{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3823b5d0",
   "metadata": {},
   "source": [
    "## *1)  Importando as Bibliotecas*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2257ec70",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import openpyxl\n",
    "import seaborn as sns\n",
    "import plotly.express as px\n",
    "import statsmodels.api as sm\n",
    "from pylab import rcParams\n",
    "from sklearn import preprocessing\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2344c2e8",
   "metadata": {},
   "source": [
    "## *2) Tratamento dos Dados*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3eb63a0b",
   "metadata": {},
   "source": [
    "- ##### *1° Passo*\n",
    "\n",
    "    - *VOCÊ DEVE ALTERAR O CAMINHO DA PLANILHA (ver roteiro)*\n",
    "    - *VOCÊ DEVE ALTERAR O CAMINHO PARA SALVAR AS SAÍDAS (AS FIGURAS)*\n",
    "    - *VOCÊ DEVE ALTERAR dois parâmetros de df - sheet_name e usecols. sheet_name corresponderá ao nome da aba em que se*\n",
    "    - *encontra sua série temporal e em usecols a primeira letra corresponderá a primeira coluna de sua série enquanto*\n",
    "    - *que a segunda letra corresponderá a última coluna da sua série temporal. Ver no vídeo o exemplo.*\n",
    "    - *Ler um arquivo em excel e convertê-lo para DataFrame*\n",
    "    - *Formatações iniciais da tabela*\n",
    "    - *Estatísticas Iniciais para cada posto*\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "013fc810",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Date      Coal     Hydro  Natural Gas     Solar   Nuclear      Wind\n",
      "0   2010-01-01  0.222820  0.168918     0.159751 -0.575960  0.136456  0.038069\n",
      "1   2010-02-01  0.078492  0.012815     0.031681 -0.465071  0.024657  0.125850\n",
      "2   2010-03-01  0.030118  0.077638     0.078268 -0.035822  0.074920  0.290791\n",
      "3   2010-04-01 -0.139796 -0.044028    -0.061203  0.263893 -0.036867 -0.135777\n",
      "4   2010-05-01 -0.155296  0.049658    -0.085436  0.201101 -0.080341 -0.101240\n",
      "..         ...       ...       ...          ...       ...       ...       ...\n",
      "151 2022-08-01  0.032039 -0.101239     0.097334  0.500969 -0.107168 -0.382379\n",
      "152 2022-09-01  0.030028 -0.200769    -0.004695  0.088927 -0.110378 -0.207073\n",
      "153 2022-10-01 -0.055680 -0.157882    -0.032534 -0.178407 -0.085314  0.125206\n",
      "154 2022-11-01  0.058534 -0.035891    -0.044473 -0.524350 -0.045679  0.226812\n",
      "155 2022-12-01  0.184284  0.101099     0.093123 -0.687243  0.128709  0.164088\n",
      "\n",
      "[156 rows x 7 columns]\n",
      "          Date      Coal     Hydro  Natural Gas     Solar   Nuclear      Wind\n",
      "0   2010-01-01  0.222820  0.168918     0.159751 -0.575960  0.136456  0.038069\n",
      "1   2010-02-01  0.078492  0.012815     0.031681 -0.465071  0.024657  0.125850\n",
      "2   2010-03-01  0.030118  0.077638     0.078268 -0.035822  0.074920  0.290791\n",
      "3   2010-04-01 -0.139796 -0.044028    -0.061203  0.263893 -0.036867 -0.135777\n",
      "4   2010-05-01 -0.155296  0.049658    -0.085436  0.201101 -0.080341 -0.101240\n",
      "..         ...       ...       ...          ...       ...       ...       ...\n",
      "151 2022-08-01  0.032039 -0.101239     0.097334  0.500969 -0.107168 -0.382379\n",
      "152 2022-09-01  0.030028 -0.200769    -0.004695  0.088927 -0.110378 -0.207073\n",
      "153 2022-10-01 -0.055680 -0.157882    -0.032534 -0.178407 -0.085314  0.125206\n",
      "154 2022-11-01  0.058534 -0.035891    -0.044473 -0.524350 -0.045679  0.226812\n",
      "155 2022-12-01  0.184284  0.101099     0.093123 -0.687243  0.128709  0.164088\n",
      "\n",
      "[156 rows x 7 columns]\n",
      "Date           datetime64[ns]\n",
      "Coal                  float64\n",
      "Hydro                 float64\n",
      "Natural Gas           float64\n",
      "Solar                 float64\n",
      "Nuclear               float64\n",
      "Wind                  float64\n",
      "dtype: object\n",
      "               Coal         Hydro   Natural Gas         Solar       Nuclear  \\\n",
      "count  1.560000e+02  1.560000e+02  1.560000e+02  1.560000e+02  1.560000e+02   \n",
      "mean   5.213066e-17  7.383695e-18 -1.672451e-17  3.949832e-17  2.170628e-17   \n",
      "std    1.263027e-01  1.005260e-01  1.250888e-01  4.553455e-01  1.013429e-01   \n",
      "min   -3.197252e-01 -2.262971e-01 -3.380187e-01 -7.151781e-01 -1.974635e-01   \n",
      "25%   -9.417048e-02 -6.441503e-02 -9.068627e-02 -4.878508e-01 -7.965926e-02   \n",
      "50%   -4.163075e-03  2.360447e-03 -1.058021e-02  9.215504e-02 -3.178941e-02   \n",
      "75%    8.569039e-02  8.371785e-02  9.760946e-02  4.552976e-01  7.629583e-02   \n",
      "max    3.900427e-01  2.001786e-01  2.725285e-01  7.972858e-01  3.022325e-01   \n",
      "\n",
      "               Wind  \n",
      "count  1.560000e+02  \n",
      "mean  -1.103106e-17  \n",
      "std    2.524801e-01  \n",
      "min   -4.499274e-01  \n",
      "25%   -2.082805e-01  \n",
      "50%   -3.436859e-02  \n",
      "75%    1.796466e-01  \n",
      "max    7.327288e-01  \n"
     ]
    }
   ],
   "source": [
    "caminho_planilha = r'C:\\Cataldi\\modelagem\\TrabalhoDataMining_final\\TrabalhoDataMining\\Modelagem\\data\\GEN_sem_tend2.xlsx' #caminho do arquivo\n",
    "\n",
    "#Cria pasta para salvar as figuras e os gráficos\n",
    "#Inserir o caminho onde quer salvar as figuras. Edite o trecho:\"G:\\Meu Drive\\2022.1\\Monitoria\\Modelagem\\python\\aqui\\SantaCecilia_chuva_vazao\"\n",
    "caminho = r'C:\\Cataldi\\modelagem\\TrabalhoDataMining_final\\TrabalhoDataMining\\Modelagem\\figuras_GEN_sem_tend2' \n",
    "if not os.path.exists(caminho):\n",
    "    os.makedirs(caminho)\n",
    "\n",
    "#Transforma caminho_planilha numa série de dados\n",
    "df = pd.read_excel(io=caminho_planilha,sheet_name=\"Planilha1\",header=0,usecols=\"A:G\",engine='openpyxl')\n",
    "\n",
    "print(df) #Observa o dataFrame, conferir se ele está completo,\n",
    "df.columns = df.columns.str.strip() #Retira strings vazias dos dados\n",
    "print(df)\n",
    "print(df.dtypes) #Verifica se as datas estão sendo lidas como datas e se os números decimais estão sendo lidos como números decimais\n",
    "print(df.describe()) #faz estatísticas iniciais para cada coluna de postos (colunas que possuem float numbers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52a769f8",
   "metadata": {},
   "source": [
    "- ##### *2° Passo*\n",
    "\n",
    "    - *Cria pasta para salvar figuras e gráficos*\n",
    "    - *Plota os gráficos das séries temporais*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "37f22a36",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coal\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hydro\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Natural Gas\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solar\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nuclear\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wind\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Cria pasta para salvar as figuras e os gráficos\n",
    "if not os.path.exists(caminho+'/SerieTemporal'):\n",
    "    os.makedirs(caminho+'/SerieTemporal')\n",
    "\n",
    "#Plota os gráficos das séries temporais\n",
    "for i in df.columns[1:]:\n",
    "    print(i)\n",
    "    plt.figure()\n",
    "    plt.plot(df['Date'], df[i])\n",
    "    plt.title(i)\n",
    "    plt.ylabel('GWh')\n",
    "    plt.xlabel('Date')\n",
    "    plt.savefig(caminho+'\\SerieTemporal/'+i+'.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5863f25d",
   "metadata": {},
   "source": [
    "- ##### *3° Passo*\n",
    "\n",
    "    - *Plota os histogramas de frequência*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4da89c6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coal\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hydro\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Natural Gas\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solar\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nuclear\n"
     ]
    },
    {
     "data": {
      "image/png": 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y6lnUOGkjtPnPup/tFUkuTPLYWdQ5SSO0+bCuvZcn2ZDkqRM5cFUtmxfwZmB9N70eeNM826wC1nbTuwPfBA6Yde19trlb9zRgLXDlrGveznbuBFwL7AfcB/jKlj834FDg0wzuI3kS8MVZ191ze/cCHg+8EXj1rGueUpufDOzRTR+ylH/GY7T5fvzq+9nHAF+fxLGXVc+fwRARp3bTpwKHb7lBVW2qqsu66duAqxnccbxULdhmgKo6H/jRlGrqwyhDghwGnFYDFwMPTLJq2oVOyILtrarNVXUJ8ItZFNiDUdp8YVXd0s1ezOAeoaVslDb/tLrkB3Zjixtit9dyC/+9q2oTDEKeQc9om5KsAR4HfLH/0nozVpuXsPmGBNnyl/Yo2ywVy6ktoxq3zUcx+EtvKRupzUmOSPJ14BzgpZM48KyGd9huST4H7DPPqteN+Tn3Az4KHF9Vt06itr5Mqs1L3IJDgoy4zVKxnNoyqpHbnORgBuE/mfPfszNSm6vqTODMJE8D3gA8e7EHXnLhX1XbbHSSm5KsqqpN3Z/7m7ex3b0ZBP8Hq+pjPZU6MZNo8zIwypAgy2nYkOXUllGN1OYkjwHeCxxSVT+cUm19GevnXFXnJ3l4khVVtahB7pbbaZ+zgSO76SOBj2+5QZIA7wOurqq3TrG2vizY5mVilCFBzgZe3F318yTgJ3OnxJagFodAWbDNSVYDHwNeVFXfnEGNkzZKmx/R5RbdFWz3ARb/S2/W33ZP+Jvz3wTOBa7p3vfslj8I+FQ3/VQGf1ZdAVzevQ6dde19trmb/xCwicGXgzcAR8269u1o66EMrs66Fnhdt+zlwMu76TB4SNC1wFeBdbOuuef27tP9LG8FftxN33/Wdffc5vcCtwz9390w65qn0ObXAFd17b0IeOokjuvwDpLUoOV22keSNALDX5IaZPhLUoMMf0lqkOEvSQ0y/KV5JNk7yelJvp3k0m70zCOSfDnJgd02Oye5PckLh/a7NMnaJCcul5E2tTwZ/tIWuhtqzgLOr6r9quogBjffPAS4kMHIkgCPBb4xN59kNwajM35l2jVL4zL8pa09E7izqt41t6CqrquqfwEu4Ffh/2TgXcCB3fwTgMuq6u5u/oAk53V/PbxyOqVLozH8pa09GrhsG+uGe/5PBs4H7kiyezd/wdC2jwJ+j8EvhRO6MaWkHYLhLy0gyTuSfCXJJVW1EbhPkn0YhPs3GIzP8kQG4X/h0K7nVNUdNRiAazOw95RLl7bJ8Je2dhWDp54BUFXHAc8CVnaLLgL+ENhUg/FRLgaewqCHf/HQ59wxNH03S3AUXS1fhr+0tf8Gdkny50PLdh2avgD4Cwa/BOjeXwx8v6p+PJUKpUUy/KUtdL35w4GnJ/lOki8xeETma7pNLmBwVc9F3fabGDyL9cKtP03aMTmqpyQ1yJ6/JDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kN+j/rLTH7Yh9kXgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wind\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists(caminho+'/Frequencia'):\n",
    "    os.makedirs(caminho+'/Frequencia')\n",
    "\n",
    "#Plota os histogramas de frequência\n",
    "for i in df.columns[1:]:\n",
    "    print(i)\n",
    "    plt.figure()\n",
    "    plt.hist(df[i], bins = 20)\n",
    "    plt.title(i)\n",
    "    plt.ylabel('Frequência')\n",
    "    plt.xlabel('GWh')\n",
    "    plt.savefig(caminho+'\\Frequencia/'+i+'.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37cac4da",
   "metadata": {},
   "source": [
    "- ##### *4° Passo*\n",
    "\n",
    "    - *Plota toda a série temporal*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "70e53eae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists(caminho+'/Graf_Dispersao'):\n",
    "    os.makedirs(caminho+'/Graf_Dispersao')\n",
    "\n",
    "#Série temporal inteira\n",
    "plt.rcParams[\"figure.figsize\"] = (15,8) #controla o tamanho da figura\n",
    "for i in df.columns[1:]:\n",
    "    plt.scatter(df['Date'], df[i], label=i)\n",
    "plt.ylabel('Anomalias')\n",
    "plt.xlabel('Date')\n",
    "plt.title('Série Temporal')\n",
    "plt.legend(bbox_to_anchor = (1, 1))\n",
    "plt.savefig(caminho+'\\Graf_Dispersao/Grafico_Dispersao.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2fba6e9",
   "metadata": {},
   "source": [
    "- ##### *5° Passo*\n",
    "\n",
    "    - *Elabora séries temporais e plota em gráficos*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "26983daf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                Coal     Hydro  Natural Gas     Solar   Nuclear      Wind\n",
      "Date                                                                     \n",
      "2010-01-01  0.222820  0.168918     0.159751 -0.575960  0.136456  0.038069\n",
      "2010-02-01  0.078492  0.012815     0.031681 -0.465071  0.024657  0.125850\n",
      "2010-03-01  0.030118  0.077638     0.078268 -0.035822  0.074920  0.290791\n",
      "2010-04-01 -0.139796 -0.044028    -0.061203  0.263893 -0.036867 -0.135777\n",
      "2010-05-01 -0.155296  0.049658    -0.085436  0.201101 -0.080341 -0.101240\n",
      "...              ...       ...          ...       ...       ...       ...\n",
      "2022-08-01  0.032039 -0.101239     0.097334  0.500969 -0.107168 -0.382379\n",
      "2022-09-01  0.030028 -0.200769    -0.004695  0.088927 -0.110378 -0.207073\n",
      "2022-10-01 -0.055680 -0.157882    -0.032534 -0.178407 -0.085314  0.125206\n",
      "2022-11-01  0.058534 -0.035891    -0.044473 -0.524350 -0.045679  0.226812\n",
      "2022-12-01  0.184284  0.101099     0.093123 -0.687243  0.128709  0.164088\n",
      "\n",
      "[156 rows x 6 columns]\n",
      "Coal\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hydro\n"
     ]
    },
    {
     "data": {
      "image/png": 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DPdTE+fodmLHV3NnLC4cruGpRFL4eBp6cQZnWsypQATAvyo8zMvljQG1bN4/uLSbAy43PbUji/psyeeXeNeT8eBPP3LMSgKJZOIbJleWUtxDk7UZcsBfLE4PIiPLnsb3F0/pCv7mzl115dXZ9zpauPl4/Uck1i2PwHfTmmh7pj1JM+z4V1sZe86L8+cX2M9S1yXg9Z+rsNXKysvWCsg+ri9PCSQzxnpFNNf9zqJRH9hRz15pEPrk8fuxPAGKDvPnv51ezdVE0v33rLPc9ffSCzDCTSSO3upWHdxdx79NH2CNTjma0H75ykvKmTpYlBPHO6ZpRU+tPV7Zi0kbuTzEeKeG++LjrJVAxw+zKM79ebJofwdwIv0lNdrG+3y6ICSDIx52kUJ9ZNfkjv7ad5BH6U1hduTCKIG83/vxe3hStavr44GwtC360g1oHjXB9+mApXX39fOmSFK5fGsMbJ6pmTFnwrAtUpEf6U1zfQVdvv7OX4hKsna6/d+U8vrk5neuXxpIZF4ifpxuJoeYULwlUuJbj5c0sjA1EKYVSijtXJ3K2po19hQ3OXtqE7M2vZ8ufdnH7QwfZV2D793CktGnUkY+vHqugu8/ErSvOv3Hy8TAwJ9Rn2mdU5JS3EObnwd9uXUJXXz8/ee3UmJ/T3ddPiaQ3O8Sxsmb6TRpZI2QT6HSKT69O5Ehp84y6IdqVV8f3Xz7JutRQvnflvHF9rpe7nj/fvJjvXpHOmyeruP4fezlY1MiT+0u496kjZP3iXbb8aRc/ff0023OqeGLfzNklEud75VgFLx6p4L5LUvn2lnS6+vp590zNiMdbbxwXDjPxY7z0OsXC2IAZ9XvpCHk1bWz9626+8dxxnssuo6yx06U3SPbk1xMd4ElSqA+ZseY+JBNdr7WRZkaUOSNzcXwgx8qaXPr7txdN0yioayd5mNGkg/l6GLj34hR25dXbVLo1m7x8tIKuvn6HvMb0Gk08treYdamhpEf686mVCfT2m3gue/SstOnCZQMVSqktSqmzSql8pdR3hvl4ulJqn1KqRyn1v7Y+77woP0wanKuR8g8wX1wbdGrY9ElfDwPhfh4US6DCZXT19pNX286iQf+/rlkcTZC3G49Ns1GlvUYTv9p+htseOoC3h54gbzebd5tbuvq47d8HuOLPH/Gz10/TPmTnTdM0njpQyvxo/2EvZOdHB3B6ugcqLPXZyWG+fOniFF4/UcX7uSNf2Hf19nPHQwe55A87p302iSvKLm5CKVgaP3xGBcCNWXH4eRhmRFZFW3cfP3j5JLc/dJD4YG/+dstSDPrxX1IopfjchmQeuWsFlc1d3PR/+/j+yyc5WtrExrQwfn9jJnu+cwnXLo7hcOnsuDGYbcoaO/n+SydZGh/Ily9JISshiOgAz1HHHeZUmAO1EZNspGm1OC6IM1WtdPfJJtZIXjteyanKFt7PreFb/z3But9+wJpfv8/X/nOM/xwqpb7ddbL6+k0aewsaWJMSilKKxfGBNHX2UTrBKWnWRprWpvxL44Oob++lrHHsKYIP7irk/rfPTujruoKqlm46e/tHnPgx2KdWJhAV4Mlv3zorr9UWff2mgV5Mo22uTdT2nCpqWnu4e+0cAOZG+LFiTjBPHSiZEQ2CXTJQoZTSA38HrgAygFuUUhlDDmsEvgz8fjzPnR5pjobmSvkHYN6dT4/yG3jxHSox1EcyKlzIqcoW+k3aeXPjPd303LwinndO11DeND1GlRbUtXP9P/fwfx8VcsuKeN740jpuuyiBd87UUNow9vfw38PldPX1s2VBJA/vKeKyP+zkrZNVA2+Mx8tbyK1u45YVw6ehZ0T5U9HcRXPn9EyNs9ZnW9OeP7chmbkRvnz/pZMXBG0Aeoz93PNENodKGvF20/OjGdYV2hVklzSRFuFHgJfbiMf4ehi4bmkMb+ZUT+sbovfO1LDpjx/x5IES7l4zh1fvW0uA98jfty02zA3jjS+v40+fXMyH/7uRPd+5hPtvWswNy2KJCfRiaUIQdW09lDfJePGZxNhv4ivPHgXgzzcvwaDXodMpti6O5qNzdSOmL5+0UyNNq8VxgfT1a5yWZusj2lvQwMLYQA5//3J2fHU9P902n8XxgXx0ro5vv5DDF5864uwlDjhZ0UJLVx9rU0MBc08vmFifCk3TOFnRct6G3pJ48/MdLRu9H0Nfv4m/fZDP/31UOG0zua0jR8fKqADz9ehXL0vlWFkz75weeeNkNjlU1Ehrt/m6LNfOm+SapvHg7kKSw3zYkBo28PjtKxMoa+xip51Lqh1hrM1wlwxUACuAfE3TCjVN6wWeBbYNPkDTtFpN0w4BfeN54vhgb7zd9TKiFHP974myloHGQMOZE+IjnbBdiLXLdOaQ/2efWpkwLUaVmseFlnL1X3ZT0dTF/92+jF9etxAvdz23r0pArxSPjpEZYjJpPLGvmGUJQfzjtmW88IXVBPm48/knj/DZx7Ipa+zkmQOleLnp2bY4etjnmG9pqDldsyqG1me7G3T86vpFVLV284chOzd9/Sbue/oou/Lq+c31i/jB1RlklzTx4hEZI2Yv/SaNIyVNLEsYOZvCam1KKL39pmnZMb6+vYcvPXOUzzyWjb+nGy9+YTU/3JoxaoO18YgL9ubaJTEkhvqglDrvY8ssmSozvVHbu6draOka12XNtPaX9/M5UtrMz69bQFzwx5NitmXGYDRpbM+puuBzOnuN5Nfap5GmlfU66Ngs6jswHh09Ro6VNbM6OQSdTpEW6ccdqxL5x23LyP7+Zdy5OpGjpU0uE4DdbelnsybFHKiYG+GLl9vE+pBUtXRT39573gZRWoQf3u56jozxerSvoIHmzj56jKZp22NnYDSpDRkVAJ9YGktSmA+/23HWoQ0kp4t3ztTgbtCxJiXE7hkVB4saOVnRymfWJqHTffyeuXl+JKG+Hjw5Dcolnx5jbLurBipigMHFNeWWx8ZNKXWPUipbKZVdV1c38AIrGRXmKGlbj3Eg0jycOWE+1Lf30tY9ey6cXNmJ8mYi/C9Md40J9GJTRgT/OVTm0lH7bzx/nO++mMOyhCDe+up6Ns+PHPhYhL8nVy2K4rnsslHPt4/y6ihu6OSOVQmAOQXztfvW8L0r57GvsIFNf/yIl49VcE1mNH6ew+/yWid/TNfds+Hqs5clBHH7ygQe3Vs8cDHWb9L4+nPHeed0DT+5Zj43LY/jhmWxLI4L5Fdv5tIqv9d2cba6jfYe46jTLqysxxwqbnT0suzqpaPlXHb/TnacrObrl8/ltS+tZckoZS72lhbph4+7fkYHKmpbu/ns49k8tKvQ5s/p6zfxs9dPUzbBlHZnOljUyN/ez+MTS2PZtvj8S7x5UX6khvvy6jDlH/ZspGkVGeBJpL+n9KkYwaHiRowmjdXJIRd8TCnFmpRQ+vo1lwnA7sqrY16UP6G+5tGkBr2OhTEBExpROriRppVBr2NRbABHx3i+7TlV+Ljr8fUw8N40HcWcX9uOv6eBUF93m4436HV84/I08mrbefno7N4Q0TSNd8/UsDYllKXxQRTVd9BjtN81+kO7iwjyduP6pee/frobdNy8PI73z9a6/HtDzhivGa4aqFDDPDahsJymaQ9ompalaVpWWJg5LSY90p/c6rZZn/psfYG1prANJzHE3FCzuN61T/TZ4kR5C4tGCCzduTqR5s4+Xjnmmm8Mta3dvHikgjtWJfD43SuGrS2+a80c2nuM/PfwyOM2H99XQqivB1csiBp4zKDX8T/rk3jn6xtYlxpKv0njUysTRnyOUF8PIvw9pm1DTWsjzaE/w29uTiPCz5PvvHCCXqOJ7754gteOV/LtLel8enUiYG7q+LNtC2jo6OGP75xzwupnnuwSc9DBloyKIB93UsN9OVg0fQIV+bVtfO0/x0kK9WH7V9by5UtThx3B6kh6nWJJfNCMDlRYdy4PFdv+PR4paeKh3UX848MCRy3LIVo6+/jqs0eJC/bmJ9vmX/BxpRTbFkdzsLiRyubzy30GArV2DFSAOatCAhXD21fQgJtekZUwfDDW+tpnfS10ps5eI0dKmllnKfuwyowL4GRlK71G07ieb2gjTasl8UGcrhy5r0lfv4kdp6q5LCOC9XNDeT+3ZlredxTUtZMS7ntBlttorlgQycKYAO5/59yEbsw1TaO2zTETMqbSuZp2yhq7uGxeBGmRfvSbtIHX+ckqru/gnTM13HZRwrDl+7dcFI8CnhkjY8GZNE3j5Bg901w1UFEOxA36dywwclelcZoX5UdzZx/VDhoTM10cL2vGz9NAUujI6VxzLJM/Cuvt84slJq6lq4/C+o7zGmkOtmJOMOmRfjzqoqNKD1huzG5YFnteitpgi+MCWZYQxKN7i4dNGSxp6OCDs7XcelH8sDdKMYFePHBHFsd/tGnMbvDzowOmbVPJnBHqs/083fjptvnkVrdxzd9281x2OV+6JIUvbEw+77iFsQHcuiKex/eVSHaZHWQXNxHp70lskJdNxy+fE8yRkqZpkxabV2N+/f/ZtQtICfdz2jqWJgSRW906bB8WV/TswVLueuSgzcdba8GPlTXT12/bzVS2JXDz2vHKC8a7urJfvXmG2rYe/nzzkvPGRw+2NdNcuvfa8fMv/z5upOlh1zUtjg+ktLGTBhdqCukq9hY0sCQ+CC/34fuZBfu4kxLuS/Y4gmyOcrCokd5+00DZh1VmXCC9RtO40++HNtK0WhofhNGkDQTOhtpf2EBTZx9XLIjikvQIalp7OFkx/d5v82s7bC77sNLpFN/cnEZFcxfPHBj/jfKHZ+tY8Yv32HGqetyf60qsk4sunRdOeqT5vdPW8++d0zW8cqwC4wjvBY/uLcagUwPZxUPFBHpxSXoEz2WX2TWLw55KGjpp6x79fctVAxWHgFSl1ByllDtwM/CqvZ58oKHmLO9TcaysmczYwBFvGgESQrxRSjIqXMEpy5vhohF6iiiluGtNIrnVbQNBAVdysKgRH3f9BbsSQ929Zg4lDZ28P0ya5JP7S9ArxW0XDd8k08qWmvn50f4U1HW4TE2trYY20hxq0/xIrlgQSW51G59ZO4evXz532OO+uTkNf08DP3xZGmuOpqu3nzsePsiLR0bO8skubmRZYpDNO04rEoNp6zFyZpqUHlk75Q/uIeAMyxKCMGlwYprser99uoYPztbRZOM8+4I6cz+orr5+m/vnZBc34u2up73HyBsnLuzn4Ko+OlfH5gWRo/bISgjxYXFc4AXTP6yNNMezw2sL61pcpXzBVbR09nGysmXYso/BlicGkV3c6PRJA3vy63HX61gxpBRvoA/JGA0wBxuukebQ5ztaOvzzWcs+NqaFcXFaGErBe6NM5nJFLZ191Lf32NRIc6h1qaGsTArmbx/k0zHO4LL15/S9l3JGbKg7HbxzuobM2AAi/D1JDPHB3aCzKVChaRrf+u9xvvLsMXM589GK8zY2Wrr6eC67jK2Z0YSPMvno9lUJ1Lf38tZJ1wz4jBTkG8wlAxWaphmB+4AdwBngOU3TTimlPq+U+jyAUipSKVUOfB34vlKqXCk1+h2QRZolqnVmlJ3EiuYu7n3qCC2dM7OGu6u3n9zqNjLjRt919nTTEx3gJQ01XcBxy8XTSBkVANsWxxDo7eaSTTUPFDWwLDF4zBGGm+dHEB3gycO7zx/h2NXbz38OlbF5fqRdRtJlRPnTb9IcMi7KkWypz/7NDYt44PZlfP+qeSNezAd6u/OtLekcLG7kZRctF3IETdNG3KEYzrtnavjoXB3feP44LwxTklTR3EVlSzfLbSj7sFo+Z3r1qSht7CTI2w3/EXq+TBXrjcF0Kf+wvrbYGpDKr20nJtCclWPLuWEyaRwuaeKazGiSQn34z6GyMT/HFTR19FLZ0m1T6ca2xdGcrmolz9It3xGNNK0WxgSgU4zZd2C22V/UgKbB6uTQUY9blhBMa7eRPDultk/Urrx6liVcmP0RE+hFqK87x8psD0RZG2kOd66G+XkQF+zF0WEasBr7Tew4VcMl8yLwdNMT4uvB0vgg3jszvfpU5NeNr5HmYEopvrUlnfr23guu58ayJ7+BtAg/Wrr6+P7LOdNyM6W2rZtjZc1cNi8CMJcop4T5kmvDNWd5UxdNnX1cuzgad4OOr/7nGJv+uJNXjpkDFs8eLKWzt5/PWEaSjmRdSigJId486YL3BGAOOruPcU/gkoEKAE3TtmuaNlfTtGRN035heexfmqb9y/L3ak3TYjVN89c0LdDyd5uuBgK83IgJ9Bo1o+KR3UW8kVPFh+em14uKrU5axlwujhv74jox1JtCGVHqdCfKm4kP9ibIZ+SGRp5ueq5eFMUHubUulSnQ2NHLuZp2LpozdrNBg17HHasT2VfYcN4F/qvHK2jtNo6Y5jZe86PNFx7TrU/FcI00h/L3dGPT/Mgxdxw/mRVHZmwAv9yeO2sa5v7ijTNc/sePbE6tf/V4JeF+HqxJDuV//3v8guZg2ZYbyiwbGmlaxQR6ERPoNa0CFfFOzqYA83v33AhfDo+wg+lK2rr7qLD0VrC1aW9Bnfk1Mi7Yy6ZgTF5tO63dRrISg7lpeRzZJU12q392JOvPwzp9aTRXLYpCp8y/h2AO+ti7kaaVj4eBuRF+0qdiiH0FDXi56UfNfgFzRgU4t09FXVsPudVtA2NJB1NKkRkbyPHyZpufb6z326XxQRwpbbrgRnp/YSONHb1ctfDjhuGXpIeTU9FCzTQqOy+otX006XCWxgdxeUYED3xUaPM4+PKmTorqO/jk8ji+dvlctudU89o0yhazsgalLsuIGHgsPdLPps2xk5bz7s41c9j+5XX847al6HWKrzx7jC1/+ogHdxexKilk4Dp2JDqdOQP5UHGTS5b5nqxsGUgeGInLBiocbV7UyJM/eoz9vGBJ83WFejtHsI7gGuuNB8wNNceaczvbHChs4Acvn+TFI+WUN01NWcyJ8pYx+y4AbMqIpLO3n70FrjMKy3pDZkugAuDm5XF4uel5ZI85Cq9pGo/tLSE90o8VNj7HWOKCvfDzMEy7PhUjNdKcCJ1O8dNtC6hv7+FP7+bZYXWuraa1m8f3lVBU32FT7WtLVx87z9Zx9aJo/n1HFivnhPD1544N3DSB+T3Cx10/UH9qq+WJQRwsuvAC1xWVNXY6vezDallCEEdKmpyeXj6WwbvKtpRxtPcYqWrpJjncl+UJwRwqHvvcsN4QLk8M4vqlMRh0iueyXT+rwvqaO1YZIEC4nydrUkJ55VglmqYNdIh3RKACzNdEx8uap8Xv5VTZW1DP8jnBYzbQjQ/2JszPw6nXzdbrnqGNNK0WxwVSUNdu88SrkRppWi2JC6SmtYeqlvODD2/kVOHtrmdjWvjAY9ad9eHKWl1VQV077gbdpF7/v3pZKm09RpuDDdYxrmtTQ7lnXRKL4wL54SsnqZ1GAR4wj5qODfI679ogLdKP6tbuMYM2ORUtGHSK9Eg/dDrFlQujeOsr6/nbrUvQMAfk7lmfZNM6blwWh7tB53JZFeayqtYxs+NmbaAiPdJcnz5cg5F3TtfQ1NlHoLfbQKOqmeZYeTMxgV6E+Y3djGpOqA8tXX0219nOdJqm8f2XT/LE/hK+/txx1v7mA1b/6j2++uxRnjpQQn6t/UsJ6tt7qGjuItOGQMXKpBD8PAy8fcp1aiEPFDbiYdDZFGgBc1nC9UtjePlYJQ3tPRwuaeJ0VSt3rEq0W12yUop50f7TbkTpSI00JyozLpCbl8fx6N7iaRe0Ga8HPiqkX9OI9Pfk0T3FYx6/42Q1vf0mrlkcjZe7nofuzCIrMZiv/efYQD+A7JImliYEjVnSNNTyOcHUt/dQ3ODa/X/6TRrlTV0ukVEB5h261m7jQONJV3XOsmuWHOZj02tMYd3HO5fLEoOob++hZIxzI7u4iVBfD+KDvQn38+TSeeG8cLh83FMNptrpylYi/T0J8bWtGeY1mdGUNnZyrKyZnIrWgalNjrA4LpCWrj6KptnmzI5T1ew8V2f3561r6+FcTfuY/SnA/J66PDHIqZliu/LqCfByG3GnOTMuEE0beySi1UiNNK2WWkr+Bpd/GPtNvH2qmkvSw8/7vLkRvsQEevHeGde5NhtLfm07SaE+6EfpZTeWjCh/ksJ8eOukbYGK3fkNhPl5kBrui0Gv4w83ZdLV2893X5w+JSCdvUZ259dz2byI865ZrdkDY5V/5FS0kBrhd975o9Mprl4UzY6vrue9b2zg4vTwUZ7hY0E+7ly9KIqXjlS4VCPqssYuWrr6xryenb2BiijzmBhrN/PBnj1YRkygF3esSuRsdavNkdfp5Fhps03ZFDB48sf0euN2lA/P1pFX284fbszkza+s4yfXzGdJQhB7Chr43ksnuez+j3hiX7Fdv6b1TXWk0aSDuRt0bEwP590zNS4zVeBgcQNL44PwMAz/Zj+cu9Yk0ms08fSBUh7bV4Kfp4Frl0TbdV3zo/3JrWpzmZ/TWMZqpDlR39ycToCXG9v+tof7nj5CdnHjtLkgsFV9ew9PHSjh2sUx3LM+ieySpjEvVl89XklCiPdAgNDb3cAjdy5nSVwgX372KM9nl5Fb3WrTWNKhrI3eDrlg49vBqlq6MJo0lwlUWH/Wrt6n4mxNG15uejbNjyS/tn3MrusFA7XgPiy3nBtjbZRklzSyfFAT108uj6Oho5f3Xbxh36nKVpvKPqw2L4jE3aDjlWOVlkaa/nZvpGmVabkuGk95gLPl17bzpaeP8vPXT9v9ufcVNgDYFKgAc5+K8qYuqlq6xj7YzjRNY09+PWtSQka8sc60XEPZUt4zWiNNq/RIfzwMOo4MKkc7WNRIQ0cvVy2MOu9YpRSXzQtnd369S5Xmjqagrn3CZR9WSim2zI9kf2HjmBueJpPG3vx61qaEDvyOJ4f58q0t6byXWzvq6HpXsjuvnh6jicsHlX3Ax8McRiv/sJ53C2OGf43U69S4/5/cuCyOjt5+due5Tqa1rWOmZ2+gwjr5Y8jJUtbYye78em7KimNFYjAmjWEb5UxndW3m3XlbAxWJlkCFlH+YPfBRIZH+nlyzOJp5Uf58enUif791KQf/36V88L8bWRgTwJP77Tu3+Hh5M0phcwOxyzMiqG/vHVd3a0dp7e7jdGXruEs2UsL92DA3jEf3FvNmThU3ZcXh7T72NI/xmB8dQFdfP0XTZPyuLY00JyLYx51X7l3DnasT+ehcHTf8ax9X/WU3zx0qmzYXVGN5aHcRPUYTX7w4mRuyYvFx1/PI3pEbfNW2dbO3oJ6ti6LPuyny8TDw6N0ryIwN4Jv/PYGmMXBjOR4p4b4Eebtx0MX7VFgnfrhKoGJOqA9B3m4uH6g4V9PG3Ahf5kf7YxxhU2SwgtoO9DpFfLAPKWG+BHi5DfQ/GU5NazdljV3nBcnWp4YR6e/Jsy7cVLOrt5+CuvZxBSr8Pd24ND2c145Xklfb5rCyDzD/XrobdJyZJlPhTCaN//diDr39JvJq223uA2CrfQX1+HkaxqyFtxroU+GE8o+Cug6qWrovGEs6WIC3G0mhPjYFKqpbR26kaeVu0LEwJuC8yR9v5FTh5XZ+2YfVpfMi6O4zuVRp7ki6+/opbewkeQKNNIe6YkEU/SaNd06PHkTNrW6joaP3gv+Hd61O5KI5wfz0tdNUNk99EGy83j1Tg5+n4YLr3gh/DwK83EbNqKhoNjfStOfr3LKEIHzc9XyUZ/+sq4nKqWjBTa+YGzn6+TVrAxWJId54GHTkDknJfC67DJ2CG7NiWRwfiF6nOGzjhaTJpHGmqtXlZ5lbX6AXxwfadHxckDd6nZryyR/5te187T/HXCpVKae8hX2FDdy9NhG3IaneSinmhPpwY1YsZ2vaOFdjvwudE+UtJIf5jjhvfqiNaWG46RVvj/GmMBUOFzdh0mzvTzHY3Wvn0NDRi9GkcftK+zTRHMx6sTxdGmra0khzouKCvfn+1Rns/3+X8svrFtJv0vjWCydY+av3+L+dBXb/elOpubOXx/cWc9XCKJLDfPH3dOOGZbG8fryKuraeYT/nzZxqTBpcs/jCLB5fDwOP3b2CxXGBeLuP3WRuOEopshKDXb6hZpmLjCa1UkqxND7I5Rtqnq1uZ26E30Bt+1jlHwV17SSEeONu0KHTKZYljJ5Cb70RHNzE1aDXccOyWD46V+eyF/Nna9owaZAxjkAFmMs/Gjp6MWm2B+wnwk2vIy3Cz+bxsM72XHYZB4sbuX5pDGD/TKO9BQ2sTBo5Q2GojCh/vN31Tgkk7rbchK1LCRv1uMy4QI7Z0IfEOqZ2rPfbpQlBnKxopcfYT79JY4el7GPo1BGAi5KC8XHX8+40mP5R3NCBSTOXr03Wghh/YoO8eHOM8o+B/hRDAhU6neJ3N2TSr2l8678nXDrjs9+k8d6ZWjamhQ97n2BuqDny64u1kaY9X+fcDTpWJYfy0bk6l/nZnawwN9IcK9N61gYqDHodaZF+50W1jP0mnssuY8PcMKIDvfD1MDAvys/mPhUvH6vgij/vYsGPdrD5jx/xzeeP88S+Yo6XNY+Z9jmVjpc1o9cpFtgYIXc36IgN8pry0o/ns8t46WgFf33PdZr8PbCrED8PA7esiB/xmCsWmLuUv368csRjxkPTNE6Ut7BoHDen/p5urEwK4R0X6FNxoKgRN71iSfz40+PXp4YyL8qfyzMiBjJ77Ckl3Bd3vW7aXJTas5HmSLzdDdx6UTxvfXUdz96zkgXRAfzqzdyBGvrp6NG9xXT09nPvxSkDj92xOpHefhPPHBw+++nV45WkR/oxN2L4Jpl+nm48e89Kdnx1PT42BhCHWpEYTElDp0s3CStt7ESvU0QFOO6cG6+lCUEU1nW4bN+khvYe6tt7SIv0IyHEB293/ZivMfm156dYZyUGUVDXQeMI32N2SSOebroLMhNuyorDpOGyKdLWPji27tBbXZwejp/l98wRgdrBMqLMvYtc5YJ+JLVt3fxy+xkumhPML65diJtecciOmQzlTZ2UNHTaXPYB5mvrJfGBTgnA7s5vID7Ym/iQ0YOqmbEB1LVd2ABzqLEaaVotiQukt9/E6cpWDhQ1UN/ey5VDyj6sPAx61qWG8f6ZWpc/vwpqzdf8ExlNOpS1/GN3fv2o5fS78utJCfclcpj3m/gQb7531Tx259fzjw8LXLah8rGyZho6erls3vA9JNIj/ThX0z7i//8cy3k3z4Zmw+OxYW4o5U1dLtEXS9M0m/utzdpABZhPlsGTP3aeq6OmtYdPLv/4JjQrIZhjZc02jbJ7+1QN4X4e3HdJKlGBnryXW8sPXjnFtr/vYcGPdvC3913jhvtYWTNpEX7DRntH4ozJH7sstVQP7ylyicZpZY2dbM+p4paL4vHzdBvxuDA/D1Ylh/DaiSq7vBGZ53j3DNRW2mpTRgSF9R1OH1d3sKiBRbGB4zrfrJRSvPCFVfz1liUOWJl592xupO+0yqhwZNrzYEopViaFcP9Nmeh1ymVvfMbS1t3HI3uKuTwj4rw3/uQwXzbMDePJ/SUXNB8sb+rkcEkTWzNH74ni6aafVKbBckuWkSuXf5Q2dhET6DXuZqGOZC13OOoCpW3DOWcp85gb4Ydep0iL9Dtv1PJQxn4TxQ0d5wUqrOVEI+1MHy5pYnFc4AU7dvEh3qxODuG57DKXvJA/XdmKn6eB2CCvcX2ep5uerYujiQv2ItKBgVowT4Vr7OilpnX4bCtX8dPXTtPdZ+KX1y/Ey13PgpgADttxNOi+Amt/ipFLKYaTlRDMmarWKR153ddvYn9hw6hlH1aLLZsmx8co/xirkabV4Iaa23Oq8HTTcXH6yFkdl84Lp7q12+WvO/Jr21EKkkInH6gAuGJhJH39Gu+PkE3SY+znYFHDBdkUg926Ip7L5oXzux1nufIvu9hxqtrlAj7vnqnBoFPDlv4ApEX6095jpLxp+Ky3nIpWm8678Vo/13xOfuSAprvjVd5kbqRpS9aI61x5OEF6pD/17b3Utpmjqs8cLCPU14NLB0XBliUE0dnbP+pFBkCv0cTu/HounRfB1y+fy6N3reDw9y9jz3cu4Z+3LWVJfBD/t7PQ6ZkVJpPG8bJmm8s+rOaEmgMVU/WC0NDew+mqVu5cnYinQc9PXzvt9Bejh/cUoTA3eRzL1kXRFNV32OWN6ISlqdd4Mirg49nNb58eewyjo3T2GjlR3jKpkaLe7ga7v2APNj8qgFOVLU4/v8biqEaaYwn392TD3DBeOFI+bZqODvbE/hJauvr40iUpF3zszjWJ1Lb1XJCO+tpx87+vGSNQMVnzo/3xctO7dEPN0sZOl+lPYZUZaynLdNE+FdayP2uH97F26Muauujr185LsV4YE4C7Xjdsn4qOHiOnKlvJShj+dfWTy+Mob+pir+VG05WcqmwlI2pizTB/tDWD1+9b57BGmlYZlmyP01WuOwXp/dwaXj9RxX2XpAwEuLISgjhe1mK3vkL7ChoI8XFnbsT4blSzEoOmvL/bifIW2nuMI44lHWxelB9uesWxURqm2tJI0yrC35PoAE+ySxp562QNl6SHj9pP6+L0cJSC91y8/KOgrp2YQK8JbTINZ0lcEBH+HiOWfxwpaaa7zzRqsEkpxf/dnsWfb15Mj9HE5544zLa/7+GDs66TofLO6RouSgomwGv4DU3r+8JwDTU/bqRp/+u8hBAf4oO9XSJQYWsjTZjtgYooy5iYqjZqWrv54GwtNyyLPW+HIsvGxkDZxY209xi5ZNC4GKUUMYFeXLEwii9uTKatxzhQf+UshfXttPUYx11TPSfUh47e/hHrue1tj+UC69olMXzlslR2nqtzak1fS2cf/zlUxjWZ0UQFjL0TtGVBJAad4rUTky//OF5unqc83jSwqAAvFsUGjNm8yJGOljZjNGkT6k8xVTKi/Wnq7KPahdPvwXGNNG1xU1YsNa09LtWIyRadvUYe3FXEhrlhw07M2ZAaxpxQHx7dW3ze468er2RxXKDD+zK46XUsTQjkoBMaz9mqrLHTZfpTWHm565kf7e/SgYoALzfCLeO/M6L9aeseeQfNmvU2OMXa003PwtiAYVPoj5c102/SBq5Phto8P5IALzf+k+1aTTX7TRq51a3jLvuw8jDoCfAeOZvRXqzXhq7aULOjx8gPXj5Fargvn9+QPPB4VmIwvf2mgRr3ydA0jT0F9axKDhl3YGhJfBA6xajNYO3ttKWkaIkNm3AeBj0ZUf4cGyWQYksjzcGWxAfx9qka6tt7Riz7sAr19WBxXKDLT+fJr223S9mHlU6n2Dw/kp3n6obt5bcnvx69TrEyafTrRb1OsW1xDO98bT2/u2ERjR293PXIIW741z72Fzo3OFtkyWK+bF7EiMcMBCqG6WNX2dJNY0evw8rb1s8NZV9hg9NHWOdUmO9rRiqtHWxWByrmDUz+aOW/h827hZ9cHnfeMVEBXsQEeo15QfTB2Vrc9boRa/lWJ4fi52lge47zdrcBjpWZX8zHG6iw9geYqtnie/Lq8fc0sDAmgE+vTiQl3JefvX7aaRMInjxQQmdvP/+zPsmm4wO93VmXGsrrxydf/pFTbm44M5Gsgk0ZERwtbXZaDfyBokZ0igmNb5wqAw01K1w7DdORjTTHckl6BME+7vw3e3qVfzxzsIzGjt5hsynAfOH06VUJHC1tHmgynF/bxpmqVodnU1gtTwwmt7qVli7XG4Pd1t1HY0evy2VUACyNN+8e21KWOdXO1bSRFuE3cIM3VkNNa2lj0pCRc1mJQeRUXLhDnl3ShFIfp5wP5emm57olMew4We1SfTyK6tvp7jONu5HmVPP3dCM+2Ntlexf94e1zVDR38avrF+JuGLSxZjkfbO2rNprC+g5qWnvGXfYB5mbDGdH+dlmHrfJq2/HzMNhcFrQ4LpCcipYRswRtbaRptSQ+EKNJw9NNd96G5UguTQ/neHmLy/YnMpk0CusnP5p0qC0LIunuM/Hh2Qs3PXbl17M4LnDU0urBDHodN2bF8f43NvKL6xZQ0dTFLf/eP5CF7AzvnTEHn0YLVPh6mEvfhpv8YR2Z7qiGwetTw+js7Xd6kP9kRQtzI2y7r5nVgYogH3ci/T05XdnKfw6VsTIpmDnDNOzLSjR33x7thvP93FpzN98Rmqq5G3RcnhHB26eqnRrJOlbWhK+HYdwvPknWEaVTMPlD0zR259ezOjkUvU7hptfx463zKW3s5MFdhQ7/+kP1GPt5dG8x6yyNHW21NTOaiuYujtowBmsk5kaazcPuBtvi8oxIAKdloxwsamB+dIDNbzzOkB7lj1KuP/ljKhppjsTdoGPb4mjeOV3jUjc+o+nu6+eBjwpYmRR83mSEoT6xLNY8xcOSVfHqsUp0Cq5eNPqumL2sSAxG0+CIC2YHlDWaMwBcMVCxLCGIrr5+cl1s11vTNM5Wt503ci0t0g+lGLGEtKC2nTA/jwtShbMSgunr1wZumqwOFTeSFuGH/yivqzdlxdHbb+LlYxWT+G7sy/oaO57RpM5iLddxNcfLmnl0bxG3XRR/wetaiK8HSaE+dslk2DvQn8L2RpqDZSUEc7TUtv5u9nCupo2UCF+bsz8y4wLp7O0fsYeXrY00razNwi9OG73sw+pSy43s+7muWf5R0dxFd5/JrhkVYH6/C/Zx582T52/atnT2kVPebFOPkaHcDTpuuyiBt7++Hj8PA397P99eyx23d07XkB7pN2YW4kiTP8Z73o3XquQQDDrl1OzY8TTShFkeqABzit9bp6opbewccZJDVkIQtW09I6ZtljZ0UlDXwcUjNE6xunJBFK3dRvY5MTXpWFkzi2IDbB41ZRUd6IW7Xjclkz+KGzqpaO5izaBaw7WpoWyZH8nfPyiY8rFrrxytpK6th8+tTx774EEuz4jA3aDjtUlM/yhu6KS120jmBHfR50b4Eh/s7ZQ+FT3Gfo6WNrt02QeYo9uJIT4D3ehd1VQ20hzOjcvMNz6vuNCNz2j+e7icmtYevnRJ6qjH+VlHlZ6opLatm9dOVLEyKYTwKQoILYkPwqBTLtlQs9QymtQVAxXWbAJ7Ng+0h5rWHlq7jaQNSmn1djcwJ9RnxB36grp2UobZPLBmog0u/+g3aRwtbR6x7MMqI9qfRbEBPHuwzGVqt09VtuKu19n95scRMqL9KW7ocKnx6H39Jr7zYg6hvh58+4r0YY/JSgzicEnTpBup7iuoJzrAk4QxJmiMZHliMF19/VOWlZJf207qOM6rTEtW8bFhGvLm17bzzumacTU0XBgTwMa0MO5aM8em49Mj/YgJ9OI9Fw1U5FuyvOydUWHQ69iUEcH7Z2rOyxTbV9iASbtwLOl4+Hu6ceeaObx9umbY/g+O1tdv4khp00DTytGkRfpRWNdxQd9CWxu4TpSfpxtL44Oc2qeivKmL5s4+Fth4XyOBikh/uvtMBHi5sXl+5LDHWKPW2SNcEH1w1vxCM1a619rUUHw9DLyZM/ocYUfptuw+jbfsA8w1YXHBXlMy+WO3pY/HuiEvWN+7ah4mTeOX2884fA1WJpPGA7sKyYjyZ03K+HYW/DzduDgtjDdOVE24CeHHjTQDJ/T5Sik2ZUSwN79hyi+4TpS30GM0TaqR5lTJiHbN3TMrZzXSHCwj2p8FMf48Pw2mf/QaTfzzwwKWxAfatCP46dWJ9PVr/L8XT1JU3zFlZR/AQLd+V2yoWebCgYroAE8i/T05PIUN+2xhrTseWns70g69pmnm0aThF2ZzBvu4kxzmc16abm51K+09xhEbaQ72qZUJnK1p40MXaJ4G5j47cyN9L5hU4ooyovzRNIbd9XSWN09Wc6aqlR9fM3/EbJqshGCaOvsorJ/4tC+TSWNfQQOrkkMn3LjUGkibijGljR291Lf3kho+dr271ZwQH/w9DQPl0GC+3vr8E4e5/I87Karv4G4bgw5g3tV/9K4VNl/vKKW4JD2c3Xn1TitpHs3xsmaUMjcetbctCyLp6O1nd97HPfv25Nfj7a6f0P3JYHetTsTHXc/fP5j6rIqCunb6+jWbMsbSIv0xmrSBEbAwvgauk7F+biinKlunrOfgUCfH0UgTJFAx8Et43ZKYESNYcyP88PMwjNhQ84OztcwJ9Rno4zASTzc9l84LZ8epaoxOqKs9VdmC0aQNRJLHa06oL8X1jp+/uzuvjphArwsi+XHB3nxhYzKvn6gaGJvlaB+eqyW/tp171idN6A376kXR1Lb1TPjN+kR5Cx4GHanj7Lo92OUZEfT2m9g5TE2gIx203HgtHyXt3lXMj/anvKmLhnbXHEfnzEaag924LI5Tla0un33yr50FVDR38ZVLU236vZ0T6sPFaWG8e6YGN73iigVTU/ZhtWJOMCfK7det315KGzvx9zRMSQPD8VJKsSwhyOVKZs5VjxCosLzGDO1FUt/eS2u3ccSdy+WJwWQXNw7skFuDFmNlVABcuziG6ABP/v5+vtOzKjRN41RlC/OjnPsaZqt5lpsNV+pTsSevngAvN7aMsKkGgwMEE/+9yK1uo6mzb8JlH2CehBEX7DVmI3p7GGhGO47rJJ1OkRkXyLGyZvbk13Pbg/u55m972FNQz70bU9jznUu4aUjPOnu7dF44XX397HSRQOJgR0qbSYvwc0jZrrVn3+Dyj9359axMCjmv58pEBPm486lVCbx+opLCuokH6ybCWoaYHjl2oCJ9oKHmx68vVS3dNHTY3sB1oqwZH84a7mBtpGn9GYzFZQMVSqktSqmzSql8pdR3hvm4Ukr9xfLxE0qppRP5OquSQ1gxJ5g7VyeOeIxep1iSEDTsC25Xbz/7ChrYmDZ2qg/AFQuiaOrsG7iJm0rWUVFLJhyo8Ka4ocOhs9n7TRp7CxpYlzp8JP/zG5KJCfTiJ6+dcniwp6PHyF/eyycqwJOrJlivfum8cLzc9BMq/+g3abx7poYl8YGT2oFalhBEsI8770xx+cf+wgbSI/0I8nGf0q87EZdYxoU94IQeKLZwZiPNwbYtjsZdr+N5F26qea6mjb++n8fVi6JGnGM+nDstu2cb5oZN+Y35cku3/uOT6GfjCKWNncRPMPV7KixNCKKiuYvqFtdpSHe2po1wP48LXves/Y1yh2RVFIyRYp2VGExrt5E8y81YdnETkf6exASOPX3K3aDjcxuSyS5p4oCTM3aqW7tp6uxjfozr96cAc8ZOgJebS2Xa7S2sZ2VSMLpRSnfnhPoQ4uM+qQDB3gLzDcyqSQQqAJYnBJNd0uTwIFlerfkGcTylH2Aec3ymqpXbHjzAuZp2vntFOnu/cwn/uzmNUF8PRyz1PKuTQ4kN8uLP7+Y59Lp6vEwmjaOlTQN9N+zN3aDj8nkRvHumhr5+E+VNnRTVd0yoP8VwPrs2CTe9jn9+WGCX57PVmWpzaVtS2Oib1mD+PXXX685rqGm9znN0RsWC6ACCvN2cVv6RU9FCqo2NNMFFAxVKKT3wd+AKIAO4RSmVMeSwK4BUy597gH9O5GuF+3ny3OdWjZkNkZUQxLnatgt2Q/YV1tNjNNnU5RdgY1oY3u56to8wR9iRjpU1Ex3gOeHa68RQH3qMJqoc2KX4RHkzbd3GEV+wPN30/ODqeeRWt7H1b3v48auneO14JVUt9u1bcbKihav/upsT5c3876a0CQcKvN0NXJYRwZsnx59F896ZGkoaOrl9ZeKEvraVQW/uQv1+bu2UNbYy9ps4XNI0Lco+wBwBv25xDI/sKZ7yHii2cGYjzcECvd25fH4ErxyruKC20hX0mzS+9d8T+HoY+Mk188f1uetSQvns2jnce/HwE0IcafkUpkmPR1lTp0uWfVhZezgcKXWdrIpzNW0D4+cGmz/C5I/hRpMO9vEkB/O5kV3cyLLEIJsz/D65PI5QXw+npEIPZp2q5KgmcfamlLKU67hGs9ayxk7KGrtYlTR68MCaaTRSqfJIWjr7eO5QGXc8fJBfvZnL3Ahfom0Iho0mKzGY+vYeShocm4mbV9OOt7ueaBtGxw92dWYUK+YE84vrFrDrWxfzuQ3JU9r4292g45ub0zhd1corx12n91NBXTtt3UaW2jDqdaK2LIikpauPfQUN7M03Z0hPpj/FYGF+HtyyIp6XjlZQ3uT4LHCr3Ko2UsJtK21z0+tIDvc9r5fGyYoWdMrxr5E6nWJtahgf5dVPeYDMWt6ycBwBa5cMVAArgHxN0wo1TesFngW2DTlmG/C4ZrYfCFRKOSxfNysxyNyZfcgF0fu5tXi7622+IfN003NxWjhvnayZcN+CiTpW1sziSbzwWCeiOLJPhTUVabTI6ub5kfzg6gwCvAw8e6iULz1zlFW/ep/Vv3qP+54+wguHyyccwdc0jYd2F3HdP/bQ1dvP0/+zkk8si53Qc1ldvSiKxo7egS7atnpodxExgV5snj/ymCNbbcqIoLXbOGWZPKcqW+ns7Z82gQqAr2+aCxrc/845Zy/lAs5upDnYjctiaers4z0nTZIZzSN7ijhW1syPr5lPyDh3xHQ6xfevznDYLtJoAr3dSYvw4+AUpEnbymTSKG/sGrN7uTNlRPnjYdA5fdSalcmkca6mbdha+TA/D0J93S8oJSioM99kjTRWMSHEm1BfD7KLm6hs7qKypZvl4xj37Omm57Pr5rArr35gBK8znKpstdS8T49ABZjLdXKrWp1SqjuUtQn7KhvGhS5PDKakoZPattE3lVq7+3jhcDl3PXKQrF+8w7deOEFxfQf3rE/ioU8vn/SapyoAa22kOVqmyXDSI/157nOruO2iBIc1LxzL1kXRLIjx5/c7zrlM6Z/1Pmek8cf2sH6uedP2zZPV7M6vJ9TXg7mTKHEe6nMbklAK/m/n1GXJ5la3kj6Onh7myR/nZ1Skhvvh5e74c3F9aij17T2cmeIePBXNXTR19o3retZVAxUxQNmgf5dbHhvvMSil7lFKZSulsuvqJp7msjguEL1OcXjQhaSmaXyQW8ealFA8DLafWFcsjKS+vccuI6RsVd9unlqSOcGmjPBxoKLIgYGK3fn1zI/2J3iUcgGlFJ9ZO4dn71lFzo8389p9a/nR1gyWJpi7XX/j+eP851DZiJ8/kob2Hu5+9BA/e/00G9PCefMr61g5xu6FLTbMDcPPwzCu8o+TFS0cKGrkztWJGOzQeGxdahiebjreOV0z6eeyxYEi80XVdApUxAZ58+nVCbxwpJxcF2qg5gqNNAdblxpGpL8nz2eP/3fMkYrrO/jdjrNcNi98Spth2svyOUEcLm50iZsigJq2bnr7TS6dUeFu0JEZG0i2iwQqypo66e4zkRZ54QW3Uop5wzTULKjrICnMZ8SbLKUUyy0j0rMH+lOM73X1UysTCPByc+rYvtNVLcwJ8RlxhLsryojyp8dompKx7GPZX9BAiI+7TTdzyywBgsOjBD5PVrSw8pfv8Y3nj3Oupp2718zh1fvWsPObG/n2lnS7BCiTw3wJ8HJzeJ+KvNo2UsbRSNOV6HSK/3fFPCqau3h8X7GzlwPAkZJmAr3dSBoj03wyPN30XJwezjunq9mTX8/alJAJN24dTlSAFzcsi+U/2WXUODAL3Kqxo5ea1h7m2dCfwiot0o+qlm5aOvumrJGmlbVPxa68qe1TcXIC5S2uGqgY7mwdukVuyzFomvaApmlZmqZlhYXZ1kdiON7uBuZH+58XGc6rbaeiuWvMsaRDXZwWjodBd8EcYUc6ZulPMZmOuhF+nni66RwWqOjsNXK4pGlc6V9ueh0LYwO4a80c/nbrUnZ/+xLWpoTy49dOjWs80Z78eq748y72FDTw023zeeD2ZXbrreDppmfT/Eh2nKq2OV3+od1F+Ljr+eQK+zRz8nLXsy41jLdPVU9JU7WDRY0khfoQ7ufcUoXxuvfiFPw8DPzmzVxnL2WAqzTStNLrFJ9YFsPOc3VTcgFgC5NJ49svnMDdoOPn1y606wXPVFmeGExHbz+nXKR5X2mD6078GOyipGByypupd4FGuGdHaKRplRHlT15N+3kleAW17WOOAFyWEER5UxdvnKjE211vcxMyK18PA3etSeTdMzVOC8KeqmwdaFA5XWRY1uvs30lNM/fuWpls283cgugAPAy6URtq/vX9PNz0Ol784mp2f/tivnvlPBbFBtr1tVOnU2RNoAxlPFq6+qhp7ZlUw3FnW50Sysa0MP72fj7Nnb3OXg5HSptYEmffc2E4VyyIpL69l4aOXtamTvz+bCRf2JBCv0nj3x85PqvC+ro6noyKtIGGmm1Ut3ZT3947rpKIyYjw9yQ90m/K+1ScrGhFr1Pjyqxz1UBFOTD4Di0WGLodbcsxdrUsIYjj5c0DFxkfWOYfX5w+vl8wHw8DG9PCeOtk9ZTVBx0qacRNryY85hLMbzqJIT4OK/04WNRIX7/G2tSJ16npdYr7P5mJr4cb9z19hM7esUdy/vujQj710AH8vdx45d413LEq0e4v0FdnRtHabWTXubGjlzWt3bx2vJIbs+JGHEE2EVvmR1LZ0u3w8g+TSeNgUeO0yqawCvR254sXp/DB2bqBhmLOZm2C6+xGmoPdsCwOkwYvHnGNutqnD5ZyoKiR7181j8iA6RUcs1qbEoqHQcfTB0qdvRTA3EgTXD9QceXCKEwavDWFgf+RnLOMJk0dKVAR7U9vv2mggWZnr5GK5i5SxghUWCcnvX26hqXxQRPKsrtzYGzf1DaYA3P/g/KmLpvG9rmS5DBf3PU6pzfULG7opLq12+YpHO4GHZlxgRweIUCQX9vGjlM1fHp1Ikvjbe93MhFZicEU1HVQ66Cgdv4EG2m6mu9ckU5bj9HpvWRauvrIq21n6RSUQFo3bQHWpEw+e3mo+BBvtmVG89SBUho7HBsAGs/ED6uByR/VreSUT33D9PVzw8gubrLpPslezOUtvuMqtXLVQMUhIFUpNUcp5Q7cDLw65JhXgTss0z9WAi2apjm0Q+XyxGC6+0wD0fX3c2tJj/QjapwNfMB8cVXd2s3RKaoZPVjUyKLYwEnXPs0J9aHIQWmQu/PqcTfoJj3OMtzPkz99cjH5de38+NVTox77jw/z+cX2M1y5IIpX71vjsPrZtSmhBHq78fqJsWNpj+8rpl/TxjXD2xZXLowiwMuNx/eX2PV5hzpT3Uprt5GLkqZfoALMF/RRAZ78+s1cp3bi1jSNR/cU8dsducyL8nd6I83B5oT6sCIxmOezy5w+9rCiuYtfbT/D2pRQbspy7Dg5Rwrx9eCTy+N48Wi5SzR0LWvsRKeYdEM9R0uP9CM5zMem11ZHO1vTTmyQF74jlDdYm6RZ+1QU1pnfS5PHuMnKiPbHy02Ppn3cQHS8Ar3NY/veOFHp0PLN4Vhv9OdHu06w1RbuBh0p4b5OH1E6MIVjHKWoyxODOFnZOuxNyL92FuLppht12p29XDbPnHH82gnHXJ7n1ZiDfsP1hZlO0iP9uWFpLI/tLaGs0b4NIHuNJp4+UEqvceyyQmsfG0f2p7Dy8TCwaX4kC2L8J3QfZYsvXpxMt7Gfh3cXOeT5rXKrWwn1dSfMz/beWJH+nvh7GsitbhvUSHPqXiPXpYbS229if+H4+udN1ETLW1wyUKFpmhG4D9gBnAGe0zTtlFLq80qpz1sO2w4UAvnAv4EvOnpdA923ixtp7e4ju6TJ5mkfQ12SHo67XsebOY6f/tHZaySnvMUuO9yJoT6UNnQ6pI56d349yxOD7NLUaG1qKPduTOG57HJePjr8ru/f3s/jt2+dZdviaP5882K83R1XO+um13HFgijePl0z6s5CV28/Tx0oZVNGhN3HAnq567lxWSw7TlY7bHfDZNL41fZcPN10rLGh6Zcr8nTT8/XL53KivIU3puD3czjtPUa+9MxRfvzaadanhvHs/6x0yjpGc0NWLIX1Hbx10vaSJnvTNI3/92IOGvCr66dnycdg96xPQtPggSlIVR1LaWMn0YFekxqNPBWUUly9KJoDRY0Oe12z1bnqNtJGyKYAc4DPw6AbuPEdazSplZteN1C2OZlA/sdj+4bftW3vMfLvjwq5/51zdn2PP1Vp3i2cLhM/BsuI9ueMkyd/7CtoINLfc6BPmC2yEoPpN2kXNFCtaO7i5aMV3Lw8ftReYPaSGuHHghh/XjrqmJHWebXteLrpiAly7YCqLb6+aS46Hfz+7bN2fd63TlXz/17KsalP2pGSJnQKMidRJj4ev7thEc/es8phz58S7scVCyJ5bG/xBVMb7Sm3um1c2RRgfu9Kj/TnbHUbORUtpIT7TkkjTavlicF4uun4yIZMb3uoaummoaN33GXMLnsFomnadk3T5mqalqxp2i8sj/1L07R/Wf6uaZp2r+XjCzVNy3b0msL9PYkL9iK7uIndefX0mzQunmCgws/TjXWpobx50vE9A46VNmM0aayYZKYCmC+0jCaNCjvv+NW19ZBb3Wa3OcoAX70sleWJQXzvpRwKLReEVn95L4/fv32O65bEcP9Ni+3SsHIsd69JBOCzj2fT1Tv8jd0LR8pp7uzjM2uTHLKG21YmYDRpPHPQMY0QH9xdyO78en549fwJj8F1BdcvjSU90o/f7Thr0y6EPZ2tbuOav+1me04V396Szr/vyCLAe+pGptnqqoVRBPu484WnjjD/hzvY/MeP+MqzR/nXzgI+PFtLS6fjLgqsXj9Rxc5zdXxrc5pLT6ewVWyQN9cuieGZg6VO77lQ2thJXND0+JlevSgKTWNK+z4N1Ws0l3TMHaV/hEGvIy3Sb6DTekFtOzoFiaFj/5zXpITg5aaf1OSuMD8Pbl4ex4tHKs57D2/q6OX+d86x5tfv84vtZ/jLe3l87onDI75PjdfpylbC/TzGtdvoKjKi/Klv7xlzgoajaJrG/sIGVtnYn8LKXNLBBY0sH9xlDoL+z3rHXGMM57olsZysaCWvxv4BnzxLjxf9OCd+uKKoAC8+s3YOrxyrHCgFsAdr435bss6OlDYxN8JvxKwwe/N00zv8a917cQptPUYe31vskOfvN2mcrW4bd+8gMPepMAcqWqeskaaVp5uei+aE8FHe1PSpyJlAI01w4UCFq8pKCCa7pIn3c2sJ8HJjySSijlcsjKKiuYsTdnxBGs6BokaU+rgT9GQ4avKHNbXRXnOUwXxR+JdbluBm0HHf00cHRj/96d1z3P/OOa5fEsPvb8ycsje41Ag//nLzEnIqWvjG88cuKCswmTQe3lPEwpiAgbFe9jYn1If1c8N4+mDJeQ3d7OFkRQu/23GWzfMjuMVOTUCdRa9TfPuKdEobO3n6gGNLZQZ78Ug52/6+m9YuI099diVf2Jg87pFrU8XHw8BbX1nHX29Zwuc2JBET5MWhokZ+/WYudz5yiA2//4AT5c0OXcM7p2uI8PfgjlWJDv06U+kLG5Pp7TfxkINTVcdS2tjl8v0prFIj/EiL8HNq+UdxQwdGkzZqRgWYb3xPV7aiaRoFdR3EB3vbNDXsf9Yn8c7X10/6ov6eDckAPLCzgOqWbn72+mnW/OZ9/vJeHiuTgnnl3jX87NoFvH+2llsf3E+THWq7T1e1DjSmnG6s63ZW+UdebTv17b3jKvsACPByIy3C77wG8I0dvTx7sIxti2OImcKSrmsyo9HrFC+OkN06Gfk1bdO+P8Vgn9uQTLCPO7/cfsZum5jWYNWuvPpRf59NlgycqSj7mErzowNYlhDEhw5qHFnc0EGP0UT6BDLG0iL9aOsxUt/e45SG6evnhlFY10F5k33LjYbzcXnL+H5OEqgYp6zEIOrbe3jjRBXr54ZNaif+8nkRGHSK7Scdm15+sKiRjCh/uzRmTAxxTKBiV149gd5udq9hjQrw4vc3ZHK6qpVfbj/D/e+c40/v5nHDslh+N4VBCqvLMiL43pXz2J5Tzf3vnDvvYzvP1VFY18Fn181xaAr77SsTqGnt4V07jirt7DXy5WeOEuLjwa+vXzTtU/ABNs4NY1VSCH95P5+2bsdnB/xy+xm+/txxMmMD2f7ltayysXGaM4X7e7I1M5pvbk7n4TuXs/e7l3Lsh5fz5GcuwtfDwG3/PuDQMcwnyptZHBfossGciUgO8+XKhVE8sa9kSrJShtPZa75wsnf5mSNdvSiKQ8VNVLU4p7/HWBM/rDKi/Wnq7KO6tZuCurEnflh5GPTE2iHDJSbQi08sjeXpg6Ws++37PLq3mC3zI3n7a+v5v9uzyIwL5PaVCfzztqWcqmzlE//aO6mL2O6+fvJq26ddI00ra98qZzXU3Fdgrh+fyPvBsoQgjpY202/ZFHl0bzFdff18YePUZVOAOZNnfWooLx+tsGvfp7buPipbukdsXjsd+Xu68eVLUthX2GCXG+u27j5yq1u5PCMCo0njrVMjZ53l17XT1m2ckkaaUy0t0u+CzGp7+biR5vjPw3mDpoQ4JVBhGV6wcwqmf5gbafqNu7xFAhXjlJVgLp/o6uvnknFO+xgqwNuNNSmhvJnjuPKPXqOJI6VNdpvAEOrrjp+Hwa6TPzRNY09+PauTQxwSOLgsI4LPrJ3D4/tK+Mt7edyUFctvP7HIaamCn1k7h1tWxPG3D/J54fDHdZsP7S4i0t+TKxdGOfTrX5IeTkygF0/YsanmT187TVFDB/d/MtNuY12dTSnFd69Mp7Gjlyf3O3YSQ0tXHw/uKuS6JTE89dmLpnXZTKC3O2tTQ3nuc6sI8/Pg9ocOsiff/jWQLZ19FDd0TmqSkav64sZk2nuMPL6v2Clfv6zRfLM/ncpprlpkft3cnuOc8o9zNW3odYqksNH7CFh3k3LKWyis7xizkaYj3HtxCrFB3nxyeRwf/u9G7v/k4gsCLFsWRPHkZy6ivq2H6/+xlzMTvFHPq2mn36RNu0aaVgFebsQGeTkto2JvQT2xQV4T+l1cnhhMe4+R3OpWOnqMPLa3mE0ZEaQ4ofHk9UtjqWrptmvjvgJLM9qZlFEBcOtFCSSGePPdF3Im3VjzaGkzJg0+vSqRpFCfUftUHCkxZ14snUR5matKCvWhqbPPIdM/cqvNIzdTJnAeWl93dQqnZJ2lhPsyJ9TH4RPcNE0jp3z8jTRBAhXjlhrui7+nAaVgvR3m/l6TGU1pYyc7Ttlvd3uwnIoWeowmu/SnAPPNW2KoD0UNw7945tW08Xx2GX//IJ8fvnKSzz2RzbV/38PqX73Hkp++zY9eOXlBkKOwvoOqlm7Wpth/jrLVt7ekc9m8cO5ak8ivr1/k1B1YpRQ/3baA1ckhfOfFExwsaiS3upXd+fXcsTrB4c3r9DrFrRfFs7egYWC012S8mVPFs4fK+MKGZFZP0waaI1kUG8iS+EC2O7ip5sGiRkwa3Lw8bkr6pUyF6EAv/vO5VcQHe3PXo4d4P9e+r3HWesdFLjS21V7mRwdwSXo4D+8poqNn6kaHWU2X0aSDJYX5khHl77Tyj7PVbSSGeI/ZDNqaHvzO6Rp6jaYxR5M6QnyINx/870Z+fu3CUW+AV8wJ5vnPr0anFDf9a9/A7v54TOdGmlbzovydklFhMmnsL2y0eSzpUNYJMYdLmnjmYCktXX18YWOyPZdos8szIvDzMNi1/CNvjHHA05W7Qcc/P7WMrr5+bnvwADWTaBKcXdyIXqdYHB/I1ZnR7CtsGLHp8JHSJoK83cbVtHW6sGauOSKr4kxVG0mhPhMaBODn6UZMoBfJYb4Obeg/EqUUt10Uz+GSJk5WOK4NQVF9Bw0dvROaWjUzroinkE6n2JAWzprkUEJ8J98YatviaNIj/fjF9tMDPRTs6WCROe16uZ0yKsA8+aOo/sJf9rdOVnPlX3bxzf+e4Hc7zvLKMfMYND9PA6uSQ1mTEsrTB0u5+A8f8tnHstlX0ICmaezOs39/iqHcDToe/PRyfrR1vkukibvpdfzztmXEBXnzuSey+dX2XLzc9Ny6In5Kvv7Ny+Nw1+t4Yt/ksioqm7v4zos5ZMYG8LXL59ppda5ly/xIcipaHFrDt7egHk833aQa5bmiMD8Pnr1nJWkRfnzuicN2nXJ0oqIZgEUxgXZ7Tldy78UpNHX28cxBx2bzDGc6BioArs6M4mhp85TU2w51rqaNNBtSf309DCSEeA+kYCeHu/ZNQVqkHy9+cTWRAZ58+uGDHBjnjvipylZ8PQzT7lwaLCPKn6L6jmFHfTrS6apWWrr6JlwGGBvkRaS/J3vy6/n3rkJWJYWwxElp/Z5ueq5YGMmbOVV2a9KaX9uOu0FH3AyY+DHUvCh/Hrt7BQ3tPXzqwQMTzgQ4VNzEvChzc8ytlqbDI228HCltZkl80Iwo3R3KGqgocECgIre6dUL9Kay+dEkK916cYscVjc+Ny+LwdJv8/cBosi3ZOlkT6L8ngYoJuP+mTB6+c7ldnsug1/HDqzMoa+xySPO0g0UNJIf5EGqHoIrVnBBvKpq6zpuG8NLRcu59+ggLYgJ47xsbyP3ZFo7/aBNvf20DT3zmIv5wUyZ/u3Upe759CfddnMLhkkZu+fd+rv7rbp45WEpcsNe0qoe2hwBvNx6+czka5vqwTyyLIdB7asomQnw9uGpRFC8cqZjwjm2/SeNr/zmGsd/En29e4vJjDCdq8/xIAN52UNYTmOuQsxKCbWqqN90E+bjz1P9cxKLYQO59+ggvHrHPmLoTZS0khHi75EQUe1iWEMSqpBAe+Khwyse/ljV24uthIGia/WyvXhgNjHwh7ihdvf2UNHaO2Z/CKiPKn7Zu8+tuUqjrp61HB3rx/OdX4etpGHfg7HRVKxlR/i6xQTBRGdH+aNrHfUimirVMYlXSxDZxlFJkJQax41QNNa09TsumsLp+aSwdvf28fdo+5Vnnasw72TMlC3GoxXGBPHTnckobO7nj4QO0jrNXVl+/iWNlzQMl66kRfqRH+vHaiQtfH1s6+8ivbZ+RZR8AMUFeuBt0FNbZt79ea3cf5U1dE+pPYXXziniuXRJjx1WNT4C3G9ctieGV4xU0d9q/NAbgcHET/p6GCWUQzszfbgdz0+twN9jvR7c6JZTN8yP4+wf5k0rxGqrfpJFd3MSKOfZtyjcnzAeT9vGu29MHSvn6c8dZnhjEE5+5iOQw3xFToML9PfnGpjT2ffdSfnX9QnqMJnKr29gw13FlH64sMdSHB27PYllCEPesm9qLiE+tTKC9x8hLE0zF/NfOAg4UNfLTbQtInIGpglaJoT6kRfiN2oRqMhrazaN5p0PzzIny93Tjic+sYGVSCN94/rhdykByKlpmZH+Kwe67JIXath7+e9g+wR1blTZ2EhfsPe121uJDvFkUG8Drw1yIO1J+bTuaxpgTP6ysDRpDfNynTU+fQG93Ns4N4yPLaHZb9Js0zkzjiR9WGU5qqLm3oIGkUB8iAybesyjLkmq9IMafdanOLc1ckRhMTKCX3erh82rbZ1zZx1Ark0L41+3LOFvdxt2PHBpXVs/pyla6+vpZPqj0e2tmNIdLms4bTwxwpMzan2LmNdIEc8nznBAfu2dUnLMELwc3xZyObl+ZSHefieezHXOtkV3SyLKEoAkFrCVQ4SK+d2UGxn6N37yVa7fnzK1upa3HyEV2LPuAjyd/FNd38OCuQv7fSzlsnBvGo3etsHl0mqebnltWxPPO19bzwhdW881N6XZd43SyYk4wL3xh9ZRnlCyND2R+tD9P7i8ZdzPXvn4T//ggn83zI7h+qfMiwVNl84JIsosbqW/vsftz7y80l2dNtA55uvB2N/DwncsJ9/PghUleqNa391DR3MUiJ3TJnkqrk0PIjAvkXzsLMNp5nPBoShs7iQ+enunUVy+K4kR5CyUN9t05G81ZS638XBt31aw3vs5opDkZG9PDaezotXns8OnKVjp7+53Szd6eYoO88PM0TGlDTWO/iYNFjZMOYK9NDUOvU3z5klSnBx51OsW1S6LZlVdHbdvkNuU6e42UN3XNuEaaw7k4LZw/37yEI6VN3PP4YZvLxK2jaQen229dZM46e2NIL5+jJU3oFGTGBdpn0S4oKczH7hkVZwYCFdM8GBvtb95s3l9i18k8AE0dvRTUdZA1wV6JEqhwEfEh3nx23RxePFLB0dImuzynI/pTAAONdn7/9ll+/sYZrlwYyf/dnjWhRjJKKZYlBM3Y9G1XppTi9pUJ5Fa3cah4fOfc0dJmOnr7uW5JrNMvfqbC5vkRmDTsOtLVam9BPb4ehml/MW8LTzc961PD2JNv+67scHLKZ24jzcGUUtx3cQpljV28Ns4mkR09xgmN1TWZNMoaO6dtTwHr1KQ3prD841xNG+4GHQk2/sysGQa2jiZ1FetTQ9Ep+OCsbaPs3sipQq9TXJIe7uCVOZZSiowpbqh5srKV9h7jpAMVKeG+HPvh5WyylDA623VLYjFp8OqxyTW9LaidmRM/RnLlwih+e0Mmu/Prue/po/TZELg+XNJEXLAXEYOmiMWHeJMZG8Brx89/fTxS2kxapD8+Nm42TkfJYb6UNHaeV7Y+WWeqWgnwciNyGk9qs7pjVSKljZ12H1V62NqfYgKNNEECFS7lixenEO7nwU9eO22XiNbBokZiAr2ICbTvzligtztB3m7kVrfxiaWx/OXmJXYthRFTZ9viGPw8DeMeVbo7vx6dmths9+koI8qfuGAvdjig/GNfQQMXzQmesXW2Q62bG0ZzZ9+kOkwfL29GKZg/C4I7l6aHkx7pxz8/LBhX5tMXnzrCxb//cNyNJevae+gxmqZtoCI2yJsl8YG8fnxqAxUpYb42/w5HBXhyy4p4ti2OdvDK7CvQ250l8UF8eLZ2zGM1TeONnErWpIROm/KW0WRE+5Nb1TapAOt47C0wNxlfmTT591g/T9fZCEoJ9yUzNmDS5R95tTNz4sdoblgWy0+umc+7Z2rOG20/HE3TOFTcNNCfYrCtmdHkVLRQZJnA12/SOFbWPGP7U1glhfnQb9IGytbtIbeqlfRIvxmxYbd5fiRhfh48Zuex6NklTbjp1YSzdWbHlfE04eth4Ntb0jlW1szLxyb3Iq5pGgeLGu1e9mF1w7JYPrchid/dsGjW3GDNRF7uem5cFsdbJ6vGlYq5O6+ORbGBBHi5zgWQIyml2JwRyZ78hgntUo+kuqWbwvqOWRPwAfN0H6VgV97Eo/Y55S2khPnaXGo2nel0irvXzuFcTbvNmU+lDeZdkfr2Xj7zaPa4zlnrRdxoYytd3dWLojld1eqQUXTDOVdt28QPK6UUv7p+oV1uQqfaxWlhnChvoa5t9DK4kxWtlDV2cdVC19jJn6x5Uf509fVTPEUlRfsKGkiL8LNrI3RXcd2SGE5XtZJbPfEMlbzadtz0ioRZ1oT9jlUJpEX48dSB0ZvaljZ2Ut/eM+yUhasWmbPOXj9uzmrJq22jvcc4Y/tTWCXZefKHyaRxtrpt2pd9WLkbdNy6Ip6d5+oorrff69zhkkbmRwdMKOseJFDhcq5bEkNmXCC/fjN3wtMYAAotM2tXOChQ8b2rMvjuFfOmdSdvYXb7qgT6+jWePVhm0/Gt3X0cL29xemOuqbZlQSS9/Sab055tsa/QvGs2mwIVwT7uzI/25yPLWOLx0jSN4+UtLJzhZR+DbV0UjZ+ngacP2Jb59PzhMpSC392wiPy6dr78zFGbd4LLpulo0sGutNwcvzEFTTVbuvqobOm2eeLHdLcxzVzG8dEY6cHWso9NGTMjUGHtK3JmCso/eo0msoubZuz7wtbMaAw6xUuTyKrIq2lnTqjPjJ02NhKlFLetjCenomXUXjHWoPbyYfoCRAV4sSIxeKCc8EiJ+XmWTjA1f7pICjOXrdurT0V5Uxcdvf2Tmvjham69KB69Ujw5zizrkfQY+zle3jLhsg+QQIXL0ekUP7w6g9q2Hv7xYf6En8dR/SnEzDMn1IfVySG8eKTcptTy/QUN9Js01qbMrkDF0vggQn097Fr+sTe/gUBvN+ZFzoyIvK3WpYZxpKSJ9gkEY6tbu6lv7yFzhk/8GMzLXc/1S2LYfrKaxo7Rx4f1mzT+e7ic9alh3JgVx0+umc8HZ+v4+RunbfpapY2dKGUe5zZdRQV4sTwxaEqmf1hfDyYyH346yojyJ8zPgw9GKf/QNI3tOVUzpuwDIDXCF4NOTUlDzePlzXT19c/YQEWIrwcb08J4+VjFhEtp8mvbSA2fOTeI43Hdkhi83fU8tX/krIrs4sZRx0FuzYziXE07Z6vbOFLaRLCPO4kzPDvF39ONMD8Pu2XanbFkBKXPkIwKgAh/TzYviOS57DK6eic/Fv1kRQu9RtOk3h8lUOGCliUEcd2SGP69q4jShonVUh0saiTU152kGTw2UtjPtsXRFDd0kmND34Dd+fV4u+tZMsPTBIfS6RSXZ0TwYW6tzV23R6NpGnsLGliVFDLrMpPWpYZiNGnsL2gY9+ceLzOfo7MpowLg1osS6DWaxqxN3pVXR1VLN59cHgeYxxDfvWYOj+wptqkXTWljJ1H+nngYJpam6SquXhTN2Zo28iwTORzlqf0lpIb7TmrHaDrR6RQb54axK69+xEk0JytaKW3snDFlHwAeBj2pEX4DkxQcaW9+A0rBSjuPlncl1y+Npaa1h30TeA/o7uuntLGTlFnSSHMoP083ti2O5pXjFbR0DV/Wl13SRFZi8IjXFlcsjEKn4PUTlRwpbWJJXOCM6LMwluQw+40oza1qQymYGzGzzsM7VibQ2m3klUm2IADItmT2LBumV4qtXC5QoZQKVkq9o5TKs/x32Hd/pdTDSqlapdTJqV7jVPj2lnT0SvGn985N6PMPFjWyYk7wrHjhEZO3ZX4UbnrFa8fH7sS9O7+ei+YEz8oGqlsWRNLR28+e/ImVLQxW1thFRXPXjN01G82yhCC83PQT6lORU9GMQacGUrFni7RIP5YlBPHMwdJRM5+eyy4jyNuNS+d9PGnhe1fN45L0cH786qkxf+ZljZ3Tuj+F1RULI1EK3jxp/wa4VjnlLRwvb+G2i+Jn1XvtxrRwWrr6OFbWPOzHZ1rZh9W2xdEcKm6aVG8FWxwsbmBepP+MnoZ2SXo4fp4GXjo6/puhgrp2TJo5y2W2unVFAt19Jl46cmHguqmjl/zadpaNEjwN9fVgdXIoz2eXU1jXMePLPqySwnwpqOsYV2PqkeRWt5IY4oO3+8zqlbViTjDpkX48vq9k0j+n7JImEkK8CfObeK8dV7zT+A7wnqZpqcB7ln8P51Fgy1QtaqpFBniybXE0O05Wj3v3trypk4rmLlZMcGatmH0CvN3YMDeM109UjTpxprK5i8K6DtbMsrIPq1VJIfh5GnjLDjc/1q7uq2dhoMLDoGdlUjC7JtCn4kR5C3Mj/CbcmGk6u+2ieArrO9hXOPwuZGNHL++cruG6JbHnZUTodYq/3LKE1HBfvvjUEfJrR84yKJ3Go0kHC/fzZFFMgN1HrQ321IESvNz0XL8s1mFfwxWtTQ1Fr1PDln9Yyz5WJ4fMmLIPq5uXx+HppuOxvcUO+xqappFT3sLiGT6BwdNNz6aMSN45XW3TqM3B8mvNO+KztfQDzBmFmbEBPHXgwsC1dRzkcP0pBtuaGUV1q7mJ+pIZfr5ZJYf50tLVN2YJpS1yq9tmVH8KK6UUt69K4HRV68C5NBGapnGkZPjJM+PhioGKbcBjlr8/Blw73EGapn0EOD4Hz4muXhRNR28/H+SOPQpsMGtqovSnEOOxNTOaqpbuUVNbd1syCdalhk3VslyKu0HHpenhvHumZsS0Z1vtK2wgzM+D5BFqSGe6dalhFNZ3DDRvtIWmaZwobyEzbnaVfVhduTCKAC83nh6h4/tLRyvo69e4afmFN86+HgYe/HQWHgY9dz+aPeyUn+6+fmpae2ZERgXAhrlhHC1toqXTfpN6rFq7+3jlWCXbFkfj70LjH6dCgJcbyxKC+HCYxsKnKs1lH1dbJgvMJIHe7ly3JIaXjlbQZIcbneGUNnbS2m1k0SwYvbx5fgSt3UYOFI7vUj6vph29TpEYOjNepybqtosSyKu9cBrUoZJG3PU6Fo1RHrl5fiRueoVOMWt6Pg001JzkVIvOXiPFDR2kz9D+YtcujsHP08Dj+ybeVLPIMtRhsv2bXDFQEaFpWhWA5b/hYxw/KqXUPUqpbKVUdl2d43ZWHGFlUjChvu7jbgh2sKgRP0/DjP0FEo5x2bwIPN10A52gh7M7r54wP48ZV5M3HpvnR9LU2cfBSdQqW/tTrE4OmVUp44Otn2vOytk9jjKa0sZOWrr6WBgT6KBVuTZPNz2fWBrLjlPV1LefPx5S0zSezy4jMzZgxNf+2CBv/n3HMuraerjqL7sHsnqsypum/8SPwdbPDcOkwZ6CyZdqDfXi4XK6+vq57aIEuz/3dLAxLYxTla3UtJ4f8Hr9xMws+7D69OpEuvtM/CfbtilZ43WifPb04Fk/NwwvNz1vnRrfNW5ebRsJId7Tvo/OZG3NNE+DemrINKjs4iYWxPiPmXUY6O3OpvmRZCUE4zMLRn0DA81FC2on16fiXE07mgbpUTMvowLAx8PAjcvi2J5TNeHsk2xLNsZk+zc5JVChlHpXKXVymD/b7P21NE17QNO0LE3TssLCptcusEGv44oFUbyXWzOuUaUHixpZnhiMfpY16BOT4+Nh4LJ5EWzPGT4V02TS2JNfz9qU0Fl7cw2wIS0MD4OOt0/VTPg5CuraqWvrmZVlH1bJYb5EBXiOq0/FcctF/Fg7RTPZrRfF0dev8Xz2+bXJJ8pbyK1u4yZLE82RLIkP4uV71+DvaeBTDx7gz+/mDXTeL7Vkt8yUjIrFcYH4eRrYaceRwmAOCj15oJTM2IBZcUM5nIstY0oH/2xnctmHVXqkPyuTgnliX8mks+qGk1PRgrtBNyvG3Xq66dmYFsbbp2pGLTkdKq+2nbmzuOzDysvdHLh+M6eaBkvguruvn5zyljHLPqzuvymTxz+zwpHLdCnRgV64G3STzqjItYwpnskT265ZHI3RpE2olxjA4eImArzcJp017JRAhaZpl2matmCYP68ANUqpKADLf8dX9zDDXL0oiu4+E++ese2mqL69h4K6DlZI2YeYgK2Z0TR29A7bLDK3uo2Gjt5Z25/CytvdwPq5Yew4VT3hRkN7LZ3OVyXN3p+lUop1qaHszqu3eURdTnkz7gYdaTOwLtRWKeF+rJgTzDMHS8+7uP9Pdhmebjq2ZkaP+RxpkX68et9arl0cwx/fPcftDx2gtq17YMrUTMmoMOh1rE0J5aO8Ors0T7M6WNRIfm07t62cndkUAOmRfkT6e/LhuY8v0WZy2cdgd66eQ0VzF++esf/l6YnyZuZF+eOmd8WEZ/vbPD+S2rYejpU323R8j7GfkobOWd1Ic7DbLoqnt9/E85ZpUDkVLfT2m0ZtpDmYh0E/q/o96XWKOSE+k86oyK1uw8ddT+w0HuM9loUxAQR5u0040J9d0siyhKBJT7VzxVfCV4FPW/7+aeAVJ67F6ZYnBhPh78Frx21LjTtU1DjweUKM18a0MPw8DcOeb7vzzS9Wa2d5oALMF1dVLd0DabrjtTe/gZhAL+KCZ+6bnC3WpYbR2m3khI0XqcfLW8iYRRfxI7ntonhKGzsHShq6evt57VglVy6Isrlfgo+HgT/clMlvb1jEkdImrvzzbt46VY2Xm55Q35mzG75+bhhVLd0DDfjs4ckDpfh7Gti6aOyg0EyllGJjWhi7ztUPZODN9LIPq8vmhRMT6MWje4vs+rwmk8bJitZZ0Z/C6uL0cAw6xY5TtjWoLq7vpN+kzdrRpEOlRpgD108fMAeuPx4HOTumeExEcrjPpDMqzlS1khbpN6NHy+t1ivVzw/gor25cGU9gbuxdUNdhl/PQFa/2fg1crpTKAy63/BulVLRSarv1IKXUM8A+IE0pVa6U+oxTVutgOp3iqoXRfHSubsR5yYMdKGrE003Hwln0Rifsx8OgZ8v8SN4+deG0md35DaSG+xIZ4Omk1bmOy+aFo9cp3rLx4mowk0ljf9Hs7k9htSYlFKWwafpHv0njVEXLrC77sNqyIJJgH/eBpppvnqyircfIjVmjl30MpZTipqw4Xrl3LQFeBvYXNhIf7D2jzsv1c80ln/aa/lHX1sNbJ6v4xLJYvNxnz07kcDamhdPWY+RwSdOsKPuwMuh13LEqgf2FjZypst+o0uKGDtp7jLOqnCjAy41VySG8farGpqynPMvEotk88WOoT61MoLSxk9359WQXN5IU5kOI78THQc50SaG+lDZ20mucWOmWpmnkVrcxbxaMSN8wN4z69l5Oj/N17rCd+lOACwYqNE1r0DTtUk3TUi3/bbQ8Xqlp2pWDjrtF07QoTdPcNE2L1TTtIeet2rG2ZkbR22/indOjl39omsb+wgaWxgfhbnC5/7VimtiaGU1bj5EPB42e6+7r52BRw6wv+7AK9HZnZVKwzbtAg52pbqW5s4/VKbO3P4VVsI87C2MCbKqBLKxrp6O3n0WzpDv5aDwMem5YFss7p2uobe3muewyEkK8WZk0sUw6aynIXWsSuW1lvJ1X61wxgV6khPvaLVDx/OEy+vq1WdtEc7A1KSG46c1jSq1lH1ctnNllH1afdMCo0pyK2dmDZ/P8SIrqO8izIespr6Ydnfp4eoMwT08J8XHnif0lZJc0sXyS4yBnuuRwH/pNGqWNE8uqqG7tpqWrj/RZEKiwBvo/HGYU9WiySxpx0ysy4wInvQa5m50GFscFEhvkxWvHR57GAPDumVpyq9vYsmBmp10Kx1qdHEKor/t55R9HSpro7jOxLlUCFVZXLIiisK6Do6XjmzO9T/pTnGddaihHSptp6x49Y+yENNI8zy0r4jGaNH634yz7Cxu5cVnspDIhfDwM/GjrfO5YlWi/RbqI9alhHCxqvCBLbLz6TRpPHyhlVVKIpJ4Dfp5uZCUEs/NsHW/kmMs+Ns+fHdcf1lGlLx+z36jSE+UteLrpBiYTzBabMiJQCnacHDvwn1/bTnyw96zqqzAWD4OeG7PieOd0DS1dfZMeBznTJYVaJn/UTSxQcbysGYB5s6BXVqivBwtjAsYd6D9c3MT86AC7/J5KoGIaUEpx1aIo9uTXjzgmpruvn5+9fprUcF9uWTGzdsTE1DLodVy5MIp3z9TQbpk2szu/HoNOcVGSZAFYXbskBj8PA4/sKR7X5+0taCAp1EdKaCzWpYbRb9IGAjgjOVHejLe7ftIdpGeKOaE+rE4O4fnD5egU3LBsfGUfs8mGtDB6jCb2F45+jo3lo3N1lDd1zbisk8m4OD2M3Oo2ns8umxVlH4PZe1RpjqUHj2GW9eAJ9/dkSVzgmKWUJpPGycoWUqTs4wK3Drruz5IedaOyZuMU1E2sb9GbJ6sJ9HazS7bAdLAxLYwjpc02tR8Ac8PbExUtLLdTwGx2vRpOY1sXmcfEvDVCxPmh3UWUNnbyo63zZ32jOTF5WzOj6TGaeNdSbrQ7v54l8YH4zpJZ27bw9TBw03LznOnqlm6bPsfYb+JgUSOrZvFY0qGWxgfh7a4fs0/FiYoWFkQHyNjlQW69yHxxumFumAS+RnHRnGA8DDo+Ojd2L5TRPLm/hFBfjxnfLHI8rGNK69t7Z03Zh1V6pD+rkkLsMqq036RxqrJl1pa2bZ4fyanKVsosI5KH8/zhMkoaZv5UmYmID/FmY1oYEf4eJIbMjKlNjuLn6Ua4nweFE8io6O7r570ztWzOiJw191ob5po3k4abBjickxUt9BpNLLNTCdLs+CnPAPOj/ZkT6sPrJy4s/6hu6ebvH+SzKSOCtZKaL+xgWXwQ0QGevHq8kqaOXnIqWqQ/xTDuXJ2ISdN4Yn+xTcfnVLTQ3mNkdbL8LK3cDTpWJYWM2qeir9/E6cpWKfsYYlNGJNdkRnPfJSnOXopL83TTs2JOMDvPTXycZHlTJ++freXm5XHSA2qQlHBfYgK9ZlXZx2B3rkm0jCq1bYT8SIrqzT14ZmsjdOu58/YIvdiaO3v5zVtnWZ4YxLbFs3fazmjuv2kxz96zakY1Q3aUpDCfCWVUfHSujvYeI1fOomDZ4rhA/D0NNvepsPfkGXm3nSaUUmxdFMX+wgZq287fvf31m2cwmjS+f1WGk1YnZhqdTrE10zxtZvvJKjQN6U8xjLhgby7PiODpA6V09Y5d/25NbZ1o08OZal1qKMUNnZQ2DL+bdq6mjR6jiUWzJNXSVu4GHX+5ZYnddi5msg1zwyio66CiuWtCn//E/hIAbl4hJTaDKaX4/IYk7lmfNKvKPqwumxdBTKDXuEsAh5rtPXgSQ31Ij/QbsUH1/e+co7mzl59cs0BuxEcQ7OPOnFBpMmqL5DBfCus6bJo0M9j2nCoCvd1YPYuyYg16HetSw9h5rs6mn1d2SROJId6E+dln8owEKqaRqzOjMWnwZs7HL+TZxY28fKySe9YlES/pXsKOtmaay41+v+Msvh6GWZuSOpa71syhqbOPl49VjHpccX0Hj+wu5trF0TI6bIh1ls7Su/KHz6oYuIifpbuNYvI2WM6xjyYw/aOxo5cn9pWwdVE0sUHyPjvU7asS+faWdGcvwyn0OsUdqxI4UDS5UaUnylvwdteTNIt78GyaH0l2cSMN7T3nPX6qsoUn95dw+8oEMqJn/qQF4XhJYb60dPXRMI5GuN19/bx7ppZNGRGzpuzDasPcMGpaezhb0zbqcZqmcaSkya6bJ7PrJz3NzY3wY26E70D5R79J48evnSLS35MvXpzs5NWJmWZ+tD9JoT40dfaxMilk1r0w2+qiOcFkRPnzyJ6iUaPNP3v9NG56xXevnDeFq5sekkJ9iAn0YtcIPQROlLfg72kgQYKxYoJSwn2JCvBk59nxByr+vauQrr5+vnyplNiIC31yeRweBh1PWrJuJiKnooX50f6zugfP5vkRmDTOK6PRNI0fvnKKIG93vn55mhNXJ2aSZEtDzfH0qdiVV28u+5hlvXjA3JAa4MMx3j+L6jto6Oi16+QZufOYZrYuiuZQcRNVLV08n13GyYpWvntlOt7u0uRQ2JdSiqszzbWga1NmT5rbeCmluGtNIudq2tmTP/xUgfdza3gvt5avXJZKhL80PRxKKcW61FB2nqvjOy+c4MFdhew8V0dlcxeapnGivJlFsYGS8ismTCnFhrlh7CmoH1fjw8aOXh7bW8zVi6Jl2oAYVqC3O1szo3npaMWYY5aHY7T04FkYE2j/xU0jGVH+xAZ5sePUx4GKF49UcLikiW9vSSfA282JqxMziXV62Hj6VGzPqSLAy21W9muL8PckPdJvzED/PstkrSw79acACVRMO9Ybx2cOlPLbHebGQtdkSmMh4Rg3L49j/dywWRlBHo+tmdGE+rrzyJ6iCz7W3dfPT147TXKYD3eunuOE1U0Pn1qZQGZcAO+cruHnb5zh0w8fZPWv32fhj9/mdJU00hSTt35uGG3dRo6VNdv8OQ9asymkYakYxe0rE+js7eelo6OXAA6noK6Drr7+Wf8ap5S5IevuvHrauvto7e7jV2/msjgukBuWxTp7eWIGiQ70wsOgo9DGQEV3Xz/vnK5h8/zZV/ZhtTEtnOySRtp7jMN+vLW7j7+8l8e8KH+7jpGXbfhpZk6oD/Oj/fnL+/koBT/aukJ2GYXDRAd68fjdK5y9DJfn6abntosS+PN7eRTVd5zX0Oqh3UWUNHTyxGdWyLSAUSyICeDZe1YB0NDeQ35tO+dq28mvaaO8qYtrpNO7mKQ1KaHodYqd5+rIShy7hrbJkk1x1cIoUiMkm0KMLDMukIUxAQO9FMZzXXaivBmAhbM8UAHm6R8P7S7iw7N1HC1tpqGjh4fvzEI3i0tihP3pdYo5oT4U2Fj6MZvLPqw2zA3jXzsL2Jtfz6ZhJjz99q1c6tp6eOB2+/6+ylXzNLTVkkFx8/J4FkhzOSFcwm0r43HTKx4dlFVR0dzFX9/P44oFkaxLDXPi6qaXEF8PLkoK4faVCfxk2wIeunM56ZHSRE1MToCXG4vjAm1uqPng7kI6+/r58qWpDl6ZmAluX5nAuZp2DhY1juvzcipa8PUwMCdEJjYsSwgixMedB3cV8ti+Ym5ZES+NvIVDmCd/2JZRMZvLPqyWJQTh62Hgw2HeP7OLG3lyfyl3rp5Dpp2ns0mgYhq6KSuOO1Yl8K3N0lhICFcR7ufJ1sxonj9cTkuXuU75l2+cAeB7V0kDTSFcwfrUME5UtNA4Rrd3czZFCVcuiGKuZFMIG2zNjMbf08CTB0rH9Xknys2NNCVrwLzTfXlGBMfLW/DzNPDNTXKdKxwjKcyHsqYueoyjj5bvMfbz7umaWTntYzB3g47VySHsPHv+mNIeYz/feTGHmEAvvrFprt2/7uz9iU9jwT7u/HTbglk5s1wIV3b3mjl09vbzfHYZe/LreSOnins3pshIQyFcxIa0MDQNduWNnlXx0O4i2nuMkk0hbOblrueGZXG8dbKKuraesT8B6Os3cUZ68JznqkXm9Ppvbk6T61zhMElhPvSbNEobOkc9bte5etp6jFy5aPaWfVhtTAunornrvJKZf31YSH5tOz+/dgE+HvbvKCGBCiGEsJMFMQGsSAzm0b3F/OjVU8QHe/M/65OcvSwhhMXCmAACvd34aIRRuADNnb08ureYKxdGkhYp2RTCdretjKevX+O57DKbjs+raafHaGKhlDcMWJcaxptfWcetK+KdvRQxg308+WP0PhXbc6rw9zSwJnn2ln1YfTymtBaA/No2/v5BPlszo7k4PdwhX1MCFUIIYUd3r02kvKmL/Np2fnh1Bp5uemcvSQhhodcp1qaEsvNcLXk1bcMeI9kUYqKSw3xZkxLCU/tL6DdpYx6fU9EMwCLpN3aeeVH+0iheOJS16floI0p7jOZpH5vmR0ozdCAm0IvUcF92nqvDZNL47os5eLnr+eHVGQ77mi73U1dKBSul3lFK5Vn+e8EwVqVUnFLqA6XUGaXUKaXUV5yxViGEGOryjEiSQn24bF44l85zTIRZCDFxt6yIp7XbyOV//Ihb/72ft05WY+w3AdDS2ceje4q5YkGkNHAVE3L7ygQqW7p5P7d2zGNPWHoxJIRIeaAQU8nP040Ifw8KR8mo2J1nLvu4Sso+BmyYG8aBokYe2VvMoeImvnflPML8PBz29VxxPOl3gPc0Tfu1Uuo7ln9/e8gxRuAbmqYdUUr5AYeVUu9omnZ6qhcrhBCD6XWK1760Fje9TnaEhHBBa1JC2fedS/hPdhlP7S/l808eJjrAk9tWJlDf3kObZFOISbhsXgQR/h48ub+EyzMiRj02p6KFhTEB8l4hhBMkhfqOmlHxxgkp+xhqQ1oYD+4u4udvnGZlUjA3ZsU69Ou5XEYFsA14zPL3x4Brhx6gaVqVpmlHLH9vA84AMVO1QCGEGI2Ph0HSBIVwYSG+HnxxYwo7v7mR/7t9GXPCfPjdjrM8sqeYLfMjmRcl2RRiYgx6HbesiGfnuTpKGkbere01msitamOhNNIUwimSw30orGs/b4qFlZR9DG95YjBebnrc9Dp+df0ihwdZXTGjIkLTtCowBySUUqPmTiulEoElwIERPn4PcA9AfLw05hFCCCGEmUGvY/P8SDbPjyS/to3Xjlc5fIdIzHw3L4/nr+/n8/SBUr575fDjqc/VtNHbb2JRTODULk4IAZgzKlq7jdS3915QvjBQ9rFQyj4G83TT860taQR6uw30+XAkpwQqlFLvApHDfOh743weX+AF4KuaprUOd4ymaQ8ADwBkZWWN3dlICCGEELNOSrgfX7tcpnyIyYsM8GRTRgTPZZfxtcvnDttU+UR5C4CMJhXCSZLDzZM/rvzLLiL8PQjx8SDE151QXw+OlDSZyz5SpOxjqLvWzJmyr+WUQIWmaZeN9DGlVI1SKsqSTREFDNuNSCnlhjlI8ZSmaS86aKlCCCGEEEKMy+0rE3jzZDXbc6q4fumFWTo5Fc0EeLkRG+TlhNUJIVYmBfPVy1Ipb+qiob2Hho5e8mvbqWvvoddo4vaVCVL24WSuWPrxKvBp4NeW/74y9ABlLoh5CDijadr9U7s8IYQQQgghRrYqOYSkMB9+81Yu5U1dXLEgktSIjzN2TpS3sChWGmkK4SweBj1fvWzuBY9rmkZHbz8+7jJe3tlcMUz0a+BypVQecLnl3yilopVS2y3HrAFuBy5RSh2z/LnSOcsVQgghhBDiY0opfn39IuKCvPnju+e4/I8fcdn9O/nD22c5VtbMuZo2FsZI2YcQrkYpha+HQYKILkAN1+l0psrKytKys7OdvQwhhBBCCDFL1LR2s+NUNW/mVHOgqAGT5dL7X59aypYF0qxPCDF7KaUOa5qWNdzHXLH0QwghhBBCiBkhwt+TO1YlcseqROrbe3jndA2nK1tZlxrm7KUJIYTLkkCFEEIIIYQQUyDU14NbVsQ7exlCCOHyXLFHhRBCCCGEEEIIIWYpCVQIIYQQQgghhBDCZUigQgghhBBCCCGEEC5jVk39UEq1AWedvQ4xK4QC9c5ehJgV5FwTU0XONTFV5FwTU0HOMzFV5FwbWYKmacN2Fp5tzTTPjjT+RAh7Ukply7kmpoKca2KqyLkmpoqca2IqyHkmpoqcaxMjpR9CCCGEEEIIIYRwGRKoEEIIIYQQQgghhMuYbYGKB5y9ADFryLkmpoqca2KqyLkmpoqca2IqyHkmpoqcaxMwq5ppCiGEEEIIIYQQwrXNtowKIYQQQgghhBBCuDAJVAghhBBCCCGEEMJlTOtAhVIqTin1gVLqjFLqlFLqK5bHg5VS7yil8iz/DbI8HmI5vl0p9bchz7VMKZWjlMpXSv1FKaWc8T0J12Svc00p5a2UekMplWt5nl8763sSrsmer2uDnvNVpdTJqfw+hOuz83uou1LqAaXUOcvr2yec8T0J12Tnc+0Wy/XaCaXUW0qpUGd8T8L1TOA8u1wpddhyPh1WSl0y6LnkvkCMyF7nmtwXjG5aByoAI/ANTdPmASuBe5VSGcB3gPc0TUsF3rP8G6Ab+AHwv8M81z+Be4BUy58tDl67mF7sea79XtO0dGAJsEYpdYXDVy+mE3ueayilrgfaHb5qMR3Z81z7HlCradpcIAPY6ejFi2nFLueaUsoA/Bm4WNO0RcAJ4L6p+RbENDDe86we2Kpp2kLg08ATg55L7gvEaOx5rsl9wQimdaBC07QqTdOOWP7eBpwBYoBtwGOWwx4DrrUc06Fp2m7Mb4ADlFJRgL+mafs0c3fRx62fIwTY71zTNK1T07QPLH/vBY4AsVPxPYjpwV7nGoBSyhf4OvBzx69cTDf2PNeAu4FfWY4zaZpW79jVi+nEjueasvzxsexw+wOVDv8GxLQwgfPsqKZp1vPnFOCplPKQ+wIxFnuda3JfMLppHagYTCmViDkSdQCI0DStCswnEhA+xqfHAOWD/l1ueUyIC0zyXBv8PIHAVswRVyEuYIdz7WfAH4BOR61RzAyTOdcsr2UAP1NKHVFKPa+UinDgcsU0NplzTdO0PuALQA7mAEUG8JAj1yumpwmcZ58Ajmqa1oPcF4hxmOS5Nvh5ApH7gvPMiECFZdfwBeCrmqa1TuQphnlM5raKC9jhXLM+jwF4BviLpmmF9lqfmDkme64ppRYDKZqmvWTvtYmZxQ6vawbMO0B7NE1bCuwDfm/HJYoZwg6va26YAxVLgGjMpR/ftesixbQ33vNMKTUf+A3wOetDwxwm9wXiAnY416yPy33BMKZ9oMLypvUC8JSmaS9aHq6xpG1Zyzpqx3iacs5Ps4lFUgnFEHY616weAPI0TfuT3Rcqpj07nWurgGVKqWJgNzBXKfWhY1Yspis7nWsNmLN2rEGx54GlDliumMbsdK4tBtA0rcCSkv8csNoxKxbT0XjPM6VULObXrjs0TSuwPCz3BWJMdjrXrOS+YBjTOlBhqU98CDijadr9gz70KuZGJVj++8poz2NJzWlTSq20POcdY32OmF3sda5ZnuvnQADwVTsvU8wAdnxd+6emadGapiUCa4FzmqZttP+KxXRlx3NNA14DNloeuhQ4bdfFimnNju+hFUCGUirM8u/LMdeGCzHu88ySav8G8F1N0/ZYD5b7AjEWe51rlo/JfcEIlPn6YnpSSq0FdmGuVTRZHv5/mGuEngPigVLgRk3TGi2fU4y5+ZI70Axs0jTttFIqC3gU8ALeBL6kTecfjrAre51rQCtQBuQC1tq0v2ma9uBUfB/C9dnzdW3QcyYCr2uatmBKvgkxLdj5PTQBcxfzQKAOuEvTtNKp+l6Ea7PzufZ54CtAH1AC3KlpWsOUfTPCZY33PFNKfR9z6VDeoKfZpGlardwXiNHY61zD/Pom9wUjmNaBCiGEEEIIIYQQQsws07r0QwghhBBCCCGEEDOLBCqEEEIIIYQQQgjhMiRQIYQQQgghhBBCCJchgQohhBBCCCGEEEK4DAlUCCGEEEIIIYQQwmVIoEIIIYQQQgghhBAuQwIVQgghhBBCCCGEcBkSqBBCCCGEEEIIIYTLkECFEEIIIYQQQgghXIYEKoQQQgghhBBCCOEyJFAhhBBCCCGEEEIIl2Fw9gKmUmhoqJaYmOjsZQghhBBCCCGEELPa4cOH6zVNCxvuY7MqUJGYmEh2drazlyGEEEIIIYQQQsxqSqmSkT4mpR9CCCGEEEIIIYRwGRKoEEIIIYQQU0bTNDp6jGia5uylCCGEcFFOLf1QSm0B/gzogQc1Tfv1kI8ry8evBDqBOzVNOzLo43ogG6jQNO3qKVu4EEIIIYQYt5auPj798EGOlTWj1yn8PA3mPx5u+HsZCPPz5Jub0ogP8Xb2UoUQQjiR0wIVliDD34HLgXLgkFLqVU3TTg867Aog1fLnIuCflv9afQU4A/hPyaKFEEIIIcSEdPQYueuRg5yqbOFLl6SgadDa3Udbt5HWLvN/P8it5Vx1Gy/duxpv91nVSk0IIcQgznwHWAHka5pWCKCUehbYBgwOVGwDHtfMuYH7lVKBSqkoTdOqlFKxwFXAL4CvT/HahRBCCCGEjbr7+vnsY9kcL2/h77cuZcuCyGGP25VXx6cfPsh3XsjhzzcvxpxcK4QQYrZxZo+KGKBs0L/LLY/ZesyfgG8BJgetTwghhBBCTFKv0cQXnjzM/qIG/nBj5ohBCoB1qWF8Y1Marx6v5NG9xVO3SCGEEC7FmYGK4ULkQ7sqDXuMUupqoFbTtMNjfhGl7lFKZSulsuvq6iayTiGEEEIIMQHGfhNfefYoH5yt45fXLeTaJUP3pC70hQ3JXJ4RwS/eOMOh4sYpWKUQQghX48xARTkQN+jfsUCljcesAa5RShUDzwKXKKWeHO6LaJr2gKZpWZqmZYWFhdlr7UIIIYQQYhQmk8a3/nuCN09W88OrM7hlRbxNn6fTKf5wUyZxwd588akj1LZ2O3ilQgghXI0zAxWHgFSl1ByllDtwM/DqkGNeBe5QZiuBFk3TqjRN+66mabGapiVaPu99TdM+NaWrF0IIIYQQw9I0jR+8cpIXj1bwzc1p3L12zrg+39/TjX99ahnt3UbuffoIff1S6SuEELOJ0wIVmqYZgfuAHZgndzynadoppdTnlVKftxy2HSgE8oF/A190ymKFEEIIIYTNPjxbx1MHSvnchiTuvThlQs+RFunHb25YxKHiJn65/YydVyiEEMKVOXXuk6Zp2zEHIwY/9q9Bf9eAe8d4jg+BDx2wPCGEEEIIMU4mk8bv3z5LfLA3/7spbVLPdU1mNMdKm3l4TxGL4wLZtnjsHhdCCCGmP2eWfgghhBBCiBnmzZPVnKps5auXpeKmn/yl5nevTGd5YhDff/kknb1GO6xQCCGEq5NAhRBCCCGEsIt+k8b975wlNdzXbtkPbnod396STlu3kZePDu27LoQQYiaSQIUQQgghhLCLl45WUFDXwdcvn4teN9yU+YlZlhDEvCh/Ht9XjLkyWAghxEwmgQohhF31mzTOVrdhlA7tQggxq/QaTfzp3XMsjAlgy4JIuz63Uoo7ViWQW91GdkmTXZ9bCCGE65FAhRDCbsoaO7n5gX1s/tNHXPTL9/jxq6c4Wtoku19CCDEL/OdQKeVNXXxj01yUsl82hdW2xdH4eRp4fF+J3Z9bCCGEa3Hq1A8hxMzxyrEKvv/SSTTgm5vTOFXZwtMHS3l0bzGJId5csziGaxdHkxTm6+ylCiGEsLOu3n7++n4+yxOD2DA3zCFfw9vdwI3L4nhifzG1bfMI9/N0yNcRQgjhfBKoEEJMSmt3Hz94+SSvHKtkWUIQf/rkYuKCvQc+9lZONS8fq+Cv7+fxl/fyuGJBJD+7dgGhvh5OXrkQQgh7MQcPevjrLUsckk1hdfuqBB7eU8SzB8v48qWpDvs6QgghnEsCFUKICTtU3MhXnz1GdWs3X798Ll/cmIxh0Cg6f083bloex03L46hu6ebZQ6X844MC9hfu5KfbFnD1oiiHXtAKIYRwvLbuPv75YQHrUkO5KCnEoV9rTqgP61JDefpA6QXvOUIIIWYOeXUXQkzIPz7M55P/tw+9TvH851fx5UtTR71gjPz/7J11eFRn9sc/d+LuAhFCDAkEAsEp0KJ1d4O6u63vb6Xtbrt1d2+3W9luXfBCgrsEkgGiRCbuycz7+2PmJiFMkkkymryf5+GBTO7c+85w7nvPe95zvifIm3sWpfLtXXOJD/Xlzo93cNuH26mob7HjqCUSiURibd789QhVjW08sGSMXa53zawEjtc28/P+UrtcTyKRSCT2RwYqJBJJv9lTWMM/f8hh2YRovrv7FKbEh1j83pSoAD6/dTYPLxvLygNlLH5qLV/vKpaCmxKJROKCVDW08sb6IyxNi2JSXLBdrnna2Ehign2kqKZEIpEMYWSgQiKR9AshBI9+d4BQP08evzAdf6/+V5C5u2m4dUHSCdkVt36wnYLKRhuMWCKRSCS24pW1eTS0tnO/nbIpANw0ClfOjCdLq+NwaZ3driuRSCQS+yEDFRKJpF+szikjS6vj7oUpBHp7DOpcanbFQ8vGsDqnjIX/Wsvfv91PdWOrlUYrkUgkEltRWNXI2xuPcv7kGFKjAux67Usz4/B00/B+tsyqkEgkkqGIDFRIJBKLadcbeOy7g4wO9+OKGfFWOae7m4bbFiSz5sEFnDt5JG/8eoR5/1zNa+vyaG7TW+UaEolEIrE+T/6YgwLcv9R+2RQqYf5enJU+gi+2F1Hf0m7360skEonEtshAhUQisZjPthVyuKyeh5aOwcPKSusjgnx44uJJfH/3KUwdFcKj3x1k4b/W8sX2QgwGqV8hkUgkzsTuwmr+u7OY6+eOJibYxyFjuHrWKOpb2vlye6FDri+RSIwYDIKtRysprW129FAkQwiHBioURVmmKEqOoii5iqI8Yub3iqIoz5l+v1tRlCmm1+MURVmtKMoBRVH2KYpyt/1HL5EMLxpb23nq50NMHRXCsgnRNrvO2OhA3l4xnY9umEGonyf3fbqL81/awP7iWptdUyKRSCSWo2oVhfl5cuuCJIeNY3JcMBNjgnh741Ha9QaHjUMiGc7UNrdx8wfbuOiVLGY8upIlT6/lL1/vZ3VOGY2tMttJMnAcFqhQFMUNeBE4HRgPXK4oyvhuh50OpJj+3AS8bHq9HbhfCDEOmAncbua9EoldadcbKKtr5nBpHW1D0GF6fd0Ryupa+O0ZY1EUxebXm50czle3z+HpSydRVN3E2S/8yj9+OCjLQSQSicTBrDxQRra2krsXpRAwSK2iwaAoCrefmoy2vIHPtsmsCsnwo7lNT25ZHatzyhyyoZNzvI5zX9jA6oNlPLh0DL85fSxRgd58sOkYK97ewuT/+5mr39xEWZ3MtJD0n/7L9VuP6UCuEEILoCjKJ8C5wP4ux5wLvCeMfQuzFUUJVhRlhBCiBCgBEELUKYpyAIjp9l6JxGZsO1bFG+u16OpbqWhoobKhlerGto7fp0b588RFk+zWqs3WlNU18+q6PE6fEM3UUaF2u65Go3B+Riynjonk798e4OU1eXy/p4RHz5/I7ORwu41DIpFIJEba9AYe/f4AieF+XD7dOlpFg2FpWhRT4oN5+pdDnDs5Bh9PN0cPSSKxCW16A+9sOMq+4hoKqprIr2ykvK6l4/duGoXHzp/IJdPi7DKer3cV89Bnu/HzcuejG2cyfbTRP7x5fhLNbXq2HK1k/eEK3t5whGd+Ocyj50+0y7gkQwdHBipigIIuPxcCMyw4JgZTkAJAUZQEIAPYZO4iiqLchDEbg/h4xz9QJa5PQ0s7t3+4nVa9gdQof8ZFBxLm70monydh/l5oFHh+ZS7nv7SBm+Ylcc+iFLw9XNtxeuaXw7S2G3ho2ViHXD/Y15MnLp7E+Rkx/ObLPVzxxiYunhrL784cR7Cvp0PGJJG4Kq3tBjzdpUSVZGB8sqUAbXkDr1091epaRQNBURQeOX0cl7yaxdsbj3DbgmRHD0kisQmfbi3g798dICbYh7hQHxakRhAX6ktcqA8xwb48v+owD32+m/L6Fm5bkGSz7Nc2vYHHvz/Im78eIXNUCC9eOYWoQO8TjvH2cOOUlAhOSYmgqVXPx5vzuWVeEvFhvjYZk2Ro4shAhbm7p7tiXq/HKIriD3wO3COEMJvvJIR4DXgNIDMzUyrySQbNC6tzOV7bzOe3zmbqqBCzx5w9aSR//+YAr6zN4+f9x/nnRZN6PNbZyS2r499bCrh65ihGh/s5dCyzk8P58Z55PLvyMK+t07L5aCVvLZ9GUoS/Q8clkTgbBZWNrDtczvGaZuOf2uaOf9e1tDMlPpjLpsVzZvoI/Lwc6QpIXIm65jae+fkQ00eHsnh8lKOH08H00aEsGhfJy2vyuHxaPCF+MoAtGVq06w28sjaPSXHB/Pe22WaDEG9eO42HPtvFEz/mUF7Xwh/PGo9GY91gRVldM3d8tIPNRypZPjuB354xrs/A9x2nJfPp1gKeWXmIpy6ZbNXxSIY2jgyFFwJdc5NigWJLj1EUxQNjkOJDIcQXNhynRNJBXnk9b6zXctHU2F4DD4HeHvzjonTeu246zW0GLnplI3/7Zj9Nra6nr/D49wfx9XDjroUpjh4KYIzSP7xsLP+5ZRYNLe1c8NJGsvJ0jh6WROI05Byv45wXfuV3X+7lxdW5rDtcTm1zO4kRflw4NZbbT02ipqmNhz7fzfS//8JvvtjNzoJqjFWWJ9LSrqegspE9hTUUVzehlx14hjWvrtWia2jld2eMs4tWUX94aNlYGlraeXF1rqOHIpFYnW92l1BQ2cTtvWRKeLpreOqSydwwdzTvbDzKnZ/soKXden7n+sPlnPHsr+wurOaZSyfz53PSLMrOiwr05ppZo/jvjiJyy+qsNh7J0Ecx55jY5cKK4g4cAhYCRcAW4AohxL4ux5wJ3AGcgbEs5DkhxHTFeIe+C1QKIe6x9JqZmZli69at1vsQkmGFEIJr3trMzoJqVt2/gIgAL4veV9/SzuPfH+CD7HwSI/z44tbZLlOusDGvgite38RDy8Y4ZTptQWUjK97ZwjFdA49fkM6FU2MdPSSJxKHkltVz2WtZaBSFt1dMY0xUAO5m0vOFEGzPr+KTzQV8s7uEpjY9Y6MDGD8ykPK6FkprmymrazlBewfAXaMwItib2GBfYkJ8iA3xYVJcMAtSI5xu4SqxLiU1TSx4Yg3LJkTz7GUZjh6OWR76bBf/3VHMqgfmExsiU8yHOgaDQNfQSmltMy3tBqbEBztkHmpsbeeJH3NQUEgbGcj4kYEkR/pbrTTKYBAse3YdAD/cPc+iLInX1uXx6HcHmZ0UxqtXTx2U6G2b3sC/fjrEq+vySI7w54UrpjAmOqBf59DVtzDvn6tZMCaSF6+cMuCxSIYeiqJsE0Jkmv2dowIVAIqinAE8A7gBbwkh/q4oyi0AQohXTAGJF4BlQCOwQgixVVGUucB6YA+gtlf4rRDiu96uJwMVksHww97j3PLBNv509nhWzBnd7/evO1TOine2cO7kkS6R+tamN3Dmc+tpatPz873znVZno6apjds+3MaGXB13nZbMvYtT5YJJMiw5UtHApa9mYRDwyU0zSY60rCSqrrmNr3eV8J9tBZTVthAR4EVkgBeRgV5EBngTGeBFiJ8nuvpWCqsaKaxqoqi6icKqRsrqWhACpieE8vuzxpEeG2zbDylxGPd/uouvdxez8r75xIU6ZxCguLqJU59cw5kTR/DUpZMdPRyJlflkc35HSVtpbQtldc206TvXMaeOieCJiycR7m/ZRpI1aNcbuOn9bazJKcPTXUNzm3FZ4ummITXan/EjArlgSiwzE8MGfI2f9h3npve38cylkzkvI8bi932+rZCHPt/NmKgA/nxOGtMSQvrtHxVUNnLnxzvYWVDN5dPj+eNZ4wcsWPuvn3J4flUu3941l7SRQQM6h2To4bSBCnsjAxWSgdLUqmfRU2sJ8Hbnmzvnmt2htIQnf8zhhdW5vLU8k9PGOk99rzne/PUIf/1mP69fk+lUtcjmaNMb+P2Xe/n31gLOnTySf1yY7rSBFcnwoLG1HV9P+2k/FFQ2csmrWbS0G/j4xpn93u0aKC3tej7bVshTPx1C19DKBRkxPLB0DCODfexyfYl9WHuonGvf2szN8xP5zenjHD2cXnns+wO8tk7Lt3eewviRgY4ejsRKfL2rmDs/3kFsiA/xob5EB3oTFeRt/DvQm4LKRp74KYdAbw+evDidBWMibT4mIQS//XIPH28u4O/nT+DSzDiO6hrYV1zL/uJa9pfUsruwBr1BsPbBBYQNIIAihOC8lzZS2dDC6vsX9Nv/XJ1Txr3/3kl1YxtpIwNZPjuBsyeNtMhH+npXMb/9Yg8o8PgF6ZyZPqLf4+9KTVMbp/xjFdMSQnlz+bRBnUsydJCBChMyUCEZKGoU+N83zWTGIKLiLe16zn7+V2qb2vnpvnkEOrD/fG+U1TWz8Mm1TE0I4e3l01wiQ0EIwctr8/jnDzlkjgrh5aumWlyeI5EMlPK6Fg6X1nG4rJ7DZXUcKq0nt6yeyoZWHr9gIpfZoX1jUXUTl76aRV1zOx/fONMhi7O65jZeXpPHG78eQQFumpfILfOTpFDnEKC0tpkznl1PuL8X/719jtO3/6xpbGPeE6uZHBfMu9dNd/RwJFYgr7yec57/lTHRAfz75lk9llQcPF7L3R/vJKe0juvmjObh08fg5W47e31h1WGe/OkQt5+axINLzXdFyy2rY8nT61g+ezR/PHt8v6+xMbeCK97YxN/Pn8CVM0YNaJxNrXq+3FHE2xuOcLisnjA/T66cEc9VM0cRaerWoTcIdA0tlNW2UF7fwg97jvPvrQVkxAfz3GUZVsuienF1Lk/8mMMXt81mSrxrisxLrIsMVJiQgQrJQDha0cCSp9dx+kTr1OXuKqjm/Jc2cPHUOP5xUboVRmh97v90F1/vKubHe+c5vNNHf/lmdzEP/GcXQT4evHTlFKaOCnX0kCRDkJZ2Pb/9Yi+fby/seC3A253UqABSo/zZX1JHXlk9P947jxgbZhccr2nm0teyqGxo5aMbZjIx1rHptIVVjfzzhxz+t6uYkUHe/Pf2OR2OsMT1aNcbuPKNTewurOHrO+eQHGmfTJ3Botbnf3TDDGYnhzt6OJJB0NSq57wXN1BW18y3d53SZ7ZWc5uex747wLtZxxg3IpDnLptMSpT17fbzbYXc/59dXJARw78umdTrhs7Dn+3myx1FrLy//2VTV76RzeHSetY9dOqgM0WFEGzI1fHOxiOsPFiGm6KQHOlPRX0rlQ0tdNVKVhS4dX4S9y5OtWob4oaWduY/sZox0QF8eMNMq51X4rrIQIUJGaiQDITr3tnCJq2OVQ8sOKlP9EB5/PuDvLI2j/eum8681AirnNNabDtWyYUvZ3HbgiQeWmZ+h8DZ2V9cy60fbqOoqonfnzmOa2cnuERWiMQ1qGxo5eb3t7LlaBU3njKa+amRpEb5ExHg1WFnBZWNLH1mHdMSQnlnhW2ykqoaWrnwlY2U1jTz/g0znGp3asvRSq55czOT44L54IYZuFm5RZ7EPqjZhP+6eJJLiRU3t+k57ck1hAd48dXtc+T878I88J9dfL69kHdWTGd+P/yllQdKefCz3TS0tPO38yZwcWZc32+ykPWHy1nx9hZmJIby9vLpfXa+UIVo+6udsiO/ivNf2shvzxjLTfOSBjnqEzla0cD72cc4WtFAZKAXEf5eRAR4ERHgTUSAF3EhPjYLMqulxR/dOIPZSTKQONzpLVDhyPakEonT88v+UlYdLOOeRalWC1IA3LMohaQIP37zxR7qmtv6foOd0BsEf/xqHyOCvLnjNOfr8mEp40cG8r875rJgTAR//no/d3+yk8bWdkcPSzIEyC2r57wXN7CrsIYXrsjgd2eOZ25KOJGB3icshuJCfXl42VjWHirn8+1FVh9HS7uem9/fRmFVE28tn+ZUQQqAaQmh/OXcNLK0Op5bedjRw5EMgF8PV/DC6lwumhrrUkEKMLaxvm/JGHYX1vDqOq2jhyMZIJ9uKeCzbYXceVpKv4IUAAvHRfHDPaeQmRDCg5/t5rHvDlilvfL+4lpu/WA7yZH+vHzVVIvac44I8mH5nAS+3FnEgZJai6/10po8gnw8uGKAJR+9kRDuxx/OGs+by6fx2AXp3LdkDFfPSmDZhGimjgqxaSbclTPiiQ705l8/HTLbFlsiUZGBComkB1ra9fzlm/0kR/qzfE6CVc/t7eHGPy+aRHFNE499f9Cq5x4MH2/OZ19xLb87c5xdhQBtQZCPB69dncmDS8fwze5izntxA9ryekcPS+LCbMit4IKXNtDY2s4nN83krPSRvR5/9cxRTEsI4S9f76Osttlq4xBC8JvP97D5aCVPXJQ+KN0cW3JxZhwXTInhuVWH2Zhb4ejhSPpBWW0z9/x7B8kR/vzl3DRHD2dAnJ8Rw7K0aB7//iB//t8+qyxSJfZjf3Etf/hqL3OTw7l7YcqAzhEZ4M07K6Zz9cxRvLpOyy0fbKOhZeCbFoVVjax4ZzMB3u68s2J6v3TGbpufTICXO0/8mGPR8TnH6/h5fynLZyfgP8S0frw93LhzYTLbjlWx5lC5o4cjcWJkoEIi6YH3s46RX9nIH84ab9X6PJWpo0K4fs5oPtqU7xROfGVDK0/8mMOsxDDOnDg4ZWdnQaNRuP3UZN67bgYV9a2c88IGftlf6uhhSVyQjzfnc+1bm4kO8ubL2+ZYlMGg0Sj848J0WtoN/O6/e622c/T8qly+2FHEfYtTOXey5a3qHMFfz51AYrgfd/97J+V1LY4ejsQC9AbB3Z/spL6lnRevnOKyQWs3jcKLV07h+rmjeWfjUW5+f+ugFqkS+1HX3MbtH20n2NeDZy6bPKjSMQ83DX89bwL/d04aKw+UctErWRRXN/XrHFUNrfzzh4MseXodja163lkxneig/mUcBPl6cOuCZFYdLGPzkco+j395TS6+nm4sn53Qr+u4CpdkxhEf6ss/f8ihXW9w9HAkTooMVEgkZqhpbOP5VbmckhLe73TD/nD/kjEkhPny0Oe7qXewA/XEjznUt7Tzf+emDbl63rkp4Xx951xGh/tx0/tb+WRzvqOHJHEy2vUGqhtbydc1sreoho25Ffywt4RPtxTwmy/28Jsv9jA7OZzPbp3dLzG0xAh/7l+Sys/7S/lmd8mgx/nVziKe+vkQF2TEcKcLlGf5ebnz4pVTqG1q495/75S72i7A86sOk6XV8ZdzJ5BqAxFCe+KmUfjDWeP5y7lprDpYxqWvZVFqxewmifURQvDw57vJr2zkhSumED6Alp7muHZ2Am8tn0ZhZSPnvriBnQXVfb6nprGNp37K4ZR/rubltXksGhfFV7fPGXD75+WzE4gK9OLx7w/0GrjO1zXy9e4SrpwRT4if54Cu5ex4uGl45PSxHCip5YPsY44ejsRJ6VFMU1GUC3p7oxDiC5uMyIZIMU2JpTz63QFeX2+fPuxbjlZy2WvZLEiN4LVrMh0iOre7sJpzX9zAdXNG84ez+t8+y1VoaGnn1g+3s+5QOfcvTuWO05KHXFBG0jurDpby0aZ8apraqG1qp7a5jdqmNhpa9b2+79pZo/jDWeP73cMejDvUF7y8kYLKRn6+dx5hA3S8tx2r5PLXNzE5Npj3b5hu07Z71uaTzfk88sUe7l+cyp0DTOOW2J6NuRVc+eYmzp/cdycDV2PVwVLu+GgHwT4evLViGmOj7d/GV9I3X+4o5N5/7+KR08dyy3zrCkgCHC6t47p3t1BW28Jfz53A+JGBaBQFN42CmwY0Jpv/365i3vz1CHXN7Zw5cQR3L0qxSuBOnQtfvXoqS9OiT/p9TWMbD3y2i7U55ax/+FSr6qM5G0IIrn17CzuOVbHy/vmyQ9QwZUBdPxRFedv0z0hgNrDK9POpwBohRK+BDGdEBiokllBQ2cjCf63l7Ekj+dclk+xyzfezjvKHr/Zxw9zR/N7OgYKyumaufmMzuoZWVj0wv181l65Im97Aw5/t5osdRVw9cxR/PidNdiQYJqzJKeOGd7cSGeDFqDA/An3cCfT2INDHw/R315/djX/7eBDk4zHoGuFDpXWc+dx6lk0YwfOX97/N8TFdA+e/tJFAb3e+vG2Oy+2yCSG45987+XpXMR/dOJOZTqqrMZzZV1zDZa9lExXozVe3z8FviNXFA+wtquH6d7fQ0KLn+SsyOHVMpKOHJOlCfUs7pz25hhGmEjuNjZ7NuvoWbvlgG1uOVvV63NK0KO5ZlMq4EdYLarXrDSx9Zh2KovDD3ad0BL+b2/S8l3WUF1blUtfSzgNLxnD7qc6fNTdYjlY0sOSZdZw+IZpnL+v/s1Hi+vQWqOjxKSSEWGF68zfAeCFEiennEcCLthioROIM/OunHBQFHliaardrXj0rgdyyet749QjJkf5cNj3eLtfVltdz7dubqahr5bVrpg75IAUY0w2fvHgSEQFevLpOS0V9C09fOnnQ/cklzs3Wo5Xc8sE2UqMC+OTmmXa39dSoAO48LYWnfj7EWekjzO6k9URNYxvXvbMFvUHw1vJpLhekAFAUhb+fP5E9hTXc/ckOvrvrlAFnlkisj7a8nmvf2oy/lzvvXjd9SAYpACbEBPHf2+ew4u0trHh7CzfMHc0DS8fI+d9JeH7VYcrqWnj16qk2C1IAhPl78eENM8nW6mhu02MQAr0B2g2Gjn+PHxFok4xadzcNDy4dwy0fbOeL7UVcNDWWr3YV8eSPhyiqbmLBmAgeXjbWqsERZyYh3I9b5yfx7MrDXJoZx+xk2a5U0kmPGRUdByjKXiHEhC4/a4DdXV9zFWRGhaQv9hTWcPYLv3LbgiQeWjbWrtdu1xu47t2tbMyt4L3rp9u8t/SO/Cquf3crCvDW8mlMigu26fWckTfWa/nbtweYMTqU16/NHBaBmuHI/uJaLn0tiwh/Lz69ZZbVap77S5vewDkvbOB4TRPvrJhu0T1XVtfMje9uZX9JLe9fP8PlMxH2F9dy3ksbmJkYxjvLp9l0MSKxjJKaJi56OYumNj2f3jyL5Eh/Rw/J5jS16nns+wO8l3WMsdEBPHtZxoB1ByTWQVtez9Jn1nHu5BievNg+2ayOQgjB+S9tpKSmiTA/L/aX1DIxJojfnD52WC7Um9v0LH1mHW4ahR/unmdRy1fJ0KG3jApLLGGNoig/KoqyXFGUa4FvgdVWHaFE4gQIIXj0uwOE+nlyywLr10X2hbubhheuyGB0uB+3frDdpq00Vx4o5fLXs/H3cufzW2cPyyAFwA2nJPLsZZPZnl/FJa9kcaSiwdFDkliZIxUNXGPaKX7v+ukOC1KAMZvnpSun4O/tzmWvZbPqYO8daA6X1nH+ixs5VFrPy1dOdfkgBcD4kYH88azxrDtUzivr8hw9nGFPZUMrV72xiZqmNt67bvqwCFIA+Hi68ZdzJ/D28mlU1Ldw9gu/8tavRzBIsVeHIITgL9/sx9vdjYftvEnkCBRF4ZHTx1Ja20JdSxvPXjaZr26fMyyDFGBsV/rnc9LQljfw+nqto4cjcSL6zKiADmHNU0w/rhNCfGnTUdkImVHhfDS16vnHDwdp0xuYnRTOzMRQh6UDrz5Yxop3tvB/56RxrQPbQeXrGjnvpQ0E+3jw5W1zCPK17i7/J5vz+e2Xe5gQE8Sb104jIkCmX68/XM4dH+2gTW/gT2eP55LMuH6JyAkhOKprZMvRSrYerWTbsSq8PdzIHBVCZkIomQkhjAjyseEnkJjjeE0zF7680el2isvqmrn+HWOWxN/Pm2C21GtjbgU3f7ANbw833rp2GhNjgxwwUtsghOCOj3fww97jfHLTTKYlhDp6SMOSuuY2rnxjEznH63j3uulDIhA2ECrqW3j4s92sPFjGKSnhPHnxpCEtYOiMrDxQyvXvbuX3Z47jhlMSHT0cu3G4tI74MF+XEka2Jbd+sI3VOWX8fO/8fnXXkrg2AxLTHIrIQIVzUdfcxvXvbGXrsUp8PNw6VPfHjQhkdlIYs5PCmD46lAA7pOO36w2c8dx62vSCn+6dh8cAlP2tyZajlVz5+iYyE0J497rpVhmPEILnVuby9C+HmJcawctXThmydcgDoaSmifv+vYssrY5ladE8dsHEXrUAtOX1rDpYxtajVWw9VklFfSsAwb4eTI0PobFVz86CaprajHYdE+zD1FEhLBwXyTmTRg4pNX1npLKhlUtezeJ4TTMf3zjT6Rb6DS3t3PbhdtYeKueuhSncuyilwyY+21bII5/vJjHCj7eWTyM2ZOg5bHXNbZz1/K+0thv47q5TXFJ3w5VpbtOz/O3NbDlaxWtXT2XhuChHD8mhCCH4aHM+f/1mP94ebrxy1dDIYHIFWtr1LHl6He4ahe9l2v+wpri6iUVPrWV2UjhvXGt23SoZggwqUGHKpvgHxu4fiumPEEIMWuVFUZRlwLOAG/CGEOLxbr9XTL8/A2gElgshtlvyXnPIQIXzUN3YyrVvbWZfcS1PXzqZZROi2VNUQ1aejg25FWw9VkVruwEfDzeeumQSp08cYdPxqO2iXrlqCssm2PZalvL5tkLu/88uTp8QzZ/OTiM6aOA7PLll9fzf1/tYf7iCC6fE8viFEx0ejHFGDAbB6+u1PPlTDqF+njx1yWTmdEnFzC2r57s9JXy3p4SDx+sAiA/1JTMhhGkJoUxLCCEx3L+j7r5Nb+BASS1bj1ax7ZgxoFFa28JdC1O4b7H9xFqHG81tei59NYsDx+t4d8V0ZiU554KjTW/gt1/s4T/bCrl4aix/P38iL6w6zHOrcpmbHM5LV00Z0rope4tquOCljcxNCeeNazKlXoWdaNcbuPXD7fy8v5RnLp3MeRkxjh6S05BXXs/N72+joLKR16/JZF5qhKOHNOR5cXUuT/yYw/vXT+eUFPl9D3deW5fHo98d5PVrMlk8fngHUIcLgw1U5AJnCyEOWHlQbsAhYDFQCGwBLhdC7O9yzBnAnRgDFTOAZ4UQMyx5rzlkoMI5qKhv4ao3NqEtb+DFK6eYnYia2/Rsz6/iiR9z2JFfzW9OH8tN8xJtsgvd2NrOgifWEBfqy2e3zHKqne6X1uTy9M+H0CgKy+ckcOv8JIJ9Ld95rGtu47mVh3l7w1F8PN24f3Eq185OcKrP6IzsLarhrk92oC1v4Ia5own08TghOJE5KoQzJo5g6YRoYoItL+kwGASPfLGbT7cWcu+iVO5elGKrjzCsUR0dZwo89oQQgmd+OcyzKw8zIsibkppmLsk0Bi2GQzDx3Y1H+dP/9vHbM8Zy0zz7awMNR15Zm8fj3x/kz2ePZ/mc0Y4ejtOhq2/hqjc3k1dWz0tXTmGRXCzZjJKaJk57ci2npITz2jVyB11iDOCf+dx66pvbufXUZMZEBZAa5d8v31fiWgw2ULFBCDHHBoOaBfxZCLHU9PNvAIQQj3U55lVgjRDiY9PPOcACIKGv95pDBiocz/GaZq54I5vi6iZevyazz+h5c5ueB/6zi292l3D59Dj+cu4EqznvBZWNfLO7hP/uKCKntI7Pb53F1FHOVyudr2vk6V8O8d+dRfh7uXPL/CRWzEnA17Pnsg2DQfDljiIe/+EgFfUtXDI1jgeXjXGokKCr0dSq52/f7ufDTfkoSmdw4vQJIwaV3WIwCB78bDefby/kwaXDo0+6PalpamPeP1czOS6Yd6+b7ujhWMwnm/P5v6/3c/upSdx+avKwCSYKIbj1g+38cqCUT2+ZxZT4kH69N7esHoGx/aukb3LL6jnjufWcOiaCV66aOmzsrL90zfp89rIMzkx37oCnq3LXxzv4Yd9xVt4nNQkknWw7VsVN721F19Da8VpUoBepUQGkRgWwYEyEzL4ZQgw2UPEsEA38F2hRXxdCfDHIQV0ELBNC3GD6+WpghhDiji7HfAM8LoT41fTzSuBhjIGKXt/b5Rw3ATcBxMfHTz127Nhghi0ZBAWVjVzxRjZVDW28tXwa00dbFhQwGAT/+jmHF1fncUpKOC9eOfB06NLaZr7dXcLXu4vZkV8NwJT4YK6aOYoLpsQO6Jz24uDxWp78MYdfDpQREeDFDXNHExnYGXhQMDqc7QbBR5uOsT2/mklxwfzlnLRh29XDGuQcryPY18Oq4mp6g+D+T3fy353F/Ob0sdw83zV3ksvrWvD20NhFR8ZS/vHDQV5Zm8e3d57C+JGu1YdebxC4DcPyh5qmNs56fj0GA3x719xed85qGtv4NbeCdYfKWXe4nJKaZjzdNXxx62wmxDiXDomzoTcILn5lI9qKBn66dx6RAVIwsjdqm9tY8fYWduRX8a9LJnF+hnP7CK7G5iOVXPJqFnedlsx9S8Y4ejgSJ0MIQUlNM4dK6zhUWkfO8XoOldZxuKyO5jYDi8ZF8sez0ogPkwEuV2ewgYq3zbwshBDXDXJQFwNLuwUbpgsh7uxyzLfAY90CFQ8BiX291xzOmFFxvKaZDzcd455FqUPaQS2qbuLCl4zq++9dN31AC+dPtxbw2y/2MDrcKDBnSfRdCEFeeT0rD5Sx8mAZW45WIgSMHxHI2ZNGclb6CJeL4m89Wsk/fjjIlqNVPR4T7u/Jw8vGcuGUWFn37aS06w3c8++dfLO7xGWUzlva9Ww7WsWaQ+WszSknp9RYChMT7ENKlL8pRTOAMdEBJEf64+1hXyXz4zXNLHhyNcvSonnmsgy7XlsyOHYVVHPRKxsZNyKQcdGBaDSgURTcNAoa067/rsJqdhVUYxAQ4O3OnKRw5qSE8+KqXDzdNXx951yCfJwnaOZsvLFey9++PcDTl8pFt6U0tLRzw7tbyT6i47HzJ5rt0CPpnXa9gWOVjRw6Xseh0noOldVx6HgdRyoaiAzwYuX9C/DxlF0vJJbR2m7g7Q1HeHblYdoNglvnJ3HrgiS7+xsS69FboKJPyX8hxArrDwkwakvEdfk5Fii28BhPC97rEny/t4TnV+VyuLSeZy6bPGRvtEe/PUBNUxtf3DabcSMGtst5SWYcsSE+3PL+Ns5/aQOXTosjOtCb6CAf09/ehPl50qo3sOlIJasOlLIqp4yCyiYAxkYHcOdpKZwzaaTTtCkcCJkJoXx68yyKqpto1xsDjV3DjUIIRgT5yAe/k+PupuGZSyejNwj+9u0BPNw0Nm+LK4SgsKqJ0tpmyutaKKtroazO+O/yuhY0ikKQrwfBPp4E+3oQ7OtBkI8Htc3trM0pZ2NeBY2tejzcFKaPDuX8KWPRG4Rpx6Oejbk6WvUGAKIDvXnnummMjbZfVsOzKw8Zs1Xk7pzLMSkumL+fP5HnVh5m7aFy9EJgMIiOvw0CkiL9uePUZOalRjA5Lhh3Uxng+BGBXPpqFg/8ZxevXS3LGcxxtKKBJ3/KYeHYSM6bLMUzLcXPy523V0zj5ve38cgXe2g3CK6aOcrRw3IJ8nWNvLD6MF/tLKal3fhcUBSIC/ElNcqfxeOjuGBKjPRVJP3C013DzfOTOHdyDH//7gDPrjzMFzsK+eNZaSwaFynn/x6oqG9xyfJvSzIqUoGXgSghxARFUdKBc4QQfxvUhRXFHaMg5kKgCKMg5hVCiH1djjkTuINOMc3nhBDTLXmvOZwxowLgzV+P8Ndv9jMzMZTXrskccirvW45WcvErWdyzKIV7Fg2+00FuWT33/HsHB0vqaDecaL8ebsbdt5Z2A94eGuYkhXPauEhOHRPJyH6IHkok9qJNb+D2D7fz0/5SHj