{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "31536271",
   "metadata": {},
   "source": [
    "# Vivarium E. coli Processes\n",
    "\n",
    "This notebook demonstrates how the processes work individually. For each process, we will:\n",
    "\n",
    "1. Load in the process and parameters\n",
    "2. Plot a **toplogy** diagram \n",
    "    - The topology is a network that demonstrates how a process connects to its stores (which hold state variables).\n",
    "3. Display the **ports schema**\n",
    "     - The port schema defines a systems ports (top-level keys), and the expected behavior of molecules under that port (its *schema*)\n",
    "     - `*` is a wild card, specifies the schema of everything that can go into the port\n",
    "4. Simulate the process\n",
    "5. Demonstrate distinct features of that process\n",
    "    \n",
    "<u>**Miscellaneous notes/ideas:**</u>\n",
    "- consider adding interactive widgets (plotly) - users can click boxes to choose which molecules to plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1a874047",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Make sure notebook runs out of vivarium-ecoli directory\n",
    "import sys, os\n",
    "\n",
    "# get the path to the notebook, and change working directory\n",
    "notebook_path = sys.path[0][:sys.path[0].index('notebooks')]\n",
    "sys.path.append(notebook_path)\n",
    "os.chdir(sys.path[-1])\n",
    "cwd = os.getcwd()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da299ec6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Load the required components"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99b85cd0",
   "metadata": {},
   "source": [
    "### import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3788b393",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vivarium.core.process import Process\n",
    "from vivarium.core.store import Store\n",
    "from vivarium.core.engine import Engine, pp\n",
    "from vivarium.core.composition import simulate_process, simulate_composite\n",
    "from vivarium.plots.topology import plot_topology\n",
    "from vivarium.plots.simulation_output import plot_variables\n",
    "from ecoli.processes.registries import topology_registry\n",
    "import ecoli\n",
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5af7179",
   "metadata": {},
   "source": [
    "### Load sim_data\n",
    "\n",
    "This unpickles and `sim_data` object, which holds model parameters from wcEcoli.\n",
    "`LoadSimData` includes functions to retrieve individual processes' parameters, which can be modified and passed into their respective process models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c37b5e2b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.library.sim_data import LoadSimData\n",
    "\n",
    "SIM_DATA_PATH = 'reconstruction/sim_data/kb/simData.cPickle'\n",
    "\n",
    "load_sim_data = LoadSimData(\n",
    "            sim_data_path=SIM_DATA_PATH,\n",
    "            seed=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0092ca88",
   "metadata": {},
   "source": [
    "### Get initial state snapshot\n",
    "\n",
    "`initial_state` is a dict with the initial state of the system -- a snapshot saved from wcEcoli."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "22b131f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.composites.ecoli_master import get_state_from_file\n",
    "\n",
    "INITIAL_STATE_PATH = 'data/wcecoli_t1000.json'\n",
    "\n",
    "initial_state = get_state_from_file(path=INITIAL_STATE_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0414f33e",
   "metadata": {},
   "source": [
    "### Helper functions for executing the notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1761fea1",
   "metadata": {},
   "outputs": [],
   "source": [
    "schema_keys = Store.schema_keys\n",
    "\n",
    "def make_port_printout(ports_schema, depth=0, schema_show=5, filler_size=5):\n",
    "    print_dict = ''\n",
    "    filler = filler_size * ' '\n",
    "    for port, schema in ports_schema.items():\n",
    "        if isinstance(schema, dict):\n",
    "            schemavars = list(schema.keys())\n",
    "            if any(var in schemavars for var in schema_keys):\n",
    "                print_schema = ''\n",
    "                for k, v in schema.items():\n",
    "                    print_schema += f'{(depth+1) * filler} {k}: {v}\\n'\n",
    "                print_dict += f'{depth * filler}{port}:\\n{print_schema}\\n'\n",
    "            else:\n",
    "                schema_items = schema.items()\n",
    "                first_schema = dict(list(schema_items)[:schema_show])\n",
    "                next_print = make_port_printout(first_schema, depth+1)\n",
    "                print_dict += f'{port}:\\n{next_print}\\n'\n",
    "                if len(schema) > schema_show:\n",
    "                    print_dict += f'{(depth+1) * filler}'\n",
    "                    print_dict += f'... skipping {len(schema)-schema_show} schema entries ...'\n",
    "                    print_dict += f'\\n\\n'\n",
    "        else:\n",
    "            print_dict += f'{filler}{schema}\\n'\n",
    "    return print_dict\n",
    "\n",
    "def find_increasing(d):\n",
    "    for key, value in d.items():\n",
    "        if value[-1] > value[0]:\n",
    "            return {key: value}\n",
    "    \n",
    "def find_decreasing(d):\n",
    "    for key, value in d.items():\n",
    "        if value[-1] < value[0]:\n",
    "            return {key: value}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bed93e79",
   "metadata": {},
   "source": [
    "## Complexation\n",
    "    \n",
    "[Complexation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.complexation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f6f95f82",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.complexation import Complexation\n",
    "\n",
    "# load in parameters\n",
    "cplx_config = load_sim_data.get_complexation_config()\n",
    "cplx_config['time_step'] = 0.01\n",
    "\n",
    "# initialize process\n",
    "complexation = Complexation(cplx_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4431d567",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "cplx_topology_plot_settings = {\n",
    "    'buffer': 1,\n",
    "    'node_labels': {\n",
    "        'ecoli-complexation': 'ecoli\\ncomplexation'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 10000,\n",
    "    'dashed_edges': True,\n",
    "    'node_distance': 4,\n",
    "}\n",
    "\n",
    "cplx_topology_fig = plot_topology(complexation, cplx_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2cbd7bd2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "molecules:\n",
      "     1-PFK[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     1-PFK-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2OXOGLUTARATEDEH-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     E1O[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     E2O[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 2569 schema entries ...\n",
      "\n",
      "listeners:\n",
      "     complexation_events:\n",
      "           _default: []\n",
      "           _updater: set\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "cplx_ports = complexation.ports_schema()\n",
    "cplx_printout = make_port_printout(cplx_ports)\n",
    "print(cplx_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "684899dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: a7b0130c-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:04\n",
      "Completed in 0.178275 seconds\n"
     ]
    }
   ],
   "source": [
    "# tweak initial state\n",
    "cplx_initial_state = copy.deepcopy(initial_state)\n",
    "cplx_initial_state['bulk']['6PGLUCONDEHYDROG-MONOMER[c]'] = 1000\n",
    "\n",
    "# run simulation and retrieve final data\n",
    "cplx_settings = {\n",
    "    'total_time': 0.1,\n",
    "    'initial_state': cplx_initial_state,\n",
    "    'topology': complexation.topology}\n",
    "\n",
    "cplx_data = simulate_process(complexation, cplx_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3512a34b",
   "metadata": {},
   "source": [
    "For complexation, let's look at the 6PGLUCONDEHYDROG-MONOMER[c] monomer as it transitions to the 6PGLUCONDEHYDROG-CPLX[c] complex:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2e87fcf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "cplx_fig = plot_variables(\n",
    "    cplx_data, \n",
    "    variables=[\n",
    "        ('bulk', '6PGLUCONDEHYDROG-MONOMER[c]'), \n",
    "        ('bulk', '6PGLUCONDEHYDROG-CPLX[c]'), \n",
    "    ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42581f4b",
   "metadata": {},
   "source": [
    "Here we see 6PGLUCONDEHYDROG-MONOMER[c] getting complexed. This a relatively fast process and consumes all the monomers in a single time step."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccea1937",
   "metadata": {},
   "source": [
    "## Transcript Initiation\n",
    "    \n",
    "[Transcript Initiation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.transcript_initiation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cf5056a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.transcript_initiation import TranscriptInitiation\n",
    "\n",
    "# load in parameters\n",
    "ti_params = load_sim_data.get_transcript_initiation_config()\n",
    "\n",
    "# initialize process and topology\n",
    "transcript_initiation = TranscriptInitiation(ti_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "256d8473",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1355.04x832.32 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "ti_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-transcript-initiation': 'ecoli\\ntranscript\\ninitiation',\n",
    "        'full_chromosomes': 'full\\nchromosomes',\n",
    "        'listeners\\nrna_synth_prob': 'listeners\\nrna_synth_\\nprob',\n",
    "        'listeners\\nribosome_data': 'listeners\\nribosome_\\ndata',\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.3,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 18,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-transcript-initiation': (4, 2)}\n",
    "}\n",
    "\n",
    "ti_topology_fig = plot_topology(transcript_initiation, ti_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3798e6fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "environment:\n",
      "     media_id:\n",
      "           _default: \n",
      "           _updater: set\n",
      "\n",
      "\n",
      "molecules:\n",
      "     APORNAP-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     GUANOSINE-5DP-3DP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "full_chromosomes:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "promoters:\n",
      "*:\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "\n",
      "          bound_TF:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "RNAs:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          transcript_length:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          is_mRNA:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          is_full_transcript:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "          ... skipping 2 schema entries ...\n",
      "\n",
      "\n",
      "active_RNAPs:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          direction:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "          dry_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "\n",
      "rna_synth_prob:\n",
      "          rna_synth_prob:\n",
      "                _default: 0.0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "ribosome_data:\n",
      "          rrn16S_produced:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          rrn23S_produced:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          rrn5S_produced:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          rrn16S_init_prob:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          rrn23S_init_prob:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "          ... skipping 2 schema entries ...\n",
      "\n",
      "rnap_data:\n",
      "          didInitialize:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          rnaInitEvent:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "ti_ports = transcript_initiation.ports_schema()\n",
    "ti_printout = make_port_printout(ti_ports)\n",
    "print(ti_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "134817a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: a81ba680-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:05\n",
      "Completed in 1.46 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "ti_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': transcript_initiation.topology}\n",
    "\n",
    "ti_data = simulate_process(transcript_initiation, ti_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61edece7",
   "metadata": {},
   "source": [
    "For Transcript Initiation, we can see from the cell above that each active RNA polymerase molecule is represented by an ID number. Let's analyze how one of these active RNA polymerase molecules functions within this process:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "594d99c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "RNAP_ID = list(ti_data['unique']['active_RNAP'].keys())[0] \n",
    "\n",
    "ti_fig = plot_variables(\n",
    "    ti_data, \n",
    "    variables=[\n",
    "        ('unique', 'active_RNAP', RNAP_ID, 'coordinates'),\n",
    "        ('bulk', 'APORNAP-CPLX[c]')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49fd5330",
   "metadata": {},
   "source": [
    "Here we can see that the coordinates for one RNA polymerase molecule is initialized at time=0 and remains the same throughout the simulation as elongation is not a function of this process. Additionally, we can see that the RNA polymerase molecules (given by APORNAP-CPLX[c]) are getting deleted from the bulk molecules count as they bind to the DNA sequence and are initialized for transcription."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "068282a4",
   "metadata": {},
   "source": [
    "## Transcript Elongation\n",
    "    \n",
    "    \n",
    "[Transcript Elongation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.transcript_elongation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c0a7296b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.transcript_elongation import TranscriptElongation\n",
    "\n",
    "# load in parameters\n",
    "te_params = load_sim_data.get_transcript_elongation_config()\n",
    "\n",
    "# initialize process and topology\n",
    "transcript_elongation = TranscriptElongation(te_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cdf499d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1355.04x832.32 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "te_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-transcript-elongation': 'ecoli\\ntranscript\\nelongation',\n",
    "        'listeners\\ntranscript_elongation_listener': '\\nlisteners\\ntranscript_\\nelongation_\\nlistener'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.3,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 18,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-transcript-elongation': (4, 2)}\n",
    "}\n",
    "\n",
    "te_topology_fig = plot_topology(transcript_elongation, te_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b363e5c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "environment:\n",
      "     media_id:\n",
      "           _default: \n",
      "\n",
      "\n",
      "RNAs:\n",
      "_divider:\n",
      "     <function divide_RNAs_by_domain at 0x12dcc89d0>\n",
      "topology:\n",
      "     ('..', 'active_RNAP')\n",
      "\n",
      "\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          transcript_length:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          is_mRNA:\n",
      "                _default: False\n",
      "                _updater: set\n",
      "\n",
      "          is_full_transcript:\n",
      "                _default: False\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "          ... skipping 3 schema entries ...\n",
      "\n",
      "\n",
      "active_RNAPs:\n",
      "_divider:\n",
      "     <function divide_active_RNAPs_by_domain at 0x12dcc88b0>\n",
      "\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          direction:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "\n",
      "bulk_RNAs:\n",
      "     EG10001_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10002_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10003_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10004_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10006_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 4682 schema entries ...\n",
      "\n",
      "ntps:\n",
      "     ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     GTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     UTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "molecules:\n",
      "     PPI[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     APORNAP-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "\n",
      "transcript_elongation_listener:\n",
      "          countNTPsUsed:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          countRnaSynthesized:\n",
      "                _default: [0. 0. 0. ... 0. 0. 0.]\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          attenuation_probability:\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          counts_attenuated:\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "growth_limits:\n",
      "          ntpUsed:\n",
      "                _default: [0. 0. 0. 0.]\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "rnap_data:\n",
      "          actualElongations:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          didTerminate:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          terminationLoss:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          didStall:\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "te_ports = transcript_elongation.ports_schema()\n",
    "te_printout = make_port_printout(te_ports)\n",
    "print(te_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b4418f84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: aa11a2fa-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:09\n",
      "Completed in 2.21 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "te_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': transcript_elongation.topology}\n",
    "\n",
    "te_data = simulate_process(transcript_elongation, te_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "723f757e",
   "metadata": {},
   "source": [
    "For Transcript Elongation, we can see from the cell above that each active RNA Polymerase molecule is represented by an ID number. Let's analyze how a few of these active RNA Polymerase molecules function within this process:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7fe3d0f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "te_fig = plot_variables(\n",
    "    te_data, \n",
    "    variables=[\n",
    "        ('unique', 'active_RNAP', '1266660', 'coordinates'),\n",
    "        ('unique', 'active_RNAP', '1293463', 'coordinates'),\n",
    "        ('unique', 'active_RNAP', '1293466', 'coordinates')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "011e4b93",
   "metadata": {},
   "source": [
    "Here we can see that the coordinates for these RNA Polymerase molecules are initialized at time=0 but change throughout the simulation. Some polymerase coordinates incease, indicating elongation in one direction, and others decrease, indicating elongation in the opposite direction along the DNA sequence. \n",
    "\n",
    "Funadamentally, these changes represent the process of polymerization: as the RNA polymerase molecules travel across the DNA, RNA molecucles are assembled."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fef9620a",
   "metadata": {},
   "source": [
    "## Transcription Factor Binding\n",
    "    \n",
    "[TF Binding Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.tf_binding.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "473fcad9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.tf_binding import TfBinding\n",
    "\n",
    "# load in parameters\n",
    "tfb_params = load_sim_data.get_tf_config()\n",
    "\n",
    "# initialize process and topology\n",
    "tf_binding = TfBinding(tfb_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1aa9088b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 979.2x878.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "tfb_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-tf-binding': 'ecoli\\ntf binding',\n",
    "        'listeners\\nrna_synth_prob': 'listeners\\nrna_synth_\\nprob',\n",
    "        'active_tfs_total': 'active_tfs_\\ntotal',\n",
    "        'inactive_tfs_total': 'inactive_tfs_\\ntotal'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 16000,\n",
    "    'node_distance': 3.5,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 18,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-tf-binding': (2, 2)}\n",
    "}\n",
    "\n",
    "tfb_topology_fig = plot_topology(tf_binding, tfb_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8ef9e00a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "promoters:\n",
      "*:\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          bound_TF:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          submass:\n",
      "                _default: [0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "active_tfs:\n",
      "     CPLX-125[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX-172[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-226[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-228[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-7669[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 19 schema entries ...\n",
      "\n",
      "active_tfs_total:\n",
      "     CPLX-125[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CPLX-172[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CPLX0-226[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CPLX0-228[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CPLX0-7669[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "     ... skipping 19 schema entries ...\n",
      "\n",
      "inactive_tfs_total:\n",
      "     PC00007[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     PC00003[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     PC00004[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     PC00005[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CPLX0-7670[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "     ... skipping 12 schema entries ...\n",
      "\n",
      "listeners:\n",
      "rna_synth_prob:\n",
      "          pPromoterBound:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          nPromoterBound:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          nActualBound:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          n_available_promoters:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          n_bound_TF_per_TU:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "          ... skipping 1 schema entries ...\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "tfb_ports = tf_binding.ports_schema()\n",
    "tfb_printout = make_port_printout(tfb_ports)\n",
    "print(tfb_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4ad3928c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: acb463e4-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:12\n",
      "Completed in 2.07 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "tfb_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': tf_binding.topology}\n",
    "\n",
    "tfb_data = simulate_process(tf_binding, tfb_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "019bdbb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "tfb_fig_active = plot_variables(\n",
    "    tfb_data, \n",
    "    variables=[\n",
    "        ('bulk', 'CPLX-125[c]'),\n",
    "        ('bulk', 'CPLX0-226[c]'),\n",
    "        ('bulk', 'MONOMER0-162[c]')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bda3eb2",
   "metadata": {},
   "source": [
    "## Chromosome Replication\n",
    "    \n",
    "[Chromosome Replication Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.chromosome_replication.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a2928b9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.chromosome_replication import ChromosomeReplication\n",
    "\n",
    "# load in parameters\n",
    "cr_params = load_sim_data.get_chromosome_replication_config()\n",
    "\n",
    "# initialize process and topology\n",
    "chromosome_replication = ChromosomeReplication(cr_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1b86307b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+ffqw8MIL06VLFwYMGDDWaxg5cuToGIYNG8Z1113HJptsQs+ePXn33XdHP+add14WWGABbrnllm+MV5IkSZIkqSMyoSNJ6lQGDx7Md77zHXr27DlB+88///xjrc0444y89957Y60vtNBCY6299NJLACy66KJjbWtae/HFF8d7zumnnx6A+eabb5zrTfG88847fPzxx+M83wwzzMBss802+nzdu3fnpJNO4oknnmC++eZj0UUXZZ999uH2228f6zV06dJlrGRV89fQ9DrH9xpmm202evTo8a2v4dlnn2XUqFGcffbZ9OnTZ6zHs88+y9ChQ8c6viRJkiRJUkfWre4AJElqZF27dh3neubYM+h69erVquec2HgmxE9/+lN+8IMfcP311/PPf/6Tyy+/nFNOOYWtt96aSy65ZJKO+W1xfttra3oNTf/dYYcd2Hnnnce575RTTjnJsUmSJEmSJLVHJnQkSZ3KQgstxDPPPMPw4cPHqhRpDU2VKk8++SR9+/YdY9tTTz01xj4toU+fPkwzzTQ8+eSTY2374IMPePPNN1lqqaXGWJ9tttn40Y9+xI9+9CO+/PJLdtxxRy6++GJ+9atfsfzyyzP//PMzatQonn76aZZYYolxvoavVw5NjgUWWICIYMSIEay77rotdlxJkiRJkqT2zJZrkqROZfvtt+eDDz7g6KOPHmvbpFa5fJtNNtmEiOB3v/sdI0eOHL3+5ptvcu655zLPPPOw9NJLt9j5unTpwsYbb8wjjzzCTTfdNMa24447jlGjRrHZZpsB8Omnn/Lpp5+OsU/Xrl1HJ23ef/99oMzDATj22GPH+Bw98cQTXHPNNay66qr06dOnxV7DjDPOyIYbbsgVV1zBv//977G2Z+ZYM3skSZIkSZI6Oit0JEmdyr777su1117L0UcfzYMPPsj6669Pz549efLJJ3n22We57bbbWvR8Cy+8MPvvvz8nnHACq6++OltvvTUfffQRZ5xxBh9//DEXXnjht7YhmxTHHHMMt956K5tuuil77bUXCyywAHfddReXXnopq6+++ug2Zs899xxrrLEGm222GYstthjTTz89Tz/9NKeffjrzzTcfq622GgDrrbceW221FZdccgkffPAB/fv356233uLUU0+lZ8+enHzyyS0aP8Dpp5/Oqquuyuqrr85OO+3E0ksvzahRo3jxxRe5+uqr2WmnnRg4cGCLn1eSJEmSJKlRmdCRJHUq3bt355ZbbuHEE0/koosu4pBDDqFnz54suOCC7Lrrrq1yzuOPP54FFliA0047jYMOOoju3bvTr18/LrrootFJk5Y0zzzzcP/993P44YdzwQUX8OGHHzLnnHNy8MEH8+tf/5pu3cqv/7nmmovddtuNO++8k6uuuorhw4czxxxz8OMf/5gDDzxwjJlAF154IcssswznnXcev/rVr5hqqqlYY401+M1vfsPiiy/e4q9hrrnm4j//+Q/HH388V199NRdccAE9e/ZkrrnmYuONN2arrbZq8XNKkiRJkiQ1smiN9jKSJNVmYO+vfrENHFZjIKrVwN7N/j0s6gtEkiRJkiSpZThDR5IkSZIkSZIkqcGZ0JEkSZIkSZIkSWpwJnQkSZIkSZIkSZIanAkdSZIkSZIkSZKkBmdCR5IkSZIkSZIkqcGZ0JEkSZIkSZIkSWpwJnQkSWowAwcOJCIYMmTI6LXzzjuPiGDQoEG1xTVo0CAigvPOO6+2GCRJkiRJkjorEzqSJGm0Rx99lIEDB46RTJIkSZIkSVL9utUdgCRJGr8dd9yRbbbZhu7du7fqeR599FGOPPJI1lxzTeadd94xtq2++up89tlnTDHFFK0agyRJkiRJksZmQkeSpIn05ZdfMnz4cHr16tVm5+zatStdu3Zts/ONS5cuXejZs2etMUiSJEmSJHVWtlyTJOlbNM2uue222/jNb35D37596dmzJ5dddhmZyemnn86yyy5Lr169mHrqqVlrrbW48847xzjGkCFDiAgGDhzIxRdfzBJLLEHPnj2Ze+65GThwIF988cUEx/H1GTojRozghBNOYKmllqJXr1707t2b5ZZbjlNOOWX0Pm+88Qa/+tWvWGqppZh++unp2bMniyyyCMcffzxffvnl6P0GDhzIrrvuCsBaa61FRBAR7LLLLsA3z9D55JNPOPjgg+nbty89evRg1llnZaedduLll18eY7/mH3/uueey6KKL0qNHD+aZZx5OOOGE8X4OJEmSJEmSOjMrdCRJmgD77bcfI0eO5Mc//jHTTjstCy+8MDvuuCMXX3wxW2yxBbvuuivDhw/nwgsvZL311uOKK65gk002GeMY11xzDS+++CIDBgxg1lln5ZprruHII4/k5Zdf5txzz53omEaMGMEGG2zAoEGDWH/99dlhhx3o2bMnjz/+OFdccQV77703AP/973+54oor2Gyzzejbty8jR47kpptu4qCDDuLFF1/kr3/9KwCbb745b775JmeccQaHHHII3/3udwHo27fvN8YwcuRINthgA+6991622GILfvWrXzF48GBOP/10brnlFh566CHmnHPOMT7mL3/5C0OHDmX33Xdnuumm44ILLuDAAw9kzjnnZLvttpvoz4MkSZIkSVJnYEJHkqQJ8Nlnn/HII4+MbrN25ZVXcuGFF/LXv/6VPfbYY/R+++67LyuuuCL77rsvG2+8MRExettjjz3Ggw8+yDLLLAPA3nvvzeabb855553HT37yE1ZcccWJiumkk05i0KBBHHzwwRxzzDFjbBs1atTof6+xxhq8+OKLY8Ty85//nB133JGzzjqLgQMHMttss7HEEkuw0korccYZZ7Deeuux5pprjjeG8847j3vvvZf9999/jCqbddddl/79+3PwwQdz/vnnj/Exr7zyCk8//TS9e/cGYLfddmOeeebhz3/+c6skdCLiT8CvM/OjFj+4JEmSJElSG7HlmiRJE2DPPfccY2bOBRdcwDTTTMOmm27Ku+++O/rx4YcfsvHGGzNkyBAGDx48xjHWW2+90ckcgIjggAMOAEqCaGJdeOGFTD/99Bx++OFjbevS5atf8VNOOeXoZM6IESN4//33effdd9lggw0YNWoUDz300ESfu8mVV15Jly5dOPjgg8dY32ijjVhqqaW4+uqrx0guAey6666jkzkAvXr1YsUVVxzr89WCtgE+aXoSEf0jYtbWOpkkSZIkSVJrsEJHkqQJsNBCC43x/Omnn+ajjz5illlm+caPGTp06Bgf19TCrLlFFlkEgBdffHGiYxo8eDBLLbUUPXv2/Nb9vvjiC4477jj+/ve/8/zzz5OZY2z/4IMPJvrcTV566SVmn312pp9++rG2Lbroojz66KO8++67zDzzzKPX559//rH2nXHGGXnvvfcmOY7xGJCZowAiYjrgKqBrRDwIXAdcDzzStI8kSZIkSVIjMqEjSdIEaF6dA5CZ9OnTh4suuugbP2axxRZr7bAmyC9/+Uv+/Oc/s/XWW3PooYcy88wzM8UUU/Dwww9z4IEHjlVB09q6du3apuejJG2azAjcBKwDLF89jgTejIjrgaMz8+W2DlCSJEmSJGl8TOhIkjQJFlxwQZ577jlWXHFFpp566gn6mKeffnqstaeeegoYd9XK+Cy00EI888wzDB8+nB49enzjfueffz6rr746l1xyyRjrzz///Fj7Np+zMyHmn39+brrpJj788EOmm266MbY99dRTTDvttMw000wTdcxW0Lwk6ZXM7B8RvYC1gf7VYw7gR8Cvm3aMiDWq/V9qy2AlSZIkSZLGxRk6kiRNgp122olRo0aNNTumydChQ8dau/XWW3n44YdHP89MTjjhBAA23XTTiY5h++2354MPPuDoo48ea1vztmpdu3Ydq83aJ598wh//+MexPq4pOfX+++9PUAybbropo0aN4rjjjhtj/cYbb+SRRx5hk002GWOeTx0yczhAREwNvBERlwDrAbdm5k+BuYClgR9n5tBq3wD+DrwYEU9GxPERsVpEeDOMJEmSJEmqhRclJEmaBFtssQW77rorp5xyCg8//DD9+/dnpplm4rXXXuO+++7j+eefH2suzpJLLsnaa6/NgAEDmG222bj66qu57bbb2HHHHVlppZUmOoZ9992Xa6+9lqOPPpoHH3yQ9ddfn549e/Lkk0/y7LPPctttt42O9a9//Stbb7016667LkOHDuWcc85hxhlnHOuYyy+/PF26dOG3v/0tH3zwAVNNNRXzzTcf/fr1G2cMu+yyC3/72984/vjjGTJkCKuvvjrPP/88p512GrPMMgvHHHPMRL+uVrQaMBOwdfX4MCL+D7gYGJSZjzbbd2rgfmA6YJHqcQDwQUTcCJyYmQ8jSZIkSZLURkzoSJI0ic455xzWWmstzjjjDI499lhGjBjBrLPOyjLLLMOxxx471v6bbLIJCy+8MMceeyzPPvssM888M4cddhiHHXbYJJ2/e/fu3HLLLZx44olcdNFFHHLIIfTs2ZMFF1yQXXfddfR+f/jDH5hmmmm47LLLuPrqq5lrrrnYY489WH755Vl33XXHOObcc8/NOeecw/HHH8+ee+7JyJEj2Xnnnb8xoTPFFFNw8803c/TRR3PppZdyxRVXMN1007Hlllty9NFHM9dcc03Sa2sNmXljRMwHbANsCywB7F493oqIRTLzg2rfj4CtIqI7sCqlLdtGwELAdsCZTceNiGWA4cBT+fVSKEmSJEmSpBYSXneQJHUoA3t/9Ytt4LAaA/nKkCFDmG+++TjiiCMYOHBg3eF0DgN7N/v3sHEOBoqIRSiJnW2BDzJz+Wbbfklpyfb41z5mIeD7wGmZObJau6FaGwJcVz3+mZmft9wLkiRJkiRJnZ0zdCRJUocXEf0jYonma5n5VGYeBixIScg07bsYcCLw34h4IiIOiYj5q495LjP/1JTMqbwMvAPMC+wN3AS8FxFXRcQGrfrCJEmSJElSp2FCR5IkdWhV27Qzgcci4p8RsWVETNG0PYt3m33I59X+HwCLAr8FXoiIf0fEvhExVfPjZ+aewKzAisDRwKNAL+AHQN9mcfSNiOUjwr+/JEmSJEnSRPOCgiRJ6uh6AZcDHwOrA5cBL0XEryNilq/vnJnPZ+YelCTNxsBFwCdAP+Ao4MumfSOiR/UxozLz/sw8LDOXBuYCfgJc3ezQewIPAG9ExDkRsXlETNPyL1eSJEmSJHVEztCRJHUsDThDRzUYxwydiJgW2JHSFu071daRwDKZ+cS3Ha6qyukPzJyZf67WegGvAncDFwPXZuan33KMQyhJnrmbLY8EBgHnZ+b5E/z6JEmSJElSp2OFjiRJ6hQy83+ZeSqwCLAucBUwGHiqaZ+IWDsieo7jYz/JzEubkjmVFYHpKK3VLgHejogLq3k93cdxjGMoc3aWAA4B7gW6AutVx2qKYYaIWLN5WzhJkiRJkiQTOpIkqVOpZubcnpmbActm5iiAiJgbuBV4LSKOrZ5/23HuAOYA9gX+DUwFbAdcC7wZETN9w7kfz8xjM3NVYBZK1dDZzXb7AXAn8E5EXBIRO4zrWJIkSZIkqXMxoSNJkjqtzPy82dOZgUeBGYGDKHN2rqiqduIbPv6tzDw5M1cC5qdU3jwOvJyZ7zbtFxEHRsQKXz9OZr6bmRdk5sPNlkcCTwO9ga2B84GhEXFvROw/ua9ZkiRJkiS1TyZ0