604025 1005.74\n", "137.610734 1013.94\n", "223.617442 1015.45\n", "309.624151 1015.74\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": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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": [ "

Overview of the Vapor Phase Data at Steady-State.

\n", "\n", "

Steady-state window used

\n", "\n", "- Steady-state is taken as the time span t ≥ 137.611 s (rows starting at 137.611 s through 309.624 s). \n", "\n", "

Numerical summary (steady-state statistics)

\n", "\n", "- H₂O(v): mean = 0.0272740 g/L; standard deviation ≈ 4.51×10⁻⁶ g/L; min = 0.0272684 g/L; max = 0.0272808 g/L; range = 1.24×10⁻⁵ g/L; coefficient of variation ≈ 0.0165%. \n", "- N₂(v): mean = 0.906763 g/L; standard deviation ≈ 1.85×10⁻³ g/L; min = 0.902695 g/L; max = 0.908398 g/L; range = 5.703×10⁻³ g/L; coefficient of variation ≈ 0.204%. \n", "- O₂(v): mean = 0.257811 g/L; standard deviation ≈ 1.24×10⁻⁴ g/L; min = 0.257538 g/L; max = 0.257921 g/L; range = 3.83×10⁻⁴ g/L; coefficient of variation ≈ 0.0482%. \n", "\n", "

Steady-state composition (mass fractions)

\n", "\n", "- Total vapor concentration (steady mean sum) ≈ 1.191849 g/L. \n", "- Mass fractions: H₂O(v) ≈ 2.29% ; N₂(v) ≈ 76.13% ; O₂(v) ≈ 21.58%. \n", "\n", "

Trend and stability over the steady window

\n", "\n", "- Time span used: 172.013 s (from 137.611 s to 309.624 s). \n", "- Linear changes over that window (end − start, divided by time span): \n", " - N₂(v) increased by 0.005703 g/L → slope ≈ +3.32×10⁻⁵ g·L⁻¹·s⁻¹. \n", " - O₂(v) increased by 3.83×10⁻⁴ g/L → slope ≈ +2.23×10⁻⁶ g·L⁻¹·s⁻¹. \n", " - H₂O(v) decreased by 2.7×10⁻⁶ g/L → slope ≈ −1.57×10⁻⁸ g·L⁻¹·s⁻¹. \n", "- Interpretation: all three species show very small absolute drifts and low coefficients of variation (all ≪ 1%), indicating the vapor-phase concentrations are effectively steady within the chosen window; N₂ shows the largest absolute variability and drift, O₂ shows very small variability, and H₂O is essentially constant at the 10⁻⁵ g/L level." ], "text/plain": [ "" ] }, "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 = 8755\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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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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" ] }, "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 44.28\n", "34.402683 48.95\n", "51.604025 51.27\n", "137.610734 53.40\n", "223.617442 53.40\n", "309.624151 53.39\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": [ "
Overview of the Relative Humidity Data at Steady-State
\n", "\n", "- Steady-state window and sampling:\n", " \n", " - Time interval: 103.208 s to 309.624 s (duration 206.416 s).\n", " - Number of steady-state samples: 5 (indices 6–10).\n", " - Sampling interval: 51.604 s between successive steady-state time points.\n", " \n", "- Values (dependent quantity: Relative Humidity History [s], unit: %):\n", " \n", " - Observed RH values in the window: 53.2307%, 53.4125%, 53.4076%, 53.3963%, 53.3908%.\n", " \n", "- Summary statistics (steady-state subset):\n", " \n", " - Mean RH: 53.3676% (rounded to 4 decimal places).\n", " - Population standard deviation: ≈ 0.0689% (sample std ≈ 0.0770%).\n", " - Min / Max: 53.2307% / 53.4125% → range = 0.1818%.\n", " \n", "- Trend over the steady-state interval:\n", " \n", " - Linear trend (least-squares slope) ≈ +5.89 × 10⁻⁴ % per second.\n", " - Equivalent changes: ≈ +0.0353% per minute, ≈ +0.589% per 1,000 s.\n", " - Interpretation: the RH is effectively constant within ±0.1% over the interval; the positive slope is very small compared with the mean.\n", " \n", "- Concise interpretation:\n", " \n", " - Over the stated steady-state window the relative humidity is stable around 53.37% with very low variability (std ≈ 0.07% and range ≈ 0.18%) and only a negligible upward trend." ], "text/plain": [ "" ] }, "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 = 5261\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='
', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall Stage Efficiency" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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 16.875 22.212\n", "0.06 20.172 20.127\n", "0.11 23.258 18.305\n", "0.17 26.106 16.757\n", "0.23 28.693 15.478\n", "0.29 31.001 14.440\n", "0.34 33.063 13.593\n", "0.40 34.884 12.895\n", "0.46 36.484 12.303\n", "0.52 37.888 11.783\n", "... ... ...\n", "2.58 49.669 2.304\n", "2.87 49.915 1.982\n", "3.15 50.092 1.776\n", "3.44 50.218 1.646\n", "3.73 50.309 1.565\n", "4.01 50.374 1.515\n", "4.30 50.420 1.484\n", "4.59 50.454 1.464\n", "4.87 50.478 1.451\n", "5.16 50.495 1.442\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", "- Steady-state definition and span.\n", " \n", " - Steady-state is taken as the interval t ≥ 103.208 s (rows 6–10), covering 103.208 s to 309.624 s with regular sampling steps of ≈ 51.604 s.\n", "\n", "- Time [s] column (sampling).\n", " \n", " - Times in the steady window are: 103.208, 154.812, 206.416, 258.020, 309.624 s; spacing is consistent at ≈ 51.604 s.\n", "\n", "- Mean efficiency column (reported mean [%]).\n", " \n", " - Reported means in the steady window: 48.1704%, 49.6695%, 50.2183%, 50.4204%, 50.4947%.\n", " - Average (mean of those five values) = 49.79% (49.7947%).\n", " - Variability of the reported mean across the steady window: sample standard deviation ≈ 0.96% (population std ≈ 0.86%), indicating the mean is approximately stable with only ~0.9–1.0 percentage point scatter.\n", " - Final reported mean (last time point) = 50.49%.\n", "\n", "- Reported uncertainty column (reported ± std [%]).\n", " \n", " - Reported standard deviations in the steady window: 4.44318%, 2.30373%, 1.64574%, 1.48376%, 1.44219%.\n", " - Mean reported uncertainty across the steady window = 2.26% (2.2637%).\n", " - Uncertainty decreases through the steady window from 4.44% to 1.44% (a reduction of ≈ 67.5% between first and last steady samples).\n", " - Relative uncertainty (coefficient of variation = reported std ÷ mean) falls from ≈ 9.2% at 103.208 s to ≈ 2.9% at 309.624 s (using the corresponding means).\n", "\n", "- Concise quantitative summary.\n", " \n", " - Steady-window average efficiency = 49.79% ± 0.96% (sample std across times).\n", " - Typical reported measurement uncertainty = 2.26% (mean of reported std values); last reported point = 50.49% ± 1.44% (reported std).\n", " - Conclusion: over the chosen steady interval the stage efficiency is centered near 50% with small temporal scatter (~1% absolute) and decreasing reported uncertainty toward the final measurement." ], "text/plain": [ "" ] }, "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 = 4923\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='

', 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": [ "
" ] }, "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\n", " \n", "0.00 0.000 0.000 0.000 0.000 0.000 35.002 50.000 50.000\n", "0.06 6.372 6.506 6.645 2.416 2.443 37.442 49.910 49.642\n", "0.11 12.132 12.583 13.058 4.712 4.802 39.578 49.839 49.359\n", "0.17 17.274 18.119 19.025 6.943 7.114 41.447 49.783 49.140\n", "0.23 21.816 23.063 24.417 9.099 9.356 43.082 49.741 48.972\n", "0.29 25.784 27.351 29.114 11.174 11.512 44.513 49.710 48.847\n", "0.34 29.247 31.098 33.208 13.165 13.576 45.763 49.688 48.758\n", "0.40 32.244 34.304 36.682 15.069 15.541 46.857 49.674 48.698\n", "0.46 34.829 37.023 39.587 16.889 17.409 47.813 49.665 48.661\n", "0.52 37.050 39.311 41.987 18.625 19.180 48.648 49.661 48.644\n", "... ... ... ... ... ... ... ... ...\n", "2.58 50.036 50.047 50.303 46.398 46.563 54.289 49.946 49.774\n", "2.87 50.045 50.038 50.219 47.397 47.525 54.303 49.961 49.836\n", "3.15 50.043 50.029 50.157 48.123 48.221 54.308 49.972 49.882\n", "3.44 50.036 50.021 50.113 48.649 48.723 54.309 49.980 49.915\n", "3.73 50.028 50.016 50.081 49.028 49.084 54.309 49.986 49.939\n", "4.01 50.022 50.011 50.058 49.302 49.344 54.308 49.990 49.956\n", "4.30 50.016 50.008 50.042 49.499 49.530 54.307 49.993 49.969\n", "4.59 50.012 50.006 50.030 49.641 49.663 54.306 49.995 49.978\n", "4.87 50.009 50.004 50.022 49.742 49.759 54.306 49.996 49.984\n", "5.16 50.006 50.003 50.015 49.815 49.827 54.305 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+

\n", "\n", "Steady-state window used for this analysis: times t ≥ 103.208 s (rows 6–10). Below are per-reaction steady-state statistics (mean, min, max, range) and a concise stability note.\n", "\n", "- [C₄H₉O]₃PO(o) + H₂O(a) <-> H₂O·[C₄H₉O]₃PO(o)\n", " - Mean = 49.946% ; Min = 49.637% ; Max = 50.036% ; Range = 0.399%\n", " - Very stable around 50% with negligible fluctuation.\n", "\n", "- 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <-> [H₂O]₂·[[C₄H₉O]₃PO]₂(o)\n", " - Mean = 50.008% ; Min = 49.961% ; Max = 50.047% ; Range = 0.086%\n", " - Highly stable, essentially constant at 50%.\n", "\n", "- 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <-> [H₂O]₆·[[C₄H₉O]₃PO]₃(o)\n", " - Mean = 50.243% ; Min = 50.016% ; Max = 50.744% ; Range = 0.728%\n", " - Centered slightly above 50% with small remaining variability.\n", "\n", "- H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <-> HNO₃·[C₄H₉O]₃PO(o)\n", " - Mean = 47.010% ; Min = 40.691% ; Max = 49.815% ; Range = 9.124%\n", " - Largest spread in the steady window; efficiency increased substantially across the window and approaches ~49–50% by the final times.\n", "\n", "- H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> HNO₃·[[C₄H₉O]₃PO]₂(o)\n", " - Mean = 47.131% ; Min = 41.014% ; Max = 49.827% ; Range = 8.813%\n", " - Similar behavior to the previous NO₃⁻-associated reaction: notable rise through the steady window, nearing 50% at the end.\n", "\n", "- H₂O(a) <-> H₂O(v)\n", " - Mean = 54.249% ; Min = 54.033% ; Max = 54.309% ; Range = 0.276%\n", " - Highest efficiency among all reactions and very stable (≈54.3%).\n", "\n", "- O₂(v) <-> O₂(a)\n", " - Mean = 49.955% ; Min = 49.861% ; Max = 49.997% ; Range = 0.137%\n", " - Stable and tightly clustered around 50%.\n", "\n", "- N₂(v) <-> N₂(a)\n", " - Mean = 49.814% ; Min = 49.423% ; Max = 49.988% ; Range = 0.565%\n", " - Close to 50% with small remaining upward drift across the window.\n", "\n", "- Summary observation\n", " - Most reactions occupy ≈50% efficiency at steady-state with very small variability (ranges ≲0.8%) except the two NO₃⁻-associated uptake reactions (the HNO₃ adducts), which show larger changes across the chosen steady-state interval (ranges ≈8.8–9.1%) and approach ~49–50% by the final time points. H₂O(a) <-> H₂O(v) is distinctively higher (~54.3%).\n" ], "text/plain": [ "" ] }, "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 = 6729\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='

