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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Curso:** Storytelling para Ciência de Dados e Inteligência Artificial \n",
+ "\n",
+ "**Universidade:** Pontifícia Universidade Católica de São Paulo \n",
+ "\n",
+ "**Ano:** 2024 \n",
+ "\n",
+ "**Autores:**\n",
+ "\n",
+ "- Fabiana Campanari\n",
+ "- Gabriel Melo\n",
+ "- Pedro Vyctor Carvalho de Almeida"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Características príncipais para o entendimento do estudo\n",
+ "- **Carat:** É o quilate do diamante.\n",
+ "- **Cut:** É o tipo de corte do diamante.\n",
+ "- **Color:** É a cor do diamante.\n",
+ "- **Clarity:** É a pureza/claridade do diamante.\n",
+ "- **Price:** Preço do diamante.\n",
+ "- **Depth:** É a porcentagem total da profundidade do diamante.\n",
+ "- **Table:** Largura da parte superior do diamante em relação ao ponto mais largo.\n",
+ "- **x:** Comprimento do diamante.\n",
+ "- **y:** Largura do diamante.\n",
+ "- **z:** Profundidade do diamante."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Introdução"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " O propósito deste projeto é criar um site que defina o preço de um diamante com base em suas características: carat (quilate), cut (corte), color (cor), clarity (claridade), price (preço), depth (profundidade), table (tabela), x (comprimento), y (largura) e z (profundidade). Entretanto, em casos extremos onde é necessário fazer uma estimativa rápida do valor de um diamante, não é viável perder tempo definindo todas essas características. Por isso, é necessário realizar um estudo da base de dados para determinar quais são as características mínimas necessárias para estimar o preço de um diamante de forma precisa.\n",
+ "\n",
+ " Para implementar o projeto, é essencial avaliar como cada característica do diamante influencia seu preço. Isso requer descobrir como a variabilidade de uma característica pode afetar a variabilidade do preço. Portanto, o uso de estratégias estatísticas será crucial para responder a essas questões e garantir a precisão das estimativas de valor dos diamantes."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# **Importação das bibliotecas e carregamento do Dataframe**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "import math\n",
+ "import numpy as np\n",
+ "from sklearn.impute import KNNImputer\n",
+ "from sklearn.preprocessing import OrdinalEncoder"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " carat cut color clarity depth table price x y z\n",
+ "0 0.23 Ideal E SI2 61.5 55.0 326.0 3.95 3.98 2.43\n",
+ "1 0.21 Premium E NaN 61.2 61.0 326.0 3.89 3.84 2.31\n",
+ "2 0.23 Good E VS1 56.9 65.0 327.0 4.05 4.07 2.31\n",
+ "3 0.29 Premium I VS2 62.4 58.0 334.0 NaN 4.23 2.63\n",
+ "4 0.31 Good J SI2 63.3 58.0 335.0 4.34 4.35 2.75\n",
+ "... ... ... ... ... ... ... ... ... ... ...\n",
+ "53935 0.72 Ideal D SI1 62.5 57.0 2757.0 5.75 5.76 3.50\n",
+ "53936 0.72 Good D SI1 63.1 55.0 2757.0 5.69 5.75 3.61\n",
+ "53937 0.70 NaN D SI1 62.8 60.0 2757.0 5.66 5.68 3.56\n",
+ "53938 0.86 Premium H SI2 61.0 58.0 2757.0 6.15 6.12 3.74\n",
+ "53939 0.75 Ideal D SI2 62.2 55.0 2757.0 5.83 5.87 3.64\n",
+ "\n",
+ "[53940 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 75,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import random\n",
+ "#Mudar a path da base de dados \n",
+ "path = r\"DataBases\\Diamonds_values_faltantes.csv\"\n",
+ "diamonds = pd.read_csv(fr\"{path}\")\n",
+ "\n",
+ "diamonds"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# **Visualização de coeficiênte de correlação linear e separação da base de dados, para melhor implementação do KNN.**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Abaixo está a quantidade de valores faltantes por coluna"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize = (8, 6))\n",
+ "sns.heatmap((diamonds[[\"carat\", \"depth\", \"table\", \"price\", \"x\", \"y\", \"z\"]]).corr(), vmin = -1, vmax = 1, annot = True, cmap = 'magma')\n",
+ "plt.title(\"Coeficiênte de correlação linear\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Análise do heatmap acima com base no price(preço):**\n",
+ "- Podemos concluir que o price(preço) não tem uma correlação boa com a porcentagem total do diamante(depth) e também não tem uma correlação alta com o table, sendo uma correlação inversamente proporcional de -0,0086 com o depth, e uma relação proporcional de 0,13 com o table.\n",
+ "- Podemos concluir também que o preço tem uma boa correlação linear com o carat(quilate) de 0,92, x(comprimento) de 0,89, y(largura) de 0,89 e z(profundidade) de 0,88.\n",
+ "\n",
+ "Com base nessa análise do heatmap, podemos concluir que quanto maior o carat(quilate), x(comprimento), y(largura) e z(profundidade), maior poderá ser o price(preço) do diamante.\n",
+ "\n",
+ "Entretato, podem existir alguns casos, de se ter um diamante com um quilate muito alto porém com um preço baixo, assim como poderá existir diamantes com um quilate baixo mas com um preço alto. Tal, poderá também acontecer com o x(comprimento), y(largura) e z(profundidade), por causa disso nos questionamos o seguinte, quanto que o carat(quilate), x(comprimento), y(largura) e z(profundidade) conseguem determinar o valor do diamante? Para responder isso, precisamos tirar o Coeficiênte de Determinação."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize = (8, 6))\n",
+ "sns.heatmap((diamonds[[\"carat\", \"depth\", \"table\", \"price\", \"x\", \"y\", \"z\"]]).corr()**2, vmin = -1, vmax = 1, annot = True, cmap = 'magma')\n",
+ "plt.title(\"Coeficiênte de Determinação\")\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Análise do heatmap acima com base no price(preço):**\n",
+ "\n",
+ "Ao analisarmos o heatmap acima, podemos perceber que podemos definir o preço do diamante com maior confiabilidade usando a variável numérica carat(quilate), com confiabilidade de 85%, isso significa que por mais que possamos dizer que quanto maior o quilate do diamante maior o seu preço, infelizmente essa regra só é de fato válida para 85% dos dados.\n",
+ "\n",
+ "Já para x(comprimento), y(largura) e z(profundidade), essa confiabilidade é de apenas 79% para comprimento e largura, e 78% para profundidade, o que não é uma determinação forte, e por isso poderão ser desconsideradas caso as variáveis categóricas, consigam definir com precisão o preço do diamante."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Abaixo estamos realizando o processo de separação da base de dados diamonds. Para que assim, o processo de machine learn seja mais efetivo."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "- Cut tem 5 tipos de classificação Ideal, Premium, Good, Very Good e Fair\n",
+ "\n",
+ "- Color tem 7 tipos de classificação E, I, J, H, F, G e D\n",
+ "\n",
+ "- Clarity tem 8 tipos de classificação SI2, SI1, VS1, VS2, VVS2, VVS1, I1 e IF"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# **Análise da relação de preço das colunas numéricas**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**INFORMAÇÕES IMPORTANTES:**\n",
+ "- 1 Quilate equivale a 200mg\n",
+ "- 1 Ponto equivale a 0,01 quilates"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "O gráfico abaixo compara a relação do comprimento de um diamante com o carat e com o preço"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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RI81KSa42+qPU6eC+SUXc8MJqjUCu0+mQZZn6FokL+jkY0itNc05rW3yk2c0xhc8iz020gK70s3LtNrklfvK/X/LcjcNjzkFXcpc7e0kRfd32ybCzYncd904sBMJj22o0YNDruOmldepYdXn8XcqGPtjoiXsd3vPa1/zmmsH87vphNLZJVNa1xb0mnvl4NyV90pn1jw3q+qPyMsV9Pw6Jfge6cm9WSPSbAbG/46fjd/94jklw6hAv+wVnEiEECwQCgUAgEJyFdOTaKS/IIijL7Dna+o2E21NdlOZcF5m74mSNJNGDW2cOLEd7v0TuK8VqIis5fn9Ftyt62SSLscsP+VaTXuMqjW6b4g7ryL0U6aRc3i4MTxnakwsHdIs7juL1hyKu6UDjcK2oauS8Punc/PIXap+XOh3cO7GQulaJD7YeYWNVY8w0+sj2d9T2Fbvr2V/vJtlijBuXUdInPSyc5Wawvbo5rvBX5nRw9+UDaWyTVGFx4fSRamGoRCRyk5bkpvPelhpmlOZx+0X9VVdqxYEmFq3Yi1sKcklhNpcW9eCrqkYKc9Iw6kGn0zFpcA/KnFkkW4wgg82ix+j2M6hnqvpy4OaX17P4ljF4AiGe/6ySp6eWsGjlXrUtdrOBBycXceelAzja4qNbioXPdx4lO9lCdqqFg+0ZxtUuL9WNHjYeauKyQd3p1y2ZQEimW0rYXfrBtsNsPNDEsD7pTB6Sw52XDMDl8ZNmM/HpzqP4QyHqWqWEgvjbc0v54QtrNJ9VNbixmw1YzfEd5Mq5UQT0WRc5Meh1uKUgG6oaWbx2P8U904CuFderONBEeUGWZvwoLykenFxEpt3E3ZcN5L5JOhrdfhx2M1kpFrqnWtXlc9JtXFbcnRqXVxVnV+yuU8+lguLK7UrRvngs31XHrtpWXl61jye+N4RX1lV12Z3a1ElOeSTHe18/0uylsU2i2Rsg1WYkw27W9M/ZTuT91uXxYzcb0Ot1ePxBXG7ty7/oe3OSxcgX+xvj/mbEc9+eLrduZ78hglOPiOgQnEmEECwQCAQCgUBwFpLItVPmdDB9bB7XPLtSnZp/IsJtZ/l0iWIOusqpFplPF505WSNJ9ODWVQdW5L660i6FZq8fdMc+7+pDvsst8fBbW5hRmo9MrLj5+LVD1HWOpxCSIgwnGkfx+kOJNVAiCVIsRuxmAxsPat2MpU4Hc8YX8MmOWuCYe/bRpVtioiMev3YI9W0S9W3aLN1omjx+jZs78liV41q0Yi+Lbx3Dgo92apyvaTYTKVYjz3+2h/xuyep6HcUGROa16kEjYke6B8f0y+SOiwfw3Ke7NUJ9qdPB3IsLePaTXcws60ez10+rL0BOmhUpEMItBUi3mfj6YBOPvL01RoAqdTp4b0uNehyBkMwjVw4iEJJpbJNIsRkJhmT8gRA9Uq20+QKM6efAZNDzw+fXaLY3Z4KTrdUuBo3uy5+W7Yxx/d5Umq/GYzz36W6mje7LjxetoyQ3ncuKuyd8CVHWXmQvHvvr3SRbjQkd5LPHOzHq9QSC4RgTRXCN7Nt4Ymi8z7ZWu3j0qkHMe3Oz5thKctPJTrXyo4XrNGOzJDeDa8/rRfdUbZuVsfX4u9sSinw2U1gI7mjslBdkxY0YUPAFQny+q45H3trC49cO4Vevb+qSO9XnD8WImvE43vt6VX0b97++Ke69JdeR1OG+zibS7GbapGDMrIh4xx59H0+yGHmvb0aXXsydTrfu8fzeCE4+IqJDcCbRybIsn+lGCAQCgUAgEAjio7ivXB4/Xn9QI2woKFP+j+ehbk9tKxf/8bOE339014X0z05O+H1nbZ6zpCKuC3Nce3RAg1s651zCLrfE3CUVCR/cOjsHyrk8GQ6skyG0K2PAbjYwsyyfkj7pmoiF75X0ol+7uNnZeIl2wD5343Bm/WMD//l5OQN7pMZdZ39dG7uPtpJkMdLmC2gcr3deWsCY/Ez2HG2je6pVE0eQk2Zj9uINqrg3Kj+TbskWBnRPobbFR7rNRK7DziNvbWHZttpO3bkLp4/EkWTmvNwMAHYdaeHSP30ec1xZyWYWzTifFm8Al+dYDvCOmmYevnIQj769hQ+3hQVqu9nA01NLeDHCaQthEWxGhBB327h+XFyUrcl3XrRiLyW56dxUms/rGw7ykwv74w+G1DiEigNNvLKuiievG6o6XJVzl24zkWE3c9v/fsHDVw2K2X+5M4tZ453c/PJ6jYB5S1k/9Do41ORJ2N8zy/KpqGrUbE85ziVr91PUM43huRkYDTocdjMGvQ50IAVCNLRKfFHVyKIVexnenvn76Ftb+Pv085m/dItGDC5zOnjoykFM+9saTXGscqeDYbkZFOeksqu2hVF5mTz3ye64Qvp9r33NPZcPZGifdA61O5iVvh3RN4PZ453MfOlYHyTqlznjC6g40IBbCjFlSA5efxCr2cCG/Y38+p1tmmUVgXXxLaPVsaTgckvUt0nIwCNvbYnJqp5/9WB8wSCPvb2ViqqmuGNHycVWXgImGsvKeP34FxfiSDJ3+vsRKWB3dM/v7L4eff870uzlrv/3VVxBu8zp4A8/OO+ccQYf77HHW/947v0n87dCcPZS3eRJKPrnnEMvzAXnHsIRLBAIBAKBQHAWo7h29tS28r3/XhV3mRMpLHIq8+k6K4Ky+2irKlacSy7hb+rWOlkOrJPl5lbGQHR+rcJFA7rhSAqPq+MthKRMbz/Y6KFHqjVuexrcEje//IUqGkfy/GeVDO2VDoQjDzKTzARDMtUuryrARTtOf7xoHSP7ZvD4tUNUERiU4mtZmuJi0W2/9rxeQPjB/Iv9jWocQKQ7s65V4oYX1qiiOcCVQ3O4alhPAsEQD04pxusPsXx3nSY+4L5JhRxt8dEj1YZeB7/9z3ZViPvzsl18fbCJX15WiMcfZFR+JpMG9UCv1wEyP7tkAE++t401lQ0x4uAdSyqYN6WYwb1SOdjoIc9hxy0F0Olknvr+UIx6HQ9cUYRbCnK01YfZoKehVSLDbuKZacPxBYL0zrCx+aCL2YvD/T+zLJ++jiTSbCbapICmvxet2MvC6SM1Lma3FOSVdVXcfVkhNc3ecFFCWc/Gg03kpNn45b82csOoXC7o56DMmcX4gd3UwnMHGj3c+Pc1PHXdUO6fVESrL0CSxYjdZOAPH+zQiMClTgfzrhzENc+uZMHUEnV8XDWsV0yhRKXAXGayhaMuHxUHmijpk05xTiqv3DaGZIsRo17H67PGqjEXmw65WLevnr/9eKQaJXHY5cHrD/LMx3sY2TeDW8vySbObqTzaSrXLq+YqR+fwRs8MiHxpYzcbuG1cP+6bWMjhZq/a5iueXs6rPx2TsOhednvBvqWbamLylqPHskKzx48jKXzdGfSQnWqloqoxRgRWBOxLCrNjthnJ8Ra3amyTEha9W7G7nsY26ZwRgr9pYa/jvfcLt+53AxHRcWo51+PJTiVCCBYIBAKBQCA4BzjZwu2pzKc7nhiBkxVFcbrQAZOG5DB9bJ4qAtW2dBw9cLI5WdXGOxsDLo+fuUsqVKG+q4WQogWpzoroxctEdUtB1YU6pHca1U1ectKsjB/YjdH5maTbTQRDMjaTgXmTi6lvk/j3rLFk2M20+QKqCAzHYh1k5JiIhZtK8/nnuiqyyvJVgf3L/Y28NaeMh9/aHJM9q4jmZU4Hj1w1mA+21vDb93eqEQkzSvO4fXx/AiGZDLuJQDBc+GxDVRN7ag9w+0VOLi3qHlN07XCzl9mLN6hOYKNOR7cUC0dcHqa1LxtPHNTJOn7w/GrcUpCXZpxPZrIZl8fPvro2eqXbSbKA3WLEIUOK1Uhae+wDgNmgJxiUGZmfyWu3j6XZE35Y1gF1LT5e+LxSI+QNz03H6w8xIi+TGe1t6JFqxWbS88X+RrJTrXRLsSAFQhoB+auqRq4a1pNpfwvHSjw7bTiXtPeBFAzHa+h04aKJzV4/H20/QkGPFBaO6K3po/c214Rzow80hV29izewYGoJrd4AmUlmjAYdo/IzGZ6bockDjnzJsXD6SA42epj1jw1cWpTNw1cOwuXxo9NBms1Ems3EwQYPsnzspcPw3HTmXzNY3YYjyczXB5rivjyJntId/dLGLQUJhGQef29bjEgaDMHitfs10SMQFoq3Vrv4+SUD1ExnZTxGj+XI69BmNmhcrC/NOF+z7c4E7GiO9zeo2RvoZHsdf382IQp7CU4VQvQ/NXxb4slOFUIIFggEAoFAIDgH+KbCbbQzItlqPGX5dJ21NVr4OxFH8zflRJwiLrfEPXGcuHBi8RwnyvGIEh0dZ1dcvpFCfc90G/OvHszuo61IwZDqJo3O8I3OYVVcidEo+0+UieqWgmysagJImM28+JbRTPv7WvXf5QVZ/Ozigpjt3PLyehbNOJ/bo2IdXllXxYOTiwGtwO71B1TRLCjLPDSlmGAo7LJMshpIsRj5/l9X89R1Q4FjReXiOXchHD0wvTSPmS+t54ZRuQztnU5Vo5s0m4luKRZq2h2mijD3++uHYTbpqXZ5WLbtSFxxcHt1MxOKstW+/6KqkT21Lcwe7+S8PukEQjJtvgCpVhN2k4EjLq8azzAiN4NZ451M+/ta3FKQrGQzr9w2hife3cbU0X1jBMkMu4nuKVYONHoY0D0FgNpmL7kOO9NfXM/DVw1i4Yq9bKtp5qnrhnL5oO6UObNIs5mocXk0MQ+zF29g3uQi0u0m/EEZXyDEpzuPqnEX6/c2xBXsf/3ONiCc2ztvcjGPLd3C3CUVPD21hGc+2d2pMKqMR8XN/eG2WmaPL2Da34+5vOtaJTVreVDPVF796QW8t/kwj769hUuLe6gFELs6MyDeSxtlrETzyY5abi3vxzOf7NZ8H5mLHZmFPG9yMYeajsVeRF6H4wqy2FDVpNn3F1WNVFQ1dknAjsfx/galWjuWGjr7/mxCFPYSCM4dTnUNjG8D587dVyAQCAQCgeA7zDcpLBLPGXFpUTa/vmYwD76x+aQXpTneGAE4vY6qE3WKnCwn7jelq6JEV47zsasHM+/NzZplokW0yGNT4hwAdZr7v28fGyNIKc7WO5ZUqLEL0ShRGw+/ubl9Snysy/Huywfyl492xl2/zOlgVaVWPF6+q47bL+wfs2xkrMPlg7pzoMHD5YO6A3DF08sZ2TeDOyIE5JBMQtGs1Ong3omF1LVKqjCr/DdSqIt0XmYmmbmxXXR95uPdXFbcndv/b0PMthUsRj0+f5D+3ZLIz4oVB8sLspg7wUmbL6iK6Ip7+U8f7qQoIjc4GJLJSrGALixCvvrTC0gyG1i/t0ETb/D1gSYevnIQbVKAX15eCISFb4M+yIaqRgblpOFIMWP26km1GumWYmHqC2GBd/Ha/cy/ehB7jrbhC4SobfaR57BT1+pj4Yq9mpiHktx0zs/P5Mn3trNqT70qwpb0SadHmoWZZfncUt4Pq8lAMCSzurJeFTlLnQ6mje7LzS+v59kbh9PiDdDqC3DvxEKkQIhmb7hoXkVVo0YYLXc6mN4eIxKJ1x9MGI0C8MptY9Tvbhzdl3tf+5rfXDMYg07XpZkB8V7aRM6IiESJu5gyJEczdo60R248/1mlOsae+Xg33yvpRVFOalxB+rGrB3PF08s12492t0cu35V7flayWY1MiaY8zm9QRpK5w2KAGQleEJ2NiMJeAsG5w9nyt9rZjBCCBQKBQCAQCM4BTjSfNpEzQilq9bvrh9HqDZzUfLpEbU1UsR5On6PqmzhFzpbpwV0RJTo7zie+N4T7/r2JL/c3MrMsn19ePpCDjZ6Y6eIKyrFFitBuKcifl+1Cp4NuyRa6p1opzknVOFtH9s1IKJK43BL+QIgJhdkYdTruvmwgD0w2UNfqIxCU2VDVyM0vr+fJ64biC4RiCmdNH5sXdyytqqyPK1i5pSAVVY1AWOQtyc1QRb7Pd9Xx0wgB+ZMdtcwZ7wRixWnFnQnH3O2RLvd4wuLC6SNjCnzFc0Ern1ccaMJk0DEmP5MDDW7unViobttqNGAy6Khr9fG/a/ZpnLtJZgP3XVHEoUYPIVkmPyuJYEimttlLdqqVUFBGlmWa3BLn5WYQCMm0eP3YzeHHwu/99yqG9k7jV1cU8+R727hhVG6HBe8ixdlWX4BFEcsqBf8mxxE2G9uksHgbDFHV4KZHqhWLSc9VzxwrhBZZxPD31w8jz5HEVweOCbyRec11reEM5p1HWrinPZd4QbvomZ1q4aNttWqWdOSYsVsMMf0fid187HtfIMTyXXW4vH6efG973HMXPTMg3kubeFEoyrmdvXgDr9w2BqNeh9cfwusPamI2IvfjaHf3x8sY3VvXGjPeIl9SPHBFEVIgdFyFy0LIzL6oPyFZjrkmZrdfK5F0T7Xy+LVD+NXrm2KKAT5+7ZBzJh8Yvnk+vEAgOH2cLX+rnc0IIVggEAgEAoHgHOFECot05Iz4cFst900KdFgp/mS1Ncli5Iv9jTECI5xeR9U3cYqcLdODuyJK7Klt7fA499e71e+f+Xg3JX3SYwq2RaIcWzwRWsktfXHl3pgp/Y9dPThuf1Y3efhs51GWfl2tEZXmTHBSUdWo+UwRr2Zd5CQoy/gDIfKzkpiyYEXMWIKw81HJ+I0XF7B47f64LyRWVdarReW64s6MdLcnirdQ9hvtgv9kRy1zJ4QdyIlEVoAL8h0EQ3C0xYcvEMJqMpBmNfKHD3dq3LQ6HeQ5wqLvoQYPjhQzn+88yqZDLkb2zcSg1yPLIVqlAF5/eDtuv48Ui4mDDW5yHUkkWYwsmnE+Rr2OYCjEvCnFHHZ5uPuygdw3SUebLwgytEkBDDodv79+mPriYMna/Qztk65xdit9qIvpEWj1BWnzebCaDWypbub/1uzn3omFmkJokYJ6mdPB+fmZDOqZpi6jfK+4fX+8aC03jMrlqeuGIgVDOJIs2Mx6XB4/Q3qlEQjJce8/HZ23SBQB1yOFEhZBi76HxLteOhorJbnpfLD1CNee14vinmlUN3n462d7YkTgSPExXsao1RT/MV/psylDcjgvNyPuMpFEzipYOH0kc+O43SsONDHzpfW8Pacsph25jiT+8IPzaGyTaPYGSLUayUgyn1MisIIo7CUQnBucLX+rnc0IIVggEAgEAoHgHOJ4C4ucSWdEdFuTLEbe65txRh1V36Q/zqbpwfFEiWSrkTZfgIqqRgLtBcES0eTRHmdH4lTkscUTod1SkMVr93PPxEJmtkp4/UFVIGpyS0CSZnuKW3nG2LyY/SnT1/XoWL772PYrqho5r086dyypYHhuOr++ZnBcEVhZXsn4vW9iIY0ePxl2E7IMJoOO4p5pcQXBRSv28vqssTy2dCsrd9cze/EGbhvXj6G90znc7AXQFBCLFGyVdusgxv04I47ovOlAE9cM66URmq0mA3aznhSrkWemldAzzcbnu2pJt5lJs5mobfHRLcXMB9uO8POLB3D7RUGCQRmz0YBeDwca3ViMenIz7dS2eMnPSsZqMpBiNfKXZTtZXdmgCsdeKUjvTBseKUhxrzRCIWj1BdABgZDMlkMuhudlkJFk4bG3t7Bidz12s4Gnp5bwUpTgX16QxcNXFvP4u9t4/rNKTUG7HqkWspLNHI2Ihqh2eVm27QjFPdO4rLi7mpnbkQv7kasG8WSc7WenWkDW8adlO6hrlVThWJ198PcK5k0u4t3Nh+O+GNle08zcLji/I8X8JHPHLuL6NgmOtqp53NHXy6IVe1k0faRmjEe2+ZX24oVw4uKjXq/rUOA26OPJ81qiZxX4AqEOYzQS3Tu7p1rPSeE3HqKwl0Bw9nM2/a12tiKEYIFAIBAIBIJvMWeTM+JscFR9k/7oyIn7+LVDqG+TqKxr63LxuW9KpChR3eTh7lc3qqLNwukjO1w3enp6V/NDXe6w0PvglGJCskyLJ0Cz10/FgSZueGFNjLg6ZUhOzL4VV/bUUbkx3ynT12eP788DU8IRB3Ase3h4bjoPXTkItxToUOgKyceczkqmMYSLyyUSstxSkJomryZqwWLUIyOj14HZaKA4J5Vnpg0nK9nMn5ftVI/XLQX557oqnrpuKF5/iEZ32AEZvZzSvnsmFVFV7+aQy0tOuo3MpLDYCxCSQ8gy/GjhWgb2SOGm0nx+vGgdbimoOqb9QZmt1S7+a0weu4+20j3VSjAkEwzJfLm/gcKcNNzt0QJtvgAPXFGMNxCk1RfAZg5n70qBEMkWIwcbPKQlmdDr4GCTh1SriZH5mfx44TqG9krl8WuH0CYFafb4SbWbmH/NYNp84X9nJpnZcbgZGbi0uAc3ju6rZuAeaS8m97t3t/Hx9qOa41ec2ZcVd1eXVxzE0VEStS0+GtskBvdOZ+rovkjBED1SrXx90MXcdoF9Zlk+N5f1w2zU0+YLqLMPhuemM6qfg8G90mIiDcqcDrqlWPEFQnHjKyKd35EFEC2m+NEOCi1ePz94frUmj3vB1BJqXF4q69qwGPV8WdXIPRML+anXryleuHjtfm4bp824PhHx0ajXJczdvqk0v0tCcPTsiUSRFgrCZScQCM4GRJRL5+hkWe7YLiAQCAQCgUAgOGtQ8hqbvf4uCY4ut8TcJRUJnRHfterJJ6M/lHOgiNlWk56H39rCsvbcZWVbnRWf+6Yo7QjKMvPf3sLyTiIWFMqdWQzLTY8RRJVM1ilDcvD6gzFCfbzic2/NKeWp9+PnpZY6HTw0pZgeqVaNkLyztpXr/7qahdNHakTaaP73plFIoRA90200uf0kWw3UNvu497Wv+a8L+jIqL5NnPtkd18m5bl896/Y2aHKAlX7ZWNWkcWJGrhu9PMBzNw7HYtRr2hqZX+sLhOiXlURO2rHjPNLs5e5XN6oZzMpyish4tNXH4J5pmm0+/18j2HTIxRWDc6hxeUizmdh1pIX5Efmwiit3ydr9TB3dl8Vr91McURgu3W6id7oNl8dPmxRUM2631zTTPdVKSIaFKypVh+9fbxyB2aQjyWKk1Rsk1WbEZjTQ4PbR7A2SlWxm9j82sOim86lv9ZFkMeH2BUixmTAZdMiyzIdbj/Diyn38382j8YfCheIgLN6/sq6KX1w6kKG906hqdGM2hAXPrdUubi3vz7p99Zp+UPp1eG4G9nbB+qsDjVw4oBsuT0AVTbcfbub8vEySrSZcbj/JViN2k4FGtxeLKXwsyVYDbb4Akl/mrle/4oZRuZT0SSfJYgyL7rLM7z7YwZoIp7ROBz3TbJgMeg40uAnKMhUHmli0Yi8luenMGV+Azx/kbysqE475yDEUeU+JvvdEjiGANJuJT3ceZdGKvbw9p+wbRfa43BJ3v7qRgTmpmrFXcaCJHTXNPDi5mAa31OFvSEVVI9c+t0r9d0f3lO/ib4lAIDi7if5bTUS5HOOMCsGff/45v/vd7/jyyy+pqanh9ddf55prrjnWOF38N5W//e1v+eUvfwlAXl4e+/drq78+8cQT3Hfffeq/v/76a2bPns369evp1q0bc+fO5Z577tGs8+qrrzJv3jz27dtHQUEBTz31FFdcccVJOlKBQCAQCASCb048Ia4rgmN1kyfGGVFekMUT1w6hd6b9lLb5bMPllmh0+5n35uaYfnzquqHkHKdw63JLzFlSEXfa+fGKI8cj8kdnd0YLqopgGK/Q1y8vL+QvH+3UuDQ7a3Oi43xpxvkEZDlmP4rz0KjTsWjlXp68big6YN6bm/nZJQVcuWBlh8JSpKD2+qyx/P6DHZrl7GYDz04bzmGXh+xUq0ZkzUmz8b9r9qmFwSLduHazQRP/EN3eeJERC6ePxBcIdZih/MassWrmanWTh4fe3MycCQX8/j/bY3KTbyrN55W1+ynsmaYRnZXzeOelBYzKy+Rvyyv50Zi+vLhin0a4nlDYjV9eVoheD1IghF6vo8ntxxcIsaGqkVfWVfGjMX25uChbI8ouWrGXC/pl8vNLBqDT6TjS7MWg0xGUZXS6sKirFFZ74fNKSnLT1XOQlWxmyW1j8PqDqsiqiPJ17bEPb88t5YfPr+GV28ZoMo27JVvYVuPCkWyJOU+zF29gZll+3HFgNxt4cHIRA7qnUN8mkZNmRQqEaPb6ybRbWLb9CItW7NWI5PMmF3FebgZ72523ynFHntPnbhzOrtoWLujnYHdt2E0d2a6C7GSsZgObDrpivstJs/HLf23kyeuGxkRkJBpDH911oSrqxrsXx1svcjydKInu+7PHO5n50np1X4l+Q/bUtnLxHz/TnI9495QTvXcKBAKB4MxwRqMh2traGDZsGDNnzuR73/tezPc1NTWaf7/33nvcfPPNXHfddZrPH3vsMW699Vb13ykpKer/Nzc3c9lll3HJJZfw17/+lU2bNjFz5kzS09O57bbbAFi1ahVTp07liSeeYMqUKSxevJhrrrmGDRs2MHjw4JN5yAKBQCAQCAQnRHReo8Lnu+q477WvOxQce6bbeOJ7Q9hf76YpYhryo29v4dGrB59S1+rZhCKeKi7NGWPzAOidYdO4Vo+H4yk+15HQezwif7zszmiUiIWZZfncO7GQg40e+mTa+M+WI9z88nqevG4ovoC26FV5B9MmEx3nF1WNbK12xcQpKNPci3um8fmuOu597WuuGNyDwpxUNh10Uep0JIyjUIp/Kbm6Lrc/Zpq7kkv8yFWD1CgGi0lPZpIZszFxDnC8+IfsFAu7alsTFhKrONCkujYToUyLjzw3Xx1oYtGM87ndG4iZ/n/fpCKueXalZhtKTrMSkXBJUXf06Lj78oHcf0URrb4ASWYDIRk+2HaYf31xkL9PP5/fvr+NqaP7agS6Py/bxdcHm/j5JQNo8wW4cEA3Jg/JwWLQc6TFS7M3oBFWu6dY+HDbEV5YUolbCsZkG9e1Srz5VTVfVTVqxE+FMqeD2mYfbinIB1uPaIRdxfnqSLZgNenpmW7jSLOX2Ys34JaCLFqxl4VxMnNH5GaQn5WsxmJAeIzeVJpHo1uioqpRc75G5GbQLdVKSO5YtLcY9Tz/WSVXDM6JKWSnI1zI7vZ/bOCGUbkM7JFCICgTCMlqPrQy9h64ohi3P4AUkHFLATW+JHoMRWbnKjER1S6vRqyOXu9EYhbi3V/iFeyMFIEh8W9IdM5m5D1l9kXOcOFCm3DZCQQCwbnGWRMNodPpYhzB0VxzzTW0tLTw0UcfqZ/l5eXx85//nJ///Odx1/nv//5vHnjgAQ4fPozZHP6Buu+++3jjjTfYvn07AD/84Q9pa2tj6dKl6npjxozhvPPO469//es3PziBQCAQCASCb0i0OyuaSNdZNCfTtXqucqr6IHr6dDSKs68joTfJbDiutkWPhc4iFpTvn7txuCqQRUcbKEXGCrqnxN3GF/sa+P5fV8d8rrgEX165VxNNEc/lqOQWz11Soa7zZVWTZnp8pCPVLQVVZ/CiFXs1y/XKsJETId6v39fA9e3t66rTOPIY3p5bxiNvbdGcg0gxNJFrFcLnaP7Vg6lv82EzG5n0l+WabSvtTrWa1Dxlk0HHur0NMS5npRjbhqh+6ZFqxWzS89S721gW4eSeNLg7d102EH8ghF6nQwbafAGSLEZ0gIyMy+NnzuKwoPvyTaMwG/VI7YW/UqxGQMZqNODyBjjc7KVvph25PTYh0jV+SWE290wqVIvHRfbTI1cN5oYXVlPXKmE3G1g4fSTPfbInphjanPEFVBxoIN1mZkD3FI62+uiWbCE9yUQoKOMPyrRJQQKhEOv2NqDTweCeaQDkpNkIhWR+8EL4PCv9k2QJF0nMddi5+pmVvHLbmA7jSkpyM6ioamRUfib+oMzYfg4AUmxG/rMl1mX87LTh1Lg8cd3BsxdvYMHUkg6vv+h7s8st8e7mwyz9uvqkxSx09iLJ5ZaocXmZGDE2O2unst1EOZvCASwQCATnJudMsbgjR47wzjvv8PLLL8d89+STTzJ//nxyc3OZNm0ad955J0Zj+NBWr17NuHHjVBEY4PLLL+epp56isbGRjIwMVq9ezV133aXZ5uWXX84bb7yRsD0+nw+fz6f5zGg0YrFYvsFRCgQCgUAgEMTH5fZh0CV+f9/s9hEMxn8wr232smr3UQxxUrdW7j5KbbOXZIvhZDVV2y6PRF2rP5zRZjORlWQi1Xb6RedT1QfJZkOH5yXJbKCx1cP9r21k1e46zf5X7j7Kr17byP1XFB1X26LHwldVDZQ7M1m1J1ZUGtvfwVdVDRh0MmY96no+f4D//mSXZtn3fzaOYDAYs41mj4RPCsQ9Tp8/wJ2vbOD/bh7N3ZeFi41ZDHo2Hmzizlc24PMH1ePy+gOadW4uy+eXlw/gaIuPbskmNh9y8fNXNqgi3IXOLH5yYX9+8n9f4PMH+e9PdjG2v4MfX5CHz+cn2ZKkttdm1Knte3llJX/8wXnokTV9El63L3f9v680x+LzB5D8Ae6fOJDpY3LxBUNYjQayks0s+HgXPn9A3aYBmZV7IkXQLH56YT+mLPgctxTk6aklMdtW+vmdO8pZ8NEOVu4J5/NGt9HnD/D/1u7n/omFHG724g0EkUMhalu86GSZf204wB0TCrjjYqca+bDxYBPfe3YF5/VJ58cX5PHq+ipmlPbjphfX4m7PCP7jD86jqEcyq/bUc8MLq5gxNo/R+Q4Meh31rQGSLUZ++r9f8MDkYhav3sf2Iy08ee1Q7ps4kLsuLsAtBUmyGgmFZALBIPdPKiQUkmnzhdc90uLlgy2HePLa8EzK7qlWdMhcObQ70y8I96fFoKe2xYvH52fDvgZ+eH6u2kaA5380gqxkM0aDnr99tovCnFSG9U5vX1dHitXIMx/voH+3ZHzt40gZD+f1SeerA03cfdlAfP4An2w/zJyL+ic8/6+ur2JG+zhwS+Fx9fyPRtDo9qnnShmzPn+AO5Z8yYyxeQzKSQn3hcXAV1UNPPHuVnz+YIfXX7kzi0y7QXNd1TZ7efydLQnH6MNXFrH3aAtJ1q7dL5s9Uof3l/nXDObBNzbzg/P7HPdvSPcUM3/54VDqWv20ev0kW01kJYfbFO9eIRCcbZwtf4MIBKcLg6Hzv2XPGUfwb3/7W5588kmqq6uxWq3q53/84x8ZPnw4mZmZrFq1ivvvv5+bbrqJP/7xjwBcdtll5Ofn8/zzz6vrbN26lUGDBrF161aKioowm828/PLLTJ06VV3mueee49FHH+XIkSNx2/PII4/w6KOPaj6bPXs2c+bMOdEuEAgEAoFAIEhIQ5vE/6zel/D7H1+QR2ZS/IebGpeHf64/kHDdG87vQ4+0k+/uavH6WbbtCPvr3epnfR12LinqftorzJ+qPvD6g7y3uUZzjAp9HXYmDc7BLQU7PHfXj+zDq190vW3RY8Fk0DNpcA++OtBEVcOxduRm2jmvTzrvbT6MPxhiVH4mh11ezTLRbbWaYh8gGtokth9u7nDd7qlWeqRaeWtjdcLjuGpYTwDNMiaDnpLcdHqm2bCY9Bj1etxSAJvJQGVdGzqgW4qFYEjGoNdxuNlLRVUTU0flasZ7k1vi4+21avuU7fZIDT83pFpNHHZ5+WzXUfxBbZRGbqadHmmx7Y/cRjAkk2Y30eoNoNPpCARDGPThImv/+vKgus2rhvVM2AfXnteLJKuRz3ceparBrW6/T4Ydg16HyaAnGJLR68LPRl5/EKvJQEiW8UhBql0eKqqa6JNhY9yAbkiBEP6gjNGgIyTLIENjm4TNYuSrqkb2R/TFuIIsuqda8fiD2EwGdDpo8x3bpj8YwmTQc9GAbnRPs9LsCccZKP2dk2blvD7pbKtpZmReJm2+ACEZUqxG9DodrT4/snxs+d4ZNsb0c+CRguh0YDMbkGU0x6H0mdL/PdNs6AC7xYDHHwq/RGg/53WtPobnZvDmV9Wa9c7rk86mQy6Gt7vuV1fWYzLomTYql4ONbpKtJvQ61HGt00Hl0Ta+3N+oGQeTh+Rg0Ou6NH4PN3s110Ki66+vw87Fhd0JhmS8gSAWowG72UCjW+Kf6w/EjC/lWLNTrCz9ulrdRuT90usP4paC+CK219n95brhvXltw8EOxyZ0/BsiEJyLnE1/gwgEp4vCwsJOlzlnHMGLFi3ixhtv1IjAgMbJO3ToUMxmMz/5yU944oknTqk79/77749xEQtHsEAgEAgEglNFs0fC+5VbM9VaodyZRdHAgoQuF8PRNj5841DCbf/i+/3p1y3ppLUVwu194p8bWbHbC+iPfXHIyw53G3/64bDT6so5lX2Q1SuPB1/fpDk35c4sfnz5EHqkWdl4oIkPD1UlXH/ONXl8+Gbitt15XT/0Op3qaMrvYcTzlZsVEfv79PBRZozN479GOjAb9fiDIZIsRp79eDcfVQHoWXm0hed/NILnP6tkxZ74bY3HxgNN/OmtQ/zxB+exbfW+GAfjDy8ezOPvbqXImESbtVtcZ2RZfwdNJgc1Lm/MMu9WNQFNqrvzuU8P8PyPRvDx1/s07luF0v4O8vs7sRp1qtOrh8PM+NQcnvt0t7rtd6vC27z9QidfHWxgfHFf3twXYlVVvWZbV5QO5L8WrWXGWEeCttHetmSe+/Sgpi3P/2gE71YdRBnjBQWJ+2DcyEze3l7HNSWDmJJq0RRd+3fFIUqd6Tz45hYgHEkwY2weEwZmYzEZkIFMb4DR5xmxGvV8tP0w6/Y2UpSTynOf7gFg/MBuzB5fwLOf7GJwr97MKs/WOIcfe2cf5/VJ596JhbR5/bzw6R5W7Wlqb52esf0d5OT2g1CIgX1s1Li8yGl+rs4LO7xf39PMfVecz7S/rVYLxEW2dVxBN8yZfnLzwvub884+1fGrtG3RhztZEbXP84flcdf/+4oZYx3sqGlhUO8kLhqQDYRzabv10lHV0IYpycJtU/Jxefyk2owEgjIut58+JgeGVBu//08Fbim8zazefVlVV82wjLCrOCPDxodbj/DSqn0R+bjH7kvfH9+bjQebEp67sf0dbHOH7w876kJcP7K/5lr49PBRfjWpkKvGZVDV2IZZryc/K4mn3t/OR9tr1e2UO7O4d1Khei9Sxlf0mPrw0OHwPyLul21SiCde36S57sud4eJvHd1frhzXnQ8PVXc4Njv7DTkRhBNTcCY52/4GEQjOJs4JIXj58uXs2LGDf/7zn50uO3r0aAKBAPv27WPgwIH06NEjxtWr/LtHjx7qf+Mto3wfD4vFIkRfgUAgEAgEp42MZBuPXzcsbl7jE9cNJSM5sZs1O9VKqbObZr3I9bNTrV2aSnY8NLiDfLarHmLKMcGnu+ppcAfJSD55++yoEBuc2j7onZnEX6YOV4sypVi1BZTS7BaCcpzch3ZSrOaEbSsvyGLDARf3/3uT+tnvvj+U2y8qICAfK57W4gux4YCLUmc2e+vbuOe1TdjNBt6aU8oPR/dVs03XVzVRkpfJj9sLpeVnJdEzzdpJQTsLLb4QP/vnxnCRvdJ+mqJw3kCQm8v787fllUwv7UcIXWzxt7J8dOhYtv1ogmWymF6axx1LKgjKOowGAz8u7UcwarlSp4Mfl+bT4gtwz2vb1ExUu9nA23NKmTSkp6Z9R5q9+IIyz3yyl+KcDIblZvLLiUUcbPSo7W/yBGjxhVi4cj9PTy2JaVtZRPG6yPNY7nTw1aFmzWeJtlHqdJCTnsT3RtpZuGJvzHe3lvcjL9PO2P7dWL67jhZfiAWfVLKlpoVfXVHMo28nzi8OyjpKnQ5uGJ3Hrf/7JXddOoCBPVLwBmR6ZthxS0GKe6Xz5xuGc6TZS6M7QI90G1dE9VVts5duaVamvrAGgKeuG0quIwm3L8hlg3M4LzeT/2w9jLN7KkdajrU/sq0PTi5m3pubI45PR1lE2566bii3XeTUFM/72T834pZCbKlp4Y6LB/C7/2znT8v2aPrnptJ8bm8vXDezLJ+Jg3rg9wcwm41UN0v8+t0duKUQpc4sZo0v4FCjjwWfVKrbmDPBScUBFy2+ENH3pNL287io/dyBPibbOLJ44dK5Zfzmna0My81U+y/NZiLFamTGS+upa5UYV5DFpCE5fLDtqGZ/n+6q5/IhzQmv99I4Y+rTXfXUtvr59TvbWB51T/10Vz23Xejs8P5iNRkJyrqEY7MrvyHHy/EUv4yms3u5QNAVTvffIALBucQ5IQQvXLiQESNGMGzYsE6X/eqrr9Dr9WRnh98iX3DBBTzwwAP4/X5MprD9/8MPP2TgwIFkZGSoy3z00UeagnMffvghF1xwwck/GIFAIBAIBN8JTsXDrFJxPpHgmIg0u5knrxuasOjPqXjIbvb6O/y+pZPvj4euiA6nug/S7InPQ1aymfKCrLjF4MoLski3mxK2bdZ4JzNfWq9ZJzPJzMyX1zOzLJ+Z7YKuIqrNfHk9C6aWAGE3ZYs3wKKVexMWznpoSjGVdW2k2STMBj33v75J087ygiwev2Yw5c4slu+u0xRZg7CAazLoGNornUuKumPU6bj7soHcN0lHiydAqs3Esm1H1GJlM8vySTYb+NUVRYRkmUa3n0BQJsNu4sa/H8uMdfuD3P3qxrjHeMeSChZMLdG00y0FWbqphuxkrVGj2uXl1+9soyQ3nS+qGnnm492U9ElXi+YBPHfjcHUbSmG4maX52M1GPP4gzm5JPLZ0a4STNNx3864cxDXPrtTsL3Ib908qotUXIBSSWVVZz+zF4X3Om1zMryYVUdXoxmwIH9P/rd7H/ZOLeOzqQXgDIVq8AZLMBowGHVsOufjNNYPZfbRNjYsAme6pFvVcK/0yom8G+VnJ/NfCdQA8O62E7BQrZoNe0x8XDsjil5cV4guGcHn8pFiNJFkMTH1hjer2VQqgPX7tYN7bVMPy3fVqQTsgRsy+rbw/72+poSQ3g5ml+UD4nmU16pn/zlbqWiW1UODitfs1BedKnQ6mje7LLS+v54ZRucwszSfJYsSo17HzSIum6OAzH+/mlXVV/PMnY1hX2UBJn3R+f/0wVczukWrht//Zrjkvi1bs5empJehAs99yp4NZ4wu4+eX16rlbMLWEn17UXyNWK/svczoIIVPUM43huRnYzQasJpnVlfVqkbnygiweu3owVzwdvzDb/KVbeeeOMua9sTmmD26KEJwjaXL7494/AFZV1ie+vzizqDjQBMSOb18gRL+sJHIiXgSdDFxuKeZ+DPD5rjrue+3rDgvhfRMBWSCI5HT+DSIQnGucUSG4tbWV3buP/TG5d+9evvrqKzIzM8nNzQWgubmZV199lT/84Q8x669evZq1a9cyfvx4UlJSWL16NXfeeSc/+tGPVJF32rRpPProo9x8883ce++9bN68mb/85S/86U9/Urfzs5/9jAsvvJA//OEPTJ48mVdeeYUvvviCF1544RT3gEAgEAgEgm8jp/JhtiPBsSPiicjJViNtvgAVVY0n3XmV2kn+3snK5zse0eFEhfRvii8QYtZF/QnJcox4NusiJ75AKG7bjHodk55erhEgle25pWCMKBv5vYLL7eemdlEuet83leZT0+Rlxkvrw47JqsYYwXj5rjoONnn4xeUDkZE1wlWZ08Hdlw/kLx/t5PnPKplZlk/3VCs1Li9Wk4GcVAt/+GAHy7YfVdf5qqqRS4u6c/1fV2uOa+H0kZp/W4z6Do8xHs9/VsnTU0t4adU+zXiIFNhKnQ5VGIvcl0LkPhdOH8nNL3/BW7PHMm9yMVNH5WoE6fc211CSmx7TZ24pSEVVIwBbq108NKWYKUNyuHBAN5o9fjYdcrFsu5fBPdPwBUKU9EnnsuLu/PD5NfzXBX0ZPzAbq0lPiy+AUa9jb30b/bOTWLiiUrMvu9nAzLJ8LujnYFR+JmP7OTAadLT5gmq7Zi+u4Nlpw6lt9pKdaqU4J5UFU0s40uxlf4ObX/5rIwumlvCnD3Zww+i+DOyRQl3UOc5Js3FTWT4hwmNIERNnXeTEoNfhloIccXnxBYI88/Ee3FKQUqeDOeML+GDrYQp7pFLcM40b253pfTJszJng5M5LB9DkDosxkWLrMx/vptTpoCQ3QxVwh+ema8bewB4pHGrw0j3NSo9UGy1eP/b2goo/XrSOh68aRLM3oPaXWwryz3VVPH7tEFVQtxj1bDrkwus/1l9uKcjcJRUsmn4+S9ZWaZzBZU4HD105iH11bnWMKOcgUozOzbTj8kgx123k+Nhf5+a83Axuahdk+2Ta+M+WIxrBOxKbObFzcdGKvbw9t4xH39qieZFU5nQw78pinnpvm2bfStvLnA7+8IPzTvr9r65VSihaf76rjrpWKe4+v4mALBBEc7r+BhEIzkXOqBD8xRdfMH78ePXfSubu9OnTeemllwB45ZVXkGVZU8hNwWKx8Morr/DII4/g8/nIz8/nzjvv1GT3pqWl8cEHHzB79mxGjBhBVlYWDz30ELfddpu6zNixY1m8eDEPPvggv/rVrygoKOCNN95g8ODBp+jIBQKBQCAQfFs5mx9mI0Xk6iYPd7+68ZQ5r7KSzYwryEoYxZCVfHL64HhFhxMV0r8JDW0SN7/8RVx3680vr+fft48lO9Ua07YN+xviikKRwmU8Ir//oqqRrdUu1aUZue/Fa/dT3DMNgJI+6QlF10a3PyyOzTif270BXB4/VpOBrGQzf/10N9PaBb7I9cudWcyZ4GRw73Smtn+vTJ+f+dJ6zXGVOx3Utvg0+6w40ESp0xHXyVweR8yFY47HJbeO4Z6JA9V8XEVkLMlNj3FcliXYVqRgnGQxkW438fKqfZrxrLhj9TpdXOF58dr93Fren9oWHz3TbYRkmT8v2xn3mB6/djBFPVL404e7+NOHu2LaotPBTaX56NGp4qQiOJ/XJ50la/dz76QifIEgz3+2R3O+rSY95+dn4vWHONLsBY45g0fkpuP1hxjcOx2jTscDVxQhy1DvlgiFZDKTzPx52U7WVDYwsyyfm8v6YTXqyUwyYzDoaGyTSLMZSbYkkWYz8ccfnIfJoONIsxevP8jzn1WyYGqJZmz887YxtPqCvLJuLzeMyuXFKMd6ZOyFWwqyeO1+7plYyH06HVUNbnX8/vQfX+KWgiycPhJfIMQPXzjm8o52vuY57PRqv6+9tHJvzHlUhO2gLOOwm/l0Zy0zy/K4Z9JAWr1B0u0mqps8TPvbGp66bqhmzEVfNx/ddSHJlo5FpqAsa9abM8HJxqqmuNd7qdPR4bbcUhAdaF4kWU0Glm6q4UiTl6mj++INhGJeBM0ozafNF+hw2yfCiToxT1RAFgjicbr+BhEIzkXOqBB80UUXIctyh8vcdtttGtE2kuHDh7NmzZpO9zN06FCWL48/NUfh+uuv5/rrr+90WwKBQCAQCAQdcS48zJ4Osfp0xVGc7dM/Xe5wPEhH7tZmb3wxxm6O/6d6ZyKpIvbBsSnxL67cq9l/9DT0SBdxNBajnrpWiRteWKO6H73+IA2tEndeNpDqRq8aB6FEPXx9sIk1e+u5pKg7rb4AdrNMksXIn5ft1BQaK3U6uKksn3xHkuaYFq3Yy8LpIzXCZ/j4sph3ZXFMJIOCWwpS1+pjbrsQWNInnUE9U/n37WPZUNWocVyWtjs8f/u+NkYgsm8UwSDeeFZEyvlXD8LrD9HQJpESUcTs0qLuZKdaCMkhDja4cXkDCd3ZiutWJiq6oCCL6WPz1PO0YGoJs8c70et1pFjD4yMkh5g2ui/T/hZ+Llo043xaIgT7JIuRJ97dxup2MbekTzolfdJ59ScX8OG2I8xevEF18d5S1g8ZWc0xVkTSW8r6YTLqafEGqDjQyKCcNBwpZoIhSLIY0Oug1uUjJMuAThPJES202y0GbnppPW/OKaWuxaeOnTZfEGRokwIYdDrVYVtxoIm/LNtJUc+0mGtIEexL+qTHjIPIZd//ebn6/49dPZh5b25W73+RgvodSyr4/fXD+N1/dmq299acUjUqo6PrL1JgSiRCxXuRsWjFXpbOLYvKVz42Fj/ZUZsw/mFcQRYGnY7KujZSbSbys5KorGvjmY93U3zj8A4jVhbfMjpme9+UE3Vinsl7ucgl/vZxJiKxBIJzhXMiI1ggEAgEAoHgXOFsFybh9InVpyOK4Wye/qlEhNwzcWCHy6VaE/xJriOu4KSKpPGcqO1F2cqcDla0T3W/Y0kF86YU89CUYjxSELNRz7ubD2tE0Y5cxhUHmhJmBEfmx0ZT6nTgD8osWrGXV24bQ0OrxNwJBdx56QBVMN5Q1cicxRW8NbeUyUNyuPOSAbg84Wtk3b4GRuRlMKM0T3UUe/1B3ttcw4i+GXHHsCIMRgqB5QVZjMzLwB+UWTC1RCOGTfvbGl6aMYqfXVIQ4yAe2TdDIxjogElDcvjlxIEcaDhWbG5fnZu7/7WR335/KGk6E1IgSHaqlV6ZNv6zpYbiHmm426MIFIH6zksG0Oz1k2YzkWYzcbDBgw4dN5XmM7OsH7Isk51qwWo08MR729TzpGTsvrJ2PzeOycNq0vPMJ7s1Y+TpZbu494pCfIEQsiwTCIb41RXF+EMhDjV6ANh0yMXmahej8zMpc2bhC4RYHZVjfN+kQg42eki1mvD4g6zf38C6vQ0x49FuNrBw+kheWFGZMJJDoczpoLbZh1sK8u6mGkblZfL7D3aoovPTU0t4aeXemOzch68cpIk4iN7+g5OLEgqlpU4HOmDOkgpmj3cyZ/EG/vbjkcwYmxcjjLqlYMJrQbkWlZcrQEzRtcjxEk+E6ihb2i0FmDwkJ65gO6ZfJo9dNYiH3toSk+E9a7xTEyEzriCLByYXAZ1HrJyK++OJOjHP1L1c5BJ/ezlTcVACwdmOEIIFAoFAIBAITiJnszCpcDrF6lMdxZBsNXbolDtT0z8jXdczxuapwmw0ZU4HGUnx2yjLclwHaUn7dP5HrxqERwpyuN0BXHGgiTmLw6LRA5OLMep1tPkCMQ+/e2pbY4ShjlyOW6td/OLygYTQZhyXO7Po3y1Zkx+rECnSuaUgH2w9wsYDTQmFOq8UFk+fa4+aiI4LiNzemH6ZPHb1IB5+U5uJWu4Mi2I3v7xes94jVw3iN+9s5eOIrOLI79/fephFK/aqbtninFT+9dML1CiBPbWtBGWZ+W9vYfnuep67cbim2NycCU6KeqQy86Uv4m7fLYVzgCsONFGSG47gUMTEP364k4qqJnXfAN1SzHy0rZYXllTy3LThTBvdF38gxPIIYf+RK4vJSbcSCIbHgdcfotUXwGo0YNDrmPrCGgb2SOGm0nx+tHAd8yYXsX5vPbMmDEAKhEi2GEmxmrAY9bg8XnqkWpk0qAflziwMeh0rdtcx//mtjMjNYNZ4J3Pbxdx4BddKctPR63Q8cmUxh5t9tHgD9HXY+SrKga1k7CrO5ec/q2Ror3SmRIifJr2ex64azJEWL43uY8Xa/vThDu67ooi7Lh2oGe9K5Ef/bsk8etWghI5alydcbC0ky9wwKleNa4lH5IsPhU921DJnvBOIzUk26nVkJpnJTrFo7nWKCFXj8lJZ19ZptvRH22sZlZcZI+yXOh3cWt6f97bUcMWQHB6aUkybL0CSxcgX+xtjolY+31XHpKomxhVkddm9fDI5USfmmZjKfzZHOQlODmciDkogONvRyZ1lMwgEAoFAIBAIuozLLTF3SUXCh9mz4cFyT20rF//xs4Tff3TXhfTPTj6NLToxqps8PPTm5rg5o4rokHOGHF2RfZyVbOYft4xh/tItMcXWfnPtEPo6kuJuY39dG48u3UJxzzRK+qRrXIJbq1386ooirnpmpSoiRn6/aMVe/n37WDz+YMxU53hjtCM35k2l+dz32tfcMCqXC/o5CMoy/kCITYdc6HRw+aAeqtO4ye3HFwixoaqRRSv2qgLVpUXZPDilmAff2BzXNbql2sXGA00U90xjZG4G6UkmzEYDjW2SZntKzm/vdCtJZiMHGj00efz0zrDx8fZadDrUImxKX4zum4kvFOpQXI7OZv3orguxmQ2qSKQUjgM0/6/03eJbx/D7/2yP23evrKuiMCdVE9MRGbtwQT+HWnQtst8iC6a9ctsYjrb4MBn1GPU6ki1GvFIAk9GA0aCjye0nyWwk1WbkYIOHoCyr42BEbgZ3XOwkzW7mqfe2URQxnjLsJnql23B5/PgCQdLtZgIhmRZvALNBj0GnIyiH0Ot1NHsCZCWbcXn8tPqCasG12mYf/bolcferG/n79POZv3QL2w+38NR1Q8lOtdDmC5JmM2Ez6fnd+zt4Z/NhtY8mFHbj55cMoK5VwusPkudIYvOhJqpdXob00p7HPbUt3H6Rky2HXGSnWtXvjjR7yUmzYdTpWLu/Ie618MptY7jqmZXq+as40BS3OKLSpjsuHsDv/rNd/d5uNvDijJFUHnWTnWpRt1/b4mP8gG706OA+s35fA9f/dXXMtRY9Hi8tyuahKcWs2FNPdool5viUCA/l/tzRfdxuNvDuHeX85p2t/PAM3R+VuIXjcWJWN3kSCsinoq3flt9CgUAgOB6EECwQCAQCgUBwkjndD7PHy7kgVneGyy0xZ0kFy3fVqYKaIgCl20z0z06me6r1jLWvoqqRa59bpf47K9msCmOt3rAwVuPy8PqGg/zm2iFx+9vllth2uIUFH++KETDnjC/AbtZz9bOrYtZTiHSuRk91rqpv41evb9IIlxcXduNnlwygoU3CajIQDMmsrqzXCJPRwmlZ+2eLVu6loqoprsBV3i54P/X+dn5+6QBqm324PH6NUAdhge65T3arMRN2s4EHJxcxpHcaBxs9mA3HRPAHrijmobeOuT+jxdlI5kxwsr26mcKeqeoYyU6xsPNIC79+Z1uMCDyuIIvfXT9MU0wxsi/nTHDGiIhZyWZNNq9ybDtqmnlwSjGPvr2Fj7cfjR2rdhPdki088d42jWM5umCask+lj19Zu59pY/ry4op9GufqhMJu/PKyQkKyTFWjG7NBz6ZDLnql2xjSKxWz0YAvEKLZ48duMVLb7OVfXx7guhF91OJ2FQcaGJGbQWWdm+6pVowGHRl2E7IMJgPUuHyADlmWyUmzsa3GRWaShb+vqGRHlACcajPR6vXjlULc9epXPHXdUGwmA01R518ZX6PyMxnUMy2haP/vLw/w04ucqnCsbGN7tYsJRd351eubY85/qdPBvRMLVSH4ufbc3HhjNfrFx+WDuqsxIJurXcgyGoHa2S2ZvlnhFznxcmZ9gRBHW31MfnqFpk2R4yDVaiIzyawKpTuPtHCgwR0jZivj9I1ZYzkvN4MN+xv43n+vJhFvzBpLflYS9W0SwZBMMCTjlsL3nrN5evyJCMgnSvR9OhqlrwUCgeDbhIiGEAgEAoFAIDjJnO25dN+GIiqROcfxMjA/uutCuqeeiZaFiY4IqWvVTkWPFC7vvHRgwj5Psxk1U+cVB6bXH8TnD8ZdRyEy6/TzXXXc+9rXPDC5CLNez+PvbuW83Ax+3p7Jq9PpyEo28+dlOzWC5dh+DsYVZJFmM7GhqilGBJ5Rms+9r33Nk9cNRc9edcr8zPZIi+xUCx9tq6W6ycM7mw4zoEcKo/Iy+cfa/TECnNcfYkReJj+9yInJoCPFaqKiqpEfPr9GU+BtzvgC0GljKjqaAr+92sVdlw3kN+9uU8eJkms7IjdDW4yu/Rpo8wU0zuXIvoyXEVvXKvH0R7v4xWUD8QVCeP1BSvqk0yvdRmObj2mj++ILhFi5u15tgyI6Tv3bGm4YlcuN7ctYTQbyHXZ+885W9biVXOjnPtnDHUsquG1cP7qnWrh3YiH363W0+sKF4Yx6HXo9yCGwGA3IskyZMwubyYDZaOA372ylqGcaw3Mz8AVD9Ei18rNLBnC02cclRd3x+oN8ua+Roh5p9Ei1YDbqafb6ybSbkQIBLKawIAxhx/G97dPnF67YS0luBjeX9cNo0KFHR7rNREiWWbWnnhc+r8QtBZm7pII3ZpXy7Kex8QeRecIPTi7irksH4A/KpNlM+IMhGtv8/PQipzpGI9e9OSobO/K7OeML+GRHreZcKhEbylhNshgx6nXsPNKijnHlPCVyDpcXZPFM+ziIlzNbXpDFrIv6k2wxxYxNZfulTgePXzNEFZMBDDpdwpcaEI4XcrklbAmKSSpYTYZzclr86WzzuRDlJBAIBCcb4QgWCAQCgUAg+I5yOp1XJ5uz3cnVketamfKvCE2J2rrrSAuHGj18UdWome4O8I+1+ynumZZQpIreh8LC6SPR6XTMfCmcoxs5TT06q1YRcV/4vJKlc8twJJmpbQm7eZMsRt7ZVKM6Fe1mgxpfEM/JqDhq7WYDz04bTo3LQ480G3azAavRgF4PNS4vRr2OI81ehvZOwyMF2FXbRveoGID+3ZKxmrRu6ETT7RWR0KjTc7DJrdlWfauPopw0jrb6VHep4vCMdltGu4AjHZ0AfTLsfFnVyPylW2Mcxv+4ZTS3/s8XGidwn0wbmw+6mB/Hkaw4Y2UZLi7KVovYKY7UUXmZGPQ6pHZHsdGgp9UbwG4Ox0Qs23aEZz/Zo8ZoKILnoYY2Zk0oQPKHaPEGSLWbSDIZqG/zYTMbCckyDW0SfTJszF+6ldWVDTFj44K8THpl2vD4Q7R4/KTYTIRCIfbUtZGflUSbL0iyxYheBx9uO8Lzn1Vqjk85Nn9QZnhuBnazgVBIZlUC5/nY/g7uv6KQdZUNZKdaCYRkeqbZMBp01Lg8yDLqOBvb38EvLh1ITbNXPZ/RsQrxrotyp4NJQ3L49TvbYsaQ3Wxg0fSRPPvJHs0Lg1Kng7kTCijqkRIeH+2zE+Jdh7eW9cMSp6hf5DYi77udzdh44ntDuO/fm7jr0gFqob14+33kykEUdE+J+U5wjG/D7BiBQCA4XoQjWCAQCAQCgeA7yrnoFlM4251ciVzX0c5HONbWI81eGtskmr0BUm1GWjwB3P5Yt7Miei5euz9uMbl4+1DwtRcKU4h2RvoCIbqlWPhg6xHNdPRmT9hx+tjSrSzfVcdzNw7XtMstBTnY6NEUUYtEEbDdUpDZizcwsyyf7qlWXB4/9jQDRr2ekCzTI9VGxYEm/vjhTn73/WHo0MVsyy0F8USJp5HHcWt5P5ItRnyBEKsr65mzONwP8yYX0SvDRnWTF1mWqWr08Mjbx4RbRfgJ97H2MSnaBaw4OhUXvccf5P5/b4p77Ksr6xkRJT4qudHDc9M1DtZyZxazJzjVAmAvfF7Jg5OLGNo7nSSLkWBIZt2+BjULubbFR3aqhXX76vEHZYb2Tmdk30z+/uMMVlXWq+7WcKZ0MU++u02NyGhwS2TYTWSlWKhu9NImBbAY9Xyw9TAPTi7GLQVp9QXai9EFafEGSLebafYGaGiV+CIqt1lxbisZu+v2NmhE4HKng+lR0SJ2s4HbxvVjypAcVVSPLAJ378RCahq9nNcnnQa3H5fHT22Ll83VLnqm2ijsmcKgnqn8/ccj8QWCfLDtMEN6pZOZZCYYkql2edX4j3JnFrPHO5kZVUzwpnY3cUluelxH++c7jzIiL4MZpXn4AiF6Z9j4YOsRZr60nrfnlAHEFYGVsXJrWT+8/hCTo539LT7yMu0xInB9m8TDVw3ikbe2aLY7riCLx68dwsPtn99cmt/h9R8IhdhztFWTD34yiBeBca7+jnwbZscIBALB8SIcwQKBQCAQCASnmG/Tg/PZwrni5HK5JWpbfFQ1uAFi8j6V6eUuj5/7X9+kEXTenltKbbMv7jRxxZE6aXB3pICM0aCj0e2nW7JF49SNZuH0kWSnWrhywcqEbY6Xt/vBz8cx/52tqjAVb5nOcno3HmhK6JpUXJpvzy1V22Y3G1gwtQSryRCTKTyzLJ+vqho1Imrk9kqdDgZ2T1UzmVOtRoKyzOx/bODhqwZ1Wjxrx+FmHlu6VbNMZHE3s1FPpv1YrmtHea12s4HXZ42N2d6kwd2567KBeP0h2nwBUm0mapu9dE+xEJBl1QmsHPOYfpn8/JIB6HU6Gt0SmXYzGw82aXKOS50OfnPNENbtrceRHFHUrNlLaf8s1u9vIN1uViMoIuNAFMoLsnjkqmK+3Neo2caRZi+F3ZNJsZupa/Gh0+licqTLnVnMGu9k7pIN3DAqVxV3c9JsbD7UpBHeI8/XqPxMxhV0o6G9OKByrk0GHRsPNDGsTzoTBnZHr4NWXwCDXseK3XW88HklJbnpPHBFEX/8cCfLttVqzpWy/zSbiRW76zivd3q4qGGcjOoHJxcxvG8Gre05z9HXqkLkOH9j1lhk6HB2gpJJHOkI7+uw0zvdprlHRcZLREazWEx60m3hsVbfJjHhD+HiZnMmONla7UpYTLK4Z5r6siIyH/ybEC8C42Ru/0xxLs+OEQgEguNFOIIFAoFAIBAITiHf9gfnMyVunytOLqUd9W1S3KJvs8c7cUvBGBEYQJbDLuF42bduKcjGqkYAjdP0rTmlVFQ1xhWBS50OKg40cXFhdsI8XWWZ6M8CoZBmDMfL5O0op3drtYtHrxrEw29uVovBKdtW3MulTge1zT51G0qm7NNTS2IyhbdWu5g3ZRCPLd0SVZguLETe/PL6Y2K708Hs8QXMbP8s2vWZm2knO8WiniuXW6KxTYpxW7qlIBVVjZzXJ52cNCv9uiWr+412EEfiloLUNHkpyc3g3omFHGry0DvDhkGno/JoG0a9TiM6Pn7tYD7edoTCdoGvOCeVBVNLqDjQxJ+X7aS4ZxqLVuzlxRkj0QELppbgD8r0yrBiNxlpbPMyKt+B2x+k2e0nyWqgZ7qVigON9Ey3xS3Id+elAzjY6CHVaiLNaqKh1UcgFOsXslmM/PmDHRT0SOXS4myCIbh8UHdG5WcSCMrUt3hJsRr47feHIcvhfN9Pdx5Vc6RLctMTutcH90yLeZEQGfnxpw93acT4Mf0cDO2dzmGXh7oWiXsmFuLxBzWObWX7P160DrcU5JLCbsy5eEDcjOLsVCuSP0hBdnKHsS6R10dXZh4omcSR1+n7PyuPcQJH/k4oyytCrvJiq7KuTV1Hcam/uHKvZtvRMwKUfPBfXzOYdJvphO+N0W1U+HxXHfe1Z0WfLffd4+Vcnh0jEAgEx4twBAsEAoFAIBCcIlxuKWF25NnkWj1eziZx+1xwcu2pbeXKZ1ZoHIGRbsTXbh/LpL8sj1nvzksLGJOfSUgmJl+03JnFTWV5zFlcoXGDjsrPZFDPtLhZuYo49Ny04QRkOWaZ+CJqFtNL8wiGZH7yv1+qy8bL5FUKsD0XL091fAEbDjQgBWRN7q3SB0q8wH3tgmH0dudNKWZ4bjoeKYjZqOfdzYd5ZV2V6jqVguEp+9uqm6lp9jK4Zxq+QIg0m4lUq4mGNh8vLK/UHm9BFk9cOwQpGMLlOfZCo65V4vWvDiV0W26vaeaeiYUY9Dr1BcjOIy08+vaWhOK64nhW3KRK/728cq9GGC93ZjFngpM2KcDCFYnP4fDcdG4u68fGg00M6ZUGhGMMkHX8adkOjcO3zOng5rJ+6HVgNenZX++mqGdqh+fguRuHs+doG9kpWkdw73Q7ATnEiyv28mUHmdKqS/eDHSxrb0s8l+6nO49qBPD3NtVo+kNZ78HJRQzpncbRFh+pVhNmo17NlFbOyWXF3alq9KjZw9Fu5VKng4evHMS09uJ88a7Ft+eU0T87meomT8JYl/te+5obRuUytp8Dq0lPitXEF/vj50PHyyQuczr4ww/Oo3uqVf1sT20rF//xs5ixo/DRXRfSPzs5ZrnIPlWyp/+z5UhCJ/PLq/ad8H26q20UCAQCwdmNEIIFAoFAIBAIThHfxgfnb6u4fSrprLDdP28bww9fWBPzuVJYra7FR2FOqjotPsVqiplmH5m/CuFp7uf1yaDVFyAQDGmKcSWaUr7pkIue7U7X2hYfFqOezCQzN/59LQumlsR1ayoiVJrNRIbdjMWgY1VlfUykwPn5mVz9zEq1sFykeJWdYmFXbasqpEULho5kC2k2I7KMWrDu0j99Hre/Zpblc8WQHPbVtcVM/Ve2mWQx0uYL0DvDxu/+s0ONE4DwGL7j4gJ+vGhdwuJzD00p5trnVuGWguoLELcUYF+9O0bYjRRvR+SmM2lIDr96fbPa3tvG9dMI45sOudDpwgXhMuxmZKCxTSLVZsRqMlDfKpFsMZJqNdIqBWj1BZHas5CV45w3uYiS3Az21bsxG/XkpFr4wwc7WVVZz08u7Mf4gdkY9GDQ6ZFpH1MWIyaDnka3hM0ULjoXCMo0e/3odDqSLUa+bo+hALhtXD8uLepObYuPnDQrTR4/XimIO6JI24DsZNLsZh55u2uu7Zll/ZCRYwTw8oIspo/Ni/uSQNneg1OKqW7y8PcVYbE/0jls0OtwS0E2VDViMuj4Ym+j5kVF5LmPvH8pL5maPBI+f/gaemVdVfw2FGQx66L+3PzyF5rYl1kXaY+zzOngN9cOoa8jSbPvrha/7CgSp9zpYFicApEKSsHGE71Pn+0FOgUCgUDQNUQ0hEAgEAgEAsEpotnr7/D7RreEyy2dU8JpXauUsDDS57vqqHF5qaxrO+G4iDMdOXEq6LSwnS3+90phtbfmlFLV4CHZYiDFasTrDzCgRwr//MkYWjwB0mwmPtx2RC3CpUxzP9DoxmLQk5FsZmNVkypGLVqxV3XuxptSrkyjh7CL0C0F48Y+KNPXlZxjgF/8v40U9kzFkWwBwq7PI81e3t1Uo8YCRE+Tn1DYjYemFDOibwbLd9VppvXPGV9AY5vEtL+FhfJFM85n79FWyp1ZMWKeEt1Q0iedJWurYr5Xtqk4NBffMlojAkN4DP/0wv5xi+gpwnJNk1ftH2Va/KNXDWLx2v2MyMvknkmFGretUvhMKUpW5nSwor0f/rxsF18fbOLOSwag0x0rjLdyT1jY/V5JT34yrj+tUpD6VokUm4lAMMQfP9zBrAkFJFvAYjdzxeAcxhVkkWI1kWQ24JYC2C0GAkGZD7Yd4bJB3fnZpQUcavQiBULYzQaavX5SrEZ6pFhocPtp8vhJthixmPR4/UFMRj3VTR7mvbkFCAvpC6aWqE5ri1nPxoNN9MroQbdkM/6gTIs3gN1soHeGjSMuL0HZx7zJxfhDMj5/ECkYYt3eBtbtq1cL8yn5wbMXb1D3o/R5ms1Er3Qrjy3dSl2rFHNO0m0mPP4gNU0etQjhnZcMwOUJ33sjHcHKWPvF5QMJIccIudGRMpFxAS63RPdUK1cP68ljcZzfy3fVgSzz+qyxHGz0ALD9cDM+f5B//mSMJqf6qfe2cd+kImpbfDiSwv2mFFNMhBJB0VERynlXDuKaZxNnfyv7+HxXHXWtx/+7c7YX6BQIBAJB1xBCsEAgEAgEAsEporMHZ5fHz9wlFedUXnBn4nZlXRuz/hEWdI43LuJsipw4mWQlmxlXkJUwczQQDKniYDTDc9PZX+9W4wQinbT5WUms29eATgdDeqXx++uHqWLlHUsqWDC1hC+qGtlb28o9Ewv5RUjGGwg7bvU6mHuxk19NLqLG5UGWj4mWkS5NJQ9VySPVo4uJfZg93glAbYuPZdtrWbb9mLiqRCB8vO1ITOausv6t5f1xSwGuHJrDPRMH0uYLkmwxotfBh9uO8PxnlaqTecHHu6ioamLxrWOQkTV9pgjZ//ryAL+4fCAgJ3Tnlhdksaoytr8BVlXWq0JztLuy1OmIWf7zXXXUt0lMG92XF1fu5YXPK9XzNDw3nSt+OhazUceeo230SrdwU2k+d146gCZ3+FqqONCkOsJnluVzSWF3Svqkq7nA0/6+lkevHkSPNBvNHj9JFgNThvVi6gtrOK93OndfPpCgHKLFG6DFG2BztQujXsdFA7I53OxlSK90ZFmmodVPqtVIksWILxDE7QuyurKevEw7JbkZmCU9zR4/Op2R2hYfD7+5hYevGqQK+EpfKP24p7aNPy/bxZXDcqht9sXElyhC/n+2Hmbd3gZG5WfSLdmiOqDTbCZ2HmmJyQ9W9lPudDB7QgHvbq5h2ui++AKhmHY83C5+zizLZ0S7wB+ZnRvdnmmj+3LLy+u5YVSuRuDvk2HHbjawp7aVZq+fdJsJi8lAs8dPszdAqs1Iht1Ms8cfE12hsHx3PYeavMgQ17U8vTRPvb5uH19Ak8fPn5btZOXuehZOH5nwHlDmdJBsPfbY3jPdxoKpJepLN+Waf29zTUwGc+SxR2Ybt3RyH49HR/excQVZZCWf2y/sBGeGb+PLX4HgbEdEQwgEAoFAIBCcIjqaxhvpTDyXIhU6i7tQMlAVxhVkMf/qwTS4pQ4f8r5tkRORD7dpNhNmg55fvb4pbuboo29t4e/Tz2f+0i0aIajM6eCh9kzTulYpZh+f3X0R897c3OH4WrRiL+/MLWP+O1s1URBKdm6TW8Jo0HUpg3hCYTduHN0XICZb9V8/vYA2X5Drn18d0xYlAmHi4B5IgRA6HTS6/QSCModdHnLSbEjBED/53y/V8RM9jkA7trKSzSyacT4t3gAuj19ty9ZqF9NG9+W+177mR2P6xs0jHtE3g0euGsSVC1bELapnNxt4fdZYHlu6NWFGb/R678wt4/rnVyfMgVaiNaIzguMJhjPL8pGReXHFPo3oPqGwGz+/ZAB1rRK+QJD8rCS+PtBETbOXYb3SSbOHx1mbFMTjD+BIMrPjcAsDeqSofbD9cDODctLolmKh1RfAbjFS2+zl318eoLSgmxpbEdkXD04uYkD3FDUuJPqYXppxPjaznj1H2+ieatVEguSk2fjfNfuYNrovi9fuV8/Nk9cNVf/94sq9VMTJG95W3cz5eZnMf2crayobYvr2SLOXo60+/vThLiYUduOOiwfwu/9s10RDjO3nwGTUYzMZeH/L4bjZuQDv/aycx9/dxvJddWQlm/nHLWNiChGWOR387OIBcce4wnM3DufuVzdq2ppmM+H1hwsfKvv+521jeDqieORLM86Pm9utjLl+WUma4oQA++va+NUbmzRZ2okE8Ohxe6KxRPGyk5UCnTnn8Ms6wZnh2/ryVyA42xGOYIFAIBAIBN9ZTtSJcjzrPXb1YOa9uVnzoBOvqvuJTNU9E3Tmbo10nUH42HYfbVUFvEQPeZ1FTpwr/QPxH24vLcrmie8NocUb0Lj4FHHmxr+v4anrhvLA5GJavAFSrUZSrEZ+887WuCJwmdOBzWzgyeuGxuwrcnyV5KYTROaSou70SLNhNxuwmmRNpuyjVxbz6FWDcEtB3FKQ1PYM4kgRuNyZxbTRfTViViR1bRLpHURc/HnZLs7rnc4X7dENiphX7fLy63e2qTEBvkBI899IIj+ra5W44YU1GsHtisE5AGqf/nnZLo07t8yZRUmfdHIz7ciyHPc4lPbWNHkpyc1QXaNKEa54IjCA2aSnJDc9bj5r5HURGbERL+ZAr4eZL4WvlQVTS/jpRf01QvcNL6xR4z9KnQ7KnN3olWHH5fETcoevz+c/281H24+qYmjvDBv5WUl4AyGSLUbSbCYON3u5+9WN1LVKlDkdzGyPrYiO/xiem052qlUTFxJ9THf/ayOLbx2D7mhbOE/YGnbP5qRZ0et13HnJQOpbfRT3TFP7744lFcybXERupo15k4sJhGRafQGSLEYCwRD1LRJVjR7q2mq4rbwfvkAobozJr9/ZRlkCp29ae2yEFAjx2c6jVFQ1xj135c4s/MGQeg09dd3QGBEYYMXueu6d1HGEQ7rNpIk+SfTyIMVm0sas+IOqgBwdRXLHkgoW3zI6Zl9NHknjslf69cHJRTxwRTGHm+M7/b+Je1dxI5/tBToFZz8utxTz2wXH4nbOtZe/AsG5hBCCBQKBQCAQfCc5USdKV9dTlvtyfyMzy/L55eUDOdjoiREAFU5kqu6ZoKOMykhxO5JIAS/RQ15nkRPnSv8kerj9cFstvkCI310/jFfe3RYjpNe1Sry8al+4X3LC/bLrSAvfG9EHlzcQ4/CbUZpPk0diQPdUfn/9MOpafBxu9gLaXNq5Ewr4uspFdqqVhSsqNc7LBVNLyEmz8cHWwzzcXsgNjhVd++dPxnCgITxm+zrsXBWxTDQZdhOyTIyQqFDudFDt8nQqlCo5pvEyU6M/i84afmtOaYzYp+YYO7MY1i7U/ufn5WzYH5t5HNmeL6oaNdueM8HJxg6ERJ8/GDf6oqz9XCnXhRJboCMsLEYKhje3i7HK9P65Syp4emoJi9fujxuBcceSCr7Y18jPLxmATgd6nQ6DHm4d148bx+QhBUL0ybSSZDYx741NmkiD8oIsXrntAlq9fqRgiCSLgUNNXu6dWIgUCHG01Ue6zUT3FCu/fner5rgji71BeOz+5cOd/OKygbT5g7R6A4BMszcAIZnu6Taeer9ScwzDc9O5oH8WBxvcZCSZmbJgRUy/Qngsvjm7lMlDcphZmo8UDNEt2YLdbKDNF+C5G4eTmWTmz8t2UtcqaWIllOKJM8vy2VrtSnh+7r58IA0RL1uyUy1xxwXQ4RgvdTrolmrh/Z+V0yYF8PrDRfyi7/VlTgdGvU6zrsWojxnPkVhNBiqqGkm2GDEb9DR5JCwmQ8Ic6z9+uJbFt4zh0ShBe1ycLOTjJTI7+WRwqqMBRPTA2cnpfvkrxoFAcAwhBAsEAoFAIPjO0RUnChDz0AB0ycESvf1nPt5NSZ90NTs3HudSoZ1oV5jVZGDpppqEbsloAS/eQ96ZKkR0sh8OO3u4dXkkZo13EpQ7LlZVVd9GVYM7odCjZACn2cxYjXrapABHmr10T7VSnJPKgqklHGn2YtCFRbfH3tmqcbhaTQayUyz88cMdvLf5iKadStE1QBWmXp81tsP80UBQ5vNdR5nTnhccLbbdlMBxGinYJXLOKsT7LHI722uaOxT7pv5tDeMKsthQ1cT8pVt5uv06TzSNPpJFK/byxqzSGGGttH3b26qbeW/L4Zg+zko285dlO9Xrwi0FWbx2P/dMLGRmqwTI9Ei18dWBRuYsDu9zZlk+sy5yYjLokeUQN5XmM7OsH75AkG7JFixGA15/gFd/cgFSMERDq8QXVY2qw3ve5CIKuqdwtNWH1WiIEYEhXNzs0be3cO/EQvR6HX/4YCcfbz+q6bOZZfkcbPRwSVF3fjQmD5NBhyPZQigoo9PBv346VnWdbjrk4u1N1Yzsm4lRr8Oo17Nid9h17kgy8+yNw/mVQU+LJ3ydgcwH22r4bEcdM0vzE+bjluSm8+7mGrolW0izmaht8eHy+LEaDbT6gixaUcmX7S83lNiSHqlWTfFERXxfsna/5vyk2UykWI08/9ke8iNiF1q98V92AHyyo5a5Ewrijps54wt4d1MNFxZ0Y0TfTKrq2/jvqJcHStzLkSavZrsdje0yp4Olm2piXMabD7kY3oEL/b0tNZrjzXPY6ZVuO6vEr1MdDXCmogeE6Ng5p/Plr4igEAi0CCFYIBAIBALBd47OxLrDzeHp6tEPDQ9MLuqSgyXe9jt60D8XC+1EusJcbomvDzTFFYHjxUVA7EPeySpEdDwP4Kfi4bCzh9sDDR7mxhF3a1t82M0GAI40e7n/9U3MLM3v0CUI4cxmR7KZGS+uZ2ZZPt1TrceOrz124fVZY7mkqLsmv3V1ZT2vrKtiwdQSWr0BrVs0orCVgsvtT1js7abSfFxuP89/VsnQXulMGdJTI4bmpFr4w4c7WbWnXj1uCDsvP9pWyx1LKhjRN4NZFx1zmS5asZeF00dqitPF+yzc3mNC8/+t2RdX7Jv50npG9M3gsasHc8XTy9Vp9JHnITvFwq7a1rgvNEpy03lvSw2Th+Rw5yUDNHm5N7+8niW3jqF3pp1nPtmtOV+XFGZz56UDufPSgRyJcGzf8MIaSnLTuak0nx8vWstdlw7gf2aOUrernJ9/3DKapz+OzSq+rbwfaXYzT7y3LSZXekz/LOYv3cLH24+yaMb5iYub7arjvokQCIa4+7KBzB7vxC0FybCbsZj0BEMyDa0+RvTNIBgKX7N6HegNOo60eLGZDPRIteKWggzskYLZoKeqvo0eaTaaPH61H9ySh6ueWanu9+25pVy5YCULp4/k8Xd2sONwC/+4ZUxMRrYytpQsYSWeIjL/+pXbxnC0xafOOth0yIVep+PLfY0a8X3J2v08OKWYGpeXJrdf7eNt1S4enFzM5AhHcrLVELe/AJ7/rJKrh/ZUHcqRecVef5DnP6tkypCeAOQ6kvjDD86jsU0KF5yzGmnySEz72xpuGJWr+T1QxGro2FEe+f2o/ExmtF9LiRzjkeP4o7suPKvEyFMdDXCmogeE6Ng1TtfLXxFBIRDEIoRggUAgEAgE3zk6E+sONnriPjRMb/R0uJ4ibsbbfqIH/W8yVfdscR2dSFxE9ENeom0cT/8czwP4qXo47OzhFmIjDRRG5WWSZjfT2Caxcnc9JbkZlDsdcYU8RWAvzknF4w92KBiHQjLZqVYWxSki5fWHGJEXFpSic2ojRaQvqhrZVu3SiKyKELp47X6Ke6bhloLMXryBBVNLsJkMqjgXlGUmDe7Bzy4poLbZh06nQ5Zl6lskhvRK458/GcPnO49ysKGNf/5kDAcbPZgNeg40uLlnYiE3t/mwmgwEQzLr9jUwIi+DGaV5wDExec7iCsb2c/CziGJq2SkWzEY9NS4vT103lH5ZSbg8kkYgjOwzu9nA23PKGJ6bHldYW7J2P1MjBMnI79/dXAPAvRML1W2n2UwEgjJ/XhYWwW8b14+Li7LVWA7F2T2ib0bcHF5AzSp+cHIxrb4AUiAcN3D7PzZgNxt4ZloJD0wuxuX2k2Q1UNvs48cL1zLrov7cMWEAHn9idytAiy/AK+v2c8OoXIx6PTLQ7PGzblsDOh0M7plGZV0bvTNsVB5t5Q8f7uTJ64bGFHgzG/Rkp1rYdMjF/IjM53gojltlfNS1SmpG9n2TinBLQZKtRgw6aHJLmmzhyHvK8Nx0Pth6JGbcX1KUzYzSPGaU5mmc2b99fzv9s1PUTOkL+jm4rLg7722pYURuhvpyobbZl9ChPDw3nVYpEPO58tJlZN8MzUur7qlWzcuZqvo2CnukxPweROYm3zepkIONHnpnJM6lXrm7npml+epLpQcnF+OWgnj9QVbFiaM4G182nupogDOROy9Ex65zsl7+dsa3qf6AQHCyEEKwQCAQCASC7xxdEetOBEXcjLf9SAfivMnFeP3Bb1Ro52xzHUXHRSRZjHyxvzGuiJHoIe9EChEpYnhQlpn/9pYY0TTRA/jxPhx2VXRPthopL8iKu+3ygqy47mh1Hx4/e2pbcXnCLxI6iiNQxLCOBDcFk1HP4ohp8VIwRO8MG5sOupi9eIN6fkqdDh65chAHGz0xMRDbql3cM7GIx5ZuiVu0SxH73VKQf6zdzx0XD+DZT3ezcne9mjncM91Gr3QbITks8FlMekwGPdVNXopy0pBlmTZfAEeSBX8wRFWjh0feDufTXlKYzR2XFDCkVzpef1AVk/2BEEN6pan98Odl2ogDte+dDu6/ogirKbHb0y0FOdri5bzcDGaW9cNo0JGVbMHnD9LsCfDg5GLmv7M1RgSOdF/+6cNd6nfv3lHOD19YzbPTSrjzkgEcbvZS3xLOotXpdJT0SefVn1xAmxRgxovrY64TJau4oqoRk0FHSe8MzCYdlw/qTmn/LJKtRpJMBv7wwQ7e2XxYs173NCtSIIAsdzw2giGZH57fF48UZPbicJG6Z6aV8OW+Ro3rekJhN355WSH/d/NoWrx+5l89mGZPgJrm8MuxigNNLFqxF7cUpNzZ8ThXHLeRkTF1rZJaUFLh419cSGaSmcsHdaekT7q6HyX/+qErB/Hke9s065Q7s7hnYiFPvbeNjyLGgTIGL+jnwKDXAQFNwcTXZ43lsaVh5/W9r30d16GsxDrc/NJ6Hr5qUMyLla68tIp0Cbf6Avz66sH4g+FCeYqIO/+dbbilIM/dOLzD2QC+QEh9mXFJYTbD+2ZQ3eThr5/tiRGBv2ku8KngVEcDnInceSE6dp2T8fK3K3xb6g8IBCcTIQQLBAKBQCD4ztGRE6Ujsa7iQFNCkS9S3Ey0fbcU5OsDTdxaln9OTnntjOgiQkkWI+/1zTiuh7zjKUQUKYYvnD4y4RT4eA/gx/NweDwFAh96czPTx+YRisoAHleQpcYSJEKv13HxHz/j7bmlQHi8KHEE8TKCR+Smq2O1I+fwwQYPt5b308QW2M0GHpxcxKs/uYAGt4QUCFFxoIl3N9ew8UCTxvnbI9VKZpKJ376/XSMm52bY+fqQSyP2lzodTBvdl1teXs8No3LVrNsWr5+Ve+oZmZvBrMUbeHpqiSoUR7b1ptJ87nutghtG5VLSJ53fXz8Mi1FPZpKZG15YEyOWKsXEHlu6lS/3N/L01BJ8gVDMduddOYi9dW00tEmJhXpnFiv21GvEt+duHK5me78043yKe6Zx4+i++AIh+mQmdmwCmIw6huemM3txBc9OG65mOKtxIM0+jHodPdNtjMhN15y/SBdypNCuOHB1OkizmZCCIS4c2I3rRvbBaNCpRfsMethR08LQPhmUO7M0oq56vAVZ9E63sXZvvSq4A/zfmv08MLmIQCgsNGYkmfEHZBrdElaTAaNBT2VdGwCL1+yPaffdlw/kLx/tjNlfuI8dtPkCqqM9YeZzQRaBYIigDD98fo163MU5qfzPzFHsPNKiRiwo58Ni1JNkMfLXT3Zxz8QifIGQKuS6pSBfVTXyvZJe/OD51dRFFIeDY85rZczXurzcM7GQBwx6mtx+0mwmalwepv1tDXWtUkysyPHk70a7hCEc8fK9/16l+SxewcRE3ysvIU/kZdqZ4lRHA5yJ3HkhOh4fp2O8nqn6AwLB2YwQggUCgUAgEHzn6MiJ0pFYt2jFXt69o5yH3tzcobh5qp0unbmOalxeKuvazngF9lP5kBcthivTzBMR/QDe1YfDrorukctFZuEqcQv9s5PxScEOC67pdeH/j5ya/vxnlTw9tSRurMO8KwdxzbPh7NWOnMP//KKKOy8dGDfXNCTLvLhyr+qitZsNPD21hBdX7tWIxi/fNJIfj80nyWKg1Rsk22rEbjZgMeh4Ztpw7OZwdMPqiGnpFVWNnNcnHX8gpLo9n7txeNx83mhRNdoJuXD6yLhiq1sKIgWDPHRlMUebfbT4Atw7sRApEOJoqw+zIXyc722uYXDPNOYv3cpbs0t5dOlWzTktdTp4cEoR1z6XWIxT3LlK2+ZMcFIRVQwscnsfbj3MI1cN4pG3tjB78QY1w9li1NMr3cb2w818uO0ww/qk88uJhdzUKqlibiAo0+wJcN+kIp58b5u6j2c+3q2e12c/3sX1I/tQmJOKjvA1YNDp0enDjuvKejePv7edJ68biowc4269qTSP/fVuAiGZBe0CuiJQuzx+Zi/ewJPXDeUvH+2KKvCXxbwpxUz7+xp+NKYv919RTI3rmDP45pfXs2BqCf6ArBGgS9uznCW/zJzxTv62vDJu7nS5M4vpY/O45rlV/OOW0ZREFURTxmhhj5QYd/p9Ewv54ai+/HnZDm4qzefeSYW0eoOkWo3YTAamL1oXIwKXtTuvo8eckkX8zMe7WTh9pMaxHD1Gv2n+bjwBsSOhPDJ7vTxqhsXxvEw7FXT1N+JURwOcruiBSIToePyc6vF6JsaBQHC2I4RggUAgEAgE30kSiZQAI6NcrAoj+2aQYTd1Sdw8lSJoZ66jyro21cV4piuwn6qHvGgxvDP3XPQDeFcfDrsy1RegxuVVl4snZH5014W0+jouuFbjChcTi56aroimsy5yYjbqafMFqG7y8N7mGnUq/ntbaijJzeD+SUU0uCVVTHS5/fTPTlHdkyW5Gbg8flIsRmpbfNz00nqevG6o6qJVRNoHJxfx4ORi9tW3YTEasJmNbK1uxpFsaZ+SHmB7m0RpfwfN3gCHXV4yk81cNKAbg3qmYjZo84Ojz1N0H3UkqpYXZKmF1qIpdTqQAjLLttVwaVF3nvt0d9x834+3HcEflHFLQfbUtTF7vJNfXVHE3ro21WVd0+SN2X+kGBed66r8W0f8Yl2L1+5ncE46t5T3IzvVSrPHT5IlnOP7o4VrGdgjRXX7+oMyGw80xYy1rGQz/ztzFDeX9aPJ41fbumTtfn5x2UC+/9fVapvvvLSAUXmZ/G15JcU901QHbbLZwGNXDaaq0Y1bCmI3G8hz2Jm/dCurKxuYWZZPjzQbjiQzwZDMkRYvta1eFs04n9+9vz1GiFy+u475S7fwi0sHcv/rm/i/NftZNON8WrwBinNSeeq6oazb18CVw3K4Z9JA2nxB9SXBnMVhZ/MjVxbzqyuK8AdCPDi5mJAs09AmkW4zEQjJ3Pj3tbilYNwihW4pyOK1+7lnYiH363S4/UE1O/mml9bzu+8PY1xBNyBcnNFi1HOgoY0ReZnkOewciMh6L3U6+M21Q/j10q0xY2762GMFE091sc94AmKiXPnIOJJSp4PZ453faN8nk+P5jTjVL0xPV/RAJEJ0PPs4E+NAIDjb0clyZ8lRAoFAIBAIBN8tqps8CR8acuIInqe7aNue2lYu/uNnCb+Pdq+NK8g6KRXY5yypSBiLcariKBL1bUVVo8a9qQiJiYSaeO3rynmO3k80r91+AX9etoupo3JV8T0eb8waS5LFyNXPrlSnuUdGPSxasZcFU0vU85aVbOa33x9KjzSbRkC897WvNQJiSW4691xeyIKPdrFse22H/VDudHDXZQP5/Qc7GJWfyWVFPah2eQiEZHLSrEiBEIGgTJsUoOJAEyNzM5jx0nrgWMZqZLud3ZLpm5VE5dFWKuvaeDGOazkyP7ej82Q3G1g4fSTPfbI7Jmpg/tWD2V/v5u8rKuNu36jTMWvxBv564wi6pZhpcPtxRYim26ubmTYmlzmLw+1YOH1k+z6NTP3bGnV78dqmuE9fWrmXFRF5x0rWrM8fIhAKYdDr0Ot1OOxmDHodTW6JFXvq1dzcCYXd+Hl7ITtZlkmzmfh051H1+0sKs/nZJQX89j87YpzKd0wowG420uLzo9fpCMkymXYzZqOeeW9uVttrNxt4ccZIKo+6yU61qOepoS1clK/a5cXrD2Ix6nG5Jc7Py8TlDdDiDZBsNZJsNlBR1Uh6kgW72UCKxcjkBSsSjul37yjnN+9u1eRAj+3nQK/XkWwxsumgi/nvhAXWyD5zS0E2VDWyvbqZwp6pmhcCyrlRroM5E5zqctHXzNZqF8U903hlXZXmWkmzm0CWOdLswy2Fj7e+1cegnml4A0H8AZkkiwGr2cC7m2oYP6AbfR1Jmpd2Rr2OSU8vV8dtpFNe414uyOK3CX4XjgeXW2LukooYAdFuNjBvSjEluensrWujW/KxAohGvU69d7w9p4z+2cnfqA3flBP9jVDu8acqGuBUbz+a4/37QXB6ON3jQCA4mxGOYIFAIBAIBIIojsfNeyaKtnXkOoqcMqwQnZF7IsJ1Z87Y2hbfSX+o6qhvox10idxzHbl+unKeO5vq6/OHWL6rjhlj8zpcThGXoqe5K0Sft7pWiZkvfYHdbOCV28bg84fQ6eCvPxqhCkELppZQcaCJFz7bzV2XDcATCHboIpx35SCqGz2s3F3PzNJ8AnIopkBX5EuEOROcqgsy2sFbXpDFY1cNYsP+BhzJFv65rkqTsZqdYmHnkZaY/NxFK/ayaPpI9KARfEty0/H6Q1w5rCc/u2QAtS0+VfBzSwH+d80+zfaV7xTHsVsK8tN/fMlPLuzHVUN7kmoz0uYLctGAbhj1OlUEVvq5OCeV7FRt4bh4feeWgryyrorHrx3C7qNteP1BcjPthGQ5pjDdsYzjr7mpNI/JQ3I0Rc5ueGENI3IzmD3eyY8XrVP7pdzpYO7FBfz3p7sZ0y+TeyYOxCuFsFsM2EwG/MEQMpBhMCPLMhajgY0HGumWYmXKkJ5qZnO3ZAtJFgPD+6YTCMrUuyUCQZnaFi/NXhs5aVZc7S8VdDr4cNthxvbvhlsK4JYCfFztQpahe5oNk0FHWxx3diRVDW71nAA4kizUt/mY2+6iXTC1hIXTR6LT6VRHsCJ8lzkd/PLyQo0QX+p0cKTZS7XrmPt70Yq9LL51DL//z3bt+HNmMWu8k5tfDhfZm/nSF6rYXuvykWozkp1qpa7VhxyCAT1Sefy9bbERFKV5WEyGmJkLLrekmRkSGWcy6yInwfZChb3SbSdF3EvkWhzZN4OLBnSjtsXL7f+X+EXT2ZA9e6KF0k51NMDpjso4l3Kav0uc6cgUgeBsQjiCBQKBQCAQCE6QM+WShfiuo3gOTIU3Zo3lvNyMExauO3PGLpw+kqKc1JMmfnfWt7+7fhi/fHWj5vgjXYlWk4E02zd/AE/k1IOwGDqsT1jY7YojeV99G0dbpVhXodPBrPEFqqgViZJTqoiUijM18vuby/Ix6vQcanKTnWpVHb6hEHgDQdxSkMMuD0a9jqpGD898vJvnbhyOxajnxajtRR5HQhdklAhnNxtYNON8nv1kt3q+7GYDi6a3fxaRE1vmdPCba4bg8Qepb5M0zt2t1S6mje6rGb/lTgdXDetFRrK5S45jpa/bpGDMOI9cfkG74Bt9/JGOX6Neh91i4KNttYzt5+AHL6xR+0hxo5b0Scds1JNpN7PxYBO/fudYnu8Vg7tz52UD8flDtPkCJFuM1LZ42VrTTGGPVACyUy18tK2WnYeb+eXEQh56Y4umv8oLsph1kbavX5pxPnuOtpGTZiUjyYzJoKfVFyDJbECvCxcd/HTHUUqdWbg8flJtRgJBmVZPAJNJR7LFRLXLQ880G0aDDpc7/EIIGdDJWAwGmr0SJoOB659frXGCW00GNlQ1ahzspU4HcycUYNDB9BePjeGLC7sxb8og5i/dQlF7XymZ2Rl2M/+1aK0arVLqdDB3fAEef5DZizdoroOsZDOLZpxPqzegxmNsOuSiZ5qVwb3SOdzsQZZR3bHKuo9fO5j3NtUwLDcj4bVZ5nTw62sGk5cV66aNd6+MHnPv/6ycnDTrSZsRksi12NkskI/uuvC0OYK7OksjGuU3SCAQCARnFiEECwQCgUAgEJwgp/rhvDPnbqRoYDUZWLqpRiOERLclK9l8wsJ1V+IoXl6176SJ353t7+NfXIjVZIg7Bffxa4cgBUPtItg3j+pINNX34asGceWCFapAF080jZwSvKe2lSufWRETsbDpkIthvdNZtGJvjGg6I0J0mlDYjV9eXohbClDb4tNME7cY9PTJtOPxB9U8XUUYK8lNZ874ArwRItvC6SO597WvefWnFzDvjc2qGKpGNHy6h+W76jTCqNmox24yxAieynrzJhdR0D0Fjz+IQaej4kAjxTmpZKVYaPUGSbYaaPMFOOLykt8tmS2HXGSnWpGCIXpn2Nh80MX8iO2WtxcX651h48n3tqvCqxQMkZth5+v26AF1+ahp+nvrWqlu8mrEZuX6ePzawazcXccdFw9Qs5gj+/2xqwfzg+dXM7BHCiW5GVxW3J2rnlmpHmvkubabDTw7bTiHXR6yU62qYJqTauEPH+xk2fZatR9L+zswGvSkWIyYDXrq23zYLUaONHtZ+tUhfjAqlzZfUHVV769vw5FkwZFiwd0uJte3+ggBWckW3FKQFKuRkCxT1yJR1+plVF4mzd4Arb4AjmQzHn+Qoy0SPVKtbD7UxG//s4MnrxsaV+B/9OpBhJB54bM9TL8gjxZfkAUf74oR4OdOKFBzqG1mA5sONbGv3s3gnmn4AiHSbCYy7WYMRhmfJNPsDajnYdMhF7kZNgpz0mjx+km2GAnJUN/q43/W7NO4rBUmFHbjxtF9yUm3sS8i1/mVdVU8ed1QXl65NyZS5JayfsjIWI0Gpv19bcLr+/2fl6vCfDTVTR721rXFHUNlTgdPXjeU+/+9KebF2sm+B3X0QupUv3SMpKMXiV5/kAl/ODm/h6c7bkkgEAi+SwghWCAQCAQCgaCLRD+cutwS3/vv1QmX/yYOqON17nZFKKhrlU5YuO5o+4pr9ZmPd580Z1pX3WXRDjqrSc/Db21h2bZaddmTEdURz6lX3yZphI/oHN1+WUnkpFk1kRyJ+lARugCkYIh8RxJNHgmvFMLdnut6pNnLBf0czH9na1yx7PFrB/Px9loG90rj4qJs3L4gNnM4/uCTHbU8/1mlGo9Q0u6SLHU6uGJwDi2+AK3eIGl2E0fbheTMZLMq4Cr5xC/edD5XLliZsJ8WTh/J5moXY/IdPPOx1g0c6fr85b828qMxfbm4KJvaZh8GnY6gLKPT6ZBlWXXKvvB5Jc9NG84XVY1cNKAbLk94Cvzm9hiDIb3SVJdpnwwbqTaT2t8dZRffUtaPXhk2/vThDr4/og/ZqWGxOtVqxGzSM/PF9WpRsYXTR9ItxcJTEYXTIs81QK8MGwa9jqMtPlweP92SLVhNepB1GAw66lp9+IMyXx9s4oJ+mTzz8Z6Yvrm5LB8dOjULOVE+8dj+Dox6PUnmcHSEJxCgvs1PICizoaqRV9ZVcdelAxjQPQV3uyi/urJeFU1rm728s6kmoUN2ZF4mgZDMxOIePPX+No3AqlBekMXdlw2krtXH5moXvdNtDOqVhsvtx2Y2YNSHz6NbCvD853spzElleG4GRkM4R1mv11HX4iPNblIjNqKPN7JvbirNZ8na/Uwb3TcmzkSJTzna4ovJ3QZYNP18boiIoIjmtZ9ewIi8zJjPXW6JhjYJnU7Hg29sinlZ8Jtrh/Db97fzzqbDcfvxvPZ7Ipyce9CZzp49kVkakd93Vaw+E3FLAoFA8F1CCMECgUAgEAgEXSDew+niW0Z36DSLFkW76nI60ciJzoSCbzp1tytTpU/W9N/jdVu73BJNbj8PvrEprnB1KlxzR5q93P3qxuM6T12N9Hj+v0aw6ZBLFZX7ZIYds40eiZI+GTzzye4YcfOOCQVYzQZ++/52Kqqa4jqUlX0tbhfVXlm7n6kR4lpHERelTgd3XzawwzGkRE7MXVLBbeP6UebMIhCSsbcL0rIsM/VvazVFuBZMLcFqMsR1XUa+ZLCbDbx7RzkPvbk5Yf+N7JuhCkbVTR7mvbFJE0sQGUMxrE86/qDM5CE57I1wmUa76p+7cTi7alsYlZcZt9/njC9g3b56nv+sMuZFwKaDLqqbPQzumYbJqMeo15FqNbK1uhlHsiXGDQ3awmqpViPJFiOHmjw0uo/1z7ZqF/dNKqK6ycMLy+MX0bujPav36aklqmPWbjbwPzNH8f2/Jn6B9c7cMlp8gU6Lxb33s/L2QoZGki0Gapu91LVpoz7+a0we3ZItHGnxqi7nXUdaVOe3Im4Pz83AYtSTmWTGatTjloJqxvGGqka2Vbt4cMogrv/rKjVOIpI5E5xsrGrSiOsKi28dzbS/Jb5PL7l1NMU5YUdwXatEq89Pms3MvDc2s3x3HVnJZp66big9Uq20SQFSrSZSbSZafX4u+9PyhNs9VUU7O8uePVVu2q7ck23m+LM0uipWn8m4JYFAIPiuIIrFCQQCgUAgEHSCyy3FCKAAqyrrKXM6NE4xhXEFWWQlH3tgPR6X04kW3emsSE1nhc+sJgMVVY0JxYOe6TZ+ffVgdh9t1YhqkQJmSif76KpI0VFBvER9O2NsXlwRGDrutxOhusnDQ29uZvrYPEKyfNwF6mpcXiojxMfoXGejXqcpjpWVbOYft4zht+9vo6hHGpOH5GgKpx1p9uKWwtEPv7h0APMmF9PQ5uOBK4ow6HU0ewLYzYbwdHW3n+Keabyytor7rijmhheOiYJKFrEONOO6vCCL6WPzcLk7LkplMerxBUK4pSB/XraLPy/bpfl+4fSRmuN0S0HmLqng6akl/GPt/g4FzRF9M8iwm1gwtYTaFh9VDW4ATf99vquO+177mie+N4QDDf+fvTMPjKq62//nzj6TZSaZJCQBAoEJZGMJoCJJVBBlRy21FWxlcXsroNZa0Yortmq1rQq1bqD+3or2ba1a94K4AAqCRPYtbAkQCFlmssx+5/7+mNzLbEkAUbvczz/KLHc559ybuc95zvN1M/28Pry89kBUW0ZutyzPxqXFPbjplc4LcRl1Gp79dD+De9ri2r2+xYs3ICpua3k/lY4M7p1SzC9f36JsR3a8vrB6P8W5VuzJRiQJ2rxBRuSn8+drz6PZHRY55cJqAPPG9Gd8cQ42i4FWb4CJpTkMy7Mx/fl14UJpFfnMKc/HpNciEL4vRY6nm1+t4oEpxfxqUjEtngBiqGsfUKsvyHOf7WPWqPwuP9fQ5uPG//0Kt1/k4sJMZpzXR+l/2Sn9v+sOUpxrVdrFYtCyZEYZw/PSWF3doLSZLKgfc3l56+vDzB1TQGayEac7oBTde3/bUQZmp9CQ4BrfcdTFL8YNJIQUF3eRbNRR6chIKBKXO+ys3ddIepKBh97dyeq9DXGTIQ1tfkXQvaAgg4d/MIgFr29h+rl5XbaPLxiK+vfZuAd1V/Dq23TTtnRTkK7VG6B/VvI3KpR2pn/7VFROlbM9UaLGmKj8O6IKwSoqKioqKioq3dDZw+lJ0UyIy3Z96PLSqEiAREKyLFrFupxO5YG7M7oSCroSVyscdt7ZWtftUmabRc/Lnx88JYE2ltMRKawWA49MG9ypuyxR23YnzHTVbqdD5D4/39eoCHFyREH/rGRMOg376ts6fTg067W8+mVNwnFV6cigqtYZ9VpDm5+rX1jHqzeMxB8UyU41IQng9gUxG7T0sVtobPPz4uxzaPcFqW/x8dIXB7i+sj/BYIgtR52MLeoBgoYko45Jg3IY0SeNo82eKHHN7Rd5bf0h7p5YjDsQ5HiLD6NOQ749iYfe20FxrjUsnnXiGK6qdSoiYCKqap1xopzbL3Lzq1UsnFTEbZcMICBKiCGJLyIEzUpHBnNHO4Dw2DjW4o2LCJD5bG8DhxrdOD0Bbv/rZm64oB93TCikvsWnHMPNr1YxPM/GzPJ8Pt5d3+05ySL7wklFWM166lt9CILA+f0zWPTO9ihxu9xh56bRDlyeaOeqfJ5zKvIZV9yDdr+ISS+xdl9jVIxBbIG9z6sbGVuUzQ3/byPThvfi4qIsJAl++8MhSuG2sjybkon7dU1z1PEMy7NhTzFyosXHsRYPpT077x/5OItzraQldT2p4+8Q/Msddu6aWMQj7+1kZURkSWQRxMhtz1texf1TirlrYhGt3rCj2KTX0O4L4guI9EpP4uH3dlKca6Wqppn7p5awbO0BxeUOxBVbnHFeH657eQNXnZunXItWsx5vQGTOSxtYft1IHnhne5xIPLO8b3hCoLdNuRbLOgpAJkIeW6v3NjBrVN8u28eo08S9FnkPOhsCUuQ20pMMLHxjW5zg3dnfmdOlu4lEeRKwO7G6K77J3z4Vle442xMlaoyJyr8rqhCsoqKioqKi8l/BmT50u9x+mtzxS5HhpLDzynXnMau8b5RLdtE7O3j8yiFYLYbTdjmd6gP36dKZuBpZlCzyuBKJB6cq0MZyumI4dO9whmiRPpHwEsmZtlsskfuMdIHKfHhrpeIulJEfDgXgjte38NWh5rCoJUlxRa5uHzeQJz/ak3C/Gw408f7WOuU7FoOWuaP7c3FhD8XpadRp8foDXFLUg4wUA9OfW0dDm5/P9zVSlpfGoJ5WXN4AL3aIa7KQDZCVamTn0RaOtXiVwnIA795czozz+rB8/SFmd3x2bUxmqjyG5lTkdyqsdubcHJZnIyvVxE+XfgmgRCwsnl6G1azHatFz2ZK1vD2vQmmLrnB2xEzIzuTnPjsZ21Cck8ri6WVkphi56rlwduxT08vQJJjQibwuhuelkZVq4pplX0a1S1GulVsvGUBtk0e5/q99eQN/vfH8uOOSx0tZbxvzO9qqrLeN3/1oCL3SzOw91sqcir7cMWEgbV4Rm0WPyxPg2pc2cN/UEl5ceyDKZV3pyOCd+RXUNLq5/W+bGdLLykOXD+JgYztuv4hJryUj2cATK/ewbn8TcyryKcxJ7dQhW+nIoE+6BUmSkKSwyJowI9iRQXqSgaUzR3C8xUtzu59bxg5kTmU/NIKA2y+y5bATb0CkLM8W1dfD89JITzZyzbL1PDJtME8lKEYnx5fMLs9nxY5jzBvtYMnH1cr4ksdrdqoJg17Do+/tpKHNr1yLsa7v97fXUZaXFicSz49x4kO8kzfR2ILwhEJ3EwixyPegsyEgxW5j6cwRCfsUzo6b9nRWaZwp39bfPhWVM/kN8l1uT0Xlu+R7FYI/++wzHnvsMb766ivq6up44403uPzyy5X3Z82axcsvvxz1nXHjxvHBBx8o/25qamL+/Pm8/fbbaDQapk2bxpNPPkly8snMuC1btjB37lw2bNhAZmYm8+fP54477oja7l//+lfuueceDh48SEFBAY8++igTJ078dk5cRUVFRUVF5TvlTB+6IyMHOsPtF2lq9yd0J8oP3qfrcvo2H7hjxVWTXss7W+viogmgc/HgVATaWM50yW9n7jJZ2G9sPykIdiXMnC2hArp3rR1u9nT6cDhhUI7y3s2vVvHaDSP5Zcd3IkXER6YNxhcMxQlkOVYzsyvykQhHN7j9Io99uIdtR1zcdulAvIEQvqBID6uJEJIiAkcKY4unlyki5G2XDMAbCGGz6BFDEo2tfmqaPdz/9g5lPFQ47Bxz+RQRTicI3H7pQO6cIOB0B8hMMSKFJB77527cfrHTeInyBM7NJKMOt1+kf2YSD7590lkrxwXMLs/n6U+quXXsANx+kVZvgJAkkWru+jFGbkt5PMQK9nL2cGR8wuLpZfzsov44PeHrQpIktIIQntBJIBzK7bJkVTXFOalx8RIGvabT8Xi8xcvwPmlRxyTn5Z5vNdPsDpBuCeflbm1s549XD+OxiGJ1MqurG7jnrW1MHpTLX288n8PNHmoa3SxdfUARBS0GLQsnFfHzSwZwotWPXqvhgctKuO+tbXGTELMr+nKk2cPxFi9aQWDh5GIeemdnlMBY6bBz/9QSGtt99Eg1kZ+RRKs3QEAUOdjQzkMd+b+R53TTRQ5EScKi1xIMSTz32T4a2vzKmLq2op9SSE6nFWhq91Oca1VE+BdnjWDy4FxFyAWob/GSlWJk+nPr+MnIPtxyyYB413efNOaOdjDnpQ3KMcVmclcWRDvwu5tQkt+Xx3l3Ewgy8j3obAhIibbRnYDd7PZ3Gf3THacyCfhNXc7fhdis8t/J2Y4dUWNMVP6d+V6F4Pb2doYMGcKcOXP4wQ9+kPAz48eP58UXX1T+bTQao96/+uqrqaurY8WKFQQCAWbPns0NN9zA8uXLAWhpaeHSSy9l7NixPPPMM2zdupU5c+Zgs9m44YYbAPj888+ZPn06Dz/8MJMnT2b58uVcfvnlbNq0idLS0m/p7FVUVFRUVFS+C870oTvye0N6207b+QUnBd7TdTmdqev2VIkUV6tqmjtdBg2dL8U93eW/Z3PJb6Swv3TmCOV1WZiBmKXjBRk8eNnZ+03XXX92xmd7G5gZMang9ouKABwrIkY6H5ONOlJMeoKhEHUuLyadlvumltDY6gcBTDotGg3sP9GOTiPQ2ObjnL7pmPVaHrysNC6H+HiLl+F54eXvcpst/ed+ZpzXJ664XIXDzqLLSnm8Q+SNHSuVjgyurcinvtXLrWMHcOvYAXgDIikmPfdNKSEgSjjdfrzBEJtqmpVjkIVeuRDcHeMHcPulA5lT0S+qaNzy9Ye4vrI/H++uB8Bs0FLT5CY9ydDpNSlHa3Q2HmKzh+W+mP9qFW/eVM4fP6mOGz83XeSIE4HvnVLCjOfDjuJE4qEvIDKvI84idv/9M5O5fdxAJElSxHK3X6SqppmhvW3c/GoVFoOWv//PKAb1tBKS6DT/em11I3PK81n41jbK8tLYcdTFrPK+3DF+IM2eAGkWPRpBoNUTUKIkIOy6nhXhrN1y2Mm85VXKez1STRxsdHPXxELukCRaPUEgnEE8ZckapS3mjXHwdU0zmzqiGyIdwG6/yOaIcxrZL51bxw7g+sp+ykRHZK7ywsnFXPfyBu6fWsK4kh6U98/AatHT5vXT1O4jKyX8LGjWaynpaWX2SxtoaPPHub4vKMjkiqE9FeHwrbnlNLX7CcZEjpQ77Nw3pZipS9Yq7dnVhFKkaCyvCImdQJAd2JETa5H37n31bd9YQEokQnUnYLs8gais4zNZvt7VJODZcDl/23/7VP57OduxI2qMicq/M9+rEDxhwgQmTJjQ5WeMRiPZ2dkJ39u5cycffPABGzZsYMSI8EPA4sWLmThxIo8//ji5ubm88sor+P1+li1bhsFgoKSkhK+//prf//73ihD85JNPMn78eH75y18CsGjRIlasWMGSJUt45plnzuIZq6ioqKioqJwJ38RldKaujcjvdSUwzhzVN875JSMLvGficjoT1+2Z8F0txT1b+4kV9mNdn7FLx61mPZ/sOcHEp1Yzok/aWcnu66o/Y92FscS69mKdqzKyWFrpyGBIni18rhEFrCwGLTdc0I9LirMQQyAIYZE0KEoEQxJufxCNICQswBbrKpbbLMWo5Z5JxYQIFzCzGLS0+QI0u33ccGFY6Ird1u3jBvLMp9VMG96bR2McqxUOO9d25NYuXXMgLtd1ZoQYu2TVPoqyrRxzechKNSkFx3KtJqUYW7nDrsRfuNyBhBEV8jEt/mhv3HjwBUPkWs3sPNaS0AE/PEGEgFGnYdexFlJMWv564/m0eIMkm7TUt/iY8fxJt3Vsn5c77Hy0q56R+elRTtbYwn5XnZvHggmFeP0hWryBKMHe7Rf5YGcdlxRm09DedRSGLKrOvcjB0I7YicXTyxThz2LQ8sZN5Wyucca5rueNLqCxzU8Pq4nheTZWR4izkTENN17Qn7QkA1UxGcS7jrZw/9RSHvjHtrjrLyvVyEc765WIhhnn9WHOSxu4Y9xA7p1crBQW1GkE1lQ3UOf0UNvsiVphIbuKJw7K4WBHgcVkk46rnlsXV3hQPu6PbruQ/lknV4g2tPmZ/dIGRSh+/MohyrX37tY6hvdJ6/Z+f0FBBr+5YhAPvL09ap/zX61iyYwyXl1fw+rqBuV4r63oh04jYLPoyU41KffusyEgJdrG6URVfJPl64kmAc/mMvnv6m9fZ6jFv/4zOdu/ddQYE5V/Z/7lM4I/+eQTsrKySEtLY8yYMTz00EPY7XYAvvjiC2w2myICA4wdOxaNRsP69eu54oor+OKLL7jgggswGE7evMeNG8ejjz5Kc3MzaWlpfPHFF9x2221R+x03bhxvvvlmp8fl8/nw+XxRr+l0ujjHsoqKioqKiso3o87l5e43trImamlyBg9dMYgcq6nb77vcPrSC1On7LW4fohgvDEZ+zxcI8vPXNjFrVF9mn98HnxiiT7oFe7KR+9/ahi8QRCtEf7/SkUG6RYsoiiQbtfzmilIWvrE1Zol1Br++opRkY/hzsSQbtSQbzcDJ40v0uW9CukXLRQX2TvNC5XP4V9lPfYuXz6tPKO398tr9/P5HQ9Eg8fm+RnyBIH/6eC/l/e389Py+zH5xvSIWra0+wa9e38wffjyEVPOZP9h31Z/3Tinmsj+u6XTMGTREvfd1TRO76lqYdX4f5Rxkyvvbue2SAn66bD1A3Hku/mgP2w83M39MAQgCfn/YsVnndPPkyt08+eOhTC7NZvb5ffCHQmQlG7GaDRxuciMAs87vw7XlfdFrNdiSDEghCa1Gos0doNUTwKQzUtPQxog+6Ux/YR0/GtFbGf9ZyUb21rdyw//7kocuH8Rr6w8yrLdVeT/NrKdHqomH39/J+gNNyrUDkG01oxEknlixR7l2fIEgr6w7wM1jCtAIAsdavEihEHVONw+/t4PheTauOb8PNU3tbD/iIsdqYtWu+qh9GrUaNh928vyn1dw61oEvGOTzfY386eNwpu6o/nbmXuSgKDuZ4XnWqLYe1d/O3ZOKuPKZz+MEYoBnPqnmzZvKeeTjPVHfu9CRwY0X9ufGP29U+nVUfzvXnN+Hv26oZVBOKkN6pnLU6UGSQkghlHNy+0X+9PFeirKT6ZuexFMf7Ve2LY/vxSv3MjgnFaNO1+V9TB5Xoijy89c2MTzPxtc1TVH3sKNN7QzvY+XmMf0JhiSSjToEAT7adZwXVoddwtdW5HPHuIG0eAJYLXoEQSAUCnH3hEI2HWri5lf3KOMAwqLdzjoXRxrbmTokh1sudhAQJVLNevRagUBIYkSejUFXDeXr2mZ+/tomhvW2kWbR88M/rY1q64r+dnqkGOLO0xcIsrmmiTEDMpi//CsAbrqof1wfyiS6n7jcPuXeEIvFoOXvPyvn1+/uYHV1g3K//9XEIhZOLMTrF0k26clI1pNqNnDflGICQVG59n2BIK+uO8gvLx3ALRf3JyBKWAxaAPYcb2VAVhbJRi3NbR4a2gLoY+4BsSQZur8XJhu0cduIvRfKyOPxtv/7Ouo7a6tPUN/iJdmo7XJfp0LsfTmSM9nPd/G3LxHf9PeGyr8uZ/u3znf120lF5XTRaru/1wqSJHX+V+g7RBCEuIzg1157DYvFQn5+Pvv27eNXv/oVycnJfPHFF2i1Wn7zm9/w8ssvs3v37qhtZWVl8cADD/Czn/2MSy+9lPz8fJ599lnl/R07dlBSUsKOHTsoKirCYDDw8ssvM336dOUzTz/9NA888ADHjx9PeLz3338/DzzwQNRrc+fOZd68eWehNVRUVFRUVFQAvAGR97fVcajRHfdeH7uFCaU5mPRd/+Bpavfz/7442On715zfl/SkeFHwVL/X6g2wcufxqGPsY7cwtqhHnCPEGwi7/PxBEYNOi8Wg7fb4vwtO5xy+7/3UuTz8ZUNt1Gt6rYayPFu4cJROg16rYd+JNqpqnATE+NzMzvr8dEnUn0DnYzbdQkGPFFbuPPn7Uq/VMKE0m21HXGSkGMlONSGGJIx6LUkGLev2N7K3vi3uPAFMei1ajcC6/Y0cbvZQlmcjx2pGrxWQpHCEhgT0SDUlfE2nETDptYghCUmS0GgEfEERoy58HqGQxIHGdgqzU/h09wkONbnjjvvrWid1Lm/UcSUZdRxoaGfLYSelPa1Rx3uwsZ1tR1xcUpyNxxckI8WIt8MpG5IkfIEQ7R2vu/0iQTGEVhMWhqtqnEwozeb9bceYOCgHnUZgw8EmaiKOq0+6hbK8NATC481i1CGGJLQagXZfkGSTnhU7jjGqf7jYWbsvqGxfKwgccXqitqds127hggGZ7D7WqvRRklFHc7ufNl+QrFQTGiF8jiFJIihKBMQQ7287xg+H9+LVL2s6HUdTh+SSbNLR5g3yda0zav95HecDEl/XOKP6IPIz2VYTXx5oYuqQXL6udTK0t433tx1Txn+fdAuOrGQ+2lWfsA8j99kvI4nz+2fQ5gsSDIVIMugw6AS0goZgSFLGu0YIO8ePuDw0tPo4r59dGYsTB+XQ1uHmNOo1aAQBXzCESadBI4TjJfafaI85TxtWs4FPdtfHtcHQ3jY0gsCbXx/p8tg7u590dz//4bBepJr1UefX1f058trXaTTsqW/t8n6j1wrKve/c/HSOubydjrNT+bvW2d9GvVbDhQMyybGaCHRcO3vrO78XXnVOb7Kt32yFBCS+L38b+/k2ORu/N1T+tTnbv3W+q99OKiqnQ2FhYbef+Zd2BF911VXK/w8aNIjBgwfTv39/PvnkEy6++OLv8cjgrrvuinMRq45gFRUVFRWVs8v+E+28sOUAkCD78IiXH47uTb/MpC630eLx4/3a3alro2hgQUJ36Ol8z+Fw0NAWoM0biHKO/TvxXZ1Dd/tp8fhpaAuElwSb9WQkRb+vPdHOijePxG33vRonAM/+ZDhtYohfrznc8U782LnR3pOC3razeVpRZPTsG+cWHtXfzsSKgSQbdbx1IBTl2POYReaPKSMghnC6w0u+Nx928n8ba3no8kF83XJQ+fx7Nc4Oh19fbvm/rwH41YRCJpRbafeFxamsFAM761ro2ceIPxSip81M9fFWbBYDZb2NtHlFUk06DHoNx51elq3Zz9qI46nob+cn5/fltv/7Grdf5IWfOphyQR6//WBX1OfCxz2Mdl+QQCgsfmYkG1i8ai8f724G4K0D0ccrO0BXHKnnDz8ait6gJVmvRacVaHYHyDBoaTreyrx3d8U5cyscGex0J/FeDXxyrJ7rKvOZVNEXCC/Rt1r0bDvs5Jfv7gTC7taxfXtwrMULwM7DTl5acZChvdMpLS7kdx/uYtXuE8r2LQYtv//RUHZ9cTC6PRwZXDNuEJ6AyDV/+yzu8//44iBrVtdF9fU15/dlwf99zdDedgJJPWg3eRK6V0f1t7PTncSQdBtvbK+hMKcnVw5Nw2IIC/TrDzRyx4qDQHhsP/vZ/ii34qj+ds4ZEu6rYb0zcRQU4NI3seD9Xbj9ABpG9bdz7tC+CAi4D0pxffjzsSMIiCFc3nCBOkmCXcdcpKcZCYkhQloNNa1eslPN3PXGFn5xyQCG9k7D4xfRBUJk9dLw6d567lhRw0OXD2LbFwe5Y0U9s0b1ZZg9DbNeS4pZDxKAREiSSGo185OyNERJIhAMsfmwkztWHOS1G8/H2KDnh0Ns+MQQvWxmVu48zoKVB5k1qi/tpkylHT85doJZo/rywyE2AHqnW8hKMZz2/XxUfzubW81s3emKWy3Q3f0IYHOtk1///YuOf8Xfb65Ly2Xxx9WsqfYCGtaeaOX3PxrKzi8ORo2Jyo5xlt2F81Q+HnwBfnxxHg++vT1uVcL5ZaXKNvafaGfW3+UxG39sv/hh/27/hp4Knd2XY/dzKu35fXE2fm+o/Otztn/r/Cf8/lP57+NfWgiOpV+/fmRkZFBdXc3FF19MdnY29fX1UZ8JBoM0NTUpucLZ2dlxrl753919prNsYghnF6uir4qKioqKyrdLm19ElBKsNe2g3S92uwQqLdnMb6YNSVh85uFpg0lLTuxSOp3vpSWbO93OvwuR5yBnJB5sajnrGYldtdWpFBvKSjVR7shMmM9b7rDz9ZEWynrbuhw3qRbjKS2dO1N6pSfx5PRh1Lm87O/INK2qddLsDoIgMGFQLrPK+ymZsVW1Tqa/8CUj+6Vz88UDeOzDk1m7t/xlM/dMKmbBhGI8ARF/MMQX+xu55S+bcftDVDjsDM/PYMbz67jtkgG8v+0YXx1qZk5FPvYUM4Sg2S1S1NOGJEGLJ4gtyYhWAweb3ORaTcws78esiv54AyJGnYbMFGNH/moIEPjl37fy6g0juWtiMU3uQFQxt8Uf7+OWiwv4w8o9rNp1QslHnX5eX3zBcITKlsNO5Xgh3C+tvhCvbqhl4eRi7n3zpJhlMWhZOnMEQ3unRwtcBRncP7WERe/uQJQEWn0h/rByH39YuQ8I9/25+elkJht5cfZ51Lf6MOo0pJoNWEx6DjS0U5Rr44mrhlFV6+T6//cVL8w8B09wu1KsrdUX4rUNtTxw+SAONbpx+8PtkW9PItmkJxiCUY5MZXy2+kLc8pfN3HBBP+6YUKwIzlW14fMty0tjZnk+d76+hUemDSaEEJdnLOckXzSgnbsnl7Lwza0s/ni/0o7n98/kwoE9OhzIWqYO7cnt4wupb/FF7Wt4n3TumVKC1x+kh83C4hnDMem1SiHBYy1eetpM3DRmALMqRKWvj7d4afOLZKQYmbH0S+ZU5LPjqIviXCv2FDMaCdKSjfTNTOZwk4ff/GAIVbVO7n/nC8rybFxX0Y/2gMjGQ06Otwa45S+bmVORz88uKgi7sP0ia/Y3sWzNAcrybEqRvrI8GwNzbFFZzRUOO3qtlsUf71faaOnMEcq/l649xFPTy5R2bPWFWPzxfqWQWI7NjMvt52CjJy7f1RuE/xldgCgJUeMqsg/cfpGG9qByfzrq9LDgb1uiPp+o+JnVYuzyfmM26vl0b2PU2JfbaVZ5P6xmPWkWQ7c5uLH3R4tByz2Ti7lrUjEev5gwS7er++UFBRlkpZrOyr3wVPZzvDU+R/hMi9Z9G5yN3xsq//qc7d9r/wm//1T++/iXjoaI5fDhw+Tl5fHmm28ydepUdu7cSXFxMRs3bmT48OEA/POf/2T8+PEcPnyY3Nxc/vSnP3H33Xdz/Phx9PqwPf9Xv/oVf//739m1axcAP/7xj3G73bz99tvKvkaNGsXgwYPVYnEqKioqKirfI/vq27j49592+n5sQaCukMXN0y0+c6bfOxt8H0Vrzkbl9zPB5fYz79WqhIX9LijIiCo2dNTpiRPoIwv3zanIjyqsFkllQQZLYgoXRbaz1awnyRhepv9N233jwSZ++MwXyr+fvnoYFr2WoCTx4toDcYXVZnWIhledm0dZbxu+YAirWY83EC5IZTFoef1/zscdCOHyBEgyhouWLXh9CwOzU7h5TAEmgzbs3I0RHGdHiF2RLJ05IqowF8C8MY649stINvD4D4fQO92iLIs3GTR8tucEL649yCPTBsedU7nDzq8mFGLU67j/H9sUwVU+3/unlrJq9zHO6WOnqd2vCOPbjrqQJBjU0xoWk+0WttQ6GZpn5YjTl3A/ckGzGef1Uc5THjdOd4CFb25ldcx4yEg2sGRGGakmQ0eMxMn2bGjzK9tedFkp9/1jO18dauap6WVx+68syGBOeT6bDzuVY+6dbubD7cdZtuYAbr+oCLtlvW0ERIm+dgsGnYaGNh9mQ3i/j76/i4euKCXFpKfF0xGroNOgF2DdwSayUkxYLXoMOgEBAUEQaG73k5ZkYNthJ49+uDuqH+R9jupnR6sR8AZChKRQOAJBDGcEhyRYtfs440qyGf/EaiwGbcJzHFOYya1jB3S0i0SO1YzYUZQwxazHqNXgC4bHpS8okm4xsrPOhT3ZiF8MkZlsxGLQ0u4LkmLSU1XTzKJ3d0aJwPdOKeG408tPX/yy07EY2Y4AOVYzFoOGvhnJCe9dlQUZ/PryUu5+Yxtf1TTzynXnRY21qlqn0kfy9VCUk0qSQcu85VWJV4TE3EO6uneVO+zcfulArnj687j3ZP7+s1EM65PW6fvd7SP2/hhLovtlpHh+tuhqPxaD9oyP/7vibP7eUFFRUflX5nt1BLe1tVFdXa38+8CBA3z99dekp6eTnp7OAw88wLRp08jOzmbfvn3ccccdOBwOxo0bB0BRURHjx4/n+uuv55lnniEQCDBv3jyuuuoqcnNzAZgxYwYPPPAA1157LQsWLGDbtm08+eST/OEPf1D2e8stt3DhhRfyu9/9jkmTJvHaa6+xceNGnnvuue+2QVRUVFRUVFSiyEg2cEFBRqcuo4zkU39wTFTp/Nv83jflbAuypyIqn83K76dLQ5s/oUgg77+hza/sO1FVeZ1GYMJTq3H7RZatOcBT08sA4gTDuaMdUduObOfORLAzaffjLV58wehMTqNOw8aaZnYcdVGWl8ac8vxwbqpeS0aygSdX7qGhzc+SVeHfx5WODGaW91WETbdf5M3NRxmZn87+E+30SDXhC4Z4dNpgjrd4cftF5i7fxG2XDODuicUca/GQatKz53hrQhG40mHneIeLNZJlaw6wdOYINKCIpw1tfp5fs5/7ppRw5bNf8NoNI3nk/ZOCsyzAzynPB8IC3Xvb6pj54gZ+f+VQ5o1xsGBCIW1ekWSTlnafyNFmD0+sqGbx9JQ4MTqS926p5K43tvHGTaNYvv4QZXlpXFvRD51WIM1iQKcRcLr9FOdalfOscNh56PJSZczMG1MARLtBB2anIEkCBp0ASFHnA+HxMm90AW5/UBmbsedpTzZi1mu44unoInPzxjjYXNOsvOb2i0q/ljvslOWlMSgiPxngzolFmPRaHvtwF6t2nYysmFjag9suHUhAlGj1BjHqtUiSxIkWH0edboKihD3FGJ4MiDm+rFQjn+05QUmOFb1Og8sTIiQFogTQcoedy4bkUu6ws7a6MWobfjFETqqZVJOOhjYfWSlG3P4gYihESIKQBD5/iKBGAkIsXrU3SoTOSDGRZjHgC4b4ZM8Jlq05gMWgZcmMMl7/2Sic7nBRujqnhxnPr+Oqc/OU45DHYuS1LLdjZYeTt7bZjV4roNdquPPvW+PuIav3NlDb7FH6vand3+VYA7jz9S0snFScUASWt1nf6lPGltVi4P4pJdz7j20JJyhcHXEvnSFni3fF6dwfY8m1mXnsyiE0t/tp8QZJNetIsxjokXp2i58lui/LE6f76tvO+Pi/K87m7w0VFRWVf2W+V0fwJ598wujRo+NenzlzJn/605+4/PLLqaqqwul0kpuby6WXXsqiRYvo0aOH8tmmpibmzZvH22+/jUajYdq0aTz11FMkJ5+crduyZQtz585lw4YNZGRkMH/+fBYsWBC1z7/+9a8sXLiQgwcPUlBQwG9/+1smTpz47Z28ioqKioqKyinxXbmZvgu6EmMj30tPMrDwjW0JhYgzcU+dqqjcnSPqvZsrMOq134ozuaqmuUvX3Js3jWJoXueuOZfbz/xXq5RxEusctJr1ihD19rwK+mclx7nsEjlhZU633XfVtfDO1rqo7c0b42DHURczzusTJzZfXJjJvVNK2HeiHbNei9sfBOCV9YeiREGLQcsfZwzjmMtDVqopym3pCYi4PEE21TTz2pc1PDJtsOKSTeSivbYiHwGBF9bsj3O4zhvt4Iv9jYrDVXZP5qWZeXtLHSP6pnFu33SWfFydUDz98mAjf1ixVznmhZOKGNAjJSygRbic3X6xy3Yvd9hZML6QqUvW8tKscxK6qWW3qkYQqGlyK8e6q66F3105BKvFwKGGdtYfaKRfZjLBkITFoEWnEQhJEj/78yYevKyUOpdHEdfl2IQcqxkBmPXShoT9vHTmCMx6LTNeWB/1usWg5c2bynngne2durMXdwic8zuE17LeNoIhiRyrCX8wxIk2H73TLNS3ho+j1RvAnhR22Da0+RBDUrgQniDgE0P0TjOj1YQL3kkSUWKvHLnx9MfVUc5oWVDtYzfT0Orvsj9Lc61Rxxrrqn16xrCE/TO2KIubLy6goc2vRFJU1Tq5sCCDK59dF9X/iSZj5PEzqJeVE60+MlOMfLSznuc+2x++Js16/MFQXB/IPH31MG56ZRPQ9TUuC/RLVlXz1xvP58pnv4j7jMzf/ud8RvRNV/69+1gLb2+pS9gucyry2VzjTHg/L3fYuX9KCQU9UjrdF3yz++P3tcojkm96f/+u+E/6vaGioqLSGd+rI/iiiy6iKx36ww8/7HYb6enpLF++vMvPDB48mNWrV3f5mSuvvJIrr7yy2/2pqKioqKiofLd05TL6d6Krh3EBuCPivaUzR3TqRjtd99TpuHxbvF071w42urnplU3fWESQRW+Xx4/FqEMjCJi7ccV1V4HbajHwyLTBykO87ByUhbdrln2puDNdnvB5xrrsynrbFNdmLKfb7i3eYJybUf73qx2uVtkRbDXrSTHpqGlwM+elDUpcgyyK+YIhRbhy+0X+vO4gt3Qs05ek8Pl8sucEfdIs/GPzEUXok52dOkFgwfjCcGarTyQYCherm7e8CoB7JhVx54RCDjd7MGg1aAQAiQ0Hm3hi5V7lnModdiodGdw+biBPrtzD4J42Jg3KUc7DqNNQ3+JDI8Czn57MeS3Ls5GVauKaZV8yPC8tyuUM8a5PGdkR3dQR05DITS0Lbk+s3ENxrjWu/2Tnps2iR+x47Gj3BWn3BaOE0rnLN7FwUhFWs5761nD+7lGXl1W76inMSe20n33BEFW1TioLMqLGktsv8v72OibHtE9VrVPJyK2qdSrtk2jcVTrsTBiUw6/e2KYImFU1zsTxFA47N40uYOvRZi4s6MGid7ZHRXEMy7PhDYQY3jedWRFu4Y921rN8/SFuu2QA3kAo7njrW7x4AyLPfro/LAB3cqwVDjsba5oV4TN2bIczp6Md6RNLcxL2vzxu5452oNNoMBvCDmiNAFsOu3jus/2Kk7m+xUtmilHps0QYdSeLf3W1WkAW6KF7l27s+4IgUFXTnLBtdh1t4RfjBhJCSrhPrabzXFqZ1G7uf53dH7/PVR6RnOnxf9f8p/zeUFFRUemKf6ticSoqKioqKir/nXxf8Qxni+4exicMyol6LzZSIJbWbgTbSE5nSXF3D+uyoPJNRIREgrjs+qxw2KPEK5lTXZYrP8THFmmLjUXwBkSOOj1xwvfZbPdUkw63X4xaZu8Lhki36Ln+gn64/SHFHfnF/rBIvHBSEZUFGVTVOhMu0/cFQ6RZ9GQkG3n4/Z1RTuEKh51xxT3IsxcQInoZfbnDzn1TSnjk/Z2s29+kODoXTy9Tsl6fWLGbjzq2ZzFoeXHWCCYPyo0SBSPjJ646Nw8BKMpJxaTX0uoNEgyFON7qpb7Ny+LpZQgC5FrNBEQJTyCoOGBfWX8oqj/kdlo4qYifjx2gFHpLTzJw9QvrmVORT6XDroh4L649ECW4ya5WWcSLxNkh+lstBiodGdz/9nauOjcvTkgdnpdGfkZy1ITBBQUZPHhZKROf6txQYtRpWLbmAO/eXME9b0bnIG+udbJgfFGcKFvpyOCm0Q6ufTnsMn5qehkCRH2m3GFndodjuzzi3OFAwviHXUdb0QjwxIpqnvv0AI9OG8xdE4po8wVJMuqQJCnsgO5pBU66hYfn2ZhZns8Rp5ef/+VrXrthJP6OrF9BECjpaeWJlXuiIlcSHeuiywfx0DvboyIw5Bzoq577Ik4ELnfY0euELuMorGYdTe3hTOLtR1pY9O4OZTuyUzkjxcD+E+1RYm8sVbVOKh0ZrK5uiLsm4eRqgcj7hFGviYqoiD32JMPJx2iX248kSczu2F7sZMb8iwt45tPqhBMYr31Zw++uHNLpscucaWzBN4mUOJv8O8Uu/Lv/3lBRUVHpDlUIVlFRUVFRUVH5lunuYXzmqL5Rr3UlasDpuae6c/lGipsZyYY4Z6NMucOuOBjhzESEzgTxtdWNPLFyD7ePKwR2RYlM8rLcU92P/LnfvLczoehQ7rDz+f5Gnvl0H/dMLo5672y1+1GnB6cnoAjbkaKlvET/xTUHolzf5Q47OVYz90wu5rfv74oSlSKzZe8YV6i4X68+r09UxvCfPqnmyhF5iks3Mjai1ePn52MH4guKnGjzYdJrSTHpuGbZeob2snHL2AFcPbIvkiRhNetZu68BSQqLjOlJBtp9QY66vDzUUeAr8pzeu6WSWS9+GRUZALCpxokmT2DWSxuU5fmJXM4Q7RqOLNwlC5ByzEKsiNczzcwH244lzEAGMOk11Dk9SMD9/9hOaS8rOVYjC8YXIgjQ7A4QFCUa23z0spl4a265UtBMFqdG9EnrdCxV1Tpx+0V8QZGHrxhETbMHlyegCH1PrtzNw1cM4nDHmOhrT2LrYSdfHmxkcUc7JBm03De1hFZPkGZ32P1cVetUHNtzKvK56SIHEhILxhcSEEO4/SI2ix69RoMYClGYk8quuhaWzBiGxaBFDEm8v/1YVA7wdRX9aGrzUZibSkluKounl5GZYuSq59axeHoZbr/IP3ccV+JLlq3ZT1WNkzkV+fxkZF9MOg3pyQYWXVaKJyDS7A7gC4bYVNPMNUvX88BlJfxiXCEtHYUMT7T6ONrsoTA7JVoI7yjsuGLHMeZ1ZHbHjvN5owtIMWvR6zQ8uWIvpb2s/L855yqxHhCOX5EjKxK5smV2HHVFOXLl8SsXaIwcc/L+Dzd5oo4t8r35YwqwWcL3Anlia0hvW0K3OsCzn1YzbXjvuAmMCoedR35wave22BUPMpH3x0TRQ6dz//82OZXjV1FRUVH5blCFYBUVFRUVFRWVb5nuHsZjnaiRjtBYTtc9dbpLcueOdhCSEi9hjnVcnq6I0JUgvmrXCa4Z2ZeheWksnFSMNyCe8bJcWXRI5DyWz8PtFzFoNVEutbPR7rLYvbOuhb/9zygWvrk1bol+VqqJkf3TmVXeN8od+L/rDjKkt43p5+VhMWi5/dKB3DlBUMTKTTXNPPNpNTeNdvDbD3ZHiUpjCjP55aWFaLSQmWJEEMDtC2fDmnRadFqBQFDCExDJSjGi12poavPz52vP46Ndx7nquXUMy7MlFMZ+c0Up72+ti8qWjWxTQSJOHJZ5+uphwEmRPdKR+fOxA5SYjljnduTEQ1mejfe31ykiG4SL0W2ubaZ/RhIbDjYlFIHLHXYkCT7Zc4L3ttSxurqBlbvC2bKR+dH2JCOSJDHuydWM6JMWF3vS3Vgqd9gxaLU88M4OCnNSFTFc3n6zJ8D058P5tS/NOoeaZk9UluzafWFHOMB7N1dyz1vbovZVVdPM0N62hGL32/PLqW/xMb8jc9ikD0d7pFr0jB6YyXn56dgseiQJ9FoNmw87ue/tk87aeWMcSkxFpPN4eUx8iUmnIdmk48mVe+iflRLlzpavlzkvbWRMYSZ3TSjiRJsPbyCERS8wuzyfORX98AZEJSriiZV7WLe/iT/OGJYgXsSLRoA2b5BP9pzgtksH8Jv3dsbFlMwuz+eD7ccIiBI7jrp48LIS7ntre5TQWO6wM+O8Plz38gZuu2SA4jiPLNAYKwLPLs/n9r9t5rEfDok/tlYffdMtivAqj4uvDjUndKtfUpTFPZOLefCdHXFxMOlJ4UKHp0pXsQWdRQ/dPamoy21+l5EMauyCioqKyr8GqhCsoqKioqKiovItc6qRCzKd5VieiXvqdJbkNrT5mfPSBsVxmWTUKVmqiUSo0xURuhPE3YGwmDi2MOuUCwd1VoAv12bmnklF1DZ74vJZ5fNodvujXGqdLX3vznUX2R+RYrfbH2DeGAcLJhTS5hVJNoVdkkeaPHyxr5HHPtyjfC9WbH9qellcYS/5M7Nf3MDCSUXcPamIVk8Qi0GL2RAuMPfi6oOMKwlnrwZEiWSTBQlo9QSwJxsRNEZaPQEsBg19Myx4xRBDe6fx9NXDSE8yKDEAMpUdTuXZFflK5ETs8YToPFJDHtuRIrssGsvt/dLaA/GxCB1tIbs25X6T36ttdnPXG9t4bNog5o8ugATHNm90AR/vrqc01xrlvo4VrZfOHKG8/tneBha8voWHLi+lqd2v9PGDU0tw+0WOtXiV85GzfueNLiAghli5s56VO+vj2qCif4by/xtrmjvNkr2gIIM0i54