v2_TE_AC_Example notebook Hydra.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Model\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "running file: run.py\n",
      "running file: asset_utils.py\n",
      "end of file: asset_utils.py\n",
      "running file: sim_setup.py\n",
      "end of file: sim_setup.py\n",
      "end of file: run.py\n",
      "\n",
      "                  ___________    ____\n",
      "  ________ __ ___/ / ____/   |  / __ \\\n",
      " / ___/ __` / __  / /   / /| | / / / /\n",
      "/ /__/ /_/ / /_/ / /___/ ___ |/ /_/ /\n",
      "\\___/\\__,_/\\__,_/\\____/_/  |_/_____/\n",
      "by cadCAD\n",
      "\n",
      "Execution Mode: local_proc\n",
      "Configuration Count: 1\n",
      "Dimensions of the first simulation: (Timesteps, Params, Runs, Vars) = (100, 15, 1, 24)\n",
      "Execution Method: local_simulations\n",
      "SimIDs   : [0]\n",
      "SubsetIDs: [0]\n",
      "Ns       : [0]\n",
      "ExpIDs   : [0]\n",
      "Execution Mode: single_threaded\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  998.0039920158451\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1001.9960000161082\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  998.0119521751767\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  994.0357931300532\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1005.9879682714818\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1001.9640964592109\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  998.0436663987348\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1001.9562481010798\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  998.0514684896916\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  994.1222273628227\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1005.9009589478374\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  994.145066728117\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  990.2858228563564\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1009.790241604438\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  990.323496785597\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1009.7519020456821\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1005.8015144313686\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  994.2431670333026\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  990.3833524682559\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1009.6909948149696\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  990.4206499834545\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  986.5830519568408\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1013.5727061079815\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  986.6349891341524\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  982.8193513872102\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  979.0258053871803\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  975.2541809196118\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  971.5043094077846\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1029.273471435532\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1025.208087214036\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  975.4591030968586\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1025.1086220173165\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  975.553566218121\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  971.8019695210969\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  968.0719720488414\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  964.3634083139477\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1036.8800954837352\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  964.4998017455218\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  960.8117263007443\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  957.1447643042775\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  953.4987549028592\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  949.8735387731576\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1052.6661179861985\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  950.0639486821601\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  946.4582851335872\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  942.8731089213397\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1060.466408567503\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  943.0893125578295\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  939.523243707954\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  935.9773630570853\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  932.4515185055789\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1072.2955069732852\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1067.9728523464873\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1063.6762834719848\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1059.4055908792652\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  944.0318152024411\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  940.4604043030413\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1063.1816673723515\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  940.6854517315514\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1062.927810482448\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1058.661620286759\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  944.6939350870671\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  941.1187697415007\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1062.4393628367689\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1058.1761100196745\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1053.9384665673133\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1049.7262277756818\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  952.7195232729428\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  949.0987459887983\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1053.5237802818883\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1049.3140248050913\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1045.1294515379705\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  956.9016607867088\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1044.9496663473547\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  957.0659759450937\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1044.7706127204\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  957.229678640957\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  953.5831845005741\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1048.578992032446\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1044.3988104842138\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1040.2435757790226\n",
      " R to R swap called \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  961.3873023964697\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1040.0836284814868\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  961.5348590711365\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1039.924329091562\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  961.6818631009664\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1039.7656748883892\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1035.6380321576726\n",
      "49950.64398410883\n",
      "Ri_plus =  959387.0547344409\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1031.4847089682007\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  969.5363819843624\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  965.72834047582\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  961.9426902226405\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  958.1792560211616\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1043.5569567912025\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  958.342719367356\n",
      " R to R swap called \n",
      " R added to pool of  i  =  1000\n",
      " R removed from pool of  j  =  954.6003712079255\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1047.4615134991473\n",
      " R to R swap called \n",
      " R added to pool of  j  =  1000\n",
      " R removed from pool of  i  =  1043.185764653259\n",
      "Total execution time: 0.16s\n"
     ]
    }
   ],
   "source": [
    "# Dependences\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Experiments\n",
    "from model import run\n",
    "from model.parts.utils import *\n",
    "from model.plot_utils import *\n",
    "\n",
    "pd.options.display.float_format = '{:.2f}'.format\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "df = run.run()\n",
    "rdf = run.postprocessing(df)\n",
    "# rdf = df # debugging substeps\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpretation of Results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creation of Results\n",
    "\n",
    "Before moving to the interpretation and analysis we first create and prepare the results: sometimes just to see whether the experiment is running corectly and sometimes to see into the results for analysis\n",
    "\n",
    "The following command lines creates views based on the simulation results.\n",
    "\n",
    "- the `model_history`, counting for the i-th base asset, the risk asset and the shares of the risk asset respectively.\n",
    "- the `uniswap_j`, counting for the j-th base asset, the risk asset and the shares of the risk asset respectively.,\n",
    "- the `uniswap_ij` counting for the i-j asset, the risk asset and the shares of the risk asset respectively, and\n",
    "- `hydra`, counting the base asset amount in the pool, the total base asset supply and the shares of the base asset respectively.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hydra = rdf[['Q', 'H', 'Sq']]\n",
    "hydra.columns = ['Hydra_Q', 'Hydra_H', 'Hydra_Sq']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Risk assets in the Omnipool - the `pool` variable \n",
    "\n",
    "The `pool` variable is the risk-asset side of the Omnipool in the Hydra world.\n",
    "\n",
    "For each asset in the Omnipool this variable tracks its quantities:\n",
    "\n",
    "- $R$ (asset quantity),\n",
    "- $S$ (share quantity),\n",
    "- $C$ (coefficient),\n",
    "- $P$ (price) and \n",
    "- $dP$ (change in price).\n",
    "\n",
    "To locate specific values in the `pool` dataframe \n",
    "- `first_valid_index()`\n",
    "- `first_valid_index()*x`\n",
    "- `last_valid_index()`\n",
    "\n",
    "can be used for any integer value $x$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'model.parts.v2_asset_utils.V2_Asset'>: {'pool': {'i': {'R': 1001000, 'S': 1000000, 'C': 1, 'P': 1.996005992009988, 'dP': -0.0039940079900120384}, 'j': {'R': 999001.9960079842, 'S': 1000000, 'C': 1.0, 'P': 2.0039980000019955, 'dP': 0.003998000001995461}}}\n"
     ]
    }
   ],
   "source": [
    "print(rdf.pool[rdf.first_valid_index()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'i': {'R': 1001000,\n",
       "  'S': 1000000,\n",
       "  'C': 1,\n",
       "  'P': 1.996005992009988,\n",
       "  'dP': -0.0039940079900120384},\n",
       " 'j': {'R': 999001.9960079842,\n",
       "  'S': 1000000,\n",
       "  'C': 1.0,\n",
       "  'P': 2.0039980000019955,\n",
       "  'dP': 0.003998000001995461}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf.pool[rdf.first_valid_index()].pool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'i': {'R': 1050988.0956871521,\n",
       "  'S': 1049950.643984109,\n",
       "  'C': 1.102396354802645,\n",
       "  'P': 1.9960534675417503,\n",
       "  'dP': 2.220446049250313e-16},\n",
       " 'j': {'R': 999013.8531277905,\n",
       "  'S': 1000000,\n",
       "  'C': 1.0,\n",
       "  'P': 2.003950430084337,\n",
       "  'dP': 0.0}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf.pool[rdf.first_valid_index()*10].pool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'i': {'R': 1009981.9497606144,\n",
       "  'S': 1000000.0000000001,\n",
       "  'C': 1.0000000000000002,\n",
       "  'P': 1.960662178230537,\n",
       "  'dP': 0.004043973989144023},\n",
       " 'j': {'R': 989866.0693415403,\n",
       "  'S': 1000000,\n",
       "  'C': 1.0,\n",
       "  'P': 2.0411603344588576,\n",
       "  'dP': -0.004130372087687739}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf.pool[rdf.last_valid_index()].pool"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Representing results in table form"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['UNI_Qi', 'UNI_Ri', 'UNI_Si', 'UNI_Qj', 'UNI_Rj', 'UNI_Sj', 'UNI_ij',\n",
       "       'UNI_ji', 'UNI_Sij', 'uni_agents', 'UNI_P_RQi', 'UNI_P_RQj', 'UNI_P_ij',\n",
       "       'pool', 'Q', 'H', 'Sq', 'Y', 'hydra_agents', 'C', 'asset_random_choice',\n",
       "       'trade_random_size', 'trade_random_direction', 'purchased_asset_id',\n",
       "       'simulation', 'subset', 'run', 'substep', 'timestep'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf.columns\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simulation results and variable quantities can be shown in table form where\n",
    "\n",
    "- `head(n)`\n",
    "- `tail(n)`\n",
    "\n",
    "can be used to target the $n$ specific entries.\n",
    "\n",
    "##### The columns show:\n",
    "##### for the uniswap universe\n",
    "- `UNI_Qi`...the quantity of the i-th assets base\n",
    "- `UNI_Ri`...the quantity of the i-th assets risk\n",
    "- `UNI_Si`...the quantity of the i-th assets shares\n",
    "- `UNI_Qj`...the quantity of the j-th assets base\n",
    "- `UNI_Rj`...the quantity of the j-th assets risk\n",
    "- `UNI_Sj`...the quantity of the j-th assets shares\n",
    "- `UNI_ij`...the quantity of the ji assets base\n",
    "- `UNI_ji`...the quantity of the ij assets risk\n",
    "- `UNI_Sij`...the quantity of the ij assets shares\n",
    "- `uni_agents`...the definition of the actions of the uniswap agents\n",
    "- `UNI_P_RQi`...the price of the i-th risk asset in terms of Q\n",
    "- `UNI_P_RQj`...the price of the j-th risk asset in terms of Q\n",
    "- `UNI_P_RQj`...the price of the ij risk asset in terms of Q\n",
    "\n",
    "##### for the hydra universe\n",
    "- `pool`...the definition of the pool variable\n",
    "- `Q`...the quantity of the base asset in the hydra pool\n",
    "- `H`...the total quantity of the base asset in the hydra system\n",
    "- `Sq`...total quantity of shares of the base asset\n",
    "- `Y`...the pool constant\n",
    "- `hydra_agents`...the definition of the actions of the hydra agents\n",
    "\n",
    "##### for the trades\n",
    "- `asset_random_choice`...which risk asset is traded in and which out\n",
    "- `trade_random_size`...the size of the trade\n",
    "- `trade_random_direction`...the trade action\n",
    "- `purchased_asset_id`...which asset is purchased\n",
    "\n",
    "##### simulation parameters\n",
    "- `simulation`...simulation number\n",
    "- `subset`...subset number\n",
    "- `run`...run number\n",
    "- `substep`...substep number\n",
    "- `timestep`...timestep of simulation\n",
    "\n",
    "Notice, that due to postprocessing of the simulation results this table always shows the forth substep of each timestep only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UNI_Qi</th>\n",
       "      <th>UNI_Ri</th>\n",
       "      <th>UNI_Si</th>\n",
       "      <th>UNI_Qj</th>\n",
       "      <th>UNI_Rj</th>\n",
       "      <th>UNI_Sj</th>\n",
       "      <th>UNI_ij</th>\n",
       "      <th>UNI_ji</th>\n",
       "      <th>UNI_Sij</th>\n",
       "      <th>uni_agents</th>\n",
       "      <th>...</th>\n",
