{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c6a063ef",
   "metadata": {},
   "source": [
    "# Convergência do processo de minimização\n",
    "\n",
    "O arquivo padrão de saída **fort.220** contém informações sobre a convergência do processo de minimização em cada loop interno (*inner loop*: iteração de minimização) executado pelo GSI. Com os dados deste arquivo é possível analisar a contribuição de diferentes observações na função custo (`J`) em relação ao custo total (`cost`). Informações sobre a norma/produto interno dos gradientes (`grad`), stepsize e indicação da nova direção de busca (`b`) do método dos gradientes conjugados também são fornecidas. Mais informações sobre os dados fornecidos pelo arquivo **fort.220** estão disponíveis nos guias do GSI: User’s Guide Version v3.7 (seção 4.6) e Advanced User’s Guide v3.5 (seção 3.1).\n",
    "\n",
    "\n",
    "## Leitura do arquivo **fort.220** \n",
    "\n",
    "Para leitura do arquivo **fort.220** foram elaboradas as funções dentro da classe `read_diag`:\n",
    "\n",
    "1. `fort_220_cost_gradient(DIRdiag, dates)`: esta função lê todas as linhas do arquvio fort.220 e identifica as linhas com as expressões `Minimization iteration`, `costterms Jb,Jo,Jc,Jl  =` e `cost,grad,step,b,step? =`. Utilizando os valores de cada variável (identificada por `Label`) são constuídos dois dataframes (duas tabelas) onde as colunas são, na ordem, as variáveis `'InnerLoop', 'Jb', 'Jo', 'Jc', 'Jl', 'cost', 'grad', 'step', 'b' e 'step?'`. O primeiro dataframe corresponde aos valores de cada variável nas iterações internas (*inner loop*) do **1º outer loop** e o segundo dataframe contém os valores das variáveis em cada iteração interna do **2º outer loop**. No final a função concatena as tabelas formando uma lista bidimensional de tabelas com relação ao tempo (range de datas) e outer loops (1º ou 2º).\n",
    "\n",
    "**Exemplo:** pedaço de uma tabela do **1º outer loop**. \n",
    "\n",
    "|     |\tInnerLoop |\tJb    |\tJo   |\tJc  |\tJl |\tcost |\tgrad |\tstep |\tb   |\tstep? |\n",
    "|:--- |:---:      |:---:  |:---: |:---: |:---: |:---:    |:---:  |:---:  |:---: |---:     |\n",
    "|0 |\t0 |\t0.000000 |\t872614.730155 |\t0.000000 |\t0.000000e+00 |\t872614.730155 |\t116.153929 |\t0.650383 |\t0.000000 |\tgood |\n",
    "|1 |\t1 |\t1023.257157 |\t862816.657900 |\t0.019797 |\t2.893432e-07 |\t863839.934854 |\t71.176122 |\t3.941374 |\t0.375492 |\tgood |\n",
    "|2 |\t2 |\t5344.739506 |\t838526.699901 |\t1.334128 |\t2.372508e-04 |\t843872.773772 |\t108.896822 |\t1.020004 |\t2.340786 |\tgood |\n",
    "|3 |\t3 |\t3468.606202 |\t828305.357196 |\t3.075260 |\t1.170560e-03 |\t831777.039828 |\t83.265426 |\t1.454311 |\t0.584654 |\tgood |\n",
    "|4 |\t4 |\t1759.696994 |\t819930.295887 |\t4.117129 |\t3.667851e-03 |\t821694.113678 |\t68.440676 |\t1.471768 |\t0.675615 |\tgood |\n",
    "|5 |\t5 |\t2921.504980 |\t811875.004067 |\t3.650240 |\t7.889535e-03 |\t814800.167176 |\t79.142060 |\t2.093740 |\t1.337168 |\tgood \n",
    "\n",
    "\n",
    "2. `fort_220_Flags_V3_4(DIRdiag, dates)`: esta função lê todas as linhas do arquivo fort.220, gerado pela versão 3.4 do GSI, identificando em cada *inner loop* as matrizes dos parâmetros `'J', 'b, 'c' e 'EJ'` (`Labels`). Tais matrizes, ou lista de valores, contém a contribuição de cada observação (aqui nomeada de `Flag`) para estes parâmetros, como descrito na rotina `sptcalc.f90` do GSI (foi inicialmente pensada conforme a rotina disponível em https://projetos.cptec.inpe.br/projects/gsi/repository/entry/trunk/gsi/src/main/stpcalc.f90). O GSI identifica as observações através de números inteiros. Na versão 3.4 utilizada como base para o desenvolvimento desta função, as flags são valores inteiros de 1 à 43, sendo, por exemplo, a flag 26 a contribuição da radiância. Pode-se verificar que a soma dos elementos da matriz `J` resulta no valor da variável `cost` lida na função `fort_220_cost_gradient`. Assim como na função `fort_220_cost_gradient`, uma lista bidimensional, em relação ao tempo (data) e outer loop (**1º outer loop** e **2º outer loop**) é retornada.\n",
    "\n",
    "**Exemplo:** pedaço de uma tabela do **2º outer loop**. \n",
    "\n",
    "<img src=notefigs/Exemplo-Tab_Fort220-2outL.png style=\"width: 800px;\">\n",
    "<br>\n",
    "\n",
    "3. `fort_220_Flags_V3_7(DIRdiag, dates)`: realiza o mesmo processo de leitura e retorna a lista de tabelas como explicado na função `fort_220_Flags_V3_4`. A diferença entre as funções está relacionado a quantidade de observações (flags) analisadas na função custo. Na versão 3.7 do GSI são consideradas 56 flags (o significado de cada flag pode ser observado na rotina `sptcalc.f90` do GSI disponível na branch https://projetos.cptec.inpe.br/projects/gsi/repository/entry/branch/gsi_t11824/src/gsi/stpcalc.f90). Por exemplo, nesta versão, a flag que contém a contribuição da radiância na função custo (`J`) é a flag de número 32, na versão 3.4 a radiância é identificada pela flag 26. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b83c561f",
   "metadata": {},
   "source": [
    "## Importa as bibliotecas utilizadas no readDiag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e6c764fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import gsidiag as gd\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime, timedelta\n",
    "from gsidiag.datasources import getVarInfo\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2afd9826",
   "metadata": {},
   "source": [
    "## Leitura dos arquivos\n",
    "\n",
    "Realiza o processo de leitura do arquivo **fort.220** a partir dos dados iniciais fornecidos pelo usuário."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e8e75c33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['2024030100', '2024030112', '2024030200', '2024030212', '2024030300', '2024030312', '2024030400', '2024030412', '2024030500', '2024030512']\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Rodada do Experimento 19 (Fazer 1ª rodada para FEV e 2ª rodada para MAR)\n",
    "# DIRdiag = '/home/radiancia/Exp_SMNA/data/EXP19/gsi_dataout'\n",
    "# Rodada do Experimento 20 (Fazer rodada para FEV)\n",
    "# DIRdiag = '/home/radiancia/Exp_SMNA/data/EXP20/gsi_dataout'\n",
    "# Rodada do Experimento 21 (Fazer rodada para MAR)\n",
    "DIRdiag = '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout'\n",
    "EXP19 = False\n",
    "EXP20 = False\n",
    "EXP21 = True\n",
    "\n",
    "\n",
    "dateIni = '2024030100' \n",
    "dateFin = '2024030512' \n",
    "nHour = '12'          \n",
    "\n",
    "datei = datetime.strptime(str(dateIni), '%Y%m%d%H')\n",
    "datef = datetime.strptime(str(dateFin), '%Y%m%d%H')\n",
    "dates = [dates.strftime('%Y%m%d%H') for dates in pd.date_range(datei, datef,freq='12H').tolist()]\n",
    "\n",
    "print(dates)\n",
    "print('')\n",
    "\n",
    "read = True\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6353269e",
   "metadata": {},
   "source": [
    "Leitura e construção da 1ª lista de dataframes com os dados sobre a função custo total (`cost`), norma do gradiente (`grad`), `step`, direção de busca (`b`) e termos da função custo: `Jb`, `Jo`, `Jc` e `Jl`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "606d428d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      ">>>> Leitura: cost_gradient <<<<\n",
      "\n",
      "DIRdiag =  /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout\n",
      "\n",
      "Names columns =  ['InnerLoop', 'Jb', 'Jo', 'Jc', 'Jl', 'cost', 'grad', 'step', 'b', 'step?']\n",
      "\n",
      "['/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030100/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030112/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030200/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030212/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030300/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030312/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030400/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030412/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030500/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030512/fort.220']\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030100/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-01:00\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030112/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-01:12\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030200/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-02:00\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030212/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-02:12\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030300/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-03:00\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030312/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-03:12\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030400/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-04:00\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030412/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-04:12\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030500/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-05:00\n",
      "\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030512/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-05:12\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print('')\n",
    "print('>>>> Leitura: cost_gradient <<<<')\n",
    "print('')\n",
    "Self_1 = gd.read_diag.fort_220_cost_gradient(DIRdiag, dates)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03768db7",
   "metadata": {},
   "source": [
    "Leitura e construção da 2ª lista de dataframes com os dados da contribuição das observações (`Flag`) para a função custo (`J`), termos para estimar tamanho de passo (`b` e `c`) e estimar termos em penalidades (`EJ`). Neste caso, a depender da versão utilizada do GSI no processo de assimilação, deve-se optar pela versão de leitura: `fort_220_Flags_V3_4` para a versão 3.4 e `fort_220_Flags_V3_7` para a versão 3.7. \n",
    "\n",
    "**Obs.**: no experimento EXP19 foi utilizada a versão 3.4 do GSI e nos experimentos EXP20 e EXP21 a versão 3.7."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9fa51a28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      ">>>> Leitura: Flags (versão 3.7 GSI) ---> EXP 20 e 21 <<<<\n",
      "\n",
      "DIRdiag =  /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout\n",
      "\n",
      "Labels =  ['J', 'b', 'c', 'EJ']\n",
      "\n",
      "Flags =  ['1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34', '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45', '46', '47', '48', '49', '50', '51', '52', '53', '54', '55', '56']\n",
      "\n",
      "Columns:  ['InnerLoop', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24', '25', '26', '27', '28', '29', '30', '31', '32', '33', '34', '35', '36', '37', '38', '39', '40', '41', '42', '43', '44', '45', '46', '47', '48', '49', '50', '51', '52', '53', '54', '55', '56']\n",
      "\n",
      "['/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030100/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030112/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030200/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030212/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030300/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030312/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030400/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030412/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030500/fort.220', '/home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030512/fort.220']\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030100/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-01:00\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030112/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-01:12\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030200/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-02:00\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030212/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-02:12\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030300/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-03:00\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030312/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-03:12\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030400/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-04:00\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030412/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-04:12\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030500/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-05:00\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n",
      "Reading /home/radiancia/Exp_SMNA/data/EXP21/gsi_dataout/2024030512/fort.220\n",
      "\n",
      " Preparing data for: fort.220 ---> 2024-03-05:12\n",
      "\n",
      "Nº total de linhas = 13541\n",
      "nl final = 13541\n",
      "\n"
     ]
    }
   ],
   "source": [
    "if EXP19:\n",
    "    print('')\n",
    "    print('>>>> Leitura: Flags (versão 3.4 GSI) ---> EXP 19 <<<<')\n",
    "    print('')\n",
    "    Self_2 = gd.read_diag.fort_220_Flags_V3_4(DIRdiag, dates)\n",
    "\n",
    "if EXP20 or EXP21:\n",
    "    print('')\n",
    "    print('>>>> Leitura: Flags (versão 3.7 GSI) ---> EXP 20 e 21 <<<<')\n",
    "    print('')\n",
    "    Self_2 = gd.read_diag.fort_220_Flags_V3_7(DIRdiag, dates)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d4d5b3a",
   "metadata": {},
   "source": [
    "Os dataframes `Self_1` e `Self_2`, são listas bidimensionais de tabelas, por exemplo, `Self_1[tidx][Outerloop-1]`,  que armazenam para cada data do período `dateIni - dateFin` (índice `tidx`) um array com duas tabelas (índice `Outerloop`):\n",
    "\n",
    "--> se `Outerloop = 1` é possível manipular e visualizar os dados referente ao *1º outer loop*,\n",
    "\n",
    "--> se `Outerloop = 2` é possível manipular e visualizar os dados referente ao *2º outer loop*.\n",
    "\n",
    "Abaixo segue um exemplo para visualização da tabela do *1º outer loop*, `Outerloop = 1`, no dia e hora `dateIni`, ou seja, `tidx=0`, da lista de tabelas `Self_1`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a6512d53",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>InnerLoop</th>\n",
       "      <th>Jb</th>\n",
       "      <th>Jo</th>\n",
       "      <th>Jc</th>\n",
       "      <th>Jl</th>\n",
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       "      <th>step?</th>\n",
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       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>13462.926751</td>\n",
       "      <td>819059.296559</td>\n",
       "      <td>0.108623</td>\n",
       "      <td>0.001608</td>\n",
       "      <td>832522.333541</td>\n",
       "      <td>4220.360157</td>\n",
       "      <td>1.433821</td>\n",
       "      <td>0.333668</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>8393.074933</td>\n",
       "      <td>784660.189682</td>\n",
       "      <td>1.658295</td>\n",
       "      <td>0.011543</td>\n",
       "      <td>793054.934454</td>\n",
       "      <td>3872.738698</td>\n",
       "      <td>1.215899</td>\n",
       "      <td>0.741307</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>7113.883530</td>\n",
       "      <td>761127.487018</td>\n",
       "      <td>2.834825</td>\n",
       "      <td>0.030699</td>\n",
       "      <td>768244.236072</td>\n",
       "      <td>3460.390209</td>\n",
       "      <td>1.150399</td>\n",
       "      <td>0.762933</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5122.572868</td>\n",
       "      <td>745209.497166</td>\n",
       "      <td>2.896697</td>\n",
       "      <td>0.055896</td>\n",
       "      <td>750335.022627</td>\n",
       "      <td>5127.551068</td>\n",
       "      <td>0.989588</td>\n",
       "      <td>1.044570</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>3471.382170</td>\n",
       "      <td>730768.018468</td>\n",
       "      <td>3.169134</td>\n",
       "      <td>0.086139</td>\n",
       "      <td>734242.655911</td>\n",
       "      <td>10965.396593</td>\n",
       "      <td>0.482725</td>\n",
       "      <td>1.080408</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>3196.398954</td>\n",
       "      <td>722561.965133</td>\n",
       "      <td>3.071257</td>\n",
       "      <td>0.103034</td>\n",
       "      <td>725761.538378</td>\n",
       "      <td>8534.895148</td>\n",
       "      <td>1.061789</td>\n",
       "      <td>0.815543</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>4971.592323</td>\n",
       "      <td>705574.015288</td>\n",
       "      <td>1.973566</td>\n",
       "      <td>0.131199</td>\n",
       "      <td>710547.712375</td>\n",
       "      <td>3479.635862</td>\n",
       "      <td>1.129578</td>\n",
       "      <td>0.837515</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>5874.876346</td>\n",
       "      <td>691116.731768</td>\n",
       "      <td>0.668731</td>\n",
       "      <td>0.151168</td>\n",
       "      <td>696992.428013</td>\n",
       "      <td>3664.548215</td>\n",
       "      <td>1.268268</td>\n",
       "      <td>0.797023</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>5541.531755</td>\n",
       "      <td>679320.034791</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.162872</td>\n",
       "      <td>684862.048113</td>\n",
       "      <td>7592.423264</td>\n",
       "      <td>0.892520</td>\n",
       "      <td>1.047236</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>5489.195049</td>\n",
       "      <td>670432.776158</td>\n",
       "      <td>0.149218</td>\n",
       "      <td>0.170871</td>\n",
       "      <td>675922.291297</td>\n",
       "      <td>11392.390583</td>\n",
       "      <td>0.752499</td>\n",
       "      <td>1.199325</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>6334.963775</td>\n",
       "      <td>660547.430063</td>\n",
       "      <td>0.075751</td>\n",
       "      <td>0.182812</td>\n",
       "      <td>666882.652400</td>\n",
       "      <td>4210.031060</td>\n",
       "      <td>1.545593</td>\n",
       "      <td>0.586317</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>7884.940421</td>\n",
       "      <td>648110.838607</td>\n",
       "      <td>0.563998</td>\n",
       "      <td>0.206847</td>\n",
       "      <td>655996.549873</td>\n",
       "      <td>2435.306190</td>\n",
       "      <td>1.378611</td>\n",
       "      <td>1.082802</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>9592.949428</td>\n",
       "      <td>635886.910275</td>\n",
       "      <td>2.443901</td>\n",
       "      <td>0.244998</td>\n",
       "      <td>645482.548602</td>\n",
       "      <td>1946.905468</td>\n",
       "      <td>1.872748</td>\n",
       "      <td>0.662921</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>9803.128032</td>\n",
       "      <td>626209.081344</td>\n",
       "      <td>1.841994</td>\n",
       "      <td>0.293868</td>\n",
       "      <td>636014.345237</td>\n",
       "      <td>1754.775296</td>\n",
       "      <td>1.556361</td>\n",
       "      <td>0.955302</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>10842.898931</td>\n",
       "      <td>617652.316003</td>\n",
       "      <td>1.874810</td>\n",
       "      <td>0.343690</td>\n",
       "      <td>628497.433434</td>\n",
       "      <td>1756.416895</td>\n",
       "      <td>1.786570</td>\n",
       "      <td>0.933115</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>12912.533697</td>\n",
       "      <td>607531.798472</td>\n",
       "      <td>1.052120</td>\n",
       "      <td>0.409756</td>\n",
       "      <td>620445.794045</td>\n",
       "      <td>1744.773515</td>\n",
       "      <td>1.311204</td>\n",
       "      <td>0.890112</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>13811.390835</td>\n",
       "      <td>601372.968586</td>\n",
       "      <td>1.051850</td>\n",
       "      <td>0.461267</td>\n",
       "      <td>615185.872538</td>\n",
       "      <td>2302.411598</td>\n",
       "      <td>0.493693</td>\n",
       "      <td>1.454111</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>14490.219660</td>\n",
       "      <td>597814.121585</td>\n",
       "      <td>1.229515</td>\n",
       "      <td>0.492375</td>\n",
       "      <td>612306.063134</td>\n",
       "      <td>1990.053611</td>\n",
       "      <td>1.176752</td>\n",
       "      <td>0.864016</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>16655.457783</td>\n",
       "      <td>589717.149040</td>\n",
       "      <td>2.088038</td>\n",
       "      <td>0.562969</td>\n",
       "      <td>606375.257830</td>\n",
       "      <td>1552.501433</td>\n",
       "      <td>1.631099</td>\n",
       "      <td>0.663226</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>17428.692275</td>\n",
       "      <td>583491.705881</td>\n",
       "      <td>2.048909</td>\n",
       "      <td>0.632628</td>\n",
       "      <td>600923.079693</td>\n",
       "      <td>1939.830346</td>\n",
       "      <td>1.524865</td>\n",
       "      <td>0.862723</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>18543.291475</td>\n",
       "      <td>577978.957471</td>\n",
       "      <td>2.774322</td>\n",
       "      <td>0.688949</td>\n",
       "      <td>596525.712217</td>\n",
       "      <td>6775.850555</td>\n",
       "      <td>0.411670</td>\n",
       "      <td>1.865597</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>19318.741266</td>\n",
       "      <td>574988.631689</td>\n",
       "      <td>2.852621</td>\n",
       "      <td>0.717608</td>\n",
       "      <td>594310.943185</td>\n",
       "      <td>3691.450463</td>\n",
       "      <td>1.402209</td>\n",
       "      <td>0.595880</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>20776.407053</td>\n",
       "      <td>569036.815774</td>\n",
       "      <td>1.728508</td>\n",
       "      <td>0.774774</td>\n",
       "      <td>589815.726110</td>\n",
       "      <td>2472.008351</td>\n",
       "      <td>1.641945</td>\n",
       "      <td>0.724981</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>22413.137357</td>\n",
       "      <td>563583.865496</td>\n",
       "      <td>1.772201</td>\n",
       "      <td>0.824621</td>\n",
       "      <td>585999.599675</td>\n",
       "      <td>3566.190533</td>\n",
       "      <td>1.617368</td>\n",
       "      <td>1.054009</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>24095.371811</td>\n",
       "      <td>557939.884698</td>\n",
       "      <td>1.439171</td>\n",
       "      <td>0.880390</td>\n",
       "      <td>582037.576070</td>\n",
       "      <td>3912.544089</td>\n",
       "      <td>1.444072</td>\n",
       "      <td>0.891771</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>25217.806408</td>\n",
       "      <td>553662.416128</td>\n",
       "      <td>1.779719</td>\n",
       "      <td>0.929216</td>\n",
       "      <td>578882.931470</td>\n",
       "      <td>3903.975548</td>\n",
       "      <td>1.182865</td>\n",
       "      <td>0.895359</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>26038.042467</td>\n",
       "      <td>550527.689322</td>\n",
       "      <td>2.601129</td>\n",
       "      <td>0.968245</td>\n",
       "      <td>576569.301164</td>\n",
       "      <td>5646.969597</td>\n",
       "      <td>0.707504</td>\n",
       "      <td>1.466528</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>27020.105365</td>\n",
       "      <td>547515.753930</td>\n",
       "      <td>2.989164</td>\n",
       "      <td>1.005039</td>\n",
       "      <td>574539.853498</td>\n",
       "      <td>4629.743802</td>\n",
       "      <td>1.116539</td>\n",
       "      <td>0.778610</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>28521.889405</td>\n",
       "      <td>543520.711451</td>\n",
       "      <td>2.505289</td>\n",
       "      <td>1.053974</td>\n",
       "      <td>572046.160119</td>\n",
       "      <td>2241.620780</td>\n",
       "      <td>1.997100</td>\n",
       "      <td>0.717336</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>30403.398214</td>\n",
       "      <td>538439.376731</td>\n",
       "      <td>2.691648</td>\n",
       "      <td>1.123643</td>\n",
       "      <td>568846.590236</td>\n",
       "      <td>1090.052859</td>\n",
       "      <td>1.882691</td>\n",
       "      <td>0.804489</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>31530.780915</td>\n",
       "      <td>534885.237908</td>\n",
       "      <td>2.830125</td>\n",
       "      <td>1.181204</td>\n",
       "      <td>566420.030152</td>\n",
       "      <td>941.572945</td>\n",
       "      <td>1.577233</td>\n",
       "      <td>0.942169</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>32716.592675</td>\n",
       "      <td>531783.949331</td>\n",
       "      <td>2.960018</td>\n",
       "      <td>1.228468</td>\n",
       "      <td>564504.730492</td>\n",
       "      <td>1244.204589</td>\n",
       "      <td>0.947776</td>\n",
       "      <td>1.363908</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>33862.697275</td>\n",
       "      <td>529068.208770</td>\n",
       "      <td>2.803191</td>\n",
       "      <td>1.267928</td>\n",
       "      <td>562934.977163</td>\n",
       "      <td>1428.693621</td>\n",
       "      <td>0.853369</td>\n",
       "      <td>0.944597</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>34783.452472</td>\n",
       "      <td>526812.836138</td>\n",
       "      <td>2.301263</td>\n",
       "      <td>1.301374</td>\n",
       "      <td>561599.891247</td>\n",
       "      <td>2389.623016</td>\n",
       "      <td>0.539193</td>\n",
       "      <td>1.491227</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>35676.015340</td>\n",
       "      <td>524662.896868</td>\n",
       "      <td>1.705072</td>\n",
       "      <td>1.333230</td>\n",
       "      <td>560341.950509</td>\n",
       "      <td>1203.259225</td>\n",
       "      <td>1.457758</td>\n",
       "      <td>0.521068</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>36916.861837</td>\n",
       "      <td>521650.488711</td>\n",
       "      <td>1.088963</td>\n",
       "      <td>1.377709</td>\n",
       "      <td>558569.817220</td>\n",
       "      <td>1328.569487</td>\n",
       "      <td>1.093853</td>\n",
       "      <td>0.880655</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>37627.464252</td>\n",
       "      <td>519768.796634</td>\n",
       "      <td>1.098186</td>\n",
       "      <td>1.407357</td>\n",
       "      <td>557398.766429</td>\n",
       "      <td>3486.323390</td>\n",
       "      <td>0.437141</td>\n",
       "      <td>1.623115</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>38169.316997</td>\n",
       "      <td>518467.314782</td>\n",
       "      <td>1.103269</td>\n",
       "      <td>1.426960</td>\n",
       "      <td>556639.162008</td>\n",
       "      <td>1575.985973</td>\n",
       "      <td>1.575510</td>\n",
       "      <td>0.537588</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>39474.516882</td>\n",
       "      <td>515690.481013</td>\n",
       "      <td>0.939883</td>\n",
       "      <td>1.465512</td>\n",
       "      <td>555167.403290</td>\n",
       "      <td>938.447201</td>\n",
       "      <td>1.723448</td>\n",
       "      <td>0.869366</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>40887.037510</td>\n",
       "      <td>512878.203368</td>\n",
       "      <td>1.018534</td>\n",
       "      <td>1.503981</td>\n",
       "      <td>553767.763393</td>\n",
       "      <td>950.906209</td>\n",
       "      <td>1.735517</td>\n",
       "      <td>0.869753</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>41853.884893</td>\n",
       "      <td>510685.834773</td>\n",
       "      <td>0.638443</td>\n",
       "      <td>1.539515</td>\n",
       "      <td>552541.897624</td>\n",
       "      <td>1043.679987</td>\n",
       "      <td>2.166560</td>\n",
       "      <td>0.805234</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>42904.797933</td>\n",
       "      <td>508402.702632</td>\n",
       "      <td>0.547829</td>\n",
       "      <td>1.577256</td>\n",
       "      <td>551309.625651</td>\n",
       "      <td>1716.847448</td>\n",
       "      <td>1.695171</td>\n",
       "      <td>1.074774</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>43837.871584</td>\n",
       "      <td>506433.286614</td>\n",
       "      <td>0.602348</td>\n",
       "      <td>1.610260</td>\n",
       "      <td>550273.370807</td>\n",
       "      <td>2420.334575</td>\n",
       "      <td>1.250317</td>\n",
       "      <td>1.076985</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>44780.173037</td>\n",
       "      <td>504667.759708</td>\n",
       "      <td>0.643866</td>\n",
       "      <td>1.636763</td>\n",
       "      <td>549450.213375</td>\n",
       "      <td>1710.774267</td>\n",
       "      <td>1.115181</td>\n",
       "      <td>0.853172</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>45482.585025</td>\n",
       "      <td>503338.807702</td>\n",
       "      <td>0.774641</td>\n",
       "      <td>1.656362</td>\n",
       "      <td>548823.823731</td>\n",
       "      <td>3413.033988</td>\n",
       "      <td>0.673040</td>\n",
       "      <td>1.530933</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>46142.457369</td>\n",
       "      <td>502099.947654</td>\n",
       "      <td>0.987548</td>\n",
       "      <td>1.674102</td>\n",
       "      <td>548245.066673</td>\n",
       "      <td>1353.262711</td>\n",
       "      <td>1.477031</td>\n",
       "      <td>0.556273</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>46896.389307</td>\n",
       "      <td>500639.138982</td>\n",
       "      <td>1.310915</td>\n",
       "      <td>1.693988</td>\n",
       "      <td>547538.533191</td>\n",
       "      <td>1229.540121</td>\n",
       "      <td>1.139184</td>\n",
       "      <td>1.137664</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>47492.186208</td>\n",
       "      <td>499423.393397</td>\n",
       "      <td>1.301377</td>\n",
       "      <td>1.710450</td>\n",
       "      <td>546918.591432</td>\n",
       "      <td>1099.794190</td>\n",
       "      <td>1.749366</td>\n",
       "      <td>0.793559</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>48553.074939</td>\n",
       "      <td>497607.256352</td>\n",
       "      <td>1.060806</td>\n",
       "      <td>1.729292</td>\n",
       "      <td>546163.121390</td>\n",
       "      <td>1441.748365</td>\n",
       "      <td>0.639586</td>\n",
       "      <td>1.116851</td>\n",
       "      <td>good</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    InnerLoop            Jb             Jo        Jc        Jl           cost  \\\n",
       "0           0      0.000000  930519.092716  0.000000  0.000000  930519.092716   \n",
       "1           1   3586.129066  873549.280911  0.000557  0.000146  877135.410681   \n",
       "2           2  13462.926751  819059.296559  0.108623  0.001608  832522.333541   \n",
       "3           3   8393.074933  784660.189682  1.658295  0.011543  793054.934454   \n",
       "4           4   7113.883530  761127.487018  2.834825  0.030699  768244.236072   \n",
       "5           5   5122.572868  745209.497166  2.896697  0.055896  750335.022627   \n",
       "6           6   3471.382170  730768.018468  3.169134  0.086139  734242.655911   \n",
       "7           7   3196.398954  722561.965133  3.071257  0.103034  725761.538378   \n",
       "8           8   4971.592323  705574.015288  1.973566  0.131199  710547.712375   \n",
       "9           9   5874.876346  691116.731768  0.668731  0.151168  696992.428013   \n",
       "10         10   5541.531755  679320.034791  0.318695  0.162872  684862.048113   \n",
       "11         11   5489.195049  670432.776158  0.149218  0.170871  675922.291297   \n",
       "12         12   6334.963775  660547.430063  0.075751  0.182812  666882.652400   \n",
       "13         13   7884.940421  648110.838607  0.563998  0.206847  655996.549873   \n",
       "14         14   9592.949428  635886.910275  2.443901  0.244998  645482.548602   \n",
       "15         15   9803.128032  626209.081344  1.841994  0.293868  636014.345237   \n",
       "16         16  10842.898931  617652.316003  1.874810  0.343690  628497.433434   \n",
       "17         17  12912.533697  607531.798472  1.052120  0.409756  620445.794045   \n",
       "18         18  13811.390835  601372.968586  1.051850  0.461267  615185.872538   \n",
       "19         19  14490.219660  597814.121585  1.229515  0.492375  612306.063134   \n",
       "20         20  16655.457783  589717.149040  2.088038  0.562969  606375.257830   \n",
       "21         21  17428.692275  583491.705881  2.048909  0.632628  600923.079693   \n",
       "22         22  18543.291475  577978.957471  2.774322  0.688949  596525.712217   \n",
       "23         23  19318.741266  574988.631689  2.852621  0.717608  594310.943185   \n",
       "24         24  20776.407053  569036.815774  1.728508  0.774774  589815.726110   \n",
       "25         25  22413.137357  563583.865496  1.772201  0.824621  585999.599675   \n",
       "26         26  24095.371811  557939.884698  1.439171  0.880390  582037.576070   \n",
       "27         27  25217.806408  553662.416128  1.779719  0.929216  578882.931470   \n",
       "28         28  26038.042467  550527.689322  2.601129  0.968245  576569.301164   \n",
       "29         29  27020.105365  547515.753930  2.989164  1.005039  574539.853498   \n",
       "30         30  28521.889405  543520.711451  2.505289  1.053974  572046.160119   \n",
       "31         31  30403.398214  538439.376731  2.691648  1.123643  568846.590236   \n",
       "32         32  31530.780915  534885.237908  2.830125  1.181204  566420.030152   \n",
       "33         33  32716.592675  531783.949331  2.960018  1.228468  564504.730492   \n",
       "34         34  33862.697275  529068.208770  2.803191  1.267928  562934.977163   \n",
       "35         35  34783.452472  526812.836138  2.301263  1.301374  561599.891247   \n",
       "36         36  35676.015340  524662.896868  1.705072  1.333230  560341.950509   \n",
       "37         37  36916.861837  521650.488711  1.088963  1.377709  558569.817220   \n",
       "38         38  37627.464252  519768.796634  1.098186  1.407357  557398.766429   \n",
       "39         39  38169.316997  518467.314782  1.103269  1.426960  556639.162008   \n",
       "40         40  39474.516882  515690.481013  0.939883  1.465512  555167.403290   \n",
       "41         41  40887.037510  512878.203368  1.018534  1.503981  553767.763393   \n",
       "42         42  41853.884893  510685.834773  0.638443  1.539515  552541.897624   \n",
       "43         43  42904.797933  508402.702632  0.547829  1.577256  551309.625651   \n",
       "44         44  43837.871584  506433.286614  0.602348  1.610260  550273.370807   \n",
       "45         45  44780.173037  504667.759708  0.643866  1.636763  549450.213375   \n",
       "46         46  45482.585025  503338.807702  0.774641  1.656362  548823.823731   \n",
       "47         47  46142.457369  502099.947654  0.987548  1.674102  548245.066673   \n",
       "48         48  46896.389307  500639.138982  1.310915  1.693988  547538.533191   \n",
       "49         49  47492.186208  499423.393397  1.301377  1.710450  546918.591432   \n",
       "50         50  48553.074939  497607.256352  1.060806  1.729292  546163.121390   \n",
       "\n",
       "            grad      step         b step?  \n",
       "0    9477.267655  0.453027  0.000000  good  \n",
       "1    8565.718415  0.540796  0.700074  good  \n",
       "2    4220.360157  1.433821  0.333668  good  \n",
       "3    3872.738698  1.215899  0.741307  good  \n",
       "4    3460.390209  1.150399  0.762933  good  \n",
       "5    5127.551068  0.989588  1.044570  good  \n",
       "6   10965.396593  0.482725  1.080408  good  \n",
       "7    8534.895148  1.061789  0.815543  good  \n",
       "8    3479.635862  1.129578  0.837515  good  \n",
       "9    3664.548215  1.268268  0.797023  good  \n",
       "10   7592.423264  0.892520  1.047236  good  \n",
       "11  11392.390583  0.752499  1.199325  good  \n",
       "12   4210.031060  1.545593  0.586317  good  \n",
       "13   2435.306190  1.378611  1.082802  good  \n",
       "14   1946.905468  1.872748  0.662921  good  \n",
       "15   1754.775296  1.556361  0.955302  good  \n",
       "16   1756.416895  1.786570  0.933115  good  \n",
       "17   1744.773515  1.311204  0.890112  good  \n",
       "18   2302.411598  0.493693  1.454111  good  \n",
       "19   1990.053611  1.176752  0.864016  good  \n",
       "20   1552.501433  1.631099  0.663226  good  \n",
       "21   1939.830346  1.524865  0.862723  good  \n",
       "22   6775.850555  0.411670  1.865597  good  \n",
       "23   3691.450463  1.402209  0.595880  good  \n",
       "24   2472.008351  1.641945  0.724981  good  \n",
       "25   3566.190533  1.617368  1.054009  good  \n",
       "26   3912.544089  1.444072  0.891771  good  \n",
       "27   3903.975548  1.182865  0.895359  good  \n",
       "28   5646.969597  0.707504  1.466528  good  \n",
       "29   4629.743802  1.116539  0.778610  good  \n",
       "30   2241.620780  1.997100  0.717336  good  \n",
       "31   1090.052859  1.882691  0.804489  good  \n",
       "32    941.572945  1.577233  0.942169  good  \n",
       "33   1244.204589  0.947776  1.363908  good  \n",
       "34   1428.693621  0.853369  0.944597  good  \n",
       "35   2389.623016  0.539193  1.491227  good  \n",
       "36   1203.259225  1.457758  0.521068  good  \n",
       "37   1328.569487  1.093853  0.880655  good  \n",
       "38   3486.323390  0.437141  1.623115  good  \n",
       "39   1575.985973  1.575510  0.537588  good  \n",
       "40    938.447201  1.723448  0.869366  good  \n",
       "41    950.906209  1.735517  0.869753  good  \n",
       "42   1043.679987  2.166560  0.805234  good  \n",
       "43   1716.847448  1.695171  1.074774  good  \n",
       "44   2420.334575  1.250317  1.076985  good  \n",
       "45   1710.774267  1.115181  0.853172  good  \n",
       "46   3413.033988  0.673040  1.530933  good  \n",
       "47   1353.262711  1.477031  0.556273  good  \n",
       "48   1229.540121  1.139184  1.137664  good  \n",
       "49   1099.794190  1.749366  0.793559  good  \n",
       "50   1441.748365  0.639586  1.116851  good  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tidx = 0\n",
    "Outerloop = 1\n",
    "Self_1[tidx][Outerloop-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe337e68",
   "metadata": {},
   "source": [
    "Agora um exemplo utilizando a lista `Self_2`, *2º outer loop* (`Outerloop = 2`), em `tidx=0`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ebaa7bfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Flags</th>\n",
       "      <th>InnerLoop</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>54</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inner loop</th>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">0</th>\n",
       "      <th>J</th>\n",
       "      <td>0</td>\n",
       "      <td>4.888717e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>0</td>\n",
       "      <td>-7.535646e+02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-9.798010e-03</td>\n",
       "      <td>-5.986602e-07</td>\n",
       "      <td>-2.537724e-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>0</td>\n",
       "      <td>5.584906e+02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.798010e-03</td>\n",
       "      <td>6.237189e-07</td>\n",
       "      <td>2.556774e-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EJ</th>\n",
       "      <td>0</td>\n",
       "      <td>1.415499e-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.867663e-14</td>\n",
       "      <td>-1.089919e-12</td>\n",
       "      <td>-8.233085e-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>J</th>\n",
       "      <td>1</td>\n",
       "      <td>4.992764e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.100105e-02</td>\n",
       "      <td>6.524652e-07</td>\n",
       "      <td>2.844116e-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <th>EJ</th>\n",
       "      <td>99</td>\n",
       "      <td>6.706901e-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-5.401859e-13</td>\n",
       "      <td>-1.521771e-14</td>\n",
       "      <td>-9.231111e-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">100</th>\n",
       "      <th>J</th>\n",
       "      <td>100</td>\n",
       "      <td>7.115063e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.234899e-01</td>\n",
       "      <td>4.262889e-03</td>\n",
       "      <td>4.139773e-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>100</td>\n",
       "      <td>5.916844e-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.297321e-03</td>\n",
       "      <td>1.045454e-06</td>\n",
       "      <td>1.471130e-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>c</th>\n",
       "      <td>100</td>\n",
       "      <td>1.185105e-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.676737e-05</td>\n",
       "      <td>7.466855e-09</td>\n",
       "      <td>1.392819e-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EJ</th>\n",
       "      <td>100</td>\n",
       "      <td>2.761152e-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.067925e-13</td>\n",
       "      <td>-1.053120e-12</td>\n",
       "      <td>6.178914e-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>404 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Flags             InnerLoop             1    2             3             4  \\\n",
       "Inner loop Label                                                             \n",
       "0          J              0  4.888717e+04  0.0  0.000000e+00  0.000000e+00   \n",
       "           b              0 -7.535646e+02  0.0 -9.798010e-03 -5.986602e-07   \n",
       "           c              0  5.584906e+02  0.0  9.798010e-03  6.237189e-07   \n",
       "           EJ             0  1.415499e-09  0.0  1.867663e-14 -1.089919e-12   \n",
       "1          J              1  4.992764e+04  0.0  1.100105e-02  6.524652e-07   \n",
       "...                     ...           ...  ...           ...           ...   \n",
       "99         EJ            99  6.706901e-11  0.0 -5.401859e-13 -1.521771e-14   \n",
       "100        J            100  7.115063e+04  0.0  3.234899e-01  4.262889e-03   \n",
       "           b            100  5.916844e-01  0.0  2.297321e-03  1.045454e-06   \n",
       "           c            100  1.185105e-01  0.0  1.676737e-05  7.466855e-09   \n",
       "           EJ           100  2.761152e-10  0.0  9.067925e-13 -1.053120e-12   \n",
       "\n",
       "Flags                        5    6    7    8    9  ...   47   48   49   50  \\\n",
       "Inner loop Label                                    ...                       \n",
       "0          J      0.000000e+00  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "           b     -2.537724e-04  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "           c      2.556774e-04  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "           EJ    -8.233085e-10  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "1          J      2.844116e-04  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "...                        ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "99         EJ    -9.231111e-12  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "100        J      4.139773e-01  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "           b      1.471130e-04  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "           c      1.392819e-06  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "           EJ     6.178914e-11  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0   \n",
       "\n",
       "Flags              51   52   53   54   55   56  \n",
       "Inner loop Label                                \n",
       "0          J      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "           b      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "           c      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "           EJ     0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "1          J      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "...               ...  ...  ...  ...  ...  ...  \n",
       "99         EJ     0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "100        J      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "           b      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "           c      0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "           EJ     0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[404 rows x 57 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tidx = 0\n",
    "Outerloop = 2\n",
    "Self_2[tidx][Outerloop-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5381299d",
   "metadata": {},
   "source": [
    "A instrução **pandas.IndexSlice** pode ser utilizada para trabalhar com os multi-índices das tabelas. A seguir dois exemplos, utilizando a instrução `.loc` com `pd.IndexSlice` do pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5c130097",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cost</th>\n",
       "      <th>grad</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>930519.092716</td>\n",
       "      <td>9477.267655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>877135.410681</td>\n",
       "      <td>8565.718415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>832522.333541</td>\n",
       "      <td>4220.360157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>793054.934454</td>\n",
       "      <td>3872.738698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>768244.236072</td>\n",
       "      <td>3460.390209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>750335.022627</td>\n",
       "      <td>5127.551068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>734242.655911</td>\n",
       "      <td>10965.396593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>725761.538378</td>\n",
       "      <td>8534.895148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>710547.712375</td>\n",
       "      <td>3479.635862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>696992.428013</td>\n",
       "      <td>3664.548215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>684862.048113</td>\n",
       "      <td>7592.423264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>675922.291297</td>\n",
       "      <td>11392.390583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>666882.652400</td>\n",
       "      <td>4210.031060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>655996.549873</td>\n",
       "      <td>2435.306190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>645482.548602</td>\n",
       "      <td>1946.905468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>636014.345237</td>\n",
       "      <td>1754.775296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>628497.433434</td>\n",
       "      <td>1756.416895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>620445.794045</td>\n",
       "      <td>1744.773515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>615185.872538</td>\n",
       "      <td>2302.411598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>612306.063134</td>\n",
       "      <td>1990.053611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>606375.257830</td>\n",
       "      <td>1552.501433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>600923.079693</td>\n",
       "      <td>1939.830346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>596525.712217</td>\n",
       "      <td>6775.850555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>594310.943185</td>\n",
       "      <td>3691.450463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>589815.726110</td>\n",
       "      <td>2472.008351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>585999.599675</td>\n",
       "      <td>3566.190533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>582037.576070</td>\n",
       "      <td>3912.544089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>578882.931470</td>\n",
       "      <td>3903.975548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>576569.301164</td>\n",
       "      <td>5646.969597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>574539.853498</td>\n",
       "      <td>4629.743802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>572046.160119</td>\n",
       "      <td>2241.620780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>568846.590236</td>\n",
       "      <td>1090.052859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>566420.030152</td>\n",
       "      <td>941.572945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>564504.730492</td>\n",
       "      <td>1244.204589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>562934.977163</td>\n",
       "      <td>1428.693621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>561599.891247</td>\n",
       "      <td>2389.623016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>560341.950509</td>\n",
       "      <td>1203.259225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>558569.817220</td>\n",
       "      <td>1328.569487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>557398.766429</td>\n",
       "      <td>3486.323390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>556639.162008</td>\n",
       "      <td>1575.985973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>555167.403290</td>\n",
       "      <td>938.447201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>553767.763393</td>\n",
       "      <td>950.906209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>552541.897624</td>\n",
       "      <td>1043.679987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>551309.625651</td>\n",
       "      <td>1716.847448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>550273.370807</td>\n",
       "      <td>2420.334575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>549450.213375</td>\n",
       "      <td>1710.774267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>548823.823731</td>\n",
       "      <td>3413.033988</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>548245.066673</td>\n",
       "      <td>1353.262711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>547538.533191</td>\n",
