gas_consumption_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Libraries"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from prettytable import PrettyTable"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T09:29:05.178569400Z",
     "start_time": "2024-01-23T09:29:03.249851Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Constants"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "FOLDER_PATH = './gas_consumption/'\n",
    "FILE_EXSTENSION = '.json'\n",
    "GAS_PRICE = 200000000000 # 0.00000002 ETH"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T09:29:06.016426600Z",
     "start_time": "2024-01-23T09:29:05.985162700Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Showing Results\n",
    "**Important**: the cost is computed taking in account the gas price equal to 20. <br> So the formula to computed it is the following: <br> <br>ETH_PRICE = GAS_PRICE * TOTAL_GAS_USED * 1e-18 <br> <br>where 1e-18 is the conversion from Wei to Etherum,\n",
    "if we use 1e-9 is the conversion from Wei to Gwei"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [],
   "source": [
    "def adjusting_dict(collaborator_data, device):\n",
    "    len_retrieve = len(collaborator_data[device]['retrieve_fee'])\n",
    "    len_send = len(collaborator_data[device]['send_fee'])\n",
    "\n",
    "    collaborator_data[device]['get_weights'] = collaborator_data[device].pop('retrieve_fee')\n",
    "    collaborator_data[device]['send_weights'] = collaborator_data[device].pop('send_fee')\n",
    "\n",
    "    collaborator_data[device]['get_weights'] = int(np.sum(np.array(collaborator_data[device]['get_weights'],dtype=int))) if collaborator_data[device]['get_weights'] != [] else 0\n",
    "    collaborator_data[device]['send_weights'] = int(np.sum(np.array(collaborator_data[device]['send_weights'],dtype=int))) if collaborator_data[device]['send_weights'] != [] else 0\n",
    "    # computing the mean\n",
    "    collaborator_data[device]['mean_retrieve'] = int(collaborator_data[device]['get_weights'] / len_retrieve) if len_retrieve != 0 else 0\n",
    "\n",
    "    collaborator_data[device]['mean_send'] = int(collaborator_data[device]['send_weights'] / len_send) if len_send != 0 else 0\n",
    "    collaborator_data[device]['total_gas'] = int(collaborator_data[device]['get_weights'] + collaborator_data[device]['send_weights'] + collaborator_data[device]['model_start_fee'])\n",
    "\n",
    "    collaborator_data[device]['model_start'] = collaborator_data[device].pop('model_start_fee')\n",
    "\n",
    "    x = round((collaborator_data[device]['total_gas'] * GAS_PRICE) * 1e-18,4)\n",
    "    collaborator_data[device]['ETH'] = x\n",
    "    return collaborator_data\n",
    "\n",
    "def manager_adj(manager_data):\n",
    "    manager_data['send_aggregated_weights_fee'] = np.unique(manager_data['send_aggregated_weights_fee'])\n",
    "    manager_data['send_weights'] = manager_data.pop('send_aggregated_weights_fee')\n",
    "    manager_data['add_collaborator'] = manager_data.pop('add_collaborator_fee')\n",
    "    manager_data['open_blockchain'] = manager_data.pop('open_blockchain_fee')\n",
    "    manager_data['change_state'] = manager_data.pop('change_state_fee')\n",
    "    manager_data['send_model'] = manager_data.pop('send_model_fee')\n",
    "    manager_data['deployment'] = manager_data.pop('deploy_mocks_fee')\n",
    "    return  manager_data\n",
    "\n",
    "def collaborator_conversion(df):\n",
    "    pretty_table = PrettyTable(['Fees'] + df.columns.tolist())  # Set columns as headers\n",
    "    for row in df.itertuples():\n",
    "        #pretty_table.add_row([row.Index] + [int(row[col]) if col not in ['ETH'] else row[col] for col in df.columns.tolist()])\n",
    "        pretty_table.add_row([row.Index] + list(row)[1:])\n",
    "    return pretty_table\n",
    "\n",
    "def manager_conversion(df):\n",
    "    pretty_table = PrettyTable(df.columns.tolist())  # Set column names as headers\n",
    "    for row in df.itertuples(index=False):\n",
    "        pretty_table.add_row(row)\n",
    "    return pretty_table"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T10:41:52.876907700Z",
     "start_time": "2024-01-23T10:41:52.853690700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\t\tFees for 3 devices and ['A'] out of battery:\n",
      "\n",
      "+--------------------------------------------------+\n",
      "|                Collaborator Fees                 |\n",
      "+---------------+----------+-----------+-----------+\n",
      "|      Fees     |    A     |     B     |     C     |\n",
      "+---------------+----------+-----------+-----------+\n",
      "|  get_weights  |   0.0    |  283788.0 |  307107.0 |\n",
      "|  send_weights | 155983.0 | 1555740.0 | 1313546.0 |\n",
      "| mean_retrieve |   0.0    |  31532.0  |  34123.0  |\n",
      "|   mean_send   | 155983.0 |  155574.0 |  131354.0 |\n",
      "|   total_gas   | 306308.0 | 1965035.0 | 1755122.0 |\n",
      "|  model_start  | 150325.0 |  125507.0 |  134469.0 |\n",
      "|      ETH      |  0.0613  |   0.393   |   0.351   |\n",
      "+---------------+----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                   Manager Fees                                                   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |  send_weights | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3335344  | 0.6671 | [42592 74405] |      165930      |      28934      |    339057    |   192543   |  2151147   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 3 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------+\n",
      "|                 Collaborator Fees                 |\n",
      "+---------------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |\n",
      "+---------------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1330610.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  133061.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1772186.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  134469.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3544  |\n",
      "+---------------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                   Manager Fees                                                   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |  send_weights | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3419185  | 0.6838 | [49805 74405] |      165954      |      28934      |    357957    |   192543   |  2151147   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 4 devices and ['A', 'C'] out of battery:\n",
      "\n",
      "+-------------------------------------------------------------+\n",
      "|                      Collaborator Fees                      |\n",
      "+---------------+----------+-----------+----------+-----------+\n",
      "|      Fees     |    A     |     B     |    C     |     D     |\n",
      "+---------------+----------+-----------+----------+-----------+\n",
      "|  get_weights  |   0.0    |  283788.0 |   0.0    |  330426.0 |\n",
      "|  send_weights | 155983.0 | 1555740.0 | 131165.0 | 1339456.0 |\n",
      "| mean_retrieve |   0.0    |  31532.0  |   0.0    |  36714.0  |\n",
      "|   mean_send   | 155983.0 |  155574.0 | 131165.0 |  133945.0 |\n",
      "|   total_gas   | 306308.0 | 1965035.0 | 261854.0 | 1809533.0 |\n",
      "|  model_start  | 150325.0 |  125507.0 | 130689.0 |  139651.0 |\n",
      "|      ETH      |  0.0613  |   0.393   |  0.0524  |   0.3619  |\n",
      "+---------------+----------+-----------+----------+-----------+\n",
      "\n",
      "\n",
      "+------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                   Manager Fees                                                   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |  send_weights | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3438730  | 0.6877 | [44768 83795] |      216272      |      28934      |    363127    |   192543   |  2151147   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 4 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------------------+\n",
      "|                       Collaborator Fees                       |\n",
      "+---------------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |     D     |\n",
      "+---------------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |  330426.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1311650.0 | 1356520.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |  36714.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  131165.0 |  135652.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1749446.0 | 1826597.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  130689.0 |  139651.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3499  |   0.3653  |\n",
      "+---------------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                   Manager Fees                                                   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |  send_weights | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3606361  | 0.7213 | [59195 83795] |      216260      |      28934      |    400927    |   192543   |  2151147   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 5 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------------------------------+\n",
      "|                             Collaborator Fees                             |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |     D     |     E     |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |  330426.0 |  353745.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1311650.0 | 1337560.0 | 1382430.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |  36714.0  |  39305.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  131165.0 |  133756.0 |  138243.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1749446.0 | 1803857.0 | 1881008.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  130689.0 |  135871.0 |  144833.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3499  |   0.3608  |   0.3762  |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                   Manager Fees                                                   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |  send_weights | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3793513  | 0.7587 | [68585 93185] |      266542      |      28934      |    443897    |   192543   |  2151147   |\n",
      "+-----------+--------+---------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 6 devices and ['F', 'A', 'C'] out of battery:\n",
      "\n",
      "+------------------------------------------------------------------------------------+\n",
      "|                                 Collaborator Fees                                  |\n",
      "+---------------+----------+-----------+----------+-----------+-----------+----------+\n",
      "|      Fees     |    A     |     B     |    C     |     D     |     E     |    F     |\n",
      "+---------------+----------+-----------+----------+-----------+-----------+----------+\n",
      "|  get_weights  | 57882.0  |  283788.0 | 68246.0  |  330426.0 |  353745.0 | 83792.0  |\n",
      "|  send_weights | 467949.0 | 1495740.0 | 393495.0 | 1337560.0 | 1363470.0 | 422502.0 |\n",
      "| mean_retrieve | 28941.0  |  31532.0  | 34123.0  |  36714.0  |  39305.0  | 41896.0  |\n",
      "|   mean_send   | 155983.0 |  149574.0 | 131165.0 |  133756.0 |  136347.0 | 140834.0 |\n",
      "|   total_gas   | 676156.0 | 1905035.0 | 592430.0 | 1803857.0 | 1858268.0 | 656309.0 |\n",
      "|  model_start  | 150325.0 |  125507.0 | 130689.0 |  135871.0 |  141053.0 | 150015.0 |\n",
      "|      ETH      |  0.1352  |   0.381   |  0.1185  |   0.3608  |   0.3717  |  0.1313  |\n",
      "+---------------+----------+-----------+----------+-----------+-----------+----------+\n",
      "\n",
      "\n",
      "+--------------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                       Manager Fees                                                       |\n",
      "+-----------+-------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH  |      send_weights      | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+-------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3785145  | 0.757 | [ 56335  77975 102575] |      316884      |      28934      |    442767    |   192543   |  2151147   |\n",
      "+-----------+-------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 6 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------------------------------------------+\n",
      "|                                   Collaborator Fees                                   |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |     D     |     E     |     F     |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |  330426.0 |  353745.0 |  377064.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1311650.0 | 1337560.0 | 1363470.0 | 1408340.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |  36714.0  |  39305.0  |  41896.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  131165.0 |  133756.0 |  136347.0 |  140834.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1749446.0 | 1803857.0 | 1858268.0 | 1935419.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  130689.0 |  135871.0 |  141053.0 |  150015.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3499  |   0.3608  |   0.3717  |   0.3871  |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+--------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                    Manager Fees                                                    |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |   send_weights  | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  3980737  | 0.7961 | [ 77975 102575] |      316896      |      28934      |    486867    |   192543   |  2151147   |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 7 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------------------------------------------------------+\n",
      "|                                         Collaborator Fees                                         |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |     D     |     E     |     F     |     G     |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |  330426.0 |  353745.0 |  377064.0 |  400383.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1311650.0 | 1337560.0 | 1363470.0 | 1389380.0 | 1434250.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |  36714.0  |  39305.0  |  41896.0  |  44487.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  131165.0 |  133756.0 |  136347.0 |  138938.0 |  143425.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1749446.0 | 1803857.0 | 1858268.0 | 1912679.0 | 1989830.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  130689.0 |  135871.0 |  141053.0 |  146235.0 |  155197.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3499  |   0.3608  |   0.3717  |   0.3825  |   0.398   |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+--------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                    Manager Fees                                                    |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |   send_weights  | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  4167937  | 0.8336 | [ 87365 111965] |      367226      |      28934      |    529837    |   192543   |  2151147   |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 8 devices and ['B', 'A', 'E'] out of battery:\n",
      "\n",
      "+------------------------------------------------------------------------------------------------------------+\n",
      "|                                             Collaborator Fees                                              |\n",
      "+---------------+----------+----------+-----------+-----------+----------+-----------+-----------+-----------+\n",
      "|      Fees     |    A     |    B     |     C     |     D     |    E     |     F     |     G     |     H     |\n",
      "+---------------+----------+----------+-----------+-----------+----------+-----------+-----------+-----------+\n",
      "|  get_weights  | 57882.0  | 63064.0  |  307107.0 |  330426.0 | 78610.0  |  377064.0 |  400383.0 |  423702.0 |\n",
      "|  send_weights | 467949.0 | 385722.0 | 1521650.0 | 1337560.0 | 409041.0 | 1389380.0 | 1415290.0 | 1446888.0 |\n",
      "| mean_retrieve | 28941.0  | 31532.0  |  34123.0  |  36714.0  | 39305.0  |  41896.0  |  44487.0  |  47078.0  |\n",
      "|   mean_send   | 155983.0 | 128574.0 |  152165.0 |  133756.0 | 136347.0 |  138938.0 |  141529.0 |  144688.0 |\n",
      "|   total_gas   | 676156.0 | 574293.0 | 1959446.0 | 1803857.0 | 628704.0 | 1912679.0 | 1967090.0 | 2030969.0 |\n",
      "|  model_start  | 150325.0 | 125507.0 |  130689.0 |  135871.0 | 141053.0 |  146235.0 |  151417.0 |  160379.0 |\n",
      "|      ETH      |  0.1352  |  0.1149  |   0.3919  |   0.3608  |  0.1257  |   0.3825  |   0.3934  |   0.4062  |\n",
      "+---------------+----------+----------+-----------+-----------+----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+---------------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                        Manager Fees                                                       |\n",
      "+-----------+--------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |      send_weights      | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  4159533  | 0.8319 | [ 75115  96755 121355] |      417532      |      28934      |    528707    |   192543   |  2151147   |\n",
      "+-----------+--------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 8 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------------------------------------------------------------------+\n",
      "|                                               Collaborator Fees                                               |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |     D     |     E     |     F     |     G     |     H     |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |  330426.0 |  353745.0 |  377064.0 |  400383.0 |  423702.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1311650.0 | 1337560.0 | 1363470.0 | 1389380.0 | 1415290.0 | 1460160.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |  36714.0  |  39305.0  |  41896.0  |  44487.0  |  47078.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  131165.0 |  133756.0 |  136347.0 |  138938.0 |  141529.0 |  146016.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1749446.0 | 1803857.0 | 1858268.0 | 1912679.0 | 1967090.0 | 2044241.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  130689.0 |  135871.0 |  141053.0 |  146235.0 |  151417.0 |  160379.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3499  |   0.3608  |   0.3717  |   0.3825  |   0.3934  |   0.4088  |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+-------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                    Manager Fees                                                   |\n",
      "+-----------+-------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH  |   send_weights  | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+-------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  4355125  | 0.871 | [ 96755 121355] |      417544      |      28934      |    572807    |   192543   |  2151147   |\n",
      "+-----------+-------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 9 devices and ['B', 'A', 'E', 'D'] out of battery:\n",
      "\n",
      "+-----------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                   Collaborator Fees                                                   |\n",
      "+---------------+----------+----------+-----------+----------+----------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |    A     |    B     |     C     |    D     |    E     |     F     |     G     |     H     |     I     |\n",
      "+---------------+----------+----------+-----------+----------+----------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  | 57882.0  | 63064.0  |  307107.0 | 73428.0  | 78610.0  |  377064.0 |  400383.0 |  423702.0 |  447021.0 |\n",
      "|  send_weights | 467949.0 | 385722.0 | 1521650.0 | 401268.0 | 409041.0 | 1389380.0 | 1415290.0 | 1441200.0 | 1472798.0 |\n",
      "| mean_retrieve | 28941.0  | 31532.0  |  34123.0  | 36714.0  | 39305.0  |  41896.0  |  44487.0  |  47078.0  |  49669.0  |\n",
      "|   mean_send   | 155983.0 | 128574.0 |  152165.0 | 133756.0 | 136347.0 |  138938.0 |  141529.0 |  144120.0 |  147279.0 |\n",
      "|   total_gas   | 676156.0 | 574293.0 | 1959446.0 | 610567.0 | 628704.0 | 1912679.0 | 1967090.0 | 2021501.0 | 2085380.0 |\n",
      "|  model_start  | 150325.0 | 125507.0 |  130689.0 | 135871.0 | 141053.0 |  146235.0 |  151417.0 |  156599.0 |  165561.0 |\n",
      "|      ETH      |  0.1352  |  0.1149  |   0.3919  |  0.1221  |  0.1257  |   0.3825  |   0.3934  |   0.4043  |   0.4171  |\n",
      "+---------------+----------+----------+-----------+----------+----------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+---------------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                        Manager Fees                                                       |\n",
      "+-----------+--------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |      send_weights      | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  4281535  | 0.8563 | [ 77291 106145 130745] |      467862      |      28934      |    556977    |   192543   |  2151147   |\n",
      "+-----------+--------+------------------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 9 devices and [] out of battery:\n",
      "\n",
      "+---------------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                     Collaborator Fees                                                     |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|      Fees     |     A     |     B     |     C     |     D     |     E     |     F     |     G     |     H     |     I     |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "|  get_weights  |  260469.0 |  283788.0 |  307107.0 |  330426.0 |  353745.0 |  377064.0 |  400383.0 |  423702.0 |  447021.0 |\n",
      "|  send_weights | 1559830.0 | 1285740.0 | 1311650.0 | 1337560.0 | 1363470.0 | 1389380.0 | 1415290.0 | 1441200.0 | 1486070.0 |\n",
      "| mean_retrieve |  28941.0  |  31532.0  |  34123.0  |  36714.0  |  39305.0  |  41896.0  |  44487.0  |  47078.0  |  49669.0  |\n",
      "|   mean_send   |  155983.0 |  128574.0 |  131165.0 |  133756.0 |  136347.0 |  138938.0 |  141529.0 |  144120.0 |  148607.0 |\n",
      "|   total_gas   | 1970624.0 | 1695035.0 | 1749446.0 | 1803857.0 | 1858268.0 | 1912679.0 | 1967090.0 | 2021501.0 | 2098652.0 |\n",
      "|  model_start  |  150325.0 |  125507.0 |  130689.0 |  135871.0 |  141053.0 |  146235.0 |  151417.0 |  156599.0 |  165561.0 |\n",
      "|      ETH      |   0.3941  |   0.339   |   0.3499  |   0.3608  |   0.3717  |   0.3825  |   0.3934  |   0.4043  |   0.4197  |\n",
      "+---------------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+-----------+\n",
      "\n",
      "\n",
      "+--------------------------------------------------------------------------------------------------------------------+\n",
      "|                                                    Manager Fees                                                    |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "| total_gas |  ETH   |   send_weights  | add_collaborator | open_blockchain | change_state | send_model | deployment |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "|  4542301  | 0.9085 | [106145 130745] |      467850      |      28934      |    615777    |   192543   |  2151147   |\n",
      "+-----------+--------+-----------------+------------------+-----------------+--------------+------------+------------+\n",
      "\n",
      "====================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "all_files = os.listdir(FOLDER_PATH)\n",
    "\n",
    "# Filter files based on the pattern Name*_collaborator.json and Name*_manager.json\n",
    "collaborator_files = [file for file in all_files if '_collaborator' in file]\n",
    "manager_files = [file for file in all_files if '_manager' in file]\n",
    "\n",
    "collaborators = []\n",
    "managers = []\n",
    "for collaborator_file, manager_file in zip(collaborator_files, manager_files):\n",
    "    collaborator_path = os.path.join(FOLDER_PATH, collaborator_file)\n",
    "    manager_path = os.path.join(FOLDER_PATH, manager_file)\n",
    "\n",
    "    # Load JSON data from files\n",
    "    with open(collaborator_path, 'r') as f_collaborator, open(manager_path, 'r') as f_manager:\n",
    "        collaborator_data = json.load(f_collaborator)\n",
    "        manager_data = json.load(f_manager)\n",
    "\n",
    "    for device in collaborator_data.keys():\n",
    "        collaborator_data = adjusting_dict(collaborator_data, device)\n",
    "\n",
    "    sum_send_aggr_weights = np.sum(np.array(manager_data['send_aggregated_weights_fee']))\n",
    "    total_cost = sum_send_aggr_weights + np.sum(np.array([value for key,value in manager_data.items() if key !=  'send_aggregated_weights_fee' ]))\n",
    "\n",
    "    manager_data['total_gas'] =total_cost\n",
    "    manager_data['ETH'] = round((total_cost * GAS_PRICE) * 1e-18, 4)\n",
    "    manager_data = manager_adj(manager_data)\n",
    "    collaborators.append(collaborator_data)\n",
    "    managers.append(manager_data)\n",
    "    collaborator_df = pd.DataFrame.from_dict(collaborator_data, orient='index').T\n",
    "    manager_df = pd.DataFrame.from_dict(manager_data, orient='index').T\n",
    "    name_file = collaborator_file.split('_')\n",
    "    # Print DataFrames\n",
    "    print(f\"\\t\\t\\tFees for {name_file[-3]} devices and {name_file[-2]} out of battery:\\n\")\n",
    "    collaborator_table = collaborator_conversion(collaborator_df)\n",
    "    collaborator_table.title = \"Collaborator Fees\"\n",
    "    print(collaborator_table)\n",
    "    print()\n",
    "    print()\n",
    "    manager_table = manager_conversion(manager_df)\n",
    "    manager_table.title = \"Manager Fees\"\n",
    "    print(manager_table)\n",
    "\n",
    "    print(\"\\n\" + \"=\" * 100 + \"\\n\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T10:45:32.734249300Z",