JElShxYR607Ifpn5ELAcsDJwEfAlsBlwO/DI+FqgZeZLVeXNEsDazc7/XeA44H5gcET8JiIW+ZbjXJCZiwALUKp/bq1iWRnYsNlxu0TE9yNiygl5fZIkSZIkqX0zoSNJkjq6WyPi1ohYdnw7Vi3R7svM7YG5gSOAN4HnMnMkjE6kLDCe43zY7OmnwEnAW0Bf4NfAkxHxWEQcFBHTfMMxXqiqf9anVA39kJIYarIccAPwXkRcGxE/iYg5x/caJUmSJElS+2RCR5IkdXTDgHWBhyLi4ojoOyEfVLVTOwqYB9i72aYNKJU2N0VE/4joOp7jvJyZvwDmBNYBzgI+AJYADgW+aNo3Iqb6hmN8lJlXZObNzZanAv4DTAn0B/4CvBoRj1RVQL0m5HVKkiRJkqT2wYSOJEnq6OYHfg8MB7YB/hURPSb0gzNzZGa+3WypL/AZJbFzLSW5s19EzDCe43yZmXdk5o+BWYFNgAMy8zOAqnXaa1U10a4RMd14jndnZi4HzA78CLgK+ARYCtgDGD0fqJoD1HtCX7MkSZIkSWo8kZl1xyBJUssZ2PurX2wDh9UYiGo1sFnuYuCwAIiIuYGBwBOZ+YdqrScwRWZ+NDGHr5I3uwIDgPmq5c+BP2TmoZMSckSsCtwBNM3qGUFpqXYxcF1mfjoBx+gJrAH0ycwLqrXpgXeABO4CrquON3hS4pQkSZIkSfWwQkeSJHUKmflKZu7WlMyp7A28EBH7RET3iTjW+5l5IrAgsDFwC9CTMi8HgIjoFRFTfMMhxnXMeyiVO3sAd1ISO5sClwJDI2K2CTjG55l5c1MypzIzcC8QwNrAH4DnIuK5iPhDRMw+oTFKkiRJkqT6mNCRJEmd2RpAH+Bk4OmI2DYiJvjvo6qN2nWZuQHwHcocmyY/A16OiMMjYtYJPN77mXlmZq5NmbnzC+BB4IXMfLNpv4g4LCLWmJBYM/PZzFyDktjZDriIMsNnwer4XzY7br+I6DMhsUqSJEmSpLZlyzVJUsdiyzXBOFuujUtEBGWWzXGUhAzAI8CBmXnr5IQQETcC36uejgQuB04B7suJ/AMsIqbOzI+rfy8MPFNtep1SwXMx8J8JPW5EdANWApbOzJOrtQCGAHMB91O1ZgP+O7HxSpIkSZKklmeFjiRJ6rSyuBpYHPgRJUGyNHBLRKw7mYffEFgHuBLoCmxLaX32UESsP5Fxftzs6ceUBNQQYA7gl5Qqnmcj4qiImG4CjvdFZt7dlMypTAs8RUk+rQgcDTwKvBIRf4mIRScmZkmSJEmS1LJM6EiSpE6vSnCcDSwEHATcDtzRtD0ipp+EY2Zm3pGZmwPzUZIw7wHLAKPn9UxMi7fquK9n5sHA/MDKwJ+BoZQWar8ERjQ7du9xHmTcxx2Wmd8HZqTM7jkLeJPS+u0nwEzNjrtYRMw9MXFLkiRJkqTJY0JHkiSpkpmfZubxwHqZOQogIuYDXouIUyd0Fs44jvtKlYSZkzLH5sZmm/8eEVdFxLpV27MJPWZm5n2Z+bPquOsDv8zMT6u4ewJDIuLuiNhrQmfjZObHmXl1Zv64Ou6ywK+BfzXb7QTKfKDHIuKYiFg5IrpOaOySJEmSJGnimdCRJEn6mq/NjFkH6AnsBTwfEUdGxLSTeNzPM/PizPwSICKmoVTD/AC4FXgqIgZU6xNz3C8y89bMPKPZ8hJAD2BV4FTgzYi4KSJ2ntD4M3NUZj6cmb/NzJFVzAF8QGn9tgRwMKWV3NCIOD8iVp+Y2CVJkiRJ0oQxoSNJkvQtMvMsSuLiGmAq4HDghYj4WUT0mMxjfwT0BQ4D3gC+A5wCvB4Rf46IOSbj2A8AMwM7ANcDCWwAnAe8HRFzTeJxMzO3p7RgWx84GXiR0qptB2Cxpn0jYp6IWHhiKo8kSZIkSdK4mdCRJEkaj8x8MjN/AKxGaT02E/AnSjJjco89NDOPBuYFtgTuAqYBBtBs1s4kHvvjzLwwM/sDs1Jm4QwCns3MV5v2q6qOvhcRU0zEsYdXVUH7AgsA3wX2pyS+muwNPAMMjoiTqrZyk/WaJEmSJEnqrEzoSJIkTaDMvIfSwmxT4HFKUgeAiJh2cipRMnNkZl6emWsASwL7ZOZL1bEjIq6PiAMiYsZJPP57mXlGZq4F9GsW9wKUqqMbgTci4rSIWC0iJvjvxKpq55nM/H1mvtZs0wjgfUoV0r6UtnLvRcT/RcTmk/I6JEmSJEnqrEzoSJKkDi0iulazXdZsieNVyYurgSUz86nqHAFcB9wWEcu3wDn+m5mnNltaDdgQOB54LSLOjoilJ+P4nzd7+hFwBKWSZiZgT0qV0JCI+F1EzDQZ5zmU0vZtFeBYShJsamBzymwiACJi+ohYxtZskiRJkiR9MxM6kiSpo9uJMtvl9og4IiK6tsRBMzObPZ0HWBxYG3ggIi6LiAVb4jyVe4CNKFU0PYHdgIcj4t6I2HZiWqV9XdXy7ShgEWBp4ATgFWAuStu30cmfSUnuZOaXmfmvzDwkM5egfK72oszyabIp8B9KsurMiPhBREw1iS9JkiRJkqQOyYSOJEnq6M4HjgYCGEipopm9JU+QmUOA+SnJkM8ps3CeqtqXzdoCxx+VmTdk5obAQsAfgWHAysBJtMDfdFXl0aOZeSAwH6W13N6Z+TFARPSgzML5T0TsFxFzTeJ5XsnM0zPzwWbLUwCvA7MDPwKuorRmuykifjoZL0uSJEmSpA7DhI4kSerQMvOLzDwMWB8YCqwJPBYR32vh83xQJUMWBM6m/J21J/BIlQxpqfMMzsxfAnMCPwWOyMzhABExXdVebtXJnOczKjPvzcxzmi0vQnlNywC/A16JiLsiYs+I6DPprwgy8wxKRdDSwGHAv4HuwAbA1k37RUSXiFglIrpNzvkkSZIkSWqPYsxuIZIktV8R0TOPmPaz0QsDh9UYjWo1sHezfw8bndiIiFkoFTvrVUvrZ+atrRFCRHwXOAZ4pGppRtUarUtTAqYVzvkL4A/V00eBU4CLM/PTFjp+T8osn22B/pT2bwBfAgtl5ostcZ7qXDMD3wfez8xrq7UVgPuBDyjt564Dbs7M91vqvJIkSZIkNSordCRJHUJ18feOuuNQY8vMocD3gEMo75c7W/FcT2fmZpR2b01+BDwTETtERGv8HXY58FvgHWAp4CzKXJrfRcR8k3vwzPw8M6/IzC2BWYCdgZuAJ4GXmvaLiN9GxGZVAmhSz/V2Zv6tKZlTmRF4Hpge2A64CHinqhQ6YHLOJ0mSJElSo7NCR5LU7kXEYsC1wLx5xLRfbbBCp/P6hgqd5iKiS2aOqv49C7BSZl7VmmFFxG3AOtXTx4CDKBUmLfoHWZXY2BLYG1ihWh6UmWu15HmanW+KzBxZ/Xt+4IVq0/+AK4CLgTsy84sWOt9CwEaUKqHVgW7A28Bszb6m/YDHMvPzljinJEmSJEl1s0JHktSuVXNQ/gXMCzxQbzRqT5pd+O9CacN2ZUSc0spVHhsAuwGvAUtS2obdUbUSazFVJc35mdkP6Ed5fX9q2h4RS0TEzyJi2m88yMSdb2Szp8OA/YGHgWmBXYCbgTci4tQqeTa553suM/+YmesAM1GSV4c0+5pOD9wLvBsRV0bEjyJi9sk9ryRJkiRJdTKhI0lqtyJiAHA9MA1wGWXYvTSxErgBGAkMAO6rKkBa/kSZX2bmucBClKTHB5T37f0Rsc63fexknPOBzNzpa9VHv6AkeF6vkiyLtOD53svM32fmssB3gIHAc0AfSjJr9DyfiJgtIsZZQTUR5xuWmZdn5tnNlucAHgemAjYFzqS81oci4siqRaMkSZIkSe2KCR1JUrsUEdMBh1J+lx0NbJuZn9UalNqlLE4CVqa0ClsKeDgidmjFc36Wmb8H+gLHAw8Bg5q2R8SUrXXuypXV+aYG9gKejIjbI2LTiOjWUifJzGcz80hKYmdZ4CeZ+RFARHQHnqjOfVhELNCC530iM5cG5gZ+ClwHfFbFcBgwOokUEUtGxDQtdW5JkiRJklqLM3QkSe1WRCwLfDczLxi9OLD3V7/YnKHTeU3ADJ1xqVqQ/RXYplo6B/hRS8+4Gcd5u2bml9W/56DM1/kL8LvMbLU3cjV/agCwE9CrWv5tZv66tc7Z7NyLUpJKMzVbfogyb+fSzHy9hc83JbAWsERmHletBTAEmBX4JyXxc31mvvBNx5EkSZIkqS5W6EiS2o2ImDciftL0PDP/M0YyR5pMmfk/YDvgx8DnwButncypzvtls6ebADNSKtBeiIhfRESPVjrvE5m5J6VF2c8prdHOb9oeEatXidPWOPeTwOzA94G/Ax8BywEnAq+2dNu7qirqhqZkTmV6yjyjKYD1KG3ono+IpyPidxGxYEvGIEmSJEnS5DChI0lqFyJiJeAB4C8RsWnN4agDq1qwnQUsCRzZtB4Rc0zuvJcJPP/plPZvd1MSO38Ano2IHSOiayud88PM/BPwncx8FkZXr/wJeCgi7ouI7as2aS153pGZeVNm7gzMAmwJXAH8FxjctF9EnFCdf+oWPv/7mbkKMDOwI3ApMIzSIm4/SsKpKYaFImLGljy/JEmSJEkTw4SOJKnhRcS2wJ2Uoeq30mzWiNRaMvO5zPwCICJmobQDuyQien/7R7bIue8D1gD6U+bMzEOpYvlzK5+3eTVSd+B24ENgReAC4JWIOKpqC9fS5/4sMy/PzB8CyzbFEhHzAPtX5387Ii6tZv20WNVSZr6bmRdk5jaUnzNrAccB/2q220nV+e+JiIMiYrG2SPBJkiRJktTEGTqSpIZVXSw9HBhYLf0F+FlmjvzGD2o+Q0eCiZqh800iYh3gKmBq4EVg68x8aHKPO4Hn7grsQKkW2jwzH67We2Tm8DY4fy9ge2AfYPFq+Utgg8y8vQ3OP111/m2BVZptGkap5jmspeftjCOGAK4Gvkdpz9bkZeB64LzMfLA1Y5AkSZIkyYSOJKkhRURPykD6bYFRwC+AP493nsnA3h9RLrpLAB8zcNg0LXGgap7KpcDSwEjgAOBPbTFjpzp/t6aKoer5jcAnwKFNbdJa+fwBrEpJ7KwBzJuZn1XbVgYey8xPWjmGeYCtKT8XlgKGA7Nk5rBq+7zAy631NYmIaSizdvoDG1LaxAEMyMzTqn3mAGjtJJMkSZIkqfOx5ZokqVFNS7kb/2Ngk8w8eQIv0g6sPkb6mK+quyZbZg4GVqK0PZsC+CNwVVvNVflaMmceSlLlh8CTEfGXiJitlc+fmXl3Zm4FzNcsmTMNcCPwWkScGBF9WzGGlzPzhMxcGlgE2LVZMmcKSlu8FyPi2IhYoqVbomXmR5l5RWbuRpmvswJwFHBts91+QflcPBwRv4mIfhHh39ySJEmSpMlmhY4kqWFFxGKU31WP13T+X1AG0l9HSSrV8kszIk6gzBA5IjOPqiOGKo5TgAUpFSFt0m5sHDFMDdwDLEmZq7TBt7bga704NqNUkPUG1s3MO2qIYXbgCGB3oCvwGSXJdEJTkqON4lgI+Btlzg5AUhI8fwZuycxRbRTHwpSZP83n+zwFXAxcnJkvtFEcJwE/Bno1W34buAG4JDNvbos4JEmSJEkdjwkdSVLDiIjvAytk5pF1x9IkIjYF7s/MN2uM4XpKe6ctMvP/aowj6kpqfS2OuYAHgFmBs4A96oirqpJZNzPPbrbW5p+jiPgO8Ftg82rpNWCBtpiv87U4lgP2BrYBelTLzwMrZuZ7bRRDF2A1Sku2LYEZmm1ePDOfaKM4egJrUlqz9QfmqTadlpkDqn16A30y8/m2iEmSJEmS1P6Z0JEkNYSI2Ac4idIOdN22GLbeXkTEy8DcwHfaYlZKexARywN3AT2B/TLzxJpDIiLWAg4EdsnMt2o4/4rA8cC/M/PAaq0L5e+9L9swjj6UqqG9gDcyc8Vm2+bPzBfbKI7ulHk32wKLAss0Jdsi4kTgaeD/MvODVo4jKO3h+gN3ZeZ91fqulCqv5yhVgNcB99RRcSZJkiRJah9M6EiSahUR3SiJnAHV0lHAkW3Vpmkc8XQBTgXOysz/1BHD1+IJYEdgMeCQ5nNUaoqnC7AqMH1mXl1zLFsCl1Hml2xa13umiiWARyit4N4GdsjMW2uKo1tTUiAidgb2Aw4CbmjL6qHqe3vWzHyter4Y8DgwiNKO7Zq2ej83r5yqKrxeqTaNBG6itGW7JjM/aYt4qjh+TmmZN12z5f8BNwNXZeZFbRWLJEmSJKl9MKEjSapN1XLoMmB9YASwW2ZeWHNMe1MuNr8BzN/WbasaXUSsCtwNDKF8fmr9QyIi1gPuaMsKlG+JZXbgAmAtyhyZYylzj2pLwkXEXZQWZFAqmg7MzH/XFMs2lBZ5U1VLrwGnU5Knb7dhHFNT2rFtC6xDqQoE+BS4BjgoM19uo1i6ASvxVWu2RapN/8zMNat9ugCLA/+t+/tNkiRJklQvEzqSpFpU80duoFzAfIdSYfGvmmNaEHgMmBL4YWZeUWc8jai6uPwaMBtl3tGDNYc0WkT0AKbNzHdqjKErcCil8qILcC+wbWa+WlM8PYE9gV/z1TyZK4BDM/OZGuLpDexEmbWzULU8Ajg7M/eqIZ5ZgK0oyZ2VKBU7szS1YYuIBYCX2iphGBHzAxtRWtX9X7XWD/g35fuuqTXbnZn5aVvEJEmSJElqHCZ0JEm1iIgZgfuB4UD/zHyp5ni6UioYVgYuyszt64ynSURsAswE3NLUuqpuEfEn4GfAiZm5X93xwOi5LVcC3YE1677YHRFrABcBs1NmtSxWc0u43sABwC8oCcsvgfUz846a4ukCrEtJ7PQHzszMn1TbpgC6tHV1XETMCyyfmf+onncDXqd8ri6jtGV7oK2rZCJiU0ol06zNlj8Hbqckd861klCSJEmSOgcTOpKkNvW1WRbzA+9l5rCawyIi9gN+B7xJufj+fs0hARARN1Na0m2WmVfVHA4AEbEypfLkVWCeRmgDVSV07gfmAy4Htq4zgdIspnOAP2fmLXXG0qRqC3cEsCaweGaOqNa71tW2LiLmA77MzFeq59tR5mqdAfylrkRm9fPpFqBvs+UXgUsoSd8n2zCWLsDSfNWabblq09vAbE3v9WpO0dON0IJQkiRJktTyTOhIktpEdUFyIDBdZv6s5nDGEBGLAA8DPSjVQtfXHNJoEfEaMAewYGY+X3c8MPpr+TIwJ7ByZt5Xc0jA6K/jfcC0wG8z89c1hzSWiNiNMh/lhZrj6JmZn1f/7gM8AJwCnNq0XmNs5wC7Vk+/BK6ixPbPGqpjAlie0pJta0qrwSbLZOYjbRlPs7hmA74PTJmZp1Zr01PaV34A3Eip3rm5ERLmkiRJkqSWYUJHktTqImJK4DzKrIpRwFKZ+XitQTUTEf2BC4H/y8zd6o6nSURMR7k4+zkwdSPddR8Rf6C07zopM39RdzxNImID4HqgK7BTZp5fc0ijRcRqwCDgE2CPzLyk3oiKiPgZ8Kfq6avAYcAFNVbsBKX14T7AD4Fu1aYngIFNs2VqiKsrsDolubMMpT1bU7Xhn4AXgMsy862a4lsG+Acwf7PlL4C7Kd8T5zZK5aEkSZIkadKY0JEktaqImBW4GlgB+AjYKjNvqjeqsUXEXMD/Gulu9ohYBbgHeCQzl6k7nuaqQe3/R6noOLbueJqLiL2AU4ERwDqZeU/NIQGjE3RnAltUS2cCP2+AeT8BfA84DliiWn4COAi4oc6WelWLuD2An1BmyOzdrCIl6orta60j56AkwoKSsL6TMm/nisz8oK3jAhbmq9Zsq1KSmwCzZubQar+FgZeaWu5JkiRJktoHEzqSpFYTEUtQ2v7MRWnR1T8zn6g3qq9ERJe656x8m4jYA/grcH5m7lR3PM1VF46jUT9/VcXEz4AzM3OPuuNpUn3efgr8kdLi70lKkvOpWgNjdCu97YCjgXmq5ZMzc9/6oioiojulWue6zPyoWmtKQJ0C3FTXe7GqQPwBpXLn+8AU1aYRwE3AL+tqsVe1YdsAWCQzD6/WgvLzeDrKjKDrKYm7oXXEKEmSJEmacCZ0JEmtIiJWBm4Gpgb+DWzaSBcMqwvEgygtiv7UiImJZkmJgzLz+LrjaU8iohuwA/D3Bv3aLglcSqmm+Az4YWbeWG9URUT0APYEDqV8395brTdMArRqf/YyZb4UlHZnpwLntXVVzNfimgHYnJLcWYsyA2jWzHyv2r4I8HydlTERMRNwB7D41zY9QEnA/z0zX27zwCRJkiRJ42VCR5LUKiKiN/Av4DFgt7oHrX9dRBwJHA68BCyRmR/XHNJYIuIUYGdg28y8ru54xiUi+gCbUC6kN8yMn6+LiF7AyMwcWXcsTSJiakp1yYaUuVJv1BzSGCKiV/N2cBFxGTCMMsfm9foiGx3PjMDuwF58VVH0KXAB8LvMfL6u2AAiYjagX2ZeVT3vCrwGdKe0K7wYuKvGWUXzABtRWrOtTakYA1grMwdV+8wLvJOZn9QRoyRJkiRpTCZ0JEktJiKmoPxuGVE9nxF4v84ZHOMSEcsC91NmS6yZmf+sOaRvVLVH6tKoyZKIeIZSZTL6InCjqS6sXwM8BOzVgO/H2TLzzerfXYGFMvPpmsMaQ3Xx/3mgG/A58Cfg+DqrYZpUn7ONgH2AdavlVZsqixpFRMxNaW+2WLPlNyiVWhcDD9U4E2gqSlJnA+AXTYnPiLiRUml0J6V65/rMHFJHjJIkSZIk6FJ3AJKkjqEa+H49cHqVhCAz32vAi+c9gL9Rkjl/auRkDkAWDZnMqVxR/XfrWqP4dvNQ2kv9lNLCrqE0JXMqhwCPRsTeTd9HjaBqwbUYcDnQEzgQeCEi9ouInjXH9mVmXpOZ6wGLAL+mVAcCEBHnRMSvI2KW2oIEMvOVzFycMvfnWGAIMDvwC0q7s+VrjO2TzLw2M/dulswJYEpKRdH3KNVkL0XE4xFxXER8vWWbJEmSJKmVWaEjSZpsETE/5e7t7wJvA8s0QkumcakGqR8IDKa0ufp0PB9Siyrx9EWDJ3OaZsE8CrwDzJ6ZX9Qb0bhFxLbARcAoYJPMvL7mkMZSXUD/MzCgWroS2L0RqmCai4gVgOOBNaulF4FFMnN4bUF9g4hYgPK9DjASuIzyOX6g7mRz9fXuR5m30w9YqSmmqt3iq8Aldc+zqRJh36dUQW0ATFNtGpCZpzXbZ0SjvVclSZIkqaMxoSNJmiwRsSpwFTAj8ASwcaO25ImIFYGmNkyrZuZ9dcbzbSJiT+APwAmZeUTd8XyT6qL0M8BCwHqZeVvNIX2jiBgIHAF8DKycmY/XG9G4RcSWwFnAtMDLlBlKDfVerb7uGwDHAXdn5j7N1qk7WdKkimcdYG9gY76qTn+IUnFySaMloiJiVuB1vor1X5Rk5D8y8+3aAgMiojuwGmXuzh8z85Vq/ffAzyk/X6+rHs80yvtAkiRJkjoKW65JkiZZROwE3E5J5twIrNKoyZzK+5TWRr9vtAvk47AopbXVR3UH8m2qC7aXVU+3qjOWCXAkcAkwNXBd3S24vklm/gNYGniQ0i7u7og4ICIa5u+2qhXgTcAylIq3Jj8E7oqIleuJbExVnLdl5qZAX0pl0fvAcsBfKUmzRvM+sBnlvfoZsDIl+fRGRNwcEQvXFVhmjsjM2zPzF03JnMp0QAKrAycAT1Fa8p1cJf0lSZIkSS3ACh1J0iSJiO2AC6unfwZ+2ajttpqLiG5Al8wcUXcs3yYiBgFrAN+vLpw3rIhYDHicciF61qYZHI2omvdyJ7Ai8OvM/G3NIX2jqhriGOBXwD+BddpBC757KQkIgKuBQzLzqRpDGktETAlsA8yRmUdXa92Av1AqYe5slMqSiJga2ITSlu17QACzZeY71fYlgMGZ+Vl9URYR0RtYn1K9syEwU7XptMwcUO0zDTD11+ZGSZIkSZImkAkdSdIkqS403gmcl5mn1h3Pt6kqMd5ulIu0EyIi3qFcEJ07M1+tO55vU7W1egwYCuzSqPOTmlTvh22BP7WH90REbAg8mplvVM+7NmpiJyKmBfajJKF6UWYWnQcckZmv1Rjat4qIHwKXV0+folTEnJ+ZH9cX1ZgiYgZgxcy8oXreFXiFUmV0FXAxcGsjJFSr2JanJHduysx7qvVdgXOA//BVa7aHM3NUXbFKkiRJUntiQkeSNMGqC+HDMvPz6nm3Rq/KqRJP/wWeBHZqD0O7I2JmSnLkf8B07STp0L3Rq56+SURM0QgXwSdEdaH8BuDfwFENnNiZFTgc+DHQDficUm02qM64vkkV7x7AT4HZquX/UZJRp2bmczWF9o0iYnZKImf5ZsvvAf+gJHfuabRESUQcTHlf9Gy2/BZwPXB1Zl5bS2CSJEmS1E6Y0JEkTZCIWBK4FrgH2L49JBkAIuI0YE/gUaBfe0g6RMTalNlE92VmQ8wi6agiYm7gGuCEzLyo7njGJyJWBwZRWm/9k/K92LAVURGxIHA0pQ3bQk2twSIiGvFnSERMAWwO7A00zX55nhJ7w8ULEBELUFrIbQss0mzTak2VMY0kInoBawEbUSp45qo2DcrMtap9ugDzZuaL9UQpSZIkSY3JhI4kabwiYmPKHd9TAf8CvpeZH9Ub1fhFxLrArcBIYLnM/G/NIU2QiNgHOBk4KzN/XHc8E6q6CLsSpYrribrjmRAR8RPK7JThwFqZeV/NIY1XRKwDXADMCrwL7NzUhqtRRUTvzBxW/Xs6SlLqZODvjVrlFxFLAQOARzLztGptdkri5NzMfL/G8MZStT5cnBLfqsAaTRU6EfFXSiXMxZn5TH1RjqlZzP2BFzPzkmp9BeB+4Gm+as32r0Z9r0iSJElSWzGhI0n6RtXFtp8DJ1IqAi4EftTUcq2RVQO6H6fc/f3rzPxtzSFNsIiYF1idcoGz4e6w/yYR8Svg95SL9DvXHc+EqN7jp1KquN6mVHENqTWoCVC1P/w7ZQg9lM/7oe2kAu3nwB+rp08BhwDXNGoFTHMRcSSlZdhnlJ+Hp2TmY/VG9e2qFo5vAl2qpUcoCfpLGnU+V0RsDfwV6N1s+UPgJkpy57L20iZRkiRJklqSCR1J0jhVrYdOocyVgHIR8+j2cNEVICLOBnYDHgRW9s7u1hcRCwHPUmaPzNIeEn8w+r1+PbAe8ASwSmb+r96oxq+qiNof+C3QFdgrM0+vN6rxq+LehtKKbb5q+V/AAZl5b22BTYCq6m9/vkqkAdxN+Vl5ZSMmGSKiG6XF2XaUdnLTNtt8D7BnI1bUVd+Xq1Cqd/oDC1eb3gZma1Z9NB8wpL38bpIkSZKkyWFCR5I0TtXw6mMow8x3ycxLaw5pglUtqW6jtNFaOjOfrjmkTiMiHgGWAn6QmdfUHM4Eq9qA/Qv4LnAjsEl7SQJGxEqU1mC7tJeYASKiO/ATSrJ4pmr5hMw8sL6oJkxELAzsBewKTFMtn5eZu9YX1fhFRE/g+5S2bBsDUwCzZ+bb1fZlgcGNmNCsZgVtBHTNzD9Ua9MD7wCv8VVrtkHtJZksSZIkSRPLhI4kaZwiYkrgEuCYzLy/7ngmRkT0AAYCb2fmH8eze0Op2iMdDDyYmRfVHc/EioiDgGOBizJz+7rjmRgRMT/wADAjsE17SmI2V7Vj+yVwRHu4sB0R0wK/qh6bZeat1Xo0etVFREwD7ADsDfwsM2+v1pekzBy7r1FfQxX7is0+312Al4E+lIq1i4AbMvOz+qL8dhHRD7iWEnOTTykJ/euASxsxOSVJkiRJk8qEjiRptOri2BOZ+UndsXRWEbEecAtwT2auVnc8E6tKirwAfAzM3MgXg8clIlYFlgdOatQL8eMTEddSWlQ9Bmydmc/WHNIEiYgZM/O9Zs/PBD4AjsvM9+uLbPyqWUw0vWci4irgB8DDlHZslzT690KVTL6MMr8rquWPgCspM3dub9CWcl0o37MbUd73S1ebktKabWi131zA602t2iRJkiSpPeoy/l0kSZ1BROxCmQVxQXWBrN2JiH5VC572bNHqv0/WGsUkyswXgYeAqSmtndqVzLwnM//Y7MJ8jO9jGtARwPPAksB/ImLHmuOZIF9L5sxDmYG1P/BCRBxYVQ02pKzA6PfME8B7wDLAOcCrEXFc9boaUma+nZlrAnMD+wH/obST24nShnCV+qL7Zpk5KjPvz8zDM3MZYE7K7Lc/NEvmBGVe0JsRcW5E/LCqDJMkSZKkdqVdXrCTJLWciOgSEccC51LmKQzhq7uz242I6ENpvfNkNSS7vWrXCZ3KZcBbfDVbpF2KiL7AfRGxSN2xTIzMfJiSSLiI0vbr7xFxXkRMXW9kEy4zXwb6AXcA0wHHAYMjYveI6FZnbONT5XZ+TUks7EJJjMwIHAi8GBHb1RjeeGXma5l5YmYuByxMSRDeSUn4A6V6KiJOiIilGy3pmZmvZ+aZmblfs+VZqv/OTPmaXA68GxG3RcTPI2K2to5TkiRJkiaFLdckqROLiF7A+cDmwJfA3pn5l3qjmnjVBcXLgC0oFx7Xba9tdSLiPmBFYO3MvLPueCZFVUkxIjO/rDuWyRERZwA/Bl4C+mXmOzWHNFGq74tdKS2/pgSeApZtD3N1mlSvYT1KQqepldYTwPLt5XVUr6EfZc7OZsCCmflGtW0p4IXM/Ki+CCdOlTx/E+haLT1Dacl2cWYOri2w8ai+DotS2rJtBKzMVze3rZmZ/6z2mw14txHby0mSJEmSCR1J6qQiYnbgGmBZYBiwZdNw7PYmIrahXFD8GFg8M4fUG9GkqS44fghMC8ySmW/XG1HnViU8/wksB9wLrJOZw+uNauJFxKLApcCVmXlY3fFMiqoN5NbAb4E7M3P3mkOaJBExTVPyJiK6As8BfYC/Aae0h3lH1ddiZWBbYEtK/E3+A/w4Mx+pI7aJEREzAt8D1gX2aErgRMQNlNd3M3AdcGNmvltboJIkSZLUjAkdSeqkIuL3wK+AF4H+mfl0zSFNkoiYldKebAbgJ5l5Rs0hTbJqaPcrlLvD+4xv/0ZXXTBdpr0mCmH03foPUNpnnQ/snO3wj6cqOTUiM7+oni8FvJSZw2oNbCJFRHegV2Z+WD3fEPgpcEhmPlFnbBMrImahVBau3mz5VkpF1fXtocKtan+3DiW5szmlxd8cmflWtb0fpQKpXSREqmTVQ3xVDQaQwL8pyZ1/NHIVkiRJkqSOz4SOJHVS1YXR44Bj2svFtq+rKlquBjam3E39/fZ4sb1JRCwGnAW8nZmb1B3P5KiSOW9SWvn1ycyPaw5pklXJj3soF6sPzcxj6o1o8lSJhEeBz4CtM/PBeiOadBFxL6WaYhTwd+CIzHyl3qgmTkQsAQwAdqS0xoMyy2y9zHy+rrgmVkT0pLQmbGpd1oVyw8AclETVxcBV7aG9XETMT2nL1h9YE+hebRqQmadV+8wIfJqZn9USpCRJkqROyYSOJHUSVfJjN8odxv+rO56WEBErAf+itIxbLDNfqzkkNRMR9wCrANtl5sV1xzM5ImIT4CoggKUz89FaA5oMETEvZSj8ssBI4CDgj+0xGVolp35NqdLpBgwH/gwcm5nv1xnbxIqI6SkzjwYAUwDzN6uomiszX60zvolVJTwuoMxAapq38zlwLSW5c2N7mIMUEVNT2rL1B45qShhWVa57AXdQqneub29fI0mSJEntjwkdSeoEqmqcU4EfATdQWqx1iF8AEbE+MG1mXl53LBpTRPwM+BPlrvzN6o5nckXEL4DPM/P0umOZXBHRAzge2Ldauh7YpR1X6/UFfkNp/QUlybtxZt5dX1STpqpsmSczX6qezwy8CjxIacd2RWaOqDHEiRIRfYAtKF+b1ZptWjczb68nqskXEZdQ5jo19xjle+n/MvPhto9KkiRJUkdnQkeSOrjqru//A9ai3B29U2b+o96oNC4RMTfwenuYnTEhImJ24DVgBDBzR6kM60gi4gfAucD0wOvANpl5T71RTbqIWIbSSnIpoG97aO81PhGxHvAPoHe19BbwV+CMzHyjtsAmQfUzbmtKxcuGTT/rIuIc4FPgIuC+9nLDQTVja0NKe7b1KW0ZAU7NzL2rfaYCurW3eVWSJEmSGpMJHUnqwCJiQUormIWAocAmmflAvVFNvojYipL4uLfuWFpKdVf+/yitiWbtKBf/IuKflKHvO2bmBXXH01Ii4rvAb4Gd23vSoLrIfjGwErB+Zt5Wc0iTLSJmy8w3q39PRfk5eDKlWqzd/fFbtf3aHtgHWLRa/oLSOm/HptZs7VFEzED5/dStWnoZuITynvxve/l6VVVva1CSO/+XmXdV67sCZwB3U96H12Xmc7UFKkmSJKldM6EjSR1URKwBXAHMAPyX0n6oXQ0LH5dq/sfjlDuhl2nPs0yai4j5KAPEh2bmrHXH01IiYgClTdS1mblJ3fG0hGoe1b+BFSjzQDZr71VVETEFsFZm3tJsbcqOMPA9IvYFTqqe/hs4sOlie3tTvffWAPYGNgVuycwNm23r2d6+ZlXcy1Basm0DzNFs89PArpl5fx2xtYSI+A1wMF/NEQJ4npLcuSYz76wlMEmSJEntUpe6A5AktZofUpI51wGrdpBkThdKe6ipKW3kHqs3ohbVdNf9E7VG0fL+j1JJ0L36+rV7VcXADsAHwMaUWTTtWmaO/FoyZ23gxWpGVXt3OiUB8jawIvDPiLguIhavN6yJl8WgzNwCmA/4VbPNqwCvR8TvqgRxu1C9pv9k5n7A3JSE1V+A94DvUOYHARARq0TEHOM+UmPKzMOAPpSE1YXA+8ACwM+Bw5v2i4gu1bwkSZIkSfpGVuhIUgdV3XG/G3BWe68eaBIR+1DaJr0DLJqZ79QcUouJiAMpsz9Ozsx9x7d/exIR02fmB3XH0dIiYk3gVkqrqD0y88xaA2pBEXEBpcUXlPfl4Zk5ssaQJlvVtuyXwP6UpHACR2XmwDrjaikR8VvgkOppUpL5pwC3Zeao2gKbRNXvsOUy877qeQAvAPMC/6S0ZPu/zHyvtiAnQUR0A/oB/YEnm1pRRsQKlAqyB4DrKV+/R9tLyzlJkiRJbcOEjiR1ENWciN9SLlC+X3c8La2aB/QYMCWweWZeWXNILSoizqdUffwkM8+oOx5NmIjYDTibUoW0QWbeUXNILSIiugIHAUdRKrr/BWzbQSr9ZgYOBfYEtszMq2sOqcVUSYG9ga2B7tXyc8BxmXlubYG1gIjoTanQ3BDoUS1/AdxMSe5cnZkf1xTeZIuInSizdno0W34duIGS3Lm+o9ycIUmSJGnSmdCRpA6gakFzDWUOwVWZuVnNIbWo6uLyXcDKwIWZuUPNIbW4iHgYWBpYJTP/VXc8La26u34F4NnM/LDmcFpURBwPHEBpwbZge6sY+DYRsRrlYvkclNe3a0dJgETEXMBrTRUQEXEC5TX+KTM/rTW4yVQlrX5MSVrNARyfmQdV26I9V31UiZ3NKC3M1uWrFtIbNG8b2B5VN2asQ6ne2QiYvdo0FJi9qdIqImbOzLfriVKSJElSnUzoSFI7FxHLUAazzw68CGyUmc/UG1XLioiFgXuBEZRWax2qfVeVsPoY6AlM39ESHjBGBdKPMvPsuuNpSdVsoIuBGzLzb3XH09IiYiZKZUR/yoXlBdpzJcS4RMTclJ+fXYE3gYHAOZn5RZ1xTa6qvdcPgAcy89VqbQAlIXIKcG17rvqoEldbAt8HNm36ekXEecCXwEXAoPb4Gqsk+FKU77svMvPYan16StvRp6gqd4B/t8fXKEmSJGnimdCRpHYsIjalDFnuBdxNaUX2bq1BtZKImAWYNzPvrzuWllYlBJakVHdcVnc8rSEidgfOAm7NzPXrjqeltfeqh/GpLi7/nDLzo11XQXyTiFgHOB5Ytlp6ljKT5sqO9LWNiAeB5aqnrwCnAWd3lN8dETEt8C4wRbX0FnAZJel6f3v/WkbEqsCNlDlQTd6r1q6jJOnadYWZJEmSpG9mQkeS2qmI2A84AQjgb5TZK8PrjUoat4iYgVLdEcBsmflOzSG1mohYEtgGOKS9Xzz+NhGxP6Vl2cV1x9JSquTqFsAxQN9q+d/AWpn5eW2BtaCImA7YBRgALFAtD6ckPH6fmU/WE1nLiYjvUlqybctXrxHgJWDnzLy7lsBaSER0B1ajVO9szFfv1aT8fB1a7dcHeLcj/xySJEmSOhsTOpLUTkXEicAvKXeQH9cRL9hExAGUwd7HtffWR4KIuIHSGumnmfnXuuNpDRHRi3LReGbgoMw8vuaQWkVELA48Splfchawb0eqCoiIKSgzaA4H7szMbWsOqcVVyav1gb2BDSnJ1u06WIIuKNVI2wJbA7MBc2fma9X2NYBXM/PF+qKcPNVrXIgyc6dvZg5otj4E+IJSuXMdcJc3fkiSJEntmwkdSWqnqrkrq2TmXXXH0hqqKocHKW1zVs3Me2sOqdVExMHArMBpmfls3fG0lojYhTKL5Y7MXKfmcFpNRGwO/F/19IeZeUWd8bSG6mLxHsBJlNlPTwJbd4TqjuYiYmpgqmYVD2sCuwGHZ+aQ+iJrWRHRF9gVOCozR1Rrv6XMoflrZr5eZ3wtofqduWRmPlw9D2AwpbrlfkqF0mWZ+WZ9UbaciJgdeAyYqdnyx8CtlOTO1Zn5Xh2xSZIkSZp0JnQkqZ2IiIWAPwM7ZubbdcfTmqp2Mg9Q5sqcnpl71RxSq4qIx4AlgH6Z+UDd8bSWqtXT25TB87M3XSTviCLiIOBY4DNgtcz8T80htYqqUucy4DuU17oPcE5HrBgEiIi7gVWBEcCpwDEdZfZMc9X36hvAlJSkzhWU3z/3dJSvbZWs+wuwKTBVtTwKGERJ7lyemR/WEVtLqZJYK1Bas/Wn/J5psmZm/rPabwbgw8wc1fZRSpIkSZoYJnQkqR2IiLUod/xPD5yVmT+uOaRWFRFHAYcBL1LuqP645pBaTUR0Az6htJabpiO/VoCIuJZygXGrpouJHVF19/+5wM6UC+MrdIQqh3GJiKmAUyhzWaBjt5qbD/gNsH219D/KLLOTMvOT2gJrYdX7dzVKO7bNKUlYgP9SvtYXdZTXW7VJ7E9py7Yh5WcxwPcz86baAmsFETE3pTXb2pT2eiOr9RspN1DcQKneua2j/y6SJEmS2isTOpLU4CJiN+CvQDfgGmD7jnyhJSKWowwh70K5g7hDtpRrEhHfAZ4GXs7MeWsOp9VFxMzA+51hJlJE9KC0N1oNeJhSgdVhX3dE7AgcSWmR+Ebd8bSmiFiaUoG1QbX0FrB5Zt5XX1StIyLmBH5CabE3c7W8WEdrrwejK5M2pyQ9tmmW8Pg75XfwxcDNTW3pOoKqiudpYMFmyyOAOynJnauaZg5JkiRJqp8JHUlqUNXA6uOA/aulE4EDM/PL+qJqXRHRE/gPsAjljvdf1BxSq4uIHwKXAzdk5kZ1x6OWFREzUS6MHp2Zl9YdT2uLiCmaXQTvSrk4fnlHadP1dRGxNnA8sABlIP37NYfUaqoE5RaUarN9m62fSElc3tIRW3ZVFWjvUmZFAXxAqZi9GPhnR/idXFVkLUGpVNoIWBGIavOAzDyt2m9a4NOOnJiWJEmSGp0JHUlqQNWF0H8AmwFfAHtl5pn1RtX6quqNS4A5gKUy87OaQ2p1EXE4parhd5l5QN3xtJWImB6YNTOfrjuW1hYR3TrjBdCIOAw4CrgK2L2jJjuqi+ELZuZz1fOewIXAnzNzUJ2xtbaIWAG4v3r6PGWu0LmZOay+qFpe1WpvG0pbtsWbbXqTMtfu9loCayUR0Qf4PiXBs39mvlyt/x7YDbiJUr1zU0f9vpYkSZIaVZe6A5Akja264/dJ4ENgg86QzAHIzLeBdSmt1jp8MqeyWPXfJ2qNog1FxJrAUKCzvK9HJ3MiYoWI2LbOeNrQk8AwytD5RyJi5XrDaR1ZPNds6UeUyqQ7I+KGiFiyptDawgvAwcCrlCqlPwKvR8TpEbHYt35kO5KZL2XmsZm5BCWhcwzwEjAbJZEFlIqtiFi0pjBbTGa+k5l/z8ytmpI5le9QZvltS0lavhMRd0fEgVX7UEmSJEmtzAodSWogze/kr1quzZGZr9YcVquLiO7AFx2xXc/4VBU63wP2zMzH6o6nLUTENMDblBZGc3WW+QzVXf5PUQbMr5eZ/6w5pFZXveaLgX7Al8CvgRM68vd6REwN/Bw4AJgGSMrF78Myc0h9kbWeiOgGbAzsDaxdLQ+jVOF9XltgraiqzFo0M59o9vwZYCHgccr7/pLMfKm+KFteRCxIacvWH1iDMlsI4LTMHFDtMyUl19khv/aSJElSnazQkaQGERGbAU9GxOwAmTmqMyRzKicAt0XEPHUH0tYy86jMXLmzJHMAMvMj4Prq6ZZ1xtKWqgu7pwNTAFdUF0Y7tOo1rwb8jpLIOha4MSJ61xpYK8rMjzPzaKAvcBKlbeYOwLMR0SHbKmbmF5l5ZWauAywKnAac0nRBPyJ6RcQBVSuvDqGqzGpeWTklcBelsrapiufFiLgvIn7WUV57Zg7OzJMyc11gJsrP8PMos+CabAO8FxFXRcSPm/6ukSRJkjT5rNCRpJpVd/UeABxXLf06M39bY0htKiLWAAZR7t7vl5n/qTcitYWI2BK4DLg/M1esO562Us3Huopyd/tzwIqZ+UGtQbWRiPg+8HdKe8F1O8Iw+QlRVSkdBWwP7JCZF9UcUpuLiB9RWiyOoMxJOyUzH6w3qtYRET2ADShtyTYBelWbNs7M66p9Ijvw/4RFxInAL7+2/DBl7s61mflQ20clSZIkdQwmdCSpRlWrsb8Au1ZLBwPHd+QLPc1VrYn+C8wHHJWZR9QcUpuKiDmBqYAXms9Z6QwiYipK27VewHwdtRXVuFQt5+4BlgDuAL6XmSPrjaptRMQcwKjMfLN6Ph3wcWd4/1ezVZ5uajcXEYcC7wNndfSvfzU/6WBKq66olu8HTgH+kZnD64qtNVU/5zapHjtn5ohq/QLKz/6Lgesy89P6omwd1e+3DSnJ63UpFUwAgzJzrWqfLsDUmfm/eqKUJEmS2h8TOpJUk4iYEbgCWB34jHLn9hX1RtW2IuJ04KfAo5TqnBH1RtS2IuJI4HDgmMw8tO542lpEXAJsDRyQmb+rO562FBFzAw8AswBnZOZPag6pzVXVSrdQWtBt11lmKcHoi90vAN2BwcChwOUdPZkfEfMDewK7A9NXy7dk5gb1RdW2qvky71ASOgAfA1dTkju3dMTkXvWa16Qkdx7KzHOr9X7A3cA/KdU712XmC3XFKUmSJLUHztCRpBpERC/gPkoy501gtU6YzFmPkswZCezU2ZI5lcWq/z5VaxT1uZQyML5v3YG0tcx8hXLX/rvADTWHU5d5gO9SZuw8GhH9a46nLb1OacE2GFiQqv1gRKxVa1StLDNfzMz9gTmBHwGPURIZAETEvBGxRtWKtEPKzM8oX/OfU5K6U1PeC9cBb1WtCTuUzPwsM2/MzAFNyZzKkpTZWutS5k09HxFPR8TvI2LNqoJHkiRJUjNW6EhSTSLiEGALYJPOdGc6QDUQ/XFgLuDQzDym5pBqERHPAAsDS2fmozWH0+YioicwY2a+XncsdYmIqTPz47rjqEtEzAz8DfhetfQH4ODOkuCNiCmA3YCBwKzV8s3Appn5eV1xtZUqcRPN2tCdDOxDmbN0CnBBZn5SY4itLiL6AttQZu4sCsyfmS9V29YDPgD+01Grt6pq5e9Rqne+D/SuNr0NzNbsvTGtrdkkSZIkEzqS1KYiYqbMfLf6dwA9q7t1O5XqIuaBlMHRa3WG+RlfVyUzPqbMk5iqM1y81beLiFWBjzLzsbpjaUvVXfi/Ao4BugEPAttk5ou1BtaGqlkrP6f8XByUmZvUG1E9ImI/ynuhKbk1DDgHOC0zn68tsDYSEQtm5uDq3wE8Salie55SyXRxZj5dY4itqvrbYGVKcufTprl6ETE98BbwEKWS6Xrg8Y6a5JIkSZK+jQkdSWoD1ayI44EdKLNiXq45pIYQEV0z88u646hDRCxJmR30XGYuXHM4taouXC6WmY/XHUtdImJ14FZgKOVnxJs1h9TmImJF4BJKK7bDM/M3NYfU5iJiJqBX1ZKPiFgB2A74bWa+U2twbSQiugM/BPamXNyH0prxV5n5x9oCa2MR0QP4HbAVZdZWk8eAiyjVS2/UEVtbq1oR3kSZOdXkVaq5O8DtmTm8jtgkSZKktmZCR5JaWURMDVxImZfxBeXO8/+rN6p6VHfZds/MoXXHUreI2I7yvrgyMzevO566VMmch4BlgIUz87maQ6pFVbF1O+UC9oPAmpn5ab1Rtb3qZ8S+wNGdsXLv6yLidmBt4CPKxf0/dqYWfRGxDCWxsx2wcmY+XK0vBLydmR/WGF6biIhuwJqUlmw/5KuWZD/IzGuqfbo0tSbrqCJiGsqsnf7ARnyV5EpKa7ahTftl5kf1RClJkiS1PgdNSlIriog5gbspyZwPgPU6azKncgrwRESsXXcgDWDR6r9P1hpFzaqWOU9UT7esM5Y6VS33NgOGAMsDf+uMA8Ez84PMHNiUzImIWSLiloj4Tt2x1eQXwA3ANMBRlKHxe1WtqTq8zHw4M3cDZm1K5lTOBF6PiL9ExOI1hdcmMvOLzLwtM3enJDE2pcydurnZbn+PiJsjYpdqRl2Hk5kfZeaV1edhdsrPySOB85olc4LyN8ajEXF0RKxYVUhLkiRJHYYVOpLUSiJiOeAaYDZgMNC/s1YfAETED4HLgU+BJTLzhZpDqlVVkbEw8GFnb8EXERtR2uY8nplL1B1PnSJiUeBfwLSUNlu/rjmkWkXEGcCPKT839srMv9UcUi0iYg1K285+1dLzwLaZ+VB9UdUjIqak/G5dt9nyPyk3DFydmSNrCawmVYu6t/mqcmc4JQl4MXBdZ5rTFxFzA08BUzVbfge4kfI75iardyRJktTemdCRpFYQEX2AF4GpgUHADzPz/VqDqlFEzEypRJkJ2DszT605JDWQ6oLkUGA6YJGOPPR7QkTEBpQLsl2AnTLz/JpDqk3VZul0YPtq6XxKYqfTtB1rUlUfbAYcC8wB9O3M7Ssj4rvAXsAulN+1AK8Dm2fmA3XFVYeImJHSjm1bYA0gqk0fATtm5tV1xdbWqtlDa1Bas20MzNts85qZ+c9qv6ky85O2j1CSJEmaPCZ0JKmVRMTPgcWBPTNzRM3h1Ka6CHk5sDlwB6XtXIfu9a+JFxHnALsCAzPzyLrjqVtEDACOAbbKzJvHt39HVv0M2YVSgdELeA7YOjMfrTGs2lQzVZbMzP9Uz6cATgNOy8xHag2uBhExLbATZdbOnMCcTbN1ImI24K3sRP/DExFzAFtTkjvLAQtm5vPVtg0o1W73dobfw9XPju9SkjtrAZs0VXBFxI1AX0rlzvXA3Z35bzVJkiS1HyZ0JKmFVHeFLpCZT1bPA0bPCOm0ImI74ELgY2Cxzt5eDKCa+fAn4JbMPK7ueBpBdaHxJuCpzFx0fPt3BhExW2a+WXccjSIiFgEuBRYDPgPmz8y36o2qfhGxB/DX6ulFwGGZ+WKNIdWi+p27cGY+Uz3vAbwKvExJBl5azarqNCJi7sx8pdnzxynfP68Bl1Dasj3S2f5OqZKiL1Nm8TT5iDKX6Drghsx8p47YJEmSpPHpdMN2Jak1RMRMwK3AXRGxAJRETme7SPJ1ETEVcHL19Jcmc0ZbinK38DI1x9FI7gDeB2aOiFnqDqYRNE/mRMTqETFdjeHULjOfAlYAzgBONJkz2hXAH4ERwHbAMxFxctXqstOofuU+02xpEaArpUrlPODViDimmrPSKXwtmTMFpRLlFUol037Afyjvl4ERMU89Uba9zPwCmAdYjTKb6klgGmALyntly6Z9I6JX0w06kiRJUiOwQkeSJlNEfIdyR2df4A1go87aCmhcImJVyvyLvTp7gqtJRBwPHIDtxcZQzcQYXF1sUyUitqJUXtwBbOjnp1RjNP08iYjVgeGZeX/NYdWquiB/FLAjZYbKx8DBmXlKrYHVKCKmpLQe24eSSAcYBVwN7JKZ/6sptNpERBdgJcrnZSugT7Vp88y8stqna2Z+WVOItYiIeYGNKO3Zftp0A0pE/B7YhpIMuw64PTM/rStOSZIkyYSOJE2GiFiXMh+mN/AwpT/76/VGpUYXEddRLhxtmZmX1x2PGltEzAfcT7nwejowwORoUVWhPAbMBBwM/KEzzAb5NhGxBGX+0kbAjzLz7JpDql1VYbESJbGzBfAssHizpGCPzBxeY4i1qFqPrQ38ENi3qSVdRFwAzE1pyfaPzHy3vijrFRGDgDWaLX1OSa5fD1zXvApKkiRJagsmdCRpElVzC06jtHS5EtgxMz+pN6rGEBFzAd/JzFvrjqURRcRLwLzAIpn5dM3hNJyI6A1M0ZkvIn5dRKwM3Al0B36WmX+uOaSGUM1JOQ74ebV0I7Cz8y9Gv2ceaKroioh9gHeAyzpz0isiZgPmzMwHq+fzAw8BfwdOy8zn6oyvblWS501KkhTgS+AWSnLnqsz8qK7Y6lAlA5fmq+qdFZptPi0zB1T7dQe+7GyVTZIkSWp7JnQkaRJExILAU0A3Sv/1QzrzBbLmqosfNwHrAz/JzDNqDqmhRMTUlOHLI4GpMnNkzSE1lIjYEziJUmlxcM3hNJSI2B64gNIyauPMvKHmkBpGRGxMmX0xA6X15faZOajOmBpJlcR4AZiSUk16YGbeVm9UjaFKdJ3cbOkm4BTgps56cT4ipgE2pbRlW59y4wqU6pSdM/OymkKrXUTMCnyfkuD5S9P3UUTsBpxASSpfB9ycmR/WFackSZI6LhM6kjSJIuJHlLsxz607lkYSET8B/kIZcL+og8vHFBErUNpnPZ6ZS9QdT6OJiDUplSgvAgvYWmxMEXEkcDglKbhKZj5ec0gNo6oMvBhYhZL0+lVmnlRrUA2iqrrYBTgSmL1avhU4KDMfriuuRhERSwMDKPPeelbLLwIndfZquIiYidKmbltgNUr17XPVtg0pFTy3d/bZXhFxOvDTZktfAvdQkjvXZeYztQQmSZKkDseEjiRNoOpi4XyZeVfdsTSqatbH48BUwNad+S7ebxIR36W0h3ojM4+sOZyGExFdgdeAWYHlMvM/NYfUUKoKuIuB9YAfZOY9NYfUUKrExUDgIOB7VqGMKSJ6AT+jfH56V8uXALtl5me1BdYgImIGYDdKcmde4KLM3L7aFp09wRwRsza/SSMiHgWWpLTy+wdwEXBfZ6xYrn42L0Rpy9afkvxqqmwalJlrVft1Abpl5ohaApUkSVK7Z0JHkiZAVVVxNdALWNG5J2OrLlLcQRkefFlmbl1zSGqnIuLPwN7A7zLzgLrjaTQRMSUwW2a+WHcsjSoi5m/++fn6884uImakJHX2oVQRrNfZkxXNVYnl7wMvN1XBRcQmwH6UdmxXdvZ2mVXy9FBK5c7CzTa9QkkSnpWZg+uIrRFExHSUdnX9gXua2s9GRD/gNspcouuAGzJzaF1xSpIkqf0xoSNJ4xERW1KGJfektILaIjPfrzeqxhMRPwP+BLxNabXmQHtNkohYDbgLeJlSFecfK98iIpYFHvbzNG4RsRalvdjvgcM6+4X45iJibqBnsxZaSwCbAydm5ke1BtdgIuJqYJPq6RuU1qJndva2olVlylKUxM42wFzVpi0z8/Jqn+5WpBQRsS9lTlxzD1KSO9fjz3JJkiSNhwkdSfoG1UWKQ4Cjq6WzgL28GDi2iJgCeBroC2yamVfXHFLDqu7yfh54pjO2pZkQVbXXq5RZHytm5v01h9SwImJPSsXAUbbwG7eI2Isy9L4rcB+wbWa+XG9UjSkirgc2pLTQOgo4wwvxRURMA+xIqR78brU8ktJq7I+Z+VBdsTWK6mf3ysCWlPlMn1Xr51M+ZxcDl2bma/VFWb8qkboRpXpnbb6a2zQUmL3pb4OI6JGZw+uJUpIkSY3KhI4kjUNE9KAkcHYAEtgf+IN3TX6zavbAFk1tRTS2qgXLB8DnwNSZ+WW9ETWuiDgJ2Bf4hYPtv1lEbARcA3QBtsvMi2sOqSFFxCqUi8lzAR9SZsZcWWtQDaiqjjseWKlaepHSVusyE9BFdbPH2pTEziaU770DM/OEWgNrUFX7ulcoCXoof1PdRfl+vDwz36srtkZQzbVam5Lc+SAzD67Wp6fc2HA3pXLnuswcUleckiRJahwmdCRpHKoWRv8CvqBcJLXiRJMtIlYG7gUeycxl6o6nkUXEnJS/U16tO5ZG16yFz3Bgzcz8d70RNaYq6XwuX7XNOgXYPzM/ry+qxlMlLH4AHAt8p1p+BNg1Mx+rLbAGFBHzAD8Fft+UmKjaj84OnG4lWFHN/dqI0pZtI6BHtekLYPfM/HtdsTWqiNgAuBGIZstPUiV3gPsy84s6YpMkSVK9TOhI0jeoZuc8n5mP1B1Lo4qIRYHtgSNtCzJ+EfFj4Azggszcse541DFUF+BPo1xYfhvo553c41Z9rn4G/I5SLbdkZ5+B8k2qofc7U1qvzQgsaIL121WfsyHAHMAo4FpK4vB2K3yLiOgNbApsB6wDLJ6ZT1fb+gPdgBv9mwIiYmbg+5TqnfWBaatNCcyWmUOr/ZxRJEmS1ImY0JGkSkSsB/TIzOvqjqU9qObm3AcsC/wmMw+vOaSG16yN2MGZeVzN4bQL1QX4WTPzzbpjaWTV9+MNwLrAE8Aqmfm/eqNqXBGxHKXt4aDqeXjBfdyqllD9MvPO6nkX4DjKfJ3naw2uwVQ/r/pR2rFtBUxRbXqGktj5e2Z+VFN4DSciZmzeci0iHgaWBoYBV1Dast1pJUpJ2gCrUiqcZs/Mbav1AF4AXqNU7lwHPO3PM0mSpI7LhI4kMXqw+J8ps02W8iLV+EXEYZQ7t1+h3GHrxePxiIhbKRfcN8nMa+uOp9FFxGyUWQu9gLmc4fHtqhlN9wEzAOtm5uP1RtR+RMThwLzAPpn5Sc3hNLSI2AE4n9Iu6wzgqKZKAX0lImYFfkypnGuaH/P9zLypvqgaV5Uo/BWlcmepZpveBi4D/pKZT9YQWkOLiPmA5yiVTU2GUBI71wODbCspSZLUsZjQkdSpVcN6T6RUTQAcAxzmheNvFxFLAQ9SLiCsm5m31xtR+xARbwCzAX0z88W642l01Z3HL1IutK+RmXfVG1Hji4j5gVG2XJtwEdEHeAmYCnga2Cozn6g3qsYVEXMBR1LasXUBPqH8Hv291Sdjq6rnNqPMJdqx6e+LiDgEeBy4ITO/rDHEhhMR36HM29kWWLBa3iYzL622Twl8bhVKUbWxW4/Smm1DoE+zzWtm5j+r/abIzJE1hChJkqQWZEJHUqcVEdMAl1D+53ck8CMH845f1fbjQWAJ4LTMHFBzSO1CdcHlPcrg+mlMGk6YiDgeOAA4NTP3rjue9iYi5jW5M34RsThwKfBdSqXmvsCZXjD+ZhGxGOUmiI2rpXeAAzPz3Pqiah8iYk5KFUXX6r+nAec0bz+m0Un9ZYCtgYGZ+Wm1fh6wPKUl28WZ+UJtQTaYqtJpeUpyZw1gnaYkTkRcD8xCqdy5DviPf4tIkiS1PyZ0JHVKETEPZVjx4pSL7Jtl5t31RtU+RMRvgF9TKieWzMyPaw6p3YiIHsDcmTm47ljai4hYBvgPMBSYwzvZJ1xEHAT8BtgoM2+pO55GFxFTAScDu1VLlwF7ZOaw+qJqfBGxKnA8sDKwb2aeXHNIDS8ipgV+BAwA5q+WPwcuBE7JzEdrCq3hVQmLwXz1eQN4gJLcudR5a+NWVYoNBaZvtjyUMnvtOuBWK+wkSZLaBxM6kjqliFieMpvjZaC/M3MmTHUh5f8orWPWMAmm1lbdoT0Y6Aus3TSYXeMXEccABwP/A1bKzKdqDqldiIjtgb8AUwN/y8xd6o2o8VXfpxsCt2Xm8GptZ+BNyoVi/4djHKq2r98D9q7+C/AlJXntXKJvUCUn1qO0ZNuU8r0KkMBPMvPMmkJraFWrurUo1TsbAXM32zwgM0+r9rM1myRJUgMzoSOp04qItYBHM/ODumNpT6oLd8tn5gN1x6LOISJ+CxwC/DUzf1p3PO1FlYC9DPghZUZMv8x8p96o2oeIWAj4M7BrZr5RdzztTUTMSKninBa4HTgoMx+qN6rGFhELAnsBvTNzt2qtC6X93yVWnoxbRPSiJCe2rf67bNMMrIjYhJLsucZq4jFVf8stRknu9Ae2y8yXq22/p3wur6se/zLBI0mS1DhM6EjqFKr/cf018FzTUF1NnIgI77KedBHxD8qg4r2slJg4EbEk8CjwLPBd34cTrrrYeRewLHAPsG5TBYUmXFVJcRhwcma+X3c8ja6qBNibkoidrlq+DPi1LScnXERsANwEfAFcDpxCubjuz8BxiIhpM/N/zZ4/CCwHfApcQ2nLdrM/A79dRDxAmcPTZBjlfXgdcFNmvltLYJIkSQKgS90BSFJri4iewPnAUcA5EdGn5pDanYhYGbg7IhauO5Z2bI3q4V3CE++/wDrA4l7InDjVEPFNgNeBVYEzqwS3Js7+wBHAo9XMGH2LzPwsM39HmXNyAmU+zFbAUxFxWpXw0fgNBa6g/D/bNpSk7MMRsbufw7F9LZkTwN+A+4BelM/f1cBbEXFWRCxdT5TtwiqU1my/B54BegNbU/6WPrJpp4jo5u8TSZKktmeFjqQOLSJmBq6kDGv+BNg2M6+tN6r2pbrD/1FgQeC3mfnreiNqf6ok4tvAR5R2Ov7yVZuqLl7eA3xAaZlo+6aJEBHzAJcAK1JmnBwOHJeZo2oNrJ2IiDmBgcCuwP3AKv4cnHARMTfwE2APYKZq+QlgCT+P4xcR81ISOtsCS1TL22fmRdX2qYFP/FyOW0T0pbRg6w/8LjNvrdZ3pXxfX0+p3rkzMz+rK05JkqTOwoSOpA4rIhal/A/mvMCrwMaZ+VitQbVDEfEn4GfA45QLwbYqmUgRsSZwJ3B/Zq5YbzTtW0RMA3yWmV/UHUt7ExHrAE87E2bSVIPYfwMcWC3dBuyYmW/VF1X7EhGLAFM0/S6uZhV9jzIfy98t41FVHG8F7ANcm5lHVeszUFqL3WaS8dtV78FtgBOa5upExNmUipRLgIuaZvDo20XEecDOzZY+o/xcvB64PjNfqyMuSZKkjs6EjqQOqbpweQVlIPODwA+8I33iRcRawB2U/v0rZOYjNYfULkXE3pQB6+dk5u51x9NeVYOa9wY2zcyb6o6nvYuI6TPzg7rjaG8i4nvA3ykzsYYCqzkXZtJUs8W2AIZQ5txdbEJiwkREt6bEdkTsT2lt9yxwKvC35u3H9M2qlmFPAIs0W36CMm/nksx8sZbA2oGI6EKZz9a/eizTbPOgzFyr2i+ALpn5ZdtHKUmS1PE4Q0dSR/UO5WfcP4A1TOZMvKoS4pzq6dEmcybLotV/vet38vwP6EHp5a9JFBFdIuI3wJMRMVfd8bQ3VTJxKUrV3TOAF3wn3d+BpyiVtBdQ5sN8z7kc4/e1KsVhlDlZCwMnA69HxCkR8d1agmtHqjZrSwBrA2dS2lIuBvwWeCEi9qkxvIaWmaMy88HMPCIzlwXmAH4MXEX5+7vJCsCbEXFeRGwREdPWEK4kSVKHYYWOpA4jIqJ5//PqQsaz3u07aSLir5R+/Q8DK2bmyJpDarci4i5gNWCDzLyl7njaq4j4DvA05eLlzJk5ouaQ2qWqddjNlBZDjwGrNrUe0oSLiK7AtE1VThExK6Wd2Kv1Rta+VJ/HnYCjgDmr5TuBAZn5dG2BtTMR0Q34AaWKcc1mm47PzINqCaodiojuwAaUeTs/AFbKzP9W2zYFZgCuyMwP64qxvYmIA4Hjmi2NBO6itEW+LjOfryUwSZKkdsqEjqQOobrb7xLgssw8r+ZwOoSI+Dll2O2q9pOfPNXg4BWAgZk5tO542rOIeIxyN3X/zLy+7njaq2rmxr+BBYFrgM1thzPpqqTELZTKnV0y89p6I2p/ImJKYABwCDANsIit7CZNRCxO+VzuCGyXmVdX63NRZpC9W2d87UVE9KJ8vrJ6/m+gHzACuJHSlu3azPy0vigbX1VxtwilLdtGwCp81SnkbWC2ppuvIqKrv4skSZK+nQkdSe1eRMxLuctvUeANYEH/57plRMS09uFXI4mIQ4GjgfMzc6e642nPqoH0/wamB36fmfvXHFK7VbWovBT4frV0EnBQZg6vLah2KiKmp7RKvap6HsCBlLkwtk+dCBExHfBR0wXyiLiAMrPoYuCUzPxPjeG1K9X7cFdgO0p1Y1NC4hPgauDkzLy/pvDaleqGgu9REjxvZeYvq/XpgeeB2yl/19+Yme/UFqgkSVKDMqEjqV2LiJUovbpnpswy6J+ZL9QaVDvnoHQ1sohYEHiOMk9nlsz8vOaQ2rWIWItSWdIN+HFmnlVzSO1WNSD8l8D/s3fe4XFVx/9+R2XVi1Vs2ZZtuWFc6b1XA4ZACCUkkAAh9EAawZAGaTgkvyRfQkglARJCIAndgKmm9wDuDVvulm3J6l2a3x/n7mpXWsnqV2Xe59Fj793VaiQdnTN3ymfuwP08PwQutDOpZ4jIucB/gWrgV8AvrNCg63gJiUeBc8Iuvw3cDfzHJCw7jyeveAFOlu1w7/IlqvoP7/kMoNI6TbqGiJyF6xgNoriig4W4BM8SteCFYRiGYRiGJXQMwxi8iMhFwN9wQ9JfAC4wTfOeISJnAg/iZhf8w297hgJe0nEc8JaqbvHbnqGAiPwPOAA4UVVf8duewY6IXIEbBr4WmG1dJT1DRA7DSYAWABW4RNnDvho1iBGRabgk2We9S8W4Lr3f21rtOiIyBbgWuBzI8C4XAV9W1UW+GTZIEZFJwOeB36pqhXftTzhpsYdx3VAfWCKic4jIRNzP7kxcJ1TAe0qBPFXd6b0uxmZkGoZhGIYxXLGEjmEYgxIRuQ5XVQrwB+AGVW3w0aRBj4hkA8uAPOBbqvorn00aEojIn4ErgBtV9S6/7RkKeAHzIlUt9NuWoYKIXI0b9L3Tb1uGAp7U1V+AzwE/VtUf+GvR4MdLjt8JHO1d2gjcpKr/9s+qwYuIpABfBK4HZuHkaj/1nssFdlsSout4nVDvAQeHXV6HS/I+pKorfDFsECIiqcDJuARPrqqe410XYCXwKa5zZ6GqbvLLTsMwDMMwjP7GEjqGYQxKRGQ68AZwO64q0jazHiIi/8TJh7wBHG9SIb2DiLwFHAGcpKov+22PYXQGEUmw7oee4QUdPwc8rqqN3rV4Kz7oPt7PdB6wADc37xZVXeCvVYMb72c6S1WXhj3+BGjGFc780+YSdg3vZ3gozqe6EFcoE+QmVf2lL4YNEcKkV8NZgkvuPA28Zz6sYRiGYRhDGUvoGIYxaBCRtKCchfc40yTWegcR+RzwH9yMgjk286F38II6pUA6TiqkyF+LhhbezzdZVav8tmWoICKxuC6IA4G5Nlej9xCRUcBbOLmw+6wQoft46/QiXFdZtXftXGCLqr7nq3GDHBEZB3yAm00I7gy7F7hHVdf7ZddgxVurxwFfwCV4T1TVj7znPgvkA4+Yf9A1vDlGZ+Ck2U4BUsOePl5VX/VeZ9JshmEYhmEMOSyhYxjGoEBEZuGq7n6uqr/3256hhIiMBJYDObjZOff4bNKQQUTygc24mQ+5FsDtPUTkSFyQcYmqXui3PUMFL+nwETAa+Ctwha3b3kFEvgEEpSwfBK4JL1Iwuo83hP5TIBv4L/BdVV3tr1WDFxFJAM7DybEd7l1W4BngKlXd6pdtgxkRCQANwT1VRN4EjsR1Q72Em7fzmBUrdQ1vvR6LS+4cAxwW7IQUkSeBNFq6d9bYmWYYhmEYxmDHEjqGYQx4ROR03GDZNFx187EmpdB7iMjDwAW4YMKpVsnYe4jIXOA54DVVPc5ve4YSIjIeN0OjGhhpXTq9h4gcDLwGJAE3q+qdPps0ZBCRLwP3AMnAWuACVf3YV6OGACKSBtwCfB23bptwM4xuV9XtPpo26PH2g+txHVHlwDhVrfWeMwnBbuJ1mH4e17lzGhDnPVWPS5z9WlVf88m8IYGX6NlNZPdOcO7O0zjfzLpQDcMwDMMYdMT4bYBhGEZHiMjXcDddabikzsmWzOl17sQlyi63ZE6vM8v7d7mvVgxBvAHIb+MC4/N8NmdIoaofAJd4Dxd4skBGL6Cq9wMHAUuBqcC7InK9F9w1uomqVqjqrbif6Z8BAa4C1onIT0Uk0VcDBzGq+oGqXoqTBjsvLJmTAWwWkXtEZKafNg5G1PGQqp6Fm7FzFbAYiAfOASYGXysiWSIS74edgxlvDtw4XOLsH0AJMBm4EXgB+ErwtSJicRHDMAzDMAYN5rgYhjEgEZE4EbkbuAu3V/0I+IKq1vhr2dBDVT8EjvYC5EbvkgU0YgmdvuIR71+TXOtlVPW/wK24wPg/RORAn00aMqjqKuAw4A9AAHfO7eerUUMEVd2qqlcCM4FHcQnfM3BdD0YPUNVdwbkkHqcCo4BrgGUi8rKInCsicdHfwWgPVS1W1T+p6gm4BMQ3gcfDXvIzYLuI/EFEjrPkQ+dR1VJVfVhVL8HNhToauANYBiwMe+nPReRdEfmBiBxoSXbDMAzDMAYyJrlmGMaARER+B1yLC8JcrqoP+mzSkMK7UT1KVd/w25ahjqeZHxcc3G30HiIyFtgC1OJk12weSS/i7RP3AV8CXlHVE/21aOghIucDk1V1gd+2DEVE5HDc/c7b3uMJuAH1D1q3b8/xOnOuw+0RKd7lzcDvcTMPreu3FxCRV3EzYoJsxXWtPwR8aDNheo6IfExkYn0bLuHzNPCSyboahmEYhjGQsISOYRgDEhGZDDwFfFVV3/TbnqGGiFyOGyh/t6p+zW97DKO7iMjruIrbL6rqP/22Z6jhzSD4KfAzVS3x256hjoicCBwM/NKC4b2PiNyPSz4sBeYDz1owvOd48muX4pI7U4E3VPUYX40aQnjJ9dm4OUYXARPCnv6Bqv7YF8OGECKSApyIk3A