', 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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i4cKFCAkJwcmTJ/Htt9+iVatWsLOzU9lOsWLFULt2bYwbNw5///03wsLCsHTpUpQoUUKy3507d9CkSRPcvHlTb6+pIHIyDOawsrLChg0bdJa57vTp07h8+bKkzM3NDWvWrIGxcd7/je3s7IyNGzfK9ps3b55sKVZ9WbBggSzQcPjw4ejSpUu+dbt27Yphw4ZJyuLi4rBixQqdjjEvmzdvxrZt22Tl3bp1w6lTp+Dp6alVuyYmJhg5ciTu37+Pdu3aFXSYedq+fbusbO7cuWjevLnWbTZu3Bjbt29HtWrVCjI0Ir06dOgQEhISJGU+Pj5YtmyZ1tfoEiVKYPr06Zg8ebIuhkhERERERO9gsB4RERERERUKS0tLTJ06VVZ+8+bNQs8aQkRyRkZGKjNyvH79Gvfu3TPAiKgosLCwwIoVK/Drr7/Knnvz5o3KQD6iD8G3336LyZMnS4KVixUrhu+//x4BAQH49ttvUbp0aa3adnZ2xv/+9z8EBgZi+vTpkoxd0dHRaNmypc6WldWl4cOHIz4+XrE9e/ZseHl56az91atXy8omTZqkdja0pk2b4uOPP5aUBQQE4OTJkzoZX17i4uLw119/ScrMzMwwZ84ctduYM2cOTE1NJWVr164tlGDD2NhYfP3117Lyxo0bY/fu3bC0tCxwH25ubjh69Ci++uqrArelytu3b3H27FlJmaWlpSwIkuhDdPToUVnZ6NGjYWJiYoDREBERERFRfkzz34WIiIiIiEg3OnToICvLzs7G48eP0ahRI63bzcrKwu3btxEcHIyoqCjExcXBzs4OLi4u8PLyQp06dXSW9SXHq1ev8PjxY7x48QJv3rzB27dvYWdnBycnJ5QpUwa+vr46ubGZl6ioKNy6dQtRUVGIjo5GSkoKbG1tUbx4cVSuXBlVqlRBsWLF9DqGwpSeno7r16/j5cuXiIyMRHJyMpydneHq6opq1arpNGAgL6Ghobhx4waCg4ORkpICJycnlChRAk2aNJFlSXrfNG7cGHZ2drLMHA8fPkStWrW0avPt27d4+vQpHj9+jOjoaCQkJMDU1BSOjo4oXrw4ateujXLlyulg9IUnPj4eN27cQEREBKKiopCWlobixYvD1dUVvr6+KFmypKGHqHNjxozBzZs3sWnTJkn50aNHcfr0abRq1apA7aekpODatWt4/fo1oqKiFOe3i4sLateujfLlyxeofXW8efMGV69exbNnz/DmzRvY2NjAxcUFPj4+8Pb21lk/GRkZePToEfz9/REbG4uEhAQYGRnBysoKDg4OKFOmDCpUqPDenRcfksWLF2Px4sWSslq1amHHjh06PRaKFSuGWbNmoVu3bujZs6ciU2VSUhK6dOmCq1evFsqxr46NGzfiyJEjiu369eurDO7SVnJyMg4ePCgps7S0xODBgzVqZ+TIkTh06JCk7M8//0T79u0LOsQ87d27F+np6ZKybt26aTQvcHNzQ9euXbFnzx5F2atXr3D+/Hm0aNFCV0NVaeHChZJATACwsbHBH3/8odNgH2NjY70F64WFhckyG1aqVAm2trZ66a8oiIiIwO3btxEVFYXIyEhkZ2fDxcUFJUqUQMOGDdUOdFWXoed0z58/x927d/Hq1SskJCTAzs4Onp6eaNCgAZydnfXW7/sgODhYVla3bl0DjES/IiMj8fjxYzx//hzx8fFITk6Gra0tnJycULp0adSvXx82NjaGHqZGnjx5gidPniAyMhLR0dGwsLCAi4sLPDw80KBBA73/nwIRERERGYggIiIiIiLKR1BQkAAgeTRv3lyrtuzs7GRtHThwQKu2Tp48KXr27CkcHBxkbb77cHZ2FgMHDhSPHj3Sqh8hhIiKihJr164Vn3/+uShRokSe/QEQ5ubmolmzZmLnzp0iKytL636VhYeHi6lTp4qaNWsKIyOjfMfQsmVL8fPPP4uYmBhZW5s2bcr3deT3yO04OHPmjGzfM2fOaPWaT548Kbp06SJsbGzyHEuFChXEN998I8LDw7Xqp2zZspL2Bg0aJHl+7969omHDhrn2b2RkJOrXry+OHDmiVf8FpTyesmXLatVOzZo1ZW0tX75c7frZ2dni4sWLYvLkyaJ+/frC1NQ03+PI3d1dTJgwQQQHB6vdjz6PX1VSUlLEjz/+KBo1aiRMTEzybLdatWpi4cKFIikpSe32dWXGjBmy8WzatEknbaekpAhXV1dZ+5988olW7WVkZIh169aJVq1aCXNz8zzfU09PTzF16lSV17L8DBo0KM9zw8/PT3z66afCzMws1/7Lli0rVqxYIdLT07V6rUIIcfr0adGrVy9hZWWl1vFZvHhx0blzZ7F27VoRFRVV4Nf5roKeOwBEUFCQEEKIrKwsUa5cOclz5cuXF9nZ2Vq/V0II8fPPP8v63L9/f4HaVMfhw4dln6+fffaZePv2rV77jYiIEL6+vpJ+a9euLTIyMvTarzpCQ0OFvb29Ylzm5ubC399f8byq6/GMGTM06uPQoUOyNjp27KjxWDMyMmTzBTc3twIfj/np2bOnbPx//fWXxu38+eefsnYmT56shxH/n+TkZMnfN+cxe/Zsvfara5cvX5a9hkaNGum9X1Wfu5o+lOeceYmNjRUzZ84UderUyfO7gLGxsahXr5747bfftP7sKqw5XX5jWL9+vfDx8cm1TxMTE9G+fXtx/vx5SV11r0v//PNPga9hqtSqVUvSpqurq0hLSytwu6pUqlRJ9hqePHmil75yqPo/Am0eeUlISBBbt24VAwcOFGXKlMm3LRMTE1GvXj2xbt06jd7r5s2bF/h1aDLffvLkiRg1apTs+6fyw9LSUrRv314cP35c7baJiIiI6P3AYD0iIiIiIsqXLoP1SpUqJWtr69atGrVx79490apVK43/A93ExESMHDlSpKamatRfnz591Lo5ldujSpUqkpva2khOThZff/212kEeyg8LCwvx6tUrSZtFPVjv+fPnol27dhqPydraWsyePVvjIMncgvXi4+PFJ598otEYBg0aVOgBFspj0DZYr3HjxrK25s6dq1bds2fPCg8PD62PJ1NTU/H999+r9bcrzGC9devWiZIlS2rcfokSJcSuXbvU6kNX9BmsJ4QQs2bNkrVvYmKicRDdvn37RMWKFTV+T+3s7MTKlSs16iu3ILbs7Gzx/fff5xt8+e6jTp06IiIiQqP+Y2NjRffu3Qt0rPbq1Uvr16lKQc8d4P+C9YQQYuHChbLnjx49qtH7pKxy5cqS9tzd3UVmZmaB2szPq1evRPHixSX9Dhw4UO/95oiNjRXVq1eX9D9v3rxC6Tsv7du3l4xJOYhLF8F63377rawNbV97mzZtZG3pO2hF1Q85lOdd6nj58qWsHX0HnP3xxx+yPs3MzLT+8YOh3L59W/Y6SpUqpfd+CytYLzMzUyxYsCDfHympepQvX16cPXtWo9dVmHO63AQGBoqPPvpIo37Hjx+vuGZrcl2qUqWKZN/SpUsX6NqvKnh06tSpWreXH1U/tjlx4oTe+hNC/8F6kyZNEpaWllq36+7uLgvgzE1hBetFR0eLoUOHajT3zHk0b95chIaGqvvnISIiIqIizhhERERERESFSHmJLQAaLU918OBBNGrUCKdPn9a476ysLKxZswYtWrRAZGSk2vUuX74sW1ZLE48ePULDhg1x6tQpreqHhISgSZMm+Pnnn/H27Vut2khLS5Mtz1aU3bp1C40bN8aJEyc0rpucnIzp06ejV69eSEtLK9A4YmJi8NFHH8mW5svPli1bNF66r6goyDkaFBSE0NBQrfvOzMzE3Llz0bVr1wKdc7qSkZGBYcOGYfjw4QgPD9e4fkREBD7//HPMmTNHD6MzjDFjxsDU1FRSlpWVhWPHjqlVXwiBGTNmoHv37ggICNC4/4SEBIwbNw4jR45EVlaWxvVzZGdnY8CAAZg7d65G7fj5+aFZs2ZISkpSa/+4uDi0aNEC+/bt03ao74Vhw4bJlmlbvXq11u2dPn0aT548kZSNGDFCp8txqvL1118jOjpasd2qVSts2LBB7/3mcHR0xNGjR+Ho6Kgomz17tlbniq6sW7cOx48fV2zXqlULU6ZM0Xk/t27dkpU1atRIq7YaN26sVvu68urVK0REREjKypQpg1KlSmncVunSpVGmTBlJ2d27dwt0vcvPgQMHZGVdu3aFm5ub3vrUB1XjDQsLw6VLlwwwGt1KTExEly5dMHXqVJXztPwEBQWhbdu22Lhxo0Z1DDmnCwwMRLNmzXDx4kWN6q1YsQIDBgyAEEKjemPHjpVsv3r1SuW5oS7lz0BjY2OMGDFC6/byo+r437lzp976KwzXr19Hamqq1vVfvnyJ1q1b448//tDhqLT39OlTNGzYEBs2bNDqmn7u3Dn4+vrixo0behgdERERERU20/x3ISIiIiIi0o3nz58jJSVFVu7p6alW/e3bt2PAgAHIzs6WlJubm6NVq1Zo0KABPDw8YG9vj6SkJLx48QL//POP7CbP1atX0aNHD5w5cwZmZmYavQYTExP4+PigWrVq8Pb2hrOzM+zs7CCEQEJCAp49e4arV6/i0qVLknEmJSWhd+/e8PPzg4eHh9r9hYSEoH79+rKbwABgZWWFpk2bolmzZihRogTs7e2RmJiI169fw8/PD5cvX0ZYWFiubTs5OaFWrVoAgPT0dDx69EjyvIeHB5ycnPIcX8WKFdV+Lep69OgRWrRooTIYxsvLC927d0fFihVhZ2eH169f4/r16zhw4IBs/927dyM1NVXjQLscmZmZ6NatG/z9/RVlderUQfv27VGhQgU4ODggNjYW165dw969e/HmzRtJ/W3btqFbt27o2bOnVv0bwtu3b1UGhah7jipzc3ND3bp1UaVKFZQrVw52dnYoVqwYkpOTERkZifv37+PYsWOy4NlDhw7hu+++w+LFi3NtW9/Hb3Z2Nrp164YjR47InitVqhRat26NOnXqoHjx4rC0tERsbCz8/Pxw9OhRhISEKPYVQmD69OkoXrw4Ro8ened43gfFixdHrVq1ZIEvly9fRt++ffOtP3r0aKxZs0ZW7uTkhLZt26Ju3bpwdXVFsWLFEB8fjwcPHuDYsWOywK21a9fCwcEBixYt0up1TJs2Ddu2bVNse3h4oFOnTqhRowaKFy+OpKQkPHr0CHv27EFQUJCk7pMnTzBlyhSsXLky336++eYb3Lt3T1ZeqVIltGnTRvE5YmFhgaSkJMTHx+Pp06fw9/fHtWvXChxwnJuccwcAAgICkJycrNi2trZW69pubm6u+LezszN69+6NzZs3K8oOHz6M0NBQjT7zcigHOZiammLYsGEat6OJc+fOSQIbSpcujZ07d8qCU5VlZWVh79692LNnD27duoXw8HCYmJigdOnSqFKlCnr37o1PPvlEFsyYG3d3d6xcuRL9+vUD8G+w/Y8//lig4EdthYSE4H//+59i29TUFBs3btR47qSOx48fy8q0nWOo+sxSvoboki7HDvw7/nc/R1JSUhAaGopy5cpp3WZezp49Kytr1aqVXvrSp5IlS6JcuXJ48eKFpHz48OE4e/YsXF1d9dKvm5ub4pqalJSE58+fS5739PSEjY1Nnm0oB2i+KyUlBS1atMDt27dlz3l6eqJly5aoWbMmnJycYGpqiujoaNy4cQNHjhxBVFSUYt+cHyCUKFECnTp10uQlAtDvnE5ZXFwcWrZsiZcvX8qeq1ixInr06CH5LnD58mUcPnxY8Vn2559/om7duhq9voEDB2Lq1KlITExUlK1evRrdu3fXqB3g3x/77Nq1S1LWsWNHvZ3DAFT+yGnTpk3o1KkTunXrppc+zc3NJfOJhw8fIiMjQ7Ht6OiY57GtCSMjI9SoUQM1atRAlSpV4OLiAjs7O5iYmCAxMRGBgYG4ceMGzpw5IxlDRkYGhg8fjurVq6NOnTq5tl+xYkVFIOzr169l373ffZ25yet7x8OHD/HRRx8hLi5O9lz9+vXRpEkTVK5cGY6OjkhPT0d4eDguX76Mo0ePSuaCr1+/xscff4zbt29rNb8iIiIioiLEsIn9iIiIiIjofaCrZXAXLVoka8fR0VGt5ZH8/f1FsWLFZMsrTZo0SURGRuZZ18/PT9StW1fW98SJE9Uat5eXl+jRo4fYu3eviI+PV6vOixcvRJ8+fWR9durUSa36Qgjx9u1bUa9ePVkb5ubmYtKkSSI2NjbP+tnZ2eLy5cti1KhRwtLSUrJkoTJVf+OCLJ2p7TK4qampolatWrK6Tk5O4o8//si1XmxsrBg8eLDKJYOWLVum1piVl8F9d9mlSpUqiX/++SfXupGRkbJlAgEIb29vtfrWBeW+tVkG96+//pK1Y2Jiku85lmPTpk2iQoUKYu7cueLu3btq1cnMzBRbt24Vbm5ukn6NjIzE9evX1WpD18evEEJMnz5d5XJaO3fuzHNZtIyMDLFu3TphY2MjO29v3bpVoDGpQ9/L4AohxLhx42R9qLNM48aNG1We22vWrBFv377NtV52drbYu3evcHV1ldU/ePBgvv0qLw9rbm4ujIyMBABha2sr1q5dm+vfNC0tTeXynCYmJuLly5d59hsSEqLoJ+fh4uIiDhw4kO+YhRAiKSlJ7Nu3T3Tq1En07dtX49ep7jVAeek3bZe5v3nzpux9+uGHHzRuJzw8XJiZmUna6dmzp1Zj0kSrVq0kfe7duzffOleuXBE1atRQ+dnz7qNUqVJi3759Qgj552Nun42tW7dW7FOsWLF8P/N1LTs7W7ac7JQpU1TuW9BlcNPS0oSxsbFsjqftEpSq5iADBgzQqi11rF+/XtbfkCFDtG5P+VwGkOccpCBCQkJUHrM3b97US3/6NnHiRJWvp3jx4uLHH3/UeMl2TWk7/82LquOhatWq4sSJEyI7OzvXeikpKWLBggWy66mjo6NaS2kaak6X22u2t7cXGzZsyLVOVFSU5LuXlZWVxtcl5fmNkZGRePbsmdrjzrF06VJZ34cOHdK4HU3cu3dPNufIeQ0DBw4Ufn5+eu1fCPl3KXWWd85Ly5YtRbt27cS2bdtEVFSUWnWioqLE+PHjZe9F9erV1e5X1Vy6IJKSkkTVqlVlbXbu3Fk8fPgwz7rh4eGif//+srr169cv0BLTRERERGR4DNYjIiIiIqJ86SJYLywsTLi4uMjaGTNmTL51s7KyRPXq1SX1rK2txenTp9XuPy0tTbRt21bShrm5uVo3q9QN0FNl5syZshsmjx8/VquuqgARe3t7jV53joiICJGcnJzr80UlWG/evHmyek5OTmrfJPzuu+9k9S0sLPINqhFCfoMp5+Hr66vWzd3U1FTZcQpAXLhwQa2xF5Ryv5oG6yUmJgpvb29ZOx9//LHabSQkJOR54zgvwcHBokyZMpK++/Tpo1ZdXR+/ly9flgWONGrUSKNrwZ07d4SdnZ2kjY4dO2o9JnUVRrDeli1bZH2UKFEizzpBQUGygOtKlSqpdQ3OERISItzd3SVtVKtWLd9jTtVN/5xry507d9Tqe/jw4bL6c+bMybPOypUrZXXOnj2r9ut9V17X7xyGDtYTQoiGDRtK2ipZsqTIyMjQqI05c+bI3jd9BSrlUA40bNeuXb51Dh48KAnqVuexYMECtYP1jhw5Itlv+fLlOn7VeVu1apWkf29vb5Gamqpy34IG6718+VJWv0yZMlqPPSAgQNaeOn9Tbc2dO1fW3/Tp07Vu7/vvv5e1t337dh2O+P+cPHlS1peZmZlIT0/XS3/69vr1a1mw/LsPU1NT0bx5czF9+nRx+PBhERERodP+dR2sp+pHFN26dRNpaWlqt3H8+HFZwN7o0aPzrWeoOd25c+dkr9nGxkZcuXJFrfpffvllrn///K5Ljx49ktVR98ddObKzs0XFihVln8eFEVj12Wef5fkZ5OnpKUaPHi22bNkiHj58qPMx6TpYryDfwTdv3ix7/cePH1errq6D9UaPHi1rb9GiRRq1oWpMf/31V4HGRURERESGZQwiIiIiIiI9e/78OTp06CBZign4d6m9qVOn5lt/z549kqVIgX+X9WnZsqXaYzA3N8euXbtQvHhxRVl6ejp++umnfOva29ur3Y+y6dOnw9fXV7EthMCGDRvyrRcbG4tff/1VUmZkZISdO3dq9Lpz5CwrWZRlZGSoXFZy8+bNqFmzplptzJs3Dx06dJCUpaWlyd5LdTk4OGD37t35LqcKABYWFiqX+Dp+/LhWfRemyMhIdOnSRbaUn7GxMWbPnq12O7a2tjAyMtJqDGXKlMGqVaskZbt27ZItL1wY5s6dK1nGulSpUjhy5IhG14JatWrJXs/Ro0dx9+5dnY3TUFQtJRgZGSlZdkzZkiVLJMugW1tb49ixY3B3d1e7Xw8PD+zYsUNS9uDBA62Xut60aZNay5oBwMKFC2XLmOZ3bgcGBkq2vby80Lx5c80G+f8V9et3jrFjx0q2w8PDsX//frXrZ2VlYe3atZKyypUr631Jzi1btki2v/vuuzz39/Pzw6efforU1FTZc3Z2dqhcuTLKlSsnWSoYAKZOnYpNmzapNaYOHTqgfPnyiu2TJ0+qVU8XgoKCMHnyZMW2sbExNmzYAAsLC730FxsbKyvLb9nQvKiqGxMTo3V7+Xmfxx8aGiorc3Z21stSx4WhRIkS+P3332FsrPq2R2ZmJs6dO4fZs2ejU6dOKFGiBMqUKYPu3bvjxx9/xPXr15GZmVnIo1ZNCCGbg9WqVQs7d+6UXVvy0q5dO8yYMUNStmnTJtlytcoMNaf75ZdfVJY1bNhQrb6XLVuGxo0bqzdQJd7e3mjdurWkbNOmTRotSX/q1CkEBARIykaOHJnrMalLq1evznMJ7ufPn2P16tUYNGgQqlatCnt7ezRr1gyTJ0/GwYMHVS7RakgF+Q4+aNAg9OzZU1K2fv36gg5JY69evZJ99x8zZozkM1YdM2fORNu2bSVlCxcuLPD4iIiIiMhwGKxHREREREQ6l5qailevXuHw4cMYMWIEatasiXv37sn2W7t2rVqBGosWLZJst2jRAp999pnG47K3t8eECRMkZfv27dO4HU0YGRlhwIABkrKLFy/mW+/XX39FUlKSpGzEiBFo166dTsdXlOzZswfh4eGSso8//hiffPKJRu2sXLkSJiYmkrK1a9fmGUiUmwkTJqBMmTJq79+uXTu4uLhIym7duqVxv/qWnp6OiIgInDp1Cv/73//g7e2NM2fOyPabO3cu6tatW2jj6tixoySgNjMzE9euXSu0/gHA398fR44ckZTNnz8fDg4OGrfVt29feHl5Sco0CVwqqlS9F0IIJCYmqtw/KipKFqA0adIkSSCSupo0aSK7ka7Ndbx58+bo0qWL2vs7OTnh448/lpTduXNHEtSpTPn9cHZ21myQ76HPP/9cFsy5evVqtesfPnxYFjw0cuRInYwtN0II7Ny5U7Fdu3btPIMq09PT0a9fP6Snp0vKe/TogWvXriE+Ph6PHz9GUFAQ4uPjsXfvXlSvXl2x3++//67WuIyMjCTB+efPn0dWVpa6L0trQgh88cUXkjnI+PHjtQ5+UUdycrKszMrKSuv2VNV9N1hY197n8asKztHm864o6d69O3bt2gU7Ozu19g8NDcX+/fsxceJENGjQAKVKlcKECRNw//59PY80b4cPH8aDBw8kZb/88otWgZTffPMNbG1tFdupqak4evRogceYF23mdOHh4Thw4ICkzMfHB0OGDFG7XyMjI6xYsUKzwb5j3Lhxku2YmBjJZ0R+lD/zzMzMMHToUK3HowlnZ2ecOXMGjRo1Umv/pKQkXLhwAUuWLEGXLl3g6uqKzp07Y9euXYXyeaNvAwcOlGxfunSp0Mfw888/S+YLdnZ2WgfZTZ8+XbLt5+eH4ODgAo2PiIiIiAyHwXpERERERKSVc+fOwcjISOXDysoK7u7u6Ny5M9atWye7wVisWDFs27YNffv2zbefFy9eyIKdhg0bpvW4O3XqJGtf3//JrRysc/v27XwDx5RvVBkZGWHixIk6H1tRoipr0JgxYzRux9PTE+3bt5eUxcTE4Pbt2xq3NXz4cI32NzExkQW3PXnyRON+dSE4ODjXc9TCwgJubm5o27YtfvrpJ9nNehMTEyxZskStzJe6ZGxsDE9PT0nZ1atXC3UMu3fvlmzb2tqiV69eWrVlZGSEjh07SsrOnj2r7dCKDEdHR5Xlb9++VVl++PBh2XO6vI5r855qem4DQP369SXbSUlJePXqVa77Kwfn3b9/3yCZIguTubm57L09c+YMnj59qlb93377TbJtZWWFwYMH62p4Kvn7+yMiIkKxrZyJR9mOHTvw6NEjSdnKlSuxZ88e1K9fX5KJysrKCt27d8fNmzfx6aefajy2d4MG37x5g+fPn2vchqZWrlwpOacqVKiA+fPn67VPVXMi5UyWmlAV7KYcXKlL7/P4VV23C5LNqqjo0aMH7t27h8GDB8t+wJGfqKgoLF++HLVq1cKAAQPyvM7rk/J8pCDZWa2srGSZufU9H9FmTnfy5ElZZsNhw4ZpnOHPx8cH9erV06hOjk8++QRly5aVlCl/NuUmLCxMlu23R48eKjMS64u7uzvOnTuHX375BW5ubhrVzczMxOHDh/H555+jVq1a70V28LwofwcPCwtDSEhIoY5B+Tz+/PPPJYGzmmjcuLEsmPpD+F5BRERE9F9laugBEBERERHRf0dO0Mv06dPh4eGhVp1z587Jypo0aaL1GFRlcvLz85PdlMlLUlISzp8/j3v37uHhw4eIiYlBQkICkpOTVWZZUs6Ql5aWhoiIiFyzCiYkJMDPz09S1qhRozyXNfoQKGc7sLa2li1pq67PP/9clh3t0qVLaNCggdpteHp6onTp0hr3rXxj8n0KzrGwsEDXrl0xY8YMVK1aVSdt+vv748aNG7h37x6Cg4ORkJCAxMTEXJcUU146rLBvqilfc3x8fAoUdKF8zVE+t99HuWWTy+1muvJ7WrZsWa3OrRzK7+mLFy8QHx+vUTYobQIelM9t4N/zO7fPM+XrTXJyMnr37o1t27aptbT2+2rUqFFYtGiRIuBCCIHffvst32Xng4KCZIEBvXr1yjU4VFcuXLgg2c4vm6vycu1jxoyRLf+rzMLCAlu3bsWTJ0/g7++v9tiUj63IyEhUqlRJ7fqaev78OaZMmaLYNjIywrp16wyyDLO2y2/mVlcIUZDh6GQMBamrr/GrarcgYy9KypYti02bNmHWrFnYtm0bduzYoTLTd26EENi6dStOnDiB3bt3o2nTpnocrZzyZ2dBs1vqYj6i7zmdqmC+Hj16aDzOnHo3b97UuJ6JiQlGjRol+cHK5cuXce/ePdSsWTPPuuvWrZMFG44ePVrjMRSUmZkZvvzyS4wYMQJ///03tm3bhlOnTuX6owpVHjx4gA4dOuC7777DnDlzCmUZ3/ykpaXh4sWLuHv3Lvz9/REVFYWEhAQkJSWpzASoKsg5JCREo6zpBREcHCz7UWBB/h/D2NgYZcuWRXx8vKLMz88PgwYN0rpNIiIiIjIcBusREREREVGhqVevHsaPH692oB6germabt266XBUQHR0tFr73bp1C0uWLMGBAwc0utmhSnx8fK7BetevX5fdcCjIf+y/D5KTk2WZl+rUqaNxNpQcvr6+sjJNM+spZ2NQl3JGmvcpWK9q1aoYM2ZMgQP10tLSsGLFCmzatAkPHz4sUFvv3pDSt6ysLNmN4nv37qF27dpatxkbGyvZfvPmDTIyMrRaxq6oyO1vktuyj8rX8ejo6AK9p8oB0DltqhusZ2lpqdYS7MpUZZvK6/xu3749SpYsKVne+9ixY6hQoQL69euHnj174qOPPnqvjwVV3N3d0bVrV+zZs0dRtnnzZsybNy/PpUHXrFkjCwQtjCCHd5eZtLS0RLVq1XLdNy4uThL8YWlpiVmzZqnVj6WlJebMmYPu3burPbZ3l5AE/s34pS/Z2dkYMmSIJBvy8OHD0apVK731mUPVOVCQeZaquubm5lq3l5/3efyqzsnC/NwtDGXKlMHUqVMxdepUREVF4eLFi7hy5Qpu374NPz8/2ee0ssjISLRv3x4XLlyQZU/Wl7CwMLx48UJSduzYsQJ9dr5+/Vqyre73n8Kc0ylnUy9dujRKlCihVV8F+VsNGzYMs2bNQmpqqqJs9erVeS7rnpWVhXXr1knKqlatqnU2RF2wtLREr1690KtXL6Snp+PmzZu4ePEibt68CT8/Pzx//jzfQOD58+cjPT0dS5YsKaRRywUEBGDhwoXYvXt3gb9XFeb1TdX/Y8ydOxfLli3Tuk3lAFh1z2MiIiIiKnoYrEdERERERFqxtrZWmektIyMDcXFxkuCEHGfOnIGvry82b96MPn36qNXPy5cvZWV3797VfMB5iImJyfP5jIwMfP3111i9enWuGaU0ldeNhneX48tRo0YNnfRbVMXExMhuFlWpUkXr9ry9vWFsbCz5e2l6M0PbzFfKN+2VM2wUFjMzM5VBd5mZmXjz5g1evXole8/9/PzQsmVLLF68WOtlly9duoRBgwbpbLnGwgx2jImJkdyYBf4NzlFeJrigYmNjtb75XBSoej+MjY1hY2Ojcn/l63hycrJeruPqZh/V1bkNqF7+MoeVlRVWrlyJnj17Ss61N2/eYNWqVVi1ahWKFSuGRo0aoUGDBmjQoAGaNm2q90xyhWHcuHGSYL24uDj89ddfuS5pm56ejo0bN0rKfHx8ZEsP68OzZ88U/65atWqeQeJXr16V/C3btGkjC6jLyyeffAJbW1skJiaqtb+FhYVkO7fsVbrwyy+/SLIMuru7F1pwhqrMfboOdrO2tta6vfy8z+NXdT380IL13uXi4oLu3btLgmYDAwNx4cIFHDx4EEeOHFH5/r99+xbdu3fH48ePCyXTpKrvPxERESq/I2grv+8/QOHP6SIjIyXblStX1rovb29vresWL14cvXr1wpYtWxRlW7duxeLFi3NdwvTAgQOyJZNHjRqVZz/Dhg3TOPvf7Nmz0aVLF43qAP8G/DZu3FiSoTEhIQGXLl3CP//8g127duWa+XDp0qVo1qxZvpln9WH27NmYP3++zj7/CvN7harzWNfL2atzHhMRERFR0cRgPSIiIiIi0kq9evVw9uzZXJ+PjY3FwYMHsXDhQjx+/FhRnp6ejgEDBsDGxkat//AvjP+AzuuGakZGBj777DP8/fffOu0zrwAPVRk+PoTgjbyoCv7RZElLZcbGxrCzs5PccM4vc4qy9z3bValSpXDnzp1cn09KSsLx48exZMkSXLt2TVEuhMCkSZNQrFgxjBkzRqM+z5w5g86dO0syMxVUXueKrhXWDa+CZuY0NFXBAiVKlMg1u1RhvF5N+ijMc7tHjx7YunUrRowYgeTkZNnzKSkp+Oeff/DPP/8A+PfaVadOHXz22Wfo27evRploi5IWLVqgWrVqkqx1v/32W67Benv27JFljSuspQPf7dfNzS3PfZVvvKvK4poXExMT+Pj4yJa3zI1y0JSLi4tG/anr2bNnmDZtmqRszZo1sLOz00t/ypydnWVlqjJoqktVXVV96Mr7PH5VWUZjY2ORmZkJU9P/xq2DChUqoEKFChg0aBBiYmKwaNEi/PTTT7Is16GhoVi1apXWP2bQRGHMR5R/nKDMEHM65Wueqoy26ipIXQAYO3asJFgvKSkJ27ZtyzUA77fffpNsFytWDAMHDsyzj4CAAI1/vKDp95m82NnZoWPHjujYsSMWL16MXbt2YdKkSQgNDZXtO23aNHTu3LlQl8keO3YsVq1apdM2P7TvFe/7dwoiIiKi/zJjQw+AiIiIiIg+TE5OThg0aBDu3LmD3r17S57LyspC//79Zcs7qaLrjFaaWrRokcpAvdKlS2PMmDHYunUrrly5gtDQUMTHxyM1NRVCCMnjzJkzGvWZkJAgK8stY9WHQlWWoYJmkVGur24mo/8KGxsbfPrpp7hy5Qr+97//yZ7/6quvcP36dbXbi4uLQ69evWQ3dY2NjdGuXTssWLAAx44dw4MHDxAdHY2kpCRkZWXJzhdDLhdm6OvN+0LVcVGhQgWV+/I9Bfr27YsnT55gzJgxuWbkyZGdnY1bt25hypQp8PT0xLBhw/S69Kk+jR07VrJ97do1+Pn5qdxXeWlBe3t7tTPwFtS7QZT5BacpB0m4urpq3J8mWTWVAyY0yeKniQkTJkhu+Pfv3x8ff/yxXvpSxcXFBcbG0v+mDg8P1zqbsapAE31mM1XVtqqMSuoqzPGrylyWnp6Oe/fu6aW/os7Z2RmLFy/GkSNHVC49vH79+kIZh6E/Ow01p1Oeqxfku0BBv0f4+vrKsrvmtgxuQEAATp48KSnr27dvgQMGC5OxsTF69eqFu3fvwsfHR/b8/fv3JT/u0betW7eqDNRzcnLC0KFDsXHjRly4cAEvXrxAXFwc3r59Kzv+goKCCm28qhj6PCYiIiKiou2/8fM4IiIiIiIyGAsLC/zxxx+IiIiQBK0lJCRg6NChimxCubGyspKVvX37FpaWljofq7LIyEgsWLBAUmZqaoolS5Zg3Lhxamcc0fQX76qCBQqSoeV9oCqARVUWKk0o188vSOa/ysjICEuXLkVkZCT++OMPRXlGRgYGDRqEu3fvqrxhrWz+/PmyoKJ69eph+/bt8PLyUns8hswQoep606tXL+zYscMAoym6rly5IitTdWMXUP2eNmjQAFevXtX5uIqy0qVL49dff8XSpUtx7NgxnD59GhcuXIC/v78se1OOjIwMbNiwAYcPH8bhw4dzfY+LqgEDBmDq1KmSJedWr16NtWvXSvZ78OCBZPnVnLr6XLY0N8oBY4Z248YNxb9NTExQvnx5vfQTFhYm2b569Spq166tdn1VmZ5+++037N+/X1JWr149lcFO5ubmKFWqlCTALSMjA2FhYSozv+VH1VKO+nrvcms7ODhY6/YKc/xlypRB8eLFER0dLSm/fv36e3fN0aV27dph5syZ+O677yTlT548wcuXL7U6LjWh6rPz22+/xcKFC/Xabw5DzelsbW0l2fUK8l2goN8jgH+XdH83O969e/dw+fJlyVKywL+ZSN9dIh3IfwncosrR0RF79uxB5cqVkZ6eLnnun3/+QcOGDfU+hoyMDEyePFlWPmXKFEyfPl3l+aGKobPOqRrn0aNH0aFDBwOMhoiIiIiKmqL1P1BERERERPRBMjU1xe+//y4LQjt9+jT++uuvPOuqyiKjy+V/8nLgwAFZRolFixbhq6++0mhpME3Hq2qpsw/9l/mqlvlVXgpLE9nZ2bIMhU5OTlq391+watUqlC1bVlL2+PFj/Pzzz2rVVw5o8/DwwKlTpzS6qQsU3vmtiiGvN++LiIgI+Pv7y8qbNGmicn8HBwfZ9fK//J5aWVmhe/fuWLFiBe7cuYP4+HicPHkSM2bMQIMGDVQGi71+/RqdOnUqtGWadcXGxgaDBg2SlG3fvl12bVaVqagwgxzeDQrMLzBe+bNKm6yHmtQ5cOCA4t++vr6FtixtztKM6j5UZYKLiIiQ7RcQEJBrn6oyvOW1f16eP38uK/P29taqLXXocuyAfPxWVlYoU6aM1u3lp0WLFrKy06dP662/98WYMWNUzvefPn2q974NPR8x1JzOwcFBsv1usLemClI3x+effy5bflz5MystLQ2bNm2SlPn6+qJu3br5tn/27FlZNrj8HrktJ69L5cqVQ5cuXWTlT5480XvfAHDu3DmEh4dLysaPH48FCxaoHagHGH6+aejzmIiIiIiKNgbrERERERFRoXB3d8fs2bNl5d999x0yMjJyradq2a+CZCvRhPJyRo6Ojhg/frzG7QQGBmq0v5ubm6zsQ1+OrHjx4jAyMpKUPXr0SOv2njx5Ils+T1/LB34obGxs8Msvv8jKFyxYkO+NpUePHsmW/Pvyyy81Xv4rIyOjQEsHFpSLi4vsOCys6837YuXKlbJMcGZmZrlmCTEyMpLd6H716hUyMzP1Nsb3iY2NDdq0aYOZM2fi6tWrCA4OxtSpU2XZY1+/fo3FixcbaJTaGzt2rOScSk5OlmTwVN4GgGbNmqFatWqFNsZ3A7lfvXqV577K2bRu3rypUV/Z2dm4ffu2WvuePXtW8jnYtm1bjfp636gKbFGVxVMdly9flpXpM0ucu7u7bEnk4OBgWbCJOsLCwmSfO7Vq1YKJiUmBxpgXVUE5+/fvR0REhN76fB/Y29ujUqVKsnLlLIT6YMjvP4ac0ymfRwUJDnv8+LHWdXNYWFhg+PDhkrLdu3dLgud37dolC6YfPXp0gfs2NOUlgIHCOfYB+XdwExMTTJs2TeN2NP0OrmuGPI+JiIiIqOhjsB4RERERERWa0aNHo0KFCpKywMBAbNiwIdc6DRo0kJWdP39e52NTRTlTTIMGDWBmZqZxO5rebPb19ZVl8rh06ZLG/b5PihUrJstMc+fOnVyXh8zPu0sH5lAnw8V/XdeuXfHRRx9Jyt68eZNvkJCqrEpNmzbVuH8/Pz+kpqZqXE9XLC0tUatWLUnZ06dP//MBCzlSUlLw22+/yco/+eSTPG/iK1/HU1JScOvWLZ2P70Pg7u6O+fPn48SJE7LgnD179hhoVNqrVKkS2rRpIyl79xhSlWmvsIMc3p2XPH36VLaU4bsaNmwoCT48deqURllyjh07pla2p8zMTEyYMEGxbW5ujmHDhqndz/tI1WfGxYsXNW4nKytLNu8qUaKEyqArXdLV+FXVadasmVZjUlePHj1k1/CMjAyVSxb/16j6bNMku7a2KlasKMsIffnyZa3nxZow5JxOea7+6tUrredguppnjBo1SvJ5nJqaKsmkp5xpz9HREb1799ZJ34ZkqGMfkB+DXl5eKgPf8qNtwLeuGPL/MYiIiIio6GOwHhERERERFRpzc3NMnz5dVj5//nykpaWprKMqk8zevXt1PjZVlLMHaLOManR0NM6cOaNRHVtbW1kGmKtXrxZoSbX8qLr5Uhg3BN/VuHFjyXZSUhKOHTumVVu7du3Kt31Sbe7cubKylStX5rl0o6pMG9qcL/kti50bXR6/hrzmFHWjRo1S+bf+6quv8qzH91RzTZs2xSeffCIpe/78uWxpdl1QPn90fe0fN26cZNvf3x8XLlwAAFnwp6urK3r06KHT/vPz7vKoiYmJePDgQa77Ojk5ST6fU1JSVF4zVcnIyMCMGTPU2nfMmDGSjLrDhw/X6zKod+7c0XgpxncfyktAAsCMGTNk+509ezbXMbRo0QIWFhaSstOnTyMuLk6j13L8+HHZcsbt27eXZU3VNVXZRXfv3q1xO6rq5Ja5VFesra1l2cMAYNGiRQgKCtJr30WdqkCxvIKGdDUfMTY2RuvWrSVlSUlJOHHihMZtacqQc7qGDRvKyvbt26dxO4Du5hkeHh6y7JNr1qyBEAL37t2TZfIcNGiQRku1FlWaHvuA7uYTuvgOnpGRgf3792vVv67O45o1a8qyRZ4/f16WiZGIiIiI/psYrEdERERERIWqf//+8PLykpSFhoZi3bp1KvevWrWqbP/r16/j9OnTehtjDmtra8m2Nkv//Prrr1plCuvevbtkWwiBJUuWaNyOumxtbWVlyje79a19+/ayMlVZvPITFBQkC/IrXry4XpfA+5A0b94crVq1kpQlJydj0aJFudZRPlcAzc+X+Ph4bNy4UaM6OXR5/Hbt2lVWtnTp0v/8sq3Lly+XLVcK/JtVL7+MO506dZJlifvtt98QHx+vyyF+cN4NIsuhTlY2TSmfP7q+9nfu3BnlypWTlP3222+4fv26bEnYoUOHwtzcXKf956dJkyaS7VOnTuW5/5gxYyTby5YtyzcDWVZWFkaOHJnvsrlJSUkYNGiQZE7k7u6u8ocOHxobGxt07txZUpaamootW7Zo1M6aNWtkZX369CnQ2NTRo0cP2bG7b98+REZGqt1GRESELLikVKlSaN68uS6GmKcpU6bIMmklJiZi0KBByM7O1lk/2dnZWLZsmc7a06cXL16oXEZTOUv4u/Q9H1mwYIFWbWnCkHO6tm3bygKl1q9fn2fGU1Xu3Lmj8TLleVEOOg8ICMCpU6dUfk8ZNWqUzvo1JFXftT09PfOso6v5hC6+g2/fvl2rpcgB3Z3HRkZGskDPlJQU/PLLL1qNi4iIiIg+LAzWIyIiIiKiQmViYqLypvOCBQtyDWqbNm2arGzYsGEaLT2njZIlS0q2L1++jOTkZLXrP3jwQOubaqNHj4adnZ2kbN26dXrLqGFrayu7OabqBqU+de/eXfaeHzp0CEePHtWonfHjx8sCq0aOHKnVEsb/VbNmzZKVrV69OtelyJT/bgA0PlbHjRundfCWLo/fJk2aoEWLFrK2/ve//2nV3vsuLS0N48aNkyzJmcPJyQkrV67Mt42yZctiwIABkrKEhAQMGTJE4xvw/yXKN5mNjIxQvHhxnffj6Ogo2Q4KCtLp38XY2Fi2tO3u3bsxZ84c2X4jRozQWb/qqlu3LmxsbBTb27dvz3P/fv36SX5EIITA8OHD0bt3b9y8eVPy3qWnp+PYsWNo0qSJyuxzOcLCwvDTTz+hatWq+P333xXl1tbWOHDggCwzz4dK1RLIixcvVju73qVLl3Do0CFJmaenp8rsnrrm5OSEzz//XFKmSTZF4N9shBkZGZKyESNGwNhY//+F7+zsjJ9//llWfuHCBXz++ee5ZsDWxOvXr9GxY0e9Beu9efMGW7du1Vl2UFVzeB8fH5VznhzK11NA+/lIr169ULFiRUnZhQsXVP6ddMmQc7qSJUvKgptu3bqlUdCuEALjx4/XuO+8tGrVClWrVpWULVmyBFu3bpXtV7lyZZ32ra4dO3ZovWSwskuXLuHcuXOy8k6dOuVZT/n41/bYVz4Gnz59ihcvXqhdPyIiAhMnTtSqb0C35/GUKVNk31EWLVqEa9euadUeEREREX04GKxHRERERESFrm/fvrKMQWFhYblmUevfv79s/6CgIHz88ccICwvTagwJCQlYvHix7CbLu5SzRSUlJakMYlLlxYsX6NKli9Y3N+3t7WXBMUII9OrVK89l5HITGRmZ5/KJxsbGsptQx48f12k2lfyYmZmpvLk2cOBAPHz4UK02pk+fjsOHD0vKLC0tZZmQKG8fffSRLLghJSUl1+DTOnXqSIJdAOCXX37By5cv1epv9uzZ2LZtm3aDhe6P37lz58qWTFy+fLliWUdt+Pv7Y+DAgRov6WgoaWlp+OOPP1CvXj38+uuvsufNzc3x559/qr005/Tp02VLXO7fvx8jRozQ+jr54sULjB8/Hv7+/lrV17eZM2dqfTM2NDRUtvRflSpV9BJ0XKNGDcn2mzdvZMv6FdTQoUNhaWmp2E5PT5cFVXXo0EGWga8wmJmZSTJY3bhxQ5bx710WFhbYunWr7Ob7X3/9BV9fXzg6OsLb2xsVK1aEg4MDOnbsKDkOvvjiC0m9nj17onTp0vjf//6H0NBQRbmTkxP27duHOnXqFPQlvjdat24tWwYzPDwco0ePzvd6HhsbiyFDhsj2++6772SZPXOzefNmGBkZSR7Kwdt5mTJliqyvNWvWyI51VQ4ePCjLCujg4KDzoKO8DBkyBH379pWV79mzB+3atdN6SdysrCysWbMG1atX1+syrm/fvsWAAQNQpUoVbN68uUABhitWrMDatWtl5aren3d5eHjIMhQeOXJEqzGYmpqq/N4xefJklRkk1XX58uU8X4eh53RffvmlyrIbN26oVX/ixIm4ePGi1v3nZuzYsZLtkydPIjExUVJmyKx6mzdvRvny5fH1119LPks09ejRI/Tu3Vs2361evbpsvqBM+Xl/f3+txqIqY/O3336rVt2YmBh07txZq2x8OVS9Tm3PY09PTwwZMkRSlp6ejq5du2o918rKysKOHTtU/qCRiIiIiN4jgoiIiIiIKB9BQUECgOTRvHnzArX5559/ytp0c3MTKSkpKve/f/++sLW1ldVxdXUVv/76q3j79m2+fWZkZIiTJ0+K4cOHC3t7ewFALFmyJNf9nzx5IoyNjWV9fv/99yIjIyPXetu3bxdubm6K/e3s7GRtnDlzJt/xpqeni4YNG8rqmpubi2+//VbExsbm28a1a9fE6NGjhZWVlQgKCspz31GjRsn6GjJkiHjx4kW+/Sg7c+aMVq85LS1N1K5dW1bXxcVF7NixI9d6cXFxYujQobJ6AMQvv/yi1pjLli0rqTdo0CA1X63UjBkzZGMoDMp9li1btkDtXblyRdampaWlePXqlcr9+/fvL9u/UqVK4u7du7n28erVK9GnTx9JHeXzRd1rjS6PXyGEmDlzpsrjqUWLFuL8+fNqtREdHS3WrVsn2rRpI4yMjAQAERUVpdV41KXq+Nu0aVO+9bKyssTDhw/Fpk2bxKhRo4Srq6vK1w9AFCtWTBw4cEDjsW3evFlle7Vr1xYHDx4U2dnZ+baRkJAgtm3bJrp27SpMTEwEAHHjxo086wwaNEgn54am17VatWoJAKJBgwZi2bJlIjg4WK1+Ll26JCpWrCjra/78+XnW0/Z1Xr16VeW5e/r0aZGVlaVWG+oYMmRIrscUAHHw4EGd9aWpo0ePSsbSo0ePfOvs2bNHmJub5/malB+LFy9WeRwpPxo2bKj28VIUbNq0SfYaZsyYoVVbN2/eVJzb7z66d+8u4uLiVNZ5+PChqFy5sqxO/fr1NTqGVb0OTee7EyZMkLVhZmYm1q9fr/Ial52dLdauXSvMzMxk9VauXKlR37qQmpoqWrVqpfK4NDc3F+PGjRNPnz5Vq63Xr1+LZcuWiQoVKuh0fpKb8PBwST8ODg5i+PDh4ty5c3nO299179490b17d5Wvv3LlyiItLS3fNjp06CCrO2XKFBEREaHV68rt2tmjR48851jvCg0NFcuWLRMNGjQQAIS1tXWe+xt6Tqf8eZbz99y8eXOudaKjo0W/fv0U+1tZWensuiSEEImJiSq/0+U83NzcRHp6utbtF1T79u0VYzE2NhatW7cWmzZtEjExMWrVj4uLEwsWLFD5fTu/+U6OHTt2yOo1aNAg33mastjYWJXjGDp0qEhKSsq13vHjx4WXl1euxx+g3pw4PT1dVtfa2lps2rQp1/+ryEtiYqKoUaOGys+GyZMni/DwcLXauXPnjpg2bZooV66cACA6deqk8ViIiIiIqOgwEoLrjRARERERUd5evHiB8uXLS8qaN2+uVYa3HNnZ2ahZsyYePHggKV+yZEmuy9YcPHgQPXr0kC1xCvybfaR58+Zo0KABXF1dYW9vj+TkZMTHxyMkJAS3bt2Cn58fEhIS1O4PAAYNGiRZki6Hu7s7evbsiZo1a8LGxgaxsbF48uQJDhw4gOfPnyv2K1asGH788UfZ0m5nzpxRK1vLy5cvUb9+fdlyiABgZWWF5s2bo2nTpnBzc4OdnR0SExMRERGBO3fu4PLly5JsBkFBQXlmLbpx4wbq16+v8jkXFxe4uLjIsjrVq1cP69evl+1/9uxZtGzZUlKm7mt+9OgR6tevj6SkJNlz3t7e6NatGypWrAhbW1tERETg2rVrOHDggCy7BfDvck0HDx6UZUlTpVy5cggODlZsDxo0CJs3b863nrKZM2fKMqEUxldv5ddYtmxZjZaMUuXjjz+WLUM8duxYlUufPn36FNWrV5ct4WdsbIwOHTqgVatWcHd3R2ZmJsLDw3H27FmcOnVKkvnmiy++wPPnzyVLb6l7rdHl8Qv8+zfr27cvduzYofL5SpUqoUWLFqhWrRqcnJxgYWGB+Ph4xMXF4eHDh7h16xYePXokW44vKipKL0uZ5lB1/Hl4eMDJyUm2b1ZWFhISEhAfH4/ExES1jtPq1avjzz//RPXq1bUa35QpU7Bo0SKVz5UpUwYtW7ZErVq14OzsjGLFiuHNmzeIj4/H06dPcevWLdy/fx/p6emSejdu3EC9evVy7XPw4MGSJfS0PTc0va7Vrl0bd+/elZRVrlwZtWvXRo0aNeDi4gIHBwcAULzGM2fOqMzq5uXlhTt37qBYsWK5jq8gr7NatWoqM5haWVnB3d1dZb9HjhxBqVKl1Gof+Hcpw9z+TmXLlkVgYGChLPepihACVatWxePHjxVlp0+flv29lV24cAGjRo3KN/urm5sbVq1ahe7du6s8jnI0atQIkydPRteuXdX63CoqNm/eLMscNGPGDMycOVOr9hYuXIipU6fKym1sbNC3b1/UrFkTzs7OePnyJc6fP4/Dhw/LMurZ29vj1q1b8PT0LNDr0HS+m5qaikaNGuHOnTuy5ypXroxevXqhQoUKEEIgMDAQO3bswLNnz2T7fvLJJ/j7778Nchykpqaid+/e+Pvvv3Pdp3z58mjTpg3KlSuH4sWLw8nJCenp6YiOjsazZ89w9epV+Pn5qVySVhfzE1Vev36d6xK1VlZWqFu3Lnx9fVGqVCk4OzvDzs4OKSkpiI2NxcOHD3Hp0iXZ95Ictra2OHnyJBo0aJDvOHbt2iVbEjlHyZIl4eTkJMvM2aVLF8yePVtlnfT0dLRp0wYXLlxQ+XytWrXQvHlzeHl5wdnZGcbGxoiPj0dMTAz8/f1x69YtPHv2TPIZb21trXKencPQc7q4uDjUrl0bISEhsue8vLzQo0cPeHl5wcbGBhEREbhy5QoOHTokeU1Lly6VfccryHUJAMaPH69yDgwA33//vWx598LUoUMHHD9+XFZuZGSESpUqoUGDBqhUqRKcnZ3h5OSE7OxsJCQkIDAwEH5+fjh79qxsfpVj8uTJuc7d3pWamorSpUsjNjZW9pytrS1KlSolybKbQ9X1csaMGSrPCWdnZ3z22Wfw8fGBo6Mj4uPjERgYiEOHDuH+/fuK/UxMTLB+/XrZNX3Tpk0YPHhwvq9l7NixWLVqlazcxMQEHh4esLW1lc1ZZs+eLVvGOceLFy/QsGFDlUsVm5ubo1GjRmjatCnc3d0V19P4+Hi8fv0ad+7cwa1bt2T/H9CpUye1MrcSERERURFluDhBIiIiIiJ6X+gjs54QQuzcuVPWrouLS56/mD937pwka11BH3ll1hNCiPj4eOHt7a1V22ZmZuLw4cNaZ5nLERISosjQVJBHfpn1hBBi8ODBGrWZ23FQ0Nd848aNPDN7qfPo0aOHWhkXczCzntz169dl7VpYWIiQkBCV+//2229a/71atWolUlNTRfPmzbW+1ujq+M2RlZUlpk2bpsiKp4uHITLr6eLh7u4uli9frnZ2orysXLlS44xkeT2KemY9Xbz3/v7++Y6vIK/zn3/+UZnNLK+HOp8pylRliwUg5s2bp3FburZlyxbJmLy8vERCQkK+9TIyMsSff/4pPvvsM1GhQgVhbW0tbG1tReXKlUX37t3Fn3/+KcnEc/bsWWFjYyPKli0rfHx8RJ8+fcTq1avFo0eP9Pny9EqXmfVyqMpQp+7D1tZWXLp0SSevQ5v5bnh4uMpMf+o+mjVrludcuDBkZ2eLJUuWCEtLS51+lpQqVSrP7GgFoZxZT1cPZ2dncfXqVbXHkZWVJVq3bq1RH/nNOd++fSu++OILnb2m/DLrCWH4OV1AQIBwd3fXqv/evXuL7OxsWXlBr0uPHj1SOSc0MTHJdW5cWN7NrKfLx7Rp0zQaR25ZlPN6qJKeni6aNWum1ZiNjIzEmjVrVP4fhjqZ9YT493qi6f855Nd2SEiIIrulLh7MrEdERET0fjPMz1WJiIiIiIgARWa6d0VFRWHFihW51mnWrBlu376N/v37w8TEROu+jYyM0LJlSzRt2jTP/ezt7XHq1Ck0bNhQo/ZLlSqFU6dO4eOPP9Z6jDk8PDxw6dIljB8/HhYWFlq1YWdnpzKTgbLffvsNEyZMMFh2oxz16tXDlStX0KZNG43rWltbY9asWdi1a5dar5ly5+vri86dO0vK0tLSMG/ePJX7jxw5EqtWrYK5ublG/XzxxRc4cuSI1sd3Dl0fv8bGxpg7dy6OHDmCWrVqFagte3t7DBs2DDY2NjoZW2GwtrbGp59+ip07dyIwMBDjx4+XZQPSxtixY3HhwgV89NFHBWrHysoKvXv3RpkyZQo8Jn1wc3MrcBuffPIJrl69imrVqulgRLlr1aoV9u3bhxIlSui1n3HjxsnKzMzMMHToUL32q44BAwZIsnM+e/YMQ4cOzTfjpKmpKXr37o2dO3fi+fPnSEpKQkJCAh4/foy9e/eid+/esLKyUuzfvHlzJCYm4sWLF7h16xa2b9+OUaNGwdvbW2+v7X20bNkyrFy5Ms9skqrUqFEDV69eRePGjfU0svy5ubnhypUr6Natm0b1jIyMMGrUKJw4cQLW1tb6GZwGY5k4cSIePXqEfv36FfjaX7p0acybNw/Pnj3DoEGDdDRKKUdHR8yZMwc+Pj46ac/Y2BjDhw/HkydP1Mqo92693bt3o2/fvjoZBwBYWlpiw4YN2Lp1KypUqFCgtlxdXTFmzJh89zP0nM7T0xPnzp1DkyZNNKo3ZswYbN26VS9ZKb29vdG6dWtZeadOneDh4aHz/jQxfvx4dO/eXeNrZm5q166NixcvYu7cuRrVGzRoENavXw9bW9sC9W9mZoYDBw7Ivofkx8HBATt37sSIESMK1L+bmxtOnz6NunXrFqidd3l4eOD8+fP44YcfYG9vX6C2qlSpgl69euloZERERERkEIaOFiQiIiIioqJPX5n1hBBi7969sradnZ3VymYTGBgovvrqK1GlShW1fn1ua2srOnfuLJYtWyZevHih0TjT09PFypUrRYUKFfLso2zZsmLOnDmS8Rc0y9y7QkJCxNdffy28vLzyfb3FihUTHTt2FOvWrdM4Q0tISIhYvHix6NGjh6hcubJwdnZWmQlLX5n13nXixAnxySefCGtr6zxfb4UKFcTXX38twsPDteqHmfVUu3XrlqxtMzOzPLNq+fv7i169egkzM7Nc/17m5ubik08+EefPn5fULUgWlhwFPX5zc/DgQdGjRw/h5OSk1jWnQoUKYvjw4WL37t2SzFr6pElmPTMzM2FtbS3c3NxEjRo1RNu2bcXo0aPF8uXLxbVr13SSRS8/Fy5cEP369ROlSpVSa8ylSpUSAwYMEL///ruIj49Xqw9DZdYTQoiHDx+KpUuXis6dO4vixYur9Rrt7e3FoEGDxLlz5zQany5e59u3b8XOnTvF0KFDRf369YWbm5uwtrZWmUlIm8x6jx8/lrXTq1cvjdvRFz8/P9m14quvvjL0sIo8fWTWyxEaGiq+/PLLfK+7tWrVEmvXri3QdUtXmfXedfz4cdG+ffs8M1daWFiInj17iuvXrxeoL316+fKlWLRokWjUqFGen+3vPjw9PcWQIUPEyZMnRVZWVqGONyQkRKxfv14MHjxYeHl5qZ0h18zMTNSrV08sXLhQBAcHF3gcjx8/FjNnzhSdO3cWnp6ewtHRUeX7p8mcMzMzU2zbtk107NhR2NraqvW6qlatKr788ktx5MgRjc8RQ8/psrOzxbp160SdOnVy7d/Y2Fi0bt1anD59WlJXH9elKVOmyNo9evRogdvVlZSUFHH48GHx7bffiiZNmmiUHdPDw0OMHDlSnDt3TmRnZxdoHAkJCWLTpk1iwIABok6dOsLV1VVYWVmp7Dcv2dnZYtu2baJmzZp5jt3V1VVMmjRJREREKOoWJLPeu/2fO3dOfPXVV6Jly5bC3d1d2NnZqbyma9J2fHy8WLhwoWjUqJEwNTVV69rUpEkTMWPGjHwzShMRERHR+8FIiHx+HkpERERERPQeiIiIwO3btxEdHY2YmBgkJSXB2toadnZ2KF26NLy9vVG2bFmdZFl48uQJbty4gaioKCQnJ8Pa2hru7u6oWbMmKleurINXo57g4GDcu3cPUVFRiI6ORlZWFmxtbVGiRAlUrlwZ3t7eGmfDKMrS09Nx7do1hIaGKt57Z2dnuLi4oHr16qhUqZKhh0hKkpOTcfnyZQQGBiI2NhZGRkZwcnKCl5cXfH1936ssc+8SQuD+/ft4/vw5YmJiEBMTg+zsbNja2sLBwQGenp6oUqUKHBwcDD3U98rTp0/x6NEjxXuakZEBW1tb2NnZoXz58vD29oarq6uhh1kgISEheP78OV68eIH4+HgkJyfDzMwMdnZ2cHV1RY0aNVCxYkWDZzfVl++++w4LFiyQlJ09exbNmzc30Ijkli9fjgkTJkjKxo0bh19++eWD/bu8D7KysuDn5wd/f39EREQgIyMD1tbWKFeuHOrVq2fwrFb5iY+Px7Vr1xAQEIA3b94AAJycnFC5cmU0aNBAZ9mwCkNaWhr8/f0RGBiI8PBwJCcnIzs7Gw4ODnBwcICbmxt8fHzg6Oho6KEqpKSkICAgAAEBAYiKikJiYiJSU1NRrFgxxWd3pUqVUKVKlfdq7pyZmQk/Pz8EBwcjJiYGsbGxMDY2hq2tLRwdHeHl5QVvb2+dzLeKwpwuICAAd+7cQVhYGBITE2Fra4sKFSqgYcOGKF68uN77z8rKQvny5REaGqooq1ChAgICAvSSyU8XsrOzERwcjICAALx8+RIJCQlISkqCqampYo7l4eGBmjVrFqlzVpWQkBBcuXIFERERSEhIgKWlJUqVKoVq1aqhZs2aRfZvkJ/k5GTcuHED4eHhiImJQXx8PCwtLWFrawtXV1dUrlwZXl5eMDMzM/RQiYiIiEiHGKxHREREREREREREepWRkYEyZcrg9evXirIqVarg4cOHBhyVakOHDsXGjRslZR9//DE2b94MFxcXnfaVmpqK2bNno23btmjZsqVO2yYiIt05ePAgunTpIilbuHAhvv32WwONiIiIiIiI3lf8OSgRERERERERERHp1a5duySBegAwZswYA40mb2vXrkXPnj0lZUeOHEHNmjWxdetW6Oq3z+fOnUOtWrWwYMEC9OzZEwEBATppl4iIdG/FihWSbUtLS3zxxRcGGg0REREREb3PmFmPiIiIiIiIiIiI9CY7Oxu1atWCv7+/osze3h4vX74sssthZ2VlYcyYMVi7dq3suTp16mDixIno2bOnxktmZmVlYf/+/fjll19w4cIFyXNVqlSBn58fLCwsCjR2IiLSrRs3bqB+/fqSsi+++AIbNmww0IiIiIiIiOh9xmA9IiIiIiIiIiIi0psVK1bgyy+/lJRNnDgRS5YsMdCI1Ld8+XJMnjwZaWlpsuccHBzQpUsXtGrVCo0aNUKFChVgamoq2+/Vq1e4ceMGTp06hb///hsvX76U7WNra4v169fj888/18vrICIi7WRmZqJJkya4fv26oszIyAh3795FjRo1DDgyIiIiIiJ6XzFYj4iIiIiIiIiIiHQuJSUFy5cvx/Tp05GRkaEot7W1RWBgIIoXL27A0anvzp07GD58OG7evJnnfiYmJnBzc4OtrS1MTU2RkpKC8PBwvH37Ns96HTt2xOrVq1G2bFldDpuIiAroyZMn+Prrr3H06FFJeZ8+fbB9+3YDjYqIiIiIiN53DNYjIiIiIiIiIiKiAps+fToOHDgAAHjz5g1CQ0ORlZUl22/JkiWYOHFiYQ+vQLKzs7F582bMmzcPgYGBOmmzdu3amDt3Ljp16qST9oiIqGBq164N4N9rflhYGGJiYmT72NjY4N69eyhfvnwhj46IiIiIiD4UDNYjIiIiIiIiIiKiAhs8eDC2bNmS5z4tW7bEqVOnYGxsXEij0q2srCzs27cPW7ZswYkTJ5Cenq5R/WLFiqFTp04YNWoUWrVqpadREhGRNoyMjPLdZ+PGjRgyZEghjIaIiIiIiD5UpoYeABEREREREREREX342rZti927d7+3gXrAv0vd9uzZEz179sSbN29w4cIFXLp0Cf7+/nj+/DkiIiKQnJyMzMxMWFtbw9XVFZ6enqhTpw4++ugjtGzZEsWKFTP0yyAiIg2Zm5tjyZIlDNQjIiIiIqICY7AeERERERERERER6ZyFhQXc3Nzg6+uL/v37o2vXroYekk7Z29ujc+fO6Ny5s6GHQkREOmZkZAQbGxt4enqiVatWGDVqFLy8vAw9LCIiIiIi+gBwGVwiIiIiIiIiIiIiIiIiIiIiIiIiPXt/15wgIiIiIiIiIiIiIiIiIiIiIiIiek8wWI+IiIiIiIiIiIiIiIiIiIiIiIhIzxisR0RERERERERERERERERERERERKRnDNYjIiIiIiIiIiIiIiIiIiIiIiIi0jMG6xERERERERERERERERERERERERHpGYP1iIiIiIiIiIiIiIiIiIiIiIiIiPSMwXpEREREREREREREREREREREREREesZgPSIiIiIiIiIiIiIiIiIiIiIiIiI9Y7AeERERERERERERERERERERERERkZ4xWI+IiIiIiIiIiIiIiIiIiIiIiIhIzxisR0RERERERERERERERERERERERKRnpoYeAJE+xMfH49y5c4ptDw8PWFhYGHBERERERERERERERERERERERERkSGlpaQgNDVVsN2/eHA4ODoXWP4P16IN07tw5dOvWzdDDICIiIiIiIiIiIiIiIiIiIiKiImr//v3o2rVrofXHZXCJiIiIiIiIiIiIiIiIiIiIiIiI9IzBekRERERERERERERERERERERERER6xmVw6YPk4eEh2d6/fz8qVqxooNFQbpKSknD9+nXFdv369WFjY2PAERER/Tfw+ktEZBi8/hIRGQ6vwUREhsHrLxGRYfD6S0RkGLz+vh8CAgLQrVs3xbZyjJG+MViPPkgWFhaS7YoVK6JatWoGGg3lJiEhAa9fv1ZsV6lSBXZ2dgYcERHRfwOvv0REhsHrLxGR4fAaTERkGLz+EhEZBq+/RESGwevv+0k5xkjfuAwuERERERERERERERERERERERERkZ4xWI+IiIiIiIiIiIiIiIiIiIiIiIhIzxisR0RERERERERERERERERERERERKRnDNYjIiIiIiIiIiIiIiIiIiIiIiIi0jMG6xERERERERERERERERERERERERHpGYP1iIiIiIiIiIiIiIiIiIiIiIiIiPSMwXpEREREREREREREREREREREREREesZgPSIiIiIiIiIiIiIiIiIiIiIiIiI9Y7AeERERERERERERERERERERERERkZ4xWI+IiIiIiIiIiIiIiIiIiIiIiIhIzxisR0RERERERERERERERERERERERKRnDNYjIiIiIiIiIiIiIiIiIiIiIiIi0jMG6xERERERERERERERERERERERERHpGYP1iIiIiIiIiIiIiIiIiIiIiIiIiPTM1NADICIiIiIi+i8TQiA7OxtCCEMPhfQsKysLRkZGku3MzEwDjoiI6L+D12AiIsPg9ZeIyDB4/SUiMgxef7VnZGQEY2Njyfv3oWKwHhERERERUSESQiA1NRWJiYlITExEenq6oYdEhSQrKwsuLi6K7VevXsHExMSAIyIi+u/gNZiIyDB4/SUiMgxef4mIDIPX34IzNzeHra0tbG1tYWlp+UEG7zFYj4iIiIiIqJCkpKQgLCwMGRkZhh4KERERERERERERERFRkZKeno6YmBjExMTAzMwMpUqVQrFixQw9LJ1isB4REREREVEhSElJQUhICJe7/Q8zNjaGra2tZJuIiAoHr8FERIbB6y8RkWHw+ktEZBi8/upWRkYGQkJCUKZMmQ8qYI9HBRERERERkZ4xUI+IiIiIiIiIiIiIiEgzQgiEhIQgJSXF0EPRGWbWIyIiIiIi0iMhBMLCwmSBemZmZrCzs4ONjQ3MzMxgZGRkoBFSYcnKykJSUpJi28bGBiYmJgYcERHRfwevwUREhsHrLxGRYfD6S0RkGLz+ak8IgYyMDCQlJSEhIQEZGRmS58LCwuDp6flB3EthsB4REREREZEepaamSr5UAoCtrS1Kly79QXypJPUZGRlJ/mPG1NSU/1FDRFRIeA0mIjIMXn+JiAyD118iIsPg9bdgzMzMUKxYMbi4uODVq1dITExUPJeRkYG0tDRYWloacIS6wWVwiYiIiIiI9OjdL5PAv182GahHREREREREREREREQkZ2RkhNKlS8PMzExSnpCQYKAR6RaD9YiIiIiIiPRIOVjPzs6OgXpERERERERERERERES5MDIygp2dnaRM+X7L+4rBekRUJJhkpQFCGHoYRERERDolhEB6erqkzMbGxkCjISIiIiIiIiIiIiIiej8o309JT0+H+ADiSkwNPQAi+o/KTIfJy2uoHL4PxRMfwiklACm1jwP2voYeGREREZHOZGdny8qU07YTERERERERERERERGRlKmpPKwtOzsbJiYmBhiN7jBYj4gKV3Y2sKMvEHQe1hnJ8H7nKdOQS0AFBusRERHRh0PVL7y4BC4REREREREREREREVHejI3lC8Z+CJn1uAwuERUuY2PgbSyQkSx7yiT0kgEGRERERERERERERERERERERESkfwzWI6LCV76ZymLTl1eBrMxCHgwRERERERERERERERERERERkf4xWI+ICl/55iqLjdISgPC7hTwYIiIiIiIiIiIiIiIiIiIiIiL9Y7AeERU+j/qAqaXq54LOFe5YiIiIiIiIiIiIiIiIiIiIiIgKAYP1iKjwmVoAZRqqfo7BekRERERERERERERERERERET0AWKwHhEZRi5L4SLkKpCRWrhjISIiIiIiIiIiIiIiIiIiIiLSMwbrEZFhVMglWC8zFXh5o3DHQkRERERERERERERERERERESkZwzWIyLDKFkbwsJO9XNcCpeIiIiIiIiIiIiIiIiIiIiIPjAM1iMiwzA2QaZ7Q9XPBTJYj4iIiIiIiIiIiIiIiIiIiIg+LAzWIyKDySzzkeonXt0CUhMKdzBERERERAa0efNmGBkZ5fk4e/asoYdJ/wEzZ87M91h88eKFoYf5n3fx4kXF38PGxgYREREGHc+OHTsU4/Hw8EBKSopBx0Okjnnz5imO2/r16xt6OFi4cKFiPL6+vhBCGHpIRKQGzp2oqBg8eHC+xyIZ3rZt2yTz5tTUVIOOh/MPIiIiwzA19ACI6L8rq0wT1U+ILCDkClCpfeEOiIiIiIjoAxcTEwM/Pz+8ePECcXFxSEtLg729PRwdHVG2bFnUrVsXxYoVM/Qw3wuZmZm4evUqAgICEBUVhaysLLi4uKBmzZqoW7cujI318/vI169fw8/PD0FBQXjz5g2EELC1tUWZMmVQq1YtlCtXTi/9aishIQGPHz9GcHAwwsPDkZycDABwcHCAm5sbfHx8ULZsWQOPsmCCg4Nx9+5dBAcHIzExEUZGRrC3t0e5cuVQp04dlCxZUqf9ZWdnY/z48Yrtb775BiVKlNBpH5rq1asXFi1ahDt37uDly5dYuHAhZs+ebdAxkWays7MREBCA+/fvIzw8HAkJCbCysoKTkxOqVKmCOnXqwMzMTG99+/v749GjRwgLC0NycjLMzc3h5OQET09P1KtXD7a2tjrt8+XLl5g/f75ie+HChTptXxtffvklli9fjvDwcNy8eRObNm3CF198Yehh0X9QRkYGnjx5ggcPHiAiIgKJiYmwsbGBs7MzatasierVq+ttnpOZmYk7d+7gyZMneP36Nd6+fQsLCwu4uLjAy8sLdevWhaWlpc77bdGiBc6dO4dBgwZh8+bNOm9fF8LCwnDv3j0EBwfjzZs3yMjIgIODAxwdHVGxYkXUrl0b5ubmhh7meyE1NRWXLl3CixcvEBUVBWNjY7i5uaF27dqoWbOm3vot7DljQcXExODx48cICQlBZGQkkpOTYWJiAgcHB5QuXRp169YtcmPWVM61LjQ0FElJSTAxMYGjoyPKly+PunXrwtnZWaf9JSUlYfLkyYrtWbNm6eWapgnOP4iIiAyDwXpEZDDZTl5INbWHZeYb+ZOB5xisR0RERESkAxEREVi7di127dqF+/fv57mviYkJatWqhd69e6Nfv34oVaqUTsZw/PhxdOjQQVZ+5swZtGjRQq02lDNBBAUFaR2YVpC2QkJCMGfOHPz1119ITExUuU+JEiUwevRoTJo0SSfBj/Hx8fjtt9+wbds2+Pv757lv+fLl0bt3b4wbN05nfz9NpKSkYPPmzTh//jyuXbumViaZcuXKYciQIRg3bhycnJzU7mvmzJmYNWtWvvtZW1vDwcEB7u7u8PX1RevWrdG5c2eYmmr/32Lh4eH49ddf8eeffyIwMDDPfatWrYr+/ftj1KhRcHR01LrPHBs2bMCdO3cA/Bv0OHHixAK3WVBGRkaYM2cOPvnkEwDAkiVLMHz4cHh4eBh4ZEXb5s2bMWTIEMV28+bNtc6iqk1br1+/xp49e3DixAmcPXsWCQm5r3JgZWWFnj174uuvv0adOnW0GqOy27dvY9WqVdi7dy/i4uJy3c/ExARNmzbF4MGD0a9fvwKduzm+/fZbRQbIVq1aoVWrVgVus6CKFSuG7777ThGM+91336FXr16wtrY28MioMCh/phUkaEybtoKCgrB7926cPHkSFy9exNu3b3Pd197eHv3798eECRPg5eWl1RiVnT17FmvWrMHBgwcVgf2qWFhYoE2bNhg6dCi6dev2wWcKCwoKwpo1a7Bnzx4EBATkua+5uTl8fX3Rr18/9OrVS6M5VV7WrFmDUaNGqRybOvPnFy9eoHz58pIybTN3FbSthw8fYubMmTh48GCu2czKlSuHr776CmPHjtXJ540h54yaio6Oxu+//44LFy7g+vXrCAsLy7dOtWrVMHToUIwcOVKj7z2DBw/Gli1b8twnJ4O0g4MDypcvD19fX3To0AGtW7cu0Ln/7Nkz/Prrr9i5cyfCw8Pz7L9evXoYOHAgvvjiC518r1uwYIHiffXy8sKgQYMK3GZBcf5BRERkIILoA+Tv7y8AKB7+/v6GHhKp8ObNGxGyrL0QM+zkj1WNDT08IqIP1ps3b8T+/fsVjzdv3hh6SEQfrIyMDPHw4UPJIyMjw9DDIgPJzMwUcXFxikdmZqbiuU2bNkm+w0yaNEmcPHlS8oiNjdWov+TkZDFlyhRhaWkpaVvdh4mJifjiiy9EWFhYgV53YmKiKFOmjMo+zpw5o3Y7ynWDgoK0HpO2bW3YsEFYWFio/R5WqFBB3Lt3T+txZmVliRUrVgh7e3uN/34WFhbihx9+EKmpqRr1+fz5c9mx165dO7Xfr2fPnml1vAEQrq6uYs+ePWqPdcaMGVr3Vbp0afH7779r9N4IIURaWpqYPn26VueVnZ2d+OWXX0RWVpbG/eZITU0VHh4eijanTp2qdVu6lp2dLapXr64Y28iRIw09JIm8rsGGonztb968eaG11aVLF2FsbKzxcWxsbCwmTpwo0tLStB7r69evRa9evbQ6dz09PcWJEye07lsIIe7fvy957cePHy9Qe7qUkpIiihcvrhjbggULDD0kKiTKn2mDBg0qlLZSU1NFgwYNtDofzc3NxZIlS0R2dnae48nr+vvs2TPRpk0brfr38fERN2/e1Pp9elfz5s21ft+V3++lS5fK5lJv377VqM3o6GgxfPhwYWJiotV7Y2FhISZOnCji4+M1fj3vCg0NFXZ2dir7UHf+HBQUJKurrYK0NWfOHI0+93x8fERwcLDWYzXEnPHBgweyY69mzZpqv18nT57U6ngDIMqXLy/Onz+v9lgHDRqkdV+VKlUSR48e1ei9EUKIhIQEMWbMGK3OqxIlSojt27dr3Oe7IiMjhbW1taLNNWvWFKg9dag7/+X8g4hIt4ri/z+8z/R1j8XQMUX6yVVORKSmaNuqqp+I8AeSowt3MERERERERUTVqlXRpk0byUOT7ApPnz6Fr68vFi5cqDJrRLFixVCuXDn4+vrC29sb9vb2sn2ysrKwceNGeHl5ISIiQuvXMmXKFISEhGhdv6hYsGABhg4dirS0NEm5g4ODYsks5WUaAwMD0aJFCzx8+FDj/hITE9G1a1eMHz8eb97Is5E7OjqiWrVqqF27NlxdXWXZJdLS0jBnzhw0b94cr1+/VrvfChUqyI49XSxv5eDggCpVqqBBgwaoVasWXF1dZftERkbis88+K5Tl5169eoWBAwdi6NChamdkef36NZo1a4bZs2fLzisjIyO4uLigdu3aqF69uspsNgkJCZgwYQK6dOmSa1bG/KxduxahoaEA/s0uNGHCBK3a0QcjIyNJlr+NGzeqlVmRDOPSpUvIzs6WlZuZmaFs2bKoV68eqlevLssik52djaVLl+Kzzz5DZmamxv1evXoVtWvXxl9//SV7ztTUFKVLl0a9evVQqVIl2NjYyPZ5/vw52rdvjxkzZmjcd44ZM2YoXnvt2rXRrl07rdvSNSsrK4wbN06xvWTJEq2vF0TqyMjIwLVr11Q+Z2lpqchmVbVqVdkSq+np6Zg0aZLkmNXEgQMH4OPjg1OnTsmeMzc3R5kyZeDr6wtPT09YWVnJ9rl9+zYaNWqEtWvXqtVfVFSUVuPUtH7dunVlcylNlrm8evUqatWqhXXr1iErK0v2vK2tLTw9PVG/fn14eXmpvFampaVh6dKlqFixotr9qjJ69Og8s66+L0aOHIkffvhB9rlXvHhx+Pj4oFq1arJj7Pbt22jRokWemddyY6g5Y0G/Q+amePHiqFatGho2bIiaNWuqbDMoKAjt2rXDiRMnCtxffp4+fYqOHTuqlWE7x5MnT1CvXj2sWrVKdl7lLIPs4+ODKlWqwMHBQVY/IiICffv2xfDhw5GRkaHVuBcuXKjIHFqiRIkikVUvB+cfREREhY/BekRkUFE2uQTrAUDQ+cIbCBERERHRB+L+/fv46KOPZAFipUqVwpw5c3Dr1i0kJSUhKCgI169fx6NHjxAfH4+IiAhs2LABnTt3lgR+JScn57kUWl4uXbqEVatWAfj3JogmNyqLkqNHj2LatGmSsmrVquHo0aOIjo6Gn58f7t69i5iYGOzfvx+enp6K/WJjY9GjR49cl9pSJTk5GR06dMChQ4ck5S4uLpg3bx4CAgIQGxsLf39/+Pn5ISIiAmFhYVi+fLnspuy1a9fQokWLAgVcaqN69eqYNGkSDhw4gNevXyMuLg4PHz7E1atXcefOHURERCAwMBA//PCD5OZodnY2Ro4cicePH2vcZ7t27XDy5EnZY8+ePVi8eDGaNWsmq7Nx40ZMnz4937YjIiLQvHlzWUBDuXLl8PPPP+Ply5eIjIyEn58f7t+/j5iYGAQGBmLBggUoUaKEpM7hw4fRsWPHPJf5UyUrKws//vijYrt79+6ytg2tV69eihu4GRkZWLZsmWEHRGopUaIEJk2ahH/++QcJCQl48eIFbty4gfv37yM+Ph4HDhxAjRo1JHUOHDiAKVOmaNTPxYsX0aZNG1kA8UcffYRt27YhLi4OL1++xI0bN/DkyRMkJibi2rVrmDBhgiRISAiB2bNn46uvvtL4tT579gz79u1TbKta2tHQhg8fDhMTEwD/foZs2LDBwCOi/5Ly5ctj5syZuHTpEhISEhAYGIjr16/jwYMHiI+Pxx9//IGyZctK6qxatQorV67UqJ9du3ahR48esmCQzp07Y//+/UhISEBwcDCuX7+OgIAAJCUl4fTp0xg8eDCMjf/vtlZGRgZGjhyZ7+dNbGwsvL29tQo+e/36NXr27IlGjRohPT1do7qaOn36NFq3bo1Xr15Jyr28vPDjjz/i4cOHSEhIQEBAAK5du4anT58iMTERwcHBWLFiBVq0aCGpFx2t/Y/ht2/frpiLvs/LYa5Zs0YW0Nm4cWNcunQJkZGRuHXrFvz9/RETE4PNmzdL5lZBQUHo06ePRv0VhTljQRgZGaFBgwb44YcfcOLECcTExCAqKgr+/v64cuUK7t69q/geMn78eMXnFQCkpqaib9++Wh13AwYMkM3hT5w4gV27dmH27Nnw8fGR1Zk5c6Zan5GPHz9Gs2bN8PTpU0l5zZo1sXbtWkRGRiI8PBy3bt3Cw4cPERcXB39/f3z//feyH2OtX78evXv3VhlIm5f4+HjJcThkyBBYWFho1Ia+cf5BRERUyAo1jx9RITF0ykpST84yjEnzKqpeCvfAl4YeIhHRB4nL4BIVHi6DS+/SZBncTZs2adVHfHy8KF++vKQtIyMjMW3aNJGUlKR2O35+fpKlT7VZcjY1NVVUrlxZ0cb48eNF2bJlJWN7H5bBzczMFBUqVJDs37hxY5GYmJhrnejoaFGrVi1JnSVLlqg9voEDB8rG2LNnTxEVFZVv3ZSUFPHVV1/J6rdq1SrfZepyo7xMVV7vV1JSknj27JlG7fv5+QlHR0dJH59//nm+9bRZMvDo0aOyvszMzERgYGCudbKyskTLli1l7+nYsWPVOq9iYmJE7969ZfUHDx6cb9137d69W1L/n3/+0ah+YRk3bpxkGbeEhARDD0kI8e+53KRJE8XYBg4caOghGXQZXGdnZ1G9enWxa9cuteYmb9++FZ07d5adO0+ePFFrfK9fvxaurq6S+hYWFmLNmjVqXZsePHgg6tSpIzuPNm/erFb/Od49Pq2trYvM8ans3ffa09OzQMtn0/vBUMvgJiYmCgCiSZMm4vjx42qdj7GxscLX11fSh4ODg4iJiVG5v/Ic+N69e8LKykpS38nJSezdu1et13fp0iXZfNfY2FicPn061zrffvutYt9SpUqJffv2SZ5XtQxudna2WLt2rXBwcFDUXblypaxt5fdbk/ntu168eCGbo5ibm4tly5aJ9PR0tds5c+aM5O+jjaioKMmSmD/++KPWc3FDLoMbHx8v7O3tJfv36NEjz8+9oKAg4eHhIamza9cutcZXVOaM78o5ttV5v6KiosTLly81av/EiRPC3Nxc0sfkyZPzraf8/WLGjBn51tmyZYuwsLCQ1HN2ds7z/zVTUlKEt7e3pI6RkZGYPXu2WvOf0NBQ0bp1a9nfZObMmfnWfdfSpUsl/QcEBGhUX1uaLsPI+QcRkW5wGVzd4jK4RER6EpXbUrjMrEdEREREpJFhw4YhKChIsW1qaootW7Zg7ty5GmXEqF27No4fP47Vq1fDzMxMq7HMmjULT548AQC4u7tj3rx5WrVjaDt37kRgYKBi28bGBjt27FC55FgOZ2dn7NixQ5IJauHChWplctm5cyd+//13SVm/fv3w119/oXjx4vnWt7Kyws8//4zvv/9eUn769GksXbo03/oFZW1trfGSa7Vr18aCBQskZYcPH9YoG6G6OnTogJ07d0rKMjIy8Ouvv+ZaZ8mSJThz5oykbMqUKVi5cqVa55WTkxO2b9+OgQMHSso3b96M3bt3qz32nCyVAFC6dGm0bNlS7bqF6d3XmZCQgG3bthlwNJSbDRs24O7du+jZsydMTU3z3d/S0hI7duyAu7u7oiwjIwNbtmxRq78hQ4YgMjJSsW1mZobdu3djxIgRsmW8ValatSr++ecf1KxZU1I+fvx4yTU6LykpKZLxdu3aVZYxp6h49zx6/vx5oSwrSP9N5ubmOHToEC5evIh27dqpdT46Ojpi//79ks/A+Ph47NmzJ9+66enpGDBggCRrs52dHY4dO4bu3burNebGjRvjzJkzkutRdnY2Bg4ciLi4OJV1pkyZgq+++gpmZmYICwtD9+7d0bNnz1yXOH369ClatmyJESNGID4+HtbW1pg1axa++OILtcaoqczMTPTp00cyfmtraxw+fBgTJkzQaD7eokULXLt2DT/88INaf09VvvzyS0V2tLp162LChAlatWNoq1atwps3bxTb7u7u2Lx5c56fe+XKlZN9tn3//fdqZVIrKnNGbRUvXhylS5fWqE7btm3xzTffSMr0NdaBAwfKsnjGxMTIvju965tvvpFl7F61ahV++OEHteY/7u7uOHz4MNq0aSMpnzt3Lq5evar22FevXq34d6NGjSSZ2IsSzj+IiIgKD4P1iMjgonML1osNBOJDC3cwRERERETvqQMHDshujMydOxcDBgzQus1Ro0bh9OnTGi99defOHSxZskSx/euvvxbZgIj8/P3335LtgQMHwsPDI9963t7e6Nmzp2I7JiYm35vYKSkpGDNmjKSsbt262Lx5s2TJN3XMmTMHn376qaTs+++/x8uXLzVqp7D06dNH8hqTk5MREhKil77atGmDtm3bSspyuxEVGhoqWya3W7dusuDC/BgZGWHjxo2oX7++pHz06NFISUnJt/6rV69w9uxZxXb37t21vgGvb/Xq1ZMEUGzdutWAo6HcdO3aVePrirW1Nb788ktJ2fHjx/Ot99dff+Ho0aOSssWLF6Nz584a9e/o6IgjR47Azs5OUZaYmIhx48apVf/vv/+WLLnZo0cPjfovTB07dpQsj/c+n0dxcXFYtWoVhg0bptd+9u/fj3HjxuHmzZt67edDY25ujk6dOmlcr1SpUhg0aJCkTJ3rwapVq3D37l1J2ZYtW+Dr66tR/2XLlsXBgwclS3C+fPkS06ZNU7m/g4MDfv75Z/j7++OTTz4BAOzZswdVq1bFunXrIIQA8G8Q8vz581GrVi2cO3cORkZGGDBgAJ48eYLp06fDyspKo3Gqa9WqVbhy5YqkbMOGDbIAIXUZGRlh9uzZagVQKjt06BD+/PNPAICJiQnWrVsneZ/fJ8rz+C+//FKt7yQtW7ZE48aNFdtPnjzB+fN5JxYoKnNGQ+jfv79kOzAwEGlpaXrpa+jQoahcubKkLLd5/LVr1/Dbb79JyiZMmIBRo0Zp1KeFhQX27dsnWQI8MzMTw4YNU1w78nLlyhU8f/5csc35BxEREQEM1iOiIiDKJpdgPQAIOld4AyEiIiIieo8tXrxYsu3r64uJEycWuN2PPvoILi4uau+fmZmJoUOHIjMzEwDw6aefokuXLgUeh6GcOyf9TqLJa8m5GZxj7969ee6/ZcsWxMTEKLaNjY3x22+/qZX1QZVffvlFkgEwPT1dlo2iqLCzs5MdZzkZXfRBOUjowYMHyM7Olu23cuVKpKenK7ZtbGywfPlyrfo0MTHB6tWrJTe8o6Oj88wGkmPHjh2S8XXt2lWrMbzryZMn2LFjB5YvX44FCxZg3bp1OHz4sCQDjTaMjIwk58nly5cRHBxc0OFSEdG0aVPJtjpBtT/99JNk28fHB+PHj9eq/9KlS2P27NmSsmPHjuHRo0f51t2+fbvi3+bm5ujQoYNWYwD+zSJ28eJFbNiwAUuXLsX8+fOxatUq7N69WyfHu42NDVq3bq3Y3r9/f5EN0lAlMzMThw8fxmeffYaSJUti7Nixeg+ii4+Px6+//gpfX19Ur14dS5YsyTVrGumGpteDjIwMrFu3TlLWpUsXdOvWTav+a9euLbuWbNmyBbGxsbnWqVSpEg4cOICTJ0+iRo0aiI+Px4gRI3DhwgUAwJ9//olp06YhNTUVTZo0wbVr1/D7779rnG1ME1lZWbLrZI8ePdCrV68Ct61utsIcCQkJGD16tGL7q6++Qp06dQo8DkNITk7GrVu3JGX6nMcXlTmjIajKEvfudxpdMjIywscffywpu3//vsp9lc+r0qVLY86cOVr1a2Njg19++UVS9uDBA7WClN+dfwC6mcffuXMH27dvx7Jly7Bw4UJs3LgRJ0+elGQt1cb7Pv8gIiJ6nzBYj4gMLt3MDm8sc8lMwaVwiYiIiIjyde3aNVy6dElS9sMPPxgkC8bSpUtx+/ZtAIC9vT1WrFhR6GPQlYyMDLx+/VpSVqtWLbXrK+976tSpXG+gCCFkN4C6du2KevXqqd2fstKlS2PEiBGSsnXr1hXZGy7Ky946ODjora8KFSpItrOzs2VL56WkpMiCCoYPH65WZsXc+Pj4yG7Q/fLLL/lm5Th06JDi3+bm5mjSpIlW/aelpWHp0qWoWLEivL290adPH0yYMAHfffcdRowYgc6dO6N48eJo06YNLl68qFUfACRL9AohcPjwYa3boqLF0dFRsp1fcOeVK1dw/fp1SdmMGTMK9Pk0duxYuLq6KrZVXT+Vpaam4p9//lFs169fX+OssX5+fvj2229Rp04dODk5oWnTphg2bBgmTZqEadOmYezYsfjss89Qrlw5eHp6Yvny5QW6af7ueZScnCzJrllU+fv7Y+LEifDw8EDnzp2xe/duvWVXysuDBw8wefJkeHh4oFOnTti5c6dBxvGh0/R68PfffyMsLExSpm3gTI7vv/8e5ubmiu2UlBSsXbs233pt2rSBn58fVq9eDRcXF8XnsBACZcuWxZ9//omLFy9qnPFPG6qCfGfOnKn3flWZPHmyIgtzuXLlZMHR75OwsDDFj4eAf5dzr1Spktr1lefxBw4cyHXfojRnNATlOTxQuPN4VT/wCQ0NlQVYTp48uUDZ3rt27QofHx9J2bJly/Kt9+482MPDAxUrVtSq/8TERHz//fcoXbo06tSpg379+uHrr7/G1KlTMXToULRr1w5OTk7o3r07/P39teoDeD/nH0RERO8jBusZmBACQUFBOHDgAFatWoX58+fjxx9/xMaNG3HhwgWVk1yiD1GuS+EGngOK4BdQIiIiIqKiRPlGROnSpWUZBwrD06dPMWvWLMX2woULUbJkyUIfh66oygjh5OSkdn1nZ2fJdmpqaq7Znx48eIAnT55IyoYMGaJ2X7kZPHiwZDs2NhZnzpwpcLu69uTJE8lNfhsbG41uqGrKzMxMVvbuDV0AOH36tCyATx9/k8ePH+Phw4e57p+UlITLly8rtn19fbVahu/BgweoWrUqJk2aJFmKS1lmZib++ecfNG3aFF988QUyMjI07qtZs2aS7WPHjmncBhVNr169kmwrX+eUKS/BWKJEiQJ/PpmamsqW3Msv49H58+clgXPNmzfXqM+VK1fCx8cHixcvxp07d/INlggMDMSECRNQr149BAQEaNRXbmMsqudRTEwMVqxYgbp166JGjRr48ccfZYHuALTOEqsuVe1nZWXhyJEj6NWrF0qWLIkxY8bg2rVreh3Hf4mm14ODBw9Ktn18fFCzZs0CjcHZ2VmWLVfdpV+NjIxyXQ5c02XCC0L5+tWgQQPUqFGj0PrPce7cOUmg4+rVq1GsWLFCH4euKM/jHR0dYWRkpHZ95eM5JCQk16yNRWXOaCjK11Vvb2+9HjvK83jlOTzwb3Dwu+Xm5ubo169fgftW/pucPHkSCQkJue7/9OlTBAUFKbaV58jqOnfuHCpWrIh58+bJgp7flZqaiv3796N27dq5Lguen/dl/kFERPS+Y7CeAcTFxWHTpk3o1asXXF1dUaFCBXTt2hVjx47FtGnTMHHiRAwdOhTNmjWDnZ0dunfvLlt2R5/KlSsHIyMjrR/8lQVpIyq3YL2k10D008IdDBERERHReyZn6a4cnTp1KvSsekIIDBs2TPGjsyZNmmDkyJGFOgZdU3WjNisrS+36qoKccgvWU85iZmVlhY4dO6rdV25q1KgBLy8vSZlyFsaiYO7cuZLtfv366TWwQ9VNLuVATOW/iZeXl05unnfs2FEWbJfX3+TatWuSZdW0ybZ48+ZNNG3aFIGBgZJyMzMzeHl5oV69eihVqpSs3qZNm9ClSxdJ/+pwdXWVZJNRvkbR+0v5b5lfUK3yedSlSxednNuffvqpZDsqKgpPn+b+/0fK49b0PFL1g2pbW1tUrlwZ9evXh4+Pj8oMSg8fPkTTpk0RGRmpUX/Av1md3n2vzp8vOqtPZGRk4MCBA+jRowdKliyJL7/8UpFV911GRkZo1qwZ1q9fj9OnT+t1TP3798fFixcxcuRIWcY34N//k1+9ejUaNmyIKlWqYOHChbJgM9KMptcD5YAe5fNYW8rt3LlzJ98swqdPn0adOnUwcuRIREVFKYK4jIyMEBwcjF69eqFp06ayZVT1Qfl91MUSmZp6+/Ythg8frghE7tOnT4GWCi8KlOfxmszhgYLN4w01ZzSE7OxsLFiwQFI2aNAgvfapPI9XFSis/Ddp3rx5vgHF6lC+3mRnZ+Pq1au57l/Q+Qfwb2a+Dh06yOYSlpaW8Pb2ho+PD1xcXCTPZWVlYf78+Rg+fLjG/RXl+QcREdGHRL8/ZyOZsWPHYv369Wr/J2dGRgb279+P/fv3Y+DAgVixYgXs7Oz0PEqiwhdj4w1hZAIjoeJLc+A5wKVy4Q+KiIiIyMAys7IR/obZtvWtpL0lTE3e39+yvX37VnYjsSBLp2pr9erVipsR5ubmWLt2rUbZK4oiVVn0IiMjUbZsWbXqqwrOyO0mn/KNN+WbJAVRt25dPHv2LNe+DCk1NRVTpkzB1q1bFWUuLi56X3ZN+YeG7u7usiwdyu9T3bp1ddK3qakpatWqJbmxd+nSJdmSxTmUz+/q1atr1F9iYiI+++wzScaXYsWKYebMmRg6dKjkOL937x5mzJiB/fv3K8qOHTuG6dOnY+HChRr1W6NGDYSGhgIA4uPjERAQoPWyX1Q0ZGVl4ffff5eU5ZUl7+3bt7IALl2dR7Vr14aJiYkk+OLSpUu5BgsV9DwCAAsLC3Tt2hWdO3dG8+bNUaZMGdk+MTEx2LVrF+bMmaMIJnj9+jWGDx+Ov//+W6P+zM3NUalSJUUWpQcPHiA1NRWWlpYaj11X7t69i82bN2Pbtm2IiorKdb/KlSujf//+GDBggNqfmbrQpEkTNGnSBL/88gsOHjyI33//HceOHZMF3Tx+/BhTp07FtGnT0LZtWwwaNAjdu3c36Hv7vklISMDu3bslZXldD4KCghARESEp09X1QLmdzMxMXLt2TbKUY47nz59j4sSJis85e3t7LF68GNu2bcP58+fRp08fVK1aFXPmzFEsgzto0CDMnz9fL9minz9/jvDwcEmZIebxM2bMUMwVnZyc1Fras6hTnsfHxcUhIyNDZXZlVXKbxzdp0kRWXlTmjIUtPj4eo0aNkiQb8fb2xoQJE/Tar/I8vnz58rJ99PU3KVWqFNzc3CQZZC9duoR27dqp3L+g84/Q0FD0799f8qMBZ2dnLFy4EL1794aNjY2i/MqVK5g8ebIkUHHTpk2oXr06vvjiC7X7LIrzDyIiog8Rg/UKmfKvoXOYmJigZMmSKFGiBDIyMhAcHCxZ/gUAfv/9dzx+/Bj//POPZAJG9CHINLFCllstmIbLf4WLoHNAg6LxBZSIiIioMIW/SUXTxUVvucoPzYXJLeHh9P4u8RQYGCj7nlmnTp1CHUNoaCimTJmi2P72229RtWou2bN15NKlS1ovLaguU1NTeHh4KAKOAODGjRtqBx7cvHlTVqZ8ozrH48ePJdu6/BvWqVMHO3bsUGznFjCoL9euXUNiYqJiOzU1FZGRkbh58yb27NkjuRnq5uaGI0eOwNXVVW/jCQ4Oxl9//SUpa9WqlWw/ff9N3r3xmtff5N69e5LtypU1+zHbd999hxcvXii27e3tcebMGZWvp2bNmti3bx++//57zJs3T1G+ZMkSfP755/Dx8VG7X29vbxw5ckSxfffuXQbr5SMuLg6nTp3Sqm5hLIu3Zs0aSXZGMzMz9O3bN9f9AwMDZUFSujqPihUrhkqVKknOHXXPIzMzM1SoUEGj/jp27IiBAwfme21ydnbGqFGj0KtXL7Rt21Zxk/7AgQN4+PChxp+N3t7eir9tZmYmHjx4oLOAA3VFRkZi+/bt2Lx5M+7evZvrfs7OzujduzcGDBiABg0aFOII5SwsLNCzZ0/07NkT0dHR2L59O/744w/Z53J2djaOHz+O48ePw97eHp9//jkGDx6Mxo0bG2jk/yc8PFzr64FyFlV9mDt3LpKSkhTbxYsXly1H+y5VmS91dT2oVKkSrK2tkZycrCh79OiRJFgvISEBc+bMwfLlyxXz5h49emDlypUoWbIktm/fDuDf68O0adPw2WefYfjw4Th//jw2b96M3bt3Y+rUqfjmm290GrCiPNcACn8ef+vWLfz000+K7SVLluh1HgZA62M7t3m0Kjk/xMj5HMrIyMDdu3fVDoYsSvN4deeM+nDu3DnJZ3lKSgrCw8Nx9epV7Nu3T3Ifs1KlSjh27JgsG6AuXb16VZbpTXken5ycjJcvX0rKdP03OXr0qGJbn/P4MWPGID4+XrHt4eGBCxcuqPw+2qhRI5w7dw6DBw/GH3/8oSj/4Ycf0LFjR40CjovC/IOIiOhDx2A9A3JwcEDfvn3RqVMnNG3aFLa2tornsrKycOHCBUyfPl2SJvn69esYPHiw7Fdr+lKiRAnJr9vVUatWLT2Nhj50WR6NVQfrvbgAZGcBxoW7jBcRERER0fsgNjZWVqbvG2zKRo0apQjGqly5MqZNm6b3Pvv376/3PgCgadOmihu4ALBjxw707NlTrbp//vmnrOzdG9vvUv476jJ7i5ubm2T73QxrhWHkyJF5BngA/y7jNHjwYMyePVu2jJMuvX79Gt26dUNaWpqkfODAgbJ9370xBuj3b6LqPM4RFBQk2XZ3d1e7n/j4eGzcuFFStmHDhnxvWM6dOxe3b99W3IjMzs7Gzz//LLnxlx/lZXXfDRgk1e7du4e2bdsaehgqPX/+XBKUDfy7gkhex6Oq41rX59G7N8hzO4/S09MlS+aVLFlS5TLnealWrZpG+zv+P/buO6qJ7O0D+Dd0RKoUARXBXhFR17rYcK2Ibe2C3bX3Xtfeu64VLOC6VuyCir0iRUVFQVDpiEiXOu8fvsyPyQRIQgro8zmHc5ibzL03k8zkTuaZ5xoa4sSJE6hbty7y8/MBAO7u7tiwYYNE9YjajxRxsTw7OxuXL1+Gu7s7rly5gtzcXJHP09DQQM+ePTF8+HD06NFD7IxVimRsbIypU6di6tSpePPmDY4ePQoPDw9OID4AJCcn48CBAzhw4ABq1aoFFxcXjBgxQuT0xorg7e0Nb29vpbRdkocPH3KCuwBg8eLFqFCh6JtfhMceqqqqMhuvCgQCmJqacr4vhY8Hq1evxqZNmwD82K92794NZ2fnIuusXbs2bt++jQMHDmDevHn49u0bFi1aBH19fUyaNEkm/RbVT1VVVZlM1SmunJwcjB49ms1S2r59e4kycElLEd91WlpaaN68OR4+fMiW/fvvv2IF6zEMw7uxAyh6HF9Wxozy0Lt3b15iEWH6+vqYOHEiFi5cKNdEI+/evcPAgQM5ZaqqqrwbBxQx/iipvQKFj0sqKioS9SMkJASXL1/mrH/69OlibxxTUVHB4cOHERgYiJcvXwL4EWB5+PBhic7RlTX+IIQQQn4l5Xeen3KsevXqOHjwIKKjo7F79250796dE6gH/Bhgtm/fHr6+vryU1mfOnIGvr2Kya2hpaaFz584S/RkaGiqkb+Tnk1utregHvicDMcVf2CGEEEIIIeRXJerigIGBgcLaP378OJs9SyAQYN++fdDU1FRY+/ImfCH3/PnzePLkSYnreXt7izx3FzdYT19fX/xOlkC4rtzcXKSkpMis/tLS0NDA1KlTMXv2bLkE6qWlpSEwMBCrVq1C48aNERgYyHnc0dERnTp14pQlJyfzglPk+Z4Ud5FPOKBEkot8np6eyMjIYJfbtGmDfv36ibWucCDGf//9V+LF2sKE+yn8Okj5kZGRgf79+3MyZFpZWZU4XbWoz7Uy9qPIyEgwDMMuy2MqS1Fq1aqFFi1asMuFA0bEpej9yN/fH1OnToWFhQX69u2LCxcuiAzUa9WqFfbs2YPY2FicOXMGzs7OZTJQT1i9evWwdu1aRERE4ObNm3BxcREZWPL+/XssXrwY1atXh6OjI44fP845lv7K4uPjMWjQIM4U1M2bN8fkyZOLXU84mElPT0+m/SrpeDB37lwYGhpi/PjxePPmTbGBegUEAgHGjRuH169fo2/fvrCxscHYsWNl2W1eP/X09CAQCGTaRnHWr1/P3lChqamJffv2KaxtRRB+n/ft2yfWzQMHDx5EWFgYr1zUOL4sjRmVQU9PD3PnzsWUKVNkHqjHMAySk5Px5MkTzJs3D/b29vj06RPnOaNGjeJlqysr44/c3FzOdLkmJiZQUxM/h86hQ4c445fBgwdzxhVFUVNTw8aNGzllR48e5dRVEhrHE0IIIfJHwXoKtmLFCoSEhGD06NFipYJWVVXFnj17eHf7HDx4UF5dJERp8izsAdUiLuqF3xVdTgghhBBCyC+ucPBEAR0dHYW0HR8fj+nTp7PLo0aNgoODg0LaVpS+ffvC2tqaXc7Ly0P//v1FTudWICgoqMjMf5mZmSLLhd9HWb6HouoS9blRluzsbGzYsAF16tTBmDFjpO7bkSNHIBAIeH+6urqws7PDkiVLkJCQwFmndu3aIjMgynu/Eq6ruNdcOEBOVVVVoun37ty5w1mWJFtO3bp1OVNBZmdnc6ZhK4nwBVtJAv1I2cEwDFxcXDhBrmpqavDw8ODdfCysrOxHwp89eWb9EVb4+yMgIEDi9RWxH6WmpmLz5s1o1KgR7O3tsXPnTiQmJvKeZ2Njg6VLl+L9+/d4+PAh/vrrr3J707aKigo6duwId3d3xMXF4dixY3B0dORlXMzPz8eNGzcwfPhwVK5cGaNHjxY5NeavIisrC3369OEEbejq6sLT0xOqqsXPiCIc5CTrsWpJx4NKlSohJCQE//zzj8SBgubm5jhz5gweP34MDQ2NUve1MHmO/0ry5s0brFq1il1evHgxateurbD2FWHcuHGc76q0tDQ4OTkVO53ujRs3OOc3hYkax5eV7zplSUlJwaJFi2BtbY358+ez00xLasWKFbwxvIqKCgwMDNCyZUts2LCBdxxp3bo1duzYwaurrLwnqampbHZdQPLxR2nG8Y6Ojpzsx/Hx8QgNDRV7fRrHE0IIIfJHwXoK1qNHD4lP6FRVVTF37lxO2fXr12XZLULKBjUtoNpvoh8LvyO6nBBCCCGEkF+cqGCJ9PR0hbQ9ZcoU9oK+mZkZ7w5+eQoPDwfDMFL9SUJVVRV79+7lZDmJjIxE06ZNsXTpUrx8+RIZGRlIT09HQEAA5s6di5YtW7JBYcJZDou6SCP8PsryPRRVV0lBNrIUGBjI2f4pKSl49+4djh8/jm7durHPy8vLw6FDh9C2bVuRgSKy1r9/fzx8+FDkdHPy3q+E6yru/SiczUmcGz8LE84C2bFjR4nWF844KEmwnvB0iPI4LkVERIgM0BT1p6amhgcPHrDrHj16VOx1q1evLvO+i+Lg4CD1cc3NzU0ufZo1axZOnz7NKdu+fTvatGlT4rplZT8Szogm6X4kLC4uDjt37sTQoUPRqFEjmJmZQVtbW+Rnp3AwcEZGRpEB20VRxH70/PlzzJ49G69eveI9ZmBggLFjx+Lu3bsIDQ3FihUrULNmTZn3QZkqVKiAYcOGwdvbG58/f8aGDRvQqFEj3vNSU1Nx+PBhTnCTPLm4uEh9PFi2bJnM+5Ofn49hw4ZxMkSqqqrCw8NDrM+E8PhH1p9lcY4Hpc3eK4/sv/Ic/xUnPz8fo0ePRlZWFoAfU33PmzdPIW0DkPqzXXhKUXHo6+tj8+bNnLKXL1+iYcOG2LhxI969e4fv378jJSUFDx8+xPjx49G1a1f2e0OccXxZ+a6Tl2/fvrHbPz8/H9++fcOrV69w4MABzlggKysL69evR48ePfD9+3e59kkgEGDixInw8fEReRNLWXlPSjP+yMrK4twooa6ujrZti5iZSgQVFRV06NCBUyZJsLkixh+EEELIr078fLtEqdq1a8dZTkxMREZGBm/AREi5Z+0gOovex0dAbhag9vNMp0UIIYQQQogsGBkZ8cqSk5NlPr2YsAsXLuC///5jl7dt21ZuM+yU5I8//sDatWsxf/58tiw9PR0rV67EypUri1yvS5cuqF+/PrZt28aWFTVFsZGREWeKOFlmLxCuS01NTe6fj+Lo6upCV1cXtWrVwtChQ+Hj44OBAwciKSkJAPDixQu4uLjg0qVLMm1XIBCgRo0a6NSpE8aOHQt7e/sin6unpwdVVVXONH/yfE9E7ceiSBJsyjAMJ/uRnp6exEFntra2nGXhqcdKap+Ub+vWrcPWrVs5ZcuWLcPEiRPFWl/e30+K2I8K+/LlC+bOnYujR49yjg2S+Pbtm0QX65W1H6moqGDRokVYtGiRQqa2f/78OfsdUBJ7e3u5jTcsLCwwZ84czJkzB76+vnBxcaGp//7fxIkTOYG7AoEABw4cQK9evcRaX3j8k5KSIsvuSX08UDbhfsp6uxRl586dePToEYAf7+X+/fvLxVTW0hg7diwCAgKwd+9etqzgeC6cJKOwUaNGITk5GWfOnGHLRI3jy+qYUR4EAgH09fWhr6+PBg0aYMyYMfDw8OAEft64cQOzZs3C7t27Zdq2iooK6tWrhz/++APjxo3jTX1bWFHjD1lRxPgjNjaWk6Wwbt26EieCsbW1xbFjx9jlyMhIsdelcTwhhBAifxSsV06I+gEiOTmZgvXIz8emPXBLxMWu3Ewg0g+oXvKd24QQQgghPwtzfS3cm9uh5CeSUjHXF39KybJI1MWB+Ph4VK1aVW5tJicn46+//mKXu3XrhkGDBsmtvbJg3rx5sLS0xKRJk8S6kDpo0CDs378fc+bM4ZQXF6z34cMHdjk2NrZU/S1MuK6yFlTp6OiIy5cvo23btuxUUZcvX4aPjw8cHR3FrqdLly687S0QCFChQgXo6+vDwsKiyO0vTCAQwNDQEF++fGHL5PmeFHeRr0KFCuxnTpJMJcnJyZypt0RlECyJsbExZ1ncYBqAP1WcIqf2I6W3b98+LFiwgFM2depULF++XOw6RH2uY2NjZfb9JO5+JPz7qTQZf8LCwtC+fXuJLnSLUhDMIC5l7Uf5+flYuXIlLl68iOHDh2PIkCGoXLmy3NqbNWsWb7q/ovj6+qJ9+/Zy6UdOTg6uXbuGo0eP4uLFixK/Xz+rBQsWYN++fZyyzZs3Y+TIkWLXITz2yMvLQ0JCgkyy1TEMg/j4eE5ZeQ3Wy8vLQ2JiolTf2eKKiIjAokWL2OUJEyZwpr3/Ge3ZswfW1tZYsmRJifu1QCDA1KlTsXHjRl4wqqhxZFkaMyrD0KFDoaamxjkX3Lt3L6ZOnVpsQJ2w4cOHY8SIEZwygUAAHR0d6Ovro1q1amJ/BxY1/pAVRYw/hMfcwmNycQivU/jGsJLQOJ4QQgiRPwrWKyeioqJ4ZfI8YSNEacybAJp6QJaIi1/hdyhYjxBCCCG/FDVVFVQ1oht0SPFsbGygrq6OnJwctiwgIKDYrGGltXXrVkRHRwP48cN94UwVP7Nhw4ahe/fu2Lp1K86dO4fg4GDO4yoqKujcuTMmTpyI3r17AwBvOteipoqrU6cOZ2qigIAAmfVbuK569erJrG5ZadWqFYYNG4ajR4+yZe7u7hIF65mbm6Nz584y61OdOnU4F16V9Z4YGBiwwXp5eXnIzMwUKzNXWloaZ1mai2zC66Smpoq9rnD7+vr6ErdfksqVK8PHx0es5+bl5WHWrFnsfuvo6FhsRp3CSjttannj6enJy57n4uLCyRIqjqK+n5o3b17qPmZkZODdu3ecsqL2I+HgCkk+xwCQnZ2N7t278wL1atWqBQcHB9SpUweWlpbQ0dFhp8MtsHHjRnh7e0vUXmGK2I/q16+PSZMm4cSJE/j69SvnscDAQAQGBmLu3LlwdHTE8OHD4ezs/NPdQP7s2TMcO3YMJ06c4Bz3CxMIBGjfvj3GjRun4N4p17p167Bu3TpO2dKlSzFjxgyJ6qlVqxavLCAgAF26dClV/wDg3bt3vCkaJR3r3L59u9T9kEbdunV5ZQEBATIdzwhbvnw5u70sLCx47+/Pas6cORg8eDA2bdqEixcvcm6SAQANDQ307NkTU6dOhYODAwDJxvFlYcyoLAMHDsSePXtw9+6PGZMYhsHRo0exevVqseuwsbGR2edeR0cHlpaWnOuqAQEBGDBggEzqF/c90dXVhYqKCnvzTGnG0bIYxwvXKUn78hh/EEIIIb86CtYrJ+7du8dZtrKykjjlcWl8+fIFkZGRSElJgZ6eHipVqoQqVapwfnwiRCZU1QCrNsC7q/zHPtwBOixUfJ8IIYQQQggpw7S1tdGsWTN2KisA8PPzw5gxY+TWZuG78tPT0yWeWrNAhw7czJHTpk2TOBhE0YyMjNjpbxMTExEdHY2kpCQYGxujWrVqqFixIuf5r1+/5iw3a9ZMZL1t27aFh4cHuxwYGIjc3FyoqZX+p5vnz59zltu0KZs3QfXt25cTrPfw4UMl9ubHe/LgwQN2uXAwZWnk5uYiKCiIU1bce1K1alXO9LMxMTGwsbEpsR3hz6JwIIM4hNfR1dUVe92CgN4C1apVk7j9kmhpaYl9YTcvL48TtCXr4M6fhZeXF1xcXDhZGfv164dDhw5J/DugtrY2mjZtiidPnrBlfn5+Mgl2CgwM5E1FW9R+ZGlpCYFAwE7pFhMTI1Fb//zzDycw0MzMDO7u7ujatWuJ6x46dEiitoQpYj8yNTXFrl27sGXLFly8eBHu7u64du0acnNz2efk5eXh2rVruHbtGipWrIh+/fphxIgRaN++PVRUVGTeJ0X4+PEjPDw8cOzYMbx9+7bI59WsWRMjRoyAi4uLXLZ/WbZ7925ehs1p06ZhxYoVEtdlY2MDU1NTTgY8Pz8/mQTrCY9z1NTU0KJFi1LXqwg1atSAubk557jk5+cn1++nwuP46OhoqYNwrK2tOctbt27F9OnTS9Ez+atSpQq2bduGbdu2ITY2FrGxsUhNTYWZmRmqVq3KCc5nGAZv3rzhrF/cOL4sjBmVqW/fvmywHlA2xvEnT55kl2X1nkRHR/My6xX1nqipqcHc3JwNGvzy5YvY53fyGMcL11kcRYw/CCGEkF9d+TyT/gUdPnyYs9y9e3eFtBsfH4/69evDxMQEdnZ2cHBwgJ2dHapVqwZjY2M4Ozvjv//+4/04Rkip2DiILo/yA7LEv/uHEEIIIYSQX0W7du04y5cvX6bzNAWoVKkSGjVqhN9//x3169fnXQDJysrC+/fv2WU1NTU0adJEZF3CF3kyMzNx9aqIm5gk9PLlS04fRLVVVtSoUYOzLMvpqqQhvJ3ev3+Ply9flrreq1ev8qaWKu49EQ6GFXcaTn19fU4QjXB2GHEIZ5iSZApl4Yt80gb1EsW5ceMGBg4cyAnS+uOPP+Dp6QlVVVWp6hT+bF+4cIFTv7TOnDnDWTYxMUHt2rVFPldDQwMWFhbsckxMDCcYsST//vsvZ/ncuXNiBeoB4GWqk5Qi9yMNDQ3069cPFy9eRGRkJDZv3ozGjRvznpeWloYjR46gU6dOsLKywvz583mZZiV1+/ZtMAwj1l9ppsBNSUnB4cOH0aFDB1hbW2PRokUiA/X09PQwevRo3Lt3D+/fv8eSJUt+uUCFo0ePYsqUKZyyUaNGYevWrVLX+dtvv3GWhfdjaQnX06RJk3I1ZaPwOP7ChQtK6smvpXLlymjSpAnatWuH2rVr87LohoeHc4KdLC0ti5wOvKyMGZWprI/j79y5I9VYWJjw8UZFRQUtW7Ys8vmFv7fz8/N53+tFER5zy2IcL2oa56LQOJ4QQgiRP8qsVw5cuXKFc0cKALi6uiqk7czMTN7dQwW+fv0KLy8veHl5oUaNGjh06BCbHlyW4uPjkZCQINE6oaGhnOW0tDR2yhhSdgjf2VOwrGJqD5H3+OTnIuPtTeRadxD1KCGEEDEVdfwlhMheXl4eGzBVEDCRl5dHGap/UcLBc4WXhYMG8vPzJQq2c3JywoYNG9jlyMhIXL58GT169JCyt8UryE4kj3rFfd2F96/SkmVdhV29epUz/aODgwPU1dVFtlWvXj3Url2bk73p8OHDpb5ZT/jmP0NDQ7Rr106i1yv8fstrewnXWdS2KiC830jy+RGHg4MDDAwMOBloDh06hM2bN5eqXjc3N85ynTp1UKdOnSL73rBhQ87ymzdvxL5QW7VqVXz8+BHAjyCVsLAwiS62CU/zVbVqVbG3sfDvSQ0aNFBqELFw27L+vEhDlp/h0tb14MED9O7dG1lZWWxZ27Ztcfr0aaiqqkrdL2dnZ2zZsoVdjouLw6VLl9CrVy+p6gN+ZBoqnIm0oJ3i+tioUSM2s01ubi7evXsnclpOYfn5+Xj27Bm73KRJE7Ro0ULs7SEcxCbp8bNwIJmamlqxxwpZMjY2xrRp0zBt2jT4+/sXOUVsZGQk1q9fj/Xr18POzg5Dhw7F4MGDYWZmJvc+iis3Nxfe3t7w8PDAhQsXeIEvBVRUVNCxY0eMGDECffr0YQN3FHWcKEvHg7Nnz2LUqFGc7/8BAwbgn3/+kSjQtUBB27169cLFixfZcn9/fwQEBIgMChVXYmIiLl26xCkr6Xgga8LbRNL9vHfv3vjvv//Y5UePHuHFixdo0KCBzPpYmLzG8UWdv4hbJg5Z1lWSwp9VAOjatWuRbZWVMaMoosbx8iDpOF64X5Ke/5akZ8+emDFjBltndnY2jh07xgtClpS7uztnuVOnTtDR0Smy740aNeJkXXz9+jUsLS1LbMfU1BQaGhrIzs4G8GM8kJmZKdGMa4GBgZxlScbxyhp/EELIz6K434CJ5PLy8tixQ+Hp5aW9qbCAJFPEywMF65VxX79+xfjx4zllzs7OZS6Ne1hYGDp16oTNmzdj2rRpMq17z549UqXWL+zp06dKv5OHlOzp06c//mEY/KGmB61cfoBl9IMTCI5QbL8IIeRnxx5/CSEyJxAIYGJiAuB/UwempaWV+kSS/BwyMjLY/79//8557Pv370hNTRW7rgYNGqBFixacY/qqVavQtm1buUxPN3z4cN4UtuIYP348Z/qzlStXcgKRqlSpIvbrTk9Pl2gbKaquwoSDSYYMGVJsO2PGjMHcuXPZ5QsXLuDevXtFZuMrSXR0NG8KxuHDhyM/P1+i11s44BCQ3/YSzm5kYmJSbDsFF68K5OTkyLxfw4YNw65du9jlQ4cOYezYsWJdZBPlxYsXvIw5Y8eOLfYHwnr16nGW/f39xX6dTZs2ZYP1gB8BpMOGDRO7vzdu3OAsN27cWOy2X7x4wf6vr68PMzMzuXxupJWbm6v0/ggf+/Py8qTuU2nqCgoKgpOTE+d7yc7ODh4eHqXeTo0aNULTpk3h7+/Pli1fvhzt2rWTejy0b98+xMXFccpGjRpVbD8bNmyIa9euscvPnj0rMkNSYQVT1hWwtrYWe3uEhoayAYIFJDl+CmdnrVu3LnJycnjHZHmrVasW/v77byxZsgTe3t7w9PSEj48Prx8BAQEICAjAvHnz0KFDBwwcOBA9evTgZatSlKCgIJw8eRJnzpzhjD2E1axZE4MGDcKgQYPYY7syjg+y/E4rTV0+Pj4YNmwY54Jily5dsHv37lLf6Ofs7Ixly5ZxpnxdvHgxb7wkiRUrVnBer7a2donjLVkT3t6ZmZkStd+lSxdUrVoVnz9/ZsuWLVvGC9SSlTlz5mDkyJESr9enTx/O8r59+2Bqasou16xZU+TrFvW5kfb9kWVdJfH09OQsDxo0qNi2ysKYURTh4AB5ba/CNxwBPzKQF9eW8HdIdna2TPtmaGiInj17wsvLiy3buHEj+vfvL9F0sIVduXKFM54BfrwnxfW7fv36nOXnz58Xm4mvsMaNG7PT92ZnZ8PHxwe///67WOsyDANfX19OWbNmzThjvaKUlfEHIYT8TMQ5/pKi5eXlcYL0AODevXulvgnl06dPpe5baVCwXhmWn5+PYcOGcaY30dfXx44dO+Tetp6eHrp27Yo//vgDtra2sLa2hp6eHjIyMhAdHY2HDx/Czc0N9+/fZ9fJy8vDjBkzYGZmhkGDBsm9j+QnJhDgS8X6qPLtMe8h49TSTatBCCGEEELIz2rq1KmcIJxnz55h9+7dpc4e4O/vj2rVqsHY2Jgtq1mzJmrWrClxXZqampzlJk2aoG3btqXqX1n1+vVrnDt3jl2uVKlSiZkOhwwZgrVr1yIpKQnAj98FZs6cCW9vb6ipSf4TzoIFCzgXj9TV1TF27FiJ61GUwoE0AOSWUUYS48aNw759+9iLU2lpaZg3bx6OHz8ucV15eXmYOXMm56KpkZERBg8eXOx69vb2UFdXZ/sgnCWjOG3atOF8Dj09PcUO1nv//j2ePHnCLmtqasLe3l6sdePj4znTZ7Vq1UrMHhNFe/v2Lfr168eZkaJevXo4ffo09PT0ZNLGX3/9xTn2BAUF4cCBA5gwYYLEdUVHR2P16tWcsk6dOqFu3brFrif8GQwMDBQru5/wj/+SXKgWDpaW1KtXrziBgq1bty5VfaWlrq6OHj16oEePHvjy5QtOnz4NT09P3lSPeXl5uHHjBm7cuAFdXV306tULgwYNQps2beRyA0Fh0dHR+O+//3Dy5EmR09sW0NfXh7OzM4YMGVLmbopXpgcPHsDFxYUTfNauXTscOXIE6urqpa5fXV0dY8aMwcqVK9myK1eu4MqVK1JlEn758iX27dvHKRs0aJBEU7aXBWpqavjrr7+wcOFCtuz8+fNwdnZG7969S1W3t7c3unTpwikTztgrrZYtW/6000PfuHGDcxNU/fr10axZs2LXKQtjRmW6fv06Z7ksjOMnTpzICdaLjo7GmjVrsGbNGonrSktLw/z58zllderUQefOnYtdT9T4Q1ytW7dmg/WAH+N4cYP1fH19OTcMVK5cWezz97I2/iCEEEJ+VvI9OyalMmfOHFy9epVTtm/fPlStWlWu7W7cuBFRUVE4efIkRo0aBXt7exgZGUFNTQ16enqoW7cuRo0ahXv37uHs2bMwMDBg12UYBqNHj6YsdqTUEnTriyw3yPwE9dyycyc+IYQQQgghZUWPHj3Qs2dPTtnff/+N06dPS13nyZMnedmWSMkyMzMxffp0zgW2JUuW8IIVheno6GD9+vWcsoCAAEycOFHiaefWrFnDy8axcOFCVKlSRaJ6FCUkJISXwaS0UwDLQtWqVTFv3jxO2eXLl/H3339LVA/DMJgyZQqeP3/OKd+4cSMqVKhQ7LoVK1bEb7/9xi4HBgYWOY2jsP79+0NHR4ddfvToES5fvizWuosXL+YsOzs7Q19fX6x1Hz58yFnu2LGjWOsRxfr48SP69u2LxMREtszGxgbnzp2DkZGRzNrp168fOnXqxClbunQp78J+Sb59+4Y///yTE4RcsWJFzjTwRWndujUnw5vwZ7QoBb+JFvDz8+NcwC7Ky5cvSx2sV3jaPKBs7UfGxsaYMGEC7t69i3v37mHixIlsNunCUlNT4enpCScnp1IHHZXk0qVLaNSoEVasWCEyUE9VVRWdOnXCwYMH8fbtW2zbto0C9QoJCAjA4MGDOd8vzZs3h6enJ7S0tGTWzqRJk3iZpiZMmMCbdr0knz59wuDBgzljLQsLCyxZskQm/VS0MWPG8ALiJ0+ejHv37klVH8Mw2LVrF4YOHSqL7v1SEhMTeWO/VatWlbheWRgzKsvdu3dx8+ZNTlm3bt2U1Jv/adGiBVxcXDhle/fu5U1lW5KsrCwMHz6ck/1SVVUV27Ztg0AgKHbdmjVrcoJaxR1/AD8yoheu/9SpU2IF++Xl5WHZsmW8usRVlscfhBBCyM+EMuuVUTt27MCWLVs4ZXPnzsXAgQPl3vaAAQPEfm6fPn1gbm6Ojh07sifyGRkZWL16NXbu3CmT/kycOFGiPgE/pplwdnZml1u0aMGbNoYoX3p6OucOtRYtWrAXEQTJNYBDh0Wu195KFbm1JZ9yixBCyA/FHX8JIbKVl5fH3s1ckEmkYsWKUmXIIuVfXl4eJ+itQoUK7BSAwhdBtbS02KmTJeHu7g57e3t22svc3FyMHz8enz59wpw5c8S+wPPhwwfMnTsX58+fB/AjiEya/ggTzqijra0tdb2y6pM4daWkpCA9PR3m5uYl1pWUlAQXFxc8e/aMLWvTpg0mTZpU4sUc4MdUjrdv3+YErp06dQoMw2D37t2oVKlSsetnZmZi8eLF2L59O6f8999/x6JFi6TKaiScTaeo7ZWamooFCxZg/vz5EgUFvnr1CgMGDOBk8rGyssKwYcOKnT5RQ0OD109ZfSYKW7p0Ke7cucO5YL5161ZkZ2djzZo1JY6jkpKSMGXKFPz777+c8mHDhvEuIBalV69e7OwG2dnZePHiRYmZPIAfU7CPHDmSMy3blClTUL9+fTRu3LjI9ZYvXw5vb292WUVFBbNnzxZ7+xYeawI/fj+Sx3sjCeFp4NTU1JTeJ+Fjv6qqqtR9krSu6Oho9O3blzMdZbVq1XDjxg25ZEo6cuQImjRpgi9fvgD4kaHO1dUV27Ztw+jRo0s8Pr558wYuLi4IDubOuLB161bY2tqW2L6uri46dOiAK1euAPiRNVZFRUWs86AWLVqwF9djY2Nx4MABzpTlwkJDQzFs2DCRWfgk+e56/Ph/M05UqFAB3bt3L5OBGq1atUKrVq2wZcsWXL16FUePHsXly5d5U4OmpqbKdZ/Lzs4WGdher149DB8+HMOGDYOFhYXc2i8tWX6nSVpXcHAwBgwYwAmEbdKkCa5evcq5UV9ahcfAmpqaOH78OFq3bs1O352amor+/fvjwIEDYgV1Pnr0CC4uLpysUQKBAIcPH1ZKpjfh7S3t+Pbff/9Fs2bNkJycDOBHJq8BAwZgw4YNGD9+vNjnkEFBQZgxYwbu3r0LAHLb78Q9nok6zpZm/C9pXXFxcdDU1BTrsxwVFYUBAwbgw4cPbNngwYPh5OQkVv/KwphRmPCU80Vtr5CQEBw9ehSzZs2SKGD/7t27vL61aNECf/zxR7Hf7cLnFxoaGnL5rO7cuROPHj3iTNM7a9YspKamYu7cuSXuV5GRkRg9ejRu377NKZ8/fz4cHR3F6kPPnj2xZ88eAD/GX3FxcWJlubOzs0OPHj1w6dIlAD+yrru6uuLOnTtFnmsxDIMxY8bg1atXbJmOjg479XXh3yCKUl7GH4QQUpYV9xswkVxubi77e2bBeKFu3bql3qZv3rwpdd9KhSFljoeHByMQCBgA7J+rqyuTn5+v7K4VadmyZZz+GhkZMXl5eUrrz6tXrzj9efXqldL6QoqWnJzMnD9/nv1LTk7mPmFrQ4ZZpsf/uzhdOR0mhJCfRInHX0KIzOTk5DCvX7/m/OXk5Ci7W0RJcnNzmaSkJPYvNzeXfczNzY1zDuPm5iZ1O4GBgUylSpU49QFgLC0tmdWrVzMBAQEi10tISGCOHDnC9OnTh1FTU+OsGx4eLnV/CrOysuLU6+vrK/a6wq+nNH2StK6XL18yGhoazKBBg5gzZ84wiYmJvOdERUUx27dvZ0xNTTl1GxsbM6GhoRL1LyUlhfntt994/TQxMWFWr17NhIWF8daJjY1ldu7cydSsWZO3Xs2aNZno6GiJ+lCYi4uLWNsrKSmJAcCoq6szPXv2ZI4cOcKEhoaK/D0jKyuLefDgATNhwgRGXV2dU79AIGAuXLhQYr+Ef4twcXGR+jWWJDo6WuS2rV69OrNt2zaR2zc8PJxZt24dU7lyZd56LVu2ZFJTU8Vu//Pnz5zfiiZNmiT2uikpKUz16tU57evo6DCbNm1ivn79ynnuy5cvmb59+/L6O2/ePLHby8/PZ6pUqcKu26pVK7HXlafc3FymTZs2bL9GjBih7C7xjv0ODg4KqSs9PZ1p0KAB5/mqqqrMnj17GB8fH4n/MjMzxerj7du3GW1tbd7nq23btoynpyeTlpbGW+fp06fMtGnTGA0NDd56kuwHDPPjN9fC6586dUqs9fbt28c7Rs2aNYuJi4vjPC8hIYHZtGkTo6+vzz6vTp06Un13paamMlpaWux6gwcPlui1KtuXL1+YnTt3Mvb29uxrsLW1lWubhfcBQ0ND5q+//mKePHki1zZlSZbfaZLUFR0dzVhYWPC+Izw9PaU6Hogiagx84sQJRkVFhbdf9+rVi/Hy8mKysrI4deTl5TG+vr6Mq6uryPU2btwo9fYqLeHtLcn4Vpi3t7fI42SdOnWYrVu3Mm/fvhW53ufPn5m9e/cyXbp04V1bkhVpx+Lh4eG8daUlTV0XL15kdHR0mDFjxjBXr15lUlJSeM8JDQ1lVq1axejq6vLG0F++fJGoj8oeMwpzcHAQa3sFBAQwAJgKFSowAwcOZE6dOsV8+vRJ5HMzMjIYHx8fZvDgwbzPm6amJuPn51div4TPL5YtWybtSyxRcHAwY2Jiwtu2jRs3Zg4cOCDy3C44OJhZvHgxo6enx1uvd+/eEv2u8+DBA6mPV58/f2YMDAw46xsbGzOHDh3ijZsePXrE/P7777z+bt68WeRvEKKU9/EHIYSUFcX9BkwkJ69rLMqOKaJ0DmXMpUuX4OLiAoZh2LK+ffvi4MGDYt2BryzTpk3DqlWr2LuUv379Cj8/P5pKgJSOtQMQcIxfHn5X8X0hhBBCCCGknLC1tcW9e/fQp08fhISEsOVRUVFYtGgRFi1ahIoVK8LU1BSVKlVCWloaYmNjkZSUJLI+fX19upMePzL2/Pvvv2ymiypVqsDU1BTAj0xLMTExnHN54Mc0gdeuXUONGjUkaktXVxfe3t4YNGgQrl69ypYnJCSw72GlSpVgYWEBNTU1REdHIz4+ntc+ADRr1gxeXl5iZQWUlZycHFy6dInNAqGrq4vKlSvDwMAADMMgOTkZERERIrNOCQQCHDhwAL169VJYf8Vhbm6OO3fuoHfv3vDz82PLIyIiMH36dMyYMQOmpqYwNzdHfn4+oqOj2Qxiwrp27YqTJ0+iYsWKYrdfpUoVdOjQAbdu3QIAnD9/Hjt37hTrtyJdXV2cOnUKXbp0Yffz9PR0zJ49GwsWLIC1tTX09PQQExPDyVJUuL+STOHm5+eHyMhIdnnYsGFir0sUIz4+npehLi8vDxMnTpSqvvDwcFSvXr3E5zk4OMDb2xv9+vVDfHw8W37//n3cv38fampqMDc3h5mZGVJTUxEdHc3J9FXYwoULxZqWsDBnZ2dUrFgRaWlpAICzZ8+if//+Ja43cuRI7N27l516jmEYbN68GVu3bkWtWrVgYGCAxMREhIeHczI4LliwAFFRUZzvYnFdvXqVzToGlL/9qFKlSpg8eTImT56M4OBguLu78z5zsqauro4ePXrAxcUFTk5OJU49T34ICQlBdHQ0pyw9PR1DhgyRqj5RYxFRBg0aBE1NTQwfPhzp6els+cWLF3Hx4kVoamrC3NwcJiYmSEpKQnR0NCc7SQE1NTVs375d6uNXWePo6AgfHx8MGDCAk/k0JCQEM2bMwIwZM6Cvrw9TU1MYGhri27dviImJKfJYWblyZUV1vUxLT0/HwYMH2etsVlZWMDY2Rk5ODmJjYxEXF8dbx8bGBt7e3iVmtRam7DFjaWVkZODkyZM4efIkAMDQ0BCmpqbQ19dHbm4uvn37ho8fP/IyFgM/MmeeO3eON6WzstWvXx937txBr169EBYWxpa/ePECY8eOxYQJE2BmZobKlSsjKysL0dHRRZ4bu7q6Yt++fRLNltC6dWvY2NiwGRvPnj2L2bNni7VulSpVcPz4cfTr1w9ZWVkAgC9fvmD06NGYPHkyrK2toa2tjc+fP3PGVgVGjhyJUaNGid3X8j7+IIQQQsoTyec+IXLj6+uLAQMGIDc3ly1zdHTEiRMnynxaTENDQzRt2pRTJs0PUYRw2LQXXZ4YCiTzLyAQQgghhBBCfqhXrx6eP3+O2bNn86bmAn5Mq/Xhwwc8e/YMb968EXkxQl1dHZMnT0ZoaCgblEb+JzIyEv7+/vD390d0dDTv4nSbNm3w7NkzqS9W6enp4dKlS9i6davIKaESExPx8uVLBAQEIC4ujte+pqYmFixYgPv37yt92r/U1FS8f/8ez549g5+fH96/fy8yUK9WrVq4efMmRo8erYRelszCwgL379/HokWLeEEgDMMgLi4OgYGBePHihciLrrq6uti8eTMuX74MPT09idv/66+/2P+joqLYwD1xNGvWDHfv3oWNjQ2nPCcnB+/evYOfn5/IQD1XV1dcuHBB5HGkKMeO/e+mO11dXbrIRzjatm2LwMBA9OvXj/dYbm4uPn/+DD8/P4SEhIgMPrG2tsbVq1exevVqiW9srlChAmeqvgsXLhQZ4FKYuro6vLy8UKtWLU55fn4+QkJC8OTJE4SGhnICF2bOnClxMGFhhfcja2trdO3aVeq6lK1BgwbYuHEjOwWxvAwdOhSXLl3CgAEDKFCvnOjTpw/8/f3Rvn173mNZWVmIiIjAs2fPEBoaKjJQz9bWFg8ePPhpAvUKtGnTBi9evMDIkSPZ6b4KS05Oxvv37/H06VO8e/dO5HFMR0cHS5cuRWhoqCK6XK4wDIOIiAj4+fkhKChIZKCek5MTnjx5Amtra6naUPaYUZaSkpIQEhKCp0+fwt/fHx8+fBAZqNesWTM8fvwY3bp1U0IvS1Zwfjx+/HjefpWXl4fo6Gj4+/sjODhY5Lmxqakpjh49Cjc3N4nGxQUKj+MfP34s0b7Zo0cPXL9+nXdOnpmZidevX+P58+e8QD1VVVUsWLAABw4ckKifP9P4gxBCCCnrKFivjHjy5AmcnJw4dyy0bt0a586dk2rgpwxVq1blLCckJCipJ+SnUb1d0Y+F31FcPwghhBBCCCmHdHR0sHHjRkRERGD58uWoX79+ieuoqamhefPm2Lp1K6Kjo7Fz504YGxsroLdlW5UqVTBz5kzUqVOn2OcJBAK0adMGJ0+exL1798TKNFUcFRUVTJ8+HR8/fsSaNWvEeg+trKwwb948hIaGYs2aNQoNWNDX18edO3cwb948tGjRQqzfM9TV1dGpUyccP34cL1++RIcOHRTQU+lpampi1apVCAsLw4IFC8R6j+vWrYtVq1YhIiICM2fOFHnhXRx9+vSBlZUVu3zw4EGJ1m/YsCFev36NjRs38oL2ClNTU0OnTp1w7949uLm5QV1dXew2srKy4OHhwS6PHDlS6ReZSdljbm6O06dPw8/PDyNHjoSBgUGxz1dVVcXvv/8ONzc3hISElOrC8bRp09ggv/T0dHh6eoq1XrVq1fDs2TNMnjwZWlpaRT6vZcuWuH79OjZv3iz1LCkxMTGcwLYpU6ZIfdwgpKyrXbs2fH19cfPmTQwYMKDEbM7q6uro1q0bzpw5g4CAgJ92Zh9jY2McPnwY7969w5w5c8QKGtPU1ISDgwMOHDiAmJgYrFixAjo6Ogrobdlma2uLv/76izOGEkVVVRV//PEHrl+/Di8vr1KfAylzzCiNBg0a4Nq1a5g6dSoaN24sVgIRbW1t9O7dG+fPn8fjx4/RpEkT+Xe0FPT19fHPP//gzZs3mDJlCszMzIp9vkAggL29PbZv347w8HAMHz5c6rbHjBnD7o8Mw+DQoUMSre/g4IDQ0FAsXLiw2BuxtLS04OzsjICAAKxZs0aiNmj8QQghhCiWgBE3LzmRmxcvXqB9+/acuzXs7Ozg6+sLfX19JfZMMoMGDWJTYwPAunXrMG/ePKX0JTg4GA0bNmSXX716hQYNGiilL6RoKSkp8PX1ZZc7dOjA/xF/d0sg4Q1/5caDgL775NxDQgj5OYl1/CWEyERubi7ev3/PKatVq5ZEU6aQn0deXh4n84Wuri57EcTd3R0jR45kH3Nzc4Orq6vM+5CQkICAgABEREQgKSkJOTk50NPTg6GhIWxsbNC0aVNoa2vLvN2fSUJCAgIDAxEeHo6vX78iNzcXenp6sLa2xm+//Sb3LITR0dHse5icnAyGYVCxYkVUq1YNtra2xQZhScvV1RVHjhxhl8Wd8jIrKwuvX79GWFgYZ4o2fX19GBgYoG7dumjUqFG5uUmxKOHh4QgKCsKnT5+QmpoKgUAAPT09VK9eHXZ2drC0tJRZW7t27cKUKVMA/LgIHBERIfUUd2/fvkVAQADi4+ORkZGBSpUqwdLSEm3btpX696ijR4+ymcvU1dUREhIidVYaWSvuGEyUKz8/Hy9fvsTr16/ZqS41NDRgZGSEGjVqoFmzZjI9X+nfvz/OnDkD4EcQR8H0tuJKS0vDvXv3EBoaiuTkZGhra6Nq1apo2bIlqlWrVur+/f3331i2bBkAwMjICOHh4XS+Rso1SY6/OTk5CAgIQEhICOLi4pCZmQlNTU0YGxujVq1aaNasWZkbqy5fvhwrVqxgl319fUVmCyytyMhIvHjxAh8/fkRycjLy8vKgr68PIyMj1KpVC7a2tuV+TCVvUVFRCAoKYsfR+fn50NfXR61atfDbb7+VGDxeWoocMxZo37497tz5X+IDcS8Jp6ens+P4+Ph4pKWlQUVFBfr6+jA0NESDBg1Qv379cj+WevPmDYKDgxEZGYm0tDSoqqrCwMAANjY2sLe3l+mNa7Nnz8bmzZsB/MjU9+nTJ6lvrAoMDERwcDDi4+ORlZUFExMTVK1aFW3btuUEPUty/KXxByGEyA79/iBb8rrGouyYIrpCpGQhISFwdHTkBOrVq1cP169fL1eBegAQGxvLWTYxMVFST8hPxcZBdLBe+F2AYQAp71ImhBBCCCHkV2RiYoIuXboouxvlmomJCRwdHZXWvoWFhdKntRWXpqYm7OzsYGdnp+yuyJW1tbXCAtLGjh2L9evXIzIyEllZWdixY4fEWTMK1K1bF3Xr1pVp/zZt2sT+P3LkyDITqEfKNhUVFdja2sLW1lYh7S1fvhxnz54FwzAICgqCt7e3RN+NFStWlNs0f5mZmdi1axe7PHv2bLpQTn4p6urqaNGixU+bMa80qlSpgipVqii7G+WapaWlXALixKXIMWNp6ejooHnz5mjevLmyuyJX9erVQ7169RTS1ty5c/HPP/8gPT0d8fHxOHLkCMaNGydVXU2aNJFpJkMafxBCCCGKR/lrlejjx4/o3Lkz4uPj2TJra2v4+PiUu0C3rKwsPHv2jFMmPC0uIVKx/l10eWo0kBiq2L4QQgghhBCiICNHjoRAIOD83b59W9ndIr+A5cuX8z57hbPqEeXS1NTE0qVL2eW9e/ciJSVFiT36n8uXL+Ply5cAfkzBtXjxYiX3iBDRGjZsiMGDB7PL69evV2JvuA4fPoyEhAQAP7LuFGTSJISUHx06dOCNpSIiIpTdLfILcHV15X32CmfVI8plamqKadOmscubNm1CXl6eEnv0PzT+IIQQQhSPgvWUJCYmBp06dUJkZCRbZmlpiZs3byr1zh5p/fvvv8jIyGCXNTU10aZNGyX2iPw0rNoAgiIOVR9uK7QrhBBCCCGEEEKIso0ePZrNpPHt2zdONjtlYRgGS5YsYZdnz55NN3GSMm39+vXsNHG3bt3CrVu3lNyjH1ltCmfKXLNmDSpWrKjEHhFCCCFElhYsWMBmSX///n2ZuCmKxh+EEEKIclCwnhJ8/foVjo6OCAsLY8tMTEzg4+NTblJgFxYbG4tFixZxyrp06cL+4EVIqWgbABZFTJkUflehXSGEEEIIIYQQQpRNRUUFO3fuZJe3bNmCuLg4JfYIOHnyJAICAgD8mKZvwYIFSu0PISWpUqUKFi5cyC7Pnz9fib35Yfv27YiOjgYA2NvbY+TIkUruESGEEEJkqWLFitiwYQO7vHz5cnz//l2JPaLxByGEEKIsAoZhGGV34leSmpqKTp06caaMNTAwgK+vL3tXtKxERETwgv/Cw8NRvXp1kc+PiYnBP//8g+nTp8PQ0FDsNpydnREUFMSWCQQC+Pn5oWnTplL3vbSCg4PRsGFDdvnVq1do0KCB0vpDREtJSYGvry+73KFDB+jp6fGfeGMFcH8Lv1zbEJjzAVChuGNCCJGE2MdfQkip5ebm4v3795yyWrVqQU1NTUk9IsqUl5eH1NRUdllXVxeqqqoAfpyPBQcHF7u+vb292OdqhEjrw4cP+PDhQ7HPadu2LbS0tBTUI0Jko7hjMCGEEPn52Y+/NHYiZcXr16/ZoKuidO7cWUG9IWXBz378JYSQsoqOv7Ilr2ssyo4poitECubk5MQJ1AOAmTNn4suXL7hx44ZEdcn6Qk1WVhb+/vtvbNmyBU5OTujXrx9atmzJpmQuLDQ0FO7u7ti1axeSk5M5j02bNk2pgXrkJ2T9u+hgvcwkIPYFYNFE4V0ihBBCCCFElszNzWFubq7sbhACGxsb2NjYKLsbhBBCCCHlAo2dSFlRv3591K9fX9ndIIQQQgghYqBgPQW7ffs2r2zp0qVS1eXr64