     "start_time": "2024-01-23T10:45:32.671939700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\t\tFees for 3 devices and ['A'] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 3 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 4 devices and ['A', 'C'] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 4 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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hQ6pQocItb4urV6+aga1s2bK3vD6r8/DwkCQlJSWpQoUKnCoJAAAA3IDNMAzD0U1I155P8Ocjbd27d1eJEiX04Ycf5vqZlJQUlS9fXosXL9bjjz8uSTp48KDq1q2rLVu26P7779eXX36phx9+WKdOnTKPvsXExOill17SmTNn5OrqqpdeekmrV6/Wvn377OZOTk5WbGysJKlp06a67777NHPmTElSVlaWqlSpomeffVYjR47Mtb/09HSlp6eb77MfoJeSkpLjOW2XL1/W0aNHVb16dTPQ3OkuXbqkY8eOKTAw0C6IAwAAAHe61NRUeXt755oN/syyd4/MysrS6tWrdffddyssLEwVKlRQ06ZNtXLlSrMmPj5eV65cUWhoqLmsTp06qlq1qrZs2SJJ2rJli4KCguxOlwwLC1Nqaqr2799v1ly/juya7HVkZGQoPj7ersbJyUmhoaFmTW4mTpwob29v81WlSpW//N536imRuSlO3xUAAAD4uywb2pKSkpSWlqY33nhD7du319q1a/XYY4+pS5cu+vbbbyVduwbM1dVVPj4+dp/18/NTQkKCWXN9YMsezx67WU1qaqouXbqk33//XVevXs21JnsduRk1apRSUlLM18mTJ/O/IQAAAAAUa5a9e2RWVpYk6dFHH9XQoUMlSY0aNdLmzZsVExOj1q1bO7K9PHFzc5Obm5uj2wAAAABQhFk2tJUrV04uLi6qV6+e3fK6devq+++/lyT5+/srIyNDycnJdkfbEhMT5e/vb9Zs27bNbh2JiYnmWPZ/Zi+7vsbLy0seHh5ydnaWs7NzrjXZ67idqo9cfdvnyHbsjfBCmwsAAADAX7Ps6ZGurq667777dOjQIbvlP//8s6pVqyZJCg4OVokSJbRu3Tpz/NChQzpx4oRCQkIkSSEhIdq7d695e3lJiouLk5eXlxkIQ0JC7NaRXZO9DldXVwUHB9vVZGVlad26dWYNrl0b6OzsrPBwgh8AAABQUBx6pC0tLU1Hjhwx3x89elS7d++Wr6+vqlatquHDh+uJJ55Qq1at9MADDyg2NlZffPGFvvnmG0mSt7e3IiMjNWzYMPn6+srLy0vPPvusQkJCdP/990uS2rVrp3r16ql3796aNGmSEhISNHr0aA0ePNg8dfHpp5/WzJkzNWLECD311FNav369li5dqtWr/3eEa9iwYYqIiFDjxo3VpEkTTZs2TRcuXFC/fv0Kb4NZ3Lx58/Tss89q3rx5OnXqlAICAhzdEgAAAFDkOTS07dixQw888ID5ftiwYZKkiIgILViwQI899phiYmI0ceJEPffcc6pdu7Y++eQTtWjRwvzM1KlT5eTkpK5du9o9XDubs7OzVq1apUGDBikkJESenp6KiIjQq6++atYEBgZq9erVGjp0qKZPn67KlStr7ty55jPaJOmJJ57QmTNnNHbsWCUkJKhRo0aKjY3NcXOS4iotLU1LlizRjh07lJCQoAULFujll192dFsAAABAkWeZ57QVBzd7FkP2c9pye2ZZUbim7f3339ecOXO0fft2rVq1SkOGDNHhw4dvelv/m31nAAAA4E52RzynDUXLvHnz9OSTT0qS2rdvr5SUFPPRDAAAAAD+PkIbbtmhQ4e0bds29ejRQ5Lk4uKiJ554QvPmzXNwZwAAAEDRZ9lb/qPomDdvnjIzM+1uPGIYhtzc3DRz5kx5e3s7sDsAAACgaCO04ZZkZmbqgw8+0JQpU9SuXTu7sc6dO+u///2vnn76aQd1B6CoKcxreLPxfEoAgNUR2nBLVq1apfPnzysyMjLHEbWuXbtq3rx5hDYAAADgFhDaigAr/yvwvHnzFBoamuspkF27dtWkSZO0Z88e3XPPPQ7oDgAAACj6CG24JV988cUNx5o0aSKeKAEAAADcGu4eCQAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAW5uLoBpAH0d6FOFdK4c0FAAAA4C9xpA23rG/fvrLZbOarbNmyat++vfbs2ePo1gAAAIAij9CGAtG+fXudPn1ap0+f1rp16+Ti4qKHH37Y0W0BAAAARR6nR6JAuLm5yd/fX5Lk7++vkSNHqmXLljpz5ozKly/v4O4AAADyr/rI1Q6Z99gb4Q6ZF9bFkTYUuLS0NH300UeqWbOmypYt6+h2AAAAgCKNI20oEKtWrVKpUqUkSRcuXFDFihW1atUqOTnx7wIAAADAreAXNQrEAw88oN27d2v37t3atm2bwsLC1KFDBx0/ftzRrQEAAABFGqENBcLT01M1a9ZUzZo1dd9992nu3Lm6cOGC/vOf/zi6NQAAAKBII7ThtrDZbHJyctKlS5cc3QoAAABQpHFNGwpEenq6EhISJEnnz5/XzJkzlZaWpk6dOjm4MwAAAKBoI7QVBdEpju7gL8XGxqpixYqSpNKlS6tOnTpatmyZ2rRp49jGAAAAgCKO0IZbtmDBAi1YsMDRbQAAAAB3JK5pAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALc3F0A/hrQQuDCm2uvRF7C20uAAAAAH+NI20oEAkJCXr22WdVo0YNubm5qUqVKurUqZPWrVvn6NYAAACAIo0jbbhlx44dU/PmzeXj46PJkycrKChIV65c0VdffaXBgwfr4MGDjm4RAAAAKLIIbbhlzzzzjGw2m7Zt2yZPT09zef369fXUU085sDMAAACg6OP0SNySc+fOKTY2VoMHD7YLbNl8fHwKvykAAADgDkJowy05cuSIDMNQnTp1HN0KAAAAcEcitOGWGIbh6BYAAACAOxqhDbekVq1astls3GwEAAAAuE0cGto2btyoTp06KSAgQDabTStXrrxh7dNPPy2bzaZp06bZLT937px69eolLy8v+fj4KDIyUmlpaXY1e/bsUcuWLeXu7q4qVapo0qRJOda/bNky1alTR+7u7goKCtKaNWvsxg3D0NixY1WxYkV5eHgoNDRUhw8f/tvf/U7h6+ursLAwzZo1SxcuXMgxnpycXPhNAQAAAHcQh4a2CxcuqGHDhpo1a9ZN61asWKEffvhBAQEBOcZ69eql/fv3Ky4uTqtWrdLGjRs1cOBAczw1NVXt2rVTtWrVFB8fr8mTJys6OlrvvfeeWbN582b16NFDkZGR2rVrlzp37qzOnTtr3759Zs2kSZM0Y8YMxcTEaOvWrfL09FRYWJguX75cAFuiaJs1a5auXr2qJk2a6JNPPtHhw4d14MABzZgxQyEhIY5uDwAAACjSHHrL/w4dOqhDhw43rfntt9/07LPP6quvvlJ4eLjd2IEDBxQbG6vt27ercePGkqR33nlHHTt21FtvvaWAgAAtWrRIGRkZev/99+Xq6qr69etr9+7devvtt81wN336dLVv317Dhw+XJL322muKi4vTzJkzFRMTI8MwNG3aNI0ePVqPPvqoJOmDDz6Qn5+fVq5cqe7duxf0prGzN2LvbV3/rapRo4Z27typCRMm6IUXXtDp06dVvnx5BQcHa86cOY5uDwAAACjSLH1NW1ZWlnr37q3hw4erfv36Oca3bNkiHx8fM7BJUmhoqJycnLR161azplWrVnJ1dTVrwsLCdOjQIZ0/f96sCQ0NtVt3WFiYtmzZIkk6evSoEhIS7Gq8vb3VtGlTsyY36enpSk1NtXvdqSpWrKiZM2fq2LFjSk9P16+//qrPPvtMbdq0cXRrAAAAQJFm6dD25ptvysXFRc8991yu4wkJCapQoYLdMhcXF/n6+iohIcGs8fPzs6vJfv9XNdePX/+53GpyM3HiRHl7e5uvKlWq3PT7AgAAAMCfOfT0yJuJj4/X9OnTtXPnTtlsNke387eMGjVKw4YNM9+npqYS3AAAAABJB+rUdci8dQ8ecMi8t8KyR9q+++47JSUlqWrVqnJxcZGLi4uOHz+uF154QdWrV5ck+fv7Kykpye5zmZmZOnfunPz9/c2axMREu5rs939Vc/349Z/LrSY3bm5u8vLysnsBAAAAQH5YNrT17t1be/bs0e7du81XQECAhg8frq+++kqSFBISouTkZMXHx5ufW79+vbKystS0aVOzZuPGjbpy5YpZExcXp9q1a6tMmTJmzbp16+zmj4uLM+98GBgYKH9/f7ua1NRUbd26lbsjAgAAALitHHp6ZFpamo4cOWK+P3r0qHbv3i1fX19VrVpVZcuWtasvUaKE/P39Vbt2bUlS3bp11b59ew0YMEAxMTG6cuWKoqKi1L17d/PxAD179tS4ceMUGRmpl156Sfv27dP06dM1depUc73PP/+8WrdurSlTpig8PFwff/yxduzYYT4WwGazaciQIRo/frxq1aqlwMBAjRkzRgEBAercufNt3koAAAAAijOHhrYdO3bogQceMN9nX/8VERGhBQsW5GkdixYtUlRUlNq2bSsnJyd17dpVM2bMMMe9vb21du1aDR48WMHBwSpXrpzGjh1r9yy3Zs2aafHixRo9erRefvll1apVSytXrlSDBg3MmhEjRujChQsaOHCgkpOT1aJFC8XGxsrd3f0WtwIAAAAA3JjNMAzD0U0UF6mpqfL29lZKSkqO69suX76so0ePKjAwsNgEweL4nQHcXPWRqwt9zmNvhP91EYBiyRH7JKn47JeK+41IbpYN/syy17QBAAAAAAhtAAAAAGBpln1OG/6nMA8dW+VwMQAAAIBrONKGW9a3b1/ZbDbZbDaVKFFCfn5+euihh/T+++8rKyvL0e0BAAAARRqhDQWiffv2On36tI4dO6Yvv/xSDzzwgJ5//nk9/PDDyszMdHR7AAAAQJHF6ZEoEG5ubvL395ckVapUSffee6/uv/9+tW3bVgsWLFD//v0d3CEAwBF3auO0ewC4dRxpw23z4IMPqmHDhvr0008d3QoAAABQZBHacFvVqVNHx44dc3QbAAAAQJFFaMNtZRiGbDabo9sAAAAAiixCG26rAwcOKDAw0NFtAAAAAEUWoQ23zfr167V371517drV0a0AAAAARRZ3j0SBSE9PV0JCgq5evarExETFxsZq4sSJevjhh9WnTx9HtwcAAAAUWYS2IqAo3C45NjZWFStWlIuLi8qUKaOGDRtqxowZioiIkJMTB3QBAACAv4vQhlu2YMECLViwwNFtAAAAAHckDoEAAAAAgIUR2gAAAADAwghtAAAAAGBhXNMGAIADBC0MKvQ5lxb6jACAgsCRNovJyspydAuFpjh9VwAAAODv4kibRbi6usrJyUmnTp1S+fLl5erqKpvN5ui2bgvDMJSRkaEzZ87IyclJrq6ujm4JAACgWOPov7UR2izCyclJgYGBOn36tE6dOuXodgpFyZIlVbVqVZ7jBgAAANwEoc1CXF1dVbVqVWVmZurq1auObue2cnZ2louLyx17NBEAAAAoKIQ2i7HZbCpRooRKlCjh6FYAAAAAWADnpQEAAACAhRHaAAAAAMDCOD0SAFC8RXs7Zt7Aqo6ZFwBQ5HCkDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwntMGAAAAWIkjnh/JsyMtjSNtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYmEND28aNG9WpUycFBATIZrNp5cqV5tiVK1f00ksvKSgoSJ6engoICFCfPn106tQpu3WcO3dOvXr1kpeXl3x8fBQZGam0tDS7mj179qhly5Zyd3dXlSpVNGnSpBy9LFu2THXq1JG7u7uCgoK0Zs0au3HDMDR27FhVrFhRHh4eCg0N1eHDhwtuYwAAAABALhwa2i5cuKCGDRtq1qxZOcYuXryonTt3asyYMdq5c6c+/fRTHTp0SI888ohdXa9evbR//37FxcVp1apV2rhxowYOHGiOp6amql27dqpWrZri4+M1efJkRUdH67333jNrNm/erB49eigyMlK7du1S586d1blzZ+3bt8+smTRpkmbMmKGYmBht3bpVnp6eCgsL0+XLl2/DlgEAAACAa2yGYRiObkKSbDabVqxYoc6dO9+wZvv27WrSpImOHz+uqlWr6sCBA6pXr562b9+uxo0bS5JiY2PVsWNH/frrrwoICNCcOXP073//WwkJCXJ1dZUkjRw5UitXrtTBgwclSU888YQuXLigVatWmXPdf//9atSokWJiYmQYhgICAvTCCy/oxRdflCSlpKTIz89PCxYsUPfu3fP0HVNTU+Xt7a2UlBR5eXn9nc0EAHe06iNXF/qcx9x7FvqckhQUWLXQ51w6MbPQ56x78EChzwkUFEfskyTH7JeKyz5Jss5+KT/ZoEhd05aSkiKbzSYfHx9J0pYtW+Tj42MGNkkKDQ2Vk5OTtm7data0atXKDGySFBYWpkOHDun8+fNmTWhoqN1cYWFh2rJliyTp6NGjSkhIsKvx9vZW06ZNzZrcpKenKzU11e4FAAAAAPlRZELb5cuX9dJLL6lHjx5mEk1ISFCFChXs6lxcXOTr66uEhASzxs/Pz64m+/1f1Vw/fv3ncqvJzcSJE+Xt7W2+qlSpkq/vDAAAAABFIrRduXJF3bp1k2EYmjNnjqPbybNRo0YpJSXFfJ08edLRLQEAAAAoYlwc3cBfyQ5sx48f1/r16+3O9/T391dSUpJdfWZmps6dOyd/f3+zJjEx0a4m+/1f1Vw/nr2sYsWKdjWNGjW6Ye9ubm5yc3PLz9cFAAAAADuWPtKWHdgOHz6sr7/+WmXLlrUbDwkJUXJysuLj481l69evV1ZWlpo2bWrWbNy4UVeuXDFr4uLiVLt2bZUpU8asWbdund264+LiFBISIkkKDAyUv7+/XU1qaqq2bt1q1gAAAADA7eDQ0JaWlqbdu3dr9+7dkq7d8GP37t06ceKErly5oscff1w7duzQokWLdPXqVSUkJCghIUEZGRmSpLp166p9+/YaMGCAtm3bpk2bNikqKkrdu3dXQECAJKlnz55ydXVVZGSk9u/fryVLlmj69OkaNmyY2cfzzz+v2NhYTZkyRQcPHlR0dLR27NihqKgoSdfubDlkyBCNHz9en3/+ufbu3as+ffooICDgpne7BAAAAIBb5dDTI3fs2KEHHnjAfJ8dpCIiIhQdHa3PP/9cknKcgrhhwwa1adNGkrRo0SJFRUWpbdu2cnJyUteuXTVjxgyz1tvbW2vXrtXgwYMVHByscuXKaezYsXbPcmvWrJkWL16s0aNH6+WXX1atWrW0cuVKNWjQwKwZMWKELly4oIEDByo5OVktWrRQbGys3N3dC3qzAAAAAIDJMs9pKw54ThsA3BzPabu9eE4bkD88p+324jltd+hz2gAAAACguCG0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWJhDQ9vGjRvVqVMnBQQEyGazaeXKlXbjhmFo7Nixqlixojw8PBQaGqrDhw/b1Zw7d069evWSl5eXfHx8FBkZqbS0NLuaPXv2qGXLlnJ3d1eVKlU0adKkHL0sW7ZMderUkbu7u4KCgrRmzZp89wIAAAAABc2hoe3ChQtq2LChZs2alev4pEmTNGPGDMXExGjr1q3y9PRUWFiYLl++bNb06tVL+/fvV1xcnFatWqWNGzdq4MCB5nhqaqratWunatWqKT4+XpMnT1Z0dLTee+89s2bz5s3q0aOHIiMjtWvXLnXu3FmdO3fWvn378tULAAAAABQ0m2EYhqObkCSbzaYVK1aoc+fOkq4d2QoICNALL7ygF198UZKUkpIiPz8/LViwQN27d9eBAwdUr149bd++XY0bN5YkxcbGqmPHjvr1118VEBCgOXPm6N///rcSEhLk6uoqSRo5cqRWrlypgwcPSpKeeOIJXbhwQatWrTL7uf/++9WoUSPFxMTkqZfcpKenKz093XyfmpqqKlWqKCUlRV5eXgW7AQHgDlB95OpCn/OYe89Cn1OSggKrFvqcSydmFvqcdQ8eKPQ5gYLiiH2S5Jj9UnHZJ0nW2S+lpqbK29s7T9nAste0HT16VAkJCQoNDTWXeXt7q2nTptqyZYskacuWLfLx8TEDmySFhobKyclJW7duNWtatWplBjZJCgsL06FDh3T+/Hmz5vp5smuy58lLL7mZOHGivL29zVeVKlX+7uYAAAAAUExZNrQlJCRIkvz8/OyW+/n5mWMJCQmqUKGC3biLi4t8fX3tanJbx/Vz3Kjm+vG/6iU3o0aNUkpKivk6efLkX3xrAAAAALDn4ugG7mRubm5yc3NzdBsAAAAAijDLHmnz9/eXJCUmJtotT0xMNMf8/f2VlJRkN56Zmalz587Z1eS2juvnuFHN9eN/1QsAAAAA3A6WDW2BgYHy9/fXunXrzGWpqanaunWrQkJCJEkhISFKTk5WfHy8WbN+/XplZWWpadOmZs3GjRt15coVsyYuLk61a9dWmTJlzJrr58muyZ4nL70AAAAAwO3g0NCWlpam3bt3a/fu3ZKu3fBj9+7dOnHihGw2m4YMGaLx48fr888/1969e9WnTx8FBASYd5isW7eu2rdvrwEDBmjbtm3atGmToqKi1L17dwUEBEiSevbsKVdXV0VGRmr//v1asmSJpk+frmHDhpl9PP/884qNjdWUKVN08OBBRUdHa8eOHYqKipKkPPUCAAAAALeDQ69p27Fjhx544AHzfXaQioiI0IIFCzRixAhduHBBAwcOVHJyslq0aKHY2Fi5u7ubn1m0aJGioqLUtm1bOTk5qWvXrpoxY4Y57u3trbVr12rw4MEKDg5WuXLlNHbsWLtnuTVr1kyLFy/W6NGj9fLLL6tWrVpauXKlGjRoYNbkpRcAAAAAKGiWeU5bcZCfZzEAQHHEc9puL57TBuQPz2m7vXhO2x3wnDYAAAAAAKENAAAAACyN0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwlzyUvSPf/xDNpstTyvcuXPnLTUEAAAAAPifPIW2zp07m3++fPmyZs+erXr16ikkJESS9MMPP2j//v165plnbkuTAAAAAFBc5Sm0vfLKK+af+/fvr+eee06vvfZajpqTJ08WbHcAAAAAUMzl+5q2ZcuWqU+fPjmWP/nkk/rkk08KpCkAAAAAwDX5Dm0eHh7atGlTjuWbNm2Su7t7gTQFAAAAALgmT6dHXm/IkCEaNGiQdu7cqSZNmkiStm7dqvfff19jxowp8AYBAAAAoDjLd2gbOXKkatSooenTp+ujjz6SJNWtW1fz589Xt27dCrxBAAAAACjO8h3aJKlbt24ENAAAAAAoBH/r4drJycmaO3euXn75ZZ07d07Steez/fbbbwXaHAAAAAAUd/k+0rZnzx6FhobK29tbx44dU//+/eXr66tPP/1UJ06c0AcffHA7+gQAAACAYinfR9qGDRumvn376vDhw3Z3i+zYsaM2btxYoM0BAAAAQHGX79C2fft2/etf/8qxvFKlSkpISCiQpgAAAAAA1+Q7tLm5uSk1NTXH8p9//lnly5cvkKYAAAAAANfkO7Q98sgjevXVV3XlyhVJks1m04kTJ/TSSy+pa9euBd4gAAAAABRn+Q5tU6ZMUVpamipUqKBLly6pdevWqlmzpkqXLq0JEybcjh4BAAAAoNjK990jvb29FRcXp02bNunHH39UWlqa7r33XoWGht6O/gAAAACgWPtbD9eWpObNm6t58+aSrj23DQAAAABQ8PJ9euSbb76pJUuWmO+7deumsmXLqlKlSvrxxx8LtDkAAAAAKO7yHdpiYmJUpUoVSVJcXJzi4uL05ZdfqkOHDho+fHiBNwgAAAAAxVm+T49MSEgwQ9uqVavUrVs3tWvXTtWrV1fTpk0LvEEAAAAAKM7yfaStTJkyOnnypCQpNjbWvAGJYRi6evVqwXYHAAAAAMVcvo+0denSRT179lStWrV09uxZdejQQZK0a9cu1axZs8AbBAAAAIDiLN+hberUqapevbpOnjypSZMmqVSpUpKk06dP65lnninwBgEAAACgOMt3aCtRooRefPHFHMuHDh1aIA0BAAAAAP4n36Htgw8+uOl4nz59/nYzAAAAAAB7+Q5tzz//vN37K1eu6OLFi3J1dVXJkiUJbQAAAABQgPJ998jz58/bvdLS0nTo0CG1aNFC//3vf29HjwAAAABQbOU7tOWmVq1aeuONN3IchQMAAAAA3JoCCW2S5OLiolOnThXU6gAAAAAA+hvXtH3++ed27w3D0OnTpzVz5kw1b968wBoDAAAAAPyN0Na5c2e79zabTeXLl9eDDz6oKVOmFFRfAAAAAAD9jdMjs7Ky7F5Xr15VQkKCFi9erIoVKxZoc1evXtWYMWMUGBgoDw8P3XXXXXrttddkGIZZYxiGxo4dq4oVK8rDw0OhoaE6fPiw3XrOnTunXr16ycvLSz4+PoqMjFRaWppdzZ49e9SyZUu5u7urSpUqmjRpUo5+li1bpjp16sjd3V1BQUFas2ZNgX5fAAAAAPizArum7XZ48803NWfOHM2cOVMHDhzQm2++qUmTJumdd94xayZNmqQZM2YoJiZGW7dulaenp8LCwnT58mWzplevXtq/f7/i4uK0atUqbdy4UQMHDjTHU1NT1a5dO1WrVk3x8fGaPHmyoqOj9d5775k1mzdvVo8ePRQZGaldu3apc+fO6ty5s/bt21c4GwMAAABAsWTp0LZ582Y9+uijCg8PV/Xq1fX444+rXbt22rZtm6RrR9mmTZum0aNH69FHH9U999yjDz74QKdOndLKlSslSQcOHFBsbKzmzp2rpk2bqkWLFnrnnXf08ccfmzdOWbRokTIyMvT++++rfv366t69u5577jm9/fbbZi/Tp09X+/btNXz4cNWtW1evvfaa7r33Xs2cObPQtwsAAACA4sPSoa1Zs2Zat26dfv75Z0nSjz/+qO+//14dOnSQJB09elQJCQkKDQ01P+Pt7a2mTZtqy5YtkqQtW7bIx8dHjRs3NmtCQ0Pl5OSkrVu3mjWtWrWSq6urWRMWFqZDhw7p/PnzZs3182TXZM+Tm/T0dKWmptq9AAAAACA/8n0jksI0cuRIpaamqk6dOnJ2dtbVq1c1YcIE9erVS5KUkJAgSfLz87P7nJ+fnzmWkJCgChUq2I27uLjI19fXriYwMDDHOrLHypQpo4SEhJvOk5uJEydq3Lhx+f3aAAAAAGCy9JG2pUuXatGiRVq8eLF27typhQsX6q233tLChQsd3VqejBo1SikpKebr5MmTjm4JAAAAQBGT79AWGxur77//3nw/a9YsNWrUSD179jRPJSwow4cP18iRI9W9e3cFBQWpd+/eGjp0qCZOnChJ8vf3lyQlJibafS4xMdEc8/f3V1JSkt14Zmamzp07Z1eT2zqun+NGNdnjuXFzc5OXl5fdCwAAAADyI9+hbfjw4ea1WXv37tULL7ygjh076ujRoxo2bFiBNnfx4kU5Odm36OzsrKysLElSYGCg/P39tW7dOnM8NTVVW7duVUhIiCQpJCREycnJio+PN2vWr1+vrKwsNW3a1KzZuHGjrly5YtbExcWpdu3aKlOmjFlz/TzZNdnzAAAAAMDtkO/QdvToUdWrV0+S9Mknn+jhhx/W66+/rlmzZunLL78s0OY6deqkCRMmaPXq1Tp27JhWrFiht99+W4899pikaw/2HjJkiMaPH6/PP/9ce/fuVZ8+fRQQEGA+BLxu3bpq3769BgwYoG3btmnTpk2KiopS9+7dFRAQIEnq2bOnXF1dFRkZqf3792vJkiWaPn26XQh9/vnnFRsbqylTpujgwYOKjo7Wjh07FBUVVaDfGQAAAACul+8bkbi6uurixYuSpK+//lp9+vSRJPn6+hb43RHfeecdjRkzRs8884ySkpIUEBCgf/3rXxo7dqxZM2LECF24cEEDBw5UcnKyWrRoodjYWLm7u5s1ixYtUlRUlNq2bSsnJyd17dpVM2bMMMe9vb21du1aDR48WMHBwSpXrpzGjh1r9yy3Zs2aafHixRo9erRefvll1apVSytXrlSDBg0K9DsDAAAAwPVshmEY+fnAI488ooyMDDVv3lyvvfaajh49qkqVKmnt2rWKiooyb8+PnFJTU+Xt7a2UlBSubwOAXFQfubrQ5zzm3rPQ55SkoMCqhT7n0omZhT5n3YMHCn1OoKA4Yp8kOWa/VFz2SZJ19kv5yQb5Pj1y5syZcnFx0fLlyzVnzhxVqlRJkvTll1+qffv2f69jAAAAAECu8n16ZNWqVbVq1aocy6dOnVogDQEAAAAA/ueWHq59+fJlZWRk2C3jtD8AAAAAKDj5Pj3ywoULioqKUoUKFeTp6akyZcrYvQAAAAAABSffoW3EiBFav3695syZIzc3N82dO1fjxo1TQECAPvjgg9vRIwAAAAAUW/k+PfKLL77QBx98oDZt2qhfv35q2bKlatasqWrVqmnRokXq1avX7egTAAAAAIqlfB9pO3funGrUqCHp2vVr586dkyS1aNFCGzduLNjuAAAAAKCYy3doq1Gjho4ePSpJqlOnjpYuXSrp2hE4Hx+fAm0OAAAAAIq7fIe2fv366ccff5QkjRw5UrNmzZK7u7uGDh2q4cOHF3iDAAAAAFCc5fuatqFDh5p/Dg0N1cGDBxUfH6+aNWvqnnvuKdDmAAAAAKC4u6XntElStWrVVK1atYLoBQAAAADwJ3kObZcuXdK6dev08MMPS5JGjRql9PR0c9zZ2Vmvvfaa3N3dC75LAAAAACim8hzaFi5cqNWrV5uhbebMmapfv748PDwkSQcPHlRAQIDd6ZMAAAAAgFuT5xuRLFq0SAMHDrRbtnjxYm3YsEEbNmzQ5MmTzTtJAgAAAAAKRp5D25EjRxQUFGS+d3d3l5PT/z7epEkT/fTTTwXbHQAAAAAUc3k+PTI5OdnuGrYzZ87YjWdlZdmNAwAAAABuXZ6PtFWuXFn79u274fiePXtUuXLlAmkKAAAAAHBNnkNbx44dNXbsWF2+fDnH2KVLlzRu3DiFh4cXaHMAAAAAUNzl+fTIl19+WUuXLlXt2rUVFRWlu+++W5J06NAhzZw5U5mZmXr55ZdvW6MAAAAAUBzlObT5+flp8+bNGjRokEaOHCnDMCRJNptNDz30kGbPni0/P7/b1igAAAAAFEd5Dm2SFBgYqNjYWJ07d05HjhyRJNWsWVO+vr63pTkAAAAAKO7yFdqy+fr6qkmTJgXdCwAAAADgT/J8IxIAAAAAQOEjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWZvnQ9ttvv+nJJ59U2bJl5eHhoaCgIO3YscMcNwxDY8eOVcWKFeXh4aHQ0FAdPnzYbh3nzp1Tr1695OXlJR8fH0VGRiotLc2uZs+ePWrZsqXc3d1VpUoVTZo0KUcvy5YtU506deTu7q6goCCtWbPm9nxpAAAAAPj/LB3azp8/r+bNm6tEiRL68ssv9dNPP2nKlCkqU6aMWTNp0iTNmDFDMTEx2rp1qzw9PRUWFqbLly+bNb169dL+/fsVFxenVatWaePGjRo4cKA5npqaqnbt2qlatWqKj4/X5MmTFR0drffee8+s2bx5s3r06KHIyEjt2rVLnTt3VufOnbVv377C2RgAAAAAiiUXRzdwM2+++aaqVKmi+fPnm8sCAwPNPxuGoWnTpmn06NF69NFHJUkffPCB/Pz8tHLlSnXv3l0HDhxQbGystm/frsaNG0uS3nnnHXXs2FFvvfWWAgICtGjRImVkZOj999+Xq6ur6tevr927d+vtt982w9306dPVvn17DR8+XJL02muvKS4uTjNnzlRMTEyu/aenpys9Pd18n5qaWrAbCAAAAMAdz9JH2j7//HM1btxY//znP1WhQgX94x//0H/+8x9z/OjRo0pISFBoaKi5zNvbW02bNtWWLVskSVu2bJGPj48Z2CQpNDRUTk5O2rp1q1nTqlUrubq6mjVhYWE6dOiQzp8/b9ZcP092TfY8uZk4caK8vb3NV5UqVW5hawAAAAAojiwd2v7v//5Pc+bMUa1atfTVV19p0KBBeu6557Rw4UJJUkJCgiTJz8/P7nN+fn7mWEJCgipUqGA37uLiIl9fX7ua3NZx/Rw3qskez82oUaOUkpJivk6ePJmv7w8AAAAAlj49MisrS40bN9brr78uSfrHP/6hffv2KSYmRhEREQ7u7q+5ubnJzc3N0W0AAAAAKMIsfaStYsWKqlevnt2yunXr6sSJE5Ikf39/SVJiYqJdTWJiojnm7++vpKQku/HMzEydO3fOria3dVw/x41qsscBAAAA4HawdGhr3ry5Dh06ZLfs559/VrVq1SRduymJv7+/1q1bZ46npqZq69atCgkJkSSFhIQoOTlZ8fHxZs369euVlZWlpk2bmjUbN27UlStXzJq4uDjVrl3bvFNlSEiI3TzZNdnzAAAAAMDtYOnQNnToUP3www96/fXXdeTIES1evFjvvfeeBg8eLEmy2WwaMmSIxo8fr88//1x79+5Vnz59FBAQoM6dO0u6dmSuffv2GjBggLZt26ZNmzYpKipK3bt3V0BAgCSpZ8+ecnV1VWRkpPbv368lS5Zo+vTpGjZsmNnL888/r9jYWE2ZMkUHDx5UdHS0duzYoaioqELfLgAAAACKD0tf03bfffdpxYoVGjVqlF599VUFBgZq2rRp6tWrl1kzYsQIXbhwQQMHDlRycrJatGih2NhYubu7mzWLFi1SVFSU2rZtKycnJ3Xt2lUzZswwx729vbV27VoNHjxYwcHBKleunMaOHWv3LLdmzZpp8eLFGj16tF5++WXVqlVLK1euVIMGDQpnYwAAAAAolmyGYRiObqK4SE1Nlbe3t1JSUuTl5eXodgDAcqqPXF3ocx5z71noc0pSUGDVQp9z6cTMQp+z7sEDhT4nUFAcsU+SHLNfKi77JMk6+6X8ZANLnx4JAAAAAMUdoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRWp0PbGG2/IZrNpyJAh5rLLly9r8ODBKlu2rEqVKqWuXbsqMTHR7nMnTpxQeHi4SpYsqQoVKmj48OHKzMy0q/nmm2907733ys3NTTVr1tSCBQtyzD9r1ixVr15d7u7uatq0qbZt23Y7viYAAAAAmIpMaNu+fbveffdd3XPPPXbLhw4dqi+++ELLli3Tt99+q1OnTqlLly7m+NWrVxUeHq6MjAxt3rxZCxcu1IIFCzR27Fiz5ujRowoPD9cDDzyg3bt3a8iQIerfv7+++uors2bJkiUaNmyYXnnlFe3cuVMNGzZUWFiYkpKSbv+XBwAAAFBsFYnQlpaWpl69euk///mPypQpYy5PSUnRvHnz9Pbbb+vBBx9UcHCw5s+fr82bN+uHH36QJK1du1Y//fSTPvroIzVq1EgdOnTQa6+9plmzZikjI0OSFBMTo8DAQE2ZMkV169ZVVFSUHn/8cU2dOtWc6+2339aAAQPUr18/1atXTzExMSpZsqTef//9wt0YAAAAAIqVIhHaBg8erPDwcIWGhtotj4+P15UrV+yW16lTR1WrVtWWLVskSVu2bFFQUJD8/PzMmrCwMKWmpmr//v1mzZ/XHRYWZq4jIyND8fHxdjVOTk4KDQ01a3KTnp6u1NRUuxcAAAAA5IeLoxv4Kx9//LF27typ7du35xhLSEiQq6urfHx87Jb7+fkpISHBrLk+sGWPZ4/drCY1NVWXLl3S+fPndfXq1VxrDh48eMPeJ06cqHHjxuXtiwIAAABALix9pO3kyZN6/vnntWjRIrm7uzu6nXwbNWqUUlJSzNfJkycd3RIAAACAIsbSoS0+Pl5JSUm699575eLiIhcXF3377beaMWOGXFxc5Ofnp4yMDCUnJ9t9LjExUf7+/pIkf3//HHeTzH7/VzVeXl7y8PBQuXLl5OzsnGtN9jpy4+bmJi8vL7sXAAAAAOSHpUNb27ZttXfvXu3evdt8NW7cWL169TL/XKJECa1bt878zKFDh3TixAmFhIRIkkJCQrR37167uzzGxcXJy8tL9erVM2uuX0d2TfY6XF1dFRwcbFeTlZWldevWmTUAAAAAcDtY+pq20qVLq0GDBnbLPD09VbZsWXN5ZGSkhg0bJl9fX3l5eenZZ59VSEiI7r//fklSu3btVK9ePfXu3VuTJk1SQkKCRo8ercGDB8vNzU2S9PTTT2vmzJkaMWKEnnrqKa1fv15Lly7V6tWrzXmHDRumiIgINW7cWE2aNNG0adN04cIF9evXr5C2BgAAAIDiyNKhLS+mTp0qJycnde3aVenp6QoLC9Ps2bPNcWdnZ61atUqDBg1SSEiIPD09FRERoVdffdWsCQwM1OrVqzV06FBNnz5dlStX1ty5cxUWFmbWPPHEEzpz5ozGjh2rhIQENWrUSLGxsTluTgIAAAAABclmGIbh6CaKi9TUVHl7eyslJYXr2wAgF9VHrv7rogJ2zL1noc8pSUGBVQt9zqUTMwt9zroHDxT6nEBBccQ+SXLMfqm47JMk6+yX8pMNLH1NGwAAAAAUd4Q2AAAAALCwIn9NG2BVB+rUdci8VjnkDwAAgILBkTYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIVxy38UC0ELgwp9zqWFPiMAAADuRBxpAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM57Sh8EV7F/6cgVULf04AAACgAHCkDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYdzyvxirPnK1Q+Y95u6QaQEAAIAiiSNtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACzM8qFt4sSJuu+++1S6dGlVqFBBnTt31qFDh+xqLl++rMGDB6ts2bIqVaqUunbtqsTERLuaEydOKDw8XCVLllSFChU0fPhwZWZm2tV88803uvfee+Xm5qaaNWtqwYIFOfqZNWuWqlevLnd3dzVt2lTbtm0r8O8MAAAAANksH9q+/fZbDR48WD/88IPi4uJ05coVtWvXThcuXDBrhg4dqi+++ELLli3Tt99+q1OnTqlLly7m+NWrVxUeHq6MjAxt3rxZCxcu1IIFCzR27Fiz5ujRowoPD9cDDzyg3bt3a8iQIerfv7+++uors2bJkiUaNmyYXnnlFe3cuVMNGzZUWFiYkpKSCmdjAAAAACh2XBzdwF+JjY21e79gwQJVqFBB8fHxatWqlVJSUjRv3jwtXrxYDz74oCRp/vz5qlu3rn744Qfdf//9Wrt2rX766Sd9/fXX8vPzU6NGjfTaa6/ppZdeUnR0tFxdXRUTE6PAwEBNmTJFklS3bl19//33mjp1qsLCwiRJb7/9tgYMGKB+/fpJkmJiYrR69Wq9//77GjlyZCFuFQAAAADFheWPtP1ZSkqKJMnX11eSFB8frytXrig0NNSsqVOnjqpWraotW7ZIkrZs2aKgoCD5+fmZNWFhYUpNTdX+/fvNmuvXkV2TvY6MjAzFx8fb1Tg5OSk0NNSs+bP09HSlpqbavQAAAAAgP4pUaMvKytKQIUPUvHlzNWjQQJKUkJAgV1dX+fj42NX6+fkpISHBrLk+sGWPZ4/drCY1NVWXLl3S77//rqtXr+Zak72OP5s4caK8vb3NV5UqVf7eFwcAAABQbBWp0DZ48GDt27dPH3/8saNbyZNRo0YpJSXFfJ08edLRLQEAAAAoYix/TVu2qKgorVq1Shs3blTlypXN5f7+/srIyFBycrLd0bbExET5+/ubNX++y2P23SWvr/nzHScTExPl5eUlDw8POTs7y9nZOdea7HX8mZubm9zc3P7eFwYAAAAAFYEjbYZhKCoqSitWrND69esVGBhoNx4cHKwSJUpo3bp15rJDhw7pxIkTCgkJkSSFhIRo7969dnd5jIuLk5eXl+rVq2fWXL+O7Jrsdbi6uio4ONiuJisrS+vWrTNrAAAAAKCgWf5I2+DBg7V48WJ99tlnKl26tHn9mLe3tzw8POTt7a3IyEgNGzZMvr6+8vLy0rPPPquQkBDdf//9kqR27dqpXr166t27tyZNmqSEhASNHj1agwcPNo+EPf3005o5c6ZGjBihp556SuvXr9fSpUu1evVqs5dhw4YpIiJCjRs3VpMmTTRt2jRduHDBvJskAAAAABQ0y4e2OXPmSJLatGljt3z+/Pnq27evJGnq1KlycnJS165dlZ6errCwMM2ePdusdXZ21qpVqzRo0CCFhITI09NTERERevXVV82awMBArV69WkOHDtX06dNVuXJlzZ0717zdvyQ98cQTOnPmjMaOHauEhAQ1atRIsbGxOW5OAgAAAAAFxfKhzTCMv6xxd3fXrFmzNGvWrBvWVKtWTWvWrLnpetq0aaNdu3bdtCYqKkpRUVF/2RMAAAAAFATLX9MGAAAAAMUZoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG35NGvWLFWvXl3u7u5q2rSptm3b5uiWAAAAANzBCG35sGTJEg0bNkyvvPKKdu7cqYYNGyosLExJSUmObg0AAADAHcrF0Q0UJW+//bYGDBigfv36SZJiYmK0evVqvf/++xo5cmSO+vT0dKWnp5vvU1JSJEmpqamF0/BfyEq/6JB5U21Goc959dLVQp8z7WrhzylZ539fwN/hiP2SI/ZJUvHZL7FPQlHGb6Xbq7j/VsruwzD++r9vm5GXKigjI0MlS5bU8uXL1blzZ3N5RESEkpOT9dlnn+X4THR0tMaNG1eIXQIAAAAoSk6ePKnKlSvftIYjbXn0+++/6+rVq/Lz87Nb7ufnp4MHD+b6mVGjRmnYsGHm+6ysLJ07d05ly5aVzWa7rf2iYKSmpqpKlSo6efKkvLy8HN0OgGKOfRIAq2G/9PcZhqE//vhDAQEBf1lLaLuN3Nzc5ObmZrfMx8fHMc3glnh5ebEjAmAZ7JMAWA37pb/H29s7T3XciCSPypUrJ2dnZyUmJtotT0xMlL+/v4O6AgAAAHCnI7Tlkaurq4KDg7Vu3TpzWVZWltatW6eQkBAHdgYAAADgTsbpkfkwbNgwRUREqHHjxmrSpImmTZumCxcumHeTxJ3Hzc1Nr7zySo7TXAHAEdgnAbAa9kuFg7tH5tPMmTM1efJkJSQkqFGjRpoxY4aaNm3q6LYAAAAA3KEIbQAAAABgYVzTBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHagBv45ptvZLPZ9M033zi6FQAoUDabTdHR0Y5uA4AFHDt2TDabTQsWLMj3Z/mtVHgIbSgWFi9erGnTpjm6DQAAAPyFNWvW3LZ/WLp48aKio6OLXNAktKFY+DuhrVWrVrp06ZJatWp1e5oCAABADmvWrNG4ceNuy7ovXryocePGEdqAwnLhwoXbst7Lly8rKytLTk5Ocnd3l5MTf00AAACKsqysLF2+fNnRbfxt/BpFkRAdHS2bzaaffvpJPXv2VJkyZdSiRQtJ0kcffaTg4GB5eHjI19dX3bt318mTJ83PtmnTRqtXr9bx48dls9lks9lUvXp1Sf87F/vjjz/W6NGjValSJZUsWVKpqak3PE9769atat++vby9vVWyZEm1bt1amzZtMseXL18um82mb7/9Nsf3ePfdd2Wz2bRv3z5z2cGDB/X444/L19dX7u7uaty4sT7//PMC3HoArOCPP/7QkCFDVL16dbm5ualChQp66KGHtHPnTrPmr/Yv0v/2h0eOHFHfvn3l4+Mjb29v9evXTxcvXrSrTU9P19ChQ1W+fHmVLl1ajzzyiH799ddC+b4A8i777/XPP/+sJ598Ut7e3ipfvrzGjBkjwzB08uRJPfroo/Ly8pK/v7+mTJli9/mkpCRFRkbKz89P7u7uatiwoRYuXJhjnuTkZPXt21fe3t7y8fFRRESEkpOTc+3pdv0+uXLlisaNG6datWrJ3d1dZcuWVYsWLRQXFydJ6tu3r2bNmiVJ5u82m81mfv6tt95Ss2bNVLZsWXl4eCg4OFjLly/PMY/NZlNUVJQWLVqk+vXry83NTTExMSpfvrwkady4cea6i8I1vi6ObgDIj3/+85+qVauWXn/9dRmGoQkTJmjMmDHq1q2b+vfvrzNnzuidd95Rq1attGvXLvn4+Ojf//63UlJS9Ouvv2rq1KmSpFKlStmt97XXXpOrq6tefPFFpaeny9XVNdf5169frw4dOig4OFivvPKKnJycNH/+fD344IP67rvv1KRJE4WHh6tUqVJaunSpWrdubff5JUuWqH79+mrQoIEkaf/+/WrevLkqVaqkkSNHytPTU0uXLlXnzp31ySef6LHHHrsNWxGAIzz99NNavny5oqKiVK9ePZ09e1bff/+9Dhw4oHvvvTdP+5frdevWTYGBgZo4caJ27typuXPnqkKFCnrzzTfNmv79++ujjz5Sz5491axZM61fv17h4eGF/dUB5NETTzyhunXr6o033tDq1as1fvx4+fr66t1339WDDz6oN998U4sWLdKLL76o++67z7yUo02bNjpy5IiioqIUGBioZcuWqW/fvkpOTtbzzz8vSTIMQ48++qi+//57Pf3006pbt65WrFihiIiIHH3czt8n0dHRmjhxovr3768mTZooNTVVO3bs0M6dO/XQQw/pX//6l06dOqW4uDh9+OGHOT4/ffp0PfLII+rVq5cyMjL08ccf65///KdWrVqVY/+2fv16LV26VFFRUSpXrpwaNmyoOXPmaNCgQXrsscfUpUsXSdI999zzt79PoTGAIuCVV14xJBk9evQwlx07dsxwdnY2JkyYYFe7d+9ew8XFxW55eHi4Ua1atRzr3bBhgyHJqFGjhnHx4sVcxzZs2GAYhmFkZWUZtWrVMsLCwoysrCyz7uLFi0ZgYKDx0EMPmct69OhhVKhQwcjMzDSXnT592nBycjJeffVVc1nbtm2NoKAg4/Lly+ayrKwso1mzZkatWrXyuHUAFAXe3t7G4MGDcx3Lz/4le3/41FNP2a3jscceM8qWLWu+3717tyHJeOaZZ+zqevbsaUgyXnnllQL4VgAKQvbf64EDB5rLMjMzjcqVKxs2m8144403zOXnz583PDw8jIiICMMwDGPatGmGJOOjjz4yazIyMoyQkBCjVKlSRmpqqmEYhrFy5UpDkjFp0iS7OVq2bGlIMubPn28uz+vvkz//VsqLhg0bGuHh4TetGTx4sHGjmPLn32sZGRlGgwYNjAcffNBuuSTDycnJ2L9/v93yM2fOFMl9IKdHokh5+umnzT9/+umnysrKUrdu3fT777+bL39/f9WqVUsbNmzI83ojIiLk4eFx05rdu3fr8OHD6tmzp86ePWvOd+HCBbVt21YbN25UVlaWpGv/UpaUlGR3auXy5cuVlZWlJ554QpJ07tw5rV+/Xt26ddMff/xhru/s2bMKCwvT4cOH9dtvv+Vj6wCwMh8fH23dulWnTp3KMZaf/Uu26/eHktSyZUudPXtWqampkq5dyC9Jzz33nF3dkCFDCvBbAShI/fv3N//s7Oysxo0byzAMRUZGmst9fHxUu3Zt/d///Z+ka3/X/f391aNHD7OmRIkSeu6555SWlmZerrFmzRq5uLho0KBBdnM8++yzdj3c7t8nPj4+2r9/vw4fPvy3Pn/977Xz588rJSVFLVu2tDvVPFvr1q1Vr169v92rlXB6JIqUwMBA88+HDx+WYRiqVatWrrUlSpT4W+u9keydS26nEWRLSUlRmTJlzGtSlixZorZt20q6dmpko0aNdPfdd0uSjhw5IsMwNGbMGI0ZMybX9SUlJalSpUp5/h4ArGvSpEmKiIhQlSpVFBwcrI4dO6pPnz6qUaNGvvYv2apWrWo3nj12/vx5eXl56fjx43JyctJdd91lV1e7du2C+koACtif/157e3vL3d1d5cqVy7H87NmzkqTjx4+rVq1aOW6cVrduXXM8+z8rVqyY4xKRP+8Tbvfvk1dffVWPPvqo7r77bjVo0EDt27dX796983yK4qpVqzR+/Hjt3r1b6enp5vLrr3vLlpffd0UFoQ1FyvX/upKVlSWbzaYvv/xSzs7OOWr/vFPK63pvJPtfuSdPnqxGjRrlWpM9p5ubmzp37qwVK1Zo9uzZSkxM1KZNm/T666/nWN+LL76osLCwXNdXs2bNPH8HANbWrVs3tWzZUitWrNDatWs1efJkvfnmm+ZZA1Le9i/ZctvvSdeuWwFQNOX297qw/67f7t8nrVq10i+//KLPPvtMa9eu1dy5czV16lTFxMTYHWnMzXfffadHHnlErVq10uzZs1WxYkWVKFFC8+fP1+LFi3PU5+X3XVFBaEORddddd8kwDAUGBppHr24kt399+TvzSZKXl5dCQ0P/sv6JJ57QwoULtW7dOh04cECGYZinRkpSjRo1JF07IpiX9QEo+ipWrKhnnnlGzzzzjJKSknTvvfdqwoQJ5k2S8rp/yYtq1aopKytLv/zyi92/pB86dKhA1g/AGqpVq6Y9e/aYjyvKdvDgQXM8+z/XrVuntLQ0u38E+vM+oTB+n/j6+qpfv37q16+f0tLS1KpVK0VHR5uh7Ua/2z755BO5u7vrq6++kpubm7l8/vz5eZ67IH4TOgLXtKHI6tKli5ydnTVu3Lgc/9pkGIZ52oAkeXp6KiUl5ZbmCw4O1l133aW33npLaWlpOcbPnDlj9z40NFS+vr5asmSJlixZoiZNmtgdpq9QoYLatGmjd999V6dPn/7L9QEouq5evZpjH1ShQgUFBAQoPT093/uXvOjQoYMkacaMGXbLp02blu91AbCujh07KiEhQUuWLDGXZWZm6p133lGpUqXMO1l37NhRmZmZmjNnjll39epVvfPOO3bru92/T67/fSZdO4ugZs2adqc6enp6SlKOxxE4OzvLZrPp6tWr5rJjx45p5cqVeZ6/ZMmSua7b6jjShiLrrrvu0vjx4zVq1CgdO3ZMnTt3VunSpXX06FGtWLFCAwcO1IsvvijpWuBasmSJhg0bpvvuu0+lSpVSp06d8jWfk5OT5s6dqw4dOqh+/frq16+fKlWqpN9++00bNmyQl5eXvvjiC7O+RIkS6tKliz7++GNduHBBb731Vo51zpo1Sy1atFBQUJAGDBigGjVqKDExUVu2bNGvv/6qH3/88dY2EgBL+OOPP1S5cmU9/vjjatiwoUqVKqWvv/5a27dv15QpU/K9f8mLRo0aqUePHpo9e7ZSUlLUrFkzrVu3TkeOHLlN3xKAIwwcOFDvvvuu+vbtq/j4eFWvXl3Lly/Xpk2bNG3aNJUuXVqS1KlTJzVv3lwjR47UsWPHVK9ePX366ae5/qP27fx9Uq9ePbVp00bBwcHy9fXVjh07zMehZAsODpZ07UZKYWFhcnZ2Vvfu3RUeHq63335b7du3V8+ePZWUlKRZs2apZs2a2rNnT57m9/DwUL169bRkyRLdfffd8vX1VYMGDczHMVmWo25bCeRH9q1wz5w5k2Psk08+MVq0aGF4enoanp6eRp06dYzBgwcbhw4dMmvS0tKMnj17Gj4+PoYk8/b/2beqXbZsWY713ug2trt27TK6dOlilC1b1nBzczOqVatmdOvWzVi3bl2OdcTFxRmSDJvNZpw8eTLX7/bLL78Yffr0Mfz9/Y0SJUoYlSpVMh5++GFj+fLl+dhCAKwsPT3dGD58uNGwYUOjdOnShqenp9GwYUNj9uzZdnV52b/caH84f/58Q5Jx9OhRc9mlS5eM5557zihbtqzh6elpdOrUyTh58mSRvN01cCe70d/riIgIw9PTM0d969atjfr165vvExMTjX79+hnlypUzXF1djaCgILtb+Gc7e/as0bt3b8PLy8vw9vY2evfubezatSvHLf8NI2+/T/7OLf/Hjx9vNGnSxPDx8TE8PDyMOnXqGBMmTDAyMjLMmszMTOPZZ581ypcvb9hsNrvb/8+bN8+oVauW4ebmZtSpU8eYP3++uf2uJ+mGj1nZvHmzERwcbLi6uhaZ/aHNMLhiGQAAAACsimvaAAAAAMDCuKYNAAAAwC25dOnSX970zdfXV66uroXU0Z2F0AYAAADglixZskT9+vW7ac2GDRvUpk2bwmnoDsM1bQAAAABuyenTp7V///6b1gQHB6tMmTKF1NGdhdAGAAAAABbGjUgAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGACi2bDbbTV/R0dGF3tM333yTay+jR48u9F4AANbAw7UBAMXW6dOnzT8vWbJEY8eO1aFDh8xlpUqVckRbkqRDhw7Jy8vLEr0AAByLI20AgGLL39/ffHl7e8tms8nf31+lS5fW3XffrdjYWLv6lStXytPTU3/88YeOHTsmm82mjz/+WM2aNZO7u7saNGigb7/91u4z+/btU4cOHVSqVCn5+fmpd+/e+v333/+ytwoVKtj1lx3aTp48qW7dusnHx0e+vr569NFHdezYMbvPzp07V3Xr1pW7u7vq1Kmj2bNn39qGAgA4FKENAIA/8fT0VPfu3TV//ny75fPnz9fjjz+u0qVLm8uGDx+uF154Qbt27VJISIg6deqks2fPSpKSk5P14IMP6h//+Id27Nih2NhYJSYmqlu3bn+rrytXrigsLEylS5fWd999p02bNqlUqVJq3769MjIyJEmLFi3S2LFjNWHCBB04cECvv/66xowZo4ULF/7NrQEAcDROjwQAIBf9+/dXs2bNdPr0aVWsWFFJSUlas2aNvv76a7u6qKgode3aVZI0Z84cxcbGat68eRoxYoRmzpypf/zjH3r99dfN+vfff19VqlTRzz//rLvvvvuG81euXNnu/fHjx/Xll18qKytLc+fOlc1mk3QtSPr4+Oibb75Ru3bt9Morr2jKlCnq0qWLJCkwMFA//fST3n33XUVERBTItgEAFC5CGwAAuWjSpInq16+vhQsXauTIkfroo49UrVo1tWrVyq4uJCTE/LOLi4saN26sAwcOSJJ+/PFHbdiwIdfr0X755ZebhrbvvvvO7ohemTJl9OOPP+rIkSN2yyXp8uXL+uWXX3ThwgX98ssvioyM1IABA8zxzMxMeXt7528DAAAsg9AGAMAN9O/fX7NmzdLIkSM1f/589evXzzzClRdpaWnq1KmT3nzzzRxjFStWvOlnAwMD5ePjk2N9wcHBWrRoUY768uXLKy0tTZL0n//8R02bNrUbd3Z2znPfAABrIbQBAHADTz75pEaMGKEZM2bop59+yvX0wh9++ME8+paZman4+HhFRUVJku6991598sknql69ulxcbv3/cu+9914tWbJEFSpUsLuzZDZvb28FBATo//7v/9SrV69bng8AYA3ciAQAgBsoU6aMunTpouHDh6tdu3Y5rjOTpFmzZmnFihU6ePCgBg8erPPnz+upp56SJA0ePFjnzp1Tjx49tH37dv3yyy/66quv1K9fP129ejXf/fTq1UvlypXTo48+qu+++05Hjx7VN998o+eee06//vqrJGncuHGaOHGiZsyYoZ9//ll79+7V/Pnz9fbbb9/axgAAOAyhDQCAm4iMjFRGRoYZxP7sjTfe0BtvvKGGDRvq+++/1+eff65y5cpJkgICArRp0yZdvXpV7dq1U1BQkIYMGSIfHx85OeX//4JLliypjRs3qmrVqurSpYvq1q2ryMhIXb582Tzy1r9/f82dO1fz589XUFCQWrdurQULFigwMPDvbwQAgEPZDMMwHN0EAABW9eGHH2ro0KE6deqUXF1dzeXHjh1TYGCgdu3apUaNGjmuQQDAHY9r2gAAyMXFixd1+vRpvfHGG/rXv/5lF9gAAChMnB4JAEAuJk2apDp16sjf31+jRo1ydDsAgGKM0yMBAAAAwMI40gYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACzs/wFxOK3sCuXAIQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 5 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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veF9kZ2ebga1ChQo3vD2r8/DwkCSlpKSocuXKnCoJAAAAXIPNMAzD0U1IV76f4K9H2nr16qUyZcrovffey/c1aWlpqlSpkpYuXapHHnlEknTw4EE1aNBAW7Zs0d13360vvvhCDz74oE6ePGkefYuLi9NLL72k33//Xa6urnrppZe0evVq7du3z27t1NRUxcfHS5Jatmypu+66S7Nnz5Yk5eTkqHr16nr22Wc1cuTIfPvLzMxUZmam+Tz3C/TS0tLyfE/bxYsXdfToUdWqVcsMNLe6Cxcu6NixYwoKCrIL4gAAAMCtLj09XT4+Pvlmg7+y7N0jc3JytHr1at1+++0KCwtT5cqV1bJlS61cudKsSUxM1KVLlxQaGmqO1a9fXzVq1NCWLVskSVu2bFGTJk3sTpcMCwtTenq69u/fb9ZcvY3cmtxtZGVlKTEx0a7GyclJoaGhZk1+Jk6cKB8fH/NRvXr1v33ft+opkfkpTe8VAAAA+KcsG9pSUlKUkZGhN954Qx07dtTatWv18MMPq3v37vrmm28kXbkGzNXVVb6+vnav9ff3V1JSkllzdWDLnc+du15Nenq6Lly4oD/++EPZ2dn51uRuIz+jRo1SWlqa+Thx4kThdwQAAACAUs2yd4/MycmRJHXt2lXDhg2TJDVr1kybN29WXFyc2rVr58j2CsTNzU1ubm6ObgMAAADATcyyoa1ixYpycXFRw4YN7cYbNGig7777TpIUEBCgrKwspaam2h1tS05OVkBAgFmzbds2u20kJyebc7n/zB27usbb21seHh5ydnaWs7NzvjW52yhOtUauLvY1ch17I7zE1gIAAADw9yx7eqSrq6vuuusuHTp0yG78p59+Us2aNSVJwcHBKlOmjNatW2fOHzp0SMePH1dISIgkKSQkRHv37jVvLy9JCQkJ8vb2NgNhSEiI3TZya3K34erqquDgYLuanJwcrVu3zqzBlWsDnZ2dFR5O8AMAAACKikOPtGVkZOjIkSPm86NHj2r37t3y8/NTjRo1NGLECD322GNq27at7r33XsXHx+vzzz/X119/LUny8fFRZGSkhg8fLj8/P3l7e+vZZ59VSEiI7r77bklShw4d1LBhQ/Xr10+TJk1SUlKSRo8eraioKPPUxaeeekqzZ8/Wiy++qCeeeELr16/Xhx9+qNWr/3eEa/jw4YqIiFDz5s3VokULTZ8+XefOndPAgQNLbodZ3Pz58/Xss89q/vz5OnnypAIDAx3dEgAAAHDTc2ho27Fjh+69917z+fDhwyVJERERWrRokR5++GHFxcVp4sSJeu6551SvXj199NFHat26tfmaadOmycnJST169LD7cu1czs7OWrVqlZ5++mmFhITI09NTERERGjdunFkTFBSk1atXa9iwYZoxY4aqVaumefPmmd/RJkmPPfaYfv/9d40ZM0ZJSUlq1qyZ4uPj89ycpLTKyMjQsmXLtGPHDiUlJWnRokV6+eWXHd0WAAAAcNOzzPe0lQbX+y6G3O9py+87y26Ga9oWLFiguXPnavv27Vq1apWGDh2qw4cPX/e2/td7zwAAAMCt7Jb4njbcXObPn6/HH39cktSxY0elpaWZX80AAAAA4J8jtOGGHTp0SNu2bVPv3r0lSS4uLnrsscc0f/58B3cGAAAA3Pwse8t/3Dzmz5+vy5cv2914xDAMubm5afbs2fLx8XFgdwAAAMDNjdCGG3L58mW9++67mjJlijp06GA3161bN/33v//VU0895aDuADhaSV6TK/FdkwCAWxOhDTdk1apVOnv2rCIjI/McUevRo4fmz59PaAMAAABuAKHtJmDl3xzPnz9foaGh+Z4C2aNHD02aNEl79uzRHXfc4YDuAAAAgJsfoQ035PPPP7/mXIsWLcQ3SgAAAAA3hrtHAgAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFuTi6ARRAjE8JrpVWcmsBAAAA+FscacMNGzBggGw2m/moUKGCOnbsqD179ji6NQAAAOCmR2hDkejYsaNOnTqlU6dOad26dXJxcdGDDz7o6LYAAACAmx6nR6JIuLm5KSAgQJIUEBCgkSNHqk2bNvr9999VqVIlB3cHAABuVbVGri7R9Y69EV6i6wESR9pQDDIyMvT++++rTp06qlChgqPbAQAAAG5qHGlDkVi1apW8vLwkSefOnVOVKlW0atUqOTnxewEAAADgRvATNYrEvffeq927d2v37t3atm2bwsLC1KlTJ/3yyy+Obg0AAAC4qRHaUCQ8PT1Vp04d1alTR3fddZfmzZunc+fO6T//+Y+jWwMAAABuaoQ2FAubzSYnJydduHDB0a0AAAAANzWuaUORyMzMVFJSkiTp7Nmzmj17tjIyMtSlSxcHdwYAAADc3AhtN4OYNEd38Lfi4+NVpUoVSVK5cuVUv359LV++XO3bt3dsYwAAAMBNjtCGG7Zo0SItWrTI0W0AAAAAtySuaQMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjO9pAwAAAOAwsU+tL9H1ouLuK9H1igJH2gAAAADAwjjSdhNosrhJia21N2Jvia0FAAAA4O9xpA1FIikpSc8++6xq164tNzc3Va9eXV26dNG6desc3RoAAABwU+NIG27YsWPHdM8998jX11eTJ09WkyZNdOnSJX355ZeKiorSwYMHHd0iAAAAcNMitOGGPfPMM7LZbNq2bZs8PT3N8UaNGumJJ55wYGcAAADAzY/TI3FDzpw5o/j4eEVFRdkFtly+vr4l3xQAAABwCyG04YYcOXJEhmGofv36jm4FAAAAuCUR2nBDDMNwdAsAAADALY3QhhtSt25d2Ww2bjYCAAAAFBOHhraNGzeqS5cuCgwMlM1m08qVK69Z+9RTT8lms2n69Ol242fOnFHfvn3l7e0tX19fRUZGKiMjw65mz549atOmjdzd3VW9enVNmjQpz/aXL1+u+vXry93dXU2aNNGaNWvs5g3D0JgxY1SlShV5eHgoNDRUhw8f/sfv/Vbh5+ensLAwxcbG6ty5c3nmU1NTS74pAAAA4Bbi0NB27tw5NW3aVLGxsdet++STT/T9998rMDAwz1zfvn21f/9+JSQkaNWqVdq4caOGDBlizqenp6tDhw6qWbOmEhMTNXnyZMXExOidd94xazZv3qzevXsrMjJSu3btUrdu3dStWzft27fPrJk0aZJmzpypuLg4bd26VZ6engoLC9PFixeLYE/c3GJjY5Wdna0WLVroo48+0uHDh3XgwAHNnDlTISEhjm4PAAAAuKk59Jb/nTp1UqdOna5b89tvv+nZZ5/Vl19+qfDwcLu5AwcOKD4+Xtu3b1fz5s0lSbNmzVLnzp311ltvKTAwUEuWLFFWVpYWLFggV1dXNWrUSLt379bUqVPNcDdjxgx17NhRI0aMkCSNHz9eCQkJmj17tuLi4mQYhqZPn67Ro0era9eukqR3331X/v7+WrlypXr16lXUu8bO3oi9xbr9G1W7dm3t3LlTr732mv7973/r1KlTqlSpkoKDgzV37lxHtwcAAADc1Cx9TVtOTo769eunESNGqFGjRnnmt2zZIl9fXzOwSVJoaKicnJy0detWs6Zt27ZydXU1a8LCwnTo0CGdPXvWrAkNDbXbdlhYmLZs2SJJOnr0qJKSkuxqfHx81LJlS7MmP5mZmUpPT7d73KqqVKmi2bNn69ixY8rMzNSvv/6qTz/9VO3bt3d0awAAAMBNzdKh7c0335SLi4uee+65fOeTkpJUuXJluzEXFxf5+fkpKSnJrPH397eryX3+dzVXz1/9uvxq8jNx4kT5+PiYj+rVq1/3/QIAAADAX1k2tCUmJmrGjBlatGiRbDabo9v5R0aNGqW0tDTzceLECUe3BAAAAOAmY9nQ9u233yolJUU1atSQi4uLXFxc9Msvv+jf//63atWqJUkKCAhQSkqK3esuX76sM2fOKCAgwKxJTk62q8l9/nc1V89f/br8avLj5uYmb29vuwcAAAAAFIZlQ1u/fv20Z88e7d6923wEBgZqxIgR+vLLLyVJISEhSk1NVWJiovm69evXKycnRy1btjRrNm7cqEuXLpk1CQkJqlevnsqXL2/WrFu3zm79hIQE886HQUFBCggIsKtJT0/X1q1buTsiAAAAgGLl0LtHZmRk6MiRI+bzo0ePavfu3fLz81ONGjVUoUIFu/oyZcooICBA9erVkyQ1aNBAHTt21ODBgxUXF6dLly4pOjpavXr1Mr8eoE+fPho7dqwiIyP10ksvad++fZoxY4amTZtmbvf5559Xu3btNGXKFIWHh+uDDz7Qjh07zK8FsNlsGjp0qCZMmKC6desqKChIr7zyigIDA9WtW7di3ksAADhO7FPrS3S9qLj7SnQ9ALgZODS07dixQ/fee6/5fPjw4ZKkiIgILVq0qEDbWLJkiaKjo3X//ffLyclJPXr00MyZM815Hx8frV27VlFRUQoODlbFihU1ZswYu+9ya9WqlZYuXarRo0fr5ZdfVt26dbVy5Uo1btzYrHnxxRd17tw5DRkyRKmpqWrdurXi4+Pl7u5+g3sBAAAAAK7NoaGtffv2MgyjwPXHjh3LM+bn56elS5de93V33HGHvv322+vWPProo3r00UevOW+z2TRu3DiNGzeuQL0CAAAAQFGw7DVtAAAAAABCGwAAAABYmkNPj0TBHKjfoMTWanDwQImtBQAAAODvcaQNN2zAgAGy2Wyy2WwqU6aM/P399cADD2jBggXKyclxdHsAAADATY0jbSgSHTt21MKFC5Wdna3k5GTFx8fr+eef14oVK/TZZ5/JxYX/1AAAAKyuJM/wMrWPLfk1bzL8JI0i4ebmpoCAAElS1apVdeedd+ruu+/W/fffr0WLFmnQoEEO7hAAAAC4OXF6JIrNfffdp6ZNm+rjjz92dCsAAADATYvQhmJVv379fL9fDwAAAEDBENpQrAzDkM1mc3QbAAAAwE2L0IZideDAAQUFBTm6DQAAAOCmxY1IUGzWr1+vvXv3atiwYY5uBQBuGSV+Zzfu6gYADkdoQ5HIzMxUUlKS3S3/J06cqAcffFD9+/d3dHsAAADATYvQdhNocPCAo1v4W/Hx8apSpYpcXFxUvnx5NW3aVDNnzlRERIScnDgLFwAAAPinCG24YYsWLdKiRYsc3QYAAABwS+IQCAAAAABYGKENAAAAACyM0AYAAAAAFsY1bQAA/ENNFjcp8TU/LPEVAQCOxpE2AAAAALAwjrQBAAAAFlXSR/Q5mm9NHGkDAAAAAAsjtAEAAACAhRHaAAAAAMDCuKbtJhD71PoSWysq7r4SWwsAAADA3+NIG27YgAEDZLPZ8jw6duzo6NYAAACAmx5H2lAkOnbsqIULF9qNubm5OagbAKVWjE/JrhdUo2TXAwCUSoQ2FAk3NzcFBAQ4ug0AAADglsPpkQAAAABgYYQ2FIlVq1bJy8vL7vH66687ui0AAADgpsfpkSgS9957r+bOnWs35ufn56BuAAAAgFsHoQ1FwtPTU3Xq1HF0GwAAAMAth9MjAQAAAMDCONKGIpGZmamkpCS7MRcXF1WsWNFBHQEAAAC3BkLbTSAq7j5Ht/C34uPjVaVKFbuxevXq6eDBgw7qCAAAoBjwfZBwAE6PxA1btGiRDMPI8yCwAQAAADeO0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtFpOTk+PoFkpMaXqvAAAAwD/FLf8twtXVVU5OTjp58qQqVaokV1dX2Ww2R7dVLAzDUFZWln7//Xc5OTnJ1dXV0S0BAAAAlkVoswgnJycFBQXp1KlTOnnypKPbKRFly5ZVjRo15OTEAV8AAADgWghtFuLq6qoaNWro8uXLys7OdnQ7xcrZ2VkuLi637NFEAAAAoKgQ2izGZrOpTJkyKlOmjKNbAQAAAGABnJcGAAAAABbm0NC2ceNGdenSRYGBgbLZbFq5cqU5d+nSJb300ktq0qSJPD09FRgYqP79++e53uvMmTPq27evvL295evrq8jISGVkZNjV7NmzR23atJG7u7uqV6+uSZMm5ell+fLlql+/vtzd3dWkSROtWbPGbt4wDI0ZM0ZVqlSRh4eHQkNDdfjw4aLbGQAAAACQD4eGtnPnzqlp06aKjY3NM3f+/Hnt3LlTr7zyinbu3KmPP/5Yhw4d0kMPPWRX17dvX+3fv18JCQlatWqVNm7cqCFDhpjz6enp6tChg2rWrKnExERNnjxZMTExeuedd8yazZs3q3fv3oqMjNSuXbvUrVs3devWTfv27TNrJk2apJkzZyouLk5bt26Vp6enwsLCdPHixWLYMwAAAABwhUOvaevUqZM6deqU75yPj48SEhLsxmbPnq0WLVro+PHjqlGjhg4cOKD4+Hht375dzZs3lyTNmjVLnTt31ltvvaXAwEAtWbJEWVlZWrBggVxdXdWoUSPt3r1bU6dONcPdjBkz1LFjR40YMUKSNH78eCUkJGj27NmKi4uTYRiaPn26Ro8era5du0qS3n33Xfn7+2vlypXq1atXce0iAAAAAKXcTXVNW1pammw2m3x9fSVJW7Zska+vrxnYJCk0NFROTk7aunWrWdO2bVu77wILCwvToUOHdPbsWbMmNDTUbq2wsDBt2bJFknT06FElJSXZ1fj4+Khly5ZmTX4yMzOVnp5u9wAAAACAwrhpQtvFixf10ksvqXfv3vL29pYkJSUlqXLlynZ1Li4u8vPzU1JSklnj7+9vV5P7/O9qrp6/+nX51eRn4sSJ8vHxMR/Vq1cv1HsGAAAAgJsitF26dEk9e/aUYRiaO3euo9spsFGjRiktLc18nDhxwtEtAQAAALjJWP572nID2y+//KL169ebR9kkKSAgQCkpKXb1ly9f1pkzZxQQEGDWJCcn29XkPv+7mqvnc8eqVKliV9OsWbNr9u7m5iY3N7fCvF0AAAAAsGPpI225ge3w4cP66quvVKFCBbv5kJAQpaamKjEx0Rxbv369cnJy1LJlS7Nm48aNunTpklmTkJCgevXqqXz58mbNunXr7LadkJCgkJAQSVJQUJACAgLsatLT07V161azBgAAAACKg0NDW0ZGhnbv3q3du3dLunLDj927d+v48eO6dOmSHnnkEe3YsUNLlixRdna2kpKSlJSUpKysLElSgwYN1LFjRw0ePFjbtm3Tpk2bFB0drV69eikwMFCS1KdPH7m6uioyMlL79+/XsmXLNGPGDA0fPtzs4/nnn1d8fLymTJmigwcPKiYmRjt27FB0dLQkyWazaejQoZowYYI+++wz7d27V/3791dgYKC6detWovsMAAAAQOni0NMjd+zYoXvvvdd8nhukIiIiFBMTo88++0yS8pyCuGHDBrVv316StGTJEkVHR+v++++Xk5OTevTooZkzZ5q1Pj4+Wrt2raKiohQcHKyKFStqzJgxdt/l1qpVKy1dulSjR4/Wyy+/rLp162rlypVq3LixWfPiiy/q3LlzGjJkiFJTU9W6dWvFx8fL3d29qHcLAAAAAJgcGtrat28vwzCuOX+9uVx+fn5aunTpdWvuuOMOffvtt9etefTRR/Xoo49ec95ms2ncuHEaN27c3/YEAAAAAEXF0te0AQAAAEBpR2gDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMIeGto0bN6pLly4KDAyUzWbTypUr7eYNw9CYMWNUpUoVeXh4KDQ0VIcPH7arOXPmjPr27Stvb2/5+voqMjJSGRkZdjV79uxRmzZt5O7ururVq2vSpEl5elm+fLnq168vd3d3NWnSRGvWrCl0LwAAAABQ1Bwa2s6dO6emTZsqNjY23/lJkyZp5syZiouL09atW+Xp6amwsDBdvHjRrOnbt6/279+vhIQErVq1Shs3btSQIUPM+fT0dHXo0EE1a9ZUYmKiJk+erJiYGL3zzjtmzebNm9W7d29FRkZq165d6tatm7p166Z9+/YVqhcAAAAAKGoujly8U6dO6tSpU75zhmFo+vTpGj16tLp27SpJevfdd+Xv76+VK1eqV69eOnDggOLj47V9+3Y1b95