       "      <th>C</th>\n",
       "      <th>asset_random_choice</th>\n",
       "      <th>trade_random_size</th>\n",
       "      <th>trade_random_direction</th>\n",
       "      <th>purchased_asset_id</th>\n",
       "      <th>simulation</th>\n",
       "      <th>subset</th>\n",
       "      <th>run</th>\n",
       "      <th>substep</th>\n",
       "      <th>timestep</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>m   r_i_out    r_i_in         h       q_i  ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>j</td>\n",
       "      <td>1000</td>\n",
       "      <td>test_r_for_r</td>\n",
       "      <td>i</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>m   r_i_out    r_i_in         h       q_i  ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>i</td>\n",
       "      <td>1000</td>\n",
       "      <td>test_r_for_r</td>\n",
       "      <td>j</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>m   r_i_out    r_i_in         h       q_i  ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>i</td>\n",
       "      <td>1000</td>\n",
       "      <td>test_r_for_r</td>\n",
       "      <td>j</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>m   r_i_out    r_i_in         h       q_i  ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>j</td>\n",
       "      <td>1000</td>\n",
       "      <td>test_r_for_r</td>\n",
       "      <td>i</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>2000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>10000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>m   r_i_out    r_i_in         h       q_i  ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1000000000000</td>\n",
       "      <td>j</td>\n",
       "      <td>1000</td>\n",
       "      <td>test_r_for_r</td>\n",
       "      <td>i</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      UNI_Qi   UNI_Ri  UNI_Si   UNI_Qj   UNI_Rj  UNI_Sj   UNI_ij   UNI_ji  \\\n",
       "288  2000000  1000000   10000  2000000  1000000   10000  1000000  1000000   \n",
       "291  2000000  1000000   10000  2000000  1000000   10000  1000000  1000000   \n",
       "294  2000000  1000000   10000  2000000  1000000   10000  1000000  1000000   \n",
       "297  2000000  1000000   10000  2000000  1000000   10000  1000000  1000000   \n",
       "300  2000000  1000000   10000  2000000  1000000   10000  1000000  1000000   \n",
       "\n",
       "           UNI_Sij                                         uni_agents  ...  \\\n",
       "288  1000000000000     m   r_i_out    r_i_in         h       q_i  ...  ...   \n",
       "291  1000000000000     m   r_i_out    r_i_in         h       q_i  ...  ...   \n",
       "294  1000000000000     m   r_i_out    r_i_in         h       q_i  ...  ...   \n",
       "297  1000000000000     m   r_i_out    r_i_in         h       q_i  ...  ...   \n",
       "300  1000000000000     m   r_i_out    r_i_in         h       q_i  ...  ...   \n",
       "\n",
       "                 C  asset_random_choice  trade_random_size  \\\n",
       "288  1000000000000                    j               1000   \n",
       "291  1000000000000                    i               1000   \n",
       "294  1000000000000                    i               1000   \n",
       "297  1000000000000                    j               1000   \n",
       "300  1000000000000                    j               1000   \n",
       "\n",
       "    trade_random_direction  purchased_asset_id  simulation  subset  run  \\\n",
       "288           test_r_for_r                   i           0       0    1   \n",
       "291           test_r_for_r                   j           0       0    1   \n",
       "294           test_r_for_r                   j           0       0    1   \n",
       "297           test_r_for_r                   i           0       0    1   \n",
       "300           test_r_for_r                   i           0       0    1   \n",
       "\n",
       "    substep  timestep  \n",
       "288       3        96  \n",
       "291       3        97  \n",
       "294       3        98  \n",
       "297       3        99  \n",
       "300       3       100  \n",
       "\n",
       "[5 rows x 29 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The pools and global states"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Global State Variables for Hydra instance\n",
    "\n",
    "The Hydra system state can be described with the following global variables:\n",
    "\n",
    "| Symbol | Name | Definition  | Domain |  | Unit | | \n",
    "| --------|------- | -------- | -------- | -------- | -------- |-------|\n",
    "| $H$     | HDX Total Supply     | Supply is the total quantity of the native protocol token (HDX).|  ${\\mathbb{R}_{++}}$| | HDX; an amount in real positive numbers\n",
    "| $Q$     | Base Pool Liquidity     | Base Pool Liquidity is the total quantity of the base asset (HDX) inside Pool.|  ${\\mathbb{R}_{+}}$| | HDX; a positive real number if a pool has at least one risk asset\n",
    "| $\\mathbf{\\vec{R}}$ | Reserve Risk Assets     | An $n$-dimensional vector whose components are quantities of risk assets provided to the Liquidity Pool by liquidity providers.      |  $\\mathbb{R}_{++}^{n}$ | | BTC, ETH, DOT,...; a vector of real positive numbers denoting quantities of each asset in the pool.\n",
    "| $\\mathbf{\\vec{S}}$     | Asset Shares     | Asset Shares are non-normalized values of each risk asset in the pool which are minted and distributed to the liquidity providers at time of inception of their asset into the Liquidity Pool. |  $\\mathbb{R}_{++}^{n}$ | | a vector of real positive numbers\n",
    "| $S^Q$     | Base Pool Share     | The Pool value share of the base asset (HDX), i.e. claims on $Q$.|  $\\mathbb{R}_{+}$ | | HDX; a real positive number if there exists at least one risk asset in the pool\n",
    "| $\\mathbf{{P}}$     | Price    | The Price is a (n+1)x(n+1) Matrix listing all spot prices for all risk assets present in the Liquidity pool. Its components $p_{i,j}$ are the prices of the i-th asset denoted in the j-th asset.| $\\mathbb{R}_{++}^{n\\times n}$ | | f.e: ETH/HDX; depending on the component $p_{ij}$ of the matrix the unit is currency$_i$ / currency$_j$ where for the above example $i$ is ETH and $j$ is HDX. |\n",
    "| $\\vec{p}^Q$     | Asset Base Price    | The Asset Base Price is a vector listing the spot prices of all risk assets in the pool in terms of the base asset HDX. | $\\mathbb{R}^n_{++}$ | | A real number representing the rate of exchange between a risk asset and HDX, e.g. ETH/HDX. |\n",
    "\n",
    "\n",
    "Notice that $H$, $Q$ and $S^Q$ represent the Base side of the Omnipool and are tracked separately in the Hydra World whereas the other variables representing the Risk side of the Omnipool are encoded in $\\mathbf{\\vec{R}}$ , $\\mathbf{\\vec{S}}$  are tracked by the `pool` variable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hydra World\n",
    "### Base Asset side of the Omnipool\n",
    "### Quantities of the base asset in the pool and in the system, and the base-shares\n",
    "\n",
    "The following command lines create three plots that show: (for the base asset)\n",
    "- on the left: the quantity of base asset in the pool `Hydra_Q` \n",
    "- center: the total quantity of base asset in the system `Hydra_H` \n",
    "- on the right: the quantity of base asset shares `Hydra_Sq`\n",
    "\n",
    "over the simulation steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,6))\n",
    "ax = plt.subplot(131)\n",
    "hydra.astype(float).plot(ax=ax, y=['Hydra_Q'])\n",
    "plt.title('Hydra Q in OmniPool')\n",
    "\n",
    "ax = plt.subplot(132) \n",
    "hydra.astype(float).plot(ax=ax, y=['Hydra_H'])\n",
    "plt.title('Hydra H Total')\n",
    "\n",
    "ax = plt.subplot(133)\n",
    "hydra.astype(float).plot(ax=ax, y=['Hydra_Sq'])\n",
    "plt.title('Hydra Sq Shares in OmniPool')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pool variable `Y` \n",
    "should change for liquidity events and remain constant under swaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3     500000.00\n",
       "6     500000.00\n",
       "9     500000.00\n",
       "12    500000.00\n",
       "15    500000.00\n",
       "         ...   \n",
       "288   512195.70\n",
       "291   512195.70\n",
       "294   512195.70\n",
       "297   512195.70\n",
       "300   512195.70\n",
       "Name: Y, Length: 100, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf.Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# gca stands for 'get current axis'\n",
    "ax = plt.gca()\n",
    "\n",
    "df.plot(kind='line',x='timestep',y='Y',ax=ax)\n",
    "df.plot(kind='line',x='timestep',y='Y', color='red', ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hydra World\n",
    "### Risk Asset side of the Omnipool\n",
    "### Quantities of the i-th risk asset, i-Shares and the price for i\n",
    "\n",
    "The following command line creates three plots for the Hydra Omnipool (for the i-th asset on the risk side)\n",
    "\n",
    "- the asset index can be set individually to `i`, `j`, etc.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hydra_pool_plot(rdf,'Asset i Reserve and Shares', rdf.last_valid_index(),str('i'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quantities of the j-th risk asset, j-Shares and the price for j\n",
    "\n",
    "The following command line creates three plots for the Hydra Omnipool \n",
    "\n",
    "- the asset index can be set individually to `i`, `j`, etc.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hydra_pool_plot(rdf,'Asset j Reserve and Shares', rdf.last_valid_index(),str('j'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Price comparison for assets on the risk side of the Omnipool\n",
    "\n",
    "The following command lines create a plots for the Hydra Omnipool prices:\n",
    "- Asset Base Prices\n",
    "- Share to Reserve Ratio Base Prices\n",
    "- Relative Asset Prices `i` to `j`    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hydra_pool_price_plot(rdf,'Asset Base Price', rdf.last_valid_index(),['i', 'j'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "relative_value_plot(rdf,'Asset Relative Value Change', rdf.last_valid_index(),['i', 'j'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "relative_liq_plot(rdf,'Asset Relative Value Change', rdf.last_valid_index(),['i', 'j'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "trade_liq_plot(rdf,'Share to Reserve Ratio Base Price', rdf.last_valid_index(),['i', 'j'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sEYqIH3355ZcYY/y6wA9gypQprFu3zuOxsWPH0qxZM3r27EnXrl2ZOnWqx36vv/467777brnHMnz4cJKTk0vd7isF1yIi4t2vb8HhjTD0GScNJMdZt0OtpjDzCahE9RJEwsaqT2BSVxgb7/y96hO/XHby5Mn079+fjz76yC/Xy1FccA1O+fMVK1bw6aefcvPNN+NyuQocz8rK4o477mDUqFHlHsu0adOIj48vdbuvFFyLiIhnJ47A3Geg7QXQfljBY9FxcP7DkLQE1n8dnPGJVFU5+84f2w3YvH3nyxlgp6amsmjRIt56660CwfW+ffsYMGBA7szyggULyM7O5sYbb6Rr165069aNSZMmAbB161aGDRtGnz59OPfcc9mwYQOLFy9m6tSpPPTQQ/Ts2bPYCo2dOnUiKiqKw4cPM3DgQB5++GHOO+88XnzxRcaOHctzzz0HwJYtWxg8eDA9evSgd+/eudecOHEiZ5xxBt27d+eJJ57weI/WrVtz+PDhUrf7Svtci4hIQbmVGHc7X7c5DzyVBO5xHfz4CsweBx2GQ6R+pIj4xXejYf9q78f3/ArZ6QXbMk/BV3+Bpe94PqdxN7hoQrG3nTJlCsOGDaN9+/bUq1ePZcuW0bt3bz788EOGDh3KI488QnZ2NidPnmTFihUkJSWxZs0agNx0ittuu43XX3+ddu3a8fPPP3PnnXcyZ84cLr30Ui6++GKuuuqqYsfw888/ExERQUJCQu51582bBzjpIzl+//vfM3r0aC6//HLS0tJwuVzMmDGDzZs388svv2Ct5dJLL2X+/PkMGDCg2Hv6m/4lFBGRPIUrMQLMmwC1mxZdvBgZBYOegI+ug+dOh1PJKosuUhEKB9YltZfS5MmTuffeewG49tprmTx5Mr179+aMM87g5ptvJjMzk5EjR9KzZ09OO+00tm3bxt13382IESO48MILSU1NZfHixVx99dW510xPL92YJk2axPvvv0+tWrX4+OOPMe5f6H/3u98V6ZuSkkJSUhKXX345ALGxsQDMmDGDGTNm0KtXL8CZid+8ebOCaxERCSJfKzFmpIKJgFO/OV+rLLpI+ZUww8ykrnlPlvKr0wJu+rZMtzxy5Ahz5sxhzZo1GGPIzs7GGMOzzz7LgAEDmD9/Pt9++y033HADDz30EKNGjWLlypVMnz6dV199lU8++YQXXniB+Ph4VqxY4fP977vvPh588MEi7TVq1CjSZr2s87DWMmbMGG6//Xaf7+9PyrkWEZE8vlZinP0k2IILj3KDcREJjEGPO+se8ouOK9e+85999hmjRo1i586d7Nixg927d9OmTRsWLlzIzp07adiwIbfeeiu33HILy5Yt4/Dhw7hcLq688kqeeuopli1bRu3atWnTpg2ffvop4AS7K1euBKBWrVqkpKSUeXz51a5dm+bNmzNlyhTAmR0/efIkQ4cO5e233yY1NRWApKQkDh48WOy1Bg0aRFJSkl/GlUPBtYiI5KndzHO7t0qMKosuUvG6XwOXvJS373ydFs7X5XhaNHny5Nw0ixxXXnklH374IXPnzqVnz5706tWLzz//nHvuuYekpCQGDhxIz549ufHGGxk/fjwAH3zwAW+99RY9evSgS5cufPXVV4CTZjJx4kR69epV7ILG0nrvvfd46aWX6N69O+eccw779+/nwgsv5Prrr+fss8+mW7duXHXVVV4DemMMLpeLLVu2UK9evXKPp8C1vU2th6PExES7ZMmSYA9DRCR8ffJHWDelYFt0nPcf3MU9nr5vTUCGKFIZrV+/nk6dOgV7GJVednY2DRs2ZP/+/WzcuJG3336b559/vthzPL03xpil1tpET/01cy0iIo7je2HzTGjaq/QzYp4eT0fFqiy6iISkLl268Kc//Yno6Gi6du1aYmBdFlrQKCIijlljwZUFV/0X6rUp3Tk5QffsJ/NSQRr30GJGEQlJ/q486YlmrkVEBHb/Aqs+hnP+UvrAOkf3a/LKove/D/b8DPtWBmSYIiKhTsG1iEhV53LBd3+Hmo2h//3lu1b/eyGunlMWXUR8UpnWwVUWZXlPFFyLiFR1qz6CvctgyDiIqVm+a8XWgQEPwbYfYOsc/4xPpAqIjY3lyJEjCrBDiLWWI0eO5BapKS3lXIuIVEW5Jc73OKXN41tDNz/lSZ9xC/z8mjN73WYgRGgeR6QkzZs3Z8+ePRw6dCjYQ5F8YmNjad7cy1akXii4FhGpagqXOLcWUvbBms/8sxAxKgYueAy+uBXWfgHdrir/NUUquejoaNq08XG9g4QkTSeIiFQ1nkqcZ6f7t6pi16ugdnP44jYYG+/sh73qE/9dX0QkRCm4FhGpaiqiquKaz+DEIbDZgHUKzXz9V/8H2Ks+cQJ3BfAiEiIUXIuIVDXeSpl7ay+L2U86s+H5ZZ7y7+x4TnrLsd2UOoBXMC4iAabgWkSkqjn/UcAUbIuO829VxYqYHfeU3lJcAF+WYLwsFMCLVGkKrkVEqpqMFMBC9fqUqsR5WVTE7LivAbyvwXhZVFQALyIhS7uFiIhUJSePwg//gDYDYNRUZxu+QBj0eMEdSQBMpH9nx+s0dwexHto9CfZsukrCi1QJmrkWEalK5k6AtGMwbELgAmtwAslLXnJmxTFQraazuLFxdz/e43dF2yJjvAfwoTibLiKVjoJrEZGq4uB6+PU/kHgzNOoS+Pt1vwbuWwNjk+GeVRBTG2aP88+1XdmwabpTar12c8A4M+M1EpxtAD3xWNrdwPmP+GdMUDEBvIiENAXXIiLhpKyL5ayF78dATC3/BpOlVaM+9L8XNk6DnT+W/3rL3oUDq+Hi5+H+tU4Af8UbcHwPrPbyPTmwBjBQs7Hzd/UGgIWM1PKPJ8e5DxRti4jybzqMiIQ0BdciIuGiPFvPjYuHbT9A+2FQvV5Fjbigs/4MtZrCzMecYL+sTiXDnKegVT/oPDKvvcsV0KQnzHkaMtMKnrN/DSz9L5x5Gzy40QnGH9oCrfo7qTLpKWUfT36HNzl/12wEGIiuAS4XtDjTP9cXkZCn4FpEJFyUa+s5t/VfBW/nimrV4fwxsOdXWP912a8z71lnYWbhvPGICBjypPN6f30zr91a+H40xNaBgaPz2o1x+p88DIteKvt4chzaCL+8AX1uggc3OQH83UuccvBzni7/9UUkLCi4FhEJF6G49ZyvelwPtZrAZzeVbR/oQ5vgl39Dnz9CEw+LI087D04fDPOfg1O/OW3rv4YdC5x0mMKz9s37QJfL4cdXIGV/mV9WbtpNdA244NG89tpNoe+fYfWnsHdF2a8vImEjYMG1MeZtY8xBY8waL8eNMeYlY8wWY8wqY0xvd3usMeYXY8xKY8xaY4yfVr+IiIS5Os28tAdx6zlfrf0CTh4BVxY+7QOdk97y6hnOYsbidh0ZPA7SkuGFbk4A/+mNTjpKn5s897/gMcjOcNJDymrzDNg625kZr9Gg4LH+9zoLL2c+Xr50GBEJC4Gcuf4fMKyY4xcB7dx/bgNec7enAxdYa3sAPYFhxpi+gRumiEiYaH1u0bbiKiuG4s4Vs590Atn8SppNL5LeYmHGI94D8oPrnJ1D0t3Fcmy2E9Cv/cJz//ptnR1Ulv4P/tXB9xn1rAxn1rpBezjz1qLHY+vAeX+D7fOcAFxEKrWABdfW2vnA0WK6XAa8ax0/AfHGmCbur3OWbke7/+hXfRGp2k4ehY3fQYMO7r2j3Xpc7704Se8birb5u8y5r8oym+5resvsJ52AOr/s9OID+AYdAetODfFxsejTCXB0K7S/CCKjPfdNvBniW8HUe2BSF5VGF6nEgplz3QzIX1prj7sNY0ykMWYFcBCYaa39ueKHJyISQuaOh/TjcPV/nb2jH//NSY3YPBOy0ov2txY2z4JqtaB2MwJW5txXZZlN9zUgL0sAv2hS0TZfF4v++ob3YDkqBtoNcbYKPLYHlUYXqbyCGVx7Kg1mAay12dbankBz4ExjTFevFzHmNmPMEmPMkkOHDgVmpCIiwXRgHfz6VsHiL7k7Y+yCX94ses7qz2DPL3DRBLh/nbNzxX1rgl+Ce9Djzux5fhEllEWv3cRzu6+Buj8D+LIsFt30fdG2YC8wFRG/C2ZwvQfI92yT5sDe/B2stcnAXIrJ3bbWvmGtTbTWJiYkJARgmCIiQZSzjZyn4i9tz4e2g2D+xLydMQAyTjiL55r0dNJGQomnsuguFzTt5f2cum2LthWX3uIpgC8pHcbXgLwss+PHknw/R0TCTjCD66nAKPeuIX2BY9bafcaYBGNMPIAxJg4YDGwI4jhFRIJn4zRnIdz5D3su/jJkHKQdg4X50hoWvgApe+GiZ50Z7lCTvyz6X1dAtRowa6znvvtWws6FcPqQvIC8pPSWwgF8adJhfA3IyzI7HooLTEXE76ICdWFjzGRgINDAGLMHeAJncSLW2teBacBwYAtwEsjZI6kJ8I4xJhIn+P/EWvtNoMYpIhKSVn0Cs8c5s5oRURBT23O/xt2gx7Xw0+twxq1gXbD4Jeh2NbQ8q2LHXBY1E6DfvfDD07DrJ2iZb3Moa+G70VC9Plz5H4iLL/11u1/jWwpMTt/ZT+blRHe53Ps1Ogwrmo5T0uz4oMedHOv86STBXmAqIn5nbCXaczMxMdEuWbIk2MMQESmfnMVyhYMwb7OvybvhxR7OornMk4CBYf+EvrdX2JDLJeMEvNQb6raCm6fnVV1c84VTbOaSF6HPjRU3Hmvhv8PhyGb463InJafAeE/CK2cABox10j3qNHeC5JIC+lWfuAN490LIoePh7DsD8jJEJHCMMUuttYmejoXg80IRkSrO18Vyu350AtLMk+4GC7OfCJ9dKKrVcMqi7/4ZNrgfVGacdPLGG3eDXh62FAwkY+DCp+DEIVj8StHji19ydv248g24b61vi0VzUmLuWwdRsbBvhb9HLyJBpuBaRCTUlGXnCldWwbZw24Wi5x+cPby/ud/ZB/qZJs7sbrthzm4iFa15InQeCYtfLlgWPXm3k9Pe5QpodU7Zr1+nmVMWfdXHTl65iFQaCq5FREJNTS87H4VTmXNfRUbB6YPhxMGC4/7pleDNwA963Ck+k78s+qwnAOtsg1he