       "      <td>1229.540121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>546918.591432</td>\n",
       "      <td>1099.794190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>546163.121390</td>\n",
       "      <td>1441.748365</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             cost          grad\n",
       "0   930519.092716   9477.267655\n",
       "1   877135.410681   8565.718415\n",
       "2   832522.333541   4220.360157\n",
       "3   793054.934454   3872.738698\n",
       "4   768244.236072   3460.390209\n",
       "5   750335.022627   5127.551068\n",
       "6   734242.655911  10965.396593\n",
       "7   725761.538378   8534.895148\n",
       "8   710547.712375   3479.635862\n",
       "9   696992.428013   3664.548215\n",
       "10  684862.048113   7592.423264\n",
       "11  675922.291297  11392.390583\n",
       "12  666882.652400   4210.031060\n",
       "13  655996.549873   2435.306190\n",
       "14  645482.548602   1946.905468\n",
       "15  636014.345237   1754.775296\n",
       "16  628497.433434   1756.416895\n",
       "17  620445.794045   1744.773515\n",
       "18  615185.872538   2302.411598\n",
       "19  612306.063134   1990.053611\n",
       "20  606375.257830   1552.501433\n",
       "21  600923.079693   1939.830346\n",
       "22  596525.712217   6775.850555\n",
       "23  594310.943185   3691.450463\n",
       "24  589815.726110   2472.008351\n",
       "25  585999.599675   3566.190533\n",
       "26  582037.576070   3912.544089\n",
       "27  578882.931470   3903.975548\n",
       "28  576569.301164   5646.969597\n",
       "29  574539.853498   4629.743802\n",
       "30  572046.160119   2241.620780\n",
       "31  568846.590236   1090.052859\n",
       "32  566420.030152    941.572945\n",
       "33  564504.730492   1244.204589\n",
       "34  562934.977163   1428.693621\n",
       "35  561599.891247   2389.623016\n",
       "36  560341.950509   1203.259225\n",
       "37  558569.817220   1328.569487\n",
       "38  557398.766429   3486.323390\n",
       "39  556639.162008   1575.985973\n",
       "40  555167.403290    938.447201\n",
       "41  553767.763393    950.906209\n",
       "42  552541.897624   1043.679987\n",
       "43  551309.625651   1716.847448\n",
       "44  550273.370807   2420.334575\n",
       "45  549450.213375   1710.774267\n",
       "46  548823.823731   3413.033988\n",
       "47  548245.066673   1353.262711\n",
       "48  547538.533191   1229.540121\n",
       "49  546918.591432   1099.794190\n",
       "50  546163.121390   1441.748365"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = pd.IndexSlice\n",
    "tidx = 0\n",
    "Outerloop = 1\n",
    "Self_1[tidx][Outerloop-1].loc[idx[:], idx['cost':'grad']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfd3c40c",
   "metadata": {},
   "source": [
    "Observe que no caso das tabelas do arquivo `Self_2` as linhas tem multiplos índices. Abaixo um exemplo para visualizar apenas os dados da função custo `J`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "12fbf92a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Flags</th>\n",
       "      <th>InnerLoop</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>J</th>\n",
       "      <td>1</td>\n",
       "      <td>49927.644492</td>\n",
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       "      <td>6.524652e-07</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>J</th>\n",
       "      <td>2</td>\n",
       "      <td>50213.055335</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.017776</td>\n",
       "      <td>3.409800e-06</td>\n",
       "      <td>0.001309</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>J</th>\n",
       "      <td>3</td>\n",
       "      <td>50293.962600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.026908</td>\n",
       "      <td>7.963420e-06</td>\n",
       "      <td>0.002820</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>J</th>\n",
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       "      <td>50514.061156</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>2.918372e-05</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <th>J</th>\n",
       "      <td>96</td>\n",
       "      <td>71147.620178</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.334685</td>\n",
       "      <td>4.275282e-03</td>\n",
       "      <td>0.416406</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <th>J</th>\n",
       "      <td>97</td>\n",
       "      <td>71147.182684</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.341900</td>\n",
       "      <td>4.271928e-03</td>\n",
       "      <td>0.415601</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <th>J</th>\n",
       "      <td>98</td>\n",
       "      <td>71153.683058</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.341725</td>\n",
       "      <td>4.268742e-03</td>\n",
       "      <td>0.414936</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <th>J</th>\n",
       "      <td>99</td>\n",
       "      <td>71149.939521</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.330794</td>\n",
       "      <td>4.265449e-03</td>\n",
       "      <td>0.414359</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <th>J</th>\n",
       "      <td>100</td>\n",
       "      <td>71150.627752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.323490</td>\n",
       "      <td>4.262889e-03</td>\n",
       "      <td>0.413977</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 57 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Flags             InnerLoop             1    2         3             4  \\\n",
       "Inner loop Label                                                         \n",
       "0          J              0  48887.173115  0.0  0.000000  0.000000e+00   \n",
       "1          J              1  49927.644492  0.0  0.011001  6.524652e-07   \n",
       "2          J              2  50213.055335  0.0  0.017776  3.409800e-06   \n",
       "3          J              3  50293.962600  0.0  0.026908  7.963420e-06   \n",
       "4          J              4  50514.061156  0.0  0.126847  2.918372e-05   \n",
       "...                     ...           ...  ...       ...           ...   \n",
       "96         J             96  71147.620178  0.0  0.334685  4.275282e-03   \n",
       "97         J             97  71147.182684  0.0  0.341900  4.271928e-03   \n",
       "98         J             98  71153.683058  0.0  0.341725  4.268742e-03   \n",
       "99         J             99  71149.939521  0.0  0.330794  4.265449e-03   \n",
       "100        J            100  71150.627752  0.0  0.323490  4.262889e-03   \n",
       "\n",
       "Flags                    5    6    7    8    9  ...   47   48   49   50   51  \\\n",
       "Inner loop Label                                ...                            \n",
       "0          J      0.000000  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "1          J      0.000284  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "2          J      0.001309  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "3          J      0.002820  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "4          J      0.008593  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "...                    ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...   \n",
       "96         J      0.416406  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "97         J      0.415601  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "98         J      0.414936  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "99         J      0.414359  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "100        J      0.413977  0.0  0.0  0.0  0.0  ...  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "Flags              52   53   54   55   56  \n",
       "Inner loop Label                           \n",
       "0          J      0.0  0.0  0.0  0.0  0.0  \n",
       "1          J      0.0  0.0  0.0  0.0  0.0  \n",
       "2          J      0.0  0.0  0.0  0.0  0.0  \n",
       "3          J      0.0  0.0  0.0  0.0  0.0  \n",
       "4          J      0.0  0.0  0.0  0.0  0.0  \n",
       "...               ...  ...  ...  ...  ...  \n",
       "96         J      0.0  0.0  0.0  0.0  0.0  \n",
       "97         J      0.0  0.0  0.0  0.0  0.0  \n",
       "98         J      0.0  0.0  0.0  0.0  0.0  \n",
       "99         J      0.0  0.0  0.0  0.0  0.0  \n",
       "100        J      0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[101 rows x 57 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = pd.IndexSlice\n",
    "tidx = 0\n",
    "Outerloop = 2\n",
    "Self_2[tidx][Outerloop-1].loc[idx[:,idx['J']], idx[:]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31aaa1e5",
   "metadata": {},
   "source": [
    "Mais um exemplo, restringindo também as colunas para as Flags `'25'` e `'26'` (EXP19), das observações GPS e radiância respectivamente.\n",
    "\n",
    "**Obs.:** Os números de identificação das flags são do tipo string."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "117db0b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Flags</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Inner loop</th>\n",
       "      <th>Label</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th>J</th>\n",
       "      <td>21.337406</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <th>J</th>\n",
       "      <td>20.797427</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <th>J</th>\n",
       "      <td>20.130705</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <th>J</th>\n",
       "      <td>19.523332</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <th>J</th>\n",
       "      <td>18.002625</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <th>J</th>\n",
       "      <td>3.777408</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <th>J</th>\n",
       "      <td>3.771795</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <th>J</th>\n",
       "      <td>3.768485</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <th>J</th>\n",
       "      <td>3.767303</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <th>J</th>\n",
       "      <td>3.768243</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Flags                    25   26\n",
       "Inner loop Label                \n",
       "0          J      21.337406  0.0\n",
       "1          J      20.797427  0.0\n",
       "2          J      20.130705  0.0\n",
       "3          J      19.523332  0.0\n",
       "4          J      18.002625  0.0\n",
       "...                     ...  ...\n",
       "96         J       3.777408  0.0\n",
       "97         J       3.771795  0.0\n",
       "98         J       3.768485  0.0\n",
       "99         J       3.767303  0.0\n",
       "100        J       3.768243  0.0\n",
       "\n",
       "[101 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx = pd.IndexSlice\n",
    "tidx = 0\n",
    "Outerloop = 2\n",
    "Self_2[tidx][Outerloop-1].loc[idx[:,idx['J']], idx['25':'26']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54461e30",
   "metadata": {},
   "source": [
    "## Plote fort.220\n",
    "\n",
    "A seguir são apresentadas algumas funções elaboradas na classe **plot_diag** do readDiag para visualização e análise das informações presentes no arquivo **fort.220**."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2df5cd1b",
   "metadata": {},
   "source": [
    "1. `fort220_plot(self, dateIni=None, dateFin=None, nHour=\"06\", Label=None, Flag=None, cost_gradient=False, vmin=None, vmax=None, Clean=None, **kwargs)` pode ser utilizada para visualizar as variáveis das colunas dos dataframes `Self_1` ou `Self_2` em função dos *inner loops*. Para cada data-hora é elaborado um plote com as curvas do 1º e 2º *outer loops*. \n",
    "\n",
    "No primeiro exemplo é utilizado o dataframe `Self_1` para visualizar a função custo total (`cost`) em relação aos *inner loops*. Observe que neste caso é necessário atribuir `True` ao termo `cost_gradient` e fazer `Flag=None`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5f12635b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hIUH08fERY2NjpW0HDx4UfX19xRs3boiiKIqbN28WO3fuLBYVFUltPv74Y/HJJ5+Unk+dOlWcMGGCQd/PPfec+P7774uiKIo6nU7s1q2buGHDBml/Tk6O6OfnJ+7cubOS75yIiIio6mS1QHFJSQm0Wm2Zm/Gam5vj5MmT0vN///0XISEhsLOzw+OPP4433ngDjo6OAIDo6GjY2dnB399fat+1a1coFArExsaib9++iImJQXBwsMH9AUNDQ7F+/XpkZ2fD3t4eMTExGDNmjEEcoaGh2Lt3LwD9IpLp6eno2rWrtN/W1hYdOnRAdHQ0wsPDy32PWq0Ot27llbuPjMvR0Zq5kSnmRr6YG/libuTLxcW2xvqWVWFnY2ODoKAgfPHFF2jZsiVcXFywc+dOxMTEoFmzZgD0p2H79u0LT09PXL16FcuWLcPLL7+MLVu2QKlUQqVSwcnJyaBfExMT2NvbIz09HQCgUqng6elp0MbFxUXaZ29vD5VKJW0r5ezsDJVKBQBSX87OzvdtUx6lUlGjCaWqYW7ki7mRL+ZGvpibhkdWhR2gv73IrFmz0L17dyiVSrRr1w7h4eE4c+YMABiMhJVOnujTp480ilcXZGTkgvf7kBdBAJydbZkbGWJu5Iu5kS/mRr5Kc1NTZFfYNWvWDN9++y3y8/OhVqvh5uaGN954w+B+e3dr2rQpHB0dcfnyZYSEhMDFxQWZmZkGbUpKSpCdnQ1XV1cA+tG5e0fVSp+XjtKV1yYjI0PaX9pXRkYG3NzcDNo87D5+ogh+o8kUcyNfzI18MTfyxdw0PLKbFVvKysoKbm5uyM7OxpEjR9C7d+9y2924cQNZWVlSoRUUFIScnBzExcVJbaKioqDT6RAQEAAACAwMxPHjx6HRaKQ2kZGR8PLygr29vdQmKirK4FiRkZEIDAwEAHh6esLV1RVHjx6V9qvVapw6dQpBQUFV/wCIiIiIKkl2hd3hw4dx6NAhXL16FX///TdGjx6Nli1bYvDgwcjLy8NHH32EmJgYpKSk4OjRo5g0aRKaN2+OsLAwAIC3tzfCwsLw/vvvIzY2FidOnMDChQsRHh4Od3d3AMDAgQNhamqK9957DxcvXsTu3buxceNGjB07Vopj9OjROHz4ML766iskJiZi1apViIuLw8iRIwEAgiBg9OjRWLNmDf766y+cP38eM2fOhJubG/r06VP7HxwRERE1eIIoymuQdvfu3Vi2bBlu3LgBBwcH9OvXD9OmTYOtrS0KCwsxefJknD17Frm5uXBzc0O3bt0wdepUg4kOWVlZWLhwIfbt2weFQoF+/fph9uzZsLa2ltrEx8djwYIFOH36NBwdHTFy5EhMmDDBIJY9e/Zg+fLlSE1NRYsWLfDWW2+hR48e0n5RFLFy5Ups3boVOTk56NSpE+bOnQsvL68HvkeVitc8yI0g6C8yZm7kh7mRr4aYG51Oi5KSEgDyf8OcFWsMAkxMTKBQKO/fQqjZSS2yK+wagob0Q7CuaIi/oOoK5ka+GlJuRFFEZuZN5OVlGzsUqgOsre3h5OQGQRDK7Kvpwk52kyeIiIjkprSoc3Bwgbm5Zbm/sIlEUURRUQGysvSTL52d3Ws9BhZ2RERED6DTaaWizs7O6eEvoAbN3NwSAJCVpUJxsQ6NGzeu1ePLbvIEERGRnOivqbvzC5voYUq/Vo4cOYCrV6/U6rFZ2BERET2Q/gJCnn6liir9WiksLMC+fXuRl6eutWOzsCMiIiKqAQ4OTlCrc5GTk1Nrx2RhR0RERPXCBx/Mw7vvTjd2GBKFQgGtViedzq8NnDxBRERUD8XEnMR3323C+fPnkJGhwuLFn6B79ycM2nz99QYcOLAPSqUSzZo1x1tvvQsrK+vyO6wGU6ZMQOvWvpg6VT7FV33DETsiIqJ6qKCgAK1atcabb75d7v5//jmKv/8+hHXrIvDll5tgb2+PTZu+rt0gH9HdtwQlQxyxq2XqotobjiUiooYrJKQbQkK63Xd/YuJFBAUFw9zcHADQpUsItm378b7tb9y4geXLl+LEiWMQBAW6dAnBtGlvwcnJGYD+NKhanYslSz6VXrNixae4ePE8Vq/+Lz74YB5iYk4iJuYkfvzxewDAjz9uR+PGHrh0KQGff74SsbHRsLCwxGOPdcFrr02Hg4MDAP1IX8uW3lAqTfC//+1Gy5atsGrVuod+BsXFxfjiixXYu/d/yM/Pg69vW7z++pto27a91CY6+gS++GIFEhIuws7ODv37P4WXX54IExMTg2MDwB9/7IaJiQmefXYoxo9/VZYTajhiV8ue+PgACjVaY4dBRERVJIoiCjTaWntU942ivL1b48SJYygqKgQAREb+DW/v1uW21el0ePfdN5GTk4NVq/6Lzz77HNeupWLOnHcrfLypU2fAzy8AAwcOwm+//Y7ffvsdbm7uyM3NxeuvT4SPjy82bNiETz9diczMTMyZ847B6/fs2QVTUxOsWfMl3nqrYsf94ouVOHBgH957bx6+/PJbeHo2xZtvvoacHP0dRNLTb+Ktt6aiTZv2+Prr7zF9+rvYtes3fPPNl2WOrVSaYP36bzB16gxs2bIZO3b8WuH3Xps4YlfLVOoiXLlVgNauNsYOhYiIHpEoihj/wynEXqu92Y4dPOywfniHahsl6tIlBOfOncHLL78EhUKJ5s2b49VXJ5fb9sSJf3HpUiK2bv0N7u6NAACzZ8/HqFHDcO7cGYMRsPuxsbGBiYkJLCws4Ox85/7uP/+8BT4+vnjllTvHfvfdORg8OBxXrlxGs2bNAQBNmzbFpElTK/z+CgoK8OuvP2HWrHnSyOXbb8/GsWMDsXPnb3jhhdHYtu1HuLm54803Z0IQBDRv3gIqVTrWrFmFsWNfhkKhH/9yd3fH66+/CUEQ0KxZCyQmJmDr1u/w9NODKhxPbWFhZwSp2YUs7IiI6jj5nYSrvDFjxmPMmPEPbZecnAw3N3epqAMAL6+WsLGxRXJyUoUKu/tJSLiIkyePo2/fsDL7UlNTpMLO17dtpfpNTU1BSUkJAgI6SNtMTEzQtm17JCcnAQAuX06Gn1+AQbHs798BBQX5uHnzJho10r/fdu38DNr4+fnjhx++hVarhVKprFRcNY2FnRGkZBUYOwQiIqoCQRCwfngHFJboau2YFiaKar2m6+LFC5g71/CU5rBhI/Dss0MfqT9BEMqcLq7IMh8FBQXo1i0MEye+Xmbf3SN7Fha880dFsLAzgpSsQmOHQEREVSQIAixN5TVaUxmtW/vgu+9+rlDbFi1a4ObNNKSl3ZBG7ZKSLkGtzoWXV0sAgIODI5KSEg1el5BwHkrlnVLD1NQUOp3hdeY+Pr44eHAfGjVqLE1YqA5NmnjC1NQUsbGn0KiR/n6tJSUliI8/i+eeGwEAaN68BQ4e3AdRFKWi+fTpU7Cysoabm5vU19mzZwz6PnMmDk2bNpPdaB3AyRNGwRE7IiKqafn5+bh48TwuXjwPALh+PRUXL57HjRs3Kt1XcHAXtGzpjQUL3sf58/E4ezYOixbNRWBgR7Rp0w4A0KlTZ8THn8OePTtx9eoVfPnlOly6ZFjoNWrkgbNn43D9+jVkZWVBp9NhyJBhyMnJwbx57+HcuTNITU3BP/8cxeLF86HVPvpkQ0tLSzz77FB88cUKREVFIinpEj76aBEKCwvx1FPPAAAGD34ON2+m4bPPluLy5WQcPnwAX321Ds8//4J0fR0ApKXdwKpVy3DlSjL+/PN3/PzzFgwdOvyRY6tJHLEzAo7YERFRTYuPP4vXX39Ver5q1WcAgAEDnsJ7782rVF+CIGDJkmVYvnwppkx52WC5k1JduoRgzJjxWLNmFYqLixAe/jT69w9HYmKC1GbEiJH44IN5GDnyORQVFUnLnaxZ8yXWrFmFadOmQKMpRqNGjdGlS4hBcfUoXn11CkRRh0WL5iA/Px++vm2xbNkq2NnZAQBcXd3w8ccr8MUXKzBmzAjY2dkhPPwZvPTSOIN++vcPR1FRkTTRZOjQ4XjmmcFViq2mCGJ1z5+mB2rxzi4oBeDI1FCYKDlgKheCALi42EKlygW/I+SFuZGvhpKb4uJC3LhxBY0aNYOZmYWxw6Fa9ih3yyj9mjl9Oh6JiYkYNGgImjZtBuDO901NYWVRy8xNFNCKwI3cImOHQkRERPUMC7ta1tTJCgCQytOxREREVM14jV0ta+5khYSbaqRkF6ALHI0dDhERET3A6tX/NXYIlcIRu1rWzFk/YscJFERERFTdWNjVsmZOpYUdlzwhIiKi6sXCrpY1vz1il5rNETsiIiKqXizsalkzJ2sA+skTXGmGiIiIqhMLu1rW1MkSAoB8jRa3CjTGDoeIiIjqERZ2tczcRAk3W3MAnEBBRERE1YuFnRE0sdevXM4JFERERNVnypQJWLHiU2OHYVRcx84IPB0scDIlm4sUExFRjdm0KQIHD+7H5cvJMDc3h79/ACZOfA3NmrUAAGi1Wqxc+SlOnz4FAPDzC8DUqTOgVCprLKahQwdi2LARGDbshRo7RkPHETsj8HSwBACkZnPEjoiIakZ09EkMHvwc1q2LwGeffY6SkhJMmzYFBQX63z07dvyKmzfTsGHDJmzYsAnp6enYufM3I0ddMRoNr1G/H47YGYGnQ+mpWI7YERFRzVi2bJXB81mz5mHgwL44f/4cAgM7IjExAY89FgKFQj/G07lzFyQkXLxvf4mJCVix4hPExZ2GhYUFevTohddemwYrK/0yXlOmTEDr1r6YOnW69Jp3350OGxtbvPfePEyZMgE3blzHypXLsHLlMgDAkSPHAQCnTsVg3brViI8/BwcHB3Tv/gReeWUKLC31AyFDhw7EU089g6tXr+Dw4YPo0aMn3ntv3kM/g5ycHKxY8Qn+/vswNJpiBAZ2whtvzEDTps2kNgcO/IUNG9YhNfUqnJ1dMGTI8xgxYqS0v/TYSUmX8Pffh2BjY4tRo8ZiyJBhDz2+MXDEzghKR+xSuJYdEVHdpsm//6OksBJtCx7etory8tQAADs7OwCAt3crREX9Da1WC61Wi3/+iYS3d6tyX1tQUIA335wCW1tbbNjwDRYu/BDHj/+Lzz5bWuHjL178Mdzc3DF+/Kv47bff8dtvvwMAUlNTMGPGa3jiiV745pvvMX/+YsTGxpTp+/vvN6FVKx9ERGzGmDHjK3jMeTh//hw++mgZ1q6NgCiKeOutqSgpKQEAxMefw5w576JPn3745psf8H//NwEbNqzB7t07DPr57jv9sb/6ajNGjnwJK1d+imPHoir83msTR+yMoHTyREZeMQo0Wlia1tz1DEREVHNc/+tz331FzXsh56mN0nOXrzpAuLeAu63Y43FkD/pJeu688XEoCjMN2qRPTnnkOHU6HVau/BT+/h3QsqW+eBs48FkkJSXi//7vRQCAv38gnnrqmXJf/+efv6O4uBizZy+QRtHefPMtvP32m5g48TU4OTk/NAY7O3soFApYWVnB2dlF2r5pUwT69u0vXXfXtGkzTJ36Fl57bQKmT38H5ub6lSQ6duxsMJL2MFevXsGRI4ewZs2X8PfvAACYO3chBg8Ox6FDB9CrVx9s2bIZnTp1lgrFZs2aIzn5Er77bhP+85+BUl/+/h0watQYqc3p06ewZct36Nz58QrHU1tY2BmBvaUpbM1NkFtUgtSsQrRytTZ2SEREVI8tW/YRLl1KxBdfbJC2KZVKTJs2s0Kvv3w5Ca1atZaKOkBfCOp0Oly5crlChd39JCRcRGLiRfz55+/SNlEUodPpcP36NbRo4QUAaNOmbaX6vXw5CUqlEu3a+Unb7O0d0KxZc1y+nCS1CQ3tYfA6f/8O2Lr1e2i1WmkiiZ+fv0Gb9u0D8OOP31cqntrCws5IPB0scC5NjdTsAhZ2RER1VPqEC/ffKRhe7aT6v1MPaCsYPM0YXX2n+ZYt+wiRkUewevV/4ebmLm0/evQIVq36zKDtpElTERra/ZGOo1AoytxRqfSU54MUFOTjmWcGY+jQ4WX2ubs3kv5/d1FJ98fCzkia2FviXJqaEyiIiOoyUyvjt70PURTx2WdLcejQAaxatQ4eHk0M9oeEhCIkJLRCfTVv7oXdu3eioKBAKrBOn46BQqFAs2bNAQAODo7IyFBJr9Fqtbh0KREdOwZL20xMTKHV6gz69vFpg6SkJHh6Nn2k9/mgmLVaLc6ejZNOxWZnZ+HKlcvSKGDz5l7Sci+lTp8+haZNmxks+3LmzGmDNmfOnEbz5i2qNd7qwskTRnJnZiyXPCEiour36acf4X//24O5cxfBysoKGRkqZGSoUFRU+QGFfv0GwMzMDB98MBeXLiXg5Mnj+Oyzj/Hkk/+RTsN27BiMo0ePIDLyCC5fTsYnn3wItTrXoJ/GjRvj1KmTSE+/iaysLADAiy++hLi4U1i27CNcvHj+9szXA1i27KMqvf+mTZshLKwHPvroA5w6FYOLFy9gwYI5cHV1Q1jYEwCA4cNH4sSJY/j66w24cuUy9uzZiZ9/3ooRI0YZ9HX69Cls3vwNrly5jJ9/3ooDB/7Cc8+NqFJ8NYUjdkYi3X2CM2OJiKgG/PqrfjLGa6+9YrB91qy5BhMDKsLCwgLLlq3GihWfYPz4lwyWOyn11FPPICHhIhYtmgulUolhw14wGK0DgHHjXsXHHy/G888/i+LiYhw5chytWrXG6tX/xX//+wUmTXoZgAgPD0/07t330d74Xd59dy5WrPgEb7/9BjQaDTp06IiPP14BExN9+ePr2wYLFizBhg3r8PXXG+Ds7IJx414t8/kMHz4S8fHnEBGxHtbW1pgyZRq6dAmpcnw1QRDvPSFuZGq1GitWrMDevXuRkZGBdu3aYdasWQgICACgH1peuXIlfvzxR+Tk5KBjx46YN28eWrRoIfWRlZWFhQsXYv/+/VAoFOjXrx/ee+89WFvfuZYtPj4eCxYswOnTp+Hk5ISRI0fi5ZdfNohlz549WLFiBVJTU9GiRQvMmDEDPXrcuciyIrGUR6XKxbHLWZj4YyyaOlhg27jHqv7BUZUIAuDiYguVKhfy+o4g5ka+GkpuiosLcePGFTRq1AxmZhbGDodq2aPcLaP0a+b06XgkJiZi0KAh0tp5pd83NUV2p2Jnz56NyMhILF26FDt27EC3bt0wduxYpKWlAQDWr1+PTZs2Yd68edi6dSssLS0xbtw4FBUVSX3MmDEDCQkJiIiIwNq1a3H8+HHMmTNH2q9WqzFu3Dh4eHhg27ZtmDlzJlavXo0tW7ZIbU6ePInp06dj6NCh+PXXX9G7d29MnjwZFy7cuVC2IrHcT+mp2Gs5RdDq6vFPRCIiIqo1sirsCgsL8b///Q9vvfUWOnfujObNm+O1115D8+bN8d1330EURWzcuBETJ05Enz590KZNGyxduhQ3b97E3r17AQCJiYk4fPgwFi1ahA4dOiA4OBizZ8/Grl27pOJw+/bt0Gg0WLx4MVq3bo3w8HCMGjUKERERUiwbN25EWFgYxo8fD29vb7zxxhto164dvv32WwCoUCwP4mpjDlOlAK1ORFruwwtBIiIiooeRVWFXUlICrVYrLUZYytzcHCdPnkRKSgrS09PRtWtXaZ+trS06dOiA6OhoAEB0dDTs7Ozg739nzZmuXbtCoVAgNjYWABATE4Pg4GCYmZlJbUJDQ5GUlITs7GypTUiI4fnz0NBQxMTEAECFYnkQpUKAhx0nUBAREcnZTz/tqNRpWGOT1eQJGxsbBAUF4YsvvkDLli3h4uKCnTt3IiYmBs2aNUN6ejoAwNnZcCFEZ2dnqFT6KdYqlQpOTk4G+01MTGBvby+9XqVSwdPT06CNi4uLtM/e3h4qlUraVt5xKhLL/ZQuV9TEwQKXbxUgNbvw3iWMqJaVfv7Mg/wwN/LF3BA9mCAYPkq31SRZFXYAsHTpUsyaNQvdu3e/vWJ0O4SHh+PMmTPGDq3aODvrL5ps3cgOkUm3kFGsrdELKaniSnND8sPcyFd9z01+vhI3bhg7CqqLzM1NYGZmAkdH61r7PS+7wq5Zs2b49ttvkZ+fD7VaDTc3N7zxxhto2rQpXF1dAQAZGRlwc3OTXpORkYE2bdoA0I+8ZWYa3l+vpKQE2dnZ0utdXFzKjKqVPi8dpSuvTUZGhrS/IrHcT0aGfgaZs4V+8cOL13KgUuU+8DVUswRB/8upNDckH8yNfDWU3BQX66+D1nGiG1VQ6ddKYaEGxcUluHUrDzY2+t/zpd83NUV2hV0pKysrWFlZITs7G0eOHMFbb70FT09PuLq64ujRo2jbVn/POLVajVOnTmHECP1CgUFBQcjJyUFcXBz8/PT3h4uKioJOp5OWTAkMDMTy5cuh0WhgamoKAIiMjISXlxfs7e2lNlFRURgzZowUU2RkJAIDAwGgQrHcjyjqH03s9at3p2YX1usfinVJaW5Ifpgb+arvuTExMYUgCMjIuA4HBxfpOdG9RFFESYkGt26lQ6vVoaCgSPr+qK3vEdkVdocPH4YoivDy8sKVK1ewdOlStGzZEoMHD4YgCBg9ejTWrFmD5s2bw9PTEytWrICbmxv69OkDAPD29kZYWBjef/99zJ8/HxqNBgsXLkR4eDjc3fX3yBs4cCA+//xzvPfee3j55Zdx8eJFbNy4Ee+++64Ux+jRozFq1Ch89dVX6NGjB3bv3o24uDgsWLAAACoUy8PcffcJURT5g4KISIYEQYHGjZsjIyMNGRk8J0sPl5urRlLSVWi1WigUCoPbk9U02RV2ubm5WLZsGW7cuAEHBwf069cP06ZNk0bWXn75ZRQUFGDOnDnIyclBp06dsGHDBoOZtJ988gkWLlyIl156SVqgePbs2dJ+W1tbfPnll1iwYAEGDx4MR0dHTJo0Cc8//7zUpmPHjvjkk0+wfPlyLFu2DC1atMDnn38OHx8fqU1FYnmQ0lmxecVaZBeUwMHKtEqfHRER1QwTEzO4uXni0KEDSEy8ADe3RrX6y7qyBAGwsDBFYaGmXo+myo1+xK4EGk0JACAr6xYsLS1hbW1TazHI7s4TDcHdq7T/Z10U0tXF+HJEIAI87IwbWAPWUFbQr4uYG/lqiLnJzs7Gn3/+jitXLsPMzFzWZ1rMzU1QVFRi7DAaLI1GAwsLC3Tv/gTatWsvba/pO0/IbsSuofF2tka6uhgJ6WoWdkREMmdvb4++ffsjPv4ssrOzodVqjR1SuQQBsLa2QF4er+E2Fmtra3h4eKBVK5+HN65GLOyMzMfNBlGXb+H8zTxjh0JERBVgb28v2xvAl2qIo6mkJ6s7TzREvm7WAIDzN9VGjoSIiIjqOhZ2Rubrpr+gMkGVhxKukURERERVwMLOyJo6WsLSVIGiEh0uZ+YbOxwiIiKqw1jYGZlCENDaVT9qdyGdp2OJiIjo0bGwk4HS07Hn0ziBgoiIiB4dCzsZkCZQcMSOiIiIqoCFnQyUjthduKkG14smIiKiR8XCTgZaOltDqRCQU1iCG7lFxg6HiIiI6igWdjJgZqJAS2crAMD5NJ6OJSIiokfDwk4mfNw4M5aIiIiqhoWdTEgzY3lrMSIiInpELOxkgrcWIyIioqpiYScTPrcXKU7LLUJWgcbI0RAREVFdxMJOJmzMTeDpYAGAo3ZERET0aFjYycjd69kRERERVRYLOxkpPR3LETsiIiJ6FCzsZOTOiB1nxhIREVHlsbCTkdKZsZdv5aNQozVyNERERFTXsLCTERcbczhZmUInAhfTOWpHRERElcPCTmbuLFTM6+yIiIiocljYyQwLOyIiInpULOxkRppAwVOxREREVEks7GTG53Zhl6jKQ4lONHI0REREVJewsJMZTwcLWJspUVSiQ3JmvrHDISIiojqEhZ3MKAQBrV31y57wDhRERERUGSzsZIgLFRMREdGjYGEnQ9KIXTpH7IiIiKjiWNjJkI80YqeGKHICBREREVUMCzsZaulsDaUAZBeWIF1dbOxwiIiIqI5gYSdD5iYKNHeyAsDTsURERFRxLOxkyocTKIiIiKiSWNjJlM/tCRQXOWJHREREFcTCTqZ8XHlrMSIiIqocFnYy1dpNP2J39VYB8opLjBwNERER1QUs7GTKycoMrjZmEAEkcNSOiIiIKkB2hZ1Wq8Xy5cvRq1cvBAQEoE+fPvj8888N1nN755134Ovra/AYN26cQT9ZWVmYPn06OnbsiODgYMyaNQt5eYYFUnx8PF544QX4+/ujR48eWL9+fZl49uzZg/79+8Pf3x8DBw7EwYMHDfaLoogVK1YgNDQUAQEBGDNmDJKTk6vls2gtXWfHwo6IiIgeTnaF3fr16/H9999jzpw52L17N2bMmIENGzZg06ZNBu3CwsJw5MgR6bFs2TKD/TNmzEBCQgIiIiKwdu1aHD9+HHPmzJH2q9VqjBs3Dh4eHti2bRtmzpyJ1atXY8uWLVKbkydPYvr06Rg6dCh+/fVX9O7dG5MnT8aFCxcM4t20aRPmzZuHrVu3wtLSEuPGjUNRUVGVP4s719lxAgURERE9nOwKu+joaPTu3RtPPPEEPD090b9/f4SGhiI2NtagnZmZGVxdXaWHvb29tC8xMRGHDx/GokWL0KFDBwQHB2P27NnYtWsX0tLSAADbt2+HRqPB4sWL0bp1a4SHh2PUqFGIiIiQ+tm4cSPCwsIwfvx4eHt744033kC7du3w7bffAtCP1m3cuBETJ05Enz590KZNGyxduhQ3b97E3r17q/xZcMkTIiIiqgzZFXZBQUGIiopCUlISAP3p0hMnTqB79+4G7f7991+EhITgySefxNy5c3Hr1i1pX3R0NOzs7ODv7y9t69q1KxQKhVQgxsTEIDg4GGZmZlKb0NBQJCUlITs7W2oTEhJicNzQ0FDExMQAAFJSUpCeno6uXbtK+21tbdGhQwdER0dX+bMoPRWboMqDVsdbixEREdGDmRg7gHtNmDABarUaAwYMgFKphFarxbRp0/D0009LbcLCwtC3b194enri6tWrWLZsGV5++WVs2bIFSqUSKpUKTk5OBv2amJjA3t4e6enpAACVSgVPT0+DNi4uLtI+e3t7qFQqaVspZ2dnqFQqAJD6cnZ2vm+b8ghCxT6LZo6WsDBRoLBEh5SsArRwtqrYC6nSSnNS0dxQ7WFu5Iu5kS/mRr5qOieyK+z27NmDHTt24NNPP0WrVq1w7tw5LFmyBG5ubhg0aBAAIDw8XGpfOnmiT58+0iie3Dk721a4bVsPO0RfycK1Qi2CXSr+Ono0lckN1S7mRr6YG/libhoe2RV2S5cuxYQJE6TizdfXF9euXcO6deukwu5eTZs2haOjIy5fvoyQkBC4uLggMzPToE1JSQmys7Ph6uoKQD86d++oWunz0lG68tpkZGRI+0v7ysjIgJubm0GbNm3a3Pc9ZmTkQqzgmVUvR0tEX8nCyUQVujbhN2hNEQT9D8DK5IZqB3MjX8yNfDE38lWam5oiu8KusLAQwj3jlEql0mC5k3vduHEDWVlZUqEVFBSEnJwcxMXFwc/PDwAQFRUFnU6HgIAAAEBgYCCWL18OjUYDU1NTAEBkZCS8vLykiRiBgYGIiorCmDFjpGNFRkYiMDAQAODp6QlXV1ccPXoUbdu2BaCfbXvq1CmMGDHivvGKIir8jVZ6a7HzN9X85qwFlckN1S7mRr6YG/libhoe2U2e6NmzJ9auXYsDBw4gJSUFf/75JyIiItCnTx8AQF5eHj766CPExMQgJSUFR48exaRJk9C8eXOEhYUBALy9vREWFob3338fsbGxOHHiBBYuXIjw8HC4u7sDAAYOHAhTU1O89957uHjxInbv3o2NGzdi7NixUiyjR4/G4cOH8dVXXyExMRGrVq1CXFwcRo4cCQAQBAGjR4/GmjVr8Ndff+H8+fOYOXMm3NzcpHirircWIyIioooSxAcNhRmBWq3GihUrsHfvXukUZ3h4OCZPngwzMzMUFhZi8uTJOHv2LHJzc+Hm5oZu3bph6tSpBhMdsrKysHDhQuzbtw8KhQL9+vXD7NmzYW1tLbWJj4/HggULcPr0aTg6OmLkyJGYMGGCQTx79uzB8uXLkZqaihYtWuCtt95Cjx49pP2iKGLlypXYunUrcnJy0KlTJ8ydOxdeXl73fY8qVcWHxgs0WvRY+TdEAL+/+jicrc0e+hqqPEEAXFxsK5Ubqh3MjXwxN/LF3MhXaW5qrH+5FXYNQWW/0YZ8dQxXbhVg1RA/PN7C6eEvoErjD0H5Ym7ki7mRL+ZGvmq6sJPdqVgqSzody4WKiYiI6AFY2NUBPm7608e8tRgRERE9CAu7OoATKIiIiKgiWNjVAaUjdpcz81Go0Ro5GiIiIpIrFnZ1gIu1GRwsTaETgcSMfGOHQ0RERDLFwq4OEARBWqj44k1eZ0dERETlY2FXR/i46a+zi2dhR0RERPfBwq6OaOuuL+zO3sg1ciREREQkVyzs6oh2jfSLGV5Mz0Nxic7I0RAREZEcsbCrI5rYW8DewgQlOhEXuZ4dERERlYOFXR0hCII0anfmBgs7IiIiKouFXR1SWtidTeN1dkRERFQWC7s6RCrsOIGCiIiIysHCrg4pLeySM/KRV1xi5GiIiIhIbljY1SEu1mZwszGDCCA+jdfZERERkSEWdnUMT8cSERHR/bCwq2PuFHYcsSMiIiJDLOzqmPacGUtERET3wcKujmnrri/srmUXIitfY+RoiIiISE5Y2NUxthYmaOZoCQA4w1E7IiIiugsLuzqIEyiIiIioPCzs6iAWdkRERFQeFnZ1UDt3GwD6wk4URSNHQ0RERHLBwq4O8nWzgVIAMvM1SMstMnY4REREJBMs7OogC1MlWrpYAwDO8g4UREREdBsLuzqK19kRERHRvVjY1VHtWdgRERHRPVjY1VGlI3bn0nKh4wQKIiIiAgu7Osvb2QrmJgqoi7S4eqvA2OEQERGRDLCwq6NMlAr4uN5e9oR3oCAiIiKwsKvT2jUqXc+OM2OJiIiIhV2dxpmxREREdDcWdnVYaWF3/qYaJVqdkaMhIiIiY2NhV4c1c7SEtZkSRSU6JGbkGzscIiIiMjIWdnWYQhDQlqdjiYiI6DYWdnUcFyomIiKiUizs6jhOoCAiIqJSsivstFotli9fjl69eiEgIAB9+vTB559/DvGuuyuIoogVK1YgNDQUAQEBGDNmDJKTkw36ycrKwvTp09GxY0cEBwdj1qxZyMvLM2gTHx+PF154Af7+/ujRowfWr19fJp49e/agf//+8Pf3x8CBA3Hw4EGD/RWJpSa1c9cveZKoykOhRltrxyUiIiL5kV1ht379enz//feYM2cOdu/ejRkzZmDDhg3YtGmTQZtNmzZh3rx52Lp1KywtLTFu3DgUFRVJbWbMmIGEhARERERg7dq1OH78OObMmSPtV6vVGDduHDw8PLBt2zbMnDkTq1evxpYtW6Q2J0+exPTp0zF06FD8+uuv6N27NyZPnowLFy5UKpaa5G5rDicrU2hF4EJ63sNfQERERPWW7Aq76Oho9O7dG0888QQ8PT3Rv39/hIaGIjY2FoB+hGzjxo2YOHEi+vTpgzZt2mDp0qW4efMm9u7dCwBITEzE4cOHsWjRInTo0AHBwcGYPXs2du3ahbS0NADA9u3bodFosHjxYrRu3Rrh4eEYNWoUIiIipFg2btyIsLAwjB8/Ht7e3njjjTfQrl07fPvttxWOpaYJgsDTsURERARAhoVdUFAQoqKikJSUBEB/uvTEiRPo3r07ACAlJQXp6eno2rWr9BpbW1t06NAB0dHRAPTFoZ2dHfz9/aU2Xbt2hUKhkArEmJgYBAcHw8zMTGoTGhqKpKQkZGdnS21CQkIM4gsNDUVMTEyFY6kNLOyIiIgIAEyMHcC9JkyYALVajQEDBkCpVEKr1WLatGl4+umnAQDp6ekAAGdnZ4PXOTs7Q6VSAQBUKhWcnJwM9puYmMDe3l56vUqlgqenp0EbFxcXaZ+9vT1UKpW0rbzjVCSW8gjCQz6ESpJmxqblVnvfDUXp58bPT36YG/libuSLuZGvms6J7Aq7PXv2YMeOHfj000/RqlUrnDt3DkuWLIGbmxsGDRpk7PCqhbOzbbX2F2ZpDmyLw+XMApjZWMDOwrRa+29Iqjs3VH2YG/libuSLuWl4ZFfYLV26FBMmTEB4eDgAwNfXF9euXcO6deswaNAguLq6AgAyMjLg5uYmvS4jIwNt2rQBoB95y8zMNOi3pKQE2dnZ0utdXFzKjKqVPi8dpSuvTUZGhrS/IrGUJyMjF3dN8q0WHnbmuJZThCNnruOx5o7V23kDIAj6H4A1kRuqGuZGvpgb+WJu5Ks0NzVFdtfYFRYWQrhnnFKpVErLnXh6esLV1RVHjx6V9qvVapw6dQpBQUEA9Nfp5eTkIC4uTmoTFRUFnU6HgIAAAEBgYCCOHz8OjUYjtYmMjISXlxfs7e2lNlFRUQaxREZGIjAwsMKxlEcUq/9Rep3dmeu5NdJ/Q3jUVG74YG7q84O5ke+DuZHvoybJrrDr2bMn1q5diwMHDiAlJQV//vknIiIi0KdPHwD6WaCjR4/GmjVr8Ndff+H8+fOYOXMm3NzcpDbe3t4ICwvD+++/j9jYWJw4cQILFy5EeHg43N3dAQADBw6Eqakp3nvvPVy8eBG7d+/Gxo0bMXbsWCmW0aNH4/Dhw/jqq6+QmJiIVatWIS4uDiNHjqxwLLVFmkCRpq7V4xIREZF8CKJY07Vj5ajVaqxYsQJ79+6VTnGGh4dj8uTJ0gxWURSxcuVKbN26FTk5OejUqRPmzp0LLy8vqZ+srCwsXLgQ+/btg0KhQL9+/TB79mxYW1tLbeLj47FgwQKcPn0ajo6OGDlyJCZMmGAQz549e7B8+XKkpqaiRYsWeOutt9CjRw9pf0ViuZdKVf1D4yeuZuHVrbFwtzXHzgldqrfzBkAQABcX2xrJDVUNcyNfzI18MTfyVZqbGutfboVdQ1AT32h5xSXouSoSIoDfX30cztZmD30N3cEfgvLF3MgXcyNfzI181XRhJ7tTsfRorM1M0MLZCgDXsyMiImqoWNjVI1yomIiIqGFjYVePtHO/s1AxERERNTws7OqR9o1sAABnb6jBSyeJiIgaHhZ29UhrVxuYKARkFWhwPafI2OEQERFRLWNhV4+YmSjQ2lW/nAuvsyMiImp4WNjVM5xAQURE1HCxsKtnSgu7OBZ2REREDQ4Lu3omqIk9ACD2Wg5yC0uMHA0RERHVJhZ29UxTR0t4OVtBqxPxd1KmscMhIiKiWsTCrh56opUzAOBggsrIkRAREVFtYmFXD/Vo5QIAiEy6haISnZGjISIiotrCwq4eautuAzcbM+RrtDh+JcvY4RAREVEtYWFXDykEAd299adjD/B0LBERUYPBwq6eeuL26dhDiRnQ6nh7MSIiooaAhV091bGpPWzMlcjM1yDueo6xwyEiIqJawMKunjJVKtDNywkAcDAhw8jREBERUW1gYVePlZ6OPZCggijydCwREVF9Z1KVF+/fvx9//fUX/v77b6SkpEClUsHKygqurq7w9/dHjx498NRTT6FRo0bVFS9VQoiXI0yVAq5mFSIpMx8tna2NHRIRERHVoEoXdnl5eVi5ciXWr1+Py5cvSyNBFhYWcHJyQkFBAeLi4hAbG4vNmzfD1NQUAwcOxLRp09CtW7dqfwN0f9ZmJnismSP+TsrEwYQMFnZERET1XKVOxa5duxatWrXCe++9Bzs7OyxcuBB//fUXsrOzkZ+fj5SUFGRkZECj0SA+Ph7ffPMNhg0bhv/973/o3r07Bg8ejKSkpJp6L1SOHq1Klz3hdXZERET1XaUKu9deew19+/ZFbGwsYmJiMGvWLPTs2RO2trYG7QRBgI+PD0aNGoVNmzYhLS0N69atw6lTp7Bp06ZqfQP0YGHezhAAnL2Ri7TcImOHQ0RERDWoUqdiz5w5Ax8fn0ofxNLSEuPHj8fYsWNx5cqVSr+eHp2LtRn8PewQey0HhxIz8Fygh7FDIiIiohpSqRG7Rynq7qZUKuHl5VWlPqjynrh9OvYg70JBRERUr1VpuZMFCxbg0KFDD2xz+PBhLFiwoCqHoSoqvb3YiavZKNBojRwNERER1ZQqFXbz5s3DgQMHHtjm0KFDmD9/flUOQ1XUzNESjWzNUaITcSo129jhEBERUQ2p8QWKi4uLoVQqa/ow9ACCIKBTMwcAwPGrLOyIiIjqqyoXdoIg3HdfcXExDh8+DDc3t6oehqoouKk9AODE1SzjBkJEREQ1ptILFLds2dLg+WeffYaIiIgy7bRaLVQqFQoLC/Hyyy8/eoRULYKbOgAAzt3IRV5xCazNqnTTESIiIpKhSo/Y6XQ6iKIIURQhCIL0/3sfpqamaN++Pd566y18+umnNRE7VUIjOws0sbeAVgRiUnKMHQ4RERHVgEoP2yQnJ0v/VygUmDZtGubMmVOdMVENCW7mgNTTN3DsSha6tXQydjhERERUzap0Pi4pKQkODg7VFArVtOCmDvjt9A1eZ0dERFRPVamwa968ebnbk5OT8eeff8LCwgKDBg2CjY1NVQ5D1aR0AsX5m2rkFGpgZ2Fq5IiIiIioOlVpVuzixYvh5eWFW7duSdsOHDgAPz8/vPrqqxgzZgw6duyIzMzMKgdKVediY47mjpYQAUSncNkTIiKi+qZKhd2vv/6KFi1awNHRUdr29ttvQ6fTYf78+Zg4cSISEhKwfPnyqsZJ1SSY69kRERHVW1Uq7JKTk9GuXTvp+bVr13Ds2DFMnjwZs2fPxurVq9G7d2/88ssvVQ6Uqken28ue8Do7IiKi+qdKhV1OTo7B5IlDhw5BEAQMHDhQ2taxY0dcuXKlKoehatTp9nV2F9PzkJWvMXI0REREVJ2qVNi5u7vj8uXL0vM///wT5ubm6NKli7StsLDwgXenuFevXr3g6+tb5lF6v9lRo0aV2XfvcivXrl3DhAkT0KFDB4SEhOCjjz5CSUmJQZt//vkHgwYNgp+fH/r27Ytt27aViWXz5s3o1asX/P398dxzzyE2NtZgf1FREebPn48uXbogKCgIr732GlQqVYXfqzE4WZmhpbMVAOBkSpZxgyEiIqJqVaVZsZ07d8Zvv/2GnTt3wsLCAlu2bEHPnj1hbm4utUlKSoKHh0eF+/zpp5+g1Wql5xcvXsTYsWPRv39/aduwYcPw+uuvS88tLS2l/2u1WrzyyitwcXHBDz/8gJs3b+Ltt9+Gqakp3nzzTQDA1atX8corr2D48OH45JNPcPToUcyePRuurq4ICwsDAOzevRtLlizB/Pnz0aFDB3zzzTcYN24cfv/9dzg7OwPQTx45ePAgli9fDltbWyxcuBBTpkzBDz/8UMlPsnZ1buaASxn5OHYlC718XI0dDhEREVWTKo3YzZo1CyUlJXjmmWfw5JNPorCwELNmzZL2FxUV4dChQwYjeA/j5OQEV1dX6bF//340a9YMjz32mNTGwsLCoM3dy6kcOXIECQkJ+Pjjj9G2bVv06NEDU6dOxebNm1FcXAwA+OGHH+Dp6Yl33nkH3t7eGDlyJJ588kl8/fXXUj8REREYNmwYhgwZglatWmH+/PmwsLDAzz//DADIzc3Fzz//jHfeeQchISHw8/PD4sWLER0djZiYmEf8RGvHnevsOIGCiIioPqlSYdexY0dERUVh2rRpmDZtGiIjI9GtWzdpf3R0NHr27IkXXnjhkfovLi7G9u3bMWTIEIPTuTt27ECXLl3w1FNP4dNPP0VBQYG0LyYmBj4+PnBxcZG2hYaGQq1WIyEhQWoTEhJicKzQ0FCpICsuLsaZM2fQtWtXab9CoUDXrl0RHR0NAIiLi4NGozFo4+3tDQ8PD9kXdh097SEASMrMhyqv2NjhEBERUTWp8p3gO3TogA4dOpS77/HHH6/SjNi9e/ciNzcXgwYNkrY99dRT8PDwgJubG86fP49PPvkESUlJWL16NQBApVIZFHUApOfp6ekPbKNWq1FYWIjs7GxotVrplGspZ2dnXLp0SerD1NQUdnZ2ZdqUHud+KnHJYY1wsDJFazdrXLiZh5MpWXiyjZtxA5KB0pwYOzdUFnMjX8yNfDE38lXTOalyYXe3vLw85OTkwM7ODtbW1lXu7+eff0b37t3h7u4ubXv++eel//v6+sLV1RVjxozBlStX0KxZsyofszY4O9saOwSE+bjhws0kxN3Mx4uhxo9HLuSQGyofcyNfzI18MTcNT5ULu+LiYnz88cf4+uuvpdEsAGjZsiXGjh2LGTNmwMzMrNL9pqamIjIyEqtWrXpgu9LRwsuXL6NZs2ZwcXEpM3u1dKaqq6t+ooCLi0uZ2asqlQo2NjawsLCAQqGAUqlERkaGQZuMjAxppM/FxQUajUYqZO9uU3qc+8nIyIUoPrBJjWvvqp8Z+/fFdKhUucYNRgYEQf8DUA65IUPMjXwxN/LF3MhXaW5qSpUKu4KCAvTu3Rv//PMPlEolWrdujcaNG+PGjRtITEzE+++/j507d+Kvv/4ymLlaEdu2bYOzszOeeOKJB7Y7d+4cgDtFW2BgINauXYuMjAzpVGpkZCRsbGzQqlUrqc2hQ4cM+omMjERgYCAAwMzMDO3bt8fRo0fRp08fAIBOp8PRo0cxcuRIAICfnx9MTU1x9OhRPPnkkwCAS5cu4dq1a1I/9yOKMPo3WlATeygE4MqtAly9VQBPh8rlp76SQ26ofMyNfDE38sXcNDxVmjzx0UcfISoqCsOGDUNiYiLi4+Oxf/9+nDt3DpcuXcLzzz+PqKgoLF26tFL96nQ6bNu2Dc8++yxMTO7UnleuXMHnn3+OuLg4pKSk4K+//sLbb7+Nzp07o02bNgD0kyBatWqFmTNnIj4+HocPH8by5cvx4osvSiOHw4cPx9WrV7F06VIkJiZi8+bN2LNnD8aMGSMda+zYsdi6dSt++eUXJCYmYt68eSgoKMDgwYMBALa2thgyZAg+/PBDREVFIS4uDrNmzUJQUNBDCzs5sDE3QefbtxfbdSbNuMEQERFRtRBE8dFr+bZt28La2hrHjx+/b5vOnTtDrVZLI2sVceTIEWnNOC8vL2n79evX8dZbb+HixYvIz89H48aN0adPH0yaNMlgyZPU1FTMmzcP//77LywtLTFo0CBMnz7doEj8559/sGTJEiQkJKBRo0aYNGmSVLSV+vbbb/Hll18iPT0dbdu2xezZsw0mihQVFeHDDz/Erl27UFxcjNDQUMydO/ehp2JVKnkMjf8v/ibe2xUPd1tz/Db+MSgVDfcqW0EAXFxsZZMbuoO5kS/mRr6YG/kqzU2N9V+Vws7S0hLTpk3D4sWL79vm3XffxfLlyw2WJGno5PKNVlSiw4C1UcgtKsHqIf7o0sLR2CEZDX8IyhdzI1/MjXwxN/JV04VdlU7FWllZPXRpj/T0dFhZWVXlMFRDzE0UeLKNfnRxx5kbRo6GiIiIqqpKhd3jjz+OH374AWfOnCl3/9mzZ7Fly5YyiwGTfDzt3wgAsP+iCjmFGiNHQ0RERFVR5VuKFRYWonPnznjttdfw008/4fDhw/jpp58wZcoUdO7cGUVFRXj33XerK16qZm3cbNDKxRrFWhH/i3/w6CsRERHJW5WusQOAH3/8ES+//DJycnIMbvsliiLs7e2xfv16DB06tMqB1idyu+bhuxMp+OzAJbR1t8HGkR2NHY5R8HoU+WJu5Iu5kS/mRr5q+hq7Ki9Q/Nxzz6F///747bffEB0dLS3YGxQUhGeeeQa2tlz1Wu4GtHXDykNJOJemRkJ6Hlq5Vv2uIURERFT7quWWYra2thg5cqS0eC/VLY5WZuju7Yz9F1XYceYGpj3hbeyQiIiI6BFU6Ro7rVaLnJwc6HS6B+7XarVVOQzVgqf99Pfj3X32JjTa8vNJRERE8lalwm7+/Plwc3Mrc0/VUpmZmXB3d8cHH3xQlcNQLXi8hRNcrM2QVaDBkUuZxg6HiIiIHkGVCrudO3eid+/e973TgqurK/r06YPffvutKoehWmCiEPCfdvpRu+1xXNOOiIioLqpSYXfp0iXpHq334+vri6SkpKochmrJwNunY48mZUKlLjJyNERERFRZVSrsNBoNFIoHdyEIAgoLC6tyGKolLZys4N/YFloR+OuCytjhEBERUSVVqbBr1aoV9u3b98A2+/btg5eXV1UOQ7Woj6/+tPq+iyzsiIiI6poqFXaDBw9GTEwM5syZU2bmq1arxfvvv4+YmBg899xzVQqSak/P1i4AgJjUbGTkFRs5GiIiIqqMKt15Qq1Wo3Pnzrhw4QK8vb3Rs2dPNGnSBKmpqdi/fz8SExPRtm1bREVFwcbGpjrjrtPkvhL46G9P4lyaGu/2aYXBHTyMHU6t4Crt8sXcyBdzI1/MjXzJ+s4TNjY2OHToECZOnIhffvkFCQkJ0j6FQoGhQ4fiiy++YFFXx/T2ccW5NDX2XVQ1mMKOiIioPqjynSdcXV3x008/IS0tDcePH0d2djYcHBwQHBwMNze36oiRalmv1i5YfTgJx69kIatAAwdLU2OHRERERBVQLbcUAwB3d3eEh4dXV3dkRE0dLdHa1RoX0/NwKDEDT/s1MnZIREREVAGVmjzRv39/HDt27JEOlJeXhw8//BCff/75I72ealev25Mo9nHZEyIiojqjUoVdeno6Hn/8cfTs2RMRERHIzs5+6GuioqIwZcoUNG/eHAsXLoS7u/sjB0u1p5ePvrD75/ItqItKjBwNERERVUSlTsWeOHEC33zzDebPn49x48bh5Zdfhq+vLzp16gR3d3c4ODigsLAQmZmZOH/+PI4fP47c3FwolUoMHz4cixYtQrNmzWrqvVA1aulsDS8nKyRl5uPwpQwMaMuCnIiISO4qfY3dSy+9hNGjR2P37t2IiIjAgQMH8O2335Zpp1AoEBAQgEGDBmH8+PFo3LhxtQRMtaenjwuSoq5g3wUVCzsiIqI64JEmTwiCgPDwcGmyxLlz55CSkoKMjAxYWlrC1dUV7du3h729fbUGS7WrV2sXfBV1BUeTbyG/WAsrM6WxQyIiIqIHqJZZsW3btkXbtm2royuSER9Xa3g6WCAlqxB/J2Wi7+3bjREREZE8VemWYlS/CYLA2bFERER1CAs7eqDSwu7vpAwUarQPaU1ERETGxMKOHqhdI1u425qjQKNDZFKmscMhIiKiB2BhRw8kCAKebKO/NdyPp64bORoiIiJ6EBZ29FDPBTaGUgCOX8lCQnqescMhIiKi+2BhRw/VyM4CPW9fa/fDyVQjR0NERET3w8KOKmR4xyYAgD3n0nArv9jI0RAREVF5WNhRhQR42KGtuw2KtSJ+ib1h7HCIiIioHCzsqEIEQZBG7X6MuQaNVmfkiIiIiOheLOyowvr6usLZ2gyqvGL8xQWLiYiIZIeFHVWYqVKBoR0aAwC+P5kKURSNHBERERHdjYUdVcrgDo1hphRw9kYuTl/PNXY4REREdBcWdlQpTlZm0oLF35/g0idERERywsKOKq10EsX+i+m4kVNo5GiIiIiolOwKu169esHX17fMY/78+QCAoqIizJ8/H126dEFQUBBee+01qFSGF/Jfu3YNEyZMQIcOHRASEoKPPvoIJSUlBm3++ecfDBo0CH5+fujbty+2bdtWJpbNmzejV69e8Pf3x3PPPYfY2FiD/RWJpT7ycbNBp6b20IrA1uhrxg6HiIiIbpNdYffTTz/hyJEj0iMiIgIA0L9/fwDA4sWLsX//fixfvhybNm3CzZs3MWXKFOn1Wq0Wr7zyCjQaDX744Qd8+OGH+OWXX7By5UqpzdWrV/HKK6+gS5cu+O233/DSSy9h9uzZOHz4sNRm9+7dWLJkCSZPnoxffvkFbdq0wbhx45CRkSG1eVgs9dkLnTwBANtir0NdVPKQ1kRERFQbZFfYOTk5wdXVVXrs378fzZo1w2OPPYbc3Fz8/PPPeOeddxASEgI/Pz8sXrwY0dHRiImJAQAcOXIECQkJ+Pjjj9G2bVv06NEDU6dOxebNm1FcrL9jwg8//ABPT0+888478Pb2xsiRI/Hkk0/i66+/luKIiIjAsGHDMGTIELRq1Qrz58+HhYUFfv75ZwCoUCz1WWhLJ3g5WSGvWItfYq8bOxwiIiKCDAu7uxUXF2P79u0YMmQIBEFAXFwcNBoNunbtKrXx9vaGh4eHVEzFxMTAx8cHLi4uUpvQ0FCo1WokJCRIbUJCQgyOFRoaKvVRXFyMM2fOGBxHoVCga9euiI6OBoAKxVKfKQQBIzvrR+2+P5mK4hIuWExERGRsJsYO4EH27t2L3NxcDBo0CACgUqlgamoKOzs7g3bOzs5IT0+X2txd1AGQnj+sjVqtRmFhIbKzs6HVauHs7FzmOJcuXapwLPcjCA9963XCgLZuWPt3MtLVxfgj/iae9m9k7JAeWWlO6ktu6hPmRr6YG/libuSrpnMi68Lu559/Rvfu3eHu7m7sUKqVs7OtsUOoNuPDWmLJnnh8F30NY3q0gkJRt3+K1Kfc1DfMjXwxN/LF3DQ8si3sUlNTERkZiVWrVknbXFxcoNFokJOTYzBSlpGRAVdXV6nNvbNXS2eq3t3m3tmrKpUKNjY2sLCwgEKhgFKpNJgoUXqc0pG+isRyPxkZuagvN214spUTVpopkXBTjV+PXUZ3b+eHv0iGBEH/A7A+5aa+YG7ki7mRL+ZGvkpzU1Nke43dtm3b4OzsjCeeeELa5ufnB1NTUxw9elTadunSJVy7dg2BgYEAgMDAQFy4cMGgKIuMjISNjQ1atWoltYmKijI4XmRkpNSHmZkZ2rdvb3AcnU6Ho0ePIigoqMKx3I8o1p+HtZkJhty+zdjGf68aPZ6qPOpbburTg7mR74O5ke+DuZHvoybJsrDT6XTYtm0bnn32WZiY3BlUtLW1xZAhQ/Dhhx8iKioKcXFxmDVrFoKCgqRiKjQ0FK1atcLMmTMRHx+Pw4cPY/ny5XjxxRdhZmYGABg+fDiuXr2KpUuXIjExEZs3b8aePXswZswY6Vhjx47F1q1b8csvvyAxMRHz5s1DQUEBBg8eXOFYGorhHZvARCEgJjUHsddyjB0OERFRgyXLU7GRkZG4du0ahgwZUmbfrFmzoFAo8Prrr6O4uBihoaGYO3eutF+pVGLt2rWYN28enn/+eVhaWmLQoEF4/fXXpTZNmzbFunXrsGTJEmzcuBGNGjXCokWLEBYWJrX5z3/+g8zMTKxcuRLp6elo27YtNmzYYDDp4mGxNBSuNub4Tzs3bI9Lw6ZjV/HxM+2NHRIREVGDJIhiTQ8K0r1Uqvp3zUNSRj6GfX0cAoCtY4PRwsnK2CFViiAALi629TI3dR1zI1/MjXwxN/JVmpuaIstTsVT3eDlbobu3M0QA3x5PMXY4REREDRILO6o2o28vWLz7bBpU6iIjR0NERNTwsLCjatOhiT06eNhBoxXx/clrxg6HiIiowWFhR9VqVOemAICfT12DuqjEyNEQERE1LCzsqFqFeTvBy8kKecVa/BJ73djhEBERNSgs7KhaKQQBI29fa/fdiVQUl+iMHBEREVHDwcKOqt2Atm5wtTGDKq8Yv5+7aexwiIiIGgwWdlTtTJUKjOjYBACw8dhV6LiIEhERUa1gYUc1YlBAY9iYK3H5VgEOJWQ8/AVERERUZSzsqEbYmJtgaAcPAPpRO97ghIiIqOaxsKMa83zHJjBTCjh9PRcxqTnGDoeIiKjeY2FHNcbF2gzh7d0BABH/XDFyNERERPUfCzuqUaOCm0KpEHA0+RYikzKNHQ4REVG9xsKOalRTR0s8H6S/1u7T/YnQaLmuHRERUU1hYUc17uWQ5nCyMsWVWwX44WSqscMhIiKqt1jYUY2zMTfBlDAvAMCGo1egUhcZOSIiIqL6iYUd1Yrw9u7wa2yLfI0Wqw8nGTscIiKieomFHdUKhSBgRq9WAIBdZ2/iVGq2kSMiIiKqf1jYUa1p38gWT/vplz/5dH8itDouWkxERFSdWNhRrZoU6gVrMyXOpamxPe6GscMhIiKqV1jYUa1ytjbDhK7NAQCfH06CKq/YyBERERHVHyzsqNYNC/RAa1drZBeW4IP/XeB9ZImIiKoJCzuqdSZKBRYMaANTpYAjlzLx62mekiUiIqoOLOzIKFq5WmNyqH5tu88OJOLqrQIjR0RERFT3sbAjoxnRqQmCm9qjQKPD3D3nUcJZskRERFXCwo6MRiEImNvfF9ZmSpy+noON/141dkhERER1Ggs7MqpGdhaY2Vu/cPF/j17GubRcI0dERERUd7GwI6Mb0NYNfXxcoNWJmLv7PAo1WmOHREREVCexsCOjEwQBb/dpDRdrMyRl5uPDvRe5BAoREdEjYGFHsuBgaYoPnmoDpaC/lyyXQCEiIqo8FnYkGx09HTDp9hIon+xLQDyvtyMiIqoUFnYkKyM7e6K7tzOKtSLe3nEOOYUaY4dERERUZ7CwI1nRL4HiAw97C1zLLsT83y9Ax+vtiIiIKoSFHcmOnYUpPhrYFmZKAYcSM/DtsRRjh0RERFQnsLAjWWrjbosZvfTr231+JAl7zqUZOSIiIiL5Y2FHsvWsfyM8498IOhGYs/s8Iv65wmVQiIiIHoCFHcmWIAiY1bc1RgZ7AgC+OJKMJXsv8p6yRERE9yHLwi4tLQ0zZsxAly5dEBAQgIEDB+L06dPS/nfeeQe+vr4Gj3Hjxhn0kZWVhenTp6Njx44IDg7GrFmzkJeXZ9AmPj4eL7zwAvz9/dGjRw+sX7++TCx79uxB//794e/vj4EDB+LgwYMG+0VRxIoVKxAaGoqAgACMGTMGycnJ1fdhNHAKQcDUHi3xVi9vCAB+ib2BGb+eQX4x705BRER0L9kVdtnZ2RgxYgRMTU2xfv167Nq1C2+//Tbs7e0N2oWFheHIkSPSY9myZQb7Z8yYgYSEBERERGDt2rU4fvw45syZI+1Xq9UYN24cPDw8sG3bNsycOROrV6/Gli1bpDYnT57E9OnTMXToUPz666/o3bs3Jk+ejAsXLkht1q9fj02bNmHevHnYunUrLC0tMW7cOBQVFdXQJ9QwDQtqgo+faQdzEwX+TsrEK1tOIS2XnzEREdHdZFfYrV+/Ho0aNcKSJUsQEBCApk2bIjQ0FM2aNTNoZ2ZmBldXV+lxd+GXmJiIw4cPY9GiRejQoQOCg4Mxe/Zs7Nq1C2lp+ovwt2/fDo1Gg8WLF6N169YIDw/HqFGjEBERIfWzceNGhIWFYfz48fD29sYbb7yBdu3a4dtvvwWgH63buHEjJk6ciD59+qBNmzZYunQpbt68ib1799bCp9Ww9GjlgrXDAuBoaYr4m2q8uPEEDiVmGDssIiIi2ZBdYbdv3z74+fnh9ddfR0hICJ599lls3bq1TLt///0XISEhePLJJzF37lzcunVL2hcdHQ07Ozv4+/tL27p27QqFQoHY2FgAQExMDIKDg2FmZia1CQ0NRVJSErKzs6U2ISEhBscNDQ1FTEwMACAlJQXp6eno2rWrtN/W1hYdOnRAdHR01T8MKsOvsR2+eiEQbdxskF1Ygum/nsGy/YkoLtEZOzQiIiKjMzF2APe6evUqvv/+e4wdOxavvvoqTp8+jUWLFsHU1BSDBg0CoD8N27dvX3h6euLq1atYtmwZXn75ZWzZsgVKpRIqlQpOTk4G/ZqYmMDe3h7p6ekAAJVKBU9PT4M2Li4u0j57e3uoVCppWylnZ2eoVCoAkPpydna+b5vyCEJlPxW6W1NHS3z1QiBWHU7C9ydS8f3JVMSkZmPxU23R1NHykfoszQlzIz/MjXwxN/LF3MhXTedEdoWdKIrw8/PDm2++CQBo164dLl68iB9++EEq7MLDw6X2pZMn+vTpI43iyZ2zs62xQ6gXljwXiN7tG2PGT6dwLk2NkZtOYu2oTghr7frIfTI38sXcyBdzI1/MTcMju8LO1dUV3t7eBttatmyJP/74476vadq0KRwdHXH58mWEhITAxcUFmZmZBm1KSkqQnZ0NV1f9L30XF5cyo2qlz0tH6cprk5GRIe0v7SsjIwNubm4Gbdq0aXPfeDMycsHl2KpHoJsVNo/qiNm7ziE6JQeTN5/E5lEd0djeolL9CIL+ByBzIz/MjXwxN/LF3MhXaW5qiuyusevYsSOSkpIMtiUnJ6NJkyb3fc2NGzeQlZUlFVpBQUHIyclBXFyc1CYqKgo6nQ4BAQEAgMDAQBw/fhwazZ2bzEdGRsLLy0uaiBEYGIioqCiDY0VGRiIwMBAA4OnpCVdXVxw9elTar1arcerUKQQFBd03XlHkozofbjbm+HxoANo3skVOYQne3XkOxSW6SvfD3Mj3wdzI98HcyPfB3Mj3UZNkV9i99NJLOHXqFNauXYvLly9jx44d2Lp1K1544QUAQF5eHj766CPExMQgJSUFR48exaRJk9C8eXOEhYUBALy9vREWFob3338fsbGxOHHiBBYuXIjw8HC4u7sDAAYOHAhTU1O89957uHjxInbv3o2NGzdi7NixUiyjR4/G4cOH8dVXXyExMRGrVq1CXFwcRo4cCUC/gO7o0aOxZs0a/PXXXzh//jxmzpwJNzc39OnTp5Y/uYbNVKnA4qfaws7CBHHXc7HqUJKxQyIiIqp1gijDezTt378fy5YtQ3JyMjw9PTF27FgMGzYMAFBYWIjJkyfj7NmzyM3NhZubG7p164apU6caTHTIysrCwoULsW/fPigUCvTr1w+zZ8+GtbW11CY+Ph4LFizA6dOn4ejoiJEjR2LChAkGsezZswfLly9HamoqWrRogbfeegs9evSQ9ouiiJUrV2Lr1q3IyclBp06dMHfuXHh5ed33/alUHBqvKYcSMzD91zMAgI+eboderV0e8go9QQBcXGyZGxlibuSLuZEv5ka+SnNTY/3LsbCr7/iNVrNWHryETcdTYGOuxKaRHeHp8PCZsvwhKF/MjXwxN/LF3MhXTRd2sjsVS1RVk0JboIOHHdRFWry74xyKuMYdERE1ECzsqN4xUSrwwVNt4XD7DhUf70sAB6aJiKghYGFH9ZK7rTkW/scXCgH47fQNfHs8xdghERER1TgWdlRvPd7CCW88oV8TcdWhJOy7eP+7gRAREdUHLOyoXhse5IHnAj0gApizOx5nbuQaOyQiIqIaw8KO6jVBEPBmT29083JCUYkOb/4Sh+s5hcYOi4iIqEawsKN6z0Qh4IOn2qC1qzUy8zV4Y1sc1EUlxg6LiIio2rGwowbB2swEnw3yg4u1GS5l5OPdneeg1XGmLBER1S8s7KjBcLc1x2eD2sPCRIGo5Fv44kiysUMiIiKqVizsqEFp426L95/0AQBsPHYVf55PN3JERERE1YeFHTU4/dq4YVSwJwBgwe/nkZCeZ+SIiIiIqgcLO2qQJoV54bFmDigs0eGt7WeQU6gxdkhERERVxsKOGiT9TNm28LAzR0pWIWbvjOdkCiIiqvNY2FGD5WBpiqXPtIe5iQKRybfwyf/OGzskIiKiKmFhRw2ar5sN3u+nn0yx5kAifjiZauSIiIiIHh0LO2rwnmzrhpdDmgEAPtmXiO2nbxg5IiIiokfDwo4IwISuzTE+1AsAsOh/F/C/+JtGjoiIiKjyWNgRQX9P2ffC22Jwh8YQAczZcx6HEjOMHRYREVGlsLAjuk0QBLzTpxX6t3WDVifi3R1n8c/lW8YOi4iIqMJY2BHdRSEImNvfF0+0ckaxVsSMX8/gaHKmscMiIiKqEBZ2RPcwUQj4ILwtuno5orBEhzd/OcNr7oiIqE5gYUdUDjMTBT55pj36+rqiRCdi9q54/BhzzdhhERERPRALO6L7MFUqsPA/bTDk9oSKpX8lYP3RyxBF3qGCiIjkiYUd0QMoFQLe7t0K4x/Xr3P338jL+HR/Im8/RkREssTCjughBEHAK91aYEZPbwDAluhrmPHbGaiLSowcGRERkSEWdkQV9HzHJvggvA3MTRQ4cikTL22ORnJGvrHDIiIikrCwI6qEfm3csH54B7jbmuPKrQKM+S6aCxkTEZFssLAjqqS27rbYODIIQZ72yCvWYvqvZ7Dh6GXoOKmCiIiMjIUd0SNwsjLDF0P98VygBwBgXeRlvPbTadzIKTRyZERE1JCxsKttxyNglvQ/KPLSjB0JVZGJUoGZvVthdr/WMDdR4N8rWRj+zQnsiLvBJVGIiMgoTIwdQIPzxyzYafQX3GttGqPErQNKXANQ4tQaJc7toLNvbuQAqbKe8W+MwCb2mP/7eZy+nosFf1zA/osqzOrnAxdrM2OHR0REDQhH7Gpb+8EocfKFCAFK9XWYX/od1v8shf2el2ETuehOO1GEZcx/YXr1MISibOPFSxXS3MkK64cH4rUwL5gqBRy+lInhXx/HXxfSjR0aERE1IByxq23Pfo4sVS7EojyYqk7DJC0GJqqzUN5KQImrv9RMob4Gm78XSM9L7L1Q4h6I4qY9UNy8J0RLZ2NETw+gVAgY/VhTdG3phHl7zuP8TTXe2XEOT/tlYnrPVrAyUxo7RCIiqucEkRcD1TqVKhcP+9QVWUmw/udjmN6MgTLnisE+EQLyu7yF/ODXazDKhkUQABcX2wrlpiJKtDr89+hlfP3PVYgAmjlaYuF/2qBdI9uqd97AVHduqPowN/LF3MhXaW5qCkfsZErn4IXcJ78AAAgFmTC5eQqm14/B7PJfMFWdQYmTj9RWmXEeFvFbUdTqKZS4Beq/asioTJQKTAr1QpfmjpizOx5XbhXg/76Pwatdm2NU56ZQKpgjIiKqfhyxM4Kq/gWlUF+DzsIRMLEEAFj98zGsj68AAGhtPFDkHQ5N0zBoXAMgWrlUR8j1Xk3+dZtdoMGSvRfx1wUVAKCDhx1m9WuNls7W1XugeoojD/LF3MgXcyNfNT1ix8LOCKr7G8306iFYnNsCs+S9UGjyDPZpbTyQNXQHdNbu+g2iyBG9ctT0D0FRFLEjLg2f7E9AgUYHk9vX4/1fl2YwN+EcpgfhLyj5Ym7ki7mRL56KpYfSNO0OTdPuQEkhzK4egvml32GSdhLKW4kQinOhs3KV2truexPKjHhoGgWjpPFj0DTqCJ2NB4u9GiYIAp72b4THmjtg6V8JOHwpE19FXcGf8Tfxbt/W6NzM0dghEhFRPSDLoYK0tDTMmDEDXbp0QUBAAAYOHIjTp09L+0VRxIoVKxAaGoqAgACMGTMGycnJBn1kZWVh+vTp6NixI4KDgzFr1izk5RmOZsXHx+OFF16Av78/evTogfXr15eJZc+ePejfvz/8/f0xcOBAHDx40GB/RWKpNSYWKPbqh9zey3DrhQPIePkssp79CRDupNk0NQqm6adhdToCdv+bCOeNXeD8pR/sfxkC678XGifuBqSRnQU+fbY9PhrYFi7WZriaVYhJP57GnN3xUKmLjB0eERHVcbIr7LKzszFixAiYmppi/fr12LVrF95++23Y29tLbdavX49NmzZh3rx52Lp1KywtLTFu3DgUFd35xThjxgwkJCQgIiICa9euxfHjxzFnzhxpv1qtxrhx4+Dh4YFt27Zh5syZWL16NbZs2SK1OXnyJKZPn46hQ4fi119/Re/evTF58mRcuHChUrEYi2hmC61re4NtWYN+Rk6/z1HgPwYaFz+IChMoirJhdu0fmKb8bdDW/tfnYf/LUNjsfxuWMf+F2aU/oMyIB24vsEyPRhAE9PJxxY9jg/FcoAcEAHvO3cSQr45j07Gr0Gh1xg6RiIjqKNldY/fJJ5/g5MmT+O6778rdL4oiwsLCMHbsWIwbNw4AkJubi65du+LDDz9EeHg4EhMT8Z///Ac//fQT/P31a8MdOnQIEyZMwMGDB+Hu7o7vvvsOy5cvx5EjR2BmZiYde+/evfj9998BAG+88QYKCgqwbt066fjDhg1DmzZtsGDBggrFUh5ZXfOgLYIyMwEmGecApSmKWj+j367TwmVdawi64nJfVuwZhuxnvpeemyX/BZ2lM7T2zSFa1L3Tisa8HuXMjVx8si8BcddzAeiXRpne0xtdvZxqNxCZ4rVC8sXcyBdzI18N7hq7ffv2ITQ0FK+//jqOHTsGd3d3vPDCCxg2bBgAICUlBenp6ejatav0GltbW3To0AHR0dEIDw9HdHQ07OzspKIOALp27QqFQoHY2Fj07dsXMTExCA4Oloo6AAgNDcX69euRnZ0Ne3t7xMTEYMyYMQbxhYaGYu/evRWOpTyyupzNxBw6t/YodtOP7EmhCUD2kG1Q3kqAMusSlFmXoMi+AmXOZSiKsiGa2955H6IOdn+8AqGkEACgM7ODzs4TWltP6Gw9oWnUEcU+z945prYIUJrX1juskNL3Yozc+DW2xVcvBGL3mTSsOpSEK7cKMHVbHLp6OeL/ujRDoKf9wzupx4yZG3ow5ka+mBv5qumcyK6wu3r1Kr7//nuMHTsWr776Kk6fPo1FixbB1NQUgwYNQnq6/hZNzs6Gd15wdnaGSqVfTkKlUsHJyXC0w8TEBPb29tLrVSoVPD09Ddq4uLhI++zt7aFSqaRt5R2nIrGUx9m5jixS6xYGIKzs9oJbMNcUwNzu9vsozAY8OgKZlwD1DSiKc6BQnYWJ6iwAwFKTDnQdpW8risCiloCpJWDTCLC962HTCGjkB3h1v3MsbQmgrL0vU2PmZswTdhjyeAus2peAr44kITLpFiKTbqFTc0e80r0l+rR1h6IBr39XZ75vGiDmRr6Ym4ZHdoWdKIrw8/PDm2++CQBo164dLl68iB9++AGDBg0ycnTVIyOjrg+NmwCwBVS5t58rgKe36v+ryYcyNxWK3KtQ5qRAkXsVWidfFN1uKxRkwllbDGiL9QWh6rxBz0Xe4ci1DdI/EXVwXtMSoqk1dNbu0Fm5QWflCp21G3RW7tA6t4Gm2Z0iUCjOhWhiBSgqf+suQdD/AJRDbiY85okBrZ2x8dhV7DqThhOXb2HCphNo7mSJER2boJuXExrbWxg3yFokp9yQIeZGvpgb+SrNTU2RXWHn6uoKb29vg20tW7bEH3/8Ie0HgIyMDLi5uUltMjIy0KZNGwD6kbfMzEyDPkpKSpCdnS293sXFpcyoWunz0lG68tpkZGRI+ysSS3lEEfX3G83ECiWOrQHH1obbb79f0dwRqvFnoMhLgyLvJhT5afr/59+EIi8NJY06SZ+NUJgNQVcCoSgbiqJsIPOCQZeFrQaiuOntwk6nhfP69hBEHUSlOUQTS4imVhBNrSFaOKC4STfkd5khvdYsYSdEMxuI5g76xZ4tHQHRRja58XSwxKy+PpjQtQW2nEzFT6eu4XJmAT7cm3B7vwU6N3NA52aO6NzUAQ5WpkaOuObJJTdUFnMjX8xNwyO7wq5jx45ISkoy2JacnIwmTZoAADw9PeHq6oqjR4+ibdu2APQzXE+dOoURI0YAAIKCgpCTk4O4uDj4+fkBAKKioqDT6RAQEAAACAwMxPLly6HRaGBqqv+lGBkZCS8vL2kGbmBgIKKiogyus4uMjERgYGCFY6F7CAJEc3toze2hveu2aOURze2h+r9YKPLTbz9Ki0H9Q9Mo+E63xTkQRP1sUkFbBEFbBBRlSfu11o3vdKzTwv6PV8uJTQknczsUtegHde9Ppc3Wh+cASnOIZrbQmdlCNLeFaGIF0dQKOmt3aJ3b3umiKAeiiTmgMKuWCylcrM0wOcwLY7o0xa+xN/DXBRXO3shBSlYhUrJu4JfYG1AKQP+2bhjTpRlaOFlV+ZhERFR3ya6we+mllzBixAisXbsWAwYMQGxsLLZu3YoFCxYA0C8VMXr0aKxZswbNmzeHp6cnVqxYATc3N/Tp0wcA4O3tjbCwMLz//vuYP38+NBoNFi5ciPDwcLi76+/AMHDgQHz++ed477338PLLL+PixYvYuHEj3n33XSmW0aNHY9SoUfjqq6/Qo0cP7N69G3FxcZWKhapAUEC0dILW0glaZ98HNhUtHJH+SgKEkgIIxXkQSvIhaPIhaPIgFN6CzurOiCpKClHcpCsUhVkQim7p/y0pAEQtFIW39P8vpdPCKvar+x63qFlP5AzcJD13/joYQkk+REGhHzU0s4FoZgfRzBaaRh2RFzpPamsZrZ9tLZpZQzSzvVM4mtlAtHCEzrqR1NbazAQvBnvixWBPqItKEJ2SjWNXsnDsShYSVHnYdfYm9py7ib6+rhjbpRm8XXi7MiKihkh2y50AwP79+7Fs2TIkJyfD09MTY8eOlWbFAvrr8FauXImtW7ciJycHnTp1wty5c+Hl5SW1ycrKwsKFC7Fv3z4oFAr069cPs2fPhrX1nV948fHxWLBgAU6fPg1HR0eMHDkSEyZMMIhlz549WL58OVJTU9GiRQu89dZb6NGjR6ViuRenn8uPoC2Ai5UWt66nQqcwg87hdv60xbA6sRpCcS6E4lwoinMhFKv1hWNxHoo9uiCv++2FnUURLl80g4Dyk1vcrAeyB26WnjuvbwtFcW65bTXuHZE1dLv03GHbIECTry/6TG30p5hvn2pOFRphQXoYDl/SX37QT3EMQR7W6OnbGI0dbCAqTACFCUSFKURzW8MRxmI1REEJKM0e6drE2sBlG+SLuZEv5ka+eK/YeojfaPJTLT8ERRHQaSCUFOpH/TT5UGjUEIpy9BM7zO2haRIiNbc59N7tfWoIGrX+39vFo8a9I3LCI6S2Dy4Cg5A1dAfOp6nx5T9X8MGV4fAQMsttW+Lki1sj/pKeO373BExu6a/bExUmEJXmgNIMotIMWvsWyB708514D7wDZW7K7WsYLSAqLQATc4hKC+gsnVDQaYrU1ix5L4TCLEBpClFhqu9TYQIIJhBNzFHSuLPUVpGTAkFbdLsANYWoNAXu+r9gYs5fUDLF4kG+mBv5anDr2BHVWYIgFUWiuR0A4EH3kFB3/6DCXWcP3KyfRFKce+cU8+1/tdb608y+7jZY+nQ7CNu74PzNFKgLCmECLUyhhaM54GghQLBrahhyyZ07pAi6Egi6EkCjv/WeaGpj0Nb0+jGYZBrOYi6ltW5kUNhZHV8J07ST5bbVmdsjY/wZ6bnt/hkwSzlSbltRYYqMSXeuubX932SYXTlwewTydvGnMAUU+mLw1rDd+qIQgOXJL2B648RdbU2k4hIKE6i7zQZMLAHoJ9OYpp/Wj14KCv3opaCEKCgAhQkK2o8CzPSj/SbXj8PkVsLtfQpAuLutEsVNewCm+msdFVlJUKqvAQrlnb4Fxe32SmgdW0oxCIW3IBTl6PtT6NuJghKAoP+/uZ303qAtBnQlt6/jFO7qV3H7ecNdFoeooWNhR1QHlDTqWOG24tPr4QQgPU2NtZHJOHIpEygGlHkC/uPmhpEZeWjprC9SMl88BGiL70w40RZB0BZD0BbrC5W75IXMglCYCaGkCIK2ECgp1I9OaosgmhpO2tA06gjR3BbQaiDoNFIhIuhKIJoZFoyiiRV05vYQtBr9iKdOc2enwvBHlFCUo58hfT/CndPJpjdPwTzpj/s2VYfMkv5vfvkvWMT/eN+2hb5DId4u7Cwu/ALLuG/u2zZjVCR0ps0AAJZnN8Mqeu1922YO3wuts34GvWXsV7A+9tl9294augMl7vqlgCxPfQmbo/f/wyDrmS3QeHbTx3vmW9gcmQdAoc+poNAXfrcLzJy+K6G5PbvcLGEnbP5eeFfBWFog6v9Vhy1AcYveAADTKwdgc2Q+YKKEg7Z0KntpewXyusxAsVc/AIDJ9WP6tgaFqP7/oiCgoMN4FLccAABQqs6WiUG8K5bCts+j2Fu/+Lsy6xKsI+/6HEpfc/v/Rd5Poaj10/qIcq/BOrL0fthlV+8tbtEHRT76JbWEggx9vOX0CQgo9uyKIt+h+k3FubA+Mu+eDNxpr2kUjKK2z+ufa4tgc3jufWMocfVDYbsXpOc2h94r2ycAEQK0Tj4o9BslbbP+e6G+2L/dpwAAluawLihGiX1zFPqPkdpa/fMxBM1d1xLfFYfOpjEKOoy/0/b4Kgh3TUS7O16dpSsKgl6RnltGr4OioPw1XHXm9gZ//FnERkCZd73MewMA0dQa+cGv32l7ZjOUOVfL7VdUmiL/senSc/P4n6DMulRuWwDIf3zmnbYXf4PyntUWDNoGT9VfpgLALHE3TFRn7t+242TpDzqz5L0wSYu5b9vCwPEAOGJHRJXk626Dzwb5Ie56Dtb+nYx/Lmdhx5k07DiThrCWThjduSk6NLGDoDSFCOv7XBl4R+kv9Iq4e5LIw+SE3zM5RRQBUXu7yCsx2KXu9THyitV39pUWjroSQKcx+KVT4DdavxyOthiCqL3dpkT/f61G+oENAMVNe0Bnbg/otPrZ1aL2dgw6fXuTO+sGljj7oqh5b/12UXf7oYWg079GVN5pq7N0QYmjj9SfUPrebvd9dwxQmOjXYZT61QKieNc1m3f/8nvI/YTvLsq1GumuMOWN4wnaO4W0oMmDUp16/37vmlikKMqFya2LAMr/RSIUZt3VNhumN2Pu221Rq6fvtC28BbOUw/dtq/G4czmDUJT9wOK9xOnOpCuhOBcWCTvu21Zn0/hOYafJg8WFbfdtK5pYSoUdSopgeW7LfdsKupI7hZ1OC8sz3963baH3UwaFneXp+/8BUdS8l0FhZxn3jZTnu1kCKPZ43KCws4zbBEVh+ZdraNw6GBR2Fmc3Q5mbUm7bEkcfg8LO4twP0tfEvbS2noaF3fmfYHrzVLltdZbOBoWd+YVfYHYtqty2oomlYWF38TeYX9lfblvgnsIucTfME3fdv23HydL3qHnynw/8468g4P+kP3DNLu9/4B9/Re2ev+++6sBr7IyA1zzIT0O4HiX2Wg42HbuKgwkZUqng39gWw4Ka4IlWzrAw5eQJWRJF6BeCvGsETXu7mBV1EFBaXN5uJ+ogmtlKv5CEYjWEwlv6tqL2dp866aGz9ZRGUYWCTChzr97VH3BnEUoRWoeWEC31d/UR8lUwvXUB9vaWyM7Oh6grjVMfg9bJFzqbxrfbpsM0Leb2PhHA7f5vL1FU4tJemrAk5N28XdiJtw8tGsRS4hYgTQAS8lUwT/r9Tru7YgWAErcOKHEP1LctvAXzC79IH6twz/srcfWHxqOLfl9RDizOfn/Pse9u6yeNckKTD8t7Zs7f3XeJc1sUe/W9nbdiWJ38okycUlsnXxS3ekraYvXPxyjj9mu0Di1R1Gbonbb/fnr7D5c7x7ayMkN+fjG0dk1R2H7knbbHlkMoyS/TJwBobRqjMOD/7rS9d8TuLjpLFxR0nCg9tzz5BRQFGeUunCda2OtHwErbxqyHQn2t3H5FUyvkd3lLem4RGwFldnK5baEwQV639++0jdsE5b3F5V3xSJPdAFic/QHKe0bh7p78pu72vnT7S/PzP8M0Lbr8GADkPf6O9H1kfnE7TK//c9+2+Y/NgHPTZvfdX1Us7Iygwf6CkrGGVDwkZ+Zj8/EU7D6bhuLbp9CsTJXo5eOC/7RzQ6emDlDI6BqthpSbuoa5kS/mRr44K7Ye4jea/DTEH4KqvGL8HHMNu8/dxLXsO6dw3GzM0L+tGwa0dUcrV+Ovh9cQc1NXMDfyxdzIFwu7eojfaPLTkH8IiqKIU6k52H0uDXvPq5BbdOe6tlYu1hjQ1g392riikZ1x7k/bkHMjd8yNfDE38sXCrh7iN5r88IegXlGJDn9fysCeczfxd1ImNLdP1QoAApvYoXsrF/TwdkZTR8tai4m5kS/mRr6YG/liYVcP8RtNfvhDsKycQg3+uqDC7+du4mSK4RIjXk5W6N7KGaFeTmjXyBZmJor79FJ1zI18MTfyxdzIFwu7eojfaPLDH4IPdiOnEAcTMnAoMQMnUrKh1d35kEyVAtq42SLAww4BTewQ4GEHF2uzB/RWOcyNfDE38sXcyBcLu3qI32jywx+CFZdbWIKjyZk4mJCBY1eycKtAU6ZNa1drhLZ0QjcvJ/g1toNS8eizbJkb+WJu5Iu5kS8WdvUQv9Hkhz8EH40oikjNLkTstRzpkZCeZ7DYsb2FCR5v4YguzR3RuZlDpSdhMDfyxdzIF3MjX7xXLBHJliAI8HSwhKeDJf7Tzh0AkJWvQWRyJv6+lImjybeQXViCP+LT8Ud8OgCgmaMlOjdzwGPNHODX2A6uNmYQZLRuHhFRXcYROyPgX1Dyw79ua0aJTsTpazmITMrEsStZOJeWC909n6+jpSl83W3g63bn4elgIS2SzNzIF3MjX8yNfHHEjojqLBOFgCBPewR52gPQX593MiUL/17OwomULCRl5ONWgQZRybcQlXxLep2lqQKtXW3g42oNX3cbBLXUwFLUwdnKrErX6xER1XccsTMC/gUlP/zr1jgKNVokqPJw/qb69iMPiao8FJWUf5N7E4UAd1tzNLYzh4e9hXQa2NPBAp72lrC14N+qtYnfN/LF3MgXR+yIqN6yMFXCr7Ed/BrbSdtKdCKu3MrHhZt5uHBTjQvpalzLLcK1rEKU6PSTNVKzC4Gr2WX6c7Iyha+bDdq626CNuy3autvA3dac1/ARUYPBETsj4F9Q8sO/buWrNDdpN3NwM7cI13OKcD1HX9ylZhXgalYhUrIKkJlfdtkVQH8NX2tXa/i42cDHzRqtXW3QwtESJsqaW1S5oeD3jXwxN/LFETsiIgBKhYBGdhZoZGeBINiX2Z9XXILkjHycS1PjXFouzqWpcUmVh1sFGvx7JQv/XsmS2popBbRwsoK3i/XthxVauVhzdI+I6jwWdkRUL1ibmaB9Yzu0v+u0bqFGi0RVHi6k5+Fiuv7UboIqD3nFWlxI12+/m4WJAk0dLdHc0QrNnCzR3NESTewt0MTBEs5Wpiz6iEj2WNgRUb1lYaosU+zpRBHXsguRqMpHoko/WSMxIw/JmQUoLNHh4u0i8F7mJgp42FnAw94CjezM4WxtBpfSh40ZXK3N4GRtJi3TQkRkDCzsiKhBUdy1qHKPVs7S9hKtDqnZhbhyq0B6XL6Vj9SsQtxUF6GoRIekzHwkZebft28ThQA3W3O425qj0e1/3W3N9dtszOFmawYHS478EVHNYWFHRATARKlAcycrNHeyKrNPo9UhLbcIqVmFSM0pxM3cIqjyipGRVwyVuhiqvGJk5hejRKcfDbyWXXjf49hbmGDlEH+0a1RzF08TUcPFwo6I6CFMlQpplO9+SrQ6qPKKcSOnCGm5+seN3CKkq+88z8zXILeoBDmF5c/gJSKqKhZ2RETVwESpkGbt3o9Gq4NGK8LKTFmLkRFRQ8LCjoiolpgqFTBlTUdENYgrdBIRERHVEyzsiIiIiOoJFnZERERE9QQLOyIiIqJ6goUdERERUT3Bwo6IiIionmBhR0RERFRPsLAjIiIiqidY2BERERHVEyzsiIiIiOoJFnZERERE9QQLOyIiIqJ6goUdERERUT3Bwo6IiIionmBhR0RERFRPCKIoisYOgoiIiIiqjiN2RERERPUECzsiIiKieoKFHREREVE9wcKOiIiIqJ5gYVeLNm/ejF69esHf3x/PPfccYmNjjR1Sg7Ju3ToMGTIEQUFBCAkJwaRJk3Dp0iWDNkVFRZg/fz66dOmCoKAgvPbaa1CpVEaKuOH673//C19fX3zwwQfSNubGeNLS0jBjxgx06dIFAQEBGDhwIE6fPi3tF0URK1asQGhoKAICAjBmzBgkJycbL+AGQqvVYvny5ejVqxcCAgLQp08ffP7557h7TiRzUzuOHTuGV199FaGhofD19cXevXsN9lckD1lZWZg+fTo6duyI4OBgzJo1C3l5eZWOhYVdLdm9ezeWLFmCyZMn45dffkGbNm0wbtw4ZGRkGDu0BuPff//Fiy++iK1btyIiIgIlJSUYN24c8vPzpTaLFy/G/v37sXz5cmzatAk3b97ElClTjBh1wxMbG4sffvgBvr6+BtuZG+PIzs7GiBEjYGpqivXr12PXrl14++23YW9vL7VZv349Nm3ahHnz5mHr1q2wtLTEuHHjUFRUZMTI67/169fj+++/x5w5c7B7927MmDEDGzZswKZNmwzaMDc1Lz8/H76+vpg7d265+yuShxkzZiAhIQERERFYu3Ytjh8/jjlz5lQ+GJFqxdChQ8X58+dLz7VarRgaGiquW7fOiFE1bBkZGaKPj4/477//iqIoijk5OWL79u3FPXv2SG0SEhJEHx8fMTo62khRNixqtVrs16+f+Pfff4sjR44UFy1aJIoic2NMH3/8sThixIj77tfpdGK3bt3EDRs2SNtycnJEPz8/cefOnbURYoM1YcIE8d133zXYNmXKFHH69OmiKDI3xuLj4yP++eef0vOK5KH051lsbKzU5uDBg6Kvr69448aNSh2fI3a1oLi4GGfOnEHXrl2lbQqFAl27dkV0dLQRI2vYcnNzAUAaeYiLi4NGozHIk7e3Nzw8PBATE2OMEBucBQsWoEePHgY5AJgbY9q3bx/8/Pzw+uuvIyQkBM8++yy2bt0q7U9JSUF6erpBbmxtbdGhQwf+fKthQUFBiIqKQlJSEgAgPj4eJ06cQPfu3QEwN3JRkTxER0fDzs4O/v7+UpuuXbtCoVBU+rItk+oJmx7k1q1b0Gq1cHZ2Ntju7Oxc5hovqh06nQ6LFy9Gx44d4ePjAwBQqVQwNTWFnZ2dQVtnZ2ekp6cbI8wGZdeuXTh79ix++umnMvuYG+O5evUqvv/+e4wdOxavvvoqTp8+jUWLFsHU1BSDBg2SPv/yfr7xGsiaNWHCBKjVagwYMABKpRJarRbTpk3D008/DQDMjUxUJA8qlQpOTk4G+01MTGBvb1/pn3Es7KhBmj9/Pi5evIjvvvvO2KEQgOvXr+ODDz7AV199BXNzc2OHQ3cRRRF+fn548803AQDt2rXDxYsX8cMPP2DQoEFGjq5h27NnD3bs2IFPP/0UrVq1wrlz57BkyRK4ubkxNw0YT8XWAkdHRyiVyjITJTIyMuDi4mKkqBquBQsW4MCBA/jmm2/QqFEjabuLiws0Gg1ycnIM2mdkZMDV1bW2w2xQzpw5g4yMDAwePBjt2rVDu3bt8O+//2LTpk1o164dc2NErq6u8Pb2NtjWsmVLXLt2TdoPgD/fjGDp0qWYMGECwsPD4evri2effRYvvfQS1q1bB4C5kYuK5MHFxQWZmZkG+0tKSpCdnV3pn3Es7GqBmZkZ2rdvj6NHj0rbdDodjh49iqCgICNG1rCIoogFCxbgzz//xDfffIOmTZsa7Pfz84OpqalBni5duoRr164hMDCwlqNtWB5//HHs2LEDv/76q/Tw8/PDwIEDpf8zN8bRsWNH6RquUsnJyWjSpAkAwNPTE66urga5UavVOHXqFH++1bDCwkIIgmCwTalUSsudMDfyUJE8BAUFIScnB3FxcVKbqKgo6HQ6BAQEVOp4PBVbS8aOHYu3334bfn5+CAgIwDfffIOCggIMHjzY2KE1GPPnz8fOnTvxxRdfwNraWrpuwdbWFhYWFrC1tcWQIUPw4Ycfwt7eHjY2Nli0aBGCgoJYPNQwGxsb6VrHUlZWVnBwcJC2MzfG8dJLL2HEiBFYu3YtBgwYgNjYWGzduhULFiwAAAiCgNGjR2PNmjVo3rw5PD09sWLFCri5uaFPnz5Gjr5+69mzJ9auXQsPDw/pVGxERASGDBkCgLmpTXl5ebhy5Yr0PCUlBefOnYO9vT08PDwemgdvb2+EhYXh/fffx/z586HRaLBw4UKEh4fD3d29UrEIonjXSoZUo7799lt8+eWXSE9PR9u2bTF79mx06NDB2GE1GPeui1ZqyZIlUoFdVFSEDz/8ELt27UJxcTFCQ0Mxd+5cnu4zglGjRqFNmzZ47733ADA3xrR//34sW7YMycnJ8PT0xNixYzFs2DBpvyiKWLlyJbZu3YqcnBx06tQJc+fOhZeXlxGjrv/UajVWrFiBvXv3IiMjA25ubggPD8fkyZNhZmYGgLmpLf/88w9Gjx5dZvugQYPw4YcfVigPWVlZWLhwIfbt2weFQoF+/fph9uzZsLa2rlQsLOyIiIiI6gleY0dERERUT7CwIyIiIqonWNgRERER1RMs7IiIiIjqCRZ2RERERPUECzsiIiKieoKFHREREVE9wcKOiIiIqJ5gYUdEJCPJyckQBAFff/21sUMhojqIhR0R1Stff/01BEHA8ePHjR0KEVGtY2FHREREVE+wsCMiqmV5eXnGDoGI6ikWdkRU740ZMwY2NjZITU3Fs88+CxsbG7i6umLGjBnQarVSu9Lr2z755BP897//hbe3N8zNzdG5c2ccO3asTL/x8fEYOnQonJycYGFhgeDgYGzfvt2gTemp4YMHD2LSpElwc3ODp6dnpd/Dvn37EBYWBmtrazg4OOCZZ57BuXPnyrSLjo7GgAEDYGdnBxsbG/Tu3RtRUVHlxnTo0CG88sorcHZ2hp2dHUaPHo1bt25VOjYikg8TYwdARFQbtFotnnzySXTp0gWffPIJ9u7di08//RTe3t6YOHGiQdvvvvsOubm5eOWVVyAIApYuXYrBgwfj0qVLMDU1BQCcOXMG3bp1Q5MmTfDOO+/A2toaW7duxbPPPouff/4ZgwYNMuhz0qRJcHV1xZw5cyo9Yrd3714MGDAALVu2xLx581BQUIBVq1ahW7duOHnyJFq0aCHFFBYWBjs7O8ycOROmpqZYt24dnnjiCRw8eBBdunQx6HfKlClwcHDAvHnzcP78eaxZswaXL1/GgQMHIAhCJT9hIpIFkYioHomIiBABiMeOHZO2vfTSSyIAccGCBQZtg4KCxE6dOknPk5KSRACis7OzmJmZKW3/7bffRADijh07pG29e/cW/f39xcLCQmmbTqcTu3btKrZu3fr/27mbUOjaMA7g/9fwNL4jpmaBTCREI0rq+MrHNBaaFbEQaYS1jYVBKRk7+WhsjMLeRhplQ1mwMGVBg8jHNMxIvsrMNOddvDl1mkfPS/N63uf4/2oW93Wu7vs6u6v7vueE1SMIghgMBn9Z/1sNCwsLUkyv14sajUb0+XxSzOl0ilFRUWJHR4cUM5lM4o8fP8STkxMpdn19LSYmJopVVVVhNZWWlop+v1+KW61WEYC4urr6yzqJ6P+JR7FE9G309vbKxpWVlTg9PQ3La21tRUpKiiwPgJR7d3eHzc1NtLS04PHxEV6vF16vFz6fDwaDAS6XC1dXV7I5zWYzVCrVh2t2u93Y399HZ2cnUlNTpXhxcTEaGhqwtrYG4J8dSYfDAZPJBJ1OJ+VptVq0t7dje3sbDw8Psrl7enqkHUgA6OvrQ3R0tDQnEf152NgR0begVquRnp4ui6WkpPz0TllmZmZYHgAp9/j4GKIoYmhoCOnp6bLf8PAwAODm5kY2R3Z29qfqPj8/BwDk5eWFPcvPz4fX68Xz8zNub2/x8vLybl4oFMLFxYUsnpubKxsnJCRAq9Xi7OzsU7US0e/HO3ZE9C18ZLfsvVxRFAEAoVAIADAwMACDwfDT3JycHNk4Njb2X69PRPRZbOyIiD7o7agzJiYG9fX1/+laWVlZAICjo6OwZ4eHh0hLS0N8fDzUajXi4uLezYuKikJGRoYs7nK5UFtbK42fnp7gdrvR1NQU4bcgoq/Co1giog/SaDSoqamBzWaD2+0Oe357exuxtbRaLfR6PRYXF3F/fy/FDw4O4HA4pCZMpVKhsbERq6ursqNUj8eDlZUVCIKApKQk2dzz8/MIBALSeG5uDsFgEEajMWL1E9HX4o4dEdEnzMzMQBAEFBUVwWw2Q6fTwePxYGdnB5eXl3A6nRFba3JyEkajERUVFeju7pY+d5KcnIyRkREpb2xsDBsbGxAEAf39/YiOjobNZsPr6yusVmvYvH6/H3V1dWhpacHR0RFmZ2chCAKam5sjVjsRfS02dkREn1BQUIC9vT2Mjo7CbrfD5/NBo9GgpKQEFoslomvV19djfX0dw8PDsFgsiImJQXV1NSYmJmR/yigsLMTW1hYGBwcxPj6OUCiE8vJyLC0thX3DDgCmp6exvLwMi8WCQCCAtrY2TE1N8Rt2RH+wv8S328BERPQt2O12dHV1YXd3F2VlZb+7HCKKIN6xIyIiIlIINnZERERECsHGjoiIiEgheMeOiIiISCG4Y0dERESkEGzsiIiIiBSCjR0RERGRQrCxIyIiIlIINnZERERECsHGjoiIiEgh2NgRERERKQQbOyIiIiKFYGNHREREpBB/A9T+/aFYsO4DAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gd.plot_diag.fort220_plot(Self_1, dateIni=dateIni, \n",