v27duXrkMipKWlwdPTE56engCASpUqwdTUFHp6esjMzERMTAwSEhJErjtgwABs3rxZ5n0iv7hqLQFVTSAvi/9Y+F0K1iOEEEIIIYQQQgghhBBCCCGEEEIIIWUeBeuREiUmJiIxMbHY52hqamLNmjWYMWMGBAKBgnpGfhnq2kDVFkDEPf5j4XeANlMV3ydCCCGEEEIIIYQQQgghhBBCCCGEEEIkoKLsDpCyw8zMDNu3b4ezszPMzMzEWsfKygqLFy/Ghw8fMHPmTArUI/Jj7SC6/ONDIDdbsX0hhBBCCCGEEEIIIYQQQgghhBBCCCFEQpRZT8EYhlFYW9WrV5eoPW1tbUydOhVTp/7IUhYTE4OQkBB8+vQJX758QUZGBjQ0NGBoaAhTU1M0b94cFhYW8uo+IVw2DoDvKn55TgYQ9RywaqX4PhFCCCGEEEIIIYQQQgghhBBCCCGEECImCtYjRTI3N4e5ubmyu0HIDxZNAQ1dIDuV/1j4HQrWI4QQQgghhBBCCCGEEEIIIYQQQgghZRpNg0sIKR9U1QCr1qIf+3BHsX0hhBBCCCGEEEIIIYQQQgghhBBCCCFEQhSsRwgpP2wcRJdHPgOy0xXbF0IIIYQQQgghhBBCCCGEEEIIIYQQQiRAwXqEkPLDuohgvfwc4NMjxfaFEEIIIYQQQgghhBBCCCGEEEIIIYQQCVCwHiGk/DCtD1QwFv0YTYVLCCGEEEIIIYQQQgghhBBCCCGEEELKMArWI4SUHyoqgHU70Y+FU7AeIYQQQgghhBBCCCGEEEIIIYQQQggpuyhYjxBSvhQ1FW7MCyDjq2L7QgghhBBCCCGEEEIIIYQQQgghhBBCiJgoWI8QUr7YFBGsBwaIuK/QrhBCCCGEEEIIIYQQQgghhBBCCCGEECIuCtYjhJQvhtaAflXRj9FUuIQQQgghhBBCCCGEEEIIIYQQQgghpIyiYD1CSPkiEBQ9FW74XcX2hRBCCCGEEEIIIYQQQgghhBBCCCGEEDFRsB4hpPwpaircL++AlGjF9oUQQgghhBBCCCGEEEIIIYQQQgghhBAxULAeIaT8qd6u6Mcoux4hhBBCCCGEEEIIIYQQQgghhBBCCCmDKFiPEFL+6JkDxnVEP/bhjmL7QgghhBBCCCGEEEIIIYQQQgghhBBCiBgoWI8QUj4VNRVu+F2AYRTbF0IIIYQQQgghhBBCCCGEEEIIIYQQQkpAwXqEkPLJuohgvZRI4OsHxfaFEEIIIYQQQgghhBBCCCGEEEIIIYSQElCwHiGkfKreBhAUcQj7cFuhXSGEEEIIIYQQQgghhBBCCCGEEEIIIaQkFKxHCCmftA0Bc1vRj4XfVWxfCCGEEEIIIYQQQgghhBBCCCGEEEIIKQEF6xFCyq+ipsINvwvk5yu2L4QQQgghhBBCCCGEEEIIIYQQQgghhBSDgvUIIeWX9e+iyzO/AnGvFNsXQgghhBBCCCGEEEIIIYQQQgghhBBCikHBeoSQ8qtaK0BVQ/RjNBUuIYQQQgghMtO+fXsIBIIi/6pXr67sLpJfRPXq1Yv9LLZv317ZXSQAxo4dy74nAwYMUHZ30LVrV6ipqcHQ0BCLFi1SdncIKffu37/P7uMVK1ZEXFycUvvz6NEjtj+6urqIjo5Wan+IYtE4tfxYvnx5se+VQCBARESEsrspF+7u7iW+9tu3bxe5fkRERInrL1++XGGvh/y6bt++XeJn0d3dXdnd/KWU9viibB4eHmw/q1atiu/fvyu1P+vWrWP707x5czAMo9T+EEJ+XmrK7gAhhEhNowJQpQXw8T7/sfA7QOvJiu8TIYQQQgghMsAwDCIiIvDy5UtERkbi27dv0NTUhKGhIWrVqoXmzZtDS0tL2d2UKYZhEBISgjdv3iAyMhJpaWkQCAQwNDSEkZERGjZsiLp160IgECi7q+VCYmIi7t+/j5iYGHz9+hWampqwsrLCb7/9hqpVq8qlzfz8fLx69Qpv3rxBdHQ00tPToaGhASMjI9SoUQPNmjWDrq6uXNqW1qdPnxAaGopPnz7h69evyMjIgLa2NvT19VGzZk3Y29uXuT5LIjc3F4GBgQgJCUFsbCwyMzOhqakJExMT1KpVC/b29jI/lvj5+eHw4cMAADU1NaxevVqm9UtjzZo18Pb2BsMwOHDgAFxdXdG0aVNld6vciYqKwsuXLxEREYFv375BVVUVhoaGqF69On777bdyva+UljK3zcePHxEUFISPHz8iNTUVAoEA+vr6qF69Ouzs7GBubi7T9vLz8zFlyhR2eebMmTAzM5NpG5Jq1aoVnJyccOHCBaSlpWH+/Pk4evSoUvtEiLQSEhLw8uVLhIWFISkpCQzDwNDQEFWqVEHLli1hZGQkt7ZjY2MREBCA8PBwJCcng2EY6Orqolq1arC1tS1zgY85OTkICQlBcHAw4uLikJqaiooVK6JSpUpo3LgxGjZsCBUV2eUscXV1xZEjR+Dg4FCmA19KIzMzEwEBAQgLC0NCQgIyMjKgo6MDAwMDmJubo1mzZjA2NlZ2N8uNV69eISgoCAkJCUhPT4eBgQHq1q2L1q1bQ1tbWy5tpqWlwc/Pj30P09LSoK2tDXNzczRp0gRNmjSR6X5RWtnZ2Xj79i0iIiIQFRWF1NRU5OTkQE9Pj92X69WrB1VVVWV3VWpJSUnw8/PDhw8f8O3bN+Tm5qJixYqoUqUKGjRogLp16yq7ixz5+fkIDQ3Fy5cvERMTg5SUFGhra8PIyAj16tWDnZ0d1NXVZdJWWloa5s6dyy6vWLFC6b91TZ06FTt27EBMTAz8/Pzg5uaGUaNGKbVPhJCfEwXrEULKN+vfRQfrfXwI5OUAqrIZMBJCCCGEECJvSUlJOH/+PK5du4Zbt27hy5cvRT5XXV0dPXr0wPTp0+Hg4KDAXsregwcPcOjQIVy4cAGJiYnFPldfXx8dOnTA8OHD0bNnT2hoFJFpW0KDBw/Gv//+yymzsrISO7OHu7s7Ro4cyS6X5gJeaeu6evUqVq1ahcePHyM/P1/kc1q2bIlFixahZ8+eUvVRmL+/P/bs2YOzZ88iKSmpyOepqqqiXbt2cHV1xdChQ6GmpvifpYKDg/Hff//h3r178Pf3R3JycrHPFwgE6NixIyZMmID+/ftL1Fb16tXx8ePHYp+joqICfX19GBoaol69emjevDkGDBiA+vXrS9SWsNu3b2Pfvn24ePEi0tPTi3yepqYmOnfujNGjR8PZ2VkmwbDTp09nP3sjRoxA7dq1S11naTVt2hR9+vTB2bNnkZOTg8WLF+PKlSvK7laZl56ejkuXLuHq1au4efMmIiMji3yuqqoqHBwcMG3aNDg5Ocm9bxEREbC2tuaUSZv1Qpq6lL1tYmJisHv3bpw4cQIfPnwo9rn169fHsGHDMGHCBBgaGpa67UOHDiEwMBAAYGBggNmzZ5e6TllYtWoVLl68CIZhcPz4cUyZMgXNmzdXdrdIOSH8/RceHi51YJqkdWVnZ+P69eu4fPkybt68idDQ0GLrbt68OaZMmYJBgwbJZCz17ds3/PPPP/Dw8MCrV6+Kfa61tTUGDRqEyZMnw8LCotRtSyM8PBynT5+Gj48P7t+/j8zMzCKfq6+vj2HDhmHatGmoVauWAntZvnz//h3Hjx/HiRMncO/ePeTk5BT7fBsbGzg7O8PFxQWNGzeWSR9iY2NRv3593rnEsmXLxM4Y2L59e9y5c4dddnNzg6urq1T9KU1daWlp2L59O/bs2VNkpldtbW0MGjQIy5cvR7Vq1aTqY2G5ubk4ceIE3NzccO/ePeTm5hb5XENDQ/Tp0wcTJ06Evb19qduWxunTp3Hjxg08ePAAb9++Lba/wI99efDgwZg2bZpEgW23b99Ghw4dSnyepqYmDAwMYGpqiqZNm6JNmzYYOHAg9PT0xG5LWGZmJg4fPoyjR4/i2bNnxY4tK1eujAEDBmDy5MlKO3eKjY3FmTNn4O3tjdu3byMlJaXI52pra6N///6YMWMG7OzsStXu2rVr2f2kVq1acHFxKVV9slChQgUsXLiQvTll4cKFGDhwIHR0dJTcM0LIT4ch5Cf06tUrBgD79+rVK2V3iYiQnJzMnD9/nv1LTk6WvJKPjxhmmZ7ov4+PZN9pQgj5Ccjk+EsIEUtOTg7z+vVrzl9OTo6yu0WUJDc3l0lKSmL/cnNz2ccmTpzIaGhocM5jxP0bMWKE3I/lDg4OnDZ9fHw4f/fv35e4zlevXjHt27eX6jUDYMzMzJh//vmHsx2lceHCBZH1W1lZiV2Hm5sbZ10HBwep+yNtXampqUyfPn0k2obDhw9nMjMzpe5rbGwsM3DgQKnevxo1ajDe3t4St3n//n3e50+S7bVo0SKpP3MdOnRgPn36JHZfrayspG6rU6dOzLt37yTePu/fv2c6d+4sVZtNmzZl/Pz8JG6zsMuXL7P1CQQC5u3bt6WqT5YePXrEeb3SHLd+JWvWrGF0dHSk+ix17dqViYmJkWv/wsPDee0qqi5lbpusrCxm6dKljJaWlsRt6+npMdu3b2fy8vKkbv/79+9M1apV2ToXLFggdV3y0L17d7Zvf/zxh7K7Q/5fcWNgWZDFOFV4fwkPD5e6P5LU5ebmxhgaGkp1PGnevLlUY4UCeXl5zM6dOxl9fX2J29bU1GSWLFnCfP/+XaI2w8LCeO9Ply5dxNpe379/Z3777TeptpWGhgazceNGJj8/X+rtxTAM4+LiwgDSjfWFx/hz5szhbYuvX78Wub7wd1WXLl1464eFhUnVLzMzM6m2a8G2KO34kWEYpm/fviLrX7Zsmdh1CB8L3NzcpO6PtHU9ffqUsbCwEHv76ejoMCdPnpS6nwzDMD4+PkzNmjWlev8GDBgg8bjk69evvM/enDlzJNpelpaWUvVXXV2dWbZsmdj7sq+vr9SfbR0dHWb+/PlMVlaWRNuHYRjmxIkTTOXKlSVuU1VVlfnrr78k/n0nOjqa954MHz6cU7evr2+R6zs5OTEqKioS91dFRYWZPXu2VNuIYRgmPj6eM6bet2+fVPXIQ0ZGBmNsbMz2be3atcruEiln5D3+/dXI6xqLsmOKKLMeIaR8s7QHNCoC2Wn8x8LvAtVaKr5PhBBCCCGESOjJkyfIzs7mlauqqsLc3BxmZmbIycnBx48feZnAjh49irdv3+LmzZuoWLGiQvrbuXPnUq1/8OBBTJ48GVlZWbzHBAIBjIyMYGJiAl1dXcTFxSEuLo733Li4OEyYMAE3btzAqVOnpOpHcnIy/vrrL6nWLUvS09Ph4OAAf39/3mNWVlYwNTXFt2/fEBYWxsm2d+zYMXz9+hVeXl4STyv0+PFj9OnTB7GxsbzH1NTUYGZmBnNzc6SkpCA6OhppadxztrCwMPzxxx9YsmQJVqxYIXa7bdq0kaif4hAIBLC0tESlSpWgpaWF1NRUfPjwAd+/f+c8z9fXl810KIsMGMW5efMmmjRpgtOnT6Nbt25irXPhwgUMGzYMqampvMc0NDRQuXJlmJmZ4evXr4iOjuZlovH390erVq2wa9cujBs3Tqp+L126lP3fyckJderUkaoeeWjevDnatm2L+/d/ZOdfvnw5fHx8lNyrsuv58+ciszIKBAL2syQQCPD582deJthr166hbdu2uHfvnsynYC0LlLVtYmNj4ezsjCdPnohs29jYGJaWlsjNzUV0dDS+fv3KeU5KSgqmTZsGb29vnDhxQqqpeffv34/Pnz8D+JGFZtq0aRLXIU9z585ls2Zev34dDx48kMv3BinbSjtOVaRXr14VmZXY1NQUZmZm0NDQQHR0NGJiYjiPP3v2DK1bt8bdu3dRr149idpNTU3FkCFDcOnSJZGPGxoawsLCAurq6oiOjkZCQgInK1RWVhZWrlwJb29vnD9/HpUrVxarXRsbG9jY2HDKjh8/Lta6OTk5Io9/AKClpQVzc3MYGxsjPT0doaGhnHOr7OxszJkzB+Hh4di9e3ex7SQkJMDExESsPpVm/fr165fqs2publ6q9VNTUzFixAicP39e5OMaGhowMTGBqakp8vLyEBMTg8TERF7m7jt37qB58+bw8vJCr169pOrL6dOncfbsWanWLUt8fX3RvXt33jmEpqYmatSoAW1tbURGRiIuLo59LD09HYMHD0ZeXh4GDx4scZvLli3DypUrRWZt09HRgYWFBSpWrIi4uDjEx8fzMtidOnUKd+/exblz59CqVSux2jQ0NOR99orLMCwuLS0tVKtWDfr6+sjPz8eXL1/w6dMnzmvLycnBihUr8PnzZxw6dKjUbRYnPT0d69atw/Xr13Hz5k2xshPn5ORg4sSJOHjwoMjH9fX1YW5uDh0dHURHRyM+Ph55eXns43l5edi7dy9u3LiBixcvin0uZW5uzhtXFpzziOPBgwcis/Krq6vDwsICJiYm+P79Oz58+ICMjAz28fz8fGzatAnv3r3DmTNnJM72um7dOnZMbWZmViay6hXQ1tbG5MmT2cyeGzduxKRJk6QaPxNCSFHKzqT0hBAiDVV1wKq16Mc+3BFdTgghhBBCSBlmYGCAiRMn4vLly0hKSsLnz5/h5+eHoKAgJCYmwtfXF+3ateOs8/TpU6mn+FG0devWYezYsbzgu44dO8LNzQ0xMTH48uUL3rx5g6dPn+Ljx4/4/v07nj9/jmXLlvF+sE5ISJC6L3PmzEFUVBQAlOspTcaMGcML1Bs5ciTCwsIQERGBp0+f4t27d4iNjcWSJUs40wdfvnwZf//9t0Tt3b9/H507d+YF6rVt2xYeHh5ISkpCZGQknj17hpCQEKSmpuLJkyeYNm0ap22GYfD3339j+vTpkr/oUtDU1ET37t2xadMmPHnyBGlpafj8+TMCAwPx+PFjBAcHIzU1lb3gVlh4eDhGjBghVbubNm2Cj48P5+/atWvw8PDArFmzYGlpyXl+RkYGBgwYgBcvXpRY96lTp9C3b19eoF7Pnj1x/vx5pKSk4OPHj3j69ClCQ0ORlpaGW7duwdXVFSoq//t5MCcnB+PHj8e2bdskfn03btzA8+fP2eWyGAhbeIrpGzdusFN5kuJpa2tjxIgROHPmDBISEhAdHY2AgAD4+/sjPj4ez549403vGhYWht69exc5HffPQlHbJi4uDg4ODrxAlerVq2Pr1q2IjIxEfHw8AgIC8PLlSyQmJuLDhw9Yu3YtzMzMOOtcvnwZ3bp1K3aKbFHy8vKwefNmdrlPnz68upXNwcGBE7S0ceNGJfaGEMmoq6ujT58+8PDwQFRUFOLi4vDixQv4+fkhOjoab9684XyPAcCXL1/QtWtXTvBESdLT09G1a1deoJ6JiQlWr16N0NBQfP36Fa9evUJAQADi4uIQHR2NHTt2oGbNmpx1njx5gvbt23OCjxTF2toay5cvx4MHD5CSkoIPHz7g6dOnCA4Oxrdv33Ds2DFYWVlx1tmzZw927dpVZJ05OTlo1aoVBgwYIPKGlOIU3ARUp04dJCYmSvWaFCU5ORmOjo68QD0tLS1MnjwZPj4+SE1NRWRkJPz9/REUFIT4+Hikpqbi/PnzGD16NOfciWEYqV9zUlISJk+ezC6X13OyyMhIDBw4kBOoZ2RkhH/++QdfvnxBcHAw/Pz8EBsbi2fPnqFTp07s8/Lz8zF69Gi8fv1aojanTZuGv//+mxPMpq6ujkmTJuHhw4dITU3FmzdvcOvWLQQHByMiIgKenp5o3749p564uDg4OjpKFNwlCxYWFhg7diyOHTuG0NBQpKenIyQkBE+fPoWfnx8iIiKQmJiI/fv3o0qVKpx1Dx8+DDc3N4nbNDMz452P+fj44MKFC9i7dy/+/PNPqKurc9YJCAiAs7NzieO2vLw8DBo0iBeop6Ojg/nz5yMoKAjfvn3Dmzdv2ON6QkICDh06xJtK9v3793BwcMDbt28lfo2lZWZmhjlz5uDmzZtISUlBREQEnj17hpcvX+Lbt2+4cOECGjVqxFnnwoULmD9/vkTtfPv2Dfv372eXR44cCU1NTZm8BlkZO3Yse1Pj169f5R4gSgj5BSk0jx8hCqLslJVEPDKbhvHBDtHT4P5tzDBZ6bLtNCGE/ARoGlxCFIemwSWFFTcFgr29PVO9enXm4MGDTEZGhlh1jRs3jjcNya1bt+TSd+FpgKTl5eXF63OVKlWYy5cvi11Hbm4uc/DgQXbqHGmnnPX19WUEAgE7fcuGDRs4/Sov0+DeunWLt003b95c7DpXr15l1NXV2edraWkxnz9/Fqt/sbGxjKmpKac9TU1NZt++fWJNRxQcHMzY2dnx+uzu7i5W+6JIsr3CwsKYlJQUiepfsWIFr79XrlwpcT3haXCLm3qIYX5Mbzlt2jReW507dy52veDgYEZbW5uzjpGREXP27FmxXt+DBw8Ya2tr3pRGkh5Pevbsydl/SjPVpjzk5uYycXFxjJGREdtPV1dXZXeLJTy9XUmfF3nr168fY2JiwmzevJn59u2bWOusWrWK9/k9fPiwXPqnzGlwFb1t8vLymA4dOvDWnzRpEpOWllbi+omJicygQYN460v6+T99+jRn/Zs3b0q0vqJs2rSJcyz78OGDsrv0y1P0NLjSEN4/FDUN7qxZsxhdXV1myZIlTGxsrFj1Hz16lB3DFvwtXbpU7P6NGDGC18f+/fszCQkJJa6bkZHBTJ8+nbd+x44dpZ5itmBq2ZK2V2pqKgOAadOmDXP9+nWx2vv69SvTvHlzTv0GBgZMYmKiyOfv3buX87wDBw5w2ilqGtxz585xpj6dPXs2r27hMb6kU7QKf1e5uLhItH5hoqac7d27N/Pp0yex64iJiWEmTJjAqKmpSfV6ChR+/+3s7Jhhw4Zx+lVepsEV3q9MTU2ZN2/eFPn8vLw83me/R48eYvfv8OHDvPewUaNGTFBQEOd5RR1/Dx8+zDt/MDU1ZeLi4sTuQ2GSfr6DgoIkOmZ8/fqVadq0KacNc3PzEs83hKfBFecc//3790yjRo142/f48ePFrrd06VLeOg4ODkxERESJbebm5jJr167lTUVbr149sX4fEmXZsmVin1tUqlSJadiwIXPq1CmxfrPMzMzknPsBP6YoDgkJEbt/hcdrAoGACQ0NFXtdRSr8OmvUqFHmznFJ2UXT4MrWzzoNLmXWI4SUf9YOosvzsoHPjxXbF0IIIYQQQqSwYsUKhISEYPTo0dDW1i7x+aqqqtizZw+aNWvGKS9qupWy4NOnT7xsILVq1cKDBw942cuKo6qqymYe6Nmzp1R9yczMxJgxY9gsBFOmTEHz5s2lqkvZ1q1bx1nu3bs3Zs6cWew6Xbt2xYIFC9jl79+/iz0V7ciRIxEfH88uq6ur4/Tp0xg3bhwEAkGJ69evXx83b95E48aNOeVTpkzBhw8fxOpDadjY2Eg8dc3SpUt500KdPn1alt0C8GO6sW3btmHo0KGc8hs3buDVq1ci18nOzsaQIUM4U9rq6enh2rVr6NOnj1jttm7dGr6+vpyMFfn5+RgxYkSRU/MJ+/jxIzv1JAAMHTqUk7GvrNDQ0OBslxMnTuDbt2/K61AZNn78eHz48AEzZ86Evr6+WOssWrSI97kry99L0lL0ttm4cSN8fX05ZfPnz8euXbvEykBkZGQET09PXlZQd3d3iY5le/bsYf+3tLREhw4dxF5XkQoff/Lz87Fv3z4l94iQojk7O+PDhw/4+++/xc5UOXz4cF5WYnGz/fz33384evQop2zo0KE4efIkjI2NS1xfW1sbW7duxeLFiznlt27dwqZNm8Tqg7Q0NDRw6dIl3L9/H126dBFr3GloaIjz589zjpXfvn3DmTNnRD7fxcUFf//9N3R0dPDt2zeMHTsWHTt2xPv370U+PyYmBv369UOfPn0QHR0NdXV1TJ06FQsXLpTuRSrArl27eFPOTpgwAWfPnkXVqlXFrqdy5crYu3cv7ty5I/Y0yMK8vb1x5MgRAD/O8Q4cOMBmsSpPPn/+DE9PT07Zvn37ULdu3SLXUVFRwT///IPatWuzZZcvX8aDBw9KbC8sLAxTp07llDVs2BC+vr68c6yijBw5EmfOnOFkPY+Pj8eoUaPEWr+0GjduLNY+XMDQ0BDHjx/nrBMTEyPW9pJUzZo1cf36dd501lu3bi1ynYcPH2L16tWcsg4dOuDatWu8DJ+iqKqqYv78+bwxy5s3bzB79mwJei+dQ4cOISgoCP379xdrKlstLS38+++/nPPHnJwcdn8Wx969e9n/W7VqhRo1akjWaQUpPH4OCwuDt7e3EntDCPnZlL1fzQghRFJmDQFtI9GP0VS4hBBCCCGkHOjRowfnh3JxqKqqYu7cuZyy69evy7JbMjV9+nR8/fqVXdbR0cG1a9dQrVo1qerT09ODl5eXVFOoLlmyBGFhYQCAatWqYdWqVVL1QdkKpjItbNGiRWKtO2PGDFSoUIFd9vDwKHEKtZMnT+Lq1aucsg0bNkgcNGloaIgrV65AT0+PLUtNTeVMgVXWCAfQvXnzRm5trVu3jhfoVtRFga1btyIoKIhTduTIEYmDT62srHDx4kXOBdLIyEixP0+enp6cqaH69u0rUfuKVPjzmpWVJZfAy5+Bo6MjKlasKPF6hQOBAeDx48dISUmRVbfKBEVum8+fP2Pp0qWcMmdnZ6xdu1aitgUCAQ4fPowWLVpwyv/66y+xps+MiorC7du32eU+ffpIdJFdkSpXrswJsPb09ORMEVieZGdn4+zZs3BycpLrfhQZGYn+/fvj0qVLyM3NlVs7hK9t27ZiBckJmzdvHmcfjIqKKjKwv0BGRgYmTpzIKbO3t4e7u7vEAfYrV65Ev379OGWLFy9GZGSkRPVIQkNDAz169JB4PQsLC7i4uHDKijpn0tbWxpIlS/Du3Tu4uLhAIBDg9u3baNy4MdasWYOcnBwAAMMw2L9/P+rVq8cGvvXo0QMvX77E9u3bYWhoKHE/FSEuLg5z5szhlHXr1g179+6V+iaL1q1bw8/PD/Xr15dovfT0dIwbN45dnjp1Kuzt7aXqg7JdvnyZc+xs0KABnJ2dS1xPS0uLF4hVeFrQokyePBlpaWnscsWKFXHlyhVUqlRJ/E7jx3tfeHp74Mdr+e+//ySqR1Hq1avH+4zI65zM3Nyc9zuDv7+/yOmeGYbB2LFjkZeXx5ZVrVoVXl5e0NLSkqjdMWPGYNasWZyyPXv24OnTpxLVI6nevXtLfAzQ0dHhBY2K+3vUo0eP2N9jgLJ97titWzfO9LzHjx9XYm8IIT8bCtYjhJR/KiqAdTvRj4VTsB4hhBBCCPl5tWvHHQcnJiaKddFd0d69ewcvLy9O2dq1a2FjY1OqelVUVMS6EFLYs2fPsG3bNnZ59+7dUgVdlAUPHjzgXBgyNzcXO0jLwMCA8/nJzMzkBeIJ27JlC2e5adOmmDJligQ9/h9LS0v8/fffnLJr167JNQiuNITv9P/y5Yvc2qpSpQpsbW05ZS9fvuQ9LycnBzt37uSUOTk5SbxPFGjSpAnv/Txy5AgnyLYohbOJWFpalvpia3Z2Nu7cuQN3d3ds2LABmzdvxrFjx/D48WNOUKA02rZtywkUFc6EQkqnWbNmnAyx+fn5cg3eKE+k2Ta7du1CdnY2u1yxYkXs2LFDqvZVVVWxd+9eTlDuly9feFm2RPn33385+17v3r2l6gPwI5urv78/PDw8sG3bNqxevRo7duyAh4cHXrx4Uep9XLh/nz9/xr1790pdpyI9f/4cU6ZMgYWFBfr164eLFy/KZLsUJTc3F2fOnEGvXr1QpUoVzJo1S+T3Dik7zMzMOBm5gB9ZrItz5MgRTqBJQWYvcbIoibJ9+3bOGDo7Oxu7du2Sqi55Ez5nKmlbWVhYwN3dHc+ePUPbtm3x/ft3LFq0CCdOnAAA3Lt3D+PHj0dycjIaNGgAb29vXLp0CXXq1JHba5CFnTt34vv37+yynp6eWMFhJbG0tOQFg5dkwYIF+PjxI4AfN42sXLmy1P1Qljt3uNegevXqJfa6ws+9ePFisUHTr1+/xrVr1zhlf//9t0RZEQubOHEib9wufM5XlijynEz4hjSGYUQGRV+7dg2vX7/mlG3fvl3ibO4Fli9fzslYB5Td90TSY2sB4fOv0owrCwQGBsLT0xPbtm3DunXrcPjwYfj4+HAy0EujYsWK6NSpE7t8/vz5MvmbGyGkfKJgPULIz6GoqXBjgoBM8abtIYQQQgghpLwRlbUhOTlZCT0p3tatWzkXmc3MzDBhwgSF9yMnJwejR49m73ofMGCA1FPplgXCP4aLO+1RAeGAsAsXLhT53EePHvHu6F+2bFmppqqaNGkSTE1N2WWGYbB9+3ap65Onwhc2gR/BjvIkHMgq6kLU6dOnERUVxSkr7YXOxYsXc7J8ZmRklHgR9+PHj5wLV6WZGjM8PBzDhw+HsbEx2rdvj5EjR2LevHmYPXs2RowYgVatWsHMzAxTp06V+uKcmpoaWrZsyS7fu3fvp8v8pkwCgYA3NWxZ/F5SBkm3TUZGBg4cOMApGzt2rNQX5IEfQdbCF0S3b99eYua5S5cusf9raGigTZs2ErUbGRmJTZs2oUOHDjAwMIC9vT2GDRuGGTNmYPHixZg2bRqGDRsGW1tbGBsbY9asWYiOjpaojcKEj0OF+19WxcbGYtOmTWjUqBGaNWuGXbt2iczgI29xcXHYsmULGjduDHt7e+zYsUOuwRBEesLnAcUdT0SNsXr37o1mzZpJ3b6lpSUnMxoAHDhwoEwGMUiyrQqzt7fHvXv3cPLkSVSvXp09VjIMA2NjY+zevRtBQUFwdHSUeZ9lLSMjgzPtJPAji5dwUJAiPHz4ELt372aX9+zZI9a07mWV8DmZ8DlWcSpXrsw5H0pKSio2wFx4PzY1NS1VdnIVFRUsW7aMU/bkyRM8fvxY6jrlSZHnZKJuLBT1fVj4RkAAsLOzQ58+faRut2LFirwZFM6cOYPPnz9LXae8SHtsvXz5Mvt/1apVUbNmTanaT01NxeLFi2FpaQk7OzsMHToUM2bMwIIFCzB69Gh06dIFRkZG6NOnT4nZZ4tTeFyZnp7OyTZNCCGlQcF6hJCfg0170eVMPhDxQKFdIYQQQgghRFGEA3UASDz9jSKcO3eOs+zq6gp1dXWF92Pt2rVsphgDAwOpsxOVFcIX8Y2MjCRaX/izEhAQUORzz5w5w1k2MzND9+7dJWpPmJqaGoYNG8YpK5hKrKx58uQJZ1ne03QJ7x+iMmwIvydNmzaVOGBTWKVKlXgBrMLtCBOe7sjBoYib6Uqwbds21K1bF8ePH0dqamqRz/vy5Qt27tyJGjVqSP15KRxolJubixs3bkhVD+HLyclBQkICp6wsfi8pg6Tb5tatW0hK4t6AOnLkyFL3w9XVlbP89u1bXkaYwtLS0vDw4UN2uXnz5pwMgSV58eIFqlWrhjlz5uD27dvIysoq9vlJSUnYsmUL6tevX2LG16LY2dlxMtoIZyEqK7KysnDq1Cn06NEDVapUwZw5c0ReTBYIBFJPUSmOogLv/f39MW3aNFhYWKBv377w8vJipwElyid8HlDc8SQ4OBghISGcMnkcT75+/QpfX99S1ytrkmwrUVRUVERO/S3P/VLW7ty5w8uWPGbMGIX3IysrC2PGjGFv5Bo4cGCpzymUTZHnZMJj32HDhpX6vLpbt24wMzPjlJU0/lcGhmHw7NkzTpk8z8lEbVfhc7KUlBTeeYQsjq1Dhgzh3ECVm5tb7I11yiLNsfXdu3cIDw9nl3///Xep2r5z5w5q1qyJ1atXF3uDx/fv33H+/Hk0adIEixYtkqot4fPbsjquJISUP+VnJEkIIcUxsgH0irgLjKbCJYQQQgghPynhu+6trKw4P+qWBe/evUNcXBynTBbTnEjq9evXWL16Nbu8fv16VK5cWeH9kCXhC4QFGQPFJXzB/d27d0XWcf/+fc6yk5OT1NOmFdavXz/OckJCAt69e1fqemUpPj6el13OxcVFrm0KX3AQdeHjwQPujWnC21JawvUEBgYWmyVH+DgkTZaeJUuWYMaMGZzpPoEfQbW2trZo2LAhb7rqlJQU/Pnnn3Bzc5O4vSZNmnCW7969K3EdRLSHDx9yjiOampqoVq2aEntUdki6bYSPu7Vq1UKjRo1K3Y9u3brxgu2EjyeFPXnyhLNvSrqPZ2dn8zL3aWhooEaNGrCzs0OLFi1Qq1Yt3ndKcnIyevbsKVXgj6qqKmc/f/nyJb59+yZxPfLy9OlTTJw4Eebm5vjzzz9x5coVkd+/devWxerVqxEREcGZvlvWqlatitDQUCxdulRkJqGcnBycO3cOzs7OsLS0xPTp0xEYGCi3/pCShYeH86bRrlWrVpHPFz6eaGtro1u3bqXuR6NGjXjtFnc8URbhsYrwFMJF8ff3h4ODAwYMGIDw8HA2YE8gEODLly/466+/YGdnVy6C/kVtg3r16im8HytXrsSbN28A/MjKVVazaktC1udkBdtH2Nu3b3mZ3WQx/ldTU4OTkxOnrCzux4cPH+acI9WtW1fi6ZclISoATPic7OHDh7xp6mXxnlSqVIkXIFYW3xNpjq2yOHe8fPkyunbtivj4eE65lpYW6tati6ZNm8LExITzWF5eHtasWYPRo0dL3J6trS1nnErnjoQQWSn9r6qEEFIWCASA9e9AkCf/sXAaOBFCCCGknMrLBVL4mdOIjOlZAqrl8/T48OHDnOWymJVA+MdYNTU1XqCMvOXn52P06NFssEG7du0wduxYhfZBHoSzNgj/WF0S4ednZWUhPDycNw1NZmYm/P39OWWyymLQpEkTqKqqci5qPXjwQOyLqPL29u1bDBw4kJOJxMXFhTONqqxlZGTwskZYW1tzlsPCwhAbG8spk9V7IlxPbm4unjx5UuT0ts+fP2f/V1VVlfjC78WLF7Fq1SpOWcOGDbFp0yZ07tyZzfiUnZ0NLy8vzJo1i50GKi8vDxMmTIC9vb1EWQXr16/PWfbz85Ooz6Rowt9LHTt2hJaWlpJ6U7ZIum2EL8rKah9XU1ODra0tZ4q7Bw8e8KazLFB4Hwd+7J/ScHBwgLOzMxwdHVGnTh1ecN73799x/fp1rFmzhp12PT8/H8OGDUNISAgvYLckjRo14oxB/Pz80LlzZ6n6LgtRUVE4fvw4jhw5UmQgBgAYGxtj0KBBGD58uFyDEITVqFEDK1aswIoVK3Dv3j0cO3YMp06d4gU5JiQkYPv27di+fTtsbW3h4uKCoUOHcqZxJPLn7u7OCYKtV68eb6xQmPDxRDjwoDTs7e3x/v37IttStpSUFJw+fZpTVtI5U2xsLBYtWgR3d3fk5+dDS0sLixcvxuvXr+Hp6Yl27dphyJAhmDdvHl6+fAlHR0c4OTlh06ZNxQZNKpMsAmRK68WLF9iwYQO7vGHDBl5Gt/KotOdkwll3i/qOEN63hAPTS8Pe3h4HDhxgl58/f47v37+XmTHckSNHMHHiRHZZRUUFu3btEpnxUlZETXUqfJwVfk8qV64MCwsLmbRvb28PHx+fIttStry8PBw9epRTJs7vUaUdV37+/BnDhg3jTIlcqVIlrFu3DoMGDeKMFx89eoS5c+dyAtYPHz6M5s2bY8KECWK3qaGhgdq1a7OZqIODg8vU/kEIKb/K59UIQggRxcZBdLBewlsgNRbQLd9ZMwghhBDyC0qJAraXbkpDIoZpLwBDK2X3QmJXrlzh3dErPBVVWfD27VvOcp06dSSaPk8WduzYwQYlaGhoYP/+/XL9YT8pKUnqDBvFTUUoTDj7jb+/P/Lz88WekktUgFJcXBwvWO/Dhw+8jA92dnZi97M4FSpUQO3atTkXpYoLYpC1tLQ0TsAKwzBIS0tDeHg4bt++jatXr3KmO3JycsK+ffvk2qedO3ciMzOTU9axY0fOsvB+BcjuPalduzZ0dHSQnp7Olr1580ZksF5WVhZnWj0rKytoamqK3VZGRgYvcNbR0REXL17k1aOhoYEBAwagc+fOcHBwYKe0zs7OhouLS7FThgkzNjaGkZERG4QZFBQk9rqkaC9evICHhwenTJHfS9Ied4Wzv8qDNNtGeD+X1T5eUFfhY19xx90XL15wluvUqSNRW9WqVcOrV6/QoEGDYp+npaWF3r17o1evXhg/fjwOHjwI4Edmm2PHjuGvv/6SqN26detyloOCghQerFcw9Zq7uzt8fHx42XcKaGpqomfPnhgxYgS6detW6ikNS6tdu3Zo164dduzYgQsXLuDo0aO4fv06b/q/oKAgzJw5E3PnzkW3bt3g6uqKnj17lrksz9J48OABQkNDld0NkWJiYrBt2zZOmbKPJ//++y+7rMhxnDhWrVqFtLQ0dtnY2Bg9e/YU+dysrCxs2bIFa9euRWpqKoAfgcb79+9H7dq12e0sEAgwfvx4ODk5YdKkSTh37hwuXLiAq1evYsqUKVi6dCn09fXl/tokIc/PgDjy8vIwatQo9pzi999/lyrDlSRev34t9dhAeBr64tjY2HACqZ49eyZ2Fu73798jOTmZU1bUuET4PaxduzYqVKggdj+LI/x5yM7OxocPH3g3uMjLu3fv8OnTJ3Y5JycHSUlJePXqFby8vDjnyAXn8506dZJbf3JycrB161ZOWbVq1VCjRg1OmbyPrYV9+vQJGRkZMnvPS2vfvn348OEDu6yuro4hQ4aUuF5px5UTJ07k3EhQtWpV3Lt3D1ZW/N/0WrVqhTt37sDV1RXHjh1jy2fNmgUnJyeJAivr1q3Lfg5zc3MRHBws12mYCSG/BgrWI4T8PKx/L/qx8LtA4z8V1xdCCCGEEELk6OvXrxg/fjynzNnZWaEZWMRVOCMZAIVnXgkPD8fixYvZ5QULFvAu4Mvaixcv4OjoKNc2AKBly5ZQV1dnL3qlpKTgypUrRV6ALCwiIoITqFGg8MXMAsLvIQCYm5tL0WPRKleuzLmwK6o9eQkNDRXrvbK2tsbChQsxevRouQZ6Xrx4EUuWLOG13bZtW06Z8DZSVVWV2b4lEAhgamqK8PDwItsr8OnTJ07wSZUqVSRq6/jx45wLkhYWFjh9+nSxAX+Ghoa4cOEC6tevzwY1BgYG4ubNmxJdtLOwsGBfV1paGhITE0VON0zEk5WVBVdXV06WzKZNm6J///4K64MijrvSkHbbCGc0k/Vxt7DijruFjwWA5Pu5qampRMcnFRUV7N69G76+vggLCwMAuLm5SRysJ3wBNiIiQqL1S+PRo0dwd3fHyZMneUEYhbVu3RojRozAwIEDYWBgoLD+iUtLSwt//vkn/vzzT8THx+PEiRM4evQoL9tubm4uLl68iIsXL6JSpUoYPHgwXF1dy/VF7GHDhim7CyIxDIMxY8YgJSWFLbO0tMSkSZOKXU94H5fn8USSICd5e/jwIbZs2cIpW7x4cZHBLocPH8bChQsBAAYGBtiwYQPGjBlT5NjP3NwcZ8+exblz5zB58mRER0djy5YtUFFRwcaNG2X7YkpJ+DtF0edkmzdvZjNqaWpqyv3mKQDYuHGjQt6Hdu3acQKBzpw5g61bt4oVeH3ixAlemajzMUCx+7Go9uRpz549JU6JLBAI0LVrV6xduxa2trZy60tOTg7GjBnD3hhUYMSIEbznKuM9KQvBemFhYZg/fz6nbNKkSWKNEQuPK1VUVCTaZiEhIbh8+TJn/dOnT4sM1Cv8nMOHDyMwMJB9TzMyMrB3716sXLlS7LZFjSvL8ziHEFI2iHerNSGElAd6FkClItLMf7ij2L4QQgghhBAiJwVTwkVGRrJl+vr62LFjhxJ7VTThH7AVfTF63LhxbIawunXrshfgfgYVKlTgBacsXbqUlwVPlEWLFonM8CNusJ4ss4UI16XIC0PiqFGjBpYuXYqhQ4fK/KJiXl4evnz5guvXr2PIkCHo3bs37/1btWoV72Kf8DbS09OTab/EfU8KpqMtIOkFqoLMWQVWrFgh1mupXr06pk2bxinbv3+/RG0LXwATfi1EMlOnTuVkN1RTU8OBAwfEzvT5M5Nm2yQnJ/OymCnruFva/VwaBZk0CwQEBPAyjpZEuJ/y3sc/f/6MNWvWoE6dOmjdujX2798vMlCvRo0aWLZsGcLCwvDgwQOMHz++TAbqCTM1NcW0adPw/PlzBAcHY+7cubC0tOQ9LzExEbt27UKzZs3QqFEjbNq0iTdtO5HeunXrcOXKFU7Znj17oKOjU+x6wvu4PI8nubm5nGBCZYmPj8egQYM4gdLNmzfH5MmTi1xn9OjRsLGxQb9+/fD69WuMHTtWrLFfnz598Pr1a4wfPx6GhoaYN2+eTF6DrIj6TlHkcef9+/dYvnw5u7xw4UKJs2mVZd27d+eM1WNjY0sMPCt4nqhzeHGD9eS5H4tqT9kGDBiARYsWySVQ7/v37wgLC8PBgwdhZ2fHm97VxMQEs2bN4q33K74nGRkZ6N+/P5t9FPiRXf3vv/8ucd3c3FzOmMDExESiKdkPHTrEmQJ+8ODBYt2wqqamxgvcPXDgAKeukih6XEkI+TXQryWEkJ+LjYPo8vA7gAQDL0IIIYQQQsqqOXPm4OrVq5yyffv2oWrVqkrqUfEK/4gLoMSLibJ06NAhduojgUCA/fv3/xRTsxUmfNEgICAAI0eO5F2QK2zNmjXw9BgrIQoAAQAASURBVPQU+ZioYAjh9xCQ7fsoXJeo9pQpLCwMI0eOhJWVFY4fPy51PR06dIBAIOD8qampwcTEBF27dsWJEyd4Fwxmzpwpcjohee9X4r4nwoEoFStWFLuNtLQ0TnamChUqYNCgQWKvP2rUKM7yvXv3xF4X4Pe1uOxXpHg7d+7kBUuuWrUKTZs2VVKPyg5pt01ZOu4W3jdUVVWhpaUls34Ux9ramv0/NzcXr169kmh9Re3jHh4ecHR0RPXq1bFo0SK8e/eO9xwDAwOMGzcO9+/fR2hoKJYvX86byr48qV+/PtavX49Pnz7Bx8cHw4cPF/n5fPXqFebMmQMrKyv8+eefuHjxohJ6+/Pw8vLiZIsGgAkTJsDJyanEdeU5bhBVl7LHcllZWejTpw8nmEJXVxeenp5QVVUtcj0NDQ08fvwYp0+fljgwWV9fH//88w9CQkJgbGwsdd/lQd7fKcUpyAZZcI5Rv359Xkau8s7S0pI3hl20aBHOnz9f5DpJSUlwdnZGYmIi77GigtN/tf1Y2H///Ye2bdvi999/l3qa8o8fP/LOxwQCAbS1tVGzZk2MHTsWwcHBnHUqVKiAixcvigxw/dXeE4Zh4OLigsDAQLZMTU0NHh4e0NXVLXH91NRUzg2Dkpw7AsCdO9ykLMLng8VxdHTkZP6Li4sTOWYrCp07EkLkgYL1CCE/F+sigvWSPwNJ4aIfI4QQQgghpJzYsWMHbyqnuXPnYuDAgUrqUcmEf7QtyHInbzExMZg9eza7PGbMGLRr104hbTs4OIBhGKn+3NzcJGqrY8eOvGAuDw8P2NnZ4fjx44iKikJOTg4SEhJw8eJFdO7cGYsWLQLw44KktrY2Z11RP5iL+uFdlu+jcF3i/NAvK02aNOFs/9zcXCQmJuLRo0dYu3YtJ5giISEBw4cP510olwcdHR3s2bMHmzdvFvm4vPcrcd+TjIwMzrLw56k4fn5+vGw3klywqVWrFidIOSYmBh8/fhR7feEppORxbFq+fLnIC4Ki/goHJgGigzuL+iucrUbRzp07h+nTp3PKBg4ciLlz5yq8L9Ied4WneZWV0mybsnTcLbyfS7KPF1XXv//+i/Hjx6Nly5awsLCArq4uVFRUeJ/r8ePHc9b98uWLRG0pYh8HfkyXeuPGDV62WnV1dTg5OeHUqVOIjY3Fvn370KZNG7n0QVlUVFTQuXNnHD16FHFxcThy5Ag6derEyxqZl5cHHx+fYjOalTXh4eFSH1Pk4fHjxxgyZAjnc9auXTts27ZNrPXlOW4QVZcix3LCCrKQP3z4kC1TVVWFh4cHatasWeL6JiYmpWq/tOvLg7y/U4rzzz//4O7duwAUf/OUm5ub1Puxg0MR15mKsHbtWs57n52djb59+8LFxQV3797Ft2/fkJWVhbCwMOzYsQMNGjTAkydPAPCzHBY1Hv6Z9+Nt27Zxtn9GRgY+f/6MS5cuYfTo0Zzxx71799C8eXP4+fnJvV+NGzfGo0eP8Ntvv4l8/Gd+T0SZNWsWTp8+zSnbvn272OOb0pw7ZmVlcYIE1dXV0bZtW7HXV1FRQYcOHThljx8/Fnt9RY0rCSG/FvFzixJCSHlQvS0AAQARP4yEXAVaTVJ0jwghhBBCCJEJT09P3kV/V1dXrFu3TjkdEpORkRFnWVF3IE+aNAnfvn0D8GO6yw0bNiikXWXYt28f3r9/j2fPnrFlr169wvDhw4td78CBA5g5cyYne4OojAHC7yHw432U1dSrwp8JUe0piqqqKoyMjNCyZUu0bNkSM2fOxIIFCzhBsqtXr0aTJk3Qv39/mbatpaUFOzs79O3bF66ursVmZRHeRrKebk7a90SSIAXhwLrGjRuLvW4BW1tbTtacT58+wcrKSqx15RVQ8Su5ffs2Bg8ezAke6dKlC44ePSrzKaPLm9JuGz09PaiqqnICWmX5/amIfbywnJwcbNmyBatXr5Y6K0zBd7q4lLmP9+7dG/v374epqanc2/rw4QM+fPgg1nNtbGzkltFPR0cHI0aMwIgRIxAeHg4XFxeJM54S0YKDg9GjRw9OkIOtrS0uXrwITU1NseowMjLi7EPyPJ6oqanJbIwojYkTJ3KCSQQCAQ4cOIBevXoprU/KJu/vlKJERkZypgQeN27cTxe0XMDS0hInT55Er1692CAehmFw9OhR3pSqwustW7YM48aNY8uKmqJYnufVoupS5jmZtrY2qlSpgipVqqBHjx6YP38+BgwYwAZrffv2Dc7Oznj16pXMp3Q2MzNDmzZt4Orqiu7duxebjfNXek/WrVuHrVu3csqWLVuGiRMnSl2nJGO12NhYZGdns8t169aVOPDX1tYWx44dY5c/ffok9rp07kgIkQcK1iOE/FwqGAHmtkBMIP+x4PMUrEcIIYSQ8kXPEpj2Qtm9+PnpWSq7ByW6dOkSXFxcOD8Q9u3bFwcPHizzARHCPyjHx8fLvc1Tp07h3Llz7PL27dtl/iN+WVKxYkXcuXMHY8aMKXJ6W+Hn79ixAyNGjOBcGALED9aLjY2V2dTLsbGxJbanLBoaGti8eTMyMjLwzz//sOWzZs1Cnz59ir14I2zTpk2wtbXllKmqqkJXVxcGBgaoXr061NTE+6lOeBvl5eUhISFBJtlcGIbh7adFvSfCGQa+f/8udjtJSUmcZWmmjBNeR7jO4ghPMabIKbp/Bn5+fnByckJWVhZb1qpVK5w9e/anm25cUrLYNgKBAIaGhpxscsLHytKQ5LhboUIFNiBYkn28QGZmJnr27Ilbt25JvG5hhbenuO0Wpsh93MvLC35+fhg6dCiGDx+Ohg0byq2to0ePYsWKFWI9d9myZXLNxPn06VMcO3YM//77r8SZEIlo4eHh6NKlC75+/cqW1apVC9evX4e+vr7Y9RgZGXGCOuV5PDE0NJRZ3ZJasGAB9u3bxynbvHkzRo4cqaQelQ2ivlMUcU42YcIENkDb3Nwc69evl3ubytShQwfcu3cPAwYMQFhYWInPt7Ozw7///gt/f39OubjBevLcj0W1p0w1a9aEj48PmjZtyt6oExUVhY0bN2L16tVi12NmZobjx4/zyjU1NaGvrw8TExOJpsD+Vd6Tffv2YcGCBZyyqVOnSjymoHNHQgjhomA9QsjPp15P0cF6kU+B5EhAv4rCu0QIIYQQIhVVNcBQvAxB5Ofl6+uLAQMGIDc3ly1zdHTEiRMnJAoUUpa6detylt++fYvv379DS0tLbm3OmTOH/b9Hjx74888/5dZWWaGtrQ0PDw9MmzYN27Ztg4+PD+9CuZGREQYNGoSZM2eiRo0aSE9P5wQ/CAQCkRl3bGxsoK6ujpycHLYsICAAzZs3L3W/MzIy8O7dO05ZvXr1Sl2vrK1btw4eHh7sBcdPnz7h1q1bcHR0FLsOe3t7tG/fXib9qVOnDq8sICAAXbp0KXXd7969403rU9R7InwxUZKMWWlpaZxlaS54CK9TmvYlCXoQ14gRI8SenikuLg7Dhg1jl0UFdxZFXpmyihIcHIyuXbtytretrS2uXLnyy1+4kuW2qVOnDuc4HhAQILN+CtdV3HHXwMCADdbLy8tDZmamRNOWTZw4kReoZ2Jigvbt28PW1hZVq1aFnp4etLW1OeMab29vbNy4Uex2hCliHweAlStX4siRIwgNDeWUR0VFYcOGDdiwYQOaNGmCESNGYPDgwahcubJc+qEsHz9+xPHjx3Hs2DGEhIQU+by6deuWmPGXcEVHR6Nz586Ijo5my6pWrYobN27AzMxMorrq1KnDmTJSWccTeVq3bh0v4/jSpUsxY8YMmbXh7u4Od3d3mdWnSHXr1sX9+/fZZVl+BkS5ffs2Ll++zC7v2LFDbsfhssTOzg5v3ryBm5sbjh07hsePH3PO44Ef44JRo0ZhwoQJ0NDQgI+PD+fxoqZrFh7/h4SEICMjgxcAJQ3hz4OGhobCx5clMTY2xooVKzBq1Ci2zN3dXaJgPS0tLXTu3FlmfRJ+T+R5bK1WrZpM3mtJeXp68rLnubi4iD0Ne2G6urpQUVFhM0/TuSMh5FdHwXqEkJ9P/T7ArVWiH3vtRdn1CCGEEEJIufHkyRM4OTlx7jhu3bo1zp07V24yF7Vr146znJubi8DAQLRs2VJubRae5uvy5ctSZR/8+PEjb72AgAA0adKklL2TrxYtWsDT0xP5+fn49OkTEhISkJ2djSpVqsDS0pKTue3169ecdWvXri1y2jJtbW00bdoUT548Ycv8/Px4WfmkERgYyJmSC0CZnB5LX18fnTp1wvnz59myhw8fShSsJ0s1a9aEmZkZ4uLi2DI/Pz+ZBOs9f/6cs6ympoYWLVqIfK5wdsWYmBix26lYsSJnWThAUBzC6+jq6oq9rnBfq1WrJnH7JZFkysmIiAjOsiyDO2UpLCwMjo6OSExMZMtq164Nb2/vnzqDqThkvW3atm2LBw8esMuFA21KIzc3F0FBQZyy4o67VatW5UwTFhMTI/bnOjAwEEeOHGGX1dXVsWHDBkycOLHEcYw4WYmKUzjACZDPPg4AixcvxuLFi3H//n0cOXIE//33H29q8sDAQAQGBmLOnDlwdHTE8OHD4ezsrJSL7rKQkpKCU6dO4dixY7h7926RU8MV3CQwfPhw3s0bpHhfvnxB586dOdnwTE1NcePGDak+y23btoWHhwe7HBgYiNzcXLEz+hZHeNygjHHc7t27eVmfpk2bJnbWyV9Bu3btOMF6svpOKYrw1OUDBgyQqp4VK1Zw3kdbW1t2KtSySl1dHePGjcO4ceOQnp6Oz58/48uXL9DR0UHVqlV52b2Ez8maNWsmsl7hG0Dy8vIQGBiI1q1bl7rPwvuxvb29XG+uk1afPn0wevRo9nsnOjoaHz9+hJWVcm5yFX5PYmJiEB0dDQsLi1LXXRaOrV5eXnBxcWGD6wCgX79+OHTokFS/saipqcHc3BxRUVEAfnzXiftdpOxzR0WNKwkhvxYVZXeAEEJkzrgmYNZI9GPB5xXaFUIIIYQQQqT14sULdOvWjXMHr52dXbnLXFS7dm2Ymppyyi5cuKCk3vw6VFRUUL16dTRv3hxt2rSBlZUV70fwly9fcpaLujAE8C8OXLhwgZclQhpnzpzhLJuYmKB27dqlrlceatSowVmW5TRH0hB+T4S3pbSE62nSpEmRx5yqVatCReV/Py9GRkaK3Y7wNHmFA5zEJZw9UpKp9wpfcNHV1S1TU32VVZ8/f0anTp04gY7VqlXDjRs3eMf5X408to3wPv7+/XvecVsaV69e5U3lVdwF4OrVq3OWJdnP//vvP04g14oVKzB9+nSxbjgoPO2nNIQvqgq/Dllr27YtDhw4gNjYWHh4eMDR0ZFzfAR+BFZcu3YNQ4cOReXKlTFy5EjcunWLcxFcUsuXLwfDMGL9lWYK3NzcXFy+fBmDBg2CmZkZxowZgzt37vAC9dTU1NCjRw+cOnUKMTEx2L17t0wy8f5KkpOT8ccff+DNmzdsmYGBAby9vaUeIwnv45mZmbh69Wqp+gn8GEu+f/++2Lbk7ejRo5gyZQqnbNSoUdi6datC+1HWCd9AFRISUmw2TCIbOjo6qFu3Ltq2bQs7OzuRU3eKe05Wp04dVKpUiVMmi/F/bm4u7/y8LN48Bfw4Fspz6llJtWrVivddL4v3JDExEXfu3OGUKfo9uXHjBgYOHMg55//jjz/g6elZqhkeCo/H8vPzeeO1opSlc0dA/uNKQsivgYL1CCE/pwa9RZcXTIVLCCGEEEJIGRYSEgJHR0ckJSWxZfXq1cP169fL5XQbffr04Sy7ubnJJNCLlE7hqakAoFu3bkU+t1+/fpzluLg4XLlypVTt5+bmcrK8APzPSlmmrq6u1PaF3xN/f3+8ePGiVHUmJibi0qVLnLK+ffsW+XxNTU3O9E+fPn3iZAItjnAGDOFMX+IQXkfcrBoJCQmc42vjxo0lbvtXEx8fj86dO+Pjx49sWeXKlXHz5k1ehsVfjby2TceOHXkZ+dzc3KSur4DwFI516tRB/fr1i3y+8P4hSXDH48eP2f9VVFQwYcIEsdcNDg4W+7mivH37lrOsqP1cW1sbQ4YMgbe3Nz5+/Ig1a9aInLo8NTUV7u7u6NSpE6ysrDB//vxSv2Z58Pf3x/Tp02FpaYmePXvi5MmTIo/zjRo1wqZNmxAZGYlLly6hf//+5SYLdFmSnp6OHj16wN/fny2rWLEirl69KvbU6KI0bNiQF+gnj+OJoaGhQrPCnjlzBqNGjeIEjf755584cOCAVFmffmYODg68IKeDBw8qqTekwNevXznflfr6+kVmyhMIBLxx+fHjx0t9Xn316lVOtm6g+PF/WaPMc7KC7OuFyeLY6unpiezsbHZZTU0NTk5Opa5XXA8ePEDv3r2RlZXFlrVr104mMzxIO640NzfntP327VvONhKHtOeOBe0VUFNTK3bsTAgh4qJgPULIz6l+MRd4Xnsprh+EEEIIIYRI6OPHj+jcuTPi4+PZMmtra/j4+MDExESJPZPezJkzORfMYmNjsX//frm15+XlBR8fH4n+Nm3axKnDzMyM95yaNWvKrc+KlpKSwgm2MzQ05AV/Fda6dWteZpwVK1bwprCVxJ49e3gXhqZNmyZ1ffJWOBAH+PEZUaYBAwbwplhaunRpqepcvXo156KHtrY2xo8fX+w69vb27P95eXm8qbyK0qxZM05WhmfPnnEyiZYkNDQUnz9/ZpfNzc3Fno5I3OnGyA9JSUlwdHTEu3fv2DIjI6Of7rgoDXluGx0dHYwZM4ZTduDAAYky2wkLCAiAlxf3d7Fp06YVG9RSeB8H+BmAilP4GG9iYiJ2BpP8/HxeRhlJSZI9Vl6qVKmCBQsW4O3bt3j06BHGjx8vckrkyMhIrF+/Hg0bNkTTpk2xbds23vejIkVGRmLdunVo0KAB7O3tsX37ds64tICxsTGmTJmC58+f48WLF5g1a5bSvxvLs6ysLDg7O3Omv9bS0oKXlxdatmxZqroFAgGmTp3KKfPy8uJNsyiJqKgoHDhwgFM2duxYhWUAv3r1KoYMGcIZi/bo0QPHjx/nZboiQIUKFXgB0wcPHhQ7q5Wk2rRpI/H5mI+PD7p06cKpZ/jw4ZzH9+3bJ5f+KsuZM2eQk5PDLg8ePLjYKdKFz5Xi4+Oxa9cuqdvPz8/H33//zSlr0aIFWrVqJXWd8pSamsrLvKvs7x3h9yQgIADnz5+Xur709HRs3LiRU9a3b1+F3Rzj7++PHj16ICMjgy1r1qwZLl26BG1t7VLXL+24UkNDA3Z2duxydnY2Z2rvkjAMg9u3b3PKxP1uzcrK4mSRbdCgQZmcJpoQUv6UPAk4IYSURwVT4caJGOgFnwdaTVJ4lwghhBBCCClJTEwMOnXqxLkQb2lpiZs3b8LS0lKJPSud2rVrw8nJiRMgMG/ePHTv3r3U04dcuXIF3bt355Q5ODhIXI/wFLFaWlro3LlzqfpWlq1evZqTGWfYsGEl/uA8Y8YMDBkyhF329/fHrl27pAqwi4qKwpIlSzhlXbt2LbN3qH///h03btzglCk7G5u6ujomT56MhQsXsmVeXl7w8vJC795FZJsvRmBgIHbs2MEpc3FxKXF62Hbt2uH48ePs8vPnz9G0adMS26tYsSLs7e3x9OlTAEBGRgb+++8/jBo1Sqz+Hj58mLMsyX4fGBjIWf7999/FXvdXk5aWhm7dunGyNurp6eH69eto2LChEnumfIrYNlOmTMH27dvZC/lpaWmYMmUKzp07J3FdeXl5mDBhAiewpVKlSnBxcSl2vd9++w3q6upsHyQJ7imc7UqS7CcXLlwoVVBiXl4eJ3tKo0aNRAbJKVLLli3RsmVLbNu2DV5eXnB3d4ePjw8v6D0gIAABAQGYPXs2unTpguHDh8PZ2VkmF8iLk5aWhjNnzuDo0aO4fft2kVPzqquro1u3bnB1dUXPnj2VnmX2Z5Gbm4s///yTM9ZQV1fHqVOn0LFjR5m04erqiqVLl7KBLvn5+ZgwYQIePXrEGweLY9q0aUhNTeX0d/LkyTLpa0nu3LmDfv36cY4rHTp0wOnTp+kzWYwpU6Zg8+bNbLasb9++Yfz48bh48WKp6k1ISEBERATnxh4TExOpzqUKjykBwMbG5qc9J/v+/TtWr17NKRs7dmyx6zRo0ABdunSBt7c3W7Z06VL069dPqmCuPXv2wM/Pj1M2c+ZMietRlMuXL3PGFiYmJjA3N1dij4Du3bujbt26nMxrU6dORadOnaCrqytxfcuWLePckAQo7j15/fo1/vjjDyQnJ7NlDRs2xLVr16CnpyeTNoSn5JZkXOng4IAnT56wy+7u7mJ/R/r4+PBu9BJ3avmgoCBOBks6dySEyArdXkII+XnRVLiEEEIIIaQc+fr1KxwdHREWFsaWmZiYwMfHB9bW1krsmWxs27aNc6G8IMhB2ovxaWlpGDZsGDZs2CCjHv46njx5gm3btrHLhoaGWLx4cYnrDRo0CH/88QenbM6cObzpdEuSlJSE7t27IyUlhS2rWLEidu7cKVE9irRmzRp8+/aNXa5QoUKZuHA4c+ZMNGrUiFM2YsQI3kW3knz8+BFOTk6coBFLS0veBURRhD8Td+/eFbtd4axhS5cuFSu73sePH7F9+3ZOWUkXNwsrnLVITU2NN30V+eH79+9wcnLiXBTT1tbGpUuXfvlshIraNtWqVcPy5cs5ZefPn+cE6YqDYRiMHj2aDY4tsHv37mIz+AA/js9t2rRhl/38/JCZmSlWu5UrV2b/T0pKEivzZlpaGmbNmiVW/UXx9/fnBBEJH6eUSUtLCwMHDsTVq1fx6dMnrF+/XmSgel5eHps5zMzMTKLMo5KKiYmBmZkZXF1dcevWLZGBek2aNMHWrVsRFRUFLy8v9OnTh4KiZCQ/Px+urq64cOECW6aiooLjx4+jZ8+eMmtHR0eHN9by8/ODq6trkcGZRVm6dCnOnDnDKVu5cqVCMj/5+fmhV69enONQy5YtceHCBcp0VILKlStj/fr1nLJLly5hypQpnAAoSTx//hwtW7Ysk9N4l3Xz58/nZO4eMmSIWDe87Nq1i5PBMjU1Fd27d+dlnCvJtWvXeN+33bp1w8CBAyWqR1EyMzOxbNkyTlnPnj2VnklTIBBg//79nH58/vwZzs7OIqeNL86hQ4ewZcsWTtmECRPw22+/yaSvxQkPD4ejoyO+fPnCltWsWRM+Pj6oVKmSzNqpXbs254ZNSc4dR48ezckG7eHhIVawX15eHubOncspEz4PLY5wtueyNK4khJRvFKxHCPl50VS4hBBCCCGknEhNTUXXrl05FzkMDAzg7e2NevXqKbFnslO9enVeJqy3b9+iTZs2uH79ukR1nT9/Ho0bN4aHh4csu1huhYWFce70Ls6DBw/QrVs3TiaS9evXw9TUtMR1BQIB3N3dYWxszJbl5OSgf//+OHDggFgX+d68eYPOnTtzMlEBwPbt2+U+neapU6ewf/9+zlRTJWEYBjt27MCqVas45ZMmTZJ7liNxaGpqwtPTk3NxOiUlBX/88YfY0y89evQIHTt25GQaKHivS8qqBwBWVlZo0KABu+zr6yt2/4cOHcqZuioqKgp//vlnsRm4vn37ht69e3OmZrKzsxM7q0Jubi4nwKpNmzbQ19cXu8+/itzcXAwYMIDzfmpoaODcuXO8jBi/GkVvm/nz5/MyeKxduxZTpkxBenp6iesnJSVh6NChOHLkCKd8+PDhYl+Q79GjB/t/dnY2J+C1OK1bt+Ysz507t9igoIyMDPTt2xcfPnwQq/6iCE9zVrj/ZYmFhQXmzp2L4OBgPH36FBMnThR53E1NTRX7e14aWVlZnGNqAVNTU0yfPh1BQUEICAjA9OnTYWJiIrd+/KomTZrEGdMKBAIcPHgQf/75p8zbGjJkCIYOHcop8/DwwKBBg5CYmFji+pmZmZg5cyZWrlzJKXdwcMCcOXNk2ldRgoOD0bVrV04wbpMmTXD16lVUrFhR7u3/DKZNm8bLwLxr1y70798fUVFRYteTnJyMBQsWoFWrVqU+Zv8sCmdWK05eXh4WLlzIufHE0NAQW7duFWv9WrVqcW68AoBXr16hQ4cOYk8p6u7ujr59+3LG3CYmJnBzcxNr/dKYO3cunj17JtE6X79+hZOTE969e8eWqaqqYsaMGbLunlTatWuHBQsWcMpu3bqFbt26cQIyi5KXl4cNGzZg3LhxnHPqOnXqYPPmzTLvr7Do6Gh07tyZMy12tWrVcPPmTc6NF7JSeFwWGRmJ0NBQsdarXbs2J4g9Pz8f/fr1K/YGUIZhMGbMGE7GZR0dHd604MUpPK6sUKECOnToIPa6hBBSHJoGlxDy8yp2KtxzNBUuIYQQQggpM5ycnHg/WM+cORNfvnzhTb1ZEnt7exgaGsqyezLTp08frFy5kjP96adPn9C1a1d07twZw4cPR9euXUUGjr148QIXL17EyZMnxb4I8avYu3cvTp48yU6VZ2dnx8l2wzAMnj59ikOHDuHQoUOcQIm+fftKdFd55cqVcfr0aXTr1o3NaPL9+3eMGzcOR48excSJE+Hk5MTJ9gAAz549g4eHB/bu3csLxJo0aZLYU5+WRlRUFGbMmIFly5ZhwIABcHJyQtOmTUUGRiQmJuL69evYvXs3Hj58yHnM2toaS5culXt/xdWwYUO4ublh6NCh7Hv79etX9OnTB7169cKYMWPQtWtXaGhosOvk5+fj7t27OHLkCI4ePcoLntmwYYNEmQOHDBmCRYsWAfixnf38/MTKLlahQgUcOHAATk5ObNnVq1fRokULbNy4EZ06dWKzVGRnZ+PixYuYNWsW56KXhoYG3N3dxe7r/fv3OVkdC0/tTP5n7NixuHTpEq9MVVVV4u+lBg0aKH2KMllS9LZRUVHBv//+i99//51zMXPXrl24dOkSpk+fjj///JNXT0REBE6ePIlt27YhNjaW81jLli2xZ88esfs5aNAgzJ07l72AfP78ebGOEcOGDcPatWvZY8zly5fRq1cvbNy4kZNN7vv377h06RIWLFjAvsZ69erhzZs3YvexMC+v/92kW6VKlXIxXVnz5s3RvHlzbNmyBRcvXoS7uzuuX78u1yA9UTQ0NNCzZ0+4uLige/fuUk2PSsS3YsUK/PPPP5yyguksJT2e2NjYwMbGpsTn7d27F6GhoZzA9VOnTuH27duYPn06Bg0axKsnLi4Op06dwvbt23lBFTVr1sSJEyfknt0qJiYGXbp04QQV6ujoYO7cuRJnFAZQJjIkK4u7uzscHR052+3s2bO4evUqxo4di969e6Nt27acsSPwI1jz1q1buHjxIv7991/OVJnkR8BWgwYNMHjwYHTr1g3VqlXjPJ6WloYrV65g3bp1CAgIYMtVVFRw6NAhsW6eKjBmzBgEBARwvstfvHgBe3t7jBs3DsOGDUPLli0562RkZODatWvYt28fL6i9QoUKOHXqFOcmGnnx9vbGxo0b0aJFCwwcOBAdO3ZEgwYNeNlaGYZBSEgITp06hR07dnAyvgHAjBkzeBnGlWn58uV4+fIlJ0vq7du30bBhQ0yZMgWDBw/m9ffbt284d+4cdu7cyflMAD+CJ8+ePVtiBuTSysjIQJcuXThBt6qqqpg/fz7evXvHCZAUR9u2bUvMcjpkyBDs3r2bXT5//jxmz54tVv179uzBvXv32Kz3Hz9+hJ2dHdavX4+BAwdyfod4/Pgx5s2bx8vet2nTJlhYWIjVXlpaGm7dusUu9+7dW+7vCSHkF8IQ8hN69eoVA4D9e/XqlbK7RERITk5mzp8/z/4lJyfLvpE7GxlmmZ7ov6RPsm+PEELKAYUcfwkhDMMwTE5ODvP69WvOX05OjrK7RZQkNzeXSUpKYv9yc3PZxwqfv5T2z9fXV+Z9d3Bw4LRRWnv37mU0NDRE9l8gEDAmJiZM/fr1mebNmzPVq1dntLS0iny9gwYNksErZBhfX19OvVZWVmKv6+bmxlnXwcFB6n5IU9esWbM462hoaDB16tRhWrRowdSrV4/R19cXue26d+/OZGZmStXPe/fuMaampiLrVVNTY6pWrco0a9aMqVOnDqOrq1vk+7dw4UImPz9fqj4UEHd7bd26VWQfzM3NmQYNGjAtW7ZkbG1tGUtLyyL7W61aNSY8PFysfllZWcl93yzs7NmzjI6Ojsh+a2pqMtWrV2eaN2/O1KxZk6lQoUKR793u3bslbjsiIoIRCARsPQsWLJBo/cWLF4vsj6GhIdOkSROmUaNGIj9HKioqzOHDh8Vqo+AYPHr0aM52+fr1q8SvVx7Cw8MV+nkpifDntzR/bm5uMu+f8PYqzXeTpHUpa9tERUUxzZo1K/K708zMjGnSpAnTuHFjxtjYuMg2u3btKtU5YMeOHdk6LC0txT52T5w4UWQ/qlatyrRo0YKpX78+75j0+++/MwcOHJBqW8XGxjIqKirsenPmzJH4tZYVsbGxzKZNm5hGjRoxSUlJcmsnIiKCsbe3Z3bs2MF8+fJF5vUXNwaWBVmMU4U/n+J+15e2LuG+l+Zv2bJlYvcxOTmZ6datW5F1VapUiWnUqBFjZ2fHmJmZcb7jC/81a9aMiYqKknpbMQzDuLi4iLW9hMfqpf1TNOExvqTfjcLfVS4uLqXqT3JyMtOzZ88it4+GhgZTtWpVpmnTpoytrS1jZmbGObYW/lNVVWUuX75cqv4UEP48SPK5Ft6fSjP+kKauSpUqcdYxMjJiGjduzLRo0YKpXr26yPNfVVVVsceywvLz85mFCxcW+R7q6uoyderUYezs7JgqVaow6urqIp9nYmLC3L9/X6o+FJDk821rayvy82Ztbc3Y2dkxv/32G1O/fv1izyFdXFyYvLy8EvtVmnN8aWRlZTGurq5F9tvAwICpX78+Y29vz1haWjKqqqoin1ejRg3m9evXperLsmXLOHUWdW4hahxcmj9xvz9tbGzYdVq1aiXRa7t06RKjqanJa1tbW5vdvkX9VjFq1CiJ2vrvv/8468vqWEd+fvIe//5q5HWNRdkxRTQNLiHk59aApsIlhBBCCCGkrJkwYQL8/PxEThfIMAwSEhLw+vVrPHv2DBEREfj+/TvvedWqVcORI0fg6empiC6XK9nZ2QgJCcHTp0/x5s0bXtYLNTU1LFy4EF5eXiXe9V6Utm3bIjAwEP369eM9lpubi8+fP8PPzw8hISGcqcoKWFtb4+rVq1i9ejUEAoFUfZCVmJgYBAcH4/HjxwgKCipyCrDBgwfDz88P1atXV2wHxdSnTx/4+/ujffv2vMeysrIQERGBZ8+eITQ0VOR0h7a2tnjw4AEmTpwocdtWVlbo3r07u+zp6VnsVJfCVq5cia1bt/IyuCQlJSEwMBAvX77kfY709PRw6tQpjBw5Uux2srOzOdMDDxo0qMxmIiVEmIWFBe7fv49FixZBU1OT8xjDMIiLi0NgYCBevHjByz4DALq6uti8eTMuX74MPT09idv/66+/2P+joqI4WUaKs3XrVs6UZQU+f/6Mp0+f4vXr15xjUocOHeDl5SV1RjcPDw/2+KOioiLRNGdljZmZGWbNmoUXL17AwMBAbu1YWVnBz88PU6ZMQaVKleTWDik79PT0cOnSJWzduhW6urq8xxMTE/Hy5UsEBAQgLi6OMy0jAGhqamLBggW4f/++2NmJSNmip6eHCxcu4MCBAyKnt87Ozsbnz5/h7++PoKAgxMXFiRzbdevWDUFBQZxxIPnh69evePHiBZ4+fYqIiAhedvEqVarA29tborFsYQKBAKtXr8a1a9dEZtVMTU1FSEgIAgICEBkZiZycHN5z+vbti8DAQLRp00aqPshKdnY2wsPDERAQgCdPnuD169cizyH19PSwZ88euLm5yT2bpzQ0NDTg5uaG48ePi8yU+O3bN7x+/RrPnz9HVFQU8vLyOI+rqKhg7NixeP78OerVq6eobitF4XHl48ePxZ4KF/gxje7169d52zgzM5PdvvHx8ZzHVFVVsWDBAhw6dEiifh47doz939raGl27dpVofUIIKU7Z+yYjhBBZqlTjx1S4orw+r9CuEEIIIYQQQv6nUaNGuHv3Lu7evYsRI0aIFTBjYGCA/v3749KlS/jw4QNGjBih9ECvsqBPnz4YMGBAidtQR0cHrq6uePnyJVavXl3qqe3Mzc1x+vRp+Pn5YeTIkSUGEqiqquL333+Hm5sbQkJCFP5D98iRI+Hh4YHhw4eLHXBnbGyM8ePH49mzZ/D09BR5MbMs+T/27jsqivPrA/h36b2IgIAFRQUBEQW7EayxxB6jsWHvNZbE3rvGEjWx9xJ774pGTURFRAFRQIoI0pHe5/3Dl/0xO7uwfRe5n3M4h5ndmefu7uzsMzN3ntuwYUP4+vri3r17GDhwYIUlerS1tdG9e3ecO3cOAQEBaNGihdRtz5w5k/9/dHQ07ty5I/Hyb9++xbBhw2BkZCTyeRYWFpg2bRrCw8PRv39/idq4du0aq3zejBkzJFqeEFXT1dXFqlWrEBERgfnz54u1L3NycsKqVasQFRWFX375ReqL2/369UOdOnX40/v27RNrOR0dHVy6dAlbtmxBjRo1RD7P3t4eO3bswN27d2VKTCt7EfaHH34QqywoIVWRhoYGZs6ciejoaKxZs4ZVmlqUOnXq4Ndff0V4eDjWrFnDSRwmlQuPx8PYsWMRHR2N3bt3w8vLC5qamhUuV79+ffz6668IDQ3F9evX4eLiooRo1d+CBQvQunXrCo+x6tevjw0bNuDdu3fo2LGjzO1+//33CA0NxaFDh8T6DE1NTeHj44Pnz5/j3LlzSk+4PXnyJNavX4/OnTuLdfMAj8eDm5sbNm7ciPDwcEyaNEntzwEMHToUkZGR+OOPP+Dp6VlhvFZWVpgyZQpCQkKwZ88emJqaKilS1Rk7diy/ZC3DMBIn0Xl5eSE8PBwLFiwodxvW09ND3759ERAQgDVr1kjURnx8PK5fv86fnjZtmlomiRJCKi8eI3hLDCHfgODgYLi6uvKng4KC6IBBDWVkZMDX15c/3aFDB6nu7K3QP5uA+yuFPzYzCDCrJf82CSFEjSlt/0sIQVFREcLCwljzGjRoIHOCDKmciouLWXeHGxsbi3UxRB14e3vj4cOH/GlFnEpgGAahoaEICQnBp0+fkJmZCQ0NDZibm6N69epo3LgxGjZsqPYn5lWp7HsYGxuLzMxMaGpqwtLSEo0aNULz5s05I5fJU0lJCd68eYOQkBDExcUhJycHOjo6qFatGhwcHODp6amQPkfZbcLLywsPHjwQa7mkpCS8ffsWkZGRSElJQU5ODvT09GBqagpLS0u4u7ur7Sh64iosLERAQADevXuHhIQE5ObmQldXF9WrV0eDBg3g6ekJfX19ubXn6ekJf39/AEDv3r1x6ZJ0I9oXFBTg33//RWRkJJKSkqChoQErKys0bNgQLVq0kOoiSXFxMTp06IBHjx4BADp27Ih79+5JFR8h6iQyMhKBgYGIiYlBZmYmeDweTExMYG9vj6ZNm8LOzk5ube3YsQPTpk0D8DVxMCoqqtwEPEFFRUV4/vw5Xr9+jZSUFGhqaqJGjRpwd3dHkyZNZI7vn3/+gZeXF3/60aNHaNeunczrJbJRdB9YGf3UqiIuLg4BAQGIiorCly9fwDAMjIyMULt2bTRp0kQhya8jR47E4cOH+dORkZGVvv8lzKFDh1gjqB08eBAjR44Ue/moqCjUrVuXP+3j44NDhw7JMcKvsrOzERAQgIiICCQnJyM3NxcGBgYwNzeHra0tPD09aQTOCuTk5CAgIADh4eFITExEXl4eDAwMULNmTTRr1gwNGjRQaPsZGRnw9/dHeHg4kpOTkZWVBX19fdSoUQNNmzaFu7u73M9DSLt9l5SUICwsDOHh4YiJiUFGRgYKCwthbGwMU1NT2Nvbo1mzZpX+vHVKSgr8/f3x4cMHpKeno6ioCIaGhqhZsyZcXFzQqFEjuZ/nWLZsGZYvX86f9vX1FToCuyrNmTMHmzdvBvA1YTEmJkbqJPBXr14hODgYiYmJyM/Ph6WlJWrVqoV27dpVeAObKCtWrMDSpUsBANWqVUNkZGSl3xaJ8lTmc8DqSFHXWFSdU0RXiAgh3z6XfqKT9UIuAW2mKjceQgghhBBCCAePx0OjRo2++XIviqTq91BDQwNNmjSRS8KFMlhaWsLS0hLt27dXdSgKo62tjRYtWsg0Yp4kVqxYgZ49ewIArly5gnfv3sHR0VHi9ejo6MDb21uuF5RevHjBT9QDwLp4RUhlVrduXVYChyKNGzcO69evR2xsLPLz87F9+3aJRinR0tJC69at0bp1a4XEt2HDBv7/Xbt2pUQ9QiRka2tLZW2rOENDQ7Rr1472nzIwMDBA27ZtVVZa1sTEBB06dECHDh3UPllEQ0MDjo6OUh0vVCYWFhbo2rWrqsNQO/PmzcNff/2F7OxsJCYm4vDhwxg/frxU63J3d4e7u7vcYsvNzcWOHTv403PmzKFEPUKI3NFYnYSQb5+FA1CDSuESQgghhBAiLzwej/X3LY5+QdSTvb09Z/sj6qNHjx78C5MMw7ASZ1Rt48aN/P+7dOmisGQhQr5lurq6WLJkCX/6zz//REZGhgoj+p+goCB+qTIej4eVK0XcuEu+edRPVV/Lli3jfD5lR9WrSkaNGsV5L8QdHRoADh8+zFl+2bJlCouXkFIPHjzgbHtlR9Ujynfo0CHOZ1IZbkyysrLCjBkz+NObNm1CcXGxCiP6nwMHDiApKQnA1zhLR5YmhBB5omQ9QkjV4NxX+PzY50D6R6WGQgghhBBCCCGEfKu2bt3KL1N75MgRvH//XsURAQEBATh//jyAr6MNrlq1SsUREVJ5jRkzhj9ySXp6OjZt2qTagP7fokWL+OVPhw4dqrQRRQkhhBBCiHTmz5/PH9E1LCxMLRK4c3NzWSNHr1mzBkZGRiqMiBDyraJkPUJI1eDST/RjIZeUFwchhBBCCCGEEPIN8/T0xOjRowEARUVFWLhwoYoj+noRqDSJZ9y4cWjYsKGKIyKk8tLQ0MAff/zBn/7999+RkJCgwoiAp0+f4tKlr+f3jIyMsH79epXGQwghhBBCKmZkZMQajX3ZsmXIy8tTYUTAtm3bEBcXBwDw8PCgkSMJIQqjpeoACCFEKUpL4X5+w30s5CLQZqrSQyKEEEIIIaSy2Lx5M9LS0kQ+rq+vr8RoSFV2/Phx5Obminzc3NxcidEQUfbu3Yu9e/eqOgy+mzdvori4GJmZmaoOhZBvQrt27fgJsOqgVatWahUPUS7qp1YeI0aMQLt27cp9To0aNZQUjXJ9//33uHPnTrnPadKkicjHatSoUeHy9erVkyo2QiTRpEmTCrdFFxcXJUVDANn3L6o2dOhQDB06VNVh8P3222/47bffVB0GIaQKoGQ9QkjV4dxXeLJeaSlcs1pKD4kQQgghhJDKwMPDQ9UhEAIAaNu2rapDIIQQQogaoX5q5VGvXr0qm1BmY2MDGxsbqZfX09ND586d5RgRIdIxNzenbVHNyLp/IYQQohpUBpcQUnVQKVxCCCGEEEIIIYQQQgghhBBCCCGEEKIilKxHCKk6SkvhChN8QbmxEEIIIYQQQgghhBBCCCGEEEIIIYSQKoWS9QghVYtzX+HzP70A0mOUGgohhBBCCCGEEEIIIYQQQgghhBBCCKk6KFmPEFK1UClcQgghhBBCCCGEEEIIIYQQQgghhBCiApSsRwipWsothXtRqaEQQgghhBBCCCGEEEIIIYQQQgghhJCqg5L1CCFVj6jR9agULiGEEEIIIYQQQgghhBBCCCGEEEIIURBK1iOEVD3OfUU/RqVwCSGEEEIIIYQQQgghhBBCCCGEEEKIAlCyHiGk6qFSuIQQQgghhBBCCCGEEEIIIYQQQgghRMkoWY8QUjVRKVxCCCGEEEIIIYQQQgghhBBCCCGEEKJElKxHCKmaqBQuIYQQQgghhBBCCCGEEEIIIYQQQghRIkrWI4RUTRYOQA034Y9RKVxCCCGEEEIIIYQQQgghhBBCCCGEECJnlKxHCKm6XPoKn0+lcAkhhBBCCCGEEEIIIYQQQgghhBBCiJxRsh4hpOqiUriEEEIIIYQQQgghhBBCCCGEEEIIIURJKFmPEFJ1lVsK94JyYyGEEEIIIYQQQgghhBBCCCGEEEIIId80StYjhFRtIkvh+gNp0UoNhRBCCCGEEEIIIYQQQgghhBBCCCGEfLsoWY8QUrVRKVxCCCGEEEIIIYQQQgghhBBCCCGEEKIElKxHCKnayiuFG3JRqaEQQgghhBBCCCGEEEIIIYQQQgghhJBvFyXrEUIIlcIlhBBCCCGEEEIIIYQQQgghhBBCCCEKRsl6hBBCpXAJIYQQQgghhBBCCCGEEEIIIYQQQoiCUbIeIYRQKVxCCCGEEEIIIYQQQgghhBBCCCGEEKJglKxHCCEA4NJP+HwqhUsIIYQQQgghhBBCCCGEEEIIIYQQQuSAkvUIIQQAXPqKfoxK4RJCCCGEEEIIIYQQQgghhBBCCCGEEBlRsh4hhABAtXqiS+EGX1BuLIQQQgghhKiZZcuWgcfjlfsXFRWl6jBJFTBy5MgKt0WiesePH+d/HrVq1UJeXp5K41m3bh20tLRgbm6Ojh07gmEYlcZDSGVXWFgIZ2dn/vd8586dKo2npKQELi4u/Hi2b9+u0niIch06dKjCvsGDBw9UHSYBEBUVVeFntWzZMlWHqTD29vblvnZvb+9yl6d+MFEX3t7e5W6H9vb2qg6xypF1/6Jq48aN48c6cOBAVYeDbt268eP55ZdfVB0OIeQbpaXqAAghRG249AM+v+bOj3v5tRSueR3lx0QIIYQQQqqkgoIChIaGIioqCp8+fUJmZiYKCwthYmICCwsLuLm5oVGjRtDU1FR1qHIVFxeH169fIzo6Gl++fEFhYSHMzMxgbm6O+vXrw93dHTo6OqoOs1LIy8vDkydPEBUVhaSkJGhoaKBGjRpwd3eHm5uIG5XkIDo6GoGBgYiOjkZmZiZ4PB5MTU1hb2+Ppk2bwsbGRmFtSyMlJQWhoaGIiYlBYmIisrOzoampCTMzM9jZ2cHDw0PtYpbUu3fvEBwcjI8fPyIrKwuampowNzdH3bp14eHhAQsLC7m2l5WVhXnz5vGnly9fDj09Pbm2Ianp06dj+/btiI+PR0BAAI4fP45JkyapNKZvQVpaGvz8/BAREYH09HT+tlWvXj24ubnB2tpa1SEqTVZWFoKDgxEaGoqUlBTk5eXBzMwMVlZW8PT0VOhF66ysLLx48QIRERFISUlBQUEBDAwMYGdnBycnJzRu3BgaGvK9Z/+PP/7A27dvAQAODg4YP368XNcvKQ0NDaxatQr9+/cH8PUmg6FDh8p9/0aIMuTl5eHt27cICQlBUlISsrOzYWpqCgsLCzRr1gyOjo4Kbfvly5cICwtDUlIS8vLyoK+vD2trazg6OsLd3R3a2toKa18eoqOj4e/vj+joaGRnZ0NXVxeWlpZo0KABmjRpAiMjI6nXHRUVhbp16wIAfH191T75RVqRkZEICgrCx48fkZGRgZKSEpibm8Pc3ByNGjWCq6vrN3ccqiiZmZl4/PgxYmNjkZycDC0tLdSsWROenp5o0KCBwtot7f9HR0cjJSWFf3zj5OSEFi1aqN3vY3x8PN6/f4+YmBgkJycjJycHOjo6/ONIT09PVKtWTdVhSq2kpARBQUF4+/Yt4uLikJ2dDR0dHVSrVg0ODg7w9PSEsbGxqsNkiYmJQXh4OGJiYpCamoqcnBzo6+vD1NQU9evXh4eHh9xifvHiBQ4cOAAA0NLSwurVq+WyXlmsWbMGt2/fBsMw2LFjByZMmKDQ319CSNVEyXqEEFLKpS9wb7nwx0IuAW2nKzUcQgghhBBStZw9exZ3797FkydPEBoaiqKionKfb2pqip9//hkzZsyAk5OTkqKUv8jISOzevRvnzp1DeHh4uc/V0dFB8+bNMXToUAwaNEhuJ+x3796NiRMnCo1NnASLshfuSkk7cpes6woJCcGyZctw5coVkaOZ2dvbY+bMmZgyZQq0tGQ/NRQfH4+dO3fi5MmT+PDhQ7nPdXZ2xrBhwzBx4kSYm5vL3LakkpOTceTIETx69AjPnj1DXFxchcu4uLhgzJgxmDBhAgwMDMRua+TIkTh8+HC5z+HxeDAyMoKZmRnq1q2L5s2bo1u3bujUqZNMo6OEhYVh586dOH36NOLj48tt39PTEyNGjMDo0aMlen2irF27lv++NmjQAD4+PjKvU1YGBgb47bffMGPGDADAypUrMWLECJiYmKg4ssrpypUr2LZtGx48eIDi4mKRz3NwcED37t3x22+/wc7OTu5xeHt74+HDh/zpgwcPYuTIkUpbl5+fHy5evIh79+7B398fJSUlIp9bp04dTJw4ERMmTJDLvq+oqAgnT57EwYMH8ejRo3L7DObm5ujXrx8mT54MDw8PmdtOTk7GihUr+NNLly5Vi+Sdfv36wdPTEy9evEBaWhqWLl2KHTt2qDosUkkI/mYvXbpU6hHepFlXUFAQzp8/j7t37+Lp06coLCwU+VwrKyuMGTMGU6dOha2trVQxlsUwDC5fvox9+/bhzp07yM/PF/lcQ0ND9OzZExMmTEDHjh1lblteCgoKsGfPHuzevRtBQUEin6epqYmmTZuiZ8+eWLJkidwTmSuzN2/eYM+ePbhw4QI+ffpU7nMNDAzQtm1bDBs2DAMGDIChoaFcYpg/fz7WrVvHmS/usdCDBw/QoUMH/nSdOnWkHv1d1nX9999/WL58Oe7duyfyN9rV1RVz587F8OHD5TIqoir7/5KKjo7G8ePH8ejRI7x48QLJyckVLtOiRQuMHz8ePj4+Eh3DCvbxhOHxeDAxMYGZmRkaNGiA5s2bo0+fPmjZsqXY7Qjz8uVL7Nq1C+fPn0daWprI52lqauK7777DyJEjMXToULkco0sqODgYp0+fxqNHj/Dy5Ut8+fKl3OfzeDx07NgREydOxI8//ihT2zNnzuT3o0eMGIGGDRvKtD55aNasGfr3749z586hsLAQs2fPxtWrV1UdFiHkW8MQ8g0KCgpiAPD/goKCVB0SEeLLly/MxYsX+X9fvnxRdUgM89d3DLPUhPu321vVkRFCiNyo5f6XkG9UYWEhExISwvorLCxUdVhERYqKipi0tDT+X1FREetxOzs71nGMuH/a2trM0qVLmZKSEoXFvnTpUlabmzZtYu7cucP6y83NlWidycnJzLhx4xhNTU2pXreuri4zZ84cJj09XabX9vHjR8bExERoG5GRkWKtIzIykrOstGRZ18qVKxkNDQ2x38NmzZox0dHRUsean5/PLFmyhNHT05P48zMxMWG2bdvGFBcXS9RmcHAwZ9tzc3MT+/26c+eOVNsbAKZu3brMP//8I3asPj4+UrfVsGFD5saNGxK9NwzDMBkZGczkyZOl+l5ZW1szJ06ckLjNshITExlDQ0P+Onfv3i3T+uQpMzOTsbCw4Me2evVqVYdU6Xz69Inp0qWLxNuWNNuyOLy8vFjtHDx4UCnrCggIYOrVqyfVd7tGjRoyvx937txh6tevL1X7AwcOZOLj42Vqf+7cufz11a5dW636tqdPn+bHpqOjI9NvHJGfivrAsjp48CBrO587dy6nr5CamlruOgR/s5cuXSp1PJKsKzY2lnF1dZXq+2xiYsIcPnxY6jgZhmH8/f0ZDw8Pqdrv2LEjExYWJlF7ubm5nM9m06ZNMr33//33H+Pg4CBx/JIeuzAMu5/u6+sr8fJ16tRh9bsE34sXL16Uu7zgtnXs2DHOOiQVHR3N9O/fX6ptoHQ7XLNmjVTvZ1kvX75ktLS0hLYhLl9fX9ZyderUkToeaddVWFjITJo0SaL3sGvXrhXuo8qjiv7/ixcvONuetbW12O/X3r17pd7m3N3dmTdv3ogdq2AfT5I/Dw8P5tmzZxK/P58/f2YGDRokVZsODg7M7du3JW7z8ePHnM+k7Hq9vLzKXX7hwoVSv08dOnRgYmJiJI6ZYRjm2rVr/PXweDwmNDRUqvUowrNnz1iv87///lN1SKQSUXT/t6pR1DUWVecU0ch6hBBSlnNfID6QO59K4RJCCCGEEBXQ09ND7dq1YWpqipKSEiQnJyMmJoY1ukBhYSGWL1+Ojx8/Yv/+/UqJy8PDQ6ayT0+fPsWPP/4octQGY2NjWFlZwcLCAmlpaYiPj0dWVhbrOfn5+di0aRMOHTqEpKQkqWOZNGkSMjIypF5eXUyYMAF79uzhzK9evTpq166N/Px8fPjwAbm5ufzHXr58CW9vbzx58kTiUq+fP39G37594efnx3mMx+OhevXqsLOzQ1FREeLi4pCamsp6TkZGBmbMmIHbt2/j5MmTYpfQcXZ2hrOzM2uePEapql69OqytrWFsbIycnBx8/PiRM/pBZGQkunbtikuXLqFr164yt1me9+/fo3v37li2bBmWLl0q1jLv3r1D79698f79e85jGhoasLKygq2tLXJzcxEfH4/09HTWcxISEjBkyBDcv38fu3btkmqkrHXr1iE7OxsAYG1trRaj6pXS19fHuHHj+CO2bN68GdOmTVO7klPqKjg4GF27duWMRsnj8WBjYwNra2toaGggNTUV0dHR5Y4yV9nFxsaKHEXU1NQUNWrUgKmpKZKTkxEZGcn6zf78+TN69uyJ48ePY/DgwRK3vXTpUqxcuVLoKEOGhoawtbWFqakpPn/+jM+fP3NG8zlz5gz++ecfXLhwAa1bt5a4/YSEBOzcuZM/PWvWLJWM/iLKgAED4ODggIiICBQUFGDVqlVCfxvJt83Z2RmdO3dWdRhiSUtLEzkSnKGhIWxsbFCtWjV8+fIF4eHhrNFMMzIy4OPjg4SEBMydO1fitvfs2YOpU6cKHcVPX18fNjY2sLCwQGJiIuLj41FQUMB6zv3799G0aVMcP34cvXv3FqtNPT09zmcjyz7k9OnTGDZsGOc1aGtrw87ODpaWligoKEBCQgI+f/4s1jpLSkqQnp4u9QjeOTk5AFDhaGXC3gtJtW3bVqYy61evXsWwYcNEjqBlbm4OS0tL/m9aQkIC//WVysjIwIIFC3D+/Hk8f/5cqjiKioowevToCkeWV3fFxcXo06cPrl+/znnM1tYWtra2yMrKQkREBGubvX37Nrp06YKHDx9KPEqhOP1/a2tr5OXl4fPnz5zPWtr+v7CRevX09CSKXRgbGxtUr14dhoaGyMrKQlRUFOc8wKtXr+Dl5YV79+7B3d1d5jbL4+/vjzZt2uCvv/7CmDFjxFrm6dOn6Nevn9B9jpaWFqytrWFjY4OMjAzExcVxXl9ERAS+//57LF68GMuXi6gEJkTbtm3Ffq64eDwe7OzsYGFhAT09PWRmZuLDhw+cEfx9fX3h5eWFBw8eoHbt2hK1sWTJEv7/vXv3VqtSs82bN4e3tzcePHgA4Gust2/fVm1QhJBvCo3xrGIMwyAyMhKXL1/Grl27sGbNGmzevBkHDhzAo0ePRJasUbaioiI8efIEu3fvxpo1a7B+/XocOXIEwcHBqg6NEPly6Sv6sZCLyoqCEEIIIYRUUba2thg3bhyOHj2K8PBwZGdn4927d3j27BlevHiBqKgopKSkYM+ePahZsyZr2QMHDuDgwYMqilx89+/fR6dOnTiJeg0aNMDmzZsREhKCjIwMhIeHw8/PD+/fv0dmZiaio6Pxxx9/cJIExSmZI8qJEyf4pUzkVb5JFXbv3s1JRmjTpg2ePHmCxMRE+Pv7IygoCCkpKTh06BCsra35z4uMjMTPP/8sUXsJCQnw8vLiJOrZ29tjy5YtiI2NRWJiIgICAvDmzRukpKTgw4cPWLt2LattALh27Rq6d+/OT/BSBh6Ph5YtW2Lx4sW4ffs2UlJSkJSUhKCgIPz3338IDAxEamoqgoKCMG3aNGhqavKXzcvLw5AhQ6Ta7oYPH447d+6w/m7fvo0zZ85gxYoVaNasGWeZZcuWiZWEGxoaivbt23Mu1Lm5uWHPnj38C+3+/v4ICQnhJwcsWrSIk6y2b98+DB48uNzypsKkp6eztsNRo0ZBV1dXonUo2ogRI/ifZ2pqqtISnCu7jx8/chL1atasiV27duHTp0/49OkTXr58iRcvXuDDhw/IzMyEr68v5syZI3EicGXUqlUr7NixA8HBwUhPT0doaCj8/PwQERGBhIQErF69mpW0UVJSghEjRiAgIECidmbMmIEVK1awEvW0tbUxZcoU/Pvvv8jMzMT79+/x/PlzfPz4Eenp6Th16hTndzMhIQFdunTB48ePJX6tf/zxBz9RQ19fX+qyw4qioaGBcePG8acPHz6MhIQEFUZEiGRcXV2xYcMG+Pv7IyMjA2FhYfDz80NoaChSU1OxY8cOWFhYsJaZN2+exKX5tmzZggkTJrAShng8HoYNG4Y7d+4gMzMTERERePbsGaKiopCZmYkrV66gb9++rPVkZWWhf//+OHv2rNSvWVq3bt3C0KFDWa+hVatWOHfuHFJTUxEZGYlnz57h1atXiI+PR3JyMs6ePYsRI0aUm0h36NAhODk54eTJkxLHdPv2bbi6umLt2rVSvSZlOn78OPr27ctJ3vLw8MCuXbsQFRWF1NRU/rHohw8fkJ2djdDQUKxfv56TrCXLzVMbNmzAq1evAFTuY7JFixZxEvV69eqF169f49OnT3j+/Dnevn2LpKQkbNmyhdUH9/f3x+TJkyVqT5z+f2xsLB48eICnT58iKioKgYGBcu3/y0JTUxMdOnTAqlWr8M8//+DLly+Ii4vD69ev8d9//+HNmzf48uULnj17hmHDhrGWTU1NxaBBg8ot2y3K3LlzOcdkt27dwt9//42FCxdySrAWFRVhwoQJYiVpPX78GJ07d+Yk6rVr1w7Hjx9HWloaYmNj8fz5c7x79w6ZmZnw8/PDjBkzoKOjw38+wzBYsWIFZs6cKfHrk4Wuri569OiBTZs2wc/PD1lZWfj48SNevXqFp0+fIjg4mN/P79GjB2vZyMhIjBgxQqL27t69C39/f/70pEmT5PI65GnixIn8/+/cucPfVxFCiFwodRw/wjAMw6SmpjIHDhxgfvrpJ6Z69erlDh2rra3N9O3bl3nw4IFKYs3MzGQWLlzIVKtWTWSMjo6OzIEDBxRacklSqh6ykohHbcswUilcQsg3Tm33v4R8g6gMLimrohIIgYGBEh1XpaamMs2aNWMd+9jY2EhcVlQcgmVwpSn7xDAMExUVxZibm7PWpaOjw2zdupUpKCgQez2+vr5M8+bN+euQRlJSEuuYfPPmzZzj3cpQBjc9PZ0xNTVlPb9///7l7msiIyOZWrVqsZY5c+aMWPEVFxczHTp04MQ4ZcoUJisrq8LlU1JSmMGDB3OWHzlypFjtCyNY2qg8SUlJTGxsrETrv337NqOjo8NqY968eRUuJ01JvcOHDzO6urqs5SwsLMrtr+Xk5DBOTk6sZXg8HrNixQqxfnM+fvzIdOrUifOZLFu2rMJlyypbxo7H4zHh4eESLa9opfvg77//nlVmShH7TGmVLY8nSwlGeevcuTNr2xg0aJBY33eG+doXyszMVEhcqiqDe+XKFUZDQ4MZNmyY2OccAwMDOedX27dvL3Z8Bw4c4HxHGzduzAQGBoq9vL6+Pmt5KysrJiEhQewYcnNzWb+bw4cPF3tZZfr8+TOrlKKk+zIif8ougyvNvkBVZXDfvHnDAGB69uwpdnm9mJgYpm7duqw2HBwcxO5L37t3j+HxeKzla9euzTx8+FCs5S9fvsy5rqWvr8+8fftWrOUFCZYbFee9T0lJYaysrFjLbdq0SexjqfT0dKHPLSwsZGrWrMlfZ48ePVjltEWVwU1KSmKGDx/Oej8SExM56y/7Oy9NiVbBbUvcYxVBz58/5/RtTU1NmaNHj0p0PHr+/HnG0dFR6tfDMAwTGhrK6vsKOyYTlyrL4IaFhXHK0E6fPr3cZfz9/TnHcc+fPxcrPnH7/6L2v/Lq/5clyfb98eNHJjk5WaL1Hzp0iBPvrl27KlxO0v5icXExs2HDBs5+0snJqdzfr8+fP3P2S7q6uszu3bvF+l4FBwczTZs25bzGQ4cOVbisKGXXU1EZ3IiICCYjI0Oi9S9fvpwT7/Xr18Ve/ocffmBtM+p0XFYqPz+fsbCw4Mcpy3kLUrVQGVz5+lbL4NLIeko2ZcoU1KhRA6NHj8bp06crvBO7sLAQFy9ehLe3N3x8fJRamufNmzdwc3PD6tWrOeVqynr37h1Gjx6N7t27ixwum5BKxbmv8PmlpXAJIYQQQghRADc3N/B4PLGfb25ujmPHjrGWiY+Px5MnTxQRnsyKiorw888/s0qLGhoa4tq1a5gxY4ZEJTe9vb3h5+eHxYsXS/SelTV9+nT+MbmHhwdmzJgh1XpUbdeuXaxj8Zo1a+LQoUPllhSzt7fH4cOHWfMWLVok1kgKGzduhK+vL2veb7/9hh07dog1Eka1atVw4sQJzl33hw4dUsqoLKXleSXRpUsX/PLLL6x5iop1xIgR2LFjB2teSkoKjhw5InKZX375BaGhoax5u3btwuLFi8UqLVezZk1cu3aNU4pt1apVePr0qdix//nnn/z/W7duDQcHB7GXVaaypUcjIiKolFEFDh8+jLt37/Kne/XqhePHj4s98o2WlhaMjIwUFZ5KNGzYEK9fv8bRo0fh4uIi1jJubm6c0W//+ecfhIeHV7hsREQEpk+fzprn6uoKX19fuLm5idX+qFGjcO7cOdaoLYmJiRg9erRYywNfS+iWPZc9fPhwsZdVJmtra1ap8j179nzTZZlJ5WZpaYknT57g6tWraNWqlVjL1KpVC+fPn4eGxv8u70VERPDL9JUnNTUVI0aMYI3QaWtrC19fX7Rv316s9nv16oVbt27B1NSUPy83NxdDhgzhlMpVlNmzZyMxMZE/vWHDBsyePVvs4wJTU1Ohz9XS0sL58+f55SSvX78OFxcXbNu2TeR+5Pjx42jUqBGOHj0K4GsZ5gsXLsDS0lLSl6UUGRkZGDRoEOuzsrKywoMHDzBs2DCJjq369euH169fi10eVBDDMBg7dix/dLQ+ffqgf//+Uq1L1TZu3Mg6lvLw8MDvv/9e7jLNmjXDli1bWPPmz58vVnvq0v+XVs2aNTmjhFbEx8eH1Y8HFHNMpqGhgblz52LBggWs+aGhobhx44bI5UaNGsXaL2lra+Ps2bMYP368WN8rZ2dn3Lt3j9O3mzZtGj58+CDhq5BcvXr1OCMuVmTJkiVo3bo1a564n0l0dDRrJMqhQ4eyftfUhY6ODgYNGsSfPnnyJNLT01UXECHkm6J+e71vnJ+fn9ADFk1NTdSsWRMeHh5wc3NjHeiUOnLkCLp06cKpX68I7969Q8eOHREZGcmab2RkBDc3NzRo0IBzIeXWrVvo3r272pTuJURqVAqXEEIIIYRUEo0aNeKUIHr79q2Koinfrl278N9//7Hm7d+/n3OBQFw8Hg8rVqzAuXPnJF726tWr/NJWmpqa2Lt3L6vUaWVy6dIl1vT06dPFOsneoUMHtGnThj/97t07/PPPP+Uu8/HjRyxZsoQ1r2/fvhKX+uLxeDhw4ABatGjBmj9p0iR+eUV1I1h66cOHD1KVXRLHmDFj4OjoyJonKqHMz88Pf/31F2vejBkzWOV6xKGrq4sLFy6gTp06/HlFRUUYO3Ys64K+KP/99x8iIiL40+p8obVz586s8rzHjh1TYTTqraCgAL/++it/2sTEBLt37660+0t5adiwodhJemX17t0bzs7OrHk3b96scLmpU6eyzgcbGRnh+vXrEl/k7t69OzZv3syad+3aNZw+fVqs5ct+V8zNzdGhQweJ2lemfv368f+Pi4vD/fv3VRiNbF6/fo1ffvlF4fuqadOmYevWrTKVsiSSs7a2ZvXHxOXu7o5u3bqx5t26davC5RYuXIhPnz7xpzU1NXH58mXUq1dPovabNWvG2SYDAgKwdetWidYjjcDAQBw6dIg/3bJlS8yePVtu62/evDkeP36MU6dOoU6dOsjKysLMmTPRunVrvHnzhv+8qKgodO/eHcOGDUNycjIsLCywY8cOBAYG4vvvv5dbPPK2bNkyVuKPhoYGLl68CHd3d6nWp6Ojg3379lWYmCbMzp07+SXZjY2NOTesVCaXL19mTf/6669i9ZdGjBiBWrVq8afv3r3LuS4rSF36/6ogeEymyHMf8+fPh5mZGWueqGOyv//+m5PIt2HDBvzwww8StWlubo7r16/DxMSEPy8zMxNTp06VaD3KNHToUNa0uJ/JiRMnWEnQ6nz8WLZfmZ+fr5LS74SQbxMl66mQmZkZJk+ejGvXriEtLQ0fP37EixcvEBgYiJSUFPj6+uK7775jLfPs2TOMHDlSoXEVFRVh4MCBrDslq1WrhsOHDyM1NRWBgYF4//49Pn/+jIULF7Iy3f/77z/MmzdPofERonDV6gE2TYQ/FnxRqaEQQgghhBBSEcHRqyoawV0ViouLORdw+vfvz7pDWVplT5yKIyMjA5MmTeJPz5w5E02bNpU5DlXIzs6Gv78/a17v3r3FXr5Xr16s6fPnz5f7/B07drBuQDQyMsL27dvFbq8sTU1N/Pnnn6yLWMnJyeWOIKdKwkaJS0lJUUhbPB4PPXr0YM0re3G4LMHvlZ2dHVauXClVu0ZGRti2bRtrXnBwsFgX/0+cOMGa7tOnj1QxlPXq1SucOHECW7duxbp163DgwAHcuXMHubm5Mq3XyMiINXrQxYsX1TZJVNUuXbqEhIQE/vT48eNhY2OjwogqP8FzvTExMeU+PyQkhJPQt2LFCtaFfUlMnjyZk+QvToJFYmIi7t27x5/u0aOHWCP3iBIZGYmrV69i165dWLt2LTZu3Ij9+/fj7t27crlRvXfv3qxRbAT3UeouKSkJ27ZtQ9OmTdGkSRNs2bJF4f27N2/eYNasWbCzs0Pfvn1x4cIFFBYWKrRNIhtJ9ycpKSmckZWnTJnC2SeI64cffkDfvn1Z8/744w8UFRVJtT5x7dmzhzW9ePFihYzGNGjQIISGhmLVqlUwMjLCs2fPWP2b0aNH4+bNm9DW1sbMmTMRHh6OKVOmyLRvVLT09HTs3buXNa80EVFWkibaxMTEsEaRW7NmDWrWrClzHKrw7t07fP78mT+tqamJnj17irWspqYmp99f0TGZuvT/VUGZ5z4MDQ05NyaIe0zWrFkzTJs2Tap27ezssGLFCta8mzdvqu1NmdJ+JmX7ZnZ2dlL/FpUqKCjAw4cPcejQIWzYsAGbN2/G0aNH8fTpU5lHWPb29mYNslTZ+pWEEPVFyXoqYG9vj3379iEuLg47d+5Ejx49OHe9a2pqwtvbG76+vhg/fjzrsXPnznFKzsjTgQMHWB0Oc3NzPHr0CCNGjGCNpletWjWsWrWKP7x3qT///BNhYWEKi48QpXARccEv7iWQFqXUUAghhBBCCCmP4Ojmgnd/q4OzZ88iOjqaNW/ZsmUqiWXevHmIjY0F8PX4XPBEeGUSFxfHuiCqp6eHhg0bir18kybsm5QER4QoKycnh3Nxb9y4cVInjABfL2IIJnVt27ZNLUdyEFZFQJHfNcERboRd9Pj48SPnYt68efMkLl9UVp8+fdCsWTPWPHFGybl27Rr//1q1aqF+/fpStZ+ZmYlFixbBzs4OTZs2xdChQzFr1izMnz8fY8aMQdeuXVGtWjX069cPQUFBUrUBsBMcsrOzxSodWBXt37+fNS04mgmRnLm5OWu6bBlzYQQvoFtZWck0uoqGhgaWLl3Kmufn51dhybsbN26wyvtJOqpeXl4ezp07h6FDh8LGxgb16tVDr169MGXKFCxYsADz5s3D2LFj0aVLF5iZmeH777+X6XtpZWXFGsXw+vXravnbUlZhYSEuXryIvn37ws7ODjNnzsSrV69UEselS5fQv39/2NraYsaMGXj58qXS4yAVk3R/smfPHlbCu7a2NhYvXixTDIL96NjYWIWOOJSbm8tKkqhevbpCR7HT09PDwoUL8f79e4waNYqVBMwwDH744QcEBQVhy5YtankMJmj37t2shGgdHR2xy67K24QJE/ixtGrVCpMnT1ZJHPIgmChbv359GBgYiL28JMdk6tT/VwVln/sQ55jsv//+w7Nnz1jzli5dKtNI1FOmTIGVlRV/mmEYTp9QXUjzmURHR7OO5WQZrTkyMhLDhw9H9erV4e3tjVGjRuHXX3/FnDlzMGLECLRu3RrW1taYPn261MmdWlpaaNeuHX/60aNHyMjIkDpmQggpRcl6SrZ8+XK8e/cOY8aMgb6+foXP19TUxK5du+Dp6cmav2/fPoXEV1BQgFWrVrHmbdq0iVOioawhQ4awTtYVFRWp7KILIXLj3Ff0YyGXRD9GCCGEEEKIEjEMg+fPn7PmyXpHsiIIXlBo2bIlGjdurPQ4Hj58yBqN488//5ToQoq6ERzZzdzcnHURsSKCJRRjYmKQmpoq9Ln3799HWloaa96oUaPEbksUweoBoaGhCAkJkXm98ubn58eadnJyUui2U/ZmSQBCR6m5dOkSa76Ojg6nDJE0BD+TO3fulHsx4v3796xyXWVHrZPEw4cPUb9+faxevRpxcXEin5eXl8cv17Zw4UKp2mrbti1rWpxSpFVNXl4eq3Soubk552IykVzZ8pMAdz8sSPD3c9iwYZz9g6S6d+8Oa2tr1ryKSsoLjrDj5eUlUZvt2rXDjz/+iBMnTrBGHxKmuLgYt2/fRocOHTB16lSpR+kqG2NCQgICAgKkWo+iBQQEYMaMGbC1tUW/fv1w6dIloSPaKXq0LmHrT05Oxvbt2+Hh4QE3Nzds3ryZNdomUS1J9yeC3/NevXqhevXqMsXQuHFjTpJPRfsTWfz7779IT0/nT3/33XdKGcmOx+MJ7WNraGhI1PdWNcHflH79+sm8DUjjyJEj/L6XtrY29uzZo5DREZVF8JisWrVqEi0v+N0tL1FbXfr/qiJ4TKbocx/iHJMJ7vOsra05oyVKSktLi3OTTEUjLqqKNJ+JrP3KUlu3boWTkxOOHTuGzMxMkc9LTk7GH3/8AQcHB6nfx7IxFhUV4e7du1KthxBCyqq8vZ9KqmfPntDR0ZFoGU1NTU5pWUUNQXzr1i18/PiRP21vby/Wyfdly5axDkrOnDlT4Z1chKi1anXLKYV7QbmxEEIIIYQQIsKBAwdYSS1OTk5o0aKFCiMS7tGjR6xpeZTIlFRubi7GjRvHH1nn559/Rrdu3ZQehzwJXtQqO+qROIQlA4gqr/P48WPWdIMGDeSScNm9e3fOzYxPnjyReb3yVFJSgrVr17Lm+fj4KLRNwWQ1YRfgBT8TLy+vCi/Ui2PAgAGs6ZKSknJH3RL8fgvecCqOa9euoVu3bkhMTGTN19PTg5OTE5o1awZLS0vWY8XFxVizZg3GjBkjcXuurq6si/v//POPxOv41r169Yq1jyibqJeSkoLt27fDy8sLNWvWhK6uLmrUqIFmzZph1qxZ9H6KwDAM53tb3miooaGhnBFABL+f0tDS0uKUTK9ov1v2e25mZibx6JnCRie1tbWFq6srWrVqhcaNG7PKi5XauXMnp+qMuAQvFqvTdpmQkIDff/8dbm5uaNasGbZv3y50tBcTExOMGjUKvr6+mDJlikJjunTpEg4fPoxOnToJTZp58+YN5syZg5o1a6JXr144e/YsCgoKFBoTKZ/g7295+5OsrCwEBgay5sljfyJsPYrsxwnepFT2tyksLAwLFiyAh4cHLC0toaenh1q1aqF9+/ZYuXIl3r9/L3F7+fn5WLt2LRo2bIgDBw6wRujk8Xi4fPkyXFxcMHv2bLW/Hpadnc0ZJVMVx2SJiYmYNWsWf3rOnDkquYlLnuR9TJaRkcFJxi2lLv1/VcjNzeWUm1XHY7LevXvLJYlY8DNJSkqSaj+mSImJiZzS5OJ8JvI4fly8eDFmzZrF6YuYmZmhSZMmcHV1hZGREeuxjIwM/PTTTzh48KDE7alzv5IQUnlRsl4lUbY8B/D1pFhOTo7c27l0iT1imODQ3qI4ODiwssoLCwtx/fp1ucdHiFKJLIUbQKVwCSGEEEKIyh0+fJhVLkhDQwM7duxQu9EdIiIiEB8fz5onzclYWS1duhRhYWEAvo52oK6lfSQhOGpDWlqa0AQ8UQQTowDRyXqCF17lNYqBlpYWZ7QudUrWS09Px5AhQ/Dw4UP+PCcnJ8yYMUOh7QqWf6xbty7nOYr6TGxtbVGjRo1y2yrL39+fNe3q6ipRex8/fsSwYcNYyTwWFhbYu3cvkpKS8PbtW/j7+yMxMRH//vsvqwQR8DVp+a+//pKoTR0dHVZSQ3BwsNBkoqpMMCGitAzYyZMn4eDggBkzZuCff/7Bp0+fUFBQwB+5bOvWrfDy8kLnzp3V7oKiqj148IA1CiWPxys3aVzwe6epqQl3d3e5xCK4v/D39xf5HUhMTOSXjwcAFxcXqdqsXbs2Zs+ejXv37uHLly/49OkT3rx5g//++w+vX79GWloaAgMDMWnSJFbpuIMHD+LCBclvnBVM/njx4oVUcctLQUEBzp07h169eqFmzZqYPXs23rx5w3mepqYmunfvzh+F8MCBA/D29lZ4/87Q0BAjRozA3bt3ERMTg3Xr1gn9rIuKinD16lUMHDgQNjY2mDJlCmd/QRQvIiKC1TcBUO5ITn5+fpwRoeTVbxBcT3x8PGtfJ0/CfpsKCwuxYMECODk5Ye3atXj58iWSk5ORn5+P2NhYPHr0CEuWLIGzszMmTJhQ7uhLZZ09exaNGjXCggULkJmZiRYtWuDixYv8xw8cOIDvv/8ehYWF+P3339GgQQP89ddfEidqKcvTp08524AqjsmmTp3KH8m7fv36WLJkidJjkDfBYzJhx1jlUYdjMkn7/8r26dMn9OzZk9W39Pb2xqBBgxTWJsMwnIQswWOy3NxcThKsvD4Td3d3TilddfpMQkND0aVLF9bI/D4+PmjVqlWFy5Y9ftTU1ESjRo0kavvKlSucKoGurq64efMmkpOT8erVK7x58wYpKSk4ffo0atWqxX9ecXExJk6ciNevX0vUprr1Kwkh3wbFjw9N5MLc3Jwz78uXL3IvuXLt2jXWdNeuXcVetkuXLqyTyVevXsXPP/8sr9AIUT7nvsDdZcIfC7kEtFXsxRlCCCGEkKKSIiTkUKkpRbM2sIaWhvodHr9//x4xMTH86cLCQqSlpSEoKAiXLl1ilQrV0dHBnj170KlTJ1WEWq7Q0FDOvKZNmyo1Bn9/f9Zd+Bs3boSVlZVC25S2LIok5eVq1qwJbW1tfoJeYWEhAgMDxb7wJuwEs6j2BT9HeX6GTZs2ZY3cIOrilKI8fPiQleSYk5OD+Ph4PH36FBcuXGCNlNKwYUPcvHmTMxqgPD19+pRzYahjx46s6ezsbFbyDCD/z+TGjRv86fI+E8ELHY6OjhK1NXnyZFZJu1q1auHRo0eoU6cO57mtW7fGw4cPMXLkSBw9epQ/f/bs2ejduzdsbW3FbtfR0ZG/Hy0qKkJwcLBalhFXlfDwcNa0iYkJ1qxZI3bp4Xv37qF169a4fPkyp+ywooSEhEi97xUs8y1vJSUlmD9/Pmtet27dOBfGyxLc7zZs2FBu54IF9xcFBQX48OEDnJ2dOc+V9TsOfC0736ZNG85F57J4PB7c3Nywa9cu9OvXD7169UJ+fj4AYN26dejXT8RNtSI4OTmxpgVHFVOWFy9e4NChQzh58qTIUvPA14vyI0aMwJAhQzhlipXNzs4Ov/76K3799Vf4+/vjyJEjOHXqFCehJDU1Fbt27cKuXbvg7OwMHx8fDB8+HDY2NiqKXH4+fPgg9f5E8CYVRZg/fz5rlDdnZ2c0b95c5PMF9yeGhobljsQnCWH9j7dv3wq90UBWgr9NBgYG6N27t1jl7IuLi7Fnzx48e/YM169fF7mdvnz5kjVKrKGhIVatWoXp06ezjs3s7e1x8+ZNHDt2DLNmzUJSUhImTZqEXbt24ffff0fnzp1leKXyJ7gNGBkZSTxKqqwuXbqEM2fO8Kd3794NPT09hbWXl5cn9fdYkt+M0hsaSkVFRSEpKYkzKrQo4h6TqVP/X96Kioo4NytlZWUhNjYWjx8/xuXLl5Gbm8t/rFWrVjh//rxCE9lPnz6NqKgo1jzBY7IPHz5wbpaT12diYGCAhg0bsj4HZX4mWVlZrGN0hmGQlZWFyMhIPHjwADdu3GAlAPfu3Ru7d++ucL35+fl49+4df7pOnTrQ1dUVO66cnByMGzeONa9Lly64cuUKZz06OjoYOHAgOnfuDC8vL/5NEgUFBfDx8UFAQIDY7VpaWqJatWr8vpyq+pWEkG+L+l2NIEIJG/JYHkMbl5WQkIDPnz/zp3V1ddGsWTOxlxc88fbq1St5hUaIalSrC9i4A/GvuI8FX6BkPUIIIYQoXEJOArqdq9xlOiuDmwNuws7ITtVhcOzatQvbtm0r9zmlo/KsXbuWMzqZuhC8MK2pqSn349nyFBYWYsyYMfxRLry9vTF69GiFt9ulSxeFt6Gnp4fmzZvj33//5c87deqUWMl6DMPg77//5szPysoS+vyyyVQA5HohXjBZpbxkBkXo06dPhaXLTE1NMXnyZCxYsIBTTkee3r9/zxkhQlNTE0OGDGHNE/YeqeozKTt6joaGhkRxvHv3jnXjqIaGBs6ePSs0Ua/scw4cOMAfMQH4etHmzz//xMqVK8VuWzCxLyoqipL1yhD8zj98+JB1rs/R0RFDhgyBs7MzdHV18eHDB5w/f56VaJqamopevXrh1atXqF27tsJj3rhxIzZu3KjwdqSxadMm+Pn58ac1NDSwevXqcpcR/N4p8jsurL1SgiNk1axZU+L2BKvGVKRLly6YO3cuf9SUZ8+eISQkRGgyoSjGxsYwMjLi/65FR0dLFIMs4uPjcezYMRw+fBjBwcEin2dnZ4chQ4ZgxIgREo9KqiweHh7w8PDA5s2bcfPmTRw5cgRXrlzhjMQYEhKCX3/9FQsWLEDXrl3h4+ODPn36KDQRR5GOHj3KSgpXJ6dPn2YlPAHAmjVryk1aEfx+W1tbyy3JxdLSEhoaGigpKRHZnrwI/jatWbOGNaqVl5cX+vfvj7p16yI/Px/BwcE4fvw4f3Rt4Ot1q379+uHx48ecUpVFRUXo3bs3/3pc9+7d8eeff5bbLxk2bBi6deuGWbNm4dixY3jz5g169+6N6OhosZO1lEHwM7G0tFTqiOxfvnxhjQrv4+PDSXySt4SEBKUck9WrVw+2traskql///03pk6dWuGyWVlZuHr1qtD5gtSp/y9vWVlZYn1W1tbWmD17NmbOnAltbW2FxePn54cJEyaw5pmYmHBKRyvjMymboKfMzyQ8PFysz6Ru3bpYsGABxowZI9Y+JSYmhvV7IWm/8tixY6xkVltbW5w9e7bchD9zc3NcvnwZzs7O/KTPV69e4d69exLd8Gpra8v/DLKyspCSkqLUc1uEkG8PlcGtJATrt9epUwc6OjpybUMwI79+/foStSF4siQ8PJwzrDYhlY5LX+HzqRQuIYQQQghRAwMHDsTChQvVNlEP4J5QNjExUeqFofXr1/PvetbV1RXrbu/KpG/fvqzp3bt3c0YAEGbfvn2IiIjgzBd2YejLly+c43tTU1OJ4iyP4LqUnaxXERMTE8ybNw/Tpk2Te6IewzD48uUL/Pz88Ouvv8LDw4M1agsAjB49mjOSlbD3SBWfSVFREevGT0tLS86F7/Ls37+fNTLQzz//jBYtWlS4nJaWFicpa+/evax1VUTwguTHjx/FXrYqEEyICAgI4L+/CxYsQFBQEJYsWYIff/wRvXr1wowZM/Dw4UOcPHmSdT4xLS0NI0eOVGLk6ufRo0ecEQlnzpxZ4cgrgt87RX7HhbVXSvC7oaxR04YNG8aaLpuYLq6ysWZmZnK2a3nKz8/H6dOn0aNHD9SqVQvz5s0TmqhnaGiIYcOG4fbt24iJicGGDRvUNlGvLC0tLfzwww84ffo0Pn/+jN27dwsdNbO4uBg3btzA4MGDYWNjg4kTJ7JG5iGyeffuHWdEof79+3MSSAQpcn/C4/FgYmJSbnvyIvgdLk3U09PTw9mzZ/HgwQNMnz4dvXr1wo8//oilS5ciODgYs2fPZi3n5+eHNWvWcNavpaWF5cuXw9LSEsePH8f169fLTdQrVb16dRw9ehS3bt1C3bp18csvv6hVoh7A/UzMzMyU2v7s2bP5yWyWlpbYvHmzUttXNMFjsnXr1on1m7N27VpkZGRw5oubrFeVjsmsra2xcOFCjBs3Tu6JegzDIC0tDQ8fPsSkSZPQvn17zs1cv/76K6fkcVX/TBwcHLBkyRIMHTpU7HM8svYr9+3bx5pevnw55zdIGHt7e8yYwR6AZc+ePRK1LRgrHT8SQmRFyXqVxIEDB1jTPXr0kHsbZYedBcCq4S4OS0tL1p1yBQUFnDsvCal0nPuKfiz4orKiIIQQQgghRKjTp0+jXbt2aN++PacslLrIzMxkTRsaGiqt7bdv3/JH5QGARYsWya3kl7oYP348jI2N+dNZWVno3bt3ueV07969i5kzZwp9rGx5oVKCnyEg389RcF3C2lOljIwMLFy4EHXr1sVvv/2GgoICqdazfPly8Hg81p+GhgbMzMzQqlUrbNiwgXNhrk2bNti+fTtnXerymWRmZrJGRpA0mfHhw4esaUlGvezSpQtrJIaEhAS8f/9e7OUFY61odMWqRtQom1OmTMHq1atFJmUOHjwY+/fvZ83z9fWVKtHqW/Dhwwf079+flfDs7u4uNElEkCJ/P4WtS9T3XPC7ocjRRcsSLKEpSamyUsr4nr958waTJk1CjRo1MGjQINy4cYM/mm8pDQ0NdOrUCYcPH8bnz59x9OhRdOnSBRoalfPyjKmpKcaPH4/Hjx8jIiICy5YtE1pOMz09Hbt370a7du3QokUL/P777wovOf0tKx2ttGxiT82aNcVKNlB0f1xZfTlRv01Hjx7FgAEDhD6mra2NTZs2YcyYMaz5W7duRXZ2Nuf5o0aNQmhoKGdUY3F07doVQUFBWLBggcTLKpoqj8nu3bvH6hv8/vvv39xoVLNmzWLt0z99+oQBAwYI3cZKHT16FOvXrxf6GB2TcSUkJGD69OmoXbs2Nm/eLNFNOmWNGjVK6DFZtWrV4O3tjb/++otzvPfjjz/it99+46yrqn8mERERGDVqFOrUqYNjx46JtYws/cqsrCzWaKoGBgYYPHiw2MsLHmsKDpRUETp+JITIG5XBrQSuX7/OKiEBQCF3pCYmJrKmpSlpYGtriw8fPrDW2aBBA5njSkpKkmgZwYtUWVlZQu9OIaoleKBS3oGLymhZwNC6MTQT3nAeKn5zDtluii+fRQgh8lYp9r+EfCOKi4v5F+tKT9wWFxeLfcep4IU+ohhlPydFt1PetKDNmzezRhzIzc1FSkoKAgMDcenSJZw8eZJ/Ev/Ro0do3rw5bt68KVYJVEmVTcYpjV3c90zwBHN2drZS3u+SkhKMHj0a+fn5AAAXFxfMmTNHorbFfZ3CniPtSPNRUVGcC97lxWBkZISNGzdi4sSJ/Hlv3ryBq6sr5syZg969e6N27dooKChAUFAQjh49igMHDvDXaWZmxhr1wdDQkNOegYEBp93MzEy5fY6CFx2MjY0lWrfghRpJ40pJSWGtKyMjA7GxsXj69CkOHz7MTzLKz8/H+vXr8eLFC1y6dKnC0n7SXkACvo5SM3HiRKxfvx7a2tpifSYZGRlK/0wEn6evry92DPn5+ayyqtra2mjdurVEr8Hb25t1Yejff/8VmjACcLcLwc9Pntt0qQcPHqBz585SLbt8+XIsX75crOe2b98e9+/fl6odUYSVkqpWrRrWrFlT4fv0888/Y9++faxkzN27d6Nly5ZyjVHwO7Z//374+PhIta6OHTuyzr+WlJTIvD0kJyeje/fuSE5O5s+ztrbGmTNnoKWlVeH6BS8IZmVlyW0bFXaeVNj+H+AeL+rq6soUx7Nnz3Dp0iUEBgbi3bt3SE9PR2ZmZoW/m0lJSRK3q6+vz5qW536y1KZNm3DkyBGhj7m4uGDo0KEYOnQo7Ozs+PO/pT5+nTp1sGjRIixatAhPnjzB8ePHcebMGU5SXlhYGFauXAlHR0fWeyEPgv1Uab6/gvuTxYsXY+nSpVLFM3r0aNY2IY/9SW5uLnr16sUq52poaIgzZ87AzMyswvUruj8uuJ8QtT8RRvB55b1fenp6yMnJYc3r2rUr+vXrV2F7GzduxJkzZ/j7v7S0NPz9999CfzdMTU2Frq/sPFHHCaW/n9IeQ5RHWJ9X3Y/JcnJyWKNBdunSBT///LPItit638sj+Lw6deoIHUlcHML6cOXFUbduXcybNw/r1q3jz7t//z5cXFwwb948fP/997C1tUV2djZevnyJvXv34uzZswD+Nzpl2cQfAwMDufT/JTkHIesxWUVtl8fY2JjVDygpKcGXL18QFRWFJ0+eYP/+/Xjz5g0/zjlz5uDVq1c4cOBAhYnvshyTaWlpYcGCBViwYAEYhuG8JmGJeRkZGWKN9CYOwQRlIyMjqT8TYfGXp3HjxqzPpLi4GF++fMH79+/x8OFD7N+/n58PkJSUhOHDhyMkJAQrV64sd72Cr0lPT0/suPz8/FjP9fT0lOj4s169eqhVqxZ/RLz4+Hh8+PBBrBFUAeX0K8m3Q9JzwKR8xcXF/P15ad8/MzMTmpqaMq1X1I0gykLJemouNTUVEyZMYM3r27evWCVBJCW4MUqT/S+4jDw28F27dol9clKUZ8+escqyEPX07NkzVYcgVH3NRnABN1lPM+E1/G6eRo6ueg1pTwghklLX/S8h3wIej8cvf1M68lVWVpbYB5LZOZRMqwzZ2dnIZJR/h7LghSZxmJqaon379mjfvj2mTJmCkSNH8k9ap6eno3///vj333/lWnoFAOfO8tzcXLHv6hZ2QlMZd4T/9ddf/LJrPB4PmzdvRl5eHvLy8sReR3Z2tlixCkt8l/Y1SrOuQYMG4dmzZ6xR+ZOTk/Hbb78JHQGg1LBhw5CRkYHLly/z5+nr63Pa4/F40NTUZJ1c/Pz5s9w+R8Eb9MzMzCRat+BJT1nj0tDQQO3atVG7dm389NNPOH36NKZPn85P/Lx37x5mzJiBTZs2lbuewsJCidtt2LAhOnXqBB8fHzRo0ADFxcVCX0/ZMqOl4uPjOSNRSatsAiPwtRSwsDgEz/sUFRWJ/f7HxMSw9i0NGjRAfn4+/30Wh2B54PDwcLHbF2ynoKBA7vsmYaOiKIKo7UQWwpJRBwwYgJKSErHaGjZsGCtZ78GDB3KPUfC7n5eXJ3Ub8lwX8HU/1KdPH9ZojyYmJjhz5gyqV68u1rrLjpoKfD1PLK/38NOnT5x5urq6QtcvuC/LycmRKo5///1XZGlYcaSkpEjcrmACoLi/65IQtq+3tbXFrl274OXlxZ+nqL5PXl6e2GVm9fT00KpVK4XEAQBubm5wc3PDihUrsHXrVmzcuFHohUlp+sDlEezbSfP9FfwcZflNkOe6gK/b8bBhw1gjlOro6ODIkSNwcnISa92Cyb9paWly2yZLb3QoS1h/UhTB38ry3i9DQ0PO9jN06FCx2uLxeOjXrx8OHz7Mn3fv3j30799frDgBdj9dkuOhUmUTS8X9PS1LcNuSZJ+myG2gPAsWLOBX4DIwMMCGDRvKbVeW4yrBbUma91iWdZUmkN28eZM/Lzo6GlOmTCl3ufnz5+P69eusm1j09PQ47cmj/1/e/lfc/r8osm7fgrS0tFC/fn3Ur18fI0aMwM6dO7FkyRJ+ssaxY8fQoEEDTJ8+vdz1SJogo62tDWdnZ3z//fcYPnw4atasKbJPL+zmlk+fPol9g25FBMveGhsby9TXlfUz0dbWhouLC1xcXDB27FisWLECO3fu5D++du1aODo6lluaXfC9zM/PFzsuwVHUxf0NLMvZ2ZlVvjY0NJRT3lgUWc6LESLv/m9VU1xczErSA77euC5LQjbw9byUKlGynhorKSnBsGHDEBsby59namoqtPyJPAjLZpeU4EUYVWejEiIPcWYt4BJ3WuhjtunPEG7dU8kREUIIIYQQ8vWu4AsXLsDLy4t/0T0uLg7bt2/H4sWLVRzd/5ibm7Omi4uLkZqaKvYJUWnExMSwyt+OGjVK7iM6qZvNmzejTp06WLNmTYXJTjweDxMmTMCKFSvw888/sx4TlujJ4/FgZmbGuoAjODq/LARL9gpuM6r2008/QUtLi1U+7cCBA5gwYYJE1QQGDRrEKdPD4/FgYGAAExMT1KxZU+wbJ4W9R6r4TARH+JAk0U6wbJA05dAElyk7SmRFBJM7lFkOrjIQ9n60bdtW7OUFnxsTE6Pwfb+6yMvLw5AhQ1hlWw0MDPD333+jcePGYq/HzMyMNS3P77iwdYn6ngue75Uk6b3UwYMHMXv2bJkupkiyfyklGKuwUYkUIS4uDoMGDcL333+PQYMGoUuXLtDW1lZIW4mJiejXr59Yz61VqxZev36tkDhKYzl37hxOnTql0HaqEoZhMGnSJNy6dYs/T1NTE3v27EHHjh3FXo/g/iQ5ORkMw8gloSQ5OZkzuqGi+nKGhoacmzwk/W0qm6wnTXntykpwGxBMzFKEFy9eYPfu3fzpefPmwd7eXuHtqoqmpiaOHTuGJUuWYPfu3RUmiWlra+O3337DL7/8gjNnzrAeE3ZMpi79f1Xg8XiYOnUqioqKWIO7bNiwASNGjOBs3+WZNm0aZ/+poaEBQ0NDmJiYoFatWmJfHxf1mUhTuU4Ywc9XktepaDo6Oli1ahVycnJw8OBB/vxFixbhhx9+EHmTsizHj4LHenT8SAip7ChZT43NnTsXN27cYM3bvXs3atWqpZD2BH9khN2lURHBuwiUdQcxIYqUo2uFdH17mOVGcR6jZD1CCCGEKJKlniVOdxF+0wCRH0u9yjtSsoWFBebPn4+pU6fy5508eVKtkvUaNmzImff69Wt4e3srrM1169bxR2WwsbGRuoxZZTN9+nQMGDAAO3bswM2bNxEVFcV6XEdHB99//z0mTJjAv7ApeLe+qJEZ6tevz7qoJ8+L8KWjQ5YSts2oWv/+/bF//37+qDYMw+DUqVMSfdfs7e3ltt0bGhrC1tYWcXFx/HmvX79G37595bJ+cT8TIyMjaGho8C/SS3LTpuBzpUmiEVxGlvblVa6qLFdXV1y4cEHs50+YMIF/UU5YcqcoirhwVzoycFkODg5iL29jYwMjIyPW+5yUlPTNJ+sVFhZi1KhRePz4MX9e6QhYko5oJpgMHBYWhpycHLkknAnuw3V0dEQmUAgmDEh6c/ajR484iXpaWlpo1aoVPDw8UKtWLVhaWkJXV5dzblncJDRRBEdokvfIwwAwePBgJCYm4sGDB6zEjPz8fFy+fBmXL19GtWrV0L9/fwwaNAienp5yj0GVcnNzcf36dfz999/w9fUVWc7YxMQE/fr1g7u7u3IDrORmz57NL5UJfE1Y2bp1a7mjFgkjuD/JyspCRESEyNLxkhDWJxQc+VZeLC0tWf1bMzMziZI1BN+HsmXKxVG7dm1OiefKQrAvl5mZiQ8fPqBevXoKa3PZsmX8PqKrq2uFI8x9CzQ1NbF69Wr4+Phgx44duHv3LuLj41nPMTQ0RK9evTB58mR+Er84x2Tq0v9XpalTp+Lw4cP8/UB2djYuXboktJy1KE5OTnI7JrO3t4e2tjZr1MvXr1+jWbNmMq87JycH4eHhrHmK2rfKYunSpTh79ix/pKvY2Fj8888/6NChg9Dny9KvFOzXKfv4UbB9RRw/EkKqFkrWU1Pbt2/H77//zpo3b948DBo0SGFtCt4pIDicqzgEM+ClGZ1P0OTJkzFw4ECJlgkPD2d1UFu0aIFGjRrJHAuRr+zsbFbpxRYtWqjtnQg6hj8Dj9dy5pvnRKJj03pgzOqoICpCCJFOZdr/ElLZFRcX80c809DQAPA1sUFLS/xDMXNT9bmbmcimuLiYVfbAwMBA7JLI5Rk8eDCmTZvGvwgeHx+P1NRU1Kkjvz6q4M1c+vr6nPJ8ori5ucHGxoZ1kSIkJAS9evWSW3yCyp5EjY+Pl/q9aNKkCWt68+bNmDFjBud5wn5HxX1/5L0uJycn7NixA8DXUrWl5Wqtra1Rq1Yt1ghJDMNwSsl89913Qttr3749/Pz8+NOvX7+W+jWWVVRUhKCgINY8Ly8vidYt+D2SR1zC/Pjjj6wSdP7+/uW2JTiKko6Ojlxja9euHU6f/l9C95s3b+Sy/ri4OM7IGt7e3iLXbWNjw/+tS0lJgb6+vli/c1ZWVqzp/Px8ieMXNpKPqHUI7oMFL9A3aNBA7tuOsbGxRDfdzpw5k/9/w4YNFbqfrIjg/g/4+llL8h6ZmJiwLoAVFBTI9T0W/O7r6elJvX55rKukpATDhw9nlb8rHWVHmgvpnTp1Yk0XFxcjIiICbdq0kXhdgkJCQljTzZo1E5qgCXCTNNPS0iR6b5YuXcpK1OvRowd27dpV4agzgueZNTU1Jf5Myu7LjI2N5TbSTVk9e/ZEz549ERcXh2PHjuHo0aN4+/Yt6zmpqanYt28f9u3bhwYNGmDo0KEYOnSoXEqXS3Isr6GhIZfvIMMwePjwIY4fP45z585xSqCWba9Tp04YPnw4OnfuzO+DyKsPXErwGoQ03195/mbLa12//vora7QiANi0aRMmTZok8bo6dOgATU1NVkJpaGgomjZtKvG6BAlu7zY2NnB1dRV7ecHRO8t7v1xdXfH8+XP+tKmpqUTvbY0aNVjT6enpCus3ClN6TqD0f1m3U0NDQ7HX0aFDB2hpabESakNDQ4X+3stL2T5AUFCQyN+ZigiOXnbu3DmhCauC25Is+zxZ1+Xh4cH//sbGxiIxMRE5OTmwsbFBrVq1WMfXSUlJrJuiDA0N4enpKXQ/KWn/X9xzEJL2/4WRdfsWV+/evVkV6AICAlg3LwqSZ39RkLGxMZo2bco6zx4cHCyX9b9584YzOmPHjh1l6usq4jMxNjZGx44dcenSJf68V69eoXfv3kKfL5gEmpSUJHZcgjf9FBUVSfyaBMuJW1lZib0OwZEOnZyclPobQioXRZ0DrqqKior4vzOl3zsnJyeZ31PBfqyyUbKeGjpx4gTr5BwAjBw5EuvWrVNou0ZGRqxpaUoaCI6kJ7hOaVhZWXFO4ErKyMiIMtwrgdJhptVSs0FCk/UAwDjmHlB7pnLjIYQQOVLr/S8hlVxRURHnoFFTU5MOzgkA+W0LFhYWqFatGusEf1JSklxHSSh74h2QPPbvvvuOdVHh6tWrWLBggdziEySPkl7CaGhoCH3d4s4ThzzXZWdnBzs7O5GPf/jwgZXYWN7zv/vuO2zcuJE/HRYWhpCQEIlKOgpz/fp1zrmE7777TqLXLPh5K2ofKzgaS0JCQrltCcYlavuRluDFun/++Qfp6elSlQMq6+LFi6xpDQ0NtG3bVmTs9vb2/GS9kpISJCQkoHbt2hW2U716ddZ0amqqxO+P4CgkFhYWYq/j8+fPrOl69eqp1e+zvLcXSQlLtBDWrymP4LlFY2Njub4meX7HZF0XwzCYMGEC/v77b9Y69+3bJ/FNyKWcnZ1hYWHB+n2/ePEivvvuO6nWV6qoqAhXrlxhzWvXrp3I1yvYn4iLixP7vXn//j2rzGTpaJPiVHQRLJXN4/Ek+kwyMjJYiSL29vYK/U7VqlUL8+fPx/z58+Hn54fDhw/j1KlTnFG4wsLCsGzZMixfvhzt2rXD8OHDMXDgQKlHyHRwcJCpvLAkQkNDcfToURw7dgwxMTEin+fk5AQfHx8MHz4cdnZ2KC4u5o+4A8j/eEiwnyrNvkCd9icAsHLlSmzevJk1b/ny5fjll1+kisnU1BRNmjTBy5cv+fMuXLiAYcOGSbW+sgRHkC2vzyCM4HPLe79cXFxY0/n5+RK1JZikoeoL57Jup5J8l0xMTNCsWTNWUtHVq1cxZMgQiWJQB5XtmKxOnTrl3jwmmEDv7u4u8ndS1v6/qG1G0v6/uG0pgjoek5X9Xl25cgV//vmnRDfpCiP4mVhaWso0KI2k/ShJCI7SmpiYWO6xY9mR2T99+iR2XILbeVpamsSvSbAEuCTHj2VHtTQ2NpY6AZlUTXQ9QDYMw/D356Xvo7Gxscz7WnnkMslCo+KnEGW6evUqfHx8WAfY/fv3x759+xR2saGU4MYoOJyrOASXUfUGTojcVKsL2LgLfyxY/JI2hBBCCCGEKIPgqAuqJljG7r///kNwcLCKoiGlrl27xpru3r27yOd27NiRk0ggONqLNA4dOsSadnR0hLOzs8zrVQZVf8/69OnDOtlbUFCA48ePy7xewc+kc+fO5d7Y4ebmxpp+9+6dWO3Y2NiwLkSGhoZKXOUhMDCQNS3JKJpl49TS0qo0252yODs7c0arEhxxpTz5+fmcZCtZE0nV2axZs7B//37WvO3bt2PkyJFSr5PH46F///6seceOHRNZZlRcN27c4HyWgu2UJe13HACePn3Kmh47dqxYiXoAZO4nhIaGsqYFX4citWzZErt27UJ8fDxOnz6NHj16cC7OMQyDR48eYfz48ahRowYGDhyIy5cvc5KJVC05ORl//PEHv3LNmjVrhCbqmZubY+LEiXj69Cnevn2L3377rdwbBohoW7duxZIlS1jzZs+ezZknqQEDBrCmr1y5InEZWEFBQUGsBECg/P2JrARLS6ampkq0TxQcFelb/l0SRvCY7Pz585zEFaJ8khyTqUv/X52o+phMcN+akJCA69evy7TOoqIizucq+P1VZ+V9Jrq6uqxyvjExMWIPHiR4rCd4LCgOaY8fExMTWTdgKLNfSQj5dlGynhrx9fXFwIEDWQcXXbp0wcmTJ5WSaSs4el1sbKzE6yibVS5snYRUai4iOsPxr4DUSKWGQgghhBBCSKnMzEzO6FLW1tYqika4H3/8kXMSdPny5Qprb8WKFbhz547Ef4KOHTvGelzwRHxld+rUKdb02LFjRT7X0NCQ8/jevXulOndQKiAggFUuBwBmzJih8JsVpRUdHc2aVvX3rHbt2pyLNhs3bmSNJCWpy5cvcy66C1Z/EOTh4cGafvPmjVht6ejosMrvFRQU4PHjx+IFiq+JLg8ePGDNa9WqlVjL5ufnIywsjD/t4uLCSUyr6vT19dG5c2fWPH9/f7GXDwwMZJXuMjY2hq2trdziUyeLFy/Gtm3bWPPWrFlTbkk2cQmWXk9MTOSXOpdGSUkJVqxYwZrXokULtG7dWuQyVlZWrPKxgqXLyyOYFFj24mxF7t+/L/ZzhRHcF3l6esq0Pmno6upi4MCBuHbtGmJjY7Fx40aho1bm5+fj7Nmz6NOnD2xtbTFt2jTWKD3Klp+fjzNnzqB3796wtbXF9OnTWaVHS2lqaqJ79+74+++/ER8fjz///BMtW7ZUQcTfjn379nFGzxs/fjw2bdok87rHjx/P+q0rLCzEqlWrZFqnYAKhnZ2d1KOJiuO7775jlUQtKCgQu98BcH/HJNknfQsmTJjAGmAjPz8f69evV1h7u3fvlvh47NixY5z1CD6nbdu2CotZ2YqLi3HmzBn+tKamJkaNGiXy+erS/1cldTsma9OmDZo3b86at3z5ck4JW0ns2rWL04cS7BOqE0k/k7LHj8XFxZzRJUURLA/9/Plzibb98PBwfPz4kT9tY2Mj1ojwgHr0Kwkh3x5K1lMTfn5+6N27Nyt7vE2bNmKXBZAHwQOT8oayFyYxMZEVv46OjlzLLhGici59RT8Wckn0Y4QQQgghhCjQtWvXWKOzW1pawsbGRoURcWlpaXFO+J85cwZnz56Ved3C7lp3c3ND586dJf4T1LZtW9bjtWrVkjledXHz5k38+++//OnGjRtXeIF92rRprLvks7KyMG3aNKnaLy4uxsSJE1kXMSwsLODj4yPV+pRBsGykOtxNL3hBPzY2FosXL5ZqXVlZWZg+fTprXqNGjdCtW7dylxMsySlJQpeXlxdrWnBUj/LcuXOHc7GlYcOGYi0bFBTEulm2ffv2YrdblQheDD537pzYy5a98AyUX2a1Mtu4cSMn2aW0FKo8uLi4oGvXrqx5S5YsYW37kti1axdevHjBmidOWc2y3/OMjAxWsmt5BMuzijt6Zn5+Pg4cOCDWc0UR3Bep+nteo0YNzJkzB2/evMHz588xdepUoaN6JScnY8eOHWjZsiUcHR2xatUqREVFKTw+hmHw+PFj/kh/P/30E65cuSJ0pD8XFxds2LABsbGxuH79On766Sfo6uoqPMZv3alTpzBhwgTW92bo0KH4888/5bL+6tWrY8SIEax5O3bskOh3u6yrV69ySuBOmzZN5nJk5dHS0sIPP/zAmifLb5O3t7c8wqo0zM3NMWbMGNa833//HX5+fjKvW9gxWcuWLSU+HhOWiCf4nG+p9OSePXtYv+k9evSo8OYGdej/qwrDMLh69Sprnjock82aNYs1/fLlS6lvrvj06RPn8+zWrZvajgKel5eHu3fvsuZV9JlIe/xoZGTESvTLyclhlYWuiGDfUvBYtDzq1q8khHwbKFlPDbx+/Rrdu3dnZX83bdoU169fh6GhodLicHJyYk1HRERIVH7k7du3rGkHBweFHpgRonTm9qJL4QaeBAROQBJCCCGEEKJoubm5WLp0KWveDz/8AA0N9TvcnzJlClq0aMGaN2rUKPj6+kq1PoZhsHnzZvTp00ce4VUpycnJnCS7zZs3V7hc7dq1sWzZMta8ixcvYsGCBRK1zzAMxowZwxk1aOfOnTAwMJBoXcpy//593Lp1izVPHba91q1bY9y4cax5W7duxZ49eyRaT35+Pvr168caFUFTUxN79+6tcKTDhg0bwt7enj/9zz//iN3umDFjWOs/fvy4WBdriouLMW/ePNa88kaGFPTkyRPW9Pfffy/2slXJjz/+iGrVqvGnnzx5ItY+Oz4+Hvv27WPN++mnn+Qen6rt3r2bsx1OnToVa9askWs7O3bsYJ0jzszMRI8ePTij6lbk5s2bmD17Nmte9+7dMWjQoAqXFfyOiPs9r1GjBmta3NEzFy9eLFHZZWEePnzI/9/Kyoo1kqeqeXp64o8//kBcXBzOnTuHXr16CT2P/v79eyxevBj16tWTKJlZGv3798d3332HvXv3Ij09nfO4hYUFpkyZgufPnyMoKAhz587lfL5EelevXsWIESNQUlLCn9e3b18cOnRIrv36NWvWsG7qKS4uRp8+fRAZKVnVmICAAAwbNow1r0mTJpyEFUUYP348a/qvv/4Sq5zvjRs3WMnKmpqa39yo2eJYtmwZq99WXFyMvn37SjRCYVmFhYWYM2cOpkyZIqcIq46IiAhWUpa2tjbWrVtX4XLq0P9XlYMHD3LK3Pfu3VtF0fzP4MGDOX2luXPnckocVyQtLQ09evRARkYGf56RkRH++OMPucSpCGvWrGH1GwwMDITeCFmWtP1KgHvMt2TJErFG14uOjuaMhC34PSpP2X6llpYWOnXqJPayhBAiivqdva9i3r17hy5durDqnDdq1Ai3bt2CqampUmOpUaMG6wA7Pz9foruqBE90uru7yys0QtSHqFK4SaFApPgdSkIIIYQQQsqaN2+e0PJi5UlNTUXv3r3x/v17/jxNTU2lXCSThra2Nk6dOsU61s3KykL37t2xY8cO1ihXFQkMDESHDh0wZ84ciZb7ViUkJAi9sC7Mp0+f0LVrV4SHh/PnDRkyBF26dBFr+d9++41zF/natWsxbdo0ZGdnV7h8Wloahg4disOHD7PmDx8+XKyEEVm8e/cOCxYskDjB5Z9//uFczG3ZsiVnRABV2bp1K2dEuUmTJmH16tVifT9iY2Pxww8/cEZEWLBggdhlxnr27MlaX9ntqzwNGzZkjZBTUlKCAQMGlFtemWEYjB07FoGBgfx5hoaGmDhxolhtAuyEIQMDA3To0EHsZasSExMTzghxPj4+5Y7ylZOTg59//pm1T6pVqxaGDh2qoChV48SJE5g8eTJr3qhRo7B9+3a5t9WgQQNs3bqVNS8oKAgdOnQQO7ni0KFD6N+/P+vGbEtLSxw8eFCs5bt168YaGVHcRPs2bdqwpv/6668K9w+7d++WueRnYmIi68by7t27q2XigY6ODvr374/Lly/j06dP+P3339GkSRPO8xiGEft3Xlplr0+UKh3F7OzZs4iLi8OOHTuo7JsCPHjwAAMHDmSNYti1a1f8/fffch8MwcLCAocPH2Z9Hz59+oQOHTqInSxx9epVdO3aFV++fOHP09PTw/Hjx5VSJapdu3asfkdKSgqGDBnCqvokKDw8nDOi3MCBA+Hg4KCwONWVmZkZ/v77b9Zo2Z8/f4aXlxdOnjzJGRG1PA8fPoSnpyc2b94s0XLfqpiYGOTk5Ij13Ldv36JTp05ISUnhz5s7d67Yo6epQ/9fWg8fPsSGDRvEfq9KnTlzBpMmTWLNGzhwIOrUqSPP8KTC4/Fw6NAhVK9enT+vsLAQP/74I/bu3SvW9+Pt27fo3LkzXr9+zZq/bds21K9fX+4xl3XmzBns2bNH6Gi6ojAMg+3bt3NGmJ4yZQr09fXLXbZOnTpwcXHhT0tyA+fQoUNZZXY/ffqEn376qdzBh9LT09GnTx/WNte0aVN07NhRrDaLiopYORBt27ZVeg4HIeTbRMl6KhQdHY3OnTsjMTGRP69u3bq4c+eOyoZxLnuQA3wtKSIuwef26tVLLjERolZcBwA8EbvOZ5LduUQIIYQQQkip27dvo0WLFmjZsiV+//13vHr1SuiJUoZhEBoaipUrV8LR0ZFzcn3WrFlo3LixssKWWN26dXHmzBnWydv8/HxMmzYNrq6u2Lp1K969eyd02djYWPz111/4/vvv0bRpU9adzVXd8+fPUbNmTYwbNw43b95EZmYm5zkRERFYvXo1GjVqhICAAP78+vXrS5RcoqGhgVOnTnEuGOzYsQOurq7Ytm0b4uPjOctFRUVh/fr1cHZ2xsmTJ1mPtWrVCrt27RI7Bmnl5uZi7dq1qFWrFgYPHoyzZ8+KLCWZm5uLu3fvYsiQIfD29mYlSejq6mLnzp1qk/hhYGCACxcusM4llZSUYNGiRfDw8MC+ffuEJiiGhIRg8eLFcHFx4exL+vTpgyVLlogdw5AhQ1jTFy9eFHvZXbt2wczMjD8dHR2Npk2b4sCBA5wE0KdPn8Lb25szwtSmTZsqLBlWKisrC48ePeJP9+nTR21HdFQHU6dOhaOjI3/648ePaN26NY4cOcJKjCgpKcH9+/fRtm1b1v6Zx+Nhz549rKSAyu7u3bvw8fFhjYDl5OSEQYMG4d69e7h7967Yf+LeKD127FhOcuDr16/h4eGBqVOn4unTp5xlSkuDdejQAaNGjUJubi7/MQMDA5w5c4Z1sbM81tbWrAua169fF+uCbv369dG6dWv+dGZmJtq3b48zZ85wkgkCAwMxaNAgTJw4EQzDoFGjRmLFJszly5dZF8YF91HqyMrKCrNmzcKrV68QEBCAGTNmqOwagZubGzZv3oxPnz7hypUrGDBggFKSsKqioKAg9O7dm7U/rVGjBqZMmYJ//vlHov2J4GAKonTp0gXr169nzYuOjoa3tzeGDx+Oe/fuobi4mPV4YWEhrl27hv79+6NXr16skew0NTVx8OBBVuKFom3YsIF1PHHnzh20a9cODx48YH33c3NzcejQIbRp04bVP7W0tJQ5Kbgya9GiBfbu3csatTEtLQ1DhgxBy5YtsXv3bsTExAhdNiwsDL///jvatGkDb29vTmJRVXb58mXUrl0bM2fOxMOHD1m/u6XevHmDefPmwd3dnTWiXevWrSUqZasO/X9ppaWl4ddff4WdnR3GjBmDq1evihxNNzMzE5cvX0bPnj05CVnVqlUTa3R4ZalRowbOnj3L2jfl5eVh/PjxaN++PU6ePCn05rbnz59j5syZcHd3x8uXL1mPTZkyBaNHj1Z47J8+fcKECRNQu3ZtTJ8+HXfv3hV5g1tKSgpOnDiBdu3aYcaMGax9bt26dcXehsr2zT59+sQa+bQ8BgYG2Lt3L2vejRs30KJFC9y5c4fVPy8oKMC5c+fg7u7OutFLR0dHohGLHzx4wEpQrwz9SkJIJcEQlYiLi2McHBwYAPw/Ozs75sOHDyqN69KlS6yY7O3tmZKSkgqXCw8PZ3g8Hn85bW1tJj09XQkRCxcUFMR6HUFBQSqLhYj25csX5uLFi/y/L1++qDok8Zz4mWGWmnD/lpkxTFq0qqMjhJAKVdr9LyGVUGFhIRMSEsL6KywsVHVYREWKioqYtLQ0/l9RURH/sSZNmrCOYQAwOjo6TN26dZmmTZsyLVu2ZJydnRljY2PO80r/fHx8mOLiYoXEvnTpUlZbvr6+Mq3v8ePHjI2NjcjXYmpqyjRo0IBp0aIF07Bhw3Jfd40aNeTzIhmGs+7IyEixlouMjOQsKy1p1nXlyhXW83k8HmNvb894enoyTZo0YaytrYW+d/Xq1ZP6PMSnT58YT09Poevl8XiMtbU14+7uzri5uTHVq1cX+fl169ZN5r6Il5eXWO9XQECA0BjMzc0ZR0dHpkWLFkyzZs2YevXqMZqamkKfq6ury1y/fl2suHx8fFjLLl26VKbXWZGQkBDOuabSP01NTcbW1pZp1qwZ4+Liwpibm4v8TEaOHMnk5+dL3H69evX462jdurVEy169epXR1dXlxKKvr884OzszHh4ejJWVldB4R48eLVYbpfvggwcPspa/du2axK9VUerUqaO07UUSwcHBjIWFBee9NzAwYFxdXZlmzZoJfRwAs3r1aoXFJfjdP3jwoFLWJfibKMufl5eX2DGWlJQwCxYsELkuY2NjxtHRkfH09GRq167NaGtrC32epaUl8/jxY4nfoyNHjrDWc+vWLbGWe/LkidBYjIyMmKZNmzIeHh6c3ylDQ0Pm5cuXUr9XPXr04C9nY2PD6nNVJgUFBczFixeZvn37Mjt37lRoWwMHDmSmT5/OvHz5Uu7rLq8PLA+C+3Vp9gXy/M2WZF2CscvyV6dOHYni3LlzJ6OlpSV0Xfr6+oyDgwPTvHlzpm7dukJ/o0u/q+fPn5f6vWIYhvH19ZXqvT9x4gSjoaHBicnCwoJp1qwZ4+rqyhgYGAh9bXfv3pUpZmmV/Z2X9PNiGO62Je6xiigXLlxgTExMRG5T1apV4/eRHRwchL6fpX+tWrWSKZZSshxXCW5L0rzHsqzrjz/+YC2jqanJ1K9fn2nevDnj6uoqsq/UvHlzJjk5Wao4xen/N2nShHFycmLMzMxEfn7S9v/LEnf7vnDhgsj+SaNGjZiWLVsyTZs2ZerUqcO67lz2z8zMjPH39xcrLnn2F8Xx6NEjkcctWlpaTK1atRhPT0/G0dGx3PMcCxYsEOv6fHnE7Udt2bJFaAw2NjaMi4sL06pVK6ZJkyaMnZ2dyHhr164t0T4pKiqK9fnOnz9fote2aNEioXGYm5sz7u7uTOPGjYW+vxoaGsyBAwckamvy5Mn85XV1dZnU1FSJlidVk6L7v1WNoq6xqDqniEbWU4HU1FR06dIFERER/HmWlpa4c+cO6tatq8LIvtaJr1mzJn86KipKrHIIy5YtY2XPDxgwgIaAJd+uluOFz2dKgBcHlBsLIYQQQgj5ZhUUFCAyMhIBAQHw8/NDSEiI0BHTTExMsGvXLhw8eJA1OoI6a9u2LV6/fo1Ro0YJjfnLly8ICwvDs2fP8P79e6Gv29DQEEuWLBG73GZVwjAMoqKi8OLFCwQGBgodqaB3797w8/OT+jyEra0tHj9+jIULF0JXV5fTfkJCAl69eoXXr1+zRl8pZWxsjM2bN+PatWswMTGRKgZ5SUtLw7t37/Ds2TO8fPkSHz584IwoAwCenp54+vQpunfvroIoK9aoUSP4+/tjwoQJnO9VcXEx4uLi8PLlSwQHBwstd2hlZYUjR47g4MGDUo2gVLYs1dOnTyX6bvbs2RO3bt2ClZUVa35ubi5CQkLg7+/PqkwBfB3JZ/78+di/f79Ecf7999/8/+vWrYtu3bpJtHxV5OzsjAcPHnBG1MzJyUFQUBBevnzJKuMGfB2xYu/evViwYIEyQ/2m8Xg8rF69Gjdv3kS9evU4j2dmZuLdu3d48eIFYmJihI58179/f7x69UqqEncDBw5klXc7evSoWMu1adMGe/fu5YyumJWVhYCAAPj7+7N+p8zNzXH16lU0bdpU4hiBr6Xhb9++zZ8eP348q4RvZaKtrY0+ffrgwoULnJEV5e306dPYtm2b1O87qXwmT56Mf//9F+7u7pzHcnNzERERgefPnyMyMhL5+fmc53h5ecHf3x/9+vVTQrRcP//8M/7++28YGRmx5qekpODly5cICgrilNm0sbGBr68vOnXqpMxQ1Vbfvn0RGBiIPn36CH08NTWV30eOiIgQWrbUwsICW7ZsEbuMclVSXFyM8PBwPH/+HEFBQZy+Eo/Hw9ixY+Hr6wsLCwup2hCn/x8YGIjQ0FCh5dRl7f/LU1JSEt6+fQs/Pz8EBAQgOjpaaPnYLl264OXLl2jWrJkKoqxYu3bt8OrVKwwYMIDzWFFRET5+/IgXL17g3bt3Qs9z1K1bFzdu3MDq1atVPpJ7fHw8goOD8fTpUwQGBuLTp09Cn/fzzz/jxYsXsLe3F3vdderUQY8ePfjTJ06cYI2KV5GVK1diy5YtnO02LS0Nr169wps3bzjvr4mJCc6cOYNRo0aJ3U5BQQFOnz7Nnx48eDDMzc3FXp4QQspTOc7if0MyMzPRrVs3BAcH8+eZmZnh9u3bMg3tL0xUVBR4PB7rLyoqqtxldHV1sXDhQta8OXPmICQkROQyJ06cwLFjx/jTmpqaWL58uUyxE6LW6noB1R2FP+Z/GCjME/4YIYQQQgghIpw8eRLr169H586dxUpc4vF4cHNzw8aNGxEeHo5Jkyap/ESupKpXr44DBw7g/fv3mDt3rlhJY7q6uvDy8sLevXsRHx+P5cuXw9DQUAnRqrcmTZpg0qRJqFOnTrnP09TUxPfff49bt27h0qVLrKQLaejq6mLVqlWIiIjA/PnzxTo57+TkhFWrViEqKgq//PKLUhNMXVxccPPmTUyfPh1ubm5iJW/o6+ujT58+uHjxIp4+fSr0grY6MTU1xV9//YW3b99i2rRpFZa45PF48PDwwLZt2xAZGYnhw4dL3fbYsWP530eGYSROovPy8kJ4eDgWLFhQbklbPT099O3bFwEBAVizZo1EbXz+/Bl37tzhT0+bNq3SJDmrmqurK16/fo1Vq1bBxsZG5POMjIwwcuRIvH//HmPHjlVihFXH999/j9DQUBw6dAheXl4V7stMTU3h4+OD58+f49y5c2KXjBakp6eHCRMm8KfPnTsn9MK/MD4+Pvjnn3/Qvn37ctc/evRoBAcHw9vbW6oYAeDw4cP8Ers6OjqYOHGi1Osi5FvXvHlzvHz5EufPn0ePHj0qTNYxMDDAjz/+iLt37+LBgwesMumq8OOPP+Lt27cYN25cuSXtbWxssGzZMrx//x4tW7ZUYoTqz97eHhcvXkRAQAAmT56MGjVqVLiMoaEhunfvjlOnTuHTp0+YOXPmN1XuXlre3t7w8fGp8D3U1dXFgAED8PTpU+zdu1fm41lV9v+l0bVrV5w/fx7jxo2Do6OjWOcxTExMMGTIENy7dw+3b99W+cA3FbGxscHZs2fx4sULjBo1CmZmZuU+X1NTE+3bt8fBgwfx7t07pd9MNGrUKBw/fhzDhw8XO+GuevXqmDBhAp4/f44TJ06wSjKLa+bMmfz/o6OjWcdp4i7/9u1bDBs2jJO4XZaFhQWmTZuG8PBw9O/fX6I2Ll68yLr5cMaMGRItTwgh5eExwtLSicJ06NABDx48YM1bsWIFWrduLfG6PDw8ys3ejoqK4nRYIiMjK/yhLSwsRNOmTVkJhdWqVcOWLVswZMgQaGlpAfh6V82WLVuwZs0aVrb75MmTsXPnTolfjzwFBwfD1dWVPx0UFAQXFxcVRkSEycjIgK+vL3+6Q4cOKh9RQWzP9gLX5wh/rM8uoOlQ5cZDCCESqNT7X0IqmaKiIoSFhbHmNWjQgN+nJlVLcXEx685eY2NjoRfYS0pKEBYWhvDwcMTExCAjIwOFhYUwNjaGqakp7O3t0axZM6Xuu5ctW8a6KcvX11emC+mixMbG4vXr14iOjsaXL19QXFwMU1NTVKtWDQ0aNECTJk1Ufse/uvv06RMCAwMRFRWFL1++oKSkBKampmjQoAFatmxZ4YUCWUVGRiIwMBAxMTHIzMwEj8eDiYkJ7O3t0bRpU9jZ2cm9TW9vbzx8+JA/Le6pruzsbISEhCAiIgKJiYnIysqChoYGTE1NYW5uDhcXFzg7O1faEZlKvX37FsHBwYiNjUVWVhY0NTVhZmaGevXqwcPDQ+akzbLmzJmDzZs3A/g6UkdMTAxn5EVxvXr1CsHBwUhMTER+fj4sLS1Rq1YttGvXrtwL8qIUFxdj8eLFWLt2LYCv57oiIyOpHyyFkpISvHz5Eq9fv0ZCQgI0NDRgaWkJBwcHtG7dmvbTSpaRkQF/f3+Eh4cjNTUVBQUFMDAwgK2tLRo1aoTGjRvLbT+WkJCAevXq8UdX+v333zFr1iyJ1hEVFYUnT54gPj4e+fn5MDMzg6OjI9q0aSPVd7uskpISODo68kf2HDNmDPbt2yfTOonsxO0DS+vQoUOsUXIOHjyIkSNHym39VUlubi78/f0RFhaGpKQk5OfnQ09PD9bW1nB0dETTpk3lvo9/8OABOnTowJ9eunQpli1bJvF6cnNz8d9//yE0NBRpaWnQ19eHpaUl3Nzc0KRJEzlGLD17e3tER0cD+DqqVEWDawgaOXIkDh8+zJ8W53qfNCIiIhAUFISPHz8iMzMTDMPAzMwM1apVg7OzM1xcXCp9/1jRPnz4gKCgIP7xPPC17+no6IiWLVvK/HtXkdL+f0xMDFJTU/nHOI0aNUKLFi3k2v8vJe32nZ6ejpCQEERGRiIxMRHZ2dnQ0dGBqakpLCws0LhxYzRs2LDS3ZxYVklJCd68eYOQkBDExcUhJycHOjo6qFatGhwcHODp6amQY5Ky75mXlxcnP0GU0lEOIyMjkZKSgpycHOjp6cHU1BSWlpZwd3eX277H09MT/v7+AL6O/n/p0iWp1lNQUIB///0XkZGRSEpKgoaGBqysrNCwYUO0aNFC6hu0OnbsyL+O0qlTJ9y9e1eq9ZCqR9H936pGUddYVJ1TRFeIlEzYD+GSJUukWpeiLo5oa2vjzJkzaNeuHVJTUwF8Tczz8fHBlClT4ODggNzcXERGRnLKKbRo0QKbNm2Se0yEqJ0mg4G7y4EC7jDVeLYbcB8CVOKDB0IIIYQQojoaGhpwdHRU+UgVqlCzZk3UrFlT1WFUanZ2dgpJiBNX3bp11X6kg1KGhoZo3rw5mjdvrupQFKpRo0Zyr+Ygyrx58/DXX38hOzsbiYmJOHz4MMaPHy/Vutzd3eU6kmFubi727t3Ln/7ll18oUU9KGhoa8PT0hKenp6pDIfg62kyHDh1YyS6KYm1tjSlTpmDjxo0AgK1bt2LatGkSXSSxt7dXSHIJAJw/f56fqKejo4PFixcrpB1CvlX6+vpo164d2rVrp+pQJKavr4+OHTuiY8eOqg6l0nNwcICDg4Oqw6jU6tWrJ7RkvbKU9v8rQ7KImZkZ2rRpgzZt2qg6FIXR0NBAkyZN1CZxuCKWlpawtLQsd0RkeVmxYgV69uwJALhy5QrevXsn1bkwHR0deHt7yzVv4sWLF6wBD1auXCm3dRNCCEBlcIkIjRo1wv379zkldLKyshAYGIj3799zEvU6d+6MW7duQV9fX5mhEqIausaiR8+LDwRinys3HkIIIYQQQpSoQ4cO4PF4rD9JR4YgRBojR47kbHtlR9UjqmVlZcUqDbRp0yYUFxerMKL/OXjwIL+EkaWlJaZOnariiAipnObNm8dPdI2JicHJkydVHNH/bNiwgf//2LFjKywPT75No0aN4vQVxB1NiChWVFQU57NRRqKxOoqOjua8F5ImmdStW5ezDkKUwdvbm7PtlY6qR1TD3t6+Uu4PevTogbZt2wL4OkJ+2b6cqq1fv57/f48ePaSqkkgIIeWhZD0iUpMmTfDmzRvMnz+/3HK7DRo0wN69e3H79m2Fl9MhRK00Hyv6sWd7lBcHIYQQQgghhBCiJubPnw9bW1sAQFhYGKtcm6rk5uZi3bp1/OnFixfDyMhIhRERUnlVr14dS5cu5U8vX76cc1O3Kly8eBHPn3+9edbMzAzLly9XcUSEEEIIIaQiW7du5ZepPXLkCN6/f6/iiICAgACcO3cOwNeKhJs3b1ZxRISQbxEl6ykZwzBy+6voLht7e3vOMpKWGDA2NsaaNWuQkJCAR48e4c8//8SqVauwdu1aHDp0CK9fv8b79+8xduzYSpOlT4jcVG8AOIgYVj/4IpCZoNRwCCGEEEIIIYQQVTMyMmKNiLBs2TLk5eWpMCJg27ZtiIuLA/C1vO7QoSJGyieEiGXatGn88toRERHYs0e1N62WlJRg0aJF/Only5ejevXqKoyIEEIIIYSIw9PTE6NHjwYAFBUVYeHChSqO6OsNaAzDAACmTp0KJycnFUdECPkW8ZjSPQ0h35Dg4GC4urryp4OCguDi4qLCiIgwGRkZ8PX15U936NCBX0aj0nh3Ezg5SPhj3gsA71+VGw8hhIjhm9j/ElJJFBUVISwsjDWvQYMG0NLSUlFERJWKi4uRmZnJnzY2NoampqYKIxLfhw8f8OHDh3Kf065dO+jp6SkpIlJVhYSE8JOuROncubOSoiGVSWXeBxNCSGWm6P1vfHw8goODy32Oh4dHudWDiHLk5eXh8ePH5T6nXr16qFevnpIiUq4nT54gNzdX5OPm5ubw8PAQ+Tj1g4mkFLX/9ff3R1pamsjH9fX1+aVNiXLIun8hhMgXnX+QL0VdY1F1ThFdISKEEFk06AKY1QHSo7mPvTgAfPcLoKmt/LgIIYQQQgiRo2/5ohmpXJydneHs7KzqMAghhBCiJmxsbGBjY6PqMIgY9PT0qnQymazJS9QPJuqCkr7UDyVHEkJI5UNlcAkhRBYamkCLccIfy/oMvL2s3HgIIYQQQgghhBBCCCGEEEIIIYQQQohaomQ9QgiRlftQQEtf+GPP9io3FkIIIYQQQgghhBBCCCGEEEIIIYQQopYoWY8QQmRlUA1w+0n4YzH/AfGvlRsPIYQQQgghhBBCCCGEEEIIIYQQQghRO5SsRwgh8tBivOjHnu1RXhyEEEIIIYQQQgghhBBCCCGEEEIIIUQtUbIeIYTIQw1XoE5b4Y+9OQPkpCo3HkIIIYQQQgghhBBCCCGEEEIIIYQQolYoWY8QQuSlxTjh84vygICjyo2FEEIIIYQQQgghhBBCCCGEEEIIIYSoFUrWI4QQeXH6ATC2Ff7Y831ASbFy4yGEEEIIIYQQQgghhBBCCCGEEEIIIWqDkvUIIUReNLUBz9HCH0uPAd7fUm48hBBCCCGEEEIIIYQQQgghhBBCCCFEbVCyHiGEyJOHD6CpI/yxZ3uUGwshhBBCCCGEEEIIIYQQQgghhBBCCFEblKxHCCHyZGQFuPQT/tgHXyDpvXLjIYQQQgghhBBCCCGEEEIIIYQQQgghaoGS9QghRN5ajBf92PO9youDEEIIIYQQQgghhBBCCCGEEEIIIYSoDUrWI4QQeavpCdg2E/7YqxNAXoZy4yGEEEIIIYQQQgghhBBCCCGEEEIIISpHyXqEEKIIokbXK8gCAk8pNxZCCCGEEEIIIYQQQgghhBBCCCGEEKJylKxHCCGK4NIPMKgu/LFne4CSEuXGQwghhBBCCCGEEEIIIYQQQgghhBBCVIqS9QghRBG09QAPH+GPpYQBkQ+UGg4hhBBCCCGEEEIIIYQQQgghhBBCCFEtStYjhBBF8RwN8DSFP/Zsr3JjIYQQQgghhBBCCCGEEEIIIYQQQgghKkXJeoQQoiimNQGnnsIfe3cDSItSajiEEEIIIYQQQgghhBBCCCGEEEIIIUR1KFmPEEIUqcV4EQ8wwPP9Sg2FEEIIIYQQQgghhBBCCCGEEEIIIYSoDiXrEUKIItm3A6ychT/28ghQkKPceAghhBBCCCGEEEIIIYQQQgghhBBCiEpQsh4hhCgSjwe0GCf8sbx0IOisUsMhhBBCCCGEEEIIIYQQQgghhBBCCCGqQcl6hBCiaG6DAF1T4Y/57QEYRrnxEEIIIYQQQgghhBBCCCGEEEIIIYQQpaNkPUIIUTQdQ6DpMOGPJbwBYp4qNx5CCCGEEEIIIYQQQgghhBBCCCGEEKJ0lKxHCCHK0HwMAJ7wx57tUWoohBBCCCGEEEIIIYQQQgghhBBCCCFE+ShZjxBClMHCAWjQRfhjby8DGfHKjYcQQgghhBAilXHjxoHH44HH42HgwIGqDgcTJ07kx9O/f39Vh0NIlVFYWAhnZ2f+92/nzp0qjaekpAQuLi78eLZv367SeCqLQ4cO8d8zUX8PHjxQdZikCli2bFmF22JUVJSqw6zyHj9+zP88jIyMkJCQoNJ4Tp06xY+nVq1ayMnJUWk8hJDKoaLfm5EjR6o6RFIFREVFVbgtLlu2TNVhVnnqdtybmZkJS0tLfjyXL19WaTyEyEJL1QEQQkiV0WI8EHabO7+kCPA/CHRYoPyYCCGEEEIIkdCLFy9w9epV/rS2tjZmzpwJQ0NDFUalHC9evMCBAwcAAFpaWli9erWKIwKWLFmCI0eOIDc3FxcuXMD9+/fRsWNHVYdFZPTu3TsEBwfj48ePyMrKgqamJszNzVG3bl14eHjAwsJCbm0xDIMPHz4gIiICHz9+RHp6OnJzc2FoaAgzMzM4OTnB3d0d+vr6cmtTmOLiYmzfvh1fvnzhz2vTpg26du2q0Hal9ccff+Dt27cAAAcHB4wfP16l8WhoaGDVqlX8pN1ly5Zh6NChct1WiPRSUlIQEBCAqKgopKWlIT8/H6ampjA3N0edOnXg4eEBAwMDVYdZKRQVFeHp06cIDw9HUlISiouLYWlpCTc3N3h4eEBDQzHjE3z+/BkBAQGIjIzEly9fwDAMjI2NUbt2bTRp0gT29vYKaVdaGRkZCA0NRXR0NOLj45GdnQ0AMDMzQ40aNdCsWTPUqVNHxVHKJjo6GoGBgYiOjkZmZiZ4PB5MTU1hb2+Ppk2bwsbGRq7tlZSUYNq0afzpX375BdbW1nJtQ1KDBg3C+vXr8erVK8TGxmLdunVYsWKFSmMiRB3k5eXh5cuXCAsLQ1JSEvLy8qCvrw9ra2s4OjrC3d0d2tracmsvJyeHv8+Ni4tDVlYWiouLYWpqCktLS7i7u6NBgwbg8URUX5LQgwcP0KFDBwBAZGSk2v0GAV8TfAIDAxEWFobPnz8jOzsbenp6MDc3h5WVFZo1awY7OztVh1lpRERE4Pnz50hKSkJGRgaMjY1Rv359tG3bFqampgppU9nfI1kVFRUhLCwMkZGRiI2NxZcvX5Cfnw9jY2OYm5vDxcUFjRs3ho6OjqpDlVpWVhZevHiBiIgIpKSkoKCgAAYGBrCzs4OTkxMaN24s976wuh33GhsbY8GCBfjll18AALNnz0a3bt0q9edKqjCGkG9QUFAQA4D/FxQUpOqQiBBfvnxhLl68yP/78uWLqkNSrOJihtnmzjBLTbh/G+ozTGG+qiMkhFQRVW7/S4gKFRYWMiEhIay/wsJCVYdFVKSoqIhJS0vj/xUVFbEer1OnDus4xtfXV+q25Lmusl6+fMmYmZmx1g2A6dSpE5ObmyuXNtRZ27Zt+a959OjRqg6Hb/bs2fy4GjduzBQXF6s6JLXn4+PD2Y41NTWZd+/eybyuCxcuSBXT+/fvmRkzZjA2Njac2Mr+8Xg8pnnz5swff/zBZGdnS9XWf//9x8ybN49p06YNY2hoWG57ABgtLS2mT58+zO3bt6VqryIlJSVCPxMdHR3m2rVrcmmjon2wJJKSkhhTU1N+nEeOHJFLjPLg6enJj2vKlCmqDkftHTx4sMLtX9rf0M+fPzMrVqxgGjduXGEbmpqaTLNmzZgNGzYwnz59ktvru3nzpsyvSXDZyMhIqeORZV3R0dHM2LFjGWNjY5Hvo7W1NbNs2TKp942C0tLSmLVr1zKurq4VfoZ169Zl5s+fL/Xnt3Tp0grbKO/9ys7OZnbu3MkMGjSIsbe3r3BdABh7e3tm+fLlTEpKitxjBcAYGhoydnZ2TIsWLZhx48Yxx44dY5KSkmTa/8bFxTELFy5k6tWrV2H7zs7OzJo1a5jU1FSp2ytrz549/HWbmZmpzbmUK1eu8OPS09NjYmJiVB0SURLB3zAvLy+lrkvY9+67776Tqv2y6zA1NZVqHSUlJczFixeZH374gdHV1a1w//TTTz8x9+7dk7qtffv2MT4+PkzDhg0ZDQ2NCvdJ1tbWzNy5c5mPHz9K1WZZvr6+Yv02iOr/VhSrj4+PVHEVFRUxp06dYn744QdGT0+vwnZsbW2Z8ePHM0+ePJGqPWGys7MZBwcHmV6T4HHJ0qVLpY5HlnXl5+czO3fuFPp6Sv+0tLSYAQMGyO06uDK/R5GRkRVuIxW9X7dv32amT5/OeHh4VBgvAEZfX58ZNmwY4+fnJ/dYATDa2tqMpaUl06hRI2bw4MHMtm3bmISEBKnen1KFhYXMkSNHmA4dOjBaWlrltm9ubs6MHj2aefHihUxtllLX4968vDzGzs6OH9fGjRtVHRKHPM8/EMVdY1F1ThEl65Fvkqq/WEQ8VTJZ5N+dwpP1lpowTOBpVUdHCKkiquT+lxAVoWQ9UlZlT9YLCgpiqlevLvKkYM+ePZmCggKZ21FX165d479WHo/HhIaGqjokvtjYWEZHR4cf38mTJ1UdktoTlhgGgBk8eLDM65I0WS8jI4OZPHkyo6mpKdYFAMGLfidOnJA45qFDh0rcVunfjz/+yKSlpUncZnkmTZoksj09PT2pLwCVJc+T5XPnzuXHV7t2bbX6bT99+jQ/Nh0dHSY6OlrVIak1weSEuXPnMnfu3GH9SZrok52dzfz2229iXaQW9qepqcmMHj2aiYuLk+m1ZWZmMrVr1xbaRmVL1tu/f79YF2BL/+rVq8e8fv1a6jiLi4uZP/74g3VxUtw/XV1dZvHixUxeXp5EbUZERHC2va5du4r9foWFhUm9X7eysmLOnTsndqziJusJ+7O1tWUOHTok0XvDMF8TFpYsWSLV98rExITZtm2bTDcz5OXlMbVq1eKvc/78+VKvS95KSkpYCaUTJkxQdUhESdQxWQ8Ac/PmTYnbL7u8NMl6/v7+jIeHh1T7pY4dOzJhYWEStVdYWCj1ftDIyIj5888/JX6NZckzWc/NzY3z+xMcHCxxTJcvXxYrkVrUn7u7O3P37l1p3xK+WbNmCV1/ZUvWCwsLYxo1aiT2+6elpcVs3bpV6jgZRvnfo9zcXM62t2nTJoner7I3VEryx+PxmEmTJondXxM3WU/Yn46ODjNu3DiprsHcuXOHqV+/vlTtDhw4kImPj5e4zbLU+bh3w4YN/NiqV6/OZGZmqjokFkrWk69vNVlPMWPCE0IIEc59CKAtojzYs93KjYUQQgghhBAxhYWFoXPnzkhOTubPEywxce3aNQwZMgTFxcXKDk8plixZwv+/d+/ecHR0VGE0bHZ2dhgyZAh/evny5SgpKVFhRJXX33//jdevXyutvXfv3sHT0xO7du3ifHc0NDT4pQobNWoEMzMzzvIJCQkYMmQIxo0bh8LCQpli0dTUhL29Pdzd3dGiRQs4OjoKLWt09uxZdOrUCenp6TK1V2r27Nn4888/WfPK7l/y8vLQu3dvPHnyRC7tySohIQE7d+7kT8+aNQtaWloqjIhtwIABcHBwAAAUFBRg1apVKo6ocnF2dkbnzp1Zf+bm5mIv//79ezRv3hzr1q1DXl4e53EDAwPY29ujefPmcHJyElq2rLi4GAcOHECDBg2QkJAg9Wv57bffEBMTI/Xy6mLt2rUYM2YM8vPzWfPNzMzg7u4ONzc3GBsbsx778OEDvL29ERISInF7mZmZ6NOnD6ZNm8Yqy12qtIyau7s7rKysOCUN8/PzsXLlSnh5eeHz589it1uvXj3OtiePMq5mZmZo1KgRWrZsiSZNmsDKyorznMTERAwcOBCHDh2Sub2KxMXFYeTIkRgzZgwYhhFrmc+fP6N9+/ZYsWIF53vF4/H4JSZdXV1RrVo1zvIZGRmYMWMGevfujczMTKni3rNnDz5+/AgA0NXVxYwZM6RajyLweDzMmTOHP33gwAFERUWpLiBS5S1atEip7e3ZswetWrWCv78/5zF9fX3Uq1cPzZs3R506dYSWSbx//z6aNm2Ky5cvyxyLkZERnJyc0KJFCzRt2lRomdesrCxMmjQJK1euLHddOTk5yMnJkTqW1NRUsY4Jzc3NOb8/zs7OYrdTWFiISZMmoXfv3vjw4QPncS0tLdSoUQNubm5o2rQpatSoAU1NTc7zXr16hc6dO7P62ZJ69uwZtm3bJvXy6iI4OBgtW7bklx4tpaWlBUdHRzRv3hw1a9ZkPVZUVISZM2di3bp1UrWpiu+Rnp4eZ9vz8PCQKv6ytLW14eDggGbNmqF58+ZwcHDglIZlGAZ//vkn+vXrh4KCApnbLE9BQQH27t2LJk2aIDo6Wuzlli5diq5duyI8PJzzmKGhIRo0aABPT0/UrFlT6PHomTNn4O7ujv/++0+quNX9uHfChAkwMTEBACQnJ2P79u0qjogQyVGyHiGEKJO+GdBkkPDHYp8Dn14qNRxCCCGEEEIqEhUVhY4dO7IuONeoUQN+fn5Ys2YN67lnz57FyJEjv7lEsbt377JOWk+aNEmF0Qg3ceJE/v+hoaFyudhUFTEMg8WLFyulrdDQULRv3x7v379nzXdzc8OePXuQmJiI+Ph4+Pv7IyQkBGlpaQgKCsKiRYs4iSn79u3D4MGDJUqWNTIywo8//ogdO3bg1atXyM7ORmRkJAICAuDn54fQ0FBkZmbi8uXLaNWqFWvZly9fyiVRYdGiRfj9999Z8yZPnoy3b9+iYcOG/HnZ2dno0aMHXrx4IXObsvrjjz/4F0719fUxcuRI1QYkQENDA+PGjeNPHz58WKaELyK+N2/eoF27dpwEMVtbW6xcuRL+/v7IyspCZGQknj17hrdv3yI9PR0JCQnYv38/fvjhB1biV3Z2NnJzc6WK5cmTJ9i1axeAr9uEnp6e9C9MhW7cuIGFCxey5rm4uODGjRtITk5GQEAAAgMDkZKSgosXL/ITVYGvSQr9+/cXmjQpSnZ2Nrp164arV6+y5ltaWmL16tUIDw9HamoqgoKCEBAQgISEBMTFxWH79u2oX78+axk/Pz94e3sr/fvn6uqKuXPn4vLly/j8+TPS0tIQEhKCp0+f4tWrV0hISMCHDx+wePFi6Ovr85crKSnBhAkTEBoaKnGbXbt2xZ07dzh/586dw4YNG/Ddd99xljlw4ADrRghREhIS4OXlBT8/P9Z8e3t7bNmyBbGxsUhMTERAQADevHmDlJQUfPjwAWvXroW1tTVrmWvXrqF79+7Izs6W6PUVFxdj8+bN/Ol+/fpx1q1qgwYN4icWFxYWYuvWraoNiFRpL168wIULF5TS1pYtWzBhwgTWTSs8Hg/Dhg3DnTt3kJmZiYiICDx79gxRUVHIzMzElStX0LdvX9Z6srKy0L9/f5w9e1ai9h0cHDBt2jScOXMGMTExyMzMxNu3b+Hn54eXL18iNjYW8fHx2LRpEyf5f8mSJbh//77Ida9btw6urq64c+eORDEBwIkTJ+Dk5KTwJOzCwkIMGDAAf/31F2u+pqYmfHx8cOnSJaSnpyM+Ph6BgYF4+fIl4uPjkZubi9u3b2Pq1KmwsLBgLZuUlCRVLAUFBRgzZgz/XIShoYhBM9RcZmYm+vfvj9TUVP48AwMDrF27FgkJCQgNDcWzZ8/w8eNHvH37Fj/99BNr+YULF+LevXsStanq75GsqlWrhmHDhmHv3r0ICQlBTk4OwsPD4e/vj2fPniE8PBwZGRk4efIkGjVqxFr2xo0bWL16tVTtCuv7XLt2Dfv378eoUaNgYGDAen5UVBS6desmVj9kxowZWLFiBevGBm1tbUyZMgX//vsvMjMz8f79ezx//hwfP35Eeno6Tp06BW9vb9Z6EhIS0KVLFzx+/Fji16fux70mJiasm1a3bdvGubmHELWn1HH8CFESVQ9ZScRTZcswJoSILoV7fqKqoyOEVAFVdv9LiApQGVxSVmUsgxsbG8spZePg4MBERETwn7Nv3z5O+c5x48ZJHbukyrZ78OBBhbTxww8/8NuoU6eOTGXUFKlx48b8OL29vVUdDosyPidJiCqDW/r39OlTqdclThncnJwcxsnJiVOKZ8WKFWL9Tnz8+JHp1KkTJ+5ly5aJFXNoaKhEJRqLi4uZMWPGcNqTpkRWqTVr1nDWV7bMUVJSEuPp6cl6vFq1alKXtpRHGZrc3FxWOfDhw4dLFYuiff78mdHS0pJ4u1CGsmXbANlKqsqDYNk/afdP6enpTN26dTnf6YULFzJZWVlirycgIIBV+lSa9ycvL49xdHTkr2PatGky9QsEv6fKKoNbVFTE6YO0adOm3BJXycnJTJMmTVjLbNy4Uez4RowYwYnxxx9/ZJKSkipcNicnh5k5cyZn+Y4dOzIlJSVix1CW4O9Lee9XVlaWxOXnAgICGHNzc1YbP/30U4XLCZbBrai0YFFREXPmzBnGzMyMtZy2tjbz4cMHkcsVFxczHTp04LynU6ZMEet7lZKSwgwePJiz/MiRIytctqyzZ8+ylpdHaXZFmDp1Kj9GExMTJiMjQ9UhEQVT1zK4ABgXFxeJjpnKLituGdx79+4xPB6PtWzt2rWZhw8firX85cuXWf06AIy+vj7z9u3bCpctKSlhAgMDxWqnVHR0NOf3uEWLFkKfm5yczBgYGPCfN2LECCY5OZn/uKgyuFFRUUz37t35j9na2jKJiYnllsGVZbsRVnK2Xbt2Eh0jfPnyhVmwYAH/9Upbcrbsb5OdnR3zyy+/SPRbVZYqy+AuWbKEs00+evSo3GUWLVrEWsbNzU3s758qv0fCCB4rVPR+BQUFSXSeNS8vj+nWrRurDV1dXSYtLa3c5YSVwa3I58+fGW9vb85yq1atKne5AwcOcJZp3Lix2PucAwcOMPr6+qzlraysmISEBLGWZ5jKc9z74sUL1us8dOiQqkPiozK48kVlcAkhhMiHVSPAnntHKQAg6ByQnSz8MUIIIYQQQpQoISEBnTp1YpWycXd3x5MnT1CvXj3+vDFjxuDs2bOsUXv27t2LmTNnKjNchYmOjsb169f500OHDuWUUFEXw4cP5///4MEDTtkcIlqbNm1Y04IjOcnbL7/8whm9aNeuXVi8eLFYpWVq1qyJa9euoXPnzqz5q1atwtOnTytc3tHREbq6umLHq6GhgZ07d8Le3p41/9y5c2Kvo6xt27ZhwYIFrPXv2rULy5Yt48+rXr06fH19Wa8xNTUVnTt3xrt376RqV1ZnzpxhlQMv+51TJ9bW1ujatSt/es+ePd/ciKfqZuzYsYiMjORPa2lp4fDhw1i1apVEI7u4u7vj1q1b+PPPP4WWoRbH8uXL+d+RmjVrSj1aiKqdPn2a1QcxMjLCqVOnYGRkJHIZCwsLnDp1ilWebd26dcjIyBCrvSNHjrDmDR06FH///TeqV69e4fL6+vrYsmULp/zj/fv3sWnTpgqXl5WhoSFndL+KuLu7Y+3atax5165dk2g0QnF17twZBw8eZM0rLCwst9zhxo0b4evry5r322+/YceOHWJ9r6pVq4YTJ05gxIgRrPmHDh2SaNSf0lEqAcDOzg4dOnQQe1llKvs6MzIycPz4cRVGQ6oaExMTuLq68qeDg4Nx4sQJhbWXmpqKESNGsEadsrW1ha+vL9q3by/WOnr16oVbt26xStLn5uZiyJAhFZbF5PF4cHNzkyjm2rVrY/fu3ax5pSOkCbKwsMDFixfh4uICADhy5AgaNWok8ntdUlKCrVu38kefBYDWrVvj7NmzUvcnKnL16lVs2bKFNa937964e/euRGV0TUxMsHr1arx48YI1srYkgoODWb9nO3b8H3v3HRU19vYB/Dt0pINSRMWCvbddC4qKDV0V29oV69p17QXErmtZe2/Y+1qx915QQcWCIiAIAgoiTWreP3jJj0xmYDIdfT7ncA7JJDd3Sm5ukifPXc/LRF4UpKamYt26dZx5ixcvhouLS4HrzZ8/H66uruz08+fPcfDgwUK3p+n9SBmqV68uaGhWQ0ND7Nmzh/P7SE9Px5kzZ5ReNzs7O5w5cwaVK1fmzF+zZg3nM88vJCQE48eP58yrUaMGrl+/LnObM3jwYBw/fpzTH46NjcWQIUNkrntROe+tX78+p73ZtGmTBmtDiHDaeXWZEEJ+dr//JXl+djrwdI/k1wghhBBCCFGT+Ph4tGnThhMQ06JFC9y8eVPisF8eHh68C7TiwThF1YEDBzhBLt26ddNgbQrWtWtXzjTdpJXd2LFj4eDgwE5fvXqVFyCgLA8fPuQNFTVhwgTOUMayMDQ0xIkTJ+Dk5MTOy8rKwrBhw6Re/FeEoaEhevTowZknT0Do1q1bOcG8BgYGOHTokMThpU1NTeHn54devXqx82JjY+Hm5sYJjFKXffv2sf9bWVlpbcAGwG0PoqKiChxmjSjm9OnTvMCfhQsXKnRTa+TIkbh27ZrgIdwCAgKwfPlydnrDhg1F8mY1AJw6dYozPXDgQJQuXbrQ9apUqcJpq75+/VpoYHFqaipGjx7NmVe/fn34+voKDtBfsGABunfvzpnn5eWFyMhIQeWoS58+fTjvMSUlBR8/flTJtlq0aMFrNy9duiRx2YiICN4wuR4eHrzgwsKIRCLs3LkTv/32G2f+qFGj2KHdCvLp0yfcuHGDne7atStnuGpt0qBBA5QqVYqdzn/MKmpSUlKwZ88eXt9W2R4+fAhPT0/cuHFDJX2nX4lIJMKCBQs48+bOnYusrCyVbG/27Nn49OkTO62rq4vTp09zHiqTRb169Xj7yrNnz1Q2lHTbtm1ha2vLmSetP92mTRsEBgZiw4YNKF68OOLi4tC/f3+4u7sjPDycXe758+do3Lgx/v77b6SkpKBMmTI4cOAA7t27x2v7lCU9PR3Dhw/nzKtVqxaOHTsm6IGg/KpWrYpHjx7JHCSWJycnB0OHDmUDw7p27cobnrWouHXrFhISEthpGxsbmc4RRSIR72GzrVu3FrpeUd2PFFWiRAm0a9eOM09VDzqampry+jNxcXF49uyZxOXHjh2L5ORkzvrnzp3jDRddGHd3d6xcuZIzz8/PD0eOHJFp/aJ63vvw4UO8f/9eg7UhRBgK1iOEEE2o5A6Yl5L82uMdQLZqTmIJIYQQQggpTGJiItq2bYsXL16w87p27YoLFy7A3Nxc6nrNmzfHzZs3YW9vz85bsmQJFi5cqNL6qlr+jBCOjo6oX7++3GXFxsbi2rVr2LZtG5YvX44lS5Zgy5YtOHXqFD5//qxwXZ2dnTlPFasym8XPxtjYmHeDQ1XZ9f7991/OtKOjI+/mpqxMTU2xZs0azrygoCBcvHhR7voVpEKFCpzp/E/by2Lv3r2cG05mZmY4d+4cevbsKXUdAwMDHDhwAGPGjGHnffr0Ca1atVJr8EtsbCyuXr3KTnfo0EFQFgdxoaGhOHv2LDZu3IglS5Zg+fLl2LFjB65cucK5QSOvzp07cwJKqD1QnWXLlnGmGzZsiClTpihcrouLC0qUKCHz8llZWRg6dCgbGNG9e3d07txZ4Xpoys2bNznTQt5Lp06dONP//fdfgcvv3r0bX79+Zad1dHSwefNmuffxNWvWcDIAZmRkYP369XKVpWrm5ua835nQtl0I8ZvjQUFBEjN/rl+/npORx9TUFGvXrpVrm7q6uti0aRN0dXXZeV++fOFlUpTk0KFDnPp16dJFrjrk9/btWxw6dAhr167FkiVLsG3bNvj5+SExMVGhckUiEWc/uXfvHiegR9sxDIObN29i8ODBsLe3x6BBg1T24ESetLQ07N69Gy1btkT58uXh4+PDyehJhPHw8EDDhg3Z6ZCQEOzcuVPp2/n69St2797NmTdmzBi5z9P++OMPXnDXunXrVBJoKBKJUK5cOc68gtpcXV1djB49Gu/fv8ekSZNgYGCACxcuYPDgwewyHh4eePToEUxMTDB//ny8efMGffr0UXrd89u7dy/n/FVPTw++vr4KZ/GzsLBAq1atBK2zevVqPHz4EEDuMU1bj7eyEO/7tGnThjOCQUFatWrFecjjzp07iIuLk7p8Ud6PlEHR81ohOnTowAv0z3+9Lc+rV69w4cIFzrz58+fL9LCKJKNHj+Z9n+LXIiRR9nkvAHz79g1+fn7Ytm0blixZgnXr1uHw4cMIDg5WqFyA3zej815SlFCwHiGEaIKuHtBQSsrh75FA8Hn11ocQQgghhBAAycnJ6NChA548ecLOGz58OI4ePSrTE/K1a9fG3bt3ORc+vb29ecPjFBXh4eF4+fIlOy30aWKGYXD79m2MGzcOVapUgZ2dHdzc3DBixAhMmzYNs2bNwsiRI+Hh4QEHBwfUqlULu3fvVuiCdv46hoaG4tWrV3KX9asZPnw4Z5jX+/fv4+zZs0rdRkREBC9oZNq0aQplvurSpQvq1avHmaeqLAbiQyNaWlrKvO7Ro0cxePBgNnNNiRIlcP36dbi5uRW6ro6ODtavX88ZJjcsLAxubm6IiYmRuQ6KOH/+PLKzs9lpoe3Bjx8/cPz4cfTr1w8ODg4oX748OnXqhDFjxmDWrFmYNm0ahg0bhjZt2sDS0hLt2rXjZHMSytbWlhO8e+7cOcoapAIPHz7E3bt3OfO8vb05QUHqsmLFCjx9+hRA7s1u8WHUipLMzExeEHvt2rVlXl982StXriAtLU3isgzD8IKeu3TpggYNGsi8PXGOjo4YMWIEZ962bdtkyuSmCYq07ULlzwYL5GZEyp9FCMjNdLht2zbOvOHDh8t9sxrIzfojfjO3oGHo8uTvBxgYGKBp06ZybT89PR0rVqyAs7MzqlSpgj59+mDChAmYNWsWRowYgT/++APFixdH69atcefOHbm2AXCPTQzDwM/PT+6y1CU0NBRz585FhQoV0KJFC/j6+iolaF2osLAwzJ8/H87OznB1dcXOnTuRlJSk9noUdeIPai1YsEDpQ2tv3bqV06br6+vD29tboTLnz5/PmY6MjBQ0XLYQ8rS5FhYWWLlyJYKCgtC5c2de2zVw4EAEBwfD29sbxsbGyqyuROIBP507d0bdunVVvl1xHz584Hz3S5YsQcmSJdVeD2URz2wrpO+jq6vLDpsM5B5fCzqXLer7kaLU2fextLSEtbU1Z56k4EDx/qitrS3Gjh0r93Z1dHTg4+PDmffw4UM8ePCgwPUUPe/N79atW3Bzc0OJEiXwxx9/YMSIEZg1axbGjx+P3r17o3LlyqhYsSJWrVol97DJ9erV4zxYrOxrOISoEgXrEUKIptQbBOhKueH5cIt660IIIYQQQn55aWlp6Ny5M+7du8fOmz17NrZu3Soo6KB8+fK4e/cu52L9pEmTsGVL0evjimcnc3V1FbT+1KlT0bx5c6xfv54zpLA0L168gKenJ1q2bInY2FhB25JWR/Ens4l0BgYGvIvZ3t7eSg1wOnXqFCcY08DAAP369VO4XE9PT8705cuX8f37d4XLFZeXtSKPrJkXzp49i379+rEX/cuWLYu7d+8Kztzg4+ODTZs2sUM2BgcHo3Xr1pyMWKqiaHvg4uKCHj164MCBA4Vm0szOzsalS5fQsmVLjB07Vu4A3vx1jImJkTrcEpGfePCto6MjOnTooPZ6BAcHY968eez00qVLOUN7FzWS9mnxm5wFER8q7MePH1KHNwsKCuIdo/NnLJKXeLscHx+v8ixh8nj79i0no5upqSkqVaqksu1Jyrok3sZdu3aNF8Cniu/kzZs3BT7UkJyczOkXN2zYUK4gmKCgIFSrVg1Tp05FSEiI1OWysrJw9epVNGvWDEOGDEFmZqbgbYkPH6mt/cCkpCTs2rULrq6uqFChAubNmydxeHtFM/kURtI5DsMwuHXrFoYOHQp7e3sMHDgQV69epYB3GbVt25bT/4iMjMSmTZuUug3xoc07deqE4sWLK1RmzZo1eQ+/FDaEujySkpJ4xyPx7RZEJBJJHJ5dR0dHbUN0v379mvcexIfEVZfhw4ezgfCNGzfGqFGjNFIPZRHv/wjp+wD8/k9Bff+ivB8pg7zntfIS7/9IOr8TP6/o37+/wtkq3d3dYWdnx5lX2Hei6HkvkJtVeuDAgXB1dcW1a9cKPJ/Nyxxao0YNvHnzRvC2dHV14eLiwk4/efJEpZkSCVEmCtYjhBBNMSkO1Ogu+bWw20Cs5IuIhBBCCCGEKFtGRga6d+/O3kQWiURYu3at3EPY2tnZ4caNG5wncEeNGiXTcGPa5Pbt25xpoVl2JGWRsLKyQtWqVfH777+jTp06EoMp7ty5g1atWknNAlQQ8YvMt27dElzGr2zAgAGoUqUKOx0QEICjR48qrXzxbDmurq68myry6N6de26Zk5NT6BPzQr1+/ZpzA0FPTw99+/YtdL3Lly+jR48ebNBBzZo1ce/ePVSsWFGueowcORJHjhxhs32+fPkSbdu2VXj4wMLkbw8sLS3h7OwsaH1J7UHJkiVRo0YNNGrUCDVr1oSFhQVvmQ0bNvAydMmK2gPVEz9OdOzYUe1Z9RiGwbBhw9jfWNOmTfHXX3+ptQ7KJikQIX+Gj8JICnKSFqwn3i4bGxvD3d1d5m1JU7NmTV47J56FURuI9/X69eun0gApScHK4sEI4t9JxYoVUbNmTYW37e7uzgu2K+g7efjwISfLizzZFv39/dGsWTPe0Kr6+vqoWLEiGjRoIDEL1K5du9C5c2fBWWZsbW05GQjF2yhNYhgG165dw8CBA2Fvb48hQ4bg1q1bEoPg6tevj9WrV0vdb5WlWbNmCAwMxKRJk2Bvb897PTU1FXv37kXr1q1RtmxZeHl54d27dyqt089g0aJFnOklS5YoLVticnIyAgMDOfPE+8HyEi9HFW32smXLOPt1u3btJP72xH3//h1Tp05FtWrVcPLkSV5gnq+vLypVqoTFixcrPZOhOPF2pVixYmjTpo1KtynJ9u3bce3aNQC5beq2bdvUFrCoKuL9HyF9H4Df/5HWhhb1/UhRV69e5ZwrW1tbo1OnTirbXkZGBi8QU/wawJs3b3gBZsr4TvT09NC5c2fOvMK+E0XPe9PT09GxY0fs3buX95qDgwMaNGiASpUq8QIR3717BxcXF7keMMt/3puTk6NQlmJC1ImC9QghRJN+L+CC+6Ot6qsHIYQQQgj5pRkYGLBDJDIMg5ycHIwbN06hMs3NzXHt2jVOmQMHDlRSjdUj/3DAurq6qFq1quAyzMzMMHjwYBw7dgxRUVGIj4/Hq1ev8ODBAzx79gxRUVGIjIzE0qVLOUOvBAUFYcaMGYK3V65cOZiamrLT/v7+gsv4lenq6vKG7/Hx8RF8o0Qa8QvjynqCv2TJkrwbfcq8MfLw4UO0a9eOc3Nx9uzZMg1J2KZNG/z48YNtC54/f65wxq/u3btzynzy5InEQDdliY2NRWRkJDudf4gpIcqUKYPJkyfj6tWrSExMxKdPn/DixQvcv38fz58/R0JCAgIDAzFq1ChOwNeuXbtw4sQJwdsTD26h9kC50tLSOMcJQL5gHkVt2rSJvalmYGCArVu3Fvmb1ZIyyQjJOCtpWWk3rMXbytq1aystWE28jdemG9Y/fvzAxIkTsW/fPnZeiRIleMdAZRO/eVqqVCnezVpVHSv19PR4QwoW9J2I7981atQQtL2kpCT07NmTkyWwWLFiWLZsGT5//ozg4GA8fvwYnz59QmBgIDw8PDjrX7hwAXPmzBG0TYDb9n/79g3v378XXIYyvX//Ht7e3ihbtizc3Nywd+9eiUNCly5dGjNmzEBQUBD8/f0xYcIElChRQuX1q1WrFlauXInIyEicP38effr0kZhB8ePHj1i0aBEqVaoEFxcXbNu2TSVZjH8GTZs25WSZjYuL4w3vKK+HDx/yMjQpq40QLyc6Olpixkd5ZGdn459//uEEMhobG/OGkxWXk5ODrVu3wtnZGStWrEBGRgbat2+PnTt3ssucPHkSDRs2RHJyMmbPno2qVaviyJEjSqm3JOLBenXq1FH7gwrR0dGYOnUqOz1t2jS5++faRLz/IzTbvvjy0vo+RXU/UoZz586hR48enHkrV65EsWLFVLbNu3fv8gIpy5Urx1smP11dXdSpU0cp2xf/Tp48eSI1qFcZ572zZs3ClStXOPM8PDwQGBiIqKgoPH78GG/fvsXnz5+xbNkyzjH369ev6Nmzp+AAbzrvJUWVanNIE0IIKVjJukCphkDkY/5rgYcANx/A2FLt1SKEEEKIdmCyspD5OUbT1fjp6dvbQaTiIZbk8eTJE7mHPlT10/S/gvT0dM6weE5OTmwmL1kNHjwYixcvhrm5eYHLOTo6Yvr06ejduzdatmzJXszetm0bfHx8BA1/IxKJUKlSJTx9+hQA8OnTJ3z9+lUp2dt+FT169ECdOnUQEBAAIPcp9z179ig8BF9KSgrnwjcAznDRiqpbty7Onz/PTgvJRhMXF8fJrpCTk4OkpCS8e/cOly5dwo0bNziZb0aOHMkbMvhn9vz5c8505cqVBZexadMmNGnSpMCbmSKRCLVq1cLGjRvRtWtXdOrUCenp6QByhzXt2rWroG3mzxIJgJdBgyjmw4cPvKxXytynZREREcEJ7J4+fTqqVaum0m3evXtX5cE/enp6KF26NCIiIth5jx8/hpOTk0zrS7pBFxMjuU8tPtyWstvlQ4cOsdOqzhIm7uHDh0hKSmKnf/z4gdjYWPj7++P48eOcm/r29vY4d+4cbG1tVVafjx8/8gKPW7VqxVtO1d9J/mw6BX0nirb9s2bNQlhYGDttYWGB69evS3w/tWrVwokTJ+Dl5cUJ5lm+fDn+/PNPQcNkVqlSBefOnWOnAwMDBWfFUdT3799x5MgR+Pr6FhgQaWpqiu7du2PAgAFo2bKlxKya6qKrq4v27dujffv2SEpKwtGjR7Fnzx6J2f/u3r2Lu3fvYsKECfDw8ICnpydat26t0foDQEJCAi9AQlYFDQktj4ULF+L8+fPsZ7dixQqMHj0aVlZWCpUr3j6YmJgobehuSfvm69eveUE10jx//pzTruZl0woICMDx48cRHh7OvmZmZoZjx44VeMy+du0a/v77b7YtKl68OFatWoX+/fvjxo0b7HK1atXCgwcPsGbNGnh7eyMsLAy9evXCunXrsHLlSqUPba7KNlpWo0ePxrdv3wDkZl/18vJS6fY+fPgg974VHR0t87Lly5fnTD9+LOG+oRSpqam8/VhasJ8270eKioiI4FzHyc7ORmJiIl6/fo1z587h0aNH7GsikQgLFy6Ep6enSuu0fPlyzrShoSGaNGnCmSf+nVSqVElpAYTi30lGRgY+fPggsf1RtO/z+PFjrFq1ijNvzpw5mDdvHm9Za2trTJ06Fa1atUKrVq3YAPiQkBB4eXlh9erVMm+XzntJUaV9dyMIIeRX89tfkoP1MlOBwINAo1HqrxMhhBBCtELm5xiEtG6t6Wr89CpcuQKDUo6argbPlClTNF2FX9rHjx+Rk5PDTpcqVUpwGUKfTndycsK2bdvQ+v/3+7S0NBw6dAijR48WVE7JkiXZYD0ACAsLo2A9AfIu2v/xxx/svHnz5qFfv34wMDCQu9z4+HjePEUzzOUnnllP0vakuXv3rkyBYDVr1sS8efMEB40VdeLZIORpD5o1ayZo+TZt2mDq1KnsEJWPHj3Cq1evBAVimZmZwdTUlM1MkP8mMVGcpH1MlYFOkowcOZINxqpcuTJmz56t8m32799f5dsAcveZAwcOsNOHDh3iZUKR5uDBg7x50jJ0iH+PqmyX82dYU4e//vqr0JuVRkZG8PT0xPz581WaxSwmJgb9+/dnA5DzSMq6nBeAkUdTx0pF2v5v375xMl8BwI4dOwoNalm4cCGePn3KBt/n5ORg1apVEoeSk0Z8WN38AYOqlJOTg6tXr8LX1xcnTpxAWlqaxOV0dXXh5uaGgQMHomvXrirNZiQvMzMzDBkyBEOGDMHHjx+xd+9e7N27lxMAAuT21Q8ePIiDBw/C0dERAwYMgKenp1xB/crw/PlzjQxHKkndunXRvXt3HDt2DEDuPrF8+XIsXrxYoXLF91k7OzulZZMtUaIEdHR0OOeAQvrTc+bMwalTpwpcRk9PDz179sSiRYsKDF76+vUrOnXqxGahHDBgAFatWiX1nE5HRwd///03unXrhpEjR+LChQu4c+cOunbtioCAAF4GU0WIfybq7vscOXIEJ0+eZKe3bNkCIyMjlW4zrw1QNfHzhStXruDLly8oXrx4oeseO3aM97BnZmYm0tPTeQ8davN+pKjjx4/j77//LnS5pk2bYtGiRXB1dVVZXRiGwezZszkP1AFAz549eRlc1dkflbS9PIqe965atYoT4P7HH39IDNTLr379+ti6dSt69+7Nztu+fTvmzZsnc/Z8TfV9CFEUDYNLCCGaVq0LYCLlhObRViBfp5YQQgghhBCiHvmz+QDKvVhaEDc3N8627t27J7gM8bqKvxdSuI4dO3Kedg8PD8e2bdsUKlPSBXFlDt0qXpayb4rUq1cPc+bMQadOnZRablGgqfZAPChK0fYgKSmJFwRD5CdpH8s/nLmq7du3j82eJRKJsGXLFsEZYLWZ+JCgJ0+exMOHDwtd79KlS7h+/TpvvqzBeqpsl7OysrRq2EwDAwOMHz8eU6ZMUUmgXnJyMgICArBo0SK4uLjgxYsXnNfbtGkDNzc3zrzExEResIGmjpWKtP0HDhzgDPXatGlTdO/eXaZ1xYfFPHLkCBITE2Xetrr7gW/fvsWsWbPg5OSEtm3b4sCBAxID9WrVqoXly5cjIiICFy9eRL9+/bQyUE9cmTJlMHv2bLx58wYPHjzA6NGjJQZMffr0CUuXLkWVKlXQuHFjbN68+Zc/5i5YsICTUXjt2rWCh/UUp8o2WyQS8TKiK7M/raOjgyFDhmD69OmFZhmzsbHBpEmTUK5cOVy8eBF79uyR6eErJycnnD9/Hvv27UOJEiXg4+Oj1EA9gP+ZqLPv8/XrV4wbN46dHjx4MFq2bKm27auai4sL53tOT0/H3LlzC10vNTWVfcBHnKT+T1Hej5TBzc0NXl5eaN68udLLzsjIQEREBA4ePIimTZtiyZIlnNeNjY0lfqfq7I9K2l4eRfo+3759w/Hjx9lpkUiElStXyrRur1690KhRI3Y6JSWF89BOYWxsbDgPVtI1MFJUULAeIYRomp4B0EDKcErxH4CQa+qtDyGEEEIIIYR3U9TU1FRt2y5btiz7/7NnzwSvL15XITd4yf/kH4Yub1palhhZ5B+KMI+JiYnc5RVWlqTtKeLp06fo2bMnnJ2dcfHiRaWWre001R6I38il9kC7qHqfLkhsbCwmTpzITg8ZMkSlmUE0oVu3bpx9IDs7Gz169EBwcLDUdQIDA6Vm/pPWfot/j6pslyVtT5MyMjKwbNkyVK5cGcOGDZO7brt374ZIJOL9mZmZoW7duvDx8cGXL18461SqVEliBkRtOlbmby91dXUFZW66efMmZ3rIkCEyr1ulShXOAwMZGRmcoXsLo452PyMjA1u2bEHjxo1RpUoVLFmyBJGRkbzl7O3tMWnSJAQEBCAwMBBTpkxRW8C7Kvz+++/YsGEDoqOjceLECXTt2lVi1uUHDx5g1KhRsLe3R69evXD16lUN1FbzqlSpwmmTU1JSFM6sp8o2W1J5ymyzc3JysHXrVtSpUwceHh5Sh2fPM3PmTLx8+RJt27YVvK1+/frhzZs3GDxYyn0nBaj6OyjIxIkT2YBPW1tbrFixQm3bVgdjY2NeVv2NGzdi48aNUtdJT09Hnz598O7dO4mvS+r/FOX9SBmuXr0Kd3d31K5dG/7+/nKXI6nvY2hoiDJlyqBv3764f/8+Z3kdHR0cOHAAFSpU4JWlLf1RRc5779+/j4yMDHbaxcVF0PDK4n2lW7duybwuwH2f379/5w1hT4g2omA9QgjRBvUHAzpSRiZ/tEW9dSGEEEIIIVrh+vXrYBhGrj8nJydNV19uvr6+Ei96SvvLb/DgwTKv5+npWWA98mdDAcAbpkSosLAwLFu2DD179kTVqlVRokQJGBoaSqxb/ou64je3ZSGepSQlJUWhukuiLd+TKrVo0YIzlFh0dDTWrVsnd3lmZma8ecr8bsTLkrQ9aTw8PDhtSGZmJmJjY3Hjxg14eXlxhs4JDw+Hu7u7wpkGixJltwePHj3CrFmz0KFDB5QvXx7W1tbQ19eXeLMnP21tDzw9PWXep8Wzn5QrV07mdX19fZVed0Woep8uyLhx4/D161cAuUOXLV++XC3bBXKHx5K3fyKErq4uNm3axDmGREZGslk+X7x4gdTUVKSkpODZs2eYNm0aGjVqhLi4OAD8TD/SbjaKf4+qbJclbU+VAgICOJ//9+/fERwcjH379sHd3Z1dLjs7Gzt27ICLiwv7u1Kl7t274969exKzRGnTsTJ/2y+03RfPAtmqVStB64tnHBQSrKeOdj8qKgojR46UWK9ixYqhT58+OH/+PCIjI7Fy5UrUrl1b6XXQJH19fXh4eOC///5DdHQ0Nm7cyMkIlCc9PR1HjhzB5MmT1VIvV1dXudvnXbt2qaROc+fO5WR227x5s0IZj1TZZksqT0ibffLkSc5nmpycjNDQUBw7dgx//vkn9PT+d//n1KlTaNiwIW/IyfyKFSumUPZJa2tr6OgoPwxA1d+BNHkZA/OsWrUK1tbWatm2j4+P3PvWoEGDBG1r2rRpnKG0GYbBmDFj0LlzZ1y4cAFfv35FRkYGPn78iJ07d6JmzZo4ffo0AMlZDiX1f7R5P1LUxIkTOZ9/eno6oqOjcfHiRUycOJHzGb148QJNmzaFn5+fyutVtmxZXLt2jZc5Oo+29EcVOe/VZN8H4PZ/GIZR6EFLQtRFSmQIIYQQtTJ3AKp2AoJO8F97dxmIfQ3YVlV/vQghhBBCCCEAIPdTueHh4ZgwYQJOnz4tVxnyDJ9FTxArz8KFC3H58mV2+p9//sHIkSN5Q/vIQtLNJGVmuxEvS5GbV3p6eihRogRcXV3h6uqKadOmYeTIkexQNAzDYNSoUahZs6bEm9PaJCEhAU+ePEF2djbngr2xsTFnaDYAsLKyQv369QstU9597Pbt2xg7diyeP38u1/rUHmgXafu0PO2DEKdPn8aRI0fY6dWrV8PKykql29SUdu3aYcmSJZgxYwY7LyUlBQsWLMCCBQukrte2bVtUq1YNq1evZudJG6bP2tqas2+psl3W09NT+e+jIGZmZjAzM0PFihXRr18/XL58Gb169UJCQgIA4Pnz5xg0aBDOnj2r1O2KRCKUK1cOzZs3x6BBg9CsWTNe+5vH3Nwcurq6yM7OZudpw7FSSFvKMAwnGMnc3JyTNVkW4sFtHz9+FLR9TRkxYgRWrFihlsCMV69eISoqSqZlq1evrrKMftbW1hg1ahRGjRrFZvd8+fKlSrZVFJUtWxbDhw9nM4Olp6dj/vz5cj/0Ib7PKrN9yAtqLmh7QpiYmMDExARly5ZF9+7d8eTJE/To0QNhYWEAcodp7NatGx49eqT0oWpVSZXHTWmSkpIwcuRIdrp9+/bo27evyrerCaampjh27BhatWrFPoAAAGfOnMGZM2ekrmdubo7Nmzejd+/e7DxJQ9ICRWs/UpSBgQHs7e1hb2+Ptm3bYsaMGejfvz+uXLkCIDdTbO/evfH8+fNCh6cWytraGr///jv69++P7t278x7EEl82P1X2fSRtTxohfYrw8HDOdK1atWReFwDKly8PMzMzNutfREQEGIbhPfwpDZ33kqKIgvUIIURb/PaX5GA9MMDVBUCfA2qvEiGEEEIIIb8q8SwGP378EFzGo0eP0LZtW4UutOYfRkRW4k8Qq3Noop/Nb7/9hi5duuDUqVMAgPj4ePz777+YO3eu4LIkXRD//PmzolWUWpYyb4qYmZlh7969SExMZDMPZGdnY/Lkybh7967StqMKgYGBnAyJBXF1dcWNGzd485XRHmzZsgWjRo1S6CZCenq64HWoPVAdSftYbGwsSpcurbJtJiYmYtSoUey0u7s756bsz2j69OlwdHTEmDFjeDd/Jenduze2bt2KqVOncuYXFKz34cMHdlqV7bK2BVW2adMGfn5+cHFxQU5ODgDAz88Ply9flrndBHKDI8U/b5FIhGLFisHCwgJ2dnZSg/PEiUQiWFlZcTKJaupYWaxYMfY3J6TdT0xMZD9PABIzCBamePHinOm8gEpZaLLd37p1K65fv44BAwagf//+Sg98yG/ZsmXYvXu3TMvu2rVLZdmac3JycOPGDezduxfHjx/XuuEetYGXlxd27drF/jZ9fX0xffp0ODs7Cy5LfJ+NjY0VFMxRkLi4OM6+K2l7iqhfvz6uXLmCOnXqIDk5GUBuBlRfX18MHz5cadtRNfHjZt6wtKo0Y8YMNmi5WLFi2LRpk8q3qUk1atTAw4cP0aNHDzx9+rTQ5cuXL48DBw7wzjPMzc0lZlcsyvuRouzs7HD69Gm4uLiwn21ycjK8vLywf/9+QWXlf6gvj76+PiwsLGBjYyPonED8M1Jl30fS9vIoct4r3lcR78vIwsbGhj2OZmdnIykpSeYHXfL3f0QikcLZ8AlRBwrWI4QQbVGmEWBXE4h5wX/trR8Q8Qgo/Zv660UIIYQQjdG3t0OF/3/ak6iOvr2dpqtA8mnXrp3Ei57S5L+ZPHXqVLRt21am9UqWLFng6+I39YXeePv69Ss6dOjAC9SrVasWmjVrBmdnZ5QsWRLGxsYwMjLiXBifPHmy3Jm3ALA3f/JYWFjIXZY02vI9qcPChQtx5swZ9qbDqlWrMG7cOME3301MTODo6IhPnz6x8549e4aePXsqpZ7Pnj3jTFetqtzs7Do6Oli7di3OnTvH3gi6d+8e3r17h4oVKyp1W9pG0fbg+vXrvEA9PT09uLi44Pfff4eTkxNsbW1hZGTEy7ggJGBGEnW0B9OmTUP//v1lWjYwMBBTpkxhp/ft2wc7O9mOw9WrV5erfqpSvnx56OvrIzMzk5337NkzmbIzymvVqlVsJikTE5Of/mZ1nv79+6NDhw5YtWoVTpw4gaCgIM7rOjo6aN26NUaPHo0uXboAAG84V2lBIZUrV4a/vz87Ld6WKkLV7bIyNG7cGP3798eePXvYeb6+voLaHgcHB7Ru3Vrq63k3W2VVuXJlTrCepr4TS0tLNlgvLzurLDd+xdtdeYLlxNcR8vmpo923tbXF9OnTsW/fPk6/BgDevXuHOXPmwMfHB02bNsWAAQPw559/Sg2YLapev36NPXv2YP/+/QUO69qwYUOMGzdOjTXTPg4ODhg7diw7ZHtWVhZ8fHwEB8YA4AwPCuT+3t+9e4dKlSopXE9JbY2y2+0KFSpg0qRJmD9/PjtPnmC9Fi1aaCyLVJUqVVR23JQkNDSU09+ZN2+e4GylRVG5cuXg7++PI0eOYMeOHbh9+zYvcMrZ2RmDBg3ChAkTYGZmxhvOtaC+T35FbT9SlLGxMVasWMEZpvXo0aPYunWroGN2QX0focS/k7dv3yI1NVWhobDziH8nBgYGKF++vMRlFTnvVVX/R9ZgvfzD/Zqbmysl+JQQVaNgPUII0RYiEdB8MnDUU/LrV+YCnn65yxFCCCHklyDS04NBKUdNV4MQtXJwcJB7mKpq1aop7YKp+FPQ0dHRgtZftGgRJ1CgYsWK2LdvH377rfAHcBS9ICs+JFiZMmUUKk8Sbfme1KFGjRro3bs3OwTs9+/fsXTpUvaGoxAuLi44fPgwO53/RpcioqKieE/MN23aVCll51e+fHnUrl0bAQEB7Lx79+799MF6irYHkydP5txQ7dixIzZv3oxSpUoVuJ48mfTE5a+rmZmZSoIlqlWrhmrVqsm0rJ4e93J006ZNi+wNV2NjYzRo0AD3799n5/n7+2PYsGEq22b+YedSUlLk/uxatmzJmZ4wYQJnyFhtZG1tzQ5/+/XrV0RFRSEhIQHFixdHmTJlYGpqyln+1atXnOkGDRpILNfFxYUTMBIQEICsrCzeb1UeT5484Uyrol1Whm7dunGC9e7du6fB2uR+J/mztirrWJmVlYXAwEDOvIK+k9KlS3OGn42OjpZ6czs/8d9i/pvHshJfR8iwsuroBxYrVgxLly7F4sWLcenSJezevRsnT57kBJIwDIM7d+7gzp07GD9+PDp16oQBAwbA3d29SA35mV9sbCwOHTqEPXv28Pbv/EqWLIn+/fvD09NT64JUNGX69OnYsmULGwB76NAhzJgxAzVr1hRUTqNGjXhDZfv7+yslyEj8O3VwcFBJdshu3bpxgvUeP36stOOOOjRr1gz79u1jp589e4bs7GyZM6gKlZiYyOlHT506lZfNVRa7d+/mZOO0sLDg9Ku0kUgkQq9evdCrVy+kp6cjPDwcX758gb6+PkqXLg17e3vO8rL2fX6G/UhRrq6usLGxYa/ZZGZmwt/fH66urhqpj4uLC2c6OzsbAQEBaNKkicJli38n9evXh5GRkcRlFTnv1WT/58uXL5xRKVTR9yFEFfi5TwkhhGhONQ/AoY7k18LvAu9kz1xBCCGEEEIIkV/p0qU5Q8ZERkYKWj9/QJaRkREuXLggU6AekDvUqiLEb9IW1UAYbTJv3jzODbQNGzYIDtgC+EEBN2/e5GV/ksfx48c50zo6OmjUqJHC5UpSoUIFzrQyh+hRhbzMI1lZWUhISGD/srKywDAM50/SELgAfx8S0h4EBwdzshnUqFED//33X6GBeoDibcH37985GQ6oLVC+Zs2acab9/Pw4Nz6JatjY2KBmzZpo3rw5qlWrxrs5mJ6ejnfv3rHTenp6qFOnjsSyxNvltLQ0nD9/XuE6vnjxglMHSdvSFtrWrot/Tu/evcOLFxJGIhHo/PnzvCFiC/pO5G37LSwsOH1IeY7z+TMLAsKGUFZnP1BHRwft27fHwYMH8fnzZ2zZsgWNGzfmLZeeno5jx46hS5cubJa1R48eKbRtX19f3nFc2p8iQ+D++PEDR44cwR9//AFHR0dMmDBBYqCekZERevXqhfPnz+Pjx4/4559/KFAvHxsbG0yaNImdzsnJgbe3t+ByTE1NUbt2bc488X6wvMTLUVWbLd7mZmZmKuV8QF3E+z6pqam4evWqhmrz6zA0NESlSpXQpEkTNGzYkBeoB4B3rJQWrPcz7EeK0tHR4R0fNdn/qVy5Mi9zvzK+k6ysLJw+fZozTxV9H4DfV5GnXcu/jq6urszBenQNjBRVFKxHCCHaRCQCWs+V/vrVecD/D71ECCGEEEIIUR1DQ0POUCQfP37kDTsjzcePHzkXC9u3by9TJhYgN0ggNDRUWGXzYRgGwcHB7LSjoyOsra3lLo/kcnZ2xuDBg9nptLQ0LFy4UHA5Xbp04WSdyMjIkGsIMHG+vr6c6datW8s8XIyiimp2HCFq1arFmX779q3M6z548IAzPWzYMBgYGMi0rvhQn0K9efOGMy3+PojiunbtypmOjIzEhQsXNFQbkufSpUuc4YlbtGghNYNIjRo1eJlkdu3apXAdxNtlKysrtGjRQuFy1UHT7XqrVq14WUBV8Z1Urly5wKyg8rb9IpGIk5nm+/fvCAsLk7meAHgZAJ2cnGReV1Ntv4WFBUaMGIF79+7h7du3mDVrFi9DD5B7I37Dhg34/fffUblyZSxcuFDw56NqDMPg1q1bGDZsGOzt7dGrVy/4+fkhKyuLt2zjxo2xefNmfP78GYcOHUL79u1VlmGsqPv77785wSinTp3C48ePBZfTvXt3zvSZM2d4Aa5CvXz5Ek+fPuXM69atm0JlCqHpdleIqlWrokqVKpx527Zt01BtSJ7s7GxcvHiRndbR0UG7du2kLv8z7keK0uR+KBKJeJ/Vvn37JB53hDh//jxiYmI48wr6ThQ57xXvq4j3ZQrz4cMHzrC7ZcqUkXkoWzrvJUUVBesRQoi2qdASKN9C8msxL4GXx9RaHUIIIYQQQn5V9evXZ//Pzs7mDSsjjfjF0PxBf4W5ffs2J8BAqA8fPnCGDpH2ND0RztvbG4aGhuz09u3bBd9cLlOmDC+4Z/ny5ZzsZ0KdPn2ad1Nk4sSJcpdXmPDwcM60nZ2dyralLWxtbTmZ8F6+fCnzuoq0B9euXZN5WUlkza5B5NeoUSPe8FQLFy5EjooetBw9ejQuX74s+E98P12xYgXn9dGjR6ukvppy6NAhznRBQxOLRCKMHz+eM+/UqVMFDnFZmE+fPvECF4YPHw4TExO5y1QlbWvXTUxMeN/Ztm3bBGc5zu/Zs2c4deoUZ96ECRMKvAmcvx8I8NvUgohntxXanosvLyRbbv56WlpawtnZWdC2laFSpUpYtGgRwsLCcPnyZfTr1w/FihXjLRccHAxvb2+UL18ezZs3x7Zt25CYmKj2+kqqj6urK3bs2CGxPqVKlcLMmTPx9u1b3Lt3D3/99RcsLCw0UOOixdzcHNOnT+fMmz17tuByRowYwQnAzszMlOshmvzmzJnDmXZ0dETPnj0VKlMa8TZXX19fUPZMbZA/SyIAnDx5UnBgjqycnZ3l6vsMGDCAU07btm05r4sfE4q6a9euITY2lp1u27atxIDpPEV9P1IUwzCcoe4Bzfd/JkyYwJmOjY3F+vXr5S4vJyeHM+Q2APz2228SM+DmUeS8V1v6PgCd95Kig4L1CCFEG7n5SH/t2kIgK0N9dSGEEEIIIeQXJT7Ej6w37hmG4UxnZMjef9+4caPMy0oiXsfmzZsrVB75n9KlS2PUqFHsdEZGBubOnSu4HPGbW5GRkXINAwYAycnJvCCTqlWron379nKVV5ioqCheYOCv8tR6/vbg+/fvvOEtpZG3PUhPT8fOnTtlr6AE1B6ox9SpUznTDx48wL///qtwuY8fP0ZcXBxnXqVKldC6dWvBf+JZ5erXr895XTyzXFH28uVLzlD0xYsXh4eHR4HreHp6crLQ5uTkYOTIkXJnM5kwYQInM4i+vj7Gjh0rV1nqcObMGc60NrTr48aN42S4SU5Oxrhx4+QqKzs7GyNHjuQMUW1jY4NBgwYVuN7vv//OqYOQAE5XV1fOtHhWv4K8ffsWd+/eZacNDQ3x+++/y7RuTEwMJ6hRvC+rbjo6OmjdujX27duHz58/Y/v27XBxceEtxzAMbt++jREjRsDOzg5//vknzpw5o9ADLLLKy/TXqFGjAjP9GRsbo2/fvrh06RLCw8OxePHin6rtVJexY8fCwcGBnb58+TJu3rwpqIzixYtj4MCBnHnr16+XO8j67NmzOHHiBGfeuHHjoKenJ1d5hRFvc2vWrClz9ihtMXDgQE5gU1ZWFjw9PRXeZ1NTU3m/B1NTU7n6PuKZ7R0cHDivi7fTRRnDMLxAueHDhxe4TlHfjxT18OFDTj9bT0+vwGy76lC9enW0bduWM2/OnDmIiIiQq7yNGzfC39+fM0/8WoQk8p73NmrUiJNB/s6dO3j//r2MtQXv3FfIPpr/dysSibR2+GVCxFGwHiGEaCPHekA1D8mvfQsHnviqszaEEEIIIYT8ksSHjbl165ZM69nb23Om79y5I9N6586dU/gJf/GbGwUNfUOEmzlzJkxNTdnpffv28YZcKUzjxo15N09Wr16NrVu3CionPT0dXbt25WTn0NXVxbZt21R2w2/GjBmcjGHlypVDzZo1VbItbaPu9sDb25uXlU+o/O2Bra0t6tatq1B5RDIPDw9exsyZM2fi4MGDcpe5b98+tGzZkpMplRQuLS0Nw4cP5wRlLV68mJMVVRITExOsW7eOM8/f3x+enp6CsyTOmTMHx48f58xbsGBBgdltNOn169e8IWa7dOmiodr8T5kyZXgB8SdPnsSsWbMElcMwDIYOHYpHjx5x5m/YsEFiprf8TE1NOTd7/f39kZaWJtN2+/Tpw8mkePv2bZw8eVKmdSdPnsyZ/vPPP2XO2iZ+bNKmfqCZmRmGDh2K27dv4/379/D29pY4vG96ejqOHj2Kzp07qzwYzt/fHw4ODhg7diwePnwocRkXFxds27YNnz9/xv79+9GmTRvo6NCtVXkZGxvDy8uLM0/ofg3ktu35g/6ys7PRpUsXhIaGCirn2bNn6N+/P2de7dq18ffffwuukyzi4uKwYsUKzjxtaHOFMjQ0xJYtWzjzAgIC0Lt3b0EPquUXEhKCZs2a4fr168qo4i9lzZo1ePDgATvt4uLC65tKUlT3I0Xl5ORg5syZnHnNmjXTigyX69ev5/QfkpKS0KFDB8THxwsq58KFC7z+hLu7O3r16lXouvKe91paWqJHjx7sNMMwmDJlikzrHjt2DPfv32enTU1N0adPH5nWzc7O5jzkUL9+fZQoUUKmdQnRNOpREkKItmrlDYh0Jb92axmQLv8wSYQQQgghhJDCOTk5oXr16uy0rDcOypQpA0dHR3b68ePHnCw/kjx69Ih3gVseN27cYP8vW7Ysp/5Ecba2tpzhabKzs6Xe3C3I6tWreTegR40ahUWLFsmUySkyMhJ//PEHrly5wpk/a9asQp8i37RpE44cOcLL+FaQrKwsTJs2DXv37uXMl/Xi+8+gffv20NX93zm6rO2B+BCpmzdvLjTDwJYtW3g3coWKjY3F69ev2Wl3d/cil7WlKNm5cycn6CQrKwv9+/fH3LlzkZqaKnM5Hz58QLdu3TBgwAAK1ENuNo/o6GiZlk1ISICHhwfvZnVBQ+Dm17dvX/Tr148zb//+/ejduze+fv1a6PppaWmYNGkSFixYwJnv6urKy76obElJSRg9erTgYWJfvnyJdu3acQIrnJyctGbIuhkzZvAygi5ZsgTjxo2Taf9ISEhAv379sHv3bs78AQMGyHSzGgA6duzI/p+RkcG5GVwQS0tLDBkyhDNvyJAheP78eYHr+fj4wM/Pj53W0dERFOyQvx8IAB06dJB5XXWqUKEC5s+fj9DQUFy7dg0DBw6UOEx0QkKCSuuRnJwsMROYk5MTvLy88P79e9y+fRvDhg2Dubm5SuvyKxk+fDjKlSvHTt+7d09wGTY2Nti9ezenb/Pp0ye0bNlS5sCSs2fPom3btpyhjo2MjLB//35OdihJRo4cKfiBnYiICLRp04ZzTDE3N8eIESMElaMtunTpwsvw/d9//6Ft27aCPpsfP35gxYoVqFOnDi+D969KyOe3YcMGTrY0fX19bNmyRaZ+v6b3I0UtWrQIly9fFrROamoqBg4cyDteast5bcWKFbF69WrOvJcvX6Jly5a8oV6l8fX1Rbdu3Tj9uxIlSvAezpBG3vNeAPj77785Ae2nTp0qdHjlgIAAXn9dyHH36dOn+P79Ozudv+9GiLajYD1CCNFWxZ2BegMlv5YSB9zfoN76EEIIIYQQ8gvq27cv+/+nT594w4hIIz6kzMCBA7FkyRLORUQgN+jKy8sLzZs3R0JCAoyMjFC2bFm56vr+/Xu8evWKnZb1SWQizJQpU2BpaalQGcWKFcOJEyc4T3zn5OTAy8sL9evXx/bt2yU+Pf/q1St4e3ujevXqvEC9Ll268IY/kuTt27fo1asXKlSogJkzZ+L27duc4Rrz+/z5M7Zu3Yq6deti+fLlnNd+//13jBw5Upa3+1Ows7NDq1at2Olz587JNNSXs7MzGjduzE4nJSWhefPmOHr0KC8wMzAwEL169cLIkSPBMAyqVq0qd31Pnz7NCcjM35YR5bO0tMSpU6dgY2PDzsvJycG8efNQqVIlLF68GAEBARLX/fLlC/bs2YNu3bqhcuXKvCHEfmUfP35E2bJl0adPH/z3338S28WoqCisXbsWVapUwaVLl9j5xYsXh6+vr6Ag1U2bNvGGGz169CiqVq2KxYsX48OHD7x1YmJisH79etSqVQurVq3ivObs7IyDBw+qPAtXdnY2Nm3ahPLly6NTp07Ys2cPQkJCJAZlZ2Rk4N69exg1ahTq1avHGVpNJBJh3bp1MDY2Vml9ZaWjo4NDhw7B2dmZM3/9+vWoUaMG1qxZIzGYMywsDP/88w+qVavGy3DZqFEjbNy4UeY69O7dm/MbkjU7HpAbRJC/T5eQkIAmTZpg5cqVvCC0ly9fonv37pg/fz5n/tSpU2XOisowDE6fPs1ON27cmBMQpY1EIhFatmyJ3bt34/Pnz9i1axdcXV01ElxuYmKCgQMH4urVqwgNDcWCBQtQoUIFtdfjV6Cvrw8fHx+Fy2nTpg3++ecfzrzw8HC0aNECAwYMwNWrVzmZVgEgMzMTfn5+6NatGzp16oQvX76wr+nq6mLXrl0yPex06NAhVK9eHa1atcKWLVvw+vVr3raA3PY5ICAA06ZNQ9WqVREYGMh5ffHixbwszEXJ8uXLeUHBN2/eRM2aNTFkyBCcPXtW4kMLmZmZuHbtGv7++2+UK1cOU6dORXIyJafI079/f9SvXx+rVq3Cu3fveMfz9PR0nD17Fq1atcLYsWM5r69YsULQcK6a3I8U9fjxY7Rt2xY1atTAggUL8OjRI6kZcMPCwrBq1SpUq1YN+/fv57zWo0cPrQpuHzZsGEaPHs2Z9/z5c9SvXx9jx47lPJiSJzU1FUeOHEHLli0xePBgzudQrFgxHD16lDN0dUHkPe8FgAYNGvAeMvD29kaPHj3w8uVLzvyEhASsWLECTZs25QR7VqhQodAAv/zER6eg815SlGjnQOGEEEJyuU4HAg8BWRI6mPfWAg2HAibF1V8vQgghhBBCfhH9+vWDl5cXewH8v//+Q4MGDQpdb8qUKdi7dy+b5SYjIwOzZs3CnDlzULlyZZiYmCAuLg5hYWGci+tr167F/v37ERYWJriu4gEeysjUR/gsLS0xdepUzJ49W6FyqlWrhps3b6JTp04ICQlh5z9//hzDhw/HyJEjYWdnB3t7e6SnpyMqKkpqhhlPT09s2bIFenqyX+oLDQ3F0qVLsXTpUohEIjg6OsLKygomJiZISUlBTEwMYmNjJa5bp04dnDt37pcbBm7AgAFs9oaEhARcv34dbdu2LXS9FStWoEWLFuxNjujoaPz5558wNTVFxYoVoaOjg8jISM6wtyYmJti/fz/q1asnV13ztwcODg5wc3OTqxwiu9q1a+P27dvo2rUr3r59y87/9OkTZs+ejdmOsIo2AAEAAElEQVSzZ8PU1BS2trawsbFBcnIyPn/+LHW/trCwKHSYzl9BRkYGDh06hEOHDgEASpUqBVtbWwC5AcXR0dG8m9jFixfHhQsXBAfamJmZ4dKlS+jduzfOnz/Pzo+Li2O/QxsbG5QsWRJ6enqIiopCbGysxKC4Bg0a4NSpU5zh5VQtMzMTZ8+exdmzZ9n3Y29vD0tLSzAMg8TERISFhUm84SoSibBt2zZ06tRJbfWVhYODA27evIkuXbpwHpgICwvDxIkT8ffff8PW1hYODg7IyclBVFQUJ2ggv/bt2+Pw4cOc4ewLU6pUKbRs2RLXrl0DkBust27dOpmCyczMzHD06FG0bduW3c9TUlIwZcoUzJw5E+XKlYO5uTmio6Px6dMnifUVD94riL+/Pye7YlHrB5qamsLT0xOenp4ICwvD7t27OcGHqqCjowNXV1cMGjQIPXv2FPTbIIrp378//vnnH04WYHlMnToVJiYmmDBhAvsQBMMw2LdvH/bt2wdjY2OULFkS1tbW+PLlC6KiopCens4rx8TEBHv37pVp6NA8OTk5uH79Opt1Km9blpaW0NXVxffv3xEeHi41eMjb2xtjxoyR411rDwMDA5w4cQJjxozB9u3b2flZWVnYtWsXdu3aBT09Pdja2qJEiRLQ1dXF58+fERsbKzWbuDqPm9rs6dOnePr0KSZNmgRzc3OULl0aJiYm+Pr1Kz59+oQfP37w1pk3bx4v26EsNLkfKUNQUBDmzJmDOXPmQFdXF6VKlYKlpSWMjY2RlJRU4Hl0mzZteNnjtcH69ethaWmJxYsXs/MyMzOxYcMGbNiwAWZmZihZsiTMzMwQGxuL6Ohoif27EiVK4MSJE4Vm3xcn73kvkPuwQmBgIOfhwuPHj+P48eMoWbIkSpYsiaSkJHz48IFXZxsbGxw5ckRitl1p8p/3NmzYkDeCASHa7Ne6okYIIUWNuQPQSEqmgoxk4PZK9daHEEIIIYSQX4yTkxPnKesDBw4gJyen0PWsra1x+vRp3tPLWVlZCAoKwqNHjxAaGsre4NfR0cG///6L4cOHy13X/BeZXV1dBT1RT4SZMGECGyyiiKpVq+LJkyf466+/eIFv2dnZiIqKwtOnTxEUFCTxBoOtrS327NmDXbt2KTTMEMMwiIyMxIsXL/DgwQO8ePFCYqCejo4Oxo0bh9u3b8Pa2lru7RVVPXv2RPHi/3tgTtYbO02aNMG2bdugr6/PmZ+cnIxnz57hyZMnnEA9KysrnD17VuZsSuJiYmI4GcZGjBjBGcqIqE7ePj1lyhSJ+2RycjI+fPiAx48f4/Xr1xL3a319fYwdOxbv379XSjvzs4mMjGRvYEdFRfEC5Zo2bYrHjx+jfv36cpVvbm6Os2fPYtWqVTAzM+O9/vXrV7x48QLPnj1DTEwMb/uGhoaYOXMm7ty5g5IlS8pVB2VJSkrCu3fv8PjxY/j7++Pdu3cSb+RWrFgRV69exdChQzVQy8KVLFkSd+7cwezZs2FoaMh5jWEYxMTEICAgAM+fP5cYqGdmZoaVK1fCz89PrqFMR40axf7/6dMnNnBPFg0aNMCtW7dQvnx5zvzMzEwEBwfD399fYqCep6cnTp8+LejYnv+YZGZmVuSC9fIrW7YsfHx88OTJE5Vup3nz5rhx4wYGDx5MgXpqpqurKygYtSCjR4/GvXv3UKdOHd5raWlpCAkJwePHjxEaGioxwMjV1RVPnjxROMAob1tPnjzBo0eP8ObNG4mBevb29jh69KjS3r+mGRgYYNu2bThx4oTEDPFZWVmIiopCYGAge+yWFKjXuHFj3L17F3/99Zcaal20fP/+nb2GEBISwgvUs7KywqFDh2TKsi6NtuxHisrOzkZ4eDgCAwPx4MEDqefRhoaGmD9/Pvz8/GBkZKSBmhZMJBJh0aJFuHDhAq8PAeT28d6+fQt/f398/PhRYv+uW7duCAgIEByoB8h/3gvkfrZ+fn4S+yFRUVHw9/fH27dveXWuWLEi7ty5I+hhtadPn3JGlxDPSEiItqNgPUII0XZNJwJGlpJfe7wd+PZRnbUhhBBCCCHklzNx4kT2//DwcPYJ48LUrVsXT548Qf/+/aUGyohEIrRp0wYPHjzgDRcixKNHj/DixQt2esKECXKXRQpnYmKCWbNmKaUsCwsLbN68Ga9fv8a4ceMKHZ5GJBKhfv36WLNmDUJDQzFgwABB25s5cya2b9+OHj16yBxI4ujoiMmTJyMoKAhr1679ZW9oGxkZcW4gHj9+HN++fZNp3UGDBuHWrVto3rx5geUPGTIEQUFBaNGihdz13L17N3sT1MDA4JcarlgbmJiYYPny5QgLC8PcuXNlCpzW09NDw4YNsWrVKkRFRWHdunWcG2S/qlKlSmHSpEmoXLlygcuJRCI0bdoUhw8fxu3bt+UeTj6Pjo4OJk6ciPDwcCxevFim79DJyQnTp0/H+/fvsXjxYl5QmSpZWFjg5s2bmD59On777TeZArz09fXh5uaGffv24cWLF2jZsqUaaio/Q0NDLFy4ECEhIZg5c6ZM33GVKlWwcOFChIWFYdKkSXJng+3atSucnJzY6fzZo2RRo0YNvHr1CsuXL5d4wz2Pnp4e3NzccPv2bezatYsX4F2Q9PR0zrB+gwcPliswkRB16t69u9wZhMU1bNgQT58+xX///YcOHToU2g4WK1YMPXr0wJUrV3Djxo1CjzPirl69irlz56JZs2YyDR2uq6uLRo0aYfPmzQgODkaPHj0Eba8o8PDwwLt373DgwAG4u7vLdBwsVaoUxowZA39/f9y7dw9NmjRRQ0213/jx4+Hm5lboZ1iyZEl4eXnh/fv36NWrl8LbVfd+pKg1a9Zg3bp1+OOPP2BjYyPTOs7OzvDx8UFwcDC8vb0FHWs1oV27dnjz5g18fX3h6upa6ANYFhYWGDRoEB4/fsxmspOHIue9QO456N69e3Hjxg20atWqwBEAKlSogJUrV+Lly5eoUqWKoHrm75PZ2tqiT58+gtYnRNNEjKQc7YQUcUFBQahRowY7/fLlS1SvXl2DNSKSfP/+nU0RDgAtW7akiwjS3FkNXPGR/FrtPkDXzWqtDiGkaKP2lxD1ycrKwrt37zjzKlasKGiYQvLzyM7ORlJSEjttZmZGmY6KkAYNGrDZPTp37oxTp04JWj8+Ph63bt1CeHg4kpKSYGJignLlyqFJkyZKyZw0ZMgQ7Nq1CwBQqVIlvHr1in5fRdjr168RFBSEyMhIJCcnQ1dXF5aWlihfvjzq16+v1CCeT58+4e3btwgNDUVCQgLS0tJgYmICc3NzODg4oG7duhrPDqUMymqDY2JiUL58eaSmpgIA/v33X8GBtmFhYbh79y6io6ORnp4OS0tLVK5cGU2aNFF42NOcnBxUrlwZ79+/BwAMHTpUcGDJr8TX1xeDBw9mp3ft2gVPT0+lbycuLg7Pnj1DWFgYEhISkJmZCXNzc1hZWaF8+fKoV6+eTDf7f2VxcXEICAhAaGgo4uPjkZWVBXNzc5QrVw6///67yrMQRkVFsd9hYmIiGIaBqakpypQpg9q1axcYhCUvT09P7N69m50ODQ2VKUgtPT0dr169QkhICKKjo9m2z8LCApaWlqhSpQpq1qypUEZWIVTVBw4NDUVgYCA+fvyIpKQkiEQimJubo2zZsqhbty4cHR0V3kae9evXY9y4cQByAwfDwsJgb28vV1lv3rzBs2fPEBsbi9TUVNjY2MDR0REuLi6wsLCQq8w9e/Zg0KBBAHIDMd++fYty5crJVRYhP4O0tDQ8efIE7969Q1xcHNLT02FkZAQ7OztUrlwZdevWVVobmJWVhTdv3iAkJASRkZFISkpCdnY2zM3NYWFhAWdnZ9SpU0cjQ9tLa3/zD+Xt6uqKGzduKH3b6enpCAwMxLt37xATE4PU1FQYGhrC2toadnZ2qF+/Pg15W4iMjAwEBgYiODgYnz9/Zj9DR0dH1KpVCzVq1JBpWHZ5qXM/ynPjxg3OAwQ+Pj6YO3euTOuGhoYiODgY4eHhSExMRHp6OkxMTGBhYYHSpUujXr16Mgf1aavv37/jyZMneP/+PeLj45GRkYFixYqhZMmSqFq1KmrWrKm060DKOO/N8+3bN9y5cwdRUVH4+vUrTExMYGdnhzp16sgd5JmUlITSpUsjMTERALBgwQJ4eXnJVZYq0DVg5VLVPRZNxxRpJFhvyJAh6t6kTKZNmyY4YpdoJ03vWEQ2FCwiQGYasLYekBQl4UURMOoeYEdDXBFCZEPtLyHqQ8F6JD+6UFO0nTt3Dh07dgSQm8Hn9evXan9yXJqoqCiUK1cOGRkZAHKH6qUnignhUmYbPG3aNCxfvhwAUKZMGYSEhGjNsf3YsWPo2bMngNyMBsHBwZyMUIRLXcF6hMhD3mA9bfMz9IHT09Ph7OyMyMhIALlZahcvXqzhWv1PrVq12AzLI0aMwJYtWzRcI0KINtBksB4h8lAkWI8onzaf965YsQJTp04FANjY2CA0NBRmZmYartX//Az9X23yswbraWRv8vX1VWmkt7z69+9PwXqEEO2kbwy0mAGcGS/hRQa4Oh/oe0jt1SKEEEIIIeRX0aFDBzRt2hR3794FwzBYtmwZduzYoelqAQBWrVrFBurVqFFDKUPgEEKkmzZtGrZs2YLv37/j48ePOHjwoODhiFVl2bJl7P/Dhg2jQD2BBg8ezAneA4Dr168rNCwxIbKYO3cu5s2bp+lqECkMDQ0xZ84cjBgxAgCwadMmzJgxQysefPTz82MD9YyMjLQqqwwhRPvdvHmTd89+0KBB8PX11UyFyC8jLCyMssBqOW09701PT8fq1avZ6enTp2tVoB4hstLR5Ma1YQRehmG0oh6EEFKoOv0Am4qSXws+D4TfV299CCGEEEII+cWsXr0aOjq5l1L27NmD4OBgDdcIiI6OxoYNG9jp/HUkhKhG8eLF4ePjw07PmzcPmZmZGqxRrpMnT+Lx48cAAEtLSwr8IYQQJRo6dCjq1KkDIHc4txUrVmi2Qsi9v+Xt7c1OT5kyBaVLl9ZgjQghhBDys9DW895Nmzbh06dPAIAKFSpg/HhJiW4I0X4avXorEonYYDlN/Wljhj9CCJFIVw9w85b++pW5AAUfE0IIIYQQojINGjTAkCFDAOQOwTB79mwN1yj3YmlaWhoAoGvXrnBzc9NwjQj5NYwbNw5Vq1YFAISEhGDr1q0arU9OTg4nm9K8efNQvHhxDdaIEEJ+Ljo6Oli3bh07/e+//yImJkaDNQIOHz6MZ8+eAQBKlSqFmTNnarQ+hBBCCPm5aNt5b1JSEhYvXsxO//vvvzA0NNRgjQiRn8YHld6/fz+aNGmikW0zDIPy5ctrZNuEECKXqp2BkvWAqKf81yIeAMEXgcrt1V8vQgghhBBCfhHbtm3Dtm3bNF0N1ubNm7F582ZNV4OQX46+vj5evXql6WqwdHR08PLlS01Xo8hp164dLl++XOAytWvXVlNtyK9s4MCBcHFxKXAZe3t7NdWGSOPi4qJVIzX17t0bvXv31nQ1CCFFTGF9n5IlS6qpJuRXZm9vX+hvkeI4NE/bznvNzMwQGxur6WoQohQaD9azs7ODk5OTRutA2fUIIUWGSAS0ngvs6Sz59avzgIptAB1dtVaLEEIIIYQQQgghpKhxcHCAg4ODpqtBCMqXL083pAkhhKhF69atNV0FQmBkZES/RULIL02jw+ASQgiRQ3lXoEIrya/FvgJeHFVvfQghhBBCCCGEEEIIIYQQQgghhBBCSKEoWI8QQooiNx/pr11bBGSlq68uhBBCCCGEEEIIIYQQQgghhBBCCCGkUBoL1mMYBgzDaGrzHNpUF0IIkUnJOkD1bpJfS/wI+O9Ua3UIIYQQQgghhBBCCCGEEEIIIYQQQkjB9DSx0ZycHE1sViJtqgshhAjSygt4fRrIyeK/dms5ULc/YGim/noRQgghhBBCCCGEEEIIIYQQQgghhBAeGgaXEEKKKpsKQL1Bkl9L/QrcW6/e+hBCCCGEEEIIIYQQQgghhBBCCCGEEKkoWI8QQooy12mAfjHJr91fDyTHqbc+hBBCCCGEEEIIIYQQQgghhBBCCCFEIgrWI4SQoszMHmg0SvJrGcnA7RXqrQ8hhBBCCCGEEEIIIYQQQgghhBBCCJGIgvUIIaSoazoBMLaS/NrjHUBCmFqrQwghhBBCCCGEEEIIIYQQQgghhBBC+ChYjxBCijojC6DZZMmv5WQC1xertz6EEEIIIYQQQgghhBBCCCGEEEIIIYRHT9MVULbU1FTs3bsXd+7cwZcvX2BlZYX69eujb9++cHBw0HT1CCFENRoOBx5sAr5/4r/2/AjQZDxgX0P99SKEEEIIIYQQQgghhBBCCCGEEEIIIQC0PFjv9evXOHjwIDs9ZMgQlC1bVuryd+/eRY8ePRAbG8uZf/jwYcydOxf//vsvhg8frqrqEkKI5ugbAS1mAqfHSniRAa7OB/odUXu1CCGEEEIIIYQQQgghhBBCCCGEEEJILq0O1tu0aRM2bNgAALCzs8OcOXOkLhsSEoIOHTogKSkJACASidjXGIZBSkoKRo4cCZFIhGHDhqm24oQQogm1+wD31gFf3vJfe3cRCL8HODVRf70IIYQQQgghhBBCCCGEEEIIIYQQQgh0NF2Bgvj5+YFhGABA//79oacnPbZw4sSJSEpKgkgkgkgkAsMw7B8Adt7EiRMRERGhlvoTQoha6eoBbt7SX78yF/j/NpEQQgghhBBCCCGEEEIIIYQQQgghhKiX1gbrxcbGIjQ0lM2Q16FDB6nLvnr1Cn5+fmxAno2NDbZv347Xr1/j9u3b6NKlCxiGgUgkQlpaGv755x91vQ1CCFGvKn8ApRpKfi3iIfD2vHrrQwghhBBCCCGEEEIIIYQQQgghhBBCAGhxsN6rV68AgA2ya9hQSvAJgP3793OWPXHiBIYMGYLKlSujadOmOHHiBNzc3NhMe4cPH0ZOTo5a3gchhKiVSAS0niv99avzgZxstVWHEEIIIYQQQgghhBBCCCGEEEIIIYTk0tpgvbCwMPb/UqVKwcTEROqy58/nZooSiURwcXFB06ZNecv4+Piw/8fHx7PBgIQQ8tMp6wI4t5b8Wtxr4Plh9daHEEIIIYQQQgghhBBCCCGEEEIIIYRob7BeQkICgNwAPGtr6wKXCwwMZIfL7dGjh8TlmjZtClNTU3b6xYsXSqwtIYRoGTcf6a9dXwxk/lBfXQghhBBCCCGEEEIIIYQQQgghhBBCiPYG66WmprL/GxsbS13uwYMH7PC2ANC2bVuJy4lEIpQrV46djouLU1JNCSFECznUAmr2lPxaYgTgv0O99SGEEEIIIYQQQgghhBBCCCGEEEII+cVpbbCeoaEh+39KSorU5W7dusX+X7x4cVSuXFnqsvmH0k1OTlawhoQQouVazgJ09CS/dmsF8OO7eutDCCGEEEIIIYQQQgghhBBCCCGEEPIL09pgPUtLSwAAwzAICwuTutyVK1cA5GbOc3FxKbDM/EF/BgYGCteREEK0mnV5oP5gya+lxQP31qm3PoQQQgghhBBCCCGEEEIIIYQQQgghvzCtDdbLnyEvKSkJz5494y0TGhqKJ0+eQCQSAQBatGhRYJlfvnxh/7ewsFBORQkhRJu5TgP0TSS/dn8DkByr3voQQgghhBBCCCGEEEIIIYQQQgghhPyitDZYr27dujAwMGAD8ZYuXcpbZsWKFQBys+8BQJs2baSWFx8fj+joaLY8JycnZVeZEEK0j6kt0Hi05NcyU4Bby9VbH0IIIYQQQgghhBBCCCGEEEIIIYSQX5TWBuuZmpqiQ4cOYBgGDMPg2LFjGDJkCB4/foyAgABMmTIFmzZtgkgkgkgkQp06dVClShWp5T1+/BjA/wL78mfuI4SQn1qT8YCxteTX/HcB8aHqrQ8hhBBCCCGEEEIIIYQQQgghhBBCyC9Ia4P1AMDLyws6OjoQiURgGAa7d+9Go0aNUL9+faxatQrA/4Lvpk2bVmBZp06dYv+3s7OjzHqEkF+HkTnQfIrk13IyAb/JwP+3pYQQQgghhJCCDR8+nH1wsGfPnpquDkaOHMnWp1u3bpquDiG/jMzMTFSrVo3d/zZs2KDR+uTk5KB69epsfdauXavR+hDlaNGiBfudSvorW7aspqtIfhFly5Yt8LfYokULTVeRQPv6qe3bt2frM2nSJE1XhxBSBPj6+hZ4vBGJRLhx44bU9cPCwgpdf+7cuWp7P+TXdePGjUJ/i76+vpqu5i9F0fZF0/bv38/Ws3Tp0vjx44dG67N06VK2Pg0bNmTjtojs9DRdgYLUq1cPCxcuxKxZs9jha/O+5LwvnmEYdOrUCb169ZJaTnZ2Nv777z+2DBcXF9VXXkafPn3Co0eP8PDhQzx69Aj+/v5ISkpiX3dyckJYWJja6tOiRQvcvHlT7vV37doFT09P5VWIEKIcDYYC9zcC3yP5r4VcBfx3Ag2Hqr9ehBBCCCGkyPH398fZs2fZaX19fUycOBEmJiYarJV6+Pv7Y+fOnQAAPT09LFq0SMM1AubMmYM9e/YgLS0NJ06cwLVr19CqVStNV4so6O3btwgKCkJERASSk5Ohq6sLKysrlCtXDvXr14eNjY3StsUwDD58+ICQkBBERETg27dvSEtLg4mJCSwtLVGlShXUqVMHxsbGStumJNnZ2Vi7di0SExPZeU2aNEHbtm1Vul15rVu3Dq9fvwYAVKhQASNGjNBofXR0dLBw4UI2aHfu3Lno16+fUn8rvwKGYRAWFoYXL14gMjIS3759g6GhIaysrFCxYkU0bNgQRkZGmq6mUjEMg7dv3+L169eIjIxEcnIyRCIRrKysYG1tjRo1aqBKlSrstXVSsK9fv+LOnTuIjo5GfHw8DA0N4eTkhN9//x2lS5dWyTZzcnLw8uVLvH79GlFRUUhJSYGBgQGsra1RoUIFNGjQAGZmZirZtrw+fvyI9+/f4+PHj4iPj0dqaiqMjY1hYWEBZ2dn1K9fX+vqLERWVhYCAgLw9u1bfP78GWlpaTA0NESJEiVQsWJF1K9fX+ltiTb2UxcvXoxLly6BYRisX78ef/31F416RQiAz58/49mzZwgNDUViYiIYhoGZmRnKlCmD2rVrKz0Y//PnzwgJCcGXL1/YNtfAwAAWFhYoW7YsGjRoAGtrKaMzycHT0xO7d++Gq6urVge+KCItLQ3Pnj1DSEgI4uLikJqayp4/OTg4oEGDBihevLimq1lkvHz5EoGBgYiLi0NKSgp7HtqkSROVnYcmJyfD398fISEh+Pr1KzIyMlCsWDE4OjqiSpUqqFmzJnR0tCfvVUZGBt68eYOwsDB8+vQJSUlJyMzMhLm5OWxsbFCrVi1UrVoVurq6mq6q3BISEuDv748PHz7g27dvyMrKgqmpKUqVKoXq1asXOMqmJuTk5OD9+/d48eIFoqOj8f37dxgbG8Pa2hqVKlWCs7Mz9PX1lbKt5ORkTvKyefPmafy8dPz48Vi7di2io6Ph7++PXbt2YciQIRqtU5HDFAHbt29nbGxsGJFIxPnT09NjRowYwfz48aPA9fft28euo6Ojw/j6+qqp5pLduXOH6dq1K1OyZEkGQIF/Tk5Oaq2bq6troXUq6G/Xrl1qra80L1++5NTr5cuXmq4SkSAxMZE5efIk+5eYmKjpKv3cnu5jGB9zyX8L7Rnmy3tN15AQoibU/hKiPpmZmcyrV684f5mZmZquFtGQrKwsJiEhgf3LysrivO7k5MQ5j7l+/brc21JmWfk9ffqUsbS05J0Lurm5MWlpaUrZhjZr2rQp+56HDBmi6eqwJk+ezNarZs2aTHZ2tqarpPUGDRrE+x3r6uoyb9++VbisEydOyFWn4OBgZsKECYyDg0OB115EIhHTsGFDZt26dUxKSopc27p//z4zbdo0pkmTJoyJiUmh13v09PSYLl26MJcuXZJre4XJycmR+J0YGBgwfn5+StlGYW2wEHFxcYyFhQVbzz179iiljsrQoEEDtl5jxozRdHWKhPj4eGbnzp3Mn3/+yRQvXrzAfUFfX5/x8PBgbty4oZa6FXatVpFrx3fu3GEGDx7M2NjYFNoGWFhYMB4eHszx48eZ9PR0pb2/3r17K/Sedu3axVnX1dVV7rooWta5c+eYJk2aMDo6OlI/x0aNGjFnzpyRu47injx5wgwdOpSxsrIq8PvT1dVlWrRowfj6+sp9LiLetxT/K+jzysrKYu7du8dMmzaNadasGaf9LOhY5+bmxhw9elTpdQXA6OjoMFZWVkz58uWZjh07MnPnzmWCgoLk+mzyu379OtO7d+9Cj62GhoZMx44dmf/++4/JyclReLsMo7391O7du7P16tixo6arQ9RI/BimyP1DoWWJt+l5fzt27BC8bfGyJkyYINd7SEhIYJYsWcLUqFGj0DaqXLlyzMyZM5lPnz7Jta2wsDBm0aJFTLt27WQ6zgNgfvvtN2b79u1KuWaV16+X57gs7bvL/1fQ9Y3Q0NBC1/fx8ZHrfaWlpTHbtm1jWrVqxejr6xe6nfLlyzOTJk1iAgMD5dqeJNHR0RKP+0Lekyb3zfySkpKYhQsXFhgvYWxszAwePJgJDw+Xu475ZWZmMnv27GFatmzJ6OnpFfj9WVlZMUOGDGH8/f3l2tb169cL/Y0U9nkdPXqU+euvv5gaNWoUWl8gt88+cuRI5vXr10qva17/xc7OjqlZsyYzaNAgZuvWrQrfW0pNTWXWr1/P/Pbbb4xIJCpw+/b29sy4cePkum7DMIq3LwyTuw+uX7+e6dy5M2Nubl5gWcbGxkyvXr2YmzdvKnT9gWEYZtasWWy5FStWVLg8ZVm3bh1bLzs7OyY5OVkl21HVPRZNxxQViWA9hmGY9PR05ty5c8zq1auZJUuWMLt372YiIiJkWtfb25vx8PBg/758+aLi2hZs1apVMjV4AAXryUvTOxaRDQWLqFl2FsNsaSE9YG9b69xlCCE/PWp/CVEfCtYj+RX1YL2XL18WGMTQsWNHJiMjQ+HtaCs/Pz/2vYpEIubNmzearhIrMjKSMTAwYOt38OBBTVdJ60kKDAPA9O7dW+GyhAbrff/+nRk9ejSjq6sr+DqMnZ0dc+DAAcF17tevn9zXfnr06MEkJCQI3mZBRo0aJXV7RkZGzNWrVxXehjKD9aZOncrWr0yZMlp1bD9y5AhbNwMDA6Xd2PpZjR49mtN+CvkbOHCgys+lxK/VXr58mfN3584dwWW+fPmSadGihdxtgJ2dHbN582aFbxCdPn1a4evh2hCsl5SUxHTt2lXQZzhgwACFHnL4/Pkz06tXL7m+vwoVKsgVeH3nzh3e70/WzysrK4vzYIHQv5YtWzIfP36Uua6yBOtJ+3Nzc2OCg4MFfz7v3r1jWrduLdc269WrJ3cgQB5t7qc+evSI837v37+v6SoRNdHGYD0nJyfBQeeKButlZ2cz69atkylQWfzP0NCQ8fb2LjRpjbht27bJ3Q7WqVOHefHihaDtiVNmsN7UqVN5x5/4+Hip64sH67Vt25a3fkhIiFz1srOzk/tzdXV1VbitZxiG6datm8Tyi1qw3qNHj2RKapT3Z2Jiwhw+fFjuejIMw1y+fJlxdnaW6/vr2bMnEx0dLWh78fHxvN9e/vNIWT4vR0dHueqrr6/P+Pj4yPxAgKzBetK+mxkzZsj1QM/BgwcZe3t7wdvU1dVlRo0aJfhcLCoqivedDBgwgFN2QddPO3fuXOCDOdL+dHR0mEmTJsn90FNsbCznQZAtW7bIVY4qpKamcq4VL1myRCXb+VmD9bR6GNz8DAwM4O7uDnd3d8Hrzp8/XwU1Ug1TU1MkJydruhqsy5cvC1q+evXqKqoJIURhOrpA1y3AlmZAloRx7CMfAXfXAM0mqb9uhBBCCCFEq7179w6tW7fGly9f2HkGBgbIyMhgp/38/NC3b18cOnSoSA+7Ic2cOXPY/zt37qxVQ3g5Ojqib9++8PX1BZA7HMaff/6pVUO2FBWHDx/GzJkzUatWLbVs7+3bt+jcuTOCg4N5r+no6MDW1hYlS5ZEWloaoqOj8e3bN84yMTEx6Nu3L65du4aNGzcqNMSKrq4uSpcuDUtLSxgYGCAxMREfPnxAZmYmZ7ljx47hw4cPuHr1KiwtLeXeXp7Jkydj06ZNnHn525cfP36gc+fOuHjxIpo2barw9hQVExODDRs2sNN///039PS05xJr9+7dUaFCBYSEhCAjIwMLFy7E1q1bNV0trfXw4UPOsSyPrq4uHBwcYGdnh8zMTISHh3OGaAaAPXv24M2bN7h69SpMTU3VUt/WrVsrtP727dsxduxYpKen814TiUSwtrZGiRIlYGZmhpiYGMTExPCWjYmJwciRI3HlyhUcPXpUrnokJiZi1KhRcq2rTVJSUuDq6oqnT5/yXnNycoKtrS2+ffuGkJAQ5OTksK/t3bsX8fHxOHXqlOA+04MHD9C1a1d8/vyZ95qenh7s7Ozg4OCA79+/IyoqinevISQkBO3atYO3tzfmzZsn83ZV0f6KRCI4OjrCxsYGRkZGSEpKwocPH/DjB/e65fXr19mhFMuUKaP0euR39epV1KlTB8eOHZP5XtTp06fRv39/JCUl8V4zMDCAvb097OzsEB8fj6ioKKSlpXGWefr0KRo3boz169fLPaS6NvdTGzZsiBYtWrBDYc6ZMweXLl3SbKXILys8PBxbt27F2LFj1bK9pKQk9O3bF2fPnpX4upWVFUqWLAl9fX1ERUUhLi4ODMOwr6enp2PBggW4dOkSTp48CXt7e4Xq4+DggOLFi8PExATJyckICwvjHScCAgLg6urKtofSxMXFoUSJEnLXRdb1q1WrplD/x8HBQaH1k5KSMHDgQJw8eVLi6wYGBihRogRsbW2RnZ2N6OhofP36lXPcB4CbN2+iYcOGOHXqFDp16iRXXY4dO4b//vtPrnW1yfXr19GhQwfe8d7Q0BAVKlSAsbExIiMjERMTw76WkpKCPn36IDs7G3369BG8TR8fHyxYsICzf+UxMTFByZIlYWFhgc+fP+Pz58/IysriLHP06FHcunULJ06cQOPGjWXappWVFe+3FxkZKbju4oyMjFCmTBlYWFggJycHX758wcePHznvLTMzE/PmzUNERAR27Nih8DYLkpKSgqVLl+LixYu4evUqrKysCl0nMzMTo0ePxvbt2yW+bmFhAQcHB5iYmCAqKgqxsbHIzs5mX8/OzsamTZtw5coVnDlzRuZ+j4ODAxwcHDjz7ty5I9O6AHD37l3evg0A+vr6KFmyJEqUKIEfP37gw4cPSE1NZV/PycnBv//+i/fv3+P48eOCrx8sXboUKSkpAAA7OzsMGjRI0PqqZGxsjLFjx2Lu3LkAgOXLl2PMmDEwMzPTbMWKCLpqq0FmZmZo0aIFpk6diqNHjyIsLAxnzpzRdLU4WrduLehPvIEjhGiZEpWA1gVciLu+GPj8Qn31IYQQQgghWi8sLAytWrXi3BS2t7fHw4cPsXjxYs6yx44dg6enp8SLV0XZlStX8OTJE3ZaGwMMRo4cyf7/5s0bnD59WoO1KboYhoG3t7datvXmzRs0b96cF6hXq1YtbN26FbGxsYiOjsaTJ0/w6tUrJCQk4OXLl/Dy8uJd+Ny+fTt69+7NuYBdGFNTU/To0QPr169HQEAAUlJSEBoaimfPnuHhw4d48+YNkpKScPr0aTRq1Iiz7tOnTzFhwgT53/z/8/Lywr///suZN3r0aLx+/RqVKlVi56WkpKBDhw7w9/dXeJuKWrduHXvh3djYGJ6enpqtkBgdHR0MHz6cnd69ezfnRheRztLSEqNHj4afnx8SEhIQEREBf39/BAYG4uvXr7h+/TqaNWvGWefRo0da9xuQZunSpRg+fDgv+K5Vq1bYtWsXoqOj8eXLF7x+/RqPHj1CeHg4fvz4gSdPnsDHx4d3EywuLk7uukydOhWfPn0CkHuDtKgaNmwYL1Bv8ODBCAkJQVhYGB49eoTg4GB8/vwZ3t7eMDAwYJfz8/MTnGTgzp07aN26NS9Qz8XFBfv370dCQgIiIyPx+PFjvH37FklJSXj48CEmTJjA2TbDMJg/fz4mTpwo/E0rwNDQEG3atMGyZcvw8OFDJCcnIyIiAgEBAXjw4AGCgoKQlJTE3sTPLzQ0FAMHDpRruytWrMDly5c5fxcuXMD+/fsxefJkODo6cpZPTU1Fz5498fz580LLPnr0KLp168YL1Pvjjz9w8uRJfP/+HeHh4Xj06BHev3+P5ORkXLt2DZ6enpyHKjIzM/HXX39h9erVgt9fUeunXr58GQEBAZqrDPnlLVq0iBNEoSopKSlo3749L1CvRIkSWLRoEd6/f4/4+Hi8fPkSz549Q0xMDKKiorB27Vo4Oztz1nn48CFatGghqE+nq6uLFi1aYPbs2fDz80N4eDgiIiLw/Plz3L9/Hy9evEBiYiIePXqE/v37c9aNj49Hr169JAb3A7ltVuPGjdGzZ0+JweMFyQvYr1y5Mr5+/SpoXXVLTExEmzZteIF6RkZGGDt2LC5fvoykpCRERkbi6dOnCAwMRGxsLJKSknDy5EkMHTqU089hGEbu95yQkMAJMi2q/afIyEj06tWLE6hnbW2NzZs348uXLwgKCoK/vz8+f/6Mx48fw83NjV0uJycHQ4cOxatXrwRtc8KECZg/fz4nmE1fXx9jxozBvXv3kJSUhODgYDx+/BgRERH49u0bDh06hBYtWnDKiYmJQZs2bQQFdylDyZIlMXz4cOzduxfv379HSkoK3r59i0ePHsHf3x9hYWH4+vUrtm7dilKlSnHW3blzJ3bt2iV4m3Z2dry+0+XLl3H69Gls2rQJf/75J+9BwWfPnsHDw6PQ64HZ2dno3bs3L1DPxMQEM2bMQGBgIL59+4bXr1/D39+fDWTesWMH6taty1nn3bt3cHV1xZs3bwS/R0XZ2dlh6tSpuHr1Kr5//46wsDA8fvwYL168wLdv33DixAlUq1aNs87p06cxY8YMQdv59u0b5+G7wYMHw9DQUCnvQVmGDx/OPoAUHx+v8gDRn4pa8/iJKVeuHDNhwgTm8uXLWjVchKq9f/+eCQoKYrKzs3mviacZ1fQwuEWVplNWEtnQMIwakp3NML5/SB8Od0NjhskUlladEFK0UPtLiPrQMLgkv6I4DG5kZCRTvnx5TlkVKlTgDBuzfft23vCdw4cPl7vuQuXfriLDtxTkjz/+4JynSzqf1wY1a9Zk69miRQtNV4dDHd+TENKGwc37e/DggdxlyTIMbmpqKlOlShXOeiKRiJk/f75Mx4mIiAjGzc2NV++5c+fKVOc3b94IGk4rOzubGTp0KG97QUFBMpchbvHixbzy8g/fFBcXxzRo0IDzurW1NfP8+XO5tqeMYXDT0tI4Q7wMGDBArrqo2ufPnxk9PT3Bvwt1EL/2GRoaqtH61K9fnylbtiyzfft2JjU1tdDls7KymBEjRvB+u9euXVNJ/ZR1rfbUqVO8OpcqVYrx8/OTuYysrCxm+/bt7HBc8g45e/36dUYkErFDQi1btkzu6+GaHAb32rVrvM905cqVBa5z/vx5Rl9fn13eyMiIiYiIkKl+nz9/ZmxtbTnbMzQ0ZLZs2SLTEGdBQUFM3bp1eXX29fWVafuSyPp5ZWVlMc+ePWM+fvwoqP2dN28er77nzp0rdD2h/eD09HRmwoQJvG21bt26wPWCgoIYY2Nj3nHqv//+k+n93b17lylXrhxnfR0dHcHtSVHop6anpzM2NjZsPT09PTVdJaIG2jgMbt7f0qVLZd62vMPgDhw4kLfdHj16MHFxcYWum5qaykycOJG3fqtWrWRq8yMiIpgvX74I6v/6+vrytrdx40aJy27atIldxtLSktm2bRunXtKGwT1x4gRn6NMpU6bwyhb/vIX+bsSHwR00aJCg9fOTNORsly5dBA3NHh0dzYwcOZLtm8u7H+Q/56xbty7Tv39/qedRhdHkvim+X9ja2jKvX7+Wunx2djbvfLtjx44y12/nzp2877BmzZpMYGCgzOuLH+ttbW2ZmJgYmeuQn9Dfd2BgoMxD2TJM7tC79erV42zDwcGh0L6BPPEp796941yDyvvbt29fgevNmTOHt46rqysTFhZW6DazsrKYJUuW8IairVq1qkzncpL4+PjI3G+0sbFhatSowRw9erTQ6zZZWVlMdHQ0065dO075+vr6zNu3b2Wu34oVK9h1RSIR8/79e5nXVaf8/dEKFSoovT/6sw6Dq9HMemFhYVi3bh3atWuH4sWLo1evXti3bx8SEhI0WS2Vq1ChAqpVq0bD0RBCNENHB+iyETA0l/x6bFBuhj1CCCGEEPJLi4mJgZubGz58+MDOq1OnDu7evYvy5cuz84YOHYpjx47ByMiInbdt2za1Z2tRlfDwcJw7d46d7tevn9aezw8YMID9/8aNG3j9+rUGa1O0NGnShDM9e/ZslW5v0qRJvKe/N27cCG9vb5mGRClVqhT8/Px4w+osXLgQDx48KHT9ypUrC3oaW0dHBxs2bEDZsmU5848fPy5zGfmtWbMGs2bN4pS/ceNGdugUAChevDiuX7/OeY/x8fFo3bo13r59K9d2FXX06FHOcOD59zltYmdnh7Zt27LTW7du/ekynirLvHnz8PbtWwwdOhTGxsaFLq+rq4uNGzeiQYMGnPnShnDSBh8/fsTgwYM58ypWrIi7d+/yspcVRFdXl81m8scff8hVl7S0NAwbNozNbDJu3Dg0bNhQrrI0benSpZzpLl26YNKkSQWu0759e8ycOZOd/vHjh8xD0Q4ePBixsbHstL6+Po4dO4YRI0ZAJBIVun61atVw9epV3jDv48aN4/T1VKVs2bKCh8OaM2cOb6i5Y8eOKbNaAHKHMFy9ejX69evHmX/lyhW8fPlS4joZGRno27cvZ0hbc3NzXLhwAV27dpVpu02aNMH169c5WXBycnIwcOBAme+RFZV+qoGBAXr16sVOHzx4EN++fdNchcgvR7wtWbZsGb5//66y7R05cgR79uzhzOvXrx8OHz6M4sWLF7q+sbExVq1aBS8vL878a9euYcWKFYWuX6pUKdjY2Aiq86BBg9C7d2/OPGlt7qBBgzB//nyYmJjg27dvGD58OFq1aoV3795JXD46Ohrdu3dH165dERUVBX19fYwfP55zPqBt1q9fzxtyduTIkfjvv/9QunRpmcuxt7fHpk2bcPPmTbmHMb506RJ2794NILc/tm3bNjaLVVESERGBAwcOcOZt2bIFVapUkbqOjo4ONm/ezMm67ufnh7t37xa6vZCQEIwfP54zr0aNGrh+/TqvPyTN4MGDcfz4cU6G4tjYWAwZMkSm9RVVq1Ytmfp5eaysrLBv3z7OOtHR0TJ9XkI5Ozvj4sWLvOGsV61aJXWde/fuYdGiRZx5LVu2xIULF+Dk5FToNnV1dTFjxgxs2bKFM//169eYMmWKgNrLZ8eOHQgMDESPHj1kum5jZGSEHTt2oGTJkuy8zMxMdn+WxaZNm9j/GzdujAoVKgirtJrkz4AdEhKCS5cuabA2RYdW9NoZhsH3799x7NgxDBo0CHZ2dnB1dcWKFSt4Q4EQQghRAsvSgPsy6a/fXQOE31dffQghhBBCiFaJj49HmzZtOAExLVq0wM2bN2FnZ8db3sPDAxcvXoSFhQU7TzwYp6g6cOAAJ8ilW7duGqxNwcRvDu/fv19DNSl6xo4dCwcHB3b66tWruH79ukq29fDhQ2zevJkzb8KECZwh4mRhaGiIEydOcC5qZ2VlcQJhlMnQ0BA9evTgzJMnIHTr1q2cYF4DAwMcOnRI4rB9pqam8PPz49zgj42NhZubG0JDQwVvW1H79u1j/7eyskLLli3VXgdZ5W8PoqKicO3aNQ3WRnt17NiRc/NNFrq6upg2bRpn3sWLF5VZLaWaOHEi4uPj2WkTExNcuHABZcqUkas8c3NznDp1Sq6gfG9vb4SEhAAAypQpg4ULF8pVB03LG8o0P1mDvP/++28UK1aMnd6/f3+hwzEePnwY58+f58xbtmyZ4KBJKysrnDt3Dubm/3uANykpiTOsnrYRD6BT5YMIS5cu5QW6SbvRuGrVKgQGBnLm7d69W3DwqZOTE86cOcMJuoiMjJT591RU+6np6ekqCbxUl5CQEMyZMwcrV65U6Xbmz5+PhQsX4uPHjyrdzq/gt99+Q5cuXdjp+Ph4lX1/qampGD16NGde/fr14evrKziYdsGCBejevTtnnpeXFyIjIxWupyTiw+FKa3ONjY3h7e2N4OBgDBo0CCKRCDdu3ECtWrWwePFiZGZmAsi9/79161ZUrVqVDXzr2LEjXrx4gTVr1sDKykol70NRMTExmDp1Kmeeu7s7Nm3aJHdAdJMmTeDv788bFrMwKSkpGDFiBDs9fvx41K9fX646aJqfnx+ysrLY6erVq8PDw6PQ9YyMjHiBWPmHBZVm7NixSE5OZqdNTU1x7tw5wYGs7u7uvPbCz88PR44cEVSOulStWpX3G1FV/8nBwYF3TvD06VOJwz0zDIPhw4cjOzubnVe6dGmcOnWK8/CvLIYNG4bJkydz5m3cuBGPHj0SVI5QXbp0EdwGmJiY4K+//uLMk/Xc8f79++y5E6Dd/Tx3d3fOA6H5r50Q6TQarPfXX3/B0dGRnc67kJiVlYU7d+5g+vTpqFq1KipXroypU6fi1q1b9BQoIYQoS+3eQBVpF/UY4ORIID1ZyuuEEEIIIeRnlZiYiLZt2+LFixfsvK5du+LChQucm7vimjdvzntafMmSJUX2Rnye/E9+Ozo6KnRhPDY2FteuXcO2bduwfPlyLFmyBFu2bMGpU6fw+fNnhevq7OzMufgv/tQ6kc7Y2Jh3Y1xV2fX+/fdfzrSjoyMWLFggV1mmpqZYs2YNZ15QUJDKAofEn+LOn2VOFnv37uUEJZqZmeHcuXPo2bOn1HUMDAxw4MABjBkzhp336dMntGrVSmU3KiWJjY3F1atX2ekOHTrI9DS9NKGhoTh79iw2btyIJUuWYPny5dixYweuXLnCuakkr86dO3MyKlB7oFzNmjXjTH/9+rXQgCtNCA4OxqlTpzjzlixZwsmQKw8dHR2Zbq7m9/jxY6xevZqd3rBhA0xNTRWqh6bcvXuXc7PZwcFB5iAtS0tLzu8nLS2NF4gnTvy4Ua9ePYwbN05Ajf/H0dER8+fP58y7cOGC1mbjVfS4I0SpUqVQu3Ztzrz8/eE8mZmZWLduHWde586dBe8TeerUqcP7Pnfv3s0JspVGmf1UIDdj4M2bN+Hr64tly5Zh5cqV2Lt3Lx48eKDwvbkWLVpwHuwpaselpKQk7NixA82aNYOzszMWLFiAiIgIlW7zw4cP8Pb2RtmyZdG6dWvs3btXK481RcWCBQs4faNVq1ZJDChR1O7duznl5mUGk7ffuGbNGs7xMiMjA+vXr1e4npIIbXNLliwJX19fPH78GC4uLvjx4wdmz56NgwcPAgBu376Nv/76C4mJiahevTouXbqEs2fPonLlyiqpv7KsW7cOP378YKfNzc1lCg4rjKOjI3777TdB68ycORPh4eEAcgO85T1v1AY3b97kTHfq1EnmdcWXPXPmDKcvJu7Vq1e4cOECZ978+fMFZUXMb/To0bxjrHj/TJuos/8k/vAIwzASMxNfuHABr1694sxbs2aN4MzLeebOncvJTgxo73cint1V1iB88b5S/qBzeQUEBODAgQNYvXo1li5dip07d+Ly5cucbNHyMDU1hZubGzt98uRJ6rPIQKPBeps2bcLHjx/x9OlTzJ07l9PI5QXuMQyDd+/e4d9//0XLli1ha2uLAQMG4MiRIypNUUwIIT89kQjotAYwKSH59YQw4JKX5NcIIYQQQshPKTk5GR06dMCTJ0/YecOHD8fRo0dlGjKzdu3auHv3LufCoLe3d4HDYGiz8PBwzkVGoVm0GIbB7du3MW7cOFSpUgV2dnZwc3PDiBEjMG3aNMyaNQsjR46Eh4cHHBwcUKtWLezevbvAi86FyV/H0NBQ3sVQIt3w4cM5w7zev38fZ8+eVeo2IiIieMMpTZs2Te4L1EDuBdt69epx5uUPiFGm/DetgNygE1kdPXoUgwcPZq/5lShRAtevX+dc0JVGR0cH69ev5wyTGxYWBjc3N8TExMhcB0WcP3+ekwVAaHvw48cPHD9+HP369YODgwPKly+PTp06YcyYMZg1axamTZuGYcOGoU2bNrC0tES7du1w48YNuetra2vLCd49d+6cSjIu/qokZYJJTEzUQE0KtmrVKk6AjZ2dneAsnsqQmZmJoUOHsvtQz5495R5KVxuI32CTdSi1POIBYadPn5a67P3793lZQnx8fBQa/m7MmDGwtbVlpxmG4QV+awtFjjvyEA9klXRz+9ixY/j06RNnnqLBE15eXpwsn6mpqYUGhijaT80vNDQUAwYMQPHixdGiRQsMHjwY06dPx5QpUzBw4EA0btwYdnZ2GD9+vNw3/PX09ODi4sJO3759W+vv8eXk5ODKlSvo378/7O3tMWzYMNy5c0ft9WAYBlevXsXAgQNhb2+PoUOH4tatW3RcF6hmzZqcYV6TkpKwZMkSpW5DUnvapUsXNGjQQO4yHR0dOZnVAGDbtm0qCYKQt82tX78+bt++jcOHD6Ns2bKce/zFixfHhg0bEBgYiDZt2ii7ykqXmprKGXYSyM3iJR4UpA737t3Dhg0b2OmNGzfCxMRE7fVQFvH+k3h/qCD29vacvktCQgJu374tdXnx/dDW1lahTMI6Ojrw8fHhzHv48CEePHggd5mqpM7+k6SHgCT1FcSvUdStW5c3OoQQpqamvGznx48fV3kgvTzEP39Zzxv9/PzY/0uXLg1nZ2e5tp+UlAQvLy84Ojqibt266NevH/7++2/MnDkTQ4cORdu2bWFtbY2uXbtKDLSUVf6+aEpKikLXM34VWjEMbp06dTBnzhw8fvwYkZGR2LJlCzp27Mi5EcAwDBiGQXx8PA4cOIA+ffqgRIkSaNOmDdauXYuwsDDNvYGfXGJiIp4/f45bt27h6dOnCA8P51ycJIQUYSbFcwP2pHmyC3h3WX31IYQQQgghGpOWlobOnTvj3r177LzZs2dj69atgm4Ily9fHnfv3kXdunXZeZMmTcKWLVuUWl91EM9O5urqKmj9qVOnonnz5li/fj1nSGFpXrx4AU9PT7Rs2RKxsbGCtiWtjuJPkxPpDAwMeBfgvb29lXoj9NSpU5xgTAMDA94Qf/Lw9PTkTF++fFklN8AfPnzImZY1g8/Zs2fRr18/9npS2bJlcffuXcEZgHx8fDjDTwUHB6N169YqyYoiTtH2wMXFBT169MCBAwcKzaSZnZ2NS5cuoWXLlhg7dqzcAbz56xgTE4Nnz57JVQ7hEw/UASB4SC11OHHiBGfa09MT+vr6aq/HkiVL2AxllpaWWLt2rdrroEzibY61tbWg9cV/KwXtm8ePH+dM29nZoUOHDoK2J05PT4831KF4ILm2kPe4Iy/x/UNS+yv+ndSrV09wwKY4GxsbXgCr+HbEKXpcyrN69WpUqVIF+/btQ1JSktTlvnz5gnXr1qFChQpy/17y1zErKwtXrlyRqxxVCw4OxuzZs1G2bFm0adNG6nDVimTYlYWk8pOSkrBz5064urrC2dkZ8+bNo/ujAsyfP5/zuW7cuBFRUVFKKz8oKIh33jd48GCFyxXv68fHx+P69esKlytO0TZXR0eHk70w//yi4ubNm7zMpsOGDVN7PdLT0zFs2DD2oYtevXopfPzXNHX2n8SPU/3791e4D+zu7g47OzvOvMKO1ZrAMAweP37MmafK/pOkz1W8//T9+3feMV8ZbWPfvn05DztkZWUV+BCMpkRHR3OmZTlvDA4ORmhoKDvdvHlzubZ98+ZNODs7Y9GiRQUe7378+IGTJ0+iTp06co8yQdcjhVNtT1IODg4OGD58OIYPH460tDRcuXIFZ86cwdmzZ9kLWQzDQCQSITMzE9euXcO1a9fw999/o1q1aujUqRM6d+6MRo0aafid/Bzq1q2L58+f81Kcm5qaomnTpujevTsGDhwoU4YFecXGxiIuLk7QOu/fv+dMJycna/1TWr+ilJSUAqeJmpRsBqPqf8Ig6IjEl3NOjkbKwCtgjPlPjRNCiiZqfwlRn+zsbDYwIe/iZHZ2tsSLl+TnJ/7QU2EPQeX//Shj2wWVlZGRgW7durEX/EUiEVatWoWxY8fKVYfixYvj6tWr6NatG/sk5ahRo2BoaIgBAwbI9R5kkZOTo9SHy27dusWZrlu3rqDyJQ0jYWVlBXt7e5iZmSEjIwMxMTG8C3d37txBq1at8ODBAxgbGwuqc506dTjTN2/exIQJEwSVoWrK/p7kIR6Al1envn374p9//sGbN28A5A4Rcvjw4QKHaZVWliTiT/83b94clpaWCn8eHh4eGD9+PKcOd+/eRdu2bRUqN7/Xr19zbnro6emhV69ehdb98uXL6NGjBzIzMwHkZjU5d+4cHBwc5Hrfw4cPh42NDQYMGID09HS8fPkSbdu2xeXLlznD64kT2gaLy//dWVpaoly5coLKEM9uAOQOHWZtbQ0TExOkpqbi48ePvKfsN2zYgJSUFGzfvl1QfQFwgqYB4MaNG4IyWKiCpO9B0+2BPMSH8XJycoKurq7S34t4+yKk/ODgYF7myT/++EPtn/erV6+waNEidnrJkiUoUaIEWw9J9ZG1juLXrBmGkfv9KVJWVlaWoO2mp6dzpoODg5GRkSHx4Qjx40anTp0gEomUctzIP1RYXFwcXr9+jUqVKslVXkGfl7ztb2xsLC+7XP/+/QW/dyHtjHggrrW1NW/du3fvcqa7du2qlP2qa9eunONsQEAAkpKSUKxYMYnLK9pPBYA5c+Zg8eLFvPmWlpZwcnJCdnY2wsLCOMOzf//+HX/++Se2bNnCCyAqjKR+qjKGdFOGxMREHDlyBLt37y4wU5KRkRE6deqEfv36oX379iptU9etW4f27dtj7969OH/+PNuXyvPhwwfMnTsX8+bNQ/PmzTFw4EB0795da4YYF9JHVnZZ0tr0cuXKYdCgQdixYweA3PO1BQsWFDisrJDjg/h+aWxsjLZt2yr8O6lWrRoqVqyId+/esfNu376N9u3bF7iekPY3LS2NN4TkgAEDZKr706dPMXnyZPaYJRKJ2Hv5X758wahRo7Bx40YsX74crVu3LrAs8c9b6O9GfFmhfQPxPl6lSpVQqVIltfef5s2bxw5Rb2VlhX///ZdTB0X2L03tm+JBmxkZGYK2K94Gvnr1SuL6b9684WV28/DwUPg7FIlE6NSpE+e87M6dO4LKVfT3LYudO3dygrKqVKmC+vXrF7gdRfrjkjLZiV/juH37Nu+9K+M7sbS0RPPmzTmBgHfu3BGUSVy8Xso6P81fxv379zmvVaxYsdBtiLdF9erVE1wvPz8/9OrVi3ctwsjICGXLlkWxYsUQERHBicPJzs7G4sWLER0djW3btgnaXo0aNaCnp8cGa966dUup17Xz2pu87ywpKUmhbOMAOH1cTdC6YL38jI2N0alTJ3Yc8sePH+PMmTM4c+YMAgMDAfwvcI9hGLx69QqvXr3CP//8gxIlSqBDhw7o3Lkz2rZtK/WEhhQsICBA4vzk5GRcvHgRFy9exJw5c7B27doCL1wrYuPGjZg3b55CZTx69KjQp5aJ5okP6UDUR0/XDS0NrqFYBj81sU5KLBIPDseTcmM0UDNCiDpQ+0uI6ohEIpQokTvkfN4Qh8nJyTKfSOZkM0hNzFBZ/UiuYhYG0NFVfwCleHYG8QtEaWlpBWa3KIg8ZR08eJA3T97tA7m/f/GMPoqWWZgfP34otXx/f3/2f11dXZQqVUpQ+RkZGTAzM2OvTfz222+wt7fnLRcVFYUjR45g9erVbKBOUFAQpkyZgqVLlwqqc/HixWFqaspecPL391fpZy4PZX9P8hC/0J9/H5k+fTrnKW8fHx+0adNGattdUFnixIdOq1GjhlI+CzMzM9jZ2XECc27cuIHGjRsrXDaQ+zvy9PRERsb/jkmTJ0+GpaVlofVv1KiRxGsyirzvNm3aKFymkKHD4uLiEBkZyU5XrlxZcP2zs7NRqlQpeHh4oE2bNqhTpw7Mzc05yzAMg6CgIOzatQu7d+9mL2z7+vrCzc1N8LCh4kMSPXjwAEOGDBFUhrKJBzGnpKRovD2Qh3jwpJubm0reh/jNDSHbEM9eoaenhwoVKqj1887JycHQoUPZtqNx48bo1asXpw7iv4mcnByZ6yh+4yk7O1vu9yekLPF7DdHR0YK2Kx4Qlhd4LL7PpqWl8bLGVKtWTSnfYYUKFXgBpteuXYODg4Nc5Qn57GVpf4ODgzFkyBBOdqM+ffqgevXqhW5H3j51amoqp+8H5AZV5183NDSUd/ypWrWqUr6TypUrc6azsrJw48YNNGvWTOLyivZTz58/zwvUq1q1KhYsWIAWLVqw/Z6MjAycO3cOXl5e7G83Ozsbo0ePRuXKlVGjRg2Zt1muXDnO9MOHDzV6DMjOzsaNGzdw4MABnDt3TmJgPZB7XtOoUSP07t0bXbp0YR8OkPRgjrK1bt0arVu3Rnx8PI4dO4YjR47gyZMnnGUYhsHNmzdx8+ZNjB8/Hp07d0afPn3g4uKi0QcFxY9hipwDCC1L/LvMyMhgl584cSL27dvHBk7v2LEDI0eOhJOTk+CyxIkHV9SoUUNpv5OaNWvygvWEfp7S2t+oqCiMHDkSwcHB7DwXFxe4u7sXuI2YmBgsXLgQBw4cQE5ODoyMjDB58mS8ffsWx44dQ+PGjdGjRw/MnTsXL168QPv27eHu7o4FCxagQoUKEssU/7yF/m7EH0rPzMwUtL74d1irVi21t1MvX77EihUr2Om5c+eiWLFinHqIn4MW9LsUp6l9U/zcJyIiQtB2xUcfePnypcT1r127xpnW1dVVWh+4WrVqnOmnT58iLi4ORkZGMq2v6O+7MAcPHsTEiRPZaR0dHSxdurTQgCRF+uPimX6B3GGH868vPhyqnZ0dzMzMlPLea9SowQvWE3rdLj9FrsVKkp2djUOHDnHmtWrVqtBtiD84UL58eUH1ioyMxMCBAzm/OWtra/j4+KBbt26cwP5Hjx7Bx8eHs81du3ahRo0agq8fODs7sw+/BgUFCdo/CpKdnc0J0gNyj4OKjoQhPjy3uml1sJ64hg0bomHDhpg/fz4iIiLYwL0bN24gPT2d82XExsZi9+7d2L17NwwNDdGyZUs28M/R0VGD7+Ln8/nzZ/z555+YMmUKli9frunqEELkkKVrjKdlhsPl/RKJr5f69hCfE+rjkxVlLSWEEELUKTUxA6eWBWm6Gj+9LtOqw9RaddnC5RUQECD30IfiGVuIcOnp6ZybIaVLlxacVb5fv37w9vbmXZQWV7JkSUycOBHdunVD586dER4eDgDYs2cPpk+fDisr2bNci0QiVKhQgX3IMSoqCvHx8YKHmPmVdenSBTVr1mSHbAwODsahQ4cUHq42JSWFN+yIosPm5VezZk1OsF7+m22F+fLlC16+fMlO5+TkIDk5GSEhIbh+/Tru3LnDue42ePBgTJ8+XTkVLwKCgrjH4ooVKwouY+XKlfj9998LDNgXiUSoUaMGVq5ciT/++AN9+vRh2/PVq1cLDtYTr2f+75jI79KlS5wh44HcIZi0jXgb4OzsLDhbq6K2bNnCDsNlYGCA1atXqzRw5Nu3b7ybgbLKu6kki7Jly3KmAwMDkZOTI/Mwf5KGbYuNjeUF64WFhfFuxivruFGsWDE4OztzhmsUH7pRlZKTkznBZgzDICUlBeHh4bhz5w6uXLnC6Qe7u7tj1apVKq3T1q1beTerxYcck3RsVdZ34uzsDBMTE06gydu3byUG6ynaT01NTeXczAeAli1b4uDBg7xyDAwM4OHhgRYtWqBjx4549eoVgNyb26NHj+ZlEitI8eLFYWVlhYSEBAD846u6BAcH48CBAzhy5Agvw3V+FSpUQK9evdCrVy+UKVNGjTXks7a2xogRIzBixAi8e/cOhw4dwtGjR3kZjVJSUnDw4EEcPHgQpUuXRu/evdGnTx9eoKQmvHnzRu42+tu3b0qrR6lSpTB48GBs3rwZQG7Q09KlS7Fp0yaFy86/XwK5/XNlqVWrFif7ppC+flZWFu+hoZSUFHz69AkPHjzAhQsXOO1fw4YNsXfvXqnH7PT0dGzYsAGrV69mgyaaNm2K1atXw9nZGaNHjwaQ27cdPHgw3N3dMXXqVJw9exbnz5/HlStXMGLECEydOrXAzNiaIP4dKvN8TRbZ2dkYN24ce/xv0qSJSkcnANS3b5YtW5Yz1PLTp0/Rp08fmdYNCQnhjaAnbVQ+SX1gZSV1Ev89ZGRkICwsDFWqVFFK+YV5//495yGyzMxMfPv2Da9fv8b58+c5/dm8vrf40KTKlJmZiY0bN3LmlSpVinfMUXXbmF9kZCRSU1O1JpHXrl27OMPV6+vro0ePHoWuJ95HcnZ2FrTdKVOmcLL2Ozo64ty5cxL7M7/99hv8/PwwevRoHD58mJ3v7e0Nd3d3QQ/zVKxYkf0dZmVl4c2bN7zMyuR/ilSwXn6lS5fG6NGjMXr0aKSkpODixYs4c+YMzp07xzbOeVn3fvz4gQsXLuDChQsYM2YM6tSpwwbuqXKM7qLKyMgIbdq0gbu7O+rUqQNnZ2dYWloiPT0dsbGxuH//Pg4ePIhz585xLtSuWLECNjY2mDFjhgZrTwiR11ezqnhfoh2c4/hPQQBArYjd+GpSCT8M6CYfIYQQQog6eHt7a7oKv7TIyEhOZpaSJUsKLkPoBakyZcpgzZo18PDwAJD7RO/x48cxbNgwQeXY29uzwXpA7pOiFKwnO5FIhNmzZ6N3797svH/++Qc9e/aEgYGB3OXm3ZjOz87OTu7yCitL0vakefjwIfr371/octWqVcPMmTMFB40VdXkBtHnkaQ+aNGkiaPmWLVti3LhxbFaNJ0+e4M2bN4JuBJmZmXEybea/sUPkk5CQgL///pszr2PHjlp5jVn85mletmd1CQ8P5wx/+/fff8s9xKqsgoKC0LVrV5VuAwAaNGgAfX199kZ6UlISLl26VOhwhEDuMVk8exvAzwQEqP64YWtrywnQU2YwTGFCQ0Nl+q6cnJwwadIkDBgwQKWBnpKyzDk5OaFRI+6Dy+Lfia6urtL2LZFIhOLFi3N+C9K+E0X7qUeOHOFkKHJwcICvr2+BAX+WlpY4ePAgGjVqxAb1vHjxAjdv3hQUCGBvb89+jsnJyWp7qOTbt284fvw4Dh48yMtMl5+VlRW6du2K3r17o2HDhiqvlzwqVqwIb29veHl54e7duzh06BBOnz7Ny7gTERGB5cuXY/ny5WjcuDH69OkDDw8PNuu/uq1btw7r1q3TyLbFTZo0CXv37mX3tyNHjmDixIm8DJdCibcRkrKqy0u8/RfSZqekpMjU5tra2mLMmDEYNWoU9PX1pS63b98+LFiwAABgYWGBefPmYeDAgVLbaXt7e+zduxdnz57FtGnTEB0djQ0bNkAkErHlaIv8wS2A+vtP69evZ0e9MzQ0VPmDDoD69s3GjRtzAoHOnDmDxYsXF/hby3P8+HHePEl9J4C/byi77yROyHm3onbs2MEGGksjEong5uaGOXPmKDUoTlxmZibGjx/PBvHnyX8dJY8q20Zp34k2BOuFhoZi/vz5nHnDhg2TKbFY/oxvOjo6gj6zd+/e4dKlS5z1d+/eXeCDBzo6Oli/fj1evHjBfqepqanYuXMnZs+eLfO2xev58eNHCtYrQJEN1svPxMQE3bp1Q7du3cAwDB48eIDTp0/jzJkz7I8p/3C5AQEBCAgIwIIFC+Dg4IBOnTop5YmJn8GkSZPQtGlT2NjY8F7T19eHqakpypcvj379+uHOnTvo3bs3J23/rFmz4O7ujtq1ayutTqNHjxY8xO779+/ZmxtAbkRw1apVlVYnohwpKSmcoRd/++03mJiYaLBGBJmNkL2/I3Tj3/FeMshOgVvyCaR22wtoMH0+IURx1P4Soj7Z2dlsfzkv04apqSn09GQ7FWMyCr9gRRRnYmoKMzPFU/IXJjs7mzPsTLFixTgZlmTNxiIPY2Njjd2UUScjIyOlvc/8w64BuU8Hq+Mz/OOPP+Dg4MBm+Xj27Jng7ZYuXZozHR8fr1XfvzK/J3mJ3xAQ30d69OiBxo0b4/79+wByb3YePnyYzRIhpKw84sOrALk3x5X1WYhfy/n+/bvMZcuSbatevXqYPn06unTpIvNxTJsU1gYXRDxrg5OTk1p+w4MHD+YMgfX8+XPBgQMODg5sJoOkpCRkZ2fD0tJSmdUURPy3ZmJiovH2QFY5OTno06cPJ0OmhYUF1q9fr7L3IP4bFbId8aANGxsbtX7WkydPZm+iVqlSBT4+PhIDnsV/Ezo6OjLXUxlDKkmjq6srtR5mZmZo3bo1zp8/z85btmwZPDw8Cr3hvHTpUt4wrUDu70t8e5IyJTs6OirtexQPkEpKSpK77II+L0ntryw3UCtUqIBZs2bhzz//FJQVUrxPLem4nJ2djYSEBDx58gR79+7F4cOHecNoLVy4kPcZiWfeMzc3V+p+ZWVlxQkQT05Olli+ov3U/fv3c6bnzp0r043j6tWrY9y4cVi2bBmnLCFB/I6Ojnj9+jU7nZCQIHX4UUVlZ2fj4sWL2LNnD86cOSM1+7iBgQHc3d0xYMAAdOjQQaGHM9TN3d0d7u7uSEtLw8mTJ7F3715cvXqVNzTl/fv3cf/+fcyYMQNdu3bFgAED0KpVK5Weg8raz5JHYecT4scHAwMDzvJmZmYYN24cli5dCiC3DV6+fDknkEjWsvKTFCivrDZCPOAoKysLDMMUmMVdvP0trPyZM2eif//+hfYVR48ejY0bN6JOnTpYs2YNL+tS3rFQ/NjQp08fdOjQATNnzsTRo0fh5eXF+3zEP2+h547i17j19fVlXj8xMZE3uoG9vb3a+k/v3r3DP//8w07PmDED9erVk7iseH+joN+lOE3tm127dsXUqVPZhx1iYmKwa9cuTJ48ucAyP3/+jK1bt/Lmp6SkSNyWeB/Y2tpaad+hpGNlenq63H1Xob9vWY5PPXr0wNixYwU9LCZrf/zHjx/49OkTbty4gbVr1/Kyv5UoUQIzZszgrSueFVGZ5yWSsr5lZGTIXL74Z6qs66dJSUkYNGgQ5/fo5OSExYsXF1p+VlYWZ9SEEiVKCBpxQ7xf27t3b7Ro0UKmdZcvX46OHTuy03v37sWSJUtkDhoWDwj88uWLUj7PrKwsts+SV16VKlUUbs/y90k1oehdWSuESCRC48aN0bhxYyxZsgShoaE4c+YMTp8+jdu3byMzM5MTuBcVFYWtW7dSsN7/69y5s8zLuri44MaNG2jcuDG+fPkCIDco0svLC2fOnFFanWxtbSVGRQthampa6LBDRPNMTEzoe9I4c6DHNmB7ayCHP+SaXvhNmAcfAxoO1UDdCCGqQu0vIaqTlZXFO2nU1dWV+URSV4UXzsn/6OroqPRipdTtCvgtFKVtaZKOEr/LvExUeczMzNT2GZYtW5YN1gsICBC8XfELYUlJSVr1/Svze5KX+IVGSXVavHgxWrZsyU4vWbIEw4YN413IlqUsABJvlJmbmyvts1Dke5flRu3Tp0/Rq1cvODk5YcuWLWjXrp1c9dQWQtpF8Rs+yvzeCiI+1E1gYKDg7ZqamnKmk5OTJT6kqy6K9Is0bdq0abhw4QJn3pYtW3hDoiqTePsi5LMSP46Zmpqq7bPesWMHrl69CiD3PWzdulVqsJWkOimz7ZKXSCQqsB5TpkzhBOs9e/YMw4YNg6+vr9SA5sWLF+PgwYMSX0tPT+dtT1LGGGW2P5LaB3nLLuzzyk/W/T4kJARDhw7FjBkz8O+//8qUAVaS1q1bC15n0qRJErcn/p2YmJgodb8SDzJJSUmRWL4i/dTk5GTOUMzFihVD3759ZV5/2LBhnGC9O3fuCPoMxPsrivzupAkNDcXGjRuxb98+fP78Wepyv//+OwYOHIjevXsX+SzUpqam6N+/P/r374/o6GgcOHAAe/bswfPnzznLpaamYv/+/di/fz9Kly6NAQMGYNSoUShVqpTS66TKbGCFnU+IHx8ktVHTp0/H5s2b2QC7//77D8+fP0fdunUFl5VHvM+ozHNIScEOqampggI4ChITE4OJEyfC29sbPj4+mDRpktTv0NjYGA8ePJCadS5vPUmflbW1NbZs2YKFCxdKXF/88xZ67ii+rJDjk6TzNXVdB2AYBn/99RcbFF6tWjXMmjVL6rZlPQeVZV1lKqgeZcqUQe/evbF37152nre3NypVqsRJwJNfQkICunfvjq9fv/JeS0tLk+kYqcw+sKR7KNKO1ZIo+vuW5bs7evQojh49imbNmmHnzp0yDZ8qXofw8HDBD+gVK1YMZ86ckXiuqcq2UdJ3kpqaKvd3oozzU4ZhMGzYMLx48YKdp6enh/3798v04Nz37985D/cI/Q3fvn2bMz106FCZ12/fvj1KlSrFZuWPiYlBSEiIzJlnxb8PZV2PzIvvAv73ezUzM1P4QVLx8yF1++nv/JQrVw7jx4/HlStXEBcXh0OHDqFfv35K67z86pydnbF8+XLOvHPnzvGe7CKEFCEl6wLNp0l//ZIX8DVEffUhhBBCCPlFXb9+HQzDyPWnquwU6uDr6wuRSCTzX36DBw+WeT1PT88C6yF+oV5IRhdJwsLCsGzZMvTs2RNVq1ZFiRIlYGhoKLFuedncALAPxwkhnq1G2vAwitCW70mVWrRogTZt2rDT0dHRCg0PJOkGmzK/G/GyhDy97OHhwWlDMjMzERsbixs3bsDLy4szlEl4eDjc3d2xbds2pdVd2ym7PXj06BFmzZqFDh06oHz58rC2toa+vj7v9y8+HKG2tgeenp4y79P5A2CB3Gu3sq7r6+ur9LrLau3atfj3338586ZNm4ZevXppqEaFE28DVPHdSxIdHY0pU6aw08OGDUOzZs3Usm1XV1e5+067du0StK1WrVqhb9++nHn79+9H3bp1sW/fPnz69AmZmZmIi4vDmTNn0Lp1a3YIKQMDA147IulGkTYfNxRVp04dzueflZWFr1+/4v79+1iyZAnKly/PLhsXF4cBAwbAy8tL5fUyMTHBxo0bsXLlSomvq3q/kvU7UeS45O/vz8m61rBhQ0E3KitWrMjJ4hwdHc0bLr4g6jgu7d69GytWrJAYqFe2bFl4eXkhODgYDx48wOjRo4t8oJ44BwcHTJ48GYGBgQgMDMSkSZMkDp8XERGBxYsX49ixY2qp165du+Ruo4UMtSwrS0tLTJ06lZ1mGEbQUH+SqLKNkFSWrO22hYUFEhIS2Gx82dnZiI+Px9OnT7F27VrOUJlJSUmYMmUKBg0aJDETbB5Fh4dV9/Cy/8fefYc1kbVtAL9DL9JUlKYo9i6Kva9lxYZdLAi69rK69l7WXnYt6+7aRaxrF3vvXcReUVQEERsKiiCQ7w8+5mWSAEkIScD7d11cyzkzZ+ZZISfD5JnnKCO733czsnz5cpw9exbA/x500FaVT22+NufMmSP62SckJKB9+/bw9fXF2bNnER0djfj4eDx9+hRLly5FuXLlcOXKFQCQS3JK771LX1+HmrB48WLRv//Xr18RFhaG/fv345dffhFdD5w7dw7VqlXD9evXsz2uihUr4tKlS6hRo4bC7bn5Z6LIyJEj5ZZuXrRoEerUqaPU+Kxc58XHxwtLaQMpVTjr1q2r9HgDAwO5v9kvX76s9HhtXOflJrmusl5GrK2t0blzZ3Tu3BlJSUm4cOECAgMDsX//fl2HlqP17NkTY8aMEZYESU5OxvHjx9G5c2cdR0ZEaqs3Anh8GIi4Ib/t+1dg9wCg92HAIGc8/U5ERERElFWyS6Mp68WLFxg2bBgCAwPVOobsUkrKUDdWkjdz5kwcO3ZMaM+bNw8DBgxQqyqxog+CP336lKX4MjpWVj54NjIygr29PRo0aIAGDRpgzJgxGDBgADZv3gwg5Xds4MCBqFChAmrWrJmluLNb6jKHSUlJouULzc3N5Z7wtrOzQ9WqVTM9prqvsXPnzmHIkCFyVW6UxflANzZv3ozhw4eL+vz8/ISl8/SV7BygyfkmI4MHDxZ+Vx0cHEQVuHKbFStW4MmTJ7h27ZrQd/fuXfj4+GQ4btWqVRgxYoRoTlJUZSO99w1NVcbX5PtGVhkaGiJv3ryoWbMmatasiREjRmD8+PGiJNlZs2ahcuXK6Nixo0bPbWZmBnd3d7Rv3x5+fn7Inz9/uvvK/hvJLuuWVer+TFSZ62UT6ypWrKj02FSVKlVCWFiY0H758qXSDwvp6n3J1tYWK1asQKdOnbK1qlSq48ePK72vOtUflVWxYkX88ccfmD9/vsK550c3bNgwLFmyBFFRUQCAQ4cO4cKFC0onVMjKmzev6HotO6/1jYyM1H4/MDAwgJ2dHezs7ODu7o4hQ4bgzz//xOjRo4XX6IYNG1ChQgVRQmNul1q9Nm1Cszaun169eoWxY8cK7X79+qn9O6jvnJ2d8d9//6F169ZCEo9UKkVAQAACAgIyHDd16lT069dP6EuvQll2XgMrOpYur5/Mzc3h4uICFxcXtGzZEuPGjUOnTp2EZK3o6Gi0bdsWd+/eVaqimyoKFiyIOnXqwM/PDy1atMiwetqP9DOZO3cuFi1aJOobO3YsBg4cqPYxVbl2ioyMREJCgtAuXbq0yom/lSpVElXAfPnypdJjef9BNT9Usl5ahoaGqF+/PurXr4+FCxfqOpwczcDAAA0bNsT27duFvkePHukwIiLKMkNjoN0KYEU9IPGb/PZXV4ELS1KS+oiIiCjb5LEzhc/MWroOI9fLY2ea+U70w5F9GvTbNwXXxZm4evUqmjVrlqUbkWlvsilL9gM42SXVSHnVq1eHl5cX9u7dCwD48OED/vzzT0ybNk3lYym6YZzR0myqkj2WJm9QW1lZYcOGDfj06RMOHDgAAEhKSsLIkSNx4cIFjZ0nO9y6dUtUITEjDRo0wOnTp+X6NTEfrFixAgMHDszSzev4+HiVx3A+yJr9+/fD19dX9HNr3749Vq9erZVkj6yQnQNSExGy0/bt27F7926hvWTJEo1/MKhP8uTJgzNnzqBPnz5CMnNm+y9duhQ9e/YUfdgMKJ+sFxkZKapqlhXZ+b6RVSYmJvjjjz/w9etXLF++XOgfOXIk2rVrp9JyWgsXLkSlSpVEfYaGhrCysoKtrS2KFCmi9BJasv9GSUlJePv2rUYqREmlUrnXaXo/k6y8L338+FHUzig5MT2yY2SPmRFdvS9FR0ejW7duWLt2LXx8fNCuXTu5f0dNUvbaA8jeD7Y/ffqEbdu2YcOGDTh//jw/RJdhaWmJ8ePH47fffhP6Jk6cqPB6UBl58+bFs2fPhHZ2XutrcgU5iUSCkSNHIjExEePGjRP6p0+fjj59+vwwq9VJJBLY2dmJqllr4/ppwIABwjKhjo6OmDdvXrafU5caNWqEc+fOoVOnTnj6NPNVvNzd3bF161bcuCEuLqJssl52vg4VnU+XihcvjmPHjqFKlSpCUn14eDgWLFiAWbNmKX2cggULYuPGjXL9pqamsLGxgb29PRwdHZU+3o/yM1mxYgXGjx8v6uvfv79oXlUGr/N+HD9ssh5pluwNgtQqe0SUg9mXBJpMBw6PVbz91GygRFPAoYLi7URERJRlBoYGsM6ftaX2iHKan3/+WVTJLDNpPwgbPXo0mjVrptQ4JyenDLfL3vhNvXmurPfv36NFixZyiXoVK1ZEvXr1ULx4cTg5OcHc3BxmZmaipI+RI0eqXXkLAGJjY0VtGxsbtY+VHn35OWnDzJkzsW/fPmEZqEWLFmHo0KHIly+fSsextLSEs7MzwsPDhb7g4GB06tRJI3EGBweL2mXKlNHIcVMZGBhg6dKlOHjwoPBB78WLF/HkyROUKFFCo+fSN1mdD06dOiWXqGdkZIS6deuiRo0acHV1RYECBWBmZia39K0qH/Yroo35YMyYMejRo4dS+966dUu0ROrGjRtRsGBBpcaWK1dOrfjUderUKXTq1AmJiYlCX9OmTbFlyxaVEoV0pXTp0qL2w4cP8e3bN5iZmWXbOdNW32nZsuUPsfKKubk5Nm3ahGHDhmHx4sU4duyY3JLVefPmhbe3N0aMGIFixYrhy5cvouRbiUQiWvY1lZubG4yNjfH9+3ehLzg4GNWqVcty3F+/fsXjx49FfZp+39CEuXPnYtOmTcK8+/LlS5w8eVKlubFq1apo2LChRuIpVaqUXF9wcLDS1zUZefz4sdxSYen9TLLyviT7vqDOh6iyY7Jy/ux4X2rTpg3u3r2Lffv2iR58SUpKwpEjR3DkyBHkyZMHHTp0gI+PDxo1agQDAwONx6EriYmJOHz4MAICArBv3750P+Q3NzdH27ZtNfL7m5MNHDgQf/75p5DYcubMGRw7dkyta7BSpUqJlpyUvT7Piuy+1gdS/g5duXKlkHD45csX7NixA3379lXpOP7+/vD399d4fNpQunRpnD9/Xmhr8meoyOnTp4WHoQBg6dKl2TIv6ht3d3c8ePAA69atw4YNG3D58mXRNTeQUt2rd+/eGDBgAExMTOTuPxQvXlzhsWXfqx89eoSvX79qJEFb9vfBxMRE4TWcLuXPnx/Tp09H7969hT5/f3+VkvXMzMw0WvVV9meSnXNj4cKFszUZPz2bN2/GoEGDRH1du3bFnDlzVD6WlZUVDAwMhHtQvM7LvZisRxphbGwsaqe9gUBEOVj1fsCjA0DoWfltyd+BXf2BfqcAI1ajISIiIiLNcHR0VOkJ3bTKli2rsRuKsg+lvX79WqXxs2bNwvv374V2iRIlsHHjRlSvXj3TsVm9sRgRESFqFy5cOEvHU0Rffk7aUL58eXh7ewtVkz5//oy5c+diwYIFKh+rbt26+O+//4R22g/zsiIiIkLuifLsWDrJzc0NlSpVEpbVAVIS9nJ7sl5W54ORI0eKEvVatmyJ5cuXw8XFJcNx6lTSk5U21tQqUppWtmxZlC1bVql9ZatX1alTB0WKFNF4TFl15coVtGnTRpTgULt2bezevVvlZYR0pV69eqJ2YmIibt68ma1LV6dd+u/AgQNqVR988eKF3Ljg4GBUrlw5i9Flr+rVq2Pz5s1ITk7Gy5cv8fbtWyQkJMDFxQXOzs6i3/379++LxpYsWVLhUobm5uaoUqUKrly5IvRdv35driqfOm7evCla5g/InveNrLKxsUHjxo2xZ88eoe/ixYtZTmRWV/HixVGwYEG8efNG6Lt+/bpGkp2CgoJEbSMjo3SvG7PyvpQnTx5RWzZBUBmyY6ysrJQeq43r1CpVqmDHjh348OEDtmzZAn9/f7lrrtjYWKxfvx7r16+Hi4sLunfvDh8fH60nhmvS9evXsWHDBmzZsiXDghq1a9eGn58funTporFltXMyU1NTTJ48WTS3Tpw4Ua15pm7duti0aZPQvnnzJhITE5Wu3pkR2TkiO+ZsIyMjtGnTBosXLxb6Ll68qHKyXk5Wr149UbKepv5eS0/aaycAaj/INX36dEyfPl1oy/7Npo+MjY3Rr18/9OvXD1++fEFYWBjevXsHS0tLFCpUSK66l+z1k4eHh8Lj1q1bV9ROSkrCzZs3Ubt27SzHLPs6rFq1arY+CKOudu3a4ZdffhH+Bo2IiMCLFy+UXrJe02R/Jq9fv0ZERIRGHs7UxtyYmb1798LX11dIrgNSqrH/9ddfav09ZGRkBEdHR+FBz3fv3in9XvIjXOflJrnnURHSKdkbwpoo+05EesDAAPD6BzBN54/2qHspFfaIiIiIiHKZQoUKiSpsvHr1SqXxaROyzMzMcPjwYaUS9YCUpVazQvbmmD4mwuQ006dPF90Y/fvvv1VO2ALkbxyfOXNGlNSprp07d4raBgYG2ZaQU6xYMVFbk0vYZIeGDRtCKpUiMTERHz9+FL4SExMhlUpFX+kteSb7GlJlPnj8+LHoaf/y5ctj165dmSbqAVmfCz5//ix6sp1zgXJu374NT09P0b+du7s7Dh48mKOW8SlZsiQKFCgg6gsMDNRRND8OAwMDFClSBNWqVUOdOnXg6uoq98HanTt3RO30PmwG5N83AgMD5SrPqEP2fcPe3h4lS5bM8nGzg76978j+TGT/LdUle5zKlSunO+dk5TpVdjlLda5DZKtHqrJEZtrrVCsrq2xdqi5v3rwYPHgwrl27hnv37mH06NEKHzZ59eoV5s2bh/Lly6NKlSpYtGhRln/PZK8xMvrKipcvX2LOnDkoW7YsqlWrhqVLlypM1CtcuDAmTpyIJ0+e4MKFC+jbty8T9dLo1auXqErXtWvXREnCypKdH+Li4nDo0KGshoc7d+7gyZMnGZ5LU/RtztU22YcdHj16hEePHukomh+HpaUlSpcujbp168Ld3V3h0p3KXj+VKlVKrgq+Jt6rExMT5a6l9fFBByClAm92Lj2rqlq1aslVsNXEz+T9+/c4c+aMqE/bP5Pjx4+jS5cuouvzn3/+GRs3bsxSNfa0f7snJyfL3edLjz5d5wG8B5EZnSbrubm56eRL9kKDsi7tUwaA/JNdRJSD2RYCPOenv/3CEuDFJe3FQ0RERESkBaampqKlOl6+fJnuElKyXr58KbpB1bx5c6WXRomLi0NoaKhqwaYhlUpFy9o5Oztn64egP4rixYujV69eQjsuLg4zZ85U+TheXl6iG7YJCQmi6hvqkl1mqkmTJlr7AFZ2tYXcqGLFiqK2Kh/YXb58WdTu06eP0pXZ7t27p/R5FHn48KGoLfv/QfIePXqEpk2b4uPHj0JfmTJlcOTIkRy5hE+7du1E7XXr1mkk0YuyJu1ydwDg6emZ7r4dOnQQtd+8eYODBw9m6fyJiYly7z2yvyv6TNfvO7I/kxs3buD27dtZOub79++xf/9+UV/79u3T3T8r16myVXVu3bqlQqSKxyhbqScqKko0v2rzfals2bKYP38+wsLCcPDgQXTu3FlhNaTg4GCMGDECLi4uaNGiBbZs2YKvX79qLU5lxMTEYN26dWjUqBGKFCmCCRMm4MGDB3L7WVhYoEePHjh+/DieP3+OmTNnprts5I/OyMhIVJUMACZPniyqkqSM8uXLyyU+r1u3LsvxyV7r29nZaWx578zoes7VtgYNGsj9/bx69WodRUOpPnz4IPq7ysbGJt1KeRKJRO49dOPGjVm+Bj506JCosi6Q8Xu1vtHlazm1UnJampgbN2/eLFruPrU6qLZcuHABXl5eoor49erV00g1dnXvQTg6OorO/fDhQ9G/kTLUvc5LPV8qIyMjpSvw/6h0ugzu8+fPIZFIsvzkiKrUKTdJ6Ttz5gyePn0q6pOdcIkoh6vkDTzcn/IlRwrsGQAMuACY5lGwnYiIiIgoZ6patarwwVdSUhLu37+PKlWqZDpO9gZu2g9TM3Pu3Dl8//5dtUDTePbsmWjJioyq9ZBqJk+ejICAAOFG7OrVqzF69GiVjlG4cGG0a9cOO3bsEPoWLFiA3r17yy1XoqzAwEDcuHFD1Dd8+HC1jqWMFy9eiNoFCxbMtnPpiwIFCsDFxUWoXHT37l2lx2ZlPjh58qTS+yqiSvUuSvndbtKkCaKiooS+okWL4tixYzl2FZERI0Zg5cqVwv33yMhIrFy5EoMGDcqW8+3du1fl97Bbt25h1KhRQrtgwYLYuHGjaJ/clFzy+fNnUbKdnZ2dXPJXWrVr10a1atVw7do1oW/69Olo2bKl2tU6/vnnH7m5adiwYWodSxv07X2nU6dOGD16tOjBjClTpqhVhSvVrFmzRB+kmpubo3///hmOUfc61cPDA4aGhsIyyNeuXUNsbKzS1yEhISEICwsT2o6OjkovcaYP70uGhobw9PSEp6cnoqOjsXXrVvj7+4uWmwZS/k0PHTqEQ4cOwcrKCh06dICPjw8aNmwoVx1IG5KSknD06FFs2LABe/bsQVxcnML9JBIJ6tatCz8/P3Tu3Fnt68sfkbe3N+bOnSv8nt69exdbt25V6RgSiQS//vorhgwZIvTt3bsXQUFBqFq1qlpxhYeHY9WqVaK+vn37Zlu1X32bc7XNwsICAwYMwOzZ/1tRavXq1fjtt980smSnrDp16uDYsWMqj1uwYAGOHj0qtH18fNCzZ0+hrcqylTnBzp07RdeYXbt2hYWFRbr7Dxs2TPS6iYqKwrJly9T+Ozk5ORm///67qK969eqoVauWWsfLbjExMXJV2nX9Wh42bJjodz04OBh79uxB27Zt1Trely9fsGDBAlFf+/bttVZQ6saNG2jZsqUood/DwwP79++Hubm5cJ2lLtn3jDt37ii1PLuJiQnc3d2F65qEhAScP38eP/30k1LnVbTigLKrNsTHx4uqwJYrV04vl4nWJ3qxDK5EItHaF2nWly9f8Ouvv4r6KlSooHTFACLKISQSoPUSwDKdm9MfnwNHJ2k1JCIiIiKi7Ca7BE5QUJBS42QfSlTlKdZ//vlH6X0VkY2xfv36WToe/U+hQoUwcOBAoZ2QkIBp06apfJwRI0aI2q9evcLkyZPViik2NlbuvkyZMmXQvHlztY6XmYiICLnEwB+lWlva+eDz589yS5GlR935ID4+HmvXrlU+QAU4Hyjv9evXaNy4sWgpSWdnZ5w4cQLOzs46jCxrSpYsKVddYuzYsXj+/HmWj62ouluDBg3QpEkTlb5kP4gyMzOT2yc3JZvMmjVLVAGtR48emX6I9dtvv4naN27cwLJly9Q6f3h4uNx7TvPmzfW26sW3b99w/PhxUZ+u33eMjY1FiThASjLO3r171TrezZs3sXTpUlGfr69vppWR1b1OzZMnj+h19/XrV2zbtk3JaCH33tSgQQOlx+rb+5KtrS0GDBiAy5cv48GDBxg3bpzCOT8mJgb+/v5o3LgxihQpgvHjx+P+/ftaiTG10p+zs7NQ6U9Rol6RIkUwZcoUhISE4OzZs1l6EORHZWBggBkzZoj6pk6dqnI1Lj8/P9HrNzk5GQMGDFC7qtewYcMQExMjtBXNQZoilUrlqnzqes7VhaFDh8LU1FRoR0dHZ5pArYy3b9+Kku+BlGXoVb12atKkidyS3m5ubqLtNWrUyHK8+uLbt2+YNWuWqK9v374ZjilXrhyaNWsm6psyZYoo2VwV//zzD65fvy7qk/27Xp8cOHBA9Heovb29wmXgtalFixYoXbq0qO/XX38VzW+qmDp1qtzPU1s/k/v37+Pnn3/Gp0+fhL7y5cvj8OHDGlvhQN3rPED+2ky2OmtGjh07JvdQhmzF2PTcunVL9F6n6+u8nEAvkvWAlAsAbXz9SGQTFWWzYGUNGzZM6fWugZT1qtu0aSNX4l22VDQR5RKW+YHWS9PfHrQOeKL6E0BERERERPrq559/FrXPnj2r1DgHBwdR+/z580qNO3jwoNof9KY6c+aMqC37/0BZM378eNEHnxs3bpRbajQztWrVkvtwYfHixVi5cqVKx4mPj0e7du1E1S8MDQ2xatWqbHtgddy4caLlwIoWLYoKFSpky7n0jbbng8mTJ8tVvlJV2vmgQIECcHd3z9LxcqsPHz6gadOmopVD7O3tcezYMRQtWlSHkWnG4sWLYWtrK7RjY2Ph6ekpSkxURWxsLHr06IH58+drKMIfx5UrV7B48WKhbWdnh0mTMn/41dvbW24OGj16tNxyupn5+PEjWrRogc+fPwt9efLkwV9//aXScbRp9uzZiI6OFtoWFhZo0qSJ7gL6fyNGjJB7/+vZs6fcB/mZefHiBdq0aSOqvuLs7CyXlKCIuu9LQMqS7GlNmTIFsbGxmY578eIFlixZIurLLGEirbTvS0ZGRnq1QlPp0qUxZ84cvHz5EkeOHEHXrl1hbm4ut19YWBjmzp2LcuXKZftnYb/99huqVKmCRYsWKbwmyJMnD3x9fXHq1Ck8e/YM06dPZyGNLPLy8kL16tWFdkhIiMpLNVpaWsrNq9evX4efn5/Ky+pOmTIFO3fuFPXNmDEj2ypHrVu3Tu5vG20uKakvHBwcMG/ePFHf/v37MXToULVzDYKCglCzZk3cu3dPEyH+UMaNGyf6m7dbt25KVZJdtmyZqAJlTEwMWrRoIVdxLjOHDx/GyJEjRX2enp7o0qWLSsfRlri4OEydOlXU16pVK51UhU1LIpFg5cqVojjCwsLQtm1b0YMsylizZg3+/PNPUd+AAQO0kqQaGhqKpk2b4t27d0Jf8eLFcezYMeTLl09j5ylZsiSKFCkitFW5zvvll19E94Q2bdqkVLJfUlISxowZI+qTvWbMCO9Hqk4vkvWkUikMDQ3RtGlTbNiwAe/evcPHjx+z7UvVSTg7XLhwAcePH5f7kn2hpD45puhL00/uLF26FG5ubmjXrh02bdqU7hOWYWFhWLBgASpUqCC3HEfbtm3Rrl07jcZFRHqkdAvAvUf62/cOAb7qfo4lIiIiItIEV1dXlCtXTmifOnVKqXGFCxcWVeW4du0a/vvvvwzHXL16FT16ZHCtraS0D+oVKVJEFD9lXYECBURLBSYlJcktm6aMxYsXyz2dPHDgQMyaNUupqhuvXr1Cq1at5KoNTZgwAXXq1Mlw7L///ott27ap9EFTYmIixowZgw0bNoj60y5dmds1b95ctOSksvNB7dq1Re3ly5cjJCQkwzErVqzAwoULVQ8yjaioKGF5RCDlAyWuOiIvJiYGzZs3F31wamtri6NHj6JMmTI6jExzihQpIlcJ6+HDh6hTpw6OHDmi0rH27NmDihUrYtOmTZoMMcd6+vSp0pWSLly4AE9PT1F1zXnz5qFAgQKZjpVIJPD390f+/PmFvu/fv6Njx45YtWqVUvP5gwcP0KRJE7kH75csWZLtywzv2LED/v7+Ki2RLJVKsXTpUsycOVPUP3jwYIUJVNpmamqKzZs3i6oifv78GT///LPSy+FeunQJP/30k6h6SerPOrOqeoD616kA0L17d9FyeOHh4ejcuXOG1V+jo6Ph5eUlWu7N3d1d6WXVEhMTceHCBaFdp04d2NjYKB2zthgYGKBZs2bYvHmzsHS47Ht5qo8fP2ZrLIqOL5FI0LBhQ/j7+yMyMhL+/v5o2LAh3+M1SDZZ9uLFiyofo1u3bujevbuob9OmTfD29sb79+8zHR8XF4cRI0bIVfpr0KABRo8eneHYM2fOYP78+aLXqjK2b98uqiIOpCz77erqqtJxcothw4bBy8tL1Lds2TJ07NgR4eHhSh/n06dPGD9+PGrVqoVnz55pOswcSdmH3ZKSkjBhwgRRkridnR0WLVqk1PgSJUqIHpIAUpa3btSokdyy7Onx9/dH+/btRe+P9vb2KifxqmPMmDFylRgz8+HDB7Rp0waPHz8W+gwNDeWqNOtKvXr1MH78eFHfyZMn4enpKbcEtyJJSUmYP38++vXrJ7r+LVWqFP744w+NxysrIiICTZo0ERW/Kly4ME6cOCH3kJ4mtGzZUvj+1atXmd5HSFWyZEm0atVKaCcnJ6NDhw4ZPqwllUrRp08f3Lp1S+iztLTEgAEDlI437f1ICwsLNGrUSOmxPyq9SNaTSCRITk7G8ePH0bNnT5QrVw4zZszAixcvYGNjky1futa9e3c0bdpU7kv2JuebN28U7te0adNseXoxPj4ee/bsQY8ePVC0aFHY2NigdOnSqFGjBqpUqQJnZ2cULlwYY8aMQWRkpGhsvXr1sHnzZo3HRER65uc5gE1hxdtiI4EDIxVvIyIiIiLKgbp16yZ8Hx4ernTFlJ49e8q158yZI6pmA6TccJs0aRLq16+Pjx8/wszMTPT0rCpCQkJED/Z17dpVreNQxkaNGiWqUqUOCwsL7N69G/b29kJfcnIyJk2ahKpVq2L16tUKHza9f/8+Jk+ejHLlyskl6nl5eWHKlCmZnvvRo0fo0qULihUrhvHjx+PcuXPpLj2T+iG1u7s7FixYINpWo0YNlW7c5nQFCxYUJSQcPHhQqcST4sWLo1atWkI7JiYG9evXx/bt2+WSfG7duoUuXbpgwIABkEqlWUoWCwwMFH2AkXYuo/9p06aN3IdgI0aMwLt379J9gDq9r+xO2siKdu3ayX3g//LlSzRv3hxNmzZFQEAAoqKiFI69ffs2Zs2ahYoVK6Jdu3YIDQ3VRsg5wr///ouiRYtiwoQJuHr1qtycIJVKceXKFfTr1094n0/Vvn17lSpVODg4YMeOHaJEtW/fvgnH3rJlC758+SI37tq1axg+fDgqV64st4z54MGD0bt3b6VjUFd4eDh+++03VKhQAWPHjsXx48fTLajw/v17bN68GXXr1sWwYcNE81jRokWVep/TlvLly2PdunWiCjEfPnxAu3bt0KZNGwQGBsolvyUnJ+P06dPo1asX6tatK5e4MX/+fJUqB6p7nWphYYFVq1aJ+g4dOoTq1avj2LFjoupfCQkJ2LlzJypXriz6ANfExESlZdVOnz4tWi4uJ7wvWVtbo2/fvrhw4QKePHmCiRMnonDhdO6LZ7NixYph+vTpCA0NxalTp+Dr6yuqGEWa06RJEzRs2DDLx/n333/lqjxt374dZcqUwezZsxUmbr158wbLli1DxYoV5RKSihcvji1btmRaHevjx48YO3YsnJ2d0bdvXxw+fDjd9/iYmBgEBgaiZcuWcgm7efPm1Uryiz7z9/eHh4eHqG/Xrl0oUaIEhg0bhpMnTypMco6Li8OBAwcwYMAAuLq6Yu7cuSolrOd29erVQ8OGDbFixQq8fPlSbntsbCy2bduGatWqYc6cOUK/gYEB1qxZo9SDDqn69OmDQYMGifpu376NqlWrYsiQIbh8+bLcmNTl4Rs1aoRevXqJlh63sLDA9u3bRQnv2eXo0aOoXr06atSogT///BM3b95U+HsklUrx8OFDzJgxA6VKlZK7T5B6DaYvpk2bJlex8/Tp0yhfvjwmTJigMJEyOjoa69atQ7Vq1TB27FjRdYq9vT127doFCwuLbI3769evaNasmWjuNjQ0xLhx4/D48WOFfx+ePn1a+JLdpkw1QdlrJWUfCAFSlm5Oe9/qxYsXcHd3x9q1a+X+Zrh8+bLwIEBaCxcuhJOTk1Lni42NFRX58vLyyvafSW5gpMuTr127FgEBAThz5ozoj643b95g0aJFWLRoESpUqABfX19069ZNKxMfiX3+/FnugwRZBgYGGDVqFGbOnAljY2MtRUZEOmNmDbT7F/BvBUDBk7v3dgGlWwIVOmo9NCIiIiIiTevevTsmTZok3LfYtWuX3A17RUaNGoUNGzYIT64mJCRgwoQJmDJlCkqVKgVLS0u8ffsWz58/F90TWbp0aYbV7jOye/duUVsTlfpInq2tLUaPHo2JEydm6Thly5bFmTNn0Lp1a9Hym7dv30bfvn0xYMAAFCxYEA4ODoiPj0dERES6yUB+fn5YsWIFjIyUv9UXGhqKuXPnYu7cuZBIJHB2doadnR0sLS3x5csXvHnzJt0P9ipXroyDBw/qfCkdbfPx8cGxY8cApHwQeurUKTRr1izTcQsXLkTDhg2FD1dev36Nzp07I0+ePChRogQMDAzw6tUr0RJ3lpaW2LRpk1JLPCmSdj5wdHTUq6UG9Unap/9TqZsMdOrUKY18uJ9dJk2ahPz582PYsGGiD5ZTPzCSSCTInz8/7O3thfeoyMjIdD9IcnR01Fboeu3Vq1eYM2cO5syZAxMTE+EB+JiYGERERIiSk1K1aNECmzZtUrkSVoMGDXD06FF06NBBND+fP38e58+fh5GRERwdHVGwYEHh/OklY0+YMEGual12e/PmDVauXCks++7o6Ii8efPCysoKcXFxePfuXbrVigoXLoyTJ0+KlqLXB97e3jA1NYWPj4/og899+/Zh3759MDU1haOjI+zt7fHx40dEREQorHZlZGSEJUuWyCUUZEbd61QAaN26NSZNmiT6Pbh16xaaNWsGOzs7uLq6IikpCc+fP5f7PTIwMMDy5ctRsWJFpWNN+75kamqKTp06KT1WHxQvXhwzZ87EjBkzcPLkSfj7+2d7spy1tTV69+4NPz8/1KtXL1vPRWKzZs3KtFp1ZqysrHD06FF4e3vj0KFDQv/bt28xceJETJw4Efny5YOTkxOMjIwQERGBqKgohdVSPTw8sHfvXpXee1OTW1IrgKW+x1tbWyMhIQEfPnzAy5cvFZ7P1tYWx44dy7bldnMKW1tbnDhxAt27d8f+/fuF/ri4OCxduhRLly6FiYkJChYsCHt7eyQlJSEyMhJv375VuOSxoaGhSolmuZVUKsWZM2eEJTPz5s0LFxcXmJmZISoqChEREXJJkIaGhli1apVaq/stW7YMtra2mD17ttD3/ft3/P333/j7779hZWUFJycnWFlZISoqCq9fv1aYFGdvb4/du3dneW5Q1dWrV3H16lUAKYnyzs7OsLW1hYmJCWJiYhAWFpbu9Z6vr6/cks66ZmRkhO3bt6N///6i5LDY2FjhmtrW1hZOTk4wNzdHZGQkIiMjkZSUJHesYsWKYd++fVqpiB4VFSW3jHVSUpLK126pQkNDM31Qt3bt2nBzcxMSBHft2qX06gYuLi7YuHEjOnTogPj4eADAu3fv8Msvv2DIkCEoWrQozM3NERYWpvC+T+/evVV6OPPQoUOivxt5P1I5Or2j5ufnh5MnTyI0NBTTp0+XK7culUpx584djBo1CoUKFUKrVq2wffv2DEtxk/pWrlwJb29vpS++HBwcMGzYMDx69Ajz5s1joh7Rj6RIXaDW4PS3HxgJfI5IfzsRERERUQ7h6uqKFi1aCO3NmzcrvPEuK2/evAgMDJR78DAxMRH37t3D1atXERoaKnw4YmBggD///BN9+/ZVO9a0S5Q2aNAAZcuWVftYlLFhw4Zp5IOWMmXKICgoCP3795dLfEtKSkJERARu3LiBe/fuKUzUK1CgAAICArBu3TqYmJioHYdUKsWrV69w584dXL58GXfu3FF4w9bAwABDhw7FuXPnlFqiL7fp1KmTaBlK2WWB01O7dm2sWrVK7t5ZbGwsgoODERQUJErUs7Ozw/79++Hu7q5WnG/evMHRo0eFdr9+/URL+NKPa8CAAbh+/brCpA+pVIq3b9/i/v37uHbtGp4/f64wUa9w4cJYv349V1hRICEhAY8ePcLVq1fx4MEDuUQ9IyMjTJgwAXv37hUtn6qKunXr4ubNm+jQoYPctsTERISFheH69et49OiRwg9uixYtikOHDmHWrFk6Xzbz9evXuHfvHi5fvoxbt26lm6jXtWtXXL9+Xe3Kw9mtXbt2uHHjhsJk3fj4eDx//hzXrl1DSEiIwkS9SpUq4cKFC2p92KvudWqqGTNmYNGiRXLXEB8/fsTNmzdx584dud8ja2trbN++Hb169VL6PAkJCdi2bZvQ9vb2hp2dndLj9YlEIkHjxo2xYcMGueVSNW3p0qVYs2YNE/V0oHbt2qLlB9VlbW2N/fv3Y9GiRbCyspLb/v79e9y5cwfBwcF48+aNXOKcqakpxo8fj/Pnzytd3Sg97969w4MHD3DlyhUEBwfjxYsXChP1mjZtihs3bqj9wEhuY21tjcDAQKxatUpUFT1VQkICwsLCcOPGDdy6dQtv3rxROA97enri1q1bojmbUnz48AG3b9/G1atX8fz5c7k8EBcXFxw9elSl9520JBIJZs2ahcOHD8PNzU1ue0xMDB49eoTr16/j5cuXChP12rdvj5s3b2o9UU9WQkICQkNDERwcjCtXruD+/fsKr/esra3xzz//yFUA1hcmJiZYt24dNm7cqPC+SnR0NO7fv4+goCCEh4fLJeoZGBigb9++CAoK0kqini6lXZ788uXLSi+FC6Qso3vkyBG5f+O4uDjh31f2vo+hoSHGjx+PNWvWqBRn2nsjRYsWRfPmzVUa/6PSi1dn4cKFMXnyZDx+/Bjnz59Hnz59YG1tDQDChUJiYiIOHToEb29vODg4YODAgbh48aIuw86S1Cfns/KVWYlx2f0ze7Kzb9++2LJlC16+fIl3797h3Llz2LhxIxYtWoSZM2dizpw5WL58OXbs2IGnT5/i9evXWLx4sVySJRH9IH6aDNiXVrztWzSwdwig4I89IiIiIqKcZvjw4cL3L168ECprZcbd3R1BQUHo0aNHuokyEokETZs2xeXLl/Hbb7+pHePVq1dFy4UMGzZM7WNR5iwtLTFhwgSNHMvGxgbLly/HgwcPMHTo0ExXlpBIJKhatSqWLFmC0NBQ+Pj4qHS+8ePHY/Xq1ejYsaPSH/o5Oztj5MiRuHfvHpYuXap3lY20xczMDP379xfaO3fuRHR0tFJjfX19cfbsWdSvXz/D4/fu3Rv37t3LUoW29evXC0vsmpiY/FDLFVPmKlSogLNnz+Ls2bPo2bOnUgkztra26NixI/bv349nz56hZ8+eOk/00gft2rVDp06dMv03tLS0hJ+fH+7cuYNZs2apVAVVEUdHR+zYsQPXr19Hr169Ml2a3dDQEPXr18e6devw6NEjrX945ufnh5UrV6JLly5KLyGaP39+9O/fH9euXcPmzZsVJkjok5IlS+LUqVM4ceIEOnXqlOmyX8bGxvD09MTOnTsRHByM6tWrq31uda9T045/8OABevTokeH7e758+TB06FCEhISgffv2Kp1jz549ePfundDmdSrlBDNnztTIe52BgQGGDx+OFy9eYPbs2Uo9UOXq6oqxY8ciJCQEs2fPhqmpqdLna9asGXbt2oW+ffuiVKlSSv0/WFtbo1u3bjhx4gSOHj2KokWLKn2+H4FEIkGfPn3w4sULrFixAg0aNFDqQZjixYtj7NixePjwIQ4ePIhy5cppIVr9N2HCBNSqVSvT66HixYtj/vz5ePToEX766acsn/fnn3/Gw4cP4e/vr9TP0MbGBr6+vrh27Rp27tyZ5YRZVW3ZsgXz5s1DkyZNhLyZjEgkElSsWBELFixASEgIBg4cqPfX6927d0doaCj++usveHh4ZBpvgQIFMHjwYNy/fx8rV66EjY2NliLVnT59+giVfKVSqcpJdA0aNEBISAgmTJiQ4e+wmZkZ2rZti+DgYFEVSmW8fv0aBw8eFNpDhw7VyyRRfSSRKkqb1wPx8fHYvXs3AgICcOzYMbmM2dQXa7FixdCzZ0/4+PjA1dVVF6GSHrp37x7Kly8vtO/evcuLID30+fNnnDp1Smg3atRIqQsO0iMRwcDqJkByouLtLf8AqvXRbkxElCnOv0Tak5iYiCdPnoj6SpQokeUP6ChnSkpKEj3xamVlxUpHOYiHhweCgoIAAG3atMHevXtVGv/hwwecPXsWL168QExMDCwtLVG0aFHUrl1bIxXaevfuLSxxVLJkSdy/f5+/XznYgwcPcO/ePbx69QqxsbEwNDSEra0t3NzcULVqVVF1t6wKDw/Ho0ePEBoaio8fPyIuLg6WlpawtraGo6Mj3N3dtf7BRHbQ1Bz85s0buLm5CdWR/vzzT5UTbZ8/f44LFy7g9evXiI+Ph62tLUqVKoXatWtnmuCRmeTkZJQqVUp44v6XX37B6tWrs3RM0p2GDRsKS4QBUFgBJ6ukUikePnyI+/fvIzw8HDExMTAwMICdnR3y58+PChUqoGTJknr/YZ8upf03fPXqFWJiYmBoaAh7e3uUKVMG1apVy1L108wkJyfjzp07uH//vrDMqomJCfLmzYtixYrBw8MjW/7mT/s70aBBA4XLSgPy8++3b9/w+PFjhIaG4v379/j69SvMzMxgY2MDe3t7VK5cWW+r6Cnr+/fvCA4OxqNHj/DmzRvExcXB1NQU+fPnR4kSJeDh4QFzc3ONnS+r16mpEhIScPHiRYSGhuLt27cwMDBAgQIFULJkSVSvXl3tD15/+ukn4T5U48aNcfz4cbWOQ5RbREREIDg4GM+fP8enT58glUqRJ08eFC5cGJUqVVJY/UsdSUlJePXqFR4+fCj8HRoXFwcTExPY2NggX758evc+7+/vL6qgtm7dOvj5+Sk9/vnz56JkQ19f30yL36jjy5cvCA4OxtOnT/Hu3TvExcXBwsICdnZ2cHJygoeHB/Lly6fx8+YmX79+RXBwMEJCQhAVFYVv377BwsICLi4uqFKlCkqUKJGt5//8+TOCgoIQEhKCDx8+ICEhARYWFnByckKZMmVQoUIFjd9TUff3Ozk5GU+ePEFISAhevnyJz58/4/v377CysoKNjQ2KFCmCKlWq5PjPeN6/f4+goCA8e/YM0dHRSExMhKWlJVxcXFCuXDmUKVNG43PVtGnTMH36dKF96tSpLD04l0qT94BHjRqFP/74A0BKwuLLly9VSuJO6+bNm7h37x6ioqIQHx8Pe3t7FCpUCHXr1lX7XsTvv/+OqVOnAkhZZSQ0NFTjv4vZ9RmLrnOK9DZZL63IyEhs2LABAQEBwlrQEolEuDkhkUggkUhQr149+Pr6omPHjj/sE76UQtcvLFIOk0VyiTPzgVPplPw3NAF89wOFa2g3JiLKEOdfIu1hsh6lxWS9nO3gwYPCUkgSiQQPHjxAqVKldBxVioiICBQtWlRYLmbz5s3o2rWrjqMi0i+anIPHjBmDBQsWAEhZMeTp06d6896+Y8cOdOrUCUBKVb3Hjx/zAeccTBvJekTqUjdZj9fAmqfP16nXr19HtWrVhPbFixdRq1YtHUZE9OPIifNvTknWI1JHVn+/SfNyQrJeVFQU3Nzc8OXLFwDAihUr0K9fvyzHqAlxcXFwdXXF27dvAQCzZ8/G+PHjNX6e3JqslyPqDzo4OGD06NG4c+cOrl+/jiFDhshloycnJ+Ps2bP45Zdf4ODgAB8fH5XLfRMRkRrqjgCcqyrelpQAbO0GfHyh3ZiIiIiIiDSsRYsWqFOnDoCUZIn58+frOKL/WbRokZCoV758eXTp0kXHERHlbmPGjBEednn58iW2bNmi44j+J+3c1KdPHybq5TKpD62nfuX06mOUcxQpUkTu94/0hz5fp86bN0/4vkWLFkzUIyKV9OrVS+79J73kcEXWr18vN37atGnZFi9RqtOnT8v97qVN1CPt8/f3l/uZpE3U01cFChTAsGHDhPbChQvlViXVlbVr1wqJegUKFMDQoUN1HFHOkiOS9dKqUqUKli5dioiICOzevRtt27YVMialUimkUim+fv2KTZs2wdPTU1iSgoiIsomhEdBuBWBkpnj713fAFm/g22ftxkVEREREpGGLFy8Wlv8KCAjA48ePdRwR8Pr1a/z9999CO22MRJQ98ufPLyzzAgDTp0/H9+/fdRhRij179uDatWsAAFtb2xzxwQMREWmGPl6nBgcHY+fOnQAAY2NjYQk3IiIiIlLe+PHj4eTkBAB48uQJ1q9fr+OIUqrqzZ49W2jPnj2bq5+qKMfevTUyMoKXlxd27dqFiIgILF26FFWrplR2Sn2qi8sCEBFpSf4SQLOZ6W+Pug/s6A0kJWovJiIiIiIiDfPw8EDv3r0BpCzBMHHiRB1HlJIkFBcXBwBo164dGjdurOOIiH4MQ4cORZkyZQAAT58+xcqVK3UaT3JyMiZNmiS0p0+fjvz58+swIiIi0iZ9vE4dP3688DndkCFDULp0aR1HRERERJTz5MmTR1Q5edq0afj27ZsOIwKWLFmCiIgIAEDVqlVZOVINEmkuyGiLiYnBtm3bsH79epw/fx4SiQRSqRQSiQQxMTGwsLDQdYikZbpeX5qU8/nzZ5w6dUpoN2rUSFhGhnIgqRQIHAoEb0h/nxoDAc+52ouJiBTi/EukPYmJiXjy5Imor0SJEkJ1cPqxJCUlISYmRmhbWVnB0NBQhxEREf04OAdTThQUFISPHz+mu93c3FxY+pIoO124cEF4OEAROzs7oZiCLM6/RES6kRPn39evX+PevXsZ7lO1alXY2dkp3Pbt2zecP38+w/Fubm5wc3NTO0YiZXz8+BFBQUEZ7lOuXDk4OjpqKSLK6vyiipw4/+qz7PqMRdc5RTn2EyKpVIojR45g/fr1CAwMFDJHU6vqERGRlkkkQMs/gY/PgefnFO9z5d+UKnzVftFqaEREREREREREOU16yU9E2sakUCIi0gZHR8csJS+ZmZmhSZMmGoyISD12dnb8XdQzWZ1fiDQtxyXr3b59GwEBAdi8eTPevHkDAEIVvdQigebm5vDy8oKvry+r6hERaZORCdA5AFjdGPjwTPE+B0cDed2AYo20GxsRERERERERERERERERERGRDuWIZL2oqChs2rQJAQEBuH37NgBA0eq99erVQ8+ePdG5c2dYWVlpO0wiIgIAi7xAt20pCXvfPslvlyYB23yBPscB+5Laj4+IiIiIiIiIiIiIiIiIiIhIB/Q2WS8hIQF79uzB+vXrcezYMSQlJQH4XxW9VG5ubvDx8UHPnj1RtGhRXYVLRERp5S+RUmFvYwcgOVF+e/wnYHNnoM8JwDKf9uMjIiIiIiIiIiIiIiIiIiIi0jK9S9Y7f/48AgICsGPHDnz6lFKRSXaZWysrK3Tu3Bk9e/ZE3bp1dRkuERGlx60h0PIPYN8wxds/hgLbfACfPSnL5xIRERERERERERERERERERHlYnqRrBcaGoqAgABs2LABoaGhAOSXuTUwMEDTpk3Rs2dPtG3bFmZmZroIlYiIVFHVD3j7GLj8t+LtLy4A+38DvJYBaaqmEhEREREREREREREREREREeU2Ok3WW7VqFQICAnDx4kUA/0vQS7vMbfny5dGzZ0/06NEDDg4OOomTiIiyoNkM4H0I8OSI4u03N6Ysm1t3uFbDIiIiIiIiIiIiIiIiIiIiItImnSbr9e/fX7S8bar8+fOjW7du6NmzJ9zd3XUUHRERaYSBIdBxDbDmZyDqnuJ9jk8D8hUDyrTWamhERERERERERERERERERERE2qIXy+ACgKGhIRo1aoSePXvC09MTxsbGAIDPnz9ny/msra2z5bhERKSAqRXQbSuw6ifgy1sFO0iBXf2A3ocBx0paD4+IiIiIiIiIiIiIiIiIiIgou+lNsl5ycjJOnDiBEydOZPu5JBIJEhMTs/08RESUhm1hwHsL4N8SSIqX3/79K7DZG+h7ErB21H58RERERERERERERERERERERNnIQNcBACnJcwAglUq19kVERDpQqBrQ9p/0t8dEAFu8gYSv2ouJiIiIiIiIiIiIiIiIiIiISAv0IlkvlUQiyfYvIiLSsQodgYbj09/++iawuz+QnKy1kIiIiIiIiIiIiIiIiIiIiIiym06XwS1cuDAT6IiIfkQNxgLvHgN3dyre/iAQODUTaDxFu3ERERERERERERERERERERERZROdJus9f/5cl6cnIiJdkUgAr7+Bjy+A8OuK9zn3B5C/JFDJW7uxEREREREREREREREREREREWUDvVoGl4iIfiDG5oD3ZsCmUPr7BA4FXlzSXkxERERERERERERERERERERE2YTJekREpDtWBYGuWwGTPIq3JyUA/3UHPoRqNy4iIiIiIiIiIiIiIiIiIiIiDWOyHhER6ZZDeaDDGgASxdu/vge2eAPfPmk1LCIiIiIiIiIiIiIiIiIiIiJNYrIeERHpXqnmwM+z0t/+9iGwvReQlKi9mIiIiIiIiIiIiIiIiIiIiIg0iMl6RESkH2oOAqr4pr/96QngyHjtxUNERERERERERERERERERESkQUzWIyIi/SCRAC3/AIrWT3+fqyuBq6u0FxMRERERERERERERERERERGRhjBZj4iI9IehMdA5AMhXPP19Do0FQo5rLyYiIiIiIiIiIiIiIiIiIiIiDcgxyXpJSUkIDAzEwIEDUbNmTTg5OSFPnjwwNDRU+cvIyEjX/ztERJQeczug2zbAzFbxdmkSsL0XEPVQq2ERERERERERERERERERERERZUWOyFrbsmULRo0ahcjISACAVCrVcURERJSt8hUDumwENrQFkhPlt8d/BjZ3BnofBqydtB4eERERERERERERERERERERkar0vrLeyJEj0aNHD7x+/VpI0pNIJJBIJCofS50xRESkI0XrAS3/TH979AtgbXPg43OthURERERERERERERERERERESkLr2urLd27VosWrQIwP8S7aRSKQwMDFCkSBHky5cPFhYWugyRiIiyU1Vf4P0T4OJfirdHvwDWegI99wL2JbUbGxERERHlGtHR0ShZsiTevn0LANi/fz9atmyps3hiYmLg5uaGd+/eAQD27t2LNm3a6Cweoh/J06dPUa5cOcTHx8PAwAA3b95EhQoVdBIL5wIiIiIiIiIiotxHb5P1kpKSMH78eFGSXpkyZTB58mS0bt0alpaWOo6QiIi0osl04P1T4NFBxdtjIoB1noDPbsCxonZjIyIiIsqloqOjcefOHTx+/BgfP37E9+/fYWdnBwcHB9SoUQOOjo7Zdu6PHz/i+vXrePbsGaKjo5GYmIg8efLAxcUF5cqVQ+nSpTV+zilTpgiJevXq1dNpoh4AWFlZYcKECRgxYgSAlFUHmjdvDhMTE53GRT+mt2/f4s6dO3j69Ck+fvwIqVQKOzs7uLi4oGbNmsibN2+2nTsyMhLBwcEIDQ3Fp0+fIJVKYWVlhcKFC6NSpUooUqSIxs/522+/IT4+HgDQvXt3nSXqAZwLiIiIiIiIiIhyI71N1jt37hzevn0rJOs1aNAABw8ehLm5uY4jIyIirTIwBNqvSknIi7yteJ+v74D1rYDuO4FC1bQbHxEREZGGFClSBC9evBDap06dQsOGDbVyrOTkZJw+fRr79u3D8ePHcffu3QyPX7ZsWQwePBh+fn4aqXgfFxeHtWvXIiAgANeuXYNUKk13XwcHB3Tq1AlDhgxByZJZr6784MED/Pvvv0J71qxZWT6mJgwaNAh//PEHwsPDERISgqVLl2LUqFG6Dou0JPV+WKrQ0FC1E9NUPVZCQgKOHDmCAwcO4MSJEwgJCcnw2NWqVcPQoUPh7e0NI6Os32qMjo7G8uXLsWnTpkznoqJFi8Lb2xtDhgyBk5NTls997Ngx7Nu3DwBgaGiI6dOnZ/mYWcW5gIiIiIiIiIgodzHQdQDpefjwIQAIN+hXrlzJRD0ioh+VaZ6UpW4dK6e/z7dPQIAXEHpOa2ERERER5QZHjhyBi4sLGjdujMWLF2eaHAMA9+/fx+DBg1G5cmVcu3YtS+ffunUr3NzcMGTIEFy9ejXDRD0gpdLWX3/9hbJly2LQoEH4/Plzls4/depUJCYmAgBq1aqFevXqZel4mmJqaophw4YJ7Xnz5iE2NlaHEdGPwN/fHw4ODmjTpg1WrFiRYaIekHLf7urVq/Dx8UHt2rXx5MkTtc+dnJyMZcuWoUiRIhg/frxSc1FoaCjmzJkDNzc3TJkyRaiIp65JkyYJ33fu3BlFixbN0vE0gXMBEREREREREVHuorfJeh8/fgSQ8oSum5sbSpQooeOIiIhIpyzyAr6BQOFa6e/z/QuwqSPw5Jj24iIiIiLK4Z48eYLXr18r3JY3b16ULVsW1apVQ+HChRWObdCgAc6ePavyeb9//46+ffuia9euiIyMlNtuY2OD0qVLo2rVqnB0dIShoaFoe1JSEv799194eHjg0aNHKp8fAG7fvo0dO3YI7TFjxqh1nOzSv39/WFtbAwDevXuHpUuX6jgiyu3u3r0r3JOTVaBAAVSoUEF4Tcq6du0aateujQcPHqh83piYGHh5eWHo0KH49OmT3HY7OzuUK1cOlStXRoECBeSqBcbHx2PGjBlo0KCBwvlEGfv27cPVq1eFtj7NB5wLiIiIiIiIiIhyD71N1rOyshK+z5cvnw4jISIivWFmA/TYCbg1Sn+fxG/Alq7A/b3ai4uIiIgol5BIJGjatCnWrFmDp0+f4v3797h37x6uXr2KFy9e4MWLFxg5cqQocS4uLg6tW7dGRESE0udJSkqCt7c3Vq9eLeq3tLTEuHHjcOvWLURHR+PBgwe4fv06IiIi8PbtW6xZswbu7u6iMakJg6kV+lUxf/58oZKfi4sLWrdurfIxspO1tTW6desmtJcsWZLlymFEyjI2Nka7du2wadMmhIeH482bN7h9+7bwmnzw4AF69eolGvPu3Ts0b94cX79+Vfo8X758QfPmzbF//35Rv729PWbNmoWQkBB8+PABd+/eRXBwMN68eYOIiAgsXboUxYsXF425cuUKGjZsiDdv3qj8/ztv3jzh+5o1a6Jy5coqHyO7cC4gIiIiIiIiIso99DZZr0yZMsL379+/12EkRESkV0wsga5bgVIt0t8n+Tuw3Q+4tVVrYRERERHlZCYmJhg6dCiePXuGo0ePonfv3nBzc5Pbr3Dhwli4cCGOHDkCU1NTof/z588YP3680uf7/fffsWvXLlFfgwYNcO/ePcyZMwcVK1aUG2NnZ4fevXvj2rVrmDNnDgwM/ndL482bN2jfvj3i4uKUjuH169fYtm2b0O7Vq5dc9T590KdPH+H7qKgobN3Ka1zKXlZWVpg8eTLCwsKwa9cudOvWDU5OTnL7lS5dGmvXrkVAQICo0t3Lly9FiW+ZGTRoEC5evCjq69ixI+7fv48JEyagWLFicmMcHBwwdOhQ3L59G8OHDxdte/ToEbp165bpktppBQUF4cKFC0K7b9++So/VFs4FRERERERERES5g94m69WtWxfW1taQSqUIDQ1FVFSUrkMiIiJ9YWwGdA4AyndMfx9pMrC7P3BtjfbiIiIiIsqBateujcePH2Pp0qUoUqSIUmMaN26M+fPni/r+++8/xMbGZjr24sWLmDVrlqivUaNGOHz4MFxdXTMdb2hoiHHjxmHFihWi/gcPHmDUqFFKRJ9i9erV+P79u9D28fFReqw2Va1aFWXLlhXa//77rw6jodyubdu2ePbsGX7//XcULFhQqTE+Pj5yCXNr1ij3d9i2bdsQEBAg6uvevTv+++8/5M+fP9Px5ubmWLRoESZNmiTqP3nyJBYuXKhUDADwzz//CN+bmpqiU6dOSo/VFs4FRERERERERES5g94m65mamqJ///4AAKlUiuXLl+s4IiIi0iuGxkD7lUCVnhnvd2AEcGGpdmIiIiIiyoGqVKmiVJKcrIEDB8LGxkZox8fH4/Tp0xmOkUql6Nu3L5KSkoS+QoUKYe/evTAzM1Pp/H369MHIkSNFff/88w+uXr2q1PiNGzcK35cvXx4lSpRQ6fza1K5dO+H7K1euICQkRIfRZM3FixfRr18/nDhxIlvP061bN6xevRqfP3/O1vPkNnXr1lUqSU7W2LFjRdX1wsPDcffu3QzHfP36FYMGDRL1Va1aFf7+/qLKmcqYMWMGOnToIOqbNGkSXr16lenYb9++YceOHUK7adOmsLKyUun82pKb5gIiIiIiIiIioh+V3ibrAcDkyZNRvHhxSKVSzJs3T25JDCIi+sEZGAKtlwI1Bma837HJwKk5gArLIBERERFRxoyNjVGzZk1R38uXLzMcc/jwYdy/f1/Ut2TJErUTY6ZNmwYXFxdR359//pnpuKCgIDx+/Fhoe3l5qXV+AEhOTsajR4+wa9cuLFu2DLNnz8Yff/yBdevW4dy5c4iPj1f72OnFt3nz5iwfU5vCwsIwa9YslCxZEnXq1MGqVasQExOTree8ePEi+vbtCwcHB3Tv3h3Hjh1DcnJytp7zR1awYEGULFlS1JfZfLB+/Xq8f/9eaBsYGGD58uUwMjJSK4YlS5YgT548QjshIQHLli3LdNyBAwdESZ1ZmQ+yW06fC4iIiIiIiIiISM+T9fLkyYNDhw6hUKFCiIuLg6enJ9auXQspky2IiCiVRAI0nwPUH53xfmfmAkcnMWGPiIiISIPs7OxE7U+fPmW4/+LFi0Vtd3d3UaUoVeXJkwdjxowR9e3cuRNhYWEZjtu/f7+o3ahRI5XOGxMTg4CAALRv3x758+dH6dKl0aFDBwwdOhQTJ07EqFGj0Lt3b9SvXx82Njbo1KkTbty4odI50qpSpQqsra3TjV8fff36FRs3bkSTJk1QpEgRTJo0CU+ePNF6HHFxcdi8eTOaNWsGV1dXTJgwQZSoSZqjynwglUqxZMkSUZ+Xlxc8PDzUPr+zszP69esn6lu1ahW+fv2a4Th15oPy5ctDIpEIX0+fPlU53i9fvsDKyko4Rr58+ZCQkJDhmJw4FxARERERERERkZheJ+sBQLFixXDt2jU0a9YMMTEx6Nu3L4oVK4aRI0di06ZNOHr0KM6ePavyFxER5SISCfDTJKDJtIz3u7QM2P8bwIoaRERERBoRHh4uaufLly/dfT9//ozjx4+L+nr16pXlGLp16wYTExOhnZiYiMDAwAzHHDlyRPje2NgYtWvXVumcRYsWha+vL3bv3o2PHz9muG98fDx27NgBDw8PzJ49W6XzpDI0NETdunWFdlBQEN69e6fWsbKTVCrFuXPn8Msvv8DBwQE+Pj44ceKEwop26lZPU5ai47969Qpz5sxBqVKlULt2baxYsQLR0dHZGsePRJX54N69e3j06JGoTxPzgZ+fn6j94cMHnDp1KsMxR48eFb53dnZGsWLFMj2Pr6+vqB0QEKB8kP9v586diI2NFdre3t6iuUyRnDIXEBERERERERFR+rL3zqiGFChQAAsXLkSXLl3w4MEDPH/+XO5pfFVIJBIkJiZqLkAiItIPdX8DjC2BQxlU2QtaB3z/Cnj9AxjmiLdBIiIiIr305csXuWpxsstgpnXx4kW5pK0OHTpkOY58+fKhQYMGOHbsmNB34cIFDB48WOH+3759w7Vr14R22bJlYW5urtI5v337JmpLJBK4uLjAzs4OFhYWiImJQWhoqKiil1QqxcSJE5GYmIgpU6aodD4AqFq1Kg4ePAggZend8+fPo23btiofJzs8f/4cAQEBWL9+PZ49e5bufvb29vD29kbPnj2zVEFNGVevXsV///2HgIAAXL58WW77pUuXcOnSJQwfPhxeXl7w8/ND06ZNYWhomK1x5VahoaF49eqVqK9EiRLp7n/+/HlR29zcHJ6enlmOo0KFCihRooSoiuOFCxfQsmVLhfs/ffoUERERQlvZ38sePXpg/PjxSEpKAgBs3LgR06ZNg0QiUTrW9evXi9qyCYDp0ee5gIiIiIiIiIiIMqf3WQrx8fEYNmwYVq9eDalUKtz04lK4RESkUI1+gIkFEDgUkKZTQe/2f0DCF6DjWsDIVLvxERERqSA5KQkx71kxJ7tZ5csPAyboqGzbtm348uWL0La2tkadOnXS3f/ChQuitoODA5ycnDQSS9WqVeWS9dJz+/Zt0QN85cuXV+ucpUuXRqdOneDp6YlKlSrBwsJCtD05ORlXr17FkiVLsHXrVqH/999/h6enJ6pVq6bS+SpUqCBqX79+XacJOrGxsdi5cyf8/f1x5syZdO/TmJmZoXXr1vDx8YGnp2e2V9RLlTdvXgwcOBADBw7EkydPEBAQgI0bN+L58+ei/b59+4b//vsP//33H5ycnNCjRw/4+fmhTJkyWokzt/D39xf9DpQpUwZFixZNd3/Z12ilSpU09rtRtWpVuWS99AQFBYnays4Hjo6OaNq0KQ4fPgwAePbsGc6fP4969eopNT4sLAynT58W2qVLl0b16tWVGqtvcwEREREREREREalGr5P14uPj8fPPP+PcuXNM1CMiIuW59wCMLYBdfYHkdCqpPtwPbOkKdNmYktxHRESkh2Lev8Pqob/oOoxcr89fa2BToKCuw5ATFBSkdlV42cpvmvb161f8/vvvor7u3bvD2Ng43TEPHz4Utd3d3TUWj+yxXr58ia9fv8ol0AEpyXpplSpVSuXz7d+/Hw0bNsxwHwMDA9SsWRM1a9aEp6enUDUrKSkJCxcuxH///afSOUuXLi1q37p1S6XxmiCVSnHmzBn4+/tjx44domTNtCQSCerUqQMfHx907twZtra22g1URokSJTBjxgz8/vvvOHv2LDZs2IAdO3bg06dPov0iIiIwf/58zJ8/H9WqVYOfnx+6du0KOzs7HUX+PxcuXEBISIiuw1Do9evXcitgyC5HKyu754O0CbIPHjxId9+szAe+vr5Csh6QUilP2WS9DRs2iCqNKltVD9CPuYCIiIiIiIiIiNSn18l6U6ZMwdmzZyGRSCCRSCCVSmFgYIBq1aqhfPnyyJcvn8Ib70RERCjfPiVhb1tPICle8T5PTwCbOgJdtwJm1tqNj4iIiCgTo0aN0nUI6Ro1apSoQpmlpSUmTZqU4ZgPHz6I2o6OjhqLx8HBQeH5FN0zCA0NFbVdXFxUPl9miXqyevbsiWPHjmHjxo0AgF27duHTp0+wsbFR+hiyVQhlK8Rlp2fPnmH9+vUICAjI8LzFixeHj48PfHx8MqyqpisSiQQNGjRAgwYNsGzZMuzZswcBAQE4duyYXGLstWvXcO3aNYwYMQKtW7eGn58fmjdvrrNlcnv06KGT82ZGKpWiT58++Pz5s9Dn7Oyc7jLUqbQ5H3z8+DHdfbMyH7Rt2xY2NjZC0ueOHTuwbNkymJmZZTo2ICBA+N7AwECln68u5wIiIiIiIiIiIso6vU3W+/z5M/7++28hSQ8AevXqhZkzZ2r0Bh4REeVipZoD3bcBW7oB3xVX/cCLC0CAF9BjJ2CRV7vxEREREeVAW7Zswb///ivqmzNnTqZL2som56iSqJYZRcf68OGDwsSbsLAwUVtb9xh69OghJOslJibi2rVraNKkidLj8+XLBxMTEyQkJACQ///QtJiYGGzfvh3+/v44f/58uqsc5M2bF507d4aPjw9q166drTFpkpmZGby9veHt7Y03b95g8+bNCAgIwM2bN0X7xcfHY8eOHdixYwccHBzQvXt3+Pn5qb18cm4zd+5cHDx4UNT3zz//wNLSMsNx2pwPEhMT8fnzZ4UxZWU+MDMzQ+fOnbFq1SoAwKdPn7Bnzx54e3tnOO7KlSt49OiR0G7cuLFKSYLanguIiIiIiIiIiEizDHQdQHpOnTqFr1+/Akh58nnw4MFYs2YNE/WIiEg1bg0Bn92AaQYf/kTcAPxbAbFRWguLiIiIKCe6evUqfvlFvDRzixYtMGTIkEzHxsTEiNqZJfOoQtGxZM+XSnbp0zx58mgsjozIVpoLDg5W+Rhp/z8/f/6cbgJdVly4cAE+Pj5wcHDAL7/8gnPnzsmdx9jYGF5eXtixYwdev36Nf//9N0cl6skqWLAgfvvtNwQHB+POnTsYNWqUwuTTyMhI/PHHH6hQoQKqVq2Kv/76C3FxcTqIWD/s3btXrqLmgAED0KZNm0zH5pb5QHb52vXr12c6Jm1VPUXHUIY25gIiIiIiIiIiIsoeepus9/TpUwApy2kYGhri999/13FERESUYxWuAfgGAuYZVM6Luges8wQ+hWsvLiIiIqIMnDp1ClKpVK0vV1dXjccTEhKC1q1bi5KTSpcujQ0bNkAikWQ63srKStT+8iWdysdqUHQs2fOlSn0wMJW5ubna501OTsbJkycxcuRINGnSBK6urrC1tYWhoSEkEonoq1SpUqKx7969U/l8aZf1lUql2ZIoNnHiRGzcuFHu3wkAqlevjmXLluH169fYs2cPOnToABMTE43HoEvly5fHggULEBYWhiNHjqB79+4Kl1O+ceMGfv31V1GFtOwUGhqq9nyQHS5fvoxu3bohOTlZ6KtXrx4WL16s1PjcMh/UqVMHJUqUENrHjh1DZGRkuvsnJCRg69atorjatWun0jkB7cwFRERERERERESUPfR2GdzUm32pN7Tt7Ox0HBEREeVoTpWBXodSlryNTefDk/chwLrmQM+9QF43rYZHREREpM8iIiLQrFkzREX9rxJxoUKFcPToUeTNm8EDEWnI7idb0SorFB1L2bjUTWbau3cvfvvtN4SGhqo1Pjo6WuUxuqqeVbZsWWzcuBHu7u7Zfq6PHz8iKChIqX3t7OxQtWrVbInDwMAAzZo1Q7NmzRATE4MxY8Zg+fLl2XKunObevXto2bKlKNGtUqVK2LdvH0xNTZU6Rt68eUWvgeycD4yMjGBtbY2kpKRMx6rzGuvZsycmT54MAEhKSsKmTZswcuRIhfvu379ftARwp06dFCaDZkecRERERERERESkH/Q2Wc/Z2Vn4Xp2bVkRERHIKlAZ6HwLWewGfXireJ/olsNYT6LETcCiv3fiIiIhkWOXLjz5/rdF1GLmeVb78ug5Br3348AHNmjUTJaXZ29vj2LFjKFSokNLHkU2ey6j6lKoUHSu9ZD3Zewzfvn1T+XwTJkzAnDlzVB6XVnx8vMpj0lbPkkgkWaoKqIr79++jfv366NChA3x8fNCoUSMYGGTPYg23bt1C06ZNldq3QYMGOH36dLbEAQDPnz/Hxo0bsWHDBjx+/DjbzpOThIaGolmzZqKEsxIlSuDIkSOwsbFR+jh58+bFs2fPhHZ2zgcZPQCsifnAx8cHU6ZMERLoAgIC0k3Wk10mV50lcAHdzQVERERERERERJR1epusl3YJiYiICB1GQkREuUpet/9P2GsDfHiqeJ/YSGB1E6DVn0DlbtqNj4iIKA0DQ0PYFCio6zDoBxYTE4PmzZvj3r17Qp+NjQ2OHDkit6xrZmT3Dw4O1kiMio5VuHDhdB/8s7W1FbVjYmJUOtf69evlEvXMzc1Rr149VK9eHYULF0b+/PlhamoqWiL2zZs36NGjh0rnkpV2eU9ra2ullh9W1ZAhQ5CYmIgLFy6I+mNjY7F+/XqsX78ezs7O6N69O3x8fFC+fO56wOXTp0/Yvn07NmzYgHPnzqVbwaxAgQLo3r07ihYtquUIdSciIgJNmjQR3acrVKgQjh8/joIFVXuvKlWqFK5fvy60s3M+KFOmTLr7ZnU+AABXV1c0bNgQp06dAgDcvn0bN2/eROXKlUX7vXv3DocOHRLaRYsWRb169VQ+H6CduYCIiIiIiIiIiLKH3ibreXh4oESJEnjy5AkiIiLw6NEjlT8IICIiUsjGJWVJ3A1tgaj7ivdJjAP2DAReXgI8FwDGZloNkYiIiEjX4uLi0KpVK1y7dk3os7CwwIEDB9RaDrVu3bqi9uvXrxEREQEnJ6csxyq7bGqdOnXS3Ve2GuDr16+VPk9CQgLGjh0r6uvduzfmz5+PfPnyZTj20aNHSp9HkXfv3iEhIUFoFy5cOEvHS0/Hjh3RsWNHhISEYP369diwYQNevHgh2ic8PBzz58/H/Pnz4e7uDh8fH3Tt2hUODg7ZElN2S0xMxJEjRxAQEIDAwMB0q6uZmJigVatW8PPzg6enJ4yM9Pa2msa9e/cOTZo0EVXDK1CgAI4fP67W72LdunWxadMmoX3z5k0kJiZq5N80q/NBRsl96fH19RWS9YCU6nqyyXqbN2/G9+/fhXbPnj3VSrLT1lxARERERERERETZI3vWLNGQwYMHC9/PnDlTh5EQEVGuY1UQ8DsAOGXyQfONAGBNU+DDs4z3IyIiIspFEhIS0KFDB5w9e1boMzU1xZ49ezJMfMlIrVq15JZO3blzZ5biBID379/jzJkzor6MYixSpIio/erVK6XPdfr0abx580ZoN2vWDGvWrMk0UQ+AaNlQdciuOiD7/6FpxYsXx4wZMxAaGooTJ07Ax8cHlpaWcvsFBwdjxIgRcHFxgaenJ7Zs2YKvX7+qfd6GDRtCKpUq9ZXVJXCDgoIwbNgwODk5oVWrVti2bZvCRL2qVavir7/+wuvXr7Fz5060bt36h0rU+/TpE37++Wc8ePBA6LO1tcXRo0dRsmRJtY4p+xqNi4sTVZ1T1507d/DkyZMMz5VWVuaDtDp06CB6fWzevBmJiYmifQICAoTvJRIJevbsqda5tD0XEBERERERERGRZul1st6QIUPQpEkTSKVSbN68GYsXL9Z1SERElJtY5AV6BgKFa2e8X+RtYEVD4OEBrYRFREREpEtJSUno1q2bKHHGyMgIW7duRdOmTdU+ro2NDRo3bizqW7dundrHS7V582ZRlSkjIyO0adMm3f0rVqwoaqtS8e7y5cui9qBBg5Qem3YpYXU8fPhQ1Jb9/8guEokEP/30EwICAhAZGYm1a9eifv36chXBkpKScPjwYXTr1g0ODg7o1asXTp48ieTkZK3EqaywsDDMnTsXZcuWhYeHB5YuXYq3b9/K7efo6IhRo0bh7t27uH79OoYMGYK8efPqIGLd+vLlC1q2bIkbN24IfXny5MGhQ4dQqVIltY9bvnx5uUQ/TcwH/v7+oradnR0aNmyY7v5ZmQ/SypMnDzp06CC037x5gyNHjgjte/fuiSr+1a1bF25ubmqdS1dzARERERERERERaYZeJ+sZGBhgz549aNWqFaRSKUaOHInu3bsjJCRE16EREVFuYWYN9NgJlEn/A10AQPwnYGs34OhkICkx432JiIiIciipVIrevXuLKt4ZGBhg3bp1aNu2bZaPP2zYMFE7ODgYe/bsUft4X758wYIFC0R97du3l1vaMq2KFSuKqqLduXNH6fOlraoHAKVKlVJ67MmTJ5XeVxHZOD08PLJ0PHXkyZMHvXr1wpkzZ/D06VNMnToVRYsWldsvJiYG/v7+aNy4MVxdXTFu3Djcv39f6/HKxvPTTz/B1dUV48ePF1WJS2VqaopOnTrhwIEDCAsLw4IFC1CuXDkdRKwf4uPj0bZtW1y4cEHoMzMzw969e1GzZs0sHVsikeDXX38V9e3du1duCVtVhIeHY9WqVaK+vn37KqwImapq1aqitirzgSxfX19RO20lvbTfK9pXFfowFxARERERERERkfr0es2O33//HUDKjbO7d+/i+fPn2Lp1K/777z9UrFgRVatWhb29PczMzFQ+9pQpUzQdLhER5VQmFkDnAODyv8CxyUByBsl4F5cCr64DHdcC1o7ai5GIiIhIC4YMGSKXVPLPP/+gR48eGjl+ixYtULp0aVFlqF9//RWNGzeGlZWVysebOnUqwsLCRH0jRozIcIyZmRmqVauGS5cuAUipUvX161dYWFhkej6pVCpqp63ol5E3b95g165dSu2bnrRJTBKJRO3liDWlaNGimDZtGqZOnYqzZ8/C398fO3bsQGxsrGi/V69eYd68eZg3bx6qVKkCHx8fdO3aFQULFszW+JKSknDs2DFs2LABe/bsyXBp3urVq8PPzw9du3aFra1ttsaVUyQmJqJz5844fvy40GdsbIzt27fjp59+0sg5/Pz8MGXKFGGJ6OTkZAwYMACXLl1Sa5nhYcOGISYmRhTvkCFDMhxTrFgxODk5CUvLpq0gqKpGjRrB1dUVL168AAAEBgYiOjoa1tbW2Lhxo7Cfubk5OnXqpPZ59G0uICIiIiIiIiIi1eh1st60adNEy6pIJBJIpVJIpVLcvHkTt27dUvvYTNYjIiIRiQSoNQhwrgps9wNiItLf9+VFYEW9lIS9ovW1FiIRERFRdho/fjz++ecfUd/ChQvRv39/jZ1DIpFg5cqVaNiwobA8alhYGNq2bYsDBw6o9DDemjVr8Oeff4r6BgwYgBo1amQ69ueffxaS9b5//45Lly7JLdGriIODg6h9/vx5pZagHDp0KOLj4zPdLz1JSUmi6mapDy/qA4lEggYNGqBBgwZYtmwZdu7cCX9/f5w+fVouufHGjRu4ceMGRo0ahSNHjij1b64uDw8P3Lx5M93tzs7O6NGjB/z8/FC6dOlsiyMnSk5Ohp+fHwIDA4U+AwMDbNy4Ea1atdLYeSwtLfHXX3+he/fuQt/169fh5+eHgIAAGBgovyDIlClTRBVBAWDGjBkZVtlM1axZM2H53PDwcDx9+hTFihVT+typJBIJfHx8MHPmTADAt2/fsG3bNhQpUkRIBgSAdu3awdraWuXjA/o9FxARERERERERkXL0ehlcRSQSifClDtkbxURERCKFawD9zwJuDTPe78tbIMALOLsQ+P8PmomIiIhyqnnz5mHu3LmivqlTp2LkyJEaP1e9evUwfvx4Ud/Jkyfh6ekpVKTKSFJSEubPn49+/fqJ/sYvVaoU/vjjD6ViaNmypah96tQppcbVrl1b1J47dy7evXuX4ZhJkyZh+/btSh0/PTdu3MDnz5+Ftmz8+sLS0hI9e/bEyZMn8fz5c/z+++8oXry43H5JSUmiCmjZ4ePHj3J9ZmZm8Pb2xuHDh/Hy5UvMnTuXiXoKDB48GJs2bRLaEokEq1evRufOnTV+rm7duomS9QBg06ZN8Pb2xvv37zMdHxcXhxEjRmDGjBmi/gYNGmD06NFKxaDufKBIz549Re2AgACsX79e1JeVJXBzylxARERERERERETp0+vKegCT64iISAfy2AM9dgFn5gFn5gNI571ImgycnAGEXQXaLQcs8mo1TCIiIiJNWL9+PcaNGyfqq1u3LurWrStaAlMZTk5OKFu2bKb7TZs2DXfu3BFV7jp9+jTKly+PoUOHomvXrqhQoYJoTHR0NHbv3o2//voLwcHBom329vbYtWuXUkvZAilV10qUKIEnT54AAPbs2SNUw8pIgwYNRMtchoWFoU6dOli2bBmaNGkiPFgolUpx6dIlTJ06Vfg3LFOmDB48eKBUfLL27t0ranfr1k2t42hT4cKFMXnyZEyePBnnz5+Hv78/tm/fLko00pbatWvD19cXXbp0gY2NjdbPn5NMnz4dy5cvF/V16NABhQoVUnk+cHNzg5ubW6b7/fvvvwgJCcGVK1eEvu3bt+P06dMYPnw4vL295Y7z5s0bbN++HUuWLEFISIhoW/HixbFlyxalK/O1atUK1tbWwu/mnj170KdPH6XGyipRogRq166NixcvAgAuXLiA69evC9udnZ3RpEkTtY4N5My5gIiIiIiIiIiIxPQ6WS8rT7ISERFliYEh0GgC4FId2NUXiPuQ/r5PjgArGgCd1wPOVbQXIxEREZEGKPrb+/z582jatKnKx/L19RWWk8yIkZERtm/fjv79+4v2j42NxZw5czBnzhzY2trCyckJ5ubmiIyMRGRkJJKSkuSOVaxYMezbtw9lypRRKVYfHx9MmTIFAHDv3j08fvwYJUuWzHCMsbExFixYIKow9vjxYzRr1gx2dnZwc3NDUlISXr58iQ8f/nf9WLBgQaxYsQL169dXKcZUu3fvFr6vVq1apnHqm9Tkz7/++gu7du2Cv78/DA0Ns/WchQsXRvfu3eHn54cSJUpk67lyE0XzwY4dO7Bjxw6VjzV16lRMmzYt0/2srKxw9OhReHt749ChQ0L/27dvMXHiREycOBH58uWDk5MTjIyMEBERgaioKIUP+Hp4eGDv3r1wdHRUOk4zMzN07NgRa9euBQAcP34cMTExsLKyUvoYafn6+grJegBES2D36NFDpeV9ZeX0uYCIiIiIiIiIiPQ8Wa9Bgwa6DoGIiH50JZqkLIu73Q8Iv57+fp9eAmt/BprPATx+AdRcrp2IiIjoR2FiYoJ169ahSZMmGDFiBKKiokTbo6OjER0dne54AwMD/PLLL1iwYIFa1dL69OmDGTNm4Pv37wCADRs2yC2lqUinTp0wa9YsTJo0SZQs9PHjRwQFBcntX6hQIRw8eBB58uRROUYgZdnL+/fvC+1BgwapdRx9YG5uju7du8ste5odzp49m+3nIM2xtrbG/v37sXTpUkyZMkVumeT3799nuCyuqakpRowYgalTp8LU1FTl8w8cOFBI1ouPj8e2bdvwyy+/qHwcAOjcuTOGDRuGb9++yW3L6hK4uWUuICIiIiIiIiL6kan/KCcREdGPwrYQ0OsQUGNAxvslJQAHRqZU4ouP1U5sRERERDlc9+7dERoair/++gseHh7CUrLpKVCgAAYPHoz79+9j5cqVai9r6ujoKKqQt27dOoWV+xSZMGECDhw4gEqVKqW7j7W1NUaOHIk7d+6gfPnyasUIAKtXrxa+L1CgALp27ar2sYj0mYGBAYYPH44XL15g9uzZSi2p7erqirFjxyIkJASzZ89WK1EPSKnIV6dOHaGd9nWnKltbW3h5eSk8h6oVQNPiXEBERERERERElDtIpIrWjCDK4e7duyf6MOTu3bsoV66cDiMiRT5//ixaYqdRo0awtrbWYURESri7CwgcCiRkkoyXvxTQZQNgX0o7cRGpgPMvkfYkJibiyZMnor4SJUrAyEivi5xTNklKShJVi7Kyssr2pUBzovfv3yMoKAjPnj1DdHQ0EhMTYWlpCRcXF5QrVw5lypTJNKFPWbdv30blypWFCnm7du1Cu3btVDrGgwcPcOXKFURFRSExMRH58uVDmTJlULNmTZiYmGQpvpiYGBQqVAifPn0CAMyYMQOTJk3K0jGJcpKIiAgEBwfj+fPn+PTpE6RSKfLkyYPChQujUqVKcHNzU/pYmc3B+/fvR+vWrYX2jRs34O7urpn/kSziXEBEORmvgYmIdIPzLxGRbnD+1azs+oxF1zlF/ISIiIhIFeXbAwXLA9t6Am8fpL/fu0fAykZAm6VAhY7ai4+IiIgoh8uXLx+aNWumlXNVrFgRHTt2xPbt2wEACxcuVDlZr0yZMlmqlpWRFStWCMk5+fLlw7Bhw7LlPET6ysnJCU5OTlo5V6tWrVCtWjVcu3YNALBgwQJs3rxZK+fODOcCIiIiIiIiIqLcg8vgEhERqcq+JND3BFDRO+P9vn8Bdv6SsjRuYrx2YiMiIiIilUyfPl14EvPixYs4d+6cjiNKER8fj8WLFwvtsWPHwsrKSncBEf0AZs2aJXy/fft2hIaG6jCaFJwLiIiIiIiIiIhyFybrERERqcPEEmi3HGi1GDDMZHmza6uBtc2B6JdaCY2IiIiIlFemTBkMHDhQaE+cOFGH0fzPv//+i/DwcABAsWLF8Ouvv+o4IqLcr2nTpsJSuImJiZg6daqOI+JcQERERERERESU2+gkWe/s2bPCV+oSDrqiT7EQEVEOI5EAHr2AX44Ctq4Z7xtxA1heD3h8VDuxEREREZHSfv/9d9jb2wMAzp07hwMHDug0npiYGMyePVto//nnnzA1NdVhREQ/jkWLFgmvt02bNuHOnTs6i4VzARERERERERFR7mOki5M2bNgQEokEAHDs2DH89NNPughD72IhIqIcyskd6H8G2D0QeHwo/f2+RQObOwG1hwINJwAmFloLkYiIiIjSZ2tri6ioKF2HIbCystKreIh+JMWKFcO3b990HQYAzgVERERERERERLmRzpbBlUqlujq1HH2KhYiIcihzO8B7M9BkOiAxzHjfi38B/9QAHh/RTmxERERERERERERERERERESkczpL1kutZqcP9CkWIiLKwQwMgLrDAd9AIE/BjPeNfgls7gz81wP4FK6V8IiIiIiIiIiIiIiIiIiIiEh3dJasR0RElGsVqQv0PwcUqZf5vg/2AX9XBy79DSQlZn9sREREREREREREREREREREpBNGug7g6NGjePXqlU5jkEqlrK5HpCNSKZAsBQyZOky5jVVBwGcPcGomcH5RxvsmxAJHJgC3tgCtFgMuHtqIkIiIiIiIiIiIiIiIiIiIiLRIp8l6UqkUCxYs0GUIkEgkkEqlOo2B6EeVkJiMjSEGkEiA7sWSdR0OkeYZGgFNpgGFagKBQ4EvURnvH3kHWN0E8OgNNJ4CmNtqI0oiIiIiIiIiIiIiIiIiIiLSAp3WskqtZieVSnX2RUS68enrdwzYehfX3xng2lsDHH7F6paUi5VqDgy5BlTrAyCz33UpcH0NsKwacHt7SvlJIiIiIiIiIiIiIiIiIiIiyvF0lqynLwlzuj4/0Y8o7MNXtP/3Aq6//CT0HX5liL233+gwKqJsZm4LtPwD6HMCcKiQ+f5fooBdfYAAL+BdSLaHR0RERERERERERERERERERNlLJ8vgrlu3ThenzVS5cuV0HQJRrnczLBp91l/Du9gEuW3TDz5BMQc71C6eXweREWmJS1Wg72ng6krg1CwgITbj/UPPAP/WAuqOAOr+BhibaSVMIiIiIiIiIiIiIiIiIiIi0iydJOv5+vrq4rREpAekUiliviUq3JaYLEX/jUHYNbA2ShS00nJkRFpkaATUGgSU9QIOjwMeBGa8f1ICcGYucGd7SnW+Yo20EycRERERERERERERERERERFpjM6WwSWiH5N7YTss8a4MiUTx9phvifBbdw1RMd+0GxiRLtg4A102AN22AbaFM9//w1NgQ1tgZx8ghstGExERERERERERERERERER5SRM1iMirWte3hETW5RJd3t4dBz6rL+OrwmKK/AR5TolfwYGXUlZ6tZAiaK3d7YDy6oB11YDyUnZHx8RERERERERERERERERERFlGZP1iEgnfqlbFF2rOqa7/farT/h1y00kJUu1GBWRDplYAE2mAgPOA4VrZ75//CfgwEhgTVPg9a3sj4+IiIiIiIiIiIiIiIiIiIiyhMl6RKQTEokEY5oWQ3m75HT3Of7gDWbsv6/FqIj0QIEyQK+DgNffgHnezPcPDwJWNgQOTwDiY7I9PCIiIiIiIiIiIiIiIiIiIlIPk/WISGcMDSToWSIZhSzTr57nf/E51p4P1WJURHpAIgHcewBDrqf8NzPSZODy38Cy6sC93YCUFSmJiIiIiIiIiIiIiIiIiIj0DZP1iEinTA2BvqWTYGeSfnLRjAP3ceRepBajItITlvlSKuz1OgTYl858/5gIYLsfsKI+8PAgk/aIiIiIiIiIiIiIiIiIiIj0CJP1iEjnbEyA/mWSkMfUUOF2qRQYtjUYN8OitRsYkb5wrQ30Pwc0ngoYmWe+f+RtYGtXJu0RERERERERERERERERERHpESNdB0D6TyqV4saNG7h58yaioqIAAAULFkSlSpVQpUoVSCQSHUdIuYGjBfBn+zIY9N89JCbLJxZ9+56MPuuvYfegOiiU10IHERLpmJEJUG8EUL49cHA08ORo5mNSk/YcKgINxwOlPFOW2CUiIiIiIiIiIiIiIiIiIiKtY7KejoWHh+Pq1au4cuUKrl69iuvXryMmJkbY7urqiufPn+sktu/fv2PJkiVYvHgxwsPDFe7j4uKC4cOH49dff4WxsbGWI6TcpmZRO8xpXwGjd9xWuP1dbAL81l3FroF1YGPB3zf6QdkVAbptAx7sAw6NTVn6NjOipL1xQKkWTNojIiIiIiIiIiIiIiIiIiLSMibr6cCFCxfwxx9/4MqVK4iIUCLJQgfCwsLg5eWF4ODgDPd79eoVRo0ahS1btmDv3r1wdnbWUoSUW3XyKISwj3FYeuKJwu1P335B/43XEdC7BkyMuJI3/aAkEqBsG6BYI+DUHODKv4A0OfNxkbeBrd2YtEdERERERERERERERERERKQDzHTRgWvXrmH37t16m6gXFRWFRo0aySXqmZubo1y5cihTpgzMzMxE24KCgtCoUSO8e/dOm6FSLvVbkxJo755+4uflZx8wbudtSKXyy+US/VBMrYDms4H+54DSrZQfl5q0t6Ie8PAAwNcSERERERERERERERERERFRtmOynp7JkyePrkOAn58fnj59KrTNzMywePFivHv3Dnfv3sX9+/fx7t07/Pnnn6KkvSdPnqB37966CJlyGYlEgrkdKqKmW95099kVHI7FxxVX3yP64TiUB7w3qZG0d+d/SXsP9jNpj4iIiIiIiIiIiIiIiIiIKBvpbbLeiRMnMHnyZOzatQvPnj3TdTjZwsrKCg0bNsTo0aOxfft2PH/+HPv27dNpTEePHsWhQ4eEtrGxMY4cOYJhw4bBwsJC6Le0tMRvv/2Gw4cPw9jYWOjft28fTp06pdWYKXcyMTLAih4eKGZvme4+S048wY6gV1qMikjPOVZUP2nvv+5M2iMiIiIiIiIiIiIiIiIiIspGepusd/nyZcyaNQudOnVCiRIlYGtriwYNGmD48OE5PnmvdevWuHfvHqKjo3Hq1CnMnz8fHTt2hKurq65Dw+TJk0XtcePGoX79+unu36BBA4wdO1bUN2nSpGyJjX48NhbG8O9VHfnzmKS7z7idt3EhhMsvE4kwaY+IiIiIiIiIiIiIiIiIiEjv6G2yXiqpVAqpVIrPnz/j3LlzWLVqFfLly6frsLKkWLFiKFu2LAwM9Ouf/86dO7h69arQtrS0xOjRozMdN2bMGFha/q/62cWLF/HgwYNsiZF+PIXyWmC1bzWYGSt+vSQmSzFgYxAev4nRcmREOUBq0t6A80CZ1sqPS03aW14PeLAPSE7OvhiJiIiIiIiIiIiIiIiIiIh+EPqVLZaGra0tAEAikUAikQjfN2zYEDY2NjqMLPfau3evqN25c2dYWVllOs7KygqdOnUS9e3Zs0eTodEPrnIhWyzxdsf/TwVyYr4lote6a4iK+abdwIhyCocKQJeNqiftvbkD/NcDWFGfSXtERESU7TZt2iTcAyhUqBC+fdPd9f2lS5eEWKysrBAREaGzWIh0oWnTpsJrQJkHObNb8+bNhXhGjBih63CIiIiIiIiIiIjUZqTrANJTqlQphf1FihTRbiA/kAMHDojazZo1U3ps06ZN4e/vL7T379+P8ePHayo0IvxczgGTW5bF7/vvK9weHh2HX/yv47/+NWFhordTG5FupSbtRd4BzsxLScBTRmrSXsEKQM2BQLl2gIlF9sZKREREcr59+4YbN27gyZMnePv2Lb59+wZzc3MULFgQpUqVQuXKlWFsbKyx8yUnJyMkJAR37tzB69ev8fnzZ5ibmyNv3rwoU6YM3N3dNXa+2NhYjBkzRmhPnz4dZmZmGjm2OmrVqoU2bdogMDAQsbGxGDduHAICAnQWD+mfyMhIBAcHIzQ0FJ8+fYJUKoWVlRUKFy6MSpUqafz+VWxsLO7du4eHDx/i/fv3+PbtG2xtbVGgQAF4eHho9Hy7du3C8ePHAQA2NjZ6cX9n9uzZOHr0KKRSKZYtW4b+/fune++QiIiIiIiIiIhIn+ltRkvt2rVhZmaG+Ph4UX9qxT3SLKlUitu3b4v6ateurfT4OnXqiNq3bt2CVCoVqiISaULvukXx8sNX+F98rnD7nfBP+HVLMFb4eMDQgL97ROkSkvbu/n/SXqBy497cAfYOAo6MByp1Bar2AgqUzt5YiYiIfnBSqRSBgYFYvXo1jh07Jvc3clqWlpZo2bIl+vfvj59++kmt80VGRmLnzp04evQoTp8+jc+fP6e7r7m5OTp27IjffvsN7u7uap0v1Zw5c4TqdSVKlICvr2+WjqcJM2fOxL59+yCVSrFx40YMHToU1apV03VYpEPR0dFYvnw5Nm3ahLt372a4b9GiReHt7Y0hQ4bAyclJrfNduXIFe/bswYkTJxAUFITkDCpdu7q6YsCAAejfvz/s7OzUOh8AJCQkYNSoUUJ75MiRyJs3r9rH05QqVaqgffv22LlzJ75//46RI0di//79ug6LiIiIiIiIiIhIZXq7DK6FhQU6d+4MqVQq6n/9+rWOIsrdXrx4ga9fvwptS0tLFC5cWOnxrq6usLD4X5WlL1++ICwsTKMxEgHA5FZl0aRMwXS3H38Qhd/33ZObO4hIAYfyQJcNwIALQJk2yo/79gm4shz4pwaw1hO4vQ34zmWoiYiINO3GjRuoVq0a2rZti/3792eYqAek/B22bds2NG7cGI0bN0ZISIhK5/Py8oKzszOGDBmCwMDADBP1ACAuLg4bNmyAh4cHRo8ejYSEBJXOl+rt27dYsmSJ0B41ahQMDQ3VOpYmVahQAZ6engBSkiYnT56s44hIV5KTk7Fs2TIUKVIE48ePzzRRDwBCQ0MxZ84cuLm5YcqUKZm+ftO6efMmihUrhpo1a2Lu3Lm4du1ahol6QMp9nfHjx6Ns2bI4fPiw0ueStXr1aoSGhgJIuTc0ePBgtY+laWPHjhW+P3DgAC5fvqzDaIiIiIiIiIiIiNSjt8l6ADB58mSYmpoCACQSCaRSKc6cOaPjqHKnR48eidqFChVS+RiyY2SPSaQJhgYSLO1aGRVdbNLdZ/2lF1h74bn2giLK6dRN2gOAlxeBXX2BP8sARyYC71RLCiAiIiLFVq5ciZo1ayIoKEhum7m5Odzc3FCtWjW4urrCxMREbp+TJ0/C3d0dgYFKVtAFcOHCBYUJQcbGxnB1dYWHhwfKly8velALSElkWrhwITp16oTExESlz5dq7ty5+PLlCwCgYMGCelFVL1XapXmPHDmCCxcu6DAa0oWYmBh4eXlh6NCh+PTpk9x2Ozs7lCtXDpUrV0aBAgXkVhiIj4/HjBkz0KBBA0RGRip1zlevXuHZs2cKt9nY2KBUqVKoXr063Nzc5M4XGRmJli1bYuvWrUr+H/7Pt2/fMHv2bKHdp08fvaiql6patWpo2LCh0J4yZYrugiEiIiIiIiIiIlKT3i6DCwDFihXDvHnzMHz4cOHm4/PnzxEYGIg2bVRMJqAMRUVFidouLi4qH8PZ2VmUoCd7THVFRUXh7du3Ko2RrSARGxubaVUI0r7UD+TSa2dkcfvS6LH+JiI+Ka5OMHP/feQ1laJxqfxZipHoh2JRGPD8GwYeQ2B6eQmMnxxQfmzcB+DSMuDSMiQWqoOEit2RWPxnwFA+eYB0LyvzLxGpJikpCUlJSQAAAwMDoU82uYJ+DKm/C+m1Uy1evFi0DCWQ8gBbt27d4OPjg0aNGokqzyUkJODo0aNYt24d9u7dK/THxsaiffv22Lx5Mzp06KBSrAULFkSPHj3w888/o3bt2jAzMxO2ff/+HYcPH8aUKVNw584doT8wMBBjxozBggULlD5PdHQ0Vq5cKbR9fX1hZGSU7r+NttWtWxdlypTBgwcPAADz58/Hrl27dBwVacuXL1/QvHlzXLp0SdRvb2+PX3/9FZ07d0axYsVE2yIjI7Fjxw4sW7ZMdG/iypUraNiwIU6ePImCBdOvFg/Izw01atRA9+7d0bBhQ5QtW1a07e3bt1i9ejXmzJkjrJiQnJyMnj17onjx4iotUR0QEIDw8HCh3a9fP715Labq168fTp8+DQA4duwYgoKCULlyZaXGKjsHExGRZnH+JSLSDc6/RES6wflXs5KSkoRVFVMfNI+JicnyyiyxsbFZji0rJNIcsFbk+PHjMW/ePKG6nqOjI4KCguDg4KDr0DTu9OnTaNSokdB2dXXF8+fPs/28//77LwYNGiS0vby8sGfPHpWO0aZNG+zbt09oL1++HP37989ybNOmTcP06dOzdIylS5eqtKwv5QyvvwJL7hoiLknxh93GBlIMKZuEIlZaDowol7CKC0OpyD1wjr6m1vhvRtZ4ma8+XuRrhK+m9hqOjogoZ5BIJLC3T5kDraxSLkocHR31YolP0k9nz55F27ZtkfZPdRcXFyxfvhx16tTJdPyhQ4cwdOhQvH//XugzNzfH6dOnUbJkyQzHFitWDAULFsTYsWPRsmVLGBll/Hzft2/f4OfnhyNHjgh9xsbGuHjxIooXL55prACwbNkyYXlZiUSCoKAgFC1aVKmx2pI2RgMDA9y4cQOurq46joq0YeDAgXIV6ry8vPDHH38gX758GY6Ni4vDjBkz8O+//4r669evjz179mSYtH348GF0794dHTt2xPDhw1GmTJlMY7179y7atGmDjx8/Cn21a9fGgQPKP4BTp04d3L9/HwBQq1YtHDx4UOmx2pKQkIAyZcrgw4cPAIBu3brh77//1nFURERERERERESUHZKSkvD69WsAKUl6QMrDq1lNdXv58iV+/fVXoX337l2UK1cuS8dUhV4vg2tvb4/mzZsDAJo3bw6pVAqJRILXr1+jTp06uH37to4jzD1ks0bTVk1Qlrm5eYbHJNI0Rwugd6lkGEgUT8TfkyVY9dAQ775pOTCiXCLGvBCuFx2KE2XmIsT+ZyQYWqo03izxM0q+2Y8m90ehZsgCOEQHQSLl0yNERETp+fjxIwYOHCi60eDo6Ih9+/YplagHAJ6enti5cyesra2Fvri4OPTt2xcJCQkZjv3rr79w/vx5eHl5ZZqoB6T83bhmzRo4OTkJfd+/f8eWLVuUihUA1q5dK3xfrVo1vUvUA4BOnToJlTGTk5Oxbt06HUdE2rB79265RL1OnTph7dq1mSbqASn3SGbPni1XJfPs2bP466+/MhxbvHhxnD9/HitWrFAqUQ8Aypcvj2XLlon6Ll68mO5yurIuXrwoJOoBQJcuXZQap20mJiZo166d0N65c6fC5YmJiIiIiIiIiIj0lV4n671//x7Hjh3D/PnzRU/qSyQShIaGwsPDA/3798fNmzd1F2Qu8e2bOJvJxET1ZQtNTU1F7bi4uCzFRKSMkjZSdHVLTnd7bKIEKx4Y4st3LQZFlMvEmjnhnkt3HCm/BEGu/fHesoRK4yWQomDMHdQIXYKm90ag1OtdMEt4n/lAIiKiH8yMGTMQEREhtA0NDbF582YUKVJEpeNUqlQJK1asEPXdvn1brsKXrBYtWghJacqytLSUq6h+8uRJpcZevXoVoaGhQrt169YqnVtbChYsiGrVqgntHTt2ZPnJTV1JSEjAvn370LVrV3z+/DnbzhMeHg5fX18cPnwYiYmJ2Xae7PL161e5JLvKlSvjn3/+Ufk1MnHiRLRp00bUN2vWLNFys7KKFy+udJJeWi1atEDp0qVFfcePH1dq7LZt24TvDQwM0KJFC5XPry2tWrUSvo+Pjxct/01ERERERERERKTvMn9UXg+kvQmeWl1PIpEgMTERq1evxurVq+Hs7Ix69erBw8MDVapUQZUqVYRlpihzspX0Mqu4oEh8fHyGx1TXoEGD0KlTJ5XGhISEoG3btkK7evXqat3opuz15csXXL16VWhXr14dlpaqVe4CgEYArM6+wPLzLxVuj/omwdbXdvinS3lYm+WIaY9Ij/0MYBJi3z6Aye1NMH6wC5KEGKVHm3//iNKRe1DqTSASi/6E7xV7ILFIQ8CAy0Fqk6bmXyLKXFJSkpCQkZrgkSdPHqWqllHuk5SUhK9fvwptCwsLYUnk9+/fy1XxGjRoEOrVq6fWuTp16oStW7eKklhWr16NcePGafz3r3Hjxpg6darQDg8PV+rv8cDAQFG7U6dOevt3fLt27XDlyhUAKf9/N2/eRP369XUclfKCgoIQEBCArVu3CkskW1paZtu/t5mZGQIDAxEYGIiCBQuia9eu8PX1RYUKFbLlfJq2adMmYZlVIGX+Xr58Oezs7NQ63l9//YWTJ08KKxAkJCRg/fr1mDNnjkbiTat+/fp4+PCh0I6Kisr05/z9+3fR67FmzZpwc3NTO4ZXr17h3r17eP78uVD1Lm/evHByckKtWrXU/ndM5enpCRsbG+HYu3fvxuDBgzMdl9EcTERE2YfzLxGRbnD+JSLSDc6/mpWYmCh8tpJ6j6t06dJZ/jd98OBBlmPLihzxCZFEIgHwv6S9tAl7qX2vXr3C1q1bhQ83JBIJ3NzcULVqVVSpUkX4r62trU7+H/Rdnjx5RG3ZSnvKkK2kJ3tMdRUoUAAFChTI0jHy5MkjWgaK9JOlpaXaP6exLcsj6ksSdgUrrk5wOzwG/bbcw4ZfqiNfHlOF+xCRCqxrAMVqAC3nAHd3AtfXARE3lB4ukSbD+NlxGD87DtgUAqr4ApW7AjYu2Rg0pScr8y8RZSwxMVHuj0ZDQ0P+cU4AxL8La9asEf1NZWxsjClTpmTpd2XGjBmiZL1Xr15h9+7d8Pb2Vj9oBfLnzy9qf/r0Sam4Dx48KHxfqFAhlCpVKsP9IyMj4eLigqSkJABA4cKF8fz5c+GegbLOnDmDhg0bCu2WLVti//79GY5p3LixqH3o0CE0atRIpfNqW2RkJDZu3Ij169fj7t27ctuzcy5Ke9w3b95g8eLFWLx4MapUqQJfX19069ZN7vdGX0ilUrllar28vFCjRg21j1m4cGH069cPf/75p9C3Zs0aTJs2DRYWFmofV5G8efOK2jExMZn+nM+fP4+PHz8K7Z9++kml343ExEQcP34cO3bswPHjx/HixYt095VIJKhZsybGjBkDLy8vlV+/QMrvV926dXHgwAEh/i9fvqh8Pcv3YyIi3eD8S0SkG5x/iYh0g/Nv1qTmhwH/u+doZWWV5QfSNZXPpC69XgY3lVQqlVtiJrWdmrSXmriX+pWcnIyQkBBs27YN48aNQ9OmTZEvXz4UK1YMnTt31sX/hl6T/UX88uWLyseQHaPrX276sUgkEsztUBG13PKlu8/915/RecUlvP7EJZqJNMbEEqjSE+h3Cuh3BqjqBxirWKHtUxhwaiawqBywuglw8S/gY/of8BEREeVGO3fuFLVbt26d5WSmChUqoEqVKhmeRxNkl/PMly/9a/JUjx8/Fi2Bq0yVOgcHB/z8889C++XLlzh9+rTygf6/9evXi9q+vr6ZjnF3dxdVJzt8+LDK59WG+Ph4bN++HS1btoSLiwtGjx6tMFFPIpGovJyrKtK7AXnjxg0MGzYMTk5OaN++Pfbu3Yvv379nWxzquHfvHh49eiTq69WrV5aP6+fnJ2p/+PABp06dyvJxZanzejxy5Iio3aBBA5XO6e3tDU9PT6xZsybDRD0g5X7epUuX0K5dO3Ts2FGt+0+yMaYmCxIREREREREREeUEOSJZLzUZT1ba5Ly0+6WXwCeVShEaGpotH07kdLKV6169eqXyMWRvCGe1Gh6RqkyMDLC8R1UUL5B+oujTt1/QafklvHz/Nd19iEhNTpWB1kuAkQ+Bln8CBdVY5uzVNeDoJGBJRWBlQ+D8IuD9U01HSkREpFdiY2Nx69YtUV+HDh00cmzZ41y4cEEjx03r3LlzonbJkiVVHuPh4aHUuWQT6wICApQal+rr16/YsWOH0Lazs0ObNm0yHWdoaIjKlSsL7Tt37iA6Olqlc2enq1evYtCgQXB0dETnzp1x8OBBoQJhWqVLl8asWbPw/PnzbK2qW6hQIYSEhGDKlCkKl1P9/v07du/ejbZt28LZ2RnDhw/HzZs3sy0eVZw/f17UNjc3h6enZ5aPW6FCBZQoUULUp+nXo1QqlYs/O1+PqRStzmBvb4+yZcuiRo0aqFSpksLk4127dsHLywvJyckqnQ8AqlatKmqfPXtW5WMQERERERERERHpgt4vgyubiJfedtnKe6n7yo6R3Y9SyC43FBYWpvIxZMeULl06SzERqcPGwhjr/Kr9fwU9xcs5v/oYh47LL2JTnxooUdBK4T5ElAVm1kC1XwCP3sCr60DQupSlchNVXGI9Ijjl6/g0wKECUNYLKNsWyF8is5FERLmGNEmKpE/xug4j1zO0MYXEUPWlGDXlypUrSExMFPXJJqKoS/Y4r1+/RmhoKIoWLaqR4yclJcklzLVo0SLTcUFBQaJ2+fLllTpfmzZtYGtrKyTK7dy5E3///bfSS4nu3r0bMTExQrtLly4wNTVVamyFChVESU3Xr19HkyZNlBqbHcLDw4Vlbh88eJDufvnz54e3tzd8fHxQvXp1rcVXrFgxTJ8+HdOnT8e5c+ewYcMGbN++XS7J8e3bt1iyZAmWLFmCSpUqwdfXF927d9fZA4CyCXSVKlXK8rIaqapWrYonT56ke66sOn36tKhipUQiQfPmzTMck5ycLEqUdHZ2hq2trcrnzp8/Pzp37oyWLVuievXqCpPzQkJCsHbtWixatEhI8Dtx4gSWLFmC3377TaXzVaggfjDo+vXrKsdMRERERERERESkC3qdrLd27VoEBwfjxo0buHXrFmJjY0XbM6u4J0vRvpTC1dUV5ubmiItLWR70y5cvePHiBVxdXZUa/+LFC3z9+r9KZZaWlihUqFC2xEqUmUJ5LbCtfy30WHMFL9KpoBcVE48uKy8joHd1lHe20XKERD8IiQQoVC3l6+dZwK3/gOtrgXePMh8rK/JOytfJmUCBsv+fuOcF2JdOOQ8RUS6V9CkekfOv6TqMXM9hTDUY5TXT2fkfPnwoaltaWipVDUsZ7u7ucn0PHjzQWLLeihUr8OzZM6FtbGyMbt26ZTru9u3borbsA2TpMTMzQ5cuXbBixQoAQExMDHbt2oUePXooNV6dJXBTyT6QduvWLa0n63379g179uyBv78/jh07lm5FMlNTU7Rq1Qo9e/aEp6cnjI2NtRqnrHr16qFevXpYunQpAgMDERAQgCNHjsglqd66dQsjRozAmDFj4OnpCT8/P7Rq1QomJiZai1X29ajoNaQud3d3bN26VWhnlGSpquTkZIwfP17U17x5czg4OGQ47tmzZ6L7bcq+FtOaOHEi3N3dYWaW8TxavHhxzJ49G507d0bjxo3x4cMHAMAff/yBoUOHqpQUaW9vj7x58wrHkK1OSkREREREREREpK/0ehlcPz8/LFmyBOfOncPnz5/x6NEjbNmyBWPGjEGTJk2QN29euWVuAcXL4TJRL2MSiQQVK1YU9V28eFHp8bJPg1esWJH/5qRThfJaYHv/WihZMP0lcT98SUDXlZdx/fkHLUZG9IMytwNqDgAGXwF6HQIqdAIM1fzQNeo+cHoO8E9NYFk14MQM4PVtgNVziYgoh0pNNklVsGBBjf09ZW9vDwMD8Z/+sudT19OnTzFu3DhR3+DBg+Hi4pLp2LTVvwwMDODo6Kj0edVdCjc8PBwnTpwQ2iVLlkTNmjWVPq+Tk5Oo/fz5c6XHZtWlS5fQv39/ODg4oGvXrjhy5IjCRL3atWtj+fLliIyMxI4dO9CmTRudJ+qlZWZmhs6dO2P//v0IDw/H4sWLUaVKFbn9EhMTsW/fPnTo0AFOTk4YOnSoXDXG7CL7+lDldzMzsolzHz9+1NixFy5ciCtXrghtAwMDzJo1K9NxaV+LAJR6/cqqVatWpol6aVWuXBnz588X2uHh4Th69KjK5037moyNjcX79+9VPgYREREREREREZG26XWynqwSJUqgS5cumDt3Lo4ePYq3b9/i5cuX2LNnD6ZOnYrWrVvD2dlZYQIfZa5Vq1ai9rFjx5QeK7tv69atNRITUVYUsDbD1n61UCGDynkx8YnwWXMV55681WJkRD8wiQRwrQ10WA2MeAg0nZFSKU9d758A5xYCK+oBS92BY1OB8BtM3CMiohxFNjnIxkZzlZ8lEgmsra0zPJ86vn79io4dO4qWlHV1dcXvv/+e6djExERERkYKbXt7e5UqatWqVUtUefDEiRMIDw/PdNzGjRtFCW6qVNUD5JO2wsLCVBqvqrCwMMyePRulSpVC7dq1sXLlSnz69Eluv2LFimHq1Kl4+vQpLly4gP79+6u1jKm2FShQAMOGDUNQUBDu3buHMWPGwNnZWW6/9+/fY9myZfDw8ECFChWwcOFC0e+PpmXn61H2WImJifj8+XOWj3vu3DlMnDhR1Dd8+HClqgLK/h5rMjkxI97e3jA0NBTaqjwwmkrbr0kiIiIiIiIiIiJNyFHJeoq4uLigTZs2mDp1Kvbu3YuXL1/i7du3OHLkCObOnYvOnTujePHiAMDEvUy0adNG1N6+fbvc0sOKxMTEYPv27aI+Ly8vjcZGpK68libY3LcGqhfJm+4+cd+T8Iv/dRy9l30f+BCRApb5gDq/AoMuAUOCgMZTAMdK6h/vYyhwYTGwqhGwuCJwZCIQdg1IZ3k4+j/27ju86epv4/idpJMuoIWWvZEpIENkI6CgCCKoyPZxT5wgihMX4sS9AQH9uRiiiCAgS9l7b0oZbVndK8nzRyA0bVrSNE0KvF/XlYuck/M955NCvgq9ew4AoLTIHXiTbMfgelLe+fKuV1RWq1XDhw/Xhg0b7H1+fn6aNm2awsLCLnh9cnKyQ2guNLTg3bALMmzYMPtzi8WiqVOnXvCa3DvwGY1GDR06tEhr5q3TWXDOE6ZNm6YePXqoZs2aeu6557Rr1658Y8qWLat7771Xy5Yt0549e/TSSy+pdu3aJVKPNzRq1Ejjx4/XoUOHNH/+fA0dOtTp52DLli16+umnVbVqVd1444369ddfPV5LSX4enc1V3M/jvn37dMsttzgcKdy8eXO9/vrrLl2f98+xO59Hd4SEhKhixYr29vr164s8h7c+kwAAAAAAAIAnXfRhPWciIyPVo0cPjRo1Sj/88IN27typM2fOaMmSJfrggw+K/NPzl4srr7xSrVu3trdTUlIcjiUpyFtvvaXU1FR7u23btmrUqBi7JAEeFhbkr8n/10Yd60UVOCbLbNED09Zp5voL78gBoARE1ZU6Pindt0R6dIPU4xWpSkv35ztzSPr3I+nr7tL7TaQ/npZ2zpUyi/fNUAAASkLegFvuv195Qt75XAnUFebJJ5/Uzz//7ND3wQcfqH379i5dn5aW5tAODg4ucg3Dhg1zON73u+++K3T8mjVrtG3bNnu7a9euqlatWpHWLFOmjEPb079P5wwZMkQLFizId8ytv7+/+vTpo59++knHjh3T559/7vLX/GJhNBrVvXt3TZkyRcePH9fkyZPVrVu3fEc5m81m/fHHH/q///s/j9dQkp9HZ3MV5/OYmJioXr16KTEx0d4XHR2tX3/9VYGBgS7N4YnPY25bt27Vyy+/rL59+6pevXqKiopSQECADAZDvsfRo0cd3ktReeszCQAAAAAAAHiS6+fMXORCQ0PVoUMHdejQwdeleI3BYHBoL1q0SF26dCn0mldeeUW9evWyt9988011795dnTp1cjr+n3/+0fjx4x36Xn31VfcKBkpQcIBJXw1vpZHfb9CfBeygZ7ZY9fiPG5SalaPBV9fwcoUA7MrXktqPtD1OH5K2/yZtmyXFrnRvvqQ4adUXtofRT6rSSqrdxfao2koy+XuyegAAiqx8ecddoD25O5TVas13zGbe9YrizTff1HvvvefQ9+KLL+rBBx90e053dsGvVq2aunbtqr///luSLSC0du1atWzpPOyfe1c9qehH4Lpbp6f07dtXX3zxhcNOZCVl37592rdvn0tja9euXWI7+oWEhGjYsGEaNmyY9u/fr+HDh2vp0qUlslZu5cuX1+nTp+1tT34e887l5+eX75hqVyUnJ6tXr14OOy9GRERo3rx5qlWrlts1uvvnfPPmzXr44Ye1ZMkSt67P/TV3FSdoAAAAAAAA4GJ02YT1Spvly5crPT09X//GjRsd2hkZGVqwYIHTOSpXruzxHex69uyp6667Tn/99ZckKTs7W9dff73efPNN3XPPPfafWk5NTdWXX36pMWPGKDs72379DTfcoG7dunm0JsBTAv1M+mhQC436eZN+LWAHPatVem7GFqVm5ujeTnW8XCGAfMpWl655yPZIOnI2uDdbOrhckhvfnLPkSLH/2R7/vCkFhEo12tuCe3W6ShUaSHnC7gDgS6aIQMWMan3hgSgWU4RrO1CVlLzhufj4eFmt1nw/gOWOhISEfDu0uRvW+/zzzzVmzBiHvkcffVQvvfRSkebJuxtWRkaGW/UMHz7cHtaTpMmTJzsN62VnZ+v777+3t0NDQ3XLLbcUeb28f4f39HHFhZk1a5bWrFmjwYMHa+jQoWrSpEmJrTVlyhS9/PLLLo198cUXi/z7XxSrVq3Sd999px9++MGtndfcUb58eYew4rFjzn/Yyx155ypXrpxb82RkZKhPnz5as2aNva9MmTL6/fff1axZsyLN5YnP45w5c9S/f39lZWUV+dpzMjMzi3yNLz+TAAAAAAAAgLsI6/nI4MGDdfDgwQuOO378uHr06OH0teHDh2vSpEkersz2D/PXXHON9u/fL8n2D7WPPfaYxowZo9q1a8tqtWrfvn35/gG3Tp06JVIP4El+JqPevrWZygSaNPW/QwWOe/2PHUrJNOvx7vU88k1SAB4QXlm6+j7bI/m4tGOObce9A0slq+XC1zuTlSLtnmd7SFJo9Pld92p1liKqeKp6AHCLwWSQX/kgX5eBEnbFFVc4tFNSUrR7927Vr1+/2HOvX78+X1/Dhg2LPM/06dPz7Z43fPhwvf/++0WeKywsTEaj0R4iTE5275j6W265RQ8++KBSUlIkST/88IPeeecd+fs77pr7xx9/OAS9BgwY4Fao59w650RERLhR9YWNGzdOkydP1p49exz64+Li9NZbb+mtt95S8+bNNWzYMN1xxx2KiYkpkTp85eDBg5o6daq+++477dy5s8BxjRo10t133+3x9a+44gqHEJyzz5C78s7lzmcxOztbt912mxYvXmzvCwgI0K+//urWschly5Z1aBf187hr1y4NGDDAIahnMBjUpk0btWvXTrVr11ZMTIyCgoIUFOT437MhQ4bo+PHjRa75HG99JgEAAAAAAABPIqyHfKKjo7Vo0SL17dvXYae/9PR0bd261ek1zZs31+zZs1WhQgVvlQm4zWg0aFzfJgoJ9NPn/xR8vNPEv3crJSNHz/duSGAPKG3CoqXWd9keqYnSjt9twb39/9h2z3NXynFp0/9sD0mKqn8+vFezgxTENwABAJ7Xtm1bmUwmmc1me9+aNWs8EtZbu3atQ7tSpUpFPiJz1qxZGj58uMMOff3799fXX3/t1v8n+/n5qVKlSoqLs+12nZiYqJycHPn5Fe2fKEJCQjRgwAD7D40lJCRo7ty56tOnj8O4yZMnO7TdOQJXko4cOeLQrl69ulvzXMjYsWM1duxYLVu2TJMnT9aPP/6Y7yjjDRs2aMOGDXr66afVo0cPDR06VDfffHO+XdIuFklJSfrpp5/03XffacmSJQUeb1q+fHkNHDhQI0aMUOvWJbPraIcOHTRt2jR7e8OGDW79+XQm7+exqOE6i8WiYcOG6bfffrP3mUwmTZ8+Xddff71bNVWrVs2hffTo0SJd/8wzzzjsitemTRtNnjxZDRo0uOC1xf17trc+kwAAAAAAAIAnGX1dAEqnGjVqaNWqVRo/frwqV65c4LjKlSvrrbfe0sqVK/P9Ay9QmhkMBj3Ts4Gevv6KQsd9s3y/xvy6WWaLG8dtAvCOkCip5XBp6K/SU7ulvp9I9XtKpoDiz524S1r1hfTDIGl8Lemr7tLC16QDy6Uc94/5AgAgt9DQ0HxHV/7yyy8emTvvPEUNBy1YsEC33367cnLOh+Gvv/56TZ8+XSaTye26atasaX9usVjyhW5clTd4lzeYd/LkSf3+++/2do0aNdS5c2e31spbY+73UBI6dOigL7/8UseOHdO0adPUo0cPGY2O/4xjNpv1559/avDgwYqJidGdd96phQsX5jv6uCheeuklWa1Wlx7FOQI3JydHv//+uwYOHKjo6Gjdfffd+ueff/IF9fz8/HTjjTfqp59+0tGjR/Xxxx+XWFBPyv8ZSU9P19y5c4s97+bNm7V79+5C1yqM1WrVvffeqx9++MHeZzAY9NVXX6l///5u15X3z/Hhw4ddvjYlJcXh8xUdHa0///zTpaCeJJ06dcrltZzJ/ZkMCwtz+4hvAAAAAAAAwJvYWc9HDhw4UOJrFPST6K4KCAjQqFGj9NRTT2nt2rXauHGj4uPjJUkVK1ZU8+bNddVVV+X7ZgFwsTAYDHqoa12VCTDp5d+2FTjuh9WxSs0y693bmsnfxJ93oFQrU15qMdj2yDgj7Zon7Vkg7Vts2zWvOKxm6fBq22PJW5J/GalGe9uue9XbSjFNJb9AT7wLAMBlqH///lq3bp29/dtvvykxMVFRUVFuz7llyxaHOSXb0bGuWr58ufr27euwa1bHjh01Y8YMBQQULxR/5ZVXavny5fb2zp073doVq3PnzqpRo4YOHjwoSZozZ45OnTqlcuXKSZK+//57h+M5hw0b5vZuXjt27HBoX3nllW7NU1TBwcEaNGiQBg0apMOHD+u7777T5MmT8x0Rm5ycrEmTJmnSpEmqWrWqBg8erKFDh6px48ZeqdNV69at05QpU/T999/b/43BmaZNm2r48OEaMmSIoqOjvVZfkyZNVL9+fe3atcve9+233+qmm24q1rzndoA8p1y5curSpYvL1z/++OP6+uuvHfomTpyoESNGFKuu2rVrKyQkRKmpqZJU6NHDea1bt87h83XHHXfYP3sXsmfPHod7S1HFx8c7hP289XkEAAAAAAAAiovUCS7IaDSqdevWuvvuu/Xss8/q2Wef1d13361WrVoR1MMl4c72tfRW/ytlLOR7dr9tPKIHpq5VRra54EEASpegCOnK26RbvpCe3Ck9+J/U803brnsBocWfPztN2jNf+us56atu0htVpS+7SXNHS5t+kk7ul4oZnAcAXD7uvfdeBQUF2dvZ2dl69dVXizXnCy+84NCuUqWKbr31VpeuXbdunW688UalpaXZ+1q1aqU5c+YoODi4WHVJUsuWLR3amzdvdmseg8GgYcOG2dtZWVkOO49NmTLFYXzusUWVt8ZWrVq5PZe7qlatqjFjxmjHjh36999/dd9996ls2bL5xh0+fFjjx49XkyZNdNVVV+n999/X8ePF/MGFYjh8+LDefPNNNW7cWC1bttQHH3zgNKgXFRWlRx55RGvXrtWmTZv05JNPejWoJ9n+TD366KMOfbNmzcp3hG1RxMXF6csvv3Tou+eeexQSEuLS9c8//7w++OADh77XX39dDz/8sNs1nWM0GtWiRQt7+8iRIzp58qRL1+b9M3XFFYXvXJ/bwoULXR7rTGn4PAIAAAAAAADuIGkFAJJua11NE+9oIb9CEnsLtsfr/yatVmpmToFjAJRSBoNUsaHU9gFp0P+k0Qek/5sndX5GqtZWMrh/jJ+dOUuKWyOt/Ez69W5pYnNpQl1p+u3SPxOkvQttu/0BAOBEVFRUviDZRx995HZAaM6cOZoxY4ZD3yOPPCI/vwtvsL9t2zZdf/31OnPm/H+3mjRpoj///FPh4eFu1ZNXx44dHdrFCUIVdBTujh07tGrVKnt/+/btVbduXbfWMJvN2rhxo73dtGlTpyE5b2rbtq0+++wzHT16VD/88IN69uzp9Gji9evX6/HHH1eVKlV0ww036Pvvv1d6enqJ15eSkqLJkyerW7duqlGjhsaMGaNt2/LvaO7v768+ffro119/1ZEjRzRx4kRdddVVJV5fYUaMGOFwpKrFYtH999/vcBx0UYwcOVLJycn2tr+/v8tBuwkTJuQL7o4ZM0ZjxoxxqxZn3P085j3RIfcuexe67tNPP3WtuALkrbFTp07Fmg8AAAAAAADwFsJ6AHBW7ysr68thrRToV/CtccXeExry9UqdScv2YmUAPM7kbzu6tusY6a55tvDeHf+Trn5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" ] }, "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\n", "t [min] \n", "1.15 0.4446 0.8261 0.1136 0.1214 0.0914 0.0014 0.0014 0.0027\n", "1.43 0.4315 0.8083 0.1115 0.1326 0.0991 0.0014 0.0014 0.0027\n", "1.72 0.4253 0.8017 0.1109 0.1390 0.1035 0.0013 0.0014 0.0027\n", "2.01 0.4222 0.7992 0.1107 0.1425 0.1058 0.0013 0.0014 0.0027\n", "2.29 0.4207 0.7982 0.1106 0.1444 0.1070 0.0013 0.0014 0.0027\n", "2.58 0.4200 0.7978 0.1106 0.1454 0.1077 0.0013 0.0014 0.0027\n", "2.87 0.4196 0.7976 0.1106 0.1459 0.1080 0.0013 0.0014 0.0027\n", "3.15 0.4194 0.7976 0.1106 0.1462 0.1081 0.0013 0.0014 0.0027\n", "3.44 0.4192 0.7976 0.1106 0.1463 0.1082 0.0013 0.0014 0.0027\n", "3.73 0.4192 0.7975 0.1106 0.1464 0.1083 0.0013 0.0014 0.0027\n", "4.01 0.4192 0.7975 0.1106 0.1465 0.1083 0.0013 0.0014 0.0027\n", "4.30 0.4191 0.7975 0.1106 0.1465 0.1083 0.0013 0.0014 0.0027\n", "4.59 0.4191 0.7975 0.1106 0.1465 0.1083 0.0013 0.0014 0.0027\n", "4.87 0.4191 0.7975 0.1106 0.1465 0.1083 0.0013 0.0014 0.0027\n", "5.16 0.4191 0.7975 0.1106 0.1465 0.1083 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": { "text/markdown": [ "