/e9zyqLPeExl0UUqEQXXIiKhxFqIrlG0PdzKnJfF+qlF24I5A1+/LSTe4pRFf85dFn3N587OJfEtSjq7ZCqLLlIpKbgWEQklqz+F37ZD7z+Wfiu5suzrHIpCcQY+oQNgIdVdFh1gyyz/zaYn3gJ1W8PMJ8CVXWJ3EQl9AduKT0REfJSemlf85eIXSr9HdeFt5Eq7c0WoqdO8YDnx/O3BstBDWfQs92y6P76/UdWc9+qzm2Hi6U4xoHB9/0QEUHAtIhI6Fr0AKfvg6nd8L/7i677OoSgU94GuiNn07Cxnh5JTR93X3u18H8C/72nuNoBh/AuYSBhQWoiISCj4bScsCqPiL4FQlsqKgVYR+exzniq6oNHfueY5e6cf2w3YvAA+XLZrFAkjmrkWEfGX8swMznzM2XJu8LjAjjHUhdoMfEXMplfE7Hhxe6eH0vdbpBJQcC0i4g+FqyqW5tF+/mAcC50uc/Y/ltBREfnsFZFrHoqLRUUqKQXXIiL+4OvMoKcS55tnOO2aSQwtgZ5N9zQ7HhXr39nxmg0h9UDR9nDbrlEkDCjnWkTEH8pSVbFwMJ4VZlUVxT8K55pjoFFX/wX01kK1mkXbg71YVKSSUnAtIuIPvi5802N6ya/7NXDfGhibDAMegqQlsGepf6695nM4urXg3ukAHS/WUxKRAFBwLSLiD50uKdoWVQWqKor/9fsr1EhwFrmWtyx6xomCe6fnBPBtL4DNM519tUXErxRci4iUV1Y6bJwGtZq4g2P3zGCrc7zPDJ55a9E2PaYXgJhaMHA07FwEG78r37UWvQjHk+CifxbcO33Ik5B2DBY8X77ri0gRCq5FRMrrp/+D33bAyP+D+9Y6M4N9boTt8+HotqL9rYVt8yAyDmo3JWT2dJbQ0fuPUP90mPWEU2SmLJJ3OcF116ugZd+Cxxp3gx7Xwc//dvqJiN8ouBYRKY+U/TD/Oegw3HnUnmPgGIisBrM87Fu9eQZsnQ2DH4P71zvB+H1rFFhLnshoZ8/zw5vgudNhbDxM6upb0ZeZjwMGhnjZO/2CR5zKkHOe9seIRcRNW/GJiJTH7CedtJALCwUotRrDOXfDvAmwZwk0T3TaszLg+zFQvx2c4SE1RCRH5kkwEXl50WXaO/3S4vP7+/4ZFk6CbXMh9aDKoov4gWauRUTKKmkprPgAzr4T6rctevycu6FGQ5jxaN7CtF/+7ezcMGw8RFWr2PFKeJn9JFhXwbbiyqIXLnEOzqLF4ma767Z2/k49gMqii/iHgmsREV+t+sR5RP/mBc7MYj0PgTVATE04fwzs+tFZ8Jh6EOY9C+0uhHZDKnbMEn4qYu/0+c8VbSsugA9lOZ/LsqTQiPiR0kJERHxRuLKidcH3f3d2+vD0KL3XKJj7T/hkFLjcC9Nan1tx45Xw5WtZ9LLsnV5Z9lsv/LksTQqNSIBo5lpExBfFlTn3ZO0XcOpoXmANMPcZzapJyQY97vzSll9xZdHLsnd6Zdlv3dfPpUgAKbgWEfFFWR7VZ2cUbNMPfSkNT2XRG7QvZu/024q2lbR3uscAPgz3W68sM/BSVBim+yi4FhHxRa3GnttV5lwCIX9Z9EGPw/5VsH2B5747FkBkrG97pxcJ4IF2Q8MvlcLXz6WEh8KLdMNkwa2CaxERX9RqUrStuNnByvLYXYKv75+hdnNn9xlXoV1ENs1w9k8fVIa90/MH8B0vhq2znMW34aRGQtE2VTwNf2Ga7qPgWkSktLYvgL3LoNNleTN9Jc0Oenrsrh/6UhbRcXDBo7BvBaz5PK89KwOmP+xUdPSUGuKLweMgKw3mTijfdSrSllnOjH7XK92fS7f+94ffDLwUFKZP/rRbiIhIabiy4fvRzg/vK/5dNGD2JueHe05hDxXpkPLo/jv46VXn/6dOl0B0LPz6JhzZDNd/Wv690xucDn1ugiVvw1l3QEJ7/4w7ULIz4fuHod5pMPI1iIqBtGPwUi/YPh8GPORUoZTwVLMRpO4v2h7iT/4UXIuIlMayd+DAGrj6f6UPrHN0v0bBtPhHRAQMeQreGwn/ag9px532hl2h/YX+ucfA0bDyI5g1Fq770D/XDJRf34LDG+G6j5zAGiC2Dpw3Gr57yEmVaT80uGOUsqveoGhwHQZP/pQWIiJSklO/weynoFU/6Dwy2KORqu7EIad4UdoxnEqMFo5u8d8irxoNoP+9sPFbmNgudHdpOHHE2day7QXQfljBY4k3OcWdZj4O2Vmez5fQtmUWHFwDXa8umO5z9t0hP1mh4FpEpCTznnUC7GET9IhZgs9TWfSsNP8u8qrZGDBw4iCl3qWhLFumlWebtR/+AempMHR80c9lZDQMHguHNsCK90t/TQkN2Vkw/VGo2wZGvuosuH14n/P/5fZ5YG2wR1gspYWIiHiy6pO8PGmsU1WxSfdgj0qkYhZ5zZuAMyueT84uDZ5mDctSIbGs5+T/XLYdBA07eu7b6RJo0RdmPOb8gnx8r9Y8hItl78Ch9fC79/PSfapVd1KWvrkXNk6DjiOCOsTiaOZaRKSwwnurAuxZEnqPxaVqqojtHctSLMnXLdN8PcfT53LnYu+fS2PgtIGQfhyOJxFO+yRXaWnH4IdnoFV/Z2vI/Hrd4OyKM2tcSKf7KLgWESnM0w/9rNDfW1WqiIrY3tHXAL4ss+n+COBL+lyu+KBoWxjsk1ylLfgXnDwCQ//hId0nCgY94SxiXRm6i20VXIuIFBame6tKFVG4qmJpKjH6ytey6GWZTQ/FAF78w9dc+vz9F73opPM07em5b6dLoFki/DC+6C9bIULBtYhIYaqqKKEuf1XF0lZi9PX6hcuit+7v/T7nP5zXL4eJKH42vc+NRdv8Xe1Un+WK52vJck/pPvuWF5/uM2QcpOyFf3UIyd1sFFyLiBTW796ibWGwt6qIX+UP4HvdANvmwtHtnvumuncVqdEAMM5e09YFNRt67m8tbJkN0TWgdjNyA/POI70H8OfcXbStpM+lKqRWPF9z6T2m+5Sw+83xvQW3owyxXHoF1yIihe1fCRio5d6OLBCP3UXCyfmPONvbzR5X9FjKAZg/EdpfBA9tdYLxBzZBnZYw41FwuYqes/ZL2LXYyau9fx088ZuzI8/mGe6AyYOkZWAioVYTSv25LDAD73bWn/VZDiRfU3HKkrrjaTvKEMqlV3AtIpLf3hWw7D04+y54YGPgHruLhJPaTZyZ47Vfwu5fCx6b/SRkpTuBco7oWBj8BOxfDas+Ltg/46RT3KVRN+g9ymkzBi58ylnItnBS0fvv/hVWfeQUt3lgg2+fy5wZ+EcOQHxL2DLTc8Av/lGried2X1N0ikvdCfFcegXXIiI5rIXvR0P1+jDgoWCPRiS0nPNXqNHQmY3OKeKRtNQp0tL3z1C/bcH+Xa6Apr1hzlMFH/svftl5jH/RBIiIzGtv2gu6/w5+eg2Sd+e1u1zw/d+dAiL97y/7+KNjnZ0mPAX84j912xRti6zmPRXnvNEUydcvKXUnxHPpFVyLiORY+wXs+hEGPQZx8cEejUhoianpLFzc/ROs/9oJsL8bDTUSPP8yGhEBFz7t7DH90/85bcf2ODPTnUc6CyQLu8AduM95Oq9t1cdOED9knDOG8sgf8GecLN+1pKh9K510n3YX5i2GjYiC2LrO996TlH04+foNKXW6T4jn0qtCo4hUbfkrvpkIqN3cWbwlIkX1ugHm/RM+uwlc7iIevf8IsbU992/dDzqMgLn/hF//4yxEA2hxluf+8S2dWfBFL+TNhs8a62y91s0PqVk5Af//hjsB/4AHy39NcVgL0x+B6vXgijfzJig2TIOProPl70HiTQXPOb7P+WWr0yVONcbSygm8c/7tDrHKm5q5FpGqq/AWUDYbThyCNZ8He2QioWntF05edE5gDbD6k+J3aWjZF7LT8wJrgDlPej/n3PudXUTeuhDGN4fU/dBuiBMY+0Prfk7lv4UvQOoh/1xTnJLkOxbAwDEFn/x1uMjZt3rueMg4UfCcH56G7AwYUoaFiIHejrIcFFyLSNXlaQuo7PSQWXEuEnJmP+kEQ/mVtEvDL28UbSvunE3TnXtkp+e1LXrBv9usDR4LGanwUs+yFToJsX2Vgy4rw8nFb9AB+hSanTbGCZ5TD+SlB4GTQrL8Azjrdqh3WsWON8AUXItI1RXiK85FQk5FlTl3ZRZs8/c2a3uXO4spM1IpU6GT0u6rXJ5KheEUwP/6Hzi6zdkxJtJDxnHLs9xPC16EE4fzUkji6lbKxeMKrkWk6grxFeciISdUy5z7avaTBVNbwPdCJyUF/OWtVBhihVE8WvUJPN8Zpo+BqBg49Zv3voMeh4wUeLEHjIt3UkjaD62Ui8cVXItI1XXBo/i8BZRIVVaWXRp8PacifumtqEIn5a1UGEKFUYrI+WXgeJLzdVZ68b8M7FvpFAHKSM1rWzcltH95KKOABdfGmLeNMQeNMWu8HDfGmJeMMVuMMauMMb3d7S2MMT8YY9YbY9YaY+4J1BhFpIrLzgAsxNVHlRhFSqFAxcOyVEksxTkVsc2avwqa+LPQSbilqZXllwebXfr+YSyQW/H9D3gFeNfL8YuAdu4/ZwGvuf/OAh6w1i4zxtQClhpjZlpr1wVwrCJS1aQdc/5Rb9EXbv7eWXQjIiXrfo3vv4D6ck5FbLM26HFnljV/cFhcoZOBY+CruwCb1xYRVXzAXyMBThws2l5coH5st+f2UFTZf3koh4AF19ba+caY1sV0uQx411prgZ+MMfHGmCbW2n3APvc1Uowx64FmgIJrEfGf+ROdhTW//1SBtUioKUsA7+v1IS+Aj4hytv/rdInn/qn7cQqdJDj/bkTHOWkQLc703N/lgqhYnLSzfAF5ZIz3gPzMW52y8PlFRIdumlqNBs7WpYVVll8eyiGYOdfNgPzf5T3utlzu4LwX8HPFDUtEKr3DW+Cn16HX752SyyJS9eTfJ/mGLyHtN6f0emHH98H8fzm7XTy0xen/lyXOTLe3lIaVH8KxXZB4S75KhZFQvb73SoXbF0BkLNRu6vSPinVylNte4J/X60+ubOcXBV/WrIR4VUV/CmZw7WmqKPfXO2NMTeBz4F5r7XGvFzHmNmPMEmPMkkOHtBm8iJTCjEecH1wXVL5/1EWkDNqcCx2Gw4LnnZnp/GaPc7YGvDBfSfY6zeCcvzgFp/YsKdg/7TjMGudUoRzxXF4Af9V/IWUvrPig6P03zYAtM2HQY3D/eqf/7fOd+86d4O9XW34rPoDje5zZ9tLm0pclXz9MGScrI0AXd2aev7HWdvVw7N/AXGvtZPfXG4GB1tp9xpho4BtgurX2+dLeLzEx0S5ZsqTkjiIS/vKXLS9NTmb+/ljoeiVc9XaFDVdEQtzhzfDqWU6J7hH/ctr2LIH/DIL+98PgJwr2T0+Bl3o7BVDyr9uY8Rgsfglu/QGa9c7rby28PQx+2w53L4OYmk57Vga8drbz33/+EaKq5Z3zzf2w9H9w18/QoF1AXrbP0lPg5T5QtzXcPL3KptUZY5ZaaxM9HQvmzPVUYJR715C+wDF3YG2At4D1vgTWIlKFlHf/WHBK9VbCLaBEpIwatIPEm2HJf+HQJidv+ru/Q83GTkn2wmJqwfkPw+6fYP3XTtuRrU5qSc8/FAyswQlCh/7DqVS4+KW89l/egCNbYOj4goE1OAspo6vDzEKBfTAtfMF5DUOfqbKBdUkCuRXfZOBHoIMxZo8x5hZjzB3GmDvcXaYB24AtwJvAne72fsANwAXGmBXuP8MDNU4RCUOVff9YEQmOgaOdxY3/PheerAtJS6DDRU4g7UmvGyChI3x7P0zqAi/3dorTNO3puX/zRCfnetFLcHwvpB6Cef+EdhdC+wuL9q+ZAOfeBxu/hR0L/fYyyyx5N/z4CnS72nkt4lEgdwu5roTjFrjLQ/tCPOdji4g4tAWUiATC1jlgXZCdr/z6qo+g1Tme084io5zAOP9MNBZmPgaxdTyfM/gJWPcVvJwImSecttbneh9T3zth0cvw7kgncA/E1oSlNXuc8/egEJpJD0Gq0Cgi4adGA8/t/iwAISJVz+wnnUWE+ZX0lGvtl0Xbijtn9y9OOkVOYA0w9xnvaWrrv3b6ujIJSln0VZ/ApK4wNh5Wf+rsXhLfomLuHaYUXItIePG2BVRUMVs6Jd5UtK2SbgElIuVQlqdcvp4z+0lnBjq/ktLasjNK39+fPK1X2fqD1quUQMG1iISX5e8V3QIKoFU/z49JrXV+GETXgNrNqOxbQIlIOZTlKZev54RTWpun9SpZWq9SEgXXIhI+TiXD7Keg5Tlw0bN5+8f2/iNsn+es1C9s/VTYsQAufBLuX+f0v2+NAmsRKaoshU58Pcdf6WsVkdam9SplouBaRMLH/Ilw8ghcNKHgFlDnPwJRMTCr0CKbzFMw41Fo2AV631ihQxWRMFSWQie+nuNrMO6pf0RkxaS1ab1KmQRstxAREb86vBl+fh16j4ImPQoeq9UI+t0LPzwNO3+EVu6CDD++Asm7YNRUZ1W/iEhJul/j+5MtX87J6VfaIliF+1erARknoHF338ZYFv3ug2mF9vjWepUSBbRCY0VThUaRSuyDq2HXT05ls5oJRY9nnHSqhtVuArfMgtT9ztenD4LfvV/x4xURCYQTR+ClXtCyL/w+wAsLv77XqRBZqxGkHAjuNoAhprgKjZrKEZHQVaRk+dWeA2uAatVh0GMw5c8w8XQ4dcRpb3l2hQ1XRCTgatSHAQ/AzMdh21w4bWBg7nNgHSx7B866HS76Z2DuUUkp51pEQpPHkuXfFL8FlIkETF5gDTDnKW0bJSKVy5m3Q3xLmP6osz1pIMx4FGJqw3l/D8z1KzEF1yISmspSsnzOU+QG4qU9R0Qk3ETHwuCxcGA1rJzs/+tvnglbZzuBdfV6/r9+JafgWkRCU0UUcxARCVddroBmifD9GHi+s1NBcVLXvCd1+Ssr5m8vSXYWTH8E6rWFM/4UqNFXasq5FpHQVKe5OyXEQ7s/zxERCUfGOAu2k5ZA+nGnLac0+q6fYOWHeU//ctrB+2LE3DUu7n9D+94JUdUC+xoqKc1ci0ho6nNj0TZ/F3MQEQlnKz4s2pZ5Cpa87VtaXYE1Lm5L/6v1KmWk4FpEQo+1sGW27yXLy1IAQkQkXHlNefOyzbK3/mVZ4yJeKS1ERELP2i9h12K4+AVIvMm3c8tSAEJEJBx5S4UzkWA97CLiLUVO61X8SjPXIhJaMk46+7c26uZUYxQREc+8pcL1ubFoe1QxKXIqc+5XCq5FqpqyriCvKItfdmZiLpoAEZHBHo2ISOjylgp38fMF2wE6Dvf+VK/HtUXbtF6lzJQWIlKV5Cxa8WUFeUWNK7cSI9C0D7TuH7zxiIiEC2+pcPnbP7gaNs+Ck0eL7lvtcsGWWRAbD9VqwvEklTkvJ81ci1QlobhopUglRgsH14bejLqISLgaPA4yUmDBv4oeW/0J7F0OFz0L96+Fsclw3xoF1uWg4FqkKgnFRSueAv6sNK1SFxHxl0adoef18Msb8NuOvPaMkzBrHDTtDd2uDtrwKhsF1yJVSSguWgnFgF9EpLIZ+LCzi8icp/PafnwFUvbC0GcgQiGhv+g7KVKVeCplW9wK8ooQigG/iEhlU6cZnH0nrP7USQM5vg8WToLOl0Grs4M9ukpFwbVIVWEtbJvrBNO1m5K7gvy084KbWzfgoaJtWqUuIuJ//e5xinO9NRSe7wiZJ6HFWcEeVaWj4Fqkqtj0PWz7AQY/Afevdxat9LgOtv4AybuCN64jW5y/azZCVRVFRAJo03TIzoDs9Ly2OU9pAbmfKbgWqQqy0mH6w9CgfcHUkAseAxPhLGgJhiNb4afXoOcf4MFNWqUuIhJIs58EV2bBtmDvGFUJKbgWqQp+fh2OboNh4yEyOq+9TjM4525Y8xns/rXixzX9EYiKUQqIiEhF0ALyCqHgWqSySz0I8yZC+2Fw+uCix/vd46RkTH/YycuuKFtmwabvnJzrWo0q7r4iIlWVFpBXCAXXIpVVTpnz59o5xQNaeal4GFPTSQ/Z8wtMbFsxZdGzM+H7h6FuG+j758DdR0RE8gx63Fkwnp8WkPudyp+LVEaFy5wDzP2HM0PsKZ85MhowcPKI83Vpy6LnL1temnK5uf13O1/3vctJCxERkcDL+ffZl3+3xWfGVuRj4ABLTEy0S5YsCfYwRIJvUte8ADa/Oi2cBYPl7Q+eA/joOO87ffjaX0REJEQZY5ZaaxM9HVNaiEhl5OuilbIscvFUtry4Vee+9hcREQlDCq5FKqPazTy3+7qYpbhFLhURwIuIiIQZBdcilVHTXkXbilu04mmRS1Rs8Ytcqtfz3O7PAF5ERCTMKLgWqWySd8OWmdD8DCdnujRVD7tf4xzP6Y+Bem29989Mc2/bZwq2RxUTwHccUbRNq9RFRKSS0W4hIpXNzMcBA1f9F+JblP687tfkBdOLX4EZj8DmWdDOw97YP74Cp45C//th9afu1A4Lrft7Dsgz02DjNKjVFCIi4FiSVqmLiEilpOBapDLZsQjWfgEDx/gWWBd25m2w5C2Y8SicNhAi8/1TcXwvLHgeOl4Mg59w/gB8dRes/NgpaV6/bcHr/fgKJO+CUV851xMREamklBYiUlm4suH7v0Pt5nDOX8t3rahqMORJOLQelr1T8NisceDKhAufLth+wWMQWc09c57P8X15wbgCaxERqeQUXItUFsvfg/2r4cInoVr18l+v48VOVccfnoG0Y07b7l9h1Udw9l+gXpuC/Ws1hv73wYZvYMfCvPbZXoJxERGRSkjBtUi4W/UJPN8Zvr7HmTl2ZfvnusbA0H/AycMwqYtTFv1/wyGmNpx7v+dzzvmLM3M+/WFwuWDPElg52XMwLiIiUgkpuBYJZzlVD48nOV9nZzhfr/rEP9c/vAlMJKSnANa5flYabPzOc//oOCcHe99KmHga/GcQmAgF1iIiUmUouBYJZ4Guejj7SbCFZsKzM4q/vrXOrPep39xfu+C7v/kv4BcREQlhCq5Fwlmgqx6W5fpznnLvgZ2PypyLiEgVoeBaJJxVr++53V9VDyuiLLqIiEglouBaJFxlZTj50IWrJPqz6qGnsuglXV9lzkVEpApTcC0Srn59E04ccHbiKG2Zc18VLotemuuXJSAXERGpJIwtnBsZxhITE+2SJUuCPQyRwEs9BC/3gRZnwO8/cxYQhpJVnzg51sf2qMy5iIhUOsaYpdbaRE/HAlb+3BjzNnAxcNBa29XDcQO8CAwHTgI3WmuXleZckSrvh6ch8wQMfSb0AmtwAmkF0yIiUgUFMi3kf8CwYo5fBLRz/7kNeM2Hc0Wqrn2rYOk7cOZtkNAh2KMRERGRfAIWXFtr5wNHi+lyGfCudfwExBtjmpTyXJGqyVr4fjRUrwfn/S3YoxEREZFCApYWUgrNgN35vt7jbtsXnOGIhLDcHGb3R6bn7yGubnDHJCIiIkUEc7cQT4miPq+uNMbcZoxZYoxZcujQIT8MSyTE5JQ4P5bvd9G1X6jioYiISAgKZnC9B2iR7+vmwF5fL2KtfcNam2itTUxISPDb4ERCRqBLnIuIiIjfBDO4ngqMMo6+wDFrrVJCRApTxUMREZGwEbDg2hgzGfgR6GCM2WOMucUYc4cx5g53l2nANmAL8CZwZ3HnBmqcIiFPFQ9FRETCRsAWNFprryvhuAXuKsu5IlVKz+th3j8LtqnioYiISEhS+XORUOZywabpEBMPtZsRkBLnIiIi4jfB3IpPREqy8kPYtwKueFPBtIiISBjQzLVIqEo7DrPGQfMzodvVwR6NiIiIlIJmrkVC1YLn4MRBuP4jMJ62hRcREZFQo+BaJJByKyvucXb3GPR48ekd+ftjoeU50KxPhQ1XREREykdpISKBUqCyonX+/vqv3isrFu4PsHeZKjGKiIiEEQXXIoHia2VFT/2z0lSJUUREJIwouBYJFF8rK6oSo4iISNhTcC0SKLWbem73teKiKjGKiIiEDQXXIoHSpGfRtuIqK/a/37f+IiIiEnIUXIsEwm87YcssZ4/qOi3y2rtd7X23kINrAQM1G6NKjCIiIuFJW/GJBMLMxyAiEq7+H9RpBtbCWxfCxu+d4jCxtQv2P7AWlrwNZ94KwycGZcgiIiJSfpq5FvG37Qtg3VfQ/z4nsAanCMywCU5RmIXPF+xvLXz3d4itAwPHVPx4RURExG8UXIv4kysbvh/tpHScc3fBY837QPdr4cf/g9925LVv+AZ2LIDzH4Hq9Sp0uCIiIuJfCq5F/GnZO3BgDVz4lLMYsbBBjzvpIjOfcL7OTIPpj0BCJ+hzU8WOVURERPxOOdcSXOUpD16a/hU9JmOgfjvoPNJz3zrNoN+9MPcZmNjOSRMBZ6eQSH0cRUREwp1mriV4ylsevKT+wRiTdcGxXbD6U+/3qN0MMHmBNcDPr6nMuYiISCWg4FqCxx/lwYvrH6wxZaUXP6Z5EwBb+nuIiIhI2FBwLcETiuXBK2JMKnMuIiJSaSm4luCpmeC5PZjlwf117+LGpDLnIiIilZaCawkOayG6RtH2yBjv5b49LRI0kf4tD97uQg9jivZ+j/MfBkzBtpJKlg96vOhOIipzLiIiUikouJbgWP0p/LYdet/oLg9uICIK4upCl8uL9s/KgI3TnNLgdZo7/WNqg82Guq39M6b0VOcedVrm3SOyGkTEQPuhns85eRSwUL0BpS5Z3v0ap0/O61aZcxERkUpDe39JxUtPhZmPQ9NecPEkiHD/jrfhW/joeqcM+Fm3Fzznl3/D0a3w+8+h3eC867zcxynacsusvOuU1aIXIGUf3DwDWp7ltO1dDm+cD/Ofc/auzi/1EMz7pzPb/ftidgfxpPs1CqZFREQqIc1cS8VbOMkJYi96tmBA3GE4tDkPfnjGPSPslnoQ5j0L7YbmBdYAMTVh8BOQtBRWl3Mbu992wqKXoNvVeYE1OL8A9LwefnoNjmwteM6cpyDzJAx9pnz3FhERkUpDwbVUrN92wOKXods10OLMgseMgWHjIf04zJ2Q115cENv9WicAnjUWMk6UfVwzH3MqJw4eV/TYoMchKsaZbc+xbyUsexfOugMatCv7fUVERKRSUXAdKlZ9ApO6wth45+9QLihSlrHmnPNiD8jOgGaJnvs16gJ9boRf3oDnOjj3WPYunHY+NDi9aP+ICBg2wZkJX/hC2V7P9gWw7ivof59TQbGwWo3h3PthwzewbZ6zGPO70VC9Pgx4qGz3FBERkUpJwXUoqIjKg/5SlrEWOAfnvNlPeD+nUVenT+p+cout7FjovX/LvtD8DJj/bBkC/i7wzsXOriO1m3rv2/cuiKsH718J4+Jh12LocBHExZd8HxEREakyFFyHgoqoPOgvZRmrr+csnFS0LauY/qs+gf2r3V/4GvC7C7fYbJj2oPdz1k+FjFRwZea1rfksNH8BEhERkaBRcB0KwqliX0VUJPS1ffaTkJVWsM3fAf/sJ510Fl/uISIiIlWOgutQUKux5/ZQrNhXluqC3tIt/FX1MBQDfhEREamSFFyHAk/BdVSIVuzrd1/RtuKqKgIkdCzaVlxFQl8rGJYl4K/ZyD/XCsVfgERERCRoFFwH245FTqGSTiPzKvYBtD0/NIuMHFgFGKdSIsZZCFi9PnS5wnP/gxtg21xoPaD0FQl9rWDoKRgHOO9v3l9H9QZF2/wZ8IuIiEiVpAqNweRywfSHoXYzuPw1qFbdaf/sFmfbt2N7QmtmdN8qWPoO9L0Thrn3nF43FT65AZb+F868tWB/a2H6GKhWE67+L9TwENB640sFw5x+s590vmc1E5zCM0e3e+6/aQYcXANdr4bdP+V9nwc9XnzAn/8eJfUXERGRKslYa4M9Br9JTEy0S5YsCfYwSm/FZJhyB1z+BvT4XV578i54ORG6jIQr3gja8AqwFv43Ag5tgLuX5W1BZy28cwkcWAt/XQZxdfPO2fg9TP4dDB0PZ99ZseP94jZYOwXu+hnqtclrz8qA1852/vvPP0JUtYodl4iIiIQ9Y8xSa63Hoh1KCwmWjBMwexw07e2U3M4vviWcfRes+tgp7R0K1k2BnYvggscK7u2cU1UxLRnm/jOvPSvDmbVu0L7ojHZFGDzWqbg487GC7b+8AUe2OAG/AmsRERHxMwXXwbL4Zaeq4NBnnCqDhfW/D2okwPRHndnhYMo8BTMeg0bdoPeooscbu9t/fRMObXLafn4djm5zgtjI6IodLzg7lPS/H9Z/7VRgBEg9BPP+CacPgfYXVvyYREREpNJTznV5rPrEtxzc/P0BmvaBVmd77htbG85/GL65Dya2hZNHfb9HafOCvZ2T2+6urNj9d85ssCfnPworPoJ/nwtZ6U5bo27QbnDx9w6kc/7ilE7/8g5nnWjO973NucEbk4iIiFRqpZq5Nsa0N8bMNsascX/d3RjzaGCHFuJ8LQNeuD8WDq4tvsJfVHXAwMkjZbuHz6XJ853zzf2FSpYDP73q/VrbfnCqHGal5b2+I5uDW8EwOg46DIPjewruRz13vCorioiISECUNi3kTWAMkAlgrV0FXBuoQYWFslT4K9w/K634Cn8/PI0TqJbjHmWtVLjkLd9fX/7S4FDy66sIG78r2qbKiiIiIhIgpQ2uq1trfynUluXvwYSViqjwF8x7BHpMFSVUxyUiIiKVUmmD68PGmLa4p1GNMVcB+wI2qnDgr0p+xe1jXRH38Faa3HjJrQ63CoahOi4RERGplEobXN8F/BvoaIxJAu4F/hyoQYUFTxX7Iqt5r9h3/sPkVl/MUVKFP0/3iIr1fs65DxRti4gqoTR556Jt0XHQ50bfKhKGagXDUB2XiIiIVEqlCq6ttdustYOBBKCjtba/tXZHQEcW6gqX6I6Ihmq1oNOlnvvnLEqs0YBSlfT2dA+Ms2+0t3OObHH+rtnI6Rtdw9nGr/kZXvpvhe1zoVW/oqXGL37etxLkvpYsryihOi4RERGplEpVodEY8wzwrLU22f11XeABa21I7RgS1AqNW3+A90bC4HHQ/96Cx04cgZd6QYsz4A+fl/0eC553Cs+M+gpOG1jw2JGt8OpZ0ONauOwVp+34Pni5j7Md3jXvFr3eR793xv3X5VCrUdnHJSIiIlKF+KNC40U5gTWAtfY3YLgfxlZ5tD0f2g+DBf9yipXkN3c8ZKTChf8o3z363gl1WjqFZVzZBY/NfNxJS7kgX0XC2k2cQH/dV7Dzx4L9ty+ADd/AufcpsBYRERHxk9IG15HGmJicL4wxcUBMMf2rpiFPOWXN547Pazu0EZa87eQwN+xYvutHx8KQsXBgNaz4MK99x0LvgfLZf4FaTWH6w+ByOW2ubOfr2s2d4yIiIiLiF6UNrt8HZhtjbjHG3AzMBN4p7gRjzNvGmIM5hWc8HDfGmJeMMVuMMauMMb3zHRtmjNnoPja6tC8m6BLawxm3wNL/wsH1TtuMR6FaDfeCRj/ocoWTQz3nKUhPdQLm4gLlatVh8BOwdxms+cxpW/kR7F8Fg8cWXewnIiIiImVWqpxrAGPMRcAgnJV1M6y100voPwBIBd611nb1cHw4cDdOeslZwIvW2rOMMZHAJmAIsAf4FbjOWruupDEGNec6x4kjZD3XiSzrIsZmYgzsbjqcFrdN9t89dv8Kbw0mlerUsCcxBra1vpbTbvy35/4uF6kTuxJ3ah/GurAmglPVm1HzodVgjOdzRERERMQjf+RcY639zlr7oLX2gZICa3f/+cDRYrpchhN4W2vtT0C8MaYJcCawxb1DSQbwkbtvWPh19mdYVxaxZObGrQ2SZvHrVC+Bb1nusXwZWTaCmpzMvUeT7V94vcev37xJ9MmDROIiwkAkLqJP7OfXr9/w25hEREREpITg2hiz0P13ijHmeL4/KcaY4+W8dzNgd76v97jbvLWHhRbLJhJtCi42jDMZtFg20a/3iDKuUt+jxbKJxJiCpcljTKZfxyQiIiIiEFXcQWttf/fftQJwb0/5CLaYds8XMeY24DaAli1b+mdk5dDQHvL4Chraw0G7R0WMSURERERKkRZijInwtiixnPYALfJ93RzYW0y7R9baN6y1idbaxISEhAAM0zcHjecxHDQNgnaPihiTiIiIiJQiuLbWuoCVxhh/TwtPBUa5dw3pCxyz1u7DWcDYzhjTxhhTDbjW3TcsrOt8LydttQJtJ201dvd+yG/3WNT6Tp/usaPnAx777+zpoVy6iIiIiJRZaRc0NgHWGmNmG2Om5vwp7gRjzGTgR6CDMWaPexu/O4wxd7i7TAO2AVuAN4E7Aay1WcBfgOnAeuATa+1an19ZkHyc3pdHs29lHwm4rCHJNmBM5p+of/bv/XL99KxsXjzYiwlRfy5wj8eyb6XNBTd6PGdpnSGMzvwT+2iAyxr20oDRmX9iRd0L/TImEREREXEUm3OdzzhfL2ytva6E4xa4y8uxaTjBd1j5adsRpq89wENDb6bJ+c8AUC0lndnPzeXEtA38548ed2zxybuLd7Lr6EkG3Xw3Tdo/CcCpg6l89cJ8Ymdu4h+XdyvQ/1BKOv/3wxbO6XglTUY5xW2aAqn/+5VX5mzhyj7NaVBT9YBERERE/KGk3UJijTH3AlcDHYFF1tp5OX8qYoDhwuWyPP3tOprWieWW/m1y2xNqxXDn+W2Ztf4Ai7eUbwHhkdR0XpqzmYEdEjivfV4e9ekNa/KHvq2Y/MsuNu5PKXDO8zM3kp7lYsxFBatDPjy8Eyczs5k0c1O5xiQiIiIieUpKC3kHSARWAxcB/wr4iMLUF8uTWJN0nL9f1JHY6MgCx27u14bmdeN48pt1ZLtKV7THkxdnb+ZkRjaPDO9U5Ng9g9pRMyaKp79dR05hoPX7jvPxr7sZdXZrTkuoWaD/6Q1r8oezWjL5l11sOpBS5HoiIiIi4ruSguvO1to/WGv/DVwFnFsBYwo7JzOymDh9Az1bxHNpj6ZFjsdGRzL6oo5s2J/CZ0t3e7hCyTYfSOGDn3dx/Zktadeo6M6IdWtU46+D2rFg82HmbjqEtZZ/fLueWrHR/HXQ6R6vee/g9u6AfH2ZxhQupixPot+EObQZ/S39JsxhyvKkYA9JREREKqmScq5zK49Ya7OMSmUXMGV5EhOnbyQp+RQA157RAm/foxHdmvBc/Y2M+WI1oz9fTdP4OB4a2oGRvYqvj5P/Hgbo0Lim176jzm7N6/O2cus7S8hyz5Bf0asp8dWreeyfE5A//e16+jw1k6MnMgqMK+fee5NPlWq8vvavCFOWJzHmi9WcynQK+yQln2LMF6sBgj42ERERqXxKCq575KvEaIA499cGZ01i7YCOLoQVDtoA3pi/nTYNanoM2r5asZd9x9LIyQopTZBX+B4W+Me3G6gZE+3xnGmr93H8VGZuYA0wbc1+BrRP8nqP+LhoDHDkREaBcS3ZeZTPlyaVOigN1SB24vSNBd4jgFOZ2UycvlHBtYiIiPhdsWkh1tpIa21t959a1tqofP9dZQNrKD5o89Y/PctV6v5lvUdGdsGc7rRMV7H3mDRrc5Hyl6cys3n/p10+39uX/hVlr/upQmnbRURERMqjtPtcSyG+Bm1lCfKCeY9Aj6miNKkT67G9aXxcBY9EREREqgIF12XkLTjzVztAYx8Dw7Lcw9uxSC+54/68d0VIbFW3SFtcdCQPDe0QhNGIiIhIZafguoweGtqBuEJb7hUXtHnqbww8OKS913t0blo088bXe5QUSHo757qzWhRpj440Xq/1h74ti7QZ4IEh7bzeO9AOpqQxZ+MhujStRbN8Qf5N/Vor31pEREQCorQVGqWQnOCstLtjFO5fp3o0ySczMRGeZ4h3Hz3Jgs2HSWwVz75j6WW6R2l27CjunMRW9XLboyINMVERDOrUsMg1rLUs3nqE2ChD3Rox7D+WRt3q0Rw9mcmJjOwi/SvKc9M3kp6VzSvX96FNgxqkZWYzZNI8Zq8/yP1D2hMVqd8tRURExL9MTsGRyiAxMdEuWbIk2MMoFZfLctmrizicms6cBwYSV63gLPFfPlzGrPUH+OHBgTSpE/z84JW7k7ns1UXcft5pjLmoYBGbmesOcOu7S3jiks7c1M+pTmmt5fo3f2b9/uPMfXCg1+0AA2XVHme8t517GmPyFd35fs1+7nh/KeMu7cIfz2ldoWMSERGRysEYs9Ram+jpmKbugiQiwvDYxZ3ZdyyNN+ZvK3Bs6c7f+GbVPm4b0DYkAmuAHi3iuapPc95euJ3th0/ktqdnZfP0t+tyS7DnMMbwxKWdOX4qk+cruMS6tZZxX6+jfo1q/OWCggV0hnZpRL/T6/P8zE385t5+UERERMRfFFwH0Zlt6jG8W2Nen7eV/cfSAGdG+6lv1tGwVgy3DzgtyCMs6G/DOhATFcnT36zLbfvvoh3sPHKSxy7uTHShNIuOjWvzh76teP+nnWzYf7zw5QJm6sq9LN35G38b2pFasdEFjhljeOKSLqSmZ/GvmcHdJlBEREQqH+VcB9noYZ2Yte4gz07fwPPX9OTrVXtZsTuZiVd1p0ZMaL09DWvFcvcFpzP+uw25FR0BujStxXntEzyec/+Q9kxduZe/fLCMU5nZ7E1OC0i1x/z9jYHm8XFc1ae5x77tG9Xihr6t+N/iHcxYe4BDKelhW4FSREREQktoRW9VUMv61bmpf2v+PW8b8zcd4nBqBtGRhqgQLTVfv0a1AhUdAbYcPMGU5Z6rQMZXr8bgjg35bFlSbpu/qz0WqWRp4WBqOlNX7vUa/LZv5JSRP5iSHpAxiYiISNWktJAQ0KZ+dQAOpzoBa2a25eEpa5iyPKm404LCU0XH9Kziq0Au3nakSJs/qz166p9Rwphe/WFrQMckIiIiVZOC6xDw8hzfAr1gKkslxn3JaX65VrhVvxQREZGqR8F1CAinwM2fVSCD1V5R9xAREZGqR8F1CAinwM2fVSC9nXPtmS2KtMVERXjt/8CQ9hTOUC/LmIq7x5/ObVOkLTLCe8VKERERqZoUXIeAsgSswTKyVzPGX9GNZvFxGKBZfBzjr+hWYhXInHNy3NLfcwlyay0LNh2mRrVImtSJxeCUUW9dvzqX9Wzq8fppWS4sULd6dJnGlBOYd2pcy+s5K3YnE2mgUe0YDFC9WiQul/VYol5ERESqLlVoDBFVZZu3UxnZDPrXXOpUr8Y3d/cnslD5929W7eUvHy5n/BXduO7MlgC8vXA7T36zjjdHJTKkc6MC/Y+dyuT85+ZyekJNPr69L6aMu6y8NHszz8/cxORb+3J22/oFji3ZcZSrXv+Ruy84nQcudH7hOXoig4ETf6Bb8zq8f8tZZb6viIiIhB9VaAwDI3s1Y9HoC9g+YQSLRl9QKQNrgLhqkTwyojPr9x1n8i+7Chw7lZHN+Gkb6NykNtck5qWG3HB2K9o1rMlT36wjrdCOHS/N3sxvJzN4/JLO5QpwbxtwGs3rxjHu67VkZbty210up9pj49qx/Hlg29z2ejWq8cCFHVi05QjT1x4o831FRESkclFwLRVueLfGnNWmHv+asZHkk3n7Zb8xfxtJyad44pLOBWa0oyMjePySzuw6epK3Fm7Pbd9yMJV3Fu/g2jNa0LVZnXKNKTY6kkdHdGLD/pQCQf9ny/awOukYoy/qSPVqBbeF//1ZLenQqBZPf1s06BcREZGqScG1VDhjDGMv7cKxU5lMmrkJcHZGeW3eFkZ0b8JZp9Uvcs657RK4sHMjXv1hS26p+Ke/XUdcdGRuqkZ5De3SmHPa1ue5GZv47UQGKWmZPPv9Rnq3jPeY7x0VGcETl3Rmz2+neHP+Nr+MQURERMKbcq4laB6bsob3f9pJQq2Y3EqJj1/ciZv7n+ax/64jJzn/uR+oFhWZW9BlZM+mvHBtL7+NaeP+FIa9MJ/q1SI5keHc4/4h7fjroPZez7n0lQWs3nMcoNT58lUlx15ERKQyUs61hKSOjWthyStBDjBx+iavlSmX7foNY0yBSonfr93v10qW6/cdJyLC5AbWAK/N3eb1HlOWJ7FxfyoWsOSVRS9uTDml1JOST5X6HBEREQkPCq4laP5vru8lyLNcBZ+0pGUWX+bcVxOnbyS70D1KGlN6lqvU/XPOUSl1ERGRyknBtQRNKJYgD8XS6yIiIhI+FFxL0IRiCfKKGFNCrRifzxEREZHwoOBagsbXypQVUcnSH2MCuOv8th56OxUo61aPLtIepVLqIiIilUJUyV1EAiNnd4zS7prha/9gjCln55MN+1M89p+9/iAbD6RyRa+m/Lz9N/YmnyI2OoKMLBd9WtX12+sQERGR4NBWfCJ+9vhXzhaD3/71XDo1qZ3bnp6VzdBJ84mKjOC7e84lOtJ5cLQ3+RQX/Gsu53doyGt/6BOsYYuIiEgpaSs+kQp0/5D21I6LZuzUteT/5fV/i3aw48hJHru4c25gDU6u9V0DT+e7NftZtOVwMIYsIiIifqLgWsTP4qtX48ELO/Dz9qN8u3ofAAdT0nh5zhYGd2rIee0Tipxz64DTaFEvjnFfryUz21XkuIiIiIQHpYWIBEC2y3LxywvZl3ySuGpR7HOXbH9keCduHeC5AuWMtfu57b2l1ImL4vipLFVuFBERCVFKCxGpYJERhsGdGpJ8Kis3sAZ4fqb3CpQn0rOIMHDsVJYqN4qIiIQpBdciAfLFsqJBcXGVGJ+bsYlCxSFVuVFERCTMKLgWCZBQrEApIiIigaXgWiRAQrECpYiIiASWgmuRAPFHtcfoSFVuFBERCSeq0CgSIOWt9hgVaYiNimBQp4YVNmYREREpH23FJxKiVu5O5rJXF3HbgNN4eHinYA9HRERE3LQVn0gY6tEinmsSm/P2wu1sOZga7OGIiIhIKSi4FglhfxvWkbjoSJ78Zh2V6SmTiIhIZaXgWiSENagZw71D2jN/0yFmrT8Y7OGIiIhICbSgUSTEjTq7FW/M28od7y/F5bIqiy4iIhLCAjpzbYwZZozZaIzZYowZ7eF4XWPMl8aYVcaYX4wxXfMdu8cYs8YYs9YYc28gxykSyr5dtY/fTmaS7bIqiy4iIhLiAhZcG2MigVeBi4DOwHXGmM6Fuj0MrLDWdgdGAS+6z+0K3AqcCfQALjbGtAvUWEVC2cTpG8nIdhVoU1l0ERGR0BTImeszgS3W2m3W2gzgI+CyQn06A7MBrLUbgNbGmEZAJ+Ana+1Ja20WMA+4PIBjFQlZKosuIiISPgIZXDcDduf7eo+7Lb+VwBUAxpgzgVZAc2ANMMAYU98YUx0YDrQI4FhFQpbKoouIiISPQAbXxkNb4b3EJgB1jTErgLuB5UCWtXY98E9gJvA9ThCe5fEmxtxmjFlijFly6NAhf41dJGR4KotugPuHKFNKREQk1AQyuN5Dwdnm5sDe/B2stcettTdZa3vi5FwnANvdx96y1va21g4AjgKbPd3EWvuGtTbRWpuYkJAQgJchElwjezVj/BXdaBYfhwHq1aiGBY6d8vj7poiIiARRILfi+xVoZ4xpAyQB1wLX5+9gjIkHTrpzsv8EzLfWHncfa2itPWiMaYmTOnJ2AMcqEtJG9mqWu/WetZZRb//CpFmbuLRnUxrUjAny6ERERCRHwGau3QsR/wJMB9YDn1hr1xpj7jDG3OHu1glYa4zZgLOryD35LvG5MWYd8DVwl7X2t0CNVSScGGN44pIunMrI5tnvNwR7OCIiIpJPQIvIWGunAdMKtb2e779/BDwmjlprzw3k2ETC2ekNa3Jz/za8MX8b15/Vip4t4oM9pAKmLE9i4vSN7E0+paI3IiJSpahCo0iYuvuC05myPIm7P1xGtrXsS04LSCDra6A8ZXkSY75YzanMbCCv6A2gAFtERCq9gFZoFJHAqRUbzZAuDdn92yn2JqcFpHpjTqCclHyq1NefOH1jbmCdQ0VvRESkqlBwLRLG5m4ouv2kPwPZsgTKKnojIiJVmYJrkTC2NznNS7t/AtmyBMpN42O9tKvojYiIVH4KrkXCWKCrN5bl+oM7NSrSFhsdwUNDO/hlTCIiIqFMwbVIGPNUvTHOj4HstWe28Nj+1wtO99ielpnNrPUHaVI7hqbxsbllWs89vYEWM4qISJWg3UJEwlhOwDpx+kaS3KkaVyW28Esga61lwabD1KgWSe24aPYfS6N+zRgOp6az4+hJj+e8MX8bScmnmHxrX85uWx+A+z9ewTer9rHj8AlaN6hR7nGJiIiEMs1ci4S5kb2asWj0BWx9ZjjdmtVhxtr9nEgvf2n0b1fv45cdR3n04s78OGYQ2yeMYMmjg7mqT3P+s2Ab2w6lFui/N/kU/zd3C8O7Nc4NrAFGX9SRalERPPnNunKPSUREJNQpuBapJCIjDOMu68KB4+m8PGdLua51KiOb8dM20LlJba5JLJga8vdhHYmNimTs1+uw1ua2//P7DbgsjLmoU4H+DWvHcs+gdszZcJDZ6w+Ua1wiIiKhTsG1SCXSu2VdrurTnLcWbmNroZllX+SkdzxxSWciI0yBYwm1Yrh3SHvmbzrEzHVOsLxkx1G+WrGX2wecRot61Ytc78Z+rTm9YU2e/GYdaYW29hMREalMTP6Zp3CXmJholyxZEuxhiATVoZR0LnhuLr1a1eWdm87AGFPySRSsxGiBni3qMOWu/h77Zma7GPHSAg6nphMTFcm+Y2lEGJhwRTeuOaOlx3MWbj7MH976mdqxUaSkZaksuoiIhC1jzFJrbaKnY5q5FqlkEmrFcJ97ZrnP07NoM/pb+k2YU2xVxcKVGAHW70vxek50ZASDOzfi6IlM9h1z9tp2WXhi6jqv5xxOTSfCwPG0rIBUkxQREQkFCq5FKqH4uCgMcPRERqkCWU+VGNOzXMVWYvxq+d4ibcVVb5w4fSMuW/r+IiIi4UjBtUgl9K+Zmymc8FVcIFuWSoy+nqOy6CIiUhUouBaphHwNZMtSidHXcwJdTVJERCQUKLgWqYR8DWTvvqBtkba46MhiKz16rg7p/RxP/aMijMqii4hIpaLgWqQS8hTIVov0XhZ9+2Gn4mJCrRgM0Cw+jvFXdCt2J4+RvZox/opuNIuPK9U5hfvHRkUQYShQcEZERAJryvIk+k2YU6rF7lI22opPpJLKv7VeZIQhPi6KRWMGERNVMOjefvgEF06ax+W9mvHsVT0qbHw7j5xgyPPzGd6tMS9c26vC7isiUlXl7AyVfwF7XHRkiZMpUpS24hOpgnLKom+fMIK3bzyDwycy+c+C7UX6/ePbdcRERfJgBadntKpfg9vPO40pK/by87YjFXpvEZGqyNPOUNq1yf8UXItUAQPaJzC0SyNembOFpHyLGudtOsSs9Qe5+4LTaVgrtsLHdefA02kWH8cTU9eSle2q8PuLiFQl2rWpYii4FqkiHh3RGZe1PPPtesCpsvjUN+toXb86N/ZrHZQxxVWL5LGLO7Fhfwp9np6pHEARkQDSrk0VQ8G1SBXRol517jr/dL5dvY/Ep2fS7pHv2HIwlcGdGhXJw65IpzKyiTBw7JQqN4qIBNI1ZzQv0hYdqV2b/E3BtUgV0qROLAY4nJqR2/bBzzuDGsg+N2OTKjeKiASYtZYFmw5TMyYy92dBdKQhLjqSC7s0CvbwKhUF1yJVyAuzPFVuLL7MeaApB1BEJPCmrd7Pkp2/8ciIzvw4ZhDbJ4zgw1v7cjwti9fmbg328CoVBdciVUgoBrLKARQRCay0zGwmfL+ejo1rcU1ii9z2M1rX49IeTfn3/G3sPnoyiCOsXBRci1QhoRjIeip4oxxAERH/+d/iHew+eopHR3QmMsIUODZmeEcijeGZaeuDNLrKR8G1SBXia8nyilC4cmO1qAiiIgwD2icEbUwiIpXF4dR0Xp2zhUEdG9K/XYMix5vUiePOgW35bs1+Fm89HIQRVj5RwR6AiFScnApcOZUbm8bH8dDQDkGvzDWyV7PcMWw6kMJFLy5g4vQNjL+ie1DHJSIS6vJX483/b3pOe05tgzNPq+f1GrcOOI23F21n1Fu/kO2yIfOzIVwpuBapYvIHsqGofaNa3HhOa95etJ1rz2hJjxbxwR6SiEhIKlzOPGcr0yU7j/L50qQC1RhfmLmZRrViPf77//2a/ZxIzyLLvXVTznWAkP55EaqUFiIiIefewe1oUDOGx79ag6vwPn0iIgJ4L2f+/k+7fCpzPnH6RjKyban7S/EUXItIyKkVG83Dwzuycs8xPl6y26dzpyxPot+EOar2KCKVnq87Pfm6Y5S2RC0bBdciEpJG9mzGaQ1q8MiXq0sdKOc8Ik1KPqVqjyJS6TWsHeOxPdIYj+2+7hilLVHLRsG1iISkr1bsJSn5FC5LqQNlb49I9WhTRCqjJrVji7TFRUdy3VktfNoZytNOUhEGHrywvf8GW4UouBaRkDRx+kbSs1wF2koKlPVoU0Sqip+2HWHFnmMM69I4dyvTZvFxjL+iG0+P7FZgi9Ocdm+LEwtviRofF43LQnSUwsSy0G4hIhKSyhIoN42PJSk5zUO7Hm2KSOWR7bKM+3odzeLjmPS7nsRViyzSx9edofL3z3ZZLnl5Ic98u55BHRt5vL54p19JRCQklSUHcFiXxkXaYqMiVO1RRCqVj3/dzfp9xxkzvGNAAt/ICMPYS7uw91gar83b6vfrV3YKrkUkJHnKAQS46/y2HvunZ2Uzc/1BGteOoWl8LDnLebo2q619WkWk0jh2KpPnZmzkzNb1GNGtScDuc2abelzaoymvz9vK7qMnA3afykhpISISkgpXk0yoFcPBlHTW70vx2P/thTvYdfQk799yVm6J34nTN/DqD1v5ZftRzmzjvTqZiEi4eGn2Zn47mcHjl3TGeNkVxF/GDO/Id6v3MWTSPNIzXarcWEoKrkUkZBXOGRw7dS3v/riD353Rgq7N6uS2HzyexitzNjOkc6PcwBrgrvNPZ8ryvTz+1Rq+ubs/UZF6WCciweetZHlp+lugb5t6Bf4NDJSftx3FAmmZzuJyVW4sHf2kEZGwcd+Q9tSrUY3HClVufHb6RjKzLY8M71Sgf/VqUTx2cSc27E/h3R93VvRwRSQMlaUQlS/n+Loff+H+ACt2J1fI/v0Tp2/MLYmeQ9ublkzBtYiEjTpx0fx9WEeW70rms2V7AFi5O5nPlu7h5v5taN2gRpFzhnZpzID2CUyauYmDKUV3EhERyVGWQlS+nuPrfvye+qdluSokwNX2pmWj4FpEwsqVvZvTp1Vdxk1dy9njZ3PZq4uIMNC6fnWP/Y0xjL2kMycysjjv2bkqiy4iXpWlEJWv5/irBHlFBLiq3Fg2Cq5FJKxERBjO75jAiYxs9h1zZqJdFsZ9vc5rwLxqzzEijOFUZrbKoouIV2UJZH09x18lyCsiwPW0a1NkhNH2piVQcC0iYWfyz7uLtJX0WFV5gyJSkrIEsnXion0655ozmhdpq1bMfvx3DDytSFtxpcz9qXDlxpoxkWS7LG0Tagb83uFMwbWIhJ1weqwqIuHjD31bFmmLKmam9nhaJlkuFxGFdsSL8RIsu1yWHzYcolZMJE3qOPvxRxpDverRjOjuec/qdXtTMEDDWjGlKmXubyN7NWPR6AvYPmEEi8cMokHNajwxdQ3W2pJPrqK0FZ+IhJ2m8XEkeQiMi5t18qW/iFQ91loWbjlMXHQE8dWrsf9YGrHRkWRkZdOrZbzHc16Zs4UTGdncP7g9H/26m73JpzAGmtSJ5dIeTYv0/2plEit2J/Pc1T24qo8zgz1j7X5ue28p7yzewZ/OLThLvXbvMT76dRc39WvD45d09vtr9lXt2Gj+Nqwjf/tsFVNWJHF5r6Kz8BLgmWtjzDBjzEZjzBZjzGgPx+saY740xqwyxvxijOma79h9xpi1xpg1xpjJxpjYQI5VRMKHpzzA4h6TeswbNMobFJE8M9cdYNGWI/x9WEd+HDOI7RNGMPehgcRGRzJ26toiM7XbDqXy30XbuaZPC+4e1C53dvefV3Znx5GTfO7e0SjHifQsJny3gR7N63BFvlnnIZ0bcX6HBF6YtZkDx/N2NLLWMu7rddStXo17BrUL7Iv3wVW9m9OjeR3GT9tAanpWsIcTkgIWXBtjIoFXgYuAzsB1xpjCv3Y9DKyw1nYHRgEvus9tBvwVSLTWdgUigWsDNVYRCS+F8wBLekxauH+tmCiyraVJHf3OLiKQnpXN09+up13Dmvy+b6vc9ka1Y7l3cHt+2HiIWesPFjjnH9+uJyYqkgcL/ZKes6PRhO82cOxkZm77a3O3cuB4Oo9f0oWIfHkkxhjGXtqFjGwXz0xbn9s+bfV+ftl+lAcubE+d6p7zuoMhIsIZ78GUdF6es9mnc8uyh3g4CmRayJnAFmvtNgBjzEfAZcC6fH06A+MBrLUbjDGtjTGN8o0tzhiTCVQH9gZwrCISZgpXb/Sl/6mMbAY/P4/Hv1rLN3/tT7QqN4pUaW8v3MGuoyd575Yzi/x7cGO/1nyyZDdjp66l/+kNiKsWydyNB5m94SAPD+9IQq2YAv0jIgxPXtaFS15eyL9mbuTJy7qy68hJ3liwjct7NaNPq7pF7t+qfg3uOK8tL83ezLVntKRXy3iembaejo1rce0ZRfPAg61Xy7pc3ac5b87fxpfLkjiUkl5ipcmc/cBzti2szNUeA/kTpRmQf0n/HndbfiuBKwCMMWcCrYDm1tok4DlgF7APOGatnRHAsYpIFRJXLZInLunMxgMpvLN4R7CHIyJBdPB4Gq/M2czgTo04t11CkePRkRE8eVlXkpJPceY/ZtFm9Lf86Z0lNKhZjRvPaePxml2a1mHU2a1598ednPGPWQyY+AOZWS56tPBesvzOgW2pWz2aG976mY6PfU9S8ikGdWpIZOHVkiGiW/M6uCwcTEkPSPGccBbI4NrT/w2Fl5ZOAOoaY1YAdwPLgSxjTF2cWe42QFOghjHmDx5vYsxtxpglxpglhw4d8tvgRaRy85bnKCJVQ06KwpnPzOZERjZntannte+B42lEGkNKehYWyHJZjp/KYtrqfV7Pad/Y2a7uUEo64ARA//xuo9fg8/s1+zmRnl1g29C3F+4I2dSJf8/bVqTNn8Vzwlkgg+s9QIt8XzenUGqHtfa4tfYma21PnJzrBGA7MBjYbq09ZK3NBL4AzvF0E2vtG9baRGttYkJC0d84RUQ8yclzPJWRxcCJqtwoEki+5toGOjc3f8nyHM/P3FTsrGt2oQWNGdnFlyB/dc7WIm0l7cefke0qdf9gC3TxnHAWyOD6V6CdMaaNMaYazoLEqfk7GGPi3ccA/gTMt9Yex0kH6WuMqW6MMcAgYD0iIn60fFcyRpUbRXxSlkA5J5AtzefM1/5lEeiS5WU5J9xmdn0Nlu8d3K5ISoO3/cDDXcCCa2ttFvAXYDpOYPyJtXatMeYOY8wd7m6dgLXGmA04u4rc4z73Z+AzYBmw2j3ONwI1VhGpmlS5UcQ3ZQl8fQ1kKyI3tyJmXcOpzHlZeNriNLaYYPlQqpOb3aBmNQwQYZydni7rWXQ/8HAX0CXy1tpp1tr21tq21tp/uNtet9a+7v7vH6217ay1Ha21V1hrf8t37hPu9q7W2hustemBHKuIVD3hNlMkEmxlCXxDcQa3sZdtOL0Fsr7urV+Wc8pyj2AqvMUpQKcmtT3u/HEoJZ3/+2Ergzs1YsmjQ9g+YQRPjezKtsMn+HqV97z1cKX9p0Skygq3mSKRYCtL4OtrINsk3rf+ZdGtWe0ibcUFsr7urV+Wc8pyj2DLXxr9r4PasXx3Mj9vO1Kk3/MzN5GWmc3Dwzvmtl17Rku6NqvNM9+u50QlK0aj8uciUmU9NLRDgX1XASINITtTJBJsTePjCiwCzN/uTacmtdh3rOCOPLHR3tMHBrRP4KNfdhdo82dF1d1HTzJ302F6t4jnQEo6e5NPlbhHM/i+t35ZzinLPULFn89ry+dL9/DE1LV8c3d/otz7hW/Yf5yPf93FH89pzWkJNXP7R0YYxl3ahStf+5H/m7uFh4Z29HbpsKPgWkSqrJwfYhOnb2Rv8ilqxkaRkpZFg5oxJZwpUjVd0qMJrxfags0ADwzxXJ57++ETLNh8mDNb1yUpOY297lztfm0beAwiU9IymbXuIK3qxZHlsuxNTqNGTBSp6Vl+m7ke/916Igy88vveekrlR3HVInlkRCfu/GAZH/6yi1Fnt8Zayz++XU+t2GiPJdz7tKrHFb2a8eb87VzdpwWtG9QIwsj9T8G1iFRp+WeK0jKzGfrCfB7/ag3f3XsuMVGRJZwtUnVkZruYvf4g9WtEExMVyb5jadStEc3RE5kkn/L8WP8f366nWmQEr/y+Nw1rOekeD366kinLk9hyMIXTG9Yq0P+VH7ZwODWdt+7qR48W8UD+iqprCsyIlsWPW48wbfV+7hvcXoF1AFzUtTHntK3P+GnreW3u1twnFiN7NiW+ejWP54y+qCPfrNrLsBfmk57lKtVTBHAW1+ZMjJT2nIqinGsREbfY6EjGXtqFbYdP8J8F24M9HJGQ8sFPO9l8MJXxV3Rn8ZhBbJ8wgqWPDmFA+wSen7mJg4WKMc3fdIhZ6w9w96B2uYE1OMFU9WqRPP7VWmy+vaO3Hz7B2wu3c3Wf5rmBNTgzoo9f0pkN+1P4Xzkqqma7LOO+Xkuz+DhuG3Bama8j3hljOLddA05lugqkAn2/dr/XHWUWbz2Cy0JalqvUO9BUxHaN5aHgWkQkn/M7NGRol0a8PGezx9xSkaro6IkMnp+5iXPbNWBI50a57cY4ebMZWS7+MS2vHEVmtounvllHq/rVualf6wLXalAzhoeGdWTx1iMFdorImeV+aFjR3OoL/VBR9aNfd7FhfwpjhnckrpqeSgXK+z/tKtKWlum94E5ZtkQN9VLqSgsRESnksYs7M3viDwz611zSM0v/mFKkspo0cxMnMrJ57OLOOLXd8rRpUIM7zjuNl+Zs4dozWnJ22/q5s9xv3NDHY3rV9We25JNfd/PIF6sYP2197iznJd2bFJjlzpFTUfWC5+YycOJc0jKzfUof+Of3G9h3LI1qkRFkZrmK7S/lUxFbL4b6NqoKrkVEClmy4zfAkJbp/BDOeeQIKMCWKiN/TqsFzm3XgPaNanns++eBp/PeTzu54a2fyXbPQrZvWLPALHd+kRGGwZ0bMmnmMVLS82YgZ64/wJTlSR4/Z/krqkLpPpc56QM552Rku3j4yzUYY/RZDhBfd5Qpyw409WtW43Bqhk/nVCSlhYiIFKLKjRLqfC1BXpbr589pBfh1x1Gv95m+dj8n0rPJclksYIGdR0/y1Yq9Xu/xya97irRVtfSBysgfxXOK23rR5bLEengaEkoFdxRci4gUEuqPHKVqq4jFXJ6C0pIC34zsgukW6Vne+4PSByqr8hbPqRUbRba1NPFSfOjL5UnsST7FH/q2DNmCO0oLEREppCyPKUUqSnGzsf4KLioi8K2I9IF6Napx5ETopg9UVuUpnpOz9WLhYjQAJzOyeHb6Bno0r8OTl3YlYqTxdsmg0sy1iEghnh5TRhh48ML2QRqRSJ6KmI0tLsD1Rzv4J30gopiKqhlZLoxxityU9h4SfHHVInl0RCc27E/hg58L7jzyxvxtHDiezmMXdyYiIjQDa1BwLSJSROHHlHXionBZqB6jh30SfGUJZH1124A2Rdp8DXxLCmLLmz5QO9b5XMZXj/bY/53FOzicmsGtA9qEbPqAeDasa2P6n96Af83YyJHUdAD2H0vj3/O2MaJbExJb1wvyCItn8m/gHu4SExPtkiVLgj0MEalkMrNdXPzSQlLTs5h5/wCqV1OQLcHz2ZLdPPTZKvL/9K4WGcGzV3X3W9B4/ycr+Gp5Eg1qxXDweHqptr2r6Ip5GVkuhr04n2yXZfq9A4jNF9wfSknngufmkti6Lv+96cyAjUECZ8vBFIa9sICr+jRnwpXdeeCTlXy9ci+zHziPFvWqB3t4GGOWWmsTPR3TTwgRkRJER0bw1MiuXPPvH3llzhb+NqxjsIckVVjyqUwsUL9GNY6eyCAywlAjJpKhXRr75frLd/3GF8uSuHNgW5/+X/c1z7a8qkVF8NRlXfn9f37m3/O2cc/gdrnH/jXDyUt/9OLOFTYe8a/TG9bipn6teXPBdr5fs5/kU5nUjIli6c7fQiK4Lo7SQkRESuHMNvW4sndz3lywjS0HU4M9HKmiDqem8+KszZzXPoEljw5m+4QRvHfLWfx2MpP/m7ul3Nd3uSzjvl5Hw1ox3Hn+6X4YcWD1O70BF3dvwqtzt7DzyAkA1iQd4+Mlu7nxnNa0TagZ5BFKebRNqAE4v1ACpKZnhVSZc28UXIuIlNKY4R2Ji47k8a/W4EtKXaD3JJaqI2dG9rGLO+VWSjy7bX1G9mzKv+dtY/vhE+W6/pQVSazYnczfh3WkZpisMXh0RGeiIwx3vLeUfhNmc/HLCzHAaQ1rBHtoUk4vz9lapC0c9ilXcC0iUkoNasbw0NAOLN56hN5PzSxVsFwRexJL1bAm6Rgf/bqbUWe35vSGBSslPjyiEzFRET7/4pffifQsJny3gR4t4rk8jBb8Na4Ty5DOjVi/P4WkZKeMusvCU1+v1+cszIXrPuUKrkVEfFCjWhTGwG8nM0sVLKtCnPiDtZYnv15H3erVuGdQuyLHG9aK5YEL27Ng82Gmrd7v07Vznqx0eWI6B1PSOb9DQkhvc+bJLzuOFmnT5yz8VcTOOIGg4FpExAf/mrmJwhODxf0QD9eZFwkNuSlFY6bxy46jDOrUkDpetp77Q99WNK0Ty92Tl5U6BSn/k5Uc/563LexmfPe5Z6wL0+csvJVli8dQoOBaRMQHvgbL4TrzIsHnKfD9ZuVer4HvN6v2ceREBi5LqVOQKsuTFX3OKidf90IPFQquRUR84OsP8Sv7FP0hEBVhQn7mRYLPc+Dr8hr4Tpy+kfQsV6H+xQfKleXJSrjOcErJRvZqxqLRF7B9wggWjb4g5ANrUHAtIuITTz/EoyM9B8sul2XOhoPUiYuiSZ1YDM4PfJe1dG1Wp4JGLOHK18C3LIFyk/hYj+3hNuMbrjOcUjmFxz47IiIhIueHdU4luujICKIi4Lz2CUX6frZ0D2uSjvPitT25rKdz3uFUp3Lc41+t4YM/nZW7nZpIYU3j4wqkhORv90d/gHPaNuCzpXsKtIXrjG9FF7ER8UYz1yIiPsr/mHLq3f1Iz7Y8W+jRe0paJs9O30Biq7pc2qNpbnuDmjE8NKwji7ceYerKvRU9dAkjnlKKigt8PT1VAbjr/LYe+yefzGD2+gO0TahBs/hYzfiK+IlmrkVEyqFj49rc3K81/1m4nasTm9O7ZV0AXpmzhSMnMvjvjWcWmZ2+/syWfLpkN09/u57zOzakdqzn3R+k6nK5LD9sOETt2ChqxESx/1gaTePjeGhoB6+Bb+GnKgm1YjiYks66fcc99n9h1maOncrkw1v70qlJ7YC9FpGqRsG1iEg53TO4PVNX7uWxKWv46q5+7P7tFG8v2s7VfZrTrXnR3OrICMPTI7ty6SuLOHv8bE6mZ5cYOEnV8tmyPaxOOsYLv+vp0/8ThVMjnvx6Hf9dvJ2r+7SgR4v43PbNB1J476edXH9WSwXWIn6mtBARkXKqGRPF4xd3Ye3e4/R5eibnPzeXrGxL12beg5Zth04QGWE4kZ6tyo1SQEpaJs9+v5HeLeO5rGfTkk8oxn1D2pFQM4ZHp6wh2+Vs0G6t5clv1lGjWiT3Dwm/3GqRUKfgWkTEDzKysokwcOxUFuDsMzx+2sZiKzfmBDs5wnF/YfG/V37YwuHUdJ64pEu5F7zWio3m0Ys7szrpGB/+vBOA2esPsmDzYe4b0p56Nar5Y8giko/SQkRE/OC5GZtweanc6OmxfmXZX1j8a/vhE7y9cDtX9WleII2jPC7p3oSPf93F09+u45UftnDgeDpREYbasQoBRAJBnywRET8oS+VGX7dNk8pryvIkJk7fSFLyKQzQvZiUIl8ZYxjQPoFFW45w4Hg6AFkuy6NT1hIZEaE8fxE/U1qIiIgf+Fq50dO2aZGq3BiSpixPot+EObQZ/S39Jszxe1584TLnFhj/nfeUorJ4d/HOIm1KQxIJDAXXIiJ+4Gv55cIV5WrGRJHtsjSvq5nrUJI/8A3UwlPPZc79G/gqDUmk4igtRETEDwrvMVyarfXyb5t2MiOLwf+axyNfruGbv/YnOrJqzn3kpEeU9nsYaMUFvv4aV0UEvkpDEqk4Cq5FRPykPOWXq1eL4olLu3D7e0t5Z/EO/nTuaX4eXejLmSXOCWZzZomBoAXYFRH4Nq4Ty75jaUXa/Rn4PjS0Q4HvLYRvmXORUFc1p0ZERELQhZ0bMahjQybN3MS+Y1XvcX1FpEf4qml8rJd2/wW+pzWoUaTN34Fv4TQklTkXCRzNXIuIhAhjDGMv7cKQSfO4470lHE7NLHV6RKilU5RFKOYFX9StCf9ZsL1AW0xUhN8C3w37j/PjtiOc264B2w6dCOj7V54nKyJSegquRURCSIt61RnUsSHfrt6f21ZSekQoplOURaPasew/Htj0CF9kZLmYte4ADWtVIyoygn3JaRgD9WtU4+LuTcp9fWst46auo3ZcNC9f14v46iroIlIZKC1ERCTELN+VXKStuPSIUEynKIvmdYumYMT6cZbYV/9bvJ0dR04y8eqeLB49iO0TRvDq9b3ZeyyN/y3eUe7rT197gB+3HeGBIe0VWItUIgquRURCjKfFbeB72kQ4bbO2dOdvLNmZzJBODXPzggG6NqsdlNn3QynpvDR7C4M6NuS89gm57cO6Nua89glMmrmJ/V7ep9JIy8zmH9PW0aFRLa47s6U/hiwiIULBtYhIiPG1IE3jOoFfdBdILpflya/X0rBWDC9c24tFoy9g+4QR/OX801myM5kftx6p8DE9N30j6VnZPDKiU4F2YwxPXtaFLJflqW/Wlfn6by3czu6jp3j8ks5EVdFtF0UqK32iRURCjOeCNN7TI7o2LVoqOyqMqj1+sTyJlXuOMfqijtSIyVsKdNf5p9O8bhyPfbWGjCxXhY1n9Z5jfLJ0Nzf1a8NpCTWLHG9VvwZ3nX86367eR5+nZvpUuXHK8iT6PjObidM3EhsdwaGU9EC8BBEJIgXXIiIhJv+2aTmuSmzhMT1i15GTzNt8mMRW8bnpFNWrRZLtsnTxEHSHmtT0LP75/QZ6tohnZM+Cry+uWiRPXtaFLQdTeXPBtoCPxSlzPptLXlmIAdo0qO61b9M6sRjgyImMUlduzFl4mrNoMy3T5fdqjyISfMZaG+wx+E1iYqJdsmRJsIchIuI32S7L5f+3iH3H0pj9wHnUjo0ucPyO95Yyb9MhfnhwYG56yJHUdC741zw6Nq7FR7f1xRjj6dIh4Z/fb+C1uVv58s5z6NWyrsc+t7+3hNnrD1C/ZgwHj6cHZGvCwjuugLPXtLe9oPtNmOOx4mGz+DgWjb7A4z3Kco6IhCZjzFJrbaKnY5q5FhEJYZERhqdHduVwajrPz9hU4NjiLYf5fu1+7jq/bYG86/o1Yxh9UUd+3n6UL5aF3qyoM0M8hzajv+