    "                          dateFin=dateFin, \n",
    "                          nHour=nHour, \n",
    "                          Label='cost',\n",
    "                          Flag=None,  \n",
    "                          cost_gradient=True,  \n",
    "                          Clean=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ac3a8cf",
   "metadata": {},
   "source": [
    "Agora, utiliza-se o dataframe `Self_2` para visualizar a contribuição da radiância (`Flag='26'` ou `Flag='32'`) na função custo (`J`) em relação aos *inner loops*. Neste caso é necessário atribuir `False` ao termo `cost_gradient`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b23f7f7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if EXP19:\n",
    "    Flag = '26'\n",
    "else:\n",
    "    Flag = '32'\n",
    "\n",
    "gd.plot_diag.fort220_plot(Self_2, dateIni=dateIni, \n",
    "                          dateFin=dateFin, \n",
    "                          nHour=nHour, \n",
    "                          Label='J',\n",
    "                          Flag=Flag,  \n",
    "                          cost_gradient=False,  \n",
    "                          Clean=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1005ae0",
   "metadata": {},
   "source": [
    "2. `fort220_plot_lines(self, dateIni=None, dateFin=None, nHour=\"06\", Label=None, Flag=None, cost_gradient=False, vmin=None, vmax=None, Clean=None, **kwargs)` retorna uma figura com o gráfico da variável `Label` em função do *inner loop*, onde cada linha contínua refere-se aos dados do primeiro *outer loop* em difrentes datas e cada linha pontilhada identifica os dados obtidos no segundo *outer loop* no range dates fornecido. Como na função `fort220_plot`, o usuário precisa setar `cost_gradient=True` quando utilizado o arquivo `Self_1` e `cost_gradient=False` quando utilizado o arquivo `Self_2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f126267b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PPZdzzz2X2trauunMp5xySl25V155hbfeeoshQ4bgcrm2q/OII47A4/HQo0ePeu/jb2VnZ7fqiO82Sn4bsWrVKsLhcL2/8kD0r1zbRnVN0yQQCPDQQw/RrVs3IPoM8Pjx41m7dm3dVGgRERERkVj28MMP8/jjj/PZZ59RUVFBTk4Ozz333HYLOy1btownnnii3rFtP5988slNJr87o3v37jz55JM8/vjjPPTQQ6Snp3PmmWeSmpra4hWEx40bx1NPPcVTTz3FPffcQ2pqKpdeeilXXHFFvXKGYfD000/z+OOP8+WXX/LRRx/RrVs3/vWvf3HiiSe2qA0QXQDsueee49577+X555/H6XRyxBFHcPbZZzc5Kr4zVqxYAcCUKVOYMmXKdud/W39WVhZvvPEGDz74II888gh2u50xY8Zw880310vwt9U5f/585s+fv12d3333HR6Pp0Xt3l0M87fj6W1YTk5OvTnmEydO5Prrr2fChAn1Vj4D8Hg8ZGRk8OSTT/L888+zdOnSunM+n4/99tuPl156iVGjRv2hfRAREREREZGGaeS3EX379iUcDlNaWsr+++/fYJmhQ4cSCoVYv349nTt3BiA/Px+g3gP4IiIiIiIismc1b03sfUxNTQ3Lly9n+fLlAGzcuJHly5ezefNmunXrVrcX16RJk9iwYQOLFi3i+eefZ+rUqQCMHDmS/v37c8stt7Bs2TKWLFnCHXfcwahRo+qmQYuIiIiIiMie16anPc+ZM4dzzz13u+Pb9vsKBoM8++yzfPLJJ2zdupXk5GQGDx7MVVddRU5ODhBd/vzee+/lhx9+wOPxcMghh3DTTTdptWcREREREZG9SJtOfkVERERERKRtaNPTnkVERERERKRtUPIrIiIiIiIi+zwlvyIiIiIiIrLPa5NbHYXDEUpLa/Z0M0SaLTU1TrErMUmxK7FKsSuxSrErsSojI6HV6m6TI79WqwXD2NOtEGkew1DsSmxS7EqsUuxKrFLsSqxq7Zhtk8mviIiIiIiItC1KfkVERERERGSfp+RXRERERERE9nlKfkVERERERGSfp+RXRERERERE9nlKfkVERERERGSfp+RXRERERERE9nlKfkVERERERGSfp+RXRERERERE9nlKfkVERERERGSft9clvz/99BOXXXYZo0ePJicnh2+//XaH18yZM4eTTz6ZAQMGcMQRR/DRRx/9AS0VERERERGRWLHXJb+1tbXk5ORw55137lT5DRs2cOmll3LggQfy6aef8te//pXbbruN6dOnt3JLRUREREREJFbY9nQDfm/MmDGMGTNmp8u/8847ZGdnc/PNNwPQo0cP5s2bxyuvvMLBBx/cWs0UERERERGRGLLXJb/NtWDBAkaMGFHv2OjRo7n//vubvM4wWrNVIrvftphV7EqsUexKrFLsSqxS7Eqsau2Yjfnkt7i4mPT09HrH0tPTqa6uxufz4XK5GrwuLS3hj2ieyG6n2JVYpdiVWKXYlVil2BWpL+aT311VUlKFae7pVojsPMOIfokpdiXWKHYlVil2JVYpdiVWbYvd1hLzyW96ejrFxcX1jhUXFxMfH9/oqC+AaaIPA4lJil2JVYpdiVWKXYlVil2R+va61Z6ba/DgwcyePbvesZkzZzJ48OA90yARERERERHZ6+x1yW9NTQ3Lly9n+fLlAGzcuJHly5ezefNmAB555BFuvPHGuvJnnHEGGzZs4OGHHyY3N5c333yTL7/8kvPOO29PNF9ERERERET2QnvdtOclS5Zw7rnn1v38wAMPAHDyySfz4IMPUlRUREFBQd35Tp068fzzz/PAAw/w2muv0b59e+69915tcyQiIiIiIiJ1DNNsm08CFBdrAQCJLYYB6ekJil2JOYpdiVWKXYlVil2JVdtit7XsddOeRURERERERHY3Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz1PyKyIiIiIiIvs8Jb8iIiIiIiKyz2uTyW/Jiy9ier17uhkiIiIiIiLyB2mTye/Wf/2b2tdf2dPNEBERERERkT9Im0x+ASq//BLTNPd0M0REREREROQP0CaT31qbE1vRFkJLFu/ppoiIiIiIiMgfoE0mvzOzBgDg++arPdwSERERERER+SO0yeR3euehAPgmf4sZCu3h1oiIiIiIiEhra5PJr2XYAZQ74jAqygnO+2lPN0dERERERERaWZtMfg/vl80P2YMB8Gvqs4iIiIiIyD6vTSa/aS43FQcdDoD/+2mYPt8ebpGIiIiIiIi0pjaZ/AIkDh5KgScVvLUEZkzf080RERERERGRVtRmk99uaQlM6xRd+Mr/7dd7uDUiIiIiIiLSmtpk8uuwGdisFlb2GwlAYPZMIpUVe7hVIiIiIiIi0lraZPKbnugAIK5nb/KSO0AoRGDqlD3cKhEREREREWktbTr57dMukckdhwDg06rPIiIiIiIi+6w2mvzaAeiaGs/07GjyG1o4n3Bh4Z5sloiIiIiIiLSSNpn8Jrpt2Cxgs1pwdehIfodeYJr4J3+zp5smIiIiIiIiraBNJr+GYZDktgLQMz2Bie33A8D/jVZ9FhERERER2Re1yeQXIMkd7XqfzESmth+IabUSXr2SUH7eHm6ZiIiIiIiI7G57ZfL75ptvcuihhzJw4EBOPfVUFi1a1GjZYDDIU089xeGHH87AgQM58cQT+f7773d4j+RfRn67psRT44ynoNcvo7/a81dERERERGSfs9clvxMnTuSBBx7giiuu4OOPP6ZPnz5ceOGFlJSUNFj+8ccf59133+X2229n4sSJnHHGGVx55ZUsW7asyft4HEbdc7/ZyR6mdhoKRKc+m6a52/slIiIiIiIie85el/y+/PLLnHbaaZxyyin07NmTu+66C5fLxYcffthg+U8//ZTLLruMMWPG0KlTJ8466yzGjBnDSy+91OR9DMMgcdtzv2kJfOjuDi4Xkc2bCC1butv7JSIiIiIiInuObU834LcCgQBLly7l0ksvrTtmsVgYOXIk8+fPb/CaYDCIw+God8zpdPLzzz83eS/DgGS3hdKaMP2zkpi8xkHlkBEkzppC4NuvcQwY0PIOiexGhlH/f0VihWJXYpViV2KVYldiVWvH7F6V/JaVlREOh0lLS6t3PC0tjbVr1zZ4zejRo3nllVcYPnw4nTt3ZtasWXzzzTeEw+Em75WWloDVFWRtcSldUuKwGLC43whGzZpCYOp3pP3zNgzbXvX2iADR2BWJRYpdiVWKXYlVil2R+mI+u7v11lu57bbbOOaYYzAMg06dOjF+/PhGp0lvU1JSRSRiYrMAWOiY5OEDw8XopCTCxcUUTJqC44CD/pA+iOwMw4h+iZWUVKHH0iWWKHYlVil2JVYpdiVWbYvd1rJXJb8pKSlYrdbtFrcqKSkhPT29wWtSU1N55pln8Pv9lJeX065dO/7973/TqVOnJu8V/SAwSHRZKa0N0zM9gSlrCuHgQ2HCx/gmfY19uJJf2fuYJvoik5ik2JVYpdiVWKXYFalvr1rwyuFw0L9/f2bNmlV3LBKJMGvWLIYMGdLktU6nk8zMTEKhEJMmTeKwww7bqXtu2+93UIdkAFYPGAFA4PupmH7fLvRCRERERERE9jZ7VfILcP755/Pee+/x8ccfk5ubyz//+U+8Xi/jx48H4MYbb+SRRx6pK79w4UImTZrEhg0bmDt3LhdddBGRSISLLrpop+6X9MuKz9nJ0ed+pzqysGRlYdbW4Js4Yfd3UERERERERP5we9W0Z4Bjjz2W0tJSnnzySYqKiujbty8vvPBC3bTngoICLJZfc3a/38/jjz/Ohg0b8Hg8jBkzhocffpjExMSdul+cw8D6m+d+f9pQyTWnn03N4//G+8aruI47EeN3q0mLiIiIiIhIbDFMs20+CVBc/OsCAMsK/JTWhvl8yQYmrylkwnmDsV94BpGSYuJv+AeuE0/es40VIboAQHp6Qr3YFYkFil2JVYpdiVWKXYlV22K3tex10573hG3P/e7XMQWAuVu8uM8+F4Da11/BDAb3WNtERERERESk5ZT88utzvx2TPBjAT+vLcJ34J4zUVCJbCvB/9cWebaCIiIiIiIi0iJJffn3u12r55bnf9eXgcOI58xzgl9HfUGjPNlJERERERER2mZJfwDAMEl3Rt6J3uwS2VgdYX+bF9adTMFJSiRRsxv/1l3u4lSIiIiIiIrKrlPz+YtvU5yHbnvvdUI7hcuE+42wAal9/WaO/IiIiIiIiMapNJr8zSycTMH31jiX9MvKblbjtud9yANx/OgUjKZnIpo34v/36D26piIiIiIiI7A5tMvldXDmP1YFF9Y7FOy11z/12SHIzd305EdPE8Hh+Hf199SXMcHhPNFlERERERERaoE0mvwBbw5vq/fzb5377ZiZR4Quxams1AK7xf8ZITCSycQP+7775w9sqIiIiIiIiLdNmk9+yyFaCZqDesSRX9LnfodnR536/zy0BwOKJw316dPTX+5pGf0VERERERGJNm0x+E23JmJgUhwvqHU9yR9+OzIToc79T15TUnXOdcipGQiLhdfkEpnz3RzZXREREREREWqhNJr8dXJ0BKPrd1Od4pwWrARbDoGOSm9VFNWyuiC6MZYmLx33amQDUvvoiZiTyxzZaREREREREdlmbTH47FuQBUBTZXO+4YRgk/jL6e0iPdgBMy/3t6O9pGPHxhPPzCEyb/Ae1VkRERERERFqqTSa/HSbeDUBFpBj/dlseRZ/77d8+CYDv1xTXnbMkJOA69QwAal95SaO/IiIiIiIiMaJNJr8ebw3JFaUAFIfrj/5ue+433unAAOZvrKDCG6w77z71DIy4OMJr1xCYPu0Pa7OIiIiIiIjsujaZ/M4NXUj79euA7Z/7jfvlud+ICQd1TSNswoy80rrzloREXH8+HYDaV17ANM0/ruEiIiIiIiKyS9pk8jun+Hi8P/cAtk9+LYZBkic69Xlsz+hzv79d9RnAfdqZGG4P4TWrCc784Q9osYiIiIiIiLREm0x+AQqLBmBGTKrMcryRmnrn0uKiyW9WogeA2fml+IK/7u1rSUzCdfIpANS+9rJGf0VERERERPZybTL5tTmtVIcySFoRXeyq+HerPqf+MvIbjhj0zojHG4zw0/ryemXcp58FDiehZUsIzvvpD2m3iIiIiIiI7Jo2mfx2G5QOgHVxPABFvtX1ztutRt3CV8f0zQLqb3kEYElNw3XCSQB4X3u5VdsrIiIiIiIiLdMmk9/ewzMBqNzcCzMCxcH87cpsm/rcLTUBgOm5JYQj9ac3u888B2w2gvPnEVy0sHUbLSIiIiIiIrusTSa/nfqlYndZ8fvjMNZ5qHZYqAkW1SuzLfk1sZCZ4KS0NsiSgsp6ZayZmTiPPg6A2tc1+isiIiIiIrK3apPJr9VmIbt/CgCOhXEAlG35ql4Zp81CvDP69hzfrwMA03636jOA5+xzwWIhOHsmoZUrWrPZIiIiIiIisovaZPIL0GVQGgD+vA6YYSjxroTfrdq8bfS3b2YSEH3u9/crO1uzO+E87EhAo78iIiIiIiJ7qzab/GZ0S8AVbyPst2HmJ1KQkoS1cF69MtuSX5vFRrzTyvoyL/ml3u3qcp/zVwAC06YQystt/caLiIiIiIhIs7TN5HfhG9hClWT3T43+vCyFWk8CwdVv1SvmcVhw2w1M4Lhfpj5PXVO8XXW2bj1wjBkHgPf1V1u16SIiIiIiItJ8bTL5/WDuLPJXvUvnQdHk11yVihk0KArmYanZUq/sttHfwR2izwh/n7v9c78AnnPOA8D/3STCmza2UstFRERERERkV7TJ5PfPoQGU5W8irYMTT5IDM2jBzE1ic2ZnXEveqFd2W/LrcTiwWgyWFFRRVO3frk5bTl/sB42ESITaNzT6KyIiIiIisjdpk8kvwEB/FlXFP9Jp4C+jv8tTKWjfBdfSNyH8a3Ib77TgsBpETDiyd3R/4OmNjv6eD4D/qy8IFxa2cg9ERERERERkZ7XJ5LfaCNCOeJau/pbO25Lf3CS8RjzlLgPnmgl1ZQ3DqBv9PbBrOgBTG9jyCMA+aD9sg4dCKIT37ddbuRciIiIiIiKys9pk8lucGd3b11EWITktTEKaC0IWzNXJbMrqintR/S2LtiW/KW4XBjB3QznV/lCDdXv+egEAvs8/JVLacJIsIiIiIiIif6w2mfy2HxJdmXlEqDMr13/2m6nPKWzK6o596wJsW36uK5/otmC1QMSEA7ukEQybzMova7Bu+7Dh2Pr2h4Af77tvNVhGRERERERE/lhtMvl1ZXej0hIkCRdr83/+depzXhKbk3sRMQzci38d/bUYBqme6OjvuJ7tAJjWwJZHEJ0m7d42+vvxh0QqK1qzKyIiIiIiIrIT2mTyi8VCZVZ08ar2tQnY3QUktXdDxCCQm0ZRWhbONROw1Py6aNW2qc+ZiR4AZuSVEgpHGqzeMXI01h49Mb21eN9/t5U7IyIiIiIiIjvSNpNfIK7XAQAcEu7KzNz36DwwDYhOfd7QexRGJIhr8a9bFqV4rFgMME2DPu0SqPaHmbex4VFdwzB+ffb33beIlDU8RVpERERERET+GG02+Q2nplFhD+PGTlHBejoNSAbAXJfAurShALiXvAZBLwBWi0GyOzr6e2Sf9gBMa2TVZwDHmEOx9u6D6a2l9vWXGy0nIiIiIiIira/NJr8YBuEuOQAM8neg1D+bpGwnYFCUF08guSsWfzmule/XXbJt6nO31AQg+txvxDQbrt5iIe6yKwDwffwB4c2bWrEzIiIiIiIi0pS2m/wCdOsLwMhIJ6bmfUa3gdHFrMLLk9mw/18BcC/4H5jRZ3tTf0l+wUJ2kput1QEWbqpstHrH8AOx738AhELUvvjf1uuHiIiIiIiINKlNJ7/hhCQqPFbsWImU1NK+jwMwYVM8axP7E3EmYavIw5H3DQB2q0GSK/qWnTigAwBfr9ja5D22jf76v/mK0JpVrdcZERERERERaVSbTn4BjG4DABgb6s6i4o9I6GoDYPPyWnz9zwbAveDXUdttU597ZyQB8O3KIoKNrPoMYMvpi+PQI8A0qXn+mVbpg4iIiIiIiDStzSe/wU7dARhmdmDmxu/pOjAdgOqldqoGnoNpseEomIOtcAHw69RnEwvZyW4qfCHmrGt6Nee4iy8Dq5Xg7JkE5s9rvc6IiIiIiIhIg9p88hvxxFGTFI8Fg8zqOBI61YDFhK0eVpZX4+/1J+DX0V+X3UK8M/q2nTywIwBfLW966rM1uxOuE08GoPbZpzAbWSRLREREREREWkebT34BIt36AXBsuBfTtrxNUh8DgFVTt1I7+BIAnLlfYKncCPx26nMiEN3yyBsMN3kPz18vAJeL0PKlBKZNaZV+iIiIiIiISMOU/AL+jp2JYNLPbMfCLUvZb2xXwMS/0sNaXyKB7IMxzDDuRS8Cvya/oYiFg7qm4QtF+L6JPX8BLGnpuE+PPkNc+99nMEOh1uySiIiIiIiI/IaSX8B0uvC3aw/A8EA2m0M/Etc/mpwunrKhbvTXtextDH8lHoeFdgnRBPjkgZ3x2K18tYNVnwHcZ56NkZRMeMN6/BM/b6XeiIiIiIiIyO8p+f1FsHMPAI6J9OSrdR8zaFxnMExqV9nYYNmPUGoOlmA1rmVvAdAj3YHLbuCwWjl1cBdm5ZdR7g02eQ9LXHx0+jNQ+9L/MH2+1u2UiIiIiIiIAEp+6wSyOhG2GHQzU9haXkxCogtn/xoAFkxei3e/iwGiU5/DQawWg5x2DgxgcMdUhmWnMnl18Q7v4zppPJasLCIlxXjff6c1uyQiIiIiIiK/UPL7C9NuJ5jVCYAjwj2ZmvcWOWMywTCpXGOy0XMEEXcG1uoCnLkTAEhwWemcagdg/KDOzFzb9JZHAIbDgefCywDwvvUakYry1umQiIiIiIiI1FHy+xv+Tt0AOCbck682f0fPdr2wDigH4OepG/AOOg/4ZdujX7Yryk624baD02ZlaHYGBRXeHd7HecRRWHv2wqyuxvvGq63SFxEREREREfmVkt/fCGR2IGyzkkk8iV47a0oX0m1MIlhMynODrE86FdPmwl60GPvmWQAYhsGADi78oTCdU+KYt6F2h/cxLBbiLr0CAO9H7xMu3NKq/RIREREREWnrlPz+ltVKoGNXAI6N9OLrNa+Sk9EPY2D0Wd6FP5Ti63Ma8Mvo7y+cNgu+YHTxqiSXi3Jv03v+AtgPHIF9yDAIBKh98b87LC8iIiIiIiK7Tsnv7/g7dQXgyHAPJpcuwgj4yTzYCpYIJWu9rEv9KyYGzvxvsZatqbtuVI9k5qwrxjAMlhX4CYbNJu9jGAaeX0Z//V9PJLQ2t9X6JCIiIiIi0tYp+f2dYEYmYZebJFwcHO7K9NUvkZPWD2O/6Ojvgjlh/F2PBMC94H911yW77RRUVbG12kfEhDVFAUyz6QTY3n8AjjGHQiRC7X+fab1OiYiIiIiItHF7ZfL75ptvcuihhzJw4EBOPfVUFi1a1GT5V155haOOOopBgwYxZswY7r//fvx+f6Pl53yxgtqKRvbYNSz4uvcG4K+hwXxSMJV2kVQSRtaANULJuhryMy4BwLXyA4yarXWXHtE7gzfmriUcMSmpCVNYtePpz55LLo9Ot54xneCiBTssLyIiIiIiIs231yW/EydO5IEHHuCKK67g448/pk+fPlx44YWUlJQ0WP7zzz/nkUce4corr2TixIncd999TJw4kUcffbTRe4RDEcoLqhs97+3Wm4jVSj8zg2R/POs3fELPtL51o78LFyYSyByGEfbjWfjr87qH9EyjqNrHxOWbAFhbHMAbiDTZX1vnLriOOxGAmmef2uFosYiIiIiIiDTfXpf8vvzyy5x22mmccsop9OzZk7vuuguXy8WHH37YYPn58+czdOhQTjjhBLKzsxk9ejTHH3/8DkeLa8p8RMINJ6am04m/S08AzgsPYcLGL+hqdME+ogisEYrXV7M261oAXEtex/BF9/d1262M6ZnGlNVbqPD5iZiwfIufUKTphNZ9/kXgdBJasojAjOlNlhUREREREZHm26uS30AgwNKlSxk5cmTdMYvFwsiRI5k/f36D1wwZMoSlS5fWJbsbNmxg2rRpjBkzptH7ON12zIiJt8KHYdDgy9u7LyYwOtKZVdU1WLf+SJeU7hhDigBYsLQdwbR+WII1uBe/XHfd0X3bYQKvzFmD3Qq1QZOVhX7AbPRetowM3KedCUDt809DJNxoWb3a9gv2fBv00mtXXopdvWL1pdjVK1Zfil29YvXVmmytW33zlJWVEQ6HSUtLq3c8LS2NtWvXNnjNCSecQFlZGWeddRamaRIKhTjjjDO47LLLGr1PaocECnJLCVaHSM9JaLhQegJm9x6wNpfTgwOZtv4TDut9P2sPeo/wggxKNtSw+YR/0KXkHOIWvUTcYX8HZwLHJcdx19eryC/zEhdvobIyQllthIIag0FdG7kXkHLV5az57GPC+XnYf5hM8injd/yGSZuUltZ4HInszRS7EqsUuxKrFLsi9e1Vye+umDNnDs8//zx33nkngwYNYv369dx33308/fTTXHHFFQ1ek5aVSEFuKSUFlSRvTcCwNPwnBluXXiSvzeXYSC+urviUY9cupl1SO7YM3Yr5Y3tmzGtHh6Tu2CvWUjPtObxDown3ob3S+WhhAR/NW8ffRvdgxZYAuVtqMcIhspIae8sN3H85j5qnn6DwiScIHnQwhtO1O94i2UcYRvRLrKSkCj0aLrFEsSuxSrErsUqxK7FqW+y2lr0q+U1JScFqtW63uFVJSQnp6ekNXvPEE09w4okncuqppwKQk5NDbW0td9xxB5dffjkWy/YzuxNS3VjtFsLBCDXlPuJS3A3WHUxJx5uairu0lOG+buRt/JruA85m60HTCc9vR9nmWlaPuZ5+FX/DteC/1A48D2wujuqTwUcLC5i8qpibDutF51Q760uD5BYFcNkMkj3WBu/nOvnPeN9/h8jWQmo/eB/PWec0492TtsI00ReZxCTFrsQqxa7EKsWuSH171TO/DoeD/v37M2vWrLpjkUiEWbNmMWTIkAav8fl82yW4Vms0uWxs5WTDMIhPiya81aXeJtsUyBkEwKnhfnxesZbu5SW445wYQ6NbHC1c3Z1QXAestVtxrXgPgMEdk2gX76AmEGZmXimdkm1kxFsxgeWF/kZXgDacTjwXXgqA941XiVRVNtk2ERERERER2Tl7VfILcP755/Pee+/x8ccfk5ubyz//+U+8Xi/jx0efgb3xxht55JFH6sqPGzeOt99+my+++IINGzYwY8YMnnjiCcaNG1eXBDckPs0DQE2Jt8nthQLtO1LtcZKAk7iqJIwtP9DdmoPlgEKwRyjd7GV11g0AeH5+FsJBLIbBUX3aAfDRwgIMw6BXhoMEp4VwBJZu8RMMN3xP51HHYO3WHbOqEu+brzXvzRMREREREZEG7XXJ77HHHstNN93Ek08+yUknncTy5ct54YUX6qY9FxQUUFRUVFf+8ssv54ILLuDxxx/nuOOO49Zbb2X06NHcfffdTd7Hk+jEYrMQDkXwVvobL2gYRHKio86nhwYyqWotfSoC2OLAGBId/V2Q15ewKx1r1Qacqz8F4ORBWVgtBrPXlTEnvwyLxaBveydOm4EvaLJii59IA0m3YbXiuTT6rLL3/XcJF23d+TdPREREREREGmSYTQ177sOKi6soWFVCVVEtSe3jadc9pfHC4TCeL94mLgRPu2ZyeZccfuo1jvnlPxJ+diCELBw2YiV98m4mlNKTsjMng2HhkSm5vPPzJnqmx/HGOUOxWgxq/BEWbfIRNiEzwUrPDAfG79b0Nk2TiisvIbRoIc7jTyLhpltb+d2QWGAYkJ6eQHGxFq+Q2KLYlVil2JVYpdiVWLUtdlvLXjfy+0eqm/pc2vTUZ6xWvD37AHCEP4cVNZvpV+ElMzGr7tnf+ev3I+xIwla2BsfaLwG46KDOJDhtrCmuYcLSLQDEOS3kZDoBKKwKs7kitN3tDMMg7rKrAPBP/JzQuvzd0l8REREREZG2qk0nv55kF4bFIBQI468ONF245yB8RoTeZhrzK2rxbJ3DMPtonAeWgS1C6SYfa9r/PVrvvKfANEly27nwoM4APDtjHbWBMACpcVa6pdkByCsJUl4b3u529oGDcIw+BCIRav/7zG7stYiIiIiISNvTppNfi8UgLvWXVZ9Lml712XQ4KOwQfe64V01H/IFyUspWMyR1BMaQ6DPIP20aQsTqwV60GPv6qQCcOrgDHZNclNQEeP2nDXX1dUiykZkQXZBrTXGASGT7kWfPJX8Di4XA91PxT53c4v6KiIiIiIi0VW06+QWIT/11y6MdPf4cN+BgwkQ4IJLNzMoKPFtnkW10peNIF9giVGwKsyrr/4BfRn8Bh83CVYd0A+D1uRvZWhVdXMswDLqlO3BYowtgbSzffvqzrVt33KedCUDV/XcRyl2zW/osIiIiIiLS1rT55DcuJTr1OegLEagNNlnWjEtgTUr0LXNVpGANVuEpXcCwtNHYhpQBMLNgCBHDgaNgDvbNcwA4tFc6+3VIxB+K8OyM/Lr6bBaDbunR6c8byoN4g9vv/+u59Arsw4aD10vlP64nUlG+G3otIiIiIiLStrT55NditeBJdgE7nvoM4O4/GoCDQp1ZXVuLZ+tMnKaVYYf0BlsE7yYbc7tte/b3P0B0lPf/xnYH4IulhazcWl1XX3qclWS3BdOE3KLAdqPPhs1Gwl33YcnqQKRgM1V33ooZ2n6UWERERERERBrX5pNfqD/1eUfc7bqy0lWDDQsl5W4soRrcxfPoktydpKHRhat+XjcQn92NY/1UbFsXATAgK5EjczIwgcenra1Lcg3DoEeGA8OAcm+E4prtF7+yJCWT+MC/we0mOO8nap79z27quYiIiIiISNug5Beii14ZEKgNEvA2PfUZoKpnDgCDvR0p9UXwbJ2FEfYzcsx+YIsQ3uRhUr/rAfD89HjddVcc3A2H1WDu+nJ+WFtad9xtt9Ap+ZfVn4uDhBpY/MrWoycJt9wJgO+9t/F99cUu91dERERERKStUfILWG0WPEk7P/W5c89DWOwow4WNqq1JWEJe3MU/kZAYR/awRAA2LO3N2k45OPMnYdv8IwAdklycMbQjAE9+v5ZQ+NdnfLOTbbjsBoGwyfrShhNw59hDcf/1gmg7//UAwWVLd73TIiIiIiIibUiLkt8pU6Zw2223MW7cOHr16kVKSgodO3Zk8ODBnHPOObzwwgts2bJld7W1VdVNfS6p3WFZw2KhYsgB1BKkSzCF4jI77q1zMEJehhzSA8NqwsZ4pnQ5D6/TQ/zMe+GXac7nH9iZZLed/FIvHy369b2xWAx6pDsA2FwRotq//eJXAJ4LLsEx6mAIBKi67SYiJcUt7bqIiIiIiMg+r9nJb01NDQ888ADdu3fn8MMP5/7772fatGls2rSJuLg4fD4fS5Ys4c033+SSSy6hS5cu/PnPf2bGjBmt0f7dZtt+v/6aIEH/jheUyul4IJ+mbAUgoSwDiz+Eu+hH3IkOuu/fDgDf7I5MP+hY7IU/48iNTlOOd9q4eEQXAP43ax3Vv7lXisdKelx079+GFr+CaOIdf/tdWLt0JVK0lcrbbsYMBFrQcxERERERkX1fs5Lf5557jp49e3LrrbeSmJjIPffcw3fffUdFRQW1tbVs3LiRkpISgsEgK1as4NVXX+W0005j0qRJHHLIIYwfP568vLzW6kuL2BxW3IlOYOemPgP02v805lo248RGZWEi7qKfMEI19D2kAxYrsDGBXGM4G7O6ETf7QQhHk9Txg9rTJcVNuTfIy3PW16uzW7odqwFV/giFVdsvfgVgiYsn8f5/YcTHE1qyiOrH/73DPYpFRERERETasmYlv1dddRVHHHEEixYtYsGCBdxyyy2MGzeOhISEeuUMw6B3796cc845vP766xQWFvL888+zcOFCXn/99d3agd0pPm3nV30G6JLQjamdrHgJkuhPwCi349k6G89vRn8jU7KZfuDxGFUbcC19EwCb1cLVY6JbH7398yY2Vfx6P6fNQufU6OJX+SUBAqGGk1pr5y4k3HkvGAb+zz/B98mHu9ZpERERERGRNqBZye/SpUt57bXXGDBgQLNu4na7ueiii1i1ahXnnHNOs679I22b+uyr9BMKNDzq+nsnDDiPZx0/AxAuScJdMB9LsJp+Yztgd1mh0EP5yt4sHHAQcT89hhGoAuDg7qns3zmZYNjk9i9WEPzN4lcdkmzEOQxCEcgvbXxKs+OgkXgu/RsANf95jFD+3jmqLiIiIiIisqc1K/nt3bt3i25mtVrp1q1bi+poTXanDWd8dNGpmp0c/U11pkHvISwwtmAzbZhbE3EXzsAVb2e/ozsBEJnegXmdD6faFsH987NAdHT81iN6keC0sbigiiemra2rc9vevwBbq8JUeBtPxN1nnYv9oJEQDFL94D2Y4Z1L2kVERERERNqSFq32fPfdd/P99983WWb69OncfffdLbnNH6o5qz5v8+fuZ/JI3M/4CWHxenDnr8ISqKTb0HTadUuAkIXgN92ZMfxIPAv/i6W6AIDsZDd3HRPdM/jd+Zv5evnWujoTXVbaJ9qA6OJXkUae6TUMg/jr/4HhiSO0dAm+99/ZpX6LiIiIiIjsy1qU/P7zn/9k6tSpTZb5/vvvueuuu1pymz/Utud+ayv9hIM7N4rqtrk5tM/pPG2L7udLcSKeDd9jGAbDTuqKxWZgrkskv2IE67I64fnxkbprD+6RxgUHRkeI7520itzimrpzXVLt2C1QGzTJK2l4718Aa2YmcVdcA0DN/54jvGF9o2VFRERERETaohYlvzsjEAhgtVpb+za7jcNtxxlnBxPKC6p3+rpjso9jalIli41CjIgV1+oCLL5SEtJcDDi0IwCRydlMH3gCttUfYS1ZUXftJSO7MrxzMr5QhJs+W1a3/ZHdatCrXXQF6oKKEMXVjW/B5DzhJOzDhkPAT9VD92JGGt4nWEREREREpC1qcfJrGEaj5wKBANOnT6ddu3Ytvc0fKqVjIgDlBVWEQzuXRFotNi7uezl32KcQJIxR6yZh+RQAeo9sT1KWG3w2qmb1Z/7AkcTNeuA31xrcd1wf2sU7WFfm5d5Jq+q2LkqNs5KdHJ3+vHprAG+g4fYYhkH8TbeC201o4QJ8H3+wy/0XERERERHZ1zQ7+e3evXvdC+Cxxx6rd2zbq0uXLqSkpDBt2jSOP/743d7w1hSf5sbhsRMJm5Rvrtrp6w7MGEl8Rlees80FwL6uGlvFJixWgwP+1A0MMJenMt91DN6y+dg3zqi7NsXj4MET+mGzGHy3qpi3f95Ud65Lqp1El4WwCcsL/YQjjWx/lNWBuMuuBKDm+acJb97UYDkREREREZG2ptnJbyQSwTRNTNPEMIy6///7l91up3///txwww088sgjO654L2IYBqnZzR/9NQyDy/pcyUvW+Sw3ijAiVhLnTgPTJKVDHDmj2gMQ+rYr3w89Ac+s+8H8te6BHRK5dmwPAJ6ctpb5Gyvq6s3JdGC3Qm3AZG1x49sfuf50Crb9hoDXS/VD99WNIIuIiIiIiLRlzU5+8/PzycvLIy8vD9M0ufbaa+t+/u1rzZo1/Pjjjzz44IPExcW1RttbVXyaG4fbFh39Ldj50d/eSX0Y0/FwbrNPJkQYa0WEuBWzAOg/rgOeVDtUOdi4aiTrPUGcaz6vd/2pg7M4qk8GYRNumbCc4ppoouu0Wcj55fnfwqowhVUNP/9rWCwk3HwbOJ0Ef56L//NPdqH3IiIiIiIi+5YWPfObl5fHNddcs7vaslcxDIPUTkkAlG/e+dFfgAt7X0qerZInbHMAcK/IxVJZis1hZfhJ0eni5s/tmJ59Cva5j0LYX+++tx7Zm+5pHoprAtw6YTmhX6Y5J3usdE6xA9Htj2r8DbfJmt2JuIsvB6Dm6ScJFxY2s/ciIiIiIiL7lhYlv126dCEpKWm74/n5+fzvf//j9ddfp7p651dM3tvs6uhve08WJ3c5lVetC1hk3YJhGiTP/hYiETK7J9J1aCoAtVP6Mq9rDzzzn6t3vdtu5aET++GxW/l5YwXP/pBXd65Tio1kt4WICSuaeP7X9efTsQ0YiFlbQ/W/7tf0ZxERERERadNalPzef//9dOvWjbKysrpjU6dOZcCAAVx22WWcd955DB06lNLS0hY3dE9oyejvX3r+lWRnCn+3TcJvBLFWB4hfEh0J3u+oLtjjLFDiZnH5iXjXvImtaEm967umerjj6N4AvPbTRiYuK6xrU+92ThxWA2/QZE1RoMHE1rBaib/5dnA4CM6Zhf/LL3bpPRAREREREdkXtCj5/eSTT+jatSspKSl1x2666SYikQh33XUXl19+OWvWrOHxxx9vaTv3mF0d/Y23J3Bxn79RaFRzt+17AFxr1mAr3orTY2P/47sBEJmdxeRepxD/7TUQ8tWr47DeGZw7vBMA905axc8bywFw2KILYAEUVYfZUtnw87+2Ll3xXHAxADX/eYxwcdHOd1xERERERGQf0qLkNz8/n379+tX9vHnzZn766SeuuOIKbrvtNp566ikOO+wwPv744xY3dE9pyejvkR2PoX/KQD6zrmSeYwMGBkk/TsUIBsnun0JmTjxELBTNOIiVaYnEzfnXdnVccXBXDuudTjBscsOny8gvrQUgyW2la2r0+d+1xUGqG3n+13362dj69MWsrqLq9puJ1NY09y0QERERERGJeS1KfisrK0lOTq77+fvvv8cwDE444YS6Y0OHDmX9+vUtuc0et6ujvxbDwjX9r8OChSuNr/Fb/Vh8AeIXzsYwDA44qSc2D1DkYUbtXzFXvoV906zf1WHwz6NzGJCVQKUvxLUfL6GsNroCdMdkG6keKyawYou/bmGs3zJsNuJvuRMjPoHQksVU3vB/mLW1LXk7REREREREYk6Lkt/MzEzWrVtX9/M333yD0+nkwAMPrDvm8/kwDKMlt9njWjL62zOxNyd0OZlqI8A/Hd9jYuJavw7HpvW4E+wc+Kfovr6heR35tstfSPjuWoxA/QTbZbfyyJ/60yHJxcZyH9d/ugx/KIJhGPRq58BpM/CFTHIbef7X1q07iY/9ByM+ntCihVTc9HdMr7cF74iIiIiIiEhsaVHyO3z4cD799FMmTJjAt99+y7vvvsu4ceNwOp11ZfLy8ujQoUOLG7qn7eroL8AFvS8m2ZHMBHM1iz3RUfCEn2di8dbSsW8q2cMSANg4byx5nmTifvjndnWkehw8fvIAEpw2Fm2u5K6vVhIxTezW+s//bq0ON9gGe59+JD7yH4y4OEILfqby5r9j+nwNlhUREREREdnXtCj5veWWWwiFQpx00kkcddRR+Hw+brnllrrzfr+f77//vt5IcKxqyehvgj2Ri3P+BsDfzO8IOnxYgiES5s0E0+SAY3vhSDWhysHk6iuxrvwQx9qvt6unW5qHh0/sh9Vi8M3KIp6bkQ9AostK59Rf9//1Bhpum71ffxL//QSG20Pw53lU/uN6TL8SYBERERER2fe1KPkdOnQos2fP5tprr+Xaa69l5syZjBo1qu78/PnzGTduHGeddVaLG7o3+O3ob0UzR3+Pyj6Wvsn9qTB9POGeBUYEx9YtuHNXYnNYGXVqDlhMgrmZfJNxMQlTb8SoLd6unv07J3Pbkb0AeHnOBj5bvAWATsk2kly/7v8baWRfX/uAQST++wlwuwnO/ZHKf9yA6fc3850QERERERGJLYbZ0EOibUBxcRW70vOq4lq2rCrBYrPQdWgWVtvO//1gVcUKLp9xISYmn7tOoGt5J0yLhbJxxxBOSmHO5KWsm1ILjjDHZ99G+/ZdqTz6f9DAM9PPzcjnxdnrsVoMnhg/gAO7pOAPRZi/wUcoAh2SbHRPdzTaluDC+VRcfw34fNgPGknifQ9jOBovL3ueYUB6esIux67InqLYlVil2JVYpdiVWLUtdltLi0Z+f6+mpoaCggJqavbd7XTi09zY3TYioUizR397J/Xh+M5/AuD/wjOIeGoxIhESf/oBQiGGj+2Hs1MQAla+rr4BW+4knCs/aLCuS0d24ag+GYQjJjd9tozc4hqcNgu92kUT2M0VIUprGn7+F8C+3xASH34MnE6Cs2dSedtNmIFAs/ojIiIiIiISK1qc/AYCAe677z569epFYmIi2dnZJCYm0qtXL+6//34C+1hCZRgGadmJAJRtriIUaDzBbMiFvS8l0Z5EbrCUD+IWgDWMrbKC+MXzsFgMRp3SB5xhgltT+dp1JfHT78BSubHBdtxxVA6DOyZSEwhzybsL+XhRASkeK1lJNgBWb/UTCDX+5z7HkGEkPvQoOJwEZ82g6o5/YAaDzeqPiIiIiIhILGhR8uv1ehk7dix33HEH69ato1evXhxyyCH07t2bdevWcfvttzN27Fi8+9i2OvHpHpxxdiJhk+J15c26NtGRyEU5lwHwaM1yKtILMDFx563GsWk96WmpdDnGBUDe+rFsCHUlYfK1ENk+yXbYLPzrpP70aRdPpS/E/d+s5qK3FxAMB4hzGAQjsGqrv8Htj+rqGDacxIceAYeTwIzpVP/7wSbLi4iIiIiIxKIWJb8PPfQQs2fP5rTTTiM3N5cVK1YwZcoUli9fztq1azn99NOZPXs2Dz/88O5q717BMAwyuqcAUFVUi7eyeQtGHdvpBHKS+lIT8fNgaBFGciUACT/PxlJbzfAhA3H0rQHT4OvK62HDfOLm/KvBupLddl4+ewjXju2Ox25lcUEVf33zZ2blF2IxoNwbYVN5qMn2OPY/gMR7HwSLBf/Ez/G+9Xqz+iMiIiIiIrK3a1Hy++677zJ06FDefvttOnXqVO9cdnY2b731FsOGDeOdd95pUSP3Ru4EJ4nt4gDYurasWaOlFsPCNf2vw8BgQk0+8+LWYjoDWIIBEn+agQWDkSf2gcQAwepEvo5cjefnp3Cu+qTB+mwWg7OGZfP++ftzeO90Iia8/ON6Plu6AYB1pUGqfE1Pz3aMGEXc1X8HoPb5p/F/P2Wn+yMiIiIiIrK3a1Hym5+fz5FHHtlkmcMPP5z8/PyW3Gavld4lCYvNQqA2SHlBdbOu7ZPcj+M6nQjAHZXL8GcUYlrAXlKEZ/ki2sW3p9OJFsBkffEIVgVHkjD5OmxbFzVaZ7sEJw+c0I8nTxlAp2QX360q5OeNpZjA0gI/oXDTCbr7lNNwjT8VTJOqe+4ktHJFs/okIiIiIiKyt2pR8uvxeCgqKmqyTFFRER6PpyW32WtZ7VbSuyQBULqhotmLX13S5wrSXRmsD1bwH99SjIzovr6elUuwF21heO/9cRxUCsB31ddQFYwj8csLMWq2NlnviK6pvP3X/blkRBc+XbyOkho/oQh8n1vZ6P6/28RddS32Aw4Cn4/Km68jXNT0vURERERERGJBi5Lfgw46iHfeeYelS5c2eH7ZsmW8++67jBgxoiW32asltovDGe8gEjYpyi9v1rXx9nj+PuAmAF6vzmOBfSORpAAGkPDTDOyBMAcfPgSjnZeI38HHlnsxqraQ9NXFEG76OWOnzcLFI7vw8tlD+XljEYFwBIfVzvQ1VU1O0TZsNhLuuh9r125EiouovPl6zH1swTIREREREWl7WpT83nLLLfh8PoYPH85VV13FBx98wPTp0/nggw+48sorGT58OH6/n3/84x+7q717HcMwaPfL4lfVxbXUVviadf1B7UZyVMdjMTG5rXwxgZTNRNw2rD4vCfNmkeZox5A/Z4EtQvWWLL5Kvhr7lnnET7uFndm1vHOKm38e04vVRaWEIhGsFhuz8qqbTIAt8fEkPvQoRlIy4VUrqLrvn5iRSLP6JSIiIiIisjdpUfI7atQo3nrrLRwOB08//TSnn346Y8eO5fTTT+eZZ57B4XDw1ltvMWrUqN3V3r2SK95BUvt44JfFryLN2yrob/2uJs2ZzrpQFU9Xr8BI34xpseDcsgnX2pX0zOpFpyMcAOStOYQFGWNxL38X96KXdqp+wzC4aEQnFmwqJhwxiZhW5m6oaTIBtnboSOL9/wK7ncC0KdT+77lm9UlERERERGRvYpi7YVPXqqoqPv30U+bPn09lZSWJiYkMGTKEk046iYSEhN3Rzt2uuLhqZwZOd1o4FGHdzwWEQxHSOieRmp3YrOtnb53BLXNvwILBq+kj6c8w7BtDmBYLZWOPJpiYzMTXfqQ214qRUcufMv5BVtkmKk54g2Cng3fqHoFQhMem5jOiayYWwyDBBYM6uDEMo9FrfF9/SfW9dwIQ/487cB17fLP6JbuPYUB6esJuj12R1qbYlVil2JVYpdiVWLUtdlut/t2R/Mai1vgwqNxaQ+GaUgyLQZch7bE7bc26/sGF9zBp05d0tcXzfsbBWKuHYi8qIxSfSNmhx1BbG2Hi0wuI1FqwDyvgjIpbiA+alP15ApHkbjt1j2p/iCemrmNMzywA0uIM+rZ3N3lNzQvP4X31JbDZSHrsKeyDhzarX7J76ItMYpViV2KVYldilWJXYlVrJ78tmvYcDoeprKwk0sjzoNvOh8PNWwU5ViVkeHAlODAjJsV55c2+/op+15DmTCc/VM0zVaswktcTdrmxVVeSMH8OngQHB/6pBwDBeVl82v8agqaPpIkXYgSqduoe8U4blx/ciSmrCwAoqTHJLWp68SzPBZfgGHcYhEJU3nojwWUNL3AmIiIiIiKyt2pR8nvXXXfRrl07SkpKGjxfWlpKZmYm9913X0tuEzPqLX5V6qWmrHmrJCfYE/m/ATcA8Gr1Wpb51hLolYxpGLg25OPKW02nvul02T8ZgMrJ/fhy9F8xKtaQ8M01O7UAFkCqx8EFIzrUJcAFlWHWlwYa75fFQsItd2LrPwCzspKKay4nMGN6s/omIiIiIiKyJ7Uo+Z0wYQKHHXYYGRkZDZ7PyMjg8MMP59NPP23JbWKKM85BclZ08auivHIizVz8alTmwRze4UgimNxethCj9kdq+/QFIH7RXGxlJQw7pjueNDtUOdg87yCmjTgBR/4kXItf3un7dExyc8awTKblbgFgfVmIgopgo+UNl4ukR5/CfuCI6B7At9yA77OPm9U3ERERERGRPaVFye/atWvp06dPk2VycnLIy8tryW1iTmqnJKx2C0FfiLJNlc2+/op+15LiSGVtqJrnKpZhc63Fn5WNEYmQ+ON07IQZeWovDAuYK1NY6R3L/IGjiJ95H9biZTt9n14Z8RzdN5Uf1hYCsKYowNaqJhJgj4fEBx/BeewJEIlQ/a8HqHnhuSZXjRYREREREdkbtCj5DQaDWCxNV2EYBj5f8/a+jXVWm4WMbtHpz6UbK/HXND6luCFJjiSu/WX688vVuawu/hFfz3TCnjisNdUkzJtFagcP/Q/tCEDk20782OMo1mV1JnHS3yC489Oth3VKZkS3BGbnF2EYBisLAxRWNpEA22zE33wb7vMvAsD76ktU3383ZijUrD6KiIiIiIj8kVqU/Pbs2ZPJkyc3WWby5Ml067ZzKxHvS+LT3MSlusGELatLm7337+j2Yzg06wgiwG1lC7AVTKRq6NDo/r8FG3CvWUGfg7NI7xIPASvhT7vz3UGnUB0uJf6HfzbrXmN6ptM701mXAK/aGmBLUwmwYRB3wSXE33gLWK34v/qCyhuvJVJb06z7ioiIiIiI/FFalPyOHz+eBQsWcMcdd2y3onM4HOb2229nwYIFnHrqqS1qZCzatviVxWYhUBukdGPzpz9f1f9aUhwp5Iaqubl4Fs6KqVQPjG4zFLfkZxxlxRx4SnfsbisUxOH/vC9fHXIG1tXv48id2Kx7nTigPTmZTmbmbcUwDFZvDTT5DDCA64Q/kfjAv8HlIvjTHCquvIxIcXGz+ykiIiIiItLaWrTPb3V1NcOHD2fVqlX06NGDcePG0bFjRzZt2sSUKVPIzc2lb9++zJ49m/j4+GbV/eabb/Liiy9SVFREnz59uP322xk0aFCDZc855xx+/PHH7Y6PGTOG//73vw1e80fte1ZVXMuWVdHVsDsNysQV72jW9UtKF3Hdj1cRjAQ5Pa4L/9frMmwbLbg2riPs9lB26LEUbw0x9ZWVhAMRjB7ldB/2JUfM+Zry078hktChWff7cnkhizZ5GdWtHQDd0+10SLI3eU1w+TIqb7wWs7wMS/ssEv/9BLYuXZt1X9kx7dknsUqxK7FKsSuxSrErsaq19/ltUfILUFRUxOWXX87HH39cb+Eji8XCKaecwjPPPENaWlqz6pw4cSI33ngjd911F/vttx+vvvoqX331FV999VWDdZWXlxMMBuv9fNJJJ3Hvvfcyfvz4Bu/xR34YFKwsprrEi8Nto9N+7bFYjGZd/33BFO6afxsmJv+X2JfxA28jYc5ibNWVBNplUTHqULbmV/H9a6uIhEyMPqUc2OkVBpYEqDjpPbBYm3W/b1YWMXddNQf3yASgW5qdjslNJ8DhTRupuP4aIhs3YMQnkHDPAzj2P6BZ95Wm6YtMYpViV2KVYldilWJXYlVrJ78tmvYM0e2MPvjgAzZv3sznn3/OG2+8wYQJE9i8eTPvvvtusxNfgJdffpnTTjuNU045hZ49e3LXXXfhcrn48MMPGyyfnJxMRkZG3WvGjBm4XC6OPvrolnZvt2jXPQWr3ULAG6J0Q0Wzrz8kaxx/63s1AI9XLueHlU9TNfxATKsVx9YCPCuX0K5bIqPO+mUF6BWpzCk4l81GKZ55/2n2/Y7IyeDAbglMy42uAp1XEmRjWdOLdlk7ZpP8zAvYBgzErK6i8vpr8H76UbPvLSIiIiIi0hpsu6uizMxMjjvuuBbXEwgEWLp0KZdeemndMYvFwsiRI5k/f/5O1fHhhx9y3HHH4fF4Gi1jNG/wtUVsDiuZPVLZvKKYsk1VxKe5cSc4m1XHn7ufTpF3M+/lv88dxbN4Kv4dBg0+joR5s/EsW0QoLYMOvdsz8vQezHhnDeaSdL4e/H+ctvwO7J1GEcoa3qz7HdY7HbvFYNqaLYzp2Z780hAm0Dm18Wnb1tQUkp94hqqH7sM/6Stq/v0gkXX5xF1xNYZtt4Vam7UtZv/I2BXZHRS7EqsUuxKrFLsSq1o7ZpuVkRx99NHcc889DB/evEQKoKamhv/85z8kJCRwxRVXNFqurKyMcDi83YhxWloaa9eu3eF9Fi1axKpVq7jvvvuaLJeW1nrD6Q1JT08gWB2kaGMFRbnl7De2O1Zb8wbebz3kNiqCW/h603SuX/chrx7Yn4ScPhgrV5D00w9w0smkj+mC02ln8ivLCS3owMeDb+EvU/+O46Kp4E5u1v3GpyeQnFzIJ3O3MK5ne9aVhnB7nPTNbur57QTSn3iUkuf7UPT443jffwfLlk10fPQRrAl/7Hu+r/qjY1dkd1HsSqxS7EqsUuyK1Nes5LeoqIiDDjqIQw45hHPPPZfx48eTlJTU5DWzZ8/mjTfe4J133sHr9fLqq6+2qME78sEHH9C7d+9GF8fapqTkj38GIrFjPKVbq/HVBFj580badU9pdh1/H3g3hRUXsKA6j7/99ABPD/8P3bemYi8rJfz5Z5SPPYqMngkMOqEDiz4vwLugOx8NPIc/fXgl1Uc90+w/pwxK91CTk8LXyws4rHcWKzbWUFLuo3emA0tTdf35LBLT21N5z53UTJ9O7qmnk/TQo1g7dmx2nyXKMKJfYnsidkVaQrErsUqxK7FKsSuxalvstpZmJb/z5s3j1Vdf5a677uLCCy/k4osvJicnh2HDhpGZmUlycjI+n4/S0lJWrlzJ3Llzqaqqwmq1csYZZ3DvvffSuXPnJu+RkpKC1WqlpKSk3vGSkhLS09ObvLa2tpYvvviCq6++eod9MU3+8A8Di9VCZo8UNi8vprygmvhUN+4kV7PqsFuc/PPAp7l2+tnkBcq4+ecbePyAl8ieNQtrTTVJM6ZQfsgR9DkgG6/fy+pJ5ZQsHsJ3OaUcsuRNfAP+0ux2H9Q1Bath8OniTRzdtyNF1WFqAj4GdnBhtzaeADvGHEpy+w5U3nwd4fw8yi45j8T7Hsa+35Bmt0F+tSdiV2R3UOxKrFLsSqxS7IrUt0urPZumycSJE3n55ZeZOnUqpaWl25WxWCwMGjSIk08+mYsuuoisrKydrv/UU09l0KBB3H777QBEIhHGjh3LX/7yFy655JJGr/voo4+48847+f7770lJaXpUdU+ufle4ppTKrTXYnVY6D26Pxdr8dce2Vq7hypmXUBzxsX98dx4c8h8yvv8Oi99HICOTipGHgtXKD98uYPO06ErYg7q8z6BxYwn0OHaX2r14cyX/nbmBPw3sjNNmxWqBQR1dxDmabn+4uIiqf1xPaMVysNmIv+EWXMcev0ttaMu0cqPEKsWuxCrFrsQqxa7Eqr1+qyOA5cuXs3HjRkpKSnC73WRkZNC/f/8dToluzMSJE7npppu4++67GTRoEK+++ipffvklX375Jenp6dx4441kZmZy3XXX1bvurLPOIjMzk8cee2yH99iTHwbhUIT1C7YQCoRJah+/S9OfAfI3fcOVi+6m1gxzRMZIbu15MynTv8USCuHr2IWqA0ZjAt9MnEX5bDtgMiLrZboffwbBzmN26Z4byrzc8/UqjuvXmbQ4J2DSt72TtLimJxGYPh9V999FYMp3ALjP/AueS6/AsDZvG6a2TF9kEqsUuxKrFLsSqxS7EqtaO/ndLUvw9u3bl759++6OqgA49thjKS0t5cknn6SoqIi+ffvywgsv1E17LigowGKpP9q4du1a5s2bx0svvbTb2tFarDYLmT1T2bSsiIot1cSluIhLcTe7nq4dj+DBylX8Pe8tvimaidv5X64/8DySZ07FtWkdkUUuagbtz2HHHMDEwHS8P8cza8v5uD99hvZ/9jR7BWiATiluHj6xH/+YsJwDOrejV0Yiywr8dE0zyU62YTTyHLDhcpHwz/uo7dwV76sv4n37DULr8km48x4snrhmt0NERERERKQ5dsvIbyzaG/4StnVtGRVbqrHYLHQelIndtQt/i4gEmfPzHdyydRomcFq3M7k6/niSfpoBQHX/wXhzBuAN1/LVRzMILkoGI8JR6U+SduY/CGUM2KW2+4Jh7vxyJcluDwd3bwdAepyVXu0cWC1NL6rl//Zrqh64BwIBrN17kPjgI1izOuxSO9oS/RVXYpViV2KVYldilWJXYlVrj/w2/2FT2W3SuybjjHcQCUUoWFlMJBxpfiUWOyMHXMedKdFFpN7Le5sXfFOoHjQMgPilC3Cuy8Vt9TD2T4Ox9CsD08KkkquoePd+rGW5u9R2l93K/cf3xWUP8978fMKRCMU1YRZu8uELNt0P5+FHkfSf5zFS0wivzaX84vMILlqwS+0QERERERHZGUp+9yCLxSArJw2rzYK/JsjWtWXsykB82JXOETmXclNSPwBeWf0Cr1kXUts7+nPCz7NxbNlEij2Dg07pjpFThhmx8mXRlVS/czuWyo271H6rxeDasT0Y0T2JZ2esotofpDZgsmCjj2p/0wmwvV9/kv/3CtbefTAryqm45m/4Jk7YpXaIiIiIiIjsiJLfPczutNE+Jw2AqqJaKrZU71I9/pSB/LnTiVyZkAPAs8uf5N2E9fg6d8cwTRLnfI+ttJhsR0/6npKC0aOcSMTOxC1/w/vuzRi1RbvchzOHduTSUZ156oeVbKqoJRSBBRu9lNaEm7zO2i6T5KeexzH2UAiFqH7gbmqefhIz3PR1IiIiIiIizaXkdy/gSXKR3jUZgKL8cryV/uZXYhhUdTyaC9IP4IL4HgA8tvRffJpZRSCzA0Y4TNKsqVhqq+nv2p/sP0cwulYSjjiZuOFigu/egOEr3+U+jOuVzgPH9+GNubms3FoJGCwt8LG+LNB0s91uEu66H/dfLwTA+84bVN5yA5GaXfsjgIiIiIiISEOU/O4lkrPiSUj3gAkFK4sJ+UPNr8TqoKrreK5J6s8ZcV0wMbl/yb181dUgmJSCxe+LJsChEMPjDiXl1DLoVEXQ9PBF3l8JvX8DRmDXk86BHRJ5/S9DWVdWzk/rizEMg/WlIWaurWxyOrdhsRB30aUk3HkvOJwEZ/5AxeUXEcpbu8ttERERERER+S0lv3sJwzBo1yMFh8dOOBihYGUJkcguPP/rzqSm4xH8I2kAJ3o6ETHD/HPxP/khJ5mI04WtopyEuTOwYWVk/FF4/rwROlTjN+OZuOZ0wm//DUt1wS73I9lj5+5j+zC8Szw/rC0EIGLa+GBBMeXepkeBnYcfSdJ/nsOSlk44by3lF55D7WsvYYZ24Q8BIiIiIiIiv6Hkdy9isVrI6pOOxWrgqw5QlFe2S/X40oYSTO7DXckDOdzTmWAkyA1LbuOnfu0xLRacBRuJW7oAjyWBg5KOwHbaWsiswRtJ4vPc8/C/eTXW4mUt6svo7qlcNaYTucXlhCMmWYlxfLa4jO9WFTU5Cmzv15+kF17FPmIUBIPU/u85yi85n9DqVS1qj4iIiIiItG1KfvcyDpeN9r2jC2BVFtZQUbgL05ANg6pOx2E4U3g4eQAj47vhj/i5dMU/mNrFDoBn1TKc63JJt2YxJHEE1jNXQ8dq/GYCn2+6mqq37sC+flqL+hLnsPHXAzsQ7wwTCIXpnpZASbXBHRNXUlTd+HPN1vQMEh96lPjb78ZITCS8eiXlF/+VmheexwwGW9QmERERERFpm5T87oXiUtykdU4CoGhtGb6q5i+AZVpdVHY5GZth44nEPhyWOpSwGebqgsf4LrUSgISf52Av3ko3ez96xvfFevpqjG6VhEwXE4v+TvH7z+Ba9naL+zOscyKDO7kJhsN0SPJwYJf2XP3hUj5bvKXRUWDDMHAdeTQpr72DY8w4CIfxvvoi5RedS3B5y0alRURERESk7VHyu5dK6ZhAXKob04SClSWEAs3f/ifk6UBN1jhchpVH3dlc2v0cDAyurXmD2a4iDDNC4uxpWGqqGOQYRVdPLyx/XoPRp4wIdiaVX8uGL77GM/th2IX9h38r1WNjRLc4rBaTZLeDiw7qxUeLCrnqw8VsrvA1ep0lLZ3Eex8i4e4HMJJTCK/NpeKyC6h59j+Y/savExERERER+S0lv3spwzDI7JmK3W0jFAhTsKJ4lxbA8mYcgD+hJxYiXB4J8eB+/8Rjj+cq82NWWkuxBPwkzZyKJRRkqGMMXZy9sJy4FmO/YkysTKm8gpXfryfhm6sgvAtbMP2Gy25heGcPiS4LTpuVCw7sSZzdxRmvzuXdnzcRaSLBdo47jJTX38V5xNEQieB963XKzjsb//RpTT5DLCIiIiIiAkp+92pWm4UOfdKx2Cz4qgNsXVPa/ETPMKjqfDwhZzrWYBVHVa7mueGP0y6+I3+zfc5WowZbVQWJP/6AYcIwx1g623thOXodloO2ADCr6q/M/zmexE/PwvDt2iJc29isBgM6OGmfaMNiGJwwIJuTB3bmsWlrueSdheSX1jZ6rSU5mYQ77ibhwUewpGcQ2biBqltuoOLqywmu0FRoERERERFpnJLfvZzDbScrJw0MqCqupWxTVbPrMG0eKnqcRciRgjVQzoDC73nmgMfpkTmEq+wT8RLEUbgZz+K5GIaFYc5xdLL1xDJ2E5axmwD4ueYUZq4YQuIHJ2Mtb9n+uxbDoGeGg+7p0cW3hndO58rROeQW13L2a/N4Zc56Qk2McjtHHUzyG+/iPuc8cDgJLfiZiovPo+ruOwhv2fVtmkREREREZN9lmG10zmhxcVVLH2P9Q1VsqWbr2uioa1ZOGvFpnmbXYQlUkLzmdazBSkKuDEq7n8UreW9RuPJ7HgkeBUBpnz6E+w4jgslP/m/ZFF6LuTCD8FedwDTo4ZrBoe1eofaoJwh2HtPifpXVhllR6CccgZpAkKd/WEVBpZc+7eK557g+dE1tup/hwkJqX3gW/1cTowccDtynnoH7L+dhiY9vcfv2JoYB6ekJMRe7IopdiVWKXYlVil2JVdtit9XqV/IbO4ryyigvqMawGGQPaIcr3tHsOiz+0mgCHKoh6M6iosdZTCuaRcFPn3BlcH8ASrt3J7zfCCJE+NH/HZvDa2FFKuHPumFGoL19OUenPIx58NV497s4GqUtUBuIsGyLH1/QxDRN3vo5j7kbSolzWPnn0TmM7ZW+wzpCK1dQ88wTBH+eB4CRlIzngotxnXgyhs3WovbtLfRFJrFKsSuxSrErsUqxK7FKyW8ricUPA9M02by8mNpyHzaHlU6DMrE5rM2ux+orInnNG1jCXgJxnajodjq5NeuZO/1ZrvQPAaCsU0dC+48hgskc/zcUhPMhPwk+6UXIZ5JgLeS45PuJG3ggVWMeAJurRX0Lhk1WFPqp8EYAmLehiDfmrQPgvAM6cdmorlgtTSfZpmkSnPkDNc/+h/C6fAAsHbPx/PUCnEccHfNJsL7IJFYpdiVWKXYlVil2JVYp+W0lsfphEA5F2Li4kIA3hDPeQXb/DCzW5j+6bavdQlLum1gifgLx3ajodiobajfz7fRHuc47FCsWytu3I3jgYUQsMNs/iS3hdRglcVg/7IevNILdqOWo5H/ToTNUHvMCkbjMFvUtYpqsLQ6ypTIEQIXXz5PTV1JaG+DALsnce2xfkj32HdZjhkL4JnxK7Uv/wywrBcCS3QnPXy/EecRRGNbm/8Fgb6AvMolVil2JVYpdiVWKXYlVSn5bSSx/GAR8ITYsKiQSihCf5qZ97zSMXZh6bKvZSPLatzEiQfyJvajsOp4t3q188sMD3Fw9DDtWKtKSCYw6mrDVYM4vCbDpteH5ZAhV6yIYRBid8CL9282j8pgXCWUOblHfTNOkoDJEXkkQ04z+/MWyTUxevYXMBCcPn9SPvpk79x+E6fXi/eh9vG+/gVlRDoC1U2fc512E87AjYi4J1heZxCrFrsQqxa7EKsWuxColv60k1j8Mait8bFpWBCakdkokrVPSLtVjr84nae17GGYIX3JfqjqfRLG/hDd/uIdbKofgwU5VUjz+g48hbLczP/A960IrMMMGCd8MpXxBtJ4Bni8Znfw6NYc+hD9nfIv75w1EWF0UoNIXnQa9pbKW1+bmUVLj46bDenHiwPY7XZdZW/tLEvw6ZmUlANYuXfGcdyGOcYfHTBKsLzKJVYpdiVWKXYlVil2JVUp+W8m+8GFQUVjN1tzoCtDte6eRkN78FaABHJW5JOa/j2FG8CX1oarziZQHq3hx5p3cUjaIRFxUx7vxHXIsEaeL5cG5rAjOwzQhae5ASr+LLrzVyTGfo5L/TXjoOdQcdDNYdzxFuSmmaVJYFSavJEA4Ep0W/d2qLUxauZkTBmRy/bieOGw7P+U7UluD74P38L775m+S4G64Tj4F55hDsaTveGGtPUlfZBKrFLsSqxS7EqsUuxKrlPy2kn3lw6BuBWgDOvTNwJO8awtPOSpWkrjuEwwzHH0GuOspVEf8PD3zdm4q6UsGcdS6HXjHHEvEE09ecBnzA9MBk8Q1Paj4NIVw0CTFuoHjUu7D07EjlUc+TSSxU4v7GAiZ5BYHKKkJA7C1ysd7C/Jx2g0ePKEvWYnN63Okphrfh+/hfectzKpoEoxhYB88FMe4w3COPRRLSmqL27276YtMYpViV2KVYldilWJXYpWS31ayr3wYmKZJwcoSakq9GBaDjv0ycCc6d6kue1UeSfkfYESCBD0dqeh2GjVEeHL2HVxb1INsMxGfw4p31JGEUtLYHMrnJ/+3hAkRv7UDvg864asM4bRUc1TSw3RMXE/Vof8m0P2Y3dLX4uoQa4uDBMLRf7iZeUVMy93CzYf35OAeac2uL1JdjX/i5/gnf0No6ZJfT1gs2Ifuj3Pc4TjGjMWSlLxb2t9S+iKTWKXYlVil2JVYpdiVWKXkt5XsSx8GkYhJwYroFkgWazQBdiXsWgJsq9lEUt57WMJeQq50Krqfidfi4LEf7+SyLVn0MtMIG1AzdCT+Lt0pDRcy0/clAXy4q1OwfNSXis1+DCKMSniZQZ4J+AadR/XI21q8HRJAKGySX/rritBVviCfLNnAgKw4Lh/dFdsOtkNqTHhLAf7J3xKY8i2hFct/PWG1Yh82HMeIUTgOGok1u+Uj2btKX2QSqxS7EqsUuxKrFLsSq5T8tpJ97cMgEo6weXkx3ko/FpuF7P4ZOOMcu1SX1VdEUu7bWEPVhB1JlHc/E58tnkfn383xG52Mi3QDoLZnH2oGDKWKSmb4vqDWrMIRdJP07XAKFtYAkOOawtik5zAzelF11LOEk7vvlv5WeMOsLgrgC0b/EVdtrWTplhJuPqInGfG7lvhvE960Ef/kb/FP+Zbw6lX1zlmyO+E4cASOA0dgHzIMw9XyhH5n6YtMYpViV2KVYldilWJXYpWS31ayL34YRMIRNi0twlcdwGq3kN2/HY6d2Be3IZZAOUm5b2MLlBGxxVHe/QwCrnSeXPxvOuVt5vLwcAACGZlUHnAwXnuEGf6JVESKMUwLmQsOYNM3QcwIZDjyOSbpXuJcPqrHPLBbVoOG6AJYm8pD5JcEMAyDUDjCjLytHJaTwkFdU3bLPULr1xGYPo3gnFkEFy2AcPjXkw4n9sFDcBw0Eseog7F26Lhb7tkYfZFJrFLsSqxS7EqsUuxKrFLy20r21Q+DcCjCpqVb8dcEsTmsZA9oh91l26W6jGA1SWvfxe4rJGJxUtHtNIJx2byy+gU2rZzK/cHDiMNB2BNHxUFj8CXFM9c/mYJwPgCpG3pR/nEKgdowLlsNxyTeTwfHMrx9Tqf6kHvAvmurU/+eNxhhaYEPXzD689ZqH96gjzOGZmHdxWnQDYnUVBOcN5fgnFkEZs8ksrXw15MWC84jj8bz1wtbbWq0vsgkVil2JVYpdiVWKXYlVin5bSX78odBOBhm45KtBLwhbM5fEmDnLibAYR9Jee9hr9mIadio7DqeQGJPPs7/gC+XvMLjwaPpYiYTsVqpHjoCX3YXckOLWRyYjUkEZ0Uyxkd9qC4MYhgRDk54gQHuL4kkdKBm5O34ex4fjfIWMk2Tgoogywv9OG3RfXvzS6s4sk8y7Xbx+ecd3S+cv5bAnNkEZ/5AcP686AmrFefRx+E570Ks7bN26z31RSaxSrErsUqxK7FKsSuxSslvK9nXPwxCgWgCHPSFsLtsZA9oh81h3bXKIkES8z/GWbUGE4OarEPxZhzAlILveGrBg9wfGMfoSBcAanv1o2bAYMoixfzo/5YasxKCFuK/Gkr50ugb3idxJmPdj2E1QgQ6jqD64LsJp/XdPf0Om3yfW4HNYsdiGPiCYRz2CKO7J2LZDUl2Y4IrllH74n8Jzp4ZPWCz4TruRNznno+1XeZuuYe+yCRWKXYlVil2JVYpdiVWKfltJW3hwyDoD7Fx8VZCgTAOj53s/hlY7buYAJthEjZMxFW2GAB/Ug5VnY7np9KF/HPeLVziH8SF4aEABNq1p3L/UQScVub7v2djeA2mCXE/5VA5JR5MSEuq4mjXbSQb6zENK94B51J7wHWYruTd0vcVhTUsLfCRmeAGoDYQpH+Wm47Ju7YI2M4KLlkUTYLn/hg9YLfjOvFkPH85D0t6eovq1heZxCrFrsQqxa7EKsWuxColv62krXwYBLxBNi7ZSjgYweGx07Ffxq6PAJsmrpKfid/8DYYZIeRIpbLreJb5S7h57nUc5E3n3uChuLARcbqoHD6KQEZ78kMrWBSYQZgQ1rwMwp91IeQ1sTkMDun2LX0rngIg4kql5qCb8PU9Ayy72Mbf8AXDfLhgK6keDwmu6MJfFiPM4Ow4PA5Li+tvSnD+z9S8+DyhhfOjB5xOXCeejPvUM7BmddilOvVFJrFKsSuxSrErsUqxK7FKyW8raUsfBv7aIJuWRhNgu8tGx/4Zu/wMMET3Ak5c9zHWYCWmxU5V9jGssSdy40//R1yNn8dCx9A9kowJ1OYMoLbvICop50ffN1SaZZiVdhyfD8C7IZqA9uwbYkzkDlwV0f11gxmDqD74bkJZ+++O7jN/QwVT15QzJDsNm8VCxDTJSrTRLc2Bzdp6U6FN0yQ47ydqX3iO0NIl0YMWC46xh+E+42zsffs1qz59kUmsUuxKrFLsSqxS7EqsUvLbStrah0HAG2TT0iJCgTA2h5WO/TNwuHdtGyQAI1RL4rpPcVTnAeBNG0p+6mBunncDmyvXcUt4DCeHcgAIpmVQOXw0AbeDRYGZ5IeWY0bA8kNngjMzAEhq52Lc4AVkrbgfS6AqWme/s6gZeSumM6mFvYfaQJj/zlyP2+6kf/vkaB8w6ZHhJDPBitGKzwObpknwpzl433mT4E9z6o7b9huM+4y/4Bg5GsOy45FofZFJrFLsSqxS7EqsUuxKrFLy20ra4odB0B9i09Iigr4QVruFjv0ycMa14BlYM4Kn8AfiCn+I1u/pwKYOR3Lb4vtYWDqf4yI53BM+HHvYJOJwUDVsJIGsbApDG1gY+IFqs4JIXgJ83oNIrRWr3cKwI1MZUPsU7uXvAhD2ZFI95j4C3Y/eHW8Bs/JLeXPuZsb1zKp7HthlN+iSYic9vnWTYIDQmlV4330L/7eTIBQCwNqpM67TzsR1zHEYTlej1+qLTGKVYldilWJXYpViV2KVkt9W0lY/DEKBMJuWFRGoDWKxWejYNx1XC7cCclSuIWH9Z1jCPiJWN0WdjuXu3Nf4fssUsiOJvGo9h3be6Jtd27MPNQOGEDZgTXARK4LzCFVD5PNumOsSAegyOI0DhxWS8sON2CqiI8v+HsdRdfA9mHHtWvYGAJW+IP+enEtNAI7K6YDHEZ0C7rYbdE61kx7X+klwuGgrvg/fx/fpR5jV0ZFuIykZ96mn4xp/GpaE7f+j1xeZxCrFrsQqxa7EKsWuxColv62kLX8YhEMRNi8vwlcVwLAYdOibjiep8RHHnWEJlJOY/xF27xZMDCrbH8K/i2fzyboPsZkWno07n4NKo0l2MDmVqv1HEk5MpjZSzeLALDYGczFntSfyQwcwDRLSXQw/sQNdtvwX9/znMMwwEWcSNSNvx9f39N2yN/DkVUU88X0eA9qnMLZnJm57NAn2/JIEp/0BSbBZW4tv4ud433uLSEEBAEZcHK7xp+I+9UwsKSl1ZfVFJrFKsSuxSrErsUqxK7FKyW8raesfBpFwhM0rivFW+DEMaJ+TTnyqu4WVhojfNAl36QIAfIk5PB+q5IXV/wPgmqQ/cUFpVyzBACYGvi7dqe07iIgnjq3hTSz0/0DluiDhz7tBVXQ6drdh6QwZWk367BuxF0W3WQpkj6Zq7ENEkrq0rL2ANxjmrXkbeX9+Aft3SmPMb5Ngh0HnlD8oCQ6FCEydTO3rLxNemxs96HLhOmk87jPOxpqeoS8yiVmKXYlVil2JVYpdiVVKfluJPgwgEjHZsrKYmjIfGNC+VxoJ6Z4W1+sqmU/8pq+j2yG50nnPmcJDy58kYoY5InkU93I0ni3RUU7TYsHbvTe1OQMIO+zkhpawrGI+gSmZmIui++I63FYGHdGBfpaPif/p3xhhP6bNRc0B1+MddCFYd33hrm3KagO8OHs9Xyzdyqju7RjTo129JLhT8h/zTLAZiRCYMR3vay8RWhFd/Rq7HddxJ+I5+xwyB+YodiXm6JcwiVWKXYlVil2JVUp+W4k+DKLMiEnhmlKqimsByOiWTHJWywPOVrORxPyPsIaqiVicfJPYjdtWPI0v7KVXYg6P9byVrNV5OIoKAYjYbHh79sXbqy+11iDzA9MoWFdC+OvOUBRNyNM6xbH/GDudl9+KY9NMAEIpPakedSfBLuNa3GaAjeVenv0hn+lrSxnTI5MxPTJx2aN7DjttBh2TbWQm2LBaWjkJNk2CP86m9tWXCC1eGD1otZJ04okYx5+MrXefVr2/yO6kX8IkVil2JVYpdiVWKfltJfow+JVpmhStLaOisAaAlA4JpHVJavEopyVYHX0OuHYjJjA3vit/z3uD8kA56a4M7hpyP4MCqcQtnY+9vBSAiMMZ3Ru4Wy/yzdUs8s0kODcl+ixwwAoG9DqwHcM6ziHl5/uweEsA8Hc5jJrRdxJO7t6iNm+zbEsV/5mex7KCql9GgjOJ+2VhLJsFOiTZyUqyYW/FfYIh+m8TWjCf2tdeIjj3x7rjtr79cJ00HuehR2C4WzhdXaSV6ZcwiVWKXYlVil2JVUp+W4k+DOozTZOyjZWUbKgEID7dQ2bPVCwtHeGMhInf/C3uknkArHal839bJrO+Zj12i52r+1/Hcdkn4Ni8nrilC7D9svJx2O2hetAwytonMzcwheKKEiKTszGXpwLgirez32Hp9PW9jGfxixiREKbFjnfQBdTufw2mM7Fl7Sb6nszKL+PxaWvZWO7jgM5pHJGTRZIr+jyyxYDMRBsdk2y47Dvep7elQsuWEPnsQyq//rpumyQjPh7nUcfiOulkbN16tHobRHaFfgmTWKXYlVil2JVYpeS3lejDoGGVW2sozC0FE9yJTrL6pGO1tTyxc5YuImHjlxhmmHJ7PP+ozuOH4jkAHN/pJK7sdy0Ow4Zr/Vo8yxdh9UanYQcyO1A1aBgrnHksC/5IKC8Oc1IXzLLoytEpHTzsN8JKz43341w3GYCIO52ag276ZVXolrc9FI7wwcIC/jtzHTWBEPt1SOGkAdkkuX/dIiotzkqKx0qS24LLZrTKs8HbPgy2rl6H94sJ+D77mMjmTXXnbfsNxnXieJxjxmE4W7Z9lcjupF/CJFYpdiVWKXYlVin5bSX6MGhcbbmPgpXFRMImDreNDn0zsLtsLa7XVltAYv6HWIOVhLHyjBHhfxsnYGLSL7k/dw69nwxXBoRDeFYuxbNqKUYkgmmxUJszgIKe7ZkbmkZ5oBTzx0zM2R0wA9Eks133RIYN2EznVXdiK18LQDBjEDUj/kEwe/Ru2RqprDbA8zPX8fGiAiIm9G+fxJlDuhDndNQr57QZJLksJLl/SYZ306jw77/IzEiE4Nwf8X36EYEZ0yEcjpZLSMQ57jCcRxyFbdBgDEvrj0qLNEW/hEmsUuxKrFLsSqxS8ttK9GHQNH9NgM3LiwkFwljtFjr0zcAV79jxhTtghGpIXP85jqpogjrZ4uDWgklUh6pJcaRy59B7GZQ6GABrVSXxC3/EsXULAKH4BKr225+FKRtZGVyAWWuFmR2I/JyBGYnW36l/Evt3nEX7FQ9iCUSnUIdSc/AOPA9f7/HgiGtxH1ZureaRKbnM31gBwKCsJM7avzPpHhfVfpPfh5XLZpDktpDiiY4O7+piWU19kYWLi/BP+Azf5x8T2bq17rilXSbOw4/EecTR2Hr22qX7irSUfgmTWKXYlVil2JVYpeS3lejDYMeC/hCblxcTqA1iWAyyctKIS9kNiyuZJu7iH4krmIJhRsjH4JryhaytWY/VsHJ536s5ucufo1OHTRPnpnXELZqH1ecFwJfdhY39uzDfMo/SSCFmuQPjh06EliQDYFgMuu8Xz/CE90ld+zpGKDqFOuJIxNf3NHwDzm3xwlimafLtqmKemLaWwio/AEkuG8f2y+SI3pkkuBxUeCNU+SP1rrMYkOyxkhZnJc1jxdaMBbN25ovMDIcJzp+H/5uvCUybjFlTU3fO2r0HziOOxnnEUVgz2ze/0yK7SL+ESaxS7EqsUuxKrFLy20r0YbBzwqEIBSuL8VZEE7x2PVJIyozfLXXbagtIWPcptkApNZEwt/s2801ZdFufIzsewzX9r8Nti25zZAQDeJYtxJ27CgOTiM1OTb/9yO1iZ0lwDjVmJeZWN5ZpXQnmRq+x2i30PiCZ/dK+J2nlS9gq8uru7e88Dt+g8wl0Htui54J9wTBvzdvEhws3s7U6UHe8V0YcJwxoz5G9MzAMK+XeMKU1YXyhX4POAJLclmgiHGfDYWs6EW7uF5np9xGYOQP/N18RmD0TgsG6c7YBA3GMHoPz4DFYO3dpdr9FmkO/hEmsUuxKrFLsSqxS8ttK9GGw88yISWFuKVVF0RHU1E6JpGYn7p5FncIBEjZNwlW2CNM0eSVYyuNFc4gQob07i+sG3syw9OF1xW1lJcQv+BF7WXSLo2BKGpVDhrMqbjMrAvMI4MdcH49lWjeCm6LTtO0uK71HZtI/exWJK1/BsW4yxi+Tk0NJXfH3OolAl8MIZQ7e5UQ4HDGZs66Mz5cUMi23mGA4Wr/NYnBIjzROGJDJgZ2T8YcNSmpClNSEqQ3UD8AEl4WMeCsZ8Q1vodSSL7JIVSWBqZPxf/M1wQU/89sKrF264hg9BsfBY7D17adnhGW30y9hEqsUuxKrFLsSq5T8thJ9GDSPaZqUbKikbGN0K6TEzDjadU/ZbasaO8uWEr/xSyyRALODldxWvoTCQHTv32Oyj+fyvlcRb//lPwQzgitvDXFL5mMJBTENA2+vfpT1yWFlZCG5wcWEzQjm6iSs07sRLLIC4PDY6HNwe3rneElY+QauFe9i8VfUtSHiTifQ5VD8XQ8j2OkQTMeu/YdX4Q3y9YoiJizdwvLC6l/7aLOQ0y6efu0T6Nc+nl7pCThtNkpr6k+PNoiuHp2ZaCPZbal7j3fXF1m4aCuBH74nMH0awfnz6rZNArCkpeMYfTCOg8diHzwEw+na9RuJ/EK/hEmsUuxKrFLsSqxS8tsKwtXVlJbWYLrcrbIlzb6sfEs1RWvLAIhLcdG+dxoW6+4ZKbT4y0hc/yn22s3UREI86t3Ee+WLAUhzpvN/A65nVOYhv5b31hK/cC7OzesBCMfFUzXkQMrT41ga+JGN4TXRD/zlqVh+6EKwNNpOV7yNvmM60H2/ODzrv8KR9y2ODdPqFsgCMC12gh0OJND1cPxdDyeS1HWX+rS6qJrPlxTy1fKtlHmD252Pd1rpm5nA4A5J5LRLIt7pxBv89T9Jh9WgXYKVdgk24pyW3f5FFqmuJjh7Jv7p0wjOnolZ++szwjgc2AcMxD5sOPZhB2DL6YNha/mq39L26JcwiVWKXYlVil2JVUp+W0HhAw9S+uqr/D97/x0nyXXW++Pvyp27p3vyzO5szkGr3VXOVkKWLDnjIEBgGzAYLnCNLxj74vsDLvAFGwzGNtgYYxvLOctykJyU0wZtzruT83TurnR+f1R3dffM9GhtS0Z71Z991VbV1KdOha46dT7P85znoBvIiThSvA05kUBOJJASbYTu/jXktiQAztAg7twsUiSKHIkiRSJgGC9p0ZybLjB2bBohIBDV6d3QjqIpz0/hwiE89hOCE48h4fJ0eZr3pg9xzvI8tNf3vIx3bPpDEkabv4s+Mkhk75MoJS8su7R8JbmtO5lWMxyynmTCGfSyQR/oQH54GVba++1CcZ2N1/awYkc7imSjjT6Jfub76Ge+39A/GKA8cAPFi38Hq+eSn2nYJFcIzs0WOTSWrUw5jk3mKNuNCbGihsrrd/Rz+Yp2CibUb44GZFb3hAlgo/6MGaOXgjBNrD1Pe17hR37SkDUaQAqH0XbsrIjhXSgrVr2k34MWzh+tRlgLFypaz24LFypaz24LFypa4vcFwMif/Cnpr3yl6fa2r3wLpb0DgNwH30/pC/c2ElTVE8OxGLG//QBKXz8A5jNP4Rw7ipRoqwjpBEp7J1Iy+f9cP8pipszIkSlc20ULqvQ9T2MBVyGbc4TGHyEws5+ysPhw5hifzJ3CQRDT4rxj0x9wQ+9NtZBgPyHWUSTA1Q1yW3dSXr6SKXeUg+aTTLujCEdC2t8Jj/RhZ719jbDKyp0drN7VQbjNAECZO4V+5gH0M99DG3kMqTKWktW9k8LFv4O54safK1EWgO24nJwucLAiiJ88N8dIuuRdD3DtmhSv3tZPNGAwW2gUyYmfIlHWzwIhBM7gOaynn/SmZ55GZDMNHCmZQr/kUrTdl6HvvsQ3GLXQwny0GmEtXKhoPbstXKhoPbstXKhoid8XAEIIpgYncObmcOfmEHOzuOnq8hyh33gbkqYBkP/4v1L+zn2IfA6Ry4HbKEKSX7kPub0daCKUAVQVuaOT+N/9o59Z1z5xDHd8HLmrG7mnBzn8/GRQ/kWiXLAYOTTpjwXct6kDI/zzjwVcj3oRfMic4b2z+zhme+HJl3RczlvW/yZrYut8vjozRfSZx1AzcwCYHV3ktu7Ejrcx4QxxyHqCWXcSYUtIe7rh8V7sardcCXrWxlm9u5PudXHkindVnjtNaO9HCRz+PJLrZXS229ZRuPjtlNfeCYr2vFyrKwSPnJ7hc3tGeOzMrP/3lakQb7i4j4v6kuRMiXTBbtgvFpBpj3jDJxnqC2NkEY6DffxoRQw/hbVvL5jlBo6ybgP67kvRLr0Mbcs2/x1qoYVWI6yFCxWtZ7eFCxWtZ7eFCxUt8fsC4WepDIQQiGIBkc0hclncTBpt63a/H2Tp/m9hPf4o7twcbnoOMTuLOzPtC+bk1+/3vWPzhbIUjSH39KL09CB39xB606/4XGHboCgvyhBTu2wzXBkLWFYkeja0E4o//0mSqiJYmd7LJ7LH+Wj2OBbefb2q61p+Ze09NRHsugSPHyJ8+Fkk10EApYHVFDZtxwkEGXXOcth6krQ7jXBAPdmJsXcFmVOOf7xQXGfVrg5W7mwnGPUEvZwfJ7j/4wQOfMrvH+xEeile9DaKm94IWuh5u94zMwW+sGeEbx4cp2B55xUxFF6/ezk3rk4RUDSm8g658vywaZlURQgHtRcu2kCYJtaz+7CeeAzzycdxjh9rJASDaDt2emJ4+w6UVauRlOcpNL6FCw6tRlgLFypaz24LFypaz24LFypekuL3M5/5DB//+MeZnJxkw4YNvOc972Hbtm1N+ZlMhg984AN873vfY25ujr6+Pv70T/+Ua6+9tuk+v6jKQNg27vQU7vgY6tbtvoAtfPqTlB/8Pu7EGCKdXrBfg1B+/99S+sZXkeMJpHii0k854a8HX/9G5Kj3kLhzcwBIsdgvLNTasV1Gj0xRzJRBgu61KaLtz58QrEdVBI+OP8JHske4vzhC9WecL4LlQo7wgT0Ehs4CIBSVwvrNFNZsRCgKw85JDppPkBdeOG94tpPYsxsY31vGrHhXJVmib0OCVbs76FoVQ5IlpHKGwMFPEdr7MeTiJABuoI3i1nsobrsHEWjj+UKubPPNg+N8fs8wg3Ml/+87+mLcta2HK1emyJUF03mHTKlRCId0yQ+NDuvSC2o8caenMJ98AuvJxzGffBwxO9OwXYpEUbdtR9u+A237jlbyrJcYWo2wFi5UtJ7dFi5UtJ7dFi5UvOTE73333ccf//Ef8773vY/t27fzyU9+kvvvv5/777+fVCq1gG+aJm94wxtIpVL85m/+Jl1dXYyMjBCLxdiwYUPT47yYKgO3kMcdG8MdHcEZHcEdHyf09nf4YiXzv/8U88HvN90/+c3vIscTQEUof+WLoCjIiTakZBI50YacTCLFE4R+7S2+UHaGBnFzWeRYHCkaQwqHf2bB7LqC8ePT5KaLAHSsTJDoeeEe3KoIHhl/mI9mjy4pgtXpSSLPPo02MwWAEwyR33wR5WUrcXE5ZR/ksPkUFl5Ic5cYIHViMyNP5pk6VxuqKJI0WLmzg5UXtxOIaGCXCBz5IqE9H0bJVAS2GqK4+U0UL3orbqT3ebteVwgePTPLNw9P8OCRCdzKxUYMhV/a2MWdW7tZkQwxnXeYyTukiy71j7euVIWwQiwoI7+AQli4Ls7JE5hPPIq15xns/fsQxUIjKRBA27LNE8LbtqNt2IQUemEMJi3896PVCGvhQkXr2W3hQkXr2W3hQsVLTvy+9rWvZevWrbz3ve8FwHVdrr32Wu6++27e9ra3LeB/9rOf5eMf/zjf/va30c6zj+F01mRsMo+uSGiqhK5IqDIvyrBiAFEu4c6lEelKOHWlf7I75y2H/8f/9ENKs3/555Tvv69pWclvfQ85Fgcg93d/TelrX65tlCRPAIcjSOEIsb//Rz/xV/knP8I+fNDbHqpOocoURl21GnSdydNzpMc8wZjsj5FcFntB7+t5i2AhMIbOEj6wB6XoDedjtaW8/sDtnZRFiSPmU5yyDyFwkZBYqW6mb3Yzg09lOLt3GqvshR/LikTfxgSrdnfSuTKKJFyMk98i+MyH0KYOAt5QSaX1r6K44+04baufl2utVgaHTk/xjQPjfO3AmJ8gC2BjV4S7tnZz84ZOAqrCTMFhOu8wW3B8sQygyN44wp0RlXjdOMIvFIRt45w8jrXnGax9e7D270VkGpNnoSgoq9d6Qytt3Ya6ZRtyV/eL9p1s4adDqxHWwoWK1rPbwoWK1rPbwoWKl5T4NU2Tiy66iA9+8IPceOON/t/f9a53kclk+PCHP7xgn7e+9a3E43GCwSAPPPAAyWSS22+/nbe+9a0oTfoY7jud4dR4seFvkuR5x3RFYkO37icOypYcSpZAVSQ0RUJTQJUllBdgqJnnC8KycOdmETMzuLMzuDMzuLPTiHSa0G/+ji+U8x/6IOUHv4ubzUKxuKCcJYXyPLR97isovX0IIRj/6vfJdnle98CBR4js+S5yMFQR1mFCb/ktX1RbRw7hnDmNFAwhBYOemK4uBwJIsfh5hcfKZprQxCOMjD/ERzONIvjyzqu4e82vsSGxCRyb4IkjhI4eRLa9cXfLXb0U1m/Bbu8k685xwHyMUecMABo66/WLGXA3Mnwgw6mnJpkZqo2FG0kZrNrVwYod7QRCKtrgjwg9/c/oI495vwUS5qpbKVz8O9hdFz3ndSyF+R8yVwiePDfHV/eP8cMTU9gVhasrEpcOtHHd2nauWZUiFlCZK7pM521mCg5WrWszuiLREVHoiL7wodFVCNfFOXPaE8J792Af2LdgWCUAub0DdctWtC3bUNatR1212o9waOHCQqsR1sKFitaz28KFitaz28KFipeU+B0fH+eaa67h3nvvZceOHf7f//Zv/5Ynn3ySL3zhCwv2ufXWWxkeHuaOO+7gjW98I+fOneN973sfd999N7/7u7+76HFOjhY4N5HHdASmLZg31CqXrQyiKZ4IODFhMpqxF5QhS6AqEtv7DAKVxEJTOZt00UWteJI1RUKTa95lTXkRe5dNE5HN4ObziJyX0EvbudsXyuUHv4+1fx9uPocoFLwpn0cU8ohCgbZPfMoXJtm/+xvSYzkKd74FZBlt38OEP/dBJMe7j8nPfQWlrw+A3If/meJn/rPpebV94tOoa73w5cJnP0Px3s9AIOAJYyOAFDCQjAAYBuHffDt6V5zg+CMMPfZNHjt4jIMii6mCpcLytrVctexGlifXoq9ZQ2TwFIHTJ5EqMtlMJCmu3YjZt5xJMcZ+8xHS7jQAASnEBu1iVmgbyYyVOfnkBGf3TWNXEk5JEqSWR+hdl6BnQ5yUc4jQng9jnP6Ofy1W76UUt/wK5upbQTF+6t9IkiCVijI9vfBDNlsw+dahCb62f4zTM7UQY1mCHf1xrl/bznVrUnRFDTIll8msw2TObnj2Q7pEZ1SlI6L4z/QvCs74ONaB/dgHnvXmx46C4yzgyR2dKKtWo65eg7pmLeqq1SgDK1qZpV/kWOrZbaGFFzNaz24LFypaz24LFyqqz+4LVv6FLn5vueUWyuUyDzzwgO/p/cQnPsHHP/5xHnrooUWPUzBtDFXxvbeOKyiZLiXLoWS69CYNX6QeH80zNlvGtARl28W03YZK5LadHRgVobD3VIbTEws9qFXcuD1FNOh5Mc9NFhmfMwnoMkFdJqgrhAyFoC5jaC98KOoLCSedxpmdZWosz9lxz/sZpkBf7jjksiTf/CbkcBiA2S98gex3votbKNSmfB63UECUSqz+9n3oK1YAMPGBf2D6ox9tetwVX/oiwc2bAZj60D8y+U8facot/OOfsvOWuyGdpvTFL6CXSsiq9/yUJiaZ3ruP3PAIrq5w7J3XMrY1AUDvU1Os/topIqEkrhZiWFnBGXuAOSfWUH4kabBsmUr7+BN0znwPbWIPkuwgyQI5FEFacxXB238TbdNl3j3LZrFGR5ENA0nXF07n+TwIITg6nuU7B8b5zsExDo02hhdv649zy+ZuLl2ZZFV7mJIpGJoqMTpbbgiNTkU1epIGXXGDaPAXn2ncLRYpHThAYc9eivv2UT56FGtoaHGyqqIPDKB1daF2dtamjg7Uzg60zk6Ujg5k/fkdhquFFlpooYUWWmihhQsLL6p0q21tbSiKwvT0dMPfp6enaa+MpTsfHR0dqKraEOK8atUqJicnMU0TfZEG70d+eJJ/+8kpNnZF2dITZUtPjC09UTqjBgYwPW3VzkmDts6aV0kIgSPAcgS2I8jM5XxhEFQc+hMqtgu26223HIHpCCwH8pkC5bzHHZ40GVvEowwgATuXBwjqnqieLTjkyy6aUvUge15kTZH8sWhfXJAhkkJfk6K3vcTI4Snyboiz3bvp39TOTNGFojdUENffSuj6WxctRQhBGpCmKtzbX0nbZVcjyiVEqTKVy1BZzgZi5Cvccv9aAi+/A4pZ5Mww5cIsI6Ucc+UymiP4l/1/Q8L8DnevuYdNZZfypz5NcutW2rZtIdDZQd/NN2LOzTH91NPsVK9l2Ihy1NyDGD+C9OQBqoHPycpUMtqYSm0hfeVrmZpVyc2UOTxTBjYjO2tps4+SnD1CIn2CcH4E+ceP0Xvo2wSvvoTSljeTPaeRec+fNr2jkf/1bkJ33EkqFWX0gR+T+Yv3Iek6aBqSpoOmImmeUI7e+SredNXVvOmiboYPHmf8k//JYNZitOhgHVIY/Z7CF2UFR5I5078eZ90m1rSH2RKG/iPPIGQdU1E4KyucURRUTSEc1IiuGiCxZgBNkRDlEvbJk57HVVVBVSvLGpKqIgU9z/zPhZUbYOUGgq/6ZYKAm8/hnD6FfeIE9skTOKe8ucjlME+exDx5csni5I5O1LVrUdeuR127DnXteuTe3gva0HShoOWBaOFCRevZbeFCRevZbeFCxQvt+X1RiV9d19m8eTOPPvqo3+fXdV0effRR3vzmNy+6z8UXX8w3v/lNXNdFrmQqPnPmDB0dHYsKX4BDo1mKlsszQ2meGaoNM9QZ0dncE+PPbl5LLOAJXttxUZX6EFAJRQJFlfy7V61UkiGVZJOEtVUHe5XrhZZKWLag7AjKlqBse0JZ4AnbKncyazOeXRgCCqBIsGNZoCH0OlvyhLJaJ5I1WfLDsX+Rjf1QPED/5g6GD09Rzpmce3aCvk0daMb5PHreeVbvg5RIoiSSS+5R5epXXI1+xdX+3+O5s6wceZDJ7En+PXeS0fwg52b28c4n/gerutdwxz//Ni/ruhG35BI8dZTQ0Bn0RIKeG1+GMz5M4vQmVqx4DWcv6eHEu8I4VhHZdAhYGl1ON21OjDbXxbipG3qWMXE6y/CjJxk9VaCkBJhu38p0+1YAFNekrXSamcA+Bk4coOvs7yKmE+TCQYSreOM6W1bjhSmqf21uLoc7OtL0HmiXX+lz20tp9Ee+w7Im3I9LEl8M9fHMUJq9s+f4xx99sGm5U3f+KkdeeQ9RQ6Zt6iyhd9zTlBv85TcR/p3fB8AZG2X2ja/xBLKqVeYqqAqSqmHcdCuhe97iX1v23e/0RLQvrDUkzZtr27YTuPNVgJdIq/DpT0K5hJvNIkrFSkh+HpHPQ9lElAq4U1NgWbiTE5iTE5iPPFw70UAAZdkAypo16NsvRl2/HmXFKtyJcW+7LIMkgywhSbL3SOqGnzEdvD72SNKLdizuFxOEoNUIa+GCROvZbeFCRevZbaGFRryoxC/APffcw7ve9S62bNnCtm3b+OQnP0mxWORVr/IavH/8x39MV1cXf/RHfwTAG97wBj796U/zl3/5l7z5zW/m7NmzfPSjH+Xuu+9ueoyP3r2TJ4+Oc2A0w4HRLAfHspycyjORM8mfnSWs127LO79+iD1DaTojBh0Rnc6oQWdlngrpXLe25pEuWQ6GunjI8vy/xYMK8eDChFyu8Poh1yfUigYU3Iq32ap4ka2KSHaE1/e4itmC01QoA+xaHiCgefzRtMVMwUGVPW+yKkuolYReqiwRD8r+ebhCIC1yHeeDQNRg2ZZOhg9NYhVthp6doHdjO0b4FxeGakUGmFv7a0TmDvEnYz/krcUx/iN7ii8WznEqe4J/PPh3/OuRf+HG3pu5Y81drNm2k+CZ4wSPHUYpFYg8+wyhoweJrF7PwE3v5qR8nGPmXsoUOQ2EpDAr1A0sV9sJyQq96xP0rt/pea/Hiowem2PybI7pczmsss5UaD1TrGfv7OuQcOjQTtFz7WFWBx6lvdugvOZ2yituwQ72gWUiBWtWFW3rduIf/pgnukzTE8um6a1bFurmLT5X6e4h9OtvQ9jetqqwFo6DbVq8eueVbB1Yz+npApnjJvtPbsEyLRTXQRYuKi5hRSKuy5TjnuEhW3YpZ12WpbqQHBvJsZEdG8m2vH66jgNKXdVSOS8sC4HXLaD+O+ym52orpRLWM083/yGFS+CXbvcWyyWKH28eBq/fcCOx9/0VQgjcmRlm7/qlhaRSCef4UZzjRzG//a3Kjrp3vk1aC9rFO4n/Yy353sydv4TIVsLLZbkyKSBLaJs2N3Dn3vqruDPTFUEte4K5so+yfIDYX/6tz82+789wJsZBrnAUxZtkGaW9g8g7/8Tn5j/2UU+wyzKSqnjHr3DlSITQPW+tXfI3v4YzMY5UOcequAcJyTAIvub1Prf8kx/hTk544l6WPQNA3T7V3wLA2r8Xd2qydm3+PhIoMuK2m3yuffoU7tyst63OwADeurp2nZ/ozpmaRGSztbL8e+ztJ6dSPlcUi96zXjVYINXORZK8SImWgaKFFlpooYUWXrJ4UfX5reLTn/40H//4x5mcnGTjxo382Z/9Gdu3bwfg7rvvpq+vj7/+67/2+Xv27OH//t//y+HDh+nq6uI1r3nNktmeYeE4vwXT4fB4lqmcyS0bO/2/v/E/n+b4ZH6REiBqqDz4u1f467/zhf08PThHxFCJBVSiAY1USKOjIpx/47LlfsNrKaF8PhBC4LieCA5otSy9UzmbTMn1Qq7dmlC2HS9c+7KVQdSKoD0+UT4Poex5lE9PmwzP2agyKHLF+y1LKJX1Ve2anyE7XXTIld0GniwDlsPsiWnsko0kQXJZnLa+6C++MeraBKefJjT+MFkrwzcKQ3y+MMRpq9Y/dmNiM69Y/kqu67qe+PAwwaMHUfNeSLWrapRWrSO7eg0nlJMcs/ZiUhtyqEtZxoC6gR5lBYrU+Ay6riAzXmTyXJapszmmzmYpZhq9vAllmA3BB1kf/CGBzm5PCK+5Hbdt1S8kc6PluByfzPPDE1M8eGyKs7O1fuzJoMbNG7rZ3ttGWNdxFjmPiCaIGRKxsE4soKDh4E5Pg2N7At22wbY9IW5byMkUyrLlAIhSCfOhH3sCxq7xvbmFsnotxpWeR18Ui+T+6QOeULUrwt5xKuXaaBddTOhXPO+0sCzmfvMecFyP41S4pgnlMlJ7O0pbEvv4UUQut/Ci6iAvHyD6rnejrFyNHI0yfev1nqd5EahbtpL48Mf99Zm7bsOdnlqUq6xeQ9t//FeN+4ZX4w4NLn4Off0k761lX5+95004J44vzk21k/xqbfizud9+C/aB/YtypXCY1P0/8NfTf/gOrCcfX5SLotD+w0f91cyfvhPzJz9anAts2L+P6UwZISD7f95D+XvfacpN3vd95KjXjz77t39F+Rtfbcpt+9I3UDq7AMh98P2UvnBvU27iM19AXT4AQP5f/4Xip/7D21AVx9W6SJZJfPQTdcn2Pk3hE/9WEdNVXm059jcfQKsYnUrf+CqFf/+3mpj3ywaQiL77f6Nt93JalH/wfQof+2itPMk7dnU5/I4/QN+5GwDz8UcpfOwjdVyp4RihX/sN9Eu8HALW/n0VLvPOwZuCr3k9+uVXAmAfP0b+Yx/x6uHq9dfNjdvu8N85+9xZr1yfU+NJEujX34hxzXWAF/FR+LcqdyFfv+IqjOtuAMCdmSb/bx/xjyvV3S8kCe3iXRjXv8zj5nK1+zD/2yFJaJu3YNzgGVpEuUThY/86j1NbVNetx7jxFo/rOLXzrSsPCUJBHbOrD+PmmgEt/+//SkOiBP+egdLbR+DWl/ubCv/1KTDN2rH985aQOzsbuMUvf6FuXPTG30ROJBoMTqVvfd0zDC04BwkpEiVwWx33e/cj0rVIt/p9pEDQ6yZUQflHP/CMdItA0jQCt9/pr5sP/wRncl62fv93lAm84q4a94nHcMfGFinUmxm33eEn2TT3PI07XJfnYd5vbdx0q9f1B7Ce3Y8zeG7R8wUwrn8ZUjDocQ8dxDl7uilXv+Y65HAEAPvYUexTi3SnqZyLfvkV/ogY9qmT2E3qYAB996XIbW0e99xZnGNHmnK1i3YiV7r6OcND2IcPNeWq27b79Z8zNop98EDdeUIsGiCT9don6qYtKN09HndyAvvZfQ3X01Du+o0ovV5iUndmGmvfnubnsGad/w135+aw9jQ3YCurVqMOrPC42SzW00825y4f8IbRBEShgNnsWwQofX2oa7z6WpRLmI892pzb3YO63huRRFgW5qOL5wcCkDu60DZu8riui/nQj5tzU+3+dwA843GzxpqcaEPbtt1fNx95CLFIkk8AORpFu+jiGvfxR722yyKQwmH0i3fVuE89gSiVFucGAui7Lqlx9zzdtC0jaRr6pZf769a+Pd5IMYtxFcX/vgBYB5/FnZtbnAvoV9aiNK3Dh3BnppEUhb47bll0n+cDLzrPL8Cb3/zmpmHOn/rUpxb8bceOHXz+85//uY4Z0hV2Lkss+Pu//fJ2JrMm47kyk7kykzmT8aw3V+f1t82WbRwB6ZJNumRDnSCKBVTecvmAv/7Orx/i6cE5OiIGPTGD3liAnniAvniAnliAi/qWHh9XkipeWqWR0x5RaY8svk/Ve1tFd0wlGlCwHYHtel5lp9pf2W0s266onGp/Zg+1l3plqtYveqbgMDzXpD9zNMoyo0g5XWL6XJqZiTyzkTAYGrJUE9ayDIokMZDSCFYEeKbkkCm6yBLIslThgyx5y2FD9n8TVwiEqLZN591HWaXYcSmltm0EJ5/gjdNP86bwSp4yp/lcYZgHiiMcnjvI4bmD/Iv2j9zYewu7tl/CpaV1pE6cRM3METp2kOCJI8RWrGHN2rsY1Mc5ax9hyh1l3Blk3BlEx2CZupYBdQMJxfuQybJEoidEoifE2ku7EEJQSJtMnc0xdiLN0MEZ5qw+HsvdzeO5N7IsvZeNww+y8rH3I9rXwrZXo3Rfh922ftEP1vMBTZHZ1B1lU3eUt1+1klPTeR48NsWDx6c4Ppnn3j2D3LvHE2WXDSS5fGU7K5NhVFmlbAtylkTOgpGcVznrikTESBAJyETiMhFDRlcXP3cpEMC48ebzOk8pGCT6x837STdwNY22f//0c/KE6+KODGMfPYJ99LA3P3YUkatV8u65s6R/xxtzXO7sQtm0BXVgJcqKFSjLliN393ieWtf1wrbrEHv/PyHMstdodh2P47gI4S7oIx35wz/2PkSOg3AdT7i7Ljh2QyQAQPB1b/Aaq47HE67rle84SKFGrn7t9ahr1oJwEY4LwvVeZddFMhqjMbTtFyGFw952UTm+EF75854/ZdVqtFzO2yZc7xrr53Kt+4jc3oEysBIQ4LpetxDH8dYFDVwpGESKJ2rHdwVCePdtfrnPZRVqqAvqqfPjAuc3QiwTikWall7HF4WC5wFvAlEu15azWZxzZ5tz6xoibjqNfeRwU25948Kdm1myAWpce32NOzuD9Ujzxl9VqAOIuTnMHzzQlKusXAUV8SuyWcrf/XZTrpxq98WvyOUof/NrTblomi9+RbFA6UvNv/fi9jtr4te0KN7b/L03brrFF78IQfEzn1yUVwT0q69pEL/F//zEohnpAbRdlzQK2k99oqlRTd2yrZH7n59obiBbs7ZB/BY+/cnmBrL+ZQ3it/hfn2puIGvvaBC/xXs/09xAFok0iN/iFz+H9dQTi3JRlAbxW/rKF5cUD0bdtZW/8dUlDWT6Ndf74rd03zeWfH603ZegVMRv+fvfWdJA1rZlG1TEb/mHD9QMZIsg8e+f9sWv+dCPFhpP6hD/0L/54td67BHy//SBptzY338QvSJ+raefIvf//VVTbvQv/9YXv9az+8j9n/c2bK+XJ5H3/B9f/NqHD5H93+9uWm7knX+C8opXetyTJ8i+t/m3NvyOPyBYEb/O4Dmy7/2TptzQW38L9Vd+HQB3bJTse/5XU27wzb+G+ptv97jTU2T/7F1NuYHX/jKR3/tDj5vNLsk1br+T6Lu8axelEtl3L8G98Wa0//0X3orrkn33Hzfl6lddg/Z//85fz773Tzxj/yLQdl1C/AP/XOP+/967RB3RaETP/fVfNP3GKGvWon/iMzXu3//NknVE8rNf8tfzH3z/eRvR8x/50JJ1ROrbD/rrhY//63kb0Yv/+e+YD/0YKRKBl5r4fTEhrKuEUyorUk0689bhX1+/nWzZJlOyyVYE8HTBZDJbZt5oSkzlTCxHMJIuMZIu8TQ1i2zEUPjB79asJh/44UkmsmUSQc2f2kIa8aBGMqSxtqOJ2p0HeV5jNRpQiJ5nTqJV7TrLk544dtzKXNTWtTqhHNZl2iMKjiu8trrwOK4Ax5XpGEhizZWYPD2LW7KJl9LkIiEKocCCBnV/W01Up4suZ2fm9YWtw9Zeww8lH0vbnKokLpMkr290VSTLMqzp0IkFghR6rmUkegnSxF62Fp5mt9HOVGwDXy4M8/nCMONWmq+c/SJfOftFAAZCq7izYxevyHXRVXQInjpK4PQxAl3L6em+iELPVQwrJzlnH6Uo8py0D3DSPkBMStGjrCIpd5JUOtElL4OzJEmEEwbhhMHA9hQX3z7A4IEZzuyZYupsjnPmTs6ZOzGkLOuyP2bj2H/Rrv4FbnyA8sqbMFfchNV7Kcgv3Ku8KhVm1eVh3nL5AIOzRX5w3BPCB8eyPHZ2hsfOzgAQ1GSuWpXisoEUy9oiCFeiYHn92GcKDjOFWkNRUyBiyP4UNZSmgvgXCUmWUfqXofQvw3hZpQEtBO7oSEUMH8U+dQLn5AnciXF/susrdkVB7ulF6ev3pv5lKL19yJVypfPMOq3vvvS8z7u+QfxcCP3ym86f+6u/cd7c8Ft+q+k2SaJhvO7w23+P8Nt/77zKjbzjD4i84w/O7xze8QdeX3MhfKGOqIhlV/jeH4DQr9xD8HW/XBO+AgSVZVcgJ2v5BQKvfK0nkqpc1/WEcGVZ6en1ucbNt6Lt2OkZFyrl1sS1QFm+wufqV1xN/IMDtePOm6qeZwBtx8XE/ub93vVQV2bFeKFu2Ohz1Q2biP75X/rHFK5oOAdtU13XiBUriVSNSF7Bfo4KhEDbsq3G7e0j/AfvXGgsqCyrm7f6f5Lb2wn/zu83nqvPFWibalwpHif01t/yf4d6nhACra5cKRQi+Cv31JVH3bkI1A2balxdI/iGN9ddm3/C3vWsXV/7kyQReN0bGq4HPM9EIKBh9TZmTgi88jXeM1bPr8yVimerCuOXboeK0UPM5/b1N3D1l93kNYIb7rE3lysixy/3qmtwZ2b8e1VfrtTWmB9Dv+QyHP/ZazTj1OcwAK9rh5xaPMmoFGgcpk/dum2Bga1GbhwyT6177p4LyroN6AXPA75YgKJUF9mnrl6De9mVCzg+V6vVucrACrTLKhF788sVAgK1RpHSvxytEk3RwKmWW3fdck8vWrXOXux8I7V2mtzZhVaJ6Fj0fGO10SPk9na0Ok/evJNBTiRq3LakV/fUQdMULMv79tbXaXIigVrnTVxwDnW/vxSJotYZweZD7uioccNh1O0XNefWPcNSINDInXff5O7u2opuoNZ5Suej6qUGkFQNdesS3P66d06RF+dWzkWuiPoq1Lr6cEG58957dfNWcBYXv8qKlY3cjZvrIj7mcVeublxftx65q2txbn9jPaWuXYcbjy/KlTs6G7mr1yAZiw/DKVWGMq2d06pa/TefW/edBc+D38yj3GC8BpRly1E3bVlQxvONF2XY8y8C/92Dfpu2y3TBZDxTZjTrCeDRdJnhTImgKvP+V9Y+Em/45NOcmFr8wWkLanz37bVQhPfcd4TB2SJtoYpIrgjltpBGe1jnshVLJ4z6RcI2HcZOzFCcq4TkhDTCyxJIuoojPO9tR0T1hfV03mY673hOs4r49hxBXkj3xi6DsOG9SIOz1nkL5ZG0xakpC0m49NrHWWs9TZs7gSMED5cnuN8qss+a4VyxLsmUgN1uL293L2eXU6uEXFnB6uqh3NPH4Rgcdk9QDgyC5Dbsq9gJUkoX/YFukkoXTinGiUnLi2TEEwt2xiRzdJb0sVnsfK0CTaln2RB8gHWBHxNS0th6nHTPdcz130im51pi8TixQCV0zPaEZzXq0J9LICER1CXfs+66goIl/KjO2j5SzYBQF+0wlTd54uwsj52Z5fGzs8wUGu93T8zgipVJLhtIMZAMY9mQK7sUrMVfPEOViBoy0YBM1JAJG3JD3/cXG9xs1ss4feokzsnj2CdP4pw6iSg0qeTBC13s6kbp7UPpX4bc21cRyP0ovf3NG5EXOKoD1v9317sttPDTovXstnChovXstnChovrsvmDlt8Tvix8/OjHFaKbMXNFaMMUCGv/6+prV6pc/+RQnpxa3HiVDGt/57ZpQftfXD3FutkgqrJEM6SRDOvGgSjzo9VW+dk3N8me7YkGY9/MBIQTZyYLnBXbE89YXWAjP0+zWeZ090ewtRwzZD+vOl13SJafm1BGCSOkcXdknSZRqfYPGjBQ/kaM8nBnnRO5ZBgvHcXHY7HbycmctL3NX0ytq1l2BxEw4yUi8g1OdNrOxOSxtClddGNqioCGX29HNLnSzB9VKIeGJUuEKUvkS6WNzjByew7E9IS3hsjy4l03GdxgwnkaRHFxJI9d9BWy6C3PVraTdEPuHywuOV8XyNo3lSc2/D3uGFu8bAtCXUFmZqoSZWS5Pnys1iGRHCCzbpWS7PHJmkm8f9owFIU3ht65YR0CTiRoq0YCKrsj+byMEWIsbENFk0FUJXZUwVJl4UKYjovq/8VjG9p8Tv1thZVlXpYakcjN5z/pdz6l2s1RlyTecgCfSfc68fWQZv387eH3qq9sEAiYncEeGcIeHcIbr5kNDTS27VUhtSZS+PpTefs973NWF3N3jCeaurp9/+Kj/JrQaYS1cqGg9uy1cqGg9uy1cqGiJ3xcI/69WBgfHskxmy8zWCeTZgjeFDYW/vqMWEva6/3iK09OLN8ZTYZ37f6sW7vO2e/dyeDxXSeSlEjO8hF5RQyEV1nnHNat87oHRDGXbJaKrhA2FiKES0ZV5Q0Y1wi7bjJ+cpVDxAgciOh2r2ghEfnEZoReDUpwgNPk4xtxBJOEJIttIUey4jNnoKg5njrJ/Zi/fG7mf0fwI60SKG9yV3CFtZbnVGLZhR+OUevrJdLUzFrOYY4JZ15scGkNjFDQS9JAQvcREH116knBAIRIM8OQDZzn59BT58dpvp2tl1oYfY4vyFdo1rw+hUAwKy2/gTOftTHdfiyMH/KjCqsjviWt0xzwxmS+7HBgt1UeBNkQh9idUVlTEb9F0eXqwuVDujCpM5HI8enqW/SMZfvOKDU25yZDMuk6DXNklXXQYbNJfvIqwLhExZMK6xKnp5txkSGFTTy2E5+GThaZ9NhNBmS29NWH56OkCThNBHjVktvfXuE+cKWIulvkLCOkSFy/zngMhBPsPjuAODaFNjqCPD6NNjFSmYZTsIslo5sGJJXBSXbgd3SQGepCTKeS2NiaUGIVQHDfehki0gW54yZkqHvv1XbX7MDRrUTBdX/hDrS+sJMHq9to7N56xKVhujef/50UELGtT/X2n8zZFUzSWW/lPkmDzyjZmZ3IIAZmiQ7ESAdBgjKgsJEOK7/XPlz2DSm1zzSgmSRAL1CIEipZL2RaN5dUhUhdNULZdTLvxd6s3uAU1yedajljArb9OQ61xq/kT5h+/WrQq17jVLiT12+uK95JaVzZUDXrzOdTdP6mOuxhama5/erQERAsXKlrPbgsXKlri9wVCqzKAk1N5JnNlpvMW03mT6YJJpmSTLlpEDJX/c1tNsLz+P57i1HkK5bfeu5e9w5kFPEOVSYV1vvaWWna5/3xikMG5oucRNFSWqzJ9pkDBE13xzjCp5XFUXcF2vAzS/x0NONnKEpx8ksD0HmTX86Q6aoRix25KqR04ss4Tk4/ylTNf5Mkpr/9nj4jwSuVi7lC20ZcTSHUPnBMIYnb3YfYuo9TeSUZKM+2OMekMM+mMYNHorTWkEJ1KH6sTa4gWu9EwSI8XObNnirP7pijlaiIwGcuxNvAj1omvEVO8pAiuFsFcdSultXdiLbv6p+ojXF9F1DeuTUcsKpSF8PqAVzOFO67gxGSRw+M5jk7kODNdwBG1ZGVTuTKS7LKtN8b23jjL26JEDQXb9cK2y3ZtiK9mr6wsgSp7YdnVDOPxoMxAsibk9g6VauNt+xfnLUcDngCv4ulzRS+fUoVQ3/MuajQK5cfPFLCaJE0P6xI7ltWMIE+dLVKaL6IqCFl5tknTOCNDOENDjJ8cQpocR5seR50eRykVF91vMTiBIE6sDTuWxEl20LmqF7mzC7mzi9NSgtlwO06sbUF/Gwm4cnUt9PrQaLmhr/Z8XLEq6Iuzo+NlJnPNubfv6iA9l0eI5840v3sg4HvXT06ZjKabGzl2LgsQ1CtjvE+bDC1hPLmoP0Ck4uE/N2txbomuEdv6DL/7wPCcxenp5tzNPQZtIY87mrY4OdWcu7FbJxX23r+JrM2xicWzdgKs69TpjHrcqZzNkfHm3DUdum/Imi04HBxtHvGxMqXRl/AiPjJFh/0j5UWNBUgw0Kb5uRdyZZf9w6XqpgXcvngtkqRouexbIpKkJ67676dpC/YM1Z5vaV7pHVHFjzqxHbFkhEoqrLCqYsBxheDpc83PNxFUWNNRqyOeObd4UjNVlQlrsKajVkfsGyrhuGJRK0tYlxsMTs+OlPwIkbrDAxDUZTbUcQ+Nlinbi1veAprMxu4a9+h42TcizYemwOaeWj11fKJM3mzsy1yFItNQp52cMsmVmvTnk2BbX417etokM49bX/bWXsP/bpybsZgrNn/vN/cYvmFoaNZasu7Z2G34XaJG0hZTS9Q967t0vz4Zy9hMZpvXEWs6db8r0ETWZnwJ7qp2nXCl7pnK2YxmmnNXpnS/7pnJOwynm9cRA0nNr3vmCg5Dc825/QmNRKXuyRQdzs02cnVdxTS98+qNayTDHjdXdjkz3bw+6Y6ptEdqhvHTS3C7oiodlXqqaLmcnGzO7YiodFXqqbLtcnxe/Vf/7CTDCj1xrz6xHMGx8eZ1WiKk+HWa7QqOjjXnxoOKX6e5QnB4CW7UUPw6DeDgaPO6J6zLvoMA4PBYGbeJ0AhpMivrDM1Hx8t1yWQbEVBlVtfVU8cnyk0N7roisbauLXNy0mwwHtdDlaWGeur0lEmhSRieIklsqKt7zkyb5M0mdQRSg+Ph3IxFttz8/dzUXasjhmYt0iUHRZa4esvieQeeD7QSXr2Esbo9zOr28HlxP/6Gi5grWl4yr7KX0CtTmc8Ph+6OBVhRtMiVHXJl23/xyra74KP+0Klp9swTykld4Q3Lk1zZESEzkSc7VSDZH+OvnjzHQ6dnCOoKIU0hrKuVZZmApvD3d232G+LfOzrJ8FyRoKYQ0GSCmoKhKgQr3M3d0QYPkCKxpGfa1aLke2+g0HUFgem9BKeeRLGyREZ/QGj8YcptW7k6vo7Ldv0d5wpDfO3sl/jO8H38i/1j/sX9MV2hBG+N/hI3uCtJzeRQSkWCZ04QPHOCmKKS6Oqhq2cZZvd1uCGNOXeaCWeISWeYKXeUsigwaB9ncOo4MgrdygDLU2vZcstytt7Uz9iJNGeemWLk6BwzmQiPZ17O47yczsQs69Tvsda5j9DRLxI4+kXcQNIfPsnqudQbE3YJNBu32jjPBFWKLLG+K8T6rhDQSclyeHowzSOnZ3js7CznKkMpnZwq8JX93jAYyZDGtt6YP23uChPSFC+bdNklX3bJmS65sovleCHtpgO1sZcEJUuQK5cI617/4TUdOoYqocrP7QHbufz8ky1cuiKEqCQhqs9lI1jYLt7aZ3h5mGjkAUgEUI0OfwiG9pJTEeCeQUFkszA5jpgYQ5oYIzA3iTs762XrnZ5BzM3C7AySbaGUiiilIvqEF3perEvG2l6ZhKoiUp2IVAci2e5PpVNdXjbmVDspo41APFC5o/6trTvnGmIBuRL6XYOo49ff87Au0xYS/j2o50Jjcr5ApS94wzlQM8rU63dNkQhp0gIBU12vr6pUmQXPcH07pf4cZMkTE9XC5pdfX65USay34Pg/g7H1F2HmE/Pm8zfO/3uT9pnHrbuBQnijAzSD05AGQcwzIImmXMD37i+G+SJzKa6pN25rlo8Ay0FBnsd1m0aHqHJjOUVTNG2sMi8dZsF0mxrIXNHIzZsuBXNxrj5vJIiCKfzuHPMx/9NXMF2yTbjzn8miKcg2EcrzUbTcBUK5HvXv33NxPVFRjfgQz8GtLZcsl/QS3PrftGQL0sWluLWCy8/Btet+f9NZmmvN484twe2MPge3WBOX7ZEa13qOcqv1M3hiciluPFhn2HdZkhs1atvc5+BWjZrg/d6zS3AbEmYKluTOHyVlttCcO7+tsBR3vs6dKzpN6whnXg+mdNFtWkeE59VT6WLzOiKgNZ5vuuScdx2RKTV/7+fXEdmy2/QZnl9H5MrukvetHnnT4y7RHH9e0PL8tvCCw3YF+bJNzrQxbcHKuszZ3zk8weBckWzZJle2yZUdf3kgqPPWtR2UK0PmzNkO/3FyiidmFnqgDVXmod+/yl//w68c4CenZpqe06P/4ypf7P7Ztw7znSOTKLJEQPXEsTeXCagKH3rtVsK6Zye695lhnh6cw5DhssggN0dP0KfVxLsr61jRlZjRNTyUifCNkR9yIH8/s/awz+nTB3h96CbuUFfRNjWDUqpdj0DCSnVg9vRh9vTjRGI4OMy440w6w4xzjlmrNgyGhkG/uppl6lpScjdm0WHo4Aznnp1h8kzWb0NKkqCnbZJ18n2slr9PQPaSMrnBDsprbqO85g6s7t3PKYRfCEznTZ4dybBvJMP+kQyHx7MLGrAAXVGDVamQl306FWJVe4iBtiC6qpAvC/JmTRSXmjViqfUH1hVpwdxQa5P8Ik621QxCCEQ+j5id8YTx9CTuxASOn5l6wptPTy2akXQxSKEwUiKBHI8jxeLIsThSLFZbr59HY0jxuLdPXaOhFX63NOZ/huuNC1KTsGcxb6E+RNoVYtFGV/Uw1fHZq9zF3rcqX5Ulv7Hoilr4d8MelRVVkXxvnCvEgvew/py1yntX5RbNRcqtQJXxI0mEEORNseCe+VyllsRPCNG0MeeVKxGqa2CnF/NKShCPhcjnir6Xr8pt9iwrsjeaQjOumMeNzeM2MzDIEg15DNJLNK5lCd8jWOU28yxJSL5HEDwPotXUyoEfuQDeEIQLugQ0cBX/Gc6WnCWNEcmw4j/Dz8Vtq+sakSu7lJoljsC7D2pdN4pm3i2EV66fD8R0KSzx/CRCiv+8Fyrfn2aIB2sjGhQtt6lnHSAWlH1Pdek5jACxgOy/G2W7UZBIEkQiAXI5rztTNCD778Z87nxEDNl/N0xbLOmxrxqYwRPVs0089qLCrXrAbVcwnW9ebkiT/PfIcQVTS3CDmuS/R64QTC4RWRTQavlAhBBMLME1NIlE3Ts3nrWbGjJ1VfIjgMCLHGhWR2hK4zs3mbObJU9GVRrfuamc3fS9V2R8jz143ZHsJpcny/g5VMCLSGj2LZAk/Cgk8KKLlnrvq9598KIXlnqXO6O1OiJddChZAlmGTSvbmu7z86Ilflt4UUMIQXaqwPTZNLZZSVgUVDGTAQqSRNFyKFreR/22TbWsy597ZpgjEzlKlkvJdihZDsXKsuUIvvTrtWEG/udXD/Kjk9NNz+Gh37/K/xC9974jfPvwRP0Zcm1qjts6p7i+fYZOozHkaH8mwgNTCe7LZhjUDqFGDyLJlSGYkNmV2s0vt92EcsKgNz3Fxnn7DzoajzkRLrp0K20r+kl1xPjUE89wqnSM9u4JNKNm1XXKQax0L1d2bmMg3EUxY7Ln8TFGD87i1IUsSZKgMz7MBul+1mg/JiB7IwE6oU4KK2/DXHsHbu9u5g9T8YuCabscmcixbzjN/pGM1489t1TIlcHKlCeElyWCLE8G6YsHiBk6RctrKOcrjaMl2kcLoCmeUaVeEBuqF84d0KQXJAHcLwrCtnGnp3DHx3GnJnCnpnCnJr35dGU+NbV05uqloCgLhHIw1UZZ0b1xe4NBTyAHg0jBUG0eCiGFw/4c3Wj1U23hvxUtw00LFypaz24LFypafX5fILQqgwsLruMyO5xldiTrjVkJRDtCpJbF0QI/X/S+aVcFspdYp2Q5lOv+dtWqpN8Af+rcHGdnC9iOwHYFjuvNTcfFdhzeviNAJH8KPXMCrTjacJyco7InH+Qr2QmesI+RVmsDj6uEKMxuoSN7CdfLcW4MFbksWMKoa/e7mo68fDn3jbt8+Gieo5ZGT2+BzWszbFiVwdBryi4qtdGnruKJgyE+9OAUcUdmg6WwwVTodOtErSTojY+zWv4Oq5UfElbmABgTbTwqtrFH3sx+dSszWjfvuXkdF/XHAXj0zAxf2juKrsroioSmeJZqTfHWb93Y5Xv4z80WeXpwzvcgKZKEqsjeuiyxrjNCe9jrz5IpWYykSyiVpECK5M2LlsPwXInxXJnB2SKnpwucnMozXWjeF0pTJPriAZa3hViWCLIyFWR1e4TliSCSJFG2vVBEs25erkxLOD1q5Ve8UQFNIqBJlZB6L3pAU/7fSC7kFvKIqSncdBo3k0bUzUUmjVs/z2Zw02kwm/ef+qmhKJ5IDof9uRyLVTzNCaREZR6LIycSSPGEJ7ij0YZxhVto4WdFS0C0cKGi9ey2cKGiJX5fAIwdm2TwTBYjomOEVAIRFSOkoWj/PZ6uFs4fVtlm+myabHU4JwlinWGSfbGfWwQ/35CsHHr2FEbmBFr2FLLb6L08Z+f5anmab+TPMGbVQqfXxbZyQ+ddbAvvJj4zSdvMOL3ZSZR5osJGYkyLMKhGOauEGEuUsLsmiaVmEXXjCudzQUZHkgwNtTE1GyBQFPRkBf0FSFn1Ak2gqSNsCzzIpuBP/GRZAEOiHWnZ5cTWXoPZdzn3ntT4/35wsum1v/+uzVy9OgXANw+O8b77jzXl/tXtG7lpfQcADxyb5H9943BT7ntuXscrtnoD3z98aob/8ZUDDdurV/NclZquSAQ1hZDuZSO/c2s3r7uoF0mSGJor8B9PDBPRVUK6SlBTCKoqhqZiKAohXa070uIQQoAkCGkyqbBKQJNRZcFYpoSm1IwAiiwhy14yibDuZVKHShio5aBIErIk+Ym8LgRBLcqliijOeEI5k0FkM4TcMrmpOdxCAVEsIgoFb+inYhFRLHjr/vQzepzrIEUiFe9zrGHuL0ejSNEYcjTauHyBDifVwguDloBo4UJF69lt4UJFS/y+APjx3/4nz57qX/B3VbEJGDbX/fp6Ql2dAIzuOcnMUBYtqKOFAujhAFokjBZU0YIqoZiG/EL3zG5hAUrZMtODGX9oJCQvM3RbfwzNeHGJYACEi1qcQC0MoxWGUfPDqOYs4Amdp8xpvpg/x/eKo9gV6dYZ6OLOgVdx27JXENeiaDNTJHIzmEMjqLNTyObCUGDXCFBOtTPWpXMkNceQMoxLrcNHWIrRp66mT1lJQu4gP1tm6NAsw4dmmR5sFBzhYJ4u/QTLeIwe9SBJdQhJ8s6tHOziXGQHZ2O7OBXZxYzagWl7CRssx+VV23tYlfKSqT1xdpbP7RnBdl3fY+5PjsvvXbuKSwe8vh0/PjnN33z/uO9Vd4TAdoTXh1F44vflm7t87h999WDTW/5bV65gS3eUs7NFnjw3yw9PNA9tBwjrChu7InTHAnzz4HhT3tsuH+Cey5ZTsgRnZop86slh2sMG7WGDVNggEdQbkiXNh+m4zOTLzBZNZgplZgre/KK+KG+9fABNgZmCxa0feWzBvhJeX83bN3fx7pvXAVAwHe762BOekJa8foxyxWsuyxJXrEjyP67zhiJzheAtn93nZ9qu7iNJXn7drT0x3nrFgH+8P/nGYRwhPA4SilxL6LQqFeZXL1nmc//px6co264n1iXJP4YseUnw3vaydX4j7Mv7RihYLrJU41RFfjygcsOalC+InzoyjJXLoZaKqMUCajGHlsug5jIY+SxtdsH3SNuzs8j5heNo/zQQmgaRKGoshhSOIIXDWIEQbjAElXUpHIFwGDkUhlCIaCLmhWqHQphaADcYQta1hqGkvP673u9zIRgxWvDQEhAtXKhoPbstXKhoid8XAD/4yAcZGozilAPYZhDTCiFETTDd9Xvd6B1eo27/v36eI4Mrm5Z1+68nCK1cC8Cxrz3EiUMumgaaLqMGFIyoQTARJtAWY9nWdoyw1rSsFn56FDNlpgfTFNOeV1SSINYVIdkfQ9V/8cmbfhpIdh4tP+KJ4cIwWn6YSTvH5/Jn+WL+LDMVT7EhG9zYdwuvWvFaLll1kfchcwVKPos6M4U2M4U6M4Wanm0YTklIEmaqg4nuIEfbs5w2GoVwUIrQq6ygV11JSu6hlLEZPjzL0MFZps4u/FjqqkVX6Cw94kl61YN06sfRJO8c7cQqrP6rMfuvxOq7AhFIvOD3z3YFpu36ItmpE8yOK4gHNN+TmivbnJouYLsu03mLwdkig3NFhtNFRtJlpnJlFsvz0BbU6IzqtId1kiFvuIyrVqe4cmUSgJF0iQ/88KQv5h3XC5kOql428stXptjQGaNkeVkUy7bwk7Q0gyx5SSsOjmZIl0wyJYt0ySJTspgreuvXrk7y7ls88Zst2dzwoUealnfz+g7+8vaN3j1zXC7/h4eacq9eleT9r9zir1/xDz9pmgBj1/IEH37tNn/9hn9+hGx58aE+tvRE+ebvX+M3wl7+0ceYaNKPe3V7iHt/dZe//up/f9LPCD4fffEAX60bOu3Nn3qGE2NpIlaRqFnwJqtAzMzThclbtyQqHukMB44PI7JZIlaRiFUgYhZRfpaUzE1gSQpF1aCsapQVnbKsUVY1tg50IAcDSIEAeydLnMo5FBWDsqpTVnVKik5JNSipOu+5czvReBQpGORje8b51qmMx1N0UNTaGMkS3Puru+iKesNLfOThM3x53yiS1Ci8q0/eR1+/nf6El9H8M08N8YW9I/72Rr7EX79io2/I+vqzY9y7Z3gBj8r6n960lvWdEcDLuH/vM8MLjk1lv9+7ZiWbe2KAF8XxmaeHvM31ZVYGU37LZcvZ3ud1uXh6cI5PPTnkX3c9JOCNO/vZtTwBeO/Qfzwx2Mip2+lV27q5bIX3Lh+fzPHxx8755fhnIIFuqNy0OsmVq7xolrMzBf7t0bNNy33Z2nauW+sN0zGWKfGRh8/Ufqi68iXgqlVJbljnRb7MFEz+5aEzDddTd9vYtSzBzRs8w3yubPPPPzlNM2zrjfl5MEqWwwd/3MitL3tDV4Q7tngRNa4QvL8S1bOYkWZ1KsRd23r89X/80ammw7ksbwvy6u29/vpHHj6z6DBOEtAdM3jdjj7/b//+2Dny5uL1SSqs88adNQfGp58aYq64eBeYeEDl7t01I93n9wwzlV+87glpCr926XJ//Sv7RxnLLt6NQ1ckfuOymqHwWwfHGZyrH66rBlmSGoyK3z0ywZlFEndW8euXDfg5JR48PsXJyeaRMHfv7idQSUX/k5PTHJmoGf8kIBQyKBbLCAG/fHEfkYpz4LEzMxwY9fJ9LGaLe/X2XhJBr7369OAce4fTTc/hzq09ftelfcNpnh5szr1tUyfdMS+65uBYlifOzjbl3rS+w6+njk7keOR08ySm169tZ0XS62p1cirPj5fI43L16hRrKiOdnJst8uCxyabcy1ckWd/l1Wkj6RLfPTLRlLt7oI3N3Z5gm8iW5+WHacRFfTG/TpspmHzjQHOD+5aeKDuXJQCva9hXK6NiLIb1XRHfmVAwHb64d6Qpd01HmCsqbRnTdrn3meGm3BWpENdUovlcIfjMU0NNuX2JIDesrQ1T9JmnhprWEd2xgB/5B15SWctx0VWZ3715w6L7PB94EbrIXnior15HIf+svy4LoKxAQYWCSjk+QHVELWmgSCJwHKkoIYoyrqnhWAa2HcB2DORwbUiU0vgoucKKeUdzgAyQoad9FmPNJgCOfPknHD8oEQw5BMIKgZhBIBHFaIsTjBl0rY6jBV7c4u3FgGDMoH9zJ4V0iZnBDMVMmfRYjsxEnnhXmLa+F68IFmoYM74WM+4ZT3BMApnjvG32AG/NHOf+wjCfyZ/miJXhW4Nf51uDX2f3sZ1c33ULV3VdRyQSw4nEKC9fVdnfRp2bQR8fxRgZRM3MYUxNsGwKlgFWvIeprjDHOwocC49SJMdJ+wAn7QPoBOgJDNC7ayXXXLoGpwTTQ3mmzmaZHswxM5THNDUGM2sYZA0AkuTSGRymT3qCvvKzdM98jviBTyIkGbtja0UMX4HdtQOhP/8WPFWWzvu3jRgq23pjTbfbjsvpmQLPjmbZP5xm73CG4XSJ2aLFbNHiKF7joyOiM5op88zgHKvbw6xpD/OXL9+Irp5f9IcQXp/ikiUo2cLrW27V+hpX+xu7DqzrbH6+AI+dLngh1LLEv7xmZ6UBI5AQ/odGCEEsqGK7AkXyxkH+21dsqmQDrhyrwnWFoDNiNBzjnTes8XlCeIYFUdmnKrSquHt3PyXLwRHguo3cnlhjKPEN6zrIlCwct8ZxKseYX+7W3hidUQPX9a7L43v7dET0Bm5fPIBpu7giggByQpARMCQEIyGd8Jt2+NwvfuUAB8eytfGpXZeAXSZULtAuyvzDLSsQuRwin+NLjxxncmKWoFkkZJUqU5GQXSZkl1kdlvxQ7mqfZ004aFYB5rXJnZmzvglqU2VqBvdxqDYjX1OZqrBkpSKUdfJqANb+HtxyEwB502G2iRgAGrL+pksWw+nmY1dadVk6pwsmx5doiBfNmnFtKm+yf2TheO9VZOoMJRO5Mk+em2vKfVWd2JrMmTy8RCP4xrqG1FTeXDLi47KBhL88U7B44NhUU+66ZJArK8tzRYvvHGneYF6RDPriN1Oy+dah5o3gVFj3xW++7PC1Z5s3bHVF9sVvyXL40r7RplzbqSWBtF3BF5ZoBN+8vqNO/MLn9jTnXrM61SB+P7dnuKmBbPfyRIP4/fyekaYGsq090Qbx+6V9I00NZGs7wg3i9yv7R5sayPoTgQbx+7VnxzjW5BlOhfUG8futg+Psa/IMh3WlQfzef3iCx5oIOUWiQfx+7+jkks/lr12y3B8/7QfHp7h/CRH1+ot7a+L31LQ/XOBiuGNLty9+Hzk9y2eXEDsvW9fhi98nzs7y748PNuVetTLli99nhtJ8uGrsWQQX98d98bt/JNNg7JmPDV0RX/weHssuyV2RDPni98RkfkluV9Twxe/p6TwfWoIbC6i++B2cKy7J/QNV9sXvWLa8pHHqt64c8MXvVM5ckvurlyzzxW+6aPNPS3Bfv6O3Tvwuzb1zS3dN/Druktyb13fUiV8WGNPqcc3qVIP4/dBDp5esI+rF778+cpZs2SZiKC3x+3yjJ7SCUtmhLMqYooRJiXKwhBko4SbLGFrc59rXrSRnH1q0HAmwjI1Um3Xh62T6MntR8zZ6zkTOWZB2cHMyZimEnnq1v29pYpyiOeANwTYHDANkK5PnUdYqHuWj33yKUwdNjJBEIKyiRwIYsTBGNIQR0ehZH0eveLgcy0WSJWRlEVPe/8MIxQMEY4bnCT6XppQ1mRvNkR7PE+sM09YXfXGGQ9dD0Sm3babcthnJzvOyucPcNnOAZ+ee5TO50zxQGuPJ8ad5cvxpPiD9LZd2XMoNfb/E5Z1XYigGKCp2qhM71Ulh03bkfBZjZAh9dBBtahItPUdPeo6eY3BloI10R5Rz7RaHEpNk9RJn7aOctY+ioNKtLKdrxXJWr+5jq9yP6wjmxgpMncsxfS7H1LksxYzFeGEZ4yzjmfyrPTEcOEef/DR9pQN0j32M0DP/jEDCSa3H6tqJ1b0Tu2cXTnzl4ubm/yaoiszajghrOyJ+Q3sqb7J/OM2+kQz7hjMcmcgxmTOZzM00NL4VCZa3hTwx3OENxbQsEaQ/EfAbJVVIklRJkLX4eVSHkinZlURc9cm4nNrfBN4Yqp6IETT6khoxlYOpXLEyVq1EMhhBUyQ0xRuaQVPqJlnCtIWfsOuVdY3c58I9dY3G+Zj/U//R9avPu9w/v3X9eXP/5hVLSclG1Hu4nwtvunXxv1fHd64PczfLJk4+j1ssIvIFhFlClCpTuUzAscAsI0olyvkCdrEEpSIUi1DylkWpCKUiqln2RHXR+5solZAq42ForoPmFolaRTpIox/Y44vfX93dz51bu6FiJBBQGbPXW643RrxqWw9XrUr5QwcJAS7Cj/zob6txb97QwcauiD+mdUO5goZh7K5elaQ7alQ4tWGMqvut7Yj43F3LEvzFbRu87dTOo4qNXTXulp4o771l3bxxp2vnu6WnZjRa2xHhT25c4x97frnVxifAQFuQd96wplZoHcJhgzWJ2n3ojQf4w+tXLxyiqrJab2hrj+j83jUrF3Cqe27pqRkGYwGVt1+1Yh6vdoxN3TVuUFd4W1VQ1Z1Glb++s8bVFJm3XLa8jtM4rwoB8GqQey6ticX6c4HG3xjgzbv6mw670p9oNHq9fkfvAs9vtejueUavV27rIVdefIyW9nlGr9s3dzV4fuvPNx5s/O7furGTi5c18fzOM6besK6dDXXPXn3Z8w2eV69Osaxt8fHh59fKl69M+mJxMdQHB+1eniC8hJFXq+t2t6M/7kVL1B04ENAolSwQ+MMcgWdULDUbAwd8kQzec/fKbd1NufX3eF1nhLu2Ls4VQLLuulelQl491QT1xtiBZIg7tzTn9sRq3L5EYEluVVADdEcDvGJLV1PuQLL2vHdEdO7Y3Jy7qu7daAtqS3Lr679YQOX2Jbj19V9IV5bkbq6rTwx1aW59PaXKkt+lbDFsqat7JFiSW43+qeK2jV3YTTy/q5KN9cnNGzooWc6CttPzjZdk2DMsnu1ZCIGDjYLqh/tMOsPMuVOURbEyleqWi9wW+hU0qWLxKv+IM3bzZD03BV5HVPGsLEOnvsrEzBjKjA1zDm7GwclLWKUgJSvGVb9zI1qbZ+Hd+5EvcGx4RdNyX/6WJOEBrzF58AsPcXC/gaY6aDroAQktoKKFvD7LW28eIBT3znd2JE92qoQWUNAMBS2goBresmooF+Q4p+D9joV0mZlzaUpVy7EEsQ6vT7D+IkuM9VyQy7ME5g4yPfEY980d4NvFEU7ZtdCmkGxwZecVXN//cna1X4IqL7w+qVxCHxv2xPDECJJT++gJoJSIMtouczSVZjCWQ9R918NSjE6ln06lnw6lF13yGjS52TKTp7NMnskweTpLfq6xQSHh0m4M0SUfpEM7Sad2kjZ1EEVycANtWF0XY3fvxE6sQoTacYMduKF2hB57UQnjKkqWw5HxHCem8pyYynOyMm/WQANoD+ssSwToSwR9QdyfCNIbDxAPqIuGFT4XhBDYrjf2ouV6faItx/ub5VTWXYHteOumc37Zq+dDlWkQxtV1tSKSVQVfMKuV7c2up9X37PmBEAJM0xfCVVGM46Cu39jKcP0CoPXstnChovXstnChotXn94VAscDMVBZHM0D5+awLQgi/wTfljDLnTlEShdrk5imJAiYl7gj9+nkL5VsCbyCseFbpY4f+k5F8HjktkLMuUk4gCipOSccpB7nirdcTaPM8NPs/+nmODDXvo3zHr8cJrvT6Ch689/scPBhvyr3pbatoW+aFOZzZM8nZfTOouoyqK6i6jKLLqJqCasgMbE8RjHrXlp8rU5gzF+X+Ij3SQgiK6TIzQ144dBXRjhBtfTGM0IXV/1pC0B4skDv9NGcnH+O7s89yf3GEEacW7hVXQlzbdTU3Lr+LzW3bFhcjjo02NYE+Poo+MYKaaeyf46gqM+0BBpMmp+JpZqIOoq6YhNxBp9JHh9JHSu5Glbz7mJ8tM3kmy8TpLJOnMwvEMIAiWbSrZ+jUjtOhnqgI4iHkuuzUQtZxQylfDLuhDpzUJqyuHdgdm0ExFpT73wUhBBM5kxNTeU5VxPDp6QJDc6Wm4X1VGKpMV9RomDrrlyM6UeNnE8jz4biikozM8xxbjsBy8P9WPy3SJe+8ocpUhLDnWa4Ob6UpEolYgHKxXMlyXd1WSdB1gWSybuGlh5aAaOFCRevZbeFCRUv8vhB45GF4dj8ArqohDANXD+AaBkI3yG3ZgQh4YRFKLoNULiN0A1c3ELr+M3mlHGGjSDWr/Ih9mml3jJLrCWNTlLFEGVOUMSlzR+ieOqH8Q87YR5qWfYvxesKqF+N/dPjTnCSHnnPRsg5azkbNWsg5C6kksemVv0ow4fWrOfPZf2PwpIblBDBFCNMNYYoQLp6Yuf03EoRWeKHXh//jizx7cmDxEwBu/pUOEmtXAHDk23vZ/8ji/c1kReK6e9bTPuA91Oeeneb4o+MomoKqySiaJ5QVVUZRJVbv7iTa7nka0+NFJs9mkRXJ365oMnJlOdYRRA/Wwr9ty0VRJWRVppwzmRmqyw4NRFJBkv0xjCXCj15MmP8hk800+txRjkz8mO9NP8N3iiN+kiyAXr2Nm7qv54YVr2FZZEXTcuVCHn1iFG18FH1iFNlqFK2OqjDbpjPUVuZMIsdk3KU6VLCETFLupF3ppUPpJSl31cTwXJmZwTwzI3lmR/LMjhSwSgu9pKps0m4M0aEep0s+TKd2nIQy6meWroeQdeyOzZ4Q7tqB1bUDNzbwovQUp4sWQ+kSQ7NFhtJFhuZKDM0VGZwrMd0k4cp86IpEKuwl3EpVpva6eTKskwppJEP6efc7fi4I4QnjBlFc9SRXPM2ed7niaXZF07DH84WXxdoTwopMZZznylyq/r32t2pSMC+jNb6grm5riekWni+0BEQLFypaz24LFypa4veFwE9+jDh8qCEzbj2mf+lV3rAWQHj/U4RO1ISnQELoui+UM7uvwg15/WXU2WmUfA7XMHCNAK4RQOjGT90wr/4k1cbbnDNFRsx4wliUKlOtv/LVgVf4Qvnp8g85u5RQrvMoH5r5MkcML5GC5rjolo1mW2glCyXvsH353YQjXj+hkR98gPHxOTBlJFMCSwFLRlgKrq2x6Y0vJ7jM8yifvfczHDkSwRYGlghgiQCCmof91tepxLZ6iWdOfPF+ntmXanq+17++jY4tXj+sUz84wFMPLp7UAuCq1y+jt9LP48xTwzzxtVrSDkkGRZEJJTQ6V4SItte8h4quMHEqT7ngIiueWFYqc1mVWLmjndQyrw9DdrrEuf0zHq8yVftYy7JEsj9MrMMznJTzFtNDeW+7TGUuIVW4wZhOIOIJRcd2MYs2siwhK7JXboXnX8MSHzLJLiCnj/HsyAN8d/oJvl8coSBqQnNzsJebe17G1SteSyLQTlMIF3V2xhPDUxOoM5PIdqMH05UlZhMaw21lhuIlxhMOZsWJvpQYFq4gN1tmdrgiiIcLzI7mscsLlZOqQardpj2epT08Spf9JMm5H6GUFyYUcQNJrK6LsDu3Y3dehNW5HRFa4hpfBCjbLpO5MuPZ5lOmtLTneD6ihkoypDUI4vaITm8sQE88QG88QCqkvSCi0BWeOLbdeWHXVbHsgqwqFIqW31fZ/jm9zM8FqSKCFakmiOU6cbyY0Pb/JtX/rSbCpZaofsmhJSBauFDRenZbuFDxQovfl2YHoc395FM2rtDBUcCRkBwJbIFkubhGLUmDUDWccASpXEa2LSQEkllGrmT0FHLN22KcO0Xo5NGGQwlJwg0EcYMhTyiHPRGlZOaQS0VvmxFs8CjPb1wllHYSnF9jfrN+CavUTbX+yRQxRYmSKGKJMrpc6+hvhjvA9sSvpchYig7oEAHaYXsw4XNnLtvJaXfxxF8Aa9QAfslXlNGuHyVkmWhWGa1cRC2WUYsWckmgdr/d3y/VdZKL137LF9LCURB2Ze7IhI27fG68tJ9VxhQOGo7QcISOI1RsdByhESxagCd+5aGngFqWSeGC7bpkJstkJstceaOF0rOe7FQBx3RI9QewSg5Tg0UmTmax6gRZV2yS1LLdAOROnuDgEgJ8180JYh2et3xuaIaHPn2uKXfbLf1suMoLV58bLfDAvy4Mg5ckz1u+6bpeNl3nXU92qsSP//NYnQCviuUAsnI7d255E+/YNsHjQ/fxvZFnkY9djiPZPHGowBPSJ+g2IiyL9NMTX82y1X10r/WMIbbpcGbvdEWk9yBHepBioJUKqLk0CXuWbmscuVymbdrEGgzSLQWQgEJEYTpmMR4vM5mY5Uh0kqPhZ5CQiEkpEnYXSbWTVLST/s1tLN+Wqvwugux0qSKIC8wM55kbLWBbLuOjKuOjbUAbsAkt8Ou0dcq0R2boUI/RXX6YZOZh5NIMxtkHMc4+6N83J9KL3bkdqyKI7c6tCKN5iP8vGoYq058INiTemI+y7TKdN5nOm0xVpum6eXWaKVjYriBbtsmWbc42yXpaPa4nhg16Y54g7ooatIU02kI6bUGNeFDzh9k4X8iShK6CvkjCLWjeCBPC649sV8SyN1SVN7fdyrrb+HfHBUcI3Lq/u9V5Q9l4+zQkL/r5WoBVD7UyTyTLFXFcFcmyXL9c2ybP50i1sZNbaKGFFlpooYUXHi9N8TvxLJGRx5puLlt9uIaXmMrp1TBjBq6axJVDCKEjKqJZciSEVguZdcMRzFQnsllCLpeQTRNJCJRiAaVYQCi12x04fbxBKAtJ8jzFFY9x9uLLfI+ykp5FLha98OxA0BPn8uIhjgEpREAJLbptPi4yrmabfgUWph92bWNhC28KSLVyElovyx0HW5hYwsTCxBJlf1nVEj43272JOWtv0+P2GJ1US57Yvp6DFzfvd90lDJ9b3ArTu11UJ49mWyi2he7YKI6N4lhoyTv9/VIbp9md/AKK5SLZIFmALVWWJdr6fo3gmhSp5XGm9z5BttyGFojQszZCz5oQ8sxx5JG9iLkRkuFb/HJj7lk2BffgouIKFRelbi4TM/sBT/wG5w7SqY0hhFzZrjTwQzPjwO0AyFNHkHARNP6uQoBjC5TZE1TFvDM7Qm5m8bEHAdoTeZSdF3NFchvbUuPc9/BCAV4CTpPnB2c+SSQ9yI6ua1lrXMYz3zi7sMAKVu5cxu47r0bJZRDDY3zpM82HMVmVyrLxkmFG4ibj0RlO/tsAJytDflWuDEmWkGTo2ZDgytevZeAib8u3/+FZHMdFuALHFjiWi2O5WCWHiXMOE0SBncBOJPn30HUw1BKGlMNwpwk642jpMvHxES4O/7V/Tk/Yb6UcWOYl1Qp3IsKdoBogQTCqsXp3p8899dQkVtnxPH2y5ImTyrIRVOjfnPS54yfTWGXXN1TUcxVVpn15LfNhZrLoZWSXvGtHkmpjscoQSdZlRzVd2mSFZCzIuniwgYsEmuG9N0II0kWLmYI3LNN03mS6YDGTN5nMlRlJlxjJlJnIlinb3pBOp5cYY1IC4kGNtqBWEcUaUUMlrKuEDYWwrhCpXzZUIrpKe0QnrCs/lZCTpJowfD6SsQtRFcOeN9qtGxbJ+1tlWKWKgHbqBLZdJ7TteWK7Kqobs2xX//LzQ8Kr0j2vdE00e57rRo91VUzLVY92RWinQgrqSyzLfwsttNBCCy38tHhpit9oL+X4eiSnhGSXkJ0SklNErvSXFEqtAarlzhGc3tO0qJmu38KpZHAWbUWEPIutBBBKHFcOIFwdHA1sGVGXZl7oBnYsjlwsIlsVkVwZ3gJAyDVBGDhzYoFH2dV03EBFKO+60hfK2tQESjaN0HRcTUNoOkLTcDXdE+rzEnzJkoJBEENq7oEC6FfX0K+uWXTb/Mj5leomOpVl2MKsE9MmFt48oNTSqxvBfpJ2FgcbR9j+3MbGxUEK1tKp5zs3kLeaC67+wCqqMmNs1SXs62/er/JydYAgoAVUyls1Drg/JpbuJjU9QDifwk2tx02tp2TkmGpzCNguiiqTXxNkeF0C2XWRhYviOMhuEdl1kF0XSasNESH35om/5mlk10JxbCTXRRYeT3Yd2lI3+txI+zRX3PgxJMdFsgWSLYEDsgM4EF7xcuAaAEL6GNev/CC4EjgSwpHBlRCujHBlopGrgIsBCDgTXBb5VEWsK8wYMU7qEUYlmTnXZSh8nFMTe/nixMOErAgvT/4ySRsSlkPEASFUXMkT+snscZBW4kTj2O05ouqpmrBHQ6AghIKLjC5cVoxJrBgzsF2Jjy74BSSE63nkR8zTPFDcR0rupl3qIDtdZLEhewDiCYf2dd3MjhSYGyvg2oJyCcoEgADQDnhD42iKxXToMlLOYZL2AZ5NX0VJ1I+dWxtnMRnLsaHnOHb7JkSgjcM/GiY/t3i/9Wgq0CB+9943SHpicW9rMKZxxzsv8tef+PJpZoYWH2NSDyrc9acX++uPfu4EE6eyi3JlReI1f74L8ATks18+w+jRdGUdVEmiS4JuCbZKEq989yU4CMYyZZ791jlyZ3L+2LpORSQ6eGPz/ke0zFzRYq5o0TusssxSfIlXkqAITOLJvi+HyxQr1drFZYUNtoqqyOiKhKbIaKqMrsroisz2164mEpRJBjUG980wfGjWMxJUfuqqqAfYfusywgmva8LQoVmGDs7URLXP91Y2XdfjGw3GT2YYPDBTK6/Cr1BZe1mX3y1h6myWwYOzdWVVuZ6oXLWjnXinZ3qbGclz7tkZqgNL+WMD4wnj1No4gfYgrgu5qSLTJ9I1jhAIJH/IoUBfFKXN8AR31qR0LkPjidZWja4wWuXanIJF6Vy24R7UL3cvj7B9cwLwulyMHJ3zCdI8fqIrRKLHuzazZDN2LN2wXao7l2h7gES3x7VNh7ETmdph572m4TbD5zq2y8SpRerryskEo5rPdV2xOLeCQFjzzxdg/FTdOcy7D3pQ9csF73du+ETV7aQZSgN3ZiiH6zaSJQnsjEuuUCLeVePOjhZw6+P268pVVLmh3PR4EadJjL+sSA3cqoGsAZV7Jss0nENupoRtLl6uJDVy83Nl7IbM9I0/Xqwz4L8zhYyJvUh+hioi7QG/S04xay6ay8HnJgN+ostSzsIsLuzOUT1uKKGjVHIXlPIWVrGu3HnPWihe45YL9qLl+tyYjlJpf5nFpbmBqI5a4Volh3Kh+XjZgYjmjzVvlR3KheblGiHVN1japkM535yr/zTcoIoW8LiO5VLK185XAnRJJT9bRgBaQKkNi2m7lHLNr00zFD+Hiuu4FLPnyxW1UTYWgaIpGKEK1xWUsufHFUJQzDQ/B0WTfS5AId28XFmVCIRrCU8LGbOpHVNWJL97GnjPe7MQclmez7UWtI+bcUs5a17dU4MkSQSjz82t1snV5LPgfQvcJmPsAgRjddyC3VinzUMgWus29ZzciIZUqSPMor2wTquDEdH8+sQs2Tim6zkHXsDeay9N8du3m6yxYeEDLFwkp4RQakKwHFuHq4aQ7TyylffmlUlyLdw6oawWJzCyJ5se1rQHcJRKuGd7CaFOY6kRXCWFIIgrAuBq4CiIujGuhBHEjrchlYrIZhlJCGTL9BITZTOIOkFrDJ0heOpY03OYuekVOFFPAAROHcMYGcTVdV8kC9WbXFXD7O33+izjDZUjOXZluwp14ny+pycsxwgT43ywQtvACm3xgayFcKn/4g1oG+hQ+isC2fLmOBXR7BCRamGtMbmNleomHGxc4eDg4OLgCG9uqLXzk/Q4mqmTa5sk0zaGXgyTmh4gMdtHoBzBHIPTEyNE20MUO5aRV5vf335jLdUezJmeLZxONh9EXpE3U+3RMNu+nMeTL2vK3W71UzU95BMhfvL665pyt+RCrKssl6IWe357vS/WZdcl4TokXQuEQMn2cHTS5YncSaZ0B/t15xgTghHhIgtB0oUOy6KzlCei1MaJlHSTtbfe21Cu5BsEJJLGTvKp21BnplCnJ/nN7cdwBQgh4SLhCrAkl+mQy0xSMDdiMhmb5mRAoNwdxsgXiM/OEk/PEp+dJZTPIbug9a4ldsf7AHBth3N/9z+Zc3rIOR0U3AQFN44pvLtqORrHxtfjieG76u6Qg4aJKpVRJG8eKKY591+PElJmCQVdlpd3Ywc0vAGbZE/Yo+BKKiFJArb6pXVYTxIIhLztKAhkhJAQyAQkB7jI54aLxylpMS93ABJCSFCZ66KxAalkBpGILYgGAJBEY2NIzgxB5WkSFXVWq94EkgyaJLOsLciIOUWurCMDMlD7pHrn8pVf30XWFcwWTKa+fYjsUPNEWmuTAaYEZEs2K4p5+qwEWN4xoWK5wfvT2z/xGNOKggTcabmszYebFUvq4jjLw0mCmkJ6OM25/TNNuat3tfvid240z+mnp5py+zcnffE7N17k+KPjTbkdA1HinR43M17k2ENjTbk9/SH6E16dMjiS5cCjzbm77gqyamUbQghGjpk8/GTzc1h7Yz+962O4QjB7rsyBx0abcjuNXqiI3/ycyZNfOdOUu+m6Xl9MljIWj33hVFPuuiu7uOhW790vF2we+eyJptzVuzvY+YoVANhlh5986nhT7sD2FJe+ZhXgNZh//Mkl6tVNbVzxhprx9Uf/cbRpY7V7bZxrfmWdv/7j/zzWVCC2D0S44S0b/fWffPp4U6HR1hvipt/e7K8/8tkT5GcXj8CJtgf4pd+v1RGPff5kUwNZKK5z+//c7q8vaSALqdz1Jzv89ae+eoaJ04sbyBRV4tX/e5e//sw3z/oGssXw2vft8j+3+759jsEDC/MrVPHKP7sYuSLOnv3+MGeeaf7OveJdF/mN/EM/HOHE4xNNubf9wVb/XT760BhHl3jnbv6dzb7R4MTj4xx8cKQp92Vv2+jn7Tj9zBT77h9syr32nvV0rfLe5bP7p5eMhrrqTWvp3ZAAYPjQLE98+XRT7mWvW8XyrV7rYOx4mkfubd5W3HXXClbt7ABg8kx2yfdox8uXs/Yyz0kwM5znBx9vnvNl6039bLzG62qVHi/y/Y8078q26bpetrzMS46amy5z/z8daMpdd0UXF/2SV0cUsybf+vv9Tbn1dYRVcvjm3zXn1tcRji345t/ta8rt29TGlXV1xDf/ft951xH3/+Oz511HfPdDB8+7jnjw3w6fdx3xo08cPe864qHPHP8pjOgnz7uOeOLLp867jnjmG2ees46oGnD23j943nXEge8Pc+LxCbSAwtv+4dqm+/y8eGmK32aQZITaGDJsxVZhxVYtznctqMvgXEpuwwr1INsVT7JTRLYLvmh21VpjTylNoRWaV9amtcwXym6HhWMUcNUQQm7DxUByVISjINkSoi7Lqx1LUO7pR7JMZMtCsszKZCHheYyrUDNz6BPNG1Mz7a/AqYjf4IkjhI/WKj8hywhVRSieGM5ceg1OzBOf+ugQ+uhQZbvqC+bqZHV010S1WUayrApP8TzTknc9ktTY6P5pQro7KkPxnA+Wa+tYrtUqQhFycVIOtmOTmyiSnyhjFmwyE3mYCLAjfDtGl4SaEghJ4OLi4iBwSco1T3VcTrFdvwqBiytcqkwXbzmh1PokG0Yny611COHWsRxc4c2NyOra+UV6CJUiHkfUcXEBgWirGROs2DKc0hM4TYb0Wp+8mBvWXsJvuxaD0w/xZOjoAk4BOAM8PnaOlfv/mst6XoYRW87+LZc3vacr3T52RL2K3TRn+WHm83SkZTrTCh1pmY6MQtiRSJgSq8ckGPMaPGUNxuM2kzGNyZUphuNtnDBqX7CQBWusZ4nLSeJykmd/27svspsDshjiHLopIWYCRMcCJMXLyE4VyUyWyMxmEKYGKFgEsUTQ/zjOOcsYsbZUVmrXoQRKKMEiarCAGiygBfPI+jTF+/6RaHsQJd5O4upHCCoSUtUIIASS8OaGFAJq4fird32N5U62gSNVDA2KEgZqlf3FWz+NXRxFFl4IuFx1MwoJlAjwNZ+7a+Vn2JE4A0IguZWvkwCEhJAMJOlbtXLbP8t2+6i3TUg+r3ovjNi36FIVIIzZ+XWs4sFKeXLFYChRHfvq1W/8DErQq9eKX/5zzNOHaoIeKnPvPb4/+mvMFVQcV3CReh+XxCZ8IwDVufD2+/2v3cZpOUVQk/kT8T2ujE5WPK1y7doqX+Fc5i2oxU3EAir9+W8QjByuUGrlVpfjzpuoGiO6c9/l4uhhf5t3r+q49i8BlwDQnvsRW6NHoP5c6+YJywSuBKAt9zgbYkcXcKvnlLQLwLVIkkQiv5c1FW4jz7u+ZXKW9pjXWI1Jx8jFjjSUVb/cQwbw6rxA4STLYif8c2i8H5Cw0z5XLw7SGxusbKfy+9Xub8JKA17DVi2O0xUd87m1cj3E7DSwAgC5PEN7pL7BU30mvOWYMwd431bZypKMzGtIiVrbNerOQdX855RpC801HNf7/arcNFTNf0IQN2awVWXBuQJEyQC1hm1Mm6K0yBB4kiQTkbJArWEbkSaQgrXvaX07Oyw3NkxDjGMHFh9VIKg0dkEIOmOEmnB1tdSwHrBHCBpG4/EFIC0cxTFQHiagz+M2gVEaxtDPbyhAoziIoS3OFQCORdXEphcG0bXFv0UAklvGi+ABvTBEY7GNv51sF6DSKUorDKGpza9KtrJQiQtT80No6uKeaoE3igIV472aH0adz607jFyeARIAKPkRVKW5B1wpzUDFNK7kR1GV5p4wpTwNeOJXKYyhLMUtTQFeu0MuTDwHdxLw6hO5OHUeXK+OkMoz53EOyyvcNLL8XNwVHtfMLc0tT1OtI7CK58Gt1hGWN3xik14gSrnOmCoEMhZyk66EitkoBhW3hCwv/gx7z1kd184hy4vLLMXJzds3gyQtzpWdRlEsl2eRpMXfOVmY87gzTcuVaLyfSnGqKXfBcYqTSNL5DRWrFMYXtOcb4NpU6wilMOZ1A3Obe+6fD7wkxe/njnyO759+kIASJKAEMJQAwco8oAS5bdntRDWv8psuTVF0isS0OGEtjFL/Y8uND58d6sUO9XI+KHZcghlbjWzlvMnOoVhZZCuLbOVwtVo/QbUwipFpbvkr2atxFe9jKQdH0GJ7cWUDoQRwFQOhGLhy2OurLFtUPy5mTwo3uBbJARyBZLtIjgDHQbJtXK2WEVkSAiHLSK73skiui2SaQOUBratk1Jkpgmeaewdmr7sVO+mVHThzgsiBxrByIcueGFYUMpddg530PgL6yCDBU8cQilKZVKguywrlgVU4Ee93k3NZtLlphOxtQ5ErcwUhyzihsJdSGLwOgghPdEsSkiSjIqOqGoHeIKkeLzQnPZYjO13AzgvsUwL5nEysM0JbVxg9uLAiCssxVstbmt6HesTlFLuMG86Lm1S6uDX05kW3CeE2NGzicpJbg2+qCWrh+OJb4BKUKs+ZrNHdfiWXOMsRwsE1ZxnNHONk7iQnS+PMCYvJ3DRfmBuHoa+zPdDOFat202YkiQba0Y0kQtZwJYEQLm16zfAgaSFCkX5yYZdsr8txvHjnSM6hbc5hWTZCZ1pBTc9hWC7Lp1SW17WZcwGXyZjLZNxhMuZyVDxMudo2VBepwgwg6pJYlWJLoHYeX8t/DNt2IK9BXkXkNX/ZKMRJlZZRTJcopYvk8y64Mk4pgFMKYM62+eVMA1X7fkiewex5LU6HjZQsQbKElCxDzERSBbGiyerjX8eJD+DElvPs1itJq4uHboVsiVvr1p+66CqmjcUbU7ojKr3FK9zdlzIe3L0oV3ZFg9/7mUs3MRxp/ly+Uql9pJ69pJ+zN69syr1Dq+VxP74rwekbr/UEOAJvpCrhCXzgc72XkitGmStYDA4+zlPJLn+7z6uE4wS+6UIaipZLaYfDkQ19nnQSVMoT/nE+9Z1n2fedNKos8cebR+h4fcQrR1Dbp1J+ujyFPpYlHlCRe+aYuctsOC6V85YQkKg1TqzuWcovH19QJpVrVJI1UeR2TCPffLRanH9sb12gpHpqN7BtmtD1T9ZMBfPOw2ivRSEpsSlSVz/gr9eO7+0X6ahFjqjhaXqv+IZ/TL96riwn2q8DvG4XSmCaFZfeu+C3rZ5LPHVljavPsfaST/rn6PH8wokmL/W5spJj8675HR6Ezw8ndwI3Vf5cZPvF/9zAq5UtCCQu8rnCLnPxjn+o3YMKvbqsxzf75wCCnVv+rnZN885Fi60Havdt14a/R1QiMOqlOoAaWQXU6ujd6z+AW9corb8PSmgZcF2t3DUfRMxrRFchB7uoN3rtWvVh3NJ876hXuKwngav9v1684uO4HQu9mJIQoEWB+/y/XTTwSba11Xsb60wRsoEk156t7cs+w5bIwUXPF0DVH/KXt/Z/kU36U825oe/5y5t6v8YG6aGmXCX0dX95Q/d9rLNr+85X7HLsc1TjItd2fJ/VG79OM8iJT1IVfatSP2Llhs815UrJjwBe96UVyUcY2PDJ5tz291MVZ8vanqJ/w4ebc7v+imo+kJ74fl614f1NuaLrPYBnxO6KHOHVG/6iKZfed1I1yqTCJ3j1+nc35/a/A9gGQCJwllev/0Pv3BYxh4hlb6VqKIxqI7xm/dsXcHzuwJuodrUKqZO8dkNzLitejcDzNuryHK9b/9vNy115OwLvu6aI3NLcZTciuNRbtstLc3uvQnCZv/6q1UtcW+euBu4rVv6+5/haDO1bcOu4t638X2Au7nUlsRaXmgPhlhV/DsXJxbnR5bh1xu4bB/4vUmrxqEIR7MTlO/76dcvejxRbPMpA6HFcfuivX7XsQ0ihxaMBhBLAlR/116/o+xhXaM8sfr6Arde2XdLzKS7h4ebcYG3bju4vcLH1fYQaBppHBfy8eEmK36OzR3ls4pGm26/tud4Xv1868znuPfUZwOsHFdWiRLUYUS1GXI/z+5v/J90hr1I9mTnBaGGYuJ4grseJ6wmiWgx5EYuHE2jHWWrImTqUktuxQz3IdsHzKNtFJNvzLEt2AaHWGki+t5nFE9oUuy/xqznNOUuoVJf4qy4OUsgasrsFBy8JkN2rYoVkXIwKQUGggquAkHHrtJ/dFqW4egDJxfNUOcLry+q44Ni4Rk1UI0AoCpJTa+RLrutZfSzvrleh5LNLeqqtji5f/OoTo0T3PtGUm77sWsxe7wNnDJ0h9pT3PAi5IpKrc0Umt20XUk8/wZhBz6hF/sQwk3Ibpq0xN5JlbiRLTCrSoeTQV/Zid3gZp5VsmsCZE15EgewJa69sb261d+LEPVEllUto05OV48q1fSrrbiAIgUqIfdXwIMsIyeNUMiEhSXJDA0+WFELS+aWL1ySdfrXiYdZgIHypV40LweDsszw2fD8PlZ/kQHGYfaUp9h36tr9vSFJYoyVYHeplZWwNRsIm3d5OPNCOJhlcFXj5wgOGoPJ4ec5Wx0FNz6LOTqPNTntDh2XTREoykZLMyoladZUNwkTMYjLuCeOpWG24JQAVjZJb4Knyg0SkOBE5wXb9SgwjiBJRK/0wq/9cdClAu1ITJYPWCcp5CzPrelPawprNYc6amDMy5TmdkmlQcJMwDAwv9KaoRgHTmOMR8xRR+XGiyiRt6/uJdhiobRIiYiCMCK4extWC6POyUcfC65Hc2YrH06X+jLV5hjc9spqwO+5vp44rz3MBifhqFGewocxmsFPrwWkeEisptXfZ7NqGYzcPXZWCCeSSS1tI5+yKyyjazRvX/3LPjUhOmJm8xXHXZS7QPJRvLtAFaS8J1SPGJi7vaB6K9ekvlxmc8Ixt12zv4MrLm38CH9qvYR85SVCTSbUPoK5Yot9duZ/uokVAlZnt3sgxck25MWm1391hrms1hzp3NeUa1HFTy9mXuqIp9yJntZ/zIBPv4umLrmnK3WqtqjTDIR9J8cTO5oa3TWY/1ViSYijGY7tvbMpdV+6kalYpG0EevuzWptzVpTaqgXyWpvOTK25ryl1RilIN5HMUhR9ddUdTbn8xWPHXe3jw2lc25fYUNerjV35w9Z3YTZKGdZZkrqrnXvlyyk3G1k6W6qUv/PiyW8jri3PjZbdOfsNDu68nHVicGzZdbqlbf/TiK5kOLs41bJf6WveJ7ZcyHrpsUa7iuHXxKfDklosZCV+8KBeg/o4+s34L53Zuasp9hVRraO5fs55TO1Y35b5c8WyXAAdWruL4tl9ryr1VkvxkmEeWL+Pw5nuacm8Skv8eHe/r4cCGX2/Kvd6WqZo6T3V1sHdNc+61puZ3czrbnuDpO36jKfeqklH93DHUFuWJJbiXFQP+WBUj8RCP3vGWptzdhTDVTCOTEYOfvKI59+J8rOJzhZmQxg+X4G7PtlH9pdJBlQde8dam3C3ZiN/VKqfJfHcJ7oZMkOrTUlDg/jvf1pS7JqNWpDpYisRXluCuzEhUOwS4sliSuyxbldQevrgEtzfnUP/WfPXlv4rdJJKuM2c31BHfvPF1lPTFvzHJgtVQR9x/7R3kAot7c+NFq6GO+P4VNzMXWjw6JFy2GuqIH1xyDdPhxetsw7Ib6oif7LiM8cjVi3Ln1xGPbN3BcHRxgzs01hGPb9zMuUu3NuW+QhJ+HfHM2jWc2rkGzXZo/ub9/HhJit8719zJgLGGklOi5BQpOSXKTomSXaLoFImojWIhqIQoOgUEgoyVIVOfdKnuO/nAyHd8oVyFLCm06W0kjRR/dtH7WFYZN/dE5hjD+SFSRjvtwQ7ajQ7UJuERdrgPO3x+Ibz57msopnYiOWVkt4TklL1lp4TkmA1C2VXD2IFOj+N6PN8D4VqIuga2Wp5CzzZvBJfcTdh4jXdVGSPIT2piuu6yBBIym3ArnyK3w8Uhj5BUT0yjIITq7SgUhF6zsDlxg9LazlqYpit5AlsALrh1jQuhq1jJlNeP2xWeYHRdz6vtul6/5Qqq3uzqcv26d5I1Ya47JdonD7McmDWSjIV6mdOTZAiSsYMYp8vE3RzR9hB6Lkvo+MLhi6rIbt/ti181kyb+2I+acnNbdlBa71l31bkZEj+4fwFHeKmJKWzYQmGDV9EouQzxhx/0RbKQpEpaWU84l/sHKK3yPltSuURk35MNYr3qDd8gS6xO/TKv3frHzJRneGrwe7SdOcOEOc2EnaGEg2U5WMUyB6f3c7/0EIfkSbrUMBeFVnCDsZ2VbZvoTGxAUoNe2lpJRsiSFxZvBEBRsNtSOJEo5eUrEZKEZNuo6TnU9Azq7Iw3z2WJFiFa1Fhd112yEJCYjQimIiYzEZfZyCwj4Wnsea+VToCwHCMixQjLccJSDF0KUHTzBKQQkiSxTFvjRbMlmv4kmEWb7HSJ7FRlmiyQm8yTnbVwbAm7HCJXDpGrG3KLOgeJJhWJKJNE5SkiygkiWprJ6H2E2oIE2xNc0t6JFO/GifTgRnoQRgKkxRvmuwPN+4vPx2WBWxb9u6h6YOuOsct4GTu5vk5QA3WSWal7ubfqV7BJ293A8veRBIYcJI8XDrpe28EKdeM8Xk2EB+UwiuJlmE66F1MU6+cdv3Yer3hTN46jMFswGS1OMzM3Q8G0yZs2BdOhYFXmtkNMC9MZEaRLNofOtTFTDPpJQiTPfegFB0tw4qxJruBZ19vbBMt7u2tcSTQkfPrw6QnmsnMAdCZLrF/RjapIXuIvVUJXZDRFQlclTsw6KM5JQrpCNKITbFuHqkioioQme3O1MnfkfvKmTVBTCAX7WWNto4bafQCIBWrdcwLBXlZajYKk/v7GjBpXC3YzYG1oYNb+h6ixwt+iGu0st7z6YmEiF0E8NuCvKUYb/eXVdUdtXIrF+v11WYvQ665cYIiprkdjtXdIUgy6leVLlNtdK0CS6ZT75rFqiMY6G9ZT+nKcuv70lQhiVE0mVDeiAUDCWIElFu/PF4k0cmPBVeiiFgrdECIdamxvRMJrkUR98q8a2wg2dvsJRdZji8X7w2t6Y+M4ENtI3PU8S/N/O3leKLIR30TMaW5oroee2EzUGVr0fAWAUtfVKrmViH2axX8NQI/M4x6vlLMIP1BLOqgktxK2m39rqUucKae2ELKebUqVIrXnUkptIWTtmceoO5e6511KbSFkPjGfUUOi9s5JyY0Ezbnm55CodcOibT1Bs1k/aYFU182JxFqC5cZIAFmWcasRe221EH8RX0mg3DxCj1QtmkVElhEoN79npOoiiSI9BErNu6dJqbp6Kdi+JFdO1XVHM2IYxSW4ybruiWoQw1qC21bLX4IkVbonzUcl2iLe2PbW1QQKixtClXhXI9foQFBalKvWPWcAaqgXw13caKqGuxvXIwMY7tyiXC3Y6FRTY6sxnMX72+q60bAux9diOIv3s5fnRdnJiQ0YDe99c8jJTRj2meaEOiO6lNyCYZ9A1RYX988XJNEsFdn/4/hpB/22XIuslSVjpslaGTJWmoyZ4WW9N6FXfrgvn/k8D458n4yZJm3NkZ0X///Z679MV9B7iD965EN8rk4oy8gkAyk6A510Brt524a30x30PFHTpSnKbpmEniCohF64MSGFAGEjOSaSa+LqMaiEeauFMZTSuLdN2EiuieRa/pTvuR5X8z7igamnCE491bBdqkvmM7v2HuyKtzw48SiR0R80PaW51W/Cigz45UaHv9uUm175WsyY588wZvYTG/zmwkuUFISkkl1+O2a8khU4fZLwyI9AqAhfsct4Qlym1HMRZtKzgWqzgwSH9iOEhCS8fnqmqzNhJZmyE7iVIFBFlUnEoTd7Ag3HC4mrpn/1Mj9RWrEas9ersNXpCSL7nkQSrr9dcl1/nt+4jfLqdbS3R5k7eorED7+z4NqqyG/aXhO/c7MkH/xWU25h3WbyWzx7qZzLkvru15pyi6vWk7vIs/RJpSLt932pKfe76nH+SPVC1kJC4/Fyc0twubeXzKXXe4pDuHR85b+ac3v6ye68AnVuBnVumvChfZ5howlfAMWgwlwUYhkbgcBSBLYCjuzZUIQkmIm4PLLRREImKIW46oBK0JKRUZElFUWqzUUoSnHLrlqG0kP7kMslKqoIFyhbErkiZE2NuXAXhTmT/EyR0vgc+bygZJ5fXxlDLhBScoSVLCG1QNCwCAYFwZCMnpQItoUxkgl0NYqQI4hAG+hBz8hROR8AO1n7IMqFHJJl11QeAFJlH2/INn/McbPsR2UIqVZedS602vjkuE6t1deQmVlCkqVFx/n974TtuOTKDjnTJle2yZUdsuXKsulQMG2KlkvRdCha1cmlYDmULIdC5e9l26VoOZhLZNR8PhDWlcqkEqouGyphXSEWUHnlth5WJM8vJ0IL549mY1S30MKLHa1nt4ULFdVn94XCS9Lz+7NAkzWSRpKkkWzKedWK1/GqFa/z123XZs6cZaY8w0x5ipRRa4B2BDrZ2radqfIkU6VJLNdiquQtH5o7yG9veIfP/fzpz/KF05/1zyOmxUnobZXQ6ji/tfH36Ah4/WLP5c4yW54hridI6Amieqyxn/JSkCSQNISsIWjMxGqHurFD3U12bESpfRel9nmhfMLxhbBbl7SqnNiEHexCcm0vg63rVMS1BcLB0Wt9LR0jRaltmyfQfb7tCWvXxq3L0g0gJNXj1l+icBqEOIDsltDM5lkly9L62v5yEcPd17A9IEPMgBW6xrnw7Uxl4thlh+lpmGGAdvUMvephwkpjOKalxvCTOQRMtFRjuQ3nGO6mmsRFhMFdO4nX27ISIl1ZFkLGjdV5GAwJc22FJyRvXskuLAkJN153L1Qor4iDkJD8BEReXzYBOLG650jy+oxTEfWeB94T7biCqzpfzrdXvJXjk49zdGo/Y0M5HOEiCwmFSp9qJFQUnp58iMcf/hRbI6vZFG8eGuNfk65jdXZjdXYTPri3ufCVZCThEio6hIqVk27CjhdgJOkyF3bIhHJ0ToYIl2X8Pu11mI44fHXVHnQpgEGA28/ZhAuN0QJhIAlY4RBTl21CrSSnaHvgW6jpWSxXIm+qZE2NrKWRNVWytkFaC5LPOOQL3tBUZTdE2Q0xa1U8VE2iaXXZIqzlCWlpIppNWLMJ1c2l/gmMtjhyLEVosIQ+0zwsd/KuN/hGr8i+JwkMnmnKnbr9tX7yusjeJ5fs68+b7q7dn2efJniykhSqIpBFnWCevf423Ij34QsePUDoxJGKB7nuN6zM0lfegBNLABA4eZTQ8UN15XrRJtXl7O6rsNu8QMXw8Bk6jh2cV57kHye3fTd2qpZvIHT0YN3j01h+YfNFFJMdlG0HaWyU5MlDuNWxhEVl7GAhcF3BI5F+DksxCqZDZ3GOm80RHCGw/bGHBXZln0+mw/y46NVryynyeyGv36hwgRKIEn6Cqv8/e+cdH0W1/v/PlG3pld7BBEgIJIC0KIooKhZA0asXFUWleb1eQLHQQVEsV+GKAiIq4EUU8KuCXiuWHwEbTamhd9KTzbYp5/fH7M7uJDvJ0gTC83699jU7M8+cOTt7ynxOec5vlYVo0V+b8yZUlCNq+5YqyT34rL2NmurTPnhXpWYbDo6Dr34j+Br7ndl43Ig2swUHX2p9+JpojZWcz6c1TvlhVbKenJQKb9MW2o4iI/rPTSbhAnJCErzN/GUlUxFdxU+E/vsAyHHx8DYPDq0Nb+u/bUwsPC2CHmKjdmwFFGP9wHEAomywQYSnxWX6ccfubeAkqYqhhmqz6yNqAC1d8r7wvcSq1QZP62AdY9+329+YVh0mWuBuE+zpsx3YC95jsmY3L8B9WbCnz3Z4P/jK8B5iwQHutGBPn/XIQQiVJnMVAS1c/3Qu67HDECrMl6lyt07XvW9ZThyFWF5qautpcRmY38uVpeA4xFLzKQye5q30skcsOglLSZG5bdOW2ugiaD5JLMXmnme9jZtB9fewi6XFsBSae6f2NmoCNUrrrRbKSmEpNH+P8NVvrJdpQkUZLDVN4arXEEqsNpKOr6yA9bi5c1Qptb5e/vGuSliPBXvjOA7AcTvslR4wBkjJ9aAkaO9UvNsF61Fzr9dyUopeVnJeD2yHD5jbJibpvlk4nw+2Q/vMbeMTIaf46zNZhv2g+YhCJTYOkn8aGRQF9gPmHrKV6FhI9f1Tl5gK+z7zukiJioHUIDiaxL5vN8xaB1RHFHwNg7209v35fj8xYWxtdr2sBLT8ySnhe4lVq00vKwHAdmifsTwJgVks8DYN+t6wHjkA3hu+PGGiGCwrodVdvCe8F2nGC/C2CJaV1mOHwbtNyhOOg6dlsPyznDgKodL8PcLTso1eRlhOHoPgNC9PPM1bB8uIwhMQysu0/ZROptecKSR+zyEiLyLFnooUeyoCa48GGNRiMAa1GAwAUJmKUl8JTrpP4KT7BE54TiDJnqzbqkyFlbfCp/ogqRKKvIUo8gYL7xHtHtW/rz70f/hwX9B5CQ8ecdY4xFsTES1GY2L2NL33+eeC9fizZCscYhSixWhECVGwi3Y4hCjYBTtaxbWB3b+Uk6LK4Dnh9HuduYCTKrvhsGqNh2qNN7nIiBTbElKsufOdULxJWfAmZfkLNBWcKvtFsyauQz1vSzHNUNbyDk2gM8U/VFrx78uQHUHRr1gT4ErtFrRVFc1jniqDYyqSUmyIadMQziI3yg4Xwe0SUCC3RoHcGlFCGeLFk4gTCxAnFIIJxmEdjBO0e4dzPhG63I2qrS1sho8LFmYcp8CqmlREHCDzwWFmEACbYD60SbV0Cu6IHKxRNb1UKrBFX47M6CbIbD4AqZYXIDMVO6VybPQV43dvCX73FaNI9Rfg5QDKdwJH1qB5VDRyrMnoaEtEB0siWgmxEHhtbjlijEWW0trl/2/5YG8n0xoE5KhkOJtfB7G8FEJ5GaL2/wbOq4KToDl5CyHGA/TbpKVNxnGQRQZXFOC1Am6rikobg9OqwiOqcFu1ecJe5oIXLmxuboHNp/kE4Bg0r8zQth6LF5tcCyHCAhvnQE4yQ2wUB5HxsDAOsUxFIiSITAFnYSjvrs29ZIzBun4tfEUuuLy89vEAbi8Pl4+DyyegUmZweW2QFCt8qgU+L1DiNQ5j0tmtVbIivIiy2BBliYdD1ISxQ1RgExTYRBU2UYXw32dgczBYbDygNAHzez7lwjUchCbV2roWQi8PM73A0EgVEjAvSaZiIBBW0NYHwWXygg8YpjDwXi/E8vBOiACAk6UQWw8sJeYvzG6fVxuqbBVhg4zYEhPHJQASMtvjmmZaOWY9egjx63doPz5MG2XXHh1Q1rQVXJIC/thRXLbZ3FnQoabBxj/O54H98H5TWyUmVhe/nM8LRw0vlaEvdLwkwbHP3Pki4/mg+FVkOPZW9x4fwK0ouvjlFBVR+ebzuj1NW4SIX9Q4ncTbsIlB/Dp2bwtxJGbEV6+BQfw6dm8Db/ICak9OrSJ+t0MweamU4xMN4teRvwOiiZiUo2MN4texdxfEsvCiT7E7DOLXsW83LMXh05pqsRjEr31/Pqwnw4szxnEG8Ws/uBe2Y+ZDGt1t2ukZ1nZ4f40NZJ4WbfTlGG1HDtbYQOZt0kIXv9ajhxG1xzxN+Bo01lejsB4/aliNopptSn0ofvFrPXnM0ChTFSkxSRe/lsITiNnym6mtHBuni19LcQFiN5s7/irrHg2fX/yKpcU12pZ36aWLX7GsFLGbfzG1rcjupotfoaI8rG2glndmdYY7IH5dlTWGW9m+oy5+eberRltXWoYufnmfp2bb1m118ctLvhp9s7hbtNHFL6coNdp6mrQIEb+o0dbbsIlB/MZs8o+6C4OvXgOD+I3e+ptpGSElpRjEb/SfG2ssI0LFb9T2LRBNBKIcHWsQv9E7/qixjAgVv1G7ttVYRoSKX8eenaZ+dVgV8evYu6vGMsLTorVeRtgP7KmxjPA2aREsIw7ug2N/PlSLBejSyfSaM4XE7wUAz/FIsiUjyZaMtgnVHUeMbv9PjG7/T3gUD0p9Jdqwal8pSn2lKPOVIcGaoNvGiLFoEt0Mpd4SOOUKqFBR6rcFNDEc4NeCDfhov7nXw7evWIoWfrG5OP8dLM5fBLvggEN0wKFvo+AQHXik/b/QJFp7mdpSvAlbijf5baJ0W7ugXdcspjkc/iWlFKaAB3/uhnJz2lullrFsYefiqJZYANkS7QAAu+dJREFU+CyRDa9QHPVQ6ah5fiUHIDYlCrEpUfBUeFFyzAlnoQsuJR4uJR7HvFoBYmdWOCrLEBVvgz2mEQqzxmsBMKZ17TC/sGYqGCfq4kCxJ6M4/SFNKAfEut8ejEENcZykWqJR3vSmEDvFH7YKDiqkEO/kjBPhSuniDytoE/heteffF93Mf56F2Gvhq6HPkzGoggM8GNoJdrS3peDvsSqgKjioVOJX3orfwPBn6Z/Y5z6KA2olDngqscpzEAAQw4loY4lFazEGrdw70LJ8E5rHtEBKdAsIKAbHKVWVk3ZbXgCz2SGlNoCU2gDRni/Ay35hpHKAJAI+CyCJUNVYKFwqxIpycIoMiwRYJCDKBSTqeUYAeAWqDehW0gbeKCtcUSJUZTPcDicq7IBb4OAWOLhEHi6Bh0vUetplSJCZhB8vgyk8Y7C7liKKi4GDi0FCqwOIb1CCaFlFqqIiRlJhV7W5powT9PQieRUI2z+BVHAclW4bKj02beu2o9Jjg8tjhctjgaxYIMOGcsmGchNnlRrNDHsCr8BqkWGzyLD6P4Hvlv/8GxaLCqtdgD0xHlExPOwWCXarBLtVs+M4LYlwzI2Ap3mW5ASTjyMwNDuwzJH2/3EA70ZguRGW6ILaojS4zFLIUG0A4ITgywWL80JuURlMBFW3YtBWjfVBbu4z9uayoC1nCQk3SoLc3C+cWYh9AEuI4HZIkJsGd3WzwO+zhbSs2yTITXl/sNXLQM7uht0iwG4RYEniITUVQ4aWh8YZSEhS9NllTFQgNQkzZ8ofB+YIaUwQVUiNqzaahMQlxJYJKqTGDlQvSP2zY6ODIyUYxyA1clSx07vLwaJD5tbyDFKjKKMdC5qrMarhlNQwBtUj4R+2X2WJeblhrL+rvEp0Aagxxmcu14sO21NjEQWDTwkAUFIdUCXBEF4A1VGlkS7ZBhZjEt8qc3PlRCuYPXx9xKrMu1MSRL9X5zC2VZZuUeJESDCp5/RM6o9TrABJqaFOVBXNdwQANZqHVM/cljEZgPYbWRRXoy1C5lKyKEBKrSFcLliIMTur0RahtjYGKTXOxJABXEgcLKpJuP50I1S1NQsXgBASB9EsXD9iVVuTcBnAxJD0GsbWIvKQZNUfVkirr6BAqmFYKbOG2PIMUor5b1NtwfzFuJptmZ1FbusItUXNtlHGvKzZmvTmRhvzhpwSa97zG21slZSTYgwOWkNRoo0Oq5TEKKhSeCdWapUVQpR4O5g9/HswsxnLCCXOCmYJ/yyYpUoZEWcBeBPbqmVEjAipagFquCCkjIgRavw/oKqAf0koFsXX/N8h+DyZg4OUHAeIAnjTK84cEr8XEXbBjgaOhvpc4HDcc9n9uOey+wFow66DIrkUlXIl4kOEcmZSR0iqBJfigkuuhEt2waN44PZvo0N6R92KGwwMbsUFt1J9WIQU4vp9Y9FveHf3QtM4zu4xD5mJ2vDWlfuW480d//EvM2Xzb+2w8XbYBBtGt38Maf65uZuKfse3R7+CVbDBxttgFaz61spb0TW1u96rXeQpxGHXIVh5G6y8FRbeottZeSscggOCiYOxs4k91oaGsTbILRLgKvPAXeaFu8wDyavAU+GDp8KHksNaeWKPtcEeY4UtxgpbtAUWu8UwlE6Ht0DxD3OvDSbYtR7wSGxFByobXxdxuGVtwi+3VA1eRFHmv8KeimIMV4LhSv/wGKdUge1Fv+OPkj/wZ8lmbC/fBafqwyZfCTb5Qlo6T/6AaE5EKzEGrSwxaCHGIFmMRqItCYm2FCTa6yEuuil4b6l/7jqPisb9tOH0fgdLgSV2wBhU0QFfQjuAMfBuFxxHf4PgrATvlsC7fODcEnifAqgCeDcQffiwPrQZcABwaPOHrTyYTQCzcmAWHsxmhbN+B7jtQKUNkNxb4VXL4eJVVPIKKgUFlbwKN69C5Ti4WAVcTGv9PRQDIMY4/UBgQJQCRCs8LJ5v4OCj4eCjkdhQRVwchwayD1GKF7z/d8G/jl9xu0cg+VR4KyVwe76HXHQcLrcFbrcFHp8Ij0+E12eB1yfCLTng8/Hw+QQwcFBUAW6vAHfYXuUQZyBhR9Ax2Kx+MfzlalgFH6xWFbYYC6IcTWGzSv6PDLtF0sW116WAt6ngBR4QVPCC+bBKQw0pyhAF8+GPXMg6kZwoQxTNhykidF1LiwJRDL+0hBZW5+AvtqgQrQdrsA32sMHCIFr3m9p6LG1CbAGL1XyIoNcSVNycBbDYzHvYfLYQR08iYLGb9+ZK9oQQWw4Wu3lvrmyPMto6zG2VUIHI87A4zHv5VEfIyCmOhxi1zXy6g6OVYV+I3gXeZM1IFtXUsC/G7Ak2kFVBcBgb/4SY/RBMnBbJVaZHCbGHIFrC974oVV5ihdgjsAjhh7lqU3uC/ln52OOwcOGHozJOAHBziO1JWFgN0xJwE/SGn9hCWBTz3nWOuz7YBhNbAotk7rmd468J2saUwuI1twUf9FDORVfAEldDuELQTzcXU1mzrRgyDSvaDUuceS8xZwmpL6O9NYdrCfasI8pXc7jWEC/XDqnGcD22YI8g7HKN4XrsIe+DNiWsbUBmeUOdIVkZLPHmcfA5EqrYmsdBig7J9xauRls5VCCKNdsq0SGOtAS+Rls1JqSM4HmI8X+GHUUHACymShmRsNO0jEB0FcdUCfmmZQSqlhEJ+yIvIxIOQvSYlRGxQMhCiHzCEVisNZURQc/5fPwxWISayoibQmxPwMJFWEbEFcKi1lRG9As+/bgSWOQa8gbXJ6Q8KYXF9wdU3mQU21mCxG8dRuRFJNtTkGyypNKVDa7ClQ2uiiisB9Iexp2t7vYLZLffM7YLbtkNt+JGPXvQy12buDTc2PRm/ZxHdhtsQ0W1R/WAgfm9blcfHuJVgr0Oe8p347ND/2caxxe6vqKL3w0FeXhp60xT28nZM9C7oTbEdO2xb/DilpkQOAE8xxu2AidgRLt/4IoGvQEAf5Rsxdu75umC2qJvLbDyNvRp2BeZfrF50n0CP534AdZQuxgrLHEirIoD9ZQGEN02uMq8UHwK3OVeuMuD8zg4noM1WoQ92gpbtBX2GCvUpDrmtSJ0DieAGEssujboja7+562oMvY79+OAcx8OOPfjQMUeHKjYi8Puo6hkMrZKpdgqlYYPGkACb0USb0OyJQYNbSloG9sa6QkZaJ7YAbyjPphQpYDlOKhR0ahsE2aZGFmG4CyHUOkM+VSAdzkhVFaCYyo4rwp4Q3uZPEjaH1zDjkEbRqraHWA2O1SbDarVDtVqhdfKwW1V4bLKcIoSKqxelIkuuOGCm1XCy1xQOKBCBCpEFVB2Q28wjYE+to0DDzsXBTsXDQcXDRvngE36FTbeAXucA7acDrBxlyOZi4IFVtNRF0xlkHwKfC4ZkkeB5JEhef3f3TLkSiekShdklxuSywufW4bPA3i9ArySFZJqBcDB67PC67OiLNSPgLk+1fhcWz9K4CRYBRUWS3dYRBUWKyBYOPAWAYIoQLCK4HYXg7d7wFutEPn6ELmBsFg4iFYOFisH0cLBYgVECwfOmwRBkCFaeXhj20BpGfApEOh3Zfq+FNLIKMU0R1mL20OfTshXZljfXY5qhPLmA/wmVfMrM4y2kB31UN70JsN5APqasVJ00FaxJaGiyQ1BO2a8Ro4KNkQoljhUNLq2ym8KEhoHVYyCs2HoUkdVf1vwOTDBhkp/3gwXbugUEcZbUFk/t4oF0zeyI0SAczxc9XqG/V0AIFdp7HOndgsbJgAoduNLpSc5RxsVEybOakhjMKAtK8gpVebScYDDboFXMfZiexIywOt1VpVwRWOjlTe+LaSQ/yeUqlOBfHGXVfu9um2VJc58sa2gWqpOG9Liwqr4+pBiWoAJVXviQwmWA1J0U6AGXyEsZPlGOaoRPKrZMmAMCGlklqIaglPMl0UK/X2yox48+ki4MFOBQspu2ZYCT3y7aja6bcgqF4otCZ74tqa2of+dYkuoZmuYvWEJThtSrXHwxhunt4US2sihWmJqtg2ZCsbE6BpsGVRb0C+KKjrgjU8zWNisFnh9WueEEiK4VMEOb5zR1hCHkPdGxltrtA1Nr4wXa7ENzfdCzbYGMcnVaCtV6RTSnJ+Gf1+SQ7x/A4AvtrXmQyYMVZck9cW2AqeEn4ajVClPfDEtTIVyaNoBACm6WbXrddsq+VaKblqtjAnAeGMvsRTVuNoxnSrLsMo1dKxVRXY0gNdsvWMYywjFXg/euDamtqFljexI1Wx5C86l/CVvz8R5xat4USk7g8tNKV7/1g2f4kPH5BzE+yuC7aV/4teCn+FVvfAqXvgUL3yqz//xYuhlD6G1P4N9e/QrvLN7IST/PGmfotlIqgQGhmc7v4ge9XsBAL488jme3zzdNI4TOk1Fn0bXAgB+OPYdpmw0X0R+bIcn0b/pLQCAXwrWY/wvY0xtR7f7J25reScYY/jzxB9Y/scHaCa0RFOhJZoIzWDlqmd9jueAKAX/K/0MB7EXxVwRLLzoF9+awO7T6Fr0bawtZ1PsLcZ7uxdC9At0kRP1rcCLaBvfDh2TswEAbtmN/3fiB4i85tU4IP4DDQGp9nr6Ul2KKmOfcy94CBB4oUrDgQCH4ECMv3BnjEFmsm5zNpBUCUcqD+Ogcz8OOPfjSOUBlLpPothbiBJfGUpkJ1Sz5TQAWMEj3RKHdrYUtItphrZxaWgSdxl4azxUwQ7G27RF3QVti9pGCTAVvNvtF8OV4D1uCG4XeI8bfGDrcZvOPTQNFhyY1eoXyTZIVgE+Kw+vFXBZVLisCpwWHyosXpRZ3Si1uKDwkd+DAw8rZ4MVdlg4K6ycDRbYtC1n0/dtnCPkY4fA1d5uqsgqfG4FUlk55NICWCQ3Sk8WQ3J64HP5/GKZwefj4PWJ8MlW+BQbJNUO+ZxWewEYRJGDYOEgWHj/R4RgFSD690UrD9EmwGIV9O+ilYfFJkD0HxOsvP5d9F/Li9y5m8pB/KWQx1ziYoXSLnGxcq69PZP4JS4pAkIsINQAwCVXosRbAoUpUJgClan+rbbfJLqpPlz8pPsEtpZshqRKkFUJPlXSxLVfWOfWvxJp/pbiXWU7sWzvEkiqDz7FB4lJ+nWSKuGu1vfgmkbaMOPNxRvx9C+PQ/bb8OBRn2+IpkJLNBVaoHvcFUhQk6DKxrlr5WoptstbsU3agm3yFpSzUtzb5gEMTdMWr99XsRfDfjQfnnxHy7sxot0jAIDjrmO4e+1tpra3NBuIxzIfBwCUeksw6Jv+prbXNb4BT3acCEBr4Ljhf1cD0OacC7wmrEVOhMgL6Fn/Cozr8JR+7YifHoDAB86LEDkRPMeD43i0jW+Hey8LLn3+3KapUJgMDjwEXvCHr21T7fXQq34uSp2HUOo6iNVHv8FJbxEK5Qp4WfU5Ow5OwGViLC6zxIGBIZm3obHoQCxvAc8J4HkbOMGGKEscOsa3hWKJg2qNw05vCbyCDbw1DpzgMDQEWHkrUgM9XEyFq7IIgtsNi1eCKEkQfRIEnw+8z6ttvV5wPg94rxe8ZDIMqxZUUYRstUCyifBZOXgtgMfC4LYocFsUVFokOEUvnBYJXguDx8qgROgQPoAIK+wGQezQRDRnhxV22Di79l3/WJGaGhdZuSu5gcoiKOVFkCtKoVSUQXE6IbkqIbvcUL0eqF4vVEmC4pOgSgoUlYfCLJCZFTKzQWY2+JgDErND8m99qrZV/gJhzXFaT7Ng9YtqUQgR2DwEMfQ7B0HkwQsceJGHIHDgLTwEQRPRgui3CRHlgoU3fBcsPHiexPa5gAQEcbFCaZe4WKGljgjiLMJxHCyccehYlBiNKJMhJFWp56iPaxyRzYtNi0/HpGzzHuVQOiZlY3W/rwFoAl1hCiS/SJaZBLtgR5QYhWi7Dfv3HENxURm4ShFxfAK6Wa9AN+sVAACvxQ0rE+Eq88ARa0O8NR73tnkAMpMNwlthCmQm6/OpAW2YfOfkrpCZDJnJWiOAqvgbBWS/13INBoYkWzLUkMYCJaTRQAzpGZRDhsSpUKGqPoQOlnHLwTnkClOwq9x87l9Vvj/+HSSTuTqdknO0+e/+tZ9n71uGcin83FEeHNxMwRapFFtMhlEHaCpEYaXiQbS/8WTaibXYJ4d3+d/QmoiPOr8AxRIP1RqHf216HLvLd4W1TbQmYkXf4JrMT234Fw6X7EYScyARDiQyBxJhQwJzIAXR6Jd6tSaSfR64nEWIUjiI4MHLMqyyDKsLME/VFgRnggFeTkWlqMAlqoiKSYbPxsFjAU5ypSgV3PDYAJ+dg8/O4LUCPtEHJ3xwMnNvyaEwxmB3R2nCGHY4fS6Ueco0R80q5/eXpjm94hiHaxvdgMT4trDAgp0lW7Ct5A+AiwKPaM3rNKctx8UB6NPoWiTyDvCeEuwu3oztpX+Al53glULwihe87IVV9sAue9FTsSDJ64Pq9eCA5MEuVQUnq9qKVgoPMCsYswKqDQ19AmyqDT5mRymiUMxFQVUdUFUbVGbXvjMbFNUOjtkgqzZdWDMGSD5t2Lg2Nr1GD2NnDMcxZFxXD+1zWwAIrkuvTSoI9EL7nxkHWHkbbP5howpT4Jbdujdvjgv17M1B9I8sCfyPAf8OXMh/EPw/qMebIAiCuLChnl+CuEio2orLVAZ3hReuUg9cZV54nUYRyAscohLsiE50ICrRDtFyit17ZwnGGCrlSihMhqxqwlphCmRVhsJkOMQo3YmbylT8WvizZqdKkJgEWZXBwMAYQ4o9FV1D5vv934GVem99oKc+sF/f0QD9mgQdPyzY8QZciguqGrQLfBpGNcK1ja/H3vJ87K3Yg/8dXoNyqQw+E2HNgUNjawJaWhKw23sSblXS/S6pjEEFgwKGRkIUVtXvrV83+OQP2GEiwJMsCVh1xXtQLTFgvA2Prh+JP0rCr6kaJUbhs+u+1vcf//mf+K3gF8TBhkRmR1JALDM7EhGFh1oOBefvYT5YrK05Gs/siIcNlnBr7NSCBAXlvA/26ETINhFeK4dD6kkUoBxeGyDZeMgOAYpDgGwX4bWyauu8RgpTtSH5PkWCT5Yg+bdexQefLKFPw+tQ39YQImfBLyd+xpdHvoBP9sErS/5rNDsGhle7z0VWUicAwMr9y/Gfba+a3vfFNqPQPaolOKkSnxbm4YWC/5nbyqm4xsfAfG58wSQ8G22HRbFBVK0QVQtE1QpBtUBULbir1IMOHgaZ2bDTEoXPoxIhqCIEJmpb/3deFdHOw1BP5qAwG0o5G44KURAVqx6uRQ32YgvN1+G2B/8JQPNN8GjecNP43p/2EO5pozlG3FO+Gw/9dJ+p7V2t7sFDbUcCAI5UHsY9399hajug+e14NEOb6lHkKcSd3w7QTvgFcUCCA8ANTW7Cvzo8AQColCpxW8hIkqAQ17a9G/TB+I4TAGhTLm79+nqDne6EBRwuT+2OCdlT9bBu/+ZmyKoUtAmJS1ZSJ0zJeU63Hfr9XXD6G7L0OADgeR5tYtMwo8ss3XbU/3sQxd7wk9ebxTTHrMtf1ffHbXgUx1xVHNT4o17f0QCvdPuPfnjCr0/ggHN/ld8HgOOQYE3A7B5v6oee3TQFu8qqNxZy4OAQHXij19v6sZe3Po8/SraG2AThOQFvXfGevv/6ttewsajqUjzBK+b2fAtW/1J9C3e+iQ0FedXiEOCVbq/rU2CW5L+DH49/Hza+APBc15eQ5J+X+uG+Zfj26Jem4U7OeVavNz45sAqfH/4s/HJsAJ7sOAHNYloAAP53eA0+ObjKNNx/ZT6ONv65pWuPfYOP9pmviDG6/T/RLkFzYLfuxE/4797FprYPpo3Qpxj9WvAz3st/29R2SJuhuDy1OwBga/FmvLXzTVPbO1rdhV71NR8Vu8p24PVtr+nnOA4QRQGyrIAxYEDz23B1o74AtFFhr/35kmm4Nza5Gdf5fQwcqTxcow+Vaxpdi5uaDQAAFHgKMHPTVFPb3Aa99WU+y3xlmPq7+TSyy+v1wN9a/R2AVgc889vjprbZyZ31Mk1hCh7/+Z+mthkJmRiWPkLfH//zvyCbzPltE5eGke3+oe9P/G08XHJ1p68A0DympV7+AcD0jRP1lVaq0jCqkWHE2wubZ6DAE35N6SRbMp7uNFnf//fWWTjiCr/MUKwlDpNzZuj7/9n2KvZXBB0lhuYRm2AzlGnzd8zF7rLwTgo5jjOUae/segt/hpQnVXmu60t6o+n7e97DxkLzJcOm5DyHaIvWVP/Rvg+w4eQ62EU73rx+ruk1Zwr1/BLERQrHc4iKtyMq3r8Ws6TAVeZFZYkbrhIPFFmFs8gNZ5HmlMUea0V0ogPRiXZYoyx/WQ8Nx3H6y09t8ByvV/qRcGvzQRHbBl7ga6J5TAtcjb4Ylq4Jh0qpEvuce7G3PB/7KvZgb8UeHHDuQ7lUjsO+EhwO9UDtp541CY1tyWhsjUNTIRqfKl404wU0Y8CylFyoHDRx7BfJKjTBzAAk7pwPQHP88nLMZfDEd4AsOqCIUVDEKMiCA4ro0JxdqBLgr1xGtXsU5W3K/Y0AgYYA7TsAVNYPeiM+UByPk+4Tmp2qQFBU2CQFNkmFTVbRLa4TBJ8E3udBYdkhKO4KOGRoHwWwqhwsEJCsOoAKD+BfmrCe3+t1OBgYVKsVikWAZBFQxnlQxrvhFVV4LYDXyuCzMEgWQLYwqBYBPlGFJDBIAmARHZAtDoR7ty3EQRRKmndlayJwU2Kf6kYAFFXFAW4jTrh2QuQsEBPd+HvnQVBV/zNTVSgq056dqsKZnIitdgdELhZcXEdcEVUORVWhqDJkRYGkKlBUGZKsQLnsYRSndAfP8WAnfkL89lf9vpsUMCZDYpXwgYExFdae96JhUg6g+HC0ZCN273sHYExv4IF/y8BweWwO+loagVO8+NVzDHM9m4NPlGkNSzyzgFd5PNSk5iXY/gqq/j2q39t4uOn3SpWpB2YNTeHOmb18AqjmOLFCKjesRhCKUzKO2Cj2FsMph19rM8VmdEJV6C1AoYl31qrl3UnPSRxzh/fOWlWwnfScNH2xdVVxnnPCfRyHKsN7Fo8So6rZHnCGX/Odr+Lc6oT7OPZWmK/9XNU2v9zcW7gasszUSfcJ7C6vwQN4yCihAvcJ7Awj7AP4lGCaKPCcxM4yc8+znhAnZkWeQmwvNfdy7JaD6afYW4RtpeZeap1SMK2U+kpqFANlUlnI91LThs1AWAHKpXJsLdlsatvX2y8kPs4abXPrBx05uuRKbCneZGrbObmr/t2jeLC5eKOpbfuEoFdmn+LFpuLfTW1bxgY9LcuqVKNtw1DHfEzFpiJz20Sr0dFdTbYOwZg3NhX/blpGVGVL8SZUSOHLCG8VR1h/lGw1FbRlVUTxn6V/4LBJXg59DgCwvWwb8k1GkCXZkg37u8t2mqaJqmVEfvku/FYUfo1mvsrCQ3sr9pjaAkBov+r+in012obWBQed+/Fb0S+IFiN7ZzxdqOeXIC4STmX+DmMMHqcPlSUeuErc8FYaC3ZB5GGPs8ERa4U91gZbjJXmDEYIYwylvhLN+7T+0bxRm/UEBYgWo9HYXg+NbEloaklAYzEGTUQHmnIWNAJglV3gVW+NYYSi8jaolmioovZhYjRUS4y27z/OBBtUPkLHXZGgyNpwa68HnE/bGve1odicf8v7Tm/uclUYAFUUoIgCZJGHbOEhiRwkC+ATGXwig0dU4RVVeEQZblGGW5DhFRX9vCQC6jlcPJCHAAssEDgLLJwVAkSIsEDkLNr3kK0IEYK+FSHA74gu9Lh+TjxtZ3EBIc305a8AcJzu80BlasjUBOZfCIzp1wqcoPfyqUyFW3aHWPlFuH/fylsNa7iX+UpD7q9HCAwMdsGBOGucHm7gJVG3ZMHvdsGORH+PIGMMR13BZadC4woAdtGB1JApGged+7XYhRSagWscggMNQrxZ76vY6xdrTLfjAMQnRMFdoaBpdHAJmj3l+f4eZYT+OgBaj0rL2NYhtrsNAj40LhbegstCpp/kl++CRw5ZWzkkbJEX9Z7GgG2liTdZHjw6JHU0xCHw0l41voDWcxb620JfzqvaZyd31tPj3vI9KPIWho0DwJCd3AWiv9zZV7EHBVUaDEKfRXZyDqz+4fj7K/bhuPuYHk5VOiZl62ntoHM/jlSaL0XWIamj3iBxuPIQDjqDS78YfxtDZmJH3cnmUdcR7KvSCBAa3/aJHfSe6uPuY8gv22USW6BdQnt96tDJWoR9Wny6YdnGP80EOGNoE5+GRn5P4iXeYmwtDhE6HBAba0dFhRuMAa1i2+hOK8t8ZdhUZN4b1zymJVrEtgSgifxfC83FS9PoZrqzUbfsqnEkQKOoJvp0K6/ixboTP5raNohqhHZ+j9+yKuPH42tNbes56iPDv4SmylR8f+xbU9tke4o+AgjQevjVqmuB+0m0JRnyxg/H1+r5vipxlnh0Sb1c3/9/J36Ax8QzdLQYg+71eur7eSf+H1xK+LzsEKLQM8Rz/s8F61FRdQSZP9FZBKthFZdfC36uJrQDCLyAqxoGG01/L/wVJd7isLbgoPuoATQ/NYXu8I1/AHBVo2v0OuaPkq04XnXkSwhXNrhar2O2l/6JI5WHIfIiBmcNML3mTLkkxW/xsQqcPFoKjvc7GRGCzkZ4noM1moQAceFxJs4rJK8MV4lH6xUu84KpxgA4DrDFWOGItcEea4U9znbehklfzFRI5TjkPIhjrqM46jpi+Ji/IGrwnID6jvpo5GiIRrZUNLQmoIEYjYaCA40EK+qBh1WuhCA5wUsVpksz1ATjBIMXa8bbNO/Woh2q4AATHFBFO5jg0OxE/7EzEc6qCl7yITlaQOmJEnA+nyaSJZ9/KLYPnOT1byVwigROlv0fCZxS3TnZmaAKPBRR0LYCD1XkoQgcFIGDHNiKgMwDssAg8wwSr0IWVEh88OMTFPh4GR5Bgk9Qg/YCwvZQnykceL8YFrRtiDC2cBakWTohRWhUe0DEKUFOg4iLFUq7xMUKeXs+B+zZfAwn9lcfrhigRU5DWOzai17x4XKUn6wM8dAphHjqFBCd5IAgnsOuBILwc7YqMlVl8Dp98FR44a7wwVPuhSJXb/W02EU44jQx7Ii1weIQyZnNGeBRPDjuOoajriM45jqCY+6jOFrp37qOmjruCsCDR4o9FfUc9VHPXh/1bElIEqMQz9uQwIlI5EUkgkc8GBJUBaLiAi+7wCneU+pNNoPxFqiCA6oY5RfJDuNWsPuFtR1MsOnfwVvA8dzpp12mgpMVTQgHBLHkF8qSBF4OfNe2vOTz20j6cf4ciOiaUAVe/yiBjwjIAgdZAGQBkERA4plfVDNIfnEt8wp8/o/EK1AEBoWHNlyeC/nOa/sqr/nqamZthxxb79ojR5wSJCCIixVKu8TFCnl7PgfEp0bD65WgKgyqrEJV/VtFhaow8ELIYu9eGZJHhhR+5AKaZzfQxW/xoTKUnaz0r/UoQLAKBtEclWDXbRljJCSI8wLPc3DE2eCIsyERfg+uHhmeCh/cFV54yr3wuQPpXkb5SW0ojiDyeq+wg4ZKnzJ2wY4WscGhZKGoTEWRt0gTxf5e45PuEzjhOY6T7hM46T4Bmck46TmBk54Ttd6LB48YSywSrAlIsicj2ZqMFFsiki3xSLHEIkWMQaoYhRTBgRgAnOIGp3jAy/6t4gYn+7eKBxwYOFWCoEoQTBx2mcE4XhtybbEjgYlgvMX/sYZ81z4wPefft1qg2u1gQhzAibojpYhQVU0MB4SxImsfOcxWlgFVAadoHyiy/p1TZEBRDPuc/7z+/BUVvBJ+GF1kCP5PZDAAZR2SIF12BrckCIIgiEuAS1L8pjSKA6xcRC1hSU3iEJcaDUVSoMgqFEkNfvcpEK3BFxTJq0D2f8LRIqehLn6LDpah9JgzuL6jwGvDrv3fk5vF62F7XRIkj+xf11ET1BxPS0oQZweO42B1WGB1WBBXT/O4p8iq1jNc7oWnwgeP0wdFVlFZ4kFlicd/HWCNssAeY4Utxgp7jPUvdaRVl+A5Hqn2VKTaUw1zkQKoTEWJtxgnPSdwwn0CJ93HcdJzEuW+UpRL5SjzlaLcV45yqQyVciVUqCiXylAuleFg5YHqNwzBIUQh2ZaMRFsSku0pSLIlIcmWjKTYpki2JSPJmow4wYpojkc0Y7CoPnCy2y+QXf6tG7zi1YSy4gHv33Jg4JgKTnYBsuusVjgMnCaKhYBQtmlbwQpwAhgnhN/yPMAFRLgIZvdveQsY7wDjQsW4/zhnATi+ZrHNmCaKAyK6JmEd8p1TZHBqQGT7BbWqGAQ2VBUcU7Wtqgb3/XAARJU7xwsqEQRBEMTFzyUpfk8Fi02ExRbZY0puFo+4+tGQfQoUn6JtZRWqpEKRVfAhw6MVWQVTGWRfeKGc1CRO/15RUImSI0bvchzP6cOvG6Qlw+rQvL66yjzwVPjCCmpe4CDaROqtI2pFEHm/Z2jNey9TGbyVPrjL/UOlK7xQJBXeSklzpnVC6x3meA62aAts0ZoYtkVbSBCfBXiOR7I9Bcn2FIPDm3Boa7yWo8xXhlJfCYo9RSj0FqLYW4hCTyGKvUUo8hSi0FsIj+KGW3HhsMuFw65DEcXFIUQh2hKNaP/62FFiFKLFaDiEKESJ2sdhTUaUEIUo3oZoXkQ0L6J+bDTUSkXb5wREcTxEpoBTJXCqBPi3nOrTjwX3ZcNxAP7eaC9wFoZ0R4ImtkN7p8UqQtlSpbdaOw9eBLOKYJz2UXkRjIsCeEE7xot+cS5qtgGhzoua4DaNkN+BleoXwSJV5wRBEARRG1RbnkVEq2DoCa6J1BYJSGocp4ljRfUPu2b60GvBEnzpESwCbNEWrdfZL5oDwln2KQZh4SrxoORoeDfsANCsY33YojWvaiVHylFypAJcQBzznPad58DxHJKbxeuiOtALyAXseM5gb42ygBf8Q7oDzpQ4kOipI3A8B3usDfbY4FBp2avA4/Rp84edPngrfVAVpvUUV/gQWNgh0ENsi7bqwtgaZaG58ucIC2/Rem6rLHkQDpdciSJPEYp9RSj2FGnC2FuEEm8xiryFKPYWo9hbCKfk1NdBdCsuuBUXCmHu6TFS7IJdE9BCFBxiFGIsMYi1xCHOEqdtrfGIs6cg1hKLWKt2PEaIQYxgRRQngmcSOMXnF8Y+/TuYAo4p2nxhpoTs+3tVmawJaiaBU2W/8JY1cc0CYty/73ejqYltH1DL3OyzCQPnF8QiGBfosQ7tyRb9w8qtcKd2h+T35EoQBEEQRHhI/J4ntJ5YHpYIbBMbxSKxkTbxmzFN+AaGX8uSCiFEcNtirIirF20Q1Ir/O1MZuJBeX0XWxDRkAKjeA53YONj77CrzouhgWTWbAI0zUvX1ZstOOFGwrxQAgiI55FOvVSIccTZ/uB6Un6w02IXaRyc6dOdjsk+B1yWB5xAMj+MAngPHwT+EnOZU/xVwHAeLXYTFLiI2RVtuQp87bBDEkr/XWKq23JLFLsIWZdEFsS3aAsEq0P/2FxIlRiMqJhpNUbNoYoxBUn2olCvhkl3+bWVwK1XCpVTCLbvg8n/cigtu2Q2X4oJbdsGjuuH0OeGSXbqQ9igeeBQPilHzElHh4MHD4e91jrHEIFqM0Xuj7YIdNsEGm2CDlbf5v/uP8TY4LLGIEWMRY4lFrCUWMZYYOISo6mmPMb+ADu2dloM90kwGp0gAC/RSyyE91f5rmKx55lYVzV6VQ8S3ooUZEOeqrIttQBPcUCVEMqBZFWNI/BIEQRBELZD4vcjgOE7vqQ2IwlBiU6J0MVIbiY1iEZsSBaYyrddZZWCK5gCMqQwWW1BUW6MsiE2NgqowvedZVTRBrarM0Iunhiyjw1QGpcqyOqEOxn0uCRUFLtM4ijZR/52uUg9O5JusQQagwWVJiE3V5qxWFrtxbGeRXyBDF8qB78nN4hGTrD0nj9OHooNlBjuEfI9NidLFuuSVUVHg0qb+ccawAa3xwRalNWkosqr1lvvfp/Vw/deJNlEfKaAPgQ85r4cfct2FTOjcYfj/h4Ag9lZK8Lok+Co1QSz7FN2hlrPYrYchiLxBDNuireRl+gKA4zhYBRusgk1fb/XUrjd6HfUpPrjkSrgUl7aVXbqILpfKUSGVo1wqR7mvDBX6fgUqpHI4pQooTIEKFZWyE5WyMyInYLUhcIImhsVYRFtidEEdI8ZoQ7tDBHa0GI1oSwwcggMO0QG7kACH4IBddMDG284svTJVE8FMDgrikN5rTTyH9mRrDQm+2FZn/AwIgiAIoq5D4vcSRnOeFdkw7ZgkB2KSHBHZJjaMRXz9mKBIVpnhe0AcAoAjzoaU5vHVbJjCwBgzDCPnRR7WKIve+81U5u+Y0WwR0qsd0NdM9S9hrxgFuBqyL/sUuEpN3HkDsDrEoPj1yDX2gKc0j9d/n+SWcGyH+dquSU3ikNwsHgDg88g4uOm4qW1io1iktkzQ43Bg0/Hw4pgD4lKj9Tnjiqzi6I5C+LW0fk1g64i3I6FBjPZMVIbCfSWm4dqiLHqDAWMMZScqteVMQ22hhS1aBTjibLogln0KouJtiE7QRgeoiqqLX8krQ3LL8LllKLIKV5kXrrKQeZyc9h9YHdr8YVuUtrXYSRRfrFgFK6yCFQlIPOVrGWPwql5USk6/+NVEc/C7E17VC6/ihU/1wqN44VO88KpeeBQPfIoXbsWNCqkClVIFKqQKyEyGwhSU+UpR5is9o9/GgYNdF8V2OIQo2EW7Jo7144FzQcEc6JW2CsHvgd5rm2DX9v292uLprrlMEARBEJc4VIMSZx2O5yBE6FRL6+GzRmR7KgI8OsmBll0a6cJYF8r+74G5zFocLKjfJsloF7iOAfaYYPwEi4C4etH6OYTYAVpvbgCO52CLsepKPHB/+Leh87rB/EPSQ8IywIWaMr94D++uPNSJGlMZPOXmDoECw8QDtmV+x1XhiEmJ0sUvABTsNV8rOzrRDkdcqr5/dFuBqXd1R5wNzbMbQlVU+FwSDv9ZEJw3DgAM8Llk+FwyUBTsJdafCQsj7KGNVmiSWU83P/zHSUherZdMF81+wS7aRDRuH4zv8V1F8HlkXdz7LwIHQLDwaJieEnwO+0vhc0u68Ncv8Y8KaHBZcO5tydEK+FyS4d76NRyQ2jIoBssLKuFzSYa4hsY9sXGs/r2yxA2fWzY6I/bHFwBi60Xrju7cFV5Ibrna/QP3iE6w6+nC65Ige2RD+gsN1x5r1W0lj2x04McZHh2UhGj9VNBfAcJisYt6uIqkQJFUQxx4TkQcEhAnJkBwBKc7qIqqr1ld7bdBa0ALPIfASBfGAK/qgVNywik74ZQrUClXwCk7UalootolueCW3Np3/3DvStkJt+KGR3GjUq6ER9Ua0BiYPi/6XCFwgn9otyaKo8RoDE17EL3qX3HO7kkQBEEQdQESv0SdhOc58BE6H7PYRFjqRZYVbFGaUI7INtqKZln1I7Zt072Jvq8Lav829B3eYhPRPLuBLqJD7cCYYQ44L3BokJasn9fFt3YTQyMAx2m90QzQRb3fDIwxQyMAmNbAAObvWQ8JG9CEZyjWKEuwF96kEYAXeNhjbeB4zih+Q+BFHhabAJ9bNtjozyAQOWjD2U/sKYbVofUSS17ZdBmyqsLc65KCIrUKQpV05anQloMKG1/BKL5cJW5jr3YoVcSvs8iNypAh4VVJbBSrC8KKAhcqCs3FVkxKlD4yovxkJcpraORo0bmhLibLTzhResxpats8uwGsDs227ISzmlf6UBISg+K3/GRljSMommTW00dblBe4ULi/1NS2UftUfURBRYELJ2tolGmYnqw34DiLXDixu+o0CiuikIwoJCPzsiTE+YfvO4tcOLazyrxkEXoNWq9VImLqO+BVPCgvqUTF7ur/cSB1Ho7di4O2fHgUDxzeKHR39QlpxmJ63mQAvpM/x9fSangVL1JYPTweO9UQliHcw3sBf3EjeWQc3BIcCl61jSGuQQxS/KNOZJ+Cg5vDjDrxFzqxKVFIbZEAQBtJUtMIlegkB+q10tIwYwz7fz9mahuVYEf91sGydP/GY2btebDHWg2NSAe3nICqqNV+F6CVpQ3SgraH/zypNZ6EweoQDQ1ZR7cXQAopIwLl7hGxABCARm2DDWTHdhVBcpuUERbB0Jh2Ir8YXpPyhOc5QyPdyb0l8DpNnKpxQNMOwTql8EAp3DU0bjbJqKf7+Sg6VFbjCKfG7VP1fF98pLzGsqdh2xSI/lFjpccq4Cwyt61/WZK+YkbZCWeN05zqtU7U66TygprLqdSWCXrDeUWRC2U1lFMpLRL0+quy2I2SY+blVHLT+KBPklIPio+Yr2ue1DgOUf6yx13uRdEh8zItsWGsVmdCq5sKD5Sa2iY0iNHLKa9L0kZkmRBbL1ovp3weGQV7Qso0DjhhKYYkaWk6JtmB+PraSC/ZK+PEnhoasJMc+qgwRVJwvFpZGSQqwa77pVEVtXpZGYIjzqaPTGOM4eh289Fx9lgrkpvG6/tHtheYlhG2aAtSmifo+8d2FBqm4IVidYiGuvb4riK90bQqFruol2mAlpfNVmkRrYLh/fDk3hJIHjmsrSDyhnKqYF8JfO7wtrzAGcqpwgOl1XyoBOA4oFG7YNlTdKjM9P0EABq1TdHLiOIj5XCbvZ9Aqz8DZUTpsQp92ctwNLgsSR9ZWnbcaZjeVpV6rRP1MqL8ZCUqCl3gBQ4pubGm15wpJH4J4gJEn/cb5vWO4zmDaK0JXuAjngMeWF86ovjxHBq1Tand0E+zjg0itm19eWOD8A4V9uC0Jb4C3qbd5R74/EOmZa82hFqV/deqLOzLEy9wEKyCYd1s0SbCW+mDaBXAizzqtUoMVoahcfH/9lCSGsdBlkJ621nwS9Vh2XH1Y+DwO4bT576bVObRiXZYbIIhPBZqHxK0PdYaDCYkXN00xNbqsCAqwW5orAheanSKJ1o1T/NGm+D30N8nWASDHwJWpUWB54OjDDhe+w/MhgMYOqN5rlojgjEOoRdq+8FnETb4c4LACYgSo8EsAirCeMIO9JdnJ3dGn0ZXAdBemA//cbJ6YP7fdFfrezC6yWgAgMfpxaEtYWz9dE3urn9njEE1eZkDAKaEnGPMVBwCqBaO2YtfNVsG08YmANXuKXlk0/9LtBkbnCS3ZJi6EgpfxYu8zy1DqSHOVW3Dvax6IVXzseGrqYHMYryfzy2ZCtqqaVtyS/DUIH6rxremF1tjuDXbhuYpyVNLuCGiQvLINQpwdpq2WvlubmuYulSLbaiwkSWlxhd8pYESsa1cL2ir1GIbGzJqSpHVGm0DSwwCWp4ybTAF9PoE0PJ1ddvgfmhZrqqs1uleergMNdqGTk+rzdaQP2uxrVrXuko9pmVE1frGVeYxLSNUxTja0FXuNS0jqjbku8u9poK2ahnhLvfWUEYYyymP0xdxI7rX6auxEd1gWynV+IxD8dViG/qIva5abEPyss996rZVf/PZhmNVU8wlQsDxCkFcLFR1GkSER5FVSG5Jf5H1hXw361EOhePgF8eCtrX6BbL/mGgTdJFMc44j40JMu4aqL8xXfd47gtMltO/Vwwp4qQcQdAZYJdwAgXXXAe0FVJWU8O9zTHtRDDgTVFUGxadUb+QIhCvyem8cU5n+gmaw8l8jWASDsz2fSQ9mINxAqzxjzLTHAdB6MwIvgIyxaoIvNC6CwBteLN0VXtMXW17gDNNj3OXeai+7QVveMErFYMuq2mpLuIXaVu0t4gDExTtQUeHRewR1WyV8owHHcXqPoG4bIsCYwdYodtz+NdTNCJ3646nw1tgYEZ3k0NNwrbaJDl1seJw+fYpIWNvQqRGVPtMeKy3cyG2jEux6eve5JNPecgBwxNv09O5zV19NwGAbZ9PTu88jm/esMwZ7nE1P71ojgFFkhP53jlibnt4lb83C3h5j1RutZZ8CV5m5GLD7lwMENAFek3Cw+ZcRBDQBXhliywGIjbWjosIDBq3hM5A3FFlFZYl5b5zVLup5Q1XUGnv3LQ4RDr8tU1mNo5As9qAPFcZYLQ5PBX0VEUAbDWBWRghWQR8BBAAVBZWmdY1g4Q15rqLQVeNos9A85yxymTe8CZxhapiz2G3aCMnxnKFjorLEbZ7v/b5cdNtST40NenH1grauMk+NjZCxqcFVDtxlHsPIl2q2KVF6GVFTIwCgjTII5HtPhbfmMiLJoed7j9OnTffigVbtIu80OVVI/BLERcKFKCAuJgK9YZJX8fcSV9/W1FtWFY7n9LW9RWtQFGvfRV00k0CmtEtcvFDaJS5WKO0SFyuBtHuuuGCHPS9duhQLFy5EQUEB2rZti4kTJyIrKyus7cqVK/HUU08ZjlmtVmzduvWviCpBEBcBHMcFPZzHhHeyFuhdkyVF2/o0Z0tymGOB3rWaWj/BwdBbHBDGgkVz0iQInOaESeC1HkHqTSYIgiAIgjhnXJDid82aNZg5cyamTp2Kjh074t1338WwYcPwxRdfIDk5Oew1MTEx+OKLL/R9eoEkCOJU4XkOvF0Mu4Z2KLpI9mm9xrL+XYHkC4pksKBn40gJzHENDE0VLHz1Idj+fV7gqKwjCIIgCIKIkAtS/C5atAh33HEHbrvtNgDA1KlTsXbtWqxYsQIPP/xw2Gs4jkNqamrYcwRBEGcTo0i2hbVhjAVFsV8YB8SyIqtQFW0Ytqpo3/U5pSqDompOiMycZQTgOOhOu/R5yn5HXgGhrJ+nXmWCIAiCIC5xLjjx6/P58Oeff2L48OH6MZ7n0bNnT2zcuNH0OpfLhauvvhqqqqJ9+/YYM2YMLrvssr8iygRBENXgOE5bRssWWTEbcJSkKgyKrOrr22rDrBXIkmoYkq0qmhdsvWe5BocvAQxi2GL0eC2IxnPUq0wQBEEQRF3jghO/JSUlUBSl2vDm5ORk7N27N+w1LVu2xHPPPYf09HRUVFTg7bffxt/+9jesXr0aDRqE9xZG73TExUYgzVLarZtwAgdeiGxtakDzwKlIqiaGQ0Ry8HvwXMCRlyKpNXqSNUYIukAOeB0ObAX/POXgMc4/b1mbu8xVEc6UdomLFUq7xMUKpV3iYuVcp9kLTvyeDtnZ2cjOzjbs33jjjVi2bBkee+yxsNckJ587L2IEcS6htEucKqrKIPs0j9aSfz1kyavA55+vLHllSIGtV9GWcGGA4p+/fDoIIUJZEHkcF4sgiIJBQAtCdVEt+Jfs0fctgr6MEEGcL6jcJS5WKO0ShJELTvwmJiZCEAQUFRUZjhcVFSElJSWiMCwWC9q1a4eDBw+a2hQVket34uKC47RKjNIucUbwAOcQYHUIsMLE67Wi+ode+4dfy1rvcXDLqh0LDNkOoPjPnQ04Dkav2GZb0d/zzPv3ec7fo85r87QFDpzAG9bwJYiaoHKXuFihtEtcrATS7rnighO/VqsVGRkZyMvLQ9++fQEAqqoiLy8PQ4YMiSgMRVGwa9cu9O7d29SGMVBhQFyUUNolzjUcz0O08hDDa2NTGGP+ucvB+cuqoi0LFR1lQ1mpSxPKITasim3oVncCxk5xyHYEaCJZE8YBD9uaWOb1cxzHaUKZD9nnQ46F7CP0nNl1vHYPkPi+6KByl7hYobRLEEYuOPELAPfffz/Gjx+PzMxMZGVl4d1334Xb7cagQYMAAE888QTq16+PsWPHAgD+85//oFOnTmjevDnKy8uxcOFCHD16FIMHDz6fP4MgCOKSguMCPa0AIIQc1xas5+z8Kb2EMRYipOXwAjnclikMqsrAAsf830PvrSoMUNhZFdSnQqgY5niu5n2/kAYXIq5DRDcvcIhOckC0RD5nnCAIgiAuRS5I8XvjjTeiuLgYs2fPRkFBAdq1a4e33npLH/Z87Ngx8Dyv25eXl2PixIkoKChAfHw8MjIysGzZMrRp0+Z8/QSCIAjiDOE4DoLIQRB5sxWlTomAmA541tZ7qcMJZVXzpq1tmXE/cCz0PAMQahf4HnKdIS7+c2dLesdV+FC/TdJZCo0gCIIg6iYcY5fmYIjCQpoDQVxcBHrPKO0SFxuUdmEUyyEfNYLvNQps//NMaBgDR+xZaCEgDFDaJS5WKO0SFyuBtHuuuCB7fgmCIAiiLhGYBwzyXE0QBEEQ5w2+dhOCIAiCIAiCIAiCuLgh8UsQBEEQBEEQBEHUeUj8EgRBEARBEARBEHUeEr8EQRAEQRAEQRBEnYfEL0EQBEEQBEEQBFHnIfFLEARBEARBEARB1HlI/BIEQRAEQRAEQRB1HhK/BEEQBEEQBEEQRJ2HxC9BEARBEARBEARR5yHxSxAEQRAEQRAEQdR5SPwSBEEQBEEQBEEQdR4SvwRBEARBEARBEESdh8QvQRAEQRAEQRAEUech8UsQBEEQBEEQBEHUeUj8EgRBEARBEARBEHUeEr8EQRAEQRAEQRBEnYfEL0EQBEEQBEEQBFHnIfFLEARBEARBEARB1HlI/BIEQRAEQRAEQRB1HhK/BEEQBEEQBEEQRJ2HxC9BEARBEARBEARR5yHxSxAEQRAEQRAEQdR5SPwSBEEQBEEQBEEQdR4SvwRBEARBEARBEESdh2OMsfMdCYIgCIIgCIIgCII4l1DPL0EQBEEQBEEQBFHnIfFLEARBEARBEARB1HlI/BIEQRAEQRAEQRB1HhK/BEEQBEEQBEEQRJ2HxC9BEARBEARBEARR57nkxO/SpUvRp08fdOjQAYMHD8aWLVvOd5QIwsC8efNw2223ITs7Gz169MCoUaOwd+9eg43X68XUqVPRrVs3ZGdn4x//+AcKCwvPU4wJojrz589Heno6nn32Wf0YpVviQuXEiRMYN24cunXrhqysLNx8883YunWrfp4xhtdeew25ubnIysrC0KFDsX///vMXYYIAoCgKXn31VfTp0wdZWVno27cvXn/9dYQu5EJpl7gQ+OWXXzBixAjk5uYiPT0dX3/9teF8JOm0tLQUY8eORU5ODrp06YKnn34alZWVpxyXS0r8rlmzBjNnzsTo0aOxatUqtG3bFsOGDUNRUdH5jhpB6Pz888/4+9//juXLl2PRokWQZRnDhg2Dy+XSbZ577jl89913ePXVV7F48WKcPHkSjzzyyHmMNUEE2bJlC5YtW4b09HTDcUq3xIVIWVkZ7rrrLlgsFixYsACrV6/G+PHjER8fr9ssWLAAixcvxpQpU7B8+XI4HA4MGzYMXq/3PMacuNRZsGAB/vvf/2LSpElYs2YNxo0bh7feeguLFy822FDaJc43LpcL6enpmDx5ctjzkaTTcePGIT8/H4sWLcKbb76JX3/9FZMmTTr1yLBLiNtvv51NnTpV31cUheXm5rJ58+adx1gRRM0UFRWxtLQ09vPPPzPGGCsvL2cZGRns888/123y8/NZWloa27hx43mKJUFoOJ1Odt1117H/9//+HxsyZAibMWMGY4zSLXHh8uKLL7K77rrL9LyqqqxXr17srbfe0o+Vl5ezzMxM9tlnn/0VUSSIsDz88MPsqaeeMhx75JFH2NixYxljlHaJC5O0tDT21Vdf6fuRpNPA+8KWLVt0m++//56lp6ez48ePn9L9L5meX5/Phz///BM9e/bUj/E8j549e2Ljxo3nMWYEUTMVFRUAoPdC/PHHH5AkyZCWW7dujUaNGmHTpk3nI4oEoTNt2jT07t3bkD4BSrfEhcu3336LzMxMPProo+jRowcGDBiA5cuX6+cPHz6MgoICQ9qNjY1Fx44d6f2BOK9kZ2dj/fr12LdvHwBgx44d+O2333DllVcCoLRLXBxEkk43btyIuLg4dOjQQbfp2bMneJ4/5Sms4tmJ9oVPSUkJFEVBcnKy4XhycnK1+ZQEcaGgqiqee+455OTkIC0tDQBQWFgIi8WCuLg4g21ycjIKCgrORzQJAgCwevVqbNu2DR999FG1c5RuiQuVQ4cO4b///S/uv/9+jBgxAlu3bsWMGTNgsVgwcOBAPX2Ge3+gOevE+eThhx+G0+nEDTfcAEEQoCgK/vWvf+GWW24BAEq7xEVBJOm0sLAQSUlJhvOiKCI+Pv6U3yEuGfFLEBcjU6dOxe7du/H++++f76gQRI0cO3YMzz77LN5++23YbLbzHR2CiBjGGDIzMzFmzBgAQPv27bF7924sW7YMAwcOPM+xIwhzPv/8c3z66ad4+eWX0aZNG2zfvh0zZ85EvXr1KO0ShAmXzLDnxMRECIJQzblVUVERUlJSzlOsCMKcadOmYe3atXj33XfRoEED/XhKSgokSUJ5ebnBvqioCKmpqX91NAkCAPDnn3+iqKgIgwYNQvv27dG+fXv8/PPPWLx4Mdq3b0/plrhgSU1NRevWrQ3HWrVqhaNHj+rnAdD7A3HBMWvWLDz88MPo378/0tPTMWDAANx3332YN28eAEq7xMVBJOk0JSUFxcXFhvOyLKOsrOyU3yEuGfFrtVqRkZGBvLw8/ZiqqsjLy0N2dvZ5jBlBGGGMYdq0afjqq6/w7rvvomnTpobzmZmZsFgshrS8d+9eHD16FJ06dfqLY0sQGt27d8enn36Kjz/+WP9kZmbi5ptv1r9TuiUuRHJycvQ5kwH279+Pxo0bAwCaNGmC1NRUQ9p1Op3YvHkzvT8Q5xWPxwOO4wzHBEHQlzqitEtcDESSTrOzs1FeXo4//vhDt1m/fj1UVUVWVtYp3e+SGvZ8//33Y/z48cjMzERWVhbeffdduN1uDBo06HxHjSB0pk6dis8++wxz585FdHS0PpchNjYWdrsdsbGxuO222/D8888jPj4eMTExmDFjBrKzs0lEEOeNmJgYfV56gKioKCQkJOjHKd0SFyL33Xcf7rrrLrz55pu44YYbsGXLFixfvhzTpk0DAHAch3vvvRdvvPEGmjdvjiZNmuC1115DvXr10Ldv3/Mce+JS5uqrr8abb76JRo0a6cOeFy1ahNtuuw0ApV3iwqGyshIHDx7U9w8fPozt27cjPj4ejRo1qjWdtm7dGldccQUmTpyIqVOnQpIkTJ8+Hf3790f9+vVPKS4cYyErYV8CLFmyBAsXLkRBQQHatWuHCRMmoGPHjuc7WgShU3Vt1AAzZ87UG2q8Xi+ef/55rF69Gj6fD7m5uZg8eTINHyUuKO655x60bdsWzzzzDABKt8SFy3fffYdXXnkF+/fvR5MmTXD//ffjjjvu0M8zxjB79mwsX74c5eXl6Ny5MyZPnoyWLVuex1gTlzpOpxOvvfYavv76axQVFaFevXro378/Ro8eDavVCoDSLnFhsGHDBtx7773Vjg8cOBDPP/98ROm0tLQU06dPx7fffgue53HddddhwoQJiI6OPqW4XHLilyAIgiAIgiAIgrj0uGTm/BIEQRAEQRAEQRCXLiR+CYIgCIIgCIIgiDoPiV+CIAiCIAiCIAiizkPilyAIgiAIgiAIgqjzkPglCIIgCIIgCIIg6jwkfgmCIAiCIAiCIIg6D4lfgiAIgiAIgiAIos5D4pcgCIIg6jD79+8Hx3F45513zndUCIIgCOK8QuKXIAiCIGrgnXfeAcdx+PXXX893VAiCIAiCOANI/BIEQRAEQRAEQRB1HhK/BEEQBHGRU1lZeb6jQBAEQRAXPCR+CYIgCOIUGTp0KGJiYnDkyBEMGDAAMTExSE1Nxbhx46Aoim4XmG/70ksvYf78+WjdujVsNhu6du2KX375pVq4O3bswO23346kpCTY7XZ06dIFn3zyicEmMAz7+++/x6hRo1CvXj00adLklH/Dt99+iyuuuALR0dFISEjArbfeiu3bt1ez27hxI2644QbExcUhJiYG11xzDdavXx82Tj/88AOGDx+O5ORkxMXF4d5770VJSckpx40gCIIgzgXi+Y4AQRAEQVyMKIqCfv36oVu3bnjppZfw9ddf4+WXX0br1q0xcuRIg+3777+PiooKDB8+HBzHYdasWRg0aBD27t0Li8UCAPjzzz/Rq1cvNG7cGE8++SSio6OxfPlyDBgwACtWrMDAgQMNYY4aNQqpqamYNGnSKff8fv3117jhhhvQqlUrTJkyBW63G3PmzEGvXr3w+++/o0WLFnqcrrjiCsTFxeGJJ56AxWLBvHnzcNVVV+H7779Ht27dDOE+8sgjSEhIwJQpU7Bz50688cYbOHDgANauXQuO407xCRMEQRDE2YXEL0EQBEGcBh6PB3feeScmTpwIABgxYgRycnKwcOHCauL34MGD2L17NxITEwEA6enpuPXWW/G///0PN910EwDgn//8J5o1a4ZffvkFNpsNgCZwc3NzMX78+GriNykpCd988w0EQTjluD/++ONISkpCXl4ekpKSAAADBgxAdnY2Jk+ejHfffRcAMGHCBEiShJ9++gmtWrUCANx7771IT0/HE088ge+//94QrtVqxTfffKML+ubNm+OJJ57Ap59+iltuueWU40kQBEEQZxMa9kwQBEEQp8mIESMM+1dccQX27t1bze7OO+/UhW/ADoBuW1xcjG+//RZ33HEHKioqUFhYiMLCQhQVFaFfv37YvXs3jhw5YgjzoYceOi3he+zYMWzatAlDhw7VhS8AZGVl4dprr8WaNWsAaD3bX375JQYMGKALXwBo2LAh7r77bvz0008oLy83hP3www/rwhcARo4cCVEU9TAJgiAI4nxC4pcgCIIgTgO73Y7U1FTDscTExLBzXJs1a1bNDoBum5+fD8YYJk6ciNTUVMNn8uTJAICTJ08awmjZsuVpxfvAgQMAtN7nqrRr1w6FhYWorKxEQUEBXC6XqZ2qqjh06JDh+GWXXWbYj4mJQcOGDbF///7TiitBEARBnE1o2DNBEARBnAan0utqZssYAwCoqgoAGDduHPr16xfWtk2bNoZ9h8MR8f0JgiAIgiDxSxAEQRDnncCwYovFgr59+57TezVv3hwAsHPnzmrnduzYgZSUFERHR8NutyMqKsrUjud5NG3a1HB89+7duPrqq/V9p9OJY8eO4cYbbzzLv4IgCIIgTh0a9kwQBEEQ55l69erhqquuwrx583Ds2LFq5wsKCs7avRo2bIhOnTrh3XffRWlpqX78jz/+wJdffqkLVUEQcN111+H//u//DMOWT5w4gffffx+5ubmIi4szhD1//nxIkqTvv/HGG5BlGTfccMNZiz9BEARBnC7U80sQBEEQFwCvv/46cnNz0aFDBzz00ENo1aoVTpw4gby8PBw+fBibN28+a/d68cUXccMNN6BHjx4YNmyYvtRRfHw8pkyZotvNmDEDX331FXJzczFq1CiIooh58+bB6/Vi1qxZ1cL1+Xy45pprcMcdd2Dnzp2YO3cucnNzydMzQRAEcUFA4pcgCIIgLgDat2+PX3/9FVOnTsU777yDoqIi1KtXD9nZ2Zg0adJZvVffvn3xxRdfYPLkyZg0aRIsFgt69+6NF154weBIKyMjAz/++COeeuopzJw5E6qqolu3bliyZEm1NX4B4D//+Q+WLl2KSZMmQZIk3HXXXZg9ezat8UsQBEFcEHAs4G2DIAiCIAjiNHjnnXdw//3345dffkGXLl3Od3QIgiAIIiw055cgCIIgCIIgCIKo85D4JQiCIAiCIAiCIOo8JH4JgiAIgiAIgiCIOg/N+SUIgiAIgiAIgiDqPNTzSxAEQRAEQRAEQdR5SPwSBEEQBEEQBEEQdR4SvwRBEARBEARBEESdh8QvQRAEQRAEQRAEUech8UsQBEEQBEEQBEHUeUj8EgRBEARBEARBEHUeEr8EQRAEQRAEQRBEnYfEL0EQBEEQBEEQBFHnIfFLEARBEARBEARB1HlI/BIEQRAEQRAEQRB1HhK/BEEQBEEQBEEQRJ2HxC9BEARBEARBEARR5yHxSxAEQRAEQRAEQdR5SPwSBEEQBEEQBEEQdR4SvwRBEARBEARBEESdh8QvQRAEQRAEQRAEUech8UsQBEEQBEEQBEHUeUj8EgRBEARBEARBEHUeEr8EQRAEQRAEQRBEnYfEL0EQBEEQBEEQBFHnIfFLEARBEARBEARB1HlI/BIEQRAEQRAEQRB1HhK/BEEQBEEQBEEQRJ2HxC9BEARBEARBEARR5yHxSxAEQRAEQRAEQdR5SPzWAX755ReMGDECubm5SE9Px9dff13NZu7cubj11lsxaNAgjB07Fk6n85zG6Z577sGzzz57ytd9+eWXuP/++9G9e3fk5OTgzjvvxI8//ljNbunSpejTpw86dOiAwYMHY8uWLfq50tJSTJ8+Hf369UNWVhauuuoqzJgxAxUVFWHvWVJSgiuvvBLp6ekoLy+vNY6ff/45rr/+enTo0AE333wzvv/+e8P5OXPm4Prrr0enTp3QtWtXDB06FJs3b6413KNHj+Lhhx9Gx44d0aNHD7zwwguQZVk/f/LkSYwdOxb9+vVD27ZtI36+Xq8XU6dORbdu3ZCdnY1//OMfKCwsPKV7E0HmzZuH2267DdnZ2ejRowdGjRqFvXv36ucVRcH06dMxcOBADBw4ENOmTYOiKOc0Tn369ME777xzytctX74cd999N7p27aqn1dC8BACMMbz22mvIzc1FVlYWhg4div379+vnDx8+jKeffhp9+vRBVlYW+vbti9mzZ8Pn84W954EDB5CdnY0uXbpEFMea8joATJo0CX379kVWVha6d++OkSNHYs+ePbWGu2PHDtx9993o0KEDevfujQULFpzyswlHJHlpw4YNGDhwIDIzM3Httddi5cqVETyJSxOq3y6N+u3XX3/F3/72N3Tr1g1ZWVm4/vrrIyrT3njjDfztb39Dx44dw5YpO3bswJgxY9C7d29kZWXhhhtuwLvvvltruJciVLddGnVbKKtXr0Z6ejpGjRpVa7gzZszAoEGDkJmZiVtvvbXa+Q0bNmDkyJHIzc1Fp06dcOutt+KTTz6pNdzzAYnfOoDL5UJ6ejomT54c9vyPP/6Ib7/9FsuXL8fKlSuRmJiI+fPn/8WxjIxffvkFPXv2xPz587Fy5Up069YNI0eOxLZt23SbNWvWYObMmRg9ejRWrVqFtm3bYtiwYSgqKgKgicSTJ09i/Pjx+OyzzzBz5kz8+OOPeOaZZ8Le85lnnkF6enpE8fv9998xduxY3H777fj4449xzTXXYPTo0di1a5du06JFC0yaNAmffvop3n//fTRu3BgPPPAAiouLTcNVFAXDhw+HJElYtmwZnn/+eaxatQqzZ8/WbXw+HxITEzFy5Ei0bds2ovgCwHPPPYfvvvsOr776KhYvXoyTJ0/ikUceOaV7E0F+/vln/P3vf8fy5cuxaNEiyLKMYcOGweVyAQA+/PBDHDt2DCtWrMCKFStw4sQJfPTRR+c51uHZsGED+vfvj/feew/Lli1Dw4YN8cADD+DEiRO6zYIFC7B48WJMmTIFy5cvh8PhwLBhw+D1egEAe/fuBWMM06ZNw+rVq/HUU09h2bJl+Pe//13tfpIkYcyYMRG/HNSW1wEgIyMDM2fOxJo1a7Bw4UIwxjBs2LAaX8qcTieGDRuGRo0aYeXKlXjiiSfwn//8Bx988MEpPZuqRJKXDh06hOHDh6Nbt274v//7P9x3332YMGFCWBFEUP12qdRvUVFRGDJkCJYsWYI1a9Zg5MiRePXVVw15MhySJOH666/HXXfdFfb8H3/8gaSkJLz44otYvXo1RowYgVdeeQVLliyJ6JlcSlDddmnUbQEOHz6MF154IeI4A8Btt92GG2+8Mey5jRs3Ij09HbNnz8Ynn3yCQYMGYfz48fjuu+8iDv8vgxF1irS0NPbVV18Zji1YsIDNmjVL31+7di176KGHTMM4cuQIGzFiBOvUqRPLzs5mjz76KCsoKNDPjx8/no0cOdJwzYwZM9iQIUP082lpaYbPoUOHTvs33XjjjWzOnDn6/u23386mTp2q7yuKwnJzc9m8efNMw1izZg3LyMhgkiQZji9dupQNGTKErVu3jqWlpbGysrIa4/LPf/6TPfzww4ZjgwcPZhMnTjS9pqKigqWlpbF169aZ2qxdu5a1bdvW8Jzff/99lpOTw7xebzX7IUOGsBkzZtQYV8YYKy8vZxkZGezzzz/Xj+Xn57O0tDS2cePG07o3YaSoqIilpaWxn3/+mTHG2JQpU9jSpUv180uWLGFTpkwxvX7Hjh3snnvuYR06dGCXX345mzBhAnM6nfr5cP/1yJEj2fjx4/XzVfPb6SLLMsvOzmarVq1ijDGmqirr1asXe+utt3Sb8vJylpmZyT777DPTcBYsWMD69OlT7fisWbPYuHHj2IoVK1jnzp1rjc/p5PXt27eztLQ0duDAAVObpUuXsq5duxrS94svvsj69etnek3VZxOOSPLSrFmzWP/+/Q3XPfbYY+yBBx4wDZfQoPotPHWtfgswevRoNm7cuBrjHCDSMoUxrYy+5557IrK9lKG6rTp1pW6TZZndeeedbPny5WHLvJqYPXs2u+WWWyKyfeihh9iTTz4Zcdh/FdTzWwuMMbh88l/2YYyd9d+Qnp6OvLw8eDweAMDatWtNW4JVVcWoUaNQVlaGxYsXY9GiRTh06BD+9a9/RXy/Z555BtnZ2bjjjjvw008/4aeffkLDhg1PK+6qqqKyshIJCQkAtN7PP//8Ez179tRteJ5Hz549sXHjRtNwnE4nYmJiIIqifiw/Px9z587FCy+8AJ6PLCts2rQJPXr0MBzLzc3Fpk2bwtr7fD588MEHiI2NrbH1fdOmTUhLS0NKSoohXKfTifz8/IjiBmitnenp6Th8+DAArdVbkiTD82rdujUaNWqkx/ls3fus4as0/0ieU7B11257FggMN4yPjweg5bcffvgBiqJAURT8+OOPpv+9y+XCsGHDEB8fj48++givvvoq1q1bh+nTp0d8/zlz5qBBgwZ49NFH9fx2urjdbsiyrP+Ww4cPo6CgwJB+YmNj0bFjxxrzW0VFhR5GgLy8PHzxxRemPXhVOZ287nK5sHLlSjRp0gQNGjQwDXvTpk3o0qULrFarfiw3Nxf79u1DWVlZ2GuqPhtAe/Z9+vQxhFtbXjrVMuRcwhiDpPr+sg/Vb9XjQ/Vb+Dpm27Zt2LhxIy6//HL92MqVKyPuxa6JiooK/Zn/5UiS+afqVKMztT1DqG6rTl2p215//XUkJydj8ODBYcOpWredLuc1r9WAWLvJpQtjDLe/mYffDpT8Zffs0jwRH47oAY7jzlqYV1xxBbZs2YLBgweD53m0atUKY8eODWubl5eHXbt24ZtvvtEr9FmzZqF///7YsmULsrKyar1fbGwsLBYL7HY7UlNTzyjuCxcuhMvlwg033ABAm7+kKAqSk5MNdsnJyYa5KaEUFxdj7ty5uPPOO/VjPp8PY8aMweOPP45GjRrh0KFDEcWnsLDQUIEH7l11Du13332HMWPGwO12IzU1FW+//TaSkpJOKdzAfkFBQURxAwCHw4GWLVvCYrHo4VosFsTFxVWLcyDcs3Xvs8ZzjczPXXYd8PcPg/svtgEkV3jb5rnA/auD+692AFxFRpsp4YVOpKiqiueeew45OTlIS0sDAAwePBi7d+/GgAEDAACdO3fG7bffHvb6zz77DD6fDy+88AKioqIAaPN8RowYgXHjxlX7X8KRkJAAQRAQHR19xvntpZdeQr169fRKOfD/h8tvVdN8gAMHDmDJkiUYP368fqykpARPPfUUXnzxRcTExEQUl1PJ60uXLsVLL70El8uFli1bYtGiRYbKvyqFhYVo0qSJ4VjgWRcWFlZ7uQGqPxsASExMRNOmTQ3h1paXzGycTic8Hg/sdrtpvM8mjDH83/H3ccJ79C+5HwA0sDXGLQ3uovrND9Vv1euYK6+8EsXFxVAUBY888ojh5Tw2NhYtW7aM6LeY8fvvv+Pzzz/HvHnzziic0+btt8zPNWsG3NA/uP/eO9VFboCGjYBbQuZdvr8E8FRpHB4+8rSjSXVbdepK3fbrr7/io48+wscff2waTtW67XRYs2YNtm7dimnTpp1ROOcCEr+1cPaq6PPL6NGjMXr06Frt9uzZgwYNGhhastu0aYO4uDjs3bs3opeDs8Wnn36K119/HXPnzq1WSESK0+nE8OHD0bp1a8M815dffhmtW7cOO2kf0Jxz9O8frISGDx+OESNGRHzfbt264eOPP0ZJSQmWL1+Oxx57DB9++CGSk5Px4IMP4rfffgMANGrUCKtXr64ltMjJysrCF198cdbCI2pm6tSp2L17N95//339mCAImDhxYkTX79mzB+np6frLAQDk5ORAVVXs27cvoheEs8X8+fOxZs0avPfee7DZbKcVxokTJ/Dggw/i+uuvxx133KEfnzhxIm666SZ07do17HW//vorHnroIX0/4KAtUm655Rb06tULBQUFWLhwIR577DH897//hc1mQ//+/XH0qCbwOnfujLfequHl0wSzZzNkyBAMGTLklMO7UODqSA1H9Vvdqd+WLl0Kl8uFzZs34+WXX0bz5s1x0003AQCuvfZaXHvttacUXii7du3CqFGjMHr0aOTm5p52OJcCVLcZqSt1m9PpxBNPPIHp06fX2GB1pnXb+vXr8fTTT2PGjBm47LLLTjuccwWJ3xrgOA4fjugBt3RuvdmF4rAIZ7VVHNA8vz322GOGY/fdd5+pg4ja4Diu2vC1s+0ZePXq1ZgwYQJee+21aj0tgiAYnAIAQFFRUbXC1Ol04sEHH0R0dDRef/11vTcU0DLmrl278L///Q8A9N/TvXt3jBgxAqNGjTK0igV6glJSUqq1Coa7d1RUFJo3b47mzZujU6dOuO666/DRRx9h+PDhePbZZ/UheoFhaikpKdU8/QXucyYtnikpKZAkCeXl5Ybe36KiIj3cc3Xv0+bpGnqiOMG4/3gNw7K5KkP9Htt6+nEKw7Rp07B27VosWbLEMAzp+++/x8yZMw22TzzxxGkPIfor8tvChQsxf/58LFq0yOBMLfD/FxUVoV69evrxoqKiak7XTpw4gXvvvRfZ2dnVhratX78e3377Ld5++20AWn5TVRXt27fHtGnTcNNNNxnyW3JyMqxWa8R5PTY2FrGxsWjRogU6duyIyy+/HF999RVuuukmzJ8/X39egV7VcPk4sF81bLNnE45I8pLZvWNiYv6yXl9AS1e3NLgLMjvz4ZGRInIWqt9A9RtgXscEepvS09NRWFiIOXPm6OL3TMjPz8fQoUNx5513RuTZ9pzxwIPm56rmjXuHRm5799lrhKO6re7WbYcOHcKRI0cwcmRwVICqqgCA9u3b44svvkCzZs1qeqS18vPPP2PkyJF46qmn9FECFxokfmuB4zhEWS/ux9S2bduIewNbt26N48eP49ixY3rreH5+PsrLy9G6dWsAQFJSEnbv3m24bvv27YbK12Kx6BnqVPnss8/w9NNP45VXXsFVV11lOGe1WpGRkYG8vDz07dsXgJZx8/LyDK1UAY93VqsVb7zxRrXWvjlz5ugVNABs3boVTz/9NJYuXYpmzZpBFEU0b968Wtw6deqE9evXY+jQofqxdevWoVOnTjX+JlVVdff49evXDxvum2++iaKiIr0XYN26dYiJiUGbNm1qDLsmMjMzYbFYkJeXh379+gHQPBgePXpUj/O5uvdpY40+/7Y1wBjD9OnT8dVXX2Hx4sXVhgb17t0bvXv3jiis1q1bY9WqVXC5XHoL+e+//w6e5/XhfUlJSYahgYqiYPfu3YbW4zPJbwsWLMCbb76JhQsXokOHDoZzTZo0QWpqKvLy8tCuXTsAWt7avHmzQVwEXg4C3imrzjH84IMPDB4qv/nmGyxYsADLli1D/fr1Ybfbw+a3SPJ6OBhjen5r3LhxtfOdOnXCq6++CkmS9HJr3bp1aNmypWHIc03PJhyR5KVOnTrhhx9+MFwXSRlyLuA4DhbOfAjdxQDVb3W3flNVFdJZmLu6e/du3HfffRgwYMApze8+J4Sko/NmawLVbXW/brPb7fj0008N17z66quorKzEM888U+N84kjYsGGDPrQ9dCrGBcdf7WGLOPs4nU62bds2tm3bNpaWlsYWLVrEtm3bxo4cOXLKYamqym699VZ29913sz/++INt3ryZDRw4UPd0yRhjP/zwA0tPT2erVq1i+/btY6+99hrLyckx2EyYMIHddttt7NChQ6yoqIgpisIYY6xfv37syy+/NL3/J598wtq3b8+WLFnCTp48qX/Ky8t1m9WrV7PMzEy2cuVKlp+fzyZOnMi6dOmie5KsqKhggwcPZjfddBM7cOCAIRxZlsPed/369RF5w/ztt99Y+/bt2cKFC1l+fj6bPXs2y8jIYDt37mSMMVZZWclefvlltnHjRnb48GG2detW9uSTT7LMzEy2a9cu03BlWWY33XQTe+CBB9j27dvZDz/8wLp3785efvllg13gfx44cCAbM2YM27ZtG9u9e7d+fvPmzaxfv37s+PHj+rFJkyaxq666iuXl5bGtW7eyO++8k915552nfG9CY/Lkyaxz585sw4YNhrTldrtPOSyXy8V69erF/vGPf7CdO3eyvLw8ds011+jeLhlj7L///S/r2LEj++6771h+fj6bMGECy8nJMdjcf//9bMSIEez48eOsqKiIMcbY8ePHWb9+/djmzZtN7z9v3jyWkZHBvvjiC8NvCfXIOW/ePNalSxf29ddfsx07drCRI0eyPn36MI/Ho9/n2muvZffddx87fvy4IRwzIvWIWVteP3jwIHvzzTfZ1q1b2ZEjR9hvv/3Ghg8fzi6//HJWWFhoGm55eTnr2bMne/zxx9muXbvY6tWrWceOHdmyZctO6dksXryY3Xvvvfp+JHnp4MGDrGPHjuyFF15g+fn5bMmSJaxdu3bshx9+qPV5XIpQ/XZp1G9Llixh33zzDdu3bx/bt28fW758OcvOzmavvPKKbvPll19W81p75MgRtm3bNjZnzhzWqVMnPa0E8unOnTtZ9+7d2bhx4wzPKlBOEkGobrs06raqhPP2XLVuY4yx/fv3s23btrGJEyey6667Ts9rAc/SeXl5rGPHjuzll182PKuSkpJan8dfDYnfOkCgYqv6CS1AToXaloJgjLHXXnuN9ezZk3Xu3Jk999xzbNq0aYaXg71797I77riDZWVlGZaCSEtLYytWrDC9dzjX9uF+y+LFi9lVV13FMjIy2O233842bdpU6/OoaUmKSF8OGNOWlbjuuutYRkYG69+/P1u7dq1+zuPxsNGjR7Pc3FyWkZHBevXqxUaMGFFjIR3g8OHD7MEHH2RZWVmsW7du7Pnnn6+2dEW433T11VdX+x2hv9Pj8bApU6awrl27so4dO7LRo0dXK7wjuTehYZa2akrXNVHbchA+n49NnjyZXX755axHjx5s3rx5huUgGGNs48aN7Oabb2aZmZn6chCHDh1iaWlpbP369ab3vvrqq8P+ltmzZ+s2qqqyV199lfXs2ZNlZmay++67j+3du1c/v2LFCtNnYsapLEtSU14/fvw4e/DBB1mPHj1YRkYGu/LKK9mYMWPYnj17ag13+/bt7K677mKZmZnsiiuuqLbERCTPZvbs2Yb8x1hkeWn9+vXs1ltvZRkZGeyaa6457bRzKUD126VRv7333nusf//+rGPHjiwnJ4cNGDCALV26VG9YYCxY1oQSbump0HJv9uzZtdabhAbVbZdG3VaVcOI3XN1mVn4Fyh2zvBhadl4ocIydg7UHCIIgCIIgCIIgCOICgtb5JQiCIAiCIAiCIOo8JH4JgiAIgiAIgiCIOg+JX4IgCIIgCIIgCKLOQ+KXIAiCIAiCIAiCqPOQ+CUIgiAIgiAIgiDqPCR+CYIgCIIgCIIgiDoPiV+CIAiCIAiCIAiizkPilyAIgiAIgiAIgqjzkPglCIIgCIIgCIIg6jwkfgmCIAiCIAiCIIg6D4nfOsC8efNw2223ITs7Gz169MCoUaOwd+9e/byiKJg+fToGDhyIgQMHYtq0aVAU5ZzGqU+fPnjnnXdO+brly5fj7rvvRteuXdG1a1cMHToUW7ZsMdgwxvDaa68hNzcXWVlZGDp0KPbv36+fP3z4MJ5++mn06dMHWVlZ6Nu3L2bPng2fzxf2ngcOHEB2dja6dOkSURyXLl2KPn36oEOHDhg8eHC1+E2aNAl9+/ZFVlYWunfvjpEjR2LPnj21hrtjxw7cfffd6NChA3r37o0FCxYYzu/evRv/+Mc/0KdPH6Snp0f8fEtLSzF27Fjk5OSgS5cuePrpp1FZWXlK9yaC/PLLLxgxYgRyc3ORnp6Or7/+uprN3Llzceutt2LQoEEYO3YsnE7nOY3TPffcg2efffaUr/vyyy9x//33o3v37sjJycGdd96JH3/8sZpdTWm+tLQU06dPR79+/ZCVlYWrrroKM2bMQEVFRdh7lpSU4Morr0R6ejrKy8trjePnn3+O66+/Hh06dMDNN9+M77//3nB+zpw5uP7669GpUye9zNi8eXOt4R49ehQPP/wwOnbsiB49euCFF16ALMun/Gyq8sYbb+Bvf/sbOnbsGLZM2bFjB8aMGYPevXsjKysLN9xwA959991aw71Uofrt0qjfvvzySwwaNAhdunRBp06dcOutt+Ljjz+uNdwZM2Zg0KBByMzMxK233lrt/IYNGzBy5Ejk5ubq4X7yySe1hnspQnXbpVG3bdiwAenp6dU+BQUFNYZbl94lSfzWAX7++Wf8/e9/x/Lly7Fo0SLIsoxhw4bB5XIBAD788EMcO3YMK1aswIoVK3DixAl89NFH5znW4dmwYQP69++P9957D8uWLUPDhg3xwAMP4MSJE7rNggULsHjxYkyZMgXLly+Hw+HAsGHD4PV6AQB79+4FYwzTpk3D6tWr8dRTT2HZsmX497//Xe1+kiRhzJgxEb8YrFmzBjNnzsTo0aOxatUqtG3bFsOGDUNRUZFuk5GRgZkzZ2LNmjVYuHAhGGMYNmxYjS9kTqcTw4YNQ6NGjbBy5Uo88cQT+M9//oMPPvhAt3G73WjSpAnGjh2L1NTUiOILAOPGjUN+fj4WLVqEN998E7/++ismTZp0SvcmgrhcLqSnp2Py5Mlhz//444/49ttvsXz5cqxcuRKJiYmYP3/+XxzLyPjll1/Qs2dPzJ8/HytXrkS3bt0wcuRIbNu2TbepLc2fPHkSJ0+exPjx4/HZZ59h5syZ+PHHH/HMM8+EveczzzyD9PT0iOL3+++/Y+zYsbj99tvx8ccf45prrsHo0aOxa9cu3aZFixaYNGkSPv30U7z//vto3LgxHnjgARQXF5uGqygKhg8fDkmSsGzZMjz//PNYtWoVZs+efUrPJhySJOH666/HXXfdFfb8H3/8gaSkJLz44otYvXo1RowYgVdeeQVLliyJ6JlcalD9dmnUb/Hx8Rg5ciQ++OADfPLJJxg0aBCefvrpiBqcbrvtNtx4441hz23cuBHp6emYPXu2Hu748ePx3XffRfRMLiWobrs06rYAX3zxBX766Sf9k5ycXGOc69S7JCPqHEVFRSwtLY39/PPPjDHGpkyZwpYuXaqfX7JkCZsyZYrp9Tt27GD33HMP69ChA7v88svZhAkTmNPp1M8PGTKEzZgxw3DNyJEj2fjx4/XzaWlphs/pIssyy87OZqtWrWKMMaaqKuvVqxd76623dJvy8nKWmZnJPvvsM9NwFixYwPr06VPt+KxZs9i4cePYihUrWOfOnWuNz+23386mTp2q7yuKwnJzc9m8efNMr9m+fTtLS0tjBw4cMLVZunQp69q1K/N6vfqxF198kfXr1y+s/dVXX80WLVpUa3zz8/NZWloa27Jli37s+++/Z+np6ez48eOndW8iSFpaGvvqq68MxxYsWMBmzZql769du5Y99NBDpmEcOXKEjRgxgnXq1IllZ2ezRx99lBUUFOjnx48fz0aOHGm4ZsaMGWzIkCH6+ar57dChQ6f9m2688UY2Z84cff900vyaNWtYRkYGkyTJcHzp0qVsyJAhbN26dSwtLY2VlZXVGJd//vOf7OGHHzYcGzx4MJs4caLpNRUVFSwtLY2tW7fO1Gbt2rWsbdu2huf8/vvvs5ycHEM+qErVZ1MTkZYpjGll9D333BOR7aUO1W/VqWv1W4ABAwawf//737XGmzHGZs+ezW655ZaIbB966CH25JNPRmR7qUJ1W3jqQt22fv36iOIYSl17l6Se3whw+WTTj0dSzqrt2SAwJCM+Ph4AkJ6ejh9++AGKokBRFPz444+mrVMulwvDhg1DfHw8PvroI7z66qtYt24dpk+fHvH958yZgwYNGuDRRx/VW5ROF7fbDVmW9d9y+PBhFBQUoGfPnrpNbGwsOnbsiI0bN5qGU1FRoYcRIC8vD1988YVpK2dVfD4f/vzzT8O9eZ5Hz549Te/tcrmwcuVKNGnSBA0aNDANe9OmTejSpQusVqt+LDc3F/v27UNZWVlE8QOAlStXGv7bjRs3Ii4uDh06dNCP9ezZEzzP68N7zta9zwqMAYrvr/swdtZ/Qnp6OvLy8uDxeAAAa9euNc1vqqpi1KhRKCsrw+LFi7Fo0SIcOnQI//rXvyK+3zPPPIPs7Gzccccden5r2LDhacVdVVVUVlYiISEBwOmleUBrAY6JiYEoivqx/Px8zJ07Fy+88AJ4PrKqZ9OmTejRo4fhWG5uLjZt2hTW3ufz4YMPPkBsbGyNLfCbNm1CWloaUlJSDOE6nU7k5+eHvabqswGq57fTpaKiwhDuX4mk+kw/siqfgq1Uq+3ZgOq36tS1+o0xhry8POzbtw9du3bVj8+ZMwd9+vSJ6PfUxPnKb4wxSF7lL/uws1y/Ud1Wt+q2AQMGIDc3F/fffz9+++03w7mL/l2yFsTaTYj2k/5neu7q9FQsuv9yfb/z9K/hlsIP/+nWMgkfDA8m9twXvkNxpfGFYP/z/c8orqqq4rnnnkNOTg7S0tIAAIMHD8bu3bsxYMAALY6dO+P2228Pe/1nn30Gn8+HF154AVFRUQC0OT4jRozAuHHjDBnKjISEBAiCgOjo6FManhuOl156CfXq1dMLqMCchKrDM5KTk1FYWBg2jAMHDmDJkiUYP368fqykpARPPfUUXnzxRcTExEQUl5KSEiiKEvbeoXPQAG0eyUsvvQSXy4WWLVti0aJFhgKhKoWFhWjSpInhWOBZFxYWVnuxMSM2NhYtW7Y0hJuUlGSwEUUR8fHx+rM8W/c+YxgDfp0HlB34a+4HAPHNgS7DAY47a0FeccUV2LJlCwYPHgye59GqVSuMHTs2rG1eXh527dqFb775Rq/UZ82ahf79+2PLli3Iysqq9X6xsbGwWCyw2+1nnN8WLlwIl8uFG264AcCppfkAxcXFmDt3Lu688079mM/nw5gxY/D444+jUaNGOHToUETxKSwsrFbmhMvr3333HcaMGQO3243U1FS8/fbb1dJ9beEG9s3mPVV9NkD1/HY6/P777/j8888xb968MwrndHn74Gum55o5WuGG+rfp++8dmguZSWFtG9qa4paGf9P33z88Hx7VbbAZ3uLxM4or1W/VqUv1W0VFBa688kr4fD7wPI/JkyejV69e+jWJiYlo2rRpRL/HjDVr1mDr1q2YNm3aGYVzqjDGsPLF33F8718nAhq2jsfAcTngzlL9RnVb3ajbUlNTMXXqVGRmZsLn8+HDDz/Evffei+XLlyMjIwPARf4uGQEkfusYU6dOxe7du/H+++/rxwRBwMSJEyO6fs+ePUhPT9dfDAAgJycHqqpi3759Eb0cnC3mz5+PNWvW4L333oPNZjutME6cOIEHH3wQ119/Pe644w79+MSJE3HTTTcZWpVD+fXXX/HQQw/p+1OnTkW3bt0ivu8tt9yCXr16oaCgAAsXLsRjjz2G//73v7DZbOjfvz+OHj0KQHtRe+utt07rt4Xj2muvxbXXXnvWwiNOj9GjR2P06NG12u3ZswcNGjQwtGa3adMGcXFx2Lt3b0QvCGeLTz/9FK+//jrmzp1b69wfM5xOJ4YPH47WrVvjkUce0Y+//PLLaN26dViHNIDmoKN//2DD3/DhwzFixIiI79utWzd8/PHHKCkpwfLly/HYY4/hww8/RHJyMh588EG9VbtRo0ZYvXr1Kf8us2dzpvlt165dGDVqFEaPHo3c3NzTDudSgeo3I3WtfouOjsbHH38Ml8uFvLw8PP/882jatKketyFDhmDIkCERh1eV9evX4+mnn8aMGTNw2WWXnXY4p8tZbGM9b1DddvHXba1atUKrVq30/ZycHBw6dAjvvPMOXnzxRQB1/12SxG8EbJvWz/QcX6U0+21i34htfxp/9ZlFrArTpk3D2rVrsWTJEsMQpO+//x4zZ8402D7xxBOnPXyI47hqw2lCPcmdDRYuXIj58+dj0aJFaNu2rX480PpXVFSEevXq6ceLiooMdoD2YnDvvfciOzu72rC29evX49tvv8Xbb78NQGuVVVUV7du3x7Rp03DTTTcZPE0mJyfDarVCEASD84/Avau+NMXGxiI2NhYtWrRAx44dcfnll+Orr77CTTfdhPnz5+vPy263A9Bax6q2+AX2z+SFLCUlpZpzBFmWUVZWpj/Lc3XvU4bjtF5YNXzP0jmBt5z1N5IdO3bgscceMxy77777TB0g1cZfkd9Wr16NCRMm4LXXXjMMA0tMTIw4zTudTjz44IOIjo7G66+/DovFop9bv349du3ahf/9TxtFE/g93bt3x4gRIzBq1ChDfgu0EIdLm+HuHRUVhebNm6N58+bo1KkTrrvuOnz00UcYPnw4nn32WX2YXmCoWkpKSjUvtoH7VO1hMHs2Z0p+fj6GDh2KO++8E6NGjTpr4Z4qDzT7p+k5ropPzHubmseTgzEf3d3k4TOLWBWofqv79RvP82jevDkAoF27dtizZw/mz59/SsLcjJ9//hkjR47EU089pY8S+CvhOA4Dx+VA9ql/2T1FK3/Wen0BqtvqWt0WSocOHfD777+bnr+o3iUjgMRvBERZI39M58q2JhhjmD59Or766issXry42rCg3r17o3fv3hGF1bp1a6xatQoul0tvHf/999/B87w+BCIpKckwNFBRFOzevdtQQVksFqjq6RXyCxYswJtvvomFCxca5hcAQJMmTZCamoq8vDy0a9cOgFYwbd682VAAB14MAp4pq87D+OCDDwzeKb/55hssWLAAy5YtQ/369WG32/VKOJSMjAzk5eWhb1+tkUNVVeTl5dXaGs0Y05eiaNy4cbXznTp1wquvvgpJkvSCdd26dWjZsuUZDRXJzs5GeXk5/vjjD2RmZgLQCmtVVfWW13N179OC4wDBfPjcxUDbtm3xxRdfRGTbunVrHD9+HMeOHdNbyPPz81FeXo7WrVsD0PLb7t27Dddt377dUAGfSX777LPP8PTTT+OVV17BVVddZThntVojSvMBL49WqxVvvPFGtZ6sOXPm6JU0AGzduhVPP/00li5dimbNmkEUxbD5rVOnTli/fj2GDh2qH1u3bh06depU429SVVXPb/Xr1w8b7ptvvomioiK9J2DdunWIiYlBmzZtIno2Z8Lu3btx3333YcCAAac0B+5cYOEjz2/nyrYmqH67dOu30Hx8JmzYsEEf2h46ZPWvhuM4WGzCebv/mUJ1W92p26qyY8eOGsXxRfcuWRt/vY8t4mwzefJk1rlzZ7ZhwwZ28uRJ/eN2u085LJfLxXr16sX+8Y9/sJ07d7K8vDx2zTXX6J4uGWPsv//9L+vYsSP77rvvWH5+PpswYQLLyckx2Nx///1sxIgR7Pjx46yoqIgxxtjx48dZv3792ObNm03vP2/ePJaRkcG++OILw28J9cY5b9481qVLF/b111+zHTt2sJEjR7I+ffowj8ej3+faa69l9913Hzt+/LghHDMi9Ya5evVqlpmZyVauXMny8/PZxIkTWZcuXXTPegcPHmRvvvkm27p1Kzty5Aj77bff2PDhw9nll1/OCgsLTcMtLy9nPXv2ZI8//jjbtWsXW716NevYsSNbtmyZbuP1etm2bdvYtm3bWK9evdjzzz/Ptm3bxvbv36/bfPnll9U86w0bNowNGDCAbd68mf3666/suuuuY2PGjDmlexNBnE6n/j+kpaWxRYsWsW3btrEjR46ccliqqrJbb72V3X333eyPP/5gmzdvZgMHDtS9XTLG2A8//MDS09PZqlWr2L59+9hrr73GcnJyDDYTJkxgt912Gzt06BArKipiiqIwxhjr168f+/LLL03v/8knn7D27duzJUuWGPJJeXm5blNbmq+oqGCDBw9mN910Eztw4IAhHFmWw943Um+Tv/32G2vfvj1buHAhy8/PZ7Nnz2YZGRls586djDHGKisr2csvv8w2btzIDh8+zLZu3cqefPJJlpmZyXbt2mUarizL7KabbmIPPPAA2759O/vhhx9Y9+7d2csvv3xKzyZcfjty5Ajbtm0bmzNnDuvUqZOeVgJl2M6dO1n37t3ZuHHjDOEGyknCCNVvl0b99uabb7KffvqJHTx4kOXn57OFCxey9u3bs+XLl+s2ixcvZvfee68h7P3797Nt27axiRMnsuuuu07PbwGPs3l5eaxjx47s5ZdfNjyrkpKSWp/HpQbVbZdG3bZo0SL21Vdfsf3797OdO3eyGTNmsLZt2xq8SNf1d0kSv3WAqq7gA58VK1acVni1LQXh8/nY5MmT2eWXX8569OjB5s2bZ1gKgjHGNm7cyG6++WaWmZmpLwVx6NAhlpaWxtavX29676uvvjrsb5k9e7Zuo6oqe/XVV1nPnj1ZZmYmu++++9jevXv18ytWrDB9JmacyrIkixcvZldddRXLyMhgt99+O9u0aZN+7vjx4+zBBx9kPXr0YBkZGezKK69kY8aMYXv27Kk13O3bt7O77rqLZWZmsiuuuKKau/3A86v6Ca0oAr89lJKSEjZmzBjWqVMnlpOTw5588knD/xnJvYkggcqt6ic0/Z8KtS0HwRhjr732GuvZsyfr3Lkze+6559i0adMM//vevXvZHXfcwbKysgzLQdRWDoRbtiXcb6kpzZs9j5qWpTiVpRbWrFnDrrvuOpaRkcH69+/P1q5dq5/zeDxs9OjRLDc3l2VkZLBevXqxESNG1ChAAhw+fJg9+OCDLCsri3Xr1o09//zzhuUrInk24fJbuOU5Qsu92bNnhz1/9dVX1xrnSxGq3y6N+u2VV15h1157LevQoQPr2rUru/POO9nq1asNNrNnz66WT8zyaaDsMcuPoeUnoUF126VRt82fP5/17dtXLwOHDBnC8vLyDGHU9XdJjrFzsNYHQRAEQRAEQRAEQVxA0Dq/BEEQBEEQBEEQRJ2HxC9BEARBEARBEARR5yHxSxAEQRAEQRAEQdR5SPwSBEEQBEEQBEEQdR4SvwRBEARBEARBEESdh8QvQRAEQRAEQRAEUech8UsQBEEQBEEQBEHUeUj8EgRBEARBEARBEHUeEr8EQRAEQRAEQRBEnYfEL0EQBEEQBEEQBFHnIfFbB/jll18wYsQI5ObmIj09HV9//XU1m7lz5+LWW2/FoEGDMHbsWDidznMap3vuuQfPPvvsKV/35Zdf4v7770f37t2Rk5ODO++8Ez/++GM1u6VLl6JPnz7o0KEDBg8ejC1btujnSktLMX36dPTr1w9ZWVm46qqrMGPGDFRUVIS9Z0lJCa688kqkp6ejvLy81jh+/vnnuP7669GhQwfcfPPN+P777w3n58yZg+uvvx6dOnVC165dMXToUGzevLnWcI8ePYqHH34YHTt2RI8ePfDCCy9AlmX9/MmTJzF27Fj069cPbdu2jfj5fvDBB7jnnnuQk5MT9jcePnwYTz/9NPr06YOsrCz07dsXs2fPhs/niyj8S4158+bhtttuQ3Z2Nnr06IFRo0Zh7969+nlFUTB9+nQMHDgQAwcOxLRp06AoyjmNU58+ffDOO++c8nXLly/H3Xffja5du+ppNTQvAQBjDK+99hpyc3ORlZWFoUOHYv/+/fr5U00/Bw4cQHZ2Nrp06RJRHGvK6wAwadIk9O3bF1lZWejevTtGjhyJPXv21Brujh07cPfdd6NDhw7o3bs3FixYcMrPJhwzZszAoEGDkJmZiVtvvbXa+Q0bNmDkyJHIzc1Fp06dcOutt+KTTz6pNdxLFarfLo36LZTffvsN7du3D5t/qlJaWoqxY8ciJycHXbp0wdNPP43KykqDTW15ndCguu3SqNtWrlyJ9PR0w6dDhw61hhtJHt6wYQMGDhyIzMxMXHvttVi5cmUET+Kvh8RvHcDlciE9PR2TJ08Oe/7HH3/Et99+i+XLl2PlypVITEzE/Pnz/+JYRsYvv/yCnj17Yv78+Vi5ciW6deuGkSNHYtu2bbrNmjVrMHPmTIwePRqrVq1C27ZtMWzYMBQVFQHQROLJkycxfvx4fPbZZ5g5cyZ+/PFHPPPMM2Hv+cwzzyA9PT2i+P3+++8YO3Ysbr/9dnz88ce45pprMHr0aOzatUu3adGiBSZNmoRPP/0U77//Pho3bowHHngAxcXFpuEqioLhw4dDkiQsW7YMzz//PFatWoXZs2frNj6fD4mJiRg5ciTatm0bUXwBwO1244orrsCIESPCnt+7dy8YY5g2bRpWr16Np556CsuWLcO///3viO9xKfHzzz/j73//O5YvX45FixZBlmUMGzYMLpcLAPDhhx/i2LFjWLFiBVasWIETJ07go48+Os+xDs+GDRvQv39/vPfee1i2bBkaNmyIBx54ACdOnNBtFixYgMWLF2PKlClYvnw5HA4Hhg0bBq/XC+DU0o8kSRgzZkzELwe15XUAyMjIwMyZM7FmzRosXLgQjDEMGzasxpcyp9OJYcOGoVGjRli5ciWeeOIJ/Oc//8EHH3xwSs/GjNtuuw033nhj2HMbN25Eeno6Zs+ejU8++QSDBg3C+PHj8d1330X0TC41qH67NOq3AOXl5Rg/fjx69OgRUZzHjRuH/Px8LFq0CG+++SZ+/fVXTJo0ST8fSV4nNKhuuzTqNgCIiYnBTz/9pH9qq38iycOHDh3C8OHD0a1bN/zf//0f7rvvPkyYMCFsA995hxF1irS0NPbVV18Zji1YsIDNmjVL31+7di176KGHTMM4cuQIGzFiBOvUqRPLzs5mjz76KCsoKNDPjx8/no0cOdJwzYwZM9iQIUP082lpaYbPoUOHTvs33XjjjWzOnDn6/u23386mTp2q7yuKwnJzc9m8efNMw1izZg3LyMhgkiQZji9dupQNGTKErVu3jqWlpbGysrIa4/LPf/6TPfzww4ZjgwcPZhMnTjS9pqKigqWlpbF169aZ2qxdu5a1bdvW8Jzff/99lpOTw7xebzX7IUOGsBkzZtQY16qsX78+ot/ImJZm+vTpc0rhX6oUFRWxtLQ09vPPPzPGGJsyZQpbunSpfn7JkiVsypQpptfv2LGD3XPPPaxDhw7s8ssvZxMmTGBOp1M/H+6/HjlyJBs/frx+vmp+O11kWWbZ2dls1apVjDHGVFVlvXr1Ym+99ZZuU15ezjIzM9lnn31mGo5Z+pk1axYbN24cW7FiBevcuXOt8TmdvL59+3aWlpbGDhw4YGqzdOlS1rVrV0PeevHFF1m/fv1Mr6n6bGpj9uzZ7JZbbonI9qGHHmJPPvlkRLaXMlS/hacu1W+PPfYY+/e//x1R/snPz2dpaWlsy5Yt+rHvv/+epaens+PHjzPGTi+vExpUt1WnLtRtkcYxlEjy8KxZs1j//v0N1z322GPsgQceOKV7/RVQz28tMMYgK3/dhzF21n9Deno68vLy4PF4AABr1641bQlWVRWjRo1CWVkZFi9ejEWLFuHQoUP417/+FfH9nnnmGWRnZ+OOO+7QW5UaNmx4WnFXVRWVlZVISEgAoPV+/vnnn+jZs6duw/M8evbsiY0bN5qG43Q6ERMTA1EU9WP5+fmYO3cuXnjhBfB8ZFlh06ZN1Vqkc3NzsWnTprD2Pp8PH3zwAWJjY2tsfd+0aRPS0tKQkpJiCNfpdCI/Pz+iuAFaa2d6ejoOHz4c8TXhqKioQHx8/BmFcdoovho+0tm1PQsEhhsGnld6ejp++OEHKIoCRVHw448/mv73LpcLw4YNQ3x8PD766CO8+uqrWLduHaZPnx7x/efMmYMGDRrg0Ucf1fPb6eJ2uyHLsv5bDh8+jIKCAkN+i42NRceOHWvMb+HST15eHr744gvTHryqnE5ed7lcWLlyJZo0aYIGDRqYhr1p0yZ06dIFVqtVP5abm4t9+/ahrKws7DVVnw2gPfs+ffpE9HtqoqKiQi/j/koYY1Bdrr/sQ/Vb9fhQ/Ras31asWIFDhw7hkUceCRtOYLhmgI0bNyIuLs4wZLNnz57geV4fQno6ef1cInkV048sKZHb+mq3PVOobqtOXanbXC4Xrr76avTu3RsjR47E7t27DeFUrdsiycOnWn6cT8TaTS5dGGP44c8SFDul2o3PEkmxFlzZPhEcx521MK+44gps2bIFgwcPBs/zaNWqFcaOHRvWNi8vD7t27cI333yjV+izZs1C//79sWXLFmRlZdV6v9jYWFgsFtjtdqSmpp5R3BcuXAiXy4UbbrgBgDZ/SVEUJCcnG+ySk5MNc1NCKS4uxty5c3HnnXfqx3w+H8aMGYPHH38cjRo1wqFDhyKKT2FhoSHzB+5dWFhoOPbdd99hzJgxcLvdSE1Nxdtvv42kpKRTCjewX1BQEFHcAMDhcKBly5awWCwRX1OVAwcOYMmSJRg/fvxph3FGfFdDBZKcDmQPDe5/PwNQTfJnQkugy8PB/Z9mAZJxLhj6zjztaALay+tzzz2HnJwcpKWlAQAGDx6M3bt3Y8CAAQCAzp074/bbbw97/WeffQafz4cXXngBUVFRALR5PiNGjMC4ceOqpYlwJCQkQBAEREdHn3F+e+mll1CvXj29Ug6kvXD5rWqaDxAu/ZSUlOCpp57Ciy++iJiYmIjicip5fenSpXjppZfgcrnQsmVLLFq0yFD5V6WwsBBNmjQxHAs868LCwrANP1WfDQAkJiaiadOmEf0eM9asWYOtW7di2rRpZxTOqcIYw4G7/w53DS96ZxtHTg6aL11C9Zsfqt+CZcz+/f+/vXuPi6L6/wf+AvGSSuYtzSwz/Owqu8CCKAh4w2tBqXkrPyQmGCDVx9DUEFLxrmEKH41LSAkYkqCfFDLNQuwHWCqiBgorXlBDhUhANGT3/fuD704M7LILohW8n4/H/jFzzpwzMztn3nNmZ89cRnBwMOLi4kSd+NpMTU3Rv39/Ubl16zUxMUGXLl2EcpvS1h+liP8c1ZnWT94dru9YCdM7PjiG6iq11rx9/vUUpiy0EaZ3LkvH/TrXqr5hTb8xx7GtvpYS2/r374+1a9dCKpWivLwcO3bswOuvv47k5GShY103thnShnXlqaiowP3799GhQwe9++Zx4c6vPs0Xo/9Svr6+8PX11Zvv4sWL6N27t+hO9oABA/Dkk0+ioKDAoIuD5rJ//35s27YN27dvr3eSMFRFRQW8vLxgZmYmupscHBwMMzMznQNq3LhxAy4uLsK0l5eXzv/MamNnZ4d9+/ahtLQUCQkJWLBgAb766it0794dnp6eOHnyJACgT58+SE5ObtK2aWNpaYmDBw82efmbN2/C09MTEydOxIwZM5ptvVqqlStXIj8/H7t27RLmtWnTBoGBgQYtf/HiRUilUuHiAABsbGygVqtx6dIlgy4QmktERARSUlKwc+dOtG/fvkll6Dp+AgMD4erqiiFDhmhd7sSJE5g3b54wvXLlStjZ2Rlc76uvvgpHR0fcvn0bUVFRWLBgAb788ku0b98eLi4uuHHjBoCai7XPPvus0dula9+4ubnBzc2t0eVpZGZmwt/fH6tXr8a//vWvJpfTZM3YCf0rcXz7Z8c3lUqFhQsX4t133xV1busaN24cxo0bZ/B6sqbj2CbWkmKbtbU1rK2tRdMvv/wy4uPjsWDBAgAPH9v+7rjz2wAjIyOMMO8KlfYbb49EG2M0611xoGbkN80BreHu7o433nijSeUZGRnVe3xN16iNTZWcnIyAgABs3bq13i8tbdq0EQ0KAAAlJSX1TqYVFRXw9PREp06dsG3bNtGvoZmZmcjLy8O3334LAML22Nvbw9vbG/Pnz8e+ffuE/Jq7wz169Kh3V1Bb3R07dkS/fv3Qr18/KBQKjB8/Hnv27IGXlxfWrFkjPKKnucPdo0ePeiP9aep52Duehrp58yZmz54Na2vrRj2a1OxGr2wgsU7bGBlgeF6nxU1dI62CgoKQmpqK2NhY0WNIR48exbp14l+UFy9e3OTHYx9He4uKikJERASio6NFg6lpjr2SkhI8/fTTwvySkpJ6g641dPxkZmbi+++/x44dOwD83+O2ajXMzc0RFBQEV1dXUXvr3r072rVrZ3BbNzU1hampKV544QVYWVlh6NChOHz4MFxdXRERESHsL82dZ23tWDNdt2xd++Zh/fTTT/Dx8cGHH34o/JLyOBkZGaFfXCzo3r3HV+cTT3B8A8c3QBzf7t69i3PnziE3N1c4d6jVahARzM3NERUVpXUArB49etQbaKu6uhp37twRzl2NaeuPw9tbR+pMM6rzdPrcTcN1563TjGavcdCesQk4trWO2KbRtm1bDBo0CFevXtWarllW3zWqrro7d+78t/rVF+DOr15GRkYwafNXr8XDGThwoMG/BpqZmaGoqAi//vqrcHdcqVSirKwMZmZmAIBu3brV+39Abm6uKPi2bdsWanXT7hocOHAA/v7+2Lx5M0aNGiVKa9euHWQyGTIyMjB27FgANUEyIyNDdJdKM+Jdu3bt8Omnn9a72xcaGioEaAA4e/Ys/P39ERcXh+effx4mJibo169fvXVTKBTIzMzEnDlzhHnp6elQKBQNbpNarRaGx+/Vq5fWcsPCwlBSUiL8CpCeno7OnTtjwIABDZbdHDQnd83ogob+R+yRaKP7kZ7HlrcBRIRVq1bh8OHDiImJqffY68iRIzFypO4LnNrMzMywd+9eVFZWCnfIT506BWNjY+EXkG7duokefVepVMjPzxfdPX6Y9hYZGYmwsDBERUXVe91B37590bNnT2RkZGDQoEEAatpWdna2qHOh7/jZvXu3aITKI0eOIDIyEvHx8ejVqxc6dOigtb0Z0ta1ISKhvT377LP10hUKBbZs2YIHDx4I56309HT0799f9BhkQ/vmYRw/flx4/K/246qPm5GREYxq/TLzT8Tx7Z8f30xMTLB//37RMrt27UJmZiZCQkLqPcapYW1tjbKyMpw7dw5yuRxATWdErVYLv+Ib2tYfl7btDb+gfFR5deHY1npiW20qlQp5eXkNfreGXKMqFAqkpaWJljPk/PGXeMwDbLFHoKKignJycignJ4ckEglFR0dTTk4OXb9+vdFlqdVqmjRpEs2aNYvOnTtH2dnZNGXKFGGkSyKitLQ0kkqltHfvXrp06RJt3bqVbGxsRHkCAgJo6tSpVFhYSCUlJaRSqYiIaMKECXTo0CGd9X/99ddkbm5OsbGxdOvWLeFTVlYm5ElOTia5XE5JSUmkVCopMDCQbG1thVHoysvLafr06eTq6kpXrlwRlVNdXa21XkNHQj558iSZm5tTVFQUKZVKCgkJIZlMRhcuXCAiort371JwcDBlZWXRtWvX6OzZs7R06VKSy+WUl5ens9zq6mpydXWluXPnUm5uLqWlpZG9vT0FBweL8mm+5ylTppCfnx/l5ORQfn6+kJ6dnU0TJkwQRrokIrp16xbl5ORQQkICSSQS+vnnnyknJ4dKS0uJiKioqIjGjRtH7u7uVFRUJNpfrL7ly5fT4MGD6fjx46J9de/evUaXVVlZSY6OjvTuu+/ShQsXKCMjg8aMGSOMdklE9OWXX5KVlRX98MMPpFQqKSAggGxsbER53nrrLfL29qaioiIqKSkhoprvdcKECZSdna2z/vDwcJLJZHTw4EHRttQekTM8PJxsbW3pu+++o/Pnz5OPjw85OzvT/fv3hXoae/wYOtqkvrZ+9epVCgsLo7Nnz9L169fp5MmT5OXlRUOHDqXi4mKd5ZaVlZGDgwN98MEHlJeXR8nJyWRlZUXx8fGN2jcxMTE0e/ZsUdmXL1+mnJwcCgwMpPHjxwttVjMiZkZGBllZWVFwcLCoXE17ZGIc31pPfKtN22jPhw4dqjdKs4eHB02ePJmys7PpxIkTNH78ePLz8xPSDWnrrAbHttYR20JDQ+nYsWN09epVOnfuHL3//vtkYWEhupasG9sMacNXr14lKysr2rBhAymVSoqNjaVBgwZRWlqa3v3xuHHntwXQBLa6n9onkMbQ9yoIIqKtW7eSg4MDDR48mNauXUtBQUGii4OCggKaMWMGWVpail4FIZFIKDExUWfd2oa217YtMTExNGrUKJLJZDRt2jQ6ffq03v3R0CspGvMaoJSUFBo/fjzJZDJycXGh1NRUIe3+/fvk6+tLTk5OJJPJyNHRkby9vRs8SWtcu3aNPD09ydLSkuzs7Gj9+vX1Xl2hbZtGjx5dbztqb2dISIjW5TTfQ2Jios79xerTta8aOq4bou91EFVVVbR8+XIaOnQoDRs2jMLDw0WvgyAiysrKoldeeYXkcrnwvRUWFpJEIqHMzEyddY8ePVrrtoSEhAh51Go1bdmyhRwcHEgul5O7uzsVFBQI6U05fhrzqoWG2npRURF5enrSsGHDSCaT0YgRI8jPz48uXryot9zc3Fx64403SC6X0/Dhw+u9YsKQfRMSEiJqf0S6z2GaNqntVTkSiUR0/mR/4vjWeuJbbdo6v5pzTW2lpaXk5+dHCoWCbGxsaOnSpaLzJ5H+ts5qcGxrHbFtzZo1Qr0ODg40b948+uWXX0R5tMU2Q9pwZmYmTZo0iWQyGY0ZM6bJx86jZkT0CN49wBhjjDHGGGOM/Y3we34ZY4wxxhhjjLV43PlljDHGGGOMMdbiceeXMcYYY4wxxliLx51fxhhjjDHGGGMtHnd+GWOMMcYYY4y1eNz5ZYwxxhhjjDHW4nHnlzHGGGOMMcZYi8edX8YYY4wxxhhjLR53fhljjDHGGGOMtXjc+WWMMcYYY4wx1uJx57cFCA8Px9SpU2FtbY1hw4Zh/vz5KCgoENJVKhVWrVqFKVOmYMqUKQgKCoJKpXqk6+Ts7IzPP/+80cslJCRg1qxZGDJkCIYMGYI5c+bgzJkzojxEhK1bt8LJyQmWlpaYM2cOLl++LKRfu3YN/v7+cHZ2hqWlJcaOHYuQkBBUVVVprfPKlSuwtraGra2tQesYFxcHZ2dnWFhYYPr06fXW76OPPsLYsWNhaWkJe3t7+Pj44OLFi3rLPX/+PGbNmgULCwuMHDkSkZGRovT8/Hy8++67cHZ2hlQqNXj/fvrpp3j99ddhZWWldRvPnz8PPz8/jBw5EpaWlnjppZfwxRdfGFR2a/Tzzz/D29sbTk5OkEql+O677+rl2b59OyZNmoTXXnsNCxcuREVFxSNdpzfffBNr1qxp9HKHDh3CW2+9BXt7e9jY2GDmzJk4duxYvXwNHfO///47Vq1ahQkTJsDS0hKjRo3C6tWrUV5errXO0tJSjBgxAlKpFGVlZXrX8ZtvvsHEiRNhYWGBV155BUePHhWlh4aGYuLEiVAoFMI5Izs7W2+5N27cwNtvvw0rKysMGzYMGzZsQHV1tZB+4sQJvP7667Czs4OlpSUmTpxoUJv7/fffsXDhQtjY2MDW1hb+/v64e/euKI++ts7+xPGtdcS32pKTkyGVSjF//ny95eprxwBw/PhxTJkyBXK5HOPGjUNSUpLeclsjjm2tI7YdP34cUqm03uf27dsNltuSriW589sC/PTTT/j3v/+NhIQEREdHo7q6Gh4eHqisrAQAfPXVV/j111+RmJiIxMRE3Lx5E3v27PmL11q748ePw8XFBTt37kR8fDyeeeYZzJ07Fzdv3hTyREZGIiYmBitWrEBCQgKeeOIJeHh44I8//gAAFBQUgIgQFBSE5ORkfPjhh4iPj8cnn3xSr74HDx7Az8/P4AuDlJQUrFu3Dr6+vti7dy8GDhwIDw8PlJSUCHlkMhnWrVuHlJQUREVFgYjg4eHR4AVZRUUFPDw80KdPHyQlJWHx4sX473//i927dwt57t27h759+2LhwoXo2bOnQeur2caJEyfijTfe0Jp+7tw5dOvWDZs2bUJycjK8vb2xefNmxMbGGlxHa1JZWQmpVIrly5drTT927Bi+//57JCQkICkpCV27dkVERMRjXkvD/Pzzz3BwcEBERASSkpJgZ2cHHx8f5OTkCHn0HfO3bt3CrVu3sGTJEhw4cADr1q3DsWPHsGzZMq11Llu2DFKp1KD1O3XqFBYuXIhp06Zh3759GDNmDHx9fZGXlyfkeeGFF/DRRx9h//792LVrF5599lnMnTsXv/32m85yVSoVvLy88ODBA8THx2P9+vXYu3cvQkJChDwdO3aEm5sbYmNjkZKSAh8fH2zZskXUJrVZtGgRlEoloqOjERYWhhMnTuCjjz4S0g1p6+xPHN9aR3zTuHbtGjZs2GDQOhvSjgsLC+Hl5QU7Ozv873//g7u7OwICArR2hFo7jm2tI7ZpHDx4ED/++KPw6d69e4Pr3KKuJYm1OCUlJSSRSOinn34iIqIVK1ZQXFyckB4bG0srVqzQufz58+fpzTffJAsLCxo6dCgFBARQRUWFkO7m5karV68WLePj40NLliwR0iUSiejTVNXV1WRtbU179+4lIiK1Wk2Ojo702WefCXnKyspILpfTgQMHdJYTGRlJzs7O9eZv3LiRFi1aRImJiTR48GC96zNt2jRauXKlMK1SqcjJyYnCw8N1LpObm0sSiYSuXLmiM09cXBwNGTKE/vjjD2Hepk2baMKECVrzjx49mqKjo/Wub22GbiNRzTHz5ptvNqr81kgikdDhw4dF8yIjI2njxo3CdGpqKs2bN09nGdevXydvb29SKBRkbW1N7733Ht2+fVtIX7JkCfn4+IiWWb16Nbm5uQnpddtbYWFhk7fp5ZdfptDQUGG6Kcd8SkoKyWQyevDggWh+XFwcubm5UXp6OkkkErpz506D6/Kf//yH3n77bdG86dOnU2BgoM5lysvLSSKRUHp6us48qampNHDgQNF+3rVrF9nY2IjaYF2+vr60aNEinelKpZIkEgmdOXNGmHf06FGSSqVUVFRERI1v60yM41t9LSW+VVdX08yZMykhIUHrea8uQ9rxxo0bycXFRbTcggULaO7cuQ2W3dpxbNOuJcS2zMxMg9ZRl5ZwLcm//BqgWkU6Pyo1NWve5qB5JKNLly4AAKlUirS0NKhUKqhUKhw7dkzn3anKykp4eHigS5cu2LNnD7Zs2YL09HSsWrXK4PpDQ0PRu3dvvPfee8Idpaa6d+8eqqurhW25du0abt++DQcHByGPqakprKyskJWVpbOc8vJyoQyNjIwMHDx4UOddzrqqqqrwyy+/iOo2NjaGg4ODzrorKyuRlJSEvn37onfv3jrLPn36NGxtbdGuXTthnpOTEy5duoQ7d+4YtH4AkJSUZPCdx4aUl5fjqaeeeuhyGouIUPmg8rF9iJqnzdUmlUqRkZGB+/fvAwBSU1N1fidqtRrz58/HnTt3EBMTg+joaBQWFuL99983uL5ly5bB2toaM2bMENrbM88806R1V6vVuHv3rvDdN+WYB2p+6encuTNMTEyEeUqlEtu3b8eGDRtgbGxY6Dl9+jSGDRsmmufk5ITTp09rzV9VVYXdu3fD1NS0wXZw+vRpSCQS9OjRQ1RuRUUFlEql1mVycnKQlZWFoUOHCvPqtresrCw8+eSTsLCwEOY5ODjA2NhYeJyuudp6c1FXVur+/N+vjQbl/b/jvaG8zYHjW30tJb5t27YN3bt3x/Tp07WWExoaCmdnZ1G5+tpxY88hjxIRQVWtfmyf5o5vHNtaVmybPHkynJyc8NZbb+HkyZOitH/6taQ+JvqzsP0/39KZ1uupdnAY2FWYTjl5Cyq19rw9TNtiuKybMP1t1m1UVYtPTlPsez3UuqrVaqxduxY2NjaQSCQAgOnTpyM/Px+TJ08GAAwePBjTpk3TuvyBAwdQVVWFDRs2oGPHjgBq/uPj7e2NRYsWiRqULk899RTatGmDTp06NerxXG0+/vhjPP3008IJSvOfhLqPZ3Tv3h3FxcVay7hy5QpiY2OxZMkSYV5paSk+/PBDbNq0CZ07dzZoXUpLS6FSqbTWXfs/aEDN/0g+/vhjVFZWon///oiOjhYF/rqKi4vRt29f0TzNvi4uLq53YaOLqakp+vfvb1BeXU6dOoVvvvkG4eHhD1VOYxERZn8zG6dvn35sdVo/bY0vJn4BIyOjZitz+PDhOHPmDKZPnw5jY2O8+OKLWLhwoda8GRkZyMvLw5EjR4SgvnHjRri4uODMmTOwtLTUW5+pqSnatm2LDh06PHR7i4qKQmVlJV566SUAjTvmNX777Tds374dM2fOFOZVVVXBz88PH3zwAfr06YPCwkKD1qe4uLjeOUdbW//hhx/g5+eHe/fuoWfPntixYwe6desGXbSVq5mu+7+nESNG4LfffoNKpcI777wjujCv296Ki4vr1WtiYoIuXboI5TZXW28uF2wG60zrNHIEnq91HshzdALdu6c1b8chQ9AvZqcwrRwzFqrSUlGeQedzH2pdOb7V11Li24kTJ7Bnzx7s27dPZzldu3bFc889JypXXzvWlaeiogL3799Hhw4ddNbXnIgI5368jPLftLefR8G02xOQO73QbPGNY1vLiG09e/bEypUrIZfLUVVVha+++gqzZ89GQkICZDIZgH/2taQhuPPbwqxcuRL5+fnYtWuXMK9NmzYIDAw0aPmLFy9CKpUKFwYAYGNjA7VajUuXLhl0cdBcIiIikJKSgp07d6J9+/ZNKuPmzZvw9PTExIkTMWPGDGF+YGAgXF1dMWTIEK3LnThxAvPmzROmV65cCTs7O4PrffXVV+Ho6Ijbt28jKioKCxYswJdffon27dvDxcUFN27cAFBzofbZZ581adu0GTduHMaNG9fk5fPy8jB//nz4+vrCycmp2dbLUM3ZCf0r+fr6wtfXV2++ixcvonfv3qK72QMGDMCTTz6JgoICgy4Qmsv+/fuxbds2bN++Xe9/f3SpqKiAl5cXzMzM8M477wjzg4ODYWZmhkmTJmld7saNG3BxcRGmvby84O3tbXC9dnZ22LdvH0pLS5GQkIAFCxbgq6++Qvfu3eHp6Snc1e7Tpw+Sk5MbtU1xcXGorKxEdnY2goOD0a9fP7i6ugJ4+PbGGofjm1hLiW8VFRVYvHgxVq1a1eCFvZubG9zc3AxeT9b8OLb982Pbiy++iBdffFGYtrGxQWFhIT7//HNs2rQJwD//WlIf7vwa4JUhT+tMq3ut/vJgw/NOsH64O1l1BQUFITU1FbGxsaJHkI4ePYp169aJ8i5evFj0+FBjGBkZ1Xucpu7oig8rKioKERERiI6OxsCBA4X5mrt/JSUlePrpP/d1SUmJKB9Qc2Ewe/ZsWFtb13usLTMzE99//z127NgBoOaurFqthrm5OYKCguDq6iq6A929e3e0a9cObdq0EQ3+oam77kWTqakpTE1N8cILL8DKygpDhw7F4cOH4erqioiICGF/ae469+jRo94dP83047ogUyqVmDNnDmbOnGnQKJvNzcjICF9M/AL3qh/fnfEnTJ5o9g73+fPnsWDBAtE8d3d3nYNE6PM42ltycjICAgKwdetW0WNgXbt2NfiYr6iogKenJzp16oRt27ahbdu2QlpmZiby8vLw7bffAoCwPfb29vD29sb8+fNF7U3z66e2dqGt7o4dO6Jfv37o168fFAoFxo8fjz179sDLywtr1qwRHtPTPKrWo0ePeqPYauqp+wuD5pcmqVSK4uJihIaGCp3funr06FFvMJLq6mrcuXNHKPfv0NZrk546qTuxTRvRpOT/NfCIb53H/QYcqT9S7MPg+NZy41thYSGuX78OHx8fIV2trnmEztzcHAcPHsTzzz9fbz8a0o511d25c+fH9qsvUHNcyZ1egLqZ/t5mCOM2Rs0a3zi2tazYVpuFhQVOnTqlM70x/uprSUNw59cAJm0MP3k8qrwNISKsWrUKhw8fRkxMjOixIAAYOXIkRo4caVBZZmZm2Lt3LyorK4W746dOnYKxsbHwCES3bt1EjwaqVCrk5+eL7hy3bdtWCF6NFRkZibCwMERFRYn+OwcAffv2Rc+ePZGRkYFBgwYBqDkxZWdni07AmgsDzciUdf+HsXv3btHolEeOHEFkZCTi4+PRq1cvdOjQAf369au3bjKZDBkZGRg7diyAmgCdkZGh9240EQmvonj22WfrpSsUCmzZsgUPHjwQTqzp6eno37//Y3kMMj8/H+7u7pg8eXKj/pPT3IyMjNCxbUf9Gf/GBg4ciIMHDxqU18zMDEVFRfj111+FO+RKpRJlZWUwMzMDUNPe8vPzRcvl5uaKAvDDtLcDBw7A398fmzdvxqhRo0Rp7dq1M+iY14zm2q5dO3z66af1fskKDQ0VgjQAnD17Fv7+/oiLi8Pzzz8PExMTre1NoVAgMzMTc+bMEealp6dDoVA0uE1qtVpob7161f8riUKhQFhYGEpKSoRfAtLT09G5c2cMGDCgwXIfPHigM93a2hplZWU4d+4c5HI5gJqLI7VaLfzS8Ve39bqMOxre3h5V3oZwfGv58a1Dhw7Yv3+/aJktW7bg7t27WLZsmc7/ExvSjhUKBdLS0kTLGXIOeRSMjIzQxuSf+3QTx7aWG9vOnz//0I+WA3+fa0m9HvcIW6z5LV++nAYPHkzHjx+nW7duCZ979+41uqzKykpydHSkd999ly5cuEAZGRk0ZswYYaRLIqIvv/ySrKys6IcffiClUkkBAQFkY2MjyvPWW2+Rt7c3FRUVUUlJCRERFRUV0YQJEyg7O1tn/eHh4SSTyejgwYOibak9Gmd4eDjZ2trSd999R+fPnycfHx9ydnam+/fvC/WMGzeO3N3dqaioSFSOLoaOXpecnExyuZySkpJIqVRSYGAg2draCiPrXb16lcLCwujs2bN0/fp1OnnyJHl5edHQoUOpuLhYZ7llZWXk4OBAH3zwAeXl5VFycjJZWVlRfHy8kOePP/6gnJwcysnJIUdHR1q/fj3l5OTQ5cuXhTyHDh2qN4Lm9evXKScnh0JDQ0mhUAhlaPbphQsXyN7enhYtWiTaV5rvjYlVVFQI+1AikVB0dDTl5OTQ9evXG12WWq2mSZMm0axZs+jcuXOUnZ1NU6ZMEUa7JCJKS0sjqVRKe/fupUuXLtHWrVvJxsZGlCcgIICmTp1KhYWFVFJSQiqVioiIJkyYQIcOHdJZ/9dff03m5uYUGxsr+u7LysqEPPqO+fLycpo+fTq5urrSlStXROVUV1drrdfQ0SZPnjxJ5ubmFBUVRUqlkkJCQkgmk9GFCxeIiOju3bsUHBxMWVlZdO3aNTp79iwtXbqU5HI55eXl6Sy3urqaXF1dae7cuZSbm0tpaWlkb29PwcHBQp7Y2Fg6cuQIXbp0iS5dukQJCQlkbW1NmzdvFvJoa28eHh40efJkys7OphMnTtD48ePJz89PSDekrbM/cXxrHfGtLm0jAcfExNDs2bOFaUPa8dWrV8nKyoo2bNhASqWSYmNjadCgQZSWlqZ3f7Q2HNtaR2yLjo6mw4cP0+XLl+nChQu0evVqGjhwoGgU6ZZ+Lcmd3xag7lDwmk9iYmKTytP3Koiqqipavnw5DR06lIYNG0bh4eGiV0EQEWVlZdErr7xCcrlceBVEYWEhSSQSyszM1Fn36NGjtW5LSEiIkEetVtOWLVvIwcGB5HI5ubu7U0FBgZCemJioc5/o0pih22NiYmjUqFEkk8lo2rRpdPr0aSGtqKiIPD09adiwYSSTyWjEiBHk5+dHFy9e1Ftubm4uvfHGGySXy2n48OH1htvX7L+6n9qBQrPttWl7XUDt7yEkJERr+ujRow3aH62NJrjV/dQ+/htD3+sgiIi2bt1KDg4ONHjwYFq7di0FBQWJvveCggKaMWMGWVpail4Hoe88oO21Ldq2paFjXtf+aOi1FI151UJKSgqNHz+eZDIZubi4UGpqqpB2//598vX1JScnJ5LJZOTo6Eje3t4NdkA0rl27Rp6enmRpaUl2dna0fv160esrdu7cSS4uLmRlZUU2NjY0efJkiouLEy6+iLS3t9LSUvLz8yOFQkE2Nja0dOlS0fmTSH9bZ3/i+NY64ltd2jq/ISEh9eKSvnZMVHO+mTRpEslkMhozZkyTj52WjmNb64htERERNHbsWOEc6ObmRhkZGaIyWvq1pBHRI3jXB2OMMcYYY4wx9jfC7/lljDHGGGOMMdbiceeXMcYYY4wxxliLx51fxhhjjDHGGGMtHnd+GWOMMcYYY4y1eNz5ZYwxxhhjjDHW4nHnlzHGGGOMMcZYi8edX8YYY4wxxhhjLR53fhljjDHGGGOMtXjc+WWMMcYYY4wx1uJx55cxxhhjjDHGWIvHnd8W4Oeff4a3tzecnJwglUrx3Xff1cuzfft2TJo0Ca+99hoWLlyIioqKR7pOb775JtasWdPo5Q4dOoS33noL9vb2sLGxwcyZM3Hs2LF6+eLi4uDs7AwLCwtMnz4dZ86cEdJ+//13rFq1ChMmTIClpSVGjRqF1atXo7y8XGudpaWlGDFiBKRSKcrKyvSu4zfffIOJEyfCwsICr7zyCo4ePSpKDw0NxcSJE6FQKDBkyBDMmTMH2dnZesu9ceMG3n77bVhZWWHYsGHYsGEDqqurG71v6vr999+xcOFC2NjYwNbWFv7+/rh7964oz/nz5zFr1ixYWFhg5MiRiIyM1FtuaxUeHo6pU6fC2toaw4YNw/z581FQUCCkq1QqrFq1ClOmTMGUKVMQFBQElUr1SNfJ2dkZn3/+eaOXS0hIwKxZszBkyBDhWK3dlgCAiLB161Y4OTnB0tISc+bMweXLl4X0a9euwd/fH87OzrC0tMTYsWMREhKCqqoqrXVeuXIF1tbWsLW1NWgdG2rrAPDRRx9h7NixsLS0hL29PXx8fHDx4kW95eo75g8dOoTXXnsNtra2UCgUmDRpEvbt26e3XH3tGACOHz+OKVOmQC6XY9y4cUhKStK/I1opjm+tI77VdvLkSZibm2PSpEl6y/3000/x+uuvw8rKSus55fz58/Dz88PIkSNhaWmJl156CV988YXeclsjjm2tI7YlJSVBKpWKPhYWFnrLXb16NV577TXI5XKtbfP48ePw8fGBk5OTEDO//vprveX+Fbjz2wJUVlZCKpVi+fLlWtOPHTuG77//HgkJCUhKSkLXrl0RERHxmNfSMD///DMcHBwQERGBpKQk2NnZwcfHBzk5OUKelJQUrFu3Dr6+vti7dy8GDhwIDw8PlJSUAABu3bqFW7duYcmSJThw4ADWrVuHY8eOYdmyZVrrXLZsGaRSqUHrd+rUKSxcuBDTpk3Dvn37MGbMGPj6+iIvL0/I88ILL+Cjjz7C/v37sWvXLjz77LOYO3cufvvtN53lqlQqeHl54cGDB4iPj8f69euxd+9ehISENGrfaLNo0SIolUpER0cjLCwMJ06cwEcffSSkV1RUwMPDA3369EFSUhIWL16M//73v9i9e7dB+6S1+emnn/Dvf/8bCQkJiI6ORnV1NTw8PFBZWQkA+Oqrr/Drr78iMTERiYmJuHnzJvbs2fMXr7V2x48fh4uLC3bu3In4+Hg888wzmDt3Lm7evCnkiYyMRExMDFasWIGEhAQ88cQT8PDwwB9//AEAKCgoABEhKCgIycnJ+PDDDxEfH49PPvmkXn0PHjyAn5+fwRcH+to6AMhkMqxbtw4pKSmIiooCEcHDw6PBizJDjvkuXbrAx8cHu3fvxtdff43XXnsN/v7+Dd5wMqQdFxYWwsvLC3Z2dvjf//4Hd3d3BAQEGHQjqzXi+NY64ptGWVkZlixZgmHDhhm0zg8ePMDEiRPxxhtvaE0/d+4cunXrhk2bNiE5ORne3t7YvHkzYmNjDSq/NeHY1jpiGwB07twZP/74o/D54YcfDFrvqVOn4uWXX9aalpWVBalUipCQECFmLlmyxOCyHytiLYpEIqHDhw+L5kVGRtLGjRuF6dTUVJo3b57OMq5fv07e3t6kUCjI2tqa3nvvPbp9+7aQvmTJEvLx8REts3r1anJzcxPSJRKJ6FNYWNjkbXr55ZcpNDRUmJ42bRqtXLlSmFapVOTk5ETh4eE6y0hJSSGZTEYPHjwQzY+LiyM3NzdKT08niURCd+7caXBd/vOf/9Dbb78tmjd9+nQKDAzUuUx5eTlJJBJKT0/XmSc1NZUGDhwo2s+7du0iGxsb+uOPP3QuV3ff1KVUKkkikdCZM2eEeUePHiWpVEpFRUVEVLMPhgwZIqpn06ZNNGHCBJ3lsj+VlJSQRCKhn376iYiIVqxYQXFxcUJ6bGwsrVixQufy58+fpzfffJMsLCxo6NChFBAQQBUVFUK6m5sbrV69WrSMj48PLVmyREiv296aqrq6mqytrWnv3r1ERKRWq8nR0ZE+++wzIU9ZWRnJ5XI6cOCAznIiIyPJ2dm53vyNGzfSokWLKDExkQYPHqx3fZrS1nNzc0kikdCVK1d05mnqMT958mT65JNPdKYb0o43btxILi4uouUWLFhAc+fObbBuxvFNl5YU3xYsWECffPIJhYSE0Kuvvtrg+tZm6DmFqOYc/eabbxpcdmvFsa2+lhDbGtNWtGlM25w3bx4tXbq0yXU9KvzLrz5EQNXdx/chavZNkEqlyMjIwP379wEAqampOu8Eq9VqzJ8/H3fu3EFMTAyio6NRWFiI999/3+D6li1bBmtra8yYMUO4q/TMM880ad3VajXu3r2Lp556CgBQVVWFX375BQ4ODkIeY2NjODg4ICsrS2c5FRUV6Ny5M0xMTIR5SqUS27dvx4YNG2BsbFhTOH36dL070k5OTjh9+rTW/FVVVdi9ezdMTU0bvPt++vRpSCQS9OjRQ1RuRUUFlEql1mXq7hvgz8dZNLKysvDkk0+KHmlxcHCAsbGx8IjN6dOnYWtri3bt2onqvnTpEu7cuaNznR+VygeVOj9/qP4wOO/96vt68zYHzeOGXbp0AVDT3tLS0qBSqaBSqXDs2DGd331lZSU8PDzQpUsX7NmzB1u2bEF6ejpWrVplcP2hoaHo3bs33nvvPaG9NdW9e/dQXV0tbMu1a9dw+/ZtUXszNTWFlZVVg+2tvLxcKEMjIyMDBw8e1PkLXl1NaeuVlZVISkpC37590bt3b51lN/aYJyJkZGTg0qVLGDJkiDA/NDQUzs7OonL1tePGnkMeKSLgwYPH9+H4Vm99OL79Gd8SExNRWFiId955R2s5deNbU5WXl4vi5uOkqlbr/KhVaoPzqgzI+7A4ttXXUmJbZWUlRo8ejZEjR8LHxwf5+fmicurGtqb6K9taQ0z0Z2nFiIAdE4DC44+vzufsgbkHASOjZity+PDhOHPmDKZPnw5jY2O8+OKLWLhwoda8GRkZyMvLw5EjR4SAvnHjRri4uODMmTOwtLTUW5+pqSnatm2LDh06oGfPng+17lFRUaisrMRLL70EoOb/SyqVCt27dxfl6969u+i/KbX99ttv2L59O2bOnCnMq6qqgp+fHz744AP06dMHhYWFBq1PcXGxKIBr6i4uLhbN++GHH+Dn54d79+6hZ8+e2LFjB7p169aocjXTt2/f1rpM3X0D1Oz7/v37i8qtW6+JiQm6dOkilFtcXIy+fftqrbu4uLjeif5Rs9tlpzNt+LPDsX3sdmF6VMIo3Ku+pzWvbS9bRE+MFqYnJk5E6R+lojxn3c8+1Lqq1WqsXbsWNjY2kEgkAIDp06cjPz8fkydPBgAMHjwY06ZN07r8gQMHUFVVhQ0bNqBjx44Aav7n4+3tjUWLFtU7JrR56qmn0KZNG3Tq1Omh29vHH3+Mp59+WgjKmmNEW3ure8xrXLlyBbGxsViyZIkwr7S0FB9++CE2bdqEzp07G7QujWnrcXFx+Pjjj1FZWYn+/fsjOjpaFPzrMvSYLy8vx4gRI1BVVQVjY2MsX74cjo6OwjJdu3bFc889JypXXzvWlaeiogL3799Hhw4ddO+U5kQE/G8fcLPo8dQHAL17A69O5vj2fzi+/dkuLl++jODgYMTFxYk68bXVjW9NcerUKXzzzTcIDw9/qHKa6njyeZ1pT/XqDHP754Xpnw9egFql/YbRk907Qu70gjB98nA+qqvEj8M6TDJv8npybKuvpcS2/v37Y+3atZBKpSgvL8eOHTvw+uuvIzk5WehY141tTZGSkoKzZ88iKCjoocp5FLjzq1fzBem/kq+vL3x9ffXmu3jxInr37i26kz1gwAA8+eSTKCgoMOjioLns378f27Ztw/bt2+udJAxVUVEBLy8vmJmZie4mBwcHw8zMTOeAGjdu3ICLi4sw7eXlBW9vb4PrtbOzw759+1BaWoqEhAQsWLAAX331Fbp37w5PT0+cPHkSANCnTx8kJyc3ert07Ztx48Zh3LhxjS6PNc3KlSuRn5+PXbt2CfPatGmDwMBAg5a/ePEipFKpcHEAADY2NlCr1bh06ZJBFwjNJSIiAikpKdi5cyfat2/fpDJu3rwJT09PTJw4ETNmzBDmBwYGwtXVVfSraW0nTpzAvHnzhOmVK1fCzk73TZC6Xn31VTg6OuL27duIiorCggUL8OWXX6J9+/ZwcXHBjRs3ANRcrH322WcGl9upUyfs27cPlZWVyMjIwPr16/Hcc88J6+bm5gY3NzeDy/vbaRnhjePbPzy+qVQqLFy4EO+++26DnduHjW95eXmYP38+fH194eTk1ORyWgOObWItKbZZW1vD2tpaNP3yyy8jPj4eCxYsAPDwsS0zMxP+/v5YvXo1/vWvfzW5nEeFO78NMTKq+RW2mR6PNEjbjs16VxyoGflNc0BruLu76xwgQh8jIyNQncfXdI3a2FTJyckICAjA1q1bRY+GdO3aFW3atBENCgAAJSUl9U6mFRUV8PT0RKdOnbBt2za0bdtWSMvMzEReXh6+/fZbABC2x97eHt7e3pg/f75oZFfNL0E9evSod1dQW90dO3ZEv3790K9fPygUCowfPx579uyBl5cX1qxZIzyip7nD3aNHj3oj/WnqqXvHU9e+0aZHjx71BiKprq7GnTt3hHK1bZNm+nEGKI3js3Q/adHGuI1oOnVGqs68xkbiR/0OTj34UOtVV1BQEFJTUxEbGyt6DOno0aNYt26dKO/ixYub/AjR42hvUVFRiIiIQHR0NAYOHCjM1xwjJSUlePrpp4X5JSUlonxAzcXB7NmzYW1tXe/RtszMTHz//ffYsWMHgJr2plarYW5ujqCgILi6uoraW/fu3dGuXTuD27qpqSlMTU3xwgsvwMrKCkOHDsXhw4fh6uqKiIgIYX9pflU19Jg3NjZGv379AACDBg3CxYsXERERofPixZB2rKvuzp07P75ffYGaOPPqZKCZj6UGmZhwfAPHN0DcLu7evYtz584hNzdXOHeo1WoQEczNzREVFWXwAFi6KJVKzJkzBzNnzsT8+fMfqqyHYecyUGda3aYxZGIDj3jXyTt4XPN1MDi2tfzYVlvbtm0xaNAgXL16VWt6Y/3000/w8fHBhx9+KDwl8HfDnV99jIyAdp3+6rV4KAMHDsTBg4Zd+JuZmaGoqAi//vqrcHdcqVSirKwMZmZmAIBu3brV+39Abm6uKPi2bdsWanXT/nNy4MAB+Pv7Y/PmzRg1apQorV27dpDJZMjIyMDYsWMB1ATJjIwM0V0qzYh37dq1w6efflrvbl9oaKgQoAHg7Nmz8Pf3R1xcHJ5//nmYmJgIF721KRQKZGZmYs6cOcK89PR0KBSKBrdJrVYLw+P36tVLa7lhYWEoKSkRfgVIT09H586dMWDAAIP2jTbW1tYoKyvDuXPnIJfLAdScrNVqtfArh0KhwJYtW/DgwQPhO0xPT0f//v0f+yPPANCxbUf9mR5x3oYQEVatWoXDhw8jJiam3qNBI0eOxMiRIw0qy8zMDHv37kVlZaVwh/zUqVMwNjYWfgHp1q2b6NF3lUqF/Px8UQfsYdpbZGQkwsLCEBUVVe91B3379kXPnj2RkZGBQYMGAahpW9nZ2aLOhebiQDM6Zd3/GO7evVs0QuWRI0cQGRmJ+Ph49OrVCx06dNDa3gxp69oQkdDenn322XrpTT3ma7djbQxpxwqFAmlpaaLlDDmHPBJGRkCt8/Y/Ece3f358MzExwf79+0XL7Nq1C5mZmQgJCan3GGdj5efnw93dHZMnT27U/7sfhTYmhg+186jy6sKxrXXGNpVKhby8PIO/24YcP35ceLS99l8x/nb+ilG2WPOqqKignJwcysnJIYlEQtHR0ZSTk0PXr19vdFlqtZomTZpEs2bNonPnzlF2djZNmTJFGOmSiCgtLY2kUint3buXLl26RFu3biUbGxtRnoCAAJo6dSoVFhZSSUkJqVQqIiKaMGECHTp0SGf9X3/9NZmbm1NsbCzdunVL+JSVlQl5kpOTSS6XU1JSEimVSgoMDCRbW1thJMny8nKaPn06ubq60pUrV0TlVFdXa603MzPToNEwT548Sebm5hQVFUVKpZJCQkJIJpPRhQsXiIjo7t27FBwcTFlZWXTt2jU6e/YsLV26lORyOeXl5ekst7q6mlxdXWnu3LmUm5tLaWlpZG9vT8HBwY3aN4cOHao3Yq2HhwdNnjyZsrOz6cSJEzR+/Hjy8/MT0svKysjBwYE++OADysvLo+TkZLKysqL4+PgG90VrtXz5cho8eDAdP35c9D3cu3ev0WVVVlaSo6Mjvfvuu3ThwgXKyMigMWPGCKNdEhF9+eWXZGVlRT/88AMplUoKCAggGxsbUZ633nqLvL29qaioiEpKSoiIqKioiCZMmEDZ2dk66w8PDyeZTEYHDx4UbUvtETnDw8PJ1taWvvvuOzp//jz5+PiQs7Mz3b9/X6hn3Lhx5O7uTkVFRaJydDF0tEl9bf3q1asUFhZGZ8+epevXr9PJkyfJy8uLhg4dSsXFxTrLNeSYDwsLox9//JGuXr1KSqWSoqKiyNzcnBISEoQ8MTExNHv2bGHakHZ89epVsrKyog0bNpBSqaTY2FgaNGgQpaWl6d0frRHHt9YR3+rSNqKstvh2/fp1ysnJodDQUFIoFMKxojmHXbhwgezt7WnRokWifaU5T7I/cWxrHbEtNDSUjh07RlevXqVz587R+++/TxYWFpSfny/kqRvbiIguX75MOTk5FBgYSOPHjxfammZk6YyMDLKysqLg4GDRviotLdW7Px437vy2AJrAVvdT+wTSGPpeBUFEtHXrVnJwcKDBgwfT2rVrKSgoSHRxUFBQQDNmzCBLS0vRqyAkEgklJibqrFvb0PbatiUmJoZGjRpFMpmMpk2bRqdPn9a7Pxp6JYWhFwdENa+VGD9+PMlkMnJxcaHU1FQh7f79++Tr60tOTk4kk8nI0dGRvL29GzxJa1y7do08PT3J0tKS7OzsaP369aJXVxiybxITE+u9DqC0tJT8/PxIoVCQjY0NLV26VBQAiGqG0H/jjTdILpfT8OHDGxxuv7XTdWw1dFw3RN/rIKqqqmj58uU0dOhQGjZsGIWHh4teB0FElJWVRa+88grJ5XLh+y8sLCSJREKZmZk66x49erTWbQkJCRHyqNVq2rJlCzk4OJBcLid3d3cqKCgQ0jXHnLaPLo151UJDbb2oqIg8PT1p2LBhJJPJaMSIEeTn50cXL17UW66+Y37z5s00btw4srCwoCFDhtDMmTMpOTlZlCckJIRGjx4tmqevHRPVnG8mTZpEMpmMxowZ0+RjpzXg+NY64ltd2jq/2uKbtldP1T7vhYSEaE2v224Zx7bWEtvWrFkj1Ovg4EDz5s2jX375RZRHW2zTdf7SnHd0tcXa586/CyOiR/DuAcYYY4wxxhhj7G+E3/PLGGOMMcYYY6zF484vY4wxxhhjjLEWjzu/jDHGGGOMMcZaPO78MsYYY4wxxhhr8bjzyxhjjDHGGGOsxePOL2OMMcYYY4yxFo87v4wxxhhjjDHGWjzu/DLGGGOMMcYYa/G488sYY4wxxhhjrMXjzi9jjDHGGGOMsRaPO7+MMcYYY4wxxlo87vwyxhhjjDHGGGvxuPPLGGOMMcYYY6zF484vY4wxxhhjjLEWjzu/jDHGGGOMMcZaPO78MsYYY4wxxhhr8bjzyxhjjDHGGGOsxfv/pZeqNYd+eEMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gd.plot_diag.fort220_plot_lines(Self_1, dateIni=dateIni, \n",
    "                                dateFin=dateFin, \n",
    "                                nHour=nHour, \n",
    "                                Label='cost', \n",
    "                                Flag=None, \n",
    "                                cost_gradient=True, \n",
    "                                vmin=None, \n",
    "                                vmax=None, \n",
    "                                Clean=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2e7bceaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if EXP19:\n",
    "    Flag = '26'\n",
    "else:\n",
    "    Flag = '32'\n",
    "\n",
    "gd.plot_diag.fort220_plot_lines(Self_2, dateIni=dateIni, \n",
    "                                dateFin=dateFin, \n",
    "                                nHour=nHour, \n",
    "                                Label='J', \n",
    "                                Flag=Flag, \n",
    "                                cost_gradient=False, \n",
    "                                vmin=None, \n",
    "                                vmax=None, \n",
    "                                Clean=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa54650a",
   "metadata": {},
   "source": [
    "3. `fort220_time(self, dateIni=None, dateFin=None, nHour=\"06\", Label=None, Flag=None, cost_gradient=False, Clean=None)` retorna uma figura com gráfico de linhas da variável `Label` em função do tempo (`date`) no primeiro e último *inner loop* de cada *outer loop*. Como na função `fort220_plot`, o usuário precisa setar `cost_gradient=True` quando utilizado o arquivo `Self_1` e `cost_gradient=False` quando utilizado o arquivo `Self_2`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dada6696",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gd.plot_diag.fort220_time(Self_1, dateIni=dateIni, \n",