1/IlfMsM2OXX1LO/f9eyc/7S894XU3jUK4vycRAV4IAdWNbdQ0tVHf0n7CcbEhPiwYE8H81EhmJ4WZbW3brjdwVNfIgZJa/vbtfppa9by1fBqZCbbXfsktq2fJ02u5dnYCfzo7zebXkzgXb/16hL98s9+lS6lshcEguOz1bA6U1PLzvfMHpbEzXGlp13PrB9tZk1PGm8unceqYSEcPyWk5WtHAC6tz+XJHEW4ahQunxDJ1VAhjogJIivTrVV9LIukvG/Mq+NNX+zhcVs+icZG8cMWUIbvpO1C+3lXMw5/v5uMbZzplKfhgSz/WAg8CrwohMkyv7RVCTLDCwM4AnsHYYvQtIcTfFUW5BUAI8YqpPekLwDKM7UlXCCG29vTevq7nrIEKgK92FnH/p7tIjQrgneumDZnaUYNBcO6LG6iob2GVldP7DAZBRUMLx2uajX9qjX+3thuYkxzOrKQwOVlJXILWdgM3v7+VNYfKeemKKVZvx5uva+TG97ZyuKyOO09LISM+mMgAbyIDvQj19TRbHtSmN1DT1EZ1Yxsebgrxob792qkoqGzkmrc2U1LTxEtXTuG0sbZVzr/l/W38mlvB2gcXEOaCuwaSwSGE4PaPtvPjvlI+umEGMxKdsyWtI1A7q/zzonQuyYzr+w0SszS0tHPxK1nkVzby+a2zGRMtBVy7cqSigedXGTMo3DUKV84Yxc3zE62q7ySRmKNNb+CN9Uf4xw8HeXjZWG5dIIPVKrsKqrnk1SzSY4P44IYZeLk737posIGKLUKIaYqi7OgSqNgphJhs/aHaFmcOVACsPVTOrR9sI9zfi/eum05CuJ+jhzRoPt9WyP3/2SVrYiWSPmhq1XPVm5vYU1jDO9dNY3ZSuFXOuzGvgts+3I4Q8MIVGXZVyq6ob2H525s5UFLHkxen22wO2J5fxQUvbeS+xanctVC2fB2u1DW3ce4LG6hraefbu+YOmYD/YCiobGTpM+vITAjl3RXTZFr0ICmpaeKcFzbg6abhqzvmuGQqtS145pdDPLfyMJ7uGq6aMYqb5ifK+09id254dyvZWh1rHlwg702Mul3nvPArHk4+X/UWqLCkz2OFoihJmMrgTd06Sqw4PomJ+akRfHTjTOqa27jolY3sLapx9JAGRWNrO//88SCT4oI5d5KsiZVIesPH0403r80kIdyXm97bZpX7//2so1z95mbC/b347+1z7N7OK9zfi49vnMn0hFDu/fcu3vz1iNWvIYTg8e8PEu7vxfVzR1v9/BLXIcDbg5eumkJdcxt3f7yTdpNeynBFCMHDn+9Goyg8fsFEGaSwAiOCfHjjmkwq6lu4+f1tNLfpHT0kh3OgpJZnVx5m2YRo1j90Gr8/a7wMUkgcwm/OGEtzm56nfz7k6KE4nKZWPTe+t5WGlnbeXJ7ptEGKvrAkUHE78CowVlGUIuAe4BZbDmo4MzkumM9unY2XuxuXvppFtlbn6CENmFfWaimtbeGPZ42TnSckEgsI9vXk3eumE+jtzvK3N3O0omFA52ltN/DbL/fwh6/2MT81gi9vm81oB2VoBXh78PaKaSxLi+av3+zniR8P0lcmX39Yk1PO5iOV3L0w2axuhmR4MTY6kL+fN5EsrY6nhrmz+u8tBWzM0/HbM8ZJjSYrMikumKcumcy2Y1X85os9Vp3PXJFHvztAoLcHj54/kYgA11wMSYYGSRH+XDVzFB9vzueQqSvZcEQIwQOf7WJvcQ3PXZ5hV1Fza9NroEJRFDfgViHEIiACGCuEmCuEOGaX0Q1TkiL8+fzW2UQHeXPHR9upbGh19JD6TXF1E6+ty+PsSSOZOsr2QnoSyVBhRJAP710/A71BcM1bmymra7b4vUIIft5fypKn1/LRpnxuXZDE69dkEuBggV5vDzdevHIKl0+P48XVedzx8Q5qm9sGfV69QfCPHw6SEOYr2wZKOrhwaiyXT4/jpTV5rM4pc/RwHEJ9SztP/pTD9IRQLp8udSmszZnpI7hvcSpf7ijipTV5jh6Ow1h7qJz1hyu487Rkgn09HT0ciYS7F6bg7+XO3789YNfrHtM18Nh3B3hpTS6FVY12vXZ3nl15mG93l/DIsrEsHGdbfTBb02OgQlEUdyGEHpgKIIRoEEIM3/CUnYkO8ubFK6dQ09TG7//rehH7f/5wECHg4WWyTaBE0l+SI/15e8V0KupbuPatLRYt6g8er+XqNzdz43tbcXfT8O5103l42VjcnCSbyU2j8Oj5E3lo2Rh+2HucM59bz86C6kGd8431Wg4er+OBpWPwcLMkQVAyXPjT2WmMiQrgd1/soaFbB5vhwKtr86iob+V3Z46TJR824s7Tkjl38kie+DGH7/cMv4povUHw6LcHiA/15epZsmWrxDkI8fPkroUprD1Uzho7BKr3Fddw58c7OPXJNbz56xH++UMOc/+xmote3sj72cfsvtn87e4SnvnlMBdOieWmeYl2vbYt6FFMU1GU7UKIKYqi/AtIAf4DdOQhCyG+sM8QrYezi2ma46U1ufzzhxyeuzyDcyaNdPRwLGJHfhXnv7SRO05N5oGlMlAhkQyUdYfKue6dLYwO9+O0sZFMiAliYkwQo8I6O3Do6lt4+pdDfLQpnwBvD+5dlMKVM0c59cJ927FK7vp4J6W1zTy4dAw3npLYr/KwlnY9f/7ffj7enM+icVG8dvVUWV4mOYltx6q46JWNrJg9mj+ePd7Rw7Ebx2uaWfDkahaPj+b5yzMcPZwhTXObnitez2Z/SS3f3DmX5Mjh0wnkk835PPLFHl66cgpnWLlTlUQyGFrbDSx5ei2e7hq+u+sU3K3sDwkh2HSkkpfX5LH2UDn+Xu5cOTOe6+eMpqXdwP92FfPVziIOldbjrlE4JSWcC6fGcubEETYNHO8prOHiVzcyYWQQH97onB0+zDGgrh9dAhVvd3lZAAoghBDXWX+otsUVAxXtegMXv5qFtryBn++dR6STt3kSQnDByxsprGpizQMLZM24RDJIftx3nBdX53KwpI5WkzhggLc7aSMDGR3uzze7i2ls1XP1zFHcvTCFED/XSL+taWzj4c9388O+48xLjeCpSyZZJPZUVtvMLR9sY3t+NbctSOL+JWOcJmtE4nz8/r97+GhTPl/dPpeJsUGOHo5dePA/u/hqZzEr759PXKivo4cz5Cmra+bUJ9awYGwkL14xxdHDsQsNLe0seHIN8aG+fHbLLJm1I3E6fth7nFs+2Mbfz5/AlTOsl/GjLa/n/v/sYkd+NeH+nqyYM5qrZo4iyOfEElshBAeP1/HVzmK+3lVMUXUTN89P5JFlY21yvxRUNnLhyxudvsOHOQYaqCgEnsIUmDD9rSKEEE9Ze6C2xhUDFWC8Kc54bj2zk8J589pMp34gfLWziLs/2Sn7tUskVqa13cCh0jr2FtWwp6iGvUU15JTWMWN0GL8/cxwpUa63kyeE4INN+fz1m/0E+XjwzwvTmZ8a0WN2xPb8Km55fxt1ze08efEkzkyXu3iS3qltbmPRv9YSEeDFV7fPsfrOmrNxoKSWM55bzw1zR/O7M4dPFomj+ecPB3l5bR4/3TPPJefi/vLUz8Z2pF/cNpsp8SGOHo5EchJCCC59LZu8snpWP7iAQCtode0vruWatzZhEHDv4lQunhqLt0ffWQsGg+BP/9vH+9nHuOu0ZO5bYt1s87LaZi56JYuapjb+c8ssUl1sDuotUNHbdrcb4M+JAQoV1xJMcHESI/x5eNlY/u/r/fxnayGXTHPOAEBzm55/fH+QtJGBXDQl1tHDkUiGFJ7uGibEBDEhJojLTK8JIZw6cNkXiqJw9cxRZI4K4c6Pd7DinS2E+nkyOymMeSkRzE0J7+hW8MnmfP741T6igrx497rZjBvhuirWEvsR6O3Bn89J47YPt/POxqPccIrr1+z2xmPfHyTQ24M7Tk1x9FCGFTecksg7G4/y3KrcIV9uc7ymmdfW5XFW+ggZpJA4LYqi8Iczx3POi7/y0uo8Hjl97KDOt+1YFSve3oyflzvvXz+D5Eh/i9+r0Sj83zlptOkNPLcqF093DXecZp05urqxlavf3ExFfQsf3jDD5YIUfdFboKJECPEXu41E0ivXzkrgx33H+cs3+5mdHEZsiPOlc76+TktxTTNPXTpZ1otLJHbAlYMUXRk3IpCv75jLD/tKWH+4gvWHK/hmt1GcLinCj7hQX9bklHNKSjjPX54h1eUl/eL0CdEsHBvJv346xLIJ0U75/LQG6w+Xs+5QOb8/cxxBvo7t9DPcCPXz5JpZCby6Lo+7FyYPaa2Kf/2Ug8EADy8b3MJPIrE1E2ODuCAjlrd+PcKVM+IHXAr36+EKbnp/K5EBXnxww4wBPUM0JkHx1nYDT/50CE93DTfNSxrQeFQaWtpZ/vYWjlQ08PaKaWQMwcBhbzmQQ8MDHiJoNApPXDQJgIc+243B4FxJLaW1zby8No9ladHMTAxz9HAkEomL4ePpxvkZsTx1yWQ2/3YhP94zj9+fOY7YEF92F9Zw8/xE3l4+TQYpJP1GURT+ct4EFAX++NU+l+uiZQl6g+DR7w4SF+ojOzA4iBtPGY23uxvPr8p19FBsxr7iGj7bXsjyOQlS/0TiEjy4dAwaDfz2yz20mXS++sNP+45z3TtbiAvx5dNbZg0q0K3RKPzzonTOSh/Bo98d5O0NRwZ8rpZ2PTe9v5U9RTU8f0UGc5LDB3wuZ6a3QMVCu41CYhFxob784axxbMzT8X72MUcP5wSe+DGHdr3gN2fICLtEIhkciqIwJjqAG05J5N3rprP9D4v5zenjhry+gMR2xAT7cN/iVFYdLOO7PccdPRyr8+WOIg6U1PLg0rEuo/Q+1Ajz9+KaWaP4elcxeeX1jh6O1RFC8Oh3Bwjy8eD2BcmOHo5EYhHRQd786ew01h+u4OF+bvR+sb2QWz/czviRgfz75plEBgy+oYG7m4anL53M0rQo/u/r/Xy4qf/ruXa9gbs+3sGGXB3/vDCdpWnRgx6Xs9Kj1yeEqLTnQCSWcUlmHKeOieCx7w+w7ViVo4cDGNvhfL69kBVzEhgV5ufo4UgkEolEchLLZycwISaQP3+9j5qmNkcPx2o0tep58sccJsUFc7YUmHUoN85LxMvdjReGYFbFqoNlbMjVcffCFFlaJHEpLp8ez/2LU/liRxF/+/ZAn1l1Qgje3nCE+z7dxYzRoXxwwwyrZnN6uGl4/vIpnDY2kt99uZfX12ktzvZo0xt45Is9/LivlD+dPZ4Lpw5tTUC5PeViKIrCPy5MJzrQmytez+bn/aUOHY8Qgr9+s59QX09uP01G2CUSiUTinLi7aXj8gnR09S3884eDjh6O1XhrwxGO1zbzuzPGDRndGlcl3N+Lq2bG89XOIrRDKKuiuU3Pn7/eR3Kkv1VbPUok9uKO05JZMSeBtzYc4aU1eT0eV9vcxh0f7+D/vt7PonFRvLV8Gv5evUk6DgxPdw0vXTmFhWMj+ft3B1j69Dq+31PSYxClprGNl9fkMe+fq/lsWyH3LEphxZzRVh+XsyEDFS5IZKA3n906m7HRAdz8/tYBpQ1Zix/2Hmfz0UruW5JqldY/EolEIpHYigkxQayYM5oPN+WTladz9HAGzZGKBl5ek8fi8VFMHx3q6OFIgJvmJeHpruGF1UMnq+KlNXkUVDbx13Mn4Okulw4S10PtAnJ+RgxP/JjDR5vyTzpmR34VZz63nh/2HufBpWN47eqpFrUfHSjeHm68cW0mr1+TiUajcOuH27ng5Y1sPtJZ1KAtr+cP/93LzMdW8o8fDjI63I+3lmdy98Lh0dlJcYSolKIoocC/gQTgKHCJEOKkOgZFUZYBz2JslfqGEOJx0+tPAGcDrUAesEIIUd3XdTMzM8XWrVut8yGcgMbWdm7/cDurc8q567Rk7l2catfdlOY2PYufXoufpzvf3DlX1o9LJBKJxOlpbG3njGfXoxeCH+6eh58NdsvsQWltMxe+vJHGVj3/vW0O8WFS3NBZ+Os3+3ln41FW3jefhHDXLok9WtHAkmfWcfqEaJ69bGi3XpUMfdr0Bm5+fxurc8p48YopnDFxBAaD4PX1Wp74MYeoQG+euzyDqaPs20GjXW/g8+2FPPXzIUprW1g4NhKBseTK003DuZNHct3c0UOyNbuiKNuEEJnmfueoleUjwEohRAqw0vTzCSiK4ga8CJwOjAcuVxRlvOnXPwMThBDpwCHgN3YZtZPh6+nO69dkcklmLM+tyuWRz/fQPgBF24HyzsajFFQ28fszx8sghUQikUhcAl9Pd564eBKFVU08/r1rloDUNLZxzZubqWpo5Z0V02SQwsm4eX4i7hrF5bMqhBD86X/78HTT8Lszxjl6OBLJoPFw0/DiFVOYGh/CPZ/s5H+7iln+zhYe+/4gi8dH8d3dp9g9SAHG0sRLp8Wz5oFTeWjZGDYfqWR3YTX3LEphwyOn8cTFk4ZkkKIvHLWNcC6wwPTvd4E1wMPdjpkO5AohtACKonxiet9+IcRPXY7LBi6y5WCdGXc3jVGzIsiH51YepqyumRevnIKvp23/a8vrWnhhVS6LxkUyN2VotsSRSCQSydBkWkIo188ZzRu/HmHZhGiXau3W1Krn+ne3cKSigbdXTCM9NtjRQ5J0IzLAmytmxPNe1jHuPC3ZZYXGf9x3nLWHyvnDWeOJDBx8xwOJxBnw8XTjzWuncelrWdz18Q683DX8/fwJXDE93uE6Pz6ebty2IJkb5iaiKMbAynDGUZ8+SghRAmD6O9LMMTFAQZefC02vdec64PueLqQoyk2KomxVFGVreXn5IIbsvCiKwn2LU3n0/ImsPVTOeS9u4ODxWptdTwjBY98foLlNz29lhF0ikUgkLsgDS8eQGO7HQ5/tpq7ZNbqAtOkN3PbhNrblV/HMZZNdKsAy3LhlfhJuGoUXXTSrorG1nb98vZ+x0QFcO0sKaEqGFkG+Hrx33XSunjmKr+6Yw5UzRjk8SNEVT3fNsA9SgA0DFYqi/KIoyl4zf8619BRmXjtBUENRlN8B7cCHPZ1ECPGaECJTCJEZERFh+QdwQa6YEc87K6ZT2dDGOS9s4N2NR/tswdNfDAZjGuAX24u4dUESiRH+Vj2/RCKRSCT2wNvDjScvmURJTROPfnfA0cPpE4NB8NBnu1mdU87fz5vIGRNlK1JnJirQm8umxfHljiLK6podPZx+89zKXIprmvnbeRNkea9kSBIZ6M1fz5vA2OjhV1LhKths5hFCLBJCTDDz5yugVFGUEQCmv8vMnKIQiOvycyxQrP6gKMq1wFnAlcIRiqBOyrzUCH645xTmJIXxp//t44Z3t6Krb7HKufUGwUOf7+a9rGPcPC+R+xanWuW8EolEIpE4ginxIdw4L5GPNxew9pDzZl0KIfjbtwf4ckcRDyxJ5YoZ8Y4eksQCls9OoE0v+HhTQd8HOxG5ZXW8sV7LRVNjyUyQ3WQkEoljcFSI9H/AtaZ/Xwt8ZeaYLUCKoiijFUXxBC4zvU/tBvIwcI4QotEO43Upwv29eGv5NP509njWH65g2bPrWX94cA5Ym97A3Z/s6Ojd+8jpY50qRUoikUgkkoFw76JUUiL9efiz3dQ0OWcJyLsbj/LWhiMsn53A7acmO3o4EgtJjPBnwZgIPth0jNZ2+4mdDwYhBH/8ah++nm48cvpYRw9HIpEMYxwVqHgcWKwoymFgselnFEUZqSjKdwBCiHbgDuBH4ADwqRBin+n9LwABwM+KouxUFOUVe38AZ0dRFFbMGc1Xd8wh2MeDq9/czKPfHRjQg7K5Tc+tH2zjm90l/PaMsdyzyL5tUCUSiUQisRXeHm48efEkyutb+Ns3+x09nJM4XFrHo98f5LSxkfzxrPHy+etiXDs7gfK6Fr7fW+LooVjE/3YVszFPx4NLxxDu7+Xo4UgkkmGMMpyqJjIzM8XWrVsdPQy709Sq5+/f7eeD7HwmxATy3GUZFmtLNLa2c/P721h/uIK/npvG1bMSbDtYiUQikUgcwJM/5vDC6lxeuWoqyyZEO3o4gDGb8YKXNlJY1ciP984jMkB2XnA1DAbBwqfWEuzrwZe3zXH0cHplTU4ZN7+/jXEjAvn81tm4aWRQTCKR2BZFUbYJITLN/U6q4wwDfDzd+Nt5E3nt6qkUVjVx5nO/8umWgj6FNktqmrj2rc1syK3gyYsnySCFRCKRSIYsdy5MJj02iPs/3cmh0jpHDweAF1blsqeohkfPnyiDFC6KRqNw7axR7MivZmdBtaOH0yO/7C/lpve2kRzpz9vLp8kghUQicTgyUDGMWJIWzQ93z2NyXDAPfb6bOz7aQU3jifW4Le16vt1dwrVvbWbO46vYkV/Nc5dncNHUWAeNWiKRSCQS2+Pl7sZrV2fi6+XODe9upaqh1aHj2VVQzQurczk/I4bTZYcPl+bCqbH4ebrx7sajjh6KWb7fU8ItH2xj3MhAPrphJiF+no4ekkQikcjSj+GI3iB4bZ2Wf/2UQ1SgN09fOhl/L3c+3VrAf3cWUd3Yxsggby6aGsvFmXHEhfo6esgSiUQikdiFHflVXPpaNlPjQ3jv+ukO6WXf3KbnjOfW09ii58d75xHk42H3MUisy5//t48PNx1jwyOnOVV2zFc7i7jv011MjgvmnRXTCPCWtiaRSOxHb6UfMlAxjNlVUM3dn+zgqM7YOMXTTcOStCguyYxjTnK4TPuTSCQSybDk822F3P+fXVwzaxR/OXeC3a//f1/v4+0NR3n/+umckhJh9+tLrI+2vJ7T/rWWexelcveiFEcPB4DPthXy0Ge7mJYQylvLp+Hn5e7oIUkkkmFGb4EKOSMNYybFBfPNXafwxnotwT4enJcRQ7CvTPeTSCQSyfDmwqmx5JTW8do6LWOiA7hyxii7XXtjbgVvbzjKtbNGySDFECIxwp/5qcZWpbcuSMLT3bHV1x9vzue3X+5hTlI4r1+TiY+nm0PHI5FIJN2RGhXDHH8vd+5ZlMryOaNlkEIikUgkEhMPLxvL/NQI/vTVPjZpdXa5Zm1zGw9+tpvEcD8eOX2cXa4psR/L5zi+VanBIHj650P85os9zE+N4I1rZZBCIpE4JzJQIZFIJBKJRNINN43Cc5dnEB/my60fbqegstHm1/zL1/spqWniX5dMkovHIcj8lAhGh/vxjoNENeua27jp/W08u/IwF0yJ4dWrp+LtIe1MIpE4JzJQIZFIJBKJRGKGIB8PXr8mkza9gevf3UJJTZPNrvXr4Qo+21bIbQuSyYgPsdl1JI7Dka1KteX1nPfiBlbnlPGns8fzr4sn4eUugxQSicR5kYEKiUQikUgkkh5IivDnlaumUlzdzNnPb2Dr0UqrX6O13cAf/7eXUWG+3HFastXPL3EeHNGqdNXBUs59YQNVjW18cP0MVswZjaJIwXSJROLcyECFRCKRSCQSSS/MSQ7ny9tm4+/lxuWvZ/Px5nyrnv+tDUfQljfw57PTZCr+ECfA24OLM+P4Zncxx2uabXotIQQvrs7l+ne3Eh/my//umMOspDCbXlMikUishQxUSCQSiUQikfRBSlQAX90+l1lJ4fzmiz388au9tOkNgz5vSU0Tz608zKJxUZw6NtIKI5U4O9eZMhr++s1+m13DYBD84au9PPFjDudMGslnt8wmNsTXZteTSCQSayMDFRKJRCKRSCQWEOTrwdvLp3HzvETeyzrGVW9sQlffMqhz/u3bA+gNgj+dPd5Ko5Q4O/Fhvtx5ajLf7inhl/2lVj+/3iB46PPdfJCdz83zE3nm0slSnFUikbgcMlAhkUgkEolEYiFuGoXfnDGOZy6dzM6Cas55YQM5x+sGdK4NuRV8u7uE2xYkExcqd7uHEzfPTyI1yp8/frWX+pZ2q523TW/g7k928Nm2Qu5dlMojy8ZKPQqJROKSyECFRCKRSCQSST85LyOGz26ZTbvBwEWvbGSTVtev97e2G/jT//YRH+rLzfMTbTRKibPi6a7hsQvSKalt5skfc6xyzpZ2Pbd9uJ1vdpfw2zPGcveiFBmkkEgkLotDAhWKooQqivKzoiiHTX+b7cOlKMoyRVFyFEXJVRTlETO/f0BRFKEoSrjtRy2RSCQSiUTSycTYIL64bQ6RAV5c/dZmvt9TYvF739l4hNyyev509ngpoDlMmToqhKtnjuLdrKODblfa1Krnhne38vP+Uv56bho3zUuyziAlEonEQTgqo+IRYKUQIgVYafr5BBRFcQNeBE4HxgOXK4oyvsvv44DFgHWltyUSiUQikUgsJCbYh89umc2EkYHc9tF23s862ud7jtc088wvh1k0LpKF46JsP0iJ0/Lg0jFEBXjzyOe7ByzOWt/SzvK3N/NrbgX/vCidq2clWHeQEolE4gAcFag4F3jX9O93gfPMHDMdyBVCaIUQrcAnpvepPA08BAgbjlMikUgkEomkV0L8PPnwhpksHBvJH77ax5M/5iDEye6JEILDpXX87ss9tBsEfzwrzQGjlTgTAd4e/OXcNA4er+P19dp+v7+0tpkrXs9m67Eqnrl0MpdkxtlglBKJRGJ/3B103SghRAmAEKJEURRz/bhigIIuPxcCMwAURTkHKBJC7Oqr9k5RlJuAmwDi4+OtMHSJRCKRSCSSE/HxdOOVq6by+//u5YXVuZTVNfPo+RMprWthQ24FG3Mr2Jino6zO2CXkkdPHEh8mBTQlsCQtmmVp0Tz7y2HOmDCChHA/i963u7CaG9/bSl1zO69dPVVm50gkkiGFzQIViqL8AkSb+dXvLD2FmdeEoii+pnMsseQkQojXgNcAMjMzZfaFRCKRSCQSm+DupuGxCyYSGeDFc6ty+Xl/KVWNbQCE+3syOymcOclhzE4Kl10+JCfwf+emseFfFfz2yz18eMOMPkUwv9ldzAP/2UWYnxef3zqbcSMC7TRSiUQisQ82C1QIIRb19DtFUUoVRRlhyqYYAZSZOawQ6Jq/FgsUA0nAaEDNpogFtiuKMl0IcdxqH0AikUgkEomknyiKwn1LxhAX6svqnDKmjgplTnIYY6ICZAcGSY9EBXrz8Olj+f1/9/Lmr0e4etYovNxPFlk1GATPrjzMsysPkzkqhFeunkq4v5cDRiyRSCS2RTFXQ2nziyrKE4BOCPG4qZtHqBDioW7HuAOHgIVAEbAFuEIIsa/bcUeBTCFERV/XzczMFFu3brXSp5BIJBKJRCKRSKyDwSC44o1ssrWV+Hq6MSc5nAVjIlgwJpKYYB+aWvU88J9dfLunhAunxPLoBRPMBjMkEonEVVAUZZsQItPc7xylUfE48KmiKNdj7NpxMYCiKCOBN4QQZwgh2hVFuQP4EXAD3uoepJBIJBKJRCKRSIYCGo3COyumszGvgtUHy1l1sIyf95cCMCYqAIHgcFk9vzl9LDfNS5QZOhKJZEjjkIwKRyEzKiQSiUQikUgkroAQgrzyelYfLGd1ThkFVY388aw0Fo+XopkSiWRo4IwZFRKJRCKRSCQSiaQHFEUhOTKA5MgAbpyX6OjhSCQSiV3ROHoAEolEIpFIJBKJRCKRSCQqMlAhkUgkEolEIpFIJBKJxGmQgQqJRCKRSCQSiUQikUgkTsOwEtNUFKUOyHH0OCTDgnCgz5a5EokVkLYmsRfS1iT2QtqaxB5IO5PYC2lrPTNKCBFh7hfDTUwzpydVUYnEmiiKslXamsQeSFuT2AtpaxJ7IW1NYg+knUnshbS1gSFLPyQSiUQikUgkEolEIpE4DTJQIZFIJBKJRCKRSCQSicRpGG6BitccPQDJsEHamsReSFuT2AtpaxJ7IW1NYg+knUnshbS1ATCsxDQlEolEIpFIJBKJRCKRODfDLaNCIpFIJBKJRCKRSCQSiRMjAxUSiUQikUgkEolEIpFInAaXDlQoihKnKMpqRVEOKIqyT1GUu02vhyqK8rOiKIdNf4eYXg8zHV+vKMoL3c41VVGUPYqi5CqK8pyiKIojPpPEObGWrSmK4qsoyreKohw0nedxR30miXNizXmtyzn/pyjKXnt+DonzY+VnqKeiKK8pinLINL9d6IjPJHFOrGxrl5v8td2KovygKEq4Iz6TxPkYgJ0tVhRlm8metimKclqXc8l1gaRHrGVrcl3QOy4dqADagfuFEOOAmcDtiqKMBx4BVgohUoCVpp8BmoE/AA+YOdfLwE1AiunPMhuPXeJaWNPWnhRCjAUygDmKopxu89FLXAlr2hqKolwA1Nt81BJXxJq29jugTAiRCowH1tp68BKXwiq2piiKO/AscKoQIh3YDdxhn48gcQH6a2cVwNlCiInAtcD7Xc4l1wWS3rCmrcl1QQ+4dKBCCFEihNhu+ncdcACIAc4F3jUd9i5wnumYBiHErxgfgB0oijICCBRCZAmjuuh76nskErCerQkhGoUQq03/bgW2A7H2+AwS18BatgagKIo/cB/wN9uPXOJqWNPWgOuAx0zHGYQQFbYdvcSVsKKtKaY/fqYd7kCg2OYfQOISDMDOdgghVPvZB3griuIl1wWSvrCWrcl1Qe+4dKCiK4qiJGCMRG0CooQQJWA0JCCyj7fHAIVdfi40vSaRnMQgba3reYKBszFGXCWSk7CCrf0V+BfQaKsxSoYGg7E101wG8FdFUbYrivIfRVGibDhciQszGFsTQrQBtwJ7MAYoxgNv2nK8EtdkAHZ2IbBDCNGCXBdI+sEgba3reYKR64ITGBKBCtOu4efAPUKI2oGcwsxrsm+r5CSsYGvqedyBj4HnhBBaa41PMnQYrK0pijIZSBZCfGntsUmGFlaY19wx7gBtEEJMAbKAJ604RMkQwQrzmgfGQEUGMBJj6cdvrDpIicvTXztTFCUN+Adws/qSmcPkukByElawNfV1uS4wg8sHKkwPrc+BD4UQX5heLjWlballHWV9nKaQE9NsYpGphJJuWMnWVF4DDgshnrH6QCUuj5VsbRYwVVGUo8CvQKqiKGtsM2KJq2IlW9NhzNpRg2L/AabYYLgSF8ZKtjYZQAiRZ0rJ/xSYbZsRS1yR/tqZoiixGOeua4QQeaaX5bpA0idWsjUVuS4wg0sHKkz1iW8CB4QQT3X51f8wCpVg+vur3s5jSs2pUxRlpumc1/T1Hsnwwlq2ZjrX34Ag4B4rD1MyBLDivPayEGKkECIBmAscEkIssP6IJa6KFW1NAF8DC0wvLQT2W3WwEpfGis/QImC8oigRpp8XY6wNl0j6bWemVPtvgd8IITaoB8t1gaQvrGVrpt/JdUEPKEb/wjVRFGUusB5jraLB9PJvMdYIfQrEA/nAxUKIStN7jmIUX/IEqoElQoj9iqJkAu8APsD3wJ3Clb8ciVWxlq0BtUABcBBQa9NeEEK8YY/PIXF+rDmvdTlnAvCNEGKCXT6ExCWw8jN0FEYV82CgHFghhMi312eRODdWtrVbgLuBNuAYsFwIobPbh5E4Lf21M0VRfo+xdOhwl9MsEUKUyXWBpDesZWsY5ze5LugBlw5USCQSiUQikUgkEolEIhlauHTph0QikUgkEolEIpFIJJKhhQxUSCQSiUQikUgkEolEInEaZKBCIpFIJBKJRCKRSCQSidMgAxUSiUQikUgkEolEIpFInAYZqJBIJBKJRCKRSCQSiUTiNMhAhUQikUgkEolEIpFIJBKnQQYqJBKJRCKRSCQSiUQikTgNMlAhkUgkEolEIpFIJBKJxGmQgQqJRCKRSCQSiUQikUgkToMMVEgkEolEIpFIJBKJRCJxGmSgQiKRSCQSiUQikUgkEonT4O7oAdiT8PBwkZCQ4OhhSCQSiUQikUgkEolEMqzZtm1bhRAiwtzvhlWgIiEhga1btzp6GBKJRCKRSCQSiUQikQxrFEU51tPvZOmHRCKRSCQSiUQikUgkEqdBBiokEolEIpFIJBKJRCKROA0yUGFFjlQ0cMdH22loaXf0UFyK//t6H2tyyhw9DJfimM5oa/XS1vrFX7/Zz+qD0tb6w/rD5fzpq70IIRw9FJehqVXPnR/vIK+83tFDcSk25lbwh/9KW+sPzW167vp4B4dL6xw9FJfio035vLFe6+hhuBQFlY3c/tF2apvbHD0Ul+KTzfm8ti7P0cNwKYqqm7j9w+3UNEpb6w//+OEgP+477uhhWBWnDVQoirJMUZQcRVFyFUV5xMzvxyqKkqUoSouiKA84Yozd+WJ7Id/sLuGXA6WOHorLUFzdxNsbjvLyGjmJ94cvdxTxze4SfhpiE5ItKatt5s1fj/Di6lxHD8WleHfjUd7NOsbhMrnotpQsbQVf7yrm/aweyy4lZng36yjvZx/j4HG56LaUTUcq+d+uYt6TtmYxQgheXJ3L0z8forlN7+jhuAz/21XMt7tL+GGP9Dv6w0tr8njq50M0tUpbs5T/7Szm2z0lfLunxNFDcRmqG1t5ZW0eL6waWj6uUwYqFEVxA14ETgfGA5crijK+22GVwF3Ak3YeXo9ka3UAQy6aZUvU72zL0Up09S0OHo3rkJUnba2/ZJlsbVt+FeV10tYsQW8QbDpSCcCPe6WtWYp6f/68v1RmB1iIoautyXnNYlRb+2n/cQwGaWuWUFjVRFF1Ew2tejbkVjh6OC6D9Dv6T1F1E/mVjTS3GVh3uNzRw3EZ5Hqq/2RrKxEC9hTVUFTd5OjhWA2nDFQA04FcIYRWCNEKfAKc2/UAIUSZEGIL4BR5QU2tenYWVOOuUViTUy6j9BaSrdXhrlEwCFh5QKbkW0Jzm54dJltbe6hcRuktJFtbibtGQQjjAlLSN/uLa6lrbsddo/CT/M4sRrW1ouom9hbVOno4LsHB43VUN7bhrlH4cZ+0NUtRn6GltS3sKqx29HBcAnXBbbQ1uRCyhNZ2A1uPGee19bkVsuzUQrKlrfWbNr2BLUeNtrYxr0KWGlmI+iwAhlS2tbMGKmKAgi4/F5pe6zeKotykKMpWRVG2Hi6pssrgzLHtWBVtesHVs0bROESi9JuPVHLuixtobLXdAylbW8mpYyOJCfbhp/2uf2PpDYIrXs/mh722S1fbkV9Na7uBq2eNornNwPohEKXfdqySc1741abOzyatjnmpEcSH+g4JWzMYBFe9sYlvd9vO1tRdjatnjRoyUfqPN+dzy/vbbHb+mqY29hXXcMWMeDQKQ8LWyutaOOPZ9eTYsCSjq60dKKmloLLRZteyF59uKeCm92zXEr2+pZ09RTVcPj1+yAQTdfUtnPnceg6U2C7Al63VEebnyekTR/DLgTL0QyAT5W/f7OfJH3Nsdv7dhdU0txn9jtZ2A+sOub7fsbOgmrOf/9WmC+FsrY5gXw/OSh/BygNltOsNNruWvXjsuwP844eDNjv/nqIaGlv1XD1rFG16wZoc17e1PYU1nPX8eptqbmRrdcxMDCMl0p+fhlCw31kDFYqZ1wb0JBFCvCaEyBRCZBo07oMcVs9ka3W4aRTuOi2FAC/3IRE5/XJHEbsKqtlZUG2T86spcbMSw1iSFsW6wxUuL0S6v7iWjXk6vrHh4jFLq0OjwJ2npRDo7T4kdh+/3FHE7sIaduTbJphYWtuMtqKBWYlhLE2LYmOujjoXj9IfPF7Hr7kVfLun2GbXyNbqGB3uxzWzEoChEaX/95YCfth3nKqGVpucf8uRSgwCTp8wgumjQ4fEs2D1wTL2l9Sy8qDt5posrY74UF+Wz04AhkbK77+3FvDT/lKblTVuOVqJ3iBYmhbNzMSwIfGdrckpZ19xLb/YKOgihOhw6JelRVPZ0MrWo5U2uZa9aNMb+HhzPp9vL7TZNbLydCgK3H5qMqF+nkPC1v67o4g9RTVsO2a7TcwsrY4Zo0NZNmEENU1tbD7i2rbWrjfw0aZ8Pt9mO1tTg9a3Lkgi3N9rSNjaVzuL2FtUyxYbzTWVDa0cPF7HzMRQlqZFs/lopc18HHvjrIGKQiCuy8+xwKC98dZ2AzVNtlmcZGl1TIwJIsTPk1PHRvLLEIicqpPFnsIa25zflBI3KymMJeOjaW03sNbFo/RZWmMmzZ4i23xnYPx/mRATRKifJwvHRbHyYKnL25qairvbVram7WJradG06g2sdvEovaq5YavvrF1vYPORSmYmhjE63I+USH+XdxjUHWiw3T2ardXh6a4hIz6YJeOjOVRaz5GKBptcy15k2fhZYDAINh+pZFZiGKPC/BgbHeDyO0INLe3sMgX5d9vQ1jzcFKaOCmFJWhTa8gZyy1xbiLRjXrPRd5Zf2UhxTTMzk8JYMCYCT3eNywf79xTV0NCqp6SmmbK6ZptcI/uIjrHRgYT7e7FwbCSrDpbR2u7afoetfdyCykYKq5qYlRjGvNRwvNw1Lv8M3VdcS11LO2V1LZTW2sbWsvJ0pEb5ExngzeLxkaw5WOby5fS2ntc2H+nq40ahN4gh09jBWQMVW4AURVFGK4riCVwG/M8aJ95rAyNpbDU6JDMTwwBYqkbpbRiltTXHa5o7nGtbLh6DfT0YExXAtIQQQnw9XH4SVxfcx3SNVDdaP5rZ3KZnZ35XW4uiutG1o/Rltc3klau2Vm2Ta2RrdQR6uzNuRCBT4kMI93f9HSHV1gqrmmyyY7u/xOiQzEwMBYzz2uYjlVS6cJR+y5HKjjRvm9naER1T4oPx9nBjSVoU4NrZAUIImwcSDxyvpaapjZlJRltbkhbNlmOVVLiwwPLWY1W0q7ZWYKtnaCWT44Lx8XRjyfhoAJdfdHfaWrVNzt8RtE4Mxc/LnVOSw/lx33GXFr1VvzOwzaK7pV3PtmNVJzwL6prbOxZfroiuvqWju5CtbE0VB56ZFIavpzvzUiP4ycUFlrv+n++yQbZ1m97A1qNVHT7ukrRoGlr1bMxz3XL66sZW9ptK2Ww3r1Xi4+HGxJhgJsYEMTLI2+WfBSpOGagQQrQDdwA/AgeAT4UQ+xRFuUVRlFsAFEWJVhSlELgP+L2iKIWKogT2dW5bOFrbTA7JrCTjjdUZpXdd51TNDEgM92N3UbWNrmFMidNoFNzdNCwaF+XSUfp2vYEtR6tIDPcDbLNju/1YFa16Q4fDMC81wuWj9OqDLzHcz2Y7G1l5OqaPDsNNo+CmUVg8Psqlo/TGbhw6m9pap0PfGYA1CFw6Sp+l1eHppiEm2Mcmz4Kaxjb2Fdd2OFmxIb5MiAl06fvzqK6R47XNJIb7UVTdZJPggbrQ6hqAFQKbpf/bg6w8o7BZbIgPe2zwDK1rbmNvUU3H/Rkd5M2kuGCXtrWCykaKqptIDPejtNY2O7bZ2krC/b1IivAHjPNaUXUT+4pdV/Q2W6tjVJgvimIbH3dXQQ3NbYaO+3NuSji+nm4ubWtqECEx3M9mAdisPB0hvh6kRgYARlsrqWm22fXsQVaejrhQH9w0ik38jt2FNTS16TvmtdlJYfh7ufPjXtd9Fmw6YuzGofq4tghUZeXpyEwIwdNdg6IoLEmLZv3hcptqDNoLpwxUAAghvhNCpAohkoQQfze99ooQ4hXTv48LIWKFEIFCiGDTv3t90ni6aWwSzcrKM+pTZI4KAeiI0v+0z3Ujp1l5OoJ8PLgoM5aCyiar1zp1TYlTcfUo/Z6iGupb2rn+lNGAbRyGbJM+xbQEY6BiKETps7U6ArzduWRaHMU1zVZvHVpS08RRXWNHcAdcP0qvduO4bu5oFMU2u2hZeToSI/yIDPQGYEJMoFH01oWd06w8HZPjg8lMCLGJk7X5qNEhOWFeGx/Njvxqm6XJ2ho1iHDjvETAVkGxShLCfBkR5APA+BGBxIb4uPRCKEurY3JcMNMTQm3yLNh6tAq9QXQsHsEY4NldWEOxi4renmRrVv7e1OygmYmhKIpRCm3huEij6K2L2lpru3EH+tQxkSRH+NssaK0oMGO08Rnq7eHGgjER/Ly/1GVb4mbl6fD1dOOKGfE2K2NQtVA0pk4Mi8ZF4ubC3T/UbhwLUiNJifS3mY8LMN1ka17ubqZy+lKXFb3NytPh7aHhypmj0DW0UlxjXVvT1beQU1p3wrNgSVoULe0G1rp4iTM4caDCFvh4utnsxkqPDcLPq1Os09Wj9Gq2w+S4YMD6dVVdU+JUXD1KrwZYlqZFkxDma5OgWLa2kokxQQR4e3S85upR+qw8o61lmGzN2ruPm7QmW+syibt6lF7NeFoyPorEcD92Wfn/Xs0O6vqdKYoxE8VVRW/VbhyzEsNIjw22ST13tlaHl7uGSSZbBlg6wZiS76odGbK0OiIDvDh70kjjjq2Vyxj0BsHmI7qTbG1pWjQbXFT0tiPbISmM9NggyupaOG5l5zTblB00xbRBAsZnAbjuojtLqyPc35NzJ49Eo1g/TfqYKTuoq62F+XsxLSHUZdOkdxVWG3egk4zz2u7CaqtvWmRrdYyLDiTY17PjtaVp0ZTXtbCjwDVLnLO0OqYlhJIRb7x/rF3GoGYHdbW1YF9PZriwwPLuQmM3jllJYUyyoa2NiQogzN+r47WlaVHoXFj0NlurI3NUaMdm9m4r25pa+t3V1qYnhA6JcnoYhoGKomrr1nM3tLSzu7DmhB006IzSu6KRFFY1UlDZxKykMCbEBAGwx8oOQ/eUOHD9KL0qABTu78XE2GCr7wY1terZUXDi4hFcO0rfme0QRlpMkE1SV9XsoPEjOivDXD1K3zXbIT022OrBnX3FtdS3tJ80ry1Nc13R282mbhzq4hGsv2ObladjSnwI3h5uHa+lRPozOtzPJReP6g70LFNgLynC3+q2dqCkltrm9pPmtaUm0VtXbE2nduOYlRjGxNhgwPqL7iytMTuoq60lRfiTHOnvkotu1dZmJBrr+VOjAqy+QaLu1pqztZzSOo66oOit2o1j5mjjvFZR30qJFYNinfoUJ35np46NxMNNcUlbK6trJresnllJYYwfEWiTMoasXmwtr7yB3LJ6q17PHnS9fybGBlHV2EZhlfWyt9TsoFlJJ35nC8ZEuqzoraqFMispjLEjAvBwU6w+r2VpjdlBql8D4O6mMYntu245vcqwClT4mh7olhhJu97AqoN9L5hVwazuk1FnlN71nNOsLt04Ar09+lXDt7uwmpKavieu7ilxKq4ape+YYE12kB4TZHEZg94gLLK17flVtOnFCVko4NpR+q621rEQstDW9liY4px9RMd0kxZKV1w1Sq9mO6i2NjEmyOJ67prGtg5nozdUJ2tGl3IZoEP01hUX3Vl5xmyHjPhg0kYGmnZsLbO1Xy3IIqlubOXA8dqTnCxjvWgUWXk6m/ZQtwV55fVU1LecMK/tsrDGtra5zaLSqp4Wj1NHhRDmom0Qs/I6sx36uxDakFtBfR+2VmvK2Oj+nYFxXnPF1nSqFkrXec3Seu6Cykb2Fff9/WZpdUQEeJEU4XfC664sepuVp2P8iECCfD2YaFqoWDKvGUx+R1+B+p351bS0G06a1wK9PZiV5JpCpNmmLMtZiWH4eLqREulvcVZiUXWTRaL82VodoX6epEb5n/C6q9va2OgAQv08O4P9FnwXltrablN20Mxufoe/lztzXVT0dlOXbAcvdzfGRAdY7OPuK66hoLKxz+OytToyE0LxcDtxSa+W01vi8zkzwypQ4ePpZnE993d7j3PdO1v5rI++1Nlao2DW1C7plypL01yzNV2WOsGash3SY4MsevDpDYKr39zMrR9s73UyMZcSp+KqUfrdXdIvgS6TeHWf7/3BZGv/3lrQ63HZ2hO1ULriqlH6rDxj55dx0cZsh/RYyxZCBoPgmrc2ccsH23o9tri6iWOmjI3uuGqUXtVCUW1tUpzlzukr6/K47LXsPufAbK2OpAg/IgO8T3hdFb11xSh9llbH1FEheLm74evpTkpkgEW73Pm6Rq56cxN/+/ZAr8dtNglmmV88RtNuEKzKcS1b6xpIBOP9WV7XQmlt3wHY19ZqueL1TezsI801W6tjdLgf0UEn2lqH6G1OOS3triV6m6XVkWHKdvDxdCM1KsCihVBhVSNXvrGJv369v9fjth41Zgd1d+jBaGuu2JruJFuLC0bX0EqRBcHoP3y1l8teze6105YQomODRNWnUIkN8SVtpOuJ3ja36dmW3xm0Hj8iEHeNYtG89vOBUq57ZysfbTrW63HZ2koUxZhK3p2laVEc0zWSU+paLXGz8nQEeLmTNtLod0yKDWaPhWUMf/zvXi59NavX7ldCCDZpK0/QQlEZEeTDpNgglwv2t7Tr2XqssuP5NiY6AE83DbsssLXVOWVc985W3s862utxnfoU5gOwrlhOr2qhqGsCS8uzhBBc984Wbnxva6+bmBX1LRwqrTf7LDjFxcvpVYZVoEKjKBZnB2SZdoKeX3WYNn3PDnm2VsekuOAT9ClUXDFyKoQg2yQ2pe5AT4wN5nhtM2V97NjuLza2mNtZUM2aXlLDe0qJA9eN0qvplzNME2x/yhh+zTV+Vy+syu118ZeVp2NCN30KFVe0NTix8wsYd2wr6ls43oetHTheS1VjG7sLa1h5oKzH47p3ruiKq0bpu98/40cEoVEsK8/aaFoMPPPLoR6Padcb2HKk8qQdNBVXjNJXNbRyoKT2BDuYGBvEnqK+g2KqHsh/thb0uruR1aFPEXTS7ybHBhMZ4OVymihZWh0jg7yJD/UF6FcZw/pc4/f29M8925qxe02lWScLjLZW39LOxlzXsTW180vX+yc9JsiihZC60/vZ9kKO6Xre4MjK0+HprmFK/MlBa1dtTadqoaidjNJjLCvPatMb2HykkrqWdt5Yf6TH447qGimtbenV1rbnV/fp5zgTO/Krae2S7eDtYQyKWbLLrQaGXlyd12v3qyxtRUfGRncWj49CUXC5eS1ba8yydDftQFtaxtCmN5Ct1dHQque1ddoejyuobOpxMw6MYt67Cmssyj52FtTOL6qtebm7MXaEZdkBqt/x0prebS1bW9mRsdGdReOiXFL0VtVCUbMd0mOCqG1u55iu90wJbUUDpbXGspHv9/b8mc1psKl4e7gxP9V1y+lVhlWgAugQgOmLrDzjQ7OgsonPt5nPqlD1KXp68Llia7r8ykaKa5pPcOgtTfFSHfqIAC+e/vlQj05ZTylxKq4Ypc/S6hgbHUiIaYLtTxnDhlwdI4K8Kapu4tMesioaW9vZVVhtdsENrhmlN9f5pXMh1IetmR58kQFePNWHrQX5eDA2OsDs710xSt9VCwXo2LHtq6RNFfiLDPBi5cGyHne69xbX0tCq79HJckXR201HTtytBSyu51Y1TjQahRdW5fZ4XLa2kswEY8ZGdzQaY/nH2kPlLtMS12AQZGsrmZnUuQOtljH0dX/WNLWxp7CaEUHerD1UzrZj5sur1O41Pdna7GST6K2L2Vr3zi+WLoSy8owdkNw1Cs/3YWsZcSfqU6i4Ymu6rlooqq1ZWs+tCvxFBnjx9oYjPe509xa0hi5CpC4kepuldgEb3emDqhmwfQZgTT7u8dpmPtmcb/aY5jY92/N79jsiA7yZEh/iUvfn8ZpmjlQ0nPQsgL79jl0F1TS06hkR5M27G4/22KrZYltzoWBiVy0UlYkxxmB/X4tg1dbK6lr4cJN5W2ttN5yQsdGdMH8vMl1M9LarFopKR3lWX+upLj7uM78c6rFsJlurw8/TjYkxJ2+QgNHWyupa2GFlAU97MuwCFRNNCty91XOrAn83zUtkUlwwz/ew060KZvV0Y4Hrtabrnn4JdNRz95W6mq2tJDHCjweXjOlxp7u3lDgVV4vSq2JT3R9KlpQxFFQ2kl/ZyI2nJDJ1VAgvrs41u5DZfqzaqE/RQ1AMXC9Kr2YGzEoK73gtbaS6EKru9b1qO8OHlo1lf0ltjw+vbG3lCRkb3XG1KH13LRQVS5xTtZ3h386bQIivR4873eocMMNM+iW4pujtxjwdPh5upJsCYUDHv3uzNWO6eCVzU8K5Ynp8jzvd1Y2tHDxee4IT152ladE0telZ5yJCpIfK6qhsaD3B1iwNiqnCpY+eP5EwP0+e/vmw2eN60qdQ8XLvtDVXEb1VM2smxwd3vDbJwgBstlbH3ORwrpo5ii+2F5otG1W71/Tmd7haa7ruWihg2rGNDrTgWWC0oecvz6CxreedbnWxNDrcz+zvU6P8SQjzdalFd1ZeBRNjggjskmWZHhtMTVMb+b1kf6ntDK+ZNYoZo0N5sYed7p0FxoyNXn3ctCj2l9RaVEvvDKgbal0/k1rGsLuPUt2NpsX6C1dMoaVdz6tr88wel63VEebnSXKk+c245Eh/kiL8XMvWzGTWTIoNpq65naO9ZH+p2k1XzRzF7KQwXl6TazaAuquwmua2vmzNtURvu2qhqKRGBeDlrumz80e2Vkd0oDd/OGs8h8vq+WZ3cY/HmdOnUDl1bCTuGsVlfFxzDLtAhSWR066pNPctTqWousmsfkC2thIPN/P6FCqu1pquU2yqc4JV67l7Sy1X08VnJoZx/pQYRoX5mt3p7islDlwvSr+jB7EpS8oY1EXhnORw7lucSklNM//ecrKtZWkrjPoUZupEVVwtSp+dZ3yYd82sUVNXe7s/u7YzPG/ySEaH+/HML4dOWjQXVTeRX9nYYwkDuF6UvrsWisrE2GAq+6jnVtsZzkuN4Ob5ST3udGdrdaRE+hMR4GXmLEZcLUqflacjMyEET/fOR97Y6ABTPXfPtta1neFtC5Jw1yg8t/Lkne5srUmfohdbm5kYRqC3u8vYmrmgNRjntb5qbDfkVuDtoWF2chi3Lkji19wKNpkpFcrS6kgM9yMq0NvMWYwsTYtG19DKtmOuIbCs2lrXzBpLFkJdtZtumZ+Ep7uGZ82UaG3p0r2mJ1ytNV1PtjbRggCs2s5wRmIY50waybsbj54kYt2bPoWK2hI3K09HTZPzi942terZWVB90pxjiY+rtjOclRTGvYtTKa9r4YPsk7UqsvJOztjojup3uJKtmesCNnZEQJ+tlzfkGhfrU0eFcF5GDO9lHTupVEgIQVYftgbG723TEdcQve0ps2aiBdnWXbWb7l2cSkV9K+9nnWxr2WrGRm+bceNdq8S5uxYKgIebhvEjA3sN9qsbJDMTQzlz4gjGRAXw7C+Hae8mQ1Be18Lhsvpe11NBPh7MSgpzuRLnrgy7QMX4EUF97th2ncjmpYQbd7pXnbzTna3VMSk2GF/Pk/UpVFypNZ2afmlugu1rx3ZfcS11pnaGHm4a7jotxexOd18pcSquFKVXH+bTuz3M0+OCgd4dhg15FYT7e5Ea5c/spDCmjw41m1WRra0kPTYIfzNaKCquFKXv7WE+qQ/tALWd4aykMNzdNNy9MMVsHV92Xu+7tSquFKXvroWiMskC57RrO8NrZo0i3N+Tp7plVbTpDWw92nP6pYoqeusK85r6MO++CPL2MDmnfXxnYJyvIgO9uXrmKL7cUYi2/ETR2mytDm8PTcfOuTk8OtqFlZ7kcDgjWXk64kJ9iA3xPeH19LggqvsoY9iYV8G0hFC83N24csYoYzlgt0V3R3C7lwU3wIIxEXi6aVxiXqtsaDW2out2/3i6axjXx0KoM8MsjIgAL66dlcBXu4rJLTuxBDJba9SnmGx6vpjD1VrTdddCUZkUG2TasTXvB3RvZ3jXwhSzO91HKhooq2vpNbgDxqzEdoNg9cGedY+cha3HKmnTi5NsLTUqAE93Te8+rrYzw2xmYhhzksN4ZW3eSTvd2VodaSODCPI5WZ9CZVSYH2OjA1xmg6S7LpZKemwQe3spY2hq1bMjv5o5ycYM0LtOS6HdIHi5m63lVzZSUtPc57ymit6udAFb255fdYIWikpKpD/eHhp29TGveXsYtZumJYRySko4r6zNO6mzUfYRY/l0sO/J+hQqcaGuJXrbXQtFZVJsMHuLanrMEuzIMEsydka8d3EK2ooG/rfrxKwKcyWt5liaFs1RXSOHSl1LbF9l2AUq1FZEvTmnXdsZKorC/YtTT6rjq29pZ09RTZ8G4kqt6bTqw9zMIiU9NghdQyvFPdRzqwEItZ3huZNHkmhmpzurj5Q4lSXjXSdKn9XDw7yznrva7PuEEGzM0zHbVJerKAr3LU49qY6voaWdXQXVfS4ewXWi9Md0PT/MJ8YaF0IFleYXQh22Zlqsnz1pJMmR/ifV8WVpdYT4ejAmyrw+hYorRem7a6GojIk21XP3MK91b2fo6+nOLfOT2JCrO0EUc09RDQ2tJ2dsdMeVRG97C45OjOldgTtbqyPcv7Od4c3zk/Byd+O5lYdPOi5zVOgJGRvmWJoWRXVjW8eOprNiMIlcmn0WxAQDPQfFyuuMKuSzTSVdPp5u3LYgiWxt5QntStXgdl/zWoC3B3OSXWNHaJO2Z8dxYh8LIVW7KcX0bLx5fhK+Hm4888uJtpal1TE1PsSsPkVXXEX01pwWisrEDlurNvvePUUntjNMivDn/IxY3s8+cae7NwHvrmTEmURvXeFZkGfsODetW5alMSgW2LuPqzVm/ajp4vcuOnmnu7nNuDDvbYdbZUlaNFuOVfao2eAsFFY1UlDZZPb+TI8Jpq6l5zKGrccqadUbmG16b0K4HxdOieHDTfkc7+IXd2QH9fG9pccGER3o7RK2lt1DGHe60gAAhPBJREFUZo27m4a0kUG9drfL1lZ2dNsCuG9xKlWNbby78WjHMS3terMlreZwFdFbc1ooKhNjgmhs1Z+04aGS1U0gc8n4aMaPCOTZlSdmVWTlGfUpJnTJ2DCHK/m45hh2gQowThA97diaa2c4KynspDo+S/QpVJaMd43WdD2lX0KnyGFP5R9Z3doZurtpuHvRiTvdlqRfqiSE+zEmyvmj9M1tenbmV5v9zvoqY8gtq6e8rqXjwQfGial7Hd+2Y1W0W2prLhKlz+pl8dixEOrh4de9naGbRuGeRSkn1fFla3XMGB3Woz6FSlyoL+NHOH+UvictFOis5+7JYVDTxbs6nVfNNO50dy3R6mwPZoFzOj7KJaL0WVod/l7uZsWm0mONCtzm6rk756tOPZ2IAC+umT3qhJ1udRfdEod+XmoEXu7Onx2wv8TYwcncvNZRxtDDs0ANRnSd1y6fHk9U4Ikiyx36FJbYWlo0hVVN7C9xbtHbLK3aii74pN/1thDq2m1LtbVQP0+Wz0ng2z0lHDxu/Nw1jW3sL6m16FlwSko4Ph7OL3prTgtFJSXKHy93TY+i1KrP0rWd4V0Lk2k3CF5a07nTna2tJCrQi4Qw35PO0RVNl5a4zi56m6XVkR4bZLbjXHpMz0GxznaGnd9ZZkIo81IjTtjp3p5fRau+d80AlSXjoxACfnHyEufefdzesxI35J4cGLrztBQMBsFLazrLATuD271vxqmbmOsOOb/obZZWd5IWisrEmCD2FtWazQ5Qu2111W7KiA/htLGRvLZOS12zcfN2V0ENLe0GC4NixkW3s5fTm9NCUemrPCs7zyiwr2aYGbMqUjmma+SLHUWdx2l1TDOTsdGdyEBvMuKDnf5Z0BPDNFBhrOc2l7pqbvdNUZST6viytTo83BSz7cG6o0bpf3b6G8t4c5h7mI8zKXCbE9TsqZ3hWekn7nRbmhKnsjQtii3HKnvtV+1oth0zPsx7igT3VsawwdS+T00lVFHr+LramrtGIbMXLRSV9JggRgR58/N+556QsvJULZSThc06F0In21pnO8MTv+8zJpxYx6d2FLHkwQedUfrutc3ORE9aKCpqeZY551RNF+86X3l7uHH7giQ2H6nscOCytZUndBTpjSUm0Vtnt7XsPPPpl9DpMJib146Y2oN1/75vnnfiTvdmC9MvwZjJckqKURzSmbMDOp+D4Sf9rqOMoQcna2OujkBvdyZ0CQx5e7hxx6nJbDlaxa+meS9bDW73ok+hsrjD1pz8GZrXs7BZelzPzmlBZdNJ3bYAbjwlET9Pd55Vbe2oWu/d97ymtqb75YBz21pvi0cPNw1pI3vODjDXznBUmB8XTYnlo835lNQ0dQQcZ1mwQQKdorfq89kZqTd1nOvtWdDQqkdbcXIQWdVg6/7eexelnLDTna2t7FOfQiVtZCCxIT7Of3+qHeciT86yVMsYepzX8irIiA8+ITAUF+rLxZlxfLK5gKLqphO0BSy1tZZ2A+sPO6+t9aSFojIpLoimNj25ZWZs7UhPtpZKTVMbb284ChifBeZKWs0xJiqAhDBf57c1M1ooKokR/vh5upkN9vc0Xy0aF8nEmCCeW3mYNr2Bsrpm8sobLMpCAaOt7Suu7VXHzFkZpoGKngVgsrU6gn1PbmfYvY4vO09HRlwIPp69p1+CMRo2OymMLUernNZhMHbj6Plh7uXuxpho8z2Te2pn2H2n29KUOJU5yeEIAdudWEQtK0+Hm0bp8WHeWxnDRlMNeFy3utzOOj4tDS3tve6cdEejUZiVFMZWJ7e1rF5srXMhVH3S7zrbGZ74fXev4+tYaCWdvNAyx9wUo+1uz3duWzOnhaKSbqrnPmYmO6CndoaXTY8nOtCbp34+1KFPYemDLzLQm9TIALYcdd7vrLS2GW1Fzw9ztZ7bXKZYdg/9ybvvdGeZOoqoaep9MTc5jOKa5h7L6JyBrLwTs5a601sZw0ZtBTMTw3Drlsl0ybQ4RgYZba1db2DL0SqLdmsBwv29GBsd6NSCmh1aKD18puSInhdCPXU/Cfb15Lq5o/l+73H2FdeQlXdyR5HemJMSTmltS59tUR1JT1ooKumxwewtPrmeu7d2hneclmzc6V6dR155A+V1LRbb2vTRoXi4KU49r6kZveYCidC1o5F5W/M1086w+053dp6OCT3sondHURTmJIWz9Zhz+x1q1pK5LMveyhhqGo2lk7PN+BN3nJYMwIurcznaRXzZEjITQvB00zj1vNaTFopKb+VZ2dqTu22B8fmxeHwUr6/XUtPURlae7qSOIj2hKAqzk8PZfqzKqbuOZWl7tjU3jUJaTJBZQc3csnp0Da0n2ZBaGl5Y1cRn2wp79E96Yq5pQ3TrUecuOzXHsAxUqPXcu8zcWD0J7UBnHd/La/LYU1Rj8W4twJRRIZTXtTitc3q4rJ6K+tZesx16qufO6kW08IwJIxgbbdzp/jW3gnB/zz5T4lTSY4Nx0yjsKHDeSVxNietJ5LKnMga9wRg1ndPDQvq+xalUNhhtbXdh763oujMlPgRdQ2uPGg+ORnUce9uBNi6Eak96EPWmN9C1jm9DbsUJ9d59kTYyCA83hR351ZZ/EDvTkxaKSk8Og9rOsKfypNtPS2brsSpeXJ1Lo5mAY29MGRXMzoJqp3UYetutBZMCdw/13NlaYzvDRDPtDG88JRF/0053trbypI4ivTHFlBm1w0mDYu16A5vNZC11RS1jONKtjKGg0lgD3j1LDIzB7jsXprAjv5oXVudSb4E+RVemxAezM995ba0zOGr+M/W2EMrS6gj3N6/ddP3c0QR4u/PML4fJ1upOqPfuiymmgIazBmB700JR6ameW21naO77jgv15ZJpcXyyJZ8vthcCljv03h5ujB8Z5LT3JxizxHrrOJcU4YePh1uP89q0HrJ+7lts3Ol+aU2ecRe9n8+CmqY2sy11nYH8ykazWUtdUcsYuosdZx/RYRAnZ78CxAT7cNn0OD7dUsBn24wd2yz93rzc3ZgQE+jUttaTFopKYrgf/l7uPW789vRsvGdRCnXN7by0Jpft+ZYHrcHo49a1tJPXg8aDo+nQQun1GRrE/uJa2rrZWlYvz5EFYyLIiA/mhVW5rDtUjn+3jiK9MTY6AG8PjVP7uD0xLAMVXu5ujBsReFJ2gGpcPd0wah3fC6tzTfXelt9YGXHGB4qzZgd0Zjv0/Jkmmeq5j3VT4FbbGZpLF9doFO5ZlIq2ooFv95Qww8L0SzCKsI0bEcD2Y9WWfxA7oopc9rbg7qmMYW9RTUfnCnOouxsvrsm1WAul873BgPM6p73pU6ikxwZT39KOtpvTk6XVkdhDunjXOr6vdhX3GHA0h+qcOut31psWikqqqZ67u6116lOYf+8lmbHEBPvwrEkgckY/57WapraT/p+chaw8YxnCODPplyqTTNkBXXds+2ox13WnO6e0rl/359joQLzcNU47r3V0cOrF1tQyhu7PUDVdfnYP771oaixxoV1tzfJgf4bJOc11UudU1ULpTdgsPfbkhZCa6tvTszHIx4MbT0nk5/2lFutTqIyJCsDX081pndPetFBUJsWZL89S2xnO6CHD7PZTk1FQeHltHtGB3ozqQ5+iKxlxwewurHHa7jxZ2t4zet3dNEyICTwpaN1XO8MJMUEsGR/FK2vzTPoU/bs/AbY7qa31FbSGzjKGvPITn2cbcyvw8XDrsdPObQuS0WgUXlqT12NJa09kxIewu7DGabvz9JXRq9EoTIgJPOn+7NRuMv99p40M4vQJ0by2TmvSpxhCPm5e3xm96XHBtLQbOFR6clenmGAfYkN8TnqPmlVRVN3E59sLmZYQ0qc+hYq7m4b02GCnDor1xLAMVIAxcrqnW+qqJak09y1ORQjwdNN07IxZwtgRzh3NysrTERtychlCVzrEhrpETtv0Brb00c5waVoUaSMDEaLvtqTdmRIfwq7C6h7b+DiSrSaRy94+U09lDBtNE5m5VEKVexcZbc1do5CZYLmtdTqnzjkhqUJBvTmOneVZ1R2vdbQz7OX7XjQukvTYIKOtWaiFojIl3pgx5IzOaV9aKKDu2J4cgM3qo52hl7sbd5yWjBCcVO/dF6rD4Ky2lmVaAHYvQ+jKxNhgGlr1HOlSz62t6Dtd/Lq5own0Njpv/XGyPN01pMcGOW2mWGeHhJ4XKWoZQ/esxI15xiyUnro6ebhpuPO0FIQwtlNWxZctYYqT21pvWigq6bEnL4Q6OiD1YkMr5iQQbEqL7s+8ZnROnTc7oDctFJXR4cZ67u7lWWoHpJ7aGao73eqzwNINEjDOa01teg4er+v7YDvT0cGpDzuYGBPMvuITg2JqO8Pe7u17TH6HRqHHXXRzJEf4E+Dl7rS2lqVVdbF6zrJUsxLNzWvTRvfc1Sk6yJsrZ8Sb9GP6Z2tT4kNoaTd0COY6E31poaikxwZzoKT2hGDLJgueI/csSgVA6aWk1RyJ4X4E+Xg473rK1N0wNapnW0uPOTnYr3ZAmtGLxsnc5HCmJYQM0McNYV9xrdMLBXdn2AYqJsUGm/pzdzoM2Ra0M5wcF8zZk0aycFxkn+3BuuLhpiE9JtgpnVODQZB9RNdnECE1KsCkwF3d8dqeohoa+2hnqCgKDy8bS6C3O/NTI/o1toz4YBpb9SdFHZ2BLFP6ZV9BhPTY4JPKGDbmVTAmKoCIgJ5FCyfGBnHe5JGcOjYSX8++9SlUOpzTgmqL32MvLBU2S47wPyl1dX9J3+0Mu9ragtTIfo0tIz6E5jaDUzqnfWmhqJir5862oJ3hRVNjGTcikNMnjOjXuJIi/AnwdndKWyuqbiK/srHPeW2SGQXuvtL4wbjTffeiVGJDfDoCa5aSER/CvqJaWtqdz2HIytP1GURwd9MwYWTQCU5W93bLPXFBRgxpIwM5Y0J0v8Y12omd0760UFQ6tQOqO17rrZxNJcDbg3sXpRITPEBbc1LntC8tFDDWc0/oVs/dWwekrtx+ajLh/l4sTeuframiw844r23WGjPk+pzX4oJoaTdwuIvIYbbW2M7QXAcklfEjA7loaizzUyMIsECfQkWjUZgcH+yU96cQgqy8vjvOdZQxdJnXymqbOVxWz5w+FoW3LkgiIsCLZf20tc5gf3W/3mcP+tJCUUmPDaK1W3ZAT/oUXRkTHcClmXGckhLRY0mrORRFIcOJbS3bAlsbFeZLoLf7CfPa4bL6HjsgqSiKwkPLxhLg7c5pY6P6NbaM+GDaDYJ9xT23LnZGhm2gYqIZQU1L2xk+d9lkXr5qar+vmREf7JTO6cHjdVQ39p5+CaZ67pEnpnipTlZP6Zcq81Ij2PWnJb1mbJijo2TGCaP0WVodk2KD+wwiTIwNOqGMoaVdz5ajJ3dJMcfTl07m9Wsy+z22jPgQ9juhc3qo1CQU1Mdndzej9t6phdK7rc1JDmfXn5YQ349UXzCm+4Jz7tj2pYWikh5rrOdWazctbWfo4abhu7vmcveilH6NS6NRmBwX7JQlbZak+oJRgdvX0+0kW7OkneH1c0ez/qFTzdZ790ZGXDCtegP7ip1rF03NkLMk821ibNAJO7aHSuupqG/pNUsMjPf2N3fO5b4lY/o1NtU5dcpngYW2NjrMuBDqHhSzJF382tkJ/PrwqRbrU6hkxBmd071masgdiSVaKCrpsSfWc1vazjAq0Jstv1vIsn4GxWJDfAj392KHM85rpgy5jD4EVdVgRNegWFaeZe0Mn7gonbdXTO/32DLigjl4vJaGFudqt6mtaKCsrqXPeU0tY+i6eLQk+xUgMsCbzb9dyJnp/Qv2jwjyJirQyynntb60UFQ6tNhOmNeM2k19PRsfu2Ai7103EFsL4VBZHbWmFqfOgqqF0pePqygK6bHBZoPWfc2J0xJC2f2nJT1mLvZER8mMk5ad9sSwDVR0b0WktjO0ZPHYn7SurmTEhzilc9qbeEt30mOC2NelnjsrT8eYqADCLGhnOJDvbVSYL6F+nk4XOa0zpV9a9J11K2PYkW8UATMnzNSdgdralPgQ2g3CrMCRI8nKM9awW74Q6qwT7mhnaEG6+EC+t9gQHyICvJzO1izRQlHp3p970xGdxSmCg5nXDpXWUe9kzmlWXt8ZcmDasR0Z1OEwqC3mLG1nOJDvrVNQs7rf77Uluwv7zpBTUcsYVM2IjaZ7e3ay7WxtSnwIh8vqnc45tUQLBU5eCPWlhdKdgXxvqnaAs9maJVooKhNjT6znzsqzvJ3hQL6zjh1bJ8yoyMrrO0MOICHMj4AuQbH+tDMc8LNgVAgGYb7biCOxNJAIpjKG4s4yho15FcY2kxaIFg7U1qbEhzjd/Ql9a6GoxIX6EOzr0eHj6upbyCmts6nfMWVUMELA7gIntTULfdyc43UdG4qWlOCrDOR7iwzwJjbExykz+3tj2AYqVAVu1Tm1NJI1GJw1xSsrT0dCmC8jgk4Wb+lOuqmeW1teb2pnWNUvwaX+oigKGXHOJwDTmRLXt710L2PYmFuBRumfkFx/meyk2QFZWssn4kmxwTS3GVNX+9vOcCB02JqTOaeWaKGoJIaf2J87W1uJl7umQ5DOFkyJDzY5p9U2u0Z/UUuMZib2nSEHxkX3PtOObV55AxX1lrczHAhRgd6MDPJ2uvuzP8/B7i0QN+TqGBXm22ObSWuQEW90Tnc52T1qiRaKyqQuC6GjukZKa1ts+gyNCPAiLtT5nFNLtFBUupdnZWstb2c4UKbEh3CkooGqhlabXaO/VDe2cuB4rUULQI1GYWJsUGfQup/tDAfCZNOc4GzZAVlaHdGB3n1myIGpjEFvDIoJIdiQayxVteTeHigZ8cHkVzZSUd9is2v0F0u1UMDoO02MCWJXgbpBYntbmxQXjKI4p49rqaDqpNgg2vSCg8frTB2QdDb9zsAYuHa2NWhfGw/DNlABna2I9AbjrkZ/2hkOhKhAb2KCfZxqEjcYBJuP6CwWZem6Y7u7sJqmtv61MxwIGfHB5JU3UN3oPA7DJm2lxYKq3csYNuTpmBgbbFF/8oGiOqfOlOIlRN+t6LrSUZ5VWMPe4lrqLdx9GwwZJue00omc001ancWCqhq1nttka1n9bGc4EDqDYtU2u0Z/Kaxqoqjasgw5MNpaS7uBw6X1XRZQw89hyNbqLBZU7SxjMArQbtLqeuz2YS06ndNqm16nP5TUWKaFojKxy0Kot9be1iQjLsSpngVgnNcsFVSNDzXVcxfW0NymZ1s/2xkOhI6NJScK8Gw+UtkvEb2JsUEcPG4sN1a70ljaznAghPh5khju51T3pxCCTdpKiwVV07sIauZXNlJU3WRRlthgcMasp61HLdNCUUmPDeJQqTE7ICtPh28fWiiDJdDbg+QIf6daT4FxbWBpNuZEU2BvT2E1OaV1VDW22eFZEExJTTMlNU02vU5/eHP9kV5/P6BAhaIoU3r7M6CROoCO1NWyejZpK5mZaHk7w4GSYeoF7yzkVzZS29zeoQXRF2o9956imo4uKf1pZzgQVGGrnU60i7a7sIZxIwMtFlRVyxhqmtrYVVDdpzCTNZgSH8L2/CqEcI6OKYVVTVQ3tnU8lPtitJq6WlTdRQvF1rYWDMBOJ3JO9xTVMHZEgMWCqumxQewvqaW8roWDx2v73WmnvwT7epIY4edUOxtqyZOl85qaHbDHZGt9daWxBhnxwRRVN1Fa22zT61iKEMZSsb5q31XUMgY1kFjX0t5nHfdgCfT2ICXS36lsTQ0KWvq9da3nztYau6QkhlveznAgTIkP5nit8zinQgh2F9Z06AL1hVrPvaeomp0F1bS2994ByRqkxwbhplGcavG4p6gGN41i8QIwPSaYNr0g53gd2dq+u9JYg4z4EHYWOI/fcby2mYr6Fovvz44yhsIai/UpBsvEmCDcNYrTzWuKgsXZmBNjjFo4B0pqydbqmJYQ2m/tpv4yJT6EHQXVTmNrZbXNHK9tttjWRgZ5E+bn2fEsAMsyzAaDM5ad9iXuOVAr+lcvf54c4DntjuqcfrunhKLqJptHssA4iTuTc7rXZCCW1N9BpwL3rsJqsvIs330bDOlOtosmhGBvcU2/dibUMoaPNuXTbhAW6VMMloy4YMrqWiipcRJbMy0eLf3eumYHqJ0IeuuSYg0mOplzKoRRBG/CSMt3JtJjg2ltN/B+9jFjuzQ7BcV25DuPw7C3qAZ3jUJqtGUZcglhvgR4u7OzoIZN/dAMGAzOtotWVG0MJKb1w9YmxQZzoKSONTllADbPqABj8MmZnNN9psVjX/oUKupCaHdhdb/0KQaDs9laaW0LuoZWJvRjxzU9NoiDJXWsPVSOotBnB6TB4uvpztjoAKf5zsA4rxlbA1u2QaJmwP6yvxRteYPNF0FgDNhV1LdSUOkcQbG9RUZNOEvnNbWMYXdhDRtyK4gKtCyNfzB4e7gxfmSgU2UH7C2qJSnC3+INEjWgsfpgGYfL6u20ngqmurGNo7pGm1/LElT9wf7YWnpsp48bF+pj09JJgPEjAvF01zhVUEy9R3tiQIEKIcSpvfw5bUAjdQCJ4X74ebrxftZRwPbpl9BVp8I5jGRvUS0ebgqpfQjOdSU9xqjAvfWYZYrdg8Xfy50xUQFOM4kXVDZR19zer8WjWsbw1oYjeLpr+lRRtgaqc+os39veYqNDPya6H7YWG8SBklq2WtiJYLCozqmzfGfFNc1UNbb1KyimOqfvZx3F20PT73aGAyEjPhhdQyv5lc7hMOwtriUlKsDikhfVYfhhbwkV9a12cejTRgbi4eY8u2idDr3ltqaWMXy4KZ+x0ZaJKg8W1Tk9UtHQ98F2YG9xLUkRfhYvHtWF0I/7jlNeZ1stFJVxIwLxctc4TXee/gatwTivtRsEn2zOJ21kYL/aGQ6UjPhgdhZUn9Du2ZHsLa4lLcby7yw2xIcQXw/ezz4G2NnHdZKsxL1FxsyAcSP653fklNaxIbeCOUnhNg8kgnFjaXdhp3i4o9nXz8246EBvwv29utiaPYJiJh/XyeY1Szd+wVj+cbiszhi0tnHGMICnu4YJIwPZ7iQB2Ir6Fo73sXE/6LwcRVEmKIpyiaIo16h/BntOe6Hu2FY1thFmY30KlbSRgXi6aZwmSr+vuIYx0QF4ultuCmo9d3ObwS4PPlDTCasxOIHDoGahTOiHw6CWMZTXtVik2G0NVOfUWWxtb1GtqduO5Z99oklsqKHV9looKlPiQ9hVUOMUzmmHQ9+Pncf4UF+CfDyoamwjc1SoTfUpVNQSC2ewNSEE+4pqmNDPWuyJMcFUNRpFnfrqG28NvD3cSBsZ5BTfGRifBf3JDIDOMobyur7bkloLZ0td7W/GExgXQh22ZocsFE93DRNjgpxGKHhvsbp47J9DD1DV2GaXoDUY57X6lnZyy+rtcr3eKKttpryupV+2pigKE2ON81qAl3u/sqUGypioAHw93Zzm/txXXNOvzAAwPgv0BmG0NTvcn2Cc1xpb9Rwqdbyt6eqNmbj9tTV1XvOzsT6FSkqkPwFe7s4TFCuuITHcr8828l1JjwnCIKCu2fYabCpT4kPYU1TT0dnGkVjSBXNQgQpFUf4EPG/6cyrwT+CcwZzT3kwy1UjaI/0SwMvdjbSYQKeYxIUQ7Cuu7beTNcnkMBjbg9k+agrGKH1dczvaCsdP4vuKTWnl/chCUYNiAHNsLMyk0uGcOsGOrdHWavqV6gudtga27ZLSlYz4YKdxTvcV16JRYFy05Q696jCAfXY1AMZEq86p421tIGnl0NlZYGSQN3GhfXdAsgYZ8cHsLqqmzQl20fYV1/YrrRw6yxjAfvNacoTROXWGrKeyumbK6lr6FUiEzrLTqEAvizoRWIOM+GCnck4Tw/3w64dDPzLIm3B/Y5mp3YLWHUExx9ua6tAPdF6bPjrUpp0rVNzdjFl8znB/AiYft39B6666DPYo04XOYL8zfG8dJQz92IyDzmzOaXbQQgGjXz0pLtgp1lNg/N76/yzoPN6eG7+t7QYOlPQdJLA16mZcbwzWki4CFgLHhRArgEmA7XM/rYga9bNHHbfKlPgQp3BOS2qaqWxo7bcK9KgwowL32OhAQmysT6EypSPFq9ou1+uNvUW1JPczMwA6J6TZdnrwgdHR2ltkVP12JGV1LVTU99/W1NTV1Ch/wu2QVg5dbM0ZHIYi425QX33Mu6POa/aK0LtpFCbFBjtFOuFA0sqhszxrpoXq8NZgSnwIzW0GDpbU2eV6vbG3qH+pvtBZxuCmUZhup6C1RqMwOd45nNPOmuSBOfSWqsNbgykm53S/Ezin+4pq+r27r9qaxg76FCoJYb4E+3o4xbNAndf6U8IA9n8WgNHW9hfX0tzmWL+jwpQZ0F9bU8sYRof7MTLYPkHruFAfwv09nWJeU7OG00YMbNFtr4wnMAoFHzxeR2Nru92uaY7qxlYKq5r6/SyIDPQmOtAo3m0vW5syKhhwEh+3uIb40N6D9YMNVDQJIQxAu6IogUAZkDjIc9qVBWMiuGxaHGdOHGG3a2bEBzuFczqQtHIwOgwPLh3D3QuTbTEssySG+xHo7fgUr4FmBgBcnBnL8tkJpNshJU4lIy6YVr2B/RakV9kS1db6+70pisL9S8Zw98JUWwzLLKPCfAnx9XCKXbS9A7S1C6caba1rRoqtyYgP5kBJLU2tjnVO9xXX9jutHCAm2Idb5iexfHaCbQZmBmep5x5oZgDADack8uDSMQTYsN1ydzLigjl4vJaGFsc6p/sGUJMMxoXQbQuSWD5ntC2GZZZOQU3H2lplQyvFNc39Kp1UuX5uIg8sHWPT1t5dURSFDCfZsd1XXMvocL9+32dzU8K5fHoc50weaaORnUxGfAjtBtHRfclRDDQzwOh3pHLvYvv5HYqiMDkuxOH3J8C+olriQn0I8u2frc1KDOfy6fGclxFjo5GdTEZ8CHqD6Oi+5Cg6Mp4GUF513+JU7rOjrY0I8iE60Ntp5rW+ngWDDVRsVRQlGHgd2AZsBzYP8px2JcDbg8cvTLd554qudDgMDnZOB5JWrnL1rASWTbBfcMe4ixbi8BtLzQzobyohQHJkAH8+J80uKXEqzqL2PtDFI8BVM0dxZrr9bE1RFDKcwNbK61oorW0ZUN/7pAh/u9vaFJNzurePVlO2Rq0T7U9aORj/3x85fWxHWr49iAn2ISLAy+G21ulk9d/W5qdGcMv8JGsPqVcy4kMwCJzCOU0I8+33wllRFB5aNpbJFrbntAbRQd6MCHK8c6q2ohuIQz83JZzbFthvgwSM89rhsnpqmtrset3u9LfTmIqvpzuPXZBOZIC3DUZlHmcRjVdtbSDaHJdPj+ecSfYL7oDxe9NWNFDV0GrX63ZnX3H/dXcAfDzdeOyCiUQF2s/W1DnUWea1gdyjl0yL49zJ9gvugNHWHL0GrWlq45iusc/7c1BerBDiNiFEtRDiFWAxcK2pBGTQKIqyTFGUHEVRchVFecTM7xVFUZ4z/X63oihTrHFdezAyyJuoQC+HK9WqIkP9TSt3FFPig8kpraOu2XEOw0CzUBxFdJA3I4O8HZ7itbeohtFh/RMZciRT4oMd7px2OPQuYmuTTc6pw+e1AaSVOwpFUZgSH+zw+3OgmQGOosM5dbCjtbe4xmWeBWBcdDva1vrbLtLRqMH+XQ4UIu1MK3eN7yzc34v4UF/HLx6LajvEpV0Btex0Z2G1w8ZQ22xs9+kqfkeInyeJ4X5OMa/FBPvYrRx+sEyJD6GgsonyuhaHjWG/haWT1uj6EaMoymwgHghWFGWeFc7pBrwInA6MBy5XFGV8t8NOB1JMf24CXh7sde2FMZ0wxOEK3HuLal1mMgKjwyAcvIu2t2jgmQGOwhmyAwYiMuRInME5VXe5XWXx6AzO6WDSyh1FRnwIx3SN6Ood5zDsLTJmBtizfGMwdDinDtQsqmlso6Cy/zXJjiQjPpjCqibK6npvB2dL9hbXEBvS/7RyRzEpLghFceyObaeQpmvZ2vb8KoRwXPesgWahOIr0WKMGyw4HBvv3u5jfAXRoFklbsxxnyHqyNONpsF0//gFsAH4PPGj688BgzmliOpArhNAKIVqBT4Bzux1zLvCeMJKNMUhiv/zwQZIRH+xQ51TtXetKN9ZkU0q2I2+svcU1jO5n+yFHkxEfTFF1E2V99Cq2FVUNrRRVNw0ordxRpMc63jndW1RjEq51DYce6MgOcJTDMJi0ckeRYcoO2OnAoJirZQaA0TndWSBtrT+ozulORy66B9DO1ZEEeHuQGhng0OydwZQwOIqMuGBKa41ilo6gttmYVu5Km3F+Xu6MiQ506CZmh56YK9lafAgV9S0UVjU55PoNLe0cqWhwKVubEBOEu0ZxqK3tK64lOtCbiIDehfIHm1FxHjBGCHGGEOJs0x9rtCeNAQq6/Fxoeq2/x6Aoyk2KomxVFGVreXm5FYZmHRzdC75Trdx1bqwgXw+SI/0d2llg//+3d9/RcV3nufCfPQW9DHodsEjsZQCKKrYcWVYxVSyKV05zkmunKs6NEztFiZTEsWP5LulepdmfYzuK7cTOdz/f2MuORMmSaatbigiJEkUSYOeABQOAIDAABr0M9vfHmQMMyZnBlDOnPr+1uEgMwJkzg/fss/e737N3X8RSnxmwXB1g1OdmxVgrL/JiQ0O5oeWE2WwdbLSOtioMjs+iz6DOqVpWbqXZoO2tPrhdwrBYG5uaR+/ItOVibUdbFYYm5gzrnGa744eRtjRXwusWhl0LxpfKyq3zmQGx+7nPj2Jx0ZikWFcogubKIl3XUsuV0X3cdMvKzWZHmw/vGRhrR/siaKgoXHHwaCY71NtODbqGHuuPQEprxVqR140tzRWG3qqb7k5juSYqggDyMd2XaL+uK8/adH4GUsonpZQ7pZQ76+rqNDk4LWxtVrNZxgRJl8XuSVYpK3AbM4sWtmBlAKA0nl63gbGWwyJDRupo8+G9C8Z0GMam5nE+PGW989PgckK1rNxXYp0OfXGBG5uayg1MWlv3/ASM65x29Y2hqbIINTptm6yFIq8bm5srDTs/j1owaQ0osTY2PY+e4UlDXt+KFU8bGytQ6HEZd36GrFeFAijJ/vHZBZy+NGHI6yu3MFjrM9vQUI5ir9uwa2i2u9oZraOtCod7x7AQXdT9tafnojhzaSKtdi3XRMUUgPeEEP8cW9jyy0KIL+f4nIBSHeGP+7oVQF8WP2NaSue0wtDO6aoa6ywypOpoq8LIlFLSpzerLW6oWu6cjhry+l2hMUstMqTq8FcZ1jnt7rdmrG1qUjqnRs6iWa0yAFBi7dCFUUQNSIpZNZG4oaEcJQXGdk6t1qEHlGS/UZ3Triy3izTaDgN3z1oqK7dYrBV4XNjWYlxSrNuClQGAscn+6bkoTg9OWG4yzuN2YXtrpWG3MXT1RVBbVoh6C8ba9HwUJy6O6/7axwYiWJTp7TSWa6JiL4BHAfwXlO1J1T+5ehvAOiHEGiFEAYBfjr3Wla/98djuHzcBGJNS9mvw2rrZ0eYzrHPa3RexXMcUAHas8gEwZhbNiqW+qh1tPhzuHcW8AZ3To1aPNQNK46xatuqNdRiMOD/HZ+bRMzRpuc8MUGJtci6KkwZ0GLr7lLJyK1UGAMudUyNibWpuAcGhScvdwgAoJfnT81EcHzAi1sZQX16o61aZWrimrgzlhR5DYs2KZeWqHauq0BWKYHYhqvtrZ7vFptHW1paisthryELBx2ODR6tV7wBKrB3tG8PMvBGxpvRxhUhU6G9eOwy8Lbw7gx0Uc92e9NsAvovlBMX/F3ssJ1LKBQCfArAPwDEA35NSdgshPimE+GTsx56DcuvJaQD/AuB/5Pq6eutoqzKkc5ru3rVmtK6+HGWFHkNmNtTKACuVlas62qowM7+IEzp3Tsdn5mMdeuvF2traMlQUeQzJ0neFlLLyWosNHgEl1roN6JweXVoZ33qx1uE3bsa2K2S9snJVR1sVjvZFdO+cqoNHKw6EOpa2dh3V/bW7LbbTmMrlEks7C+jNqmXlgBJrc9HFpbZZL2plgBXbNSGEsiaKAbfqdln6GurDfFQuVT7rZWY+ilMXxy2ZtG6tKkZtWYEh1TtdoQiqSrxorlw5aZ3rrh+3AjgFZSvRrwI4qcX2pAAgpXxOSrleSnmNlPJ/xh77upTy67F/Synl78e+v01KeUCL19WTUeWEVu7Qu10CAX+lIY14d1/Eko0RsLzYkN4N0rF+JTFixc9N6Zwas7Vrl0WrUAAl1ozonHZbtKwcAFbVlKC6VP8Ow+SsUhlg3VirwsKiXBrM6UVdtNWKsdZaVYy68kLdY21mPorTlyYsG2sdbVU4MRDB5OyCrq/b3RdBbVkBGiqsl7Q2akFNtazcqrG2o60KpwYnEJmZ1/V1u0Nj8KU5eDSbDoPGUycvjmNhUVoyaa0kxaoM2QWqq28MW1sq06pCyfXWj78D8GEp5QellLcA2AXgH3J8TsfwVxejprRA93JCqy6epurwV+FY/zim5vTrMCyXlVuvMQKAFp/SOdW7xMuK26rF6/D7cGIgggkdO6dTcwsIXpqw7mdmUDlhV98Y6ixYVg7EOgx+n+7XguMD1q0MAID2WHWAEdfQmtICNFZYN9b07tAfHxhHdFFauF3zYVECh3pHdX3drr4INjen16E3m4aKIjRXFhlwflp3Mg5QYk1K4JDOVU/qTmNWjLW68kL4q4sNizUrt2vBoUmMTM7p9ppzC4s4eXE87cXic01UeKWUJ9QvpJQnkZ9dQGxpqcTLgBOrscKaZeWAcmJFFyWO9Oo3i2blygAgvnOqb6x1hay5yJBK7Zwe1rFzeqx/XFlkyKKdLLVzqnu7FopYbhGweB1tPpy5NImxKf1m0dTKAKvGmto51XvQ3RWKYEuas0Fm1NFWhR6dO6fLtzBY8xxdumVGx1ibXYiVlVu6XdO/KrE7NJZ2WbkZBfw+CKFvrM0tKLcGW7FKTNXh1z/WukJjKC/ywF9drOvrakW97fQ9HZNiJy+OYz6afhVKromKA0KIbwohbo39+Qa0WUzTMTraqnDm0iSGJmZ1e82u0JhlOwvA8oztWz1h3V5zqZNl0awpoJRhnh2ewmBkRrfX7O5TYs2yHXq//rFm9YonAOhYVYW3z4Z129pVLSu36oAbWL4V8O2z+rZrNaXWLCtX7WirwttnR3SLtdkFZV0pK5+f6q2Ab+kYa919Y6gs9qLFZ80Ova+kAGvrSnW9FpwcmFDKyi3crnW0+RAanUZodFq311S32LRqv6OiyIt19WW6xtqpwXHMRRctWxkAKO1a/9gMLoT12xWwy8JVKAAQ8FfC7RLoNKCPm267lmui4vcAdAP4QwCfjv37kyn/B13m9k31AIDnj+izYcnS3rUWboyqSwvQ0ebDj3T6zIC4snILlvqqbt+oxJpen9vMfBSnBicsndypLPHi+tVVeE7PWAuNobq0AE0WnQ0CgDs21eNiZFa3Mkyrl5UDwHWrq1BR5NE31vqsXRkAALdtrMfQxKxug+6lwaOFY62jrQq+Eq/O7VrE0klrALhjUwP+68wQRqf0qURRtw62cqzdvqkBAPDcYX1izQ6VAQBw28YGvBkcxrBOk5jdanWdhROwt21UYk2vPu5CdBHH+627dh0AlBR48L61NXjuSD+k1CfZ390XQVmhB6uqS9L6+Vx3/ZiVUv69lPIBAL8F4EUppX6lATawsbEC6xvKsPdQny6vZ/VFhlS7A804PjCOUzrtmGLVLTbjrWsox8bGct1i7cTS4NHan9vuQDNOXpzA8QF9Foe06lZX8e7c3IhCj0u3WFMrnqwca4UeN+7a2oh93QO67GJhh7JyALhzcwOKvW7dYm15Nsi6n1uBx4W7tzbhp0cvYnou/7E2H1UGj1YecAPKtWA+KvF814Aur2f1snIAWFNbim0tlbqdn6cGMysrN6vdgWZEFyWe0ynWuvvGUFrgxuqaUl1eLx/aakrQ7vdh73v6xNqZS5OYXbB2FQqgxNr58BQO6XQ7fVdoDJubKuBypdfHzXXXj1eEEBVCiGoA7wH4VyHE3+fynE60O9CMt8+O6FIa123hra7i3bu9CS4BXS5+dqgMUO1ub8bB86O6lMZ1ZVjeZVb3bGuC2yV0ufipZeVW/8zKCj24Y1MDnjvSj4XoYt5fr7svgspiL1qrrNuhB4DdgRZMzkXx0vHBvL+WHcrKAWVG6I7NDXj+SD/mdYi1rj5l8NiW5myQWe0ONGNqLooXjl3M+2udujihlJVbPNa2NFdgbW2pbgMhOyStASXWjoTG0DM0mffX6rb4ujuqTU3luLa+DM/oFGvKTmOVaQ8ezWp3oBlH+yM4PTiR99ey+ro7ql1bG1HgdunSrkUXJY72RzKqeMr11o9KKWUEwAMA/lVKeR2AO3J8Tse5L9AMAHhWh0F3Vyhi+bJyAKgvL8L7rqnB3kN9eS9XUsvKrd4YAcB925VY0yPB0xWKoKLIY/nBY01ZIW6+thbPHM5/rJ26OIH5qPWrUAClXRuamMN/nRnO+2tZfS0U1fuuqUFtWaEuHYYuG6yFotodaMbI1DxePzWU99fqCkWwucn6sXbDmmo0VBTqcy2wSawJIXBfoBn7e4ZxMc9rPS1EF3GsP2KLCZKPBJogBHRr1zIpKzcrIQR2B5rx1tkw+vI8iRldlDjaF0l7FwYz+4iOk5hdfWMo9rqxprYs76+VT5XFXnxwQx2ePdyHaJ7XegpemsDM/GJG7VquiQqPEKIJwC8CeDbH53KsVTWlCPh9upxY3f1jtsjQA0rn9NzwFA7nuVzJ6ltsxvNXl2BHmw/P6BBrRy2+oFW83YFmXAhP42CeV0butsE9yapbN9ShvNCT93ZtPrqI4/3jtjg/3S6Bj2xvwksnBhGZye/uH902qQwAgFvW16KiKP+xthBdxPGBiOVnawE11prx6olLGJvOb6wd7YugtMCNNRYuK1ftbm+GlMCzeV5zYams3AYTJE2Vxbh+dTX2HgrlPdnf3RfJqKzczHark5iH89uu9QxNYno+aot2rb6iCDetrcEzOkxidvdFsKmpHG6bxNrg+Cw6e/I7sbS0nauOFRVfALAPwGkp5dtCiLUATuX4nI60O9CM7r4IzlzKX7nS0iJDNujQA8BdW5rgdYu8d07tUhmgUtf3OJnH9T3mo4s4NjBuiyoUANi1pQEFnvyXxnWFIigvtMfgscjrxq6tjdjXld81F04PxsrKbTAbBCiVKHMLi/hJd35L8rtC9igrB5T1Pe7e2oSfdA/kdc2F4NCkMhtkk3Ztd6AZc9FF7MvzffBdoTFsbrbH4PGaujJsaa7Ie7/DTklrQIm1M5cmcbQ/f2s9qZUBdkjuAMDq2lJsb83/+h52WHcn3u5AM3qGJpe2386HxVis2SG5AygLBZcUuPM+idkVGkOhx4Vr69KvQsl1Mc3vSym3Syn/R+zroJTyo7k8p1Pdtz3/pXFLe9fapDGqLPHi1g31eS9XUsrK7VEZAAD3bm9WSuPyGGunBycwt7Bom0a8vMiL2zfW49nD+V1zoatvDJts0qEHgPvbmzE+u4BXTlzK22t02WTdHdWONh9aq4rz2jlVy8rtkrQGlFjL9/oey4u22uNz295aidU1JXmNtaV7km3ymQHKQOjQhVGcG87fmgtdoQiKvC6szaBDb2b3bGuCx5XfiaWeoQlMz0dtF2tdofxOYnaFxlDgceEam8Ta3VvVScxQ3l7jXHgKE7MLtkkkFhe48eHNDXjuyADmFvLbx93YVAGPO/30Q66LaRYJIX5fCPFVIcS31D+5PKdT1VcU4X1r87vmgp1uYVDtDjTjYiR/5UrLZeX2SO4AQF25suZCPmPNDrswXGl3oBlDE7PYH8zPNojRRWmbe5JV71tbg9qygrx2GLr7IiixSVk5sHxv8hunhzCUp63p1LJyuyStAeDGtTWoLy/E0+/lL9aWBo+19oq1/zozhMHx/Ky50DM0iam5qK2uBR+JleTnM9nf1TeGTU0VtigrB5Rt5X9uXS2eea8Pi3maWOpaWkjTPrF2X6A575OYXaEINjWWw5vB4NHMKku8+OD6ejxzqD+Psab0ce2wrodqd3szxqbn8drJ/EwsSSmXFgjORK5R+e8AGgHsAvAqgFYA+uwXaUP5LlfKdO9aK8h3uZJaVm6X2VrVfbHtiN7L05oL3X0RWywyFO9DG+tRVujJ26B7aZEhG3WyPG4X7t3WhBePDWI8T2sudPdlttWVFexuj21Nl6f94O1WVg4oay7cu70Jr+RxzYXu2OAxk9kgs9vd3oxFCfwoT2sudNtk96d4Lb5iXL+6Km/J/sVFiWN99kpaA0qs9Y3N4J3zI3l5/u6+zMvKza6hogg3rqnO25oLyuBxzPI78lxpd3szBiIzeOtsfiaWuvsi8LoF1jeU5+X5jfCBa+vgK/HmrerpQnga4zOZV6HkerW9Vkr5WQCTUspvA7gXwLYcn9Ox8l2uZKf7RFXFBW7cmcdyJbuV+qp2bYltR5SnBqm7T4k1u8wGAcqaCx/e0oDnuwYwu6D9ffB22c71SrvbmzG7sIifHtV+zYXFRSVDb7fPbGNjBdY3lOVtFs1uZeWqpTUXurVfc2HpnmSbXQuurS/Hpqb8rbnQ3RdBgceFa+vtF2unBidwfED7ubnz4SmMzy7YKmkNAHdubkRhHtd66gpFMi4rt4LdgRYEhyaXFiLUUu/INCJZDB7N7o5N9Sj2uvPax93QWI4Cj31ircDjwt1bm/DToxcxNbeg+fN3ZbkWSq6fsDptMSqE2AqgEsDqHJ/TsZRypTo8e1j7ciWlrNxetzCodgeUcqWfndK+XGm5MsAepb6qymIvbt2gxJrW63uoHXq7xtr4zAJezcOaC12hCAo99ikrV+1oq0KLLz9rLvQMK2Xldiq/VO0ONOPAuRGE8rA1nd3KylXtfh/aqkvyUmGnDh7t2q4dPD+KC+EpzZ+7KzSGjTYqK1fds60J7jytudBlw9t0AaCs0IM7NjXguSPar/W0VBlgw/Pz7q2NeVvfw4636QJASYEHd25uwPNH+jGfh1jrCo1hS5O9zk9AuRZMz0fxwjHt13rqCo3B7cq8CiXXK8eTQogqAJ8FsBfAUQD/O8fndLT7As3oH5vB2xqXK6mLDNktawoAP7euDpXF+SlXsmNlgGp3ezMujc+iM6jt+h5nhycxOWfPWLv52lpUlxbg6TzFmt3KygHlPvj7As14/dQQwpNzmj63OsNkx1i7L3YfvNaDbruWlQNqrDXhjdNDuDSu7foeS7Fms+odALgv0AQAml9Dl+9Jtt9nVlOmrPWUj5J8tax8XYO9qlAApV0bnpzDG2e07XfYtTIAAKpKC3DL+jo8c0j79T26+yJwuwQ2NNrnFgbV7kAzRqbm8fqpIU2ft39sBiNT87areAKAG9ZUo6GiMC9VT919EayrL0OR153R/8t1149vSClHpJSvSinXSinrpZRfz+U5ne7OzQ15KVc6dMGeZeWAUq50z7ZG/PToRU23ppuPLipl5TbLNKtu39iA0gLtY+1wbyxDb8NG3OtWYu3FYxcxOatdaVx0UaIrFLHlhQ9QOgwLeVhz4fCFURR4XLbs0K+qKUXA79O8w9AzPGnLsnLV7kALFiW0j7XeUdsOHlurSnDdqirNk2Lnw1MYm7Znhx5Q2rXekWm8e35U0+c93DuK9Q3lKPRk1qG3gls31KG80KN5u3aodxSAvRbSjLc7Nol54Jy263sc6h3NavBoBbesz88k5uFYrNltXQ9AWevpI9ub8erJQYxNabfWk5QSR0JjWY1Bc931o0EI8U0hxPOxrzcLIX4rl+d0upICD+7YrJTGaVmu1NkzDF+JF+tsdp+o6r5AM6bmonjhmHb3wXeFxjA1F8X1a6o1e04zUdf3eL5L2/U9OnuGUV7kwcZGu3YYWjAzr+2aC0f7IpiYXcD1q+0Za5uaynFtfZnmHYbOnjA6/D7blZWrdgeacbQ/gtOD2m1N1xnbtcausbahsRwbGso1j7X9PWG0+322HDwCSqwdHxjHyYvarbmgxtoNNo21XVsaUOBxaZrgmVtYxDvnRmx7fhZ53di1tRE/6R7AzLx2E0udwTBKC9zY3GTPfsedmxtQ5HVpuobdfFSJtRts2sdV1lxQYk3LScz9wTCKvC5bVu8AyrVgPirx427tkv2nBicQnpzL6lqQa+/u3wDsA9Ac+/okgM/k+JyOt1SudFq7cqXOnjCuX11tq4U04924RtmaTsvOaWdPrJNl00YcyM92RJ1BJdbseLsMAOxcVYWmyiKNY00pg71pbY1mz2km6jaIb58No39MmzUXIjPz6O4bw402/cwA4CPbm5St6TSOtbryQtutuxNvd3sz3jk3gt4RbdZcmJhdQFdoDDeusW+s3bOtCS6Nt0Hc3zOMmtIC2y2kqSov8uL2jfV49rB2ay4cCY1iZn4RN621cb8j0Izx2QW8ckK7++A7e4Zx3epq2906qSot9OD2TcrC8VpNYqqTcXZu13YHmjE5F8VLx7WMtTCuW1Vlq4U0421vrcSqmhJt+x2xW8xvzKJdy/VTrpVSfg/AIgBIKRcAaL8cvsPcsr4WFUUePKNRh6F/bBrnhqdwo40H3EvlShpuTbc/OIy1daWoLy/S5PnMSOvtiAYjMwgOTdq6k+VyKWsuvHbyEkY0WnNhf3AYq2tK0FBh31jbHWiGlMCzh7TJ0h84G8aiBG6ycbvWUFGEm9bUaHYfvJQS+4PDuHFNNYSwZyIRAO7brq7voV2sRRdlVp0sq6grV9Zc0HLLzc5gGDfYPNZ2B5oxNDGL/UFt1hVTn+cGGw8e339NDWrLCjTrdwxPzOLkxQlb93EBJdbCk3N4Q6NJzOVYs+/nduNadRJTm0qU0ak5HB+I2Dq5o04svXlmGIPjM5o85/5gGI0VRWirLsn4/+aaqJgUQtQAkAAghLgJwFiOz+l4hR437tnWhH0alcap5Zd2na1V3d8e25quK/et6RaiizhwdsT2n5myvod22xHtj1Wh2LkRB5bXXHheg1iLLkq81RO2faytri1FoLVSs85pZzCMArcLHW1VmjyfWd3f3oyeoUl0hXLfmu7c8BQuRmZtH2ttNSXoaPNpF2s9YXhcAtetsnes7Q4043x4Cod6c+/GXQhPITQ6bftY+9DGepQVejQbCO0PDmNDQzmqSws0eT4z8rhduHdbE148Nojxmdwnlt7qcUYf99YNdSgv8mjYrg3j2voy1JUXavJ8ZqROYr6s0STmWz1hSGn/WLu/vRmLEvjR4dyT/VJKdPYM46a12SWtc01U/DGU3T6uEUK8AeA7AP4gx+ckLJcrvajBFjHqmgGbbHrvnkotV3pagw7D0X5lzQC7Z+iB5e2ItFhzoTM4jLJCj+22urrSluYKrK0r1aRzenwggsjMgq1na1X3BZpxJDSG4KXc11zY3xNGwF+J4gJ7rhmguntrE7xugaffyz3Wlm8xsn+s7Q4041h/BKc0WHOhMziM7a2VKCnwaHBk5rVrayMKPC6NYi2WtLZ5rBV53fjwFmWtp9mF3CaW1DUD7P6ZAcrtWbMLi/hJtwb9jp4wir1ubG+155oBqkKPG3dvbcS+rtwnMdXJOEf0cdubMbewiH3duU8sdfaEUehxIeC3d6xdW1+OTU0VeFqDyv4zlyYxNDGX9W26WSUqhBDXCyEapZTvAvgggL8AMAvgJwB6szoSusyNa2tQV16IH2txYgXDuMHGawaohBC4b7tSrpTrarVOqUIBlIXOGioKNWvEr1tVZdv7RFVqrHX2hHPeclONNbtXoQDLW27m2q45Yc0AVWWJF7esq9PsWlBbVoBr6uy5ZkC8e2Pre/w4x6qnqbkFHO6191ooqooiL25dX6dJVWJnUFnAe329/bY9vNJ9gWaMzyzgv3LcctMJawaodrRVocVXrEm7tj84jOtWVdl2UeV498UmMXPdcnNpMs4B7VqgtRJt1SXatGs9w+hos++iyvHuCzThvQujuBjJ7fYPdYIk26RYtmf1PwNQe+fvB/CXAP4JwAiAJ7N8TorjdgncsLoaB8/nthWRumaAEzL0gJJYWJTA4dBoTs/T2WP/NQNULpfADWtq8F6OW6wNTczi9OCEI5I7gBJrUi5vi5at/cFh+KuL0ewr1ubATKyhoghra0txMMdYc8KaAfFuWluD3pFpXBqfzfo5lPJL+68ZoKovL8I1dWV478JoTs/z7rlRLCxKR8w8Akqs9Y3NYGAst87p/p5h3GDjBbzj3bC6Gi6BnNs1J6wZoBJC4MY11Th4fjSnNVFGp+Zw4uK4Y87PnauUScdc27X9scUN7bzGk2op1i7kFmtj0/Po7rP3+hTx1L58ru1aZzCc0wLe2SYq3FJKdeWgXwLwpJTyB1LKzwK4NsvnpCu0+33oHZnG0ET2ndP9Drl3T7U9Vo6Vy6A7uqh06J3ymQFKrPWNzWAwh8zpUmWAQwaP21sr4RK5xdriosRbZ8O4ySEXPkCJtfdy7DA4Zc0AVXubDwBwKIfOae/ItCPWDIinRaztDw7D7RLYadPtIq+kxlouA6G+0WlcCDsn1koLPVjfUJ7z4NEJawbEa2/zYWhiFn05JMU61TUDrnFGrBUXuLGxUYNYC4axtrYU9Q6YjAOUWAtPzuFCOPtdxw6cdcb6FKrNTRXwunNLiqkLeN+0tibrCZKsExVCCPVmzdsBvBT3PXvfxKmjgN8HILfOqbpmgF33lr5SRZEX19SV5jTLfaw/gnGHrBmgalcTPLnEWs8wSgrc2NZi73v3VKWFHqyrL88p1k4OjmN0at4R5ZeqgN+HS+Oz6M+lc+qQNQNUW5sr4XaJnGJNnUFzymwQoMTa8OQcekey75x29gxja0slygqdEWubmyrgyTHWlkp9HXQNDbT6cCiHpJiT1gxQBVp9AHLt4yprBth9fYp4Ab8Ph3pHsbiYXaxFYxMkTjs/AeC9nNo1dQFvnybHZHZFXjc2NVXkdH6eHZ7C4PhsTu1atomK7wJ4VQjxNIBpAD8DACHEteCuH5rZ2lKhdE5zGjyGsXO1/dcMiNfur8J7F8ay7jB0OmTninhbmitz75wGw465T1QV8Ffm1DldXp/CQR2GHBOwTlozQFVc4MaGHGdsO3vCqCrxYl29/denUHWosZZluzYzH8WhC2OOKI9WadE57QyGUVHkwcZGZ0yQAMqM7dj0PM4NT2X1/520ZoBqY1M5CtyuHPu4w9jRVuWINQNU7a0+jM8soGd4Mqv/vzQZ56A+7obGchR6coy14DDa/T4UeR0Ua34fjoTGEM0yKdYZzH0B76xGFFLK/wngTwD8G4APyOVeugvc9UMzJQVKOeHBLE+sS+PKmgFOaowApTpgaGIWodHsZtE6HbRmgKrI68bGpuwHQuFJ5T5Rp5TEqdr9VRiZmsf5cHad0/3BYbT4iuHPYm9pq9oU65xmG2vvnBtx1JoBqoBfmbHNdhats2cYN6xxxpoBqg2N5SjwuLK+Pevd8yOYiy46auYRUDqnh3uz75zuDyqxZvcFvOMtzdhm2a45ac0AVaHHjc3NFVn3ccem53G0P+K881O9PSvLdm2pus5Bn5vX7cK2lsqsz8/xmXkcCY056jMDlHZtYnYBZ7Lcqa2zJ/cFvLOe+pRS7pdS/qeUcjLusZOxnUBII+05zNi+5ZDtwa60PGObeXGPumaA05I7gNIgHb4wltVAaCnWHNTJArC0RVU2Fz8pJd7qCTvuMyv0uLGpuSLrDkNnMOyoNQNU7f5KRGYWcDaLWbRQbM0Ap7VrXrcLW5srsq6o6AyG4RJwXKwF/ErnNJtthC9GZnB2eMpxsba+oQzFXndO7doaB60ZoGr3+3CkdwwL0cWM/6+6ZoDTYu2aujKUFrizb9d6wmirLkFTpXMm4wClXesKjWE+m1g7N4JFB8aaOp7Kto/bGUta57KAt3NqtC0q0OqLdU4zn7F12poBqo2NFcos2oXMd0w5cVFZM8BplQGA0mEYn11AcCjzzun+4DCKvC5sj80qOcWGhnIUebOrDjg9OIHhyTlnxlprZdblhE5bM0DV7lcWDs0m1pbLLx0Ya/4qHMmyc7o/OIwtzZWoKPLm4cjMK5c1i/Y7NNY8sRnbbAaP6poBuZRHW1XAX4np+ShODWbX7yjwOGfNAJXbJbCtNbvqgMVFibcdG2s+zC4s4sTAeMb/tzMYhtctsGOVT/sDM7G1taUoL/JkFWsXwtPoG5vJ+VpgukSFEKJaCPFTIcSp2N8Jl3UXQnxLCDEohOjS+xj1tLwCd+aDbieuGQAABR4XtjRXZFVR0RnMbb9fK2tfypxm8bn1hLGjrQoFHmfF2lLnNJsOvUMrngClXZuai+LUYGYdhuk5560ZoLq2vgwlBe6sYq0zGEZlsRcbG8u1PzCTC/grMTO/iJMXM4u1mfkoDl4YdeS1YG1tGcoLs+ucdvaEUV7oweZm56xPoQr4K9HdF8HcQmZJMSeuGaBSE7BZtWs9YcetGaBq91fhWH8EM/PRjP6fOhnnxFjryKE6oLNnGNtbfY5ZwFvlcomlhYIztb9HmwW8zTiqeBjAi1LKdQBejH2dyL8BuEuvgzLKuvryWOc0s8GjU9cMUAValQVgMi0n7OwJO27NANXaujKUFXoybpDGpuZxfCDi6Fjr6otkPGO7PziMxooitDkw1rJd7f2gQ9cMAGKzaC2VeK83m0TiMK5f7az1KVTtWd4KeOjCKOYWFh21uKHK5RLY7s+uOmB/cBg7V1c5an0KVcDvw9zCIo4PRDL6f05cM0C1uqYEFUWejGNtfGYeXSFnJq0BpeppPipxrJ+xlq7WqmJUlxZk3O+YnI0t4O3QWAv4K3F8YDzjpFhnUJsFvM2YqLgfwLdj//42gD2JfkhK+RqAsE7HZBi3S2BrFgvAvNXj3MoAAOho82F6PoqTF9MvJ5RSotOBawao3C6B7VmUE761dJ+oMz+3pc5pf/oztsq9e8r2YLncu2dVq2tKUVHkybh6Z3+PM9cMULW3+XCsL4LZhfQ7DANjypoBTiz1BYC26hJUlXgzrkrs7AlDCOAGh8ZaoNWH4/2ZdU4Hx2cQvDTpyOQOEJ8UG83o/zl1zQAAEEIg4PfhYIYLQy6tGeDQWMt27YDOoDIZ11rlvAkSIQQCrZknYN85N4LoonRsrLX7qxBdlOgKZdZf02oBbzMmKhqklP0AEPu73uDjMVyH34ejGXZO9wfDjlwzQLU0Y5tBg3RqcAJhh64ZoAr4fRmXE6r3iaoXTqdZumUmg1gLDk1iaGLWsbHmcimd08w7Wc5cM0DV3urDXHQRxzJIinX2OHPNAJU6EMq0omJ/cBibGitQWeLQWPP7sLAo0d2X/uemLqrs1Fhr8RWjtqwgo10snLxmgKrD78PJi+OYmltI+//sDw4rawa0Jbw73PaaKovRUFGYUVJMSnUtFGeen4Ay6D41OIHxmfm0/09nz7CygPcqZ8ZaNovG945MoXdkWpNYMyRRIYR4QQjRleDP/Xl4rQeFEAeEEAcuXbqk9dPrIuBXOqeZzNh29ijrUzhtzQDVqpoS+Eq8GTXinQ4uiVOpndOjGZQTKvuYO/M+UUApJ6zJsJywM+jMXVLitWfYOXXymgEqdc2iTGJtfzCM8iIPNjU5b80AVbvfh5OD45iYTS/W5hYW8e75EcdfC4DM1izqDIZRWuDGVgeuTwEoSbF2f2b3czt5zQBVwO/DogS6Qhn0O4JhBFp9KC5wZr8DUCbkDmVwK6A6Gefkdi3gr4SUwJEMqgM6g2Fsa6lEqcMW8FbVlxehxVecUawt93EtmqiQUt4hpdya4M/TAC4KIZoAIPb3YI6v9aSUcqeUcmddXZ0Wh6+7pe0205yxHZ2aw/GBiKMvfEqJV2Yztvt7wo5dM0C11DlNswwzMjOPo32MtUyrA/YHh1FXXog1taX5OzCTC7T6EF2U6O5Lr3P6noPXDFA1VhShvrwwo1hT16dw4poBqoDfp3RO0+xoHe4dxcz8oqPbtfqKIjRVFmWYFBvGdaur4XHYAt7xAq0+nLk0iUiaM7ZOXjNAtXwbQ3q3Z03OLuBIaMzRnxmgfG49Q5MYnZpL6+eXduRxcLu2vD5WeteC6bkoDvWOMtb8lRndPtnZM6zZAt5mvJrsBfCJ2L8/AeBpA4/FFJori1BXXpj24PGtHmevGaAKxGZsJ9OYRXP6mgGqhooiNFYUpZ0UO3A2HLtP1Nmx1u734cylibQ6p8paKMO4Mce9pa0ukGFSrDPo7DUDgPjbGEbT+vmlNQOcfi3I8FbAztgtDDc4/HNrzyABOzwxi1ODE4y1WLt2OM2BkJPXDFDVlhWitao47cHj0poBDh5wA8u7WKQ7090ZDKOpsgj+auethaKqKi3A6pqStAfd754fwXxUOjq5AyjX0AvhaQxPzKb18509Yc0W8DZjouJxAHcKIU4BuDP2NYQQzUKI59QfEkJ8F8CbADYIIXqFEL9lyNHqYKk6IINOVqGD1wxQdSyVE67ciDt9zYB4mZSudgbDKHC7HHufqEqdse1Ko8NwbngKFyOMtbryQrT4ijNo15y9ZoCq3e9DcGgSY1MrJ8WcvmaAqrq0AKtqStJu1/YHh7GxsRzVpQX5PTCTC/h9OB+eQnhy5Rlbxpoik6QY1wxYlklVYmfPMDwugescumaAaltrJYRI71ZAdYLkprU1jp4gAZDRmkWdweHYAt7OjjW12vpwGn3c/rFpnNNwAW/TJSqklMNSytullOtif4djj/dJKe+J+7mPSSmbpJReKWWrlPKbxh11/nW0+RC8NImx6ZU7p509w+hw8JoBqu2t6S8As1R+6fDZIEBpxM8OT2Ekjc7p/uCwY/cxjxeIxVo6i6gtL27IWGtvSy8pNrsQdfyaAar2DG4F3B8cRlmhB1scumZAvHRvBZyPLuKdcyO8FiCzWOvsCaPY61667jpVZYkXa2tL04o1rhmwrMPvQ2h0GpfGV56x3R8MY1urc9cMUJUXeXFtXVlasXbm0iSGJubYrkFp1wYiMxgYm1nxZ/f3hLG1pRLlDl3AW7W1pRIukWYfN6ht0tp0iQpKTM3SH16hwzA2PY9uh68ZoKopK4S/uji9TlYw7Pg1A1TqCr8rfW4Tswvo6ouwkwXAV1KANbWlaQ269wfDqC0rwDV1ue0tbQftrT70jkxjaIVywsO9Y45fM0CVySxaZ1BZVNnJawaoAn4f+sdmcDGSunN6JDSGqbmoo9dCUW2LdU7TuT1rf3AY162qgpextlQdIKVM+XNcM2DZ0lpsK7Rr03NRHO4d5bUgRr0VMN1YY7uW/tauM/NRvHfe2Qt4q0oLPVjfUJ5ev6NnWNMFvHlFsYhtsVmKlYLkwNnY+hQcPAJQtiJaqZPFNQMut73VByFWbsQPnA3zPtE4gdbKFTunylooyt7SjLX0O6fqjjxOXzMAACqKvLgmjVm0pTUDeC0AEL+LxWjKn1NngxhrSud0XX35iknrkck5HB8YZ4c+pt3vw6XxWfSvMGPLNQOWbW2uhNslVjw/1TUD2K4pAn4fhifn0DsynfLnOnvCqC8vxOoa566FotrcVAGvW6zYrh08P4q5KCdIVO1+Hw71rpwU6wyGNV3Am4kKi6gs9uKautIVtwrr7OGaAfECrZXoG5vBYIpZNHXNAGaaFWWFHqyrL1t58NgThsclsGOVT5fjMrt2vw+D47MYSBFrvSPT6Bub4YUvZmtLBdwukVasbWjgmgEqZVu61B0Gdc0AxppiS3MFPGnF2jCurS9DbVmhPgdmcu1pzNi+dTYWa7yGAkgvAcsJkssVF7ixoWHlpNjSmgEOX59C1ZFGAladILmR61MAAIq8bmxqqkjrWiAEcD0TsACUdm10ah7nhqeS/sxgZAbBIW0X8GaiwkLSKSd88wzXDIi3fI9t8gTPm7HZ2vcxQ79E3Z97pVgL+H0oKXD2faKqdDqnb55R16dghx4ASgqUcsJU9z3OLkTxzrkRrukRp91fiaGJOYRGk8+ivRkc5poBcYq8bmxsSj0QmltYxIGzjLV4Ab8PI1PzOB9O3jl988xwbAFvxhoAbGoqR4HblXLweHpwAkMTc7wWxFFvY1hcTNHvCA5jG9cMWLKhsRwFHlfKfkdwaBKD47Ns1+IEWn043DuGaKpYOzOMzU0VqCxmrAHpLRSsjqe0bNeYqLCQdr8PQxOz6EtSTvjisYs4EhrDrq2NOh+ZeW1tUcsJE29FNDMfxddeOYNr6kq5ZkCc9jYfwpNzuBBOPBB65cQg3rswil1bGnQ+MvPaFCsnTDbonpmP4quvnMaa2lKsq2esqdr9lSlnbL/xsx5MzUXZrsVp9yuzickGQr0jU/j+gV7cvqmeawbEaff7cPjCWNKB0Lfe6MHE7AJ2bWGsqdTkQ7JY6xudxvcOXMBtG+tR6OEECQAUetzY1FyRMlHxjy+eQqHHhVs31Ot3YCbX7q9EZGYBPcOTCb//xukhvH12BB/m+bnE63Zh6wqx9qUXTqGAsXaZgN+HidkFBC9NJPz+m2eG0dkTxl2MtSXrG8pQ7HXjYJLb6eeji/inl0+jxVes6QLe7MFYSHuKGdvpuSg+t7cb6+rL8N9vWqXvgZlYkdeNjY3lSbci+torZ3A+PIVH79/Kkrg4auY00daRM/NKrK2tK8Un3r9a1+MysyKvG5tTlBM++VoQZ4en8De7t2iyt7RdtPt9iMws4GyCcsIL4Sl8+cVTuGdbI95/Ta0BR2dOK82ifeGZowCAR+7ZpONRmV+g1Yfx2QUEh67unIZGp/GlF07hw5sb8HPr6gw4OnPa0FCOIq8r6TX00WePYlFK/AVj7TLtrZU4Eko8Y/vayUv40eF+fOpD16KxssiAozMnNQGbqF2bXYjis093YVVNCX7rA2t0PjJza/dXoatvDPPRxau+98bpIew91Iff++A1aPFxLRRVqjWL5hYW8dmnu+CvLsbv3LJW3wMzMY/bhW0tlUkrKv71jR6cvDiBv9m9RdMFvJmosJCNjRVJywm/+spp9I5M49E9W1Hg4a81nroAzJWzaD1Dk/jaq2dwf3sz3n8tB0HxNjSqndPRq7739VfP4NywktzhDNrlAn4fjiQoJzw3PImvvHwa925vwi3rOQiKt7wC99VVT3/zTDfcLoHPfmSzzkdlbgUeZRYt0eDxxWMX8ZOjF/HpO9axY3qFjjYfACRc6+kLz3QDAP76PsZaPLVzmuj8fPnEIJ7vGsAf3LYO/mou0hevvc2HqbkoTg2OX/b4zHwUf/10F9bUluLBD3IQFO/a+jKUFLgT9ju+8bMeBC9N4m92b+GtzVcI+CsxM7+Ikxcvj7X45M7v3XqNQUdnTmtrS1Fe6Ek4nvrm6z04PTiBL+zeyli7QnubD919EcwtXJ4U6xudxj++cAp3bGrAHZu1rbTmiNZCCjwubE5Q4nXm0gT++dUg/ltHC+93TCDg92F8ZgHBoeVyQiklPre3G4VuF/6SM0FXUcoJK6+KtbNDk/jqK2ewO9CMm5ncuUqg1YfJuShODy7P2Eop8fm93fC6BD57LwdBV1pXXx7rnF4+ePzp0Yt44dggPnPHOjRVcsB9pYDfhyOhMSzEzaLFV9b95s2cdbzS2toylBV6rhp0v3T8IvZ1X8Qf3r4OrVUccF8p0OpDV1/kshnbmfkoPve0Uln32z/HWLvS0v3cV1xD1cq6L9y/hYn+K7hdIpYUG73s8fjKOt6+cLVk1QFqcufzTO5cxeUS2O6/ujqgd0SJtQ9vbsCHNjLWrhRo9WFuYRHHByKXPa5W1n0uD4l+Jiospj02Y6t2TqWU+NzT3Sj0uvDIPRsNPjpzSnTLzPNdA3jt5CX8yYfXo76CpZeJBPw+dIWWywmllPjrvd0ocLvwV/cyuZNIe2zGNj7W9nVfxMsnLuGP7lzPMt8EEnVOp+YW8Pm93VjfUIbf4IA7oXa/D9PzUZy8uJwUY2Vdai6XwPbWysuSYuqtbNfWl7GkPIn2NqVzemJgecY2/rZJDrivtrqmFBVFnsuqd+Ir63h7UWLtbT4c7Y9gdiG69Bgr61Jrqy5BVYn3sn6Hmty5e2sjPsTkTkLtfh+O949jZn451tTbJllZl5i6ZlF8rOW7so49GYtRO6enYjO2zx7ux+unh/DQrg2oL+cgKJFr6tRZtFEAwMTsAr7wzFFsaa7Ar3E9j6Ta/T7MxnVOf8zkzorW1JSivMiztKDm5OwCvvBMNzY2luPXuZ5HUu1+H472LXdOv/LSaYRGp/HFPdu4GGQSV86iqZV1D7CyLqV2vw/H+iNLndOvvnwaF8LTePR+JneSUasD1HZNvW2SlXXJuVxiaac2gJV16Wpv9WE+KnG0T5mxVSvr/uiO9aysS0KIy2MNYHInHYFWHxYWJbr7lGSietskK+uSa/EVo7ascOlaoFbWXVNXit/5ufzcysarssXEb4E4PjOPR589iq0tFfjVGzngTkadsVVLvL70wklcHJ/BF/ds1XTBF7uJHwhNzC7gb545is1NFVysNQWXSyhbu8Ya8S+/dAp9Y4y1lQT8PsxFF3G8fxynB8fxLz8L4qM7WnED9y9Pqq26BL7YLNrllXWsdkol4Fc7pxEEL03g67HbJt93DZM7ybRWFaOmtGA51lhZl5Z2vw8nL45jam6BlXVpiu/jqpV1GxrK8es3rzb0uMwu0OrDqcEJTMwuXHbbZDPXKUpquY87tnTbJCvrUhNCLO3UBlxeWZevRL8nL89KebO6pgSVxV4c6h3FyYsTuDQxiyc/vhNu7iKQUsDvwzdfD+Jw7yi+9cZZ/PL1behoqzL6sEyttaoY1bHO6fnwFAYiM/jqr+3ggHsF7X4fvvbqGRzuHcU3f9aDX9zZip2rOeBOJT4p9uOuARR73byVbQVCxJJivaNLlXWP3r8FdeWFRh+aqcXH2svHB3nbZBqUzqmSgFVvm/zcfZtZWbeCQKsP0UWJt3rCrKxLU1NlEerLC3GodwyD47MIjU7j+598HyvrVtDe5oOUwNs9Yd42mab6iiI0Vxbh0IVRjE7NoXdkGt/9nZtYWbeCQKsPLxwbxJHeMV02JGCiwmLUEq+fHh1EeHIWv3JD21LHi5Jr9yvlhA9+5x1UFnvxZ7s2GH1Ipqd2Tl8+MYiRqXl87AY/djC5s6KAX+mcPvidd1BW5MHDd3PWcSVNlUWoKy/E1145g4GIUoFSW8YB90ra/T78Py+dwheePYptLZX4FVbWraihoghNlUX4l9eCGIjM4Av3b+Ftk2kI+H146cQgPr+3m5V1aVKrAx7+wREMRGbw5Y91MNG/ArWP+9rJS4jMzOPnr2vF9Uz0r0i9PeuRHyqx9r3fZXInHQG/D6+fHsKPuxZYWZcmdS223/nOAV02JGAUW1B7ayWGJmZRVVKAP9vFmaB0qMmcgcgMHr57I6pKC4w9IIsItPowNDGHiiIPYy1N6mJDA5EZ/PldG1HNWFuRWh0wEJlBoLUSH7uhzehDsoR2vw+LEhiamMUX92xlZV2a1FjjbZPpC/iVGdvB8Vl88b/xVrZ01JUXosVXjIHIDCvrMtDu92F4cg4lBR48cjf7HemoLi1AW3UJBiIzvG0yAwG/D+HJOVbWZWB7LCk2EJnRZc06Xmks6PpYA/TIPZtQWeI1+GisobGyCP7qYuxcVYWf39Fq9OFYxvVrlAqKR+7exOROmurLi7C6pgQdbT780k6/0YdjGTesqYJLAF/cs40D7jS1+33wugV+9ca2pdlbWtn1a6oZaxlqb/WhwO1iZV2GblhTDV+JF39+FwdB6VIrKP7srg2oYWVd2q5fXY3KYi8H3BlQY40bEqSvstiLjY3lum1IIKSUeX8Rs9i5c6c8cOCA0YeRMyklTl6cwIbGcqMPxVL6RqdRVuRBRRGTO+lSY219QxmEYIc+XX2j0ygt9KCymLGWrtmFKPpGZ7CmttToQ7GU04MTWFVTwjLfDMwuRBEamcbaujKjD8VSzlyaQFs1Yy0TY9PzmJpb4I4VGToxMM5+R4YiM/OYmFngApoZYqxlbmBsBkVeF3wl2kxgCiHekVLuTPg9JiqIiIiIiIiISE+pEhVMixMRERERERGRaTBRQURERERERESmwUQFEREREREREZmGo9aoEEKMAzhh9HGQI9QCGDL6IMgRGGukF8Ya6YWxRnpgnJFeGGvJrZJS1iX6hkfvIzHYiWSLdRBpSQhxgLFGemCskV4Ya6QXxhrpgXFGemGsZYe3fhARERERERGRaTBRQURERERERESm4bRExZNGHwA5BmON9MJYI70w1kgvjDXSA+OM9MJYy4KjFtMkIiIiIiIiInNzWkUFEREREREREZmYpRMVQgi/EOJlIcQxIUS3EOLTscerhRA/FUKciv1dFXu8JvbzE0KIr1zxXNcJIY4IIU4LIb4shBBGvCcyJ61iTQhRIoT4kRDieOx5HjfqPZE5admuxT3nXiFEl57vg8xP42togRDiSSHEyVj79lEj3hOZk8ax9rFYf+2wEOLHQohaI94TmU8WcXanEOKdWDy9I4S4Le65OC6gpLSKNY4LUrN0ogLAAoA/kVJuAnATgN8XQmwG8DCAF6WU6wC8GPsaAGYAfBbAnyZ4rq8BeBDAutifu/J87GQtWsba30opNwLoAHCzEOLuvB89WYmWsQYhxAMAJvJ+1GRFWsbaXwIYlFKuB7AZwKv5PniyFE1iTQjhAfAlAB+SUm4HcBjAp/R5C2QBmcbZEID7pJTbAHwCwL/HPRfHBZSKlrHGcUESlk5USCn7pZTvxv49DuAYgBYA9wP4duzHvg1gT+xnJqWUr0O5AC4RQjQBqJBSvimVRTu+o/4fIkC7WJNSTkkpX479ew7AuwBa9XgPZA1axRoACCHKAPwxgC/m/8jJarSMNQC/CeCx2M8tSimH8nv0ZCUaxpqI/SmNzXBXAOjL+xsgS8gizg5KKdX46QZQJIQo5LiAVqJVrHFckJqlExXxhBCroWSiOgE0SCn7ASWQANSv8N9bAPTGfd0be4zoKjnGWvzz+ADcByXjSnQVDWLtUQB/B2AqX8dI9pBLrMXaMgB4VAjxrhDi+0KIhjweLllYLrEmpZwH8HsAjkBJUGwG8M18Hi9ZUxZx9lEAB6WUs+C4gDKQY6zFP48PHBdcxhaJitis4Q8AfEZKGcnmKRI8xu1Q6CoaxJr6PB4A3wXwZSllUKvjI/vINdaEEO0ArpVS/qfWx0b2okG75oEyA/SGlHIHgDcB/K2Gh0g2oUG75oWSqOgA0Azl1o9HND1IsrxM40wIsQXA/wLwu+pDCX6M4wK6igaxpj7OcUEClk9UxC5aPwDwf6SUP4w9fDFWtqXe1jG4wtP04vIym1awlJCuoFGsqZ4EcEpK+Y+aHyhZnkax9j4A1wkhzgJ4HcB6IcQr+TlisiqNYm0YStWOmhT7PoAdeThcsjCNYq0dAKSUZ2Il+d8D8P78HDFZUaZxJoRohdJ2fVxKeSb2MMcFtCKNYk3FcUEClk5UxO5P/CaAY1LKv4/71l4oC5Ug9vfTqZ4nVpozLoS4KfacH1/p/5CzaBVrsef6IoBKAJ/R+DDJBjRs174mpWyWUq4G8AEAJ6WUt2p/xGRVGsaaBPAMgFtjD90O4KimB0uWpuE1NARgsxCiLvb1nVDuDSfKOM5ipfY/AvCIlPIN9Yc5LqCVaBVrse9xXJCEUPoX1iSE+ACAn0G5V3Ex9vBfQLlH6HsA2gCcB/ALUspw7P+chbL4UgGAUQAfllIeFULsBPBvAIoBPA/gD6SVPxzSlFaxBiAC4AKA4wDUe9O+IqX8hh7vg8xPy3Yt7jlXA3hWSrlVlzdBlqDxNXQVlFXMfQAuAfgNKeV5vd4LmZvGsfZJAJ8GMA/gHIBfl1IO6/ZmyLQyjTMhxF9BuXXoVNzTfFhKOchxAaWiVaxBad84LkjC0okKIiIiIiIiIrIXS9/6QURERERERET2wkQFEREREREREZkGExVEREREREREZBpMVBARERERERGRaTBRQURERERERESmwUQFEREREREREZkGExVEREREREREZBpMVBARERERERGRaTBRQURERERERESmwUQFEREREREREZkGExVEREREREREZBoeow9AT7W1tXL16tVGHwYRERERERGRo73zzjtDUsq6RN9zVKJi9erVOHDggNGHQURERERERORoQohzyb7nqEQFXe2pgyE8se8E+kan0ewrxkO7NmBPR4vRh0VEREREREQOxUSFgz11MIRHfngE0/NRAEBodBqP/PAIANguWcGEDBERERERkTUwUeFgT+w7sZSkUE3PR/HEvhO2GsSnSsgAYAKDiIiIiIjIRJiocLC+0emMHreqZAmZz+/txuzCoiMqSoiIiIiIiKyC25M6WLOvOKPHrSpZ4mV0ej5pRQkREREREREZg4kKB3to1wYUe92XPVbsdeOhXRsMOqL8yDTxYreKEiIiIiIiIisxbaJCCHGXEOKEEOK0EOLhBN/fKIR4UwgxK4T4UyOO0er2dLTgsQe2ocVXDAGgxVeMxx7YZrvbHpIlZKpKvAl/3m4VJURERERERFZiyjUqhBBuAP8E4E4AvQDeFkLslVIejfuxMIA/BLBH/yO0jz0dLbZLTFxJfX9XLpoJ4LJFNgF7VpQQEREROQ13fCOyNlMmKgDcAOC0lDIIAEKI/wvgfgBLiQop5SCAQSHEvcYcIllJqoQML2JERERE9pFqxzf284iswayJihYAF+K+7gVwo0HHQjbmhIoSIiIiIidJtuPbE/tOsN9HZBFmTVSIBI/JrJ5IiAcBPAgAbW1tuRwTERERkeOwhJ6sJtnC6E5aMJ3nLVmdWRMVvQD8cV+3AujL5omklE8CeBIAdu7cmVWyg4iIiMiJrFpCz0GaszX7ihFKkJRwyoLpVj1vieKZddePtwGsE0KsEUIUAPhlAHsNPiYiIiIiR0lVQm9W6iAtNDoNieVB2lMHQ0YfGukk2Y5vTlkwPR/n7VMHQ7j58Zew5uEf4ebHX7rsfEr1PaJsmbKiQkq5IIT4FIB9ANwAviWl7BZCfDL2/a8LIRoBHABQAWBRCPEZAJullBGjjpuIiIiS4yy39VixhJ7rE1CyHd+c8vvX+rxNVaEBgNUblBemTFQAgJTyOQDPXfHY1+P+PQDllhAiIiLSWaZJB5YiW5MVS+hTDdKYLLOXVL9PJy+YrvV5u1KFBhODlA9mvfWDiIiywPJL0kM2pfVWvIWAzF1Cn6y9SzYYqyz28pYQG+EtPslpfd6mSv5ZseqKrIGJCgdwysDFKe+TKBl22kgv2SQd2Jm1pj0dLXjsgW1o8RVDAGjxFeOxB7YZPlOaqr1LNkgTIvnML1kPk5/JaX3eJkv+NfuKU36PKBemvfWDtOGUUlunvE+iVHhfNuklm6SDFW8hIIUZS+hTtXdvPHzb0s/E3xLwR//xXsLnYrLMmpj8TE3L8/ahXRsu62cDl1dopPoeUbaYqLA5pwxcnPI+iVJhp430kk3SYaWOLlEmVmrvEg3Snth3gskyG9Ez+en0tU3SWZzUyZ8P5QcTFTbnlIGLU94nUSqcsSa9ZJN0yHYVfqcPECgxJstIr98nq3YVqSo0zFh1RdbHRIXNOWXg4pT3SZQKO+Gkl2yTDpl2ZjlAoGT0TJaROen1+2TVLpExmKiwOacMXJzyPolSYSec9KTHDBoHCJSMXskyMjc9fp+s2jW3VFV3rMizNiYqbM4pAxenvE+ilbATTnbCAQKlwvbOeE4YCLJq17xSVd0BYEWexTFR4QDZXMiteOHRusNixc+AiMhoWradThog8JpDVuOUW7NYtWteK21Ry4o8a3MZfQBkPqn2JncKfgZERJnTuu18aNcGFHvdlz1mxwECrzlkRSsNEu1iT0cLHntgG1p8xRAAWnzFeOyBbRzsmkCqqjtW5FkfKyroKrwnmJ8BEWUv2cy4E2bMtW47nXJbH685ZEVOGgjyNiNzWqnqzikVeXbFRAVdxUkXnmT4GdiPEwaJZLxkpdAHzoXxg3dCti+Rzkfb6YQBAq85ZEVOujWLzGml23LsdMuOE/uxTFTQVXjh4WewEqs1lk65j5aMl2xm/LudFxCV8qrH8zFjbuT5ybYzO2b43KzWrpPxuHYDGS2dqjs7tGtO7ccyUUFX4YWHn0EqVmws7VhW7fRBhVnff7IZ8CuTFCv9fLaMPj/ZdmbH6M/N6Lgha3LKrVlkbqmq7uxSkWfHfmw6mKigq/DCY+7PwOgBWraNpR7Hnew17FZWnc2gwui40ZKZB1XJZsbdQiRMVmg9Y250Z8bMbaeZGf25GR03ZF12GQgSmZnd+rHpYqKCEuKFx5yfgRkGaNk0lnocd6rXMENZtZYyHVSYIW60ZOZBVbKZ8Y9e13LZGhXq41rPmJuhM2PGttMKjPzczBA3lJydEs1ElLmV+rF2bSO4PSlZzlMHQ7j58Zew5uEf4ebHX3LU9m1m2Aos2eA+1aBfj+NO9Rp22+Iw00GFGeJGS2YeVCXbxu6Le7bpsr1dNucnac9q1ynGjXlx61oi69LqWpCqH2vnNoIVFWQpdpsZzpQZBmjZ3Eutx3Gneg2jy6q1lmmFiBniRktmr5BJNjOux4y50WsdkDWvU4wb8zJzBRkRJZfttSBVdUSix29+/CXbthFMVJClOP2CbYbSr2wG/XoMLFd6DTOXo2f6e8t0UGGWgb1W8clBVXJ2S8pZkRWvU4wb87JbopnIKbK5FqyU3Ej0/+zcRjBRYSN2vT8pnp1PxnSkGqDpOYuX6aBfj4GlVQev2fzeMh1UrPTZ6LXQqVbxyUFVamZOyjmBVa9TjBtzMkuimYgyk821IJvkhp3bCCYqbMKKpabZMMPJaGRCyKqlX3oMLK06eM129jWTQUWqz0avtkPrWWYOqsiszHCdIvswQxLeCRNhRFrL5lqQTXLDDG1EvjBRYRNWLDXNhtEnoxkSQlYt/dJyYJms02TFwatev7dkn41ebYfZ45Osx6yDJ6OvU2QvRifhzdDvIbKibK4F2SQ3jG4j8omJCptwyiDA6JPRzAkhO87iJRqIALBVp8no35tebYfR79PszDroNiszD56Mvk6ZHWM9c0Ym4bPt9/D3TE6XzbUg20R3sjbC6uchExU24aRBAPeaT2yl9Sus1lAlG4gUeV2mTRZlw+jZV73aDqPfp5mZedBtVmZOGgO8NSkZxnpqZrxWZ9Pv4e+ZSJHptUDLRLcdzkMmKmyCgwB9mDkhlKxxA/SrQNCyk5VsIHLlYyozJIuyYfTsq15tx0rrZJitc64nsw+6zcjMSWNKjrGenFkHFdn0e/h7JsqeVoluO5yHTFTYhNGDHacwe0IoUeOm1yKbWneyMh1wmCFZlC0jZ1/1bDsSvU+zds71xEF35sycNNaT1ZJ8Zo91Iz9Ps95ikU2/x+y/ZyInsMN5aNpEhRDiLgBfAuAG8A0p5eNXfF/Evn8PgCkAvy6lfFf3AzURlprmnxUTQno1VFpnbpMNRHzFXswuLJo2WWRFVrz/2U6yHXRbbZCaSqbvxexJYz1YMcln5gST0Z+nWW+xyKbfY+bfM1E+mPF6bIfzMOtEhRCiOtX3pZThHJ7bDeCfANwJoBfA20KIvVLKo3E/djeAdbE/NwL4WuxvoryyWkJIr4ZK64RIsoHI53dvAWCtZBElZ/aMf7LOh5adkmzWlzF6UKWlbN6LFZPGWrNiks/MCSajP08z32KRab/HzL/nlZhxwEnmZtbrsZXPQ1UuFRXvAJAABIA2ACOxf/sAnAewJofnvgHAaSllEACEEP8XwP0A4hMV9wP4jpRSAtgvhPAJIZqklP05vK7pOaUBdcr71INeDZXWCZGVBiKMB3PK9Nw1c8Y/WefjwLkwfvBOSLNOSTbryxg9qNJStu/FakljrZk9yZdItgkmPfoERn+edrrFwqqJRLMOOFfCPrOxzHo9tup5GE8o4/wcnkCIrwPYK6V8Lvb13QDukFL+SQ7P+fMA7pJS/nbs6/8O4EYp5afifuZZAI9LKV+Pff0igD+XUh5I9rzl5eXyuuuuy/awDDdRsxHDa++CdHuXHhPRedQEf4yy4eMGHpm2nPI+9TRRsxEjbbcgWlAB91wEVedf0/yz5O+NsokBM8fNhY4HES2svPobchEQrqseds+OwX/wyby/vnt2DNGCCkCIBMcmsbrzbzU7Bj2cvfFPbfNe9JQqPrSMQ6Pp1UaY4fPM9FpthmO2Eyt+nma+hmpNj75sNngNy82rr776jpRyZ6LvabFGxfVSyk+qX0gpnxdCPJrjcyb4bePKjEo6PwMhxIMAHgSAwsLCHA9LP4lOxpG2Wy5riABAur0YabvFFCeqVpzyPvVUNnw875+d+vyZXkTMeuGhzGVz7mYbN3qIFlQk+U6iy0+qn9f29dXPKWGHei6i6THoIR/vxQntStX51xIOUKrOv2bgUWlPrz6BGT7PTK/VWh+zE86bVFK1uWbllD7zlQmZaGElhtfeBQCGv087XY/NRouKin0Afgbg/4WSKPg1ALdIKXfl8JzvA/B59TmEEI8AgJTysbif+WcAr0gpvxv7+gSAW1Pd+rFz50554EDSggvTuLL0DFDK/5JtyygA9Dx+r05Hl39rHv7R1Rkn2O99moWRJYPJYv2xB7ZZqjSNFFY+dxOdB0/sO5HwthS3EIgmuHa2+IrxxsO3aXZMNz/+UsLXb4kdn13OHa3bASe1K04o+dazXbHi56nVMTvpvEkmVZurZduuJStfdzNh5t8Nz53cCCHyWlHxMQCfA/Cfsa9fiz2Wi7cBrBNCrAEQAvDLAH7lip/ZC+BTsfUrbgQwZrX1KZJdXJLd65Ssc2yGe7m1ZOZ71u3G6PsxzXpfn8qKnVYjmeXczfT3luw8+Oh1LZetRQEonY9kj2u97kuqe9btcO+pSuv3YvZ2RUvZrNNh5nYt0bHp2a5Ycd0TrY5Zz/PGrDGo9ZpeWr9Po88PI5l1PRbAHmtBmFXOiYrY7h6f1uBY4p9zQQjxKQD7oGxP+i0pZbcQ4pOx738dwHNQtiY9DWV70t/Q8hjyLdUAMdlJF5XyqsoKq63emg47rFJrFUZ36M184TE6iWNFZjh3s/m9JTsPXj5+CY89sC1h52Pnquq8d0rSWVDWLrGo5XtJ1a6YdYCkFzO3a5kmDNkn0JZe12Mzx6CWA06t36fTzw+zJ2TsdD02k6xv/RBC/KOU8jNCiGeQYG0IKeXuXA9Oa2a69SNVCROAlOW+TuhkOb0zqRejSwbNXMqn9bE5JaaNfp/Z/N6MPg9IW8liwFfsxezCoqPLc63a5jql72MkvWIj29cx+tqSKa3fp17nh9Gfc7pbcgPOa7/tKl+3fvx77G8uZ5qFVJnrf/il9pTlvk44IZ3yPo2WKkOtx8XKDDPwyWg5u2TmGSStaX3uZhqH2fzezD5TYzSjO66ZStauCAHH3BKS7Hdm5iq2VMfGPkH+6XU9ziYGrXgN1fp96nF+5ONzzuT6kc7rW+laRLm7en+1NEkp34n9/ar6B8BhACOxf1MKyTrAzb5i7OlowWMPbEOLrxgCSraUGUPKh4d2bUCx133ZY8VeNz60sQ6P/PAIQqPTkFi+WDx1MKTp65s51lOdo5lKdYsNJad2WjKJw2x+b8nOAzMkzIyWze/AaMnaldGp+YQ/b4ZBupZS/c60bNe0ZuZjcwK9rsfZ/J6teA3V+n3qcX5o/Tlnev1Y6fX3dLTgjYdvQ8/j9+KNh28zRV+R8ivrRIVKCPGKEKJCCFEN4BCAfxVC/H3uh2ZvK3WMeTKSHpJ1TF4+fkm3ToFZY13LwauZZzHNLJtOUza/NzMnzIxmxQECkLhdccpAONXvzMxJOTMfm1PocT3O5vdsxWuo1u9Tj/ND68850+uHFX/PlF9a7PpRKaWMCCF+G8C/Sik/J4Q4rMHz2hpLmGglepVbJyoZ/KP/eC/hzzrpYqHlOcpbC7KTTacl1e8t1TnF0vLE7NRxNPOtZlpaqUQcMGffw8zHRtpZ6fdsxZ0tUl1bMonnVO9Tj/ND68850+uH2X/PpD8tEhUeIUQTgF8E8JcaPJ9jsGNMyRh9PyYvFgqtztFsB0hWWxtAa9nGYaLfm9HnlFXZqS1wykB4pd+ZmfseZj42KzLrNSTZ79mKO1usdG3J5PNeqa+Q7/ND62RuptcPvZPJZj0/aFnOt34A+AKUbUTPSCnfFkKsBXBKg+clciyjy61ZgqutbG4tsOLaAFrTMg6NPqesym5tgRluNXvqYAg3P/4S1jz8I9z8+Euan9Nm+Z3l+31Sala8hqy0VbQZb8/T8tpi9G2IWr9+pm2Rnu/fiueHE2W9PakVmWl7UqJUzLBdIjPN2dHqczPzNoJ60urzNMM5ZVVsC7STzRZ72Xz+ev3OuJWgeVnxGmLFdtqKx6wns14/zHB+mPWz0Vu+tidVn3w9gK8BaJBSbhVCbAewW0r5xVyfm8ipzFBu7ZQSXC0vFFreXmCntQFyoVUcmuGcsiqntAV6SDX7mkkpPJC6TdHjd5bq2DJ9n3Zk9CDEitcQK7bT2R6z0fGhF7NeP4w+P3g7anq0uPXjXwA8AmAeAKSUhwH8sgbPS+RYZindtTutS/+0LAF1yg4FeuE5RWaQaefYzLcspTo2owcBRjNDWbkVryFWbKezOWYzxIfTGX1+mLltNxMtEhUlUsq3rnhsQYPnJXIso+9TdAqtLxRads6t2GEzM55TtBI91lTItHNs5gF/qmMzehBgNDMMQpJdQz60sc60a4dYsZ3O5pjNEB9OZ3Qfy8xtu5losevHkBDiGkC5RUsI8fMA+jV4XiLbyKbEz6zlcnai9YVCy7JVp+xQoCeeU5SMXmW4ma5qb+ZS+FTH5pStYJMxwyAk0TXkQxvrLts9w4zl5lZspzM9ZjPEh9MZ3ccyc9tuJlokKn4fwJMANgohQgB6APyqBs9LZAu8D828tL63VOvOudEdNqfcQ0u00gynVudBpp1jMw/4Ux2b0YMAo5llEHLlNeTmx19y/NohZmCW+HA6I/tYZm7bzSTnRIWUMgjgDiFEKZRbSaYB/BKAc7k+N5HVJBrYcVEx88rmQpFO4skOnXMm2MhJks1kqnGv5XmQSefYzG3KSsdmdKJVS5kmbc06COFMvjmYIT44EWEsM7ftZpL19qRCiAoo1RQtAJ4G8ELs6z8FcEhKeb9WB6kVbk+qDTZuiSXbju3KJIWKW1eZQ6bxbIYtrfTglPdJBCSPd7cQiCboJ/E8cI5st1o1Y1+J7bp5GBkf3D44O2Y8p+0gX9uT/juAEQBvAvgdAH8GoADAHinlezk8L5kYZ1mTS1Y5kayjyxI/c+C9pYk55X06DTtaiSWb4UyWaOZ54BzZVkWasaLEDDP5pDAyPljpmzmOf4yRS6JirZRyGwAIIb4BYAhAm5RyXJMjI1Ni45Zcso5rVMqrOrzsGFiXU+4tdcr7dBJ2tJJLVob7xL4TPA8cbqWkbabJPyOThSw3J8AcExFWS5pz/GOMXBIV8+o/pJRRIUQPkxT2Z4bGzaySDexa4jq8VmmQKTmnzEg55X06CTtaqSWb4Ux1Hlits02ZS5W0zTT5Z4ZkoRkrPUhfRk9EmOE8SCVRu87xjzFcOfzfgBAiEvszDmC7+m8hRESrAyRzcfre6Kmk2pN5T0cL3nj4NvQ8fi/eePg2UzTElB0r7vOeDae8TydhRytzqc4DtbMdGp2GxHJn+6mDIaMPmzSU6tq+0m4xV8r054nyIVVM68HM50Gydt1X4k348xz/5FfWFRVSSvfKP0V2w1nW5FhS6RxOmZFK9T45k2w9Rs+iWVWy84AVKs6Q6tr+R//xXsL/k2lSkMlC0pPR/VUznwfJ2vVCj4u3cRsg5+1JyVmMbtzMzikDWHI2s5dtUmJMNGvLzJ1t0laya3umyT8mC8ksjOyvmvk8SNZ+j03P4x9+qZ3jH50xUUEZy7Rx48wrkb1wJtmamGjWlpk726SPTJN/TBYSmfs8SNWuczJSf0xUUF5x5pXIfjiTbF3saGnHzJ1t0kemyT8mC4nMfR6wXTcXIaU0+hh0s3PnTnngwAGjD8NRbn78paQ7Ybzx8G0GHBER5YrnNZGCFYNERPbCdl1fQoh3pJQ7E32PFRWUV5x5JbIfzjgQKVihQkRkL2zXzSOX7UmJVsTtTInsh1uXEhEREVE+saKC8oozr0T2xBkHIiIiIsoX0yUqhBDVAP4DwGoAZwH8opRyJMHPfQvARwAMSim36nmMlD4zL5hDRERERM7CNQiIrMF0i2kKIf43gLCU8nEhxMMAqqSUf57g524BMAHgO+kmKriYJhERERGRM125Gx2gVPry9kUiY6RaTNOMa1TcD+DbsX9/G8CeRD8kpXwNQFinYyIiIiIiIgt7Yt+Jy5IUADA9H8UT+04YdERElIzpbv0A0CCl7AcAKWW/EKI+lycTQjwI4EEAaGtr0+DwKBmW0hERERGRWXE3OiLrMCRRIYR4AUBjgm/9pdavJaV8EsCTgHLrh9bPT4orS+lCo9N45IdHAIDJCiIiIiIyXLOvGKEESQnuRkdkPobc+iGlvENKuTXBn6cBXBRCNAFA7O9BI46RMsNSOiIiIiIys4d2bUCx133ZY9yNjsiczLhGxV4An4j9+xMAnjbwWChNLKUjIiIiIjPb09GCxx7YhhZfMQSAFl8xF9IkMikzrlHxOIDvCSF+C8B5AL8AAEKIZgDfkFLeE/v6uwBuBVArhOgF8Dkp5TeNOWRiKR0RERERmd2ejhYmJogswHSJCinlMIDbEzzeB+CeuK8/pudxUWoP7dqQcLsnltIRERERERFRJkyXqCBrUjPT3PWDiIiIiIiIcsFEBWmGpXRERERERESUKzMupklEREREREREDsVEBRERERERERGZBm/9IDLQUwdDXNeDiIiIiIgoDhMVRAZ56mDosp1SQqPTeOSHRwCAyQoiIiIiInIs3vpBZJAn9p24bDtXAJiej+KJfScMOiIiIiIiIiLjMVFBZJC+0emMHiciIiIiInICJiqIDNLsK87ocSIiIiIiIidgooLIIA/t2oBir/uyx4q9bjy0a4NBR0RERERERGQ8LqZJZBB1wUzu+kFERERERLSMiQoiA+3paGFigoiIiIiIKA5v/SAiIiIiIiIi02CigoiIiIiIiIhMg7d+kKGeOhjiGg1ERERERES0hIkKMsxTB0N45IdHMD0fBQCERqfxyA+PAACTFUREOmLSmIiIiMyEt36QYZ7Yd2IpSaGano/iiX0nDDoiIiLnUZPGodFpSCwnjZ86GDL60IiIiMihmKggw/SNTmf0OBERaY9JYyIiIjIbJirIMM2+4oweJyIi7TFpTERERGbDRAUZ5qFdG1DsdV/2WLHXjYd2bTDoiIiInIdJYyIiIjIbJirIMHs6WvDYA9vQ4iuGANDiK8ZjD2zjAm5ERDpi0piIiIjMhrt+kKH2dLQwMUFEZCC1DeauH0RERGQWTFQQERE5HJPGREREZCZCSmn0MehGCDEOgMuYkx5qAQwZfRDkCIw10gtjjfTCWCM9MM5IL4y15FZJKesSfcNpFRUnpJQ7jT4Isj8hxAHGGumBsUZ6YayRXhhrpAfGGemFsZYdLqZJRERERERERKbBRAURERERERERmYbTEhVPGn0A5BiMNdILY430wlgjvTDWSA+MM9ILYy0LjlpMk4iIiIiIiIjMzWkVFURERERERERkYkxUEBEREREREZFpWDpRIYTwCyFeFkIcE0J0CyE+HXu8WgjxUyHEqdjfVbHHa2I/PyGE+MoVz3WdEOKIEOK0EOLLQghhxHsic9Iq1oQQJUKIHwkhjsee53Gj3hOZk5btWtxz7hVCdOn5Psj8NL6GFgghnhRCnIy1bx814j2ROWkcax+L9dcOCyF+LISoNeI9kflkEWd3CiHeicXTO0KI2+Kei+MCSkqrWOO4IDVLJyoALAD4EynlJgA3Afh9IcRmAA8DeFFKuQ7Ai7GvAWAGwGcB/GmC5/oagAcBrIv9uSvPx07WomWs/a2UciOADgA3CyHuzvvRk5VoGWsQQjwAYCLvR01WpGWs/SWAQSnlegCbAbya74MnS9Ek1oQQHgBfAvAhKeV2AIcBfEqft0AWkGmcDQG4T0q5DcAnAPx73HNxXECpaBlrHBckYelEhZSyX0r5buzf4wCOAWgBcD+Ab8d+7NsA9sR+ZlJK+TqUC+ASIUQTgAop5ZtSWV30O+r/IQK0izUp5ZSU8uXYv+cAvAugVY/3QNagVawBgBCiDMAfA/hi/o+crEbLWAPwmwAei/3copRyKL9HT1aiYayJ2J/S2Ax3BYC+vL8BsoQs4uyglFKNn24ARUKIQo4LaCVaxRrHBalZOlERTwixGkomqhNAg5SyH1ACCUD9Cv+9BUBv3Ne9sceIrpJjrMU/jw/AfVAyrkRX0SDWHgXwdwCm8nWMZA+5xFqsLQOAR4UQ7wohvi+EaMjj4ZKF5RJrUsp5AL8H4AiUBMVmAN/M5/GSNWURZx8FcFBKOQuOCygDOcZa/PP4wHHBZWyRqIjNGv4AwGeklJFsniLBY9y3la6iQaypz+MB8F0AX5ZSBrU6PrKPXGNNCNEO4Fop5X9qfWxkLxq0ax4oM0BvSCl3AHgTwN9qeIhkExq0a14oiYoOAM1Qbv14RNODJMvLNM6EEFsA/C8Av6s+lODHOC6gq2gQa+rjHBckYPlEReyi9QMA/0dK+cPYwxdjZVvqbR2DKzxNLy4vs2kFSwnpChrFmupJAKeklP+o+YGS5WkUa+8DcJ0Q4iyA1wGsF0K8kp8jJqvSKNaGoVTtqEmx7wPYkYfDJQvTKNbaAUBKeSZWkv89AO/PzxGTFWUaZ0KIViht18ellGdiD3NcQCvSKNZUHBckYOlERez+xG8COCal/Pu4b+2FslAJYn8/nep5YqU540KIm2LP+fGV/g85i1axFnuuLwKoBPAZjQ+TbEDDdu1rUspmKeVqAB8AcFJKeav2R0xWpWGsSQDPALg19tDtAI5qerBkaRpeQ0MANgsh6mJf3wnl3nCijOMsVmr/IwCPSCnfUH+Y4wJaiVaxFvsexwVJCKV/YU1CiA8A+BmUexUXYw//BZR7hL4HoA3AeQC/IKUMx/7PWSiLLxUAGAXwYSnlUSHETgD/BqAYwPMA/kBa+cMhTWkVawAiAC4AOA5AvTftK1LKb+jxPsj8tGzX4p5zNYBnpZRbdXkTZAkaX0NXQVnF3AfgEoDfkFKe1+u9kLlpHGufBPBpAPMAzgH4dSnlsG5vhkwr0zgTQvwVlFuHTsU9zYellIMcF1AqWsUalPaN44IkLJ2oICIiIiIiIiJ7sfStH0RERERERERkL0xUEBEREREREZFpMFFBRERERERERKbBRAURERERERERmQYTFURERERERERkGkxUEBEREREREZFpMFFBRERERERERKbx/wPdMKM2MsoFsQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Natural Gas\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Solar\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nuclear\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Wind\n"
     ]
    },
    {
     "data": {