W1uVtJbBXvNbAG6HtafbJccOB4eqlmiXMC5aTkU6WeVfZ1x5WyLCKtDAtPRaRkCq5FREJc9+bx3NC3Fe/+uIM1SccAyMp28eQ362heN85jqfTfJbagd8t4npm2nuSTGRU9ZK8KB74Aa5KOFxv4Fi7iAv7fmtDXwNfXRacA8dWjPbaHy8JTESmdgAbXxphhxpiNxpgtxpjRHo7XNcZ8aYxZZYz5xRjT1d3ewRizIt+f48aYewM5VhGRUPbAhR2oVyOGP7+/lHMmzOb0R75jw/4UhnRqSGyhxY8AERGGp0d24+iJDM5xzxKXdtFdIHkKfNOyXH4NfMsyQ9ywdozHdm+Br6dFp9GR3heRnkjPIivbReEMHX+XOReR4AtYcG2MiQReBS4COgPXGWM6F+r2MLDCWtsdGAW8CGCt3Wit7Wmt7Qn0AU4CXwZqrCIioa5OXDQXdW3E7t9OsTc5b3/lj37d7TVg3nQghYgIw8mM7FKnRwRaWQJfX2eJyzKr3MTDdobFBb75F50anMA6NiqCCzo19Nj//+ZuISU9m3sGtcs9p1l8nNecbhEJX4GcuT4T2GKt3WatzQA+Ai4r1KczMBvAWrsBaG2MaVSozyBgq7V2ZwDHKiIS8uZsOFik7VSm91nfidM3ku2yhfoHt3JjWQJfT7PEMcVUbhzRrbHH9rsuaOux/edtR1ix+xjDujTyKfAd2atZ7p7cn91xDqkZ2UXy4sHZ0eXNBdu5olcz7h3cPvecRaMvUGAtUglFldylzJoBu/N9vQc4q1CflcAVwEJjzJlAK6A5cCBfn2uByQEcp4hIWMg/Y12wPXwqN945sC2PTFlToK2k1IicADRn9w8MNI2P5dIeTYv0zchyMWv9QRJqVSM6IoJ9x9JoUCuGQynprN+bUqR/tssy7ut1NK0Ty6Tf9SKuWtEUm9Lo0SKeP5zl5MVf1ac5XZvVyT32zLT1REUY/jasY5muLSLhJZAz1572fiq8798EoK4xZgVwN7AcyMq9gDHVgEuBT73exJjbjDFLjDFLDh06VO5Bi4iEqopIjwi0jQecALdhrRifUiPyzxL/84rubD98ks+W7SnS790fd7Dt8AmevaoHi8cMYvuEEfz6yGBuPKc17/+8k5W7kwv0/2TJbtbtO86Y4Z3KHFjneHCokxf/yJerc58Y5O3ocrrXSpoiUrkEMrjeA7TI93VzYG/+Dtba49bam9y51aOABCD/svCLgGXW2vwz2QVYa9+w1iZaaxMTEhL8NngRkVDjuXKj91lfT/0jDUFbQLdh/3He/2knN/RtxS+PDC5zasRVfZqT2Kou46et57cTeTuhHE5N58VZmzm/QwLndyiY+3z/he1JqBnDI1PyAt9jpzJ5bvpGzmhdl4u7Nyn366sTF82jIzqxcs8xersrN456+xfqVo/mlv5tyn19EQkPgQyufwXaGWPauGegrwWm5u9gjIl3HwP4EzDfWns8X5frUEqIiAhQdBFdSbO+hfvXjo0i23rfEi6QrLU8+fU6asVGc/+Q9uW6VkSE4enLu5KSlsWE7zbktv9rhrMTyaMXF147D7Vjo3ns4s6sSTrOez/uAODl2Zs5ejKDJy7p4rdCO9ZaIowTuFsgy2U5kZ7F92v2++X6IhL6Alqh0RgzHHgBiATettb+wxhzB4C19nVjzNnAu0A2sA64xVr7m/vc6jg526dZa4+V5n6q0Cgi4l16VjYXvbiArGzLjPsGeNzCL1Cmr93P7e8tZdylXfjjOa39cs3x09bz7/nbaFCzGkdSnTLkA9s34H83F17e47DWMuyF+Ww6kJqbo9i3TT0+uv1sv4wHVIVRpKoIWoVGa+00a217a21ba+0/3G2vW2tfd//3j9badtbajtbaK3ICa/exk9ba+qUNrEVEpHgxUZE8PbIru46e5NUftlTYfdMys/nHt+tp36gmvz+rpd+u2zahBgY47A6sAX7aftTrVoNfrdjLjiMnCyz+WbE72a9bE4biIlIRqViq0CgiUoWc07YBl/dqxuvztrLlYGpA75VT5rzjY9+z6+hJBnVsRFSk/37svDh7S5FV8mklbE2YnuUq2L+EAja+CsVFpCJSsRRci4hUMQ8P70SkgeEvLQhY5cb8Zc5z/G/xjqDOElfErLKvi05FpPJRcC0iUsUs2nKYbOvsCR2oyo2eypz7u4BNKG5N6OuiUxGpfAJZREZERELQxOkbycz2XLnRX0FgRc0Sj/lidYEgvqStCX3pX1YjezVTMC1ShSm4FhGpYioi8G0aH0uSh4qS/p4lhrzKjU3j43hoaIdityb0pb+ISFkouBYRqWKaxsd53C7On4Hv+R0b8v5Puwq0hcIssWaVRSTQlHMtIlLFeFp0Z4AHhrTzy/VPpGcxc90BWtSNo2l8rHKPRaRK0cy1iEgVUzg9om6NaI6eyOToyUy/XP/1eVs5cDydz/98Dn1a1fXLNUVEwoWCaxGRKih/eoS1llveWcLzMzcxvFuTcqWH7D56kn/P38bInk0VWItIlaS0EBGRKs4Yw7hLu+Cylie/Xleua43/bj2RxvD3izr6aXQiIuFFM9ciIkKLetX566B2PPv9RmavP8CgTo1Kfe6U5UlMnL4xd5Hk8K6NaVJHFQlFpGpScC0iIgD8qf9pfLksiQc+WUn1apHsO5ZW4nZ1OZUY8+8dPWfjQaYsT9LiRRGpkpQWIiIiAFSLimBY18Ykn8pk77G0UlVv9FSJMS3T5ddKjCIi4UTBtYiI5PpiWdEguriy5RVRkEZEJJwouBYRkVy+BsvedhbxZ0EaEZFwouBaRERy+Rosjzq7ZZG2QFRiFBEJFwquRUQkl6fqjbHRER6DZWsti7YeJSbK0LiOKjGKiIB2CxERkXwKV2+0QNemtT0Gyz9sPMj8TYd47OLO3NK/TQWPVEQkNCm4FhGRAvJXb5w4fQOv/rCVxVsPc07bBrl9MrJcPPXNetom1GDU2a2CNVQRkZCjtBAREfHq7gva0bJedR79cg3pWXlb7r2zeAfbD5/gsYs7Ex2pHyUiIjn0L6KIiHgVGx3Jk5d1YdvhE/x73jYADqWk89LszVzQsSEDOzQM8ghFREKL0kJERKRYAzs0ZET3Jrw4axMf/LyTA8fTAeh7Wr0gj0xEJPRo5lpEREp0Vuu6ZFtyA2uASTM3e63cKCJSVSm4FhGREv17/vYibcVVbhQRqaoUXIuISIlU5lxEpHQUXIuISIlU5lxEpHQUXIuISIk8VW5UmXMRkaK0W4iIiJSocOXGpvFxPDS0g8qci4gUouBaRERKJX/lRhER8UxpISIiIiIifqLgWkRERETETxRci4iIiIj4iYJrERERERE/UXAtIiIiIuInCq5FRERERPxEwbWIiIiIiJ8ouBYRERER8RMF1yIiIiIifqLgWkRERETETxRci4iIiIj4iYJrERERERE/UXAtIiIiIuInCq5FRERERPxEwbWIiIiIiJ8Ya22wx+A3xphDwM4A3qIBcDiA15ey03sT2vT+hC69N6FN70/o0nsT2gL9/rSy1iZ4OlCpgutAM8YssdYmBnscUpTem9Cm9yd06b0JbXp/Qpfem9AWzPdHaSEiIiIiIn6i4FpERERExE8UXPvmjWAPQLzSexPa9P6ELr03oU3vT+jSexPagvb+KOdaRERERMRPNHMtIiIiIuInCq5LwRgzzBiz0RizxRgzOtjjETDG7DDGrDbGrDDGLHG31TPGzDTGbHb/XTfY46wKjDFvG2MOGmPW5Gvz+l4YY8a4P0sbjTFDgzPqqsPL+zPWGJPk/vysMMYMz3dM708FMca0MMb8YIxZb4xZa4y5x92uz08IKOb90ecnyIwxscaYX4wxK93vzTh3e0h8dpQWUgJjTCSwCRgC7AF+Ba6z1q4L6sCqOGPMDiDRWns4X9uzwFFr7QT3L0F1rbV/D9YYqwpjzAAgFXjXWtvV3ebxvTDGdAYmA2cCTYFZQHtrbXaQhl/peXl/xgKp1trnCvXV+1OBjDFNgCbW2mXGmFrAUmAkcCP6/ARdMe/PNejzE1TGGAPUsNamGmOigYXAPcAVhMBnRzPXJTsT2GKt3WatzQA+Ai4L8pjEs8uAd9z//Q7OP4ISYNba+cDRQs3e3ovLgI+stenW2u3AFpzPmASIl/fHG70/Fchau89au8z93ynAeqAZ+vyEhGLeH2/0/lQQ60h1fxnt/mMJkc+OguuSNQN25/t6D8V/uKRiWGCGMWapMeY2d1sja+0+cP5RBBoGbXTi7b3Q5yl0/MUYs8qdNpLz6FTvT5AYY1oDvYCf0ecn5BR6f0Cfn6AzxkQaY1YAB4GZ1tqQ+ewouC6Z8dCmXJrg62et7Q1cBNzlfvQtoU+fp9DwGtAW6AnsA/7lbtf7EwTGmJrA58C91trjxXX10Kb3J8A8vD/6/IQAa222tbYn0Bw40xjTtZjuFfreKLgu2R6gRb6vmwN7gzQWcbPW7nX/fRD4EufxzgF3jlxOrtzB4I2wyvP2XujzFAKstQfcP5hcwJvkPR7V+1PB3PminwMfWGu/cDfr8xMiPL0/+vyEFmttMjAXGEaIfHYUXJfsV6CdMaaNMaYacC0wNchjqtKMMTXci0swxtQALgTW4Lwvf3R3+yPwVXBGKHh/L6YC1xpjYowxbYB2wC9BGF+VlvPDx+1ynM8P6P2pUO5FWW8B6621z+c7pM9PCPD2/ujzE3zGmARjTLz7v+OAwcAGQuSzExWoC1cW1tosY8xfgOlAJPC2tXZtkIdV1TUCvnT+3SMK+NBa+70x5lfgE2PMLcAu4OogjrHKMMZMBgYCDYwxe4AngAl4eC+stWuNMZ8A64As4C6tpA8sL+/PQGNMT5zHojuA20HvTxD0A24AVrtzRwEeRp+fUOHt/blOn5+gawK8497RLQL4xFr7jTHmR0Lgs6Ot+ERERERE/ERpISIiIiIifqLgWkRERETETxRci4iIiIj4iYJrERERERE/UXAtIiIiIuInCq5FREKcMaa+MWaF+89+Y0yS+79TjTH/F8D7DjTGnBOo64uIVEba51pEJMRZa4/glFrGGDMWSLXWPlcBtx4IpAKLK+BeIiKVgmauRUTClHtm+Rv3f481xrxjjJlhjNlhjLnCGPOsMWa1MeZ7dxlnjDF9jDHzjDFLjTHT85UK/qsxZp0xZpUx5iNjTGvgDuA+9yz5ue6qaJ8bY351/+mX797vGWPmGGM2G2NuDdK3REQk6DRzLSJSebQFzgc6Az8CV1pr/2aM+RIYYYz5FngZuMxae8gY8zvgH8DNwGigjbU23RgTb61NNsa8Tr5ZcmPMh8Aka+1CY0xLnMq1ndz37g70BWoAy40x31pr91bYKxcRCREKrkVEKo/vrLWZxpjVQCTwvbt9NdAa6AB0BWYaY3D32efuswr4wBgzBZji5fqDgc7ucwFqG2Nquf/7K2vtKeCUMeYH4MxiriMiUmn9fzt3qBJBGIVh+P0EwaAgiNEr2GKwrMEbEBTByxCjzWTyPrwDsVisokENCt6FYFJhj2FmdVm2CKMs7vu0f+b/w5Th48w5Y7iWpP/jDaCqBkk+qqra6wOa932Ax6rqTzi7DWwBO8Bxkt6EPXNAvw3RX9qwXWN7x9eSNBPsuZak2fEMrCbpAySZT9JLMgesVdUVcAQsA4vAK7A0cv4SOBgukqyP3NtNspBkhWYQ8vYXn0OSppbhWpJmRFW9A/vAaZIH4B7YpGkPOWvbSe5o+qpfgHNgbzjQCBwCG+3Q4xPNwOPQDXABXAMn9ltLmlX5/mooSdLP/fHvASVpqlm5liRJkjpi5VqSJEnqiJVrSZIkqSOGa0mSJKkjhmtJkiSpI4ZrSZIkqSOGa0mSJKkjhmtJkiSpI59It1PgLF/SzQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rel_price_plot(rdf,'Relative Asset Prices', rdf.last_valid_index(),['i', 'j'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Agents and their Local State Variables\n",
    "\n",
    "The following section tracks the development for the agent states.\n",
    "As every agent is defined to be responsible for a different action and all agent states are shown this section can be used to assess \n",
    "- the intentional changes in the local states directly affected by the actions, and\n",
    "- the unintentional changes in local states of other agents who are indirectly affected\n",
    "\n",
    "All agents carry the following local states:\n",
    "\n",
    "| Symbol | Name | Definition  | Domain |   | Unit\n",
    "| -------- | -------- | -------- | -------- | -------- | --------|\n",
    "| $\\mathbf{r}^j$     | Reserve Assets     | Reserve Assets are quantities of privately held risk assets by liquidity provider agent $j$ which are not (yet) related to the Liquidity Pool. |  $\\mathbb{R}_{+}^{n}$| | BTC, ETH, DOT,...; an amount in real non-negative numbers denoted in the respective currency unit\n",
    "| $h^j$     | Base Asset     | Total Base Asset (HDX) amount of $H$ held by agent $j$. |  $\\mathbb{R}_{+}$| | a real non-negative amount of HDX |\n",
    "| $\\mathbf{s}^j$     | Risk Asset Shares     | Risk Asset Share as value of liquidity provider agent $j$'s contribution of risk asset(s) to the Liquidity Pool, minted and distributed (as a claim) to agent $j$ at the time of introduction into the Pool.| $\\mathbb{R}_{+}^{n}$  | |a vector of amounts in real non-negative numbers\n",
    "| $s^{qj}$     | Base Asset Share     | Base Asset (HDX) share as value of liquidity provider agent $j$'s contribution of HDX to the Liquidity Pool,  minted and distributed to agent $j$ (as a claim) at the time of introduction into the Pool.| $\\mathbb{R}_{+}$  | |a real non-negative number\n",
    "\n",
    "To locate specific values in the dataframe the commands\n",
    "- `first_valid_index()`\n",
    "- `first_valid_index()*x`\n",
    "- `last_valid_index()`\n",
    "\n",
    "can be used.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hydra World\n",
    "\n",
    "Results for the copy of the agents going through the Hydra world are saved in `hydra_agents`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>m</th>\n",
       "      <th>r_i_out</th>\n",
       "      <th>r_i_in</th>\n",
       "      <th>h</th>\n",
       "      <th>q_i</th>\n",
       "      <th>s_i</th>\n",
       "      <th>s_q</th>\n",
       "      <th>r_j_out</th>\n",
       "      <th>r_j_in</th>\n",
       "      <th>q_j</th>\n",
       "      <th>s_j</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>99000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120998.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   m   r_i_out    r_i_in         h       q_i       s_i  s_q   r_j_out  \\\n",
       "0  0 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "1  1 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "2  2 100000.00 110000.00 140000.00 170000.00      0.00 0.00 120000.00   \n",
       "3  3 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "4  4 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "5  5  99000.00 110000.00 140000.00 170000.00 150000.00 0.00 120998.00   \n",
       "6  6   1000.00      0.00     10.00      0.00      0.00 0.00      0.00   \n",
       "7  7   1000.00      0.00      0.00      0.00      0.00 0.00      0.00   \n",
       "\n",
       "     r_j_in       q_j       s_j  \n",
       "0 130000.00 180000.00 160000.00  \n",
       "1 130000.00 180000.00 160000.00  \n",
       "2 130000.00 180000.00 160000.00  \n",
       "3 130000.00 180000.00 160000.00  \n",
       "4 130000.00 180000.00 160000.00  \n",
       "5 130000.00 180000.00 160000.00  \n",
       "6      0.00      0.00      0.00  \n",
       "7      0.00      0.00      0.00  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf['hydra_agents'][rdf.first_valid_index()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>2</th>\n",
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       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
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       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
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       "      <td>120000.00</td>\n",
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       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
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       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>99017.81</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120980.27</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1000.00</td>\n",
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       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
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       "      <td>0.00</td>\n",
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       "   m   r_i_out    r_i_in         h       q_i       s_i  s_q   r_j_out  \\\n",
       "0  0 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "1  1 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "2  2  50000.00 160000.00 140000.00 170000.00  49950.64 0.00 120000.00   \n",
       "3  3 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "4  4 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "5  5  99017.81 110000.00 140000.00 170000.00 150000.00 0.00 120980.27   \n",
       "6  6   1000.00      0.00     10.00      0.00      0.00 0.00      0.00   \n",
       "7  7   1000.00      0.00      0.00      0.00      0.00 0.00      0.00   \n",
       "\n",
       "     r_j_in       q_j       s_j  \n",
       "0 130000.00 180000.00 160000.00  \n",
       "1 130000.00 180000.00 160000.00  \n",
       "2 130000.00 180000.00 160000.00  \n",
       "3 130000.00 180000.00 160000.00  \n",
       "4 130000.00 180000.00 160000.00  \n",
       "5 130000.00 180000.00 160000.00  \n",
       "6      0.00      0.00      0.00  \n",
       "7      0.00      0.00      0.00  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf['hydra_agents'][rdf.first_valid_index()*12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>1</th>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>100357.62</td>\n",
       "      <td>109642.38</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
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       "      <th>4</th>\n",
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       "      <td>100000.00</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>120000.00</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>89660.43</td>\n",
       "      <td>110000.00</td>\n",
       "      <td>140000.00</td>\n",
       "      <td>170000.00</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>130133.93</td>\n",
       "      <td>130000.00</td>\n",
       "      <td>180000.00</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   m   r_i_out    r_i_in         h       q_i       s_i  s_q   r_j_out  \\\n",
       "0  0 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "1  1 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "2  2 100357.62 109642.38 140000.00 170000.00      0.00 0.00 120000.00   \n",
       "3  3 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "4  4 100000.00 110000.00 140000.00 170000.00 150000.00 0.00 120000.00   \n",
       "5  5  89660.43 110000.00 140000.00 170000.00 150000.00 0.00 130133.93   \n",
       "6  6   1000.00      0.00     10.00      0.00      0.00 0.00      0.00   \n",
       "7  7   1000.00      0.00      0.00      0.00      0.00 0.00      0.00   \n",
       "\n",
       "     r_j_in       q_j       s_j  \n",
       "0 130000.00 180000.00 160000.00  \n",
       "1 130000.00 180000.00 160000.00  \n",
       "2 130000.00 180000.00 160000.00  \n",
       "3 130000.00 180000.00 160000.00  \n",
       "4 130000.00 180000.00 160000.00  \n",
       "5 130000.00 180000.00 160000.00  \n",
       "6      0.00      0.00      0.00  \n",
       "7      0.00      0.00      0.00  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rdf['hydra_agents'][rdf.last_valid_index()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Agent Token Holdings - Hydra World\n",
    "\n",
    "The following command line creates eight plots, one for each agents indivudially, showing his token holdings\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hydra_agent_plot(rdf,'Hydra Token Holdings for Agent ', len(rdf['timestep']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Agent Values - Hydra World\n",
    "\n",