    "                          dateFin=dateFin, \n",
    "                          nHour=nHour, \n",
    "                          Label='cost',\n",
    "                          Flag=None,  \n",
    "                          cost_gradient=True, \n",
    "                          Clean=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cb02c981",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if EXP19:\n",
    "    Flag = '26'\n",
    "else:\n",
    "    Flag = '32'\n",
    "\n",
    "gd.plot_diag.fort220_time(Self_2, dateIni=dateIni, \n",
    "                          dateFin=dateFin, \n",
    "                          nHour=nHour, \n",
    "                          Label='J',\n",
    "                          Flag=Flag,  \n",
    "                          cost_gradient=False, \n",
    "                          Clean=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33303716",
   "metadata": {},
   "source": [
    "4. `fort220_time_Obscontrib(self1, self2, dateIni=None, dateFin=None, nHour=\"06\", Label=None, LabelObs=None, Flag=None, Clean=None)`\n",
    "\n",
    "A função de custo total (`cost`) é a soma da lista `J` (lista de contribuições de cada observação). Esta função plota a taxa (DQ) da contribuição da observação `LabelObs` em relação à variável `Label`. O quociente DQ é calculado para cada loop externo.\n",
    "\n",
    "`DQ = ( J_last - J_first )/( cost_last - cost_first )`\n",
    "\n",
    "onde,\n",
    "\n",
    "last --> valor no último loop interno\n",
    "\n",
    "firs --> valor no primeiro loop interno\n",
    "\n",
    "Se `Flag=None`, são plotados gráficos de barras, onde cada barra representa uma flag, e uma figura para cada data é retornada. Se Flag for um número, dois gráficos de séries temporais são retornados:\n",
    "\n",
    "1º) Q = (J/cost)100 no primeiro e último loop interno de cada loop externo.\n",
    "\n",
    "2º) DQ de cada loop externo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7f440f41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de todas as Flags\n",
    "# Flag = None\n",
    "\n",
    "# Gráficos de linhas para uma Flag\n",
    "if EXP19:\n",
    "    Flag = '26'\n",
    "else:\n",
    "    Flag = '32'\n",
    "\n",
    "gd.plot_diag.fort220_time_Obscontrib(Self_1, Self_2, \n",
    "                                     dateIni=dateIni, \n",
    "                                     dateFin=dateFin, \n",
    "                                     nHour=nHour, \n",
    "                                     Label='cost', \n",
    "                                     LabelObs='J', \n",
    "                                     Flag=Flag, \n",
    "                                     Clean=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "37287809",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n",
      "x_Flags =  [1.0, 3.0, 4.0, 5.0, 18.0, 19.0, 20.0, 21.0, 25.0, 30.0, 32.0]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Lrq4X+y5b1lc2GwfyAAAACopgUYylp6cqNfW8w7KsrEylpp5XamqK/P2ryM3t4gf0zMx0nTkTI8PIsrdLTj5nX59fKSlJec4NOX364r8uLq4KDLwu3/3abC6y2Wz/P64E+fr659rWMAydOROj9PRUh+UZGelKSjqr1NQUVaxY2SFcXHLmTLRDMEpNPa/ERJtDoMpp/ktmZoaSk88pLe2C/Pwq57suAAAAXESwuAYuXEjWhQvJDsvyc/TA3d1D5cpVlKurm2w2FxmGoYyMNCUlnZV08S/6lz6gJyWdtYcKNzd3lS1bQVlZGUpMPOuEigrOZpPKli2vxMTTSklJyuHUsP85fz7BHipcXFzl41NRNpuUmHhGWVmZSk9P1fnzCTn2YRiGfH39ZRiGEhMvpqALF5JVrpyfXFxclJ6eag8VF/uuIBcXV50/n6i0tJT/X5+gwEBfJzwLAAAApRfBohhzd/dUWlqqUlLO/v/pQIbD+vT0NEkXP0xfPPXnovLlA+TmdvE0qczMTJ0/n5Dvffr4VJCPT4Uc19lsUkBAOcXFJcowcmySpzJlfJScfM5+1MLLyzvHdpeHMF9fP3l6ev///m06ezbW3ianYFGunJ+939TU8/9/2tbFIxIuLh4OfZcpU1aurhe/Bby9fZSWlpJt/wAAAMgfgsU1kNPk7X+f85+Tc+fiHALDv/3vtKcsGfZP+jZ7qJBU4HkQzpxjYbPZVLasrxITzyglJUkeHjlvf2lOheQ4/sv/f3mby13e5+XP8aXn6vKrUiUnJyg5OXvo4spVAAAABUewuAauZvJ2ZmaGPVTYbDb5+FS0z5e4dO8HI4fDBjlMOygQZ82xuOR/Ry2ycvxQb1Z+Alt+ZGVlFUo/AAAAVkGwKKYyMzPt//fwKCNv73KSpLS01GxtXVwuTow2DOP/52Gk20PIvydAFzWbzUXe3r5KSjqrjIy0HNu4ubnZjxqkp6faT4W6vBY3t6t767q5udtPj/L19VeZMj45tMqSiwtXhgIAACgIgkUx5er6v7+8p6VdUEpKsmw2/f/EbUc2m02enmV04cLFK0idOxensmXLKysrQ+fPJxZov86cY3FJmTLllJycYD896d+8vMra60xIOK1y5S7uLDHxjEObq+HlVdb+nFycDJ4lNzd3GUaWMjMzlJZ2Qa6urgoMzH1yOQAAALIjWBRTrq5u8vAoo7S0FBlGlhIS4iRdnGeQ0xwIH58KSk29IMPIUkZGms6duzjJ2c3NvdjNGXBxcZG3d7lcT7ny9vZVaurFKzRlZWXq3Lk4h/Xu7p7y9r66qzZdugdIcvI5GUaWkpLOZGtztaEFAADAyjjfoxgrX95fXl5l//8eEC7y8iqrChUCc2zr6uquihUr//8EZ5tcXFxVtmx5h0njOd33oah4e5fLdTw2m00VK1aWj0+F/z+ly6aLk9Ld5eNTIdd7WOSXj08FVagQKA8PL/vN8C7deNDHp4LKlatw1X0DAABYFUcsnCSvU4r+zcPDS5UrV8+23MXFNcd7XeTUVrp4dMLPL8hh2eWnD13pbteFzdXVLdexuri4qlKl63Pd9uIVpMrneb+LS3KbRF6+fECu9wrx9PS2z93Ivu8r7hIAAOTHi+WV9127zIkd8pcTe0dBESxKkTNnouXt7Wu/3GxaWorDHIvc7hsBAAAAmEWwKEXS09OyzUe4pFw5P/vN4AAAAIDCxifNUqRMmXJKT7+gzMwMGYZhnzfg7V2uwPfRAAAAAAqCYFGK+Pr6FfUQAAAAYFFcFQoAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAppW6YDFr1iyFhITIy8tLERER2rZtW65tW7duLZvNlu2rU6dO9jb9+vXLtr5Dhw7XohQAAACgxChV97FYsWKFhg8frtmzZysiIkLTp09X+/btdeDAAVWqVClb+08//VRpaWn2x/Hx8WrUqJG6d+/u0K5Dhw6aP3++/bGnp6fzigAAAABKoFJ1xGLatGkaOHCg+vfvr3r16mn27Nny9vbW+++/n2N7Pz8/BQUF2b/WrVsnb2/vbMHC09PToV3FihWvRTkAAABAiVFqgkVaWpq2b9+uqKgo+zIXFxdFRUVp8+bN+epj3rx56tWrl8qWLeuwfMOGDapUqZJq166txx57TPHx8YU6dgAAAKCkKzWnQsXFxSkzM1OVK1d2WF65cmXt37//ittv27ZNu3fv1rx58xyWd+jQQd26dVNoaKj+/PNPjRo1SnfccYc2b94sV1fXXPuz2a6ujuLsUk2lsbbLWaVOyTq1WqVOyTq1WqVOyTq1WqVOyTq1Xov6istzaJXX9EpKTbAwa968eQoLC9PNN9/ssLxXr172/4eFhalhw4aqWbOmNmzYoLZt2+bYl59fWbm6lpqDQdn4+5cr6iFcE1apU7JOrVapU7JOrVapU7JOrVapU7JWrc4SEFC8nkOrv6alJlgEBATI1dVVMTExDstjYmIUFBSU57bJyclavny5JkyYcMX91KhRQwEBATp06FCuweL06eRSmVhttovfMPHxiTKMoh6N81ilTsk6tVqlTsk6tVqlTsk6tVqlTsk6tdpskr+T9xEXl+jkPeRPaX9N8xvgSk2w8PDwUHh4uNavX6+uXbtKkrKysrR+/XoNHTo0z20/+ugjpaam6oEHHrjifv766y/Fx8erSpUqebYrjW+qSwyjdNd3iVXqlKxTq1XqlKxTq1XqlKxTq1XqlKxVq7MUt+fP6q9pqTpfZ/jw4Xrvvfe0cOFC7du3T4899piSk5PVv39/SVLfvn31/PPPZ9tu3rx56tq1q/z9HXN1UlKSnnnmGW3ZskVHjx7V+vXrddddd+mGG25Q+/btr0lNAAAAQElQao5YSFLPnj0VGxursWPHKjo6Wo0bN9batWvtE7qPHz8uFxfHLHXgwAFt3LhR33zzTbb+XF1d9fvvv2vhwoU6e/asgoOD1a5dO02cOJF7WQAAAACXKVXBQpKGDh2a66lPGzZsyLasdu3aMnI5ZlWmTBl9/fXXhTk8AAAAoFQqVadCAQAAACgaBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhW6oLFrFmzFBISIi8vL0VERGjbtm25tl2wYIFsNpvDl5eXl0MbwzA0duxYValSRWXKlFFUVJQOHjzo7DIAAACAEqVUBYsVK1Zo+PDhGjdunH799Vc1atRI7du31z///JPrNr6+vjp16pT969ixYw7rX331Vc2YMUOzZ8/W1q1bVbZsWbVv314XLlxwdjkAAABAiVGqgsW0adM0cOBA9e/fX/Xq1dPs2bPl7e2t999/P9dtbDabgoKC7F+VK1e2rzMMQ9OnT9fo0aN11113qWHDhlq0aJFOnjypVatWXYOKAAAAgJLBragHUFjS0tK0fft2Pf/88/ZlLi4uioqK0ubNm3PdLikpSdWrV1dWVpaaNm2qyZMnq379+pKkI0eOKDo6WlFRUfb25cuXV0REhDZv3qxevXrl2q/NVghFFTOXaiqNtV3OKnVK1qnVKnVK1qnVKnVK1qnVKnVK1qn1WtRXXJ5Dq7ymV1JqgkVcXJwyMzMdjjhIUuXKlbV///4ct6ldu7bef/99NWzYUOfOndPUqVPVokUL7dmzR9ddd52io6Ptffy7z0vrcuLnV1aurqXqYJADf/9yRT2Ea8IqdUrWqdUqdUrWqdUqdUrWqdUqdUrWqtVZAgKK13No9de01ASLq9G8eXM1b97c/rhFixaqW7eu5syZo4kTJ151v6dPJ5fKxGqzXfyGiY9PlGEU9Wicxyp1Stap1Sp1Stap1Sp1Stap1Sp1Stap1WaT/J28j7i4RCfvIX9K+2ua3wBXaoJFQECAXF1dFRMT47A8JiZGQUFB+erD3d1dTZo00aFDhyTJvl1MTIyqVKni0Gfjxo3z7Ks0vqkuMYzSXd8lVqlTsk6tVqlTsk6tVqlTsk6tVqlTslatzlLcnj+rv6al5nwdDw8PhYeHa/369fZlWVlZWr9+vcNRibxkZmZq165d9hARGhqqoKAghz4TEhK0devWfPcJAAAAWEGpOWIhScOHD9eDDz6oZs2a6eabb9b06dOVnJys/v37S5L69u2rqlWrasqUKZKkCRMm6D//+Y9uuOEGnT17Vq+99pqOHTumhx9+WNLFK0YNGzZMkyZN0o033qjQ0FCNGTNGwcHB6tq1a1GVCQAAABQ7pSpY9OzZU7GxsRo7dqyio6PVuHFjrV271j75+vjx43Jx+d9BmjNnzmjgwIGKjo5WxYoVFR4erk2bNqlevXr2NiNHjlRycrIGDRqks2fPKjIyUmvXrs12Iz0AAADAymyGYeUzwZwjNrZ4TCQqbDbbxck7cXGlc2LSJVapU7JOrVapU7JOrVapU7JOrVapU7JOrTabFDDzOqfuI3bIX07tP79K+2saGJi/ydulZo4FAAAAgKJDsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAprkV9QAAAACAEu/F8gpwUtexQ/5yUs+FiyMWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNy80CAADAEm56/Qen9X3Uy2ldlxgECwAAijuujw+gBOBUKAAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAprkV9QAAACjpbnr9B6f2f9TLqd0DQKHgiAUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCu0YHHhwgWlpqYWVncAAAAASpCrvo/Fhg0b9Nlnn+mnn37S3r17lZKSIkny9vZW3bp11aJFC3Xt2lWtW7curLECAAAAKKYKdMQiPT1dM2fOVI0aNdSmTRstXrxYFSpU0AMPPKCRI0fqmWee0f33368KFSpoyZIlatOmjUJDQzVz5kylp6c7qwYHs2bNUkhIiLy8vBQREaFt27bl2va9997TrbfeqooVK6pixYqKiorK1r5fv36y2WwOXx06dHB2GQAAAECJUqAjFjfccIPS0tL04IMPqkePHmratGme7bdv366PPvpIkydP1tSpU3X06FEzY72iFStWaPjw4Zo9e7YiIiI0ffp0tW/fXgcOHFClSpWytd+wYYPuu+8+tWjRQl5eXnrllVfUrl077dmzR1WrVrW369Chg+bPn29/7Onp6dQ6AAAAgJKmQMFi1KhR6tevX74/WIeHhys8PFwTJkxw+GDuLNOmTdPAgQPVv39/SdLs2bP15Zdf6v3339dzzz2Xrf3SpUsdHs+dO1effPKJ1q9fr759+9qXe3p6KigoyLmDBwAAAEqwAgWLRx55xOHx8ePHFRgYqDJlyuTYPiUlRbGxsbr++uuzbVvY0tLStH37dj3//PP2ZS4uLoqKitLmzZvz1cf58+eVnp4uPz8/h+UbNmxQpUqVVLFiRbVp00aTJk2Sv79/nn3ZbAWvobi7VFNprO1yVqlTsk6tVqlTsk6tVqnzWiguz6GVXlOr1Hot6ivtz+ElJaXOq568LUmhoaFavHix7r///hzXf/7557r//vuVmZlpZjf5EhcXp8zMTFWuXNlheeXKlbV///589fHss88qODhYUVFR9mUdOnRQt27dFBoaqj///FOjRo3SHXfcoc2bN8vV1TXHfvz8ysrVtfReydffv1xRD+GasEqdknVqtUqdknVqtUqdzhQQULyeQyu9psWl1pDnvnRa30e9nNa1pOL3/nWWklKnqWBhGEae69PT0+XiUjI+YL/88stavny5NmzYIC+v/30X9OrVy/7/sLAwNWzYUDVr1tSGDRvUtm3bHPs6fTq5xCTLgrDZLv4QjI9P1BVe+hLNKnVK1qnVKnVK1qnVKnVeC3FxiUU9BEnWek2tVKuzFZf3r7MVdZ35DTYFDhYJCQk6e/as/XF8fLyOHz+erd3Zs2e1fPlyValSpaC7uCoBAQFydXVVTEyMw/KYmJgrzo+YOnWqXn75ZX377bdq2LBhnm1r1KihgIAAHTp0KNdgIalU/6AwjNJd3yVWqVOyTq1WqVOyTq1WqdOZitvzZ6XX1Eq1OotVnr+SUmeBDye88cYbCg0NVWhoqGw2m4YNG2Z/fPlXkyZNtGbNGj366KPOGHc2Hh4eCg8P1/r16+3LsrKytH79ejVv3jzX7V599VVNnDhRa9euVbNmza64n7/++kvx8fHXLDABAAAAJUGBj1i0a9dOPj4+MgxDI0eO1H333ZftsrM2m01ly5ZVeHh4vj6sF5bhw4frwQcfVLNmzXTzzTdr+vTpSk5Otl8lqm/fvqpataqmTJkiSXrllVc0duxYLVu2TCEhIYqOjpYk+fj4yMfHR0lJSRo/frzuueceBQUF6c8//9TIkSN1ww03qH379tesLgAAAKC4K3CwaN68uf0IQHJysrp166awsLBCH9jV6Nmzp2JjYzV27FhFR0ercePGWrt2rX1C9/Hjxx3mfLzzzjtKS0vTvffe69DPuHHj9OKLL8rV1VW///67Fi5cqLNnzyo4OFjt2rXTxIkTuZcFAAAAcBlTk7fHjRtXWOMoNEOHDtXQoUNzXLdhwwaHx1e6YV+ZMmX09ddfF9LIAAAAgNLL1CWbduzYoQ8++MBh2ddff62WLVsqIiJCb775pqnBAQAAACgZTAWLkSNHasWKFfbHR44c0d13360jR45Iujjn4d133zU3QgAAAADFnqlgsXPnTkVGRtofL1q0SK6urvrtt9+0detW3XvvvZo9e7bpQQIAAAAo3kwFi3Pnzsnf39/+eM2aNbr99tsVEBAgSbr99tt16NAhcyMEAAAAUOyZChZVqlTRvn37JEmnTp3S9u3b1a5dO/v6pKSkEnPnbQAAAABXz9RVoe666y699dZbunDhgrZu3SpPT0/dfffd9vU7d+5UjRo1TA8SAAAAQPFmKlhMmjRJsbGxWrx4sSpUqKAFCxbY7xmRkJCgjz/+WEOGDCmUgQIAAAAovkwFCx8fHy1dujTXdX/99Ze8vb3N7AIAAABACWAqWFwuKSlJJ06ckCRVq1ZNPj4+Kl++fGF1DwAAAKAYMz2z+ueff9Ztt92mihUrqkGDBmrQoIEqVqyoNm3a6JdffimMMQIAAAAo5kwdsdi6datat24tDw8PPfzww6pbt64kad++ffrggw/UsmVLbdiwQTfffHOhDBYAAABA8WQqWLzwwguqWrWqNm7cqKCgIId1L774om655Ra98MILWrdunalBAgAAACjeTJ0KtXXrVj3yyCPZQoUkVa5cWYMGDdKWLVvM7AIAAABACWAqWLi4uCgjIyPX9ZmZmdwgDwAAALAAU5/6W7RooVmzZunYsWPZ1h0/flxvv/22brnlFjO7AAAAAFACmJpjMXnyZLVs2VJ16tTR3XffrVq1akmSDhw4oM8++0xubm6aMmVKoQwUAAAAQPFlKlg0adJEW7du1QsvvKDPP/9c58+flyR5e3urQ4cOmjRpkurVq1coAwUAAABQfJm+QV69evW0cuVKZWVlKTY2VpIUGBjI3AoAAADAQkwFi4yMDJ0/f16+vr5ycXFR5cqVHdYnJCTI29tbbm6FdoNvAAAAAMWQqcMKTzzxhFq0aJHr+ltuuUUjRowwswsAAAAAJYCpYLF27Vrde++9ua6/9957tWbNGjO7AAAAAFACmAoWJ0+eVNWqVXNdHxwcrL///tvMLgAAAACUAKYmP/j7++vAgQO5rt+3b598fX3N7AIAgJy9WF4BTuw+dshfTuwdAEofU0csOnTooDlz5ui3337Ltu7XX3/Vu+++qzvuuMPMLgAAAACUAKaOWEycOFFr167VzTffrC5duqh+/fqSpN27d2v16tWqVKmSJk6cWCgDBQAAAFB8mQoWwcHB+uWXX/Tcc8/ps88+08qVKyVJvr6+6t27tyZPnqzg4OBCGSgAAACA4sv0DSaqVKmihQsXyjAMhxvk2Ww204MDAAAAUDIU2p3rbDabKlWqVFjdAQAAAChBTE3eBgAAAACpgMGiXr16WrRokdLS0vK9TWpqqubPn6969eoVeHAAAAAASoYCnQrVr18/DR8+XE8++aS6dOmiqKgoNW3aVKGhofL29pYkJScn68iRI/rll1/07bffavXq1fLw8NAzzzzjlAIAAAAAFL0CBYuRI0fqscce07x587RgwQItXrzYPknbze1iVxkZGZIkwzDUoEEDjR8/Xg899BA3ygMAC7rp9R+c1vdRL6d1DQC4CgWevF2uXDkNGzZMw4YN09GjR7Vp0ybt379f8fHxki7ejbtOnTpq3ry5QkNDC33AAAAAAIofU1eFCgkJUUhISJ5tzpw5o4oVK5rZDQAAAIBizilXhUpNTdVHH32krl27coM8AAAAwAIK7T4WhmFo/fr1Wrp0qVauXKnExEQZhsGN8gAAAAALMB0stm/frqVLl2r58uWKiYmRl5eXOnbsqB49emj37t2aNGlSYYwTAAAAQDF2VcHi8OHDWrp0qZYuXaqDBw/K3d1dHTp0UM+ePdWlSxeVLVvW3g4AAABA6VfgYNG8eXNt27ZN7u7uioqK0qhRo9S1a1cuJwsA+eTMS7BK0tGXOzm1fwAAclLgYLF161Z5enpq9OjRGjRokAIDA50xLgAAAAAlSIGvCjVz5kyFh4drzJgxqlq1qqKiojR37lydPn3aGeMDAAAAUAIU+IjF4MGDNXjwYB09elRLlizRsmXLNGjQIA0ZMkRt27ZVz5491bVrV5UvX94Z4wUAXMmL5RXgpK5jh/zlpJ4BACXdVd/HIiQkRKNHj9bevXv1888/a8iQIdq5c6f69++vypUrq3Pnztq4cWNhjhUAAABAMVUo97EIDw9XeHi4pk6dmu1eFtzHAgAAACj9CvXO2y4uLrr99tu1YMECxcTE6IMPPtCdd95ZmLsAAAAAUAwVOFhMnTpV+/fvv2I7Ly8v9ezZU5999tlVDQwAAABAyVHgYPHqq6+qfv36qlGjhh5//HGtXbtWqampzhgbAAAAgBKiwMEiJiZGP/30k/r06aPNmzerU6dO8vf3V+fOnTVnzhwdP37cGeMEAAAAUIwVOFjYbDb95z//0fjx4/XLL7/o5MmTmjFjhry8vPTss88qNDRUYWFheu6557Rx40ZlZWU5Y9wAAAAAihHTV4WqXLmyHnroIT300EPKyMjQjz/+qDVr1mj16tV69dVXVaFCBbVr105PPfWUIiIiCmPMAACgNHLiPVgk7sMCOFuhXhXKzc1Nt912m1577TXt2bNHhw8f1sSJE5WYmKgff/yxMHeVq1mzZikkJEReXl6KiIjQtm3b8mz/0UcfqU6dOvLy8lJYWJjWrFnjsN4wDI0dO1ZVqlRRmTJlFBUVpYMHDzqzBAAAAKDEKZT7WEjShQsXZLPZ5OnpaV8WEhKiIUOGaMiQIYW1mzytWLFCw4cP1+zZsxUREaHp06erffv2OnDggCpVqpSt/aZNm3TfffdpypQpuvPOO7Vs2TJ17dpVv/76qxo0aCDp4mT1GTNmaOHChQoNDdWYMWPUvn177d27V15eXtekLgAAioubXv/BaX0f5dcqUKJd9RGLDRs26KmnntLNN98sHx8flS1bVt7e3ipXrpxuvvlmDRs2TBs2bCjEoV7ZtGnTNHDgQPXv31/16tXT7Nmz5e3trffffz/H9m+++aY6dOigZ555RnXr1tXEiRPVtGlTzZw5U9LFoxXTp0/X6NGjddddd6lhw4ZatGiRTp48qVWrVl3DygAAAIDirUBHLNLT0zVnzhxNmzZNR48elZ+fn5o2baoHHnhAFStWlGEYOnPmjI4cOaIlS5ZoxowZql69ukaMGKFHHnlE7u7uzqpDaWlp2r59u55//nn7MhcXF0VFRWnz5s05brN582YNHz7cYVn79u3toeHIkSOKjo5WVFSUfX358uUVERGhzZs3q1evXjn2axilc8K6YUhZWVmlfkK+VeqUrFNrcavT09Xm1P6zXJ33Z9+C/nxzZq3OrFMqWK28poWjOL2mzmSln0nF7TUtqbUWl/fuldgMwzDy27h69epKS0vTgw8+qB49eqhp06Z5tt++fbs++ugjLVq0SB4eHjp69KjZ8ebq5MmTqlq1qjZt2qTmzZvbl48cOVLff/+9tm7dmm0bDw8PLVy4UPfdd5992dtvv63x48crJiZGmzZt0i233KKTJ0+qSpUq9jY9evSQzWbTihUrchzL7t27C7EyAAAAoOhcmiJwJQU6YjFq1Cj169fPYR5FXsLDwxUeHq4JEyZo/vz5BdkVAAAAgBKkQMHikUceuaqdeHh4XPW2+RUQECBXV1fFxMQ4LI+JiVFQUFCO2wQFBeXZ/tK/MTExDkcsYmJi1Lhx41zHUqlStaspoVDc+uZPTu1/n1d/p/Ud98gfTuu7IGw2yd+/nOLjE5X/43klk1VqtUqdknVqtUqdknVqtUqdknVqtUqdkrVqzUuhXRWqqHl4eCg8PFzr169X165dJV08f3H9+vUaOnRojts0b95c69ev17Bhw+zL1q1bZz+VKjQ0VEFBQVq/fr09SCQkJGjr1q167LHHch2LzVaoV/EtkNRM576bXTIvOK3vonzeLmezXZyfU1zG40xWqdUqdUrWqdUqdUrWqdUqdUrWqdUqdUrWqjUvBQ4Wv/76a4Hau7q6ytfXV9WrV5eLi3Of7OHDh+vBBx9Us2bNdPPNN2v69OlKTk5W//4X/8ret29fVa1aVVOmTJEkPfnkk2rVqpVef/11derUScuXL9cvv/yid999V9LFu4wPGzZMkyZN0o033mi/3GxwcLA9vAAAAAC4imDRrFkz2WwFn1FftmxZ9e7dW9OmTVOZMmUKvH1+9OzZU7GxsRo7dqyio6PVuHFjrV27VpUrV5YkHT9+3CHctGjRQsuWLdPo0aM1atQo3XjjjVq1apXDBJWRI0cqOTlZgwYN0tmzZxUZGam1a9dyDwsAAADgMgW6KpQkLVy4sEA7MAxDiYmJ2rZtm5YtW6aBAwdq9uzZBeqjpImNTSyyfTvzxkWSdNTrfqf1HTvkL6f1XRA2mxQQUE5xcaX/PEmr1GqVOiXr1GqVOiXr1GqVOiXr1GqVOqXSX2tgYLl8tSvwEYsHH3ywwIO5pEKFClqxYkWpDxYAAACA1VzTGSa33XabfHx8ruUuAQAAAFwD1zRYdOvWTYcPH76WuwQAAABwDRQoWNSrV0+LFi1SWlpavrdJTU3V/PnzVa9evQIPDgAAAEDJUKA5Fv369dPw4cP15JNPqkuXLoqKilLTpk0VGhoqb29vSVJycrKOHDmiX375Rd9++61Wr14tDw8PPfPMM04pAAAAAEDRK1CwGDlypB577DHNmzdPCxYs0OLFi+2XnnVzu9hVRkaGpItXg2rQoIHGjx+vhx56SL6+voU8dAAAAADFRYGvClWuXDkNGzZMw4YN09GjR7Vp0ybt379f8fHxkiR/f3/VqVNHzZs3V2hoaKEPGAAAAEDxU+BgcbmQkBCFhITk2ebMmTOqWLGimd0AAAAAKOacclWo1NRUffTRR+ratauCg4OdsQsAAAAAxYipIxaXMwxD69ev19KlS7Vy5UolJibKMAz7HAwAAAAApZfpYLF9+3YtXbpUy5cvV0xMjLy8vNSxY0f16NFDu3fv1qRJkwpjnAAAAACKsasKFocPH9bSpUu1dOlSHTx4UO7u7urQoYN69uypLl26qGzZsvZ2AAAAAEq/AgeL5s2ba9u2bXJ3d1dUVJRGjRqlrl27cjlZAAAAwMIKHCy2bt0qT09PjR49WoMGDVJgYKAzxgUAAACgBCnwVaFmzpyp8PBwjRkzRlWrVlVUVJTmzp2r06dPO2N8AAAAAEqAAgeLwYMHa+PGjTp8+LDGjh2rkydPatCgQapSpYo6duyohQsX6ty5c84YKwAAAIBi6qrvYxESEqLRo0dr7969+vnnnzVkyBDt3LlT/fv3V+XKldW5c2dt3LixMMcKAAAAoJgqlPtYhIeHKzw8XFOnTs12LwvuYwEAAACUfoV6520XFxfdfvvtWrBggWJiYvTBBx/ozjvvLMxdAAAAACiGCjVYXM7Ly0s9e/bUZ5995qxdAAAAACgmnBYsAAAAAFgHwQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYJrp+1gYhqETJ04oKChIHh4eysrK0l9//WV/jGvr5xEtnda3zSZpptO6BwAAQAlm+ojF6dOnFRoaar/LdmxsrMNjAAAAAKVfoZwKZRhGno8BAAAAlG7MsQAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACY5ma2g/Lly+u///2vGjduLEny8/NzeAwAAACg9DMdLNzc3NSqVSv7Y3d3d4fHAAAAAEo/ToUCAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGmFEiySk5MVHR2tjIyMwugOAAAAQAlz1cHi2LFjGjp0qKpXry5fX19VrVpVXl5eCgkJ0ciRI3Xs2LHCHCcAAACAYuyqgsXq1avVsGFDvf3223J1dVXnzp11//33684775SLi4umTp2qxo0b68svv7RvM3r06EIbNAAAAIDipcB33t63b5969Oih0NBQzZkzR7feemu2Nj/++KMeffRR9ezZU7/88oumTJmiJUuWaNKkSYUyaAAAAADFS4GDxeTJk+Xv76+NGzfKz88vxza33nqrfvzxRzVs2FDh4eFKTU3VlClTTA8WAAAAQPFU4FOhvvvuOw0YMCDXUHGJn5+fHnroIaWkpGjBggUaOXLkVQ8SAAAAQPFW4GARHx+vkJCQfLUNDQ2Vq6urHnjggYLuBgAAAEAJUuBgERAQoCNHjuSr7ZEjR1SpUqUCD+pqnD59Wr1795avr68qVKigAQMGKCkpKc/2jz/+uGrXrq0yZcro+uuv1xNPPKFz5845tLPZbNm+li9f7uxyAAAAgBKlwMGidevWmjdvnk6fPp1nu9OnT2vevHlq06bNVQ+uIHr37q09e/Zo3bp1+uKLL/TDDz9o0KBBubY/efKkTp48qalTp2r37t1asGCB1q5dqwEDBmRrO3/+fJ06dcr+1bVrVydWAgAAAJQ8BQ4Wo0aNUnx8vFq2bKlNmzbl2GbTpk1q1aqV4uPj9fzzz5se5JXs27dPa9eu1dy5cxUREaHIyEi99dZbWr58uU6ePJnjNg0aNNAnn3yizp07q2bNmmrTpo1eeuklrV69OtuN/ipUqKCgoCD7l5eXl9NrAgAAAEqSAl8Vql69elq2bJn69u2rW2+9VSEhIWrUqJHKlSunxMRE/f777zpy5IjKlCmjZcuWqV69es4Yt4PNmzerQoUKatasmX1ZVFSUXFxctHXrVt1999356ufcuXPy9fWVm5vj0zJkyBA9/PDDqlGjhh599FH1799fNpstz76usLpEcnZNxeU5uzSO4jIeZ7JKrVapU7JOrVapU7JOrVapU7JOrVapU7JWrXkpcLCQpG7duqlx48Z69dVX9cUXX2jVqlX2dcHBwRo0aJCefvpp1axZs7DGmafo6Ohscznc3Nzk5+en6OjofPURFxeniRMnZjt9asKECWrTpo28vb31zTffaPDgwUpKStITTzyRa19+fmXl6nrVNzW3rICAckU9BAf+/sVrPM5klVqtUqdknVqtUqdknVqtUqdknVqtUqdkrVpzclXBQpJq1Kih2bNnS5ISEhKUmJiocuXKydfXt9AG99xzz+mVV17Js82+fftM7ychIUGdOnVSvXr19OKLLzqsGzNmjP3/TZo0UXJysl577bU8g8Xp08mlMrHabJK/E/uPi0t0Yu/5Z7Nd/MEQH58owyjq0TiXVWq1Sp2SdWq1Sp2SdWq1Sp2SdWq1Sp1S6a81v3/8vepgkZqaqiVLluibb77Rn3/+aQ8WN954o9q3b6/7779fHh4eV9u9JGnEiBHq169fnm1q1KihoKAg/fPPPw7LMzIydPr0aQUFBeW5fWJiojp06KBy5cpp5cqVcnd3z7N9RESEJk6cqNTUVHl6eubarjS+qZytuD1nhlH8xuQsVqnVKnVK1qnVKnVK1qnVKnVK1qnVKnVK1qo1J1cVLHbt2qW77rpLx44dk2EYKl++vHx8fPTPP//o119/1YcffqiXXnpJn3/+uerWrXvVgwsMDFRgYOAV2zVv3lxnz57V9u3bFR4eLunijfyysrIUERGR63YJCQlq3769PD099fnnn+drUvaOHTtUsWLFPEMFAAAAYDUFngiQlJSkLl26KCYmRi+99JJOnDihM2fOOPw7adIknTx5Up07d1ZycrIzxu2gbt266tChgwYOHKht27bpp59+0tChQ9WrVy8FBwdLkv7++2/VqVNH27Ztk3QxVLRr107JycmaN2+eEhISFB0drejoaGVmZkqSVq9erblz52r37t06dOiQ3nnnHU2ePFmPP/6402sCAAAASpICH7GYP3++jh8/rvXr16t169bZ1letWlXPP/+8IiIidPvtt2vBggUaMmRIYYw1T0uXLtXQoUPVtm1bubi46J577tGMGTPs69PT03XgwAGdP39ekvTrr79q69atkqQbbrjBoa8jR44oJCRE7u7umjVrlp566ikZhqEbbrhB06ZN08CBA51eDwAAAFCS2AyjYGeCdejQQTabTV999VW+2krS2rVrr250JVRsbPGYhFzYbDYpYOZ1Tus/dshfTuu7IGy2i5OU4uJK5wSsy1mlVqvUKVmnVqvUKVmnVqvUKVmnVqvUKZX+WgMD8zd5u8CnQu3atSvHIxU5adOmjXbt2lXQXQAAAAAoYQocLPJzpaVLKleurNOnTxd4UAAAAABKlgIHi9TU1CtekvUSNzc3paWlFXhQAAAAAEqWq7rc7NGjR/Xrr79esd2RI0eupnsAAAAAJcxVBYsxY8Y43JE6N4ZhyFYab0ENAAAAwMFVXW4WAAAAAC5X4GDx4IMPOmMcAAAAAEqwAk/eBgAAAIB/I1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTSk2wOH36tHr37i1fX19VqFBBAwYMUFJSUp7btG7dWjabzeHr0UcfdWhz/PhxderUSd7e3qpUqZKeeeYZZWRkOLMUAAAAoMRxK+oBFJbevXvr1KlTWrdundLT09W/f38NGjRIy5Yty3O7gQMHasKECfbH3t7e9v9nZmaqU6dOCgoK0qZNm3Tq1Cn17dtX7u7umjx5stNqAQAAAEqaUhEs9u3bp7Vr1+rnn39Ws2bNJElvvfWWOnbsqKlTpyo4ODjXbb29vRUUFJTjum+++UZ79+7Vt99+q8qVK6tx48aaOHGinn32Wb344ovy8PBwSj0AAABASVMqgsXmzZtVoUIFe6iQpKioKLm4uGjr1q26++67c9126dKlWrJkiYKCgtS5c2eNGTPGftRi8+bNCgsLU+XKle3t27dvr8cee0x79uxRkyZNcu3XZiuEwooZZ9dUXJ6zS+MoLuNxJqvUapU6JevUapU6JevUapU6JevUapU6JWvVmpdSESyio6NVqVIlh2Vubm7y8/NTdHR0rtvdf//9ql69uoKDg/X777/r2Wef1YEDB/Tpp5/a+708VEiyP86rXz+/snJ1LTXTV66ZgIByRT0EB/7+xWs8zmSVWq1Sp2SdWq1Sp2SdWq1Sp2SdWq1Sp2StWnNSrIPFc889p1deeSXPNvv27bvq/gcNGmT/f1hYmKpUqaK2bdvqzz//VM2aNa+639Onk0tlYrXZJH8n9h8Xl+jE3vPPZrv4gyE+PlGGUdSjcS6r1GqVOiXr1GqVOiXr1GqVOiXr1GqVOqXSX2t+//hbrIPFiBEj1K9fvzzb1KhRQ0FBQfrnn38clmdkZOj06dO5zp/ISUREhCTp0KFDqlmzpoKCgrRt2zaHNjExMZJ0xX5L45vK2Yrbc2YYxW9MzmKVWq1Sp2SdWq1Sp2SdWq1Sp2SdWq1Sp2StWnNSrINFYGCgAgMDr9iuefPmOnv2rLZv367w8HBJ0nfffaesrCx7WMiPHTt2SJKqVKli7/ell17SP//8Yz/Vat26dfL19VW9evUKWA0AAABQepWKiQB169ZVhw4dNHDgQG3btk0//fSThg4dql69etmvCPX333+rTp069iMQf/75pyZOnKjt27fr6NGj+vzzz9W3b1+1bNlSDRs2lCS1a9dO9erVU58+fbRz5059/fXXGj16tIYMGSJPT88iqxcAAAAobkpFsJAuXt2pTp06atu2rTp27KjIyEi9++679vXp6ek6cOCAzp8/L0ny8PDQt99+q3bt2qlOnToaMWKE7rnnHq1evdq+jaurq7744gu5urqqefPmeuCBB9S3b1+H+14AAAAAKOanQhWEn59fnjfDCwkJkXHZSW/VqlXT999/f8V+q1evrjVr1hTKGAEAAIDSqtQcsQAAAABQdAgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwrNcHi9OnT6t27t3x9fVWhQgUNGDBASUlJubY/evSobDZbjl8fffSRvV1O65cvX34tSgIAAABKDLeiHkBh6d27t06dOqV169YpPT1d/fv316BBg7Rs2bIc21erVk2nTp1yWPbuu+/qtdde0x133OGwfP78+erQoYP9cYUKFQp9/AAAAEBJViqCxb59+7R27Vr9/PPPatasmSTprbfeUseOHTV16lQFBwdn28bV1VVBQUEOy1auXKkePXrIx8fHYXmFChWytQUAAADwP6XiVKjNmzerQoUK9lAhSVFRUXJxcdHWrVvz1cf27du1Y8cODRgwINu6IUOGKCAgQDfffLPef/99GYZRaGMHAAAASoNSccQiOjpalSpVcljm5uYmPz8/RUdH56uPefPmqW7dumrRooXD8gkTJqhNmzby9vbWN998o8GDByspKUlPPPFEnv3ZbAWroSRwdk3F5Tm7NI7iMh5nskqtVqlTsk6tVqlTsk6tVqlTsk6tVqlTslateSnWweK5557TK6+8kmebffv2md5PSkqKli1bpjFjxmRbd/myJk2aKDk5Wa+99lqewcLPr6xcXUvFwaBrKiCgXFEPwYG/f/EajzNZpVar1ClZp1ar1ClZp1ar1ClZp1ar1ClZq9acFOtgMWLECPXr1y/PNjVq1FBQUJD++ecfh+UZGRk6ffp0vuZGfPzxxzp//rz69u17xbYRERGaOHGiUlNT5enpmWOb06eTS2Vitdkkfyf2HxeX6MTe889mu/iDIT4+UaX9rDer1GqVOiXr1GqVOiXr1GqVOiXr1GqVOqXSX2t+//hbrINFYGCgAgMDr9iuefPmOnv2rLZv367w8HBJ0nfffaesrCxFRERccft58+apS5cu+drXjh07VLFixVxDxSWl8U3lbMXtOTOM4jcmZ7FKrVapU7JOrVapU7JOrVapU7JOrVapU7JWrTkp1sEiv+rWrasOHTpo4MCBmj17ttLT0zV06FD16tXLfkWov//+W23bttWiRYt0880327c9dOiQfvjhB61ZsyZbv6tXr1ZMTIz+85//yMvLS+vWrdPkyZP19NNPX7PaAAAAgJKgVAQLSVq6dKmGDh2qtm3bysXFRffcc49mzJhhX5+enq4DBw7o/PnzDtu9//77uu6669SuXbtsfbq7u2vWrFl66qmnZBiGbrjhBk2bNk0DBw50ej0AAABASWIzuHZqoYuNLR5zBQqbzSYFzLzOaf3HDvnLaX0XhM128VzCuLjSeZ7k5axSq1XqlKxTq1XqlKxTq1XqlKxTq1XqlEp/rYGB+ZtjwaWLAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmESwAAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECAAAAgGkECwAAAACmuRX1AFDCvHhOcXGJMoyiHggAAACKE45YAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEyzGYZhFPUgAAAAAJRsHLEAAAAAYBrBAgAAAIBpBAsAAAAAphEsAAAAAJhGsAAAAABgGsECkqSff/5Zjz76qCIjI1W7dm19++23V9xm69atuvvuu9WgQQPdfvvt+vTTT6/BSM1ZtmyZOnfurKZNm6pp06bq2bOnvv/++zy3+eqrr9ShQweFhYWpc+fOV2xfHL377ruqXbu2XnrppTzblcRa33rrLdWuXdvhq0OHDnluU1LqvNL3ZXJysiZMmKCWLVuqYcOG6tixoz744IMr9lvc6r9SnXFxcXruuecUGRmpRo0aacCAATp69OgV+y1udUrSnDlzdM8996hJkyZq3ry5Bg8erMOHDzu0SU1N1fjx4xUREaEmTZro8ccfV1xcXJ79GoahN998U5GRkWrYsKH69euXr+fIWfJT54oVK9SnTx81bdpUtWvXVkJCQr76Xrp0qdq0aaOwsDB1795dv//+uzNKyLf81NqnT59sP6fGjh2bZ7/F7TW90u/P0vC+vSSvWs+ePauJEyeqffv2atiwoVq3bq1JkyYpMTExzz6La62FzgAMw9iwYYMxbdo045tvvjFq1aplrFu3Ls/2x48fNxo1amRMmTLFOHTokLF48WKjbt26xg8//HCNRnx11q9fb2zYsME4cuSIcfjwYWPatGlG/fr1jT/++CPH9tu3bzfq1q1rvPfee8ahQ4eMN954w6hfv75x4MCBazzyq7dz507jtttuMzp37mxMmjQp13YltdYZM2YYnTp1Mv755x/7V3x8fK7tS1KdV/q+HD16tBEVFWVs2bLFOHHihLF8+XKjbt26xrfffptrn8Wx/rzqzMrKMnr06GHcf//9xs6dO40///zTGDNmjNG6dWsjOTk51z6LY52GYRgPPfSQ8cknnxh//PGHsW/fPmPgwIHZahk7dqzRqlUrY9OmTcauXbuMHj16GD179syz3zlz5hjh4eHGunXrjH379hmPPvqo0aZNG+PChQvOLilH+alz/vz5xpw5c4w5c+YYtWrVMs6dO3fFfr/88kujfv36xscff2wcPHjQGD16tNGsWTMjLi7OmeXkKT+1PvDAA8bo0aMdfk4lJibm2W9xe02v9PuzNLxvL8mr1gMHDhhDhw411q9fbxw7dszYtGmT0a5dO+Pxxx/Ps8/iWmthI1ggm/wEi1dffdXo1KmTw7Jhw4YZDz30kDOH5hQ33XST8eGHH+a47sknnzQGDRrksKx79+7GmDFjrsXQTEtKSjLatWtn/PTTT8YDDzyQZ7AoqbXOmDHD6NKlS77bl9Q6c/q+7NSpkzFz5kyHZXfffbcxbdq0XPsp7vX/u87Dhw8btWrVcgj/mZmZxn/+859cv28No/jXeUl8fLxRq1YtY9u2bYZhGEZCQoJRv35946uvvrK3OXTokFGrVi3jt99+y7GPrKws45ZbbjHmzp1rX5aQkGA0aNDA+OKLL5w6/vz6d52X27JlS76Dxb333muMHz/e/jgzM9OIjIw05syZU6jjNSOnWq/08/ffSsJrahj/+/1ZWt+3l8vrs8KaNWuM+vXrG+np6TmuL2m1msGpULgqO3bsUPPmzR2WRUZGaseOHUUzoKuQmZmpL7/8UufPn1eTJk1ybFPS65wwYYJatWqlFi1aXLFtSa712LFjioyMVNu2bTVixAidPHky17Yluc5/a9Kkib777jvFxMTIMAxt2bJFR44cUWRkZK7blLT609LSJEmenp72ZS4uLvLw8ND27dtz3a6k1Hnp9Iny5ctLknbv3q309HSH79maNWsqODg417H/9ddfio2NddimXLlyatSokX777TfnDb4A/l3n1UhLS9OePXsc6nRxcVGLFi2KTZ1S7rWuXr1aERERuvPOO/X6668rJSUl1z6K+2v679+fpfV9K+Xvs0JSUpJ8fHzk5uaW4/qSUmthyPkZAK4gLi5OAQEBDssCAgKUlJSkCxcuyMvLq4hGdmUHDhxQr169lJqaKm9vb82aNUs33HBDjm1zqtPf3/+K540WB19++aX27t2rjz/+OF/tS2qtDRs21JQpUxQaGqrY2FjNmjVLvXv31urVq+Xj45OtfUmtMydjxozRmDFj1LJlS7m5uclms2nSpEm66aabct2mpNVfo0YNBQcH6/XXX9eECRNUpkwZLViwQNHR0YqNjc11u5JQZ1ZWliZPnqymTZuqVq1aki6O293dXb6+vg5t/f39c6330nJ/f/9s2xSHenOq82qcOXNGmZmZOdb57zkNRSW3Wu+8804FBwerUqVKOnDggKZOnaojR45o5syZOfZTXF/T3H5/7tu3r9S9b/P7WeH06dN6++231bNnz1z7Ku61FiaCBSwnNDRUq1atUmJior7++ms9++yzWrJkSa7hoiQ6deqUXnrpJb3//vsOf+ktjVq1amX/f506ddSoUSPddttt+uqrr9S9e/ciHJnzLV68WDt27NA777yj4OBg/fLLLxo/frwqVaqUr6NUJYG7u7veeustvfDCC7r55pvl6uqq5s2bq2XLljIMo6iHZ8r48eN18OBBLVu2rKiH4lRWqVPKvdbLP3TWrl1bgYGB6tevn44fP67rr7/+Wg/zquX2+7M0ys9nhaSkJD3yyCOqWbOmhg4dWoSjLT4IFrgqAQEB2VJ2XFycfHx8ivXRCkny8PBQ9erVJUkNGjTQrl27tGjRIk2YMCFb25zqjI+Pz/aX0OJmz549io+PV7du3ezLMjMz9fPPP2vp0qXatWuXXF1dHbYpqbX+m6+vr0JCQnT8+PEc15eWOi9cuKA33nhDM2fOVOvWrSVdDFb79u3TvHnzcg0WJbH+Bg0a6LPPPlNiYqLS09Pl5+en7t27q0GDBrluU9zrnDBhgjZs2KAlS5YoKCjIvjwgIEDp6elKSEhw+OtvfHy8AgMDc+zr0vL4+HhVqlTJYZs6deo4qYL8ya3Oq1GxYkW5uroqPj7eYXlxeV0LUmujRo0kXTyNM6dgUVxf09x+f95xxx2l6n0rXfmzQlJSkh5++GGVLVtWs2bNkru7e659FfdaCxNzLHBVGjdurC1btjgs27Rpkxo3blw0AzIhKyvLfh73v5XUOv/zn/9o9erVWrVqlf2rQYMG6ty5s1atWpUtVEglt9Z/S05O1okTJ3L9ZVZa6szIyFB6erpsNpvDcldX1zz/kl+S6y9Xrpz8/Px09OhR7d69W23bts21bXGt0zAMTZgwQevWrdPChQtVrVo1h/UNGjSQu7u7Nm/ebF92+PBhnTx5MtexX3fddQoMDHTYJikpSTt37sz1nHBnu1KdV8PDw0P169d3qDMrK0ubN28usjqlq6t13759kpTrz6ni+Jrm5NLvz9Lyvs3L5Z8VkpKSNGDAALm7u+udd9654pkBJa1WU4py5jiKj6SkJGPv3r3G3r17jVq1ahnz58839u7da/z999+GYRjG1KlTjWeeecbe/tLlZl955RXj0KFDxpIlS0rE5WanTp1qbNu2zThx4oSxf/9+Y+rUqUbt2rWNjRs3GoZhGM8884wxdepUe/vt27cb9erVM+bNm2ccOnTImDFjRrG4ZOXV+PdVSUpLrS+//LKxdetW48SJE8b27duNfv36GREREfZLzpbkOq/0ffnAAw8YnTp1MrZs2WIcP37c+OSTT4ywsDBj6dKl9j5KQv1XqnPNmjX2GtetW2fcdtttxtChQx36KAl1GoZhjBs3zggPDze2bt3qcOnRlJQUe5uxY8carVu3NjZv3mzs2rXL6NmzZ7bLdrZv39745ptv7I/nzJljNGvWzPj222+N/fv3G4899liRXsoyP3X+888/xt69e40PP/zQqFWrlvHzzz8be/fuNc6cOWNv07dvX2Px4sX2x19++aXRoEED49NPPzUOHTpkjBkzxmjWrJkRGxt7LctzcKVajx07ZsycOdPYtWuXceLECePbb7812rZta/Tu3duhn+L+ml7p92dpeN9ekletiYmJRvfu3Y0777zTOHbsmMNrnpGRYe+jpNRa2DgVCpIuXomkb9++9sdTpkyRJN199916+eWXFRsbq1OnTtnXV6tWTXPmzNGUKVO0aNEiBQUFadKkSbr11luv+dgLIj4+Xs8++6z++ecflStXTrVr19a8efN0yy23SLo4N8HF5X8H8po2baqpU6dq+vTpmjZtmkJCQjRr1ixTExCLi9JSa3R0tIYPH66zZ8/Kz89P4eHh+vDDD+Xn5yepZNd5pe/LadOmadq0aXr66ad17tw5BQcH66mnntJ9991n36Yk1J+fnz8vv/yy/bSKu+66S4MHD3booyTUKcl+A8M+ffo4LJ8yZYr91MVRo0bJxcVFTzzxhNLS0hQZGalx48Y5tD9y5IjDDbkGDhyolJQUjR07VgkJCQoPD9fcuXOLbI5Vfupcvny5w+Tl3r17Z2tz4sQJnTlzxt6mY8eOOn36tGbMmKHY2FjVrVtXc+fOLdJToa5U66W/5C9atEjnz59XlSpV1K5du2zv4eL+ml7p92dpeN9ekletW7du1c6dOyVJt99+u8N269ev13XXXSep5NRa2GyGUcJnvwEAAAAocsyxAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACYRrAAAAAAYBrBAgAAAIBpBAsAAAAAphEsAADFSp8+ffTSSy8V9TAAAAXEnbcBANfcc889p5UrV2Zb/s033xTBaAAAhYFgAQAoErfeequmTJnisMzPz6+IRgMAMItToQAARcLDw0OBgYEOX66urtnarVq1St26dVOTJk10yy23aMSIEYqPj3dos379erVr105hYWHq06ePVq5cqdq1ayshIUGS9Pfff+vRRx/VTTfdpMaNG6tTp076/vvvr0mdAGAVHLEAABRrGRkZevLJJ1WjRg3Fx8fr5Zdf1nPPPaf33ntPknTixAk9+eST6tOnj7p37659+/bplVdecehjwoQJSk9P15IlS+Tt7a1Dhw7J29u7KMoBgFKLYAEAKBIbNmxQkyZN7I9vvfVWzZgxI1u7e++91/7/atWq6YUXXtC9996r5ORklS1bVitWrFBoaKieffZZSVKNGjX0xx9/aPbs2fbtTp48qfbt26t27dr2fgAAhYtgAQAoEhEREXrxxRftj8uUKZNju927d2vmzJnav3+/zp07J8MwJEmnTp3SDTfcoCNHjqhBgwYO2zRs2NDhcd++ffXiiy9q48aNatGihdq1a6c6deoUbkEAYHHMsQAAFIkyZcqoevXq9q9KlSpla3P+/HkNGDBAZcuW1dSpU/Xxxx9r5syZkqT09PR876t79+769ttvddddd+mPP/7Qvffeq8WLFxdaLQAAggUAoBg7fPiwzp49q6efflrNmjVTzZo1s03cDg0N1e7dux2W7dq1K1tfVapU0X333aeZM2eqf//++vDDD506dgCwGoIFAKDYCg4Olru7uxYvXqwTJ05o/fr1evvttx3a9OzZU0eOHNFrr72mI0eOaM2aNfZ7ZNhsNknSSy+9pB9//FEnTpzQnj17tHXrVtWsWfOa1wMApRnBAgBQbPn5+enll1/W2rVr1bFjR7333nv2SdqXVKtWTW+++abWrVunLl266IMPPtCjjz4q6eIlbSUpKytLEyZMUMeOHfXwww8rJCRE48aNu+b1AEBpZjMuzYIDAKCUeOedd7R8+XLuVQEA1xBXhQIAlHhLly5VWFiYKlasqO3bt2vevHnq3bt3UQ8LACyFYAEAKPGOHTumd955R+fOnVNwcLD69++vRx55pKiHBQCWwqlQAAAAAExj8jYAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMI1gAAAAAMI1gAQAAAMA0ggUAAAAA0wgWAAAAAEwjWAAAAAAwjWABAAAAwDSCBQAAAADTCBYAAAAATCNYAAAAADCNYAEAAADANIIFAAAAANMIFgAAAABMcyvqAQCwhoyMDKWlpRX1MAAgTx4eHnJz4+MRcDX4zgHgVIZh6NixY4qPjy/qoQBAvvj7+6t69eqy2WxFPRSgRCFYAHCqS6GiQoUAeXqW4Rc1gGLLMAylpqYoPj5OkhQSElK0AwJKGIIFAKfJyMiwhwpfX7+iHg4AXJGnZxlJUnx8nI4dO67IyFvk6upaxKMCSgYmbwNwmktzKi79ogaAkuDSz6zfftuhDRu+V2ZmZhGPCCgZCBYAnI7TnwCUJJd+Zvn6ltOOHTt19uzZoh0QUEIQLAAAAHLg7V1GqampSk5OLuqhACUCwQIAYPfrr78oMrKZEhMTi3oosKA1a1arQ4fWRT2My9hkGIYMo6jHAZQMTN4GcM3d9PoP13R/P49oWaD2O3b8qmXLFuvAgX2Kj4/T5MlT1bJla4c2CxbM1YYN38nV1VXXX19dzzzzvLy9y+ba565dO7Vw4Tzt3r1LaWmpuu66aurYsbO6d7+vQBND16xZrRkzXtfatRsKVBP+J3DWddd0f7FD/ipQ+8WL5+v77/+rY8eOytPTU2FhDfXYY4/r+utDJEmZmZmaMeN17dq1U5LUoEFDPfnk03m+j3766Ud98MFiHTiwX1lZmQoNralu3bqrY8fOBRrbvHlz9OOP32vBgmUF2g6ANXDEAgD+JSUlRTfccKOGD382x/Vbt27WTz/9oDlz5mvevMUqX768Fi9ekGt/33//Xw0dOkiBgZX11luztXTpx+re/T4tXPi+xo0bJaMI/hyamZmprKysa75fXNlvv/2qbt26a86c+XrjjVnKyMjQU08NVUpKiiRp9epV+uefGM2du1hz5y5WbGysvvjis1z7+/jj5Xr++REKC2ukd99doIULl6tt23aaOnWKZs6cfo2qcpSenl4k+wXgXAQLAPiX5s1v0aBBg9Wq1W05rv/zz4Nq0qSZPD09JUkREc116NAfObZNSUnRq69OUmRkSz377Au68cbaqlIlWJ07d9ULL7yoDRvW67vv1knK+TSkgwcPKDKymU6dOqlff/1FkyePV1JSkiIjmykyspnmzZsj6eIVuGbOnK6uXe9QVFSkBg58UL/++ou9n0unmGzc+L0eeKC72rRpoZiY6Hw9Hxs2rNcDD/TQbbc11733dtYHHyxxWJ+QkKCJE8eqQ4fb1LbtLRox4gmdOHE8275/+GGDevW6W23atNDw4UPzvX+rmTbtLXXs2Fk1atTUjTfW0qhRLyomJloHDuyTJP355yHdfHNzubi4yMXFRTfdFKFDhw7m2FdMTLRmzpyu7t3v0yOPDFFoaA1dd1013XffAxo8+AktX75Ee/bslpTzaUg//LBBkZHN7Ovnz39Phw79YX//rVmzWpKUmJiol1+eqDvvjFK7dq30xBOP6uDB/31PzJs3R/363a/Vq1epe/cuatOmRb6fj5UrP1aPHnepdev/6L77umnt2i8d1kdHR+u554br9ttvVbt2rTRmzHM6ffp/N+S8tO9Vqz5Rt26d1LbtLRoz5jklJSXlewwA8odgAQAFVLPmjdq+/Welpl6QJG3a9JNq1rwxx7bbtm3RuXPndN99fbKti4xsqWrVrte3336dr/2GhTXSE0+MUNmyZfXZZ2v12Wdr7f2+8car2rPnd40fP1kLFy7XbbdF6emnHT/gX7hwQUuXLtSzz47W4sUrVLHile8tsn//Po0d+7yiotpp4cLleuihQZo79x37B0pJmjz5RR04sE+vvDJNs2fPl2EYeuaZJ5WRkeGw70WL3tfo0eP19tvzlJiYqBdfHJWvuq0uOfniB2BfX19JUs2aN2jLlp+UmZmpzMxMbd26STVr3pDjths2rFdGRkaO77+77rpHZcp45/v917bt7erV6wGFhtawv//atr1dkjRmzLM6c+a0pk6doXnzFqtWrToaNuwxJSScs2//998ntGHDd3rppVc1f37+TqX6/vv/6s03p6pXrwe0aNEK3XVXN02ZMsEemrOysvT888OVkJCgt956V2+8MUsnT/6tsWOfd+jn779P6L///VavvDJNr7/+lg4ePKDXX385X2MAkH/MsQCAAoqIaK59+/Zo4MAH5eLiqurVq+vRR4fk2PbEiWOSpOrVQ3NcX716iMOH/7y4u7vLx8dHNptN/v4B9uXR0dFas2a1PvnkCwUEBEqS7r+/j7Zu3aw1a1brkUcuji0jI0PDhz+nG2+sle9aV6xYqvDwm9Sv38OSpOuvr66jRw9r2bLF6tixs06cOK6NG3/QO+/MU1hYI0nSuHET1a1bJ/3wwwa1aRNl3/dTT41U/foNJEmjR49X7973au/e3apXr0G+x2M1WVlZmjHjdYWFNVKNGhfDQ+fOXXXkyJ966KHekqSwsMa68867ctz+xInj8vHxUUBAQLZ17u7uCg6uan+PXomnp5fKlCkjV1c3h/ffzp07tG/fHq1evU4eHh6SpKFDh+nHHzfov/9dr7vu6ibp4ulPo0ePV8WKFfNbvpYvX6w77uisbt26S7r4/tuzZ7c++GCxmjZtpu3bt+nw4T/14YefqXLlIEkX31t9+vTQvn17VLdufUkXj+iNHj1egYGVJEnDhj2jkSOHaejQYQ61ADCHYAEAV6Ffv4ftH7bzw5nzKA4fPqTMzEzdd183h+VpaWkqX768/bG7u7tuuCHnIyu5OXbsiCIjWzksCwtrpA8//ECZmZk6duyIXF1dHcJB+fIVdP311XXs2BH7MldXV9WtW8/+uHr1EPn4lNOxY0cJFnmYNu0VHT78p95+e659maurq556amQRjsrRoUN/KCUlRZ06tXVYnpqaqr///t/E9aCgKgUKFZJ09OhRdeni+L4OC2ukjz5abl9fqVJle6iQpNDQGvLxKaejR4/Yg0WlSkH2UCFdnPCelZWl48ePESyAQkSwAIACOnjwD40b53iqRY8e96lr13uzta1Wrbqkix/QL/1F/3JHjx5VaOjFoxkuLhfPTr08hFx+OlFuUlLOy9XVVfPmLZaLi+OVgcqU+d9dzz09PblZYQkybdor2rRpo2bOfFeVKlW2L9+8eaPeeusNh7aDBz+pyMjsVz+rVu16JSUlKS4u1n4065L09HSdPPmXmja9OIfCZrNlC8D5ff/5+wforbfmZFvn41PO/n8vrzLZ1gMoXQgWAFBAN95YS8uWfZKvtjff/B/5+pbX8uVLsgWLjRu/119/HdfAgY9KkipUuPjX3Pj4OPv59JdPgJUkNzd3ZWY6Xs3pxhtrKzMzU2fOnFGjRk2uqqbcVK8ear+s6SW7du1UtWrXy9XVVdWrhyozM1N79+6213fu3FkdP35MISH/O/0rMzNT+/fvtR+dOH78qJKSElW9ekihjrc0MAxDb7zxqn74YYPeemuOgoOrOqxv3jxSzZtH5quvVq3a6p133tIHHyzR448/5bBu1apPlJKSoqio9pIuvv/Onz+vlJQUeyA9ePCAwzbu7u7Kysp0WFa7dh2dPh0vV1dXVakSXKBaryQkJES//75Td9xxp33Zrl077WE8JCRE//wTo5iYaPtRiyNHDispKVGhoTXs2/zzT7RDuNqzZ5dcXFx0/fXVC3W8gNUxeRsA/uX8+fM6ePCA/UPVqVN/6+DBA4qOLvhVjMqUKaNnnnleGzf+oFdeeUmHDh3UqVMn9cUXq/TSS+PVunVbtWlzcQLsdddVU6VKlfX+++/qxInj2rRpo5Yvd7wCU5UqVZSScl6//LJNZ8+e1YULF3T99dXVrt0dmjRpnL7//judPPm39u7drcWL52vTpo2mnotevR7Q9u0/a8GCuTp+/Ji++uoLffLJh/bJwNWqXa9bb22lV155STt37tDBg39owoSxCgyspFtvbW3vx83NTW+88Zr27Nmt/fv36aWXxqt+/TBOg8rB66+/om+++Urjxk2St7e34uPjFB8fZ79YQEEEBQVp8OAn9NFHH2jOnFk6duyo/v77Ly1fvkTvvDNDvXo9YJ/3Ur9+A3l5eWnOnFn6+++/9M03a/XVV1/8q79gnTp1UgcPHtDZs2eVlpamZs0iVL9+mJ5//mlt27ZFp06d1K5dOzVnzizt37/X1HNx33199dVXq7Vy5cc6ceK4li9foh9++K969XpAktSsWYRq1KipCRPG6MCB/dq7d7cmTRqnxo2bqk6d/5165+HhoUmTxungwT+0c+dvmj79Nd12WxSnQQGFjCMWAK65gt6w7lrbv3+vnnjiUfvjS6ed3HHHnXrhhRcL3N9tt0XJz89fCxe+ryFDHlZaWpquu66a+vZ9SD163Gc/PcnNzU0vvviSXn/9ZT344H2qW7eeBg58TGPGPGfvKyyskbp2vUfjxj2vc+fOqX//gRow4BGNGjVOCxfO08yZ0xUb+4/Kl6+g+vXD1KLFraaei9q162jChCmaO3eOFiyYK3//AA0Y8KjDjdWef36c3nxzqp59dpjS09PVqFFTvfbam3Jz+9+vGC8vLz3wwIMaP/4FxcXFqmHDxnruubGmxna1CnrDumtt1aqPJUmPP/6Iw/JRo8YV+IZ2ktSjx/0KDq6qDz5Yoo8/Xq7MzCyFhtbQiBHPqVOnLvZ2vr7lNWbMRL399ptavXqlwsNv1kMPDdKrr75kb9O6dRv98MN3evzxR5WUlGgf09Spb+rdd9/W5MnjdfbsGfn5+atx46b5uvJYXlq2bK0nn3xaH3ywWG++OVVVqgTr+efHOpy+NWXKNE2f/qqGDh0om81FERHN9dRTzzj0U7VqNbVq1UbPPPOkEhIS1KJFpEaMeC6nXQIwwWYUxZ2ZAFjC+fPntW/fPgUFXS8PD6+iHg6KCHcLR1G6mruFp6VdUHT0cR08eEh//nlYDzzQW9WrX+/EUQKlA6dCAQAAADCNYAEAAADANE6FAuA0nAoFoCTiVCjg6nDEAgAAAIBpBAsATseBUQAlCT+zgKtDsADgNB4eHpKk1NSUIh4JAOTfpZ9ZaWlpRTwSoGThPhYAnMbNzU3+/v6Kj4+TJHl6lrHfswEAihvDMJSamqKzZ+N05swZZWZmXnkjAHYECwBOVb16dWVlZenMmbiiHgoA5MuZM2d06lS0MjMz5erqKg8P96IeElAiECwAOJXNZlONGjW0atXnOnz4sCpVCpSnp2dRDwsAsjEMQ+np6crKylJmZqZOnjyl666rqgoVKhT10IASgcvNArgmzp8/rzVrvtKBA38oKyurqIcDAFdUpUoV3XVXFwUGBhT1UIASgWAB4Jq5cOGCTp48pfPnz3PVFQDFmpeXlypXriRfX9+iHgpQYhAsAAAAAJjG5WYBAAAAmEawAAAAAGAawQIAAACAaQQLAAAAAKYRLAAAAACY9n9PCcu5WYtVtwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Z7y+olJSkfM8NiY+/+F83N3dVrnxtgee12dxks9n+f10J8vOrlOdYwzB05ky00tNTHbZnZKQrKemsUlNTVLFiVYdyke3MmSiHYpSael6JiTaHQpXb+S+ZmRlKTj6ntLQLCgioWuBcAAAAuIhicRVcuJCsCxeSHbYV5N0DT08vlS9fUe7uHrLZ3GQYhjIy0pSUdFbSxd/oZ/+AnpR01l4qPDw8Va6cv7KyMpSYeNYJiQrPZpPKlaugxMR4paQk5XJo2D/On0+wlwo3N3f5+laUzSYlJp5RVlam0tNTdf58Qq5zGIYhP79KMgxDiYkXW9CFC8kqXz5Abm5uSk9PtZeKi3P7y83NXefPJyotLeX/709Q5cp+TngWAAAASi+KhQvz9CyjtLRUpaSc/f/DgQyH+9PT0yRd/GH64qE/F1WoECgPj4uHSWVmZur8+YQCP6avr798ff1zvc9mkwIDyys2NlGGkeuQfJUt66vk5HP2dy28vX1yHXdpCfPzC1CZMj7///g2nT0bYx+TW7EoXz7APm9q6vn/P2zr4jsSbm5eDnOXLVtO7u4X/wj4+PgqLS0lx+MDAACgYCgWV0FuJ2//+5j/3Jw7F+tQGP7tn8OesmTYf9K32UuFpEKfB+HMcyxsNpvKlfNTYuIZpaQkycsr9/2zz6mQHNd/6f9fOuZSl8556XOc/VxdelWq5OQEJSfnLF1cuQoAAKDwKBZXwZWcvJ2ZmWEvFTabTb6+Fe3nS2R/9oORy9sGuZx2UCjOOsci2z/vWmTl+kO9WQUpbAWRlZVVJPMAAABYBcXCRWVmZtr/38urrHx8ykuS0tJSc4x1c7t4YrRhGP9/Hka6vYT8+wTo4mazucnHx09JSWeVkZGW6xgPDw/7uwbp6an2Q6EuzeLhcWXfuh4envbDo/z8KqlsWd9cRmXJzY0rQwEAABQGxcJFubv/85v3tLQLSklJls2m/z9x25HNZlOZMmV14cLFK0idOxercuUqKCsrQ+fPJxbqcZ15jkW2smXLKzk5wX540r95e5ez50xIiFf58hcfLDHxjMOYK+HtXc7+nFw8GTxLHh6eMowsZWZmKC3tgtzd3VW5ct4nlwMAACAnioWLcnf3kJdXWaWlpcgwspSQECvp4nkGuZ0D4evrr9TUCzKMLGVkpOncuYsnOXt4eLrcOQNubm7y8Smf5yFXPj5+Sk29eIWmrKxMnTsX63C/p2cZ+fhc2VWbsj8DJDn5nAwjS0lJZ3KMudLSAgAAYGUc7+HCKlSoJG/vcv//GRBu8vYuJ3//yrmOdXf3VMWKVf//BGeb3NzcVa5cBYeTxnP73Ifi4uNTPs/12Gw2VaxYVb6+/v9/SJdNF09K95Svr3+en2FRUL6+/vL3rywvL2/7h+Flf/Cgr6+/ypf3v+K5AQAArIp3LJwkv0OK/s3Ly1tVq9bIsd3NzT3Xz7rIbax08d2JgIAgh22XHj50uU+7Lmru7h55rtXNzV1VqlyX574XryBVId/Pu8iW10nkFSoE5vlZIWXK+NjP3cj52Jd9SAAAUBAvVlD+n9plTsywv5w4OwqLYlGKnDkTJR8fP/vlZtPSUhzOscjrcyMAAAAAsygWpUh6elqO8xGylS8fYP8wOAAAAKCo8ZNmKVK2bHmlp19QZmaGDMOwnzfg41O+0J+jAQAAABQGxaIU8fMLKO4lAAAAwKK4KhQAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEwrVcXihx9+UI8ePRQcHCybzaY1a9Zcdp/NmzerRYsWKlOmjOrUqaMlS5bkGDN//nzVrFlT3t7eCg0N1Y4dO4p+8QAAAEAJVqqKRXJyspo2bar58+cXaHxkZKS6d++uDh06aPfu3RoxYoQeffRRff311/YxH374oUaOHKlJkybpl19+UdOmTdWlSxedPn3aWTEAAACAEsejuBdQlG6//XbdfvvtBR6/YMEChYSE6LXXXpMkNWjQQFu2bNHrr7+uLl26SJJmz56twYMHa9CgQfZ91q1bp/fee09jxowp+hAAAABACVSq3rEorG3btiksLMxhW5cuXbRt2zZJUlpamnbt2uUwxs3NTWFhYfYxAAAAAErZOxaFFRUVpapVqzpsq1q1qhISEpSSkqIzZ84oMzMz1zEHDhzId26brciXW+yyM5XGbJeySk7JOlmtklOyTlar5JSsk9UqOSXrZL0a+VzlObTKa3o5li4WzhIQUE7u7qX3zaBKlcoX9xKuCqvklKyT1So5JetktUpOyTpZrZJTslZWZwkMdK3n0OqvqaWLRVBQkKKjox22RUdHy8/PT2XLlpW7u7vc3d1zHRMUFJTnvPHxyaWysdpsF//AxMUlyjCKezXOY5WcknWyWiWnZJ2sVskpWSerVXJK1slqs0mVnPwYsbGJTn6Egintr2lBC5yli0Xr1q21fv16h20bN25U69atJUleXl5q2bKlNm3apJ49e0qSsrKytGnTJg0fPjzfuUvjN1U2wyjd+bJZJadknaxWySlZJ6tVckrWyWqVnJK1sjqLqz1/Vn9NS9XxOklJSdq9e7d2794t6eLlZHfv3q3jx49LksaOHasBAwbYxz/++OM6cuSIRo8erQMHDuitt97SRx99pGeeecY+ZuTIkfrvf/+rpUuXKiIiQkOHDlVycrL9KlEAAAAAStk7Fjt37lSHDh3st0eOHClJeuihh7RkyRKdOnXKXjIkKSQkROvWrdMzzzyjN954Q9dee63effdd+6VmJalPnz6KiYnRxIkTFRUVpWbNmmnDhg05TugGAAAArKxUFYv27dvLyOf9p9w+Vbt9+/b69ddf8513+PDhlz30CQAAALCyUnUoFAAAAIDiQbEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBppa5YzJ8/XzVr1pS3t7dCQ0O1Y8eOPMe2b99eNpstx1f37t3tYwYOHJjj/q5du16NKAAAAECJ4VHcCyhKH374oUaOHKkFCxYoNDRUc+bMUZcuXXTw4EFVqVIlx/jPPvtMaWlp9ttxcXFq2rSpevfu7TCua9euWrx4sf12mTJlnBcCAAAAKIFK1TsWs2fP1uDBgzVo0CA1bNhQCxYskI+Pj957771cxwcEBCgoKMj+tXHjRvn4+OQoFmXKlHEYV7FixasRBwAAACgxSk2xSEtL065duxQWFmbf5ubmprCwMG3btq1AcyxatEh9+/ZVuXLlHLZv3rxZVapUUb169TR06FDFxcUV6doBAACAkq7UHAoVGxurzMxMVa1a1WF71apVdeDAgcvuv2PHDv3+++9atGiRw/auXbuqV69eCgkJ0Z9//qlx48bp9ttv17Zt2+Tu7p7nfDbbleVwZdmZSmO2S1klp2SdrFbJKVknq1VyStbJapWcknWyXo18rvIcWuU1vZxSUyzMWrRokRo3bqwbb7zRYXvfvn3t/9+4cWM1adJEtWvX1ubNm9WpU6dc5woIKCd391LzZlAOlSqVL+4lXBVWySlZJ6tVckrWyWqVnJJ1slolp2StrM4SGOhaz6HVX9NSUywCAwPl7u6u6Ohoh+3R0dEKCgrKd9/k5GStWrVKU6ZMuezj1KpVS4GBgTp8+HCexSI+PrlUNlab7eIfmLi4RBlGca/GeaySU7JOVqvklKyT1So5JetktUpOyTpZbTapkpMfIzY20cmPUDCl/TUtaIErNcXCy8tLLVu21KZNm9SzZ09JUlZWljZt2qThw4fnu+/HH3+s1NRU9e/f/7KP89dffykuLk7VqlXLd1xp/KbKZhilO182q+SUrJPVKjkl62S1Sk7JOlmtklOyVlZncbXnz+qvaak6XmfkyJH673//q6VLlyoiIkJDhw5VcnKyBg0aJEkaMGCAxo4dm2O/RYsWqWfPnqpUybFXJyUl6bnnntP27dt19OhRbdq0SXfddZfq1KmjLl26XJVMAAAAQElQat6xkKQ+ffooJiZGEydOVFRUlJo1a6YNGzbYT+g+fvy43Nwcu9TBgwe1ZcsWffPNNznmc3d312+//aalS5fq7NmzCg4OVufOnTV16lQ+ywIAAAC4RKkqFpI0fPjwPA992rx5c45t9erVk5HHe1Zly5bV119/XZTLAwAAAEqlUnUoFAAAAIDiQbEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBppa5YzJ8/XzVr1pS3t7dCQ0O1Y8eOPMcuWbJENpvN4cvb29thjGEYmjhxoqpVq6ayZcsqLCxMhw4dcnYMAAAAoEQpVcXiww8/1MiRIzVp0iT98ssvatq0qbp06aLTp0/nuY+fn59OnTpl/zp27JjD/a+88ormzp2rBQsWKDw8XOXKlVOXLl104cIFZ8cBAAAASoxSVSxmz56twYMHa9CgQWrYsKEWLFggHx8fvffee3nuY7PZFBQUZP+qWrWq/T7DMDRnzhyNHz9ed911l5o0aaL3339fJ0+e1Jo1a65CIgAAAKBkKDXFIi0tTbt27VJYWJh9m5ubm8LCwrRt27Y890tKSlKNGjVUvXp13XXXXdq3b5/9vsjISEVFRTnMWaFCBYWGhuY7JwAAAGA1HsW9gKISGxurzMxMh3ccJKlq1ao6cOBArvvUq1dP7733npo0aaJz585p1qxZatOmjfbt26drr71WUVFR9jn+PWf2fXmx2UyEcVHZmUpjtktZJadknaxWySlZJ6tVckrWyWqVnJJ1sl6NfK7yHFrlNb2cUlMsrkTr1q3VunVr++02bdqoQYMGWrhwoaZOnXrF8wYElJO7e6l5MyiHSpXKF/cSrgqr5JSsk9UqOSXrZLVKTsk6Wa2SU7JWVmcJDHSt59Dqr2mpKRaBgYFyd3dXdHS0w/bo6GgFBQUVaA5PT081b95chw8fliT7ftHR0apWrZrDnM2aNctznvj45FLZWG22i39g4uISZRjFvRrnsUpOyTpZrZJTsk5Wq+SUrJPVKjkl62S12aRKTn6M2NhEJz9CwZT217SgBa7UFAsvLy+1bNlSmzZtUs+ePSVJWVlZ2rRpk4YPH16gOTIzM7V3715169ZNkhQSEqKgoCBt2rTJXiQSEhIUHh6uoUOH5jtXafymymYYpTtfNqvklKyT1So5JetktUpOyTpZrZJTslZWZ3G158/qr2mpKRaSNHLkSD300ENq1aqVbrzxRs2ZM0fJyckaNGiQJGnAgAG65pprNGPGDEnSlClTdNNNN6lOnTo6e/asXn31VR07dkyPPvqopItXjBoxYoSmTZum66+/XiEhIZowYYKCg4Pt5QUAAABAKSsWffr0UUxMjCZOnKioqCg1a9ZMGzZssJ98ffz4cbm5/XPuw5kzZzR48GBFRUWpYsWKatmypbZu3aqGDRvax4wePVrJyckaMmSIzp49q7Zt22rDhg05PkgPAAAAsDKbYVj5DRvniIlxjeP9iprNdvEYu9jY0nn8YDar5JSsk9UqOSXrZLVKTsk6Wa2SU7JOVptNCpx3rVMfI2bYX06dv6BK+2tauXLBzrEovZcuAgAAAHDVUCwAAAAAmEaxAAAAAGBakRWLCxcuKDU1taimAwAAAFCCXPFVoTZv3qzPP/9cP/30k/bv36+UlBRJko+Pjxo0aKA2bdqoZ8+eat++fVGtFQAAAICLKlSxSE9P18KFCzV79mwdPXpUAQEBatGihfr376+KFSvKMAydOXNGkZGRWr58uebOnasaNWpo1KhReuyxx+Tp6emsHAAAAACKUaGKRZ06dZSWlqaHHnpI9913n1q0aJHv+F27dunjjz/W9OnTNWvWLB09etTMWgEAAAC4qEIVi3HjxmngwIEqU6ZMgca3bNlSLVu21JQpU7R48eIrWiAAAAAA11eok7cfe+wxh1Jx/Phx+7kVuUlJSdHx48fl5eWlxx577MpXCQAAAMClmboqVEhIiFavXp3n/V988YVCQkLMPAQAAACAEsBUsTAu85nl6enpcnPjozIAAACA0q7Ql5tNSEjQ2bNn7bfj4uJ0/PjxHOPOnj2rVatWqVq1aqYWCAAAAMD1FbpYvP7665oyZYokyWazacSIERoxYkSuYw3D0LRp00wtEAAAAIDrK3Sx6Ny5s3x9fWUYhkaPHq37778/x2VnbTabypUrp5YtW6pVq1ZFtlgAAAAArqnQxaJ169Zq3bq1JCk5OVm9evVS48aNi3xhAAAAAEqOQheLS02aNKmo1gEAAPLyYgUFOmnqmGF/OWlmAFZj6pJNu3fv1gcffOCw7euvv1a7du0UGhqqN954w9TiAAAAAJQMporF6NGj9eGHH9pvR0ZG6u6771ZkZKQkaeTIkXrnnXfMrRAAAACAyzNVLPbs2aO2bdvab7///vtyd3fXr7/+qvDwcN17771asGCB6UUCAAAAcG2misW5c+dUqVIl++3169frtttuU2DgxSNBb7vtNh0+fNjcCgEAAAC4PFPFolq1aoqIiJAknTp1Srt27VLnzp3t9yclJfHJ2wAAAIAFmLoq1F133aU333xTFy5cUHh4uMqUKaO7777bfv+ePXtUq1Yt04sEAAAA4NpMFYtp06YpJiZGy5Ytk7+/v5YsWaKqVatKkhISEvTJJ59o2LBhRbJQAAAAAK7LVLHw9fXVihUr8rzvr7/+ko+Pj5mHAAAAAFACmCoWl0pKStKJEyckSdWrV5evr68qVKhQVNMDAODS/vPaD06b+6i306YGgCJj+szqn3/+WR06dFDFihXVqFEjNWrUSBUrVlTHjh21c+fOolgjAAAAABdn6h2L8PBwtW/fXl5eXnr00UfVoEEDSVJERIQ++OADtWvXTps3b9aNN95YJIsFAAAA4JpMFYsXXnhB11xzjbZs2aKgoCCH+1588UXdfPPNeuGFF7Rx40ZTiwQAAADg2kwdChUeHq7HHnssR6mQpKpVq2rIkCHavn27mYcAAAAAUAKYKhZubm7KyMjI8/7MzEw+IA8AAACwAFM/9bdp00bz58/XsWPHctx3/PhxvfXWW7r55pvNPAQAAACAEsDUORbTp09Xu3btVL9+fd19992qW7euJOngwYP6/PPP5eHhoRkzZhTJQgEAAFD0uFQyioqpYtG8eXOFh4frhRde0BdffKHz589Lknx8fNS1a1dNmzZNDRs2LJKFAgAAAHBdpj8gr2HDhlq9erWysrIUExMjSapcuTLnVgAAAAAWYqpYZGRk6Pz58/Lz85Obm5uqVq3qcH9CQoJ8fHzk4VFkH/ANAAAAwAWZelvhqaeeUps2bfK8/+abb9aoUaPMPAQAAACAEsDUWwkbNmzQgAED8rz/3nvv1fLly/XGG2+YeRgAAADANKeeqP5yd6fNXVKYesfi5MmTuuaaa/K8Pzg4WH///beZhwAAAABQApgqFpUqVdLBgwfzvD8iIkJ+fn5mHgIAAABACWCqWHTt2lULFy7Ur7/+muO+X375Re+8845uv/12Mw8BAAAAoAQwVSymTp0qPz8/3Xjjjbrnnns0ceJETZw4Ub169VJoaKgqVKigqVOnFtVaC2T+/PmqWbOmvL29FRoaqh07duQ59r///a9uueUWVaxYURUrVlRYWFiO8QMHDpTNZnP46tq1q7NjAAAAACWKqZO3g4ODtXPnTo0ZM0aff/65Vq9eLUny8/NTv379NH36dAUHBxfJQgviww8/1MiRI7VgwQKFhoZqzpw56tKliw4ePKgqVarkGL9582bdf//9atOmjby9vTVz5kx17txZ+/btczh3pGvXrlq8eLH9dpkyZa5KHgAAAKCkMP0BE9WqVdPSpUtlGIbDB+TZbDbTiyus2bNna/DgwRo0aJAkacGCBVq3bp3ee+89jRkzJsf4FStWONx+99139emnn2rTpk0OV7sqU6aMgoKCnLt4AAAAoAQrsk+us9lsub4rcLWkpaVp165dGjt2rH2bm5ubwsLCtG3btgLNcf78eaWnpysgIMBh++bNm1WlShVVrFhRHTt21LRp01SpUqV85yqGXuV02ZlKY7ZLWSWnZJ2sVskpWSerVXJeDa7yHFrpNbVSVmdztefQ1dZztZWaj8SOjY1VZmZmjk//rlq1qg4cOFCgOZ5//nkFBwcrLCzMvq1r167q1auXQkJC9Oeff2rcuHG6/fbbtW3bNrm7u+c6T0BAObm7mzp9xaVVqlS+uJdwVVglp2SdrFbJKVknq1VyOlNgoGs9h1Z6Ta2U1Vn4/nUthSoWDRs21JgxY9S3b195eXkVaJ/U1FStXLlSr776qvbv339Fi7waXn75Za1atUqbN2+Wt7e3fXvfvn3t/9+4cWM1adJEtWvX1ubNm9WpU6dc54qPTy6VjdVmu/gHJi4uUYZR3KtxHqvklKyT1So5JetktUrOqyE2NrG4lyDJWq+plbI6m6t8/2Yrra9pQQtcoYrFwIEDNXLkSD399NO68847FRYWphYtWigkJEQ+Pj6SpOTkZEVGRmrnzp369ttvtXbtWnl5eem5554rfIpCCAwMlLu7u6Kjox22R0dHX/b8iFmzZunll1/Wt99+qyZNmuQ7tlatWgoMDNThw4fzLBaSSuU3VTbDKN35slklp2SdrFbJKVknq1VyOpOrPX9Wek2tlNVZXO35s/prWqhiMXr0aA0dOlSLFi3SkiVLtGzZMvtJ2h4eF6fKyMiQJBmGoUaNGmny5Ml6+OGHnf5BeV5eXmrZsqU2bdqknj17SpKysrK0adMmDR8+PM/9XnnlFb300kv6+uuv1apVq8s+zl9//aW4uDhVq1atqJYOAAAAlHiFPseifPnyGjFihEaMGKGjR49q69atOnDggOLi4iRd/DTu+vXrq3Xr1goJCSnyBedn5MiReuihh9SqVSvdeOONmjNnjpKTk+1XiRowYICuueYazZgxQ5I0c+ZMTZw4UStXrlTNmjUVFRUlSfL19ZWvr6+SkpI0efJk3XPPPQoKCtKff/6p0aNHq06dOurSpctVzQYAAAC4MlMnb9esWVM1a9bMd8yZM2dUsWJFMw9TYH369FFMTIwmTpyoqKgoNWvWTBs2bLCf0H38+HG5uf1zUvXbb7+ttLQ03XvvvQ7zTJo0SS+++KLc3d3122+/aenSpTp79qyCg4PVuXNnTZ06lc+yAAAAAC7hlKtCpaam6osvvtCKFSv09ddfKyUlxRkPk6vhw4fneejT5s2bHW4fPXo037nKli2rr7/+uohWBgAAAJReRVYsDMPQpk2btGLFCq1evVqJiYkyDKNYPigPAAAAwNVluljs2rVLK1as0KpVqxQdHS1vb29169ZN9913n37//XdNmzatKNYJAAAAwIVdUbE4cuSIVqxYoRUrVujQoUPy9PRU165d1adPH915550qV66cfRwAAACA0q/QxaJ169basWOHPD09FRYWpnHjxqlnz55Ov5wsAAAAANdV6GIRHh6uMmXKaPz48RoyZIgqV67sjHUBAAAAKEHcLj/E0bx589SyZUtNmDBB11xzjcLCwvTuu+8qPj7eGesDAAAAUAIUulg88cQT2rJli44cOaKJEyfq5MmTGjJkiKpVq6Zu3bpp6dKlOnfunDPWCgAAAMBFFbpYZKtZs6bGjx+v/fv36+eff9awYcO0Z88eDRo0SFWrVlWPHj20ZcuWolwrAAAAABdVJJ9j0bJlS7Vs2VKzZs3K8VkWfI4FAAAASr0XKyjQSVPHDPvLSTMXrSt+xyLXydzcdNttt2nJkiWKjo7WBx98oDvuuKMoHwIAAACACyp0sZg1a5YOHDhw2XHe3t7q06ePPv/88ytaGAAAAICSo9DF4pVXXtENN9ygWrVq6cknn9SGDRuUmprqjLUBAAAAKCEKXSyio6P1008/6cEHH9S2bdvUvXt3VapUST169NDChQt1/PhxZ6wTAAAAgAsrdLGw2Wy66aabNHnyZO3cuVMnT57U3Llz5e3treeff14hISFq3LixxowZoy1btigrK8sZ6wYAAADgQkxfFapq1ap6+OGH9fDDDysjI0M//vij1q9fr7Vr1+qVV16Rv7+/OnfurGeeeUahoaFFsWYAAJx6BRap5FyFBQBcRZFeFcrDw0MdOnTQq6++qn379unIkSOaOnWqEhMT9eOPPxblQwEAAABwIUXyORaSdOHCBdlsNpUpU8a+rWbNmho2bJiGDRtWVA8DAAAAwAVdcbHYvHmzPv/8c/3000/av3+/UlJSJEk+Pj5q0KCB2rRpo549e6p9+/ZFtVYAAAAALqpQxSI9PV0LFy7U7NmzdfToUQUEBKhFixbq37+/KlasKMMwdObMGUVGRmr58uWaO3euatSooVGjRumxxx6Tp6ens3IAAFzQf177wWlzH/V22tQAgCtQqGJRp04dpaWl6aGHHtJ9992nFi1a5Dt+165d+vjjjzV9+nTNmjVLR48eNbNWAAAAAC6qUMVi3LhxGjhwoMN5FPlp2bKlWrZsqSlTpmjx4sVXtEAAAAAArq9QxeKxxx67ogfx8vK64n0BAAAAuL4ivdwsAAAAAGsq9FWhfvnll0KNd3d3l5+fn2rUqCE3N3oMAAAAUBoVuli0atVKNput0A9Urlw59evXT7Nnz1bZsmULvT8AAAAA11XoYlHYk7ANw1BiYqJ27Nihd955R4ZhaMGCBYV9WAAAAAAurNDF4qGHHrriB/P399eHH35IsQAAAABKmat60kOHDh3k6+t7NR8SAAAAwFVwVYtFr169dOTIkav5kAAAAACugkIVi4YNG+r9999XWlpagfdJTU3V4sWL1bBhw0IvDgAAAEDJUKhzLAYOHKiRI0fq6aef1p133qmwsDC1aNFCISEh8vHxkSQlJycrMjJSO3fu1Lfffqu1a9fKy8tLzz33nFMCAAAAACh+hSoWo0eP1tChQ7Vo0SItWbJEy5Yts1961sPj4lQZGRmSLl4NqlGjRpo8ebIefvhh+fn5FfHSAaBk+s9rPzh1/qPeDyjQSXPHDPvLSTMDAEq6Ql8Vqnz58hoxYoRGjBiho0ePauvWrTpw4IDi4uIkSZUqVVL9+vXVunVrhYSEFPmCAQAAALieQheLS9WsWVM1a9bMd8yZM2dUsWJFMw8DAAAAwMU55apQqamp+vjjj9WzZ08FBwc74yEAAAAAuBBT71hcyjAMbdq0SStWrNDq1auVmJgowzDs52AAAAAAKL1MF4tdu3ZpxYoVWrVqlaKjo+Xt7a1u3brpvvvu0++//65p06YVxToBAAAAuLArKhZHjhzRihUrtGLFCh06dEienp7q2rWr+vTpozvvvFPlypWzjwMAAABQ+hW6WLRu3Vo7duyQp6enwsLCNG7cOPXs2ZPLyQIAAHNerOC0SyVLXC4ZcLZCn7wdHh4uLy8vTZgwQYsXL9aAAQNcqlTMnz9fNWvWlLe3t0JDQ7Vjx458x3/88ceqX7++vL291bhxY61fv97hfsMwNHHiRFWrVk1ly5ZVWFiYDh065MwIAAAAQIlT6Hcs5s2bp5UrV2rChAmaPHmy2rVrp759+6pXr14KCAhwxhoL7MMPP9TIkSO1YMEChYaGas6cOerSpYsOHjyoKlWq5Bi/detW3X///ZoxY4buuOMOrVy5Uj179tQvv/yiRo0aSZJeeeUVzZ07V0uXLlVISIgmTJigLl26aP/+/fL29r7aEQEAKFbO/IDHo/yzCpRohS4WTzzxhJ544gkdPXpUy5cv18qVKzVkyBANGzZMnTp1Up8+fdSzZ09VqFDBGevN1+zZszV48GANGjRIkrRgwQKtW7dO7733nsaMGZNj/BtvvKGuXbvqueeekyRNnTpVGzdu1Lx587RgwQIZhqE5c+Zo/PjxuuuuuyRJ77//vqpWrao1a9aob9++ua7DMLKclLB4GYaUlZWlrKzSmS+bVXJK1snqajnLuDv3anlZ7s776aywf785M6szc0rWyWqVnJLr/Ptspb+TXO01LalZXeV793JshmEYZifJvjLUhx9+qFOnTsnLy0u33XabJGn9+vXKzMw0vdDLSUtLk4+Pjz755BP17NnTvv2hhx7S2bNn9fnnn+fY57rrrtPIkSM1YsQI+7ZJkyZpzZo12rNnj44cOaLatWvr119/VbNmzexjbr31VjVr1kxvvPFGrmv5/fffiyoWAAAAUKyyj+S5nCL5HIuWLVuqZcuWmjVrVo7Psrhan2MRGxurzMxMVa1a1WF71apVdeDAgVz3iYqKynV8VFSU/f7sbXmNAQAAAFCEH5AnSW5ubrrtttt02223acGCBfr888+1cuXKonyIEqFKlerF9ti3vPGTU+eP8B7ktLljH/vDaXMXhs0mVapUXnFxiTL/fp5rs0pWq+SUrJPVKjkl62S1Sk7JOlmtklOyVtb8FGmxuJS3t7f69OmjPn36OOshHAQGBsrd3V3R0dEO26OjoxUUFJTrPkFBQfmOz/5vdHS0qlWr5jDm0kOj/s1mK/TFtopMaqZzv5vdMi84be7ifN4uZbNdLMmush5nskpWq+SUrJPVKjkl62S1Sk7JOlmtklOyVtb8lJr0Xl5eatmypTZt2mTflpWVpU2bNql169a57tO6dWuH8ZK0ceNG+/iQkBAFBQU5jElISFB4eHiecwIAAABW5LR3LIrDyJEj9dBDD6lVq1a68cYbNWfOHCUnJ9uvEjVgwABdc801mjFjhiTp6aef1q233qrXXntN3bt316pVq7Rz50698847kiSbzaYRI0Zo2rRpuv766+2Xmw0ODnY4QRwAAACwulJVLPr06aOYmBhNnDhRUVFRatasmTZs2GA/+fr48eNyc/vnTZo2bdpo5cqVGj9+vMaNG6frr79ea9ascTjzffTo0UpOTtaQIUN09uxZtW3bVhs2bOAzLAAAAIBLFMnlZuEoJiax2B7bmR9cJElHvR9w2twxw/5y2tyFYbNJgYHlFRtb+k/AskpWq+SUrJPVKjkl62S1Sk7JOlmtklMq/VkrVy5foHGl5hwLAAAAAMXHdLEwDEPHjx9XWlqapIsnTF96GwAAAEDpZ7pYxMfHKyQkRFu2bJEkxcTEONwGAAAAUPoVyaFQ/z5Ng9M2AAAAAGvhHAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaR5mJ6hQoYL+97//qVmzZpKkgIAAh9sAAAAASj/TxcLDw0O33nqr/banp6fDbQAAAAClH4dCAQAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMC0IikWycnJioqKUkZGRlFMBwAAAKCEueJicezYMQ0fPlw1atSQn5+frrnmGnl7e6tmzZoaPXq0jh07VpTrBAAAAODCrqhYrF27Vk2aNNFbb70ld3d39ejRQw888IDuuOMOubm5adasWWrWrJnWrVtn32f8+PFFtmgAAAAArqXQn7wdERGh++67TyEhIVq4cKFuueWWHGN+/PFHPf744+rTp4927typGTNmaPny5Zo2bVqRLBoAAACAayl0sZg+fboqVaqkLVu2KCAgINcxt9xyi3788Uc1adJELVu2VGpqqmbMmGF6sbi8n0e1c9rcNpukeU6bHgAAACVYoQ+F+u677/TII4/kWSqyBQQE6OGHH1ZKSoqWLFmi0aNHX/EiAQAAALi2QheLuLg41axZs0BjQ0JC5O7urv79+xf2YQAAAACUIIUuFoGBgYqMjCzQ2MjISFWpUqXQiwIAAABQshS6WLRv316LFi1SfHx8vuPi4+O1aNEidezY8YoXBwAAAKBkKHSxGDdunOLi4tSuXTtt3bo11zFbt27Vrbfeqri4OI0dO9b0IgEAAAC4tkJfFaphw4ZauXKlBgwYoFtuuUU1a9ZU06ZNVb58eSUmJuq3335TZGSkypYtq5UrV6phw4bOWDcAAAAAF1LoYiFJvXr1UrNmzfTKK6/oyy+/1Jo1a+z3BQcHa8iQIXr22WdVu3btolonAAAAABd2RcVCkmrVqqUFCxZIkhISEpSYmKjy5cvLz8+vyBYHAAAAoGS44mKRmpqq5cuX65tvvtGff/5pLxbXX3+9unTpogceeEBeXl5FuVYAAAAALuqKisXevXt111136dixYzIMQxUqVJCvr69Onz6tX375RR999JFeeuklffHFF2rQoEFRrxkAAACAiyn0VaGSkpJ05513Kjo6Wi+99JJOnDihM2fOOPx32rRpOnnypHr06KHk5GRnrBsAAACACyl0sVi8eLGOHz+udevWacyYMbrmmmsc7r/mmms0duxYrV27VpGRkVqyZElRrRUAAACAiyp0sVi3bp06d+6s9u3b5zuuY8eOuu2227R27dorXRsAAACAEqLQxWLv3r2XLRXZOnbsqL179xb2IQAAAACUMIUuFvHx8QoKCirQ2KpVqyo+Pr7Qi7oS8fHx6tevn/z8/OTv769HHnlESUlJ+Y5/8sknVa9ePZUtW1bXXXednnrqKZ07d85hnM1my/G1atUqZ8cBAAAASpRCXxUqNTVVnp6eBZvcw0NpaWmFXtSV6Nevn06dOqWNGzcqPT1dgwYN0pAhQ7Ry5cpcx588eVInT57UrFmz1LBhQx07dkyPP/64Tp48qU8++cRh7OLFi9W1a1f7bX9/f2dGAQAAAEqcK7rc7NGjR/XLL79cdlxkZOSVTF9oERER2rBhg37++We1atVKkvTmm2+qW7dumjVrloKDg3Ps06hRI3366af227Vr19ZLL72k/v37KyMjQx4e/zw1/v7+BX6XBgAAALCiKyoWEyZM0IQJEy47zjAM2Wy2K3mIQtm2bZv8/f3tpUKSwsLC5ObmpvDwcN19990FmufcuXPy8/NzKBWSNGzYMD366KOqVauWHn/8cQ0aNOiyua5C7KvO2Zlc5TnLXoerrMeZrJLVKjkl62S1Sk7JOlmtklOyTlar5JSslTU/hS4WixcvdsY6TImKilKVKlUctnl4eCggIEBRUVEFmiM2NlZTp07VkCFDHLZPmTJFHTt2lI+Pj7755hs98cQTSkpK0lNPPZXnXAEB5eTuXujTVywvMLB8cS/BQaVKrrUeZ7JKVqvklKyT1So5JetktUpOyTpZrZJTslbW3BS6WDz00EPOWEeuxowZo5kzZ+Y7JiIiwvTjJCQkqHv37mrYsKFefPFFh/sufWemefPmSk5O1quvvppvsYiPTy6VjdVmkyo5cf7Y2EQnzl5wNtvFvxji4hJlGMW9GueySlar5JSsk9UqOSXrZLVKTsk6Wa2SUyr9WQv6y98rOhTqahk1apQGDhyY75hatWopKChIp0+fdtiekZFRoCtYJSYmqmvXripfvrxWr1592RPTQ0NDNXXqVKWmpqpMmTJ5jiuN31TO5mrPmWG43pqcxSpZrZJTsk5Wq+SUrJPVKjkl62S1Sk7JWllz49LFonLlyqpcufJlx7Vu3Vpnz57Vrl271LJlS0nSd999p6ysLIWGhua5X0JCgrp06aIyZcroiy++kLe392Ufa/fu3apYsWK+pQIAAACwGpcuFgXVoEEDde3aVYMHD9aCBQuUnp6u4cOHq2/fvvYrQv3999/q1KmT3n//fd14441KSEhQ586ddf78eS1fvlwJCQlKSEiQdLHQuLu7a+3atYqOjtZNN90kb29vbdy4UdOnT9ezzz5bnHEBAAAAl1MqioUkrVixQsOHD1enTp3k5uame+65R3PnzrXfn56eroMHD+r8+fOSpF9++UXh4eGSpDp16jjMFRkZqZo1a8rT01Pz58/XM888I8MwVKdOHc2ePVuDBw++esEAAACAEqDUFIuAgIA8PwxPkmrWrCnjkoPe2rdv73A7N127dnX4YDwAAAAAueOaqAAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMC0UlMs4uPj1a9fP/n5+cnf31+PPPKIkpKS8t2nffv2stlsDl+PP/64w5jjx4+re/fu8vHxUZUqVfTcc88pIyPDmVEAAACAEsejuBdQVPr166dTp05p48aNSk9P16BBgzRkyBCtXLky3/0GDx6sKVOm2G/7+PjY/z8zM1Pdu3dXUFCQtm7dqlOnTmnAgAHy9PTU9OnTnZYFAAAAKGlKRbGIiIjQhg0b9PPPP6tVq1aSpDfffFPdunXTrFmzFBwcnOe+Pj4+CgoKyvW+b775Rvv379e3336rqlWrqlmzZpo6daqef/55vfjii/Ly8nJKHgAAAKCkKRXFYtu2bfL397eXCkkKCwuTm5ubwsPDdffdd+e574oVK7R8+XIFBQWpR48emjBhgv1di23btqlx48aqWrWqfXyXLl00dOhQ7du3T82bN89zXputCIK5GGdncpXnLHsdrrIeZ7JKVqvklKyT1So5JetktUpOyTpZrZJTslbW/JSKYhEVFaUqVao4bPPw8FBAQICioqLy3O+BBx5QjRo1FBwcrN9++03PP/+8Dh48qM8++8w+76WlQpL9dn7zBgSUk7t7qTl95aoJDCxf3EtwUKmSa63HmayS1So5JetktUpOyTpZrZJTsk5Wq+SUrJU1Ny5dLMaMGaOZM2fmOyYiIuKK5x8yZIj9/xs3bqxq1aqpU6dO+vPPP1W7du0rnjc+PrlUNlabTarkxPljYxOdOHvB2WwX/2KIi0uUYRT3apzLKlmtklOyTlar5JSsk9UqOSXrZLVKTqn0Zy3oL39duliMGjVKAwcOzHdMrVq1FBQUpNOnTztsz8jIUHx8fJ7nT+QmNDRUknT48GHVrl1bQUFB2rFjh8OY6OhoSbrsvKXxm8rZXO05MwzXW5OzWCWrVXJK1slqlZySdbJaJadknaxWySlZK2tuXLpYVK5cWZUrV77suNatW+vs2bPatWuXWrZsKUn67rvvlJWVZS8LBbF7925JUrVq1ezzvvTSSzp9+rT9UKuNGzfKz89PDRs2LGQaAAAAoPQqFScCNGjQQF27dtXgwYO1Y8cO/fTTTxo+fLj69u1rvyLU33//rfr169vfgfjzzz81depU7dq1S0ePHtUXX3yhAQMGqF27dmrSpIkkqXPnzmrYsKEefPBB7dmzR19//bXGjx+vYcOGqUyZMsWWFwAAAHA1paJYSBev7lS/fn116tRJ3bp1U9u2bfXOO+/Y709PT9fBgwd1/vx5SZKXl5e+/fZbde7cWfXr19eoUaN0zz33aO3atfZ93N3d9eWXX8rd3V2tW7dW//79NWDAAIfPvQAAAADg4odCFUZAQEC+H4ZXs2ZNGZcc9Fa9enV9//33l523Ro0aWr9+fZGsEQAAACitSs07FgAAAACKD8UCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmlZpiER8fr379+snPz0/+/v565JFHlJSUlOf4o0ePymaz5fr18ccf28fldv+qVauuRiQAAACgxPAo7gUUlX79+unUqVPauHGj0tPTNWjQIA0ZMkQrV67MdXz16tV16tQph23vvPOOXn31Vd1+++0O2xcvXqyuXbvab/v7+xf5+gEAAICSrFQUi4iICG3YsEE///yzWrVqJUl688031a1bN82aNUvBwcE59nF3d1dQUJDDttWrV+u+++6Tr6+vw3Z/f/8cYwEAAAD8o1QUi23btsnf399eKiQpLCxMbm5uCg8P1913333ZOXbt2qXdu3dr/vz5Oe4bNmyYHn30UdWqVUuPP/64Bg0aJJvNlu98l7m7RHJ2Jld5zrLX4SrrcSarZLVKTsk6Wa2SU7JOVqvklKyT1So5JWtlzU+pKBZRUVGqUqWKwzYPDw8FBAQoKiqqQHMsWrRIDRo0UJs2bRy2T5kyRR07dpSPj4+++eYbPfHEE0pKStJTTz2V51wBAeXk7l5qTl+5agIDyxf3EhxUquRa63Emq2S1Sk7JOlmtklOyTlar5JSsk9UqOSVrZc2NSxeLMWPGaObMmfmOiYiIMP04KSkpWrlypSZMmJDjvku3NW/eXMnJyXr11VfzLRbx8cmlsrHabFIlJ84fG5voxNkLzma7+BdDXFyiDKO4V+NcVslqlZySdbJaJadknaxWySlZJ6tVckqlP2tBf/nr0sVi1KhRGjhwYL5jatWqpaCgIJ0+fdphe0ZGhuLj4wt0bsQnn3yi8+fPa8CAAZcdGxoaqqlTpyo1NVVlypTJc1xp/KZyNld7zgzD9dbkLFbJapWcknWyWiWnZJ2sVskpWSerVXJK1sqaG5cuFpUrV1blypUvO65169Y6e/asdu3apZYtW0qSvvvuO2VlZSk0NPSy+y9atEh33nlngR5r9+7dqlixYr6lAgAAALAaly4WBdWgQQN17dpVgwcP1oIFC5Senq7hw4erb9++9itC/f333+rUqZPef/993XjjjfZ9Dx8+rB9++EHr16/PMe/atWsVHR2tm266Sd7e3tq4caOmT5+uZ5999qplAwAAAEqCUlEsJGnFihUaPny4OnXqJDc3N91zzz2aO3eu/f709HQdPHhQ58+fd9jvvffe07XXXqvOnTvnmNPT01Pz58/XM888I8MwVKdOHc2ePVuDBw92eh4AAACgJLEZhpWPBHOOmBjXOAm5qNlsUuC8a502f8ywv5w2d2HYbBdPUoqNLZ0nYF3KKlmtklOyTlar5JSsk9UqOSXrZLVKTqn0Z61cuWAnb3NNVAAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGAaxQIAAACAaRQLAAAAAKZRLAAAAACYRrEAAAAAYBrFAgAAAIBpFAsAAAAAplEsAAAAAJhGsQAAAABgGsUCAAAAgGkUCwAAAACmUSwAAAAAmEaxAAAAAGCaR3EvACXMi+cUG5sowyjuhQAAAMCV8I4FAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCt1BSLl156SW3atJGPj4/8/f0LtI9hGJo4caKqVaumsmXLKiwsTIcOHXIYEx8fr379+snPz0/+/v565JFHlJSU5IQEAAAAQMlVaopFWlqaevfuraFDhxZ4n1deeUVz587VggULFB4ernLlyqlLly66cOGCfUy/fv20b98+bdy4UV9++aV++OEHDRkyxBkRAAAAgBLLo7gXUFQmT54sSVqyZEmBxhuGoTlz5mj8+PG66667JEnvv/++qlatqjVr1qhv376KiIjQhg0b9PPPP6tVq1aSpDfffFPdunXTrFmzFBwc7JQsAAAAQElTat6xKKzIyEhFRUUpLCzMvq1ChQoKDQ3Vtm3bJEnbtm2Tv7+/vVRIUlhYmNzc3BQeHn7V1wwAAAC4qlLzjkVhRUVFSZKqVq3qsL1q1ar2+6KiolSlShWH+z08PBQQEGAfkxebrQgX6yKyM5XGbJeySk7JOlmtklOyTlar5JSsk9UqOSXrZLVKTslaWfPj0sVizJgxmjlzZr5jIiIiVL9+/au0ooIJCCgnd/fS+2ZQpUrli3sJV4VVckrWyWqVnJJ1slolp2SdrFbJKVknq1VyStbKmhuXLhajRo3SwIED8x1Tq1atK5o7KChIkhQdHa1q1arZt0dHR6tZs2b2MadPn3bYLyMjQ/Hx8fb9cxMfn1wqG6vNdvEPTFxcogyjuFfjPFbJKVknq1VyStbJapWcknWyWiWnZJ2sVskplf6sgYEFK0wuXSwqV66sypUrO2XukJAQBQUFadOmTfYikZCQoPDwcPuVpVq3bq2zZ89q165datmypSTpu+++U1ZWlkJDQ/OdvzR+U2UzjNKdL5tVckrWyWqVnJJ1slolp2SdrFbJKVknq1VyStbKmptSc7zO8ePHtXv3bh0/flyZmZnavXu3du/e7fCZE/Xr19fq1aslSTabTSNGjNC0adP0xRdfaO/evRowYICCg4PVs2dPSVKDBg3UtWtXDR48WDt27NBPP/2k4cOHq2/fvlwRCgAAALiEzTBKR68aOHCgli5dmmP7//73P7Vv317SxTKxePFi++FVhmFo0qRJeuedd3T27Fm1bdtWb731lurWrWvfPz4+XsOHD9fatWvl5uame+65R3PnzpWvr+/ViAUAAACUCKWmWAAAAAAoPqXmUCgAAAAAxYdiAQAAAMA0igUAAAAA0ygWAAAAAEyjWECS9PPPP+vxxx9X27ZtVa9ePX377beX3Sc8PFx33323GjVqpNtuu02fffbZVVipOStXrlSPHj3UokULtWjRQn369NH333+f7z5fffWVunbtqsaNG6tHjx6XHe+q3nnnHdWrV08vvfRSvuNKWt4333xT9erVc/jq2rVrvvuUlIyX+3OZnJysKVOmqF27dmrSpIm6deumDz744LLzumL+y2WNjY3VmDFj1LZtWzVt2lSPPPKIjh49etl5XS3rwoULdc8996h58+Zq3bq1nnjiCR05csRhTGpqqiZPnqzQ0FA1b95cTz75pGJjY/Od1zAMvfHGG2rbtq2aNGmigQMHFuj5cZaC5Pzwww/14IMPqkWLFqpXr54SEhIKNPeKFSvUsWNHNW7cWL1799Zvv/3mjAgFVpCsDz74YI6/pyZOnJjvvK72ml7u38/S8H2bLb+sZ8+e1dSpU9WlSxc1adJE7du317Rp05SYmJjvnK6atcgZgGEYmzdvNmbPnm188803Rt26dY2NGzfmO/748eNG06ZNjRkzZhiHDx82li1bZjRo0MD44YcfrtKKr8ymTZuMzZs3G5GRkcaRI0eM2bNnGzfccIPxxx9/5Dp+165dRoMGDYz//ve/xuHDh43XX3/duOGGG4yDBw9e5ZWbs2fPHqNDhw5Gjx49jGnTpuU5riTmnTt3rtG9e3fj9OnT9q+4uLg8x5ekjJf7czl+/HgjLCzM2L59u3HixAlj1apVRoMGDYxvv/02zzldNX9+WbOysoz77rvPeOCBB4w9e/YYf/75pzFhwgSjffv2RnJycp5zumLWhx9+2Pj000+NP/74w4iIiDAGDx6cI8fEiRONW2+91di6dauxd+9e47777jP69OmT77wLFy40WrZsaWzcuNGIiIgwHn/8caNjx47GhQsXnB0pVwXJuXjxYmPhwoXGwoULjbp16xrnzp277Lzr1q0zbrjhBuOTTz4xDh06ZIwfP95o1aqVERsb68w4+SpI1v79+xvjx493+HsqMTEx33ld7TW93L+fpeH7Nlt+WQ8ePGgMHz7c2LRpk3Hs2DFj69atRufOnY0nn3wy3zldNWtRo1ggh4IUi1deecXo3r27w7YRI0YYDz/8sDOX5hT/+c9/jI8++ijX+55++mljyJAhDtt69+5tTJgw4WosrUgkJSUZnTt3Nn766Sejf//++RaLkph37ty5xp133lng8SUxo2Hk/ueye/fuxrx58xy23X333cbs2bPznKck5P931iNHjhh169Z1+AVAZmamcdNNN+X5Z9cwSkbWuLg4o27dusaOHTsMwzCMhIQE44YbbjC++uor+5jDhw8bdevWNX799ddc58jKyjJuvvlm491337VvS0hIMBo1amR8+eWXTl1/Qf0756W2b99e4GJx7733GpMnT7bfzszMNNq2bWssXLiwSNdrRm5ZL/d377+VhNfUMP7597O0ft9eKr+fFdavX2/ccMMNRnp6eq73l7SsZnAoFK7I7t271bp1a4dtbdu21e7du4tnQVcgMzNT69at0/nz59W8efNcx5SGnFOmTNGtt96qNm3aXHZsSc177NgxtW3bVp06ddKoUaN08uTJPMeW1Iy5ad68ub777jtFR0fLMAxt375dkZGRatu2bZ77lMT8aWlpkqQyZcrYt7m5ucnLy0u7du3Kc7+SkDX78IkKFSpIkn7//Xelp6c7/HmtXbu2goOD81z3X3/9pZiYGId9ypcvr6ZNm+rXX3913uIL4d85r0RaWpr27dvnkNPNzU1t2rRxmZxS3lnXrl2r0NBQ3XHHHXrttdeUkpKS5xyu/pr++9/P0vp9KxXsZ4WkpCT5+vrKw8Mj1/tLStaikPszAFxGbGysAgMDHbYFBgYqKSlJFy5ckLe3dzGt7PIOHjyovn37KjU1VT4+Ppo/f77q1KmT69jcclaqVOmyx426inXr1mn//v365JNPCjS+JOZt0qSJZsyYoZCQEMXExGj+/Pnq16+f1q5dK19f3xzjS2LGvEyYMEETJkxQu3bt5OHhIZvNpmnTpuk///lPnvuUxPy1atVScHCwXnvtNU2ZMkVly5bVkiVLFBUVpZiYmDz3c/WsWVlZmj59ulq0aKG6detKurhmT09P+fn5OYytVKlSnlmzt1eqVCnHPq6QNbecV+LMmTPKzMzMNee/z2koLnllveOOOxQcHKwqVaro4MGDmjVrliIjIzVv3rxc53HV1zSvfz8jIiJK3fdtQX9WiI+P11tvvaU+ffrkOZerZy1KFAtYTkhIiNasWaPExER9/fXXev7557V8+fI8y0VJderUKb300kt67733HH7TW9rceuut9v+vX7++mjZtqg4dOuirr75S7969i3Flzrds2TLt3r1bb7/9toKDg7Vz505NnjxZVapUKdA7VCWFp6en3nzzTb3wwgu68cYb5e7urtatW6tdu3YyDKO4l3fFJk+erEOHDmnlypXFvRSnskpOKe+sl/7QWa9ePVWuXFkDBw7U8ePHdd11113tZV6xvP79LI0K8rNCUlKSHnvsMdWuXVvDhw8vxtW6DooFrkhgYGCOlh0bGytfX1+XfrdCkry8vFSjRg1JUqNGjbR37169//77mjJlSo6xueWMi4vL8VtQV7Rv3z7FxcWpV69e9m2ZmZn6+eeftWLFCu3du1fu7u4O+5TkvNn8/PxUs2ZNHT9+PNf7S0NGSbpw4YJef/11zZs3T+3bt5d0sVhFRERo0aJFeRaLkpq/UaNG+vzzz5WYmKj09HQFBASod+/eatSoUZ77uHLWKVOmaPPmzVq+fLmCgoLs2wMDA5Wenq6EhASH3/7GxcWpcuXKuc6VvT0uLk5VqlRx2Kd+/fpOSlAweeW8EhUrVpS7u7vi4uIctrv6a5qbpk2bSrp4GGduxcJVX9O8/v28/fbbS9X3rXT5nxWSkpL06KOPqly5cpo/f748PT3znMvVsxYlzrHAFWnWrJm2b9/usG3r1q1q1qxZ8SzIhKysLPsx3P9WknPedNNNWrt2rdasWWP/atSokXr06KE1a9bkKBVSyc6bLTk5WSdOnMjzH7PSkFGSMjIylJ6eLpvN5rDd3d0939/il/T85cuXV0BAgI4eParff/9dnTp1ynOsK2Y1DENTpkzRxo0btXTpUlWvXt3h/kaNGsnT01Pbtm2zbzty5IhOnjyZ57qvvfZaVa5c2WGfpKQk7dmzJ89jwp3tcjmvhJeXl2644QaHnFlZWdq2bVux5ZSuLGtERIQk5fn3lCu+prnJ/veztHzf5ufSnxWSkpL0yCOPyNPTU2+//fZljwooaVlNKc4zx+E6kpKSjP379xv79+836tatayxevNjYv3+/8ffffxuGYRizZs0ynnvuOfv47MvNzpw50zh8+LCxfPnyEnG52VmzZhk7duwwTpw4YRw4cMCYNWuWUa9ePWPLli2GYRjGc889Z8yaNcs+fteuXUbDhg2NRYsWGYcPHzbmzp1b7JerNOPfVyYpDXlffvllIzw83Dhx4oSxa9cuY+DAgUZoaKj9krMlOePl/lz279/f6N69u7F9+3bj+PHjxqeffmo0btzYWLFihX2OkpL/clnXr19vz7lx40ajQ4cOxvDhwx3mKAlZJ02aZLRs2dIIDw93uPRoSkqKfczEiRON9u3bG9u2bTP27t1r9OnTJ8dlO7t06WJ888039tsLFy40WrVqZXz77bfGgQMHjKFDhxbrpSwLkvP06dPG/v37jY8++sioW7eu8fPPPxv79+83zpw5Yx8zYMAAY9myZfbb69atMxo1amR89tlnxuHDh40JEyYYrVq1MmJiYq5mPAeXy3rs2DFj3rx5xt69e40TJ04Y3377rdGpUyejX79+DvO4+mt6uX8/S8P3bbb8siYmJhq9e/c27rjjDuPYsWMOr3lGRoZ9jpKStahxKBQkXbwSyYABA+y3Z8yYIUm6++679fLLLysmJkanTp2y31+9enUtXLhQM2bM0Pvvv6+goCBNmzZNt9xyy1Vfe2HExcXp+eef1+nTp1W+fHnVq1dPixYt0s033yzp4nkJbm7/vJHXokULzZo1S3PmzNHs2bNVs2ZNzZ8/39QJiK6kNOSNiorSyJEjdfbsWQUEBKhly5b66KOPFBAQIKlkZ7zcn8vZs2dr9uzZevbZZ3Xu3DkFBwfrmWee0f3332/fp6TkL8jfQS+//LL90Iq77rpLTzzxhMMcJSFr9gcYPvjggw7bZ8yYYT9scdy4cXJzc9NTTz2ltLQ0tW3bVpMmTXIYHxkZ6fCBXIMHD1ZKSoomTpyohIQEtWzZUu+++26xnV9VkJyrVq1yOHm5X79+OcacOHFCZ86csY/p1q2b4uPjNXfuXMXExKhBgwZ69913i/VQqMtlzf5N/vvvv6/z58+rWrVq6ty5c47vX1d/TS/372dp+L7Nll/W8PBw7dmzR5J02223Oey3adMmXXvttZJKTtaiZjOMEnzmGwAAAACXwDkWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAMDlPPjgg3rppZeKexkAgELgk7cBAMVizJgxWr16dY7t33zzTTGsBgBgFsUCAFBsbrnlFs2YMcNhW0BAQDGtBgBgBodCAQCKjZeXlypXruzw5e7unmPcmjVr1KtXLzVv3lw333yzRo0apbi4OIcxmzZtUufOndW4cWM9+OCDWr16terVq6eEhARJ0t9//63HH39c//nPf9SsWTN1795d33///VXJCQBWwDsWAACXl5GRoaefflq1atVSXFycXn75ZY0ZM0b//e9/JUknTpzQ008/rQcffFC9e/dWRESEZs6c6TDHlClTlJ6eruXLl8vHx0eHDx+Wj49PccQBgFKJYgEAKDabN29W8+bN7bdvueUWzZ07N8e4e++91/7/1atX1wsvvKB7771XycnJKleunD788EOFhITo+eeflyTVqlVLf/zxhxYsWGDf7+TJk+rSpYvq1atnnwcAUHQoFgCAYhMaGqoXX3zRfrts2bK5jvv99981b948HThwQOfOnZNhGJKkU6dOqU6dOoqMjFSjRo0c9mnSpInD7QEDBujFF1/Uli1b1KZNG3Xu3Fn169cv2kAAYGGcYwEAKDZly5ZVjRo17F9VqlTJMeb8+fN65JFHVK5cOc2aNUuffPKJ5s2bJ0lKT08v8GP17t1b3377re666y798ccfuvfee7Vs2bIiywIAVkexAAC4tCNHjujs2bN69tln1apVK9WuXTvHidshISH6/fffHbbt3bs3x1zVqlXT/fffr3nz5mnQoEH66KOPnLp2ALASigUAwKUFBwfL09NTy5Yt04kTJ7Rp0ya99dZbDmP69OmjyMhIvfrqq4qMjNT69evtn5Fhs9kkSS+99JJ+/PFHnThxQvv27VN4eLhq16591fMAQGlFsQAAuLSAgAC9/PLL2rBhg7p166b//ve/9pO0s1WvXl1vvPGGNm7cqDvvvFMffPCBHn/8cUkXL2krSVlZWZoyZYq6deumRx99VDVr1tSkSZOueh4AKK1sRvYZcAAAlCJvv/22Vq1axWdVAMBVwlWhAAClwooVK9S4cWNVrFhRu3bt0qJFi9SvX7/iXhYAWAbFAgBQKhw7dkxvv/22zp07p+DgYA0aNEiPPfZYcS8LACyDQ6EAAAAAmMbJ2wAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADCNYgEAAADANIoFAAAAANMoFgAAAABMo1gAAAAAMI1iAQAAAMA0igUAAAAA0ygWAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATKNYAAAAADDNo7gXAMAaMjIylJaWVtzLAIB8eXl5ycODH4+AK8GfHABOZRiGjh07pri4uOJeCgAUSKVKlVSjRg3ZbLbiXgpQolAsADhVdqnw9w9UmTJl+YcagMsyDEOpqSmKi4uVJNWsWbN4FwSUMBQLAE6TkZFhLxV+fgHFvRwAuKwyZcpKkuLiYnXkSKTatbuFQ6OAAuLkbQBOk31ORfY/1ABQEmT/nfXbb3v17beblJGRUcwrAkoGigUAp+PwJwAlSfbfWf7+FfTbb3sVExNTzCsCSgaKBQAAQC7Kli2r1NRUJSefL+6lACUCxQIAYPfLLzvVtm0rJSYmFvdSYEHr169V167ti3sZdm5ubjIMQ4ZhFPdSgBKBs5EAXHX/ee2Hq/p4P49qV6jxu3f/opUrl+ngwQjFxcVq+vRZateuvcOYJUve1ebN38nd3V3XXVdDzz03Vj4+5fKcc+/ePVq6dJF+/32v0tJSde211dWtWw/17n2/3N3dC7y29evXau7c17Rhw+ZCZcI/Ks+/9qo+Xsywvwo1ftmyxfr++//p2LGjKlOmjBo3bqKhQ5/UddfVlCRlZmZq7tzXtHfvHklSo0ZN9PTTz+b7ffTTTz/qgw+W6eDBA8rKylRISG316tVb3br1KNTaFi1aqB9//F5Llqws1H4ArIF3LADgX1JSUlSnzvUaOfL5XO8PD9+mn376QQsXLtaiRctUoUIFLVu2JM/5vv/+fxo+fIgqV66qN99coBUrPlHv3vdr6dL3NGnSuGL5bWhmZqaysrKu+uPi8n799Rf16tVbCxcu1uuvz1dGRoaeeWa4UlJSJElr167R6dPRevfdZXr33WWKiYnRl19+nud8n3yySmPHjlLjxk31zjtLtHTpKnXq1FmzZs3QvHlzrlIqR+np6cXyuACci2IBAP/SuvXNGjLkCd16a4dc7//zz0Nq3ryVypQpI0kKDW2tw4f/yHVsSkqKXnllmtq2bafnn39B119fT9WqBatHj5564YUXtXnzJn333UZJuR+GdOjQQbVt20qnTp3UL7/s1PTpk5WUlKS2bVupbdtWWrRooaSLV+CaN2+Oeva8XWFhbTV48EP65Zed9nmyDzHZsuV79e/fWx07tlF0dFSBno/Nmzepf//71KFDa917bw998MFyh/sTEhI0depEde3aQZ063axRo57SiRPHczz2Dz9sVt++d6tjxzYaOXJ4gR/fambPflPduvVQrVq1df31dTVu3IuKjo7SwYMRkqQ//zysG29sLTc3N7m5uek//wnV4cOHcp0rOjpK8+bNUe/e9+uxx4YpJKSWrr22uu6/v7+eeOIprVq1XPv2/S4p98OQfvhhs9q2bWW/f/Hi/+rw4T/s33/r16+VJCUmJurll6fqjjvC1LnzrXrqqcd16NA/fyYWLVqogQMf0Nq1a9S7953q2LFNgZ+P1as/0X333aX27W/S/ff30oYN6xzuj4qK0pgxI3Xbbbeoc+dbNWHCGMXH//OBnNmPvWbNp+rVq7s6dbpZEyaMUVJSUoHXAKBgKBYAUEi1a1+vXbt+VmrqBUnS1q0/qXbt63Mdu2PHdp07d0733/9gjvvatm2n6tWv07fffl2gx23cuKmeemqUypUrp88/36DPP99gn/f111/Rvn2/afLk6Vq6dJU6dAjTs886/oB/4cIFrVixVM8/P17Lln2oihUv/9kiBw5EaOLEsQoL66ylS1fp4YeH6N1337b/QClJ06e/qIMHIzRz5mwtWLBYhmHoueeedrhE54ULF/T+++9p/PjJeuutRUpMTNSLL44rUG6rS06++AOwn5+fJKl27Travv0nZWZmKjMzU+HhW1W7dp1c9928+eKlUnP7/rvrrntUtqxPgb//OnW6TX379ldISC3791+nTrdJkiZMeF5nzsRr1qy5WrRomerWra8RI4YqIeGcff+//z6hzZu/00svvaLFiwt2KNX33/9Pb7wxS3379tf773+ou+7qpRkzpthLc1ZWlsaOHamEhAS9+eY7ev31+Tp58m9NnDjWYZ6//z6h//3vW82cOVuvvfamDh06qNdee7lAawBQcJxjAQCFFBraWhER+zR48ENyc3NXjRo19Pjjw3Ide+LEMUlSjRohud5fo0ZNhx/+8+Pp6SlfX1/ZbDZVqhRo3x4VFaX169fq00+/VGBgZUnSAw88qPDwbVq/fq0ee+zi2jIyMjRy5Bhdf33dAmf98MMVatnyPxo48FFJ0nXX1dDRo0e0cuUydevWQydOHNeWLT/o7bcXqXHjppKkSZOmqlev7vrhh83q2DHM/tjPPDNaN9zQSJI0fvxk9et3r/bv/10NGzYq8HqsJisrS3PnvqbGjZuqVq2L5aFHj56KjPxTDz/cT5LUuHEz3XHHXbnuf+LEcfn6+iowMDDHfZ6engoOvsb+PXo5Zcp4q2zZsnJ393D4/tuzZ7ciIvZp7dqN8vLykiQNHz5CP/64Wf/73ybddVcvSRcPfxo/frIqVqxY0PhatWqZbr+9h3r16i3p4vffvn2/64MPlqlFi1batWuHjhz5Ux999LmqVg2SdPF768EH71NExD41aHCDpIvv6I0fP1mVK1eRJI0Y8ZxGjx6h4cNHOGQBYA7FAgCuwMCBj9p/2C4IZ55HceTIYWVmZur++3s5bE9LS1OFChXstz09PVWnTu7vrOTl2LFItW17q8O2xo2b6qOPPlBmZqaOHYuUu7u7QzmoUMFf111XQ8eORdq3ubu7q0GDhvbbNWrUlK9veR07dpRikY/Zs2fqyJE/9dZb79q3ubu765lnRhfjqhwdPvyHUlJS1L17J4ftqamp+vvvf05cDwqqVqhSIUlHjx7VnXc6fl83btxUH3+8yn5/lSpV7aVCkkJCasnXt7yOHo20F4sqVYLspUK6eMJ7VlaWjh8/RrEAihDFAgAK6dChPzRpkuOhFvfdd7969rw3x9jq1WtIuvgDevZv9C919OhRhYRcfDfDze3i0amXlpCCfOJvSsp5ubu7a9GiZXJzc7wyUNmy/3zqeZkyZfiwwhJk9uyZ2rp1i+bNe0dVqlS1b9+2bYvefPN1h7FPPPG02rbNefWz6tWvU1JSkmJjY+zvZmVLT0/XyZN/qUWLi+dQ2Gy2HAW4oN9/lSoF6s03F+a4z9e3vP3/vb3L5rgfQOlCsQCAQrr++rpaufLTAo298cab5OdXQatWLc9RLLZs+V5//XVcgwc/Lkny97/429y4uFj78fSXngArSR4ensrMdLya0/XX11NmZqbOnDmjpk2bX1GmvNSoEWK/rGm2vXv3qHr16+Tu7q4aNUKUmZmp/ft/t+c7d+6sjh8/ppo1/zn8KzMzUwcO7Le/O3H8+FElJSWqRo2aRbre0sAwDL3++iv64YfNevPNhQoOvsbh/tat26p167YFmuvWWzvp7bff1AcfLNeTTz7jcN+aNZ8qJSVFYWFdJF38/jt//rxSUlLshfTQoYMO+3h6eiorK9NhW7169RUfHyd3d3dVqxZcqKyXU7NmTf322x7dfvsd9m179+6xl/GaNWvq9OloRUdH2d+1iIw8oqSkRIWE1LLvc/p0lEO52rdvr9zc3HTddTWKdL2A1XHyNgD8y/nz53Xo0EH7D1WnTv2tQ4cOKiqq8FcxKlu2rJ57bqy2bPlBM2e+pMOHD+nUqZP68ss1eumlyWrfvpM6drx4Auy111ZXlSpV9d577+jEiePaunWLVq1yvAJTtWrVlJJyXjt37tDZs2d14cIFXXddDXXufLumTZuk77//TidP/q39+3/XsmWLtXXrFlPPRd++/bVr189asuRdHT9+TF999aU+/fQj+8nA1atfp1tuuVUzZ76kPXt269ChPzRlykRVrlxFt9zS3j6Ph4eHXn/9Ve3b97sOHIjQSy9N1g03NOYwqFy89tpMffPNV5o0aZp8fHwUFxeruLhY+8UCCiMoKEhPPPGUPv74Ay1cOF/Hjh3V33//pVWrluvtt+eqb9/+9vNebrihkby9vbVw4Xz9/fdf+uabDfrqqy//NV+wTp06qUOHDurs2bNKS0tTq1ahuuGGxho79lnt2LFdp06d1N69e7Rw4XwdOLDf1HNx//0D9NVXa7V69Sc6ceK4Vq1arh9++J/69u0vSWrVKlS1atXWlCkTdPDgAe3f/7umTZukZs1aqH79fw698/Ly0rRpk3To0B/as+dXzZnzqjp0COMwKKCI8Y4FgKuusB9Yd7UdOLBfTz31uP129mEnt99+h1544cVCz9ehQ5gCAipp6dL3NGzYo0pLS9O111bXgAEP67777rcfnuTh4aEXX3xJr732sh566H41aNBQgwcP1YQJY+xzNW7cVD173qNJk8bq3LlzGjRosB555DGNGzdJS5cu0rx5cxQTc1oVKvjrhhsaq02bW0w9F/Xq1deUKTP07rsLtWTJu6pUKVCPPPK4wwerjR07SW+8MUvPPz9C6enpatq0hV599Q15ePzzT4y3t7f6939Ikye/oNjYGDVp0kxjxkw0tbYrVdgPrLva1qz5RJL05JOPOWwfN25SoT/QTpLuu+8BBQdfow8+WK5PPlmlzMwshYTU0qhRY9S9+532cX5+FTRhwlS99dYbWrt2tVq2vFEPPzxEr7zykn1M+/Yd9cMP3+nJJx9XUlKifU2zZr2hd955S9OnT9bZs2cUEFBJzZq1KNCVx/LTrl17Pf30s/rgg2V6441ZqlYtWGPHTnQ4fGvGjNmaM+cVDR8+WDabm0JDW+uZZ55zmOeaa6rr1ls76rnnnlZCQoLatGmrUaPG5PaQAEywGXxOPQAnOX/+vCIiIhQUdJ28vLyLezkoJnxaOIrTlXxaeFraBUVFHdeRI5GKiDig++/vq+uvz/2SvgD+waFQAAAAAEyjWAAAAAAwjUOhADgNh0IBKIk4FAq4MrxjAQAAAMA0igUAp+ONUQAlSfbfWfzdBRQOxQKA03h5eUmSUlNTinklAFBw2X9npaenF/NKgJKFz7EA4DQeHh6qVKmS4uJiJUllypS1f2YDALgawzCUmpqis2djdebMGWVmZl5+JwB2FAsATlWjRg1JspcLAHB1Z86c0alTUcrMzJSHh7v93VcA+aNYAHAqm82mmjVrKiLioCIiIlS5cqC8vblCFADXYxiG0tPTlZWVpaysLP3110lVrVpFAQEVi3tpQIlAsQBwVXTs2F6pqRe0f/9+ZWZmFfdyAOCyqlSpoh49uqt8+fLFvRSgROBzLABcNampqTp16pSSkpK52goAl+btXUaVK1eWv79/cS8FKDEoFgAAAABM43KzAAAAAEyjWAAAAAAwjWIBAAAAwDSKBQAAAADTKBYAAAAATPs/2TBJKDs5+a4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Gráfico de barras de todas as Flags\n",
    "Flag = None\n",
    "\n",
    "gd.plot_diag.fort220_time_Obscontrib(Self_1, Self_2, \n",
    "                                     dateIni=dateIni, \n",
    "                                     dateFin=dateFin, \n",
    "                                     nHour=nHour, \n",
    "                                     Label='cost', \n",
    "                                     LabelObs='J', \n",
    "                                     Flag=Flag, \n",
    "                                     Clean=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7de69f2",
   "metadata": {},
   "source": [
    "5. `time_series_fort220(self, OuterLoop=1, Label=None, Flag=None, dateIni=None, dateFin=None, nHour=\"06\", Clean=None)`\n",
    "\n",
    "A função plota uma série temporal para dados do arquivo `Self_2` em diferentes flags dos termos de contribuição `J`, `b`, `c` ou de penalidade `EJ`. Um diagrama de Hovmoller é retornado se `Flag=None` ou se Flag for uma lista.\n",
    "\n",
    "**Obs.:** considerar os nºs das flags no formato inteiro (`int`) (nesta função não utilizar o formato string para identificar a Flag). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8467b823",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " =============================================================================================================\n",
      "32 0\n",
      "\n",
      "Outer Loop:  2  Label:  J\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-01:00  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-01:12  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-02:00  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-02:12  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-03:00  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-03:12  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-04:00  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-04:12  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-05:00  - Flag:  32\n",
      "nloop =  100\n",
      " Preparing data for: 2024-03-05:12  - Flag:  32\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      "flags =  [32]\n",
      " Calculating for 2024-03-01:00\n",
      " Calculating for 2024-03-01:12\n",
      " Calculating for 2024-03-02:00\n",
      " Calculating for 2024-03-02:12\n",
      " Calculating for 2024-03-03:00\n",
      " Calculating for 2024-03-03:12\n",
      " Calculating for 2024-03-04:00\n",
      " Calculating for 2024-03-04:12\n",
      " Calculating for 2024-03-05:00\n",
      " Calculating for 2024-03-05:12\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      " Making Graphics...\n",
      " Done!\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# indicar a flag como inteiro\n",
    "\n",
    "#----- Flags list -----------#\n",
    "# Flag = [1, 2, 3, 4, 5, 6, 7, 11, 12, 13, 14, 15, 16, 24, 25, 26, 27]\n",
    "\n",
    "#----- all Flags ------------#\n",
    "# Flag = None\n",
    "\n",
    "#----- number flag ----------#\n",
    "if EXP19:\n",
    "    Flag = 26\n",
    "else:\n",
    "    Flag = 32\n",
    "\n",
    "gd.plot_diag.time_series_fort220(Self_2, OuterLoop=2, \n",
    "                                 Label='J', \n",
    "                                 Flag=Flag,  \n",
    "                                 dateIni=dateIni, \n",
    "                                 dateFin=dateFin, \n",
    "                                 nHour=nHour, \n",
    "                                 Clean=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2604f3b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " =============================================================================================================\n",
      "[1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32] 1\n",
      "\n",
      "Outer Loop:  2  Label:  J\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-01:00\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-01:12\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-02:00\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-02:12\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-03:00\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-03:12\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-04:00\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-04:12\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-05:00\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "nloop =  100\n",
      " Preparing data for: observation flags2024-03-05:12\n",
      " Flags:  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      "\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      "flags =  [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
      " Calculating for 2024-03-01:00\n",
      " Calculating for 2024-03-01:12\n",
      " Calculating for 2024-03-02:00\n",
      " Calculating for 2024-03-02:12\n",
      " Calculating for 2024-03-03:00\n",
      " Calculating for 2024-03-03:12\n",
      " Calculating for 2024-03-04:00\n",
      " Calculating for 2024-03-04:12\n",
      " Calculating for 2024-03-05:00\n",
      " Calculating for 2024-03-05:12\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      " Making Graphics...\n",
      " Done!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# indicar a flag como inteiro\n",
    "\n",
    "#----- Flags list -----------#\n",
    "# EXP19\n",
    "# Flag = [1, 2, 3, 4, 5, 6, 7, 11, 12, 13, 14, 15, 16, 24, 25, 26, 27]\n",
    "\n",
    "#----- Flags list -----------#\n",
    "# EXP21\n",
    "Flag = [1, 2, 3, 4, 5, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32]\n",
    "\n",
    "#----- all Flags ------------#\n",
    "# Flag = None\n",
    "\n",
    "gd.plot_diag.time_series_fort220(Self_2, OuterLoop=2, \n",
    "                                 Label='J', \n",
    "                                 Flag=Flag,  \n",
    "                                 dateIni=dateIni, \n",
    "                                 dateFin=dateFin, \n",
    "                                 nHour=nHour, \n",
    "                                 Clean=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "996aa0ae",
   "metadata": {},
   "source": [
    "6. `Mean_std_fort220(self, OuterLoop=None, cost_gradient=True, Label=None, Flag=None, dateIni=None, dateFin=None, nHour=\"06\", Clean=None)`\n",
    "\n",
    "Esta função plota um gráfico dos valores médios e dos desvios padrão da variável `Label` calculados no intervalo de tempo e para cada *inner loop*. No final a função retorna uma figura onde os pontos são os valores médios e o desvio padrão é representado na forma de uma barra vertical, indicando para cada *inner loop* a variabilidade do dado no intervalo de tempo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a649aa0a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " =============================================================================================================\n",
      "zloops_def =  [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]\n",
      "\n",
      "Outer Loop:  None , Label:  grad , Flag:  None\n",
      "\n",
      "OuterLoop =  None : nloop1 =  50  nloop2 =  100\n",
      " Preparing data for: 2024-03-01:00\n",
      " Preparing data for: 2024-03-01:12\n",
      " Preparing data for: 2024-03-02:00\n",
      " Preparing data for: 2024-03-02:12\n",
      " Preparing data for: 2024-03-03:00\n",
      " Preparing data for: 2024-03-03:12\n",
      " Preparing data for: 2024-03-04:00\n",
      " Preparing data for: 2024-03-04:12\n",
      " Preparing data for: 2024-03-05:00\n",
      " Preparing data for: 2024-03-05:12\n",
      "\n",
      " =============================================================================================================\n",
      "levs DayHour =  ['0100', '0112', '0200', '0212', '0300', '0312', '0400', '0412', '0500', '0512']\n",
      "len levs DayHour =  10\n",
      "\n",
      " =============================================================================================================\n",
      "Outer Loop 1 Calculating for inner loop 0\n",
      "Outer Loop 1 Calculating for inner loop 1\n",
      "Outer Loop 1 Calculating for inner loop 2\n",
      "Outer Loop 1 Calculating for inner loop 3\n",
      "Outer Loop 1 Calculating for inner loop 4\n",
      "Outer Loop 1 Calculating for inner loop 5\n",
      "Outer Loop 1 Calculating for inner loop 6\n",
      "Outer Loop 1 Calculating for inner loop 7\n",
      "Outer Loop 1 Calculating for inner loop 8\n",
      "Outer Loop 1 Calculating for inner loop 9\n",
      "Outer Loop 1 Calculating for inner loop 10\n",
      "Outer Loop 1 Calculating for inner loop 11\n",
      "Outer Loop 1 Calculating for inner loop 12\n",
      "Outer Loop 1 Calculating for inner loop 13\n",
      "Outer Loop 1 Calculating for inner loop 14\n",
      "Outer Loop 1 Calculating for inner loop 15\n",
      "Outer Loop 1 Calculating for inner loop 16\n",
      "Outer Loop 1 Calculating for inner loop 17\n",
      "Outer Loop 1 Calculating for inner loop 18\n",
      "Outer Loop 1 Calculating for inner loop 19\n",
      "Outer Loop 1 Calculating for inner loop 20\n",
      "Outer Loop 1 Calculating for inner loop 21\n",
      "Outer Loop 1 Calculating for inner loop 22\n",
      "Outer Loop 1 Calculating for inner loop 23\n",
      "Outer Loop 1 Calculating for inner loop 24\n",
      "Outer Loop 1 Calculating for inner loop 25\n",
      "Outer Loop 1 Calculating for inner loop 26\n",
      "Outer Loop 1 Calculating for inner loop 27\n",
      "Outer Loop 1 Calculating for inner loop 28\n",
      "Outer Loop 1 Calculating for inner loop 29\n",
      "Outer Loop 1 Calculating for inner loop 30\n",
      "Outer Loop 1 Calculating for inner loop 31\n",
      "Outer Loop 1 Calculating for inner loop 32\n",
      "Outer Loop 1 Calculating for inner loop 33\n",
      "Outer Loop 1 Calculating for inner loop 34\n",
      "Outer Loop 1 Calculating for inner loop 35\n",
      "Outer Loop 1 Calculating for inner loop 36\n",
      "Outer Loop 1 Calculating for inner loop 37\n",
      "Outer Loop 1 Calculating for inner loop 38\n",
      "Outer Loop 1 Calculating for inner loop 39\n",
      "Outer Loop 1 Calculating for inner loop 40\n",
      "Outer Loop 1 Calculating for inner loop 41\n",
      "Outer Loop 1 Calculating for inner loop 42\n",
      "Outer Loop 1 Calculating for inner loop 43\n",
      "Outer Loop 1 Calculating for inner loop 44\n",
      "Outer Loop 1 Calculating for inner loop 45\n",
      "Outer Loop 1 Calculating for inner loop 46\n",
      "Outer Loop 1 Calculating for inner loop 47\n",
      "Outer Loop 1 Calculating for inner loop 48\n",
      "Outer Loop 1 Calculating for inner loop 49\n",
      "Outer Loop 1 Calculating for inner loop 50\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      "Outer Loop 2 Calculating for inner loop 0\n",
      "Outer Loop 2 Calculating for inner loop 1\n",
      "Outer Loop 2 Calculating for inner loop 2\n",
      "Outer Loop 2 Calculating for inner loop 3\n",
      "Outer Loop 2 Calculating for inner loop 4\n",
      "Outer Loop 2 Calculating for inner loop 5\n",
      "Outer Loop 2 Calculating for inner loop 6\n",
      "Outer Loop 2 Calculating for inner loop 7\n",
      "Outer Loop 2 Calculating for inner loop 8\n",
      "Outer Loop 2 Calculating for inner loop 9\n",
      "Outer Loop 2 Calculating for inner loop 10\n",
      "Outer Loop 2 Calculating for inner loop 11\n",
      "Outer Loop 2 Calculating for inner loop 12\n",
      "Outer Loop 2 Calculating for inner loop 13\n",
      "Outer Loop 2 Calculating for inner loop 14\n",
      "Outer Loop 2 Calculating for inner loop 15\n",
      "Outer Loop 2 Calculating for inner loop 16\n",
      "Outer Loop 2 Calculating for inner loop 17\n",
      "Outer Loop 2 Calculating for inner loop 18\n",
      "Outer Loop 2 Calculating for inner loop 19\n",
      "Outer Loop 2 Calculating for inner loop 20\n",
      "Outer Loop 2 Calculating for inner loop 21\n",
      "Outer Loop 2 Calculating for inner loop 22\n",
      "Outer Loop 2 Calculating for inner loop 23\n",
      "Outer Loop 2 Calculating for inner loop 24\n",
      "Outer Loop 2 Calculating for inner loop 25\n",
      "Outer Loop 2 Calculating for inner loop 26\n",
      "Outer Loop 2 Calculating for inner loop 27\n",
      "Outer Loop 2 Calculating for inner loop 28\n",
      "Outer Loop 2 Calculating for inner loop 29\n",
      "Outer Loop 2 Calculating for inner loop 30\n",
      "Outer Loop 2 Calculating for inner loop 31\n",
      "Outer Loop 2 Calculating for inner loop 32\n",
      "Outer Loop 2 Calculating for inner loop 33\n",
      "Outer Loop 2 Calculating for inner loop 34\n",
      "Outer Loop 2 Calculating for inner loop 35\n",
      "Outer Loop 2 Calculating for inner loop 36\n",
      "Outer Loop 2 Calculating for inner loop 37\n",
      "Outer Loop 2 Calculating for inner loop 38\n",
      "Outer Loop 2 Calculating for inner loop 39\n",
      "Outer Loop 2 Calculating for inner loop 40\n",
      "Outer Loop 2 Calculating for inner loop 41\n",
      "Outer Loop 2 Calculating for inner loop 42\n",
      "Outer Loop 2 Calculating for inner loop 43\n",
      "Outer Loop 2 Calculating for inner loop 44\n",
      "Outer Loop 2 Calculating for inner loop 45\n",
      "Outer Loop 2 Calculating for inner loop 46\n",
      "Outer Loop 2 Calculating for inner loop 47\n",
      "Outer Loop 2 Calculating for inner loop 48\n",
      "Outer Loop 2 Calculating for inner loop 49\n",
      "Outer Loop 2 Calculating for inner loop 50\n",
      "Outer Loop 2 Calculating for inner loop 51\n",
      "Outer Loop 2 Calculating for inner loop 52\n",
      "Outer Loop 2 Calculating for inner loop 53\n",
      "Outer Loop 2 Calculating for inner loop 54\n",
      "Outer Loop 2 Calculating for inner loop 55\n",
      "Outer Loop 2 Calculating for inner loop 56\n",
      "Outer Loop 2 Calculating for inner loop 57\n",
      "Outer Loop 2 Calculating for inner loop 58\n",
      "Outer Loop 2 Calculating for inner loop 59\n",
      "Outer Loop 2 Calculating for inner loop 60\n",
      "Outer Loop 2 Calculating for inner loop 61\n",
      "Outer Loop 2 Calculating for inner loop 62\n",
      "Outer Loop 2 Calculating for inner loop 63\n",
      "Outer Loop 2 Calculating for inner loop 64\n",
      "Outer Loop 2 Calculating for inner loop 65\n",
      "Outer Loop 2 Calculating for inner loop 66\n",
      "Outer Loop 2 Calculating for inner loop 67\n",
      "Outer Loop 2 Calculating for inner loop 68\n",
      "Outer Loop 2 Calculating for inner loop 69\n",
      "Outer Loop 2 Calculating for inner loop 70\n",
      "Outer Loop 2 Calculating for inner loop 71\n",
      "Outer Loop 2 Calculating for inner loop 72\n",
      "Outer Loop 2 Calculating for inner loop 73\n",
      "Outer Loop 2 Calculating for inner loop 74\n",
      "Outer Loop 2 Calculating for inner loop 75\n",
      "Outer Loop 2 Calculating for inner loop 76\n",
      "Outer Loop 2 Calculating for inner loop 77\n",
      "Outer Loop 2 Calculating for inner loop 78\n",
      "Outer Loop 2 Calculating for inner loop 79\n",
      "Outer Loop 2 Calculating for inner loop 80\n",
      "Outer Loop 2 Calculating for inner loop 81\n",
      "Outer Loop 2 Calculating for inner loop 82\n",
      "Outer Loop 2 Calculating for inner loop 83\n",
      "Outer Loop 2 Calculating for inner loop 84\n",
      "Outer Loop 2 Calculating for inner loop 85\n",
      "Outer Loop 2 Calculating for inner loop 86\n",
      "Outer Loop 2 Calculating for inner loop 87\n",
      "Outer Loop 2 Calculating for inner loop 88\n",
      "Outer Loop 2 Calculating for inner loop 89\n",
      "Outer Loop 2 Calculating for inner loop 90\n",
      "Outer Loop 2 Calculating for inner loop 91\n",
      "Outer Loop 2 Calculating for inner loop 92\n",
      "Outer Loop 2 Calculating for inner loop 93\n",
      "Outer Loop 2 Calculating for inner loop 94\n",
      "Outer Loop 2 Calculating for inner loop 95\n",
      "Outer Loop 2 Calculating for inner loop 96\n",
      "Outer Loop 2 Calculating for inner loop 97\n",
      "Outer Loop 2 Calculating for inner loop 98\n",
      "Outer Loop 2 Calculating for inner loop 99\n",
      "Outer Loop 2 Calculating for inner loop 100\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      " Making Graphics...\n",
      " Done!\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SUlKhz4Ja3p933p91SXJxcdEKzrm5ucjKyoKbm5tR+4mIiKhkqXvfZWRkwMvLCwA0Ldqurq5FulbXrl3x1Vdf4eeff0bXrl11AuCTJ0/w+eefY+/evXj48KHm7+IHDx7Ax8cHgPbfT9OnT9c0AvTo0QNRUVFwcXHRaXF/9OiRpta8PXGrVKmCjz/+GD169EBWVpZWHnF3d0fbtm3xww8/ICEhAR06dNBqJAOADRs2YPny5bh16xaUSiWePHmilR/y12tIdnY23nnnHTg7O+OTTz7RbHd1ddV5LRkZGTrv+6NHjzBs2DA0adIE48eP12z/4Ycf0KBBAzRr1qzQGozFsF1CatSogV9//bXQ444ePYoFCxbgl19+QZ06dSCRSNCrVy+jJ4Ty9vbG7du3Nd/n5OTg7t27BZ6TmJiIoUOH4t1339VpDX3//feNuq+vry9u3ryp+T47OxspKSnw9fUFoPrFk5WVpdmfv6a8IQtQ/YdWt25drRkE8zM2aAOAl5cX7O3tcevWLU3ou3XrFhwcHFCuXDn4+vri1q1bWufcvHlTUz8ArfcVAO7cuaOZOKFu3bpYsGABlEoldu7ciYkTJ6J58+ZaAdPSJBIJevfujSVLluDbb7/V2b9x40Zs3LgRy5YtQ0BAAARB0PllsnXrVvz3338ICwtDVFSU3uuYm6enJ5ydnREdHY3q1asbPK4oP299P89bt27B19e30GdB/Zzevn1bs//27dua/9PSp6AJNPz9/bF582aja89LPS4+NDQUAJCQkAAHBwfNGKLC9hMREVHJ8vDwgK+vLxISEjRzsiQkJMDPz0+nBbkwbm5uCAsLw88//6wzES4A/PTTTzhz5gxWrVoFX19fpKeno1mzZlq5Ie/fT1FRUYiKitK6RlBQkNY47/v37+Pu3bsGV5xR/82uL5tERERg6NChGDhwoM4HA7dv38aUKVPw448/onnz5rCzs8Pbb7+tc53C/t7Lzs7GhAkTkJOTg8WLF2vdJygoCCkpKbh//75mGGRCQgJq1aqlOUYdtGvUqIGZM2dqZZC4uDicPXtWs5RsZmYmBEHAiRMnNMNei4rdyM0oNzcXcrkcubm5UCqVkMvlRZ5U6fHjx5BKpfDy8oJSqcSaNWuKNOa6e/fu2LhxI/777z9kZ2dj4cKFWiE3vwsXLmDo0KGYOHEiIiIiilRrXj179sTKlStx8eJFZGdn45tvvoGPjw8aNGgAQNXFeP369cjNzUVCQoJOl9wKFSpoxj8DQLt27XDv3j2sXLkScrkcCoUCly9f1ppUqygkEgl69OiBefPm4eHDh3jw4AHmzp2LXr16QSKRICwsDKmpqVi5ciVyc3M13X/zfvhw9epVREdHa1r4Dx48iK5duyI7Oxvr1q1DWloaJBKJ5hepVCo1qdbiGDJkCH766Se0b99eZ19GRgbs7e1Rrlw55OTk4LvvvtNqeb59+zYiIyPx+eefY86cOTh79ixWr15t8ZolEgn69++PL774QtNt/MGDB1oTrBVVz549sXHjRhw7dgy5ubn49ddf8fDhQ4SFhRX6LKgtXLgQ6enpSE5OxtKlSwsce513hs78/woK2urfE+oZN+VyOeRyuWZ/eHg4fv31V1y9ehWPHj3Ct99+i+7du8PJycmo/URERFTywsPDsWTJEty9exd3797F999/r5kQGChaZnjvvffwyy+/oG7dujr7MjIy4OjoqOn2PXfuXJNq3bBhA06dOoWsrCzMnTsXzZo107Rox8bGarqlJyUlYdasWXjxxRf1zp/TsmVLLF++HGPGjNHZl5mZCVEU4eXlBYlEgtjYWPz7779FqjUnJwcTJ05EVlYWFi1apBPoX3jhBTRu3Bhz585FVlYWTp06hY0bN2re+4yMDAwfPhwBAQH47LPPdBr75s+fj82bN2P9+vVYv349OnTogB49emDx4sVFqjMvtmyb0eLFi/Hdd99pvm/QoAGaN29uVIu22osvvojOnTujR48ecHBwQK9evYo0/rdVq1aYMGECxo8fD7lcjv79+6NmzZoGj//pp5+QmpqK2bNna00QtXnzZp1u0wXp3bs37t27h1GjRiE9PR0NGjTAkiVLNBOtTZs2DR988AGaNWuGxo0bo0+fPpqJ1wBgwoQJ+PTTT/Hxxx9jxIgRGDlyJH7++Wd8+eWXWLRoEeRyOV544QUMGzbM6Jry++ijjzB79mx069YNgGoNQ/WYEw8PD/zwww+YNWsW5s6dC29vb8yYMUOrG/uLL76IkydP4vPPP0f58uXx5ZdfIiAgANnZ2di0aRNmz56N7Oxs+Pv746uvvipwhklL8fT0RKtWrfTu69OnD+Li4tC+fXu4ublh8ODBmpZ7hUKB9957D+Hh4Zpx2nPnzsVbb72Fpk2bFtjibA6TJ0/Gjz/+iMGDB+Pu3bsoV64cWrZsaXJX/ObNm2PatGn46KOPcPfuXdSsWRM//PCDZhxPQc+C2ksvvYTevXsjIyMDXbp0wejRo4v3IvU4cuQI3nzzTc336g+n1OPo+/btizt37uD111/HkydP0KFDB3z00Uea4wvbT0RERCXv7bffxsOHDzV/x/Ts2VPr74iiZAYfHx+DvevUPVNbt26NcuXK4Z133sHvv/9epFpDQ0MxefJkjBs3TtMy/tVXX2n2Hzx4EB9++CEyMjLg6emJdu3aYdKkSXqvJQiCprddfjVq1MDo0aMxePBgKJVKdOjQAR06dChSrSdOnMCuXbvg6OiIli1baraPGjVK8/7OnTsXH330EUJDQ+Hh4YH//e9/mqGFO3bswMmTJ5GYmKi1qtDMmTPRs2dPTbd/NWdnZ7i4uBg1JNcQQSwrC9YSWdCCBQuQkJCARYsWmf3aU6ZMQfPmzfVOJEEl7+bNm3jppZdw5MgRnUk2iIiIiIiMxW7kRERERERERGbGbuREVtaxY0edmdCJiIiIiKh0YzdyIiIiIiIiIjNjN3IiIiIiIiIiM2PYJiIiIiIiIjIzhm0iIiIiIiIiM+MEaWbQtGlTZGdnF2sNNiIiIiIiIrItd+/ehYODA44ePVrkc9mybQZyuRy5ubmFHpednV0C1RCZF59bKq347FJpxWeXSis+u1RaFfTs5ubmQi6Xm3Rdtmybgbe3NwBg165dBo9RKBQ4efIkGjVqBKlUWlKlERULn1sqrfjsUmnFZ5dKKz67VFoV9uy+9NJLJl+bLdtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmDNtEREREREREZsawTURERERERGRmdtYuoKwRH6UDGem62xUKOKelQrxzE6JUqnuimwyCu6wEKiQiIiIiIiJLY9g2M+WxOChjt+vdVxOAuG8rcvXsk4R1grRdZ4vWRkRERERERCWDYdvMJE1CIQmqq7VNzMmGYvlC1Tdvvg07J0fdE93Yqk1ERERERFRWMGybmeAuA/J3B8+WP9vv6w/B2bmEqyIiIiIiIqKSxAnSiIiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzBi2iYiIiIiIiMyMYZuIiIiIiIjIzGwqbCsUCkybNg2BgYFwdnZG9erV8cknn0AURc0xoihi+vTp8PPzg7OzMzp27IgLFy5oXSc1NRUDBgyATCaDp6cnhg0bhoyMDK1jTp06hRdffBFOTk6oUqUK5syZUyKvkYiIiIiIiMo+mwrbX3zxBRYvXozvvvsOCQkJ+OKLLzBnzhwsWLBAc8ycOXPw7bffYsmSJTh06BBcXV3RuXNnPHnyRHPMgAEDcObMGezYsQObNm3C3r17MXLkSM3+9PR0dOrUCVWrVsWxY8fw5ZdfYsaMGVi6dGmJvl4iIiIiIiIqm+ysXUBeBw4cQK9evdCtWzcAQEBAAH7//XccPnwYgKpV+5tvvsHHH3+MXr16AQBWrFgBHx8frFu3Dv3790dCQgK2bt2KI0eOoGnTpgCABQsWoGvXrvjqq6/g7++PlStXIjs7Gz/99BMcHBxQt25dnDx5EnPnztUK5URERERERESmsKmw3apVKyxduhTnz59HrVq18N9//2H//v2YO3cuAODKlStISkpCx44dNed4eHigRYsWiIuLQ//+/REXFwdPT09N0AaAjh07QiKR4NChQ+jTpw/i4uLQtm1bODg4aI7p3LkzvvjiCzx48ADlypXTqU0ul0Mul+utW6lUQhAEKBQKvftFhfLZsQqFweOIbI36WeUzS6UNn10qrfjsUmnFZ5dKK0s+uzYVtqdMmYL09HTUrl0bUqkUCoUCn332GQYMGAAASEpKAgD4+Phonefj46PZl5SUBG9vb639dnZ28PLy0jomMDBQ5xrqffrC9uzZszFz5ky9dQcEBEAmk+HkyZN69wu5uaj/9OvTZ85AtLOpt52oUPHx8dYugcgkfHaptOKzS6UVn10qrQw9u3K5HI6OjiZd06ZSX3R0NFauXIlVq1ZpunZPnDgR/v7+GDx4sFVrmzp1KiZPnqx3X69evSAIAho1aqR3v5idDXFrNACgXt26kDo7W6pMIrNSKBSIj49H/fr1IZVKrV0OkdH47FJpxWeXSis+u1RaFfbsmhq0ARsL2//73/8wZcoU9O/fHwBQv359XLt2DbNnz8bgwYPh6+sLAEhOToafn5/mvOTkZE3Q9fX1RUpKitZ1c3NzkZqaqjnf19cXycnJWseov1cfk5+jo6PBN1oiUc0zZ+gXiyiVIFd9rFTKX0BU6kj53FIpxWeXSis+u1Ra8dml0soSz65NzUaemZmpCa5qUqkUSqVqzHNgYCB8fX2xa9cuzf709HQcOnQIoaGhAIDQ0FA8fPgQx44d0xyze/duKJVKtGjRQnPM3r17kZOTozlmx44dCAoK0tuFnIiIiIiIiKgobCps9+jRA5999hk2b96Mq1ev4q+//sLcuXPRp08fAIAgCJg4cSI+/fRTbNiwAfHx8XjzzTfh7++P3r17AwCCg4PRpUsXjBgxAocPH8a///6LcePGoX///vD39wcAvPHGG3BwcMCwYcNw5swZrF69GvPnzzfYTZyIiIiIiIioKGyqG/mCBQswbdo0vP3220hJSYG/vz9GjRqF6dOna455//338fjxY4wcORIPHz5EmzZtsHXrVjg5OWmOWblyJcaNG4eXXnoJEokEERER+PbbbzX7PTw8sH37dowdOxZNmjRBhQoVMH36dC77RURERERERGZhU2Hb3d0d33zzDb755huDxwiCgKioKERFRRk8xsvLC6tWrSrwXg0aNMC+fftMLZWIiIiIiIjIIJvqRk5ERERERERUFjBsExEREREREZkZwzYRERERERGRmTFsExEREREREZkZw3YJiFmXiCaLXeH+qTsaN1+OmJgEa5dEREREREREFsSwbWExMQno+9pfOJ0sgTxXwOkzdxEREc3ATUREREREVIYxbFvYzJmxEARAhAAAEEVAEICoqFgrV0ZERERERESWwrBtYefP34Moam8TRSAx8b51CiIiIiIiIiKLY9i2sFq1KkAQtLcJAhAUVN46BREREREREZHFMWxbWGRkmFbLtiCoWrYjI8OsVxQRERERERFZFMO2hYWHB+PPP3pDIqgSd62aXoiJ6Yc+fYKtXBkRERERERFZCsN2CYjoUxt1KioBAF/P6cCgTUREREREVMYxbJeQgHKqsH3lapqVKyEiIiIiIiJLY9guIYGe6rD90LqFEBERERERkcUxbJeQgHKqMdtX2bJNRERERERU5jFsl5AAT3YjJyIiIiIiel4wbJcQ9Zjtq9cYtomIiIiIiMo6hu0Soh6z/eDBE6SlPbFyNURERERERGRJDNslxM0RqODytCv5lYfWLYaIiIiIiIgsys7aBTxPAjxF3MsELh+/iIY+uUU72U0GwV1mmcKIiIiIiIjIrBi2S1BgOSWO3pbi0urNyL2RXaRzJWGdIG3X2UKVERERERERkTkxbJcg9SRp1yo1ht3IUM12MScbiuULAQDSoWMh2DvonuzGVm0iIiIiIqLSgmG7BKknSbuSnAPBr/KzHdlyzZeCbyUIDo4lXRoRERERERGZESdIK0Hqlu0rVx5YuRIiIiIiIiKyJIbtEhTwtGX76tWHEEXRytUQERERERGRpTBsl6AXPEQIApCVlYvk5MfWLoeIiIiIiIgshGG7BDnYAZUruQNgV3IiIiIiIqKyjGG7hAUEeAAArlx5aN1CiIiIiIiIyGIYtktYQIAnALZsExERERERlWUM2yUssCpbtomIiIiIiMo6hu0SFhjoCYBhm4iIiIiIqCxj2C5h6jHbly+zGzkREREREVFZxbBdwtTdyG/cSENurtLK1RAREREREZElMGyXMD8/Nzg6SqFQiLhxI83a5RAREREREZEFMGyXMIlEQNWqngA4bpuIiIiIiKisYti2gmeTpHHcNhERERERUVnEsG0FnJGciIiIiIiobGPYtoLAwHIAGLaJiIiIiIjKKoZtK2A3ciIiIiIiorKNYdsKqlVjyzYREREREVFZxrBtBepu5ElJGcjMzLFyNURERERERGRuDNtWUK6cE2QyRwDA1asPrVsMERERERERmR3DthUIgsBx20RERERERGUYw7aVcEZyIiIiIiKisoth20rYsk1ERERERFR22Vm7gLJGfJQOZKRrb8vJfvZ10m2ITo4I8FJ9fyXhDsSkWyVZIhEREREREVkYw7aZKY/FQRm73fABKxYhF8ALiXYAXHD5xGUolseXVHlERERERERUAhi2zUzSJBSSoLo62xUKBc6fP49atWpBKpWiRuID4PcYXM10hnToECiWL7RCtURERERERGQJDNtmJrjLAHeZ7naFAlnJ9yD4VYYglSJQ5g0ASEvPxkPH8nAv6UKJiIiIiIjIYjhBmpW4ujrAx8cVAHCZM5ITERERERGVKQzbVqRZ/uvqQ+sWQkRERERERGbFsG1Fz5b/SrNuIURERERERGRWDNtWpAnbbNkmIiIiIiIqUxi2rUjdjfzqVbZsExERERERlSUM21bElm0iIiIiIqKyiWHbijQt29fSoFRauRgiIiIiIiIyG4ZtK6pSRQaJRIBcrkBShmDtcoiIiIiIiMhMGLatyN5eiipVZACAqw/5oyAiIiIiIiormPCsTN2V/PID/iiIiIiIiIjKCiY8K6tWzRMAcPUBu5ETERERERGVFQzbVqaZJI3dyImIiIiIiMoMJjwrUy//dZXdyImIiIiIiMoMJjwrY8s2ERERERFR2cOEZ2Xqlu2b6QJyFNathYiIiIiIiMyDYdvKfH3d4ORkB6Uo4HoaJ0kjIiIiIiIqCxi2rUwQBARU9QDAcdtERERERERlBdOdDQgMeBq2OW6biIiIiIioTGC6swEBAZ4AgMts2SYiIiIiIioTmO5sgKZlm2GbiIiIiIioTGC6swHVqnkCYDdyIiIiIiKisoLpzgY8a9nmbORERERERERlAcO2DTh95h4A4G6mBA0a/4iYmAQrV0RERERERETFwbBtZTExCRj81iYAIgDgzNl7iIiIZuAmIiIiIiIqxRi2rWzmzFgIAgCoupCLIiAIQFRUrFXrIiIiIiIiItMxbFvZ+fP3IIra20QRSEy8b52CiIiIiIiIqNgYtq2sVq0KT1u2nxEEICiovHUKIiIiIiIiomJj2LayyMgwVddxPGveFkXVdiIiIiIiIiqdGLatLDw8GGtW90FgOSUAwMFBgpiYfujTJ9jKlREREREREZGpGLZtQHjvIOwamgkAUChEdO9ey8oVERERERERUXEwbNsIPzcRznYiFAoR166lWbscIiIiIiIiKgaGbRshkQDVvFRdyS9c4EzkREREREREpRnDtg2p8TRsX7yYauVKiIiIiIiIqDgYtm1IdYZtIiIiIiKiMsHmwvatW7cwcOBAlC9fHs7Ozqhfvz6OHj2q2S+KIqZPnw4/Pz84OzujY8eOuHDhgtY1UlNTMWDAAMhkMnh6emLYsGHIyMjQOubUqVN48cUX4eTkhCpVqmDOnDkl8voKUkPTjdx2wrb4KB3inZtF//co3dqlExERERERWY2dtQvI68GDB2jdujXat2+Pv//+GxUrVsSFCxdQrlw5zTFz5szBt99+i19++QWBgYGYNm0aOnfujLNnz8LJyQkAMGDAANy5cwc7duxATk4Ohg4dipEjR2LVqlUAgPT0dHTq1AkdO3bEkiVLEB8fj7feeguenp4YOXKkVV47ANQob3st28pjcVDGbi/yeZKwTpC262yBioiIiIiIiGyfTYXtL774AlWqVMHy5cs12wIDAzVfi6KIb775Bh9//DF69eoFAFixYgV8fHywbt069O/fHwkJCdi6dSuOHDmCpk2bAgAWLFiArl274quvvoK/vz9WrlyJ7Oxs/PTTT3BwcEDdunVx8uRJzJ0716phW92N/MqVh8jNVcLOzvodDyRNQiEJqqu1TczJhmL5QgCAdOhYCPYOuie6yUqiPCIiIiIiIptkU2F7w4YN6Ny5M1599VXExsaiUqVKePvttzFixAgAwJUrV5CUlISOHTtqzvHw8ECLFi0QFxeH/v37Iy4uDp6enpqgDQAdO3aERCLBoUOH0KdPH8TFxaFt27ZwcHgWEjt37owvvvgCDx480GpJV5PL5ZDL5XrrViqVEAQBCoXC4GtT79N3jKhQhexK7iIcHaWQyxW4fPk+qlf3KujtKhkurqp/eYjZ2ZqvlRX9IDjoCdsAUMD7QaVDQc8tkS3js0ulFZ9dKq347FJpZcln16bC9uXLl7F48WJMnjwZH374IY4cOYJ33nkHDg4OGDx4MJKSkgAAPj4+Wuf5+Pho9iUlJcHb21trv52dHby8vLSOydtinveaSUlJesP27NmzMXPmTL11BwQEQCaT4eTJk4W+xvj4eJ1tQm4u6kO1/Fclf2dcvpKB7duPIjTUW/cCNkBdL6Aa+y7a2dRjRBag77klKg347FJpxWeXSis+u1RaGXp25XI5HB0dTbqmTaUkpVKJpk2bYtasWQCAkJAQnD59GkuWLMHgwYOtWtvUqVMxefJkvft69eoFQRDQqFEjg+crFArEx8ejfv36kEqlWvvE7GyIW6MBAPXq+uLylYsQRa8Cr2dNeett0KCB4ZZtKvUKem6JbBmfXSqt+OxSacVnl0qrwp5dU4M2YGNh28/PD3Xq1NHaFhwcjLVr1wIAfH19AQDJycnw8/PTHJOcnKwJpr6+vkhJSdG6Rm5uLlJTUzXn+/r6Ijk5WesY9ffqY/JzdHQ0+EZLJKqx1cb8YpFKpbphWypB7tOva9RQdR2/fPmBzf6iyluvVCqBYKN1kvnoe26JSgM+u1Ra8dml0orPLpVWlnh2rT8DVx6tW7dGYmKi1rbz58+jatWqAFSTpfn6+mLXrl2a/enp6Th06BBCQ0MBAKGhoXj48CGOHTumOWb37t1QKpVo0aKF5pi9e/ciJydHc8yOHTsQFBSktwt5SapRXXV/W1r+i4iIiIiIiIrGpsL2pEmTcPDgQcyaNQsXL17EqlWrsHTpUowdOxYAIAgCJk6ciE8//RQbNmxAfHw83nzzTfj7+6N3794AVC3hXbp0wYgRI3D48GH8+++/GDduHPr37w9/f38AwBtvvAEHBwcMGzYMZ86cwerVqzF//nyD3cRLUs0aqrBtS8t/ERERERERUdHYVDfyZs2a4a+//sLUqVMRFRWFwMBAfPPNNxgwYIDmmPfffx+PHz/GyJEj8fDhQ7Rp0wZbt27VrLENACtXrsS4cePw0ksvQSKRICIiAt9++61mv4eHB7Zv346xY8eiSZMmqFChAqZPn27VZb/U1C3bly8/gEKhhFRqU5+HEBERERERkRFsKmwDQPfu3dG9e3eD+wVBQFRUFKKiogwe4+XlhVWrVhV4nwYNGmDfvn0m12kplSu7w8FBiuxsBa5fT0NgoHW7tRMREREREVHRsdnUxkilElSvzq7kREREREREpRnDtg1Sz0jOsE1ERERERFQ6MWzbIIZtIiIiIiKi0o1h2wapwzaX/yIiIiIiIiqdGLZtUM2abNkmIiIiIiIqzWxuNnJ61rJ96RKX/yoq8VE6kJFe9BPdZBDcZeYviIiIiIiInksM2zaoShUP2NtLkJ2twM2b6aha1dPaJZUaymNxUMZuL/J5krBOkLbrbIGKiIiIiIjoecSwbYPs7CSoVq0cEhPv4+LFVIbtIpA0CYUkqK7WNjEnG4rlCwEA0qFjIdg76J7oxlZtIiIiIiIyH4ZtG1WjhpcmbL/0UjVrl1NqCO4yIH938Gz5s/2+lSA4OJZwVURERERE9LzhYGAbxRnJiYiIiIiISi+GbRvFGcmJiIiIiIhKL4ZtG6Vu2WbYJiIiIiIiKn0Ytm1U3uW/lErRytUQERERERFRUTBs26iqVT1hZyfBkye5uHXLhHWjiYiIiIiIyGoYtm2UnZ0EgYGeANiVnIiIiIiIqLRh2LZhHLdNRERERERUOjFs2zAu/0VERERERFQ62Vm7ANIlPkoHMtJRw1v1WcjF07cg3rlZ+IluMgjuMgtXR0RERERERIVh2LZBymNxUMZuR+AFOwAuuHDsMnKXziv0PElYJ0jbdbZ8gURERERERFQghm0bJGkSCklQXQRdTgNWrsGldAcIgwdD/GURAEA6dCwEewfdE93Yqk1ERERERGQLGLZtkOAuA9xlCKzgB6lUQNYTBZJED/io9/tWguDgaNUaiYiIiIiIyDBOkGbD7O2lCAjwBABcvPTAusUQERERERGR0Ri2bZxm+S+GbSIiIiIiolKDYdvG1az5dPmviwzbREREREREpQXDto1Tt2xfYss2ERERERFRqcGwbePYjZyIiIiIiKj0Ydi2cTVrlgegCtuiaOViiIiIiIiIyCgM2zYuIMATEomAx49zkJQhWLscIiIiIiIiMgLDto1zcJCialUPAMClVP64iIiIiIiISgOmt1JAM0kawzYREREREVGpYFfUE65evYr169fj33//xdmzZ3Hv3j0IgoAKFSogODgYrVu3Rs+ePREYGGiJep9LNWt6YceOy7hwn2GbiIiIiIioNDA6vW3atAnt2rVDjRo1MHnyZJw8eRKVK1dG+/btERYWBn9/f5w8eRKTJ09GjRo1EBYWhk2bNlmy9ucGW7aJiIiIiIhKF6Natlu2bIn//vsPvXr1QnR0NDp27AiZTKb32PT0dOzYsQNr1qxBv3790LBhQ8TFxZm16OcNwzYREREREVHpYlTYbt++PdavXw8fH59Cj5XJZIiIiEBERASSkpIwf/78YhdZloiP0iFmPdbelpP97OukW4C9g9b+Gh45AICLqRIu/0VERERERFQKGBW2Z8+ebdLFfX19TT63rBKPH0Tuvp0G9yuWL9TZViUXEAQZMrIFpDwWUMmSBRIREREREVGxFXmCNCoeoXFLSIPrF+kcOwAv/BKNazce4VKqhGGbiIiIiIjIxhkVtlesWGHSxd98802TzivLBHcZBM9yRT6vZs3yuHbjES7el6CtBeoiIiIiIiIi8zEqbA8ZMkRnmyAIAAAx3yBi9XaAYducqlcvh527r+IiJ0kjIiIiIiKyeUaF7StXrmh9//DhQwwePBgeHh4YP348goKCAADnzp3DggUL8OjRI/zyyy/mr/Y5VqO6JwDOSE5ERERERFQaGBW2q1atqvX9jBkzULFiRWzfvl2rJbt+/fqIiIhAp06dMG/ePCxfvty81T7H7t7LBACsOWOHRk2XIXJGe4SHB1u5KiIiIiIiItLHpGbSdevWoU+fPlpBW3NBiQTh4eFYv359sYsjlZiYBMz56hAAQISA+NN3ERERjZiYBCtXRkRERERERPqYFLZFUcS5c+cM7j979qzOWG4y3cyZscj7uYYoAoIAREXFWq8oIiIiIiIiMsikpb969+6NxYsXIyAgAKNHj4aLiwsAIDMzE4sXL8b333+PAQMGmLXQ59n58/eQ/7MLUQQSE+9bp6B8xEfpQEZ60U90k0Fwl5m/ICIiIiIiIiszKWzPnz8fV65cwXvvvYepU6fCz88PAHDnzh3k5OSgdevW+Oabb8xZ53OtVq0KiI9P1grcggAEBZW3XlF5KI/FQRm7vcjnScI6QdquswUqIiIiIiIisi6TwraHhwdiY2Oxfv16/P3337h27RoAoEuXLujatSt69Oihdzw3mSYyMgwREdEARADqJddU222BpEkoJEF1tbaJOdlQLF8IAJAOHQvB3kH3RDe2ahMRERERUdlkUthW69WrF3r16mWuWsiA8PBgrFndB5NGrMWNdAGurvb49dc+6NPHNmYjF9xlQP7u4NnyZ/t9K0FwcCzhqoiIiIiIiKyHizaXEuG9g7Cmv2r5LycnO/TuXdvKFREREREREZEhJrdsnzp1CgsWLMDx48eRlpYGpVKptV8QBFy6dKnYBdIzQRWUECDi/v0spKQ8ho+Pm7VLIiIiIiIiIj1Matnes2cPmjdvjk2bNsHf3x+XL19GtWrV4O/vj2vXrsHNzQ1t27Y1d63PPRcHoLqX6kONM2fuWrkaIiIiIiIiMsSksD19+nRUq1YNiYmJWL58OQDgww8/xP79+3HgwAHcvHkT/fr1M2uhpBJcUR22U6xcCRERERERERliUtg+fvw4hg0bBplMBqlUCgBQKBQAgBYtWmDUqFGYNm2a+aokjTreqrB9+jTDNhERERERka0yKWzb2dnB3d0dAODp6Ql7e3ukpDwLf9WqVcPZs2fNUyFpqVNR9aEGu5ETERERERHZLpPCdo0aNXDhwgUAqonQateujb/++kuzf/PmzfD19TVPhaSlrvezMduiKFq5GiIiIiIiItLHpLDdtWtX/P7778jNzQUATJ48GTExMahZsyZq1qyJDRs2YNSoUWYtlFSCKighlQp4+PAJbt9+ZO1yiIiIiIiISA+Twva0adPw33//acZrDx48GCtWrEC9evXQsGFD/PTTT/jggw/MWiipONoBNaqXA8Cu5ERERERERLaqyOts5+TkICEhAV5eXhAEQbN94MCBGDhwoFmLI/3q1a2IxPOpOHMmBZ06Vbd2OURERERERJRPkVu2JRIJmjRpgpiYGEvUQ0aoU6cCALZsExERERER2aoih22pVIqqVatCLpdboh4yQt2nYZvLfxEREREREdkmk8Zsjx8/HkuXLkVqaqq56yEj1KtbEQBw9ixnJCciIiIiIrJFRR6zDQAKhQKOjo6oXr06+vbti4CAADg7O2sdIwgCJk2aZJYiSVvNGuVgby/Bo0fZuHEjHS+84GHtkoiIiIiIiCgPk8L2e++9p/l62bJleo9h2LYce3spatUqjzNn7uL06RSGbSIiIiIiIhtjUti+cuWKueugIqpb1xtnztzFmTMp6Nq1prXLISIiIiIiojxMCttVq1Y1dx1URPXqVUR0NGckJyIiIiIiskUmTZBG1le3rjcAhm0iIiIiIiJbZFLLdmBgIARBMLhfEAQ4OTmhcuXKaN++PUaNGoVy5cqZXCTpqptnRnKlUoREYvjnQURERERERCXLpJbtsLAwuLm54erVq3B3d0dISAhCQkLg7u6Oq1evws3NDXXq1EFKSgo+/PBD1K9fn+O8i0B8lA7xzk3tf0m3nu1PuoVqLplwdJQiMzMHVw4nqI55lG7FqomIiIiIiEjNpJbt3r17Y+PGjYiNjcWLL76otS82NhYRERGYNWsWunXrhj179qBbt26YOnUq/vjjD7MUXdYpj8VBGbvd4H7F8oUAgCBPV5xKluLUt7/ghaBcSMI6Qdquc0mVSURERERERAaYFLanT5+O8ePH6wRtQNXqPXbsWHz44Yfo1q0b2rVrh1GjRmHFihXFLvZ5IWkSCklQ3UKPq/ffHpz66xLOBbRF75ENATdZCVRHREREREREhTEpbF+4cKHAMdheXl64cOGC5vvg4GA8fvzYlFs9lwR3GeBeeHCu27Qq8NclnLkuh+BXuQQqIyIiIiIiImOYNGa7WrVq+OWXX5CVlaWzLzMzE8uXL0dgYKBm2+3bt1GxYkXTqyS96tXjjORERERERES2yKSW7RkzZqB///6oXbs2Bg8ejOrVqwMALl68iBUrVuDWrVv4/fffAQAKhQK//fYbWrdubb6qCcCzGckTEu5CoVBCKuVKbkRERERERLbApLD96quvwsXFBVOnTsWnn36qta9evXpYuHAhunfvDgAQRRE7d+7k0l8WEBhYDs7OdsjKysWlSw9Qq1Z5a5dEREREREREMDFsA0C3bt3QrVs33LlzB9euXQMAVK1aFX5+fto3sLND1apVi1cl6SWRCKhTpyKOHbuDM2dSynzYFh+lAxlFX95MdHS0QDVERERERESGmRy21fz8/HQCNpWcunW9n4btu+jTJ9ja5VhUYUuiGSK06WCBaoiIiIiIiAwzKmz//vvv6N+/PwRBKNLFRVHEH3/8gddff92k4qhw6nHbz8MkafqWRBNzsjXrjkuHjoVg76BznujoCMX+3SVSIxEREREREWBk2J44cSKmT5+OESNG4NVXX9WaaVyfixcvIjo6GsuWLcPjx48Zti1A3aW6jp/qA5DTJ29BvHOz8BPdZKqlxUohvUuiZcuf7fetBMFBT5fxPMcQERERERGVBKPC9uXLl/HNN9/g66+/xtSpUxEQEIDGjRsjMDAQ5cqVgyiKePDgAa5cuYKjR4/ixo0bKF++PN555x1MmjTJ0q/huaTuUl37oQDAHYnnU5G1eB7spQWfJwnrBGm7ziVSIxERERER0fPKqLDt6uqKjz76CB988AE2btyI9evX48CBA4iJiYEoigAAQRBQvXp1hIWFoVevXujRowfs7e0tWvzzTN2lupoowu2HX5HxOAdXwgai1v7fABjuUg230tmqTUREREREVJoUaYI0Ozs79OnTB3369AGgWkM7NTUVAODl5QWptJBmVTIbdZdqAUCdut44fPgWzqRIUEu931CXaiIiIiIiIrI4SXFOlkqlqFixIipWrMigbUX16j2dJO1s2Z8kjYiIiIiIqDQoVtgm21C3rjcA4OzZe1auhIiIiIiIiACG7TJBs/wXwzYREREREZFNYNguA9Qt2+cvpEKea+ViiIiIiIiIiGG7LKhUyR0eHo5QKEScv88fKRERERERkbXZbDL7/PPPIQgCJk6cqNn25MkTjB07FuXLl4ebmxsiIiKQnJysdd7169fRrVs3uLi4wNvbG//73/+Qm6vd3Ltnzx40btwYjo6OqFGjBn7++ecSeEWWIwjCs3HbKTb7IyUiIiIiInpu2GQyO3LkCL7//ns0aNBAa/ukSZOwceNG/Pnnn4iNjcXt27cRHh6u2a9QKNCtWzdkZ2fjwIED+OWXX/Dzzz9j+vTpmmOuXLmCbt26oX379jh58iQmTpyI4cOHY9u2bSX2+ixBM247hbPCExERERERWVuR1tnOa9u2bVi2bBkuX76MBw8eQBRFrf2CIODSpUtFvm5GRgYGDBiAH374AZ9++qlme1paGpYtW4ZVq1ahQ4cOAIDly5cjODgYBw8eRMuWLbF9+3acPXsWO3fuhI+PDxo1aoRPPvkEH3zwAWbMmAEHBwcsWbIEgYGB+PrrrwEAwcHB2L9/P+bNm4fOnTub+nZYXb16T1u279rk5ydERERERETPFZPC9pdffokpU6bAx8cHzZs3R/369c1W0NixY9GtWzd07NhRK2wfO3YMOTk56Nixo2Zb7dq18cILLyAuLg4tW7ZEXFwc6tevDx8fH80xnTt3xpgxY3DmzBmEhIQgLi5O6xrqY/J2V9dHLpdDLpfr3adUKiEIAhQKhcHz1fsKOqY4atcuD+BZN3KFQgnBQvcSFUrN14buY8wxZa2WssjSzy2RpfDZpdKKzy6VVnx2qbSy5LNrUtieP38+OnTogC1btsDe3t5sxfzxxx84fvw4jhw5orMvKSkJDg4O8PT01Nru4+ODpKQkzTF5g7Z6v3pfQcekp6cjKysLzs7OemubPXs2Zs6cqXdfQEAAZDIZTp48WehrjI+PL/QYU4jiEwDA5QcSZOUAF0+dgmhncseFAgm5uVB/vHLKwH2MOaas1VKWWeq5JbI0PrtUWvHZpdKKzy6VVoaeXblcDkdHR5OuaVLqePDgAfr27WvWoH3jxg1MmDABO3bsgJOTk9muay5Tp07F5MmT9e7r1asXBEFAo0aNDJ6vUCgQHx+P+vXrQyo1/7hqURTh5bUfqalPcO6eBI0bNIDg4GD2+wCAmJ0NcWs0AKCBgfsYc0xZq6UssvRzS2QpfHaptOKzS6UVn10qrQp7dk0N2oCJYbt58+ZITEw0+ab6HDt2DCkpKWjcuLFmm0KhwN69e/Hdd99h27ZtyM7OxsOHD7Vat5OTk+Hr6wsA8PX1xeHDh7Wuq56tPO8x+WcwT05OhkwmM9iqDajeZENvtESi6rptzC8WqVRqsV9A9epWxN59N3A2RYpmUgkEC91HlEqgnt9dauA+xhxT1mopyyz53BJZEp9dKq347FJpxWeXSitLPLsmzaa1aNEixMTEYNWqVWYr5KWXXkJ8fDxOnjyp+de0aVMMGDBA87W9vT127dqlOScxMRHXr19HaGgoACA0NBTx8fFISUnRHLNjxw7IZDLUqVNHc0zea6iPUV+jNHNyUn12MnydExo1XYaYmAQrV0RERERERPR8Mqll+7XXXkNubi4GDRqEMWPGoHLlyjqfAgiCgP/++8/oa7q7u6NevXpa21xdXVG+fHnN9mHDhmHy5Mnw8vKCTCbD+PHjERoaipYtWwIAOnXqhDp16mDQoEGYM2cOkpKS8PHHH2Ps2LGaVunRo0fju+++w/vvv4+33noLu3fvRnR0NDZv3mzKW2EzYmISsH3HFQCAQhQQf/ouIiKisXZtP4SHB+s9R3yUDmSkF/leYjG6UhARERERET0PTArbXl5eKF++PGrWrGnuego0b948SCQSREREQC6Xo3Pnzli0aJFmv1QqxaZNmzBmzBiEhobC1dUVgwcPRlRUlOaYwMBAbN68GZMmTcL8+fNRuXJl/Pjjj6V62S8AmDkzFoIAqFdgE0VAEICoqFiDYVt5LA7K2O1FvpfQpkNxSiUiIiIiIirzTArbe/bsMXMZxt3HyckJCxcuxMKFCw2eU7VqVWzZsqXA67Zr1w4nTpwwR4k24/z5e8i31DlEEUhMvG/wHEmTUEiC6mqfk5MNxXLV+ysdOhaCvZ4Jxxwdodi/u/hFExERERERlVFcA6mMqFWrAuLjk7UCtyAAQUHlDZ4juMsAd5n2xuxna4kLvpUgOOjpMp6tf71xIiIiIiIiUilW2M7JycG5c+eQlpYGpVKps79t27bFuTwVQWRkGCIioiFAhAgBgKplOzIyzMqVERERERERPX9MCttKpRJTp07FokWLkJmZafA4hUJhcmFUNOHhwVizug+i3lmD+GQJRAgYPjwEffroH69NRERERERElmPS0l+zZs3Cl19+iYEDB2LFihUQRRGff/45lixZggYNGqBhw4bYtm2buWulQoT3DsLRMY/xdRdVN+9jx+5YuSIiIiIiIqLnk0lh++eff0a/fv2wePFidOnSBQDQpEkTjBgxAocOHYIgCNi9mxNoWcvrDXLg4CDFiRNJOHGCgZuIiIiIiKikmRS2b968iQ4dVMs/qdevfvLkCQDAwcEBAwcOxK+//mqmEqmoyruI6NVDtSzb8uUnrVsMERERERHRc8iksF2+fHlkZGQAANzc3CCTyXD58mWtYx48eFD86shkQwc3AAD89tspPHmSa+VqiIiIiIiIni8mhe2QkBAcOXJE83379u3xzTff4N9//8W+ffvw7bffomHDhmYrkoru5Y4BqFTJHQ8ePMGGDYnWLoeIiIiIiOi5YlLYHjlyJORyOeRy1URcn332GR4+fIi2bdsiLCwM6enp+Prrr81aKBWNVCrBkCGNAAA//XTCrNeOWZeIJotd4f6pOxo1XYaYmASzXp+IiIiIiKi0M2npr549e6Jnz56a7+vUqYNLly5hz549kEqlaNWqFby8vMxWJJlmcN8a+Oyzfdi+/RKuHz2HKpXcCj1HzMkucH9MTAL6vvYXBKiWF4s/fRcREdFYu7YfwsO5zBgRERERERFgYtjWx8PDA7169TLX5cgMqj1MQNuqudh7zQ7L3/8FH4YVHKSNMXNmLAQBEEUBACCKgCAAUVGxDNtERERERERPmRy2FQoF/vzzT/zzzz9ISUlBVFQU6tevj7S0NOzatQutW7eGj4+POWulIpI0CcVbkx2wd8JerLhcER//+ioERQ4UyxcCAKRDx0Kwd9A6R8zJ1uzX5/z5exBF7W2iCCQm3jd7/URERERERKWVSWO2Hz58iNatW+ONN97A77//jg0bNuDu3bsAVLOTv/POO5g/f75ZC6WiE9xl6DusNdzdHXD52iPsu6CA4Fvp2X7fShD8Kmv/y7Nfn1q1yuveRwCCgnS3ExERERERPa9MCttTpkzBmTNnsG3bNly+fBlinqZOqVSKvn37YsuWLWYrkkzn6uqA/v3rATDPRGk9ewY9/erZz1wUgcjIsGJfm4iIiIiIqKwwKWyvW7cO48ePx8svvwxBEHT216pVC1evXi1ubWQmb70VAgBYs+Ys0tKemHwdURSxa9cVAEAFFxGSp4G7f/+66NOH47WJiIiIiIjUTBqznZaWhsDAQIP7c3JykJuba3JRVDjxUTqQka69Lc9M4mLSLeDpeOzmL4gIrumJhAsP8cdvJzDMxHvu3n0FcXE34eRkh2NjHuCfK1IMiXFBXNxNKJUiJBLdD16IiIiIiIieRyaF7erVq+P48eMG92/fvh116tQxuSgqnPJYHJSx2w3uzz/J2eAAB0y54ITlS49iWH/T7hkVtRcAMPythvBz/wd9gnMxwcMR166lYdeuy3j55eqmXZiIiIiIiKiMMSlsDx8+HB988AHatWuHl156CQAgCALkcjmioqKwdetWLF261KyFkjZJk1BIguoaffzgPln4qPHvOHzuMc6kSFDXW1mk+8XGXsXevdfg4CDF+++2AH79B872wIDX62LRkuNYtuwEwzYREREREdFTJoXtCRMm4MyZM3j99dfh6ekJAHjjjTdw//595ObmYtSoURg2zNTOymQMwV0GuMuMPt7XD+jevRbWr0/Eyz+74FG2gKC1yxA5o71R62N/8omqVXvYsBBUriyDepDAsKENsGjJcfz11zncv5+J8uVdTHk5REREREREZYpJE6QJgoAffvgBe/fuxZtvvolXXnkFjRo1wsiRI7Fnzx4sXrzY3HWSGQQHVwAA3MsUIM8VEH/6LiIiohETk1Dgef/+ex27dl2Bvb0EU6a00doX0sgXISG+yM5WYOXKeIvVTkREREREVJqY1LKt1qZNG7Rp06bwA8kmbN584elXqonMRFG1RnZUVGyBrdvqVu3BgxvihRc8IGbLtfYPGxaCceP+xo8/Hsf48c31zlBPzwd9E/cZxU2m6q1BRERERFRGFCtsU+ly4cJ9nW2iCCQm6m5XO3z4FrZtuwSpVMDUqS/qPeaNN+rj3Xe3Iz4+BUeP3kazZpXMVjOVLoVN3GeIJKwTpO06W6AiIiIiIiLrMDps9+zZs0gXFgQB69evL3JBZDm1alVAfHwyRPHZNkEAgoLKGzxH3ao9aFBDVKtWTu8x5co5IyKiDlatiseyZScYtp9j+ibuE3OyNbPjS4eOhfB0STotbmzVJiIiIqKyxeiwvWnTJjg5OcHX1xdi3rRmALsS257IyDBERERDgAgxT1fyqlU9oFAoIZVqD+E/fiIJmzadh0Qi4MMPCx4uMGxYCFatisfvv5/G3Lmd4cw+E88lvRP35Rl2IPhWguDgWMJVERERERGVPKMnSKtUqRKePHmCChUqYMKECYiLi8OVK1cM/rt8+bIl6yYThIcHY83qPqjvo4SjnQgfH1cAwIYN5xEeHo2MjGyt4z+d9S8A4PXX66FmTcOt3wDQrl0AAgM9kZ4ux5o1Zy3zAoiIiIiIiEoJo8P2jRs38M8//yAkJASffPIJqlSpgo4dO2L58uV49OiRJWskMwrvHYSjYx7j0cePcOf6ePz+ewQcHaXYsCERL764HDdvqia3OpUkwboNFyAIwEcf6R+rnZdEImDYsBAAwLJlJyz6GoiIiIiIiGxdkZb+CgsLw/fff4+kpCSsWbMG5cuXx7hx4+Dt7Y3w8HCsWbMGcrm88AuRzejfvx727BkCb29XnDyZhIZNf0Kdb13R/HtVq3doaBUEB1c06lpDhjSCRCJg795rOH8+1ZJlExERERER2TST1tm2t7dHr169sHr1aiQnJ2sC+GuvvYY5c+aYu0aysJYtK+PQoeGoUkWGBw+e4GKqBEpRNab7wIEbha7DrVapkgxdutQAAPz0yymL1UtERERERGTrTArbanK5HNu2bcP69etx4sQJODk5ISAgwEylUUkKCPCETKaeuOrZ5HbqdbiNpe5KvuK3eOQqzFkhERERERFR6VHksK1UKrFt2zYMGTIEPj4+eP3115GVlYUffvgBKSkpGDRokCXqpBJw6ZJu1+/C1uHOr3v3WqhY0QVJSY/x9wVOSU5ERERERM8no8P2gQMHMG7cOPj5+aFbt264ePEiZs2ahdu3b2PLli0YOHAgXF1dLVkrWVitWhWQf8W2wtbhzs/BQYo332wIAFh+wt6c5REREREREZUaRjc9tmnTBs7OzujatStef/11TXfx69ev4/r163rPady4sVmKpJKRfx1uQVC1bEdGhhXpOsOGheDrr+OwKdEO7p+4I2jtMkTOaI/w8GALVU5ERERERGRbitTPNysrC2vXrkVMTEyBx4miCEEQoFBw0K41iY/SgYx07W05z9bSFpNuAfYOmu/7hLrjzyVh+CRyNxLvS1C7jg8iZ7RDnz5FC8kJCfeefiVArgDiT99FREQ01q7tx8BNRERERETPBaPD9vLlyy1ZB1mA8lgclLHbDe5XLF+os60XgF5jVF/bTZ0KwcFR55jCzJwZq2kVB1T/q55ojWGbiIiIiIieB0aH7cGDB1uyDrIASZNQSILqFukcMSdbbwgvivPn72mCtua6RZxojYiIiIiIqDTjdNFlmOAuA9xlRTspW17s+9aqVQHx8clagbuoE60RERERERGVZsVaZ5tIn8jIsKdB+1naNmWiNSIiIiIiotKKYZvMLjw8GGtW90FNLyUAQCIREB3dt8gTrREREREREZVWDNtkEeG9gxA/7jG8XZVQKkVUrMg12ImIiIiI6PnBsE0WI5EAL1fPBQD8/fcFK1dDRERERERUchi2yaI61VCF7a1bL1m5EiIiIiIiopLDsE0W9XJ1BQQBOHUqGbdupVu7HCIiIiIiohLBsE0WVcFVRLOmfgCAbdus07odsy4RTRa7wv1TdzRqugwxMQlWqYOIiIiIiJ4fDNtkcZ07VQMAbN16scTvHROTgL6v/YXTyRLIcwXEn76LiIhoBm4iIiIiIrIoO2sXQGXfK52r4ZPP/sWOHZeRm6uEnV3JfcYzc2YsBAEQRQGAar1vQQCiomIRHs6lyKhg4qN0IMOE4Q9uMgjuMvMXRERERESlBsM2WVyzpn7w8nJGamoWDh26idatXyixeycm3oMoam8TRSAx8X6J1UCll/JYHJSx24t8niSsE6TtOlugIiIiIiIqLRi2yeKkUgk6daqOP/44jb//vqg3bJvagig6Ohrcl5OjgFQq6GwXBCAoqHyR70XPH0mTUEiC6mptE3OyoVi+EAAgHToWgr2D7olubNUmIiIiet4xbFOJ6Bzmjz/+OI2tGxPwydhaOvsVR+MgHj9Y5OsKbToY3PfRR7uRmZn79DsRgPC0SzkQGRlW5HvR80dwlwH5u4Nny5/t960EwcHwBz5ERERE9Pxi2KYS8bL3PQDAsVP3cGvuN/BxEws5Q5uhFkTR0RGK/bt1tm/efB5ffnkAAPDe5Ob49fuDSH4swEPmiGWLOqF3S3eId24W7UVwHC4RERERERmJYZtKhP/LYQipdw0nTt/H7he6YVDfmoV2x82732ALYp5WRrUbN9Lw5pvrAADjxzfHnNkd0OHuP+j6qys8PZ3Qy/8ucpeuLPJr4DhcIiIiIiIyFsM2lQjBXYYuPYJx4vR+bDv4AG+Or1x4d1w9QbowOTkK9O+/FqmpWWjSxA9ffvkyAAWaV1JAgIir19KQUrkBfEdyHC4REREREVkO19mmEvPKKzUAANu2XYRCobTIPaZN+wcHDtyATOaI6OhX4eio+jxJ5gTU8Vbd82D8Qwh+lbX/+VbSXEPwraS7368yu5ATEREREZHRGLapxLRsWRkymSPu38/CsWN3zH79LX9fwhdf/AsAWLasJ6pVK6e1P7SKAgBw4MANs9+biIiIiIgoL4ZtKjH29lK8/HI1AMDff18w67VvpgkYPGwTAGDs2Gbo27eOzjEtK6vCdlxcESdGIyIiIiIiKiKGbSpRXbqoupJv3XrJLNeLWZeIxotcUX2eG+7fz0JgoCe++qqT3mNbPG3ZPnr0NrKzFWa5PxERERERkT4M21Si1GH70KGbuH8/q1jXiolJQN/X/sLpFAlECACAK1ceYssW/a3mtcor4eXlBLlcgZMnk4p1byIiIiIiooIwbFOJqlxZhnr1vCGKwI5dV4p1rZkzYyEIAJ4GbQAQBCAqKlbv8YIAtGyumggtLo7jtomIiIiIyHIYtqnEdelSHQCwbfvlYl3n3Ll7EEXtbaIIJCbeN3hOy5b+ADhum4iIiIiILIthm0rcK6/UBABs3X4FShNXAHvyJBcSiaCzXRCAoKDyBs8LbaFu2WbYJiIiIiIiy7GzdgFkPeKjdCAjXXtbTvazr5NuAfYOuuc5Ohbrvq1bV4Grqz2Skx/jv2QJQvyKnrgnTPgbT57kAgAEiBAhQBBULduRkWEGz2vezA8SiYDr19Nw+/Yj+Pu7m/w6iIiIiIiIDGHYfo4pj8VBGbvd4H7F8oV6twttOhTrvo6OdnjppWrYsCER2y7YIcQvu/CT8lix4j8sXXocggB8NKUVNvy0D4n3JahdxweRM9qhT59gg+e6uzuiXj1vnDqVjLi4G4iI0F0ijIiIiIiIqLgYtp9jkiahkATVLfJ5oqMjFPt3F+veXbpUx4YNidh+0Q5T2hoftuPjkzF6tGo97enTwxD5YSimO24FANhNnQrBofBW99DQyk/D9k2GbSIiIiIisgiG7eeY4C4D3GVFPzFbXux7q5cA239dCvdP3BG0dhkiZ7RHeLjhVum0tCeIiIhGVlYuOneujmnT2gKKnCLfOzS0Mr7//hjHbRMRERERkcVwgjSyihMn1OtcC5ArBMSfvouIiGjExCToPV4URbz11gZcuJCKKlVk+O23cEilpj2+oaFVAADHjt1GdrbCpGsQEREREREVhGGbrGLmTO21sEVRNZP49On/6D1+3vwjiIlJgL29BGvW9EOFCi4m37tmTS+UL+8MuVyBEyfumHwdIiIiIiIiQ9iNnKzi/Pl7OttEEThz5i7Cw1djyJBGeJKRhU8Xu+LcPQlyFKox4vPmdUbz5pWKdW9BENCyZWVs3nwBcXE30aJF5WJdj4iIiIiIKD+GbbKKWrUqID4+GaKou++vv87hr7/OPf1OAuDZetq+vm5muX9o6LOwPXGiWS5Jzyl9S+gZxU2mmjeBiIiIiMokhm2yisjIMEREROuskf3NN51x/Xoa5s8/BIVCRN6gLQjAJ5/sNcsM4q1aqcZtx8XdKPa16PlW2BJ6hkjCOkHarrMFKiIiIiIiW8CwTVYRHh6MNav7IOqdNXrXyF648AgUCu3Jy0QRSEy8b5b7N2tWCRKJgBs30nHrVjr8Kxa+ZBiRPvqW0BNzsjXr1EuHjoVg76B7ohtbtYmIiIjKMoZtsprw3kHomfAYgO4a2UFBut3MBQEICipvlnu7uTmgQQMfnDyZpFpvu2d1s1yXnj96l9DLszye4FvJqPXfiYiIiKhs4WzkZJMiI8NUM5RDlbbV3cwjI8PMdo/QUNXEaOxKTkRERERE5sawTTZJ3c28vo8SjnYiGtT3RkxMP003c3N4FrZvmu2aREREREREALuRkw0rqJu5OYSGqiZJO3bsDuTyXEjNenUiIiIiInqesWWbnlvVq5dDhQouyM5W4MTJZGuXQ0REREREZQjDNj23BEF41pX84C0rV0NERERERGUJwzY91xi2iYiIiIjIEhi26bmmHrcdd+i2lSshIiIiIqKyhBOk0XOtWTN/SKUCbt16hBtpAqp4iIWfRKWC+CgdyEgv+oluMtXa2URERERExcCwTc81V1cHNGjggxMnknDwhhRVPHKtXRKZifJYHJSx24t8niSsE6TtOlugIiIiIiJ6njBs03MvNLQyTpxIwqGbUrxaz3xhmy2r1iVpEgpJUF2tbWJONhTLFwIApEPHAjnZQOZj7ROd3SDeMbz2upiTbfZaiYiIiKjsYdimEqEveOYNLWLSLcDeweB+SwoNrYJFi47i4A3zrrTNllX9SupDCMFdBuQ/Plv+bL9vJSgP7DHpZ0REREREVBiGbSoRhQVPdWujNbRqpZok7fAtKdw/cUfQ2mWInNEe4eHBxbpuYS2rkteGQND3gUIhLaulveXblj6EMKb1W9DzIZA1n1ciIiIiKh0YtqlE6As1hSmpUHPixJ2nXwmQK4D403cRERGNtWv7FStwF9ayKt66DuX+3UW+bmlv+TYl4AIA3Mz/AYMxrd+Cg6PB/UREREREhthU2J49ezZiYmJw7tw5ODs7o1WrVvjiiy8QFBSkOebJkyd499138ccff0Aul6Nz585YtGgRfHx8NMdcv34dY8aMwT///AM3NzcMHjwYs2fPhp3ds5e7Z88eTJ48GWfOnEGVKlXw8ccfY8iQISX5cp8rekNNYUoo1ERF7dX6XhQBQQCipu1En1B34y9UxBZnSUhzCHUaat/bSqGzJJkUcImIiIiIShmbCtuxsbEYO3YsmjVrhtzcXHz44Yfo1KkTzp49C1dXVwDApEmTsHnzZvz555/w8PDAuHHjEB4ejn///RcAoFAo0K1bN/j6+uLAgQO4c+cO3nzzTdjb22PWrFkAgCtXrqBbt24YPXo0Vq5ciV27dmH48OHw8/ND586lt8WQTHP+/D2dbaIInDt/H7lL5xl9naK2OAtuMghehltNjQ2dnIiNiIiIiMj22FTY3rp1q9b3P//8M7y9vXHs2DG0bdsWaWlpWLZsGVatWoUOHToAAJYvX47g4GAcPHgQLVu2xPbt23H27Fns3LkTPj4+aNSoET755BN88MEHmDFjBhwcHLBkyRIEBgbi66+/BgAEBwdj//79mDdvHsP2c6hWrQqIj0+GmGeJbUEAatcqD7uRwwHYdouzLY2BJiIiIiIiFZsK2/mlpaUBALy8vAAAx44dQ05ODjp27Kg5pnbt2njhhRcQFxeHli1bIi4uDvXr19fqVt65c2eMGTMGZ86cQUhICOLi4rSuoT5m4sSJBmuRy+WQy/V3a1YqlRAEAQqFwuD56n0FHVNaiAql5muFQglBz2sy5piSuk9hx0yb9iJefXUNBIgQIajOEYFpUR2g9PZTfZ/9bCIzZUU/CA56wrbqBsV6Taa8b2Kj5hBq1NbelpMLrFik+ubNtyHY6/6nLrrJCn0ezfHcWuJ5MbU1X3R0LnYtJfX8U/GUpd+59Hzhs0ulFZ9dKq0s+ezabNhWKpWYOHEiWrdujXr16gEAkpKS4ODgAE9PT61jfXx8kJSUpDkmb9BW71fvK+iY9PR0ZGVlwdnZGfnNnj0bM2fO1FtrQEAAZDIZTp48Wejrio+PL/QYWyfk5qL+069PnToF0U73MTLmmJK6T2HHBAYCX85uhF+/OYazdyXIVQqQSAC5PBknTz4x2+sx5jqWuE98yj3910nW7T5vSHGeW0s8Lz6Jp+Bz4XSRa0muXgfq//JNraWknn8yj7LwO5eeT3x2qbTis0ullaFnVy6Xw9HRtPmEbPYvwLFjx+L06dPYv3+/tUsBAEydOhWTJ0/Wu69Xr14QBAGNGjUyeL5CoUB8fDzq168PqdS86zmXNDE7G+LWaABAgwYN9LbyGnOM1vF61+HO1Xxd37uC/tbZPC2VxamlYZ06mCDfC1EE+h1vgvUbL2DWrHM4dGgYnJzsivx6DL7OQq5TUvcxljmeW4s8L9WrARkdtLcZ0Zrv4+gMLDpbrFos8XrI/MrS71x6vvDZpdKKzy6VVoU9u6YGbcBGw/a4ceOwadMm7N27F5UrV9Zs9/X1RXZ2Nh4+fKjVup2cnAxfX1/NMYcPH9a6XnJysmaf+n/V2/IeI5PJ9LZqA6o32dAbLZFIAMCoXyxSqbTU/wISpRKoY7BUKoGg5/UYc0xeipOHCx53vGIRRD2bhTYdNNuLU4v6GEEAli5+BXGHbuPMmbuIjIzFV191KvLrMaSw65TUfYqqOM+tJZ4XeJZT/ct7jWy55hp2lSrrnVwu7zGm1mKR10MWUxZ+59Lzic8ulVZ8dqm0ssSza1NhWxRFjB8/Hn/99Rf27NmDwMBArf1NmjSBvb09du3ahYiICABAYmIirl+/jtDQUABAaGgoPvvsM6SkpMDb2xsAsGPHDshkMtSpU0dzzJYtW7SuvWPHDs01qOSZsg43AIiOjlCYsFZ1QSpWdMGyZT3Ro8fvmDs3Dt2710JYKz+z3oOIiIiIiMo2mwrbY8eOxapVq7B+/Xq4u7trxlh7eHjA2dkZHh4eGDZsGCZPngwvLy/IZDKMHz8eoaGhaNmyJQCgU6dOqFOnDgYNGoQ5c+YgKSkJH3/8McaOHatpmR49ejS+++47vP/++3jrrbewe/duREdHY/PmzVZ77c87k9bhBiy2Fnf37rUwYkRj/PDDcQwevA7/HR0KV4vciYiIiIiIyiKJtQvIa/HixUhLS0O7du3g5+en+bd69WrNMfPmzUP37t0RERGBtm3bwtfXFzExMZr9UqkUmzZtglQqRWhoKAYOHIg333wTUVFRmmMCAwOxefNm7NixAw0bNsTXX3+NH3/8kct+kZa5czujWrVyuH49DRPf3WntcoiIiIiIqBSxqZZtUdQ3Klebk5MTFi5ciIULFxo8pmrVqjrdxPNr164dTpw4UeQa6fnh5uaAFSt6o23bn/HLr6fRtZ8d+tTJLfxEIiIiIiJ67tlU2CayNa1bv4APPmiN2bP3440/nWEnAYLWLkPkjPYIDw+2dnlGM3ldamd2niciIiIiMgXDNlEhGjVSzWKvEAUoFED86buIiIjG2rX9LB64TQ7J+WbOVx6LK3i2d0Ne7Ah4eBf9PCIjmPp8w02mmueBiIiIyIYxbBMV4rPP9kEQAPUoB1FULREWNW0n+oS6F+la+UNwYUwNyUIb7TWo9c32LuZkQ7FcNRxDOnQsBHvdtaAVzq7ApctFvj+RMUx9viVhnSBtxzk2iIiIyLYxbBMV4vz5e8g/nYAoAgmJ95G7dF6RrrVODMEnS1xx/r5Eb3f0mHWJmLn42f7pH7RA+MhJ2vc2IiTnXxJN72zveWZyF3wr6V2XWlAoivT6iIrC1A+B4MZWbSIiIrJ9DNtEhahVqwLi45N1AneuUsBffr3xag/VevCFhYSYLVfRb/guCJBAhKDTHT0mJgF9X/tLa3/fgZt0u6sbEZIttSSaKfJ/gFDaxruT5Zj6IRARERFRaWBTS38R2aLIyDBV13Go0rYgqLYrReC1Ubvxv6/PQlHRH4JvJc05gm8lCH6VNf/gWwlTPlfNfi9CdQF1eO/bNxoy2Wy8+uqfOvsFAYiKii2Jl2kR6g8QTidLIM999gFDTEyCtUsjIiIiIrIohm2iQoSHB2PN6j6o76OEo52IBvW98eefr+KDD1oDAL7+Og4dO65AcvJjnXPT0p5g0aIjCAn5Hhcvpuq9vigCjx5lQ6nUXfpOFIFz5+4VueaYdYlostgV7p+6o1HTZVYLtzNnxqrGu5ehDxCIiIiIiIzBbuRERgjvHYSeCaowbTd1KgQHR/TtWwfNm1fCkCHrEBt7DXUa/gAvuOJmugSVf12CF17wxMGDN5GVpVqbO+8ka2qCANSuXQEbNryO7t1X4fz5+7rd1XOViI4+g379tMe2GqKvO3pJzZ6en6Hx7omJ90u0DiIiIiKiksaWbaJiCA8PxuHDI1CpkjsePHiCSw8kkCsEXLr0EP/8cxVZWbmoW7ci5s/vguXLewPQ7o4uisBnn3VAjRpemDXrJb3d1RUKEa+9tgZvvLEWqalZBdaTkvIYY8duAaDbmjxz5h7zvwGFqF7dS2ebIABBQeVLvBYiIiIiopLElm2iYqpduwLKlXPGrVuPgKcBV61GDS/Ex4+B8DQ5uzkLiHpnDRLvS1C7jg8iZ7RDnz6q1mZ1d/W8+z/6uC3i41Mwa9Y+/P77acTGXsNbg+tj/U/PJhybNr0dPDwcsXTpcaxffw45OUqdGkUROHUqBVFRsRg1qgl8fNxKZOKyhg19cObMXQCi5r0RRdU4eCLSj+uPExERlQ0M20RmcPGi/m7RN2+ma4I2oL87el769r/6al10714Lgwb9hfPn7+PT2Qeg6pQi4FT8Xc3EamouLnbIysrV6b4NAJGRe/DZZ/sQGloZsbHXLNrVPCMjG9u2XQIAVPFQ4na6BApRQGCgJ3r3rm2WexCVRVx/nIiIqGxg2CYyA33Lg5mzu3Tz5pVw4sQovPDCPNy/n4X8LegSiYC3326KESOa4OLFVEREREOACBGCprv65MktERd3E3FxNxEbew2A/onLzBW2lyw5ivv3s1CjejmceuMa0uQCai4qjytXHmLjxvPo2TNI73liRjogL/rSZaIjl4iisoHrjxMREZUNDNtEZhAZGaY34Jqzu7SLiz0eP87Wu8/eXoIFC7oCABo08NHpjp63u/qRI7fQsuUyndnPC5u4rChdW7OycvHVnP0AgCkTGsEu9RrKu4gYO6YxvvjyIKKiYtGjRy2tVn815YnDEPfvNuo+eQltOhT5HCJbxPXHiYiIygaGbSIz0DfeOm/ANRdDLei1a1fQrqeA7urNmlVCvXre+lviq8kg3rmp2SYqFHBOS4V45yYUJw5DPH7QqDq/P+iA5LtOCPBU4o1aacDT0yZPaI4FC4/h2LE72LLlArp1q6VzriSkOYQ6DbW2GdOqJzo6QmFCSCciIiIisgSGbaJ89HVjFnOetSiLSbcAPWGvT0c/9BxjeDy2OZirBT3/dQDVdf4XfBO5S+dpHVsTgLhvq/4LNWoGnDwC4FkIlssV+Pr7aACZ+GDqi3Bs1hCKg3sAABUrumDs2Gb48ssDiIrai65da+q0bgtuMghe+d47Y1r1sove9bykcMIrIiIioucPwzZRPoV1Y1a3sOpo1EzzpaFAXtxxxeZqQc97nXP3JFCIEiiUIjbm1EX/4e0hkQharcl4823YOenWLjo6QvE0bKtD8M9LjuLWnUxUrizD0AntIAgKrXPee68VvvvuMA4fvoVt2y6hS5capr0ZpQgnvCIiIiJ6/jBsE+Wjrxtzfoqjcbpdqp+GTsBwIDfHuOLCZjQ35Tr7W41Cp66rsXrDFdRsUBmffNIhX2uyPwRnZ92L5GtNzslR4PPPVWO133+/FRwd7SBma4dtb29XjBnTFHPnHsTMmbHo3Lm6SfVbiylLpnHCKyIiIqLnD8M2UT56uzHnI23XGWgaWuRr2+q44nZhVbF0aXe89dYGfPrpPtSsWR6D+hd9ea5ffz2Fa9fS4OPjiuHDGxs87n//a41Fi47i4MGb2LnzMjqGVS5O+SUmJiYBfV/7q8hLpnHCKyIiIqLnj8TaBRCVRoK7DIJf5aL/s+GWyqFDQzB1ahsAwPDhG7B33/UinZ+bq8SsWfsAAP/7Xys4O9sbPNbX1w2jRjUBAMycGQtR36LgNmjmzFjVOHk9S6YREREREeXFsE1EGp9+2gF9+9ZBTo4S4f1icPG+7tJchvwRfRaXLj1AhQouGD26aaHHv/9+azg6SvHvvzew+59rxSm7xCQm3kP+zwVEETh37p51CiIiIiIim8WwTUQaEomAX37pjWbN/JGa+gSNFrnB/RN3NG6+HDExCQbPUyiBWZ/HAQAmT24JV1c944/z8fd3x8iRqtbtT2b9a54XYEEKhRIODlID+0ScPJlUwhURERERkS3jmG0iG6ZvyShjliErzqznLi72GDWqKY4c2YBshapl+/SZgscmx5y1w7nE+yhXzgljxzY3+l7vv98a339/DHv33UBsNSnCAhWFn2QFoijinXf+xqNHqvc+/9JrublKvPjicsTE9MPLL5euCd/04VJlRERERMXHsE1kwwpbMspSs55/++0hTZAEnv3viBEb8eRJLtq1C4C/v7tqZu5Frjidouok8/LL1SCTGR/0K1eWYfjwECxadBS9V7kgV4TRM3yXpK+/jsOiRUchCMC7k5pj+8o4zdJr7/2vNX766QT++ecqunZdhWXLepo0uZwt4VJlRERERMXHsE1kJWJGOiDXXjorf6u1UKUqpOFvaJ/o7AbB1bXga+eb9byoLeTn9YxNBoDU1CwMGBADAPDzc8OdOxlQjUZRtYBHR5/Fa68lFCkoN2jgCwB4nKO6hrEzfJvClGW7oqPP4H//2wEAmDu3Mya8HYJZsp0Ani299uqrdfDWWxuwalU8Bg9eh7+31MGZPUW7jy3hUmVERERExcewTcVmaldna3U5tZV6lScOQyxgGTBDrdaSsE6QFNZ6mG/966K2kNf0dMXpZIlm1m1ANet2hQouqFLFAydO3HkatAHkOyYqKrZIwXLRoiNa3+ed4ducAdWUZbv27b+BQYP+AgBMmNACEye2hJjvvQUAR0c7/PprH1SpIsMXX/yLP1afhfpDCEt+eGApXKqMiIiIqPgYtqnYTO3qbK0upyVVb2GhXqj0AiT5W62Bwluu87UeGvPhQVFbyCMrX0Xf4bt0xiZ//3139OkTjIcPn8Db+0vk5Ci17ysCiYn3Ddeux/nzujN5m3Kdwnz0keqDjfzLds2YsUdvCD53V4LefdciO1uBPn1q4+uvOxV4fYlEwOefd8Svv57C7duPAD3Lg5WWsE1ERERExcewTcWmr8upUazU5bSk6i0s1CtX/6x3u1Et10W4jykt5BHDKmONuwxR76xB4n0JgoK9MWNme/TpowqLnp5OCA6uiPj4ZK3u5oIABAWVN7p2AKhVq4LOdQAgMNCzSNfRRxRF7N59BQsWHNa7PJcoAvHxKejS5Td061YT3brVwomjNzBtoSsS7koAPEGtWuXx22/hkEqNW7whNTVT733M/eEB2R5OLEdERER5MWxTsentcmrDSqrekgr1lrpPeO8g9Ex4DAAQ3v8Ads7OWvsjI8MQERGt0/odGRlWpDLyX0ctJeUxLl5MRY0aXkZdJ+947Jp//ojQVi9g//7rSEgofA3sbdsuYdu2S3jnna1Ptzwbh37+/H1s3XrR6FZpQx8e1KhRzqjzqfTixHJERESUF8M2kYWUVKi31ocd4eHBWLO6j6b1u3YdH0TOaKdp/Tb1OtVrVkRauhy3bj1Cu3Y/Y/fuwagZ4FbgNfKPxz595h5On1GFbFdXewwe3BBBQeUxYcI2nQ8H5s/vArk8F5s3X0Bs7LWnVzR9HLqhDw8ePcpGcnIGfHwKfi1UenFiOSIiIsqLYZuITJa39Vs9M7c5rpPyIAcdOqzA2bN30a7dz9i19XXUMHBudrYCkyZtAwCtcAsA/v7uOHv2bXh4OAEAKvm6GPxw4H//aw0np08hl2uv9V3ULuD5PzyoWq08UlIyce1aGtq2/Rk7dw5ClSoeRl+PSg9OLEdERER5MWwTkRGTrN2G6KQbEkRHywQHHx83/PPPYHTsuALx8SkIbbsC3nauuJ72bCmtkBBf/PDDcSxbdgIpKY/1Xic1NUsTtIHCPxwICtLtAm7KOPT897l0/TFeemkFzp+/jxdfXI6dO99E9RcKXr6NiIiIiEo3hm0iKnys6YpFyNWzWWjTwWI1eXu7YvfuwWjadCmuXUtDWr6ltPKys5MgN1d7ZnRTQrK5xqHnV6OGF/bvH4qOHX/VBO7tW15D7WJdlYiIiIhsGcM2FchW1qQmyzI0yZpCocD58+dRq1YtSKVSnf2ioyMUBawVXlwVKrjAzU39fD1bSkvt5ZerYfTopsjNVeK119YUOySbaxy6PlWqeGDv3iF4+eVfER+fglZtV8DXwRU30p+11nNpMCIiIqKyg2GbClTa1tAm0xiaZE1QKJCVfA+CX2UIesJ23vGolnLpUqre7Q4OUmzfPkjzvRQKs4Rkc41D18fHxw179gxBixY/4uLFVFzM11q/dm0/Bm4iIiKiMoJh2walPXqM9Az9Y1ALInNzhYe7eceBlrY1tKns0beUliAAwcEVtI6zZEg2Jy8vZzg5qT+4eNZaX9RZz4mIiIjItjFs26C4Y/HYFnuoyOd1DmuBLu1amrWW0raGNpU9lhpHbU0XL+q21hd11nMiIiIism0M2zYotEl91A2qprUtJycXC5b/CQAYP/RV2Nvr/uhkbpzdmCzH1PH7xZ2x3JLjqK1FX2s9UPQJ3YiIiIjIdjFsm5mhLuBKhQL30zJw804KJHrGvubtAu7hrtsdXJ6do/m6km9FODrYm7lyooKZOn7fHDOWl5Yu4sbK31qv9sorNS1+b30fmhh1noWWeSv0vqbW68wPH4mIiMi6GLbNrLAu4H/vO6l3uyW6gBOZk6nj9y09Y3lplL+13t3TBffuZeH7749i9OgmqFrV02L3LnSZNwMsucxbQUytFy92BDy8zVZHafuQgoiIiKyPYdvMCusC/vab4XBy0v3ji13AydaZPH6/BGYsL43yttYr330fbdv9isPHktA/YhViY7rD3l5i3IWKuMyevg9NxJxsTc8E6dCxEAwMByiJD01i1iVi5mJXnL+vWhJt+gctED5yUpHrVTi7Apcum62u0vYhBREREVkfw7aZGdMF3MXZqaTLKhOsNWaYyNIcHKRY+a4vmr11BweP3cXU15fg807GfUhR1GX29H5okucDEcG3kv5u+iXwoUlMTAL6vvYXBEggPl0Sre/ATbpLohlRr6BQmLU2c31IwRZyIiKi5wfDdglLz3iM+w+L9odW8uMkZCkf46EkBQBwNuUM7O3t4OXsBX+ZvyXKtEnWHDNMZGnVu7fHTwvLI3zYLsw94Ih2o7qjWzvfQsNc3mX2bCnImVLLzI93PJ1t3vaWRDPXhxRsISciInp+MGyXsCMnE7D7wDGjj88UHmG38wooBQXgrNq2948/AACOUkfsHLbzuQncHDNMZZngLkOft9pgwqkMzJ9/CEMm7cfxQ0Og/q/bYJjLw5aCnCm1JJ531wRttbK2JJqtd+MnIiIi82HYLmHNGgWjUb1aWtsKWtbrfGoidv69XO+15Ao5Em5cgsJL/48xIzMLjzOztLa5OjvDzdW5wBrzzoxuSzhmmJ4Hc+a8jAMHbuDIkdvo1G01HB664kKqavxy5Iz2BbbwWjLIaY2l/vMHTJ/UCOFdAwweL1SpCmn4G9r3sXeAcvXPemsRRRFu81dC/kD7v1dBKFtLotlyN34iIiIyL4ZtC7udfhvJ6SmaLuA3s67BydFBqwt4Qct6pT09z5DfYrbCU3ncqFoyhUfIFrJ0tjuIznAR3TXfc2Z0IutxcJBi9eq+qFdvEc6fTwUgAZ6OX46IiNYdv5yHpYLcmjVn8WresdRn76Pv8F1Y3S8TferkGv3a8rag568lauYe3H8atPMuiSaKwJQpbYy+BxEREZGtYNi2oNvpt9FxWUfIFfJnXcCji9YF/PrD6wXu79G1JZr5twCg20Iuz8nRtGzfy0rBxP0jkaPM0bmGg8QBv/ZcDR9XXwCcGZ3I2gIDy6FiRVdcu5YGwPLjl/PPAB45oz1CQnyxc+dl7Np1BWvWnFXVkK+WWacr49Vv+qi2FaMFfdGiI5gxIxYAMGxoAxzZcgLn7kmggAQKhYj16xPx2mt1IQiCzrlEREREtoph24JSs1JVQVsPuUKO1KxUg2E7R5GDpUeW4tsD3xZ4j2n7pmBU81HoGtQVjxQZmhb0NEkK7N3s4F9R1YJ+OjkXOXt1gzYAZCuzkSZP04Tt9IzHSM94bPCettrNnKgsSU7O0NkmisC5c/cg3rlp9HXWbr+JqHxBOm9Yzz8D+Kl4VQt6YUQROHcpDYJfZdUGE1vQo6PPYNy4LQCAyMgwRH4YitzZ+wEA+1uNQqeuq/HHH6cRHFwB06eHGf26iYiIiKyNYduKRFHU6WZ+NuUMbmXcxHcHv8OFexcKvcaT3CeYf2A+5h+Yr9qQbxI1B6kDVr22qtBr/RazFQ5iLLuZE9mIWrUqID4+GaKovV3MzcWv4xagX71cSAtZivuvs3Z4LdpFaymtiIhojB3bDB4ejrh48QE2bEhUXRe6rcatW1fBSy8FYuXKeFy+/ECnFolEwPnz91GrlmljqnfsuISBA2MgisDbbzdFZGQYkGc5v3ZhVbF4cTeMGLERkZF7ULt2BfTrV/RJEomIiIisgWHbikbEjEBqVioUou5M4wDg7uiOCa0m4Mu9X+ptIXeUOuLDdh9i8aHFSMpI0nuPbEU2+q7qW2gtr7zSDJF7pyJbma2zj93MiUpeZGQYIiKiNeOXVUtiAdkKAYNjXDDnjCdeaeePbeviVa3WNcph+ntNEN41AI8ysnHq7ANMWrIbQKZW928AWLjwSKH3d3SUYv/+twAADRv66q0lKysXISHfY8GCVzBkQNG6th85egd9+qxGTo4S/frVxbffvgJBEJAvz2P48MZISLiLuXMPYvDgdQgI8ESzRhWKdC9Tl0SDm0w1Dv45xveOiIjIdAzbVnQ3826B+xd0X4AXA19E55qdkZyegm+fjsd+5+mM5epJ1ur61C0wUEsFKSq6VjQYyAHA0UXQG7QBVTdzJ3cJqvh4G/GqiMgcwsODsWZ1H0S9swaJ9yWoXccH73/QGleuPMRXX8XhTOJDnEl8CPUEaqfOPUTf4bvg4+OK5GTDw0AAVYv0yJGNUbNmeSxYcAjXrqVptVoLAlC79rNAq6+WseNa4Pff4/HPP1cxbNgG/Lj0KNIuu+LSA8Mzp6vHhifek0DxyQooFCI6dqyGFSt6Q1pAM/2cOS/j/PlUbNp0Hr16/YFD+9+EXxHeS1OXRJOEdYK0Xecin2cJRZ0NXszMADLzPQfObhBcC/mwNF9ILgvvHRERkbUwbFvRoJBB+PXErwb3l3MpBwDwl/mjvFNFeCpVEwjV8a6rNWO5vdRe7/lqa95YA4lEgl6/9jJ4TEa27vhQIrKu8N5B6JmgCkx2U6dqxkGPHdscQUHfISXlMZCv+7c6aFeuLENa2hM8eqT9IZogAPXre2Px4u4AgIAAT72t1pGR2uOj9dXy1luN8NVXB/Dhh7sRd+g28s+c/uOPPdCzZxDs7CTYsuUCBg58NjYcT9uwhwxpCEfHgv+vSCqVYNWqcLRu/RPi41MQ9tJvcM1yxUUzLomGnGy94bSg8fFijv4PKM0t/7h6U2eDN0b+kGzqcnJwY6s2ERERw7YFeTl7wVHqaLALeFhgWIFh21wkEkmhtfi5F9xOdDvlLjyUBS9DlhcnUSMqGn3ddfOGOTHpFvA01HgASE97ovc69vYS3LnzLsqXd0FMTEKhQVpfq3XkjHbo06fwbuFSqQQffNAGP/54AhcvpgL5uqsPH74RwEbt15TnwwFBAL788gAGDGhQ6L3c3R2xcePraNBgCa5eS0f+YL/mx5e0WnpFhQLOaamqsCyV6l7Q7dk8FIJvJSgP7DGpBbckzJy55+nPzvjZ4PV9eFDQOuca+UKyycvJEREREcO2JfnL/LFz2E6tLuBjB0do1tlOzUotkTqS7z2Ah5c3VvT4A/cf38cfG3YCAPr37Ag7Ozt4OHog7Ulagdf4ZuMPCMppwbW6iSyksO666iClVtPTFaeTJTrhtU6diihf3gWA8UHaUAu6sW7eLPj3hyGiCCQm3jf6+KpVPVGxogvS0+XQWhINIqI+2o6eN7XDZU0A4r6t0Nf2m3fNb8C0Fty8+w3Rt6xaUZZuS03NwunTd3UnyhOBxMvpRZoNXsyWQ1nIMURERGQ+DNsWptMFvGIduDg7AYDZwnZBrdYSUYrotbFwEY9rtnlCNfZ667pTmm0PJSmaSdr0Gdy2PzwcPLlWN1mcmJEOyLWfZUMtvFrHONpucDCm1VqoUhXS8De0TyxgjG1k5avoO3yXSd2/zU3fzOmCADRo4IMTJ0ZBoRAREvI9zpxJ0TkmKKhoM5nfuqU7WZcIAYkP7GE3cpLq+7wh+M23YeekJ3jmW/PblBbcmOhTBQZpne7fT1vh167tZ1Tg3rPnKgYOjIFSmX/aONPeOyIiIipZDNtWVFBIdpA44MkjJW487bqdk/OsbeZW0l3Ic3LwOPNZC/Pc1kvwRMzE+u37AKharbNzc2GvcEQF52cTm7k6O8PNVZWqDxyNx8Hjp1X3E50hEaVQCgqdWiSiFLt3n0K2kIUc58LX6k5+nITzqbotXR6OHpowDrCrOemnPHEYYp4QlJ+hlsT8LZW2pKit1mqSsE6QPB0/mz+wh3cNwJ9LwvBJ5G4k3pcgqKYXIt9rjN4t3bXGGZfEhxCGZk6PjAyDIAiwsxMwc2Y7o8aGF8bgkmgAthzPRLdutfKFZH8IzrqfJBYWlAtjKEi/914onJzscOpUCv7++8LT2rS7f0+b9k+B98rJUWDmzFjMmrUPogj4+bnhzp0MzXunvtb48c2NrlcfU2cat+UPtoiIiGwJw7YV6etm/s7QV3HkvwQcO3YJK1f+o/e8BU+P1Udfq3Veebt3d2nXEq2a1tfsG/G4J9LkhkPy+dRE7P37D539ar/G/A1HMRa7nVcYDO0dst6Ei+iOTOERagf7o0GdmnrvpcZA/vyRhDSHUKdhkc/L31JpS/R1UTaKW8GzQvcC0GuM+rtHwI1ryF2qfYmS+BDCmO7qxRkbnpfBJdGyleje/Xf06hWEzh2rYvHTIF1rzXLMmGneFmdVHf/ojKMGgK++iivwPFEEzp69iwEDYvD2203RqlUVra7mgb8vhVJUrV8OAG+91Qjz57+CbVvOqd67exII9nZ48kSBH388gYEDGxQ6wZwhps40bssfbBEREdkShm0zS3v0GOkZ2uMG87dKO2l1abSDh9IbnkpVSK7jXRfV2tbEK40LXronIzNLq2Ub0G61NiRv924Pd+0gWwUFL+2VJil4grRTntswuvE47IzTDdoAoBQUmvHeu51XYOc1BXBN+5i8gRzg2O/nkeAmg+BlQstZtm4PEVuht4tyERkT2PUt9yTaO2jWrrZkF3xjuqubo0u7/iXR2uDkySTMm3cQ69cnYv36RKgnUDt9RhWkP//8JdSo4YWbN9Px2WeqHkD5W5zfe2876tXzRmCgJ+ztpVohuOafy9D31TrIyVFi9+4rOH1a/9KNggC89VYIGjb0wTffHMKVKw90WuEBYNWqeKxaFY+qVT1w7VqaJvifS1QNL3JxscPy5b3Rr19dnffuWr//oXnrX3Dw4E2MG7cFS5f2KPL7CJg+07gtf7BFRERkSxi2zSzuWDy2xR4yuH/RiphCr5E/BJcWafKHqFOpZoHHvNKlCTydvLBz23K9+5WCAv0iwlDLKwgAx34TqRkT2JV7tpnUXR2Nmmm+LA1j4vWF9jfeqI/BgxuiRYsf8fhxDvLPjD5lyq4CrymKwJUrDxEU9B3s7CSoWNEFd+5kIG9oP30mtsBrqMep//hjTwBApUoyva3wc+Z0RELCPfz++2lcu6bqTZR3ojtANRmcOmjnV716Ofz+ewS6dl2FH388gSZN/DHqrfp6jy2wXlNnGrfhD7aIiIhsCcO2mYU2qY+6QdV0tisVCiSeP4/KlasgU669NmtujgKrN6pmCL+VdBf29ro/ltLQnfqLLl/A09mzwGOmxv4PdpLCH7vkx0mqLu355pBjN3Miw4xp/VYcjYN4/KD2xpNHnu0vhWPi1erW9YZCoTS4PzS0MipXluGff67i3r1Mnf1OTnYQBCArK/dp0Abyr2Pu6emEuXM7QS5XYMyYzcVaVu3LL1+Gr+/XyM3VrfnKlYcFvtbOnWtg1qwOmDJlF95552/Uq10OLQo8g4iIiEoaw7aZGWqVVigUuJd8G1dvJmHHviN6zlQxNB7bWt2p83aLf/JYCQeJA7KV2TrHOUgcEOBUC8n3HhR4PTvBDrlKfQvxPDPvrx+Q6HjQfOO+He3gUuAdicoGY1q/pe06A01Di3ztvF2HbXnG+IJmRj9wYBgAGFx/fNWqcPTqVRu3bqWjevVvkZOjG4KfPMnF0KEhAICKXg7FWlatfHkX1KlTUW+9xsw0/v77rXH8eBKio8+gb/+/cHCAgEoyPX3WnyruMmRERERUNAzbJSy0cT3UD65R5POs1Z06f7f4tsIAg+tsr1z5T6FLiP35xp+4l3kPI/4aYfCYBKd/De4r6rjvTOERgoJ8UU+iaqWSJvwL2NmXmhZyfXMAGMNWXw9Zn8njx/N0HbblGeMLmhldrbAW5ypVPBAcXHgINscYdGPqNUQQBPz0U08kJNxFfHwK6nzrBqUIiyxDRkREREXHsF3CZO6uKOdZvImSSpKhbvF55Z2s7V5WCuL2rzW4Fnf2Y0CU2xd4PRd7F2Tm6HbxVMsKvALYu0B5w8iJ2G4onn0AsEPVXd8WJmIzJkjnXZ6tKGx5Yjlj1pzW1yoKN5kqKJLVGTNjvLUma8sfpIOCvTFjZvsitTgDxQvBxam3qLO0u7o6YMyYpnj77S3IylV1eVcH6WHDGqFCBVfcvv0IMTEJAHQnhZs5cw/DNhERkYUwbFOBjJmsbeueg1qt32HCwAJbvzOFR5A461/T20HigI9bzcSHsf8zeL8jSYYnoFMbGN4FALDzb8tMxGaOFufCJtPTJ1N4hJpBvjhz/goA1XrqdnZ2elvqbVVx1pyWPl1zmqzLmBnjTZ2szRyt33mDtPD+B7DTs852odcw01JlRt2rmC3kS5Yc03wYADz732XLThZ4nigCp06lYPjwDejXry7atw/ABiO6mrM7OhERkXEYtqnYjGn9zttC6yK6o0PWmwYD+datxwrsiv52y7dx//F9rI5fbfAYnwrlkKPQbV3XJ/lxEs6nPltfPPPJE2Q9kUNmL0MFZ2/cy0pBek46nB0d4eLsBAD47+wFJCbc1rSMZwqPDL4e9TGAdouzvvctJydXM25//NBXtSbLS36chEEbXsPOG9ma92fvDtW6545SR+wcthP+Mn+jXrM1mWPNabJ9pv6ci7qsVOHjx29DdNINr8a0oJujm3hJOH/+nt7lxSQSAePGNYO/vzsWLjyCmzfT9R63bNkJLFt2Am5uDsjIyNbpav7FFy+hRYvKyMzMwe7dV/DVV3Hsjk5ERGQEhm0qNmNav7u0a4lWTQ0vTZO3K/rl9IvYG/eHwWOrCEGo4gashuGwnXzvAW49ulFgTd/H/IFyoh92O68wOBlbqyfhOOAUo3+/s6orOgCD17CX2OObNks1oT1H8gi7zuzTOkbdKp38OAn3H99XjXuHal1ze4kdvJy94C/zR1pyit7J6QBArpAjNSu1VIRtc6w5TbbPHGPDjVHY+HGsWAR9UzKWhtnVjWVoUrj69b0xf/4rAICaNcvr7RY/c2Y73LnzCGvXJuDuXdXwHTHfsmkffKC7bFr+7uhRUbEM20RERPkwbFOJKCyQ5+2KXlA3c4koxa5dJ1WtyAW0fv8Ws1X1RQHHVG3oji7Vwwrsat6weRXsjzc8NrxfhGr8pqFr5ChzsHrbNjiIzsaHenWr9R/PWq2jX4+GCMOzDAOqDxg8lCnPlk3Lp7RMCkdUFIbGjysUCpw/fx61atWCRJ5V6PhxMSdb7zHIc0z+MeZ5W9CtyRyTwi1Y0BUuLp/pnYEdAGrXrgAXF3ucOHFHp3VcFIHExPsWe31ERESlFcM22YT8XapHPO6pExgznzyBvcJR00pc0ERsY19/DWnyNOz923AL+cvBHeAjK1dgXQvj5xa4/+1tw2EvKXjCt9qhXijn7IWdcYZDe9hLdbH/gP5l3+QKOXr91gvf9/6+wPvM2vA1fHOr47DTxkKXTQNsexK1wpg6yVpJLD1FJcvQ+HFBoUBW8j0IfpUh7ttp0vjxoh5jLcaOLy+oW7ydncTgDOwNGvjg5MnRAICGDZeYvFQZERHR84Zhm2xC/pbvKvAu5Iza2F17N1KzUrW2ZjzOgp3SUdOCW9C64F6Cb6HrghcmV5lb6LrhS08uKvQ65Y2YoT7lcUqB+6/ax+OqfbzB/cWdFM6WmDrJGho103zJQF46mPzBivOz59uY8eP6Zk+HsxsEV8P/nYg52TYTwktqGbKSmqWdiIioLGDYplLLX+avM0ZZ1R39H833xV0X/JOXP8G0HdMM7v8x/EfkKHIwZv0Yg8fUrlAb9zLv4V7mvQJeTcHWvLEG9tKCW9CbVmqKk3dOFhr+Ad1J4dTydzV3ezohXEkyaqb3yjWBcO2fvczFCTKXZz9MxdE4iMcPap938siz/csXIh0SpEOqdYjQqBlEqN5ru6S7ukEuJxsukEAG/d1tybxM/mDlxY6Ah+pDO2PGjwumFFfE8eW2zpgW8pKcpZ3+396dh0VV9m8Av2dnE8gNJBUUFUXANQ1FLbPF1FzTLM3M8m3BLNLKLLdMzcol97LUH6VmlrlbmqmpuKPgggEuuIGCIrLNDDPn98fIxAjnzAADw3J/3svrHeb5zjnP0APM91mJiKiyY7JNVUqRO6PrdchbsRAAoBwZjky9webN2FKSCyekBRlzlFBY+TH6oucXAIC+kX2tVV+USqFCTeea0Cg00BoKf8DXKDSY22surmVcwwtrXxC9zgebP4KXwRfx6mOSU80BQCfLwaNtWqKmmwqqFBXkCrl5szYAuJ5xvdDMAgAWMSXx4JFoJdnpHYDpmLD2oZL3OnLsLP48cc7yXjEnAPn9BHzVEot75dclSK5HMHKgOHcAUKoKr4fXKOFSvLddoVSks9BLuqu5wdkVSLxg17pUB7aMkFeWXdqJiIgcjck2VSlFbcQm6LTIg2ltt9K7Dv44GG3zZmwnj1yG3Em8fN2ve02PRa6hkqtw9fJtZOgzCpUVlJYuXZ6SegceNevi//qsRVpWGtZu2gXA8pxtQ5YSGXdzJa+TrkxGujJZtNwoM6BdWEPMOTkDeqMe++LuFxwz/Z9arkbkc6Zd4IdvGlLkFP2Cx5Bdz7iOtIwUGOTpAADFzbOQqVSSSbtnQwV6D2oLD42H5H2s7fRecI0/gPsxWvPxbQCQVzMXT3dqhNqa2kjVpuLdmA+gFwrvA/DgJnb78gt27jKX56+Hz5bdQ7s2fuhQ4D1n6fIsljdU9E3sKtJZ6CXd1VxmKHqPBCIiIqLywmSbqh1rm7E9eM720JxnrZ6zLXVu+B/bo60m9Xv/OmM1qXcRTpif87y/pn3H7zEWsdamxQ8MGIxTKdFISI8XjVl0dD70iqLPKNcZdVi0xpRs65zFjyHbH3sC7qoEvLt/tGkTu/w6rd0DwPakfVHfRaLHndm607u149nyY3SyHOidi37fRpkBXWSXsb+I1+eXP/FEa7ir3PHu/tHYdb7wey5OXRy9iR3PQiciIiIqPSbbVO2UZDO2B7Vv2BYZYdLrigueHQ4A/XO6WoysFpXU38lJx5/7TKPuLzzXA7q8PIvRWQBwdXaGm+t/GfXBY7E4dOI0AFNyLxfEk/a70a7wkbVDgrN4sp2pSJd8XwBwTyZ9zM+m3XuggkY0ebU1ad8dt1fyPg3aq+GudsOuaOkk2GDMw67D4jFdQuugnouX5JKCJe7nAYmTnr7f+39QC87Qa8QT9vwOmaL+++Q/n7+JXUpWMvLkWpxOOW0Rkz8roKym8QM8C52IiIjIHphsE5WAtXPDi2aZtO/Ycwi7954tFCU2ap3vwdHOZx57FJ3aB5u/tnZsmrV16n2bDMDGhN9Ey4cNeAYnko8hOnqnaEztFnJ0qhcqeZ/zykOwti3V6rORkuU/nfk/yXIACGzih6ikKMmYNJdctG7SBJAIS9dJr99PUB+3Wpdoj22mB1aOZ07JSpacPj+p/UxMOzZB9Oi7yOd+hpertzlhL9g58+CO/RV9SntFwePmiIiIqLiYbBM5SJGbudngwSO7bBmpN+3SbhoxtzbVPOl0JiCxCXla+l08JJOeDdCwZn3U8vSQjElRXZIsB4BaTrWQlis+it6hfgek56bj39R/Ja+jkCsky2u71rZal3c7vYt5B+eJlnes3xFpOWlISEsQjbmnk16bDwA//rYDOcgQHfHXG/X4bd+f0DtJzxqw1/T6/HXozVv4ICSwqUVMaRPyB3eeT8lKxt2sVBjkmQAgvgGdAxL/kq5jl4V1L6sqSbKlc0DQ6woddyYU6DBgBwIREVHpMNkmcpCSjY6XTMHEPiUrGYc2/VbkqKlcUEAlSH+Q3r77/vCvRMIeeyAFsdghGdOz4XMQBAE7rmwWjXmj7Rh8fnCKaPnExycCsL7T+yMPPyJZ3qpeK8lyAGjo2VCyfFSw6fi30dtfEY2Z1PkzCBDw2YFJojHDBjyDA1f34aj4kenwbuYEJImXN29XFw9pHpKcXt+9ewhyDbnYdVQ8Jn/a+27n/8OuywbgsmXMg7vXh7YNsphlYW33+oPHYnH8eKI5oTcn/vntRmwDunb+FvcpeK/8+xgNRly4d8FuO+mXdB27oNHAsH+3+eu7N5KRkXrL/HVKzi2k59yG8X4HgzxqM2RKJTxU7vByrmOOq+HpgfzfFkJmBqC1PJXgwUTaeOp44aPvCrDlfPCK1oFARERU2TDZJqoGCib2DVAXf732l0WykZmVg6yc3AI7gP8hOoV5yNOm3aaj9v9a5DRmuaCAWnAucsO4grLO3z8cSyIh37n7OOSa0u30fjbhkmR5foy7yh0quarI96SSq5CVahQtz9/ETifLkXw/e3adMT2QiAGABjWkE/uH69aVTLa/PfuN9A0AfBz1ntXDpWMe+gPuancYM8QTcovd688B+O8kNZs2wlO7mWLuau9i1/YVovex2IDunN7iPoDE9Ppj/5XPC/sWAP7buO/BuliZgg958dbMm3bjv2qxG//BHTtx4rpOvIPhaOEOBgB4ssFDeDL/+xF9BEKBBP5Bokly20ehKHAcnpCdWWhkG85ukLlKdwI+2IFARERERWOyTVQN+bj7SG6ilZ+MGw1GnP/3PAKaBRQaHdzdfHehZKPgemCpEXRbk3Z3Y+1S7/T+118nTY+txLgINdBNNkz0Xkf/TpIsz0+KpDaoUwvOVmNsSdprKrzECwHU1NTGXe0dGCBx/JWVRBsA0nPvID33jmTMnwejJKe0T/n5K3gYa4tOi9cZdVgWvRiZukzJ+yzfuwpqwUl0Azq9UY81+34XrUv+7vUArG7cJzUFXy1XY26PhXhvV7jkkXQARHfjV7mqMC9kNjL097DrrMRmeU8EoZm7P1JybkGvMeLMNdOGgYoG7sCgXqip8YCPqxeuZ6XgdhHr7vPLAZhi5HmQ3U/8AQBuQM069Yq/oZ5Oaz2GiIiImGwTUWH5ybjBYID+hh4tvVpCoVAUGSMmfwQ9LSMFhhULAQCKkeGFztl+MGkvOMpecJ1uQdZ2egcKn7NtSwxgudv7g/cBAOj1cNq8Bq4wQjkyHNDpgJz/Rgdfz+kEvZAJ5z83mt7zc4ORlWeA0uBknhb8ek4n3JXrAWcX8+sKHidnbVbAzr1HJdfVB6X3gAAB/zj/LBrzaE5fKKHGfudfRGM+Dp2EDF0GFh6fJxrzbPdOiD4ovpb5nOYAgrRdxSsLYPdl8c328iWqT1iNOeu0X7K8Z3fTqK7Uxn2apnfRoqYvdsUUnQTrjDp8vWUJdGrxNfXzdy2BDDLo1SKJv6DH4iO/IU4dJdnp4dWkCRTONfHy90OgNWj/S9o37THVVaHBT0N+wkubh5vKH2A5s2BY0TMLrI3mo6jR+hSL0fqCP9O2jviX1U76REREFQmTbSIqMz7uPqjnVAt5Rk8AgLJuIGRqTaGY0n/ALnw8W8lirBN0WuRtNiU2Su86MB7cY7Fx1n/dA56m//u9cCLqDUDe7Sko2ncxP1fwODlr6+pdBQ+rI+jWEna1tbnsAPbvvr/xnETo3XvSI9L1nX3RrlEQTl/cJxrTzacHXFSu2H55o2hMaINQ3Mm5g7jUONEYtUINnUF8q/fAJn6mBxK7zu+8uh1JiXcAia0LLqijxQsB/Ks+IlkOAD27dMaZI/9IxqSk3kEK7hSZSAOm4/H2xB4SLc8fqRdglJxZYH00X4XIsMUAgOH734KuiNF6jVyNH3vMw7Bd70IrkdQDEksKSpD4SyXtFSnxZwcDEVH1xGSbiKgUSrpxFtwsz7Euzrp6UzLyouSRXVIJu1quxttDhwCAZFJvS9J+4GiM5Ch749uhuHj7tmTCLiTWRhYgGTMy6H8ApDegGx34DhbGfiVabsv6/Vae7dG2ZjucvyC+uVhtdV2k6m6Klgd4toBREBB/V7xjwNejEaZ1mYlJ/0wQjfnxtx2mBxLfl0UxcyVHx/c7rYdRliceAOCQZiPUgkb0/HedUY95f2yFHlroRKbga406/L0pElon8aT+qzXLYZDlQScRYy3x1yg02DXKtK69x/c9REf0pab625L459/HHkm7VF2Luk9pN/crr04IdiAQEVnHZJuIqBRkNdyBGu7WA4vJlmn6UopK2PMV/DBcVExx1t4/FRqK6GjxaeS2TN3u2T0U7ip3yfX7tqxlt5b427KTvseNJki8kSYZ0yCjNVKdxN+z1w3T7vbxzuLJ9i+b/rZal87tQwAA+86If+8EkQQ5n7VEGwB08hzoIN2pkqK4bHVEPwo1JMuPOm+1Wpco199Mm/LlFv2+tAYtFuxeBqVMJTmiv3hTpGRSP3fNCqjhIjrirzVoce5KIq5rUq0m5IB04j+16wzJ2Qmi9zlm+31sjflpyE946eeXSnUNW2NsSezLK/GvbB0M7MggqjqYbBMRVVG2TNG3de291KjdvJhZoh+6w4Lbmh4f0RQZY+sGddY2oFPJVRjQ9SmcPva36I7y1jbly4/J0GdIdg50fiQE0bHiyfbTMG0qJz5x3kQtOEsuBzh6NN5qB0NgbpjkWvVHcnpDCRWinDeIxrwVHIFsfSZWxn0rGtOoYT1cvxmHXKN4Ut6sUQNE3xCvq1qugUahwT2JEwT0Rh3SclPFLwJgXcKPkuUAkKmQ3tjvjvwmvIx+kjERW96FEhroFOIJ+aw/5kAuk0sm/rN2zZL8tPXjbzugR65k4h9zKQ4qhXgHg9agNf+MSsUkpSdZTfytXWN/7AmrMbZ0VJRX4l/ZOhiuZ1y3y32A8u+EKM2sjPLsEKlMS1Co8mOyTUREkqwl5LtG7bL6oaOomHtR+yGLOQsvIRNAJiDA9K+Q/8pH5jwDISQQNULDirzXY607lmgn/YLXuJ5xXbRzQKPQ4LHgR/HdWZFyuRpdho4yPd70t8j6ZRXefvoJeDnXKXKzvIIb913ISJBM/Ls/8ijOxoon285wEy3Ld/rI9fxgUfqL7uiAvtjnLF6Xfy9ekZxZ8GhWfwCQvMYjOb2gk+XglJP40WKeed4wyvKQoRBPylVGiUX3AFo3a4HGbk0lZw1kKtIlrwEAWy+Ld2Lku6uU7jwAgCxZ4SUhBX21dSEa5LWQ/G806pfXoZDJJa+z8J/FkuUfbv4IgkwAFOIx23dHQYtsybp8/ftSeBn9JDsQ1h/ZJJmwrz+0BTKZTDJmy9FdkEl0dmgNWkRfOl3qTorixJQ28b+dc7vU93F4J0QxZ2WUZ4dIedWlonaIVIa6OOI9S3UUlVa1TrYXLVqEL7/8EsnJyWjVqhUWLFiADh06OLpaVArCvQwg03LURND/98deSL4GqNSFX+jmbpoOTETFVtIRdOGJhkBH6XPSH+QHSP682mMnfR93H6sdCDZ1MNgwjb+BaC3u1yXDvcSJvy1r820dzbdlOYC1EX9bOKMGnAXp6egfdjGtc58QNVY0poZQS/IaN+JycAMxkgljkLYr9NDhvEZ8/X6dvIYQICBVeUU0pr4+EFdVZ0XLO7cPwY3sq4i5+LdojFyQTqIBIDVXfB+BfBfuJUiW31EmW71GqxZNkJV3D4evisdkyFOtzhxYm/B/kuXzY76wWpcvoqdajdm2+6BkJ9C7v7+P+m7SP4kTt06CzEpHxqydX0EG6cR/XfRvNs0skLJ4z3dwVrpIXue7vZFQyKXrEpVwrFw7IUoz46Ky1qWiJP6VqS4Of88PdBTZI+Gutsn2zz//jIiICCxduhQdO3bEvHnz8PTTT+P8+fOoW1d6LSRVXMbjURY7Qz/IsGJRkc/Luz0FxWNPl1W1qJJi503ZKqv17vZgS0Je2in6ttZj16hdkkfo2ZL4W1u/b20039pyAHsk/vkxd7V3sW+7eFJvy67y1o6ks6Xz4KXHBgIAJkSJJ9sRXd6/HyOe+Ncx1JdMtg8cizE9kEj8fQxNxQvva5XbHUYIiHUST9rr61vgquqcaHkzXQfIBQXiNOLf3FPnEiDAKFnf2kbr7V5pVCNPLn56gFIw/W7Nk4nHyAQ5AME0Gl9CF+8l4E76PcnR/NO3T1m9TlSy9OkCAPD7mQ2ARM5uy6aIf1zZAo3RWfI6/3defElIvq+PzJIsP3TiDLZd+00y5kz8BaudEGM2jIWx6ClLZpP+nCxZ/uZvb0Mpk05ZziZcQvSto5IxUWdOwkPjKRmzaP8SyfJJ26ZCsPJ+Pv/jCyhkCqvLMa5kXpaM+evcXunTKC7ugQzSsz8OXTlkNWbTqe0QBGOpZogcunIItZxrScbEJsdarcu/t/4tl06VG/duSC4Byr8Ok+1SmDNnDl5//XWMHDkSALB06VJs3boVP/zwAz766CMH145Kyl47Q1PJVLXklJ03VBFYO0LPHom/zaP1dhjxtynxV4gn9fl7BUjFtPELguZw6ToPwoLbmuopkdTbkvgPfuZpnNm3p1QzC57t3hmAdOfAC4/3BQBMiBJPtvu17YWFseLJ9shuL92/hvgbyu+o+CdqnWjMi/c7KqTq+0Yr6dMDPuv05f26iHdkdMkdbLqPxNIEa1poQ6ESnJCuSBGNaaJrCwFAovqEaExDfSCMECQ7M1yMHtDJpTcjtMZb3wgKqHFNfl40xs1QEwKMyLJhKYSYA8dikKS6KpkpbP/blMhJdQ4kZV6yeq/MvHuS5dezJKZR5NdldxQuKKMBlXjMrgOH4AIPyfomZsRL3udUmngbyHfk5kGrMdt3RyFZkQgU8ZHIHHN4r2T5pzs/tXqf8dvHW4358vAMqzHWZoiM3z4eHTy7Sl7jrU1vWb3Pxzs/lizfuOdv/HBlnmTMrn+kO10AYPCawWjqGigZczbhEnJvmn4ADAZDoVlytqqWybZOp8Px48cxYcJ/R67I5XL06NEDUSJ/YLRaLbTaons/jEYjZDIZDAbxXWHzy6RiyA5cXE3/SoL/bQopbrs1Hj0A/LNL/HoiySm69IC821PFrl9ZE1p3gKxJ8c/nFtzc+bPuYFXtd65gMJofGwxGyMrgfXm5esHL1avIsvzvo7UYe13jj1f+wJ2cwpucPeT8kPm1UjE+7j6lvoaXqxcMBoPo+e1qhRoeag/zY7GYUP92+NP/T8m6Xs+4DvURiWsEmna4L21Ml8BH8O3Zsr9PaGAr0/uV6ITwe9gbiBUvb96ooemBxDVe7PskAGDfnxLLG9oFIfqMeKfpy11MCXvMEfFOilFhwwEAE46IJ1pvdn79fsx7ojH9mgzAykvi6+Y7tQ0CAOwTz9cxtvM7Vu8zMfRTqzHD/UYj8pL0CLi/vg2OKbeLlsukzh28L1AbBhlkOKMRH/kP0HbEec1h0fIgbVcYYcRZjfj+FABQy1AfV1XinRAqqSz7PmuzPxrr2gCA5OkMvvpgCDAiSXVG8l6u9ztQxWgE6fq6GN0hQECOXLyzQmM07QeilWeLxjgZ3SCDTPI61jgZXZF2M1Oyc0ApqCBAgMGGUzLEnP33omRnCWCafQPAatydu/ekO5N2R8HTaFrakZWdC/caJcsvqmWynZqaavqD7mX5x97LywtxcUUf1TJz5kxMnVr02iA/Pz+4u7vj5MmTVu8dGyvxl4WogrK13So1NaDq8kyxr6/XOCPPhp+fSiPF+oZIVD6qyu9cWV4egu8/jomJgaCsln++cfP+/0oTU9xrzOswDxlF7KDurnLHzQu2x5TXfaRiZDdl5XKfmxduIjU3FSq5SnTn/9ybuZLlNy7eMD8WizHe01qN8dbUlCz3UGisXsPWmKK+HwXVcJYeGfN0VcJd5V7q+8iMRQ8OWdzLWXoTwc5tAgAAx+LEk+1WAb4AgH1J4td5oqlpVsaZJPFku7Vvc5xPFk+2H29qmk1xNkk82TbVxRenkv4SjWkf0NRqfTs36ICfk8WT7V5NTAMDC5LEk+3n/J+9HyOebOfXNzppp2hMc29/nL8j/n3pX9PUCfRTushABoBBNUdajXnJ+zUAwPc354nGNKxXG9EShzwMrPkKACAxXbxDashDo63W5Wm3gfgj81fR8sbeD8NHGInfMlaIxjSod3/PjnTx+g7xGA0Z5Fh7d6loTKsAXzzsZNrP4fAfJRvVBqppsl0SEyZMQERERJFlffv2hUwmQ+vWrUVfbzAYEBsbi+Dg4BJPQyAqb2y3VFlVtbYr6HQQdpim7YaEhECmlhg+oEqtKrXdnYE7JUf0w9qESZbbco2KdJ/rGdehjhYf8Q8LCcOyf5eJlj/a6lH4uPuU+j6PtnrU9LgUdXm68+MAgK/jZ4rGDHyyJwBg2cq5pYoZ0O1ZbFi/pszvU551uZNzBwtWFyo26x5m+m8kFdOlY1ts3CEeMOjZHgCAn1ZLJNs2xPTu0Q0A8P3qeQ6vy5Nhofhjh3iy/Xwv02yW31aLJ9u23OeFXqb/jmtXiyfb3cMeRUsv09LUpfPFl7xYUy2T7dq1a0OhUCAlxXJ9TkpKCry9vYt8jUajgUZTdC+gXG7aHMKWP4oKhaLS//Gk6oftliqrqtJ2BYUc+RPvFAo5ZFXgPZG0qtB2GzzUAA0eEt/p21q5vWLK8z5/jZLek8Baub3uA8AudSlOjNSRi+VdF0d/XxQKheS+ErXdapsfi8X41fQr9TXsFVNedalI77m2W227/A6WCYJQ8i0cK7GOHTuiQ4cOWLBgAQDTuuuGDRsiPDy82BukPfHEEwCAv/4Sn7piMBhw8uRJtG7dutL/8aTqg+2WKquq1nYFnRZ5M00bxygnzLDYII2qlqrWdqn6YNu1VFnPnHZ0XRx1zrZYRxFgW64nplqObANAREQERowYgfbt26NDhw6YN28esrKyzLuTExERERERlYS9ToqwxzGTlakujnjPBoMB+ht6tPRqafeOomqbbA8ZMgS3bt3CpEmTkJycjNatW2PHjh2FNk0jIiIqT1XtCD0iIqLqqtom2wAQHh6O8PBwR1eDiIjIjOe7ExERVQ3VOtkmIiKqaOTtQiEPaFn8F7pxVJuIiKgiYbJNRERUgchquAOcDk5ERFTpyR1dASIiIiIiIqKqhsk2ERERERERkZ0x2SYiIiIiIiKyMybbRERERERERHbGZJuIiIiIiIjIzphsExEREREREdkZk20iIiIiIiIiO2OyTURERERERGRnTLaJiIiIiIiI7IzJNhEREREREZGdMdkmIiIiIiIisjMm20RERERERER2xmSbiIiIiIiIyM6YbBMRERERERHZGZNtIiIiIiIiIjtjsk1ERERERERkZ0pHV6AquHnzJgwGA5544gnJOK1WC41GU061IrIPtluqrNh2qbJi26XKim2XKiuptnvjxg0oFIoSXZcj23ag0WigVEr3WwiCAK1WC0EQyqlWRKXHdkuVFdsuVVZsu1RZse1SZWWt7SqVyhJ3IskE/kSUi8zMTLRr1w7Hjx+Hm5ubo6tDZBO2W6qs2HapsmLbpcqKbZcqq7JsuxzZJiIiIiIiIrIzJttEREREREREdsZkm4iIiIiIiMjOmGwTERERERER2RmTbSIiIiIiIiI7Y7JNREREREREZGdMtsuJWq1GeHg41Gq1o6tCZDO2W6qs2HapsmLbpcqKbZcqq7Jsuzxnm4iIiIiIiMjOOLJNREREREREZGdMtomIiIiIiIjsjMk2ERERERERkZ0x2SYiIiIiIiKyMybbRERERERERHbGZLsc/PTTT+jevTuCg4Px/PPPIyYmxtFVIrKwbNkyDBw4EG3atEFoaCjeeustXLhwwSJGq9Vi6tSp6NixI9q0aYMxY8YgNTXVQTUmKuzbb79FQEAAPv/8c/NzbLdUUaWkpGDcuHHo2LEjQkJC0KdPH8TGxprLBUHA/PnzERYWhpCQELzyyiu4dOmS4ypMBMBgMGDevHno3r07QkJC0KNHDyxatAgFDzdi26WK4OjRo3jjjTcQFhaGgIAA7Nq1y6Lclnaanp6O999/H23btkX79u3x8ccfIysrq1j1YLJdxrZt24aZM2fi7bffxoYNG9C8eXOMGjUKaWlpjq4akdmRI0fw0ksvYd26dVixYgXy8vIwatQoZGdnm2NmzJiBv//+G/PmzUNkZCRu3ryJ8PBwB9aa6D8xMTFYu3YtAgICLJ5nu6WK6O7duxg6dChUKhW+++47bN26FR9++CE8PDzMMd999x0iIyMxZcoUrFu3Ds7Ozhg1ahS0Wq0Da07V3XfffYc1a9Zg0qRJ2LZtG8aNG4fly5cjMjLSIoZtlxwtOzsbAQEBmDx5cpHltrTTcePGISEhAStWrMDSpUtx7NgxTJo0qXgVEahMDRo0SJg6dar5a4PBIISFhQnLli1zYK2IpKWlpQnNmjUTjhw5IgiCIGRkZAgtW7YUtm/fbo5JSEgQmjVrJkRHRzuolkQmmZmZwlNPPSUcOHBAGDZsmDB9+nRBENhuqeL68ssvhaFDh4qWG41GoXPnzsLy5cvNz2VkZAhBQUHCli1byqOKREUaPXq0MGHCBIvnwsPDhffff18QBLZdqpiaNWsm7Ny50/y1Le00//NCTEyMOWbv3r1CQECAkJycbPO9ObJdhnQ6Hc6cOYNOnTqZn5PL5ejUqROio6MdWDMiaffu3QMA8yjL6dOnodfrLdqyv78/fHx8cPLkSUdUkchs2rRp6Natm0X7BNhuqeLavXs3goKC8M477yA0NBT9+vXDunXrzOVXr17FrVu3LNpujRo10KpVK35+IIdq06YNDh06hIsXLwIA4uLicPz4cXTt2hUA2y5VDra00+joaLi7uyM4ONgc06lTJ8jl8mItCVbar9r0oDt37sBgMKBWrVoWz9eqVavQeliiisJoNGLGjBlo27YtmjVrBgBITU2FSqWCu7u7RWytWrVw69YtR1STCACwdetWnD17FuvXry9UxnZLFdWVK1ewZs0ajBw5Em+88QZiY2Mxffp0qFQq9O/f39w+i/r8wD0HyJFGjx6NzMxM9OzZEwqFAgaDAe+99x6ee+45AGDbpUrBlnaampqKmjVrWpQrlUp4eHgU6zMEk20isjB16lTEx8dj9erVjq4KkaQbN27g888/xw8//ACNRuPo6hDZTBAEBAUFISIiAgAQGBiI+Ph4rF27Fv3793dw7YjEbd++HZs3b8bXX3+NJk2a4Ny5c5g5cybq1q3LtktUBE4jL0MPPfQQFApFoc3Q0tLSULt2bQfVikjctGnTsGfPHqxatQre3t7m52vXrg29Xo+MjAyL+LS0NNSpU6e8q0kEADhz5gzS0tIwYMAABAYGIjAwEEeOHEFkZCQCAwPZbqnCqlOnDvz9/S2ea9y4Ma5fv24uB8DPD1ThzJ49G6NHj0avXr0QEBCAfv36YcSIEVi2bBkAtl2qHGxpp7Vr18bt27ctyvPy8nD37t1ifYZgsl2G1Go1WrZsiaioKPNzRqMRUVFRaNOmjQNrRmRJEARMmzYNO3fuxKpVq9CgQQOL8qCgIKhUKou2fOHCBVy/fh2tW7cu59oSmTz66KPYvHkzfv/9d/O/oKAg9OnTx/yY7ZYqorZt25rXvOa7dOkSHn74YQBA/fr1UadOHYu2m5mZiVOnTvHzAzlUbm4uZDKZxXMKhcJ89BfbLlUGtrTTNm3aICMjA6dPnzbHHDp0CEajESEhITbfi9PIy9jIkSPx4YcfIigoCCEhIVi1ahVycnIwYMAAR1eNyGzq1KnYsmULFi9eDFdXV/NalBo1asDJyQk1atTAwIEDMWvWLHh4eMDNzQ3Tp09HmzZtmLSQw7i5uZn3Fcjn4uICT09P8/Nst1QRjRgxAkOHDsXSpUvRs2dPxMTEYN26dZg2bRoAQCaT4eWXX8aSJUvg6+uL+vXrY/78+ahbty569Ojh4NpTdfb4449j6dKl8PHxMU8jX7FiBQYOHAiAbZcqjqysLCQlJZm/vnr1Ks6dOwcPDw/4+PhYbaf+/v7o0qULPv30U0ydOhV6vR6fffYZevXqBS8vL5vrIROEAqfQU5n48ccf8f333+PWrVto0aIFPvnkE7Rq1crR1SIye/Bs4nwzZ840dwxptVrMmjULW7duhU6nQ1hYGCZPnszpuFShDB8+HM2bN8fEiRMBsN1SxfX3339jzpw5uHTpEurXr4+RI0di8ODB5nJBEPDNN99g3bp1yMjIQLt27TB58mQ0atTIgbWm6i4zMxPz58/Hrl27kJaWhrp166JXr154++23oVarAbDtUsVw+PBhvPzyy4We79+/P2bNmmVTO01PT8dnn32G3bt3Qy6X46mnnsInn3wCV1dXm+vBZJuIiIiIiIjIzrhmm4iIiIiIiMjOmGwTERERERER2RmTbSIiIiIiIiI7Y7JNREREREREZGdMtomIiIiIiIjsjMk2ERERERERkZ0x2SYiIiIiIiKyMybbREREZDcfffQR3nrrLUdXg4iIyOGYbBMREVUiTGaJiIgqBybbREREVGw6nc7RVSAiIqrQlI6uABEREZXc8OHDERAQALVajfXr10OlUuGFF17AmDFjzDEBAQGYPn069uzZg/3798PLywsffvghnnjiCXPMv//+i9mzZ+P48eNwdnZG586dMWHCBNSsWdN8n6ZNm0KhUGDTpk1o1qwZIiMjrdZPp9Nh9uzZ2Lp1KzIzMxEUFIQJEyYgJCTEHHPkyBHMnj0bcXFx8PT0RL9+/fDuu+9CqVRa3BsANm7cCKVSiaFDh2Ls2LGQyWR2+T4SERHZG0e2iYiIKrkNGzbAxcUF69atw/jx47Fo0SIcOHDAImbhwoXo2bMnNm3ahK5du2LcuHFIT08HAGRkZGDEiBEIDAzE+vXrsXz5cqSlpeHdd98tdB+VSoU1a9Zg6tSpNtVt9uzZ+OOPPzBr1ixs2LABvr6+eO2118z3TklJwejRoxEcHIyNGzdiypQpWL9+PZYsWVLo3gqFAr/88gsmTpyIlStX4pdffinR94uIiKg8MNkmIiKq5AICAhAeHg4/Pz/069cPQUFBiIqKsojp378/evfuDV9fX0RERCA7OxsxMTEAgB9//BGBgYGIiIiAv78/AgMDMWPGDBw+fBgXL140X8PPzw8ffPABGjdujMaNG1utV3Z2NtauXYsPPvgA3bp1Q5MmTfDZZ59Bo9Fg/fr1AIDVq1fD29sbkyZNgr+/P3r06IExY8bghx9+gNFoNF+rXr16+Pjjj9G4cWM899xzGDZsGFauXGmH7x4REVHZ4DRyIiKiSi4gIMDi6zp16iAtLU00xsXFBW5ubrh9+zYAIC4uDocPH0abNm0KXTspKQmNGjUCALRs2bJY9UpKSoJer0fbtm3Nz6lUKoSEhCAxMREAkJiYiDZt2lhMB2/Xrh2ys7ORnJwMHx8fAECrVq0sYlq3bo0VK1bAYDBAoVAUq15ERETlgck2ERFRJZe/tjmfTCaDIAgWz6lUqkIx+SPH2dnZePzxxzFu3LhC165Tp475sbOzs72qTEREVOVxGjkREVE117JlS8THx+Phhx+Gr6+vxT8XF5cSX7dhw4ZQqVQ4ceKE+Tm9Xo/Y2Fg0adIEAODv74/o6GiLzoHjx4/D1dUV3t7e5ufyp7znO3XqFHx9fTmqTUREFRaTbSIiomruxRdfxN27dxEREYGYmBgkJSXhn3/+wYQJE2AwGEp8XRcXFwwdOhSzZ8/Gvn37kJCQgE8//RS5ubkYNGiQ+d7Jycn47LPPkJiYiF27dmHBggUYOXIk5PL/PqZcv34dM2fOxIULF7Blyxb8+OOPePnll0v93omIiMoKp5ETERFVc15eXlizZg2++uorjBo1CjqdDj4+PujSpYtFwlsS48aNgyAI+OCDD5CVlYWgoCAsX74cHh4e5nt/++23mD17NtatWwdPT08MGjQIb775psV1+vXrh9zcXDz//PNQKBR4+eWXMWTIkFLVjYiIqCzJhAcXdRERERFVIMOHD0fz5s0xceJER1eFiIjIZpxGTkRERERERGRnTLaJiIiIiIiI7IzTyImIiIiIiIjsjCPbRERERERERHbGZJuIiIiIiIjIzphsExEREREREdkZk20iIiIiIiIiO2OyTURERERERGRnTLaJiIiIiIiI7IzJNhEREREREZGdMdkmIiIiIiIisjMm20RERERERER2xmSbiIiIiIiIyM6YbBMRERERERHZGZNtIiIiIiIiIjtjsk1ERERERERkZ0y2iYiIiIiIiOyMyTYRERERERGRnTHZJiIiIiIiIrIzJttEREREREREdsZkm4iIiIiIiMjOmGwTERERERER2RmTbSIiIiIiIiI7Y7JNREREREREZGdMtomIiIiIiIjsjMk2ERERERERkZ0x2SYiIiIiIiKyMybbRERERERERHbGZJuIiIiIiIjIzpSOrgAREZUPo9GI3NxcR1eDiMiCWq2GUsmPpERU9fA3GxFRNaDVanH27FkYjUZHV4WIqJBatWrB19cXMpnM0VUhIrIbJttERFWcIAi4dOkS5HIFatd+GHI5P8wSUcUgCAK02hykpaUCAPz8/BxbISIiO2KyTURUxen1emRmZqJWLW84OTk7ujpERBY0GtPvpbS0VFy/fgOPPtoRcjm3FSKiyo+/yYiIqri8vDwAgFKpcnBNiIiKlp9wHzt2DPv3H+CSFyKqEjiyTURUTRRnLaQs6x7k2feKfQ+jSw0IrjWK/TqizKxsZGZnF/t1bi4ucHN1KYMaUXnK//3k7OyC48dPoHXr1nB35+8SIqrcmGwTEVEhmjPH4HRsb7Ffl9u+G3I7PF4GNaKq7sSZOOw/drLYrwtr3xpdO7S1f4XIIVxcnJGWloasrEwm20RU6THZJiKiQrQt20PfKMDyybw81NjwAwDgXv9XgSKO6jG68MNxaXz++RRkZt7DzJlfO7oq5a5ty+Zo1qihxXP6vDxEbtgGABje/1moimhzbi4c1S6N8PDRaNo0AGPHvu/oqgD4b4RbEBxcESIiO2CyTUREhQiuNWB4cDq4Xmd+aKjtDajUZVqHkydPYPXqSJw/fw5paamYMeMrdO36mEXMypXLsWfPbigUCjRs6Ivx4yfAxcW1zOpU0RKTqsTNtfB0cJ1eb37sVbsW1Kqy3XcgMnIF9u79G5cvX4JGo0FwcAjefHMMGjb0AwAYDAZ8883XiI09BQAICgrB2LHjoFAoyqxOgwb1weDBQzF48Itldg8iIiob3CCNiIgqpJycHDRp0hQRER8WWX74cBQOHNiHZctW4PvvI+Hh4YHIyJXlW8kS0hdIIqloyZk3cP52HNLlN5Euv4nzt+MQl3YOyZk3yuye0dEnMGDA81i2bAXmzl2EvLw8vPdeOHJycgAAmzf/jps3U7B8eSSWL4/ErVu3sGXLxjKrjz2xzRERlT+ObBMRkU22bEvE3CWu+DdNDv+f12Dc+E7o3btpmd0vNLQzQkM7i5YnJsajTZv20Gg0AICOHUPx22+/iMYnJydj3rzZOH78KGQyOTp2DMV7741HzZq1ABQ9hXv+/K8RH38eCxd+i88/n4KTJ0/g5MkT+OWXNQCAX37ZhHr1fHDhQgIWLfoGMTHRcHJyRocOHTFmzPvw9PQEYBoRb9zYHwqFEn/+uQ2NGzfBggXLrH4PdDodFi+ej127/kR2dhYCAlrgnXci0KJFS3NMdPRxLF48HwkJ8XB3d8czz/TG66+/CeX9Kdf59waAP/7YBqVSiX79BuG1194o1qZ55Sk58wYG/94XOoMOuH9a3b4dawEAaoUa6/pthLdbPbvfd86cBRZff/zxFPTp8yTOnz+H1q3bIjExAR06hJqPpXrkkY5ISIgXvV5iYgLmz/8Kp0/HwsnJCd26dceYMe/B5f7U96JmSkyY8D7c3Gpg4sQpCA8fjeTkG/jmmzn45ps5AID9+48BAE6dOollyxYiLu4cPD090bXrY/jf/8Lh7Gz6hg0a1Ae9e/fFlStJ+OefvejW7XFMnDjF6vcgIyMD8+d/hQMH/oFer0Pr1u3w7rvj0KDBf1P89+z5C8uXL8O1a1dQq1ZtDBw4BEOHDjOX59/74sULOHBgH9zcamD48JEYOHCw1fsTEVUlHNkmIqqGBEFAVpbe5n+//noOr76+HadT5NDmyXAuLg2vvroZv/56zuZrCHZehOnv3xTHjx+FVpsLADh48AD8/YtO/o1GIyZMiEBGRgYWLPgWc+cuwvXr1zBp0gSb7zd27DgEBYWgT5/+2LhxBzZu3IG6db1w7949vPPOm2jWLADLl0fi66+/we3btzFp0kcWr9++fStUKiWWLPke48fbdt/Fi7/Bnj27MXHiFHz//Y+oX78BIiLGICPjLgDg1q2bGD9+LJo3b4mVK9fg/fcnYOvWjVi16vtC91YolPjuu1UYO3Ycfv75J2ze/LvN792ecvQ5ov+0Bi0AIF2bbkq0i6Az6JCSlYLcvFyr1y2trKxMAIC7uzsAwN+/CQ4dOgCDwQCDwYDDhw/C379J0e8zJwcREeGoUaMGli9fhc8+m4Vjx45g7tzZNt9/xowvUbeuF1577Q1zmwOAa9euYty4MXjsse5YtWoNpk6dgZiYk4WuvWZNJJo0aYYVK37CK6+8ZuM9p+D8+XP44os5WLp0BQRBwPjxY81HCMbFncOkSRPQo8dTWLVqLV59dTSWL1+Cbds2W1xn9WrTvX/44ScMGzYC33zzNY4ePWTzeyciqgo4sk1EVM0IgoDevX/G0aPXi/9aWG5e9Oab221+bYcOPti8eYjdRlM7dgzFuXNn8PrrIyCXK+Dr64s33ni7yNjjx4/gwoVErFu3EV5e3gCATz6ZiuHDB+PcuTMWI8Vi3NzcoFQq4eTkhFq1apuf//XXn9GsWQD+97//7j1hwiQMGNALSUmX0bChLwCgQYMGeOutsTa/v5ycHPz++3p8/PEU8wj/hx9+gqNH+2DLlo148cWX8dtvv6BuXS9ERHwAmUwGX18/pKbewpIlCzBy5OvmEVgvLy+8804EZDIZGjb0Q2JiAtatW43nnutvc33s5fHVoaJlnR4Ow5weC61e4387XkEbr3ZY8sx/nQr9f30W6do7FnGHRpwscT2NRiO++eZrBAe3QuPGpoS6T59+uHgxEa+++hIAIDi4NXr37lvk63fu3AGdTodPPplmHm2OiBiPDz+MwJtvjjHPqJDi7u4BuVwOFxcXizYXGbkCTz75jHkdd4MGDTF27HiMGTMa77//kXm2R9u2j1iMOFtz5UoS9u/fhyVLvkdwcCsAwOTJn2HAgF7Yt28PunfvgZ9//gnt2j1iTt4bNvTFpUsXsHp1JJ59to/5WsHBrTB8+CvmmNjYU/j559V45JFHba4PEVFlx2SbiKgaqqCzh4vtlVdes2nE7tKlS6hb18ucaANAo0aN4eZWA5cuXbQp2RaTkBCPEyeO4cknuxQqu3btqjnZDghoUazrXrt2FXl5eQgJaWV+TqlUokWLlrh06SIA4PLlSwgKCrHowAgOboWcnGzcvHkT3t6m9xsYGGQRExQUjLVrf4TBYCjTzb0qszlzvsCFC4lYvHi5+TmFQoH33vvAptdfvnwRTZo0NSfagCk5NxqNSEq6bFOyLSYhIR6JifHYuXOH+TlBEGA0GnHjxnX4+TUCADRvXrw2d/nyRSgUCgQGBpmf8/DwRMOGvrh8+aI5Jiysm8XrgoNbYd26NRbtKSgo2CKmZcsQ8/ILIqLqgsk2EVE1I5PJsHnzEGRn59n8mp49V+P8+TSL43hkMqB589rYtm2oTddwcVHadY1wfPy/mDzZcjr24MFD0a/foBJdTyaTFZrqnj91VkpOTg46d+6CN998p1BZwdFIJyfnQuXV0d8vRomW5Y/EW7PsmZUIqNXc4rkNA7eVql4FzZnzBQ4e3I+FC79F3bpe5uejovZjwYK5FrFvvTUWYWFdS3QfuVxewjaXjb59B2DQoBcKlRXsUCqY6BMRUfljsk1EVA3JZDK4utp+jNIHH3TCq69uhgwCBMggk5mmkn/wQWixrmNPTZs2w+rVv9oU6+fnh5s3U5CSkmxORi5evIDMzHto1KgxAMDT8yFcvJho8bqEhPNQKP77U6lSqWA0GiximjULwN69u+HtXc+8KZk9PPxwfahUKsTEnIK3t2kzsLy8PMTFncXzz5s6OHx9/bB3724IgmDuyIiNPQUXF1fUrVvXfK2zZ89YXPvMmdNo0KChQ0a1nVWlTwA1Sg2clE52v64gCJg7dzb27duDBQuWwcfnYYvy0NAwhIaG2XQtX99G2LZtC3JycsxJb2zsScjlcvNsB0/Ph5CWlmp+jcFgwIULiWjbtr35OaVSBYPBaHHtZs2a4+LFi6hfv0GJ3qdUnQ0GA86ePW2eRn73bjqSki6bR8t9fRuZjz7LFxt7qlB7OnMm1iLmzJlY+Pr62bW+REQVHTdIIyIiq3r3boofvuuJYC8jNEoBgS1qY8WKPujVq+x2I8/OzkZ8/HnEx58HANy4cQ3x8eeRnJxc7Gu1b98RjRv7Y9q0T3H+fBzOnj2N6dMno3XrtmjePBAA0K7dI4iLO4ft27fgypUkfP/9Mly4YJl8e3v74OzZ07hx4zrS09NhNBoxcOBgZGRkYMqUiTh37gyuXbuKw4ejMGPGVBgMhqKqYxNnZ2f06zcIixfPx6FDB3Hx4gV88cV05ObmmtcJDxjwPG7eTMHcubNx+fIl/PPPHvzwwzIMGfKixShxSkoyFiyYg6SkS9i5cwd+/fXnIkdFKwpPjSfUiqLPcVcr1PDUeJbJfb/++gv8+ed2TJ48HS4uLkhLS0VaWqp5E77ieOqpnlCr1fj888m4cCEBJ04cw9y5X+Lpp581TyFv27Y9oqL24+DB/bh8+RK++moWMjPvWVynXr16OHXqBG7duon09HQAwEsvjcDp06cwZ84XiI8/f3/H8T2YM+eLUr3/Bg0aokuXbvjii89x6tRJxMf/i2nTJqFOnbro0uUxAMALLwzD8eNHsXLlciQlXcb27Vvw66/rMHTocItrxcaewk8/rUJS0mX8+us67Nnzl7mTiIiouuDINhER2aT3s/4Ydi0LAJD++hhAVXQyZC9xcWfxzjtvmL/On77bs2dvm44wKkgmk2HmzDmYN282wsNftzj6K1/HjqF45ZXXsGTJAuh0WvTq9RyeeaYXEhMTzDFDhw7D559PwbBhz0Or1ZqP/lqy5HssWbIA770XDr1eB2/veujYMdTmadFi3ngjHIJgxPTpk5CdnY2AgBaYM2eBeXfsOnXq4ssv52Px4vl45ZWhcHd3R69efTFixCiL6zzzTC9otVrzZnKDBr2Avn0HlKpuZcnbrR7W9duIW1mpiNywFQAwvH8vqJRKeGo8y+TYLwD4/ff1AIAxY/5n8fzHH0+22PzLFk5OTpgzZyHmz/8Kr702wuLor3y9e/dFQkI8pk+fDIVCgcGDX7QY1QaAUaPewJdfzsCQIf2g0+mwf/8xNGnSFAsXfotvv12Mt956HYAAH5/6eOKJJ0v2xguYMGEy5s//Ch9++C70ej1atWqLL7+cb561ERDQHNOmzcTy5cuwcuVy1KpVG6NGvVHo+/PCC8MQF3cOK1Z8B1dXV4SHv4eOHcU3xyMiqopkgr3PYiEiogolOzsb586dg7d3Q6jVTtZfIEavg+d3MwAA6a9/XObJNtlHUWc5VxY6vR5ffRcJABj3+nCoVY5ZskDFM2hQHwwePNS8W7otdLpcJCcn4fz5f5GUdAUvvzwcPj5l06lCRFReOLJNRESFyLLuQZ5tOZ0VBTZuUqQmA0WsTza61IDgWqOsq0dVUGZWNjKzsy2e0xdocympaVAV0ebcXFzg5upS5vUjIiIqLibbRERUiObMMTgd2ytaXmPDD0U+n9u+G3I7PF5W1aIq7MSZOOw/dlK0PHJD0buNh7Vvja4d2pZRrYiIiEqOyTYRERWibdke+kYBxX6d0YWj2hXNwoXfOroKNmnbsjmaNWpY7Ne5uXBUu6JZv36zo6tARFQhMNkmIqJCBNcaMHA6OJUjN1dOBycioqqFR38REVUT3A+TiCqq/N9P/D1FRFUJk20ioiou/8ievDy9g2tCRFQ0rTYHAKDX6xxcEyIi++E0ciKiKk6lUsHNzQ3p6alQKFSQy2WOrhIREQDTSLZWm4P09FTcuXMHBoPR0VUiIrIbJttERFWcTCaDn58fTp8+g5s3rzi6OkREhdy5cwc3biQjLy8PCoUCajXPVCeiyo/JNhFRNaDRaODv3xibNm1CevpdeHl5QS7nSiIicixBEKDX62E0GpGXl4fk5BT4+fnB3d3D0VUjIio1mcCdKIiIqo3r129g06bNuHXrlqOrQkRUSIMGDdC3bx889NBDjq4KEVGpMdkmIqpm7ty5g9TUVOTmah1dFSIiM2dnZ3h51UWNGjx2kIiqBibbRERERERERHbGBXtEREREREREdsZkm4iIiIiIiMjOmGwTERERERER2RmTbSIiIiIiIiI7Y7JNREREREREZGf/DxPd0yh6O6VmAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gd.plot_diag.Mean_std_fort220(Self_1, OuterLoop=None, \n",
    "                              cost_gradient=True, \n",
    "                              Label='grad', \n",
    "                              Flag=None, \n",
    "                              dateIni=dateIni, \n",
    "                              dateFin=dateFin, \n",
    "                              nHour=nHour, \n",
    "                              Clean=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "41d2634c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " =============================================================================================================\n",
      "zloops_def =  [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]\n",
      "\n",
      "Outer Loop:  None , Label:  J , Flag:  32\n",
      "\n",
      "OuterLoop =  None : nloop1 =  50  nloop2 =  100\n",
      " Preparing data for: 2024-03-01:00\n",
      " Preparing data for: 2024-03-01:12\n",
      " Preparing data for: 2024-03-02:00\n",
      " Preparing data for: 2024-03-02:12\n",
      " Preparing data for: 2024-03-03:00\n",
      " Preparing data for: 2024-03-03:12\n",
      " Preparing data for: 2024-03-04:00\n",
      " Preparing data for: 2024-03-04:12\n",
      " Preparing data for: 2024-03-05:00\n",
      " Preparing data for: 2024-03-05:12\n",
      "\n",
      " =============================================================================================================\n",
      "levs DayHour =  ['0100', '0112', '0200', '0212', '0300', '0312', '0400', '0412', '0500', '0512']\n",
      "len levs DayHour =  10\n",
      "\n",
      " =============================================================================================================\n",
      "Outer Loop 1 Calculating for inner loop 0\n",
      "Outer Loop 1 Calculating for inner loop 1\n",
      "Outer Loop 1 Calculating for inner loop 2\n",
      "Outer Loop 1 Calculating for inner loop 3\n",
      "Outer Loop 1 Calculating for inner loop 4\n",
      "Outer Loop 1 Calculating for inner loop 5\n",
      "Outer Loop 1 Calculating for inner loop 6\n",
      "Outer Loop 1 Calculating for inner loop 7\n",
      "Outer Loop 1 Calculating for inner loop 8\n",
      "Outer Loop 1 Calculating for inner loop 9\n",
      "Outer Loop 1 Calculating for inner loop 10\n",
      "Outer Loop 1 Calculating for inner loop 11\n",
      "Outer Loop 1 Calculating for inner loop 12\n",
      "Outer Loop 1 Calculating for inner loop 13\n",
      "Outer Loop 1 Calculating for inner loop 14\n",
      "Outer Loop 1 Calculating for inner loop 15\n",
      "Outer Loop 1 Calculating for inner loop 16\n",
      "Outer Loop 1 Calculating for inner loop 17\n",
      "Outer Loop 1 Calculating for inner loop 18\n",
      "Outer Loop 1 Calculating for inner loop 19\n",
      "Outer Loop 1 Calculating for inner loop 20\n",
      "Outer Loop 1 Calculating for inner loop 21\n",
      "Outer Loop 1 Calculating for inner loop 22\n",
      "Outer Loop 1 Calculating for inner loop 23\n",
      "Outer Loop 1 Calculating for inner loop 24\n",
      "Outer Loop 1 Calculating for inner loop 25\n",
      "Outer Loop 1 Calculating for inner loop 26\n",
      "Outer Loop 1 Calculating for inner loop 27\n",
      "Outer Loop 1 Calculating for inner loop 28\n",
      "Outer Loop 1 Calculating for inner loop 29\n",
      "Outer Loop 1 Calculating for inner loop 30\n",
      "Outer Loop 1 Calculating for inner loop 31\n",
      "Outer Loop 1 Calculating for inner loop 32\n",
      "Outer Loop 1 Calculating for inner loop 33\n",
      "Outer Loop 1 Calculating for inner loop 34\n",
      "Outer Loop 1 Calculating for inner loop 35\n",
      "Outer Loop 1 Calculating for inner loop 36\n",
      "Outer Loop 1 Calculating for inner loop 37\n",
      "Outer Loop 1 Calculating for inner loop 38\n",
      "Outer Loop 1 Calculating for inner loop 39\n",
      "Outer Loop 1 Calculating for inner loop 40\n",
      "Outer Loop 1 Calculating for inner loop 41\n",
      "Outer Loop 1 Calculating for inner loop 42\n",
      "Outer Loop 1 Calculating for inner loop 43\n",
      "Outer Loop 1 Calculating for inner loop 44\n",
      "Outer Loop 1 Calculating for inner loop 45\n",
      "Outer Loop 1 Calculating for inner loop 46\n",
      "Outer Loop 1 Calculating for inner loop 47\n",
      "Outer Loop 1 Calculating for inner loop 48\n",
      "Outer Loop 1 Calculating for inner loop 49\n",
      "Outer Loop 1 Calculating for inner loop 50\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      "Outer Loop 2 Calculating for inner loop 0\n",
      "Outer Loop 2 Calculating for inner loop 1\n",
      "Outer Loop 2 Calculating for inner loop 2\n",
      "Outer Loop 2 Calculating for inner loop 3\n",
      "Outer Loop 2 Calculating for inner loop 4\n",
      "Outer Loop 2 Calculating for inner loop 5\n",
      "Outer Loop 2 Calculating for inner loop 6\n",
      "Outer Loop 2 Calculating for inner loop 7\n",
      "Outer Loop 2 Calculating for inner loop 8\n",
      "Outer Loop 2 Calculating for inner loop 9\n",
      "Outer Loop 2 Calculating for inner loop 10\n",
      "Outer Loop 2 Calculating for inner loop 11\n",
      "Outer Loop 2 Calculating for inner loop 12\n",
      "Outer Loop 2 Calculating for inner loop 13\n",
      "Outer Loop 2 Calculating for inner loop 14\n",
      "Outer Loop 2 Calculating for inner loop 15\n",
      "Outer Loop 2 Calculating for inner loop 16\n",
      "Outer Loop 2 Calculating for inner loop 17\n",
      "Outer Loop 2 Calculating for inner loop 18\n",
      "Outer Loop 2 Calculating for inner loop 19\n",
      "Outer Loop 2 Calculating for inner loop 20\n",
      "Outer Loop 2 Calculating for inner loop 21\n",
      "Outer Loop 2 Calculating for inner loop 22\n",
      "Outer Loop 2 Calculating for inner loop 23\n",
      "Outer Loop 2 Calculating for inner loop 24\n",
      "Outer Loop 2 Calculating for inner loop 25\n",
      "Outer Loop 2 Calculating for inner loop 26\n",
      "Outer Loop 2 Calculating for inner loop 27\n",
      "Outer Loop 2 Calculating for inner loop 28\n",
      "Outer Loop 2 Calculating for inner loop 29\n",
      "Outer Loop 2 Calculating for inner loop 30\n",
      "Outer Loop 2 Calculating for inner loop 31\n",
      "Outer Loop 2 Calculating for inner loop 32\n",
      "Outer Loop 2 Calculating for inner loop 33\n",
      "Outer Loop 2 Calculating for inner loop 34\n",
      "Outer Loop 2 Calculating for inner loop 35\n",
      "Outer Loop 2 Calculating for inner loop 36\n",
      "Outer Loop 2 Calculating for inner loop 37\n",
      "Outer Loop 2 Calculating for inner loop 38\n",
      "Outer Loop 2 Calculating for inner loop 39\n",
      "Outer Loop 2 Calculating for inner loop 40\n",
      "Outer Loop 2 Calculating for inner loop 41\n",
      "Outer Loop 2 Calculating for inner loop 42\n",
      "Outer Loop 2 Calculating for inner loop 43\n",
      "Outer Loop 2 Calculating for inner loop 44\n",
      "Outer Loop 2 Calculating for inner loop 45\n",
      "Outer Loop 2 Calculating for inner loop 46\n",
      "Outer Loop 2 Calculating for inner loop 47\n",
      "Outer Loop 2 Calculating for inner loop 48\n",
      "Outer Loop 2 Calculating for inner loop 49\n",
      "Outer Loop 2 Calculating for inner loop 50\n",
      "Outer Loop 2 Calculating for inner loop 51\n",
      "Outer Loop 2 Calculating for inner loop 52\n",
      "Outer Loop 2 Calculating for inner loop 53\n",
      "Outer Loop 2 Calculating for inner loop 54\n",
      "Outer Loop 2 Calculating for inner loop 55\n",
      "Outer Loop 2 Calculating for inner loop 56\n",
      "Outer Loop 2 Calculating for inner loop 57\n",
      "Outer Loop 2 Calculating for inner loop 58\n",
      "Outer Loop 2 Calculating for inner loop 59\n",
      "Outer Loop 2 Calculating for inner loop 60\n",
      "Outer Loop 2 Calculating for inner loop 61\n",
      "Outer Loop 2 Calculating for inner loop 62\n",
      "Outer Loop 2 Calculating for inner loop 63\n",
      "Outer Loop 2 Calculating for inner loop 64\n",
      "Outer Loop 2 Calculating for inner loop 65\n",
      "Outer Loop 2 Calculating for inner loop 66\n",
      "Outer Loop 2 Calculating for inner loop 67\n",
      "Outer Loop 2 Calculating for inner loop 68\n",
      "Outer Loop 2 Calculating for inner loop 69\n",
      "Outer Loop 2 Calculating for inner loop 70\n",
      "Outer Loop 2 Calculating for inner loop 71\n",
      "Outer Loop 2 Calculating for inner loop 72\n",
      "Outer Loop 2 Calculating for inner loop 73\n",
      "Outer Loop 2 Calculating for inner loop 74\n",
      "Outer Loop 2 Calculating for inner loop 75\n",
      "Outer Loop 2 Calculating for inner loop 76\n",
      "Outer Loop 2 Calculating for inner loop 77\n",
      "Outer Loop 2 Calculating for inner loop 78\n",
      "Outer Loop 2 Calculating for inner loop 79\n",
      "Outer Loop 2 Calculating for inner loop 80\n",
      "Outer Loop 2 Calculating for inner loop 81\n",
      "Outer Loop 2 Calculating for inner loop 82\n",
      "Outer Loop 2 Calculating for inner loop 83\n",
      "Outer Loop 2 Calculating for inner loop 84\n",
      "Outer Loop 2 Calculating for inner loop 85\n",
      "Outer Loop 2 Calculating for inner loop 86\n",
      "Outer Loop 2 Calculating for inner loop 87\n",
      "Outer Loop 2 Calculating for inner loop 88\n",
      "Outer Loop 2 Calculating for inner loop 89\n",
      "Outer Loop 2 Calculating for inner loop 90\n",
      "Outer Loop 2 Calculating for inner loop 91\n",
      "Outer Loop 2 Calculating for inner loop 92\n",
      "Outer Loop 2 Calculating for inner loop 93\n",
      "Outer Loop 2 Calculating for inner loop 94\n",
      "Outer Loop 2 Calculating for inner loop 95\n",
      "Outer Loop 2 Calculating for inner loop 96\n",
      "Outer Loop 2 Calculating for inner loop 97\n",
      "Outer Loop 2 Calculating for inner loop 98\n",
      "Outer Loop 2 Calculating for inner loop 99\n",
      "Outer Loop 2 Calculating for inner loop 100\n",
      "\n",
      " =============================================================================================================\n",
      "\n",
      " Making Graphics...\n",
      " Done!\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Label = 'J'\n",
    "if EXP19:\n",
    "    Flag = '26'\n",
    "else:\n",
    "    Flag = '32'\n",
    "\n",
    "gd.plot_diag.Mean_std_fort220(Self_2, OuterLoop=None, \n",
    "                              cost_gradient=False, \n",
    "                              Label=Label, \n",
    "                              Flag=Flag, \n",
    "                              dateIni=dateIni, \n",
    "                              dateFin=dateFin, \n",
    "                              nHour=nHour, \n",
    "                              Clean=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94a029b9",
   "metadata": {},
   "source": [
    "Caso o usuário queira gerar um GiF animado com as figuras geradas pela função `fort220_plot`, basta adaptar o caminho do diretório."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0fbcfe74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gif criado\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import os\n",
    "\n",
    "imagens = []\n",
    "path = \"/home/radiancia/DiagRadi-V2_issue45/notebooks/\"\n",
    "\n",
    "Label='cost'\n",
    "\n",
    "imagens, frame_one = [], []\n",
    "for i in range(len(dates)):\n",
    "    tidx = i\n",
    "    datefmt = dates[tidx]\n",
    "    \n",
    "    new = Image.open(path + '/' + 'Fort220_'+str(Label) +'_'+datefmt+'.png')\n",
    "    imagens.append(new)\n",
    "    \n",
    "# Salvar imagem no formato gif contendo todas as imagens do \n",
    "frame_one = imagens[0]\n",
    "frame_one.save(\"GiF-Fort220_\"+str(Label) +\"_\"+datefmt+\".gif\", save_all=True, \n",
    "                append_images=imagens, duration=1000, loop=0)\n",
    "\n",
    "print('Gif criado')\n",
    "print('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1955770",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "readDiag.Radi",
   "language": "python",
   "name": "readdiag.radi"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