Overview of Reaction Rates Density at Steady-State

\n", "\n", "- Steady-state snapshot (final time point)\n", " \n", " - Values reported are the reaction-rate densities [mM/s] taken at the final time (309.624 s). The eight columns correspond to the ordered reactions listed below (index → reaction).\n", " \n", " - Reaction index mapping (converted to required chemical formatting; reversible reactions use \"<=>\"):\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 → H₂O(a) <=> H₂O(v)\n", " - 6 → O₂(v) <=> O₂(a)\n", " - 7 → N₂(v) <=> N₂(a)\n", "\n", "- Numeric steady-state rates and relative contributions\n", "\n", " - Total summed reaction-rate density (final time): 1.587518 mM/s\n", "\n", " - Per-reaction steady-state values (mM/s) and fraction of the total:\n", "\n", " - Reaction 0: 0.419134 mM/s (26.4% of total)\n", " - Reaction 1: 0.797538 mM/s (50.2% of total)\n", " - Reaction 2: 0.110605 mM/s (7.0% of total)\n", " - Reaction 3: 0.146490 mM/s (9.2% of total)\n", " - Reaction 4: 0.108296 mM/s (6.8% of total)\n", " - Reaction 5: 0.00133096 mM/s (0.08% of total)\n", " - Reaction 6: 0.00142770 mM/s (0.09% of total)\n", " - Reaction 7: 0.00269596 mM/s (0.17% of total)\n", "\n", "- Key steady-state observations\n", "\n", " - Liquid-phase complexation/solvation reactions dominate the steady-state flux: reactions 0–4 together account for ≈99.9% of the total reaction-rate density, with reaction 1 (the 2:2 complex formation) being the single largest contributor (~50%).\n", " \n", " - Gas–liquid transfer reactions (indices 5–7: H₂O, O₂, N₂ exchanges) are negligible at steady-state (each <0.2% of total), so their rates are minor compared with the liquid-phase chemistry.\n", " \n", " - Stability across final time points: the reported final values are essentially steady — values at the last three sampled times (206.416 s, 258.02 s, 309.624 s) show only very small relative changes (all changes ≪ 0.2%, most ≪ 0.1%), confirming a steady-state regime for the rates listed above." ], "text/plain": [ "" ] }, "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 = 6333\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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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zeHj8tyv5oUOHEBcXp2j/9ddfyMj4799EQ4YMydcugADw8OFDQVv5MRAREREREREREREpY6EeEVFhi30GnJqjfrzNXMDOU9KQq848wYPIBLXj37SuiF7ebpLGJCIiIiKi/Bs5ciTMzMwU7czMTMyfP79Aa86aNUvQLl26NPr06ZPnvICAAHTq1AkpKSmKvnr16uHQoUMwNzcvUE4A4O3tLWjfuXMnX+vIZDIMGTJE0c7IyMCOHTsU7S1btgiuf/9abSnnWK9evXyvRURERERERERERMUDC/WIiApTTg6wfxyQmSI+7tkUqDdc0pC3X7zBr+eC1I739nbD/z4rL2lMIiIiIiIqGEdHR5VCstWrV+PGjRv5Wu/QoUPYu3evoG/cuHEwMjLKdd79+/fRrl07xMfHK/qqV6+OY8eOwdraOl+5KGvatKmgnd/HCKg//vbhw4e4du2aor9x48YoXz5//w7Kzs7GrVu3FO0aNWrA1tY2X2sRERERERERERFR8cFCPSKiwuT/JxB6SXzMuITkR96mZWZj0t+3kJ0jFx1vXN4Bi3rWyPdxT0REREREpDsLFy6Eq6urop2dnY1u3bohODhYq3UCAwMxaNAgQV+tWrXwzTff5DovODgYbdq0ERy5W758eZw8eRIODg5a5ZCbihUrwtPTU9G+cOFCvtcqV64cmjRpomhfvXoVjx8/VtlNT7mgTxsBAQFITExUtNu1a5fvtYiIiIiIiIiIiKj4YKEeEVFhiQ0GTs5WP956LmBfVtKQy089wZPoJNExewsTrOhXB8aG/KuAiIiIiKgocnBwwObNmwVfrAkPD0fLli01LmY7dOgQ2rZtK9gRz8zMDL6+vjAxMVE7LyIiAq1bt0ZERISiz93dHadPn0bJkiXz8Why16lTJ8XPL168wNOnT/O9lnIR3qZNm7Bt2zZF28zMDH379s33+ufOnRO038+diIiIiIiIiIiISJ3czzchIiJp5OQAB8YBmcni4x6NgfojJA0ZEBaHdRfUH3k7r1t1OFqaShqTiIiIiIik1aZNG/z000+YOnWqoi80NBQtWrTAwIED4ePjgxYtWsDQ0FAxnpmZiRMnTuDPP/9UOe7W0NAQGzduRLVq1dTGTElJQdu2bfHs2TPBvO+++w6PHz/G48ePtXoMTZo0gZmZWa7XDBgwAGvWrFG09+3bh8mTJ2sV552+ffvif//7H1JTUwEAy5YtQ1pammK8e/fusLGxydfaALB//37Fz25ubmjWrFm+1yIiIiIiIiIiIqLig4V6RESF4cYGIOSi+JiROdBttaRH3qZmZGPy37eg5sRbdK7pik41XcUHiYiIiIioSJkyZQosLCwwfvx4ZGVlAQDkcjm2bduGbdu2wdzcHKVKlYK9vT1evXqFiIgIpKenq6xjYWGBrVu3okePHrnGi46Oxr179wR92dnZGD16dL7yDw4OFhxtK+bTTz+Fl5eXojhwz549+S7Us7a2Rvfu3fHXX38BgKBIDyjYsbdRUVH4999/Fe3+/fvDQMJ/yxEREREREREREdHHi58kEhHpWlwocGKW+vHWcwB7L0lDLjnxCM9eie/e52hpgh+6VZc0HhERERER6dbo0aNx5coV1K5dW2UsNTUVQUFBuH79OoKDg0WL9Jo3b44bN27kWaSnT19//bXiZz8/P0mPv33H1dUVbdq0yfe6vr6+yMnJAQAYGBhg1KhR+V6LiIiIiIiIiIiIihcW6hER6ZJcDhwYq/7IW/dPgQYjJQ15LTgWGy4Hqx1f2KMG7C1MJI1JRERERES6V79+fQQEBGDPnj3o2LEjTExy/+/6EiVKoHfv3jh16hTOnTuHSpUqFVKm+TNixAhYWFgAeLtj4J9//pnvtVq3bo1SpUqp9A8cOFBwTLC23s+pc+fO8PKS9ktXRERERERERERE9PHi0bdERLp0YyMQfEF8TAdH3qZkZGHyrluQqznytmed0mhbraRk8YiIiIiIqHDJZDL06NEDPXr0QGpqKm7cuIEnT54gJiYG6enpMDMzg4uLCypVqoQ6derkWcwnxtPTE3J1/6jQIVtbW4waNQpLly4FAGzYsAFz5syBqamp1msZGhoiPDxc0vwuXLiA+/fvK9pTpkyRdH0iIiIiIiIiIiL6uLFQj4hIV96EASdmqh//bBbgUE7SkD8efYiw2BTRMRdrU8zuUk3SeEREREREpD/m5uZo0qQJmjRpou9UJDN16lT89ttvSE5ORnR0NDZv3oyRI6XdhTy/Fi9erPi5bdu2H9XvnYiIiIiIiIiIiHSPR98SEemCXA4cGAdkJImPl2kIfPKVpCGvPH2FLf+Gqh3/sWdN2JQwljQmERERERGRlJydnTF+/HhFe8mSJcjOztZjRm/dvXsXR44cAfB2V8N58+bpOSMiIiIiIiIiIiL60LBQj4hIFwI2A8/OiY8ZmQHd1gAGhpKFS0zLxJTdt9WO963nhpaVnSWLR0REREREpCvTpk1DqVKlAABPnjzB5s2b9ZwRMGPGDMVxwAMHDkSDBg30nBERERERERERERF9aFioR0QktTfPgeMz1I+3mgk4lpc05MIjDxH+JlV0rJSNGWZ0rippPCIiIiIiIl2xtLQUHDM7Z84cpKWl6S0fPz8/7N+/H8Db3H766Se95UJEREREREREREQfLhbqERFJSS4HDv4PyEgUH3drADT8WtKQ5x/H4K9rYWrHf+pdE9ZmPPKWiIiIiIg+HAMHDoRcLodcLkdYWBjMzMz0lkvDhg0VuSQmJip2+yMiIiIiIiIiIiLSBgv1iIikFLgNCDojPmZoCnT/VdIjb+NTM/FtLkfeDvzEHU0rOEkWj4iIiIiIiIiIiIiIiIiIiIi0x0I9IiKpxIcDx79XP95qBuBYQdKQ8w7dx8sE8SOg3OzMMa1jFUnjEREREREREREREREREREREZH2WKhHRCQFuRw4OB5ITxAfd6sPNBojacjTD6Kw+8YLteM/964FS1MjSWMSERERERERERERERERERERkfZYqEdEJIWb24GnJ8XHDE2BbmskPfL2TUoGvttzR+24z6eeaFTOQbJ4RERERERERERERERERERERJR/LNQjIiqohAjg2DT14y2/B5wqSRpy9oF7iElMFx3zdCiBqe2ljUdERERERERERERERERERERE+cdCPSKigpDLgYMTgPR48fHS3kCjsZKGPHY3EvtvRoiOyWTAkj61UMKER94SERERERERERERERERERERFRUs1CMiKohbO4Anx8XHDE2Abr8ChtIVzb1OSsf0vXfVjo9oUhb1PO0li0dEREREREREREREREREREREBcdCPSKi/EqIBI59q368xTTAubKkIWftv4fXyRmiY+WcLDCpLY+8JSIiIiIiIiIiIiIiIiIiIipqeDYiaUQul+POnTu4c+cOIiMjkZaWBgsLC5QqVQqVKlVC9erVYWTElxMVI3I5cGgCkKbmyNtSdYBP/ydpyIO3InD4TqTomMH/H3lrZmwoaUwiIiIiIiIiIiIiIiIiIiIiKjhWVlGuoqOj8csvv2Dz5s14+fKl2utKlCiBJk2aYMiQIRg4cGAhZkikJ7f/Bh4fEx/TwZG30YlpmLlf/ZG3o5qXQx13O8niEREREREREREREREREREREZF0WKhHam3YsAETJkxAYmJintempKTgxIkTiI+PZ6EeffwSXwJHp6ofb/4t4FJVsnByuRzT997Fm5RM0fFKLlYY37qCZPGIiIiIiIiIiIiIiIiIiIiISFos1CNREyZMwIoVK1T63x13a29vj6SkJLx48QLx8WqO/iT6GMnlwKFvgLQ34uOutYHGEyQNue9mOE7ejxIdMzSQYWnfWjA14pG3REREREREREREREREREREREUVC/VIxcyZM1WK9AYOHIiRI0eicePGMDQUFgSFhITg5MmT+Oeff5CQkFCYqRIVvju7gUdHxMcMjIHu0h55+zI+DbP331M7PqZleVQvbSNZPCIiIiIiIiIiIiIiIiIiIiKSHgv1SODixYtYsGCBom1tbY29e/eiVatWaud4enriyy+/xJdffom4uLjCSJNIPzKSgePfqx9v/i3gUk2ycHK5HNP23EZCWpboeFVXa4xtWV6yeERERERERERERERERERERESkGyzUI4X09HSMHDkScrkcAGBkZIRjx46hUaNGGq9hZ2enq/SI9O/aOiA5WnysZE2gyQRJw+3yf4Gzj2JEx4wN3x55a2JkIGlMIiIiIiIiIiIiIiIiIiIiIpIeKzxI4bfffsPDhw8V7W+++UarIj2ij1paPHBpufiYgRHQfS1gaCxZuPA3qfjh0H214+M/q4AqrtaSxSMiIiIiIiIiIiIiIiIiIiIi3WGhHin88ccfip9NTEzw3Xff6TEboiLGby2Q9kZ8rOHXQMnqkoWSy+X4dvdtJKWLH3lb080Go5qXkyweEREREREREREREREREREREekWC/UIAODn54d79+4p2h07doS9vb0eMyIqQlJigX/XiI+ZWAFNJkoazvdqGC49fSUezsgAS/vUgpEhb99EREREREREREREREREREREHwpWehAA4PDhw4J2y5Yt9ZQJURF0ZSWQniA+1mg0UEK6otbnsSlYeOSB2vFJbSqigouVZPGIiIiIiIiIiIiIiIiIiIiISPdYqEcAgOvXrwvatWrVUvx88eJFfPHFF6hWrRqsra1hZWWFcuXKoUuXLlizZg1iY2MLO12iwpMUDVz9XXzMzBZoOFqyUDk5ckzedQspGdmi43XdbTGiqZdk8YiIiIiIiIiIiIiIiIiIiIiocBjpOwEqGvz9/QVtLy8vREdHY/jw4Th06JDK9UlJSXj27BkOHTqEGTNmYObMmZg4UdrjP4mKhEvLgMwU8bHG/wPMbSULtTvgBa4Gixe+mhoZYEmfWjA0kEkWj4iIiIiIiIiIiIiIiIiIiIgKBwv1CHFxcXj9+rWgLzk5GU2aNEFYWFie89+8eYNJkyYhMDAQGzZsgLGxsWS5RUdHIyYmRqs5T58+FbSTkpKQkKDm2FLSm+Tk5FzbRYEsMRKW1/+EWGlcjrkDkqoMACR6baVn5WDp8Ydqx//XwhOOpjl8LRNRgX0I918ioo9VSorqF0Cys7Mhk/HLGEREupSdnZ1rm4iIpJOdnQ25XA4AyMnJEYzxMwgiosLBz4CJiPSH9+CiLykpSa/xWahHePPmjUrfwIEDFUV6RkZG6NOnD1q3bo2SJUsiPj4eV65cga+vL+Li4hRztm3bBmdnZyxdulSy3H799VfMnTu3QGtcu3YNL1++lCgj0pVr167pOwUVNZ9vglV2uujYPft2eHZZupzPRsgQlWgoOlbOSo5SSY9x9uxjyeIREb1TFO+/REQfK5lMBicnJ0U7JycHSUlJMDQU/+9AIiLSDbHCaSIikkZ2draiQE/5f0ryMwgiIv3g/ZeISH94Dy56NNmwTJdYqEeihXoBAQEAgLJly+LgwYOoVq2aYLx///6YNWsW+vfvj9OnTyv6ly1bhq5du6J58+Y6zZlI10qkx8Dj1XnRsVRjO4Q4tpIsVloWcDLcQHTMUCZH/3LZ4Im3RERERERERERERERERERERB8u8coQKlbUbetoZWWF06dPqxTpvePk5ISDBw+ievXqij65XI4FCxboJE+iwlTp5T4YQPwonMcuXZFjYCJZrDORBkjOEq/Ea+wih5O5ZKGIiIiIiOgDsX37dtjZ2eX659KlS/pOkz5yP/74Y56vQ31/C5mAf//9V/F8uLm5ITo6Wq/5/PPPP4p8qlWrxh0MiYiIiIiIiIj+H3fUKwImTJiAFStW6DzO7NmzMWfOHJV+MzMz0eu///57lC1bNtc1zc3NsXr1arRo0ULRd/LkSQQHB+c5VxOjR49Gnz59tJrz9OlTdO/eXdFu0KABqlSpUuBcSFrJycmCbV4bNGgACwsLPWb0H4O4Z7C4eVl0LMfaDWV7zUJZQ2kK9V4nZ2DaDX9ApCjQ3NgAc/t+AgdL6YoCiYiK8v2XiOhjl5iYKChoMTAwgKWlJYyM+E9zUqXu3+rvMzc3h5WVVb5jvH79GoGBgQgNDUVcXBzS09NhY2MDOzs7uLu7w9vbGyVKlMj3+sVJVlYW/Pz8EBQUhJiYGGRnZ8PJyQk1atSAt7c3DAx0813Zly9fIjAwECEhIYiPj4dcLoeVlRXc3d1Rs2ZNeHp6Fmh9E5O8/z1qYWGh8eswISEBDx8+RFhYGCIjIxVHItra2qJkyZKoU6cOPDw8CpSzmOzsbEGxWIkSJXR27HhoaChu376N0NBQJCYmQiaTwcbGBh4eHqhTpw5cXV0ljZeTk4Pvv/9e0Z4wYQLKlSsnaQxtDR06FKtXr8bNmzcRERGBX3/9FXPnztVrTkRUeLKyshR/71lYWAiOv+VnEEREhYOfARMR6Q/vwUXfgwcP9Bqf/zeAYGlpqdJnYGCA4cOHazS/efPmqFSpEh49eqTou3DhgiSFes7OznB2di7QGpaWlrC2ti5wLqRbFhYWRed5OrEKkOeIDhm0nAZrO0fJQi07fw8pGeI7941o6oWypaSLRUQkpkjdf4mIPnLZ2ar/3WdoaKizYhH6sGlS2JWf109UVBTWrVuHXbt24c6dO3muX6tWLfTr1w8DBw5EqVKltIqlzvHjx9G+fXuV/rNnzwq+CJgbmUy4K3lwcHC+i9IKslZYWBjmzZuHnTt3IjExUfQaFxcXfP3115gyZYokhY9v3rzBb7/9Bl9fX9y9ezfXa8uWLYt+/fph7Nix+Xr+Cvo6TElJwaZNm3DhwgVcvXoVISEhea7n6emJYcOGYezYsbC3t9c41zlz5mhUDGZhYQFbW1u4ubmhfv36+Oyzz9C5c+cCFU1HRkZizZo1+Ouvv/Ds2bNcr61atSoGDRqEUaNGwc7OLt8x39mwYQNu3rwJ4G3B49SpU4vE3yvz5s1Dly5dAABLly7FV199hTJlyug5KyIqDHK5XPF3q/LfI/wMgohIP3j/JSLSH96Dix6xGqnCxKNvSfRFWKVKFTg5OWm8RrNmzQRtf3//AudFpBdR94C7/4iP2ZcDavaTLNSLuBT4+okfEWRbwhhfNvOSLBYREREREX3YpkyZgpMnTwr+1KpVS+P5KSkpmDZtGjw9PTFr1qw8i/SAt8WlAQEBmDp1Ktzd3TF8+HBERkYW5GEgKSkJI0eOLNAaRcWGDRtQsWJFrF+/Xm2RHvC2OHLOnDmoUaOGRr93dXJycrB69Wp4enpi2rRpeRbpAW+LDhctWgQvLy/MmjUL6enpWsUcMmSIyuuubdu2Gs+PiIjAmDFjsHPnTo2K9AAgJCQEs2fPRpUqVbBnzx6t8tVEcnIywsPDcfXqVaxevRo9evSAp6cntm7dqvVaGRkZmD17Nry8vLBgwYI8i/QA4P79+/j+++/h6emJlStXIidH/IuCmkhPT8e8efMU7a+//rrIfPjfqVMnVK9eHQCQlpaGBQsW6DkjIiIiIiIiIiL94456RUCnTp3g6Kj7XbOUi+necXJygoGBgeCDwYoVK2q1dqVKlQTt6Oho7RMkKgrOLgQgFx9r+T1gKN1tc/mpJ8jIFv9AfkyL8rA2M5YsFhERERERfdiqVq2K1q1b52vu48eP0aNHD9y/f190vESJEnB2doaTkxMSExMRGRmJ+Ph4wTXZ2dnYsGEDdu7ciaCgILi4uOQrl++++05wBPSHatGiRYLjRt+xtbWFp6cncnJyEBwcLCjge/bsGVq0aIGLFy+iatWqWsVLTEzEgAEDcOjQIdFxOzs7lCpVCsbGxoiIiEBMTAzk8v/+bfuuoOvEiRPYt28fSpYsqVFcLy8veHkJv0S2bds2rXIXY2trC1dXV1hbWyMtLQ2RkZEqnyVFR0ejT58++PPPP+Hj41PgmLkJDw/HkCFDcO7cOaxfv15ll0UxL1++RPfu3XH16lWVMZlMBkdHR5QuXRpZWVmIiIhAbGys4JqEhASMHz8eJ06cwF9//ZWvY6zXrVuH58+fAwBMTU0xfvx4rdfQFZlMhsmTJyueuw0bNuC7774r8HHMREREREREREQfMhbqFQFt2rRBmzZt9BbfzMwMnp6egm/9avvtW+Xr4+LiJMmNqFBFBAIPxf+nB5yrAtV6ShbqcVQi9gS8EB0raW2GwY08JItFRERERETF1507d/DZZ58hJiZG0F+qVCl8/fXX6NixI+rUqaNSmBQdHY1Dhw5h7969OHz4sKLoKzk5GampqfnK5fLly/j1118BvD0Kz8TEBGlpaflaS5+OHj2K6dOnC/qqVauGJUuWoE2bNopjRzMzM3HkyBFMmjQJQUFBAIDY2Fj07NkTN2/ehJmZmUbxkpOT0b59e1y5ckXQ7+TkhAkTJuDzzz9HuXLlBGMvX77Erl27sHLlSjx9+lTRf/XqVbRo0QLnz5/Pd7FlflSvXh0dOnRA06ZN0aBBA9HYwcHB2LhxI5YsWaJ4jeXk5OCrr75Cw4YNUblyZa1itm3bFlOmTAHwttD03ZqJiYmIiIjAkSNHcOHCBcGcDRs2oFSpUoJd6sRERUWhefPmePz4saDf09MT48ePR9++fVWOGg4ODsbOnTuxfPlyREVFKfoPHz6MDh064Pjx47CwsND48WVnZ2Pp0qWKdo8ePQr1OdXE559/jm+++QZxcXHIzMzE8uXLsXz5cn2nRURERERERESkNzz6lgBA5Zvc2h6FovzBeokSJQqcE1GhO5PLMSwtpgEG0t0ylxx/hBw1G/dNaF0BZsaGksUiIiIiIqLiKT4+Ht26dRMU6clkMkyfPh2PHz/GjBkzULduXdHdw5ydnfHFF1/g4MGDCAgI0Oq4UzHp6ekYPny4ouBvzJgxRa6oSBPZ2dkYO3asYLe6Tz/9FH5+fmjfvr2iSA8AjI2N0a1bN1y9elVwTPGjR4+wevVqjWOOHj1apUivd+/eiiNUlYv0AKBkyZIYN24cbt++jQkTJgjGHj16hAEDBggeg664urriyZMnuHPnDhYvXowuXbqofd7Lli2LH374AVeuXIGdnZ2i/93xsvmJ3bp1a8WfFi1aoEWLFujSpQsmT56M8+fP4+jRo4JYAPDTTz8hODhY7bo5OTno37+/SpHemDFjcPfuXUyYMEGlSO/d4/vuu+9w//599OvXTzB2+fJljB07VqvHt2/fPoSGhiraX375pVbzC4OZmRkGDhyoaG/cuDHXY6KJiIiIiIiIiD52LNQjAEDdunUF7fe/2asJ5eNJHBwcCpwTUaEK8wOenhQfK1kTqNJFslABYXE4cV/8PeblaIHe3m6SxSIiIiIiouJrxIgRgoIjIyMjbN68GfPnz9dq567atWvj+PHjWLt2LYyNjfOVy9y5c/Ho0SMAgJubGxYsyOWLUkXY33//LTiRwNLSEjt27IClpaXaOQ4ODtixYwdMTEwUfT/++CMSEhI0irdlyxZB38CBA7Fz5044OjrmOd/c3BzLli3DjBkzBP1nzpzBkiVL8pxfUBYWFihfvrxWc2rXro1FixYJ+g4fPqyT3Rfbt2+Pv//+W9CXmZmJNWvWqJ3z888/4+zZs4K+7777DqtXr9bofWVvb4/t27djyJAhgv5NmzZh9+7dGuf+bndKAChdujRatmyp8dzC9P7jTEhIgK+vrx6zISIiIiIiIiLSLxbqEQCga9eugnZgYKBW36y+ceOGoF2pUiVJ8iIqNGfmqx9rNRMQ2WEiP+RyORYfe6h2fFLbSjAy5K2ZiIiIiIgK5sCBAypFP/Pnz8fgwYPzveaoUaNw5swZrYr8AODmzZv4+eefFe01a9bAysoq33no0/79+wXtIUOGoEyZMnnOq1y5Mnr37q1ov379Gv/880+uc1JSUjB69GhBn7e3NzZt2gQDLXd8nzdvHnr16iXomzFjBl68eKHVOoWlf//+gseYnJyMsLAwncRq3bo12rRpI+g7ceKE6LXPnz/HrFmzBH3du3dXKSzMi0wmw4YNG9CgQQNB/9dff42UlJQ854eHh+PcuXOKdo8ePUR3xiwK6tWrBze3/76QuG3bNj1mQ0RERERERESkX6wGIQBvP+h1d3dXtN+8eYPTp09rNPf169c4c+aMoK9FixZSpkekW8/OAyEXxcfcGgAV2oiP5cPFJ6/g9yxWdKxGaRt0qF5SslhERERERFR8LV68WNCuX78+Jk+eXOB1mzRpAicnJ42vz8rKwvDhw5GVlQUA6NWrl8qXBT8k58+fF7S1eSxdugh3at+zZ0+u12/evBmvX79WtA0MDPDbb7/ByMhI45jvW7FihWDnv4yMDK2O4C1M1tbWKq+zV69e6Sxe586dBe179+4hJydH5brVq1cjIyND0ba0tMTKlSvzFdPQ0BBr164VHJf86tUrlR0UxezYsUOQX7du3fKVw/sePXqEHTt2YOXKlVi0aBH++OMPHD58GPHx8QVaVyaTCd4nV65cERzZS0RERERERERUnLBQjxRGjhwpaM+fP1+jXfUWL16M9PR0RdvLywve3t6S50ekE3J5HrvpzZBsN72cHDkWH1e/m97U9pVgYFA0vwFPREREREQfjqtXr+Ly5cuCvpkzZwoKggrLkiVLEBAQAACwsbHBqlWrCj0HqWRmZuLly5eCvlq1amk8X/naU6dOITU1VfRauVyOFStWCPq6deuGevXqaRxPWenSpVU++/njjz802sFNH5SPurW1tdVZLC8vL0E7JycHcXFxgr6UlBT88ccfgr4vv/xSox0V1albt65Kkd2KFSvy/Dzu0KFDip9NTEzQuHHjfMVPT0/HkiVLUL58eVSuXBn9+/fH+PHj8f3332PkyJHo3LkzHB0d0bp1a1y6dClfMQAIjuWVy+U4fPhwvtciIiIiIiIiIvqQsVCPFCZMmAAXFxdF+/z585g9e3aucw4cOIClS5cK+qZOnaqXD/+J8uXJSeDFNfExz6aAV3PJQh29+xJ3wxNExxp5OaBJeUfJYhERERERUfGlvFNb6dKl0bFjx0LP4/Hjx5g7d66i/eOPP8LV1bXQ85DK+7vbvWNvb6/xfAcHB0E7LS0NDx48EL323r17ePTokaBv2LBhGsdSx8fHR9COjY3F2bNnC7yu1B49eiTYyc3S0hIVK1bUWTxjY2OVvne7QL5z5swZleI9XTwnDx8+xP3799Ven5SUhCtXrija9evXh7m5udZx7927h6pVq2LKlCkICgpSe11WVhZOnz6Npk2b4osvvkBmZqbWsZo1ayZoHzt2TOs1iIiIiIiIiIg+BizUIwULCwv8+OOPgr558+ahf//+Kh8Ox8TEYObMmejduzeys7MV/U2bNsXw4cMLJV+iApPLgTPz1I+3miFZqMzsHCw58Ujt+NT2lSCTaOc+IiIiIiIq3i5evChod+rUqdC/UCeXyzFixAjFrmiNGzfGV199Vag5SM3AQPVjtPc/E8mLWIGTukI95d3LzM3N0aFDB41jqVOjRg1UqFBB0Ke8+2JRMH++cOf7gQMH5vvIX01ERESo9CkXYSo/JxUqVECNGjUKHLtDhw4qhXa5PSdXr14VHL+bn10W/f390bRpUzx79kzQb2xsjAoVKqBevXooVaqUyryNGzeia9eugviacHZ2Fuw8qHyPIiIiIiIiIiIqLnT3CRd9kHx8fHD16lX89ttvir4dO3Zgx44dcHd3h4uLC+Lj4xEUFKTyYbSnpyd27Nih0w9OiST14CDw8rb4WPk2gHtDyULtvvECwa+SRcfaVXNBHXc7yWIRERER0UcqOwtICNd3Fh8/69KA4Yf779rU1FTcuHFD0FeQ41Lza+3atYpiHBMTE6xbt+6D/3KS2O550dHR8PDw0Gh+dHS0Sp+6Qj3lQq1atWpJ9nmLt7c3njx5ojaWPqWlpeG7777Dtm3bFH1OTk744YcfdBr33Llzgrabm5vKLnvKvydvb29JYhsZGaFWrVrw8/MTxFI+pvgd5fd39erVtYqXmJiIPn36CHYHLFGiBObMmYPhw4cLXue3b9/G7NmzsW/fPkXfsWPHMGvWLJUv++alRo0aeP78OQDgzZs3ePr0KcqXL6/VGkREREREREREH7oP95Nn0plff/0Vtra2+OmnnyCXyxX9YWFhCAsLE53TqFEj7N27V3B0LlGRlpMNnF2ofrzVdMlCpWVmY8WpJ6JjBjJgcttKksUiIiIioo9YQjiwoqa+s/j4jb8N2GlWeFUUPXv2TGW3qzp16hRqDs+fP8d3332naH/77beoWrWqTmNevnwZT58+1WkMIyMjlClTRlFsBADXr1/XuFDP399fpS8qKkr02ocPHwraUj6HderUwY4dOxRtdcWCunL16lUkJiYq2mlpaYiOjoa/vz/++ecfQUFjyZIlceTIETg7O+ssn9DQUOzcuVPQ16pVK5XrdP2cvF+ol9tzcvu28AuHlSpp95nC999/j5CQEEXbxsYGZ8+eFX08NWvWxN69ezFjxgwsWLBA0f/zzz+jb9++qFu3rsZxK1eujCNHjijat27dYqEeERERERERERU7LNQjFTKZDIsWLUL37t0xd+5cHD9+HDk5OaLXVq9eHVOnTsXAgQNFj4AhKrLu7gFi1HzwXbkzUEq6D9y3/BuClwlpomM967qhgouVZLGIiIiIiKh4i42NVenTZZGTmFGjRikKsSpVqoTp06X7IpQ6gwYN0nkMAGjatCm2b9+uaO/YsQO9e/fWaO5ff/2l0peUlCR6rfLz6OrqqkWWuStZsqSg/f7OaoXhq6++wq1bt3K9xszMDD4+Pvjhhx/g5OSks1xevnyJ7t27Iz09XdA/ZMgQlWvfvHkjaOvyORF7H78THBwsaLu5uWkc582bN9iwYYOg788//8yz6HD+/PkICAjA0aNHAQA5OTlYtmwZtm7dqnFs5aN03y8WJCIiIiIiIiIqLlioR2p98sknOHLkCF69eoUrV67g2bNnSEpKgo2NDVxcXNCwYUO4u7vrO00i7WVnAefU7aYnA1p+L1mo+NRMrDkbJDpmYmiACa0rSBaLiIiIiIhIrMDH1ta20OJv27ZNsWuWTCbD77//DlNT00KLr2vdu3cXFOrt27cPV69exSeffJLrvBMnTuDs2bMq/ZoW6tnY2OQjW3HKa2VlZSEhIQHW1taSxSgIExMT/O9//8PIkSN1UqSXlJSEoKAgHD16FCtXrkRMTIxgvE2bNvjss88EffHx8cjKyhL06fI5ya1Q7/0dHQHtCga3b9+OlJQURbtx48bo1auXRnN/+eUXRaEeAPz9999YvXq1xr8H5TyVHwcRERERERERUXHAQj3Kk6OjI7p27arvNIikc+svIPaZ+Fj1XoBLNclC/XHhGeJTM0XHBjZ0h5tdCcliERERERERvX+k6DsWFhaFEjs6OhoTJkxQtL/44gs0b968UGIXlp49e6Js2bKKXc2ys7PRu3dvnD59GhUrVhSdc+vWLbU7/qWmpor2Kz+PUj6HYmslJiYWmUK9jIwMLF68GEuXLoWPjw+WLVsGKyvtd6LfvHkzNm/erNWcihUriu58qOv3lfJaYvHeiY+PV/xsaGgIMzMzjeOcP39e0P7iiy80nlu5cmV8+umnuHLlCoC3z5Ofnx/atWun0XxLS0tB+/3HQURERERERERUXPCsUiIqXrIygPOLxcdkBkCLaZKFiklMx5+XgkXHLEwMMaZlecliERERERERARAtaEpOTi6U2OPGjcPr168BAC4uLvj5558LJS7w9jhQuVyerz/aMDQ0xNq1ayGTyRR9L168QN26dTFr1izcuXMHKSkpSE5ORmBgIKZOnYqGDRsqdm1T3t1QuXjpHeXnUcrnUGyt/BTC5dfNmzcFv/+EhAQ8fvwY27ZtQ4cOHRTXZWdn488//0STJk0Urytd6t27N65cuQIHBweVMV2/r5TXyu35eH9HPHNzc63iXL16VdBu1aqVVvOVdxr08/PTeG6JEsIvKhbWfYmIiIiIiIiIqChhoR4RFS+BW4D4MPGxWgMAR+mK51afeYLUzGzRsRFNveBo+fEc/0REREREREWDvb29Sl9h7Fx14MAB/P3334r28uXLYWdnp/O4+tCuXTssWrRI0JecnIx58+ahZs2asLCwgKWlJerWrYuff/4ZaWlpAIC2bdvCx8dHME/dscTKz6OUz6HyWkZGRnrdTc/KygoVKlTAwIEDceTIEZw4cULw2rl9+zaGDh0qeVyZTIby5cvjq6++gr+/P3bt2iVapAcA1tbWMDQ0FPTp8jkRex+L0abQVC6XC46btba2hqenp8bzAaBWrVqCdliYms9X1MQnIiIiIiIiIiruePQtERUfmanAhSXiYwbGQPOpkoV6HpuC7dfEP7C2tzDBiKZlJYtFRERERMWEdWlg/G19Z/Hxsy6t7wwKRKzAJzo6GmXKlNFZzPj4eHz99deKdocOHdCvXz+dxSsKvv32W5QuXRpjxoxBQkJCntf369cP69atw5QpUwT9uRXqPXv2TNF++fJlgfJ9n/JaRa2gsk2bNjh8+DCaNGmCnJwcAMDhw4dx8uRJtGnTRuN12rZtq/h9Z2dnIzU1FTKZDObm5nB1dUWZMmXU/v6VyWQy2NnZ4dWrV4o+XT4nuRXqlShRQvGae1cEqon4+HjF7xOA2qLE3Dg6OgracXFxGs9VPua5sI7kJiIiIiIiIiIqSlioR0TFh/8GIDFSfKzuEMDOQ7JQy04+Rma2+LfFR7coByszY8liEREREVExYWgk6X+z0sfJy8sLxsbGyMzMVPQFBgbC29tbZzGXLVuGiIgIAG+Lb9auXauzWEXJoEGD0LFjRyxbtgx79+7FvXv3BOMGBgZo3bo1Ro8ejW7dugGAyhGu5cuL7+peqVIl+Pv7K9qBgYGS5a28VpUqVSRbWyqNGjXCoEGDsGXLFkXfpk2btCrUc3V1RevWrQG8LdRLTExUjFlZWanskJeXSpUqCQr19PWc2NraKgr13hUganIEblJSkqCdn0I55Tnv/061jW9jY6N1fCIiIiIiIiKiDx2PviWi4iE9Cbj4i/iYoSnQbLJkoR6+TMDem+GiY6VszDCoIf/nKhERERER6Ya5uTnq1asn6Hu/4EsX3rx5o/g5OTkZnp6ekMlkef4JDQ0VrNOyZUvB+IQJE3SatxTs7e0xb9483L17F69evcLt27dx/vx53Lt3D/Hx8Th+/LiiSA8A7t+/L5iv/Fy906RJE0H75s2byMrKkiTnGzduCNqNGzeWZF2p9ezZU9C+cuWKnjJ5S/k5kep9lZWVhVu3bgn6cntOlHfHjIxU84VEJZaWloJ2cnKyhhmqn2NlZaXx3HfFvO+4u7trHZ+IiIiIiIiI6EPHQj0iKh6u/Q6kvBIfqz8CsC4lWaglxx9BLr6ZHia0qQgzY+2+tU9ERERERKSNpk2bCtqHDx9Gdna2nrIpPhwcHFCjRg00a9YMVatWVSmMSk9Px5MnTxRtIyMj1K5dW3Qt5UKt1NRUHD16tMA53rlzR5CDWKyioly5coK2lEfN5ofy7+nJkye4c+dOgdc9evSoyrGwuT0nnp6egvaLFy80imNjYwMDg/8+Clbe3VET7+8oCGh3bLJyoZ7y4yAiIiIiIiIiKg5YqEdEH7/UN8DlFeJjxiWAJt9IFupGaCxOPYgWHSvnZIGedUpLFouIiIiIiEhMjx49BO0XL17g2LFjesqG3jlx4oTgSOIWLVrAzMxM9Nrq1aujYsWKgr6NGzcWOIdNmzYJ2nZ2dmjRokWB1y0MxsbGeo3fqlUr2NraCvp08ZxUqlQJVatWVXt9zZo1Be1Hjx5pFEcmkwl240tISEBISIjGeQJQ2fnPw0PzEwMePnwoaCs/DiIiIiIiIiKi4sBI3wkQEemc369AWrz42CejAEsnScLI5XL8dFT9B+RT2lWCkSHro4mIiIiISLcaNmyITz/9VHBU6Pz589GhQwfBjlpSGT16NDp37qz1vEGDBiEqKkrRXrJkCWrVqqVof2xHY+7YsUPQHjFihNprZTIZ/ve//2Hs2LGKvv379+PGjRvw9vbOV/zw8HD88ccfgr4vv/wSFhYW+VpP15SPRnZxcdFTJm9ZWFhgxIgRWLJkiaLvjz/+wMSJE+Hm5pavNQMDA7F//35B3/jx4yGTydTOUX7+tdnVr2HDhoLf65kzZ/DFF19oPP/MmTMq62nq/TxtbW1Rvnx5jecSEREREREREX0sWKhHRB+35NfAv7+Kj5laA5+OkyzUuccxuBYSKzpWy80G7aqVlCwWERERERFRbqZMmSLYWc/Pzw+//PILJk+eXKB1r1+/Dk9PTzg5/feFp4oVK6rs/qYJ5d3kvL29P5jd3bR19+5d7Ny5U9F2dHRE9+7dc53j4+ODWbNmITb27b8zc3JyMGrUKPz7778wMtL+I73x48cjMTFR0TY2NhYUAhY1Bw8eFLSLwg5s48aNw4oVKxQ7IyYlJWHcuHHYu3ev1mtlZ2dj1KhRgmOpHRwcMHTo0FznffLJJzA2NlbkcOPGDY1jNm/eXPA63LRpk8aFeo8ePcLly5cVbVNTU3zyyScazY2KihIc0at8PDcRERERERERUXHBrZ2I6ON2ZQWQkSg+1mgMUMJekjA5OXIsPqZ+N72p7Svn+o14IiIiIiIiKXXv3l3lCNxp06bhr7/+yvea27ZtQ8uWLZGcnFzQ9IqV1NRUfPnll4KCrIULF8LU1DTXeRYWFli1apWgz9/fHz4+PsjJydEqh1mzZuGff/4R9M2bN09wFGpR8uDBA5VjZbt166anbP7j7u6OOXPmCPr27duH77//Xqt15HI5hg8fjmvXrgn616xZgxIlSuQ619LSEo0bN1a0/f39kZqaqlHc/v37C3ZQvHjxIvbt26fR3EmTJgnaffv2hY2NjUZzL1y4IGi3a9dOo3lERERERERERB8bFuoR0ccrMQq4uk58zNwOaPi1ZKEO3YnEg8gE0bEm5R3RuLyjZLGIiIiIiIg0sWHDBnh4eCjaWVlZGDRoEObMmYOUlBSN13n27Bl69uyJwYMHs0gPQEJCAiIjIzW6Ni4uDt27d4efn5+ir0mTJrkee/u+AQMGYODAgYI+X19f9OvXD69fv85zfmpqKiZOnIh58+YJ+ps3b44pU6ZolEN+JSYmYvTo0YKd1DRx9+5dtGvXDhkZGYo+Dw8P9OnTR+oU8+W7775Ds2bNBH2LFi3CuHHjNHp/xMXFYeDAgdi8ebOgf/Dgwfj88881yqFTp06KnzMyMgQ73eXG1tZWZQe9L774Ardv38513uzZs3H48GFF28DAAN98841GMQHg3LlzgnbHjh01nktERERERERE9DFhoR4Rfbwu/QJkqflWeePxgJlm3/zOS2Z2DpaeUL+b3pR2lSSJQ0REREREpA1bW1vs378fDg4Oir6cnBzMnTsXFStWxMKFC3Hz5k3Rua9evcKWLVvQs2dPVKpUKV9He36swsLC4Onpif79+2PPnj2Ko2nfFxERgZUrV6Jy5co4ceKEot/R0RGbNm3Sasf1tWvXqhwxumvXLlSpUgULFy7Es2fPVOZERUVh9erVqFmzJpYtWyYYK1++PP766y8YGOj2Y8Hs7GysXbsWXl5e6NKlC7Zs2YKgoCDI5XKVazMyMnDlyhV8/fXXqFu3Lp4/f64Yk8lkWLVqFczNzXWar6YMDAywY8cOlC9fXtC/evVqVK9eHStWrBAt5AwJCcFPP/2EqlWrquxs2bBhQ/z6668a59CvXz/Ba0jTXfEAYMGCBfD09FS04+Li8Omnn2Lp0qWIi4sTXHv37l306tULP/zwg6B/ypQpqFOnjkbx5HI5Dhw4oGg3atQIZcuW1ThfIiIiIiIiIqKPiZG+EyAi0on4F4D/BvExCyegwUjJQu28/hyhr8V3o+hQvSRqlbGVLBYREREREZE2atWqhYsXL6JHjx549Oi/LxiFh4dj+vTpmD59OiwtLeHs7AwHBwckJSXh5cuXKgU779jY2OR5NGdxkJGRgR07dmDHjh0AADc3Nzg7OwMAXr58icjISJWCNEdHRxw7dgzlypXTKpaVlRVOnDiBfv364ejRo4r+mJgYxXPo4OCAUqVKwcjICBEREYiOjhYtiKtXrx72798PV1dXbR9yvmVmZuLQoUM4dOiQ4vGULFkStra2kMvliI+PR0hICDIzM1XmymQy/PHHH+jSpUuh5asJV1dXnD9/Ht26dYO/v7+iPyQkBBMmTMA333wDZ2dnuLq6IicnBxEREXj16pXoWu3bt8fOnTthaWmpcXw3Nze0bNkSZ86cAfC2UG/VqlUaFYBaWVlh165daNu2reJ9npycjMmTJ2PatGkoW7YsrK2tERkZifDwcNF8lQv3cuPv7y/YVXHQoEEazyUiIiIiIiIi+thwRz0i+jhd+BnIzhAfazoJMLGQJExqRjZWnn4iOmYgAya15W56RERERESkX1WqVMGNGzcwefJkmJiYqIwnJSXh2bNnuH79Oh48eCBapGdsbIyxY8fi6dOnioI0+s+LFy8QEBCAgIAAREREqBTJNW7cGNevX4e3t3e+1re2tsahQ4ewbNkyWFlZqYy/fv0ad+7cQWBgIKKiolTim5qaYtq0abh06RJKlSqVrxykkpiYiCdPnuD69evw9/fHkydPRIv0KlSogNOnT2P48OF6yDJvpUqVwqVLlzB9+nSYmpoKxuRyOaKionDz5k3cvn1btEjPysoKS5cuxeHDh2Ftba11/K+//lrxc3h4uKJoTxP16tXDhQsX4OXlJejPzMzE48eP4e/vL1qk5+PjgwMHDojeR9TZunWr4mcrKysW6hERERERERFRscZCPSL6+MQ+AwK3iY9ZlQK8h0kWatOVEEQnpouO9fEug/LOmn8jnoiIiIiISFcsLCzw888/IyQkBHPmzEHVqlXznGNkZIT69etj2bJliIiIwKpVq+Do6FgI2RZtbm5umDhxIipVyv2LWTKZDI0bN8bOnTtx8eJFwXGj+WFgYIAJEyYgNDQUCxcu1Og59PDwwLfffounT59i4cKFKgVlumRjY4Pz58/j22+/RYMGDTQq7jI2NsZnn32Gbdu24c6dO2jZsmUhZJp/pqammD9/PoKCgjBt2jSNnuPKlStj/vz5CAkJwcSJE/N9BHGPHj3g4eGhaK9fv16r+dWrV8f9+/fx888/qxTsvc/IyAifffYZLl68iI0bN8LY2FjjGOnp6fD19VW0hw0blq+iRCIiIiIiIiKijwWPviWij8/5xUBOlvhY8ymAsZkkYeJTMrH23FPRMRMjA4xvXUGSOERERERERFJxdXXF7NmzMXv2bMTExCAwMBAhISGIi4tDZmYmrK2tYWdnBy8vL9StWxfm5uY6yyUkJCTfc8WOdS2stWxtbbF06VIsXboUMTExuHnzJoKDgxEbG4usrCxYW1ujbNmy+OSTT3Sy+6CdnR2mTZuGadOmISIiQvEcxsfHQy6Xw9LSEu7u7qhVq1auBVi6JpPJ0KxZMzRr1gzA26Kt+/fvIygoCJGRkUhMTATwtqDP1tYWlStXRo0aNbTare19c+bMwZw5c6RKXyulS5fGwoULsXDhQgQHB+PWrVsICwtDYmIiZDIZrK2t4enpiTp16qB06dKSxDQ0NMTkyZMxbtw4AMDevXvx8uVLlCxZUuM1TE1NMXnyZEyePBkPHz5EYGAgoqOjkZKSAgcHB5QuXRpNmjSBjY1NvnLcuXMnYmNjAbwtwpwwYUK+1iEiIiIiIiIi+liwUI+IPi4xj4HbO8XHbD2A2tIdsfL7hSAkpIkXBA5p6IFStrr7H1pEREREREQF5eTkhLZt2+o7jQ+ak5MT2rRpo7f4pUqV0vtRtpoyNTVFnTp1UKdOHX2nolNly5ZF2bJlCyXWl19+iZ9++gkvXrxAeno6Vq5ciYULF+ZrrcqVK6Ny5cqS5rdkyRLFz8OGDSu03wsRERERERERUVHFo2+J6ONydS0gzxEfa/EdYJS/b+Yri05Iw4bLwaJjlqZGGN2yvCRxiIiIiIiIgLdFLjKZTPDn3Llz+k6LPnJz5sxRed1t3rxZ32nR/zM1NcWsWbMU7bVr1yIhIUGPGf3n8OHDuHPnDgDAzMwMM2bM0HNGRERERERERET6x0I9Ivp4ZCQDt3eJjzlUAGr0lSzUyjNPkJYpXhA4spkX7C2kKQgkIiIiIiIiIlJn+PDhqF27NgDgzZs3gl3s9EUul2PmzJmK9uTJk1GmTBk9ZkREREREREREVDSwUI+IPh739gIZieJjzaYAhtKc9h36Ohk7rj0XHXOwMMEXTXiUCxERERERERHpnoGBAVatWqVo//LLL4iKitJjRsDOnTsRGBgIAHBzc8O0adP0mg8RERERERERUVEhTdUKEVFRcGOTeL+5PVCtu2Rhfjn5GFk5ctGxsa3Kw9KUt1YiIiIiIiqYdu3a4eTJk7leU6tWrULKhoqrIUOGoEmTJrleU7JkyULKhtRp0qQJ5HLxzyn0oV+/fujXr5++0yAiIiIiIiIiKnJYTUJEH4eo+8CL6+JjtQcARqaShLkXEY/9NyNEx0rbmmPAJ+6SxCEiIiIiouLN1dUVrq6u+k6DijkvLy94eXnpOw0iIiIiIiIiIqKPAo++JaKPQ8Bm9WN1h0gWZumJx2rHvmlTEaZGhpLFIiIiIiIiIiIiIiIiIiIiIqKPAwv1iOjDl5kK3PpLfMz9U8CpkiRhnkYn4czDaNGxCs6W6FGntCRxiIiIiIiIiIiIiIiIiIiIiOjjwkI9Ivrw3T8ApMWLj3kPlSyM79VQtWNT2lWCoYFMslhERERERERERERERERERERE9PFgoR4RffjUHXtrZgNU7SZJiJSMLOy+8UJ0rHppa7Sp6iJJHCIiIiIiIiIiIiIiIiIiIiL6+LBQj4g+bK+eAKGXxcdqfg4Ym0sS5uCtCCSmZYmODW3kCZmMu+kRERERERERERERERERERERkTgW6hHRh+3GJvVj3j6ShJDL5djyr/ixtzbmxuhSq5QkcYiIiIiIiIiIiIiIiIiIiIjo48RCPSL6cGWlA7f+Eh8rXQ9wqSZJmJvP3+BeRILoWN96bjAzNpQkDhERERERERERERERERERERF9nFioR0QfroeHgZTX4mPeQyULs9VPfDc9ABj4iYdkcYiIiIiIiIiIiIiIiIiIiIjo48RCPSL6cKk79tbECqjWU5IQcckZOHQ7UnSsaQVHeDpaSBKHiIiIiIiIiIiIiIiIiIiIiD5eLNQjog9T7DMg+Lz4WI3egKmlJGF23XiOjKwc0bHBDbmbHhERERERERERERERERERERHljYV6RPRhCtiqfkyiY29zcuTY5hcmOlbKxgytKjtLEoeIiIiIiIiIiIiIiIiIiIiIPm4s1COiD092JnDTV3zMtRZQqo4kYS48iUFYbIro2IBP3GFkyFsoEREREREREREREREREREREeWNVSZE9OF5fAxIihIfqyvNbnoAsM0vVLTfyECGvvXLSBaHiIiIiIiIiIiIiIiIiIiIiD5uLNQjog/Pjc3i/cYlgBp9JAnxIi4FZx5Gi461r14SzlZmksQhIiIiIiIiIiIiIiIiIiIioo8fC/WI6MPy5jnw9JT4WLWegJm1JGH+uhaGHLn42OCGHpLEICIiIiIiIiIiIiIiIiIiIqLigYV6RPRhCdwKQE0FnbePJCHSs7Kx8/pz0bGKLpZoUNZekjhEREREREREREREREREREREVDywUI+IPhw52UDgNvEx56qAWz1Jwhy7+xKvkjJExwY39IBMJpMkDhEREREREREREREREREREREVDyzUI6IPx9NTQEK4+FjdoYBEBXTb/EJF+0uYGKJ7ndKSxCAiIiIiIiIiIiIiIiIiIiKi4oOFekT04bixSbzfyAyo2VeSEA9fJuB6SJzoWI86pWFlZixJHCIiIiIiIiIiIiIiIiIiIiIqPlioR0QfhoRI4PFx8bGq3YAS9pKEUbebHgAMaughSQwiIiIiIiIiIiIiIiIiIiIiKl5YqEdEH4ab2wB5tvhY3aGShEhMy8TeAPGjdet72qGKq7UkcYiIiIiIiIiIiIiIiIiIiIioeGGhHhEVfTk5QMAW8TGHCoDHp5KE2RcYjuQM8WJA7qZHRERERERERERERERERERERPnFQj0iKvqenQXehImPeQ8FZLICh5DL5djmJx7DwcIE7auXLHAMIiIiIiIiIiIiIiIiIiIiIiqeWKhHREVfwGbxfgNjoFZ/SUJcD4nDo6hE0bHP65eBqZGhJHGIiIiIiIg0sWnTJshkslz/nDt3Tt9pFnshISF5Pk9z5szRd5o6k9dj9/HxyXV+ixYtcp3v6elZKI+DyNPTM9fXYosWLfSdYrFT0PuLPr158wbOzs6KXA8fPqzXfEJDQ2FqagqZTAZDQ0PcvHlTr/kQEREREREVZ0b6ToCIKFdJ0cBDNR9mVekMWDhKEmarX6hov0wGDPjEXZIYRERERERExVFaWhoePHiA+/fvIyYmBsnJybCxsYGDgwPq1q2LSpUq6TR2QEAAnjx5gpiYGKSlpcHc3BwuLi6oVKkSateuDWNjY53Fz4/w8HDcuXMHISEhePPmDQwNDWFnZwdPT0988sknsLKykizWuXPn0LJlSwBAcHDwR1kYJ5fL8fDhQwQGBiIiIgJJSUkwMzODg4MD7O3tUb16dVSuXBkyCXbrLw5ev36NS5cuITIyErGxsTA1NYWHhwc++eQTlClTRicxc3JycPfuXTx48AARERFITk6GiYkJ7O3tUa5cOdSrV0/S94UUwsLC8PTpU4SFhSE2NhYpKSkwNzeHjY0NypcvD29v7yKXszaysrJw8+ZNPHr0CC9fvkRqaipMTU3h5OSEChUqwNvbG2ZmZvpOUyAmJgZ37txBUFAQ4uLiIJfLYWdnBzc3NzRs2BD29vaSxZo1axZiYmIAAE2bNkWnTp0kWzs/PDw8MGrUKKxcuRI5OTkYP348zp8/r9eciIiIiIiIiisW6hFR0XZzO5CTJT7m7SNJiOjENBy7Gyk69lllZ7jZlZAkDhERERERUWHx8fHB5s3/7U4+e/bsfO/slp+17t69iz179uDUqVPw8/NDZmam2mudnZ0xfPhwjB07FqVKlcpXju+Ty+U4cOAA1q9fj5MnTyI9PV3ttRYWFujUqRO++uortGrVqsCx8yM5ORmHDh3C0aNHcfr0abx48ULttYaGhmjevDnGjx+Prl27FmKWH57Lly/jzz//xIEDB/D69etcr7WxsUHLli0xePBgdO7cGSYmJpLk0L9/f+zYsUPQ5+HhgZCQEI3mb9q0CcOGDVO0mzdvnu+dNAu61tGjRzF//nz4+fkhJydH9JqGDRti+vTp6Ny5c75yVBYQEIBff/0Ve/bsQVxcnNrrDA0N0bRpU/j4+GDgwIEwMir8j7zv3buHv//+GxcvXkRAQADi4+NzvV4mk6FVq1YYNWoUevfurVUsT09PhIaKf+H0HQMDA9jY2MDOzg5VqlRB/fr10adPH1StWlWrWMrOnTuH33//HQcPHkRycrLa60xNTdG6dWsMHz4c3bt310shbEZGBo4fP47Dhw/j9OnTePr0qdprZTIZ6tevj3HjxqFfv34Feg09ePAAa9euVbQXLFiQ77WkNH36dPzxxx9ITU3FhQsXsHv3bq1fe0RERERERFRwLNQjoqJLLgcCtoiP2XkCns0kCfP39efIzJaLjg1s6CFJDCIiIiIiooKYMmUK2rZtK+irVauWnrJRLzw8HO3bt8fdu3c1nhMdHY1FixZhzZo1WLVqFYYMGZLv+AEBARg5ciRu3Lih0fXJycn4+++/8ffff6NVq1b4/fffUb58eY3jlSxZEidPnhT03bp1C5MnT9Zo/qJFi7BgwYJcC17el52djTNnzuDMmTNo3749Nm7ciJIlS2qcry7VrFkTS5cuFfRpW3ip/Ls0NzfXOo979+5h7NixWhWhxcfHY9++fdi3bx9cXFwwd+5cjBgxAoaGhlrHf+fgwYMqRXofoqSkJAwZMgR79+7N81o/Pz906dIFgwcPxrp16/K9o1pUVBTGjx+PnTt3anR9dnY2zp07h3PnzmHevHlYu3Yt2rRpo1VMX19fpKamCvq0WeOvv/7SqiBLLpfj9OnTOH36NFq2bInNmzdLuiNhTk4O4uLiEBcXh2fPnuHw4cOYM2cOPvvsM6xduxYVKlTQar2nT5/i66+/xqlTpzS6Pj09HYcPH8bhw4dRt25drFu3Dt7e3lrFVL4fREVFYdCgQRrN3bRpEyZOnJhrgef75HI5rl27hsGDB2PlypXw9fXV+nf0zuzZs5GV9fZLx40aNULTpk3ztY7UnJ2dMWzYMPz6668A3ubZs2dPGBgY6DkzIiIiIiKi4oWFekRUdIVcAmKDxMfqDgEk+CApO0eO7VfDRMfK2JujeQWnAscgIiIiIiIqqKpVq6J169b6TiNPcXFxaov0LCws4OrqCnt7e8THx+Pp06fIzs5WjCckJGDo0KGIiorClClTtI69bt06jB07VnT3PnNzc7i6usLBwQHR0dGIjIxERkaG4JozZ86gTp068PX11Xi3OjMzM5XnRZudmG7cuCFapCeTyVCyZEm4uLhAJpPh+fPnePXqleCaY8eOoUmTJrh48SJcXV3VxkhJSQEAlCiRv93iY2NjYWtrm2cxh52dXYFfowWdv379eowdO1Z0F0WZTAY7Ozs4OjrC2toa0dHRiIqKUrk2KioKo0aNwqlTp7Br16585REfH4+vv/46X3OLkuTkZDRv3hwBAQEqYx4eHnB2dsabN28QFBQk2GVv69atiI2Nxf79+7UudvTz80OPHj3w8uVLlTEjIyO4uLjA1dUVCQkJiqOM3xcUFIR27dph5syZmDt3rsZxGzdurFWempDJZChdujQcHBxgZmaGxMREPHv2DGlpaYLrzp49q9jh0N3dXfI83nf69GnUrl0bu3fvRocOHTSac+DAAQwaNAiJiYkqYyYmJop7VWxsLCIiIlQKHgMCAtCoUSOsXr0aI0eO1DhX5fuBpjtRAm93dVVXpOfs7AwXFxeYmJggIiICkZHCUzauX7+OTz/9FBcuXECVKlU0jgkAt2/fxu7duxXtqVOnajVf1yZNmoTffvsNOTk5uH//Pnbs2IEBAwboOy0iIiIiIqJihV+XIqKiK2CzeL+BEVBbs2/Q5uXMw2hExKeJjg36xAMGBoV/NAcREREREdHHonr16li8eDFu3LiBhIQEPHnyBFevXsXDhw8RGxuL1atXw8HBQTBn6tSpOHTokFZxli1bhq+++kpQpCeTyTBo0CCcPHkSiYmJCAoKwrVr1xASEoLExEQcPHgQ3bt3F6yTlJSEnj17CgotCou5uTmGDBmCf/75BzExMYiIiEBgYCACAgIQHR2N69evqxQQBgUFoVu3bmqPIgWAH3/8EdWrV1fZnUoT27dvR+XKlbFx40at5xa2H3/8EV9++aVK4V2rVq3w559/4uHDhwgKCsLVq1fh5+eH0NBQpKWl4caNG5g9ezYqVaokmBcTE5PvXKZMmYLw8HAAbwtUP1QjRoxQKdIbNmwYgoKCEBISgmvXruHx48d4+fIlZs6cKTgy+PDhw/jhhx+0infp0iW0bt1apUivSZMm8PX1RVxcHF68eIHr16/j0aNHSExMxNWrVzF+/HhBbLlcjh9++AETJkzQ/kEXgKmpKTp27IglS5bg6tWrSEpKwvPnz3Hz5k34+fnh3r17SExMxNmzZ9GxY0fB3ODg4HzvJrpkyRKcPHlS8OfYsWPw9fXFpEmTULp0acH1KSkp6NOnD27fvp3n2rt27ULPnj1VivQ6d+6Mffv2ISEhAaGhobh27RqePn2KpKQknDlzBj4+PoLi3szMTHz11VdYvnx5vh5jQRgbG6NHjx7w9fVFeHg4oqKicPv2bfj7+yMiIgIPHjwQHAsNAK9evUL79u0Vhc6aWrx4MeTyt6d2uLm5oUuXLpI9Dil4eXkJduddvHixHrMhIiIiIiIqnlioR0RFU0oscH+/+FjF9oCViyRhtvqFivabGBmgTz3pjhwhIiIiIiIqTjp16oR///0Xd+7cwZQpU1C3bl2VHdmsra0xZswYBAYGomzZsoKxCRMmiO6MJ+bMmTOYNGmSoM/d3R3nzp3D1q1b0bp1a5VdvUxMTNC5c2fs3bsXBw4cgKOjo2IsOzsbQ4YMwcOHD7V5yPnm5OSEpUuXIjIyEps3b0bPnj1VihdlMhnq1auH/fv3Y/78+YKx69evY/Nm8S+6vX79GkuXLkVwcDDatm2LoUOH4vXr13nmFBoaio4dO2LgwIGIiYnBrFmzNH4+9OHAgQOYNm2aoM/NzQ2HDx/G6dOnMXToUDg7O4vOrVu3LubMmYN79+5h/fr1KkVN2jp37hzWr18PADAwMMDs2bMLtJ6+nD17VuXo3qVLl2LDhg3w8vIS9Ds5OeGHH37A/v37YWxsrOhfvHgxXrx4oVG8qKgo9OrVS7DDpKmpKX7//XdcuHABAwYMgKWlpcq8Bg0aYPny5QgMDESdOnUEYytWrFD73pDaF198gZiYGBw+fBiTJk1CgwYNRHexNDIyQosWLXD48GGVHf/Onz+Po0ePah3b29sbrVu3Fvxp164dBgwYgCVLluDZs2cYP368YE5ycrLKfVPZ/fv3MXToUMHOp/b29tizZw8OHjyIbt26wdTUVDDHwMAALVu2xMaNG3Hx4kWVe/ukSZNw9uxZrR9jflhZWWHmzJl4/vw59uzZgwEDBogex125cmVs2LABW7ZsgUz23xd2w8LC8NNPP2kcLzIyEn///beiPWzYsAIdn60rI0aMUPx869YtnD9/Xo/ZEBERERERFT8s1COiounWDiA7Q3zM20eSECGvknHhsfg35DvXdIW9hYnoGBEREREREYlzcnLC5cuXcejQITRs2FCjOWXKlMGePXsEhXxBQUE4d+5cnnNjY2MxZMgQxQ5GAFCqVCmcPXsWzZo10yh+ly5dcPz4cdjY2Cj6UlNTMWDAAJXjcaX21Vdf4dmzZ5g4caIgfm6mT5+OHj16CPreFYYpc3BwwL59+1CtWjUAwJYtW1ClShX4+vqKXp+Tk4Ply5ejWrVqioKhRo0aYe/evYICrKIkLCxMZTesChUq4PLlyyq7luXG0NAQw4cPx/3799G5c+d85ZKamooRI0YoXo/jxo1D/fr187WWvv3444+Cdrdu3TBx4sRc57Rv315QMJmWlqbx8bPDhg1DdHS0om1sbIzdu3dj5MiRguIpdapWrYrTp0+jZs2agv5x48bh2bNnGuVQEF5eXrCystJqzqxZs9CoUSNBny528zQxMcHy5csxcOBAQf+pU6fUHlWekZGBAQMGCI6xtba2xrFjx1TuP+p8+umnOHv2LNzc3BR9OTk5GDJkiNpjaaXSvXt3PHv2DD/88ANcXDT7su/gwYNVdmH8888/NY65fv16QUHz4MGDNZ5bmLp27Sr4+2bt2rV6zIaIiIiIiKj4YaEeERU9crn6Y29tygDlWkkSZvu1MLVjgxp6SBKDiIiIiIioOHFxccGnn36q9bzatWujffv2gr7jx4/nOW/69OmKI0aBt8VWBw4cUNnxKy9169bFtm3bBH2BgYE6P6axTZs2oruE5UV59zg/Pz8kJCSojXHr1i2sWbMGjo6OiImJwaBBg9ChQweEhv63y/zt27fRqFEjfPPNN0hOToa7uzu2b9+OK1euoEGDBlrnWFgmTJiA2NhYRdvCwgLHjh2Du7t7vtaztrbG/v3783Vs6syZMxEUFATg7a6OyrsffijeHV/6vunTp2s095tvvhHsJOfr65vn8aE7d+5U2Ulu8eLFWhdM2tnZ4ciRI7C2tlb0JSYmYuzYsVqtU5iUi+cePHigs1g//vijys6mJ06cEL122bJluHXrlqBv8+bNWheeenh44ODBg4Kd5V68eKHx6ym/mjRpItgpVVPffvutoDA0PDxcbTGjsvf/DqlevToqVKigdfzCYGxsLHhvHThwQOVoYyIiIiIiItIdFuoRUdHz/CoQo+aIoTqDAYOCHxuRlpmNv/2fi45VK2WNOmVsCxyDiIiIiIiINNe0aVNBOyxM/ZergLfHuiofazlmzBh4e3vnK37nzp3RvXt3Qd+qVauQlZWVr/V0qV69ejA3N1e0c3Jycj1i1NDQEKNHj8bTp08xceJEmJiY4NixY4Kd6Lp3745r167BwsICP/zwAx4+fIj+/fvr9HEU1OPHj7F//35B36JFi7Qu1FRmYGCg8lrIy/Xr1wWFnWvWrMlXEWZRcPnyZcHr3tXVVeMCLVtbW8F7OTU1Nc/jXH/55RdBu27duhg3bpwWGf+ndOnS+OGHHwR9x44d02kBXEGUK1dO0H716pXOYrm5uaFWrVqCvjt37qhcl5mZiVWrVgn6unbtqvV74p3atWurPJ+bN28WFNgWFS4uLqhYsaKgL6+/iwDgxo0bePz4saLdrVu3AucSHR2Nffv24bfffsPChQuxZs0a7N69G8+fi3+eqY3380tNTcXevXsLvCYRERERERFphoV6RFT03FCzm57MAKgzSJIQh25H4k1KpujY4IYeGh2rQkRERERERNKxs7MTtOPj43O9ft26dYJjGY2NjTFz5swC5aBc4PPixQudHEVZUDKZTOWo3Lx+XwBgY2ODpUuX4t69e+jatavgyGAAGDJkCB4/foyZM2cKCgGLqmXLliEnJ0fRdnFxwahRowo9j8zMTAwfPhzZ2dkAgD59+uT7+NyiQLkwSfk42bwoF4MdOHBA7bX//vsvrl27JuibPXu2YAc2bY0ZMwbOzs6Ktlwux4oVK/K9ni6lpaUJ2ra2tjqNp1zEKlYYuHv3bsFOpQAwb968AsWdMWMGTExMFO2UlBSsW7euQGvqirZ/FwHAoUOHBO2WLVvmO/6+ffvQsGFDlCxZEj169MDXX3+N6dOnY+zYsejTpw/c3d1Rs2ZNbN68WXD/00aLFi0EbeX8iYiIiIiISHdYqEdERUvqG+Cemm9xlm8D2JSWJMxWv1DRfiszI3StXUqSGERERERERKQ55cIQBweHXK//559/BO0uXbrk66jD99WoUQN169bNNU5RkJmZiZiYGEFfXr+v98lkMpUjMIG3O8l9SF9cU94FysfHB8bGxoWex6JFixQ7k9na2mLlypWFnoOUXr9+LWjb29trNV/5tRgYGKj2WuX3l4uLCzp27KhVPGVGRkYYNEj4Rc89e/YUaE1duXr1qqCd3x1BNaX8/hDbMVT5Oalbt67WxZrKHBwcVIpXi+K9FdD+7yJAeFS7sbFxvo6Aj4+PR7t27dCjRw9cvXpVpZD6fXfu3IGPjw8aNmyIyMhIrWM5OTmhatWqivapU6cUhcZERERERESkWyzUI6Ki5c4uICtVfMzbR5oQL+Jx6/kb0bFedd1QwsRIkjhERERERESkuYsXLwrayscPvi8pKQm3bt0S9PXq1UuSPJTXuXz5siTrSunKlSuCogpTU1O4u7vnOS8hIQFTpkxB1apVsW/fPpWivE2bNqFixYpYuHChyk5fRc3jx48RFRUl6JPiuElt3b9/HwsWLFC0f/rpJ5QsWbLQ85CSchGntgU8mZnCEwweP36sdo1Lly4J2l27doWRUcE/l1F+H8fExAiOJi0KoqOjVXaVGzp0qE5jRkRECNpiRWjK9zxd3Vtv3ryJlJQUSdaWSnBwsMox4hUqVMh1TlpaGq5fv65oV61aVesdSWNjY9GiRQucOHFCZczd3R316tWDl5eXynvz+vXraNy4MUJDxb+QnJv3i0Lj4uJEj0EmIiIiIiIi6bEahYiKDrlc/bG3Vq5AhbaShNmmZjc9ABjU0EOSGEREREREUsvKyUJUSlTeF1KBuJRwgZEBPy4pbEFBQTh//rygL7ddta5evaqyE5RUO1EprxMZGYng4GCULVtWkvWlsGHDBkG7VatWMDMzU3t9Tk4O1q9fjxkzZih24mvfvj0+//xzDBs2DMDb4xbnz5+P69evY/r06fjjjz/w008/oW/fvrp7IAWgXNhpZGSE2rVrF2oOOTk5GD58ODIyMgAATZs2xZdfflmoOeiC8g560dHRWs1Xvj49PR3BwcEoX768oD81NRUBAQGCPqnex7Vr14ahoaGgQPDy5cu5FgAXpocPH+Lzzz9HbGysom/o0KFo2LChzmKmpKQICsoAqNzXgoKC8PLlS0Gfru6tWVlZuHr1aoGOiZXapk2bBDvZValSJc97/+3btwV/H1WvXl3ruCNHjsTNmzcFfV9++SW+/fZblCtXTtEXERGBVatWYcmSJYqYwcHBGDBgAC5cuKDVkdE1atQQtP39/Qv9HkpERERERFQc8ZNnIio6IgKAKDXf3qw9EDAs+C0rPiUT+2+Fi459Ws4B5Z0tCxyDiIiIiEgXolKi0P6f9vpO46N3rNcxlLYsre80JPfs2TOcOnUqX3Pzc6yetqZNmyYojqhatSrq16+v9vqHDx8K2hYWFpIV4NSpU0el78GDB0WmUO/27dvw9fUV9Pn4+Ki9/syZM/jmm29w+/ZtAICjoyOWLVuGQYMG4dy5c4rratasCT8/P6xYsQIzZ85ESEgIPv/8c6xatQrLly/X+ZGc2lJ+DVSqVEnrXawKauXKlfDz8wMAmJiYYN26dTo9OjguLi7f7+P79+9rfK2Xl5egHRAQgJycHNHjksX4+/ur9EVFRakU6j179kxl9z2x919+lChRAhUrVsSDBw8Ufe//rGtJSUmK1wYAyOVyJCUlITg4GOfOncPRo0cFxV1du3bF77//rtOcVq1ahdRU4SkWrVq1ErSV31eAdM9JxYoVYWFhgeTkZEXfgwcPikyhXmRkJJYvXy7oy+3e+s67e+s7lSpV0iruP//8o3IM8Pr16zF8+HCVa0uVKoVFixahadOm6N69u+L9c+XKFaxatQoTJkzQOG7lypUFbeVdaomIiIiIiEg3WKhHREWHut30IAPqDpYkxO6AF0jLzBEdG8zd9IiIiIiI6CO1detWbN26Vd9piPr777+xa9cuQd/ChQtzLXh6fxcqAHBxcZGsQMrJyQkGBgbIyfnv347K8fQlPT0dPj4+gl3C6tati969e4te//r1a3Tp0kVxvOTgwYOxbNky0eMugbdHnn7zzTfo2bMnRo0ahWPHjuHSpUvo2rUrQkJCYGxsLP2Dyifl58TZ2blQ4wcHB2PGjBmK9rRp01QKX6R2+/ZttGnTRqcxAKBhw4YwNjZWFAElJCTgyJEj6Ny5c55zQ0JCBAVq7yQlJan0ib2vXF1d85GxuJIlSwqK8wrzffz06VONnquyZcvi+++/x/Dhw3Va5Hnw4EHMnDlTJXaTJk0Efcq/I0NDQ8neWzKZDM7OzggODlYbT1/kcjlGjBiBhIQERV/p0qUxZsyYPOe+/3gAwM3NTavYS5cuFbTHjh0rWqT3vo4dO2LevHn47rvvFH3Lly/HuHHjNN5Vr1SpUoJ2SEiIZgkTERERERFRgWj2NUgiIl3LSALu7BYfK9cSsPMscAi5XA5fNcfeulibonVVlwLHICIiIiIiIs09evRI5ajQnj17olu3brnOUy7usLGxkSwnmUwGa2vrXOPpy//+9z8EBgYq2kZGRvjjjz/U7nTm4OCAiRMnomzZsjh+/Di2bNmitkjvfR4eHjh69Ci2bdsGJycnzJ07t0gV6QGqz4mtrW2hxh85cqRiZ7DKlSvj+++/L9T4ulSiRAmVIrNZs2ap7H4nZvr06YIi13c0LdST8r2svFZReR+/U65cOcyaNQsDBw6UvEgvOzsbr169wvHjxzFgwAB069ZN5fmbP3++yvta+XekfC8sqKL6nPz44484cuSIoO/XX3+FhYVFnnOfP38uaGtTbHr//n38+++/iraFhQXmzZun0dyJEyeiTJkyinZoaChOnDihcWzlPJUfBxEREREREekGC/WIqEgwfngAyEwWH6w7VJIYV4Je49kr8Rj96rvD2JC3RCIiIiIiosISGxuLLl26CHYwcnNzw7p16/Kcm5iYKGhrUkyhDeX1lOPpw6pVq1R+N/Pnz0fdunVznTdt2jTcvXsXbdu21TrmwIED8fDhQ3zxxRdaz9U1Xb8GcvPnn38qjqCVyWRYt24dTExMCi1+YZg0aZKgHRgYiGHDhgmOa1W2cOFCbN++XXRM+chVQPx9JeXzWBTfx+8LCgrCsGHD4OHhgW3btuV7nZYtW0Imkwn+GBkZwcnJCe3bt8dff/0lOFoceFvkNWDAAJW1iuO9df/+/YLdMQFg1KhR6Nq1q0bz4+PjBW1LS0uNY58/f17Q7tmzp8ZFx8bGxhg8WHgCyYULFzSOrZyn8uMgIiIiIiIi3WBVChEVCSZ3xD/IRQlHoFJHSWJs/Vd8Nz1DAxn6N3CXJAYREREREVFRNHv2bMjl8nz9GTpUmi9PvS81NRVdu3bFkydPFH0WFhbYs2ePRju+WVlZCdrvdjaTivJ6yvEK2969ezFhwgRB3+eff46pU6fmObdEiRIoUaJEvmPb29ur3bFPn3T9GlAnMjISkydPVrRHjBiBpk2bFkrs5s2b5/t9vHHjRq1itWrVSqWQy9fXF3Xq1MG2bdsQHh6OzMxMxMTE4ODBg2jdujWmT58OADAxMYG5ublgrljxktj7SsrnUZ/v49q1awt+/1lZWXj9+jX+/fdfLFq0CF5eXoprY2JiMHjwYJViMV2wsLDAr7/+qnLc6jvF7d7q5+eHAQMGCHaBbNq0KZYvX67xGu+OFn9H+bWfm6tXrwrarVq10nguAHz22WeCttix0+oo/71QWPdQIiIiIiKi4q7ofcpGRMWOdUooDKNuiQ/WGQgYFfxb6ZHxqTj5IEp0rG1VF5S0MStwDCIiIiIiIspbVlYW+vbti8uXLyv6TExMsGfPHtSvX1+jNezt7QVtKXcCksvlgl3+xOIVpnPnzqF///6CQpK2bdtiy5Ytkh+X+SHR5WsgN2PGjMGbN28AACVLlsTixYsLJa4+/P777yrvybt372Lw4MFwc3ODiYkJnJ2d0bVrV5w+fVpxzR9//KFSBCS2S5jY+0rK51F5LX2+jw0NDWFvb4+GDRviu+++w4MHDzBx4kTBNQsWLMDu3bslj21mZoZGjRrh559/RkhICL7++mu11yr/jpTvhQVVlJ6Te/fuoVOnToJCu1q1auHgwYMwNTXN97rKuxfmJjRU+KXimjVrahWrVq1agnZYWJjGc7XJk4iIiIiIiKRjpO8EiIg8X59TPyjRsbd/XXuO7BzxD6AGN/SQJAYRERERkS65lHDBsV7H9J3GR8+lhIu+U/iovduh79ChQ4o+Q0ND+Pr6anU0q3JxR3R0NORyuSSFazExMYKiOLF4hcXf3x9du3ZFenq6oq9Ro0bYs2fPR3fUqrbEXgO6tmvXLuzdu1fRXrFihcbHVH6ILC0tcf78eYwYMULtkbbK169cuRJDhgzByJEjBWOaFuq9fPkSZcqUyXfOymvlFU9fTExMsHTpUqSkpOC3335T9E+aNAk9evSAoaGhxmstWbJEpWDL0NAQVlZWsLW1haenJ4yMNPvfAMq/o+zsbMTExMDJyUnjfNSRy+Uq71N9PSfBwcFo27YtYmNjFX0VKlTA8ePHYWNjo9VaykWpaWlpGs+Ni4sTtB0dHbWK/W7H03d/Zymvlxvl46gL8/hwIiIiIiKi4oyFekSkV4Y56XCL+1d80LMp4FCuwDEys3Ow45r4N0q9nCzQqFzexyoREREREembkYERSluW1ncaRAUyevRoQcGPTCbDunXr0Lt3b63WqVSpkqCdlJSEJ0+eoGLFigXOMTAwUKWvSpUqBV5XW/fu3UP79u2RmJio6KtVqxaOHDkiWUFFixYtPthdlSpXrixoP3z4EGlpaTAz092O+VOmTFH83KlTJ/Tt21dnsYoKc3Nz+Pr6Yvz48Vi+fDlOnjyJV69eCa6xt7dHv379MHHiRJQrVw7JycmC4lKZTCY46vUdLy8vGBsbIzMzU9EXGBio8c6auUlJScHjx48Fffp4H+flxx9/hK+vr+J9HhYWhjNnzqBNmzYar+Ht7Y0WLVpIko/yvRV4+5xoU0itzuPHj1WOV9XHcxIREYHWrVsjIiJC0VemTBmcOnUKLi7aF+srF6G+f8/OS1JSkqCt7b1dJpPB3Nxc8XstSGxtCxSJiIiIiIgof3j0LRHpVam4azDOThEf9PaRJMbJ+1GITkwXHRv0iUexPiqIiIiIiIiosEydOlWwcxQA/PLLL/jiiy+0Xqthw4YqO075+/sXKL93bty4IWi7urqibNmykqytqaCgILRp0wavX79W9FWsWBEnTpz4qHdw00bTpk0F7aysLNy8eVOnMd8deQsAhw8fhkwmy/NPy5YtBWuEhoaqXKPrvKXQoEEDbN++HVFRUQgODsa1a9dw6dIlhISEICoqCmvWrEG5cm+/bHn//n3B3IoVK8La2lplTXNzc9StW1fQJ9X7+ObNm8jOzhb0NW7cWJK1pWRjY4PPPvtM0HflyhU9ZQOUL19epVhNV/dWIyMjNGjQQJK1NfXq1Su0bt0az549U/Q5Ozvj1KlTcHd3z9eayjtARkZGajzX0tJS0FYuZMyLXC4X7IxnZWWl8dz3CxUB5PvxExERERERkXZYqEdEeuWh7thbczugcmdJYmz9N1S038zYAL283SSJQUREREREROrNmzcPP//8s6Bv7ty5mDBhQr7Ws7S0VDnq8Z9//slvermuU9jFPc+fP8dnn30mKPZwd3fHqVOn4OzsXKi5FGUVK1ZU+X0cOHBAT9kUHwYGBvD09ET9+vXRuHFjeHh4qByreufOHUG7Xr16atdTfn8dOHAAWVlZBc5T+X3s5OQkyY6buvCuwPEd5SN7C5vyc6Kre2vt2rUL9bjV+Ph4tGvXDg8ePFD02dra4sSJEwV6bXh6egraL1680HiunZ2doP1+cbYmYmNjBUe1K6+XG+VCPeXHQURERERERLrBQj0i0hur1BdwSH4iPlirP2Bc8ONqnkYn4t9n4h9yda9dGjbmxgWOQUREREREROotX74cs2bNEvRNmjRJpU9bvXr1ErQPHjyociSntu7evYuAgABBX8+ePQu0pjaio6PRunVrhIb+94WzkiVL4vTp0yq7NhHQo0cPQXvjxo2SFHlRwRw+fFjQ7tChg9prld/HUVFROHLkSIHiZ2VlwdfXV9Cn/FopyoyN9ftZlfJzEhAQgNu3bxdozdevX+PQoUOCvsK8tyYnJ6NTp06C+7ulpSWOHj2qUvStrZo1awrajx490niuh4eHoH3r1i2tYitfr7xebh4+fChoKz8OIiIiIiIi0g0W6hGR3ni8Pq9+sO5QSWJs8wtTOzaooeYfXhEREREREZH21q9fj4kTJwr6Ro4ciSVLlhR47ZEjR8LM7L8veGVmZmL+/PkFWlO5eLB06dLo06dPgdbUVFxcHNq0aYPHjx8r+uzt7XHy5EmUL1++UHL40EycOBEymUzRfvnyJdatW6ezePv378fJkye1+qP8WndxcVG55mN6fhMSEgSFdnZ2diqFX+/79NNPUb9+fUHf3LlzVY6t1cavv/6KqKgoQd/48ePzvZ6uvV+YC0Dl6NnC1qdPH5QqVUrQV9DC6gULFiAjI0PRNjc3x1dffVWgNTWVnp6O7t274/Lly4o+MzMz7N+/Hw0bNizw+jVr1hTsKqm8o2RulOOfOXNGq9jK12vzeLTZ+ZKIiIiIiIikY5T3JVScJScnw9/fH0+ePMGbN2+QkZEBGxsbuLq6ol69enB3d9d3ivShykpDmdhL4mNlGgLOlQscIjk9C//cED9uonYZW1QvbVPgGERERERERCRux44d+OqrryCXyxV9AwcOxNq1ayVZ39HREUOGDBEUZq1evRqDBw+Gt7e31usdOnQIe/fuFfSNGzdO5VhPXUhKSkKHDh0Eu1ZZW1vj+PHjqF69us7jf6gqVqyIrl27Yv/+/Yq+b7/9Fh07dizwMY5HjhxBx44dBX3NmzfXeh3l14+ZmRlat25doNyKsgULFiAtLU3RHjRokKCgVsw333yDAQMGKNoBAQFYvXp1vorrwsPDMXPmTEFf+/btUbVqVa3XKgxpaWk4deqUoE/fO5sZGxtj7Nix+P777xV9+/fvx/79+9GtWzet17t58yZWrlwp6Bs6dCjs7e0LnGtesrKy0LdvX8Hv2NjYGLt27UKrVq0kiWFmZob69evj33//BfB2p7qUlBSUKFEiz7nK95S9e/ciPj4eNjZ5f2aZmZmJrVu35rpebm7cuKH42dbWFjVq1NB4LhEREREREeUfd9QjUWfPnkW3bt1gY2ODFi1a4Msvv8SUKVMwffp0jB07Fr169YKHhwcqVqyIJUuWIDU1Vd8p0wfG6MlRmGQniw96S7Ob3oFbEUhMFz/yZjB30yMiIiIiItKZQ4cOYciQIcjJyVH0de/eHZs2bYKBgXQfRy1cuBCurq6KdnZ2Nrp164bg4GCt1gkMDMSgQYMEfbVq1cI333wjSZ65SUtLQ9euXXH16lVFn7m5OQ4dOsQdjjSwfPly2NraKtrvih5fvBD/4l5ekpKSMGjQICxevFiiDIuPq1evYvny5Yq2nZ0dZsyYkee8fv36oV27doK+KVOmqByhm5e4uDh07NgRCQkJij5LS0usWrVKq3UK08KFC/HmzRtFu0SJEkWikHPixIkqhVtDhgyBv7+/VuuEhoaia9eugh0SS5cujQULFkiSZ25ycnLg4+ODAwcOKPoMDAywbds2dO7cWdJY779+MzMzFUV7ealSpQo+/fRTRTspKQmzZ8/WaO6KFSsQFvbfSSKenp5o06aNRnNjYmLw4MEDRbt169YwNDTUaC4REREREREVDAv1SCAtLQ3Dhg1Dq1atcODAgTyPmXjy5AmmTJmCmjVr4vr164WUJX0MTO78JT5gagNU7V7g9eVyObb+Gyo6ZlvCGJ1quoqOERERERERUcGcO3cOffr0QWZmpqKvbdu22Llzp+S70zk4OGDz5s2C40/Dw8PRsmVLXLhwQaM1Dh06hLZt2yI+Pl7RZ2ZmBl9fX5iYmEiar7KsrCz06dMHZ8+eVfSZmJhg7969aNq0qU5jfyw8PT2xYcMGQd/Dhw/RuHFjHD9+XKu19u3bh5o1a8LX11fKFD9YQUFByMoS/wKkssuXL6NDhw6C401/+uknODs75zlXJpNh06ZNcHR0VPRlZmaid+/e+OOPPwS7cqrz4MEDtG7dWrArJfC2mEnXRwvv2rUL69atE9zz8iKXy7Fy5UqV47rHjBkDc3NzqVPUmqmpKbZv3y7YDTEhIQHt2rXDvn37NFrj33//RatWrfD8+XNF37vnujB20xszZozgvSyTybB+/Xr07dtX8lidOnUStN+/p+dl0qRJgvbKlSuxZcuWXOccP34c06dPF/RNmDBB40L4c+fOCdrK+RMREREREZHu8OhbUsjKykLPnj1x9OhRlTFbW1t4enrC2NgYL1++FHzAAgBPnz5FmzZtcPr06XwdL0PFzKunMHqh5pulNfsCJnkfDZGXgLA3uB+ZIDr2eb0yMDPmt0SJiIiIiIikdvfuXXTt2lVw9GXJkiUxZswYjQvn3jE3N0fjxo3zvK5Nmzb46aefMHXqVEVfaGgoWrRogYEDB8LHxwctWrQQ7BaUmZmJEydO4M8//1Q57tbQ0BAbN25EtWrVtMo3P7788kscOnRIpc/Q0FDlOMy8VKtWTbC7YHHSo0cPzJs3T3DkaVhYGNq3b4/WrVtj4MCBaNy4MZycnFTm3r59GwcPHsTOnTtx586dwky7yFu7di127tyJwYMHo3v37qhTpw6MjY0V43K5HNeuXcOff/6JP//8U7CDZs+ePTFixAiNY5UsWRK7d+9Ghw4dFCd3pKWlYeTIkdiyZQtGjx6Nrl27wsLCQjDv+vXr8PX1xdq1awVFgsDbQq0vvvgiPw9dK+Hh4fjmm28we/Zs9OnTB127dkXdunVFi9Fev36N48ePY82aNbhy5YpgrGzZspg1a5bO89VU9erVsXHjRgwcOFDx3MbGxqJHjx7o0qULRowYgfbt2wsKmnNycnDhwgVs3rwZW7ZsEbwmAGDx4sWFsmPg3Llz8dtvvwn6evXqhTJlymh9b/Xy8oKXl1eu19SrVw8VKlTAkydPALwt+lUuwlSnZ8+e6NWrF/755x8Ab99XPj4+uHLlCqZOnSqIHRkZiVWrVuHnn38WFNF++umnGDt2rMaP6f3jws3MzNCzZ0+N5xIREREREVHBsFCPFJYvX65SpNe4cWMsXLgQTZs2FXw7PSwsDL/88gtWrVql+MAlPj4eQ4YMwc2bNwUf2hGpCNisfkyiY2+3+YnvpieTAQM+cZckBhEREREREQn5+/sjMTFR0Pfy5Ut069ZN67U8PDwQEhKi0bVTpkyBhYUFxo8fryhekMvl2LZtG7Zt2wZzc3OUKlUK9vb2ePXqFSIiIpCenq6yjoWFBbZu3YoePXponW9+iO26tGbNGqxZs0brtTZu3AgfHx8JsvowzZgxA46Ojhg/frygYOvUqVM4deoUZDIZHBwc4OjoCEtLS7x69QovX74UFJW+r7gWPSp78eIFFi1ahEWLFsHExARly5aFjY0NEhMTERERIdiJ8p2OHTvC19dX8FmiJpo3b44TJ06gV69eiI6OVvRfunQJly5dgpGREVxdXeHi4qKIr3y/eef777/XuFBKKi9fvsSqVasUR+26urrC3t4eVlZWSE1NxatXrxAeHi46193dHWfOnIGlpWVhppynfv36wdTUFIMHD0ZycrKi/+DBgzh48CBMTU3h6uoKJycnxMXFISIiAikpKSrrGBkZYcWKFRg9enSh5C12b929ezd2796t9VqzZ8/GnDlz8rxu8ODBikLLe/fu4fHjx6hYsaJGMdatW4enT5/i1q1bAN7+/fX777/j999/h6enJ5ycnBAbG4vg4GCV4seyZcti+/btGh9dm5mZKThWukuXLrC2ttZoLhERERERERUcj74lAG//gb5w4UJBX+fOnXH+/Hk0a9ZM5YM1d3d3LF++HJs2bRL0379/P18feFAxkpUB3NwuPlaqLlCyRoFDxCZn4PDtSNGxZhWc4OFgITpGREREREREH67Ro0fjypUrqF27tspYamoqgoKCcP36dQQHB4sW6TVv3hw3btwotCI9kt6oUaPg7+8vemywXC7Hq1ev8PDhQ/j7+yMkJES0SM/d3R2bN2/G9u1qPrsoxjIyMvDo0SNcu3YNDx48UCnSMzIywvfff4/9+/cLjkzVRpMmTXDz5k306tVLZSwrKwvPnz+Hv78/Hj16JFqkV7ZsWRw9ehQLFizQulBQapGRkbh37x78/Pxw69YttUV6/fv3h7+/Pzw9PQs3QQ316NEDAQEBaNGihcpYeno6QkJCcP36dTx9+lS0SK9WrVq4fPlyoRXp6cuIESMEX17funWrxnPt7e1x/vx5tGnTRmXs3e83KChIpUivfv36uHz5Mjw8PDSOdfDgQbx580bR/tifFyIiIiIioqKGhXoEALh48SLi4uIUbWNjY/z+++95fhNv8ODBaNeunaDv4MGDOsmRPhKPjgApr8THvH0kCfG3/3NkZOeIjg1uqPkHV0RERERERPRhqV+/PgICArBnzx507NhRcCSjmBIlSqB37944deoUzp07h0qVKhVSpqQrNWrUwIULF3DhwgUMGTIEdnZ2ec6xtbVF7969cejQITx79gxDhgzRe5FXUdCjRw/06dMnz9+hhYUFfHx8cOfOHSxYsABGRgU7xMXV1RW7d++Gv78/hg0bBltb21yvNzQ0RLNmzbBx40Y8evQI7du3L1B8bQ0bNgy+vr4YPHiwxsV2jo6O+Oqrr3D9+nVs375d9FjmoqRixYo4e/YsTp8+jT59+qBEiRK5Xm9sbIwOHTrgn3/+QWBgIBo0aFBImeqPq6sr+vbtq2hv3LgR2dnZGs+3sbHBiRMnsGfPHjRo0CDXe9C7Y4n9/Py03v1z/fr1ip9r1qwpWoBJREREREREusOjbwkA8OjRI0H7k08+QalSpTSa26tXLxw/flzRfvr0qaS50UfmxibRbrmxBWTVVb8tra3sHDl8r4ofe1va1hwtKzsXOAYREREREVFRt2nTJpVd8AtjLR8fH70fvyqTydCjRw/06NEDqampuHHjBp48eYKYmBikp6fDzMwMLi4uqFSpEurUqZNnMZ8uaXq0L2mvadOmaNq0KeRyOe7du4eAgABERkYiMTER5ubmimNwa9SogYoVK+qsMK9FixaQy+X5mivl+yk/azVu3BiNGzeGXC7Hw4cPcf/+fbx48QKJiYkwNDSEk5MTqlSpgvr16+vkfeTt7Y0NGzZg/fr1uHPnDu7fv684WtXExAT29vYoV64c6tWrp9ejO21sbDBgwAAMGDAAABATE4MHDx4gODgYr1+/RkpKCszMzGBjYwMnJyfUrl27QLvn6fO+0apVK7Rq1QqZmZkIDAzEo0ePEBUVhdTUVJiamsLR0REVKlRAvXr1YG5urrc8z507p5e4U6dOxfbt2yGXyxEeHo4DBw5ovUvru7+/oqKicOXKFbx8+RJxcXGwtraGi4sLPvnkE7i7u+crv+DgYMHn+FOmTMnXOkRERERERJR/LNQjAEBsbKygXaZMGY3nKn8w8P7W+UQCcjngVh+IfgAkvRQMZVbuBhNTywKHuPA4Bs9jU0XHBnziDkMDfiOeiIiIiIiouDA3N0eTJk3QpEkTfadCeiKTyVClShW4ubkp+qysrPI8RYL+8+53WKVKFb3ENzAwQK1atVCrVi29xNeWk5MTnJyc0KxZM32nojPGxsZo0KBBsdgpTxs1a9ZE7969sWvXLgDAkiVL8n2cuouLi+RHsS9dulRxfG6VKlUUxaVERERERERUeHj0LQF4+83P96Wmihc6iVG+1tHRUZKc6CMkkwGtpgPf3ENK1/V4aV0LcrwtnMuoIc0HQ/tvhov2GxvK8Hl9zQtQiYiIiIiIipJhw4ZBJpMJ/uhrxyD6T0hIiMrz0rJlS32npRfnz59X+V1ou4Ob8vyC7DpGpA1PT0+V1x/pl/LzUbZsWX2npJG5c+cqjn++cuUKLl68qOeM3oqJicHGjRsV7blz58LAgP97iIiIiIiIqLDxX2IEAKhdu7ag7e/vr/GxHNeuXRO0+U1KypOhEbLKt8PVcpNwotovuO02BDkuNQu8bEZWDk4/jBYd61DdFY6WpgWOQURERERERERERCSmSpUq+PrrrxXt6dOn6zGb/yxYsAApKSkAgCZNmqBPnz56zoiIiIiIiKh4YqEeAQAaNWokOML2xYsX2LFjR57zYmNj8ccffyjaMpkMw4YN00mO9HFKM3FAsFPrt7vtFdC/z14jMS1LdKxn3dIFXp+IiIiIiIiIiIgoNz/88AOcnJwAABcvXsThw4f1mk9oaCh+++03AG+Pkl65cqVe8yEiIiIiIirOjPSdABUNhoaGWLRoEQYOHKjoGzlyJOzs7NC+fXvROeHh4ejVqxdevXql6BszZgxq1aql83yJxBy7+1K038rUCJ+W45HMRERERET04WjXrh1OnjyZ6zX897f+lSxZMs/nycvLq5CyKXx5PfZSpUrlOr506VLExcWpHTc3N89XXkTa8vX1RWpqqtpxOzu7QsyGgILfX/TJ1tYW0dHip37og4eHB9LS0vSdBhEREREREYGFevSeAQMG4Pbt2/jpp58AAElJSejQoQNatWqFzp07o1y5cjA2NsbLly9x6dIl7Ny5E8nJyYr5gwcPxvLlyyXNKTo6GjExMVrNefr0qaCdlJSEhIQEKdMiCbz/2hFrays7R47jdyNFx5qWt0NaShL4cRQRkfT3XyIi0ty748bel52dDZkEu0vTx8fZ2RnOzs55XpednV0I2ZA6xsbGaNmyZZ7XfazPU0Efe+3atQs0X1PKa3yszwflX8OGDfO8hq+bwlWc760fuuzsbMjlcgBATk6OYIyfQRARFQ5+BkxEpD+8Bxd9SUlJeo0vk7/7FxPR//v7778xdepUhIaGanR9zZo1MWPGDPTp00fyXObMmYO5c+cWaI2VK1cKjvWlj1NQArDynnjt8bCK2ajtwFsdEREREemXTCZTHINmZWUFAHB1dYWhoaE+0yIiIiIikkx2djYiI99+oToxMREAEBMTA/6vKCIiIiIiKgrCwsLwv//9T9G+e/cuqlWrVmjxDQotEn0w+vbti8DAQPj4+OR5bfXq1TF58mR069ZN94kR5eJ2rPjtzFgmRxVbfghERERERERERERERERERERERPrDQj0SyMrKwoIFC+Dl5YVNmzblef3du3cxZMgQeHl54dChQ7pPkEiEXA7cjhU/LqyyrRym3KCEiIiIiIiIiIiIiIiIiIiIiPRI/JxIKlQTJkzAihUrdB5n9uzZmDNnjtrxhIQEdOzYEZcvX1b0ubm5Yfz48Wjbti3Kli0LU1NTREVF4d9//8Xvv/+OM2fOAADCw8PRpUsXrFq1CmPHjpUs59GjR2t9pO7Tp0/RvXt3RbtBgwaoUqWKZDmRNJKTk3Ht2jVFu0GDBrCwsMjXWg9eJiHWL1B0rG/jymhZ0yVf6xIRfYykvP8SEZF2EhMTERYWpmgbGBjA0tISRkb8pzkRkS5lZ2cjJSVF0S5RogSPHSci0pGsrCwYGLzdI8LCwgLJycmKMX4GQURUOPgZMBGR/vAeXPQ9ePBAr/H5fwMIACCXy9GrVy9BkV6nTp3w119/wcrKSnBtmTJlUKZMGfTt2xe//fYbRo8eDbn87dGi//vf/1C1alW0atVKkrycnZ3h7OxcoDUsLS1hbW0tST6kOxYWFvl+ni77RYr2GxrI0KWuB6xLmBQkNSKij1pB7r9ERKSd7OxslT5DQ0MWixARFTLee4mIdEcul0Mme3v6ybuCvXf4GQQRkX7w/ktEpD+8Bxc9lpaWeo3Po28JALBlyxacOnVK0a5SpQp27dqlUqSnbNSoUZgxY4aiLZfLMW7cOJ3lSSTm2L2Xov0NvexhyyI9IiIiIiIiIiIiIiIiIiIiItIz7qhXBHTq1AmOjo46j9OsWTO1Y8pH786cORPm5uYarfvtt99i1apVePPmDQDg/v37uHz5Mho3bpzvXIk09SwmCY+jkkTH2lcrWcjZEBERERERERERERERERERERGpYqFeEdCmTRu0adNGb/FjY2Nx8+ZNRdvAwAAdO3bUeL6FhQVatmyJvXv3KvouXLjAQj0qFMfvRakda8tCPSIiIiIiIiIiIiIiIiIiIiIqAnj0LSEkJARyuVzRtre3h42NjVZrlC1bVtAODw+XJDeivBxXc+xtHXdbuFibFXI2RERERERERERERERERERERESqWKhHSE9PF7SNjLTfaNHY2FjQzs7OLlBORJqIjE/FzedvRMd47C0RERERERERERERERERERERFRUs1CM4ODgI2q9fv0ZGRoZWayjvoOfk5FTgvIjyciKXY2/bsVCPiIiIiIiIiIiIiIiIiIiIiIoIFuoRSpcuLdhFLzMzExcvXtR4fk5ODs6dOyfoK1eunFTpEaml7tjbyiWt4OloUcjZEBERERERERERERERERERERGJY6EewcLCAg0bNhT0LVmyROP5W7duxYsXLwR9n332mSS5EakTl5yBq8GxomNtuZseERERERERERERERERERERERUhLNQjAMCgQYME7WPHjmHevHl5zrt27RrGjRsn6GvVqhXc3NwkzY9I2akHUcjOkYuOtWehHhEREREREREREREREREREREVISzUIwDAF198gYoVKwr6Zs2aha5du+Lq1auQy4UFUeHh4Zg1axaaNWuGxMRERb+BgQEWLlxYKDlT8abu2Nsy9uao4mpVyNkQEREREREREREREREREREREalnpO8EqGgwNjbGvn370KRJE8TG/nec6MGDB3Hw4EHY2dnB3d0dJiYmiIqKQlhYmOg6K1aswCeffFJYaVMxlZyehQtPXomOta9WEjKZrJAzIiIiIiIiIiIiIiIiIiIiIiJSj4V6pFClShVcuHABAwYMwO3btwVjcXFxiIuLUzvXysoKK1euhI+Pj46zJALOPYpBRlaO6Fg7HntLREREREREREREREREREREREUMj74lgWrVquH69etYv349vL2987zexcUF3377Le7fv88iPSo06o69dbIyRV13u0LOhoiIiIiIiIiIiIiIiIiIiIgod9xRj1SYmJhg+PDhGD58OGJjY3H9+nWEhYXhzZs3yMzMhI2NDZycnFCnTh1UqFBB3+lSMZOelY0zD6NFx9pWdYGBAY+9JSIiIiIiIiIiIiIiIiIiIqKihYV6lCt7e3u0a9dO32kQKVwJeo2k9CzRMR57S0RERERERERERERERERERERFEY++JaIPyvG74sfeWpsZoaGXQyFnQ0RERERERERERERERERERESUNxbqEdEHIztHjpP3o0THPqviAhMj3tKIiIiIiIiIiIiIiIiIiIiIqOhhVQsRfTD8Q2LxOjlDdIzH3hIRERERERERERERERERERFRUcVCPSL6YBy7J37srZmxAZpXdCrkbIiIiIiIiHRn06ZNkMlkuf45d+6cvtMs9kJCQvJ8nubMmaPvNHXG09Mz18feokWLXOf7+Pjk+fsjKgwtWrTI9XXo6emp7xSLnYLeX/Ttyy+/VOTap08ffaeD9u3bK/KZOHGivtMhIiIiIiIqtoz0nQARkSbkcjlO3BM/9rZ5RSeYmxgWckZERERERESkibS0NDx48AD3799HTEwMkpOTYWNjAwcHB9StWxeVKlXSaeyAgAA8efIEMTExSEtLg7m5OVxcXFCpUiXUrl0bxsbGOosvhdDQUNy4cQOhoaFITk6GqakpnJycUKFCBdSqVQuWlpb5XjskJARly5YFAJw9e7bIF77kV3BwMK5fv47w8HAkJibC2NgYDg4OsLOzQ5UqVVC9enUYGvJzBU0kJibi0qVLePHiBV69egUjIyO4ubmhXr16qFChgs7iPnr0CPfu3cPz58+RlJQEQ0ND2NnZoWzZsvD29oaDg4POYudHZGQkHj9+jLCwMLx69QopKSkwMTGBjY0NPD09Ua9ePdjb2+s7zXzLycnB3bt38eDBA0RERCA5ORkmJiawt7dHuXLlUK9ePVhZWek7TYGwsDA8ffoUYWFhiI2NRUpKCszNzWFjY4Py5cvD29tbspz9/f2xYcMGAICRkREWLFggyboFsXDhQpw4cQJyuRyrV6/GV199pdO/f4mIiIiIiEgcC/WI6INwNzwB4W9SRcd47C0REREREZGQj48PNm/erGjPnj073zu75Wetu3fvYs+ePTh16hT8/PyQmZmp9lpnZ2cMHz4cY8eORalSpfKV4/vkcjkOHDiA/2vvzsOiKv//j7+GAUREAQFRXHD7upYbauW+oJa7lVlmLllaWqm5lZVm2WZaapuamaW2mpZpZWpiarlvlUsu4IK7IoKiCMzvj37Ox8MMOAMzDOLzcV1eF/d97vucNx7mqONr7nvWrFlavny5rly5kuXYIkWKqEOHDho4cKBatWqV62u7SmpqqmbOnKkZM2bo77//znKc2WxW3bp11aFDB40dO1ZeXmyecc1ff/2lmTNnatGiRYqPj892rL+/vxo3bqxevXrpvvvuU5EiRVxSw/PPP68333zTpt9isTg0PyYmRi1btrS2IyMjFRcXl6NacnuuP//8U+PHj9fKlSuVlpZmd8xtt92mkSNH6pFHHnHJaoj79u3TBx98oG+++UbHjx/PcpzJZFL9+vXVu3dvPfroo/L398/1tZ116NAhzZ8/X2vWrNHmzZt15syZG85p2LChBgwYoD59+sjb2/G36Vu0aKHVq1dnO8ZkMqlYsWIKCgrS//3f/6lBgwbq0qWL7rjjDoevY8/WrVv14YcfauHChUpISMhynNlsVtOmTdW3b189/PDDTn1/rvLPP//om2++0Zo1a7R161YlJiZmO95kMqlVq1Z64okndP/99+fq2kOHDlVGRoYkqXfv3qpSpUquzucK9erV07333qvvvvtOV69e1fDhw7VkyRJPlwUAAAAAtxyCegBuCsuy2PbW28uk1tXC87gaAAAAAMhbI0eOVNu2bQ19tWvX9lA1WYuPj9fdd9+dbbgss1OnTumNN97QBx98oPfee0+9e/fO8fW3bt2qAQMGaMuWLQ6Nv3jxor755ht98803atWqlWbMmKHKlSs7fL2SJUtq+fLlhr4dO3ZoxIgRTtV9vfXr16tXr146cODADcemp6dr8+bN2rx5s5577jn5+fnl+Lq5FR4ernnz5hn6goODnTrHvHnzFB6eu3/jHz58WMOGDdPChQsdnnPp0iUtX75cy5cv19NPP63nnntOw4YNy9Xv57Zt2zRp0qQcz88v0tLS9Mwzz+ijjz664di///5bffr00fz58/XVV185ff+vSUpK0nPPPacZM2YoPT39huMtFos2bdqkTZs2acKECXr33Xf10EMPOXXNyZMn2wTPevXqpZMn7e/ukNny5cv1wgsvOHXNjRs3auPGjXr//fc1d+5c3XbbbU7Nz47FYlFiYqISExN16NAhrVixQm+88YaioqL00UcfqUGDBk6d7+TJkxoyZIi+/vprh8anp6crJiZGMTExevXVV/XRRx+pTZs2Tl1z/vz5SkkxfmjXmXN8+eWXTq1kZ7FYtHLlSq1cuVItW7bUZ599prJlyzo8/5qffvpJ69atk/Rf+G/UqFFOn8NdRo8ere+++06StHTpUq1fv1533nmnh6sCAAAAgFsLQT0AN4Vfsgjq3VUpRIH++XubIgAAAADIrRo1aig6OtrTZdxQQkJCliG9IkWKqFSpUipevLgSExO1f/9+QwjnwoUL6tOnj06ePKmRI0c6fe2ZM2fqqaeesrt6X+HChVWqVCmFhITo1KlTOn78uFJTUw1jfvvtN9WtW1fz589X586dHbqmn5+fzX3JzcpR33zzjXr16mXzPfj4+Kh06dIKCwtTamqqTp48qRMn7P87ObOMjAydP38+x9tsXrp0SZJuuEqZvd8LZzVu3Fjly5fP8fwlS5aoV69eWa6cFRQUpNDQUAUFBens2bM6efKk9fu75sKFCxozZowWLlyoTZs25aiOtLQ0Pfroo1muPHezSE9PV5cuXfTTTz/ZHIuIiFBERISSk5N14MABw8/sr7/+qjZt2mj16tVOr064d+9ede7cWf/++6/NMS8vL5UoUUIRERFKSUnR8ePHdf78ecOYkydPqmfPnvrtt9/04YcfOry1dVRUlE2fK4KvpUqVUmhoqIoUKaLk5GTFxcUpOTnZMGb79u1q3ry5Vq5cqTp16uT6mtnZsmWLGjVqpOnTp6t///4OzVm/fr26detm95nj7e2t8PBwlSpVShcuXNCxY8dsvr8DBw6oXbt2eumllzR+/HiHa23cuLHDYx1lMplUunRphYSEyM/PT0lJSTp48KAuX75sGLdq1So1b95cMTExKleunFPXGDt2rPXrzp0756vtZRs0aKAWLVooJiZG0n+1/vrrr54tCgAAAABuMeyHASDf238qWftPJds9xra3AAAAAJB/3XbbbZo4caK2bNmiCxcuaN++fdqwYYP27Nmjc+fO6f3331dISIhhzqhRo5zeju/dd9/VwIEDDWEhk8mkXr16afny5UpKStKBAwe0ceNGxcXFKSkpST/++KO6du1qOE9ycrLuvfdeLViwIMffc04tW7ZMDz/8sOF7uPPOO/Xdd9/p3Llzio2N1caNG7V9+3YdP35cZ86c0YIFC9S7d+9sQ3Rz5sxRtWrV9OWXXzpd06+//qrbbrtNb7zxRo6+p7w0f/58de3a1SakFxUVpffff187duxQbGysNm3apPXr1+vgwYO6ePGi9uzZo7feessmqHX69Okc1zJx4kRt375dkly2ja4nvPjiizYhvU6dOmnnzp2Kj4/Xpk2btHv3bp0+fVrvvvuuihYtah23ZcsWDRo0yKnr7dmzR82aNbMJ6dWqVUszZ860hmy3bNmiXbt2WYPBL774ouHakjRr1iw9+OCDDq3I5ypms1ktW7bUhAkT9PvvvysxMVHHjh3Tzp079eeff+qvv/5SYmKiNm7cqF69ehnmnjt3Tj169Mh2q+6sjBw50roi5LVfy5Yt09dff60XXnjBZtvVtLQ0DRw40KGA1tq1axUdHW0T0mvSpInmz5+vhIQEHT16VJs2bdLevXuVlJSkDRs2aMiQIfL19bWOt1gseuWVVzR06FCnv7/cKFSokNq3b69JkyZpw4YNSk5O1pEjR7R9+3atX79e//zzj5KSkrRq1Sq1b9/eMDc2NtbpFV5XrFhhWNH1ySefdMn34UpPPPGE9evly5dbn1UAAAAAgLxBUA9AvpfVtrcmk9S2BtveAgAAAEB+06FDB2swZeTIkapXr568vIxvQxUrVkyDBw/Wtm3bVKFCBcOxoUOH2l0Zz57ffvtNw4cPN/SVK1dOMTExmjt3rqKjo2U2mw3HfX191bFjRy1atEiLFy9WaGio9Vh6erp69+6tPXv2OPMt58q5c+fUu3dvwwpskyZN0h9//KF7771XAQEBNnNCQkJ033336bPPPtOxY8dUqFAhmzFpaWkaN26cTp8+rZ49e6pDhw46fPjwDes5c+aMevfurXbt2ik2NlaTJ0/OVXDN3TZv3qxHH33UEMoKDAzU3LlztWnTJj3xxBNZropVtWpVjRo1Sps3b9bChQtzvfrV3r179corr1jb1399M9m/f7/efvttQ98zzzyjxYsX6/bbbzf0BwYGaujQoYqJiVFgYKC1//PPP9fmzZsdul5KSoq6deumU6dOWftMJpNeeeUVbdmyRY8//rhNqFeSatasqVdffVW7du1S69atDccWLlyoCRMmOHT93Lr77rt18uRJ/fbbb3rhhRfUtGlTFStWzGacl5eXGjRooLlz52rOnDmGY//++69mz57t9LWvrbh6/a+2bdvqgQce0IQJE7R7925NnDhRJpPJOic9PV1DhgzJNsh48uRJ3Xfffbp48aK1r1ChQpoxY4Z+//139ezZ0+6zqWHDhpoyZYq2bdumunXrGo5NnTpVn332mdPfY048+uijOn36tJYuXarhw4erYcOGdkPN3t7eatGihZYuXWqz4t/q1av1888/O3zNqVOnWr+OjIx0ervfvNCtWzfDa+n6mgEAAAAA7kdQD0C+92sWQb165YJVoljutyEBAAAAALhGWFiY1q1bpyVLlujOO+90aE7ZsmW1cOFCQ5DvwIED1q35snMt4GaxWKx9ERERWrVqlZo1a+bQ9Tt16qRly5YZAkYpKSnq2bOnzfa47jJ8+HBDQGnixIkaPny4IViTncDAQLtjvb29tXDhQusWkj/99JNq1qypqVOnKiMjw+655s+fr+rVq2vu3LmS/gsBLVq0SGFhYc5+W3niwoUL6tGjh+FelShRQjExMerVq5fDv4fSfwGWnTt3OrwlaGYWi0WPPfaYdVW0Ll266N57783RuTzt7bffNoS4oqKi9M4772Q7p169enr33XcNfc8//7xD13v22WdtwrEffvihXnrpJYe2ky5TpoyWLl1qs/3yhAkTtH79eodqyI0yZcrYDRJmp0+fPnrwwQcNfe5YzdPLy0sjR47UmDFjDP179uzJNoTWr18/w3PJx8dHCxYs0IABAxx6XdWoUUMrV65UrVq1DP1PP/20Dh486OR34byKFSvarLR4I2PHjtVdd91l6HP0nhw6dMiwAuXDDz9sE1DPD3x9fdWjRw9r+8svv7TZQhoAAAAA4D7571+KAHCd+PMp2nE00e6xu9n2FgAAAADylfDwcDVq1MjpeXXq1NHdd99t6Fu2bNkN573wwguKj4+3ts1msxYvXqyKFSs6df169epp3rx5hr5t27ZpypQpTp0nJ3bs2GFYWeuOO+6wWSEwNxo0aKC1a9fqq6++UmRkpJKTkzV06FDddddd+uuvv6zj4uLidM8996hXr146c+aMQkJCrFvGtmvXzmX1uNrLL79sCP14eXnp+++/V506dXJ0Pl9fX82aNeuGoTR7PvjgA61du1aSVLRoUb3//vs5qiE/WLx4saE9evRom5Up7endu7fKli1rba9YsUKxsbHZztmwYYOmT59u6BsyZIhhi05HFCpUSIsWLVJkZKS1Ly0tTY899pghzJufZN4Cd/fu3W671vPPP6+goCBDX1bb33799dc2Ib6JEyeqY8eOTl0zODhYP/30k2F1waSkJD311FNOnScvPfzww4a2o/fkiy++MASg83NIt1u3btavr1y54pHt3gEAAADgVkVQD0C+ltVqepLUjqAeAAAAABQYTZs2NbRvtEXr2bNnbbZQHDx4sKKionJ0/Y4dO6pr166Gvvfee8+wHa07zJw509B+6aWX3LIKU48ePbRnzx5NmDBBAQEB2rhxo7p06WI9/uijj+qXX36Rj4+Phg4dqv3792vw4MEOrWbmKefPn9fHH39s6LsWQswtZ0M2hw8fNqwe9/rrr6tMmTK5rsMT9u7dqxMn/vd+jNlsVocOHRyaazab1b59e0PfwoULs52TORRZunRpvfrqqw5WaxQQEGCzlec///zjUPDXEypVqmRonzlzxm3XKlKkiFq2bGnouz6se73M96RevXp6+umnc3Td0qVL22wB/csvv7g1lJgbOb0nX3zxhfXr0qVL5/jPomtSU1O1evVqzZkzRxMnTtTkyZM1d+5crV+/PssVUR3VokULwyqy19cOAAAAAHAvgnoA8rVlWQT1qpcqpnIh/nlcDQAAAADAXYKDgw3txET7q6tfM3PmTKWkpFjbPj4+eumll3JVQ+YwydGjR9260lBKSoohIBEaGurW1ev8/Pz0wgsv6N9//1W/fv0M21daLBZ17NhRf//9t959912blbfyoxkzZig5Odna9vX1dXirVVcbOHCgtZY777xTgwYN8kgdrpA5JFu5cmX5+zv+Hkzt2rUN7cyr813vyJEjNkG+UaNGOb1l6fW6dOmievXqGfryYnXMnLh8+bKh7e7XXebVRu2F0P78809t3LjR0Ddu3DiHVlTMyuDBg1WiRAlr22Kx2AQq84uc3JNDhw7p77//trYzByKdERsbq0ceeUShoaFq0aKF+vXrp9GjR2vEiBHq3bu37rrrLoWHh+uZZ57JcbDT29tbTZo0sbbXrFmjCxcu5LhmAAAAAIDjCOoByLfOJl/Rxthzdo+1qxmex9UAAAAAANzp+i1sJSkkJCTb8d99952h3alTJ4WGhuaqhttvv90m4JP5Oq70xx9/6Pz589Z206ZN82QFO5PJZAjpXePl5WW3P7/KHPDq1q1brn8GcuLzzz/XL7/8Ium/wOjMmTPdsipiXjl79qyhXbx4cafmZ37tbt++PcuxP/zwg2HVSl9fX5utR3Oib9++hvby5cvzZRBpw4YNhnZuV2G7ER8fH0Pb3oqhmZ954eHhNqskOsvb29tmm98brbToKTm5J5lXbGzevHmOrj1lyhRVq1ZN8+bNU1JSUpbjzpw5o/fee0+VKlXK8e/j9TWmpaVpxYoVOToPAAAAAMA5N+87RgAKvJW7TynDYv/Y3bex7S0AAAAAFCRr1qwxtKtUqZLl2OTkZO3YscPQd99997mkjsznWbdunUvOa8+mTZsM7etXItu3b5/GjBmjqKgohYWFyc/PT2XLllWzZs306quv6t9//3X6eleuXNEbb7yhKlWqaPbs2bJY/vePbpPJpMWLF6tmzZoaPnz4DVc09LSLFy9q69athr7rt/LNK6dOndKwYcOs7REjRuj222/P8zpcKXPIMD093an5V69eNbQvXLhgE8S9Zu3atYZ28+bNbxjSdUTm13FGRobWr1+f6/O6UkpKis0Ws3369HHrNY8dO2Zo2/u9znxPOnfu7JIAceZ7cvr06Rw9x9zp1KlTNtuRO3JPMv/5Vb9+faev/dJLL2nYsGFKTU019AcFBal27dq67bbbFBAQYDh24cIFPfDAA/r000+dvl7mAOLvv//u9DkAAAAAAM5z/0d0ASCHfsli29vIEH9VDc/5FigAAADAzciSlqarJ056uowCz6dkuEx5sKIZjA4cOKDVq1cb+rJbwWnDhg02K0G5aiWqzOc5fvy4YmNjVaFCBZec/3qZg3oVK1bU1atXNW7cOL311lvKyMgwHD969KiOHj2qNWvWaPz48erfv78mTZrk0DahCxYs0KhRoxQbGytJatiwoV544QVruG327Nn66quvtGzZMr3zzjuaO3euXnnlFT3++OO52vLSXdavX2/zM5CTcExuPfXUUzp37r/dACpXrqyxY8fmeQ2ulnkFvVOnTjk139743bt3q3Tp0jb9mYOwrnodR0REqGTJkjpx4n/vLa1bt05t27Z1yflzKz4+Xo888oghqNaiRQv16NHDbde0WCw2YazMz7WUlBSbAKyr7kmdOnVkNpsNwc9169ZlG8rOS3v27FGPHj2sr2fpv5DenXfeecO5W7ZssX5tNptVvXp1p679448/asKECYa+2267TZMmTVJ0dLT1GZyamqoffvhBw4cP15EjRyT9F6R94oknFBUVpVq1ajl8zcyB4s2bNztVMwAAAAAgZ3jnGUC+lHwlTWv3nbF77O6aJW+qrXgAAAAAV7h64qQOREd7uowCr9KKFfItYxsmudkdPHgwx9vaHT9+3MXV2Hr++ecNq7vVqFFDDRo0yHL8nj17DO0iRYq4LOxRt25dm77du3e7Jai3f/9+Q9vf31+dO3e2bqOanfT0dM2cOVMbN27UTz/9pFKlStkdt3XrVg0bNswa0ClSpIgmTJigZ555RocPH7aOK1++vH755RfNmzdPw4YN0+nTp/Xkk0/qww8/1DvvvKPofPb8yfwzEBAQoMqVK+dpDT/88IO+/fZba3vGjBny8/Nz2/UuX76c49dx5hUos1OxYkVDOy4uTqdPn1ZYWJhD8+0Ffk6etA2aX7x4UUePHjX02Xv95VTdunX1888/W9u7d+922blvJC0tTTExMYa+5ORkHT16VGvXrtXixYuVkpJiPXbnnXdq4cKFbn2/65tvvlFcXJyhr1WrVob2wYMHbVZEdNU98ff3V5UqVQz3IS/vSXJysmFVRYvFouTkZMXGxiomJkY///yzIfzbuXNnzZgx44bnvXLlivbu3WttR0ZGqlChQg7XdenSJT3++OOGvjZt2ujHH3+0OY+vr6+6d++u6OhoNW/eXH/99Zek/wJ8ffr00bZt2xy+blhYmIoXL24NJjrzjAAAAAAA5BxBPQD50qo9p5SanmH3WNuabHsLAAAAAM6YO3eu5s6d6+ky7Prmm28MYSdJev3117MNrFy/4pEkhYeHuyzgEhYWJi8vL8Nqdpmv5yrnz583tF9//XXDalbNmzfXvffeqwoVKujKlSv6559/NH/+fO3bt886Zvv27erWrZvWrl1rsz1lWlqaOnfubN129J577tFHH32kyMjILGvq1auX7r77bg0bNkzz5s3TX3/9pc6dO+vQoUMOB7XyQuZ7EhYWlqcf6ktMTNSgQYOs7T59+tiEnlzt5MmTatOmjVuvIf0X1IuIiDBsk/r111/rqaeeuuHc5ORkLVmyxG5/ZvZeV1kFTnOiZEnj+0fueh3bk5yc7NC9Cg8P1/DhwzV06FD5+Pi4rZ4NGzZo4MCBhr5ixYrZbBedF/fk+nBeXt6T/fv3O3RPKlSooDFjxqh///4OPVMOHz5s+POiTJkyTtU1b948Q5A1IiJCCxYsyDbsFxwcrMWLF6tGjRrWwOf27du1cuVKtW7d2uFrR0REWO9BcnKyzp4965KtpwEAAAAAWfPydAEAYM+yLLa9LVG0kOqWDcrbYgAAAAAAbrF3716blYTuvfdem/BIZpnDHYGBgS6ryWQyqVixYtlez1UyB/WuhfT8/Py0YMECxcTE6JlnnlGnTp10//33a9y4cfrnn380fPhww7wNGzbo9ddftzm/t7e3xo8fr7CwMM2fP18//fRTtiG9a0JDQzV37lwtW7ZMFSpU0LPPPpuvQnqS7T0JCgrK0+sPHz7cGmQLCwvT5MmT8/T67ta1a1dD+80337T5ebXnjTfe0IULF2z6HQ3qufK1nPlceRkKc0R4eLheeOEFPf744y4P6VksFiUkJGj16tV68skn1axZMyUmJhrGjB492mab41v9nlSqVEljx47Vww8/7HDw99oWtNc4G2ycNWuWoT1+/HibP4PsKV++vIYMGWLomzlzplPXzlxr5u8FAAAAAOB6BPUA5DuXr6Zr1Z5Tdo+1q1lSXl5sewsAAAAAN7tz586pU6dOhlBPmTJlHAoaJCUlGdpFihRxaW2Zz5f5eq5iL7wk/bcC4n333Wf3mI+PjyZNmqT+/fsb+qdMmaKLFy/ajO/Xr5/27Nmjnj17Ol1f27Zt9ffff2vMmDFOz3U3d/8MZGflypX65JNPrO133nmnwK1CNWzYMHl5/e+t4/j4eN133312f8aumTt3rt566y27x67f5vUae68rV97HvHod59TJkyf1zDPPqFy5cpo8ebJh+29n9OvXTyaTyfDLy8tLxYsXV4sWLTR9+nSlpqYa5tx///167rnnbM51q9+TAwcOqF+/foqMjNS8efMcmpM5ABkQEODw9ZKTkw2rqPr7++vBBx90eP6jjz5qaK9Zs8bhuZJtrZm/FwAAAACA6xHUA5Dv/HHgjC6mpts91o5tbwEAAADAaePGjZPFYsnRrz59+ri8npSUFHXu3NmwhWuRIkW0cOFChwJPRYsWNbSzCw/lRObzZb6eq/j5+dn0tWvXTvfff/8N577zzjuGVZcSEhJsthCWZA3s5JS/v7/8/f1zPN9d3P0zkJVLly4ZVoFs27atevXqlSfXjoyMzPHreNWqVU5dq3LlyjZBrt9++001a9bU9OnTFRcXp9TUVCUkJGjlypV64IEH1Lt3b6Wnp8tkMtmsnGYvvGTvdeXK+5hXr2N7goKCDL//6enpOnfunLZu3app06bp9ttvt45NSkrSiBEj1KdPH8MWqu7g7e2tl19+WV9++aUhiHlNQb4nderUMdyTtLQ0nT17Vn/++afeeOMNVaxY0Tr29OnTeuSRR/Tiiy/e8LyXLl0ytAsXLuxwTZs3b1Z6+v/eA23QoIFTQb//+7//U9myZa3t48eP69ChQw7Pz/xsz6vnKAAAAADcygjqAch3fvnb/ra3gYV9dEfFnP/nAgAAAADA89LS0vTAAw9o3bp11j5fX18tXLhQDRo0cOgcmYNnrlwFyGKx2GzdmZugW3bsBTIybwWclWLFitmsvLR69WqX1HUzcOfPQHZeeOEFxcbGSvov5PLRRx/lyXU94ZVXXlGnTp0MfYcOHdKTTz6pChUqqFChQipevLiio6MNIdHx48ercuXKhnn2tia297py5X3MfC53vY4d4eXlpeDgYNWtW1dPP/20duzYoUmTJhm2V507d65btlD28fFRvXr1NHbsWB08eFDjxo2Tt7e33bG30j0xm80qXry47rzzTj333HPavXu3nn32WcOY1157TQsWLHDqvM6sjJg5VFerVi2nriVJtWvXNrQPHz7s8NycruIIAAAAAMg5+/8iBwAPSUvP0PJdJ+0ea129hHzM5IsBAABwa/IpGa5KK1Z4uowCz6dkuKdLKNCurdC3ZMkSa5/ZbNb8+fPVtm1bh8+TOdxx6tQpWSwWQ+glp06fPm2zqpU7g3qnTp0y9DVv3tzh+c2bNzdsFbx582aX1ZbfZb4np0+fdvs1N2zYoGnTplnb48aNM6zCVdCYzWYtWrRII0eO1LRp0wwrf9nj4+Oj8ePH6/nnn9f8+fMNxxwN6p04Yf/DmzmR+VyeDIVlZjKZNHz4cKWlpRlWLhw/frwee+wxBQcHO3yukSNH2jw/vby8FBAQoMDAQEVGRtpdvdOerO7J9au25UZ+vie+vr6aPHmyLl26pOnTp1v7hw8frm7duslsNtudl3lVusuXLzt8zYSEBEM7NDTUiYrtz8l8zuxk3pI6L7cQBwAAAIBbFUE9APnKprgEJVy6avfY3Wx7CwAAgFuYydtbvmVKe7oMIFcGDRqkL774wto2mUyaOXOmQ1u9Xq9q1aqGdnJysvbt26cqVarkusZt27bZ9FWvXj3X57UnPDxcBw8etLaDg4OdCmpk/n3IHPq7kfLly9+0KypVq1bN0E5KStL+/fttVnJzpdGjR1tDnLVr17ZZfasgMpvNeueddzRgwABNmjRJP//8s44dO2YYU6RIEd13330aNmyY6tSpI0k6e/asYYy9+1KkSBGVLl1a8fHx1r5t27ape/fuLqk982vZXa/j3Bg+fLhmzpxpfQ5cvHhRCxYscHhlTUmqUaOGoqOjXVJPxYoV5ePjo6tX//fe3LZt2xxe7TQ7ly5d0r///mvoy4/35M0339T8+fOVlJQk6b8V6n777Te1adPG7vjMIdRr8xyRnJxsaOckKJd5Tm6un3nLagAAAACA67E0FYB8Zdk/9j85XdjHrGZVwvK4GgAAAACAq4waNcqwSpEkvfPOO3r00UedPtedd95ps7qRq1aT27Jli6FdqlQpVahQwSXnzixzSKVYsWJOzc883pmVlG52d955p832ne5eUfD8+fPWr3fs2CEfHx+ZTKZsf9n72ck85vvvv3dr3a5QrVo1zZo1S/Hx8Tpy5Ii2bNmiNWvWaP/+/Tp37pw+++wza0jv9OnTOnPmjHVukSJFsgxkNWnSxNB21T08duyYzeptjRs3dsm5Xcnb21udO3c29P3xxx8eqkYqXLiw6tWrZ+hz1T3Zvn27zaqM+fGeBAYGqnXr1oa+7O5J5tUGjx8/7vC1Mm9/fvHiRYfnZjWnaNGiDs/NHLotV66c09cHAAAAADiHoB6AfMNisWQZ1GtRNUx+Pva3mAAAAAAA5G+vvvqq3n77bUPf+PHjNXTo0BydLyAgQLVr1zb0fffddzktL9vzuDNIUqNGDUP7ypUrTs3PvMVi5i0YC7IiRYrYBIoWL17soWpuLWXKlFG9evXUpEkTVapUSb6+vobjf/31l6Fdp06dLLcNzfz6Wr16tc1qfDmR+XXs5eWlO++8M9fndYdKlSoZ2q7c/jcnMt+TxYsXKy0tLdfnzXxPwsLCXLIKqjs4c0/Kli0rL6///TfL0aNHHb5O5i2Oc/Kzf30o1t45s3N9UK9o0aL5aitiAAAAACioCOoByDd2Hk3U8cTLdo+1Y9tbAAAAALgpTZkyRWPHjjX0DR8+3KbPWffdd5+h/eOPP9oEFpz1999/a+vWrYa+e++9N1fnzE7moNm5c+ecCsRk3uo2JCTEJXXdLLp162ZoL1y40CUhL+TO0qVLDe177rkny7FdunQxhPhSU1M1f/78XNcwZ84cQzs6OtrpFSs9xcfHx6PXz/xsPXnypH766adcnTMtLc3mvmZ+/eZn2d2TQoUKGbYhP3z4sE2IOiuRkZGG9o4dO5yuLfOczOfMyqlTpwyrsNaqVcvpawMAAAAAnOd94yEAkDeyWk3Px2xSy2ol8rgaAAAAAEBuzZo1S88++6yhb8CAAZo0aVKuzz1gwAC9+uqr1kDE1atXNWHCBE2ZMiXH58wcHixdurS6d++emzKz1bRpUwUHB1vDEqmpqfrrr79Ut25dh+Zn3qb3+rDIrWDgwIF67bXXlJycLOm/FQnfeustTZw40S3XmzFjhpKSkpyac/LkSfXq1cvQt3z5ckM78+qQN7P09HR9++231rbZbFa/fv2yHF+uXDl169ZNCxYssPa9/fbbevTRR222BXXU4sWLbQK3OV29My8cOnTI0A4PD/dQJf9p1KiRGjRooE2bNln7xo8frw4dOmS5MuKNfPjhhzp58qShb8iQIbmq052cvSdRUVHavXu3pP9eA7t27bIJYttTv359mc1m65bAmzZtUnJyssM/+/v379eRI0es7VKlSjm8fW3mlS/r16/v0DwAAAAAQO6woh6AfOOXLIJ6jSqFKrCwZz9NDAAAAABwzldffaWBAwfKYrFY+x5++GF99NFHLjl/aGioevfubeh7//33bcJrjlqyZIkWLVpk6Hv66afl7e2+z7l6e3urY8eOhj5ntvC9PhAlSS1atHBFWTeN4OBg9e/f39D3zjvvaMOGDbk+t70VxO644w5FR0c79cve1smZx4SFheW63vxi5syZhuBQ+/btFRERke2czGHeo0eP6qWXXsrR9ZOTk/XMM88Y+qpXr6677747R+dzN4vFoiVLlhj68sPKZsOGDTO0t27dqvfffz9H54qPj7e5n3fffbfN1t/5xeXLl7VixQpD343uSdOmTQ1tR/8cCggIUFRUlLV96dIlffPNNw5WKs2ePdvQbt68ucNzM9fYrFkzh+cCAAAAAHKOoB6AfOHgmUs6ePqi3WNsewsAAAAAN5clS5aod+/eysjIsPZ17dpVc+bMkZeX696Oev3111WqVClrOz09XV26dFFsbKxT59m2bZvNqme1a9e2Cau4w4ABAwzt6dOnO7SF788//6zNmzdb22az2WbLylvByy+/rPLly1vb6enp6tq1q81qUY66evWqRowYocGDB7uowlvHgQMHDIEsHx8fvfnmmzecd9ddd+nxxx839E2ZMkUzZ8506vpXrlxRt27dDKuhmc1mffzxxzKZTE6dK698+umn2rNnj6Gvc+fOHqrmfx588EG1a9fO0Ddy5EibbY1vJCEhQe3bt9eFCxesfQEBAXrvvfdcUqc7vP766zp//ry17e/vr+jo6GznZP69+v333x2+3mOPPWZojx071rpKaHYOHTqkqVOnGvoyv46ys3r1auvX3t7eat26tcNzAQAAAAA5R1APQL6wYq/9/4QwmaQ2NTy75QcAAAAAwHExMTHq3r27rl69au1r27atvv76a5evThcSEqLPPvvMEMKJj49Xy5YtHQ5KLFmyRG3btlViYqK1z8/PT/Pnz5evr69L67WnSZMm6tChg7V99uxZ9ezZ07qlrz379++3WUmue/fuqlSpktvqzK+CgoL09ddfy8fnfyvxnzhxQs2bN9eXX35pWNHxRlavXq369etr8uTJTs0rqA4fPqxLly45NHb37t1q3bq1zp49a+0bOXKkw6umTZkyRVWqVDH0Pfnkk3rttdeUlpZ2w/lHjx5Vx44dbVZCGzNmjN1VDV1p9erVmjhxosO/V9d8++23evLJJw193bt3V2RkpCvLyxGTyaQ5c+YoNDTU2nf16lXdf//9+vjjjx16fezevVvR0dHauXOnoX/q1KmqXLmyy2u+3rfffquZM2ca/hy6EYvFomnTpmnChAmG/sGDB6tw4cLZzo2MjFTNmjWt7VWrVjl83YcfftiwtW58fLweeOABpaamZjnn/Pnz6tKli+Fnrm7dumrVqpVD10xLS9O6deus7caNGyswMNDhmgEAAAAAOUdQD0C+8Nves3b760cGK6xooTyuBgAAAACQE3///bc6d+5sCJmVLFlSgwcP1u+//64VK1Y4/Ov6EEF22rRpo7feesvQd+jQIbVo0UKPPPKIVq5cqfT0dMPxq1evaunSpbr33nvVqVMnwwp2ZrNZn376qSF04W4TJ040BEGWL1+uJk2aKCYmxhCISUlJ0Zw5c9SoUSMdP37c2h8WFqZJkyblWb35TcOGDfXxxx8bVmtMSEhQz549dccdd9hsx3q9ffv26Z133lGjRo3UokULm1DRrWzx4sUqV66chg4dqtWrVyslJcVmzF9//aVRo0apTp06hpXs7rrrLqe2r/X399eiRYsM2wBnZGToxRdfVFRUlGbNmqVz587ZzNu1a5deeukl1axZ0yak16VLF40dO9bhGnIqISFBo0ePVunSpdW/f38tWbJEJ0+etDs2KSlJixcvVocOHWzCWMWLF9fkyZPdXq+jSpYsqQULFhieTZcvX9aAAQPUrFkzffnll7p40XZ3jE2bNmno0KGqU6eOtm7dajg2ePBgPfroo26vPT4+XgMHDlS5cuX0zDP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" ] }, "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\n", "t [min] \n", "1.15 -2.7799 0.0014 0.4446 0.1214 0.0914 -0.2127 0.0027 -0.0027 -0.2127 0.0014 -0.0014 -2.7418 0.8261 0.1136\n", "1.43 -2.7184 0.0014 0.4315 0.1326 0.0991 -0.2317 0.0027 -0.0027 -0.2317 0.0014 -0.0014 -2.7134 0.8083 0.1115\n", "1.72 -2.6952 0.0013 0.4253 0.1390 0.1035 -0.2425 0.0027 -0.0027 -0.2425 0.0014 -0.0014 -2.7072 0.8017 0.1109\n", "2.01 -2.6860 0.0013 0.4222 0.1425 0.1058 -0.2483 0.0027 -0.0027 -0.2483 0.0014 -0.0014 -2.7068 0.7992 0.1107\n", "2.29 -2.6822 0.0013 0.4207 0.1444 0.1070 -0.2514 0.0027 -0.0027 -0.2514 0.0014 -0.0014 -2.7075 0.7982 0.1106\n", "2.58 -2.6806 0.0013 0.4200 0.1454 0.1077 -0.2531 0.0027 -0.0027 -0.2531 0.0014 -0.0014 -2.7081 0.7978 0.1106\n", "2.87 -2.6798 0.0013 0.4196 0.1459 0.1080 -0.2539 0.0027 -0.0027 -0.2539 0.0014 -0.0014 -2.7086 0.7976 0.1106\n", "3.15 -2.6795 0.0013 0.4194 0.1462 0.1081 -0.2543 0.0027 -0.0027 -0.2543 0.0014 -0.0014 -2.7088 0.7976 0.1106\n", "3.44 -2.6793 0.0013 0.4192 0.1463 0.1082 -0.2546 0.0027 -0.0027 -0.2546 0.0014 -0.0014 -2.7090 0.7976 0.1106\n", "3.73 -2.6792 0.0013 0.4192 0.1464 0.1083 -0.2547 0.0027 -0.0027 -0.2547 0.0014 -0.0014 -2.7090 0.7975 0.1106\n", "4.01 -2.6792 0.0013 0.4192 0.1465 0.1083 -0.2547 0.0027 -0.0027 -0.2547 0.0014 -0.0014 -2.7091 0.7975 0.1106\n", "4.30 -2.6792 0.0013 0.4191 0.1465 0.1083 -0.2548 0.0027 -0.0027 -0.2548 0.0014 -0.0014 -2.7091 0.7975 0.1106\n", "4.59 -2.6792 0.0013 0.4191 0.1465 0.1083 -0.2548 0.0027 -0.0027 -0.2548 0.0014 -0.0014 -2.7091 0.7975 0.1106\n", "4.87 -2.6792 0.0013 0.4191 0.1465 0.1083 -0.2548 0.0027 -0.0027 -0.2548 0.0014 -0.0014 -2.7091 0.7975 0.1106\n", "5.16 -2.6792 0.0013 0.4191 0.1465 0.1083 -0.2548 0.0027 -0.0027 -0.2548 0.0014 -0.0014 -2.7091 0.7975 0.1106\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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" ] }, "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": [ "

Overview of Species Generation Rates Density at Steady-State.

\n", "\n", "Steady-state taken from times 103.208 s through 309.624 s (rows 6–10); values are effectively constant over that interval. Reported generation rates are in mM/s and represent mean behaviour in the steady regime.\n", "\n", "- Summary of steady-state tendencies (mean generation rates, mM/s)\n", " \n", " - H₂O(a): -2.683 mM/s (consumed)\n", " - H₂O(v): 0.001333 mM/s (produced)\n", " - H₂O·[C₄H₉O]₃PO(o): 0.4206 mM/s (produced)\n", " - HNO₃·[C₄H₉O]₃PO(o): 0.1447 mM/s (produced)\n", " - HNO₃·[[C₄H₉O]₃PO]₂(o): 0.1072 mM/s (produced)\n", " - H⁺(a): -0.2519 mM/s (consumed)\n", " - N₂(a): 0.002695 mM/s (produced)\n", " - N₂(v): -0.002695 mM/s (consumed)\n", " - NO₃⁻(a): -0.2519 mM/s (consumed)\n", " - O₂(a): 0.0014276 mM/s (produced)\n", " - O₂(v): -0.0014276 mM/s (consumed)\n", " - [C₄H₉O]₃PO(o): -2.7085 mM/s (consumed)\n", " - [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0.7976 mM/s (produced)\n", " - [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0.11066 mM/s (produced)\n", "\n", "- Groups of produced species (net positive generation at steady-state)\n", " \n", " - Small-gas species: H₂O(v), N₂(a), O₂(a) — low positive rates (~10⁻³ mM/s)\n", " - Condensed-phase complexes and adducts: H₂O·[C₄H₉O]₃PO(o), HNO₃·[C₄H₉O]₃PO(o), HNO₃·[[C₄H₉O]₃PO]₂(o), [H₂O]₂·[[C₄H₉O]₃PO]₂(o), [H₂O]₆·[[C₄H₉O]₃PO]₃(o) — moderate to large positive rates (0.11–0.80 mM/s), with the largest being [H₂O]₂·[[C₄H₉O]₃PO]₂(o) (~0.798 mM/s)\n", "\n", "- Groups of consumed species (net negative generation at steady-state)\n", " \n", " - Bulk/parent species: [C₄H₉O]₃PO(o) and H₂O(a) — large consumption (~ -2.71 and -2.68 mM/s)\n", " - Ionic and vibrationally excited species: H⁺(a), NO₃⁻(a) (~ -0.252 mM/s each) and N₂(v), O₂(v) (small negative ~ -1–3×10⁻³ mM/s)\n", "\n", "- Key steady-state observations (concise)\n", " \n", " - The dominant consumption is of [C₄H₉O]₃PO(o) and aqueous H₂O(a); concurrently, multiple hydrated/adducted condensed species are formed, indicating net sequestration of the parent organic into hydrated complexes at steady-state.\n", " - H⁺(a) and NO₃⁻(a) have nearly equal negative rates (~ -0.252 mM/s), indicating paired removal of these ionic species at the same rate in steady-state.\n", " - Gas-phase formation (H₂O(v), N₂(a), O₂(a)) is present but at orders of magnitude lower rates than condensed-phase transformations." ], "text/plain": [ "" ] }, "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 = 8111\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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": [ "
" ] }, "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", "Steady-state window used: times 103.208 s → 309.624 s (last five table entries). The following quantifies the Total Mass Generation Rate Density residuals in that window.\n", "\n", "- Number of samples: 5\n", "- Time interval covered: 103.208 s, 154.812 s, 206.416 s, 258.02 s, 309.624 s\n", "- Values (g/L·s): -1.29725e-16, -4.14843e-17, -6.65294e-17, 3.93701e-18, -2.32832e-16\n", "- Mean residual: -9.33e-17 g/L·s\n", "- Median residual: -6.65e-17 g/L·s\n", "- Root-mean-square (RMS): 1.24e-16 g/L·s\n", "- Standard deviation (population): 8.12e-17 g/L·s\n", "- Maximum absolute residual: 2.32832e-16 g/L·s (at 309.624 s)\n", "- Sign / interpretation: small negative mean (bias toward sink) but all values are on the order of 10⁻¹⁶–10⁻¹⁷ g/L·s, i.e., effectively zero within numerical precision; mass balance is satisfied at steady-state to within ~1e-16 g/L·s." ], "text/plain": [ "" ] }, "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 = 5201\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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": [ "[11440] 2025-11-19 23:37:30,898 - cortix - INFO - Launching Module \n", "[13688] 2025-11-19 23:37:32,061 - cortix - INFO - Stg-1::run():time[m]=5.2\n", "[13688] 2025-11-19 23:37:32,422 - cortix - INFO - Stg-1::run():time[m]=6.5\n", "Total mass rate density (mixture volume) residual [g/L-s]= 1.19940e-18\n", "total mass inflow rate [g/min] = 5.118e+02\n", "total mass outflow rate [g/min] = 5.202e+02\n", "\t net total mass flow rate [g/min] = 8.384e+00\n", "[13688] 2025-11-19 23:37:32,777 - cortix - INFO - Stg-1::run():time[m]=7.7 (et[s]=0.7)\n", "[11440] 2025-11-19 23:37:32,962 - cortix - INFO - run()::Elapsed wall clock time [s]: 1326.65\n", "[11440] 2025-11-19 23:37:32,963 - 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", "[11440] 2025-11-19 23:37:32,964 - cortix - INFO - close()::Elapsed wall clock time [s]: 1326.65\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": { "image/png": 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"text/plain": [ "
" ] }, "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": [ "

Overview of the Organic Phase Data at Shut-Down.

\n", "\n", "

Data subset and timeframe

\n", "\n", "- The analysis uses rows from time = 309.624 s through time = 464.436 s (inclusive), i.e., the 154.812 s period after the inflow TBP concentration is set to zero.\n", " \n", "- Key timestamp landmarks in this window: immediate post-shutdown sample at 309.624 s and final sample at 464.436 s.\n", "\n", "

Trends by species (values in g/L)

\n", "\n", "- H₂O·[C₄H₉O]₃PO(o): 11.9203 -> 1.56691; absolute change −10.353 (−86.9%); monotonic decrease after 309.624 s.\n", " \n", "- HNO₃·[C₄H₉O]₃PO(o): 4.78878 -> 0.329669; absolute change −4.45911 (−93.1%); monotonic decrease.\n", " \n", "- HNO₃·[[C₄H₉O]₃PO]₂(o): 6.40608 -> 0.0840815; absolute change −6.3219985 (−98.7%); almost fully depleted by 464.436 s.\n", " \n", "- [C₄H₉O]₃PO(o) (TBP): 219.658 -> 11.2623; absolute change −208.3957 (−94.9%); large, rapid decline following shut-down.\n", " \n", "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 45.3582 -> 1.46324; absolute change −43.89496 (−96.8%); steep, steady fall.\n", " \n", "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 10.0384 -> 0.094421; absolute change −9.943979 (−99.1%); effectively removed by the end of the window.\n", "\n", "

Average rates over the shut-down period (309.624 -> 464.436 s, Δt = 154.812 s)

\n", "\n", "- H₂O·[C₄H₉O]₃PO(o): −0.0669 g·L⁻¹·s⁻¹ (average).\n", " \n", "- HNO₃·[C₄H₉O]₃PO(o): −0.0288 g·L⁻¹·s⁻¹ (average).\n", " \n", "- HNO₃·[[C₄H₉O]₃PO]₂(o): −0.0408 g·L⁻¹·s⁻¹ (average).\n", " \n", "- [C₄H₉O]₃PO(o): −1.3456 g·L⁻¹·s⁻¹ (average).\n", " \n", "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): −0.2835 g·L⁻¹·s⁻¹ (average).\n", " \n", "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): −0.0643 g·L⁻¹·s⁻¹ (average).\n", "\n", "