    "The following command line creates eight plots, one for each agents showing his values. These are the token holdings multiplied by price.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6k4A/4fV/a/l8fqaT7SQCrH33gvhgZqPxWgom+NeH33HOdfkBM7O3gBu7uPQhXTCzUcB2vA6hPR2fKOH4LSi7nXPfinUu/YHfOrgJmOScOxKG/T0PLHbObet1ctLK/979J5DSoTiSMDGzG/BuWAi1NU4SVNy3XPm/9P/ZcmnDPJNb1pt322wu3l/9EiK/n8G/4901128KK4k+542BNS4chZW/vzkqrCQRmNlwM5vpX5orxGsRXxnrvCTy4q64MrP/xSuUCs0bm+NLeJdsvmRmm/BG1728Tchn8AqE+GuCi1N+Z/UqvHFXvhvjdERE+qqBeF1ZqvH6BP+BDn2GpW+Ky8uCIiIiIokq7lquRERERBKZiisRERGRMApppNdoKSgocKNHj451GiIiIiJBvfnmmwedc0M6Lo+r4mr06NGsX78++IYiIiIiMWZmnU4bpcuCIiIiImGk4kpEREQkjFRciYiIiIRRXPW5EpH4cOTIEXbv3k1DQ0OsU5E20tLSOP7440lJSYl1KiLSDRVXInKU3bt3k5WVxejRozGzWKcjgHOOsrIydu/ezZgxY2Kdjoh0Q5cFReQoDQ0N5Ofnq7CKI2ZGfn6+WhNFEoCKKxHplAqr+KNzIpIY+s1lwW0vr+blxx6iuuwgWfkFnHPVNYw75/yoxYuIiEj/0C9arra9vJrn711O9cED4BzVBw/w/L3L2fby6qjEi0j8qaio4J577ul2mzVr1nDppZdGKSMR6Sv6RcvVy489RKDxcLtlgcbDvPDAvRzpsLzT+Ecf7DT+5cceUuuVCPD7t/bwoz+/w96KekbkDOI/5hYyf+rIWKfVrZbi6t/+7d9inYqI9DH9oriqLjvY6fKGmmr+cu/ysO9XpD/5/Vt7+MbvNlN/pAmAPRX1fON3mwF6XWDNnz+f0tJSGhoaWLx4MQsXLuS+++7jzjvvZMSIEYwdO5bU1FSWL1/OgQMHuP766ykpKQHgrrvuYubMmRQXF1NSUsLOnTspKSlhyZIlLFq0iFtvvZX33nuPKVOmcOGFF/KjH/2o0xxqamr41Kc+xZYtW/j4xz/Or3/9a/V9EpFu9YviKiu/wLuk10FmXj6f/cGPg8Y/+s2vUXOorNP9ivR133vq72zdW9Xl+rdKKmhsam63rP5IE7c88Tb/+3pJpzHjRwzmu5edGvTY999/P3l5edTX1zN9+nTmzZvH7bffzoYNG8jKymL27NlMnjwZgMWLF3PzzTdz9tlnU1JSwty5c9m2bRsA27dvZ/Xq1VRXV1NYWMgNN9zAHXfcwZYtW9i4cWO3Obz11lv8/e9/Z8SIEcycOZO//e1vnH322UFzF5H+q18UV+dcdQ3P37u83aW95IGpzPrsF8jKC14gzfrsFzqNP+eqayKSr0gi6VhYBVt+LJYtW8bKlSsBKC0t5eGHH+bcc88lLy8PgCuuuIIdO3YAsGrVKrZu3doaW1VVRXV1NQDz5s0jNTWV1NRUhg4dyv79+0PO4fTTT+f4448HYMqUKbz//vsqrkSkW/2iuGrpF9XTu/1atnv+3p8RaGwkq2CI7haUfiNYC9PMO15gT0X9UctH5gzi8f9zZo+Pu2bNGlatWsXatWtJT0/nvPPOo7CwsLU1qqPm5mbWrl3LoEGDjlqXmpra+nNSUhKBQCDkPHoTK5KIYnl3fV+5s79f3C0IXoG08Oe/4muPPcXCn//qmF/sceecz6nnXkBa1uAexYv0Vf8xt5BBKUntlg1KSeI/5hb2ar+VlZXk5uaSnp7O9u3bee2116irq+PFF1+kvLycQCDAk08+2br9nDlzWL78oz6UwS73ZWVltbZsiYgnlnfX96U7+yPacmVmOcAvgQmAA65zzq2N5DEjKT07l4bqKpoCAZKS+0Wjn0hQLZ3Ww3234EUXXcSKFSuYNGkShYWFnHHGGYwcOZLbbruNGTNmMGLECMaPH092djbgXUK88cYbmTRpEoFAgFmzZrFixYou95+fn8/MmTOZMGECF198cZcd2kX6k67url913y84ULoraPym55/tcXxvYruLj8Wd/eaci9zOzR4EXnbO/dLMBgLpzrmKrrafNm2aW79+fcTy6a1Nf3mWVb+8h4W/eCCkvloiiWrbtm2MGzcu1ml0qqamhszMTAKBAAsWLOC6665jwYIFsU4rauL53Eji+/FVl0EXdUFSCBOGNx050uW6YPG9ie023oyvPfZU0PieMLM3nXPTOi6PWPOLmQ0GZgFfAHDONQKNkTpeNKRn5wBQV1Gh4kokRoqLi1m1ahUNDQ3MmTOH+fPnxzolkT6jq7vrswqGsPDnvwoaf++NX+xxfG9iu42PwZ39kexzdRJwAPiVmb1lZr80s4wIHi/iMnJyAairrIhtIiL92NKlS9m4cSPbt29n2bJlYRlzavPmzUyZMqXdvxkzZoQhW5HEcs5V1xzV7eVY7o4/56prSB6Y2m5ZqPG9iQ1HfDhFsuNQMnAa8FXn3Dozuxu4Ffh2243MbCGwEGDUqFERTKf30rO94qq2ojzGmYhIOE2cODFoB3iR/mDcOefz/uZNbH1xFcAx3x3fm7vzw3VnfzzcLRjJ4mo3sNs5t85//ARecdWOc+5e4F7w+lxFMJ9ey/AvC9aq5UpERPqowQUFmA1gyaMrGTAgKXhAB+POOb/HBU1vYsMRHy4RuyzonPsAKDWzlvuxLwC2dhMS91LS0khJTdNlQRER6bNqK8oZNHhwjwor8UR6PIGvAo/4dwruBL4Y4eNFXEZOri4LiohIn1VbUd7ax1h6JqLFlXNuI3DULYqJLD07Ry1XIiLSZ9WpuOq1fjNCe7iouBLpxNu/gZ9OgOIc7/+3fxPrjIKqqKjgnnvuCcu+zjrrrLDsp8Vdd91FXV1dWPcpEqraigoVV72k4uoYZeTkqkO7SFtv/waeWgSVpYDz/n9qUdwXWMdaXDU1NXW57tVXXw1HSq1UXEmsOOeorSgnXcVVr2gOl2OUnp2jKXCkf3nuVvhgc9frd78BTe2nnOBIPfzhJnjzwc5jhk2Ei+8Ieuj58+dTWlpKQ0MDixcvZuHChdx3333ceeedjBgxgrFjx5Kamsry5cs5cOAA119/PSUlJYBXoMycOZPi4mJKSkrYuXMnJSUlLFmyhEWLFnHrrbfy3nvvMWXKFC688MJOp79Zs2YN3/ve9xg+fDgbN25k69bO78nJzMykpqam03XOOW655Raee+45zIxvfetbXHnllaxZs4alS5fy9NNPA3DTTTcxbdo0qqqq2Lt3L+effz4FBQWsXh39edGk/2qoraG5KUBGtoqr3lB1cIwycnIAqKvSKO0iwNGFVbDlx+D+++8nLy+P+vp6pk+fzrx587j99tvZsGEDWVlZzJ49m8mTJwOwePFibr75Zs4++2xKSkqYO3cu27ZtA2D79u2sXr2a6upqCgsLueGGG7jjjjvYsmVL0PGtXn/9dbZs2cKYMWN69Bx+97vfsXHjRjZt2sTBgweZPn06s2bN6nL7RYsW8ZOf/ITVq1dTUKDvGImuOv+GrZbfddIzKq6OUUtTqabAkX4jWAvTTyf4lwQ7yD4BvvhMrw69bNkyVq5cCUBpaSkPP/ww5557Lnl5eQBcccUV7NixA4BVq1a1a1mqqqqiuroagHnz5pGamkpqaipDhw5l//79Iedw+umn97iwAnjllVf4zGc+Q1JSEscddxznnnsub7zxBoMHD+7xPkUipeVu+IzcvBhnkthUXB2jjwYS1XAMIgBc8B2vj9WR+o+WpQzylvfCmjVrWLVqFWvXriU9PZ3zzjuPwsLC1taojpqbm1m7di2DBg06al1q6kdTYiQlJREIBELOIyOjd7N2uS4mwU1OTqa5ubn1cUNDQ6+OIxIOteWHANShvZfUof0YtUyBU1dREdtEROLFpE/DZcu8lirM+/+yZd7yXqisrCQ3N5f09HS2b9/Oa6+9Rl1dHS+++CLl5eUEAgGefPLJ1u3nzJnD8uXLWx8Hu9yXlZXV2rIVSbNmzeLxxx+nqamJAwcO8NJLL3H66adz4oknsnXrVg4fPkxlZSV//etfo56bSEetLVcqrnpFLVfHSFPgiHRi0qd7XUx1dNFFF7FixQomTZpEYWEhZ5xxBiNHjuS2225jxowZjBgxgvHjx5OdnQ14lxBvvPFGJk2aRCAQYNasWaxYsaLL/efn5zNz5kwmTJjAxRdf3GmH9nBYsGABa9euZfLkyZgZP/zhDxk2bBgAn/70p5k0aRJjx45l6tSprTELFy7k4osvZvjw4erQLlFVW1lBcspABg5Kj3UqCc26arKOhWnTprn169fHOo2gll17BRPPv5Dzv7Aw1qmIRMS2bdsYN25crNPoVE1NDZmZmQQCARYsWMB1113HggULYp1W1MTzuZHE9+zyH7Nn+1a+svy+WKeSEMzsTefcUYOl67JgD2Rk56jlSiRGiouLmTJlChMmTGDMmDHMnz8/1imJ9Bne1Dc5sU4j4emyYA9olHaR2Fm6dGnY97l582auvvrqdstSU1NZt25d6+OysjIuuOCCo2L/+te/kp+fH9I+ROJdXUU5OcOGxzqNhKfiqgcycnIp29PJrecikpAmTpwYtAN8fn5+t9uEsg+ReFdbUc7IovGxTiPh6bJgD6jlSkRE+pqmQID66qrWu+Kl51Rc9UB6dg4NNdU0HcNYOSIiIvGspdEgUwOI9pqKqx5oGf+jrqoitomIiIiEScsYV5q0ufdUXPVAesv8ghpIVERE+ohazSsYNiquekBT4Ii098zOZ5jzxBwmPTiJOU/M4ZmdvZtTMBoqKiq45557wra/Sy65hAr9wSUJTKOzh4+Kqx7IyNEUOCItntn5DMWvFrOvdh8Ox77afRS/Whz3BVa4i6tnn32WHP3FLwmsruWyoDq095qGYuiB9JaWqwq1XEnfd+frd7L90PYu17994G0amxvbLWtoauA7f/sOT+x4otOYorwi/vP0/wx67Pnz51NaWkpDQwOLFy9m4cKF3Hfffdx5552MGDGCsWPHkpqayvLlyzlw4ADXX389JSUlANx1113MnDmT4uJiSkpK2LlzJyUlJSxZsoRFixZx66238t577zFlyhQuvPDCTqe/2bdvH1deeSVVVVUEAgF+8YtfcM4553Sa6+jRo1m/fj0FBQVBn5dIPKqtLCctI5PklJRYp5LwVFz1QEpqGilpgzQcgwgcVVgFW34s7r//fvLy8qivr2f69OnMmzeP22+/nQ0bNpCVlcXs2bOZPHkyAIsXL+bmm2/m7LPPpqSkhLlz57Jt2zYAtm/fzurVq6murqawsJAbbriBO+64gy1btnQ7NtWjjz7K3Llz+eY3v0lTUxN1dXW9fk4i8aq2olyd2cNExVUPZeRoChzpH4K1MM15Yg77avcdtXx4xnB+ddGvenXsZcuWsXLlSgBKS0t5+OGHOffcc8nL824Vv+KKK9ixYwcAq1atYuvWra2xVVVVVFdXAzBv3jxSU1NJTU1l6NCh7N+/P6TjT58+neuuu44jR44wf/58pkyZ0qvnIxLPaisq1N8qTNTnqofSs3Nbr0+L9GeLT1tMWlJau2VpSWksPm1xr/a7Zs0aVq1axdq1a9m0aRNTp06lsLCwy+2bm5tZu3YtGzduZOPGjezZs4esrCzAm4amRVJSEoEQx6ibNWsWL730EiNHjuTqq6/moYce6tVzEolndRXlKq7CRMVVD2nyZhHPvJPmUXxWMcMzhmMYwzOGU3xWMfNOmter/VZWVpKbm0t6ejrbt2/ntddeo66ujhdffJHy8nICgQBPPvlk6/Zz5sxh+fLlrY+DTUWTlZXV2rLVlV27djF06FC+8pWv8KUvfYkNGzb06jmJxCvnHDUVh1RchYkuC/ZQenYOpVs3xzoNkbgw76R5vS6mOrroootYsWIFkyZNorCwkDPOOIORI0dy2223MWPGDEaMGMH48ePJzs4GvEuIN954I5MmTSIQCDBr1ixWrFjR5f7z8/OZOXMmEyZM4OKLL+60Q/uaNWv40Y9+REpKCpmZmWq5kj7rSEM9gcOHVVyFiYqrHsrIyfWnwDlCUrLurBAJt9TUVJ577rmjlk+bNo2FCxcSCARYsGABc+bMAaCgoIDHH3/8qO2Li4vbPd6yZUvrz48++mi3OVx77bVce+21IeX7/vvvh7SdSDzSGFfhpcuCPdQyHENdZWVsExHpZ4qLi5kyZQoTJkxgzJgxzJ8/P9YpiSQ8TX0TXmq56qHWKXAqK8jK17g2ItGydOnSsO9z8+bNXH311e2Wpaamsm7duqO2nTFjBocPH2637OGHH2bixIlhz0skWmr9QbHVchUeKq56KMMfwVZT4IgkvokTJwbtAN+is4JLJNHpsmB46bJgD7VMbKlR2kVEJNHVVZYzICmJQZlZsU6lT1Bx1UOtfa40v6CIiCS42opy0rNzsAEqC8JBr2IPpaSmMXCQpsAREZHEV1uuMa7CKaJ9rszsfaAaaAICzrlpkTxetKVn5+iyoIiIJLzaigoy/WmlpPei0XJ1vnNuSl8rrMCfAkctVyJUPvUU786+gG3jxvPu7AuofOqpWKcUVEVFBffcc09Y9nXWWWeFZT8t7rrrLk0SLVFVW1lOerZarsJFlwV7QZM3i3iF1b5vf4fA3r3gHIG9e9n37e/EfYF1rMVVU1NTl+teffXVcKTUSsWVRFNzcxN1lZq0OZwiPRSDA543Mwf8P+fcvRE+XlSlZ+dSuuXtWKchElEf/Nd/cXjb9i7X12/ahGtsbLfMNTSw75vfouI3v+00JnVcEcNuuy3osefPn09paSkNDQ0sXryYhQsXct9993HnnXcyYsQIxo4dS2pqKsuXL+fAgQNcf/31lJSUAF6BMnPmTIqLiykpKWHnzp2UlJSwZMkSFi1axK233sp7773HlClTuPDCC7uc/uZ73/sew4cPZ+PGjWzdurXTPDMzM6mpqel0nXOOW265heeeew4z41vf+hZXXnkla9asYenSpTz99NMA3HTTTUybNo2qqir27t3L+eefT0FBAatXrw76Oon0RkN1Na65ufUueOm9SBdXM51ze81sKPAXM9vunHup7QZmthBYCDBq1KgIpxNeGdk5NNTWaAoc6dc6FlbBlh+L+++/n7y8POrr65k+fTrz5s3j9ttvZ8OGDWRlZTF79mwmT54MwOLFi7n55ps5++yzKSkpYe7cuWzbtg2A7du3s3r1aqqrqyksLOSGG27gjjvuYMuWLUHHt3r99dfZsmULY8aM6dFz+N3vfsfGjRvZtGkTBw8eZPr06cyaNavL7RctWsRPfvITVq9eTUGBBiiWyNMYV+EX0eLKObfX//9DM1sJnA681GGbe4F7AaZNm+YimU+4tZ0CR6O0S18VrIXp3dkXeJcEO0geMYITH+7dRMfLli1j5cqVAJSWlvLwww9z7rnnkud3vL3iiivYsWMHAKtWrWrXslRVVUV1dTUA8+bNIzU1ldTUVIYOHcr+/ftDzuH000/vcWEF8Morr/CZz3yGpKQkjjvuOM4991zeeOMNBg8e3ON9ioSTpr4Jv4j1uTKzDDPLavkZmANs6T4qsbRU+bpjUPqzoTcvwdLS2i2ztDSG3rykV/tds2YNq1atYu3atWzatImpU6dSWFjY5fbNzc2sXbuWjRs3snHjRvbs2UNWljcgYmpqaut2SUlJBAKBkPPIyMjo+ZPAuyzYmeTkZJqbm1sfNzQ09Oo4Ij2llqvwi2SH9uOAV8xsE/A68Ixz7k8RPF7UfdRyVRHTPERiKfuyyxh++/dJHjECzEgeMYLht3+f7Msu69V+Kysryc3NJT09ne3bt/Paa69RV1fHiy++SHl5OYFAgCeffLJ1+zlz5rB8+fLWx8Eu92VlZbW2bEXSrFmzePzxx2lqauLAgQO89NJLnH766Zx44ols3bqVw4cPU1lZyV//+teo5yYCKq4iIWKXBZ1zO4HJkdp/PGidAkfzC0o/l33ZZb0upjq66KKLWLFiBZMmTaKwsJAzzjiDkSNHcttttzFjxgxGjBjB+PHjyc7OBrxLiDfeeCOTJk0iEAgwa9YsVqxY0eX+8/PzmTlzJhMmTODiiy/utEN7qMysy3ULFixg7dq1TJ48GTPjhz/8IcOGDQPg05/+NJMmTWLs2LFMnTq1NWbhwoVcfPHFDB8+XB3aJeJqK8pJSRvEwLRBsU6lz7CumqxjYdq0aW79+vWxTiNkRw43sOyaT3H2VdcwY8GnY52OSNhs27aNcePGxTqNTtXU1JCZmUkgEGDBggVcd911LFiwIGb5lJWVcdppp7Fr166oHC+ez40kpqfv/iH7d77Ll+7+n1inknDM7M3OxvHUOFe90DIFjlquRKKnuLiYKVOmMGHCBMaMGcP8+fNjlsvevXs588wz+frXvx6zHER6q66iXJcEwyzSQzH0eenZOZq8WSSKli5dGvZ9bt68mauvvrrdstTUVNatW9f6uKysjAsuuOCo2LVr15Kfnx/SPkTiUW1FOQUnnBjrNPoUFVe9lJGjKXBEEt3EiRODdoDPz8/vdptQ9iESj2oryxk1cUqs0+hTdFmwlzR5s4iIJKpAYyOHa2t1WTDMVFz1kiZvFhGRRNXy+0vFVXipuOqljBxvCpzAkSOxTkVEROSYtI5xlaviKpxUXPVSRrb3hlTrlYiIJJqaikPAR7/LJDxUXPWSRmkXgR3rPuDB2/7Gz69/gQdv+xs71n0Q65SCqqio4J577gnb/i655BIqdOewJJg6jc4eESqueqnlDaniSvqrHes+YPUj26k5dBiAmkOHWf3I9rgvsMJdXD377LPk+LM2iCSK2opyMGPQ4OxYp9KnaCiGXmppudIdg9JXvfybHRwsrely/f5/VtIUaD/TQ6CxmRce3sbfX9nbaUzBCZmc8+lTgh57/vz5lJaW0tDQwOLFi1m4cCH33Xcfd955JyNGjGDs2LGkpqayfPlyDhw4wPXXX09JSQkAd911FzNnzqS4uJiSkhJ27txJSUkJS5YsYdGiRdx666289957TJkyhQsvvLDT6W/27dvHlVdeSVVVFYFAgF/84hecc845neY6evRo1q9fT0FBQdDnJRIvaivKGZQ1mKRklQPhpFezl9L9v1TVciX9VcfCKtjyY3H//feTl5dHfX0906dPZ968edx+++1s2LCBrKwsZs+ezeTJ3hSmixcv5uabb+bss8+mpKSEuXPnsm3bNgC2b9/O6tWrqa6uprCwkBtuuIE77riDLVu2dDs21aOPPsrcuXP55je/SVNTE3V1db1+TiLxpLaiQpcEI0DFVS+lDEzVFDjSpwVrYXrwtr+1XhJsKzMvlQVfO61Xx162bBkrV64EoLS0lIcffphzzz2XvLw8AK644gp27NgBwKpVq9i6dWtrbFVVFdXV1QDMmzeP1NRUUlNTGTp0KPv37w/p+NOnT+e6667jyJEjzJ8/nylTpvTq+YjEG019ExnqcxUGGTm51Kojq/RTZ15+MskD23+VJA8cwJmXn9yr/a5Zs4ZVq1axdu1aNm3axNSpUyksLOxy++bmZtauXcvGjRvZuHEje/bsISsrC/CmoWmRlJREIBAIKYdZs2bx0ksvMXLkSK6++moeeuihXj0nkXhTW1lOht+9RcJHxVUYpGfnUKeWK+mnTpkxjPM/V0RmnlfAZOalcv7nijhlxrBe7beyspLc3FzS09PZvn07r732GnV1dbz44ouUl5cTCAR48sknW7efM2cOy5cvb30cbCqarKys1patruzatYuhQ4fyla98hS996Uts2LChV89JJJ4456itKCddLVdhp8uCYZCenUNZaUms0xCJmVNmDOt1MdXRRRddxIoVK5g0aRKFhYWcccYZjBw5kttuu40ZM2YwYsQIxo8fT3a2d5fTsmXLuPHGG5k0aRKBQIBZs2axYsWKLvefn5/PzJkzmTBhAhdffHGnHdrXrFnDj370I1JSUsjMzAzacmVmvXvSIlF0uK6WpiNHyMzNi3UqfY6KqzDIyMmldMvbsU5DpE9JTU3lueeeO2r5tGnTWLhwIYFAgAULFjBnzhwACgoKePzxx4/avri4uN3jLVu2tP786KOPdpvDtddey7XXXhs016amJqqrqxk8eHDQbUXiRW25d8VFLVfhp8uCYZCerSlwRKKluLiYKVOmMGHCBMaMGcP8+fNjnRKnnnoqX/7yl0lJSYl1KiIha536RqOzh13Qlivz2rk/B5zknPu+mY0ChjnnXo94dgmi7RQ4gwuGxDgbkb5t6dKlYd/n5s2bufrqq9stS01NZd26dUdtO2PGDA4fbn935G9/+1smTpwY9rxEIqnlLnfdLRh+oVwWvAdoBmYD3weqgSeB6RHMK6Gk56i4EklkEydODNoBvkVnBZdIItLUN5ETSnE1wzl3mpm9BeCcKzezgRHOK6FkaJR2ERFJMLUV5SQlJ5OakRHrVPqcUPpcHTGzJMABmNkQvJYs8WnyZhERSTQtwzDoLtfwC6W4WgasBIaa2Q+AV4D/imhWCUZT4IiISKKp1ejsERP0sqBz7hEzexO4ADBgvnNuW8QzSyDeFDjpuiwoIiIJo66inMFDwzs+nXiCtlz5dwfWAU8BfwRq/WXSRkZODrVquZJ+atvLq7n3xi/y46su494bv8i2l1fHOqWgKioquOeee7rd5v333w86FhZ4o8E/++yzQbdbs2YNl156acg5ikRSTUU5Gf6VFwmvUC4LPgM87f//V2AncPTIfv2cpsCR/mrby6t5/t7lVB88AM5RffAAz9+7PO4LrFgUVyLxoikQoL66SpcFIySUy4LtBm8xs9OA/xOxjBJURnYuB0p3xToNkbBb/cC9fLhrZ5fr9+14h6ZA+wF0A42H+fOKZbz9wp87jRl64kmc/4WFQY89f/58SktLaWhoYPHixSxcuJD77ruPO++8kxEjRjB27FhSU1NZvnw5Bw4c4Prrr6ekxJuK6q677mLmzJkUFxdTUlLCzp07KSkpYcmSJSxatIhbb72V9957jylTpnDhhRd2Ov3NrbfeyrZt25gyZQrXXnstN9xwAzfccAPr168nOTmZn/zkJ8ycOZPvfOc71NfX88orr/CNb3yDMWPGsGTJEurr6xk0aBC/+tWvup10WiTa6qsqwTkVVxFyzNPfOOc2mJnGuOogPSeHui0bY52GSNR1LKyCLT8W999/P3l5edTX1zN9+nTmzZvH7bffzoYNG8jKymL27NlMnjwZgMWLF3PzzTdz9tlnU1JSwty5c9m2zeseun37dlavXk11dTWFhYXccMMN3HHHHWzZsqXb8a3uuOMOli5dytNPPw3Aj3/8Y8AbdHT79u3MmTOHHTt28P3vf5/169e3ThxdVVXFSy+9RHJyMqtWreK2225rN8m0SKy19BHW1DeREcoI7f/e5uEA4DTgQMQySlDp2Tkcrq0lcOQIyZoCQ/qQYC1M9974Re+SYAdZBUO48rt39OrYy5YtY+XKlQCUlpby8MMPc+6555KX5000e8UVV7Bjxw4AVq1axdatW1tjq6qqqK6uBmDevHmkpqaSmprK0KFD2b9/f4/yeeWVV/jqV78KQFFRESeeeGLr8duqrKzk2muv5d1338XMOKKpsSTOtI7OrqlvIiKUPldZbf6l4vW9ujySSSWijDajtIv0J+dcdQ3JA1PbLUsemMo5V13Tq/2uWbOGVatWsXbtWjZt2sTUqVO7vbTW3NzM2rVr2bhxIxs3bmTPnj1kZWUB3lQ2LZKSkggEAj3KyTkX0nbf/va3Of/889myZQtPPfUUDQ0NPTqeSKTUanT2iApaXDnnvtfm3w+cc4845/RN0UF6y/yCGo5B+plx55zPnIU3kVUwBMzIKhjCnIU3Me6c83u138rKSnJzc0lPT2f79u289tpr1NXV8eKLL1JeXk4gEGh3qW3OnDmtl+WAoNPZZGVltbZshbrNrFmzeOSRRwDYsWMHJSUlFBYWHrVdZWUlI0eOBOCBBx4I9SmLRE1dRQXw0TiNEl5dXhY0s6fwR2XvjHPuE6EcwB/dfT2wxznXZ+9Bbp0CRy1X0g+NO+f8XhdTHV100UWsWLGCSZMmUVhYyBlnnMHIkSO57bbbmDFjBiNGjGD8+PFkZ2cD3iXEG2+8kUmTJhEIBJg1axYrVqzocv/5+fnMnDmTCRMmcPHFF3faoX3SpEkkJyczefJkvvCFL/Bv//ZvXH/99UycOJHk5GQeeOABUlNTOf/887njjjuYMmUK3/jGN7jlllu49tpr+clPfsLs2bPD+rqIhENtRTmp6RmkdGh1lvCwrpq5zezc7gKdcy+GdACvz9Y0YHCw4mratGlu/fr1oew27lQd+JD/uek65vyfRUycPSfW6Yj0yrZt2xg3blys0+hUTU0NmZmZBAIBFixYwHXXXceCBQtinVbUxPO5kcTx1E/v4GDJ+3zxp13/ASLBmdmbzrlpHZd32XIVavEU5KDHA/OAHwD/HmTzhJauyZtFoqK4uJhVq1bR0NDAnDlzmD9/fqxTEkk4tRWH1N8qgkK5W3As8N/AeCCtZblz7qQQ9n8XcAteZ/g+LXngQAYOSleHdpEIW7p0adj3uXnzZq6++up2y1JTU1m3bl3YjyUSD2oryjnupLGxTqPPCmWcq18B3wV+CpwPfBFvjsFumdmlwIfOuTfN7LxutlsILAQYNSqxZ9XJyMlVnyvpM5xzmAX9qPcJEydODNoBPh6EereiSDC1FRVquYqgUIZiGOSc+yte/6xdzrliIJQemjOBT5jZ+8BjwGwz+3XHjZxz9zrnpjnnpg0ZMuQYUo8/6dk5ultQ+oS0tDTKysr0yzyOOOcoKysjLS0t+MYi3WhsqOdIQ72KqwgKpeWqwcwGAO+a2U3AHmBosCDn3DeAbwD4LVdfd859vuepxr+M7BxNgSN9wvHHH8/u3bs5cEDjBceTtLQ0jj/++FinIQmuZRgGFVeR091QDMc55/YDS4B0YBFwO96lwWujkl2C0RQ40lekpKQwZsyYWKchIhHQOoCofyOWhF93LVebzGwz8L/ADufcbrz+VsfMObcGWNOT2ESSkZ3rTYHT2EjywIGxTkdEROQoLVPfaF7ByOmuz9VIYClwDrDDzH5vZlea2aDopJZ4Wka6rauqiGkeIiIiXWlpucrMzYtxJn1Xl8WVc67JOfdn59wXgRPw7hqcD/zTzB6JUn4J5aMpcCpim4iIiEgXasvLsQEDSMvq86MkxUwodwvinGsEtgLbgCq8Ma+kgwy/5UrDMYiISLyqrSgnPTuHAQOSYp1Kn9VtcWVmo8zsP8xsA/A0kARc7pybGpXsEkyG33KlUdpFRCRe1VWWt/6+ksjo7m7BV/H6Xf0WWOicS8xJ/6KoZQocjdIuIiLxqraivPVKi0RGd3cLfgN4yWkUwZAlDxxIanqGiisREYlbtRXlFIwaHes0+rSITtzcH6Vn5+iyoIiIxCXX3Exdpaa+ibSQOrRL6NKzc9RyJSIicam+pprmpiYVVxGm4irMNHmziIjEq5b5b1VcRVbQ4srMFpvZYPPcZ2YbzGxONJJLRJq8WURE4lWt5hWMilBarq5zzlUBc4AheFPg3BHRrBJYRnYOh+u8KXBERETiSW3FIUDFVaSFUlyZ//8lwK+cc5vaLJMONAWOiIjEq1pdFoyKUIqrN83sebzi6s9mlgU0RzatxNXyhtUdgyIiEm9qK8pJTk0lJU3TBEdSd+NctfgSMAXY6ZyrM7N8vEuD0gkNJCoiIvHKG0A0FzNdgIqkUIqrKf7/J7U5GZVmluycC0QkqwT20RQ4FbFNREREpANNfRMdoRRX9wCnAW/j9bWa4P+cb2bXO+eej2B+CUctVyIiEq9qKyrIG3F8rNPo80Lpc/U+MNU5N80593FgKrAF+BfghxHMLSG1TIGjPlciIhJvaivKSVdn9ogLpbgqcs79veWBc24rXrG1M3JpJTaN0i4iIvEmcOQIDTXVZKq4irhQLgu+Y2a/AB7zH18J7DCzVOBIxDJLYBk5uSquREQkrtRVeldU1HIVeaG0XH0B+AewBLgZ2OkvOwKcH6G8EpombxYRkXijMa6iJ2jLlXOuHvix/6+jmrBn1AfosqCIiMQbTX0TPUGLKzObCRQDJ7bd3jl3UuTSSmwZObmtU+AkDxwY63REREQ0aXMUhdLn6j68y4FvAk2RTadvaDscw+AhQ2ObjIiICB9dFkzPzo5xJn1fKMVVpXPuuYhn0odk+PML1laWq7gSEZG4UFtRTlrWYJKSU2KdSp8XSnG12sx+BPwOONyy0Dm3IWJZRcCOdR+w9g/vUXPoMJl5qZx5+cmcMmNYROI1kKiIiMSb2opyMvzfTxJZoRRXM/z/p7VZ5oDZ4U8nMnas+4DVj2wn0OjNN11z6DAvPLyNQx/UcsK4vKDxpdsOsfEvJTQFXGv86ke2A3RaYGnyZhERiTe1leXqbxUlodwtmPDDLaz9w3uthVWLpoDjzed28eZzu3q0z0BjM2v/8F6nxVX64BwA6jS/oIiIxIm6inJGFI6PdRr9QpfFlZl93jn3azP7987WO+d+Erm0wqvm0OEu111+89Sg8X/46VvHtN/WKXB0WVBEROKAc47a8tBarqLZjSaejh1O3bVcZfj/Z0UjkUjKzEvttBDKzEvl+MLgb7Tu4ruSrlHaRUQkTjTW1xE40hi0z1VX3WgqDtQxanx+0OOUbC1jw592tetGE2p8b2K7iu+uC08kdVlcOef+n///96KXTmScefnJ7d4sAMkDB3Dm5SdHLD5Do7SLiEicCHV09q660bzx9Pu88fT7PTp2b+J7e+zuuvBEUneXBZd1F+icWxT+dCKj5UXtaVNhy3avPPEu9dVHGJSVwtmfGtttfHp2Dgd2/bP3yYuIiPRS6xhXQYqr7rrRXPrVyUGP8/TPNvU4vjex3cV395wipbvLgm/6/88ExgOP+4+vaLOuS2aWBrwEpPrHecI5992ep9o77w55k0dOu5sPaj9gWMYwCoYs5hTmHVP8yim/5KKXv8rrw5/juCFV3cZn5OSy6+3O+2qJiIhEU6gtV911gznx1OCX5noTH8ljR1uXEzc75x50zj0IjAXOd879zDn3M+ACYEoI+z4MzHbOTfa3v8jMzuh9ysfumZ3PUPxqMftq9+Fw7KvdR/GrxTyz85ljin//yD+oT64huTwzaHx6dk7rFDgiIiKxFOrUN2defjLWoTI41m40yQPb7yDU+N7EhiM+nEIZ52oEXqf2Q/7jTH9Zt5xzjo8mdk7x/7ke5Nhrd2+4m4amhnbLGpoauPP1O8lIyegi6iN3vn6nF29wKH0v+XXDaWhq4O4NdzPvpM5brzQFjoiIxIvainIGJCWTltn9PWqnzBjG3558l8P1TTQdae5xN5qedMMJVxeeeL9bsMUdwFtmttp/fC7eRM5BmVkS3iXEjwE/d86t62SbhcBCgFGjRoWy22P2Qe0HnS4vP1zOV1/46jHt61D6Poo+PAOcdblfaDOQqKbAERGRGKutqCAjJxcz63a7wJEm6qobeWf0q6wZ9tsed6PpaTeccHTh6U18uIQyiOivzOw5Phqp/VbnXNdVRfvYJmCKmeUAK81sgnNuS4dt7gXuBZg2bVpEWraGZQxjX+2+o5YXDCpg+QXLg8bf9NebOFh/EICy9L2kNKcyuCGfjIKu52dqud21VgOJiohIjNVWHGqd97Y7f3zjz+DS2JXyTrtuNECXV2raaulG03K16FjiexMbjvhw6u5uwdM6LCr1/x9hZiOOZW5B51yFma0BLgK2BNk87BaftrjdCw6QlpTG16d9nVPzTw0a//VpX2+NP5S+F4BhDSdy3WlXdBmT7r+J6yo1HIOIiMRWbUU5WQVDgm737BsvMJVLKPN/14HXjeYHr/2g26s1Le7bfF+n3XBCie9NbHfx3XXhiZTuWq5+3M26oHMLmtkQ4IhfWA0C/gW489hT7L2WF/XuDR81FS4+bXHIL3bLdv+97r85lP4BDse/5n+GeSfN7TImPdu7LKgpcEREJNZqK8oZ9rFTgm6XXJ7BkQGHqUw72G559ZFq7tpwV4+P35v43h47lMIs3LobRLS3cwoOBx70+10NAH7jnHu6l/vssXknzetV5TrvpHmckHUCn3v2cwzMhfy67vv0J6ekkJqRQa1arkREJIaam5uor6oKaeqbYYdHcyh9H1j7XjrD0ofx1IKngsZftvIyPqg7upgJJb43sd3GZ0S/Q3uXQzG0MLMUM1tkZk/4/24ys647G/mcc28756Y65yY55yY4574fnpRjZ2zuWAbYAI5k11C2tzbo9unZuWq5EhGRmKqvqsK5ZjKyuy+unHMcVz+KQxnt+yinJaWx5ONLSEtOC/pvyceXkJaU1qP43sR2F7/4tMW9ePV6JpS7BX+BN4zCPf7jq/1lX45UUvFqUPIgRg8ezcGKPdiuLAKNTSQPTOpy+4zsHE3eLCIiMRXqAKI15YdpbjAY00DKgBQCzYEed6PpSTeccHXh6Wl8OIVSXE33BwJt8YKZdT1GfR9XmFfIzj3bKHBFHNpXy9ATB3e5bXpOLgfe3xnF7ERERNoLdeqbst3e0JSlqe9y+ccu57tn9mxSld50wwlHF55YFFMdBb0sCDSZWevwpmZ2EtAUuZTiW1FeEe8lbQWgbE/3lwY1ebOIiMRaqC1XB/f4xVXKPxiXNy7iefVlobRc/Qew2sx2AgacCHwxolnFsaLcIqrSDmDJULa3pttt07NzaKyvI9DYSPLAgVHKUERE5CO15d4EK8HGuSrbXUNKjuNI8mHG54+PQmZ9VyiDiP7VzMYChXjF1XbnXPSnmI4ThXmFOHNYbiOH9nRfXLX8laApcEREJFZqK8sZOCidlNS0brc7uLuGxpxqkiyJsbljo5Rd39TdIKL/2sWqk80M59zvIpRTXMsflM/QQUOpzjrIwT2Z3W6b3jpKu6bAERGR2GiZ+qY7RxqbqPywjgNFpZycczKpSalRyq5v6q7l6rIOP7cdZMIB/bK4Aq/1au/enWRUjaC+upFBWZ1f8mudAkd3DIqISIzUVZQHLa4O7a3FOXg3aQtFeUVRyqzv6m4Q0dZ+VWb2VtvH/V1RXhHPD/gbYzmbsj01HF+U1+l26a2XBdWpXUREYqO2opwho0/qdpuWOwV3pbzDvPxZ0UirTwvlbkHwWqrEV5hXyIeDvKkWu7tjsO1lQRERkViorSgP2pn94O4aBgyEqtRDulMwDEItrqSNorwi6lOqGTCouds7BlumwKnTZUEREYmBI4cbaKyvCzo6+8Hd1TTn1mPmNSBI73TXof0pPmqxOsnM/th2vXPuE5FMLJ6dkHUC6SnpNGZXhzDWlabAERGR2Gj54767PlfOOcr21FIx4gNOHHwiGSkZUcqu7+quQ/vSNj//ONKJJJIBNoDCvEIOpu8hbXcurtlhA6zTbdNzcjR5s4iIxETrAKK5nfcNBqg+1EBjfYBdKe8wLl+XBMOhuw7tL0YzkURTmFvItqTtDGscT+XBenKGpne6XXp2Lgfefy/K2YmIiEBtefDR2Vs6s+9M3sbn8z4Zlbz6OvW56qGivCL2pf4TgEPdXBr0psCpiFJWIiIiHwll6puDfnF1KH0fRfkahiEcVFz1UFFeEYfSPwBct53aM3Jyaayv40hjvx3UXkREYqS2shyzAQwaPLjLbcr21GCDj3Ak6bDuFAyToMWVmV0RyrL+5mO5H8MlN+EGN1LWzTQ4LcMxqFO7iIhEW21FOYMGD2bAgKQutzm4u4aawWWMzBxJdmp2FLPru0JpufpGiMv6ldSkVMZkj6E682BIY11pOAYREYm22iCjsx853ETlgXr2pL6nVqsw6m4ohouBS4CRZraszarBQCDSiSWCorwi9gzcSfaukQQam0geePRfBi1vak2BIyIi0RZs6puyPTXgvM7sl+WfF73E+rjuWq72AuuBBuDNNv/+CMyNfGrxryiviNKB7+IcHNrXeevVR5cFNRyDiIhEV7BJm1u6tZSl71HLVRh1NxTDJmCTmT3qnDsSxZwSRmFeIWXpDwHeNDhDTzy6w2DrFDga60pERKLIOUdtRXnrPLedObi7BgY2U516SGNchVF3g4i2ON3MioET/e0NcM657meB7AeKcouoSjsASV1Pg5OckkJaRqb6XImISFQ11FTT3BQgM8gYV4ezKxmSPoSCQQVRzK5vC6W4ug+4Ge+SYFNk00ksOWk5HJd5HI3ZNRwKcsegJm8WEZFoavm901XLlXOOg3tq+HBoqVqtwiyU4qrSOfdcxDNJUEW5RRxM203Onq4r/vScHLVciYhIVAUbQLS6rIEjDU38M3k75+RNiGZqfV4oQzGsNrMfmdmZZnZay7+IZ5YgCvMK2ZXyLnVVjdRXN3a6TUZ2roorERGJqrogxVXLyOwH03er5SrMQmm5muH/P63NMgfMDn86iacor4hn0tcA3l0XxxcdPTlmeo4uC4qISHQFa7nyiivHofR9jM8bH8XM+r6gxZVz7vxoJJKovDsG9wLeHYOdFVcZ2bk01tdzpPEwKQNTo52iiIj0Q7WVFSSnDGTgoPRO15ftqSGQVU9mejrDMoZFObu+LZTpb44zs/vM7Dn/8Xgz+1LkU0sMIzNHkpTuaE490uUdg5oCR0REoq1lGAYz63T9wd01lGfsoyivqMttpGdC6XP1APBnYIT/eAewJEL5JJwBNoDC/EKqsw50OQ1O6yjtujQoIiJR4k19k9PpusaGAFUH6tk1cIf6W0VAKMVVgXPuN0AzgHMugIZkaMebBuefHNpbg2t2R63X/IIiIhJt3tQ3R3dVAVobAw4MKlV/qwgIpbiqNbN8vE7smNkZQGVEs0owhbmFfJhWQqCxmcqD9UetV3ElIiLRVtPNvIKt095k7FXLVQSEUlz9O958gieb2d+Ah4CvBgsysxPMbLWZbTOzv5vZ4l7mGreK8oo45HdqP9TJpUFNgSMiItHUFDhCQ3VVt3cKNg8M4DIaOSHrhChn1/eFcrfgBjM7FyjEm/rmnRDnGgwAX/Pjs4A3zewvzrmtvUs5/pycczJVGQdxOMr21nDS1CHt1rdMgVOrDu0iIhIFdZXeBaYuW652V1OTdYCi/CIGWCjtLHIsghZXZvavHRadYmaVwGbn3IddxTnn9gH7/J+rzWwbMBLoc8XVwKSBjMo/nsaM2tam1o7Ss3OoU8uViIhEQXdT37hmb9qb3Xk7GZenS4KREMogol8CzgRW+4/PA17DK7K+75x7ONgOzGw0MBVY17M0419RXhEHB+2mbM/QTtdn5GiUdhERiY6PBhDNOWpdVVk9gcPNfDiohLn5l0U5s/4hlLbAZmCcc+6TzrlPAuOBw3gjt/9nsGAzywSeBJY456o6Wb/QzNab2foDBw4cW/ZxpCiviH2p71P5YR2BxqNvptTkzSIiEi3djc7eMu1NWcZetVxFSCjF1Wjn3P42jz8ETnHOHQK67XtlZil4hdUjzrnfdbaNc+5e59w059y0IUOGdLZJQijKK+JQxj6cg0P7OunUrsmbRUQkSlrmFUzP7ry4cuaozSxjTPaYaKfWL4RyWfBlM3sa+K3/+FP+sgygoqsg84Z7vQ/Y5pz7SW8TjXen5J7SbhqcoScObre+dQqcww2kpKbFIkUREeknaivLScvIJDkl5ah1ZbtraMio4mMFJ5M8IJQyQI5VKK/qjcC/Amfj3S34oHPuCX9dd/MOzgSuBjab2UZ/2W3OuWd7mGtcy07NJiM/heakpk6nwak44DX+LbvmU2QVDOGcq65h3DmhTdu47eXVvPzYQ1SXHSQrv+CYYhUf2/hEzr2/xydy7v09PpFzD1f8ltWrCDQe5t4bv3hU/MHdNewftEvjW0VQKEMxOLxLe08CmNnZZvZz59yNQeJewSvG+o2i/EKqMw5yaE9Bu+XbXl7NthdfaH1cffAAz9+7HCDoB2bby6t5/t7lBBoPH3Os4mMbn8i59/f4RM69v8cncu7RiG+sD1Bd1sD+E0o4I29m0P1Jz4TUHmhmU4DPAFcC/wQ67T/V3xXlFbEtdRfD9hzfbvnLjz1EU6B997RA42FWP/RLBqZ3Plt5i9UP/bL1Q3KssYqPbXwi597f4xM59/4en8i5RzL+5cceYtw553OwdWT2PWq5iiDzGqY6WWF2CnAVXlFVBjwOfN05d2Kkkpk2bZpbv359pHYfcS+UvMB9j/yes3bN57qlZzMocyAAP77qMujidRYREYk4M7722FNsXrOblx7bwaMf/z6rr3uegUkDY51ZQjOzN51z0zou767lajvwMnCZc+4f/k5ujlB+fULbaXDK9tRyfKH3ps3KL6D64NHDTGTk5LLgP7/b7T5X3vm9TodwCCVW8bGNT+Tc+3t8Iufe3+MTOfdIxmfle91VDu6pIZBymBHHDVFhFUHdFVefxGu5Wm1mfwIeo5/1oTpWwzOGczjHG8qrbHcNxxd6t8Cec9U17a6BAyQPTOXcz1/HcSd9rNt9nvv563ocq/jYxidy7v09PpFz7+/xiZx7JOPPueoaAMpKazRZcxR0WVw551YCK/0hF+YDNwPHmdkvgJXOueejk2LiMDNGH3c8RwbWt7tjsKUTYk/u/uhNrOJjG5/Iuff3+ETOvb/HJ3LukY5vbnYc3FvN/rxdnKfiKqK67HPV6cZmecAVwJXOudnhTibR+1wB/PCNH1L1RA6Tc6dyxa3TY52OiIgIABX763jku6+x+uRH+da1NzFl6JRYp5TwuupzdUxTYTvnDjnn/l8kCqu+wptjcA9le2twzerELiIi8aFl2pvyjH2ckntKjLPp246puJLgCnMLKUvfS1Ojo6qsPtbpiIiIAFC2pwZnzWQfl0Z6SvBhHaTnVFyF2UnZJ1GV6d0ZWLbn6DkGRUREYuHg7hqq08s4ZejYWKfS56m4CrOUpBRyh6fjcJTtOXoaHBERkVj4sLSS/WkljMtTZ/ZIU3EVAWOHnkzNoHIVVyIiEhcO1x2hrvwIZRl7GZ8/Ptbp9HkqriKgKK+Ig2m7+XB3ZaxTERERaf1jvyx9D4V5hTHOpu9TcRUBRXlFlKXvpfpAI4HGplinIyIi/VzLnYKpQx2DBw6OcTZ9n4qrCDgl9xQOZewDB+Uf1MU6HRER6ecO7q6hMaWOk4aPinUq/YKKqwjIGphFSoHXYqV+VyIiEmsfllby4aDdjCtQZ/ZoUHEVISeMPI6mAQEOqrgSEZEYam52lO+toyxjj+4UjBIVVxFSVFDEoUH7OKBO7SIiEkOVH9bRHPA6sxflFcU6nX5BxVWEFOUVcSh9Lwd2V8c6FRER6cdaOrOTf5j8QfmxTaafUHEVIYV5hZSl7+NIjaO+pjHW6YiISD9VtruGZmti5AkFsU6l31BxFSHHpR9HY3YVoGlwREQkdvaXVlKetp9xQ3RJMFpUXEWImZF/fCagOwZFRCR2PiytoixjL+Py1Zk9WlRcRdDHho2mPrmGg+p3JSIiMdBQe4TGqmYOpetOwWhScRVBRQVep/a9JYdinYqIiPRDZX5n9sM51QxNHxrjbPoPFVcRVJRbxKH0fVTvP4xrdrFOR0RE+pmWOwWHnjAYM4txNv2HiqsIGp09msqMD3FHjKqy+linIyIi/cyHpZXUp1QzduSYWKfSr6i4iqDkAclkDksGdMegiIhE396SQ5Sl71V/qyhTcRVhI0cNwdGsOwZFRCSqmpuaqdl/hIPpe3SnYJSpuIqwwuPGUpVaxp5dB2OdioiI9CMV++uhyagbfIjjM4+PdTr9ioqrCBuXN45D6fs4sEfDMYiISPQc9H/v5IxMU2f2KFNxFWFjc8dyKH0fjYccgcamWKcjIiL9xIelVTRZgNGjRsQ6lX5HxVWEZaRkMKCgEZxR/kFdrNMREZF+Yvf7BykftJ9xQzXtTbRFrLgys/vN7EMz2xKpYySKgpFZgKbBERGR6CnfW0dZ+h7G542PdSr9TiRbrh4ALorg/hPGSaNOIGCN7CvVSO0iIhJ59TWNNNcMoCrrACcOPjHW6fQ7ESuunHMvAaomgHEFRZSn79cdgyIiEhUtI7NnHpdM0oCkGGfT/yTHOoH+oCiviD8N2EblzgA/v/4FMvNSOfPykzllxrCQ4nes+4C1f3iPmkOHjzlW8bGNT+Tc+3t8Iufe3+MTOfdwxb/0+A4ACt8+jx3rPjimeOk9cy5yc96Z2WjgaefchG62WQgsBBg1atTHd+3aFbF8YuWddft4/oEtDHAf/fWQPHAA53+uKOgbfse6D1j9yHYCjc3HHKv42MYncu79PT6Rc+/v8YmcezzEy7Exszedc9M6Lo95y5Vz7l7gXoBp06b1ydmNX/vDznaFFUCgsZmXfrODwJHmLqI8r678R7sPybHEKj628Ymce3+PT+Tc+3t8Iuceyfi1f3hPxVUUxbzlqq1p06a59evXRyyfWPn59S/EOgUREennblwxO9Yp9DlRb7kys/8FzgMKzGw38F3n3H2ROl48SxrcTFPV0fcODMhsYv5/TO029vc/eovmmqM7I4YSq/jYxidy7v09PpFz7+/xiZx7JOOTBgdv9ZLwiWjL1bHqqy1XX/zZYiZvu5iU5oGty44MaOTFkx7jH0Pe7Db2Ywc+zrk7r+pRrOJjG5/Iuff3+ETOvb/HJ3LukYzfNO45fvXVu4PGy7GJ2z5X/cGbg1dTcVIlM0ouJbMxl5qB5awb9TT/GPImt0y/pdvYH77xQ4AexSo+tvGJnHt/j0/k3Pt7fCLnHsn49wZvCBor4aOWqyiY88Qc9tXuO2r58IzhPP+p5yMWq/jYxidy7v09PpFz7+/xiZx7PMTLsemq5UpzC0bB4tMWk5aU1m5ZWlIai09bHNFYxcc2PpFz7+/xiZx7f49P5NzjIV7CQ5cFo2DeSfMAuHvD3XxQ+wHDMoax+LTFrcsjFav42MYncu79PT6Rc+/v8YmcezzES3josqCIiIhID+iyoIiIiEgUqLgSERERCSMVVyIiIiJhpOJKREREJIxUXImIiIiEkYorERERkTBScSUiIiISRiquRERERMJIxZWIiIhIGKm4EhEREQkjFVciIiIiYaTiSkRERCSMVFyJiIiIhJGKKxEREZEwUnElIiIiEkYqrkRERETCSMWViIiISBipuBIREREJIxVXIiIiImGk4kpEREQkjFRciYiIiISRiisRERGRMFJxJSIiIhJGKq5EREREwkjFlYiIiEgYqbgSERERCaPkSO7czC4C7gaSgF865+6I5PG681bxzaT/8Tma62BAOtR94mKmFv80IeITOff+Hp/Iuff3+ETOvb/HJ3Lu/T0+1rmHiznnIrNjsyRgB3AhsBt4A/iMc25rVzHTpk1z69evD3subxXfzKDfPodrso/yS3LUXxHaix7L+ETOvb/HJ3Lu/T0+kXPv7/GJnHt/j4917j1hZm8656YdtTyCxdWZQLFzbq7/+BsAzrn/7iomUsXVO6cV0VxnRy23gc1sPuvsoPETX30F13j0FdRoxHcbe2YIx17bdfzbIcRPiuP4ds+/i7fxxNe6Of4ZIRy/F/HdxW7uJLbjU+jNsYMef0YI75113Rw/hPhJkYpP6ez5H/35nvTay7gjXcWf02bJ0W+eSa+90nlsrJ97PMTH+r3Xi89dpD/z/Sn+6E+cpzffuZHKfUC6o3DD9qDxPRGL4upTwEXOuS/7j68GZjjnbuoqJlLF1baiIrp+K4iIiEjf5Ri3PbrFVST7XHVWzRxVyZnZQmAhwKhRoyKSyIB0aK7rZPmgZk56+L6g8Tuv/hLN9Z1Uw1GIj+ixHwoh/po4jn/4l+0X2tFvuZ2fP4b4zo5/9Zd7HN9t7K87Pvej/8jZ+fnu4kPIvZv4k0OIf6+7+EdCiP9cd8f/nxCO/5UQj9/5H4jvfa67+I7Hb//eiWju8Rbfyeem++ffy/dOL+ODvfcj+bnpNL7D67fzc91850Ti+McSH+7vvGP9zo3VuUsPGhp2kSyudgMntHl8PLC340bOuXuBe8FruYpEInWfuLjT67B1l19CyoTgTY11l18Ss/iIHntigsdPOKebyNjHdxt7ai+f+6m9yz25t/Hje3v8WbE9/vjujx/R3BM+PrbvvWDv/Uh+bhI+PtbfmbE6d5+4OGhsuEXysmAyXof2C4A9eB3aP+uc+3tXMZG6LAixvwMhke+eULzOXX+MT+Tc+3t8Iufe3+NjnfuxinqfK/+glwB34Q3FcL9z7gfdbR/J4kpEREQknGLR5wrn3LPAs5E8hoiIiEg80QjtIiIiImGk4kpEREQkjFRciYiIiISRiisRERGRMFJxJSIiIhJGKq5EREREwkjFlYiIiEgYRXQQ0WNlZgeAXUE2KwAORiEd6R2dp/inc5QYdJ4Sg85T/IvEOTrROTek48K4Kq5CYWbrOxsNVeKLzlP80zlKDDpPiUHnKf5F8xzpsqCIiIhIGKm4EhEREQmjRCyu7o11AhISnaf4p3OUGHSeEoPOU/yL2jlKuD5XIiIiIvEsEVuuREREROJWQhVXZnaRmb1jZv8ws1tjnY+AmZ1gZqvNbJuZ/d3MFvvL88zsL2b2rv9/bqxzFTCzJDN7y8ye9h/rPMUZM8sxsyfMbLv/uTpT5ym+mNnN/vfdFjP7XzNL0zmKPTO738w+NLMtbZZ1eV7M7Bt+PfGOmc0NZy4JU1yZWRLwc+BiYDzwGTMbH9usBAgAX3POjQPOAG70z8utwF+dc2OBv/qPJfYWA9vaPNZ5ij93A39yzhUBk/HOl85TnDCzkcAiYJpzbgKQBFyFzlE8eAC4qMOyTs+L/3vqKuBUP+Yev84Ii4QproDTgX8453Y65xqBx4DLY5xTv+ec2+ec2+D/XI33i2Ak3rl50N/sQWB+TBKUVmZ2PDAP+GWbxTpPccTMBgOzgPsAnHONzrkKdJ7iTTIwyMySgXRgLzpHMeecewk41GFxV+flcuAx59xh59w/gX/g1RlhkUjF1UigtM3j3f4yiRNmNhqYCqwDjnPO7QOvAAOGxjA18dwF3AI0t1mm8xRfTgIOAL/yL9/+0swy0HmKG865PcBSoATYB1Q6555H5yhedXVeIlpTJFJxZZ0s062OccLMMoEngSXOuapY5yPtmdmlwIfOuTdjnYt0Kxk4DfiFc24qUIsuL8UVv8/O5cAYYASQYWafj21W0gMRrSkSqbjaDZzQ5vHxeE2xEmNmloJXWD3inPudv3i/mQ331w8HPoxVfgLATOATZvY+3iX12Wb2a3Se4s1uYLdzbp3/+Am8YkvnKX78C/BP59wB59wR4HfAWegcxauuzktEa4pEKq7eAMaa2RgzG4jXEe2PMc6p3zMzw+sfss0595M2q/4IXOv/fC3wh2jnJh9xzn3DOXe8c2403mfnBefc59F5iivOuQ+AUjMr9BddAGxF5ymelABnmFm6//13AV5fU52j+NTVefkjcJWZpZrZGGAs8Hq4DppQg4ia2SV4/UaSgPudcz+IbUZiZmcDLwOb+agvz214/a5+A4zC+zK6wjnXsaOhxICZnQd83Tl3qZnlo/MUV8xsCt5NBwOBncAX8f4Q1nmKE2b2PeBKvLul3wK+DGSicxRTZva/wHlAAbAf+C7we7o4L2b2TeA6vPO4xDn3XNhySaTiSkRERCTeJdJlQREREZG4p+JKREREJIxUXImIiIiEkYorERERkTBScSUiIiISRiquRCQumFm+mW30/31gZnv8n2vM7J4IHvc8MzsrUvsXkf4nOdYJiIgAOOfKgCkAZlYM1Djnlkbh0OcBNcCrUTiWiPQDarkSkbjmtyw97f9cbGYPmtnzZva+mf2rmf3QzDab2Z/8qZgws4+b2Ytm9qaZ/bnN9BeLzGyrmb1tZo/5k41fD9zst5KdY2ZDzOxJM3vD/zezzbEfNrMXzOxdM/tKjF4SEYlzarkSkURzMnA+MB5YC3zSOXeLma0E5pnZM8DPgMudcwfM7ErgB3gjMd8KjHHOHTazHOdchZmtoE0rmZk9CvzUOfeKmY0C/gyM8489CTgDyADeMrNnnHOa41RE2lFxJSKJ5jnn3BEz24w3Fdaf/OWbgdFAITAB+Is39RtJwD5/m7eBR8zs93jTYnTmX4DxfizAYDPL8n/+g3OuHqg3s9XA6d3sR0T6KRVXIpJoDgM455rN7Ij7aA6vZrzvNAP+7pw7s5PYecAs4BPAt83s1E62GQCc6RdRrfxiq+N8YZo/TESOoj5XItLXvAMMMbMzAcwsxcxONbMBwAnOudXALUAO3mS71UBWm/jngZtaHvgTKbe43MzS/AmvzwPeiODzEJEEpeJKRPoU51wj8CngTjPbBGwEzsK7PPhr/3LiW3j9qiqAp4AFLR3agUXANL/T+1a8Du8tXgeeAV4Dbld/KxHpjH3Uoi4iIl2J8vAQIpLA1HIlIiIiEkZquRIREREJI7VciYiIiISRiisRERGRMFJxJSIiIhJGKq5EREREwkjFlYiIiEgYqbgSERERCaP/D+E3yE11O8YAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hydra_agent_value_plot(rdf,'Hydra Omnipool Value of Si, Ri, and H in H equivalent', len(rdf['timestep'])) #,2, 'i')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3CV7LEwl+L6UP2Pu7NSQPMxtNUOsw0cyKgDfcvdMPoZm9AlzZSXOLdMHMRgKrCTq29nR8p6QT1sisd/d/jzqWdBDWNr4KTHL3vb2wv98Dc9x91WEHJ/uF373vANntkijpJWZ2BcGFF/HW7kmSSomasDAxeKetOcUCsW3c4wiGI1gSUYhJK+wH8c8EVwmmTQImfc+DMcTG90YCFu5vuhIwSQZmNszMpoZNq+MIatgfjzouSbykTMLM7GcECdU4M1tvZl8gaCb6gpm9StCh8IKYIpcQJBHJWe0XkbCDZj3BuDXfiDgcEZFUNYCgG00DQb/l/6Vdv2ZJTUnbHCkiIiKSzJKyJkxEREQk2SkJExEREYlAvCPq9hsVFRU+evToqMMQERER6dbLL7+8zd0HdbQu6ZKw0aNHs3Tp0qjDEBEREemWmXU61ZeaI0VEREQioCRMREREJAJKwkREREQikHR9wkSk/9i7dy/r16+nubk56lAkRm5uLiNGjCA7OzvqUESkC0rCRKTH1q9fT2FhIaNHj8bMog5HAHdn+/btrF+/njFjxkQdjoh0Qc2RItJjzc3NlJeXKwHrR8yM8vJy1U6KJAElYSJyWJSA9T86JyLJQUlYO3ULFvDm6WewavwE3jz9DOoWLOiTsiIiIpJeEpaEmVmumf3VzF41s9fN7JsdbGNmdqeZvWVmfzOz4xIVTzzqFiyg+sabaNm4Edxp2biR6htviiuZOpyyItI/1dbWctddd3W5zeLFiznvvPP6KCIRSSWJ7Ji/Gzjd3RvNLBt43syedvcXYrY5Bxgb3k4Efhz+jcSW2+/A2/Wj8OZmNv3Ht2ltauq67Pd/0GHZLbffQfH55/d6rCLJ6DevbOB7v3uDjbVNVJbk8dWzxjHz2OFRh9WptiTsy1/+ctShiEgKSlgS5u4ONIYPs8Obt9vsAuCBcNsXzKzEzIa5e3Wi4urK3uqNdNSTorWujk03faPH+xSRIAG7/rHXaNq7D4ANtU1c/9hrAIeViM2cOZN169bR3NzMnDlzmD17Nvfccw+33norlZWVjB07lpycHObNm8fWrVu5/PLLqaqqAuCOO+5g6tSpzJ07l6qqKtauXUtVVRXXXHMNV199Nddddx1vv/02kydP5swzz+R73/tehzE0NjbyqU99ihUrVvDhD3+Yhx56SP2yRKRbCR2iwswygZeBDwL/5e4vtttkOLAu5vH6cFkkSVhNUSZldfsOWr69EH5yVdeXen9p3juUN3S8T5F08M0Fr7NyY32n61+pqmXPvtb3LWvau4+v/fpv/OyvVR2WmVBZxDfOP6rL4957772UlZXR1NTE8ccfz4wZM7j55ptZtmwZhYWFnH766RxzzDEAzJkzh2uvvZaTTz6ZqqoqzjrrLFatWgXA6tWrWbRoEQ0NDYwbN44rrriCW265hRUrVrB8+fIuY3jllVd4/fXXqaysZOrUqfz5z3/m5JNP7rKMiEhCkzB33wdMNrMS4HEzm+juK2I26ehfxfa1ZZjZbGA2wMiRIxMRKgAPnerMfgpyWw4sa86Ch04zBo8a33XZ097lS0/5wWVPdaYmKF6RZNI+AetuebzuvPNOHn/8cQDWrVvHgw8+yKmnnkpZWRkAF154IWvWrAFg4cKFrFy5cn/Z+vp6GhqC/55mzJhBTk4OOTk5DB48mM2bN8cdwwknnMCIESMAmDx5Mu+++66SMBHpVp8M1urutWa2GDgbiE3C1gNHxDweARzUfufudwN3A0yZMuWgJK23vH3CcH7Cej692Cmvh+1F8Mg0Y+0JI/j9tO93WXb6ttf4Cev5f4ucigZozIF7zjLWntB/+7uI9Kbuaqym3vJHNtQe3LdyeEkev/jSR3p0zMWLF7Nw4UKWLFnCwIEDmTZtGuPGjdtfu9Vea2srS5YsIS8v76B1OTk5++9nZmbS0tJy0DadOZyyIsmobsECttx+By3V1WQNG8bga685pP7PyV6+tyTy6shBYQ0YZpYHfBxY3W6zJ4B/DK+SPAmoi6o/GMCc4+bw8qR8rrwyi4uvz+LKK7N4eVI+c46bE3fZL1+ZyZ4sWHSMxV1WJB189axx5GW/v3k+LzuTr541rsf7rKuro7S0lIEDB7J69WpeeOEFdu3axbPPPktNTQ0tLS08+uij+7efPn068+bN2/+4u2bGwsLC/TVlIhI43NEAkr18b0pkTdgw4P6wX1gG8Et3f9LMLgdw9/nAU8C5wFvALuDzCYynWzOOnAHAD5f9kE07NzE0fyhzjpuzf3m8ZWvz11HelMXcj86Nq6xIOmjrfN+bV0eeffbZzJ8/n0mTJjFu3DhOOukkhg8fzg033MCJJ55IZWUlEyZMoLi4GAiaLq+88komTZpES0sLp5xyCvPnz+90/+Xl5UydOpWJEydyzjnndNoxXySddDqSwNxv0ryqfV3LwWp/8Yt+WT6K0QwsuDAxeUyZMsWXLl0adRhd+u0ZR5NfXMG0xxZFHYpIQq1atYrx47vuLxmFxsZGCgoKaGlpYdasWVx22WXMmjUr6rD6VH89N5L8Vo4fj3WQOjiQ0UFTf3utTU2ddgiPtLzBhE66MhwOM3vZ3ad0tE4TeCdAc1EuxXWN3W8oIgkxd+5cFi5cSHNzM9OnT2fmzJlRhySSMjobSWBbEcy5qvuKnR/Og0EdXEgddfkoRjNQEpYAe0vzyV23PeowRNLWbbfd1uv7fO2117j00kvftywnJ4cXX2w/8o5IautsJIFHphmfn9h9r6JHps3vcDSBqMtHMZqBkrAE8NIi8nZuxltasCy9xCKp4Oijj+62I79IOmgbSeDLTzpZrUENVNtIAvOPu7rb8tPXPtnpSATRlu/70QyUISRARnkZGQ77amrIGjQo6nBERER6zZzj5jC3eS51ixtZMcq467xMcjNzmRvnaABt5f981IHO8clUvjcpCUuAAYMGA9C4eQMlSsJERCSFzDhyBrhT8p2vUpsPw/KHxT2SwP7y9Gwkgv5QvjcpCUuAgYMrAajZ8A4lEydHG4yIiEgvO7v8ZNa0wpgxx3H9px465PIzjpxxWElP1OV7S8IGa01nBUOC6UsaNq/rZksREZHk07Q5GFc9W609h0VJWAKUVgaTfTdtPmgGJpH09rdfwu0TYW5J8Pdvv4w6oi7V1tZy11139cq+PvrRj/bKftrccccd7Nq1q1f3KRKvmo1rAcgbWhlxJMlNSVgClJePYHcW7N66JepQRPqPv/0SFlwNdesAD/4uuLpfJ2KHmoTt23fw2Elt/vKXv/RGSPspCZMo1VdXAVA49IhutpSuqE9YApTllbE6H1p37Ig6FJG+8/R1sOm1ztevfwn27X7/sr1N8L9Xwcv3d1xm6NFwzi1dHnbmzJmsW7eO5uZm5syZw+zZs7nnnnu49dZbqaysZOzYseTk5DBv3jy2bt3K5ZdfTlVV8ANyxx13MHXqVObOnUtVVRVr166lqqqKa665hquvvprrrruOt99+m8mTJ3PmmWd2OG3R4sWL+eY3v8mwYcNYvnw5K1eu7DDOgoICGhs7HsTZ3fna177G008/jZnx7//+71x00UUsXryY2267jSeffBKAq666iilTplBfX8/GjRs57bTTqKioYNEizc4hfWvnpg0UcqDlR3pGSVgCZGdk01CYRcGO2qhDEek/2idg3S2P07333ktZWRlNTU0cf/zxzJgxg5tvvplly5ZRWFjI6aefzjHHHAPAnDlzuPbaazn55JOpqqrirLPOYlU4Tcnq1atZtGgRDQ0NjBs3jiuuuIJbbrmFFStWdDs+2F//+ldWrFjBmDE9+0F67LHHWL58Oa+++irbtm3j+OOP55RTTul0+6uvvpof/OAHLFq0iIqKih4dU+Rw7N66iZwsGFwxMupQkpqSsATZXZRLSe3OqMMQ6Tvd1Fhx+8SwKbKd4iPg87/t8WHvvPNOHn/8cQDWrVvHgw8+yKmnnkpZWRkAF154IWvWrAFg4cKF76upqq+vp6GhAYAZM2aQk5NDTk4OgwcPZvPmzXHHcMIJJ/Q4AQN4/vnnueSSS8jMzGTIkCGceuqpvPTSSxQVFfV4nyKJtG/bdmrzYUKe/gk4HErCEmRvST65VZq6SGS/M24K+oDtbTqwLDsvWN5DixcvZuHChSxZsoSBAwcybdo0xo0bt792q73W1laWLFlCXgeT/Obk5Oy/n5mZSUtLy0HbdCY/P//Qg4/h3vF8d1lZWbS2tu5/3Nzc3OF2In1uRy0NhVlkZ2ZHHUlSU8f8BGktKyZvZwt+CF/kIilt0j/A+XcGNV9Y8Pf8O4PlPVRXV0dpaSkDBw5k9erVvPDCC+zatYtnn32WmpoaWlpaePTRR/dvP336dObNm7f/cXfNjIWFhftryhLplFNO4Re/+AX79u1j69atPPfcc5xwwgmMGjWKlStXsnv3burq6njmmWf6PDaRjmTVNNJcnBt1GElPNWEJkhlOXdSyYwfZgwdHHY5I/zDpHw4r6Wrv7LPPZv78+UyaNIlx48Zx0kknMXz4cG644QZOPPFEKisrmTBhAsXFxUDQdHnllVcyadIkWlpaOOWUU5g/f36n+y8vL2fq1KlMnDiRc845p8OO+b1h1qxZLFmyhGOOOQYz47vf/S5Dhw4F4B/+4R+YNGkSY8eO5dhjj91fZvbs2ZxzzjkMGzZMHfOlz+XVNbH3SI0Rdriss2rw/mrKlCm+dOnSqMPo1uP//XU+9P0nGParRyg5+tjuC4gkoVWrVjF+/PiowzhIY2MjBQUFtLS0MGvWLC677DJmzZoVdVh9qr+eG0l+vmcPqycdwyuf+BCf/u7jUYfT75nZy+4+paN1ao5MkIFDhgFQs/GdiCMRST9z585l8uTJTJw4kTFjxjBz5syoQxJJGXu3B/2dM8vLI44k+ak5MkEKhwaX7dZv0tRFIn3ttttu6/V9vvbaa1x66aXvW5aTk8OLL764//H27ds544wzDir7zDPPUF5eHtc+RPq7xvB3LWfwkIgjSX5KwhKkdNhoAJq2VEcbiIj0iqOPPrrbjvzl5eVdbhPPPkT6u7YWnoFDNGXR4VJzZIKUl4+gORv2bI1/rCEREZH+rm3KouLK0dEGkgKUhCVIaW4pdfmwb7umLhIRkdTRHLbwlA07MuJIkp+SsATJzsimsSALq6mLOhQREZFes2fLFhpyYVDxsKhDSXpKwhKouTiX7JqOJ+wVERFJRr59B3UFRlGOptU6XErCEqilJJ+c+sObnFgklfx27W+Z/uvpTLp/EtN/PZ3fru35nJF9oba2lrvuuqvX9nfuuedSW1vba/sTiULGjnp2Fg0gw5RCHC69ggnkpcXk7WrB9+6NOhSRyP127W+Z+5e5VO+sxnGqd1Yz9y9z+3Ui1ttJ2FNPPUVJSUmv7U8kCtl1O9ldfPD8q3LoNERFAmWWl5PhsHfHDgYM0Xgqktpu/eutrN6xutP1f9v6N/a07nnfsuZ9zdz055v49Zpfd1jmQ2Uf4usnfL3L486cOZN169bR3NzMnDlzmD17Nvfccw+33norlZWVjB07lpycHObNm8fWrVu5/PLLqaoKru664447mDp1KnPnzqWqqoq1a9dSVVXFNddcw9VXX811113H22+/zeTJkznzzDM7nLaourqaiy66iPr6elpaWvjxj3/Mxz72sQ5jHT16NEuXLqWioqLL5yTSX7k7A+t20zpJ0/H1BiVhCTRgUPAm3bl5vZIwSXvtE7Dulsfr3nvvpaysjKamJo4//nhmzJjBzTffzLJlyygsLOT000/nmGOOAWDOnDlce+21nHzyyVRVVXHWWWexatUqAFavXs2iRYtoaGhg3LhxXHHFFdxyyy2sWLGiy7G9HnnkEc466yz+7d/+jX379rFr167Dej4i/Vnrzl0M2OtQXhp1KClBSVgC5YUD2dVUv0vppA9HHI1IYnVXYzX919Op3nnw4MXD8ofx07N/2uPj3nnnnTz+eDB/3bp163jwwQc59dRTKSsrA+DCCy9kzZo1ACxcuJCVK1fuL1tfX09DQwMAM2bMICcnh5ycHAYPHszmzfGN8Xf88cdz2WWXsXfvXmbOnMnkyZN7/FxE+rs9WzYBkD1Ik3f3BvUJS6CioUcAB6Z4EElnc46bQ25m7vuW5WbmMue4OT3e5+LFi1m4cCFLlizh1Vdf5dhjj2XcuHGdbt/a2sqSJUtYvnw5y5cvZ8OGDRQWFgLB9EFtMjMzaWlpiSuGU045heeee47hw4dz6aWX8sADD/T4+Yj0d22j5ecO0fAUvUFJWAKVhFMX7dq8MdpARPqBGUfOYO5H5zIsfxiGMSx/GHM/OpcZR87o8T7r6uooLS1l4MCBrF69mhdeeIFdu3bx7LPPUlNTQ0tLC48++uj+7adPn868efP2P+5uCqHCwsL9NWWdee+99xg8eDBf/OIX+cIXvsCyZct6/HxE+ru66vcAKBg6IuJIUoOaIxOoomwE67Nhz7atUYci0i/MOHLGYSVd7Z199tnMnz+fSZMmMW7cOE466SSGDx/ODTfcwIknnkhlZSUTJkyguLgYCJour7zySiZNmkRLSwunnHIK8+fP73T/5eXlTJ06lYkTJ3LOOed02DF/8eLFfO973yM7O5uCggLVhElK27lpPfkcqGSQw2PuHnUMh2TKlCm+dOnSqMOIS0trC3/66NEwYSyn3ftE1OGI9LpVq1Yxfvz4qMM4SGNjIwUFBbS0tDBr1iwuu+wyZs2aFXVYfaq/nhtJbs/feAXFjy6meMn/MbJ4VNThJAUze9ndp3S0LmHNkWZ2hJktMrNVZva6mR3U8cPMpplZnZktD283JSqeKGRlZLGzUFMXifS1uXPnMnnyZCZOnMiYMWOYOXNm1CGJpISWbVupy4dB+RqiojcksjmyBfgXd19mZoXAy2b2B3df2W67P7n7eQmMI1LNRbmU7tgZdRgiaeW2227r9X2+9tprXHrppe9blpOTw4svvnjQtieeeCK7d79/towHH3yQo48+utfjEulT22tpKMgkL0uDtfaGhCVh7l4NVIf3G8xsFTAcaJ+EpbSWkgJy31WfMJFkd/TRR3fbkb9NR4mZSCrIqmlgV3FO9xtKXPrk6kgzGw0cC3T0zfQRM3vVzJ42s6P6Ip6+5GXFDNy5T1MXiYhI0supa2JvSX7UYaSMhCdhZlYAPApc4+717VYvA0a5+zHAj4DfdLKP2Wa21MyWbt2aXLVKGeXlQDB1kYiISLLyffsY2LCX1rLiqENJGQlNwswsmyABe9jdH2u/3t3r3b0xvP8UkG1mB02q5u53u/sUd58yKMlG6c1pm7po0/qIIxEREem5fTU1ZDhkVpRHHUrKSOTVkQbcA6xy9x90ss3QcDvM7IQwnu2JiikKAwcHowrXVL8TcSQiIiI9t3PTBuDAvMhy+BJZEzYVuBQ4PWYIinPN7HIzuzzc5lPACjN7FbgTuNiTbeCybhQOHQlAg6YuEqFuwQLePP0MVo2fwJunn0HdggVRh9Sl2tpa7rrrri63effdd3nkkUe63dfy5ct56qmnut1u8eLFnHdeyl4wLklsx8a1AAwM50WWw5ewJMzdn3d3c/dJ7j45vD3l7vPdfX64zTx3P8rdj3H3k9z9L4mKJyqllWMAaNpy8MTFIumkbsECqm+8iZaNG8Gdlo0bqb7xpn6diEWRhIn0Vw3VVQAUDtMgrb1F0xYlWEXZcNZlw+6tW6IORSShNn3nO+xetbrT9U2vvorv2fO+Zd7cTPW//Tu1v/xVh2Vyxn+IoTfc0OVxZ86cybp162hubmbOnDnMnj2be+65h1tvvZXKykrGjh1LTk4O8+bNY+vWrVx++eVUVQU/JnfccQdTp05l7ty5VFVVsXbtWqqqqrjmmmu4+uqrue6663j77beZPHkyZ555ZofTFl133XWsWrWKyZMn89nPfpYrrriCK664gqVLl5KVlcUPfvADpk6dyk033URTUxPPP/88119/PWPGjOGaa66hqamJvLw8fvrTn3Y5+bhI1HZt3kAxByoX5PApCUuwkpwSXssHtuvqSElv7ROw7pbH695776WsrIympiaOP/54ZsyYwc0338yyZcsoLCzk9NNP55hjjgFgzpw5XHvttZx88slUVVVx1llnsWrVKgBWr17NokWLaGhoYNy4cVxxxRXccsstrFixosvxwW655RZuu+02nnzySQC+//3vA8HgrqtXr2b69OmsWbOGb33rWyxdunT/BOL19fU899xzZGVlsXDhQm644Yb3TTYu0t/s2bKFXQNgVJkm7+4tSsISLJi6KJuCHZq6SFJbdzVWb55+RtAU2U5WZSWjHuz5pNd33nknjz/+OADr1q3jwQcf5NRTT6WsrAyACy+8kDVr1gCwcOFCVq48MF50fX09DQ0NAMyYMYOcnBxycnIYPHgwmzdv7lE8zz//PF/5ylcA+NCHPsSoUaP2Hz9WXV0dn/3sZ3nzzTcxM/ZqLEHp51q3b6euAEpzSqMOJWX0yWCt6a65OJfsOk1dJOlt8LXXYLm571tmubkMvvaaHu9z8eLFLFy4kCVLlvDqq69y7LHHdtmk19raypIlS1i+fDnLly9nw4YNFBYWAsEURG0yMzNpaWnpUUzxXlt04403ctppp7FixQoWLFhAc3Nzj44n0ldsRx2NhdlkZmRGHUrKUBLWB/aW5JNbpy9YSW/F55/PsJu/RVZlJZiRVVnJsJu/RfH55/d4n3V1dZSWljJw4EBWr17NCy+8wK5du3j22WepqamhpaXlfU1806dP398cCHQ7DVFhYeH+mrJ4tznllFN4+OGHAVizZg1VVVWMGzfuoO3q6uoYPnw4APfdd1+8T1kkMtm1O9ldrDkje5OSsL5QWsLAXZq6SKT4/PMZ+8dnGL9qJWP/+MxhJWAAZ599Ni0tLUyaNIkbb7yRk046ieHDh3PDDTdw4okn8vGPf5wJEyZQXByM8H3nnXeydOlSJk2axIQJE5g/f36X+y8vL2fq1KlMnDiRr371qx1uM2nSJLKysjjmmGO4/fbb+fKXv8y+ffs4+uijueiii7jvvvvIycnhtNNOY+XKlUyePJlf/OIXfO1rX+P6669n6tSp7Nu377BeB5G+kFfXTEtpYdRhpBRLtmG5pkyZ4kuXLo06jEPyy1u+wNH3/YUPLF7EgKFDow5HpNesWrWK8ePHRx3GQRobGykoKKClpYVZs2Zx2WWXMWvWrKjD6lP99dxIcmptbuaNycey/O+P4pLv/DrqcJKKmb3s7lM6WqeasD4wYPAQABo1dZFIn5g7dy6TJ09m4sSJjBkzhpkzZ0YdkkhS2xMOs5RZcdDMgnIYdHVkH8gfHIwuXFv9DmWTO0yGRaQX3Xbbbb2+z9dee41LL730fctycnJ48cUXe/1YIv1N/cb3AMgdrNac3qQkrA8UDjkCgHpNXSSStI4++uhuO/KLpKraje8CkD9EY4T1JjVH9oGSytGApi6S1JRs/UrTgc6J9LbGzUElQnGlpizqTUrC+kBF2XCaBsDerVujDkWkV+Xm5rJ9+3b96Pcj7s727dvJbTcmm8jhaNpcTStQPvTIqENJKWqO7AOlOaXh1EXbow5FpFeNGDGC9evXs1X/YPQrubm5jBihZiPpPXu3baV+IIwqHBJ1KClFSVgfyMzIpLEwm8Ka+qhDEelV2dnZjBmjyXxFUt62GuoKM8jPzo86kpSi5sg+srsol+xaTV0kIiLJJ7Omnl1FAzCzqENJKUrC+khLSQG59Zq6SEREks+Aul3sKVEtWG9TEtZHvKw4mLpoz56oQxEREYmbuzOwfg+tpUVRh5JylIT1kczycgD2qnO+iIgkkda6OrL2QUZ5WdShpBwlYX0kZ9BgABo2a8BWERFJHs2bNwGQPWhQxJGkHiVhfSRvSDh1UTjqsIiISDLYsXEtAHlDKyOOJPUoCesjRUODqYsaNHWRiIgkkfrqYN7IwvB3THqPkrA+UjIsGEtJUxeJiEgy2blpAwCllRoTsLcpCesjFaWV7BoAezSyuIiIJJHdWzexJwvKK0ZGHUrKURLWR0pzSqnLh9btO6IORUREJG77tm2nNh8q8iqiDiXldJuEWeAzZnZT+HikmZ2Q+NBSS2ZGJjsLs7FaTV0kIiJJZEctDYVZZGdmRx1JyomnJuwu4CPAJeHjBuC/EhZRCmsuzmVATWPUYYiIiMQtq6aR5uLcqMNISfEkYSe6+5VAM4C71wADEhpVitpXUkBu/e6owxAREYlbXl0Te0sLog4jJcWThO01s0zAAcxsENCa0KhSlJeWkNe0j1ZNXSQiIknA9+xh4M59eFlJ1KGkpHiSsDuBx4HBZvZt4HngOwmNKkVlVgRTF7Vs2xZxJCIiIt1rm2qvbeo96V1Z3W3g7g+b2cvAGYABM919VcIjS0FtUxfVb15HRaVGHhYRkf6tMRxgPGfwkIgjSU3xXB05EtgFLACeAHaGy+QQ5Q0eBmjqIhERSQ41G98BYOAQVRwkQrc1YcBvCfqDGZALjAHeAI5KYFwpqWhYkLs2auoiERFJAvXVVeQCxZWjow4lJXVbE+buR7v7pPDvWOAEgn5hXTKzI8xskZmtMrPXzWxOB9uYmd1pZm+Z2d/M7LiePY3kUBpOXbRrq6YuEhGR/q85nGqvbNiREUeSmg55xHx3XwYcH8emLcC/uPt44CTgSjOb0G6bc4Cx4W028ONDjSeZVJQEUxft1dRFIiKSBPZs2UJDLgwqHhZ1KCmp2+ZIM/vnmIcZwHFAt1mEu1cD1eH9BjNbBQwHVsZsdgHwgLs78IKZlZjZsLBsyinJKaGuAExTF4mISBLw7TuoKzCKcoqiDiUlxVMTVhhzyyHoI3bBoRzEzEYDxwIvtls1HIjtILU+XJaSMjMy2VmQTUaNpi4SEZH+L2NHPTuLBpBhmmo6EeIZouKbh3MAMysAHgWucff22Yd1dMgO9jGboLmSkSOT+8LM5uI8yrbsjDoMERGRbmXX7WT3EXlRh5GyOk3CzGwBHSREbdz9E93t3MyyCRKwh939sQ42WQ8cEfN4BLCxg2PdDdwNMGXKlE5jSgb7SgrIe2tz1GGIiIh0yd0ZWLeb1kmDow4lZXVVE3bb4ezYzAy4B1jl7j/oZLMngKvM7OfAiUBdqvYH26+smLymjbTu2UPGAE3BKSIi/VPrzl0M2OtQXhp1KCmr0yTM3Z89zH1PBS4FXjOz5eGyG4CR4f7nA08B5wJvEQwI+/nDPGa/l1FRAQRTFw3QqPkiItJP7dkStNpkDxoUcSSpK56rI8cC/wlMIBisFQB373LQEHd/no77fMVu48CVcUWaIvZPXbSpSlMXiYhIv1WzcS0AuUM0PEWixHO5w08Jxu9qAU4DHgAeTGRQqWzg4CDxqql+N9pAREREulBX/R4ABUNHRBxJ6oonCctz92cAc/f33H0ucHpiw0pdhUOD6xAaN62POBIREZHO7Qx/p0qGjY42kBQWz9yRzWaWAbxpZlcBGwBdKtFDZZVHsg9o2pLa1x+IiEhya96yiZwMKBsyKupQUlanNWFmNiS8ew0wELga+DDwGeCzCY8sRVWUDGNXDuzdpqmLRESk/2rZtpW6fBiUr3qXROmqJuxVM3sN+Bmwxt3XkwZXLyZaSU4JtflGhqYuEhGR/mx7LQ0FmeRlabDWROmqT9hwgrHCPgasMbPfmNlFZqazcRgyLINdhdlk7NDURSIi0n9l1TSwqzgn6jBSWqdJmLvvc/ffufvnCUa1/ykwE3jHzB7uo/hSUnNxLtl1mrpIRET6r5y6JvaW5EcdRkqLa0ZOd98DrARWAfUEY4ZJD7WUFJBbvzvqMERERDrk+/YxsGEvrWXFUYeS0rpMwsxspJl91cyWAU8CmcAF7n5sn0SXqspKyGvaR+tuJWIiItL/7KupIcMhs6I86lBSWlcTeP+FoF/Yr4DZ7r60z6JKcZnlwZu6Zds2BgwfHnE0IiIi77dz0wYABgzSlZGJ1NXVkdcDz4VTC0kvapu6qG5TFYOUhImISD+zI5yyaOAQTa+XSF11zH9WCVhi5A8JEq9aTV0kIiL9UEN1FQCFw0ZGHElqi6tjvvQuTV0kIiL92a7NQXNkaeWREUeS2pSERaB02BgAmrZsijgSERGRg+3ZsoVdA2BQmSbvTqRukzAzm2NmRRa4x8yWmdn0vgguVQ0qqWRnDuzdtiXqUERERA7Sun07dQVQmlMadSgpLZ6asMvcvR6YDgwimLroloRGleKKc4qpyzdaNXWRiIj0Q7ajjsbCbDIzMqMOJaXFk4RZ+Pdc4Kfu/mrMMumBDMtgZ2E2GTWaukhERPqf7Nqd7C7WLIWJFk8S9rKZ/Z4gCfudmRUCrYkNK/XtLs4ju3ZX1GGIiIgcJK+umZbSwqjDSHldjRPW5gvAZGCtu+8ys3KCJkk5DC0l+eStUcd8ERHpX1qbm8ltboWykqhDSXnxJGGTw79Hmu1vhawzsyx3b0lIVOmgrITc5o207t5NRo5mqRcRkf5hz9bgorHMQRURR5L64knC7gKOA/5G0BdsYni/3Mwud/ffJzC+lJVVEby5W7ZuZcAIXQIsIiL9Q/3G9wDIHTw04khSXzx9wt4FjnX3Ke7+YeBYYAXwceC7CYwtpQ2oODB1kYiISH9Ru/FdAPKHqIIg0eJJwj7k7q+3PXD3lQRJ2drEhZX68ocG83HVVr8XcSQiIiIHNG5eB0Bx5aiII0l98TRHvmFmPwZ+Hj6+CFhjZjnA3oRFluKKhgZv7rY3u4iISH/QtKWaHKB8qKYsSrR4asI+B7wFXANcC6wNl+0FTktQXCmvdOhoQFMXiYhI/7J361bqB8KgwiFRh5Lyuq0Jc/cm4Pvhrb3GXo8oTVSUDOOt3ODNLiIi0m9sq6GuMIP87PyoI0l53SZhZjYVmAuMit3e3VVPeRiKc4qpH2hkaOoiERHpRzJr6tlVNICYYakkQeLpE3YPQTPky8C+xIaTPtqmLirW1EUiItKPDKjbxZ4ParT8vhBPElbn7k8nPJI0tLskj+zqnVGHISIiAoC7M7B+D62lRVGHkhbiScIWmdn3gMeA3W0L3X1ZwqJKEy0lBeS9UR11GCIiIgC01tWRtQ8yysuiDiUtxJOEnRj+nRKzzIHTez+cNFNaQm7zBk1dJCIi/ULz5uCK/exBgyKOJD3Ec3WkhqFIkMxB5YCmLhIRkf5hx8ZgHPa8IZURR5IeOk3CzOwz7v6Qmf1zR+vd/Qdd7djM7gXOA7a4+8QO1k8D/hd4J1z0mLt/K864U0LuoGAMlrrq9xikJExERCJWX/0eGUDhsCOiDiUtdDVYa9sAIYWd3LpzH3B2N9v8yd0nh7e0SsAABg7W1EUiItJ/7Ny0AYDSyjERR5IeOq0Jc/efhH+/2ZMdu/tzZja6h3GlhaJhIwFo3Lw+4khERERg99ZN5GTB4IqRUYeSFrpqjryzq4LufnUvHP8jZvYqsBH419iJwtNB2bAj2UswT5eIiEjU9m3bTm0+jM8rjzqUtNBVc+TL4S0XOA54M7xNpncGbV0GjHL3Y4AfAb/pbEMzm21mS81s6dYUmuanomgojbmwd1vqPCcREUliO2ppKMxiQOaAqCNJC50mYe5+v7vfD4wFTnP3H7n7j4AzCBKxw+Lu9e7eGN5/Csg2s4pOtr3b3ae4+5RBKXTZbFFOEXX5Rus2TV0kIiLRy6pppLk4N+ow0kZXNWFtKnl/R/yCcNlhMbOhFk5MZWYnhLFsP9z9JpMMy2BXYTYZtZq6SEREopdb18zekoKow0gb8QzWegvwipktCh+fSjChd5fM7GfANKDCzNYD3wCyAdx9PvAp4AozawGagIvd3Q/1CSS73cV5ZG/cFXUYIiKS5nzPHvJ3tuDlJVGHkjbiGaz1p2b2NAdGzr/O3TfFUe6SbtbPA+bFFWUKayktIG+1OuaLiEi09m4PGqMyy9Upv690dXXkce0WrQv/VppZpeaO7CVlJeTu3kBrczMZuWqHFxGRaDRuCn7mcwYPiTiS9NFVTdj3u1inuSN7SVZ5cC3C3m1byRmhEYpFRCQaNRuDCWwGasqiPtPVYK2aM7IP5LRNXbTxPQYrCRMRkYg0VK8jByiuHB11KGmj26sjzSzbzK42s1+Ht6vMLLsvgksH+UOGA1Bb/W60gYiISFpr2rIRCAYSl74RzxAVPwY+DNwV3j4cLpNeUDQ0qP1q3Lwh4khERCSd7dm6hYZcGFQ8LOpQ0kY8Q1QcH45q3+aP4VRD0gtKh41hL9CsqYtERCRCvm0HdQVGUU5R1KGkjXhqwvaZ2QfaHpjZkfTOtEVC8B9HYy7s0dRFIiISoYwd9ewsGkCGxZMaSG+Ipybsq8AiM1sLGDAK+HxCo0ojRQOCqYsyt9dEHYqIiKSx7Lqd7D4iL+ow0ko8g7U+Y2ZjgXEESdhqd9+d8MjShJmxsyibkhpNXSQiItFwdwbW7aZ10uCoQ0krXQ3W+vedrPqAmeHujyUoprSzpziPARs0dZGIiESjdecuBux1KC+NOpS00lVN2Pnt7i+IeeyAkrBe0lJSSO6qjVGHISIiaWrPls0AZA8aFHEk6aWrwVr39/sys1diH0vvsrIScnevp7WpiYw8tceLiEjfqtm4FoDcIRqeoi/FewmEJzSKNJdZEUxdpCskRUQkCnXV7wFQMHRExJGkF12H2g/kVAQdIds+BCIiIn1p56b1AJQMGx1tIGmmq475CzhQA3akmT0Ru97dP5HIwNJJ238edRvfZQgfizgaERFJN81bNpGTAWVDRkUdSlrpqmP+bTH3v5/oQNJZ0dCRADRuXh9xJCIiko5atm2lLh8+mK8hKvpSVx3zn+3LQNJZ6bDR7AGatm6KOhQREUlH22tpKMgkL0sXh/Ul9QnrByqKhtKQCy1b1TFfRET6XmZNA01FOVGHkXaUhPUDRQOKqC8wWndo6iIREel7uXVN7CnNjzqMtNNtEmZmF8azTHrOzNhZmE1GTUPUoYiISJrxffsY2LCX1rLiqENJO/HUhF0f5zI5DLuLBzKgdmfUYYiISJrZV1NDhkNmRXnUoaSdroaoOAc4FxhuZnfGrCoCWhIdWLrZV1pA3ipN4i0iIn1r56YNAAwYpCsj+1pXQ1RsBJYCnwBejlneAFybyKDSUlkpObvX07prFxkDB0YdjYiIpIm2KYvyBldGHEn66WqIileBV83sEXff24cxpaXs8gNTF+WO1GB5IiLSN+qrq8gGiipHRh1K2omnT9gJZvYHM1tjZmvN7B0zW5vwyNJMzuAhANRq6iIREelDuzZvBKC08siII0k/XTVHtrmHoPnxZWBfYsNJX/lDgmrguur3GBpxLCIikj72bNnMrgEwqkyTd/e1eJKwOnd/OuGRpLm2qYt2auoiERHpQ63bt1NXAKU5pVGHknbiScIWmdn3gMeA3W0L3X1ZwqJKQ6WVY4Kpi7ZURx2KiIikEdtRR2NhNpkZmVGHknbiScJODP9OiVnmwOm9H076qigYwuo82LttW9ShiIhIGsmu3cnuIZozMgrdJmHuflpfBJLuigYUUZ9vZG3X1EUiItJ38uqaafnQsKjDSEvxTFs0xMzuMbOnw8cTzOwLiQ8tvZgZuwoHkFGjAVtFRKRvtDY3k9vcCmUlUYeSluIZouI+4HdA2yhua4BrEhRPWttdkseAul1RhyEiImliz9YtAGQOqog4kvQUTxJW4e6/BFoB3L2FOIaqMLN7zWyLma3oZL2Z2Z1m9paZ/c3MjjukyFPQvpJC8ur3RB2GiIikifqNwdiUuYM1OFIU4knCdppZOUFnfMzsJKAujnL3AWd3sf4cYGx4mw38OI59pjQrKyFnTyutu1QbJiIiiVe78V0A8odojLAoxJOE/TPwBPABM/sz8ADwle4KuftzwI4uNrkAeMADLwAlZpbWPQMzKw5MXSQiIpJojZvXAVBcqenyohDP1ZHLzOxUYBxgwBu9NJfkcGBdzOP14bK0HSgrd1A4ddHGdxmq+SNFRCTBmrZUkwOUDR0TdShpqdskzMz+vt2ivzOzOuA1d99yGMe2DpZ5JzHMJmiyZOTI1J1g9MDURe8ylFMjjkZERFLd3q1bqR8IowrVJywK8QzW+gXgI8Ci8PE04AWCZOxb7v5gD4+9Hjgi5vEIYGNHG7r73cDdAFOmTOkwUUsFRcOC2q/GzRsijkRERNKBb6+hviCD/Oz8qENJS/H0CWsFxrv7J939k8AEgumLTgS+fhjHfgL4x/AqyZMI5qhM26ZIgLJhQXVw85ZNEUciIiLpIGtHPTuLB2DWUeOUJFo8NWGj3X1zzOMtwN+5+w4z67RvmJn9jKDWrMLM1gPfALIB3H0+8BRwLvAWsAv4fI+eQQqpKBzCKk1dJCIifWRA3S72fLAw6jDSVjxJ2J/M7EngV+HjT4XL8oHazgq5+yVd7dTdHbgyzjjTQmF2IXUFRvYOTV0kIiKJ5e4MrN9Da2lR1KGkrXiaI68EfgpMBo4F7nf3K9x9p+aV7F31Tz7J0BpnyNJ3efP0M6hbsOCQytctWMCbp5/BqvETVP4Qyydz7MlePpljT/fyyRx7upevW7CAt047nax9cNTzGw752NI7LKiQOoQCZicDl7h7JLVYU6ZM8aVLl0Zx6ISqW7CA6htvwpub9y+z3FyG3fwtis8/X+UTWD6ZY0/28skce7qXT+bY07384R5bDo2ZvezuUzpcF08SZmaTgUuAi4B3gMfc/Ue9GWS8UjUJe/P0M2jZePDFoRkFBZRe0mXLLgA1P/sZrY2NKt+D8skce7KXT+bY071812UvjuPYP1f5iMp3VjarspKxf3ym22PLoelREmZmfwdcTJB8bQd+Afyru0c6imiqJmErx4/HOjgVDmRkZ3dbvnXv3k4HXlP5rssnc+zJXj6ZY0/38l2WHTCg+2Pv2aPyEZXvtKzBhFWruj22HJqukrCuOuavBv4EnO/ub4U7ujYB8QlQU5RJWd3B86JvK4Jrv9L9l+ntP9rLoPqDl6t89+WTOfZkL5/Msad7+a7Ldn/N1+0/2qPyEZXvrGxNUWa3x5Xe1dWZ+iRBTdgiM/s/4Od0PMq99IKHTnVmPwW5LQeWNWfBI9OMz0z4TLflH5n233zpKVf5HpRP5tiTvXwyx57u5ZM59nQv31nZh051pnZ7ZOlNnSZh7v448Hg4FMVM4FpgiJn9GHjc3X/fNyGmh7dPGM5PWM+nFzvl9bC9KPgwrT1hBPM/3H0F5PR3nlb5HpZP5tiTvXwyx57u5ZM59nQv33nZ4d0eV3pXPBN47wQeBh42szLgQuA6QElYL5pz3BzmNs/lz0cduFolNzOXucfNUfkEl0/m2JO9fDLHnu7lkzn2dC9/uMeW3hPPYK37ufsO4CfhTXrRjCNnAPDDZT9k085NDM0fypzj5uxfrvKJK5/MsSd7+WSOPd3LJ3Ps6V7+cI8tveeQxwmLWqpeHSkiIiKpp6urI+MZMV9EREREepmSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIJDQJM7OzzewNM3vLzK7rYP00M6szs+Xh7aZExiMiIiLSX2Qlasdmlgn8F3AmsB54ycyecPeV7Tb9k7ufl6g4RERERPqjRNaEnQC85e5r3X0P8HPgggQeT0RERCRpJDIJGw6si3m8PlzW3kfM7FUze9rMjkpgPCIiIiL9RsKaIwHrYJm3e7wMGOXujWZ2LvAbYOxBOzKbDcwGGDlyZC+HKSIiItL3ElkTth44IubxCGBj7AbuXu/ujeH9p4BsM6tovyN3v9vdp7j7lEGDBiUwZBEREZG+kcgk7CVgrJmNMbMBwMXAE7EbmNlQM7Pw/glhPNsTGJOIiIhIv5Cw5kh3bzGzq4DfAZnAve7+upldHq6fD3wKuMLMWoAm4GJ3b99kKSIiIpJyLNlynilTpvjSpUujDkNERESkW2b2srtP6WidRswXERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIKAkTERERiYCSMBEREZEIZCVy52Z2NvBDIBP4H3e/pd16C9efC+wCPufuyxIZU3deeuInHLHsewz2rWyxQaw77qsc/4kvJbysykdbPpljT/byyRx7updP5tjTvXwyx94fyvcWc/fE7NgsE1gDnAmsB14CLnH3lTHbnAt8hSAJOxH4obuf2NV+p0yZ4kuXLk1IzC898RMmvvzv5Nme/cuafAArPvwf3Z6cwymr8tGWT+bYk718Msee7uWTOfZ0L5/MsfeH8ofKzF529ykdrktgEvYRYK67nxU+vh7A3f8zZpufAIvd/Wfh4zeAae5e3dl+E5mEbZr7QYay9aDl272Ie8qu7bLsF3bcTrnV96isykdbPpljT3T5e+Mof9lhlD+csokun+qv/eGW78/nLr3LF8Z57hp6VLbr8lE/98Mrv4lBDJ37VrflD1VUSdingLPd/Z/Cx5cCJ7r7VTHbPAnc4u7Ph4+fAb7u7p1mWYlMwlq/UUyGJWTXIiIi0o+1upHxzdpe329XSVgi+4R1lM60z/ji2QYzmw3MBhg5cuThR9aJLTaow5qwbZRQMft/uyy77e4LqKC2R2VVPtryyRx7YsuXUvGlOMr/5AIqqOlR+cMpm9jyqf/aH275/nvuVL7iS090U/YTPS7bffmon3vPy2+xCoZ2W7p3JTIJWw8cEfN4BLCxB9vg7ncDd0NQE9a7YR6w7rivUtxBO/E7H76BisrJXZZ957gbyO9hWZWPtnwyx57Y8tdTMeyYOMpf3+Pyh1M2seVT/7U/3PL999ypfMWwSQkrm/jYoyu/7sNf7fMkLJHNkVkEHfPPADYQdMz/tLu/HrPNDOAqDnTMv9PdT+hqv4lsjoTYKya2scUqeni1yaGXVfloyydz7MlePpljT/fyyRx7updP5tj7Q/lDEUmfsPDA5wJ3EAxRca+7f9vMLgdw9/nhEBXzgLMJhqj4fFf9wSDxSZiIiIhIb4mqTxju/hTwVLtl82PuO3BlImMQERER6Y80Yr6IiIhIBJSEiYiIiERASZiIiIhIBJSEiYiIiERASZiIiIhIBJSEiYiIiERASZiIiIhIBBI6WGsimNlW4L04Nq0AtiU4HDk8OkfJQecpOeg89X86R8mht8/TKHcf1NGKpEvC4mVmSzsboVb6B52j5KDzlBx0nvo/naPk0JfnSc2RIiIiIhFQEiYiIiISgVROwu6OOgDpls5RctB5Sg46T/2fzlFy6LPzlLJ9wkRERET6s1SuCRMRERHpt1IuCTOzs83sDTN7y8yuizoeCZjZEWa2yMxWmdnrZjYnXF5mZn8wszfDv6VRx5ruzCzTzF4xsyfDxzpH/YyZlZjZr81sdfiZ+ojOU/9jZteG33crzOxnZpar8xQ9M7vXzLaY2YqYZZ2eFzO7Pswp3jCzs3ozlpRKwswsE/gv4BxgAnCJmU2INioJtQD/4u7jgZOAK8Nzcx3wjLuPBZ4JH0u05gCrYh7rHPU/PwT+z90/BBxDcL50nvoRMxsOXA1McfeJQCZwMTpP/cF9wNntlnV4XsLfqYuBo8Iyd4W5Rq9IqSQMOAF4y93Xuvse4OfABRHHJIC7V7v7svB+A8GPxnCC83N/uNn9wMxIAhQAzGwEMAP4n5jFOkf9iJkVAacA9wC4+x53r0XnqT/KAvLMLAsYCGxE5yly7v4csKPd4s7OywXAz919t7u/A7xFkGv0ilRLwoYD62Ierw+XST9iZqOBY4EXgSHuXg1BogYMjjA0gTuArwGtMct0jvqXI4GtwE/DZuP/MbN8dJ76FXffANwGVAHVQJ27/x6dp/6qs/OS0Lwi1ZIw62CZLv/sR8ysAHgUuMbd66OORw4ws/OALe7+ctSxSJeygOOAH7v7scBO1KTV74R9ii4AxgCVQL6ZfSbaqKQHEppXpFoSth44IubxCILqX+kHzCybIAF72N0fCxdvNrNh4fphwJao4hOmAp8ws3cJmvJPN7OH0Dnqb9YD6939xfDxrwmSMp2n/uXjwDvuvtXd9wKPAR9F56m/6uy8JDSvSLUk7CVgrJmNMbMBBJ3pnog4JgHMzAj6sKxy9x/ErHoC+Gx4/7PA//Z1bBJw9+vdfYS7jyb47PzR3T+DzlG/4u6bgHVmNi5cdAawEp2n/qYKOMnMBobff2cQ9IXVeeqfOjsvTwAXm1mOmY0BxgJ/7a2DptxgrWZ2LkG/lkzgXnf/drQRCYCZnQz8CXiNA/2NbiDoF/ZLYCTBl9aF7t6+w6T0MTObBvyru59nZuXoHPUrZjaZ4OKJAcBa4PME/1TrPPUjZvZN4CKCq8NfAf4JKEDnKVJm9jNgGlABbAa+AfyGTs6Lmf0bcBnBebzG3Z/utVhSLQkTERERSQap1hwpIiIikhSUhImIiIhEQEmYiIiISASUhImIiIhEQEmYiIiISASUhIlI0jCzcjNbHt42mdmG8H6jmd2VwONOM7OPJmr/IpKesqIOQEQkXu6+HZgMYGZzgUZ3v60PDj0NaAT+0gfHEpE0oZowEUl6YU3Vk+H9uWZ2v5n93szeNbO/N7PvmtlrZvZ/4fRZmNmHzexZM3vZzH4XM2XJ1Wa20sz+ZmY/Dyecvxy4Nqx1+5iZDTKzR83spfA2NebYD5rZH83sTTP7YkQviYgkAdWEiUgq+gBwGjABWAJ80t2/ZmaPAzPM7LfAj4AL3H2rmV0EfJtgVOzrgDHuvtvMSty91szmE1PrZmaPALe7+/NmNhL4HTA+PPYk4CQgH3jFzH7r7prDVkQOoiRMRFLR0+6+18xeI5jC7P/C5a8Bo4FxwETgD8G0fmQC1eE2fwMeNrPfEExl0pGPAxPCsgBFZlYY3v9fd28CmsxsEXBCF/sRkTSmJExEUtFuAHdvNbO9fmB+tlaC7z0DXnf3j3RQdgZwCvAJ4EYzO6qDbTKAj4TJ1n5hUtZ+LjjNDSciHVKfMBFJR28Ag8zsIwBmlm1mR5lZBnCEuy8CvgaUEEy43AAUxpT/PXBV24NwQu02F5hZbjjx+TTgpQQ+DxFJYkrCRCTtuPse4FPArWb2KrAc+ChBs+RDYTPmKwT9vmqBBcCsto75wNXAlLDz/kqCjvtt/gr8FngBuFn9wUSkM3agll5ERA5HHw+bISJJTjVhIiIiIhFQTZiIiIhIBFQTJiIiIhIBJWEiIiIiEVASJiIiIhIBJWEiIiIiEVASJiIiIhIBJWEiIiIiEfj/WLv/xeDs7igAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hydra_agent_value_plot_rev(rdf,'Hydra Omnipool Value of Si, Ri, and H in H equivalent', len(rdf['timestep'])) #,2, 'i')"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "3754a89a7256dc691171fab9df85eee02c0ea2c9d1109af1d55635640a24828b"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}