ckjRr1ix17txZb731lgIDA7VkyRJlZWVpwYIFcnV1VaNGjbR7925NnTrVDHczZsxQx44dNWLECEnS+PHjlZCQoNmzZysuLq5AveQnMzNTmZmZ5vP09PSi2XEAAAAASg3LXtN29OhRJSUlKTQ01Bzz8fFRy5YttWXLFknSli1b5OvrawY2SQoNDZWTk5O2bt1q1rRt21aurq5mTVhYmA4dOqSzZ8+aNVevk1uTu05BesnPxIkT5ePjYz6qV6/+T3cHAAAAgFLKsqEtKSlJkuTv72837u/vb84lJSWpcuXKdvMuLi7y8/Ozq8lvG1evca2aq+f/rpf8jBo1SmlpaebjxIkTf/OuAQAAAMCeQ0+PvNW5ubnJzc3N0W0AAAAAuIlZ9khbQECAJCk5OdluPDk52ZwLCAhQSkqK3fzly5d15swZu5r8tnH1GtequXr+73oBAAAAgOJg2dAWFBSkgIAArVu3zhxLT0/X1q1bFRISIkkKCQlRamqqEhMTzZr169crJydHLVu2NGs2btyoS5cumTUJCQmqV6+eypcvb9ZcvU5uTe46BekFAAAAAIqDQ0NbRkaGdu/erd27d0u6csOP3bt36/jx47LZbBo6dKgmTJigzz77THv37lX//v0VGBiobt26SZIaNGigjh07avDgwdq2bZs2bdqk6Oho9erVS4GBgZKkPn36yNXVVZGRkdq/f7+WLVumGTNmaPjw4WYfzz//vOLj4zVlyhQdPHhQMTEx2rFjh6KjoyWpQL0AAAAAQHFw6DVtO3bs0L333ms+zw1SERERWrRokV588UWdO3dOQ4YMUWpqqlq3bq34+Hi5u7ubr1myZImio6N1//33y8nJST169NDMmTPNeR8fH61du1ZRUVEKDg5WxYoVNWbMGLvvcmvVqpWWLl2q0aNH6+WXX1bdunW1cuVKNW7c2KwpSC8AAAAAUNRshmEYjm6itEhPT5ePj4/S0tLk7e3t6HYAoNjVGrm6RNc75t6nRNdrElSjRNeTpA8nXi7R9da3jy3R9aLi7ivR9XDz43OmaJX0Z4xUej9nCpMNLHtNGwAAAACA0AYAAAAAlkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhLgUp+te//iWbzVagDe7cufOGGgIAAAAA/E+BQlu3bt3MP1+8eFFz5sxRw4YNFRISIkn6/vvvtX//fj3zzDPF0iQAAAAAlFYFCm2vvvqq+edBgwbpueee0/jx4/PUnDhxomi7AwAAAIBSrtDXtC1fvlz9+/fPM/7444/ro48+KpKmAAAAAABXFDq0eXh4aNOmTXnGN23aJHd39yJpCgAAAABwRYFOj7za0KFD9fTTT2vnzp1q0aKFJGnr1q1asGCBXnnllSJvEAAAAABKs0KHtpEjR6p27dqaMWOG3n//fUlSgwYNtHDhQvXs2bPIGwQAAACA0qzQoU2SevbsSUADAAAAgBLwj75cOzU1VfPmzdPLL7+sM2fOSLry/Wy//fZbkTYHAAAAAKVdoY+07dmzR6GhofLx8dGxY8c0aNAg+fn56eOPP9bx48f17rvvFkefAAAAAFAqFfpI2/DhwzVgwAAdPnzY7m6RnTt31saNG4u0OQAAAAAo7Qod2rZv364nn3wyz3jVqlWVlJRUJE0BAAAAAK4odGhzc3NTenp6nvGffvpJlSpVKpKmAAAAAABXFDq0PfTQQxo3bpwuXbokSbLZbDp+/Lheeukl9ejRo8gbBAAAAIDSrNChbcqUKcrIyFDlypV14cIFtWvXTnXq1FG5cuX02muvFUePAAAAAFBqFfrukT4+PkpISNCmTZv0ww8/KCMjQ3feeadCQ0OLoz8AAAAAKNX+0ZdrS9I999yje+65R9KV720DAAAAABS9Qp8e+eabb2rZsmXm8549e6pChQqqWrWqfvjhhyJtDgAAAABKu0KHtri4OFWvXl2SlJCQoISEBH3xxRfq1KmTRowYUeQNAgAAAEBpVujTI5OSkszQtmrVKvXs2VMdOnRQrVq11LJlyyJvEAAAAABKs0IfaStfvrxOnDghSYqPjzdvQGIYhrKzs4u2OwAAAAAo5Qp9pK179+7q06eP6tatq9OnT6tTp06SpF27dqlOnTpF3iAAAAAAlGaFDm3Tpk1TrVq1dOLECU2aNEleXl6SpFOnTumZZ54p8gYBAAAAoDQrdGgrU6aMXnjhhTzjw4YNK5KGAAAAAAD/U+jQ9u677153vn///v+4GQAAAACAvUKHtueff97u+aVLl3T+/Hm5urqqbNmyhDYAAAAAKEKFvnvk2bNn7R4ZGRk6dOiQWrdurf/+97/F0SMAAAAAlFqFDm35qVu3rt544408R+EAAAAAADemSEKbJLm4uOjkyZNFtTkAAAAAgP7BNW2fffaZ3XPDMHTq1CnNnj1b99xzT5E1BgAAAAD4B6GtW7duds9tNpsqVaqk++67T1OmTCmqvgAAAAAA+genR+bk5Ng9srOzlZSUpKVLl6pKlSpF2lx2drZeeeUVBQUFycPDQ7fddpvGjx8vwzDMGsMwNGbMGFWpUkUeHh4KDQ3V4cOH7bZz5swZ9e3bV97e3vL19VVkZKQyMjLsavbs2aM2bdrI3d1d1atX16RJk/L0s3z5ctWvX1/u7u5q0qSJ1qxZU6TvFwAAAAD+qsiuaSsOb775pubOnavZs2frwIEDevPNNzVp0iTNmjXLrJk0aZJmzpypuLg4bd26VZ6engoLC9PFixfNmr59+2r//v1KSEjQqlWrtHHjRg0ZMsScT09PV4cOHVSzZk0lJiZq8uTJiomJ0TvvvGPWbN68Wb1791ZkZKR27dqlbt26qVu3btq3b1/J7AwAAAAApZKlQ9vmzZvVtWtXhYeHq1atWnrkkUfUoUMHbdu2TdKVo2zTp0/X6NGj1bVrV91xxx169913dfLkSa1cuVKSdODAAcXHx2vevHlq2bKlWrdurVmzZumDDz4wb5yyZMkSZWVlacGCBWrUqJF69eql5557TlOnTjV7mTFjhjp27KgRI0aoQYMGGj9+vO68807Nnj27xPcLAAAAgNLD0qGtVatWWrdunX766SdJ0g8//KDvvvtOnTp1kiQdPXpUSUlJCg0NNV/j4+Ojli1basuWLZKkLVu2yNfXV82bNzdrQkND5eTkpK1bt5o1bdu2laurq1kTFhamQ4cO6ezZs2bN1evk1uSuk5/MzEylp6fbPQAAAACgMAp9I5KSNHLkSKWnp6t+/fpydnZWdna2XnvtNfXt21eSlJSUJEny9/e3e52/v785l5SUpMqVK9vNu7i4yM/Pz64mKCgozzZy58qXL6+kpKTrrpOfiRMnauzYsYV92wAAAABgsvSRtg8//FBLlizR0qVLtXPnTi1evFhvvfWWFi9e7OjWCmTUqFFKS0szHydOnHB0SwAAAABuMoUObfHx8fruu+/M57GxsWrWrJn69OljnkpYVEaMGKGRI0eqV69eatKkifr166dhw4Zp4sSJkqSAgABJUnJyst3rkpOTzbmAgAClpKTYzV++fFlnzpyxq8lvG1evca2a3Pn8uLm5ydvb2+4BAAAAAIVR6NA2YsQI89qsvXv36t///rc6d+6so0ePavjw4UXa3Pnz5+XkZN+is7OzcnJyJElBQUEKCAjQunXrzPn09HRt3bpVISEhkqSQkBClpqYqMTHRrFm/fr1ycnLUsmVLs2bjxo26dOmSWZOQkKB69eqpfPnyZs3V6+TW5K4DAAAAAMWh0KHt6NGjatiwoSTpo48+0oMPPqjXX39dsbGx+uKLL4q0uS5duui1117T6tWrdezYMX3yySeaOnWqHn74YUlXvth76NChmjBhgj777DPt3btX/fv3V2BgoPkl4A0aNFDHjh01ePBgbdu2TZs2bVJ0dLR69eqlwMBASVKfPn3k6uqqyMhI7d+/X8uWLdOMGTPsQujzzz+v+Ph4TZkyRQcPHlRMTIx27Nih6OjoIn3PAAAAAHC1Qt+IxNXVVefPn5ckffXVV+rfv78kyc/Pr8jvjjhr1iy98soreuaZZ5SSkqLAwEA9+eSTGjNmjFnz4osv6ty5cxoyZIhSU1PVunVrxcfHy93d3axZsmSJoqOjdf/998vJyUk9evTQzJkzzXkfHx+tXbtWUVFRCg4OVsWKFTVmzBi773Jr1aqVli5dqtGjR+vll19W3bp1tXLlSjVu3LhI3zMAAAAAXK3Qoa1169YaPny47rnnHm3btk3Lli2TJP3000+qVq1akTZXrlw5TZ8+XdOnT79mjc1m07hx4zRu3Lhr1vj5+Wnp0qXXXeuOO+7Qt99+e92aRx99VI8++uh1awAAAACgKBX69MjZs2fLxcVFK1as0Ny5c1W1alVJ0hdffKGOHTsWeYMAAAAAUJoV+khbjRo1tGrVqjzj06ZNK5KGAAAAAAD/c0Nfrn3x4kVlZWXZjXFbewAAAAAoOoU+PfLcuXOKjo5W5cqV5enpqfLly9s9AAAAAABFp9Ch7cUXX9T69es1d+5cubm5ad68eRo7dqwCAwP17rvvFkePAAAAAFBqFfr0yM8//1zvvvuu2rdvr4EDB6pNmzaqU6eOatasqSVLlqhv377F0ScAAAAAlEqFPtJ25swZ1a5dW9KV69fOnDkj6cpXAWzcuLFouwMAAACAUq7Qoa127do6evSoJKl+/fr68MMPJV05Aufr61ukzQEAAABAaVfo0DZw4ED98MMPkqSRI0cqNjZW7u7uGjZsmEaMGFHkDQIAAABAaVboa9qGDRtm/jk0NFQHDx5UYmKi6tSpozvuuKNImwMAAACA0u6GvqdNkmrWrKmaNWsWRS8AAAAAgL8ocGi7cOGC1q1bpwcffFCSNGrUKGVmZprzzs7OGj9+vNzd3Yu+SwAAAAAopQoc2hYvXqzVq1eboW327Nlq1KiRPDw8JEkHDx5UYGCg3emTAAAAAIAbU+AbkSxZskRDhgyxG1u6dKk2bNigDRs2aPLkyeadJAEAAAAARaPAoe3IkSNq0qSJ+dzd3V1OTv97eYsWLfTjjz8WbXcAAAAAUMoV+PTI1NRUu2vYfv/9d7v5nJwcu3kAAAAAwI0r8JG2atWqad++fdec37Nnj6pVq1YkTQEAAAAArihwaOvcubPGjBmjixcv5pm7cOGCxo4dq/Dw8CJtDgAAAABKuwKfHvnyyy/rww8/VL169RQdHa3bb79dknTo0CHNnj1bly9f1ssvv1xsjQIAAABAaVTg0Obv76/Nmzfr6aef1siRI2UYhiTJZrPpgQce0Jw5c+Tv719sjQIAAABAaVTg0CZJQUFBio+P15kzZ3TkyBFJUp06deTn51cszQEAAABAaVeo0JbLz89PLVq0KOpeAAAAAAB/UeAbkQAAAAAASh6hDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwy4e23377TY8//rgqVKggDw8PNWnSRDt27DDnDcPQmDFjVKVKFXl4eCg0NFSHDx+228aZM2fUt29feXt7y9fXV5GRkcrIyLCr2bNnj9q0aSN3d3dVr15dkyZNytPL8uXLVb9+fbm7u6tJkyZas2ZN8bxpAAAAAPj/WTq0nT17Vvfcc4/KlCmjL774Qj/++KOmTJmi8uXLmzWTJk3SzJkzFRcXp61bt8rT01NhYWG6ePGiWdO3b1/t379fCQkJWrVqlTZu3KghQ4aY8+np6erQoYNq1qypxMRETZ48WTExMXrnnXfMms2bN6t3796KjIzUrl271K1bN3Xr1k379u0rmZ0BAAAAoFRycXQD1/Pmm2+qevXqWrhwoTkWFBRk/tkwDE2fPl2jR49W165dJUnvvvuu/P39tXLlSvXq1UsHDhxQfHy8tm/frubNm0uSZs2apc6dO+utt95SYGCglixZoqysLC1YsECurq5q1KiRdu/eralTp5rhbsaMGerYsaNGjBghSRo/frwSEhI0e/ZsxcXF5dt/ZmamMjMzzefp6elFu4MAAAAA3PIsfaTts88+U/PmzfXoo4+qcuXK+te//qX//Oc/5vzRo0eVlJSk0NBQc8zHx0ctW7bUli1bJElbtmyRr6+vGdgkKTQ0VE5OTtq6datZ07ZtW7m6upo1YWFhOnTokM6ePWvWXL1Obk3uOvmZOHGifHx8zEf16tVvYG8AAAAAKI0sHdr+7//+T3PnzlXdunX15Zdf6umnn9Zzzz2nxYsXS5KSkpIkSf7+/nav8/f3N+eSkpJUuXJlu3kXFxf5+fnZ1eS3javXuFZN7nx+Ro0apbS0NPNx4sSJQr1/AAAAALD06ZE5OTlq3ry5Xn/9dUnSv/71L+3bt09xcXGKiIhwcHd/z83NTW5ubo5uAwAAAMBNzNJH2qpUqaKGDRvajTVo0EDHjx+XJAUEBEiSkpOT7WqSk5PNuYCAAKWkpNjNX758WWfOnLGryW8bV69xrZrceQAAAAAoDpYObffcc48OHTpkN/bTTz+pZs2akq7clCQgIEDr1q0z59PT07V161aFhIRIkkJCQpSamqrExESzZv369crJyVHLli3Nmo0bN+rSpUtmTUJCgurVq2feqTIkJMRundya3HUAAAAAoDhYOrQNGzZM33//vV5//XUdOXJES5cu1TvvvKOoqChJks1m09ChQzVhwgR99tln2rt3r/r376/AwEB169ZN0pUjcx07dtTgwYO1bds2bdq0SdHR0erVq5cCAwMlSX369JGrq6siIyO1f/9+LVu2TDNmzNDw4cPNXp5//nnFx8drypQpOnjwoGJiYrRjxw5FR0eX+H4BAAAAUHpY+pq2u+66S5988olGjRqlcePGKSgoSNOnT1ffvn3NmhdffFHnzp3TkCFDlJqaqtatWys+Pl7u7u5mzZIlSxQdHa37779fTk5O6tGjh2bOnGnO+/j4aO3atYqKilJwcLAqVqyoMWPG2H2XW6tWrbR06VKNHj1aL7/8surWrauVK1eqcePGJbMzAAAAAJRKlg5tkvTggw/qwQcfvOa8zWbTuHHjNG7cuGvW+Pn5aenSpddd54477tC333573ZpHH31Ujz766PUbBgAAAIAiZOnTIwEAAACgtCO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALCwmyq0vfHGG7LZbBo6dKg5dvHiRUVFRalChQry8vJSjx49lJycbPe648ePKzw8XGXLllXlypU1YsQIXb582a7m66+/1p133ik3NzfVqVNHixYtyrN+bGysatWqJXd3d7Vs2VLbtm0rjrcJAAAAAKabJrRt375db7/9tu644w678WHDhunzzz/X8uXL9c033+jkyZPq3r27OZ+dna3w8HBlZWVp8+bNWrx4sRYtWqQxY8aYNUePHlV4eLjuvfde7d69W0OHDtWgQYP05ZdfmjXLli3T8OHD9eqrr2rnzp1q2rSpwsLClJKSUvxvHgAAAECpdVOEtoyMDPXt21f/+c9/VL58eXM8LS1N8+fP19SpU3XfffcpODhYCxcu1ObNm/X9999LktauXasff/xR77//vpo1a6ZOnTpp/Pjxio2NVVZWliQpLi5OQUFBmjJliho0aKDo6Gg98sgjmjZtmrnW1KlTNXjwYA0cOFANGzZUXFycypYtqwULFpTszgAAAABQqtwUoS0qKkrh4eEKDQ21G09MTNSlS5fsxuvXr68aNWpoy5YtkqQtW7aoSZMm8vf3N2vCwsKUnp6u/fv3mzV/3XZYWJi5jaysLCUmJtrVODk5KTQ01KzJT2ZmptLT0+0eAAAAAFAYLo5u4O988MEH2rlzp7Zv355nLikpSa6urvL19bUb9/f3V1JSkllzdWDLnc+du15Nenq6Lly4oLNnzyo7OzvfmoMHD16z94kTJ2rs2LEFe6MAAAAAkA9LH2k7ceKEnn/+eS1ZskTu7u6ObqfQRo0apbS0NPNx4sQJR7cEAAAA4CZj6SNtiYmJSklJ0Z133mmOZWdna+PGjZo9e7a+/PJLZWVlKTU11e5oW3JysgICAiRJAQEBee7ymHt3yatr/nrHyeTkZHl7e8vDw0POzs5ydnbOtyZ3G/lxc3OTm5tb4d84UECxT60v0fWi4u4r0fUAAABg8SNt999/v/bu3avdu3ebj+bNm6tv377mn8uUKaN169aZrzl06JCOHz+ukJAQSVJISIj27t1rd5fHhIQEeXt7q2HDhmbN1dvIrcndhqurq4KDg+1qcnJytG7dOrMGAAAAAIqDpY+0lStXTo0bN7Yb8/T0VIUKFczxyMhIDR8+XH5+fvL29tazzz6rkJAQ3X333ZKkDh06qGHDhurXr58mTZqkpKQkjR49WlFRUeZRsKeeekqzZ8/Wiy++qCeeeELr16/Xhx9+qNWrV5vrDh8+XBEREWrevLlatGih6dOn69y5cxo4cGAJ7Q0AAAAApZGlQ1tBTJs2TU5OTurRo4cyMzMVFhamOXPmmPPOzs5atWqVnn76aYWEhMjT01MREREaN26cWRMUFKTVq1dr2LBhmjFjhqpVq6Z58+YpLCzMrHnsscf0+++/a8yYMUpKSlKzZs0UHx+f5+YkAAAAAFCUbrrQ9vXXX9s9d3d3V2xsrGJjY6/5mpo1a2rNmjXX3W779u21a9eu69ZER0crOjq6wL0CAAAAwI2y9DVtAAAAAFDaEdoAAAAAwMJuutMjASs7UL9ByS7Y/tqnBQMAAODWwJE2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFcct/3NKaLG5Sout9WKKrAQAAoDTgSBsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYXxPG0pOjE/JrxlUo+TXBAAAAIoQR9oAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABbGLf9LsVojV5foesfcS3Q5AAAA4JbAkTYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFmb50DZx4kTdddddKleunCpXrqxu3brp0KFDdjUXL15UVFSUKlSoIC8vL/Xo0UPJycl2NcePH1d4eLjKli2rypUra8SIEbp8+bJdzddff60777xTbm5uqlOnjhYtWpSnn9jYWNWqVUvu7u5q2bKltm3bVuTvGQAAAAByWT60ffPNN4qKitL333+vhIQEXbp0SR06dNC5c+fMmmHDhunzzz/X8uXL9c033+jkyZPq3r27OZ+dna3w8HBlZWVp8+bNWrx4sRYtWqQxY8aYNUePHlV4eLjuvfde7d69W0OHDtWgQYP05ZdfmjXLli3T8OHD9eqrr2rnzp1q2rSpwsLClJKSUjI7AwAAAECp4+LoBv5OfHy83fNFixapcuXKSkxMVNu2bZWWlqb58+dr6dKluu+++yRJCxcuVIMGDfT999/r7rvv1tq1a/Xjjz/qq6++kr+/v5o1a6bx48frpZdeUkxMjFxdXRUXF6egoCBNmTJFktSgQQN99913mjZtmsLCwiRJU6dO1eDBgzVw4EBJUlxcnFavXq0FCxZo5MiRJbhXAAAAAJQWlj/S9ldpaWmSJD8/P0lSYmKiLl26pNDQULOmfv36qlGjhrZs2SJJ2rJli5o0aSJ/f3+zJiwsTOnp6dq/f79Zc/U2cmtyt5GVlaXExES7GicnJ4WGhpo1f5WZman09HS7BwAAAAAUxk0V2nJycjR06FDdc889aty4sSQpKSlJrq6u8vX1tav19/dXUlKSWXN1YMudz527Xk16erouXLigP/74Q9nZ2fnW5G7jryZOnCgfHx/zUb169X/2xgEAAACUWjdVaIuKitK+ffv0wQcfOLqVAhk1apTS0tLMx4kTJxzdEgAAAICbjOWvacsVHR2tVatWaePGjapWrZo5HhAQoKysLKWmptodbUtOTlZAQIBZ89e7PObeXfLqmr/ecTI5OVne3t7y8PCQs7OznJ2d863J3cZfubm5yc3N7Z+9YQAAAADQTXCkzTAMRUdH65NPPtH69esVFBRkNx8cHKwyZcpo3bp15tihQ4d0/PhxhYSESJJCQkK0d+9eu7s8JiQkyNvbWw0bNjRrrt5Gbk3uNlxdXRUcHGxXk5OTo3Xr1pk1AAAAAFDULH+kLSoqSkuXLtWnn36qcuXKmdeP+fj4yMPDQz4+PoqMjNTw4cPl5+cnb29vPfvsswoJCdHdd98tSerQoYMaNmyofv36adKkSUpKStLo0aMVFRVlHgl76qmnNHv2bL344ot64okntH79en344YdavXq12cvw4cMVERGh5s2bq0WLFpo+fbrOnTtn3k0SAAAAAIqa5UPb3LlzJUnt27e3G1+4cKEGDBggSZo2bZqcnJzUo0cPZWZmKiwsTHPmzDFrnZ2dtWrVKj399NMKCQmRp6enIiIiNG7cOLMmKChIq1ev1rBhwzRjxgxVq1ZN8+bNM2/3L0mPPfaYfv/9d40ZM0ZJSUlq1qyZ4uPj89ycBAAAAACKiuVDm2EYf1vj7u6u2NhYxcbGXrOmZs2aWrNmzXW30759e+3ateu6NdHR0YqOjv7bngAAAACgKFj+mjYAAAAAKM0IbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaCuk2NhY1apVS+7u7mrZsqW2bdvm6JYAAAAA3MIIbYWwbNkyDR8+XK+++qp27typpk2bKiwsTCkpKY5uDQAAAMAtysXRDdxMpk6dqsGDB2vgwIGSpLi4OK1evVoLFizQyJEj89RnZmYqMzPTfJ6WliZJSk9PL5mG/0ZO5vkSXS/dZpToepKUfSG7RNfLyC7Z9S5knSvR9azy3y5uHrf650xJf8ZIfM4Af8XnTNEq6c8YqfR+zuT2YRh//9+UzShIFZSVlaWyZctqxYoV6tatmzkeERGh1NRUffrpp3leExMTo7Fjx5ZglwAAAABuJidOnFC1atWuW8ORtgL6448/lJ2dLX9/f7txf39/HTx4MN/XjBo1SsOHDzef5+Tk6MyZM6pQoYJsNlux9ouSl56erurVq+vEiRPy9vZ2dDsAbkF8zgAoTnzGlCzDMPTnn38qMDDwb2sJbcXIzc1Nbm5udmO+vr6OaQYlxtvbmw86AMWKzxkAxYnPmJLj4+NToDpuRFJAFStWlLOzs5KTk+3Gk5OTFRAQ4KCuAAAAANzqCG0F5OrqquDgYK1bt84cy8nJ0bp16xQSEuLAzgAAAADcyjg9shCGDx+uiIgINW/eXC1atND06dN17tw5826SKN3c3Nz06quv5jklFgCKCp8zAIoTnzHWxd0jC2n27NmaPHmykpKS1KxZM82cOVMtW7Z0dFsAAAAAblGENgAAAACwMK5pAwAAAAALI7QBAAAAgIUR2gAAAADAwghtQBH4+uuvZbPZ9PXXXzu6FQD4WzabTTExMY5uA0ARO3bsmGw2mxYtWlTo1/KzjLUR2oC/WLp0qaZPn+7oNgAAAG56a9asKbZfEp0/f14xMTGlImgS2oC/+CehrW3btrpw4YLatm1bPE0BAADchNasWaOxY8cWy7bPnz+vsWPHEtqAW8W5c+eKZbsXL15UTk6OnJyc5O7uLicn/koBAAAUp5ycHF28eNHRbZQofsLELScmJkY2m00//vij+vTpo/Lly6t169aSpPfff1/BwcHy8PCQn5+fevXqpRMnTpivbd++vVavXq1ffvlFNptNNptNtWrVkvS/c70/+OADjR49WlWrVlXZsmWVnp5+zfPAt27dqo4dO8rHx0dly5ZVu3bttGnTJnN+xYoVstls+uabb/K8j7fffls2m0379u0zxw4ePKhHHnlEfn5+cnd3V/PmzfXZZ58V4d4DUFz+/PNPDR06VLVq1ZKbm5sqV66sBx54QDt37jRr/u4zQ/rfZ9yRI0c0YMAA+fr6ysfHRwMHDtT58+ftajMzMzVs2DBVqlRJ5cqV00MPPaRff/21RN4vUFrl/h396aef9Pjjj8vHx0eVKlXSK6+8IsMwdOLECXXt2lXe3t4KCAjQlClT7F6fkpKiyMhI+fv7y93dXU2bNtXixYvzrJOamqoBAwbIx8dHvr6+ioiIUGpqar49FdfPD5cuXdLYsWNVt25dubu7q0KFCmrdurUSEhIkSQMGDFBsbKwkmT9X2Ww28/VvvfWWWrVqpQoVKsjDw0PBwcFasWJFnnVsNpuio6O1ZMkSNWrUSG5uboqLi1OlSpUkSWPHjjW3fater+vi6AaA4vLoo4+qbt26ev3112UYhl577TW98sor6tmzpwYNGqTff/9ds2bNUtu2bbVr1y75+vrq//2//6e0tDT9+uuvmjZtmiTJy8vLbrvjx4+Xq6urXnjhBWVmZsrV1TXf9devX69OnTopODhYr776qpycnLRw4ULdd999+vbbb9WiRQuFh4fLy8tLH374odq1a2f3+mXLlqlRo0Zq3LixJGn//v265557VLVqVY0cOVKenp768MMP1a1bN3300Ud6+OGHi2EvAigqTz31lFasWKHo6Gg1bNhQp0+f1nfffacDBw7ozjvvLNBnxtV69uypoKAgTZw4UTt37tS8efNUuXJlvfnmm2bNoEGD9P7776tPnz5q1aqV1q9fr/Dw8JJ+60Cp9Nhjj6lBgwZ64403tHr1ak2YMEF+fn56++23dd999+nNN9/UkiVL9MILL+iuu+4yL7Vo3769jhw5oujoaAUFBWn58uUaMGCAUlNT9fzzz0uSDMNQ165d9d133+mpp55SgwYN9MknnygiIiJPH8X580NMTIwmTpyoQYMGqUWLFkpPT9eOHTu0c+dOPfDAA3ryySd18uRJJSQk6L333svz+hkzZuihhx5S3759lZWVpQ8++ECPPvqoVq1aleezav369frwww8VHR2tihUrqmnTppo7d66efvppPfzww+revbsk6Y477vjH78fSDOAW8+qrrxqSjN69e5tjx44dM5ydnY3XXnvNrnbv3r2Gi4uL3Xh4eLhRs2bNPNvdsGGDIcmoXbu2cf78+XznNmzYYBiGYeTk5Bh169Y1wsLCjJycHLPu/PnzRlBQkPHAAw+YY7179zYqV65sXL582Rw7deqU4eTkZIwbN84cu//++40mTZoYFy9eNMdycnKMVq1aGXXr1i3g3gHgKD4+PkZUVFS+c4X5zMj9jHviiSfstvHwww8bFSpUMJ/v3r3bkGQ888wzdnV9+vQxJBmvvvpqEbwrAH+V+3d0yJAh5tjly5eNatWqGTabzXjjjTfM8bNnzxoeHh5GRESEYRiGMX36dEOS8f7775s1WVlZRkhIiOHl5WWkp6cbhmEYK1euNCQZkyZNslujTZs2hiRj4cKF5nhBf374688yBdG0aVMjPDz8ujVRUVHGtSLHX3+eysrKMho3bmzcd999duOSDCcnJ2P//v1247///nup+Tzj9Ejcsp566inzzx9//LFycnLUs2dP/fHHH+YjICBAdevW1YYNGwq83YiICHl4eFy3Zvfu3Tp8+LD69Omj06dPm+udO3dO999/vzZu3KicnBxJV34Tl5KSYndq5YoVK5STk6PHHntMknTmzBmtX79ePXv21J9//mlu7/Tp0woLC9Phw4f122+/FWLvAChpvr6+2rp1q06ePJlnrjCfGbmu/oyTpDZt2uj06dNKT0+XdOXif0l67rnn7OqGDh1ahO8KwLUMGjTI/LOzs7OaN28uwzAUGRlpjvv6+qpevXr6v//7P0lX/t4GBASod+/eZk2ZMmX03HPPKSMjw7ycYs2aNXJxcdHTTz9tt8azzz5r10Nx//zg6+ur/fv36/Dhw//o9Vf/PHX27FmlpaWpTZs2dqeN52rXrp0aNmz4j3u92XF6JG5ZQUFB5p8PHz4swzBUt27dfGvLlCnzj7Z7LbkfXvmdppArLS1N5cuXN69fWbZsme6//35JV06NbNasmW6//XZJ0pEjR2QYhl555RW98sor+W4vJSVFVatWLfD7AFCyJk2apIiICFWvXl3BwcHq3Lmz+vfvr9q1axfqMyNXjRo17OZz586ePStvb2/98ssvcnJy0m233WZXV69evaJ6SwCu469/R318fOTu7q6KFSvmGT99+rQk6ZdfflHdunXz3NisQYMG5nzuP6tUqZLnEo6//v0u7p8fxo0bp65du+r2229X48aN1bFjR/Xr16/ApyiuWrVKEyZM0O7du5WZmWmOX33dW66C/Px1KyO04ZZ19W9vcnJyZLPZ9MUXX8jZ2TlP7V8/9Aq63WvJ/Y345MmT1axZs3xrctd0c3NTt27d9Mknn2jOnDlKTk7Wpk2b9Prrr+fZ3gsvvKCwsLB8t1enTp0CvwcAJa9nz55q06aNPvnkE61du1aTJ0/Wm2++aZ4JIBXsMyNXfp9l0pVrXQA4Xn5/R0v6721x//zQtm1b/fzzz/r000+1du1azZs3T9OmTVNcXJzdkcb8fPvtt3rooYfUtm1bzZkzR1WqVFGZMmW0cOFCLV26NE99QX7+upUR2lAq3HbbbTIMQ0FBQebRq2vJ77c7/2Q9SfL29lZoaOjf1j/22GNavHix1q1bpwMHDsgwDPPUSEmqXbu2pCtHBAuyPQDWVKVKFT3zzDN65plnlJKSojvvvFOvvfaaeeOjgn5mFETNmjWVk5Ojn3/+2e6374cOHSqS7QMoejVr1tSePXvMrxPKdfDgQXM+95/r1q1TRkaG3S90/vr3uyR+fvDz89PAgQM1cOBAZWRkqG3btoqJiTFD27V+rvroo4/k7u6uL7/8Um5ubub4woULC7x2UfzMdrPgmjaUCt27d5ezs7PGjh2b57dZhmGYpyVIkqenp9LS0m5oveDgYN1222166623lJGRkWf+999/t3seGhoqPz8/LVu2TMuWLVOLFi3sTgOoXLmy2rdvr7ffflunTp362+0BsJbs7Ow8nyuVK1dWYGCgMjMzC/2ZURCdOnWSJM2cOdNufPr06YXeFoCS0blzZyUlJWnZsmXm2OXLlzVr1ix5eXmZd5ru3LmzLl++rLlz55p12dnZmjVrlt32ivvnh6t/fpKunBFQp04du1MdPT09JSnP1xE4OzvLZrMpOzvbHDt27JhWrlxZ4PXLli2b77ZvRRxpQ6lw2223acKECRo1apSOHTumbt26qVy5cjp69Kg++eQTDRkyRC+88IKkK4Fr2bJlGj58uO666y55eXmpS5cuhVrPyclJ8+bNU6dOndSoUSMNHDhQVatW1W+//aYNGzbI29tbn3/+uVlfpkwZde/eXR988IHOnTunt956K882Y2Nj1bp1azVp0kSDBw9W7dq1lZycrC1btujXX3/VDz/8cGM7CUCx+fPPP1WtWjU98sgjatq0qby8vPTVV19p+/btmjJlSqE/MwqiWbNm6t27t+bMmaO0tDS1atVK69at05EjR4rpXQK4UUOGDNHbb7+tAQMGKDExUbVq1dKKFSu0adMmTZ8+XeXKlZMkdenSRffcc49GjhypY8eOqWHDhvr444/z/aVzcf780LBhQ7Vv317BwcHy8/PTjh07zK82yRUcHCzpyk2RwsLC5OzsrF69eik8PFxTp05Vx44d1adPH6WkpCg2NlZ16tTRnj17CrS+h4eHGjZsqGXLlun222+Xn5+fGjdubH5d0i3FUbetBIpL7q12f//99zxzH330kdG6dWvD09PT8PT0NOrXr29ERUUZhw4dMmsyMjKMPn36GL6+voYk8/b/ubfCXb58eZ7tXus2ubt27TK6d+9uVKhQwXBzczNq1qxp9OzZ01i3bl2ebSQkJBiSDJvNZpw4cSLf9/bzzz8b/fv3NwICAowyZcoYVatWNR588EFjxYoVhdhDAEpaZmamMWLECKNp06ZGuXLlDE9PT6Np06bGnDlz7OoK8plxrc+4hQsXGpKMo0ePmmMXLlwwnnvuOaNChQqGp6en0aVLF+PEiROl5hbZgCNc6+9oRESE4enpmae+Xbt2RqNGjcznycnJxsCBA42KFSsarq6uRpMmTexu4Z/r9OnTRr9+/Qxvb2/Dx8fH6Nevn7Fr1648t/w3jIL9/PBPbvk/YcIEo0WLFoavr6/h4eFh1K9f33jttdeMrKwss+by5cvGs88+a1SqVMmw2Wx2t/+fP3++UbduXcPNzc2oX7++sXDhQnP/XU3SNb8yZfPmzUZwcLDh6up6S3+22QyDK5YBAAAAwKq4pg0AAAAALIxr2gAAAACYLly48Lc3ZfPz85Orq2sJdQRCGwAAAADTsmXLNHDgwOvWbNiwQe3bty+ZhiCuaQMAAABgOnXqlPbv33/dmuDgYJUvX76EOgKhDQAAAAAsjBuRAAAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQBQatlstus+YmJiSrynr7/+Ot9eRo8eXeK9AACsgS/XBgCUWqdOnTL/vGzZMo0ZM0aHDh0yx7y8vBzRliTp0KFD8vb2tkQvAADH4kgbAKDUCggIMB8+Pj6y2WwKCAhQuXLldPvttys+Pt6ufuXKlfL09NSff/6pY8eOyWaz6YMPPlCrVq3k7u6uxo0b65tvvrF7zb59+9SpUyd5eXnJ399f/fr10x9//PG3vVWuXNmuv9zQduLECfXs2VO+vr7y8/NT165ddezYMbvXzps3Tw0aNJC7u7vq16+vOXPm3NiOAgA4FKENAIC/8PT0VK9evbRw4UK78YULF+qRRx5RuXLlzLERI0bo3//+t3bt2qWQkBB16dJFp0+fliSlpqbqvvvu07/+9S/t2LFD8fHxSk5OVs+ePf9RX5cuXVJYWJjKlSunb7/9Vps2bZKXl5c6duyorKwsSdKSJUs0ZswYvfbaazpw4IBef/11vfLKK1q8ePE/3BsAAEfj9EgAAPIxaNAgtWrVSqdOnVKVKlWUkpKiNWvW6KuvvrKri46OVo8ePSRJc+fOVXx8vObPn68XX3xRs2fP1r/+9S+9/vrrZv2CBQtUvXp1/fTTT7r99tuvuX61atXsnv/yyy/64osvlJOTo3nz5slms0m6EiR9fX319ddfq0OHDnr11Vc1ZcoUde/eXZIUFBSkH3/8UW+//bYiIiKKZN8AAEoWoQ0AgHy0aNFCjRo10uLFizVy5Ei9//77qlmzptq2bWtXFxISYv7ZxcVFzZs314EDByRJP/zwgzZs2JDv9Wg///zzdUPbt99+a3dEr3z58vrhhx905MgRu3FJunjxon7++WedO3dOP//8syIjIzV48GBz/vLly/Lx8SncDgAAWAahDQCAaxg0aJBiY2M1cuRILVy4UAMHDjSPcBVERkaGunTpojfffDPPXJUqVa772qCgIPn6+ubZXnBwsJYsWZKnvlKlSsrIyJAk/ec//1HLli3t5p2dnQvcNwDAWghtAABcw+OPP64XX3xRM2fO1I8//pjv6YXff/+9efTt8uXLSkxMVHR0tCTpzjvv1EcffaRatWrJxeXG/5d75513atmyZapcubLdnSVz+fj4KDAwUP/3f/+nvn373vB6AABr4EYkAABcQ/ny5dW9e3eNGDFCHTp0yHOdmSTFxsbqk08+0cGDBxUVFaWzZ8/qiSeekCRFRUXpzJkz6t27t7Zv366ff/5ZX375pQYOHKjs7OxC99O3b19VrFhRXbt21bfffqujR4/q66+/1nPPPadff/1VkjR27FhNnDhRM2fO1E8//aS9e/dq4cKFmjp16o3tDACAwxDaAAC4jsjISGVlZZlB7K/eeOMNvfHGG2ratKm+++47ffbZZ6pYsaIkKTAwUJs2bVJ2drY6dOigJk2aaOjQofL19ZWTU+H/F1y2bFlt3LhRNWrUUPfu3dWgQQNFRkbq4sWL5pG3QYMGad68eVq4cKGaNGmidu3aadGiRQoKCvrnOwEA4FA2wzAMRzcBAIBVvffeexo2bJhOnjwpV1dXc/zYsWMKCgrSrl271KxZM8c1CAC45XFNGwAA+Th//rxOnTqlN954Q08++aRdYAMAoCRxeiQAAPmYNGmS6tevr4CAAI0aNcrR7QAASjFOjwQAAAAAC+NIGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsLD/DyW4bb3ZLocHAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 6 devices and ['F', 'A', 'C'] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 6 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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lSqQ0adLI3d39oW3i7uPfankYLy8v+fj4OHwBAAAAwKOyVWC7deuWfvvtN2XIkEElSpRQwoQJtWXLFmv9iRMnFBQUpLJly0qSypYtq0OHDjmM5rhp0yb5+PioYMGCVpu4+4htE7sPT09PlShRwqFNTEyMtmzZYrV5lFoAAAAAIL459ZLIfv36qV69esqWLZsuXLigESNGyN3dXS1atFDy5Mn15ptvqk+fPkqVKpV8fHz09ttvq2zZstaojDVr1lTBggXVpk0bjRs3TsHBwRo6dKj8/f3l5eUlSerWrZumTp2qAQMGqGPHjtq6dauWLVum9evXW3X06dNH7dq1U8mSJVWqVClNmjRJ4eHh6tChgyQ9Ui0AAAAAEN+cGtjOnz+vFi1a6OrVq0qbNq0qVKigXbt2KW3atJKkiRMnKkGCBGrcuLHu3r0rPz8/ffbZZ9b27u7uWrdunbp3766yZcsqSZIkateunUaPHm21yZEjh9avX6/evXtr8uTJypw5s2bOnCk/Pz+rTfPmzXXlyhUNHz5cwcHBKlasmDZu3OgwEMm/1QIAAAAA8c2p87C9aJiHDQAAAIDkQvOwAQAAAAAejsAGAAAAADZFYAMAAAAAmyKwAQAAAIBNOXWUSABA/AoKClJISIizy3hupUmTRlmzZnV2GQCAFwiBDQCeE0FBQcpfoIAibt92dinPrUSJE+v4sWOENgDAM0NgA4DnREhIiCJu31az96YrXY48zi7nuXP5zCktG9pdISEhBDYAwDNDYAOA50y6HHmUqUBRZ5cBAADiAYOOAAAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZlm8D24Ycfys3NTb169bKW3blzR/7+/kqdOrWSJk2qxo0b69KlSw7bBQUFqU6dOkqcOLHSpUun/v37KyoqyqHNtm3bVLx4cXl5eSl37tyaO3fuAz9/2rRpyp49u7y9vVW6dGnt3r3bYf2j1AIAAAAA8ckWgW3Pnj36/PPP9dJLLzks7927t9auXavly5dr+/btunDhgho1amStj46OVp06dRQZGamdO3fqyy+/1Ny5czV8+HCrzZkzZ1SnTh29+uqrOnjwoHr16qVOnTrp22+/tdosXbpUffr00YgRI7R//34VLVpUfn5+unz58iPXAgAAAADxzemB7datW2rVqpVmzJihlClTWstDQ0M1a9YsTZgwQVWrVlWJEiU0Z84c7dy5U7t27ZIkfffddzp69KgWLFigYsWKqVatWhozZoymTZumyMhISVJAQIBy5Mih8ePHq0CBAurRo4eaNGmiiRMnWj9rwoQJ6ty5szp06KCCBQsqICBAiRMn1uzZsx+5FgAAAACIb04PbP7+/qpTp46qV6/usHzfvn26d++ew/L8+fMra9asCgwMlCQFBgaqSJEiSp8+vdXGz89PYWFhOnLkiNXmr/v28/Oz9hEZGal9+/Y5tEmQIIGqV69utXmUWh7m7t27CgsLc/gCAAAAgEfl4cwfvmTJEu3fv1979ux5YF1wcLA8PT2VIkUKh+Xp06dXcHCw1SZuWItdH7vun9qEhYUpIiJC169fV3R09EPbHD9+/JFreZixY8dq1KhRf7seAAAAAP6J086wnTt3Tj179tTChQvl7e3trDKeqkGDBik0NNT6OnfunLNLAgAAAOBCnBbY9u3bp8uXL6t48eLy8PCQh4eHtm/frilTpsjDw0Pp06dXZGSkbty44bDdpUuX5OvrK0ny9fV9YKTG2Mf/1sbHx0eJEiVSmjRp5O7u/tA2cffxb7U8jJeXl3x8fBy+AAAAAOBROS2wVatWTYcOHdLBgwetr5IlS6pVq1bW9wkTJtSWLVusbU6cOKGgoCCVLVtWklS2bFkdOnTIYTTHTZs2ycfHRwULFrTaxN1HbJvYfXh6eqpEiRIObWJiYrRlyxarTYkSJf61FgAAAACIb067hy1ZsmQqXLiww7IkSZIoderU1vI333xTffr0UapUqeTj46O3335bZcuWVZkyZSRJNWvWVMGCBdWmTRuNGzdOwcHBGjp0qPz9/eXl5SVJ6tatm6ZOnaoBAwaoY8eO2rp1q5YtW6b169dbP7dPnz5q166dSpYsqVKlSmnSpEkKDw9Xhw4dJEnJkyf/11oAAAAAIL45ddCRfzNx4kQlSJBAjRs31t27d+Xn56fPPvvMWu/u7q5169ape/fuKlu2rJIkSaJ27dpp9OjRVpscOXJo/fr16t27tyZPnqzMmTNr5syZ8vPzs9o0b95cV65c0fDhwxUcHKxixYpp48aNDgOR/FstAAAAABDf3IwxxtlFvCjCwsKUPHlyhYaGcj8bgHi3f/9+lShRQj0WblamAkWdXc5z589jv2hqq+rat2+fihcv7uxyAAAu7lGzgdPnYQMAAAAAPByBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADbl4ewC8OwEBQUpJCTE2WU8t9KkSaOsWbM6uwwAAAA8RwhsL4igoCDlL1BAEbdvO7uU51aixIl1/NgxQhsAAADiDYHtBRESEqKI27fV7L3pSpcjj7PLee5cPnNKy4Z2V0hICIENAAAA8YbA9oJJlyOPMhUo6uwyAAAAADwCBh0BAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJtyamCbPn26XnrpJfn4+MjHx0dly5bVN998Y62/c+eO/P39lTp1aiVNmlSNGzfWpUuXHPYRFBSkOnXqKHHixEqXLp369++vqKgohzbbtm1T8eLF5eXlpdy5c2vu3LkP1DJt2jRlz55d3t7eKl26tHbv3u2w/lFqAQAAAID45NTAljlzZn344Yfat2+f9u7dq6pVq6p+/fo6cuSIJKl3795au3atli9fru3bt+vChQtq1KiRtX10dLTq1KmjyMhI7dy5U19++aXmzp2r4cOHW23OnDmjOnXq6NVXX9XBgwfVq1cvderUSd9++63VZunSperTp49GjBih/fv3q2jRovLz89Ply5etNv9WCwAAAADEN6cGtnr16ql27drKkyeP8ubNq/fff19JkybVrl27FBoaqlmzZmnChAmqWrWqSpQooTlz5mjnzp3atWuXJOm7777T0aNHtWDBAhUrVky1atXSmDFjNG3aNEVGRkqSAgIClCNHDo0fP14FChRQjx491KRJE02cONGqY8KECercubM6dOigggULKiAgQIkTJ9bs2bMl6ZFqAQAAAID4Zpt72KKjo7VkyRKFh4erbNmy2rdvn+7du6fq1atbbfLnz6+sWbMqMDBQkhQYGKgiRYooffr0Vhs/Pz+FhYVZZ+kCAwMd9hHbJnYfkZGR2rdvn0ObBAkSqHr16labR6nlYe7evauwsDCHLwAAAAB4VE4PbIcOHVLSpEnl5eWlbt26adWqVSpYsKCCg4Pl6empFClSOLRPnz69goODJUnBwcEOYS12fey6f2oTFhamiIgIhYSEKDo6+qFt4u7j32p5mLFjxyp58uTWV5YsWR7tlwIAAAAAskFgy5cvnw4ePKiff/5Z3bt3V7t27XT06FFnlxUvBg0apNDQUOvr3Llzzi4JAAAAgAvxcHYBnp6eyp07tySpRIkS2rNnjyZPnqzmzZsrMjJSN27ccDizdenSJfn6+kqSfH19HxjNMXbkxrht/jqa46VLl+Tj46NEiRLJ3d1d7u7uD20Tdx//VsvDeHl5ycvL6zF+GwAAAADwP04/w/ZXMTExunv3rkqUKKGECRNqy5Yt1roTJ04oKChIZcuWlSSVLVtWhw4dchjNcdOmTfLx8VHBggWtNnH3Edsmdh+enp4qUaKEQ5uYmBht2bLFavMotQAAAABAfHPqGbZBgwapVq1aypo1q27evKlFixZp27Zt+vbbb5U8eXK9+eab6tOnj1KlSiUfHx+9/fbbKlu2rMqUKSNJqlmzpgoWLKg2bdpo3LhxCg4O1tChQ+Xv72+d2erWrZumTp2qAQMGqGPHjtq6dauWLVum9evXW3X06dNH7dq1U8mSJVWqVClNmjRJ4eHh6tChgyQ9Ui0AAAAAEN+cGtguX76stm3b6uLFi0qePLleeuklffvtt6pRo4YkaeLEiUqQIIEaN26su3fvys/PT5999pm1vbu7u9atW6fu3burbNmySpIkidq1a6fRo0dbbXLkyKH169erd+/emjx5sjJnzqyZM2fKz8/PatO8eXNduXJFw4cPV3BwsIoVK6aNGzc6DETyb7UAAAAAQHxzamCbNWvWP6739vbWtGnTNG3atL9tky1bNm3YsOEf91OlShUdOHDgH9v06NFDPXr0+E+1AAAAAEB8st09bAAAAACA+whsAAAAAGBTBDYAAAAAsKlHuoft5Zdflpub2yPtcP/+/f+pIAAAAADAfY8U2Bo0aGB9f+fOHX322WcqWLCgNQfZrl27dOTIEb311ltPpUgAAAAAeBE9UmAbMWKE9X2nTp30zjvvaMyYMQ+0OXfuXPxWBwAAAAAvsMe+h2358uVq27btA8tbt26tlStXxktRAAAAAIAnCGyJEiXSTz/99MDyn376Sd7e3vFSFAAAAADgCSbO7tWrl7p37679+/erVKlSkqSff/5Zs2fP1rBhw+K9QAAAAAB4UT12YHv33XeVM2dOTZ48WQsWLJAkFShQQHPmzFGzZs3ivUAAAAAAeFE9dmCTpGbNmhHOAAAAAOApe6KJs2/cuKGZM2dq8ODBunbtmqT786/9+eef8VocAAAAALzIHvsM26+//qrq1asrefLk+uOPP9SpUyelSpVKX331lYKCgjRv3rynUScAAAAAvHAe+wxbnz591L59e506dcphVMjatWtrx44d8VocAAAAALzIHjuw7dmzR127dn1geaZMmRQcHBwvRQEAAAAAniCweXl5KSws7IHlJ0+eVNq0aeOlKAAAAADAEwS2119/XaNHj9a9e/ckSW5ubgoKCtLAgQPVuHHjeC8QAAAAAF5Ujx3Yxo8fr1u3bildunSKiIhQ5cqVlTt3biVLlkzvv//+06gRAAAAAF5Ijz1KZPLkybVp0yb99NNP+uWXX3Tr1i0VL15c1atXfxr1AQAAAMAL64kmzpak8uXLq3z58pLuz8sGAAAAAIhfj31J5EcffaSlS5daj5s1a6bUqVMrU6ZM+uWXX+K1OAAAAAB4kT12YAsICFCWLFkkSZs2bdKmTZv0zTffqFatWurfv3+8FwgAAAAAL6rHviQyODjYCmzr1q1Ts2bNVLNmTWXPnl2lS5eO9wIBAAAA4EX12GfYUqZMqXPnzkmSNm7caA02YoxRdHR0/FYHAAAAAC+wxz7D1qhRI7Vs2VJ58uTR1atXVatWLUnSgQMHlDt37ngvEAAAAABeVI8d2CZOnKjs2bPr3LlzGjdunJImTSpJunjxot566614LxAAAAAAXlSPHdgSJkyofv36PbC8d+/e8VIQAAAAAOC+xw5s8+bN+8f1bdu2feJiAAAAAAD/89iBrWfPng6P7927p9u3b8vT01OJEycmsAEAAABAPHnsUSKvX7/u8HXr1i2dOHFCFSpU0OLFi59GjQAAAADwQnrswPYwefLk0YcffvjA2TcAAAAAwJOLl8AmSR4eHrpw4UJ87Q4AAAAAXniPfQ/bmjVrHB4bY3Tx4kVNnTpV5cuXj7fCAAAAAOBF99iBrUGDBg6P3dzclDZtWlWtWlXjx4+Pr7oAAAAA4IX32IEtJibmadQBAAAAAPiLeLuHDQAAAAAQvwhsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGzqsQPbxo0b9eOPP1qPp02bpmLFiqlly5a6fv16vBYHAAAAAC+yxw5s/fv3V1hYmCTp0KFD6tu3r2rXrq0zZ86oT58+8V4gAAAAALyoHnsetjNnzqhgwYKSpJUrV6pu3br64IMPtH//ftWuXTveCwQAAACAF9Vjn2Hz9PTU7du3JUmbN29WzZo1JUmpUqWyzrwBAAAAAP67xz7DVqFCBfXp00fly5fX7t27tXTpUknSyZMnlTlz5ngvEAAAAABeVI99hm3q1Kny8PDQihUrNH36dGXKlEmS9M033+i1116L9wIBAAAA4EX12GfYsmbNqnXr1j2wfOLEifFSEAAAAADgvscObHHduXNHkZGRDst8fHz+U0EAAAAAgPse+5LI8PBw9ejRQ+nSpVOSJEmUMmVKhy8AAAAAQPx47MA2YMAAbd26VdOnT5eXl5dmzpypUaNGKWPGjJo3b97TqBEAAAAAXkiPfUnk2rVrNW/ePFWpUkUdOnRQxYoVlTt3bmXLlk0LFy5Uq1atnkadAAAAAPDCeewzbNeuXVPOnDkl3b9f7dq1a5LuD/e/Y8eO+K0OAAAAAF5gjx3YcubMqTNnzkiS8ufPr2XLlkm6f+YtRYoU8VocAAAAALzIHjuwdejQQb/88osk6d1339W0adPk7e2t3r17q3///vFeIAAAAAC8qB77HrbevXtb31evXl3Hjx/Xvn37lDt3br300kvxWhwAAAAAvMj+0zxskpQtWzZly5YtPmoBAAAAAMTxyIEtIiJCW7ZsUd26dSVJgwYN0t27d6317u7uGjNmjLy9veO/SgAAAAB4AT1yYPvyyy+1fv16K7BNnTpVhQoVUqJEiSRJx48fV8aMGR0umQQAAAAAPLlHHnRk4cKF6tKli8OyRYsW6fvvv9f333+vjz/+2BoxEgAAAADw3z1yYDt9+rSKFCliPfb29laCBP/bvFSpUjp69Gj8VgcAAAAAL7BHviTyxo0bDvesXblyxWF9TEyMw3oAAAAAwH/zyGfYMmfOrMOHD//t+l9//VWZM2eOl6IAAAAAAI8R2GrXrq3hw4frzp07D6yLiIjQqFGjVKdOnXgtDgAAAABeZI98SeTgwYO1bNky5cuXTz169FDevHklSSdOnNDUqVMVFRWlwYMHP7VCAQAAAOBF88iBLX369Nq5c6e6d++ud999V8YYSZKbm5tq1Kihzz77TOnTp39qhQIAAADAi+aRA5sk5ciRQxs3btS1a9d0+vRpSVLu3LmVKlWqp1IcAAAAALzIHiuwxUqVKpVKlSoV37UAAAAAAOJ45EFHAAAAAADPFoENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbcmpgGzt2rF555RUlS5ZM6dKlU4MGDXTixAmHNnfu3JG/v79Sp06tpEmTqnHjxrp06ZJDm6CgINWpU0eJEydWunTp1L9/f0VFRTm02bZtm4oXLy4vLy/lzp1bc+fOfaCeadOmKXv27PL29lbp0qW1e/fux64FAAAAAOKLUwPb9u3b5e/vr127dmnTpk26d++eatasqfDwcKtN7969tXbtWi1fvlzbt2/XhQsX1KhRI2t9dHS06tSpo8jISO3cuVNffvml5s6dq+HDh1ttzpw5ozp16ujVV1/VwYMH1atXL3Xq1Enffvut1Wbp0qXq06ePRowYof3796to0aLy8/PT5cuXH7kWAAAAAIhPHs784Rs3bnR4PHfuXKVLl0779u1TpUqVFBoaqlmzZmnRokWqWrWqJGnOnDkqUKCAdu3apTJlyui7777T0aNHtXnzZqVPn17FihXTmDFjNHDgQI0cOVKenp4KCAhQjhw5NH78eElSgQIF9OOPP2rixIny8/OTJE2YMEGdO3dWhw4dJEkBAQFav369Zs+erXffffeRagEAAACA+GSre9hCQ0MlSalSpZIk7du3T/fu3VP16tWtNvnz51fWrFkVGBgoSQoMDFSRIkWUPn16q42fn5/CwsJ05MgRq03cfcS2id1HZGSk9u3b59AmQYIEql69utXmUWr5q7t37yosLMzhCwAAAAAelW0CW0xMjHr16qXy5curcOHCkqTg4GB5enoqRYoUDm3Tp0+v4OBgq03csBa7PnbdP7UJCwtTRESEQkJCFB0d/dA2cffxb7X81dixY5U8eXLrK0uWLI/42wAAAAAAGwU2f39/HT58WEuWLHF2KfFm0KBBCg0Ntb7OnTvn7JIAAAAAuBCn3sMWq0ePHlq3bp127NihzJkzW8t9fX0VGRmpGzduOJzZunTpknx9fa02fx3NMXbkxrht/jqa46VLl+Tj46NEiRLJ3d1d7u7uD20Tdx//VstfeXl5ycvL6zF+EwAAAADwP049w2aMUY8ePbRq1Spt3bpVOXLkcFhfokQJJUyYUFu2bLGWnThxQkFBQSpbtqwkqWzZsjp06JDDaI6bNm2Sj4+PChYsaLWJu4/YNrH78PT0VIkSJRzaxMTEaMuWLVabR6kFAAAAAOKTU8+w+fv7a9GiRVq9erWSJUtm3QuWPHlyJUqUSMmTJ9ebb76pPn36KFWqVPLx8dHbb7+tsmXLWqMy1qxZUwULFlSbNm00btw4BQcHa+jQofL397fObnXr1k1Tp07VgAED1LFjR23dulXLli3T+vXrrVr69Omjdu3aqWTJkipVqpQmTZqk8PBwa9TIR6kFAAAAAOKTUwPb9OnTJUlVqlRxWD5nzhy1b99ekjRx4kQlSJBAjRs31t27d+Xn56fPPvvMauvu7q5169ape/fuKlu2rJIkSaJ27dpp9OjRVpscOXJo/fr16t27tyZPnqzMmTNr5syZ1pD+ktS8eXNduXJFw4cPV3BwsIoVK6aNGzc6DETyb7UAAAAAQHxyamAzxvxrG29vb02bNk3Tpk372zbZsmXThg0b/nE/VapU0YEDB/6xTY8ePdSjR4//VAsAAM9SUFCQQkJCnF3GcytNmjTKmjWrs8sA8AKzxaAjAADg8QUFBSl/gQKKuH3b2aU8txIlTqzjx44R2gA4DYENAAAXFRISoojbt9XsvelKlyOPs8t57lw+c0rLhnZXSEgIgQ2A0xDYAABwcely5FGmAkWdXQYA4CmwzcTZAAAAAABHBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGzKqYFtx44dqlevnjJmzCg3Nzd9/fXXDuuNMRo+fLgyZMigRIkSqXr16jp16pRDm2vXrqlVq1by8fFRihQp9Oabb+rWrVsObX799VdVrFhR3t7eypIli8aNG/dALcuXL1f+/Pnl7e2tIkWKaMOGDY9dCwAAAADEJw9n/vDw8HAVLVpUHTt2VKNGjR5YP27cOE2ZMkVffvmlcuTIoWHDhsnPz09Hjx6Vt7e3JKlVq1a6ePGiNm3apHv37qlDhw7q0qWLFi1aJEkKCwtTzZo1Vb16dQUEBOjQoUPq2LGjUqRIoS5dukiSdu7cqRYtWmjs2LGqW7euFi1apAYNGmj//v0qXLjwI9cCAADwtAUFBSkkJMTZZTy30qRJo6xZszq7DMDi1MBWq1Yt1apV66HrjDGaNGmShg4dqvr160uS5s2bp/Tp0+vrr7/WG2+8oWPHjmnjxo3as2ePSpYsKUn69NNPVbt2bX3yySfKmDGjFi5cqMjISM2ePVuenp4qVKiQDh48qAkTJliBbfLkyXrttdfUv39/SdKYMWO0adMmTZ06VQEBAY9UCwAAwNMWFBSk/AUKKOL2bWeX8txKlDixjh87RmiDbTg1sP2TM2fOKDg4WNWrV7eWJU+eXKVLl1ZgYKDeeOMNBQYGKkWKFFZYk6Tq1asrQYIE+vnnn9WwYUMFBgaqUqVK8vT0tNr4+fnpo48+0vXr15UyZUoFBgaqT58+Dj/fz8/PukTzUWp5mLt37+ru3bvW47CwsP/0OwEAAC+2kJAQRdy+rWbvTVe6HHmcXc5z5/KZU1o2tLtCQkIIbLAN2wa24OBgSVL69OkdlqdPn95aFxwcrHTp0jms9/DwUKpUqRza5MiR44F9xK5LmTKlgoOD//Xn/FstDzN27FiNGjXq3/+zAAAAjyFdjjzKVKCos8sA8AwwSuRTNGjQIIWGhlpf586dc3ZJAAAAAFyIbQObr6+vJOnSpUsOyy9dumSt8/X11eXLlx3WR0VF6dq1aw5tHraPuD/j79rEXf9vtTyMl5eXfHx8HL4AAAAA4FHZNrDlyJFDvr6+2rJli7UsLCxMP//8s8qWLStJKlu2rG7cuKF9+/ZZbbZu3aqYmBiVLl3aarNjxw7du3fParNp0ybly5dPKVOmtNrE/TmxbWJ/zqPUAgAAAADxzamB7datWzp48KAOHjwo6f7gHgcPHlRQUJDc3NzUq1cvvffee1qzZo0OHTqktm3bKmPGjGrQoIEkqUCBAnrttdfUuXNn7d69Wz/99JN69OihN954QxkzZpQktWzZUp6ennrzzTd15MgRLV26VJMnT3YYZKRnz57auHGjxo8fr+PHj2vkyJHau3evevToIUmPVAsAAAAAxDenDjqyd+9evfrqq9bj2BDVrl07zZ07VwMGDFB4eLi6dOmiGzduqEKFCtq4caPDvGcLFy5Ujx49VK1aNSVIkECNGzfWlClTrPXJkyfXd999J39/f5UoUUJp0qTR8OHDrSH9JalcuXJatGiRhg4dqsGDBytPnjz6+uuvrTnYJD1SLQAAAAAQn5wa2KpUqSJjzN+ud3Nz0+jRozV69Oi/bZMqVSprkuy/89JLL+mHH374xzZNmzZV06ZN/1MtAAAAABCfbHsPGwAAAAC86AhsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYlIezCwAAAADw94KCghQSEuLsMp5badKkUdasWZ1dxt8isAEAAAA2FRQUpPwFCiji9m1nl/LcSpQ4sY4fO2bb0EZgAwAAAGwqJCREEbdvq9l705UuRx5nl/PcuXzmlJYN7a6QkBACGwAAAIAnky5HHmUqUNTZZcAJGHQEAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGzKw9kFAHh6goKCFBIS4uwynltp0qRR1qxZnV0GAAB4jhHYgOdUUFCQ8hcooIjbt51dynMrUeLEOn7sGKENAAA8NQQ24DkVEhKiiNu31ey96UqXI4+zy3nuXD5zSsuGdldISAiBDQAAPDUENuA5ly5HHmUqUNTZZQAAAOAJMOgIAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWB7TNOmTVP27Nnl7e2t0qVLa/fu3c4uCQAAAMBzisD2GJYuXao+ffpoxIgR2r9/v4oWLSo/Pz9dvnzZ2aUBAAAAeA4R2B7DhAkT1LlzZ3Xo0EEFCxZUQECAEidOrNmzZzu7NAAAAADPIQ9nF+AqIiMjtW/fPg0aNMhaliBBAlWvXl2BgYEP3ebu3bu6e/eu9Tg0NFSSFBYW9nSLfYhbt25Jkv489qsib4c/85//vLty9jdJ93/Pzujfh6HPny76/MVDn7946PMXD33+4nFmn8f+PGPMP7ZzM//WApKkCxcuKFOmTNq5c6fKli1rLR8wYIC2b9+un3/++YFtRo4cqVGjRj3LMgEAAAC4kHPnzilz5sx/u54zbE/RoEGD1KdPH+txTEyMrl27ptSpU8vNzc2JldlfWFiYsmTJonPnzsnHx8fZ5eAZoM9fPPT5i4c+f/HQ5y8e+vzRGWN08+ZNZcyY8R/bEdgeUZo0aeTu7q5Lly45LL906ZJ8fX0fuo2Xl5e8vLwclqVIkeJplfhc8vHx4cn+gqHPXzz0+YuHPn/x0OcvHvr80SRPnvxf2zDoyCPy9PRUiRIltGXLFmtZTEyMtmzZ4nCJJAAAAADEF86wPYY+ffqoXbt2KlmypEqVKqVJkyYpPDxcHTp0cHZpAAAAAJ5DBLbH0Lx5c125ckXDhw9XcHCwihUrpo0bNyp9+vTOLu254+XlpREjRjxwSSmeX/T5i4c+f/HQ5y8e+vzFQ5/HP0aJBAAAAACb4h42AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKw4ZmKiYmxvmeAUgBwfc2aNdPs2bOdXQYAPLcIbHimEiS4/yc3bdo0bd26ldD2HIsbzmPR388/+vjFkypVKvn7+2vJkiXOLgUAnktMnI1nIiYmxgprn332md59913t3LlTxhi5ubk5uTrEt7j9HRQUJA8PD2XMmFFubm70+XMsbr/fvn1bERERSp06tZOrwtMWEBCgFClSqF27dpKkN954w8kV4Wn6+eeflTBhQhUvXtzZpeAZWbdunXbs2KEjR46oRYsWevXVV5UpUyZnl/VC4QwbnonYg7idO3fq9u3bmj59uooUKcKB+3Mqtr+HDh2qypUrq3Llyqpfv76ioqLo8+eUMcbq9/fee0+NGzdW3rx51atXLy1btszJ1eFp+/DDD9WzZ0+1a9eOM23PscWLF6tcuXL68MMPtX//fmeXg2dgzpw5atOmjcLCwnTnzh2NGTNGixcvlsQVFc+Sm+G3jWfk2LFjKlSokCTp008/lb+/v5MrQnyLjo6Wu7u7JGnp0qXq3bu3PvnkE4WGhmrSpElKliyZNmzYoHTp0jm5Ujwtw4YN0+eff67JkycrderU6t+/vzw9PbV8+XJlz57d2eUhnsQ9mxpX3759NXXqVH355ZecaXvO7Nq1S507d1bevHl14cIF5cmTRz179lSJEiWcXRqeki1btqhdu3aaOHGimjZtKkkaMmSIFi1apGPHjsnb29vJFb44OMOGZ6ZAgQJatWqVkiZNqp07d+rmzZvOLgnxLDasrVy5Uvfu3dP777+vli1bqnv37lq/fr0iIyNVq1YtXblyxcmV4mk4efKk1q1bpyVLlqhFixZKnDixTpw4IX9/f2XPnl3R0dHOLhHxIG5YO3TokHbu3KkjR45IksaPHy9/f3/OtD2Hbt68qYIFC2rq1Knq37+/jh07psmTJ2vfvn3OLg1PwZ07d/TTTz+pYcOGeu211xQVFSVJ6tChg9zd3XX16lUnV/hiIbDhqXjYgBOSVL9+fc2YMUPLli3TmDFjrBcAuK6qVatq+/bt1uPz58+rffv2atu2rW7cuGEtz507t1atWqWoqCjVqVNHly5dckK1iC/GmAeevwkTJlR0dLQqV66slStXqlatWpo0aZLat2+v27dv66uvvtL58+edVDHiQ9xLXwcNGqTWrVurUaNGeuedd9SgQQNJ0oQJE9SrVy+1b99eS5cudWK1iE+VK1fWmDFjlCFDBjVq1MghtO3du9dqFxkZKYnL5Vydt7e3cuTIoWrVqilZsmTy8Lg/7EXChAkVEhKia9euObnCF4wB4ll0dLT1/fTp002PHj1M8+bNzZIlS8zFixeNMcYsWrTIeHh4mAEDBph79+45q1TEg/fee8/cuXPHehwTE2N27NhhChcubCpVqmSioqKs5cYYc/r0aZM+fXrToUMHp9SL+HHjxg3r+zVr1pigoCBz+vRpkzlzZjNq1CiTMmVKM3XqVKvNzz//bOrVq2d27drljHLxH8U+f2N9/PHHJk2aNOaHH34wERERpk+fPsbNzc1s27bNatO/f3/j5uZmNm3a9KzLxTOybNkyU7JkSdOmTRuzf/9+c+vWLdO4cWOzb98+Z5eGeBb7GhAcHGzSp09vDh8+bK375JNPzB9//OGs0l4IBDY8Nf379zepUqUy3bt3N2XLljUvvfSSadCggTl79qwxxpglS5YYb29v07VrV+ugHq5r7NixZtmyZcaY+y/sP/zwg8mYMaN57bXXrDaxL/jnz5+nz13Y9u3bTdq0ac21a9dM//79TY4cOcyFCxeMMcYMGTLEuLm5mf79+1vtb9++berWrWvq1Knj8IEOXENwcLAx5v6HcTExMeb27dumadOmZs6cOcYYY9avX2+SJUtmZsyYYYwxJjw83Np26tSpfCj3HIob4JcvX25eeeUV06xZM1O4cGGTK1cu+vw5duPGDZMnTx5z7tw5Y4wx1apVM8WLF+c9/SljWH88FTt37tSKFSu0bt06lS1bVpK0YMECzZs3T4MHD9a0adPUvHlz3blzR7Nnz37ozetwLUeOHNGwYcPk7e2tevXqqUKFClq6dKmaN2+u2rVra8OGDdYIkbHDAccdpASuI1myZCpVqpTy5s2r6OhoHTp0SBkyZJAkdenSRUFBQZowYYISJkyoO3fu6JdfflFwcLAOHDigBAkS/O2AFbCfUaNGafHixVq/fr1y5colSfL09NTFixeVMmVKrV+/Xm+88YY+/vhjderUSVFRUZo7d64yZ86s119/3RpcKioqyrqkCq4v7hQtTZo0UWhoqDp37qySJUtq//798vDw4PX9ORUeHq7bt2/rypUr8vf31/nz53Xo0CG5u7vz2v4U8VtFvPjrPWvXrl1TeHi40qdPby1r2bKlGjRooL1791o3q7Zr107bt2+3XvzhGuL2Vez38+fPV9euXdW8eXOtWbNGklShQgUtW7ZMhw8fVqlSpR7YD2/mrunll19WoUKFdPXqVXl7e1tB3BijrFmzavz48frwww/1ww8/6Pfff1fx4sV18OBBJUyYUFFRUbyhu5CCBQsqW7Zs6tixo06fPi1JunfvnrJmzaopU6aoTZs2GjdunLp16yZJCg4O1rp16x4YWIiw9vyJfd++fPmyZs2apeLFi2vnzp3W85zX9+eTm5ubYmJi9Prrr+v48eM6dOgQr+3PAL9Z/Gd37tyxnqTffPONJCl16tRKliyZzp07J+l/N6p37NhRf/75p3bs2PHAfpifyzXExMRYfRUVFaXbt29b66ZOnaq2bdvqjTfesEJb+fLlNXfuXGXIkOFvB6OB64iOjpYxRvXr19dXX32lUqVKqUyZMjp58qTc3NwUFRWltGnTql+/ftq+fbtWrVqlcePGWZ+4c+DuWpo2bapevXopderU6tChg/744w95e3urd+/e2rt3r/Lly6emTZsqKipKISEh6tKli8LCwtS+fXtnl45nwM3NTadPn9aVK1cUGBgoDw8PzqY+5xIkSKCoqCjlzJlThw8ftsIaff50Edjwn6xevVqNGjWSJPXu3Vs9evTQtWvXVLp0aaVMmVLvvvuuzp49ax3gX79+XTlz5pSvr68zy8YTinu5w8SJE9WoUSNVrlxZ77//vsLCwiRJAQEBatu2rVq2bKm1a9dKuj+S5OrVq63L4eBa4vaZu7u73NzcVK5cOTVo0EBDhgxRkSJFVKNGDf3222/Wm/bcuXOtD2yk+x/a8Im764jb5zExMcqaNat2795tnWkrWbKkFi9erF9++UV16tRRiRIl1LBhQwUHB+v777+Xu7s70zi4mCd9bS5XrpxOnTqlhAkT6t69exy4u5An6fP06dPr448/1pYtWwhrzxATZ+M/OXjwoCpXrqzMmTPr/Pnz+vHHH1WkSBFJUkhIiMqWLatkyZKpVatWypIli2bPnq1Lly5p7969HLy5sMGDB2vu3Lnq0qWLsmbNqi5duqh79+7q3bu3cubMKUl66623FBAQoB07dqhChQpOrhhPKm5InzlzpgIDA5UgQQJVqlRJbdq0kSTt27dPw4cP1759+zR16lR9/vnnCg0N1a5du7hExsX17t1bGzZs0Ouvv66TJ0/q4MGDypo1q2bPnq08efLo2LFj2rJli65du6Y8efKoWbNmcnd35yDOxcR9nm/fvl2FCxdW6tSp/3U77lNzXU/S53+9Ry32PkY8A84Z6wTPkyZNmhg3NzdTtWpVa5Sg2JHgwsLCTOPGjU3x4sXNSy+9ZOrXr28iIyONMYYRhVzUqlWrTO7cuU1gYKAxxpiffvrJuLu7Gw8PD9O0aVPz+++/W23HjRvHaGHPiQEDBphMmTKZjh07mnfeecd4eHiYiRMnWusPHz5sWrVqZXLlymVee+0163n+1+Hg4Tp+/vlnkylTJoeh+hcvXmwqV65sKlWqZE6fPm2MMQ+M/Mlru2uJ+xwdMmSIyZ49u1m2bJmJiIh45O0OHTpkQkJCnlqNiF/0ueshsOE/W7p0qVm0aJFJnz69ef311821a9eMMcY6YDPGmDt37pg///zTerJzEO+aoqOjzerVq820adOMMcZs2LDBpEiRwixatMj8+OOPJmHChKZ79+7mxIkTDtvR367tyy+/NDly5LDmUFu5cqVxc3Mzbm5uZtiwYQ5tg4KCeJ4/J7Zt22aSJUtmfv31V2tZTEyMmTFjhkmSJImpXr36A891uK7hw4eb9OnTm23btlnv43HFPViP+/2UKVNM7ty5rQAP10Gfuw4CGx7LP82htHfvXpM2bVrz+uuvm9DQUGv5okWLHnkfsJeH9VVISIgJCgoyV69eNWXKlDEffvihMcaYS5cumezZsxs3NzczZMiQZ10q4klMTIzDGZLo6GjzySefmMmTJxtjjFm3bp1Jnjy5+fTTT80nn3xi3NzczIQJEx7YD89z1xL3YCy2706cOGGKFi1q5s6d6xC+79y5Y4oUKWJ8fX1N165dn3mtiB+xfR4TE2POnz9vSpQoYc2lefnyZXPgwAEzbNgw8/XXXzu8p8f9WwkICDApU6Y0S5YsebbF44nQ566LwIZHFvcA7MsvvzQjRowwb731ljlz5oy1fP/+/SZ9+vTGz8/PbNq0ybz22mumVKlSHLy5oDt37ljf//777+b69evm1q1b1rLTp0+bAgUKmE2bNhlj7r/Y9+3b1+zZs4czKy4sdpJkY+5PiHzt2jVz+fJlc/r0aXP+/HlTqFAhM378eGOMMbt37zaJEiUybm5u5osvvnBWyfiP/vr6HPv8jYmJMU2aNDGFCxc233//vbX+woULplGjRmbp0qW8truouAfgV69eNdevXzepU6c2y5YtM5s3bzYdO3Y0JUqUMNmyZTMFCxa0JkmP+9oeEBBgfHx8zIoVK551+XgC9LlrI7DhsQ0cONBkzJjRNGrUyLz66qvG19fXrFq1yoSHhxtjjDl27JjJnj27KVKkiClXrhz3sriY999/31y5csV6PGzYMJMrVy5TqFAh065dO3P+/HljjDGnTp0ySZIkMb169TJr1641tWrVMhUqVOByOBf2008/mXz58plffvnF9O3b1/j6+po///zTWr9jxw5TuHBha9mRI0dM586dzYYNG+hvFxU3cE2ePNk0a9bMVK1a1YwZM8ZERESY6OhoU6lSJVOoUCHTq1cvM3PmTFOlShVTrVo1a1tCm2v5+uuvzU8//WSMMaZfv36mWbNmxhhjOnXqZFKmTGkSJ05s+vTpYzZu3GiMMaZcuXJm8ODBDvvgwN210Oeuj8CGxxIQEGAyZ85sDhw4YIy5f4+Dm5ubSZcunVmyZIkV2m7fvm2OHj1qvZFzMOcaduzYYfLkyWPq1q1rbt26Zb799luTPn16s2LFCjNs2DBTvXp1U6JECWtgkWXLlpkkSZKYAgUKmPLlyxPOXdyPP/5o3njjDZMhQwaTMmVKExQUZIz5X3/+/PPPxs3NzcycOdP8/vvvpnbt2qZx48aE9OfAwIEDTZo0aUzPnj3NO++8Y5ImTWpq1aplzpw5Y2JiYkz//v1NtWrVTNGiRU29evWs5zphzbXcu3fPvP766yZJkiSmefPmJlmyZNb7uTHGbN++3Rw8eNBhm6pVq1qXvhtjzJo1a4y3t7dZuXLlsyob/wF9/nwgsOEf/fXNePTo0WbmzJnGmPujBfr4+Jh58+aZNm3amHTp0pnly5ebsLCwf9wH7CsqKsosXLjQlC9f3tSrV8+8//77ZsaMGdb6TZs2mWrVqpmXX37ZuhT27Nmz5o8//iCcu7C4AXvQoEHGzc3N5M2b1+zZs8daHx0dbSIjI83QoUONm5ubyZkzp3n55ZcJ6c+BgwcPmqxZs5qtW7day44ePWpy5sxp6tevby2LjIw0V69eJaA/BzJmzGi8vb3N3LlzjTEPvk/fvHnTHD582NSpU8cUKVLEoa9DQkLM9u3bn2m9+O/oc9dGYMMjef/9982NGzfMr7/+av78809z8uRJU6BAATNp0iRjjDE7d+60Ro3bvHmzk6vFk4gdaCIqKsosWLDAVK5c2SRPntwK6LE2b95snWn76whRhHPXE7fPIiIizObNm83KlStNq1atTJEiRawh3eP+fRw9etRs377dWsaBu2vbu3evyZQpkzl27Jgx5n8j/B48eNAkTJjQLF++/IFteK67pqioKBMeHm5efvllU6lSJZM2bVqzY8cOa31sGF+9erUpXbq0qVq1qsNUPEzZ4Hro8+cDM5rioWJiYqzv58yZo6FDh+rYsWMqUqSIMmbMqJMnTypJkiSqW7eupPuTZw4ePFjvvfeeKleu7Kyy8YRiYmKsyU/d3d3VokULde/eXZkzZ9b06dN1/fp1q221atU0aNAgRUVF6f3333fYD5Mku5a4k6COGzdO48ePV9GiRdWoUSN169ZNBQoU0DvvvKMffvjB+vtYvHix0qdPr0qVKsnd3V3R0dFMkOxCjDEPLEuePLlCQkK0f/9+SbL6NX/+/CpQoIAuX778wDY8111HVFSU9b0xRokTJ9a+ffu0fft2lS9fXo0aNdKPP/4oSdYkyIUKFdLUqVP13XffKWHChIqKipK7uzuTZLsI+vz5wysuHir2zXjjxo06f/68li5dqjJlyljrL126pGPHjuny5cs6c+aMPvroI127dk2DBw+Wh4eHw4sF7C3uQfuUKVM0fvx4BQcHq2nTpho2bJg8PDzUtm1bh9BWtWpVzZo1SzNnznRW2YgHsf0+YMAATZo0ScmTJ1dkZKQkqUKFCnrnnXeUL18+derUSbNmzVLt2rU1btw4pUiRwtoHb+auIyYmxjo4u3HjhrU8d+7c8vf316BBg7RhwwYlSJBA7u7uiomJUXR0tLy9vZ1UMf6LoKAgSbI+UJk/f76GDx+uWbNm6cKFC5Kkr776ShUqVFCTJk20detWXbt2TU2bNtVHH32kkiVL8qGMi6HPn2NOPsMHGwsMDDQ5cuQwyZIlM6tXrzbGOF76VLNmTePu7m6yZctmihUr5jBRNlxP//79Tbp06cwXX3xhjQIYe09buXLlTN26dc3169cf2I7LJVzbvHnzTLp06RxuOg8PD7fuRT127Jjp1KmTyZUrl6lVqxb3rD0H3nvvPfPqq68aPz8/s3btWhMREWHOnj1r2rdvb1KmTGmGDh1qxo8fb2rWrGmKFCnCc9wFdenSxTRs2NAcPnzYGHN/guQkSZKYGjVqGHd3d9O0aVPrcmdjjGnatKlxd3c3hQsXNvnz5+f93AXR5883Ahv+1qVLl8zYsWNNunTpTPPmza3ld+/etb5fvXq1+eabb7iXxcWtXLnSZMyY0ezbt89aFntAHhUVZRYtWmQqVKhgypQp88CgMnBtY8eONS1atDDG3B9oYtKkSSZfvnymZMmS5v333zdRUVEmJibGXLp0iYFlngMBAQEmbdq05pNPPjFly5Y1RYsWNWPHjjURERHmypUr5uOPPzZ58+Y1VapUMc2bN3e4lwWuY+XKlSZbtmymQ4cO5rvvvjP169c3gYGBxpj79yy+/PLLpkGDBg4DzSxatMgsWrTIen7zPHct9Pnzzc2Yh1zQjhdO3MvipPvXPLu5uen69euaNWuWpk+frnr16mnSpEmSpLt378rLy8thH9HR0Vwe5aImTpyoNWvW6JtvvlHChAnl7u5u/Q1I9/8e5syZo59//lnTp0/n/pXnyIQJE9SvXz8NGDBAq1evVuHChVWyZEkFBQVp8+bN2rZtmzJkyGC1/+trBeztr/01btw4ZciQQW3atJEk9e7dWzt27FDjxo3Vo0cP+fj46ObNm0qSJIm1XVRUFJdHuZDY1+5vvvlG3bp1U+nSpXXz5k0tXbpUPj4+kqSff/5Z3bt3V/bs2eXv769q1ao57IP3c9dCnz//CGxweEOfM2eOjh8/rqtXr+qNN95Q9erVFR4erunTp2vOnDmqWbOmJk6c+MB2cB0P6zd/f39t27ZNR44ckfS/F+7o6Gj98MMPKlSokNKkSWMFOPr++TJs2DDt2bNHr7/+umrUqKE8efLoyJEjatu2rZYuXarcuXM7u0Q8gbgfunz11Ve6deuWtm7dqmbNmql27dpWu969e+uHH35Qw4YN1a1bN6VOnfqh+4D9/bW/1q5dq27duikyMlJr1qxR2bJlrXW7d++Wv7+/EidOrIkTJ6p48eLOKBn/EX3+gnDKeT3YUt++fU26dOnM66+/bqpWrWrc3d3NkCFDzPXr101oaKgZN26ceemll0yHDh2cXSriwUcffWS++uorY8z9CbMzZMhgxo0b59DmypUrpnbt2mbFihXOKBFPWdz70CIiIqzv79y5Y1577TXj5+fH8O0uKm7f9unTx6RIkcJkzZrVuLm5mbp165obN244tO/bt6/JmjWrNUcTXNuuXbus5/S3335rMmfObNq2bWsOHTrk0O6HH34wHTp04Hn+HKDPn28ENhhj7s+t5evr63AP0+eff25Spkxpxo4da4wx5vLly2bYsGGmdevWPNFdzJo1a6zv7927Z4KDg03u3LnNr7/+aoy537f+/v6mVKlSZujQoebKlStm9+7dpm7duqZEiRLcv/Ici3tgf/v2bfPpp5+aGjVqOAwkxPPddZ0+fdo0adLE7Nu3z1y7ds2899575pVXXjH+/v4mNDTUoe2UKVN4rruouM/RtWvXmqJFi5pJkyZZ95yvWbPGZMmSxXTo0OGBA/iH7QP2R5+/WLimCZKkW7duKXny5MqaNauio6MlSV26dNGIESM0evRonT59WmnTplW/fv00b948JUiQwGGuNtjX2rVrVb9+fetSVg8PDyVKlEjR0dHWnExp06ZV//79VbduXc2dO1c5cuRQmzZtFBYWpsDAQOvySDx/4l5KExUVpZiYGOXMmVN79uyx5uLh8lfXtGDBAjVo0EC3bt1Svnz5lDJlSg0cOFANGzbUvn37NHjwYIWFhVnt3377bZ7rLijuJeoLFy7Ujh079Mcff2jy5MmaOXOm7t69q3r16mnatGnaunWrJk+erAMHDjywH57nroM+f/HQU5B0/8l/5swZ3b59W+7u7rpz544kqWXLlkqVKpWOHz8uSfLx8ZGbm5uMMTzRXUSNGjU0YcIEDRgwwAptnp6eDnMtxcTEKFu2bBowYICOHj2qVatWaenSpfr+++8dJtCE6zAPuT353z5kSZYsmfz9/RUQECAPDw/m4nFhMTExCgsLk6enp44cOWLNpebh4aH+/furfv36OnjwoLp3767w8HCHbXmuu5bY9+Jhw4bp7bffVr58+TR58mT5+vpqxowZ+vzzz60D+KlTp2revHnauHGjk6vGf0Gfv4CcfIYPz1jceTb+Oo9S5cqVTZkyZcylS5esZefOnTO5c+c2mzdvfmY1Iv5FRESY8ePHGzc3NzNu3Dhz8+ZNU7BgQfPbb7/967ZcMuF64vbZn3/+af74449Hmjct7nZxp++Aa7p7966ZP3++yZ07t3n99dfNrVu3rHX37t0zgwcPNl26dOE57oLOnj1rfR8TE2OCgoJMnjx5zIIFC6zlYWFhpnnz5iZPnjxm2rRp5s6dO8aY+/cwcemr66HPX2yMEvmCOH36tMNIb1988YUOHDggHx8fvfLKK2rSpIkCAwPVv39/Xb9+XePGjdO9e/c0c+ZMXbp0Sbt27eJTVxcT95IJ8/+jSI0fP179+/dXly5dtG3bNklSgQIFFB0drfDwcBlj1LhxY/n7+zuxcvwXJs6IYaNGjdLXX3+t0NBQJU6cWIMGDVLt2rWVMmXKf9xu5syZcnNzU/v27Xneu6jY/rx3754WLlyo6dOnK3PmzJo/f74SJ04s6f5rhJubm9zc3Bj51YX06NFD3t7e+uSTT6xl165dU7ly5dSvXz916tTJmoohMjJShQoVkqenp7p166auXbvK09NTEsO4uxL6HLw6vwD8/f3VrVs37d27V9L9g7g+ffro1q1b2rRpk4YNG6ZOnTqpbNmymj59uvLnz682bdpoxIgRioqK0s6dO7mvwcXEPfiaN2+e5s+fr1u3bqlnz56aNGmSFixYoKioKPXq1UvFixfXyy+/rHLlyunVV19V165dnVw9/ovY0PXee+/ps88+08iRI3X48GElS5ZMI0eO1JUrVx7YJm5Y++KLL9SlSxelTp2aN3YX8HefucZeup4wYUK1bNlS3bt3159//qn27dtbl0AmSJCAS9xdkJ+fn8aOHSvp/kG7JCVMmFDJkiXTli1bJMm6pNnT01PFixdXwoQJtWLFCv3000/Wfnh+uw76HFwS+QLYvn27yZMnj2nSpIlZv369ee2118y2bduMMcbcunXLzJkzx+TLl8/06NHD2ubMmTPmypUr1mVU9+7dc0rt+G/69etnMmTIYL744gtz/vx5Y4wxN2/eNNOmTTPu7u5m9uzZD92O/nZt165dM5UqVTKLFy82xhizceNG4+PjYwICAowxjpc+xr1UMiAgwPj4+FjTPcC+tm7dan3/T5e7xq67e/eumTt3rsmRI4cZPHjwU68P8e+v/Txv3jxTo0YNc/jwYWOMMT/99JPx9vY2vXv3ti5/i4mJMS1atDDr1683L730kmnRosUzrxtPjj5HLALbcy72wGzXrl0mV65cpnbt2qZ06dLmwoULVpuwsDAzadIkU7x4cXP06FGH7f76PVzH3LlzTYYMGcyuXbseWHf79m0zfvx44+HhYYYNG2Ytf5T7nGB/f/75p8mdO7e5fv262bRpk0maNKmZPn26McaY8PBw8+mnn5rg4GCHbT7//HPj4+PDnHsuYN68ecbNzc1hzrRHDW3r16/nXpbnREBAgKlQoYJp1qyZOXLkiDHGmGXLlhkvLy9TqVIl06RJE1OmTBmTN29eY4wxgwYNMhUrVuQ93YXR5y8uroF4zsUOv1+6dGktXLhQp06d0p49exQYGGi1SZYsmWrXrq0jR47o5MmT1nZx9wHXs3fvXlWtWlWlS5e2lsWOEpgoUSL16dNHQ4cO1datW63LquIO8Q7XYOJcEnf37l1JUsaMGZU5c2a1aNFCjRo10qRJk9StWzdJ0pUrV7R06VLt3LnT2m7ChAl69913NWfOHDVu3PjZ/gfw2CpWrKgBAwaoZ8+emjNnjqT/XQL5MLHrPD09Vbt2bS6LckEPG+G1a9eu6tq1qy5evKjhw4fr5MmTatq0qQ4cOKCCBQsqUaJEeuWVV3T48GFJ0okTJ5QzZ85nXTqeEH0OB87Ni3ha/u7TlH379pncuXOb2rVrmx9++MFafunSJZM/f36HCZbhmmL7vmHDhqZVq1bGGOPwiXpkZKTZtGmTNWJc7KfvnF1zPXGf5++//74ZNmyYdeZs5syZJmvWrKZOnTpWm/DwcFO7dm1TrVo1h7+JevXqmfnz5z+7wvHEYp+nV65cMaNGjTJJkyY1y5cvf2D9321njDF//PGHNXoc7O+vEyQvWLDATJ061erDJUuWmEqVKpnGjRtbl8rFvaz98uXLpl+/fiZNmjTWWRnYG32OvyKwPYfiPtF///13c/DgQRMZGWkN6b9z506TK1cuU65cOfPhhx+aFStWmHr16pmCBQtyqYwL+rtw/v777xtvb29z6tQph+UXLlwwrVu3Ntu3b7eWEdZcT9x+DwoKMm+88Ybx9PQ0n3zyiblz5465ceOG6du3r8mdO7epVKmSadu2rSlfvrx56aWXrNeCuNN8wP7iPk9nzZpl+vbtazw8PIyHh4fD0N5/fT7HfTxlyhRTpUoVc/HixadfMOJV//79TZYsWUz16tVN9uzZTZEiRcymTZuMMfcvk3311VdN06ZNzS+//GJtc+7cOfP++++bPHnymAMHDjipcjwp+hyxCGzPmbgHcUOHDjWFChUyPj4+pkKFCuaLL74woaGhxhhjAgMDTd68eY2bm5tp2LCh6dOnj/XpDKHNdcTt74MHD5rAwECH+xCrVKliMmbMaPbu3WsuXbpkzp8/b2rVqmVKly5NPz8n+vTpY4oUKWLefPNN88orr5gECRKYMWPGmJiYGHPjxg2zfv1688Ybb5hu3bqZ999/33qeM7CM63r33XeNr6+vmTFjhhk3bpypXbu2SZo06UPvaYsb1mLvU4wdjAauY/bs2cbX19c6MF+1apVxc3MzGzZssNosWLDAFCpUyAwZMsRaFh0dbc6dO/fAPauwP/occRHYniNx35hHjRplfH19zZo1a0xYWJipWrWqyZcvnxk7dqy5ceOGMeb+5ZHJkiUz48aNs7bjIN51xO3vgQMHmrx58xofHx9TqFAh07BhQ2OMMefPnzcNGjQwiRIlMtmzZzeFChUyr7zyinVmhRuRXdvq1auNj4+P2bt3r/XcHTdunHFzczNjxoxxmCg5Lp7nruvChQumWLFiZtGiRdayU6dOmZ49e5rEiRObJUuWWMvj9nPsCKArV658pvUifgwdOtT07NnTGGPMokWLTPLkyc1nn31mjLk/cFjsBzDffPONw2iBcF30OeIisD0HAgMDHR4fOHDAlCpVynzzzTfGmPvDPydJksRUqFDB5MyZ04wbN84Kbb/88gtPdBfz136aOHGiSZUqlfn+++/Nvn37zKJFi0yePHlMxYoVrTYbNmwwy5YtM6tXr7b6mzMsrm/hwoWmUKFCJjQ01CF8jx492iRMmNBMmDDBhISEOLFCxLc///zTJEuWzMycOdNh+bFjx0yBAgWMp6en+eKLLxzWxYY1RgB1DX99jY+OjjYNGzY0AwYMMHv27DFJkya1DtxjYmLMhx9+aKZMmeKwDR/KuBb6HP+GwObiZs6cadzc3BzeiC9dumQWLFhgIiIizLZt20zatGnNjBkzjDHGlC5d2uTJk8cMHDjQhIWFWdvwRHcNJ0+eNMb878zYvXv3TOvWrc3QoUOtNtHR0ebnn382uXPntj6d+yv62/U87AOVZcuWmYQJE5qzZ88aY4x1Q/qRI0dMkiRJjLe3t5k6daoxhrOpruhhfXbv3j3TvHlz065dO3Pu3DmHdS1atDBFihQxfn5+1t/L/PnzTaJEiTiz5oImTJhgvvvuO2PM/bPpWbJkeWA6h5s3b5patWqZgQMHOqtMxCP6HH+H8dpdXMWKFfX222+rU6dOWrFihSQpTZo0qlOnjry9vTVz5ky1atVKHTp0kCTlzp1bxhjdunVLSZMmtfbDMM/2N3HiROXLl0+7d+9WggQJZIyRh4eHzp8/bw3hK92fhqFUqVKqX7++jhw5osjIyAf2RX+7lpiYGGvKhbj92bhxY1WsWFHNmjXThQsX5OXlJUny9vaWv7+/3n33XfXt21dHjhxheg4XExMTY/XZ2bNn9dtvv0mSPDw8VLVqVe3atUtz5szR+fPnJUk3b95URESEhg4dqm+++cb6e8mRI4dWrlypRo0aOec/gidy8+ZN7dmzR9OnT9eVK1dUsmRJ1ahRQ/ny5ZOnp6eioqJ07NgxNWvWTJcvX9Z7773n7JLxH9Hn+Ce8g7uoDz74QJKUN29e9ezZU23atNGbb76p5cuXK0GCBEqRIoViYmIUEhKiu3fvWm/8xhhNnTpVU6ZM+cd5e2A/LVq0UMuWLVWzZk39/PPP1gFZ/fr1FRwcrE2bNjm0z5Ejh8LCwqy5ueCajDHW8/fTTz9V69at1atXL+3YsUMJEiTQyJEj5e3trRo1aui7777Tt99+K39/fx09elS9e/dWunTptGXLFif/L/C4Yvt88ODBqlKlisqXL6+6devq8uXL6tKlizp06KClS5eqadOmatu2rapVq6azZ8+qcePGcnNzU0xMjIwxKl++vGrVquXk/w3+zV/n3EqWLJkaNmyoc+fOaefOncqYMaM6deqkcuXKqXv37sqSJYuaN2+u8PBwBQYGysPDQ9HR0U6qHk+CPsdjcebpPTyZI0eOGDc3N1O3bl1r2W+//Wbefvtt4+PjY83Jc+/ePdOpUydTokQJ06ZNG1OhQgWHofu5RMr1XL582bRo0cIkTZrUunfx2LFjpkyZMqZhw4Zm1apVxhhjrl69aqpXr25atGjhxGrxX8W9DHLs2LHGx8fHvPXWWyZHjhymYsWKZtasWcYYY/bv328aN25skiZNanLnzm3Kly9v7t27Z+7evWsKFy5sli5d6qz/Ah5T3NflRYsWmWzZspklS5aYJUuWmPz585uiRYtaU3V88803ZtSoUaZhw4amZ8+e1mBCXPLsuj799FMzfvx463H37t1NlixZrHuOr1y5Yo4dO2aWL19ufv75Z4fL4+Ga6HM8CjdjOMXiaowx+uGHH9SiRQu9/PLLWrdunSTp999/16RJk/Tll19qxowZatasmW7duqX+/fvr+vXr8vT01KxZs5QwYUKHy23gWi5duqTevXtr7dq1+vbbb1WuXDkdPHhQffr00cWLFxUWFqb06dMrOjpae/fuVcKECWWMsc7IwfXs379f06dPV6tWrVSlShUFBwerf//++u2339SxY0d16tRJknTs2DGlSpVK6dKlk5ubmwYPHqzly5dry5Ytypo1q5P/F3gcq1ev1oULF+Th4aHOnTtLkq5fv66KFSvK3d1dK1asUJ48eSRJ0dHR1mXOUVFR8vDwcFrdeDLGGJ05c0a5c+eWJHXu3FmtWrVSoUKF1LJlS2XIkEFz58596La8n7sm+hyPg8Dmwnbs2KHmzZurRIkSDw1tn3/+ud544w2HN3OJN3RX8te+i3X16lW99dZbWr9+vb777juVK1dO58+f1/nz5/XTTz8pY8aMatq0qTw8POhvF7d48WJNnDhRd+/e1erVq5U9e3ZJ0vnz5zVo0CCdOXNGLVq0kL+/v7XNnj17NHfuXC1ZskSbN2/Wyy+/7KTq8SRCQkKULVs2RUREaOTIkRo+fLj1ocuNGzdUsWJFeXl5afbs2XrppZecXS6e0MMOuqdNm6YFCxbIx8dHGTNmVFRUlPLly6dff/1VnTt3Vo0aNZxULeIDfY4n5rRze/jPoqOjzbZt20z69OlNnTp1rOW//fabeeedd0zKlCkdRhYyhqH7XUVUVJRDXy1evNhMnDjRTJ8+3fz+++/GmPsjRTVr1swkSZLE7Ny582/3A9f2yy+/mGrVqplkyZJZo73GOn/+vGnXrp3Jly+f+eqrr6zlx48fN9OmTTMnTpx41uXiCTzsdfnIkSMmf/78ply5cubixYsO7a5fv27Spk1r2rdv/0zrxNOxcuVKc/bsWRMdHW3OnDlj/P39zcyZM83mzZtN9+7djZubm/H29uYS9+cIfY7HRWBzEX+93yzutcvbtm0z6dKlcwhtv//+u2nbtq2pUaPGM6sR8aNp06amc+fOVh8PHDjQJEmSxFSsWNEkTZrUlC5d2pp/JSwszLzxxhsmefLkZseOHc4sG/Hg7+4rPXHihKlZs6apWrXqA8Oznz171owePfqBcE5Ydw1x+zwkJMTcuHHDhIaGGmOMOXTokPH19TWvvfaauXLlijHmf6Ht5s2b9PFz4OrVqyZp0qSmcuXKZty4cSYqKsoEBASYypUrm4iICGOMMbNnzzb58uUzZcuW5UPX5wB9jifBJZEuIO4p9ClTpujAgQM6efKk2rdvrwoVKqhAgQLavn27mjVrplKlSmnt2rWSpAsXLsjX15frnF3MvHnz1KVLF7399tvWNe1Tp05V6dKlde3aNQ0YMEAnTpxQ+/bt9eabb+ry5ctq166doqKiHhgpEq4j7vP8119/1dWrV5UvXz4lT55cSZIk0aFDh9S3b19JUrdu3R46TPvfXUILezJx7i197733tGPHDv32228qU6aMmjZtqgYNGujIkSOqWbOmihYtqvnz5yt16tQO29Hnru/atWsaP368tm/frqioKC1YsEAtW7ZUoUKFNGfOHEnSqVOnlCtXLmtKF+5Jdm30OR4Xgc2FDBw4ULNmzVK7du104cIF7d69W8WKFVO/fv1UtmxZ7dixQy1btlSWLFkUGBhobcfNqa5nxYoVatGihRo0aKC7d+9q0aJF1rx5wcHB8vf3V1hYmBXQrl+/ruTJk9PPLirum/HgwYO1cuVKXblyRfnz51elSpXUt29fpU2bVocPH1bfvn2VIEECtWrVSq1bt3Zy5YgPw4YN0/Tp0zVjxgx5enpq/PjxOnjwoH799VdlzpxZR44cUa1ateTr66tNmzYpefLkzi4Z8SQ2cEdGRur48eMaMWKEfvnlFxUtWlS//vqrpkyZojp16ljteT93ffQ5ngR/AS5i7969WrFihVavXq3x48dr8eLFmjRpkm7fvq2pU6fqypUrqlChgubMmaO0adM6zO/BE931NGnSREuXLtXGjRsVGBioS5cuSbr/wu3r66tBgwZpy5Yt2rNnjyQpZcqUSpAgwQPzusA1xIa1Dz74QHPmzNH06dN17do15c6dW3PnztXgwYN16dIlFS5cWOPHj9fly5e1b98+J1eN+BAUFKTNmzdr2bJlatiwoTw8PLRv3z599NFHypw5s+7du6dChQppzZo1ypAhg5IlS+bskvEE/u6zcXd3dxlj5OnpqZdeekmrVq3SgAEDdPfuXZ05c8bhw1eJ93NXQp8jXjnlQkw8tj179ph06dKZPXv2OCxfuXKlSZky5QPLjWGetefBmjVrjJeXl3nrrbfMzZs3reX79+83uXPnNocOHXJidYhPJ06cMBUqVDCrV682xhjz3XffmaRJk5pGjRqZfPnymW7dupnLly8bY+4PLMTz2zX9td9OnDhhMmTIYIKDg82aNWtM0qRJzfTp040xxty+fdsEBARYAw393T5gX1u3brW+/7d7keL26+nTp82CBQuYa8sF0ed4GojtNhT3LMlfz5iEhIRIku7duydJatSokVKlSqUff/zxgf3wqYzrq1evnhYsWKAZM2aoR48eWrt2rfbu3auhQ4cqefLkKliwoLNLRDzJmTOnevXqpQoVKuinn35S27ZtNX78eK1cuVIFCxbUsmXL1K1bN129elU5c+bkjKoLintp06pVq3T27FmlSpVKBQoUUEBAgNq0aaOPP/5Y3bp1kySdPHlSmzZt0rlz5xz2w2u7a5g/f76qVaumL7/8UtL9M+nmH+5Cib1XSZJy5cqlVq1aWVOzwDXQ53haeNW3mbhv6JMmTdIHH3yg27dvq2TJkqpRo4Y6dOigEydOKGHChJLuBzhvb29lyJDBmWXjKWrSpIkWL16s5cuXq379+po1a5aSJEmiwMBAJUiQQNHR0c4uEY/pYX3m4eGhOnXqKFWqVFq8eLHq1aunjh07SpLy5s2rvHnzKmfOnEqZMqW1DQfursMYY/XX4MGD9fbbb2vNmjVKkyaNcufOrVGjRqlLly5WWAsPD9fgwYMVHh6uChUqOLN0PKGKFStqwIAB6tmzpzWQxL8dwLu5uT3wQQzzaLoO+hxPC38RNhP7hj5gwAAtWrRIvXr10rVr15Q4cWJ9+umnat26tcqUKaN+/fopSZIk2rhxozw8PNSkSRMnV46nqXHjxkqUKJHq1q2rYsWKqWvXrpKYBN3VxL5px47qt3r1aoWGhip9+vTy8/OTt7e3pPsfxNy8edN6E//999/VvXt3tWnTxnpzJ6y5ltj7FMeMGaMZM2Zow4YNyps3ryTp888/V3h4uObNm6eIiAh5eHjo4MGDCgkJ0f79+62zqfS56zDGKHv27OrXr58SJ06sd955R8mSJVOTJk2sA/iHjfoXN9ifPXtWvr6+8vLyetbl4wnQ53iaePW3oa+//lrz58/XV199pX79+ilz5syS7g8ssWbNGnXu3FkbNmzQ4sWLlSJFCu3Zs0fu7u6caXnO1a5dW1u2bNGbb74p6f6LPGHNdTRp0kSDBg2y3rDfffddtW7dWp988olq1aqlAQMG6Pr165KkkiVL6tKlS/Lz81OZMmV0+PBhtWrVirDm4q5du6YdO3Zo0qRJeuWVV3Tr1i19//336tKli1577TXVqFFDV69e1R9//KFy5crpwIEDSpgwoaKiouhzFxL3wHzNmjUKCwvTnTt31KJFCy1cuFDSw8+6xN3u008/Vfv27a3XBNgbfY6njaM9G/rjjz9UrFgxlSpVyhr+NfZfd3d3jRs3TmFhYUqYMKG8vb3l5ubGmRYX8qQH3DExMXr11Vcl3b+kjgM411KhQgX1799fPj4+atKkibZv367t27cra9as2rlzp5o2baqwsDB9+umn6tmzp9zd3XXy5EklSJBAkydPdngdgGtyc3PT0aNHdezYMe3YsUOfffaZzpw5o5iYGG3YsEFDhw5Vt27dHphnjdd21xLbd4MGDdLcuXM1ZswYffDBB9q2bZu6deumqKgotWvXzuGsS9w+/+KLLzR06FB9/vnn8vX1deZ/BY+IPsdT96xGN8GjGzJkiMmRI4c1ulDsKEKRkZHmu+++M7dv33Zo/2+jEME+4o4I9f3335vly5ebP//800RGRj7ydr/99ttTqw9PR2z/ffHFFyZBggTmzTffNO3bt3cYDWzjxo3G09PTdOnS5aF/D4wc9nyYOXOmSZkypfHx8TEDBgwwmzZtMsYY06pVK9O2bVsnV4f4cuHCBVOsWDGzaNEia9mpU6dMz549TeLEic2SJUus5VFRUdb3AQEBxsfHx6xcufKZ1ov/jj7H00Rgs6G1a9eafPnymc8//9xhKPcbN26YSpUqmYULFzqxOsSHfv36mdSpU5u0adOajBkzmilTppgrV648tG3cQB4QEGCKFy9uzp8//6xKxX8U94359u3bZsmSJcbd3d0UKlTIXL9+3Rjzvz7euHGjSZQokWnevLkJDQ11Rrl4Bs6ePWtOnjxpPY6OjjbVqlUzQ4YMcWJViE9//vmnSZYsmZk5c6bD8mPHjpkCBQoYT09P88UXXzisiz1wX7FixbMsFfGEPsfTxDVVNlS7dm299NJLmjlzpiZPnqzTp09r3759atmypSIiItSsWTNnl4jHZOJct759+3b9+OOPWrVqlU6cOKGmTZsqICBAX3zxha5cufLAdrGXTHz++efq16+fhgwZokyZMj3T+vFkYmJirEsYx48fr759+6po0aKaP3++jh07pilTpigmJsa6PMbPz0+LFy9WcHCwkiZN6uTq8bRkzZpVefLk0a1bt/Tjjz+qfv36unz5skaOHOns0vAEHja9Rrp06VS7dm398MMPOn/+vLU8f/78KlasmPLly6eVK1da7w0LFixQ7969NWfOHDVu3PiZ1Y4nQ5/jWSOwOYH5h+FdY+9NWrx4sV555RWtWrVKefPm1ZtvvqmwsDD99NNP8vDwYIARFxMbuubNm6evvvpKZcuWVcWKFZUyZUpNmjRJdevW1cKFCzVz5kwrtEVHRzuEtQEDBujLL79Uo0aNnPb/wOOJvc9w4MCB+vDDD1WxYkV5eXmpRYsWCggI0KhRozR27FiH0Fa/fn1t27aNedaec8YY7d27Vx999JHu3bunffv28druguLek3z27Fn99ttvku4Py161alXt2rVLc+bMsQ7gb968qYiICA0dOlTffPON9RqfI0cOrVy5ktd3F0CfwxnczD+lB8SrefPmqW3btpL0t8O7SrIGFjDG6Pr16/r111+VNm1aFShQQAkSJGCAERdWv359rV27VlWqVNGGDRusYdyl+6MGbtiwQXXr1lX//v2t+bYCAgI0aNAgzZw5k0/hXNCWLVvUuXNnzZ8/X+XLl3dY98UXX+itt97S6NGj9e677zKQzAvm7t27Onr0qIoWLcpru4sbPHiwFi9erIiICJUsWVKzZ89WunTp9NFHH2n+/PlKliyZ8uTJo+PHjysqKsoa3Tn2w5q/Ox6AfdHneJYIbM/Ijh07VKVKFfXr10/jxo2T9M+h7e9GEmSUONfxd33YtWtXrVu3TiNHjlSLFi0cLn3r3r27bt68qfnz58vNzU2rV69W8+bNtWDBAubac1Fz5szR+PHj9eOPPypFihSSHJ/7ixYtUuvWrTVnzhy1a9fOiZXCmZiuwbXE7a/Fixdr0KBB+uijjyRJI0eOlJeXl1asWKHcuXNr48aN2r17tw4ePKisWbPq448/VsKECXk/dzH0OZyJwPaMREZGatmyZercubPeeustjR8/XtI/h7ZHWQ97ivvCfuDAAUlSRESEypUrJ0lq06aN9u7dqwEDBqhZs2ZKkiSJtW1sn8fExGjNmjVKmTKlKleu/Oz/E/hPYvvxs88+06effqrAwEClSJHC4ZLolStXqnDhwgoKClLVqlU5uwK4mNWrV+vChQvy8PBQ586dJUnXr19XxYoV5e7urhUrVihPnjySHD9w5Wyq66LP4Qx8nPcMxMTEyNPTU61bt9bcuXM1efJkvf/++5IePpFirLhh7cCBA7p69eozqxlPzhhjhbUhQ4aoTZs2euONN9S8eXN17dpVkjR//nyVLFlSH3/8sZYvX66bN29a27u5uVn3MjZo0ICw5qJin7uvvvqqTp06pUmTJlnL3dzcFB4ervnz52vz5s2qWbOmPDw8FBUV5cSKATyOkJAQtWzZUv7+/rp48aKk+6//KVOm1I8//qiYmBi1aNFCv/76qyQ5nFnhwN010edwFgLbUxb34P2TTz7Rrl27lDhxYg0bNkyDBw+W9PDQFjesTZ06Va1atVJISMizLR5PJLbfxo0bp88//1wzZszQL7/8onbt2mnGjBnatWuXpP+Ftj59+mjHjh0O++CSiedHgQIF9Nlnn+mDDz5Qz549tWnTJm3fvl2NGzfWH3/8oW7dullteUMH7Ouv79Np0qTRnj17lC9fPn377bcKDg623s9TpEihH374QUFBQZo4caKTKsZ/RZ/DLrgk8hkZNWqUpk6dqlmzZlkjgn388cfq1auXPv74Y0n/C2l/Hcp94MCB+uKLLxjO34XExMSodevWqlmzptq3b69Vq1apY8eO+vDDD9W1a1fdunXLundt9OjRGjJkCCHtOWaM0Zo1a/TOO+8oOjpaKVKkUKZMmbRu3TruawBcQNzL3K9evSoPDw+5ubnJx8dHhw8fVo0aNVSsWDHNnz9fadKksd7Hb926pUSJEvH8dkH0OeyEwPYUBAcHy9fX13p8+/Ztvf766/Lz81P//v0lSeHh4Vq8eLG6du2qIUOGaPTo0ZIcr3eOHcp9zpw5DPvqYm7fvq2CBQtq/PjxSp06terVq6ePP/5Y3bp107179zR69GiVLVtWtWvXtrbhoP35FxISotDQUMXExChXrlyMDAi4gLgfor733nvasWOHfvvtN5UpU0ZNmzZVgwYNdOTIEdWsWdOaZzF16tQO2/H67lroc9gNl0TGswEDBqhIkSI6ffq0tcwYo99//91hUuQkSZKoefPmqlevnt577z29/fbbkv53KVxAQIAGDBig2bNnE9Zs7mFzZSVOnFgtWrTQjBkzVKdOHU2cONG69O3atWvat2+fgoKCHLbhhf35lyZNGuXKlUt58uSx5lkjrAH2FnsAPmzYME2aNEndu3fXlClTdPHiRXXs2FHnz59XoUKF9N133+nw4cOqVauWQkNDHQYM4/XdtdDnsBsCWzzr27evcubMqUaNGlmhLUmSJGrbtq22bdtm3b8kScmSJVOBAgX06quv6tixY9aB/4YNGzRs2DDNmjWLebdsLu4lE0FBQTpz5oy1rlKlSjpy5IjKly+vatWqSZIuXbqkjh07KjQ01BpdCi8uhnEHXENQUJA2b96sZcuWqWHDhvLw8NC+ffv00UcfKXPmzLp3754KFSqkNWvWKEOGDEqWLJmzS8Z/RJ/DTrgkMh7FXtp0/fp11alTRxEREVq6dKny5s2r7du3a8SIEcqcObP8/f1VtmxZhYWFqXXr1mrcuLHD/Eu//fabgoODH5hkF/Y1ZMgQLVq0SOHh4fL19dWAAQPUunVrLVq0SCNHjpSnp6eSJUummJgYRUdHKzAwkHuXAMCm/jov3smTJ1WlShUdOHBAu3fvVsuWLa3L3CMiIjRv3jzVrFlTOXLk+Nt9wN7oc9gZ1+LEk7iXNv3www9q1aqV3n77bXXo0EHz5s1T5cqV1bNnT02fPl1NmjRR9uzZFRoaKnd3d7Vq1UrS/0YjypUrl3LlyuW0/wv+XdwX5YULF2rGjBmaMmWKMmTIoC+++EJjx47VhQsXNGDAAOXMmVNHjx7VmTNnVKBAATVv3lzu7u7cuwQANhT39X3VqlUqXry4UqVKpQIFCiggIEATJ060Dtyl+wf2mzZtUoECBRwO3jlwdx30OeyOM2zx7N1339W8efPUu3dvnT59Wlu2bJGXl5fWrl2rnDlz6vjx4zp69Kh++OEH+fr6qm/fvvLw8OBMi4tauXKlrl69qujoaHXv3t1aPmDAAK1YsUJffvmlKlas+MB29DcA2E/cQSMGDx6sefPmaeDAgXr77bfVtWtXzZgxQ/369dO4ceMk3R9ArFmzZoqJidH69es5YHdB9DlcAYEtHh0/flxVq1ZVQECAXn/9dUnS77//rsaNGysqKkqrVq1S7ty5H9iOMy2u6fz58ypQoIDCw8M1ZMgQjRkzxqEvy5cvr/Tp0+urr75ycqUAgMcxZswYTZkyRRs2bFDevHmVPHlySVLr1q21efNmNW3aVB4eHjp48KBCQkK0f/9+JUyYkEviXBh9DjvjLywe3blzR5GRkcqTJ4+k+6fYc+bMqS+//FJ//vmnunXrpmPHjj2wHWHNNfx1NMjMmTNrw4YNKlasmL755huFh4fLw8PDale6dGlnlAkA+A+uXbumHTt2aNKkSXrllVd069Ytff/99+rSpYtee+011ahRQ1evXtUff/yhcuXK6cCBA0qYMKGioqI4cHdR9DnsjjNsT+hhn6hER0crZ86cat68uXXqXLr/QlCjRg0dOHBALVu21IIFC551ufiP4vb36tWrdfHiRSVMmFAVK1bUpUuX9OabbypLlixavHixkiZNqoQJE6pSpUrKly+f5s6d69ziAQCP7Pr16ypcuLA6dOigmjVr6rPPPtOZM2cUExOjixcvaujQoerWrRtzbj1H6HPYHYHtCcQ9eN+8ebNu3bolY4waNmyojz76SF999ZWaNWumvn37Sro/iXKXLl00cOBAFSpUiE9jXFi/fv305ZdfKn/+/Dpw4ICKFi2qxo0b6//au9eQKNM+juO/UVvMQx4otagtXxRJRWVlWUtBlNWLkLXoQJbYGEVZVGIku2uHpZqk2hBrWdaaFbMUyqLjBEGWClF2kEJLsowidbcj6Woemn3x0DzPbNazWdvc6vcDA+M99zh/7ktn5jf/67pnzJgxSkhIUENDgwYOHKjg4GCVlpbqxo0b6tatm9OTPADA2Pbt26fk5GS1trZq2bJlmjp1qqZMmaLY2Fi5u7srKyvL1SXiM2PMYWTMxftIdrvdEbhSUlKUnZ2toKAglZeXy2w269tvv1V1dbX279+voqIijRs3TidPnlR9fb0jrPGpTMd0+PBhHTx4UDabTeHh4Xr58qWSk5N14sQJeXt7KzMzUytXrlRZWZkyMjIUFhYmiTWKANDRmM1mTZ06Va9fv3Za5lBTU6Nx48a5uDr8GxhzGBkdtnZKS0vT7t27dezYMUVERCgjI0OrVq1SfHy84uLiVFNTo71798rNzU2BgYE6dOgQi1M7uLS0NOXn56uwsFDu7u5yc3NTbW2tli9frvr6etlsNhUVFWnu3LkaMWKETp06JUl01wCgA6urq9ONGze0fft2PXjwQNeuXeNDuE6OMYfR8NfXDo8fP1ZZWZl++uknRUREKD8/X6mpqfruu++Unp6uhoYGWSwWx2lf3wY0Oi0d09vA5eHh4TixjLe3t1paWhQcHKyUlBRFRETo5s2bmjBhgvLy8hQbG6sJEyaouLiYsAYAHZTdbldJSYl27typ5uZmXb16la/i6eQYcxgRrZ52CAwMVHR0tKZNm6aSkhIlJSVp48aN+vHHH5Wamqrc3FwtWrRIjx49coQ1u91OWOug3gau6dOn69atW9qxY4ek/57ds7W1VUOGDJGXl5dMJpO++eYbWa1WPX/+XA8fPnRZ3QCAT2MymRQZGanNmzfr9OnTjjMD8sa982LMYURMiWyn5uZmdevWTRaLRUVFRcrJyZGfn58yMjJ0+fJl/fHHH3yhYieUlZWlJUuWaOXKlZo1a5YCAgKUlJSkuro6FRQUOI13Q0ODunfv7sJqAQCfE8sauh7GHEZAy6ed3nZXKioq9PLlS5lMJjU2Nurs2bOKjY3V3LlzJfGP3tnExcXJ19dXiYmJys3NlZeXl4KCghxh7X+nTBDWAKBz4fW862HMYQR02D7RpUuXHN+39fr1a3l6erI4tQuoqalRbW2tmpqaNGrUKLm5ubFGEQAAAJ8dge0zuHbtmvLz89WjRw+tXbtWHh4evHnvYuikAgAA4N9AYPsXENYAAAAAfA4ENgAAAAAwKOZwAQAAAIBBEdgAAAAAwKAIbAAAAABgUAQ2AAAAADAoAhsAAAAAGBSBDQAAAAAMisAGAAAAAAZFYAMAAAAAgyKwAQC6LJPJ9MHLxo0bv3hNBQUFbdby/ffff/FaAACu5+HqAgAAcJXq6mrH9by8PKWmpurOnTuObT4+Pq4oS5J0584d9ejRwxC1AABchw4bAKDLCgkJcVz8/PxkMpkUEhIiX19fDRo0SDabzWn/Y8eOydvbW69evVJVVZVMJpNyc3M1fvx4eXp6aujQobpw4YLTfW7duqUZM2bIx8dHwcHBWrhwoZ48efJ/awsKCnKq721ge/jwoebMmSN/f38FBgYqOjpaVVVVTvfNzMxUWFiYPD09NXjwYO3du/fTDhQAwGUIbAAA/I23t7fmzZsnq9XqtN1qtWr27Nny9fV1bEtOTlZSUpKuX7+uyMhIzZw5U0+fPpUkvXjxQpMnT9bIkSNVUlIim82m2tpazZkzp111NTc3a9q0afL19VVhYaGKi4vl4+Oj6dOnq6mpSZKUk5Oj1NRUbdmyReXl5dq6dat++OEHZWVltfNoAABciSmRAAC0ISEhQePHj1d1dbV69+6t33//XadPn9a5c+ec9ktMTNSsWbMkST///LNsNpv27dundevWKSMjQyNHjtTWrVsd++/fv1/9+vVTRUWFBg0a9N7H79u3r9PPDx480JkzZ/TmzRtlZmbKZDJJ+k+I9Pf3V0FBgaKiorRhwwbt3LlTMTExkqTQ0FCVlZXpl19+UVxc3Gc5NgCAL4fABgBAGyIiIjRkyBBlZWVp/fr1OnDggPr376+JEyc67RcZGem47uHhodGjR6u8vFySVFpaqvPnz7e5/qyysvKDga2wsNCpkxcQEKDS0lLdvXvXabskNTY2qrKyUvX19aqsrJTZbNaSJUsct7e0tMjPz+/jDgAAwBAIbAAAvEdCQoL27Nmj9evXy2q1Kj4+3tHZ+ifq6uo0c+ZMbd++/Z3bevfu/cH7hoaGyt/f/53fN2rUKOXk5Lyzf69evVRXVydJ+vXXXzV27Fin293d3f9x3QAA4yCwAQDwHrGxsVq3bp3S09NVVlbW5pTCS5cuObpuLS0tunr1qhITEyVJ4eHhOnLkiAYMGCAPj09/yQ0PD1deXp6CgoKcziD5lp+fn/r06aN79+5pwYIFn/x4AADX46QjAAC8R0BAgGJiYpScnKyoqKh31pVJ0p49e3T06FHdvn1bK1as0PPnz7V48WJJ0ooVK/Ts2TPNnz9fV65cUWVlpc6ePav4+Hi1trZ+dD0LFixQz549FR0drcLCQt2/f18FBQVatWqVHj16JEnatGmTtm3bpvT0dFVUVOjmzZuyWq3atWvXpx0MAIBLENgAAPgAs9mspqYmRwj7O4vFIovFouHDh6uoqEjHjx9Xz549JUl9+vRRcXGxWltbFRUVpWHDhmn16tXy9/eXm9vHvwR7eXnp4sWL+vrrrxUTE6OwsDCZzWY1NjY6Om4JCQnKzMyU1WrVsGHDNGnSJP32228KDQ1t/0EAALiMyW63211dBAAARpWdna01a9bo8ePH+uqrrxzbq6qqFBoaquvXr2vEiBGuKxAA0Kmxhg0AgDb8+eefqq6ulsVi0dKlS53CGgAAXwpTIgEAaENaWpoGDx6skJAQpaSkuLocAEAXxZRIAAAAADAoOmwAAAAAYFAENgAAAAAwKAIbAAAAABgUgQ0AAAAADIrABgAAAAAGRWADAAAAAIMisAEAAACAQRHYAAAAAMCg/gLD1edTPjOuCwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 7 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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PV2Jiovz9/W96X1y6dMkMbJUqVbrp9Vmdh4eHJCklJUX+/v6cKgkAAABchc0wDMPRTUiXv5/gr0fa+vbtq3Llyumf//xnvq9JS0tTlSpVtGzZMj388MOSpIMHD6pBgwbaunWr7r77bn3++efq2rWrTpw4YR59i42N1fPPP6/ff/9drq6uev7557V69Wr98MMPdnOnpqYqPj5ektSqVSvdddddiomJkSTl5OSoRo0aevLJJzVu3Lh8+8vMzFRmZqb5PPcL9NLS0vJ8T9uFCxd05MgR1apVyww0t7rz58/r6NGjCg4OtgviAAAAwK0uPT1dPj4++WaDv7Ls3SNzcnK0evVq3XHHHQoPD5e/v79atWqllStXmjW7du1Sdna2wsLCzGX169fXbbfdpq1bt0qStm7dqiZNmtidLhkeHq709HTt37/frLlyHbk1uevIysrSrl277GqcnJwUFhZm1uRn6tSp8vHxMR81atS47nbfqqdE5qcsbSsAAABwoywb2lJSUpSRkaHXX39dERERWrt2rR566CH17NlTX3/9taTL14C5urrK19fX7rUBAQFKSkoya64MbLnjuWPXqklPT9f58+f1xx9/6NKlS/nW5K4jP+PHj1daWpr5OH78eOF3BAAAAIAyzbJ3j8zJyZEkde/eXaNHj5YkNW/eXFu2bFFsbKzuueceR7ZXIG5ubnJzc3N0GwAAAABKMcuGtsqVK8vFxUUNGza0W96gQQN98803kqTAwEBlZWUpNTXV7mhbcnKyAgMDzZrt27fbrSM5Odkcy/3f3GVX1nh7e8vDw0POzs5ydnbOtyZ3HcWp1rjVxT5HrqOvdymxuQAAAABcn2VPj3R1ddVdd92lxMREu+U//fSTatasKUkKCQlRuXLltG7dOnM8MTFRx44dU2hoqCQpNDRU+/btM28vL0kJCQny9vY2A2FoaKjdOnJrctfh6uqqkJAQu5qcnBytW7fOrMHlawOdnZ3VpQvBDwAAACgqDj3SlpGRocOHD5vPjxw5or1798rPz0+33Xabxo4dq0ceeUTt27fXvffeq/j4eP3nP//RV199JUny8fFRVFSUxowZIz8/P3l7e+vJJ59UaGio7r77bklSx44d1bBhQw0cOFDTpk1TUlKSJkyYoJEjR5qnLj7++OOKiYnRc889p8cee0zr16/XRx99pNWr/3eEa8yYMYqMjFSLFi3UsmVLzZo1S2fPntWQIUNKbodZ3Lvvvqsnn3xS7777rk6cOKGgoCBHtwQAAACUeg4NbTt37tS9995rPh8zZowkKTIyUosXL9ZDDz2k2NhYTZ06VU899ZTq1aunjz/+WG3btjVf89Zbb8nJyUm9evWy+3LtXM7Ozlq1apVGjBih0NBQeXp6KjIyUlOmTDFrgoODtXr1ao0ePVqzZ89W9erVtXDhQvM72iTpkUce0e+//66JEycqKSlJzZs3V3x8fJ6bk5RVGRkZiouL086dO5WUlKTFixfrhRdecHRbAAAAQKlnme9pKwuu9V0Mud/Tlt93lpWGa9ree+89LViwQDt27NCqVas0atQoHTp06Jq39b/WNgMAAAC3slvie9pQurz77rt69NFHJUkRERFKS0szv5oBAAAAwI0jtOGmJSYmavv27erXr58kycXFRY888ojeffddB3cGAAAAlH6WveU/So93331XFy9etLvxiGEYcnNzU0xMjHx8fBzYHQAAAFC6EdpwUy5evKj3339fM2bMUMeOHe3GevTooX/96196/PHHHdQdgMIoqetn+T5IAAAKh9CGm7Jq1SqdOXNGUVFReY6o9erVS++++y6hDQAAALgJhLZSwMp/lX733XcVFhaW7ymQvXr10rRp0/T999+radOmDugOAAAAKP0Ibbgp//nPf6461rJlS/GNEgAAACiIX8dtKpF5qr/erkTmKUrcPRIAAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALMzF0Q2gACb5lOBcaSU3FwAAAIDr4kgbbtrgwYNls9nMR6VKlRQREaHvv//e0a0BAAAApR6hDUUiIiJCJ0+e1MmTJ7Vu3Tq5uLioa9eujm4LAAAAKPU4PRJFws3NTYGBgZKkwMBAjRs3Tu3atdPvv/+uKlWqOLg7AABQWLXGrS6ReY6+3qVE5gFKM460ochlZGTogw8+UJ06dVSpUiVHtwMAAACUahxpQ5FYtWqVvLy8JElnz55V1apVtWrVKjk58XcBAAAA4GbwGzWKxL333qu9e/dq79692r59u8LDw9WpUyf98ssvjm4NAAAAKNUIbSgSnp6eqlOnjurUqaO77rpLCxcu1NmzZ/WPf/zD0a0BAAAApRqhDcXCZrPJyclJ58+fd3QrAAAAQKnGNW0oEpmZmUpKSpIknTlzRjExMcrIyFC3bt0c3BkAAABQuhHaSoNJaY7u4Lri4+NVtWpVSVKFChVUv359LV++XB06dHBsYwAAAEApR2jDTVu8eLEWL17s6DYAAACAWxLXtAEAAACAhRHaAAAAAMDCCG0AAAAAYGFc0wYAAADgqmY80rVE5nkk+PkSmac04kgbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhXH3yFKgyZImJTbXvsh9JTYXAAAAgOvjSBuKRFJSkp588knVrl1bbm5uqlGjhrp166Z169Y5ujUAAACgVONIG27a0aNH1aZNG/n6+mr69Olq0qSJsrOz9cUXX2jkyJE6ePCgo1sEAFjQr+M2lcg81V9vVyLzAEBxIbThpj3xxBOy2Wzavn27PD09zeWNGjXSY4895sDOAAAAgNKP0yNxU06fPq34+HiNHDnSLrDl8vX1LfmmAAAAgFsIoQ035fDhwzIMQ/Xr13d0KwAAAMAtidCGm2IYhqNbAAAAAG5phDbclLp168pms3GzEQAAAKCYODS0bdy4Ud26dVNQUJBsNptWrlx51drHH39cNptNs2bNslt++vRpDRgwQN7e3vL19VVUVJQyMjLsar7//nu1a9dO7u7uqlGjhqZNm5Zn/cuXL1f9+vXl7u6uJk2aaM2aNXbjhmFo4sSJqlq1qjw8PBQWFqZDhw7d8LbfKvz8/BQeHq558+bp7NmzecZTU1NLvikAAADgFuLQu0eePXtWzZo102OPPaaePXtete6TTz7Rt99+q6CgoDxjAwYM0MmTJ5WQkKDs7GwNGTJEw4cP17JlyyRJ6enp6tixo8LCwhQbG6t9+/bpsccek6+vr4YPHy5J2rJli/r166epU6eqa9euWrZsmXr06KHdu3ercePGkqRp06Zpzpw5WrJkiYKDg/Xiiy8qPDxcP/74o9zd3Yth75Qe8+bNU5s2bdSyZUtNmTJFTZs21cWLF5WQkKAFCxbowIEDjm4RAADgljPv8fWObgElxKGhrVOnTurUqdM1a3777Tc9+eST+uKLL9SlSxe7sQMHDig+Pl47duxQixYtJElz585V586d9eabbyooKEhLly5VVlaW3nvvPbm6uqpRo0bau3evZs6caYa22bNnKyIiQmPHjpUkvfzyy0pISFBMTIxiY2NlGIZmzZqlCRMmqHv37pKk999/XwEBAVq5cqX69u1b1LvGzr7IfcW6/ptVu3Zt7d69W6+++qqeeeYZnTx5UlWqVFFISIgWLFjg6PYAAACAUs3S17Tl5ORo4MCBGjt2rBo1apRnfOvWrfL19TUDmySFhYXJyclJ27ZtM2vat28vV1dXsyY8PFyJiYk6c+aMWRMWFma37vDwcG3dulWSdOTIESUlJdnV+Pj4qFWrVmZNfjIzM5Wenm73uFVVrVpVMTExOnr0qDIzM/Xrr7/q008/VYcOHRzdGgAAAFCqWTq0vfHGG3JxcdFTTz2V73hSUpL8/f3tlrm4uMjPz09JSUlmTUBAgF1N7vPr1Vw5fuXr8qvJz9SpU+Xj42M+atSocc3tBQAAAIC/smxo27Vrl2bPnq3FixfLZrM5up0bMn78eKWlpZmP48ePO7olAAAAAKWMZUPbpk2blJKSottuu00uLi5ycXHRL7/8omeeeUa1atWSJAUGBiolJcXudRcvXtTp06cVGBho1iQnJ9vV5D6/Xs2V41e+Lr+a/Li5ucnb29vuAQAAAACF4dAbkVzLwIED873ObODAgRoyZIgkKTQ0VKmpqdq1a5dCQkIkSevXr1dOTo5atWpl1vzf//2fsrOzVa5cOUlSQkKC6tWrp4oVK5o169at06hRo8y5EhISFBoaKkkKDg5WYGCg1q1bp+bNm0u6fFfKbdu2acSIEcW2DwAAcIQZj3QtkXkeCX6+ROYBgNLOoaEtIyNDhw8fNp8fOXJEe/fulZ+fn2677TZVqlTJrr5cuXIKDAxUvXr1JEkNGjRQRESEhg0bptjYWGVnZys6Olp9+/Y1vx6gf//+mjx5sqKiovT888/rhx9+0OzZs/XWW2+Z63366ad1zz33aMaMGerSpYs+/PBD7dy5U++8844kyWazadSoUXrllVdUt25d85b/QUFB6tGjRzHvJQAAAABlmUND286dO3Xvvfeaz8eMGSNJioyM1OLFiwu0jqVLlyo6Olr333+/nJyc1KtXL82ZM8cc9/Hx0dq1azVy5EiFhISocuXKmjhxonm7f0lq3bq1li1bpgkTJuiFF15Q3bp1tXLlSvM72iTpueee09mzZzV8+HClpqaqbdu2io+PL/Pf0QYAAACgeDk0tHXo0EGGYRS4/ujRo3mW+fn5mV+kfTVNmzbVpk2brlnTu3dv9e7d+6rjNptNU6ZM0ZQpUwrUKwAAAAAUBcveiAQAAAAAQGgDAAAAAEuz7N0j8T8H6jcosbkaHDxQYnMBAAAAuD5CG27a4MGDtWTJEkmSi4uL/Pz81LRpU/Xr10+DBw+WkxMHdAGgKMx7fL2jWwAAOAChDUUiIiJCixYt0qVLl5ScnKz4+Hg9/fTTWrFihT777DO5uPB/NQAAcOsryTOk1GFeyc0Fh+I3aRQJNzc3BQYGSpKqVaumO++8U3fffbfuv/9+LV68WEOHDnVwhwAAAEDpxHlrKDb33XefmjVrpn//+9+ObgUAAAAotQhtKFb169fP9/v1AAAAABQMoQ3FyjAM2Ww2R7cBAAAAlFqENhSrAwcOKDg42NFtAAAAAKUWNyJBsVm/fr327dun0aNHO7oVACg23CkOAFDcCG0oEpmZmUpKSrK75f/UqVPVtWtXDRo0yNHtAQAAAKUWoa0UaHDwgKNbuK74+HhVrVpVLi4uqlixopo1a6Y5c+YoMjKSL9cGAAAAbgKhDTdt8eLFWrx4saPbAAAAAG5JHAIBAAAAAAsjtAEAAACAhRHaAAAAAMDCuKYNAHBLarKkSYnM81GJzAIAKMs40gYAAAAAFsaRNgAAANzyOPqO0owjbQAAAABgYYQ2AAAAALAwQhsAAAAAWBjXtJUC8x5fX2JzjYy9r8TmAgAAAHB9HGnDTRs8eLBsNlueR0REhKNbAwAAAEo9jrShSERERGjRokV2y9zc3BzUDQBLm+RTMvME31Yy8wAAUMwIbSgSbm5uCgwMdHQbAAAAwC2H0yMBAAAAwMIIbSgSq1atkpeXl93jtddec3RbAAAAQKnH6ZEoEvfee68WLFhgt8zPz89B3QAAAAC3DkIbioSnp6fq1Knj6DYAAACAWw6nRwIAAACAhXGkDUUiMzNTSUlJdstcXFxUuXJlB3UEAAAA3BoIbaXAyNj7HN3CdcXHx6tq1ap2y+rVq6eDBw86qCMAAFAq8N2NwHVxeiRu2uLFi2UYRp4HgQ0AAAC4eYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwF0c3gOub8UjXEpvrmbhVJTYXAAAAgOtz6JG2jRs3qlu3bgoKCpLNZtPKlSvNsezsbD3//PNq0qSJPD09FRQUpEGDBunEiRN26zh9+rQGDBggb29v+fr6KioqShkZGXY133//vdq1ayd3d3fVqFFD06ZNy9PL8uXLVb9+fbm7u6tJkyZas2aN3bhhGJo4caKqVq0qDw8PhYWF6dChQ0W3M0qxwYMHy2az5XkcPnzY0a0BAAAApZ5DQ9vZs2fVrFkzzZs3L8/YuXPntHv3br344ovavXu3/v3vfysxMVEPPvigXd2AAQO0f/9+JSQkaNWqVdq4caOGDx9ujqenp6tjx46qWbOmdu3apenTp2vSpEl65513zJotW7aoX79+ioqK0p49e9SjRw/16NFDP/zwg1kzbdo0zZkzR7Gxsdq2bZs8PT0VHh6uCxcuFMOeKX0iIiJ08uRJu0dwcLCj2wIAAABKPYeeHtmpUyd16tQp3zEfHx8lJCTYLYuJiVHLli117Ngx3XbbbTpw4IDi4+O1Y8cOtWjRQpI0d+5cde7cWW+++aaCgoK0dOlSZWVl6b333pOrq6saNWqkvXv3aubMmWa4mz17tiIiIjR27FhJ0ssvv6yEhATFxMQoNjZWhmFo1qxZmjBhgrp37y5Jev/99xUQEKCVK1eqb9++xbWLSg03NzcFBgY6ug0AAADgllOqbkSSlpYmm80mX19fSdLWrVvl6+trBjZJCgsLk5OTk7Zt22bWtG/fXq6urmZNeHi4EhMTdebMGbMmLCzMbq7w8HBt3bpVknTkyBElJSXZ1fj4+KhVq1ZmTX4yMzOVnp5u9wAAAACAwig1oe3ChQt6/vnn1a9fP3l7e0uSkpKS5O/vb1fn4uIiPz8/JSUlmTUBAQF2NbnPr1dz5fiVr8uvJj9Tp06Vj4+P+ahRo0ahtrk0WbVqlby8vMxH7969Hd0SAAAAcEsoFXePzM7OVp8+fWQYhhYsWODodgps/PjxGjNmjPk8PT39lg1u9957r91/G09PTwd2AwAAANw6LB/acgPbL7/8ovXr15tH2SQpMDBQKSkpdvUXL17U6dOnzeurAgMDlZycbFeT+/x6NVeO5y6rWrWqXU3z5s2v2rubm5vc3NwKs7mllqenp+rUqePoNgAAAIBbjqVPj8wNbIcOHdKXX36pSpUq2Y2HhoYqNTVVu3btMpetX79eOTk5atWqlVmzceNGZWdnmzUJCQmqV6+eKlasaNasW7fObt0JCQkKDQ2VJAUHByswMNCuJj09Xdu2bTNrAAAAAKA4ODS0ZWRkaO/evdq7d6+kyzf82Lt3r44dO6bs7Gw9/PDD2rlzp5YuXapLly4pKSlJSUlJysrKkiQ1aNBAERERGjZsmLZv367NmzcrOjpaffv2VVBQkCSpf//+cnV1VVRUlPbv36+4uDjNnj3b7rTFp59+WvHx8ZoxY4YOHjyoSZMmaefOnYqOjpYk2Ww2jRo1Sq+88oo+++wz7du3T4MGDVJQUJB69OhRovsMAAAAQNni0NMjd+7cqXvvvdd8nhukIiMjNWnSJH322WeSlOcUxA0bNqhDhw6SpKVLlyo6Olr333+/nJyc1KtXL82ZM8es9fHx0dq1azVy5EiFhISocuXKmjhxot13ubVu3VrLli3ThAkT9MILL6hu3bpauXKlGjdubNY899xzOnv2rIYPH67U1FS1bdtW8fHxcnd3L+rdksczcauKfQ4AAAAA1uTQ0NahQwcZhnHV8WuN5fLz89OyZcuuWdO0aVNt2rTpmjW9e/e+5h0PbTabpkyZoilTply3p7Jm8eLFjm4BAAAAuGVZ+po2AAAAACjrCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCXBzdAK7v13GbSmyu6q+3u6HXJSUlaerUqVq9erV+/fVX+fj4qE6dOnr00UcVGRmp8uXLF3GnAAAAQNlAaMNN++9//6s2bdrI19dXr732mpo0aSI3Nzft27dP77zzjqpVq6YHH3zQ0W0CAAAApRKhDTftiSeekIuLi3bu3ClPT09zee3atdW9e3cZhuHA7gAAAIDSjWvacFNOnTqltWvXauTIkXaB7Uo2m62EuwIAAABuHYQ23JTDhw/LMAzVq1fPbnnlypXl5eUlLy8vPf/88w7qDgAAACj9CG0oFtu3b9fevXvVqFEjZWZmOrodAAAAoNTimjbclDp16shmsykxMdFuee3atSVJHh4ejmgLAAAAuGVwpA03pVKlSnrggQcUExOjs2fPOrodAAAA4JZDaMNNmz9/vi5evKgWLVooLi5OBw4cUGJioj744AMdPHhQzs7Ojm4RAAAAKLU4PRI37fbbb9eePXv02muvafz48fr111/l5uamhg0b6tlnn9UTTzzh6BYBAACAUovQVgpUf72do1u4rqpVq2ru3LmaO3euo1sBAAAAbimcHgkAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtFmMYhqNbKDFlaVsBAACAG0Vos4hy5cpJks6dO+fgTkpO7rbmbjsAAACAvLjlv0U4OzvL19dXKSkpkqTy5cvLZrM5uKviYRiGzp07p5SUFPn6+vLl2wAAAMA1ENosJDAwUJLM4Har8/X1NbcZAAAAQP4IbRZis9lUtWpV+fv7Kzs729HtFKty5cpxhA0AAAAoAEKbBTk7OxNoAAAAAEjiRiQAAAAAYGmENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCHBraNm7cqG7duikoKEg2m00rV660GzcMQxMnTlTVqlXl4eGhsLAwHTp0yK7m9OnTGjBggLy9veXr66uoqChlZGTY1Xz//fdq166d3N3dVaNGDU2bNi1PL8uXL1f9+vXl7u6uJk2aaM2aNYXuBQAAAACKmkND29mzZ9WsWTPNmzcv3/Fp06Zpzpw5io2N1bZt2+Tp6anw8HBduHDBrBkwYID279+vhIQErVq1Shs3btTw4cPN8fT0dHXs2FE1a9bUrl27NH36dE2aNEnvvPOOWbNlyxb169dPUVFR2rNnj3r06KEePXrohx9+KFQvAAAAAFDUXBw5eadOndSpU6d8xwzD0KxZszRhwgR1795dkvT+++8rICBAK1euVN++fXXgwAHFx8drx44datGihSRp7ty56ty5s958800FBQVp6dKlysrK0nvvvSdXV1c1atRIe/fu1cyZM81wN3v2bEVERGjs2LGSpJdfflkJCQmKiYlRbGxsgXrJT2ZmpjIzM83n6enpRbPjAAAAAJQZlr2m7ciRI0pKSlJYWJi5zMfHR61atdLWrVslSVu3bpWvr68Z2CQpLCxMTk5O2rZtm1nTvn17ubq6mjXh4eFKTEzUmTNnzJor58mtyZ2nIL3kZ+rUqfLx8TEfNWrUuNHdAQAAAKCMsmxoS0pKkiQFBATYLQ8ICDDHkpKS5O/vbzfu4uIiPz8/u5r81nHlHFeruXL8er3kZ/z48UpLSzMfx48fv85WAwAAAIA9h54eeatzc3OTm5ubo9sAAAAAUIpZ9khbYGCgJCk5OdlueXJysjkWGBiolJQUu/GLFy/q9OnTdjX5rePKOa5Wc+X49XoBAAAAgOJg2dAWHByswMBArVu3zlyWnp6ubdu2KTQ0VJIUGhqq1NRU7dq1y6xZv369cnJy1KpVK7Nm48aNys7ONmsSEhJUr149VaxY0ay5cp7cmtx5CtILAAAAABQHh4a2jIwM7d27V3v37pV0+YYfe/fu1bFjx2Sz2TRq1Ci98sor+uyzz7Rv3z4NGjRIQUFB6tGjhySpQYMGioiI0LBhw7R9+3Zt3rxZ0dHR6tu3r4KCgiRJ/fv3l6urq6KiorR//37FxcVp9uzZGjNmjNnH008/rfj4eM2YMUMHDx7UpEmTtHPnTkVHR0tSgXoBAAAAgOLg0Gvadu7cqXvvvdd8nhukIiMjtXjxYj333HM6e/ashg8frtTUVLVt21bx8fFyd3c3X7N06VJFR0fr/vvvl5OTk3r16qU5c+aY4z4+Plq7dq1GjhypkJAQVa5cWRMnTrT7LrfWrVtr2bJlmjBhgl544QXVrVtXK1euVOPGjc2agvQCAAAAAEXNoaGtQ4cOMgzjquM2m01TpkzRlClTrlrj5+enZcuWXXOepk2batOmTdes6d27t3r37n1TvQAAAABAUbPsNW0AAAAAAEIbAAAAAFgaoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhbkUpOhvf/ubbDZbgVa4e/fum2oIAAAAAPA/BQptPXr0MP994cIFzZ8/Xw0bNlRoaKgk6dtvv9X+/fv1xBNPFEuTAAAAAFBWFSi0vfTSS+a/hw4dqqeeekovv/xynprjx48XbXcAAAAAUMYV+pq25cuXa9CgQXmWP/roo/r444+LpCkAAAAAwGWFDm0eHh7avHlznuWbN2+Wu7t7kTQFAAAAALisQKdHXmnUqFEaMWKEdu/erZYtW0qStm3bpvfee08vvvhikTcIAAAAAGVZoUPbuHHjVLt2bc2ePVsffPCBJKlBgwZatGiR+vTpU+QNAgAAAEBZVujQJkl9+vQhoAEAAABACbihL9dOTU3VwoUL9cILL+j06dOSLn8/22+//VakzQEAAABAWVfoI23ff/+9wsLC5OPjo6NHj2ro0KHy8/PTv//9bx07dkzvv/9+cfQJAAAAAGVSoY+0jRkzRoMHD9ahQ4fs7hbZuXNnbdy4sUibAwAAAICyrtChbceOHfr73/+eZ3m1atWUlJRUJE0BAAAAAC4rdGhzc3NTenp6nuU//fSTqlSpUiRNAQAAAAAuK3Roe/DBBzVlyhRlZ2dLkmw2m44dO6bnn39evXr1KvIGAQAAAKAsK3RomzFjhjIyMuTv76/z58/rnnvuUZ06dVShQgW9+uqrxdEjAAAAAJRZhb57pI+PjxISErR582Z99913ysjI0J133qmwsLDi6A8AAAAAyrQb+nJtSWrTpo3atGkj6fL3tgEAAAAAil6hT4984403FBcXZz7v06ePKlWqpGrVqum7774r0uYAAAAAoKwrdGiLjY1VjRo1JEkJCQlKSEjQ559/rk6dOmns2LFF3iAAAAAAlGWFPj0yKSnJDG2rVq1Snz591LFjR9WqVUutWrUq8gYBAAAAoCwr9JG2ihUr6vjx45Kk+Ph48wYkhmHo0qVLRdsdAAAAAJRxhT7S1rNnT/Xv319169bVqVOn1KlTJ0nSnj17VKdOnSJvEAAAAADKskKHtrfeeku1atXS8ePHNW3aNHl5eUmSTp48qSeeeKLIGwQAAACAsqzQoa1cuXJ69tln8ywfPXp0kTQEAAAAAPifQoe2999//5rjgwYNuuFmAAAAAAD2Ch3ann76abvn2dnZOnfunFxdXVW+fHlCGwAAAAAUoULfPfLMmTN2j4yMDCUmJqpt27b617/+VRw9AgAAAECZVejQlp+6devq9ddfz3MUDgAAAABwc4oktEmSi4uLTpw4UVSrAwAAAADoBq5p++yzz+yeG4ahkydPKiYmRm3atCmyxgAAAAAANxDaevToYffcZrOpSpUquu+++zRjxoyi6gsAAAAAoBs4PTInJ8fucenSJSUlJWnZsmWqWrVqkTZ36dIlvfjiiwoODpaHh4duv/12vfzyyzIMw6wxDEMTJ05U1apV5eHhobCwMB06dMhuPadPn9aAAQPk7e0tX19fRUVFKSMjw67m+++/V7t27eTu7q4aNWpo2rRpefpZvny56tevL3d3dzVp0kRr1qwp0u0FAAAAgL8qsmvaisMbb7yhBQsWKCYmRgcOHNAbb7yhadOmae7cuWbNtGnTNGfOHMXGxmrbtm3y9PRUeHi4Lly4YNYMGDBA+/fvV0JCglatWqWNGzdq+PDh5nh6ero6duyomjVrateuXZo+fbomTZqkd955x6zZsmWL+vXrp6ioKO3Zs0c9evRQjx499MMPP5TMzgAAAABQJlk6tG3ZskXdu3dXly5dVKtWLT388MPq2LGjtm/fLunyUbZZs2ZpwoQJ6t69u5o2bar3339fJ06c0MqVKyVJBw4cUHx8vBYuXKhWrVqpbdu2mjt3rj788EPzxilLly5VVlaW3nvvPTVq1Eh9+/bVU089pZkzZ5q9zJ49WxERERo7dqwaNGigl19+WXfeeadiYmJKfL8AAAAAKDssHdpat26tdevW6aeffpIkfffdd/rmm2/UqVMnSdKRI0eUlJSksLAw8zU+Pj5q1aqVtm7dKknaunWrfH191aJFC7MmLCxMTk5O2rZtm1nTvn17ubq6mjXh4eFKTEzUmTNnzJor58mtyZ0nP5mZmUpPT7d7AAAAAEBhFPpGJCVp3LhxSk9PV/369eXs7KxLly7p1Vdf1YABAyRJSUlJkqSAgAC71wUEBJhjSUlJ8vf3txt3cXGRn5+fXU1wcHCedeSOVaxYUUlJSdecJz9Tp07V5MmTC7vZAAAAAGCy9JG2jz76SEuXLtWyZcu0e/duLVmyRG+++aaWLFni6NYKZPz48UpLSzMfx48fd3RLAAAAAEqZQoe2+Ph4ffPNN+bzefPmqXnz5urfv795KmFRGTt2rMaNG6e+ffuqSZMmGjhwoEaPHq2pU6dKkgIDAyVJycnJdq9LTk42xwIDA5WSkmI3fvHiRZ0+fdquJr91XDnH1Wpyx/Pj5uYmb29vuwcAAAAAFEahQ9vYsWPNa7P27dunZ555Rp07d9aRI0c0ZsyYIm3u3LlzcnKyb9HZ2Vk5OTmSpODgYAUGBmrdunXmeHp6urZt26bQ0FBJUmhoqFJTU7Vr1y6zZv369crJyVGrVq3Mmo0bNyo7O9usSUhIUL169VSxYkWz5sp5cmty5wEAAACA4lDo0HbkyBE1bNhQkvTxxx+ra9eueu211zRv3jx9/vnnRdpct27d9Oqrr2r16tU6evSoPvnkE82cOVMPPfSQpMtf7D1q1Ci98sor+uyzz7Rv3z4NGjRIQUFB5peAN2jQQBERERo2bJi2b9+uzZs3Kzo6Wn379lVQUJAkqX///nJ1dVVUVJT279+vuLg4zZ492y6EPv3004qPj9eMGTN08OBBTZo0STt37lR0dHSRbjMAAAAAXKnQNyJxdXXVuXPnJElffvmlBg0aJEny8/Mr8rsjzp07Vy+++KKeeOIJpaSkKCgoSH//+981ceJEs+a5557T2bNnNXz4cKWmpqpt27aKj4+Xu7u7WbN06VJFR0fr/vvvl5OTk3r16qU5c+aY4z4+Plq7dq1GjhypkJAQVa5cWRMnTrT7LrfWrVtr2bJlmjBhgl544QXVrVtXK1euVOPGjYt0mwEAAADgSoUObW3bttWYMWPUpk0bbd++XXFxcZKkn376SdWrVy/S5ipUqKBZs2Zp1qxZV62x2WyaMmWKpkyZctUaPz8/LVu27JpzNW3aVJs2bbpmTe/evdW7d+9r1gAAAABAUSr06ZExMTFycXHRihUrtGDBAlWrVk2S9PnnnysiIqLIGwQAAACAsqzQR9puu+02rVq1Ks/yt956q0gaAgAAAAD8z019ufaFCxeUlZVlt4zb2gMAAABA0Sn06ZFnz55VdHS0/P395enpqYoVK9o9AAAAAABFp9Ch7bnnntP69eu1YMECubm5aeHChZo8ebKCgoL0/vvvF0ePAAAAAFBmFfr0yP/85z96//331aFDBw0ZMkTt2rVTnTp1VLNmTS1dulQDBgwojj4BAAAAoEwq9JG206dPq3bt2pIuX792+vRpSZe/CmDjxo1F2x0AAAAAlHGFDm21a9fWkSNHJEn169fXRx99JOnyEThfX98ibQ4AAAAAyrpCh7YhQ4bou+++kySNGzdO8+bNk7u7u0aPHq2xY8cWeYMAAAAAUJYV+pq20aNHm/8OCwvTwYMHtWvXLtWpU0dNmzYt0uYAAAAAoKy7qe9pk6SaNWuqZs2aRdELAAAAAOAvChzazp8/r3Xr1qlr166SpPHjxyszM9Mcd3Z21ssvvyx3d/ei7xIAAAAAyqgCh7YlS5Zo9erVZmiLiYlRo0aN5OHhIUk6ePCggoKC7E6fBAAAAADcnALfiGTp0qUaPny43bJly5Zpw4YN2rBhg6ZPn27eSRIAAAAAUDQKHNoOHz6sJk2amM/d3d3l5PS/l7ds2VI//vhj0XYHAAAAAGVcgU+PTE1NtbuG7ffff7cbz8nJsRsHAAAAANy8Ah9pq169un744Yerjn///feqXr16kTQFAAAAALiswKGtc+fOmjhxoi5cuJBn7Pz585o8ebK6dOlSpM0BAAAAQFlX4NMjX3jhBX300UeqV6+eoqOjdccdd0iSEhMTFRMTo4sXL+qFF14otkYBAAAAoCwqcGgLCAjQli1bNGLECI0bN06GYUiSbDabHnjgAc2fP18BAQHF1igAAAAAlEUFDm2SFBwcrPj4eJ0+fVqHDx+WJNWpU0d+fn7F0hwAAAAAlHWFCm25/Pz81LJly6LuBQAAAADwFwW+EQkAAAAAoOQR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALs3xo++233/Too4+qUqVK8vDwUJMmTbRz505z3DAMTZw4UVWrVpWHh4fCwsJ06NAhu3WcPn1aAwYMkLe3t3x9fRUVFaWMjAy7mu+//17t2rWTu7u7atSooWnTpuXpZfny5apfv77c3d3VpEkTrVmzpng2GgAAAAD+P0uHtjNnzqhNmzYqV66cPv/8c/3444+aMWOGKlasaNZMmzZNc+bMUWxsrLZt2yZPT0+Fh4frwoULZs2AAQO0f/9+JSQkaNWqVdq4caOGDx9ujqenp6tjx46qWbOmdu3apenTp2vSpEl65513zJotW7aoX79+ioqK0p49e9SjRw/16NFDP/zwQ8nsDAAAAABlkoujG7iWN954QzVq1NCiRYvMZcHBwea/DcPQrFmzNGHCBHXv3l2S9P777ysgIEArV65U3759deDAAcXHx2vHjh1q0aKFJGnu3Lnq3Lmz3nzzTQUFBWnp0qXKysrSe++9J1dXVzVq1Eh79+7VzJkzzXA3e/ZsRUREaOzYsZKkl19+WQkJCYqJiVFsbGy+/WdmZiozM9N8np6eXrQ7CAAAAMAtz9JH2j777DO1aNFCvXv3lr+/v/72t7/pH//4hzl+5MgRJSUlKSwszFzm4+OjVq1aaevWrZKkrVu3ytfX1wxskhQWFiYnJydt27bNrGnfvr1cXV3NmvDwcCUmJurMmTNmzZXz5NbkzpOfqVOnysfHx3zUqFHjJvYGAAAAgLLI0qHtv//9rxYsWKC6devqiy++0IgRI/TUU09pyZIlkqSkpCRJUkBAgN3rAgICzLGkpCT5+/vbjbu4uMjPz8+uJr91XDnH1Wpyx/Mzfvx4paWlmY/jx48XavsBAAAAwNKnR+bk5KhFixZ67bXXJEl/+9vf9MMPPyg2NlaRkZEO7u763Nzc5Obm5ug2AAAAAJRilj7SVrVqVTVs2NBuWYMGDXTs2DFJUmBgoCQpOTnZriY5OdkcCwwMVEpKit34xYsXdfr0abua/NZx5RxXq8kdBwAAAIDiYOnQ1qZNGyUmJtot++mnn1SzZk1Jl29KEhgYqHXr1pnj6enp2rZtm0JDQyVJoaGhSk1N1a5du8ya9evXKycnR61atTJrNm7cqOzsbLMmISFB9erVM+9UGRoaajdPbk3uPAAAAABQHCwd2kaPHq1vv/1Wr732mg4fPqxly5bpnXfe0ciRIyVJNptNo0aN0iuvvKLPPvtM+/bt06BBgxQUFKQePXpIunxkLiIiQsOGDdP27du1efNmRUdHq2/fvgoKCpIk9e/fX66uroqKitL+/fsVFxen2bNna8yYMWYvTz/9tOLj4zVjxgwdPHhQkyZN0s6dOxUdHV3i+wUAAABA2WHpa9ruuusuffLJJxo/frymTJmi4OBgzZo1SwMGDDBrnnvuOZ09e1bDhw9Xamqq2rZtq/j4eLm7u5s1S5cuVXR0tO6//345OTmpV69emjNnjjnu4+OjtWvXauTIkQoJCVHlypU1ceJEu+9ya926tZYtW6YJEybohRdeUN26dbVy5Uo1bty4ZHYGAAAAgDLJ0qFNkrp27aquXbteddxms2nKlCmaMmXKVWv8/Py0bNmya87TtGlTbdq06Zo1vXv3Vu/eva/dMAAAAAAUIUufHgkAAAAAZR2hDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAAC3NxdAMAyo5fx20qkXmqv96uROYBAAAoCRxpAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGLf8B6AZj3QtkXkeCX6+ROYBAAC4lXCkDQAAAAAsrFSFttdff102m02jRo0yl124cEEjR45UpUqV5OXlpV69eik5OdnudceOHVOXLl1Uvnx5+fv7a+zYsbp48aJdzVdffaU777xTbm5uqlOnjhYvXpxn/nnz5qlWrVpyd3dXq1attH379uLYTAAAAAAwlZrQtmPHDr399ttq2rSp3fLRo0frP//5j5YvX66vv/5aJ06cUM+ePc3xS5cuqUuXLsrKytKWLVu0ZMkSLV68WBMnTjRrjhw5oi5duujee+/V3r17NWrUKA0dOlRffPGFWRMXF6cxY8bopZde0u7du9WsWTOFh4crJSWl+DceAAAAQJlVKkJbRkaGBgwYoH/84x+qWLGiuTwtLU3vvvuuZs6cqfvuu08hISFatGiRtmzZom+//VaStHbtWv3444/64IMP1Lx5c3Xq1Ekvv/yy5s2bp6ysLElSbGysgoODNWPGDDVo0EDR0dF6+OGH9dZbb5lzzZw5U8OGDdOQIUPUsGFDxcbGqnz58nrvvfdKdmcAAAAAKFNKRWgbOXKkunTporCwMLvlu3btUnZ2tt3y+vXr67bbbtPWrVslSVu3blWTJk0UEBBg1oSHhys9PV379+83a/667vDwcHMdWVlZ2rVrl12Nk5OTwsLCzJr8ZGZmKj093e4BAAAAAIVh+btHfvjhh9q9e7d27NiRZywpKUmurq7y9fW1Wx4QEKCkpCSz5srAljueO3atmvT0dJ0/f15nzpzRpUuX8q05ePDgVXufOnWqJk+eXLANBQAAAIB8WPpI2/Hjx/X0009r6dKlcnd3d3Q7hTZ+/HilpaWZj+PHjzu6JQAAAACljKWPtO3atUspKSm68847zWWXLl3Sxo0bFRMToy+++EJZWVlKTU21O9qWnJyswMBASVJgYGCeuzzm3l3yypq/3nEyOTlZ3t7e8vDwkLOzs5ydnfOtyV1Hftzc3OTm5lb4DQf+v3mPr3d0CwAAAHAwSx9pu//++7Vv3z7t3bvXfLRo0UIDBgww/12uXDmtW7fOfE1iYqKOHTum0NBQSVJoaKj27dtnd5fHhIQEeXt7q2HDhmbNlevIrcldh6urq0JCQuxqcnJytG7dOrMGAAAAAIqDpY+0VahQQY0bN7Zb5unpqUqVKpnLo6KiNGbMGPn5+cnb21tPPvmkQkNDdffdd0uSOnbsqIYNG2rgwIGaNm2akpKSNGHCBI0cOdI8Cvb4448rJiZGzz33nB577DGtX79eH330kVavXm3OO2bMGEVGRqpFixZq2bKlZs2apbNnz2rIkCEltDcAAAAAlEWWDm0F8dZbb8nJyUm9evVSZmamwsPDNX/+fHPc2dlZq1at0ogRIxQaGipPT09FRkZqypQpZk1wcLBWr16t0aNHa/bs2apevboWLlyo8PBws+aRRx7R77//rokTJyopKUnNmzdXfHx8npuTAAAAAEBRKnWh7auvvrJ77u7urnnz5mnevHlXfU3NmjW1Zs2aa663Q4cO2rNnzzVroqOjFR0dXeBeAQAAAOBmWfqaNgAAAAAo6whtAAAAAGBhpe70SMAKDtRvUDITdbj6ab8AAAAoGzjSBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMG75j1tGkyVNSmyuj0psJgAAAJR1HGkDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzvaUPxm+RTMvME31Yy8wAAAAAliCNtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAAL45b/ZVitcatLZJ6j7iUyDQAAAHBL4kgbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAuzfGibOnWq7rrrLlWoUEH+/v7q0aOHEhMT7WouXLigkSNHqlKlSvLy8lKvXr2UnJxsV3Ps2DF16dJF5cuXl7+/v8aOHauLFy/a1Xz11Ve688475ebmpjp16mjx4sV5+pk3b55q1aold3d3tWrVStu3by/ybQYAAACAXJYPbV9//bVGjhypb7/9VgkJCcrOzlbHjh119uxZs2b06NH6z3/+o+XLl+vrr7/WiRMn1LNnT3P80qVL6tKli7KysrRlyxYtWbJEixcv1sSJE82aI0eOqEuXLrr33nu1d+9ejRo1SkOHDtUXX3xh1sTFxWnMmDF66aWXtHv3bjVr1kzh4eFKSUkpmZ0BAAAAoMxxcXQD1xMfH2/3fPHixfL399euXbvUvn17paWl6d1339WyZct03333SZIWLVqkBg0a6Ntvv9Xdd9+ttWvX6scff9SXX36pgIAANW/eXC+//LKef/55TZo0Sa6uroqNjVVwcLBmzJghSWrQoIG++eYbvfXWWwoPD5ckzZw5U8OGDdOQIUMkSbGxsVq9erXee+89jRs3rgT3CgAAAICywvJH2v4qLS1NkuTn5ydJ2rVrl7KzsxUWFmbW1K9fX7fddpu2bt0qSdq6dauaNGmigIAAsyY8PFzp6enav3+/WXPlOnJrcteRlZWlXbt22dU4OTkpLCzMrPmrzMxMpaen2z0AAAAAoDBKVWjLycnRqFGj1KZNGzVu3FiSlJSUJFdXV/n6+trVBgQEKCkpyay5MrDljueOXasmPT1d58+f1x9//KFLly7lW5O7jr+aOnWqfHx8zEeNGjVubMMBAAAAlFmlKrSNHDlSP/zwgz788ENHt1Ig48ePV1pamvk4fvy4o1sCAAAAUMpY/pq2XNHR0Vq1apU2btyo6tWrm8sDAwOVlZWl1NRUu6NtycnJCgwMNGv+epfH3LtLXlnz1ztOJicny9vbWx4eHnJ2dpazs3O+Nbnr+Cs3Nze5ubnd2AYDAAAAgErBkTbDMBQdHa1PPvlE69evV3BwsN14SEiIypUrp3Xr1pnLEhMTdezYMYWGhkqSQkNDtW/fPru7PCYkJMjb21sNGzY0a65cR25N7jpcXV0VEhJiV5OTk6N169aZNQAAAABQ1Cx/pG3kyJFatmyZPv30U1WoUMG8fszHx0ceHh7y8fFRVFSUxowZIz8/P3l7e+vJJ59UaGio7r77bklSx44d1bBhQw0cOFDTpk1TUlKSJkyYoJEjR5pHwh5//HHFxMToueee02OPPab169fro48+0urVq81exowZo8jISLVo0UItW7bUrFmzdPbsWfNukgAAAABQ1Cwf2hYsWCBJ6tChg93yRYsWafDgwZKkt956S05OTurVq5cyMzMVHh6u+fPnm7XOzs5atWqVRowYodDQUHl6eioyMlJTpkwxa4KDg7V69WqNHj1as2fPVvXq1bVw4ULzdv+S9Mgjj+j333/XxIkTlZSUpObNmys+Pj7PzUkAAAAAoKhYPrQZhnHdGnd3d82bN0/z5s27ak3NmjW1Zs2aa66nQ4cO2rNnzzVroqOjFR0dfd2eAAAAAKAoWP6aNgAAAAAoywhtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoK6R58+apVq1acnd3V6tWrbR9+3ZHtwQAAADgFkZoK4S4uDiNGTNGL730knbv3q1mzZopPDxcKSkpjm4NAAAAwC3KxdENlCYzZ87UsGHDNGTIEElSbGysVq9erffee0/jxo3LU5+ZmanMzEzzeVpamiQpPT29ZBq+jpzMcyUyT7rNKJF5Lp2/VCLzSFLGpZKZ63zW2RKZJzM7u0Tm+TOzZLbHKu+x0obPhBtTUp8HEp8JN4rPhBvDZ8KN4TPhxpW1z4TcPgzj+u8Bm1GQKigrK0vly5fXihUr1KNHD3N5ZGSkUlNT9emnn+Z5zaRJkzR58uQS7BIAAABAaXL8+HFVr179mjUcaSugP/74Q5cuXVJAQIDd8oCAAB08eDDf14wfP15jxowxn+fk5Oj06dOqVKmSbDZbsfaL0i89PV01atTQ8ePH5e3t7eh2ADgYnwkArsRnQulnGIb+/PNPBQUFXbeW0FaM3Nzc5ObmZrfM19fXMc2g1PL29ubDGICJzwQAV+IzoXTz8fEpUB03IimgypUry9nZWcnJyXbLk5OTFRgY6KCuAAAAANzqCG0F5OrqqpCQEK1bt85clpOTo3Xr1ik0NNSBnQEAAAC4lXF6ZCGMGTNGkZGRatGihVq2bKlZs2bp7Nmz5t0kgaLk5uaml156Kc8ptgDKJj4TAFyJz4SyhbtHFlJMTIymT5+upKQkNW/eXHPmzFGrVq0c3RYAAACAWxShDQAAAAAsjGvaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbYEFfffWVbDabvvrqK0e3AuAWY7PZNGnSJEe3AZR5R48elc1m0+LFiwv9Wn5PKHsIbUAxW7ZsmWbNmuXoNgAAAK5pzZo1xfZHnXPnzmnSpEkEzRtEaAOK2Y2Etvbt2+v8+fNq37598TQFAADwF2vWrNHkyZOLZd3nzp3T5MmTCW03iNAG3ICzZ88Wy3ovXLignJwcOTk5yd3dXU5OvEUBAEDplZOTowsXLji6jVKP3wiB65g0aZJsNpt+/PFH9e/fXxUrVlTbtm0lSR988IFCQkLk4eEhPz8/9e3bV8ePHzdf26FDB61evVq//PKLbDabbDabatWqJel/56N/+OGHmjBhgqpVq6by5csrPT39queqb9u2TREREfLx8VH58uV1zz33aPPmzeb4ihUrZLPZ9PXXX+fZjrfffls2m00//PCDuezgwYN6+OGH5efnJ3d3d7Vo0UKfffZZEe49AJL0559/atSoUapVq5bc3Nzk7++vBx54QLt37zZrrvf+lv73eXT48GENHjxYvr6+8vHx0ZAhQ3Tu3Dm72szMTI0ePVpVqlRRhQoV9OCDD+rXX38tke0FSovc99RPP/2kRx99VD4+PqpSpYpefPFFGYah48ePq3v37vL29lZgYKBmzJhh9/qUlBRFRUUpICBA7u7uatasmZYsWZJnntTUVA0ePFg+Pj7y9fVVZGSkUlNT8+2puH42Z2dna/Lkyapbt67c3d1VqVIltW3bVgkJCZKkwYMHa968eZJk/s5is9nM17/55ptq3bq1KlWqJA8PD4WEhGjFihV55rHZbIqOjtbSpUvVqFEjubm5KTY2VlWqVJEkTZ482Vw319cWnIujGwBKi969e6tu3bp67bXXZBiGXn31Vb344ovq06ePhg4dqt9//11z585V+/bttWfPHvn6+ur//u//lJaWpl9//VVvvfWWJMnLy8tuvS+//LJcXV317LPPKjMzU66urvnOv379enXq1EkhISF66aWX5OTkpEWLFum+++7Tpk2b1LJlS3Xp0kVeXl766KOPdM8999i9Pi4uTo0aNVLjxo0lSfv371ebNm1UrVo1jRs3Tp6envroo4/Uo0cPffzxx3rooYeKYS8CZdPjjz+uFStWKDo6Wg0bNtSpU6f0zTff6MCBA7rzzjsL9P6+Up8+fRQcHKypU6dq9+7dWrhwofz9/fXGG2+YNUOHDtUHH3yg/v37q3Xr1lq/fr26dOlS0psOlAqPPPKIGjRooNdff12rV6/WK6+8Ij8/P7399tu677779MYbb2jp0qV69tlnddddd5mXMXTo0EGHDx9WdHS0goODtXz5cg0ePFipqal6+umnJUmGYah79+765ptv9Pjjj6tBgwb65JNPFBkZmaeP4vzZPGnSJE2dOlVDhw5Vy5YtlZ6erp07d2r37t164IEH9Pe//10nTpxQQkKC/vnPf+Z5/ezZs/Xggw9qwIABysrK0ocffqjevXtr1apVeT5b1q9fr48++kjR0dGqXLmymjVrpgULFmjEiBF66KGH1LNnT0lS06ZNb3h7yhwDwDW99NJLhiSjX79+5rKjR48azs7OxquvvmpXu2/fPsPFxcVueZcuXYyaNWvmWe+GDRsMSUbt2rWNc+fO5Tu2YcMGwzAMIycnx6hbt64RHh5u5OTkmHXnzp0zgoODjQceeMBc1q9fP8Pf39+4ePGiuezkyZOGk5OTMWXKFHPZ/fffbzRp0sS4cOGCuSwnJ8do3bq1Ubdu3QLuHQAF4ePjY4wcOTLfscK8v3M/jx577DG7dTz00ENGpUqVzOd79+41JBlPPPGEXV3//v0NScZLL71UBFsFlH6576nhw4ebyy5evGhUr17dsNlsxuuvv24uP3PmjOHh4WFERkYahmEYs2bNMiQZH3zwgVmTlZVlhIaGGl5eXkZ6erphGIaxcuVKQ5Ixbdo0uznatWtnSDIWLVpkLi/oz+a//p5QEM2aNTO6dOlyzZqRI0caV4sHf/1dJSsry2jcuLFx33332S2XZDg5ORn79++3W/7777/z+XMTOD0SKKDHH3/c/Pe///1v5eTkqE+fPvrjjz/MR2BgoOrWrasNGzYUeL2RkZHy8PC4Zs3evXt16NAh9e/fX6dOnTLnO3v2rO6//35t3LhROTk5ki7/tTAlJcXu1MoVK1YoJydHjzzyiCTp9OnTWr9+vfr06aM///zTXN+pU6cUHh6uQ4cO6bfffivE3gFwLb6+vtq2bZtOnDiRZ6ww7+9cV34eSVK7du106tQppaenS7p8MwFJeuqpp+zqRo0aVYRbBdw6hg4dav7b2dlZLVq0kGEYioqKMpf7+vqqXr16+u9//yvp8vssMDBQ/fr1M2vKlSunp556ShkZGealCmvWrJGLi4tGjBhhN8eTTz5p10Nx/2z29fXV/v37dejQoRt6/ZW/q5w5c0ZpaWlq166d3Wneue655x41bNjwhntFXpweCRRQcHCw+e9Dhw7JMAzVrVs339py5crd0HqvJvcDNr9TKXKlpaWpYsWK5jUxcXFxuv/++yVdPjWyefPmuuOOOyRJhw8flmEYevHFF/Xiiy/mu76UlBRVq1atwNsB4OqmTZumyMhI1ahRQyEhIercubMGDRqk2rVrF+r9neu2226zG88dO3PmjLy9vfXLL7/IyclJt99+u11dvXr1imqTgFvKX99TPj4+cnd3V+XKlfMsP3XqlCTpl19+Ud26dfPcNKxBgwbmeO7/Vq1aNc/lEX99Pxb3z+YpU6aoe/fuuuOOO9S4cWNFRERo4MCBBT5FcdWqVXrllVe0d+9eZWZmmsuvvO4tV0F+t0HhENqAArryL0w5OTmy2Wz6/PPP5ezsnKf2rx/MBV3v1eT+lX369Olq3rx5vjW5c7q5ualHjx765JNPNH/+fCUnJ2vz5s167bXX8qzv2WefVXh4eL7rq1OnToG3AcC19enTR+3atdMnn3yitWvXavr06XrjjTfMo/ZSwd7fufL73JEuXzsDoPDye0+V9PusuH82t2/fXj///LM+/fRTrV27VgsXLtRbb72l2NhYuyON+dm0aZMefPBBtW/fXvPnz1fVqlVVrlw5LVq0SMuWLctTX5DfbVA4hDbgBtx+++0yDEPBwcHm0aurye8vUDcynyR5e3srLCzsuvWPPPKIlixZonXr1unAgQMyDMM8NVKSateuLenyEcGCrA/AzatataqeeOIJPfHEE0pJSdGdd96pV1991bxJUUHf3wVRs2ZN5eTk6Oeff7b7a35iYmKRrB/A5ffZ999/b35VT66DBw+a47n/u27dOmVkZNj9Aeav78eS+Nns5+enIUOGaMiQIcrIyFD79u01adIkM7Rd7XeWjz/+WO7u7vriiy/k5uZmLl+0aFGB5y6K34fKMq5pA25Az5495ezsrMmTJ+f5i5thGOapE5Lk6emptLS0m5ovJCREt99+u958801lZGTkGf/999/tnoeFhcnPz09xcXGKi4tTy5Yt7U5V8Pf3V4cOHfT222/r5MmT110fgBt36dKlPJ8B/v7+CgoKUmZmZqHf3wXRqVMnSdKcOXPsls+aNavQ6wKQv86dOyspKUlxcXHmsosXL2ru3Lny8vIy7+LcuXNnXbx4UQsWLDDrLl26pLlz59qtr7h/Nl/5u4l0+Qh+nTp17E519PT0lKQ8X0fg7Owsm82mS5cumcuOHj2qlStXFnj+8uXL57tuFAxH2oAbcPvtt+uVV17R+PHjdfToUfXo0UMVKlTQkSNH9Mknn2j48OF69tlnJV0OXHFxcRozZozuuusueXl5qVu3boWaz8nJSQsXLlSnTp3UqFEjDRkyRNWqVdNvv/2mDRs2yNvbW//5z3/M+nLlyqlnz5768MMPdfbsWb355pt51jlv3jy1bdtWTZo00bBhw1S7dm0lJydr69at+vXXX/Xdd9/d3E4CIOnyd7RVr15dDz/8sJo1ayYvLy99+eWX2rFjh2bMmFHo93dBNG/eXP369dP8+fOVlpam1q1ba926dTp8+HAxbSVQ9gwfPlxvv/22Bg8erF27dqlWrVpasWKFNm/erFmzZqlChQqSpG7duqlNmzYaN26cjh49qoYNG+rf//53vn/QLc6fzQ0bNlSHDh0UEhIiPz8/7dy50/wqklwhISGSLt/EKDw8XM7Ozurbt6+6dOmimTNnKiIiQv3791dKSormzZunOnXq6Pvvvy/Q/B4eHmrYsKHi4uJ0xx13yM/PT40bNza/igjX4ajbVgKlRe7tgH///fc8Yx9//LHRtm1bw9PT0/D09DTq169vjBw50khMTDRrMjIyjP79+xu+vr6GJPP2/7m3612+fHme9V7tVr579uwxevbsaVSqVMlwc3MzatasafTp08dYt25dnnUkJCQYkgybzWYcP3483237+eefjUGDBhmBgYFGuXLljGrVqhldu3Y1VqxYUYg9BOBaMjMzjbFjxxrNmjUzKlSoYHh6ehrNmjUz5s+fb1dXkPf31T6PFi1aZEgyjhw5Yi47f/688dRTTxmVKlUyPD09jW7duhnHjx/nltvAFa72noqMjDQ8PT3z1N9zzz1Go0aNzOfJycnGkCFDjMqVKxuurq5GkyZN7G7hn+vUqVPGwIEDDW9vb8PHx8cYOHCgsWfPnjy3/DeMgv1svpFb/r/yyitGy5YtDV9fX8PDw8OoX7++8eqrrxpZWVlmzcWLF40nn3zSqFKlimGz2exu///uu+8adevWNdzc3Iz69esbixYtMvfflSRd9StOtmzZYoSEhBiurq58FhWSzTC4ahkAAAAArIpr2gAAAADAwrimDQAAACilzp8/f90bnvn5+cnV1bWEOkJxILQBAAAApVRcXJyGDBlyzZoNGzaoQ4cOJdMQigXXtAEAAACl1MmTJ7V///5r1oSEhKhixYol1BGKA6ENAAAAACyMG5EAAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAFBm2Wy2az4mTZpU4j199dVX+fYyYcKEEu8FAGANfLk2AKDMOnnypPnvuLg4TZw4UYmJieYyLy8vR7QlSUpMTJS3t7clegEAOBZH2gAAZVZgYKD58PHxkc1mU2BgoCpUqKA77rhD8fHxdvUrV66Up6en/vzzTx09elQ2m00ffvihWrduLXd3dzVu3Fhff/213Wt++OEHderUSV5eXgoICNDAgQP1xx9/XLc3f39/u/5yQ9vx48fVp08f+fr6ys/PT927d9fRo0ftXrtw4UI1aNBA7u7uql+/vubPn39zOwoA4FCENgAA/sLT01N9+/bVokWL7JYvWrRIDz/8sCpUqGAuGzt2rJ555hnt2bNHoaGh6tatm06dOiVJSk1N1X333ae//e1v2rlzp+Lj45WcnKw+ffrcUF/Z2dkKDw9XhQoVtGnTJm3evFleXl6KiIhQVlaWJGnp0qWaOHGiXn31VR04cECvvfaaXnzxRS1ZsuQG9wYAwNE4PRIAgHwMHTpUrVu31smTJ1W1alWlpKRozZo1+vLLL+3qoqOj1atXL0nSggULFB8fr3fffVfPPfecYmJi9Le//U2vvfaaWf/ee++pRo0a+umnn3THHXdcdf7q1avbPf/ll1/0+eefKycnRwsXLpTNZpN0OUj6+vrqq6++UseOHfXSSy9pxowZ6tmzpyQpODhYP/74o95++21FRkYWyb4BAJQsQhsAAPlo2bKlGjVqpCVLlmjcuHH64IMPVLNmTbVv396uLjQ01Py3i4uLWrRooQMHDkiSvvvuO23YsCHf69F+/vnna4a2TZs22R3Rq1ixor777jsdPnzYbrkkXbhwQT///LPOnj2rn3/+WVFRURo2bJg5fvHiRfn4+BRuBwAALIPQBgDAVQwdOlTz5s3TuHHjtGjRIg0ZMsQ8wlUQGRkZ6tatm9544408Y1WrVr3ma4ODg+Xr65tnfSEhIVq6dGme+ipVqigjI0OS9I9//EOtWrWyG3d2di5w3wAAayG0AQBwFY8++qiee+45zZkzRz/++GO+pxd+++235tG3ixcvateuXYqOjpYk3Xnnnfr4449Vq1Ytubjc/I/cO++8U3FxcfL397e7s2QuHx8fBQUF6b///a8GDBhw0/MBAKyBG5EAAHAVFStWVM+ePTV27Fh17Ngxz3VmkjRv3jx98sknOnjwoEaOHKkzZ87osccekySNHDlSp0+fVr9+/bRjxw79/PPP+uKLLzRkyBBdunSp0P0MGDBAlStXVvfu3bVp0yYdOXJEX331lZ566in9+uuvkqTJkydr6tSpmjNnjn766Sft27dPixYt0syZM29uZwAAHIbQBgDANURFRSkrK8sMYn/1+uuv6/XXX1ezZs30zTff6LPPPlPlypUlSUFBQdq8ebMuXbqkjh07qkmTJho1apR8fX3l5FT4H8Hly5fXxo0bddttt6lnz55q0KCBoqKidOHCBfPI29ChQ7Vw4UItWrRITZo00T333KPFixcrODj4xncCAMChbIZhGI5uAgAAq/rnP/+p0aNH68SJE3J1dTWXHz16VMHBwdqzZ4+aN2/uuAYBALc8rmkDACAf586d08mTJ/X666/r73//u11gAwCgJHF6JAAA+Zg2bZrq16+vwMBAjR8/3tHtAADKME6PBAAAAAAL40gbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwsP8HB7nutB/6M3MAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 8 devices and ['B', 'A', 'E'] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 8 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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6qKgo7d27V/7+/pIkf39/Xbt2TSEhIVabrVu3Kj4+XhUqVLDa7NixQ3fv3rXabN68WYUKFbJmpPT393d4nIQ2CY/zMLUAAAAAQFJyamDr27ev9uzZo/fee0+nT5/W4sWLNWPGDAUGBkq6d3iwT58+euedd7R27VodPnxY7du3V7Zs2dSkSRNJ947Ivfjii+ratat++OEH7dy5U7169dIrr7yibNmySZLatGkjT09Pde7cWUePHtWyZcs0efJkh+GKvXv31qZNmxQUFKSff/5Zo0aN0v79+9WrV6+HrgUAAAAAktTfTknyBKxbt84UL17ceHl5mcKFCzvMEmmMMfHx8Wb48OHG19fXeHl5mVq1apkTJ044tLl8+bJp3bq1SZ06tfHx8TGdOnUy169fd2jz448/mipVqhgvLy+TPXt28/77799Xy/Lly03BggWNp6enKVasmNmwYcMj1/J3IiMjjSQTGRn50NsAAAAAePo8bDZw6nXYnjVRUVFKmzatIiMjOZ8NAAAAeIY9bDZw6pBIAAAAAMBfI7ABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkPZxcAAEg6oaGhioiIcHYZT61MmTIpV65czi4DAPAMIbABwFMiNDRUhYsU0a2bN51dylMrRcqU+vn4cUIbAOCJIbABwFMiIiJCt27eVMt3pitL3gLOLuepc/HMKS0f1lMREREENgDAE0NgA4CnTJa8BZS9SClnlwEAAJIAk44AAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE05NbCNGjVKbm5uDrfChQtb62/fvq3AwEBlzJhRqVOnVrNmzRQeHu6wj9DQUDVo0EApU6ZUlixZNHDgQMXGxjq02bZtm8qUKSMvLy/lz59f8+bNu6+WadOmKU+ePPL29laFChX0ww8/OKx/mFoAAAAAICk5/QhbsWLF9Mcff1i377//3lrXt29frVu3TitWrND27dt14cIFNW3a1FofFxenBg0aKCYmRrt27dJnn32mefPmacSIEVabM2fOqEGDBnrhhRd06NAh9enTR126dNFXX31ltVm2bJn69eunkSNH6sCBAypVqpQCAgJ08eLFh64FAAAAAJKa0wObh4eH/Pz8rFumTJkkSZGRkZo9e7YmTJigmjVrqmzZspo7d6527dqlPXv2SJK+/vprHTt2TAsXLlTp0qVVr149jR07VtOmTVNMTIwkKTg4WHnz5lVQUJCKFCmiXr16qXnz5po4caJVw4QJE9S1a1d16tRJRYsWVXBwsFKmTKk5c+Y8dC0AAAAAkNScHthOnTqlbNmyKV++fGrbtq1CQ0MlSSEhIbp7965q165ttS1cuLBy5cql3bt3S5J2796tEiVKyNfX12oTEBCgqKgoHT161GqTeB8JbRL2ERMTo5CQEIc2yZIlU+3ata02D1PLg9y5c0dRUVEONwAAAAB4WE4NbBUqVNC8efO0adMmTZ8+XWfOnFHVqlV1/fp1hYWFydPTU+nSpXPYxtfXV2FhYZKksLAwh7CWsD5h3d+1iYqK0q1btxQREaG4uLgHtkm8j3+q5UHGjRuntGnTWrecOXM+3C8GAAAAACR5OPPB69WrZ/1csmRJVahQQblz59by5cuVIkUKJ1aWNAYPHqx+/fpZ96OioghtAAAAAB6a04dEJpYuXToVLFhQp0+flp+fn2JiYnTt2jWHNuHh4fLz85Mk+fn53TdTY8L9f2rj4+OjFClSKFOmTHJ3d39gm8T7+KdaHsTLy0s+Pj4ONwAAAAB4WLYKbDdu3NAvv/yirFmzqmzZskqePLm2bNlirT9x4oRCQ0Pl7+8vSfL399fhw4cdZnPcvHmzfHx8VLRoUatN4n0ktEnYh6enp8qWLevQJj4+Xlu2bLHaPEwtAAAAAJDUnDokcsCAAWrUqJFy586tCxcuaOTIkXJ3d1fr1q2VNm1ade7cWf369VOGDBnk4+OjN954Q/7+/qpYsaIkqW7duipatKjatWun8ePHKywsTMOGDVNgYKC8vLwkST169NDUqVM1aNAgvfbaa9q6dauWL1+uDRs2WHX069dPHTp0ULly5VS+fHlNmjRJ0dHR6tSpkyQ9VC0AAAAAkNScGtjOnz+v1q1b6/Lly8qcObOqVKmiPXv2KHPmzJKkiRMnKlmyZGrWrJnu3LmjgIAAffLJJ9b27u7uWr9+vXr27Cl/f3+lSpVKHTp00JgxY6w2efPm1YYNG9S3b19NnjxZOXLk0KxZsxQQEGC1adWqlS5duqQRI0YoLCxMpUuX1qZNmxwmIvmnWgAAAAAgqbkZY4yzi3hWREVFKW3atIqMjOR8NgBJ7sCBAypbtqx6LfpG2YuUcnY5T53fj/+oqW1rKyQkRGXKlHF2OQAAF/ew2cBW57ABAAAAAP4PgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMezi4AT05oaKgiIiKcXcZTK1OmTMqVK5ezywAAAMBThMD2jAgNDVXhIkV06+ZNZ5fy1EqRMqV+Pn6c0AYAAIAkQ2B7RkREROjWzZtq+c50ZclbwNnlPHUunjml5cN6KiIigsAGAACAJENge8ZkyVtA2YuUcnYZAAAAAB4Ck44AAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANmWbwPb+++/Lzc1Nffr0sZbdvn1bgYGBypgxo1KnTq1mzZopPDzcYbvQ0FA1aNBAKVOmVJYsWTRw4EDFxsY6tNm2bZvKlCkjLy8v5c+fX/Pmzbvv8adNm6Y8efLI29tbFSpU0A8//OCw/mFqAQAAAICkZIvAtm/fPn366acqWbKkw/K+fftq3bp1WrFihbZv364LFy6oadOm1vq4uDg1aNBAMTEx2rVrlz777DPNmzdPI0aMsNqcOXNGDRo00AsvvKBDhw6pT58+6tKli7766iurzbJly9SvXz+NHDlSBw4cUKlSpRQQEKCLFy8+dC0AAAAAkNScHthu3Lihtm3baubMmUqfPr21PDIyUrNnz9aECRNUs2ZNlS1bVnPnztWuXbu0Z88eSdLXX3+tY8eOaeHChSpdurTq1aunsWPHatq0aYqJiZEkBQcHK2/evAoKClKRIkXUq1cvNW/eXBMnTrQea8KECeratas6deqkokWLKjg4WClTptScOXMeupYHuXPnjqKiohxuAAAAAPCwnB7YAgMD1aBBA9WuXdtheUhIiO7eveuwvHDhwsqVK5d2794tSdq9e7dKlCghX19fq01AQICioqJ09OhRq82f9x0QEGDtIyYmRiEhIQ5tkiVLptq1a1ttHqaWBxk3bpzSpk1r3XLmzPlIvxsAAAAAzzanBralS5fqwIEDGjdu3H3rwsLC5OnpqXTp0jks9/X1VVhYmNUmcVhLWJ+w7u/aREVF6datW4qIiFBcXNwD2yTexz/V8iCDBw9WZGSkdTt37txftgUAAACAP/Nw1gOfO3dOvXv31ubNm+Xt7e2sMh4rLy8veXl5ObsMAAAAAC7KaUfYQkJCdPHiRZUpU0YeHh7y8PDQ9u3bNWXKFHl4eMjX11cxMTG6du2aw3bh4eHy8/OTJPn5+d03U2PC/X9q4+PjoxQpUihTpkxyd3d/YJvE+/inWgAAAAAgqTktsNWqVUuHDx/WoUOHrFu5cuXUtm1b6+fkyZNry5Yt1jYnTpxQaGio/P39JUn+/v46fPiww2yOmzdvlo+Pj4oWLWq1SbyPhDYJ+/D09FTZsmUd2sTHx2vLli1Wm7Jly/5jLQAAAACQ1Jw2JDJNmjQqXry4w7JUqVIpY8aM1vLOnTurX79+ypAhg3x8fPTGG2/I399fFStWlCTVrVtXRYsWVbt27TR+/HiFhYVp2LBhCgwMtIYi9ujRQ1OnTtWgQYP02muvaevWrVq+fLk2bNhgPW6/fv3UoUMHlStXTuXLl9ekSZMUHR2tTp06SZLSpk37j7UAAAAAQFJzWmB7GBMnTlSyZMnUrFkz3blzRwEBAfrkk0+s9e7u7lq/fr169uwpf39/pUqVSh06dNCYMWOsNnnz5tWGDRvUt29fTZ48WTly5NCsWbMUEBBgtWnVqpUuXbqkESNGKCwsTKVLl9amTZscJiL5p1oAAAAAIKnZKrBt27bN4b63t7emTZumadOm/eU2uXPn1saNG/92vzVq1NDBgwf/tk2vXr3Uq1evv1z/MLUAAAAAQFJy+nXYAAAAAAAPRmADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANiUx8M0ev755+Xm5vZQOzxw4MB/KggAAAAAcM9DBbYmTZpYP9++fVuffPKJihYtKn9/f0nSnj17dPToUb3++uuPpUgAAAAAeBY9VGAbOXKk9XOXLl305ptvauzYsfe1OXfuXNJWBwAAAADPsEc+h23FihVq3779fctfffVVrVq1KkmKAgAAAAD8i8CWIkUK7dy5877lO3fulLe3d5IUBQAAAAB4yCGRifXp00c9e/bUgQMHVL58eUnS3r17NWfOHA0fPjzJCwQAAACAZ9UjB7a3335b+fLl0+TJk7Vw4UJJUpEiRTR37ly1bNkyyQsEAAAAgGfVIwc2SWrZsiXhDAAAAAAes3914exr165p1qxZGjJkiK5cuSLp3vXXfv/99yQtDgAAAACeZY98hO2nn35S7dq1lTZtWv3222/q0qWLMmTIoM8//1yhoaGaP3/+46gTAAAAAJ45j3yErV+/furYsaNOnTrlMCtk/fr1tWPHjiQtDgAAAACeZY8c2Pbt26fu3bvftzx79uwKCwtLkqIAAAAAAP8isHl5eSkqKuq+5SdPnlTmzJmTpCgAAAAAwL8IbC+99JLGjBmju3fvSpLc3NwUGhqqt956S82aNUvyAgEAAADgWfXIgS0oKEg3btxQlixZdOvWLVWvXl358+dXmjRp9O677z6OGgEAAADgmfTIs0SmTZtWmzdv1s6dO/Xjjz/qxo0bKlOmjGrXrv046gMAAACAZ9a/unC2JFWuXFmVK1eWdO+6bAAAAACApPXIQyI/+OADLVu2zLrfsmVLZcyYUdmzZ9ePP/6YpMUBAAAAwLPskQNbcHCwcubMKUnavHmzNm/erC+//FL16tXTwIEDk7xAAAAAAHhWPfKQyLCwMCuwrV+/Xi1btlTdunWVJ08eVahQIckLBAAAAIBn1SMfYUufPr3OnTsnSdq0aZM12YgxRnFxcUlbHQAAAAA8wx75CFvTpk3Vpk0bFShQQJcvX1a9evUkSQcPHlT+/PmTvEAAAAAAeFY9cmCbOHGi8uTJo3Pnzmn8+PFKnTq1JOmPP/7Q66+/nuQFAgAAAMCz6pEDW/LkyTVgwID7lvft2zdJCgIAAAAA3PPIgW3+/Pl/u759+/b/uhgAAAAAwP955MDWu3dvh/t3797VzZs35enpqZQpUxLYAAAAACCJPPIskVevXnW43bhxQydOnFCVKlW0ZMmSR9rX9OnTVbJkSfn4+MjHx0f+/v768ssvrfW3b99WYGCgMmbMqNSpU6tZs2YKDw932EdoaKgaNGiglClTKkuWLBo4cKBiY2Md2mzbtk1lypSRl5eX8ufPr3nz5t1Xy7Rp05QnTx55e3urQoUK+uGHHxzWP0wtAAAAAJCUHjmwPUiBAgX0/vvv33f07Z/kyJFD77//vkJCQrR//37VrFlTjRs31tGjRyXdOy9u3bp1WrFihbZv364LFy6oadOm1vZxcXFq0KCBYmJitGvXLn322WeaN2+eRowYYbU5c+aMGjRooBdeeEGHDh1Snz591KVLF3311VdWm2XLlqlfv34aOXKkDhw4oFKlSikgIEAXL1602vxTLQAAAACQ1JIksEmSh4eHLly48EjbNGrUSPXr11eBAgVUsGBBvfvuu0qdOrX27NmjyMhIzZ49WxMmTFDNmjVVtmxZzZ07V7t27dKePXskSV9//bWOHTumhQsXqnTp0qpXr57Gjh2radOmKSYmRpIUHBysvHnzKigoSEWKFFGvXr3UvHlzTZw40apjwoQJ6tq1qzp16qSiRYsqODhYKVOm1Jw5cyTpoWoBAAAAgKT2yOewrV271uG+MUZ//PGHpk6dqsqVK//rQuLi4rRixQpFR0fL399fISEhunv3rnVhbkkqXLiwcuXKpd27d6tixYravXu3SpQoIV9fX6tNQECAevbsqaNHj+r555/X7t27HfaR0KZPnz6SpJiYGIWEhGjw4MHW+mTJkql27dravXu3JD1ULQ9y584d3blzx7ofFRX1r38/AAAAAJ49jxzYmjRp4nDfzc1NmTNnVs2aNRUUFPTIBRw+fFj+/v66ffu2UqdOrdWrV6to0aI6dOiQPD09lS5dOof2vr6+CgsLkySFhYU5hLWE9Qnr/q5NVFSUbt26patXryouLu6BbX7++WdrH/9Uy4OMGzdOo0ePfrhfBAAAAAD8ySMHtvj4+CQtoFChQjp06JAiIyO1cuVKdejQQdu3b0/Sx3CWwYMHq1+/ftb9qKgo5cyZ04kVAQAAAHAljxzYkpqnp6fy588vSSpbtqz27dunyZMnq1WrVoqJidG1a9ccjmyFh4fLz89PkuTn53ffbI4JMzcmbvPn2RzDw8Pl4+OjFClSyN3dXe7u7g9sk3gf/1TLg3h5ecnLy+sRfhsAAAAA8H+SbNKRpBIfH687d+6obNmySp48ubZs2WKtO3HihEJDQ+Xv7y9J8vf31+HDhx1mc9y8ebN8fHxUtGhRq03ifSS0SdiHp6enypYt69AmPj5eW7Zssdo8TC0AAAAAkNSceoRt8ODBqlevnnLlyqXr169r8eLF2rZtm7766iulTZtWnTt3Vr9+/ZQhQwb5+PjojTfekL+/vzXJR926dVW0aFG1a9dO48ePV1hYmIYNG6bAwEDryFaPHj00depUDRo0SK+99pq2bt2q5cuXa8OGDVYd/fr1U4cOHVSuXDmVL19ekyZNUnR0tDp16iRJD1ULAAAAACQ1pwa2ixcvqn379vrjjz+UNm1alSxZUl999ZXq1KkjSZo4caKSJUumZs2a6c6dOwoICNAnn3xibe/u7q7169erZ8+e8vf3V6pUqdShQweNGTPGapM3b15t2LBBffv21eTJk5UjRw7NmjVLAQEBVptWrVrp0qVLGjFihMLCwlS6dGlt2rTJYSKSf6oFAAAAAJKaUwPb7Nmz/3a9t7e3pk2bpmnTpv1lm9y5c2vjxo1/u58aNWro4MGDf9umV69e6tWr13+qBQAAAACS0iOfw7Zp0yZ9//331v1p06apdOnSatOmja5evZqkxQEAAADAs+yRA9vAgQOtC0AfPnxY/fv3V/369XXmzBmHKewBAAAAAP/NIw+JPHPmjDUD46pVq9SwYUO99957OnDggOrXr5/kBQIAAADAs+qRj7B5enrq5s2bkqRvvvlGdevWlSRlyJDBOvIGAAAAAPjvHvkIW5UqVdSvXz9VrlxZP/zwg5YtWyZJOnnypHLkyJHkBQIAAADAs+qRj7BNnTpVHh4eWrlypaZPn67s2bNLkr788ku9+OKLSV4gAAAAADyrHvkIW65cubR+/fr7lk+cODFJCgIAAAAA3POfrsN2+/ZtxcTEOCzz8fH5TwUBAAAAAO555CGR0dHR6tWrl7JkyaJUqVIpffr0DjcAAAAAQNJ45MA2aNAgbd26VdOnT5eXl5dmzZql0aNHK1u2bJo/f/7jqBEAAAAAnkmPPCRy3bp1mj9/vmrUqKFOnTqpatWqyp8/v3Lnzq1Fixapbdu2j6NOAAAAAHjmPPIRtitXrihfvnyS7p2vduXKFUn3pvvfsWNH0lYHAAAAAM+wRw5s+fLl05kzZyRJhQsX1vLlyyXdO/KWLl26JC0OAAAAAJ5ljxzYOnXqpB9//FGS9Pbbb2vatGny9vZW3759NXDgwCQvEAAAAACeVY98Dlvfvn2tn2vXrq2ff/5ZISEhyp8/v0qWLJmkxQEAAADAs+w/XYdNknLnzq3cuXMnRS0AAAAAgEQeOrDdunVLW7ZsUcOGDSVJgwcP1p07d6z17u7uGjt2rLy9vZO+SgAAAAB4Bj10YPvss8+0YcMGK7BNnTpVxYoVU4oUKSRJP//8s7Jly+YwZBIAAAAA8O899KQjixYtUrdu3RyWLV68WN9++62+/fZbffjhh9aMkQAAAACA/+6hA9vp06dVokQJ6763t7eSJfu/zcuXL69jx44lbXUAAAAA8Ax76CGR165dczhn7dKlSw7r4+PjHdYDAAAAAP6bhz7CliNHDh05cuQv1//000/KkSNHkhQFAAAAAHiEwFa/fn2NGDFCt2/fvm/drVu3NHr0aDVo0CBJiwMAAACAZ9lDD4kcMmSIli9frkKFCqlXr14qWLCgJOnEiROaOnWqYmNjNWTIkMdWKAAAAAA8ax46sPn6+mrXrl3q2bOn3n77bRljJElubm6qU6eOPvnkE/n6+j62QgEAAADgWfPQgU2S8ubNq02bNunKlSs6ffq0JCl//vzKkCHDYykOAAAAAJ5ljxTYEmTIkEHly5dP6loAAAAAAIk89KQjAAAAAIAni8AGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALApAhsAAAAA2BSBDQAAAABsisAGAAAAADZFYAMAAAAAmyKwAQAAAIBNEdgAAAAAwKYIbAAAAABgUwQ2AAAAALAppwa2cePG6X//+5/SpEmjLFmyqEmTJjpx4oRDm9u3byswMFAZM2ZU6tSp1axZM4WHhzu0CQ0NVYMGDZQyZUplyZJFAwcOVGxsrEObbdu2qUyZMvLy8lL+/Pk1b968++qZNm2a8uTJI29vb1WoUEE//PDDI9cCAAAAAEnFqYFt+/btCgwM1J49e7R582bdvXtXdevWVXR0tNWmb9++WrdunVasWKHt27frwoULatq0qbU+Li5ODRo0UExMjHbt2qXPPvtM8+bN04gRI6w2Z86cUYMGDfTCCy/o0KFD6tOnj7p06aKvvvrKarNs2TL169dPI0eO1IEDB1SqVCkFBATo4sWLD10LAAAAACQlD2c++KZNmxzuz5s3T1myZFFISIiqVaumyMhIzZ49W4sXL1bNmjUlSXPnzlWRIkW0Z88eVaxYUV9//bWOHTumb775Rr6+vipdurTGjh2rt956S6NGjZKnp6eCg4OVN29eBQUFSZKKFCmi77//XhMnTlRAQIAkacKECeratas6deokSQoODtaGDRs0Z84cvf322w9VCwAAAAAkJVudwxYZGSlJypAhgyQpJCREd+/eVe3ata02hQsXVq5cubR7925J0u7du1WiRAn5+vpabQICAhQVFaWjR49abRLvI6FNwj5iYmIUEhLi0CZZsmSqXbu21eZhavmzO3fuKCoqyuEGAAAAAA/LNoEtPj5effr0UeXKlVW8eHFJUlhYmDw9PZUuXTqHtr6+vgoLC7PaJA5rCesT1v1dm6ioKN26dUsRERGKi4t7YJvE+/inWv5s3LhxSps2rXXLmTPnQ/42AAAAAMBGgS0wMFBHjhzR0qVLnV1Kkhk8eLAiIyOt27lz55xdEgAAAAAX4tRz2BL06tVL69ev144dO5QjRw5ruZ+fn2JiYnTt2jWHI1vh4eHy8/Oz2vx5NseEmRsTt/nzbI7h4eHy8fFRihQp5O7uLnd39we2SbyPf6rlz7y8vOTl5fUIvwkAAAAA+D9OPcJmjFGvXr20evVqbd26VXnz5nVYX7ZsWSVPnlxbtmyxlp04cUKhoaHy9/eXJPn7++vw4cMOszlu3rxZPj4+Klq0qNUm8T4S2iTsw9PTU2XLlnVoEx8fry1btlhtHqYWAAAAAEhKTj3CFhgYqMWLF2vNmjVKkyaNdS5Y2rRplSJFCqVNm1adO3dWv379lCFDBvn4+OiNN96Qv7+/NStj3bp1VbRoUbVr107jx49XWFiYhg0bpsDAQOvoVo8ePTR16lQNGjRIr732mrZu3arly5drw4YNVi39+vVThw4dVK5cOZUvX16TJk1SdHS0NWvkw9QCAAAAAEnJqYFt+vTpkqQaNWo4LJ87d646duwoSZo4caKSJUumZs2a6c6dOwoICNAnn3xitXV3d9f69evVs2dP+fv7K1WqVOrQoYPGjBljtcmbN682bNigvn37avLkycqRI4dmzZplTekvSa1atdKlS5c0YsQIhYWFqXTp0tq0aZPDRCT/VAsAAE9aaGioIiIinF3GUytTpkzKlSuXs8sA8AxzamAzxvxjG29vb02bNk3Tpk37yza5c+fWxo0b/3Y/NWrU0MGDB/+2Ta9evdSrV6//VAsAAE9KaGioChcpols3bzq7lKdWipQp9fPx44Q2AE5ji0lHAADAo4uIiNCtmzfV8p3pypK3gLPLeepcPHNKy4f1VEREBIENgNMQ2AAAcHFZ8hZQ9iKlnF0GAOAxsM112AAAAAAAjghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkPZxcAAACAhxcaGqqIiAhnl/HUypQpk3LlyuXsMgALgQ0AAMBFhIaGqnCRIrp186azS3lqpUiZUj8fP05og20Q2AAAAFxERESEbt28qZbvTFeWvAWcXc5T5+KZU1o+rKciIiIIbLANAhsAAICLyZK3gLIXKeXsMgA8AUw6AgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA25dTAtmPHDjVq1EjZsmWTm5ubvvjiC4f1xhiNGDFCWbNmVYoUKVS7dm2dOnXKoc2VK1fUtm1b+fj4KF26dOrcubNu3Ljh0Oann35S1apV5e3trZw5c2r8+PH31bJixQoVLlxY3t7eKlGihDZu3PjItQAAAABAUnJqYIuOjlapUqU0bdq0B64fP368pkyZouDgYO3du1epUqVSQECAbt++bbVp27atjh49qs2bN2v9+vXasWOHunXrZq2PiopS3bp1lTt3boWEhOjDDz/UqFGjNGPGDKvNrl271Lp1a3Xu3FkHDx5UkyZN1KRJEx05cuSRagEAAACApOThzAevV6+e6tWr98B1xhhNmjRJw4YNU+PGjSVJ8+fPl6+vr7744gu98sorOn78uDZt2qR9+/apXLlykqSPP/5Y9evX10cffaRs2bJp0aJFiomJ0Zw5c+Tp6alixYrp0KFDmjBhghXsJk+erBdffFEDBw6UJI0dO1abN2/W1KlTFRwc/FC1AAAAAEBSs+05bGfOnFFYWJhq165tLUubNq0qVKig3bt3S5J2796tdOnSWWFNkmrXrq1kyZJp7969Vptq1arJ09PTahMQEKATJ07o6tWrVpvEj5PQJuFxHqaWB7lz546ioqIcbgAAAADwsGwb2MLCwiRJvr6+Dst9fX2tdWFhYcqSJYvDeg8PD2XIkMGhzYP2kfgx/qpN4vX/VMuDjBs3TmnTprVuOXPm/If/NQAAAAD8H6cOiXzaDR48WP369bPuR0VFEdoAAADwSEJDQxUREeHsMp5amTJlUq5cuZxdxl+ybWDz8/OTJIWHhytr1qzW8vDwcJUuXdpqc/HiRYftYmNjdeXKFWt7Pz8/hYeHO7RJuP9PbRKv/6daHsTLy0teXl4P9f8FAAAA/iw0NFSFixTRrZs3nV3KUytFypT6+fhx24Y22wa2vHnzys/PT1u2bLFCUVRUlPbu3auePXtKkvz9/XXt2jWFhISobNmykqStW7cqPj5eFSpUsNoMHTpUd+/eVfLkySVJmzdvVqFChZQ+fXqrzZYtW9SnTx/r8Tdv3ix/f/+HrgUAAABIahEREbp186ZavjNdWfIWcHY5T52LZ05p+bCeioiIILA9yI0bN3T69Gnr/pkzZ3To0CFlyJBBuXLlUp8+ffTOO++oQIECyps3r4YPH65s2bKpSZMmkqQiRYroxRdfVNeuXRUcHKy7d++qV69eeuWVV5QtWzZJUps2bTR69Gh17txZb731lo4cOaLJkydr4sSJ1uP27t1b1atXV1BQkBo0aKClS5dq//791tT/bm5u/1gLAAAA8LhkyVtA2YuUcnYZcAKnBrb9+/frhRdesO4nnO/VoUMHzZs3T4MGDVJ0dLS6deuma9euqUqVKtq0aZO8vb2tbRYtWqRevXqpVq1aSpYsmZo1a6YpU6ZY69OmTauvv/5agYGBKlu2rDJlyqQRI0Y4XKutUqVKWrx4sYYNG6YhQ4aoQIEC+uKLL1S8eHGrzcPUAgAAAABJyamBrUaNGjLG/OV6Nzc3jRkzRmPGjPnLNhkyZNDixYv/9nFKliyp77777m/btGjRQi1atPhPtQAAAABAUrLttP4AAAAA8KwjsAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbIrABgAAAAA2RWADAAAAAJsisAEAAACATRHYAAAAAMCmCGwAAAAAYFMENgAAAACwKQIbAAAAANgUgQ0AAAAAbMrD2QUAeHxCQ0MVERHh7DKeWpkyZVKuXLmcXQYAAHiKEdiAp1RoaKgKFymiWzdvOruUp1aKlCn18/HjhDYAAPDYENiAp1RERIRu3byplu9MV5a8BZxdzlPn4plTWj6spyIiIghsAADgsSGwAU+5LHkLKHuRUs4uAwAAAP8Ck44AAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrABAAAAgE0R2AAAAADApghsAAAAAGBTBDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVge0TTpk1Tnjx55O3trQoVKuiHH35wdkkAAAAAnlIEtkewbNky9evXTyNHjtSBAwdUqlQpBQQE6OLFi84uDQAAAMBTiMD2CCZMmKCuXbuqU6dOKlq0qIKDg5UyZUrNmTPH2aUBAAAAeAp5OLsAVxETE6OQkBANHjzYWpYsWTLVrl1bu3fvfuA2d+7c0Z07d6z7kZGRkqSoqKjHW+wD3LhxQ5L0+/GfFHMz+ok//tPu0tlfJN37PTujfx+EPn+86PNnD33+7KHPnz30+bPHmX2e8HjGmL9t52b+qQUkSRcuXFD27Nm1a9cu+fv7W8sHDRqk7du3a+/evfdtM2rUKI0ePfpJlgkAAADAhZw7d045cuT4y/UcYXuMBg8erH79+ln34+PjdeXKFWXMmFFubm5OrMz+oqKilDNnTp07d04+Pj7OLgdPAH3+7KHPnz30+bOHPn/20OcPzxij69evK1u2bH/bjsD2kDJlyiR3d3eFh4c7LA8PD5efn98Dt/Hy8pKXl5fDsnTp0j2uEp9KPj4+PNmfMfT5s4c+f/bQ588e+vzZQ58/nLRp0/5jGyYdeUienp4qW7astmzZYi2Lj4/Xli1bHIZIAgAAAEBS4QjbI+jXr586dOigcuXKqXz58po0aZKio6PVqVMnZ5cGAAAA4ClEYHsErVq10qVLlzRixAiFhYWpdOnS2rRpk3x9fZ1d2lPHy8tLI0eOvG9IKZ5e9Pmzhz5/9tDnzx76/NlDnyc9ZokEAAAAAJviHDYAAAAAsCkCGwAAAADYFIENAAAAAGyKwAYAAAAANkVgAwAAAACbIrDhiYqPj7d+ZoJSAHB9LVu21Jw5c5xdBgA8tQhseKKSJbv3Jzdt2jRt3bqV0PYUSxzOE9DfTz/6+NmTIUMGBQYGaunSpc4uBQCeSlw4G09EfHy8FdY++eQTvf3229q1a5eMMXJzc3NydUhqifs7NDRUHh4eypYtm9zc3Ojzp1jifr9586Zu3bqljBkzOrkqPG7BwcFKly6dOnToIEl65ZVXnFwRHqe9e/cqefLkKlOmjLNLwROyfv167dixQ0ePHlXr1q31wgsvKHv27M4u65nCETY8EQkf4nbt2qWbN29q+vTpKlGiBB/cn1IJ/T1s2DBVr15d1atXV+PGjRUbG0ufP6WMMVa/v/POO2rWrJkKFiyoPn36aPny5U6uDo/b+++/r969e6tDhw4caXuKLVmyRJUqVdL777+vAwcOOLscPAFz585Vu3btFBUVpdu3b2vs2LFasmSJJEZUPEluht82npDjx4+rWLFikqSPP/5YgYGBTq4ISS0uLk7u7u6SpGXLlqlv37766KOPFBkZqUmTJilNmjTauHGjsmTJ4uRK8bgMHz5cn376qSZPnqyMGTNq4MCB8vT01IoVK5QnTx5nl4ckkvhoamL9+/fX1KlT9dlnn3Gk7SmzZ88ede3aVQULFtSFCxdUoEAB9e7dW2XLlnV2aXhMtmzZog4dOmjixIlq0aKFJGno0KFavHixjh8/Lm9vbydX+OzgCBuemCJFimj16tVKnTq1du3apevXrzu7JCSxhLC2atUq3b17V++++67atGmjnj17asOGDYqJiVG9evV06dIlJ1eKx+HkyZNav369li5dqtatWytlypQ6ceKEAgMDlSdPHsXFxTm7RCSBxGHt8OHD2rVrl44ePSpJCgoKUmBgIEfankLXr19X0aJFNXXqVA0cOFDHjx/X5MmTFRIS4uzS8Bjcvn1bO3fu1Msvv6wXX3xRsbGxkqROnTrJ3d1dly9fdnKFzxYCGx6LB004IUmNGzfWzJkztXz5co0dO9Z6AYDrqlmzprZv327dP3/+vDp27Kj27dvr2rVr1vL8+fNr9erVio2NVYMGDRQeHu6EapFUjDH3PX+TJ0+uuLg4Va9eXatWrVK9evU0adIkdezYUTdv3tTnn3+u8+fPO6liJIXEQ18HDx6sV199VU2bNtWbb76pJk2aSJImTJigPn36qGPHjlq2bJkTq0VSql69usaOHausWbOqadOmDqFt//79VruYmBhJDJdzdd7e3sqbN69q1aqlNGnSyMPj3rQXyZMnV0REhK5cueLkCp8xBkhicXFx1s/Tp083vXr1Mq1atTJLly41f/zxhzHGmMWLFxsPDw8zaNAgc/fuXWeViiTwzjvvmNu3b1v34+PjzY4dO0zx4sVNtWrVTGxsrLXcGGNOnz5tfH19TadOnZxSL5LGtWvXrJ/Xrl1rQkNDzenTp02OHDnM6NGjTfr06c3UqVOtNnv37jWNGjUye/bscUa5+I8Snr8JPvzwQ5MpUybz3XffmVu3bpl+/foZNzc3s23bNqvNwIEDjZubm9m8efOTLhdPyPLly025cuVMu3btzIEDB8yNGzdMs2bNTEhIiLNLQxJLeA0ICwszvr6+5siRI9a6jz76yPz222/OKu2ZQGDDYzNw4ECTIUMG07NnT+Pv729KlixpmjRpYs6ePWuMMWbp0qXG29vbdO/e3fpQD9c1btw4s3z5cmPMvRf27777zmTLls28+OKLVpuEF/zz58/T5y5s+/btJnPmzObKlStm4MCBJm/evObChQvGGGOGDh1q3NzczMCBA632N2/eNA0bNjQNGjRw+EIHriEsLMwYc+/LuPj4eHPz5k3TokULM3fuXGOMMRs2bDBp0qQxM2fONMYYEx0dbW07depUvpR7CiUO8CtWrDD/+9//TMuWLU3x4sXNc889R58/xa5du2YKFChgzp07Z4wxplatWqZMmTK8pz9mTOuPx2LXrl1auXKl1q9fL39/f0nSwoULNX/+fA0ZMkTTpk1Tq1atdPv2bc2ZM+eBJ6/DtRw9elTDhw+Xt7e3GjVqpCpVqmjZsmVq1aqV6tevr40bN1ozRCZMB5x4khK4jjRp0qh8+fIqWLCg4uLidPjwYWXNmlWS1K1bN4WGhmrChAlKnjy5bt++rR9//FFhYWE6ePCgkiVL9pcTVsB+Ro8erSVLlmjDhg167rnnJEmenp76448/lD59em3YsEGvvPKKPvzwQ3Xp0kWxsbGaN2+ecuTIoZdeesmaXCo2NtYaUgXXl/gSLc2bN1dkZKS6du2qcuXK6cCBA/Lw8OD1/SkVHR2tmzdv6tKlSwoMDNT58+d1+PBhubu789r+GPFbRZL48zlrV65cUXR0tHx9fa1lbdq0UZMmTbR//37rZNUOHTpo+/bt1os/XEPivkr4ecGCBerevbtatWqltWvXSpKqVKmi5cuX68iRIypfvvx9++HN3DU9//zzKlasmC5fvixvb28riBtjlCtXLgUFBen999/Xd999p19//VVlypTRoUOHlDx5csXGxvKG7kKKFi2q3Llz67XXXtPp06clSXfv3lWuXLk0ZcoUtWvXTuPHj1ePHj0kSWFhYVq/fv19EwsR1p4+Ce/bFy9e1OzZs1WmTBnt2rXLep7z+v50cnNzU3x8vF566SX9/PPPOnz4MK/tTwC/Wfxnt2/ftp6kX375pSQpY8aMSpMmjc6dOyfp/05Uf+211/T7779rx44d9+2H63O5hvj4eKuvYmNjdfPmTWvd1KlT1b59e73yyitWaKtcubLmzZunrFmz/uVkNHAdcXFxMsaocePG+vzzz1W+fHlVrFhRJ0+elJubm2JjY5U5c2YNGDBA27dv1+rVqzV+/HjrG3c+uLuWFi1aqE+fPsqYMaM6deqk3377Td7e3urbt6/279+vQoUKqUWLFoqNjVVERIS6deumqKgodezY0dml4wlwc3PT6dOndenSJe3evVseHh4cTX3KJUuWTLGxscqXL5+OHDlihTX6/PEisOE/WbNmjZo2bSpJ6tu3r3r16qUrV66oQoUKSp8+vd5++22dPXvW+oB/9epV5cuXT35+fs4sG/9S4uEOEydOVNOmTVW9enW9++67ioqKkiQFBwerffv2atOmjdatWyfp3kySa9assYbDwbUk7jN3d3e5ubmpUqVKatKkiYYOHaoSJUqoTp06+uWXX6w37Xnz5llf2Ej3vrThG3fXkbjP4+PjlStXLv3www/WkbZy5cppyZIl+vHHH9WgQQOVLVtWL7/8ssLCwvTtt9/K3d2dyzi4mH/72lypUiWdOnVKyZMn1927d/ng7kL+TZ/7+vrqww8/1JYtWwhrTxAXzsZ/cujQIVWvXl05cuTQ+fPn9f3336tEiRKSpIiICPn7+ytNmjRq27atcubMqTlz5ig8PFz79+/nw5sLGzJkiObNm6du3bopV65c6tatm3r27Km+ffsqX758kqTXX39dwcHB2rFjh6pUqeLkivFvJQ7ps2bN0u7du5UsWTJVq1ZN7dq1kySFhIRoxIgRCgkJ0dSpU/Xpp58qMjJSe/bsYYiMi+vbt682btyol156SSdPntShQ4eUK1cuzZkzRwUKFNDx48e1ZcsWXblyRQUKFFDLli3l7u7OhzgXk/h5vn37dhUvXlwZM2b8x+04T811/Zs+//M5agnnMeIJcM5cJ3iaNG/e3Li5uZmaNWtaswQlzAQXFRVlmjVrZsqUKWNKlixpGjdubGJiYowxhhmFXNTq1atN/vz5ze7du40xxuzcudO4u7sbDw8P06JFC/Prr79abcePH89sYU+JQYMGmezZs5vXXnvNvPnmm8bDw8NMnDjRWn/kyBHTtm1b89xzz5kXX3zRep7/eTp4uI69e/ea7NmzO0zVv2TJElO9enVTrVo1c/r0aWOMuW/mT17bXUvi5+jQoUNNnjx5zPLly82tW7ceervDhw+biIiIx1YjkhZ97noIbPjPli1bZhYvXmx8fX3NSy+9ZK5cuWKMMdYHNmOMuX37tvn999+tJzsf4l1TXFycWbNmjZk2bZoxxpiNGzeadOnSmcWLF5vvv//eJE+e3PTs2dOcOHHCYTv627V99tlnJm/evNY11FatWmXc3NyMm5ubGT58uEPb0NBQnudPiW3btpk0adKYn376yVoWHx9vZs6caVKlSmVq165933MdrmvEiBHG19fXbNu2zXofTyzxh/XEP0+ZMsXkz5/fCvBwHfS56yCw4ZH83TWU9u/fbzJnzmxeeuklExkZaS1fvHjxQ+8D9vKgvoqIiDChoaHm8uXLpmLFiub99983xhgTHh5u8uTJY9zc3MzQoUOfdKlIIvHx8Q5HSOLi4sxHH31kJk+ebIwxZv369SZt2rTm448/Nh999JFxc3MzEyZMuG8/PM9dS+IPYwl9d+LECVOqVCkzb948h/B9+/ZtU6JECePn52e6d+/+xGtF0kjo8/j4eHP+/HlTtmxZ61qaFy9eNAcPHjTDhw83X3zxhcN7euK/leDgYJM+fXqzdOnSJ1s8/hX63HUR2PDQEn8A++yzz8zIkSPN66+/bs6cOWMtP3DggPH19TUBAQFm8+bN5sUXXzTly5fnw5sLun37tvXzr7/+aq5evWpu3LhhLTt9+rQpUqSI2bx5szHm3ot9//79zb59+ziy4sISLpJszL0LIl+5csVcvHjRnD592pw/f94UK1bMBAUFGWOM+eGHH0yKFCmMm5ubmTFjhrNKxn/059fnhOdvfHy8ad68uSlevLj59ttvrfUXLlwwTZs2NcuWLeO13UUl/gB++fJlc/XqVZMxY0azfPly880335jXXnvNlC1b1uTOndsULVrUukh64tf24OBg4+PjY1auXPmky8e/QJ+7NgIbHtlbb71lsmXLZpo2bWpeeOEF4+fnZ1avXm2io6ONMcYcP37c5MmTx5QoUcJUqlSJc1lczLvvvmsuXbpk3R8+fLh57rnnTLFixUyHDh3M+fPnjTHGnDp1yqRKlcr06dPHrFu3ztSrV89UqVKF4XAubOfOnaZQoULmxx9/NP379zd+fn7m999/t9bv2LHDFC9e3Fp29OhR07VrV7Nx40b620UlDlyTJ082LVu2NDVr1jRjx441t27dMnFxcaZatWqmWLFipk+fPmbWrFmmRo0aplatWta2hDbX8sUXX5idO3caY4wZMGCAadmypTHGmC5dupj06dOblClTmn79+plNmzYZY4ypVKmSGTJkiMM++ODuWuhz10dgwyMJDg42OXLkMAcPHjTG3DvHwc3NzWTJksUsXbrUCm03b940x44ds97I+TDnGnbs2GEKFChgGjZsaG7cuGG++uor4+vra1auXGmGDx9uateubcqWLWtNLLJ8+XKTKlUqU6RIEVO5cmXCuYv7/vvvzSuvvGKyZs1q0qdPb0JDQ40x/9efe/fuNW5ubmbWrFnm119/NfXr1zfNmjUjpD8F3nrrLZMpUybTu3dv8+abb5rUqVObevXqmTNnzpj4+HgzcOBAU6tWLVOqVCnTqFEj67lOWHMtd+/eNS+99JJJlSqVadWqlUmTJo31fm6MMdu3bzeHDh1y2KZmzZrW0HdjjFm7dq3x9vY2q1atelJl4z+gz58OBDb8rT+/GY8ZM8bMmjXLGHNvtkAfHx8zf/58065dO5MlSxazYsUKExUV9bf7gH3FxsaaRYsWmcqVK5tGjRqZd99918ycOdNav3nzZlOrVi3z/PPPW0Nhz549a3777TfCuQtLHLAHDx5s3NzcTMGCBc2+ffus9XFxcSYmJsYMGzbMuLm5mXz58pnnn3+ekP4UOHTokMmVK5fZunWrtezYsWMmX758pnHjxtaymJgYc/nyZQL6UyBbtmzG29vbzJs3zxhz//v09evXzZEjR0yDBg1MiRIlHPo6IiLCbN++/YnWi/+OPndtBDY8lHfffddcu3bN/PTTT+b33383J0+eNEWKFDGTJk0yxhiza9cua9a4b775xsnV4t9ImGgiNjbWLFy40FSvXt2kTZvWCugJvvnmG+tI259niCKcu57EfXbr1i3zzTffmFWrVpm2bduaEiVKWFO6J/77OHbsmNm+fbu1jA/urm3//v0me/bs5vjx48aY/5vh99ChQyZ58uRmxYoV923Dc901xcbGmujoaPP888+batWqmcyZM5sdO3ZY6xPC+Jo1a0yFChVMzZo1HS7FwyUbXA99/nTgiqZ4oPj4eOvnuXPnatiwYTp+/LhKlCihbNmy6eTJk0qVKpUaNmwo6d7FM4cMGaJ33nlH1atXd1bZ+Jfi4+Oti5+6u7urdevW6tmzp3LkyKHp06fr6tWrVttatWpp8ODBio2N1bvvvuuwHy6S7FoSXwR1/PjxCgoKUqlSpdS0aVP16NFDRYoU0ZtvvqnvvvvO+vtYsmSJfH19Va1aNbm7uysuLo4LJLsQY8x9y9KmTauIiAgdOHBAkqx+LVy4sIoUKaKLFy/etw3PddcRGxtr/WyMUcqUKRUSEqLt27ercuXKatq0qb7//ntJsi6CXKxYMU2dOlVff/21kidPrtjYWLm7u3ORbBdBnz99eMXFAyW8GW/atEnnz5/XsmXLVLFiRWt9eHi4jh8/rosXL+rMmTP64IMPdOXKFQ0ZMkQeHh4OLxawt8Qf2qdMmaKgoCCFhYWpRYsWGj58uDw8PNS+fXuH0FazZk3Nnj1bs2bNclbZSAIJ/T5o0CBNmjRJadOmVUxMjCSpSpUqevPNN1WoUCF16dJFs2fPVv369TV+/HilS5fO2gdv5q4jPj7e+nB27do1a3n+/PkVGBiowYMHa+PGjUqWLJnc3d0VHx+vuLg4eXt7O6li/BehoaGSZH2hsmDBAo0YMUKzZ8/WhQsXJEmff/65qlSpoubNm2vr1q26cuWKWrRooQ8++EDlypXjSxkXQ58/xZx8hA82tnv3bpM3b16TJk0as2bNGmOM49CnunXrGnd3d5M7d25TunRphwtlw/UMHDjQZMmSxcyYMcOaBTDhnLZKlSqZhg0bmqtXr963HcMlXNv8+fNNlixZHE46j46Ots5FPX78uOnSpYt57rnnTL169Thn7SnwzjvvmBdeeMEEBASYdevWmVu3bpmzZ8+ajh07mvTp05thw4aZoKAgU7duXVOiRAme4y6oW7du5uWXXzZHjhwxxty7QHKqVKlMnTp1jLu7u2nRooU13NkYY1q0aGHc3d1N8eLFTeHChXk/d0H0+dONwIa/FB4ebsaNG2eyZMliWrVqZS2/c+eO9fOaNWvMl19+ybksLm7VqlUmW7ZsJiQkxFqW8IE8NjbWLF682FSpUsVUrFjxvkll4NrGjRtnWrdubYy5N9HEpEmTTKFChUy5cuXMu+++a2JjY018fLwJDw9nYpmnQHBwsMmcObP56KOPjL+/vylVqpQZN26cuXXrlrl06ZL58MMPTcGCBU2NGjVMq1atHM5lgetYtWqVyZ07t+nUqZP5+uuvTePGjc3u3buNMffOWXz++edNkyZNHCaaWbx4sVm8eLH1/OZ57lro86ebmzEPGNCOZ07iYXHSvTHPbm5uunr1qmbPnq3p06erUaNGmjRpkiTpzp078vLycthHXFwcw6Nc1MSJE7V27Vp9+eWXSp48udzd3a2/Aene38PcuXO1d+9eTZ8+nfNXniITJkzQgAEDNGjQIK1Zs0bFixdXuXLlFBoaqm+++Ubbtm1T1qxZrfZ/fq2Avf25v8aPH6+sWbOqXbt2kqS+fftqx44datasmXr16iUfHx9dv35dqVKlsraLjY1leJQLSXjt/vLLL9WjRw9VqFBB169f17Jly+Tj4yNJ2rt3r3r27Kk8efIoMDBQtWrVctgH7+euhT5/+hHY4PCGPnfuXP3888+6fPmyXnnlFdWuXVvR0dGaPn265s6dq7p162rixIn3bQfX8aB+CwwM1LZt23T06FFJ//fCHRcXp++++07FihVTpkyZrABH3z9dhg8frn379umll15SnTp1VKBAAR09elTt27fXsmXLlD9/fmeXiH8h8Zcun3/+uW7cuKGtW7eqZcuWql+/vtWub9+++u677/Tyyy+rR48eypgx4wP3Afv7c3+tW7dOPXr0UExMjNauXSt/f39r3Q8//KDAwEClTJlSEydOVJkyZZxRMv4j+vwZ4ZTjerCl/v37myxZspiXXnrJ1KxZ07i7u5uhQ4eaq1evmsjISDN+/HhTsmRJ06lTJ2eXiiTwwQcfmM8//9wYc++C2VmzZjXjx493aHPp0iVTv359s3LlSmeUiMcs8Xlot27dsn6+ffu2efHFF01AQADTt7uoxH3br18/ky5dOpMrVy7j5uZmGjZsaK5du+bQvn///iZXrlzWNZrg2vbs2WM9p7/66iuTI0cO0759e3P48GGHdt99953p1KkTz/OnAH3+dCOwwRhz79pafn5+DucwffrppyZ9+vRm3LhxxhhjLl68aIYPH25effVVnuguZu3atdbPd+/eNWFhYSZ//vzmp59+Msbc69vAwEBTvnx5M2zYMHPp0iXzww8/mIYNG5qyZcty/spTLPEH+5s3b5qPP/7Y1KlTx2EiIZ7vruv06dOmefPmJiQkxFy5csW888475n//+58JDAw0kZGRDm2nTJnCc91FJX6Orlu3zpQqVcpMmjTJOud87dq1JmfOnKZTp073fYB/0D5gf/T5s4UxTZAk3bhxQ2nTplWuXLkUFxcnSerWrZtGjhypMWPG6PTp08qcObMGDBig+fPnK1myZA7XaoN9rVu3To0bN7aGsnp4eChFihSKi4uzrsmUOXNmDRw4UA0bNtS8efOUN29etWvXTlFRUdq9e7c1PBJPn8RDaWJjYxUfH698+fJp37591rV4GP7qmhYuXKgmTZroxo0bKlSokNKnT6+33npLL7/8skJCQjRkyBBFRUVZ7d944w2e6y4o8RD1RYsWaceOHfrtt980efJkzZo1S3fu3FGjRo00bdo0bd26VZMnT9bBgwfv2w/Pc9dBnz976ClIuvfkP3PmjG7evCl3d3fdvn1bktSmTRtlyJBBP//8syTJx8dHbm5uMsbwRHcRderU0YQJEzRo0CArtHl6ejpcayk+Pl65c+fWoEGDdOzYMa1evVrLli3Tt99+63ABTbgO84DTk//pS5Y0adIoMDBQwcHB8vDw4Fo8Liw+Pl5RUVHy9PTU0aNHrWupeXh4aODAgWrcuLEOHTqknj17Kjo62mFbnuuuJeG9ePjw4XrjjTdUqFAhTZ48WX5+fpo5c6Y+/fRT6wP81KlTNX/+fG3atMnJVeO/oM+fQU4+wocnLPF1Nv58HaXq1aubihUrmvDwcGvZuXPnTP78+c0333zzxGpE0rt165YJCgoybm5uZvz48eb69eumaNGi5pdffvnHbRky4XoS99nvv/9ufvvtt4e6blri7RJfvgOu6c6dO2bBggUmf/785qWXXjI3btyw1t29e9cMGTLEdOvWjee4Czp79qz1c3x8vAkNDTUFChQwCxcutJZHRUWZVq1amQIFCphp06aZ27dvG2PuncPE0FfXQ58/25gl8hlx+vRph5neZsyYoYMHD8rHx0f/+9//1Lx5c+3evVsDBw7U1atXNX78eN29e1ezZs1SeHi49uzZw7euLibxkAnz/2eRCgoK0sCBA9WtWzdt27ZNklSkSBHFxcUpOjpaxhg1a9ZMgYGBTqwc/4VJNGPY6NGj9cUXXygyMlIpU6bU4MGDVb9+faVPn/5vt5s1a5bc3NzUsWNHnvcuKqE/7969q0WLFmn69OnKkSOHFixYoJQpU0q69xrh5uYmNzc3Zn51Ib169ZK3t7c++ugja9mVK1dUqVIlDRgwQF26dLEuxRATE6NixYrJ09NTPXr0UPfu3eXp6SmJadxdCX0OXp2fAYGBgerRo4f2798v6d6HuH79+unGjRvavHmzhg8fri5dusjf31/Tp09X4cKF1a5dO40cOVKxsbHatWsX5zW4mMQfvubPn68FCxboxo0b6t27tyZNmqSFCxcqNjZWffr0UZkyZfT888+rUqVKeuGFF9S9e3cnV4//IiF0vfPOO/rkk080atQoHTlyRGnSpNGoUaN06dKl+7ZJHNZmzJihbt26KWPGjLyxu4C/+s41Yeh68uTJ1aZNG/Xs2VO///67OnbsaA2BTJYsGUPcXVBAQIDGjRsn6d6HdklKnjy50qRJoy1btkiSNaTZ09NTZcqUUfLkybVy5Urt3LnT2g/Pb9dBn4Mhkc+A7du3mwIFCpjmzZubDRs2mBdffNFs27bNGGPMjRs3zNy5c02hQoVMr169rG3OnDljLl26ZA2junv3rlNqx38zYMAAkzVrVjNjxgxz/vx5Y4wx169fN9OmTTPu7u5mzpw5D9yO/nZtV65cMdWqVTNLliwxxhizadMm4+PjY4KDg40xjkMfEw+VDA4ONj4+PtblHmBfW7dutX7+u+GuCevu3Llj5s2bZ/LmzWuGDBny2OtD0vtzP8+fP9/UqVPHHDlyxBhjzM6dO423t7fp27evNfwtPj7etG7d2mzYsMGULFnStG7d+onXjX+PPkcCAttTLuGD2Z49e8xzzz1n6tevbypUqGAuXLhgtYmKijKTJk0yZcqUMceOHXPY7s8/w3XMmzfPZM2a1ezZs+e+dTdv3jRBQUHGw8PDDB8+3Fr+MOc5wf5+//13kz9/fnP16lWzefNmkzp1ajN9+nRjjDHR0dHm448/NmFhYQ7bfPrpp8bHx4dr7rmA+fPnGzc3N4drpj1saNuwYQPnsjwlgoODTZUqVUzLli3N0aNHjTHGLF++3Hh5eZlq1aqZ5s2bm4oVK5qCBQsaY4wZPHiwqVq1Ku/pLow+f3YxBuIplzD9foUKFbRo0SKdOnVK+/bt0+7du602adKkUf369XX06FGdPHnS2i7xPuB69u/fr5o1a6pChQrWsoRZAlOkSKF+/fpp2LBh2rp1qzWsKvEU73ANJtGQuDt37kiSsmXLphw5cqh169Zq2rSpJk2apB49ekiSLl26pGXLlmnXrl3WdhMmTNDbb7+tuXPnqlmzZk/2P4BHVrVqVQ0aNEi9e/fW3LlzJf3fEMgHSVjn6emp+vXrMyzKBT1ohtfu3bure/fu+uOPPzRixAidPHlSLVq00MGDB1W0aFGlSJFC//vf/3TkyBFJ0okTJ5QvX74nXTr+JfocDpybF/G4/NW3KSEhISZ//vymfv365rvvvrOWh4eHm8KFCztcYBmuKaHvX375ZdO2bVtjjHH4Rj0mJsZs3rzZmjEu4dt3jq65nsTP83fffdcMHz7cOnI2a9YskytXLtOgQQOrTXR0tKlfv76pVauWw99Eo0aNzIIFC55c4fjXEp6nly5dMqNHjzapU6c2K1asuG/9X21njDG//fabNXsc7O/PF0heuHChmTp1qtWHS5cuNdWqVTPNmjWzhsolHtZ+8eJFM2DAAJMpUybrqAzsjT7HnxHYnkKJn+i//vqrOXTokImJibGm9N+1a5d57rnnTKVKlcz7779vVq5caRo1amSKFi3KUBkX9Ffh/N133zXe3t7m1KlTDssvXLhgXn31VbN9+3ZrGWHN9STu99DQUPPKK68YT09P89FHH5nbt2+ba9eumf79+5v8+fObatWqmfbt25vKlSubkiVLWq8FiS/zAftL/DydPXu26d+/v/Hw8DAeHh4OU3v/+fmc+P6UKVNMjRo1zB9//PH4C0aSGjhwoMmZM6epXbu2yZMnjylRooTZvHmzMebeMNkXXnjBtGjRwvz444/WNufOnTPvvvuuKVCggDl48KCTKse/RZ8jAYHtKZP4Q9ywYcNMsWLFjI+Pj6lSpYqZMWOGiYyMNMYYs3v3blOwYEHj5uZmXn75ZdOvXz/r2xlCm+tI3N+HDh0yu3fvdjgPsUaNGiZbtmxm//79Jjw83Jw/f97Uq1fPVKhQgX5+SvTr18+UKFHCdO7c2fzvf/8zyZIlM2PHjjXx8fHm2rVrZsOGDeaVV14xPXr0MO+++671PGdiGdf19ttvGz8/PzNz5kwzfvx4U79+fZM6deoHntOWOKwlnKeYMBkNXMecOXOMn5+f9cF89erVxs3NzWzcuNFqs3DhQlOsWDEzdOhQa1lcXJw5d+7cfeeswv7ocyRGYHuKJH5jHj16tPHz8zNr1641UVFRpmbNmqZQoUJm3Lhx5tq1a8aYe8Mj06RJY8aPH29tx4d415G4v9966y1TsGBB4+PjY4oVK2ZefvllY4wx58+fN02aNDEpUqQwefLkMcWKFTP/+9//rCMrnIjs2tasWWN8fHzM/v37refu+PHjjZubmxk7dqzDhZIT43nuui5cuGBKly5tFi9ebC07deqU6d27t0mZMqVZunSptTxxPyfMALpq1aonWi+SxrBhw0zv3r2NMcYsXrzYpE2b1nzyySfGmHsThyV8AfPll186zBYI10WfIzEC21Ng9+7dDvcPHjxoypcvb7788ktjzL3pn1OlSmWqVKli8uXLZ8aPH2+Fth9//JEnuov5cz9NnDjRZMiQwXz77bcmJCTELF682BQoUMBUrVrVarNx40azfPlys2bNGqu/OcLi+hYtWmSKFStmIiMjHcL3mDFjTPLkyc2ECRNMRESEEytEUvv9999NmjRpzKxZsxyWHz9+3BQpUsR4enqaGTNmOKxLCGvMAOoa/vwaHxcXZ15++WUzaNAgs2/fPpM6dWrrg3t8fLx5//33zZQpUxy24UsZ10Kf458Q2FzcrFmzjJubm8MbcXh4uFm4cKG5deuW2bZtm8mcObOZOXOmMcaYChUqmAIFCpi33nrLREVFWdvwRHcNJ0+eNMb835Gxu3fvmldffdUMGzbMahMXF2f27t1r8ufPb30792f0t+t50Bcqy5cvN8mTJzdnz541xhjrhPSjR4+aVKlSGW9vbzN16lRjDEdTXdGD+uzu3bumVatWpkOHDubcuXMO61q3bm1KlChhAgICrL+XBQsWmBQpUnBkzQVNmDDBfP3118aYe0fTc+bMed/lHK5fv27q1atn3nrrLWeViSREn+OvMF+7i6tatareeOMNdenSRStXrpQkZcqUSQ0aNJC3t7dmzZqltm3bqlOnTpKk/PnzyxijGzduKHXq1NZ+mObZ/iZOnKhChQrphx9+ULJkyWSMkYeHh86fP29N4SvduwxD+fLl1bhxYx09elQxMTH37Yv+di3x8fHWJRcS92ezZs1UtWpVtWzZUhcuXJCXl5ckydvbW4GBgXr77bfVv39/HT16lMtzuJj4+Hirz86ePatffvlFkuTh4aGaNWtqz549mjt3rs6fPy9Jun79um7duqVhw4bpyy+/tP5e8ubNq1WrVqlp06bO+Y/gX7l+/br27dun6dOn69KlSypXrpzq1KmjQoUKydPTU7GxsTp+/Lhatmypixcv6p133nF2yfiP6HP8Hd7BXdR7770nSSpYsKB69+6tdu3aqXPnzlqxYoWSJUumdOnSKT4+XhEREbpz5471xm+M0dSpUzVlypS/vW4P7Kd169Zq06aN6tatq71791ofyBo3bqywsDBt3rzZoX3evHkVFRVlXZsLrskYYz1/P/74Y7366qvq06ePduzYoWTJkmnUqFHy9vZWnTp19PXXX+urr75SYGCgjh07pr59+ypLlizasmWLk/8XeFQJfT5kyBDVqFFDlStXVsOGDXXx4kV169ZNnTp10rJly9SiRQu1b99etWrV0tmzZ9WsWTO5ubkpPj5exhhVrlxZ9erVc/L/Bv/kz9fcSpMmjV5++WWdO3dOu3btUrZs2dSlSxdVqlRJPXv2VM6cOdWqVStFR0dr9+7d8vDwUFxcnJOqx79Bn+OROPPwHv6do0ePGjc3N9OwYUNr2S+//GLeeOMN4+PjY12T5+7du6ZLly6mbNmypl27dqZKlSoOU/czRMr1XLx40bRu3dqkTp3aOnfx+PHjpmLFiubll182q1evNsYYc/nyZVO7dm3TunVrJ1aL/yrxMMhx48YZHx8f8/rrr5u8efOaqlWrmtmzZxtjjDlw4IBp1qyZSZ06tcmfP7+pXLmyuXv3rrlz544pXry4WbZsmbP+C3hEiV+XFy9ebHLnzm2WLl1qli5dagoXLmxKlSplXarjyy+/NKNHjzYvv/yy6d27tzWZEEOeXdfHH39sgoKCrPs9e/Y0OXPmtM45vnTpkjl+/LhZsWKF2bt3r8PweLgm+hwPw80YDrG4GmOMvvvuO7Vu3VrPP/+81q9fL0n69ddfNWnSJH322WeaOXOmWrZsqRs3bmjgwIG6evWqPD09NXv2bCVPntxhuA1cS3h4uPr27at169bpq6++UqVKlXTo0CH169dPf/zxh6KiouTr66u4uDjt379fyZMnlzHGOiIH13PgwAFNnz5dbdu2VY0aNRQWFqaBAwfql19+0WuvvaYuXbpIko4fP64MGTIoS5YscnNz05AhQ7RixQpt2bJFuXLlcvL/Ao9izZo1unDhgjw8PNS1a1dJ0tWrV1W1alW5u7tr5cqVKlCggCQpLi7OGuYcGxsrDw8Pp9WNf8cYozNnzih//vySpK5du6pt27YqVqyY2rRpo6xZs2revHkP3Jb3c9dEn+NRENhc2I4dO9SqVSuVLVv2gaHt008/1SuvvOLwZi7xhu5K/tx3CS5fvqzXX39dGzZs0Ndff61KlSrp/PnzOn/+vHbu3Kls2bKpRYsW8vDwoL9d3JIlSzRx4kTduXNHa9asUZ48eSRJ58+f1+DBg3XmzBm1bt1agYGB1jb79u3TvHnztHTpUn3zzTd6/vnnnVQ9/o2IiAjlzp1bt27d0qhRozRixAjrS5dr166patWq8vLy0pw5c1SyZElnl4t/6UEfuqdNm6aFCxfKx8dH2bJlU2xsrAoVKqSffvpJXbt2VZ06dZxULZICfY5/zWnH9vCfxcXFmW3bthlfX1/ToEEDa/kvv/xi3nzzTZM+fXqHmYWMYep+VxEbG+vQV0uWLDETJ04006dPN7/++qsx5t5MUS1btjSpUqUyu3bt+sv9wLX9+OOPplatWiZNmjTWbK8Jzp8/bzp06GAKFSpkPv/8c2v5zz//bKZNm2ZOnDjxpMvFv/Cg1+WjR4+awoULm0qVKpk//vjDod3Vq1dN5syZTceOHZ9onXg8Vq1aZc6ePWvi4uLMmTNnTGBgoJk1a5b55ptvTM+ePY2bm5vx9vZmiPtThD7HoyKwuYg/n2+WeOzytm3bTJYsWRxC26+//mrat29v6tSp88RqRNJo0aKF6dq1q9XHb731lkmVKpWpWrWqSZ06talQoYJ1/ZWoqCjzyiuvmLRp05odO3Y4s2wkgb86r/TEiROmbt26pmbNmvdNz3727FkzZsyY+8I5Yd01JO7ziIgIc+3aNRMZGWmMMebw4cPGz8/PvPjii+bSpUvGmP8LbdevX6ePnwKXL182qVOnNtWrVzfjx483sbGxJjg42FSvXt3cunXLGGPMnDlzTKFChYy/vz9fuj4F6HP8GwyJdAGJD6FPmTJFBw8e1MmTJ9WxY0dVqVJFRYoU0fbt29WyZUuVL19e69atkyRduHBBfn5+jHN2MfPnz1e3bt30xhtvWGPap06dqgoVKujKlSsaNGiQTpw4oY4dO6pz5866ePGiOnTooNjY2PtmioTrSPw8/+mnn3T58mUVKlRIadOmVapUqXT48GH1799fktSjR48HTtP+V0NoYU8m0bml77zzjnbs2KFffvlFFStWVIsWLdSkSRMdPXpUdevWValSpbRgwQJlzJjRYTv63PVduXJFQUFB2r59u2JjY7Vw4UK1adNGxYoV09y5cyVJp06d0nPPPWdd0oVzkl0bfY5HRWBzIW+99ZZmz56tDh066MKFC/rhhx9UunRpDRgwQP7+/tqxY4fatGmjnDlzavfu3dZ2nJzqelauXKnWrVurSZMmunPnjhYvXmxdNy8sLEyBgYGKioqyAtrVq1eVNm1a+tlFJX4zHjJkiFatWqVLly6pcOHCqlatmvr376/MmTPryJEj6t+/v5IlS6a2bdvq1VdfdXLlSArDhw/X9OnTNXPmTHl6eiooKEiHDh3STz/9pBw5cujo0aOqV6+e/Pz8tHnzZqVNm9bZJSOJJATumJgY/fzzzxo5cqR+/PFHlSpVSj/99JOmTJmiBg0aWO15P3d99Dn+Df4CXMT+/fu1cuVKrVmzRkFBQVqyZIkmTZqkmzdvaurUqbp06ZKqVKmiuXPnKnPmzA7X9+CJ7nqaN2+uZcuWadOmTdq9e7fCw8Ml3Xvh9vPz0+DBg7Vlyxbt27dPkpQ+fXolS5bsvuu6wDUkhLX33ntPc+fO1fTp03XlyhXlz59f8+bN05AhQxQeHq7ixYsrKChIFy9eVEhIiJOrRlIIDQ3VN998o+XLl+vll1+Wh4eHQkJC9MEHHyhHjhy6e/euihUrprVr1ypr1qxKkyaNs0vGv/BX3427u7vLGCNPT0+VLFlSq1ev1qBBg3Tnzh2dOXPG4ctXifdzV0KfI0k5ZSAmHtm+fftMlixZzL59+xyWr1q1yqRPn/6+5cZwnbWnwdq1a42Xl5d5/fXXzfXr163lBw4cMPnz5zeHDx92YnVISidOnDBVqlQxa9asMcYY8/XXX5vUqVObpk2bmkKFCpkePXqYixcvGmPuTSzE89s1/bnfTpw4YbJmzWrCwsLM2rVrTerUqc306dONMcbcvHnTBAcHWxMN/dU+YF9bt261fv6nc5ES9+vp06fNwoULudaWC6LP8TgQ220o8VGSPx8xiYiIkCTdvXtXktS0aVNlyJBB33///X374VsZ19eoUSMtXLhQM2fOVK9evbRu3Trt379fw4YNU9q0aVW0aFFnl4gkki9fPvXp00dVqlTRzp071b59ewUFBWnVqlUqWrSoli9frh49eujy5cvKly8fR1RdUOKhTatXr9bZs2eVIUMGFSlSRMHBwWrXrp0+/PBD9ejRQ5J08uRJbd68WefOnXPYD6/trmHBggWqVauWPvvsM0n3jqSbvzkLJeFcJUl67rnn1LZtW+vSLHAN9DkeF171bSbxG/qkSZP03nvv6ebNmypXrpzq1KmjTp066cSJE0qePLmkewHO29tbWbNmdWbZeIyaN2+uJUuWaMWKFWrcuLFmz56tVKlSaffu3UqWLJni4uKcXSIe0YP6zMPDQw0aNFCGDBm0ZMkSNWrUSK+99pokqWDBgipYsKDy5cun9OnTW9vwwd11GGOs/hoyZIjeeOMNrV27VpkyZVL+/Pk1evRodevWzQpr0dHRGjJkiKKjo1WlShVnlo5/qWrVqho0aJB69+5tTSTxTx/g3dzc7vsihutoug76HI8LfxE2k/CGPmjQIC1evFh9+vTRlStXlDJlSn388cd69dVXVbFiRQ0YMECpUqXSpk2b5OHhoebNmzu5cjxOzZo1U4oUKdSwYUOVLl1a3bt3l8RF0F1Nwpt2wqx+a9asUWRkpHx9fRUQECBvb29J976IuX79uvUm/uuvv6pnz55q166d9eZOWHMtCecpjh07VjNnztTGjRtVsGBBSdKnn36q6OhozZ8/X7du3ZKHh4cOHTqkiIgIHThwwDqaSp+7DmOM8uTJowEDBihlypR68803lSZNGjVv3tz6AP+gWf8SB/uzZ8/Kz89PXl5eT7p8/Av0OR4nXv1t6IsvvtCCBQv0+eefa8CAAcqRI4ekexNLrF27Vl27dtXGjRu1ZMkSpUuXTvv27ZO7uztHWp5y9evX15YtW9S5c2dJ917kCWuuo3nz5ho8eLD1hv3222/r1Vdf1UcffaR69epp0KBBunr1qiSpXLlyCg8PV0BAgCpWrKgjR46obdu2hDUXd+XKFe3YsUOTJk3S//73P924cUPffvutunXrphdffFF16tTR5cuX9dtvv6lSpUo6ePCgkidPrtjYWPrchST+YL527VpFRUXp9u3bat26tRYtWiTpwUddEm/38ccfq2PHjtZrAuyNPsfjxqc9G/rtt99UunRplS9f3pr+NeFfd3d3jR8/XlFRUUqePLm8vb3l5ubGkRYX8m8/cMfHx+uFF16QdG9IHR/gXEuVKlU0cOBA+fj4qHnz5tq+fbu2b9+uXLlyadeuXWrRooWioqL08ccfq3fv3nJ3d9fJkyeVLFkyTZ482eF1AK7Jzc1Nx44d0/Hjx7Vjxw598sknOnPmjOLj47Vx40YNGzZMPXr0uO86a7y2u5aEvhs8eLDmzZunsWPH6r333tO2bdvUo0cPxcbGqkOHDg5HXRL3+YwZMzRs2DB9+umn8vPzc+Z/BQ+JPsdj96RmN8HDGzp0qMmbN681u1DCLEIxMTHm66+/Njdv3nRo/0+zEME+Es8I9e2335oVK1aY33//3cTExDz0dr/88stjqw+PR0L/zZgxwyRLlsx07tzZdOzY0WE2sE2bNhlPT0/TrVu3B/49MHPY02HWrFkmffr0xsfHxwwaNMhs3rzZGGNM27ZtTfv27Z1cHZLKhQsXTOnSpc3ixYutZadOnTK9e/c2KVOmNEuXLrWWx8bGWj8HBwcbHx8fs2rVqidaL/47+hyPE4HNhtatW2cKFSpkPv30U4ep3K9du2aqVatmFi1a5MTqkBQGDBhgMmbMaDJnzmyyZctmpkyZYi5duvTAtokDeXBwsClTpow5f/78kyoV/1HiN+abN2+apUuXGnd3d1OsWDFz9epVY8z/9fGmTZtMihQpTKtWrUxkZKQzysUTcPbsWXPy5EnrflxcnKlVq5YZOnSoE6tCUvr9999NmjRpzKxZsxyWHz9+3BQpUsR4enqaGTNmOKxL+OC+cuXKJ1kqkgh9jseJMVU2VL9+fZUsWVKzZs3S5MmTdfr0aYWEhKhNmza6deuWWrZs6ewS8YhMonHr27dv1/fff6/Vq1frxIkTatGihYKDgzVjxgxdunTpvu0Shkx8+umnGjBggIYOHars2bM/0frx78THx1tDGIOCgtS/f3+VKlVKCxYs0PHjxzVlyhTFx8dbw2MCAgK0ZMkShYWFKXXq1E6uHo9Lrly5VKBAAd24cUPff/+9GjdurIsXL2rUqFHOLg3/woMur5ElSxbVr19f3333nc6fP28tL1y4sEqXLq1ChQpp1apV1nvDwoUL1bdvX82dO1fNmjV7YrXj36HP8aQR2JzA/M30rgnnJi1ZskT/+9//tHr1ahUsWFCdO3dWVFSUdu7cKQ8PDyYYcTEJoWv+/Pn6/PPP5e/vr6pVqyp9+vSaNGmSGjZsqEWLFmnWrFlWaIuLi3MIa4MGDdJnn32mpk2bOu3/gUeTcJ7hW2+9pffff19Vq1aVl5eXWrdureDgYI0ePVrjxo1zCG2NGzfWtm3buM7aU84Yo/379+uDDz7Q3bt3FRISwmu7C0p8TvLZs2f1yy+/SLo3LXvNmjW1Z88ezZ071/oAf/36dd26dUvDhg3Tl19+ab3G582bV6tWreL13QXQ53AGN/N36QFJav78+Wrfvr0k/eX0rpKsiQWMMbp69ap++uknZc6cWUWKFFGyZMmYYMSFNW7cWOvWrVONGjW0ceNGaxp36d6sgRs3blTDhg01cOBA63pbwcHBGjx4sGbNmsW3cC5oy5Yt6tq1qxYsWKDKlSs7rJsxY4Zef/11jRkzRm+//TYTyTxj7ty5o2PHjqlUqVK8tru4IUOGaMmSJbp165bKlSunOXPmKEuWLPrggw+0YMECpUmTRgUKFNDPP/+s2NhYa3bnhC9r/urzAOyLPseTRGB7Qnbs2KEaNWpowIABGj9+vKS/D21/NZMgs8S5jr/qw+7du2v9+vUaNWqUWrdu7TD0rWfPnrp+/boWLFggNzc3rVmzRq1atdLChQu51p6Lmjt3roKCgvT9998rXbp0khyf+4sXL9arr76quXPnqkOHDk6sFM7E5RpcS+L+WrJkiQYPHqwPPvhAkjRq1Ch5eXlp5cqVyp8/vzZt2qQffvhBhw4dUq5cufThhx8qefLkvJ+7GPoczkRge0JiYmK0fPlyde3aVa+//rqCgoIk/X1oe5j1sKfEL+wHDx6UJN26dUuVKlWSJLVr10779+/XoEGD1LJlS6VKlcraNqHP4+PjtXbtWqVPn17Vq1d/8v8J/CcJ/fjJJ5/o448/1u7du5UuXTqHIdGrVq1S8eLFFRoaqpo1a3J0BXAxa9as0YULF+Th4aGuXbtKkq5evaqqVavK3d1dK1euVIECBSQ5fuHK0VTXRZ/DGfg67wmIj4+Xp6enXn31Vc2bN0+TJ0/Wu+++K+nBF1JMkDisHTx4UJcvX35iNePfM8ZYYW3o0KFq166dXnnlFbVq1Urdu3eXJC1YsEDlypXThx9+qBUrVuj69evW9m5ubta5jE2aNCGsuaiE5+4LL7ygU6dOadKkSdZyNzc3RUdHa8GCBfrmm29Ut25deXh4KDY21okVA3gUERERatOmjQIDA/XHH39Iuvf6nz59en3//feKj49X69at9dNPP0mSw5EVPri7JvoczkJge8wSf3j/6KOPtGfPHqVMmVLDhw/XkCFDJD04tCUOa1OnTlXbtm0VERHxZIvHv5LQb+PHj9enn36qmTNn6scff1SHDh00c+ZM7dmzR9L/hbZ+/fppx44dDvtgyMTTo0iRIvrkk0/03nvvqXfv3tq8ebO2b9+uZs2a6bffflOPHj2stryhA/b15/fpTJkyad++fSpUqJC++uorhYWFWe/n6dKl03fffafQ0FBNnDjRSRXjv6LPYRcMiXxCRo8eralTp2r27NnWjGAffvih+vTpow8//FDS/4W0P0/l/tZbb2nGjBlM5+9C4uPj9eqrr6pu3brq2LGjVq9erddee03vv/++unfvrhs3bljnro0ZM0ZDhw4lpD3FjDFau3at3nzzTcXFxSldunTKnj271q9fz3kNgAtIPMz98uXL8vDwkJubm3x8fHTkyBHVqVNHpUuX1oIFC5QpUybrffzGjRtKkSIFz28XRJ/DTghsj0FYWJj8/Pys+zdv3tRLL72kgIAADRw4UJIUHR2tJUuWqHv37ho6dKjGjBkjyXG8c8JU7nPnzmXaVxdz8+ZNFS1aVEFBQcqYMaMaNWqkDz/8UD169NDdu3c1ZswY+fv7q379+tY2fGh/+kVERCgyMlLx8fF67rnnmBkQcAGJv0R95513tGPHDv3yyy+qWLGiWrRooSZNmujo0aOqW7eudZ3FjBkzOmzH67troc9hNwyJTGKDBg1SiRIldPr0aWuZMUa//vqrw0WRU6VKpVatWqlRo0Z655139MYbb0j6v6FwwcHBGjRokObMmUNYs7kHXSsrZcqUat26tWbOnKkGDRpo4sSJ1tC3K1euKCQkRKGhoQ7b8ML+9MuUKZOee+45FShQwLrOGmENsLeED+DDhw/XpEmT1LNnT02ZMkV//PGHXnvtNZ0/f17FihXT119/rSNHjqhevXqKjIx0mDCM13fXQp/DbghsSax///7Kly+fmjZtaoW2VKlSqX379tq2bZt1/pIkpUmTRkWKFNELL7yg48ePWx/8N27cqOHDh2v27Nn/r717j6m6/uM4/kQOZgKCzLg4LMEkGToVE0VSmwXamjnFoIRyCF5KsQxBTUPLpcAyHcNLiSIoKk3RNBEXTRRczlR0GigTwUsCpRIFgVx/fzhPktav1OKgr8fGBt/z/cKb7wfO+b7O5/LVfbdM3O1DJi5evEhxcbHxsWHDhvH999/j4+PDCy+8AEB5eTmTJk2isrLSuLqUPLq0jLtI23Dx4kWysrL44osvGDt2LAaDgWPHjhEbG4uzszP19fV4eHiwa9cunJycsLa2bu2S5T6pzcWUaEjkA3RraFNFRQUvv/wyNTU1pKWl4ebmxoEDB1i4cCHOzs5Mnz4db29vfvnlF4KDg/H3929x/6WioiLKysruuMmumK758+ezefNmqqurcXR0JCoqiuDgYDZv3syiRYto37491tbWNDU10djYyLfffqu5SyIiJuqP98UrLCzk+eefJy8vjyNHjjBhwgTjMPeamhpSUlLw8/PDxcXlT7+HmDa1uZgyjcV5QG4f2pSTk0NQUBDh4eGEhISQkpLC8OHDeeedd1i9ejXjx4+ne/fuVFZWYm5uTlBQEPD7akQ9evSgR48erfa7yP93+5Nyamoqa9euJT4+HicnJz7//HOWLl3KlStXiIqKwtXVlfz8fIqLi3F3dycwMBBzc3PNXRIRMUG3P7/v2LEDT09P7OzscHd3Z82aNSxfvtx44Q43L+y//vpr3N3dW1y868K97VCbi6lTD9sDNnfuXFJSUpg1axbnzp3jm2++4bHHHmP37t24urpy5swZ8vPzycnJwdHRkYiICAwGg3pa2qjt27dz7do1Ghsbeeutt4zbo6Ki2LZtG8nJyQwdOvSO49TeIiKm5/ZFI95//31SUlKYM2cO4eHhTJ06lbVr1zJ79mzi4uKAmwuIBQQE0NTUxJ49e3TB3gapzaUtUGB7gM6cOcOIESNYs2YNr7zyCgDnz5/H39+fhoYGduzYwdNPP33HceppaZsuX76Mu7s71dXVzJ8/n8WLF7doSx8fHxwcHEhPT2/lSkVE5J9YvHgx8fHxZGRk4Obmho2NDQDBwcFkZWXx6quvYjAYOHHiBFevXuX48eNYWFhoSFwbpjYXU6a/sAeotraWuro6evbsCdzsYnd1dSU5OZkffviBadOmUVBQcMdxCmttwx9Xg3R2diYjI4N+/fqxd+9eqqurMRgMxv0GDRrUGmWKiMh9uH79OgcPHmTFihUMHDiQqqoq9u/fz5QpUxg1ahS+vr5cu3aNkpIShgwZQl5eHhYWFjQ0NOjCvY1Sm4upUw/bPbrbOyqNjY24uroSGBho7DqHm08Evr6+5OXlMWHCBDZt2vRflyv36fb2/vLLLyktLcXCwoKhQ4dSXl5OaGgo3bp1Y8uWLVhZWWFhYcGwYcN45pln2LBhQ+sWLyIif1tFRQW9e/cmJCQEPz8/Vq1aRXFxMU1NTZSWlrJgwQKmTZume249RNTmYuoU2O7B7RfvWVlZVFVV0dzczNixY4mNjSU9PZ2AgAAiIiKAmzdRnjJlCnPmzMHDw0PvxrRhs2fPJjk5mV69epGXl0ffvn3x9/dn4MCBhIWFUVNTQ8+ePXFwcODkyZOcOHECCwuLFk/yIiJi2tatW0dkZCSNjY1MmzYNX19fXnzxRYKDgzE3Nyc5Obm1S5QHTG0upkxj8f6h5uZmY+CaN28eGzduxN7enoKCAkJDQxk7diylpaWsX7+e3NxcBg8ezFdffUV1dbUxrOldmbZp27ZtbN68mczMTDw9PamsrCQyMpLdu3djaWlJYmIi4eHh5Ofnk5CQgLu7O6A5iiIibU1oaCi+vr7cuHGjxTSHsrIyBg8e3MrVyb9BbS6mTD1s9yguLo4VK1awc+dOvLy8SEhIYObMmYSEhDBx4kTKyspYtWoV7dq1w87Oji1btmhyahsXFxdHeno6OTk5mJub065dO8rLy3n77beprq4mMzOT3NxcAgMD6devH3v27AFQ75qISBtWVVXFiRMniI2N5cKFCxw/flxvwj3k1OZiavTXdw+uXLlCfn4+y5cvx8vLi/T0dKKjo5k/fz7x8fHU1NQQExNjXPb1VkBTT0vbdCtwGQwG48IylpaWNDQ04ODgwLx58/Dy8uLUqVP4+PiQlpZGcHAwPj4+HDp0SGFNRKSNam5u5ujRoyxbtoz6+nqOHTumW/E85NTmYorU1XMP7OzsGDNmDCNHjuTo0aNERESwaNEiFi9eTHR0NFu3buXNN9/k8uXLxrDW3NyssNZG3Qpco0aN4vTp03zyySfA76t7NjY24uHhQceOHTEzM+O5554jKSmJiooKLl261Gp1i4jI/TEzM8Pb25uPPvqIjIwM48qAunB/eKnNxRRpSOQ9qq+vx8LCgpiYGHJzc0lNTcXGxoaEhASOHDnCTz/9pBsqPoSSk5OZPHky4eHh+Pv707lzZyIiIqiqqiI7O7tFe9fU1PD444+3YrUiIvIgaVrDo0dtLqZAXT736FbvSmFhIZWVlZiZmVFbW8u+ffsIDg4mMDAQ0D/6w2bixIlYW1szY8YMtm7dSseOHbG3tzeGtduHTCisiYg8XPR6/uhRm4spUA/bfTp8+LDxfls3btygQ4cOmpz6CCgrK6O8vJy6ujoGDBhAu3btNEdRRERERB44BbYH4Pjx46Snp9OpUyfee+89DAaDLt4fMepJFREREZF/gwLbv0BhTUREREREHgQFNhEREREREROlMVwiIiIiIiImSoFNRERERETERCmwiYiIiIiImCgFNhEREREREROlwCYiIiIiImKiFNhERERERERMlAKbiIiIiIiIiVJgExERERERMVEKbCIi8sgyMzP7y49Fixb95zVlZ2fftZYFCxb857WIiEjrM7R2ASIiIq2ltLTU+HlaWhrR0dGcPXvWuM3Kyqo1ygLg7NmzdOrUySRqERGR1qMeNhEReWQ5OjoaP2xsbDAzM8PR0RFra2vc3NzIzMxssf/OnTuxtLTk119/paSkBDMzM7Zu3cqQIUPo0KEDvXv35sCBAy2OOX36NC+99BJWVlY4ODjwxhtvcPXq1f9bm729fYv6bgW2S5cuERAQgK2tLXZ2dowZM4aSkpIWxyYmJuLu7k6HDh3o1asXq1atur8TJSIirUaBTURE5A8sLS157bXXSEpKarE9KSmJ8ePHY21tbdwWGRlJREQEeXl5eHt7M3r0aK5duwbAzz//zIgRI+jfvz9Hjx4lMzOT8vJyAgIC7qmu+vp6Ro4cibW1NTk5ORw6dAgrKytGjRpFXV0dAKmpqURHR/Pxxx9TUFDAkiVL+OCDD0hOTr7HsyEiIq1JQyJFRETuIiwsjCFDhlBaWoqTkxM//vgjGRkZZGVltdhvxowZ+Pv7A7B69WoyMzNZt24dUVFRJCQk0L9/f5YsWWLcf/369XTr1o3CwkLc3Nz+9Oc7Ozu3+PrChQvs3buXpqYmEhMTMTMzA26GSFtbW7Kzs/Hz82PhwoUsW7aMcePGAeDi4kJ+fj6fffYZEydOfCDnRkRE/jsKbCIiInfh5eWFh4cHycnJzJ07l02bNvHUU08xbNiwFvt5e3sbPzcYDDz77LMUFBQAcPLkSfbv33/X+WdFRUV/GdhycnJa9OR17tyZkydPcu7cuRbbAWpraykqKqK6upqioiJCQ0OZPHmy8fGGhgZsbGz+2QkQERGToMAmIiLyJ8LCwli5ciVz584lKSmJkJAQY8/W31FVVcXo0aOJjY294zEnJ6e/PNbFxQVbW9s7vt+AAQNITU29Y/8nnniCqqoqANauXcugQYNaPG5ubv636xYREdOhwCYiIvIngoODiYqKIj4+nvz8/LsOKTx8+LCx162hoYFjx44xY8YMADw9Pdm+fTvdu3fHYLj/l1xPT0/S0tKwt7dvsYLkLTY2NnTt2pXz588TFBR03z9PRERanxYdERER+ROdO3dm3LhxREZG4ufnd8e8MoCVK1eyY8cOzpw5w/Tp06moqGDSpEkATJ8+nevXr/P666/z3XffUVRUxL59+wgJCaGxsfEf1xMUFESXLl0YM2YMOTk5FBcXk52dzcyZM7l8+TIAH374IUuXLiU+Pp7CwkJOnTpFUlISn3766f2dDBERaRUKbCIiIn8hNDSUuro6Ywj7o5iYGGJiYujbty+5ubns2rWLLl26ANC1a1cOHTpEY2Mjfn5+9OnTh3fffRdbW1vatfvnL8EdO3bk4MGDPPnkk4wbNw53d3dCQ0Opra019riFhYWRmJhIUlISffr0Yfjw4WzYsAEXF5d7PwkiItJqzJqbm5tbuwgRERFTtXHjRmbNmsWVK1do3769cXtJSQkuLi7k5eXRr1+/1itQREQeaprDJiIiche//fYbpaWlxMTEMHXq1BZhTURE5L+iIZEiIiJ3ERcXR69evXB0dGTevHmtXY6IiDyiNCRSRERERETERKmHTURERERExEQpsImIiIiIiJgoBTYRERERERETpcAmIiIiIiJiohTYRERERERETJQCm4iIiIiIiIlSYBMRERERETFRCmwiIiIiIiIm6n8Neg6U/vwyEgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 