Notable features and concise interpretation

\n", "\n", "- Pre-shutdown behavior (prior to 309.624 s) shows near steady-state concentrations; the dataset shows a clear transition after 309.624 s consistent with shut-down of TBP inflow.\n", " \n", "- A rapid transient occurs immediately after 309.624 s (notably between 309.624 and 317.365 s): TBP drops sharply (≈ 17.7% drop in ~7.7 s), followed by continued monotonic decline of TBP and all complexes.\n", " \n", "- All organic-phase species are strongly depleted over the 154.8 s window: by 464.436 s TBP and complexes are reduced by ~95% or more (some complexes >98% removed).\n", " \n", "- Relative depletion ranking (largest fractional removal → smallest): HNO₃·[[C₄H₉O]₃PO]₂(o) ≈ [H₂O]₆·[[C₄H₉O]₃PO]₃(o) > [H₂O]₂·[[C₄H₉O]₃PO]₂(o) > HNO₃·[C₄H₉O]₃PO(o) > H₂O·[C₄H₉O]₃PO(o) ≈ [C₄H₉O]₃PO(o) (by absolute magnitude, TBP shows the largest absolute loss).\n", " \n", "- By the end of the record, complexed nitric acid and water species are near zero (substantially lower than initial post-shutdown levels), indicating the organic phase has been largely emptied or stripped of these solutes during the shut-down period." ], "text/plain": [ "" ] }, "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 = 9526\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "image/png": 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4//33tf7/jOmTTz6RPIYaNWqEM2fOYPz48SUm/AEFs+N369YN33zzDcLDw7Ft2zZ0797dVCFTBebh4YGXXnoJn3/+OU6dOoWzZ89i1KhRstfLW7Zsweuvv14OURIRERERacekPyIiIiIiM3Dp0iXMmjVLUt6iRQscPHgQPj4+evXn7OyMX375RXZZ0r1792LVqlUGx0pUGSkUCsybNw/jxo2T7Nu/f7/sh6dEhhg9ejRUKpV6Ozg4GNeuXdO7n/j4eOzZs0dUJnf80tPLzc0NH330ES5dugR/f3/J/qioKAwZMgTZ2dnlEB2R6WVlZWHo0KH45JNPJEs8tmzZEuvXr0d0dDQ2b96Mt956C23bttW6lKyrqyu6dOmCOXPm4MSJEwgNDcW0adMkCUjbtm2Dv78/YmNjTXa7SmP//v0ICAhQbzdp0gRz5swxWv//+9//kJycLCrr27cv3nnnnRLb+vn54dNPPxWV5eTkYPHixUaLrzh5eXmyY3333XclzrQKAIsXL0bTpk1FZUeOHJFd5thUpk6dihs3bkjKFy5ciFWrVsHZ2dmgfp2dnfHll1/i+PHj8Pb2Lm2YWmVlZWHnzp2iMoVCgc2bN6NWrVoG9WlhYYEhQ4ZIrpno6dSmTRv88ssv2Lt3L9zc3CT7t2zZguXLl5dDZERERERE8pj0R0RERERkBiZOnIicnBxRWdWqVXHgwAG4u7sb1KdSqcS6devQp08fyb6ZM2ciJibGoH6JKrOFCxfKfuD/999/l0M0VBl5enriueeeE5UVTcDQ1aZNm5CVlaXebtasGfz8/EodH1U+np6eCAwMxLBhwyT7zp49i6+//rocoiIyrYyMDDz33HP47bffROW1atVCQEAAzp8/j9GjR8PBwcGg/hs2bIhvvvkGt2/fxpAhQ0T7zp49i65duyIuLs7g+E0hMTEREyZMUG8XvlbQluior7y8PNlZy/VJ2vvggw8kiThbtmwpk6Vl//rrL4SFhYnKWrRoITt7uhxra2vMnz9fUr5y5UqjxFeSgwcPYsOGDZLymTNn4uOPPzbKGH5+fggODjbZrHlBQUGSWf46deoEX19fk4xHT68XX3wRZ8+elZ0N+ZNPPsG9e/fKISoiIiIiIimL8g6AiIiIiIiKt3fvXpw+fVpS/u233+q89JI2SqUSP/74I5o1a4b09HR1eUpKCpYuXYovv/yyVP0XysvLw8WLF3H9+nVER0cjMzMT9vb2aNGiBXr16lVi+/z8fJw5cwZ37txBVFQUcnJy4OrqisaNG6N9+/Y6LeNkqOzsbNy+fRshISF49OiRenYSV1dXuLq6onnz5mjUqJHJxtd09epVXLhwAY8ePUJeXh7c3d1Ru3ZtdOnSBfb29mUWhy7S09Nx5swZREVFITY2FklJSbC1tUWVKlXQoEEDNGnSRHYGhYqsevXq6Ny5Mw4dOiQqP3/+PMaPH1+qvm/duoVz587hwYMHyMrKgpubG2rUqIEuXbrAxcWlVH1revDgAUJCQhAeHo6kpCRkZGTAyckJrq6uqFOnDvz8/GBjY2PUMQVBwN27d3H58mX1Yyk3Nxe2trZwcHBArVq14OXlhYYNG8LCwnhvV0RHR+P8+fOIiYnB48ePkZ+fj6pVq8LDwwMdOnSAq6ur0cYylnHjxmHfvn3q7Y0bN2LJkiV63S+aywKbYpa/jIwM3Lx5EyEhIYiNjUVycjIsLCzg4uICd3d3tGrVSqfZj/SVkpKCK1eu4ObNm0hMTERqaiosLS1hZ2cHd3d31K1bFw0aNJD9oFYfGRkZuHbtGm7cuIGEhASkpKRApVLBzs4OLi4uqFu3Lry9vVGzZk0j3bLyo1QqsXbtWly7dg1Xr14V7Vu4cCEmTZpk8AxQhSrCY/H+/fs4c+YM7t27h/T0dLi6usLDwwOdO3eGh4eH0cYpq2OUDJOXl4dhw4bh8OHDovKhQ4di9erVpT7Wi6pVqxa2bduGLVu24I033lBfb4eEhGDgwIEIDAw06XWsPqZOnYqHDx+qt9999120b9/eaP0fPnwYjx49EpX5+fnplbBlbW2NMWPG4KuvvlKXZWZmYteuXRgzZoyxQpW1detWSdnEiRP16qN///6oXr266H7Ys2cP0tPTYWdnV+oYi/PRRx9Jylq2bInPPvvMqOO4urpi7NixRu2zkFyiVZs2bUwyVmklJSXh1KlTuHXrFpKSkuDg4ICqVavC19cXjRs3Lu/wSAdeXl7YunUr+vbti7y8PHV5ZmYm5syZg59//rlU/UdERODixYuIiYlBTEwMbGxsULVqVdSoUQMdOnSAra1taW9CpZCRkYFTp04hJCQECQkJsLW1RdWqVdGsWTO0bNlSdilmIiIioqeKQEREREREFVrPnj0FAKKf7t27G3WMefPmScZwcnIS0tLSim136NAhSbtDhw6p99+7d094++23BRcXF0k9XW5HbGysMG3aNKF69eqy7QEIDg4OwoQJE4SwsDCd4yrJhQsXhLlz5wrdunUTrK2ttY5d+FO1alVh7NixwvXr13Ueo6iwsDBJnwEBAer9mZmZwvLlywUvLy+tMVhZWQmDBg0yKIbS3l9FZWRkCN99953QrVs3wcrKqtj7TaFQCC1bthRmzZol3Lx506Dx9NG9e3dJDEWPG129/fbbkn6GDBmitb5m3blz56r35eXlCevWrROaNWum9X5SqVRCr169hJMnTxpwqwvExMQIq1evFoYOHSp4eHiUeExbWVkJ3bp1E7Zt2ybk5eUZPK4gCEJoaKgwdepUncYFINjZ2Qldu3YVFi5cKISGhho0Znx8vDBv3jyhdevWgkKh0DqWUqkU2rZtK6xatUrIzs4u1e00xOjRoyUx3b9/X8jOzhaqVq0qKt+1a5fO/Z47d07U1tLSUnj8+LEgCIKgUqkMfj7Jz88Xjh07JsyYMUNo166dYGFhUeL/s1atWsK0adOEe/fu6XnviOXm5grr168X/P39BaVSqdOxVK9ePeG1114Tdu3aJWRkZOg81s6dO4UXX3xRsLS01GmcGjVqCEOGDBE2btwoJCUllep26sJY5zI5Z8+elb2NX331lUH9ldVjsW7duqL+Ro8eLdq/c+dOoUOHDsU+H7Vr107Yv3+/QbdTEMrmGC3pdhaSe17X96du3brq/m7duiX5/2kbWx8DBgyQPPdER0eXut+SzJgxQ3J7ly1bZvJxg4ODJef2KVOmmHxcXezZs0cUV/369YX09HT1frnnK32vFT/44ANJH0uXLtU71pMnT0r6GTp0qN796CM/P1+oVq2aZNxHjx7p3dfEiRMl/ZTm3KOLY8eOyT7Ojx49atJxjW3RokWS2zBr1qwyjUHzsVD0XCkIBa8jBw8eXOw1RN26dYXvvvtO7+c7Y75m0/X5ZO7cuaV+PjHG80Vx5F5LG/P9knfeeUfSv5WVlRAVFaV3XwkJCcLs2bOFJk2aFHuf2djYCH379hV27typV//Dhw8X9dOgQQOd254+fVo2lk2bNuncR79+/URt/fz8tNaVO7aKun37tjBmzBjBzs5O6/3k4eEhzJ8/X0hNTdU5RiIiIqLKhkl/REREREQVWHh4uOyH5Fu3bjXqOA8ePJAkggAQfv7552LbFffBw08//VTsG7QlvRm/detWwc3NTecPE+zt7YX169eXGFdxbty4ITRs2NDgDzQUCoXwxhtvCJmZmbre9YIgFJ/0d+3aNaFx48Y6x6BSqYSVK1fqNb6xPkBauXKl4OnpafB9t2PHDr3H1IexEmU+/vhjST99+vTRWl+zbmHSX2RkpNCxY0e97qePP/5Y73iHDx+uU3KWth8fHx/h6tWreo+bn58vzJ49u8Tkz+J+PDw89BozNzdXWLx4sVClShW9x6pXr55w+PBhvW9naWhL+hMEQZg+fbqo/KWXXtK5X83E1Jdfflm9z9Ckv8OHDwu1a9c2+H9pYWEhzJ4926Ak0kuXLgktWrQweGwAOp0X7927J3Tr1q1U48ycOVPv26cvUyb9CYIg+Pv7S/pv3bq1Xn2U9WNRW/JCYmKi8NJLL+k1/ujRo4WcnBy9xi+rY7S8kv4EQRCee+450X5bW1shPj5er/upqPv370vOR8OHDze4P1399ddfomtrhUIhrF692uTjFjp37pzg6OgoGv/YsWNlNr6cuLg40RdsFAqF5DFojKS/9u3bS/o4fvy43vFmZ2cLtra2on48PT317kcfN27ckMSuTzJNURs3bpT0ZerEtfHjx0vGbN68uUnHNIXly5dLbseIESPKNAZtSX+F171yr6m1/bRu3VqvRGcm/ckzddLf3bt3Zf+v3377rV79/O9//9P6Zcjifjp27ChcvnxZpzF++uknSXtdv3izcOFC2fHHjh2rU/vs7GzB3t5e53NbcUl/K1asEGxsbHS+j7y8vMrkS4REREREFZESRERERERUYf3xxx8QBEFU5ubmhkGDBhl1nBo1auD555+XHd8Qy5YtEy1hpq8ff/wRw4cPR1xcnM5t0tLSMGbMGKxatcqgMQHg0aNHuHnzpsHtBUHATz/9hG7duqmXAS6NM2fOoGPHjggJCdG5TV5eHiZPnow1a9aUenxdZWZmYtSoUZg8eTKioqIM6kMQBKSkpBg5MtNISkqSlFWpUkWvPu7evYv27dvj5MmTerVbtGgRZs+erVebEydOIDc3V682Rd24cQMdOnRAYGCgXu1Gjx6NBQsWIDs72+Cx9ZGSkoL+/ftj1qxZSExM1Lt9WFgY+vTpI1kWt7xoLsf7559/Ijo6usR2WVlZ2Lx5c7F9GSIsLAz37983uH1ubi4WLFiAAQMG6HU8njt3Dt27d8fly5cNHlsX4eHh6NKlC44ePWrScczBtGnTJGUXLlzAgwcPdGpfUR6LcXFx6NKlC37//Xe92m3YsEGvZULL6hgtb1OmTBFtZ2RkYP369Qb3t3r1atFyiQAwefJkg/vTRUZGBiZNmiS6tp4zZw4mTJhg0nGL8vX1xZYtW9TbgiDgjTfeKNXzdGm98847ouVmJ02ahO7duxt1jLy8PFy6dElUZmlpibZt2+rdl6WlJfz8/ERlUVFRBl+D6uLcuXOSso4dOxrUV6dOnXTq31gEQZB9Tafv0sQVQfXq1SVlf/31V7m/hsjPz8drr72GBQsWSM5rxblw4QK6deuG1NRUE0ZHpVWvXj289NJLknJd3yvJy8vDxIkTMXXqVCQkJOg9/smTJ9GlSxccPHiwxLq9e/eWlOn6Gk5bPV3bnzx5EmlpaSXGU5KPP/4YU6ZMQWZmps5tCq/jdb1WJSIiIqpMLMo7ACIiIiIi0u7w4cOSsp49e8LKysroYz333HOSD8YPHTqkdz///PMPlixZot62traGv78/evTogerVq8PCwgKRkZE4ffq07Accu3btwuTJkyXJjiqVCl27dkXfvn1Rs2ZNqFQqPHz4EIcOHcK///6rTiyaMmUKFixYoHfcclxcXODn5wcfHx94e3vDyckJDg4OyMjIQGxsLK5du4Z//vkHERERonbBwcGYMGECfv31V4PHjoyMxIcffqhOHrSwsECPHj3g7++PmjVrwsbGBlFRUTh06BD27dsn+YDpvffeQ58+feDl5WVwDLrIycnBs88+K5soo1Qq0aZNG/Tq1Qt16tSBm5sbMjMzERcXhytXruD06dO4fv26SeMzhWvXrknKqlatqnP7lJQU9OvXT/2hhEKhQKdOndC7d2/UqVMHDg4OiImJwfHjx7Fr1y7JBx5LlizBSy+9hPbt2+sdu0qlgq+vL5o2bYrGjRvDzc0NTk5OEAQBycnJuHXrFk6dOoXjx48jPz9f3S41NRWvvvoqLly4gNq1a5c4zoYNG/DLL79IyqtWrYpnn30WzZs3R40aNWBra4uMjAykpKQgLCwM165dw8mTJ/X+QCw9PR09evTA+fPnJfu8vb3h7++PFi1awNXVFRYWFoiNjcWZM2ewf/9+xMTEqOvm5OTgjTfegIeHB1544QW9YjC2Zs2awc/PD2fOnAFQkDT3888/48MPPyy23a5du0T3X40aNfDcc88ZPb7q1aujTZs28PHxgZeXF5ycnGBnZ4e0tDQ8fvwYV65cwV9//YXHjx+L2v3xxx/4+OOP8cUXX5Q4RlZWFkaNGiVJHFMoFOjYsSO6dOmiPjerVCokJycjLi4O169fx6VLl3Dp0iXJc4k248aNk01qbNWqFXr06IGGDRuiSpUqsLS0REpKChISEhASEoLLly/j7Nmzen3IX9H5+/tDqVSKzgFAwYe5r7zySrFtK8pjMTc3FwMHDsTVq1fVZa1bt8azzz6LZ555BlWqVEF8fDxOnz6NnTt3SpK5N23ahIEDB5Z4e8vyGNWHg4MDWrZsqd7WTLby8PCQTZ4pqkaNGqLtfv36wdvbG3fu3FGX/fjjj5g+fbre8eXm5uKnn34SlTVt2hRdu3bVuy99fPHFFwgPD1dv9+vXD/PmzSuxXUJCAjZv3ow9e/YgNDQU0dHRcHJyQo0aNdCuXTuMGjUKXbt2hUKh0CmOF154ARMmTFB/QSMkJAS//fYbhg0bZsjNKpXdu3eLEsXr1KmDpUuXGn2c8PBwyfVM7dq1DX5N4+3tLbn2DA0Nhaenp8ExFkfuCzj169c3qK86derAwsJClOgZGhpqcGwluX79uuyXBnr27GmyMU1FLmEyPj4eEyZMwC+//AJLS8tyiAr45JNPsGnTJvV27dq18cILL6B58+Zwd3dHamoqbty4gd9++w1hYWGitqGhofjoo4+wYsWKsg5bJ9WrV1c/n6SmpoqeA4CCx6KDg0OxfdSpU8dk8ZWVXr16Yffu3aKyU6dOQRCEEs/9b775puwXGWxsbPDcc8+ha9eu8PT0REZGBsLDw7Fnzx7JFwmSk5PRr18/HDx4EJ07d9Y6Vt26dVG/fn3cvn1bXRYYGFjiF4AyMjJw4sQJ2X33799HaGgoGjVqVGwfmsmBtra2xcYq58cff8TixYvV21WrVkW/fv3g5+eHqlWrIjMzE7dv38auXbskr8kfP36MiRMnGvzFVSIiIiKzVU4zDBIRERERkQ7q1asnWbrkiy++MMlYp0+fll0qpXCpSTlySwwVXfpm8ODBQkREhNb2GRkZou2YmBihWrVqkj79/PyES5cuae3n7t27Qu/evdX1NZf8go5LHx06dEioXr268NFHHwmnT5/WaRnK/Px8Yd++fUKDBg0kY27fvr3E9oIgvyRR0eVs+vXrV+xyNZcuXRK8vLwkfUycOFGn8UuzVJTmMqKFPy+//LIQEhJSYvtbt24Jn332meDh4aFe0thUjLEk5qNHj2SXq12zZo3WNsX9b9u3by+cO3dOa9uwsDDB19dX0sezzz6rc8wNGjQQXn75ZWHnzp1CYmKiTm3Cw8OF4cOHS8Z94YUXdGpfv359yXnhiy++0Gnp69zcXOHYsWPCm2++KXh7e+s0ntyyg02aNBH++ecfIT8/X2u79PR0YfHixYKlpaWorYuLS7HnPmMpbnlfQShYMrvoPh8fnxL77NOnj6jNRx99JNpv6PK+AQEBwjPPPCMsWLCg2PNxUbm5ucLGjRtFy0YCBUtHBgcHl9j+l19+kdw/vr6+Oi83HRUVJfz4449C69ati106NSgoSDLOM888o/OSm/Hx8cKmTZuEbt26Se5vUzD18r6CIAjNmjWTjKHL8pPl9VjUXKaw6Hm2YcOGwr///qu17ePHj4Vnn31WEnfjxo1LHLesjlFtt1PXJRM1YyxcZl5fX375paSv4u5bbXbs2CHpZ8WKFQbFpKvk5GTRctMODg7FXqMWCggIENzd3WWvdYr++Pn5qf/vmksW6hJPhw4djHp7dREbGyt4eHiIYv3rr79k65Z2ed/AwEBJe39/f4Njl1sWcu3atQb3V5JRo0ZJxtuwYYPB/Wk+llUqlZCdnW3EiP/z888/S2J3cnIq9pxckbVt21b2Mdi8eXNh69atQlZWlknH13wsWFlZqZcMd3R0FFavXi3k5ubKts3KyhJmzpwpiV2lUgmRkZEljl0ey/uaanxjMvXyvoIgCGfPnpU97kJDQ4ttt3XrVtl2AwYMEB48eKC13e+//y7UrFlT0s7Ly6vE13OTJk0StfHw8Cjx8f7333+L2hQe0/o8R3fq1EnUpk+fPsXWlzuPF16/WVpaCosXL5a8X1QoPz9f+PbbbwWlUinp4+TJkyXGSkRERFSZMOmPiIiIiKiCysrKkrzZCkA4ePCgScbLzMyUfNgOQAgMDNTaRu6N/8KfqVOn6h2D5hvUAISuXbsKaWlpJbbNyckRXn75Za3x6PKBRFpampCTk6N33IJQkPTRunVr0ZgdO3bUqa3cBxWFP2+++aZOyYe3b9+WJDs6OTnpdN8Z+gHOn3/+KWmnUCiEL7/8UpebLZKRkSFERUXp3U4fxkiUeeONN2T/T8UlDmj737744otaP8goKi4uTvKhvFKpFO7du6dTzLom+smZN2+e5P9bUjLn1atXJbd13rx5Bo2vy/H766+/SsYbOHCgXh/6/v3335Lz3+TJkw2KWR8lJf0lJiZKHtcnTpzQ2t+9e/ckH35pJgwbmvSXnJxscILAvXv3hDp16ojGHT58eIntXnnlFVEbd3d3ITY21qAYijuWPvjgA9E4lpaWwq1bt4w+jrGURdLf2LFjJWMMGzas2Dbl+VjUTF4o/PHz8xPi4uJKbJ+ZmSmb6BgUFFRsu7I6RguVd9JffHy85Jz0yiuv6N1Pr169RH3Y29sLSUlJBsWkq6+++ko05qJFi0ps88knn2h9Dpf7sbe3F/7991+dkv4EQRBmzJghqnf58mVj3uQSDR06VDT+mDFjtNYtbdLfxo0bJe1ff/11g2P/6aefJP3p8j81VNEvFxX+lOY1WZcuXST9PXz40IgR/0fuOO7Ro4dJxioL+/btK/Zx6OjoKAwaNEj48ssvhaNHjwopKSlGHV/usQBAcHV1FS5evKhTHxMmTJC0//zzz0tsx6Q/eWWR9JeTkyP7Xsmff/6ptU1KSorg4uIiaTNhwgSdrqnv3r0rm/g3ZcqUYtvJJdaX9IWdDz/8UPLcrnk9V5zk5GTBwsJC1Gbp0qXFtpFL+gMgWFtbF/seVFELFy6UtB8/frxObYmIiIgqCyWIiIiIiKhCevDggeySbzVr1jTJeNbW1nBzc5OUyy13WJJ27dph+fLlerVJTk6WLAfq7OyMbdu2wc7OrsT2FhYW+Pnnn0u1fJCdnR0sLCwMauvi4oKff/5ZVHby5MlSLV/brl07fP/991AqS37p5u3tjXfeeUdUlpycjJMnTxo8fkk+++wzSdmsWbPw/vvv692XjY1NiUsNlidBELBgwQLJcoQA8Oyzz+q05G1RXl5e2LhxI2xsbEqs6+rqirlz54rK8vPzceDAAZ3GcnZ21iu2oj799FP4+fmptwVBwNq1a4ttc/fuXUnZhAkTDBq/pMe+IAiS47Bly5bYtm2bXksG9u3bV3IfBwQESJamLWvOzs54+eWXRWUBAQFa6wcEBIiWZO3SpQsaNGhglFgcHR11XrpSU506dfDDDz+IyrZv3y5ZUlWT5rE0aNAg2ecpXRR3LGmO06NHD4OXbdTl+cocVKtWTVIWGRmptX5FfCxWqVIFO3bsgKura4l1ra2tZZec/vvvv4ttV1bHaEXh4uKCESNGiMp2796NqKgonfu4efMmDh48KCobOXIknJycjBKjNuvXr1f/7ezsjLfffrvY+t9//z0WLlwou69atWrw8fFBjRo1ROfFtLQ09O/fH1euXNEppsmTJ4u2dX1eN4YdO3Zg27Zt6m1PT0+9r931ER8fLykraUnQ4si1jYuLM7i/kphz/HKv5SryNXdJnn/+ebz77rta96ekpGDXrl344IMP0K1bNzg7O6NJkyYYPXo0fvrpJ9y8edMkcQUEBIiWVS/OkiVLJK8BSnq+ofJlYWEhez1R3LXR+vXrkZCQICrz8/PDqlWrdLqmrlevHrZv3y6pGxAQIOm3qJ49e0rePyjp+UVzad65c+fC1tZWvX3o0CHk5eVpbX/48GHRkuUA0Lt372LH1GbZsmXo1auXTnU//PBDyftjfCwRERHR04ZJf0REREREFZTch0tA6RJ4SiLXd3FvKGuzbNkyqFQqvdps2rQJaWlporKPPvpIrw+l7O3tsWjRIr3GNaZmzZrB19dXVHbs2DGD+1u6dKleSYijRo2SlJ07d87g8YsTFBQkSShs2rQp5s+fb5LxyktycjJ27dqFbt26Yc6cOZL9KpUKS5cu1bvfuXPn6vVYfvXVVyWPKVP9b4tSKBR47bXXRGUlHdMpKSmSMkOTYEqyb98+XLt2TVT27bffwtLSUu++3nvvPTg6Oqq3MzMz8eeff5Y6xtIaN26caPvXX39Fenq6pJ4gCKKkFrm25alfv35wd3dXb+fm5uL06dPFttE8lkx1HJXVOOakSpUqkrLk5GSt9SviY3HatGl6fRGgb9++qFq1qqispPPs03jsTJkyRbSdm5srmxCvzapVqyRfapk0aZJRYtPm+vXrokS8sWPHFptkePPmTXz44YeiMmtra8yYMQN37txBdHQ0rl+/jgcPHiA6Ohrffvut+vyWlpaGnTt36hSXl5cXnnnmGfX2oUOH9LlZBouJicFbb70lKvvhhx/g4uJisjE1r/EBiBJK9CXXVu650VjMOX6513Jy53hz8tVXX2H27Nk6fTEqPz8fN27cwM8//4wJEyagUaNG8PHxwaJFixAdHW2UeLp3747+/fvrXN/V1RXPP/+8qOzixYuiL25QxaPvtdGKFSskZbp+oa9Qx44dMXr0aFFZWlpasV8CcnFxQevWrUVlmkl9RcXFxeHixYvq7bp166JZs2bo0qWLuiwpKQlnzpzR2odm/25ubmjVqpXW+to888wzJSblF2VpaYlhw4aJyiIjI8v9i1tEREREZYlJf0REREREFVRGRoZsuSk/pJHrW1sc2jRo0ADdunXTe2zNWV9UKpXkDW5dDB48uFw/yNKcVevUqVMG99OjRw+92jRt2hT29vaistDQUIPGL8nevXslZe+9957BMyWWl+effx6tWrWS/DRv3hy1a9eGi4sLXn75Za2JbqtWrdJ5Vo9C9vb2kpmSSuLi4iI5tkz1v9WkOe758+eRk5Ojtb5c0ktpkl+Ls2PHDtF2gwYN0L17d4P6srW1hb+/v6js8OHDhoZmNP7+/qhXr556Ozk5WXK7gYJzaHh4uHrbwcEBQ4cOLYsQdaJUKuHt7S0qK+n8qHksmeo40hzn9OnTktlKnjZyyT/FXQ9UxMeivjOMqlQqtGnTRlRW0nm2rI7RiqRVq1bo3LmzqGzNmjXFzgBUKDMzExs2bBCVtW/fXpKcYGz//vuvaPuVV14ptv6SJUtEx7uzszMOHjyIpUuXipL0AKBq1aqYOnUqzp8/Dx8fH71jK/o4KYtkfqBghsGYmBj19rBhwzBw4ECTjil33aDLbMfayCXNZWdnG9xfScw5frlztym/RFYWlEolPv/8cwQFBen9egkAQkJC8Mknn8Db2xvz5s1DZmZmqeIxZEbrdu3aibZTU1Px4MGDUsVBpqXPtdH9+/cl1xBt27YVzaCuK80kbaDkmfs0Z9kLCgrSeo75999/Rcn4hW379Okjqldc4qDmPn9/f72SGwuNGzdO73aajyWg7F4nExEREVUE5vVpDBERERERmZTcMjNySwwXx5APXgBp8kfr1q3h6empdz82Njbo1asXfvvtN4Pi0HTnzh2cOnUKly9fxp07d5CcnIzk5GRkZWXJ3jcRERHFbuvKkMRJpVIJLy8v0WxLJS2faSjNBAxLS0u8+uqrJhnLlG7cuGFQOwcHB3zzzTcYP3683m07dOig13KXhby9vRESEqLeNvR/m5qaiqNHj+Ly5cu4fv064uLikJycjLS0NNkZRlJTU0XbWVlZiI6ORq1atWT79/Pzg1KpFPU1YcIE/P7772jatKlBMWtz5MgR0XanTp1K1V/R5DoAuHDhQqn6MwaFQoExY8aIljwNCAjA66+/Lqqnuezy0KFDJUnAxnb16lWcOXMGly9fxr1795CcnIyUlBRkZWXJ1r99+7Zou6TzY/v27UXPDceOHcMnn3yC+fPnGzXBuH379ti6dat6OywsDBMmTMD3339vFkuumoLcuaC4pegq2mPR29tbstybru2KKuk8W1bHaEUzZcoUHD9+XL19//597Nu3r8SZrn799VfJTNaaS9yaQlBQkPpvNzc3dOzYUWvdhIQEbN68WVS2Zs2aEo/p2rVrY/fu3WjdurVeM7bVrl1b/XdMTAwEQTB4KXVdbNmyRXSN7O7uju+++85k4xWnNLfTGK9ZSstc4pfr15THWFnq1KkTDh06hLNnz2Ljxo347bffil1uVVNaWhrmz5+P/fv3Y9euXQY9bwAwKMld8/kGKHjOKXpOoIpFn2ujos+RhUpKONfGz88P9erVQ1hYmLrs5MmTxT5f9O7dWzQbfVpaGk6ePCl7rGom7BUm+2kmDh44cACzZ8+WtI+KisL169cl4xvCmI8lIiIioqdF5X33iYiIiIjIzGlbMiopKQnVqlUzyZiJiYmSMn0THjSXt9V1XM0PaAzpp1Dr1q1LlfSXn5+PtWvXYs2aNcUuY6MLuftUF5qzq+lKc+YOU7zhnZWVJUnAaNWq1VORHGNjY4PBgwdjwYIF8PLyMqiP8vrfnjt3DsuWLcPevXv1nsFTU2JiotakP1dXV/Tv3x+7d+9Wl4WFhaFly5YYMGAAhg8fjr59+xa7tKIuHj58KJrZDgD++usvg5aSKvTo0SPRdmxsrMF9GdOYMWMwf/589YeNR44cwd27d9UzTiUmJmLXrl2iNqZa2jcrKwvfffcdAgICJB/w6auk8+OYMWPwv//9T5SwsGjRImzevBljx47FoEGD0Lx581LFABTMcvXxxx+LHhfr16/H/v37MWbMGLz88svqZNanhdz/Rtt1SUV8LJbVebasjtGKZvDgwfD09ERUVJS6bOXKlSUm/a1cuVK07erqKlmWzxSKfhnC19e32Mfy0aNHRYnLbdq0wZAhQ3Qap2HDhpgwYQK+/fZbnWPTXPY8MTHRZMvsRkdH45133hGV/e9//5Msa20Kckt9l+ZaRK6tIV+o0JU5xy937jb09UlF1bZtW7Rt2xbffPMN7ty5g6CgIJw+fRrnz5/HlStXSvxfnTlzBv7+/ggODtZ7xngbGxut18TFkZttkYlKFZs+10bnz5+XlLVt29bgsdu2bStK+ktKSsKdO3dQv3592fpdunSBjY2NaBbLwMDAEpP+FAoFevXqBaDg9b27u7v6GuzUqVNIS0uTfKlIczZdwPCkP0Ou3/hYIiIioqcdk/6IiIiIiCoobR/4JSYmlmnSn74fPBoSW1xcnKTM0IQqQDpDkD5u3LiBkSNHGm2GL0PfcHZ1dTWoneaHksUtw2qo2NhYyTJ+lS2pQaVSwdHREU5OTqhZsyZ8fX3h5+eHAQMGlHr56LL+3+bk5GD69OlYuXKl7AwVhijpuP7yyy9x9OhR0YxOeXl52LlzJ3bu3AmVSoXWrVujY8eO8PPzQ7du3VC3bl29YpCbySU6OhrR0dF69VMcuXNTeahTpw569eqlXspLEAQEBATg888/BwBs3rxZ9KFeo0aNJMtvGsPx48cxevRo3Llzxyj9lXQctWrVClOnTpUk0ISHh2Pu3LmYO3cuqlWrhi5dusDPzw+dOnVC+/btYW1trVccnp6eWLRoEaZPny4qf/z4Mb744gt88cUXqFKlirr/Dh06oFOnTnBwcNBrHHOSkJAgKdOWqFsRH4vGOs+WtMxzWR2jFY2lpSXefPNNzJ8/X132999/IywsTOs12MWLF3H69GlR2ZgxY0q1RKouBEEQnbNKul45ceKEaHv48OF6jTdy5Ei9kv40jwVtM6Uaw8SJE0WPpZdeeknv22couS+GGDtpzpSz25pz/HLnw8qW9FeUt7c3vL29MWbMGAAF15+XLl3C0aNHsXPnThw7dkx29sNbt25h/Pjxen9xzFjPN4BpXrdVRJ9++in27t2rV5tJkyZh0qRJJopIN/pcG8l9WcGQJeALNWnSRHYMbUl/NjY26Ny5syghLzAwUP3aodDdu3dFyYQtW7ZUJ6MrFAr07NkT27ZtA1CwBPmRI0fw/PPPi/rQnCnQy8tLdvY9XRjyeHqaH0tEREREAJP+iIiIiIgqrJo1a0KhUEg+lHj48CEaNmxo9PGys7NlP1TXd+YCQ2bvknsDXe4b27oytO3Vq1fRs2dPxMTEGDy2JkPfcJZ787qi0FyaD9A/ObSiCAsLK1WCqSHK8n+bk5ODIUOGYM+ePUbvtzje3t4IDAzE4MGDRR8kFcrLy8PZs2dx9uxZdZmXlxdefvlljBw5UqeZPssiIa9oIl15GzdunDrpDwA2bNiA+fPnQ6lUYt26daK6Y8eONfr4hw4dwosvvqjXspUl0eX8+NVXX0GlUmH58uWy+x8/fqxOJgUKPuTs1q0bXn31VbzyyitwdHTUKZZ3330Xubm5mDVrlmyiV2JiIvbv34/9+/cDACwsLNChQwcMGzYMr776qmi2rspALmFP25KDFfGxWJbn2bI6RiuaN998E4sWLVI/jgVBwI8//oglS5bI1tec5U+hUJRJAkdycrIoka569erF1tdMYvXz89NrvNatW8PCwqLEhNFCRZOvFAqFyc4lGzduFF0LODs7Y9WqVSYZS46bm5ukLDU11eD+5NrKjWEs5hy/3Gs5YyZlV3QqlQq+vr7w9fXFu+++ixs3buCjjz6STTrbuXMnzpw5o9fjviK/ZquoIiIicOnSJb3aaM4AXNays7Nl37PQdm0kV7c0XxyTe60t95q8qN69e4uS/s6cOYOkpCTReyXalvYt2kdh0l9hfc2kP82Z/gyd5Q/g44mIiIjIEE/PuiRERERERGbG2tpaduarokkyxnT58mXZBIxGjRrp1Y+Fhf7fLZKb1aQ0S1wZMoNOTk4Ohg4dKpvw16VLF8ybNw9//PEHLl26hMePHyMlJQW5ubkQBEH0M3r0aIPjNhfJycmSsso845U5W7p0qWzCX82aNfHWW29h48aNOHnyJO7fv4/ExERkZmZKjulDhw4ZNHbr1q1x9epVLF26VOsHYkWFh4dj+fLlaNOmDXr37o2LFy8WW1/uw7TKbNCgQaIP/O7fv4/AwEBcvnwZ586dU5erVCq8/vrrRh07ISEBw4YNkyT8KZVK9O3bF4sXL8Zff/2Fa9euITY2FqmpqcjLy5McS3JLipVEpVLhq6++QnBwMF566aUSn2MyMzPxzz//YNy4cfDy8sLixYt1Tr754IMPcPXqVYwcObLE2cdyc3Nx7NgxvPPOO6hbty4+/PBDpKWl6Xy7Krrg4GBJWeFy0pqetseiprI8RiuSGjVqYNCgQaKydevWITs7W1I3OTkZmzZtEpX16tXL4GWY9aH5uCzpyymaSRT6zmBtYWGh10xF9+/fV//t7Oxs0HV0SbKysjB16lRR2VdffYUaNWoYfSxtPDw8JGVys4Tqquj9VtwYxmLq+JVKpckSPuVey50/f152trungY+PD/bs2YN58+bJ7l+7dm3ZBkRm4cKFC7LP1dqujVJSUkTbCoVCdsZQXcnNBKo5hibN5Lu8vDzJ6zrNpD/NNprbmvVDQkIk58LSJP0RERERkf440x8RERERUQXm6+uL8PBwUdmZM2dMMpZcv+7u7jol65SW3Mx8Jb2JXRy5pLSSrF69Gjdu3BCVeXt7Y+vWrWjbtq3O/ZRmqS9zIfeBeWlmOyHTePz4MRYvXiwqs7CwwLJlyzBlyhSdEwtKc0zb2dlhxowZ+PDDDxEUFIQDBw7g6NGjOHPmTLH9/vvvv2jfvj1Wr16tNZHW1tZWUjZz5kyts0yZO2tra4wYMQLff/+9umzdunWSRIR+/frB09PTqGMvWrRIkhDdtm1bbN68Wa+kndIcS35+fti7dy8eP36MP/74A4cOHcLx48dlZ5IsFB8fj48//hh79uzBX3/9pdMMK40aNcLGjRvx/fffY9++fTh06BCOHTuG0NBQrQkS6enp+PLLL7F37178888/ei9VXdEkJCQgNDRUUq5tBs6n7bGoTVkdoxXJlClTRDMAxcTEYMeOHRgxYoSo3i+//CJJviuvZRqVyor1Hfii19+mSoLMyMiQJOd+9913+O6773TuIyIiQlL2xhtvSL70oW0JTrlln+/du6fz+LrEo21paWMwZvz5+fl48OCBqKxWrVomm+GqTZs2krKkpCSEhoaicePGJhnTHMydOxcnTpzAP//8IyrXnLWMCABOnjwpKXNyctK6jK3mLL6CICA9Pd3gxD+5L5aUNFOwr68vXFxcROf/wMBADBw4UB3TwYMH1fusra3RtWtXUR/16tWDt7c37ty5AwC4cuUKoqOj1a8/NB8vhUsCExEREVHZYdIfEREREVEF1qNHD/VycIUOHjyI7OzsUs2EJ+fvv/+WlPn7+xt1DG3klqspzXKBhrTdsmWLaNvR0RGBgYF6L/1a0jI7lYHc8mNP+0xPFdHevXslM7MtXboU7777rl79GOOYVigU6NatG7p16wagYJa0ixcvIigoCIGBgTh06JAkISw7Oxvjx49HvXr11O2KkpsRp7I//saOHStK+tu9e7dk5g9TLO27detW0Xbt2rURGBio91Lqxvj/VKtWDePGjcO4ceMAFCxReOzYMRw9ehR//vknbt26JWlz+vRpDB06VPLBfnGcnZ0xYsQIdfJSQkICTpw4gaCgIOzfvx9XrlyRtLl58yZeeOEFnD9/3ujP0WXp33//lSQ4KhQKdOzYUbb+0/hYLE5ZHaMVQdeuXdGyZUvRMo0rV66UJP1pLiNbo0YNDBgwoExi1DxHlvQlBc1r0piYGL0So/Ly8nS+Jnrw4IFoBu9evXrpPE5p6bu0ppzCJJCitC3BWbduXdjY2IiW6r5//77Br2nkxjZlApvcbHm3b982qK+IiAjJ7OqmjL1JkyaoVq0aHj9+LCo/ePDgU530BwBTp06VnHfv3LmDvLw8qFSqcoqqbMjN8F9W1q9fj/Xr15fb+IbQnOEOADp16gSFQiFbX+79jcTERIOT/oouBV+opFlllUol/P39Re8nFb0dFy5cEL1v0rlzZ9kvcvTu3Vt0zg0MDMTIkSMl/QFAixYtULVq1eJvDBEREREZVcX6aiMREREREYm8+OKLkrLY2FjZ5TpL49GjR9i3b59O45tCtWrVJEvyyiVU6Ory5ct61U9NTZV8e//111/XO+EPAO7evat3G3Pj7u4umSVO3/ucTO/AgQOibRcXF7zzzjt692OKY9rCwgJt27bF9OnTsW/fPjx+/BirVq2SLDWYl5eHDz/8ULYPuaX2SjNrkDlo06YNWrRood7OysoSJVdVrVoVL730klHHvHHjhmTZrqlTp+qd8JeTk1OqpRC18fDwwODBg/Htt9/i5s2bOHfuHF599VVJvQMHDuDPP/80eBwXFxe88MILWLJkCS5fvozQ0FBMnjxZkhRw7do1s18a8Ntvv5WUtW3bVusMkk/jY1EfZXWMlpe3335btH3s2DFcu3ZNtH316lVRnTfeeMMky9jKcXR0FM2gpjnDmqZatWqJtosm5eni0qVLOifTrFmzBnl5eertPn366DWWObGwsBA9fwEFyf1Fl6fXVU5OjmSG8urVqxt9ltui5GbLk5v5SxcnTpyQlGmbSdUYFAqF7Gu6H3/80WRjmot27dpJygRBKNWXz0xJbjZIQ5P3nubkfH3dunVL9vm5uGtuucQ3zVUF9HH9+nVJmS5LgmsutRsaGqq+Hi9paV9t5YXt8vLycPjwYZ36ICIiIiLTYdIfEREREVEFVq9ePXTv3l1SvnLlSqOO89NPPyE3N1dU5uTkhMGDBxt1HG0sLS3RqlUrUVlwcDDy8/MN6u/UqVN61X/48KFkLM2lbXQRHR39VCT9WVlZST6cvHjxouyyQ1R+7t+/L9pu3769QUvHGfqhtj4cHBwwceJEnD9/XrKkeHBwsOS2AED9+vUlM1ycOHFClEBRGRXOHiZn1KhRRl8eUO6+N+T8eOHCBdEMT6bi6+uLLVu2YOHChZJ9v/32m9HGadiwIX744Qf8/PPPJh2nrAUHB+PYsWOS8tdee01rm6f1sWiosjpGy8rIkSMlyxIXvU7VvGZVqVSYMGFCWYQGoGCmo6JLbsstXV2U5oyWv/76q17jac6Mqk14eDiWLVum3m7SpAl69Oih11jmRu65Q+58U5ILFy5IZjKWmxHYmBo3bixJ4rl586Zk9jxdyN1mU8cvd+1w+fJlHD9+3KTjVnTavsBQVknJ+nJycpKUJScn691PZGRkmVyTVRZff/215L0Ca2trDBkyRGsbuURefZPIi9JMdK5SpYrWpYWLkkvCK/ximK5Jfz179oRS+d9HyYXtzp49K5mBkEl/RERERGWPSX9ERERERBXc1KlTJWWHDh3Ctm3bjNL/vXv3sGTJEkn5+PHjJUuimZLmh6yPHj3CoUOH9O7n5s2ber+hHhsbKykrabkcOcb6n5gDzQ+mc3Nzdf6gm8qG5nFtyDEdGxtr0OPQUB4eHnj//fcl5XIzfyqVSslSiKmpqWa3PKa+Ro0apXUpxOISAg1lrPOjvokzpTVz5kzJUuSmmJF0xIgRkqR1c535NDU1FWPGjJGUOzs7y5YXelofi6VVVscoAMmMlMZMyLSzs5MsK/7LL78gLS0NsbGx2LFjh2jfSy+9JJlNz9SKLmF66tQpyfLVRXXr1k10jj19+jT27t2r0zj37t3Tafa05ORkvPLKK6LEtfnz54uSKoypSpUqEAShVD+jR4+W9Hvo0CFJvXnz5mmN47nnnpOUaR4fupBrI9e3MSkUCvTt21dSrm+ibm5uLnbv3i0qs7Gxkf2SlzF17twZbdu2lZS/88475brMa3mLjo6WlFlZWckuzVoRaCZYA4bNyH3kyBGDxpdLhqzsCf4HDhyQPa+PHDmy2GVsO3XqJCkz5HwHAOfOnUNYWJiorEOHDlqXFi6qQYMGqFOnjqgsMDAQWVlZogRkV1dX2RlNC/e1bt1avR0ZGYmQkBBJ0qCVlZXJE5iJiIiISIpJf0REREREFdygQYNk34CdOnWqbDKGPvLz8zFx4kTJDG2Ojo6YNWtWqfrW17BhwyRlX375pd79FJ01RVdyyY363rc5OTn47rvv9B7bXA0aNEhS9vXXX0tmjKTyo3lcG3K++P7778t8JpCiyRmFkpKSZOsOGDBAUrZ48WKjx1SRuLm5oX///pJyPz8/NGvWzOjjGeP8mJiYiHXr1hkrJJ2oVCo0aNBAVKbtOCotzWPWVOOYUl5eHsaOHSu79Nynn34KR0fHYts/jY/F0irLY1Tz/5eammrU/t9++21R8kFycjI2b96MdevWITs7W1R38uTJRh1bF507d1b/HRsbi0uXLmmt6+bmJrkmHTt2rGSWJU0xMTF4+eWXS5x1686dO+jdu7doWdu+ffuW2eza5cnf31+yHHhwcDAuXryocx/Z2dlYv369qMzGxkb2utTY5Jbl1neJ3N9//x1RUVGisgEDBsDOzq5UselC7kteFy5cKDZR0xDx8fEICAgwap+mcvDgQUlZvXr1dEqmKg81a9aUXJcFBwfr3c/q1asNGl/uWsDYzycVyd27dzF8+HDJLH92dnaYP39+sW1r164NHx8fUdnZs2cNWtL8hx9+kJTJJSFrozn73r///ovjx48jIyNDXebv719s4rncEr///vuvqKxjx45lci4jIiIiIjEm/RERERERVXAKhQI//vij5Jv10dHR6NOnD+Lj4w3qVxAEvPnmm/j7778l+5YuXVrsN9dNoUOHDqJvkAPAX3/9hY0bN+rcx8GDB7F27Vq9x/b09JSU6TtD0fz583Hr1i29xzZXHTp0kHyT/9q1a5g7d245RUSaNI/rEydO6LUE87Vr18olaUfzw3AAWs9Hw4YNQ/369UVlQUFB+Prrr00SW0WxYcMGREVFiX40P3gzFmOcH6dMmSJZ/qssaB5LpnpeK6txTOXhw4fo2bOn7Aw0HTp0wDvvvFNiH0/rY7G0yurY0Zy1ypCZoYrj7e0tmWnthx9+kCRE1a9fH3369DHq2LrQnJ148+bNxdafNWsWrK2t1dvx8fHo3r07Pv74Y8lsS4mJiVi7di18fX1x/vx52f4EQcC1a9fw3nvvoWXLlqIEQh8fH2zbtq3CJhkZk7alnfX5otHy5csRExMjKnv11VdlZ0Aztueeew5eXl6iskuXLuk8k212drbsdXJZJcL26tULr7/+uqR88eLFBn1pSk5wcDDatWtn8ExyJTl//jyCgoKM0ld2drbsF8xeeOEFo/RvCkqlUvJ6ef/+/XoljO/duxdHjx41aHy5GRCN/XxSUfz+++/w8/NDXFycZN/SpUt1mrH27bfflpRNmTKl2NlmNQUHB0sSne3t7SUz7BZHM2EvOjpacn1W0rK8ms/de/fuxYkTJ/Tqg4iIiIhMg0l/RERERERmoE2bNliwYIGk/OLFi+jZsydCQ0P16i85ORmjR4+WTZDr378/Jk2aZHCspTFnzhxJ2fjx47Fz584S2x49ehQDBw7U6030QtWqVUPDhg1FZZs2bSp2JpiiAgICnsoZjT799FNJ2eLFi7F8+XK9+8rKysKjR4+MERY90bVrV9F2ampqibNSFAoPD0f//v2RlZWl97jr16/Hb7/9ZtByXzk5OZLZLJRKpdYZ7CwsLGRv04wZM/SefaeoEydOYMSIEQa3NzU7OztUr15d9FPSTGyGat26NRwcHERl3377LSIjI3Vq/9lnn2HTpk16j5uamooPP/wQERERercFgD179uDevXuispYtW8rWff/993H9+nWDxpFLQNA2TkUTGxuLJUuWoFWrVrIJALVq1cL27dthaWlZYl9P42OxLI/R0mrevLlo+8iRI3olgetiypQpou2LFy9KkkHefPPNcklua9++PWrXrq3e3rBhQ7Gz2Pr4+Eiu6zIyMrB48WI888wzqF69Opo2bYq6devC3d0db7zxhvqc6ODggCFDhojaVq1aFc2aNcPXX38tut9btGiB/fv3w9nZ2Rg30yxMnTpV8nz1119/4fvvvy+x7blz5ySz0llYWOCjjz7SefwxY8ZAoVCIfnSd6U7bWFOmTJE8luV8/PHHuHLliqisa9euJl/at6j//e9/ktnHBEHAjBkz8PbbbyMlJcWgfpOSkvD++++jc+fOuHPnjjFClXXz5k1069YNPXv2xMGDBw163QcUXG+OGTMGV69eFZUrFAoMHz7cGKGaTL9+/UTb6enpmD17tk5tL1++rFeymKbatWtLzlf79+83uL+K6OzZs3jttdfQv39/2S9Xjh49WvJ8p83o0aPh6uoqKjt16pROX6YACpaMf+WVVyQzDY4fP16vROeePXtKnnv/+OMP0XZJCfmdO3eGjY2NevvAgQOS14m9evXSOSYiIiIiMh4m/RERERERmYmZM2fKvkl/6dIltGjRAnPmzEF0dHSxfWRmZmLTpk3w8fHBL7/8Itnfpk0bbNy4sdxmGxk0aBCGDh0qKsvOzsbgwYMxbNgwBAUFSd70PnPmDCZOnAh/f3/1B1UdO3bUe2zNcXNycvDcc8/h8OHDWtskJiZi2rRpGD9+vDouJycnvcc2V7169cJ7770nKhMEAe+//z5eeeUV3Lx5s8Q+wsLCsHDhQnh5eeGvv/4yVahPpcGDB0uWaVq2bBnmzJlT7DLMW7ZsQceOHdXJGvoe0xcvXsQrr7yC+vXrY/bs2VpnPtJ079499O/fX7KEYu/evVG9enWt7UaMGCE5N+bm5mLSpEkYPHgwLl++rNP4kZGR+Pbbb9GhQwd07twZe/fu1aldZWdpaYmBAweKyhISEtCrV69i79uHDx9ixIgRolmN9DmWcnNz8eWXX+KZZ57BoEGDsGnTJp1mssnPz8f69esxatQoyT65MgBYu3YtmjZtij59+mDNmjV4/PixTjH+8ccf6Nevn+R5Sds45S0zMxOnT5/Gd999h1dffRW1a9fGrFmzJLNmAQXLGx4+fFinmWwKPW2PxbI8RkurU6dOou2kpCQMGzZMdjlnQ/Xr1w/e3t5a91tbW5cq2aQ0FAqFKHn08ePHWLNmTbFtpk+fjg8++EB2X3R0NK5fv46IiAhRgru9vT327t2LJk2aiOrLzRQ1btw4nDp1SjJzXGVXtWpVfPbZZ5Lyd955BwsXLtR6fbJ37174+/tLkkzeffddNGrUyCSxynnjjTfg6+srKouNjUXHjh1x8uRJ2Tbp6emYPHkyvvrqK1G5hYUFvvvuO5PFKsfZ2Rn79u1DzZo1Jft++OEHPPPMM/j6668RGxurU383btzAzJkzUbduXSxfvrzY60tjOnToEHr16gVvb2/MmTNH58T9/Px8/PXXX/Dz88OWLVsk+0ePHo22bdsaO1yjGjNmDFQqlahsxYoVmDt3rtb7Py8vDz/99BO6dOmC+Ph4KBQKWFlZ6T22QqGQvM4ODAzErFmzdL52qmhiYmKwb98+fPrpp+jQoQP8/Py0rjQwZswYvVYVcHBwwMqVKyXl33//PYYMGVLsezf79+9Hly5dcP/+fVG5l5eX7Dm0OB4eHlq/QFXYZ3HP30DBMupdunTRut/JyQnt2rXTKy4iIiIiMg6LkqsQEREREVFF8dNPP8HCwkLyQWV2djYWLFiARYsWoUuXLujSpQs8PT1RrVo1JCcnIyoqCleuXMGff/6J1NRU2b47duyI/fv3m2y2KF2tXLkSN27ckMyEsW3bNmzbtk09w5VKpUJUVJTk9vj6+uLTTz+VzIKg+eGIpunTp2PFihWiJSgfPXoEf39/dOvWDc8++yy8vLygUCjw6NEjnDx5UnJ/9urVCzVr1sTPP/9s4K03P0uXLsWFCxdw6NAhUflvv/2GXbt2oW3btujVqxfq1q0LV1dXZGZmIj4+HlevXsWZM2d0nk2R9NewYUOMGjVKcjwuWLAA69evxyuvvIIWLVrAwcEB8fHxCA0Nxd69e0UztNjZ2WHp0qUGLT0XHh6OhQsXYuHChfD09ISvry9atWqFGjVqoEqVKrCyskJqairCw8Nx4sQJHD58GDk5OaI+rK2tJR+Sy1m1ahVu374tmXFt586d2LlzJ1q2bInu3bujQYMGcHNzg1KpRGJiIuLi4nD16lWcO3cOt27dMnjGmMpuzpw5+PXXX0X/n5s3b6J169Z47rnn0LNnT9SqVQu5ubmIiorC4cOHERgYKErOGDduHO7cuaP3kn95eXnYvXs3du/eDUtLS7Ro0QKtW7dG48aN4eLiAmdnZ+Tk5ODx48e4du0a/vrrL9mZ10aOHFliQnhgYCACAwMxadIkNG3aFK1bt0aTJk3g5uaGKlWqIC8vD/Hx8bhx4wYOHDiAkJAQSR9du3bFsGHD9LqNxvD888/LfoCfnZ2NpKQkJCUl6Tyz26BBg7B27VrZZfxK8jQ+FsvyGDXU66+/jtmzZ4sSQvbt24d9+/bBxcUFHh4eouVsAaBGjRp6zeCkUCgwefJkrYlyQ4YMgbu7u2E3wAjefvttLF++XH0emz9/PoYPH15sTMuWLUPDhg3x0Ucfyc74VFSbNm2wYcMGNG3aVOt5TqVSYfDgwZg5c6YkcexpMm3aNPzzzz/4888/1WWCIGD27NlYtWoVRo4ciQYNGsDa2hphYWHYvXu37BcItM2EbkoqlQpbtmyBn58fkpOT1eVRUVHo1KkTevbsib59+6JOnTpISkrCjRs3sHHjRtnjZ8mSJeUyM2y9evVw7NgxPPfcc5LZ4mNjY/Hee+/h/fffh6+vL7p16wZPT0+4u7vDyckJ6enpePjwIUJCQnDs2DHcvn27zOMvKiwsDAsWLMCCBQvg6uqK9u3bo3Xr1qhWrRrc3NxgY2OD1NRUPHr0CFevXsXBgwcly6oX8vHxkV3ut6KpUaMG3nnnHXzzzTei8sKZlQcPHgwfHx/Y2dkhLi4OV65cwb59+0TPOzNnzsSWLVt0mqFS07hx4yRf1FqyZAmWLFkCT09PuLq6wsJC/LFj//799U5UK62zZ8+iVatWsvvS0tKQmJiIpKQkyWsPOfb29li6dKnscr0lGTp0KP7++2+sW7dOVL5jxw7s27cP/fr1Q9euXVG9enVkZmYiLCwMe/fuxcWLFyV9WVpaYuPGjQbNDtu7d2/J+ytF9+naR2BgoOy+Hj16lPh+CxERERGZiEBERERERGbnhx9+EGxtbQUARvmZNGmSkJmZqXcchw4dkvR16NChUt++mJgYoVWrVnrfjmbNmgkPHz4UDhw4INl38eLFEsfdt2+foFKpDLoPmzVrJsTHxwujR48WldetW7fEccPCwiT9BQQEGHTfde/eXdRP9+7dS2xT2v9jRkaGMHz48FIfh4beZl1p3jcAhLCwMJOOKQiCZMy5c+ca1I8hx1ZiYqLQuHFjg/4flpaWwr59+/Q+PqZNm2aU85K1tbWwbds2ne+fjIwMYdy4cUY7L9rb2+s8tqE0/6cAhPv375t0TM1znC7nCEEQhFWrVhl8X/bs2VPIzMzU6/yUkJBgtP9ljx49hKSkJK1jOTs7G2WcZs2aCQ8ePNDzP6I/uXOZMX7atGkj7N+/v9TxlcdjsW7duqI2o0ePNij2uXPnSsbXpiyPUWPcznnz5ukVky7PMZri4+MFOzs72f6OHz+ud3/GNnbsWFFMr776qk7t4uLihP/9739Cr169hFq1agnW1taCm5ub0Lx5c+GNN94QDh48KOTn56vrf/bZZ4KLi4vg7e0ttG/fXpg8ebKwZcsWISoqylQ3zeTknq9Kc82fkpIidO7c2eDHjI+PjxAdHW2U22HIddnRo0cFBwcHg+N/77339B7T2FJSUmTvj9L+tG3bVjhx4oRJYt6yZYvR4wUgtG7dWnj8+LFOMRhyPS6nNK+/0tLShKZNmxp0W4cNGybk5eUZ/HySl5cn9OrVS68xDX1O1pXca2lj/FhZWQljxowp9bV5bm6uMGHChFLF4uTkJAQGBhocw759+7T2/euvv+rUx9mzZ7X28b///U/vmPS55iqOMd9LISIiIjJHXN6XiIiIiMgMTZ48GdevX8eQIUMky3fqw8/PD4cPH8bKlSslM7yUJ3d3d5w6dQpz587VKS6VSoWJEyfi+PHj8PT0REJCgqSOLt+If/7557F9+3a9lzN98cUXERQUZNCsSJWBjY0NNm/ejO+++w7VqlUzqA8LCwu4ubkZOTJydnZGYGAgOnTooFe7GjVqIDAwEM8//7zeY1arVq3US4Q3a9YMBw8exJAhQ3RuY2Njg7Vr12Ljxo145plnSjV+tWrV8NZbb5Wqj8pm4sSJ+OGHH/ReDm7cuHHYv3+/3s8xxjgnWFpa4r333sNff/1V7Hm9uOWjdaFQKDB69GgcO3YMNWrUKFVfZa169eqYNGkSgoKCcPbsWcksuYZ4Wh6LZXmMGsOcOXOwcOFCg5Z01JWLi4toGd1CLVq0kCwxXB4WLlwoup+3bt2K77//vsR2rq6ueOeddxAYGIj79+8jMzMTsbGxuHz5MtasWQN/f3/R896cOXMQHx+P27dv49SpU/jhhx/w6quvlvpcU5k4ODggMDAQb775pt7XDC+//DJOnjxp8DWnMXTt2hUnT55E06ZN9Wpnb2+PlStX6jSLsak5ODhg/fr1OHr0KLp27Vrq/lq3bo3NmzcjODjYZLOWdurUCdOmTUPdunWN0p+joyOWLVuG06dPo2rVqkbpsyzY2dnhyJEjei2nqlAo8MEHH2Dz5s2lev9AqVRix44dsuf6ykChUKBt27ZYsmQJwsPDERAQgFq1apWqT5VKhdWrV+Pbb7816P2CDh064NixY+jVq5fBMXTv3h2WlpaScoVCoXO/rVu31nrdo+tsgURERERkfEz6IyIiIiIyU15eXti2bRtCQkLwySefoEmTJjp9aFa9enWMHz8ehw8fRnBwMLp3714G0erP2toa8+bNQ3h4OFasWIG+ffuifv36sLe3h5WVFapXr44ePXpg/vz5uHXrFlatWqX+IPfRo0eS/lxdXXUad9CgQbh8+TImTpwIW1tbrfWUSiV69OiBPXv24Pfff0eVKlUMup2VyZQpU3D37l188cUXaNeuXYkfKCmVSrRv3x6ff/45wsPD8dJLL5VRpE+XmjVr4ujRo1ixYkWJCTh169bF559/jpCQEHTr1s2g8T7++GNERUVh7dq1GDlyJOrVq6dTO0tLS/Tr1w+bNm3CxYsXDU4QGTlyJG7evIlNmzahX79+Oi9Z3qRJE0ydOhX79+/HgwcP8MUXXxg0fmU2efJknD9/HsOGDZP94LCQlZUVXnrpJRw9ehRr1641KKncwcEB0dHRCAoKwscff4xu3brBzs5Op7Z169bFjBkzcOPGDXz11Vcljh8SEoJz587h888/R58+fXROvipMSDt//jzWr19v0HJrpqRQKGBlZQVHR0fUqlULvr6+eOmll/D+++9j3bp1CAkJQVRUFFauXIkuXboYffzK/lgsy2PUGJRKJT7++GM8ePAAK1aswLBhw9CsWTO4u7vDxsbGaOO0bdtWUmbIEvGm4OnpicWLF4vKpk2bht9++62cInq62djY4Mcff8SpU6cwePDgYh8HFhYWePbZZ/HPP//gt99+qxDn22bNmuHixYtYvXp1icv0urm5Ydq0aQgJCcGkSZPKKELddO3aFUePHsX58+fxwQcfoHHjxjq9prSwsEDr1q3x4Ycf4sqVKzh//jyGDx9e6i9+FKdOnTr45ptvEB4ejgsXLuCrr77CoEGD4OHhoXMfDg4OePbZZxEQEIDIyEh88MEHxV7TVFRubm44fvw4Vq5cCW9vb631VCoV+vXrh+PHj2PZsmWlSvgrVKVKFWzatAkhISGYN28eXnzxRXh7e8PFxaXC35dKpRK2trZwcXFB/fr10blzZ4wcORKfffYZ9u7di9jYWJw5cwYzZ86Ep6enUceeOnUq7ty5g9mzZ6Nx48bF1rWxsUGfPn3w22+/4eTJk2jevHmpxra3t5f9ElirVq10/gKDUqlEz549JeU1atSAj49PqeIjIiIiIsMpBEEQyjsIIiIiIiIyjri4OFy+fBlhYWGIj49HRkYGrKys4OTkhDp16sDHx6fUs+6Yg5EjR2Lz5s3q7dq1ayMiIkLvfrKysnD69GmEhoYiLi4O+fn5qFKlCry9veHn56dzIuHTKiEhAWfOnEF0dDRiYmKQkZEBe3t7uLq6omHDhmjSpInJZzYiqdDQUJw5cwYxMTFIS0uDvb09atWqhRYtWqBRo0YmGTMuLg63bt3C3bt3ERsbi9TUVAAFM6y4urrCx8cHTZs2NUniS25uLi5cuIB79+4hLi4O8fHxUCqVcHR0hIuLCxo0aIDGjRvDwcHB6GNXZmlpaThx4gTu3r2L+Ph4KBQKuLq6okGDBvDz8zPJ/Zmbm4s7d+7gzp07iIyMRHJyMjIyMmBnZwdHR0fUqVMHzZs3R82aNUs1Tn5+PsLDw3Hnzh3cu3cPycnJSE9Ph7W1NZycnODp6YkWLVrAy8vLODfsKfE0PBbL6hityDp16oSTJ0+qtx0dHfHw4cMK9X99+eWXsWvXLvW2paUl1q1bh1GjRpVjVJSenq6+7o6PjwdQMGNx/fr10b59+wr/BZuIiAicO3cO4eHhSEtLg6WlJTw8PNCsWTP4+voaJdmqrCQmJuLKlSsIDw9HbGws0tPToVKp4OLiAhcXF9SpUwetWrUyasJwaRW91kxMTERKSgpyc3Ph4OAAJycnuLm5oWnTpnjmmWdMmphYXm7evIlz587h8ePHSElJgaOjI7y9vdGpUye+Zq2g7t27h4sXLyImJgaxsbGwsrJCtWrVUKNGDXTo0EHnLxIQERER0dONSX9ERERERFSpZGVloU6dOnj8+LG6bPDgwdixY0c5RkVERERUuV2+fFky49mkSZOwcuXKcopIXnJyMrp3746LFy+qyxQKBWbOnInPPvvM6DNVPXz4EJ9++ikWLFjAJX6JiIiIiIiIyGjM5+tlREREREREOtiwYYMo4Q+AwcuUEhEREZFuVqxYISl76623yiGS4jk5OeHvv/8WzW4rCAKWLFmCjh074tSpU0YZJz8/H2vWrEGTJk2wdu1aDBgwAJmZmUbpm4iIiIiIiIiIM/0REREREVGlcfv2bbRt2xZJSUnqMltbW0RGRnJZIyIiIiITiYyMRP369ZGVlaUu69mzJ/79999yjKp4sbGxePHFF3H69GlRuUKhQP/+/fHee+8Z9MWR5ORkBAQE4LvvvsOdO3dE+8aOHYt169aVKm4iIiIiIiIiIoAz/RERERERUQU0e/ZsRERE6NXm5MmT6NGjhyjhDwBGjhzJhD8iIiIiE5o2bZoo4Q8A3nvvvXKKRjfu7u44ePAgxo0bJyoXBAF79uxB9+7d4eXlhffeew+7d+9GZGQk5L4/n5eXh5CQEGzYsAHDhw9HrVq18O6770oS/ho2bIh3333XlDeJiIiIiIiIiJ4inOmPiIiIiIgqHBsbG+Tm5qJnz54YMGAAunbtCh8fH1haWorqxcfH4/jx41i3bh327t2L/Px80X5PT09cvnwZ7u7uZRk+ERER0VPhwYMH+Pjjj/Hzzz+Lyjt27IgTJ06UU1T62759O6ZNm4aoqKhi69nY2MDDwwMODg4QBAGpqal4+PAhcnNztbZRqVSYOnUqPv/8c9jb2xs7dCIiIiIiIiJ6SjHpj4iIiIiIKhwbGxvJbDGWlpaoVq0anJ2dkZubi4SEBMTGxsrOuAIAVlZW2L9/P3r16lUWIRMRERFVes8//zwePnwIAHj06BGio6MldVQqFY4fP4727duXdXilkpqaiiVLlmDFihWSmaMNNXDgQCxYsABNmzY1Sn9ERERERERERIWY9EdERERERBWOXNKfPjw8PLBz50506tTJiFERERERPd28vLxw7969Yut8+umnmD9/fhlFZHwpKSkICAjA5s2bcfr0ab3be3h4YOjQoXjrrbfQuHFjE0RIRERERERERMSkPyIiIiIiqoCGDx+O33//HWlpaXq1c3BwwJtvvokZM2bAw8PDRNERERERPZ2KS/pTKBT48MMPsXTp0jKOynQiIyNx5MgRnDx5EiEhIbh79y7i4+ORlpYGhUIBR0dH1KxZE/Xr14efnx+6d++ODh06QKlUlnfoRERERERERFTJMemPiIiIiIgqpIyMDAQFBeHEiRO4dOkSwsLC8PDhQ6SlpSEzMxMODg5wdXVFtWrV0LZtW3Tr1g19+/aFi4tLeYdOREREVClpJv3Z29ujTp066NatG9588034+vqWY3RERERERERERE8PJv0RERERERERERERERERERERERERmQmuM0BERERERERERERERERERERERERkJpj0R0RERERERERERERERERERERERGQmmPRHREREREREREREREREREREREREZCaY9EdERERERERERERERERERERERERkJpj0R0RERERERERERERERERERERERGQmmPRHREREREREREREREREREREREREZCaY9EdERERERERERERERERERERERERkJpj0R0RERERERERERERERERERERERGQmmPRHREREREREREREREREREREREREZCaY9EdERERERERERERERERERERERERkJpj0R0RERERERERERERERERERERERGQmLMo7AKKKLjExEUeOHFFv165dG9bW1uUYERERERERERERERERERERERERlaesrCzcv39fvd29e3dUqVKlTMZm0h9RCY4cOYKBAweWdxhERERERERERERERERERERERFRB7d69GwMGDCiTsbi8LxEREREREREREREREREREREREZGZYNIfERERERERERERERERERERERERkZng8r5EJahdu7Zoe/fu3ahfv345RUPapKamIjg4WL3drl07ODg4lGNERERE5onPqURERMbD51UiIiLj4fMqERGRcfA5lYjIeG7fvo2BAweqtzVzjEyJSX9EJbC2thZt169fH02bNi2naEib5ORkPHr0SL3t4+MDJyencoyIiIjIPPE5lYiIyHj4vEpERGQ8fF4lIiIyDj6nEhGZjmaOkSlxeV8iIiIiIiIiIiIiIiIiIiIiIiIiM8GkPyIiIiIiIiIiIiIiIiIiIiIiIiIzwaQ/IiIiIiIiIiIiIiIiIiIiIiIiIjPBpD8iIiIiIiIiIiIiIiIiIiIiIiIiM8GkPyIiIiIiIiIiIiIiIiIiIiIiIiIzwaQ/IiIiIiIiIiIiIiIiIiIiIiIiIjPBpD8iIiIiIiIiIiIiIiIiIiIiIiIiM8GkPyIiIiIiIiIiIiIiIiIiIiIiIiIzYVHeAZBUdnY2QkJCEB4ejgcPHiAlJQU5OTlwcnKCm5sbWrRoAR8fH6hUKqOMl5ubi9OnT+Pq1auIi4uDSqWCp6cn2rRpg6ZNmxpljEIPHjzAyZMnce/ePWRkZMDJyQkNGzZEly5d4ODgYNSxiIiIiIiIiIiIiIiIiIiIiIiIKhsm/VUQO3bsQGBgII4fP46QkBDk5uYWW9/Z2RnDhw/HtGnT0LhxY4PGTE1NxZIlS7By5UrEx8fL1mnUqBFmzpyJMWPGQKFQGDQOABw5cgTz5s3D4cOHZfdbWVlh2LBh+Oyzz+Dl5WXwOERERERERERERERERERERERERJUZl/etIN599138+OOPuHr1aokJfwCQlJSEVatWoUWLFpg3bx4EQdBrvCtXrqBFixZYuHCh1oQ/AAgNDcW4cePQr18/JCUl6TUGAAiCgBkzZqBHjx5aE/6AgtkNf/nlFzRr1gy//fab3uMQERERERERERERERERERERERE9DZj0V4HZ2NigYcOG8PPzQ5s2bVC3bl3JbHs5OTmYP38+3njjDZ37DQ0NRc+ePREWFiYqd3BwQIsWLdCgQQNYWlqK9v3999/o168fMjMz9boNU6dOxbJly0RlCoUCtWvXhq+vL9zd3UX70tLSMGzYMOzatUuvcYiIiIiIiIiIiIiIiIiIiIiIiJ4GTPqrQGrUqIEJEybgl19+we3bt5GWlobQ0FAEBwfj7NmzCA8PR1xcHFavXo1atWqJ2q5btw4BAQEljpGbm4shQ4YgNjZWXebq6ooNGzYgPj4ely5dws2bN/Ho0SN88sknUCr/O0ROnjyJGTNm6Hx7tm3bhhUrVojKBg8ejNDQUERERODcuXOIiYlBYGAgWrRooa6Tl5eH0aNHIzw8XOexiIiIiIiIiIiIiIiIiIiIiIiIngZM+qsg9u/fj8jISKxevRqjRo2Ct7e3KOGukIuLCyZMmIDLly/D19dXtO+TTz5Bfn5+seOsW7cOV65cEfUXFBSE119/XTS7n6urKxYsWIBffvlF1H7lypW4detWibcnOzsbM2fOFJVNmjQJ27dvR4MGDUTlvXr1wtGjR9G2bVt1WUpKCubOnVviOERERERERERERERERERERERERE8Ti/IOgAoUnelOFy4uLti4cSOaNm0KQRAAAFFRUTh+/Di6du0q2yY7OxsLFiwQlX355Zdo0qSJ1nFGjBiBP//8Exs3bgRQMFPgvHnzsGnTpmLjW7t2rWimvgYNGuDrr7+WLE9cyNnZGRs2bEDr1q2RnZ0NANi0aRNmzZqFxo0bFzsWEREREREREREREREREREREZUvQRCQn5+vzmMhKg8KhQJKpVJrjlJlwaQ/M+bj44M2bdrg7Nmz6rIbN25oTfr7+++/cf/+ffW2l5cXxo4dW+I4hUl+hSfl7du344cffoCzs7PWNj/99JNoe9asWbCxsSl2nCZNmmDYsGHq2QXz8vIQEBCApUuXlhgjEREREREREREREREREREREZUdQRCQmZmJlJQUpKSkqCd5IqoIrKys4OjoCEdHR9jY2FS6JEAu72vmvL29RduxsbFa6+7Zs0e0PXbsWJ0OaG9vb3Tv3l29nZOTg/3792utHxkZifPnz6u3HRwcMHTo0BLHAYDx48cXGzMRERERERERERERERERERERla/09HTcuXMH4eHhiIuLY8IfVTjZ2dmIi4tDeHg47ty5g/T09PIOyaiY9GfmMjMzRdtVqlTRWnffvn2i7b59++o8Tp8+fUTbf/zxh87jdO7cGfb29jqN07lzZ9jZ2am3Q0NDcevWLZ3jJCIiIiIiIiIiIiIiIiIiIiLTSU9PR0REBHJycso7FCKd5OTkICIiolIl/jHpz4wJgoAzZ86Iytq0aSNbNzo6Go8ePVJvW1tbw9fXV+exOnfuLNq+ePGi1rqa+zp16qTzOBYWFmjXrp3OYxERERERERERERERERERERFR2ShM+BMEobxDIdKLIAiVKvHPorwDIMOtW7cODx8+VG83btxYkjBX6MaNG6Lt+vXrw8rKSuexmjRpItq+ffs2cnNzYWEhPYQ0x9Jsq8tYhw8f1tofEREREREREREREREREREREZUtQRDw8OFDScKfpaUlnJyc4ODgAEtLSygUinKKkKjgOM3JyUFqaiqSk5NFM1IWHsPe3t5mf5wy6c9MbdiwAW+99ZZ6W6lUYsWKFVoPyNDQUNF27dq19RqvatWqsLGxUS8nnJ2djbCwMDRo0MDoY2nW1+yPiIiIiIiIiIiIiIiIiIiIiMpWZmamZElfR0dH1KxZ0+wTqKhysbS0hJ2dHapWrYoHDx4gJSVFvS8nJwdZWVmwsbEpxwhLj0l/FdTNmzcRERGh3s7JyUFCQgKuXr2KPXv24Pr16+p9VlZWWL16NXr16qW1v8ePH4u2a9WqpXdMNWrUwN27d0V9yiX9xcTElGqsmjVrirY1YyciIiIiIiIiIiIiIiIiIiKislU0cQooSKxiwh9VZAqFAjVr1sSdO3dECavJyclM+iPT+OGHH/Dtt98WW0ehUOC5557D4sWL0bJly2Lrpqamirbt7e31jkmzjWafAJCRkYG8vLxSjaXLOIZ6/PixJCmxJLdv35bEk5ycbLSYyDjS0tKK3SYiIiLd8DmViIjIePi8SkREZDx8XiUiIjIOPqdSacTHxyMvLw8KhQIKhQIODg7Iz88v77CISuTg4ID4+HgIggBBEBAfH2+UpD9j5jTpi0l/ZmzIkCGYOnVqiQl/gPQgM+TAtbW1LbZPbWX6jqXLOIb64YcfMH/+/FL1ERwcjEePHhkpIjKV4ODg8g6BiIioUuBzKhERkfHweZWIiMh4+LxKRERkHHxOJX1Uq1YNQMFkTkqlEgqFQjL7H1FFpFAokJ+fj/z8fHWyc2hoaKn7LbqKa1lj0p8Z27ZtG7Zt24auXbti3bp1qF+/vta6mZmZom0rKyu9x7O2thZtZ2RklDiOIWPpMg4REREREZG5EYQnvzXLi/yhbZ8gyJfLbsuMo1lfrk+t9fStL1dYtJ/SxCKUsN+AviW7S7ivdd5XzM6yHl+vPiTjF780S7HHYjGFxcWktY6ex6wp+tZpfF0a6jGGXm1KePwZaxx9bqOpYtC3oq59GRJnsf0ZsUNjx1bavo1524odp2yGKbPbo3X8cmprDOV93xlbJbs5BqnI/1OlAqhuBzRyFqDkCnJEREREZaroEr6Ff6tUqvIKh0gvhceq5nEsVOQXQCVg0l8F9c033+Cbb75Rb2dkZCAuLg6XLl3Crl27sHnzZnUyXFBQEPz8/HDgwAG0bdtWtj/N2fays7P1jikrK6vYPrWVZWdn6zXbny7jEBERERlKKJJUI/q7pG0d9snW1bJPeNKR4fsU8nUFoHAifc19RROO9NkHjf2QaVO0jqifYuoVV6fobcaT21o0IUozTrnbC5lybfVk+5eLSa6tzH2DIvXkbrtcv1r3aelfvr5C6/9BWxut8cvUl7ttOsVbQv2i26L92v4HJdQxah/F3D8lj8NPIYmIiIiITMHbUcAknzxY8TNmIiIionJRmDhVNIGKqCKrjMcsk/7MhK2tLWrVqoVatWrhhRdewEcffYQhQ4bg4sWLAIDExEQMHDgQV69eRZUqVSTtHRwcRNtyM/KVRHPGPc0+tZVlZmbqlbinyziGeuuttzBkyBC92ty+fRsDBw5Ub7dr1w4+Pj5Gi4mMIy0tTTT1dLt27WBvb1+OERFRRSQIAvIFIP/J77x8AYIgIE8o2FewDeRp1MvPF/77u6R9+RpjCE/6lBkrH5DUL+xPLo6i8aNoeZHbJvr7ST+F9QBxX4JQkBxWXD0UGbMwKUmfeoXJPHL1CtoXqSdzG4qt92Qszb+11ZNLLCIiIiIiIiIi83MnRYFQRW1M9de+AhIRERHJ4+eqZKi8vDw8ePAAAKBUKgEU5HNYWDD1iCq+3Nxc9XHr6OgIAGjcuHGpZ6u8ceNGqWMzFB95Zqp+/fo4cOAAfH19cf/+fQDAgwcPsGzZMixcuFBSXzNxrnB9an1otpFLxrO1tYVKpUJeXp6onVwiYmnGMVS1atXUa8wbysHBAU5OTkaKiEzF3t6e/yeqlAqTxXLz//udm5cvKcvLz3+yr8h2nrRtXn4+8vKB3Px85AsF9fOF/+oU/cnNL0hoU+97kuCm3leYyPakH/V+AU/GEZCXD1G9giQ5/Pe3KDlOvE+ckPffvjxR0lyRepLkOaFCL09DRERERERERES62301Fh/1bwULlbK8QyEiIjJr/FyVdJWbmytJkFKpVFzil8yCIAiSZakdHR1LnbRqzJwmfTHpz4y5u7tj/vz5GDdunLps/fr1skl/molukZGReo/38OHDYvssVLVqVTx69Eg0Vs2aNXUepzAzvKRxiIhKIy9fQE5ePrJy85GT9+QnV0B2Xh6ycwV1WXZuPrLz8pGTJyD7Sd1sdf2C8pwnCXU5T+rlFu7PF5CTW5B8V9hfbp5QpPy/xLycIol7hX/n5P2XrJeT/18ZERERERERERHR0y42LQeHQmPQp4lHeYdCRERERERU5pj0Z+YGDRqE8ePHQ3gyddHDhw9x79491K1bV1SvUaNGou2IiAi9xnn8+LFoSWArKys888wzsnUbNWokSvqLiIhA+/btdR5LM7bGjRvrFSsRmQdBEJCVm4/MnDxk5uQjK7fgd2ZOXpHyIn/n5iOryLb6d05BEl52bkEfWbmFf/+XsJeVm1fwd5Hy3HwmzxEREREREREREZmzX8/cZ9IfERERERE9lZj0Z+aqVKkCV1dXxMXFqcsePXokSfrTTJy7c+cOsrOzYWVlpdM4mmtQe3t7a53isnHjxjhy5Ih6+/r16zqNoW0sJv0RlZ/CxLy0rFykZ+chNSsXaVm5SMvOK/j9pDw9Ow8ZOXnIyM598jsfGTm5yHiyLzOnYH/h34X1udQqEREREZH5e7Iqxn/bsnWkpZolMlWg0KwlW0eXmGTGN1LcxcUkAMjNyVFvW1haSvqUu93a4ikurpLaFdNEa6vi2hgyjtz/wdBxpH3oWlOXvoxcT4dboXtfOtYz4P4w6B40oJEh45TV7SntYaTL/9qU45du7FLGbqQ4ShynjAYqs3HK7J7TT3kei9o8Ts7Co+RMSfmh0Md4nJyJak425RAVERERERFR+WHSXyVkaWkpKatevTqqV6+unoEvKysL586dQ8eOHXXq8/jx46LtVq1aaa2rue/EiRM6jQEUrAEfHBys81hEJE8QBGTk5CE5IxcpmTlIziz4nZKZi+Qnv1PUv3P/S+bTSOhLy85DHmfEIyKq0BQKQKko+KhIoSj40Eih+O9vpaLgAzwFABTWVRR8KFf4N560USoKnkOys7LwpDpsbW2gVCrFfUPcp2hbIw4U2Vc0rsJ+IIpdXPdJZEXGkN4+2TFk+oEodmk/mrdD7nYWxqOtH80xitYv7KLoh6mS21C0XTHjamtbuFE0tv/qivsuKYaibf+rq/m/eVJmSAz478bIHT/QrCsTS5G7R2tdzf3QvM+K60tLrLqOX2TIEmKTlis0Guscc5EPjWWTp4qpJ7p/5e5z2X6Lq6eQlBkUq0w/usYKXetpjKO5T9uYcpU1b4uuY0jbadSVuY90iU3b7dWMp7jbq1mX9JOcnIxDhw6pt/39u8HJyakcIyIiIjJPwWHxGPrjSUl5Xr6AHecj8VaP+uUQFRERERERUflh0p+ZS0lJQXx8vKjMw0N+KvsXXngBa9euVW8fOHBA56S/AwcOiLZfeuklrXVfeOEF0faJEyeQlpYGe3v7Esc5fvw40tPT1dsNGzZEw4YNdYqRqDLKzs1HYno2EjNykJCWjYT0HCRlFPxOSM9GYloOEjOykZShmdCXy2Q9onKmVAAqpQIKhQIqRUHilVKpgFKhgEr5ZFuhePIj3qdQ4EkbxZNyqP9WPOm7sC0U/20r1L/F9RTqfUUSvp60L1oP6n416xUkEaiTxzTqFW2nrZ5kG0Xj1a+eXDtAHLdc/AXbRf4G1PdpYd2Cvwvvl/+Sg/7rr+htLBhXPd6TfpRFEnhKHL+wX/z3v5QbXzzGf/eVKUiTE9oxOYGIiIiIiIjKlZ+XC+q62uJefIZk37Yz9zG5uze/qEBERERERE8VJv2ZuX379kEosj5m1apV4enpKVu3f//+oqS/gIAAzJkzp8QXwnfu3BEt12tpaYnnn39ea/3atWujdevWuHDhAgAgNTUV27Ztw9ixY0u8PUXjA4ABAwaU2IbInKRl5SI2NQuxqVmIScl+8jsL8WnZBUl8hcl86TlITM9GWnZeeYdMlZClqiDZy0JZkGBmoVKKtlXKgr+VSnGZulwhLlM9SUZTKRRQqZ78VtcDVEplwe+i9QqT4ZRFE98KthUySXHq7cJ+nyRDFY6j1KivlNmnUijEfWvpSx2DOumuSL9P/tbcJ5eoR0RERERERERExqFQKDCopQe+ORQu2Rcel47TYfHo8Ixb2QdGRERERERUTpj0Z8YyMjIwd+5cUdmLL74IpVIpW//ZZ59FrVq1EBkZCQAIDw9HQEAAxo0bV+w48+bNEyUWDh48GM7OzsW2GT9+PKZMmaLeXrJkCYYPHw4bGxutbW7cuIFff/1Vva1UKjFmzJhixyGqCDJz8vAoKRMxqVmITXmS0JeajZgnf6t/UrKRkcMkPnNkZaGElUoJS5UCVhZKWKoKti1UCliqlE9+FLBQKmFpoYSlUiHdpyoot1QpC/5+Ur+gngIqZZGyJ+0tVE/+ftJOVaRflVIBS+V/ZYUJeQW/lf9tq4rUUzIZjYiIiIiIiIiIzFP/5h743+Ew5AvS97e2nbnPpD8iIiIiInqqMOmvApgxYwaGDBkCPz8/ndvEx8dj2LBhuHnzprpMpVJh+vTpWttYW1vjk08+weTJk9VlH3zwATp06IAmTZrIttm8eTM2btwoGmP+/PklxjdhwgR88cUXiIiIAADcvHkT06dPxw8//CA7s2BycjJef/11ZGdnq8tGjBihNS6ispKVm4fopCw8TMrAo6RMPEzKQFRiJqKSMhCVlImopEzEp2WX3BHpTaVUwMZCCRtLFWwsVbC2UMLaUgUbSyWsn5QX/rZSKWFloYS1haogQc+ioI51kb/V+1X/lVk+SeazfpLIV7htpVLC0uJJgt6TGemIiIiIiIiIiIio/Lg7WKFpFQFXEqTv1e27EoW5/ZvC2dayHCIjIiIiIiJ93LlzB8HBwYiMjER2djZcXFzQuHFjdOrUqdjJxEiMSX8VwD///INly5ahXbt2GDZsGHr27ImmTZvC0lL84lQQBISGhmL79u343//+h9jYWNH+6dOno3nz5sWONX78eKxYsQLXrl0DACQkJKBr1674+uuvMWLECFhYFBwS8fHx+Prrr7Fo0SJR+4kTJ6Jhw4Yl3iYrKyssWbIEI0aMUJetWrUKsbGxWLRoERo0aKAuP3jwIKZPn47Lly+ryxwcHPDZZ5+VOA5RaaVk5uBeXDruxaUjMiEdUUmZeJiYgUfJmXiYmInY1KzyDrFCUikVsLdSwd7aAnZWKthZWcDWSgVbSxXsnvy2Lfq7yD4byyf1LVWwtfovqa9oEp+NRcFseERERERERERERESFOngIuJIgLc/KzcfeSw/xWoe6ZR8UERERERHpZPfu3fj8889x/vx52f0ODg4YM2YM5s6dC3d39zKOzvww6a8CCQ4ORnBwMICCpLmaNWuiSpUqsLKyQkpKCu7fv4+UlBTZtqNHj8bSpUtLHMPS0hLbt29Hly5dEB8fD6AgwW/06NF4++234e3tjYyMDISFhSEnJ0fUtl27dvjyyy91vj3Dhw9HUFAQVq5cqS7bsWMHfvvtN9SuXRtVq1bFvXv3JMmLSqUSAQEBqFevns5jERUnKSMH9+LSEB6XjvDYNITHpT1J9EtDbOrTM0ufSqmAo40FnGws4Whj8eTHUl1m9ySJrzCZT/2jLreAvXXB39YWSs5+R0RERERERERERGXKp4oAZ0sBSTnS9yZ/PRPBpD8iIiIiogooKysL48ePx6ZNm4qtl5qaihUrVuDXX3/Fjh070K1btzKK0Dwx6a+Cys7ORlhYWIn1nJycsGTJEkyaNEnnBBwfHx8cPHgQAwYMwL1799TlqampuHTpkmyb3r17Y/v27bC1tdXtBjyxYsUK2NjY4Ouvv1aXCYKAiIgI9dK/RdnZ2SEgIACvvPKKXuPQ000QBCSm5yA8BYjNVCAmEziwNxSRSdm4F5eGhPSckjsxE7aWKrjYWaKKnRWq2FnC5cnvKnaWcLSxlCT0Odv+l9hna6lioh4RERERERERERGZLZUCaFdNwIEH0vc5rz5IxrWHSWhaw7kcIiMiIiIiIjn5+fkYNmwY9uzZIypXqVSoU6cOnJ2dERYWhqSkJPW+mJgY9OvXD4GBgejYsWNZh2w2mPRXAWzZsgW///47Dhw4gODgYCQnJxdbX6FQoHnz5njttdcwevRoVK1aVe8xW7ZsiStXrmDx4sVYtWoVEhJk5sMH0KBBA8yYMQPjx483KFlIqVRi+fLleOmllzB37lwEBQXJ1rOyssKQIUPw+eefc4Y/0suwH0/iRlQykjNzITqlRT4ut5h0ZWOphLuDtfrH1b4gic/5STKfi50lnG2t4FJYbmsJG0tVeYdNREREREREREREVG46VMvHgQdK2X3bztzH/AFM+iMiIiIiqiiWLVsmSfibNGkS5syZgxo1agAoSAzcs2cP3n33XfUEYunp6Rg6dCiuXr0KZ2de48th0l8F4OPjAx8fH8yYMQP5+fm4desWbt++jYiICCQnJyMnJweOjo5wdnaGl5cXfH194eTkVOpxHR0dsWjRIsyfPx+nT5/G1atXERcXB5VKBU9PT/j6+qJ58+ZGuIWAv78//P39ERkZiRMnTiAiIgKZmZlwdHREgwYN0KVLF6PcJnr6JGXkPEn4qxjsrFRPkvisCn47FiT0VS2yXfXJb3srzrxHREREREREREREpA93G6CBUz5uJUsT/3ZdeIBZz/vwy9NERERERBVAXFwcFi5cKCpbvHgxPvroI1GZUqnEoEGD0K5dO3Tp0gXh4eEAgMjISCxfvhzz588vq5DNCpP+KhilUolGjRqhUaNGZTampaUlunTpgi5duph8rFq1amHo0KEmH4eeHnXd7BDyKKVMxnK0sUANZ1t4VrGBp7MtPJ1t4OlsgxpVCv72cLKBvTVPq0RERERERERERESm1KGagFsyiyYlZ+bi72uPMKBVzbIPioiIiIiIRL744gukpPyXz9GtWzfMnDlTa/2aNWvip59+Qu/evdVlX3/9NaZOnQo3NzeTxmqOmJ1CRGbNy83eKP1YqZSo5WqLmlUKk/lsUaPKf7+rO9vCgQl9REREREREREREROWuhasARxsLpMisArM1+D6T/oiIiIiIyll+fj4CAgJEZfPmzStxNcRevXqha9euCAoKAgCkpKRg27ZtmDx5ssliNVfMYCEis1ZXj6Q/awsl6rrZoa6bPeq526Oumx283Ap+ezrbQqXkUrtEREREREREREREFZ2VCnihaVVsPRcl2XfybhzuxaX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" ] }, "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 295.11\n", "34.402683 296.35\n", "51.604025 296.93\n", "137.610734 297.91\n", "223.617442 298.13\n", "309.624151 298.17\n", "348.327170 141.81\n", "387.030188 66.83\n", "425.733207 31.44\n", "464.436226 14.80\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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" ] }, "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": [ "

Overview of the Aqueous Phase Data at Shut-Down.

\n", "\n", "Data subset analyzed: t ≥ 309.624 s (first row at 309.624 s). Interval covered: 309.624 s → 464.436 s.\n", "\n", "- Summary of bulk magnitudes and dominant species\n", " - H₂O(a): bulk solvent, ~986.21 → 991.75 g/L (large absolute magnitude; ≈0.56% increase).\n", " - NO₃⁻(a): the largest dissolved solute, ~29.04 → 30.91 g/L (absolute increase ≈1.87 g/L; ≈6.44%).\n", " - H⁺(a): small absolute but notable relative change, ~0.4719 → 0.5023 g/L (Δ ≈ +0.0304 g/L; ≈6.44%).\n", " - N₂(a): ≈0.0090586 → 0.0090626 g/L (Δ ≈ +4.0×10⁻⁶ g/L; essentially constant).\n", " - O₂(a): ≈0.0054816 → 0.0054822 g/L (Δ ≈ +5.7×10⁻⁷ g/L; essentially constant).\n", "\n", "- Quantitative changes over 309.624 → 464.436 s (Δt = 154.812 s)\n", " - H₂O(a): +5.546 g/L; mean rate ≈ +0.0358 g·L⁻¹·s⁻¹.\n", " - NO₃⁻(a): +1.870 g/L; mean rate ≈ +0.0121 g·L⁻¹·s⁻¹.\n", " - H⁺(a): +0.03038 g/L; mean rate ≈ +1.96×10⁻⁴ g·L⁻¹·s⁻¹.\n", " - N₂(a): +3.98×10⁻⁶ g/L; mean rate ≈ +2.57×10⁻⁸ g·L⁻¹·s⁻¹.\n", " - O₂(a): +5.7×10⁻⁷ g/L; mean rate ≈ +3.68×10⁻⁹ g·L⁻¹·s⁻¹.\n", "\n", "- Trends and temporal behavior (detailed)\n", " - Monotonic increases: H₂O(a), H⁺(a) and NO₃⁻(a) all increase monotonically across the interval; increases are gradual but persistent.\n", " - Near-constant gases: N₂(a) and O₂(a) show only micro-scale rises (parts-per-million of their values) and are effectively constant for practical purposes.\n", " - Similar proportional change for H⁺ and NO₃⁻: both rise by ≈6.44% over the interval, indicating correlated relative increases (H⁺ absolute concentration remains small compared with NO₃⁻).\n", " - Rate behaviour: the averaged rates above are representative; short-windows inside the interval show modest acceleration in H₂O and NO₃⁻ (e.g., between ≈325–371 s values increase more rapidly than immediately after 309.6 s), but no reversal or strong transient is present.\n", "\n", "- Comparative remarks and significance\n", " - Mass/abundance hierarchy: H₂O(a) » NO₃⁻(a) ≫ H⁺(a) ≫ N₂(a), O₂(a).\n", " - The largest absolute change is in H₂O(a) (≈5.55 g/L) and NO₃⁻(a) (≈1.87 g/L); relative changes are largest for H⁺ and NO₃⁻ (both ≈6.44%).\n", " - Dissolved gases (N₂, O₂) remain negligible contributors to concentration change in this period.\n", "\n", "- Key numeric endpoints (start → end)\n", " - H₂O(a): 986.207 → 991.753 g/L\n", " - H⁺(a): 0.47187 → 0.502253 g/L\n", " - N₂(a): 0.00905861 → 0.00906259 g/L\n", " - NO₃⁻(a): 29.0439 → 30.9139 g/L\n", " - O₂(a): 0.00548158 → 0.00548215 g/L\n", "\n", "- Concise conclusion\n", " - After 309.624 s the aqueous phase displays steady increases in solvent (H₂O) and in dissolved NO₃⁻ and H⁺ (both ≈6.4% relative rise), while dissolved N₂ and O₂ remain essentially unchanged. The behavior is monotonic with modest acceleration mid-interval but no sign reversals." ], "text/plain": [ "" ] }, "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 = 7518\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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "image/png": 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xxRd2ZUFBQZoxY0aRfQQGBmr69Omm/d5++22lpKR4ZHxFeeedd0x99erVy6nZXuPj4zVmzBi7spycHL3yyiseHWNhFi9e7LC/Dh066LffflPLli3dbnvAgAH6888/NXTo0OIMsUgzZ840lT3wwAMaPHiw2202a9ZMH374oXr27FmcoeESULlyZT311FPatGmTw1Uljhw5ooEDByo7O7sMRgcAAICKhoAhAAAAUEHln73QYrHo9ttvV+/evRUTE1PovgDKhy5duuimm24ylc+fP78MRoNL1V133WW3/cknnyg3N9elNk6ePKnvvvuu0HYB6VzQ8Nlnn9Xs2bPl5WX/p8ucnByNHDmywKVfgYvZBx98oKFDhyonJ8dW5uPjo/vuu0979uzR+PHjVa9ePbfaDgkJ0ciRI7V9+3a98847djOjZWRkqE+fPqZZ2MqDJ554wm7p2fvuu0+dO3f2WPuOZokcMWKE6tat61T9evXqmZZXPnPmjD7//HOPjbEgeXl5+vjjj03lrgQEH3/8cVNI9fPPPy+V2evPn8/Ph0fPq1OnjhYsWKBKlSoVu4/Q0FB98skneu2114rdVkF++uknU5kzAU/AFdWqVdOiRYscBlfXrl2rN998swxGBQAAgIrGp6wHAAAAAKD0OZqVsEuXLrZlpG699Va99dZbttvOz3bYvHlzj44jMTFRa9eu1eHDh3Xq1CkFBwerdu3aio+PV/Xq1T3aV3l14MABbd68WSdOnNCJEyfk7e2tqKgoVa9eXR06dDAtaefJfjdu3GjrNyAgQNHR0apevbrat2/vsZlhygPDMLR3715t3rxZR48eVUpKinJzcxUYGKiQkBBddtlliouLU/369eXjc/F9TO7fv78puLV+/fpit5ucnKxVq1Zp165dSk5OVkhIiKKjo9WqVSs1bNiw2O1fKC0tTdu3b9fOnTt18uRJpaamyt/fX5GRkYqJiVGbNm1UtWpVj/YpSadOndLmzZu1Z88epaSkKD09XX5+fgoKClJMTIztuIiIiPBYn9nZ2frjjz+UmJio48ePKyUlRZGRkYqOjlbjxo3VuHFjj/XlKTfddJOioqKUlJQkSTp27Jh+/PFHh+HWgnz66ad2s6tcccUVat26tUfHaRiG9u/fr+3bt+vAgQNKSUlRdna2IiIiFBkZqTp16qhVq1Yef57n5eVp165d+vPPP3XixAmlpKQoLy9PQUFBCgsLU82aNVW7dm3VqVPHFJhzxaV+Lsvvxhtv1NixY01LoW7ZskUzZswodkC1PDwXz549q1WrVmn79u06ffq0AgMDFR0draZNm6p58+ayWCwe6ae0jlG474svvtADDzxgF7aKjY3V559/rg4dOnisH19fXz344IO6/vrrNWjQIK1bt06SlJubq1tvvVVLly5VmzZtPNZfcfzyyy+aNGmSbTs2NlavvvqqR/vIP3uhJN17770utTFq1Ci7JZylcyG9UaNGFWtsRVmyZImOHj1qVxYfH69WrVo53Ya/v7/uvPNOvf7667ayzMxMzZ49W3feeaenhurQxx9/rD179tiVeXt765NPPvH455/HHnvMo+2dl5ubq8OHD9uVhYWFOR1QLU1Wq1Xr16/Xn3/+qePHj8tisSgqKkqXX365OnbsaFouG+WPl5eXpkyZoq1bt2rLli12t40fP1733nuvwsPD3W4/IyNDq1ev1uHDh3XixAllZmYqOjpaMTExatmypS677LLi3oVLxpYtW7RhwwYdPXpUeXl5ioqKUs2aNdWpUyeWNgcAAJc2AwAAAECF88knnxiS7H6mTp1qu33Dhg2m2x988EGP9f/tt98anTt3NiwWi6kfSYbFYjE6duxozJ07165ebGys3X7Dhg0rsq9hw4bZ1YmNjXVrzIsXLzaNc/HixW61dejQIeOxxx4zGjZs6PD+n//x9fU1OnfubHzxxReG1Wp1q68LnT592njuueeMxo0bF9pvQECA0atXL+Pbb791q5/y8pjv2LHDeOihh4wqVaoUen/P/wQFBRmdO3c2xo8fb+zYscOtMbti2rRppjGMHTvW5Xb++OMPh/cnPT3d4f5F/X42bNhg9O/f3/D19S3wsYqNjTXeffddIzs72417bhg5OTnG/PnzjYceesi44oorCjwXXPhTp04dY/To0caJEyfc6vO8s2fPGu+8844RHx/v1HFhsViMhg0bGvfcc4+xYMECIycnx+U+rVar8fXXXxvXX3+9ERwcXGh/1atXN+6//37j4MGDxbqf7nD0nHvxxRcNwzCMhx9+2K68T58+LrV9xRVX2NV/6623DMMwjBEjRpj63Ldvn9PtHjx40Hj77beNm266yYiMjHTqed67d29j/vz5Lo3fkbVr1xojRowwwsPDnTqWwsLCjB49ehhvvvmmS7/finIuc8RqtZqOHUlGs2bN3G6vNJ6LY8eONbV3od27dxt33nmnERQUVGD/VapUMcaNG2ekpaW5dV8No+SP0aLu54Xyv4dz5+fC9wCdO3e2uy0kJMRISUlx+7EyDMOYPXu2qc/z56qStH79esPf39+u386dOxunT58u0X7T0tKM6667zq7fGjVqGGfOnCnRfp2RkpJiOmYWLFhgu93R65UznwsutGXLFlMbjRo1cmu8DRo0sGvHx8en2MdjUR5//HHT+CdMmOByO7///rupnUGDBpXAiP9htVqN+vXrm/q96667SrRfTzt8+LDpPlSrVq1Ux1DU56Xk5GRjzJgxhb6HCA4ONu68807jwIEDLvfvzudzR5x9Pdm3b1+xX0sKe63ylKuuusrUpyvvbwuzdu1ah/fp9ddfd6u9r776yujZs6fpdSj/T5MmTYyxY8caycnJTrc9f/58Uzu//fab0/UbNWpkqt+zZ0+n63/55Zem+lu3bnW4r6Nja9q0abbbMzMzjTfeeMOIi4sr8DHy8/Mzbr75ZuOvv/5yeowAAAAXEwKGAAAAQAXUtWtXuz+EBgUFmS6C5b+gX6lSJSMzM7NY/Z44ccLo06ePS3/8HzhwoC0odbEHDDMyMozHH3/cCAgIcPkiyBVXXGH8+eefbo3dMAzjnXfecSp8k/+nQ4cOxubNm13qq6wfc6vVajz33HOGn5+f2xedqlSp4taYXeGpUM7OnTsd3ofExESH+xf0+zn/uHl7ezv9OLVs2dI4duyYS+P98ssvjaioKLd/N0FBQcZ7773n8uNkGOeOqdq1a7vdtyTjp59+cqnPZcuWGa1atXK5H39/f2P06NFGXl6eW/fVHYUFDDdt2mRX7uPj4/TvPn8I1s/Pz0hKSjIMo3gBw06dOjkVTi3op2PHjm6FxzIzM4177rnH8PLycrvvdu3aFdlPRTuXFWTGjBkO79umTZtcaqc0n4uFBSXee+89l94HxMXFGTt37nTpvpbWMVqWAcMvvvjCdPvEiRNdepzy69Wrl117QUFBpRLyq1evnl2/PXv2NDIyMkq03/MyMzONq6++2q7/kSNHlkrfhbnnnnvsxpQ/eOaJgOHEiRNNbbh73++++25TW54IshemXbt2pj5dCe6cl52dbQQGBtq1U9IhueXLlzt8jq9bt65E+/W0U6dOme6Dj49PgV/yKQmFfV5atmyZUaNGDafPsYGBgaYv+BWFgKFjJRkwNAzD6Natm6n9li1butTG+vXrnf7C1YU/UVFRxqRJk5zqIz093RRcHDdunFN1ExMTCzxOnf271MiRI+3qVq9evcB9CwsYbt26tcgvh1744+3tXez3JAAAAOURa14AAAAAFcyePXu0dOlSu7K+ffsqNDTUrmzYsGF226dOndKcOXPc7vfkyZPq3r275s6d61K9r7/+Wr1797ZbWvNidPToUXXt2lWvvfaaMjMzXa6/efNmdezYUT/++KNL9fLy8jRq1Cg99NBDOn36tMv9/v777+rUqZN+/fVXl+uWlWHDhumll1666I8ZZyUnJzssd2VZX6vVqttvv10vvfSS8vLynK63YcMGdenSRWlpaU7X+euvv2xL7bojIyNDDzzwgP71r3+5VO/HH3/Utddeq3379rndt6s++ugjXX311W4tWZ2VlaUXX3xRN998s9LT00tgdK7Jv6Rxbm6uPvnkE6fqTp061W77pptuUuXKlYs9phUrVtgtJ+qqlStXqk2bNtq0aZPTdbKzs3X99dfro48+ktVqdbtvZ1S0c1lBbrnlFkVHR5vKv//+e6fbKC/PxWeeeUYPPPCAS+8DEhIS1KlTJyUmJjq1f2keo2WpX79+qlatml3ZxIkT3W5v9+7dWrhwoV3ZkCFDXHotdccLL7ygXbt22babNGmiWbNmKTAwsET7Pc/f319z5szR5ZdfbiubPHmyli9fXir9O7Jw4UJ99NFHtu3q1avbLeHrKeeXh76Qu8tRd+zY0an2PSUvL8/02uXr6+vW8ta+vr6Kj4+3Kzty5IiOHDlSrDEW5rvvvjOVtWnTxqXlncuDiIgI+fv725Xl5uZq9uzZZTSif3z//ffq0aOH068dknT27Fn1799fP//8cwmODJ7w8MMPm8o2bNjg9O/7559/VufOnfXHH3+43HdSUpLuvfdePfzww0W+zwgKCjKdVxctWuRUPwXtd/bsWf32229utdG9e3en6l3ojz/+UIcOHbR9+3an6+Tl5elf//qXPv74Y5f7AwAAKM98ynoAAAAAAErX1KlTTYGM/GFCSbrtttv05JNP2oWNpkyZosGDB7vcZ05Ojq655hpt3rzZdFuNGjXUv39/NWrUSJUqVdKxY8e0YcMGzZkzxxaIW7ZsmR577DGX+y0vjh07pvbt22v//v2m25o2baqrrrpKTZo0sV3EPn78uH7//Xf9+OOPSk1Nte2bmpqq/v37a+XKlWrZsqVTfd9zzz2mcI8kBQQE6Nprr1Xnzp1VrVo1nT17VgkJCZo7d67p95SSkqLevXvr119/1ZVXXunCPS99M2bMcBh6io6O1jXXXKNmzZqpevXqCgwM1NmzZ5Wamqp9+/Zp69at+v33390KYZa1rVu3msqCgoIUFBTkdBvPPvusZs6caduuWbOmrr/+ejVr1kxRUVFKS0vTtm3bNGvWLFNAb8eOHXrqqaf03nvvuTX+2NhYtWzZUo0bN9Zll12m0NBQBQYGKi0tTYcPH9bGjRs1f/58U5By0qRJatasme67774i+0hKStKwYcOUlZVlV+7j46MuXbqoY8eOiouLswWtU1JSdPz4cW3dulXr16936YLSea+++qqefvppU3lwcLB69uyp+Ph4VatWTaGhoUpOTtauXbu0cOFCUwDqu+++04gRI/TFF1+4PAZPu+uuu+wCE9OmTSvy3JyZmanPP//c1I6n+fv7q02bNmrcuLEaNGigyMhIhYaGKjc3V8nJydq+fbtWrFhhCnwcO3ZMAwYM0Lp16xQWFlZkP6+88op++eUXU3nNmjXVq1cvNW7cWFWqVFFAQIAyMjKUkpKi3bt3a8uWLfr999+dDqhVxHNZQXx9fdWlSxfNmjXLrnzlypVO1S8vz8UPP/xQr7zyim07OjpavXv3Vnx8vKKjo5WZmandu3dr9uzZpvP68ePHNWrUKKdClaV1jLqqcePGtvc5Bw4csDtGfX191bhx4yLbCAkJsaszatQoPf/887ayzZs3a+XKlQ7DXkX58MMPTe+PXQ2yu2rXrl168803bdvBwcGaO3eu6Us/jvz000/6+uuvtXLlSh05ckR5eXmqXr266tatq4EDB6p///5OndMkKTQ0VNOnT1fXrl1ltVplGIZefvll/fTTT27fN3elpKRoxIgRdmUTJ04skaCno9f2unXrutVWnTp1TGU7duxwqy1nJCQkmILKNWvWlJ+fn1vt1alTR8uWLbMr27FjhynE6ymLFy82lV199dUl0ldJslgs6tChg5YsWWJX/vjjj6tt27aqV69emYxr48aNevrpp21fUAgMDFT37t3VpUsXVa1aVT4+Pjp48KAWLFhger3Izc3V3Xffra1btyo8PLwshl8oPz8/NW/e3Lb9119/KScnx7YdGRmpWrVqlcXQSlW3bt3k5eVlCvj9/vvvGjBgQKF1Fy9erBtvvFG5ubmm21q0aKEbb7xRcXFxCgwM1JEjR7R06VLNnz/f9DnqnXfeUV5eXpGfAXv06GH3HFm1apXS09MVHBxcaL3CgogLFy4s8pyxd+9e0+fWHj16FFonv0OHDumJJ55QSkqKpHOfHbt27apu3bqpRo0aCggI0JEjR7R48WL98MMPpi/q/d///Z969uypuLg4l/oFAAAot8p2AkUAAAAApSk3N9eoXr26aZmYgpb9u+666+z29fLyMvbv3+9yv46WPPL39zdeffVVIzc312GdtLQ04+GHH7btb7FYTMvrXAxLJOfl5ZmWnpPOLc25atWqQuuePn3a+L//+z/TEqC1a9c2LWntiKPlAyUZffr0KXD5XMMwjHnz5jlcTisuLs44c+ZMkf2W5WNet25d0/JE//nPf5xaRik3N9dYsWKFcc899xh16tRxa8yu8NSyojfddJOpnSuvvLLA/fP/fvz8/GzHWGhoqPHRRx8V+LzMysoy/v3vfztcBurQoUNOjXfs2LFGs2bNjLfeesvpZT8zMzONd955xwgLCzOdR5zp98UXXzSNuWfPnk6fz/bt22e88cYbRr169ZxaInnRokWmpUkDAwONV155xUhOTi607uLFi406deqYxuvustCuKGyJZMM4d07Kv7RrUeexmTNn2u1fo0YNu9ec4iyRHBQUZAwbNsz4+eefnV5OdMuWLUbPnj1Nfd5///1F1j179qwREhJiVy8oKMiYOnWqU8vnZmZmGgsWLDBuueUWo0uXLoXuWxHPZYV57bXXTH04s4RnWT0XHb3vOf/c8fX1NV555RXj7NmzDutarVbj7bffdri88e+//15ov6V5jBZ0P53hqfcJR44cMXx9fe3auv32211uJzMz04iKirJrp02bNm6NyRV33XWXXZ9vvPFGkXW2bdtmdO7c2eH7uwt/IiIijI8++sgwDPOyj+eXfMzvwvOxxWIxtm3b5sm765T8j8mQIUMc7ueJJZIvu+wyUxvufM4xDMdLa3bu3NmttpyxaNEiU3/dunVzuz1Hz+UpU6Z4cMT/yM7ONn2mk2R88803JdJfSXvvvfccPgeDg4ONsWPHFvqZyxMcPRcufK92++23G4cPHy60fqVKlUxtvPLKK071X9pLJJdU/55W0kskG4ZhNG3a1NTH008/XWidpKQkh5/za9WqVehnnIMHDxrXX3+9w2N9zpw5hfa5atUqU50ffvihyPt34d+t8v89xJnX6I8++sjUb2HPR0fn8QufS7179y70s+umTZuMuLg4UxujRo0qcqwAAAAXCwKGAAAAQAXy/fffm/7g+eSTTxa4/5dffmna//nnn3epz927d5su/vr4+BizZ892qv4bb7xR4MXTiyFgOGHCBFO9+++/37BarU73PXXqVFMbEyZMKLROamqqERkZaao3cuRIp/reu3evw4sPDzzwQJF1y+ox37JlS7GP1/PS09PdqucKT4Ryli9fbrrgIsl44YUXCqyT//dz/qdSpUrGxo0bnep35MiRpvoXBtEK40xItSCbNm0yhQyLupBmGIbRpk0buzoNGzZ0KqiVn9VqLTLIlpKSYlSpUsWuv5iYGGPz5s1O93PmzBnjiiuusGsjKiqqxI/LogKGhmEYt9xyi93t99xzT6Ft5g9YP/PMM3a3Fydg6O6xlJeXZwqxBAcHG6dOnSq0nqPX0OnTp7s1hsJ+lxXxXFaUpUuXOjxvFRTSM4yyfS46CkpI50LRixYtcqrv8ePHm+qPGDGi0DqldYyeV9YBQ8MwjCFDhti1FRAQYCQlJbnUxieffGK6HyUVrjrvyJEjhp+fn62/Ro0aFRjuP2/16tUOg0CF/fzrX/8y9u7da1dWUMBw69atdu8p/u///q8E7nnBfvzxR9Nz7cSJEw739UTAMP/nE4vFUuTvoCA5OTmm92P169d3qy1nfPrpp6b7f8cdd7jd3uTJk03tvfzyyx4c8T927drl8FhNSEgokf5KWmZmplGzZs0Cn4MWi8Vo27at8e9//9uYPXu2cfDgQY/27+i5UNB7uII4+jxRt25dp+oSMHSsNAKGw4cPN/UxePDgQus4+gxXu3Ztp45Lq9VqDB061FQ/Ojq60M9Hubm5RkREhF2dRx99tNC+tm7dard/27Zt7Z5nXl5exsmTJwttY9CgQXZtNGrUqND9HQUMz//cc889Tn1RY/fu3UZgYKBd3bCwsFJ5Pw4AAFAavAQAAACgwpgyZYqp7I477ihw/5tuusm0JNm0adNMS8gV5oMPPrBbtkiSnn76afXt29ep+o8++qhuueUWp/srTzIyMvTf//7Xruz666/Xe++9J4vF4nQ7w4cP1913321X9uabb9qWvXJk+vTppiUy4+PjNWnSJKf6rl27tr7++mvTvtOmTSu3S2/u3bvXVDZy5Ei32nJleeGysnbtWvXv39/0fPT399ftt9/ucnvTpk2zW3KsMK+++qoCAgLsyubPn+9U3eIst3bFFVfo5ZdftitzdF7LL/+xcfvtt8vf39/l/i0WiwIDAwvdZ9KkSTp27Jht28vLS3PnzlWzZs2c7ic8PFyzZ8+2W+owKSlJkydPdnnMnpZ/eeMvv/xSZ8+edbhvQkKCaRnE4cOHe2ws7h5LXl5eev/991WzZk1bWXp6umkp5/zyH0eBgYG67bbb3BpDYeeYinYuc0ZMTIzD8kOHDhVYpzw+F//73/+qe/fuTu37xBNPqEaNGnZlRZ1nS+sYLU/uv/9+u+3MzExNmzbNpTYmTpxotx0REaEhQ4YUe2yF+eyzz+zex/373/+Wt7d3gfsfOnRI1157rU6dOmW6LTg4WPXq1VOdOnVMr1ETJ060W0a6MI0bN1aXLl1s2wsXLnSqniecOXPGdJ579913FRUVVSL9paammj6fBAYGFvo7KIyPj4/pfcXJkyfdHl9RHB0HFy4h7ipHdUtq/AcPHnRYXrVq1RLpr6T5+/vrq6++Mr0vPs8wDK1Zs0YTJkzQzTffrJo1a6pKlSq67rrrNH78eC1fvty09Kwn9OvXT88995xT+3bq1EkDBw60K9u9e7f27Nnj8XHBcxy9NyrsfVFSUpI++eQTuzJvb299++23uuyyy4rsz2KxaNq0aab3USdOnDC1m7+Prl272pUV9fqSf3nknj172i1vbLVa9euvvxZY3zAM0+2uLo98Xtu2bfX+++/Ly6voy+l16tTRgw8+aFeWkpKi33//3a2+AQAAyhsChgAAAEAFcfz4cX3//fd2Za1atVKTJk0KrBMQEKDBgwfble3fv9/0B9+CZGVlafr06XZl1atX19NPP+3coP/2+uuvuxUGKmtTp05VUlKSbdvLy0vvvvuuW22NGTPGLux39OjRQv9Q/d5775nKnP3D+HkdOnTQsGHD7MrS09NdvnBfWlJTU01llStXLoORlJy8vDytX79eDzzwgK688kodP37ctM8DDzyguLg4l9q96qqrdNNNNzm9f6VKlXTdddfZlW3cuFFWq9Wlft0xdOhQu+fC8ePHtXPnzkLr5D82Suq4yM7O1ltvvWVXdscdd6h9+/Yut3X55ZebgqKzZ88uzvA8onv37oqNjbVtJycna9asWQ73zR9I79Kli+rWrVviY3RGQECA6WL6ihUrCq2T/zgKDw+Xj4+Px8dWEc5lrsr/ZYfzUlJSHJaXx+fi5ZdfbgrDFcbX19f0HuzQoUMOz/vnldYxWp506tRJLVq0sCv78MMPnf4yzObNm7Vy5Uq7sjvuuKPEA5ZffPGF7f/R0dG69dZbC93/zjvvNH3Bo1u3bvr111915swZ7dy5U7t371ZycrIWLFigTp062fb73//+5/S4LgzAbtmyxe59bEl6+OGHlZiYaNvu06dPiYY809PTTWVFfYGgKPnrZ2RkFKu9wnh6/I7qltT4HX1RKSAg4KL8rHde+/bttWDBAlWrVs2p/Y8fP66ffvpJzz33nLp06aKYmBiNGDHCdC5yl5eXl/7zn/+4VGfo0KGmsnXr1nlkPCgZjt4bFfS+SJImT56szMxMu7JRo0aZXkML4+Pj4/DvGY7+9nCh/F+u2LJli92XQPLL//emHj16mAKChf1NauPGjabXL2e/4JHfhAkTXHovxXMJAABcyggYAgAAABXE//73P9NMHfnDY444muHQmRnDJGn16tWmGTaGDh3q8gWwatWq6cYbb3SpTnnwzTff2G1fffXVql27tltt1axZ0zRbwJIlSxzue/DgQe3YscOurE2bNoqPj3e53/vuu89UVpoz2rjCUQCnqMBQeTNp0iS1aNHC4U+dOnUUHh6u1q1b6/3333c4g2X37t1NM/w5w53Z0dq2bWu3nZaWZhcOKCnh4eGmGTtWrVpVaJ38x0ZJHRcrV67U4cOH7cryzz7qiuuvv95ue9WqVSUyy40rLBaL7rzzTruyqVOnmvazWq2mgHn+2Q/LWr169ey2XT2Ojh07pt27d3t8XJfCuczTIiMjHZYXNHtmeXwu3nXXXS6F/CXzeVaS6fX9QqV1jJY3+YObu3fvdvrLMJMmTTKV3XvvvR4ZV0GSk5PtwgZ9+vSRr69vgfsvW7ZMv/zyi13ZE088oV9++UXdunWzCz74+vqqZ8+eWrp0qWkWJWdcddVVtv8bhqH169e73Iar5s2bZxeCjIiIMM0q6Wn5PxNJKnAGOmfl/3xT2EzjxeXp8Tv6bFZS43d03i7O7NblRefOnbV582Y98sgjLv8uUlJSNHXqVF155ZW64YYbCj3PO+Pqq69WnTp1XKrj6usNyp6j90YFvS+SHH+Gd/RZvyhXXXWV6Uuqf/75Z6GBQUezBxb0Op2bm6ulS5fatoOCgtSxY0f16NHD7ktmhb3O57/N29tb3bp1K3D/gtSrV880+2JRmjRpouDgYLsynksAAOBSQcAQAAAAqCDyhwJ9fX2dWnq4Y8eOphDGnDlzHC7NlZ+jsEa/fv2KrOeIu/XKSlZWllavXm1XduWVVxarzfzhxA0bNjjc77fffjOVDRgwwK0+4+PjTf3+/vvvLi2TXVri4+NN4Y2RI0dq69atZTQi1x07dkybNm1y+LN3716HM9acN3DgQM2ZM8duKU9nXRgocJajC5fJyckut2MYhtauXasPP/xQDzzwgPr27avu3bsrPj6+wLBl/vPPgQMHCu2jXbt2dtszZ87UBx984PHj+MKLYdK586w7wd7z8j/3MjMztW3bNrfb85Thw4fbXeBbsmSJEhIS7PZZtGiR3e8lNDTUNGOgp508eVJz5szRiy++qFtvvVW9e/dWp06d1LJlS4fHUf4wbkHLNp6X/zgyDENDhgwpsp6rLoVzmacVNDvqhcfhhcrjc7E0zrOldYyWN7fddpspaOFMQC0tLU2ffvqpXVnXrl3VqFEjj44vv99++83umC7qSzT5Z4a67rrr9J///KfA4186N4PZ22+/rZ49e7o0tguXjpdU6IyZnnDq1CmNGjXKruyNN95weiY4Tyrs8XSnfmm/Vy7O+B3VLanxO2q3uI99eREVFaU333xT+/fv19tvv6327du7HCz/4Ycf1KZNG3377bduj8Od15sqVaqYQlHuvK9H6XH03qig51JeXp7pbxMNGzYsdDWLwjh6T+/obxAX9pV/GeaCAoJr1qyxm4mxS5cu8vPzU0xMjN0XLvfs2WP6/HFe/lB+fHy8wsLCChxfQbp06eJyHS8vL9NqAjyXAADApeLSXiMDAAAAgKRzM/ls377druzaa69VdHS0U/XvuOMOjR492radlZWlmTNnFjkzSv6lYHx8fNS8eXMnR22vdevWbtUrK+vWrTMtQTR16lTNmTPH7Tbzh6gKWrbO0Wwzbdq0cbvfNm3aaN++fbbt5ORk7dmzp9wsdXpepUqVdNNNN9k9xvv27VPz5s3Vp08f3XLLLerVq5dbFxfKs/j4eD399NO6+eab3aofEBBguuDjDEezzbhy8SQ5OVmvvfaaPvnkE+3fv9/l/i905syZQm8fPny45s6da9s2DEP333+/PvjgAw0fPlx9+vTxyPHs6MKaoxlhnOVo9qDSWq6yMLGxsbr66qttF+8Mw9C0adM0btw42z75ZzUcPHhwiS05+ssvv+itt97S/PnzHc7q5Kzc3FylpaUpJCTE4e0tWrRQy5Yt7cLd69atU/369TVo0CANGjRIV199dbGX2ayo57LCFPQcL+ixLo/Pxfxf1nCGq+fZ0jpGy5vAwEDdddddev31121l8+bNU2JiomrUqFFgvU8//dS0rPS//vWvEhvnefnDwoW9RzMMwxSUmDBhglP9WCwWTZgwwaWZp6Oiouy2T5w44XRddzz44IM6cuSIbbtXr14aPnx4ifYpyeGMkYXN/OWM/PXd+cKHszw9fkd1S2r8js4/Rb2Pu9jExMTooYce0kMPPaTk5GStXLlSv/32m9avX68NGzbo6NGjhdZPS0vTwIEDNXfuXN1www0u9+/O64107jXnwi8zEYoq3xw9bwp6fd+xY4fpi2rF+fuAoy9trF+/vtAvhXbv3l0zZsywbed/bTvP0fLIF/5/8+bNtu2FCxeaZuLPzs7W8uXLC2zDFcV5Ll2I5xIAALhUEDAEAAAAKgBHSxo7szzyebfffrvGjBljN+PElClTigwY5p/1pFatWm4v31WvXj15e3srLy/Prfql7dChQ6aygwcPenQWoZMnTzosdxR6KM5sPI0bN3bYR3kLGErSa6+9pmXLltnNcJeXl6dvv/1W3377rby9vdWyZUt16NBB8fHx6tKli2JjY8twxM4LCgpSeHi4KlWqpGbNmql169a65pprTEtnu6pSpUpu1XN0cdvZcNfcuXM1atSoQpfSckVRF2369Omjvn37mgK+W7du1eOPP67HH39cNWvWVKdOnRQfH6+OHTuqdevWdstOOiP/8z4nJ0ebNm1yqY2iFPS8L2133XWX3YXBGTNmaOzYsfLy8tLp06dNj3VJLI+ckpKikSNH6quvvvJYm8nJyQUGDCXpgw8+UNeuXe2Wx83MzNT//vc//e9//5Ofn5/i4+PVvn17tWvXTl26dFGVKlVcHselfC5zx+nTpx2WFxSyLI/PRXfOte6cZ0vrGC1v7rvvPr355pu2GZ1yc3P18ccf6/nnny+wTv7lkatUqeJ2WN8Vu3btsv2/UqVKql69eoH7bt++3e480LRpUzVt2tTpvlq2bKnGjRvrr7/+cmp/f39/u21XlwJ3xZw5c/TZZ5/ZtkNCQvTRRx+VWH8XchR493TAMP9scJ7k6fE7qltS43d0LszMzFRWVpbp+LsUhIeHq3fv3urdu7etLDExUcuXL9fPP/+s2bNn283Wdp7VatVtt92mv/76q9CgtCOeem9fnC9tXEzWrl2ru+++26U61atX148//lhCI3KOo/dGBb0vKq2/DxSmR48edgHDgwcPaseOHWrQoIHdfkUFDN944w3btqOA4cqVK5WRkVFgG67guQQAAGCPgCEAAABwiUtLSzOFLyIjI4tcju1CsbGx6tq1qxYvXmwr27Rpk9atW1fozIL5v1XvaCYeZ1ksFoWGhl40M1yURgiooAuJji42REREuN1P/mUHJTm1RHZZqFOnjhYtWqT+/fvbzbp4Xl5entauXau1a9fayuLi4tSvXz/ddtttatWqVWkO12Ts2LGFhiFKgqMAS0n67LPPdMcdd3g0LOzMRZuZM2dq5MiRdmGGCx08eFCff/65Pv/8c0nngg49e/bUkCFD1KdPH6cuepfl87609evXTxEREbZz8v79+/XLL7+oZ8+emjlzpl0opVGjRurQoYNH+09JSdE111yjVatWebTdoo6l9u3b6/vvv9ctt9zi8EJqdna2fvvtN7sZ9Bo1aqQBAwbotttuM11ELcjFfi7zNEdhZIvFUuDsq+XxuVha59rSOkbLm8svv1zXXnutXeBj8uTJGj16tLy9vU37//7776bQ6d13310qv6cLZwWsWrVqofvmD8u6s9R3fHy80wHD/O+znZ3t3FUnT57Uvffea1c2YcKEUgtKh4WFydfX1+6cn5mZqby8PIfHS1Fyc3NNM5dXrly52OMsiKO209LS3G7PUd2SGn9B5+1jx46pVq1aJdJneVOjRg0NGTJEQ4YM0fvvv693331XL7zwgul1JSUlRa+88oppmfSilPZ7+4tdWlqay19CKA9/k3D03ij/MvfnlYe/DzgK+S1cuNDufUd6errde/uYmBhdccUVtu3zyyWfn1n6119/lWEYdktD5w8oBgcHu/05hOcSAACAPa+yHgAAAACAkvXll1+aLhoNHjzY5WWvHM146GhmxAvlX3auuDNhlORMIJ5W0GxLpSH/426xWIq1NKmjxz1/H+VJy5YttWXLFk2YMKHAiywXSkhI0BtvvKHWrVurR48e2rhxY8kPsoLas2eP7rrrLlO40NfXVzfffLPefPNNLVq0SDt27NCpU6eUnp4uq9UqwzDsftwJIAQFBWnmzJmaP3++unbtanchypG0tDTNnj1bgwcPVp06dfThhx/azeLqSFk+70tbQECAbrnlFruyadOmSTIvj1wSy13+3//9n8NwYb169fToo4/qq6++0po1a3T48GElJycrKyvLdBydH6+revTooR07dujpp582LSfqyLZt2/Tiiy/aQlyOAoOOcC77x5o1a0xl1atXLzD4W5Gei46U1jFa3jzwwAN224mJifruu+8c7jtx4kS7bS8vL91zzz0lNrYLXbhMZVFLnecPbMTExLjcnyszVOafaduZ48cdo0ePtgvHdOnSpVSWp75Q/sfSarXq8OHDbrWVmJhoeo9QkjODOmrb0ezpznI0w3pJjT8uLs7hufvCwHxFEhwcrKeeekorV650GPiaMWOGcnNzS39gKPccvTe6/PLLHe7r6LN7cf624s7fB6pWraomTZrYleUPAy5dutQu+N29e3e7z2zBwcFq3769bfvkyZPasGFDoW127ty5RJesBwAAqEgIGAIAAACXOEchwEmTJslisbj0c+edd5ra+fzzz02zdVwoNDTUbvvCC6ruKG790hQYGGgqmzhxoingUpyfhIQEh33nf9wNwzAtE+QKR497/j7Km6CgID355JPav3+/li5dqueee05dunRx+Hu50C+//KJ27drZLd8Ez3nqqadMyy1ee+212r9/v7799ls98sgj6t69u+rXr6/IyEgFBQU5DAIWZxa/Xr16afHixdq3b5/ee+89DRw4sNDlKaVzwYF7771Xffr0sc2Y4Uj+46tKlSoefc4bhuHwXFxW8i97PHv2bC1evNjuQp+Pj4/uuOMOj/b7559/mkKMISEh+vTTT7Vjxw698cYbGjhwoOLj41WtWjWFhYU5vLBYnOOoUqVKevnll3XkyBH9/PPPevzxx9W2bdtCL2AahqFZs2apRYsWmj9/vlP9cC475/fffzeVFTZLY0V7LjpSWsdoeXLttdeqbt26dmX5g4TSuUDC119/bVd23XXXlcnsaV5e5evP83/88Yfddr169Uqkn/xBvoSEBLVs2VItWrRw6sfRcqbfffedab/rrruuwDHUrl3bVLZ//3637s+BAwecat9TPDl2qXTH7+vrq2bNmpnKHYWlKpIWLVrogw8+MJWnpaVp9erVZTAilGenT5/Wjh07TOUFvTdy9Nm9OH9bcffvA927d7fbXrJkid0XzwpbHvm8nj172m0vXLjQ9v/k5GRTWDl/nwAAAHBf+foLBgAAAACP2rZtm8OL8p5y5swZzZo1q8Db88/CkJyc7HZfhmGU6ax5zizBeiFHM76U1rLCjpYsKs4yTo7qVqpUye32nOXqY+6IxWJRly5d9OKLL2rp0qVKSUnRH3/8oTfeeEPXXXedw5BOdna2RowYoWXLlhW7f/wjPT1d8+bNsytr1aqVvvvuO1WrVs2ltjwxO1lsbKzuv/9+ffXVV0pMTNT+/fv16aef6p577ilw+b558+bp/vvvL7DN/M/7S30WtTZt2qhp06a27czMTA0dOtRun969e3t8FqQvv/zSNFPUjBkzdNtttxU5M+WFPHFO9vHx0TXXXKP//ve/Wr16tVJSUrR8+XK98sor6tq1q3x8fEx1UlJS1L9/f+3cudPpfiryuSwrK0srVqwwlV955ZUF1qloz8XClNYxWh5YLBbdd999dmWLFi3S7t277cqmTZtm+oJMac6ed+HMT0Uta5v/Pd2Fyys7y5U6c+fOtf2/WrVqaty4scv9uePAgQPatGmT0z979uwxtXH69GnTfoUtDe1oOfD8x4qzHI2nYcOGbrXljNjYWAUEBNiVHTx4sNAvQRSmtMfftWtXU9mvv/5aYv1dLIYMGeJwWXJHQbJLjSc+97mra9euHvuiX2n55ZdfTO+FLRZLgUsBl5e/D+QPDCYnJ9sF2/MHDPOHCR21cWGd/IFFR/sDAADAfQQMAQAAgEtYUUsYl3Qf+ZceO3DgQKEzHhZm165dpj8WO8PX19du292LFydPnnRpf0eBmuLMLOIKRxemtm3b5nZ7ji7OFrZkXlk95s7w8fFRmzZt9Oijj+qHH37Q8ePHNWnSJNMMdnl5eXriiSc83n9FtmzZMtPshU8//bTpeCnKwYMHS+QiZK1atXTbbbfpww8/1MGDB7V48WL16tXLtN+UKVO0detWh23kf95nZ2fryJEjHh9reZJ/FsP8s1Llv90TLpypRJKaNGmifv36udzO3r17PTUkG39/f3Xq1ElPPfWUFi9erKNHj2rChAmmwH16erpGjx7tdj8V6Vz26aefOnw9uPHGGwusUxGfi84qrWO0rAwfPlxBQUG2bcMw9OGHHxa4LZ1bsvXaa68ttTFeGMJITEwsdN/8gXd3lpF1ts6ePXu0YMEC2/alHspo3bq1qczdL2atXLnSVFbYLKvF5ePjoyuuuMKuLDs7W+vWrXO5rZycHNPMlVWrVnX5yx+uuOmmm0xlf/zxh2mp04rGYrEoPj7eVJ6UlFQGo3FOef7cdyl7++23TWVt2rQp8Hlb1n8fOM/RFxvOBwSPHz+uLVu22Mrr16+vmjVrmtqIj49XeHi4bXvFihW2vzHlDyhGR0erefPmRY4LAAAAziFgCAAAAFyicnJy9Mknn9iV+fn5qXnz5sX6yf/N9CVLlhQY0sh/4S43N1ebNm1y6/64c8FMksLCwuy2U1JS3GrH1RlN2rRpY1r2rrRmkXJ0QdOdC9Ln5b/oGBERoTp16hS4f1k95u4ICQnRqFGjtH79etMFjDVr1ujgwYMlPoaKwtFj2blzZ5fbKclZWS/UtWtXzZ8/X/fcc49duWEYmj17tsM67dq1M5Vd7LPHFWXo0KEFhkRjYmJ0ww03eLzP/MeSO8eRVDrHUuXKlfXkk09q1apVpqXjvv/+e1Po1l2X6rnMarXqzTffNJW3atWq0JnVKuJz0V2ldYyWloiICN122212ZdOmTbPdD0czGo4aNapUlyq+/PLLbf8/efJkocGaRo0a2YU///zzT5dCIVu3btWff/7p1L4PPfSQrFarbTv/bJCXGkevHY5mS3VG/no+Pj4FziTmKZ4a/4YNG5SRkWFX1qVLF7fH5YxOnTo5XH7b0RLBFc2FwanzHM00W15cTJ/7LhVr1qxx+Fy//fbbC6xTv359hYSE2JV58u8DkuPQdn6hoaFq27atXdn5Lw4tWrTIblbGgkLu3t7edrOgZmZm2h6P/AHDq6++2qXZzQEAAFA4AoYAAADAJWrevHk6fvy4XdnNN9+sjRs3FuvnpZdesmvTMAxNnTrV4Rjat29vKisomFOUb7/91q16+WfkSUtLc2sWiKVLl7q0f6VKlUx/ZN++fXuhS7V5SseOHU1l33zzjVttrVu3Tvv27bMra9++faF/qC+rx7w4qlSposcee8xU7uxFeRTN0THgzlLbX375pSeG47SXX35Z3t7edmWbN292uK+jZbzcPXddLKKjowucSe72228vkYvi+Y8ld44jV0M6xdWgQQONGDHCriwjI8PhspTFcamdy8aOHetwxtBHHnmk0HoV8blYXKV1jErmsIw7M1QX5oEHHrDbPnnypL766itJ0sSJE+1u8/PzK5GZVguTf+nZwsLOFotF3bt3t20bhqFnn33W6b6c3Xf8+PH68ccfbdvXX3+9w/fxnjJnzhyXlyS98Gfx4sWmNocNG+bSMqZNmzZVjRo17Mr++usvl18bHNXp2LGjKXjlaY5m3XTn/b6jOiU9o6fFYtHDDz9sKp82bZpWr15don2Xd8eOHTOVOZoZv7zI/7nPndmhs7OztWrVKrf6L+nXk/ImLS1Nd955p6k8PDzcYfl53t7epmDf9u3bC5yVvShff/21qczR3yAcyR8cXLVqldLT051aHrmgNhYtWqTExERt37690P0AAABQPAQMAQAAgEuUo6WLhw4dWux2Bw0aZJqtasaMGXYznpzXrl07U/Djk08+cXmZ5KNHj2revHmuD1bnLpjn5+qFq927d+vXX391ue8+ffqYyl599VWX23FVzZo11ahRI7uytWvXujULpKOZRBwtG3uhsnzMiyP/BX9JSk5OLtUxXMqCg4NNZa4GT/fs2aO5c+d6akhOqVy5smlZsYKOi6uuuso088ysWbO0a9euEhtfeVBQOKekQjv5jyV3AsxvvPGGp4bjtNI6x1wq57I5c+Zo/PjxpvIWLVqYZqjLr6I+F4urtI6d/DMlpqWlebT9K664wjS726RJk3T48GHT+8n+/fsrJibGo/0X5corr7Tbzh+qyC//TIKzZ8/WmDFjiuxnzJgxRb5m5uTk6KmnntJzzz1nKwsLC9Nrr71WZPuXgiFDhpjK8i+hXRRH+99yyy1uj8lZ3bp1MwXP1qxZo40bNzrdRnZ2tqZPn25XFhAQoJtvvtkDIyzcyJEj7WbzlM6Fw26//Xalp6d7tK/XX3/do+2VlIyMDIefmQqbOb6s5f/ct3PnTpdfN2bOnOn277ykX0/Kk7y8PA0fPtxhCHrMmDGmxyK/a665xlQ2adIkl8exfPlyu6WMpXOvu84GYfOH/rKzs7Vs2TL98ssvtjJvb29169bN6TYWLVpkV7+g/QAAAFA8BAwBAACAS1BiYqLmz59vVxYdHe2R2SgqV66s6667zq7s0KFDpv4kyd/f3/RN+sOHD7scsnv88cfdXqLP0VI9n332mUtt/Pvf/3YYoCzKAw88YJrV4dNPP3V7FkdX3H///Q7Hc+GyQ0VZs2aN6aJjcHCwhg8fXmi9snzMi+PIkSOmsvzBMrivWrVqprIFCxY4Xd9qtequu+4q9ZlJMjMzdfr0abuygo6L4OBgPfroo3ZleXl5Gjp06EW3zKgrrrvuOh05csTu59ixY4UuYVsc+Y+lRYsWuXS+WLRokWbMmOHpYRWptM4xF/u5zGq16qWXXtKAAQNMr1n+/v6aPHlykcvZVtTnYnGV1rETGRlpt33mzBnTeba48s9iuHLlSj300EPKzc21K//Xv/7l0X6dUbVqVbtQzpdfflnoa9vVV19tWrL2xRdfVK9evbR06VK7+5SXl6fly5erd+/eevHFFwts8+TJk5o8ebKaN2+uCRMm2Mq9vb31xRdfOAybXoruuece0/lk8uTJTs/CtmfPHk2ePNmuLDw8vFQCht7e3ho5cqSp/Omnn3a6jTfeeEMnTpywKxsyZIjp80tJ8PPz08cff2yaFX3Xrl3q3bu3R84JKSkpGjp0qB5//PFit1WQDz/80OUvzxXk7bffNgXtoqOjTTPPlSf5P/fl5ubaZox1RnJycqHnqqLkfz1xZwbFi8Hhw4d19dVXO5xxtH379nrwwQeLbOOuu+5SQECAXdmkSZMKnJndkdzcXId9OdP/ee3btzd9WeiDDz7QgQMHbNtt2rRxuFz4eQ0bNtRll11m296wYYNplvs6deooLi7O6XEBAACgaAQMAQAAgEvQ9OnTTRcqBw8e7LGlKh3NhOhoxkTp3IXb/DMejh8/Xt9//71Tfb3zzjuaOXOm64P8W506dVSvXj27si+++EJ//PGHU/Vfeuklt5dVDA8P1xNPPGFXZhiG7rjjjmLNwvbTTz8VeUF82LBhptkjV61a5fQf//fv368BAwaYQjsjRowo8qJjWT3m06dP16xZs9wKoOXk5Jhma/Ty8lLTpk1dbguO5Z9NSjr3u05JSSmyrtVq1ahRo7Rs2TKX+929e7defPFF0wV0Z3344YemQFLz5s0L3P/RRx9VVFSUXdmaNWs0YMAAt2cCO378uJ577jktXLjQrfolzWKxqGrVqnY/JTkjWP5jae/evU7PwLJ+/XrdcsstLoWtz3vzzTfd/h2kpKSYAtsRERGKjY017VtRz2VWq1Vz585Vly5dNHr0aNP9t1gsmjhxosMQuyMV8blYWsdocTVr1sxUduHyvJ7Qr18/Va9e3a5s1qxZdttNmjRx+NpUGgYMGGD7/9GjR4t8XzhjxgzTkrsLFy5U165dFRERofr166tBgwaKiIhQly5d9PPPP9v2yz+b7GOPPabo6GiNHDnSbiaswMBAzZgxQ7179y7OXbuo1K9fX4MGDbIrS09P15133llkaCwzM1PDhg1TRkaGXflDDz1UaDDmQkuWLJHFYrH7cSUQ89BDD5lmLfv555/1/vvvF1l33bp1ev755+3KfHx89NRTTzndf3FdffXVDgORy5cvV+fOnV0KPuX39ddfq1mzZsX6HOmMhx9+WJdffrneeuutYs2eN2vWLNPvQzr3Gb6oUH1Z6tWrl2l8L7zwglOvs5mZmRo6dKj27dvndv/5X0+2bNmigwcPut1eeZOUlKRXX31VLVq0cPg56LLLLtPXX39t+nuLI1FRUbrjjjvsynJzc9W/f3+HXzDIzzAM3X333dq0aZNdeUxMjEsrZfj6+ppC8/n/NlTY8sjnXTg7odVqNb2P6N69u9NjAgAAgHPK7ycTAAAAAG4xDENTp041lXtieeTzbrzxRtOFs++++87hMpV169bVM888Y1eWm5urAQMG6LXXXiswQJGRkaHHHntMjzzyiKRzwQJ/f3+3xnv33XfbbVutVl1//fX67bffCqxz5MgRDRs2TKNHj5Yk07f9nfXkk0+aluZJS0vTzTffrHvuucfpWRZ27dqll19+WU2bNtV1112n5cuXF7p/SEiIJk6caCp///33NXDgQB07dqzAuj/++KM6depkujgTFxenF154wanxlsVjvnHjRg0YMEB169bVc889p/Xr1ztVb//+/brppptMAcgePXqoatWqLo0BBatWrZo6depkV7Z7925dc8012r9/f4H1duzYoWuvvdY2Q5CPj4+CgoKc7jctLU1jxoxRrVq1NHToUM2ePVtnz54tsl52drZee+01U0jY29vb4ZKK54WFhemLL74wBbq///57tW7dWjNnzjTNoOVIZmam5s6dq6FDhyo2Nlbjx4+/KJe5LQn5wyDSuQv8H3zwQYHBwby8PL3//vvq1q2b7bUqf1inKEuXLlWvXr3UtGlTvfzyy9q+fbtT9bZu3aoePXqYjvNBgwY5vCBcUc5lhmFo7969+vzzz/Xoo4+qTp066tu3r8PXCW9vb02aNKnIGXQvVBGfi6V1jBZX+/btTYGUxx57THPnzlVOTo5H+vDx8dGoUaMK3efee+/1SF/uyL/M98svv1xo8DkuLk4//vijw+Baenq6du3apZ07d5oCTvfff7/tfdV5p06dMvXVoEEDrV69usjlxy9F//nPfxQSEmJXtnz5cvXo0UOHDx92WCcxMVFXX3216XwVGxtbqgG96Ohoh+/NH3zwQY0fP77Ac9x3332nbt26mb5A8cgjj5iWvC1pL730ksPPqVu3blXLli01dOhQU6CpIMnJyZoyZYqaN2+uQYMG2c2IVpKOHDmiRx99VFWqVNFtt92mn376yelZDfft26e7775bgwYNUnZ2tt1tlStXdhg6LE9q1qxpWnr30KFDuuaaawoN+q1fv15du3a1Bcvc/azdsWNHu22r1aqBAwdq7dq1brVX1jIzM7V69Wq9++67GjJkiGrWrKmnn37a4RelateurSVLltjN5FeUV155RTVq1LAr2717t6688kotWrSowHqJiYnq06ePwxnAP/roI5d/f0UtXezM0saeaAMAAACu8cz0JQAAAADKjSVLlphCa/Xq1VO7du081oe/v78GDhxotyRYTk6OPvnkE9OShJL07LPP6vvvv9e6detsZVlZWXriiSf09ttvq3///mrUqJEiIyN14sQJbdiwQbNnz9apU6ds+99///2aN29eoUGkgtx7771677337C5ynDhxQp06dVKvXr3Us2dPXXbZZcrLy9ORI0e0fPlyLVy40BZCCggI0CuvvOLwvhXFx8dHX331lTp27Gh3od8wDH388ceaOnWq2rRpoy5duqh27dqqVKmSrFarzpw5oxMnTmjz5s1at26dEhISXO570KBBmj9/vilw+s033+iHH35Q79691blzZ1WtWlWZmZnat2+fvvvuO23cuNHUlq+vrz799FOnZ2Qpy8c8ISFB48eP1/jx41WtWjW1atVKLVq0UPXq1RURESE/Pz+lpaUpISFBK1eu1JIlS0yBBn9/f73++usu943CjRs3zjSbxKpVq1S/fn316dNHnTp1sh2PiYmJWrhwoZYvX253gXzMmDGaMmWKy+eCzMxMzZw5UzNnzlRgYKBatGihli1bql69eoqIiFBoaKiysrJ09OhRbdq0ST///LOOHz9uauepp55SzZo1C+2re/fueuedd3TffffZle/Zs0dDhw7VY489pq5du6p169aKjo5WSEiIUlNTdebMGe3du1fr1q3Txo0bnQpCVkTdu3dXly5d7GZyyc3N1f3336+3335bN998sxo3bqzAwECdOHFCW7Zs0dy5c+2CIlWqVNFjjz2mJ5980uX+t27dqmeffVbPPvus4uLi1LJlSzVv3lxVqlRRRESEfHx8lJKSot27d2v58uX67bffTGGeypUra9y4cYX2czGfyyZNmqQ5c+aYyq1Wq+1YT0lJcWpp61q1aumTTz4xzXbjjIr6XCytY9Rd1apV07XXXms329CxY8fUt29f+fn5qWbNmgoODjYtnTp58mS1adPG6X7uuecevfTSSw5Di8HBwaaZnEpTo0aNdM0112j+/PmSzs0mN3369EJDtFdeeaVWrFihe+65R7///nuh7YeHh2vChAkaNWpUoe8hmzRpoieeeEK33npriYRJLwY1a9bUxx9/bFrW+LffflPt2rU1cOBAxcfHq2rVqjpy5IjWrFmjb775xnRc+fr66vPPP3fpSxCe8PDDD2vBggX66aefbGWGYei5557TpEmTdNttt6levXry9/fXvn37NGfOHIfB9datW+ull14qzaFLOvclshkzZig0NNT05Sir1Wp771atWjX17NlTdevWVVRUlKKiopSXl6dTp05p9+7dWrNmjf744w9TSK80ZWRk6LPPPtNnn30mX19ftWjRQm3btlWtWrVUuXJlRUREKDMzU6dPn9b27dttY3bE19dXU6ZMUeXKlUv5XrjuhRde0IIFC+y+OLh69Wo1aNBA/fr105VXXqmoqCilpaVp//79+uWXX+xed+rVq6cbb7xRb7zxhst99+nTR5UqVbL7u8Hq1asVHx+v0NBQVa9e3WH4zdHn3ZJ23XXXyc/Pz1SenZ2t5ORkJScnm5bILsjNN9+sKVOmmJaILkqlSpX0ySefqFevXnafr/bt26eePXuqVatWuvHGGxUXF6eAgAAdOXJEy5Yt088//+wwNHv//ferT58+Lo1BKjz8FxwcrA4dOhSrDS8vL1199dUujwsAAABFMAAAAABcUm677TZDkt3PuHHjPN7PkiVLTP00adKkwP1PnDhhNGvWzFTHmZ/OnTsbmZmZRmxsrF35sGHDnB7vokWLDF9fX5f79vHxMebMmWMsXrzYdNvixYud7v/UqVPG9ddf79b9d/RT2GN9odzcXGPkyJHF6issLMxYtGiR0/e1rB7zhx9+2COPrb+/v/HVV1+5fH9dNW3aNFPfY8eOLfF+hw0bZtdnbGysW+24+5x46qmn3P7dDB061LBarS6dCzZs2OCx593gwYON7Oxspx+jb775xggNDfVY/19//bXTfbvD0e/0xRdfLNE+R4wYYepz3759Rdbbv3+/UaVKFbfPaWvXrnX4HCys7z59+njk9xgREWEsXbq0wH4uhXOZJ34qVapkPP/880ZGRkaxx1jaz8WxY8ea6rhj3759pnamTZtW4P6ldYx64n5u3brVCA4OdmlcrrzvOm/IkCEO2xo5cqTLbXna0qVL7cZUuXJl49ChQ0XWs1qtxrx584xhw4YZ9evXN0JDQ42goCCjbt26xrXXXmtMnjzZOHPmjG3/hIQEIygoyLjsssuM5s2bG/379zfeeustY8OGDYbVai3Ju1hiHL1eufK5wJE33njD7eeMr6+vMWvWLI/cD3fel6WmphpXXnml2+Nv1KiRcezYMZf79bRPPvnEiIiI8OhrSUREhDFhwoQSG7O/v79HxyvJCAoKMubOnetU/8X9jHqh4nzWHjdunFv3tVq1asbu3buL9Xoyffp0l/staVdddZXHjwtJRuvWrY0ff/yx2OP74YcfXH4Nzv/z4IMPGnl5eW71b7VajZiYGIft9u7d2+l2mjZt6rCNVq1auTwmV99zFSb/7/+qq65yqx0AAIDyhiWSAQAAgEvImTNnNGvWLFO5J5dHPq9Lly6qVauWXdnWrVu1evVqh/tHRUXp119/1U033eRSP/369dPPP//s9vLI53Xv3l1z585VcHCw03ViYmI0f/58t76Vn19kZKTmzZunt956S1WqVClWW7GxsU4vE+nt7a2PPvpIb7/9tsszHEjnljFcsWKFadY5Z5T2Yx4TE2Oa7chVTZs21a+//qqBAwcWqx0U7OWXX9Zzzz3n0u/K29tbzzzzjGbMmOH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" ] }, "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 996.96\n", "34.402683 1001.85\n", "51.604025 1005.74\n", "137.610734 1013.94\n", "223.617442 1015.45\n", "309.624151 1015.74\n", "348.327170 1018.68\n", "387.030188 1021.42\n", "425.733207 1022.68\n", "464.436226 1023.18\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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" ] }, "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": [ "

Overview of the Vapor Phase Data at Shut-Down.

\n", "\n", "

Scope

\n", "\n", "- Period analyzed: t = 309.624 s through t = 464.436 s (Δt = 154.812 s). Only rows with time ≥ 309.624 s are considered; columns analyzed: time, H₂O(v), N₂(v), O₂(v).\n", "\n", "

Key numerical changes (start → end)

\n", "\n", "- H₂O(v): 0.0272684 g/L → 0.0272443 g/L \n", " - Absolute change: −2.41×10⁻⁵ g/L \n", " - Relative change: −0.089% (approx) \n", " - Average rate: −1.56×10⁻⁷ g·L⁻¹·s⁻¹\n", "\n", "- N₂(v): 0.908398 g/L → 0.908598 g/L \n", " - Absolute change: +2.00×10⁻⁴ g/L \n", " - Relative change: +0.022% (approx) \n", " - Average rate: +1.29×10⁻⁶ g·L⁻¹·s⁻¹\n", "\n", "- O₂(v): 0.257921 g/L → 0.257934 g/L \n", " - Absolute change: +1.30×10⁻⁵ g/L \n", " - Relative change: +0.0050% (approx) \n", " - Average rate: +8.40×10⁻⁸ g·L⁻¹·s⁻¹\n", "\n", "

Trend comparison and interpretation

\n", "\n", "- Magnitudes and ranking: N₂(v) ≫ O₂(v) ≫ H₂O(v) throughout the interval (final values ≈ 0.9086, 0.2579, 0.02725 g/L respectively). \n", "- Trends: after 309.624 s H₂O(v) shows a very small downward drift, while N₂(v) and O₂(v) show very small upward drifts. \n", "- Stability: all changes are extremely small (fractions of a percent) over 155 s, indicating the vapor composition is essentially quasi‑steady with slight slow drift following the TBP inflow cutoff.\n", "\n", "

Concise conclusion

\n", "\n", "- In the post‑shut‑down interval the vapor phase is effectively steady: H₂O(v) decreases marginally, N₂(v) increases the most (but still only ~2×10⁻⁴ g/L), and O₂(v) increases negligibly. The composition changes are minute relative to absolute concentrations, consistent with approach to a new near‑steady state after TBP inflow is set to zero." ], "text/plain": [ "" ] }, "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 = 5896\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='

', markdown_display=markdown_display, save_supporting_info=db_save)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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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" ] }, "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 44.28\n", "34.402683 48.95\n", "51.604025 51.27\n", "137.610734 53.40\n", "223.617442 53.40\n", "309.624151 53.39\n", "348.327170 53.38\n", "387.030188 53.36\n", "425.733207 53.35\n", "464.436226 53.34\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": [ "
Overview of the Relative Humidity Data at Shut-Down.
\n", "\n", "This analysis covers only the measurements at and after 309.624 s (the period after 309.62 s when TBP inflow concentration is set to zero): times 309.624 s, 356.068 s, 402.511 s, and 448.955 s. The second column is Relative Humidity (vapor phase) reported in percent [%].\n", "\n", "- Data included\n", " \n", " - Time [s]: 309.624, 356.068, 402.511, 448.955.\n", " - Relative Humidity [%]: 53.3908, 53.3765, 53.3563, 53.3456.\n", "\n", "- Sampling cadence\n", " \n", " - Inter-measurement intervals are uniform in this period: each step is ≈ 46.444 s (309.624 -> 356.068 -> 402.511 -> 448.955).\n", "\n", "- Descriptive statistics (n = 4)\n", " \n", " - Mean RH ≈ 53.3673 %.\n", " - Minimum RH = 53.3456 %, Maximum RH = 53.3908 %.\n", " - Range = 0.0452 percentage points.\n", " - Standard deviation (population) ≈ 0.0175 % (sample standard deviation ≈ 0.0203 %).\n", "\n", "- Trend over the period\n", " \n", " - Absolute change from 309.624 s to 448.955 s: −0.0452 percentage points (53.3908 % -> 53.3456 %).\n", " - Time span: 139.331 s.\n", " - Mean rate of change ≈ −0.0003245 %/s (≈ −1.17 %/hour), indicating a very small, gradual decrease in RH after shut-down.\n", "\n", "- Rates between successive measurements\n", " \n", " - 309.624 -> 356.068 (Δt = 46.444 s): ΔRH = −0.0143 -> rate ≈ −0.0003079 %/s (≈ −1.11 %/hr).\n", " - 356.068 -> 402.511 (Δt = 46.443 s): ΔRH = −0.0202 -> rate ≈ −0.0004349 %/s (≈ −1.57 %/hr).\n", " - 402.511 -> 448.955 (Δt = 46.444 s): ΔRH = −0.0107 -> rate ≈ −0.0002304 %/s (≈ −0.83 %/hr).\n", "\n", "- Brief interpretation\n", " \n", " - After TBP inflow is set to zero, the vapor-phase relative humidity remains essentially steady with a very small downward drift (total drop ~0.045 % over ~139 s). Variability is minor (std dev ≈ 0.018 %), and the short-term rates fluctuate modestly around the small negative mean trend." ], "text/plain": [ "" ] }, "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 = 4771\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='
', markdown_display=markdown_display, print_prompt=False, 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": 123, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "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": [ "Cortix AI assistant: working on explanation...\n", "\n" ] }, { "data": { "text/markdown": [ "

Overview of Reaction Rates Density at Shut-Down.

\n", "\n", "- Data subset and context: the table rows used are the four times after TBP inflow is set to zero (t = 309.624 s, 356.068 s, 402.511 s, 448.955 s). Units: reaction-rate density [mM/s]. Reactions (indices 0→7) are:\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: H₂O(a) <-> H₂O(v)\n", " - 6: O₂(v) <-> O₂(a)\n", " - 7: N₂(v) <-> N₂(a)\n", "\n", "- Overall trend after shut-down: TBP-related reaction rates (indices 0–4) drop rapidly toward zero within the first interval after 309.624 s and in most cases cross sign to small negative values (net consumption) or settle near zero; phase-exchange reactions (indices 5–7) remain essentially unchanged at small positive rates.\n", "\n", "- Timescale and magnitude of the primary response:\n", " - The largest changes occur between 309.624 s and 356.068 s (≈46 s after shut-down), indicating a fast system response to removal of TBP in the inflow.\n", " - By 448.955 s the TBP-related rates are all ≈0 (magnitudes ≤ 0.011 mM/s, typically ≪0.1 mM/s), i.e., reduced by ≈97–103% relative to their values at 309.624 s.\n", "\n", "- Per-reaction behavior (values are [mM/s] at t = 309.624 → 356.068 → 402.511 → 448.955; delta = final − initial):\n", " - 0 ([C₄H₉O]₃PO + H₂O <-> H₂O·[C₄H₉O]₃PO): 0.419134 → 0.100141 → 0.0325229 → 0.0107605; delta = −0.408374 (≈ −97.4%) — large positive production rate falls toward zero.\n", " - 1 (dimer hydration): 0.797538 → −0.0228233 → −0.0533838 → −0.0210582; delta = −0.818596 (sign flip to small net consumption; magnitude reduced to ≈0.02).\n", " - 2 (trimer hydration): 0.110605 → −0.0229238 → −0.00770646 → −0.00166123; delta = −0.112266 (small negative residual, approaching zero).\n", " - 3 (HNO₃·TBP formation, monomer): 0.14649 → 0.010132 → −0.000994863 → −0.00091144; delta = −0.147401 (drops to essentially zero with minor sign crossing).\n", " - 4 (HNO₃·TBP formation, dimer): 0.108296 → −0.0184433 → −0.00690328 → −0.00173299; delta = −0.110029 (small negative residual trending to zero).\n", " - 5 (H₂O(a) <-> H₂O(v)): 0.00133096 → 0.00132988 → 0.00132952 → 0.00132949; delta = −1.47e−06 (essentially constant small positive flux).\n", " - 6 (O₂(v) <-> O₂(a)): 0.0014277 → 0.0014277 → 0.0014277 → 0.0014277; delta = 0.0 (no detectable change in these records).\n", " - 7 (N₂(v) <-> N₂(a)): 0.00269596 → 0.00269596 → 0.00269596 → 0.00269596; delta = 0.0 (no detectable change).\n", "\n", "- Key observations and implications:\n", " - Shutdown of TBP feed produces an immediate, large reduction in TBP-associated reaction-rate densities (indices 0–4); most rates go from clear positive production to values near zero or slight net consumption within ~50 s.\n", " - Gas/solvent phase-exchange processes (indices 5–7) are effectively decoupled from the TBP shut-down on the shown timescale and remain nearly constant small positive fluxes.\n", " - By the last sampled time (448.955 s) all TBP-related reaction rates are reduced by two orders of magnitude or more compared with their pre-shutdown values, indicating that production/formation pathways for TBP-containing species have essentially ceased in this time window." ], "text/plain": [ "" ] }, "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 = 6962\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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": 125, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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": 126, "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 Shut-Down.