Hp5awv6EdXzBEv4wkqmqaE15/FQ479S0+qmqdjOyXztYjLi4uyqK+xYdWo0Gv1eD2+9EKApkpRv6wYjfvbTsetY1law6wdOYIlq450OFCPxk9IQvZvdPNfLSznm2HnVxb2Z9rX96QMGIhx2rmvW11TH9+HY9MG8wr6w8lHC+3vFbFI9MGEwhKzF2+iTkV+fRINWHUachKNdLY5sPtF/H4w9nEZb3SuHtiEU3uQJTbWi6EKP8XCRZPL+NYi5fDzZ6ofhreJ41+mdHRH5cUZfHgZaX8cnxQiZeIvEfIxzaol5XaJg89bWZG9ElTrvfoaz0+BqZfRhI5VhMAFxf1ICvFqNyL5DiYEX3STitiJ1FsQVfRQxMONVPpsCecxPk+IhnU2AUVFRWV7x9VCFZRUVFRUVFR+ZbpToyNLXQkiwr3TC7m/iklUUvVz9QdeypLclu8gSiRTC5QdTacyXDqgvjpRDB0VoAv12YmJMG1L2/s9PsmvVZxqcnikVY46WCUJIleaWayU01duu4iHaSRYndtsxetRmDxquqoNhxTmMkd4wv5lUagzuUl12bm3a11UWLfza9W8doNI5nd5ldcvRoN1Lm8/PaHQ8hJNfL4B7tZueuk8CiLpvM7tlPhsHNtRT8kJJauiS8udtfEIv64ai9XdCxbl2MArj6vDwDZqSZW7DzO3OWbAFgYU1SuqtbJq+sPcf0F/RK2b6SrN5HI7vaLLF9/iF9fMYgjznCkQmayEYNOQ53L2xFzoMGg1fD4lUOihDo5b/i+t3fw7vyKhHnGcpGzx7vJYI115K/e28CJVh8/fOYLpY9/NamI+lYfx1u89Eg1UZwTjlaQ9yPR+Zi1GE8WFutuksftF/EERJZ1OG3vGD+AS4uzGZZnixLLKxx27p1Swozn1wHw2g0jue8f26Ncs5WODB64rIT3t9Wx44iL2y4txOUNxkVyaASBq8/LQ0Dg9ksHotNq8PpFDDoNggBHnV4G9bSSazWRazUpxxIZsfDQ5YP46dL11HYIsErBt4scSIRzuSNF1ptfrWLZrHOQJIlASCLNog9HdLT6qWn28MH2YxTnWnH7Rf7nla+48cJ+jC/JxmrW4/aLTCjNZmxRFs72AMW5Vv7yZQ2PXzlEERqzU000tPmxJxm4YmhP5V719ryKODeqy+3nN+/GR8m4/SJVNc0ALFlVzdKZI0g167Fawu/HTmzFTjC8edMorBYD++rbuOvvWxOOjbOR09vVSotF7+5UYlW+6aSiioqKisp/BqoQrKKioqKioqLyLdOdGCv/f+R7I/qkcdGATHIilqifKae6JDdWqD2bzmToWhCXRcPTjWDorADf4ullaDRCp1EP5Q47Wo2Ay+3H6Q7w0Ds7OnXNLZ5edkr7s1oMUW2o0wjMj3EJymLmVc+t4/lrRnDtyxtZ9YsLqappjiug9s8dx/m6pplNNU5uuKAfFxdlodMISJLEP3cep7SXldkV+Wg1AkhgTzEghiQev3KIsvT9qY/28vm+xrjiYjuPttDQ6mfaiN68si46BsCs19IzzURVjZOLi7IY3MtGjtXE1zXN/PjZdcpxymLkMac3rtBfbEE0t1/ktS9ruGN8IXPa/EqhvKpaJ+9uPcqwvHT+vC7aQXrSDbwxbvm+LDC7/SL1rT5KeqZyImJCJTLPuLvs50TvB0NSVB/f5Pbz53UHKcq10iPVFLWfj3Yej8ubjiXSDZ0o5zjNYsCk0zBveRU/Ob8Ps8vz0QBLVu2jNMcW5Sy3WfQYdRp8wSCLpw8jM8XIA//YFjfOV1c3cN8/tnPHuEICokRzu5fJg3NjYhjCbTZ3+clJiLCAXExDmx+zQUuqKRznkGTU4RUDLBhfyN1aDS2eAClmPaIY4nCTmzy7RRGC3X6RzTXNVDoywjnPMcX5huXZSDJoOdHmi5ukiHSBy9v6w4q9bK51cvPFA3jyoz3RkxoFGfw25n7UmfO0s9e6i/+Q6exaT4Q8ofVt5/R2tX23X+RAY3tcdrEjM/ms/G1R+e7objWKioqKyqmiCsEqKioqKioqKt8B3YmxZys7sbOHxVNZkhsr1EaKVnMvcmDSa7GaT/3YEh1LIkFcFlz+8mXNKQvM3RXga2jzo9MIUUXXYvcnITHv1SpmjeqbUASO3BbQ7f6sFkNUG1bVOinLsyWMAagsyOCL/eF9+oOhhIWpdhx1seiyUu7tcHrK2baj+tsZ1S+DZJOOkCRxosXHxppmdhx1cdfEImVJvsWg5Y8zyvj5JQOUvOBAKEQgGC4u1tTmp0eqkRsv7I/FoKO22d0hzjaTmZqNxy/S2OonzaIHQpyXb+f1n42i1RMg2aTDYtBS2+hBEOA3Ha5eZ4er16TTgiDx+s9G0dzux2rW0+4PctVz64iNOBhTmMklRdlMjshjNem15KQa+d0/E2e4RopzFqOWD7cfZ3NNc8J+PN7i7bII4vEWL0dd3qjX5YJkMvOWV/HX/zmfe97cFlfw694pJbR6A51OOuyqa2H+mJPxFbJzVI6v+HD7Mb462Mzdk4pYXd3ArPK+zH+1ihsu6MddE4upb/GSZDCgFQQ8AR8+l4goSQhCeFIgIOo7Hb+r9zYwa5SXDQebOL+fnXP7pnGw0U16kgG3X2Rk/3Q2HGhSCtcZdRpc7gCCILD4o71R260syGD+mAJmvfglEI4veWrVXmWsyUXttBoBt19ky2EnggCvxOQNyznBs18KR0xEiuI9Uk2kmHQsemdHVL9XRGT9XnVunrItm1lP/6zkKHH+TMi1mXn8yiHsq2/DGRE/ERlJUlXr7PRajyVyQut0c9pPl+62r9MIcfegN28aRR+SvtF+Vb47TmU1ioqKisqpogrBKioqKioqKirfEV2JsWeSnRgptFrNegxaDXe9sfWMHxYTOZfdfpEttU6uPjePHJtZ2ef+hvYuXUmdPbg+Om2wInq7PAEsBi0aQUBC4pfjC/EERFzu7pdKn4rLLj8jiYff2xnnhquqdfKXL2sYU9SD1XsbmH5uXrfbCklSl5+Ri55Fugs7c1SXO+zcN6WEqUvWACBKIbyBUFxhquMtXo40e7hzfCF3jod2v0iSQYtRr6Gp3ceJFh//88pXuP0ilQ47N40uYMWOY4qbdHV1I3OXV/HHGcNoaPUyMCcVrSDgD0mYDRrsyQYaWgOkJen5/YrdrNp1QjnGHUda+MWlA2kPiLR5g+i0WlweH9kpRh77bB+rdp1QhOasZBOHGtzkpJmxWQy0eAJotAI6jYbjTi+1Tjc9bWZMeg3D89Ki8nrlYl5zXtrAH68eRqs3iC8YUlzPl5b04PZxAznq8iBJ8UXl5JzcZWsOJFwCX96RcbxwUnGH6zt63/NGF+ANiDz07s6o12NpaPOz70Q7s8vzozKfTXot059bx+M/HNLppENmiomcVFMCN64XfzAcX+H2i8x1nyycV5Zn44mVe/nzukMsm3UOrb4AOo1AdqoJt1/kRJsPgzY8RpKMXT/SJRl1TBoUzo1+Z2sdXx5ooiwvjSWrqpXidRkpJtKTwo5yIQnueXNblMMbTk6E3DOpiLve2KZMEs0b7UCn1eAPhpTs2/CYzGDy4BxuvXgAGq3AwYZ28tItpJp0PPD2dmWCRY6XuHdKCU+s2M2PRuSxYEIhs8vzcXkCirv9iZV7aGjzK6JmhcPOIz8Y/I1FYJkeqSbEkNStM1h28J5q7M7p5LSfCaey0iKW77JInMo341RXo6ioqKicKqoQrKKioqKioqLyb0is0NpZnu/pPiyeSWX6WKG5qwfXBR3H0j8rOeF5dLbNWJK7Eb9STHqsFgMPXFbKna9viXLEXVCQwYOXlTLxqdVA4miA2G0FxM4LokG0gzTXZuahy0qpPtFGMCSxYHwh/mBIEe+qap34gkFFzDzm8rF8/SEldiDZpEMrCEq8AaBEQxxr8SpOUK0gsHh6GVmpRnYdbUUjhKME5M/fOaEo/HkgPdlIQ5sfSZLISjWyatdxAqLE4F42vAGR2y8dqBQ9SzXrMXW0iQbQCOALhKhpbGdTTRMzzuuDLxhibYTQfKLVi9moJSRJpCcbCIoSLk+A9GQD9hQDJ1r9JBl1TBmSw+yKfCwGLWJI4ov9jYqw+8TKPdw6doAiBF9SlM172+pYvKqaF2aew6J3tneakzu8Txrvb69LKPrPXb6Jp2cMY3jfNG4ZW0AwJJFs1GHWa/nqUBP3v33SfRpZZC4WgfjM6aevHkZDm19xZCfa/yvrD3Hv5GKImUyQgIgECswdYyh2AuGq59YxpyKfiv52THotTndA2dRRl5dsa9eTPEkdGcVuv8jmWmeUqLmxppmdR10ADMtLQ6cRyLGaGZqXxqYaZ5x7e/XeBn41sYjl152nOGfXH2giL83M4N42Li3uQYUjA51GYP+JNt7dWkdprpUUk56bXtnEvDEO6ls83DelhNsuCdLiDZJs0lLf4uOJFbu5fVwhP3r2C+4YN5C8dEuUu31ORT7XVvRD2xGP0jvNQkAMUVXTfNaWykdeu50VmTQZtMpk1anE7pxOTvuZ0Nn2YyM2Ivf7XReJUzlzTmX1iyoEq6ionA6qEKyioqKioqKi8m9GIqG1rHfiCAI4/YfF061MHys0n+qD65k6nY46PWw81NzpUvxIoaMzoeZgY7si7FTVOrvd1vFWX5d5wxpBYF99mxKDkWzU8fLnBzt16ZX1tinbW/D6Fl65biSL3tnOklXVWAxanppextcRucFPrNzL1sNObhk7AJc7gNkQFjI1GgGn288Rl4ejLR4WTy9DECDHaiYUkshINqLRQKsnSKpZj04j8Pg/d7Ny50mh8+LCTG4ZOwCnJ4A3ICKGJNIsBn66bL3i2pRFpfvf3gEQtZw/I9lAfoaFoy4vTneAVm+QqlonO466+MnIPggIvLBmv1KMzp5sxOsXyUu3MGlQDsPybIrb96rn1lGWZ2Pe6AJW7DymjOmrX1jHb384mLsnFePyBEgyhsXDGc+vozgnld9cMYgH3t7Oip3xAm65w87GmmaWrKpWiqmNLczkF+MGEgxJUbEI9RFF5mK3kchZKU8iyOLti2sPRF2H5Q47D04t5f63t0c5riPfn1ORz5JV1WiEk5nWN8dkS4ejNUQONrqZ89KGqG3MG+PodGxWOjIw67UM6mlFr9MwtqhHlKh5oL6NeyaXcPebW+OO+6npZVGflWlo8/HVoWbO6ZuOViNwaXE2m2ubmbpkbZSgPrs8n39uD084TCjJjmqnh9/fyQ+H9yYr1UibVyQ71cTPLx3IzGVfMjA7hcwUE1qNwORBuVxb0Q+dViDNokeSQK8RSDLquP/t7VHjuLIgg4evGESv9HA1t9gVE0lGHW3eYLcZqzaLvstr950tdWypdSqTVaeymuNUc9rPlETbN+k13P+P7VH9pxaJ+/fj286YVlFR+e9DFYJVVFRUVFRUVP7NSCS0+oJdO1a/6cPi6biSTvXBtbtt1rV4OdjYTrLppGgji8dfHWrutJDdb64YRGN7dHyF7ECWSe4QOOHUiuI1tvu7zBtuavdx1fPrldcvKcrioctLufvNbVHnKEc4zH91E490FApcW93I1S+s49Fpg7lrQhFtviCpJh0PXV7KoSY37T5RWR7/5Mo9fLTrBBnJBh6dNphcq4k0i4FxJdm0+4KY9VqsJh3+kITHL+IPhkgx6UhPMoAAJq2GiaXZTD83T8nitRi06DUCvmC4sNqXB5vItZp4cfY5HG72YNRpyUw28OTKvYqoFJlx29DmZ/ZL4ezW8/uFi/CNK+lBT6uJecvDbsTI/FhvQCQ9ycDj/9zFlSPyOOby0iPVRHFOKounl3E8gRjb0OZnzksbeWnWOWysaaastw1fMMTLc86lV4cYd8/kYjwBMa5o3dwxjijxtNxhZ8bIPpxoOTkGAARBYGjvNH73z91x+bSJnJWxRetufrWKhZOK+PnYAdS3+hQ3aWO7L6EILPf9nRMKKc5JJdmgZd5ohxLrIQuzkdEEizvGaSSdjd9KRwYLJxfhC4psO+Lidyv28NPz+/DaDSMRBPD4Q9gseu55c2uciCz/WxapI7Ga9VxclMWH24+zbM0BLAYty2adw/PXjMAVka+7fP0hFk4qZvLiNVw+NDdO5BYEgXafiFmvJSSFs5yf/skwJAmlKKJWA5Ik0eYVCQRDHG/xkmM1k2wMRonAEHYr3/n3LTw6bTAaQeCOjkkmeWLlxZiCdZ2tPOjMYRvZD26/GDdZ5XL7qW/14fQESDJoSTLqsJn1yvtnEv9zOiTa/uNXDvnWxGeV74ZvO2NaRUXlvw9VCFZRUVFRUVFR+TcjkdB6KvEGZ3ufkUQKzaf64NrdNo80e5CA6c+vZ0SfNB6ZNhiPX1SE1VjXpFGnoV9GUpxTMJHgE5mrGVkUT3a55qVbyEoxKqKJPcnQad7wqx2xDpGs2FnPpSXZTCzN5o7xA6lt8mDSa8lMNuL2BxiYnaLs89qKfph0GmxJBkQxLNyaDFoWvbODjyIExIsLM1k4uZhfXCridAdIMevwiSFCIQmTXhsWzrQCDe1e0iwmNJpw9rIEmPUajjR5OOryUJhj5USbDwiLbOv2NzKqfzpWkx6XN8DFRVlsPezix8+eLOw2pjCTeycXM//iAjyBcOE5AQFfMEh6solHO0RtOSN2ZL90bh07gKevHoZJryUUkvg8Ij92TGEmt44dQHN7gKKcVEx6LSfafCQZtBxv8TJ3+aY4J2qks1fmg1sqlQmCB9/ZwdC8NGZH9M/WIy5qm9y8Nbecdl8Qg07De9uORQnUcsasJEn4RZHSXlZuu3QAda5wDEdGsoGnVkYXrat0ZHDTaAfXvnxSYC7Ls5GVauKaZV9GffbS4h5djvPaJg83vbKJl2adgwRMHZLLHRMKqW8J95EcTRDevjHu+5Hj9+5JxTS2+bAYtJj1WlyeAB5/iPzMJF65/jyQ6MhKDguiS2eO6LTQ3NrqRuV6iOyDf+44DsDmjugIt19U4ivKetsAuGhAJrlWE25/OALlcJMnqiCi3IdjCjP55aWFiJJESIIWT1AZQ3L/2JONGHUarGY9VbVOHnp3J3/72aiEx7ymupFDjW4ONbmV+8Scivw4ERhORtUsSbDyQHbY1rm87G9oTxgRETkBdtTpYcHftsRlUM8fU0CfdAs531NBr29bfFb59vm2M6ZVVFT++1CFYBUVFRUVFRWVfzMSCa2nEm9wtvcZSaTQfKoPrt1tE+DFtQcUV+Kdr2/h1rEFyntuvxjnVlw6c0ScUzBR1ERkUbfVHWKw7HKdP6aAZKMuLuczUd5wZUEGM0f1jXOLAqQnGbj25Y08ffUwbnplExDOEr7xwn4sGF8IgDcQFn41AjS1+1m7r1FxWS6ZUcbt4woVN59WI3C40cOmw830TjOTlmSl3RcuuBcMSRxoaCc71cyxFg+lPfWcaPWSlmSg3RfkYKMPo07LwJxUnli5O0pgLnfYGdLLhsWgZfm6Gr6qaWZORb4SM5FrNSNJEtUn2slKMaLTCBxxepRiZSadhtJeNmqb3BTnpPL6z0bx7tY6rnouLCRbDFoWTy/j/H52inNSFVFNfr/cYWdOeT7L1h6gqsbJU9PLKMuzxbhb7cyMceVWOOwkm8KPMw1tflburI/re5mPbruQoXlp7Ktvi+q/ROPniZV7GdrLhgQs64i0uOGCftxyyQBFnN16xMWXBxt5/poR6LUaxFCItfsa46IUEhWei0WexHEHRG7/62Zeu2Ekja1+0pMMGPVaDDoNYwZmkWrW4fWHqHRkRAmO0JH/W9PMtLKeBMQQkhQeE83uAMlGHblWM22+IL9+b2dUu3a3kiDy/UhH7Mh+6fxi3EBCSKytboy6fmaX5/P0J9XcUNmfnXWtANz+t80sv34kk2MKIta3eNHpBH763HrcfpGlM0ewOSISJXKbssBe4bCj0widHrPTEyAr5aRg3lVszuq9DdS3+hKKpVaLgf0N7cq1m4hmt589x1tZ9Pb2OEFdbufJg3OZWJp9VgTZyLiLs5WLrPKvzbedMa2iovLfhyoEq6ioqKioqKj8m5FIaJWXhwsQtTT+bD0sdiXuVhZkIEoS+060KcLEQ5eX8qs3tsYV93ro8lLlWE6l2n2kK/GzjkJVZ0KinOQkg5aJg3KYNapvlMN3zksbGNEnLS6jOFEOpyhJXP7HtXHuVTgpokW6td1+kT+s2MsfVoSzai0GLW/eVM4fVu7mh8N7M66kB+X9M0g16TDoNcz98yYmDclh9MAsAmK4UNWlRdnodQKCEC6a5wmIJBl0DMhOIRSSCDolrlm2nkemDeaxD3ZFCVRjCjP5+dgB/PySgbg8AVLNunBhN3eAQ43t3D2piHZ/kOMdguemGid3fLmF5deP5OW1B+Mcj/NGF+ANiBxt9iiF1FbcdkFUvrHbLzL/1Sqeml7G8vWHosaELPLJRQSf/mRfnDu7Z5qZLTFuTLlQ3CPv7eTXVwzq1l3e7PbjcvtPacxVOjLYWNPMsjUHohznja3hKIkeqSZlvHyxv5HXvqxh+XUjqYo458hz+3h3fZf50nK8hFGnwe0X+eeO40rhx8gikPIkwj2Ti1n0zna+6shcll242VYTq3bVc16/dDQaDa2eAHnpFgTg6hfW88BlpXHH0N1Kgr4ZSSydOQI46Uwelmdjxnl9uO7lcBzIvNEOdBoNJoOWoBjC5Q4wtqgHWg2M6JOmnPuM58PxJ9mpJtr9QZIM4UfR6c+to6HNT4XDjjcQYnjfdK6t7EeSUYc/GIoqKCj3+3Gnt9NjNuo0UQJ2d2K3yxMeO4lE1u4mq1yeAC5PoFtX9dko6HWmhTVV/v35tjOmVVRU/rtQhWAVFRUVFRUVlX8BZBGizRfAZjHgD4bCWbEJXF+JHEJuv8hfvqzh0WmD8QZCZ/1hsavK9DNH9VXE0AsKMnj4B4MSLtOvqnWy6J0dLJxUTJPbj9Ws5zdXDOKuN7ZGiRuRzkOIFnJCkkSFwx4lJspUOjISFvSSic1Jbmjzc9fftyb8bGcF9qwWA95giIAYorHdT4pJl1AEhpMiW1du7bI8G+9vr6N/VgpZqUZqmzz0tSfx3rY6JUZhT4RwvHTmCJ78aE/U+csZqC+tPcCmDketHD1xwwX9WDChiHZfkGBI4ov9jfz4uXUA3DOpiNJeVo61eDFoNQRDEgExxB8/ro7LtH1/Wx1ThuRwy9gCgiEJi0ELwMe769lS64yKxlix4xj3Ty3h/n9sV47T7Rd5bX0Nd08spq7Fiy8okplsxGLQ4gmI/PaHQ/jyYBNzyvvys4v6EwxJpFn0BEWJxhYfhTmp/PXG82nzBbEYtZj0WkVA/PklA09JsJv/ahUPXzGIBy8r5Z63tiUcc8vXH+L2cQN58qM9CR3n5Q47ZXlp0a5wRwbvb6+Lig3JSjGy53irMoYTZfjGjnN5nERm/sbm//5hxV6e/XQ/D0wp5sHLSrn3rW1xDvULBmRy1OnliNNNL5uFoBSij92CNxA/Trsam+UOO//cfoxgSKKst43inFRevX4kvmAQi0HPy7PPVe5Rrd4Aja0+3AFRGfeSBFU1zqh2AXh/+zH217cybXhvAB68rFSJNjEbNIzqn0FQDLHhYCOF2amMK+lBhSODVLOeYy4PT67YTcWArIT9LAvrsjgO3YvdZoOWfSfauP+tbVGCrnwv627ioDgntcvt+4Khb5zRfqaFNVX+c1BjPlRUVM4WqhCsoqKioqKiovI9Izu95AJov/1wd7dFjc6GQ+h0lxlH7tPlCeANiHy+vzEuN/NQo7vLZfpXnZunuEcvKcriwakl7G9ojxKMI7cZKeRISMwqz0ciXlS7Z0oxl/9xbafHH5uT3J2LtLHdDxEuZ4CaxnbueuNkca15YxydCtPHW7xUxgh7ncUdlOXZgPBS+H/MK49zl8r87ataHrislPve2hYlsr66/hC/vmIQbb4gJ1p83DWhCJ1W4KjTQ2ObH3uyHrNex4SSbC4syMRs0OINBJFCYcEO4KjLy+9X7OGRaYPxB0NR57S51sn48UU8+M72uHa/b0oJj76/U3ltyap9nNsnnXljClgwoZA2r0iySYvHLxLq2JkkgT8YwuUJsO2oiy8PNCmu10SFvSJF07I8G2V5aTR0FPxrcvvJTjF22g+yYPfZ3gYW/H0L5+Snc/fEIiTgRJtPEZxd7gDFuVaufXkDj0wbTECUogv9FWQwd3R84bnbxw1k8Ud7Wbnr5HiXz2NYno01EQXSbrrIgUGnIdmo492tdVHjXB4nGg5EuaK1gsADU0sU92mqSU+LN8C9McIlhKMOHnx7Bw9eVkKvNDON7T50Gi1zKvLJ7shCjqSrQnNykT35+Moddm6s7E+2zcQDb0ePg8qCDB6cWsJRlwdfMNzHggCOHsm8XnU4SqyWx8xv398V1WZyH9/5ehU/GdmHi4uyqG/xUd/io6rWybI1ByjLs3FtRT79M5Lj+lv+/mvrD9Ez4l7Zndit0wjc+9a2hBnC9/9jO4suL+XumNUN3RXwi8So03zjjPbTKdapoqKioqLSFYIkyT/9VFRUVFRUVFRUvmtcbj/zXq1i9d6GqGXgsVxQkHFWXV/fdJnx3uOtXPKHzxK+F5mJeyrvv3dzRVx2qUykA7PcYef2Swdy9QvrlSXxkeKxXiuw8WBzQsEkUfvtq2/j4t9/2ulxLp05gmtf3qi0i1YjcNv/fR11nJFu3DUxIu+8MQW0+4MsXRPOvo1cxp+VauSjnfU899l+yvJsiqjk9ov8dtog8tItLP64OmpfFQ47s8rzeeAf27l/aglZqUbavCKpJh0pJh1PrNjNlKG9qHN56JFqQgL62pMIiGHBNcmopb7Fx4LXt1CUncIvxxfi9Qd5clX0fuQCXn4xhC8YQiPA3uNt/G7Fbq46N49heWlYDFpSjDr8Yog2TxB/KIQgCHgDIjazHn8wxNeHnQzuyB4WO9zIssu53GHnwctK+fW7O1i3vylK/LUYwsLlqH52tBqBdr/Ipo6ohti2Alh+3XmkJxs43OzpUkCWP7905giyU02IksSjH+xKOO7GFGZy/5QS3H6RFm8Qq1mHQavBL4YIhiQONbqVcffalzW8ct15PPjOjrh2vO2SAUiSgEaAVm+QZJOOHUddDMxOiZvwkcfTA1NKKOlppc7lAYgSQSPFR3kyJRHvzK/gRKuPF9bsV/Zx69gCvjrYHJcvbDFouWdyMWW9bR1xIXoEJNbvb+LcfnaOOk8eh04jsPFgU6eO/NsuHUBTu5/6Fi+lPa08/Uk1/bNS4q7VffWt/LDDEZxk1MWND+W4OlzrtU0eeqeb+XD7cZatOcA788vxBUI0ucPiuLzdHUdd3HhBf3JSTSx8axuf7W3o9BqVo01STFomL+58Aum1689jzb5G5Rx6pZn5547jyrHOG+Ngc01zwniIcof9rGQEV9U0c8XTn3f6/ps3jWJoXtoZb19FRUVF5b8H1RGsoqKioqKiovI9Eun06qqo0dl0fZ2NZcZOT+du2u6WYse+X9vsYXZHHmxnIp78/y53IOGSfQgLR+/dXMm9HQKQTGc5yaeSFwsn2+WuiUVxwp3bLyruzbsnFePxi3gDIl8ebMLtF/nzukNRS+MtBi0ZKUaOOb2M7Gfn3L7pUa7qCoedzJRwBu2kiMJaJr2WnFQTv/vnbmoj8ngrHHbun1rK1S+sZ9rwXmSlGrAnGxAEaHYHqGly09DqpSjHyonWcO7vi7PPAUng6U/2ctU5eUwelBtVwOt4i1dxS6870MjWWhfzLi5gYHaK0u4Wg5alM0fw9Mf7ooTFCoedX44r5IU1e5R4CVnYLettC48ts55P9pzgaJOHGef1wRcMxeUCZ6Ua+WzPCYIhiXP6pDOqn52y3rY4t3i5w87n+xup6J+hbGPB+EION3sSusshvFTfoNfw9aFm5o12JBx3N1T251iLl5te2cQr142MckIvnTkibqKjzumN6mejTsO2oy7qW30sXRMvTt+XV8J1Ff3i9l2WZ2NAdgp/XLWX/KxkhuWlUeHI4Px+9qis3O5o9wXxiyEWjC/EHwzR4g3QI9XImMIs+ECKEi2H59nIsZqoc3l5oaM43lPTy/jnzuMs/riaR6cNpkeqiQsKMsMTDiv3Jtzn6uoGfjl+IGaDlhF90/n9it1MG96bF9ceiInSsHPT6AKufTnsNs5INvDKdSOjcqUBhuXZGN43nRnPr2NgdkrUhFBNowezQcOhxnYls7mst41cqwlBAKtFH7ViwmLUMm9MAXMq+uHtiK843uLFGxC7XRnQ5A5EHf/SmSOi/r1szQGWzCgDhLgM7fljCuibbvnG9+3TKdapoqKioqLSFaoQrKKioqKioqJyinwbFdsjRYjuihp905xJme6WGR9r8XZ7XkkdGbGJkAtuxToPIVpgldFpBOZHCIF+MURmshGDTkOdy8tfbhzJh9uPK0JfZ8u8h/cJO1Uj4yssBi0ajYAnIOJy+7vNWpaPMTK7VW6XuZ2I37IwfUFBJufmp3PU6eFPn+7juc/2R7mA89ItJBm1PPTODj7adQKLQcsNF/RjQkk2Zb1tCIJARrKBJ1buYd3+JuZU5NMj1YRJr+lY1i/xq0lF/GLcQCUOxKLX8HWtk/unlhAQJbQaDe2+AFqNgFGrISNJR590Cy6PH4tBy5rqBpatOQDAwklFZNtMinu41RvApNeSmWJkV10LmSkmth52Mf/iAp77dF+U0GnSa0kx6ZgyJIdZ5X0Vkbuv3cJvP9ilCLxrqxuV9pGjMK5Z9iVuv0juFaWs2nmcsrw0rq3ol9A5XOGwM3pgFilGHfe+tT1OaJP7aVxJD2U/Zb1tXTrSjToNvoBI34wkJIkowd2o01Df4iPXauIHz3zOo9MGx8VhJIoa2FjTTFVNc5RAOG+MI04EhrDwu+jt7UwZkhsnHlfVOnnm02puvNDBYx/uYsmqakVIP7+fnYsGZBIUJZJMnV9/AFaznhSTjjZfkBSjHqtZT1AM4RNFfjWxiHa/SEObn15pZtp8AXwBCYtRw90Ti/AGQgRDIRZdVoqvI6tcQmLDwUb6Z6Z0ud8TrT4kYPrz67jq3DySDFp+NbEIjSDQ1O7HFwyx5bATb0CkLM/G2upGGtr8XP3COpbMKOPuScVR7nVZBI6dELr9b5t57IdDEBIcQ48Uk3KdR17v8v271RvA0NHWD72785SiHSKJ7X+3X2Te8nAe9y8uHUhADJFk1JJk0GGz6M/K5F1Xk1YXFGSQkazGQqioqKionBqqEKyioqKioqKicgp8WxXbI51e3Tlpz5brqzsH3OFmD9mppi4FjCSDrlNBdtfRFn4xbiAhpC6LY8lU1ToZ3ictocs3tjjXsjUHWDpzBBqIcjWWO+wsnFTE3W9s5YHLSrEYtNz/9vZO+yuyON+iy0vxB0M0uwO0egMJXaTQffunmHRU1TRjNev59eWl1DZ7cHkCisD7+xW72XLYxaPTBnPrJQNo94lYzXrqW7zsOtZCYXYqTW3+sFDnE/EHQ4QkifRkAw2tPprd4SXwW4+4yEszM7i3jVZfkAHZqYSkcMatKIZISzLgC4QIikFAIISEyxPEnmxgbGG48Ja7I27B4Q7w7Kf7KMq1MiwvDW8wRJpFT0GPFLwBkZsvLmDOSxv4vxvP556YwmRjCjO5dewAJavXoNMgSuEM5ySjloUTi5EEaPUESDbpWLHjuNKulQ47OVYzM0b24cU1B+IEzwpHBiFJItmo49lP9nHhwExuu3SAIjrHun3rW3xKZmx3mbByjMjI/HSONHsY3ieNoCjR7hdJMenol5HEBzvraGjzk5VqjNtOolzdk+PypCu0K4f/6upG7phQyNubj8bl584uz+e6lzdw2yUD+PnYAdS3+pRYhEmDenDE6WN/Q1un51hZkEFVTTN3vbFNea3CYWfRZaU0tvmprm+jKDcVvVagsc1PbpqJEx3jy6TXEpKkcBE4kx4pJPHlgUYuLuzB0N5ppCd1LThazXpF6K+qaWZobxvXvryRGy/sx3l97SztiKqQ+/qmixzoNAI6rcDHu0/w2pc1XHVuHhcNyEQQ4JmfDMeo0+IJBHn+mhFRruj/XXcwavxBOOe6sd2XUICNLLa1r75NafeuxktlQXwBykT97/aLbDjYRGlPK/0ykuiXmdxlO50unU1adbbaQUVFRUVFpTNUIVhFRUVFRUVFpRu+zYrtySbdKQlYZ9P11d0yY6DbGAqbRc/8MQVA/LL62y4dwB9X7Y1yO2alGNlzvDWhwLrjqItFl5Vy95tbo7ZV6cjgptEOrn35ZHGusjwb3kCI4X3TmRXjpKxzelmxsx5fcAsTBuV02l8P/2AQd/59a5xIfPekIn707BednrNeJ3RakKzCYafO5WHOS+HIhv+7cSQaAV5ZfyhK+Lqush96jQaNIGDWawmFJLKtJvRaDSlmHUFR4nCTh6MuD71sFoJSiOfeCwu1Zb1t+MUQlxT1YMsRF1OXrI2KSJg3uoD6Vj9zl2/C7RcZU5jJXROKaGz1YzZoafUG49y2E0p6sGBCEQ++vT1KkKxw2Pn1FYN45P2dNLT5qWl0M3lQTpxz96rn1nUIuxnMLO/Lj59dx6PTBmPUafEGAgRDEhsONiEIMKinlcXTy+hpM7P1sJO5y8Ou3Rsu6MedE4tw+0QsBi1+MYTLHWBjTTO7jrawYEIhl/1xbZe5uAte38Jf/+d87nlzW6cF0OSMZXkiYnBPG95giMPNHmUc7TvRxrn56TyxItwWbd74GIbIOJBfTSzC6Q6QnmTAHxRZML6QW4IiJ9p8pJi6ftQ63OxheN907phQSH1LOLZDFrfL8mxkpZoUUfXhK0rZXNNMWW8br64/xODeNu6bXMKid7bHTYhcW5EPErw7v4I2X5Bkow6jXsORZg/LPj9Aca6VrBQT6UkGDFoNrZ4AmclGbGYDLZ4ASSYtlpAWnU7gqmfXMzA7hWBIIiBKTCzNprIgI+GKgkqHHYtBy7JZ5ygTDfL1vrnWyeiBWXHu60ON7ZyTn85lEWN5yapqpQ//sHJP1PVzfj87Fw7IpNUbZFNNszL+IrloQCbzX63qcpIu0mHb2Xi5oCCD31wxiAfe3p6w/xdOKlKEevke9Jcva3j8yiFd9vuZcjYKhKp8N3wbq4dUVFRUzhZqsTgVFRUVFRUVlW7orqjYR7ddSP+sM3OA7T/Rxv6Gdl5ce0DJ5owteCW7vnK+gfM4ksgCdbHIDtyxhVndFh+qc3r4ZM8JslKMUfmysoAZuSy+s0xZWcAMBkMcdnmitrX1iAtBgHP6pCtRBBsPNbPonR1x4k+sc1gu9JaI5dedx4wX1se9/vAPBvH+1rqEy68rCzI4v386Fxdms+id7VFicIXDzkOXD+K9bUf57Qd7AHhp1jlIoBRui2yfHKtZEWsrCzK4b2oxX+5vokeqiYAo0TPNhFmvpbHNT6pJR5JRx/6Gdtx+kd7pZkIhiXX7m6gsyKTdF8Ri0GLSa/EGgmg0mqjiXq99WcPi6WUsXX2AwtxUpeCV1awnK8XI71fsZsPBZh6dNlgpPpds0tLuC9Ir1Uyty8OSj6vZfayVV64byaJ3trMppvBdzzQz24+4uOet7bj9YTH3xVkjEBCoPtEWdf71LT56pZn5qqaZiwZk0dgeFkC3HXWh0whUFmQC4PGH3dIfbD9GUU4qN/7vV10WUyx32Cl32BnYI5WsVCNun0hGcngs1TS5Meg0ZCQbeGrlHlZGZBcvnFTEoF5WDjd7sJr0aDQCycaTxcPenl/OlC4Kib13cyUTn1rNa9eP5Krn10W9t2zWOcx5aUMn3zw5RsNF0YoZ1MtKmy+YMB7j+sp+5NjMPLFiN7eMHRjXD4IQFgqDooTT48dq1iNJ4VUGAVHi9yt2K3EjkQULkQSWrtnH1KE9ybaaw0JwRFHByFiGsjwb11X0o4/dwn3/iHbbVzrs3DOlhFAoxOMf7mHlrvqo62NWeT53vr6Fq87N4/x+dgw6De2+IBsPNZOXZubtzUfjiq3J/TOgR0qU2KrXCmw8EF/0Th4HC8YXMnXJ2m4LbB51ehSHbWSBQqNeg81sUETWyM8p51uQwdzRDua8tEG5F53t+7TKvyff1uohFRUVlbOFKgSrqKioqKioqHTDt1mxvaqmmatfWK8INMGQRI7VhD8Y4kSbjz7pFnrazGetSJwch5Bq1rPwzW2dRje8Pa/ilMRtl9tPfauPmiZ3+HxqnUoGrezgEyWJoCjRPyOJ9QcasScb44TRX/5tM6/dcD4PJIhzePCyUlweP6kdQt3db2yNEmIjj1sWZZ6+elinObGdvddZsblyh537ppTw2/d38fVhZ0LRdFNNMwN7pCri89NXD+P2v25mTkU+w/LSEubfVhZk8OBlJby/rY6y3mks+bg6rj/mjylg/YFG/rBir7Jdo06jCIixEwcZyQb+d865NLsDOD0BpWhZTqqJ4lwrbl+QYEji8/2NvPZlDY9MG8xLaw8kbM/8DAsNrT72nWhXcoT72C0EghJt3gBJJh3HW7xkpxrZXOsiK0LwbWzzUZJrRSOEoynavEG0GoE11Q0899l+yvJsPHRZKQca2xMWU5tdno9OEJj10oYowTTRREmkc1zu/0j3r/yaxaDl/inFlPa0Uec6KZYvW3OA4X3SePCyEiY9tYbXbhjJox/sYm11I0tnjuDFmPaRqXDYuW9qCZf8/jP+Ma+cqUuiBeOuhOvKggzun1JCQ5svql3O75fOLR1xB76gSF6aBY0g8Ng/dymxIrk2EyadFm8wpDhDxZCEs92PNcmAxxckyajjWIuXBa9vwe0XWTipiKG90zjW4gHis6jLetvQCgK90sNi8lGXl1STTsnp1mkEqmqd7Djq4rZLBmDQaWlo8xEMSaRZ9ATFcDTJ5iNOclJN9MtMpr7VR166hZAkYdBpcLkDJEccV0Obn3KHnesq+iEhxY0D2WUeu4rAYtDyxk2jePCdHQnHjRiSuPF/vwK6n6SLzA3uymF7vMVLc7ufFm+QVLOONIsBk06junNVouhqkrW7iQkVFRWV7wo1GkJFRUVFRUVFpRu+acX2rpaJJht1SpGrRHx024Vn5cEx1qX080sKmByzTFtelj6iT9opx1DIx9bY7uePq/ZGufrkjFBZyHn/lgpqmj3Yk40nj8vl5aF3d+L2ixxucjOkt42fXdgfg05DsklH1SEnE59aHS7INMbBjqMuhualsWBCIbVNnrisWJmu8pY7e8/tF2nx+Fk8vSxO3D7u9PLL8QN58J0dUU5jWXxasmpf1JJwo04T1a+y47Cst43HrxxCn3QL728/RrsvyFcHmynKtiYoWubFnmzg2U/3R203MkLk5ogie75giFyrmW1HXBxxeRncy4ZOKzCmMIugKNHmC5CRbGTToXDEQHFOKjpBYN4YB3dOKKK22Y1BG97+8vWHuO2SAbj9JwsY+oMhahrd1Lf46JeZxJXPfIHbL0aJz3LBw5pmDx9sP8aM8/rw+le1/OwiBw1tfgb0SOH1n43i3a11tPuD/HndoYQF015bf4gxRT2U9o8932sr+qHTCtgtBhDApNfwt/8ZFSd0Ro6J4Xlp9E5P4ppl67nq3DzKetso623jrzeeT7s/SGObH7df5OPd9cwb7QDCkROyEzrWBX7vlBIONbqjxkKkMClHDiTKs7790oE8/s9dDMxO5eKiLAb1tPL01cPomWamodWHNyBi1GlYues4vW1mFk4sps0fxOMXCYYk3ttWR3GOlRc6MndlKgsymDfaQX2rF5Ney5IZw5QJiN+vWM8j0wbz4tr9VHW4ia8+rw8Qdgd/tLOem5Zv4sYL+3Fu33QlliHyuOeNLuCjXfUM6WkjKEm8vPZA3LnNjigI+PAVpby3tY4heWnsOOqiuCPi5MHLSpW4GDkiJHIc28x6PAGR+QmiZNx+kTqnN+G4ufnVqqjib90V2IzMDe6MrhyeZ7oSJBY1SuA/g+4KsXYXuaSioqLyXaAKwSoqKioqKioq3fBNKrYfdXpY8LctUcuYZRFBADYeav7Wc4ETZRw/++l+xV25JkEMxek8rNa3+pjz0gZeu2Eks1p9CYt5AVj0OrbUOjstCrexppklq6pZsqqa33QISJHHJhffWtWxtL8rt+XxFm/CY610xBd/iiTJGC4y1dDmjxJ8i68ehuiUOhWf3H4xSmCOzXuOFIUrHHaGdsRYnNcnnYWTi3nonR0U5VrpkWoCwKTXUu7I4OoX1kcJYVW1TnYdbWF2eT4QzjSN3O61Ff2wpxh5c/NRnli5V/me7JCdt3wdV52bR880C0lGHUlGLdsOu1jUIcbLfTG7PJ+PdtWzudZJca6VbKuZ9CQDYkjieKuX+javIrj1tJn5aNdxAqLE4F42LAYtE0qyubgwC5c7QP+sFCXLtdxh59eXl1JV04xeK3B9ZT+WfFwdNSYqHRnMG+NQPh+b4Sp/NtIJvnh6GfM7ROKy3jbqXF5uHTuAmy5ycKItHEfx0c56vjzYyKPTBodzq1ONfLj9OMvWHGDx9LJwVALha2NwT5sizNc2u7lvagmBoESrN4DFqKO+xcuM58N5yECUeBzZ58vXH+KBy0rx+EWOdYzJqlon1768gcXTy3j6430899l+5biPNHnolW7GoNNQ3+pjRJ90Ukw6fvTcFxRlp3DPlBIefX8nH+06oUwuyOPRatZjNek50ebjf9cdUkT4W8cO5OuaZhra/IqQftNFDgw6DW5/kDSLgT+s2KNcV89+up+R+elMHpQbNdaPt3jxBkSe/TR8vDuOuhjeN50FE4po73CaRxZzq3RkkGszM7sinz93HM+Law9ETY4snTmC4XlprK5uUF6vdNi5fVwhL6zZHycCQ/j6rmvxdnofiby+v2mBzW8zH15GjRL4z6G7QqzdTUyoqKiofBeo0RAqKioqKioqKqdAopzI7jIhXW4/85ZXJcyyrCzIYOKgHBa9s+NbzQV2uf3UubyMf3J13HuykDR5UA7egKgsbwY6dadFOtesZj0GrYbdx1u59uWNXS6Fl5fFtvvFuHZMFO2QKOM3MtKhs5iAcoedB6aWUNvkiXNLljvs3DGukMWr9rJyZz2xRC7djY0DWTpzBFW1zi4zaiMzik9mIldHOSYrCzKYOerkcvenrx5GikGHPxSKipuob/Gx+3gLa6sbo/ZnMWhZfv1IFn+0Rykg5wuGsFn09EgxEZRC1DV7SU82KPEiNrOenjYzhxrdtPmDZCYbsRjCkRbJJj11Lg/2JCMNbScLlsnxHk9NL1OiIyILdmk1glIQTK8V+PJAU1QedGd9M7s8H6NGg04n8Pzq/fx0ZF8lR9kvhshMNpJk0KLRCgTF8GOKRhBobPeRmWzE4w9R1+JRnMtyzMZvrijl/a11cTmzifom0WtPXz2MXmlmJRJCPteLBmTi8gSi2kUeo5UOOxMH5XDXG9uwGLT8ccawuEzo+lYfYwZkEoK4PO3GNh/FuVYgHD0gCAKSJKHtiNPITjUjhiQa23zYUwx8tLOe1786zAszz+nUoTzj+bDgPqcinxF5aaQnGzDqNegEDX4x1JEBrCPVpOOR93fy3rbjUf1q1GmwGLSs2HkcSQoX+DPoNKRbDGw+7FTc+5GZ31/VNHPjhf0YPTALQQCvP0SSUce2I07uf3sHEHb7VvS3K/eRNm+QQCjEhoNNyn7gpDP5z+sOdbiXDyR0PLv9YsLrO/I+UuGw87sfDVUmV86E7vLhP7ilEk9APGMXrxol8J/Ft1lPQEVFReVsoTqCVVRUVFRUVFROgTOp2F7f6ksoAgOs3tvArFF9lQr0kc4+o06DIzOZHJv5Gy0Zlp1m08/NS/i+7FKNLAzXlTtNAO6IeE8Wfud0uFNjnZsylREuY6sFFk8v41iLl2Z3gHZfMGG0gxwxEEmk4zZRu/VON/Ph9uO8u7WOrYddCd27z3+2j3smF+MNiAkKvpUqbRsbByLno0Y6cZXzc2Qwd4wjqjBYWZ4NbyDE8L7pzIpwbOZaTUxavEY5V6NOw/pDTQkFZllsi4wWcPtFnv90H/dMLuGI04OrIwf4832N7Drawt2Tisi2mggRLrjW155EskHL14ed5FjN6HUaDB3taDZo+enS9RTlpDJ/tANBIC6n9bX1Ndw9sZi6DjeoSa8l3aLnd/88WRDs5HEKrK5uUPrmnklF3DO5mAMN7WQmh2MAbn61ShGzLynqgQAU5aSi0wq0eoIkm3R8tPM4wZCkiMvyOJOLKf553aE4ATDHGnaeShDVr5WOjqJeL2+I+rwsGEaOrY931zM/wtW7ZFU1y9Yc6LTI4eyKfAQEKhx21lQ3Mnf5JuZU5NPXnoTNosdmNjCiT5oypiaWZlPf6qO22U2qSU9mihGnx49WEJTt+sUQfe1JBMQQR5weeqebqXN5uKmjuCDAkyt38/AVg2jxBpXMWrNOy2P/3EVDmx+AJauqlSiHj3fX84cVexWBfvGqvew61sqj0wbzs9EO2n3hwnxJBi2tXj+CICiZ1HL//nHGMCB87crXU22TmzvGF3KiLRxlEQrBzrqwuxzC4q/8eatZT7tfZM7L4cmV+6cUM6S3jbGFPWj3ixi0Gj7ZU89zr550Actj6M6OGBibOZwRPrvjOptTkc9dE4qiCuzJ95HyDgd8uy/IN6E7h+f+hnZlcqqyIINFl5WSZtGf8j1ajRL4z+KbrB5SUVFR+a5QHcEqKioqKioq/1V8l1mMGw42ceUzX3T6flcFzd68aRRZqaYzXjIc6TRL5K6NRHYpdedOmzAoh7v+vlV5Td5upBM4MgtXzvrsn5WsuPJcbj9OT4CFb2zllrED+GEn7ZPomLtyHEc6PC0GLf+YV5Gw8NxvrhjEw+/vJD8zWTlGWSTeXdfCwknFNLn9pCcZuOfNk0XjZBFt+fpDSs6pfH7pSQYCYoj6Vh9+MUSvNDNbD7sU9yScXO6u08Kkp04WFZNzj+Vl87EC53UV/TjR6qU414onIOIPhl2UBp1AhSNTcWBqNQL7TrQxqFcqW2pdSkE+k15LjtWISafFEwiFCwWawk7u+lYvNouBT/ecIDPZQFGulYAYQhCg2R0gKEo0duw7hER9S9gxvO2oC0mC8/LT0Wk1JBt1iKEQSALeoMiJNh+pJj3pFgMNrT6eWb1PEXHlc8xINvDotMFkp5po9wcxG8JxC7ILOvLzsf8vjy9BgOxUMyDhCYi0eUWCoRA9Uk3UNLkx6jRsPeJiaC8bNosBp9sf5ZQ26rRsqmlm11EXhblWlq05wFtzy9lwsCnK1dvU5uOc/HT2N7iV7N7YoojjSrKp7dhnXrqFgh4pJ8e7O0C7P0i7XyTFqIty5yca52/PL2fK4vAYeWXOuaRY9Oi0Glo94XuWWa/hhdX7+en5+Sx6ZzubapyJ3cgdWc6zXzpZRO/iwkylGJ03EBaAc20mrln6JY9fOYRWXxCNEJ7UWRPjRJ9TkU95fzs6rYZAMMTnEYUPI4u+xX43tnCfLMTL19JrX9Z0mcM84/l1DMxO4aHLS5n01JqoCaPIooyx1/OyNQdYft15Z1zIE2Dv8VYu+cNnnb4f23/lDjuTB+dy4YDMU4p1OJ1CpGqO8L8HZ7J6SEVFReW7RHUEq6ioqKioqPzX8F1nMSYZtF2+31VBsySj7htlU0Y6zWLzaiOpjHApdedOmzmqb9Rrsmu3swzXSoeduWMKMHWcp9z+t1xcwOrqRn45XtPpcR1v8VLpsEct9Zf3IxDt+ox1eLr9IoGgqBSeM+o12MwGMpINNLb7eXfrsU7b7apz87j2bFxrGAABAABJREFU5Y1YDFqWzToHibB7W3G5Ti5mWJ4Nj18kyahj46Fmrvt/G1k8vUwRhGTRLNI9mZlipKktLERGnrN8TsvXh4umRRZB02oEBAGOuTz86NkvsBi0PDptMJcU9aDdH0Sv1WDRa/EHvIQkqG/1Uu8y0TvdwpKPq6OiGh66vJShvW1I6GjxBkk26vAEROYtXU9hdgqzyvP56dJwEbXz+9kxajVkJetpaPVy5bNhsV4W2wqyUrCa9bj9Igter+KxHw6JEyEPNbbjD4b45d82K1m4kQ5uCMcAmPQaVu5qZOOBJlZ3TCSEx9KBqM9rBYEHppbgD0q0eAOkGHX4xRD1LV42xsRTxE4YWAxanrl6OL3Szdz3j+1R4y1SbCzLs/HetjqyUkz0tJnZ39BOVqqRqlonqZY2bvzfrxKOmSWrqinOSVUmdVb94kJFAK5zeVgc0RdPXz0s6ruJnO/1LT4qHHY21ThJMuuVuAqZSkcG919WQlAUWXRZKd5giDZvgHPz7XgCQRpa/WRbTfTLSKLdH+T/bjwft18kxaTDpNPgE0OkGHXkWE0ExRBXPvMFDW1+zAYtT63aS7nDzj2TS6KEWbdf5OuaZqYOyeXalzYwbXgvxpX0oKy3DQjfY+Yu38SofnbuGF/InA6hOTvVhM2s53irl8evHKKItMvXhzODZXH46hfWsWRGGb+aWIzLEyDVrMOg03Co0c2j0wZzvMWLLxCKywyOLcoYS5JRFyWgJht1GLQanB4/yabuxVSDtvN7VGweMYTvf3PK8085P/hUC5GqOcL/PpzJ6iEVFRWV7xJVCFZRUVFRUVH5r+C7KPoTS5JB17kA67BT3+pL+L0LCjIwaDXfaMlw5JLmziIbyh125nYshXe5/TS7/V2eT6xoJQvZncVbZKYYueq5dbw9rwJvMMSCv21mdXUjcy8K77PO5U0YtRC51D9EfPGtO8YX8nMxhNN9Mrs1Mlqi3GHHoNMqhecqCzJY0tG/+xvaT+kc3X6ROS9t4J7Jxdw7uZh2XzDugX5ffZvikI4U22OFKdmtXJyTyuaYomJy2y2cVMSQXjaa3H7Mei1bDrtY9O4ORfz9y43n4/aFBdzjrV52HWthYI9UtIJAr3QzLk+AohwrmalG2n0B7ptcQiAUot0XdqGGJAmPXwRBItUU/neSUcf/XnseOo1AMCTx9NXDMBu0GLQaPth+jEMn2ph/8QCG5dlYEyXwh+MW5ne0+dzlm1g4qYisVCPtPpFUk56+9iTqW728OPscQiGJBeMLCYYkvEFRyRbe2eGEfvbT/SyZUQYd0RKRBc10GoEko46VO49z0/JNSlG4d+ZX8Ju3dkaJvXI8Rex4d/tFNtU28/zqprhrcU11Iw+8vZ3bLhlAVqqJ19bXcO+UngRCIW56ZRNPXz2MJauqWTpzRJfjJi/dwtKZI0g2apEkeG9rHRLw7ta6qH3GTv4kmgxa8PoWXrluJJsONfHYh7vijnl1dQP3vbWNO8YX8tTKXdwxoYhmt5+jLg86jYA92cBjH+5iy2EXv/3hYHKsZiRJQgICIYkTLh+1Tjc5VjNzOyInyh12pb3mlOdz9QvhQnh3Tyqm1Rsg2aSnxeNnxvPraGjz88TKvWw57OTWDndxcU4qL1wzAo0GpTCg3C9/nDGMYy4PWR050ONKetDTaoq6Zgdmp+D2i3j83k6zf0UpXjTvapKr3GFn46Fm8jOSmBPhipa3N/359Yzok9almOr0+Du9R8XGi8j4gqFTjnU4lSiB7v52PXblENq8QdUp/C9EOAZJ7QMVFZV/TVQhWEVFRUVFReW/gu8ji9Fm0TN/TAEQLyLMG1NAL5s5TgSoLMjgvqklNLQnFolluqs+Huk06ypPd85LG3jjplFsqnGSl27pcpuxotWpiJ9uv4jT4+d4i1dx91qMYae0TiMwv+O4rq3oh8WgVbI+5y4PuytlITbSgXvVc+sAOi1INm90AQgn089W723geIsPq8XQrQMvNof4rr9v5aPbLky4vPxUxXZZMFo8vYxnP93P4J42Jg/KiRLNj7d4qW/1dbgq07nt0oGU5dlYW92oOI3HFGby87EDyE41I4e7baxp5qblmyjLszG7PJ/FH+1h2vDetPnCDtBko5Z2f5CGNj8ZyYZwkTh/EJNey776dha9uyNOILv51SrK8mxcW5HPkWYP88Y4WDChUClk5/GLJBl0LJkxDG9AVMbSQ+/uDBcE9AWVfh0zMAtRkvAHA3wRESUQW9zsz+vCAv8CQaLdJ2LucNN/vLueZz/dr4iVVbVOhuXZCCFRlpfGbZcMIChK4Uzhg00M75vGrPK+6DQCiy4rxRcMF0hLNet5YuXJ3NtI1lY3snBSMcddXu6cWMiid3Zw7+Riyh12ZTx0JziGJIllaw9QlpcWlZsd+/nY7STabkObn6tfWMfLs8/lrje2JTzmNdWN3K3VcOHALN7depSy3mm8tPYAM87rwwur91Oca+Wa8/ti0msRBMhKMeLtaAu9TsNRl1eJLil32JnfkSUMYSGzoc3PtS9v5LUbRmLUaXj8w10M7mXj/805j1ZvgGDHdSqLvuUOO9dX9qO31axMHAAdfXuQhZOLOdToRgpCY6uf/Mwk/n7TKJzuAKGQxOf7G5m3PCyqLuzIBT7cfLIo4PL1h7j6vD5xbXUqqwTK8mzMqchX7k/y9+XXupoITDbqmf78+oT3zthccxl5zHR3j4awYPjItMGdRglYLQb21bd1+bdrX30bM15YH/Vd1SmsoqKiotIZqhCsoqKioqKi8l9Bd0V/TuWh/XQzGq0WA33SLUwenBsl+tW3+uiTbiE7Ygmp0+PHFwjnbk5ZvIbFHaJiZ6R0I2jGOs0ihdrIPF2Aw80eslKMfLG/scsIiVgH86lGNfgCIZye6PaVRb2yPJtyHJH5wounl9EzzYxGENBpBLIzwrED+XaLIpBGOke1GgG3X+SYy4NGgDZvdJEoV8f+u3LgJVrqDfFjQx4H3RWv62tP4uvaZkUwks937vJN3HBBP0p7WZXcXVmYK8uzMWNkHww6DZMH5XB9ZT+SjDr8wRBf7G/kx8+tw2LQ8r9zzqXZHaA4J5XF08sUsezOCUU88v5OVu06QUayQXGEiiEJi1GHTiPgbvWzr76NQb2s4dgAXxCjXkuSUcvhJo+yvXnLqxjZL51bxw7gRKsfSZLQawU+29sQlQ0rj6XI9pP7ddmaAzxz9XAMeoFxJT0o759BskmHTgNiSORPPxkecW7hCIqlM0fw2Ae744uzlefz6vpD3DulhIMNbmX7cj5uaa5VcXQfdXoISTC3w0Ws0ZwsyJaINl+QWS9t4NXrR7JiZz2/GDeQGyv7Y9ALVDoyOi+E2JH9/MTKPYqbdsmqaq4+r0/C/cjbkQvrdXYNFWWn4g7Ei4yRHGp0k55s5IPtxyjKtjK2qAc6QWD+mAKl+F6KSccH247x3Gf7AXhx1ggONLgp621TohrqW7wkGbU8+2n4M5Hj2mLQ0tTmVzKs/7zuEC/NPgeNIDChNJsLCzKxGLUExBDO9gCba5zcP7W0I7M5iM2ix+XxK/ETkX2ZbAzxwur9TO+IIynJTVXytX/87ElXcaXDzszyfBa8voVHpg2OK54orxKQ4yh6pZn5546TQq3cL5FEvtbVRGBGcrjgX+Qklxw9kkgEjrwGurtHy3QXJdDd367Ye+u3ucpF5T8DNW9aReW/m+9VCP7ss8947LHH+Oqrr6irq+ONN97g8ssvByAQCLBw4ULee+899u/fj9VqZezYsTzyyCPk5uYq2+jbty+HDh2K2u7DDz/MnXfeqfx7y5YtzJ07lw0bNpCZmcn8+fO54447or7z17/+lXvuuYeDBw9SUFDAo48+ysSJE7+9k1dRUVFRUVH5TjnVLMbOONOMxhybmYml2VEP+SP6pCkPXfJ/748pbNZdrm+yqeufcZ05zTpb0uwLhrp0tT4wtQSzXhsnLi9ff4j7ppRwos2H0x1QMkBlEaayIIPP9zcqWaIQdnnOG+3g+dX7o5Zdy2J1ZUEGN13k4AdPf35SDCrI4M7xhcx5eSNzKvK5a0IRbb4gJp0WjSYcM6HrEPvCS8yjRRrZhSy3S2xfdrXUO3JsRI6DeWMcUTnGsWL7ufnplORaFeH6pOh3gCdW7uW5z/YzpyKf8/vZqXBkMCwvjU01zSxfV8Og3lYkCUp7WXG2BchOMzGhNJtKRwapZj0mnQarGQw6DQ1tfmW5/Yzn13HVuXmKEJmZYmTPsRaG5qVxpNmDyxsgM9lIYU4qDa0+MlMN6LSQYtThC4pkW01IQIpJx4g+aYoDe3ifNG66yME1y75M6CCObb9IcfN/XvlKOU+tRuBEq49NNc3sOOpiSG8bAVFiRJ80Rg/IJC3JgF8McfPFBfxqUhECgADhVACJW8YOYMbz4dgCuc3nLt/EnIp8BvWyUtvkUXJ9F3U4Xn3BEFqhayFYfj/ZFB4nR5rDmcd/+ngvCycXs+id7Qkzjj/aWU9zu59Vu04AJ6NFOsv/licM5o7uz92TizjS7EErCMwuz2dORT8kSaKnzcxHu47TjXaNXnvSUW82aBiWl4YEtHrD+dG+oMjaaieXFPVgcC8rmSlGdh5t4Xirl6xUIwAmvZaSnlaloFykkCnHRWzs6KuyvDTmlOdzxOlV8oVN+vB5+oMSRr2G/Y1uFr61PXztd6x8WLe/iUenDY4q5LZ8/SGG9LaxcFIxv353Bz8+N48/rzukFAOUJ8LkNpbvJze/WsVrN4xkVqsvanuRcRRLZ46IywxOlMUc+VqiiUCX209ju5/7ppZw/z9O3p+XrTnAsllhMbyze8gFEdnrp0JXUQKns4pB5tta5aLy7fBdCrNq3rSKisr3KgS3t7czZMgQ5syZww9+8IOo99xuN5s2beKee+5hyJAhNDc3c8sttzB16lQ2boyurPvggw9y/fXXK/9OSUlR/r+lpYVLL72UsWPH8swzz7B161bmzJmDzWbjhhtuAODzzz9n+vTpPPzww0yePJnly5dz+eWXs2nTJkpLS7/FFlBRUVFRUVH5rjiVLMbO+Kb5wt3lBSaKrehKlJ05qi8L39jKA5eVdvnglmszs+iyUk60+RRHbGyebmVBRtip2tvWadZvVa2TgBii1Rtg0eWl+IMhWr1BvAGRz/c3Mv35dTwybTCvrD8UX9RqSglTlqxhTkU+lY4MVlc3KPEIsoPx9ksHcueEsIPRZjGw7YiTa1/eEOW4W723gVmjvFFi646jLopzrZT1tiGGJHQagaMuLyt3Hqc41xrVZhb9ycJ9uTYzD11WSvWJNnzBEFkpRvYcb0241LuyIAOdVsDVkZ8cOQ6WrTnAmzeV88A727vMD71ncjG3XTKAdr9IRpKBRZeV4vaLtPtFgqEQn+9rjHLY3jGukCc/2sOqXScUsbgsZMMXDJFuMZBk0PLA29v5qEN8BBhbmMUvLh3I41cOQaMRSLPokSTQCGGRTgyFONzsJiPFhCcgYjHqSE82cKLFz8aaZpatOaCIvXf8bTN/vHoYAVFSHMe7jrWg1cDrPxtFiyeA1azvKGTn42//