9Exgb9nTIVxYRsT3DMAzDMAy/sYSOYRgDBhGZAnwavFESkViroO19vGHyy3BziS5R1X/4bNKQxJNEUbvx71u8OVt3AQ+r6uf9tmeoE5ShsXXd+4hIMrAOGA08B3xJVXf5a9XQQkQuAX4CjPcuvQrcrKrv+mfV0ME7904BalT1Ne/aAbiOnbuBf3tzTYxu4u3BR+ASOxcA87y5Z4jIubgZMf9S1c3+WTm48X7G++ESO2cCP1TVRd5zlwHfwnXuPA28o6qNftlqGIZhGMbwxBI6hmEMCETki8BfgVtU9Vd+2zNU8W5SnwdOxumzn2uB2b5BROYBDwAPqOo3/LZnqCIiI4FDgBdU1eZk9CHeUO7/A8pU9Ra/7RmKiMiZwP24+VvbcbPjFvtq1BBDRBJxkq7fxf2cwc3buUlV1/tm2BBFRO7BzdkB2AX8CfiDqm7xz6qhgTevqCmsECrYsQrwBk6S7d+WGO49ROSfuGRakBLgWZw823OquscXwwzDMAzDGFbYQEXDMHxFHLcD/8ANhy7w16Ihz9W4ZE4xcLUlc/qUmbhgYazfhgxlVHWnqi60ZE6/cABwJTBfRC712ZYhiao+jasMfx3XqfOSiNwmIraP9BKqWusVjkzGDUevAT4LJPtq2NDl28BXgSVALi6RVigi/xaRozv8TKNDVLWxlR/3S+AR3Jo+GvgdsF1EnhORU/ywcQhyKXAS8GtcR2UW8EXgn8B/gi/y7m/EDwMNwzAMwxj6WELHMAzfEJEkXPXgD4Bm4AZVvcFfq4YuIjIJ+IX38FpVLfLTnmHALO/f5b5aMYwQkYDfNgxlVPU94Hrv4Z9E5NiOXm90D69z4UScNJgAPwQe9NWoIYiqlqrqrcAU4DJVXQahQOxVIpLpq4FDBFWtVtW/APsDx+ASDgqcB5hMZi+iqk+o6oXAKOBi4Bncz3ouMC74OhHJ8Xxwo4uoar2qvqyq31TVqcA0nATby8CTYS89FPhURH4rInO9zkDDMAzDMIxewSTXDMPwBREZBTwBHAZUABeq6rP+WjW0EZF/4KoIH/Fu+I0+REQ+BA4EjlbVN/22ZyjjzW34Jy5oNckkT/oWEfk18HWc1MxhqrrOX4uGLiJyEk668cuq+qLf9gwHROQ0nIRSCfBT4B5VrfXXqqGFiIzFdfs9pKqrvGsXAIcDv1PVT/20byghItm45NnDqlrqXbsb+BLwGK6w6iVVbfDNyCGIiHwP+HHYpSrgBdzcnWdUdbsvhhmGYRiGMSSwhI5hGL4gIk/hBo1uBM4MVsYafYeIpOEqvReo6m6/7RnKeAmGSiAJGBEMohh9h4i8hOtquFxV/+a3PUMZT/7rCWAesBo4wpJofYeIJKlqTdjjU4DFFoDtG0TkAJyc0nHepU24TuJ/qGqTb4YNcUTkfeBgXEfJs8DdwCJVbfbVsCGIiCwEzgi7tBv4N64w4i37mfcc75w8BHevMw/XoRZkBzAmbPaRmASyYRiGYRhdwRI6hmH4goiMB+4CrjLpL2OoISKTcdrq21R1rN/2DAdE5Ergj7ihxKf7bc9Qx0sQvwnMxg04v2Yvn2L0AiJyIvAi8B7weVUt9NeioYk3++I04Oe4NQ6wDLhJVZ/zzbAhjIgciJN0/AKQ4F1eh5sDc58VRvQuIjIVJ3n3BWDfsKd+qqrf88eqoYuIjMMl0c4ENqrq9d71Ebj5Us/jundeVNUK3ww1DMMwDGNQYAkdwzD6BS84cirwvFWh9R9eheDXcQHXKp/NGTaIyGdwHQwvqOqpftszHBCRHFzVqwJ5qlrss0lDHi8x/xPgelUt99ue4YCIHAE8jJuHUQZ8RVX/669VQxfvDP0CTjppAvBjVf2Bv1YNbby9/HLgWtzPHFzxz5/8s2ro4vnn+wEX4RI8F6jqu95zn8PNA3xIVdf4Z+XQxfsZ/yfsUj2wGFgIPK2q6/2wyzAMwzCMgY0ldAzD6HNEJA74P9zN+fdU9ac+mzRsEJHv4CqMF6vqCX7bM1wQkQk4iY0iC7b2HyKyCJc4/qo3hNswhhwikgX8DfiMd+ke4Fs256XvEJEE3MyX+4PJS0/6bnNwBozRu3jJtDOBy4AvBotSvG7MYuAJVW300cQhhycXq2FSYItpkR78H27ezsOqutkfC4ceXkJtFm6tnwkcAYj3tAIjgzLJJs1mGIZhGEYQS+gYhtGniEgmrpr4VKAON9/in74aNUwQkZm4G/AAcLrJxBhDHRG5HLgXJ1lyit/2DCe8gPc9wOOq+pTf9gx1vCDg14Bf4Pb4T4DP2TD5/kFEknFyYKNwe87tqrrVX6uGPiKSAmwBMr1//wD8WVV3+mnXUEVETsV1qJ0LpIU99Tpwp6o+7YthQxivQ+10XFHQCFWd610X4CNgFU6a7VnrRDYMwzCM4YsldAzD6DNEZBLupmM6sAs4R1Xf8teq4YGIxANvAwfhgh1X+mySYfQ5nhZ9ERCDq2ot8dmkYYOIXAb8FagCjlLVT3w2aVggIgfhiibSgP1VdbvPJg0LvL3mZ8BXgVigFvgN8HOb9dJ3eIm0y3GzdqZ5l+txfwN3q+p7ftk2lBGRJNz8l4twXSQJwJWq+mfv+ZFAjc1+6TtEZDqwIuxSM87Pf9r7WG7dO4ZhGIYxfLCEjmEYfYKIHA08BuQAy4EzbXhz/yEiPwBuBzYCs+0mu//wJAZ/gFv3j9gNdv8iIhcCH1inQv/iVQ//A1fNvRk4VFV3+GvV8EBE0oEpqvo/73EskGhz0/oeEdkH+ClwnndpDy7Rc5eq1vtm2BDHkwY7CZfYOYsWiar9VHWJb4YNA7z95hzcfJcS79pduOTm0zhZtmdMArL3EZEpuM6dM3FSePFhTx+jqm94rzNpNsMwDMMY4lhCxzCMXscL7L0GHA08B3xeVcv8tWr4ICIHAO8BccCJqvqKzyYNK0RkGk4SY5OqTtjb6w1jqCAiicDLuBkA7wHHq2qNv1YNP0Tkh7jh5hdacLt/EJFDcfPqjsft/7Ntvkv/ICITgatxyZzTwq5/FVikqpt8M26YICL/piWpCVAOPIpL7rxsfwu9j4ikAafgkjtH4vacBu+5/+CSPU/jkmsmB2kYhmEYQwxL6BiG0SeIyGjgGuBHdiPXv4jIT4Dv4uRHvua3PcMNETkX+C9O3/wMv+0ZzohIrKo2+W3HcMKT3nkXKAD+jUvoN/tq1DBCRALA+8AcnAzY14E/WbV23+MVs8wFGlT1Je9aHnAIrpvBfgf9RJg8VTPwOHA3sNh+B32HiIwHLsTJsh0Q9tQvVPU7/lg1PAjvyPEKK/YAiWEv+QiX3FkIvG9nsmEYhmEMfmL8NsAwjKGBiCSJyA2eDAaqul1Vf2DJnP5HVb8HfBaY77ctw5SZ3r/LfbViGCMiF4jIclzVttGPeMPJzwQqgPNxiX2jn/Bkvo4A/oIL6P0B+JeIZPhq2DBAHc8FkzkePwSeBF4TkSN9Mm040gT8C5fQORfXObhURK4WkVRfLRuiqOomVf2Fqh4I7IuT/V2Dk18GQEQ+JyILRGQ/LwFq9ALhiUpP6m4yTgLvCaAal2D7PvAOcIUfNhqGYRiG0btYh45hGD3Gq0B9AjgUuE1Vb/fZJMPwDRH5F65K9VJVvd9ve4YjIvJF3DyX11X1WL/tGY6IyGnAV3B/BzbLxQdE5CLgT0AqsB7XLfW+v1YNL0TkOlxgO9u79Dhwq6qu9M2oYYTXLX4lLrmf513eAUywGUd9TzBpE9Y98hJwovf0Spwk20Oqus4fC4c+XsfO8bhCizOB41R1o/fcz3D3bk/jugjt92AYhmEYgwRL6BiG0SNEZA7uRmAcUAicqarWmdDPiEgScB/wM1X9xGdzhjUishSYBRyiqh/4bc9wxBvavBMIAONMP94YrnhDtB8GDsTNEzltL59i9DLefvRt4FtAMq5r5G/AD21v6h88KcJzgeuBVap6Rdj1k4HnTIaq7xGRo4Ev4Lo3c8Keeh/4uar+1xfDhgnh0mze4+XAjLCXrMFL7gBvBGfyGIZhGIYx8DDJNcMwuo2IzAPexCVz3gYOs2SOb/wYuAB4wGQs/ENE4oFp3kOrwPYJVS0HngGEyEHNhg94kpy/94aXG/2IV3F9JLAAuNxnc4Ylqlquqj8ApgC/BxTXvTbGV8OGEapar6r/UtWjgWvDnjoXN1dkrYh8U0RG+GPh8EBV31DVa3Fr/wzg70Albs5UbvB1IpInItnR38XoLlFmSB0LXIzrlCoF9gG+iZMo/EW/GmcYhmEYRpewhI5hGF1GHF/H6cKnAv8ETvRmJxj9jIgchbsBawa+akN/fSUXV+G42mSmfOcR798LfLXCAPgRTvLoaZvl0v+oap2q3qKq2wBEJFZE/i4ix/ht23DCmy14La4i/uvh8ncicr7XaWv0Ma2k1hTXXT4J+H/AVhH5k9d9bvQRqtqgqs+q6peAkbiOnX+HveRmYIeIPC0iX7S5R32Dqhar6oOq+gWc/3occCewAngu+DoR+bKIvCUit9r8I8MwDMMYGJjkmmEYXcbrQngFOAo38PfHlkTwBxFJAT7GVf7+TFW/669FBoCIxJh8i794AaCdQBIwXlU3+2zSsMVL4ryFC2QvwklzNvpr1fBFRK4A/owrAvghcIeqNvlr1fBFRI4DFgNbcL+P++330X+ISCyuW+R64NSwp/6mqtbV5gMich+ucyTWu1SDKyJ7CCePV+eTacOGcHk2Efk3kd3OW3CybAuBl1W12gcTDcMwDGNYYx06hmF0GU9T+bPA51T1R5bM8ZU7cMmcpbgqeGMAYMkc/1HVSlywAUx2zVdUtQw3jHkXMBf4ja8GGffjJNhicHKdz3vD4w1/qMcVZuQD9wJLROQzVgXfP6hqk6o+papzgenAb4EK4KPga0QkR0Ty/LJxuKGql+Jk2a7HSTsnARcCjwM/982wYUSre7vLcPd99wI7cHvV1cBTuN+JYRiGYRj9jHXoGIbRKURkMnAD8E2rHB0YiMgJOJ3rRuAQVf3YX4sMrxOh3JKcAwMROQwYBTyvqrV+2zPcEZEjcd2dAeBrqnq3zyYNa0RkLm6GRS6um+0SVX3eX6uGJyISA3we+ClQ4F1+E7hZVd/0y67hioikAU3BzgMRuQP4Fk7K827gXTvn+w8RmYBL6FyEOzve8K6fh5sD8xDwjv1O+h5vrzoAV6RxJvCQqv7Ke+4w4I+4YpqngffsntEwDMMw+gZL6BiGsVc8nf3HgGxccOFOn00yABG5EPgL8AtVte6cAYCIrMQlEA5T1bV+22MYAw0R+SLwD5zc1wmq+prPJg1rvM6cfwAnepdOUdUXfTRpWCMiCcBVwPeBHOBXqvotf60yROQvuC6FoLrFh7jEzsOqWuObYcOQVlJgzwOneE8VAv8C/qmqS30yb9jR6vdxO/CDsKd3A8/ikjvPq2pp/1toGIZhGEMTS+gYhtEhIvIlXNIgHueUf15Vy/21yggiIuOB7Z4MnuEjXiCuChAg1YI8A4vwoIPhLyLyI5xU5OXWOeU/3gyRW3EDsedaRbX/iEg68HXgd6pa7F07Eths88D8wesSuRr4Kq7ACaAY1zHykG+GDWNE5CDgC7jutjFhTy0HFqjqP3wxbJji+cHH0dK9MzHs6S24eYbmhxmGYRhGL2AJHcMwouK11P8YF+QB+D/g2zbI2n9EJM5+DwMPEZkDfAKsVdV9/LbHcHgdCL8GRqvqcX7bY7jkGrTR6Dd8RkRig8kcb17IIar6lM9mGYQCpauAPNyMlwWqWuKvVcMTEQnOc/kacCBwXLDTUERGAKW2t/UvXlL6GJwk23lAFnCdqt7jPT8aQFW3+2bkMMM75/fFJXbmAatV9SrvuRHAW8BzuO6d11W13i9bDcMwDGMwYgkdwzDa4N2sPoC7KWrCVR/+3l+rDAARyQTexQV07lHVZn8tMoKIyEXAP4HHVfWzfttjOEQkETcfJA2YqqrrfDbJCENEUoFbgB9bt87AwAuOLgJOAu4CvqOqdf5aNbwRkRycxNeF3qVS4A7gt9YN6g9ewPpA4H9hklMLcV0JdwN/V9UKH00clohIACfD9q6q7vau/RL4JrAYN2/nv5YQ7V9aSbNdiJPHC1IBPI9L7jyrqkU+mGgYhmEYg4qYvb/EMIxhSCOuuq0cOMOSOQOK/wP2Ab6I7eEDjZnev8t9tcKIwEsSPOE9PN9PW4yoPIjrBL032Llj+E4z8AzQANwAvCUiU/w1aXijqrtV9fPAIcDLQCbwc2CtiHxFROL8tG84oo4Pw4LUqcAcYDrwO2CriNwlItP8tHO4oar1qrowmMzxSMbtZycAfwJ2iMiTInKRiKT4Yugwo1XX2n+Bo4EFwDJcwc3ngL/h/m6y+t9CwzAMwxhcWIeOYRhR8drh81R1pd+2GA4R+QwuMF0L7K+qq302yQhDRB4DzgEuUtV/7eXlRj8iImcBTwKfqOr+PptjhOFJFb4JpAI/VNUf+WyS4SEih+KqqCfiKqivslkh/uMlPk/BJXT2xw2D39e6qPxHROKBzwLX4yTAgryA63Y3v80nvA73c3GybCfSUhR1j6pe55ddRmg+1TycPFuyqh7vXRecf7AM173zkqpW+WWnYRiGYQwkLKFjGAYQShZcBlygqg1+22NEIiLZuM6PUcA3VPU3/lpktEZE1gBTgTmqutRve4wWvPkTRUAGLvBpQbUBhIiciUtWx2AJ0QGFiGQAf6alu+1PwNU2I8R/vFmHFwJVqvqkdy0bmK6qb/hqnIGI7IdL7HwRiAXGqepO77nQvCqj//FmhJ2PS+7coqqvetfPA+biZNletd9R/9NKmm0WEO5P1+E6FBcCC1W1sP8tNAzDMIyBgSV0DGOY41U/fRP4BSDA5ar6N3+tMlojIv/CBW5eA06w2TkDDxE5CpgN/M0qpQceInIf8GXgB6r6Y5/NMVohIl8Hfo0L2Byvqu/4a5ERxPMTrsRJft6pqj/w2SSjHbxZId8CngJuVdVlPps07PHko45Q1YXe4zhckPpN4G5V/dhH84wwRORZ4DTv4XbgYVxy531LYvc/3tmzP65zZx5wKO5eNcgR5isYhmEYwxVL6BjGMMaThrgbF6gB+D7wU7tpGViIyPnAI0AVrvtjvc8mGcagQ0TOwFV1LlfVWX7bY0TiBW5+D1wF7AQOUtUt/lplhCMi+wLrVLXRezwG2G4+w8BBRG4Bvguk4GYh3Y+TMtzsq2FGCBE5Gng97NKbwG+BR61D3l9EZAaua+ciYHLYU58Cd6jqvb4YZgAgIqOA02lJ7kwJ/s2IyIOA4qTZFqnqHt8MNQzDMIx+wBI6hjFM8Wbk/AenI10LfFlVH/HXKiMaIjITF5S5V1V/77c9hjEYEZEArhvxUVVd47c9Rlu8IoNngE3ANapa77NJRjt4gbVPcPI3V6tquc8mGR7e7+b7uORoHK7r7be4gHSJn7YZDhHZB7gWJ3Wc7l3eDvwR1wVX45dtRqjA4BBcYudCYDRwo6re5T0/BkhQ1Q3+WTm8EZGYoFqBiCQDJUCC93QTLlH6NK6QZ6UVHhiGYRhDDUvoGMYwxNOOXgxMw82V+IyqvuerUUaHeIHORrshGZiIyMXAdOBhVV3itz2GMVgRkSSg1va6gY2InAo8iusEWQdcqKr/89cqIxwRmQL8BBeQBidl+KqPJhmtEJFU4GLcrJ2ZwAZgqs1uGTiISCxwLLBMVXd5134OfAd4ByfJ9oiq7vDPyuGNl4DbB9e5cyZwDC6ZHcTkxA3DMIwhhyV0DGMY4t2cPAGMA85S1U0+m2REQUQmAJsssDnwEZGncDeRF6jqv/22xzCGAiKSgfub+rPfthht8STYHgbmAPXATcBv7cwaWIjIQbjCnR+GXTsZWByUzzP8xQtIHwekq+qT3rXRwOO4rp2HrGtn4CAi/w+4Gkj2LjXjuhUfwnUBl/pkmkHIdzgV55efDhyiqhu9527Hzbt8GnjGEnGGYRjGYMUSOoYxjBCRQFDCRkTSAFS1wl+rjGiIyFhgGfAKcLGqVvtsktEBIrIemAjMVNUVfttjtI+IXA98Ffd3tdRve4zoeIUH7wMH4OTX/uCzSUYUvI6q/wdc4116HPiKSXsNXETkEOA9YBVwC/CEJeEGHt48pJ95D0uAvwC/V9VC34wyQohICvAZnCzbaUC899SfVfXKdj/R6FfCpdm8x6twChVBPsAld54GPgp/rWEYhmEMZGL8NsAwjL5HRGJE5A7gJRFJAJfIsWTOwMSr1PwzkInTg7aqzAGMd1M/EWgA1vpsjrF3ZuM6Ci7c2wsN//Akh/7Pe3i311FgDDBUtUZVrwXOB8qBs4H9/LXK2AtpwHpgX+Ax4E0ROcZfk4wo/Br4Mi7gnIWT+FovIk/Yfug/qlqlqg+p6meAPFyhyEvAP4OvEZHzRORBEZnnzfEz+pkoCZpTcAUIT+NmyB4M3Ib7O1vQr8YZhmEYRg+wDh3DGOJ4weYHgHNxQyLnqupL/lpldISIfAVXibkHmKWq23w2yeiAsGrnZao62297jI4RkZOAF3HJt2lWmT6wEZGf4boIyoAjVHWlzyYZ7SAiE4GTVPUvYdfE/sYGHl5w+avAD4CR3uWngVtUdZlvhhlREZFDga8BFwAB4CkvkWAMYETkadxcF3BdVv/BybK9Zp0g/iMiycAJtMzeuUpVn/Weuxi4BK97R1U3+GaoYRiGYUTBEjqGMYQRkTHAk8BBuGDYear6or9WGR3hzc1ZiqugvVhVH/TZJGMviMilwN+Ah1X18z6bY+wFEYkDtuKCmAeq6kc+m2R0gIjEAP/GFSWsBw5T1d3+WmV0Bi95+m3gUlUt8tseoy2e/O43cb+nVJyk17X+WmW0h4iMAq4AXlfV17xrx+ISPb+zhPfAQkQmA5/HybLNDHtqG3CHqt7ti2FGGzx1BAkm2kTkUeCzYS9ZgUvuLATesvljhmEYht+Y5JphDFFE5ABc18BBuCDYEZbMGdh4gct7ccmcxwiTbTAGNMGbdKtqHgR4N+H/9R5e4Kctxt7xgitfAj4EJgGPBaVDjYGLd579Gjdb4mMROdFnk4woePK7twOTgd8APw4+JyL7iUi2X7YZbVHVIlX9aTCZ4/F14DpghYi8KCJnezPIDJ9R1U+939csnNTrHUAhMAaIC75ORMaKyHR/rDQA1BHeNXUVTvLwEZyc6Ayc7OGruHs0wzAMw/AVS+gYxhBERGYCbwBjvX8Ps6q9QcHFwEnAbuBqk6kZNOzCdVV94rchRqd52Pv3Qq8q0xjAqGoVbvj0VuBjnHyoMYDxAmOnA6/h5ku8KCI/8jrkjAGGqu5U1W+o6nYIdTI+DHwqIrd40kTGwOSHwB+BapwP+Tju93azJeQGDqq6VFVvxRUmHAGEd+AHE3Ife7+3Cb4YaYRQ1V2q+oCqXgjkACcCvwLWAIuDrxORQ0Xkde/3Nst8SsMwDKO/MMk1wxiCeJWxjwBVwJWqWuezSUYnEJEkXHXsO6r6H7/tMYyhile9vAUXaD5EVT/w2SSjE4hIjsmtDS68xMD3vQ8BXge+oKpbfDXM6BARGQn8AzdAHJxE1G3A30xqaGAiIiOAS3HJgcne5Z+o6vd9M8roFCLyI9yMpMywy2/h5u382yQrBxYiEquqTd7/fwx8L+zpjXhzd4DFqlrrg4mGYRjGMMASOoYxRPAG3KYHg13e4wbr8jAMw2iLiHwZqACeVdUav+0xuoZXeb6fqr7sty3G3hGRE3AV6aOB5cAcGwo+8BGRk4EFOPlegNXArcBj5l8OTLyirrm4xM7VweSpiJwHBID/qGq9jyYaUfCkRE/Dzdv5DJDkPfU3Vb3cN8OMDhGRdFzi+0xgHpAb9vR6YIrtlYZhGEZfYAkdwxgCiEgWbiZECnC8qlb7bJLRBUTkVOBdVS3z2xaja4hIJu7vbpvdsBlG/+Alc97ByYoeax1WgwOv6+M+4Neq+oLP5hidxEsQnA/8FNf5sR0XpDRfc5Dg/Q5XA1OAIpxE2x9VdZuvhhlREZFUXFLnItx++bJ3/XPAF3GdO09bMcrAwvs7OxiX3DkT+DiYjPM66J4HnsV173xgRQ2GYRhGT7CEjmEMckRkH5xjOBXYAZxo83IGDyIyDTcTYhewv6qW+GuR0RVE5CvAX4C/qupX/LbHMIYDnkb9X4DLccHlQ03Ca3AgIhKe/BaRy3GyNOt9NMvoBF7n9xXAHlV9yLuWDhSo6hJfjTM6RETicfvl9cAs73Ij8CjwW+BNK0oZ+IjIE7hED7gO48dxyZ0XVbXBL7uM6IhIXFCiUkQ+j/tdBdkJLPQ+XlDVch9MNAzDMAYxMX4bYBhG9xGR43FVylNxA9kPtWTO4MGbLXA/kAi8bMmcQUkwMLLOVyuMbiEis0XkH55+vTFI8AKP1+AGE48GnvIqmo0BTqtkznG4xNxHInK+f1YZnUFV61X1nmAyx+Mm4GMRud8GuQ9cVLVBVf8IzAGOB/6Dm2l1AW6u1en+WWd0gWuBbwLvA2nAJcAzwDYR+bafhhltaTVv7AngDOB3wCZgJHAZ7m9xp4hk9L+FhmEYxmDGEjqGMUjxqlpfAEYATwFHq+pmf60yusi3gcOArcDX/TXF6CYzvX+X+2qF0V1ScPIll3tSGcYgwZsB8TlgLbA/8KCIxPpqlNFVluAqzNOBR0Tk9yKS1PGnGAOMWFynx5eANSLyKxHJ8dkmox3U8aqqng8UAD8B/oe7nwBARC4UkUk+mWh0gKpuVdVfq+qhuGK+7wMrgRwgPFmeLyIHet2sxgBAVWtU9VlVvR73tzcbuAV4E/hfUHZbHC+KyC9F5ASvu84wDMMw2mCSa4YxCBGRk4AXvYf/D7hZVZt8NMnoIiIyC/gQN6D2NFVd5LNJRjcQka3AGNw8gU/9tsfoGl6woxAYj0uKv+mvRUZX8WRH38EVN/xCVb/js0lGF/D+Bq/D+TIBXJLnQlVd5athRqfxgv8/wiXHAcqBnwP/p6pVvhlmdIpwGUQvGbcF97f4NHA3Ts7LZn0MULw9dA5uluMu79pPgO8Ca3AyXw+p6mr/rDQ6QkTig5J5IjIbdw4GKQMW4f4en1XV3T6YaBiGYQxArBrVMAYnLwN/A65U1W9bMmdw4VVbPYC7Yf6TJXMGJ96A0zFADbDBZ3OMbuAFsR7xHl7opy1G91DVNcB5uC4BtYrkwYXXMXA3cAROunIO8KGIzPXXMqOzqOp6Vb0YOBAXeEwHfgoc7athRqdoNTsnEfgX0ACchft9rhSRG0wSamDi7aGfBJM5HtW42Zz7AD8EVonI/0TkJhEZ54uhRru0mn+0EjgO+IX3/wycNOIDOGm2g/rfQsMwDGMgYh06hjFIEJGxQIzJqg1+RORsnMxMITBHVSt8NcjoFiJyNE57/kNVPdhve4zuISKHAO8BO4B8S5APTkRkqqqu9dsOo/uISBrwB+AUYD9V3e6zSUY38LrIzwZuDOv8OBh3VtqN5yBARHKBK3CzyoIJgApgoqoW+2aY0Wm8OZ0nAhcB5+ISrQAPqOqXfTPM6BJeB+Q84ExgP2BcWDfPvUA9rnvnZVWt8c1QwzAMo9+xhI5hDAK8apwngd04WSBLAAxyRGQeUK6qr/tti9E9ROQqXPDRbo4HMV5Hx6fAROB4VX3VZ5OMHiIio4BUk0EcfHh/j2NUdav3OBaYahJsgxdPQugT3CD3m1V1sb8WGZ3FSwqcBXwNaFDVud51wSVeX241+N0YgIhIInA6LrnzR1V9ybt+LnAl8E/gcVUt989KY2+0kmZLBYpxag/g1AJewiV3FqrqFn+sNAzDMPoLS+gYxgBHRD4L/ANIxnUDfNaq4wzDf0QkHScPVKGqn/htj9F9RGQBcDPwe1W91m97jO4jIlNwQY064HBVLfHZJKMHiMgPcYOjvwH8wTo8Bh8icjpOJniUd+lZYL6qLmn/s4yBhogkqmqt9/8jccPcNwG/B/5isz0GHyLyX1z3DkAtsBA3c2dh8HdtDExEJAYnc3kmroOntVLAF1X1n/1umGEYhtFvWELHMAYoXvXbd4AF3qX7gatUtc4/q4yeICLXAx+o6jt+22IYRgsiMhP4HPCwDQ4e3HhVq68D+wOvAKepar2vRhndwvODfoeTfQL4L3CFqpb6ZpTRLby/y6/j/No0QHHFSj9Q1UL/LDO6g4icBtwFTPUu1eFm79ytqh/4ZpjRJUQkBzeD7iLg2LCnKoBfquqPfDHM6DIiMho4A5fgOQWYoaqbvOe+i5un9DTwvKqW+WaoYRiG0WtYQscwBiAiEsBJOV3mXboF+LlVpg5eROQw4C2gCZhss5AMwzD6BhHJx81FGg3cC3zVzs/Bi4h8HvgTLhFQCFyoqu/5apTRLbzZLN8FrgXigftU9bKOP8sYiHgdAqfg5NjOAMR76hlVneebYUa38M7NC3HJnYNw8oh3hj1XALylqs2+GWl0ChEJhBeyiMgqYJr3sBFX9PI08LSqrvHBRMMwDKMXsISO0SEF8xfGAKm4m+j2PhL60IRmoApXKdTeR13hgnlDaiGLyEU4PeMa4GJVfdRnk3qNgvkL4+l4PaUCcX1oQiMta6eSKGuqcMG8ht78giKSBHyEc6Z/qao39eb7D2cK5i8U3B7U0ZpKAWJ68+s2VZUmVy554QuxKRkbU+ec+jQd71GVhQvm2Q3wIMFbUyl0vEcl97EZVbSzP3kf1UPt3OttvCHsrwFJwE2q+ku/bCmYvzCWvftSgXbfoOc00/F6qihcMG9Ad/96Unr/wgUaG4H5wK+Ha3CxYP7CANH3pvDHsX1oQgN7X1PtzlYRkYnAbbgOnY3etanANlWt6kO7jSh4514ie/elJNrnN5Rsza4t/PioxrIdh8dljn477YAzngJorqsONNdWJMVljOpMR0AtHftSVeZL9Q8isg+wR1V3eY9vB36Ak9h7GCfL9nFHhRJeDCHcl4p2Bib14behQDUdr6ma4eBLicgMnCzbmcBRRJ4NP1bVH/hiWBfxfKmO9qg0XKFAX9FE++deJYPAlzIiKZi/MIGO/fNU+t6X6miPqihcMK+pD7++McixhM4wwHPSM3Da1a0/RgLptL+J9XXQqjcID9C3OViBEqAoysfOwgXzBqQMiycz8lPg0YEoXeA5VNlEX1M5+JcA7C3q6Phw3U30NbU72s2miPw/4JvASuBA06VuixecGknb9ZQHjKDjwFVfJgB7i9aJ6fAbgjJgF9HXVNlwuNnsCwrmL0yh7VoKnnsZtFpTqppGU2M2sbEJrvB4QLO3AH0psJMoa6pwwbxqH+z1BRE5D/g3LrDzWVV9orvv5flSmbRdT6OAXFp8qWg3hoPBlwq/qYy2tqL5UjuAXb1dBNEeIpIA/By4ESend4qqDtobXc+XyiFyLQU/svEvAdhb7C1AH/KltKmxaMffv3V3Y8XuEc21lbfT3PSX4PBvo/N4walovvko3P7V0Zrqy6BVb9FRkV+4L7WDyL2qwnypruOde6lFD3/vZm1uuiImMXVUbHImsSkjiMsYWRqfPW5zfFb+rpjElBi6kAAcQHQUoA/6UtF886LCBfMG5b2ciIwA5uKSO2cAX1DV57znLsLJDz+N67Tb2dtf31tTWbQfQ+goLtWXCcDeYm8B+mKir6ldHRVBGO1TMH9hHM4Pj7am9uZL9WUCsLeooeM11V4MocTOvaGPJXSGAAXzFyYDk7yPyd7HBFoCDiMZHEF0P9hDi+O/DVgPfBr27/b+qgYTkROATar6aX98vY4omL8wi5a1FFxX+bQEHXLp5Y6HIUIz7lAN3khuqdu+prH8vce+2li6ozkmIWVuTeFHL/lrYv/jVemNJnJNTQLG0uJwjfDNwIFNHZHOWSEt+9OnwPrCBfNqfLPOJ7wE4AQiz72JRAZGU3wzcGBTQct62g5sIHJNbRpKN5UiciuuQOIWVV3Q3usK5i9Mpa0vNZ7IROBgCKL7QXiAYittfakdvXlTKSJnAR+q6jbvcexAS+x4QatsovtS4cEr86Vaoc1NNNdUNBETuzkmMXW1iGymZX8KnnulvhrpA54vNZaWNRVcV6OJTNoYbaklMhFdSOS5t2GwBuh7gpcALCDy3Csg0pcaDAUJflBOpC8V4ZsDmwd6Zb2IxAGoaqP3+FHgs97TipOufRpYyF46soIUzF+YRttzbzyRQfbBUIjX3ygtvtQOIn2p4Meu4Rag93ypXNqee2Np2aeyGfjJYz9oxBX3BeNSm4j0zT8tXDCvwj/zjN7AEjqDBG8zy8dJTcwh8pAc3ZdfOyUQS0pCnPcRS0ogjtTQ4zgS4mKQPtpCm5uVqvomquoaqaxrpKqukaq6Jvf/eve4oalP13AtbtMLbnxrgA+BJb0ZRBWRK4DfA+uAw1S1vLfeuz28ytBpwMHAdCIPycy++roxAikJkWsoNWxdJSfEEh/bd/GNhqZmqsPWUGVdk7euWtZYc99ui6VEOvwrgA+ANQPd8d8bBfMXJgH74fapqUQG2hP76uvGx4pbS6G9KTZyjQViiYnpm01KFeoamyPXUH3YPlXXSHV9n/9atxPp8C/Framtg93xL5i/MBu3nvYHphB5c9hnG0VifEzY+mm7rhLjY/vs3FOFmvomKusbw9ZV5D5V19indQaNwEZazr11OMnI/w3GIKrX8XqEqr7l+VITcOfeLCLPvVF9aUfQl0oN86fCz8FAbN/5Uk3NSlVwDdVH8afqGmns24OvmkhfajXOl1raU3kSEYkFngXeAH7a34kdrzJ0Bm6f2pfINZXeV183NkZICcS28qVa/PSUhDjiYvsuvtHQ1Byxflp8KM9nr2+kj28xS4j0pZbjzr11g12Wy+su3R84EDfIPHjuTaQPk8qB2Ji2/lOYj57c575UU+isC19XwfvAfvClthLpS30CfFi4YN72vv7CfU3B/IUjcXvUfjhfKrhHjaMPA6FJ8bEtayjMJ+8vX6q6lT/e2kev71tfqgGXOAzuUWtp8aUGZBBVRApw0mzzgBOJLAj+j6qeD6G41CScLzWTyHMvt+/swzvfwvapQFzEGgvE9V0MoalZI/ynqvp+96UqiSyYWYXzpZb1V6d0X+FJ8s/C7VPTiFxTqX31deNiJMJ/So5yzxfbR+ceQL0XQ6hsx0ev6ntfaheRicOgL7V+sMcQhguW0BmgFMxfOBp3SIZ/jOzu+yXFx5KblkBOaoCc1ARy0hLISU0gNzVAWmJ8m+BC8N/k+L5z3nuLusamiEBF+KZYWddIaXU9uyrq2F1Zz+7KutD/S6rqehK4b6Rlwwt+dDkw4QUiFgDf9i79Apjf25rwXlXfVCLX0wH0oII9Iyk+Yj3lpiaQm5bAiOQAqYktN4Dh68k57zFIX3nvvYCqUtvQHOn8hyV/KmsbKalya2hXZR27K+pC66q8tkdF7VXA/4hcUwM2MOFV9c2hZT0dhHPEuiXZESOQleL2qNzg/uTtWZnJgbA1FNsqyN63zntv0NysVDdEBinCA1/ltQ2h/Sm0nirr2F1RT01DjwIYRUSupwEdmCiYvzATt44OomVdTezu+wViY9weFTrvEshJc3tWunfupSa0DaynBGKJ68Okcm8QSkzXN7YNftU1UVrTEHU9FVfV9bQIYi1h64kBHJhoVQgTfvZld/c9UwKxUddTdmoC6Ylxrc68WK9IYfD5UtH2qZLq+tB62l0Z9KvqKKmu78nNZgOwhJb19AFdDEx43c0v4YKSrwBfVNU+2edaFcIEP/anBzIwmcnxzo9KDZCblhjyq7JS3LkXLQGYGiqmGrhrSlWpaWiKTPLUNVLt+VIVtQ2UBM+9sPW0q7KOip75UuW09aUGbGAirBAmfE1Np5sFC7ExQlZKIMKHyk11e1ZmcnybBGByWFJwoPtSTc3aJkAfHqQvr2mkuLKOXWHrKfhR29AjV3obbX2pXpei6i3CCmHC/fPx3X2/QFyMd965uEGOt55yUgOkJ8W3us8LT9z0bSC0N3CJ6bCzrlUhTWl1fcT+FPworqzvSeBecUUN4Wvq48IF8wbU7DARSQFOAjkzLnPU2amzT3ku48gLtwEHa3PTYRITm9bd905NiIuMS3kf2akB0hIj4wbhe1TSAPelVDWsyC+8eLRlXZVUNbRZTy4u1aMpAHW4BHS4f75ioHbbtyqECe5T+9EDRSF37kWup9y0BLJS4iPOvNZFegPdl2pudr5Uiw8VmaCuqG2kpKr1HuX89Yq6Hv36S4lcTx8AGweqLzWcsYTOAMHLSh+Pa3M9CxeE6BSxMcLYzCQmZCczPqvlY2R6y4aWkmCdra1palZKqupDm9+20ho2lVSzsbiaTSXuo7S6S8UODcBbwGPAY4UL5m3q6MUikgo8CHwGlyC6WlXv7ea30wYvODoPt6ZOoQuVoonxMUzISmFcVjITst3H2MykUKA9OzVAQtxgkNruX+oamygOSxxu2VMTtp6q2FRS3dWbynLgedyaWli4YF5nhsr2GQXzF07ArafPAkfQBd3ZzOR4JmQlt6yprBRGZyaG9qislMCAv/Hzg6q6xtAeVVRex+aSajaWVLt/i6vZWlpDU9duKjcDT+HW1Kt+VnR5AfeDcevpbJxz32ny0hMZn53MhOC5l53MqPTEkBOfnhg3oJ10P1BVyrxkz86KOorKa9lUXMPGkio2eXvVzoou1SUoLiD/OPAorrDBN8fSSzSfhFtTZ+LkGDpFfKyQP8Lbo7x9Kn9EErlpiYz0zr6kgJ17rWlsavaSPa7IIehLbSquZmNJFRuLq7saoK8DXsftUY8XLpi3bW+fICKnAP/AFT7tAi5R1UXd+Hba4AVHz8KtqZPoQiFMciA25JNPyE5mfHYK+WG+VFZKYMAH0f2gtqGJYi9A4Xwpd94Fz79NJdVdrazfAzyH26OeK1wwr7JPDO8kBfMXTqHFlzqULhTCZKUEWtaTt7bGZCaFAuwjkgMDOuDpB6pO7SEY8NpZXhfyy4M++rbSmq4W+W0AnsTtU2/42WHvFe0djltPn8F1dXUKERiTkcS4rCQmZKUwPtudgXnpiaGCmLQE86Va09ysEYUz28tqQ7GDjcXufm93ZZcC9M24RPTjwKOFC+at7Au7O4uXaD4VOBc4nS503QRiY8jPSnL7VJZ37o1ICvlRuWkJJMabL9WahqbmUGA+5EsVV0fEpiq7FqCvARbj9qgn/E5Ce12CZ+P2qePpQiFMakJc5LmX7c693FDSJtCn6i6DldqGsHPPi0ttKq4K+VFbSmqob+qSL7UL1xH/KPD8cJR8H4hYQsdHvNk3c3GH5ZnsReYqJRDLrLEZzBqbwaTcFO+gTGFMZuKAryYerJTVNLQcpiVVrN5RwdItZazf3akimv/hNrzHChfMWxH+hIjk44Kq++NuND+nqq/01N6C+QvzaDksT2QvAfeRaQnMyc9gxuh0JmSnhIKjuWkJ5rz3AarKroo6NnrO2cbiKlZsK2fJ1jJ27T2I2oCrQg46ZkV9bjBQMH/hTNx6OhfX1dUhk3JTmDM2g33y0piQlcIE7+YwI2kwzBwcfDQ0NUckozfsrmLZ1jKWbS2jau/yJHtoSe48X7hgXnVf2+tVZR2DW1Pn4OQ+2iUQG8P00WnMGpvB5NzUUII5f0Sy3RD2ETX1TRGBiXU7K1m6tYzVOyo6U5G6Hq+oAXi7PzoMPb3203F71Bm4IaftkpYYx2zPl5qYkxIRFLWkcu8TTCJuLPaC8cVVrNpRwdKtZWws7tSW8w4thTJr23uRiOThkjoneZd+DnxfVbuctC6YvzAftz99FjiOvQTcR2ckMntsBtNHp1OQk8z4LLeuclID5kv1Ac3Nys6KOjZ6gYnC3VWs2F7O0i1lFO+9yrmOlkKZJwsXzCvua3u94oX9aPGlZnX0ehGYkpvK7PwM9hmV5gVF3T6Vlmi+VF9Q39jM1lAyuopPdzlfavm28s50Su8GnsCtqRd7KiPZGbxC0BNoKYjpUH49IS6GGWPSme35UsGgaP6IJCvQ6yOq6hpDvvnmkmrWFLlzb+3Oys4UYq2mxZd6vz8KZcIKQc8FTmMvs5Myk+OZPTaDmWMymBg897JdMtB8qd5HVdlT3RBKGG4srmbVjnKWbCljy569xtUVJ0sb9KUK+9pegIL5CwtoKV44mr3IO+aPSGL22Az2zQv6UslMyE5hRHK8+VJ9QFOzsqO81ot1VrFhdzXLt5WxdGtZZ4raq3GFMo8BTw9GSe6hgiV0fKBg/sJE4GvArbSTxEkOxDJrjAs4zMnPYHZ+BhOzU6zqaoBQXtvA8q3lLN1aytKt5SzdUkphx4GJV4CbChfM+xBARC4H7sXNJpinqmt6Yo8n0Xc7cDntBB5yUgPMHpvB7PxM5ox1a2pUep+NNTG6SFF5LUu2uEN06ZZSlm4t66i6qwm3fn5YuGDejr6wp2D+woNxEoDHt/ua7OSI9TRzTLoFGwYIzc3K+t1Vbo/a4vaqZVs7DEzsAX4G3N0Xg4G9CtILvK8RVUYtPlaYlpfG7LGZ7twb64JZVsE+MKhtaAoF4pduKWXJlr0GJlYC84Gn+iIY4c2Z+BZwE+3oa6cmxDFrbDpz8jOdPzU2g/FZyeZLDRDKqhtYtq3MO/tKOxOYeAa4uXDBvGXRnvRkbOcDP8JJVl2lqn/qrD1eF+pPgC/STuBhVHoCs8dmMtvzz2eNzSA3rdsqIUYvoqpsK6tladh6Wra1jD3tByYagHuAH/dVYqdg/sKjcb7U4dGeF4FJOSkt/rlXZGXKCgODpmbl012Vbo/yfPPl28o7mmO3E3c/9ue+6ID2ZB+/BPwYNxS8DcFCmNn5GcwZm8ns/AymjEy1CvYBQk19k5eA9mIIW0tZt7Oyow6xj4HvFC6Y90Jf2FMwf2EGcDPwddrpmkhPjGN2fkaEf54/IsmC7AOEkqp6lnrFfEu2lLJ0Sxnbyjq8lfsvcEtHRTI9oWD+wqnAHcDn2nvNmIxEt0d5/vnssRlkpfTZiDijC6gqW/bUsHRri3++dEtZR6MFaoHfAAv8VpMZjlhCp58pmL/wQuBOomjZjslIZO6sPObOzOPgCSOs62aQsauijhdWFLFo+Q7e+nR3e3MK/gl8u3DBvO0icg3wiKp2+ybSk5e5BRfQalNJM3tsBnNnjmLuzDymjEw1x2sQoaqs21nJouU7eG75DpZtLY/2sircfrKgcMG8HonvBimYv3AM8P+Az7d+Lj5WOGpKDnNn5nHy9FEWxBpkNDY188HGPTy3bAfPL9/RnrNfiLtx/Hdvfd2C+QuPAO7CyatFkJEUz0nTR3LazDyOmZprklaDjMq6Rl5dvYvnlu/glVU725ODeA24oXDBvE9642t61e6X4pKDbSTVxmclc9qsPObOHMUB40ZY8maQsb2sJuRLvbO+JFrCsBn4GzC/cMG83dHeQ0SOBq4Gvqyqey2v9zrmfwjcSBQN9wPGZ3LazDxOnZnHxJxujx40fEBVWbm9gueWu3Nv1Y6oI7/KgJ8Cv+6tmQMF8xdOBH6F6/SKIBAXw7FTc5k7cxQnTx/FCAtiDSoampp5Z30xi5bvYNHyovY67NcA3yxcMG9hb33dgvkLT8QFzWa3fi4rJcAp00dx2qw8jpySbV03g4yymgYWr97Jc8t2sHj1rvaKrxYBXy9cMG9Vb3xNr9DqGuA2IKf185NyUzhtpotLzR6bYb7UIGNzSTXPryhi0bIdvL+xJNqsw0bgD8D3eisI7yUHf4LzvyKqEkTgkAlZzJ2Vx6kzRjEuq8MGMGOAoaos3VrGc8tcXGr9rqhqRcW4/eSegToDeihiCZ1+wgtA/Bj4bvj1cVlJnL3fWObOzGPW2HQLuA8RymsbeGWVc8yeX1HUOiCxGTilcMG81T35Gp7MzGO0yIsAcNCEEcybPZpTZ44if4QdlkOFoGO2cMk2/reptPXTLwDn9lQXvmD+wuk4KZLQDK+4GOGUGe4m8YR9R5JuHThDgqBjtmj5Dp74eFu0qvgfAbf1tLPCK2L4O2Hyj5nJ8Zw1ZwxzZ+Zx2KQsqxodItQ1NvHWOhfkenrJ9tbJnRrcHvVcT76GF4D4P+D68OuTclL4zP5uTe2bl2a+1BBhT1U9L63ayXPLtvPSqp2tAxJrcb7Uxr29jyfHdiNwu6pGZLIL5i/MAhbSqoPi8ElZzJs9mlNm5JGXYd3MQ4XC3VWhPWrp1jYxrMeAL/S0S7Vg/sIDccHXUJA0EBvDabPyOG1WHsftk2sdOEOE5mblo82lPO/5UjvK2yydbxUumPernn6dgvkLrwD+iOs8BJzywln7jeG0mXkcXJBlMldDhNqGJl5bs4tFy4t4Zun21smdcuDMwgXzXu/J1/Dkj+/FdXuFmDYqzfOlRjFlZIfqtcYgYldFHS+uLOLZZTt4bc2u1k8vAeb2VPHDk/1fBMwJv37M1BzOmD3aCkGHGOt2VrBoeRFPfryN1UVtCmUeAL7SWwUyRsdYQqefKJi/8Gu4CmUAslMC3HjyVC46dLwFs4Y4n+6q5OfPruL5FREjT7YCM3tSEVEwf+ETuOGXAOybl8atZ0zn2H06PbfQGISoKq+u2cWCZ1e1rjR9vHDBvM9293097eQVhOlwnzYzj++cNo1JuVHVjIwhQn1jM/98dyP/99La1tI01xcumPe77r6vJzXzKl4AIhAXw+VHTeSa4yfbTKUhTnFlHb99eR3/eGdj+NydeuCQwgXzlnT3fQvmL/w+LtkIOPmrb50yjc8dlG/BrCHOyu3l3PHsqtbBiLXAfnsbzCoiz+DmLH0EXKiqayFUbPUKbk4OAPuNy+TW0/flsEnZvf0tGAMIVeX5FUX8/NlVredi3le4YN5l3X1fL6i1AhgRvHbO/mP41qnTrCJ5iFPb0MR9bxXyu1fWUREpTXNx4YJ5D3b3fQvmL5wHPB18nByI5cpjJ/HVYyZZYnCIU1Rey69fWMMjH2wOl2Srwp17n3b3fQvmL/wV8I3g4/wRSdw0dxpnzRljnThDnI83l/KzZ1by3oaSiMs4/7xbAXgvQfgeYbN2D52Yxa1nTGf/cZk9sNYY6DQ3K08t2cYvFq1uXRz6m8IF877R3ucZvYdlEvqPG8IfLL7peL50RIElc4YBk3NT+dOXDuYPFx8Ufnksbuhgt/B03kPJnIsOHcfCG46xZM4wQEQ4ftpIFt5wDOcdlB/+1DkF8xd2OGB+L5xHWDLnz186mD9ccpAlc4YBgbgYLj1qIq9+54TWT90Q7fVd4HrC/IyXvnkc80/f15I5w4Ds1ARu+8xMnr3xmPDLAeCqHr71jcH/jEpP4JVvH88Fh4yzZM4wYProdB64/FDuPC+i+HMqbnjz3vghsAEXbPifiHzBu74fYcmca4+fzOPXHmnJnGGAiDB3Zh6LvnEsJ0yL8J2/7BW4dJeLCUvmPPTVw/nN5w+wZM4wIDE+lquPm8yrN/W6L/W18AevfPt4vn7yPpbMGQaMSk9kwefm8Ph1R4VfTsHNzO0WBfMXBnBSawDMGpvOS986jrP3H2vJnGHA/uMyefjKw/nevOkRl4Fjon9GpziasGTOd8+YzsNXHm7JnGFATIxw9v5jeelbxzF7bEb4U1d7e43Rx1g2of+YEv7gr28UUl1vXWjDhY83l/KHV9sU0kztwVtGRBteXrWThUu309zBREVj6NDcrDy9ZFu0tumeRKEi1uPvF69jyZbSHrydMZioqmvk3tc3tL68Tw/f9oLwB799eS0728qRGEOUzSXV/ObFNvNWOxN874jQHldSVc/f395IbXSteWMI8u76Yv72ZmHry3stZFDV93HBhkeAVOBBEbm3sWJ3RFXEU0u28cKKIky9YHjQ1Kw8+r8tfLy5NPyyAJk9eNsDwh/89uW1rNoRdQaiMQQpq2ngj6+1ud87tIdvOzf8wT2vrKOkqlfGZhqDgPW7Kvm/tr5UT4LvSUBIR7RwdzX/em8zDU028mK48Pra3Tz03qbWl0f14C0jPveh9zfx2tqoIw6NIUhDUzP/em8zGyK7nROJMt/b6H2stMMnfv3iGh58dyM3nDSVs/YbYxXLQxBVZfm2cv7w6qc8vWR7tJeURLvYHYrK67jhoY+49/X1fP3kfThqSg6BOMvXDjXqG5t5fe0ufvPi2mja7z2lOPzB/zaV8pm73+Qz+43hymMnMXOMzfgaipRVN/Dkkm3c9dLa9gb79oS3gFBZ4SMfbOGpT7bz1WMmctFh4xmdkdTbX88YAGwuqeaBtwu5/62N1LcNEHzcW1+noUm549lVPPD2Rm48eSpnzB5NqlUsDzmam5WPt5Ryzyuf8uLKomgvqe7M+6hqmYh8HngZN1j88pJF95ww8rwfhF6zuaSGK//+IYcWZHHDSVM5fFIWcdZJP+SobWhi8eqd/PqFtdG033vK5vAHb31azBn/9zrnHZTPFcdMYurIVPOlhiAlVfU8+r8t/O6Vda2lawF6NN8SWEdYYej9b2/k0f9t5erjJ3P+wfmMTLMZX0OR9bsque+tQv757qZw6dogq3rr61TWNfLDJ5dz31uFfP3kqZwyYxTJAfOlhhpNzcoHhSXc/co6Xo+ebOlJpXnE567fVcWX//oex0zN4foTptiMryFKTX0Tz6/YwW9eXNs6mWP0I7Zb9x97CGvBB9hZUcf3Hl/GbU8u54jJ2cydmcepM0eZYzaIaWpWPty4h+eW7WDR8h1sLe1Q1r3X+WRLGZfd9z5piXGcPH0Uc2eO4th9cs0xG8RU1zfy6updLFq+g5dW7Wyty93nPPnJNp78ZBv5I5KYO9MN9D1w/AhzzAYxO8treX5FEYuW7+DtT4uj3SgGKW7viU7SJtBa09DEXS+v466X17HfuEzmzhzF3Jl5TDZpv0GLqrK6qIJFy4p4bvkOVm7vsBq9TaSrp2wtreE7/1nC9x5fxtFTcjhtZh4nzxhFVop1+g9WGpuaeW9DCc8t38Hzy4uiDRrvFupab/4oIm8Bj8Sm57wPTGz9uvcKS7j43ncZkRzv+VJ5HD01h8T42F6xw+h/KmobeMXzpRav2klVfZ919rU5UJvVFTQ88sEWJuakcOrMUZw2M4/98jNN4mgQs620hkXL3f3eextK6EAkIWomuguUtr5QUdfILxat5pfPr+ag8SOYOzOPuTPzGJ9tBdGDlWAh6KLlO3hu2Q7W7uwwD9jr7TQbdldx478+JjE+hmOn5nLarDxO2ncUGclWdDxYqW9s5q1Pd7NoeREvrNjB7sr+7ex7fe1uXl+7m5zUAKfMyGPuzFEcOdmKjgczZdUNvLSqiOeW7eC1tbuobbDOPr+xKK8P3HL6vtz7xgZ2etXQjc0a2vC+/8QyDhw/guP2yWVOfgazx2aQnZrgs8VGezQ2NbNuVyVLtpTxYeEeXlpV1O5hecbsPOobtb0K024zLiuJebPH8Nc3N1Df6DbVitpGHvtoK499tDXkmB0xOZvZYzOYMSbdEjwDmOr6RlZsK2fJljLeXl/Ma2t2UdfY9rBMiIvhK0dP5MlPtrUeQtdjTpkxilgRnlu+I3Rty54a7n1jA/e+sYGc1AAnTx/FgRNGMCc/gym5qVbFPIDZXVnH0q1lLN1SxqtrdvG/TXuIpiiUl57IZUcVcMezvVb4F+Krx0zk9bW7WbWjpRr6k82lfLK5lDufW83UkamcOH0k++dnMjs/g7GZSVbFPEBRVTaVVLNkSxkfby7lpZVFFBZHb5I4YHwms8dm8MDbG3vdjts/M5P/e2ltSHqmvrGZl1ft5OVVO4l5FA4pyOLYMF8qM9kSPAOVhqZmVu+oYOnWMj7wfKnStlXuAJx7wFh2VtTxxrruy3mo6lIROXjE8ZcfCVwCsG9eGodPyuYf72wMJbn3VDfw7w+38O8Pt5ASiOX4aSM5bFIWs8dmMH10uiV4BjCVdY0s21rGsq1lvLluN2+uK47WMUhKIJarjpvMfW8V9rqM1Wf2G0N5bQOLV7fI427YXcUfX13PH19dz6j0BE6ePoqDJoxg9tgMJuWmWrHMAGZneS1Lt5bxyZYyFq/eyZIt0Tvlx2UlccFB4/h/L6zpdRuuP2EKzyzbzvpdrhpaFT7YuIcPNu7hp8+sZProdE7cN5c5+ZnMyc8gLz3RfKkBSnOzUlhcxdKtZXy0qZQXVhS1Wwh6+KQsJmSl8PAHm6M+310CsTF8e+4+3P3yOsq9gsHahmaeX1HE8yuKiIsRDp+UzdFTc5gzNoOZYzNMVWYAU9fYxOodFSzZUsb7hSW83E4haIzAhYeMY01RJR9u3NOrNhw4PpNpeWk8/P7mUJJ7d2U9D723iYfe20RaYhwn7juSQwqymJOfwbS8NBLizJcaqJTVNLB8axlLt5bxxrrd7RaCpifGcf2JU/jl82tC8Uijf7Corg9ceMg4LjliAg++s4mnl2zjkzCHUBU+3LgnYnMdm5nE7LEZzPaCErPHZjDCKk/7ncamZtbvrmLJFneDuGRLKSu2l3eYmQ52ylx8+AQOmjCCny5c0et2pSfGM//0fbnkiAn87Y0NPLsssjMo3DEDd4hPHZnWsp7yM5iel05SwA7T/qamvokV28u99VTG0q2lrNtZ2VGVH/kjkjh9Vh6XHTWRMZlJvLJ6F9C7CZ1JOSnccsZ0PtxYwgNvb+TllTupqGtxCHdX1vOv9zfzr/fdjUVifAwzx7TsT3PyM5iYk2JJHh8oqapnmed4LdlSytItZWwr67i6fb9xmZw1ZzRfPGwCNQ1NfZLQOWZqLvNPn86Tn2zl0f9tbeMQrt1ZGVGNmJUSYNbYDOaEnX2jMyww0d+oKlv21Hjrye1RS7eUhW78oxGIjeHoqTmcf1A+p83K46kl2/skofOlIyZw7oFjeeDtjSxcsp0VYZ1BzQrvbijh3Q0tyqbjspKYMzYztJ5mjcmwylMfaGhqZt3OSpZuKWPJ1lKWbi1n5fbyDm8Ag50yXz6ygFljM7j5P0t6bIeqVhXMXxj6olkpAW77zEwuPbKAv725gUWtOoOq6ptYuHQ7C5c6Cd3YGGGfUWnMGZvBrHy3V03LS7Mkjw9U1TWyYnt5hH++fndV1MKFIBNzUjhtVh6XHzWR3LQEHn6/dwOlANPy0rjuhCm8tW43D767iVdW76Q6rDOoqLyOB9/dxIPvulkGyYFYZo3JcGdfvjv7CrJTLMnTz6gquyvDfSl39hWVty9LKwIHjR/B2fuP4YJDxrG9tLZPEjqnzBjF10+eyn//t4XHPtrapjNo5fbyiC7ZnNQEZo9NZ3Z+ZsifGpmWYL5UP9Pc7Aphlob558u3lkfcW7UmWJB50aHjOX5aLg++u6nXEzoJcTFceexkzj9oHPe9Vcizy7azpqjFF29sVt5YtzuigGJiTkqEfz5zTDppieZL9Tf1jc2sKaqI2KNW76igoan9gy8nNYFTZozi8qMKmDoqjWv+8WGv2zUyLZE7zp3D5UdN5G9vFfL88iJ2V7bsnRW1jTzx8Tae+HgbAPGxwrS8NGaPzQwVYO0zKs26eHygoraB5dvKPf/c+VN7k1KbOjKVM2aP5tIjCxiREuC3L6+zhE4/YwkdH6hrbCYzOcBXj53EV4+dxLbSGp5fvoPn2mnZ3lpaw9bSmohq+czkeMZnJTM+K5kJ2cne/1OYkJ1MXnqitfB3k6q6RjaVVLOxuJrNJdVsLKliY3E1m0qq2bqnpiNpohC5aQmcOsNJdBw+KTviQPrfptJet3n5Nue4j81M4ntnzuC786aHWrYXLd8R4ZiBC3StLqpgdVEF//lwS+h6XnqiW0fZyUzw/nXrK4URyfHm/HcDVaWkqp5NJdWhdbWppJpNxW5tdXRzGM60UWlOmmpWHjNGR86y2Yu8Ubf43yaXUD5oQhYHTciivrGZt9cX89yyHbywItIxA5c0bJ2IjosR8kckMT47hfFZSUzISnFry1tX1iXWPZqble3ltWwqrmaTtz9tLPH2q+Jqymr2rmgVGyMcWpDFabOczGf4LJs91X3Tjr+ttIbYGOGzB+Tz2QPyQy3bi5bv4NU1bVu2S6rqeW3NLl5b01LZnByIbXvuZacwISuZsSOSiLcEYreoa2xiy54ab00F9ym3tjbvqe5UO31KIJYT9h3JabPyOH7ayIhZNht29Y2ucmOzkpYYz3UnTOG6E6awqbia51c4qZIPo3ShbS6pYXNJTSggDy6IPy7LnXktvpQ790amJZgv1U0q6xrZWFzlnXWR59620lqaOuFLjc5IDEkRH1oQOcvmvcJeG0EY4q1PncJkQU4Kt589ix+eNZNPtpSyaLnbp1rf1DY1ayh4GgyyicDo9MQI/yl8z7Iuse4RDLA7X8rzy4P7VUl1p+e/zRyTHpKODZ9lo6p9IpG8zJt1eOSUHI6ckkNtQxNvrtvNc8t28OLKojazVqrrm3ivsCRifQdiYzxfyu1T47x1NSE7mXEjkq0Yq5s0NSvbSmta+edVof93Rt44LkY4ckoOc2eO4pQZkZLplR0E6ntCcVUdcbExXHjIeC48ZDzFlXW8tHIni5bv4PW1u9t0oe2urOOV1bu84i9HakJc5LkX3K+yUhiTmWjFWN2ktqGJLXvc+gnd75VUs7G4is17ajoV5GyRTM/juH1yI/6+V+/o9XlfVNQ1oqqMSAnwjVP24Run7MP6XZUsWu4kdD/ZXNrmczbsrmLD7iqe+mRb6FpOaiB01gX98uCelWsJxG5TVtMQur/bWFLV8v/iaraX1XRYABokf0QSp83MY24UyfSg39ObvPWpS/5NHZXGzz47mx+fPYv/bdrDomUu1tlaVaShSVm2tZxlW8t56D13LUZgdEYSE7y4wThvfwr+37rEuoeqsquizvnlQf+8uCq0V3VWkm+/cZluTc0cxaQwyXRV7ffRAIYldPqT0Pycq//xIQ9cfmiommFMZhKXHjWRS4+aSHFlHa+u2cUnm0tZsrWMFdvKo8otlVY3UFpdFrXdO+j856YlkJOWQG5qAjmpAXJSE9xHWsvj4VBJqKqUVjewu7KOXZV17K6sZ3dFHbsrgx/17K6sY1tpTbe0RcdkJIYqfg+flM2B40dEDQK9smpn67bWXvvh3/XSWq47YQqxMYKIMGusq/D71qnTWL+rktfW7GKJJ7m0bldl1KrFHeW17CivjRooSUuIY2xwTbWznnLTEshKDgyLG4HGpmZKquo7XE+7KurYsqemyzd1MQJTRqYye2wms8emc9y0kUzMSWnzuqZm5a6X1vbWtwRh58H7hXtYvHonx08bCUAgLobj9snluH1y+ck5zjF7d32xVxFUxvYoHSCNzUphcXW7Ukw5qQmMyUyMup5yUxPITXPXMpKGRzKxtqGpZf20Wk+7KuvYXdGypqLJxnREQlwMM8ekM3tsBvuNy+T4aSOjzhcpr23gqr9HVGtl9+y7Iiv4n/mPLuWoKTmMy3L67hnJ8Zx7YD7nHphPTX0Tr611UnBLvTUVzSGsrm9i1Y6KCNm2IDHiztJR6Ykdrqec1ARSEoa+66OqVNY1hvaj4JraFbY/7a6so6islu3ltR1WskdjRHJ8qIr84AlZHDE5O6o/sbaogl+/GFGlnNajbyyMr//rY35x/pxQcnh8djJXHDOJK46ZxM6KWhav3hXqUlu5vSLq301JVT0lVfVRgxYJcWG+lLd2coM+Vdh6yk4NDAu5iOZmpbSmIbSedrU674J71rbS2m5JV+WPSGJOvvNdjpycw375GVH3/qeXbGudXOmJ0xHxBe59YwOXH1WAiBATIxwwfgQHjB/BzadNY+1O50st2+oqF9dHSVSqwrayWraV1fLO+ra+VHpiHGNHJDufyVtPOa3WU05qAlkpgWHRldEQ9KUqws67iPOvjt0V9WzZU93lmTexMcLUkalep0smx++TGzp/WtuwoFVXaskLf5jJgnmF3fy2Qofrs8tcod6hE91RmBgfy0nTR3HS9FFuTlRhCe9v2MPSraV8sqUsamKq3lMHWN9OlezItARGZyRG7FM5qQHPN/f2rdQE0pPiho0vtbf1tLOilq2lNR1WskcjKT6WWWPTmT02k/3HZ3LcPrlRA4slVfVcdt/74Zfye/ZdMSr4n8vv+4B3bz2JUekueZSdmsAFh4zjgkPGUVnXyGtrdvHRpj2hbrVofzeVdY1tOnmCxMYIYzOTGJWeELEnhe9RwTNwOBRmqSoVdY2eD9V2Pe2qcGfgjrLabs16y04JhLoSDi7IalMIGmTpljL+/k5Ep3NSmxd1k/n/XcrtZ88M+XCTclO55vhUrjl+MtvLakK+1JItZazeURG1uNX5AvVRC1cT42MYNyI5co/y1lNu2OPslIRh0ZXR3KzsqQ7e29W3rKVWj7eW1rQrPdsRBdnJzPIUM46aksPMMelt9n5V5ZEPNrcuAuzJARH63PLaRh5+fxMXHDwOESE2RjikIItDCrL47rzprNhezpvrdrN0azlLt5RGjRM0a0tBe7SkU2ZyPGMzkyLWU26r/So3NYERyYFhUZhV39hMcVXL+tkVdt617FUuhlDT0DVfKi7GdVDNyc9gTn4mx0/LjSgEDVLb0MQPn1jeW9+S0QVEu3oXb3SLgvkLI37QWSkBbjxpKl84bHyHVcUNTc2sLap0MideQH7VjoqoSZ7ukJYQR1piHCkJ7iM1IY6UhNiw/3v/BiKvhb82MT62RydARzSpUlXXRFVdI5V1jWH/Rl6rqm+ksvW1OnetrKa+y057e+SlJ7ZIIXhJk9y0jmccfbqrkgXPruKFFW1m5/ykcMG873fHjoL5Cw8EIiKv++alccsZ0zlun9wOP7eqrtG1U24tY+kWlzgs3F3VqSqPvSECmUnxpCbGkRJotYYSoq2h2IjXBZ+Pj+27w7e+qTm0NqKtl/bWVfj10pqGLgdAoxEbI0zITma//MzQupoxOr3DgLOqsnjNLhY8s4rVRW0C2wcULpj3cXdsKZi/8GfALeHX5s4cxc2n7RtRfRGNXRV1EbJxS7eWdbr7aG/ExwoZSQG3ViLWU8v6iVxXsa3WnbsW20eBDMU5MVV1Ta3WUnANNbXauxrbvLaitrFD2YWukBAXw755TlIxKC81dWTHM47qG5t58N2N3PXS2jYVw4UL5nX7B1cwf2E1YTedgbgYLjuqgGuPn9JhdVVQmmJJcI/aUsaK7eW9VvWTFB9LelL4+Ra2nqLtUQmRr01NiCMpEEtf3SM0q5NjrAztQW33qMgzsSlsv3LXymoaem1QZWZyvJcQbJFDyB/R8Yyj4so67nppLQ++u6n1zf/KwgXzZnTXlta+1Kj0BL55yj6cd9C4DgPgQWmK8D1qzY7KLidH2yMtMY70xPjIcy7Qzhpq51pCXEzf+VLNGvKdIs+39tdV6LX13rlX3dCpLuXOECyEmZOf2Wkp4ZXby/nZMyt5fW2b2Tk3FC6Y99vu2FEwf+HJwAvh1/bLz+DWM6Zz2KSO89nltQ0s31rurScXmNhYUt0rvkGMQGZywK2nIepLVXprqjeIixEm5qSE5obM9nypjorWVJVFy4u487lVbZIlW//wlfLGsqIxqtrl9sKC+Qv/Blwafu3s/cfw7VOnRU0ohVNUXhsqlFm6xa2r1h3R3SUQG0NGcnzLGmqzXtpfV8HryX3sS9XUN4X2m47WVeh6q3VVUdvYa50xSfGxTB+dxpww/3zyXmYc1TY08bc3C7ln8bo2/koPfamIXSU5EMtXj5nElcdO6vB+oblZ2VBc5eRzvLNvxbbyLidH2yM5EBs696LFB1IS4kjdi4+eFOi7GEKzurmk0eIGoWttfKzI15bWNPSafFBWSoCZY9I9P8rtVXuTEi4qr+VXz6/h3x9ubn2f/kLhgnmndseOgvkLM4DS8GtjM5P4zmnTOGvOmA4D4LUN3oyWMP/8012VvRZnyUhye1S78aioPlbkugr0oS/VGPKl2olHhe9d9dH3rtKahk51Ke8NEfd7C19PnZES/nhzKT97ZiXvbWhTdHJR4YJ5/+qOLQXzF14IRHzuoROzuPWM6ew/LrPDzy2rbmDZtsgYwpY9Nb0WZ8lMio9+T9eBj956n4rroxs+xd2fhK+naD56+PXW1yq9e77eID5WmJzbUgjTGSnh5mblqSXbuPO51dE6nUcULphX2ivGGe1iCZ1+omD+wj1AZuvr47KSOGvOGE6blcfssdGrEVvT3KzsrKgLtfFGSDmVVPf6UM/hRHyskD8iua0ESxdlospqGnhl1U4nUbWyqL2D+6bCBfN+2R07oyV0ghw0YQRnzB7N3JmjyB/R8c1jkIamZrbuqQmTRqmKWFPVveT8D0eCMlGtJaImZCczJrPzMlGbS6pZtHwHzyzd3pF0X08SOt8Bft76emyMcOqMUZw2K48T9h1Jeid1kqvrW+QLw6VRNhVXsaWT8oVGdLJSAqE11VqCJTe1czJRqsqSLWUsWr6DJz/Z1qYF3qOkcMG8bnfpFMxf+DxwSuvrmcnxnDlndEiWsjN/A6rKnuqGlnOvlZRTdyojDYcIjMlIYlwUacQJWSmdnjNT1+jkhBYtK2Lh0u3tBdYeLlww7/PdtbV1YCvIpJwUztxvDKfNzGP66LRO+1I7ymujSqxuKqnutWDzcCQQG0N+VpKTXWl17uV3QSZqT1U9L64s4rllO3h59c72bvC/Wrhg3l+6Y2fB/IUnAS9Ge+7wSVmcMXs0p87IIy8jMdpL2lDX2NTiSxW3lXLqrSTrcCQ1Ia6VL9UiwTI6o/MyURt2V7Fo+Q6eXrKNZVujS9buePDmn9VuXvZdABFJADJUdWdn3r9g/sI7gPmtrwdiY5g7K4/TZuZx/LTcTneKVtQ2sLmkJqrE6tbSml4JDA5XgjJRraURx3u+VGfPkY8272HR8iKe/Hhbe77Ip4UL5k3prp0F8xe+Dxwczf4z54xh7sw8DikY0am/AVWluKq+5dxrJeW0s5PyhUZbgp3iraXwg/tVZ++fgl3ri5bv4NmlO9qrqP9j4YJ5V3fHzmgJnSDTRqVx1n7OP58SJkvZEU3NyvaymqgSq52VLzSiE4iL8XzxcCl8t7byRyR1WmlnV0UdL6wo4tll26MVxQQ5v3DBvP90x86C+Qs/B0T93GOm5nD6rNGcMmPUXouggzj5wpZzr2VNuf/bjJbuk5YY58UPUsLkNt36Gp2R1KnucFVl3c5KFi3fwVOfbI9WYBzEEjr9wNDvlR04hDzulEBsqDpmc0kN9yz+lHsWf8qYjERObUcvPJyYGCEvI5G8jMRQG384FbUNbC2tYXdFPbsqa1u137XI+RRX1Q+bG4HUhLhWMjyR8ha5aQmMTEtgTGbnNrJo7Kyo5YUVLvDQeuB3X5MUHxty+IKzTH789ApmjkkP6aZO7cAxi4+NoSAnhYIo0l5B7fIdZbWh9RRq5WwlD9W6un8oMyI5PqqMYbiMSl6Gk3/qjsyFqrKmqDI0Cyk4Kymc5EBsnyfbmpqVZ5ft4NllO4iPFY6YHF0vvK1tceybl86+eeltnmtsamZ7WS07K2pDcgW7o7QH766s7zMd8oFGbIyQnRKIlDEMl+Tx9q2xmUndHj4alHhZtGwHz68oiiqVF34+EXZu9Sal1Q38451N/OOdTaR7euGnRtELD0dEyEoJkJUSiFrtFXT+o8mrhLeb766s77WujIFOQlxMmOxcIHTWhcvy5KYlMHZEUrclwypqG1i82gUeXlm1s9cqfztDblpCSKJo/e4q7nppLXe9tJZxWUnMnRFdLzycmBhhTGYSYzKTOGJy27xlWU0DW/fURK4n78zbFbaeSqrqeqXDdTCQlhAXIbMaIcnjyTyNSk8kLz2x275UcK7kouVFvFdY0sZPjRH67OcdiIsJBQreWV/CO+tL+METy9l/XCZzPb3wiTkp7Z7pCXGxTMpNjdrVGtQu315WGympWRG+P7lrvVVtOdARgRHJgQ7XU26qkxTLSum+L7V8W3loVmnruZLgAhzhQce8L/78z2FPXwX8VER+CfxKVbs1yKK+qZmnPtnGU59sIxAXwzFTcpg7M4+TZ4yKKoHaYls8M8bEM2NMW1+qoamZ7aXOlwpJagblEMPW0+7KumFTmBUXI2S3s57Cr+WPSOq2/GpwruSi5W6uZDSpvL7cp4LsrqznvrcKue+tQrJSApw8fSRzZ+Zx1JScdgO9IhL6GRw0YUSb52vq3RyYXa3Ou9braXdlXa91ZQx0EuNj2qyn3FayhsEYQnclw8qqG3h5dRGLlhXx6ppdXZZF6glZKYFQMfDqogpWP1/BL59fw6ScFE71zr398jPbLRaLjXHFsPkjkjkyyvOl1fUuLrWX9VRcVd8rXRmDgfTEuND6iRiNELyWlsCo9ARGpXV/LnawEHTR8h18sLHtXMm4GOmzWFX4e7++djevr93Ndx9fysETRni+VF6HHauJ8bFMGZnKlJFtfanmZqWoopai8jC/KVxms7LlWvkwSSaK0BJDaGc95aS6GEJ3Zzk2NytLtpbx3LIdPL98R1QZ2PC9xOg/LKHjAy9/+3ie+Hgrd7+8LmKj2VZWG3LMkuJjncRJfkaolXJSTkqnNvW0xHj2zYuHvI5f19yslNU0hNr1WrePtm57b6/Fvbfk36IRIy4w3J02yWRPTiAjKb7Xh4aW1TSwfKuTRQjOptlUEn1WCMCRk7O59YzpPPHxVv78+oZetWXmmHT+dukh/PrFtTzyweaI4MfybeUs31bO/3thDdkpAU+GKcOTD8hkVPreK9BExM0NSEsAMjp8bUNTM6XVDZ2SLYu2roLto32ZaIyLkdBaSQ60lgnYu+RESkIcmcnxvTqAXdVVigfnhwQlN9o7FGNjhAsPGcfXT57Kl//6flQd7J5w1bGTmDdnNHc8s4q317do1zY0aWhQ/XcfW8aE7OSQXM5sb/ZBZyrQ4mJjGOd1luyNmvqm0D5VFVpTXWtxr65v7NMb64S4mL1I30TZp8JkLIP7VG/q/DY1Kxt2V7JkS8t6Wr6trN0K8YykeK4/YQpn7TeGw+94qdfsCHLfZYdQUdvILxatjtgry2sbefSjrTz60VbiYoR9RqWFJHPmjM1kWl5ap26QO3L+wwnqoVfUtm5d34vEi9f6Xu3tUX15sy1AUiC473RPciIt0V3rzZkJtQ1NrNxeHtqjlm0tY01RRbt/W1NGpjL/tH2pqm/kxn993Gt2BFn87eO5940N/PHVTyMSSZtLavjLGxv4yxsbSAnEMnOsO/eCEl8TspI79beWkRTfqcGrTUFfypP7aVfipT5SJqG1xEtfJhpjBG/f2YtsV9iaai05kZEU3+tzF0ur61vOPG+f6mg4/QnTcrnljOnc+/oGHv5gc6/acuTkbO48bw6/en4Nj328NSL48fHmUj7eXMrPn1tFblpC2Hpy515HxQ1BRISR6YmMTN/7a+sbmymtqe+y5HCL796/vlRUyaVA+xKoIV8qKb5X5y6qKltLa0JrKbi22kuQxccKlxxewNdOnMKZv32jvbW3P5AK3AZcKyI/Bv6kqnuNWtw0dxqHTsziZ8+s5KOwzur6xmZeWrWTl1bthP+6DsPgLM7ZYzOYOTaD1E4kG+JjY1yFbfbefanq+kbKa6LIS7Xjo7eReKl3519fxlsTI3yp6OdfcqD1tZZ9Kyh92Zu+VGNTM+t2VUb45yu2l7dbIZ6TGuDGk/fhiElZnPyr13rNjiCPXnskn+6s5FcvrIkoyimpqueRD7bwyAdbCMTGsO/otAj/fJ9RaZ26b0kKxDJ1VBpTR3U87k5VKa9ppKKuoVOSw1V1baVhq+qa+sWX2ts9XUeyqGmJ8aQEYnvVl6qpb2LF9pZzb8lWJ1vWXjJjxuh0bj1jOoXFVXzv8WW9Zge4Io3FNx3PH1/9lHvf2BBxj7B+dxV/ePVT/vDqp6QlxjFrTEaEfz4uq2Pp3SCZyYFOBZGbmpXS6voIudfuSA73ZaIxRqTd9dI6XtWej57eB75UcWVdaDRDMC7VkXLB6bPy+M5p+3Lnc6t4dtmOXrXltJl5zD99X+5ctIpnlra8t6qb0ft+4R5+snAleemJobhU8PzLTt17B09MjDA6IynqHJfW1DY0UR6KIbQvOVzd6ixsve6a+zDTGB8r7Uo1d0YCPCUhlszk3p27qKpsLqlhydbSkGTnsm3R59uCS3pfftRErj5+MkcteNm68voZS+j4QEJcDFceO5lLDi/g9bW7eG75Dl5auTPihqOmoYkPNu7hg417QteCgYnZYzOYmJMSarvsimxTODExwoiUwF51y4czZdUNbCxpkbVbvaOCpVvLWg/kjcqc/IxQReeUkc4xfuLjrX1i58j0RO44dzbfPGUfXlxZxKLlO3hz3e4Ip6a4qp7Fq3exePWu0LVgYGLGmPSQ5MCE7GRGpnVOaqA18bExYckfozXNzcquyjonceDJ2q3YXs6SLWV71UkPxMZw1JTsUEVnTiecnp4wJz+Th648nLVFFV6FTxFLt5ZFvMZ9H9U8vWR76FowMLHPqLSWlt6s5E7LNrUmKRDb6wnZoURQLjEoabdhVxXLvOTN3rolMpPjOWlfJ6d3zFRX0dlXlTUxIpy13xjOmD2a9wtL3JpatoNtYQGJxmZlxfZyVmwv51/vu2BtMDAxa6zTrw/KNo3LSu7WDZGIkJ4Y32npi+FIUC4xKBnl5vi55M3eqvkmZCdz2sw8Tp2ZxwHjXEXnk59s6xM7kwOx3HDSVL5y9EReXbOL55a5LqHweVRV9U28t6EkQis8GJiYNTadiTmpoXOvK7JN4cTGtHSPGW1RVUqrG9gYJpe4qqhir4UwQQ4cn8lps1xF54Tstl3EvUn+iGR+deH+fOe0fXlhhevoeGd9ZJfQroq6lmC8RzAwMWN0ujv3vD2qs7JNrQnExbgkUccx1WFLsEI3KOlaWFwVmg25tzMsIS6GY/fJdb7U9JF7DTSq6uUi8jecJO0RwG+Bb4jId4FHVLXDTOwhBVk8es2RrNxeEaqWXrUjssln/e4q1u+u4omP3V4pgtOxH5vBVM+XCu5T3e3QTQ7EDYsh9t2lvrGZLXtaJDfX76raayFMkOyUAKfMGMXcWXkcOTmbhLhYCjtxn9gdYkU4/+BxnHPAWN5dXxJaU+FSafVNzaFiniCBuBhmjE5n9tgMJucGpXZSGJfVvQ5dESEjOb7bvv1woLKu0fOjXBxhTZFLDK7d2X4hTJApI1OZO3MUc2e2SPIXFvfNmkpPjOemufty1XGTeWXVTq/jOrJLqKK2kbfXF0cU+WUkxbvZr2PSmZjdIt/UWdmm1sTGCNmpCWR3XJc1bFFVSqrqQ5KuG4urWbXDxRA6KoQBV9RzcEGW5593XpK/uxTkpHDPFw9iy55qnl9exHPLd/BBYUnEut9RXsuOFbURM6bHZiYxe2wG0z1farwnLd7dDt3EeDfre2RvfFNDkJBcoremNhRXsWJbeYeFMEGS4mM5YV/nS3VFkt/ofcyz85GkQKwnsZZHQ1NzyDF7aWVRRJArSLTABLgDcExmYoQW4vgsF5QPttv1dnXJUKCxqZmS6vqQJM+20pqwOR/Ooe+K7EV8rHDg+BGcNsv9Tsdm7r1yoLfJTUvgokPHc9Gh4ymvbQg5Zq+v2R116Hq0wAS4THtwHQU1gPNHJEXIQXVXomcoU9fY1NJSXlHn3RxGasB2paMtLTGOY6fmMndWHidMy+32jXxPCFbqXX/i1AjH7KNNe6JWQQUDE63JSIoPBbkmhAKowTUVIDsloVerS4YCqkpVfVOolbxldlrLzI9tpbVdqsIem5nESZ4sx6ETs3q106wzxMYIh0/K5vBJ2fzgzBks21rOc8u38/zyItbubCuFEy0wEWRUekKkBnB2MiPTEsn1JDUzkuLt3GtFsDM3KHmxo7y2jTZ1NPmY9hCB6Xnprnhh1iimjerc/JreJCUhjjNmj+aM2aOpa2zirU+Led4rlIk2DyBaYAJcx0H+iCRvJpVLRo/LSoqQWumuRM9QprGpmeKqFumwbaXemgqee8XVUf2P9gjExXBoQRZzZ+Vx6oxRjOpER0tvk5eRyCVHFHDJEQWUVtfz4sqdoUKZaNJV0QIT0DJDL/zcG+v5UrlpCWSnJHRbomcoU9vQFCFBt7mkJdC+sbiKzXtquqShn5kcz3H75HLazDyOm5bb5cSGqr4uIkcBZwN3APsCDwG1wON7+3wRYcaYdGaMSecbp+zDxmI3x+e5ZTv4ZEtZmzNcFdbtrGRdlDNxRHJ8aCbV+JDufWJonxrRy5W6Q4FgZ+5uTyZzZ0XYuef55tvLarrUyT0+K5mTp49i7sxRHFyQ1e8/8/jYGI6emsPRU3O4/TMz+XhLKYuWOQm4aD54fWNzqNMwHBEYnZ7Ycu5lpzAuK5lRaS1yPemJvdvtOxRoblb2VNeHJMO2lwXXVFUojlDchQKpGIFZYzNCclR76zbvC9IT4zl7/7Gcvf9YahuaeH3t7pCcbrTvpaymISSnFU4gNibClwqegblpQXmxBCvUi0JDUzPFlS1jEoLFepvCZqd1RYY8MT6Gwydlc1o/FYJGI39EMpcfPZHLj57I7so6Xlzhio7fXl8cNVG+tbSGraU1PLc8smsoNSEu5EcF7/nGjkgKrafs1EC/388OBmrqm0LraVdFXciXCsYRtuyp6ZI6QHZKgOOnjYwoBDX8x+5MBwjhjtmPz5nFzvLaCOmljir4m5pdW9zmkhpYF/39E+NjWs2McfMZslMTSEtsv/U4JRA3oG8MVJW6xuZIeYBWLbp7qhtaNFvDZiqUVHdfqzWaNNA+eakDKskR7pg1NyuFxVUR0ibLtpW1q6ld29DMmqLKqFrjQdIS40IHaVCbMyc1gazUQEhGKprMRlL8wE4uqirVEZJebVt0i8M0f8NnVPWkxbQn0kD9RbhjVtfYxOodFRFSOauLKtpNLpTVNLQbmAd3U5mVHGiznnLSEhiRHN9um3FKQhwJcTEDek01NWtIwjKatFdFbWPYnJfImUI9GaKdk5rAfvldlwbqL0TEtdnnZ3DT3H27LGVZVF5HUXkd7xWWRH0+Plba1RNOT2zdyh4pBTTQbwzqvXMvXK4yXIqiJWkTuZ6KK+t7pJndXWmg/iIhLpYTpo3khGkjuyxl2disFBZXU1hczetro79/ciA26nrKSQ04X6qN3KK3TwXiBtRe3pqgL9WRtFd4AUz4DJg9PfCl4mOF6V7VeFelgfqLzOQA5x2Uz3kH5XdZyrK6volVOyradGSEk5EUH7Gegnr6WSkJHUqWDXZfqqK2lS8VNlOoJ7Pz0hLiPFnhrksD7eX7UeBxEXkauBQ4F3gq+LyI5Klqp7RrJmSncOWxk7ny2MltpCz3VsG/p7qBPdWlfNIqMB8kRiArpfXMmEAo2RNNTjF4bSDdw0SjqVmjylW2+FINETM5doXN+eyJPHh3pYH6i5gYV1B44PgR3HLG9C5JWao6yfdtZbW8uyG6LxWIjQnNtIo4/1ITSE+Kjy5B5Uku9qakYl/Q1peK9NHLqhsi5hAHE80lPZhDHN6BF/TPp49OH1AddInxsZwyw81L7aqUZX1Tc7vFfUFSArFt1lNumheXiiLPGZJKj48d8L5UbUNrXypSzqukqj7svKsN7VmlPZhDHOzAm5Pf4ktNyU0dUH9/OakJfP7Q8Xz+0PFdlrKsrGtk5fbyDiXmM0OzjSNnhmalBDqQW4wjMX5gxxCam5XqhvbldyvqGiluNYcxOEOoJ3NNgx144f752Mye+1JG7zNwTg4jgpHpiZyUnshJ00cBkTM2Vu2oCMvYV1FUvvdq2tqGZrbsqWHLno5bMqORFB9L60RPePInIS6Wvvrbbm7WqPqo4Q58Xw10g/BOFScbNTE3hdljM9g3L21QZaVjYiQ0qPfs/ccCkTM21u2sDFV/bCzuXGdSRa27Ie/IYYtqixBVoz88+NWXwZwW5z36uqqqb+zToYyZyfFh3U/JTBmZypz8TCbmpAzo5GlrEuJimZOfyZz8zNC1YGBi2dYyNuyu7lJnkqqTBSyuqmd1UddmDsfFSGTwNIoWbV/dAKi6zqyO5q/09XDTvPTEUKXuhKxkpuWldXpG1kAiIymeI6fkcOSUnNC1YGBixbbyFpmBTnYmNTQp28tqI3TmO0sgLiYiGN96hk1yIK7Pzj1VJ3sWPOfa3Bj28byVYKfK+OwUxmclUZCdwowx6Z2ekTVQEGnR2T51phsqGB6YWF1UEerG3djJzqTq+qZQp0BXiZz90HbWlktMd/ltO0VkIDTKvIP6pj6dtxLsVAl+TMxNGZCFMHsjNkaYMjKNKSPTOPfAfCByxsanu6pC8jobi6s7VeRRVtNAWU0Dn+4yX6orZKUEIjqfgr5UXxfCqGoj8BfvAwARGQ+sFpHHx157X2lcWk67n9+axPhYDhg/ggPGtwyor653waulW8ooLO5aZ1KzEkpodJRIjEZQy7/dWVuBvvWlahua2u5T9S37VE8KXPZGsFOlpeM3heme3OtAKoTpDJnJAY6ZmssxU3ND14IzNlZsL28594o715lU39QcSvp0lYSQLxV9Hm5SoO9iCKpEnTPWX75UfKwwbkRyxJqaNSZ9wBXC7A0RIX9EMvkjkjl99mggcsbGmqJKNhVXhXyj3ZV770yqqm+iyuuQ6yopgdbzRSLPv0Bs3/lSjU3a4fyx6j72pVICsaEOzQnZyUwMkzkfSIUweyMuNoZ989LZNy+d8w8eB7gOpTVFFSzbWsb6XS5+sNHreutMYqK0uoHS6gbW7dzrSyOIjZHoM5XDfPS42L479+qbmlvtTa3nJPZtDCEnNdDin2enMHVkKvvl904hjNE/DJ7TZJgTLTARpLahKRSIDx6mW/ZU91plUk2DG1q4u/1mjUHLCC+bn5uWwMi0BC+AFZRbce3BQ3UzCw9MtKasusELclWFkofby2pD2f/iHlQmNStuKHkPKjAHKrExQnZKS2XI6IxEL8ieEgq4d2bI9mAlWmACnOMfLhcWdPyLylsqc/f0oDKp0ZOR6opE4mAhIS4motIof0RSaI8KyhgMpuRyV4kWmADn+G8rrYk49zZ7QflghVJPqrzrG5spaaynpG8ky30lLSEutJ5y0xIYl5Ucsaa6O0tmMBAtMBGkur6RzSU1bs6Lt6a27qlpqaSsrOuSzFNrquubqK5v6pKk3WAgvLsyJy3AqDTv3MtukW3NSe2e/vlgIDwwEU5wdlCLlK8LUOwob6nILa6s65LMUzhD2ZeKi5HQespJTWB0RlLILx/n+VIDLLl8OG4G++erlr/SnHH4+T16s+RAHAdNyOKgCVkR1yNmB4XJQ+/0qrx3VdT1yA9qaNJQUGyokRQfG1pPOakJLtCeleTmh2YnMzYzqc98KW1u8v1AzU5N4PhpIzl+WuQ0ifrGZraWunMvGEvYvKc6ohulPTWHzlDX2ExdY32X5McGC+mJcaEuk5FpCSE/apyXvMlLTxxUhXpdQURcoiq77SyWyrrGsLiU86e2ldZ6KgRuTUWT7O4sVfVNVNU3RZXUHcyIEBFDGJmWGDGTryezZAYD8bExzByTwcwxGRHXg7ODWmRX3cfOisi4VHcLSJqaNVSkPNRorVQx1oshBMcpjMtKHlTJZSM69hscAiTGx4bmXERD1VVmhjtnwVa83VX1VNY2RlQbhFdv9sSJ6y/aqygLVi5GtGB6cha5aa4FczBVM/QnGcnxzE527ZXRaG5WSmsaItbTLk+bek9VPZVR5KWCa6wnycX+Ym8VZSNSAhFyFsF/M5PiB3QruF+ICKPSExmVnsghBVlRX9NaOziodR4MULRXAVxV19ijG4P+onVFWXg1UGpiHDkpLXIW4TIpqQmmXR6N+NgYJmSndDgkPVw7OLiegvtVRW3rbqqwqqg+rizvDWKEVhWKkRVlaYlxkRJOYTKGQzkB2BOSA3FMy0tjWl77vlR5UB4xbD3tqnA3k+HraTD6UoHYmFD3WbTq/Myk+DbrKdeTsxiqCcCeICKMSAkwIiXAfuMyo76mKTSHIUy+tSJY5FAfsYZa++g9SS72F4nxYb5UlHU1IiXQZj0F558NJl9KVR8RkXeA21Eu7auvExPTUtx3+KTsqK+pb2ymuCpyPQUlp8trGqP6Uv2heNBbdFSdn5oQR7bnQ+WGyYLlpvk7/6yxbGeBiOyrqqt8M6IdAnExTMxJYWJO+75UdX0juyvqQ3MYwmUSK2v969LrDWJjhJQ21fkt+1R6YnykDHRIGsxmybZHakIc00enM310etTnVZXymsbQvhS+pkqq6n1VPOgNgr5Uez56MIYQOQrB+VJDNQHYE0SEbG9MROuC0SBNzRqSsovco1xcyq8uvd5ib2pJWSlt11NuagLpSRZDGA5YQmcYICKkJcaTlhjfocMWjb3pNvZ1gL49SYnBpPk8FImJEbJSAmSlBJhG9OBXezQ0NVNd1xRK+kRz2PrypjI+ViLW1GDUfB6KxMfGkJeRSF5G16Ut6hqb2rQoh+9TVfWN3a6C7gyRCcDBp/k8VEkKxDLOq+juCqpKTUj6pe26CnZa9BWCk6hKHsSaz0MRESEjKZ6MpHgm53ZtYHFTs0bI6EXKnbmzry8D9K0TgKlhhS/Ba4E4O/f6m9iYlupJ8vb++nAampojzjq3N/njS7WeQRaU5xpOvpSqbgIuG3v1XxqBK/yyIxAXE0r6dIXOzCStqmuiL+PzoQRgO+sqaZD6UhIT2wCsDj0WORZ4W1UHRStUciCO8dlxUbsxOqL1HK3q+qY2PnpfBuiDvlRHCcCBPoNzKCIiZCTHk5Ecz5SRXfelOppJWlXXSH0fFvnFRi2mapHRNV/KH2JjxCUx0hKYPnrvrw+nvrGZ6vpIX6p14qcv60YDwcL0aD66dx5aos/oCEvoGB0SEyOhAfej/DbGGBLEx8aQkRxDRvKAksswBjEJcS6xm5US8NsUYwggIiQH4tyA2q7lqw0jKrExLYU1htEbxMfGkJkcIDPZzr2BRHzm6N1+29AdRITE+FgS42PJ7lqM1dgLsek5W1Rdr4qIFACvAEUi8kfgj6q6w0/7+gqRlkDlyL2/3DD2SmyMkJ4YP9AkN41BTCAuhkCc+VLG4MVSyIZhGIZhGIZhGIZhGL2ISEx4ffdoYJX3723AJhH5p4gcKdYqYhiGYRhGF7CEjmEYhmEYhmEYhmEYRh+hqm8Ds4ATgceAWOAi4E3gbREx9RTDMAzDMDqFJXQMwzAMwzAMwzAMwzD6EHW8oqrnAhOBO4DdQKGqNgKISKyITPDTTsMwDMMwBjaW0DEMwzAMwzAMwzAMw+gnVHWTqt4KjANuDHvqNGC9iDzeVFuZ7o91xkClqbYyWUSuExEbT2QYhjGMsYSOYRiGYRiGYRiGYRhGP6OqtapaFHZpX6AROLtxz7Z9fDLLGKA07N44Bbgb2CYii0TkUhHJ8NsuwzAMo3+xhI5hGIZhGIZhGIZhGIbPqOr/A8YD35OYuAa/7TEGFrFJ6SXAQkCBU4G/AUUi8l8ROcdP2wzDMIz+wxI6hmEYhmEYhmEYhmEYAwBVLVLVn8aPnLjEb1uMgUV89rgtqnomkAdcDbwKBIBzgcuDr/NmMcX7Y6VhGIbR11hCxzAMwzAMwzAMwzAMYwAhIuq3DcbARFWLVfWPqno8bg7Tt3BSbEFOxMmy/V5EjhURi/0ZUSn/4IkTRGSU33YYhtE1bFM3DMMwDMMwDMMwDMMwjEGGqm5V1V+p6vNhl08Ecmjp4tm45Xdf+rEvBhoDmrotK64FdojIPX7bYhhG57GEjmEYhmEYhmEYhmEYhmEMDW4FDgDuBDYB+c31tV/z1yRjIBKTlP4/oA74NHhNRA4UkT+LyNkikuKfdYZhtIcldAzDMAzDMAzDMAzDMAxjCKCOj1X1ZmAicHRMfMKf/bbLGHhkz73uDiAbCF8fnwWuAB4HikXkWRG5XkQK+t9CwzCiYQkdwzAMwzAMwzAMwzAMwxhiqGqzqr6Zf/3fb/LbFmNgoqpVqloedumfwPeAd4AAcBrwW2CDiLzkg4mGYbTCEjqGYRiGYRiGYRiGYRiGYRjDHFVdqao/VdUjgDzgUuA/QAVQGHxdY9lOk2MzDJ+whI5hGIZhGIZhGIZhGIZhGIYRQlV3qur9qno+kAPcHHyu+tP3DvDPMsMY3lhCx+gxGzZs4JxzziE3NxcR4dJLL+3S51966aWISMS12267DRGhsLCw9ww12sV+3sZQJNq6vu+++xARFi9e7JtdhmEYhjHQWLx4MSLCfffd57cphmEYhtFp7J6v/1DVelXdHXycOHb6Sj/tMYzhTJzfBhiDn0svvZQlS5bw3e9+l7y8PCZPnuy3SYZhGIZhGIZhhPHxxx/z+OOPc+mll1JQUOC3OYZhGIZhDGICoyYX+22DYQxXLKFj9Ii6ujpef/11rr/+er797W/7bY5hGEaHXHLJJXz+858nEAj4bYphGIZh9Csff/wxt99+O8cff3ybhM6xxx5LTU0N8fHx/hhnGIZhGL2E3fMZhjHUMck1o0cUFRWhqmRlZfltiuEzFRUVfptgDDKampqorq7u168ZGxtLYmIiMTF2/BmGYRhGkJiYGBITE4mNjfXbFMMwDGMIYfd8hmEYvY/tbka3ufTSS5kwYQIAt99+OyIS0iltT4M72rwco2+pr6/nzjvvZP/99yc5OZmMjAwOPvhg7r777javraur49ZbbyU/P5+EhAT2228/nnnmmYjXFBYWIiLcdtttPPzwwxx00EEkJSXxta99LfSav/zlLxx44IEkJSWRkZHBqaeeyhtvvNHm6wVnLr388sscccQRJCcnk5+fz89//nMA9uzZw1e+8hVGjhxJcnIyZ555Jtu2bWvzPoWFhVxyySWMGjWKhIQEJk+ezK233trGcSwpKeEb3/gGkydPJjExkezsbA466CB+8YtfRLyusbGRn//858yYMSP0us9+9rMsXbq03Z/FI488wv77709SUhJTpkzhb3/7GwCbNm3ivPPOIysri7S0NC6++OKoya/t27dzzTXXMH78eAKBAGPGjOHKK69k586dbV47GAnqGL/44ov8+Mc/Dv0OHnnkEVSV3//+9xx00EEkJyeTmprKCSecwCuvvBLxHuE/74ceeog5c+aQmJjI+PHjue2222hsbOy0HeF6yrW1tdx2221MmzaN5ORkMjMzmT17NjfddFObz+/vtV1WVsbNN9/MlClTSEhIIDc3l4suuoj169fv9Xs1DMMwBjcVFRV873vf47DDDiMnJ4eEhASmTJnC/Pnz2/g4qsqf//xnDjvsMFJTU0lNTWX27Nn84Ac/ANyMgcsuuwyAE044IeS3B2dftvbfV65ciYjwzW9+M6ptF110EYFAgF27doWuDXVfxjAMw+gYu+ezez7DMPoHk1wzus1VV13F/vvvzze+8Q0++9nPcu655wKua8cYGNTX1zN37lwWL17MqaeeysUXX0xiYiJLly7l0Ucf5frrr494/Ze//GXi4+P59re/TX19Pb/5zW8455xzWLNmTRtpjscff5y77rqLa665hquvvpr09HQAbr75Zu68804OPfRQfvazn1FRUcGf/vQnTjjhBJ544gnOOOOMiPf56KOPeOqpp7jyyiv50pe+xCOPPML8+fNJTEzk/vvvp6CggNtuu41169Zx11138aUvfYkXX3wx9PkbN27k0EMPpaysjGuvvZapU6eyePFi7rjjDt58801eeukl4uLcVnf++efz2muvcfXVVzNnzhxqampYuXIlixcvjnDkvvjFL/LII49wyimncM0117Bjxw5+97vfccQRR/D6669zwAEHRHwPTz/9NH/4wx+49tprycrK4t577+Xyyy8nEAhw6623cuKJJ/Kzn/2M999/n7/+9a8kJibyl7/8JfT5mzZt4ogjjqC+vp6vfOUrTJ48mXXr1vH73/+eV155hQ8++ICMjIzuL4QBxLe//W0aGhr46le/Snp6OtOmTeOSSy7hoYce4rzzzuOyyy6jrq6OBx98kFNOOYVHH32Uz3zmMxHv8eSTT7J+/Xquu+468vLyePLJJ7n99tvZuHFjKJHWFa677jr++te/8qUvfYlvfvObNDY2snbtWl5++eWI1/X32i4rK+PII49k06ZNXH755cycOZPt27dzzz33cNhhh/HBBx+EkuqGYRjG0GPr1q385S9/4XOf+xxf+MIXiIuL49VXX+XOO+/ko48+YtGiRaHXXnLJJTz44IMcdthhfPe73yUzM5NVq1bxn//8hx/96Eece+65bN++nT/96U/ceuutTJ8+HaDd2ZfTp0/nkEMO4Z///Ce/+MUvIjp3ysvLeeKJJzj99NPJzc0FhpcvYxiGYXSM3fPZPZ9hGH2LJXSMbnPEEUcwevRovvGNbzBnzhwuvvhigIgqCMNffvOb37B48WJuueUWfvazn0U819zc3Ob1OTk5PPXUU6EuqhNOOIFDDz2UP/7xj9xxxx0Rr12+fDlLliwJBQQAVq9ezS9+8QuOOuooXn755ZBm7RVXXMGMGTO49tpr+fTTTyOCAkuXLuXtt9/msMMOA+ArX/kKEyZM4Bvf+AbXX389d911V8TX/fWvf83q1auZNm0aALfeeiu7du1i4cKFIefq2muv5aabbuKXv/wl999/P1/5ylcoKyvj5Zdf5pprruG3v/1tuz+zF154gUceeYQLLriAf/3rX6GfxQUXXMBBBx3EDTfcwOuvvx7xOStXrmTFihUhR+vCCy9k3LhxXHLJJfzyl78MVbdeffXV7NmzhwceeIDf/OY3pKamAvC1r32NhoYGPvroI/Lz80Pve/7553P44Yfz61//mttuu61dmwcTNTU1fPTRRyQnJwPw2GOP8eCDD/LHP/6RK6+8MvS6G2+8kcMPP5wbb7yRs846K6Kz75NPPuH999/nwAMPBOD666/n3HPP5b777uOqq67i8MMP75JNjz32GKeffjr3339/u6/xY23/4Ac/YP369bzzzjvst99+odddeumlzJ49mx/+8IdROyENwzCMocGkSZPYvHlzxFyb6667ju9///v85Cc/4b333uPQQw/lkUce4cEHH+Tiiy/m/vvvj5CYCfp7c+bM4YgjjuBPf/oTp5xyCscff/xev/6Xv/xlrr/+ehYtWhQRwPr3v/9NTU0NX/7yl0PXhpMvYxiGYXSM3fPZPZ9hGH2LSa4ZxhDmwQcfZMSIESG5jXCi6cneeOONEU7UIYccQmpqKmvXrm3z2nnz5kUkcwCeeOIJVJXvfOc7EQMIx4wZw2WXXcbGjRv56KOPIj7niCOOCDk/AIFAgEMPPRRV5YYbboh47THHHAMQsqe5uZknn3ySAw44oE2lzC233EJMTAyPPfYYAElJSSQkJPDuu+9SWFjY5vsJEnz9d7/73YifxX777cdZZ53FG2+8ESEvAnDOOedEVM3k5uYybdo0YmJiuO6669p8Dw0NDSEbysrKePrpp/nMZz5DYmIiu3fvDn0UFBQwZcoUnn/++XbtHWxcc801Icce4B//+AdpaWmcc845Ed97aWkpZ511FoWFhW3W3ymnnBJy7MG1un/nO98BWn5/XSEjI4Ply5ezbNmydl/T32tbVXnwwQc59thjGTt2bMTPJiUlhcMPP3xIrQvDMAyjLYFAIJTMaWxsZM+ePezevZuTTz4ZgHfffRdw/h7AL3/5yzb+XU/mBwRl1R544IGI6w888ABZWVmceeaZwPDzZQzDMIyOsXs+u+czDKNvsQ4dwxjCrF27lv3335/ExMROvX7SpEltrmVnZ1NcXNzm+j777NPm2oYNGwCYOXNmm+eC19avX8/BBx/c4dccMWIEABMnTox6PWjPrl27qKysjPr1srKyGD16dEh3NhAI8Jvf/IYbb7yRiRMnMmPGDE488UTOOeccTjrppIjvISYmpk2yKvg9PP7442zYsCEkMdLR9zB69GgSEhI6/B5Wr15Nc3Mz9957L/fee2+b92nv/QcrrdfNypUrqaioYNSoUe1+TlFRUcTnRfvdzJgxA6BbOsO/+c1vuOSSS5g9ezaTJk3ihBNO4KyzzuKss84KBcL8WNvFxcU8//zzEWstHBvyaRiGMfS55557+MMf/sDy5cvbdFfv2bMHcP7e6NGjOzxLu0MwnNQKWAAAnEBJREFUafPEE09QXl5Oeno6hYWFvP7661xzzTWhYNdw82UMwzCMjrF7PrvnMwyjb7GEjtHrhHc1tKYzA+wM/whvHQ5HVdtcC6+46Yuv2VV7OsPVV1/N2WefzcKFC3n11Vf5z3/+w913382FF17Iv/71r269Z0d2dvS9Bb+H4L8XX3xxhHRJOElJSd22baDRet2oKrm5ufzzn/9s93NmzZrVpzadffbZFBYW8swzz/Dqq6/y4osvcu+993LMMcfw4osvRlRndYWerO3gvyeffDI333xzt76+YRiGMbj51a9+xbe+9S1OPfVUbrjhBsaMGUMgEGDr1q1ceumlUeVze5svfelLPProozzyyCNcccUV/P3vf0dVI3yW4ebLGIZhGB1j93wdP2f3fIZh9BRL6Bi9TlZWFgAlJSVtnutOJYXRffbZZx9WrVpFXV1dm06RviBYnbJ8+fI2Q3ZXrFgR8ZreIDc3l7S0NJYvX97muT179rB9+3b233//iOujR4/miiuu4IorrqCpqSk0nPFb3/oWhxxyCJMmTaK5uZmVK1cyZ86cqN9D60qbnjBlyhREhPr6+pCEynBi6tSprFmzhsMPPzw0U2hvrFy5ss21nq6vrKwsLr74Yi6++GJUlfnz53PnnXfyxBNPcP755/uytjMzMykvLx+W68IP/j979x0eRbX/cfw96T2EkEBoCSCgNClSbDRF1ABixUZVELCgohDwXkFFKTauogKXJggqPy+CGi8iSJOLioBSpQihEwgppJE6vz82u2SzCaQX+LyeZx+zZ2bPnF2OM2fOd845UVFRNGjQgAkTJmidB7Gzbt06unXrxvz58xk0aJDqipSbRYsWERYWxn//+1+7J3RXrlxpt1+TJk1YsWIF0dHRl3z6+VIPXRXk7rvvpkaNGixcuNAW0Ln22mvp0KGDbZ+rvS0jFl27diUqKuqSUxuLlKW812upPHTPlz/d81UOYWFhhIWFaT1wqVI0dk9KXYMGDXBxcWH16tV26f/73//45ZdfKqhUV6fHHnuMuLg4Jk2a5LCtuKNcLqVPnz4YhsHbb79NRkaGLf3UqVPMnz+f0NBQ2rRpU2rHc3Jyonfv3mzfvt2hc2PKlClkZ2dz7733ApCSkkJKSordPs7OzragjTUA2bdvXwAmT55s9xvt2rWLb775hltuuaXA4dDFERgYyN13382yZcvy/f/DNE2HNXuuJAMGDCA7O5tx48bluz06Otoh7ccff2Tbtm2296ZpMm3aNODiv19hZWVlER8fb5dmGIatnlrrRUXU7ccee4zffvuNr776Kt99zpw5U2rHEymK5cuXK5BRTAsWLGD69OkVXQypIpydnTEMw649kpmZyZQpU+z2e+yxxwAYM2aMw6id3J+1dqLl99BVQVxdXXn00Uf5+eefWbJkCQcOHHAYhXO1t2Xk8vbv38/IkSO59tpr8fb2xtPTkyZNmjBs2DC2bNlS0cUTkTKme7786Z7vyqB7I6kIGqEjpc7Hx4dBgwYxZ84cHnnkEbp27cqBAweYP38+rVq14s8//6zoIl41Ro0axbfffsukSZPYsmULd9xxBx4eHuzevZt9+/Y5BN1KqmnTprz88stMmzaNzp07069fPxITE5k9ezZJSUksXrz4kkOSi+Ott97ixx9/pG/fvowcOZJrrrmGDRs28OWXX9K5c2dbp8P+/fvp0qUL9957Ly1atCAgIIC9e/fyySef0KBBA9sChT169OChhx7iiy++IC4ujl69enH69Gk++ugjPDw8+OCDD0q1/ACffPIJt9xyC507d2bAgAG0adOG7OxsDh06xIoVKxgwYMAV20B44IEHGDx4MDNmzGDbtm306tWLGjVqcPz4cTZv3szBgwcdRvZdf/31dO/enaeffpqQkBBWrFjB6tWr6d+/PzfeeGORjp+YmEhISAh9+vShTZs2BAcHc/jwYT755BMCAgLo3bs3UDF1+80332TTpk089NBDPPTQQ3Tq1Ak3NzeOHDnC999/T7t27ViwYEGpHvNqFhoaSmpqKi4uahpdzvLly/n000+v2PPS5ZSkrixYsICoqCief/750i+YXHEeeOABxo0bx1133cV9993H+fPnWbJkCa6urnb7Pfjgg/Tr14+FCxdy4MAB+vTpQ0BAAPv37+eHH36wLQDdvn17nJycePPNN4mLi8Pb25sGDRrYLeacn4EDB/LBBx8wYsQInJycePzxxx32uZrbMmKxatWqfB8Ymzt3LiNGjMDDw4NHHnmE1q1b4+Liwv79+/nPf/7Dv//9b3bv3m1bG0OkuDp37kxqaqrDOVIqnu75CqZ7vqrvar83koqhXgspE++//z6mafL111+zYsUK2rVrx7fffsvs2bMV0ClHbm5urFq1infffZclS5Ywfvx4PDw8aNy4MYMHDy6TY06dOpVrrrmGjz/+mIiICNzc3OjYsSNLliyxBU1KU2hoKL/++iuvvvoqn332GfHx8dStW5dx48bxj3/8w9bhVq9ePYYMGcLatWtZvnw5aWlp1KlTh6FDhzJ27Fi7eX4XL15M27ZtWbBgAaNHj8bb25suXbrwxhtv0LJly1L/DvXq1WPr1q1MnTqVFStW8Nlnn+Hh4UG9evXo3bs3Dz30UKkfszKZN28e3bp1Y/bs2UyePJn09HRq1apF27ZtmTx5ssP+ffr0oWnTpkyePJl9+/YRHBzMP//5T/75z38W+dheXl48//zzrFmzhtWrV5OUlGRr7I8bN47atWvb9i3vuu3v78+mTZt49913Wbp0KStWrMDFxYW6detyyy238OSTT5b6Ma9mhmHg4eFRqH0TExPx9fUt4xJJZVWUunKlUJ2vGC+//DKmaTJ37lxGjRpFrVq16NevH4MHD3bo/LZei+bOncvrr7+Os7MzDRo04MEHH7TtU79+febNm8fUqVMZMWIEGRkZDBw48LIBnbZt29KiRQt27drF7bffTt26dR32udrbMlerrKws0tLS8PLyynf9idWrVzNs2DCaNWvGDz/8YNeuAsuI+A8//LC8iitXOCcnp6vu+lyV6J4vf7rnE5FiMU1Tr3J4hY79LjZ07Hdm6NjvzLjkNFOuTpO+221a60Ho2O9eMotfn9pa87n7Xxsq4qtIJXHn9A2561Rrs/h1aow1n7ci91TEV7msw4cPm4A5YcKEii7KFetcUlru+hRjluy6t8qa1/p9Zy577AsXLphvvvmm2axZM9Pd3d309/c3e/XqZW7bts1uv7Vr15qAOX/+fHPevHlms2bNTDc3N7N+/frm1KlT7fbt0KGDGRwcbGZkZDgcb+XKlSZgvv/++6Zp5l+/cqd98cUXZtu2bU0PDw9z4MCBtn3+/e9/m23atDE9PDxMPz8/s0ePHubGjRsdjgeYAwcONP/3v/+ZnTt3Nr28vMzq1aubTzzxhJmYmGi378CBA03AjImJMQcOHGgGBgaaPj4+5j333GOeOnXKNE3TnDVrlnnttdea7u7uZtOmTc3ly5fn+7t+8cUX5s0332z6+PiYnp6eZocOHcz/+7//K3b5unTpYgIOr/nz5+d7/BV/nMhdp74wS1anbHllZ2fne7yykLvOmWbB56JPP/3UbN++venv7296eXmZDRo0MB999FHzzBlL/Q8NDc33t1u7dq0tj/3795uPP/64WatWLdPV1dUMDQ01X3rpJTMpKcnuWNY6Eh8fbw4fPtwMCgoy3d3dzZtuusn85ZdfHL5Ddna2+fHHH5tt27Y1PT09TW9vb7Nr167mTz/9ZLff5er80aNHzcGDB5v169c33dzczKCgIPPGG280FyxYULIfuQjG/N+fuevUk2bx69Nt1nwemb253Movlc9Nk9fkrlNhZvHr1GRrPjN+OlARX6VYzp49a44cOdKsW7eu6erqatatW9ccOXKkGRMTY7ff/PnzTcD88ccfzddff91s2LCh6eLiYjs3dunSxQwNDbX7TNu2bU3DMMzdu3cXqixZWVnm+++/b7Zs2dL08fExfX19zSZNmphDhgwx09PTS+PrlrnDZ5Ny16eDZsmue1usef1xNK78v0wZyV2XJkyYYLumtGzZ0vz888/t9g0NDTW7dOlibt261ezWrZvp7e1tBgQEmAMGDDCjo6Pt9s17vb5SLNoclbtOzTSLX5/8rfm0eHVlRXyVQtE9X9kbvuj33HXqAbP4dep+az5PLfy9Ir5KkRw9etR88MEHTT8/P9PX19fs1auXefDgQdt5JrfSujeyttnPnDlj9u/f36xevbrp5eVldu/e3dy6datDGS93P1FZtZiwMnedqmaW4NqnV+FeGqEjIiIiFSojI4M777yT//3vf/Tv359nnnmGhIQE/v3vf3PzzTezYcMGbrjhBrvPzJw5k+joaJ544gmqVavGZ599xtixY6lbty6PPvooYJkm6Omnn2blypX06tXL7vMLFy7ExcXFtu+lLF++3Dbd0PDhw/Hz8wNg7NixTJs2jQ4dOvDWW2/ZpmTo1q0bK1as4O6777bL548//qBXr14MHjyYRx99lHXr1jF37lycnJyYPXu2w3HvvPNO6taty+uvv87Bgwf54IMPuPfee7nvvvuYPXs2TzzxhG0qyAceeID9+/fToEED2+f/8Y9/8Oabb3LnnXfyxhtv4OTkxNdff82DDz7IjBkzePrpp4tcvldeeYXs7Gw2btzIokWLbJ+96aabLvs7XskWLVrEwIEDufXWW3n99dfx9PTk2LFjfP/995w5c4agoCCmT5/OuHHjiImJ4f3337d99rrrrgNg69atdO/enWrVqvHUU09Rp04d/vzzTz744AM2bdrE+vXrHaaR6dmzJ0FBQbz66qucO3eO9957j/DwcA4fPmw3oqZ///58/vnntilP0tLSWLx4MT169GDZsmX06dPHLt/86nxmZiY9evTgxIkTjBw5kiZNmpCQkMCOHTvYuHGjw7oqIlL5JSQkcNNNN3Hw4EGGDBlC27Zt2b59O5988gk//fQTv/32m8PovJdeeomMjAyGDh2Kn58fTZs2zTfvw4cPs23bNm699dZCT6f25ptv8uqrr9K7d2+GDx+Os7Mzhw8f5ptvviEtLU1TaV1hxo4dS3JyMiNHjgRg/vz5PPLII1y4cIFBgwbZ9jt+/Di33XYb999/Pw888ADbtm1j3rx5/P7772zZssVupgURkfzEx8fTuXNnjh07xvDhw2nWrBnr16+nW7dupKam5vuZ0rw3uvPOO6levToTJ07k9OnTzJgxgy5durB582ZatGgBFO5+QsRKAR0RERGpUDNmzGDdunWsXLmSnj172tJHjhxJixYteOmll1i3bp3dZ44ePcrevXvx9/cHYMiQIYSGhvLhhx/agjQPP/wwL7zwAgsXLrQL6CQmJrJ8+XLuuusugoODL1u+3bt3s2PHDlvHO8C+fft4++23ufnmm/npp59sU808+eSTNGvWjJEjR/L333/bzbO9Y8cONm/ebJve6KmnnuL8+fPMnz+f9957z7ZguVWHDh346KOP7NLef/99Tpw4wa5du2yBpe7du3P99dfbprAA2LZtG2+++Sbjxo3jrbfesn3+ueeeo2/fvowbN44BAwbYddQVpnw9evRg8eLFbNy4Md91NK5WX3/9Nb6+vvz00092a+u8/vrrtr/79u3L9OnTSU1Nzfe3GzJkCCEhIWzZssXu3+W2227jvvvuY/HixXYdXGCZCuvjjz+2vW/WrBkPPfQQS5Ys4amnnrKVbfHixcyaNYthw4bZ9h01ahSdOnVi1KhR9O7dG8MwbNvyq/M7duxg3759TJ06lTFjxhTjVxKRymbatGkcOHCAjz76yNapDtC6dWueeeYZpk2bxhtvvGH3mdTUVLZv337ZTnTr2k2tW7cudHm+/vprrrvuOr755hu79ClTphQ6D6k6YmJi2LFjh60tN3z4cFq1asWLL75Iv3798PT0BODvv//m/ffft1t/rnnz5rz44ot88MEHREREVETxRaQKmTZtGlFRUcybN8+2/MDIkSN5/vnn+de//pXvZ0rz3ig0NJT//Oc/tvb2fffdR/v27XnppZdYuXIlULj7CRErp4ougIiIiFzdPvvsM6699lratWtHTEyM7ZWenk6PHj34+eefHZ6cGjx4sK0DACxzY3fq1IkDBw7Y0qpXr07v3r359ttviY+Pt6V/9dVXpKSkFHpEQXh4uF3HNsCKFSswTZMxY8bYrRtQu3ZtBg8ezJEjR9i+fbvdZ2688UaHtSq6d+9OZmYmUVFRDsfN3XEB2ObtHjBggC2YA9CqVSv8/PzsvvvixYsxDIOBAwfa/aYxMTH06dOHxMRENm/eXKLyyUX+/v6kpKQQGRmJaTouCn45O3fuZMeOHTz66KOkpaXZ/XvdcssteHt7s2rVKofPvfDCC3bvu3fvDmBXFz777DN8fX3p27evXb7x8fH07t2bqKgou/0h/zpv/f9t7dq1nDlzpsjfUUQqn6+//pqgoCC7YC9YOq2CgoL4+uuvHT4zYsSIQo2IOH/+PIDd9epy/P39OXHiBD///HOhPyNV14gRI+zacv7+/gwfPpy4uDi7B3n8/PzsAo5g6Yj18/PLt46KiOS1fPlyatasyYABA+zSx44dW+BnSvPeaMyYMXYPT7Vr144ePXrY1nSCkt9PyNVFI3RERKRKCAsLU8PmCrV3715SU1MvOYw8JiaGevXq2d43bNjQYZ/AwEDOnTtnlzZw4ED+85//sHTpUluH1cKFCwkICKB3796FKl+TJk0c0g4fPgxYnhDNy5p26NAhu6niCioz4FDu/PYPCAgAsJtWLfe23Hns3bsX0zS59tprHb9Qjujo6Ese73Llk4vGjx/Phg0b6Nu3L4GBgXTp0oW77rqLfv36OUxXlJ+9e/cCMGHCBCZMmJDvPnn/vcDx3yy/f6+9e/eSmJhIzZo1Czx+dHS0XT3Pr86HhobyyiuvMHnyZEJCQmjdujW33XYbDz74IO3bt7/EtxORyurw4cPccMMNdk8CA7i4uNCkSRO2bdvm8Jn8zg/5sQZyEhMTC12et956i759+3LrrbdSu3ZtunbtSnh4OA888IDdwxNyZcj74ABgm57v0KFDtrSGDRs6/Pu7u7vTsGFDu/3kyqB7PikLhw4don379nazJwCEhIRQrVq1fD9TmvdGBZ3vVq1axZEjR2jevHmJ7yfk6qKAjoiIiFQo0zRp2bIl7733XoH75A325G2MF+Suu+4iKCiIhQsXMmzYMI4ePcr69esZPnx4oTuHSmtu9kuVOb8b14L2Lyg9dx6maWIYBv/9738L3D9vMKqo5ZOLGjduzJ49e1izZg1r1qxh/fr1DB06lAkTJrBhwwYaNWp0yc9bf9/Ro0dz55135ruPNaCXW2HrQlBQEEuWLCnw+Na5u60KqvOTJk1iyJAhREZGsnHjRubMmcPbb7/NmDFjmDp1aoH5i8iVo7DXROt5Je9o1Uu58cYb+fvvv/nhhx9Yu3Yta9euZcmSJUyaNImff/6Z6tWrF6vMIiIiRVXe90YlvZ+Qq4sCOiIiIlKhGjduzNmzZ+nevTtOTqU7G6yLiwuPPvoo//rXvzh06BCff/45pmmWeAF36xNbu3fvdmhc79mzx26fitC4cWNWrlxJ/fr1830irCRyTxcgF7m7u3P33Xdz9913A/D9998THh7Oe++9Z1sLqaDfrnHjxoDlxvH2228v1XI1btyY/fv306lTJ4d1moqjYcOGPPvsszz77LNcuHCBnj17Mm3aNEaPHl2oNalEpPJo2LAh+/btIzMz026UTmZmJvv37y/RdaxBgwa0adOGTZs28ddff11yxGhuPj4+3H///dx///0AfPzxxzz99NPMnTuXl19+udjlkcpn79693HPPPXZp+bWhDh06RHp6ut2DOGlpaRw6dKjQ9UpErm4NGzbkwIEDZGVl2QVqTp06ZTc1d3EU5t5o7969dOrUyS5tz549ODs7ExoaaksrzP2ECGgNnSph4sSJGIah+eulUgsLC6Nr164VXYxCW7duHYZhsGDBgoouipSirl27EhYWVtHFkCIaMGAAp0+fLnCETn5TTRWFNXizcOFCFi1aRNOmTR3mQy6qPn36YBgGb7/9NhkZGbb0U6dOMX/+fEJDQ2nTpk2JjlES/fv3ByxTgWVlZTlsL8lvag0KxMbGFjuPK01MTIxDWtu2bQH738nHx4e4uDiHp/ratGlDixYtmDlzZr7Tx2RmZhb79x4wYADZ2dmMGzcu3+2FrQsJCQl2dR3Aw8PDFjCMi4srVvmk+PK7R1iwYAGGYditPyFSkL59+3L27FnmzJljl/7vf/+bs2fPcu+995Yof+vIvYcffpjTp087bM/KymL69Om2TvzCnkvlyvDJJ5+QkJBge5+QkMDMmTOpVq0aXbp0saWfP3+ejz/+2O6zH3/8MefPn6dv377lVVwRqcLuueceoqOjWbhwoV16aYwwL8y90bRp0+za/9u2bWP16tXcdtttts/rGihFoRE6IiJS6fzxxx8sX76cQYMGKUBzFRg1ahQ//vgjL7/8Mj/99BPdu3fHz8+Po0ePsmbNGjw8PFi7dm2x82/Tpg0tW7bk/fff5/z587z11lslLnPTpk15+eWXmTZtGp07d6Zfv34kJiYye/ZskpKSWLx4caGnhSsL7du3Z+LEiUycOJHWrVvz4IMPUrt2bU6dOsXWrVv5/vvvSU9PL1benTp1YsaMGYwcOZLw8HBcXV3p2LFjvmv7XC3uuOMOqlWrxq233kq9evWIj4+3daxbg2tg+e2+++47nnnmGW666SacnZ3p3r07wcHBLFq0iO7du9OqVSuGDBlC8+bNSUlJ4eDBgyxbtozJkyczaNCgIpftgQceYPDgwcyYMYNt27bRq1cvatSowfHjx9m8eTMHDx4s1BoEa9euZdiwYdx///00bdoUHx8ftm7dypw5c+jYsSNNmzYtctlEpGKNGTOG//u//+Ppp59m27ZttGnThu3btzN37lyaNm3KmDFjSpR/jx49mD17NiNGjKBp06Y88sgjtG7dGhcXFw4ePMh//vMf/v77b3bt2gVY1hjo1KkTHTt2tF2zZs+ejZubGw8//HBpfGWpRGrUqEHHjh0ZPHgwAPPnz+fo0aPMmTPHbmq/Ro0a8dprr7Fr1y7atWvH1q1bmTdvHtdeey3PPfdcRRVfRKqQMWPGsGTJEoYOHcrWrVtp3rw569atY/PmzdSoUaNEeRfm3ujIkSP07NmTPn36cOrUKWbMmIGnpydvv/22bZ/C3k+IgAI6InKV6ty5M6mpqbi6ulZ0USQff/zxB6+99lqRR9ysWrVKa31UQa6urkRGRvLxxx+zaNEi26LwtWvXpkOHDiWeHg0so3ReeuklnJycePzxx0ucH1ie6Lrmmmv4+OOPiYiIwM3NjY4dO7JkyRJuvfXWUjlGSUyYMIEbbriBDz74gOnTp5OcnExwcDAtWrTggw8+KHa+jzzyCNu3b+eLL77g//7v/8jOzmb+/PlXdUBnxIgRLF26lFmzZhEbG0tgYCBt2rThww8/pFu3brb9XnjhBQ4dOsRXX33FzJkzyc7OZu3atQQHB9O6dWu2b9/O5MmT+eabb5g5cya+vr6EhYUxaNAgbrvttmKXb968eXTr1o3Zs2czefJk0tPTqVWrFm3btmXy5MmFyuP666/nvvvuY926dSxevJisrCzq16/P+PHjGT16dLHLJqWrf//+PPzww1pAXgrF39+fTZs2MWHCBL755hvmz59PzZo1GT58OK+99lqpLML8xBNPcMsttzB9+nTWrFnDwoULyc7OJjQ0lO7du7N06VKaNWsGWNYR+/777/nggw9ISEggODiYTp06MW7cOK6//voSl0Uql6lTp7Jx40Y++ugjoqOjadKkCYsXL+bRRx+1269u3bosXbqUl156ic8//xw3Nzcee+wx3nnnHby9vSuo9CJSlQQEBLBx40ZefPFF2yidLl26sHbt2hK1saFw90YrV67kxRdfZMKECaSmptKpUyfefvttWrVqZdunsPcTIqCAzlUjMTGxVBrkIlcKJycnPDw8KroYUgqysrJIS0vDy8urUndg6Tx8aS4uLjz33HOXfdKya9euBQbtFixYUOA0iqNHj75kp3NYWJhDvvml5TV06FCGDh16yX2g4IUzBw0a5DDqoqDvcanvXtC0rOHh4YSHh5dq+ZycnHjnnXd45513LpvvlSDv755fvShsPfDy8mLu3LkFbg8NDWXmzJmXzedSdb2gf8v+/ftf9um+S9X5Bg0aFKpsclHu61N5cXZ2rtDRgVL1BAUF8fHHHztMaZVXfteD3C41zV/Tpk355JNPLluWiIgIIiIiLrufXBlcXFx47bXXeO211y67b9u2bfnpp58uuc+l2kkiVYHuF8tW/fr1+eqrrxzS87uPKu17o6CgIBYtWnTJ8hX2fkIEtIZOhUtPT2fatGm0bt0aLy8v/P39ueGGG5gxY4bDvmlpaYwfP566devi7u7O9ddfz/fff2+3T1RUFIZhMHHiRL788kvatWuHp6cnzz77rG2fOXPm0LZtWzw9PfH39+eOO+7g559/djieYRgMGjSIn376iRtvvBEvLy/q1q1rm2MyLi6OJ554guDgYLy8vOjVqxcnT550yCcqKor+/ftTs2ZN3N3dadSoEePHjyclJcVuv9jYWF544QUaNWqEh4cHgYGBtGvXzm4IIljmkZ86dSrNmjWz7Xfvvfeyc+fOAn+LpUuX0rp1azw9PbnmmmuYP38+AEePHuWBBx6gevXq+Pr68vjjj5OYmOjwHU6dOsWIESOoX78+bm5u1K5dm2HDhnHmzJlifYeq7NixYzz00EP4+/vj5+dH7969+fvvvwvcvzzr28mTJxk9ejStW7cmICAADw8PmjVrxtSpUx3WkMhvDZ3cafPnz6d58+a4u7sTGhrKtGnTHMr8v//9j7vuuotatWrh4eFBnTp1uPvuu/nll1+K8pNKHhMnTrRNvdCtWzcMw7DVD+uQ49WrV/PGG2/Y/l9bunQpkP8aOta0qKgo7r33XqpVq0ZAQACDBg0iKSmJ7Oxs3nrrLRo0aICHhwdt27Zl06ZNDuUyTZNPPvmEdu3a4eXlhY+PD926dXOYCuxy5+Fjx44xZMgQQkNDcXd3Jzg4mJtuuolPP/20DH5NEREpD5e6PhXn+vH555/TqlUrPDw8qF+/PhMnTiQzM7PQ5cjduX7hwgUmTpxI06ZN8fLyolq1arRs2TLfBebL+z4hISGBsWPHcs011+Du7k5QUBCPPPKIwzSARfkOIiJSPqzXnDVr1vD6668TGhqKp6cnHTt2tN0Tr1+/nltuuQVvb29CQkJ44403HPJZvnw5N998M97e3vj4+HDzzTezYsUKh/2s6/b+9ddfhIeH4+vri7+/Pw888EC+63QVti/Kuibdnj17eP755wkJCcHLy4vbbruNffv2AbBs2TLb9TEsLIzZs2fn+5usXr3aNnWWh4cHrVq1yveBGOt32b59Oz179sTf3982WkPXPBG5HI3QqUDp6en07NmTdevWcccdd/D444/j4eHBzp07WbZsGc8884zd/gMHDsTV1ZWXXnqJ9PR0pk+fTt++fdm/f79DB+by5cv54IMPGDFiBMOHD8fPzw+AsWPHMm3aNDp06MBbb71lm++/W7durFixgrvvvtsun+3bt/Ptt98ybNgwBgwYwNKlS4mIiMDDw4NPP/2UsLAwJk6cyMGDB/nggw8YMGAAq1evtn3+yJEjdOjQgYSEBEaOHEnjxo1Zt24dkydPZtOmTaxZswYXF0s1fPDBB9mwYQPDhw+nVatWpKamsnfvXtatW2d34XrsscdYunQpPXr0YMSIEZw+fZqPPvqIG2+8kY0bNzosQv3dd98xc+ZMRo4cSfXq1Zk7dy5DhgzBzc2N8ePH0717d9566y22bNnCvHnz8PDwsFsY9OjRo9x4442kp6fzxBNP0KhRIw4ePMgnn3zC2rVr+f333/H39y/Sd6iq4uPj6dy5M8eOHWP48OE0a9aM9evX061bN1JTUx32L+/6tmPHDpYtW8a9995Lo0aNyMjIYOXKlURERHDo0CFmzZpVqO85c+ZMoqOjeeKJJ6hWrRqfffYZY8eOpW7durYpAPbt20ePHj2oVasWo0aNombNmkRHR/Pzzz/z559/0qlTpxL80le3++67zzZn+vjx420Lbjdq1MjWoH7ppZfIyMhg6NCh+Pn5XXbthuTkZLp3706XLl2YMmWK7f/3CxcuEBgYyK+//sqzzz5LRkYG77zzDr179+bIkSN2T0j179+fzz//3LYeRVpaGosXL6ZHjx4sW7aMPn362B0zv/NwZmYmPXr04MSJE4wcOZImTZqQkJDAjh072LhxY6lMLSYiIhUnv+tTUa8f33zzDYcOHeLpp5+mVq1afPPNN7z22mscOXLE9lBSUTz99NPMmzePAQMG8OKLL5KZmcmBAwccnnYv73ZbQkICN910E0ePHrWtG3Xq1Ck+/vhjOnbsyO+//05oaGiRvoOIiJS/iIgIsrKyGDVqFOnp6bz77rvccccdLFy4kCeeeIJhw4bZ+nFeffVVGjRoYJsC+eOPP+bpp5/m2muv5dVXXwUsgaK+ffsya9Yshg0bZnesEydO0LVrV+69917efvtt/vzzT2bNmsX58+dZtWqVbb+i9EVZDRw4EB8fH8aPH8/Zs2d599136dmzJ2+88QZjxoxhxIgRDBkyhLlz5/LUU0/RrFkzbrnlFtvnZ8+ezfDhw+nUqROvvPIK3t7e/Pjjj4wYMYK///7b4UHfo0eP0r17dx588EHuv/9+kpKSAF3zRKQQTNPUqxxeoWO/iw0d+50ZOvY7My45zTRN05w6daoJmOPGjTPzysrKsv09YcIEEzDDw8PN7OxsW/pvv/1mAmZERIQt7fDhwyZguri4mHv27LHL86+//jINwzBvvvlmMy0tzZZ+4sQJ09/f3wwNDTUzMzNt6YBpGIb5yy+/2NLS0tLMWrVqmYZhmM8++6xd/i+88IIJmH/99Zct7dFHHzUBMzIy0m7fl156yQTMOXPmmKZpmvHx8SZgjhgxwuG3yG3VqlUmYD700EN2v8Uff/xhOjs7m7fccovDb+Hl5WVGRUXZ0s+cOWO6u7ubhmGY7777rl3+9957r+nq6momJiba0vr06WMGBQWZx44ds9t3y5YtprOzszlhwoRCf4dJ3+02rfUgdOx3L5nFr09trfnc/a8Nl/zNStO4ceNMwJw3b55d+qhRo0zA7NKliy2tIupbSkqKXb2wevzxx00nJyfz5MmTtrS1a9eagDl//nyHtJCQEDM+Pt6WnpycbNaoUcPs1KmTLe1f//qXCZi//vrrpX6yMnfn9A2561Rrs/h1aow1n7ci9+R3qHI1f/58EzDXrl2bb3qTJk3M5ORkh8916dLFDA0NdUgDzGnTptml33vvvaZhGGa7du3M9PR0W/qKFStMwJw5c6YtbdmyZSZgzpo1yy6PjIwMs127dmZYWJit7l3qPPznn3+agDl16tRC/xbl6VxSWu76FGOW7Lq3yprX+n1nKuDbSGWw4o8TuevUF2bJ6pQtr/zO9XJ1GPN/f+auU0+axa9Pt1nzeWT25hKXq6DrU3GuH05OTubWrVtt+2ZnZ5t9+/Y1AXPz5otltd4jHD582KEcua+fAQEB5l133XXJ8ldEu+25554zPTw8zD/++MNu36ioKNPX19ccOHBgkb5Dcd00eU3uOhVmFr9OTbbmM+OnA2VSVqn8Dp9Nyl2fDpolu+5tseb1x9G48v8yZaSgdn5+QkND7e4xr0aLNkflrlMzzeLXJ39rPi1eXVkqZbP+W7Zp08bu2mG9n3JxcTG3bNliS7deJ6z31bGxsaa3t7fZqFEjMyEhwbZfQkKC2bBhQ9PHx8eMi4uzpYeGhpqA+eWXX9qVY+TIkcXuizLNi9fTXr162bUxrff8vr6+5tGjR23p1j6lhx9+2JZ28uRJ093d3XzkkUccfqfnnnvOdHJyMv/++2+H7/Lvf//bYf+yvOaZpmkOX/R77jr1gFn8OnW/NZ+nFv5eZuWtygYOHGhaut6vbC0mrMxdp6qZJbj26VW4l6Zcq0CLFy8mICDA9hRCbk5Ojv80o0aNwjAM2/v27dvj4+PDgQMHHPYNDw+3PdVutWLFCkzTZMyYMXbrTNSuXZvBgwdz5MgRtm/fbveZG2+8kY4dO9reu7m50aFDB0zTdFjnwLoAtLU82dnZfPPNN7Rp08bhib5x48bh5OTE119/DYCnpyfu7u78+uuvBa4DANj2f+WVV+x+i+uvv57evXvz888/c/bsWbvP9O3b1/Z0H1jmrmzatClOTk48/fTTDt8hIyPDVoaEhAS+++47+vTpg4eHBzExMbZXWFgY11xzje0pkMJ+h6ps+fLl1KxZkwEDBtiljx071mHf8q5vYPk3sNaL9PR0YmNjiYmJoWfPnmRnZ/P7778X6nsOHjzYNuoKLGsedOrUye5Y1u0rVqzgwoULhcpXSs+IESOKtCaBs7Oz3dSTYKlDpmkyfPhwXF1d7dLBvm599tln+Pr60rdvX7vzQHx8PL179yYqKsrhXJzfedhab9auXeswZaOIiFR9ea9Pxbl+9OjRg7Zt29reG4bBmDFjgItt4aLw9/dn9+7d7Nq1q8B9yrvdZpomixcvpnPnztSpU8fut/H29qZTp052T1oX5juISNUwaNAgTNOka9eul903KirqkuszSeUwYsQIu2uH9ZzfsWNHbrjhBlu69TphvRb8+OOPJCcn89xzz9lmlQHw8/PjueeeIykpyW5kJ1iuSw899JBdWvfu3YHi9UXl9txzz9n1M1m/R58+fahXr54t3dqnlPv6/dVXX5GWlsYTTzxhd02LiYmhd+/eZGdnO3yX6tWr26Yaz03XvCvHggULME2t7SWlTwGdCnTgwAGuvfbaQi/M3rBhQ4e0wMBAzp0755DepEkTh7TDhw8D0Lx5c4dt1rS881Xnd8yAgADAsjhufunW8pw9e5akpKR8j1e9enVCQkJsx3Nzc2P69Ons2rWLBg0a0Lx5c5599lnWrFnj8B2cnJwcOklzfwfr97zcdwgJCcHd3f2S32Hfvn1kZ2czd+5cgoKCHF779u0jOjq6SN+hKjt06BCNGzd2WGw3JCSEatWq2aWVd30Dy/pKkyZNokmTJrY1jIKCgmyLQMfFxV32OxZUjrz/rz388MPcfvvtvPXWW1SvXp3u3bszdepUjhw5UqhjSMnkd467lJCQEIdzbVHq1t69e0lMTKRmzZoO54GJEycC2M4FlypjaGgor7zyCqtWrSIkJIR27doxZswYtmzZUqTvIyIilVPec39xrh/5tXObNWsGOLadCmP69OnExcXRsmVLGjVqxJNPPsmKFSvIzs627VMR9wnnzp1j1apV+baxf/zxR7vfpTDfQUREKkbe60FB1wLrNuu1oLSuPYGBgUDx+qJK43uA5XoPcPvttztc03r06AE4Xu8bNWrk0LcCuuaJyOVpDZ0qJL8TPZBvtLcoT64X55hFLU9hDB8+nHvuuYfIyEjWr1/PV199xYwZM+jXrx9ffPFFsfK8VDkv9d2s38H638cff7zAtS08PT1tf5fVd7halLS+vfjii3z44Yf069ePV155heDgYFxdXdm2bRtjx44tdAPoUuWwcnd358cff+S3337jhx9+YMOGDbz66qtMnDiRJUuWcO+99xbqWFI8RT3HlbRumaZJUFAQS5YsKTCfFi1aFKqMkyZNYsiQIURGRrJx40bmzJnD22+/zZgxY2yLSYuISNWU99xfnOtHabvnnnuIiori+