\n", "\n", "Period covered: t ≥ 309.624 s (rows at 309.624, 356.068, 402.511, 448.955 s). All values are generation-rate densities in mM/s.\n", "\n", "

Concise summary

\n", "\n", "- The moment of TBP inflow shut‑off (309.624 s) is associated with large negative generation rates for free TBP ([C₄H₉O]₃PO(o)) and liquid H₂O(a), and large positive rates for several TBP–water adducts; within ~140 s after shut‑down these large rates collapse toward small magnitudes (near zero or small sign changes), indicating rapid re-equilibration of TBP-related species. \n", "- Simple gases N₂ and O₂ (both aqueous and vapor entries) show essentially constant, small rates across the period (no transient response). \n", "- The highest-magnitude transient terms are: H₂O(a) and [C₄H₉O]₃PO(o) at shut‑off, and the dimer/trimer TBP–water adducts that are produced at shut‑off and then decline toward small negative or near‑zero rates.\n", "\n", "

Per-species observations (ordered as provided)

\n", "\n", "- H₂O(a): -2.67917 at 309.624 -> 0.0817182 at 356.068 -> 0.119154 at 402.511 -> 0.0399937 at 448.955; strong consumption at shut‑off reverses to small production and then decays toward zero. \n", "- H₂O(v): 0.00133096 -> 0.00132988 -> 0.00132952 -> 0.00132949; positive, essentially constant (~1.33×10⁻³ mM/s). \n", "- H₂O·[C₄H₉O]₃PO(o): 0.419134 -> 0.100141 -> 0.0325229 -> 0.0107605; sizable production at shut‑off that rapidly decreases toward zero (monotonic decay). \n", "- HNO₃·[C₄H₉O]₃PO(o): 0.14649 -> 0.010132 -> -0.000994863 -> -0.00091144; small positive at shut‑off that falls through zero to a small net consumption. \n", "- HNO₃·[[C₄H₉O]₃PO]₂(o): 0.108296 -> -0.0184433 -> -0.00690328 -> -0.00173299; production at shut‑off followed by net consumption (negative) that relaxes toward zero. \n", "- H⁺(a): -0.254786 -> 0.0083113 -> 0.00789814 -> 0.00264443; large consumption at shut‑off flips to small production and then declines toward zero. \n", "- N₂(a): 0.00269596 -> 0.00269596 -> 0.00269596 -> 0.00269596; constant small production (no discernible transient). \n", "- N₂(v): -0.00269596 -> -0.00269596 -> -0.00269596 -> -0.00269596; constant small consumption in vapor form (mirror of N₂(a)). \n", "- NO₃⁻(a): -0.254786 -> 0.0083113 -> 0.00789814 -> 0.00264443; identical pattern to H⁺(a) (large consumption at shut‑off then small production → decay). \n", "- O₂(a): 0.0014277 -> 0.0014277 -> 0.0014277 -> 0.0014277; constant small production. \n", "- O₂(v): -0.0014277 -> -0.0014277 -> -0.0014277 -> -0.0014277; constant small consumption (vapor), mirror of O₂(a). \n", "- [C₄H₉O]₃PO(o): -2.7091 -> 0.0410312 -> 0.112165 -> 0.0407169; very large consumption at shut‑off (−2.7091 mM/s) reverses to small positive generation and then relaxes toward a small positive value. \n", "- [H₂O]₂·[[C₄H₉O]₃PO]₂(o): 0.797538 -> -0.0228233 -> -0.0533838 -> -0.0210582; strong production at shut‑off is quickly lost and turns into small net consumption that trends back toward zero. \n", "- [H₂O]₆·[[C₄H₉O]₃PO]₃(o): 0.110605 -> -0.0229238 -> -0.00770646 -> -0.00166123; moderate production at shut‑off then small negative generation tending to zero.\n", "\n", "

Brief quantitative note

\n", "\n", "- Largest absolute changes occur at the instant of shut‑off (309.624 s): [C₄H₉O]₃PO(o) ≈ −2.709 mM/s and H₂O(a) ≈ −2.679 mM/s, and the dimer adduct [H₂O]₂·[[C₄H₉O]₃PO]₂(o) ≈ +0.798 mM/s. By 356–449 s these magnitudes have fallen by roughly one to two orders of magnitude for most species, with many rates near ±10⁻³–10⁻² mM/s." ], "text/plain": [ "" ] }, "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 = 7350\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "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": 127, "metadata": {}, "outputs": [ { "data": { "image/png": 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79sXp06cloxeuXr1a59EnNbFlyxYEBgaKypycnHD58mWlSYbA25HVNmzYgK+++kpUnpWVhcmTJxssVmUSExPRs2dPpUmG48aNw6NHj/DNN9+olWQIAHXr1sXy5cvx5MkTfPPNNyr/f/o0a9YsyWeoVq1auHbtGkaNGlVokiEAmJiYoF27dlizZg0iIiKwd+9e+Pn5GSpkKsbc3NzQu3dvLFiwAFeuXEFgYCCGDBkCmUwmWXf37t0YOnSoEaIkIiIiKnmYaEhERERERKWGlZUVBg8eLCpTHJVQXYr13nvvPVSsWFHr2Kj4OHXqFBYvXiwp9/Pzw5UrV3Se5tjX1xfnz5/Htm3bRImvRESG4uLigsOHDyudDve3334zQkRkbM7OzpgxYwZu3LghGfEbAF6+fIkBAwYgMzPTCNERGV5GRgYGDhyIWbNmSabPbNSoEbZv346oqCjs2rULEyZMQLNmzVRO0+vk5IQ2bdpgzpw5uHTpEu7du4cvvvhCkvS0d+9edOjQAbGxsQZ7Xbo4fvw4tm3bJl+uW7cu5syZo7f2165di8TERFFZ165dMWnSpELr+vj4YO7cuaKyrKwsLFmyRG/xFSQnJ0dpXz/99FOhI8oCwJIlS1CvXj1R2blz54p0VOHJkyfj7t27kvJFixZhw4YNcHBw0KpdBwcH/PDDD7h48SK8vLx0DVOljIwMHDhwQFQmk8mwa9cuuLu7a9WmmZkZBgwYgMOHD+sjRCrhmjZtit9++w1HjhyBs7Oz5Pndu3dj1apVRoiMiIiIqGRhoiEREREREZUqI0eOFC0fOXIEcXFxGrWRnZ0tScxQbJdKpszMTIwdOxaCIIjKa9eujRMnTsDR0VFvfQ0fPhzBwcFo0qSJ3tokIlLF2dlZ6ehJ//33n2QKQnp3VKhQAadOnVI6KnNgYCBWr15thKiIDCstLQ3dunXD/v37ReXu7u7Ytm0brl+/jmHDhsHW1lar9mvWrIk1a9bg4cOHGDBggOi5wMBAtG3bVuPvH4YWHx+PMWPGyJdNTEywdetWlcmVmsrJycHmzZsl5ZokCk6ZMkWS/LN79+4imbb377//Rnh4uKisYcOG+Pjjj9Wqb2lpie+++05Svn79er3EV5jTp09jx44dkvLp06dj5syZeunDx8cHAQEBBhsd0N/fXzKaoa+vL7y9vQ3SH727evXqhcDAQKWjPs+aNQtPnjwxQlREREREJYeZsQMgIiIiIiqucnJycP36dYSHhyMmJgYJCQlwcnJCuXLlULNmTb1NMWVIycnJCAsLw/379xEXF4ekpCRYWlrC0dERrq6uaNasGcqXL2/sMPWqWbNmaNiwIW7evAngbWLZ77//rtHUVceOHUNUVJR82cXFBX369FE6QoQunj9/jrCwMERERCAhIQFpaWmwt7eHk5MTqlSpAh8fH1hZWem1T0EQ8PjxY9y8eROvXr1CYmIisrOzUaZMGdja2sLd3R2enp6oWbMmzMx0+8oYGRmJGzdu4Pnz50hMTERGRgbKlCkDGxsbVKxYUd6Pvl9jQTZs2CD5EdHCwgK7du1CmTJl9N6fp6enWqOgqOPevXu4d+8eoqOjERsbC0tLS5QrVw6VK1dGixYtiuR9DA0NRXBwMF69eoWcnBy4uLigcuXKaNOmDWxsbAzSZ3x8PK5du4aoqCjExMQgIyMDLi4ucHV1hY+PDypUqGCQfvOLjo5GYGAgwsPDkZCQAJlMBhcXF/Tr10/pCHKK3rx5g7CwMDx48ABv3rxBcnIyrK2t4eTkBDc3NzRv3hxOTk4Gfx3GFh8fj4CAALx69QoxMTHIycmBq6ur/H+p7Mc+QzDGdlxUunfvLhkRKi4uDlFRUVp/Vkrj9vv06VPcvHkTMTExiImJgampKVxcXFCxYkW0atVK6+Sj4srExARbtmzB7du3ERoaKnpu0aJFGD9+vNYjXeWJiorC9evXERMTg+joaOTm5qJcuXJwc3NDy5Yti2QbiYyMxLVr1/DkyROkpqbKt9HWrVvDzc1Nb/0kJSXh1q1buH//PuLj45GcnAxzc3NYW1vDxcUFHh4eqFGjRpHt00gsJycHgwYNwtmzZ0XlAwcOxKZNm3Te1vNzd3fH3r17sXv3bowePRqpqakAgLCwMPTt2xenTp1Sa6rXojB58mS8ePFCvvzll1+iRYsWemv/7NmzePXqlajMx8dHoyQxS0tLDB8+HCtXrpSXpaen4+DBgxg+fLi+QlVqz549krJx48Zp1EafPn1Qvnx50ftw+PBhpKamwtraWucYCzJjxgxJWaNGjfD999/rtR8nJyeMGDFCr23mUZbcpetI84aSkJCAK1eu4MGDB0hISICtrS3KlSsHb29v1K5d29jhkRo8PT2xZ88edO3aFTk5OfLy9PR0zJkzB7/++qtO7T99+hQhISHyc00rKyuUK1cOFStWRMuWLQ1y7aEkSktLw5UrVxAWFoY3b96gTJkyKFeuHOrXr49GjRopneaaiIiIigGBiIiIiKiUOHPmjABA9PDz89O4nWvXrgkfffSR4OjoKGkv/6NixYrCmDFjhIcPH6rdtoeHR4FtqvM4c+aMyvazsrKEf/75R5g8ebLQsGFDQSaTFdqel5eXMGfOHCEmJkbj90oQBCE8PFzS5rZt27RqS9d+R40aJQiCIKxevVpU3rhxY43a7t27t6j+l19+KQiCICxYsECj/4eimJgYYdOmTcLAgQMFNze3Qv83FhYWQrt27YS9e/cKOTk5Gr0GRffu3RMmT56sVr8ABGtra6Ft27bCokWLhHv37qndz/Pnz4Vvv/1W8PT0VKsfCwsLoXnz5sLMmTOF4OBgnV5jYXJzcwUvLy9JDBMmTDBov7q4d++eMH78+EL3HVZWVsJ7770n/PPPPxr3UdhnOD09XVi1alWB/1MLCwuhX79+wp07d/TyulNTU4WVK1cKrVq1EkxNTQt87fXq1ROWLl0qJCcna9yPn5+fymNGbm6u8PvvvwstW7ZUuS9V9flPS0sTDhw4IIwdO1aoWbNmoZ8DmUwm1KtXT/jhhx+EpKQkteMfNmyYzseUefPmKW173rx5knW1kZWVJWzatElo06ZNgf9LmUwmNGvWTFi5cqWQnp6ucT/FcTvWhLJzmGHDhmnczuvXr5W+tps3b6rdRmnYfpV59uyZ8M033wi1a9cusE1zc3Ohbdu2wp49e4Tc3Fy129cXxf0SACE8PFwvbQcGBip9zStXrtSqvdevXwvz588XmjRpUuA5p4mJidCsWTNhw4YNQmZmpsb9KB4DFT8bBw4cEFq2bFngNtq8eXPh+PHjWr1OQRCE7OxsYfv27UKHDh0EExMTtbbPqlWrCp9++qlw8OBBIS0tTefXmUfZ/kLTh4eHh7y9Bw8eSP5/2ux/FL3//vuSfWxUVJTO7RZm2rRpkte7YsUKg/cbEBAglCtXTtTvxIkTDd6vOg4fPiyKq3r16kJqaqr8eWX7Y02+4wiCIEyZMkXSxrJlyzSO9fLly5J2Bg4cqHE7msjNzRVcXV0l/b569UrjtsaNGydpR5d9jzouXLig9HN+/vx5g/arb4sXL5a8hm+//bZIY1D8LOTfVwqCIAQHBwsffvihYG5uXuD+9aefftL4eKds367p5zCPuscTZef7mj70cbwoiLJzfG2u86kyadIkSfsWFhbCy5cvNW7rzZs3wuzZs4W6desW+J5ZWVkJXbt2FQ4cOKBR+4MHDxa1U6NGDbXrXr16VWksv//+u9ptdO/eXVTXx8dH5bqFfZd8+PChMHz4cMHa2lrl++Tm5iZ89913Wn3PJyIiIsNioiERERERlRq6JhrGxMQIgwYNUis5L//D3NxcmDx5slqJEYZMNPzjjz8EFxcXrdu1trYW1q1bp/b7lac4JhrGxMQIFhYWoueCgoLUavfly5eCmZmZqG5egoYuiYaDBw+WtKvJo06dOkJoaKjG71Nubq4we/ZsyfuhycPNzU2tvtatWyfY2trqtH2r80O8ts6dO6e0T23eV0OLjY0VRo0aVWiSnbKHn5+fEBkZqXZfBX2Gb9++XWhSTv6HqampsH79ep1e++bNm4UKFSpotZ3++eefGvWlKtHw1atXQrt27QrtU9nnf82aNYK9vb3WnwFHR0dh//79asVf3BMNT506JdSqVUvjmKpUqaLxD2/FbTvWlL4SDTMzM5W+pgsXLqhVv7Rsv/mlpqYKU6ZMEaysrDRuv2HDhsKtW7fUej36YshEQ0EQhA4dOkjab9KkiUZtZGdnC0uWLBHKli2r8XtatWpV4ezZsxr1pyphIj4+XnJzSGGPYcOGCVlZWRr1f+PGDaFhw4Y6bavq7FOMlWgoCILQrVs30fNlypQRXr9+rdH7lF9kZKTkHGbw4MFat6euv//+W/RdTiaTCZs2bTJ4v3mCgoIEOzs7Uf/q7n8NJS4uTihfvrwoJsXPoD4SDVu0aCFp4+LFixrHm5mZKZQpU0bUToUKFTRuRxN3796VxK5JAk9+O3fulLRl6GS5UaNGSfps0KCBQfs0hFWrVklex8cff1ykMahKNMz7Tq3Jd7MmTZpolFzNREPlDJ1o+PjxY6X/1x9//FGjdtauXVvozcrKHq1atVL7hqBffvlFUv/Jkydq1V20aJHS/keMGKFW/czMTMHGxkbtfVtB3yXXrVun0Xm5p6encP/+fbXiJCIioqJhAiIiIiIiwuPHj+Hr64s//vgDgiBoVDcrKwtr165Fly5d8ObNGwNFWLg7d+4gNjZW6/qpqamYOHEiPvvsMz1GZRwuLi7o3bu3qGzbtm1q1f3111+RnZ0tX27WrJlepsm+dOmSqF1N3b17Fy1btsSpU6c0qjds2DAsXLgQmZmZWvetjjlz5mDixIlITk42aD+6OHLkiKTM19cX9erVM0I0qt2/fx8tW7bEli1bRNM4qevcuXPw8fHBtWvXdIrj2rVraNWqFcLCwtSuk5OTg88++wybN2/WuL+srCyMHj0aY8aMwcuXLzWuHxUVhYEDB2LBggUa183v1atX8PX1xfnz57WqHxwcjMTERK37f/PmDfr374+lS5dq3UZxsG3bNnTr1g337t3TuO7Tp0/x4YcfYsWKFTrHUdTbsbHFx8crLbezs1Orfmnbfl+9eoX27dvjhx9+QHp6usb1b968CV9fXxw/ftwA0RnHF198ISkLDg7G8+fP1aqflJSEPn364Ntvv1W5vRUkPDwcXbp0wdatWzWum19cXBzatGmDo0ePalRvx44dGk3BGhQUBD8/P9y8eVPDCEuWiRMnipbT0tKwfft2rdvbtGmT5BzG0N8x0tLSMH78eNF3uTlz5mDMmDEG7Tc/b29v7N69W74sCAJGjx6t03cAXU2aNEk0le/48ePh5+en1z5ycnJw48YNUZm5uTmaNWumcVvm5ubw8fERlb18+VKrc0N1BQUFScpatWqlVVu+vr5qta8vgiDgr7/+kpRrOu1zcVC+fHlJ2d9//42kpCQjRPN/cnNz8emnn2LhwoUafTcLDg5Gu3btivX3YwKqVq0quXYEQOnnSpmcnByMGzcOkydP1up64OXLl9GmTRucPn260HU7d+4sKVP3+pCq9dStf/nyZaSkpBQaT2FmzpyJiRMnanReHhERgTZt2qh9rkpERESGZ2bsAIiIiIiIjC06Ohpt2rRR+uOFu7s7PvjgA9SpUwdOTk6Ijo7GjRs3cPDgQcTFxYnW9ff3R+fOnXHp0iVYWloq7atu3booW7YsgLeJFPkvRJqbm6Nu3bqFxmtra6vW6/Lw8ECTJk1Qt25duLu7w87ODmXKlEFycjJevHiBkJAQ/PPPP0hISBDV27BhAxo0aIAJEyao1U9xNXLkSOzfv1++vGvXLvzwww8q/zd5FBMSR44cqffYTE1N4e3tjXr16qF27dpwdnaGvb09BEFAYmIiHjx4gCtXruDixYvIzc2V10tOTsZHH32E4OBgVK5cudB+duzYgd9++01SXq5cObz33nto0KABKlasiDJlyiAtLQ1JSUkIDw/H7du3cfnyZbUvlJ89exaLFi2SlDs4OKBLly5o3LgxKleuDBsbG2RkZCApKQlPnz7F7du3cfXqVdGPn4Z09uxZSVn79u2LpG913blzB23atFH63jdv3hytW7dGrVq14OjoiMzMTLx8+RKXLl3CiRMnkJGRIV/31atX6NGjB65fv67WtqLo2bNnmDp1qjzhyMzMDO3bt0eHDh1QqVIlWFlZ4eXLlzhz5gyOHTsm+dHt66+/RpcuXeDp6alWf7m5uejbt6/SZJ6KFSuiU6dOaNKkCVxcXGBlZYXXr18jODgYJ06cwNOnT+XrCoKAuXPnwsXFRauEhtzcXAwcOBCPHz+Wl1WrVg09e/ZE7dq14eLigri4OISHh4v2LwWpVasWGjVqhDp16qBChQqws7ODhYWF/HMQHByMf//9F2lpaaLXMXPmTDRo0AA9e/ZU2XaVKlXQqFEjAMDr168RGRkper5OnTqwsLAoMD5lP+rq6rffflO675TJZGjVqhW6d++OypUrw8zMDM+fP8fJkydx5swZ0XYkCAKmTZsGmUyGKVOmaBVHUW/HxYGyZCgTExNUrVpVq/ZK8vYbFRWFli1b4smTJ5Ln6tevDz8/P9SrV09+XhYdHY3Lly/j+PHjoqSGpKQkfPjhh7h06RKaNGlSYDwlQYcOHWBiYiI6vwDe/oDcv3//Auumpqaiffv2uH79uuQ5Ly8vdOjQAQ0bNoSTkxPMzMwQGxuLa9eu4fjx44iJiZGvm5dY7ubmVuA2okp2djb69u2L0NBQeVmTJk3w3nvvoVq1aihbtixev36Nq1ev4sCBA5Jz3d9//x19+/Yt9PVmZGRgyJAhkoTKvH1ZmzZt4OXlBXt7e5iamiIxMRFxcXG4c+cObty4gRs3bmh8A5M6bG1t5Z8dAJIELzc3t0L37RUrVhQtd+/eHV5eXnj06JG8bOPGjfjqq680ji87Oxu//PKLqKxevXpo27atxm1pYvny5YiIiJAvd+/eHfPnzy+03ps3b7Br1y4cPnwY9+7dQ1RUFOzt7VGxYkU0b94cQ4YMQdu2bSGTydSKo2fPnhgzZow8WT0sLAz79+/HoEGDtHlZOjl06BB27dolX65SpQqWLVum934iIiIkSSOVK1cudB+uipeXl+SGj3v37qFChQpax1gQZTcjVK9eXau2qlSpAjMzM1FyqTY3Xajrzp07iIqKkpR37NjRYH0airIkzdevX2PMmDH47bffYG5uboSogFmzZuH333+XL1euXBk9e/ZEgwYN4OLiguTkZNy9exf79+9HeHi4qO69e/cwY8YMrFu3rqjDVkv58uXlx5Pk5GTRMQB4+1ks7PpTlSpVDBZfUenUqRMOHTokKrty5QoEQSh03z927FilN09YWVmhW7duaNu2LSpUqIC0tDRERETg8OHDkvP1xMREdO/eHadPn0br1q1V9uXh4YHq1avj4cOH8rJTp04Ves0qLS0Nly5dUvpcZGQk7t27h1q1ahXYhmJCYpkyZQqMVZmNGzdiyZIl8uVy5cqhe/fu8PHxQbly5ZCeno6HDx/i4MGDuH37tqhudHQ0xo0bp3YCKBERERmYkUZSJCIiIiLSO22mTs7NzRW6d+8uqVemTBlh1apVQk5OjtJ6qampwrRp0wQTExNJ3S+//FKteFVNy6OtefPmCQ0aNBDWrFmj9rQi6enpwtq1ayXTJFpaWgrPnj1Tq43iOHWyILyd1q9SpUqi5/fs2VNgmxcvXhStb2VlJbx580b+vC5TJ9eoUUP44IMPhAMHDgjx8fFq1YmIiBAGDx4s6bNnz55q1a9evbqonqmpqbB8+XK1pvnOzs4WLly4IIwdO1bw8vIqcN1OnTpJYvzmm2+ExMTEQvvJzc0VAgMDhalTpwpOTk4Gmzo5MzNT6fTRhw4dMkh/2khOThbq1q0ribFXr17CnTt3Cqz78uVLYciQIZK6zZs3V7kfy6Pss5R/KqPu3bsXuE+5ceOG4OnpKWlj3Lhxar/2uXPnSuq7u7sLe/fuFbKzs1XWy8rKEjZv3iyZstvCwkKt6dIVpyjNP22Ws7Oz8Ouvvwq5ublK6+bm5ir9LA0fPlxo1aqVsGnTJrWnsE5KShLmz58v2UbLlSsnpKamqtXGtm3bJO+hLtOtajt18oMHD5ROoV6/fn3h6tWrKuvduXNHaNmypaSeubm5cO3atUL7LQ7bsS70NXXyZ599JmmnYcOGatcvLdtvTk6O0LFjR0mbvr6+wpUrVwqs++bNG+Hrr78WTb8KvJ3yV53jmq4MPXWyIAhC/fr1JX2oM7WnsulV69atK/z7778q95WC8Pa8ecmSJYK5ubmorqOjo1rbmeIUkPk/2zVr1hT+++8/lXWjo6OF9957TxJ37dq1C+33t99+k9Tz9vYWQkNDC60rCG+PzRs3bhSaNGmi16mTFSnGqM6U4sr88MMPkrYKem9V2bdvn6SddevWaRWTuhITE0VTedva2gpPnz4ttN62bdsEFxcXSbyKDx8fH/n/XfH4qE48LVu21OvrVUdsbKzg5uYmivXvv/9Wuq6uUyefOnVKUr9Dhw5ax67sHGTLli1at1cYZefQO3bs0Lo9xc+yqampkJmZqceI/8+vv/4qid3e3r7AfXJx1qxZM6WfwQYNGgh79uwRMjIyDNq/4mfBwsJCfj5gZ2cnbNq0SeV3k4yMDGH69OmS2E1NTdW6tmKMqZMN1b8+GXrqZEEQhMDAQKXb3b179wqst2fPHqX13n//feH58+cq6x09elRyrQp4O0VwYdeKxo8fL6rj5uZW6Of9n3/+EdVRPMdV5xjt6+srqtOlS5cC11e2H887fzM3NxeWLFmi8tpPbm6u8OOPPyq93nr58uVCYyUiIiLDY6IhEREREZUa2iQa/v7770ovfp06dUqtPjdu3CipL5PJ1EqK0HeiobrJa8rcuHFDkmyozg/OglB8Ew0FQRC+/fZb0fNdu3YtsM2RI0eK1v/4449Fz+uSaKjL/2f+/PmSbSwsLKzAOqGhoZJY58+fr1X/KSkpKp9LSEgQJWcBEIYPH65VP6mpqQb7Uez+/ftKfwRQN5GmKChLEFq2bJlGbSi7oP/HH38UWEfZZynvMXbs2EITFQVBEB4+fCiUKVNGVNfe3r7AbSfPpUuXJD8itGrVSqPPTEhIiGQf1r1790LrKUvoyfvB5vbt22r3n58un/WTJ08KZmZmolg2btyoVt3ikmjYpUsXSb1mzZqp9b6kpaUpTQ5r0KBBoXWNvR3rSh+JhqGhoYKlpaWkneXLl6vdRmnZfpctWyZp7/PPP9foGLN161ad98naKIpEwxEjRkj6GDRoUIF1/vjjD0mdvn37apT08c8//0iSDT/77LNC6ykmTOQ9fHx8hLi4uELrp6enK02u9Pf3L7Be//79Reu7uLgIsbGxar/e/NTZjxg70fD169eSfWD//v01bkfxBhQbGxshISFBq5jUtXLlSlGfixcvLrTOrFmzVB43lD1sbGyE//77T61EQ0EQhGnTponWu3nzpj5fcqEGDhwo6r+g83NdEw137twpqT906FCtY//ll18k7anzP9VW586dJf2dPn1a6/batGkjae/Fixd6jPj/KNuO27dvb5C+isKxY8cK/Bza2dkJ/fr1E3744Qfh/PnzQlJSkl77V/ZZACA4OTkJISEharUxZswYSf0FCxYUWo+JhsoVRaJhVlaW5PwEgHDixAmVdZKSkgRHR0dJnTFjxqh1vvn48WOlyYYTJ04ssJ6yZP4bN24UWGfq1KmSY7vi+VxBEhMTJef4hZ0TK/suCby9qVnd662LFi2S1Fe85kdERETGYQIiIiIionfYqlWrJGXLly9Hp06d1Ko/duxYjB8/XlQmCILSdg3NwcFB67oNGzbE4sWLRWVbtmzRNSSjGzFihGj51KlTePbsmdJ1U1JSsHfvXlGZPqdN1uX/M3fuXPj4+MiXBUEo9P+Tf+rXPGPGjNGqf2tra5XPPXnyRDLdqLb9lClTRu1p6TSl6v/u6upqkP409fz5c8n/dMKECZg2bZpG7cyfPx9dunQRlS1dulSrmJo3b47//e9/MDEp/NKBl5cXJk2aJCpLTEzE5cuXC627cOFC0RSeFStWxPHjxzX6zDRq1Ag///yzqOzEiROS6STV9csvv6g1lb0yunzWO3fujC+//FISS0kRGhqKkydPisrs7e1x6NAhtd4XKysrHDhwQDLl561bt/Dvv/9qFVNRbcfGdv36dfTo0UM0hTrw9vOkyTTipWH7TU1NxYoVK0RlPXv2xLp16zQ6xowYMQKjR48Wla1evRqZmZl6idOYlB37VB0ngbfnHd9//72orFGjRti7d69GU6N27doV8+bNE5Vt27YN0dHRareRp2zZsti3bx+cnJwKXdfS0hLLly+XlP/zzz8F1lM8l+rXrx+cnZ01C/T/K+hcqrhwdHTExx9/LCo7dOgQXr58qXYb9+/fx+nTp0Vln3zyCezt7fUSoyrbt2+X/+3g4IDPP/+8wPX/97//YdGiRUqfc3V1RZ06dVCxYkXRPiMlJQV9+vTBrVu31IpJcd+reHw0pH379om+11SoUMGg309fv34tKStsutWCKKsbFxendXuFKcnxR0ZGSsoKmzq9OOvRo4fkXCK/pKQkHDx4EFOmTEG7du3g4OCAunXrYtiwYfjll19w//59g8S1bds20ZT1BVm6dCmsrKxEZYUdb8i4zMzMlJ5PFHRutH37drx580ZU5uPjgw0bNqh1vlm1alX8+eefknW3bdsmaTe/jh07Sr7XFHZ8UZz2eN68eShTpox8+cyZM5JrOvmdPXtWNB088Pa8XxsrVqxQ+3rr1KlTUalSJVEZP0tERETFAxMNiYiKiZSUFJw+fRobNmzAkiVLsGTJEvz88884ceKE0otGRESkuytXriAoKEhU1qBBg0J/mFK0ZMkSODo6isr27duHqKgonWMsSkOGDBFd5IyOjjbYhfqiUqNGDbRt21a+nJubK/ohMr+9e/ciOTlZvuzp6YmOHTsaOkS1yGQyfPrpp6KyCxcuFFgnKSlJUqbtj+PFoR9dKbtYb2VlpVGChCEpJq/Y29trnSA4d+5c0XJwcDCePHmicTvLli2DmZmZ2usPGTJEUqa4j1UUGhqK48ePi8oWL16MsmXLqt1vno8//hg1atQQlR06dEjjdjp06IBevXppXE9fhg4dKloODg5GamqqkaLRzLp16yRls2fPlvxAVBAHBwel276yttVRFNuxMaSmpuLJkyc4cOAABg8ejJYtW+Lp06eidSwsLLBr1y6dkiU0VRy2361btyI2Nla+bGJigp9++kmrtubOnSs6N3r16lWJSDwtjLJ9bGJiosr1jx07htu3b4vKfvzxR5ibm2vc99dffw07Ozv5cnp6Ok6cOKFxO1988QWqVKmi9vpdu3ZFuXLlRGWFfbYVz3GK4/mNvk2cOFG0nJ2drVHC8IYNGyAIgqhM8aYsfbtz544o+W/EiBEFJjbev38fU6dOFZVZWlpi2rRpePToEaKionDnzh08f/4cUVFR+PHHH+Hi4gLg7bW7AwcOqBWXp6cnqlWrJl8+c+aMJi9LazExMZgwYYKo7Oeff5Z8X9WnlJQUSVn+JBZNKatryGNJSY5f2Xccbc6ji5OVK1di9uzZat0kkpubi7t37+LXX3/FmDFjUKtWLdSpUweLFy/W2/UYPz8/9OnTR+31nZyc0KNHD1FZSEiI6MYqKn40PTdS9t1E3Zub8rRq1QrDhg0TlaWkpGDbtm0q6zg6OqJJkyaiMsVEwvzi4uIQEhIiX/bw8ED9+vXRpk0beVlCQgKuXbumsg3F9p2dndG4cWOV66tSrVo1ja63mpubY9CgQaKyZ8+eaXWDChEREekXEw2JSqjnz5/j4MGDmDFjBjp27Ah7e3vIZDL5w9PT09ghlkjGeF/9/f3Rr18/ODk5oVOnTvjss88wc+ZMzJw5E59//jl69OiBKlWqwN3dHaNGjcKdO3f0HgMR0btK2V2/48aN0+jCIPD2guTgwYNFZVlZWTh79qwu4RU5BwcHyQg3V65cMVI0+qM4KuH27dslP4ACbxMT8hs+fLjBRtfThmIC1fXr15GVlaVyfWU/hheWnKiNoupHV2lpaZIybX+EyxsVS5PH/PnzC2xz3759ouWBAweKEjE04evrK3ltmu6PatSogfbt22tUp169erCxsRGV3bt3r8A6iq/bzs5O8mOCumQyGbp37y4q02Y/PGrUKK361xfFz3p2djYCAwONFI1mFI+rlpaWWr2fH330kWRUkcJG2lCmqLZjQ9mxY4fKfYqNjQ08PT3x4YcfYs+ePZLjgbOzM44dOwY/P78ijbk4bL+K+5WOHTuiatWqWrVVuXJlNGjQQFRW0s7vlFGWcKTsOJlH8T2tUaOG1ttWmTJl0KFDB1GZNu+ppqMnm5qaomnTpqKywj7biuc4xfH8Rt8aN26M1q1bi8o2b96s1v43PT0dO3bsEJW1aNFCkhChb//9959ouX///gWuv3TpUtH27uDggNOnT2PZsmWixEAAKFeuHCZPnozr16+jTp06GseW/3NSVEnrn332GWJiYuTLgwYNQt++fQ3ap7LvJIojumlCWaKeIUeTLcnxK9t36zI6cXFgYmKCBQsWwN/fX+PzOAAICwvDrFmz4OXlhfnz5yM9PV2neLQZrb958+ai5eTkZDx//lynOMiwNDk3ioyMlJxDNGvWTDQLhboUE8OBwkcoVBxN0N/fX+U+5r///hNd/8qrqzgLQkHJiorPdejQQePrpsDba3Oa1lP8LAHG+25GRERE/0f9W7qJyOguXryIlStX4urVq3jx4oWxwyk1jPW+JiQkYMKECdi1a5da6z9//hxbt26Fj4+P1tO4ERGR2MWLFyVlH374oVZtDRw4UDJt58WLF7VOmNEHQRAQFBSEoKAg3Lp1C8+ePUNSUhISExNVJqgpThulODpSSTRgwABMnjxZPirNo0ePcP78edEPf/fv3xf9eGxiYoLhw4cbNK7k5GScP38eN2/exJ07dxAXF4fExESkpKQoHe0g/2iLAJCRkYGoqCi4u7srbd/HxwcmJiaitsaMGYOjR4+iXr16ensdNWrUgJOTk2jbmT59OmrWrCkaTdLYlCWXFhdPnjyRjDio+CO/JkxMTODh4YH4+Hh5WXBwsGS0hIK0a9dOq349PT1Fo14lJCQUWOfcuXOiZW9vb51+2FVMJgoODta4DcUEGF3l5OTg8uXLCAkJwa1bt/Dy5UskJSUhKSlJMgWVKiVhX/zq1SvJNKMdOnRQa1pTRZaWlujTp49oBNrk5GTcuHED3t7eardTVNtxceLi4oJhw4bh22+/1cvoayVt+83IyMDVq1dFZbrsT4G3+5WbN2/Kl7XZrxQ3ys4zCrq5QnFf7evrq1P/uu6rvby8NBopNX+9/Ar7bLdo0UJ0082FCxcwa9YsfPfddxqNlFrSTJw4UfQ9KTIyEseOHSt0RK8//vhD8l1Ck6nbteXv7y//29nZGa1atVK57ps3byTX4TZv3lzoNl25cmUcOnQITZo00WhkusqVK8v/jomJgSAIBr2Raffu3di/f7982cXFResRXXWly+tUVreoz+VLSvzK2i1ON8vpwtfXF2fOnEFgYCB27tyJ/fv3FziVraKUlBR89913OH78OA4ePKjVcQOAVon1iscb4O0xJ/8+gYoXTc6NlF1LLCzJXRUfHx9UrVoV4eHh8rLLly8XeLzo3Lkzli1bJl9OSUnB5cuXlW6rikmCeQmGismKJ0+exOzZsyX1X758KRn4Qttpk/X5WSIiIiLjKr1XRIhKoWvXruHgwYPGDqPUMcb7+vz5c3Tt2lXp6IRubm5wc3ODpaUl3rx5g4iICLV/wCEiIs1cv35dtOzu7o7y5ctr1VbTpk0lSV2K7ReVhIQE/PDDD/jtt9+0mi41v/yJSiWVjY0NBg4ciC1btsjLtm7dKrrIqTiaYceOHeHh4WGQeIKCgrBixQocOXKkwNGD1BEfH68y0dDJyQl9+vQRTR0bHh6ORo0a4f3338fgwYPRtWvXAqeWU4eJiQmGDh2KNWvWyMvi4uLQrl07dOnSBUOGDEGPHj3kU84Zi7KRRYrLBWplP1QsXLhQ9J5q6uHDh6Ll/NOIqkNxVDJ1KY6gUtB7nJOTIxk19ebNm1pNw5RHMcEhISEBWVlZak/v6ebmhooVK2rdf36vXr3C0qVLsWfPHp2nbisJ+2Jlx7xmzZpp3Z6Pj49kqvvr169rlGhYFNtxcePn54eJEyfqnGRYUrffoKAgychFW7du1Woa9TyKiZKa7k+LI2X/E1XThL548QIRERGisr///lunffWrV69Ey8XxGAW8Hd167dq1okSexYsXY9euXRgxYgT69esnGfGyNPjwww9RoUIFvHz5Ul62fv36QhMN169fL1p2cnIqkpuu8ieGe3t7Fzha0vnz55GRkSFfbtq0KQYMGKBWPzVr1sSYMWPw448/qh1b/vPf7OxsxMfHG2wK46ioKEyaNElUtnbtWsmU4Yag7DxLl+85yupaWFho3V5hSnL8yvbdJeG8URPNmjVDs2bNsGbNGjx69Aj+/v64evUqrl+/jlu3bhX6v7p27Ro6dOiAgIAAjUe0t7KyUvl9uyDKRpUsSeeT7yJNzo30/b2nWbNmokTDhIQEPHr0CNWrV1e6fps2bWBlZSU65z116lShiYYymQydOnUC8HYEYxcXF/k52JUrV5CSkiIZ2V1x1GBA+0RDbc7f+FkiIiIqnphoSFRK2NraSka5Id0Z4n1NTExEt27dREmGjo6OmDFjBgYMGCC5sz8zMxPBwcE4fvw4fv/9d73GQkT0LhMEAXFxcaIybabDymNra4vKlSuLEvuM8UP04cOHMW7cOJ2TAvKUlgt4I0eOFCUa7tu3D+vWrYOdnR1ycnLw66+/StbXt6ysLHz11VdYv3690rvltVHY/+eHH37A+fPnRclXOTk5OHDgAA4cOABTU1M0adIErVq1go+PD9q1a6dVguXs2bNx5MgRyWhmJ0+exMmTJyGTyVCvXj34+vrCx8cHbdu2Ra1atTTuRxeqpkLKzMzU+Ie/cuXKoVGjRiqff/36NSIjI9VuT9nIHI8ePdIopsIo7u8Ko80odID0h9qCpveOi4uTJAS9efMGb9680apvVV6/fg03Nze11lWcPl5bmzZtwtSpU5GYmKiX9krCvljZMU+X46qyUdw1Pa4WxXZsSI6OjqhSpYqkPCMjA3FxcaKpMfPs378fp06dwsGDB7UenbMkb7/K9qeRkZEa7ZMLo+n+tDhStp9VdeOBsvc0KipKb+eagPGOUYXd1Nm4cWNMnjxZklgWERGBefPmYd68eXB1dUWbNm3g4+MDX19ftGjRApaWllrFV1yYm5tj7Nix+O677+Rl//zzD8LDw1VOQx4SEiIZTXT48OE6jVKsDkEQROdMhSV+Xrp0SbQ8ePBgjfr75JNPNEo0VNwW8ic56tu4ceNEn6XevXtr/Pq0ZW1tLSnTd6KeYvKLPpXk+JXtD0tbomF+Xl5e8PLyks8+kJOTgxs3buD8+fM4cOAALly4oHSUxwcPHmDUqFGiET/Voa/jDWC888miNnfuXBw5ckSjOuPHj8f48eMNFJF6NDk3KqrvPaoSDa2srNC6dWtREuCpU6ewYMEC0XqPHz8WJTA2atRIngAvk8nQsWNH7N27F8Db36DOnTuHHj16iNpQHBHR09NT6SiD6tDm8/Quf5aIiIiKMyYaEpVAdnZ2aNq0KXx8fNC8eXP4+PggPDxc71N8vWuK6n39+uuvERoaKl/28/PD/v37VY44YWFhgRYtWqBFixaYP39+ifiRkYioJEhMTJQke2l6d7siR0dHUaKh4shahrZr1y4MHToUOTk5emuztFzA8/X1Re3atREWFgYASE1NxZ49ezBmzBicOHFCNGKLo6Mj+vXrp9f+s7KyMGDAABw+fFjv7RbEy8sLp06dwocffii6wJwnJycHgYGBCAwMlJd5enrigw8+wCeffKL2yGHOzs7yfpRNfygIAkJDQxEaGopNmzYBAMqXLy8fWVGbKXQ0pWqaqpiYGI2n0Ro0aFCBI/Rs374dI0aMULu9okha0fTHUnVHANRFUSXraPLadR3hEwCWL1+O6dOn69xOfiVhX6zsxzldjqvKkoM1Pa4WxXZsSIrTRyt6+fIlDhw4gKVLl4qSwRISEtCrVy+cPXsWPj4+GvVZ0rff4rg/LY6UJQmqOk4WxXuqmHRemKL8bK9cuRKmpqZYtWqV0uejo6PlN3AAb3/8b9euHT766CP0798fdnZ2RRarPo0dOxaLFy+Wf34FQcDGjRuxdOlSpesrjmYok8mKJGkkMTFRlLxX2Oj0iomzmu4jmzRpAjMzM7VnHsmf8CWTyQw2wvfOnTtF3zMcHBywYcMGg/SljLJrmrrcuK2srq4j9RakJMevbLQ9fSaCF3empqbw9vaGt7c3vvzyS9y9exczZsxQmuh24MABXLt2TaPPfUk/lzSGp0+f4saNGxrVURzpuKhlZmYq/S6j6tyoOHzv6dy5syjR8Nq1a0hISBCNAKhq2uT8beQlGuatr5hoqDiiobajGQL8PBEREZUmqucRIKJip3fv3rh9+zbi4+Nx5swZLF++HP379zfYtH7viqJ8X8+ePSuamtHHxwfHjx9X+2KTTCbTOQmGiIjeSkpKkpTpOsqAYn1lfRjKo0ePMHLkSEmSobm5Ofr164fVq1fj1KlTuHfvHl6/fo2UlBTk5uZCEATRozSfVygmfm3btg2AdNrkwYMH6330lWXLlilNMqxUqRImTJiAnTt34vLly4iMjER8fDzS09Ml/5szZ85o1XeTJk0QGhqKZcuWqbxQnl9ERARWrVqFpk2bonPnzggJCVGrn6pVq+Lq1avYsGGDWqMVvnr1Chs3bkT79u3h4+Oj9etTl4eHh9KRC4OCggzarzr0PYJfSVEcX7eZmW73Y164cEFpkpaNjQ0+/vhj/Pzzzzh79iwePnyIN2/eIDU1Vem+uCTS93FVWd2iPK6WBBUqVMDnn3+O0NBQtG/fXvRcamoq+vfvr9GNaqVh+y2O+5XiKCAgQFJWrVo1peu+6++pqakpVq5ciYCAAPTu3bvQ40R6ejr+/fdfjBw5Ep6enliyZInaSWnFScWKFSU33mzduhWZmZmSdRMTEyUzcHTq1EnrKa41kZKSIlou7IYBxcQNTUcyNjMz02hEpvyjqTo4OOh8nqFMRkYGJk+eLCpbuXIlKlasqPe+VFE2crSy0VDVpWwUWnVHp9aGoeM3MTExWJKpsu9d169fN/rx2Fjq1KmDw4cPY/78+Uqfzz/LAVGe4OBgpcdqVedGit9JZDKZ0pFR1aXN9x7FhL+cnBzJNRXFREPFOorLiuuHhYVJ9oW6JBoSERFR6cERDYlKEG2HJKeCFeX7+vXXX8sv9JiZmeGXX37R6UsoERFpT9noIoo/VGlKsX5RjmAyY8YMyVRc3bp1w9atW1GhQgW12ykNo/SoMnToUMycOVOejHn58mWcP38ef/31l2g9fU+bHB0djSVLlojKzMzMsGLFCkycOFHtHxx1+d9YW1tj2rRpmDp1Kvz9/XHy5EmcP38e165dK7Dd//77Dy1atMCmTZswbNiwQvsxNzfHuHHjMG7cOAQFBeHvv//G+fPnceXKlQKn4AwMDESnTp2wYMECzJo1S6vXWBgLCwvUr18f169fF5VfvXoVffr0MUif6ipTpoyk7MSJE+jWrZsRoik6yl73oEGDsGfPHiNEox9fffWVpGz48OFYvXq12jcMldT9sL6Pq8rqltSRwQzNwcEBR44cQatWrXD79m15+dOnT/HVV19JEupVKQ3br7L9yvr1640+HV9x8ubNG9y7d09SrmoUY2Xv6fTp01WObFda+fj44MiRI4iOjsZff/2FM2fO4OLFi0pHjM7z+vVrzJw5E4cPH8bff/9d4m4cnThxomiko5iYGOzbtw8ff/yxaL3ffvtNss821mfOxKR4jatw7do1+d+GSrxMS0uTJAT/9NNP+Omnn9Ru4+nTp5Ky0aNHw9bWVlSmanpTZVNq5x/pX1PK4lE1bbc+6DP+3NxcPH/+XFTm7u5usJG8mjZtKilLSEjAvXv3ULt2bYP0WRLMmzcPly5dwr///isqVxydjQh4e21Ikb29vcrfjRS/kwiCgNTUVK1/59Hme4+3tzccHR1F+/9Tp06hb9++8phOnz4tf87S0hJt27YVtVG1alV4eXnh0aNHAIBbt24hKipKnnyt+HnJm26ZiIiIiImGRKSW1NRUXLx4Ec+fP0d0dDRMTU3h6uqKunXrwtvbGzKZzNghFnvXrl0TTSXYt29fNGzY0IgRERG92+zt7WFiYiKaPjn/1FbaUKyvyWgXukhJScHRo0dFZd7e3jhy5IjGP2iU5lFrypcvj+7du4sSCwcPHiya0rFhw4ZKf6zRxZEjR5CamioqW7ZsGb788kuN2tHHVNwymQzt2rVDu3btAADZ2dkICQmBv78/Tp06hTNnzkiSRDIzMzFq1ChUrVpVXk8dTZs2RdOmTTFr1izk5ubi9u3b8Pf3x5kzZ/Dvv/9KEg8FQcDs2bPh6emJTz75ROfXqoyfn58k0fDcuXMG6UsTykY4Keqp142htL3uhw8fiqYhB96Onp43eqq6Sup7oGzKL12Oq8rqFtVxtSSys7PDb7/9hubNm4tGZNm+fTvGjh2Lli1bFli/tGy/pW2/Ygj//fefZKQrmUyGVq1aKV2f76mYq6srRo4cKb8xJSoqChcuXMD58+dx4sQJPHjwQFLn6tWrGDhwoCThpbhr27YtGjVqJJoCc/369ZJEQ8UpeitWrIj333+/SGJUHAWqsOluFY9VMTExGiVj5eTkqP196fnz56L9aqdOndTuR1eaTluqTF7iSX6qpjf18PCAlZWVaBr0yMhIZGZmKh1RXJu+DZk0p2xUwIcPH2rV1tOnT0XfLwHDxl63bl24uroiOjpaVH769Ol3OtEQACZPnizZ7z569Ag5OTkwNTU1UlRFQ3EbLErbt2/H9u3bjda/NhRH8gMAX19flb95qfreo22ioTbfe0xMTNChQwccOHBAXpb/dQQHByMuLk6+3Lp1a6U3j3Tu3Fm0zz116pT8eozi+9KwYUOUK1eu4BdDRERE74TidYsfERU7Fy9eRI8ePeDk5ISuXbtixIgRmD59OqZMmYKhQ4eiWbNmKF++PObOnctprAqhODXDkCFDjBQJEREBb39QVfzh9O7du1q3l5KSIhl5wVDTIyk6f/68ZDTDb7/9VuMkw8jISKNekC4KiqMVvnjxQrSsOL2yPpw8eVK07OjoiEmTJmnczuPHj/UVkpyZmRmaNWuGr776CseOHUN0dDQ2bNggmWotJycHU6dO1bofExMTNGjQABMmTMCff/6J6Oho7Nq1CzVr1pSsO336dINNMahs5MKLFy/izp07BulPXcqma9NlFJiSoly5cpIfb0ry61b8rAPA3LlzNW7HEJ/1oqDsRyddjqvKPpdFdVwtqZo0aYKJEyeKygRBwLRp0wqtW1q233d1f6qJH3/8UVLWrFkzlSNg8z0tmJubGz788EP8+OOPuH//PoKCgvDRRx9J1jt58iROnDhhhAh18/nnn4uWL1y4IBo59cKFCwgNDRWtM3r0aINMEayMnZ2d6DuP4khyitzd3UXLignWhblx44ba35c2b94sH0kdALp06aJRXyWJmZmZ5GbqzMxMBAUFadxWVlaWaCRI4O0NY5qM0q8pZTeaKRvhTB2XLl2SlKkaMVYfZDIZevXqJSnfuHGjwfosKZo3by4pEwRBlHxVnCi7fqPt9Zl3+YYATT148EDp8bl3794q6xSX7z2K0xjfu3dPPtVxYdMmqyrPq5eTk4OzZ8+q1QYRERG9e5hoSERKpaSkYODAgWjTpg1OnDghSV7ILzo6GgsWLEDNmjUlF4Lo/xw7dky03L59e+MEQkREcooX/J89e4aoqCit2goKChKNjggo/8HCECIjIyVlilOiqEPbH1NKkl69esHV1VXpcxYWFga5EUDx/9OiRQutps4qiv+Pra0txo0bh+vXr6Ny5cqi5wICApRua9qwtLTE4MGDERQUhCZNmoiee/78Oa5cuaKXfhT5+fmhWrVqkvKff/7ZIP2pq0WLFpKy8+fPGyGSomVlZYVGjRqJyu7fv6/1ftjYFD8fVlZWaNasmcbtlNR9sbIf0TVN4MhP2XfLojqulmSzZ8+Gg4ODqMzf3x9///13gfVKy/bbrFkzydSp78L+VF0BAQG4cOGCpPzTTz9VWad69eqSUXUuXbokSqCi/+Pt7Y3du3dj0aJFkuf2799vhIh088knn0imfF6/fr3SvwHA1NQUY8aMKYrQALy9mcXDw0O+rGxa8PwUR+78448/NOpvz549aq0XERGBFStWyJfr1q1b6q8DKvv+qWx/U5jg4GDJaPCajKqujdq1a0sSh+7fvy8ZJVAdyl6zoeNXvJkOAG7evImLFy8atN/iTvF8KE9RJUJryt7eXlKmOAuAOp49eyYaXZQKtnr1asm1PEtLSwwYMEBlHUN/7ylbtqzKaZvzU5b4l3fzkLqJhh07dhSdO+fVCwwMlIy0yERDIiIiysNEQyKSiI6Ohp+fH/7880/Jc+7u7mjatCkaN24sGSL+1atXaN++vVYXkUq7V69eye8mAwBPT0/5xY7k5GRs27YNXbt2haenJywtLVGuXDk0aNAA48ePx7FjxyTTGhERkX74+vpKyvbt26dVW8qOm8raz0/xAre2P9jGxsZKyrSZXlLTH9pKInNzc5XJhL179zbIaFmK/x9t/jexsbE4c+aMvkIqlJubG7755htJ+a1bt/Taj62tLebNmycpv3nzpl77ySOTyZSOJrl582aEhIQYpE91NGzYUJIAe/78+WI72oY+KRvdJ//0TyWJPj7rALB3716t6in70bQoE4Hc3NwkibxnzpzRakSVzMxMHDlyRFRma2srGS2JpJydnfHVV19JypXta/MrLduvk5OTJCE1LCzM6CPXFgfJyckYPny4pNzBwUFpeR4TExPJlK/JycklbhrgojZ9+nQ4OzuLygx1fqM4Bag+9/3W1taSEb9/++03pKSkIDY2VvLdqXfv3pJRAw0t//SwV65cKfAaWrt27URT+V69elVyvFHlyZMnao0Sl5iYiP79+4uS5b777jtJErS+lC1bFoIg6PQYNmyYpN0zZ85I1ps/f77KOLp16yYp0+a7tbI6ytrWJ5lMhq5du0rKNU0Ozs7OxqFDh0RlVlZW8PPz0yW8QrVu3VrpzQGTJk0q9TMWFETZzUsWFhZKp70tDhSTugHtRoo+d+6cVv0b+7uEMZw8eVLpfv2TTz4pcIpgfV5LDAoKQnh4uKisZcuWKqdtzq9GjRqoUqWKqOzUqVPIyMgQ/Uan7Pw4/3P5b/589uwZwsLCJImKFhYWBk+aJiIiopKDiYZEJJKbm4uPPvpINLVFuXLlsGLFCrx8+RKRkZEIDAxEcHAwYmNjceHCBXTs2FG+bmpqKgYPHvxO/CiqCcW70vJ+gDt16hRq1aqFkSNH4uTJk3jy5AkyMzMRGxuL0NBQbNy4Eb169YKPjw8CAgKMEToRUan23nvvSco2bdokuZu5MAkJCdi1a5eozNzcHB06dCiwnp2dnWg5OTlZo37z2NjYSMqUJR8W5NGjRzh8+LBW/Zc0ykZ8KKhcV4r/H03/NwDwv//9r8hHJcj/o22ehISEEttPns8++wyenp6isszMTHz88cdIS0szWL8FkclkkmmdU1NTlU5vWdq8//77krIffvjBYNNnG5LiZ/3NmzcaH0/OnTun1TSDgPSYAmh/XNGW4nE1IyMD27Zt07idP/74Q/KdsmPHjpJkGlLuyy+/lPyIHhAQgL/++ktlndK0/SrbryxdulSrtkqLnJwcjBgxQum0fnPnzlX6/uen7D1dsmSJ3uIrjUxNTVGjRg1RmaHOb/T1nUKVzz//XJTwkJiYiF27dmHr1q3IzMwUrfvZZ5/ptW91tG7dWv53bGwsbty4oXJdZ2dnDBo0SFQ2YsSIQmdoiYmJwQcffFDo6GKPHj1C586dRfvCrl274sMPPyywXmnQoUMHyVTrAQEBGt3Mk5mZie3bt4vKrKys0K9fPz1EWDBlU55rOv3w0aNH8fLlS1HZ+++/D2tra51iU4ey41xwcHCByaHaeP36tVbndsZw+vRpSVnVqlXVSuAyhkqVKknOx7T5PWDTpk1a9V8cvksUpcePH2Pw4MGS811ra2t89913BdatXLky6tSpIyoLDAzU6jxY2ewKyhKfVVEcZfC///7DxYsXRdc2OnToUGCyu7Lpk//77z9RWatWrYpkX0ZEREQlAxMNiUhkxYoVotFyWrRogdDQUEyZMgXly5cXrWtiYoLWrVvj5MmTmDhxorz82bNn+P7774ss5pLg4cOHomV7e3vs3LkTXbt2xYsXLwqtHxQUBD8/Pxw8eNBQIRIRvZOaN28uufP/5s2b2LBhg0btzJo1SzJi08CBA1VO0ZtHMQkgPj4eb9680ahvAKhQoYKkTJNRZnJzczFy5MhSf7d6nnr16iEqKgovX74UPbp3726Q/hT/P5cuXUJKSora9W/fvm2UH/MVfyQDUOBd/cW9nzyWlpbYuHGj5Aemu3fvokePHlp9BvVhxowZklEkli1bhqtXrxolnqLSunVryVSCjx8/VjqiZnGn+FlPS0uDv7+/2vVTU1MxduxYrftXNjqLNqOg6GLChAmSsgULFij9nKuSmJiI6dOnS8qVjUZKyjk4OODrr7+WlBc0qmFp2n4nTpwoGRVo586d7+z36RcvXqBjx45KR9pp2bKlWp+tQYMGoXr16qIyf39/rF69Wm9xlkaK+z5Dnd8ofn70ve/38vKSjCj3888/S5KwqlevrnSkYkNTPI9QvAFM0bfffgtLS0v58uvXr+Hn54eZM2dKRpWKj4/Hli1b4O3tjevXryttTxAE3L59G19//TUaNWokSlqsU6cO9u7dW2wTm/RJ1bTZ3377rdptrFq1CjExMaKyjz76SOlIb/rWrVs3yc1IN27cUHvU/8zMTKXH2aJKvu3UqROGDh0qKV+yZIloGm9dBAQEoHnz5lqPmFeY69eva3TuUZDMzEz88MMPkvKePXvqpX1DMDExEY0sBwDHjx/XKEn9yJEjOH/+vFb9F4fvEkXl6NGj8PHxUTpYxrJly9Qamffzzz+XlE2cOFGjmakCAgIkydU2NjaSkYQLopgkGBUVJTk/K2zKY8Vj95EjR3Dp0iWN2iAiIqJ3CxMNiUguNTUVy5cvly9XqFABx48fLzRJwsTEBGvWrEHLli3lZVu3bkV8fLyhQi1xFN+LBw8eYPTo0fIvnu7u7pgxYwb27NmDo0ePYv369ZILH+np6ZLRJomISHfKfoifMmWK2hdnt27dKrkDWSaTKZ22UFGDBg0kZcePH1er3/zatm0rKVu4cGGhI24Ab5MMx40bp/XF6JLK1dUV5cuXFz0M9QOg4v8nOTm50Dvk80RERKBPnz7IyMjQuN/t27dj//79WiWQZmVlSbZrExMT1K9fX7LukSNHsG3bNq1iBKB01L5GjRpp1Za6unbtimnTpknKz549i1atWul8vpV/qjx1eXl5SX5QyMzMxPvvvy+5yK+unJwc7NmzB7NmzdKqflFZuHCh5PO3du1azJs3T6MfavILDQ3F0KFDizRxVNm+eNasWWpNWZeWloYBAwbg/v37Wvev7POpzTFFF/Xr15eMwJGQkIB+/fqpNSJKRkYG+vfvL0nOadiwIX/c0tAXX3whmbb1+vXrkikd85Sm7dfBwQFTp04VlQmCgKFDh+o0evOJEyeMMlqbtmJjY7F06VI0btxY6Xmeu7s7/vzzT5ibmxfalpmZmdJzl2nTpmk84ld+ly5dwscff6x1fUNKTk7G1KlT8fTpU63qHz58GE+ePBGVGer8RvE7xblz5zS6qUUd+W8wBoCQkBBJAsrYsWONklDXokULVK5cWb68Y8eOAkcCr1OnjuQmnrS0NCxZsgTVqlVD+fLlUa9ePXh4eMDFxQWjR4/Gs2fPAAC2trYYMGCAqG65cuVQv359rF69WvS+N2zYEMePH4eDg4M+XmaJMHnyZMmoaH///Tf+97//FVo3KChIMvqemZkZZsyYoXb/w4cPh0wmEz3UHdFPVV8TJ06UfJaVmTlzJm7duiUqa9u2rcGnTc5v7dq1klHWBEHAtGnT8PnnnyMpKUmrdhMSEvDNN9+gdevWePTokT5CVer+/fto164dOnbsiNOnT2v9PSArKwvDhw9HaGioqFwmk2Hw4MH6CNVgFG9+TE1NxezZs9Wqe/PmTY0S1BRVrlxZsr8q6u8ShhYYGIhPP/0Uffr0kdwsDADDhg2THO9UGTZsGJycnERlV65cUfvmqCdPnqB///6SERVHjRqlUXJ1x44dJcdexVHMC7sJoHXr1rCyspIvnzx5UnJ9p1OnTmrHRERERO8AgYhKhTNnzggA5A8PDw+N21i/fr2ojY0bN2pU//Dhw6L6e/bs0TiG4kYf76sgCMLkyZNF7eR/DB8+XEhJSVFa7/Tp00LZsmVF69eoUUPIysrS4VUREZVeivttAIKfn1+h9Xr06CGpZ2NjI/z0009CTk6O0jppaWnCjBkzBBMTE0ndr776Sq14X7x4Ianv5uYmHDp0SMjMzNTkpQtt2rSRxNGyZUshIiJCZZ2wsDChS5cu8vXNzMwEa2trURvDhg0rtO/w8HBJ39u2bdMofm0o63fUqFEG7XPBggWSPs+cOVNgnXv37indTmbPnl3gMX3Xrl1C+fLl5evb29tr1PcXX3whABA8PT2FWbNmCUFBQWq9xoiICKFbt26Svrp27ap0/dWrVwsABFdXV+Grr74S/P39VX5u8ouJiRGGDh0q6admzZpqxamr3NxcYciQISrP0Xr37i34+/sL2dnZarWXnZ0tnDt3Thg0aJDS//e8efMKbSMpKUlo0KCBpK65ubkwbdo04eXLl2rFEhISIsyaNUvw9PQUAAg9e/YscH19fob9/Pw03gcLgiDMnz9f6f+hffv2wvnz59VqIzY2Vti8ebPQuXNnQSaTCQCEmJgYg8SrTHZ2tuDh4SF5Db169SowjoCAAKFZs2YFftbV2X4EQRBq164tqmdqaiqsWrVKiI+P1/j1zJs3TxKHOh4+fCjY2tpK6jZu3LjA/dDdu3cFX19fpdv/tWvXCu23OGzHulB2DqPOMbggS5YskbTZqFEjITc3V7Juadt+s7KyhM6dO0tikclkwpgxY4RHjx6p1c79+/eFRYsWCfXq1RMACPXq1dM4Fk0pbn8AhPDw8ELrpaWlCVeuXBHWrl0rDBo0SLCyslJ5jKtatarw8OFDjWMbMWKE0vY++OAD4caNG2q1ERkZKaxZs0Zo0aKFALw95y6M4rap7WdDk/3amzdv5Nth3759hZ07d6q1Lebk5Ajbtm1Tuh+8dOlSgXW1fZ1Lly6V9NWzZ0/hzp07atVXR25uruDl5aVym7K0tCz0mGtI06dPF8Wzdu3aQutMmTJF5etR9rCxsRFOnz6tdDtSfIwcOVJITU0tgleuH8OGDZO8hsK+46iS991Acd+7cOFCld99Dh8+LNjZ2UnqTZkyRefXoe4xSBDeHgu9vb0lbVSoUEHl5zclJUUYP368pI6ZmZkQEhKiUfz68PjxY6FSpUpKt0sXFxdh1apVan9W79y5I0ybNk1wcHDQ6/mJKrt375Ycq2bPni3cvn1brfo5OTnCiRMnhEaNGil9/cOHDy+0DcVtSNvfApSd16nzmXr+/LlgamoqqTt37lyVn5/s7Gxh8+bN8s+QTCYTLCwstPqfKbsOMGPGDCEqKkqDV69fys7x1T03j46OFv766y9hzpw58vMOVY/hw4er/d0/zx9//KG0rf79+wuvXr1SWe/YsWOCu7u7pJ6np6dW573KriHkb1Mdys6b8x729vYavzfafpdUZKzrjURERFQw8bxMRPROy3+HmpmZGT766CON6nfq1AkmJibyu7D8/f0xaNAgvcZYUqkavaN3797YunWryju+O3TogMOHD6NDhw7y9/XBgwfYu3dvsb3rn4ioJNq2bRsaN24sGkEpJSUFkyZNwooVK/DBBx+gTp06KFu2LGJjYxESEoKDBw8iNjZW0pa3t7fa09xWqFAB3bp1Ex2Do6Ki0LdvX1hYWKBy5cqwsbGRHCd++eUXyZTP3333neQO4ytXrqBmzZp4//330aZNG5QvXx7p6el4/vw5Tp48CX9/f2RnZ8vXnzt3LrZs2aLWiA2kvpo1a2LIkCH49ddfReULFy7E9u3b0b9/fzRs2BC2trZ4/fo17t27hyNHjohGi7C2tsayZcu0GkkpIiICixYtwqJFi1ChQgV4e3ujcePGqFixIsqWLQsLCwskJycjIiICly5dwtmzZyUjWFlaWmLlypUF9hMdHY3Vq1dj9erVcHZ2lvdTpUoVlC1bFmXKlEFqaiqePHmCa9eu4eTJk0hLSxO1IZPJsG7dOo1fozZkMhl27NgBJycnrF27VvL80aNHcfToUdjb26Nt27Zo3LgxnJ2d4ezsDBsbG6SkpMjft7CwMFy6dEnp1Et5feUfaUcVW1tbHDlyBC1btkRUVJS8PCsrC8uXL8eaNWvQqlUrtG3bFu7u7nByckJmZibi4+Px6tUrhISEICgoSKNpaouLuXPnIiwsDHv27BGVnz17Fu3atUPNmjXRvn171KtXD05OTrC0tJRPN3/nzh0EBQXh7t27Rp0C3tTUFPPmzcPIkSNF5X/99Rc8PT3x4YcfomXLlnBxcUFycjKePn2KEydOICAgQDRiy7p165ROfaeOkSNHikbrzMnJwddff41vvvkG7u7ucHBwgKmpqajO+PHjMX78eK36U8bLyws///yz5DWEhITAx8cHrVu3Rrdu3VC5cmWYmpri+fPnOHXqFE6fPi06JuVZvHix5JhH6pk0aZJkGsobN25g//796N+/v2jd0rb9mpmZYe/evfD19UVYWJi8XBAEbN68GVu3bkWzZs3Qrl07VK1aFU5OTsjNzUV8fDxiYmJw8+ZNBAUFISIiQqvXom89evSAhYWFpDwzMxMJCQlISEhQewS7fv36YcuWLUqnSCzMhg0b8PDhQ8nUlgcOHMCBAwfQqFEj+Pn5oUaNGnB2doaJiQni4+MRFxeH0NBQBAUF4cGDB1qPUmUMOTk5OHToEA4dOgRzc3M0bNgQTZo0Qe3ateHo6AgHBwdkZWUhOjoat2/fxt9//610FMRPPvkErVq1MkiMQ4cOxezZs0X70GPHjuHYsWNwdHSEm5ubaKpgAKhYsaJGI1XJZDJ89tlnmDJlitLnBwwYABcXF+1egB58/vnnWLVqlfwc9rvvvsPgwYMLjGnFihWoWbMmZsyYoXRkq/yaNm2KHTt2oF69eiqnjTU1NcWHH36I6dOnw9vbW/sXU8J98cUX+Pfff3HixAl5mSAImD17NjZs2IBPPvkENWrUgKWlJcLDw3Ho0CGl01I3bdoUCxcuLMrQYWpqit27d8PHx0c0O8DLly/h6+uLjh07omvXrqhSpQoSEhJw9+5d7Ny5U+n2s3TpUoOP0q5M1apVceHCBXTr1g337t0TPRcbGys/rnp7e6Ndu3aoUKECXFxcYG9vj9TUVLx48QJhYWG4cOECHj58WOTx5xceHo6FCxdi4cKFcHJyQosWLdCkSRO4urrC2dkZVlZWSE5OxqtXrxAaGorTp0+r/B5Up04dpVMpFzcVK1bEpEmTsGbNGlH5999/j99//x0ffvgh6tSpA2tra8TFxeHWrVs4duyY6Lgzffp07N69W6vrOiNHjsTff/8tKlu6dCmWLl2KChUqwMnJCWZm4p+V+/Tpg++//17jvnQRGBiIxo0bK30uJSUF8fHxSEhIUGtkbhsbGyxbtkzpVMiFGThwIP755x9s3bpVVL5v3z4cO3YM3bt3R9u2beXX4sLDw3HkyBGEhIRI2jI3N8fOnTu1GgW3c+fOkhFV8z+nbhunTp1S+lz79u0l5+BERET0jjNqmiMR6Y2uI+/l5uYKTk5O8vp169bVKo5y5crJ2+jYsaPK9ZTd3WqIh653WOprRMMJEyYovbP16dOnatUfPny4VnftERG9a7Qd0VAQ3o7AVL16dZ2OO23atBFev36tUcy3b98WbGxsNOpH1Z3wM2bM0Dr2IUOGCLm5uVqNpMIRDc8UWi8+Pl4yUpO6D3Nzc+HYsWMaj4qQN6Khrg9LS0th7969KvvR13mdTCYTVq9erfk/RQ/27t0ruLi46OV1KNsHBQYGahTP06dPCx1xQZNHSRjRUBDejkIya9Ys+WiE+ngU5YiGeQYPHqx1vLNmzRIEQZCUqzsaT0pKinzkNXUfqtrWdRSKLVu2CGZmZjrtE5YtW6Z2f8VlO9aWIUY0FARBWL58uaTd+vXrqxx5trRsv3lev34t9OzZU2/7FGONaKiPR9OmTYXjx4/rHF9aWpowcuRIvcVV3Ec01Mejffv2QkJCgkFfp6qRgVU9tLm+9fr1a8no53mPixcvatyevimOuPnRRx+pVS8uLk5Yu3at0KlTJ8Hd3V2wtLQUnJ2dhQYNGgijR48WTp8+LRoJ9vvvvxccHR0FLy8voUWLFsJnn30m7N69W+2Rp4sjfY5oKAhvR+lu3bq11p+ZOnXqaDWCmq4jGuY5f/680lFJ1X18/fXXGvepb0lJSUrfD10fzZo1K3R0Vm0pjmior0eTJk2E6OhotWIw9oiGgqDd+VDeY9CgQUJOTo7Wx5OcnByhU6dOGvVpqBEu8yg7x9fHw8LCQhg+fLgQGRmpU3zZ2dnCmDFjdIrF3t5eOHXqlNYxHDt2TGXbf/zxh1ptBAYGqmxDnVGCFXFEQyIiotLNBEREeDt6Uv67L+/cuQOZTKbxI/9ICYXdDfwusbW1lZTljeKhjrFjx4qWr169iszMTL3ERkREb3l5eeHSpUsYOHCgypFmVTE3N8ekSZNw8uRJjUeHqVu3Lk6ePInq1atrVE+ZxYsXY/bs2RrFb2pqipkzZ2LHjh0av25Sn4ODA06dOoWWLVtqVK9ixYo4deoUevTooXGfrq6uOv9P69evj9OnT2PAgAEq13F2dpaMaqApDw8PHD58GF9++aVO7WhrwIABePDgAaZPn67VCAKKLCws0LdvXxw7dgxnz55F06ZNNapfuXJlnD9/HnPmzNE5njp16pSYUcZNTEywcOFCHD9+XOcRYBwcHDB69Gil5+GGtm3bNowaNUqjOlZWVvjpp590HrnH2toa//zzD7p06aJTO/owcuRInDhxAjVr1tS4buXKlbFv3z7R6Haknc8//xxubm6istDQUOzdu1fp+qVt+3V0dMTRo0exZs0ayfugKQ8PD4wYMUJPkRWN8uXLY/z48fD390dgYCC6d++uc5tWVlbYsmULdu7ciWrVqunUlqurKyZMmKBzTIZgZmYGZ2dnndowNzfH119/jb///hv29vZ6iky5OXPmYNGiRUpHvtQXR0dHpbNrNGzYEL6+vgbrV12LFi0Svc979uzB//73v0LrOTk5YdKkSTh16hQiIyORnp6O2NhY3Lx5E5s3b0aHDh1E59Rz5szB69ev8fDhQ1y5cgU///wzPvroI5QvX94gr6sksrW1xalTpzB27FiNv4988MEHuHz5MlxdXQ0UXeHatm2Ly5cvo169ehrVs7Gxwfr16wsdCb4o2NraYvv27Th//jzatm2rc3tNmjTBrl27EBAQYLDRWX19ffHFF1/Aw8NDL+3Z2dlhxYoVuHr1KsqVK6eXNouCtbU1zp07h+bNm6tdRyaTYcqUKdi1axdMTLT/2dfExAT79u0rtTMpyWQyNGvWDEuXLkVERAS2bdsGd3d3ndo0NTXFpk2b8OOPP2o1WnTLli1x4cIFyQwlmvDz84O5ubmkXCaTqd1ukyZNVJ73qDsqIhEREb07mGhIRACgcpo3XSQkJOi9zZJK2Q+cfn5+atf38fFBmTJl5Mvp6ekqh8MnIiLtlStXDn/88QcCAgIwaNCgQi8SVqhQAWPGjMHdu3exdu1aWFlZadVvq1atEBYWhuPHj2PChAlo06YNKlasCFtbW40uEstkMixYsAAXLlxA9+7dC6xrbW2Njz/+GEFBQVi0aJFOF6NJPZUqVcL58+exbt26Qn+Y9/DwwIIFCxAWFoZ27dpp1d/MmTPx8uVLbNmyBZ988gmqVq2qVj1zc3N0794dv//+O0JCQgr94fjTTz9FTEwMdu/ejVGjRqFOnTpq/aBoYmKCdu3aYcOGDQgLC0Pv3r3Vis9QypYti6VLl+L58+fYsWMH+vXrp9EPBVWqVMGHH36I//3vf3j58iUOHjyoVYJoHgsLC3z//fd48uQJli5dilatWqmV0Glubo7WrVtj3rx5uHbtGu7cuYNPP/1U6ziMoVu3bggJCcHRo0fxwQcfwMnJSa161apVw5gxY7Bv3z68fPkSmzdv1nq/rAtLS0v88ssvOHbsGFq3bl3gug4ODhg3bhxu376NiRMn6qX/SpUq4d9//0VQUBBmzJiB9957D56enihbtqzOScGa6ty5M27fvo2NGzeidevWBU65JZPJ0LRpU6xcuRL379/HBx98UISRll7W1taYPn26pPy7775Dbm6upLw0br8ymQxffPEFIiIi8PPPP6NDhw5q7RtMTEzg7e2NadOm4ezZswgPD8c333yjVQyGIJPJYGFhATs7O7i7u8Pb2xu9e/fGN998g61btyIsLAwvX77E+vXr0aZNG733/8knn+D+/fv4/fff0b17d9jZ2alVr27dupg8eTKOHz+O58+fY/ny5XqPTR9sbW0RFRUFf39/zJw5E+3atYO1tbVadT08PDBt2jTcvXsXK1eulExbbAgmJiaYOXMmnj9/jnXr1mHQoEGoX78+XFxc9HosVDaV/Weffaa39nVRoUIFLFmyRFT2xRdfYP/+/UaK6N1mZWWFjRs34sqVK/jwww8L/ByYmZnhvffew7///ov9+/fr5cYfXdWvXx8hISHYtGlToTfAODs744svvkBYWBjGjx9fRBGqp23btjh//jyuX7+OKVOmoHbt2mp9VzMzM0OTJk0wdepU3Lp1C9evX8fgwYMNenNilSpVsGbNGkRERCA4OBgrV65Ev379NLpRwNbWFu+99x62bduGZ8+eYcqUKUoTsIo7Z2dnXLx4EevXr4eXl5fK9UxNTdG9e3dcvHgRK1as0Mt1nbJly+L3339HWFgY5s+fj169esHLywuOjo7F/r00MTFBmTJl4OjoiOrVq6N169b45JNP8P333+PIkSOIjY3FtWvXMH36dFSoUEGvfU+ePBmPHj3C7NmzUbt27QLXtbKyQpcuXbB//35cvnwZDRo00KlvGxsbpTe1Nm7cWO2bJkxMTNCxY0dJecWKFVGnTh2d4iMiIqLSRyYIgmDsIIhId2fPnkWHDh3kyx4eHoiIiFC7/sWLF/V+4bmgGAICAvDvv//qtT9lGjVqpNOP1rq+r3k2bdqEcePGicoOHz6MPn36qN1GgwYNEBoaKl8+fvy4XkYjICIi1XJychAYGIiIiAjExMQgMTERZcuWhaurK2rWrImGDRsaO8QCxcfH48KFC3j69CnevHkDMzMzuLi4oFatWvDx8SmSHz1JtXv37uHatWuIiYlBSkoKbGxs4O7ujoYNG6JWrVoG6TMuLg4PHjzA48ePERsbi+TkZABvR3twcnJCnTp1UK9ePZ23jYSEBHk/0dHRSE5ORk5ODuzs7FC2bFnUrFkTDRo0gI2NjT5elkE9fvwY9+/fR2RkJBISEpCeng5LS0uULVsWZcuWhYuLCxo0aAAXFxeDx5KSkoJr167h5cuXiIuLQ3x8PKysrGBnZwdXV1fUqlULNWrUKPY/AGlKEATcunULjx49QlxcHOLi4pCbmyvfnry8vFCnTh2ULVvW2KEqFRUVhYsXL+LFixeIj4+HpaUl3NzcUKdOHTRp0qTIk/+MKT4+HleuXEFUVBRiYmKQk5ODcuXKwc3NDT4+PkYdvYiUK63bb0ZGBgIDA/H8+XPExcXJz5Ps7Ozg4uKCmjVrolatWkZJVi6psrOzERwcjCdPniAuLg6vX7+GiYkJ7Ozs4OjoiBo1aqB27dpGGWlWX7Kzs/Ho0SM8evQIz549Q2JiItLS0mBtbQ07OztUqVIFDRo0QKVKlYwdqsH4+vri8uXL8mU7Ozu8ePGiWP1fP/jgAxw8eFC+bG5ujq1bt2LIkCFGjIpSU1Nx9epV3Lt3Tz4LjoODA6pXr44WLVoU2/O4PE+fPkVQUBAiIiKQkpICc3NzuLm5oX79+vD29i5RN+7Fx8fj1q1biIiIQGxsLFJTU2FqagpHR0c4OjqiSpUqaNy4cbE6Bub/HhsfH4+kpCRkZ2fD1tYW9vb2cHZ2Rr169VCtWrVSOVPD/fv3ERQUhOjoaCQlJcHOzg5eXl7w9fVV+6YsKlpPnjxBSEgIYmJiEBsbCwsLC7i6uqJixYpo2bKl2jcvEBERERVHTDQkKiV0TYgLDg6Gt7e3fLlu3br48ccfdYqpTJkyhY6AUNzpK9HQ399fMhrRmTNn0L59e7XbaN26NS5duiRf/v3330vtNAZERERERERERFR83Lx5UzKy2/jx47F+/XojRaRcYmIi/Pz8EBISIi+TyWSYPn06vv/+e73fkPHixQvMnTsXCxcu5PTJREREREREVOqVzNuOiUjvFEdgEQQBnTt3NlI0pU/dunUlZRkZGRq1kZ6eLlrmXW9ERERERERERFQU1q1bJymbMGGCESIpmL29Pf755x+0a9cO9+7dA/D2OufSpUtx8uRJrFu3TukUk5rKzc3Fli1bMHXqVCQkJODWrVs4d+5csRoFjoiIiIiIiEjfSs547kRkUOXLl0eZMmXky0+ePEFWVpYRIypdnJ2dUaVKFVFZVFSURm1ER0dL2iQiIiIiIiIiIjKkZ8+e4ddffxWVdezYEQ0aNDBSRAVzdXXFhQsX0KJFC1F5UFAQfH190bdvX5w/f16rthMTE/Hjjz+iZs2aGDt2LBISEgAAAQEBxTLxkoiIiIiIiEifmGhIRAAAc3Nz0TTHqampuHr1qhEjKn369OkjWg4KClK7blRUFJ49eyYqq1mzpl7iIiIiIiIiIiIiUuWLL76QzMzx9ddfGyka9bi4uOD06dMYOXKkqFwQBBw+fBh+fn7w9PTE119/jUOHDuHZs2cQBEHSTk5ODsLCwrBjxw4MHjwY7u7u+PLLL/Ho0SPRejVr1sSXX35pyJdEREREREREZHRMNCQiuW7duomWf/rpJyNFUjr169dPtHzo0CHk5uaqVXffvn2i5Tp16sDNzU1vsREREREREREREeX3/PlzDBs2DAcOHBCVt2rVCj179jRSVOqztrbGli1bsHfvXlSoUEHy/JMnT7B69Wr069cPlStXhrW1NTw9PVG/fn3Uq1cPHh4esLKyQp06dTB8+HDs2bMHSUlJojZMTU3x1Vdf4fr162jYsGFRvTQiIiIiIiIio2CiIRHJjR49GmXLlpUv79u3D8eOHTNeQKWMn58fatWqJV9++vQpduzYUWi91NRUrFy5UlQ2cOBAvcdHRERERERERETvrh49eqBx48Zo3LgxypcvD3d3d8mUyaampli9erWRItTOgAEDcP/+fcyaNQsODg4q10tPT8eTJ09w+/Zt3LlzB0+fPkV2drbK9fv27YsbN25g1apVsLGxMUToRERERERERMUKEw2JSM7BwQHTp0+XL+fm5mLw4ME4cuSIRu0EBQVh0KBB+g6vxDM1NcXChQtFZXl3PKuSk5ODUaNGITw8XF5mY2ODSZMmGSxOIiIiIiIiIiJ699y5cwc3btzAjRs3EBUVpXSdWbNmoUWLFkUcme5sbW2xcOFCREZG4scff9T6Nbi5uWHSpEm4e/cuDh48iHr16uk5UiIiIiIiIqLiSyYIgmDsIIhIfRcvXkRaWpqk/MaNG5gyZYp82c3NDTt37lTaRsWKFVG3bl2lz+Xm5qJ37944fvy4vEwmk6Fv376YOHEiWrduDUtLS1Gd9PR03Lx5E6dOncL+/fvliXMlafdi6Pc1v/bt2+PcuXPyZXt7e3z//fcYMWIE7O3t5eWBgYGYOnUqzp49K6q/ceNGjB07ttB+iIiIiIiIiIiI1OXp6YknT54ofU4mk2Hq1KlYtmxZEUdlOM+ePcO5c+dw+fJlhIWF4fHjx3j9+jVSUlIgk8lgZ2eHSpUqoXr16vDx8YGfnx9atmwJExOO30BERERERETvJiYaEpUwBV3wU9ewYcOwfft2lc8nJCSgb9++kgQ3ALC0tISHhwccHR2Rnp6O+Ph4PHv2DDk5OZJ1S9LupSje1zwvX75E69atRaMUAoCFhQW8vLxgY2ODZ8+e4dWrV5K6Y8aMwaZNm3SKk4iIiIiIiIiISJHi9TEbGxtUqVIF7dq1w9ixY+Ht7W3E6IiIiIiIiIjI2MyMHQARFT8ODg44efIkpk+fjrVr1yI7O1v+XEZGBu7fv19oG5UrVzZkiCVahQoVcP78efTr1w+BgYHy8szMTNy9e1dpHRMTE8ydOxfz5s0rqjCJiIiIiIiIiOgdEhERYewQiIiIiIiIiKgY4xj/RKSUmZkZVq5ciXv37mHs2LFwdXUttI6npyfGjh2Lf//9lxcmC+Hu7o7Lly9j3bp18PLyUrmepaUl+vXrhxs3bjDJkIiIiIiIiIiIiIiIiIiIiIiMglMnE5FaBEHA7du3cfv2bcTGxiI+Ph6WlpZwcHBA1apVUbduXVSsWNHYYZZYoaGhCA4OxosXL5CbmwsXFxd4eHigTZs2sLa2NnZ4RERERERERERERERERERERPQOY6IhEREREREREREREREREREREREREanEqZOJiIiIiIiIiIiIiIiIiIiIiIiISCUmGhIRERERERERERERERERERERERGRSkw0JCIiIiIiIiIiIiIiIiIiIiIiIiKVmGhIRERERERERERERERERERERERERCox0ZCIiIiIiIiIiIiIiIiIiIiIiIiIVGKiIRERERERERERERERERERERERERGpxERDIiIiIiIiIiIiIiIiIiIiIiIiIlKJiYZEREREREREREREREREREREREREpJKZsQMgIqn4+HicO3dOvly5cmVYWloaMSIiIiIiIiIiIiIiIiIiIiIiIjKmjIwMREZGypf9/PxQtmzZIumbiYZExdC5c+fQt29fY4dBRERERERERERERERERERERETF1KFDh/D+++8XSV+cOpmIiIiIiIiIiIiIiIiIiIiIiIiIVGKiIRERERERERERERERERERERERERGpxKmTiYqhypUri5YPHTqE6tWrGykaUiY5ORkBAQHy5ebNm8PW1taIEREREZVcPK4SERHpD4+rRERE+sFjKhERkf7wuEpEpD8PHz5E37595cuKOUaGxERDomLI0tJStFy9enXUq1fPSNGQMomJiXj16pV8uU6dOrC3tzdiRERERCUXj6tERET6w+MqERGRfvCYSkREpD88rhIRGY5ijpEhcepkIiIiIiIiIiIiIiIiIiIiIiIiIlKJiYZEREREREREREREREREREREREREpBITDYmIiIiIiIiIiIiIiIiIiIiIiIhIJSYaEhEREREREREREREREREREREREZFKTDQkIiIiIiIiIiIiIiIiIiIiIiIiIpWYaEhEREREREREREREREREREREREREKjHRkIiIiIiIiIiIiIiIiIiIiIiIiIhUYqIhEREREREREREREREREREREREREanEREMiIiIiIiIiIiIiIiIiIiIiIiIiUomJhkRERERERERERERERERERERERESkkpmxAyAieufExwPjxonLNm0CHByMEg4RERERERERERERERERERERUUGYaEhEVNSOHAH27hWX9eoFfPqpceIhIiIiIiIiIiIiIiIiIiIiIioAp04mIipqf/6pXhkRERERERERERERERERERERUTHAREMioqIUHw/8+6+0/J9/gISEIg+HiIiIiIiIiIiIiIiIiIiIiKgwnDqZiKgoHTkCZGZKyzMz3z7H6ZOJiIiIiIiIiIiIiIiIqJSSyWTIyclBdna2sUMhItILmUwGExMTyGQyY4dicEw0JCIqSgVNkfznn0w0JCIiIiIiIiIiIiIiIqJSQRAEpKenIz4+Hs7OzjA1NQUAPH/+XP43EVFpYWpqChsbG9jZ2cHGxqZU7ueYaEhEVFQSEpRPm5wnb/pkB4eii4mIiIiIiIiIiIiIiIiISM9SU1Px4sULZGVlIScnp1Qm3BAR5ZeTk4PExEQkJiYCAOzs7FChQoVStf8zMXYARETvDFXTJufJzASOHi26eIiIiIiIiIiIiIiIiIiI9Cw1NRVPnz5FVlYWgLfTilpZWcHGxga2trYwMWGqChGVfklJSXjy5Il8X1gacO9NRFRU9u7VzzpERERERERERERERERERMVQXpKhIAjyMplMBnNzc5iYmEAmkxkxOiKiopWRkYGIiAhkZGQYOxS94NTJRERFobBpk/Nw+mQiIiIiIiIiIiIiIiIiKoEEQcCLFy9ESYYAYG5uDgsLC1hZWcHU1BR2dnalaipRInq3CYKAnJwcpKWlISkpCampqaL9YHZ2NqKiolClShUjRqkfTDQkItKWIMAiMREAIIuNBQrKQD9woOBpk/NkZgJ79gAffKBeDC4uAO/6ISIiIiIiIiIiIiIiIiIjS09Pl0wRamdnh/LlyyM5OVleZmZmxkRDIipVzM3NYWVlBUdHR2RmZiIyMhKZ+XJEUlJSkJWVBXNzcyNGqTsmGhIRack+PBwdvv5a/w2PH//2oY6QEKBRI/3HQERERERERERERERERESkgaSkJNGyubk5KlWqhNzcXCNFRERU9CwsLODh4YFHjx6J9n8JCQlwcXExYmS6MzF2AEREJVWFq1eNHQJw8KCxIyAiIiIiIiIiIiIiIiIikiQa2tvbQ8bZ2YjoHWRmZgZ7e3tRWUJCgpGi0R8mGhIRaalYJBoeOmTsCIiIiIiIiIiIiIiIiIjoHScIgmiaUACwtbU1UjRERManmGiYlZUFQRCMFI1+MNGQiEgLstevYff0qbHDAG7fBuLijB0FEREREREREREREREREb3DlE2PbG5uboRIiIiKB8V9oCAITDQkInoXCU5OuLB0KZIrVjReEDVqABcvAs7OxouBiIiIiIiIiIiIiIiIiN55ypJnOG0yEb3LTEykaXnKkrJLEiYaEhFp6U3Nmji7ahXC33uv6DsfPx4IDgaaNy/6vomIiIiIiIiIiIiIiIiIiIjoncJEQyIiHeRYWeHmZ58hdc8ewNXV8B26ugJHjwLr1wM2Nobvj4iIiIiIiIiIiIiIiIiIiIjeeUw0JCLSg+zu3YFbt4DevQ3XSZ8+b/vo1ctwfRARERERERERERERERERERERKWCiIRGRvri6AocPA5s26Xe0QRsbYPNm4NChohk1kYiIiIiIiIiIiIiIiIiIiIgoHyYaEhHpk0wGjBkDhIQADRro3l7Dhm/bGj36bdtEREREREREREREREREREREREWMiYZERIZQvTpgb697O/b2b9siIiIiIiIiIiIiIiIiIiIiIjISJhoSERnC48fAxYu6t3PhAhAerns7RERERERERERERERERERERERaYqIhEZEh7NxZPNsiIiIiIiIiIiIiIiIiIiIiItKQmbEDICIqdQQB+O03/bX322/A7NmATKa/NomIiIiIiIiIiIiIiIiISDPx8cC4ceKyTZsABwejhENEVJQ4oiERkb5dvQo8fKi/9h48AAIC9NceERERERERERERERERERFp7sgRYO9e8ePIEWNHRaXQ8OHDIZPJ5I+IiAiD9BMRESHqZ/jw4Qbpp7jy9PSUv3ZPT09jh1PsMdGQiEjf1B3NsEaNtw99tklERERERERERERERERERIbx55/qlRERlUJMNCQi0qfMTGDPnsLXGz8eCA5++1AcWluZPXvetk1EREREREREREREREREREUvPh74919p+T//AAkJRR5OSZZ/FDlVD1NTUzg6OsLT0xNdu3bFt99+i0uXLhk7dKJ3GhMNiYj06cQJ4PVr1c+7ugJHjwLr1wM2Nm8fGza8HU7b1VV1vbg44O+/9R8vEREREREREREREREREREV7sgR5YPDZGZy+mQDyM3NRXx8PJ48eYKTJ09i6dKlaN26NRo0aIALFy4YOzyidxITDYmI9OnXX1U/16cPcOsW0KuX9Lnevd8+17u3dm0TEREREREREREREREREZHhFDRFMqdPLjKhoaHw8/PDzz//bOxQiN45ZsYOgIioVClbVlpmYwOsWQOMGgXIZKrruroChw8Dv/wCfPklkJoqft7BQY+BEhERERERERERERERERGRWhISlE+bnCdv+mT+pquVH374AY0aNRKV5eTk4M2bN7h16xb27duH+/fvy5/Lzc3FpEmT4OXlhffee6+owy0S27dvx/bt240dBpEIRzQkItKnX355Oy2yhcXb5RYtgJAQYPTogpMM88hkwJgxb+u0aPG2zMLi7fTKv/xiqKiJiIiIiIiIiIiIiIiIiEgVVdMm58nMBI4eLbp4SpmmTZuic+fOosd7772Hjz76CIsWLUJYWBhWrFgBWb7f3HNzc/HNN98gNzfXiJETvVuYaEhEpE8yGTB+PHDxIrB0KXDhAlC9uubt1Kjxtu6SJW/bGjdOvURFIiIiIiIiIiIiIiIiIiLSr7179bMOaUUmk2HKlCmYMmWKqPz27du4dOmSkaIievcw0ZCIyBCaNQOmTwfMdJih3swMmDHjbVtERERERERERERERERERFT0Cps2OU/e9MlkMDNnzoRF3uyC/99///1npGiI3j06ZMAQEREREREREREREREREREREZUwggDExqq37oEDBU+bnCczE9izB/jgA/XadXHhrHYaKlu2LJo1ayYaxfDhw4cat/P06VMEBgYiKioKb968gYODA8qXL4/WrVujfPnyOsX46tUrXL9+HREREUhMTERubi6sra3h6uqKatWqoX79+rC1tdWpD3Xk5ubi0qVLuH//Pl69egUrKytUq1YNbdu2hbOzs8H717esrCzcu3cPd+7cwatXr5CUlAQbGxs4OTmhdu3a8Pb2hpkuA0GRWvgOExEREREREREREREREREREdG748YNoEkT/bc7fvzbhzpCQoBGjfQfQynn7u4uWo5VM2E0MzMT69evx6ZNm3Dnzh2l68hkMjRt2hRz5sxBnz59NIrrzz//xOrVq3H58uUC1zM1NUXDhg3Rt29fTJw4EU5OTkrXGz58OHbs2CFfDg8Ph6enZ6Fx5OTkYPXq1Vi9ejVevHihtP8PPvgAy5cvV6u9/CIiIlC1alX58rBhw7B9+3a167dv3x7nzp2TLwuCUOD6sbGx2Lt3L/766y/4+/sjOTlZ5bo2Njb46KOPMGPGDFSvXl3tmEgzTDQkIiIiIiIiIiIiIiIiIiIionfHwYPGjuBtDEw01JhicppMjVEhr169isGDByM8PLzQtgMDA/H++++jd+/e2L17N2xsbAqsk5GRgcGDB+OgmttUTk4OgoODERwcDF9fX3Tu3Fmteup4/fo1unfvjoCAgAL7//PPP/HPP//g0KFDosTB4uTNmzeoUKECsrOz1Vo/JSUFW7Zswc6dO7FhwwYMHz7csAG+o5hoSERERERERERERERERERERETvjkOHjB3B2xjmzzd2FCXOs2fPRMtubm4Frn/06FEMGjQIaWlponILCwtUrVoVDg4OSExMxMOHD0VJbUePHkXHjh1x7tw5WFlZqWx/9OjRSpMMXV1dUalSJVhaWiIpKQnR0dGIiYlR5yV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"text/plain": [ "
" ] }, "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": 128, "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", "After TBP in the inflow is set to zero (t ≥ 309.624 s), the table provides the total mass generation rate density (units: g/L-s) in the mixing volume at four times; the following summarizes and interprets those values.\n", "\n", "- Observations: at 309.624 s the residual is -2.32832e-16 g/L-s; at 356.068 s it is -1.87025e-18 g/L-s; at 402.511 s it is -1.22650e-18 g/L-s; at 448.955 s it is 2.31071e-18 g/L-s.\n", "\n", "- Time column analysis: the four samples after shut-down are at roughly 309.6 s, 356.1 s, 402.5 s, and 449.0 s, sampling the post-shut-down transient up to ≈449 s.\n", "\n", "- Magnitude and sign behavior: the largest magnitude residual occurs immediately after shut-down (≈2.33×10⁻¹⁶ g/L-s, negative); the subsequent three values are O(10⁻¹⁸) and include both small negative and positive signs, i.e., they cross zero.\n", "\n", "- Summary statistics (post-shut-down subset): mean ≈ -5.84×10⁻¹⁷ g/L-s; population standard deviation ≈ 1.01×10⁻¹⁶ g/L-s; maximum absolute value ≈ 2.33×10⁻¹⁶ g/L-s.\n", "\n", "- Interpretation: all residuals are effectively zero within numerical round-off; the sign changes and O(10⁻¹⁸–10⁻¹⁶) magnitudes indicate numerical noise rather than physical mass production or consumption. Mass balance in the mixing volume is therefore conserved to within ~10⁻¹⁶ g/L-s over the sampled post-shut-down period.\n", "\n", "- Practical takeaway: for the period after TBP inflow goes to zero, the total mass generation rate density shows no physically meaningful net generation or loss; the reported values quantify the residual numerical error scale." ], "text/plain": [ "" ] }, "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 = 4030\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='

', markdown_display=markdown_display, print_prompt=False, save_supporting_info=db_save)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AI Reports\n", "\n", "The Stage AI Report agent builds a *Knowledge Base* from the simulation up to this point, and uses it as a retrieval augmented generation (RAG) AI to analyze the results and provide a report." ] }, { "cell_type": "code", "execution_count": 129, "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 = '

'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aqueous Phase\n", "\n", "Request a report from the LLM." ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stage AI assistant: working on report...\n", "\n" ] }, { "data": { "text/markdown": [ "

Aqueous Phase Analysis

\n", "\n", "

Introduction

\n", "\n", "This report analyzes the aqueous phase in the provided Stage Knowledge Base (source: stg.aqueous_phase). The system is a multi-phase (aqueous-organic-vapor) mixing system. Analysis focuses on aqueous-phase species, their time histories (mass concentration, g/L), stage efficiency up to 309.62 s, reaction mechanisms that involve the aqueous phase, and an explanation for why the simulated steady-state aqueous O₂ concentration (mass basis) is lower than N₂ despite O₂ having higher intrinsic solubility. Stage information is present and used (\"stage\").\n", "\n", "

Species characteristics (aqueous-phase relevant)

\n", "\n", "Table: Commercial name and chemical formula with key characteristics (molar mass, phase). All molar masses in kg/mol, rounded to 5 significant digits.\n", "\n", "| Commercial name | Chemical formula | Phase | Molar mass (kg/mol) |\n", "|---|---:|---|---:|\n", "| Water | H₂O(a) | aqueous phase | 0.018015 |\n", "| Proton (Hydrogen ion) | H⁺(a) | aqueous phase | 0.0010074 |\n", "| Nitrogen | N₂(a) | aqueous phase | 0.028013 |\n", "| Nitrate (ion) | NO₃⁻(a) | aqueous phase | 0.062006 |\n", "| Oxygen | O₂(a) | aqueous phase | 0.031999 |\n", "\n", "

Time-dependent aqueous-phase species (mass concentrations)

\n", "\n", "Table: Time series of aqueous-phase mass concentrations. Units: g/L for concentrations, seconds (s) for time. Values rounded to 5 significant digits.\n", "\n", "| Time (s) | Water, H₂O(a) (g/L) | Proton, H⁺(a) (g/L) | Nitrogen, N₂(a) (g/L) | Nitrate, NO₃⁻(a) (g/L) | Oxygen, O₂(a) (g/L) |\n", "|---:|---:|---:|---:|---:|---:|\n", "| 0.0000 | 992.00 | 0.0010074 | 0.0081544 | 0.062006 | 0.0053437 |\n", "| 20.640 | 987.65 | 0.16531 | 0.0082590 | 10.175 | 0.0053606 |\n", "| 41.280 | 986.50 | 0.27209 | 0.0084418 | 16.747 | 0.0053894 |\n", "| 103.21 | 986.15 | 0.41544 | 0.0088442 | 25.571 | 0.0054504 |\n", "| 206.42 | 986.20 | 0.46530 | 0.0090319 | 28.639 | 0.0054778 |\n", "| 309.62 | 986.21 | 0.47187 | 0.0090586 | 29.044 | 0.0054816 |\n", "| 356.07 | 988.86 | 0.48762 | 0.0090611 | 30.013 | 0.0054819 |\n", "| 402.51 | 990.90 | 0.49788 | 0.0090621 | 30.645 | 0.0054821 |\n", "| 448.96 | 991.64 | 0.50166 | 0.0090625 | 30.877 | 0.0054821 |\n", "\n", "

Stage efficiency (considered up to 309.62 s)

\n", "\n", "Table: Stage overall efficiency (mean ± std) in percent. Time units in seconds. Only timestamps ≤ 309.62 s are used for claims about equilibrium.\n", "\n", "| Time (s) | Mean efficiency (%) | Std dev (%) |\n", "|---:|---:|---:|\n", "| 0.0000 | 16.880 | 22.210 |\n", "| 20.640 | 33.060 | 13.590 |\n", "| 41.280 | 41.140 | 10.440 |\n", "| 103.21 | 48.170 | 4.4400 |\n", "| 206.42 | 50.220 | 1.6500 |\n", "| 309.62 | 50.490 | 1.4400 |\n", "\n", "Notes:\n", "\n", "- Stage mass balance residual (Total Mass Generation Rate Density [g/L-s]) is available at the same timestamps and is effectively zero (values reported as -0.0 or 0.0), indicating no detectable net mass generation in the stage-level residuals provided.\n", "\n", "

Reaction mechanism (reactions that involve the aqueous phase)

\n", "\n", "Only reactions that explicitly include aqueous-phase species are listed and analyzed. For each reaction I provide the reaction expression (using UTF-8 subscripts/superscripts where applicable), the Stage Knowledge Base description text (information content), and an extra explanatory sub-item describing the mechanistic role.\n", "\n", "- Reaction 1:\n", "\n", " - [C₄H₉O]₃PO(o) + H₂O(a) <-> H₂O*[C₄H₉O]₃PO(o)\n", "\n", " - Description (from KB): complexation of one H2O molecule\n", "\n", " - Additional information: This reaction is the mono-complexation (binding) of a single aqueous H₂O molecule by tributyl phosphate (TBP) in the organic phase; it represents transfer/association of an aqueous water molecule into an organic TBP-associated species (phase involvement: aqueous and organic). The aqueous phase species involved is H₂O(a).\n", "\n", "- Reaction 2:\n", "\n", " - 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <-> [H₂O]₂*[[C₄H₉O]₃PO]₂(o)\n", "\n", " - Description (from KB): complexation of two H2O molecules\n", "\n", " - Additional information: This is a higher-order complexation: two TBP molecules coordinate two aqueous H₂O molecules into an organic-phase complex. It models progressive solvation/entrainment of aqueous water into organic TBP clusters. The aqueous phase species are H₂O(a).\n", "\n", "- Reaction 3:\n", "\n", " - 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <-> [H₂O]₆*[[C₄H₉O]₃PO]₃(o)\n", "\n", " - Description (from KB): complexation of six H2O molecules\n", "\n", " - Additional information: Even larger TBP-water aggregates are represented here (three TBP molecules complexing six H₂O). This again couples aqueous water to organic-phase complexes and can change aqueous water activity locally.\n", "\n", "- Reaction 4:\n", "\n", " - H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <-> HNO₃*[C₄H₉O]₃PO(o)\n", "\n", " - Description (from KB): one TBP complexation of HNO3\n", "\n", " - Additional information: This reaction describes extraction/complexation of aqueous nitric acid (represented as H⁺(a) + NO₃⁻(a)) by a single TBP molecule into an organic-phase TBP–HNO₃ complex. It couples aqueous ionic species (H⁺, NO₃⁻) to organic-phase extraction and affects aqueous acidity and nitrate concentration.\n", "\n", "- Reaction 5:\n", "\n", " - H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> HNO₃*[[C₄H₉O]₃PO]₂(o)\n", "\n", " - Description (from KB): two TBP complexation of HNO3\n", "\n", " - Additional information: Similar to Reaction 4 but with two TBP molecules forming a larger organic extract of HNO₃. This further reduces aqueous free H⁺ and NO₃⁻ when forward, and can change aqueous pH and nitrate distribution.\n", "\n", "- Reaction 6:\n", "\n", " - H₂O(a) <-> H₂O(v)\n", "\n", " - Description (from KB): H2O vaporization in air\n", "\n", " - Additional information: This is the aqueous–vapor phase exchange (evaporation/condensation) of water; it directly couples aqueous H₂O to vapor-phase H₂O and is a mass-transfer process, not a chemical transformation.\n", "\n", "- Reaction 7:\n", "\n", " - O₂(v) <-> O₂(a)\n", "\n", " - Description (from KB): O2 aeration of aqueous phase\n", "\n", " - Additional information: Gas–liquid exchange of oxygen between vapor and aqueous phases (aeration). The exchange rate (kinetics) and gas-phase partial pressure determine how O₂ accumulates in the aqueous phase.\n", "\n", "- Reaction 8:\n", "\n", " - N₂(v) <-> N₂(a)\n", "\n", " - Description (from KB): N2 aeration of aqueous phase\n", "\n", " - Additional information: Gas–liquid exchange of nitrogen between vapor and aqueous phases. As with O₂, kinetics and vapor-phase composition control N₂ uptake.\n", "\n", "

Comments on reaction mechanism involving the aqueous phase

\n", "\n", "- The aqueous-phase reactions include two broad categories:\n", "\n", " - Extraction/complexation processes: TBP (organic) complexes with aqueous H₂O and aqueous ionic species (H⁺, NO₃⁻) and forms organic-phase complexes. These deplete aqueous H₂O, H⁺ and NO₃⁻ depending on direction and kinetics.\n", "\n", " - Gas–liquid mass transfer: H₂O, O₂ and N₂ exchange between vapor and aqueous phases; these are reversible transfer processes that are controlled by interfacial transfer rates and the gas-phase partial pressures/compositions.\n", "\n", "- The KB does not show explicit chemical reactions that consume O₂(a) or N₂(a) within the aqueous phase (no aqueous oxidation reactions listed). Therefore net aqueous changes for O₂ and N₂ are controlled by their gas–liquid exchange reactions (Reactions 7 and 8) plus any transport limitations or coupling to other processes (e.g., changing water activity, complexation indirectly altering solubility).\n", "\n", "

Why simulated steady-state O₂(a) (g/L) is lower than N₂(a) despite O₂ having higher solubility

\n", "\n", "Key points (supported by KB data and reaction set):\n", "\n", "- Non-equilibrium (stage efficiency):\n", "\n", " - The stage overall efficiency up to 309.62 s is ~50% (mean ≈ 50.49% at 309.62 s) with non-negligible standard deviations. Because stage efficiency is well below ~100%, the stage is not at chemical/thermodynamic equilibrium. Therefore measured steady-state concentrations at these times are kinetic or operational steady states, not thermodynamic equilibrium values. Mass-transfer kinetics and imperfect stage operation can maintain concentrations that differ from equilibrium predictions.\n", "\n", "- Gas-phase driving force (partial pressure / composition) and transfer kinetics:\n", "\n", " - The equilibrium aqueous concentration of a dissolved gas depends on both solubility (Henry-type behavior) and the gas-phase partial pressure. If the gas-phase mole fraction (partial pressure) of N₂ is substantially larger than that of O₂ (typical air composition: N₂ ~78%, O₂ ~21%), the higher driving force for N₂ dissolution may offset its lower intrinsic solubility and produce a higher aqueous concentration of N₂.\n", "\n", " - The KB does not provide explicit gas-phase compositions, but the presence of aeration exchange reactions (O₂(v) <-> O₂(a) and N₂(v) <-> N₂(a)) means aqueous concentrations are governed by gas-phase partial pressures and transfer kinetics. If the gas-phase N₂ partial pressure or supply is larger, N₂(a) can end up higher.\n", "\n", "- Units (mass concentration, g/L) and molar mass effects:\n", "\n", " - The KB concentrations are given in g/L (mass basis). Because N₂ has slightly lower molar mass (0.028013 kg/mol) than O₂ (0.031999 kg/mol), differences in molar concentrations appear when converted to g/L; however, the KB shows N₂ molar concentration is still larger than O₂ molar concentration (i.e., not solely a molar-mass artifact). Converting the provided g/L values to mol/L confirms N₂(a) > O₂(a) in molar terms at the reported times.\n", "\n", "- Initial conditions and system dynamics:\n", "\n", " - The initial aqueous values (t = 0 s) already show N₂(a) > O₂(a). With stage efficiency < 100% and the extraction/complexation processes present (that can alter water activity and interfacial mass transfer), the system can remain in a non-equilibrium steady state where N₂ remains more concentrated than O₂ in the aqueous phase.\n", "\n", "- No listed O₂ consumption reactions in the aqueous phase:\n", "\n", " - The KB does not list aqueous chemical reactions that would consume O₂(a) (oxidation, biological oxygen demand, etc.). Therefore the lower O₂(a) is not explained by chemical consumption in the provided reaction set. Instead the cause is operational/transport (partial pressures, kinetics, initial conditions) and the non-equilibrium stage efficiency.\n", "\n", "Synthesis: Given the KB, the most parsimonious explanation is that (a) gas-phase composition and interfacial transfer kinetics (aeration rates) favor a larger N₂ flux into the aqueous phase and (b) the stage is not at thermodynamic equilibrium (stage efficiency ≈ 50% at ~300 s), so instantaneous concentrations reflect kinetic balances rather than equilibrium Henry’s law values. Both factors together explain why aqueous N₂(g/L) > O₂(g/L) despite intrinsic O₂ solubility being higher.\n", "\n", "

Checks and completeness

\n", "\n", "- I verified all reactions in the KB that include aqueous species and included each with the KB description and an explanatory line. No additional aqueous-phase reactions were present in the KB beyond those listed; therefore no aqueous-phase reactions were omitted.\n", "\n", "- I checked commercial chemical names against the chemical formulas in the KB: Water (H₂O), Proton / Hydrogen ion (H⁺), Nitrogen (N₂), Nitrate (NO₃⁻), Oxygen (O₂). The organic extractant is tributyl phosphate (TBP) represented as [C₄H₉O]₃PO(o) in the KB.\n", "\n", "

Conclusions

\n", "\n", "- The aqueous-phase mixture is a non-ideal, non-equilibrium multi-component aqueous solution (aqueous phase) in dynamic exchange with organic and vapor phases and subject to extraction/complexation by TBP (organic phase). It is best described as a kinetically controlled, multi-component aqueous solution (not at full thermodynamic equilibrium for the considered times).\n", "\n", "- Stage efficiency up to 309.62 s is substantially below 100% (≈ 50% at ~309.62 s). Therefore statements about thermodynamic equilibrium cannot be made for the timestamps considered; observed concentrations are consistent with kinetic/transport-limited steady states.\n", "\n", "- The simulated lower steady-state aqueous O₂(g/L) compared with N₂(g/L) is explained by a combination of: (i) gas-phase partial pressures (likely higher N₂ partial pressure), (ii) interfacial mass-transfer kinetics and incomplete stage efficiency, (iii) initial conditions already favoring higher N₂, and (iv) the fact that no aqueous consumption of O₂ is represented in the KB (so the difference is not due to chemical consumption but to transport/operation conditions).\n", "\n", "

Recommendations (succinct)

\n", "\n", "- If the aim is to reach or examine thermodynamic equilibrium for dissolved gases, extend simulation time and/or operate the stage to increase stage efficiency toward ~100% (monitor efficiency and repeat concentrations when efficiency ~100%).\n", "\n", "- Record or report gas-phase partial pressures (or mole fractions) of O₂ and N₂ in the KB to confirm the gas-phase driving forces; include Henry’s constants used in the model so equilibrium predictions can be computed and compared to simulated values.\n", "\n", "- If transport kinetics are suspected, report or analyze mass-transfer coefficients for O₂ and N₂ to determine kinetic limitations.\n", "\n", "

Data provenance

\n", "\n", "- All data and mechanism entries used are from the Stage Knowledge Base: source key \"stg.aqueous_phase\". Stage information (stage efficiency and stage mass balance residual) was used explicitly (keyword: \"stage\").\n", "\n" ], "text/plain": [ "" ] }, "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 = 15484\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, print_prompt=False, save_supporting_info=db_save)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Organic Phase\n", "\n", "Request a report from the LLM." ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stage AI assistant: working on report...\n", "\n" ] }, { "data": { "text/markdown": [ "

Organic Phase Analysis

\n", "\n", "Abstract: This report analyzes the organic phase portion of the Stage Knowledge Base (source: stg.organic_phase). Data inspected include organic-phase species, their time histories (0–309.62 s), reaction mechanism entries that involve the organic phase, and stage-level efficiency and mass-balance residuals. The organic phase is composed primarily of tributyl phosphate (TBP) and its hydrates and nitrate complexes; the data indicate dynamic complexation (not chemical equilibrium) within the first 309.62 s.\n", "\n", "

Data provenance

\n", "\n", "- Data source: Stage Knowledge Base (Stg-1) — source key: stg.organic_phase.\n", "- Time base: time stamps provided in seconds (s). All time-dependent values reported below correspond to the KB time stamps.\n", "\n", "

Organic-phase species (commercial name and chemical formula)

\n", "\n", "Table: Organic-phase species present in the Stage Knowledge Base (commercial name and chemical formula).\n", "\n", "- | Commercial name | Chemical formula (organic phase) |\n", " | --- | --- |\n", " | TBP (free TBP) | [C₄H₉O]₃PO(o) |\n", " | TBP monomer hydrate | H₂O·[C₄H₉O]₃PO(o) |\n", " | TBP dimer hydrate | [H₂O]₂·[[C₄H₉O]₃PO]₂(o) |\n", " | TBP trimer hexahydrate | [H₂O]₆·[[C₄H₉O]₃PO]₃(o) |\n", " | HNO₃–TBP (1:1) complex | HNO₃·[C₄H₉O]₃PO(o) |\n", " | HNO₃–TBP (1:2) complex | HNO₃·[[C₄H₉O]₃PO]₂(o) |\n", "\n", "

Chemical species characteristics (selected properties)

\n", "\n", "Table: Key characteristics for each organic-phase species (molar mass in kg/mol rounded to five significant digits; atom counts and nuclide-type counts as reported).\n", "\n", "- | Commercial name | Chemical formula | Phase | Molar mass [kg/mol] | Num atoms | Num nuclide types | KB info |\n", " | --- | --- | --- | ---: | ---: | ---: | --- |\n", " | TBP (free TBP) | [C₄H₉O]₃PO(o) | organic phase (o) | 0.26631 kg/mol | 44 | 4 | Free TBP |\n", " | TBP monomer hydrate | H₂O·[C₄H₉O]₃PO(o) | organic phase (o) | 0.28433 kg/mol | 47 | 4 | TBP Monomer Hydrate |\n", " | TBP dimer hydrate | [H₂O]₂·[[C₄H₉O]₃PO]₂(o) | organic phase (o) | 0.56866 kg/mol | 94 | 4 | TBP Dimer Hydrate |\n", " | TBP trimer hexahydrate | [H₂O]₆·[[C₄H₉O]₃PO]₃(o) | organic phase (o) | 0.90704 kg/mol | 150 | 4 | TBP Trimer Hexahydrate |\n", " | HNO₃–TBP (1:1) complex | HNO₃·[C₄H₉O]₃PO(o) | organic phase (o) | 0.32933 kg/mol | 49 | 5 | HNO3-TBP complex |\n", " | HNO₃–TBP (1:2) complex | HNO₃·[[C₄H₉O]₃PO]₂(o) | organic phase (o) | 0.59564 kg/mol | 93 | 5 | HNO3-2TBP complex |\n", "\n", "

Time-dependent species data (0.0–309.62 s)

\n", "\n", "Table: Time histories for organic-phase species; time unit: seconds (s). Concentration units are not specified in the Stage Knowledge Base and are reported as provided.\n", "\n", "- | Time [s] | TBP (free TBP) | TBP monomer hydrate | TBP dimer hydrate | TBP trimer hexahydrate | HNO₃·TBP (1:1) | HNO₃·(TBP)₂ (1:2) |\n", " | ---: | ---: | ---: | ---: | ---: | ---: | ---: |\n", " | 0.0000 | 291.75 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |\n", " | 20.640 | 245.37 | 7.6679 | 33.132 | 8.7445 | 0.20979 | 0.32321 |\n", " | 41.280 | 231.44 | 10.405 | 42.223 | 10.438 | 0.86790 | 1.2543 |\n", " | 103.21 | 222.46 | 11.918 | 45.517 | 10.359 | 3.1397 | 4.2863 |\n", " | 206.42 | 220.01 | 11.938 | 45.393 | 10.078 | 4.5656 | 6.1251 |\n", " | 309.62 | 219.66 | 11.920 | 45.358 | 10.038 | 4.7888 | 6.4061 |\n", "\n", "Notes: All numeric values are rounded to five significant digits. The KB did not state the concentration units for species (values given as provided); time is in seconds.\n", "\n", "

Stage efficiency (0.0–309.62 s)

\n", "\n", "Table: Stage overall efficiency (mean ± standard deviation) from the KB. Time unit: seconds (s). Efficiency unit: percent (%).\n", "\n", "- | Time [s] | Stage efficiency (mean [%]) | Std dev [%] |\n", " | ---: | ---: | ---: |\n", " | 0.0000 | 16.880 | 22.210 |\n", " | 20.640 | 33.060 | 13.590 |\n", " | 41.280 | 41.140 | 10.440 |\n", " | 103.21 | 48.170 | 4.4400 |\n", " | 206.42 | 50.220 | 1.6500 |\n", " | 309.62 | 50.490 | 1.4400 |\n", "\n", "Interpretation: Up to 309.62 s the stage efficiency increases from ~16.9% to ~50.49% (±1.44%). Because stage efficiency is well below ~100%, the system cannot be assumed to be at chemical equilibrium (thermodynamic equilibrium would require ~100% stage efficiency as noted by the user instructions).\n", "\n", "

Reaction mechanism involving the organic phase (listed reactions and KB-supplied information)

\n", "\n", "Table: Reactions from the KB that explicitly involve organic-phase species (notation uses middle dot for complexes; (o) = organic phase, (a) = aqueous phase). Each reaction entry includes the KB description and an added explanatory sub-item.\n", "\n", "- 1) [C₄H₉O]₃PO(o) + H₂O(a) <-> H₂O·[C₄H₉O]₃PO(o)\n", " - KB description: complexation of one H2O molecule\n", " - Additional info: This reaction is the complexation (extraction) of a single aqueous H₂O molecule into the organic phase through formation of a TBP–water adduct (monomer hydrate).\n", "\n", "- 2) 2 [C₄H₉O]₃PO(o) + 2 H₂O(a) <-> [H₂O]₂·[[C₄H₉O]₃PO]₂(o)\n", " - KB description: complexation of two H2O molecules\n", " - Additional info: This reaction forms a TBP dimer hydrate by cooperative complexation of two water molecules; it implies association between two TBP molecules bridged by water.\n", "\n", "- 3) 3 [C₄H₉O]₃PO(o) + 6 H₂O(a) <-> [H₂O]₆·[[C₄H₉O]₃PO]₃(o)\n", " - KB description: complexation of six H2O molecules\n", " - Additional info: This reaction represents higher-order association (trimer formation) with six water molecules, indicating formation of a larger TBP–water aggregate in the organic phase.\n", "\n", "- 4) H⁺(a) + NO₃⁻(a) + [C₄H₉O]₃PO(o) <-> HNO₃·[C₄H₉O]₃PO(o)\n", " - KB description: one TBP complexation of HNO3\n", " - Additional info: This reaction is the extraction/complexation of nitric acid from the aqueous phase into the organic phase via formation of a 1:1 HNO₃–TBP adduct; it couples acid dissociation in the aqueous phase (H⁺ + NO₃⁻) with an organic-phase complexation step.\n", "\n", "- 5) H⁺(a) + NO₃⁻(a) + 2 [C₄H₉O]₃PO(o) <-> HNO₃·[[C₄H₉O]₃PO]₂(o)\n", " - KB description: two TBP complexation of HNO3\n", " - Additional info: This reaction forms a 1:2 HNO₃:TBP complex (HNO₃·(TBP)₂) and indicates stronger solvation/extraction of nitric acid by two TBP molecules.\n", "\n", "Notes: Reactions in the KB that are purely vapor–aqueous (H₂O(a) <-> H₂O(v), O₂(v) <-> O₂(a), N₂(v) <-> N₂(a)) were excluded from this list because they do not involve organic-phase species; per instructions only organic-phase reactions are detailed.\n", "\n", "

Reaction mechanism analysis

\n", "\n", "- The organic-phase chemistry is dominated by TBP association with water and HNO₃ to form monomeric and higher-order adducts (monomer, dimer, trimer hydrates) and 1:1 and 1:2 HNO₃ complexes.\n", "- Mechanistic implications:\n", " - Complexation/extraction steps couple aqueous-phase species (H₂O, H⁺, NO₃⁻) to organic-phase adduct formation; these are partitioning/association reactions rather than purely homogeneous chemical transformations within the organic phase.\n", " - The presence of multiple TBP hydrates and HNO₃ complexes indicates competition between water and HNO₃ for TBP coordination sites; stoichiometries (1:1, 1:2 TBP:HNO₃) imply differing binding strengths and possible sequential binding.\n", " - Kinetic vs thermodynamic state: stage efficiency values (≤ ~50.49% at 309.62 s) indicate the system is far from chemical equilibrium on the stage scale examined; observed species distributions are kinetically influenced (mass transfer and finite conversion) rather than equilibrium-limited.\n", "- Phases involved: aqueous phase (a) supplies H₂O, H⁺, NO₃⁻; organic phase (o) contains TBP and the complexes described above. Vapor phase (v) reactions exist in KB but are excluded from detailed mechanism commentary here because they do not involve organic-phase species.\n", "- Additional information needed: to fully quantify rates and equilibria, additional stage-level information is required — explicitly, stage hydrodynamics and kinetic parameters from the stage module (note: stage) such as interfacial area, mass transfer coefficients, and reaction rate constants.\n", "\n", "

Mass balance and conservation

\n", "\n", "- The Stage Knowledge Base provides a stage mass-balance residual time history labeled \"Total Mass Generation Rate Density [g/L-s]\". The reported residuals at all time stamps are effectively zero (reported values are -0.0 or 0.0 in the KB), indicating negligible mass-balance residuals within reported numerical precision.\n", "\n", "

Conclusions and recommendations

\n", "\n", "- Conclusions:\n", "\n", " - The organic phase is a non-ideal, associating liquid mixture composed of TBP (tributyl phosphate) and its series of hydrates and nitric-acid complexes. It is an extracted-organic-phase containing TBP monomer and higher-order TBP–water aggregates and HNO₃–TBP complexes.\n", " - Within the examined time window (0–309.62 s) the system shows dynamic complexation: TBP converts partially into hydrates and HNO₃ complexes, with free TBP decreasing from 291.75 to ~219.66 (units as provided), and hydrated/complexed species increasing and then plateauing by 309.62 s.\n", " - The stage efficiency at 309.62 s is ~50.49% ± 1.44% (well below 100%), therefore chemical equilibrium in the stage sense is not achieved in this timeframe; observed compositions are influenced by kinetics and mass transfer.\n", " - Mass conservation: KB mass-balance residuals are essentially zero, supporting internal consistency of the provided time histories.\n", "\n", "- Key recommendations:\n", "\n", " - Provide explicit concentration units for all species time histories in future KB entries to enable quantitative mass- and mole-based interpretation.\n", " - Provide stage-level kinetic/rate data (or the stage model parameters) including mass-transfer coefficients and interfacial area; additional stage information (stage) is necessary to distinguish transport-limited vs reaction-limited behavior.\n", " - If the goal is to approach thermodynamic equilibrium, increase contact efficiency (stage efficiency) or residence time, and measure approach-to-equilibrium kinetics.\n", " - Consider speciation experiments (or model fits) to determine equilibrium constants for TBP–H₂O and TBP–HNO₃ complexes; these constants plus stage hydrodynamics will permit reliable design predictions.\n", "\n", "

Final note on completeness

\n", "\n", "- I verified the KB reaction list for organic-phase involvement; all organic-phase reactions present in the KB (the five complexation reactions shown) were included above. No additional organic-phase reactions were found in the provided KB content.\n" ], "text/plain": [ "" ] }, "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.organic_phase\n", "+ Total # of tokens = 15426\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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vapor 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": [ "

Vapor Phase Analysis

\n", "\n", "

Introduction

\n", "\n", "This report analyzes the vapor phase from the provided Stage Knowledge Base (source: stg.vapor_phase). The system is an aqueous–organic–vapor multi‑phase mixing system. The vapor phase contains water vapor, molecular nitrogen and molecular oxygen. Analysis includes species properties, time‑series concentrations (units retained from the Stage Knowledge Base), stage efficiency up to 309.62 s, reaction mechanism elements that involve the vapor phase, and short conclusions and recommendations. Information about the stage module is needed (stage).\n", "\n", "

Data provenance

\n", "\n", "The data used are taken directly from the Stage Knowledge Base entry titled \"Stage Knowledge Base (Stg-1): vapor phase\" (source: stg.vapor_phase). All units are those provided by the Stage Knowledge Base: mass concentrations in g/L, times in seconds, molar mass in kg/mol, and stage efficiency in percent. Mass balance residuals (total mass generation rate density [g/L-s]) are included in the source and used for mass conservation comments.\n", "\n", "

Species characteristics

\n", "\n", "Table: Vapor‑phase species and selected characteristics (molar mass, atom counts, nuclide types, charge, phase). \n", "\n", "| Commercial name | Chemical formula | Molar mass [kg/mol] | Number atoms | Number nuclide types | Charge |\n", "|---|---:|---:|---:|---:|---:|\n", "| Water (vapor) | H₂O(v) | 0.018015 | 3 | 2 | 0 |\n", "| Nitrogen (vapor) | N₂(v) | 0.028013 | 2 | 1 | 0 |\n", "| Oxygen (vapor) | O₂(v) | 0.031999 | 2 | 1 | 0 |\n", "\n", "

Time‑dependent vapor species concentrations

\n", "\n", "Table: Time series of vapor species mass concentrations in g/L (time in seconds). All times are in s; concentrations are g/L.\n", "\n", "| Time [s] | H₂O(v) [g/L] | N₂(v) [g/L] | O₂(v) [g/L] |\n", "|---:|---:|---:|---:|\n", "| 0.00000 | 0.017876 | 0.81754 | 0.25142 |\n", "| 20.640 | 0.023234 | 0.84912 | 0.25380 |\n", "| 41.280 | 0.025576 | 0.86938 | 0.25525 |\n", "| 103.21 | 0.027187 | 0.89705 | 0.25716 |\n", "| 206.42 | 0.027277 | 0.90705 | 0.25783 |\n", "| 309.62 | 0.027268 | 0.90840 | 0.25792 |\n", "| 356.07 | 0.027261 | 0.90852 | 0.25793 |\n", "| 402.51 | 0.027251 | 0.90857 | 0.25793 |\n", "| 448.96 | 0.027245 | 0.90859 | 0.25793 |\n", "\n", "

Stage efficiency (considered only up to 309.62 s)

\n", "\n", "Table: Stage overall efficiency (mean ± std) [%] as a function of time (only times <= 309.62 s are considered per instructions).\n", "\n", "| Time [s] | Mean efficiency [%] | Std dev [%] |\n", "|---:|---:|---:|\n", "| 0.00000 | 16.880 | 22.210 |\n", "| 20.640 | 33.060 | 13.590 |\n", "| 41.280 | 41.140 | 10.440 |\n", "| 103.21 | 48.170 | 4.4400 |\n", "| 206.42 | 50.220 | 1.6500 |\n", "| 309.62 | 50.490 | 1.4400 |\n", "\n", "Observations on stage efficiency up to 309.62 s:\n", "\n", "- The stage mean efficiency increases from ~16.88% at t = 0 s to ~50.49% at t = 309.62 s.\n", "- Standard deviation decreases with time (from 22.21% to 1.44%), indicating the stage behavior becomes more consistent.\n", "- None of the recorded stage efficiencies approach ~100%; therefore chemical equilibrium (thermodynamic equilibrium on the stage) should not be assumed.\n", "\n", "

Mass balance / conservation

\n", "\n", "- The Stage Knowledge Base reports the total mass generation rate density [g/L-s] time history; values are essentially -0.0 or 0.0 across the recorded time stamps. \n", "\n", "- Interpretation: the mass balance residuals are numerically zero within the provided precision, indicating mass conservation is satisfied in the Stage Knowledge Base results (no significant net mass generation or loss recorded).\n", "\n", "

Reaction mechanism involving the vapor phase

\n", "\n", "Only reactions in the KB that involve vapor‑phase species are considered. The Stage Knowledge Base reaction list includes three vapor‑involving reactions. Below are the reactions (written with reversible ASCII arrow notation) and the information content provided in the Stage Knowledge Base for each reaction, followed by a short interpretation.\n", "\n", "- Reaction: H₂O(a) <=> H₂O(v)\n", " - Provided information: \"H2O vaporization in air\"\n", " - This reaction is the vaporization (phase transfer) of water from the aqueous phase to the vapor phase (and the reverse condensation). It represents gas–liquid mass transfer; its driving forces are aqueous activity / vapor partial pressure differences and the system temperature. Kinetic and mass‑transfer resistance terms (not provided in the KB) would control approach to equilibrium; given stage efficiencies <100%, the phase transfer is not complete instantaneous equilibrium on the stage.\n", "\n", "- Reaction: O₂(v) <=> O₂(a)\n", " - Provided information: \"O2 aeration of aqueous phase\"\n", " - This reaction represents oxygen transfer between vapor and aqueous phases (aeration/degassing). It is a reversible gas–liquid transfer process governed by the O₂ partial pressure in the vapor and dissolved O₂ concentration in the aqueous phase (Henry's law and mass transfer coefficients are the typical descriptors). Without rate coefficients or Henry constants provided, only the conceptual mechanism (aeration) is recorded.\n", "\n", "- Reaction: N₂(v) <=> N₂(a)\n", " - Provided information: \"N2 aeration of aqueous phase\"\n", " - This reaction represents nitrogen transfer between vapor and aqueous phases (aeration/degassing). As with O₂, mass transfer and gas solubility parameters (Henry's law) govern the exchange; the KB records the conceptual reversible transfer but not kinetic parameters.\n", "\n", "Double check for missing vapor‑involving reactions:\n", "\n", "- The KB also lists several TBP (tributyl‑phosphate) complexation reactions and HNO₃ complexation, but these are aqueous/organic phase reactions and do not involve vapor species; they are therefore not included in the vapor‑phase reaction list per instructions.\n", "\n", "

Interpretation of vapor phase composition and dynamics

\n", "\n", "- Composition: the vapor phase is a three‑component gas mixture (H₂O, N₂, O₂). Given reported concentrations (g/L) and small changes over time, it behaves as a gas mixture; in many practical contexts it can be approximated as an ideal gas mixture absent high pressures or strong interactions.\n", "\n", "- Trends: H₂O(v) mass concentration increases from 0.017876 g/L to a plateau near 0.02727 g/L. N₂(v) and O₂(v) increase modestly over time, with N₂ rising from 0.81754 g/L to ≈0.90859 g/L and O₂ from 0.25142 g/L to ≈0.25793 g/L. These trends suggest progressive enrichment of VOC‑free air components (N₂, O₂) and moisture in the vapor space, likely due to continued aeration and evaporation.\n", "\n", "- Equilibrium considerations: stage mean efficiencies remain substantially below 100% (≤ ~50.5% by 309.62 s), therefore thermodynamic equilibrium between phases should not be assumed. The vapor‑liquid exchanges (H₂O, O₂, N₂) are active but limited by mass transfer / stage effectiveness.\n", "\n", "

Reaction‑level information content (itemized)

\n", "\n", "- H₂O(a) <=> H₂O(v)\n", " - KB description: \"H2O vaporization in air\"\n", " - Additional information: This is the phase transfer (evaporation/condensation) of water; the KB provides a conceptual reversible reaction but does not supply kinetic rate coefficients, Henry's law constants, or temperature dependence.\n", "\n", "- O₂(v) <=> O₂(a)\n", " - KB description: \"O2 aeration of aqueous phase\"\n", " - Additional information: This is reversible gas–liquid mass transfer of oxygen (aeration). The KB includes the reaction label and description but lacks transfer coefficients, solubility parameters, or concentration‑dependent rate laws.\n", "\n", "- N₂(v) <=> N₂(a)\n", " - KB description: \"N2 aeration of aqueous phase\"\n", " - Additional information: This is reversible gas–liquid mass transfer of nitrogen; the KB provides the conceptual link but no kinetic or solubility parameters.\n", "\n", "

Key conclusions

\n", "\n", "- The vapor phase is a three‑component gas mixture (H₂O, N₂, O₂) in a multi‑phase aqueous–organic–vapor system.\n", "- Time series show H₂O(v), N₂(v) and O₂(v) mass concentrations increasing and then largely stabilizing; H₂O rises more proportionally (from ~0.017876 to ~0.02727 g/L) while N₂ and O₂ approach quasi‑steady values.\n", "- Stage efficiencies up to 309.62 s are well below chemical equilibrium (means ≤ ~50.5%), therefore thermodynamic equilibrium between phases is not achieved on the recorded timescale; mass transfer limitations or incomplete mixing are implied.\n", "- Mass balance residuals reported are essentially zero (within reported precision), indicating no significant mass generation/loss in the stage data.\n", "\n", "

Recommendations

\n", "\n", "- If the goal is to approach phase equilibrium (e.g., maximize vaporization or aeration), increase stage residence time or improve mass transfer (mixing, interfacial area, or use of packing) because current stage efficiencies are ~17–50% and not near 100%.\n", "- To enable mechanistic modeling, add or provide kinetic parameters (mass transfer coefficients, Henry's law constants, or rate laws) for the three vapor‑involving transfers (H₂O, O₂, N₂) and temperature/pressure conditions.\n", "- If more detailed thermodynamic assessment is desired, provide partial pressures or mole‑fraction data for the vapor phase (current data are in g/L); converting to partial pressure would allow direct comparison with Henry’s law and equilibrium predictions.\n", "\n", "

Short statement on stage information

\n", "\n", "- The analysis used stage‑level outputs (time histories of concentrations, stage efficiency and mass balance residuals). Information about the stage module is needed (stage) for further modeling (for example to obtain rate expressions or stage design parameters)." ], "text/plain": [ "" ] }, "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.vapor_phase\n", "+ Total # of tokens = 13993\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." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.5" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }