simulation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import List\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime\n",
    "from hatch import contributions_to_token_batches, TokenBatch, Commons\n",
    "from convictionvoting import trigger_threshold\n",
    "from network_helpers import *\n",
    "from IPython.core.debugger import set_trace\n",
    "\n",
    "from cadCAD.configuration import Configuration\n",
    "\n",
    "\n",
    "def initialize_network_of_hatchers(participants: List[TokenBatch]) -> nx.DiGraph:\n",
    "    \"\"\"\n",
    "    The role of this function is simply to fill up the directed graph.\n",
    "    Helper functions setting up the tokens etc should be defined elsewhere\n",
    "    and only provide values to this dumb function to put in the graph.\n",
    "    \"\"\"\n",
    "    network = nx.DiGraph()\n",
    "    for i, p in enumerate(participants):\n",
    "        # Note: TokenBatch arguments don't mean anything if they're nonvesting\n",
    "        network.add_node(i, type=\"participant\", holdings_vesting=p, holdings_nonvesting=TokenBatch(0, 5, 5), sentiment=np.random.rand())\n",
    "    return network\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The cell below is for copy/pasting policy functions from libraries into, for debugging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# contributions = [5e5, 5e5, 2.5e5]\n",
    "contributions = [np.random.rand() * 10e5 for i in range(60)]\n",
    "token_batches, initial_token_supply = contributions_to_token_batches(contributions, 0.1, 60)\n",
    "\n",
    "network = initialize_network_of_hatchers(token_batches)\n",
    "commons = Commons(sum(contributions), initial_token_supply, exit_tribute=0.35)\n",
    "network = add_proposals_and_relationships_to_network(network, 3, commons._funding_pool, commons._token_supply)\n",
    "\n",
    "initial_conditions = {\n",
    "    \"network\": network,\n",
    "    \"commons\": commons,\n",
    "    \"funding_pool\": commons._funding_pool,\n",
    "    \"collateral_pool\": commons._collateral_pool,\n",
    "    \"token_supply\": commons._token_supply,\n",
    "    \"sentiment\": 0.5\n",
    "}\n",
    "\n",
    "partial_state_update_blocks = [\n",
    "    {\n",
    "        \"policies\": {\n",
    "            \"gen_new_participants_proposals_funding\": gen_new_participants_proposals_funding_randomly\n",
    "        },\n",
    "        'variables': {\n",
    "            'network': add_participants_proposals_to_network,\n",
    "            'commons': new_participants_and_new_funds_commons,\n",
    "        }\n",
    "    },\n",
    "    {\n",
    "        \"policies\": {},\n",
    "        \"variables\": {\n",
    "            \"funding_pool\": update_funding_pool,\n",
    "            \"collateral_pool\": update_collateral_pool,\n",
    "            \"token_supply\": update_token_supply,\n",
    "        }\n",
    "    },\n",
    "    {\n",
    "        \"policies\": {\n",
    "            \"make_active_proposals_complete_or_fail\": make_active_proposals_complete_or_fail_randomly,\n",
    "        },\n",
    "        \"variables\": {\n",
    "            \"sentiment\": sentiment_decays_wo_completed_proposals,\n",
    "            \"network\": update_network_w_proposal_status,\n",
    "        }\n",
    "    },\n",
    "    {\n",
    "        \"policies\": {\n",
    "            \"decide_proposals_to_fund\": conviction_gathering,\n",