      "image/png": 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dyPeHi7l0eiiOdjaAMXMDjJPfxKkkuCHEIDBlZHSXuRHrb6wbTi2SpqJd2Z5pPBmYF+XDGXH+bDhSIr0hepCcYxxb2t/gBsDKxCBeuW46R4treemnzMFemsX7uZnoicENB1sbLpkewrrUEoqqJcOqs4KqRt7ekc3F00JO+b0FeDjy3i2zuGtJFB8l5/LLD/aRlF3JRdOCeeemWST9YSmPXzqZGD9X9udWmecHEFZF0zSOFtd12Uy0s4T2TYNU2TQYUsnZFSz6z0aqGkZ2w+Wd7aWxT10xhTPj/Hjky8OnZJs1tuj5fG8+Z08IwNPZ/pTnmBftw5GiWkpq5T1EDI73d+Vi0DSunhXecVu4tzMg42C7I8ENIQZBR3DDo+vghoeTHcGeTpK50Y0dmRVE+rrg5+7IsgQ/apra2J0lu7zd2ZNdia+bAyFjnAb09YvH+TFzrNeoLP8xjYE9uSwF4MqZYegNGh/szhnuZVm0pzccAw3uPTOmy/ttbXT85qw4vrpnPp/eMYedD53JXy+YyPwYH+xsjKcZiSGe7MutkhIC0au8ykbqmtu6bCbaWVyAG0oZJ22JofP9oWKyyxtIyR/Zo3d3ZJbj4WRHQqA7T1w+mQgfF+56dw+5nXbHv04ppLapjStmhnX5HPOjfQDYli4jYcXpa2kz8P6uHBbH+hLWHtAA40aqva2OHGkq2iUJbggxCEpqmrDRKXxcu64PBuOJWJpMTDlFm97AruMVzI70BmBBjC/2tjrWHS4x88osV3J2JdPCxvSYst2bBTG+xh2mUdYHJqO0Hhd7my5r+cO9XVgY68sHu3Jpk8whAI6X1fNRUh5XzgojZIxzj48dH+TBtHAvdLpTj8vJYZ5UNrSSWyElBKJnab00EzVxcbAlwtuFwwUS3DjZjsxynlp/bFCCiXvbM66OFffcONja7cisYNZY4+uXm6Mdr1w7HYMGt7yV1DEB5YNdOUT6uDBrrFeXz5EQ5I6ns5303RB98s6ObO55fy/Hy7rOwFh7qIjS2maumRN+wu06nSLMy1kyN7ohwQ0hBkFRdRO+rg7YdHFSbxIX6EZGaR3NbaN7UsXJDhbUUNfcxpz24IaLgy3zorz5IbVIdnm7UFLbRE5Fw4BKUjpbGGvcYdp8bHSdhGWU1hHl59ptYOiqWWEU1TSx4YgE1wD+98NR7G103LUk+rSeJzHEE4B9eVWnvygxoqUVG4MbvWVuAMQHukm550k0TeORLw/z+A9HT3u0epveQEqeMWMjvZepSNbM1G/DtMkCEOHjwjNXTuFocS2//mgfR4trScqu5LIZod2+f9joFHOjvNmaXibnL6JHbXoDT6w7ypf7C1j+v03845vUUyYFvr0jm1AvJxbF+p3y9RHeMg62OxLcEGIQFNU0ddvV3SQuwJ02g0ZGiURaOzONgO18UrE0wZ/cikaOjvCdooHYk23stzH1NIMb8QHu+Lja89Ox0VWakl5SR7TvqSUpJmfG+RHo4cj7u6Q05XBBDWv2F3Dj/Ah83Xp+fevNuAA3HGx10ndD9Cq1sIaQMU69jrkGY9+N7PIGGR/eye6sSlILa3Cys+GRLw93ZB0MxNHiOhrbR4enl4zc9+OdXZyHgDHD8ffnJrD2UDE3vL4bOxvFRdNCenyuedE+FFY3kdnNbrwQAFszyimra+GvF0zggsnBvPhTJmc8tolPkvMwGDSOFNWw63gFV80K73LjNMzLhezyBgmidUGCG0IMguKaJvy7aSZqYmqOdkR2mU6wPaOcaD/XEy6elsb7A7AuVaamnCw5uxJ7Wx0TgntO2e6NTqdYEOPLlmNlGEbJrPS65jYKq5uI6qLfhomtjY5zJgayNaOchpaBXxSMBI//kIa7oy23Log67eeys9ExMdiDfRLcEL1IK6rttZmoSXx7U1Ep+fzZm9uy8HCy45XrplNY3cRT648N+LlMf6+zI71GdHDD1G+jq+PuxnkRXDIthPyqRpYnBPRYfgw/992QqSmiJ6v35uPuaMsl00P4zyWJfHHXPII9nXjg4/1c+Pw2/vNdGva2Oi6dHtrl10f4ONPYqqe0dvRNveuNBDeEGATFNc3dNhM1Gevjgr2NjiNyEtahVW8gKauioyTFxN/dkcQQD76XkbCnSM6uZFKwBw62Nqf9XAtifCivb+HwKGnId7zUuJMW5evS4+POiPOjpc0wqpvCJWdXsi61hNsWReHhbDcoz5kY6snB/GqZhCS61dymJ7Osvk8lKWDscQCMmtew3hRWN/LdoSIumxHKvGgfLpseyqtbjnO0eGDnHftyK/F0tmNpvD8V9S0jdnx4534bJ1NK8dcLJ3DPGdE8cNa4Xp8rzMuZkDFObBllJZ+i7xpb9Kw9VMQ5EwM7zuUmh3ry2R1zeeySRAqqGll/pISVk4Lwcjl1Kg/8PA42W8bBnkKCGwNQ19xGU6v0TRBGTa16qhtbe83csLXREePvKsGNTlLyq6lv0Z+SCgrG7I39uVWjruFlT5pa9RzMrzntfhsm82OMO0yjpTQlvdT4t9fVpJTOZkR44WJvw4a00dt344l1R/FxteeGeRGD9pyJoZ40txlkl110K6OkHr1BY1wvzURNAtwd8XS26/PElJG+y/nujhwMmsY1s40NCH97dhyujrb84YuDA0pf35dbRWKIZ8dr5kjM3uiq38bJHGxtuH/5OMb69BwYB2MwZH60D9szy6UxtejSD6nF1LfoWTU5+ITbdTpj2dPGBxbzyPnj+b8V3QfTwr3ax8FK+dMpJLjRT3qDxgXPbuWPXxw091KEhSiqNl589xbcAJgU4kFyVgU1Uh8MdO63cWrn8WXjjaUp66WxY4dDBdW06A2n3W/DxM/NkfhAd34aJSNhM0rqsdEpwrx6PkG1t9UxP8aHH4+UjMp6VoNBY9fxCs5PDMbZvve+B301JdQTQEpTRLfSio1Bir6WpSiliA9w53AfxqwnZ1cw8+/r2JNTeVprtFRNrXre35XDmXH+hLZf+Hi52PPgijh2Ha/g8735/Xq+2qZWjpXUMTm0U3BjBDYV7a7fxumYF+1DbVPbiB+fKwZm9d58Atwdu5264+pgy3VzI3q8rgge44SNTpEjmRunkOBGP208UkJ6SR3J2SPzzVH0X1F7ZkFAH4IbV84Mp75FzwfSrBAw9tsY5++Gdxc1rOP83QgZ48QPUprSwfS6MzVscIIbYJyakpxdeVpN56xFRmkd4V7O2Nv2/ta3ZJwfBdVNHZMbRpP8qkaa2wzE+Pec4dJfIWOc8HKxl6aioltHimqxt9H1aYfcJCHInbSiGvS99A76Ma0UTYPNR0dmucDXBwopr2/h+rkRJ9x+6fRQpoR58vdvUqlu6PvGSkpeNZpmHOMc5OGEs73NiMzc6KnfxkDNjTIGSqTvhjhZRX0Lm46Wcv7koC7LoPrKzkZHsKcTWTIx5RQS3OinN7ZlAXC8vH5ENJtLyqrghtd3cc6TmymsbjT3cqxSsSm44dH7NIGJIR7MifTmtS1ZtLSN7nTFljYDSVmVXWZtgHFHblmCP1vSy0bE39pgSM6uJNzb+bQnV3S2MMaXVr3WkUUzkqWX1PXYTLSzJXHG0Wsbj4yOrJbOTLuzUT1MlRkIpRSJIR7sl3GwohtpRbVE+bliZ9P309P4QHeaWg0c7yU9e2dmBQC7skbea52maby5PYtoP1fmRZ+YgaDTKf56wQQq6lv47/dpfX7Ove1ByMkhnuh0iihf1xEa3Oi+38ZAebs6kBDozhYJbowauRUNfRoY8HVKIW0GjVWTg077e4Z7O5NdLmUpJ5PgRj8cLa5lS3oZU8I80TTr7c6taRpbjpVx+UvbufiF7ezPqyanooGrXt4p/Q0GwBTc6EtZCsCtCyMpqmni65SCoVyWxUvJr6KxVc+cqO5TQZfF+9PSZmCzNOZC0zSSs6uYNohZGwDTI8bgaKcb8aUpbXoDWeX1fb5g93d3JCHQnY2jsCwqo8QU3Oj77nlfTQ4dw7GSOupGQaaQ6L8jhX2flGKSENh7U9GmVj37cquw0Sn2ZFeNuKa2e3OrOJBXzXVzwlHq1Iv08UEeXDsngnd2ZnOgj8HFfblVjPVxYUx7Q8MYv5EX3OhLv42Bmh/jw57sKtmcGSUeXnOIi5/fTl5lz5kUq/fmE+Pn2vG6dTqMwQ3J3DiZBDf64Y1tWTjY6njk/PEApPahxtOSaJrGD4eLueC5bVz96k6Ol9Xzx/MS2PLbJbxxwwyKapq46pWdlI3QbthDpai6GWd7G1wd+labvijWlxg/V1766fiorOc32Z5h3D2bObb7k4oZY71wd7SV0hQgp6KBsrrmQeu3YeJga8PsSO8RH0DKrWykVa/164L9jDg/knMq+5XKPRJklNYxxtmuy3Kx05UY6oGm0ecLrJHiUEE1f/3qsDQj70F1QytFNU19npRiEu3nip2N6rGp6N6cKlr0BlZNDqKxVc+hgpE1XeXNbVm4Othy4dSQbh/z6+Wx+Lg68IcvDvZawqNpGvtyq5jc3icHIMrPlcLqJmpHUM+woei3YTI3ypsWvYG9OVWD/tzC8mSUGoP2D3y8H0M3f1+5FQ0kZVdywZTgLoOQ/RXh7UJ1YytVDS2n/VwjiQQ3+qi6oZXP9uRxweRgJgZ74OZgy+FC62kUVN/cxgXPbuWWt5KoqG/m7xdO5Kf/W8JN88fibG/L9AgvXr1uBrmVDVz9yk4q6+UPpa+Ka5oIcHfs8wuVTqe4ZUEkqYU1bB3FoyZ3ZFYQF+DW7ZgrMNYULonzY8ORkl5PxkY6U7+N6RGDG9wAY2lKZlk9uSO4MZVpx7G3SSmdLYnzQ2/QRs00GZOMkr5nuPRXYognAPtzref983Ttz63iipd28MqW43x1oNDcyzGbHZnl3PXunm53sk0p3f0Nbtjb6oj2c+NwDwGLHZnl6BTcuTgagF3HR857b0ltE9+kFHLxtJAeN1ncHe34w7nxHMir5sPduT0+Z0F1E6W1zScEN0yvnRmlIycNfij6bZhMDPYA6PMkH2u2el8+17y6k7WHirq9sB/JWvUG8iobifR1YUdmBa9tPd7l49bsN2Zsn594+iUpYBw7DIzI7I3C6kZueztpQCOVJbjRRx8m5dDUauC6uREopYgLdLOqzI1dWRXsz6vmd+fEsfH+xVw5K6xjtrLJnChvXrl2Bpll9Vz96s5Rt1s5UMU1TX0uSTFZNSUIH1cHXtqcOUSrsmzNbXqSsit6LEkxWRrvT0V9y4jtcN9XP6aV4uZgS4zf4J+ELYw1joQdydkbGe19JCL7cdE+OdSTMc52o640JaO0rl9BoP4Y42JPhLfzqGkqmpxdwdWv7MTD2Y5QLyc+6uWiciT76kABX6cU8scvDnV5v6l570AuNOMD3Xq8iNx5vJyEIHei/VyJ8HZm1/GR837y3s4cWvUa184J7/Wx5ycGMSXMk+c3pfe4YbCvPdugc3AjZgSOgx2Kfhsm3q4O+Lo5WNW1wkA0t+n5+zepbE0v47a3k1n6v018sCuH5raus9SqGlr4KCmXG17fxfx/beDT5Dyrz2IuqGqkzaBx+8Iolsb78++1aRw9qRm5pmms3pfPtPAxHdOMTldEe+PlrBHWd6OlzcCd7+5h7aFirnt9F29s7V+muwQ3+kBv0HhzWzazxnqREGSskUoIdOdIYY3VRCgP5hl3ya6YGYZtD4265sf48NI10zhWXMe1r+2UkaV9UFTTRIBH/4IbDrY23DAvgp+Olo6KqP7JDuRV09Rq6FMq6KJxvtjZKNaN4tKUz/bksWZ/AVfMCsNmCE7ConxdCfJwHNF9NzJK6vB1c8DDya7PX2OjUyyK9eXHo6VW81p/uirrWyivbxmyzA2AxFDPUTEOdmdmOde+ugtvV3s+vHUOV80KZ1dWRUegbbQ5WlSHrU7x6Z48Pk46NchzpKgWd0fbPk0eO1lCoDsltc1dltU2t+nZm1PFrPYSyBkRXiRlV4yIv+mWNgPv7sxhUaxvnwK3SiluWxhJbkUjaw8Vdfu4fbmV2NvqiO/UFyDMyxl7Gx3HSkbGxfpQ9tswiQ9071OTSWu2em8BxTXNvHr9DJ6+YgpOdjY8+FkK8/+1ked/zKCmqZWK+hY+3J3Dta/tYvpf1/F/nxzgWEkdY5ztuf/j/dzz/l6r3lA1TSyJ8HHhnxdNxM3Blvs+3HfC4IDUwlqOFtdxwSA0EjUxZW7kjLDMjb9/k8renCr+ffEklozz5eEvD/O7z1P6PIhBght9sC61mPyqRm6YF9FxW3ygO/UtenJ7aRxjKQ4WVDPWxwU3x95P7BeP8+O5q6ZyqKCGG17fPSpGRA6UpmmU1DTj597/2vSrZoXhbG/DK5u7Tl8bybZnlKMU3c747szd0Y7Zkd78cLi4z5FbvUHjvKc38/JP1p8Zk5JXzUOfpTA70ovfnDVuSL6HUooFMb5szSijbYQ12jNJL60jegAX7Evi/Kiobxk1Ez5MF95DlbkBxtKUopomiqpHbgPrrellXP/6bgI8HPnwtjkEeTrxi6nB2OgUH3VxYT/SaZpGWnEtl0wPYU6kN39cffCUnc20olriAt0HVItuas7X1WbB/txqmtsMHe83M8d6UdXQyrERkIHw7cFCSmubTxn/2pNlCQGEezvz0k+Z3b6n7sutYnyQ+wljs23bR/RmjIDfG/zcb6MvGaQDFR/gxrHiuhHXwNbEYNB44acMxge5szjWl5WJQXx1z3zeuWkWcQFu/Ou7I8z++3pm/G0dv/00hayyem5eEMmau+ex+f+W8MVd8/jNWeP47mARZz/5k9VObTNNLInwdsbH1YF//GIihwpqeHrDsY7HrN6Xj61Oce6kwQtuONrZEODuOKLGwa7el88b27K4af5YLp0eykvXTOfOxVG8vyuXq1/dSUUf2iZIcKMP3tiaRbCnE0vj/Ttui+/hjdQSHcyvYUJ7/V9fLE3w5+krppCcXclLI+ACcahU1LfQojcMaKfJ09meS6eHsmZ//og+ye/K9oxy4gPc8XTuvt9GZ2dPCCSzrJ49fWzMtTOznIP5Nby9I9uq0x3L6pq57e0kfFwdePbKqf0aj9hfC2N9qW1qG5EX8ZqmkVFSR5Rf/6d/LIzxRadgY9rIzWrpLL1kaMbAdjY5zBNgRB5rAJuOlnLjG7sJ9XLig1vndJQt+rk5cmacH58m543Yi53uFNc0U93YSnygO09ePhlXB9sT+m9ommYMbgyw90FP52Q7Mo3B9JmdghtgLNe1JnqDRn5VI7uOV/D53jye2XCMJ9cdI8LbmUWxvn1+Hhud4ub5Y9mXW9XRy6mzVr2BlPzqE0pSTKJH0MSUHZnleDrbMc5/8Es9TeID3WnR9z6m2Fp9f7iYzNJ6blsU1RGUVEoxP8aHt2+axVf3zGfV5GBuWxjJV/fMZ9NvFvPg2XFMCvFEKYWNTnHXkmg+vWMu9rY6rnh5B/9Ze8TqXh+zyhpwsrPB18240bl8fAAXTwvh2Y3p7MmpxGDQWLO/gIWxvj32mRuIkTQO9mhxLQ9+msL08DE8eHYcYOxT+H8r4njy8snsy63i/Ge29JoNJcGNXhwpqmF7ZjnXzgk/oZxjXIAbOgWHraCWrqK+hfyqRiYG92/s0NkTA1ka78db27NklFU3imuMKbADCW4A3DR/LHqDxhvbsgZxVZatqVXPnpzKfu2WnD85CBd7G97bmdOnx3++Nx8wThg5mG8dAciTteoN3PXuHsrrW3jxmmlDMrmis3nR3ugUbDo68vpulNW1UNPUNqAL9jEu9kwJGzNq+m5klNbhYKsjeIzTkH2PhEB3bHVqRPbd+DGthFveTCLS15X3b5ndcbJrctmMUMrqWtgwSo4nE1M/jXH+bvi5O/LEZVNIL63jz6uN/TfyKhupa27rdzNRkzEu9gR6OHbZVHTn8XLiOgXTw7yc8XNzYPdx6whurN6Xz/x/bWDcH75l3j83cOmL27nvw/389/uj1DS18uDZcf3uGXHxtFA8ne263LxKK6qlqdXQZXAjys+VnIqGETH1Zyj7bZjEBRqPZ2vZCAVoaGnr04abpmm8sCmDUC8nzpkQ0OVjJgR78I9fTOT/VsQxIdij26ysxFBPvr53AZdMC+HZjRlc8sJ2qzrGssvrCfd2PuHn+/PKBAI9nLj/o/1sOlpKYXUTqwaxJMUk3NuZ7BHQDL6uuY3b30nGxcGGZ686dTNv1eRgPrptDi1tBi56bluPzyXBjV68sTULRzsdl80IPeF2Rzsbxvq49Nid21IczDf225gQ1PfMDZPbFkVR2dDKx0l5g72sEaG4xvgG4N/PnhsmoV7OnD0xkHd3ZlM3Ssp/9uVW0dxmYE4/6lxdHWxZNSWYrw4U9FqX2dSq57uDRSyN98dWp/jqQMHpLtks/vZ1KjuPV/DPiyb2K+tqoDyd7ZkU4snmETgZZCCTUjo7I86PlPxqSmpHfoZVekkdY31chqS3i4mjnQ3xge4jsu/G375OJdzbmfdvmdVlQHJRrC/+7g69TqsYaY4WGYMbse275PNjfLhnSTQfJ+fxaXIeaUUDbyZqEh/ofkrzxpY2A8nZlSeUQCqlmDnWi13HK6wis++t7dkYDBq3Lozk7xdO5M0bZ7Lu14tI/csKkv6wjBUTAvv9nE72NlwzO5wfUotPySow/V1OCT11MleMnysGDavPRBiOfhsAkT6mMcWWvxFq8u/v0jjjsR973R3febyCfblV3Logssdefn3l4mDLvy9O5F8XTWRfbpVVBYCzyuuJ8D4xM9TN0Y7HLk0kq7yee97fi7O9DcsS/Lt5hoEL93ahtLbZqlsIaJrGbz85QFZZPU9fMbXbIQ2TQz1Zc/d8ono5l5PgRg8q61v4fG8+F04J6TJ93vhGavnBjZT24Mb4AVwgzYjwYlr4GF7enDlia/FPR5EpuDHAzA2AWxdEUtvUNmpOdrdlGEfyzehDv43OrpwZRnObgc/29hxoW59aQm1zGzfMi2BBjA9fHSi0ihPYzj5NzuONbVncOG8sF04JGbbvuzDGh/25VVbd2Ksrpj4SAy21WDzOmPL9YzelKZqmkZxdMSLGFWeU1vd64jAYJod6ciCvekQ0dTQpqWniWEkdF0/r+pwBjH0LLp4Wwo9pJX3aHS2oaqSxxXp2MLtzpKgWPzcHxnRKyf7l0lhmjfXiD18c5JsU44jc2NMoEUgIdCe9tO6EHd+U/Kr25tUnvt/MHOtFUU0TeZWNA/5+w6G6sZV9uVVcNC2E/1sRx5WzwlgU60u0nytO9ja9P0EPrp0TgZ1Ox6tbTsze2JdbhZeLPaFep2ZvmQLE1t6vxNRvY6iDG6YxxdZwrWCSlF1BQ4ueW99Kpqqh+/4GL2zKwNvFnkumh3b7mIG4aGoIY5ztemx4a0n0Bo3cikbCfU6dgDI70pub5o2lrrmN5Qn+ONt3P6p5oMK925uKWnH2xmtbs/g6pZD/WxHXa1Z3gIcjH902p8fHSHCjBx/szqW5zdBto6aEIHfyqxqpbrTsC4GD+dWEezv3a0pAZ7ctjCSvspGv208+xM+KqptQCvzcBl4ykBjqycyxXry25bjV1RkOxLcphUwP9+r38Tgh2IPEEA/e25nTY7Dii335+Lk5MDvSm3MnBZFf1cheK9ohPpBXxUOfpzAn0pvfnRM3rN97YawvBg22pI+s0pSM0jqc7W0IHGCGVUKgOwHujl2Wpmiaxl++OsxFz2/n/V19K5uyVE2txibZA2m82l+JoZ7UNbeRWWbdF0mdbW+/YJob5dPj4y6dHopBg0+Sew5ob0wrYd6/NjDh4bWseOInfvvJAd7dmc3B/Gqre684Wlx7SsmJjU7x1BVTcLa34bO9+QR7OvWp6Xl34gPd0Ru0E3pC7Mg0lp7MHHviCfOMiPa+GxZemrI9owy9QWNBTN97avSVr5sDF04J5uOkvBOa9O3LrWJyqGeXJQRjfVzQKesfBzsc/TZM4gPcrGZiSlOrnrSiWhbG+lJU3cTd7+3tcmMztbCGH9NKuX5uBI52pxdkO5mtjY6l8f5sOFLS5+kY5lRY3UiL3nBK5obJA2eN45rZ4dy+OGpIvr/p+1pr343dWRX845tUlif4c9vCyD59TW/HnAQ3upFWVMtzP6YzL9q72xpQUwOrIxYekT1YUD2gkhSTpfH+RPm68MKm7jtrj1YltU14uzicdqPHWxdEkl/V2LF7NVKlFdVyrKSOlYn9T6MFuHJWGMdK6kjqogkaGOen/5hWwqrJQdjoFMvH+2Nvo+PrA9bxe61qaOH2t5PxdXXgmSunDEqqZ39MDvXEzdGWH9OsJx20L9JL6ojydR3QFAYwprEvifNl87GyEy4qNU3j79+k8vrWLGx1iu+tfFzx8bJ6NI1hytwwvift7WOTYGuwLb0cDye7jpHx3Qn3dmFOpDcfJeV1m7mSW9HArz7Yxzh/N+5cHIWfuyNrDxfx+88Pct7TW5jylx+6bAZpifQGjWMltV1eSPq7O/K/yyaj1OmVpAAdv/fO5cI7MsuJ9Xc9pYnfOH833B1tLT64seloGa4Otkxpb8I72G5eMJbmNgPv7MgGoKaplYzSui77bYDxoiLMy9nqJ6YMR78Nk/hAd4prmvs05cHcjhTV0qrXuHJmKH+9cAJb0sv4x7dHTnnci5sycLa34Zo54UOyjhUTAqhtausIGFuy7PZJJaYMipM52tnw6AUTiAvoX9/Dvgpr/77ZVjox5S9fHibI04n/Xpo44HO0k0lwowsFVY1c99ounOxs+NdFk7p9XE+jxyxFVUMLuRWNp1Wzr9MpblsYRWphDZuP9byj29Sq51cf7OXt9jfKka6ouokAj9Nv9HhGnB+x/q48uf7YiC7/+epAATrFgGqEAVYmBuHmYNttY9GvUwpp1WusmhwMGMfILoz15esDhVaR/r4utYSC6iaeuHzykDcQ7YqtjY5Fsb5sTCu1it9XX2WW1hPl2/9JKZ0tHudHXXMbu9snLGiaxr++S+Plzce5dk4418+NYEdGuVX3zukYAzsMmRuRPq64OdiOqIkpWzPKmB3p1ad+JZfNCCWnoqHL0YdNrXrueDcZg6bx4jXTuH/5ON66cSZ7/7iMn36zhKevmIK9rY5XNlvHJLPcigaaWg3EdhO8WBjry/NXTeW+ZbGn9X3CvZxxtrfhcPs5Wave2G+jq9IDnU4xI8Kr4+/ZEmmaxk9HS5kb5T1kk7Ji/N04I86PN7dl0dSq50BuNZpGt8ENMJamHCuxnh4SJ/twdw45FQ3Mj+45w2qwmJqKWvpGKEBK++vxxBBPLp0eyvVzI3h1y3E+Tf65HDi3ooEvDxRyxcywPk+866950T642Nvw3UHLL03J6hgDe3rnGAPl7miHl4u9VY6DrW1q5VBBNRdOCcb9NLL2TibBjZNUN7Ry3Wu7qG9u480bZxIyputIHBhLEbxc7C26UZBpUsTE02xIuGpKEP7uDrywKaPbx2iaxv99coAv9hXwxy8O8kX7xAprpmkaKT3UhRfVNOPvNvB+GyY6neLXy2LJLK1n9T7rbIDZG03T+OpAIXOivE+ZINBXzva2XDAlmK9TCqnsYhfki735xPi5Mr7TzunKxECKappIzrH8Xc7k7ArcHW2ZFnZqI7fhcma8H2V1zR29eqxdQ0sb+VWNpz3adH60D3Y2ih/TStE0jce+P8oLmzK4alYYj5w/nqUJ/rToDWw+ar0NWdNL6lAKIk8zENQXOp1iUqgH+3NHxnGWW9FAXmVjryUpJismBODuaMuHSaeWpjy85hAH82t4/NLJhHc6YVZKEebtzMrEIC6YHMy61GKr2Q0GeiwBWDEh8LQbJ+t0iriAn/sbHMyvpqFFz6yxXddwzxjrRWZZvcU2Cj5eVk9+VSML+jHmdSBuWRBJeXuPuX25xvfJxB6DG24cL6u3yo2YjUdK+N3nB1kY68vlM8OG5XuasrwPW0Fw40BeNd4u9gS1l3D+/tx45kZ589DnKR2NZl/dchyFcdrfUHG0s2HxOD9+OFxs8b2ssssbsLfVDXhq4mAI83Imp8L6ylL25VZh0GB6xOCe80pwo5OmVj03v7Wb7PIGXrx2WscLUneUUsQHuln0C5bpAmVCP8fAnszB1oYb541lW0Y5B7rZafvfD0dZs7+A+5bGMjvSi998sp+tVl67v/ZQESuf2cIjXx7qsiSnpKZpwJNSTnbW+ADGB7nzxPqjVldP3ReHCmo4XlbPeZNObxTWlbPCaGkz8OmeExuL5lY0sDurkgumBJ+Q2nZmvD8Otjq+2m/5QaOkrEqmho8ZllTZ7iyK9UMpWG9Fncp7kllqfMMf6KQUExcHW2aN9WbDkRKeWHeMZzamc/mMUB5dNQGlFNPDx+DhZMe6VOv9vWWU1hMyxmnQa6i7kxjiSWphjVWN/OvOtgzje9286L41KHS0s+GCKcF8e7DohAa+H+3O5YPdudy5OKrHzvqXzgihVa9ZxSbC0eJalIIY/6HPCIoPdOdwYQ2aprHzuKnfRtfNq023J2VZZuD7p/ZA6aIh6LfR2exILyYEu/PK5kz25lQR6evSY0+saD9XWvWa1TUwPJBXxZ3v7iE+0I3nuhg1OVR8XB3wcXXoCPJZspT8aiaG/Dyy1c5GxzNXTsXPzYHb3k4iraiWD3bnsGpyMEGeQzcuHGD5eH/K6prZa+EbU1ll9YR7OZv1vC3C25msMuv6ewTja69O9ZwpNhAS3GinN2j88oO9JGVX8vhliX3efYkPcCetuNZiI9gHC6oJGeM0KKljV84Kw83Blhc3nZoK+2lyHk9tSOey6aHce2Y0L14znUgfV257O9kqxuV259v2lLg3t2fz1Pr0E+5rbtNTXt8yaNFapRQPLB9HbkVjn0fvWtPop68OFGKrU6wY3/U89L6KD3RnSpgn7+06sbHomvbgxfmJJwZPXB1sWTLOj28OFln0DkB1QyvHSurMmrUB4OViz9SwMV02z7RGHZNSBqGPxJI4P9JL6nhy/TEunhbC3y+c2HFCY2ujY8k4XzamlVj0cdaTjPbeJMNlcqgnbQaNQ1b8HmGyNb0cXzeHfv3+LpsRSkubgS/2GQMUB/Or+cPqg8yL9ub+5eN6/Nq4AHcmBnvwcbLlj2lPK64lzMt5SCYFnCwhyJ3aJmO21o7McqJ8XbrNFJwQ5IGjnc5i+278dKyMCG/njpr6oaKU4pYFkWSU1rMxraTXCw1rnJiSU97AjW/sxtvVnteun4Grw9Afi53FB1p+U9GGljaOFtcy6aQMKi8Xe16+djo1jW1c8OxWmloN3L6ob40fT8cZcX7Y2+gsfmpKdnnDCRl25hDu7UJBdSPNbda1UbAnp5JxAe6n1Ui6KxLcaPfwmkOsPVTMH89N6NfOckKQOy1tBoud+X0wv/q0S1JM3BztuGp2ON8eLCSr08+7I7OcBz87wNwob/56oXEX08PJjjdunIGboy3Xv76LvErriyi26g1sPFLCL6YGc9HUEP637ugJvURKapoBBjUVbfE4X6aGefL0hmO97ma+tzOHSY9837FjaMmMJSkFzIv2OWEU4EBdOTOMzNL6jk74mqbx+d58ZkSMIdTr1BPB8xIDKa1tttiTWDC+yANMG+T0vIE4I86PlPxqimssM127PzJK6tCp7pt99cfSeOPJ1i+mBPOviyadslOzNMGfivoWi99p6orBoJFZNvzBDYDvDlpHw9/uaJrGtoxy5kZ596sh2vggDyYEu/PB7lxjM+F3kvF2seepy6f0qW/HpdNDSC2s4aCFl5ClFdWe1ojX/jBl3B7MryYpq5JZPYz6tLfVMSV0jEW+LzS36dmeUT4kU1K6cs7EQII9nTBoMKWPwQ1rmZhSXtfMda/vos2g8eaNM/EbhFLi/ooPdOdocZ3FboSCsRGvQYNJIZ6n3Bcf6M5/L0mksVXP0ng/Yobh79nN0Y650d58d6jIYocZGAwa2RX1RAxxALI34d7OaBoWP9q6M71BY29OFdPCPQf9uSW4AZTUNvP2jmxuWxjJjf2sIbPkWrrqxlayyxtOu461sxvnRWCr0/FyeyOzzNI6bns7mTAvZ56/atoJaX6BHk68eeNMGlv1XPfarh7nZVui3ccrqGlqY3lCAP+6aCJnxvnxp9UH+eqAMUPAdOHn5z54jR9N2RuF1U09jpX8/lARf/giBb1B4/M9lp+WvD+vmrzKRs6bNLBGoic7b1IQbo62vNf+OzpUUEN6SR0XTAnu8vFnxPnhZGfT8f/OEiVnV2KjU4OenjcQZ8T5AVh99obeoLE3t4pwbxccbE+/1CLc24XtD53BY5cmdnnxuTDWF1ud4odU65uakl/VSFOr4bTLd/rDz92RS6aF8MqW42zppVm1JUsvqaOsrpm5UX0rSensshlhpBbWcOXLOymuaeK5q6b2uZnw+YnB2Nvq+LiLvh2WorlNz/Gy+mEZuQnGiStKwSfJedQ1tzGrm5IUk5ljvUgtqqGmqbXHxw235OxKGlv1LBzifhsmdja6jvPfaeE9/85cHWwJ9HC0iuBGY4uem95MoqCqkVevmz6swdvO4gLcLHojFIz9NgAmhnR9zXDupEDev2U2/744cdjWdNb4AHIrGi22t2FJbTNNrQbCfcyfuQHWNQ42raiWuuY2pvfyejMQEtzAeJF64ZRgfrsirt9fG+Xrip2Nssg/vEMFpn4bgxfc8HN35BdTg/k4OY9jxbXc+MZubHWK16+fiYfzqWlFsf5uvHztdHIrGrn5zSSrqq3+/nAxDrY6Fsb6YGuj49mrpjI9fAz3fbiPzcdKKTZlbgxSzw2TudE+zI704tmNGTS2nPr7Ssqq4J739zIxxJOzxvvzQ2qxxffo+HJ/AfY2OpafZkmKiZO9DRdNDeG7g4WU1zWzel8+djaKcyd2HTxxtrfljHg/vjtYZLE7J0nZFSQEug9L6nZv4gLcCPJwZIMVBzfSS2q55IVtbD5WxvIeehf0l7erQ7e78+6OdsyK9GK9FfbdSDeV7wzzyf8jq8YT7evKrz7cS4mVZgptyzBOPOlrOWtn5ycG4WCr43BhDX86L4Ep/ShL83C2Y3mCP1/sK7DY99bM0nr0Bq3bSSmDzdnelrHeLh09g7qalNLZzLFeaBoWN1b3p6Nl2OoUsyMH/8S/O9fPjeCzO+f2OsoYjNkblh7caNMbuOf9vezPq+LJy6f0GrQZSpa8EWqSkl+Nv7sD/j1kI8+J8j5lrPJQWhrvj1JYbGnKz5NSzJ+5AdY1DjY525gxNy188LOVrS64oZRaoZRKU0qlK6Ue7OJ+pZR6qv3+A0qpqb09p6ezXZcpxn1hb6sj2s/NIsfBmlJVB6ssxeSWhZG06g2senYrBdVNvHTt9B5rQmdHevP4ZYkkZVfyl68OD+pahoqmaaxLLWZ+tE/HxaajnQ2vXDeDKF9jL5EfDhtfbIeiQ/L9y8dRVtfMW9uzTrg9vaSWm95MIsjTideum86FU0KoamhlZ6blpdWaGAwaXx8oZGGsb49NyvrrqllhtOo1PkrKY/W+AhaP8+uxt8zKSYGU17d0lLJYkla9gf251UPyIj8QSimWxPmxJb3M6mo4W/UGntlwjHOe3EJmWT1PXDaZB8/uf+B6oJbG+5NeUndC6Z41yGi/UBnOzA0wXow+d9VU6pv13PvBXqvsV7I1vYxQL6cuS+J64+Fkx/3LY7l7STRXzw7v99dfOj2U6sZW1llottDRYuPGT9wwBTfAeCGpaTDWx6XHCzWAKWGe2OqUxZWmbD5WytTwMYNei94TG51iah+Da9F+rmSU1ln0yPC/fp3KutRiHjl/PCsmDM7GykCZNkItuano/rwqJgZ7mnsZJ/B1c2BGuJfFBjeyzTwG1sTbxR5XB9tugxvldc0WFwBPyq7Ez82BkDGD35jWqoIbSikb4FngbCABuEIplXDSw84GYtr/uxV4vrfnDR3jjL3twH8VljoxJSW/hmBPp0GPskb5urI8wZ+GFj2PXZLYpwuy8yYFcdP8sby/K8cq6tGPFNWSV9nI0pN2fD2c7Hjrxpl4u9rzxb4CHGx1g3rBbjIjwotFsb68sCmD2vZ02aLqJq59dRf2trr2NTiwKNYXJzsbvjtkuTXryTmVFNU0sTJxcEpSTGL83ZgRMYan1h+jpLaZCyZ3XZJisnicHy72llmaklpYQ2Or3mKCG2AcCdvQorfowNnJDuZXs+qZrfz3+6MsS/Dnh/sWnTI9Z6gtjTe+ZljqxWZ3MkrrGONsN6y7ciYx/m78ZdV4dmRW8OT6Y8P+/U+H3qCxI7OcuZH9z9owuXVhFA+cNW5Ax+m8aB8CPRz73IR6uB0pqsXORg3ryb8p86C3khQwBtcmBHuw24KCG6W1zRwqqGHRMJWkDES0nysNLXoKqi2zxv/L/QW8sS2LG+eN5do5EeZeDva2OqJ8XS1yIxSgtqmVzNJ6ErspSTGn5eP9OVJUa5ElF1nlDdjZKAIHOYO7v5RShHk5n/A7qm5o5YNdOVz+0nam/20dD3y834wrPFVydiXTI8YMyfmZVQU3gJlAuqZpmZqmtQAfAKtOeswq4C3NaAfgqZQa3KuqkyQEulNa20xZXfNQfpt+O5Rfzfg+pBcOxL8vTuTTO+awMrHvzVfvWxaLn5sDf/jioMXvzv1wuBiljBd4J/Nzd+TtG2fh4+pA8BinIbtwun95LJUNrby+NYvqxlauf30XNU1tvH79jI4dQid7G5bE+bL2ULHF7qB8td8YBDozfvBKA0yunBVGY6seNwfbLv9fdeZoZ8OyBH++O1RkcWU8plGEgz3r+3TMjfLB0U5nFaUprXoD/1l7hFXPbqW0rpkXrp7Gs1dN7XZKwlAK9XJmnL+b1ZWmZJTUD3vWRmeXTA/loqkhPL3hmFWNED9cUENNUxtz+zgCdrDZ6BQXTwth87FSCi3wQvNoUS2RPq6ntYHUXwntJQCz+ljSMXOsFwfyqi1mZ3NLunEE7IKYgQfMhlqMnzETxxJLUzJK63jw0wNMDfPkoXOGL2uvN/GB7hyxwBJ2gIP5xqBLd/02zOms9nJmS8zeyC6vJ3SMM7bDNFa4JxE+zmSU1vNNSiG3vpXEjL+t48HPUiiuaWZKqCdrDxVZTO/D4pom8iob+5wp1l/m/7/RP8FA585Zee239fcxKKVuVUolKaWSSktLT2tRpjdSS4rI1ja1kllWP+glKSYeTnb9rl90dbDlj+clcKighnc6TR2xROtSi5kc6tltV+0IHxc+v3MuT18xZcjWMCnEk+UJ/rz8UyY3v7mbjNI6Xrxm2ik9VFZMME4CSbbAjBi9QeObg0WcEec3JKPXzp4QiI+rAysnB+Fo13vDyHMnBVHV0GpxF0/JOZUEeTgS6DG0c+P7w9HOhrlRPqw/UmyxncpNVu8r4NmNGVwwOZh19y0yewrymfF+7MqqoLrBspoU9iSjdHgnpXTl0QvGE+Xryi8/2EdJrXX039jaPq1qzgCaiQ6Wi6eFYNDgMwtsLp1WXDts/TZMFsT48PcLJ3JONz2YTjYjwosWvYF9uVVDu7A+2ny0DC8XeyYEWd6FpomlTkxpbNFz17t7sLfV8cyVU09ocm9ucQFuFNU0UVlvGReYnaXkVwGDX8Y+GEK9nEkIdGftIcvLhswqaxiUSWyDIczLhZyKBu58dw97c6u4enY4q++ax4b7F/HoBRNo1Wt8ecAysrxNPY6mRwxNHxzL+avvm662yE8+6+7LY9A07SVN06Zrmjbd1/f0Uv/iLTC4cajAuJYJFhaFPXdiIAtifPjv2jSLPXktqm7iQF41y3ppQhjq5cz4IT75+PXyWOpa2tidVcl/L0lkXvSpOzlnxPlhb6vj2xTLi2rvPF5OaW1zv8Yr94ejnQ3f37eQP513cnVa1xbG+uDmaMtXFvICD8b+LslZlUwbohf503FGnB+5FY1klFrWCezJ9udW4eZgy38vmdRlY+PhtjTBH71B48ejPWdvWErQqLK+hfL6FrMHN0z9N+qaW/nl+/ssPsMPjM1EY/xczTJe0iTc24VZY734OCnXYo4pgLrmNvIqG4e13waArY2OK2eF9XlC0oz2jDlLKE0xGDR+OlbG/GifAfWBGy5eLvZ4u9hbXHDjT6sPklZcy/8um0yQp+VsFkCna4Uiy7lWMNmfV02wp1OfJzUNtxUTAtiTU2lRTac1TSO7vL5jUom5XTwthBvnjeXtm2ay46Ez+dPKBBJDPVFKkRDoTlyAG5/tsYzyxaSsShztdENWXWBtwY08ILTT5yHAyQX0fXnMoBrjYk+Au6NFTUwxNRO1tMi/UopHzh9Pc5uBf3xzxNzL6ZJpjOOyISij6K+4AHf+cG4Cj1+ayKpuekq4OtiyMMaHtRY4C/yrA4U429t0jBYdCl4u9n3K2gBwsLVheUIAaw8VWUyjzILqJopqmpgW5mnupZzC9P/N0kssUgtriAt0G9beGj2ZHOKJj6t9j7+3PTmVzPnHBrZZQBaRKXhlzrIUk1h/N/6yagLbM8t5ysL7b7S0Gdh9vKLLoPNwu2R6KFnlDezOspwMPlMz0dhhGgM7UJ7O9ozzd2NXlvmDG6lFNZTVNVt0SYpJlIVNTPkoKZePk/O4e0k0i8cN3TnHQMUFGv8OLOlawSQlr5rEUMu6XujsrPEBaJpxiqGlKKtrob5Fb/ZJKSbRfq78aWUCC2J8TxlVr5TiF1OD2ZtTRaYFbFYlZ1cwKcRzyDKrrC24sRuIUUqNVUrZA5cDa056zBrg2vapKbOBak3ThnybNj7QsiamHMyvJsDd0Sw1572J9HXltkWRfL43n+3tI/QsyQ+Hi4nwdraIE32Am+aP5RdTQ3p8zFnjA8ivauyYUz5cappaOZhf3WVQpVVv4LuDRZwZ74+Tfd+CD8PhomnB1Da18c9vLSO4ltR+Qj1U6XmnI8jTibgAN4vuu2EwaBwpqu3YFbMEOp1iyTg/NqaVdNnfJbeigVvfSqKopomPk82/k2K6QDF35obJJdNC+MXUYJ5cf4yH1xyymF4IJ9uXW0Vjq96sJSkm50wMwMXeho+Tcnt/8DA52j4ZYpyFBzfAWFa083gFdc1tZl3H5mPGYOdCC24mahLt58qxkjqL2FQ5UlTDn1YfZE6kN79aGmvu5XTJz80RH1d7jljQtQJAVUMLORUNFjcppbNYf1civJ277LuRU97AQ5+lsOzxTVQMY8mPqXlnuI9lZG70ZtXkYHQKPt9r3vLFxhY9hwpqmD6EDfStKrihaVobcDewFkgFPtI07ZBS6nal1O3tD/sGyATSgZeBO4djbfGB7qSX1FnMbnBKfvUpvRksyV1Logn1cuKPqw/S0mY5zR1rm1rZnlHGsgR/i9kF7otlCf7Y6hTfHhze0pS/fZXKeU9v4bynt/Bpct4Jx/+2jHIq6ls4b9KQ9vPtt7lRPtwwL4LXt2axZr/5J6fsya7E2d5m2FO3++rMeD+Ssisttn9EXmUjdc1tFhXcAGNpSm1TG7tP2g2ubWrl5jeTaGkzMDvSiw1HSmgzc4PbjNI6HGx1BA/BSLaBUErx9wsncv3cCN7YlsUFz24lzQJHKG7LKEOnYPZY8wc3nO1tOW9SEF+nFFJv5gt0k7TiWpztbYZk1N9gO3dSIC1tBtaZeWf4p6OljPN363WErSWI8XOlurGVsjrz9pCoa27jznf34OZox5NXTD5l19qSxAW4W9w42JT2TO9JFlbG3plSirPGB7A9o5zqRuO5yLHiWu77cB9LHvuRD3fncKykblhHOme1j1019xjYvvJ3d2RetA+f7ck36wCC/XlVtBm0IZ0OaFXBDQBN077RNC1W07QoTdP+1n7bC5qmvdD+saZp2l3t90/UNC1pONaVEOROm0HjWLH5033qmtuGtJnoYHC0s+HhleNJL6nj1S3Hzb2cDj8dLaNVr3WMc7QWns72zIny5ruDhcO2i9KqN7D2cBGJIR606g3c//F+5v1zI0+uO0ZZXTNf7S/AzcHWIsfZ/e6ceKaHj+G3nxzoSJ02l6TsSiaHelpEt+2unBFn7B+x6djpNV4eKqYx3JYW3FgQ44O9rY51h3/OemnTG7j7vb1klNbx/NXTuH5uBNWNrSRlm7eUIKO0nrE+LhZ1UeBoZ8PD54/n9etnUFbXzPnPbOHNbVkWsUtssi2jnAnBHhbR5wXgkukhNLTo+TrFMnoKpRXVEuPvZtG9I0ymhY0hwN3RrP2YGlraSMqqZGGs5ZekgGU0FdU0jYc+SyGrrJ6nLp9i1t43fREf6EZaca3ZA9qdmTJ+LXlDFOCsCQG0GTRe/imT299OZvkTP/HdwSJumBvBxgcWY6NTHSX5wyG7vB4bnSLYwnq79OSiqSHkVzWesukynEzNRCW4YQUsqaloamENmgYTgi3rZP9kZ8b7syzBn6fWHyO/yjJG2P1wuIgxznZD+kc3VFZMCCCrvGHYdgV2Ha+gqqGVOxZHs/ZXC3nnpllMDHbnf+uOMvcfG1izv4Bl4/373A9jONnZ6Hjuqqm4ONhy+9vJ1DaZJyuhrrmN1MKhTc87XZNDPfFysWejhZampBbWoFOWl/rubG/LvCjvE6bNPPrVYTYdLeXRCyYwL9qHBTG+2NvozL5bnF5SZzFleCdbEufHt79cyJwob/685hA3vZlkEWPXG1ra2JtTaRElKSbTwscQ6eNiMaUpR4trGedvmcfVyXQ6xTkTA/npaGnHzvBw25lZQYveYBUlKdA5uGG+DYJ9uVV8ub+Ae8+Msai/xe7EBbjT0mYgq72kwRIcyKtirI8LHk6WEaTtzuQQT/zcHHhmYzpbM8q4e0k0Wx88gz+cl0C4twsxfq4cLBi+4EZWeQPBnk7DOub6dC0f74+LvY1ZJ2slZ1cS7eeKp7P9kH0P6/k/YuEivF1wtNN12yiopql12OqGU9qjsJacuWHy55UJaGj8/vMUVu/L58VNGTzy5SHufDeZXzy3lQX/3sAbW4cns6NVb2DDkRLOiPO32F30nixPCEAphq00Ze2hIhztdCyK9UUpxfwYH16/YSbr71/EZTNCcXey48qZYcOyloHwc3fk2SunkF3RwG8+PmCWHeH9uVUYNJhqwcENG51icawvP6aVWOT0itTCGiJ8XCyqr4vJmfH+ZJc3kFFax5vbsnhzeza3LBjLFe1/Fy4OtsyJ8mZdqvnG7Ta16smtbLCYfhtd8XVz4PXrZ/DwygS2pJex4onNw7pD15WkrEpa9Rpzoyxnl10pxWUzQtmdVWn2309ZXTNldS0W30y0s/MSA2nRm680ZdPRUhxsdcywwP5LXQlwd8TVwdasmRsf7MrFyc6Gm+aPNdsa+sPUVPSwBTUVTcmrtorrBZ1O8dcLJvD7c+LZ+uAZ3L98HF4uP18gjw/y6LYH3FAwTkqxjGaifeVsb8vZEwP5OqXQLL2sDAaN5OxKpoUN7Tmv9V3BWSgbnWJcgPspmRvpJXU89NkBpv91Hfd9uG9Y1nIwvxo/Nwf8rKBmM2SMM/eeGcOPaaX88oN9/OPbI3y4O5cjRbU42tngYGvDY98fpaph6Gs6d2dVUNPU1usIWEvl6+bAjAgv1g5DcMNg0Fh7qIjFsX6nXFRG+bry6AUT2P37pRbZJLOzWZHePHR2HN8dKuKlnzKH/fsnZVWiFEwZ4hf607Ukzo/Khlb25VrOJAaT1KIaiytJMTkz3tix/29fp/LIl4dYGu/Pg2fHn/CYpQn+ZJU3kFFqnp2842X1aJpx8oElU0px/byxfHn3fPQGA8/9mG7W9WzLKMfORnWMEbUUV8wKw83Blud/zDDrOkzlfnEBlvm32ZUpoZ4Eezrx1YHh78WkaRo/HStlVqS3RWY7dkUpRYy/Kz8eLR3WRo4mdc1tfHmggJWJgbg5WnbWgUm0nyu2OmUxTUVLa5spqG6y6H4bnS0fH8AtCyNx7+L/98Rgd8rqWigahnGxmqZxvKzeavptdPaLqcHUNbeZZfJMZlkd1Y2tTBvi900JbgyihEA3Uotq0DSNXccruPnN3Sx9fBOf7ckn3MuZHw4XD8tF+sECy24merLbF0bxye1z+OG+hRx4eDmHHjmLDfcv5r1bZvPMlVOoa2kblgvPHw4XY2+rs4oRbN1ZMT6AtOLaIR/1tC+viuKaZs6aYJ2BoM5umj+WcyYG8K/vjrAtY3jHcibnVBLr52bx6aALY42jxTqPNq1qaGF9ajH//PYIV7+y0yyTj2qbWsmtaCTBQoMbgR5OTAh2Z2NaKXEB7jx5+anN7pa2B0DWpZpnt7hjDKwFZ250Ni7AjVWTg1mXWmK28gEwNhOdEjoGZ3tbs62hK+6Odlw9J5xvDhZyvMx8qe+mBrCxAdZxXIHxYv3cSYFsPlY27A2UvztYRGZpPWdPCBjW73u6frN8HEXVTVz58o5hD3Cs2VdAQ4ueyy04Q/RkDrY2RPm6WkQJO9CR4WUNmRu9mdgeoEkZhqmBVQ2t1Da1WV3mBhgbYAd5OPLZnuGf1JbUPqp8qEuxJbgxiOID3alqaOXcp7Zw6YvbSc6u5JdnxrD1wTN4/NLJtBk0vhuEXXVN09idVUFp7al1xw0tbaSX1FlVcEOnU0yP8CLG3w13R7sTppTEBbizclIQr2/NGtI6a03TWJdazPxoH1wcLOtktT9WtJ8YDXVpytpDRdjqFGfEWX9wQynFvy9OZKyPC/e8t5eCYer/ojdo7M2uHPII9mDwcLJjRsQYvjxQwO8/T2H5/zYx+S8/cNObSby6JZNdWRW8uS1r2Ndl6i8TH2i5qe9XzQonxs+VV6+f3uVriykAYq5U+IySepSCSF/r2YG6cEowLW0GvjtonuaP1Q3GEdiWWuN/47yx2NnoeOkn82VvHC2uZYyzHb6uljeOvifnTgykrT0zcbg0tuh59KvDxAW4ccm0nse+W5q50T68et0MjpfVc+XLOygfxn44H+zOYZy/G1NCPYftew6G+EA3i5mYsj+vCqUsv5loXyQEeqBTDEtJnqlnijVmbuh0igunBvPT0VJKaoc+y6WzpOxKvFzsGTvE43MluDGIpranlje0tPHoBRPY9uCZ3LcsFh9XByYEuxPh7cyXg5Du+HVKIZe8sJ0Zf1vHeU9v5r9r00jKqqBNbyC1sAaDNjKisCa/WhpDc5u+z2m2b23PYmdm/3aR04prya1otNqSFJMgTycSQz0HJYjWHU3TWHuwiLnRPhafcdBXrg62vHjNNJpa9Zz71GY+2JUz5KOyjpXUUtvcZtHNRDtbMT6A3IpGVu8rIMDDiQeWx/LBrbM58OezuGRaCD8dKx32Gs5UC52U0tkVM8P4/r6FBHp031H9zDh/knMqh/XCwCS9tI6QMU5WkwoPxpGFkT4ufL7XPE3RNqeXYtBgroUGN3zdHLh0egifJudTPAwp2l1JK6ol1t/Nqkaqg/HYCvVy4qthnDjz3I/pFFQ38ZdVE6yy39f8mJ8DHFe9snNYXscOFVRzIK+ay2eGWt0xFhfoTmF107BkcvcmJa+aaF9Xq97UM3GytyHaz7VjtO1QyjaNgfWxvswNgAunhGDQjNlPw2lPdiVTw8YM+d+s9b2KWrAJwR789JslrL9/MdfMDj+hF4FSipWJQWzPKD+tSFlTq55/fHOEuAA3fnPWOJzsbHh+UwYXv7CdqY/+wO8/P9i+Fss92e+vSF9XLpoawts7simq7vl393FSLn9abeyon9GP0ozvDxl3Tc+M8zuttVqCsycEkJJfTW5Fw5A8f1pxLVnlDZw13roDQSeL9nPjszvnEePnxoOfpXDRC9uGdAfAlJ5nLZN5rpljHLe2/8/LeevGmdx9RgyzI71xsrdhaYI/DS16tvczqHi6Ugtr8HS2I8DC+wv19ka+LMEfTYMNZphIk1FSZ9HNRLuilGLV5GB2Hq847Uyrb1IKueKlvu846w0az2xIJ8Lb2aIbAd+6IIo2g8Eso9Y1TeNocR1xAZabUdUdpRTnTgxia3rZsJRZZJXV8+KmTC6YHMTMsZbdo6on82N8eO364QtwfLArF3tbHRdOCR7S7zMUfp6uaN7sDU3TOJBf3VHOMRJMCPbgYMHQl/xklRszHkPGWGdwI9rPlcQQDz4dxqkp5XXNZJbVD8s5rwQ3BlmYt/MpNdUmKxODMGjwbcrAd9Vf3XKc/KpG/rxyPHctiebj2+ey54/LePbKqayYEEBFfQsxfq4Wf7LfX/eeGYOmaTyz8Vi3jzlWXMufVh9iWvgY7G113P52MvXNbb0+996cSp7/MYN50d5W0YS1N6aa3Xd35tDYMvg76WsPFqMUVp/l0pVxAW58eNtsHrskkdyKBs5/Zgt/Xn1wSGr7k7Mr8XF1IMzLOt4cbXSKsT4uXb6+zYn0xtneZthLKw4X1BAf4G51O3cnGx/kToC7Y699N6obW/nlB3s5kFc1KN/XYNDILKuzmn4bnV0wJQhNgzX7B77ztO5wMfe+v5ftmeX889sjffqaL/bmc6SolgfOGoedBe+yh3k7szIxiHd3ZA97/4j8qkbqmtuItcLgBsB5kwLRD1NpyqNfHcbORvHQOfG9P9jCzYs2Bjiyyuu58uWhC3A0tuj5Yl8+50wIGNJxkkMlvv3vwtx9N4prmimtbWbSCMr0nhjsQWlt85BnrGWXNxDkYV0Zjyf7xdQQUgtrhu043JNTBcD0YSjFttx35hEo1t+Ncf5ufDnAk7GSmiae3ZjOivEBJ9T6ejjZce6kQP59cSI7f3cm39+30OpP9k8W6uXMpdND+XB3bpcZCQ0tbdz57h5cHGx4/uqpPH3FFDJK6/i/T3se8ZlRWseNb+zGz92BJy6bMpQ/wrAJ93Zh5lgvXtiUwaRH1nLx89v479o0thwrG5Rgx3eHipgePgY/N+sPBHVFKcVF00I6MrDe3pHNmY/9yOd7B7f5UnJ2JdPCPUfE36qjnQ0LY3xZn1oybGPY9AaNtOJaiy5J6SulFEsT/Nh8rKzH0p7Hv09j9b4C7vtwH81tp/+3nF/VSFOrweInpXQl3NuFqWGefDHA0pQtx8q48709jA9y57o54XycnMfurIoev6apVc/jPxxlUogH50wIHND3HU63L4qivkXPW9uzenxcm94wqD2tTJNSxlnRGNjOxge5M9bHZcinpqxPLWb9kRJ+uTQG/xGwsQLGAMer180gu8IY4BiKjYFvUgqpbWrjshnW00i0M183B7xc7DlSZN7gxv72IPkkK+tZ0hNTSf5QNxXNssIxsCdbmRiErU4NW3lnUnYFdjZqWNomSHBjmK1MDCQpu5L8AaTS/mdtGm16jYfOiev2MUqpEXGx1JW7z4hGKcXTG07N3vjz6kOkl9bxxGVT8HNzZF60D785K46vDxR2m5ZbXNPEta/uwkaneOvGmfi6WVfjs568ecNM3rhhBjfNj6TNoPH8pgyufnUnkx5Zy6Uvbh/wzm92eT2phTWcNd66OroPhIeTHY+smsCau+cT6uXMfR/u7/Xip69KapvIqWhgerj1piGfbGmCP0U1TRw6zZTQ8rpmPtiV02uQ5HhZPU2tBotuJtofS+N7Lu05mF/N2zuymR4+hozSel74sW8TpOqa21jxxE9MffQHLntxO3/84iBvb89iR2Y5e3KMpVHWVpZicuGUYI4U1fZ75ykpq4Jb3koi0seFN2+cyW/PjiPY04k/fH6QVr2h2697Z0c2+VWNPLgiDl03GZqWJD7QnSXjfHl9W1a3ge2i6iYueXE7s/++nn9/d2RQ+uakFRlLQmOsNLhhLE0JZHtG+ZA1Mm9q1fOXrw4T5evC9XPHDsn3MBdTgCOjtI77P9o/6P2rPtidw1gfF2ZHWuf7p1KK+EA3tmeWk1M+NOXDfZGSV42NTlnstLGBiA90RylOu+/G1vSyHjO3sssbCLfCZqKdebnYsyTOj8/35tPS1v373mBJzqpkQrDHsGS7SHBjmJ03KQiAr/u5I5CSV80ne/K4YX6E1f9BDVSghxNXzwrn0z35J4w6/TQ5j4+T87hnSTTzO41xvX1RJGeN9+cf3x45ZUxldWMr1722i6qGFt64YeaI+5062duweJwfD54dxxd3zWP/n5d3BDtyKxq45IXtrN7X/2it6cV+NAQ3TCYEe/DuzbNwsrMZtAj3nmzjRaUl1+z315JxvuiUcaTyQGmaxq8/2s+Dn6Wwu70nSXesoZlof8zuobTHYND4/RcH8XJx4NXrZ3B+YhDPbkwnvaTnvkKapvHgpwc4WlzL4lhfWvUGvtibzx9XH+Lyl3bwyw/2ARBlRZNSOjt3knHnqT/ZGyl51dzw+m4CPRx5+6ZZeDrb42xvy59WJpBWXNvt1J+aplae2ZjOghgf5kZbz7jwOxZHU1HfwkdJuafct+t4Bec9vYW0olrOiPPjuR8zWP6/n9h0tPS0vmdaUQ1BHo5W3XD6vMRAYxnxEDXnfmVzJtnlDTx8/njsbUfeqfi8aB9+d04861KLefGnvgVi+yK9pJbdWZVcNsP6Gol2dt2cCMrrWlj6v0089n0aDS29l1APtgP51cT6u1l1acXJXBxsifJ1Pa1+aQfzq7nxjd3c/k5ylwGO6sZWKupbiLDyzA2Aq2aFUVrbzLs7s4f0+zS36TmQXz1sDfRH3iuqhYvwcWFSiAdf7u97J25N0/jLV4fwdrHn7iXRQ7g6y3fH4ijsbXQ8ud6YvZFeUssfvjjIrLFe/HJp7AmPVUrx30sSCfd25p7393Q0I21q1XPLW8aGoy9eM31EjMDqjauDbUew46t75pMY4skvP9jHf9Ye6deuytpDxYwPcifUSvpEDBZne1uWj/fn25TCHnd2+2pbRjn2troR1fjX29WBaeFjeu0b0ZOPk/I6LqzW7O/5gjW1sAZbnSLG3zqzDk5mKu1Zl1p8StbKB7tz2Z9bxe/PjcPDyY4/npeAo52O332e0uPf79s7svnqQCH3Lx/H45dN5rM753Hg4eVsf+gM3rpxJn84N56/XjABbysb12ni5WLPolhfVu8r6NPrWFpRLde8thN3JzveuXnWCdl6yxP8OSPOj//9cJTC6lMzK1/clEFVQyu/XdF95qQlmjnWi+nhY3jpp8yO1y5N03h963GufHkH7o62rL5rHi9dO533bpmFrU5x3Wu7uPf9vf1ufp5dXs+b27LYmlFutf02TMb5uxHl69Lvjai+yK9q5JmN6Zw9IYAFMb6D/vyW4oZ5EZw7KZD/rD3CtoyyQXnOD3blYqtTXDTVukbmnmz5+AA2PrCYcyYE8PSGdJY+tomvDhQMW1lnXXMb+3OrRlS/DZOJwR4DztyobmjljneTGeNsz6Rgjy57XJmybUbCpuiiWF/mRXvz5PpjQ9qbaVtGOS1tBqZHDE+2lQQ3zOD8xCBS8qs5Xlbfp8d/k1LE7qxK7l8+DjdH690JGQy+bg5cPy+CNfsL2J9bxV3v7sXZ3oanrpjSZaNDN0c7Xrx6Gg0teu54N5mmVj2/+mAfu45X8Nilk0/I9BgtvF0deOfmWVwxM5RnN2Zw69vJ1PWh8WpJTRPJ2ZWjKmujs/MTg6hsaGXLsdM7SXt3ZzZvbc/mrPEBONiOnB0TMJZWHCqoGdAEi8LqRh796jCzxnpx7sRAvkkp6jGQlFpYQ5Sv64j6HS5N8Ke4ppmD+T+XWZTXNfOv744wa6wXF0w2TgbwdXPg9+fGs+t4BR8nn7ojD7A/t4pHvzrMknG+3LEoquN2pRSBHk4sjPXl5gWRXD07fGh/qCF2wZRgimqa2HG850k9x8vqufrVndjb6HjvllkEeZ44mlcpxcMrx9Nm0PjrV6kn3Fdc08SrW46zanKQVQbD71gcRX5VI1/uL6CxRc/9H+3nkS8Ps3icH1/cPa+jfGRulA/f/moBv1oaw3cHi1j62Cbe2ZHN8bJ6imuaqGlqpa3T32RTq56NaSU8vOYQi/+zkUX/+ZE/rzmEi70NV8y0zn4IJkopzpsUxM7jFZQMcnPCv319GIDfn2v9TUR7opTiXxdNYqyPC/e+v7fXaXe9aW7T8+mePJYl+I+IMmJ/d0eeuHwKH98+B09ne+5+by9XvLxjyHtxaJrGbz7eT21TKxdPt+4gUVcmBHtQUtvc779bg0Hjvo/2UVTdxHNXT+WV62bg4+rATW8mndBKIKvceO1mrWNgO1NK8btz4qlubOXZH9P79DXHy+p5cVMG+n5sjL625Th+bg4sGTc8EykluGEG504yNiL7qg+NRZta9fz9m1TiA925dHroUC/NKty2MBJXe1uueHkHR0tq+d9lk3tsxhXj78Z/Lk5kb04Vy/63ie8OFfHH8xI4PzFoGFdtWextdfz9wok8cv54NqaVcNFz23odHbu2PV1+xYTRGdxYEOOLh5PdgMp5TF7bcpzff36QM+L8+M/FkwZxdZZhafsEnfX9zN4wlk+k0GbQ+PfFk1g1OYiK+ha2pncfSEotrB0x/TZMTKU9nbNf/vXdEeqb2/jrBRNOSMO+dHoos8Z68bevUymtPbEvQHVDK3e+uwc/N0cev3SyVfSHGKil8f64Otj2WJqSX9XI1a/sRG/QePfmWd3uuIV5O3P3kmi+Tik8oTTjyfXH0Bs07l82btDXPxyWjPNjnL8bz2xM56Lnt/H5vnzuXxbLS9dMw/2kDRMHWxt+tTSWb3+1gPFBHvzhi4Ms+e+PzPr7eiY9/D3Rv/+W2N9/S+Ij3zPpke+54fXdHT0QHjl/PD8+sJgff7NkRATBz5sUiDbIpSlb08v4JqWIuxZHW+0Yyf5wdbDlhfYNprve23NamY/fHyqmsqGVy608cHayGRFefHnPfP56wQSOFNVy7lNb2Jg2dGPBX/wpk28PFvHQ2fHMGKad9OFkalh5sKB/2RvP/ZjOhiMl/PG8BKaGjcHXzYHXr59BU4uem97YTW2TMbMhuz24YS2T7nozPsiDi6aG8MbWrF6vAxpa2rj5zd3849sjfW64nFpYw+ZjZVw3N2LYSvAkuGEGgR5OzIzwYs3+3lPQTKNf/3hefLcjZkcbT2d7bpw/loYWPXcujmJhbO9pnedOCuSWBWPJrWjktkWR3DR/ZDXwGgilFNfNjeCtG2dSVNPE+c9s6bHW+vtDRUT6uBBjhZMVBoO9rY5zJgbw/eHiAU2dee7HdP7y1WFWjA/ghaunjag6V5MoX1cifVz4IbV/J2YfJxvLUX67Yhzh3i4sGueLm6Ntt2M+K+tbKKppGjH9Nky8XR2YGvZzaU9SVgUfJeVx04KxpzRnVErx919MpKnVwKNfHe643WDQuP/jfZTUNvHMlVMY42J9oxL7w8nehhUTAvg2pajLZpglNU1c9fIOappaeevGmb02ubx1USRjfVz48+qDNLXqySit48PduVw1K5wwK62x1ukUdyyOIrO0nrzKBl67bgb3nBnTY9AryteV926ZxXs3z+J/lyXytwsn8Idz4/n1slhunD+WCyYHcf3cCN68cSb7/rSc12+YyXVzI4jwsf5UbZOY9gl3gzk15dmN6QR7OnHLwshBe05LF+Pvxj8vmkRydiX/+KZvI5e78sHuHII9nVhgRT1v+spGp7h6djgb719MjJ8rD3y0v8+ZBw0tbby+9fgpQe6ubE0v49/fHeHcSYHcvGBkngePD2pvKprX9wyYzcdKeeyHo1wwOYhrOmUzxvi78fzV00gvqePu9/bSpjeQVd6Av7sDzva2Q7F8s3hg+Th0OuNmSk8eWXOYzLJ6/N0dOoL+vXll83Gc7Gy4atbwBSUluGEmKxMDOVZSR1r7yLSulNQ08dzGdM4a78/cqJH3Yn467loSzSvXTue+k/ps9OTBs+NZc/c8HrSymumhNi/ah9V3zcPH1YHrXtvFHe8kk1d5YvS2qqGF7RnlLB8fYNVNvE7XysQgGlr0rD/S98wETdP43w9H+fd3aayaHMQzV04ZkQ3kTJYm+LM9o6xjl6M3pnKUmWO9uHZOBGDcPV4xPoDvDxV3ecE60pqJdrY0wVjak1vRwB++OEiQhyP3nhHT5WOjfF25a0k0a/YXdOz0vbQ5k3WpJfzunHimhI2chrU9uXBKMLXNbWw4cmJQrbK+hatf3UlJbTNv3DCjTyUlDrY2/GXVeLLKG3hxUyb/XZuGo62Ou8+w7n5X500K5OGVCXx5z3yWxPUtNVgpxdxoHy6cEsJVs8K5eUEk954Zw4Nnx/HIqgn87px4FsX6jshArcm5kwLZnVXZa/PevsirbGBbRjmXTg8d0b+zrpyfaAyGvbb1+ICCRdnl9WxNL+eyGaEjOhNtjIs9T18xhfqWNu7/uPdJMwaDxq8/NJaZnfvUZnYd736iW15lA3e/t4coX1f+fdGkEXsu5+JgS6SPS5/7buRXNXLv+3uJ9XPj77+YeMrvZX6MD3+9YAKbjpby8JeHyCqrHxH9NjoL8HDk1gWRfHWgsGOK2sm+3F/Ah0m53LEoiodXjieztL7X3mjFNU2s2Z/PpdND8HQevo2WkXuGbeHOnhiIThkPlq40ter54+qDtOgN/O6ckV2XORD2tjqWJvhja9P3Q9hGp5gU4jliX9BPR4SPC1/eM58HlsfyY1opZz62iSfWHe24sFyfWkKbQRu1JSkms8Z64+/uwJp9fTs50zSNf353hCfXH+PS6SE8funkfh2z1mhpvD+teo3NfehNomkaD32WQqvewH8unnTCSev5k4Ooa27jxy7Scw+P5OBGvLG05453kzlSVMufVo7HxaH7HaLbF0cS5evCHz4/yKajpfxnbRrnTgzk+rkRw7Ri85sd6Y2fm8MJ04xqmlq59rVdZJU38Mq105nWj7HLC2J8OW9SIM9sPMa3B4u4dWEUPlbadNXE1kbH9fPGjriT8qH2i6nBuDvacvEL23osk+uLz/bkdzznaGQMuHry208O9CtYVN/cxpPrj6FTcMkI7BFxshh/N/54XgKbj5XxypaeJ8089kMa3x0q4ub5Y3G2t+GKl3fw0k8Zp2SFN7XqueOdPbTpNV68ZlqP7ykjwYRgjz5NTGlu03Pnu8bfy/NXT+02G+PymWHctiiSd3bksCenckRMSjnZbYui8HVz4K9fHT7l+MmtaOB3n6UwJcyT+5bFctb4AOIC3HhqffoJfZhO9tb2LNoMGjcOc7b8yD7LtmA+rg7Mi/bhy/2FpxxEx8vquej5baw9VMwDy8fJyYgYFo52Ntx9Rgzr71/EsgR/nlh3jDMf28S3KYV8d6iIQA/HEdlZuz9sdMYmcz+mlVLd2HNmgqZpPPLlYV7clMnVs8P45y8mjYrSsqlhnoxxtutypOnJPknO48e0Un67Iu6U17k5kd74uNp3WZqSWliLj6vDiGgqd7IoXxfG+rhwML+GxeN8OWu8f4+Pd7C14R+/mER+VSPXv76L0DFO/POiU3efRjIbnWLV5CB+TCuhsr6FhpY2bnx9N6mFNbxw9dQBjW79w7kJ2Nvo8HG1H7Hp26J3IWOcWXP3fHxdHbj2tV28uuX4gCZaaJrGJ8l5zIn0HnXTxkzsbXU8d9VUHOxsuPDZrTy85lCPjfVrm1p5dmM68/+1gc/25HP17HACPZy6ffxIcuXMMFaMD+Df36WdMq3D5PO9eTy7MYMrZoby+3PjWXPPfJYn+PP3b45w29vJJ5yj/Hn1IVLyq3n8sslE+o780uKJwR4U1TT1Wqrz6FeH2Z9bxX8uSez19/Lbs+I4e0IABm1kTEo5mYuDLfcvi2VPTtUJfYZa9QbueX8vKHjq8inY2ejQ6RT3LYvleFk9q7vZ7GtoaeOdHTksT/Af9t+XBDfMaOWkIHIqGjiQ93N0cc3+AlY+vYX8qkZeuXY6t3Xqci/EcAjydOKZK6fywa2zcXO05Y539/DD4WKWJ/iP6HTQvjo/MYgWvYG1vTSZe2Xzcd7YlsXN88fy6KoJo+Z3Z2ujY0mcHxvSSnqM6BdVN/GXrw4zM8KL69rLUU5+nnMnBrI+teSUEpfUwpoR10zURCnFigkBONrpeOT88X0KUswc68XVs8NwtLXhuaumjcqpWhdMCaZVr/HZ3nxuezuZPTmVPHH5ZM6I6zk41J0AD0fevWU2b944c8TvcoqeRfi48Pld8zgzzo9HvzrMAx8f6LJcrie7syrJqWjg4mkjP/OgJ4EeTnx462zOiPfj3Z3ZLPnvj1z32i42HinpKMGobmjlfz8cZd4/N/CftWlMDvXkszvn8pdVE8y8+uGjlOKfF03E182Be9/fe8pEu+TsCn77SQqzI7145Hxjs2l3Rzueu2oqfzwvgQ1HSjj/mS0cKqjm/V05fJiUyz1nRLMsYWCvh9ZmQh+aiq47XMw7O3K4bWFkn7KSdTrF45dO5raFkZzXPhhipLlkeijj/N3457dHaG4zvsY9/sNR9uVW8c9fTDohMLs8wZ/xQe48teFYl+d6nyTnUd3Yyi0Lhr+/kAQ3zOis8QHY2Si+3F9AU6ue332ewr3v72VcgBtf37ugY/KAEOYwO9Kbr+6Zz19WjSfW35VLZ8i0HoBJIR6Eezt32+wS4FBBNf9ee4Szxvvz+3PjR9UuOsCyeH+qGlpJzu66drNVb+C3nx6gVW/g3yeVo3R2/uQgmtsM/NApC6RVbyC9pI6EEViSYvLLM2PY+MDifu12PLpqAjseOpOEoJH7e+lJQqA7sf6u/O3rw2w+Vsa/LprEeZNObyLW5FBPxgeN7mw1YWSa+vGrpTF8uiePy17a0a/Rpp8m5+Fib8PZE0d3aScYyy6evHwKW397Br9aGsPhwhpueGM3Zzz2Iw99lsK8f23gyfXHmB3pzZd3z+f1G2YydZT0D+rM09meJy6bTE5FA39efajj9rzKBm59K5kgT0eev2raCT28lFLcNH8sH942m+ZWAxc+t40/rz7EolhfftWPHnXWbnz7++DBvK6DGwaDxn/WphHp48Jvzur7FCwnexseOid+RGZugDEL8nfnxpNT0cDb27PZcqyMFzYZs4POPSmgo5TiV0tjyS5v4LOTppXpDRqvbjnO5FBPpoUP/9+uBDfMyMPZjkWxvqzeX8AFz27lvZ053LYokg9unU2w5+hIvROWzdZGx7VzIvj+vkVykt9OKcX5iUFsyyijpPbUk9umVj2//GAfY5zt+ecvRm7Trp4siPXF3kZ3wkhTk5qmVm58Yzebjpbyh3MTepyuMDVsDMGeTicEkjJK62jRG0Zkvw0TRzubfqdfK6XwcB59GRsmSikunhaCQYO/rBrPJTI6XQwync54Mv/iNdNIL65l5TNbug3gdtbQ0sbXKYWcMzFwRE1YOF1+7o78amksW397Bk9ePhkvF3s+2J3Dolhfvv3lAl66djoTQ0b3ecesSG/uXhLNp3vyWL0vn7rmNm56I4kWvYFXrpvR7TSsaeFefH3v/PYyKCeevHzyqCiLNXFztOuxqehXKYWkFdfyq2WxI74PWn8tivVlQYwPT60/xn0f7SPK15U/nTe+y8cujfdjYrAHT284dsKY5x8OF5Nd3sAtCyLNcg4s/0fNbGViEKW1zRTXNPH69TN46Ox47OQPTQiLtmpyEAYNvj5QeMp9//gmlfSSOh67NHHEj+HsjquDLXOivPnhcPEJ9em5FQ1c9Nw2tmeU8++LJ3F1p5FrXVFKcV5iIFuOlVFR3wKM7Ekp4vTcPD+Sdb9e1DF1R4ihcNb4AD6/ax7O9jZc//quLoPcna09VERdc9uoL0npjr2tjlWTg/nsznkceXQFz141VV7fO7n3zBimhY/h958f5Na3kkgvreO5q6YS7ddzjwhvVwfevHEm6369aFgnVViK7pqKtukNPPHDUcb5u3HexJFZXnK6fn9uPHXNbVQ3tvLMlVNwsu96upMxeyOG3IpGPtuT13H7q1syCfZ06rVn2FCRq2gzO3tCIH9emcA3v1zQ5/FsQgjzivZzIz7Q/ZTSlI1HSnhzezY3zR/LghhfM63OMixN8CervIGMUmPDuL05lVz43FaKa5p466aZXNrHnfXzE4NoM2h8k2IMJKUW1mJvoyPSd2SmhYqB0+lUryf8QgyGWH83Xr9+Bs2tBv7+dWqPj/0kOY8wL2dmRPR9Ys9o5WA7ukbk9oWtjY4nLpuMUrAto5yHVyb06/xiNGaPgrGpaEF1E+V1JzYV/XxvPpll9fx6eeyo6YXWX3EB7vzzokm8cPVU4gJ6DjSeEedHYogHT29Ip6XNwL7cKnZnVXLj/LFmy4qR4IaZ2dvquGHe2FHTAVqIkeL8xCD25lSRW9EAQFldM7/5ZD9xAW79quEcqZbGG4O161KL+SalkMtf2oGzvS2f3TmPuVF9n16REOhOlK9Lx9js1MIaYvxdJcNNCGFWkb6u3L4oki/2FbCtmzGxeZUNbMso56KpIXIhJQYs1MuZV6+bwd8vnMg1kpnWJ6amop1LU1raDDy5/hgTgz1YLn0Ne3Tp9NA+NeRWSvGrZbHkVTbySXIeL2/OxM3RlsvM2KdPzg6FEGIAViYa0xnX7C9A0zR++8kBapraePLyKTjaye5ToIcTE4LdeXFTBne+u4cJwR58fufcfu+sG3ucBLMrq4Ki6qb2SSmSsiyEML87l0QT5uXMH1Yf7Jgu0Nnne/LRNPjF1GAzrE6MJDPHenHlrDBzL8NqjA82niccKqjpuO3DpFzyKhu5f3nsqM1oGQqLY32ZHOrJ/9Yd5duUQq6cGYarGaeMSXBDCCEGIGSMM9PCx7BmXwHv7sxh/ZESHlwRx7iAkTmidCCWxQdQ2dDK+YlBvHvzLLxdHQb0POdPDkLT4PVtxymra5HghhDCIjja2fDIqvFkltbzyubjJ9ynaRqf7Mlrb+ro3M0zCCGGgrujHRHezqS0T0xpatXzzIZjzIgYw6LY0V02PNiUUty3LJbS2mZ0SnHd3AizrkfaNgshxACtmhzEn1Yf4i9fHmZhrC/Xm/kF3dLctiiSSaEeLI71Pa1dkrE+LkwM9uCNrVkAxAdKAEkIYRmWjPPj7AkBPLX+GOcnBnUEMpKyK8kub+DeM2LMvEIhRqcJwR7szakC4J0d2RTXNPPk5VMka2MILIzxYWm8H8GeTgSZeeKnZG4IIcQAnTMxEBudwtXRlv9ePElqqk/iaGfDknF+g3IicX5iEM1txlFjCZK5IYSwIH9amYCtTvHnNYc6JkR9kpSHi70NZ08MMPPqhBidJgZ7kF/VSF5lA8//mMH8aB9mR3qbe1kjklKKV66bwSOrJph7KRLcEEKIgfJxdeDvF07gxWum4efuaO7ljGjnTjL2OAnycByVY+2EEJYr0MOJ+5bFsuFICWsPFdPQ0sbXKYWcMzEQZ3tJkhbCHCa2NxX9v08OUF7fwq+Xx5p5RWI4yCuuEEKchstmSIOv4RDk6cTSeD+8XCSwIYSwPNfNjeCT5Dwe+fIQdy2Jpq65jYunhZh7WUKMWuPbgxvbMso5M86PqWFjzLwiMRwkc0MIIYRVePna6fz74kRzL0MIIU5hZ6PjrxdMoLC6iUe+PESYlzMzIrzMvSwhRi0PJzvCvY09cCRrY/SQzA0hhBBWQZqACSEs2fQILy6bHsqHSblcNDVE+jAJYWZXzAyjsr6F8UEe5l6KGCYS3BBCCCGEEGIQPHROHI52Oq6eLSWLQpjb7YuizL0EMcysJrihlPICPgQigCzgUk3TKrt4XBZQC+iBNk3Tpg/fKoUQQgghxGjl6WxvERMDhBBiNLKmnhsPAus1TYsB1rd/3p0lmqZNlsCGEEIIIYQQQggx8llTcGMV8Gb7x28CF5hvKUIIIYQQQgghhLAU1hTc8Nc0rRCg/V+/bh6nAd8rpZKVUrd292RKqVuVUklKqaTS0tIhWK4QQgghhBBCCCGGg0X13FBKrQMCurjr9/14mnmaphUopfyAH5RSRzRN++nkB2ma9hLwUvv3rVVKpQ1o0UL0nw9QZu5FiFFDjjcxnOR4E8NJjjcxnOR4E8NJjrfuhXd3h0UFNzRNW9rdfUqpYqVUoKZphUqpQKCkm+coaP+3RCn1OTATOCW4cZI06c8hhotSKkmONzFc5HgTw0mONzGc5HgTw0mONzGc5HgbGGsqS1kDXNf+8XXA6pMfoJRyUUq5mT4GlgMHh22FQgghhBBCCCGEGHbWFNz4J7BMKXUMWNb+OUqpIKXUN+2P8Qe2KKX2A7uArzVN+84sqxVCCCGEEEIIIcSwsKiylJ5omlYOnNnF7QXAOe0fZwKJA3j6l05vdUL0ixxvYjjJ8SaGkxxvYjjJ8SaGkxxvYjjJ8TYAStM0c69BCCGEEEIIIYQQYsCsqSxFCCGEEEIIIYQQ4hQS3BBCCCGEEEIIIYRVG5HBDaVUqFJqo1IqVSl1SCn1y/bbvZRSPyiljrX/O6b9du/2x9cppZ456bmmKaVSlFLpSqmnlFLKHD+TsFyDdbwppZyVUl8rpY60P88/zfUzCcs1mK9vnZ5zjVJKJkuJUwzy+6m9UuolpdTR9te5i8zxMwnLNcjH2xXt528HlFLfKaV8zPEzCcs1gONtmVIquf24SlZKndHpueR6QfRosI43uV7o2YgMbgBtwP2apsUDs4G7lFIJwIPAek3TYoD17Z8DNAF/BB7o4rmeB24FYtr/WzHEaxfWZzCPt/9qmhYHTAHmKaXOHvLVC2szmMcbSqlfAHVDvmphrQbzePs9UKJpWiyQAGwa6sULqzMox5tSyhZ4Eliiadok4ABw9/D8CMKK9Pd4KwNWapo2EbgOeLvTc8n1gujNYB5vcr3QjREZ3NA0rVDTtD3tH9cCqUAwsAp4s/1hbwIXtD+mXtO0LRjfJDsopQIBd03TtmvGzqtvmb5GCJPBOt40TWvQNG1j+8ctwB4gZDh+BmE9But4A1BKuQK/Bv469CsX1mgwjzfgRuAf7Y8zaJpWNrSrF9ZmEI831f6fS/sOujtQMOQ/gLAqAzje9rZPaQQ4BDgqpRzkekH0xWAdb3K90LMRGdzoTCkVgTGqtRPw1zStEIwHGODXy5cHA3mdPs9rv02ILp3m8db5eTyBlRgjuEJ0aRCOt0eBx4CGoVqjGDlO53hrf00DeFQptUcp9bFSyn8Ilyus3Okcb5qmtQJ3ACkYgxoJwKtDuV5h3QZwvF0E7NU0rRm5XhD9dJrHW+fn8USuF04wooMb7buSnwK/0jStZiBP0cVtMjtXdGkQjjfT89gC7wNPaZqWOVjrEyPL6R5vSqnJQLSmaZ8P9trEyDMIr2+2GHeWtmqaNhXYDvx3EJcoRpBBeH2zwxjcmAIEYSxLeWhQFylGjP4eb0qp8cC/gNtMN3XxMLleEF0ahOPNdLtcL3RhxAY32t/YPgXe1TTts/abi9tTx0wlJyW9PE0eJ6b5hCBpjaILg3S8mbwEHNM07YlBX6gYEQbpeJsDTFNKZQFbgFil1I9Ds2JhzQbpeCvHmCFkCqZ9DEwdguUKKzdIx9tkAE3TMtrLBD4C5g7NioU16+/xppQKwfg6dq2maRntN8v1guiTQTreTOR6oQsjMrjRXl/5KpCqadrjne5ag7EhC+3/ru7pedpTg2qVUrPbn/Pa3r5GjD6Ddby1P9dfAQ/gV4O8TDFCDOLr2/OapgVpmhYBzAeOapq2ePBXLKzZIB5vGvAlsLj9pjOBw4O6WGH1BvH9NB9IUEr5tn++DGN9uxAd+nu8tZcAfA08pGnaVtOD5XpB9MVgHW/t98n1QjeU8XxjZFFKzQc2Y6y1NLTf/DuMdU0fAWFADnCJpmkV7V+ThbHhlD1QBSzXNO2wUmo68AbgBHwL3KONxF+aGLDBOt6AGiAXOAKYauqe0TTtleH4OYR1GMzXt07PGQF8pWnahGH5IYTVGOT303CM3d49gVLgBk3TcobrZxGWb5CPt9uBXwKtQDZwvaZp5cP2wwiL19/jTSn1B4zlTcc6Pc1yTdNK5HpB9GawjjeMr3VyvdCNERncEEIIIYQQQgghxOgxIstShBBCCCGEEEIIMXpIcEMIIYQQQgghhBBWTYIbQgghhBBCCCGEsGoS3BBCCCGEEEIIIYRVk+CGEEIIIYQQQgghrJoEN4QQQgghhBBCCGHVJLghhBBCCCGEEEIIqybBDSGEEEIIIYQQQlg1CW4IIYQQQgghhBDCqklwQwghhBBCCCGEEFZNghtCCCGEEEIIIYSwarbmXoAl8PHx0SIiIsy9DCGEEEIIIYQQQnQjOTm5TNM0367uk+AGEBERQVJSkrmXIYQQQgghhBBCiG4opbK7u0/KUoQQQgghhBBCCGHVJLghhBDDzGDQMBg0cy9DCCGEEEKIEcOswQ2l1AqlVJpSKl0p9WAX9yul1FPt9x9QSk3tdF+WUipFKbVPKZXU6XYvpdQPSqlj7f+OGa6fRwgh+uKBj/ez7H+byK1oMPdShBBCCCGEGBHMFtxQStkAzwJnAwnAFUqphJMedjYQ0/7frcDzJ92/RNO0yZqmTe9024PAek3TYoD17Z8LIYRF2JNTyWd788ksq+eSF7aTXlJn7iUJIYQQQghh9cyZuTETSNc0LVPTtBbgA2DVSY9ZBbylGe0APJVSgb087yrgzfaP3wQuGMQ1CyHEgGmaxr++PYKPqwOf3D6XNoPGpS9u52B+tbmXJoQQQgghhFUzZ3AjGMjt9Hle+219fYwGfK+USlZK3drpMf6aphUCtP/r19U3V0rdqpRKUkollZaWnsaPIYQQffPj0VJ2Hq/g3jOjmRY+ho9vn4OTnQ1XvLSD3VkV5l6eEEIIIYQQVsucwQ3VxW0nd9jr6THzNE2birF05S6l1ML+fHNN017SNG26pmnTfX27HJMrhBCDxmDQ+Pd3aYR5OXP5jDAAxvq48PHtc/B1c+CaV3ey6agEWoUQQgghhBgIcwY38oDQTp+HAAV9fYymaaZ/S4DPMZa5ABSbSlfa/y0Z9JULIUQ/rdlfQGphDfcvj8Xe9ueX3iBPJz66fQ6RPq7c/OZuvk0pNOMqhRBCCCGEsE7mDG7sBmKUUmOVUvbA5cCakx6zBri2fWrKbKBa07RCpZSLUsoNQCnlAiwHDnb6muvaP74OWD3UP4gQQvSkpc3AYz+kMT7InZWTgk6538fVgfdvnc2kEE/ufG8Pd727h705lWZYqRBCCCGEENbJ1lzfWNO0NqXU3cBawAZ4TdO0Q0qp29vvfwH4BjgHSAcagBvav9wf+FwpBcaf4T1N075rv++fwEdKqZuAHOCSYfqRhBCiS+/tzCa3opE3b5yITtdVtR14ONnx9k0zeWp9Ou/uzObrlEKmh4/h5gWRLEvwx6abrxNCCCGEEEKA0rST21yMPtOnT9eSkpLMvQwhxAhU19zGon9vJNbfjfdumUV7ULZH9c1tfJSUy2tbj5Nb0UiEtzM3zh/LxdNCcLY3W0xaCCGEEEIIs1JKJWuaNr2r+8xZliKEECPeK5szKa9v4f9WjOtTYAPAxcGWG+aNZeP9i3nuqql4Otvzp9WHWPHEZgqqGod4xUIIIYQQQlgfCW4IIcQQKatr5uWfMlkxPoApYWP6/fW2NjrOmRjI53fO5d2bZ1FZ38KVL++gqLppCFYrhBBCWI/mNj1//yaV1MIacy9FCGEhJLghhBBD5JkN6TS26nngrHGn9TxKKeZF+/DGjTMprW3mypd3UFIrAQ4hhBCj1zs7cnjpp0xufjOJ6oZWcy9HCGEBJLghhBBDIK+ygXd3ZnPp9FCi/VwH5TmnhY/hjRtnUlTTxJUv76SsrnlAz1NW18w1r+7kyXXHaGkzDMrahBCir5pa9RzMr+ajpFz+8uVhrnl1Jy9uykD6wIm+qmlq5ZkNxxjn70ZJbRP3f7xfjh8hhPmmpQghxEi29lAxrXqNOxdHD+rzzojw4rXrZ3D967u4+pWdvHfLbLxc7Pv89TVNrVz32i7SimrZfKyM7w4V8d9LJjE+yGNQ1ymEEJ0dK67lmY3pHC6oIbOsHr3BeCHqaKcj0MOJf3x7hNzKBh45f4JMhxK9evmnTCobWnnzxpnszqrk0a8O88rm49yyMNLcSxNCmJEEN4QQYghsTS9jrI8LYd7Og/7csyO9ee26Gdzwxu72AMcsPJ17D3A0tui5+Y0k0opqefm66bS2Gfj9FwdZ9cxW7loSzV1LorG3lYQ+IcTgqqhv4frXd1Pb1MrMsV6smBBAXIA78YFuhHu7oFPwz++O8OIm4wXr45cm4mBrY+5lCwtVUtvEK5uPc+6kQCaFeDIx2INdx8v513dHmBruybRwL3MvUQhhJnIWK4QQg6xVb2BHZjnzor2H7HvMjfbh5Wunk15ax9Wv7iS3oqHHx7e0Gbjz3WR2Z1fwv8sms2ScH8vHB/DDfQtZmRjEk+uPcf4zWziYXz1kaxZCjD56g8a97++ltK6Zd26exSvXzeD+5eM4d1Igkb6u2OgUSikeOjue350Tx9cHCrnpjSTqm9vMvXRhoZ5en06r3sADy439rJRS/PviRAI9Hbn7vb1U1LeYeYVCCHOR4IYQQgyyfblVNLTomR/tM6TfZ2GsLy9ePY2MknrOfHwT/1l7pMsLAr1B4/6P97MxrZS/XTCRlYlBHfd5Otvzv8sm88q106mob+GCZ7fy3cGiIV23EGL0+O/3aWxJL+OvqyYwKcSzx8feujCK/1w8ie2Z5Vz5yk65SBWnyCqr5/1dOVw+M5SxPi4dt3s42fHcldMor2vh1x/tw2CQ/htCjEYS3BBCiEG25VgZSsGcyKENbgAsifNjwwOLOGdCAM9uzGDJf3/kk+S8jhM7TdP40+qDfLm/gN+uiOPKWWFdPs/SBH9+uG8RMf5uPPrVYZpa9UO+diHEyPbdwUKe/zGDK2aGcemM0D59zSXTQ3nh6mmkFtZwyQvbKKhqHOJVCmvy3+/TsLPRce+ZMafcNzHEgz+uTODHtFKe35RhhtUJIcxNghtCCDHItqaXMSnYAw9nu2H5foEeTjxx+RQ+u3MugZ5OPPDxfi54bitJWRX89/s03t2Zw+2LorhjcVSPz+PhbMfvz4knv6qRd3ZkD8vahRAjU3pJHfd/tJ/EUE8ePj+hX1+7LMGft2+cSUlNM5e8sF1KVAQAKXnVfHWgkJsXjMXPzbHLx1w9K4zzJgXy2Pdp7MgsH+YVCiHMTYIbQggxiGqbWtmbW8W8IS5J6crUsDF8fsdc/ndZIiU1zVz8wnae3WjcNf3tinF9eo75MT4siPHhmY3p1DS1DvGKhSVqbtNTUNVIc5tk74iBqWtu47a3k3C0s+GFq6cOqDnorEhvXr5uOvlVjby7U4KtAv713RHGONtxaw8TUZRS/POiSUR4u3DLm0lsOFI8jCsUQpibTEsRYgB2Zpbz9IZ0jhbXEjLGiVAvZ0LHOBPqZfw4wtuFIE8ncy9TmMGu4xXoDdqQ99vojk6nuHBKCGeND+ClnzJpaNHz2xVxKNX30Yq/XRHHeU9v4cVNGfzmrLghXK0YDhmldaTkVdPcpqe5zUBzq4GmVuPHdc1tlNU1U1rb3PFvTZNxlzzA3ZF7z4zhkukh2NnIXojoG03TeOCj/Rwvq+edm2cR6DHw98LZkd4siPHhpZ8yuWZ2BE72MkFltNp8rJQt6WX84dx43Bx7zop0dbDl7ZtncetbSdz0ZhK/XhrLXUui0cmIYSFGPKVp0nBn+vTpWlJSkrmXIazAjsxynlx3jO2Z5fi6ObAwxpfC6kZyKhoorG5C36mBVaSPC2fG+7E03p9p4WOwlYuDUeGRLw/x3s4c9v95OY521nsi/ssP9rL2UBE/PrCEAI+u03+F5cutaGD5/36isYseKjoFLva2+Lg54OvqgI+bvfFfVwc8ne34fG8+e3KqiPB25r5lsaycFCQXB6JbLW0GjhbX8tmefF7bepzfnxPPLT3ssPfVruMVXPridv54XgI3zR87CCsV1sZg0Dj/2S1U1rey4YFFfc4EamzR89BnB/hiXwErxgfw30sTcXWQfV0hrJ1SKlnTtOld3mfO4IZSagXwJGADvKJp2j9Pul+1338O0ABcr2naHqVUKPAWEAAYgJc0TXuy/WseBm4BStuf5neapn3T0zokuCF6syOznCfWHWVHZgW+bg7csSiKK2eFnXDx2qo3UFTdRE5FA0eLa9lwpIQdmeW06jU8ne04Y5wfSxP8WRTri4u8uY5Yy/+3CX93R96+aZa5l3JacsobOPPxH7l4Wgj/+MUkcy9HDICmaVz1yk4O5FXzzs2z8HVzwNFWh4OdDQ62ul6zMTRNY31qCf/9Po0jRbXEB7rzm7NiWTLOr1+ZQN09d3Z5A0nZlfi42jMx2ANvV4fTek4xfDRN41hJHftzq0jJr2Z/XjWphTW0tBkAuHBKMI9fmnjax4nJ5S9tJ7O0np/+b4lVB43FwHy5v4B73t/LY5ckctG0kH59raZpvLrlOH//JpVoP1devnY64d4uvX+hEMJiWWRwQyllAxwFlgF5wG7gCk3TDnd6zDnAPRiDG7OAJzVNm6WUCgQC2wMdbkAycIGmaYfbgxt1mqb9t69rkeCG6E5aUS1/XnOQHZkV+Lk5cMfiKK6YGdbnk6vaplY2Hytj3eFiNqSVUNXQir+7A2/dOItxAW5DvHox3Epqmpj59/U8dHYcty3quXmnNXh4zSHe2p7F9/ctItrP1dzLEf30/q4cHvoshb9fOLHbKTl9YTBofHmggMd/OEp2eQPTw8fwm7PGMSvSu1/PU1DVyLaMcrZnlLM9o4yC6qYT7g/2dGJSiAeTQjyZFOLBxBAP3HtJPxfm8Y9vU3lxUyYALvY2TAj2IDHUk4nBHiSGeBLq5TRogQ3g/9m76/Corq2Bw78dd3diBBJI0OBaaJFSpe7ueuvut+3XXqneuiv10lIvpYXiDkEjWBIgEyPumf39MTNhmk585Mxkv8+Th8jMOTuHlZlz1tl7LVbtKeWCN9fyz/nDuGRystW2qziH015eSU1jC7/cegzuvZw9tiK3lJs+2YReL/nfBWOYkRZp5VEqrq65Vc+y7BKGxgYSH+pns/1sP1jJNR9sYMaQSB46OQM/L3VDtD2tJjcmA49KKY83fn0fgJTyKbPHvA4slVJ+Yvw6G5gppTzcblvfAi9JKRer5IZiDS2tel5btocXluQS5OPJTccN7lFSo6Ntrt1Xzm2fbaGxRc+7l49nTGKoFUetONrCzYXc9tlWvr95GsMHBDt6OH1WVtPIjP8sZergcF6/2OJ7iKJRhyvrmfPsn4wYEMyCqyda5UKzuVXP5xsKeHFJLrqqRmakRXLX8UM6jfWC8jq+3FjIoq2H2FdaC0CYvxeTU8KZPCicCQPDKKtpYtvBCrIKK9l2sJIDZXUAeLoLTh01gCunDSQjLqjP41esY83eMs5/cw2njR7AjccOIiUiwObLlaSUnP3aag5W1LP0rpm9KlCqOCddVQMT/28Jdx0/hBuPHdynbRWU13H1BxvI0VVz07GDuXlWqqonpHTL+v3lPLhwO9m6atzdBCeOiOXaY1Ksfq63/WAlF761FjcBFfXNDAz35/nzRjMyPsSq+3F2nSU3HJkKGgAUmH1diGF2RlePGQC0JTeEEMlAJrDW7HE3CSEuATYAd0gpj1hv2Iqry9FVc+cXW8kqrOSkkbH889RhVpku7eHuxtTBEXx1/RQuenstF721ltcvHsv0VHX3wFWsyC0j1M+TjFjXuBALD/Dm2mNSeGZxDhsPHGFskkrGOQMpJfd/vY1WveTpM0dY7Q66p7sbF05M4swx8Xywej+vLN3Dyf9bwUkjYrl9bhqDIg2zexqaW/llRxGfbyhgZV4ZQsDUQRFcNCmJKYPCGRId+NeL4WiYPOjoLJCKuia2Hazkt506vthYyFebCpk2OIIrpw9kRmqkqvvhQDWNLdz5xVYSw/x44rThdltiKYTgH7NSueSddXy18WCfZiIpzuXXnYZuJ3Mzovu8rYQwP76+YQoPfrOdF3/P4/fsYp47ZzSp0WomrWJZaU0jT/+0my83FjIgxJfnzx3NzsNVLFibz3dbDzFlUDhXH5PCzLTIPr/Xbius5MK31hDo48mn10yi8Eg9t3++hTNeWcXtc9O49phBvZ651J84cubG2cDxUsqrjF9fDEyQUt5s9pgfgKeklCuMXy8B7pZSbjR+HQAsA56UUn5t/F40UApI4HEMy1eusLD/a4BrABITE8ceOKDajLm6XYeruOerLFIi/BmbFEpmYihDYwLbCn22tOp5Y/lenl+cS4CPB4/PH85JI2NtMpbi6gYueXsde0pqeOG8TE4cYZv9KPYjpWTyU78zNjmUly8Y4+jhWE1dUwvH/HspAyP8+PzayVadaq7YhmkG0cMnZ3CFDQswVjU089afe3lrxT4aW/ScOWYA3h7ufLvlIFUNLcSH+nLOuATOHBvPgF52j6qsa2bBunzeW7UPXVUjg6MCuHLaQM4aqzq4OMJ9X2/j0/X5fH7tZMYnh9l131JKTn9lFSXVjSy9a6b6/+8nLn57LYVH6vn9jhlWff/5efth7l+4nZrGFu6ZN5TLpySrxKnSplUv+WRdPv/+eTf1za1cNT2Fm48b3LZEpKqhmU/W5vPuyv0UVTWQFh3AhROTmJ4awcAI/x7HalZhBRe9tZYgX08+uXoSCWGGZS+Vdc3cv3AbP2w7zKSUMJ49Z7TqxoiLLksRQngC3wO/SCmf7WAfycD3UsrhnY1FLUtxfXq95IxXV7GnuAYfL3dKqhsB8PNyZ3RCCGMSQ1meV8rWggpOHBHDP+cPJ8LGxe0q65q54v31bM4/wv+dPoLzJvz1TtS+0lqW7NKxNLuEED9PLpiYyOSUcHVxqVF5xTXMfnYZT50xgvMnuNZdxY/WHODBb7bz1iXjmG2Fu2eK7RRXNzDn2T8ZHBXA59dOtstdntKaRl75Yw8frTmAEHDiiFjOHhfPpIHhVrtYaGrR8+O2w7y5fC87DlVx9fSBPHBShlW2rXTP0uxiLnt3Pdcek8J9J6Y7ZAx/7C7m8vfW8+8zR3LO+ASHjEGxn8r6ZsY+vpgrpw20ScwVVzdw/9fb+G1XMZNSwvjv2aO6XUtBr5eU1DSSX16Hl7sboxJCrD4+xTGyi6q5+8utbC2sZMqgcP45f3iHdceaWvR8t/UQby7fy+6iagBig32YOjiCqYPDmToogqigzjvObS2o4KK31xLsa5ix0T4GpZR8ubGQRxbtwMNN8NQZI21289VZaDW54YGhoOgs4CCGgqIXSCl3mD3mJOAmjhYUfVFKOcHYReV9oFxKeWu77caaanIIIW4DJkopz+tsLCq54fo+XnuABxZu57lzR3Ha6AEUHqlnU/4RNh04wqb8CnYeriLIx4PHTxvOySPj7DauuqYWrv9oE8tySrhn3lDGJoXy2y4dv+3SsbfEsD49LToAXVUjlfXNpET4c8HERM4cE0+ov5fdxql07f1V+3lk0Q6W331sW8bdVTS36jn+uT9xdxP8dMt01dZYw67/aCNLdhfz4z+m270IbEVdE+5ugkAbFgGVUnLHF1v5Puswy+6aSWywuoNlD5V1zcx9fhlBPp58d/M0h3UskVJy6ksrqWpoZsntM9RrkYv7dstBbvl0C19dP8VmyyKllHyxoZDHvtuBEIILJyXi6+mOmxC4CcOSKNM9peIqQzIjv7yOgvI6Go3dgQBV7NZFSCmZ89yfHKlt4uFTMjh1VFy3bipKKdlfVsfKvFJW5pWyem8ZFXXNAAyOCmBcUiijEgzFsodEH501vqWggovfXkuInyefXjO501mO+0trueWzLWwtqOCssfE8euqwftvaWJPJDWjrhvI8hlaw70gpnxRCXAcgpXzNmMR4CZiHoRXs5VLKDUKIacByYBuGVrBgbPkqhPgQGI1hWcp+4Nr2BUjbU8kN11Za08hx/13KsLiOC+vVNbXgJoRDTtiaWvTc/vkWvs8yhKmnu2BSSjizhkYxKz2ahDA/Gppb+XHbYT5em8/GA0fw8nDjpBGxnD8hkTGJIeoETwOuet9QpOzPu4919FBs4ufth7nuo008Pn8YF6sTOE36cdthbvh4E3fPG8INM/tWeE/LCsrrOO6ZpZwzLoEnTx/h6OH0C7d9toVFWw/xzQ1TGRHv2GLJv+4o4poPN/LsOaM4Y0zP2oIqzuXGjzexdl856+6fZfMlIwXlddzzVRar9pR1+JgAbw8SwvxIDPMlMcyPxDA/EsL8+GhNPr/t0vWqVa2iLX/mlHDJO+v6/Pqi10t2Hq5iZV4pq/aUsaWggsp6Q7LDx9ON4XHBDIsL4uvNBwn18+KTayZ1a/lmc6ue/y3J5aU/8ogP9eOF80aT2Q+bE2g2uaEVKrnh2u74fCuLth7kp1umMzhKm0WjWvWSrzYVEuDtwfTUiE7vfO4yFjJauPkgNY0t+Hq6MywuqC0jPCo+hKRwP7V8xY5aWvWM/udiThkVx1NnuObFlpSSC95cy87DVSy9c6aaOaQxR2qbmPPcMmKDfVl4wxSXT3g++M02Pl1XwB93znS5mVJaY0ps3jIrldvmpDl6OEgpOfHFFTS2tLL4thmqwJ6LamhuZezjizl19AC7v69KKdFL0EuJXkqkBCkNF6WWzq0amlu58v31rN5TxisXjmHe8P69ZMCZXfbuOnYcqmLFPcdatSuTlJIDZXVsLaxga0ElWYUVbDtYSXyoLx9eObHHdTTW7y/n1k+3UFTVwK2zUrnh2MH96rWws+SGa5/9KP3e2r1lfLWpkKunp2g2sQHg7iY4Z1wCJ46I7XJKd3psEI+fNpy198/ihfNGc96EBPRS8tGaA9zy6RZm/ncpmY8v5onvd9Lcqu90W4p1bC2spKaxhWmDIxw9FJsRQvDIqRnUNLbw7OIcRw9HaeeFJblU1DXzrzNHunxiA+CmY1NxcxO8sCTX0UNxaaU1jdy/cDvDBwRx03HamA0khODm4wazt6SW77MOOXo4io2s3lNGbVMrc4fZv86TEAJ3N4GnuxveHu74eLrj6+Xe4U0jH0933rh4HKMTQrj5k838mVPS433WNLbwytI8Tv7fcrYVVvb1V1B6Ia+4hqXZJVw0Mcnq7aaFECRH+DN/9AAePiWDL6+fwo7Hjue322f0qkDo+OQwfrp1OiePjOWZxTmc98ZqCsrrrDpmZ+X6Z0BKv9XUoufBb7YTH+rLzcelOno4Vufv7cH80QN45JRhfH3DVLY/djw//GMaT50xgmmDI3hrxT4ufWcdR2qbHD1Ul7cyrxQh/trO0hUNjQni4klJfLz2ADsPVTl6OIpRZV0zn28o4NRRcWTEuUYb4q7EBPtw8aQkvt5UyJ6SGkcPxyVJKXlg4TZqGlp49pzRmupOMm9YDENjAnn8+50crqx39HAUG/h1ZxH+Xu5McZL3VX9vD969bAKDowK55sMNbNhf3q3n1TS28PIfeUz71+/8++ds9hTXctMnm6huaLbxiJX23l+1Hy93Ny6cZJ+i8B7ulmcCdVeQjycvnJfJ8+eOZvfhamY9u4wr31vP5xsKKO/H5/7aeadSFCt7e8U+cotreOzUYfh6Oab4mT15ursxLC6Y8yck8tIFY3jm7FFs2H+E+S+vJEdX7ejhubQVeaUMiwsirB8s1bhtdhrBvp48+t0O1LJGbfh43QHqmgyt6vqT62cOwsfTned/U7M3bCGvuIZfduj4x6zBpEVra+ajm5vgpQsyqW9q5fqPNtHY0uroISlW1KqXLN6pY+bQKKvfQbelYD9PPrxyAnHBvlz+7nq2H+x4BkZ1QzMv/Z7LtH/9zn9+yWZMYijf3DiVD66cQEF5HQ99s129x9pRZV0zX24s5NTRcTbvlmhtp2UO4MdbpnPRxCR2F1Vz95dZjHtiMee9sZr3Vu7jUEX/SgD3zxKrissrPFLHi0tymZsRzaz0/tm68syx8QyM9OfaDzdyxiureOG80f32WNhSbWMLm/OPcMW0gY4eil0E+3ly5/FDeGDhdr7POswpo+zXXUj5u6YWPe+v2s/UweH9ZtaGSUSAN5dPTeblP/Zww8xBpMf2r9/f1tbuM9x51urf+OCoQJ45ZxTXfbSJx77byf/1orisaR38qj1lFBypw9PdDS93gYe7W9vngT6enDAixqkusp3d5vwjlNY0cfywGEcPpcciArz56KqJnP3aai54cw1DYgJxMy5zcRMCNzeBu4BN+YYCk7OGRvGPWal/aSV76+w0nl2cw7TUSM5SBUrt4rMN+dQ3t3L51GRHD6VXEsL8ePiUDB46OZ0dh6r4ZUcRv+wo4tHvdvLodzsZFhfEsUOiOHZoJKMTQl26PodKbigu6bHvdgLwyKnDHDwSxxqTGMqim6ZyzQcbueqDDdx9/FCum5Giio1a0br95TS3Speut9HeeeMT+XhNPk/9uItZ6VH4eam3Ekf5bushdFWNPH3mSEcPxSGumT6ID1Yf4NnFObx5icXaYkovrdtXTnSQN4kaLtg6b3gs188cxKtL9zAqPphzx3c9nfxwZT2r8spYtaeM1XtKOVTZAICHm6BFb/lO+XurQnjtorHEBPtYdfyKZb/u1OHpLpg5JNLRQ+mVuBBfPr5qIk/9tIuq+hb0UtLcqqdVf7RQ6dTB4Vw3YxAj40P+9vwbjx3Mqj2lPPztdsYkhpASad+23v1NS6ue91cdYOLAMIbFObYbVF8JIRg+IJjhA4K5Y+4Q9pYYZuD9sbuYV5ft4aU/8gjx8+SY1EiOHRrJjLQol5t1rM5IFZfz204di3fquPeEod1qq+TqYoN9+eK6ydz1ZRb/+nk3u4uq+M9Zo/DyUKvSrGFlbileHm6MTw5z9FDsxt1N8Nj8YZz92mpeW7qH2+cOcfSQ+iUpJW8u30tqVAAz05zzIqCvgv08uXp6Cs8uzmFrQcVf7n4qvSelZN2+ciYMDNd8MvzOuUPYfrCSh77ZwZCYIEZbiAEpJT9sO8xzi3PYU1ILQKifJ1MGRXDDoHCmDApnYIQ/AC16w4Voc4ukWa9nzd4y7v4yi1NeWsGrF45hXD96rXcEKSW/7Chi8qAIgroosK5lyRH+vH5x7xKu7m6C58/N5IQX/uSmBZtZeOMUNXPIhhbv1HGwop6HT8lw9FCsLiUygOtnBnD9zEFU1jWzPK+EpdmGj0VbD+Hl4cbNxw7m2hmDXOa6wDV+C0Ux89RPu0iLDuDKfrJMoDt8PN158bzR3HX8EL7dcoiP1x5w9JBcgpSSP3NLGJcUio9n/zrxGJ8cxqmj4njtz72qQreDrMwrY3dRNVdNH6j5C1BbumLaQEL9PHlGdfGxmoLyeoqqGpiQHOrooXTJ3U3w4nmZRAZ6c/1HGymtafzLzwvK67jivfXctGAz3h7uPHhSOj/+YzobH5zDyxeO4aJJSaREBiCEQAhDhww/Lw+C/TyJCPDm5JFxLLxhKn5e7pz/5hoWrM130G9qW1JK9pbUkKOrJkdXTa7xI6+4miLj7BZ7yNHVcKCsjrkZ/XsZbUywD/89exQ7D1fx1I+7HT0cl/bOyn0khPky28WXbgf7eXLyyDj+e/Yo1t0/i0U3TWVORjTPLM7hxBeXs76bRXC1TiU3FJdSUt3InpJazhmXoKnK7loghODGYwczJjGE91btp7WD6bdK963bV06OroYTRvTPnvb3nTgUdyF48oddjh5Kv/Tm8r1EBHgxf/QARw/FoQK8Pbh+5iD+zClh3T7XODlztHXGk9wJA52jU0WovxevXzyW8tomblqwiZZWPc2tel5ftoc5zy1j3b5yHj45g0U3TeWq6SlkxAXh1oM150NiAll04zSmDIrg/oXbuH/hNppaXKfV+q7DVZz7xhqOe2YZc5/7k7nP/ckc48fsZ/9k0lNLuO/rLCrqbN+B4dcdRQDM6efJDYBZ6dFcPjWZ91bt57edOkcPxyVtK6xk/f4jXDo52aXrULTn5iYYGR/CyxeM4d3LxlPf1MrZr63mvq+zqKxz7k49HS5LEUKc0dkTpZRfW384itI3WYUVABbXMCoGV05L4cYFm/h9d7E6eeijN5fvJczfi7PG9M+CX7HBvtx03GD+80s2f+wu5tihUY4eUr+Ro6tmWU4Jt89J63ezhiy5eFIyby7fx39/zeazayb165ks1rBuXxkhfp6kRjnPWv/hA4J56owR3P75Vu78Yiu7i6rZXVTNnIxoHjt1GHF9XKYa7OfJO5eN57+/ZvPq0j1kF1Xz6oVjiApy3jocFXVNPLs4h4/WHCDY15MHT0onNtgXieHmh6lZx9aCCt5dtZ9fduh44MR0zhgzwGZ/Y7/u1JGZGEK0Ex9Xa7r3hKGs21fOXV9u5adbjlF1X6zs3ZX78Pdy55zxCY4eisMcOzSKxbcfw3OLc3hn5X4W79Tx0MkZnDoqzinfSzu7tX2K8eNK4G3gQuPHW8BFth+aovTc1sJK3AQMH6Cq5nfk+GHRDAjx5e0Vex09FKeWV1zNb7uKuXhSUr9oNdyRK6cNZEh0IDct2NSWXFRs763le/HxdOOiSUmOHoom+Hq5c92MQazbV062an3dZ+v2lTM+OaxHsxu04Iwx8Vw6OYlvthyioq6Z1y8ey5uXjOtzYsPE3U1wz7yhvHRBJjsPVXHBW2udchZkq17y8doDHPvfpXy05gAXTUrijztnctX0FE4aGcvJI+M4eWQcp4wyfDx4cgbf3zyN5HA/7vhiK+e9sYa8Yuv/nR2qqGfbwUrmZjhflxRb8fZw53/nZ9LYoueOL7ao9rBWVFzdwHdZhzh7XIJT13exBj8vDx44KYNvb5xKXIgvt3y6hds+2+LoYfVKh8kNKeXlUsrLAQlkSCnPlFKeCfTv9hOKpmUVVpAaFai6N3TCw92NS6cksWZvOTsOddyDXencm3/uw9vDjUsm9++LSx9Pd96/YgIhfl5c9u569pTUOHpILq+4uoFvNh/izDHxLlflvC9OGWlYHqamb/dNcVUD+8vqmOCkhTMfPDmDVy4cw293zLBZK9GTR8bxr7NGkldcw9LsYpvsw1Y25R9h/ssreGDhdlKjA/nhH9P55/zhhPh1/lqSHhvEl9dN4akzRrC7qJoTXljOf37ZTX1Tq9XGttj4tzt3mJpVai4lMoB7TxjKyrwy/nCyeNOyj9bk06KXXDol2dFD0YzhA4JZeMNUHj0lw2ln43anKEGylPKw2dc6IM1G41GUXpNSklVYych4527jZA/njk/Ez8udd1bsd/RQnFJxdQMLNx/k7HHxhAd4O3o4DhcT7MNHV01EAJe8vY7DlfWOHpJL+3D1AZr1elU0uZ2oIB9GJ4S0XSApvXO03oZzJjc83d04cUQsAd62vclxwvAYYoJ8eG/Vfpvux5p+363j3NdXU1bTxP/Oz+SzayaRHtv9ma5uboLzJySy5I4ZnDIqjpf/2MN5b6y2WoLjlx1FDIr0Z5Bqffo3509IJCncj3//nI3eCWcLaU1DcysL1h7guCFRbZ2SFAN3N8FlUwc6bT2v7iQ3lgohfhFCXCaEuBT4AfjDxuNSlB4rPFJPeW0TI1UrwC4F+3py9th4vtt6iOJq+1VBdxXvr9pvvLhMcfRQNGNghD/vXzGBqvpmLn57HUdqbV94rj+qb2rlozUHmDU0mhR1AfA3czKi2VpYia5Kva711rp95fh5uTMsTi3v7IynuxsXT05ieW4puU6wFGpFbinXfbSJ9Nggfr71GE7pw3r6iABvnj1nNK9dNIasg5Xc+eXWPi+XqKhrYu2+cubaaLaNs/N0d+P2OWnsLqrmu6xDjh6O03t/1X5Ka5q4fKq6SeBqukxuSClvAl4HRgGjgTeklDfbeFyK0mNZhYYlFqPUzI1uuWzqQJr1ej5a45pt7WyltrGFj9bkc3xGjMr2tzN8QDBvXjqO/PI6LntvPbWNLY4eklN6b+U+5r+8kru/3MqCtfnsOFRJc6uhM8NXmwo5UtfM1dPVCZklpiLJv+1Sszd6a92+csYmheKhOo516bzxCXh5uPH+6v2OHkqn1u4t46oP1pMS4c8HV0wg2Nc69QXmDY/l3nlD+SHrMC8sye31dhpbWnlg4XZa9ZIThqvkRkdOGRlHemwQz/ya41LdeuwtV1fNM4tzmJsRzdTBztERSum+br1zSSm/llLeZvxYaK2dCyHmCSGyhRB5Qoh7LfxcCCFeNP48SwgxpqvnCiHChBCLhRC5xn+136RdsYqswgq83N0YGqPuNnXHwAh/Zg2N4uM1B2hott6aWVf3+YYCKuubuWaGmrVhyaSUcF6+YAzbD1Zy3UcbaWxRsdVdUkqe/TWbR7/bSX1TC4t36rh/4TZOenEFIx79hbNeXcWLS3IZGR/stEsGbC01KoCkcD+1NKWXKuqa2F1U7bT1NuwtPMCb+aPi+GrjQSrrtdk+cXP+Ea54bz0DQnz56KqJXdbW6KlrjknhzDHxPP9bLj9kHe76Ce3UNrZw1fsb+GHbYe4/cajqdtcJNzfB3ccPIb+8js82FDh6OE6puVXPHV9sJcDbgydPH+GU3UCUznWZ3BBCnGFMFFQKIaqEENVCiKq+7lgI4Q68DJwAZADnCyEy2j3sBCDV+HEN8Go3nnsvsERKmQosMX6t9ANbCytIjw3Ey0PdbequK6YOpKy2iUVb1BTH7mhp1fP2in2MSwplTKLKm3ZkTkY0/zpzJMtzS7ntsy1tsw6Ujkkpefz7Xbz4ex7njIvnp1uOYdNDc/jzrmN58fxMLpxoKFzb0NzKP45LVSdkHRBCMDs9mlV5ZWrmUC+s338EcN56G45w6ZRk6ptb+UKDF5vbD1Zy6TvriAj0ZsHVk4iwQY0oIQT/d8ZwxiaFcscXW9hW2P1C5Udqm7jwrbWszCvl32eN5JpjBll9fK5m5pBIJiSH8eKSXOqa1GtcT726dA9ZhZU8cdpwIgNVzTRX1J2rwH8Dp0opg6WUQVLKQCmlNW6NTwDypJR7pZRNwKfA/HaPmQ98IA3WACFCiNgunjsfeN/4+fvAaVYYq0Oodk/d16qXbCusZJSqt9EjkweFMzQmkHdW7lPx1g0/bi+i8Eg91xyjZm105ayx8Tx4Ujo/bivi8nfXU9WgzbuaWtCql9z39TbeWbmPy6cm8/QZI3F3EwghSAz349RRcTx0cgZfXj+FrEePZ3aG6iTQmTkZ0TS16vkzp8TRQ3E66/eX4+Xupt5Le2D4gGAmJIfx/ur9mmoLm11UzcVvryXQx5OPr5pIdJCPzfbl7eHO6xePJdzfm6s/2EBxN2reFFU2cM7rq9l5qIpXLhzLOeMSbDY+VyKE4O55QyipbuTdlfsdPRynsv1gJS8uyWX+6DhOHBHr6OEoNtKd5IZOSrnLBvseAJinuQuN3+vOYzp7brSpu4vxX4t9bIQQ1wghNgghNpSUaPME6Mr3N3Dmq6t44vud/JB1WHUg6MTekhpqm1rVdMYeEkJwxbSB7C6qZtWeMkcPR9OklLzx5x5SIv2Zna4uLrvjqukp/PuskazZW8ZZr66i8Eido4ekOc2tem79bAufri/gH8cN5uGTM3BzU7My+mJcUighfp5qaUovrN1XzqiEYHw83R09FKdy2dRkCsrr+X23Ntp05hXXcOFba/F0d+PjqyYSH+pn831GBHjz1qXjqGpo5uoPNnS63HVfaS1nvrqKw5UNvHfFeOapOhs9Mi45jFlDo3h92R4q69SNg+5obGnljs+3EubvxWOnDnP0cBQb6k5yY4MQ4jMhxPnGJSpnCCHOsMK+LZ29tU95d/SY7jy3U1LKN6SU46SU4yIjI3vyVLsZMSAYAXy45gA3LtjE5Kd+Z9L/LeH6jzbyzop9qk6Cma2qmGivnToqjogAL95Zsc/RQ9G01XvL2H6wiqunp6iLzx44Z1wCH1wxgcOVDZz28iq2FlQ4ekia0dDcyvUfbeS7rYe474Sh3D53iFpuYgUe7m4cNySK37OLaVFLorqttrGF7Qcr1ZKUXpibEU1ssA/vrXL8++gPWYc57eWVSClZcPVEku1Y+Do9Nojnzx1N1sFK/vHJZr7aWMjXmwpZuLmQbzYf5NstB/liQwFnv7aK+uZWPrl6ElMGRdhtfK7kzuOHUN3YwqvL9jh6KE7h+d9yydZV8/SZI6xed0bRlu40AQ8C6oC5Zt+TwNd93HchYD4HLR5ov/C/o8d4dfJcnRAiVkp52LiERRtp9F64bU4at81Jo6lFz+6iKjbnV7Ap/wib8yv4yTg9/uFT2pcp6Z+yCivw93JXrRF7wcfTnQsnJvHCklz2ltSoY9iBN/7cS0SAF6dnOmffb0eaMjiCr6+fwuXvrefcN1bzwnmZHN+P2/216iVr95bxwpJc1u0v54nThnPRpCRHD8ulzM6I5uvNB9lw4AiTUlQ1/O7YlH+EVr1kwkB1vHrKw92NiyYl8Z9fssnVVZMaHWj3MTS2tPLUj7t5b9V+MhNDeOmCMQwI8bX7OOYOi+GeeUN5+qfd/NrB7Km4YB8+vGoig9T5Rq+lxwYxf1Qc760yLGe05bIjZ7cp/wivL9vDueMSOG6omnnr6rpMbkgpL7fRvtcDqUKIgcBB4DzggnaPWQTcJIT4FJgIVBqTFiWdPHcRcCnwtPHfb200frvx8nBjZHwII+NDuHRKMgAPfbOd91bt47TMOLUUA8PMjeEDgnFXd9R75aJJSby6dA+vLdvDv88a5ejhaM6G/eUszS7hjjlparp2L6VGB7Lwhqlc9cEGrvtoIw+cmM6V0wb2m5kKrXrJhv3lfJ91mJ+2H6a0pgl/L3eePWcUp2fGO3p4LueYtEi83N34badOJTe6af2+ctwEjE1SxZJ74/wJibywJJf3Vu3nydNH2HXfBeV13LRgE1sLK7ly2kDumTfUocXVr5sxiDMyB9DQrEci0UvD0k4JSAkDQnzx9VLvpX11+5whfJ91mBeX5No95pxFfVMrd36+ldhgXx48Od3Rw1HsoMvkhhAiDUOXkmgp5XAhxEgMBUaf6MuOpZQtQoibgF8Ad+AdKeUOIcR1xp+/BvwInAjkYZg9cnlnzzVu+mngcyHElUA+cHZfxqlVd80bwi87irj3q20sumlqv+5H39SiZ9ehKi6bmuzooTityEBvLpuazBt/7mV6aiSnjIrr9baklCxYl8+rS/cwPC6YcyckcExqpNMmnjYeOMLl764nMcyPSyYnO3o4Ti0y0JtPr57E7Z9v4YkfduHj6e7SMxaO1DaxpaCCZTkl/LjtMMXVjfh4unHc0ChOHhnHsUOi1Am+jQR4ezB5UDiLd+l44KT0fpNE64u1+8oZFhdMgHd3JvUq7YX5e3Ha6Di+3nSQu48fSrCfp132+9tOHbd/vgUp4bWLxmqmfkWUmklgc4nhflwwMZGP1+ZzzTEpJIXbbwmSs/i/H3ext7SWBVdNJNDHPn+TimN15x3sTeAu4HUAKWWWEGIB0KfkhnFbP2JIYJh/7zWzzyVwY3efa/x+GTCrr2PTuiAfT/45fxjXfbSJd1bu69fts7KLqmlq1TNS1dvok7uOH8KmA0e456ss0mMDGRzV82m1BeV13PNVFqv2lDEqPph1+8v5eUcRscE+nD0ugbPHxpMQdrSwWXOrnh2Hqli/r5x1+8vJK67hsinJXDI5SRMXIxv2l3PZu+uJCPDik2sm2e1k1ZX5ernz8gVjOOPVVbyzch8XTkzUxP91XzW16Nl1uIotBRVszj/CloIK9pcZCqh6ebgxMy2Sk0fFMWtoFP7q4tEu5mRE8+A328ktriHNAcsEnEljSyubCyq42IWTjfZw6ZRkPt9QyOcbCrjayl21mlv1lFQ3UlTVgK6ygaKqBnYequKLjYUMiwvilQvHqIvbfujGYwezYG0+H605wAMnqaXq5j5ee4AP1xzg6ukDmTJY1XbpL7pzhuUnpVzX7uRTNVbWgOOHxTA7PZrnFudywvDYv1w02pteLymtaaSwoh5dZQOjEkKIs9Naz62FFQCMUstz+sTT3Y2XLhjDyf9bzrUfbuTbm6Z1+w6eXi/5eF0+T/24CwH83+kjOH9CAs2tkiW7dHy6voD//Z7L/37PZdrgCEYnhLTVkKlrMhTGTQ73I9jXk0cW7WDHoUr+OX+4Q5eArNtXzmXvriMmyIdPrpmk1rNakZub4IKJidz9ZRbr9x9x+gKGi413TqsbDG+NUYHeZCaGcO74RDITQxgZH4yfl0po2NvsdENyY/FOnUpudCGrsJKmFr3T/y062rC4YCYMNLSFvWLawB7PWNTrJYVH6tlTUkNesfGjpIYDZXWU1TbSvmO7l7sbF09K4oGT0tWSyX4qOsiHucOi+WJjIXfMHaLiwGhVXimPfLuDY4dEcu8JajlKf9Kds61SIcQgjN1IhBBnAYdtOiqlW4QQ/HP+MOY8u4wHv9nOe5ePt9sd0B2HKnl35X4OHqnnYEU9hyvraW49+q7r7+XOAydlcP6EBJuPKauwglA/T+JD7V84y9XEBPvw4vmZXPTWWu75KouXzs/s8v+voLyOu7/MYvXeMqanRvDUGSPa2s55eQhOGBHLCSNiOVhRz5fGO1or8koZGhPE2WPjGT8wjAnJYUQF+aDXS55fksuLS3LJ0dXw2kVjiQm2f1Jhzd4yrnhvPbHBPnxy9SQ1vdYGTh4Zy+Pf7eTTdflOe0ElpeSt5fv4v592MWJAMNceM4jMxBBig31cYjaKs4sJ9mFkfDCLd+q48djBjh6Opq3bVw7A+GTn/FvUksunJHP9x5t47LsdPHLKsG4lOAqPGN5HNx44QmPL0Q4/4f5eDIoKYNbQKKKDfYgJ8iEm2JvoIMPnoX5eqnuXwoUTk/hxWxE/bT+sajgBe0tquO6jjaRE+vPi+ZlOuyxa6Z3uJDduBN4AhgohDgL7gAttOiql2+JCfLnz+CE89t1Ovss6zKl9qJXQXYVH6rjk7XU0tepJiw5kVEIIJ4yIIT7El7gQX0L8PHl2cQ73L9zGzzuK+NeZI4gNtl3iIauwklEJIepiwkqmDIrgbmOl8zGJoVw5baDFx9U3tfLeqv387/dc3ITg6TNGcO74jpNZA0J8uWV2KjcfN5iGllaLd7Ld3AS3z0kjIzaIOz7fwikvreC1i8YwNsl+J9yr9pRy5XsbiA/15eOrJxIVqBIbtuDn5cH8zDi+2FDII6cMc7olP82teh7+dgefrMvnxBExPHP2aFU/Q4PmpEfzzOIciqsb1N9yJ9btKyc1KoAwf9Uisa/mDY/hqmkDeWvFPgqP1PPi+ZmdzoJcvaeMGxdsorlVz0WTkkiNCmBwVACDIgMIVf8fSjdMTglnYIQ/C9bm9/vkRkVdE1e+vwEPdzfevnS8qrPRD3VahVII4Q5cL6WcDUQCQ6WU06SUB+wyOqVbLpmczKj4YP753Q4q6ppsuq/axhau/mAjTa16Ft4wla+un8L/zs/kvhPSuXhyMrPSoxmbFMaHV0zk8fnDWL+vnLnP/ckXGwqQ7edTWkFdUws5umrVMcbKrj0mhbkZ0Tz14y7W7y//y88aW1p5f9V+jvnPH/zr591MTgnnl9uO4bwJ3aud4OYmupyiP294DAtvnIq/lzvnvbGGT9bl9+n36a6VeaVc8Z6heOgn10xSF0M2dt74RBpb9Hyz5aCjh9IjlXXNXPbuOj5Zl8+Nxw7ipfPHqMSGRs3OMLT9W7LLabvC21xLq56NB5x/eZhWCCF48OQMnjhtOMtySjj7tdUcqqj/2+OklLy3ch8Xvb2WMH8vvr1xKg+dnMF5ExIZlxymEhtKt7m5Cc6fkMD6/UfILqp29HAcprlVzw0fb+LgkXreuHisQ5frK47TYXJDCOEhpWwFxgJIKWullP33L0bD3N0ET50xkiN1zTz9026b7Uevl9zx+Vayi6r43/mZDI7quD+5m5vg4snJ/HzrdNJjgrjryyyuen8DxdUNVh3T9oNV6CWMUsVErUoIwX/PGUV8qC83fryJkupGWlr1fL6+gOP+u4xHFu0gJcKfL66bzNuXjWeADeqrpEUH8u2N05gyKIL7vt7GAwu30WQ2XdfaDlfWc+2HG0kO92fB1ROJCPC22b4Ug+EDghkxIJhP1uXbJPlpCwfKajnj1ZWs21fOf84ayV3HD1XTwjVsaEwg8aG+LN6pc/RQNGvX4WpqGltUcsPKLpqUxDuXjaegvI7TXl7JtsLKtp81NLdy95dZPPrdTo4dEsXCG6aQEtnxOZWidOWssQl4ubuxYG3/vP8speSRRTtYtaeMp88cwTi1xK7f6mzmxjrjv5uFEIuEEBcLIc4wfdhjcEr3ZcQFcdX0gXy6voC1e8tsso/nl+Ty844i7j8xnZlDorr1nKRwfz69ZhIPnpTOirxSTnxhBav3WG98WcZiomrmhvUF+Xjy6kVjqWpo5sr31zP3uT+5+6ssIgK8+PDKCXx6zSSbr88O9vPkncvGc92MQXy8Np8L3lxj9QSZyaOLdtCi1/PmJeMIV4kNuzlvQgK7i6rZUlDh6KF06HBlPZ9vKODmTzZz8osrKKtt4sMrJ3L2uARHD03pghCC2enRrMgrpa5J1UK3ZHleCYBKbtjAjLRIvrp+Cp7ubpzz+mp+3VFEUWUD576xhi82FnLLrFTeuHismjqv9FmYvxcnjojh600H++Vr3bsr97NgbT43zBzEGWP699Kc/q7TZSlGYUAZcBxwMnCK8V9FY26dlUZCmC/3fb2N2kbrvrD9kHWYF5fkctbY+A5rMHTEzU1w1fQUFt00jSBfDy58aw0v/5GHXt/3O7VbCyuJC/YhMlBdjNpCemwQ/3f6CLIKK/F0d+P1i8fyzY1TmZ4aabcaJ+5ugntPGMr/zs9k+6FKTv3fSrZa+UJ48U4dv+zQcevsNDWN0c5OHRWHr6c7n64rcPRQ2jQ0t7Jkl45HF+1g9rPLmPzU74aiuXvKmJMRzTc3TGVSSrijh6l009yMaJpa9PyZU+rooWiOrqqBV5fuYXJKuE1rY/VnQ2ICWXjjFNKiA7j2o43Me+FP8nTVvHbRWG6bk6ZmfilWc+GkJKobW/hu6yFHD8WuftlRxBM/7OT4YdHcOXeIo4ejOJjoaCqwEKIQeBYQGDqlmL/6Sinls7Yfnn2MGzdObtiwwdHDsIrVe8q48K01zB89gGfPGWWVC9DtBys567VVDIsLZsHVE/H26P3a8prGFu79Kovvsw5z3NAonj1nFCF+vV9XOuM/f5AeE8RrF4/t9TaUrhWU1xEX4uvwitM7D1VxzYcbKK5u5P9OH8FZY/uena9tbGHOs8sI8vXku5un4enenZyvYk13f7mV77MOs+6B2d1uP2wrDc2tnPXaKrYfrMLbw42JKeFMHxzBtNQIhsYEqsLFTqi5Vc+Yxxdz4vBY/nXWSEcPR1Ou/XADf2SX8MutxzAwwt/Rw3Fp9U2t3PNVFruLqnjpgjGqPbFidVJK5j73J35e7nx70zRHD8cu/thdzDUfbmi7RlFt1/sHIcRGKeU4Sz/r7CzeHQgwfgSafW76UDRo8qBwbpmVxsLNB/l8Q9/vhBZXN3D1BxsI8/PitYvG9imxARDg7cH/zs/ksVOHsTy3hJNeXNG2tKSnKuqaOFBWx8gEVW/D1hLC/Bye2ADD8qtFN01jXFIod36xlUcX7aC5tW91OJ5bnMOhygaePH2ESmw4yHkTEqlramXRFsffbXrk2x1sP1jFM2ePYusjc/ngiglcfUwK6bFBKrHhpDzd3Zg2OIJlOSVOU9vFHn7eftg4Yy1VJTbswNfLnRfPz+TX22aoxIZiE0IILpyYyNbCyr/UeHFVK/NKufajjQyJCeT9KyaoxIYCdJ7cOCyl/KeU8jELH/+02wiVHrvpuMFMGxzBw9/uYHdRVa+3o6tq4NoPN1JR18wbl4yz2tIPIQSXTknm82snA3DWq6v5cE3PCyBlGV+4R6l6G/1KmL8XH1wxgSunDeS9Vfu5+O21lNU09mpb2w9W8s7KfVw4MZGxSaFWHqnSXZkJIQyNCeTT9fbpitORzzcU8NmGAm4+bjBnjo3Hx1N1QHEVM4dEUlTVQLZO1UUHQ8efh77dQUZsEFdPT3H0cBRFsZLTx8Tj4+nGgnWuXVh03b5yrnx/PSkR/nx4xUSCfVXdGsWgs+SGukXlpNzdBM+dO5ogX09u+HgTNT2sv1Hd0Mx/f8lmxn/+YPvBSp49ZxTDB1h/dkRmYijf3zyNKYPDeeib7azpYSFU04wPW4xN0TYPdzceOjmDZ88Zxab8Cs55fTW6qp4VGm3VS+5fuI0wf2/unjfURiNVukMIwXnjE8gqrGTHIcfcbdp5qIqHvtnOlEHh3Do7zSFjUGznmLRIAJZllzh4JNrw1E+7KK9t4t9njVQz1hTFhQT7enLqqDi+3XKI6oZmRw/HJjblH+Hyd9cxIMSXD6+cqNomK3/R2TvaLLuNQrG6yEBvXjwvk/2ltTywcFu3puI2teh5b+U+ZvxnKS/9kcfcjBiW3D6TE0bE2mycof6G5S6hfp68u3Jfj567tbCSlEh/la3tx84YE89HV06kqLKBc15fzcGK+m4/98PV+8kqrOSRUzJUDGnA6ZnxeHu4OaSwaFVDMzd8vJEQP09ePD9TE0uwFOuKDfZlaEwgS1Vyg1V7Svl0fQFXTRuobg4oigu6YGISdU2tfKOBpZ7Wtv1gJZe+s46IQG8WXD1JNRRQ/qbD5IaUstyeA1Gsb/KgcG6bnca3Ww7x6fqOLxiklPyQdZg5zy3j0e92MiQ6kEU3TeXF8zNJDLd95wgfT3cumJjI4p06Csrruv28rQUVakmKwoSBYXx41UTKa5s49/XV3Yqhw5X1/PfXHI5Ji+TkkbZL3indF+znyYkjYvlm80Hqm1rttl8pJfd8mUXBkXpeumAMEaoNsMuakRbJhgPlPZ7N6Erqm1q57+ttJIX7qRlKiuKiRsUHMywuiI/XHHCZOkNHapv4M6eEi95eS5CPJwuunkR0kI+jh6VokEPmIgohwoQQi4UQucZ/LS52F0LME0JkCyHyhBD3mn3/P0KI3UKILCHEQiFEiPH7yUKIeiHEFuPHa3b6lTTrhmMHMz01gkcW7WDnIUP9DSklObpqPli9nxs/3sT4J3/jxgWb8PFw593Lx7Pg6omMtHPS4KJJSQghul17o6iygeLqRkbGq7tOCoxJDGXBVZOobmjhnNdXs7ekptPHP7ZoJ82tep6YP1wVidSQ88YnUN3YwvdZ9rvb9M7K/fy0vYh75w1lfHKY3far2N+MIZE0t0pW7+nZEkhX8vySHA6U1fHU6SPw9VI1ZRTFFRkKiyaxu6iaTfkVNt1XZX0z//llN7d8upny2qY+b09X1cA3mw/y3OIcbvl0M/NfWsGox34l8/HFXPLOOrw93Fhw9UQGhKjW1Ypljiorey+wREr5tDFpcS9wj/kDhBDuwMvAHKAQWC+EWCSl3AksBu6TUrYIIf4F3Gf2/D1SytF2+j00z1R/48QXlnP9xxvJiA1i3b5yyowvQHHBPhyTGsmMIZGcPDLOYdOxY4N9OWF4DJ+uy+fW2aldVjz+dWcRAKMTQuwwOsUZjIgP5pOrJ3Hx22s59401LLhqIqnGivQHK+rZsL+cTQeOsOHAEXYcquLueUPsMjNJ6b4JA8NIifTn0/UFnD0uweb723ignKd+3MXcjGiumj7Q5vtTHGtcUhh+Xu4szS5mTka0o4djd9sPVvLW8n2cOy6BKYMjHD0cRVFs6NTRcTz5w04+XnvAJgXTG5pbeX/Vfl5ZuofK+mY83QUb9h/htYvGMqIHNx6llOwuqmbxTh2/7dK1NQsQAuKCfRkY4c8po2JJDvcnOdyfsUmhqsaG0ilHJTfmAzONn78PLKVdcgOYAORJKfcCCCE+NT5vp5TyV7PHrQHOsuVgnV1EgDcvnp/JJW+vo6VVMnNIFBNTwpicEk58qK9m7lxfPjWZ77MO89Wmg1w8KanDx5XWNPLfX7KZnBKukhvKX2TEBfHpNZO44C1DgmPyoHA2HTjC4UpDsVE/L3cyE0O4e94Q1SFAg4QQnD8+kSd/3MXGA0ds2sGmpLqRGz/ezIBQX/5z9ijNvA4qtuPl4caUQUdbwvan//OWVj33fJVFmL8X95+Y7ujhKIpiYwHeHpw+ZgCfry/k3hOGEhVonSUcLa16vtxYyPO/5VJU1cDMIZHcdfwQWvWS6z7cyJmvreLJ04Z3eYNi1+EqPltfwOKdOg5W1COE4YblXccPYeaQSAZHBeDtoWaXKT3nqORGtJTyMICU8rAQIsrCYwYA5oUiCoGJFh53BfCZ2dcDhRCbgSrgQSnlciuN2alNSgkn69G5mm5tOCYxlJHxwby3ch8XTUzs8MTz/37YRX1zK4+fppYUKH+XGh3IZ9dM4qoPNrD5wBHGJYcxNjGEcclhDI0JxEN1BtC0CyYm8ubyvTzxw06+vn6KTf7GS2saueittVTUN/HlpVNUQdl+ZOaQSH7bpWNPSS2DowIcPRy7+XrTQXYcquKlCzIJ9lPxrij9wZXTUvh4bT7vrdxvla5wv+/W8cQPu9hbUktmYgjPnzeaSSnhbT//7uZp3PzJZu76MouthRU8fPIwvDyOnnNJKVmWU8Jby/exIq8Ubw83pqdG8o9Zgzl2aJTVEjBK/2az5IYQ4jcgxsKPHujuJix87y9VcYQQDwAtwMfGbx0GEqWUZUKIscA3QohhUsoqC+O7BrgGIDExsZtDcm5aTmyA4a7tZVOSuf3zrSzPLW1r3Wdu1Z5Svt58kJuPG9yvTkyVnkmJDGDJ7TNU8ssJ+Xt7cOfxQ7j7yyy+zzrMKaPirLr9sppGLnxzLQfKa3n70vGqW0Q/M8PUEjanpN+8hzS2tPL8bzmMig/mJBt2P1MURVsGRvgzb1gMH645wA3HDibAu/eXfbsOV3HV+xtIiQzg9YvHMjcj+m/nWOEB3nxwxQT+80s2r/+5l52Hqnj1orEE+3ryzeaDvL1iH7nFNUQHeXP3vCFcMCGRED+1xESxLpvdwpRSzpZSDrfw8S2gE0LEAhj/LbawiULAfE5TPNBWZU4IcSlwMnChNJYCllI2SinLjJ9vBPYAFsuBSynfkFKOk1KOi4z8+0W04hgnjYwlIsCb91bt/9vPGltaefCb7SSG+XHjsYPtPzjFqajEhvM6c0w8GbFBPP3Tbhqardc5paymkQveXMv+MkNiY6qqO9DvJIT5MSjSn2U5/acl7IK1+RyqbOCu44eq10VF6WeunTGI6oYWPl2X3+ttSCl5ZNEOgn09+fK6yRw/LKbD1xIPdzfuOzGdly8Yw+6iak56cTlTn/6de7/ehqe7G8+dO4rldx/HDTMHq8SGYhOOmp+9CLjU+PmlwLcWHrMeSBVCDBRCeAHnGZ+HEGIehhodp0op2/o+CiEijYVIEUKkAKnAXpv9ForVeXu4c+HERH7fXcy+0tq//OzNP/eyt6SWf84fpvlZKIqi9J67m+DBk9I5WFHPuyv3W2WbZTWNXPiWIbHxzmUqsdGfzUiLYs3eMru2HHaU2sYWXv4jjymDwpmWqmJeUfqb0QkhTEoJ4+0V+2hq0fdqG4u2HmLdvnLunje02wmJk0bG8s2NU4kO8mF0QggLrp7ID/+YxumZ8X9ZqqIo1uao6HoamCOEyMXQDeVpACFEnBDiRwApZQtwE/ALsAv4XEq5w/j8l4BAYHG7lq/HAFlCiK3Al8B1Uspye/1SinVcOCkRT3fB+2azN/LL6vjf73mcOCKGmUMslWhRFMWVTBkcwez0aF7+I4/SmsY+bcuU2NhXqhIbiqElbFOLnjX7XL8l7Hur9lNa08Sdxw9x9FAURXGQa2cM4nBlA99t7Xmb9ZrGFv7vx12Mig/m3B52MUuLDuSHf0zn7cvGM2VQhJo5ptiFQ5IbUsoyKeUsKWWq8d9y4/cPSSlPNHvcj1LKNCnlICnlk2bfHyylTJBSjjZ+XGf8/ldSymFSylFSyjFSyu/s/9spfRUV6MPJI+P4cmMh1Q3NSCl56NvteLgJHj55mKOHpyiKndx34lAamlt5bnFOr7dRXtvUlthQS1EUgIkDw/DxdGNZtmsvTamoa+K1ZXuYnR7NmETbdR5SFEXbZqZFMjQmkNf/3INeL7t+gpn/LclFV9XIY/OH4+amkhOK9ql5QYomXT41mZrGFr7cWMhP24tYllPC7XOHEBOsKikrSn8xKDKAiyYl8cm6fHJ01T16rpSS77Ye4pT/rWBfaS1vXTpOTctXAENx7Ukp4S5fd+P1P/dS09jCncdbLD2mKEo/IYTg2hkp5OhqWJpjqcyhZXnFNby9Yh/njktgdEKI7QaoKFakkhuKJo2MD2FsUijvrtzPP7/bSUZsEJdOTnL0sBRFsbNbZqUS4O3Bkz/s6vZzthRUcNZrq7n5k80E+Xqy4OqJTE9VhaOVo2amRbKvtJYDZbVdP9gJFVc38O7KfcwfFcfQmCBHD0dRFAc7eWQcccE+vLase6UIpZQ8umgHfl7u3D1PLWtTnIdKbiiaddmUZPLL69BVN/Dk6cPxcFfhqij9Tai/F/+YlcqynBKWZnd+x+lwZT23fbaF015eyYGyOv515gi+v3kaY5PC7DRaxVnMMNZuctXZGy//nkdLq+TW2WrWhqIo4OnuxpXTU1i3r5xN+Ue6fPwvO4pYkVfKHXOHEB7gbYcRKop1qKtFRbPmDY8hJcKfy6Ykk6nWCytKv3Xx5CSSwv34vx930dJ6tNq7lJKymka2FFTw7OIcjv3vUn7YdpgbZg5i6V0zOXd8Iu5qjbBiQXK4H4lhfi5Zd6OgvI4F6/I5Z3wCyRH+jh6Ooigacd74BIJ9PXmji9kb9U2tPP79LobGBHLhxEQ7jU5RrMPD0QNQlI54urux5I4Zjh6GoigO5u3hzn0nDOW6jzZxw8eb0EsoPFJHQXkdtWbtPE8eGcs984aSEObnwNEqzkAIwcwhkXyxoZCG5laXai/+/G+5uAnBP45LdfRQFEXREH9vDy6ZnMRLf+Sxp6SGQZEBFh/36tI8DlbU8/m1k9WsacXpqOSGommqbZSiKADHD4thRlokK/JKSQj1IyHMj8mDwts+HxwVwEB1l1rpgRlpkXyw+gAb9h9xmWKzubpqFm4u5KrpKaoAt6Iof3PplGRe/3Mvby3fy1NnjPzLz/R6yY5DVbz2515OGx3HhIFqSafifFRyQ1EURdE8IQTvXzEBKaVKeipWMXlQOF7ubizLKXaZ5MZry/bi6+nOdTMGOXooiqJoUESAN2ePjeeLDYXMGhpNwZE6souq2V1UTY6umrqmVgK8PbjvxHRHD1VRekUlNxRFURSnoRIbirX4eXkwYWAYS7NLeOAkR4+m7yrqmvg+6xBnj4snzN/L0cNRFEWjrjkmhU/W5XPVBxsACPP3Ykh0IOeMS2BITCBTB0UQHaRmfinOSSU3FEVRFEXpl2YOieSJH3bxZ04Jx6Q5d7vgrzYdpLFFzwUTVNt0RVE6lhTuz4KrJ9HcqmdITCCRAd7qxoHiMlSVGEVRFEVR+qULJiYyNCaQmxZsYl9praOH02tSShasPUBmYggZcUGOHo6iKBo3KSWc6amRRAX6qMSG4lJUckNRFEVRlH7Jz8uDNy8Zh7ub4OoPNlDV0OzoIfXK2n3l7Cmp5cKJataGoiiK0n+p5IaiKIqiKP1WQpgfr1w4lv2ltdz66RZa9dLRQ+qxj9fmE+TjwckjYx09FEVRFEVxGJXcUBRFURSlX5s8KJxHTh3G77uL+e+v2Y4eTo+U1jTy8/bDnDk2Hh9Pd0cPR1EURVEcRhUUVRRFURSl37t4UhK7Dlfx6tI9DI0JZP7oAY4eUrd8ubGQ5lbJhRMTHT0URVEURXEoh8zcEEKECSEWCyFyjf+GdvC4eUKIbCFEnhDiXrPvPyqEOCiE2GL8ONHsZ/cZH58thDjeHr+PoiiKoijO79FThjEhOYy7v8xiW2Glo4fTJb1esmBtPhMHhjE4KtDRw1EURVEUh3LUzI17gSVSyqeNSYt7gXvMHyCEcAdeBuYAhcB6IcQiKeVO40Oek1L+t91zMoDzgGFAHPCbECJNStlq219HURRFURRn5+XhxisXjWH+Syu55sMNvHPZeJpb9ZTVNlFW00R5bSNlNU14e7hx/czB+Ho5dhnIirxS8svruGNumkPHoSiKoiha4KjkxnxgpvHz94GltEtuABOAPCnlXgAhxKfG5+2kY/OBT6WUjcA+IUSecTurrTZyRVEURVFcVkSAN29cMpazXl3NCS8s/9vPvTzcaG7Vs+NQFa9fPBYPd8eVL1uwNp8wfy/mDY9x2BgURVEURSscldyIllIeBpBSHhZCRFl4zACgwOzrQmCi2dc3CSEuATYAd0gpjxifs6bdcywumhVCXANcA5CYqNapKoqiKIpiMCwumK+un0JWYQXhAd6E+XsREeBFmL8XAd4efLw2nwe/2c59X2/j32eNRAhh9zHqqhpYvEvHVdMH4u2hCokqiqIois2SG0KI3wBLtxIe6O4mLHzP1J/tVeBx49ePA88AV3TxnL9+U8o3gDcAxo0b53x93xRFURRFsZmMuCAy4oIs/uyiSUmUVDfywpJcIgO9uXve0F7vZ1lOCeW1jZwwPLZH3U4+W19Aq15y/nh1g0ZRFEVRwIbJDSnl7I5+JoTQCSFijbM2YoFiCw8rBBLMvo4HDhm3rTPb1pvA9109R1EURVEUxVpunZ1KSU0jryzdQ0SAN1dMG9ij5ze2tPLE97v4cM0BAJ78YTeXTUniwolJhPp7dfrcVr3k03X5TE+NIDnCv9e/g6IoiqK4EkctFF0EXGr8/FLgWwuPWQ+kCiEGCiG8MBQKXQRgTIiYnA5sN9vueUIIbyHEQCAVWGeD8SuKoiiK0o8JIXh8/nDmDYvhn9/v5NstB7v93PyyOs58dRUfrjnA1dMH8sEVExgWF8R/f81hytO/8/C32zlQVtvh85dmF3OoskG1f1UURVEUM46qufE08LkQ4kogHzgbQAgRB7wlpTxRStkihLgJ+AVwB96RUu4wPv/fQojRGJac7AeuBZBS7hBCfI6h6GgLcKPqlKIoiqIoii24uwmeP280l7yzjju/2EqonxfHpEV2+pyftxdx15dbEcCbl4xjTkY0AMekRZJdVM1by/fyybp8PlxzgLkZ0YxKCCEiwJvIAG8iA72JCPDmozUHiAr0ZlZ6tB1+S0VRFEVxDkJKVW5i3LhxcsOGDY4ehqIoiqIoTqiyvplzX19Nfnkdz54ziozYYGKCffDyODpBtqlFz9M/7eadlfsYFR/MSxeMISHMz+L2iqsaeH/1fj5dV0BZbZPFx9x83GDumDvEJr+PoiiKomiVEGKjlHKcxZ+p5IZKbiiKoiiK0jfFVQ2c8eoqCo/UAyAERAf6EB/qy4BQX/aV1pJVWMllU5K578Sh3e5wUtfUQml1EyU1jZRUN1Ja00hNYwvnT0gk2NfTlr+SoiiKomiOSm50QSU3FEVRFEXpq+qGZrIKKzl4pJ7CinrDv0fqOFhRT3OrnkdOGcaJI2K73pCiKIqiKBZ1ltxwVM0NRVEURVEUlxLo48nUwRGOHoaiKIqi9EuO6paiKIqiKIqiKIqiKIpiFSq5oSiKoiiKoiiKoiiKU1PJDUVRFEVRFEVRFEVRnJoqKAoIIaqBbEePQ+k3IoBSRw9C6TdUvCn2pOJNsScVb4o9qXhT7EnFW8eSpJSRln6gCooaZHdUcVVRrE0IsUHFm2IvKt4Ue1LxptiTijfFnlS8Kfak4q131LIURVEURVEURVEURVGcmkpuKIqiKIqiKIqiKIri1FRyw+ANRw9A6VdUvCn2pOJNsScVb4o9qXhT7EnFm2JPKt56QRUUVRRFURRFURRFURTFqamZG4qiKIqiKIqiKIqiODWV3FAURVEURVEURVEUxam5ZHJDCJEghPhDCLFLCLFDCHGL8fthQojFQohc47+hxu+HGx9fI4R4qd22xgohtgkh8oQQLwohhCN+J0W7rBVvQgg/IcQPQojdxu087ajfSdEua76+mW1zkRBiuz1/D8U5WPn91EsI8YYQIsf4OnemI34nRbusHG/nG8/fsoQQPwshIhzxOyna1Yt4myOE2GiMq41CiOPMtqWuF5ROWSve1PVC51wyuQG0AHdIKdOBScCNQogM4F5giZQyFVhi/BqgAXgIuNPCtl4FrgFSjR/zbDx2xflYM97+K6UcCmQCU4UQJ9h89IqzsWa8IYQ4A6ix+agVZ2XNeHsAKJZSpgEZwDJbD15xOlaJNyGEB/ACcKyUciSQBdxkn19BcSI9jbdS4BQp5QjgUuBDs22p6wWlK9aMN3W90AGXTG5IKQ9LKTcZP68GdgEDgPnA+8aHvQ+cZnxMrZRyBYY3yTZCiFggSEq5Whoqr35geo6imFgr3qSUdVLKP4yfNwGbgHh7/A6K87BWvAEIIQKA24EnbD9yxRlZM96AK4CnjI/TSylLbTt6xdlYMd6E8cPfeAc9CDhk819AcSq9iLfNUkpTHO0AfIQQ3up6QekOa8Wbul7onEsmN8wJIZIxZLXWAtFSysNgCDAgqounDwAKzb4uNH5PUSzqY7yZbycEOAVDBldRLLJCvD0OPAPU2WqMiuvoS7wZX9MAHhdCbBJCfCGEiLbhcBUn15d4k1I2A9cD2zAkNTKAt205XsW59SLezgQ2SykbUdcLSg/1Md7MtxOCul74C5dObhjvSn4F3CqlrOrNJix8T/XOVSyyQryZtuMBfAK8KKXca63xKa6lr/EmhBgNDJZSLrT22BTXY4XXNw8Md5ZWSinHAKuB/1pxiIoLscLrmyeG5EYmEIdhWcp9Vh2k4jJ6Gm9CiGHAv4BrTd+y8DB1vaBYZIV4M31fXS9Y4LLJDeMb21fAx1LKr43f1hmnjpmWnBR3sZlC/jrNJx41rVGxwErxZvIGkCulfN7qA1VcgpXibTIwVgixH1gBpAkhltpmxIozs1K8lWGYIWRKpn0BjLHBcBUnZ6V4Gw0gpdxjXCbwOTDFNiNWnFlP400IEY/hdewSKeUe47fV9YLSLVaKNxN1vWCBSyY3jOsr3wZ2SSmfNfvRIgwFWTD++21n2zFODaoWQkwybvOSrp6j9D/Wijfjtp4AgoFbrTxMxUVY8fXtVSllnJQyGZgG5EgpZ1p/xIozs2K8SeA7YKbxW7OAnVYdrOL0rPh+ehDIEEJEGr+eg2F9u6K06Wm8GZcA/ADcJ6VcaXqwul5QusNa8Wb8mbpe6IAwnG+4FiHENGA5hrWWeuO378ewrulzIBHIB86WUpYbn7MfQ8EpL6ACmCul3CmEGAe8B/gCPwE3S1c8aEqvWSvegCqgANgNmNbUvSSlfMsev4fiHKz5+ma2zWTgeynlcLv8EorTsPL7aRKGau8hQAlwuZQy316/i6J9Vo6364BbgGbgAHCZlLLMbr+Monk9jTchxIMYljflmm1mrpSyWF0vKF2xVrxheK1T1wsdcMnkhqIoiqIoiqIoiqIo/YdLLktRFEVRFEVRFEVRFKX/UMkNRVEURVEURVEURVGcmkpuKIqiKIqiKIqiKIri1FRyQ1EURVEURVEURVEUp6aSG4qiKIqiKIqiKIqiODWV3FAURVEURVEURVEUxamp5IaiKIqiKIqiKIqiKE5NJTcURVEURVEURVEURXFqKrmhKIqiKIqiKIqiKIpTU8kNRVEURVEURVEURVGcmkpuKIqiKIqiKIqiKIri1DwcPQAtiIiIkMnJyY4ehqIoiqIoiqIoiqIoHdi4cWOplDLS0s9UcgNITk5mw4YNjh6GoiiKoiiKoiiKoigdEEIc6OhnalmKoiiKoiiKoiiKoihOTSU3FEVRFEVRFEVRFEVxak6X3BBCzBNCZAsh8oQQ93byuPFCiFYhxFn2HJ8rqW9q5eZPNrOvtNbRQ3EqZTWN3PjxJkqqGx09FKfS0NzKP1S89Vh5bZOKt17YX1rLPz7ZTF1Ti6OH4lS2FFRwz5dZtOqlo4fiVA6UGeKttlHFW0+oeOudpdnFPPH9TkcPw+l8s/kgL/+R5+hhOB0Vb72j4q137vs6q9OfO1VyQwjhDrwMnABkAOcLITI6eNy/gF/sO0LXsrWwgu+2HmLB2g6XNSkWrMgr5Ydth/l2y0FHD8WpbC2oYNHWQ3y8RsVbTyzPLVHx1gu/7Chi0dZD/L672NFDcSrfbjnIZxsK2Jx/xNFDcSoq3npn0ZZDfLahgE0q3nrkiw2FvLViH/lldY4eilP5cM0Bnv8th+qGZkcPxamoeOsdFW+982dOaac/d6rkBjAByJNS7pVSNgGfAvMtPO5m4CtAnUX0Qa6uGoDFO3VIqe6adFeO8bj9tkvn4JE4l5ziGgAW71Lx1hO5OuNx26nirSdy1HHrlbZ4U69vPWKKN/W+0DO5xcb3U/V32iPqPKTnpJTk6KppbpUsz+384kn5KxVvPafirXdqG1s4WFHf6WOcLbkxACgw+7rQ+L02QogBwOnAa51tSAhxjRBigxBiQ0lJidUH6gpMJ2P7y+rYU1Lj4NE4D9NxW7//CBV1TQ4ejfMwJdMOlNWRV6zirbtMJxXr95dzpFbFW3eZLpr+2F1Mc6vewaNxHjlmSW+l+0yvbyreekbFW881tejblneq49Z9uqpGqhsMy8bUces+FW+9o+Ktd7pzfeBsyQ1h4Xvtb/E+D9wjpWztbENSyjeklOOklOMiIy22ye33couriQ/1BWDxTjUJprvyimtICPOlVS/5I1sdt+7K1dUcjTeV/e82U7zpJSreukmvl23HraqhhfX7yh09JKdQWddMcXUjCWG+7C2pVUnvbpJSkqvirccq65vRVRnjrVTFW3cdKKulRS9JCPNl3f5yKuvUlPfuMCW8E8J8+X13MS0qCdktKt56R8Vb75gS3p1xtuRGIZBg9nU8cKjdY8YBnwoh9gNnAa8IIU6zy+hcTK6uhqmDIhgxIJjFO4scPRyn0NDcyoGyWk4bPYCoQG+Vje2B3OJqs3hTx607Gppb2a/irccOVtRT19TKpZOT8fZwU8m0bjKdjF1zzCBALRXorvbx9qs6bt2S1y7e1Otb95hmj157zCB1k6UHzI9bZX0z6/erOi/doeKtd1S89U5ucQ1e7p2nL5wtubEeSBVCDBRCeAHnAYvMHyClHCilTJZSJgNfAjdIKb+x+0idXFlNI2W1TaRGBzAnI5rNBRWqG0M37CmpQS8hLTqQWenRLMsuobGl00lECoaOH6U1R+NtS0EFxdUNjh6W5u0tqW2Lt9kZ0SzLKaGhWcVbV0wX6aMSQpg2OELVFeom08nYzLRIhsUFqfXV3WSqUzIy3hBvv6m6Qt1iircZqcZ4U8mNbsnRVSMEnDFmAJGB3ip52025umpC/Tw5PXMAXh5u6vWtm1S89Y6Kt97J1VWTEunf6WOcKrkhpWwBbsLQBWUX8LmUcocQ4johxHWOHZ1ryTWuaUqNDmR2ejRSwu+71R9eV0xrwdKiA5mbEU1tUyur95Q5eFTaZ1qP/pd426Wy/10xXaSnRQcyJz2auqZWVu9V8dYV08VmWpQhKVR4pJ7sbkx17O9yi6vx9XRnQIgvs9Oj2XjgCGU1KundlaN/p4bkbeGRenYXqXjrSq6uBl9Pd+JDfZmTEc3G/COUqnjrUl5xDYlhfvh5eTA7PUrdZOmm3OIaUqMD