++/Z/369axevZq5c+dy6623snr1arunqouiJNdW639vv/32fEd651VW30FEREquOH0upX0sKH5f1OXyLuz9IsDChQsJCQnJd/+8AaOC7hd1zRORy1FApwI1adKEv/76i7S0NIeRImXBevHYvXs3jRo1stu2Z88eu31KQ1BQEL6+vuzevdthW1xcHKdOnaJ169Z26SEhITz55JM8+eSTZGVl2RaRHT16NO3bt6dhw4ZkZ2ezd+9eWrVqle93yO/pieK65pprMAyD9PR0br/99kJ95lLfAbxLrWwVoWHDhhw4cICsrCy7Rs2pU6eIj4932BfKr74BLFq0iM6dOzsEzw4ePFiqx8mtQ4cOdOjQAYBjx47Rpk0b/vGPfyigU0K5h7pXBo0bN2b//v106tQJHx+fEufXsGFDnn32WZ599lkuXLhAz549mTZtGqNHjyY4OLgUSiwiIpVBca4f1qd8cytp26l69eo8/vjjPP7445imSUREBNOmTWPFihU8+OCDFXKfUK1aNc6fP1/oNvblvoOIiFQtua89t912m922klx7itMXVVKNGzcGoEaNGoW+rl2Krnkicimacq0CPfbYY8TFxTFp0iSHbWUxx2KfPn0wDIO3336bjIwMW/qpU6eYP38+oaGhtGnTptSO5+TkRO/evdm+fTsrV6602zZlyhSys7Ntnd4pKSmkpKTY7ePs7GwL2sTGxgKW9XAAJk+ebPcb7dq1i2+++YZbbrmFoKCgUvsOgYGB3H333SxbtoxffvnFYbtpmrY1ewr7Haqye+65h+joaBYuXGiXnt+ogvKub2D5vfP+v5OcnMz7779fqscBiImJcUirW7cuQUFBV8S/dUWzdnpVlt9ywIABZGdnM27cuHy35x0+X5CEhAS7/x8APDw8bNPrFHZaQBERqRqKc/348ccf2bZtm+29aZpMmzYNuNgWLqysrCyHh24Mw7C1wazX2Yq4T3jsscf47bff+Oqrr/Ldx7rWXGG/g4iIVC09evTA29ubDz/8kMTERFt6YmIiH374IT4+PrbpyoqiKH1RpeWhhx7C3d2dCRMmkJqa6rA9ISGBtLS0y+aja56IFIZG6FSgUaNG8e233zJp0iS2bNnCHXfcgYeHB7t372bfvn0OC6aVVNOmTXn55ZeZNm0anTt3pl+/fiQmJjJ79mySkpJYvHhxqQ+Jfeutt/jxxx/p27cvI0eO5JprrmHDhg18+eWXdO7c2TaN2f79++nSpQv33nsvLVq0ICAggL179/LJJ5/QoEED22J0PXr04KGHHuKLL74gLi6OXr16cfr0aT766CM8PDz44IMPSrX8AJ988gm33HILnTt3ZsCAAbRp04bs7GwOHTrEihUrGDBgABMnTizUd/h9bVSpl688jRkzhiVLljB06FC2bt1K8+bNWbduHZs3b6ZGjRp2+1ZEfXvggQeYNWsW/fr14/bbbyc6Opp58+bZ5tQtTZMmTWLVqlX06tWLBg0aYJom3377LX/99Zdt4WIpvvbt2+Pk5MSbb75JXFwc3t7epTr6rqgeeOABBg8ezIwZM9i2bRu9evWiRo0aHD9+nM2bN3Pw4MFCrWuwdu1ahg0bxv3330/Tpk3x8fFh69atzJkzh44dO9K0adNy+DYiIlJeinP9uP766+nevTtPP/00ISEhrFixgtWrV9O/f39uvPHGIh0/MTGRkJAQ+vTpQ5s2bQgODubw4cN88sknBAQE0Lt3b6Bi2m1vvvkmmzZt4qGHHuKhhx6iU6dOuLm5ceTIEb7//nvatWvHggULCv0dRESkaqlWrRrTpk3j6aefpmPHjgwaNAiwLCR/8OBBZs2ahb+/f7HyLmxfVGmpW7cun3zyCU8++STXXXcd/fv3JzQ0lLNnz7Jz506WL1/Onj17CAsLu2Q+uuaJSGEooFOB3NzcWLVqFe+++y5Llixh/PjxeHh40LhxYwYPHlwmx5w6dSrXXHMNH3/8MREREbi5udGxY0eWLFliC5qUptDQUH799VdeffVVPvvsM+Lj46lbty7jxo3jH//4By4ulipYr149hgwZwtq1a1m+fDlpaWnUqVOHoUOHMnbsWLu5RRcvXkzbtm1ZsGABo0ePxtvbmy5duvDGG2/QsmXLUv8O9erVY+vWrUydOpUVK1bw2Wef4eHhQb169ejduzcPPfRQkb9DVRUQEMDGjRt58cUXbaN0unTpwtq1ax2GSEP517f33nsPX19fli5dyooVK6hXrx7Dhg2jffv2pTLsObe+ffty6tQpli5dSnR0NJ6enjRu3Jh///vfPPHEE6V6rKtR/fr1mTdvHlOnTmXEiBFkZGQwcOBAunbtWmFlmjdvHt26dWP27NlMnjyZ9PR0atWqRdu2bZk8eXKh8rj++uu57777WLduHYsXLyYrK4v69eszfvz4nGkZRUTkSlPU60efPn1o2rQpkydPZt++fQQHB/PPf/6Tf/7zn0U+tpeXF88//zxr1qxh9erVJCUl2TqKxo0bR+3atW37lne7zd/fn02bNvHuu+/a2m4uLi7UrVuXW265hSeffLLI30FERKqWkSNHEhISwttvv81rr70GWO6Zvv766yKPSs2tsH1RpWnw4ME0adKEd955h1mzZhEfH0+NGjVo2rQpb7zxBrVq1bpsHrrmiUhhGGUxtZc4CouIjAUCAP54tQfVvLSI2dXozcg9/HvjYevbl6OmhL9TnHzCIiLbAlsBmtf2I/K50r/Jlqrhrn9tZO+p89a3baKmhP9RnHzCIiLHAFMBnurckHF3X1c6BZQqJTY5nbZv/Gh9ey5qSniNS+1/KWERkauAHgALh3Sgc5PSmw5Tqo5v/jzJc59vt779MmpK+MPFzSssItLWaD08+e5Kt9aWlI+xX+3gy9+PWd8OjZoSPqc4+YRFRN4GrAa4qVEgS4Z2KqUSFl9UVBQNGjRgwoQJTJw4saKLc9W4ecpPnIi3TY/TIGpKeFRx8gmLiJwMRAC83LMpT3e7pnQKKFVKVEwyXd9ZZ337d9SU8GJXhLCIyC3ADQArnr6Z6+tVK3H5pOr57Jcj/GP5LuvbWVFTwocXJ5+wiEh/IB7A192Fna/1LJ0CSpUz4rOt/HfXaevbB6OmhOc/9+llhEVE3g98BXBn81rM7N+ulEooVU3LiT+QeCHT+jYgakp4fAUW56qgNXREREREREREREREREQqOQV0REREREREREREREREKjkFdERERERERERERERERCq50l8FTERERERERIokLCwMrW8qIiIiIiKXohE6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6IiIiIiIiIiIiIiIilZwCOiIiIiIiIiIiIiIiIpWcAjoiIiIiIiIiIiIiIiKVnAI6FeBsYlpFF0EqyMmEC6WeZ/T5NDKzsks9X6n8MrOyOZtY+nWqLOqpVA1nyqA+AZxKSC2TfKXyOxVfNv/28SkZZZKvVH4nc51PMhNjfEojz9MJF8jONksjK6liLmRkcS659O/NdN27ep0qo3a06tTVqyz+7RPTMklOyyz1fKXyM02zTO73TyWkYppqS12NktMySbyg80l5U0Cn/By2/jFs0VZ2nUioyLJIObuQkcV7P+4ncsep3MmHC9q/EI4B2QAxSWkM/2ybAoVXmTOJF3hq0VZiktKtSVlY6kVxRVn/+PbPk/xr9QHSMrNKkJ1UNTuPJ/DUoq25k0pyjoJcdWrSd3tZtfu0GvlXEdM0+Xr7cd77cX/u5JLWKdvnH/n3LxyITixhdlKVpKRnMum7PWw8EGNLO7dyxljDMFoWM8so6x+HYpJ5YekfxKekX2J3udKciE9l8PwtXMiwPRiVCkSXIEvbOWrJr0f594ZDZOihq6vK71GxvPDlH7mTSu26N/7rXWw8cLaE2UlVkpVtsvjXI8xafyh3cknqVBJwzvrmsTm/EhWTXILspKpJvJDB+K938eex+NzJJalTts/+eTyB8V/vJPGCHrq6mkTFJPPYnF9zJ50DdJNWDhTQKT//IKcD/nBMMr0+/JkXvvyD43EpFVwsKUvZ2SYr/jjBbe+u54M1B3Jv+gVYUdx8o6aEnwXesb5fvTearm+v5V+rD5CSrsj4lSw5LZP3f9xP17fXseavM7k3TYuaEn6uoM8VwtfAb9Y376/ez+3vreebP0/qqeUr3LHYFEZ9sZ3eM37myDnbNSkLeKWEWU8F4sHyFOCwRVt55N+/sON4fAmzlcrut8Ox9P34f7zw5Z+kZdo6M08D/yph1uOsf/x1OpGe0zcwbtkOzpzXqMIrWVa2yZdbjtLtnXXM+flin0Pq4W1cOPR7LWCzYRh9i5pv1JTwv4HZ1vcr/jhJ52lrmbX+by5k6IGGK9n5CxlM+e9fdHtnHZsP2TWdJkZNCS/Jo/CfAbsBsk148/u99Jy+gR/0QMMV79DZJJ5a9DsPzNzM6YvXpHRgQgmzfgNIAYhNTqf/3N8YOO83/jp9voTZSmW3Yf9Zwj/YyCtf7yLz4r3YYWBWcfOMmhKeBYy3vv/jWDw93l/PxG92E5usBxquZBlZ2Xz6vyi6vL2Oz387mnvT/wHbSpD1dmCp9c3nvx2jy9vr+PR/UaRn6oGGK1lscjoTv9lNj/fX84d9gHB8zrlGypihxmX5CYuI7At8Abhb05ydDDo1rE7P5rW4o1ktavl7VFj5pHRkZmWzJSqOH3afZtXu0/kNZ10H3BM1JbxELfGwiEgDmAa8lDvdx92FbtcGc2fzWnRtGoS3u0tJDiOVQFJaJuv2nWHlrtOs23eWJMfh8VOBcVFTwkt0Qg+LiPQHvgE6506v7e/BHc1rcWeLWrQPq46zk1GSw0glcCohlVW7o/lh92l+PRxLln3Q7gLQL2pK+DclPU5YRGQr4AegVu70FnX8uLN5LXo2r8U1wT4YhupUVWaaJntOneeH3dH8sOs0+xxHzhwGeuR0oJdIWERkf2A+4GxNc3U2uKlRDXo2r0WPZjUJ8nUvOAOpEtIzs/nl0DlLW2pPtMMo5JSDvxGzYipmpl36P4E3zSLc3IRFRDoDnwBDc6f7e7py27XB9GxRi86Ng/B0c84/A6kyElIzWPuXpS21fv9ZUh2Ddq8Ak0uhLRUE/Bdolzu9fnUvejavyZ0tatGmXgBOaktVecdiU3Lu96LZciSWPGeeJKBv1JTwNSU9TlhEZCcgEqieO711vWrc2cLSlmpQw7ukh5EKZpomO44nsHL3aX7YfZpDZx1GzuwF7oiaEn68pMcKi4h8GvgQsJ2I3Fyc6Ny4Bnc0r0WP62oS4O1W0sNIBUvLzGLTwRh+2BXNj3uj8wvafQkMiJoSXqJoXlhEpBvwKfBw7vTq3m70uK4mPVvU5OZrauDuorZUVReXnM6Pe6NZtfs0Gw7E5A3amcCzUVPCP6qg4l11FNApZ2ERkddi6Xztk9/21vWq0bN5Lbo0CaJJTR9cnDWIqiqITU5n65E4Vu0+zeq90cTlP7f/OeB14JOoKeGlNg41LCLybiyBneZ5t+VumN3YMJC6AZ7qOK0CTNPkeFwqm/+2dGZtPOhwsbTaBbwcNSV8ZWkdO6dBNgJ4lTw3jmBpmN1+XTB3NKtFu9AANfariMysbPZHJ7F+/1lW7j6dd5h9biuAsVFTwveV1rHDIiKDsTyh+hS5OuGtGtbwpmeLWtx2bTAt6vjj4arGflWQnJbJjuMJrNkbzQ97TnMsNt+H2tOAD4C3oqaEx5fWscMiIq8H3gZ65N1mGHBDaAA9m9eic5MgGgX5KAhdRZxNTGPrkVh+2B3Nmr3RnM9/Lu7TZmb6a0fff7A12VlP5bP9/4DBpmkWeg6ZnAdk7gOmANfk3e7p6kyXJkH0bFGTjg0CCfH3UFuqCjBNkyPnUtj0dwwrd51m89/ncj/lntvvwEtRU8LXl9axwyIiPYFRWEYV+uXdHuTrTo9mNenRrCZt6wXg7+VaWoeWMpSemc2+04ms3XeGH3afZvfJAp/N+xx4JWpKeEmnW7MJi4isg+U+cjC5OuGtmtb0pWfzmnS7Nphmtf3UcVpFJF7I4M9jCazea3nIqoD1l1KwzMzxdtSU8KTSOnZYRGTHnHxvybvN2cmgQ1h1ejavyS2Ng2hYw1tB6Coi+vwFfjscyw+7C3wQFOAolocYlkRNCS+VYTRhEZFOwKPAm0D9vNu93Zzpdm0wPZvXokOD6tT004PsVUF2tsnhc8n8fMDSlvotyuFBUKufsbSlfs1vo5QNBXQqSFhEZBcsQ6hvLWgfD1cnmoX40apuNVrU8adVXX91TFQCCSkZ7DyRwI4T8ew6kcCO4wkcj7vk7AxxWIZGT4maEl4miyeFRUS6AAOx3Dg2Kmi/AC9XWtatRss6frSsU41Wdf3VMVHBrIsS7jweb6lXxxPYeSLhcgt+HwQmA5+W1XDWsIjIakAElk74agXtVzfAk1Z1/W31qUVtf3VMVLCsbJO/zyZZ6tLxeHacSGDPyfO5p77KzwbgH1FTwjeWVbnCIiKbYrnu9QXyrSTOTgaNg30sdapuNVrV8efaEF91TFSw1PQs9pw6b6tPO48n8PfZJC4xG2MalukX/hk1JfxIWZUrLCKyJ/Aa0LGgfbzcnGle++I1r2VdfxoEqmOiosUmp7PzRM45Kue6d5mFxM8CHwHvWju0DMMYgSVgmHco8h/APaZpHqUIwiIiXbFc814mn84Iqxo+brSs45/TnrK0z9UxUbGsD8LsOG5pn+88nsCuEwkFBQWt9mK5Jn1ZWh1aeeWM1vkHlk543wL3C/Sya5+3qOOHr4faUhUpIyubA9FJ7DwRn3OuSmDvqUTSC14TyQR+xNKW2lJW5QqLiGyJpcP0bvJ5SAYso1ab1PS1a583qemLm4seFK1IyWmZ7D55/uK170RCfqNwckvBMo3ja1FTwk+WRZlyHmjoA0wEWhe0n4+7C81r+9m1z0MDvdSHUMHOJqbZ+qN2nrC0p85cel3lU8D7wIdRU8LLZL7isIhID+BZ4AUgpKD9gn3d7fsQ6vhrhH0Fsz4IsyNX+3z3yfMFBQWt/sByL7aipCOcpegU0KlgOU/b9AXuBbpSQMPMysvNmWYhfjSo4U396l7UD/QiNNDyd4CXqy6qpSQjK5sTcakciU3h6LlkjsamcORcCvuiE3OvMXEpJ7GsSfI1sKE0R+RcSk6jrBWW+nRvzt+XVMPHjetC/AgLzF2nvKhf3QsvN03XVlqS0zI5GptieZ1L4UhsMkfOpbDn5HnOFW7O4j+5WKd2ltcFM6eDqwuWp5f7comGme0zgV40qelrqUc59Sq0uhd1Ajxx1ajDUmGaJnEpGRzJOT9Z6lQKh2OS2XPyfH5TyeSViWX6x2VYGmBlcqOYn5yp/cKxnKPuBrwutb+1Y6JRkI/t3GS97gX7uqtjvpRkZ5ucPn+BI+dSOBp78bp38EwSB84kFfQ0Vm7nge+wnKNWluZTpJcTFhEZxsW21C1cZo1IH3eXi20pW53yIrS6twLSpSgtM4vjcakXz1E5deuv04mXexDG6iiWc9TXwKb8HmAwDKMr8BUQmGfTWeA+0zR/Lmq5c9pS7bDUp/uAay/3mWBfd5rV9iO0eq7rXk7d0qjD0pOUlsmRc8kcyzk/HYlN4ci5ZHafPH+5B2GsfienLRU1JXxv2Zb2orCISHfgNix16h4g6HKfaRjkTZNga1vKcn6qX92L2tU8NINDKTFNk3PJ6Reve+dSORKbzKGzyew9ddkHYcCyRs4aLOepb6KmhJ+5zP6lJiwiMhDohaVO9QQuGVV2c3bi2hBLW6peTrvcWreCfNzVh1BKsrJNTiWk2trlR86lcCw2hf3RiRw8m5R3Wr78xALfYjlPrSrhml5FEhYReQ0X+xBuvNz+fh4uNKtt7ZfKdd0L9MJPAelScyEji+NxKbZ2ueV8lcJfp87nN7V/fv7mYlvq17J6gCGvnBE7HbnYlirwoWOrEH8Prgvxu9guz2lH1Q1QW6o0nb+Qkatdbrn+WfsQLvMgjNVmLralDpZtaeVSFNCpRMIiIqtjaZj1AToA9YryeV93F1vHRP3qXgT5uhPk604NH+vLjQAvt6u+8+tCRhZnE9OISUojJind8t/ENE4mpNoulCfjUy/15HF+0oAdwFosF8wt5XWxvJSwiMhGWC6idwI3AP5F+XwNH/ecTi4v6gZ4UiNPfarh646vu8tVfRNgmiaJaZnEJOaqT0lpnE1Ms3VkHTmXQkzSJZ+WyU88lo6HlVgulodKu+xFldMw64ClUdYVuB4o9Jxrzk4Gtat55JyjvKnt75GrTrlRw8dyzrraG2zZ2SZxKekO9elsYpqtPh2LTSHx0k/L5Oco8BuWdZK+i5oSHlfqhS+inGlpemDpjL8JaEI+U4kUxN3FyXbNqx/oRU0/D7v6FOzrTnVvt6u+8ysjK5tzOfXpbE59iklKIzrhgqVOxaZwPDb1Uk8e5ycbyxPuPwPLgZ9KOgd3aciZ4q8PlvZUe6B2UT7v5+FiCRgGelEvwCunHeVGkM/FNpW/p+tV35ZKTc9yqE8xiemcjE+1PbxwMiG1MJ1XuV3A8qSftYN0e2EeXjAMowGW81qLPJsygJGmac4pUinyyJku2dpp2pZLjLTIT00/d9t1r06AJ0G5rnc1fNyp4euOt5vzVd+WOn8h03a9s7bNY5LSORZ38bpXyAdgcjuHpS31PbA8akp4kUZtlYWcdZtuwtKW6ozl4atCP0Hl4mRQJ8DTdu0L8fewv9/LOWdd7SNbs7JNYpMvtqOs56gziRfs2lLJ6UUe6H4Y+BXLFLXfl3RN1NIQFhHpjeVe7x4sHfEOU0deiqers60dVb+6FzX9ct/vuVPD141Ab/erfpaQ9Mxsh/p0NimN0zltqaOxKRyPSyEjq0gXvixgN7CRcn4Q9FLCIiJrY6lP4VjaUsFF+Xw1L1fbAw71AjztzlFBvm62ttTVfN0DywOfF+/1Lp6vrA8WH4tN4fT5C0VtSyUD24HVWNpSuyp65ETOgzItsLSlegBtgEIv/GUYUMvPwxaMrhPg6VCfavi4X/VrR5umSUJqhkN9OpuYxrG4VI6eS+ZIbEphH4DJ7QywBctabuX6IKhcmgI6lVhYRGRNLE8ItsPSGX8DReyYyMvZyaC6d64bSW83fD1c8Ha3vHxs/3V2SPN2s6RV5BP2pmmSmpFFUlomyWlZJKdl5vydSXK65X3utKS0LOJT0nPdIKZfbshgYWRgCd78nvPaCuyuDB1Zl5JzIW2EfX1qRxE7JvJyd3Gy3UAG+bhR3dvNvt5Y65Nb3jQXvHPSK7JjLDvbJDndUp9sdclah9ItdShvvTpn62i3NOQLWN+mKM5jqUe/5/rvoYpufF1Ozno7zblYn24AWlLAdFqF5evuYuuQqOHjTjUvN9s5Kb965W1Lc8bH3QVP14rtGMvIys5VXyz1KiX94jnJ7ryVlknihUzO5gowxyanF2Y0xOWcwL4+bS3PJ0eLKywi0g9LIz/3OapxSfI0DAjwcrPVpxo+7vh55tQhtzzXuZw6lDetIjvGTNMkLTM7p75k5To35T5fXTxPJadnEp+SYffQQjEa7g7FAP7Cvk79ETUlvNDrlFSUnE4J63WvHcXomMjLxckgMFd9CvRxw8/D1XJNs9Ydt4v1x6595WZJq8ggo2mapKRfPBelpGflajfl177KzOkYvfgQTDE6QfNKwxK8sdan34G9UVPCi9VIMwzDF1iIJTic14fAi6ZplrgBmPNgQ2Mu1qcbsAR5SrQiuYerk10HaqCtLZVPezyf85SXq3OFtqWybG2pgq91SWlZpOScu5IuZHIuOd0ucFPEgHJ+4rCvT1uBI1WgLeWBpe2Uu33egsvM2nA5vh4uBOXqkLe0paznJksd8srTlspdrzxcnSq0LZVuve4V1EbPufdLytWWyn2/F5ucVtSH8/JzFPv6tDVqSvi5EudaxnKmTW6LfVuqYUnyNAyo7uVmq081fNxzrnv5n6dsabnu/ypyyjdrW+rS1zr7e7741Iyc85OlTiWklrgtlQ3swb4t9Wd5jsIpjpw+hDrY3++1A2qUJF9XZ4NAb0t9CvJxJ9DHHZ88dcjL7tzk7NCXUJFBxuxsS79U3ns+63krKc2xjX4xyJzO2cS0wsyocDmpWII3ua99+8pqSvbSkvNgQ1Ps61MbwLMk+Xq6OtvqUw0fd1u/VO5zUu42et565VkJ2lKO17qC+xKS0jI5l/NwVUxiOueS04oaUM5PDPb16XfgRGVvS12tFNCpYsIiIkOwNPobYWmYNcr1KtHNZGG5uTjZdcZ7uDpTVu39bNtJLct2cSyFxnlhmFg6RP/OeR3K+e9+LMGbIg+3qIxyOiauAa7jYj2y1qswStgxX1hebs52F9WyDBqmZ2bbdV6llLxTqrAygCgu1ilrvdoLHKwMI7pKQ860Ii2wdHjlPj81BOqWRxmcDOw6U33cyy5oaJqWUX+5OxxKIcBXWEnYn5+sr51RU8JPl1chylpOx0QrLOeqvNe96uVRBldnw65jwsPNmbJq72ebkJqnA6uAhbzLwlkcr3sHgR1RU8ITy6sQZSlXx0QLHK97DbnMFIClxd3WlrK83F2cyqwtZX+DaDlflVPz3wSO4Xjds7alSvUpZMMwnIAJwKv5bF4D9DNNs9Q7Y3M6JppgmZot73UvjBJ2zBeW9cEr73JqS+XuWCiFTqlCHxpLHcp93TuEpZO00j8IU1g5o1dbYmlL5b3uXXbq29Lg7GTg5ZarA9Wt7Dq6rG2p3OepUgjwFdZ5HK97f2O57p0tr0KUtZwp2lrheN1rxCXWyixNbs5OeOV6yM/TrQz7EExIsXtIL6s0HpYqrGgKbktV+gdhCiOnLVUfy4N9ea97DbnMFIClxcM1V1vKzRI0LKs6lZll2gUAUzKyyqstlQ0cwfG6t48SPAhT2eSsCX0dlvZU3joVymWmUy4NhgFervYPYrk4l911Lz0z2/YwTFJaJhcyyu26dwHHttTfWNpSlf5BGLlIAZ0rRM5FNYiLJ75QoCZQK+e/1le1CipiZZKBZdhgdK7XaSyLxFlPZlFltVBcVZHTQVGPiw3+ujjWp5qUU+dXJZeCfV2y/n2ci3XqeGV/Wqas5TyF2oCLjbPaONanYMopkFjJxeNYn6KxBAWtja+zV3uDKyfYYz1HNSD/c1QNijCN2xUqG8sTV3nr02ku1qfDlWHqmIqU05aqxcU6ZW1L5X0VafrSK1Q69nXJ+jrJxevekYp4AMYwjAeBBTi2T/4G7jFNc3d5lSWng6I+9m2p/OpUiZ5KvUIkkX+dyh0UPHGlPABTXGERkV7Yt6VCsK9LtbC0pa7uOdcsYsm/Th3m4rXvnNpSkQFc7ENogGN9qonjOmVXoywsD77krU+nuFifDl0pQZviynlgNISL1736ONanmpRwlpArRBqO9ek0jm2pCp+GryLlrOkbysXzVG3yv+dzr6gyViKJONanaCwjTq3BwFNXe1vqSqGAzlUm5+n5YOw7T/2wXFDze/nkk1bRixFcwHKiutwrKee/eRvzcVd7w700hUVE+uDYeVpQfcrvVS4jyy4jmcLVKesrhlx1qjwX/77S5XSoBmDf8A+gcOcm66tcngq7hGwKf35KxPJ0aO4g85krZRRgZZDToVqDiw3/YCwd8kU5T1X0pMwZFO0clYD9dS/mag8ol6ac4HTu614QF9tSlzo35X5VdJAxlVx1xjSzky5E/dEh+0KSW3Z6KmZ6Km41G/3Ho37LX8m/LRVfmdtShmG0xrLGRf08mxKBx0zT/LbcC1WAnOueL/Z1KpCinaMqw8M1ua9rxWlLXdWdoKUpp0O1Oo4P9RWlTlV0x1gWl2475X3lbkudxvLQS6WeDrsqyelQDcK+Tl2qDyG/V0UHGdMpelsq94Mw59QJWnpyRiLmbUsVpT75UPFtqRQuf27K/TqHfVvqfGVuS1UlOW0pP4relsrdbq/otpRJ0dtSdkHmyj6Fo5QuBXSkSHJOlJ6UX+dpNvYntaSr/QmFK03OTWfeDrCy7DzN2zGarMb5lSXnpjN3nfKhbAPReYPMqWqcXzlyrnvu2NensgxEm1iCzLZrnwJ8V5acOuVF+XWe5g0yJ+U3RYdhGNOBUbmSVpqmeVcZlqtMGYYRjGVB4JvzbDKBV4Ap5hVyI5QzqtobtaWklOS0pcqz89QuyAxcUFvqypFPW6qsO0+tbSlbnVKA78qS04eQty3lVoaHzBtkTtLDUleWnLZU3n6psgxE5w0yp6gtJUWhgI6IiIiIyFXOMIzrgT9yJWUD9U3TPFExJSo5wzDcgI+AJ/PZ/AXwhGmaKeVbKhERERERkeKr6KmzRERERESkgpmm+Sf2AR0n4PGKKU3pME0zHRgGPIvl6drcHgY2GIZRt9wLJiIiIiIiUkwK6IiIiIiICMCCPO8HGYZR0XPUl4hpMQPoCcTl2dwO+N0wjBvLv2QiIiIiIiJFpynXREREREQEwzCCgJPYr7/SyTTNXyuoSKXKMIxGwDdAszyb0oGnTNNcUO6FEhERERERKQKN0BEREREREUzTPAt8lyd5UAUUpUyYpvk3cCPwbZ5NbsB8wzDeMwzDxfGTIiIiIiIilYMCOiIiIiIiYrUgz/tHDMPwqIiClAXTNM8DfYG38tn8AhBpGEZAuRZKRERERESkkBTQERERERERq++Bs7ne+2MJgFwxTNPMNk3zFeAR4EKezXcAvxqGcW35l0xEREREROTSFNAREREREREATNPMABbnSR5UAUUpc6ZpfgHcApzIs6kxlqDO3eVfKhERERERkYIZpmlWdBlERERERKSSMAzjeuCPXEnZQH3TNPMGPq4IhmHUApZhWV8nNxMYC7xj6qZJREREREQqAY3QERERERERG9M0/wS250pyAvpXUHHKnGmap4FuOK4fZADTgIWGYXiWd7lERERERETyUkBHRERERETyWpDn/SDDMIyKKEh5ME0zDRgCvIBlRFJujwPrDcOoU+4FExERERERyUVTromIiIiIiB3DMGoAJwHXXMk3mqb5SwUVqdwYhnEH8CVQLc+mU0Bf0zR/K/dCiYiIiIiIoBE6IiIiIiKSh2maMcB3eZIHVUBRyp1pmquADsBfeTaFABsMw7hip58TEREREZHKTQEdERERERHJz4I87x++WtaSMU3zANAJ+D7PJncsa+pMMwzDufxLJiIiIiIiVzMFdEREREREJD//Bc7meu8P3FNBZSl3pmkmAH2Aaflsfhn41jAM//ItlYiIiIiIXM0U0BEREREREQemaWYAn+VJHlwRZakopmlmmaY5FugPpOXZfBfwq2EYTcq/ZCIiIiIicjUyTNOs6DKIiIiIiEglZBhGK+DPXEkmUN80zeMVVKQKYxhGB+BroHaeTQlAP9M0fyj/UomIiIiIyNVEI3RERERERCRfpmnuALblSjKwjFa56pim+RvQHvgtzyZ/4HvDMF40DMMo/5KJiIiIiMjVQgEdERERERG5lAV53g+6WgMXpmmeBLoAi/JscgLeBeYbhuFR7gUTEREREZGrgqZcExERERGRAhmGUQM4CbjmSr7JNM3NFVSkCpcT0BoNTMXxIblfgPtM0zxV7gUTEREREZErmkboiIiIiIhIgUzTjAG+zZM8qAKKUmmYFu8AvYDzeTZ3ArYYhnFD+ZdMRERERESuZAroiIiIiIjI5SzI8/5hwzA8K6IglYlpmv8FOgL782yqA2w0DOOR8i+ViIiIiIhcqRTQERERERGRy1kJnMn13g/oWzFFqVxM0/wLy6icH/Js8gCWGIbxlmEYuu8SEREREZES042FiIiIiIhckmmaGcBneZIHV0RZKiPTNOOwTL/2Xj6bxwErDMPwK99SiYiIiIjIlcYwTbOiyyAiIiIiIpWcYRitgD9zJZlAqGmaxyqoSJWSYRgDgdmAW55Ne4E+pmkeLP9SiYiIiIjIlUAjdERERERE5LJM09wBbMuVZAD9K6g4lZZpmp8CXYDTeTZdB/xmGMbt5V8qERERERG5EiigIyIiIiIihTU/z/tBhmEYFVKSSsw0zV+A9sDWPJsCgJWGYTyn301ERERERIpKU66JiIiIiEihGIYRCJwCXHMl32ya5v8qqEiVmmEYnsBc4JF8Ns8FnjZNM618SyUiIiIiIlWVRuiIiIiIiEihmKZ5DvgmT/KgCihKlWCaZirwGBCBZc2h3J4A1hiGUbPcCyYiIiIiIlWSRuiIiIiIiEihGYbRC/g2V9J5IMQ0zZQKKlKVkPO7LQF882w6Btxjmub28i+ViIiIiIhUJRqhIyIiIiIiRfEDEJ3rvR/Qt2KKUnWYpvkd0An4O8+mesAmwzAeLP9SiYiIiIhIVaKAjoiIiIiIFJppmhnAZ3mSB1VAUaoc0zT3AB2ANXk2eQJLDcN4wzAM3aOJiIiIiEi+NOWaiIiIiIgUiWEYLYEduZJMIMw0zaMVVKQqxTAMF+Bd4Ll8Nq8A+pummVi+pRIRERERkcpOT3+JiIiIiEiRmKa5E9iaK8kA+ldQcaoc0zQzTdMcBTwJZOTZfA/wP8MwGpZ/yUREREREpDJTQEdERERERIpjfp73gwzDMCqkJFWUaZpzgW7AmTybWgBbDMPoVv6lEhERERGRykoBHRERERERKY4vgPRc768BbqqgslRZpmluAtoD2/Nsqg78aBjGyPIvlYiIiIiIVEYK6IiIiIiISJGZpnkO+CZP8qAKKEqVl7P20C3A0jybnIGPDMOYaRiGW/mXTEREREREKhMFdEREREREpLgW5HnfzzAMr4ooSFVnmmYK8DDwj3w2P4VltE5Q+ZZKREREREQqEwV0RERERESkuH4AonO99wXuraCyVHmmxZtAXyApz+bOWNbVaVXuBRMRERERkUpBAR0RERERESkW0zQzgUV5kgdVQFGuKKZprsCyHtHhPJtCgf8ZhnFf+ZdKREREREQqmgI6IiIiIiJSEp/meX+bYRj1K6QkVxDTNHcCHYC1eTZ5A/8xDGOCYRi6nxMRERERuYroBkBERERERIrNNM1dwO+5kgxgQAUV54pimmYM0BP4KJ/NE4GlhmH4lGuhRERERESkwiigIyIiIiIiJbUgz/tBhmEYFVGQK41pmhmmaT4DPAVk5tl8P7DJMIywci+YiIiIiIiUO8M0zYoug4iIiIiIVGGGYVQHTgFuuZJvNU3z5woq0hXJMIzOwH+AGnk2xQD3maa5sfxLJSIiIiIi5UUjdEREREREpERM04wFVuRJHlQBRbmimaa5AWgP7MizqQbwk2EYw8q/VCIiIiIiUl4U0BERERERkdKwIM/7hwzD8K6IglzJTNOMAm7GMlInNxdglmEYMwzDcC33gomIiIiISJlTQEdERERERErDKuB0rve+wL0VVJYrmmmaScBDwMR8Nj8N/GAYRmC5FkpERERERMqcAjoiIiIiIlJipmlmAovyJA+qgKJcFUzTzDZN8zXgASAlz+ZuwBbDMFqUf8lERERERKSsGKZpVnQZRERERETkCmAYRnNgV64kE2hgmuaRsIhIA/DAMnInv5d7GRbNBJKAxJxX7r8To6aEZ5bhscucYRjXY1nDKDTPpiTgcdM0865vdEXIqVPeFFynXMrw8JnkqUe5XslRU8Kzy/DYIiIiInKVUkBHREREREQKJSwi0gmoDtTM8woG/ADf1MPbe2MQ4OTmieHmiYtPjQQnD28TSwe7c0WV/TIukH/HfO5XHBCd9xU1JTy5Igqcl2EYQcBXQOd8Nv8DeMushDd/YRGRrkAQ9vWpFhBITp3K9fLJ571R/qUulIKCPdb088A5HOvUmagp4ekVUWARERERqfwU0BEREREREetoh5pAo5xXQyAMS+e6taM9iLId9VAVJWPpiD+d899TwCHg75zXofIK+hiG4QZ8ADyVz+alwGDTNPNOz1ZmwiIiXYB6XKxTjXLe5w7eaK0fR7HYB3mOk1OXcv57JGpKeEbFFU9EREREKooCOiIiIiIiV5GwiEgfoDXQCvuO9oaAV1ke283ZCW93Z7zdXfBxd8E75+Xj7oy7i3OZDbXIMk2S07JISc8kOS2TpLRMktOyLH+nZ1IOt0TRXAzw/A0cALYB+8tiai7DMEYAH+I4Imo7cI9pmsdK83hhEZE1gXZAMyz1yFqnQinjAKCHq9PFuuRmrVeWOubmXHZLxmZkm7nqkrVeWepUakZWmR03RxZwFPvA4V/A71FTwk+W9cFFREREpOIooCMiIiIicoUKi4j0whK8aQfckPO6jhJMU+Xr4UKQjzs1fNwJ8nWnho8bgT7u+Hm44JUrUOOT06l+sZPdBTeXsutgLy7TNEnNyLIP8qQ5Bn7iU9M5m5hGTFI6MUlpxOT8nZ5VonhMIpbAzlbg95zX36UR5DEMoxuWKdiq59l0BrjPNM1Nxck3LCIyCEt9yl2n6ha/nFDdy82uPtXwcae6jxu+dkG/PPUqp245O1W+Gdeysk2S062BnqxcAZ9MktMtgZ+kC5nEJl+sT9a6FZucRnbJbtFPYV+ftkZNCT9dCl9LRERERCoBBXRERERERK4QOdOmXQ/cC/TO+bvQURQ/DxdCA72pX92L+oFe1AvwoqafJXhTw9edQG83PFwr6zI45c80Tc5fyLQL8JxKSOXIuRSOxlpex+NSyMgq0j3XeWA98DXwbdSU8Jjils8wjIbACqBFnk0ZwHDTNOddLo+cNW66AvcBd2KZhq/Qgn3dCQ30on51S72qG+CZE7hxp4avG9W93HApw5E0VU1WtklcijVomM7ZpAuciLPUqSOxKRyLTeFUwoWiZnsc+AFLnVoTNSW8yBmIiIiISOWggI6IiIiISBUWFhHpDNyIJYhzL9DgUvs7GdA42JfmdfxoFORjCd5U9yI00ItqXm7lUeSrSla2ycn4VI7FWjrkj5xLYX90IjuOJxCTlHbZjwMbsHTEL4+aEl7kqdIMw/AFFgH35LP5X8BLpmlm5k4Mi4j0BnpiqU+9gGqXOoaHqxPNa/vTLMSP0EAvQgO9Cc0JCHq6KQBY2i5kZHE8zhIwPHLO8tpz8jy7TiaQkn7Z6d6SgO+BZcD3UVPCE8u8wCIiIiJSahTQERERERGpgsIiIp2Ax4HXsaxV4sAwoFGQD63q+NOyrj8t6/jTrLYfXm5luqyJFIJpmpw+f4GdxxPYeSKBHTn/jU1Ov9THvgUioqaE7ynKsQzDcAJeA/6Rz+bVQD/TNGPDIiL9gDHA84B3fnm5uTjRLMSPljl1qlVdf64J8tEom0ogK9vkcEwSO45frE+7TyZwIaPAGfwuAJ8Ak6KmhMeWX0lFREREpLgU0BERERERqWLCIiK7Ae9jmVLNjq+7C92vC6Zn81rc2rgGvh6u5V9AKRbTNIk6l8KPe06zctdpth2Nz2+3bGAu8ErUlPCzRcnfMIyHgAWAZ54Nf4cMnL7YrWajEUBQ3s/VqebJHc1r0rN5LdqFBuCq4E2VkZmVzZ/HE1i1+zQrd5/myLmU/HaLB94EpkdNCc/MbwcRERERqRwU0BERERERqULCIiJHAB8BttXgq3m5cleLWvRsXoubGtXAzUUd7leC6PMXWLUnmh92nWbT3zHkuXU7BNwRNSX876LkaRhGGyzr6tQDwMmZGuEv4N2sq91+DWt4c3fLEO5sUYvmtf0wDMMhL6laTNNkX3QiP+yK5vudp9gX7TDb2nfAQ1FTwlMroHgiIiIiUggK6IiIiIiIVBFhEZH9gC+s7z1cnRh6a0Oe6tIIH3dNo3Yl23UigSn//YufD8bkTj4GtIyaEp5QlLwMw6gJ/Ae4uXrPZ/BtfadtW21/D17q2ZS+revg5KQgzpXKNE3+u+s001b+RZT9qJ3/RE0Jf6CiyiUiIiIil6aAjoiIiIhIFREWEbkVaGt9/8u426jl71GBJZLyZJom3+88zdNLtuVOHhE1JXxmUfMyDMPd2S9oTp3hcx+3LLEDt18XzIxH2+Lh6lxKJZbKLj0zm1dX7OKLLcdyJ19T1JFfIiIiIlI+NBeDiIiIiEjV0Tb3m2//PElaZlZFlUXK2ZFzKfxn2/G8ya2Kk5dpmml1hv37TWswB2DvqUR+PhCDHvq7emyJiuW3qNi8ybUqoiwiIiIicnmal0FEREREpIp68/u9fLo5itF3NOGuFiEaWXGFOhGfyr83HGLxr0fIyHIItkQXN1/D2f528ER8Kk8u/J2ODarzYo8mtA+rrmnXrkCmafLn8QTe/3E/6/efzXeX8i6TiIiIiBSOAjoiIiIiIlXHCaBO7oTjcam88OWfvPL1Lro2DaJn81p0uzYYPw/XCiqilIaDZxL5YXc0K3edZueJSy6RU+qd778ejqXf7F+o6efOHc1q0bN5LTo2rI6rsyZ4qKqysk1+j4pl5e7TrNodzYn41IoukoiIiIgUgwI6IiIiIiJV0LDODVn6+zHiUzIASEnP4vudp/l+52lcnQ1ualSDrk2DaFW3Gs1C/PB00+idyiz6/AV2HE9g65E4ftxzmr/PJue7X/uwADxcndl4IKZUj+/v6co9rWuz5NejZGabOWVKY9EvR1j0yxH8PV257bpgbmpUg1Z1/WkU5IOzRu9UWtnZJodiktl5Ip5f/o5l9d5oziWnO+xnGPBgu7r8fCCGkwkXKqCkIiIiIlIUCuiIiIiIiFRBg28O4+lu1zDv58N8++dJDsVcDABkZJms33/WNp2Ss5NB42AfWtbxp1Vdf1rWrca1tXw1RVsFOZuYxs4T8ew4nsCuEwnsOJ7AmcS0Avd3cTK4sVEg/TuF0qNZTd7/cX+pB3QCfdx4/Z4WDLopjNkbDrFqTzSxuQIACakZLNt2gmXbTgDg6epM89p+tKybU6fqVKNhDW9N0VYBsrNNjsSmsPNEAjuPW+rV7pPnSUrLLPAzfh4u3H5dTYZ2bsh1IX7c9/EmBXREREREqgAFdEREREREqqD0zGxC/F15oUcTnr+9MQfPJPHD7tOs3H2aXSfO2+2blW3y1+lE/jqdyP9tPQ5Ygjx1qnkSGuhFvepehFb3IjTQi/rVvakf6IWPu24Viis72+RsUhpHzqVw5FwyR2NTOBqbwpFzlv/G5jNSIi9PV2e7KfT8PS9Oobc/OqnUy3woZ0RQwyAfptzfikl9s9kSFccPu0+zavdph87+1Iwsfj8Sx+9H4mxpHq5O1K9uqUOWuuRF/UBL3aob4IWbi6ZsK66MrGxOxKVa6lFsCkdz6pW1TqWkZ102jyBfd+5oVpM7W9SiU8NAuyn0/jgWX4alFxEREZHSors0EREREZGqI8j6xzNLtrP0qRvxdHPGMAwa1/SlcU1fnunemONxKazZe4Y/jsWz43g8h2KSMfOstJKVbdoCDfkJ9HajXnUvgn3dqeHrTg0fd4J83Kjhk+u9rzveOce/GmRlm8QmpxOTlHbxlWh5fzYpjZikdE7FWzrd0zKzi5S3l5szLWr706KOP50aVqdzk6B8R1D9eSyelbtP504qtSjJzPV/81TnhhiGgYuzEzc2CuTGRoFM6N2MnScSWLfvrG1U0enzjqM5LmRksz86Kd+Ak2FAbX9P6gR4EuTrTpCPOzWs9SmnLlnqlRvuLlfPyLG0zCzOJaXb1aeztvqVztnEC5yIT+Vk/AWysou2XFINHzda1a1Gizr+dGkSRJt61RxGUJmmyee/HaOIWYuIiIhIBVFAR0RERESk6nCz/rHzRALd3lnHi3c04f62de3WM6kb4MXAm8IYmPM+KS2T3ScSLFMynUhg5/EEuyna8nMuOT3fNTfy8nB1ooaPO74erni7OePt7oKPuwve7rn/dsn52xlvt7xpln09XJ0pq7BQlmmSnJZFclomyemZJKdlkpTzPinN8j53mi09/WJafEoGsclppdLx7eHqRPPa/rYp8FrV9adBjUuvSXMm8QLv/3iAL7cczbspKL/9i2PKf//ih92neeXu67ghrLot3TAMWtWtRqu61S6W5/wFu/q040QCZy8xbZxpwon4VE7Ep162HL4eLgR6u+Hj4ZJPfblYr7zcLHXHx64uXUxzcy67EUEZWaat7tjqULp9HUpOy8pJy7SvVzn7xCSlcf5CwdOiFUV1b7eLUyrW8adlXX9q+XlcMti683gCb32/l82HzuXddHVEaEVERESqIMPM+6ieiIiIiIhUSmERkSeA2nnTm9T0oW+bOtzZvBYNg3wKldeFjCyO5UzZdCQ2JefvZI7EpnA8NpX0rKKNMBF71bxcCa3uRf1Ab+pX9yQ0Zyq70EAvavp6FGqtmfTMbDYfOscPu0+zfPuJgqbVmhA1Jfz14pQxLCLyWmBvfts6NwmiV8sQbm9Wk+rebvnt4iAhJSNnSrBky1RgOdOBHY1N4WRCqsMoMSmaWn4etinsbFMlBnoTWt2Lal6uhRopl5CawU9/RRO54zSr90YXtNvNUVPC/1eqhRcRERGRUqEROiIiIiIiVUe+XeL7o5OYtnIf01buo3GwD3e2qEXP5rVoXtuvwE5eD1dn2zRteWVlm0Sfv8DxuFTOJqbZTTF2NtF+yrELGVdX4Keal2vONGH204UF+bhTw9eNYF8P6lX3slvzpihS0jNZv+8sP+w+zZq/zpBYSiM4CsPN2ckWyNuw/ywb9p/FaRl0aFCdns0tdap2Nc8CP+/v5UpLL8vokLzSMrM4HpfKqfgLF+tSrinrrK9zSelkXkXzfzk7GVT3drPVqSDr9HM59amGjzsh/h7UDfDKdwq+wjhz/gKr9kTzw+7TbP77nMPv6+xkFHk6NxERERGpGAroiIiIiIhUQatf7MJ3O04ye8Mhu5EbB84kceCng3z400HbGhot61yc3ivYz+OyeTs7GdSu5nnJznuwrL+RnJ7FuaQ0Ei/kP+1U0iWmM0tOy7JtL+qaM0XhZICXm3WaroKnhfNxd8kzbdzFdH9PV6p7u+HmUnrTeGVmZXPwbBI7jl+ctmzvyfMFjo66tpYv4+6+jt+jYvnwp4OlVg6AhkHefDq4A++s2seKP07a0rNN+OVQLL8ciuW1b/fQoIa3rT61rGtZ88fH/fK3le4uzjQK8qHRZUaQZWebxKdmEJucnm99yTs9XlJ6wVPmlWVgyNnJuFiH3PLUoQKmG/Sy28+ZAC83ArzcCjVaq7BS0jPZc/K8pU6dSChwDS2rO5rVZOxd1/Ly//3JtqPxpVYOERERESkbCuiIiIiIiFRB3u7OPH97Ewbf1IDVey1P3284cNZuxExMUjo//XWGn/46Y0ur6edOyzqWIE+DIMt0TfWLMGVTboZh6dQuTIf+1SwzK5tTCRcs05GdS2F/dCI7jsez59T5y45wqlPNM2d0TE3ah1XHyclga1RsmZSzXnUv/vVwG0b3aMoPu0+zcvdpth2NswsGHI5J5nBMMt/8aQn6GAY0rOFNq7rVaBbiR2igZRqw+tW98HQr+ogSp5wRK4Wd5u1qdSEji+NxlvoUdS6FPSfPs+tEAgfOJF52nadWdf3p2bwWd7aoddkAm4iIiIhULrrzEhERERGpwvy9XLm/XV3ub1eXlPRMNuw/yw+7o1mzNzrfBdejz6cRfT7aYf0MXw8XS2d8de+ctTksgZ7gnOmfihPwuVqkZ2ZzLtkyfdjJhFTb2jFHYlM4ei6Z43GpRRot0qSmj22Ks0tNm1dW6gd6MbRzQ4Z2bsiZxAv8uCealbtO88uhc2Rk2X8P04S/zybz99lkvt5+wm5bkK97zjpClroUGuhF3QCvnOnp3PF2c1adKkBKeiYxiemcTbJMfXg0Z62ro7GWtYlOn79Q6LycnQw6hFWnZ/Oa3HGZafNEREREpHJTQEdERERE5Arh5ebCnS1CuLNFCNnZJodiktl5Ip6dx8+z80Q8u06cJzUjK9/PJl7IZNeJ8+w6cT7f7S5OBoG51o2pYVvrw40gX3d8PVzsppTydnfGx90FT9eq02mflW3apoC7OF2cZVq4hNT0nPWE0nPWfrGu+5JOQmpGsY9Z29+DlnWtU5hZRk5VptEpwb4ePNYxlMc6hnIhI4u/Tiey80QCO4/Hs+N4AgfOJBW4/srZxDTOJqbx+5G4fLd7uDo51KcgHzdq+LpT3dvNNvrLfvoyZ9xdireWTEVIz8zOM23cxanhziWlcTYpZw2hXPUpJinNbhrFonAy4JpgH1rU8adVTp1qFuJXrNFSIiIiIlL5KKAjIiIiInIFcnIyuCbYh2uCfbi3jSUtK9vkUM6aLX+dPs8R60iScykFBnqsMrPNnNE9aUUrhwHebvZBHu981hvxcHGmrOI+2dkmSWlZpKRn5grYZOXpZM+87PRnJZF7tEqDQG9a1LGsPxPk615mxyxtHq7OtK5Xjdb1qgGhgGXqrz2nzrPzuGW6r6OxqYUelXQhI5vjcakcj0stUjlcnQ1LHXLLs16N28X1abzdXUp1vaO8MrKy7daAyq9epaRlFbgeUklZ1rnyILS6N/UDvWgU5EOruv40C/HDW1MgioiIiFyx1NITEREREblKODsZNK7pS+OavnbppmkSk5TO0dhkjpyzBHiOxaZwPC7VNholMc1x+rbCyDYhMS2z2J+vCpwMCMwZZRLs626bXszyX2/qVffEy+3KvPXycHWmbf0A2tYPsEvPu27Qkdhkjp5L4WTCBdtolLTM4gU7MrJM4lMyiE8p/sioys7NxckyNZ2PG7X8PXLqkRehOXWrdjVPXJ3LLmAlIiIiIpXTlXlXISIiIiIihWYYhmW6K1932oVWz3efCxlZF6eEsk0PdXGKqIsjFbLspiwrbqd9RTBso4kcR334e7pSw9ctp5M95+VrmYIuwMsNZ6eqMa1ceXFxdqJedS/qVffi5msct5umZXq7mDxTjp1NskxtF5ecTnJ+I6rSMou0HlFFc3Ey7EajXZyW0Jnq3vZTGNbImW4uyNcdX3eXKjNVoYiIiIiUHwV0RERERETksjxcnakbYFnUvigysrJJScsiKT3v1FQXgz9lHfjJO+3bxam57KeB83R1xkmBmXJhGAa+Hq74erjSoIZ3kT6blplFcq66k3u9o9xpGWUY+LkYqHG2n0LQzX4qQXcXJwVmRERERKTUKKAjIiIiIiJlxtXZCX8vJ/y9XCu6KHKFcHdxxt3FMsJFRERERORqokl3RUREREREREREREREKjkFdERERERERERERERERCo5BXREREREREREREREREQqOQV0REREREREREREREREKjkFdERERERERKRcrVu3DsMwWLBgAQBRUVEYhsHEiRMrtFwiIiIiIpWZAjoiIiIiIiJSZS1YsIDp06dXdDFERERERMqcS0UXQERERERERK5uoaGhpKam4uJS9FvUBQsWEBUVxfPPP1/6BRMRERERqUQ0QkdEREREREQqlGEYeHh4FCugU1UlJiZWdBFEREREpIpRQEdEREREREQqVEFr6CxcuJAOHTpQrVo1vL29adiwIY899hhnz54FICwsjPXr13PkyBEMw7C91q1bZ8vjwIED9O/fn5CQENzc3AgLC+Pll18mOTnZ7liDBg3CMAwSEhIYMWIEwcHBeHh4cPPNN/Prr786lNk0TT755BPatWuHl5cXPj4+dOvWjbVr1xb43b788kvatWuHp6cnzz77LADHjh1jyJAhhIaG4u7uTnBwMDfddBOffvppKfyyIiIiInIluXoefxIREREREZEqY9GiRQwcOJBbb72V119/HU9PT44dO8b333/PmTNnCAoKYvr06YwbN46YmBjef/9922evu+46ALZu3Ur37t2pVq0aTz31FHXq1OHPP//kgw8+YNOmTaxfvx5XV1e74/bs2ZOgoCBeffVVzp07x3vvvUd4eDiHDx/G19fXtl///v35/PPPeeCBBxg8eDBpaWksXryYHj16sGzZMvr06WOX7/Lly/nggw8YMWIEw4cPx8/Pj8zMTHr06MGJEycYOXIkTZo0ISEhgR07drBx40YGDhxYhr+wiIiIiFQ1CuiIiIiIiIhIpfP111/j6+vLTz/9ZDcV2+uvv277u2/fvkyfPp3U1FQef/xxhzyGDBlCSEgIW7ZssQvG3Hbbbdx3330sXryYQYMG2X2mbdu2fPzxx7b3zZo146GHHmLJkiU89dRTtrItXryYWbNmMWzYMNu+o0aNolOnTowaNYrevXtjGIZt2+7du9mxY4ct2ASwY8cO9u3bx9SpUxkzZkwxfiURERERuZpoyjURERERERGpdPz9/UlJSSEyMhLTNIv8+Z07d7Jjxw4effRR0tLSiImJsb1uueUWvL29WbVqlcPnXnjhBbv33bt3ByxTt1l99tln+Pr60rdvX7t84+Pj6d27N1FRUXb7A4SHh9sFc6zfEWDt2rWcOXOmyN9RRERERK4uGqEjIiIiIiIilc748ePZsGEDffv2JTAwkC5dunDXXXfRr18/u9E2Bdm7dy8AEyZMYMKECfnuEx0d7ZDWsGFDu/eBgYEAnDt3zi7vxMREatasWeDxo6OjadKkie197r+tQkNDeeWVV5g8eTIhISG0bt2a2267jQcffJD27dtf4tuJiIiIyNVIAR0RERERERGpdBo3bsyePXtYs2YNa9asYf369QwdOpQJEyawYcMGGjVqdMnPW0f1jB49mjvvvDPffQICAhzSnJ2dL5mf9e+goCCWLFlS4PFbtGhh997Lyyvf/SZNmsSQIUOIjIxk48aNzJkzh7fffpsxY8YwderUAvMXERERkauPAjoiIiIiInJJ69ato1u3bsyfP59BgwYRFRVFgwYNmDBhAhMnTqzo4skVzN3dnbvvvpu7774bgO+//57w8HDee+89PvroIwC7dWpya9y4MWAJ0Nx+++2lWq7GjRuzf/9+OnXqhI+PT4nza9iwIc8++yzPPvssFy5coGfPnkybNo3Ro0cTHBxcCiUWERERkSuB1tAREREREZFys2DBAqZPn17RxZAqICYmxiGtbdu2AMTGxtrSfHx8iIuLc1hnp02bNrRo0YKZM2dy6NAhh7wyMzPt8imKAQMGkJ2dzbhx4/Ldnt9UbvlJSEggIyPDLs3Dw8O21k5cXFyxyiciIiIiVyaN0BERERERkSIJDQ0lNTUVF5ei304sWLCAqKgonn/++dIvmFxR7rjjDqpVq8att95KvXr1iI+PZ8GCBRiGQf/+/W37derUie+++45nnnmGm266CWdnZ7p3705wcDCLFi2ie/futGrViiFDhtC8eXNSUlI4ePAgy5YtY/LkyQwaNKjIZXvggQcYPHgwM2bMYNu2bfTq1YsaNWpw/PhxNm/ezMGDB/MNIuW1du1ahg0bxv3330/Tpk3x8fFh69atzJkzh44dO9K0adMil01ERERErlwK6IiIiIiISJEYhoGHh0dFF6NcJSYm4uvrW9HFuKqMGDGCpUuXMmvWLGJjYwkMDKRNmzZ8+OGHdOvWzbbfCy+8wKFDh/jqq6+YOXMm2dnZrF27luDgYFq3bs327duZPHky33zzDTNnzsTX15ewsDAGDRrEbbfdVuzyzZs3j27dujF79mwmT55Meno6tWrVom3btkyePLlQeVx//fXcd999rFu3jsWLF5OVlUX9+vUZP348o0ePLnbZREREROTKpICOiIiIiIgUSUFr6CxcuJAZM2awf/9+MjIyqFmzJjfeeCPTp08nKCiIsLAwjhw5Ative7J27Vq6du0KwIEDB3j99ddZvXo1586do3bt2jz44INMnDgRb29v22cGDRrEp59+Snx8PBEREfznP//h/PnztGvXjvfee4+OHTvaldk0TWbOnMmcOXPYu3cvTk5OtG/fnldffdUuOJD7u1133XVMmzaNPXv20K9fPxYsWMCxY8eYMGECa9as4fTp0/j7+3PNNdfw1FNPMXDgwDL4ta9MXbt2tZsiLSwszGHKtKFDhzJ06NDL5uXl5cXcuXML3B4aGsrMmTMvm8+CBQtYsGBBvtvyls2qf//+dqOF8pPfd7Nq0KBBocomIiIiIgIK6IiIiIiISClYtGgRAwcO5NZbb+X111/H09OTY8eO8f3333PmzBmCgoKYPn0648aNIyYmhvfff9/2Wet6IVu3bqV79+5Uq1aNp556ijp16vDnn3/ywQcfsGnTJtavX4+rq6vdcXv27ElQUBCvvvoq586d47333iM8PJzDhw/bjajp378/n3/+uW2qrLS0NBYvXkyPHj1YtmwZffr0sct3+fLlfPDBB4wYMYLhw4fj5+dHZmYmPXr04MSJE4wcOZImTZqQkJDAjh072LhxowI6IiIiIiJSphTQERERERGREvv666/x9fXlp59+sltb5/XXX7f93bdvX6ZPn05qaiqPP/64Qx5DhgwhJCSELVu22AVjbrvtNu677z4WL17ssN5J27Zt+fjjj23vmzVrxkMPPcSSJUt46qmnbGVbvHgxs2bNYtiwYbZ9R40aRadOnRg1ahS9e/e2GzW0e/duduzYYQs2AezYsYN9+/YxdepUxowZU4xfSUREREREpPicKroAIiIiIiJS9fn7+5OSkkJkZGSB00tdys6dO9mxYwePPvooaWlpxMTE2F633HIL3t7erFq1yuFzL7zwgt377t27A5ap26w+++wzfH196du3r12+8fHx9O7dm6ioKLv9AcLDw+2COdbvCJYp4s6cOVPk7ygiIiIiIlISGqEjIiIiIiIlNn78eDZs2EDfvn0JDAykS5cu3HXXXfTr189utE1B9u7dC8CECROYMGFCvvtER0c7pDVs2NDufWBgIADnzp2zyzsxMZGaNWsWePzo6GiaNGlie5/7b6vQ0FBeeeUVJk+eTEhICK1bt+a2227jwQcfpH379pf4diIiIiIiIiWngI6IiIiIiJRY48aN2bNnD2vWrGHNmjWsX7+eoUOHMmHCBDZs2ECjRo0u+XnrqJ7Ro0dz55135rtPQECAQ5qzs/Ml87P+HRQUxJIlSwo8fosWLezee3l55bvfpEmTGDJkCJGRkWzcuJE5c+bw9ttvM2bMGKZOnVpg/iIiIiIiIiWlgI6IiIiIiJQKd3d37r77bu6++24Avv/+e8LDw3nvvff46KOPAOzWqcmtcePGgCVAc/vtt5dquRo3bsz+/fvp1KkTPj4+Jc6vYcOGPPvsszz77LNcuHCBnj17Mm3aNEaPHk1wcHAplFhERERERMSR1tAREREREZESi4mJcUhr27YtALGxsbY0Hx8f4uLiHNbZadOmDS1atGDmzJkcOnTIIa/MzEy7fIpiwIABZGdnM27cuHy35zeVW34SEhLIyMiwS/Pw8LCttRMXF1es8knRTJw4EcMwiIqKsqUtWLAAwzBYt25dhZVr3bp1GIbBggULKqwMIiIiInJl0wgdEREREREpsTvuuINq1apx6623Uq9ePeLj422d7P3797ft16lTJ7777jueeeYZbrrpJpydnenevTvBwcEsWrSI7t2706pVK4YMGULz5s1JSUnh4MGDLFu2jMmTJzNo0KAil+2BBx5g8ODBzJgxg23bttGrVy9q1KjB8ePH2bx5MwcPHsw3iJTX2rVrGTZsGPfffz9NmzbFx8eHrVu3MmfOHDp27EjTpk2LXDapWv744w+WL1/OoEGDCAsLq+jiiIiIiMhVRgEdEREREREpsREjRrB06VJmzZpFbGwsgYGBtGnThg8//JBu3brZ9nvhhRc4dOgQX331FTNnziQ7O5u1a9cSHBxM69at2b59O5MnT+abb75h5syZ+Pr6EhYWxqBBg7jtttuKXb558+bRrVs3Zs+ezeTJk0lPT6dWrVq0bduWyZMnFyqP66+/nvvuu49169axePFisrKyqF+/PuPHj2f06NHFLpuUXP/+/Xn44Ydxc3Mr0+P88ccfvPbaa3Tt2tUhoNO5c2dSU1NxdXUt0zKIiIiIyNVLAR0REREREbmkrl272k2RFhYW5jBl2tChQxk6dOhl8/Ly8mLu3LkFbg8NDWXmzJmXzWfBggUFTm2Vt2xW/fv3txstlJ/8vptVgwYNClW2q11WVhZpaWl4eXmV2zGdnZ1xdnYut+Plx8nJCQ8Pjwotg4iIiIhc2bSGjoiIiIiIiBSLdVq91atX88Ybb9CoUSM8PDxYunQppmnyySef0K5dO7y8vPDx8aFbt26sXbvWLo+oqCgMw2DixIl8/vnntGrVCg8PD+rXr8/EiRPJzMwsdDnyrqGTnp7OtGnTaN26NV5eXvj7+3PDDTcwY8YM2z4nT55k9OjRtG7dmoCAADw8PGjWrBlTp04lKyvLtt/EiRMZPHgwAN26dcMwDAzDsE0DWNAaOsnJyYwbN45GjRrh7u5OrVq1GDBgAEeOHLHbL/fn58+fT/PmzXF3dyc0NJRp06Zd9jcQERERkSufRuiIiIiIiIhIibz00ktkZGQwdOhQ/Pz8aNq0Kf379+fzzz+3rWGUlpbG4sWL6dGjB8uWLaNPnz52eXzzzTccOnSIp59+mlq1avHNN9/w2muvceTIEebPn1/kMqWnp9OzZ0/WrVvHHXfcweOPP46Hhwc7d+5k2bJlPPPMMwDs2LGDZcuWce+999KoUSMyMjJYuXIlERERHDp0iFmzZgFw3333cerUKWbPns348eO57rrrAGjUqFGBZcjIyKBnz55s2rSJBx54gNGjR3PgwAE++eQTVq1axe+//07dunXtPjNz5kyio6N54oknqFatGp999hljx46lbt26PProo0X+HURERETkyqGAjoiIiIiIiJRIamoq27dvt02z9vXXX7N48WJmzZrFsGHDbPuNGjWKTp06MWrUKHr37o1hGLZtf/75J1u2bKFt27YAPPPMM9x3330sWLCAp556ik6dOhWpTNOnT2fdunWMGzeOt956y25bdna27e8uXbpw6NAhu7I8//zz9O/fnzlz5jBx4kRCQkJo1aoVN954I7Nnz6ZHjx507dr1smVYsGABmzZt4uWXX7YbZXP77bfTq1cvxo0bx6JFi+w+c/ToUfbu3Yu/vz8AQ4YMITQ0lA8//FABHREREZGrnKZcExERERERkRIZMWKE3Zo5n332Gb6+vvTt25eYmBjbKz4+nt69exMVFcWBAwfs8ujRo4ctmANgGAZjxowBLAGiolq8eDEBAQG8+uqrDtucnC7eCnt6etqCOenp6cTGxhITE0PPnj3Jzs7m999/L/Kxrb7++mucnJwYN26cXXp4eDitW7dmxYoVdsElgMGDB9uCOWBZd6pTp04Ov5eIiIiIXH00QkdERERERERKpEmTJnbv9+7dS2JiIjVr1izwM9HR0Xafs05hlluzZs0AOHToUJHLdODAAVq3bo2Hh8cl98vMzGTKlCksXLiQgwcPYpqm3fa4uLgiH9vq8OHD1K5dm4CAAIdtzZs3548//iAmJobg4GBbesOGDR32DQwM5Ny5c8Uuh4iIiIhcGRTQERERERERkRLJPToHwDRNgoKCWLJkSYGfadGiRVkXq1BefPFFPvzwQ/r168crr7xCcHAwrq6ubNu2jbFjxzqMoClrzs7O5Xo8EREREak6FNARERERERGRUtW4cWP2799Pp06d8PHxKdRn9u7d65C2Z88eIP9RK5fTpEkT/vrrL9LS0nB3dy9wv0WLFtG5c2e++OILu/SDBw867Jt7nZ3CaNiwIStXriQ+Pp5q1arZbduzZw9+fn7UqFGjSHmKiIiIyNVLa+iIiIiIiIhIqRowYADZ2dkOa8dYRUdHO6T9+OOPbNu2zfbeNE2mTZsGQN++fYtchscee4y4uDgmTZrksC33tGrOzs4O06wlJyfz/vvvO3zOGpyKjY0tVBn69u1LdnY2U6ZMsUv/73//y/bt2+nTp4/dej4iIiIiIpeiEToiIiIiIiJSqh544AEGDx7MjBkz2LZtG7169aJGjRocP36czZs3c/DgQYd1ca6//nq6d+/O008/TUhICCtWrGD16tX079+fG2+8schlGDVqFN9++y2TJk1iy5Yt3HHHHXh4eLB792727dvH6tWrbWWdNWsW/fr14/bbbyc6Opp58+YRGBjokGf79u1xcnLizTffJC4uDm9vbxo0aEDHjh3zLcOgQYP49NNPmTp1KlFRUXTu3JmDBw/y8ccfU7NmTd56660ify8RERERuXopoCMiIiIiIiKlbt68eXTr1o3Zs2czefJk0tPTqVWrFm3btmXy5MkO+/fp04emTZsyefJk9u3bR3BwMP/85z/55z//Wazju7m5sWrVKt59912WLFnC+PHj8fDwoHHjxgwePNi233vvvYevry9Lly5lxYoV1KtXj2HDhtG+fXtuv/12uzzr16/PvHnzmDp1KiNGjCAjI4OBAwcWGNBxdXXlhx9+YNKkSXz55ZcsW7aMatWq8eCDDzJp0iTq1atXrO8mIiIiIlcnI+/QchERERERqZzCIiKPA3UANo/rToi/ZwWX6PIWLFjA4MGDWb16NZs2bWLu3LmcOXOGVq1a8a9//YtOnTqxfv16XnnlFbZv346fnx8jR46068RftWoVc+fOZcuWLZw6dQp3d3c6dOjAK6+8QpcuXeyOt3v3biZOnMj//vc/YmJiCAgI4LrrruOll14iPDwcgAsXLjBlyhQ+//xzjh07hpubG/Xq1ePOO+/k7bffLtffpzjeW7WPD36yre/y/+3df3BW9b0n8HcSSSAhQoAI1CgBam1BWG17pd0K+KPj1aHUaqe2nSJj16lDW3elZcQ4aut0RqGdeqVrbWeKOIhrp3baa+stCCz+YK3Xslp1LlLvXi4aVASURMAEBBOyf4REIqBYCHkir9fMmec83+f7fM/nxC/O5LzzPeeH9XOn/OjvGae2bvHHkzyfJKOqK/LwrLOPTIEfUH19fUaOHJkf/vCHuemmm3qkhmPdJb94PE+/tLXj7efq50751x4sBwCAg7BCBwAA6HZ1dXVpbW3N1Vdfnd27d+fWW2/N+eefn0WLFuWKK67IlVdemW984xv57W9/mx/84AcZOXJkpk2blqQ9FGpsbMz06dNTU1OTDRs25M4778x5552XRx55JBMnTkySNDQ05Nxzz02SzJgxIyNGjMiWLVvy1FNPZdWqVZ2Bzne/+93cddddmT59er7//e+npaUla9euzcMPP9wzPxwAAIBDINABAAC6XWtra/7yl7+ktLQ0STJmzJhcdNF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      "text/plain": [