9 devices and ['B', 'A', 'E', 'D'] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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uboqNjZW3t7cDuwMAAABKNkIbbsqlS5f07rvvasaMGerYsaPdtm7duul///d/9cwzzzioOwAAAJQ06zfUKtb5Ozzwc7HOXxwIbbgpa9as0dmzZzVw4MA8Z9R69Oihd955h9AGAAAA3ARCWwlw7DXrfln1O++8o7CwsHwvgezRo4emTZum77//XnfffbcDugMAAABKPkIbbsonn3xyzW3Nmzdn2X8AAADgJrF6JAAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDCHhrbNmzfr4YcfVmBgoGw2m1avXp2n5sCBA3rkkUfk7e0tDw8P3XvvvTp+/Li5/eLFi4qKilL58uXl6empHj16KDk52W6O48ePKyIiQmXKlJGfn59GjRqlS5cu2dVs2rRJTZs2lZubm2rXrq0lS5bk6WX+/PmqUaOG3N3d1aJFC3377bdF8j4AAAAAwLW4OHLn586dU+PGjfX000+re/fuebb//PPPat26tQYOHKiJEyfKy8tL+/fvl7u7u1kzYsQIrV27VitXrpS3t7eio6PVvXt3bdmyRZJ0+fJlRUREKCAgQFu3btWpU6f01FNPqVSpUpoyZYok6ejRo4qIiNAzzzyjZcuWaf369Ro0aJAqVaqk8PBwSdKKFSs0cuRIxcXFqUWLFpo9e7bCw8N16NAh+fn5Fe8bFeNdvPPb7Svt1u0LAAAAwA3ZDMMwHN2EJNlsNn300Ufq1q2bOda7d2+VKlVK//rXv/J9TVpamipWrKjly5frsccekyQdPHhQ9erV07Zt23Tffffps88+00MPPaSTJ0/K399fkhQXF6cXX3xRv//+u1xdXfXiiy9q7dq12rdvn92+U1NTlZCQIElq0aKF7r33XsXGxkqScnJyVLVqVQ0bNkxjxozJt7/MzExlZmaaz9PT01W1alWlpaXJy8vLrvbixYs6evSogoKC7EKpJMuHtv79+2vp0qXmc19fX917772aNm2a7r777mu+7rrHDAAAgDvS+g21inX+Dg/8XKzzF1R6erq8vb3zzQZ/Zdl72nJycrR27VrdddddCg8Pl5+fn1q0aGF3CeWuXbuUnZ2tsLAwc6xu3bqqVq2atm3bJknatm2bGjVqZAY2SQoPD1d6err2799v1lw9R25N7hxZWVnatWuXXY2Tk5PCwsLMmvxMnTpV3t7e5qNq1ap//w2xuE6dOunUqVM6deqU1q9fLxcXFz300EOObgsAAAAo8Swb2lJSUpSRkaHXXntNnTp10rp16/Too4+qe/fu+vLLLyVJSUlJcnV1lY+Pj91r/f39lZSUZNZcHdhyt+duu15Nenq6Lly4oD/++EOXL1/OtyZ3jvyMHTtWaWlp5uPEiROFfyNKCDc3NwUEBCggIEBNmjTRmDFjdOLECf3++++Obg0AAAAo0Rx6T9v15OTkSJK6du2qESNGSJKaNGmirVu3Ki4uTm3btnVkewXi5uYmNzc3R7dxy2VkZOi9995T7dq1Vb58eUe3AwAAAJRolg1tFSpUkIuLi+rXr283Xq9ePX399deSpICAAGVlZSk1NdXubFtycrICAgLMmr+u8pi7uuTVNX9dcTI5OVleXl4qXbq0nJ2d5ezsnG9N7hx3ujVr1sjT01PSlQVmKlWqpDVr1sjJybIncwEAAIASwbK/Ubu6uuree+/VoUOH7MZ/+uknVa9eXZIUEhKiUqVKaf369eb2Q4cO6fjx4woNDZUkhYaG6ocfflBKSopZk5iYKC8vLzMQhoaG2s2RW5M7h6urq0JCQuxqcnJytH79erPmTte+fXvt3btXe/fu1bfffqvw8HB17txZv/zyi6NbAwAAAEo0h55py8jI0JEjR8znR48e1d69e+Xr66tq1app1KhRevzxx9WmTRu1b99eCQkJ+uSTT7Rp0yZJkre3twYOHKiRI0fK19dXXl5eGjZsmEJDQ3XfffdJkjp27Kj69evrySef1LRp05SUlKRx48YpKirKvHTxmWeeUWxsrEaPHq2nn35aGzZs0AcffKC1a9eavY0cOVKRkZFq1qyZmjdvrtmzZ+vcuXMaMGDArXvDLMzDw0O1a9c2ny9atEje3t56++23NXnyZAd2BgAAAJRsDg1tO3fuVPv27c3nI0eOlCRFRkZqyZIlevTRRxUXF6epU6fqueeeU506dfThhx+qdevW5mtmzZolJycn9ejRQ5mZmQoPD9eCBQvM7c7OzlqzZo2GDh2q0NBQeXh4KDIyUpMmTTJrgoKCtHbtWo0YMUJz5sxRlSpVtGjRIvM72iTp8ccf1++//64JEyYoKSlJTZo0UUJCQp7FSXCFzWaTk5OTLly44OhWAAAAgBLNMt/Tdie43ncxlPTvaUtOTlZ8fLwk6ezZs4qNjdXChQu1YcMGtWvXLt/X8T1tAAAA+Cu+py0vyy5Egqv8jSB1qyUkJKhSpUqSpLJly6pu3bpauXLlNQMbAAAAgIIhtOGmLVmyREuWLHF0GwAAAChmMTExxb6P+9sU+y5KHMuuHgkAAAAA4EwbAJR4NcasvXHRTTj2WkSxzg8AAK6PM20AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhfE9bSVAo6WNbtm+foj84ZbtCwAAAMCNcaYNRSIpKUnDhg1TzZo15ebmpqpVq+rhhx/W+vXrHd0aAAAAUKJxpg037dixY2rVqpV8fHw0ffp0NWrUSNnZ2fr8888VFRWlgwcPOrpFABZX3FcUcBUBAKAkI7Thpj377LOy2Wz69ttv5eHhYY43aNBATz/9tAM7AwAAAEo+QhtuypkzZ5SQkKBXX33VLrDl8vHxufVNAQAA3KF+HfNV8e7AvXinR/64pw035ciRIzIMQ3Xr1nV0KwAAAMBtidCGm2IYhqNbAAAAAG5rXB6JmxIcHCybzcZiIwAA3KQaY9YW6/zHXoso1vkBFB/OtOGm+Pr6Kjw8XPPnz9e5c+fybE9NTb31TQEAAAC3EUIbbtr8+fN1+fJlNW/eXB9++KEOHz6sAwcOaO7cuQoNDXV0ewAAAECJxuWRJYDVv1+oZs2a2r17t1599VX985//1KlTp1SxYkWFhIRo4cKFjm4PAAAAKNEIbSgSlSpVUmxsrGJjYx3dCgAAAHBb4fJIAAAAALAwQhsAAAAAWBihDQAAAAAsjHvaAADAbWH9hlrFOn+HB34u1vkB4Fo40wYAAAAAFkZoAwAAAAAL4/JIAAAA4BaZ8fhDxTr/40EvFuv8cAzOtAEAAACAhRHaAAAAAMDCuDyyBDhQt94t21e9gwdu2b4AAAAA3Bhn2nDT+vfvL5vNJpvNplKlSsnf318PPvigFi9erJycHEe3BwAAAJRonGlDkejUqZPi4+N1+fJlJScnKyEhQc8//7xWrVqljz/+WC4u/F8NAO5kMTExxb6P+9sU+y4AwCH4TRpFws3NTQEBAZKkypUrq2nTprrvvvvUoUMHLVmyRIMGDXJwhwAAAEDJxOWRKDYPPPCAGjdurH//+9+ObgUAAAAosQhtKFZ169bVsWPHHN0GAAAAUGIR2lCsDMOQzWZzdBsAAABAiUVoQ7E6cOCAgoKCHN0GAAAAUGIR2lBsNmzYoB9++EE9evRwdCsAAABAicXqkSgSmZmZSkpKslvyf+rUqXrooYf01FNPObo9AMAN/Drmq+LdgXvxTg8AtzOHhrbNmzdr+vTp2rVrl06dOqWPPvpI3bp1y7f2mWee0ZtvvqlZs2Zp+PDh5viZM2c0bNgwffLJJ3JyclKPHj00Z84ceXp6mjXff/+9oqKitGPHDlWsWFHDhg3T6NGj7eZfuXKlxo8fr2PHjik4OFivv/66unTpYm43DEMvv/yy3n77baWmpqpVq1ZauHChgoODi/Q9yU+9gweKfR83KyEhQZUqVZKLi4vKlSunxo0ba+7cuYqMjJSTEyd0AQAAgL/LoaHt3Llzaty4sZ5++ml17979mnUfffSRvvnmGwUGBubZ1q9fP506dUqJiYnKzs7WgAEDNGTIEC1fvlySlJ6ero4dOyosLExxcXH64Ycf9PTTT8vHx0dDhgyRJG3dulV9+vQxzwwtX75c3bp10+7du9WwYUNJ0rRp0zR37lwtXbpUQUFBGj9+vMLDw/Xjjz/K3f3O/ufDJUuWaMmSJY5uAwAA4KbMf2aDo1sA8uXQ0Na5c2d17tz5ujW//fabhg0bps8//1wRERF22w4cOKCEhATt2LFDzZo1kyTNmzdPXbp00RtvvKHAwEAtW7ZMWVlZWrx4sVxdXdWgQQPt3btXM2fONEPbnDlz1KlTJ40aNUqS9MorrygxMVGxsbGKi4uTYRiaPXu2xo0bp65du0qS3n33Xfn7+2v16tXq3bt3vr1nZmYqMzPTfJ6env733igAAAAAdyxLX7eWk5OjJ598UqNGjVKDBg3ybN+2bZt8fHzMwCZJYWFhcnJy0vbt282aNm3ayNXV1awJDw/XoUOHdPbsWbMmLCzMbu7w8HBt27ZNknT06FElJSXZ1Xh7e6tFixZmTX6mTp0qb29v81G1atW/8S4AAAAAuJNZOrS9/vrrcnFx0XPPPZfv9qSkJPn5+dmNubi4yNfXV0lJSWaNv7+/XU3u8xvVXL396tflV5OfsWPHKi0tzXycOHHiuscLAAAAAH9l2dUjd+3apTlz5mj37t0l9suZ3dzc5Obm5ug2AAAAAJRglg1tX331lVJSUlStWjVz7PLly/rnP/+p2bNn69ixYwoICFBKSord6y5duqQzZ84oICBAkhQQEKDk5GS7mtznN6q5envuWKVKlexqmjRpUgRHCwDA9c14/KFinf/xoBeLdX4AwN9n2csjn3zySX3//ffau3ev+QgMDNSoUaP0+eefS5JCQ0OVmpqqXbt2ma/bsGGDcnJy1KJFC7Nm8+bNys7ONmsSExNVp04dlStXzqxZv3693f4TExMVGhoqSQoKClJAQIBdTXp6urZv327WAAAAAEBxcOiZtoyMDB05csR8fvToUe3du1e+vr6qVq2aypcvb1dfqlQpBQQEqE6dOpKkevXqqVOnTho8eLDi4uKUnZ2t6Oho9e7d2/x6gL59+2rixIkaOHCgXnzxRe3bt09z5szRrFmzzHmff/55tW3bVjNmzFBERITef/997dy5U2+99ZYkyWazafjw4Zo8ebKCg4PNJf8DAwOv+b1yAAAAAFAUHBradu7cqfbt25vPR44cKUmKjIws8Pd+LVu2TNHR0erQoYP55dpz5841t3t7e2vdunWKiopSSEiIKlSooAkTJpjL/UtSy5YttXz5co0bN04vvfSSgoODtXr1avM72iRp9OjROnfunIYMGaLU1FS1bt1aCQkJd/x3tAEAAAAoXg4Nbe3atZNhGAWuP3bsWJ4xX19f84u0r+Xuu+/WV199dd2anj17qmfPntfcbrPZNGnSJE2aNKlAvQIAAABAUbDsQiT4P/Of2XDL9hUV98At2xcAAACAG7PsQiQoOfr37y+bzZbn0alTJ0e3BgAAAJR4nGlDkejUqZPi4+PtxviOOgB3ilt5RQQA4M5DaEORcHNzM7/PDgAAoDgcqFuveHfQbn7xzg/8TVweCQAAAAAWRmhDkVizZo08PT3tHlOmTHF0WwAAAECJx+WRKBLt27fXwoUL7cZ8fX0d1A0AAABw+yC0oUh4eHiodu3ajm4DAAAAuO1weSQAAAAAWBhn2lAkMjMzlZSUZDfm4uKiChUqOKgjAPg/rDgHACjJCG0lQFTcA45u4YYSEhJUqVIlu7E6dero4MGDDuoIAAAAuD1weSRu2pIlS2QYRp4HgQ0AAAC4eYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAAC2PJfwAAABSJRksbFev8HxTr7IB1caYNAAAAACyM0AYAAAAAFkZoAwAAAAAL4562EmDG4w/dsn39c8WaW7YvAAAAADfGmTbctP79+8tms+V5HDlyxNGtAQAAACUeZ9pQJDp16qT4+Hi7sYoVKzqoGwBFKsa7+PcRVK349wEAQAlFaEORcHNzU0BAgKPbAAAAAG47XB4JAAAAABZGaEORWLNmjTw9Pc1Hz549Hd0SAAAAcFvg8kgUifbt22vhwoXmcw8PDwd2AwAAANw+CG0oEh4eHqpdu7aj2wAAAABuO1weCQAAAAAWRmgDAAAAAAvj8sgS4J8r1ji6BQAAUNLxnYtAiUVow01bsmSJo1sAAAAAbltcHgkAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFubiyJ1v3rxZ06dP165du3Tq1Cl99NFH6tatmyQpOztb48aN06effqr//ve/8vb2VlhYmF577TUFBgaac5w5c0bDhg3TJ598IicnJ/Xo0UNz5syRp6enWfP9998rKipKO3bsUMWKFTVs2DCNHj3arpeVK1dq/PjxOnbsmIKDg/X666+rS5cu5nbDMPTyyy/r7bffVmpqqlq1aqWFCxcqODi4eN8kSb+O+arY95Grymv3/63XJSUlaerUqVq7dq1+/fVXeXt7q3bt2nriiScUGRmpMmXKFHGnAAAAwJ3BoWfazp07p8aNG2v+/Pl5tp0/f167d+/W+PHjtXv3bv373//WoUOH9Mgjj9jV9evXT/v371diYqLWrFmjzZs3a8iQIeb29PR0dezYUdWrV9euXbs0ffp0xcTE6K233jJrtm7dqj59+mjgwIHas2ePunXrpm7dumnfvn1mzbRp0zR37lzFxcVp+/bt8vDwUHh4uC5evFgM70zJ8t///lf33HOP1q1bpylTpmjPnj3atm2bRo8erTVr1uiLL75wdIsAAABAieXQM22dO3dW586d893m7e2txMREu7HY2Fg1b95cx48fV7Vq1XTgwAElJCRox44datasmSRp3rx56tKli9544w0FBgZq2bJlysrK0uLFi+Xq6qoGDRpo7969mjlzphnu5syZo06dOmnUqFGSpFdeeUWJiYmKjY1VXFycDMPQ7NmzNW7cOHXt2lWS9O6778rf31+rV69W7969i+stKhGeffZZubi4aOfOnfLw8DDHa9asqa5du8owDAd2BwAAAJRsJeqetrS0NNlsNvn4+EiStm3bJh8fHzOwSVJYWJicnJy0fft2s6ZNmzZydXU1a8LDw3Xo0CGdPXvWrAkLC7PbV3h4uLZt2yZJOnr0qJKSkuxqvL291aJFC7MmP5mZmUpPT7d73G5Onz6tdevWKSoqyi6wXc1ms93irgAAAIDbR4kJbRcvXtSLL76oPn36yMvLS9KV+6j8/Pzs6lxcXOTr66ukpCSzxt/f364m9/mNaq7efvXr8qvJz9SpU+Xt7W0+qlatWqhjLgmOHDkiwzBUp04du/EKFSrI09NTnp6eevHFFx3UHQAAAFDylYjQlp2drV69eskwDC1cuNDR7RTY2LFjlZaWZj5OnDjh6JZumW+//VZ79+5VgwYNlJmZ6eh2AAAAgBLLofe0FURuYPvll1+0YcMG8yybJAUEBCglJcWu/tKlSzpz5owCAgLMmuTkZLua3Oc3qrl6e+5YpUqV7GqaNGlyzd7d3Nzk5uZWmMMtcWrXri2bzaZDhw7ZjdesWVOSVLp0aUe0BQAAANw2LH2mLTewHT58WF988YXKly9vtz00NFSpqanatWuXObZhwwbl5OSoRYsWZs3mzZuVnZ1t1iQmJqpOnToqV66cWbN+/Xq7uRMTExUaGipJCgoKUkBAgF1Nenq6tm/fbtbcqcqXL68HH3xQsbGxOnfunKPbAQAAAG47Dg1tGRkZ2rt3r/bu3SvpyoIfe/fu1fHjx5Wdna3HHntMO3fu1LJly3T58mUlJSUpKSlJWVlZkqR69eqpU6dOGjx4sL799ltt2bJF0dHR6t27t/ldbn379pWrq6sGDhyo/fv3a8WKFZozZ45Gjhxp9vH8888rISFBM2bM0MGDBxUTE6OdO3cqOjpa0pWFNIYPH67Jkyfr448/1g8//KCnnnpKgYGB5vfK3ckWLFigS5cuqVmzZlqxYoUOHDigQ4cO6b333tPBgwfl7Ozs6BYBAACAEsuhl0fu3LlT7du3N5/nBqnIyEjFxMTo448/lqQ8lyBu3LhR7dq1kyQtW7ZM0dHR6tChg/nl2nPnzjVrvb29zdUNQ0JCVKFCBU2YMMHuu9xatmyp5cuXa9y4cXrppZcUHBys1atXq2HDhmbN6NGjde7cOQ0ZMkSpqalq3bq1EhIS5O7uXtRvS4lTq1Yt7dmzR1OmTNHYsWP166+/ys3NTfXr19cLL7ygZ5991tEtAgAAACWWQ0Nbu3btrvsdXgX5fi9fX18tX778ujV33323vvrqq+vW9OzZUz179rzmdpvNpkmTJmnSpEk37KmoVXnt/lu+z8KqVKmS5s2bp3nz5jm6FQAAAOC2Yul72gAAAADgTkdoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALc3F0A7ixmJgYS++rf//+Sk1N1erVq+3GN23apPbt2+vs2bPy8fEpkv4AAACAOw1n2gAAAADAwghtAAAAAGBhhDYAAAAAsDDuaUORWLNmjTw9Pe3GLl++7KBuAAAAgNsHoQ1Fon379lq4cKHd2Pbt2/XEE084qCMAAADg9kBoQ5Hw8PBQ7dq17cZ+/fVXB3UDAAAA3D64pw0AAAAALIzQBgAAAAAWRmgDAAAAAAvjnrYSICYmxtEtXNeSJUvyHW/Xrp0Mw7i1zQAAAAC3Gc60AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMJcHN0Abmz9hlq3bF8dHvi50K/p37+/UlNTtXr16qJvCAAAALjDcaYNAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACzMxdEN4MY6PPCzo1u4riVLlji6BQAAAOC25dAzbZs3b9bDDz+swMBA2Ww2rV692m67YRiaMGGCKlWqpNKlSyssLEyHDx+2qzlz5oz69esnLy8v+fj4aODAgcrIyLCr+f7773X//ffL3d1dVatW1bRp0/L0snLlStWtW1fu7u5q1KiRPv3000L3AgAAAABFzaGh7dy5c2rcuLHmz5+f7/Zp06Zp7ty5iouL0/bt2+Xh4aHw8HBdvHjRrOnXr5/279+vxMRErVmzRps3b9aQIUPM7enp6erYsaOqV6+uXbt2afr06YqJidFbb71l1mzdulV9+vTRwIEDtWfPHnXr1k3dunXTvn37CtULAAAAABQ1h14e2blzZ3Xu3DnfbYZhaPbs2Ro3bpy6du0qSXr33Xfl7++v1atXq3fv3jpw4IASEhK0Y8cONWvWTJI0b948denSRW+88YYCAwO1bNkyZWVlafHixXJ1dVWDBg20d+9ezZw50wx3c+bMUadOnTRq1ChJ0iuvvKLExETFxsYqLi6uQL0AAAAAQHGw7EIkR48eVVJSksLCwswxb29vtWjRQtu2bZMkbdu2TT4+PmZgk6SwsDA5OTlp+/btZk2bNm3k6upq1oSHh+vQoUM6e/asWXP1fnJrcvdTkF7yk5mZqfT0dLsHAAAAABSGZUNbUlKSJMnf399u3N/f39yWlJQkPz8/u+0uLi7y9fW1q8lvjqv3ca2aq7ffqJf8TJ06Vd7e3uajatWqNzjqK2cY7xR30rECAAAAf5dlQ9vtYOzYsUpLSzMfJ06cuGZtqVKlJEnnz5+/Ve05XO6x5h47AAAAgLwsu+R/QECAJCk5OVmVKlUyx5OTk9WkSROzJiUlxe51ly5d0pkzZ8zXBwQEKDk52a4m9/mNaq7efqNe8uPm5iY3N7cCHa+zs7N8fHzM4ylTpoxsNluBXlvSGIah8+fPKyUlRT4+PnJ2dnZ0SwAAAIBlWTa0BQUFKSAgQOvXrzeDUXp6urZv366hQ4dKkkJDQ5Wamqpdu3YpJCREkrRhwwbl5OSoRYsWZs3//M//KDs72zyjk5iYqDp16qhcuXJmzfr16zV8+HBz/4mJiQoNDS1wL0UhNxz+NYjernx8fMxjBgAAAJA/h4a2jIwMHTlyxHx+9OhR7d27V76+vqpWrZqGDx+uyZMnKzg4WEFBQRo/frwCAwPVrVs3SVK9evXUqVMnDR48WHFxccrOzlZ0dLR69+6twMBASVLfvn01ceJEDRw4UC+++KL27dunOXPmaNasWeZ+n3/+ebVt21YzZsxQRESE3n//fe3cudP8WgCbzXbDXoqCzWZTpUqV5Ofnp+zs7CKb14pKlSrFGTYAAACgAAoU2u65554CX6q3e/fuAu98586dat++vfl85MiRkqTIyEgtWbJEo0eP1rlz5zRkyBClpqaqdevWSkhIkLu7u/maZcuWKTo6Wh06dJCTk5N69OihuXPnmtu9vb21bt06RUVFKSQkRBUqVNCECRPsvsutZcuWWr58ucaNG6eXXnpJwcHBWr16tRo2bGjWFKSXouLs7EygAQAAACCpgKHt6rNJFy9e1IIFC1S/fn3z8sFvvvlG+/fv17PPPluonbdr1+66KwjabDZNmjRJkyZNumaNr6+vli9fft393H333frqq6+uW9OzZ0/17NnzpnoBAAAAgKJWoND28ssvm38eNGiQnnvuOb3yyit5aq63OiIAAAAAoPAKveT/ypUr9dRTT+UZf+KJJ/Thhx8WSVMAAAAAgCsKHdpKly6tLVu25BnfsmVLsdzfBQAAAAB3skKvHjl8+HANHTpUu3fvVvPmzSVJ27dv1+LFizV+/PgibxAAAAAA7mSFDm1jxoxRzZo1NWfOHL333nuSriy9Hx8fr169ehV5gwAAAABwJ/tb39PWq1cvAhoAAAAA3AKFvqdNklJTU7Vo0SK99NJLOnPmjKQr38/222+/FWlzAAAAAHCnK/SZtu+//15hYWHy9vbWsWPHNGjQIPn6+urf//63jh8/rnfffbc4+gQAAACAO1Khz7SNHDlS/fv31+HDh+1Wi+zSpYs2b95cpM0BAAAAwJ2u0KFtx44d+sc//pFnvHLlykpKSiqSpgAAAAAAVxQ6tLm5uSk9PT3P+E8//aSKFSsWSVMAAAAAgCsKHdoeeeQRTZo0SdnZ2ZIkm82m48eP68UXX1SPHj2KvEEAAAAAuJMVOrTNmDFDGRkZ8vPz04ULF9S2bVvVrl1bZcuW1auvvlocPQIAAADAHavQq0d6e3srMTFRW7Zs0XfffaeMjAw1bdpUYWFhxdEfAAAAANzR/taXa0tSq1at1KpVK0lXvrcNAAAAAFD0Cn155Ouvv64VK1aYz3v16qXy5curcuXK+u6774q0OQAAAAC40xU6tMXFxalq1aqSpMTERCUmJuqzzz5T586dNWrUqCJvEAAAAADuZIW+PDIpKckMbWvWrFGvXr3UsWNH1ahRQy1atCjyBgEAAADgTlboM23lypXTiRMnJEkJCQnmAiSGYejy5ctF2x0AAAAA3OEKfaate/fu6tu3r4KDg3X69Gl17txZkrRnzx7Vrl27yBsEAAAAgDtZoUPbrFmzVKNGDZ04cULTpk2Tp6enJOnUqVN69tlni7xBAAAAALiTFTq0lSpVSi+88EKe8REjRhRJQwAAAACA/1Po0Pbuu+9ed/tTTz31t5sBAAAAANgrdGh7/vnn7Z5nZ2fr/PnzcnV1VZkyZQhtAAAAAFCECr165NmzZ+0eGRkZOnTokFq3bq3//d//LY4eAQAAAOCOVejQlp/g4GC99tprec7CAQAAAABuTpGENklycXHRyZMni2o6AAAAAID+xj1tH3/8sd1zwzB06tQpxcbGqlWrVkXWGAAAAADgb4S2bt262T232WyqWLGiHnjgAc2YMaOo+gIAAAAA6G+EtpycnOLoAwAAAACQjyK7pw0AAAAAUPQIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsrNChLSEhQV9//bX5fP78+WrSpIn69u2rs2fPFmlzAAAAAHCnK3RoGzVqlNLT0yVJP/zwg/75z3+qS5cuOnr0qEaOHFnkDQIAAADAnazQ39N29OhR1a9fX5L04Ycf6qGHHtKUKVO0e/dudenSpcgbBAAAAIA7WaHPtLm6uur8+fOSpC+++EIdO3aUJPn6+ppn4AAAAAAARaPQZ9pat26tkSNHqlWrVvr222+1YsUKSdJPP/2kKlWqFHmDAAAAAHAnK/SZttjYWLm4uGjVqlVauHChKleuLEn67LPP1KlTpyJvEAAAAADuZIU+01atWjWtWbMmz/isWbOKpCEAAAAAwP+5qe9pu3jxotLT0+0eReny5csaP368goKCVLp0adWqVUuvvPKKDMMwawzD0IQJE1SpUiWVLl1aYWFhOnz4sN08Z86cUb9+/eTl5SUfHx8NHDhQGRkZdjXff/+97r//frm7u6tq1aqaNm1ann5WrlypunXryt3dXY0aNdKnn35apMcLAAAAAH9V6NB27tw5RUdHy8/PTx4eHipXrpzdoyi9/vrrWrhwoWJjY3XgwAG9/vrrmjZtmubNm2fWTJs2TXPnzlVcXJy2b98uDw8PhYeH6+LFi2ZNv379tH//fiUmJmrNmjXavHmzhgwZYm5PT09Xx44dVb16de3atUvTp09XTEyM3nrrLbNm69at6tOnjwYOHKg9e/aoW7du6tatm/bt21ekxwwAAAAAVyt0aBs9erQ2bNighQsXys3NTYsWLdLEiRMVGBiod999t0ib27p1q7p27aqIiAjVqFFDjz32mDp27Khvv/1W0pWzbLNnz9a4cePUtWtX3X333Xr33Xd18uRJrV69WpJ04MABJSQkaNGiRWrRooVat26tefPm6f3339fJkyclScuWLVNWVpYWL16sBg0aqHfv3nruuec0c+ZMs5c5c+aoU6dOGjVqlOrVq6dXXnlFTZs2VWxsbJEeMwAAAABcrdCh7ZNPPtGCBQvUo0cPubi46P7779e4ceM0ZcoULVu2rEiba9mypdavX6+ffvpJkvTdd9/p66+/VufOnSVd+c64pKQkhYWFma/x9vZWixYttG3bNknStm3b5OPjo2bNmpk1YWFhcnJy0vbt282aNm3ayNXV1awJDw/XoUOHdPbsWbPm6v3k1uTuJz+ZmZnFevkoAAAAgNtfoUPbmTNnVLNmTUmSl5eXzpw5I+nKVwFs3ry5SJsbM2aMevfurbp166pUqVK65557NHz4cPXr10+SlJSUJEny9/e3e52/v7+5LSkpSX5+fnbbXVxc5Ovra1eT3xxX7+NaNbnb8zN16lR5e3ubj6pVqxbq+AEAAACg0KGtZs2aOnr0qCSpbt26+uCDDyRdOQPn4+NTpM198MEHWrZsmZYvX67du3dr6dKleuONN7R06dIi3U9xGTt2rNLS0szHiRMnHN0SAAAAgBKm0Ev+DxgwQN99953atm2rMWPG6OGHH1ZsbKyys7Pt7gErCqNGjTLPtklSo0aN9Msvv2jq1KmKjIxUQECAJCk5OVmVKlUyX5ecnKwmTZpIkgICApSSkmI376VLl3TmzBnz9QEBAUpOTraryX1+o5rc7flxc3OTm5tbYQ8bAAAAAEyFPtM2YsQIPffcc5Ku3Bt28OBBLV++XHv27NHzzz9fpM2dP39eTk72LTo7OysnJ0eSFBQUpICAAK1fv97cnp6eru3btys0NFSSFBoaqtTUVO3atcus2bBhg3JyctSiRQuzZvPmzcrOzjZrEhMTVadOHXNFzNDQULv95Nbk7gcAAAAAikOhz7T9VfXq1VW9evWi6CWPhx9+WK+++qqqVaumBg0aaM+ePZo5c6aefvppSZLNZtPw4cM1efJkBQcHKygoSOPHj1dgYKC6desmSapXr546deqkwYMHKy4uTtnZ2YqOjlbv3r0VGBgoSerbt68mTpyogQMH6sUXX9S+ffs0Z84cuy8Mf/7559W2bVvNmDFDERERev/997Vz5067rwUAAAAAgKJW4NB24cIFrV+/Xg899JCkK/drZWZmmtudnZ31yiuvyN3dvciamzdvnsaPH69nn31WKSkpCgwM1D/+8Q9NmDDBrBk9erTOnTunIUOGKDU1Va1bt1ZCQoJdH8uWLVN0dLQ6dOggJycn9ejRQ3PnzjW3e3t7a926dYqKilJISIgqVKigCRMm2H2XW8uWLbV8+XKNGzdOL730koKDg7V69Wo1bNiwyI4XAAAAAP6qwKFt6dKlWrt2rRnaYmNj1aBBA5UuXVqSdPDgQQUGBmrEiBFF1lzZsmU1e/ZszZ49+5o1NptNkyZN0qRJk65Z4+vrq+XLl193X3fffbe++uqr69b07NlTPXv2vG4NAAAAABSlAt/TtmzZMrszT5K0fPlybdy4URs3btT06dPNlSQBAAAAAEWjwKHtyJEjatSokfnc3d3dbpGQ5s2b68cffyza7gAAAADgDlfgyyNTU1Pt7mH7/fff7bbn5OTYbQcAAAAA3LwCn2mrUqWK9u3bd83t33//vapUqVIkTQEAAAAArihwaOvSpYsmTJigixcv5tl24cIFTZw4UREREUXaHAAAAADc6Qp8eeRLL72kDz74QHXq1FF0dLTuuusuSdKhQ4cUGxurS5cu6aWXXiq2RgEAAADgTlTg0Obv76+tW7dq6NChGjNmjAzDkHRlyf0HH3xQCxYskL+/f7E1CgAAAAB3ogKHNkkKCgpSQkKCzpw5oyNHjkiSateuLV9f32JpDgAAAADudIUKbbl8fX3VvHnzou4FAAAAAPAXBV6IBAAAAABw6xHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhVk+tP3222964oknVL58eZUuXVqNGjXSzp07ze2GYWjChAmqVKmSSpcurbCwMB0+fNhujjNnzqhfv37y8vKSj4+PBg4cqIyMDLua77//Xvfff7/c3d1VtWpVTZs2LU8vK1euVN26deXu7q5GjRrp008/LZ6DBgAAAID/z9Kh7ezZs2rVqpVKlSqlzz77TD/++KNmzJihcuXKmTXTpk3T3LlzFRcXp+3bt8vDw0Ph4eG6ePGiWdOvXz/t379fiYmJWrNmjTZv3qwhQ4aY29PT09WxY0dVr15du3bt0vTp0xUTE6O33nrLrNm6dav69OmjgQMHas+ePerWrZu6deumffv23Zo3AwAAAMAdycXRDVzP66+/rqpVqyo+Pt4cCwoKMv9sGIZmz56tcePGqWvXrpKkd999V/7+/lq9erV69+6tAwcOKCEhQTt27FCzZs0kSfPmzVOXLl30xhtvKDAwUMuWLVNWVpYWL14sV1dXNWjQQHv37tXMmTPNcDdnzhx16tRJo0aNkiS98sorSkxMVGxsrOLi4m7VWwIAAADgDmPpM20ff/yxmjVrpp49e8rPz0/33HOP3n77bXP70aNHlZSUpLCwMHPM29tbLVq00LZt2yRJ27Ztk4+PjxnYJCksLExOTk7avn27WdOmTRu5urqaNeHh4Tp06JDOnj1r1ly9n9ya3P3kJzMzU+np6XYPAAAAACgMS4e2//73v1q4cKGCg4P1+eefa+jQoXruuee0dOlSSVJSUpIkyd/f3+51/v7+5rakpCT5+fnZbXdxcZGvr69dTX5zXL2Pa9Xkbs/P1KlT5e3tbT6qVq1aqOMHAAAAAEuHtpycHDVt2lRTpkzRPffcoyFDhmjw4MEl5nLEsWPHKi0tzXycOHHC0S0BAAAAKGEsHdoqVaqk+vXr243Vq1dPx48flyQFBARIkpKTk+1qkpOTzW0BAQFKSUmx237p0iWdOXPGria/Oa7ex7Vqcrfnx83NTV5eXnYPAAAAACgMS4e2Vq1a6dChQ3ZjP/30k6pXry7pyqIkAQEBWr9+vbk9PT1d27dvV2hoqCQpNDRUqamp2rVrl1mzYcMG5eTkqEWLFmbN5s2blZ2dbdYkJiaqTp065kqVoaGhdvvJrcndDwAAAAAUB0uHthEjRuibb77RlClTdOTIES1fvlxvvfWWoqKiJEk2m03Dhw/X5MmT9fHHH+uHH37QU089pcDAQHXr1k3SlTNznTp10uDBg/Xtt99qy5Ytio6OVu/evRUYGChJ6tu3r1xdXTVw4EDt379fK1as0Jw5czRy5Eizl+eff14JCQmaMWOGDh48qJiYGO3cuVPR0dG3/H0BAAAAcOew9JL/9957rz766CONHTtWkyZNUlBQkGbPnq1+/fqZNaNHj9a5c+c0ZMgQpaamqnXr1kpISJC7u7tZs2zZMkVHR6tDhw5ycnJSjx49NHfuXHO7t7e31q1bp6ioKIWEhKhChQqaMGGC3Xe5tWzZUsuXL9e4ceP00ksvKTg4WKtXr1bDhg1vzZsBAAAA4I5k6dAmSQ899JAeeuiha2632WyaNGmSJk2adM0aX19fLV++/Lr7ufvuu/XVV19dt6Znz57q2bPn9RsGAAAAgCJk6csjAQAAAOBOR2gDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCXBzdAAA42voNtYp1/g4P/Fys8wMAgNsbZ9oAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABbGkv8ALC0mJqbY93F/m2LfBQAAwN/GmTYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIWx5D+Am/LrmK+KdwfuxTs9AACA1XGmDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYSz5D9zmZjz+ULHO/3jQi8U6PwAAwJ2OM20AAAAAYGElKrS99tprstlsGj58uDl28eJFRUVFqXz58vL09FSPHj2UnJxs97rjx48rIiJCZcqUkZ+fn0aNGqVLly7Z1WzatElNmzaVm5ubateurSVLluTZ//z581WjRg25u7urRYsW+vbbb4vjMAEAAADAVGJC244dO/Tmm2/q7rvvthsfMWKEPvnkE61cuVJffvmlTp48qe7du5vbL1++rIiICGVlZWnr1q1aunSplixZogkTJpg1R48eVUREhNq3b6+9e/dq+PDhGjRokD7//HOzZsWKFRo5cqRefvll7d69W40bN1Z4eLhSUlKK/+ABAAAA3LFKRGjLyMhQv3799Pbbb6tcuXLmeFpamt555x3NnDlTDzzwgEJCQhQfH6+tW7fqm2++kSStW7dOP/74o9577z01adJEnTt31iuvvKL58+crKytLkhQXF6egoCDNmDFD9erVU3R0tB577DHNmjXL3NfMmTM1ePBgDRgwQPXr11dcXJzKlCmjxYsXX7PvzMxMpaen2z0AAAAAoDBKRGiLiopSRESEwsLC7MZ37dql7Oxsu/G6deuqWrVq2rZtmyRp27ZtatSokfz9/c2a8PBwpaena//+/WbNX+cODw8358jKytKuXbvsapycnBQWFmbW5Gfq1Kny9vY2H1WrVv2b7wAAAACAO5XlQ9v777+v3bt3a+rUqXm2JSUlydXVVT4+Pnbj/v7+SkpKMmuuDmy523O3Xa8mPT1dFy5c0B9//KHLly/nW5M7R37Gjh2rtLQ083HixImCHTQAAAAA/H+WXvL/xIkTev7555WYmCh3d3dHt1Nobm5ucnNzc3QbsLD5z2xwdAsAAACwOEufadu1a5dSUlLUtGlTubi4yMXFRV9++aXmzp0rFxcX+fv7KysrS6mpqXavS05OVkBAgCQpICAgz2qSuc9vVOPl5aXSpUurQoUKcnZ2zrcmdw4AAAAAKA6WDm0dOnTQDz/8oL1795qPZs2aqV+/fuafS5UqpfXr15uvOXTokI4fP67Q0FBJUmhoqH744Qe7VR4TExPl5eWl+vXrmzVXz5FbkzuHq6urQkJC7GpycnK0fv16swYAAAAAioOlL48sW7asGjZsaDfm4eGh8uXLm+MDBw7UyJEj5evrKy8vLw0bNkyhoaG67777JEkdO3ZU/fr19eSTT2ratGlKSkrSuHHjFBUVZV66+Mwzzyg2NlajR4/W008/rQ0bNuiDDz7Q2rVrzf2OHDlSkZGRatasmZo3b67Zs2fr3LlzGjBgwC16NwAAAADciSwd2gpi1qxZcnJyUo8ePZSZmanw8HAtWLDA3O7s7Kw1a9Zo6NChCg0NlYeHhyIjIzVp0iSzJigoSGvXrtWIESM0Z84cValSRYsWLVJ4eLhZ8/jjj+v333/XhAkTlJSUpCZNmighISHP4iQAAAAAUJRKXGjbtGmT3XN3d3fNnz9f8+fPv+Zrqlevrk8//fS687Zr10579uy5bk10dLSio6ML3CsAAAAA3CxL39MGAAAAAHe6EnemDbiVDtStV7w7aHftM8QAAACAxJk2AAAAALA0QhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFseQ/SrRGSxsV6/wfFOvsAAAAwI1xpg0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGEs+Y/iFeNdvPMHVSve+QEAAAAH40wbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCWPL/DlZjzNpi38cx92LfBQAAAHBb40wbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWZvnQNnXqVN17770qW7as/Pz81K1bNx06dMiu5uLFi4qKilL58uXl6empHj16KDk52a7m+PHjioiIUJkyZeTn56dRo0bp0qVLdjWbNm1S06ZN5ebmptq1a2vJkiV5+pk/f75q1Kghd3d3tWjRQt9++22RHzMAAAAA5LJ8aPvyyy8VFRWlb775RomJicrOzlbHjh117tw5s2bEiBH65JNPtHLlSn355Zc6efKkunfvbm6/fPmyIiIilJWVpa1bt2rp0qVasmSJJkyYYNYcPXpUERERat++vfbu3avhw4dr0KBB+vzzz82aFStWaOTIkXr55Ze1e/duNW7cWOHh4UpJSbk1bwYAAACAO46Loxu4kYSEBLvnS5YskZ+fn3bt2qU2bdooLS1N77zzjpYvX64HHnhAkhQfH6969erpm2++0X333ad169bpxx9/1BdffCF/f381adJEr7zyil588UXFxMTI1dVVcXFxCgoK0owZMyRJ9erV09dff61Zs2YpPDxckjRz5kwNHjxYAwYMkCTFxcVp7dq1Wrx4scaMGZOn98zMTGVmZprP09PTi+U9AgAAAHD7svyZtr9KS0uTJPn6+kqSdu3apezsbIWFhZk1devWVbVq1bRt2zZJ0rZt29SoUSP5+/ubNeHh4UpPT9f+/fvNmqvnyK3JnSMrK0u7du2yq3FyclJYWJhZ81dTp06Vt7e3+ahaterNHj4AAACAO0yJCm05OTkaPny4WrVqpYYNG0qSkpKS5OrqKh8fH7taf39/JSUlmTVXB7bc7bnbrleTnp6uCxcu6I8//tDly5fzrcmd46/Gjh2rtLQ083HixIm/d+AAAAAA7liWvzzyalFRUdq3b5++/vprR7dSIG5ubnJzc3N0GwAAAABKsBJzpi06Olpr1qzRxo0bVaVKFXM8ICBAWVlZSk1NtatPTk5WQECAWfPX1SRzn9+oxsvLS6VLl1aFChXk7Oycb03uHAAAAABQ1Cwf2gzDUHR0tD766CNt2LBBQUFBdttDQkJUqlQprV+/3hw7dOiQjh8/rtDQUElSaGiofvjhB7tVHhMTE+Xl5aX69eubNVfPkVuTO4erq6tCQkLsanJycrR+/XqzBgAAAACKmuUvj4yKitLy5cv1n//8R2XLljXvH/P29lbp0qXl7e2tgQMHauTIkfL19ZWXl5eGDRum0NBQ3XfffZKkjh07qn79+nryySc1bdo0JSUlady4cYqKijIvX3zmmWcUGxur0aNH6+mnn9aGDRv0wQcfaO3atWYvI0eOVGRkpJo1a6bmzZtr9uzZOnfunLmaJAAAAAAUNcuHtoULF0qS2rVrZzceHx+v/v37S5JmzZolJycn9ejRQ5mZmQoPD9eCBQvMWmdnZ61Zs0ZDhw5VaGioPDw8FBkZqUmTJpk1QUFBWrt2rUaMGKE5c+aoSpUqWrRokbncvyQ9/vjj+v333zVhwgQlJSWpSZMmSkhIyLM4CQAAAAAUFcuHNsMwbljj7u6u+fPna/78+desqV69uj799NPrztOuXTvt2bPnujXR0dGKjo6+YU8AAAAAUBQsf08bAAAAANzJCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGEtkKaP3++atSoIXd3d7Vo0ULffvuto1sCAAAAcBsjtBXCihUrNHLkSL388svavXu3GjdurPDwcKWkpDi6NQAAAAC3KRdHN1CSzJw5U4MHD9aAAQMkSXFxcVq7dq0WL16sMWPG5KnPzMxUZmam+TwtLU2SlJ6efmsavoGczPPFvo90m1Gs81++cLlY58+4XLzzX8g6V6zzS1Jmdnaxzv9nZvEeQ6Yt88ZFN+ncuZxinb+4P/PF/Vku7s+xxGe5IPgs3xif5evjs3xjfJZvjM9y0cntwzBu/Nm0GQWpgrKyslSmTBmtWrVK3bp1M8cjIyOVmpqq//znP3leExMTo4kTJ97CLgEAAACUJCdOnFCVKlWuW8OZtgL6448/dPnyZfn7+9uN+/v76+DBg/m+ZuzYsRo5cqT5PCcnR2fOnFH58uVls9mKtV9AuvIvOFWrVtWJEyfk5eXl6HYA/E18loHbA59lXM0wDP35558KDAy8YS2hrRi5ubnJzc3NbszHx8cxzeCO5uXlxQ8H4DbAZxm4PfBZRi5vb+8C1bEQSQFVqFBBzs7OSk5OthtPTk5WQECAg7oCAAAAcLsjtBWQq6urQkJCtH79enMsJydH69evV2hoqAM7AwAAAHA74/LIQhg5cqQiIyPVrFkzNW/eXLNnz9a5c+fM1SQBq3Fzc9PLL7+c5zJdACULn2Xg9sBnGX8Xq0cWUmxsrKZPn66kpCQ1adJEc+fOVYsWLRzdFgAAAIDbFKENAAAAACyMe9oAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhtwm9q0aZNsNps2bdrk6FYAWITNZlNMTIyj2wBKrGPHjslms2nJkiWFfi0/l3EzCG1ACbB8+XLNnj3b0W0AAACL+fTTT4vtH2POnz+vmJgYgqYFENqAEuDvhLY2bdrowoULatOmTfE0BQAAHO7TTz/VxIkTi2Xu8+fPa+LEiYQ2CyC0AQ5y7ty5Ypn34sWLysnJkZOTk9zd3eXkxMccAAAUXE5Oji5evOjoNnAVfpsDboGYmBjZbDb9+OOP6tu3r8qVK6fWrVtLkt577z2FhISodOnS8vX1Ve/evXXixAnzte3atdPatWv1yy+/yGazyWazqUaNGpL+7/r4999/X+PGjVPlypVVpkwZpaenX/Pa+e3bt6tTp07y9vZWmTJl1LZtW23ZssXcvmrVKtlsNn355Zd5juPNN9+UzWbTvn37zLGDBw/qsccek6+vr9zd3dWsWTN9/PHHRfjuASXbn3/+qeHDh6tGjRpyc3OTn5+fHnzwQe3evdusudHnUvq/v0eOHDmi/v37y8fHR97e3howYIDOnz9vV5uZmakRI0aoYsWKKlu2rB555BH9+uuvt+R4geKW+1n46aef9MQTT8jb21sVK1bU+PHjZRiGTpw4oa5du8rLy0sBAQGaMWOG3etTUlI0cOBA+fv7y93dXY0bN9bSpUvz7Cc1NVX9+/eXt7e3fHx8FBkZqdTU1Hx7Kq6fhdnZ2Zo4caKCg4Pl7u6u8uXLq3Xr1kpMTJQk9e/fX/Pnz5ck83cEm81mvv6NN95Qy5YtVb58eZUuXVohISFatWpVnv3YbDZFR0dr2bJlatCggdzc3BQXF6eKFStKkiZOnGjOzX2xjuHi6AaAO0nPnj0VHBysKVOmyDAMvfrqqxo/frx69eqlQYMG6ffff9e8efPUpk0b7dmzRz4+Pvqf//kfpaWl6ddff9WsWbMkSZ6ennbzvvLKK3J1ddULL7ygzMxMubq65rv/DRs2qHPnzgoJCdHLL78sJycnxcfH64EHHtBXX32l5s2bKyIiQp6envrggw/Utm1bu9evWLFCDRo0UMOGDSVJ+/fvV6tWrVS5cmWNGTNGHh4e+uCDD9StWzd9+OGHevTRR4vhXQRKlmeeeUarVq1SdHS06tevr9OnT+vrr7/WgQMH1LRp0wJ9Lq/Wq1cvBQUFaerUqdq9e7cWLVokPz8/vf7662bNoEGD9N5776lv375q2bKlNmzYoIiIiFt96ECxevzxx1WvXj299tprWrt2rSZPnixfX1+9+eabeuCBB/T6669r2bJleuGFF3Tvvfeatw20a9dOR44cUXR0tIKCgrRy5Ur1799fqampev755yVJhmGoa9eu+vrrr/XMM8+oXr16+uijjxQZGZmnj+L8WRgTE6OpU6dq0KBBat68udLT07Vz507t3r1bDz74oP7xj3/o5MmTSkxM1L/+9a88r58zZ44eeeQR9evXT1lZWXr//ffVs2dPrVmzJs/fCRs2bNAHH3yg6OhoVahQQY0bN9bChQs1dOhQPfroo+revbsk6e677/7bx4ObYAAodi+//LIhyejTp485duzYMcPZ2dl49dVX7Wp/+OEHw8XFxW48IiLCqF69ep55N27caEgyatasaZw/fz7fbRs3bjQMwzBycnKM4OBgIzw83MjJyTHrzp8/bwQFBRkPPvigOdanTx/Dz8/PuHTpkjl26tQpw8nJyZg0aZI51qFDB6NRo0bGxYsXzbGcnByjZcuWRnBwcAHfHeD25u3tbURFReW7rTCfy9y/R55++mm7OR599FGjfPny5vO9e/cakoxnn33Wrq5v376GJOPll18ugqMCHCf3szBkyBBz7NKlS0aVKlUMm81mvPbaa+b42bNnjdKlSxuRkZGGYRjG7NmzDUnGe++9Z9ZkZWUZoaGhhqenp5Genm4YhmGsXr3akGRMmzbNbh/333+/IcmIj483xwv6s/CvP5cLonHjxkZERMR1a6Kiooxr/Ur/198NsrKyjIYNGxoPPPCA3bgkw8nJydi/f7/d+O+//87fGxbB5ZHALfTMM8+Yf/73v/+tnJwc9erVS3/88Yf5CAgIUHBwsDZu3FjgeSMjI1W6dOnr1uzdu1eHDx9W3759dfr0aXN/586dU4cOHbR582bl5ORIuvKvlykpKXaXVq5atUo5OTl6/PHHJUlnzpzRhg0b1KtXL/3555/mfKdPn1Z4eLgOHz6s3377rRDvDnB78vHx0fbt23Xy5Mk82wrzucx19d8jknT//ffr9OnTSk9Pl3RlUQJJeu655+zqhg8fXoRHBTjeoEGDzD87OzurWbNmMgxDAwcONMd9fHxUp04d/fe//5V05fMREBCgPn36mDWlSpXSc889p4yMDPPWgE8//VQuLi4aOnSo3T6GDRtm10Nx/yz08fHR/v37dfjw4b/1+qt/Nzh79qzS0tJ0//33212enatt27aqX7/+3+4VxYvLI4FbKCgoyPzz4cOHZRiGgoOD860tVarU35r3WnL/ws/v0o5caWlpKleunHlvzYoVK9ShQwdJVy6NbNKkie666y5J0pEjR2QYhsaPH6/x48fnO19KSooqV65c4OMAbkfTpk1TZGSkqlatqpCQEHXp0kVPPfWUatasWajPZa5q1arZbc/ddvbsWXl5eemXX36Rk5OTatWqZVdXp06dojokwBL++lnw9vaWu7u7KlSokGf89OnTkqRffvlFwcHBeRbpqlevnrk9938rVaqU53aEv36Oivtn4aRJk9S1a1fdddddatiwoTp16qQnn3yywJcorlmzRpMnT9bevXuVmZlpjl9931uugvwuAcchtAG30NX/4pWTkyObzabPPvtMzs7OeWr/+oOioPNeS+6/1k+fPl1NmjTJtyZ3n25uburWrZs++ugjLViwQMnJydqyZYumTJmSZ74XXnhB4eHh+c5Xu3btAh8DcLvq1auX7r//fn300Udat26dpk+frtdff9082y4V7HOZK7+/L6Qr9+AAd5L8Pgu3+vNR3D8L27Rpo59//ln/+c9/tG7dOi1atEizZs1SXFyc3ZnG/Hz11Vd65JFH1KZNGy1YsECVKlVSqVKlFB8fr+XLl+epL8jvEnAcQhvgILVq1ZJhGAoKCjLPXl1Lfv8i9nf2J0leXl4KCwu7Yf3jjz+upUuXav369Tpw4IAMwzAvjZSkmjVrSrpyRrAg8wF3skqVKunZZ5/Vs88+q5SUFDVt2lSvvvqqubhQQT+XBVG9enXl5OTo559/tjsrcOjQoSKZHyjJqlevru+//978apxcBw8eNLfn/u/69euVkZFh9w8nf/0c3Yqfhb6+vhowYIAGDBigjIwMtWnTRjExMWZou9bvCB9++KHc3d31+eefy83NzRyPj48v8L6L4vcPFA3uaQMcpHv37nJ2dtbEiRPz/AugYRjmpRyS5OHhobS0tJvaX0hIiGrVqqU33nhDGRkZebb//vvvds/DwsLk6+urFStWaMWKFWrevLndpRN+fn5q166d3nzzTZ06deqG8wF3osuXL+f57Pr5+SkwMFCZmZmF/lwWROfOnSVJc+fOtRufPXt2oecCbjddunRRUlKSVqxYYY5dunRJ8+bNk6enp7lqcpcuXXTp0iUtXLjQrLt8+bLmzZtnN19x/yy8+ncB6cqZ99q1a9td6ujh4SFJeb6OwNnZWTabTZcvXzbHjh07ptWrVxd4/2XKlMl3btx6nGkDHKRWrVqaPHmyxo4dq2PHjqlbt24qW7asjh49qo8++khDhgzRCy+8IOlK4FqxYoVGjhype++9V56ennr44YcLtT8nJyctWrRInTt3VoMGDTRgwABVrlxZv/32mzZu3CgvLy998sknZn2pUqXUvXt3vf/++zp37pzeeOONPHPOnz9frVu3VqNGjTR48GDVrFlTycnJ2rZtm3799Vd99913N/cmASXcn3/+qSpVquixxx5T48aN5enpqS+++EI7duzQjBkzCv25LIgmTZqoT58+WrBggdLS0tSyZUutX79eR44cKaajBEqOIUOG6M0331T//v21a9cu1ahRQ6tWrdKWLVs0e/ZslS1bVpL08MMPq1WrVhozZoyOHTum+vXr69///ne+/4BanD8L69evr3bt2ikkJES+vr7auXOn+RUiuUJCQiRdWXwoPDxczs7O6t27tyIiIjRz5kx16tRJffv2VUpKiubPn6/atWvr+++/L9D+S5curfr162vFihW666675Ovrq4YNG5pf/YNbyFHLVgJ3ktzliX///fc82z788EOjdevWhoeHh+Hh4WHUrVvXiIqKMg4dOmTWZGRkGH379jV8fHwMSeby/7nLB69cuTLPvNdaWnjPnj1G9+7djfLlyxtubm5G9erVjV69ehnr16/PM0diYqIhybDZbMaJEyfyPbaff/7ZeOqpp4yAgACjVKlSRuXKlY2HHnrIWLVqVSHeIeD2lJmZaYwaNcpo3LixUbZsWcPDw8No3LixsWDBAru6gnwur/X3SHx8vCHJOHr0qDl24cIF47nnnjPKly9veHh4GA8//LBx4sQJlu7GbeFan4XIyEjDw8MjT33btm2NBg0amM+Tk5ONAQMGGBUqVDBcXV2NRo0a2S3hn+v06dPGk08+aXh5eRne3t7Gk08+aezZsyfPkv+GUbCfhX9nyf/JkycbzZs3N3x8fIzSpUsbdevWNV599VUjKyvLrLl06ZIxbNgwo2LFiobNZrNb/v+dd94xgoODDTc3N6Nu3bpGfHy8+f5dTdI1v5pk69atRkhIiOHq6srfIQ5kMwzuXAYAAAAAq+KeNgAAAACwMO5pAwAAAG6hCxcu3HCBMV9fX7m6ut6ijmB1hDYAAADgFlqxYoUGDBhw3ZqNGzeqXbt2t6YhWB73tAEAAAC30KlTp7R///7r1oSEhKhcuXK3qCNYHaENAAAAACyMhUgAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGALhj2Wy26z5iYmJueU+bNm3Kt5dx48bd8l4AANbAl2sDAO5Yp06dMv+8YsUKTZgwQYcOHTLHPD09HdGWJOnQoUPy8vKyRC8AAMfiTBsA4I4VEBBgPry9vWWz2RQQEKCyZcvqrrvuUkJCgl396tWr5eHhoT///FPHjh2TzWbT+++/r5YtW8rd3V0NGzbUl19+afeaffv2qXPnzvL09JS/v7+efPJJ/fHHHzfszc/Pz66/3NB24sQJ9erVSz4+PvL19VXXrl117Ngxu9cuWrRI9erVk7u7u+rWrasFCxbc3BsFAHAoQhsAAH/h4eGh3r17Kz4+3m48Pj5ejz32mMqWLWuOjRo1Sv/85z+1Z88ehYaG6uGHH9bp06clSampqXrggQd0zz33aOfOnUpISFBycrJ69er1t/rKzs5WeHi4ypYtq6+++kpbtmyRp6enOnXqpKysLEnSsmXLNGHCBL366qs6cOCApkyZovHjx2vp0qV/890AADgal0cCAJCPQYMGqWXLljp16pQqVaqklJQUffrpp/riiy/s6qKjo9WjRw9J0sKFC5WQkKB33nlHo0ePVmxsrO655x5NmTLFrF+8eLGqVq2qn376SXfdddc191+lShW757/88os+++wz5eTkaNGiRbLZbJKuBEkfHx9t2rRJHTt21Msvv6wZM2aoe/fukqSgoCD9+OOPevPNNxUZGVkk7w0A4NYitAEAkI/mzZurQYMGWrp0qcaMGaP33ntP1atXV5s2bezqQkNDzT+7uLioWbNmOnDggCTpu+++08aNG/O9H+3nn3++bmj76quv7M7olStXTt99952OHDliNy5JFy9e1M8//6xz587p559/1sCBAzV48GBz+6VLl+Tt7V24NwAAYBmENgAArmHQoEGaP3++xowZo/j4eA0YMMA8w1UQGRkZevjhh/X666/n2VapUqXrvjYoKEg+Pj555gsJCdGyZcvy1FesWFEZGRmSpLffflstWrSw2+7s7FzgvgEA1kJoAwDgGp544gmNHj1ac+fO1Y8//pjv5YXffPONefbt0qVL2rVrl6KjoyVJTZs21YcffqgaNWrIxeXmf+Q2bdpUK1askJ+fn93Kkrm8vb0VGBio//73v+rXr99N7w8AYA0sRAIAwDWUK1dO3bt316hRo9SxY8c895lJ0vz58/XRRx/p4MGDioqK0tmzZ/X0009LkqKionTmzBn16dNHO3bs0M8//6zPP/9cAwYM0OXLlwvdT79+/VShQgV17dpVX331lY4ePapNmzbpueee06+//ipJmjhxoqZOnaq5c+fqp59+0g8//KD4+HjNnDnz5t4MAIDDENoAALiOgQMHKisrywxif/Xaa6/ptddeU+PGjfX111/r448/VoUKFSRJgYGB2rJliy5fvqyOHTuqUaNGGj58uHx8fOTkVPgfwWXKlNHmzZtVrVo1de/eXfXq1dPAgQN18eJF88zboEGDtGjRIsXHx6tRo0Zq27atlixZoqCgoL//JgAAHMpmGIbh6CYAALCqf/3rXxoxYoROnjwpV1dXc/zYsWMKCgrSnj171KRJE8c1CAC47XFPGwAA+Th//rxOnTql1157Tf/4xz/sAhsAALcSl0cCAJCPadOmqW7dugoICNDYsWMd3Q4A4A7G5ZEAAAAAYGGcaQMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABb2/wAN5UTCdxHkVgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n",