8ff2YOqgcJX07iYVb72j4q13cnQ1pEUHdvoYp0puAEgpf5RSpkkpB0kpnzR+7zUp5d8KiEopL5NSfmn/UTo/08VmWnQA6bGBDAjxVXU3uiFHV427m2BghD+TB4Xj5+WusrHdkNOWFDoab+q4dS1XV/P3eFN3N7uUo6shKtCbYD9PZqVHAbB4hzpuXcnV1ZAaHYCbm2BORjR6iWpt2g05uhoiA70J8fPiuPQohFBLerojt7iawVGGeDt6k0XFW1dydNWkRhlO/menR1PT2MLavarOS2dMnSvSogMAmJ0RTX55XduNPqVj5vE2J0PFW3e0j7c5GTEq3rrB1CnFdNw64nTJDcU+cnQ1BHp7EBPkgxCGE9kVeSXUN6lsbGdydDUkh/vh5eGGj6c7x6RG8tvOYpWN7UKurvpv8bY8t5S6phZHD03TcnTVf4+3XTr0ehVvnckrribV+OYYFejD6IQQlUzrBtPFJsCwuCDign1UHYRuyNVVkxr113hTU7e7lmN23FS8dY+pc4Xp9W3q4Ah8Pd3VceuCqXOFeVIIVJ2XrjS3/jXepgxS8dYdxdV/jbe2myzquHXKNDt+cJSLzdxQ7CO3uJrB0QEIYWhQMycjmoZmPSvyVC/mzuQV/3W61OyMaIqqGth+sMqBo9K+XF3N3+KtsUXPCtX7u1Pt421ORjS6qka2H6p04Ki0Ta83dK5IjfrrcdtaWImuStV56Yipc4Up3oQQzDYmIVWdl46ZOqX85X0hPZqswkqKKlW8dcQUb6l/izdVV6gzps4VpjubPp7uTE9VdV66Ylo6ZrpIjw7yYVS8Km7elf2lf4+3Y9JUvHUlR2ch3hJCVLx1IcdsVUFnVHJDsShXV0Oa2cn/hIFhBPp4qK4pnTB1Skk1O4k9bmgUbgJ13LqQW1zdQbypF/qOmDqlmMfbsW3xpo5bR0ydK9onhQA1e6MTuRZOKmanR1Pf3MpKlfTukCneUs2O21wVb13KK/57vLXdZFFJ7w6ZirC2T94ermxgxyF1k6UjpuPW/n1hS0EFxSrp3SFL8TY7XcVbVyzGW3qUircu5BbX4OXhRmKYX6ePU8kN5W/MO6WYeLq7ceyQKJbsKqZVTXm3yNQpxTSNFiDM34txSWEsVsUxO2TeKcXEFG+/71bx1hFTp5S/xVtymEpudCKvrVjy0eOWGhVAUrifOm6daCsybXYSOyklnABvD3WR3olcCyf/g43xpo5bxyxdNE0cGE6girdOmTpXDIo8+vp2nEp6d8nUuSLc36vte7ONScglqs5Lh3KLVbz1Rl7x3+NtTkYMoOKtM7m6alIi/PFwsVawih2Yd0oxNzsjmrLaJrYUqF7Mlph3SjE3JyOaXYerKCivc8SwNM+8U4o5U7xtzlfxZol5pxRzc9Kj2V1UreKtA23TGs0umoQwFCxclVdGbaOq82JJju5opxQTLw83ZgyJ5LddxarOSwdyLcxAEEIwxxhvNSreLDLvlGKi4q1rps4Vvl7ubd8LD/BmbFKoutjshKlzhWlpLMCQ6EASwnzVcetErk7FW2/k6P4eb2nRASreutCdTimgkhuKBZamHwPMHBKJh5tQXVM6YN4pxVxb9l/dbbLIvFOKubZ4U8fNIvNOKeZmqynvnTLvlGJuTkY0Ta16/swpcdDItM28U4q5uRnRlFQ3srWwwjED0zjzTinmZhvjbbmKN4vMO6WYm5MRTWlNI1tUvFlk3rnC3Oz0aHYeruJgRb0DRqVt7TtXmJiS3ivyVHHzjnQUb3MyVLx1pLN4m5Meo+KtA93tlAIquaFYYN4pxVyQjyeTUsJV/YgOmHdKMTcwwp/BUQHqIr0D5p1SzB2NN3XcLDHvlGKuLd7UcbPIvFOKuXFJoYT4earj1gHzTinmZqZF4e4m1HHrgHmnFHMq3jqX08Fxm5kWZbzJoo5be+07pZhrqyukjtvftO+UYm5ORjRNLXr+zFF1Xtpr3ynFnKnbjIq3v2vfKcXc7IwoFW8d6G6nFFDJDcWC9p1SzM3JiGZPSS17S1Qv5vbad64wNzs9mrV7y6msb7bzqLSvfacUc3MyotlbUsseFW9/01m8zcmIZu2+cirrVLyZs9QpxcTD3Y3jhkTxe3YxLa16B4xOu9p3SjEX7OfJxIFhaqaQBZY6pZioeOtY+04p5oL9PJkwMExdNFnQvlOKuZTIAFIi/dXfqQXtO6WYG58cRpCPqvNiSftOKeZSIgMYpOLNovadUsyNTw4j2NdTHTcLutspBVRyQ7GgfacUc6ZezOoP768sdUoxNycjmha9ZGm2WtLTXvtOKeba4k2dyP6FpU4p5manR9OqlyzNUfFmzlKnFHOzM6KpqGtmwwFV58VcR0sVTWanR5Ojq+FAWa09h6V5ljqlmJuj4s0iS51SzM3JiCa3uIb9pSrezFkqwmpuTkY0a/aWUdWgkt7mLHWuMPF0d+O4oaq4uSVdxdtsFW8WdRVvxw6JVPFmQXc7pYBKbijtWOqUYi4+1I+M2CB+U3U3/sJSpxRzoxNCiAjw4jfVNeUvLHVKMdcWbyqZ9heWOqWYyzTGm5q6/VeWOqWYOyYtEi93N5VMa8dSpxRzpinvKt7+ylKnFHPTVbxZ1OVFU7qqK2SJpU4p5uakR9PcKlmWreq8mLPUKcXc7Ixoymub2KSKm/+FpU4p5uZmqHizxFKnFHNzMmJUvFnQ3U4poJIbSjsddUoxNzsjmg0HyimvbbLXsDSvo04pJu5uguOGRrF0dzFNLWoKsklHnVLMzc6IZuOBI5TVNNprWJrXUacUEzc3wayh0SzLLlHxZsZSpxRzAd4eTB4UzuJdOqRUd01MLHVKMZcQ5sfQmECV3GjHUqcUcyreLLPUKcWcKd5+VfH2F5Y6pZjLTAwl3F8lvduz1CnF3Iy0SDzdVZ2X9ix1SjE3OkHFmyWWOqWYOyYtQsWbBd3tlAIquaG009X0YzBkY/USfle9mNt01CnF3JyMGKobW1i3r9yOI9O2jjqlmFPx9ncddUoxNycjmurGFtbuK7PjyLQtt9hypxRzczKiOVBW15awVAwXTZY6pZibkxHNhgNHOKKS3m066pRiTsXb33XUKcXcnIxoNuwvV/FmpqPOFSammyx/ZBfTrOq8AB13rjAXaCxurmZY/VVucdfxNitdxZs5KSW53Yi3yYMiVLyZ6UmnFFDJDcBw0BSDjjqlmBsWF0RssI/qmmKmo04p5qYNjsDH000dNzMddUoxdzTe1Au9SUedUsxNbYs3ddxMcnWWO6WYM015V3eFj8rRWe6UYs5U5+UPVVeoTUedUsypePu7jjqlmJudrpLe5jrrlGJudkY01Q3qJotJZ51SzM3JiGZvaa1KQhp11inF3Ox0FW/miqsbqepOvKVHqXgzk9uDTimgkhsA7C2tZZnqNQ903inFRAjBnIxo/sguYVthpR1Hp12dda4w8fVyZ3pqJN9sOUR+WZ2dRqZtnXVKMTHF29IcFW8m3Y23Y1Ij+XbLIVXokc47pZiLCfZhVHwwC9bmq6VQdN4pxdyIAcHEBvvw1vJ91DWpGwaddUoxp+LtrzrrlGKuLd5WqHiDzjulmJueGoGvpzuvLM1TXXrovFOKudnp0QgBL/2eq5aQYeiU0tzanXiLVPFmprNOKeZmZ6h4M9edVQXmVHID8PF056aPN7UFXX/WWacUczcfl0pkgDdXfbCeosoGO4xMu7rqlGLu/hPTAbji/fWqLSydd0oxZ4q3K99fz+HKejuMTLu66pRi7j5TvL2n4u1QZeedUsw9Nn84pTWNXPvhRhpbWu0wOu3qqnOFiZub4MnTh7O7qIrbP9uKvp9Xeu+qU4o5FW9H9TTesouquPXTLf0+3roqwmri5+XBo6dmsDKvjMe+29nvL5w661xhLi7El1tnpfHNlkO8snSPPYamaV0VmTbx9XLnsVOHqXgzyu1mvMUG+3LbbBVvJj3plAIquQFAcrgfPl7uXPHe+n5956SrTinmIgO9efuycdQ0tHDl++v79Z2TrjqlmBsY4c+rF41hf2ktNy3Y1K8z2V11SjFnire6plaufG9Dv15K1lWnFHMDI/x57aKx5JfXcdOCTf163Wtb54puxNvohBCeOWcUGw4c4d6vtvXrE7LuXjQBHDc0mgdOyuDnHUX859dsWw9N07rqlGJOxdtRvYm3X3fq+Pcv/TveuuqUYu7c8Ylcc0wKH645wPur9tt+cBrWVacUc/+YNZj5o+P4zy/Z/LjtsB1Gp109ibdzxidwrYo3wHBDr7vxdvNxgzlNxRtgiLfudkoBldwADH2F37xkHCXVjVzz4UYamvvnnZPudEoxNzQmiP9dkMmuw/37zklXnVLamzIogidPH87y3FIe/W5Hvz2R7U6nFHNDY4L43/mZ7C6q4tbP+m+8ddUppb3Jg8J58vQRhnhb1H/jratOKe2dPDKOO+aksXDzQV7+I8+WQ9O0rjqltHfF1GQunJjIq0v38PmGAhuPTru66pTSnoo3g646pbRnirfXlvXveOuqU0p798wbypyMaP75/c5+XSenq04p5oQQ/OvMkYxJDOH2z7ewtaDC9gPUqK46pbR3z7yhzDXFWz+uk9NVpxRzQgiePnMkY5NCue0zFW/dPecFldxoMzohhGfPGc3GA0e47+v+eeekp2uawHDn5EHjnZN//bLbVkPTtO50Smnv3PGJXHtMCh+tyee9fprJ7k6nlPaOHRrFQydnsHinjn/93D/jrTudUto7Z1wC185I4eO1+by7cr/tBqdh3emU0t5Nxjsn//01h++zDtlwdNrVnU4p5oQQPHrqMKYNjuCBhdtYs7d/duvpTqeU9lS8da9TijkVbwZddUppz91N8Py5oxkaE8TNCzaTXdT/lmV3p1NKez6e7rxxyTgiAry56oMNHKron8tku+qU0p6bm+D580aTHhvEzZ9sZndRlQ1Hp03d6ZTSno+nO69fPJbIwP4bbz3tlAIqufEXJ42M5c65hjsnL/3e/+6cdKdTiiWXT03mokmJvL5sL5+v7393TrrTKcUSUyb78X6aye5OpxRLLptijLc/9/LZ+nwbjU67utMpxZJ7jjfE2xM/7OT33f2vM0N3OqW0Z37n5I7Pt7KlH9456U6nlPY83d14+cIxJIb5cd1HG9lX2v8K2nanU0p7Kt661ymlvf4eb93tlNKev7cHb182Dj/jsuyS6v61LLu7nVLaiwjw5u1Lx1Pf1MqV7/e/ZbLd7ZTSnp+XB29dOg5/b3eufG9Dv4u37nZKaS8iwJt3LhtPQz+Nt552SgEnTG4IIeYJIbKFEHlCiHst/PxCIUSW8WOVEGJUT7Z/47GDOSNzAM8s7n93TrrTKcUSIQSPnDKM6akR3L9wG6v39K87J93pXGFJf89kd6dTiiVCCB41xtsDC7ereOumv8Tbgv4Vb93tlGKJj6c7b1w8lqggb656fwMH+9Gdk+52SrEk2NeTdy4bjwCufG89lXX9p6BtdzulWKLiretOKZb053jrbqcUS2KDfXnr0nGU1TZyzYcb+tWy7O52SrFkSEwgL12QSXZRFbd8uoXWfrRMtrudUiyJDfblrUvG98t4626nFEvSogN56cIxxnjb3K/irTerCpwquSGEcAdeBk4AMoDzhRAZ7R62D5ghpRwJPA680cN98NSZIxjXD++cdLdTiiWe7m68dMEYkiP8uf7j/nPnpCedUizpz5ns7nZKscTDLN6u+2gje0v6Ry/wnnRKscTPy4O3Lx1PgI9Hv4q3nnRKsSTceKeusbmVK99bT00/uXPS3c4VHUkK9+f1i8dRcKSO6z/e2G8K2vakU4olKt5UvPVET4qwWjIyPoTnzhnN5vwK7v4yq98sy+5up5SOzBwSxSOnDOO3XTqe/mmXNYemad3tlNKREfHBPH+uId7u6kfx1t1OKR2ZkRbJo6cO47ddxTz1Y/+Kt550SgEnS24AE4A8KeVeKWUT8Ckw3/wBUspVUsojxi/XAPE93Ym3h2GNU1SQNzd/sqlfTAHqSaeUjgT7evLOpYY7J7d8urlfdALpSaeUjphnsu/6cmu/eKHvSaeUjpjizU3ALZ9u6Rfx1pNOKR2JCfZpi7e7+0m89aRTSkdMd05ydNU8+UP/OLHo60UTwISBYTx1xkhW7Snjf/1kuWdPOqV0RMVb75jH2yt/9I8Wij3pXNGRE0bEctfxQ1i09VC/Kczak04pHbl0SjIXT0rizeX7WLKrfyz3tEa8zRsey93zhvDd1kN81k+Ws/ekU0pHLpmczKWTk3hrxb5+Uwi4p51SwAbJDSHEmM4++rj5AYD5X0Gh8XsduRL4qYNxXiOE2CCE2FBSUvK3n4cHePPcOaMpPFLPf/pBi7GedkrpSGK4H0+ePoKswkreWrHPGkPTtJ52SunIiPhg7jshnaXZJf3ihb6nnVI6Yoq3bQcreXO568dbTzuldGREfDB3Hz+UP7JL+GbLQWsMTdN62imlIzPSIrl6egqfrMtnZV6pNYamaT3tlNKRs8bGc0bmAF7+I4+swgrrDE7DetoppSP9Ld562imlI2eNjWf+6Dhe+iO3Xyy/62mnlI5cP2MQk1LCeOL7XRRVNlhpdNrVk04pnXnw5HSGxgRy79fbOFLbZKXRaVdPO6V05LpjBjE5JZwnf9jF4UrXX37Xk04pnbn/pHTSogO4/+ttVDe4/vK7nnZKAdvM3Himk4//9nHbliLC4m1HIcSxGJIb91j6uZTyDSnlOCnluMjISIs7G5ccxqWTk3l/9X7W7y/v7ZidQm/WNHXkxBGxnDA8hmcX57DHxZcL9KZTSkcunpTElEHhPP79TgrK66wwOu3qTaeUjpji7bnfctqSTa6qN51SOnLplGTGJoXy6KKdFFe79olsbzqldOS2OWkMjPDn3q+zXH5WX087pXTmkVOGERngze2fb3X5dda96ZTSkf4Ubz3tlNKZR04ZRpCPJ3d/meXys/p62imlI25uhlanzXo9Dyx07a6BvemU0hFvD3eeOWcUR2qbeHjRDiuMTtt62imlI25ugqfPHEGLXnK/i3ep7E2nlI54e7jz77NGoatq4KmfXLtrYG86pYANkhtSymM7+Tiuj5svBBLMvo4H/lb1UwgxEngLmC+l7FO1wbuOH8KAEF/u+TLLpU/IetsppSOPzR+Gr6c7d3+Z5dKFb3rbKcUSNzfBv88aiRCCu77cit6Fj1tvO6V05Gi8bXXxeOtdpxRL3I0nsvXNrTzyrWufkPWmU0pHfDzd+deZIykod/1Zfb3plNKRYD9P/nXWSPKKa3h2cY5VtqlVvemU0pH+Fm/WOm5h/l48Nn+Yy88i7W2nlI4khftz59whLNldzLdbXLeofm87pXRkWFwwt8xK5buth1y6GUFvO6V0JCncnzuPH+Lys0h72ymlI6MTQrhqegoL1uazyoVn9fWmUwrYuOaGEGK4EOIcIcQlpo8+bnI9kCqEGCiE8ALOAxa122ci8DVwsZSyz2dQ/t4e/OvMkewtreW531z3hKy3nVI6EhXowyOnZLDxwBE+WL3fKtvUot52ruhIfKgfD5+cwZq95bzvwsett51SOmKKt035Fby/ar9VtqlF1o63wVEB3Do7lZ+2F/HjtsNW266WmDpXWOukAgzr+i+dnMT7q/ezwUVn9fWlU0pHZqRFcsHERN5cvtdlZ0P2pVNKR8zjzVWPW186pXTkpBGxHD8s2qVnkfalU0pHLp86kMzEEB79bofLFp3uS6eUjlw/cxCj4oN56JvtLjsb8kBZ7zuldOSyKcmMSQzhse92um68WaHuV3u3G2f13fN1FnVNrjmrr7erCmyW3BBCPAL8z/hxLPBv4NS+bFNK2QLcBPwC7AI+l1LuEEJcJ4S4zviwh4Fw4BUhxBYhxIa+7BNg6uAIzp+QwJt/7mWri3ZP6UunlI6cnjmAY4dE8u+fs8kvc71lFn3tlNKRs8fFc+yQSJ7+abfLnpD1pVNKR9ri7ZfdHChzvW49fe2U0pFrpqcwYkAwD3+73SXXC5s6V1jzYhPg7nlDiQv25W4XndXX184VHbn/xHTiQ32584utLnlC1tdOKR0xxZurziK1RbwJIXh8/nCXnkVqjSKs7bm7Cf5z1kjqGlt5ZNF2q21XS/raKcUSD3c3njlnFLVNrdz/9XaXXGZhq3j791mjqGty5XizTr00c/1hVl9vOqWAbWdunAXMAoqklJcDowDvvm5USvmjlDJNSjlISvmk8XuvSSlfM35+lZQyVEo52vgxrq/7BLjvxHSiAn2468utNLa41omFNTqlWCKE4P/OGIGHm+Cer1yv3ZM1OqVYIoTg6TNH4uPpzp1fbHW59cLW6JRiiSnePN3cuPerbS63rMcanVIs8XB3499njaSirpl/fr/TqtvWAlvcMYG/zup7/rdcq25bC2xxEgsQ4O3Bf84aRX55HU+74Hpha3RKscTVZ5HaKt6ignx4+GTXnUVqjc4VlgyOCuSW2an8uM01Z/VZo1OKJYOjArn7+CH8tkvHV5tcb5mF7eLNMIvUZePNCp1SLDHN6ntvlWvOIu1NpxSwbXKjXkqpB1qEEEFAMZBiw/3ZVJCPJ/93xnBydDW87GLtxazVKcWS2GBf7j8pndV7y/hknWt1AbFWpxRLooN8+Of8YWzOr+CN5Xutvn1HslanFEv+Em/r862+fUeyVqcUS9Jjg7jx2MEs3HzQ5drZtR03K180AUxLjeC88Qm88ecel5vVZ+pc0ddOKZZMSgnniqkD+WD1AVbkutZ6YWt1SrHEFG+uOIvUWp1SLDljzABmuugsUmt1SrHkmmNSGD4gyCVn9VmrU4oll08dyITkMB5btINDFa7VBSTXlvHmwrNIc63UKcUSV55F2ptOKWDb5MYGIUQI8CawEdgErLPh/mzuuKHRnJE5gFf+yGPnIddpL2bNTimWnDc+gamDw/m/H3e51Au9NTulWHLqqDhOHBHDc4tzXKqdnTU7pVhiirenftzNQReKN2t2SrHkxmMHMyQ6kPsXbqOy3nXai+XorNcpxZL7TzLM6rv7yyyaWlxnllVucbXVOqVYctfxQ0iJ9OfuL7dS5ULt7KzZKcUSU7y52ixSa3ZKaU8Iwf+dPgJ3F5xFaq1OKZZ4urvx7zNHudysPmt2SrHE3U3wn7NH0iold3/pWvGWa8N4c9VZpLaON1edRdrbTilgw+SGlPIGKWWFcbnIHOBS4/IUp/bwKRkE+Xry4hLXCCApJd9nHSbc38tqnSvaE0Lw9BkjaW7V88afrjELoalFzy87dKRFB1qlc4UlpvXCAd4ePL/YdeLth6xDdou3N10q3opsGm9eHm785+yR6KoaWbDWNWa9VDU0syynhGFxQTbbR5CPJ4+fNpxsXTU/bHONKvmHKurZeOCITY+bj6c7z54zmkOVDXy8RsVbd5niLUdXww9ZrjF92x7xFhfiyz0nDGX13jJW7+lTEz3N2Hmoij0lNTY9bhlxQVw3YxALNx90mRpgf+aWUt3QwrC4YJvtIyncn3tPGMqKvFKXire8YtvGW3psENfPdK14W55bSpWN421aagRnj43nzeV7XebmlOn9rTfHzdbdUgYIIaYAiUCIEOIYW+7PHkL8vJiZFsnG/CMukY39etNB1u4r5/a5aTaZLmWSEObH2KRQNh44YrN92NOby/eSV1zDnXPTbLqf8ABvjh0SxYYDrhFvCzcfZM1eFW899daKveTaId5GxoeQEunvMsftmV+yKatp5LY5tj1us4ZGEejt4TLH7bHvdqCXkhtmDrbpfkYnhDAo0p+NB1xjrfAzv2RTWtPIbbNVvPWEKd5uPNa28XbqqDgAlzhuer3k/oXbCPXz4vKpyTbd12mZrnPcGppbefjb7aRE+HPGmAE23ddpmQMQwjWOm14veeAb+8Tb/NGG/xdXOG4Nza089O12Bkb4c3qm7eOtVS9dYslieW0TT/20i3FJocxIi+zx823ZLeVfwErgQeAu48edttqfPWUmhVJS3UjhEeee8n6ktoknf9zFmMQQzh+faPP9jUkMZdfhKuqbnHsqbX5ZHS8uyWXesBhmpUfbfH+ZiSGU1jh/vFXUNfHkDyreeqqg3L7xNiYxlM0ukLzdWlDBB2sOcMnkZEbGh9h0X25ugtGJIWw6UGHT/djDbzt1/LJDxy2z0kjoYYXy3shMDGVTfoXrxNukJEYlhNh0X23xll9h0/3Ygyne/jEr1ebxFuzrSWpUAJvynf+iacG6fLYUVPDgyek2WwJlkhIRQJCPB5td4Li9/EceB8rqeOK04Xh7WL9uhLkgH08GR7pGvH2yPp/N+RU8cJI94s2fYF9Pl4i3V4zx9uRpw/HxtG28jUoIQQhcIt6e+nEX1Q0tPHn6iF4tVbTlzI3TgCFSyhOllKcYP/rUClYrMo0nLpudPDv2r593U1nf3Ovg6anMxBBa9JJtByttvi9bkVLy0Lfb8XATPHJqhl32mZkYCjj/C9a/ft5NhYq3HjHFm7uwZ7yFUFbbREG58ybTWlr13L9wG5EB3txh49kuJpkJIewuqnLq9qZ1TS08smgHadEBXDV9oF32mZkYQnltE/nlzlvo8S/xdvwQu+wzMyGE7KIqahtdI96unm6fevOZiSFsLnDuZFpJdSP/+nk3UwaFc9po294NBlMyLZTNTp5Myyuu4bVlezg9cwBTBkfYZZ9jEkNdI95+2s3klHCbzz4AY7wlhLhEvL1qx3gL8PZgSHSg0x+3tXvL+GJjIVdNT2FITO/qu9gyubEXsE0FNwcbGhOIr6e7U2cV1+8v59P1BVw5bSDpsbZbP2dutCkp5MTH7cdtRSzLKeH2uUOIDbZ+VXdLhsYE4uPp5tQvWBv2l/PJOhVvPfXT9iKWZts33jITDMm0zQXOe9w+WH2AHYeqeOSUYQT62OdtKDMxFL2ErELnTaa98FsuByvq+b/TR+DZw9ZrvTXGmLx15tc3U7w9fEoGQSreus0Ub0/aMd4yE0OpqGtmvxN3TXnih500Nut5/LThNl3eaS4zIYRsXTU1TppMk1LywMJt+Hq688BJ6Xbbb2ZiiNPH25M/7KShWc8Tp9sx3hKdP94e/MYQb/efaN9421JQgV7vnMm0phY9D3yznQEhvvxjVu+XKdry3aQO2CKEeF0I8aLpw4b7sxsPdzdGxgc77ZTQ5lY9DyzcxoAQX26dnWq3/YYHeJMc7ue0MxCqG5p57LsdDIsL4tLJSXbbXXPyegAAXVhJREFUryHeQpz2It0Qb9tVvPWQo+JtSEwgfl7ubHLS9a6HK+t55tdsZg6J5MQRMXbbrymZ5qzxtutwFW+t2Md54xMYlxxmt/2mRRvjzUmPW1FlA8/8ms2MtEhOGhFrt/26SrydOy6B8XaMN1MyzVlf35bnlvDtlkNcN3MQgyJt033BkjFJoUiJ067n/8pYX+7eE9KJCPC2234znTzeVuSW8o0j4i3RuePt602G+nL3npBOZKB9462yvpm9pbV226c1meoZPn7aMPy8PHq9HVsmNxYBjwOrMLSCNX24hMzEUHYeqnTKnsJvLd9Hjq6GR0/tW/D0hjOvr37m1xxKahp58vQReNjpLpNJZmIIOw5VOWW8vb1iH9m6ahVvPfTMrzkUV9s/3tzdBKPiQ5x22d0/v9tJi17yz1Ptd5cJINTfi5QIf6ecgaDXG+5qBvt6cs+8oXbdd1u8OeFxA0MxzBa95PH5Kt66yzze7j3BvvE2OCqAAG8Pp5yZ1tDcykPfbCc53I8bZg6y675HG+sWOeNNliO1Tfyfsb7ceeMT7Lpvp4+3bx0Tb6OceOZtRd3Reob2jrcxiSGAcx4383qGxw3tW305W7aCfR/4hKNJjQXG77mEzMQQmlslOw5VOXooPVJQXscLS3KYmxHNnAzbFydsLzMxhJLqRg5VNth9332RVVjBB6v3c/GkpLY7ZvY0JjGUFr1kxyHnmoJcUF7H87+peOupbYWVDo23zMQQdjphMu333Tp+2l7EP2alkhhu+2KY7Y1ONFykO1sy7dP1BWzKr+CBE9MJ9bdtsThLxiSFOGXxXy3E25YC5yv+a4q3+x0Qb+5uglEJwU6ZFHpl6R72l9XxxGkjbF6csL1gP08GRTpnMu3pn+xbX86cuxPXj3h16R72ldY6Jt58PRkcFeCUx82R8ZYSEUCgj4fT3Zyydj1DW3ZLmQnkAi8DrwA5rtAK1iTTCbNjUkoeWbQDNyF49NRhDhlD23p+JzpurXrJAwu3Ex7gzZ12KhbXXlsRWyd6oddSvDnTlNBWY4s/h8abMZnmTMVY65taeeibHaRG2a84YXuZiaFO19motKaRp3/axaSUMJu3RuxIZoIh3rY7UfK2vqmVh7/dwWCHx1uTU8bbxIFhnOnAeNtdVO1UxX/3lNTw2tI9zB8dx7RU+xTDbC/TCYtjrt9fzmcbCrjKjvW+2stMDHG6eNtbUsOrjo63BOcr/rvBWM/QUfHmrMVYTfUM77BSfTlbznV+BpgrpZwhpTwGOB54zob7s6uoQB/iQ32dKoB+2VHE77uLuX1OGnEh9ilO2N7QWENxTGdqmfjh6v1sO1jJwyfbr1hce1FBPgwI8XWq9dVaijdn+jvVQrw5Y/L2hSVHixN6edh32ZiJaUqoM/2dPvnDLuqbW3nitBF2XVZhbrTpuDlREvLF33MpPFLPk6cNV/HWA6Z4e/J0x8XbmKQQWvXSaYqxSil56JvteHu62bUYZntjEkMpr23igJMUx2xqOVpf7hY71vtqLzPR+eLtQS3EW5JzxZt5fTlHxtuYxFCyi6qcphireX25S6xUX86W78ieUsps0xdSyhxcrHtKZmKo05z81ze18uiinaTHBnHZlGSHjcPT3Y2RA0KcZv1hSXUj//01h2PSIjl5pP2KxVkyJsl5WrGpeOsdrcRbRIA3iWF+ThNvecXVvLV8L+eMi2fCQPsVJ2xvSLSpk1aFw8bQE2v2lrFw80GunzGIwVH2KxbXnvPFWw1v/rmXs8fGMzEl3GHjcNZ4u87B8TY6wbk69CzaeohVe8q4Z95QogJ9HDaOtqS3k7yfvrfKUF/uMQfU+zKX6WTx9l3WYRVvvfDeyv1k66odH2+JIcZOWhUOG0NPPP9bLiU1jfyfFevL2TK5sUEI8bYQYqbx4y1cqKAoGKZMHapsoMgJ1vNvKaigqKqB2+ek2b0YZnuZiSHsOFhFY4v211evzCulprGFu+YOcdhdJpPMhBAOVzZwuFL7U5BVvPWOpuItMYRN+c6xnv+3XcW06KXDlvGYmDppOUvS++ftRfh5uXPDsb1vuWYtY5wo3pbs0tGil9yl4q1Hft5ehK+nOzc6ON7C/L1IDvdzquM2IMSXCyYkOnQcadGB+Hs5TzLtp+1FjE4IYbYD6n2ZC/X3YmCEvxPF22FNxFtqVKChGKvTxNthTcSbsyXTft5exPEZMW1FZK3Bllcd1wM7gH8Atxg/v86G+7O7MUnOUz8it7gagJHxwQ4eiWHGS1Or3imKseboqvF0FwyJCXT0UMyWClQ4dBzdoeKtd7QUb2MSQ9FVNXLYCZK3ObpqYoJ8HHqXyWRMUqjTdDbKLa4mNTrQ7sXiLMlMDKXYSYr/5uhqiA7yJipIxVtP5BZXkxYdoIl4G+NEnbRydNUMiwuye3HC9gzFWEOcYhmUlJJcXY0mzkHAcHPKeeKtRkPxFqzirYeOFv/V/nGrbmjmYEU9I6x83GzZLaVRSvmslPIM4EpgiZSy0Vb7c4SM2CC8PNycoiptdlE1QT4eRNmx33JHnOkiPUdXzcAIf4etqTY3LC7YEG9O8IKl4q13tBRvznbcUqMdN83dXGZCiNN0NsouqiHNgcsDzDlTnZccXTVp0Y5PQMLReNvuBMV/s4tqSNXKcUsMcYriv40trewvq9NOvCWGsOtwteY7Gx2qbKCmsUU78ZbkHMWmG1ta2Vdaq514Swh1ing7XNlAtZbiLTHUKTq35RbXAFg93mzZLWWpECJICBEGbAHeFUI8a6v9OYKXhxvD44Kc5mRsSEygw6e6A0Qbi2M6w3HL1tBJ7NF4q3D0ULqUq6vRXLw5Q/Y/R1ejmXgbGhOEt4eb5o9bq16SV1zDEI0ct8xEU4eeCscOpAvltU2U1jRqYpYQQHqsId60/vqm10vjDARtHDdTvGn9uLXFm9aOm8ZvTu0tqaVVL0nTyN9pZkIorU7QSStHZ5g9qpl4M3W8U/HWI6ZirFqPt2ytxVtiCGW1TRSUazuZllNkm+Nmy9uDwVLKKuAM4F0p5Vhgtg335xBjEkPJKqykuVXv6KF0SEqpqYsmMPzhaf1krK6phYLyes28WIHhhGzbwUqaWrQdb1pKCoEh3rY4Qbzll9dpJt68PJxjPX9BeR0NzXrNnIxFBnqTEOar+SJoppN/rfydejpJ/YiCI4Z408rfqdPFm0b+TofGmDppOcdx00q8OcsMK9NFU5pGZvQNjTEV/9X4cdNcvDnH8v9cnbbibUxb8lbbxy1HV4OvpzvxodbtqGjL5IaHECIWOAf43ob7cajMxFAaW/TsOqzd9fzF1Y1U1jdr5iQWDMftYEU9xVXaXV+dqzNMl9LKNDMwvGCpeOs5U7zpVLz1SGZiKNsPabsYa7bGLtLBcHdT68lbrSU3wBhvGi/+m228aNLKMigwxJvWZwrlaOzk31CM1VAHQcuyi6rxcBMMjPB39FAACA/wJincT/Mz+rJ11UQFehPi5+XooQBHi/9qPd5ydNqKN1PxX83HW1GNpuItLToQPy93zbdXNy0ptnZ9F1smN/4J/ALkSSnXCyFSgNy+blQIMU8IkS2EyBNC3Gvh50II8aLx51lCiDF93WdnnGFdenaRFk9iQwA0/ULfNs1MI3eawDnummjzoikEcI7jpql4SwihqUXPTg0XYzXdMUnVSO0IMMSb1jsbmeriRAc5vi6OSWZCCE2t2o4309+ptpKQIRRVaTvecnTVBPp4EKOBIqwmmYkh7DxUqelirDm6Gs3UYTJxhuKYpqWxWpKZGKr5eMsu0mC8OUHxX9PSf61wdxOMig/R/DIoW83ytmVB0S+klCOllDcYv94rpTyzL9sUQrgDLwMnABnA+UKIjHYPOwFINX5cA7zal312JTbYh+ggb6e4aNLKHROAYXFBeLm7aXrKVK6uGm8PNxLD/Bw9lDZt8abhF6xsjU0HBbN403AyLUeD8eYM6/mzdTXEh/ri7+24vvLtOcNxyzUuVdRCXRyTox3IKhw7kE7kGOMtQMVbj+QUGeriaCneMhNCaW6Vmu6klaOr1sxSHpPMxFBKNNzZqFVjdXFMMhNDNB9vucVajLcQTceb1uowmRiSt9rtpHWktomSatvUYbJlQVEfIcSNQohXhBDvmD76uNkJGGaC7JVSNgGfAvPbPWY+8IE0WAOEGJfH2IQQoq2lmFbl6KqJCPAiPEA7d+i8PdwZNiCIzRqeSputq2FwVADuDm6HZe5ovGk3KaTpeNPw36kW4y0m2Ie4YB9NJ9Nyiqo1sz7YpK2Tlkb/Ttvq4mjsJDY6yBBvWn9909pJrCnetDoF2RRvWprtAjBG4zP6THWY0qK0dtxMRZO1edza6jBp6AYLaH8GqYq33jHVYdJavI1JDKVFw8VYj86CtP5xs+W8ow+BGOB4YBkQD1T3cZsDgAKzrwuN3+vpYxBCXCOE2CCE2FBSUtKnQWUmhpBfXkdpjTY73WZrrJioSWZCKFkHKzRbjFWLF01giLeC8npKqrUZb1orXmui9XjL1Wk13kI1e1LR3Kpnb2mN5i7SvTzcGDFAu+urTXVxtBpvWk1CNrfq2VOivdc3U7xpNQlZ0hZv2jr5j2rr3Fbh6KFYlGdskzgkRlvHbWhsoKY7G2lxaSxAVKAP8aHajjcptRdvQ9qK/1Y4eigWaXHpP8BojSfTbLkU25bJjcFSyoeAWinl+8BJwIg+btPSLc32i7C68xiklG9IKcdJKcdFRkb2aVCmKaFa7Mag10vyNHinCQwX6Q3N+rYXBi2prG+mqKpBcxdNYBZvGjyR1esluRqPt92HtRlvhysbNHdnEwzHTavFf/eX1tLcKjV3xwQM69K12tnIlndM+krL8XagzBBvWjv5B23HW1vRX02+n4Zo9uRfqxdNbZ2NNLqsWIt1cUwMyVutHjdDMk2T8TYgRLPxllusvWLwABEB3iSG+Wk2KZSjq7FZHSZbJjeajf9WCCGGA8FAch+3WQgkmH0dDxzqxWOsasSAYDzchCan0h6sqKe2qVVzL1ZwdH21Fo+b1to6mVPx1jtt6/k1+AaZ25bB1l68ta3n12AyTYudUkzGJIXSpNHORtk26i1vDaZ40+Ksl+wi40msxqZtw9F426nheNPk32liKIcqGyjS4Hr+HF01Xh5uJIVro3OFuTGJoezQaGejbF0NA0K0VRfHJDMhRMVbL2QmhWg33oqqNRtvYxJD2JR/RJPFWE3FRG1Rh8mWyY03hBChwEPAImAn8O8+bnM9kCqEGCiE8ALOM27b3CLgEmPXlElApZTycB/32ykfT3cy4rS5nj9HwxdNccE+RAV6a/K4afmi6Wi8afAivVj78abFJRZavWMChmKsnu7aTKbl6GpwEzAoUnvxdrQjlBaPm/bq4piY4k2LSchsXTVuAgZrqDOPiZbX8+fqagj39yJCg/Gm5eOWo6thcKS26jCZZCYaOhtpsThmrsY6V5g7WjRZe/GWXVSt3XhLCNVsvGmtU4q5zMRQdFWNHNZYMk1KadP6VbbslvKWlPKIlHKZlDJFShklpXytj9tsAW7C0GJ2F/C5lHKHEOI6IcR1xof9COwF8oA3gRv6ss/uykwIYWthBa16bWXHTBdNWpsuBYbimFqdEpqrq8Hfy50BIb6OHopFmQkhZBVW0qKx+hGmO5uDNXhnsy3eNDgDIUdXrdl4MyTTgjWZhMwpqiY53B8fT3dHD+VvYoN9iQny0eZx09VocvYBaDvecnUq3nrDVu3+rCGjrXNbhaOH8jdav2gC7XXo0WpdHJO2YtMajDctJ4WOJiErHDqO9ppb9ewtqdVsvGn1uJXUNFJRZ7s6TLbslhIthHhbCPGT8esMIcSVfd2ulPJHKWWalHKQlPJJ4/deMyVOjF1SbjT+fISUckNf99kdmYmh1DW1ts2U0IocXTWxwT4E+Xg6eigWZSaGsr+sjvLaJkcP5S+yiwyV3bXUts7c0XircfRQ/sIUb8G+2o23A2V1lGms+K/m4y0hhKzCCs0l07TYucKcIZmmreStqS6OVk9iwTCVVovxZuj4ob1ZGyZajDcpTXWYtHncjnbS0tZxO1qHSZvHzdTZSGvHTct1mMBQ/He4BmfeVjU0c0jj8WYo/qut43agrJamVu11SjEZGhNkLP6rreOWU2Tb2cq2XJbyHoYZFnHGr3OAW224P4dqa1WksQDKLtL2yf+YRG1O0cvRaOcKE63Gm9YvNsdo9G5TbrHG4y0p1FCMVUPFfxuaW9lfVqvJIoUmYxJDNdfZSMt1cUwyEzUab6W12v471XK8afzvNKtQW8VY84q1WxfHJDNJe52NtLzE00SL8dZW90vDx80w07vC0cP4i2wbX6T3lZeHofiv1q4VbF1k2pbJjQgp5eeAHtqWlGivEoyVJIT5Eu7vpak/vFa9JK+kRtN36EYMCMbdTWjquJXWNFJW26TpkzGtxltucY1mM9hgFm8aurtZWtNIaU2TZu+YgGHmBmgrCbmnpAa91GbRXxMtruc31cXR9HHTYLztLak1xJuG3xe0GG85TnLR1NiiZ3eRdtbza/2iCQx/pwcr6tFpqLORluvimGQmhmou3pwhKZSZGKq5eMtxknjbfkhbxVhzddU2rcNky+RGrRAiHGMbVlNxTxvuz6G0WD/iQFktTS16UjX8R+fr5U56bKCmLjaP9kjX7nE7Wj9CO8fNFG9afnNsizcNJYVs2evbWuJDfYkI0FbxX2e4aBpu7GykpfXVbR0/NHzctBxvWn59U/HWO1qsH5Gjq8ZPo3WYTDR53IqqSdJoXRwTLdZByC5yhngLAbR13HJ0ThBvCSHGzm3amQlp6yWetkxu3I6hc8kgIcRK4APgZhvuz+EyE0PZU1JLRZ026kc4w0UTGKbobcnXTjHWHA23STSXmRjKXk3Fm+Ek1hnibWuBduIt13TcNBxvQoi2lmJakaOrwdNdkByhvbZ1Jj6e7gyLC9JUhx6t18UBbcZbtq7aEG8abJNoosV4y9VVExOk7XiLC/YhOshbU/GWozPUYXLTYOcKk+EDjMVYtXTcirVb38UkLsRQ/FfFW88Mi9NevGVruJ6QialDj1beFwx1mGpses5r9eSGEGK8ECJGSrkJmAHcDzQCvwKF1t6flpjW8/+2q9jBIzHI0dUgND5dCgzHrbapldV7yhw9FAByimsI8fMkMlB7bevMjTW+YC3eqXPwSAxMyTRnibdVe0odPRTA8OYY7Kv9eBuTZCj+q5WiyTlF1aREBODpbsscfd9lJoaypaCC4mptTKU1ncRq3ViNxVuuzhBvXh7ajrcxSdqKt2xdtaaX8oAhmTY2KZSVeaXUNrY4ejiAqe6Xtt9LvT3cGT4giCW7izVR/NcZ6uKYjEkK0Vi81ah466GG5lYOlNVpPt5MxVgX79QhpeNv6h2qbKCmscWm7wu2eJd+HTDdSp4CPAC8DBwB3rDB/jRj4sAwRgwI5r+/ZFPX5PgXrGxdNQmhfvh5eTh6KJ2aNzyGASG+PPHDTk28YOUUVZMWpd3OFSYTksMYGR/Mf3/N1sQbZI6umsQw54m3J3/YpYl4yzUWr9V6vJ09Np5AHw8e/36nJt4gc4q1f9EEcOmUZPRS8u+fsx09lLa6OFo/iQU4e1wCQRqKN613SjG5ZLK24i2vuIY0jSe8Aa6cNpDSmiZeXbrH0UOhzFiHSctLoEyump5CXnENn6wvcPRQ2uriOEPyVnvx1qjirYf2ltTSqpdOE2+r95Zp4ua7aXa8LePNFskNdyllufHzc4E3pJRfSSkfAgbbYH+a4eYmePTUDIqqGjTxgpWj8U4pJj6e7jxwUjq7i6r51MEvWFJK450m7Z+MubkJHjllGLqqRm3EmxNMz4O/xpuj3yCllMY2sNo/buEB3tw2O43luaUOf4OsbWyhoLzeKS6aBkb4c8XUgXy5sZCtDq6F0FaHyQneF8L8vbhtjrbiTet36MAYb9O0EW/55XU0tuidIgk5NimM00bH8cbyvRSU1zl0LM5Q3NHkhOExTEoJ49lfsx2+RNZZlmKDirfeUvHWOxdPTmJwVABP/LDT4YVF2zqlRDlZckMIYbp1Owv43exn2r6lawVjk8KYPzqO1/907AtWU4uefaW1DHGCi3QwvGBNHBjGM79mU1nX7LBx6KoaqW5ocYqTWDBM3Ta9QeaXOTbe9pbUOsWbI/w13hz5BqmraqSqocUp3hxBO2+QucXGkzEnOW43HTeYiABvHv1uB3oH1nrJcYL6LuYumpREqgbiLc/Z4u1YbcRbtpPUrzK554ShuAvBkz/scug4nOmiSQjDTZbK+mae/y3XoWNxhro45rQSb6YOWireeibHieLN092Nh0/O4EBZHe+s2O/QseSY6jD52a4Oky2SG58Ay4QQ3wL1wHIAIcRgXLhbirl7jS9Y//ej416w9pXW0qKXTnOxaf6C9dxvOQ4bhymj6Ax3Nk3uPSHd4fG2v8wQb87w5ghH463KwW+QztCBwZynuxsPaeAN0hk6pZgL9PHk7nlD2JxfwbdbDzpsHDltr2/OkfT2dHfj4VMcH2/ZTvZ3GujjyT0aiLdcJ6nDZBIb7MuNxw7i5x1FrMpzXE2mHF01QT4eRGm8DpNJemwQF0xM5MM1BxxaIydXV83ACH/N18Ux0Uq8ZRepeOuNHCeLt2PSIpmdHs1Lv+dS7MB2ujl2WOJp9f8RKeWTwB3Ae8A0eXSxrBsu3i3FJDbYlxtmDuKn7UUOK1robCdjABlxQZw/wfCCleugFyx7rAWztphgH4e/QZru0KXacJqZtZnHm6PeIJ0tuQEwIy2S2elRDn2DzCmqxtvDjYQwP4fsvzfOGhPPiAHBPP3TbofVyMnWVZMQ5qv5ujjmpqc6/oTMFG+JThRvZ46JZ2S8NuLN39t54u2q6SnEh/ryz+8dVwMsR1fNkBjt12Eyd/ucIfh7uTu0Ro6hc4XzvJeCirfeUvHWOw+elE5Tq55//+KYmkytett3SgEbtYKVUq6RUi6UUtaafS/H2EGlX7j6GOML1neOecHK1VXj7iZIidT+dClzd8w1vGD900EvWDm6aiIDvQnz97L7vvvC9Ab5mIPiLcfZ4+07x8RbdlE1EQHOF28PnJRBU6uefzmoaKGpuKO7htvWtWeqyaSrauSVpXkOGYOpeK2zefCkdJpbpcPiLae4xinjzVSTyVHxluOE8ebj6c4DJxprMq3Lt/v+TXWYnO2iybxGjiM6uDlTXRxzWoi3HF2NirceqmtyznhLNqvJtMUBNZkK7FSHyTnm0jihv7xgOaBoYXZRNcnhfnh7uNt9333h6CJyzlIUsz0fT3cePCmdbJ1j3iBzdIZ48/F0znhbkeeYN8ic4hqnqYtjzlS08KtNjnmDzHXCkzE4WkTuzeX77F4jx9nq4phLdnC8mTpoOZuxSaGcnjnAofHmTEs8TeYNj2FySjjPLM6xe02m4mpDHSZn/Ds9WiNnl91r5Jjq4qh465ni6kYq65tVvPVQrs554+3m41KJDPTm0UX2r8lkr1UFKrlhQ/OMVX0dUbTQNM3MGTmqiJxe75wZbJPjhznuDdKZj5v5G2RDs33jLVdX7VRLecy1FS208xtkZV0zRVUNThtvbUXkftxp1/06Wx2m9m46brBDTsgq643x5qTvp/fMG4qHm/3jra0OkxPGmxCCh0/JoKq+mecW27cGWLYTLo01MdXIyS+v4+0V++y6b9NFkzOe96p46x0Vb70T4O3B3ccPYUtBBd9ssW9Nppy2JexOVnNDOcpRRQsbmls5UF7nlC9W4Lgicgcr6qlvbnXKkzEwxtup9n+DbGhuZX+Zc94Rhv9v787jq6rO/fF/HkKAAEIYkxBGFRmDBuIIbRUHBBwoXm17W2ut1mqrX/3Wei92+Pbeb70/6Ffb21u1DtVbrbWDXhVRtDjgREQFRJkTUBQIECAQCBDI9Pz+OOeEEM85ydnZw1p7f96vFy/IyeGcdfZ59t5rPXs9ax9/gvzvUv9OkBXVtThc12jlyRE4tmih3yfI8l12LSbaWmIRuUVrK1Hq4xo5Nq7v0lLPrp3xrxeP9j3eEus/2RpvsTWZTvY93mweNAGxRQu/eeYw/Pn9Lc2fxQ/H9lP7ZvQBsTVyLhybh/sWb0Klj2vk2LguTkuMN2eCireNlXbH2xUTB+PUANZkKt910Jd1mJjc8FjLVX39OmBt2nUQqvZ2KoBgFpFrXhTT4u02Ot//E2Qi3mwdpAPBnCBtH2wCx58gD/p0gmzebhbHW/Micj6ukWPrujgtzS4uxKlDcn2Nt2N30LKz8w8A100ZgSF9/Y23jZU16CSwOt5+dOEp6Nm1M/7vi2t9W5OpvLIG/Xt2Qb+edty5IpmfzRyDhkbFr/6xwbf3LN91ECcPtGtdnNYYb84EEW9llXbHW6dOgl9cNg67ao7i/jf8W5PJrxJPJjd8cPuFo9Cza2f81qdbnNp+xSTh55fEFpH7/Zuf+PJ+ZZZnsBMSJ0i/Zm/YnvlPSJwgH/A53mweNLU8QT6x9HNf3rN8Zw16du2MQb27+fJ+Xmi5Rs4Lq7b78p5lO2swzMJ1cVrq1Enwb5eO9T3eenTJQmFuji/v54XYGmBj/Y23yhoM79/D6njr06MLfnThKSjdVIWln1b58p5lFpd4Jgzr1wPXfWkEnv2wonktDK+V77Rv8drWjou3Txhv7cV4c2bi0D6YXVyIR97ZjH2HvC9lr29swqd7DvpyYYrJDR/06dEFXy0uxOsbdvlytal8Vw26ZHXC8H52TpdKGNavB84fMxALV+9Aow811hsra1CYm4MTumV7/l5e6tOjC2ZPLMTisl2oOVLv+fuVVcbibVg/e6/QAbF4u2DsQLy4yp94K99Zg0G9u6GX5fE2cWgfFA/NxQsf+zdoGpnX06rb1iUzbVw+CnNz8MLHO3x5v427vL/9mh+Kh/bBRB/jrbwy1hmzP97yfI23ch9u9+eHr50+BN27ZPmy3RLrMNk+2ASA75wzHCLAwlXebzfb18VpqTnefEhCNjUpNjHeMhamePvulBGoa2zCK+t2ev5en+05hPpGf9ZhYnLDJzMnFKCuoQmvr/f+jgzlO2tw4oAe6Jxl/9c7o6gAu2uOYvlnez1/r7LKg1ZfRW9pZlEs3hZv8P6OMxsrD+LEAT2QHZJ423PwKJb5EG+JQVMYzCwqwLodB/DZnkNtP7mD/LhHuh9EBNPH5+Odjbuxv9bbJKTt6+K0NsPHeCuvtPNOKa2JCGYU+Rdvn1fZeaeU1rplZ+H8MXlYtHan5yU9iXWYwrCf5vXqhtOH9cVLq70fbG4MyexRoGW8VfoSb4cYbxkLU7yNG9QLQ/t2x8LV3ic3/JytbP9oxBKThvZBXq+uvux45ZUHrV7/oKWpoweia+dOnm+3hsYmfBKSK5tA7Gp6fq9uvmSxy3aGI/MPxOKtW7Y/8bZpt/3TQROmFxUAABZ6vN32HDyKqkN1oRg0AcCMCQWob1S85vFtiMOwDlNLM3yOt7AkIWcU+RdvTWrvIqytzSzKx95DdXh/s7dJ7/LmOzDYP2gCgBlF+SirrPG8VMCv20v6JRFv733KeMsE4y1zsaR3Ad7dtMfzuyyW74ytw3TSACY3molIXxF5VUQ2xv/uk+Q5Q0TkDRFZLyJrReTWINqaTKdOgunjC/Bm2W5PV6atOVKPiuraUOx0ANCja2ecN2ogXl6z09Pb/32+9zDqGptCs906dRJcPD4fb5bv9rQU6uDRBlRU14Ymmda9y7F487I05fO9h1HXEJ54K8zNwWlDcj1PCiVuIxaWQVPxkFwM6t3N++0Wsk7soNwcFA/1Id4sv1NKa6cNyUVhbg7jLUPnjhqI7l2yPE+mHbuyGY54m15UABH4cl6wfV2clvyKt/LKWBKA8ZaZjZUHQxVvM4sK0NCkeGWtt0nv8sqDvq3DZE1yA8AcAK+r6kgAr8d/bq0BwO2qOgbAWQB+KCJjfWxjWjOKCnC0oQmve1gqsDGesQzLoAmIXd3cVXMUyz/f59l7lIdkEdaW/CiFSkzP8/qe1X7yoxQqTNMaE2YWFWDt9gP4vMq7UoGwLF6bICKYXlSAdzbuwQEP18cpq6xBdpZYvy5OS77E284Qxtv4fM/jrbzyYKjirVt2FqaOHohFa7wtTdlYeRAFIViHKSGvVzeUDOvjQzLtIEbm2b8uTkJzvHlcClVeWcN4c6BsZ02o4m18YS8M6ZvjQzLNvxJPm5IblwN4PP7vxwHMav0EVd2hqh/G/10DYD2AQr8a2JaSYX0w8ISueMnDUoGwXdkEgPN9KE0pq6yBCHByiAbpfpRCHbtCF55486MUqmznwdDF2/SifADelgqUVR5EbvdsDDjB3tvWtTajqAB1jU2elgqU76zBSQN6hmJdnAQ/SqFCGW8TfIi3yvDF28yiAlQdqsMHHpamhKnEM2FGUQE27PS2VKC80v47V7Q2s6jA81IoxpszYYu3RGlKqYelKc3rfvk0VrDpzJOnqjuAWBIDwMB0TxaR4QCKAbzvfdPaJ1aako83ynZ5UppSfbgOf1u2FT27dsbgPuGYLgXESlPOHTUAL63e4Ulpyo79tVjw8XaM6NcDOV3svW1da4lSqDfKvClNScRbjy5ZGNLH7jvztJQohXrJo9KUHftr8fzHFRjerwe6d+ns+usHZXCf7jh1SK5n67xs2lWD19dXYnQI7lzRUvGQXBT09m59nBWf78Oyz/ZhdIgSkMCxUijGW2YSpVBebbcPt+zDB5v3hi7ezh01EDnZWXjRo2TaGxt2obyyBqMLwrXdpo+PJSG9uljwPyu2oepQXei2W3O8ebSfMt6cCWu8eVmaoqp45J1P0aTAmCgmN0TkNRFZk+TP5Rm+Tk8AzwC4TVUPpHjODSKyXESW7969243mt8vMCYM8KU3ZUnUYsx94F+u2H8CvrpiATp3C0xkDYtlYL0pT1m7fj1n3l2L3gaO4a9Z4V1/bBDOKvClN2br3MK544F2srTiAX/1TCONtgjelKeu2H8BX738Xu0Iab5d4VCrw3qdVmP37d9GkwM9mGlNp6IpOnWJXTbwoFXh59Q788x/eQ/+eXfCjC0e5+tom8Ko0Jczx5mUp1D/W7MA3Hg5nvOV0ycLUMd6Upvz5vc9x3ePLMLrgBHzvSye6+tpBy+/tTamAquK3r5Xjx09/jCkn98eVJUNcff2g5XTJwvljvClNefL9cMfb6cO9ibf/em1jaOOtqLC3J6UpDY1N+Nn8NbjnlXJcMqEAF4zNc/X1UzEquaGqF6jq+CR/ngdQKSIFABD/O2l2QESyEUtsPKmqz6Z5r4dVtURVSwYMGODFx0nKi9KUj7dWY/YDpag6WIc/X38mZk4ocO21TXH+mDx0cblU4K3y3bjqwaXoJIKnbzob55zc37XXNkVzvLm43T7eWo2v/r4Uew7W4YnrzsAlEwa59tqm8KIU6u3y3bjqoaUAgKdvPBuTQxhvXpSmPP9RBa5+9H0M7NUNz/3gHIwv7O3aa5vC7dKUxJWSH/zlQ4wd1AvP3HQOhvYLz+yqBMabM16UQj26ZDNuejLc8eZ2aUpTk2Leyxvws/lrcO6ogfj7DWejf8/wlEAlJEoFPtntTqlAXUMT7vifVfjtaxtxxcTB+O/vnI6eXcMzCzLB7dKURLz99DnGWyYS8fafr5WHNt68KE05dLQBNzyxAk++vwU3fuUk/O7rxb6VKhqV3GjDAgDXxP99DYDnWz9BYnNHHwWwXlV/42Pb2s3t0pRX1u7E1x5eipwuWXjmpnNwxoi+LrTSPD27dsa5pwzAy2vcKU35+7It+O5jyzC0Xw8894PJGJ3fy4VWmicRb27dpefVdZX4+sPvoVt2LN7OPLGfC600T6IUyq279Dy1bCuufWwZhvTtjvk/nIwxBeGMt0RpihtJIVXF/W9swq1/+wgTh/bBMzeegyF9wzdgAo6Vprix3RqbFP/+wjrctXA9Lh6Xj79+7yz0C2EHFmC8OeV2vP3bgrX45YvrQh9v58VLBdxIph2pb8Stf/8ID771Cb555lA8fPUk9AjZgCkhkYR046LegSP1+O5jy/A/K7bhtgtG4p4rJ6BLZ5uGMu13rovxdrQhQvGWKE1hvGWkuTTFhaT3rgNH8LWHl+LNsl24a9Z4zJk+2tcZ3jZ9Q/MAXCgiGwFcGP8ZIjJIRF6KP2cygKsBTBWRj+J/ZgTT3NQSd01Z3MHSlMff/Qzf//MKjMo7Ac/eNDlUixMmM3NCASoPHMWKLc5LU1QV9ywqw78+sxqTT+6Pp288G/m9u7nYSvO4dZeePy39DN9/YjlOyeuJ534Q/nhzoxRKVfHrV8rwL8+swuST++Op758V+nibWZSPNRUHsKXqsOPXaGhswk+eW427F5Xh8tMG4U/XnYHe3cOxonsyifVx3i7vWKlAbV0jbvzzCjz27me4fsoI3P/PE3257VqQGG+ZY7w5k9Pl2F0sOrIeU/XhOlz96Pt44ePtmDN9NO6aNR6dQ7T4amsFvXMwaVifDg/St1fX4soHluK9T6twz5Wn4rYLTgnVejituVUKVX24Dlc/8kFk4i1RCtXReNuxvxZXPRideCsq7I3BfTp+q/CNlTX46u/fxae7D+GRa0rwrbOGudTC9rMmulW1SlXPV9WR8b/3xh/frqoz4v9eoqqiqhNU9bT4n5fSv7L/Sob3xYAOlAo0NinuenEdfrFgLc4fnYe/3nBWqFZzTyVRmuJ0IbSjDY340VMf4743NuHrpw/Bo9eUhG5qWTLN8eZwuzU2Kf5j4Tr8n+fXYurogZGLN6f76dGGRtz+1Me4d/EmfK0kFm8nhOSWa+kkrpo47VjUHKnHdY8vx18/2IqbzzsZv/3aaejaObwDpoSZE/JR1+h8fZzdNUfx9T+8h9fWV+IXl47Fzy4ZG7q1cJJhvDnDeHNmRlEB9hysw/ubqxz9/8T6aB9v3Y97v1GMG79yUqgHTAmJUoFPHZYKrN2+H1/9fSm2V9fisWvPwD9NGuxyC83U0VKoRLx9tLUav2O8tVtiPb6KfdGJNxHBzHhpyv7DzpLe736yB7MfeBd1jU34+w1nY+pof9bYaM2a5EaYZLUoTTlcl1mpwN5DdfjOHz/AI0s245qzh+GhqyeF6o4L6XSkNGXbvsO48sGleG5lBX580SmYO7soVLepSyerk2CGw1KoRLz94Z3N+PbZw/DQ1SWRirfzRjmPt6seXIpnV1bg9gtPwbwrohNvQ/p2x6mDeztKCpVX1uDy+0uxZNMezJ1dhB9PGxWJjhgAFA/pg/xe3bBw1c6M/++Kz/fiknvfQdnOA3jwW5Nw7eQRHrTQTEP6Oi9NiXq8xe7Sw3jLxHmjByAnO8tRvC3eUIlL7n2neX20S08N33pVqcxIlKY42G7PrNiGKx54t3l9tCkjw7deVSodKYV6Y8MuXHrfElTF10e7LELxNr0D8fbsh9GNtxlFBahvVLyyLrPzgqriD29/iqsf/QB58fWqigYHt15VNHrbBppRVIAj9ZmVpqzcsg+X/O4dvL95L351RRH+/fLxyIrAlZKWEqUpH2ZQmvJm2S5ccu8SbN59CA9dPQk3Tx0ZmQ5sgpNSqJbxNm92Ef79snGRi7cZRZmXQr1VvhuX3LsEn+4+hAe/NQm3nB/NeFtdsT+jUoHnP6rA5feV4kBtA568/kx844yhHrbQPJ06CaYX5ePtjbtR085SAVXFH0s342sPHVsHZ9q4fI9bap6ZRfmMtww1l6Yw3jLSvUtnTB09EP9YU9nu0pTGplh54ncfW47BfbrjhZunhHZ9tFSOlaa0f9B0pL4RP3luNW5/+mOcNiQXC26eEtr10VJxUgrV2KT4zStluPaxZSjMzcGCmyeHdn20VJzE29GGRvz0udX40VPRjbcJgzMvTak5Uo+b/vwh/uOl9bhwTB6e+8E5GNwn2PWqmNwIyOnD+6J/z/aVpqgqnlj6Ga56aCk6dRI8e9M5+Nrp0eqIJTSXprRjuzU1xW4Vdu1jy5DfqxsW3DIlch2xhExKoVrH2zM3noOvnzE0cgN0ILNSqES8feePHzTH28XjoxlvM4riC3qtaXu71TU04RfPr8Gtf/sI4wt74aX/NQVnRawjljCz+dbNbSchDx1twC1/XYl/f2Edzh01EAtunoJxg8J3Z4/2aF5AjvGWkZkT8hlvDsRKU462q1Sg6uBRXPPfH+DexZtwVclgPPuDcN5Jpj1mFBVg/Y4D2Lyn7Vs3b917GFc9tBR/id9p4c/XnRmJcthkMimFSsy2/d3iTbhyUizehvXr4UMrzZNJvCVmdz8Z8XhL3DVlyaY92F/bdtK7bGcNLruvFK+ur8RPZ4zBA9+aaET5NZMbAcnqJJhRlI/FG9KXphyua8D//vtH+Pnza/GlkQPw4i1TQnlruvbq2bUzvnLKALy8Ov1dLPYdqsO1jy3Db1/biK8WF+K5H0zGiP7RPMAD7S+FahlvU07ujxdvmRLo1LKgtbcU6rh4O43x1t7SlO3VtbjqoaV4fOnn+N6XRuAv3zsLA3uFe8HVdCYOjZemtLHdNu2KlVO8tHoH/vXi0Xj46knonRN8hyIojDdnmkuhGG8ZOW/0AHTLbns9pg+37MMl9y7BB5/FZtv+v386NdQLrralvaUpb5bFyikSs23nTB8d6gUw29LeUqjWs7vvvpLxBrQv3lrO7o56vM2Ml6a82sZdU+avrMCs+0tx8GgD/nL9mfjel0805iJodL89AyRKU97YsDvp7zfsPIBZ95fi+Y+348cXnYJHvl2C3O5dfG6leWYWFWDngSNYufWLpQKqimWf7cUl9y7B0k+q8P99tQi/vvJU5HSJ7gE+oa1SqJbxdvuFp+DRa05nvCF9KZSqYnmLePuPr47Hr69ivAGxeFu1bT+27v1iqYCq4o0NsQ7Fpl0H8ftvTsRPZ46NzLokqSRKU94qT14q0NikmL+yApfdV4rqw7G6/ZvOPSkSCzm2hfGWOcabM4nSlJfXJC8VqGtowmOlm/G1h5aic1a0Z9u2VNA7BxOH5qacCXmkvhH/+eqx2bYvRHi2bUvHSqFSx9vj73J2d2vNpSmMt4y0VZpy8GgDfj5/DW77+0coKuyNhbdMMa7sKRorAxoqUZqycPV2zJxQAFXF2u0HsGjtTryythJllTXo26ML/vTdM/ClkQOCbq4xzh8zEF06d8KLq3Zg0rC+aGpSfLhlH15ZV4lFa3fi86rDKMzNwf/cdDYmDM4NurnGaI63VTtwyYRBSeOtT/dsxlsridKUF1ftQMnwWLyt3LoPi9YeH29P33g2Th2SG3RzjTGjqABzX96Ahat34MavnIT6xiZ8sHkvFq3diVfXVWLH/iM4Ja8nHvjWJJw0INy3Fc7EzKIC/LH0M7y+fhdmFRfiSH0j3v1kDxatqcRr6ytRdagOk4b1wf3/PDH0txXOBOPNGcabMzOKCvDS6p34YPNenH1SPxw62oC3yndj0dqdWLxhF2qONGDq6IH4z6tOC/VthTM1o6gAdy1cj817DmFE/x7Yf7gei8sqsWhNJd4q343a+kbMnliI/5hVxIsELcwoKsDC1Tvw/uYqnHNS/+Z4e2XtTrzOeEtpRlEBfvniOsZbBhKlKX8s3Yz9tfXonZON3TVH8dr6WJ/33U1VqGtswg1fPhF3TBtl5EUCUXV+r+6wKCkp0eXLlwfy3j+fvwZPr9iKr58+FK+uq0RFdS06SWwgOm1cPi49dVAk677acv3jy7FqWzXOH5OHV9dVYs/Bo8jOEpxzUn9cNC4Pl0wYFOlps6kw3pz53p+W46Ot1biA8ZaRy+5bgoNHG3Da4Fy8vmEX9tfWo1t2J3x55ABcNC4fM4sK2KFopalJcc68xcjr1RWD+3THm2W7cKiuESd07YzzRg/ERePyMG1cvpEdiqAx3jLHeHPmcF0DJv7yVRQP6YPuXbLwzqY9qGtoQp/u2bhgTB4uHp+P80YNjPwsl9a2V9finHmLccGYgThS34T3Pq1CQ5Mir1dXXDQ2H9PH5+Psk/oZM73dFC3jrUfXLLy98fh4mzYuH1NHM95a27G/FmfPZbxl6qOt1Zh1fykuO3UQtlfXYsWWfVAFhvTNwbSx+Zg5oQDFQ/sE2kYRWaGqJcl+x5kbAbvstEF44r3P8dcPtuBLIwfg1gtG4oIxeejbg+UA6Vx22iC8tr4SCz6qwLmjB2LauHycO2oAehmwkI3JEvH2lw+24Msj+zPe2umyUwfh1XXH4u2isXk4b/RAxlsbLjt1EO5auB5VB+tw/pjYfvrlkQM4wEyjUyfBJRMK8MiSzdi+/wguLy7ERWPzcPZJ/dC1M7dbOoy3zDHenOnepTMuGJOHF1ftQGFuDr555lBMG5ePkmF9Il2v35ZBuTk4fXgfvLZ+F04c0APf+/KJuGhsHk4dnMuBeRrdu3TGhWPz8cLH2xlvGSjonYMzhvdlvGXo1MG9Maxfdyz4eDvGFvTCreePxLRx+Ridf4IViSDO3ECwMzcAYN32AxjWrzt6dGWuqb1UFWsqDmBkXs9IL5jkBOMtc4w3Z+obm1C2swaj8k/gld8M1NY1YvOeQxidfwI7YBlgvDnDeHPmwJF67Nx/BCMH9rSiw2+KqoNHsb+2HieyPCwjjDdnGG/O7Nx/BPWNTRjS18y7O6WbucHkBoJPbhARERERERFReumSG7y0QURERERERERWY3KDiIiIiIiIiKzG5AYRERERERERWY1rbgAQkRoAZUG3gyKjP4A9QTeCIoPxRn5ivJGfGG/kJ8Yb+YnxltowVR2Q7Be8XUJMWapFSYjcJiLLGW/kF8Yb+YnxRn5ivJGfGG/kJ8abMyxLISIiIiIiIiKrMblBRERERERERFZjciPm4aAbQJHCeCM/Md7IT4w38hPjjfzEeCM/Md4c4IKiRERERERERGQ1ztwgIiIiIiIiIquFMrkhIkNE5A0RWS8ia0Xk1vjjfUXkVRHZGP+7T/zxfvHnHxSR+1q91iQRWS0im0TkdyIiQXwmMpdb8SYi3UVkoYhsiL/OvKA+E5nLzeNbi9dcICJr/PwcZAeXz6ddRORhESmPH+euCOIzkblcjrdvxPtvq0TkHyLSP4jPROZyEG8XisiKeFytEJGpLV6L4wVKy61443ghvVAmNwA0ALhdVccAOAvAD0VkLIA5AF5X1ZEAXo//DABHAPwcwI+TvNYDAG4AMDL+52KP2072cTPe7lHV0QCKAUwWkemet55s42a8QURmAzjoeavJVm7G208B7FLVUwCMBfCW140n67gSbyLSGcB/AThPVScAWAXgZn8+Alkk03jbA+BSVS0CcA2AJ1q8FscL1BY3443jhRRCmdxQ1R2q+mH83zUA1gMoBHA5gMfjT3scwKz4cw6p6hLETpLNRKQAQC9VXaqxxUn+lPg/RAluxZuqHlbVN+L/rgPwIYDBfnwGsodb8QYAItITwI8A3OV9y8lGbsYbgO8CmBt/XpOq7vG29WQbF+NN4n96xK+g9wKw3fMPQFZxEG8rVTURR2sBdBORrhwvUHu4FW8cL6QXyuRGSyIyHLGs1vsA8lR1BxALMAAD2/jvhQC2tfh5W/wxoqQ6GG8tXycXwKWIZXCJknIh3n4J4NcADnvVRgqPjsRb/JgGAL8UkQ9F5GkRyfOwuWS5jsSbqtYDuAnAasSSGmMBPOple8luDuLtCgArVfUoOF6gDHUw3lq+Ti44XjhOqJMb8auSzwC4TVUPOHmJJI/x9jKUlAvxlnidzgD+CuB3qvqpW+2jcOlovInIaQBOVtXn3G4bhY8Lx7fOiF1ZKlXViQCWArjHxSZSiLhwfMtGLLlRDGAQYmUpd7raSAqNTONNRMYB+BWA7yceSvI0jhcoKRfiLfE4xwtJhDa5ET+xPQPgSVV9Nv5wZXzqWKLkZFcbL7MNx0/zGQxOa6QkXIq3hIcBbFTV37reUAoFl+LtbACTROQzAEsAnCIib3rTYrKZS/FWhdgMoUQy7WkAEz1oLlnOpXg7DQBU9ZN4mcBTAM7xpsVks0zjTUQGI3Yc+7aqfhJ/mOMFaheX4i2B44UkQpnciNdXPgpgvar+psWvFiC2IAvifz+f7nXiU4NqROSs+Gt+u63/Q9HjVrzFX+suAL0B3OZyMykkXDy+PaCqg1R1OIApAMpV9Vz3W0w2czHeFMALAM6NP3Q+gHWuNpas5+L5tALAWBEZEP/5QsTq24maZRpv8RKAhQDuVNXSxJM5XqD2cCve4r/jeCEFifU3wkVEpgB4B7Fay6b4wz9BrK7pKQBDAWwBcKWq7o3/n88QW3CqC4BqABep6joRKQHwGIAcAC8DuEXDuNHIMbfiDcABAFsBbACQqKm7T1Uf8eNzkB3cPL61eM3hAF5U1fG+fAiyhsvn02GIrfaeC2A3gGtVdYtfn4XM53K83QjgVgD1AD4H8B1VrfLtw5DxMo03EfkZYuVNG1u8zEWquovjBWqLW/GG2LGO44UUQpncICIiIiIiIqLoCGVZChERERERERFFB5MbRERERERERGQ1JjeIiIiIiIiIyGpMbhARERERERGR1ZjcICIiIiIiIiKrMblBRERERERERFZjcoOIiIiIiIiIrMbkBhERERERERFZjckNIiIiIiIiIrIakxtEREREREREZDUmN4iIiIiIiIjIap2DboAJ+vfvr8OHDw+6GURERERERESUwooVK/ao6oBkv2NyA8Dw4cOxfPnyoJtBRERERERERCmIyOepfsfkBhERERERUQbmr6zA3YvKsL26FoNyc3DHtFGYVVwYdLOIIo3JDSIX8URHREREFG7zV1bgzmdXo7a+EQBQUV2LO59dDQDs9xEFiAuKErkkcaKrqK6F4tiJbv7KiqCbRkREREQuuXtRWXNiI6G2vhF3LyoLqEVEBDC5QeQanuiIiIiIwm97dW1GjxORP1iWQuQSnuiIiIiIwm9Qbg4qkvTvBuXmBNAaigKWvrcPZ24QuSTVCY0nOiIiIqLwuGPaKORkZx33WE52Fu6YNiqgFlGYsfS9/ZjcIHIJT3RERERE4TeruBBzZxehMDcHAqAwNwdzZxfxSjp5gqXv7ceyFCKXJE5onDJGREREFG6zigvZxyNfsPS9/ZjcIHIRT3REREREROQWrvHSfixLISIiIiIiIjIQS9/bjzM3iIiIiIiIiAzE0vf2Y3KDiIiIiIiOw1tPEpmDpe/tw+QGERERERE1S9x6MnGHhsStJwFwgEVExuKaG0RERERE1Iy3niQiGzG5QUREREREzXjrSSKyEZMbRERERETULNUtJnnrSSIymXXJDRG5WETKRGSTiMxJ8vtvisiq+J93ReTUINpJRERERGQj3nqSiGxk1YKiIpIF4H4AFwLYBmCZiCxQ1XUtnrYZwFdUdZ+ITAfwMIAz/W8tEREREZF9eOtJIrKRVckNAGcA2KSqnwKAiPwNwOUAmpMbqvpui+e/B2Cwry0kIiIiIrIcbz1JRLaxLblRCGBri5+3If2sjOsAvJzsFyJyA4AbAGDo0KFutc9YvFc5ERERERERhZVtyQ1J8pgmfaLIeYglN6Yk+72qPoxYyQpKSkqSvkZY8F7lREQUFCbXiYiIyA+2JTe2ARjS4ufBALa3fpKITADwCIDpqlrlU9uMle5e5exgEoUTB5RkAibXiYgozNjfMottd0tZBmCkiIwQkS4Avg5gQcsniMhQAM8CuFpVywNoo3F4r3KiaEkMKCuqa6E4NqCcv7Ii6KZRxKRLrhMREdmM/S3zWJXcUNUGADcDWARgPYCnVHWtiNwoIjfGn/Z/APQD8HsR+UhElgfUXGPwXuXkhfkrKzB53mKMmLMQk+ct5oHcIBxQkimYXCciorBif8s8tpWlQFVfAvBSq8cebPHv6wFc73e7THbHtFHHTQsGeK9y6hhONTcbB5RkikG5OahIEndMrhMRke3Y3zKPVTM3yJlZxYWYO7sIhbk5EACFuTmYO7sIs4oLefWdHGGm2mycrUWmuGPaKORkZx33GJPr1FHsuxCRCdjfMo91MzfImWT3KufVd3KKmWqztTVbi4tfkV8SccV4I7ew70JEpuDsePMwuRFhvIsKOcWp5mZLN6DkwIDJHb8lS64TOeWk78J9nqht3E8yxwS+eZjciDBefSenmKk2X6oBZdSTmkzuUAI78nbKtO/CfZ6obdxPnGMC3yxMbkRYGK++s7PqD2aq7RX1pKYpyR2Tj1Umt80t7MjH+PVdu/k+mfZdTNnniUxm634ShfMVZYbJjQgL29X3qHVWgz6gM1NtpzAmNTNhQnLH5GOVyW1zk60deTf59V27/T6Z9l1M2OeJTGfjfhKV8xVlhndLsZBbq4Snu4uKjaJ0B4/EAb2iuhaKYwd0rhjvvrCtyh/1u1eYsLK502OVH7EYleOojR15t/n1Xbv9Ppn2XUzY550K2/mHzGXjfhKV8xVlhjM3LON2ljJMV9+j1FnlVUd/hPGqQNRLikyYsebkWOVXLEblOBr1GUyAf9+10/dJNzsxk76LCfu8E2E8/5C5bNxPonK+oswwuWEZDmpTi1JnlQd0f5i+vzktTQpTUjNTJiR3nByr/IpFp8fRoMvkMmVjR95tfp0znbyPmwN7E/b5tiTbf0w//1C42LCftBalfj+1H5MblonSoDbTznKUOqtRGYAEzeT9jVf1nAs6uePkWOVXLDppm42xaGNH3m1+nTOdvI/bA/ug9/l0Uu0/rT9/ggnnHwonk/eTZKLU76f2Y3LDMlHJUjrpLEepsxqVAUjQTN7feFXPG34kAJ0cq/yKRSdtszUWbevIu82vc6aT9zE5sey2VPtPlggaVb/wfBPOP6Yw9YKNqe0Kmyj1+6n9mNywTFSylE47y1HprEZpABIkk/e3KHX+/eJnAjDTY5WfsZhp2xiL9vLrnJnp+5icWHZbqv2kURU52VlGnn9MYOoFG1PbFVZR6fdT+zG5YZmoZCnZWW4bByCpuXXVxOT9LYyd/6CvdpmcAGQsmi/o+A0TkxPLbku1/xS2WHuDMfVFph6vTW0XRVMUz0tMblgoClnKdJ3lKO6obojKACQqdxQKW+ffhKtdpicAGYvmMiF+w8TkZJ7b0u0/pu7zJjD1eG1quyh6onpe6hR0A4iSuWPaKORkZx33WE52Fs4bPQB3PrsaFdW1UBzbUXnv97al2qZhG4BE5b7ns4oLMXd2EQpzcyCIXeWbO7vI2hOWCd9bqkRf2BKAbgtbLDphQvyGzaziQpTOmYrN82aidM7U0MYT9x9nTD1em9ouip6onpc4cyNEwjSjIdVVG073cy4qV8LSXTUJ0z4CmHsl3wkTrnZxBoJzJseiH/u9CfFL9jJ5/zGVqcdrU9tF0RPV8xKTGyERxqlHyU72//vvHyV9bth3VLdEoQOVqvymd0526PaRMDGhbCoqCcAo8evcaEL8EkWJqcdrU9tF0RPV85LryQ0R6Zvu96q61+33pOgsYBTVHZXaL9VVExFEYh+xlSlXu6KQAIwSv86NpsQvUZSYerw2tV2mC9vs2qBF9bzkxcyNFQAUgAAYCmBf/N+5ALYAGOHBe0ZeVKYeRXVHjQKv73DCWT9m49Uu8oJf50bGL/mNA0H/cFt7L4wz0IMW1fOS68kNVR0BACLyIIAFqvpS/OfpAC5w+/0oJiozGqK6o4adH3c4uXtRWST2EZvxahe1JdNBhp/nRr/ilwMt4kDQP6ZvaxuPB8naHJUZ6H6LYr9KVNWbFxZZoaqTWj22XFVLPHnDDigpKdHly5cH3YwOaX3wBWIzGrjiNrVH0CfHyfMWJx2AFObmoHTOVFfeo619JOhtkI7JbSPyi5PzXNjOjek+D+Bu4p/HHXP5cc6kGJO3tdPjW5D7dqo2t05sJAiAzfNm+tI2gMc9W8TzDElzCl4uKLpHRH4G4M+Ilal8C0CVh+8XaZzR4FzUD2QmXJXwY+p4un3EhG2QisltA7j/kH+cXNkL27kx1Tb4twVrcbShybXjhOnHHTfZeAyLSimyCUze1k6OiUHv26nanCWCxiQX3P2cXRv0tmnZDtuOSSbxMrnxDQC/APBc/Oe344+RR6I49aijTDmQBcmEqYB+TR1PtY+YsA1SMblt3H/IT04HGWE6N6b6rNW19V94rCPHCZOPO27y8xjm5oDF1lJkGwdtJm9rJ8fEoPftVG1rVP3CDA6/19QLetsA7Fe5oZNXL6yqe1X1VlUtjv+5lXdKIdOkO5BFhZ9XJeavrMDkeYsxYs5CTJ63GPNXVgCILRSbk5113HP9PKmZfGXG5LZx/yE/pRpMmDDI8Eumn9XpccLk446b/DqGJQYsFdW1UBwbsCTOgZkK+pzphNvbwC8mb2snx8Sg9+1UbSvMzcHc2UUozM2BtPg5MaBP1X90U9DbBmC/yg1e3Ar2t6p6m4i8gFg5ynFU9TK33zOMbMxu28jvgb2J36lfVyXak40OavuYcGUmVXyY0LZUTOgImMDUfdtWqbYn75aV+o5h3bI7Yd/hL87ecHqcMPm44ya/jmFuXxEO+pzphAlXxZ0weVs7OSYGvW+na3OqWXZ+zWYIetsA7Fe5wYuylCfif9/jwWtDRC4G8F8AsgA8oqrzWv1e4r+fAeAwgO+o6odetMUrnJLkn3QHMjcHLCZ/p34NGNrq2AQ5dTzoQVO6+Ai6bemY0BEImtv7tsmJEj/aZnIS1ASptgEAV48TJh933OTXMcyLAYtt5VY2D9pM3dZOjolB79tO2uxXYizobQOwX+UGL24FuyL+91uJx0SkD4AhqrqqI68tIlkA7gdwIYBtAJaJyAJVXdfiadMBjIz/ORPAA/G/rWFrdtuJoDvyqQ5k540e4OqAxeTv1K8Bg8kdm6AHTeniI7Eau4kDOhM6AkFzc982OQnqV9tMToKaIt02cOs4EfQx0S9+HcM4YOE28Eqmx0QT9u1M2+xX/9GEbcN+Vcd5eSvYNwFchlgC5SMAuwG8pao/6sBrng3g31R1WvznOwFAVee2eM5DAN5U1b/Gfy4DcK6q7kj1uieccIJOmjQp1a9999mZPwZEvvgLVQx/35MJMYE42G80qk68GJqV3fyYNNaj36f/QM+qDb62Y9/QL6OxSy9k1R1Any1vx37u2vsLz806uh9DVj6c8XtE5TtNZ2vxDa5u0zCxOT6S7T9+7r9Bc/O782Ifcev78Wv/tXlfcFvU9y2/+LGdTenvBInbgJyKWv+Rx/62vfXWW4HcCra3qh4QkesB/FFVfyEiHZq5AaAQwNYWP2/DF2dlJHtOIYDjkhsicgOAGwCga9euHWyWu7LqDiTfiesOBNAa7+wb+uXjTnIAoFnZ2Df0y77uxD2rNnzh/facfEnS5zZ26eXoPaLynabTZ8vbSTs2fba8HWCrzGBzfCTbf6LEze8u1fHF6XGn9WCisWtvVJ14MQBk/J253bZUbN4X3OTmd+e2sHW8/TiGJV4/TNstU6Zvg7DFdZi43X/087t28l5R71d1lJczN1YDuAjA4wB+qqrLRGSVqk7owGteCWCaql4f//lqAGeo6i0tnrMQwFxVXRL/+XUA/5Iol0mmpKREly9f7rRZrms9/ReITUlquWpwGIyYs/CLK84CEACb58109b0yLX+ZPG9x0umThbk5zWUCmb5/FL7TtgRdhmSqqMVHmOLAze/O7eOOm6/ndttSidq+kIpf2ztT/H6oLTYe3xnX5nMrrvz8rhlX3hGRQGZu/F8AiwCUxhMbJwLY2MHX3AZgSIufBwPY7uA5RjOh5ssPJt2lozW3a96i8p22hfXyyUUpPkxeV8IJN787t487btYp+1UH7HR7uj2gCnqAZuoaRSavH0XBs/X4zrg2n1v9Rz+/a8ZVMDxLbqjq0wCebvHzpwCu6ODLLgMwUkRGAKgA8HUA/9zqOQsA3Cwif0OsZGV/uvU2TBWFQaApd+lIxovBpl/fadCdcnImCvs84P7J3oR4d+u7c/u442YC2c8EXKbb04s71gQ9QDN18UVTky7kv2THXqfH96CP44zr6PDzu2ZcBcOz5IaInILYnUryVHW8iEwAcJmq3uX0NVW1QURuRmxGSBaA/1bVtSJyY/z3DwJ4CbHbwG5C7Faw13bwo5BHTL9Lh42DTS865UF3Oihc3DzZmzAITcfJvuPmcceLGWgmbNfW3E6YmXC1zdQV89tKukTlfGHr5/Rqan/i2Nt6v0lId3w34ThuajLRdibuJ35+14yrYHhZlvIHAHcAeAgAVHWViPwFgOPkRvx1XkIsgdHysQdb/FsB/LAj70H+8aOzHKWDixdXxYPudJB//OiIuLk/mjAITcWEfScq5U5uXx0z4Wqbqd9duqSLCTHvB1s/p5vtTnXszRJBY5K1/NId3004jpuaTOyIoBMLpu4nfn7XJsdVuvgIOnY6ysvkRndV/UCOv6Vbg4fvR5SUyQcXt7ndKTeh00H+8Ksj4ub+aMIgNBVT9h1TZ1u4ye0EtikJcRO/u3RJl8nzFhsR814zZd/OlJvtTnWMbVRFTnZWRsd3v4/j6QZuNg/oWjJhFq+p+4nfJZZ+vVcm0sUHACOTUpnwMrmxR0ROAmI3xBCRf0Kr27ES+cHUg4sX3O6UmzB4tD2DbAu/OiJu7o+mDEKTMWHfiQq3E9hRSog7kSrp4jTmbTvGm75vp9qebrY71bG3sMXaG+39Pv0sdWpr0G9q3AWdWHCSLDF5P/HzuzYxrtLFR+LfyX5n2udIxcvkxg8BPAxgtIhUANgM4Jsevh9RSiYeXLzgdqc86MGjqdMaO8LUjryfHRG39se24j3Ibe3nvmNqTPnF7QR2lBLibnIS8zYe44M+L6aTbnu62e50x95Mj+9+ljqZOpsgHRMSC062m8n7SdQ5iQ8TklLt1cmrF1bVT1X1AgADAIwGcC6AKV69HxHFTnRzZxehMDcHgthVlI7cT/uOaaOQk5113GN+XsFsK7tsm0QnpaK6FopjnZT5KyuCblrKDofJHZF08R70tvZr3wn6c5piVnEhSudMxeZ5M1E6Z2qHBypuv17Q5q+swOR5izFizkJMnrfYk/hwEvM2HuODPi+mk257utluN/sa6V7LaXykineTZxOk4mQbuH0+d7LdTN5Poi5dfNjYF2zN9ZkbItILsVkbhQCeB/Ba/OcfA/gYwJNuvycRHePmLJWgr2Da2BFJx+SrRrZOxU8V70Fva7/2naA/J5nPr9kRTmLexmN80OfFdNJtTy9mOLnZ13Cr1Mmv2St+cZpYCHoWr8n7iQmCnHHZVnzY2BdsyYuylCcA7AOwFMD3APwLgC4AZqnqRx68HxF5KMiSHhs7IumY3JFP1xFxchIOulTChG3tx75jwucks/mZAMs05m09xpta6trW9jS13ak4iY+2Zq/YNnAzIbHgdLvZFm9+Cbocrz3xYXNSyovkxomqWgQAIvIIgD0AhqpqjQfvRYYJekBD4WJjRwRIvR+Y3pFP1hFxchIO+sQN2DtoylRUPic5Z3ICzNZjvKnCtj2dfB4/Z6/4wYTEgo3bzWQmzLhMFx+2J6W8SG7UJ/6hqo0ispmJjWgwYUBD4WLjCTXdfmBjx9PJSdiEE7eN29qJqHxOcs7kBJiNx3iThW17Ovk8YZu9Ysp3att2M5nJCecw8CK5caqIHIj/WwDkxH8WAKqqvTx4TzJAW4seBX1gJjvZdkJNtx+Uzpna/Bxb9gU3V9X2uyQEsGtbOxGVz0nOmZ4As+0Yb7qwbU83775iulSzPsP2nUadyQnnMHA9uaGqWW0/i8Io1cAlceWaMzpSYzlPeLQ1sLetk+LkJGzKidu2be2UrZ+Txz1/MAFGUWJrvHP2s/ncOmfZnICzgRczNyiiUg1oskQCn6JuMp7QwsWUgb1bnJyEeeKmtvC45y9bE2BETtgY7yaUc1Jqbp6zbE3A2aJT0A2g8Eh1T+tG1aTPZ21ZjNP7uJOZwnZv91nFhZg7uwiFuTkQAIW5OZg7uyjtSdjJ/6FoidJxb/7KCkyetxgj5izE5HmLMX9lRdBNIiLDmFDOSam5fc6aVVyI0jlTsXneTJTOmcr+kYs4c4NckyoTefeislBdyXYbT2jhEsaMvJOrYDZeOWsLyyjcE5XjHmeo2I37PPklbLM+wyYq56wwYHKDXJVqQMMp6qnxhBY+YRzYRx0Hqe6KynGPU83txX2evJAqYcZyTrNF5ZwVBixLIc9xinp6YStjiBJON4+OKJVR+CEqxz1e7bMX93lyWyJhVlFdC8WxhNn8lRXsKxsuKuesMODMDfIFr2SnFsYyhijgVb1o4SDVXVE57vFqn724z5Pb2prJxb6yu9wsK4vKOSsMmNwgMkDYTmhRqFPmdPNo4SDVfWE77iXDqeb24j5PbmPCzD9eXICKwjkrDFiWQkSuSjftMkzYSYkWTkklIPNSNE41txf3eXJbqsQYE2buY1lZdHHmBhG5KiozGnhVL1o4JZWcXgnk1T47Od3nozBzkZzhTC7/8AJUdDG5QeQAOy+pReWEwk5K9HCQGm1RSdzSMZnu87auxcQ+jT/CmCQ3NXaidAHK1O8gKExuEGXI1s6LX6JyQgljJ4WIUvMicctOabjYmABjn8ZfYUqSmxw7UbkAZfJ3EBQmN4gyZGPnxU9ROaEA4eqkmI6DQAqa24lbdkrDx8aZi+zTkFMmx05ULkCZ/B0EhckNogz52XmxcUAXlRMK+YeDQDKB24lbdkrDx8aZizYmZMgMpsdOFC5Amf4dBIHJDaIM+dV5sXlAF4UTCvmHg0AygduJW3ZKw8fGmYs2JmTIDIyd4PE7+CJrbgUrIn1F5FUR2Rj/u0+S5wwRkTdEZL2IrBWRW4NoK4WbX7eH422s2pbpbRnJThwEkilmFReidM5UbJ43E6VzpnYoucbbQoaPjbf+5S1vySnGTvD4HXyRTTM35gB4XVXnicic+M//2uo5DQBuV9UPReQEACtE5FVVXed3Yym8/Cq74IAuPZtntlBmeGWCwsjGq/zUNttmLrKUlJxi7ASP38EXiaoG3YZ2EZEyAOeq6g4RKQDwpqqm7QGIyPMA7lPVV9M9r6SkRJcvX+5ia4k6bvK8xUkHdIW5OSidMzWAFpmF2yc6WieygNgg0PQrokRtsXFdJSIioiCJyApVLUn2O5tmbuSp6g4AiCc4BqZ7sogMB1AM4H0f2hZK7HQFi1f10uPMlujglQkKK9uu8tuAfRciougyKrkhIq8ByE/yq59m+Do9ATwD4DZVPZDiOTcAuAEAhg4dmmFLw49T/oPHAV16LFWIFg4Ciagt7LsQEUVb6MpSRCQbwIsAFqnqb9rz2ixL+SJO+SfTsVSBiIhaYt+FiCj80pWlWHO3FAALAFwT//c1AJ5v/QQREQCPAljf3sQGJccp/2Q6G1elJyIi77DvQkQUbUaVpbRhHoCnROQ6AFsAXAkAIjIIwCOqOgPAZABXA1gtIh/F/99PVPWlANprtXRT/lnPSqZgqQIRESWwXJGIKNqsmbmhqlWqer6qjoz/vTf++PZ4YgOqukRVRVUnqOpp8T9MbDiQ6r7J540egDufXY2K6loojtWzzl9ZEUxDiYiIiJC678KFuImIosGa5Ab5K9WU/zc27D5ujQMAqK1vxN2LyoJpKBERERFYrkhEFHXWLCjqJS4o2n4j5ixEsogRAJvnzfS7OURERERERBQRYVlQlAyQqm6V9axEREREREQUFCY3KCOsZyUiIiIiIiLT2HS3FDJAom6Vd0shIiIiIiIiUzC5QRnj7TeJiIiIiIjIJCxLISIiIiIiIiKrMblBRERERERERFZjWQoREVHEzF9ZwbWTiIiIKFSY3CAiIoqQ+SsrcOezq1Fb3wgAqKiuxZ3PrgYAJjiIiIjIWixLISIiipC7F5U1JzYSausbcfeisoBaRERERNRxTG4QERFFyPbq2oweJyIiIrIBkxtEREQRMig3J6PHiYiIiGzA5AYREVGE3DFtFHKys457LCc7C3dMGxVQi4iIiIg6jguKEhERRUhi0VDeLYWIiIjChMkNIiKiiJlVXMhkBhEREYWKqGrQbQiciNQA4DLx5Jf+APYE3QiKDMYb+YnxRn5ivJGfGG/kJ8ZbasNUdUCyX3DmRkyZqpYE3QiKBhFZzngjvzDeyE+MN/IT4438xHgjPzHenOGCokRERERERERkNSY3iIiIiIiIiMhqTG7EPBx0AyhSGG/kJ8Yb+YnxRn5ivJGfGG/kJ8abA1xQlIiIiIiIiIisxpkbRERERERERGQ1JjeIiIiIiIiIyGqhTG6IyBAReUNE1ovIWhG5Nf54XxF5VUQ2xv/uE3+8X/z5B0XkvlavNUlEVovIJhH5nYhIEJ+JzOVWvIlIdxFZKCIb4q8zL6jPROZy8/jW4jUXiMgaPz8H2cHl82kXEXlYRMrjx7krgvhMZC6X4+0b8f7bKhH5h4j0D+IzkbkcxNuFIrIiHlcrRGRqi9fieIHSciveOF5IL5TJDQANAG5X1TEAzgLwQxEZC2AOgNdVdSSA1+M/A8ARAD8H8OMkr/UAgBsAjIz/udjjtpN93Iy3e1R1NIBiAJNFZLrnrSfbuBlvEJHZAA563mqylZvx9lMAu1T1FABjAbzldePJOq7Em4h0BvBfAM5T1QkAVgG42Z+PQBbJNN72ALhUVYsAXAPgiRavxfECtcXNeON4IYVQJjdUdYeqfhj/dw2A9QAKAVwO4PH40x4HMCv+nEOqugSxk2QzESkA0EtVl2ps5dU/Jf4PUYJb8aaqh1X1jfi/6wB8CGCwH5+B7OFWvAGAiPQE8CMAd3nfcrKRm/EG4LsA5saf16Sqe7xtPdnGxXiT+J8e8SvovQBs9/wDkFUcxNtKVU3E0VoA3USkK8cL1B5uxRvHC+mFMrnRkogMRyyr9T6APFXdAcQCDMDANv57IYBtLX7eFn+MKKkOxlvL18kFcCliGVyipFyIt18C+DWAw161kcKjI/EWP6YBwC9F5EMReVpE8jxsLlmuI/GmqvUAbgKwGrGkxlgAj3rZXrKbg3i7AsBKVT0KjhcoQx2Mt5avkwuOF44T6uRG/KrkMwBuU9UDTl4iyWO8dy4l5UK8JV6nM4C/Avidqn7qVvsoXDoabyJyGoCTVfU5t9tG4ePC8a0zYleWSlV1IoClAO5xsYkUIi4c37IRS24UAxiEWFnKna42kkIj03gTkXEAfgXg+4mHkjyN4wVKyoV4SzzO8UISoU1uxE9szwB4UlWfjT9cGZ86lig52dXGy2zD8dN8BoPTGikJl+It4WEAG1X1t643lELBpXg7G8AkEfkMwBIAp4jIm960mGzmUrxVITZDKJFMexrARA+aS5ZzKd5OAwBV/SReJvAUgHO8aTHZLNN4E5HBiB3Hvq2qn8Qf5niB2sWleEvgeCGJUCY34vWVjwJYr6q/afGrBYgtyIL438+ne5341KAaETkr/prfbuv/UPS4FW/x17oLQG8At7ncTAoJF49vD6jqIFUdDmAKgHJVPdf9FpPNXIw3BfACgHPjD50PYJ2rjSXruXg+rQAwVkQGxH++ELH6dqJmmcZbvARgIYA7VbU08WSOF6g93Iq3+O84XkhBYv2NcBGRKQDeQazWsin+8E8Qq2t6CsBQAFsAXKmqe+P/5zPEFpzqAqAawEWquk5ESgA8BiAHwMsAbtEwbjRyzK14A3AAwFYAGwAkauruU9VH/PgcZAc3j28tXnM4gBdVdbwvH4Ks4fL5dBhiq73nAtgN4FpV3eLXZyHzuRxvNwK4FUA9gM8BfEdVq3z7MGS8TONNRH6GWHnTxhYvc5Gq7uJ4gdriVrwhdqzjeCGFUCY3iIiIiIiIiCg6QlmWQkRERERERETRweQGEREREREREVmNyQ0iIiIiIiIishqTG0RERERERERkNSY3iIiIiIiIiMhqTG4QERERERERkdWY3CAiIiIiIiIiq/3/CBxhE7AA3r4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Série de dados\n",
    "if not os.path.exists(caminho+'/Decomposicao_Temporal'):\n",
    "    os.makedirs(caminho+'/Decomposicao_Temporal')\n",
    "\n",
    "#Série temporal feito acima.\n",
    "df1 = df.set_index('Date')\n",
    "print(df1)\n",
    "for i in df.columns[1:]:\n",
    "    print(i)\n",
    "    decomposition = sm.tsa.seasonal_decompose(df1[i], model = 'additive')\n",
    "    fig5 = decomposition.plot()\n",
    "    plt.savefig(caminho+'\\Decomposicao_Temporal/'+i+'.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85693b5b",
   "metadata": {},
   "source": [
    "- ##### *6° Passo*\n",
    "\n",
    "    - *Cria uma matriz de correlação entre entre os postos*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7c685e79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 Coal     Hydro  Natural Gas     Solar   Nuclear      Wind\n",
      "Coal         1.000000 -0.049427     0.837302 -0.784339  0.700462  0.545198\n",
      "Hydro       -0.049427  1.000000    -0.161629 -0.072428  0.337013  0.204685\n",
      "Natural Gas  0.837302 -0.161629     1.000000 -0.699954  0.601773  0.442009\n",
      "Solar       -0.784339 -0.072428    -0.699954  1.000000 -0.786406 -0.836111\n",
      "Nuclear      0.700462  0.337013     0.601773 -0.786406  1.000000  0.759265\n",
      "Wind         0.545198  0.204685     0.442009 -0.836111  0.759265  1.000000\n"
     ]
    }
   ],
   "source": [
    "#Matriz de correlação entre as colunas com float numbers\n",
    "matrix = df.corr()\n",
    "print(matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "513048a4",
   "metadata": {},
   "source": [
    "- ##### *7° Passo*\n",
    "\n",
    "    - *Plota a matriz de correlação*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "913a73f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists(caminho+'/matriz_corr'):\n",
    "    os.makedirs(caminho+'/matriz_corr')\n",
    "\n",
    "#Plota a matriz de correlação\n",
    "plt.rcParams[\"figure.figsize\"] = (10,7)\n",
    "sns.heatmap(matrix, annot=True, vmax=1, vmin=-1, center=0, cmap='RdBu')\n",
    "plt.savefig(caminho+'\\matriz_corr/matriz_corr.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92082482",
   "metadata": {},
   "source": [
    "- ##### *8° Passo*\n",
    "\n",
    "    - *Matrix de correlação interativa*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2554a28c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Matriz de correlação interativa\n",
    "fig = px.imshow(matrix)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4946f9d5",
   "metadata": {},
   "source": [
    "- ##### *9° Passo*\n",
    "\n",
    "    - *Matriz de dissimilariedade*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "288306ce",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  0         1         2         3         4         5    \\\n",
      "Coal         0.222820  0.078492  0.030118 -0.139796 -0.155296 -0.154138   \n",
      "Hydro        0.168918  0.012815  0.077638 -0.044028  0.049658  0.043871   \n",
      "Natural Gas  0.159751  0.031681  0.078268 -0.061203 -0.085436 -0.130012   \n",
      "Solar       -0.575960 -0.465071 -0.035822  0.263893  0.201101  0.433241   \n",
      "Nuclear      0.136456  0.024657  0.074920 -0.036867 -0.080341 -0.110953   \n",
      "Wind         0.038069  0.125850  0.290791 -0.135777 -0.101240 -0.329675   \n",
      "\n",
      "                  6         7         8         9    ...       146       147  \\\n",
      "Coal        -0.061540 -0.141328 -0.059421  0.057907  ...  0.144032 -0.132826   \n",
      "Hydro       -0.039349 -0.088103 -0.170616 -0.123923  ...  0.085361  0.071140   \n",
      "Natural Gas -0.033875 -0.110399 -0.049757  0.026865  ...  0.070446 -0.169959   \n",
      "Solar        0.497603  0.348260  0.208486 -0.013932  ... -0.027046  0.203478   \n",
      "Nuclear     -0.044565 -0.026557 -0.077651 -0.062453  ...  0.125531 -0.014092   \n",
      "Wind        -0.272896 -0.135203 -0.157580  0.226667  ... -0.010090  0.017726   \n",
      "\n",
      "                  148       149       150       151       152       153  \\\n",
      "Coal        -0.196672 -0.104459 -0.036355  0.032039  0.030028 -0.055680   \n",
      "Hydro        0.132704  0.064428 -0.034213 -0.101239 -0.200769 -0.157882   \n",
      "Natural Gas -0.131787 -0.048296  0.046083  0.097334 -0.004695 -0.032534   \n",
      "Solar        0.500744  0.541003  0.615564  0.500969  0.088927 -0.178407   \n",
      "Nuclear     -0.093026 -0.119602 -0.099153 -0.107168 -0.110378 -0.085314   \n",
      "Wind        -0.189727 -0.330875 -0.226668 -0.382379 -0.207073  0.125206   \n",
      "\n",
      "                  154       155  \n",
      "Coal         0.058534  0.184284  \n",
      "Hydro       -0.035891  0.101099  \n",
      "Natural Gas -0.044473  0.093123  \n",
      "Solar       -0.524350 -0.687243  \n",
      "Nuclear     -0.045679  0.128709  \n",
      "Wind         0.226812  0.164088  \n",
      "\n",
      "[6 rows x 156 columns]\n",
      "(6, 6)\n",
      "[[0.         2.05755021 0.89278968 6.97092924 1.13363069 2.63888021]\n",
      " [2.05755021 0.         2.14981831 5.89336202 1.44703795 3.13632624]\n",
      " [0.89278968 2.14981831 0.         6.84997466 1.28544261 2.82461859]\n",
      " [6.97092924 5.89336202 6.84997466 0.         6.70665913 8.47447665]\n",
      " [1.13363069 1.44703795 1.28544261 6.70665913 0.         2.33454345]\n",
      " [2.63888021 3.13632624 2.82461859 8.47447665 2.33454345 0.        ]]\n"
     ]
    }
   ],
   "source": [
    "#MATRIZ DISSIMILARIDADE\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "ms = df.iloc[:,1:]\n",
    "ms = ms.T\n",
    "print(ms)\n",
    "diss_matrix = squareform(pdist(ms, 'euclidean'))\n",
    "print(diss_matrix.shape)\n",
    "print(diss_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce70ea0f",
   "metadata": {},
   "source": [
    "- ##### *10° Passo*\n",
    "\n",
    "    - *Crie cluster do dendograma e plota em uma imagem*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "01a98ca0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LAMMOC\\AppData\\Local\\Temp\\ipykernel_19364\\214700938.py:6: ClusterWarning: scipy.cluster: The symmetric non-negative hollow observation matrix looks suspiciously like an uncondensed distance matrix\n",
      "  z = hierarchy.linkage(diss_matrix, optimal_ordering=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists(caminho+'/Cluster_Hierarquico'):\n",
    "    os.makedirs(caminho+'/Cluster_Hierarquico')\n",
    "#CLuster Dendogram\n",
    "#https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html\n",
    "from scipy.cluster import hierarchy\n",
    "z = hierarchy.linkage(diss_matrix, optimal_ordering=True)\n",
    "plt.figure()\n",
    "plt.rcParams[\"figure.figsize\"] = (16,10)\n",
    "plt.xlabel('Indices')\n",
    "plt.ylabel('Height')\n",
    "plt.title('Dendograma Clusterizado')\n",
    "dn = hierarchy.dendrogram(z, labels=ms.index)\n",
    "plt.savefig(caminho+'\\Cluster_Hierarquico/Cluster_Hierarquico.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9221533b",
   "metadata": {},
   "source": [
    "- ##### *11° Passo*\n",
    "\n",
    "    - *Análise do PCA rotador*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4efb6c1b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Date      Coal     Hydro  Natural Gas     Solar   Nuclear      Wind\n",
      "0   2010-01-01  0.222820  0.168918     0.159751 -0.575960  0.136456  0.038069\n",
      "1   2010-02-01  0.078492  0.012815     0.031681 -0.465071  0.024657  0.125850\n",
      "2   2010-03-01  0.030118  0.077638     0.078268 -0.035822  0.074920  0.290791\n",
      "3   2010-04-01 -0.139796 -0.044028    -0.061203  0.263893 -0.036867 -0.135777\n",
      "4   2010-05-01 -0.155296  0.049658    -0.085436  0.201101 -0.080341 -0.101240\n",
      "..         ...       ...       ...          ...       ...       ...       ...\n",
      "151 2022-08-01  0.032039 -0.101239     0.097334  0.500969 -0.107168 -0.382379\n",
      "152 2022-09-01  0.030028 -0.200769    -0.004695  0.088927 -0.110378 -0.207073\n",
      "153 2022-10-01 -0.055680 -0.157882    -0.032534 -0.178407 -0.085314  0.125206\n",
      "154 2022-11-01  0.058534 -0.035891    -0.044473 -0.524350 -0.045679  0.226812\n",
      "155 2022-12-01  0.184284  0.101099     0.093123 -0.687243  0.128709  0.164088\n",
      "\n",
      "[156 rows x 7 columns]\n"
     ]
    },
    {
     "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>Explained variance (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PC1</th>\n",
       "      <td>63.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PC2</th>\n",
       "      <td>20.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PC3</th>\n",
       "      <td>8.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PC4</th>\n",
       "      <td>2.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PC5</th>\n",
       "      <td>2.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PC6</th>\n",
       "      <td>1.47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Explained variance (%)\n",
       "PC1                   63.67\n",
       "PC2                   20.71\n",
       "PC3                    8.70\n",
       "PC4                    2.94\n",
       "PC5                    2.52\n",
       "PC6                    1.47"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#PASSOS PARA ANÁLISE DO PCA ROTATOR\n",
    "from src import stats \n",
    "\n",
    "\n",
    "dfi = df\n",
    "print (dfi)\n",
    "dfi.set_index('Date', inplace=True) #coloca a coluna de data como índice #OBS: Uma vez que rodar esse bloco 1 vez, caso queira rodar uma segunda vez dará um erro porque já foi feito o comando. Basta deixar como comentário se quiser rodar esse bloco de novo.\n",
    "normalized = stats.standard(df) #normaliza meus dados\n",
    "pca = stats.pca(normalized, n_components=6, tol=0.15, svd_solver='arpack') #Análise das componentes principais\n",
    "\n",
    "#Porcentagem da variancia explicada para cada componente\n",
    "variance = pd.DataFrame(pca[1]['Variância'])\n",
    "variance.index = pca[0].columns\n",
    "variance.columns = ['Explained variance (%)']\n",
    "variance['Explained variance (%)'] = variance['Explained variance (%)'].apply(lambda x: round(x*100, 2))\n",
    "variance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afd6a101",
   "metadata": {},
   "source": [
    "- ##### *12° Passo*\n",
    "\n",
    "    - *Criação do gráfico*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0fd0e517",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Função para criação do gráfico\n",
    "def autolabel(bars, ax: plt.axes) -> None:\n",
    "    \"\"\"\n",
    "    Annotates y_values on top of the bars.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "        bars : ``matplotlib.container.BarContainer``\n",
    "            Container for the artists of bar plots.\n",
    "            \n",
    "        ax : axes.Axes or array of Axes\n",
    "            Axes to the current figure.\n",
    "    \"\"\"\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        x = height\n",
    "        y = round(x, 1)\n",
    "        ax.annotate(f'{y} %',\n",
    "                    xy=(bar.get_x() + bar.get_width() / 1.8, y),\n",
    "                    xytext=(0, 15),\n",
    "                    textcoords='offset points',\n",
    "                    ha='center', \n",
    "                    va='bottom', \n",
    "                    fontsize=12, \n",
    "                    color='black', \n",
    "                    rotation=0, \n",
    "                    weight='bold')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a1ee143b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists(caminho+'/PCA_variancia'):\n",
    "    os.makedirs(caminho+'/PCA_variancia')\n",
    "    \n",
    "#Variancia explicada por Componente Principal\n",
    "with plt.style.context('ggplot'):\n",
    "    fig3, ax = plt.subplots(figsize=(18, 8))\n",
    "    fig3.suptitle(f'Variancia explicada por Componente Principal', style='oblique', weight='bold', fontsize=15)\n",
    "    bars = ax.bar(variance.index, variance['Explained variance (%)'])\n",
    "    autolabel(bars, ax)\n",
    "    ax.set_ylabel('Variance (%)', fontsize=15, labelpad=20)\n",
    "plt.savefig(caminho+'\\PCA_variancia/PCA_variancia.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a7d6a0e6",
   "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>PC1</th>\n",
       "      <th>PC2</th>\n",
       "      <th>PC3</th>\n",
       "      <th>PC4</th>\n",
       "      <th>PC5</th>\n",
       "      <th>PC6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Coal</th>\n",
       "      <td>0.451264</td>\n",
       "      <td>0.240515</td>\n",
       "      <td>-0.349707</td>\n",
       "      <td>0.119319</td>\n",
       "      <td>-0.699407</td>\n",
       "      <td>-0.335875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hydro</th>\n",
       "      <td>0.066075</td>\n",
       "      <td>-0.831054</td>\n",
       "      <td>-0.455080</td>\n",
       "      <td>0.307371</td>\n",
       "      <td>0.050718</td>\n",
       "      <td>-0.028928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Natural Gas</th>\n",
       "      <td>0.413834</td>\n",
       "      <td>0.370958</td>\n",
       "      <td>-0.435836</td>\n",
       "      <td>0.146231</td>\n",
       "      <td>0.685428</td>\n",
       "      <td>-0.099921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Solar</th>\n",
       "      <td>-0.482767</td>\n",
       "      <td>-0.006098</td>\n",
       "      <td>-0.257104</td>\n",
       "      <td>-0.380147</td>\n",
       "      <td>0.104744</td>\n",
       "      <td>-0.738454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nuclear</th>\n",
       "      <td>0.456838</td>\n",
       "      <td>-0.245320</td>\n",
       "      <td>-0.059329</td>\n",
       "      <td>-0.837901</td>\n",
       "      <td>0.021067</td>\n",
       "      <td>0.158352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wind</th>\n",
       "      <td>0.423051</td>\n",
       "      <td>-0.231677</td>\n",
       "      <td>0.641117</td>\n",
       "      <td>0.152685</td>\n",
       "      <td>0.164413</td>\n",
       "      <td>-0.553152</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  PC1       PC2       PC3       PC4       PC5       PC6\n",
       "Coal         0.451264  0.240515 -0.349707  0.119319 -0.699407 -0.335875\n",
       "Hydro        0.066075 -0.831054 -0.455080  0.307371  0.050718 -0.028928\n",
       "Natural Gas  0.413834  0.370958 -0.435836  0.146231  0.685428 -0.099921\n",
       "Solar       -0.482767 -0.006098 -0.257104 -0.380147  0.104744 -0.738454\n",
       "Nuclear      0.456838 -0.245320 -0.059329 -0.837901  0.021067  0.158352\n",
       "Wind         0.423051 -0.231677  0.641117  0.152685  0.164413 -0.553152"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Componentes principais para cada posto\n",
    "pca_features = pd.DataFrame(pca[1]['Eixo principal por feature']).T\n",
    "pca_features.index = dfi.columns\n",
    "pca_features.columns = pca[0].columns\n",
    "pca_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b01e8692",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kSdobXYbmbcCyCW3LgEen0Xfs98n6SpIkSX3VZWi+AxhIcty4tpOA2ybpe1tv2fh+D1TVlg7rkSRJkjrRWWiuqhHgauDSJINJTgPOBD42SfePAr+c5PlJngm8DfhwV7VIkiRJXer6knNrgCXAg8CVwJuq6rYkK5JsS7ICoKquB94F3ABs7N3e0XEtkiRJUicGulxZVT0MrJqk/W6ak//Gt70HeE+Xzy9JkiTtD36NtiRJktTC0CxJkiS16HR6hiRJ0v6wccsIV6y/k2tv2cTI9lEGFw+w6uQjuXDlsRx16GC/y9M8YGiWJEmz2g23P8iadTezc9duRncXANu2j/LJm+7h0xvuZe3qUzj9hMP7XKXmOqdnSJKkWWvjlhHWrLuZx3bu+kFgHjO6u3hs5y7WrLuZjVtG+lSh5gtDsyRJmrWuWH8nO3ftnrLPzl27+cD6u2aoIs1XhmZJkjRrXXvLpieNME80uru45pZ7Z6gizVeGZkmSNGuNbB+dXr8d0+snPVWGZkmSNGsNLp7eNQsGD/LaBtq/DM2SJGnWWnXykQwsyJR9BhaE15z8nBmqSPOVoVmSJM1aF648lkULp44rixYu4IKVx8xQRZqvDM2SJGnWOurQQdauPoUlixY+acR5YEFYsmgha1ef4hecaL8zNEuSpFnt9BMO5/qLV3L2qStYuniABJYuHuDsU1dw/cUr/WITzYhUTX0Zl9lkaGiohoeH+12GJEmS5qgkG6pqaGK7I82SJElSC0OzJEmS1MLQLEmSJLUwNEuSJEktDM2SJElSC0OzJEmS1MLQLEmSJLUwNEuSJEktDM2SJElSC0OzJEmS1MLQLEmSJLUwNEuSJEktDM2SJElSC0OzJEmS1MLQLEmSJLUwNEuSJEktDM2SJElSC0OzJEmS1MLQLEmSJLUwNEuSJEktDM2SJElSC0OzJEmS1MLQLEmSJLXoJDQnOSTJNUlGkmxMcs4UfV+fZEOS7yX5bpJ3JRnoog5JkiRpf+hqpPkyYAdwBHAucHmSE/fQ9+nAxcBhwIuBnwEu6agOSZIkqXP7PMKbZBA4C3hBVW0DbkxyHXAe8NaJ/avq8nF3703yceD0fa1DkiRJ2l+6GGk+HthVVXeMa7sV2NNI80QvBW7roA5JkiRpv+giNC8Ftk5o2woc3PbAJG8AhoB3T9HnoiTDSYY3b968T4VKkiRJT0VraE7ypSS1h9uNwDZg2YSHLQMebVnvKuAPgVdW1UN76ldV76+qoaoaWr58eesLkiRJkrrWOqe5qn56quW9Oc0DSY6rqn/oNZ/EFFMukpwBXAH8fFX97fTLlSRJkmbePk/PqKoR4Grg0iSDSU4DzgQ+Nln/JC8HPg6cVVU37evzS5IkSftbV5ecWwMsAR4ErgTeVFW3ASRZkWRbkhW9vm8HngF8rte+LcnnO6pDkiRJ6lwnXypSVQ8Dq/aw7G6akwXH7nt5OUmSJB1Q/BptSZIkqYWhWZIkSWphaJYkSZJadDKnWZKkftq4ZYQr1t/JtbdsYmT7KIOLB1h18pFcuPJYjjp0sN/lSZoDDM2SpAPaDbc/yJp1N7Nz125GdxcA27aP8smb7uHTG+5l7epTOP2Ew/tcpaQDndMzJEkHrI1bRliz7mYe27nrB4F5zOju4rGdu1iz7mY2bhnpU4WS5gpDsyTpgHXF+jvZuWv3lH127trNB9bfNUMVSZqrDM2SpAPWtbdsetII80Sju4trbrl3hiqSNFcZmiVJB6yR7aPT67djev0kaU8MzZKkA9bg4umdzz54kOe9S9o3hmZJ0gFr1clHMrAgU/YZWBBec/JzZqgiSXOVoVmSdMC6cOWxLFo49Z+yRQsXcMHKY2aoIklzlaFZknTAOurQQdauPoUlixY+acR5YEFYsmgha1ef4hecSNpnhmZJ0gHt9BMO5/qLV3L2qStYuniABJYuHuDsU1dw/cUr/WITSZ1I1dSX6plNhoaGanh4uN9lSJIkaY5KsqGqhia2O9IsSZIktTA0S5IkSS0MzZIkSVILQ7MkSZLUwtAsSZIktTA0S5IkSS0MzZIkSVILQ7MkSZLUwtAsSZIktTA0S5IkSS0G+l3AbLZxywhXrL+Ta2/ZxMj2UQYXD7Dq5CO5cOWxHHXoYL/LkyRJ0gwxNO/BDbc/yJp1N7Nz125GdxcA27aP8smb7uHTG+5l7epTOP2Ew/tcpSRJkmaC0zMmsXHLCGvW3cxjO3f9IDCPGd1dPLZzF2vW3czGLSN9qlCSJEkzydA8iSvW38nOXbun7LNz124+sP6uGapIkiRJ/WRonsS1t2x60gjzRKO7i2tuuXeGKpIkSVI/GZonMbJ9dHr9dkyvnyRJkg5shuZJDC6e3vmRgwd5HqUkSdJ8YGiexKqTj2RgQabsM7AgvObk58xQRZIkSeonQ/MkLlx5LIsWTv1Ps2jhAi5YecwMVSRJkqR+MjRP4qhDB1m7+hSWLFr4pBHngQVhyaKFrF19il9wIkmSNE8Ymvfg9BMO5/qLV3L2qStYuniABJYuHuDsU1dw/cUr/WITSZKkeSRVU19abTYZGhqq4eHhfpchSZKkOSrJhqoamtjuSLMkSZLUopPQnOSQJNckGUmyMck503zcF5NUEq/dJkmSpFmrq7B6GbADOAJ4IfDZJLdW1W17ekCSczt8fkmSJGm/2eeR5iSDwFnA26tqW1XdCFwHnDfFY54BvAP4rX19fkmSJGl/62J6xvHArqq6Y1zbrcCJUzzmncDlwP0dPL8kSZK0X3URmpcCWye0bQUOnqxzkiHgNOB901l5kouSDCcZ3rx58z4VKkmSJD0VraE5yZd6J+tNdrsR2AYsm/CwZcCjk6xrAbAW+PWqGp1OgVX1/qoaqqqh5cuXT+chkiRJUqdaT8Srqp+eanlvTvNAkuOq6h96zScBk50EuAwYAq5KArCw1/7dJK+tqvXTLVySJEmaKft89YqqGklyNXBpkgtorp5xJvBTk3TfChw57v4PAzcBLwKceyGpcxu3jHDF+ju59pZNjGwfZXDxAKtOPpILVx7LUYcO9rs8SdIBoqsvN1kDLAEeBK4E3jR2ubkkK5JsS7KiGveP3Xg8KD9QVTs6qkWSALjh9gc5473r+eRN97Bt+ygFbNs+yidvuocz3rueG25/sN8lSpIOEJ2E5qp6uKpWVdVgVa2oqk+MW3Z3VS2tqrsnedx3qirTnd8sSdO1ccsIa9bdzGM7dzG6u56wbHR38djOXaxZdzMbt4z0qUJJ0oHEr9GWNCddsf5Odu7aPWWfnbt284H1d81QRZKkA5mhWdKcdO0tm540wjzR6O7imlvunaGKJEkHMr/GWvOaJ4nNXSPbpzfra2SHs8MkSe0cada85Ulic9vg4umNCQwe5NiBJKmdoVnzkieJzX2rTj6SgQWZss/AgvCak58zQxVJkg5khmbNS54kNvdduPJYFi2c+iNu0cIFXLDymBmqSJJ0IDM0a17yJLG576hDB1m7+hSWLFr4pBHngQVhyaKFrF19inPXJUnTYmjWvORJYvPD6ScczvUXr+TsU1ewdPEACSxdPMDZp67g+otXcvoJh/e7REnSAcIzYDQvDS4eYNs0grMniR34jjp0kN9f9QJ+f9UL+l2KJOkA5kiz5iVPEpMkSXvD0Kx5yZPEJEnS3jA0a17yJDFJkrQ3DM2atzxJTJIkTVeqpr7s1mwyNDRUw8PD/S5DkiRJc1SSDVU1NLHdkWZJkiSphaFZkiRJamFoliRJkloYmiVJkqQWhmZJkiSphaFZkiRJanFAXXIuyWZgY5+e/jDgoT49t2aG23jucxvPD27nuc9tPPf1cxsfVVXLJzYeUKG5n5IMT3bNPs0dbuO5z208P7id5z638dw3G7ex0zMkSZKkFoZmSZIkqYWhefre3+8CtN+5jec+t/H84Hae+9zGc9+s28bOaZYkSZJaONIsSZIktTA0dyzJl5Jc0O869NQl+d0k6/pdh2ZOkg8n+YN+16F9l+ToJJVkoN+1aP9J8p0kr+h3HepWkpVJbt+Hx1eS53VZ03jzOjQnOSfJcJJtSe5L8vkkL+l3Xdp7k32AJjk/yY39qkmN3rZ5IMnguLYLknxpmo/v+39ikjw7yRVJNvU+L+7sBe0f7Wddc12SlyT56yRbkzyc5KtJfrzfdWn69nX/14EvyW8n+dyEtn+YrA14TlWdMKMF7oV5G5qT/AbwXuCdwBHACmAtcGYfy9Is5+jVUzYA/Ho/nnhft1mSQ4G/Bp4OrAQOBk4Bvgz8f/tcoCaVZBnwl8D7gEOA5wC/B2zfj8/p/r1/9G3/31tJFva7hjnoK8BpY/+2SZ4FLAJOmdD2vF7fWWtehuYkzwAuBf5dVV1dVSNVtbOq/qKq3pJkcZL39kaVNvV+X9x77DOT/GWSzUke6f3+3P6+Ik0lyVuSfHpC2/uSvLf3+zFJvpzk0ST/k+ZbiMb6jR3q/eUkdwNfTLIgyduSbEzyYJKP9t5T2rM/Ai5J8kOTLUzy35Lck+R7STYkWdlrPwP4j8DreiO8t/ban3BkYfxo9GTbrNf+qST390Ytv5LkxGnW/mbge8B5VfWP1finqvpQVb1vXA17XH+SVyX5Vu89dm+SS6b/TzdvHQ9QVVdW1a6qeqyqvlBV39ibfTDJG5L8Xe/f/s4kbxy37KeTfDfJf0hyP/ChGXpt882k+38mmUqTCVMck1w4bvt9K8kpE1feez+8Nck/JtmS5M+THDJu+VT75oeTXJ7kc0lGgNM7fu2Cr9OE5Bf27r8UuAG4fULbPwLHJ/nu2AN7n/WXJPlGb/tdleRp45a/Jc1MgU1J/u3+fiHzMjQDPwk8DbhmD8v/E/ATNBvzJOBU4G29ZQtoPliPohmdfgz4k/1Yq/bdOuCMsQ/s3gf064CP9ZZ/AthAE5Z/H3j9JOt4GfBjwM8B5/dupwPHAkvxPdBmGPgSsKew+HWa/e0Qmu3xqSRPq6rraY4GXVVVS6vqpL14zvHbDODzwHHA4cDNwMenuZ5XANdU1e6WflOt/8+AN1bVwcAL6AV5TekOYFeSjyR5ZZJnjlt2PtPfBx8E/hWwDHgD8F8nBK9n0bzvjgIu6vIF6Afa9v9JJXkt8LvAv6HZfq8GtkzS9deAVTT7/JHAI8Bl45a37fvnAP+Z5iiSU/o6VlU7gL+hCcb0fq6n+bce37anUeZfAs4AjgH+Jc2+PzaocgnNEb/jaD6r96v5GpoPBR6qqtE9LD8XuLSqHqyqzTSHBM8DqKotVfXpqvrnqnqUZkd72YxUrTbXJvmnsRvNdBuq6j6anfG1vX5n0Gz/DUlWAD8OvL2qtlfVV4C/mGTdv9s7IvEYzfvjPVV1Z1VtA34b+Nfx0G6b3wF+NcnyiQuqal1v3xqtqv8CLAb2dV7b+G1GVX2wqh6tqu00f4hPmuYRgsOA+8fuJHl17z32aJIvjHsNU61/J/D8JMuq6pGqunkfX9ucV1XfA14CFHAFsDnJdUmOYC/2war67LgjBF8GvkAzzWbMbuAdvf3/sf39uuaxPe7/U7gAeFdVfb23/b5dVRsn6fdG4D9V1XfH7X+/OPZ+mMa+/5mq+mpV7a6q7z+VF6dWX+bxgLySJjSvn9D25T089o+ralNVPUzz9/mFvfZfAj5UVd+sqhGabbtfzdfQvAU4bIqQcyQwfsfc2GsjydOT/PfeYcHv0YSxH4rzoGaDVVX1Q2M3YM24ZR8BVvd+X83jo8xHAo/0drgxk30o3zPu98neHwM0c+O1B1X1TZo5qm+duCzJb/YOwW7t/YfnGYybJvMU/WCbJVmY5A97h2+/B3ynt2g6z7EFePbYnaq6rvf+ejNw0DTXfxbwKmBjmqlAP/nUX9b8UVV/V1XnV9VzaUboj6Q5F2Xa+2BvlPpraU4k/Cea7TB+u282KO1/U+3/U/hhmkP2bY4Crhk3YPJ3wC7giGnu+/eg/e0rwEt6R4yWV9U/0Jwr8lO9thew55Hm+8f9/s80R5ag+RwYv+0m+9vdqfkamv8P8H2awzmT2USzE45Z0WsD+E2aEbAXV9UyHv9fUrovUx26FviXSV5Ac6h27PDcfcAzM+7MbprtPdH4bwGa7P0xCjzQWbVz1zuAC2lO6gKaSwwB/4Fm1OCZvUC6lcf3qcm+gWmE5sS8Mc+apM/4x51Dc5LvK2gC+dFjTz+Nmv83sCrJVJ+XU66/N1J2Js3h4WuBP5/G82qcqvp74MM0f1yntQ+mORfl08C7gSN6763P8cTt7jd8zZyJ+//YYMWe9uV7gB+ZxnrvAV45ftCkqp5WVfcyvX3f98D+939o/v0vAr4KPziatKnXtqmq7trLdd5H8x+rMZP97e7UvAzNVbWV5lDRZUlW9UaPF/VGJN4FXAm8LcnyJIf1+o5d8upgmnnM/9Q70eAd/XgN2ju9kaT/QTNf9qaqurvXvpFmvt3vJTkozSUHf6FldVcCb05zAuFSHp9zu6fpPuqpqm8DV9HMQRxzME3g2QwMJPkdmvmLYx4Ajp4QWv8vzeH4RUmGgF9seeqDaa66sIXmD/Q796Ls9wDPBD6W5EfSOJjHDxFOuf7e++rcJM+oqp00JxXu2ovnn5eS/GjvCMRze/d/GDgb+BrT3wcPopnqsxkYTfJK4Gdn7EXoCSbu/73pj/cCq3sjwv+WJ4bkD9CcQPii3n73vCRHPWnF8KfAfx5b1vvbPXYlrH3Z99WR3tSnYeA3aKZljLmx1/ZUrprx58D5SZ6f5OnMQB6bl6EZoKreQ7Oh3kbzgXoP8O9pRoH+gGbjfgP4W5oTB8a++OC9wBLgIZoP7+tnsGztm48A/4LHp2aMOQd4MfAwzU730Zb1fLC3jq8Ad9EctfjVTiud2y4Fxo/s/xXNiTp30Bxe+z5PPOT2qd7PLUnG5gK/neaP6yM05xx8ouU5P9pb973At2j23WmpqodoTgz+Ps0H/KM0of1g4E3TXP95wHd6h4d/hcenCmnPHqXZL/8mzVUNvgZ8k+Zo37T2wd55J79G88f1EZp9/bqZKF57NHH/vxB4C02oPZHmkD0AVfUpmvOGPkHzfriW5qTNif4bzXb9QpJHad4rL+4te8r7vjr3ZZqjbeNPtlzfa9vr0FxVn6fJZF8Evs0MnGCdKo9KaH7onfT398CzeoeFJEmSpmXejjRrfukd2v8N4JMGZkmStLe8RJbmvN5Jfg/QHKI7o8/lSJKkA5DTMyRJkqQWTs+QJEmSWhiaJUmSpBaGZkmSJKmFoVmSJElqYWiWJEmSWhiaJUmSpBaGZkmSJKmFoVmSJElqYWiWJEmSWhiaJUmSpBaGZkmSJKmFoVmSJElqYWiWJEmSWhiaJUmSpBaGZkmSJKmFoVmSJElqYWiWJEmSWhiaJUmSpBaGZkmSJKmFoVmS+izJ7yapcbdNST6d5Ec6Wv9Bved4YRfrk6T5yNAsSbPDVuAne7dLgBcC/zvJYAfrPgh4R2+dkqSnYKDfBUiSABitqq/1fv9akruB9cCrgE/1ryxJEjjSLEmz1Ybez6OTHJbkI0m2JPnnJF9KMjS+c5JXJ9mQZCTJI0n+JsnLeosf7f380LgpIEf3Hrev65akecHQLEmz09G9n/cD1wI/RzNt43U0n903JHkeQG/u8/8Avgj8AnAu8JfAIb11vLz38w94fArIfb22fV23JM0LTs+QpFkiydhn8rHAWpoR4lHgNOCnq+rLvX5fBL4DvAV4I3Ay8GhVvWXc6j437vev937+47gpICQ5o4N1S9K84EizJM0OhwI7e7fbaYLz64DjgM1joRagqkZoRntf0mv6W+AZvWkWP7sXJw+euh/XLUlziqFZkmaHrcCPA0PAc4Gjq+rzwLOBBybp/wC9KRJVdTtwJk3Q/hzwUJJPJFne8pz7c92SNKcYmiVpdhitquGq2lBV91ZV9drvAw6fpP8RwMNjd6rqs1W1kmbE+peBVwDva3nO/bluSZpTDM2SNLv9DXB4kpeONSR5OvDzwI0TO1fV1qr6BHAN8Pxe847ez6fth3VL0rzgiYCSNItV1V8l+SpwVZK3AltornSxBPgjgCRvpLkixvXAJpp50K8FPtpbx44kdwG/lOSbwPeBb3SxbkmaLwzNkjT7vQb4L8B7aUaLbwJeXlXf7i3/BvBq4D00c5HvA64AfmfcOn4FeDfwv4DFwDE0V8noYt2SNOfl8WlzkiRJkibjnGZJkiSphaFZkiRJamFoliRJkloYmiVJkqQWhmZJkiSphaFZkiRJamFoliRJkloYmiVJkqQWhmZJkiSpxf8DR7m/tzHskwQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists(caminho+'/PCA'):\n",
    "    os.makedirs(caminho+'/PCA')\n",
    "#Gráfico R\n",
    "for i in range(1, 4):\n",
    "    fig20, ax = plt.subplots(figsize=(10, 5))\n",
    "\n",
    "    fig20.suptitle(f'PC{i}', weight='bold', fontsize=20)\n",
    "\n",
    "    fig20.tight_layout()\n",
    "\n",
    "    pc1 = ax.scatter(pca_features.index, \n",
    "                     pca_features.loc[:, f'PC{i}'], \n",
    "                     s=100)\n",
    "\n",
    "    ax.set_xlabel('Postos', fontsize=15, labelpad=20)\n",
    "    \n",
    "    figura = str(i)\n",
    "    figura = 'PC'+figura\n",
    "    plt.xticks(fontsize=12)\n",
    "    plt.yticks(fontsize=12)\n",
    "    plt.savefig(caminho+'\\PCA/'+figura+'.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1bf1c91b",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [\"Nino_12\", \"Nino_3\", \"Nino_34\", \"Nino4\", \"Atl_N\", \"Atl_NL\", \"Atl_C\", \"Atl_CL\", \"CBM\", \"Can_t2m\", \"Can_Vento\"]\n",
    "fig = px.scatter_matrix(df,dimensions=features,\n",
    "    color=\"Nino_12\")\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77803d61",
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [\"Coal\", \"Hydro\", \"Natural Gas\", \"Solar\", \"Nuclear\", \"Wind\"]\n",
    "fig = px.scatter_matrix(\n",
    "    df,dimensions=features,\n",
    "    color=\"Natural Gas\")\n",
    "fig.update_traces(diagonal_visible=False)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8dbf7eaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "features = [\"Coal\", \"Hydro\", \"Natural Gas\", \"Solar\", \"Nuclear\", \"Wind\"]\n",
    "\n",
    "pca = PCA()\n",
    "components = pca.fit_transform(df[features])\n",
    "labels = {\n",
    "    str(i): f\"PC {i+1} ({var:.1f}%)\"\n",
    "    for i, var in enumerate(pca.explained_variance_ratio_ * 100)\n",
    "}\n",
    "\n",
    "fig = px.scatter_matrix(\n",
    "    components,\n",
    "    labels=labels,\n",
    "    dimensions=range(4),\n",
    "    color=df[\"Natural Gas\"]\n",
    ")\n",
    "fig.update_traces(diagonal_visible=False)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dde8e42b",
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists(caminho+'/PC1_PC2'):\n",
    "    os.makedirs(caminho+'/PC1_PC2')\n",
    "#Gráfico Análise das CP1 e CP2\n",
    "variance2 = variance.iloc[:2,:]\n",
    "print(variance2)\n",
    "total1 = variance2.sum()\n",
    "total1 = float(total1)\n",
    "plt.figure(figsize=(12,8))\n",
    "sns.scatterplot(x=\"PC1\", y=\"PC2\", hue=pca_features.index, palette=sns.color_palette(\"hls\", 16),\n",
    "                data=pca_features, legend=\"full\", alpha=1, s=100)\n",
    "plt.legend(bbox_to_anchor = (1, 1))\n",
    "plt.title(f'Variancia total explicada entre PC1 e PC2: {total1:.2f}%')\n",
    "plt.savefig(caminho+'\\PC1_PC2/PC1_PC2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70e76eee",
   "metadata": {},
   "source": [
    "- ##### *17° Passo*\n",
    "\n",
    "    - *Gráfico em 3 dimensões interativo para entender/comparar a importância dos postos*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c52aef6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Gráfico em 3D interativo\n",
    "variance3 = variance.iloc[:3,:2]\n",
    "print(variance3)\n",
    "total = variance3.sum()\n",
    "total = float(total)\n",
    "new=pca_features.assign(Postos=pca_features.index)\n",
    "fig10 = px.scatter_3d(new, x='PC3', y='PC2', z='PC1', color=new['Postos'],            \n",
    "                      title=f'Variancia total explicada: {total:.2f}%', labels={'PC1': 'PC1',\n",
    "                                                                                'PC2': 'PC2',\n",
    "                                                                                'PC3': 'PC3'})\n",
    "fig10.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95363f98",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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