    "        },\n",
    "        \"variables\": {\n",
    "            'commons': decrement_commons_funding_pool, #funds expended\n",
    "            'sentiment': update_sentiment_on_release, #releasing funds can bump sentiment\n",
    "#             'network': update_proposals #reset convictions, and participants sentiments\n",
    "#                                         #update based on affinities\n",
    "        }\n",
    "    },\n",
    "    {\n",
    "        \"policies\": {},\n",
    "        \"variables\": {\n",
    "            \"funding_pool\": update_funding_pool,\n",
    "            \"collateral_pool\": update_collateral_pool,\n",
    "            \"token_supply\": update_token_supply,\n",
    "        }\n",
    "    },\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "                            __________   ____ \n",
      "          ________ __ _____/ ____/   |  / __ \\\n",
      "         / ___/ __` / __  / /   / /| | / / / /\n",
      "        / /__/ /_/ / /_/ / /___/ ___ |/ /_/ / \n",
      "        \\___/\\__,_/\\__,_/\\____/_/  |_/_____/  \n",
      "        by BlockScience\n",
      "        \n",
      "Execution Mode: single_proc: [<cadCAD.configuration.Configuration object at 0x7f7d71e7d520>]\n",
      "Configurations: [<cadCAD.configuration.Configuration object at 0x7f7d71e7d520>]\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 12.939830560569147}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131203560.64947198, 61: 129278619.10924178, 62: 133114951.90230455}}\n",
      "{'new_participant': True, 'new_participant_investment': 184.37391443810046, 'new_participant_tokens': 1152.3369652381277, 'new_proposal': False, 'funds_arrival': 470.08188655866076}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131203451.94956434, 61: 129278697.70987815, 62: 133114653.13170026}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 626.8104127039633}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131202493.9406459, 61: 129278001.31874363, 62: 133113429.89736472}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 72.18178856132927}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131202383.6351595, 61: 129277921.13589318, 62: 133113289.05395217}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': True, 'funds_arrival': 303.6167014025146}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131201919.69625255, 61: 129277583.89087266, 62: 133112696.67468289, 64: 172739462.99966413}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 394.496105385511}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131201316.97837661, 61: 129277145.76437707, 62: 133111927.09703645, 64: 172734501.138925}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 1109.1213901471986}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131199622.97968137, 61: 129275914.36192983, 62: 133109764.12965761, 64: 172720556.29623577}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 72.54049430795816}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131199512.21365997, 61: 129275833.84361584, 62: 133109622.69941175, 64: 172719644.52986673}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 19.13266928734383}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131199482.99951115, 61: 129275812.60718906, 62: 133109585.39768918, 64: 172719404.0557023}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 