       "<Figure size 2113.2x878.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "cr_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-chromosome-replication': 'ecoli\\nchromosome\\nreplication',\n",
    "        'replisome_trimers': 'replisome\\ntrimers',\n",
    "        'replisome_monomers': 'replisome\\nmonomers',\n",
    "        'active_replisomes': 'active\\nreplisomes',\n",
    "        'full_chromosomes': 'full\\nchromosomes',\n",
    "        'chromosome_domains': 'chromosome\\ndomains',\n",
    "        'listeners\\nreplication_data': 'listeners\\nreplication_\\ndata'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.5,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 18,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-chromosome-replication': (3, 2)}\n",
    "}\n",
    "\n",
    "cr_topology_fig = plot_topology(chromosome_replication, cr_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "14ad1556",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "replisome_trimers:\n",
      "     CPLX0-2361[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-3761[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "replisome_monomers:\n",
      "     CPLX0-3621[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10239-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG11500-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG11412-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "dntps:\n",
      "     DATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     DCTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     DGTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     TTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "ppi:\n",
      "     PPI[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0.0\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "replication_data:\n",
      "          criticalInitiationMass:\n",
      "                _default: 0.0\n",
      "\n",
      "          criticalMassPerOriC:\n",
      "                _default: 0.0\n",
      "\n",
      "\n",
      "\n",
      "environment:\n",
      "     media_id:\n",
      "           _default: \n",
      "           _updater: set\n",
      "\n",
      "\n",
      "active_replisomes:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          right_replichore:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          submass:\n",
      "                _default: [0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "oriCs:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "chromosome_domains:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          child_domains:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "full_chromosomes:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          division_time:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          has_triggered_division:\n",
      "                _default: False\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "cr_ports = chromosome_replication.ports_schema()\n",
    "cr_printout = make_port_printout(cr_ports)\n",
    "print(cr_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "777a6e81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: afd58b16-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:17\n",
      "Completed in 0.349993 seconds\n"
     ]
    }
   ],
   "source": [
    "# tweak initial state to trigger replication\n",
    "cr_initial_state = copy.deepcopy(initial_state)\n",
    "cr_initial_state['listeners']['mass']['cell_mass'] = 2000.0\n",
    "\n",
    "# run simulation and retrieve final data\n",
    "cr_settings = {\n",
    "    'total_time': 100,\n",
    "    'initial_state': cr_initial_state,\n",
    "    'topology': chromosome_replication.topology,\n",
    "    'emit_step': 10,\n",
    "    'return_raw_data': True}\n",
    "\n",
    "cr_data = simulate_process(chromosome_replication, cr_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bd34fea4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1': {'domain_index': 1}, '2': {'domain_index': 2}}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cr_data[0.0]['unique']['oriC']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "58a819b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'afed02fa-2025-11ec-8f9d-8c85908ac627': {'domain_index': 19},\n",
       " 'afed0390-2025-11ec-8f9d-8c85908ac627': {'domain_index': 20}}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cr_data[10.0]['unique']['oriC']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3af0ae01",
   "metadata": {},
   "source": [
    "Here a new origin of replication (oriC) has formed between time 0 and 10. This indicates the beginning of the chromosome replication process."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18cde7b9",
   "metadata": {},
   "source": [
    "## Chromosome Structure\n",
    "    \n",
    "[Chromosome Structure Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.chromosome_structure.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fff1fa42",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.chromosome_structure import ChromosomeStructure\n",
    "\n",
    "# load in parameters\n",
    "cs_params = load_sim_data.get_chromosome_structure_config()\n",
    "\n",
    "# initialize process and topology\n",
    "chromosome_structure = ChromosomeStructure(cs_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "bc910b9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3247.2x878.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "cs_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-chromosome-structure': 'ecoli\\nchromosome\\nstructure',\n",
    "        'full_chromosomes': 'full\\nchromosomes',\n",
    "        'active_ribosome': 'active\\nribosome',\n",
    "        'chromosome_domains': 'chromosome\\ndomains',\n",
    "        'active_replisomes': 'active\\nreplisomes',\n",
    "        'active_RNAPs': 'active\\nRNAPs',\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.5,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 20,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-chromosome-structure': (6, 2)}\n",
    "}\n",
    "\n",
    "cs_topology_fig = plot_topology(chromosome_structure, cs_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ac6fd35b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "listeners:\n",
      "RnapData:\n",
      "          n_total_collisions:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          n_headon_collisions:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          n_codirectional_collisions:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          headon_collision_coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          codirectional_collision_coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "          ... skipping 1 schema entries ...\n",
      "\n",
      "\n",
      "fragmentBases:\n",
      "     polymerized_ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_CTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_GTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_UTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "molecules:\n",
      "     PPI[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     WATER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     APORNAP-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "active_tfs:\n",
      "     CPLX-125[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX-172[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-226[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-228[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-7669[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 19 schema entries ...\n",
      "\n",
      "subunits:\n",
      "     CPLX0-3953[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-3962[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "amino_acids:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ARG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASN[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     L-ASPARTATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CYS[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 16 schema entries ...\n",
      "\n",
      "active_replisomes:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "oriCs:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "chromosome_domains:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          child_domains:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "active_RNAPs:\n",
      "_divider:\n",
      "     <function divide_active_RNAPs_by_domain at 0x12dcc88b0>\n",
      "\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          direction:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "\n",
      "RNAs:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          transcript_length:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          RNAP_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "\n",
      "active_ribosome:\n",
      "*:\n",
      "          protein_index:\n",
      "                _default: 0\n",
      "\n",
      "          peptide_length:\n",
      "                _default: 0\n",
      "\n",
      "          mRNA_index:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "full_chromosomes:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "promoters:\n",
      "*:\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "\n",
      "          bound_TF:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "DnaA_boxes:\n",
      "*:\n",
      "          domain_index:\n",
      "                _default: 0\n",
      "\n",
      "          coordinates:\n",
      "                _default: 0\n",
      "\n",
      "          DnaA_bound:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "cs_ports = chromosome_structure.ports_schema()\n",
    "cs_printout = make_port_printout(cs_ports)\n",
    "print(cs_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "46efb7a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: b0a8560e-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:20\n",
      "Completed in 2.53 seconds\n"
     ]
    }
   ],
   "source": [
    "cs_initial_state = copy.deepcopy(initial_state)\n",
    "\n",
    "# run simulation and retrieve final data\n",
    "cs_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': cs_initial_state,\n",
    "    'topology': chromosome_structure.topology,\n",
    "    'emit_step': 10,\n",
    "    'return_raw_data': True}\n",
    "\n",
    "cs_data = simulate_process(chromosome_structure, cs_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68543193",
   "metadata": {},
   "source": [
    "## Polypeptide Initiation\n",
    "    \n",
    "[Polypeptide Initiation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.polypeptide_initiation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "49f8abc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.polypeptide_initiation import PolypeptideInitiation\n",
    "\n",
    "# load in parameters\n",
    "pi_params = load_sim_data.get_polypeptide_initiation_config()\n",
    "\n",
    "# initialize process and topology\n",
    "polypeptide_initiation = PolypeptideInitiation(pi_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b963b597",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 979.2x878.4 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "pi_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-polypeptide-initiation': 'ecoli\\npolypeptide\\ninitiation',\n",
    "        'active_ribosome': 'active\\nribosome'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.5,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 17,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-polypeptide-initiation': (3, 2)}\n",
    "}\n",
    "\n",
    "pi_topology_fig = plot_topology(polypeptide_initiation, pi_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "488d76be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "environment:\n",
      "     media_id:\n",
      "           _default: \n",
      "           _updater: set\n",
      "\n",
      "\n",
      "listeners:\n",
      "ribosome_data:\n",
      "          ribosomes_initialized:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          prob_translation_per_transcript:\n",
      "                _default: []\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          effective_elongation_rate:\n",
      "                _default: 0.0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "active_ribosome:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "\n",
      "          protein_index:\n",
      "                _default: 0\n",
      "\n",
      "          peptide_length:\n",
      "                _default: 0\n",
      "                _emit: True\n",
      "\n",
      "          mRNA_index:\n",
      "                _default: 0\n",
      "\n",
      "          pos_on_mRNA:\n",
      "                _default: 0\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "RNA:\n",
      "*:\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "\n",
      "          can_translate:\n",
      "                _default: False\n",
      "\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "subunits:\n",
      "     CPLX0-3953[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-3962[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "pi_ports = polypeptide_initiation.ports_schema()\n",
    "pi_printout = make_port_printout(pi_ports)\n",
    "print(pi_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "25625376",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: b33343ac-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:24\n",
      "Completed in 2.11 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "pi_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': polypeptide_initiation.topology}\n",
    "\n",
    "pi_data = simulate_process(polypeptide_initiation, pi_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e815200",
   "metadata": {},
   "source": [
    "We can observe the 30S ribosomal subunit ('CPLX0-3953[c]') and 50S ribosomal subunit (CPLX0-3962[c]) molecule counts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "11cc0229",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/t4/q28s90qs5r755xvnzjg6vkc40000gn/T/ipykernel_14901/3946241941.py:11: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n",
      "  pi_fig.show()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "pi_fig = plot_variables(\n",
    "    pi_data, \n",
    "    variables=[\n",
    "        ('bulk', 'CPLX0-3953[c]'),\n",
    "        ('bulk', 'CPLX0-3962[c]')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)\n",
    "\n",
    "pi_fig.savefig('notebooks/pi_fig.png')\n",
    "pi_fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b71ef677",
   "metadata": {},
   "source": [
    "The decrease within the first time step of the simulation demonstrates how active 70S ribosomes are rapidly formed from free 30S and 50S subunits. We can also see how the 30S ribosome subunit (CPLX0-3953[c]) is limiting."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2f00f06",
   "metadata": {},
   "source": [
    "## Polypeptide Elongation\n",
    "    \n",
    "[Polypeptide Elongation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.polypeptide_elongation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "48447319",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.polypeptide_elongation import PolypeptideElongation\n",
    "\n",
    "# load in parameters\n",
    "pe_params = load_sim_data.get_polypeptide_elongation_config()\n",
    "\n",
    "# initialize process and topology\n",
    "polypeptide_elongation = PolypeptideElongation(pe_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c1fc450f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 3707.28x772.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "pe_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-polypeptide-elongation': 'ecoli\\npolypeptide\\nelongation',\n",
    "        'uncharged_trna': 'uncharged_\\ntrna',\n",
    "        'uncharged_trna_total': 'uncharged_\\ntrna_total',\n",
    "        'charged_trna_total': 'charged_\\ntrna_total',\n",
    "        'charging_molecules': 'charging_\\nmolecules',\n",
    "        'active_ribosome': 'active_\\nribosome',\n",
    "        'polypeptide_elongation': 'polypeptide\\nelongation',\n",
    "        'ppgpp_reaction_metabolites': 'ppgpp\\nreaction\\nmetabolites',\n",
    "        'chromosome_domains': 'chromosome\\ndomains',\n",
    "        'listeners\\nreplication_data': 'listeners\\nreplication_\\ndata',\n",
    "        'amino_acids_total': 'amino_acids_\\ntotal'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.3,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 17,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-polypeptide-elongation': (7, 1.75)}\n",
    "}\n",
    "\n",
    "pe_topology_fig = plot_topology(polypeptide_elongation, pe_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c1537cab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "environment:\n",
      "     media_id:\n",
      "           _default: \n",
      "           _updater: set\n",
      "\n",
      "amino_acids:\n",
      "          L-ALPHA-ALANINE:\n",
      "                _default: 0\n",
      "                _divider: binomial_ecoli\n",
      "                _emit: True\n",
      "                _properties: {'bulk': True}\n",
      "\n",
      "          ARG:\n",
      "                _default: 0\n",
      "                _divider: binomial_ecoli\n",
      "                _emit: True\n",
      "                _properties: {'bulk': True}\n",
      "\n",
      "          ASN:\n",
      "                _default: 0\n",
      "                _divider: binomial_ecoli\n",
      "                _emit: True\n",
      "                _properties: {'bulk': True}\n",
      "\n",
      "          L-ASPARTATE:\n",
      "                _default: 0\n",
      "                _divider: binomial_ecoli\n",
      "                _emit: True\n",
      "                _properties: {'bulk': True}\n",
      "\n",
      "          CYS:\n",
      "                _default: 0\n",
      "                _divider: binomial_ecoli\n",
      "                _emit: True\n",
      "                _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "          ... skipping 16 schema entries ...\n",
      "\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "          dry_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "\n",
      "growth_limits:\n",
      "          fraction_trna_charged:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          aa_pool_size:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          aa_request_size:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          active_ribosomes_allocated:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          net_charged:\n",
      "                _default: []\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "          ... skipping 5 schema entries ...\n",
      "\n",
      "ribosome_data:\n",
      "          translation_supply:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          effective_elongation_rate:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          aaCountInSequence:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          aaCounts:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          actualElongations:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "          ... skipping 6 schema entries ...\n",
      "\n",
      "\n",
      "molecules:\n",
      "     PROTON[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     WATER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     RELA-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     SPOT-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     GUANOSINE-5DP-3DP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "molecules_total:\n",
      "     PROTON[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     WATER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     RELA-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     SPOT-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     GUANOSINE-5DP-3DP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "monomers:\n",
      "     1-ACYLGLYCEROL-3-P-ACYLTRANSFER-MONOMER[i]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     1-PFK-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-DEHYDROPANTOATE-REDUCT-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-ISOPROPYLMALATESYN-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-OCTAPRENYL-METHOXY-BENZOQ-METH-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 4291 schema entries ...\n",
      "\n",
      "amino_acids:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ARG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASN[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     L-ASPARTATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CYS[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 16 schema entries ...\n",
      "\n",
      "aa_enzymes:\n",
      "     2-ISOPROPYLMALATESYN-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ACETOLACTSYNI-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ANTHRANSYN-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASNSYNA-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASPAMINOTRANS-DIMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 21 schema entries ...\n",
      "\n",
      "ppgpp_reaction_metabolites:\n",
      "     ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     GDP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     AMP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     GUANOSINE-5DP-3DP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     PROTON[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 2 schema entries ...\n",
      "\n",
      "uncharged_trna:\n",
      "     alaT-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     alaU-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     alaV-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     alaW-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     alaX-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 81 schema entries ...\n",
      "\n",
      "charged_trna:\n",
      "     charged-alaT-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaU-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaV-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaW-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaX-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 81 schema entries ...\n",
      "\n",
      "charging_molecules:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     alaT-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     PPI[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     AMP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 190 schema entries ...\n",
      "\n",
      "synthetases:\n",
      "     ALAS-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ARGS-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASNS-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASPS-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CYSS-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 16 schema entries ...\n",
      "\n",
      "amino_acids_total:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     ARG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     ASN[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     L-ASPARTATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CYS[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "     ... skipping 16 schema entries ...\n",
      "\n",
      "uncharged_trna_total:\n",
      "     alaT-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     alaU-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     alaV-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     alaW-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     alaX-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "     ... skipping 81 schema entries ...\n",
      "\n",
      "charged_trna_total:\n",
      "     charged-alaT-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     charged-alaU-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     charged-alaV-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     charged-alaW-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     charged-alaX-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "     ... skipping 81 schema entries ...\n",
      "\n",
      "active_ribosome:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          protein_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          peptide_length:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          pos_on_mRNA:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          submass:\n",
      "                _default: [0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "subunits:\n",
      "     CPLX0-3953[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-3962[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "polypeptide_elongation:\n",
      "     aa_count_diff:\n",
      "           _default: {}\n",
      "           _updater: set\n",
      "           _emit: True\n",
      "\n",
      "     gtp_to_hydrolyze:\n",
      "           _default: 0\n",
      "           _updater: set\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "pe_ports = polypeptide_elongation.ports_schema()\n",
    "pe_printout = make_port_printout(pe_ports)\n",
    "print(pe_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8dc6eaea",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: b61fa8a8-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:29\n",
      "Completed in 3.24 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "pe_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': polypeptide_elongation.topology}\n",
    "\n",
    "pe_data = simulate_process(polypeptide_elongation, pe_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b6495be",
   "metadata": {},
   "source": [