      "\t\t\tFees for 9 devices and [] out of battery:\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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uboqNjZW3t7cDuwMAAABKNkIbbsqlS5f07rvvasaMGerYsaPdtm7duul///d/9cwzzzioOwAAAJQ06zfUKtb5Ozzwc7HOXxwIbbgpa9as0dmzZzVw4MA8Z9R69Oihd955h9AGAAAA3ARCWwlw7DXrfln1O++8o7CwsHwvgezRo4emTZum77//XnfffbcDugMAAABKPkIbbsonn3xyzW3Nmzdn2X8AAADgJrF6JAAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDCHhrbNmzfr4YcfVmBgoGw2m1avXp2n5sCBA3rkkUfk7e0tDw8P3XvvvTp+/Li5/eLFi4qKilL58uXl6empHj16KDk52W6O48ePKyIiQmXKlJGfn59GjRqlS5cu2dVs2rRJTZs2lZubm2rXrq0lS5bk6WX+/PmqUaOG3N3d1aJFC3377bdF8j4AAAAAwLW4OHLn586dU+PGjfX000+re/fuebb//PPPat26tQYOHKiJEyfKy8tL+/fvl7u7u1kzYsQIrV27VitXrpS3t7eio6PVvXt3bdmyRZJ0+fJlRUREKCAgQFu3btWpU6f01FNPqVSpUpoyZYok6ejRo4qIiNAzzzyjZcuWaf369Ro0aJAqVaqk8PBwSdKKFSs0cuRIxcXFqUWLFpo9e7bCw8N16NAh+fn5Fe8bFeNdvPPb7Svt1u0LAAAAwA3ZDMMwHN2EJNlsNn300Ufq1q2bOda7d2+VKlVK//rXv/J9TVpamipWrKjly5frsccekyQdPHhQ9erV07Zt23Tffffps88+00MPPaSTJ0/K399fkhQXF6cXX3xRv//+u1xdXfXiiy9q7dq12rdvn92+U1NTlZCQIElq0aKF7r33XsXGxkqScnJyVLVqVQ0bNkxjxozJt7/MzExlZmaaz9PT01W1alWlpaXJy8vLrvbixYs6evSogoKC7EKpJMuHtv79+2vp0qXmc19fX917772aNm2a7r777mu+7rrHDAAAgDvS+g21inX+Dg/8XKzzF1R6erq8vb3zzQZ/Zdl72nJycrR27VrdddddCg8Pl5+fn1q0aGF3CeWuXbuUnZ2tsLAwc6xu3bqqVq2atm3bJknatm2bGjVqZAY2SQoPD1d6err2799v1lw9R25N7hxZWVnatWuXXY2Tk5PCwsLMmvxMnTpV3t7e5qNq1ap//w2xuE6dOunUqVM6deqU1q9fLxcXFz300EOObgsAAAAo8Swb2lJSUpSRkaHXXntNnTp10rp16/Too4+qe/fu+vLLLyVJSUlJcnV1lY+Pj91r/f39lZSUZNZcHdhyt+duu15Nenq6Lly4oD/++EOXL1/OtyZ3jvyMHTtWaWlp5uPEiROFfyNKCDc3NwUEBCggIEBNmjTRmDFjdOLECf3++++Obg0AAAAo0Rx6T9v15OTkSJK6du2qESNGSJKaNGmirVu3Ki4uTm3btnVkewXi5uYmNzc3R7dxy2VkZOi9995T7dq1Vb58eUe3AwAAAJRolg1tFSpUkIuLi+rXr283Xq9ePX399deSpICAAGVlZSk1NdXubFtycrICAgLMmr+u8pi7uuTVNX9dcTI5OVleXl4qXbq0nJ2d5ezsnG9N7hx3ujVr1sjT01PSlQVmKlWqpDVr1sjJybIncwEAAIASwbK/Ubu6uuree+/VoUOH7MZ/+uknVa9eXZIUEhKiUqVKaf369eb2Q4cO6fjx4woNDZUkhYaG6ocfflBKSopZk5iYKC8vLzMQhoaG2s2RW5M7h6urq0JCQuxqcnJytH79erPmTte+fXvt3btXe/fu1bfffqvw8HB17txZv/zyi6NbAwAAAEo0h55py8jI0JEjR8znR48e1d69e+Xr66tq1app1KhRevzxx9WmTRu1b99eCQkJ+uSTT7Rp0yZJkre3twYOHKiRI0fK19dXXl5eGjZsmEJDQ3XfffdJkjp27Kj69evrySef1LRp05SUlKRx48YpKirKvHTxmWeeUWxsrEaPHq2nn35aGzZs0AcffKC1a9eavY0cOVKRkZFq1qyZmjdvrtmzZ+vcuXMaMGDArXvDLMzDw0O1a9c2ny9atEje3t56++23NXnyZAd2BgAAAJRsDg1tO3fuVPv27c3nI0eOlCRFRkZqyZIlevTRRxUXF6epU6fqueeeU506dfThhx+qdevW5mtmzZolJycn9ejRQ5mZmQoPD9eCBQvM7c7OzlqzZo2GDh2q0NBQeXh4KDIyUpMmTTJrgoKCtHbtWo0YMUJz5sxRlSpVtGjRIvM72iTp8ccf1++//64JEyYoKSlJTZo0UUJCQp7FSXCFzWaTk5OTLly44OhWAAAAgBLNMt/Tdie43ncxlPTvaUtOTlZ8fLwk6ezZs4qNjdXChQu1YcMGtWvXLt/X8T1tAAAA+Cu+py0vyy5Egqv8jSB1qyUkJKhSpUqSpLJly6pu3bpauXLlNQMbAAAAgIIhtOGmLVmyREuWLHF0GwAAAChmMTExxb6P+9sU+y5KHMuuHgkAAAAA4EwbAJR4NcasvXHRTTj2WkSxzg8AAK6PM20AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhfE9bSVAo6WNbtm+foj84ZbtCwAAAMCNcaYNRSIpKUnDhg1TzZo15ebmpqpVq+rhhx/W+vXrHd0aAAAAUKJxpg037dixY2rVqpV8fHw0ffp0NWrUSNnZ2fr8888VFRWlgwcPOrpFAAAAoMQitOGmPfvss7LZbPr222/l4eFhjjdo0EBPP/20AzsDAAAASj5CG27KmTNnlJCQoFdffdUusOXy8fG59U0BAADcoX4d81Xx7sC9eKdH/rinDTflyJEjMgxDdevWdXQrAAAAwG2J0IabYhiGo1sAAAAAbmtcHombEhwcLJvNxmIjAADcpBpj1hbr/MdeiyjW+QEUH8604ab4+voqPDxc8+fP17lz5/JsT01NvfVNAQAAALcRQhtu2vz583X58mU1b95cH374oQ4fPqwDBw5o7ty5Cg0NdXR7AAAAQInG5ZElwA+RPzi6heuqWbOmdu/erVdffVX//Oc/derUKVWsWFEhISFauHCho9sDAAAASjRCG4pEpUqVFBsbq9jYWEe3AgAAANxWCG0AAOC2sH5DrWKdv8MDPxfr/ABwLdzTBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGsHgkAAADcIjMef6hY53886MVinR+OwZk2AAAAALAwQhsAAAAAWBiXR5YAB+rWu2X7qnfwwC3bFwAAAIAb40wbblr//v1ls9lks9lUqlQp+fv768EHH9TixYuVk5Pj6PYAAACAEo0zbSgSnTp1Unx8vC5fvqzk5GQlJCTo+eef16pVq/Txxx/LxYX/qwHAnSwmJqbY93F/m2LfBQA4BL9Jo0i4ubkpICBAklS5cmU1bdpU9913nzp06KAlS5Zo0KBBDu4QAAAAKJm4PBLF5oEHHlDjxo3173//29GtAAAAACUWoQ3Fqm7dujp27Jij2wAAAABKLEIbipVhGLLZbI5uAwAAACixCG0oVgcOHFBQUJCj2wAAAABKLEIbis2GDRv0ww8/qEePHo5uBQAAACixWD0SRSIzM1NJSUl2S/5PnTpVDz30kJ566ilHtwcAuIFfx3xVvDtwL97pAeB25tDQtnnzZk2fPl27du3SqVOn9NFHH6lbt2751j7zzDN68803NWvWLA0fPtwcP3PmjIYNG6ZPPvlETk5O6tGjh+bMmSNPT0+z5vvvv1dUVJR27NihihUratiwYRo9erTd/CtXrtT48eN17NgxBQcH6/XXX1eXLl3M7YZh6OWXX9bbb7+t1NRUtWrVSgsXLlRwcHCRvif5qXfwQLHv42YlJCSoUqVKcnFxUbly5dS4cWPNnTtXkZGRcnLihC4AAADwdzk0tJ07d06NGzfW008/re7du1+z7qOPPtI333yjwMDAPNv69eunU6dOKTExUdnZ2RowYICGDBmi5cuXS5LS09PVsWNHhYWFKS4uTj/88IOefvpp+fj4aMiQIZKkrVu3qk+fPuaZoeXLl6tbt27avXu3GjZsKEmaNm2a5s6dq6VLlyooKEjjx49XeHi4fvzxR7m739n/fLhkyRItWbLE0W0AAADclPnPbHB0C0C+HBraOnfurM6dO1+35rffftOwYcP0+eefKyIiwm7bgQMHlJCQoB07dqhZs2aSpHnz5qlLly564403FBgYqGXLlikrK0uLFy+Wq6urGjRooL1792rmzJlmaJszZ446deqkUaNGSZJeeeUVJSYmKjY2VnFxcTIMQ7Nnz9a4cePUtWtXSdK7774rf39/rV69Wr17986398zMTGVmZprP09PT/94bBQAAAOCOZenr1nJycvTkk09q1KhRatCgQZ7t27Ztk4+PjxnYJCksLExOTk7avn27WdOmTRu5urqaNeHh4Tp06JDOnj1r1oSFhdnNHR4erm3btkmSjh49qqSkJLsab29vtWjRwqzJz9SpU+Xt7W0+qlat+jfeBQAAAAB3MkuHttdff10uLi567rnn8t2elJQkPz8/uzEXFxf5+voqKSnJrPH397eryX1+o5qrt1/9uvxq8jN27FilpaWZjxMnTlz3eAEAAADgryy7euSuXbs0Z84c7d69u8R+ObObm5vc3Nwc3QYAAACAEsyyoe2rr75SSkqKqlWrZo5dvnxZ//znPzV79mwdO3ZMAQEBSklJsXvdpUuXdObMGQUEBEiSAgIClJycbFeT+/xGNVdvzx2rVKmSXU2TJk2K4GgBALi+GY8/VKzzPx70YrHODwD4+yx7eeSTTz6p77//Xnv37jUfgYGBGjVqlD7//HNJUmhoqFJTU7Vr1y7zdRs2bFBOTo5atGhh1mzevFnZ2dlmTWJiourUqaNy5cqZNevXr7fbf2JiokJDQyVJQUFBCggIsKtJT0/X9u3bzRoAAAAAKA4OPdOWkZGhI0eOmM+PHj2qvXv3ytfXV9WqVVP58uXt6kuVKqWAgADVqVNHklSvXj116tRJgwcPVlxcnLKzsxUdHa3evXubXw/Qt29fTZw4UQMHDtSLL76offv2ac6cOZo1a5Y57/PPP6+2bdtqxowZioiI0Pvvv6+dO3fqrbfekiTZbDYNHz5ckydPVnBwsLnkf2Bg4DW/Vw4AAAAAioJDQ9vOnTvVvn178/nIkSMlSZGRkQX+3q9ly5YpOjpaHTp0ML9ce+7cueZ2b29vrVu3TlFRUQoJCVGFChU0YcIEc7l/SWrZsqWWL1+ucePG6aWXXlJwcLBWr15tfkebJI0ePVrnzp3TkCFDlJqaqtatWyshIeGO/442AAAAAMXLoaGtXbt2MgyjwPXHjh3LM+br62t+kfa13H333frqq6+uW9OzZ0/17NnzmtttNpsmTZqkSZMmFahXAAAAACgKll2IBP9n/jMbbtm+ouIeuGX7AgAAAHBjll2IBCVH//79ZbPZ8jw6derk6NYAAACAEo8zbSgSnTp1Unx8vN0Y31EH4E5xK6+IAADceQhtKBJubm7m99kBAAAUhwN16xXvDtrNL975gb+JyyMBAAAAwMIIbSgSa9askaenp91jypQpjm4LAAAAKPG4PBJFon379lq4cKHdmK+vr4O6AQAAAG4fhDYUCQ8PD9WuXdvRbQAAAAC3HS6PBAAAAAAL40wbikRmZqaSkpLsxlxcXFShQgUHdQQA/4cV5wAAJRmhrQSIinvA0S3cUEJCgipVqmQ3VqdOHR08eNBBHQEAAAC3By6PxE1bsmSJDMPI8yCwAQAAADeP0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwlg9EgDgcI2WNirW+T8o1tkBAChehDYAAAAUCf4BBigeXB4JAAAAABZGaAMAAAAACyO0AQAAAICFcU9bCTDj8Ydu2b7+uWLNLdsXAAAAgBvjTBtuWv/+/WWz2fI8jhw54ujWAAAAgBKPM20oEp06dVJ8fLzdWMWKFR3UDYAiFeNd/PsIqlb8+wAAoIQitKFIuLm5KSAgwNFtAAAAALcdLo8EAAAAAAsjtKFIrFmzRp6enuajZ8+ejm4JAAAAuC1weSSKRPv27bVw4ULzuYeHhwO7AQAAAG4fhDYUCQ8PD9WuXdvRbQAAAAC3HS6PBAAAAAALI7QBAAAAgIVxeWQJ8M8VaxzdAgAAKOn4zkWgxCK04aYtWbLE0S0AAAAAty0ujwQAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAAC3Nx5M43b96s6dOna9euXTp16pQ++ugjdevWTZKUnZ2tcePG6dNPP9V///tfeXt7KywsTK+99poCAwPNOc6cOaNhw4bpk08+kZOTk3r06KE5c+bI09PTrPn+++8VFRWlHTt2qGLFiho2bJhGjx5t18vKlSs1fvx4HTt2TMHBwXr99dfVpUsXc7thGHr55Zf19ttvKzU1Va1atdLChQsVHBxcvG+SpF/HfFXs+8hV5bX7/9brkpKSNHXqVK1du1a//vqrvL29Vbt2bT3xxBOKjIxUmTJlirhTAAAA4M7g0DNt586dU+PGjTV//vw8286fP6/du3dr/Pjx2r17t/7973/r0KFDeuSRR+zq+vXrp/379ysxMVFr1qzR5s2bNWTIEHN7enq6OnbsqOrVq2vXrl2aPn26YmJi9NZbb5k1W7duVZ8+fTRw4EDt2bNH3bp1U7du3bRv3z6zZtq0aZo7d67i4uK0fft2eXh4KDw8XBcvXiyGd6Zk+e9//6t77rlH69at05QpU7Rnzx5t27ZNo0eP1po1a/TFF184ukUAAACgxHLombbOnTurc+fO+W7z9vZWYmKi3VhsbKyaN2+u48ePq1q1ajpw4IASEhK0Y8cONWvWTJI0b948denSRW+88YYCAwO1bNkyZWVlafHixXJ1dVWDBg20d+9ezZw50wx3c+bMUadOnTRq1ChJ0iuvvKLExETFxsYqLi5OhmFo9uzZGjdunLp27SpJevfdd+Xv76/Vq1erd+/exfUWlQjPPvusXFxctHPnTnl4eJjjNWvWVNeuXWUYhgO7AwAAAEq2EnVPW1pammw2m3x8fCRJ27Ztk4+PjxnYJCksLExOTk7avn27WdOmTRu5urqaNeHh4Tp06JDOnj1r1oSFhdntKzw8XNu2bZMkHT16VElJSXY13t7eatGihVmTn8zMTKWnp9s9bjenT5/WunXrFBUVZRfYrmaz2W5xVwAAAMDto8SEtosXL+rFF19Unz595OXlJenKfVR+fn52dS4uLvL19VVSUpJZ4+/vb1eT+/xGNVdvv/p1+dXkZ+rUqfL29jYfVatWLdQxlwRHjhyRYRiqU6eO3XiFChXk6ekpT09Pvfjiiw7qDgAAACj5SkRoy87OVq9evWQYhhYuXOjodgps7NixSktLMx8nTpxwdEu3zLfffqu9e/eqQYMGyszMdHQ7AAAAQInl0HvaCiI3sP3yyy/asGGDeZZNkgICApSSkmJXf+nSJZ05c0YBAQFmTXJysl1N7vMb1Vy9PXesUqVKdjVNmjS5Zu9ubm5yc3MrzOGWOLVr15bNZtOhQ4fsxmvWrClJKl26tCPaAgAAAG4blj7TlhvYDh8+rC+++ELly5e32x4aGqrU1FTt2rXLHNuwYYNycnLUokULs2bz5s3Kzs42axITE1WnTh2VK1fOrFm/fr3d3ImJiQoNDZUkBQUFKSAgwK4mPT1d27dvN2vuVOXLl9eDDz6o2NhYnTt3ztHtAAAAALcdh4a2jIwM7d27V3v37pV0ZcGPvXv36vjx48rOztZjjz2mnTt3atmyZbp8+bKSkpKUlJSkrKwsSVK9evXUqVMnDR48WN9++622bNmi6Oho9e7d2/wut759+8rV1VUDBw7U/v37tWLFCs2ZM0cjR440+3j++eeVkJCgGTNm6ODBg4qJidHOnTsVHR0t6cpCGsOHD9fkyZP18ccf64cfftBTTz2lwMBA83vl7mQLFizQpUuX1KxZM61YsUIHDhzQoUOH9N577+ngwYNydnZ2dIsAAABAieXQyyN37typ9u3bm89zg1RkZKRiYmL08ccfS1KeSxA3btyodu3aSZKWLVum6OhodejQwfxy7blz55q13t7e5uqGISEhqlChgiZMmGD3XW4tW7bU8uXLNW7cOL300ksKDg7W6tWr1bBhQ7Nm9OjROnfunIYMGaLU1FS1bt1aCQkJcnd3L+q3pcSpVauW9uzZoylTpmjs2LH69ddf5ebmpvr16+uFF17Qs88+6+gWAQAAgBLLoaGtXbt21/0Or4J8v5evr6+WL19+3Zq7775bX3311XVrevbsqZ49e15zu81m06RJkzRp0qQb9lTUqrx2/y3fZ2FVqlRJ8+bN07x58xzdCgAAAHBbsfQ9bQAAAABwpyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFuTi6AdxYTEyMpffVv39/paamavXq1XbjmzZtUvv27XX27Fn5+PgUSX8AAADAnYYzbQAAAABgYYQ2AAAAALAwQhsAAAAAWBj3tKFIrFmzRp6ennZjly9fdlA3AAAAwO2D0IYi0b59ey1cuNBubPv27XriiScc1BEAAABweyC0oUh4eHiodu3admO//vqrg7oBAAAAbh/c0wYAAAAAFkZoAwAAAAALI7QBAAAAgIVxT1sJEBMT4+gWrmvJkiX5jrdr106GYdzaZgAAAIDbDGfaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGEujm4AN7Z+Q61btq8OD/xc6Nf0799fqampWr16ddE3BAAAANzhONMGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMIIbQAAAABgYYQ2AAAAALAwQhsAAAAAWBihDQAAAAAsjNAGAAAAABbm4ugGcGMdHvjZ0S1c15IlSxzdAgAAAHDbcuiZts2bN+vhhx9WYGCgbDabVq9ebbfdMAxNmDBBlSpVUunSpRUWFqbDhw/b1Zw5c0b9+vWTl5eXfHx8NHDgQGVkZNjVfP/997r//vvl7u6uqlWratq0aXl6WblyperWrSt3d3c1atRIn376aaF7AQAAAICi5tDQdu7cOTVu3Fjz58/Pd/u0adM0d+5cxcXFafv27fLw8FB4eLguXrxo1vTr10/79+9XYmKi1qxZo82bN2vIkCHm9vT0dHXs2FHVq1fXrl27NH36dMXExOitt94ya7Zu3ao+ffpo4MCB2rNnj7p166Zu3bpp3759heoFAAAAAIqaQy+P7Ny5szp37pzvNsMwNHv2bI0bN05du3aVJL377rvy9/fX6tWr1bt3bx04cEAJCQnasWOHmjVrJkmaN2+eunTpojfeeEOBgYFatmyZsrKytHjxYrm6uqpBgwbau3evZs6caYa7OXPmqFOnTho1apQk6ZVXXlFiYqJiY2MVFxdXoF4AAAAAoDhYdiGSo0ePKikpSWFhYeaYt7e3WrRooW3btkmStm3bJh8fHzOwSVJYWJicnJy0fft2s6ZNmzZydXU1a8LDw3Xo0CGdPXvWrLl6P7k1ufspSC/5yczMVHp6ut0DAAAAAArDsqEtKSlJkuTv72837u/vb25LSkqSn5+f3XYXFxf5+vra1eQ3x9X7uFbN1dtv1Et+pk6dKm9vb/NRtWrVGxz1lTOMd4o76VgBAACAv8uyoe12MHbsWKWlpZmPEydOXLO2VKlSkqTz58/fqvYcLvdYc48dAAAAQF6WXfI/ICBAkpScnKxKlSqZ48nJyWrSpIlZk5KSYve6S5cu6cyZM+brAwIClJycbFeT+/xGNVdvv1Ev+XFzc5Obm1uBjtfZ2Vk+Pj7m8ZQpU0Y2m61Ary1pDMPQ+fPnlZKSIh8fHzk7Ozu6JQAAAMCyLBvagoKCFBAQoPXr15vBKD09Xdu3b9fQoUMlSaGhoUpNTdWuXbsUEhIiSdqwYYNycnLUokULs+Z//ud/lJ2dbZ7RSUxMVJ06dVSuXDmzZv369Ro+fLi5/8TERIWGhha4l6KQGw7/GkRvVz4+PuYxAwAAAMifQ0NbRkaGjhw5Yj4/evSo9u7dK19fX1WrVk3Dhw/X5MmTFRwcrKCgII0fP16BgYHq1q2bJKlevXrq1KmTBg8erLi4OGVnZys6Olq9e/dWYGCgJKlv376aOHGiBg4cqBdffFH79u3TnDlzNGvWLHO/zz//vNq2basZM2YoIiJC77//vnbu3Gl+LYDNZrthL0XBZrOpUqVK8vPzU3Z2dpHNa0WlSpXiDBsAAABQAAUKbffcc0+BL9XbvXt3gXe+c+dOtW/f3nw+cuRISVJkZKSWLFmi0aNH69y5cxoyZIhSU1PVunVrJSQkyN3d3XzNsmXLFB0drQ4dOsjJyUk9evTQ3Llzze3e3t5at26doqKiFBISogoVKmjChAl23+XWsmVLLV++XOPGjdNLL72k4OBgrV69Wg0bNjRrCtJLUXF2dibQAAAAAJBUwNB29dmkixcvasGCBapfv755+eA333yj/fv369lnny3Uztu1a3fdFQRtNpsmTZqkSZMmXbPG19dXy5cvv+5+7r77bn311VfXrenZs6d69ux5U70AAAAAQFErUGh7+eWXzT8PGjRIzz33nF555ZU8NddbHREAAAAAUHiFXvJ/5cqVeuqpp/KMP/HEE/rwww+LpCkAAAAAwBWFDm2lS5fWli1b8oxv2bKlWO7vAgAAAIA7WaFXjxw+fLiGDh2q3bt3q3nz5pKk7du3a/HixRo/fnyRNwgAAAAAd7JCh7YxY8aoZs2amjNnjt577z1JV5bej4+PV69evYq8QQAAAAC4k/2t72nr1asXAQ0AAAAAboFC39MmSampqVq0aJFeeuklnTlzRtKV72f77bffirQ5AAAAALjTFfpM2/fff6+wsDB5e3vr2LFjGjRokHx9ffXvf/9bx48f17vvvlscfQIAAADAHanQZ9pGjhyp/v376/Dhw3arRXbp0kWbN28u0uYAAAAA4E5X6NC2Y8cO/eMf/8gzXrlyZSUlJRVJUwAAAACAKwod2tzc3JSenp5n/KefflLFihWLpCkAAAAAwBWFDm2PPPKIJk2apOzsbEmSzWbT8ePH9eKLL6pHjx5F3iAAAAAA3MkKHdpmzJihjIwM+fn56cKFC2rbtq1q166tsmXL6tVXXy2OHgEAAADgjlXo1SO9vb2VmJioLVu26LvvvlNGRoaaNm2qsLCw4ugPAAAAAO5of+vLtSWpVatWatWqlaQr39sGAAAAACh6hb488vXXX9eKFSvM57169VL58uVVuXJlfffdd0XaHAAAAADc6Qod2uLi4lS1alVJUmJiohITE/XZZ5+pc+fOGjVqVJE3CAAAAAB3skJfHpmUlGSGtjVr1qhXr17q2LGjatSooRYtWhR5gwAAAABwJyv0mbZy5crpxIkTkqSEhARzARLDMHT58uWi7Q4AAAAA7nCFPtPWvXt39e3bV8HBwTp9+rQ6d+4sSdqzZ49q165d5A0CAAAAwJ2s0KFt1qxZqlGjhk6cOKFp06bJ09NTknTq1Ck9++yzRd4gAAAAANzJCh3aSpUqpRdeeCHP+IgRI4qkIQAAAADA/yl0aHv33Xevu/2pp576280AAAAAAOwVOrQ9//zzds+zs7N1/vx5ubq6qkyZMoQ2AAAAAChChV498uzZs3aPjIwMHTp0SK1bt9b//u//FkePAAAAAHDHKnRoy09wcLBee+21PGfhAAAAAAA3p0hCmyS5uLjo5MmTRTUdAAAAAEB/4562jz/+2O65YRg6deqUYmNj1apVqyJrDAAAAADwN0Jbt27d7J7bbDZVrFhRDzzwgGbMmFFUfQEAAAAA9DdCW05OTnH0AQAAAADIR5Hd0wYAAAAAKHqENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWVujQlpCQoK+//tp8Pn/+fDVp0kR9+/bV2bNni7Q5AAAAALjTFTq0jRo1Sunp6ZKkH374Qf/85z/VpUsXHT16VCNHjizyBgEAAADgTlbo72k7evSo6tevL0n68MMP9dBDD2nKlCnavXu3unTpUuQNAgAAAMCdrNBn2lxdXXX+/HlJ0hdffKGOHTtKknx9fc0zcAAAAACAolHoM22tW7fWyJEj1apVK3377bdasWKFJOmnn35SlSpVirxBAAAAALiTFfpMW2xsrFxcXLRq1SotXLhQlStXliR99tln6tSpU5E3CAAAAAB3skKfaatWrZrWrFmTZ3zWrFlF0hAAAAAA4P/c1Pe0Xbx4Uenp6XaPonT58mWNHz9eQUFBKl26tGrVqqVXXnlFhmGYNYZhaMKECapUqZJKly6tsLAwHT582G6eM2fOqF+/fvLy8pKPj48GDhyojIwMu5rvv/9e999/v9zd3VW1alVNmzYtTz8rV65U3bp15e7urkaNGunTTz8t0uMFAAAAgL8qdGg7d+6coqOj5efnJw8PD5UrV87uUZRef/11LVy4ULGxsTpw4IBef/11TZs2TfPmzTNrpk2bprlz5youLk7bt2+Xh4eHwsPDdfHiRbOmX79+2r9/vxITE7VmzRpt3rxZQ4YMMbenp6erY8eOql69unbt2qXp06crJiZGb731llmzdetW9enTRwMHDtSePXvUrVs3devWTfv27SvSYwYAAACAqxU6tI0ePVobNmzQwoUL5ebmpkWLFmnixIkKDAzUu+++W6TNbd26VV27dlVERIRq1Kihxx57TB07dtS3334r6cpZttmzZ2vcuHHq2rWr7r77br377rs6efKkVq9eLUk6cOCAEhIStGjRIrVo0UKtW7fWvHnz9P777+vkyZOSpGXLlikrK0uLFy9WgwYN1Lt3bz333HOaOXOm2cucOXPUqVMnjRo1SvXq1dMrr7yipk2bKjY2tkiPGQAAAACuVujQ9sknn2jBggXq0aOHXFxcdP/992vcuHGaMmWKli1bVqTNtWzZUuvXr9dPP/0kSfruu+/09ddfq3PnzpKufGdcUlKSwsLCzNd4e3urRYsW2rZtmyRp27Zt8vHxUbNmzcyasLAwOTk5afv27WZNmzZt5OrqataEh4fr0KFDOnv2rFlz9X5ya3L3k5/MzMxivXwUAAAAwO2v0KHtzJkzqlmzpiTJy8tLZ86ckXTlqwA2b95cpM2NGTNGvXv3Vt26dVWqVCndc889Gj58uPr16ydJSkpKkiT5+/vbvc7f39/clpSUJD8/P7vtLi4u8vX1tavJb46r93Gtmtzt+Zk6daq8vb3NR9WqVQt1/AAAAABQ6NBWs2ZNHT16VJJUt25dffDBB5KunIHz8fEp0uY++OADLVu2TMuXL9fu3bu1dOlSvfHGG1q6dGmR7qe4jB07VmlpaebjxIkTjm4JAAAAQAlT6CX/BwwYoO+++05t27bVmDFj9PDDDys2NlbZ2dl294AVhVGjRpln2ySpUaNG+uWXXzR16lRFRkYqICBAkpScnKxKlSqZr0tOTlaTJk0kSQEBAUpJSbGb99KlSzpz5oz5+oCAACUnJ9vV5D6/UU3u9vy4ubnJzc2tsIcNAAAAAKZCn2kbMWKEnnvuOUlX7g07ePCgli9frj179uj5558v0ubOnz8vJyf7Fp2dnZWTkyNJCgoKUkBAgNavX29uT09P1/bt2xUaGipJCg0NVWpqqnbt2mXWbNiwQTk5OWrRooVZs3nzZmVnZ5s1iYmJqlOnjrkiZmhoqN1+cmty9wMAAAAAxaHQZ9r+qnr16qpevXpR9JLHww8/rFdffVXVqlVTgwYNtGfPHs2cOVNPP/20JMlms2n48OGaPHmygoODFRQUpPHjxyswMFDdunWTJNWrV0+dOnXS4MGDFRcXp+zsbEVHR6t3794KDAyUJPXt21cTJ07UwIED9eKLL2rfvn2aM2eO3ReGP//882rbtq1mzJihiIgIvf/++9q5c6fd1wIAAAAAQFErcGi7cOGC1q9fr4ceekjSlfu1MjMzze3Ozs565ZVX5O7uXmTNzZs3T+PHj9ezzz6rlJQUBQYG6h//+IcmTJhg1owePVrnzp3TkCFDlJqaqtatWyshIcGuj2XLlik6OlodOnSQk5OTevTooblz55rbvb29tW7dOkVFRSkkJEQVKlTQhAkT7L7LrWXLllq+fLnGjRunl156ScHBwVq9erUaNmxYZMcLAAAAAH9V4NC2dOlSrV271gxtsbGxatCggUqXLi1JOnjwoAIDAzVixIgia65s2bKaPXu2Zs+efc0am82mSZMmadKkSdes8fX11fLly6+7r7vvvltfffXVdWt69uypnj17XrcGAAAAAIpSge9pW7Zsmd2ZJ0lavny5Nm7cqI0bN2r69OnmSpIAAAAAgKJR4NB25MgRNWrUyHzu7u5ut0hI8+bN9eOPPxZtdwAAAABwhyvw5ZGpqal297D9/vvvdttzcnLstgMAAAAAbl6Bz7RVqVJF+/btu+b277//XlWqVCmSpgAAAAAAVxQ4tHXp0kUTJkzQxYsX82y7cOGCJk6cqIiIiCJtDgAAAADudAW+PPKll17SBx98oDp16ig6Olp33XWXJOnQoUOKjY3VpUuX9NJLLxVbowAAAABwJypwaPP399fWrVs1dOhQjRkzRoZhSLqy5P6DDz6oBQsWyN/fv9gaBQAAAIA7UYFDmyQFBQUpISFBZ86c0ZEjRyRJtWvXlq+vb7E0BwAAAAB3ukKFtly+vr5q3rx5UfcCAAAAAPiLAi9EAgAAAAC49QhtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwiwf2n777Tc98cQTKl++vEqXLq1GjRpp586d5nbDMDRhwgRVqlRJpUuXVlhYmA4fPmw3x5kzZ9SvXz95eXnJx8dHAwcOVEZGhl3N999/r/vvv1/u7u6qWrWqpk2blqeXlStXqm7dunJ3d1ejRo306aefFs9BAwAAAMD/Z+nQdvbsWbVq1UqlSpXSZ599ph9//FEzZsxQuXLlzJpp06Zp7ty5iouL0/bt2+Xh4aHw8HBdvHjRrOnXr5/279+vxMRErVmzRps3b9aQIUPM7enp6erYsaOqV6+uXbt2afr06YqJidFbb71l1mzdulV9+vTRwIEDtWfPHnXr1k3dunXTvn37bs2bAQAAAOCO5OLoBq7n9ddfV9WqVRUfH2+OBQUFmX82DEOzZ8/WuHHj1LVrV0nSu+++K39/f61evVq9e/fWgQMHlJCQoB07dqhZs2aSpHnz5qlLly564403FBgYqGXLlikrK0uLFy+Wq6urGjRooL1792rmzJlmuJszZ446deqkUaNGSZJeeeUVJSYmKjY2VnFxcbfqLQEAAABwh7H0mbaPP/5YzZo1U8+ePeXn56d77rlHb7/9trn96NGjSkpKUlhYmDnm7e2tFi1aaNu2bZKkbdu2ycfHxwxskhQWFiYnJydt377drGnTpo1cXV3NmvDwcB06dEhnz541a67eT25N7n7yk5mZqfT0dLsHAAAAABSGpUPbf//7Xy1cuFDBwcH6/PPPNXToUD333HNaunSpJCkpKUmS5O/vb/c6f39/c1tSUpL8/Pzstru4uMjX19euJr85rt7HtWpyt+dn6tSp8vb2Nh9Vq1Yt1PEDAAAAgKVDW05Ojpo2baopU6bonnvu0ZAhQzR48OASczni2LFjlZaWZj5OnDjh6JYAAAAAlDCWDm2VKlVS/fr17cbq1aun48ePS5ICAgIkScnJyXY1ycnJ5raAgAClpKTYbb906ZLOnDljV5PfHFfv41o1udvz4+bmJi8vL7sHAAAAABSGpUNbq1atdOjQIbuxn376SdWrV5d0ZVGSgIAArV+/3tyenp6u7du3KzQ0VJIUGhqq1NRU7dq1y6zZsGGDcnJy1KJFC7Nm8+bNys7ONmsSExNVp04dc6XK0NBQu/3k1uTuBwAAAACKg6VD24gRI/TNN99oypQpOnLkiJYvX6633npLUVFRkiSbzabhw4dr8uTJ+vjjj/XDDz/oqaeeUmBgoLp16ybpypm5Tp06afDgwfr222+1ZcsWRUdHq3fv3goMDJQk9e3bV66urho4cKD279+vFStWaM6cORo5cqTZy/PPP6+EhATNmDFDBw8eVExMjHbu3Kno6Ohb/r4AAAAAuHNYesn/e++9Vx999JHGjh2rSZMmKSgoSLNnz1a/fv3MmtGjR+vcuXMaMmSIUlNT1bp1ayUkJMjd3d2sWbZsmaKjo9WhQwc5OTmpR48emjt3rrnd29tb69atU1RUlEJCQlShQgVNmDDB7rvcWrZsqeXLl2vcuHF66aWXFBwcrNWrV6thw4a35s0AAAAAcEeydGiTpIceekgPPfTQNbfbbDZNmjRJkyZNumaNr6+vli9fft393H333frqq6+uW9OzZ0/17Nnz+g0DAAAAQBGy9OWRAAAAAHCnI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhLo5uAAAcbf2GWsU6f4cHfi7W+QEAwO2NM20AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAtjyX8AlhYTE1Ps+7i/TbHvAgAA4G/jTBsAAAAAWBihDQAAAAAsjNAGAAAAABZGaAMAAAAACyO0AQAAAICFEdoAAAAAwMJY8h/ATfl1zFfFuwP34p0eAADA6jjTBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMJb8B25zMx5/qFjnfzzoxWKdHwAA4E7HmTYAAAAAsLASFdpee+012Ww2DR8+3By7ePGioqKiVL58eXl6eqpHjx5KTk62e93x48cVERGhMmXKyM/PT6NGjdKlS5fsajZt2qSmTZvKzc1NtWvX1pIlS/Lsf/78+apRo4bc3d3VokULffvtt8VxmAAAAABgKjGhbceOHXrzzTd19913242PGDFCn3zyiVauXKkvv/xSJ0+eVPfu3c3tly9fVkREhLKysrR161YtXbpUS5Ys0YQJE8yao0ePKiIiQu3bt9fevXs1fPhwDRo0SJ9//rlZs2LFCo0cOVIvv/yydu/ercaNGys8PFwpKSnFf/AAAAAA7lglIrRlZGSoX79+evvtt1WuXDlzPC0tTe+8845mzpypBx54QCEhIYqPj9fWrVv1zTffSJLWrVunH3/8Ue+9956aNGmizp0765VXXtH8+fOVlZUlSYqLi1NQUJBmzJihevXqKTo6Wo899phmzZpl7mvmzJkaPHiwBgwYoPr16ysuLk5lypTR4sWLr9l3Zmam0tPT7R4AAAAAUBglIrRFRUUpIiJCYWFhduO7du1Sdna23XjdunVVrVo1bdu2TZK0bds2NWrUSP7+/mZNeHi40tPTtX//frPmr3OHh4ebc2RlZWnXrl12NU5OTgoLCzNr8jN16lR5e3ubj6pVq/7NdwAAAADAncryoe3999/X7t27NXXq1DzbkpKS5OrqKh8fH7txf39/JSUlmTVXB7bc7bnbrleTnp6uCxcu6I8//tDly5fzrcmdIz9jx45VWlqa+Thx4kTBDhoAAAAA/j9LL/l/4sQJPf/880pMTJS7u7uj2yk0Nzc3ubm5OboNWNj8ZzY4ugUAAABYnKXPtO3atUspKSlq2rSpXFxc5OLioi+//FJz586Vi4uL/P39lZWVpdTUVLvXJScnKyAgQJIUEBCQZzXJ3Oc3qvHy8lLp0qVVoUIFOTs751uTOwcAAAAAFAdLh7YOHTrohx9+0N69e81Hs2bN1K9fP/PPpUqV0vr1683XHDp0SMePH1doaKgkKTQ0VD/88IPdKo+JiYny8vJS/fr1zZqr58ityZ3D1dVVISEhdjU5OTlav369WQMAAAAAxcHSl0eWLVtWDRs2tBvz8PBQ+fLlzfGBAwdq5MiR8vX1lZeXl4YNG6bQ0FDdd999kqSOHTuqfv36evLJJzVt2jQlJSVp3LhxioqKMi9dfOaZZxQbG6vRo0fr6aef1oYNG/TBBx9o7dq15n5HjhypyMhINWvWTM2bN9fs2bN17tw5DRgw4Ba9GwAAAADuRJYObQUxa9YsOTk5qUePHsrMzFR4eLgWLFhgbnd2dtaaNWs0dOhQhYaGysPDQ5GRkZo0aZJZExQUpLVr12rEiBGaM2eOqlSpokWLFik8PNysefzxx/X7779rwoQJSkpKUpMmTZSQkJBncRIAAAAAKEolLrRt2rTJ7rm7u7vmz5+v+fPnX/M11atX16effnrdedu1a6c9e/ZctyY6OlrR0dEF7hUAAAAAbpal72kDAAAAgDtdiTvTBtxKB+rWK94dtLv2GWIAAABA4kwbAAAAAFgaoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAsjtAEAAACAhRHaAAAAAMDCWPIfJVqjpY2Kdf4PinV2AAAA4MY40wYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDCW/EfxivEu3vmDqhXv/AAAAICDcaYNAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhLPl/B6sxZm2x7+OYe7HvAgAAALitcaYNAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALs3xomzp1qu69916VLVtWfn5+6tatmw4dOmRXc/HiRUVFRal8+fLy9PRUjx49lJycbFdz/PhxRUREqEyZMvLz89OoUaN06dIlu5pNmzapadOmcnNzU+3atbVkyZI8/cyfP181atSQu7u7WrRooW+//bbIjxkAAAAAclk+tH355ZeKiorSN998o8TERGVnZ6tjx446d+6cWTNixAh98sknWrlypb788kudPHlS3bt3N7dfvnxZERERysrK0tatW7V06VItWbJEEyZMMGuOHj2qiIgItW/fXnv37tXw4cM1aNAgff7552bNihUrNHLkSL388svavXu3GjdurPDwcKWkpNyaNwMAAADAHcfF0Q3cSEJCgt3zJUuWyM/PT7t27VKbNm2Ulpamd955R8uXL9cDDzwgSYqPj1e9evX0zTff6L777tO6dev0448/6osvvpC/v7+aNGmiV155RS+++KJiYmLk6uqquLg4BQUFacaMGZKkevXq6euvv9asWbMUHh4uSZo5c6YGDx6sAQMGSJLi4uK0du1aLV68WGPGjMnTe2ZmpjIzM83n6enpxfIeAQAAALh9Wf5M21+lpaVJknx9fSVJu3btUnZ2tsLCwsyaunXrqlq1atq2bZskadu2bWrUqJH8/f3NmvDwcKWnp2v//v1mzdVz5NbkzpGVlaVdu3bZ1Tg5OSksLMys+aupU6fK29vbfFStWvVmDx8AAADAHaZEhbacnBwNHz5crVq1UsOGDSVJSUlJcnV1lY+Pj12tv7+/kpKSzJqrA1vu9txt16tJT0/XhQsX9Mcff+jy5cv51uTO8Vdjx45VWlqa+Thx4sTfO3AAAAAAdyzLXx55taioKO3bt09ff/21o1spEDc3N7m5uTm6DQAAAAAlWIk50xYdHa01a9Zo48aNqlKlijkeEBCgrKwspaam2tUnJycrICDArPnrapK5z29U4+XlpdKlS6tChQpydnbOtyZ3DgAAAAAoapYPbYZhKDo6Wh999JE2bNigoKAgu+0hISEqVaqU1q9fb44dOnRIx48fV2hoqCQpNDRUP/zwg90qj4mJifLy8lL9+vXNmqvnyK3JncPV1VUhISF2NTk5OVq/fr1ZAwAAAABFzfKXR0ZFRWn58uX6z3/+o7Jly5r3j3l7e6t06dLy9vbWwIEDNXLkSPn6+srLy0vDhg1TaGio7rvvPklSx44dVb9+fT355JOaNm2akpKSNG7cOEVFRZmXLz7zzDOKjY3V6NGj9fTTT2vDhg364IMPtHbtWrOXkSNHKjIyUs2aNVPz5s01e/ZsnTt3zlxNEgAAAACKmuVD28KFCyVJ7dq1sxuPj49X//79JUmzZs2Sk5OTevTooczMTIWHh2vBggVmrbOzs9asWaOhQ4cqNDRUHh4eioyM1KRJk8yaoKAgrV27ViNGjNCcOXNUpUoVLVq0yFzuX5Ief/xx/f7775owYYKSkpLUpEkTJSQk5FmcBAAAAACKiuVDm2EYN6xxd3fX/PnzNX/+/GvWVK9eXZ9++ul152nXrp327Nlz3Zro6GhFR0ffsCcAAAAAKAqWv6cNAAAAAO5khDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCGwAAAABYGKENAAAAACyM0AYAAAAAFkZoAwAAAAALI7QBAAAAgIUR2gAAAADAwghtAAAAAGBhhDYAAAAAsDBCWyHNnz9fNWrUkLu7u1q0aKFvv/3W0S0BAAAAuI0R2gphxYoVGjlypF5++WXt3r1bjRs3Vnh4uFJSUhzdGgAAAIDblIujGyhJZs6cqcGDB2vAgAGSpLi4OK1du1aLFy/WmDFj8tRnZmYqMzPTfJ6WliZJSk9PvzUN30BO5vli30e6zSjW+S9fuFys82dcLt75L2SdK9b5JSkzO7tY5/8zs3iPIdOWeeOim3TuXE6xzl/cn/ni/iwX9+dY4rNcEHyWb4zP8vXxWb4xPss3xme56OT2YRg3/mzajIJUQVlZWSpTpoxWrVqlbt26meORkZFKTU3Vf/7znzyviYmJ0cSJE29hlwAAAABKkhMnTqhKlSrXreFMWwH98ccfunz5svz9/e3G/f39dfDgwXxfM3bsWI0cOdJ8npOTozNnzqh8+fKy2WzF2i8gXfkXnKpVq+rEiRPy8vJydDsA/iY+y8Dtgc8yrmYYhv78808FBgbesJbQVozc3Nzk5uZmN+bj4+OYZnBH8/Ly4ocDcBvgswzcHvgsI5e3t3eB6liIpIAqVKggZ2dnJScn240nJycrICDAQV0BAAAAuN0R2grI1dVVISEhWr9+vTmWk5Oj9evXKzQ01IGdAQAAALidcXlkIYwcOVKRkZFq1qyZmjdvrtmzZ+vcuXPmapKA1bi5uenll1/Oc5kugJKFzzJwe+CzjL+L1SMLKTY2VtOnT1dSUpKaNGmiuXPnqkWLFo5uCwAAAMBtitAGAAAAABbGPW0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ24TW3atEk2m02bNm1ydCsALMJmsykmJsbRbQAl1rFjx2Sz2bRkyZJCv5afy7gZhDagBFi+fLlmz57t6DYAAIDFfPrpp8X2jzHnz59XTEwMQdMCCG1ACfB3QlubNm104cIFtWnTpniaAgAADvfpp59q4sSJxTL3+fPnNXHiREKbBRDaAAc5d+5cscx78eJF5eTkyMnJSe7u7nJy4mMOAAAKLicnRxcvXnR0G7gKv80Bt0BMTIxsNpt+/PFH9e3bV+XKlVPr1q0lSe+9955CQkJUunRp+fr6qnfv3jpx4oT52nbt2mnt2rX65ZdfZLPZZLPZVKNGDUn/d338+++/r3Hjxqly5coqU6aM0tPTr3nt/Pbt29WpUyd5e3urTJkyatu2rbZs2WJuX7VqlWw2m7788ss8x/Hmm2/KZrNp37595tjBgwf12GOPydfXV+7u7mrWrJk+/vjjInz3gJLtzz//1PDhw1WjRg25ubnJz89PDz74oHbv3m3W3OhzKf3f3yNHjhxR//795ePjI29vbw0YMEDnz5+3q83MzNSIESNUsWJFlS1bVo888oh+/fXXW3K8QHHL/Sz89NNPeuKJJ+Tt7a2KFStq/PjxMgxDJ06cUNeuXeXl5aWAgADNmDHD7vUpKSkaOHCg/P395e7ursaNG2vp0qV59pOamqr+/fvL29tbPj4+ioyMVGpqar49FdfPwuzsbE2cOFHBwcFyd3dX+fLl1bp1ayUmJkqS+vfvr/nz50uS+TuCzWYzX//GG2+oZcuWKl++vEqXLq2QkBCtWrUqz35sNpuio6O1bNkyNWjQQG5uboqLi1PFihUlSRMnTjTn5r5Yx3BxdAPAnaRnz54KDg7WlClTZBiGXn31VY0fP169evXSoEGD9Pvvv2vevHlq06aN9uzZIx8fH/3P//yP0tLS9Ouvv2rWrFmSJE9PT7t5X3nlFbm6uuqFF15QZmamXF1d893/hg0b1LlzZ4WEhOjll1+Wk5OT4uPj9cADD+irr75S8+bNFRERIU9PT33wwQdq27at3etXrFihBg0aqGHDhpKk/fv3q1WrVqpcubLGjBkjDw8PffDBB+rWrZs+/PBDPfroo8XwLgIlyzPPPKNVq1YpOjpa9evX1+nTp/X111/rwIEDatq0aYE+l1fr1auXgoKCNHXqVO3evVuLFi2Sn5+fXn/9dbNm0KBBeu+999S3b1+1bNlSGzZsUERExK0+dKBYPf7446pXr55ee+01rV27VpMnT5avr6/efPNNPfDAA3r99de1bNkyvfDCC7r33nvN2wbatWunI0eOKDo6WkFBQVq5cqX69++v1NRUPf/885IkwzDUtWtXff3113rmmWdUr149ffTRR4qMjMzTR3H+LIyJidHUqVM1aNAgNW/eXOnp6dq5c6d2796tBx98UP/4xz908uRJJSYm6l//+lee18+ZM0ePPPKI+vXrp6ysLL3//vvq2bOn1qxZk+fvhA0bNuiDDz5QdHS0KlSooMaNG2vhwoUaOnSoHn30UXXv3l2SdPfdd//t48FNMAAUu5dfftmQZPTp08ccO3bsmOHs7Gy8+uqrdrU//PCD4eLiYjceERFhVK9ePc+8GzduNCQZNWvWNM6fP5/vto0bNxqGYRg5OTlGcHCwER4ebuTk5Jh158+fN4KCgowHH3zQHOvTp4/h5+dnXLp0yRw7deqU4eTkZEyaNMkc69Chg9GoUSPj4sWL5lhOTo7RsmVLIzg4uIDvDnB78/b2NqKiovLdVpjPZe7fI08//bTdHI8++qhRvnx58/nevXsNScazzz5rV9e3b19DkvHyyy8XwVEBjpP7WRgyZIg5dunSJaNKlSqGzWYzXnvtNXP87NmzRunSpY3IyEjDMAxj9uzZhiTjvffeM2uysrKM0NBQw9PT00hPTzcMwzBWr15tSDKmTZtmt4/777/fkGTEx8eb4wX9WfjXn8sF0bhxYyMiIuK6NVFRUca1fqX/6+8GWVlZRsOGDY0HHnjAblyS4eTkZOzfv99u/Pfff+fvDYvg8kjgFnrmmWfMP//73/9WTk6OevXqpT/++MN8BAQEKDg4WBs3bizwvJGRkSpduvR1a/bu3avDhw+rb9++On36tLm/c+fOqUOHDtq8ebNycnIkXfnXy5SUFLtLK1etWqWcnBw9/vjjkqQzZ85ow4YN6tWrl/78809zvtOnTys8PFyHDx/Wb7/9Voh3B7g9+fj4aPv27Tp58mSebYX5XOa6+u8RSbr//vt1+vRppaenS7qyKIEkPffcc3Z1w4cPL8KjAhxv0KBB5p+dnZ3VrFkzGYahgQMHmuM+Pj6qU6eO/vvf/0q68vkICAhQnz59zJpSpUrpueeeU0ZGhnlrwKeffioXFxcNHTrUbh/Dhg2z66G4fxb6+Pho//79Onz48N96/dW/G5w9e1ZpaWm6//777S7PztW2bVvVr1//b/eK4sXlkcAtFBQUZP758OHDMgxDwcHB+daWKlXqb817Lbl/4ed3aUeutLQ0lStXzry3ZsWKFerQoYOkK5dGNmnSRHfddZck6ciRIzIMQ+PHj9f48ePznS8lJUWVK1cu8HEAt6Np06YpMjJSVatWVUhIiLp06aKnnnpKNWvWLNTnMle1atXstuduO3v2rLy8vPTLL7/IyclJtWrVsqurU6dOUR0SYAl//Sx4e3vL3d1dFSpUyDN++vRpSdIvv/yi4ODgPIt01atXz9ye+7+VKlXKczvCXz9Hxf2zcNKkSeratavuuusuNWzYUJ06ddKTTz5Z4EsU16xZo8mTJ2vv3r3KzMw0x6++7y1XQX6XgOMQ2oBb6Op/8crJyZHNZtNnn30mZ2fnPLV//UFR0HmvJfdf66dPn64mTZrkW5O7Tzc3N3Xr1k0fffSRFixYoOTkZG3ZskVTpkzJM98LL7yg8PDwfOerXbt2gY8BuF316tVL999/vz766COtW7dO06dP1+uvv26ebZcK9rnMld/fF9KVe3CAO0l+n4Vb/fko7p+Fbdq00c8//6z//Oc/WrdunRYtWqRZs2YpLi7O7kxjfr766is98sgjatOmjRYsWKBKlSqpVKlSio+P1/Lly/PUF+R3CTgOoQ1wkFq1askwDAUFBZlnr64lv38R+zv7kyQvLy+FhYXdsP7xxx/X0qVLtX79eh04cECGYZiXRkpSzZo1JV05I1iQ+YA7WaVKlfTss8/q2WefVUpKipo2bapXX33VXFyooJ/LgqhevbpycnL0888/250VOHToUJHMD5Rk1atX1/fff29+NU6ugwcPmttz/3f9+vXKyMiw+4eTv36ObsXPQl9fXw0YMEADBgxQRkaG2rRpo5iYGDO0Xet3hA8//FDu7u76/PPP5ebmZo7Hx8cXeN9F8fsHigb3tAEO0r17dzk7O2vixIl5/gXQMAzzUg5J8vDwUFpa2k3tLyQkRLVq1dIbb7yhjIyMPNt///13u+dhYWHy9fXVihUrtGLFCjVv3tzu0gk/Pz+1a9dOb775pk6dOnXD+YA70eXLl/N8dv38/BQYGKjMzMxCfy4LonPnzpKkuXPn2o3Pnj270HMBt5suXbooKSlJK1asMMcuXbqkefPmydPT01w1uUuXLrp06ZIWLlxo1l2+fFnz5s2zm6+4fxZe/buAdOXMe+3ate0udfTw8JCkPF9H4OzsLJvNpsuXL5tjx44d0+rVqwu8/zJlyuQ7N249zrQBDlKrVi1NnjxZY8eO1bFjx9StWzeVLVtWR48e1UcffaQhQ4bohRdekHQlcK1YsUIjR47UvffeK09PTz388MOF2p+Tk5MWLVqkzp07q0GDBhowYIAqV66s3377TRs3bpSXl5c++eQTs75UqVLq3r273n//fZ07d05vvPFGnjnnz5+v1q1bq1GjRho8eLBq1qyp5ORkbdu2Tb/++qu+++67m3uTgBLuzz//VJUqVfTYY4+pcePG8vT01BdffKEdO3ZoxowZhf5cFkSTJk3Up08fLViwQGlpaWrZsqXWr1+vI0eOFNNRAiXHkCFD9Oabb6p///7atWuXatSooVWrVmnLli2aPXu2ypYtK0l6+OGH1apVK40ZM0bHjh1T/fr19e9//zvff0Atzp+F9evXV7t27RQSEiJfX1/t3LnT/AqRXCEhIZKuLD4UHh4uZ2dn9e7dWxEREZo5c6Y6deqkvn37KiUlRfPnz1ft2rX1/fffF2j/pUuXVv369bVixQrddddd8vX1VcOGDc2v/sEt5KhlK4E7Se7yxL///nuebR9++KHRunVrw8PDw/Dw8DDq1q1rREVFGYcOHTJrMjIyjL59+xo+Pj6GJHP5/9zlg1euXJln3mstLbxnzx6je/fuRvny5Q03NzejevXqRq9evYz169fnmSMxMdGQZNhsNuPEiRP5HtvPP/9sPPXUU0ZAQIBRqlQpo3LlysZDDz1krFq1qhDvEHB7yszMNEaNGmU0btzYKFu2rOHh4WE0btzYWLBggV1dQT6X1/p7JD4+3pBkHD161By7cOGC8dxzzxnly5c3PDw8jIcfftg4ceIES3fjtnCtz0JkZKTh4eGRp75t27ZGgwYNzOfJycnGgAEDjAoVKhiurq5Go0aN7Jbwz3X69GnjySefNLy8vAxvb2/jySefNPbs2ZNnyX/DKNjPwr+z5P/kyZON5s2bGz4+Pkbp0qWNunXrGq+++qqRlZVl1ly6dMkYNmyYUbFiRcNms9kt///OO+8YwcHBhpubm1G3bl0jPj7efP+uJumaX02ydetWIyQkxHB1deXvEAeyGQZ3LgMAAACAVXFPGwAAAABYGPe0AQAAALfQhQsXbrjAmK+vr1xdXW9RR7A6QhsAAABwC61YsUIDBgy4bs3GjRvVrl27W9MQLI972gAAAIBb6NSpU9q/f/91a0JCQlSuXLlb1BGsjtAGAAAAABbGQiQAAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDANyxbDbbdR8xMTG3vKdNmzbl28u4ceNueS8AAGvgy7UBAHesU6dOmX9esWKFJkyYoEOHDpljnp6ejmhLknTo0CF5eXlZohcAgGNxpg0AcMcKCAgwH97e3rLZbAoICFDZsmV11113KSEhwa5+9erV8vDw0J9//qljx47JZrPp/fffV8uWLeXu7q6GDRvqyy+/tHvNvn371LlzZ3l6esrf319PPvmk/vjjjxv25ufnZ9dfbmg7ceKEevXqJR8fH/n6+qpr1646duyY3WsXLVqkevXqyd3dXXXr1tWCBQtu7o0CADgUoQ0AgL/w8PBQ7969FR8fbzceHx+vxx57TGXLljXHRo0apX/+85/as2ePQkND9fDDD+v06dOSpNTUVD3wwAO65557tHPnTiUkJCg5OVm9evX6W31lZ2crPDxcZcuW1VdffaUtW7bI09NTnTp1UlZWliRp2bJlmjBhgl599VUdOHBAU6ZM0fjx47V06dK/+W4AAByNyyMBAMjHoEGD1LJlS506dUqVKlVSSkqKPv30U33xxRd2ddHR0erRo4ckaeHChUpISNA777yj0aNHKzY2Vvfcc4+mTJli1i9evFhVq1bVTz/9pLvuuuua+69SpYrd819++UWfffaZcnJytGjRItlsNklXgqSPj482bdqkjh076uWXX9aMGTPUvXt3SVJQUJB+/PFHvfnmm4qMjCyS9wYAcGsR2gAAyEfz5s3VoEEDLV26VGPGjNF7772n6tWrq02bNnZ1oaGh5p9dXFzUrFkzHThwQJL03XffaePGjfnej/bzzz9fN7R99dVXdmf0ypUrp++++05HjhyxG5ekixcv6ueff9a5c+f0888/a+DAgRo8eLC5/dKlS/L29i7cGwAAsAxCGwAA1zBo0CDNnz9fY8aMUXx8vAYMGGCe4SqIjIwMPfzww3r99dfzbKtUqdJ1XxsUFCQfH58884WEhGjZsmV56itWrKiMjAxJ0ttvv60WLVrYbXd2di5w3wAAayG0AQBwDU888YRGjx6tuXPn6scff8z38sJvvvnGPPt26dIl7dq1S9HR0ZKkpk2b6sMPP1SNGjXk4nLzP3KbNm2qFStWyM/Pz25lyVze3t4KDAzUf//7X/Xr1++m9wcAsAYWIgEA4BrKlSun7t27a9SoUerYsWOe+8wkaf78+froo4908OBBRUVF6ezZs3r66aclSVFRUTpz5oz69OmjHTt26Oeff9bnn3+uAQMG6PLly4Xup1+/fqpQoYK6du2qr776SkePHtWmTZv03HPP6ddff5UkTZw4UVOnTtXcuXP1008/6YcfflB8fLxmzpx5c28GAMBhCG0AAFzHwIEDlZWVZQaxv3rttdf02muvqXHjxvr666/18ccfq0KFCpKkwMBAbdmyRZcvX1bHjh3VqFEjDR8+XD4+PnJyKvyP4DJlymjz5s2qVq2aunfvrnr16mngwIG6ePGieeZt0KBBWrRokeLj49WoUSO1bdtWS5YsUVBQ0N9/EwAADmUzDMNwdBMAAFjVv/71L40YMUInT56Uq6urOX7s2DEFBQVpz549atKkieMaBADc9rinDQCAfJw/f16nTp3Sa6+9pn/84x92gQ0AgFuJyyMBAMjHtGnTVLduXQUEBGjs2LGObgcAcAfj8kgAAAAAsDDOtAEAAACAhRHaAAAAAMDCCG0AAAAAYGGENgAAAACwMEIbAAAAAFgYoQ0AAAAALIzQBgAAAAAWRmgDAAAAAAv7f1vRQ2m+YCY5AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "====================================================================================================\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for collaborator_file, manager_file in zip(collaborator_files, manager_files):\n",
    "    collaborator_path = os.path.join(FOLDER_PATH, collaborator_file)\n",
    "    manager_path = os.path.join(FOLDER_PATH, manager_file)\n",
    "\n",
    "    # Load JSON data from files\n",
    "    with open(collaborator_path, 'r') as f_collaborator, open(manager_path, 'r') as f_manager:\n",
    "        collaborator_data = json.load(f_collaborator)\n",
    "        manager_data = json.load(f_manager)\n",
    "\n",
    "    for device in collaborator_data.keys():\n",
    "        collaborator_data = adjusting_dict(collaborator_data, device)\n",
    "\n",
    "    sum_send_aggr_weights = np.sum(np.array(manager_data['send_aggregated_weights_fee']))\n",
    "\n",
    "\n",
    "    manager_data = manager_adj(manager_data)\n",
    "\n",
    "    name_file = collaborator_file.split('_')\n",
    "    print(f\"\\t\\t\\tFees for {name_file[-3]} devices and {name_file[-2]} out of battery:\\n\")\n",
    "\n",
    "\n",
    "    keys = ['mean_retrieve', 'mean_send', 'model_start']\n",
    "    keys_name = ['retrieve', 'send', 'model_start']\n",
    "    bar_width = 0.1  # Width of each bar\n",
    "    bar_positions = np.arange(len(keys))  # x-axis positions for bars\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    for i, device in enumerate(collaborator_data.keys()):\n",
    "        values = [collaborator_data[device][key] for key in keys]\n",
    "        plt.bar(bar_positions + i * bar_width, values, width=bar_width, label=device)\n",
    "\n",
    "    plt.xticks(bar_positions + (len(collaborator_data) / 2) * bar_width, keys_name, fontsize=12)\n",
    "    #plt.xticks(bar_positions + (len(collaborator_data) / 2) * bar_width, keys)\n",
    "    plt.xlabel('Type Fee')\n",
    "    plt.ylabel('Gas used')\n",
    "    plt.title('Fees Collaborator')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    manager_data.pop('deployment', None)\n",
    "\n",
    "    # Extract and sort the 'send_weights' array\n",
    "    sorted_send_weights = sorted(manager_data['send_weights'],reverse=True)\n",
    "\n",
    "    # Add new keys to the dictionary\n",
    "    for i, value in enumerate(sorted_send_weights, start=1):\n",
    "        new_key = f'send_weights_{i}'\n",
    "        manager_data[new_key] = value\n",
    "\n",
    "    manager_data.pop('send_weights', None)\n",
    "\n",
    "    df = pd.DataFrame(list(manager_data.items()), columns=['Key', 'Value'])\n",
    "\n",
    "    df.set_index('Key', inplace=True)\n",
    "\n",
    "    # Plot the DataFrame with different colors for each bar\n",
    "    df.plot(kind='bar', figsize=(10, 6), width=0.7, edgecolor='black',color=\"skyblue\",legend=None)\n",
    "    plt.title('Fees Manager')\n",
    "    plt.ylabel('Gas used')\n",
    "    plt.xlabel('Type Fee')\n",
    "    plt.xticks(rotation=45, ha='right')\n",
    "    plt.show()\n",
    "    print(\"\\n\" + \"=\" * 100 + \"\\n\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T10:52:20.648461Z",
     "start_time": "2024-01-23T10:52:15.237749100Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}