523.061287884235}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131198684.41527869, 61: 129275232.09749421, 62: 133108565.73659284, 64: 172712830.73043}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': True, 'funds_arrival': 184.45904563828003}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 527.3512667768174}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 1069.1367981521587}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': True, 'new_participant_investment': 156.2083949952601, 'new_participant_tokens': 976.2979301519539, 'new_proposal': False, 'funds_arrival': 152.55056208427575}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131195384.88245365, 61: 129272967.10238357, 62: 133104217.27915218, 64: 172682102.77793428, 65: 152764043.1488697}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 9.048060982105154}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': True, 'funds_arrival': 242.6713329374449}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': True, 'funds_arrival': 174.14047644681375}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 221.5807707139248}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 2270.2468803817696}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': True, 'funds_arrival': 244.3282346713805}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131190521.9230797, 61: 129269560.0313892, 62: 133097878.29411653, 64: 172638667.60217986, 65: 152740787.62528154, 67: 154280799.78335044, 69: 204026830.54212263, 70: 153083154.69670784}}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 607.2573790563774}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 327.1217634348747}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 217.79024443759783}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131187198.72495785, 61: 129267144.2389878, 62: 133093635.25602676, 64: 172611332.0642142, 65: 152726009.00237677, 67: 154265115.46148932, 69: 203976098.12015828, 70: 153068175.70315668, 71: 166087014.79378155, 72: 177258206.69155115, 73: 203263296.62262973}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': True, 'funds_arrival': 708.1624273884088}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131186121.52727458, 61: 129266361.16706394, 62: 133092259.90586403, 64: 172602472.55976912, 65: 152721218.927116, 67: 154260031.85413048, 69: 203959657.11217016, 70: 153063320.6886504, 71: 166079555.8352654, 72: 177248311.67450556, 73: 203247043.00237128, 74: 133422537.60722785}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 280.3349528418991}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 173.8075050581139}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131185075.60573691, 61: 129265600.82900293, 62: 133090924.49281418, 64: 172593870.83690795, 65: 152716568.0895844, 67: 154255096.02848116, 69: 203943695.17267692, 70: 153058606.8019926, 71: 166072313.8384975, 72: 177238704.6328105, 73: 203231262.97547355, 74: 133421151.43590339}}\n",
      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 42.939838661506066}\n",
      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'completed': [], 'failed': []}\n",
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      "{'new_participant': False, 'new_participant_investment': 0, 'new_participant_tokens': 0, 'new_proposal': False, 'funds_arrival': 625.5581517802158}\n",
      "{'completed': [], 'failed': []}\n",