    "We can see from the cell above that each active ribosome molecule is represented by an ID number. Let's analyze the polypeptide length and the ribosome's position on mRNA of one active ribosome within this process:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "87c5e4d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UPXjB+mqKCpdWZisFXCIiIpIXYxOT7NnXG7VehQHuR+eQC+u8dVWZ7sHmpjibYuULOv7qTFDAJSIiImdE3/AYO/d2ZwKs3R3dDI89Oz1DtpLCAp67qTYzwH1HY4y6ipJ5qvH8UcAlIiIip2R/zxAt7Wna2lO0tKd59EAvOYZfUVtenBnY3twU5zn1tZQVF85PhReQAi4RERHJaXLSeeJQf+gajAKsru6hnOU2xcppboqTCAHWuWuqKChY2t2Dp0IBl4iIiDzL8NgED3T2ZAKstmSa3uHZ0zMUGFy4oSYTYCUa46yvXVzpGRaKAi4REREhPTBKWzJNS/j14IOdPYxOzD7+qry4kEsa6kiEXw9e0lBHdVnxPNV4aZlzwGVmhUAr0OXuV5vZF4AEYMDjwHXu3m9mpcBXgB3AUeC17t4ejnEj8DZgAniXu99zJi9GREREcnN3OlJDUetVMuoefPJQf85yq6tKSDQe6x68aGMNxUssPcNCOZkWrncDjwA1Yfk97t4LYGZ/C9wAfIwooEq7+7lm9jrg48Brzewi4HXAVmAj8J9mdp67T5yZSxEREZGZjE9M8sj+vkyA1dqe5lDfSM5yZ6+ppDkEWImmOE2rKpZ8eoaFMqeAy8w2Aa8EPgL8MUBWsGVAOTD1u4RrgA+G/78JfCrscw1wh7uPAM+Y2ZPAZcDPzsiViIiICAADI+Ps7ujO5L7auTfN4Ojs7RtFBcZzNtVmugcTjTFWVZXOU42Xv7m2cH0SeB9Qnb3SzL4EXAU8DPxJWF0PdAC4+7iZ9QCrwvqfZxXvDOuOY2bXA9cDNDQ0zLF6IiIiK9eh3mFak+lMgPXw/l4mcuRnqC4t4tLGWGZy54s31VFesvzTMyyUnAGXmV0NHHL3NjO7Inubu78ljO36e+C1wJdOt0LufitwK0AikciRzUNERGRlcXeeOtxPa3ualjBFTvLoYM5yG2rLaM4kF41z/vpqCldgeoaFMpcWrhcCrzKzq4AyoMbMvurubwRw9wkzu4OoBexLQBewGeg0syKglmjw/NT6KZvCOhERETmBkfEJHurqzeS+akumSA+OzVrGDM5fV50Z3J5oilNfVz5PNZaZ5Ay43P1G4EaA0ML1XuBNZnauuz8Zxme9Cng0FLkTuJZobNargR+4u5vZncDXwwD7jcAW4Bdn9nJERESWtp6hMXZOdQ8m09zf0c3IeI7pcYoK2L65LtM9eGlDjNpypWdYTE41D5cBXzazmvD//cA7w7YvAP8YBsWniH6ZiLvvMbNvEI33Ggf+QL9QFBGRla6re+i4yZ0fO9iH5xhQE6soZkdjPBNgbauvobRI468WM/Ncj+oCSiQS3trautDVEBEROSMmJp3HDvRlcl+1tqfY3zOcs1zjqgoSWQHWOWsqlZ5hcTrhg6JM8yIiInkyNDrB7o5uWkP34M5kmr6R2afHKSwwtm6sySQYTTTGWFuj6XGWOgVcIiIiZ8jR/hFak+nMAPeHunoYz5GeobKkkEsaYpkB7ts311FZqo/n5UaPqIiIyClwd9qPDmYmd25tT/P0kYGc5dZWl2Ymd25uinPB+mqKND3OsqeAS0REZA7GJibZs683E1y1JlMc6R/NWW7L2qpM5vbmpjib4+Uaf7UCKeASERGZQd/wGLv2dme6B3d3dDM0NvuP60sKC9hWX0PzWXGaG+PsaIwRqyyZpxrLYqaAS0REBDjQM5zpHmxpT/PogV5yDL+ipqwoar0K3YPPqa+lrFjpGeTZFHCJiMiKMznpPHGon9ZkKkyRk6IzPZSz3KZYOc1NUctVc1OcLWurKND0ODIHCrhERGTZGx6b4MGunkxy0db2FL3Ds6dnKDC4YH1NJvdVoinGhlpNjyOnRgGXiIgsO+mBUdqSaVqSKdra0zzQ2cPoxOzT45QVF3DJ5lgmwLqkoY7qMk2PI2eGAi4REVnS3J2O1NBx2dufONSfs9zqqpJM12CiKc7WjTUUKz2D5IkCLhERWVLGJyZ59EBfpnuwpT3Fob6RnOXOXl0ZZW5vitPcFKdpVYXSM8i8UcAlIiKL2sDIOLs7umlpT9EWpscZGJ09PUNRgbGtvjbTPbijMcbqqtJ5qrHIsyngEhGRReVQ3zBt7emoezCZYs++XiZy5GeoLi3iksYYzY1RgLV9cx3lJUrPIIuHAi4REVkw7s5Thwcyua9akymSRwdzlltfUxYlF22KkWiMc/76agqVnkEWsTkHXGZWCLQCXe5+tZl9DUgAY8AvgN9z9zGLOsRvAa4CBoHr3H1nOMa1wAfCIW929y+fuUsREZHFbnR8kge7eqLpccIkz+nBsVnLmMH566qj8VeNUXqG+jpNjyNLy8m0cL0beASoCctfA94Y/v868Hbgs8ArgC3hdnlYd7mZxYGbiII0B9rM7E53T5/uRYiIyOLUMzTGzr3pTAvW/R3djIzPnp6hpKiA7ZvqMtnbL22IUVuh9AyytM0p4DKzTcArgY8Afwzg7ndlbf8FsCksXgN8xd0d+LmZ1ZnZBuAK4F53T4Uy9wJXArefmUsREZGF1tU9FIKr6BeEjx3sw3NMj1NXUUyiMZ4Z4L6tvobSIo2/kuVlri1cnwTeB1RP32BmxcCbiFrAAOqBjqxdOsO6E62ffrzrgesBGhoa5lg9ERGZbxOTzmMH+mjLyn+1r2c4Z7nGVRWZrsHmphhnr9b0OLL85Qy4zOxq4JC7t5nZFTPs8hngx+7+kzNRIXe/FbgVIJFI5PheJCIi82VodIL7O7sz3YM7k2n6RmafHqewwLhoQ02mezDRGGNtTdk81Vhk8ZhLC9cLgVeZ2VVAGVBjZl919zea2U3AGuD3svbvAjZnLW8K67qIuhWz19936lUXEZF8Oto/khnY3tKeZs++HsYmZv8eXFFSyKUNsUyAtX1zHZWl+kG8SM5XgbvfCNwIEFq43huCrbcDvwb8qrtnj4C8E7jBzO4gGjTf4+77zewe4KNmFgv7vXzquCIisrDcnfajg9GvB9ujOQifPjyQs9ya6lIuC4lFm5viXLihmiJNjyPyLKfzteNzQBL4Wfhp7rfc/UPAXUQpIZ4kSgvxFgB3T5nZh4GWUP5DUwPoRURkfo1NTPLwvt7M4PbWZIoj/aM5y527tiqT+6q5Kc7muNIziMyFea6fjyygRCLhra2tC10NEZElr294jF17uzP5r3bt7WZobPbpcYoLjedOpWdojFqxYpUl81RjkSXphN8+1LEuIrIMHegZpjV5bHLnR/b3kmN2HGrKitjReGxy5+duqqWsWOkZRM4EBVwiIkvc5KTz5OH+TPdgS3uKzvRQznL1deWZ3FfNTXG2rFV6BpF8UcAlIrLEDI9N8GBXDy3tKdra07Qm0/QM5Z4e58L1NZkAK9EUY0Nt+TzVWEQUcImILHLdg6O0JdOZ5KIPdPYwOjH79DhlxQVs31wX5b5qinNJQx01ZZoeR2ShKOASEVlE3J3O9BAt7ceytz9xqD9nuVWVJceSizbF2bqxhmKlZxBZNBRwiYgsoPGJSR490BclFw1JRg/2juQsd/bqyjDAPQqyzlpdqfQMIouYAi4RkXk0ODrO7r3dUetVMsXOZJqB0dnTMxQVGFvra2luPDb+anVV6TzVWETOBAVcIiJ5dKhvODOwvbU9xUP7epnIkZ+hqrSISxtjNDfG2NEUY/vmOipK9HYtspTpFSwicoa4O08fGcjMPdjanqL96GDOcutryrLGX8W4YH0NhUrPILKsKOASETlFo+OTPLSvJxNgtSXTpAZyT49z/rrq4wKs+jpNjyOy3CngEhGZo97hMXYm05nkors7uhkZnz09Q0lRAdvD9DiJphg7GuLUVig9g8hKo4BLROQE9nUPHZe9/bGDfeSafrauophEZnqcGNvqaykt0vQ4IiudAi4REWBi0nn8YF9mcufW9jRd3bmnx2mIV2S6B5ubYpy9WtPjiMizKeASkRVpeGyC+zu6aU1GrVdtyTR9w+OzlikwuGhjDYnGeGb81bqasnmqsYgsZXMOuMysEGgFutz9ajO7Afgj4BxgjbsfCfsZcAtwFTAIXOfuO8O2a4EPhEPe7O5fPlMXIiIym9TAaKb1qqU9xUNdPYxNzN4/WF5cyKWNdZkAa3tDHVWl+p4qIifvZN453g08AtSE5f8CvgPcN22/VwBbwu1y4LPA5WYWB24CEoADbWZ2p7unT7n2IiIzcHeSRwczua9a2lM8dXggZ7nVVaVcdlaMHY1R9+CFGzQ9joicGXMKuMxsE/BK4CPAHwO4+66wbfru1wBfcXcHfm5mdWa2AbgCuNfdU6HcvcCVwO2nfxkispKNT0zy8P7eTO6rlvY0R/pzT49zzprKzNyDzU0xGuIVSs8gInkx1xauTwLvA6rnsG890JG13BnWnWj9cczseuB6gIaGhjlWT0RWkv6RcXbtjQa2tyZT7NrbzWCO6XGKC43n1NdmAqwdjTHilSXzVGMRWelyBlxmdjVwyN3bzOyKfFfI3W8FbgVIJBI5foAtIivBwd7hTGqG1mSKh/f1kmN2HKrLijLpGRKNMS7eXEdZsdIziMjCmEsL1wuBV5nZVUAZUGNmX3X3N55g/y5gc9byprCui6hbMXv9fSdbYRFZ3iYnnacO9x/rHkym6EjlTs9QX1cekotG3YPnra1WegYRWTRyBlzufiNwI0Bo4XrvLMEWwJ3ADWZ2B9Gg+R53329m9wAfNbNY2O/lU8cVkZVrZHyCBzt7MgPcW5NpugfHZi1jBhesr6G56VgL1sa68nmqsYjIyTvl3zeb2buIxnWtBx4ws7vc/e3AXUQpIZ4kSgvxFgB3T5nZh4GWcIgPTQ2gF5GVo2dwjLa9xyZ3vr+zh9Ec0+OUFhWwfXNdJvfVpY0xaso0PY6ILB3mueapWECJRMJbW1sXuhoicorcnc70EK3JaHqc1vY0jx3sy1kuXllCovHY5M5bN9ZSUqT0DCKy6J1wHIMy+InIGTMx6Tx6oPfYAPf2NAd6h3OWO2t1JTsaY5kuwrNXVyo9g4gsKwq4ROSUDY6Os7ujOxNg7drbTf/I7NPjFBYY2zbWZAa372iMs6a6dJ5qLCKyMBRwicicHekfCV2DKVqSafZ09TCeIz9DZUkhl051DzbG2N5QR0WJ3npEZGXRu56IzMjdeebIQFb+qzTPHMk9Pc66mtKo9SrkwLpgfTVFmh5HRFY4BVwiAsDo+CR79vVkAqy2ZJqjA6M5y523rirTPZhojLMpVq7xVyIi0yjgElmheofH2LW3OzO58+6ObobHZk/PUFJYwMWbazOTO+9ojFFXoelxRERyUcAlskLs7xk6bnLnRw/0kisrTG15cWZ6nOamGNvqazU9jojIKVDAJbIMTU46jx/qo6U9TVsIsLq6c0+PszleTnNjNLlzoinGuWuqND2OiMgZoIBLZBkYHpvggc6ekPsqGn/VOzx7eoYCgws31GSSiyYa46yvLZunGouIrCwKuESWoNTAKG3JdGb81YNdPYxNzN4/WF5cyCUNdZnuwUsaYlSV6i1ARGQ+6N1WZJFzd/amBqPuwWTUPfjkof6c5VZXlR43ufNFG2soVnoGEZEFoYBLZJEZn5jkkf19IfdVFGAd7hvJWe7sNZVh/FWUZLRxVYXSM4iILBIKuEQW2MDIOLv2dmcCrF17uxkcnZi1THGhsa2+NpO9fUdjjFVVmh5HRGSxUsAlMs8O9Q5H6RmS0eTOD+/vZSLH9DjVpUXsaIplUjRcvKmO8hKlZxARWSrmHHCZWSHQCnS5+9VmdhZwB7AKaAPe5O6jZlYKfAXYARwFXuvu7eEYNwJvAyaAd7n7PWfyYkQWG3fnqcP9tExNj9OeZm9qMGe5jbVlx7K3N8U5b101hUrPICKyZJ1MC9e7gUeAmrD8ceAT7n6HmX2OKJD6bPibdvdzzex1Yb/XmtlFwOuArcBG4D/N7Dx3n73vRGQJGRmf4KGunkyC0bZkmvTg2KxlzOD8ddXH0jM0xamvK5+nGouIyHyYU8BlZpuAVwIfAf7YopG4vwK8PuzyZeCDRAHXNeF/gG8Cnwr7XwPc4e4jwDNm9iRwGfCzM3IlIgugZ3CMnXuPtV7t7uxmdHz26XFKiwrYvrkuE1xd2hCjtrx4nmosIiILYa4tXJ8E3gdUh+VVQLe7T2VW7ATqw//1QAeAu4+bWU/Yvx74edYxs8uILHruTlf3UGZy59b2NI8d7MtZLlZRfFz34LaNtZQUKT2DiMhKkjPgMrOrgUPu3mZmV+S7QmZ2PXA9QENDQ75PJ3JCE5POowd6MwFWWzLN/p7hnOWaVlVkAqwdjXHOWVOp9AwiIivcXFq4Xgi8ysyuAsqIxnDdAtSZWVFo5doEdIX9u4DNQKeZFQG1RIPnp9ZPyS6T4e63ArcCJBKJHFPripw5Q6MT7O7ojrK3J9PsTKbpH5l9epzCAmPrxhoSjSHAaoqxtlrT44iIyPFyBlzufiNwI0Bo4Xqvu7/BzP4ZeDXRLxWvBf49FLkzLP8sbP+Bu7uZ3Ql83cz+lmjQ/BbgF2f0akROwpH+EVrD4PaWZJo9XT2M50jPUFlSyKWNsUyAdfHmOio1PY6IiORwOp8UfwrcYWY3A7uAL4T1XwD+MQyKTxH9MhF332Nm3wAeBsaBP9AvFGW+uDvPHBmIAqyQ/+rpIwM5y62tLqX5rDjNIf/VBeurKdL0OCIicpLMffH22iUSCW9tbV3oasgSNDYxyZ59vZnJnVvb0xwdGM1Zbsvaqsz4q+amOJti5Rp/JSIic3XCDwz1hciy0Dc8xs693ZkAa3dHN8Njs6dnKCks4LmbarMGuMeoqyiZpxqLiMhKooBLlqT9PUO0tKdpa48md370QC85hl9RW14czTsYWq+eU19LWbGmxxERkfxTwCWL3uSk88Sh/tA1GAVYXd1DOcttipVnsrc3N8U5d00VBZoeR0REFoACLll0hscmeKCzJxNgtSXT9A7Pnp6hwODCDTXHpsdpjLO+VukZRERkcVDAJQsuPTBKWzJNS/j14IOdPYxOzD7+qry4kEsa6kiEXw9e0lBHdZmmxxERkcVJAZfMK3enIzUUtV4lo+7BJw/15yy3uqqEHY1R12BzU5yLNtZQrPQMIiKyRCjgkrwan5jkkf19mQCrtT3Nob6RnOXOXlNJc2M8M8Fz06oKpWcQEZElSwGXnFEDI+Ps7ujO5L7auTfN4Ojs+W2LCoznbKrNdA8mGmOsqiqdpxqLiIjknwIuOS2HeodpTaYzAdbD+3uZyJGfobq0iEsbYzSH1quLN9VRXqL0DCIisnwp4JI5c3eeOtxPS3s6M0VO8uhgznIbasvC2KsYOxrjnL++mkKlZxARkRVEAZec0Mj4BA919WZyX7UlU6QHx2YtYwbnr6vO5L5KNMWpryufpxqLiIgsTgq4JKNnaIydWd2Duzu7GR3PMT1OUQHbN9dlugcvbYhRW670DCIiItkUcK1Q7k5X91Cma7C1Pc1jB/vINZd5rKKYHY3xTIC1rb6G0iKNvxIREZmNAq4VYmLSeexAXyb3VWt7iv09wznLNa6qIJEVYJ2zplLpGURERE6SAq5lamh0gt0d3dH4q2SaXck0fSOzT49TWGBs3VhDYir/VWOMtTWaHkdEROR05Qy4zKwM+DFQGvb/prvfZGa/AvwNUAK0AW9z93GLmj9uAa4CBoHr3H1nONa1wAfCoW929y+f6QtaqY72j9CaTGcGuD/U1cN4jvQMlSWFXNIQywxw3765jspSxeAiIiJn2lw+XUeAX3H3fjMrBn5qZvcAXwZ+1d0fN7MPAdcCXwBeAWwJt8uBzwKXm1kcuAlIAA60mdmd7p4+41e1zLk77UcHM5M7t7anefrIQM5ya6tLM5M7NzfFuWB9NUWaHkdERCTvcgZc7u7A1GR3xeE2AYy6++Nh/b3AjUQB1zXAV0K5n5tZnZltAK4A7nX3FICZ3QtcCdx+5i5neRqbmGTPvt5McNWaTHGkfzRnuS1rqzKZ25ub4myOl2v8lYiIyAKYU/+RmRUSdRueC3wa+AVQZGYJd28FXg1sDrvXAx1ZxTvDuhOtn36u64HrARoaGk7mWpaNvuExdu3tznQP7u7oZmhs9ulxSgoLoulxmmI0N8bZ0RgjVlkyTzUWERGR2cwp4HL3CWC7mdUB/wpsBV4HfMLMSoH/IGr1Om3ufitwK0AikciRpGB5ONAznOkebGlP8+iBXnIMv6KmrChqvQrdg8+pr6WsWOkZREREFqOTGiHt7t1m9kPgSnf/G+CXAMzs5cB5YbcujrV2AWwK67qIuhWz1993SrVewiYnnScO9WdyX7W0p+hMD+UstylWTnNT1HLV3BRny9oqCjQ9joiIyJIwl18prgHGQrBVDrwM+LiZrXX3Q6GF60+Bj4QidwI3mNkdRIPme9x9fxho/1Ezi4X9Xk407mtZGx6b4MGunkz29tb2FL3Ds6dnKDC4YH1NJvdVoinGhlpNjyMiIrJUzaWFawPw5TCOqwD4hrt/x8z+2syuDus+6+4/CPvfRZQS4kmitBBvAXD3lJl9GGgJ+31oagD9cpIeGKUtmaYlmaKtPc0DnT2MTsw+PU5ZcQGXbI5lAqxLGuqoLtP0OCIiIsuFea65XBZQIpHw1tbWha7GCbk7Hamh47K3P3GoP2e5VZUlx03uvHVjDcVKzyAiIrLUnXCsj7JcnoTxiUkePdCX6R5saU9xqG8kZ7mzV1dGmdub4jQ3xWlaVaH0DCIiIiuIAq5ZDIyMh+lxotxXO5NpBkZn/zFmUYGxrb6WROOx8Verq0rnqcYiIiKyGCngynKob5i29nTUPZhMsWdfLxM58jNUlRZxaWOM5hBgbd9cR3mJ0jOIiIjIMSs64HryUH8m91VbMkX70cGcZdbXlNF8Vpzmphg7GmNcsL6GQqVnEBERkVms6IDrrbe1sDd14iDLDM5fV53JfZVoilFfp+lxRERE5OSs6IAr0RQ7LuAqKSpg+6a6zC8IL22IUVuh9AwiIiJyelZ0wPWS89bQOzQe8l/F2FZfS2mRxl+JiIjImbWiA65rttdzzfZnzZ8tIiIickYp26aIiIhIningEhEREckzBVwiIiIiebao51I0s7vd/cqFroeIiIjI6VjUAZeIiIjIcqAuRREREZE8U8AlIiIikmcKuERERETyTAGXiIiISJ4p4BIRERHJMwVcIiIiInmmgEtEREQkzxRwiYiIiOSZAi4RERGRPFPAJSIiIpJnCrhERERE8kwBl4iIiEieKeASERERyTMFXCIiIiJ5poBLREREJM8UcImIiIjkmQIuERERkTxTwCUiIiKSZwq4RERERPJMAZeIiIhIningEhEREckzBVwiIiIieaaAS0RERCTPFHCJiIiI5JkCLhEREZE8U8AlIiIikmcKuERERETyTAGXiIiISJ4p4BIRERHJMwVcIiIiInmmgEtEREQkzxRwiYiIiOSZAi4RERGRPFPAJSIiIpJnCrhERERE8kwBl4iIiEieKeASERERyTMFXCIiIiJ5poBLREREJM8UcImIiIjkmQIuERERkTxTwCUiIiKSZwq4RERERPJMAZeIiIhIningEhEREckzBVwiIiIieaaAS0RERCTPFHCJiIiI5JkCLlk2zOxzZvZ/Froe+WBme8zsink+Z7+ZnR3+v83Mbp7P88vyY2ZvMLP/mGX7fWb29tM8h5vZuadzjFM87xVm1jnf55WlQwGXLBvu/g53//BC1+N0zRTcuPtWd79vPuvh7lXu/vR8nnOhmdmHzexBMxs3sw9O2/ZKM/upmXWb2QEz+7yZVc9wjLiZHTazn05bX2FmnzGzI2bWY2Y/ztpWGr4wHDSzlJl928zqs7Z/1cz2m1mvmT0+PSgxs7eb2ZMhSL7bzDaesTvlFJlZUwh+iqbWufvX3P3lC1mvM2WhAjtZuhRwiZwkM1tjZrbQ9ciX7A/I5cLM1s1x1yeB9wHfnWFbLXAzsBG4EKgH/nqG/T4OPDLD+luBeCgbB96Tte3dwPOB54bjp4G/z9r+V0CTu9cArwJuNrMd4dquAD4KXBOO+wxwe64LFZH5pYBLFpXp3xqzW3ummuzN7E/M7FD4xv+WmfYNy/877LPPzN6afezpXRdmdl12i4SZXWBm94bWhsfM7DVZ1Xwr8IyZ/aWZnTXLtbzSzHaFVomOGVpMXmRm/x1aTDpCHa4H3gC8L7RWfDvs225mLzWzjWY2ZGbxrONcElpNisPyW83sETNLm9k9ZtY4x/v9D8zsCeCJmR4LYHW4T/rM7EfZxzWzF5hZS2i5aTGzF0y7b58O5Z4xszeE9QVm9gEzS4bH8ytmVhu2TbWOvCXcN2kze4eZNZvZA+E++9S0a5jtun9oZt83szeaWcWJ7gd3/7K7fw/om2Hb1939bncfdPc08A/AC6fV4QXANuBL09ZfQBQoXe/uh919wt3bsnY5C7jH3Q+6+zDwT8DWrHPvcfeRqcVwOycsXw38c9hnFPgw8GIzO4c5CK+FvzKzX4Tn6r9Pe349L+t5er9ldW3nKDvVgtcdnsvPn+F19jIzezQ8bz4FHPdF5lSey9PKl5rZ35jZXotaDz9nZuVhW673k1UWtTT2huf0zVN1t2Otk/eHa3ttVrkZjyeigEuWmvVELQ31wNuAT5tZbPpOZnYl8F7gZcAW4KVzPYGZVQL3Al8H1gKvAz5jZhcBuPvHw7q1QKuZ/dDM3jTDB/kA8GagDngl8E4z+41wjkbge0StGGuA7cBud78V+Brwf0OX3q9nH9Dd9wE/A347a/XrgW+6+5iZXQO8H/itcNyfMPfWjt8ALgcuOsH2NxB9mK8Gdod6Ej5gvwv8HbAK+Fvgu+EDqzKsf4W7VwMvCGUBrgu3XwbOBqqA44KoUJ8twGuBTwJ/TvRYbgVeY2YvCXXIdd0JoiDoWqDLzG41s+fP6V45sRcDe6YWzKww1P8GooAo22VAEvhLi4LjB80s+zH8AvBCiwLqCqL7+nvZB7CoO3IQeBTYD9yVvXmG/7eFcq83swdyXMubib5IbADGiR4zLOrW/C5Ry16c6DX1L2a2JldZovsHoC48l3827XpWA98CPkD0nHqKrAD2NJ/LUz4GnEf0+jqX6H3jL7K2z/Z+8mmi1/B6oufNtVOF3H3q2i4O1/ZPczierHTurptui+ZG9EF1btbybcDN4f8rgCGgKGv7IeB5M+z7ReBjWfudl31s4D7g7VnbrwN+Gv5/LfCTafX6f8BNM9S3FHgN0YdfCvj8LNf2SeAT4f8bgX89wX6Z68ha1w68NPz/duAH4X8DOoAXh+XvAW/LKlcADAKNc7jff+VEj0Wo0x1Z26qACWAz8CbgF9PK/izcp5VAN1GAWD5tn+8Dv5+1fD4wBhQBTeH89VnbjwKvzVr+F+CPTva6Q53fDzxGFLy8ZoZ9vgp8cJb762VE3X7nZa17D/DZ6c+nsPz+cD0fBEqAlwD9wIVhey1wR9hnHNgFxGc4byHwIqIgpTiseylwhKg7spzouToJ/O4cX3P3cfxr5SJgNJzrT4F/nLb/PcC1cyg79Rhmv14z9wtRoPbzrG0GdBJelyfzmM70vA3HGwDOydr2fOAZz/F+Euo/Bpyfte3maY/p9PeqEx5vLo+Dbsv/phYuWWqOuvt41vIg0Yf/dBuJApEpyZM4RyNweehC6TazbqIWh/XTd/Som+cBolabUUKrAoCZXR5avw6bWQ/wDqJv8hB96D91EnXK9i/A881sA1ErwiTRt/+put+SVe8U0QdP/UwHmqZjrtvdvT8ce2O4Tb9/k0TB0gBRAPsOYL+ZfTd0rzFDuSRRsJU93upg1v9DMyxPPfYnc937iR6z+8P2TSe+5Gczs+cRtX6+2t0fD+s2Au8iaoGbyRDRB/jN7j7q7j8CfghMDSD/NFHwvoooSP0W01q4ADzqivxpqPM7w7r/BG4iel60h1sfUfAyV9NfK8VEz9VG4HemvRZeRNSalatsLse9Rt3dpx3rdJ7LELWKVQBtWce4O6yfcqL3kzVEz8Xs+uR6fcx2PBEFXLLoDBK9SU55VpAzR/uJgpopDdO2D8xyng7gR+5el3Wrcvd3Tu0QustuMLNfAD8g+kb8y+7+vKzjfB24E9js7rXA5zjW3dPBsTE4003vjjp+YzR+6D+IApnXE7U8TZXpAH5vWt3L3f2/ZzvmXM5L1v1pZlVEXUz7wm362JoGoCvU9x53fxnRh/SjRGOfmKFcA1HrTnZQNVc5r9uisW6fIApE3k/UbVzv7n8715OY2SVEj+lb3f37WZsuI7q+h83sAHALcJlFv2YsJArwpsu+v7cDt7l7KgTxfx/KnyhwKSLr+ePun3b3Le6+jijwKgIemut18ezXyhhRq1kHUQtX9v1a6e4fm0PZXM+n416jZmbTjnU6z2VCHYaArVnla919LgHQYaLnYnYwvvkE+4rMiQIuWWx2A683s8IwDuslp3icbwDXmdlFYUzMTTOc57cs+qn+uUTjLaZ8BzgvjMsqDrdmM7sQwMzeRtSK8BLgL4kCqj919+m/TKsGUu4+bGaXEQVHU74GvNTMXmNmRSGA2x62HSQa0zSbrxN1ybw6/D/lc8CNZrY11LXWzH4nx7Hm6iqLBvqXEI3l+rm7dxB1p54XxgoVhQHEFwHfMbN1ZnZNGMs1QtSNNhmOdzvwHjM7KwRwHwX+aVoLwVzNet1m9gPg28AwUffrC9z9H9y9N/sg4bEuI3pvLDKzshAwYWbbiFpI/tDdvz3t/N8j6kLbHm5/QdQtuN3dJ4gGkO8NdSwysxcSjV27J5RvAd4c6l0M/D6wz92PmNlaM3udmVWF18WvAb9L1CVLqOM2izQQ/RrylhCYz9Ubs14rHyIaEzhB1LX662b2a+HcZRYNNt80h7KHiR7rEz2XvwtsNbPfsuiXse/i+C8+p/VcdvdJouD+E2a2NhyjPtx/ucpOELUyfjC8R1xA9HrLNpfXqcgxC92nqZtu2Teiwc17iLpE/pHoQzl7DFfntP3bOTa26Tayxj4BfwYcIGpJeSvHj0laTdRK1Af8F9HYmuzxGecTfSAcJho79AOiD0+Igolnja+Z4VpeTdTF0kcUxH0K+GrW9l8C/gfoJfo2f21Yv4UoIOwG/m36dYbl8nDcPTOc903Ag1nH/eIc6nrceJTp68J9+zmiVqF+ogDirKx9XwS0AT3h74vC+g3Aj8L6bqIxPxeFbQVEgUlHuJ+/CsTCtiaePf6nE7gia/mrwAfmct1EY3cK5nA/3MaxXwFO3a4L275EFED0Z92edf+Hfa/Lfj6FdVuJxrYNAA8Dv5m1bRVREH4o3E8/BS4L29aE+7A7XNuDwP/KKltH1II2QPR8/yugMGv7G05Uz7D9vlDmF+H43wZWZ22/PJw/FR6n7wINcyz7oVCmm2hs1HH3C3Al8Hh4fnwqnCd7bOVpPZeBMqJA/ulwjEeAd83x/WRNuNZeooD448D3s/Z9B1ErXTfROM5Zj6ebbuaeq9VXZHkwMwe2uPuTC10XkcXCzO4j+iLw+fksu9SY2ceB9e5+7ULXRZYmdSmKiIhMY1EuvueGrtrLiIYd/OtC10uWrmWXUVpEns3MfokZfvUG0RQ+81wdkVM2j8/laqIhDRuJxmv9f8C/n8HjywqjLkURERGRPFOXooiIiEieLeouxSuvvNLvvvvuha6GiIiIyFzYiTYs6hauI0eOLHQVRERERE7bog64RERERJYDBVwiIiIieaaAS0RERJat4bEJWttTfPa+p3jsQN+C1WNRD5oXERERORndg6O0JdO0tKdpbU/xQGcPoxPRFK6Oc/766gWpV86Ay8y+CFwNHHL3bdO2/QnwN8AajyZZvYIoMdwzYZdvufuHwr5XArcAhcDn/fjZ5kVEREROirvTmR6ipT1FS3uatmSKxw/2n3D/1vaTmdP9zJpLC9dtRJOKfiV7pZltBl4O7J22/0/c/epp+xYCnwZeRjQBbYuZ3enuD59ivUVERGSFGZ+Y5NEDfbS2p2hJRi1YB3tHcpY7e3UlOxpj/NJ5a+ahljPLGXC5+4/NrGmGTZ8A3sfcpjq4DHjS3Z8GMLM7gGsABVwiIiIyo8HRcXbv7Y66B5MpdibTDIxOzFqmqMDYWl9Lc2OMRFOcRFOM1VWl81TjWep1KoXM7Bqgy93vN3tWjq/nm9n9wD7gve6+B6gHOrL26QQuP8GxrweuB2hoaDiV6omIiMgSdKhvmLb2NK2h9eqhfb1MTM4+BWFVaRGXNsYyAdb2zXWUlxTOU43n7qQDLjOrAN5P1J043U6g0d37zewq4N+ALSdzfHe/FbgVIJFIaKJHERGRZcjdefrIQNQ9GAa4tx8dzFlufU0ZiaYYzaH16oL1NRQWnDDB+6JxKi1c5wBnAVOtW5uAnWZ2mbsfmNrJ3e8ys8+Y2WqgC9icdYxNYZ2IiIisAKPjkzy0rycTYLUl06QGRnOWO39d9XEBVn1dOTP0ri16Jx1wufuDwNqpZTNrBxLhV4rrgYPu7mZ2GVGer6NAN7DFzM4iCrReB7z+9KsvIiIii1HP0Bg796Zpa0/T0p5id0c3I+OTs5YpKSpg+6Y6Ek0xEk0xdjTEqa0onqca59dc0kLcDlwBrDazTuAmd//CCXZ/NfBOMxsHhoDXubsD42Z2A3APUVqIL4axXSIiIrIM7OuO0jO0hgDrsYN9eI6BQXUVxSTC2Kvmphjb6mspLVp846/OBPNc98YCSiQS3trautDVEBERkSwTk87jB/uO6x7s6h7KWa4hXpHpHmxuinH26ioKlsD4q5NwwotRpnkRERGZ1fDYBPd3dNOajFqv2pJp+obHZy1TYLB1Yy07Go+Nv1pXUzZPNV58FHCJiIjIcVIDo7S2pzIB1kNdPYxNzN4jVlFSyCUNdSQa4zQ3xdneUEdVqcKMKbonREREVjB3J3l0MJP7qqU9xVOHB3KWW1NdSnNTLBNgXbihmqLCgnmo8dKkgEtERGQFGZ+Y5OH9vZncVy3taY70554e59y1VccNcG+IVyzJ9AwLRQGXiIjIMtY/Ms6uvelMgLW7o5vBHNPjFBcaz6mvDWOv4uxojBGvLJmnGi9PCrhERESWkYO9w5nUDK3JFA/v6yXH7DhUlxVlWq8SjTEu3lxHWfHyTM+wUBRwiYiILFGTk85Th/uPdQ8mU3SkcqdnqK8rD8lFo+7B89ZWL7f0DIuOAi4REZElYmR8ggc7e0Luq+hXhN2DY7OWMYML1tdEA9xDC9bGuvJ5qrFMUcAlIiKySPUMjtG299jkzvd39jCaY3qc0qICtm+uy+S+urQxRk3Z8pgeZylTwCUiIrIIuDud6SFak8cCrMcP9ucsF68sIZGVXHTrxlpKipSeYbFRwCUiIrIAJiadR/b3ZhKMtranOdA7nLPcWasrMwHWjqYYZ6+uVHqGJUABl4iIyDwYHB1nd0d35heEu/Z20z8y+/Q4RQXG1o01mcHtOxrjrKkunacay5mkgEtERCQPDveN0JbVPbhnXy/jOfIzVJYUcmlW9+D2zXVUlOijejnQoygiInKa3J2njwzQlsl/leaZI7mnx1lXUxoFVyEH1gXrNT3OcqWAS0RE5CSNjk+yZ19PpnuwLZnm6MBoznLnravKdA8mGuNsipVr/NUKoYBLREQkh97hMXaGge0t7Snu7+xmeGz29AwlhQVcvLk2k/tqR2OMugpNj7NSKeASERGZZl/3UPjlYDQG69EDvXiO6XFqy4ujwKopxmVNcbbV12p6HMlQwCUiIiva5KTz+KG+zOD21vY0Xd25p8fZHC+nuTGe6SI8Z02VpseRE1LAJSIiK8rw2AT3d3TTmjw2/qpvePb0DAUGF22sIdEY/Xow0RhnfW3ZPNVYlgMFXCIisqylBkZpy3QPpniwq4exidn7B8uLC7mkoS7TenVJQ4yqUn1kyqnTs0dERJYNd2dvajDTPdjSnuKpw7nTM6yuKs1M7tzcFOPCDTUUKz2DnEEKuEREZMkan5jk4f29tLSnM0lGD/eN5Cx3zprKTPdgc1OcxlUVSs8geaWAS0REloz+kXF27+0OyUWj6XEGRydmLVNcaGyrr80kGN3RGGNVlabHkfmlgEtERBatg73DmdxXrckUD+/rJcfsOFSXFrEjtFwlGmNcvLlO6RlkwSngEhGRRWFy0nnqcH80/ioZpWfYmxrMWa6+rpwdjbHMGKzz1lVTqPQMssgo4BIRkQUxMj7BQ109x/JfJdN0D47NWsYMzl9XnZncOdEUp76ufJ5qLHLqcgZcZvZF4GrgkLtvm7btT4C/Ada4+xGLRhzeAlwFDALXufvOsO+1wAdC0Zvd/ctn7jJERGSx6xkco21vKhNg3d/Zw+j47NPjlBYVsH1zHc1NcXY0xbi0IUZtefE81VjkzJlLC9dtwKeAr2SvNLPNwMuBvVmrXwFsCbfLgc8Cl5tZHLgJSAAOtJnZne6ePt0LEBGRxcfd6UwPZboGW9vTPHawL2e5eGXJcd2D2zbWUlKk9Ayy9OUMuNz9x2bWNMOmTwDvA/49a901wFfc3YGfm1mdmW0ArgDudfcUgJndC1wJ3H561RcRkcVgYtJ59EDvsQHu7WkO9A7nLNe0qiKT+yrRFOfs1ZVKzyDL0imN4TKza4Aud79/2gujHujIWu4M6060fqZjXw9cD9DQ0HAq1RMRkTwbHB1nd0d3JsDatbeb/pHZp8cpLDC2bawhMZWeoSnG2mpNjyMrw0kHXGZWAbyfqDvxjHP3W4FbARKJRI4f/4qIyHw40j8SugZTtCTT7OnqYTxHfobKkkIubYzmHWxuirG9oY6KEv1WS1amU3nmnwOcBUy1bm0CdprZZUAXsDlr301hXRdRt2L2+vtO4dwiIpJn7s4zRway8l+leeZI7ulx1laX0nxWnObGqHvwgvXVFGl6HBHgFAIud38QWDu1bGbtQCL8SvFO4AYzu4No0HyPu+83s3uAj5pZLBR7OXDjaddeRERO2+j4JHv29WQCrLZkmqMDoznLnbeuKtM92NwUZ1OsXOOvRE5gLmkhbidqnVptZp3ATe7+hRPsfhdRSognidJCvAXA3VNm9mGgJez3oakB9CIiMr96h8fYtbc7M7nz7o5uhsdmT89QUljAczfVZga472iMUVdRMk81Fln6LPpB4eKUSCS8tbV1oashIrKk7e8ZyuS+amlP8+iBXnK99deWF5MIXYPNTTG21ddqehyR3E7YxKvRiyIiy8jkpPP4oT5a2tO0hQCrq3soZ7nN8XISjVH29uamOOeuqaJA0+OInDEKuERElrDhsQke6OwJua+i8Ve9w7OnZygwuHBDzbHpcRrjrK9VegaRfFLAJSKyhKQGRmlLpjPjrx7q6mV0YvbxV+XFhVzSUJfpHty+uY7qMk2PIzKfFHCJiCxS7k5HaiikZoi6B5881J+z3OqqkuO6By/aWEOx0jOILCgFXCIii8T4xCSP7O87LsA63DeSs9zZayppzgqwGldVKD2DyCKjgEtEZIEMjIyza293JvfVzr1pBkcnZi1TVGA8Z1MtzU1xdjTGSDTGWFVVOk81FpFTpYBLRGSeHOodpjV5bHLnh/f3MpFjepzq0iIubYxlJne+eFMd5SVKzyCy1CjgEhHJA3fnqcP9tLQfC7D2pgZzlttQW0ZzGNyeaIpz3rpqCpWeQWTJU8AlInIGjIxP8FBXbya5aFsyRXpwbNYyZnD+uupj6Rma4tTXlc9TjUVkPingEhE5BT1DY+zM6h7c3dnN6Pjs6RlKiwq4eHNdpvXq0oYYteVKzyCyEijgEhHJwd3p6h6itT1NazIKsB472JdzepxYRXEm91WiKc62jbWUFCk9g8hKpIBLRGSaiUnnsQN9mdQMre0p9vcM5yzXuKqCROOxAOucNZVKzyAigAIuERGGRifY3dEdjb9KptmVTNM3Mvv0OIUFxtaNNZkAa0dTjLXVmh5HRGamgEtEVpwj/SO0hoHtLe1pHurqYTxHeobKkkIubYyxozFKLrp9cx2VpXoLFZG50buFiCxr7k770cHM5M6t7WmePjKQs9za6tLMrwebm+JcsL6aIk2PIyKnSAGXiCwrYxOT7NnXmwmuWpMpjvSP5iy3ZW1VZoB7c1OcTbFyjb8SkTNGAZeILGl9w2Ps2tudyX+1u6ObobHZp8cpKSzguZtq2dEUo7kxmiInVlkyTzUWkZVIAZeILCkHeoYz3YMt7WkePdBLjuFX1JQVkcjqHnxOfS1lxZoeR0TmjwIuEVm0JiedJw71Z3JftbSn6EwP5Sy3KVaemdy5uSnOlrVVFGh6HBFZQAq4RGTRGB6b4MGunkz29tb2FL3Ds6dnKDC4YH1NJvdVoinGhlpNjyMii4sCLhFZMOmBUdqSaVqTUXD1QGcPoxOzT49TVlzAJZtjmQDrkoY6qss0PY6ILG4KuERkXrg7nekhWtqPZW9/4lB/znKrq0oyXYOJpjhbN9ZQrPQMIrLEKOASkbwYn5jk0QN9x7oHkykO9o7kLHf26koSofWquSlO06oKpWcQkSVPAZeInBEDI+NhepwouNqZTDMwOnt6hqICY1t9baZ7cEdjjNVVpfNUYxGR+aOAS0ROyaG+Ydra01H3YDLFnn29TOTIz1BVWsSljTGaG6MAa/vmOspLlJ5BRJa/nAGXmX0RuBo45O7bwroPA9cAk8Ah4Dp332dmVwD/DjwTin/L3T8UylwJ3AIUAp9394+d2UsRkXxxd546PJCZe7C1PUX70cGc5dbXlNF8VpjcuTHGBetrKFR6BhFZgebSwnUb8CngK1nr/trd/w+Amb0L+AvgHWHbT9z96uwDmFkh8GngZUAn0GJmd7r7w6dXfRHJh9HxSR7a15NJLtqWTJMamH16HDM4f1111gD3GPV1mh5HRATmEHC5+4/NrGnaut6sxUogR55nLgOedPenAczsDqIWMgVcIotAz9AYO/emMwHW/R3djIzPnp6hpKiA7ZvqMtnbL22IUVuh9AwiIjM55TFcZvYR4M1AD/DLWZueb2b3A/uA97r7HqAe6MjapxO4/FTPLSKnp6t7KDO5c0t7iscO9uE5vjbVVRSTyGq92lZfS2mRxl+JiMzFKQdc7v7nwJ+b2Y3ADcBNwE6g0d37zewq4N+ALSdzXDO7HrgeoKGh4VSrJyLBxKTz+MG+TOtVa3uKfT3DOcs1xCsyrVfNTTHOXq3pcURETtWZ+JXi14C7gJuyuxrd/S4z+4yZrQa6gM1ZZTaFdc/i7rcCtwIkEolcXZUiMs3w2ERIzxAFWDuTafpGck+Ps3VjbSbASjTGWFtTNk81FhFZ/k4p4DKzLe7+RFi8Bng0rF8PHHR3N7PLgALgKNANbDGzs4gCrdcBrz/NuosIcLR/hNZkNLC9pT3FQ109jE3M/l2loqSQSxtiUYLRxjjbG+qoKlWWGBGRfJlLWojbgSuA1WbWSdR1eJWZnU+UFiLJsV8ovhp4p5mNA0PA69zdgXEzuwG4hygtxBfD2C4ROQnuTvLoYCZ7e0syxdOHB3KWW1NdGiUXbYyyt1+4oZoiTY8jIjJvzHONlF1AiUTCW1tbF7oaIgtmbGKSh/f1Zk2Pk+ZIf+7pcc5dW3VcgLU5rvQMIiLz4IRvtOpDEFlE+obH2LW3m9ZkNLh9195uhsZmnx6nuNB47qY6Eo3HpseJV5bMU41FRGQuFHCJLKADPcO0Jo+lZ3hkfy85ZsehuqwoE1w1N8V57qZayoqVnkFEZDFTwCUyTyYnnScP92d1D6boSA3lLFdfV56Z3Lm5Kc6WtUrPICKy1CjgEsmT4bEJHurqyeS+ak2m6Rkam7WMGVy4vib69WBIz7CxrnyeaiwiIvmigEvkDOkeHA2pGaIA64HOHkYnZp8ep6y4gO2b60L29jiXNNRRU6bpcURElhsFXCKnwN3pTA/RkpncOcXjB/tzlltVWZJJLrqjMcbWjbWUFCk9g4jIcqeAS2QOxicmefRAmB4n/ILwYG/u9Axnr65kR9b8g2etrlR6BhGRFUgBl8gMBkfH2b23O+oeTKbYmUwzMDp7eoaiAmNrfS3NWekZ1lSXzlONRURkMVPAJQIc6humLSQWbW1P8dC+XiZy5GeoKi3i0sYYzY0xdjTF2L65jooSvaREROTZ9OkgK4678/SRgczkzq3tKdqPDuYst76m7Njkzk0xLlhfQ6HSM4iIyBwo4JJlb3R8kof29WQCrLZkmtTAaM5y56+rPi7Aqq/T9DgiInJqFHDJstMzNMbOvWnaQvb23R3djIzPnp6hpKiA7ZvqQv6rGDsa4tRWKD2DiIicGQq4ZMnb1z2Uyd7e0p7isYN95JqTva6iOGt6nBjb6mspLdL0OCIikh8KuGRJmZh0Hj/Yd1z3YFd37ulxGuIVme7B5qYYZ6/W9DgiIjJ/FHDJojY8NsHuju6QwT1FWzJN3/D4rGUKDLZurD0u/9W6mrJ5qrGIiMizKeCSRSU1MJqZd7ClPcVDXT2MTczeP1hRUsglDXUkGqPJnbc31FFVqqe2iIgsHvpUkgXj7iSPDmbGX7UmUzx1eCBnuTXVpTQ3xTIB1oUbqikq1PQ4IiKyeCngknkzNjHJI/t7M7mvWtrTHOnPPT3OuWurjhvg3hCvUHoGERFZUhRwSd70j4yza286E2Dt2tvN0Njs0+MUFxrPqa8NwVU0PU68smSeaiwiIpIfCrjkjDnYO3xc9+DD+3rJMTsO1WVFmdarRGOMizfXUVas9AwiIrK8KOCSUzI56Tx1uP9Y92AyRUcqd3qG+rrykFw06h48b2210jOIiMiyp4BL5mRkfIIHO3syAVZrMk3P0NisZczggvU10QD30IK1sa58nmosIiKyeCjgkhl1D47SlkzTmowCrPs7exjNMT1OaVFBJj1DoinGpY0xaso0PY6IiIgCLsHd6UwP0ZpMZVqwHj/Yn7NcvLKERFZy0a0baykpUnoGERGR6RRwrUATk84j+3szXYOt7WkO9A7nLHfW6spMgLWjKcbZqyuVnkFERGQOFHCtAIOj4+zu6M5M7rxrbzf9I7NPj1NUYGzdWJMZ3L6jMc6a6tJ5qrGIiMjykjPgMrMvAlcDh9x9W1j3YeAaYBI4BFzn7vssau64BbgKGAzrd4Yy1wIfCIe92d2/fKYvRiKH+0Zoy+oe3LOvl/Ec+RkqSwq5NKt7cPvmOipKFI+LiIicCeY++wexmb0Y6Ae+khVw1bh7b/j/XcBF7v4OM7sK+EOigOty4BZ3v9zM4kArkAAcaAN2uHt6tnMnEglvbW09rQtc7tydp48MRN2D7dEg92eO5J4eZ11NaRRchRxYF6zX9DgiIiKn6YTjbHI2Ybj7j82sadq63qzFSqIgCqJWr694FMX93MzqzGwDcAVwr7unAMzsXuBK4PaTuAgBRscn2bOvJ9M92JZMc3RgNGe589ZVZboHE41xNsXKNf5KRERknpxyn5GZfQR4M9AD/HJYXQ90ZO3WGdadaL3k0Ds8xs4wsL2lPcX9nd0Mj82enqGksICLN9dmAqxLG2LUVWh6HBERkYVyygGXu/858OdmdiNwA3DTmaiQmV0PXA/Q0NBwJg65pOzrHsrkvmppT/PogV5y9PpSW16cGdje3BRjW32tpscRERFZRM7EqOivAXcRBVxdwOasbZvCui6ibsXs9ffNdDB3vxW4FaIxXGegfovW5KTz+KG+Y9nb29N0deeeHmdzvJzmxnimBeucNVWaHkdERGQRO6WAy8y2uPsTYfEa4NHw/53ADWZ2B9Gg+R53329m9wAfNbNY2O/lwI2nUe8laXhsgvs7umlNHht/1Tc8e3qGAoOLNtaQaIxnfkG4rqZsnmosIiIiZ8Jc0kLcTtQ6tdrMOolasq4ys/OJ0kIkgXeE3e8i+oXik0RpId4C4O6pkEqiJez3oakB9MtZaiBMj9OeoqU9xYNdPYxNzN5oV15cGE2PE1qvLmmIUVWq9AwiIiJLWc60EAtpKaWFcHf2pgaPm9z5yUO5p8dZXVWamdy5uSnGhRtqKFZ6BhERkaXo1NNCyMzGJyZ5eH9vyH0VDXA/3DeSs9w5ayozkzs3N8VpXFWh9AwiIiLLnAKuORoYGWfX3m5a2lO0JqPpcQZHJ2YtU1xobKuvzSQY3dEYY1WVpscRERFZaRRwncCh3mFaspKLPry/l4kc0+NUlxaxI7RcJRpjXLy5TukZRERERAEXROkZnj7SnwmwWtvT7E0N5ixXX1fOjsZYZgzWeeuqKVR6BhEREZlmRQdcn//J0/z86aO0JtN0D47Nuq8ZnL+uOpOaIdEUp76ufJ5qKiIiIkvZig647rx/Hw909sy4rbSogO2b62huirMjTI9TW148zzUUERGR5WBFB1yJxngm4IpXlhzXPbhtYy0lRUrPICIiIqdvRQdc12zfyPnrq0g0xTl7daXSM4iIiEherOiA6+LNdVy8uW6hqyEiIiLLnPrMRERERPJMAZeIiIhIningEhEREcmzRT15tZnd7e5XLnQ9RERERE7Hog64RERERJYDdSmKiIiI5JkCLhEREZE8U8AlIiIikmcKuERERETyTAGXiIiISJ4p4BIRERHJMwVcIiIiInmmgEtEREQkzxRwiYiIiOSZAi4RERGRPFPAJSIiIpJnCrhERERE8kwBl4iIiEieKeASERERyTMFXCIiIiJ5poBLREREJM8UcImIiIjkmQIuERERkTxTwCUiIiKSZwq4RERERPJMAZeIiIhIningEhEREckzBVwiIiIieaaAS0RERCTPiha6ArMxs7uB1fNwqtXAkXk4j8ydHpPFSY/L4qPHZHHS47L4zMdjcsTdr5xpg7l7ns+9+JlZq7snFroecowek8VJj8vio8dkcdLjsvgs9GOiLkURERGRPFPAJSIiIpJnCrgity50BeRZ9JgsTnpcFh89JouTHpfFZ0EfE43hEhEREckztXCJiIiI5NmKDrjM7Eoze8zMnjSzP1vo+giY2WYz+6GZPWxme8zs3QtdJ4mYWaGZ7TKz7yx0XSRiZnVm9k0ze9TMHjGz5y90nVY6M3tPeO96yMxuN7Oyha7TSmRmXzSzQ2b2UNa6uJnda2ZPhL+x+azTig24zKwQ+DTwCuAi4HfN7KKFrZUA48CfuPtFwPOAP9Djsmi8G3hkoSshx7kFuNvdLwAuRo/PgjKzeuBdQMLdtwGFwOsWtlYr1m3A9HxYfwZ83923AN8Py/NmxQZcwGXAk+7+tLuPAncA1yxwnVY8d9/v7jvD/31EHyD1C1srMbNNwCuBzy90XSRiZrXAi4EvALj7qLt3L2ilBKKE4uVmVgRUAPsWuD4rkrv/GEhNW30N8OXw/5eB35jPOq3kgKse6Mha7kQf7IuKmTUBlwD/s8BVEfgk8D5gcoHrIcecBRwGvhS6ej9vZpULXamVzN27gL8B9gL7gR53/4+FrZVkWefu+8P/B4B183nylRxwySJmZlXAvwB/5O69C12flczMrgYOuXvbQtdFjlMEXAp81t0vAQaY5y4SOV4YE3QNUTC8Eag0szcubK1kJh6laJjXNA0rOeDqAjZnLW8K62SBmVkxUbD1NXf/1kLXR3gh8Cozayfqev8VM/vqwlZJiFrlO919qgX4m0QBmCyclwLPuPthdx8DvgW8YIHrJMccNLMNAOHvofk8+UoOuFqALWZ2lpmVEA1svHOB67TimZkRjUl5xN3/dqHrI+DuN7r7JndvInqd/MDd9a19gbn7AaDDzM4Pq34VeHgBqyRRV+LzzKwivJf9Kvohw2JyJ3Bt+P9a4N/n8+RF83myxcTdx83sBuAeol+SfNHd9yxwtSRqTXkT8KCZ7Q7r3u/udy1clUQWrT8Evha+ND4NvGWB67Oiufv/mNk3gZ1Ev7jehTLOLwgzux24AlhtZp3ATcDHgG+Y2duAJPCaea2TMs2LiIiI5NdK7lIUERERmRcKuERERETyTAGXiIiISJ4p4BIRERHJMwVcIiIiInmmgEtEREQkzxRwiciSYGZ1Zvb7WcsbQ86jfJzrN8zsL2bZ/hwzuy0f5xaR5Ul5uERkSQiTmX/H3bfNw7n+G3iVux+ZZZ//BN7q7nvzXR8RWfrUwiUiS8XHgHPMbLeZ/bWZNZnZQwBmdp2Z/ZuZ3Wtm7WZ2g5n9sZntMrOfm1k87HeOmd1tZm1m9hMzu2D6SczsPGBkKtgys98xs4fM7H4z+3HWrt8mmupIRCQnBVwislT8GfCUu2939/89w/ZtwG8BzcBHgEF3vwT4GfDmsM+twB+6+w7gvcBnZjjOC4mmZpnyF8CvufvFwKuy1rcCv3Qa1yMiK8iKnUtRRJadH7p7H9BnZj1ELVAADwLPNbMq4AXAP0fzCgNQOsNxNgCHs5b/C7jNzL4BfCtr/SFg4xmsv4gsYwq4RGS5GMn6fzJreZLova4A6Hb37TmOMwTUTi24+zvM7HLglUCbme1w96NAWdhXRCQndSmKyFLRB1SfamF37wWeMbPfAbDIxTPs+ghw7tSCmZ3j7v/j7n9B1PK1OWw6D3joVOsjIiuLAi4RWRJCq9J/hQHsf32Kh3kD8DYzux/YA1wzwz4/Bi6xY/2Of21mD4YB+v8N3B/W/zLw3VOsh4isMEoLISIyjZndAnzb3f/zBNtLgR8BL3L38XmtnIgsSWrhEhF5to8CFbNsbwD+TMGWiMyVWrhERERE8kwtXCIiIiJ5poBLREREJM8UcImIiIjkmQIuERERkTxTwCUiIiKSZ/8/LXsQWHrJnkkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "RIBOSOME_ID = '1246839'\n",
    "\n",
    "pe_fig = plot_variables(\n",
    "    pe_data, \n",
    "    variables=[\n",
    "        ('unique', 'active_ribosome', RIBOSOME_ID, 'pos_on_mRNA'),\n",
    "        ('unique', 'active_ribosome', RIBOSOME_ID, 'peptide_length')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9eaac9ea",
   "metadata": {},
   "source": [
    "Here we can see that as the simulation progresses, the ribosome travels along the mRNA strand (as shown by the increasing pos_on_mRNA variable) and polymerization of amino acids into a polypeptide occurs (as shown by the increasing peptide_length variable)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2645819b",
   "metadata": {},
   "source": [
    "After elongation terminates, we can see an increase in protein counts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "acafd1ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pe_fig1 = plot_variables(\n",
    "    pe_data, \n",
    "    variables=[\n",
    "        ('bulk', '6PGLUCONDEHYDROG-MONOMER[c]')\n",
    "    ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99cd30fc",
   "metadata": {},
   "source": [
    "## Protein Degradation\n",
    "    \n",
    "[Polypeptide Degradation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.protein_degradation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "287132eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.protein_degradation import ProteinDegradation\n",
    "\n",
    "# load in parameters\n",
    "pd_params = load_sim_data.get_protein_degradation_config()\n",
    "\n",
    "# initialize process and topology\n",
    "protein_degradation = ProteinDegradation(pd_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "66e63b55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x684 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "pd_topology_plot_settings = {\n",
    "    'buffer': 1,\n",
    "    'node_labels': {\n",
    "        'ecoli-protein-degradation': 'ecoli\\nprotein\\ndegradation'\n",
    "    },\n",
    "    'node_distance': 5,\n",
    "    'show_ports': False,\n",
    "    'node_size': 10000,\n",
    "    'dashed_edges': True,\n",
    "    'coordinates': {'ecoli-protein-degradation': (1.5, 0.5)}\n",
    "}\n",
    "\n",
    "pd_topology_fig = plot_topology(protein_degradation, pd_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "95a88cad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "metabolites:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ARG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASN[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     L-ASPARTATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CYS[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 17 schema entries ...\n",
      "\n",
      "proteins:\n",
      "     1-ACYLGLYCEROL-3-P-ACYLTRANSFER-MONOMER[i]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     1-PFK-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-DEHYDROPANTOATE-REDUCT-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-ISOPROPYLMALATESYN-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-OCTAPRENYL-METHOXY-BENZOQ-METH-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 4291 schema entries ...\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "pd_ports = protein_degradation.ports_schema()\n",
    "pd_printout = make_port_printout(pd_ports)\n",
    "print(pd_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "f3b430b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: ba09488e-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:34\n",
      "Completed in 5.69 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "pd_settings = {\n",
    "    'total_time': 600,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': protein_degradation.topology,\n",
    "    'emit_step': 10}\n",
    "\n",
    "pd_data = simulate_process(protein_degradation, pd_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c41e30e8",
   "metadata": {},
   "source": [
    "For protein degradation, let's look at the ARTJ-MONOMER[p] monomer, a protein selected for degradation at this time point, as it degrades into its subcomponents:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "4effdd59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "pd_fig = plot_variables(\n",
    "    pd_data, \n",
    "    variables=[\n",
    "        ('bulk', 'ARTJ-MONOMER[p]'),\n",
    "        ('bulk', 'ASN[c]'),\n",
    "        ('bulk', 'WATER[c]')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf05accd",
   "metadata": {},
   "source": [
    "We can see here that as the ARTJ-MONOMER[p] protein degrades, the count for the amino acid asparagine increases and water is consumed."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e497905",
   "metadata": {},
   "source": [
    "## RNA Degradation\n",
    "    \n",
    "[RNA Degradation Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.rna_degradation.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ec1c9c47",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.rna_degradation import RnaDegradation\n",
    "\n",
    "# load in parameters\n",
    "rd_params = load_sim_data.get_rna_degradation_config()\n",
    "\n",
    "# initialize process and topology\n",
    "rna_degradation = RnaDegradation(rd_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "e667bd28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2424.24x772.92 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "rd_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-rna-degradation': 'ecoli\\nrna\\ndegradation',\n",
    "        'fragmentMetabolites': 'fragment\\nMetabolites',\n",
    "        'listeners\\nrna_degradation_listener': '\\nlisteners\\nrna_\\ndegradation_\\nlistener',\n",
    "        'active_ribosome': 'active_\\nribosome'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 17000,\n",
    "    'node_distance': 3.3,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 17,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-rna-degradation': (7, 1.75)}\n",
    "}\n",
    "\n",
    "rd_topology_fig = plot_topology(rna_degradation, rd_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "341ef081",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "charged_trna:\n",
      "     charged-alaT-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaU-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaV-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaW-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     charged-alaX-tRNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 81 schema entries ...\n",
      "\n",
      "bulk_RNAs:\n",
      "     EG10001_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "           _updater: nonnegative_accumulate\n",
      "\n",
      "     EG10002_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "           _updater: nonnegative_accumulate\n",
      "\n",
      "     EG10003_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "           _updater: nonnegative_accumulate\n",
      "\n",
      "     EG10004_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "           _updater: nonnegative_accumulate\n",
      "\n",
      "     EG10006_RNA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "           _updater: nonnegative_accumulate\n",
      "\n",
      "\n",
      "     ... skipping 4682 schema entries ...\n",
      "\n",
      "nmps:\n",
      "     AMP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CMP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     GMP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     UMP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "fragmentMetabolites:\n",
      "     polymerized_ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_CTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_GTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_UTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     WATER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 2 schema entries ...\n",
      "\n",
      "fragmentBases:\n",
      "     polymerized_ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_CTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_GTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     polymerized_UTP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "endoRnases:\n",
      "     EG10856-MONOMER[p]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10857-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10859-MONOMER[i]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10860-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10861-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 4 schema entries ...\n",
      "\n",
      "exoRnases:\n",
      "     EG11620-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     G7175-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10858-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG10863-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     EG11259-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 4 schema entries ...\n",
      "\n",
      "subunits:\n",
      "     CPLX0-3953[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX0-3962[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "molecules:\n",
      "     WATER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     PROTON[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "active_ribosome:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "RNAs:\n",
      "*:\n",
      "          unique_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          TU_index:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          is_full_transcript:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          can_translate:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "          dry_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "\n",
      "rna_degradation_listener:\n",
      "          fraction_active_endo_rnases:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          diff_relative_first_order_decay:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          fract_endo_rrna_counts:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          count_rna_degraded:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "          nucleotides_from_degradation:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "          ... skipping 1 schema entries ...\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "rd_ports = rna_degradation.ports_schema()\n",
    "rd_printout = make_port_printout(rd_ports)\n",
    "print(rd_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "a21532f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: bdf352a0-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:42\n",
      "Completed in 10.27 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "rd_settings = {\n",
    "    'total_time': 100,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': rna_degradation.topology}\n",
    "\n",
    "rd_data = simulate_process(rna_degradation, rd_settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39715194",
   "metadata": {},
   "source": [
    "For RNA degradation, let's look at a few RNA molecules as the simulation runs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "9c8c4943",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x648 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot output\n",
    "rd_fig = plot_variables(\n",
    "    rd_data, \n",
    "    variables=[\n",
    "        ('bulk', 'RNA0-300[c]'),\n",
    "        ('bulk', 'RNA0-301[c]'),\n",
    "        ('bulk', 'WATER[c]')\n",
    "        ],\n",
    "    column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "270fdf93",
   "metadata": {},
   "source": [
    "RNAs are selected and degraded by endoRNases, and non-functional RNA fragments are digested through exoRNases. During the process water is consumed, and nucleotides, pyrophosphate and protons are released."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea173c10",
   "metadata": {},
   "source": [
    "## Two Component System\n",
    "    \n",
    "[Two Component System Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.two_component_system.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "604cf5e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.two_component_system import TwoComponentSystem\n",
    "\n",
    "# load in parameters\n",
    "tcs_params = load_sim_data.get_two_component_system_config()\n",
    "    \n",
    "# initialize process and topology\n",
    "two_component_system = TwoComponentSystem(tcs_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "7cbdb75c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "tcs_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-two-component-system': 'ecoli two\\ncomponent\\nsystem'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 16000,\n",
    "    'node_distance': 5.0,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 18,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-two-component-system': (1.35, 1)}\n",
    "}\n",
    "\n",
    "tcs_topology_fig = plot_topology(two_component_system, tcs_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "407cbe37",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "molecules:\n",
      "     PHOSPHO-ARCB-CPLX[i]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ADP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     PROTON[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ARCB-CPLX[i]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ATP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 36 schema entries ...\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "tcs_ports = two_component_system.ports_schema()\n",
    "tcs_printout = make_port_printout(tcs_ports)\n",
    "print(tcs_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "a6610a47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: c62fb3f0-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:55\n",
      "Completed in 0.038426 seconds\n"
     ]
    }
   ],
   "source": [
    "# tweak initial state??\n",
    "tcs_initial_state = copy.deepcopy(initial_state)\n",
    "\n",
    "# run simulation and retrieve final data\n",
    "tcs_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': two_component_system.topology}\n",
    "\n",
    "tcs_data = simulate_process(two_component_system, tcs_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "dc71192c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'bulk': {'PHOSPHO-ARCB-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'ADP[c]': [404873, 404873, 404873, 404873, 404873, 404873],\n",
       "  'PROTON[c]': [52, 52, 52, 52, 52, 52],\n",
       "  'ARCB-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'ATP[c]': [7866030, 7866030, 7866030, 7866030, 7866030, 7866030],\n",
       "  'PHOSPHO-ARCA[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'ARCA-MONOMER[c]': [2769, 2769, 2769, 2769, 2769, 2769],\n",
       "  'Pi[c]': [408412, 408412, 408412, 408412, 408412, 408412],\n",
       "  'WATER[c]': [34912886892,\n",
       "   34912886892,\n",
       "   34912886892,\n",
       "   34912886892,\n",
       "   34912886892,\n",
       "   34912886892],\n",
       "  'PHOSPHO-BAES-INDOLE-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'BAES-INDOLE-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOSPHO-BAER[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'BAER-MONOMER[c]': [200, 200, 200, 200, 200, 200],\n",
       "  'PHOSPHO-BAES[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'BAES-MONOMER[i]': [19, 19, 19, 19, 19, 19],\n",
       "  'PHOSPHO-BASS-FE+3-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'BASS-FE+3-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOSPHO-BASR[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'BASR-MONOMER[c]': [180, 180, 180, 180, 180, 180],\n",
       "  'PHOSPHO-BASS[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'BASS-MONOMER[i]': [46, 46, 46, 46, 46, 46],\n",
       "  'PHOSPHO-DCUS-SUC-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'DCUS-SUC-CPLX[p]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOSPHO-DCUR[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'DCUR-MONOMER[c]': [80, 80, 80, 80, 80, 80],\n",
       "  'PHOSPHO-DCUS[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'DCUS-MONOMER[p]': [12, 12, 12, 12, 12, 12],\n",
       "  'PHOSPHO-NARX-NITRATE-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'NARX-NITRATE-CPLX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOSPHO-NARL[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'NARL-MONOMER[c]': [679, 679, 679, 679, 679, 679],\n",
       "  'PHOSPHO-NARX[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'NARX-CPLX[i]': [17, 17, 17, 17, 17, 17],\n",
       "  'PHOSPHO-PHOQ[i]': [1, 1, 1, 1, 1, 1],\n",
       "  'CPLX0-8168[i]': [13, 13, 13, 13, 13, 13],\n",
       "  'PHOSPHO-PHOP[c]': [148, 148, 148, 148, 148, 148],\n",
       "  'PHOP-MONOMER[c]': [855, 855, 855, 855, 855, 855],\n",
       "  'PHOSPHO-PHOR[i]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOR-CPLX[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOSPHO-PHOB[c]': [0, 0, 0, 0, 0, 0],\n",
       "  'PHOB-MONOMER[c]': [88, 88, 88, 88, 88, 88]},\n",
       " 'listeners': {'mass': {}},\n",
       " 'time': [0.0, 2.0, 4.0, 6.0, 8.0, 10.0]}"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tcs_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f048070a",
   "metadata": {},
   "source": [
    "Phosphate groups are transferred from histidine kinases to response regulators and back in response to counts of ligand stimulants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "21c623f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # plot output\n",
    "# tcs_fig = plot_variables(\n",
    "#     tcs_data, \n",
    "#     variables=[\n",
    "#         ],\n",
    "#     column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8400e13",
   "metadata": {},
   "source": [
    "## Equilibrium\n",
    "    \n",
    "[Equilibrium Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.equilibrium.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "4f007a3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.equilibrium import Equilibrium\n",
    "\n",
    "# load in parameters\n",
    "eq_params = load_sim_data.get_equilibrium_config()\n",
    "\n",
    "# initialize process and topology\n",
    "equilibrium = Equilibrium(eq_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "5a430726",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 396x954 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "eq_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-equilibrium': 'ecoli\\nequilibrium',\n",
    "        'listeners\\nequilibrium_listener': '\\nlisteners\\nequilibrium\\nlistener'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 14000,\n",
    "    'node_distance': 5.0,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 18,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-equilibrium': (1.5, 1.25)}\n",
    "}\n",
    "\n",
    "eq_topology_fig = plot_topology(equilibrium, eq_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "f86a7fea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "molecules:\n",
      "     CPLX-123[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     PC00033[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     HYPOXANTHINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CPLX-125[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     TRP[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 93 schema entries ...\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "equilibrium_listener:\n",
      "          reaction_rates:\n",
      "                _default: []\n",
      "                _updater: set\n",
      "                _emit: True\n",
      "\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "eq_ports = equilibrium.ports_schema()\n",
    "eq_printout = make_port_printout(eq_ports)\n",
    "print(eq_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "6d15b76b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: c64fab9c-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:55\n",
      "Completed in 0.182374 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "eq_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': equilibrium.topology}\n",
    "\n",
    "eq_data = simulate_process(equilibrium, eq_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "099c53c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# # plot output\n",
    "# eq_fig = plot_variables(\n",
    "#     eq_data, \n",
    "#     variables=[\n",
    "#         ],\n",
    "#     column_width=10, row_height=3, row_padding=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29070365",
   "metadata": {},
   "source": [
    "## Metabolism\n",
    "\n",
    "[Metabolism Documentation](https://covertlab.github.io/vivarium-ecoli/reference/api/ecoli.processes.metabolism.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "0c365538",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ecoli.processes.metabolism import Metabolism\n",
    "\n",
    "# load in parameters\n",
    "meta_params = load_sim_data.get_metabolism_config()\n",
    "\n",
    "# initialize process and topology\n",
    "metabolism = Metabolism(meta_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "b2c345c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1730.88x809.28 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot topology\n",
    "meta_topology_plot_settings = {\n",
    "    'node_labels': {\n",
    "        'ecoli-metabolism': 'ecoli\\nmetabolism',\n",
    "        'kinetics_enzymes': 'kinetics\\nenzymes',\n",
    "        'kinetics_substrates': 'kinetics\\nsubstrates',\n",
    "        'environment\\nexchange_data': '\\nenvironment\\nexchange_\\ndata',\n",
    "        'listeners\\nenzyme_kinetics': '\\nlisteners\\nenzyme_\\nkinetics',\n",
    "        'polypeptide_elongation': 'polypeptide_\\nelongation'\n",
    "    },\n",
    "    'show_ports': False,\n",
    "    'node_size': 15000,\n",
    "    'node_distance': 3.2,\n",
    "    'dashed_edges': True,\n",
    "    'font_size': 17,\n",
    "    'graph_format': 'hierarchy',\n",
    "    'coordinates': {'ecoli-metabolism': (4.5, 2)}\n",
    "}\n",
    "\n",
    "meta_topology_fig = plot_topology(metabolism, meta_topology_plot_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "d478aa56",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "metabolites:\n",
      "     2-3-DIHYDROXYBENZOATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-KETOGLUTARATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-PG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2K-4CH3-PENTANOATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     4-AMINO-BUTYRATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 167 schema entries ...\n",
      "\n",
      "catalysts:\n",
      "     1-ACYLGLYCEROL-3-P-ACYLTRANSFER-MONOMER[i]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     1-PFK[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-DEHYDROPANTOATE-REDUCT-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-ISOPROPYLMALATESYN-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-OCTAPRENYL-METHOXY-BENZOQ-METH-MONOMER[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 1472 schema entries ...\n",
      "\n",
      "kinetics_enzymes:\n",
      "     3-ISOPROPYLMALDEHYDROG-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     6PFK-1-CPX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     6PFK-2-CPX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     7-ALPHA-HYDROXYSTEROID-DEH-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     7KAPSYN-CPLX[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 307 schema entries ...\n",
      "\n",
      "kinetics_substrates:\n",
      "     2-3-DIHYDROXYBENZOATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     2-KETOGLUTARATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     4-AMINO-BUTYRATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     4-hydroxybenzoate[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ACETYL-COA[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 86 schema entries ...\n",
      "\n",
      "amino_acids:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ARG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     ASN[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     L-ASPARTATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "     CYS[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "           _properties: {'bulk': True}\n",
      "\n",
      "\n",
      "     ... skipping 16 schema entries ...\n",
      "\n",
      "amino_acids_total:\n",
      "     L-ALPHA-ALANINE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     ARG[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     ASN[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     L-ASPARTATE[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "     CYS[c]:\n",
      "           _default: 0\n",
      "           _divider: binomial_ecoli\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "     ... skipping 16 schema entries ...\n",
      "\n",
      "environment:\n",
      "     media_id:\n",
      "           _default: \n",
      "           _updater: set\n",
      "\n",
      "exchange:\n",
      "          ACET[p]:\n",
      "                _default: 0\n",
      "\n",
      "          AMMONIUM[c]:\n",
      "                _default: 0\n",
      "\n",
      "          BETAINE[p]:\n",
      "                _default: 0\n",
      "\n",
      "          BUTANAL[c]:\n",
      "                _default: 0\n",
      "\n",
      "          CA+2[p]:\n",
      "                _default: 0\n",
      "\n",
      "\n",
      "          ... skipping 46 schema entries ...\n",
      "\n",
      "exchange_data:\n",
      "          unconstrained:\n",
      "                _default: []\n",
      "\n",
      "          constrained:\n",
      "                _default: []\n",
      "\n",
      "\n",
      "\n",
      "listeners:\n",
      "mass:\n",
      "          cell_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "          dry_mass:\n",
      "                _default: 0.0\n",
      "\n",
      "\n",
      "fba_results:\n",
      "          media_id:\n",
      "                _default: \n",
      "                _updater: set\n",
      "\n",
      "          conc_updates:\n",
      "                _default: []\n",
      "                _updater: set\n",
      "\n",
      "          catalyst_counts:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          translation_gtp:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          coefficient:\n",
      "                _default: 0.0\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "          ... skipping 12 schema entries ...\n",
      "\n",
      "enzyme_kinetics:\n",
      "          metaboliteCountsInit:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          metaboliteCountsFinal:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          enzymeCountsInit:\n",
      "                _default: 0\n",
      "                _updater: set\n",
      "\n",
      "          countsToMolar:\n",
      "                _default: 1.0\n",
      "                _updater: set\n",
      "\n",
      "          actualFluxes:\n",
      "                _default: []\n",
      "                _updater: set\n",
      "\n",
      "\n",
      "          ... skipping 3 schema entries ...\n",
      "\n",
      "\n",
      "polypeptide_elongation:\n",
      "     aa_count_diff:\n",
      "           _default: {}\n",
      "           _emit: True\n",
      "\n",
      "     gtp_to_hydrolyze:\n",
      "           _default: 0\n",
      "           _emit: True\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# display ports schema\n",
    "meta_ports = metabolism.ports_schema()\n",
    "meta_printout = make_port_printout(meta_ports)\n",
    "print(meta_printout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "ac9a27ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulation ID: c73b86d4-2025-11ec-8f9d-8c85908ac627\n",
      "Created: 09/27/2021 at 23:31:57\n",
      "Completed in 1.80 seconds\n"
     ]
    }
   ],
   "source": [
    "# run simulation and retrieve final data\n",
    "meta_settings = {\n",
    "    'total_time': 10,\n",
    "    'initial_state': initial_state,\n",
    "    'topology': metabolism.topology}\n",
    "\n",
    "meta_data = simulate_process(metabolism, meta_settings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "fffb733b",
   "metadata": {},
   "outputs": [],
   "source": [
    "reaction_fluxes = meta_data['listeners']['fba_results']['reactionFluxes']\n",
    "del reaction_fluxes[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "d909cb06",
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate time series\n",
    "reaction_fluxes_time_series = {}\n",
    "\n",
    "for fluxes in reaction_fluxes:\n",
    "    for reaction_id, flux in enumerate(fluxes):\n",
    "        if reaction_id not in reaction_fluxes_time_series:\n",
    "            reaction_fluxes_time_series[reaction_id] = []\n",
    "        reaction_fluxes_time_series[reaction_id].append(flux)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "fb10c29e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Reaction Fluxes')"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DlovIjujtWuB7wCoReR1YGX08JGVk5TL60mbqXi+l8fRxp+MopRQA7otNYIzZBEgvo1fENk7yqlhzOce2HaFy7UusueXDTsdRSin9JmZflYyZRMH4Wo5uz8Lf1el0HKWU0gLvjzkrxmP7s9j63DqnoyillBZ4f0y/7ArS8urZv6mDcDjsdByl1DCnBd4PlmUxfXEanc0jOLj9FafjKKWGOS3wfipfsRKXr50d6w87HUUpNcxpgfeTLz2TsXPbaDxSRt0JLXGllHO0wAdg4ZrFIIbNa3UzilLKOVrgA1A4cizFk2s5sSufjrNnnI6jlBqmtMAHaP6qGYSD6VStW+90FKXUMKUFPkCTZy8gs/gUB18JE7Ztp+MopYYhLfBBmLkkD39rIXtefcHpKEqpYUgLfBDmLV2OO72V3RtqnI6ilBqGtMAHweNNY2J5Fy0nyjhZvc/pOEqpYUYLfJAqVi9DrCBbntaLPSilEksLfJByC0somX6amteKOHum0ek4SqlhRAs8BsqvmYuxfVQ+rRc+VkoljhZ4DIybNpuc0hoOVboJBYNOx1FKDRNa4DFy6dISgu157Nz0vNNRlFLDhBZ4jFy6eBnerGZe29jgdBSl1DChBR4jLpebyQvDtJ0u5ci+7U7HUUoNA1rgMbTg6hVYbj9bn9ntdBSl1DCgBR5DWbkFlF3SQN3BEpobap2Oo5Qa4i5a4CJyj4jUiciebsO+ISInRWRH9HZtfGOmjgWrKzBhD5VrNzodRSk1xPVlDfy3wOoehv/EGDM3ensqtrFSV9mEaeSPPckbWzMI+judjqOUGsIuWuDGmBeBpgRkGTJmLx9LqCubbRv0iz1KqfgZzDbw20RkV3QTS35vE4nIrSJSJSJV9fX1g5hd6phZsYS03Ab2bmojHA47HUcpNUQNtMB/BUwC5gK1wI96m9AYc5cxptwYU15cXDzA2aUWy7KYeoWHjoYSDu2qdDqOUmqIGlCBG2NOG2NsY0wY+A1QEdtYqW/BypVYng62rzvodBSl1BA1oAIXkdJuD98H7Olt2uEqLSObsXPP0FBdSkPtUafjKKWGoL4cRvgA8AowTUROiMingB+IyG4R2QUsA/4pzjlTUsXqKwBh81ObnI6ilBqC3BebwBhzcw+D745DliGneNR4Cie+yPGdBXR1tJGWke10JKXUEKLfxIyzeSunYAcyqFq/3ukoSqkhRgs8zqbMWUhGYR0HXg7qIYVKqZjSAo8zy7KYsTiTrpYi9m3RbeFKqdjRAk+Ay5avxJ3Wxs7n9WgUpVTsaIEngMeXzvj5HTQfHUXtUT0uXCkVG1rgCVKx5iqwQmxZu9npKEqpIUILPEHyi8somXqKk3sKaW9rdjqOUmoI0AJPoMuunkU4lEblM3qWQqXU4GmBJ9CEmfPJKqnl0KuCbYecjqOUSnFa4Ak266pCAmfz2f2XDU5HUUqlOC3wBJuzZAWejBZ2bzztdBSlVIrTAk8wt8fDpIoQrTVlHDuoV69XSg2cFrgDKlYvR1wBqp7Z4XQUpVQK0wJ3QHZeEWUz6zm1v5jWJt2UopQaGC1wh5Svvgxje9n8tO7MVEoNjBa4Q0ZPmknu6BqOVPkIBv1Ox1FKpSAtcAfNXlZGsCOXHRv1iz1Kqf7TAnfQrEVX4ctp5LUXW5yOopRKQVrgDrJcLqYssmivH8nh3VVOx1FKpRgtcIctuHollqeTbev2Oh1FKZVitMAdlpGVy+hLm6l7vZTG08edjqOUSiFa4EmgYs3lYITKtS85HUUplUK0wJNAyZhJFEyo4ej2LPxdnU7HUUqliIsWuIjcIyJ1IrKn27ACEVknIq9Hf+bHN+bQN3fFRGx/FlufW+d0FKVUiujLGvhvgdUXDPsy8JwxZgrwXPSxGoRp899Fen4d+zd1EA6HnY6jlEoBFy1wY8yLQNMFg68H7o3evxe4Ibaxhh/Lspi+OJ3O5hEc2P6y03GUUilgoNvAS4wxtdH7p4CS3iYUkVtFpEpEqurr6wc4u+HhsuUrcfna2bG+2ukoSqkUMOidmMYYA5h3GH+XMabcGFNeXFw82NkNab70TMbNa6PpSBmnjx92Oo5SKskNtMBPi0gpQPRnXewiDW8Va5aAGCqffsXpKEqpJDfQAn8c+Hj0/seBx2ITRxWWjKF4ci0nduXTcfaM03GUUkmsL4cRPgC8AkwTkRMi8inge8AqEXkdWBl9rGJk/qoZhIPpVK1b73QUpVQSc19sAmPMzb2MWhHjLCpq8uwFbCq+n4OveFj8XhvL5XI6klIqCek3MZPUJVfm4W8tZM+rLzgdRSmVpLTAk9TcpStwp7eye8NJp6MopZKUFniS8nh8TFzQRcuJUZyo1lPNKqXeLjUKfNdD8Pg/QseFXwgd2iquWYZYQarW6sUelFJvlxoF3nIMtv8e7lwAOx8E0+v3hoaU3MISRk4/Tc3eYtpaGpyOo5RKMqlR4Fd+Ef72BSiYAI/eCr97LzQccjpVQpSvnoexfVQ+87zTUZRSSSYlCjwUtAkVzIRPPgvv/jHU7IRfXQ4bvgvBLqfjxdXYqZeSU1rD4c1uQsGg03GUUkkkJQq88s9H+N9vVVJz+Aws+BTctgVmvBde+B78+gqoHtqH2l26tIRgRx47N+lauFLqvJQo8DEzCjBhw6M/2s7G+w8QcBfCjXfDRx+BsB3ZpPLIrXB2aJ7t8NLFy/BmNfPaRt0OrpQ6L2UK/KavL2TOyjHsfekk99+xmSO7GmDyCvjMK3Dll2DPI3BnOWz9LQyxCyK4XG4mLzK0nS7lyL7tTsdRSiWJlChwAI/PxeIbp/D+L5Xjy3Dz1C938cx/76Gj0wXLvwZ//xcomQV//hz8zxo4PbSOna64ZgWWu4utz+x2OopSKkmkTIGfUzIhhw9+dQEV102gekc999/xKgdercUUTYVbnoDrfwkNB+G/lsC62yHQ4XTkmMjMzqdsViN1B0torq9xOo5SKgmkXIEDuNwWC949gQ99tYL8kgzW/3YfT/znTlqbumDeR+C2KphzE/zlp/DLhXDwWacjx0TF6oWYsIfKp4f2TlulVN+kZIGfU1CWyfu+eBlLPjSFmsNneOCblezacJxwegFc/wu45Slwp8P9H4CH/hpaay/+okmsdPxU8see5I2tGQT9nU7HUUo5LKULHMCyhNnLxnDzv1VQNjmXlx58nUd/uJWmmnYYfwX83SZY/nU4+Ezkm5yb/yty5EqKmr18LKGubLZt0HOFKzXcpXyBn5NTmM57bpvDyltm0Hy6gwe/U8mWJ49g4458k/Mzr8CYClj7JfjNcqhJzaM5ZlYsIS23gb0vnSU8xI62UUr1z5ApcAARYdqiUj58+yImzS2m8s9HeOg7Wzh9pBUKJsJHH4Yb74G22kiJr/0y+Nucjt0vlmUx9QoPHY0lHNpV6XQcpZSDhlSBn5OR4+XqT8/i2s/Mxt8R4uEfVLHpj68TDIRh1vvhs5VQ/knY/Gu4swL2Pp5SJ8hasHIllqeD7esOOh1FKeWgIVng50yYXcTNty9k5pJR7HzuOP/775s5vq8J0vPg3T+CT6+HjEJ46GPwwE3QfNTpyH2SlpHN2LlnaKgupaE2NTIrpWJvSBc4gC/dzdIPT+N9X5iHWMLjP9vBc7/bR1d7EEaXw60b4epvw5GX4JeLYNNPwU7+k0YtvHYxAJuf2uRwEqWUU4Z8gZ9TNiWfm/61gvnXjOPAq6e4/47NHN5WBy43vOs2+OxmmLgM1t8O/3UVHE/u7ctFpeMomljL8Z25dHWk1nZ8pVRsDJsCB3B7XVz+vkl84MvlZOZ6efquPaz99W7aW/yQNwZuvh9uuh+6zsDdqyJfy+9sdjp2r+atmoodyKBqvR5SqNRwNKgCF5E3RGS3iOwQkZS57lfx2Gw+8OVyLn/fJI6+1sj9d2xm76YajDEw/d2RtfHLb4Nt90WOHd/1UFLu5Jw8u4KMwtMceDmohxQqNQzFYg18mTFmrjGmPAavlTCWy2L+NeO46V8rKBqdxYbf7+exn26npa4DfFlwzbcj28fzxsIjfwP33QCNh52O/RaWZTFjSRZdLUXs2/KS03GUUgk2rDah9CSvJIMb/mkeSz8yjfqjbTz475Vsf/YYYTsMpbPhU+vg2h/CyW3wy8th4/ch5Hc69psuW7YSd1obO58/5nQUpVSCDbbADfCsiGwVkVt7mkBEbhWRKhGpqq9PzgsuiCVcsmQUN9++iNEzCnj5kUM8/IOtNJxoA8sFFX8TvQrQe2Djd+BXV8CRF52ODYDHl874+R00Hx1F7Rt6XLhSw8lgC3yxMWY+sAb4rIhceeEExpi7jDHlxpjy4uLiQc4uvrLyfVz795dy9acvoa2piz9+p4pXHztMKGhD9sjItzg/+jCEg3DvdfDo30G781fJqVhzFVghKp/e7HQUpVQCDarAjTEnoz/rgEeBiliEcpKIMKW8hA/fvogpFSVsXXuUh769hZpDLZEJJq+Ez7wKS74Iu/8UuQrQtt85ehWg/OIySqaeomZPIe1tyXvUjFIqtgZc4CKSKSLZ5+4DVwN7YhXMaWlZHlbeMpPr/mEOoUCYR3+4jRceOECgMwSedFjx9ciZDotnwOP/AL+9Fur2OZb3smsuJRxKo/KZ5xzLoJRKrMGsgZcAm0RkJ1AJPGmMeTo2sZLH2EsKuenfKpi9fDR7XjzJA9/czBu7o5tNRkyHTzwVOfd4/QH49WJY/w1HrgI0YcY8sktqOfSqYNuhhM9fKZV4YhJ4fHN5ebmpqkqZw8Xf5lT1GZ6/bz/Nte1MWVDCkg9OIT3bGxnZ3gjrvg47/gB54+DdP4YpKxOab+uGZ3j1QQ9XfNhm7pWrEjpvpVT8iMjWng7VHvaHEfbHyIm5fOirC1jw7vEc3lbH/Xds5mDlqcgXgDIL4YZfwi1PgtsHf3g//PGWhF4FaM7i5XgyW9i98XTC5qmUco4WeD+5PBYV103kg19dQG5xOuvu2cuTv9hFW1NXZILxiyPbxpf9K+x/Cn5RAZvvSshVgNweD5MqQrTWlHHsoF69XqmhTjehDEI4bNi94QSvPnYYEeHy901i1pWjEEsiEzQehie/ANUboGw+XPdTKJ0T10xtLQ3c97UqiifWUfGeuXGdlxrOku/UEkDSxgIoHjWOjOy8AT23t00oWuAx0NrQycY/7Of4vmZKJ+ey7KPTyR+ZGRlpDOx5GJ7+CnQ0wMK/g2VfBV923PL83y/v4+SuUXF7faVU/131cYtZly8d0HO1wOPMGMOBV09Fr/xjs+DaCcy7ZiwuV3QrVWcLPHcHVP0P5JTBmu/D9PeASMyzdJw9w8FtlSTy31YNL8ZEvjORjJIzFYy7ZBb5RaUDeq4WeIK0n/Hz0oOvc3hbHYWjslj+19MZMS7n/ATHt8ATn4fTe2DqGrj2B5ETZimlVC+0wBOsekc9Lz5wgI7WAHNWjqXiugl4vK7ISDsIr/4KNn438njpV2DR34PL41xgpVTSSukCb22ox3K5yMoviEOq+PF3BHn5kcPs3VRDTnE6yz46ndHT8s9P0HIMnvoSHFwLJbPgPT+FMQscy6uUSk4pXeDr7/4VO599ktwRJZRNnRG5TZtB0dhxWJYrDklj68SBZjb+fj9n6juZeUUp73r/ZHwZ0bVtY2D/k7D2S9BaA+WfgBW3Ry68rJRSpHiB17/8J47t3klNU4iTb5ygvSVywiZPWjqlU6ZRNnUGo6ZOp3TqdHwZmbGOHROhgE3lE0fYse4Y6Tlerrp5GhPndjs7o78NNnwXNv8KMopg9Xdh1vvjspNTKZVaUrrAz9z9ETKObsMtteBJpzV/DjVMoKY9g5q6dupP1GBMGEQoGjOOsqnT31xLzyspTaq95XVHW3n+vv00njjLpPnFLPnQVDJzfecnqN0Jf/481GyLXGT53T+CwkmO5VVKOS+lC3z3175Lvr0YYzpxWW/gcR8hjcP45BAeOUbQk0Vt+ixq7FJqWlzU1jTi7+wEICM373yhT51BycTJuL3eWP9q/WLbYXasO8aWJ97A7bW44sYpTL985PkPmrANVffAc9+MXP3nyi/CFZ+LfEVfKTXspHSBr/vpN2nf20mOawT5vhLyvCPwWJEyMyaEJSfxuKpJk8N4pRqPVNPsyqHGPY2arjxqGoM0N54BwHK5KZk4KbLZZdpMSqdOd2znaPOpdjb8fj+1h84wZkY+Sz8ynZyi9PMTtNbCM1+B1x6Foqnwnp9EvqqvlBpWUrrAHzv0GJW1m/G2G3xNQVx1HeTUBihozSbHlJDvLSHPW0KGu/u3G+vxWNFSt6oJ2kepwcdJM4ba9kwaGjqx7chFGHKKR1A2bQajps5M+M5REza89tJJXn70MCZsWPjeicxePgbL6rbZ5/X18OQ/Q8tRmPNhuPpbkZNnKaWGhZQu8Du338mfD/+ZQDhAMBwkYAcI2kFCJoTLFvLbPOS3eZl0Jpfp7aMpsUeT7yklzzuCHE8BIufO2XUWtxzBZx3GJYdp8Z/k9UAX1V3ZtLZnQzByZEjQbWgpCNNaBGeLXXQUu3Gl+/BYHrwuL17Li8fy4HF53jrM5Xnz54XTel3dhneb1uuKjLfbhAOPtVK3v4OCsem86+YJFI/OwePy4BY3EuyEF/8DXv555Gv4q/4d5n1Ud3IqNQykdIH3JmzC5wu9W7EH7ACtjXU0HztOU/Xr2IdOk9mWRZaJrKnneUfgts4dxhfEZR3DK4cI2Iep99dyLBiipiuTtrNuQDBAoMBDxwgPbUUWbUXQlhkiEA6+Zf5BO0ggHCBgBzADOauOgcmN87niyPvx2mlsH7WebaOexVjh8x8CCJ5AO96QH487HW/OKLy+nLd+oFhe3JY7qXbeKjXcffrSTzO9YPqAnpvSBf7HH9xLTV0LWRl5FBaXMWLcGApG5JJTmEZWQRqZeb7z5xx5B0F/F40njnPq0H5qd1QSPuUnLVBEjmskBb4R+FznD0G0qMXiIM2BgzR0neZUCE53ePEHI8srIyeXsmkzet05GgqHzhf7BR8ygXDkg+bC0j833t8eonVjOsH9GZDvx1xZQ2DEmTefEwj5CTYeJFCzExOwcflGY3mLcbUHcHf48bT7cfn1qjxKJZPVH/ka82dfM6DnpnSB3/61L9CSGSLNTsNn+7CwkLDBY9u47TCWDZbx4rXyyMkqorhsNCXjx1JQkkN2QRrZBWl40909vrYxhrNNjZyuPsTxHS/TWX0K79ksMimlwFtMpqfbtmbTTEdoN03+Q9T7Gzjttznjj3xwWC4XJRMmUTZtZp93jhpjMF1d2K1thNtau/2M3E6etNlydASdtoeJVjVTOyuxWpuxW1sJt7Zit7U5ejFlpVTfjfnNXWQtWTKg56Z0gX/qJ5+ksmALAGKETDuDrFAmmXY6aXY6vpAPj+3BFfbgsb2k2Wmk2Wl4bReeUBi3beMKh3EZD153AXl5JZSMHsvIyeMpGJFNVn4ambne8+fxBoIBP00njnNsdyWNu3fjanSTHhxBvncE2Z4RWBL5QOiym2nx76TJX019VyP1fhvbRF4nK81HcUYuhZ40Co2Q3eEn3Nb2ZvmGW1sxweA7/u52Ri7Vk2/geP4C0s1ZZss2SnM6cWVnY+Vk48rOwRU8hbX/IVxdJ7GmL8V1zVewisfq9nGlkoiVnY01wEOYU7rA/+n7XyLL4wcDQStEl+WnzdVOs7uVJncrLe5WbHn7mmia7SM7lEWWnUG6nU5aKA2v7cUd9uIKufGGfWQEfGQEXXjtMG47jDts4ZMMsj05FKWlU+gyZAVb8XY0IK3NtLeeoamzDb83HcksxZM+mhzfSHK8I3FbGdjGpsVfS5N/L43+o9R1tdAZPdrFjaHQ7aYoPZfi3EJKRowkLb8AV04OrpxsrOzoz5wcXDk5b/kHrz18hg337aP5VAfTFo5k8QemkJbV7eRXIT/85Wfw4g8jx4sv+gyk579tmSgVG3qq4n6bdi3kjxvQU1O6wP/lG3+F7SojYNmRmytIwAritiBN3KQbL17jxhJBACMGW2wCEqLT1UWbq50mdytN7jP4rcDbXt8ddpMTyiLbziTDTic9lI7P9uGxvbhsD+6gm6yAlyy/C58dxmOH8dkusiWbkvwCiotywOOn6Uw1/sYOPP48cmQEOZ5SPFY+HaFWGvwnaew6TKP/GM2Bs2/+9y8ckc+o6bMom1V+0W+OhoI2W9ceZdvTR/FlulnyoalMvmzEW6dvPBw55LB6Y7+Xs1Iqjj7y8IAvdJ7SBf6ZO27mtGckbiP4jBufscgIe0gzgs8IVg+FZ2MTkhBBK0RYbDziwisWLjEYK0zYFRlvWyH8VoBOy89ZVwdn3Gdpcp/hrKvjba8pRsixMyNr9aHoWr2dhtf24Ql68AbcpAUtcvxusoyLNG8aPq+H9JCf7E4hP5xLtqsUS/JpDtTR0HWSRv8xGvw1BMORnY5pHouyCaMYPWcRZbMW9PjN0YYTZ9lw3z7qjrYxfnYRV908laz8tLeG7WwBo9vHVRzpJrr+8WYN+JTRKV3gV/7gaxxrelfvE0gAy/IjVhCXBLCiP11WCBch3BLCRRgXYdwSxm3Ai8ETvfmMwQukGSEr7CI37CVDBNsdJOj2E7T8BNwBuqwuOlxdtLs6optw2mhxtxKWty/DTDudnFAWWXYmmaF00u10fME0fCEfvoBFuh9yAxYlto8SawQZppD2rhYa/TU0dJ3kbChywi4LyMtyUzZlPBPftYbSSxeQlV9A2A6z8/kTVD5ejeUSLv+ryVyyuOwt2/GVUkNDXApcRFYDPwNcwH8bY773TtMPtMDv/fYqWo2bs+KhDS8dlpd2fHTgoxMvXcZLFz78xksg7CNovASNj1DYix32EQ57CYd9YPq5A0ECiBXAkgBihXBJEEtCWBLCTYgcoAAhxwqSYfnxuvxYVhdhVxcBdwddrg7Outo5426jyX2GoPX2Q/u8YQ+5oWxyQplk2pmRog/58NpefAEhrSuAp60dV0sX7kAIwjZuTxhvho0nI4hkZBFqvw7bPwmX7whpBY9heRr7vYyVUvE1ZtwSln3kHSuyV70VeM/H1vXtBV3AL4BVwAlgi4g8bozZO9DX7E1zcBEBLFxAXvTW85XvDNAVvUW5iKzGvjmFRLc/R36ee2yiR46Ytww/dx8wgjFCuIfnRmaQjuH8eUwyLkhmAS4MloSxJIwQBrFBwhjCGAkTljA2dnSNPvLKXWnpdKXlQrFgGQsXVuQwSmMhRrCMIJ6TWOYUVtiHBK6CriAYf98XsFIq7up3hFn2kdi+5oALHKgADhljqgFE5H+B64GYF3hWRzan07p6GSs93Ovmgj8wLpxG3jbMvPlTLpzwHefe+0Rv2cJyvpuJfLq4+vw6F51CQpGbBeBBkvbyrkoNP5M6Y3+tgsEU+CjgeLfHJ4CFF04kIrcCtwKMHTuwi/fmBL14XZGddG/t4543//R3o9DFvvbel9d7y2v00pt9y2V6uNeXqQc2N6VUYrhM7FeoBlPgfWKMuQu4CyLbwAfyGh/8yedjGUkppYaEi59ApHcngTHdHo+ODlNKKZUAgynwLcAUEZkgIl7gJuDx2MRSSil1MQPehGKMCYnIbcAzRPbE3WOMeS1myZRSSr2jQW0DN8Y8BTwVoyxKKaX6YTCbUJRSSjlIC1wppVKUFrhSSqUoLXCllEpRCT0boYjUA0cH+PQioCGGcWJFc/WP5uofzdU/yZoLBpdtnDGm+MKBCS3wwRCRqp7OxuU0zdU/mqt/NFf/JGsuiE823YSilFIpSgtcKaVSVCoV+F1OB+iF5uofzdU/mqt/kjUXxCFbymwDV0op9VaptAaulFKqGy1wpZRKUUlX4CKyWkQOiMghEflyD+N9IvJgdPxmERmfJLluEZF6EdkRvX06AZnuEZE6EdnTy3gRkZ9HM+8SkfnxztTHXEtF5Ey3ZfVvCco1RkQ2iMheEXlNRD7XwzQJX2Z9zJXwZSYiaSJSKSI7o7nu6GGahL8f+5gr4e/HbvN2ich2EXmih3GxXV7GmKS5ETkt7WFgIuAFdgIzL5jmM8Cvo/dvAh5Mkly3AHcmeHldCcwH9vQy/lpgLZGLvC0CNidJrqXAEw78/yoF5kfvZwMHe/h3TPgy62OuhC+z6DLIit73AJuBRRdM48T7sS+5Ev5+7Dbvfwbu7+nfK9bLK9nWwN+8ULIxJgCcu1Byd9cD90bv/wlYISLxvnpvX3IlnDHmRaDpHSa5HvidiXgVyBOR0iTI5QhjTK0xZlv0fhuwj8i1XbtL+DLrY66Eiy6Ds9GHnujtwqMeEv5+7GMuR4jIaODdwH/3MklMl1eyFXhPF0q+8D/ym9MYY0LAGaAwCXIBvD/6Z/efRGRMD+MTra+5nXB59E/gtSJySaJnHv3TdR6RtbfuHF1m75ALHFhm0c0BO4A6YJ0xptfllcD3Y19ygTPvx58CXwLCvYyP6fJKtgJPZX8GxhtjZgPrOP8pq95uG5FzO8wB/hP4v0TOXESygIeBzxtjWhM573dykVyOLDNjjG2MmUvkmrcVIjIrEfO9mD7kSvj7UUTeA9QZY7bGe17nJFuB9+VCyW9OIyJuIBdodDqXMabRGOOPPvxv4LI4Z+qLpLzwtDGm9dyfwCZyVSePiBQlYt4i4iFSkn8wxjzSwySOLLOL5XJymUXn2QJsAFZfMMqJ9+NFczn0frwCeK+IvEFkM+tyEfn9BdPEdHklW4H35ULJjwMfj96/EXjeRPcIOJnrgu2k7yWyHdNpjwN/HT2yYhFwxhhT63QoERl5brufiFQQ+X8Y9zd9dJ53A/uMMT/uZbKEL7O+5HJimYlIsYjkRe+nA6uA/RdMlvD3Y19yOfF+NMZ8xRgz2hgznkhHPG+M+egFk8V0eQ3qmpixZnq5ULKIfBOoMsY8TuQ/+n0icojIjrKbkiTXP4rIe4FQNNct8c4lIg8QOTqhSEROALcT2aGDMebXRK5Xei1wCOgAPhHvTH3MdSPw9yISAjqBmxLwIQyRNaSPAbuj208BvgqM7ZbNiWXWl1xOLLNS4F4RcRH5wHjIGPOE0+/HPuZK+PuxN/FcXvpVeqWUSlHJtglFKaVUH2mBK6VUitICV0qpFKUFrpRSKUoLXCmlUpQWuFJKpSgtcKWUSlH/H4+Zzo/o9szTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot figure\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "for reaction_id, time_series in reaction_fluxes_time_series.items():\n",
    "    plt.plot(time_series)\n",
    "    \n",
    "plt.title('Reaction Fluxes')"
   ]
  }
 ],
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    "height": "414px",
    "left": "45px",
    "top": "131px",
    "width": "258.32720947265625px"
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