      "{'accepted': [], 'triggers': {60: 131108659.57463712, 61: 129211311.79570244, 62: 132992082.41313013, 64: 171933137.7540846, 65: 152361129.7695513, 67: 153877619.7445213, 69: 202715310.3334109, 70: 152698292.69598955, 71: 165516597.76159576, 72: 176500359.35237136, 73: 202016893.29468134, 74: 133318377.64359443, 77: 151028457.92146158, 80: 161423550.23454118, 81: 169038100.5664756, 83: 209706798.29304922, 85: 238979978.29632938, 87: 147910650.10283554, 90: 163496511.79367054, 91: 161817390.4301036, 93: 140408498.9664935, 95: 164528262.71416426, 98: 204077674.73799804, 104: 150818931.80443224, 108: 155049464.80707395, 109: 145933608.39788398, 111: 207836200.72548395, 112: 137836482.24297488, 113: 191400392.72908977, 114: 157430256.88789484, 115: 170830875.64138696, 118: 307283138.7280855}}\n"
     ]
    }
   ],
   "source": [
    "simulation_parameters = {\n",
    "    'T': range(150),\n",
    "    'N': 1,\n",
    "    'M': {\n",
    "        \"sentiment_decay\": 0.01, #termed mu in the state update function\n",
    "        \"trigger_threshold\": trigger_threshold,\n",
    "        \"min_proposal_age_days\": 7, # minimum periods passed before a proposal can pass\n",
    "    }\n",
    "}\n",
    "\n",
    "# # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # # \n",
    "# The configurations above are then packaged into a `Configuration` object\n",
    "config = Configuration(initial_state=initial_conditions, #dict containing variable names and initial values\n",
    "                       partial_state_update_blocks=partial_state_update_blocks, #dict containing state update functions\n",
    "                       sim_config=simulation_parameters #dict containing simulation parameters\n",
    "                      )\n",
    "\n",
    "\n",
    "from cadCAD.engine import ExecutionMode, ExecutionContext, Executor\n",
    "exec_mode = ExecutionMode()\n",
    "exec_context = ExecutionContext(exec_mode.single_proc) # Do not use multi_proc, breaks ipdb.set_trace()\n",
    "executor = Executor(exec_context, [config]) # Pass the configuration object inside an array\n",
    "raw_result, tensor = executor.execute() # The `execute()` method returns a tuple; its first elements contains the raw results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(raw_result)\n",
    "df_final = df[df.substep.eq(2)]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7d4147b250>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OAWJUdY/bvheIqaCNWGCXz3oaMAyIBg6parFPeWzZOqpaLCKH3f6xwNIybf3k2QIiMhGYCBATE0NiYmLF36mP3NzcKtepbxZj7bAYa0egxLg4vYj/+66Qa3qGclGbTFK/yyTVbQuUGE8k0OPzVdkEcraqpotIB2CeiGz23aiq6pJLQHGJbgpAQkKCjhw5skr1ExMTqWqd+mYx1g6LsXYEQozf789lxoLFnNmlDU/dcdZPHnYYCDGeTKDH56tSl7BUNd19ZgAf410u2iciHQHcZ0YFzaQD8T7rca4sE4gSkZAy5T+q47ZHuv1P1JYxpglbuG0/V7/8LSHBwt+uG9ikn5RbHyrsgYhISyBIVXPc8mjgT8As4DbgSfc5s4KmVgA9RaQr3i/78cCNrveyALgGb1zEt61jx1jitn/l9p8FvCMifwM6AT2B5ZX/to0xjcHRwhKmLU7ls+/2kFdQzM6sI/TsEMFrtybYgHk9qMwlrBjgY/csmBDgHVX9QkRWAO+LyARgB3AdgIicAqwEWgOlInIf0EdVs0XkbmAOEAxMU9WN7hgPATNE5M/AGmCqK58KvCUiyXizu8YDqOpGEXkfSAKKgUmq+sPTz4wxjd7XW/fz0Afr2Zudz9AubenevhVjz+jIpPN70CrMbnGrDxWeZVVNAQaUU54JXFBO+V68S0rltfUZ8NkJjvGTWVSqmg9ce4K2ngCeqCB8Y0wj9NHqNB74YD092rfi+fEDGd4t2t8hNUmWpo0xDcpbS3fwh0828LPu0fzzliFEhIf6O6QmyxKIMabB+L/1e/jjzA1ceHoHXrppMGEhdv+wP1kCMcYEtFU7DrIsNZPDR4v416LtDO7chhdvtOQRCCyBGGMC0sbdh3nqiy18s3U/AEEC/eOimHpbgr0ZMEBYAjHGBBRVZeqiVJ76YjMR4aH89yW9GT+0MxFhIfZmwABjCcQYE1Ae+zSJN77dzkV9Yvjfn/enTctm/g7JnIAlEGNMwMgtKGbGip1cNSiWv103wHocAa4mT+M1xphaNXfjXvKLSrlxWGdLHg2AJRBjTMD4ZO1u4to0Z0jnNv4OxVSCJRBjTEDIyMln0bb9jBvYiSB7CGKDYAnEGBMQZq/bQ6nClQN/8mofE6AsgRhj/K6wuJS3l+2gb6fW9IyJ8Hc4ppIsgRhj/O61hSmk7M/j/tGn+TsUUwWWQIwxfrUjM4+/z9/GJWecwvm9O/g7HFMFlkCMMX6TkZ3PvTPWEhocxB8v6+vvcEwV2Y2Exph6tSH9MNsycsg+Wszf528jr7CYZ68dyCmR4f4OzVSRJRBjTL3Jyivkun8u4Uih9wLR02IimHHjcBs4b6AsgRhj6s1rC1M4WlTCu78cTnzb5nSMbE6w3fPRYFkCMcbUi6y8Qt78djuX9e/EWd3tFbSNgQ2iG2PqxesLUzhSVMI9o3r4OxRTSyqVQERku4h8JyJrRWSlK2srIvNEZJv7bOPKRUT+LiLJIrJeRAb7tHOb23+biNzmUz7EtZ/s6kp1j2GMCTyLth3g9UWpXHpGRxvvaESq0gM5X1UHqmqCW38YmK+qPYH5bh1gLNDTfU0EXgEvGQCPAMOAocAjxxKC2+eXPvXGVOcYxpjA823yASZMX0G3di3507h+/g7H1KKaXMIaB0x3y9OBK33K31TPUiBKRDoCFwPzVDVLVQ8C84AxbltrVV2qqgq8WaatqhzDGBNAvtiwlzveWEGX6Jb8+xfDaGsvh2pUKjuIrsBcEVHgn6o6BYhR1T1u+14gxi3HArt86qa5spOVp5VTTjWOscenDBGZiNdDISYmhsTExEp+u57c3Nwq16lvFmPtsBhrx7EYjxQpC3YV8cHWIrpGBjGpbwnfrVzi7/CAwD+PgR6fr8omkLNVNV1EOgDzRGSz70ZVVZdc6kx1juES3RSAhIQEHTlyZJWOmZiYSFXr1DeLsXZYjNWXk1/E1n25bNuXw4JNm8gODmfljiyKSpSL+8bw/PWDaN4s2N9hHheo5/GYQI/PV6USiKqmu88MEfkYbwxjn4h0VNU97vJRhts9HYj3qR7nytKBkWXKE115XDn7U41jGGPqQWmp8v7KXcxat5ulKZmUuj/tmgVBr45F3DGiKxf3jWFw5zb2ZsFGrMIEIiItgSBVzXHLo4E/AbOA24An3edMV2UWcLeIzMAbMD/sEsAc4C8+A+ejgcmqmiUi2SIyHFgG3Ar8w6etSh+j2mfBGFMl//wmhae+2Ey3di2567zuDOrchl4xrfh+/XJGnX+Ov8Mz9aQyPZAY4GP3V0QI8I6qfiEiK4D3RWQCsAO4zu3/GXAJkAwcAe4AcInicWCF2+9Pqprlln8NvAE0Bz53X+AljkofwxhT99buOsSzc7dwyRmn8NKNg3/Uw0i13kaTUmECUdUUYEA55ZnABeWUKzDpBG1NA6aVU74S+Mn8vuocwxhTdw4fKeLeGWuIaR3OX6/qb5enmji7E90YUykZOflcP2UJew7l8/z4gUS2CPV3SMbP7FlYxpgTOphXyHsrd7H3cD7zN+8jM7eQabefyZld2vo7NBMALIEYY8q1ZudB7n5nDemHjhIRHkJcmxa8MH4Qgzu3qbiyaRIsgRhjfmRHZh5TF6Xy7vKdxLQOZ+akEQyIj/J3WCYAWQIxxrB5bzbPzNnKtowcdmYdITQoiKsHxTH5kt5EtbDHj5jyWQIxpok7WljCr95ezcEjhYzo3o7rEuK5dkgcHVrbK2bNyVkCMaaJe/LzTaQeyOOdXwzjZz3a+Tsc04DYNF5jmrCF2/YzfckO7hzR1ZKHqTJLIMY0UYePFPHAf9bTvX1LHhxzmr/DMQ2QJRBjmqhHZm1gf24Bz10/kPDQwHlarmk4LIEY0wR9/t0ePlm7m9+M6kH/OJuia6rHEogxTUxeQTGPfZpEn46tmXR+D3+HYxowm4VlTBPz0oJk9mbn8+KNgwgNtr8hTfVZAjGmESstVfIKiylV736P7/fn8vrCVK4aFEuCPc/K1JAlEGMakfdW7GTWut3kFZSQmVfA3sP5FJX8+E3QEWEhTB7b208RmsbEEogxjYSq8uzcrYhAr5gIOrdtQWz/5rRt0QwRCAsNpkNEGP3jIu0uc1MrLIEY00hs2ZdDRk4B//vz/lx3Zry/wzFNgI2gGdNILNx6AICze9od5aZ+WAIxppH4Ztt+enRoRaeo5v4OxTQRlkCMaQTyi0pYnprFOdb7MPXIEogxjcCK7VkUFJdybs/2/g7FNCGVTiAiEiwia0RktlsfJSKrRWSDiEwXkRBX3kZEPhaR9SKyXET6+bQxRkS2iEiyiDzsU95VRJa58vdEpJkrD3PryW57F586k135FhG5uOanwpiG6+st+wkNFoZ1s3s7TP2pSg/kXmATgIgEAdOB8araD9gB3Ob2+29grar2B24FXnB1goGXgLFAH+AGEenj6jwFPKeqPYCDwARXPgE46Mqfc/vh6o0H+gJjgJdd+8Y0enkFxWzdl8P8Tfv41+JUxk9ZwuuLUvlZ93a0aGYTK039qdT/NhGJAy4FngB+B0QDhaq61e0yD5gMTMVLDk8CqOpmEekiIjFANyBZVVNcmzOAcSKyCRgF3Ojamg48CrwCjHPLAB8AL4qIuPIZqloApIpIMjAUWFKNc2BMg3CooJQrXlzE+rTDPyrv3LYF94/uxU3DTvVTZKapquyfK88DDwIRbv0AECIiCaq6ErgGODbxfB1wNbBQRIYCpwJxQCywy6fNNGAYXjI6pKrFPuWxbvl4HVUtFpHDbv9YYGmZtmIpQ0QmAhMBYmJiSExMrOS368nNza1ynfpmMdaOQI8xu0B5ctkRsgqOclWPUGJaBtGuudC+eRCtm4FIOutWpPs7zIA/jxD4MQZ6fL4qTCAichmQoaqrRGQkgKqqiIwHnhORMGAuUOKqPAm8ICJrge+ANT7b6pWqTgGmACQkJOjIkSOrVD8xMZGq1qlvFmPtCOQYN+3J5vF3VpOVL0yfMJyzukf7O6QTCuTzeEygxxjo8fmqTA9kBHCFiFwChAOtReRtVb0ZOAdAREYDvQBUNRu4w5ULkAqkAM35oZcCXq8kHcgEokQkxPVCjpXjPuOBNDdIH+n2Tz9BW8Y0Gjn5Rby5ZAcvfLmNyBah/C4hPKCTh2l6KhxEV9XJqhqnql3wBq6/UtWbRaQDeDOlgIeAV9161LFZVMAvgG9cUlkB9HQzrpq5tmapqgIL8C6DgTcYP9Mtz+KHwflr3LHVlY93s7S6Aj2B5dU+C8YEkMLiUv7y2SbO+utXPD1nCxec3oE5951L77Y2T8QElppM2XjAXd4KAl5R1a9c+enAdBFRYCNuRpUbw7gbmAMEA9NUdaOr8xAwQ0T+jHfJa6ornwq85QbJs/CSDqq6UUTeB5KAYmCSqvrlMpkxtamguIRJ/17Nl5syGDewE3eO6MqAeHtjoAlMVUogqpoIJLrlB4AHytlnCe5yVjnbPgM+K6c8BW8WVdnyfODaE7T1BN6sMGMavOKSUpalZvFyYjKLkzN5/Mp+3DLcZlWZwGaTxo3xkyOFxbz2TSord2SxbtchsvOLaR4abE/TNQ2GJRBj/CAjJ59fTF/Jd+mHOf2U1lxyRkdGntaB83q1p3kzG+swDYMlEGPqyeGjRbz2TQrbM/NYsT2L7KPFvHZLAhf2ifF3aMZUiyUQY+rB0cISfjF9Bat2HKRz2xb07BDBQ2N6c0ZcpL9DM6baLIEYU8cKi0u5+53VrNxxkBdvGMyl/Tv6OyRjaoUlEGPqUHJGDve9t5YN6dk8fmU/Sx6mUbEEYkwtyyso5p1lO1mWmsnCbQdoGRbCqzcPYUy/U/wdmjG1yhKIMbVIVbnvvbXMS9pHt/YtuTYhjnsu6EmHiHB/h2ZMrbMEYkwtem1hCvOS9vHHy/pw59ld/R2OMXXKEogxNVRaqny9bT9Lvs9k6qJUxvY7hTtGdPF3WMbUOUsgxtTQawtT+OvnmwkNFs7p2Y6nrumP9yBqYxo3SyDG1NDMtbsZEB/FjF8Ot7vITZNSlXeiG2PK2JV1hKQ92Vx6ximWPEyTYwnEmBqYl7QPgIv62BRd0/RYAjGmBuYm7aVXTCu6tmvp71CMqXeWQIyppoN5hSxPzWK09T5ME2UJxJhq+mzDHkoVRve1p+mapskSiDHVsCwlk8dnJzEgLpIzYu2JuqZpsmm8xlQgJ7+IpN3ZHC0qITu/mN2HjvLiV8nERjVn2u1n2j0fpsmyBGLMSazacZC731nNnsP5Pyrv0aEVb08YRnSrMD9FZoz/VTqBiEgwsBJIV9XLRGQU8AzQDFgFTFDVYhGJBN4GOrv2n1HVf7k2bgP+n2vyz6o63ZUPAd4AmgOfAfeqqopIW+A9oAuwHbhOVQ+K9yffC8AlwBHgdlVdXe2zYEw53lqyncc+TaJjVDhTbhlCdKswIsJDiGkdTuvwEOt5mCavKmMg9wKbAEQkCJgOjFfVfsAO4Da33yQgSVUHACOBZ0WkmUsGjwDDgKHAIyLSxtV5Bfgl0NN9jXHlDwPzVbUnMN+tA4z12Xeiq29MrSgtVf762Sb+MHMj5/Zqz+y7z2F031MYcmobesVEENk81JKHMVQygYhIHHAp8LorigYKVXWrW58H/NwtKxDhegmtgCygGLgYmKeqWap60NUZIyIdgdaqulRVFXgTuNK1NQ4vUeE+fcvfVM9SIMq1Y0yNPTJrI//8JoWbh3fmtVsTiGwR6u+QjAlIlb2E9TzwIBDh1g8AISKSoKorgWuAeLftRWAWsNvtf72qlopILLDLp800INZ9pZVTDhCjqnvc8l7g2HzJE7W1x6cMEZmI10MhJiaGxMTESn67ntzc3CrXqW8WY+04FuOKvcW8tbaAi7uEcEHkARZ+87W/QzuuIZ3HQBboMQZ6fL4qTCAichmQoaqrRGQkgBufGA88JyJhwFygxFW5GFgLjAK6A/NEZGFNA3XH1CrWmQJMAUhISNCRI0dW6ZiJiYlUtU59sxhrR2JiIr0GDuPeFxYyIC6SF3/5M0KDA2uWe0M5jxZjzQR6fL4q0wMZAVwhIpcA4UBrEXlbVW8GzgEQkdFAL7f/HcCT7nJUsoikAr2BdLwxkWPigERXHlemPN0t7+cnoEsAABYYSURBVBORjqq6x12iynDl6fzQ4ylbx5hK2X3oKDuzjnC0qIQPtxayesm3FJWU8sL4QQGXPIwJRBUmEFWdDEwGcD2Q+1X1ZhHpoKoZrgfyEPCEq7ITuABYKCIxwGlACpAM/MVn4Hw0MFlVs0QkW0SGA8uAW4F/uH1m4Q3OP+k+Z/qU3y0iM/AG5Q/7XOoy5qS+TT7AawtTSNy6H3V92iCBET0i+dV53eliz7UyplJqch/IA+7yVhDwiqp+5cofB94Qke8AAR5S1QMAIvI4sMLt9ydVzXLLv+aHabyfuy/wEsf7IjIBb6bXda78M7wpvMl403jvqMH3YZqI4pJSnp67hX9+nUL7iDB+M6onw7q2JTw0iN1b1nH56GH+DtGYBqVKCURVE/EuO6GqDwAPlLPPbrzeRXn1pwHTyilfCfQrpzwTrzdTtlzxpgsbc1IH8wqZtW43G3cfZt2uw2zZl8ONwzrzx8v6EB76w/s7clJtWq4xVWV3optGaVfWEZ7/chufrt9NYXEp7VqF0a1dS567fgBXDYqruAFjTIUsgZhGpaiklBe+3MaUhSkECVyfEM9NwzvT+5TW/g7NmEbHEohpNLLyCvnV26tYlprFVYNieeDi0+gU1dzfYRnTaFkCMQ3aoSOFbNmbw4It+/lkTToHjxTy/PUDuXJQbMWVjTE1YgnENCiqyjfbDjB73W4WbMngQG4hACFBwvBu0Txw8WkMiI/yc5TGNA2WQEyDsXlvNn/4ZAMrth8kIiyEUad34IzYSLq2a8mZXdvSOtyeWWVMfbIEYhqElduzuH7KUlqHh/DXq8/g6sGxhIUEV1zRGFNnLIGYBuHZuVuJbtmMOfedS5uWzfwdjjEGeye6aQCWp2axJCWT/zqvuyUPYwKIJRAT8P7x1TbatWrGjUM7+zsUY4wPu4RlAlJxSSnzN2cwd+M+Fm47wH9f0pvmzWzMw5hAYgnEBJzDR4q4+93VLNx2gIjwEK4dEsctw7v4OyxjTBmWQExA2bw3m1+/vZpdB4/wxFX9uC4h3t7NYUyAsgRiAkJRSSmvJn7P37/aRmTzUN755XDO7NLW32EZY07CEojxq/yiEv6zchevfp1C+qGjXD6gE49d0Ze2NtvKmIBnCcT4xcG8Qj5cncY/v0lhf04BgztH8cRV/Rh5Wgd/h2aMqSRLIKbO5RYqH69JY0N6NgdyC9i6L5fNe7NRhZ91j+aF8QM5q1s0IvZSJ2MaEksgps5sSD/MP77axrykI5TqOpqHBtM+Ioz4ts353YW9GHlaB86Ii/R3mMaYarIEYmrN4SNF7Mw6wrLUTL7ctI+lKVm0Dg9hTJdQJl4ylP6xkQQFWS/DmMbCEoipsdU7D/L/Pt5A0p7s42WnxURw/+he3HJWF9YsW8xAe8S6MY1OpROIiAQDK4F0Vb1MREYBzwDNgFXABFUtFpEHgJt82j8daK+qWSIyBngBCAZeV9UnXdtdgRlAtGvrFlUtFJEw4E1gCJAJXK+q212dycAEoAS4R1Xn1OA8mEo6WljC6p0HWZaaxe5DR9mfU8A32/ZzSutwHh7bmy7RLejbKZL4ti38Haoxpo5VpQdyL7AJaC0iQcB04AJV3SoifwJuA6aq6tPA0wAicjnwW5c8goGXgIuANGCFiMxS1STgKeA5VZ0hIq/iJYZX3OdBVe0hIuPdfteLSB9gPNAX6AR8KSK9VLWkhufDlKOwuJSvNu/j03V7mL95H/lFpQQHCTERYUSEh/KLs7ty74W9aBVmHVpjmpJK/cSLSBxwKfAE8Du8nkKhqm51u8wDJgNTy1S9AXjXLQ8FklU1xbU5AxgnIpuAUcCNbr/pwKN4CWScWwb4AHhRvKk644AZqloApIpIsmt/SaW+a1MppaXKSwuSmb5kBwdyC2jXKoxrh8QzqncHErq0IcJe4GRMk1bZPxmfBx4EItz6ASBERBJUdSVwDRDvW0FEWgBjgLtdUSywy2eXNGAYXjI6pKrFPuWxZeu4y2OH3f6xwNIybdlLsGtRaaky+aPveG/lLkb17sAtw0/l3F7tCbZBcGOMU2ECEZHLgAxVXSUiIwFUVd0lpefcOMVcvLEIX5cDi1U1q5ZjrjQRmQhMBIiJiSExMbFK9XNzc6tcp77Vdow5hcqO7FIW7y5iye4SrugeytVd8mBvEgv3BkaMdcFirB0WY80Feny+KtMDGQFcISKXAOF4YyBvq+rNwDkAIjIa6FWm3nh+uHwFkM6PeylxriwTiBKRENcLOVbuWydNREKASLf/idr6EVWdAkwBSEhI0JEjR1bi2/1BYmIiVa1T32oaY0Z2Ppv25rBx92G+TNrH6p2Hjm+7+/we/H50rxrf4NcUzmN9sBhrR6DHGOjx+aowgajqZLzxDVwP5H5VvVlEOqhqhuuBPIQ3PoLbLxI4D7jZp6kVQE834yodL8Hc6HozC/Aug83AG4yf6erMcutL3Pav3P6zgHdE5G94g+g9geXVPAdNTkZOPu8u28WcjXt/NPW2b6fW/O6iXiSc2obTO7a2t/8ZY06qJtNmHnCXt4KAV1T1K59tVwFzVTXvWIEbw7gbmIM3jXeaqm50mx8CZojIn4E1/DAYPxV4yw2SZ+ElHVR1o4i8DyQBxcAkm4FVscNHi/jfLzbzn1VpFJWUMqRzGyaP7U3/uCh6xbQiulWYv0M0xjQgVUogqpoIJLrlB4AHTrDfG8Ab5ZR/BnxWTnkK3iyqsuX5wLUnOMYT+PR6zMmlHTzCHf9aQeqBPK47M56J53SjS7uW/g7LGNOA2cT9Ri4zt4BP1+3mpcTvyS8q4c0JQ/lZ93b+DssY0whYAmlkdmUdYfXOg6zZeYjVOw+ycXc2JaXKGbGRPHvdAHrFRFTciDHGVIIlkEbgaGEJ0xanMmvtbrbsywGgeWgw/eMiueu8blw+oBO9T2nt5yiNMY2NJZBG4IX523j16+8Zcmob/nhZH4Z2bUvvUyIIsXeJG2PqkCWQBk5VmbNxL+f0bMdbE4b5OxxjTBNif6I2cHvylNQDeYzuE+PvUIwxTYwlkAZubYb3CLELTrcEYoypX5ZAGrjVGSX0i21Np6jm/g7FGNPEWAJpwA7kFvD9oVIutN6HMcYPbBC9AVJVkjNymbY4FQUusvEPY4wfWAJpIFSVhdsOMHPtbpamZJJ+6CgACTHB9Olo93gYY+qfJZAAV1BcQuKW/Uz5JoVVOw7SpkUow7tFc9fI7ozuE8Om1Utr/Lh1Y4ypDksgAWTv4XzmJu1lzc5D7MvOp7hU2bQnm5z8YjpGhvPnK/txXUI8zUJ+GLra5Md4jTFNmyWQAJGdX8SVLy1mb3Y+HSLCODW6BUEijO5zClcM7MSI7tF2Z7kxJqBYAgkQf/1sMxk5+bw3cThDu7a1y1LGmIBnf9IGgG+/P8C7y3fyi3O6MaxbtCUPY0yDYAnEz5alZHLPu2voEt2C315Y9rXyxhgTuCyB+ImqMnVRKje+vozW4aG8ftuZNG8W7O+wjDGm0mwMxA+OFBbz8IffMWvdbkb3ieHZ6wYQER7q77CMMaZKLIHUo6+37ueLDXtJ3JLB3ux8Hrj4NH51XneCgmzMwxjT8FgCqQf5RSU89mkS7y7fSauwEIZ3i+aZawcwooe9m9wY03BVOoGISDCwEkhX1ctEZBTwDNAMWAVMUNVit+9I4HkgFDigque58jHAC0Aw8LqqPunKuwIzgGjX1i2qWigiYcCbwBAgE7heVbe7OpOBCUAJcI+qzqnBeag1JaXKq19/z4b0w2TkFJBXUExmXiH7cwq467zu/O6iXj+6EdAYYxqqqvwmuxd347OIBAHTgfGq2g/YAdzmtkUBLwNXqGpf4FpXHgy8BIwF+gA3iEgf1/ZTwHOq2gM4iJcYcJ8HXflzbj9cvfFAX2AM8LJr3+/+vWwHT8/Zwpa9OYSFBBHftgXDu0XzrzvO5OGxvS15GGMajUr1QEQkDrgUeAL4HV5PoVBVt7pd5gGTganAjcBHqroTQFUz3D5DgWRVTXFtzgDGicgmYJSrB15iehR4BRjnlgE+AF4U7yaJccAMVS0AUkUk2bW/pIrff63aezif//1iC+f0bMebdw61+zmMMY1aZS9hPQ88CES49QNAiIgkqOpK4Bog3m3rBYSKSKLb/wVVfROIBXb5tJkGDMNLRoeOXf5y5bFu+XgdVS0WkcNu/1hgaZm2YilDRCYCEwFiYmJITEys5Lfryc3NrXSdUlVeWltAQVEJl3fM4+uvv67SsaqrKjH6i8VYOyzG2hHoMQZ6fL4qTCAichmQoaqr3NgGqqoiMh54zo1TzMUbizjW5hDgAqA5sERElv605bqnqlOAKQAJCQk6cuTIKtVPTEykMnVWbs/i8dlJrNt3hAfHnMZ1I3tUI9rqqWyM/mQx1g6LsXYEeoyBHp+vyvRARgBXiMglQDjQWkTeVtWbgXMARGQ0Xs8DvN5ApqrmAXki8g0wwJXH+7QbB6TjDY5HiUiI64UcK8d9xgNpIhICRLr900/QVr3ILShm96GjbN6bw9tLdrB8exYxrcN49toBXD34Jx0hY4xplCpMIKo6GW9849jsqvtV9WYR6aCqGa4H8hDe+AjATLyxihC8GVrD8AbANwM93YyrdLxB8Btdb2YB3mWwGXiD8TNdW7Pc+hK3/Su3/yzgHRH5G9AJ6Aksr9mpqJw3l2znT58mUVyqAMS1ac7/XHI6Nw3vTItmNivaGNN01OQ33gPu8lYQ8IqqfgWgqptE5AtgPVCKN113A4CI3A3MwZvGO01VN7q2HgJmiMifgTV4g/G4z7fcIHkWXtJBVTeKyPtAElAMTFLVY5fQ6oSq8uzcrby4IJnzT2vPVYPjiI0KZ2B8G4LtRkBjTBNUpQSiqolAolt+AHjgBPs9DTxdTvlnwGfllKfgzaIqW56PmwZczrYn+KHXU6d2HzrKQx+uZ+G2A4w/M54/X9nP3s1hjGny7JpLBRZsyeCed9ZQXKo8Pq4vNw8/1abnGmMMlkAq1DW6JYNPbcOfxvXl1OiW/g7HGGMChiWQCnRp15Lpd/7k6poxxjR5diHfGGNMtVgCMcYYUy2WQIwxxlSLJRBjjDHVYgnEGGNMtVgCMcYYUy2WQIwxxlSLJRBjjDHVIqrq7xjqhYjsx3v1blW0w3t5ViCzGGuHxVg7LMaaC7T4TlXV9uVtaDIJpDpEZKWqJvg7jpOxGGuHxVg7LMaaC/T4fNklLGOMMdViCcQYY0y1WAI5uSn+DqASLMbaYTHWDoux5gI9vuNsDMQYY0y1WA/EGGNMtVgCMcYYUy2WQE5ARMaIyBYRSRaRh/0dD4CIxIvIAhFJEpGNInKvK28rIvNEZJv7bOPnOINFZI2IzHbrXUVkmTuX74lIMz/HFyUiH4jIZhHZJCJnBeA5/K37N94gIu+KSLi/z6OITBORDBHZ4FNW7nkTz99drOtFZLAfY3za/VuvF5GPRSTKZ9tkF+MWEbnYXzH6bPu9iKiItHPrfjmPlWUJpBwiEgy8BIwF+gA3iEgf/0YFQDHwe1XtAwwHJrm4Hgbmq2pPYL5b96d7gU0+608Bz6lqD+AgMMEvUf3gBeALVe0NDMCLNWDOoYjEAvcACaraDwgGxuP/8/gGMKZM2YnO21igp/uaCLzixxjnAf1UtT+wFZgM4H52xgN9XZ2X3c++P2JEROKB0cBOn2J/ncdKsQRSvqFAsqqmqGohMAMY5+eYUNU9qrraLefg/eKLxYttutttOnClfyIEEYkDLgVed+sCjAI+cLv4O75I4FxgKoCqFqrqIQLoHDohQHMRCQFaAHvw83lU1W+ArDLFJzpv44A31bMUiBKRjv6IUVXnqmqxW10KxPnEOENVC1Q1FUjG+9mv9xid54AHAd+ZTX45j5VlCaR8scAun/U0VxYwRKQLMAhYBsSo6h63aS8Q46ewAJ7H+yEodevRwCGfH2B/n8uuwH7gX+4y2+si0pIAOoeqmg48g/eX6B7gMLCKwDqPx5zovAXqz9CdwOduOWBiFJFxQLqqriuzKWBiLI8lkAZIRFoBHwL3qWq27zb15mX7ZW62iFwGZKjqKn8cv5JCgMHAK6o6CMijzOUqf55DADeOMA4v2XUCWlLOJY9A4+/zVhER+R+8y8D/9ncsvkSkBfDfwB/9HUtVWQIpXzoQ77Me58r8TkRC8ZLHv1X1I1e871i31n1m+Cm8EcAVIrId77LfKLzxhih3KQb8fy7TgDRVXebWP8BLKIFyDgEuBFJVdb+qFgEf4Z3bQDqPx5zovAXUz5CI3A5cBtykP9z8Figxdsf7Y2Gd+9mJA1aLyCkETozlsgRSvhVATzfrpRneQNssP8d0bDxhKrBJVf/ms2kWcJtbvg2YWd+xAajqZFWNU9UueOfsK1W9CVgAXOPv+ABUdS+wS0ROc0UXAEkEyDl0dgLDRaSF+zc/FmPAnEcfJzpvs4Bb3Syi4cBhn0td9UpExuBdVr1CVY/4bJoFjBeRMBHpijdQvby+41PV71S1g6p2cT87acBg9381YM5juVTVvsr5Ai7Bm7HxPfA//o7HxXQ23iWC9cBa93UJ3jjDfGAb8CXQNgBiHQnMdsvd8H4wk4H/AGF+jm0gsNKdx0+ANoF2DoHHgM3ABuAtIMzf5xF4F29Mpgjvl9yEE503QPBmMn4PfIc3o8xfMSbjjSMc+5l51Wf//3ExbgHG+ivGMtu3A+38eR4r+2WPMjHGGFMtdgnLGGNMtVgCMcYYUy2WQIwxxlSLJRBjjDHVYgnEGGNMtVgCMaYK3JN8f+2WO4nIBxXVqcGxBorIJXXVvjE1ZQnEmKqJAn4NoKq7VfWaCvaviYF49/kYE5DsPhBjqkBEjj2ZeQvezXOnq2o/96iMK/GeW9UT72GIzYBbgALgElXNEpHueDeGtQeOAL9U1c0ici3wCFCC9/DEC/FugGuO9+iKvwKzgX8A/YBQ4FFVnemOfRUQifegvbdV9bE6PhXGEFLxLsYYHw/jvVtioHsi8myfbf3wnpAcjvfL/yFVHSQizwG34j2peApwl6puE5FhwMt4zwz7I3CxqqaLSJSqForIH/HuPL4bQET+gvd4mDvdS5GWi8iX7thD3fGPACtE5P9UdWVdnghjLIEYU3sWqPeelhwROQx86sq/A/q7pyj/DPiP94grwHtECcBi4A0ReR/v4YnlGY33sMr73Xo40Nktz1PVTAAR+QjvsTeWQEydsgRiTO0p8Fku9VkvxftZC8J7p8fAshVV9S7XI7kUWCUiQ8ppX4Cfq+qWHxV69cpei7Zr06bO2SC6MVWTA0RUp6J6725JdeMdx953PcAtd1fVZar6R7wXXsWXc6w5wG/cE3oRkUE+2y4S7/3kzfHGYhZXJ0ZjqsISiDFV4C4TLRaRDcDT1WjiJmCCiKwDNvLDq5KfFpHvXLvfAuvwHt/eR0TWisj1wON4g+frRWSjWz9mOd57YtYDH9r4h6kPNgvLmAbOzcI6PthuTH2xHogxxphqsR6IMcaYarEeiDHGmGqxBGKMMaZaLIEYY4ypFksgxhhjqsUSiDHGmGr5/+hYThFmHRJ+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_final.plot(\"timestep\", \"collateral_pool\", grid=True)\n",
    "df_final.plot(\"timestep\", \"token_supply\", grid=True)\n",
    "df_final.plot(\"timestep\", \"funding_pool\", grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Participants Social Network')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "supporters = get_edges_by_type(network, 'support')\n",
    "influencers = get_edges_by_type(network, 'influence')\n",
    "competitors = get_edges_by_type(network, 'conflict')\n",
    "\n",
    "nx.draw_kamada_kawai(network, nodelist = get_participants(network), edgelist=influencers)\n",
    "plt.title('Participants Social Network')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.2 64-bit ('cadcad': virtualenv)",
   "language": "python",
   "name": "python38264bitcadcadvirtualenv759203ea8fcd4eb59bfff73a3b8619e8"
  },
  "language_info": {
   "codemirror_mode": {
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