MyrK+QwoLs3r2sOZx2LH8v/I85TbyO0XsRi0vDjrHO57a1tUgcBKh53ZFfn8ed3J4mJlebYo57bbL7K5phkIF26Tc31ljDoNn+09oYy/WCodGXy29wQVDrvi0AZo8QTIz0rh0Q92MjQvjVvHDsDlCZCZYuSfO44r5xJZAC4ySiLXako4meP2i6zb38R5+Wnk2S14A6ISu1Hf4uMnS9fT0Obn1rEFVBZkJIwFqHTYyUwxsmRGGdmpZkCi1RsIO4G9Adp8QbyBECW5Nk60+thy2MXQXjYKeqRQnGvFGxAJiCHW7kvcJ3LEyse765V70UtrD8TFv8ifH9kvnZ+O7MPkQTnKpM/WIy7cfpGNB5uiYjlkh+9rX9Yw6/y+PH7lEBrb/dw/pYRgSMLlCWCz6Nl0qFnJoY5su+1HWnhv69GocRJ5TIlc/YnE0t7pZp6+ehgmvZa0mPtzpFgmr1T42YX90WoE2v0i6w80MrJfOneOL+RYi1fp85tfrWJEnzQl1uFscCarGODUVrmofP98l8Ls91ErQUVF5V8PQZIkqfuPffsIghDlCE7Ehg0bOPfcczl06BB5eXlA2BF86623cuuttyb8zp/+9Cfuvvtujh07hsEQvqndeeedvPnmm+zatQuAH//4x7S3t/POO+8o3xs5ciRDhw7lmWeeOTsnqKKioqKiovK9c9Tp6TSLMaeLB6599W1c/PtPO33/o9supH9W8hkfV1VNM1c8/Xnc67IAMa6kB7VNHkWUlYWbCwoyoh7cErmK9p1o4ydLv+w0T/ehy0qZtDgs1FbVNCd0IFc47AyNiJKQ28wdELn3rW2srW5UjlV2fbr9ImmWsHN1wlNrsBi0LL9+JI9/uIs1CT4vFzPTCgKzXtqQsJ2Wzhyh5OVaDNqE51ThsDMrQmCUBa3+mUlkpZqUz7ncfua/WsVnHUJPZ+0jC10j+qRx96Qixj2xOuqYnv3pcLYecTEsLw2LQavknUaKa4suK+XX7+5QhNuMZAOPThtMttWIRggLVC2eAJ6AyMZDzbz2ZQ2Lp5fx9Mf74uIR7hhXyKvrD3HtBf3wB0K0+YLYkw14AyItniBpSQYEQJIkvMEQLneArw87yUuzMLS3Lbxk3xdErxU6lpQLSJJEVqoRvUZg6+EWMlONWAxaMpKN+ILhfaSYdIiixIlWnyIcy7nEd76+hV9cMoCyvDQONbnJSDZgMxs43OwmyajDpNcghsKZ0O1+kSSjli0Rjl2Ah38wiPe2JBb3Kh0ZzCrvy/xXqxiel8bc0Q7mREwUVBZkcM/kYi7/41rcfjFqnEB4Kf+Ooy5+MrIPL645kFBofmXdIRZMKGLG8+sYmJ2iFPcz6jTKtuTtxm4/8t9ybEBVjZM/zhiGSa9hycfVcRMk904pxi+KbK51xRWUkxlTmBnOyH4rerVAZUEG900pxhcU8QclXO4AdS4v/bOSmPXiyXaJvRYix1G5w87AHqnkWE0d/atHI8ChJjdaQaC+xUt2RDE5OZ9aoxE45jopfEaOA9nlm5NqorSnjTpX2O0sShKCcHKcfbSzni2HndxwQX/syQY0gqA4IA83uVnw9y1cc35ftBoh4TV55/hC3H6Rp1bt7fLaj/xOZBSO/NnYe5osvLncfua9WpVQgI/dlsWg5Z7JxYzok5awoOTZItHfrsqCDGaO6ttpVvE3/buk8u3T1ViL/ft+Nvi2f8uoqKj8e/BvJQSvXLmSSy+9FKfTSWpqKhAWgr1eL4FAgLy8PGbMmMHPf/5zdLqw2fmaa66hpaWFN998U9nOxx9/zJgxY2hqaiItLY28vDxuu+22KDH5vvvu480332Tz5s0Jj8Xn8+HzRefk6XQ6jEbjmTWAioqKioqKyndCi8dPQ1uANm+AZJOejGQ9qeauH7Q21zq58tkvOn3/bzeez+CI6IPTZf+JdsY/+Vmn7z/7k+Hc+OevEr73wS0X0C8ziTqXl7vf2MqaCOGw0pHBL8cXMnVJWIidNaovQ3rZ8IkhjFoNmw87uWJoTx58Zwdf1TTz+x8N5f99cZDP90WIK/3t/OT8vtz2f19HiQ2Vjgx+NamItzcfjdvmS58fxO0XefYnw8mzW1j0zg4+39dIRrKB5346glZvEJc3oHx+d10LV56Tx23/9zWPTBucMJ4B4KaL+rOl1smajuOLPCdBEMixmXC5/Xj9IdxBEaNWw4lWL6P6Z9ArQSG8OpeXhW9sZXV1g7Ktkfl2xfX3dW2zci6d9UPkaxaDlmsr8hlTmKU4SzcfdrJi+3Ge/skw7v/HdtZGtG15fzv3TS3l0z3HMOl0ZKWY8IdC9LKZ0WoEAkEJjQaa3QGCosTXtc3sO9HG9ZX9+ePHexnUy8q44hwefm+H0iYAFY4M7ptSgjco0uIOYNRp0WoErv/fDQzpaWXemAEIQjg3OdWsIyiGxcSGNi9D89LwBUIca/EiCAKZyUZ2HXORmWzClqRHr9Xg9oskm3QYtBqa2nyYDTr+P3tnHhhFef//18zsnWQ39wUEAgnk4DDcEOKBeCDiUWsr2AqC1ZbDHrYeVasWv1VrD2+rVqptBXv48xYP8OSQQ6IcCfeRQELu7CbZe2Z+f2xm2M1uwLO17bz+UbKzM888zzMDeT/v5/1RVBV3T4igopCfaqfDGyA/1c7RDn/MWO9q9DBn4mC2He1kZK9rO9tpRQAuSrAYovHi4kpQobnLT+0xDyNyIr8L5DptNHf52d7gZsuhDtbvb2PR6cP4uL5Tn8cOi8TvvnUKf9tcR2mek7EFadjMEk67GQFQVJVjbj83v7Cd4TkpXNE733//rVMIyEpM3MW1K6vjzr/o9GHUNnoozXNyyqA0HGYJBZXNh9qxmAQqh2UhCOALKkgiHGjpptHjp2JQGjsaOpk+Ipe7Xqtl7f7jz+7UYRlcMWUI+alW3qppZnpJNt7eInqiIAAqINDlD+O0mVBV2N/aRVG2k2NuH4IgkJls4cG39/LO7pa482rPs8Mi8eQV45BVSLKa6PZHigyKogCqyuEOLxYxMna1jR5+fPYIBFWlvScUM661jR6+PaGAf2yu59IJg7jlhe18a/wgxgxMJdlqQhIFLCaRRo+ffJeNt2qaeGr9IX7/rVO45q8fUVWUybKLRnLLCztYu6+Vx74zjh///eOE76y/b6nn2e9N4cODbWQlWwnICjaTRK7Tyv2r97Kmt+gdwLRhmVxz2jCu+euW4wL5sEy+M2Vw3DttWlFEDO72hz/z+1h7D3+V9P27K9lm4vYXd7B6V3PcsVVFmfz+22NO+nebwb+Xk/3d/2XPq6/63zIGBgb/fiRJOukx/zFCsN/vp7KykpKSEp555hn957/73e8YO3Ys6enprF+/nptuuokrr7yS3/3udwCcffbZFBYW8thjj+nfqampoby8nJqaGkpLS7FYLDz99NPMmTNHP+aRRx7hjjvuoKmpKWF7br/9du64446Yny1evJglS5Z83i4wMDAwMDAw+JrS3hPkzxsO9fv5FVOGkJ70+X/h9odkVu1o5HCbN+6zwRkOcpw2Nh1sT/jdyyYMItVh6ff7cyYWsG5fK3Xt8Z8VpDs4fUQWZklkdW0TDZ1+KgpSye11zjrtZvY1d/PR4Q5CcnzG5vypQ3hnd3PC6xakO8h12RiamURIjohide1ezJJIRUEqA9MciEJky7aiwj8/OkJIVrhgTD4vfdKQ8F7NkshlEwbx3p6WmPspSI+4Xd/b08Jpw7P04mpWk4jdIvWb/9zlD3G4zYvDEokukESBFJuJv285kvB+E7VtYmE6x9z+mPZo9zgozYFJFDCbxN5CayIhWSUYlrGYJMySwMYDbexr6WHmyFw+ru/U+yj6z33vc3VtE1OHZpCfZue93S0cTjC2g9MdTC3KRBSOu63tFomDrT18dDgSo3BacSbZzogjVBAEHBaJLYfaKct30e0PkWQ1oaiRvGBREOgOhFBVOObxU13XSWFG5BohWSUQljFLIj2BMKtrm8h12qgqzqInGMmr1cZDi+rtDoRxWEx6e84bmcuL/Yw7wDfHDaSjJ0iS1aSPlTcQJslm5rXtjQB6nzW6/XH9Z5ZETi3OJMdpI6yoWCSRrkBIF1e1c2r3lp9qI8dpI9dp08dcG/++4+OwSHxj7EDe7zMvB6c7OG1ENh5fiAa3j+q6TvJcNk4ZlMqqHce4YEw+dotEICSTYjMTkhU9wkVrR997+qS+M2a8tTmx/aibUQNcrK5tonJYZFxDvRm+sgK+YBibWaLZ4+e9va36/B6c7mBiYTr1vZnIogB2s4QoRhy8IVmlJxhGEgR6AmEGpjlQUWno8JHU6yK29cauSKLAwZZuNh06/r7Q3gPa+6vvn2eNyuPV3vG7ZOxAntt6pN/nKvqezyrLQVUj7063L6RnT6u9n/t7C+01dwUQiGRly4qKzRwpbLdqx7GEz/glYwciiQJ/31Lf71yMbrPGZRMGkev64tv4/SG5N9daxmqScFgkvX8T0eUPsbq2KeYdPDjDwYzSnE9drM7gq6e/cW10+/jb5v7n2pc1rzS+6n/LGBgY/PspKSk56TH/1ozgT0soFOJb3/oWqqry6KOPxnz2k5/8RP//0aNHY7FYuOaaa7jrrru+UnfuTTfdFHNtMBzBBgYGBgYG/614fEH8H3v7zRctHVH8hZ1XmQOG6O5UjanDMrj49DIu/cN6vMHExaeu++YwAP647SAQf8y3k3OZMCaH2j5O36nDMpgwZgjZmUkUZiYxcMgwOnqCdPnDpNhNpDksNLl9LHtOcw/Fn/sHGQP47jnD4pzI2rl/8vePeeDbRUjAkKFpTBxj0519zV1+cp12wsDW+g46zRmsr2ujuDiJHltWTFujz7ul04o1YwDfHBNxCabazWQmW7n3jV28s0/mn/uOARF33y3nlyEAGUnHXd+aqy6sKDy0tjbGSQsR1+drdUcS3m9xcRI+W1bMd9a1dPG7b53Crg2HYty+nWaJRSMGUZKbzMFWb0IXlsMi8deFkyjvChBWVWYNHkowrNDSE8AuSVw2YjiN7oijNivJitUk4Q+FWTi0CJMkEJZV/vjP+oRt5aif2acO4WinlwEuO9uPuvlZVBRD5bAM0vIHgyiSJok88t4+Pq7vZP7UIdjS08hPtmCSRLr9YcKKwpbD7aiqlZH5LgrSYfxoK2/vaubPNV38aMZwXaS1+sMsKCzCZhaxiAJdARlZUfCFFJJtJmRZob0nhNmhoAgCA5NUxo+2E5YV3nrtWPx99LLkokJyAV9QpqUngFWSGOy0cv+avaypixzz7rEWbppZwuwBqXiDYS4oHKYfbxFFWroChJNtFGQ4SLKauO2FHVw6oSDOBV85LIMfnzmSX71WQ6np+HyMnpvvHmth/tQhfHNMKulJFu5fvYe1+/2xY3HUzy5vDz85ewRyp48Lh0QcrTesPsTYQRls67LzcX1nRMitcXPjeSV42338dcNh1u7vBGBTezt/WTiJO1+p4YbVLSycVsjiqhx6AmGS7WaEiDGYYUUCHl+I+UOGoaoRUVsUYOdRN2lJVkJWBZvFxCmD7ZSWKnT7QiTbzSiKGlmQyYg4fM2SyOYjnexv6eaaU4fR2h1EDMtYJJHaI52U5eay4KnNPL1gEsGwjDcgk2w1YTaL3L96D2/s7Oi9eZHKqPeANyjGvBe099k3zxjIW0cjxpvZp+bw1tGGmOeqv/eWJcXK797czbcmFvCj52N3EDgsnqjdDR0x3/35ecV867ENRCK/45+b2afm4LKZeevo0X7nYnSbNa775rAv7NxsdPu5K8GujjsvHkWey9bv94qKij7zLheDfx0nGteBqTJvvdD/XPsy5lU0/4p/yxgYGHz9+doLwZoIfPjwYd5++209EqI/Jk2aRDgc5tChQ4wYMYLc3Nw4V6/259zcXP2/iY7RPk+E1Wo1RF8DAwMDA4P/EdKS7fzqkjEJ84XvumQ0aclf3LEzMD2Jey49hf3N3XT6Qnoe8Bs1TYwelJYwQ/TUXkfngdYeZFVIeN6PjrjZ1eBmTEE68yuHxhSA+9uWI9x2fhl1HT5+8UJska5TizO5eVZpv+cFcNgsDExP4tcJ2v3Dv32CN6jQ2BXg7domSvJd5LgcCAoIokiDJ8jqXS2U5btYvu4wD8ypQEHgyaj/j8lVLc5k0elFMUXktAzfy5/cxGUTC5gzaYh+f1kpVi58eL2epXzPJaNROV7s7cl543lvXzsQe382s6nfe35y3WFeWFTJsld26n3VFVBYubmen55byvzuIKqq4rKbeXdPCwv//BEvL5mGy2FNeM6ugMJbu1r4pK4z4S/mv75kFAXpDp7ZWK/3hcMi8fSV45FVAVEQTjg+3UGZgWlJ2C0iTd1B/nZNJY1RsQH3rd7DhwfaWXzGMG45v5ywrOqxD6IQcTAjgCSInF2eT0dPEH9YYWtdB8v/dpBxBWksOqOIhU9/xMOXj8XtD+P2hekJKVTXd7K/uYtrpw9HlES84RAtXUEGpNuxhxUsJgsmSaCjJ0RbT5D8NDtThmWytp+M6tW7Wggram8hMhEEgZ2NXdwws5Qfn11CQ6cPiOTW3vnaRiYPTedHM4YTUiEjyYbTbiYjxcblf9zInxdM5O5Vu7h5VhnLXq2JeTbSHGYyU6x0+sN879QiFBXOKs/jvtV74ubmg+8cAOCZqyYlnEsA7+1r5+rTFRav+Fj/WVVRJvOmDWHJiki26/zKoTz4zgEW+xV++LdPeOaqSVzRU4jFJJLusLDjqIcFVcPIdtrw+EKIkoDDZqa1O4isRHJ3V+1s4vH3D8TkNj9y+VgQJXJS7TR7AoRUeOGTRpavPcjUoRlcd/YImnr8hGSFPJeNZLuFsKwwpSgLVRCZ88dNcVm7F48dRFNXiKOdfhY+vUXP116x8TBl+S6eGD8YkySQ4bBE3M5hmT98dwKB3nmjvRdAoLIog4+PevQ5HP3sdQUifbFgWqE+NoPS7byxs4kf/u0Tls+fwHv72rmicmjcMxD93etnlsbkqzd5gnQFlIRjpbXhw0MdTB2WlfCZ7NtmOP4e/jTbcfvD7Q1y0/M7+GBvW0zb3t3bxs+f33HCrNi0ZPuX8neQwZfPycb13kvHUFmU1W8R2y86r/ryr/i3jIGBwdefr7UQrInAe/fu5Z133iEjI+Ok3/n4448RRZHs7GwApkyZws0330woFMJsjmyPeeuttxgxYgRpaWn6MWvWrInJCH7rrbeYMmXKl39TBgYGBgYGBv+R5KfaeXBOBa3dQbr8oa+kKFC3P8zcP26M+ZkmtAAxwqgmbrocFpy2YL/nXL72IC8squSOV3bGFEuqKsrk1tllbDjQxoufNMQJze/vbeVGRaWyKCOhCF1ZlIFFijjqcpw2AiGZR9/dFyMmVxZlkOeyM3fyYJavPRh3/YiIGBF2r11Zza2zSrlxZgmNbj83nFsSccd2B3DZzATCMpsOtfHgnAoCYYXsFCt7mrr0QknR59YKOmki1vt7W3l3TwuvbWvUxZ1AOH5bOESExP7uefzgND450sm4IelcP7NEzwGuru/kssc/ZFxBKvMqC7li+XEBrcsfojAziarizIQFgWoa3Fx3zggU1LiiWFkpNgJhhVmj8lhQWaiL3AdbvUwcmo43kPgeNOxmiZ5AmJqGHu5bvRdBgIlD0nnonX1U13WyYFohl08ajCCAokZSZ4OyjIqJQFilsdOnF4abMjSd22aX09DppyzPyYNzKth+1M2R9h4e/c44vMEwaQ4zVpNIS3eAikGp5LtsePwhPjzYRkhWqa7roK7Ny58XTuSWF3bE3O+ZJVncedEobn1xR0w/VRZl8IvZ5fx61a6YLFRtEaC+3cdP//kJf5o/AZMkkmIzc96oPFRVpbUryNFOL8Oyknmz5hgj812927MVVu9q4cZZKmeV5pDtjPSzwyxht5giWc59irvdfmE5/lCYLl+YZReMxB9W6A6ESLKY6PKHTzgOVpPIS0sq8QZlTKLA2n2tuggMx+eiwyLhDcq09wR1kfXhuWPxhxVkRaW+3Uu+y44oCDR1+9CEpbauIKMHuvjn96ciKypt3QH+dOUEJCKCf7c/THpSRHifWJjO2II0th3pZPvRToZmJdPcFaDbHybLaeVYRwiTSaC6riNOBF5yRjGm3myP6Ofk2pXVLJhWSMWgVPwhGZfJzDGPn6VR2cpPrTsYI/JHF2LUqK7vpKooU39Go5/rREXa+rYjGm9Qprou4gaOfjcsmV7U77NYWZShF8B7ftFUfvlKTdxi1OIzilgQVcwy+j2ciEQFPBMd29odTNgmiLy/WruDX3oBOoOvnpONa08gzN2XjO63iO1XMeb/in/LGBgYfL35twrB3d3d7Nt3/C/mgwcP8vHHH5Oenk5eXh7f/OY32bp1K6+88gqyLHPsWGS7WHp6OhaLhQ0bNrBx40bOOOMMUlJS2LBhAz/+8Y/5zne+o4u8c+fO5Y477mDhwoXccMMN7Nixg/vvv5/f//73+nV/+MMfctppp/Hb3/6WWbNm8eyzz7JlyxYef/zxf22HGBgYGBgYGHytcTk+/S9L0QJAsjVSWKvTF4xs3e1HDPD4Q3E/00TSBdMK+fl5pQRCCi575Bc3iFQBl1W1X3GjoiCVVTsbqShIixETc1027l5Vy+WTBicUPQHqO3xcWVkIECdSXllZSIc3yGCScHuD/PLlmoQC6eIVW5kyNJ3rzy1hQXcQf0hmULqdNbXNMcKuzSyRmWzh92/t4e1dLTHX+tXFo7jzlRreqj0uBGoC+diC1JMKTADZKdYYh5/VlDhqY/nagzwwpwJREGL6U/vFHOD657bx+PsHdPGrYlAqf7tmMmtqm3VhWkPL6Vx8RhGoapxQPnfSYK56ejPXnTWcG2eW0BOQURSV9QfaWLxiKwC3zColz2Wn2x8ipKjUdfj49aMbuOeS0THCWTRVRZn4QmFCYZUxBWlMK8rgsfcOMHpAaoywLAgCyVYJm0nsFSpFAqEwJlEkM8XKtKJMZo3KQwAu/+NGLqwYQMWgVAJhhdEDU3FYRMT+TcmRooHvRZyzD8ypoMXjjxOBAdbsakFgJ1dWDmH+1CExzvX73trNnEkFzJlUEPPzlRsPU5rvorU7yLcf/5Bnr57M/uYuXdjVxtgblPmkvpOQrFJVlMmGA5Frv7nzGGeX5XL7SztZu6+NJdOLqK7riGvbB/tauf3Fnfzs3BGs3d/G8rUH8QZlfnxWMROHpKOcpOJKktXEzPs/6PdzrZ12i6SLkZq4uXjFVhZMKyTHaUNWVDz+EKGwwrYjbk4fnk27NxAp3GcSqe/wYhIFqus7qWlwR9z2vfP5kXf2x8wT7Tm5YvkmxhakcvsFI3l1ewN/2XCYFd+bzPl9Fh+aPX4yUyyEVYXKogz9vBB5N2hiq7bAszTqOVix8bD+/JskAUkQ2HCgLe5ZOdGiSPQzXVl03BzUtx0a04oymJ/gPbC70cNdF4/ipue3xy04aNfwBmUaO/1UFKRx83mlBMOKLpYBvLxkWkIBLfqd77KbsUhi3HVOLY4UpMtPjXVeJnr3R9N1ks8Nvp6cbFw9vhBDs5L/5cLsZ/m3jIGBwX8f/9Zice+++y5nnHFG3M/nzZvH7bffTmFhYcLvvfPOO5x++uls3bqVRYsWsWvXLgKBAIWFhXz3u9/lJz/5SUxsw7Zt21i8eDGbN28mMzOTpUuXcsMNN8Sc8x//+Ae33HILhw4dori4mF//+tecd955X+4NGxgYGBgYGPxP0NDp0yMINKKFhvGD0xKKAfubuznzd+/1e94n543n6fWHuPuS0QhEBMkP9rbqouiJXHfRggvAy0srmf3gOh65fCyLntna7/WWRrn9okW45WsP8v9+MJWSPCd7m7o46/eRyucOixRzvLadWxPPgH4FN4dF4pZZpQzPSaG5K6Bfa0ZJFtlOe5xranpJFj+aMZzWXoF5YJqdN2tir6XR9z77a4N23htnlhKWlRgRSPvF+XBrD/taumOcyXdG5e9qnFqcqf+CP/uhtTx79WRaugIEZYWsZCsWk0ij209BuoOQrPDAmr2s39/G1acO5czS7BhB/dlNdTwyt4L9LV6ynVaCskJOipU0h4VfvLQzZq5VFWXyy4vK8QZkjnT6yHCYyXHa8PjDdAfCZCRb8IVkWrqC5Kfa2N3oYdmrtdz7zTE0uiNFw44LgAGKspPoDsj8ce2BOLHtF7PLmfvEh3iDMrfPLmPkgFSOeXxkpVjZccTDsldr9H6ZXpLFz84pOaEouuKqSTGu+GlFGfzywpHc+WpNzAJBVVEmt11Qxq9eq9V/npls4S8LJtLhDcXElNQ0uJk7aTArNh7mhnNLuPiRSGSIwyLxh8vHYTELJFlNiAjMenDtp26b5ti1W0Qefnt/v1ECt19QHucyjv5cc7q+srSSLn+YJz44wNxJg/nTuoP9CqIVBalcNW0oDovEQ2/vi7l2VVEmi6dHnKvafS67sJzyAS4aOn04bWZ97iVbTQxIteMLhrj3zcgiTGayhXsuGU2200q3X8ZpMyGrKo++u48rK4egKPDwO/v4qNdVXjEoFUGAXKcdRVUBFUEQaOsJkmSR2HOsW58H2ruqv3u78bltXDaxgLEFaTgskr4ooj3T2nE7G9xsOtjOun1tce+cNIeZQWkO7nh5Z8zi0anFmfzq4lGRInECNHb6Y+ZJ9DW0MVnzk9MYlp3c75zQ6PvOP9H7RXsvRAtxJ3v3f9p2GHy9MMbVwMDg68i/VQg2MDAwMDAwMPg68mm38/b33SUrq/vdeqwJDInEALc3yNKV1QnzAvt+d+aoPG76f9v1zzUxZMrQjEiBtGQLW+s6WfZKTZxAWVmUwU/PHsHFj6znyXnjWfj0loT3smR6Ub/5tZVFGdw+u5zinBQ2H2rn0j/EF0ODeAFWa+uJxKC+wvVr106jLN+lj0uXP4TNLPHK9sYY0fdE99L3s/7aUFWcybypQzAJAoPSHQl/SY8ep/7OozmI81LtVNd1cPEj6/sV3V9aUsl9q/fw3cmDyU6xcczjRxIEZDUiqKlqJAf2/T0thGSVCUPSkUQBb1CmttFNWZ6TzBQrPQGZFJsJWVHxBcMEZJVQOJLX+/7uZu67LOK+7vKFSLGbsZlEmtw+6jp8DM1KRlFV0pIshGWVnkAYX1Am1WFhV6ObbKedzBQLgiDQ7Q+TYjPR6PZx/T+30dodjHKCbuWyiQVMGJxOjtOKCvp4QeL4k2j+snAiwbBCIBwpBJjmsHD1X7boTmRA74tR+akc6fTGCNft3QEmFKZzqM2Lw2LCbhExCSJNHj9b6joYX5DG/Kit/dpzo7X3aKdPd6hv7Y3F0ObXP74/hftW74kZ5+klWfzkrOFYTBLLXq5J6Lrd0+ShYlAaD72z74Tz/Run5PPDGcNZv7+V/FSH3t89vQUcRUHA4wtiN5tAAJMosK2+k6NuP6MGuAiEI7sFCtLsbG9wU5iZHJOd/GL1UX77rTGk2Mx09RaLs5tEVu1sZPnayAJTf4tJKzYe5ntVwwiFFVRUmjx+SvOdMYsVy9ce1DOKtXuaUZLNkjOLufeNXTE517fMKmXUQBf+kEKK1RT3LGvHPTinArtZihNsIfJMP/JObBxNVXEmyy4cSZoj4sSPdlnazCK3vbST1bXN+nP79LqDcS796AW7E2XzaiR655/oXQTxAuCJ3v2J/q4w+M/AGFcDA4OvI1/rjGADAwMDAwMDg381idy8/W3nTcSJMgHX7WtjQW/UQqLcR5fDkjAvsO/W6Pf3tjJv6pCYc2t5mg+9vY8n543n3jd284vZ5YwfnJbwXG5vZMvqiTJxdzV4TrhVW+rNBEiy9F/MJlEEQ3Tcxc3nldEdCBOSlYTbxSuLMkiymPT+id6Gva2+M+bYE91Ls8cfE58R3YZFpxchqyqSIJBiM3Hf6j2cVZZLRUFqwnvqO07aeRafXoTVLJJqt8Q4iJ298RD9xVG8s7uZ71UN5YkPDvDdyUNo6w7EiGwQyYEtz3MxKN1BSFFo6PCBIOALKSxeUa0LcAue2sy4gjQWn1HE9/+yRe+faUUZHGjt0ft3ekkWPzu7hNRkKykOC2KvwBsMKRzz+LnhuYjAG+26Pub2k+20svlQG2FFZfzgdB6eOxan3cz2I51sOtTGPZeMJhBWCCsKb9QcY1CqndJ8F+09QZx2E6m9Al1/ZCZb6fSGyHWaSLJKbD3cye0XlOsxFnlOK799cw+rdzXrIu7gjCSSrCZUVSUrz0l9m4/5f9qsC+/RotyS6UUxc8QblFm+9iCnDErl/16tiRMFH5hTofeZKKBHrARlhTynHbtF5FCbF6skMr9yCDfMLKGu3auLltoz+/DcsZw/Ko+FvS5eWVFj5vu0ogzmVRbyvT9v4bffGoNJEvH0CvZWs8j3nt5CQYaDq6YNxeMP89cPDzN/SiGDMhyU5Dvp9stkOyOZ0IfbvBxs7aEw08HgDAchWSXZauKc8lyaPX4WPbOV0lwni84o4ptRxRef3VjH9eeWcI03hN0i4bCYEASQFYWfn1dK9eEObnu5BoAF0wopSHfo78QUm5nKYRms23/8niqLMlh6ZjF/eG9fXDRNdX0nq2ubuO38clId5rhnWRubZzfVcdvscv7w/Pa495g/pDBuSDrze9+pWpHG8x74QN91oYmtfcVa7fm/+tSh3DizlGMeP4A+ZuMHp33qjNZE7/z+Msg1+kY99Pfu/yqzYg2+eoxxNTAw+DpiOIINDAwMDAwMDHo5kZv307p3NPdnf0S7Ql9YNJVTCtL0a7d2B+kOhEh1WOgJhCMCU59ty4nO0981nv3eJAalO/CHFLr8IZKsJrYc7mDZKzUsmFZIdV0H1XWdiZ2xRRn89JwS/vDePoZlp8RFQ+xu9PCbS8fgclg43NrDz1/YnlCAveviUby2vSFGYNOoLMrghnNLeGd3s17ErK/gvHR6MflOG23eYIw72+0N0uENxRQXc1ikXpdgfB7q7ReUoyhw5yuJXZsrNx7mhpml/P6t3VwxpRBJhCEZSWQ7bf2OpTZmbl8oUrxKAFVVcVhMpNrN+lxp8vi57u8fc0pBWr+RGH+aP54DLT3kuey4HGYsJgEBAUEQcPtCOG0mbGaJ217cEeeA/OUF5QC09wTpDobJSbFS09BFcW4yzZ4AkiiQkWTBJIl0+cMkWSUskkgwrDDvT5to7Q6yZHoRNQ1uRg9M5czSbFq6AnqEwDGPnwGpdrr8YfxBGW9IxmqKuGzzXHZe/vgI184YwS0vbI9xk2rREV2+IHuaeshx2chxWrl71a6Ez1hVUSbjhqSx+VC7HhNwzyWjsVskREFAVlS2HG5HVWH0wFSsJpG0JAuyrGAxiayubeLhd/bzm0vHxAjA0dv0Ezm4T7SNX3Pif1LXybghady3em/MvOm7cBFx0XfEzXeHRdKjM5o9ftKTLXoxRKfNTIrNxIKnNtPaHdSPv2VWKSW5TmRVJRiOLJRobthbZ5UydkgaqgKyotITlAkrCuujMoxnlGRx7YzhdPSEcDlMWE0SHT1B/GGFbUc6EQQYPzgdkyjgsptZsyvSf96gzMyROSw6vQhJE6RtErISmWOyEnGor6ltZtuRTsryXdQ0uLl80mCynVY6vCE9B/jZTXXcfcnoft3/2ckWRg9Ko6HTFyeWVRVncvsF5YiAw2qi2x+m0xckEFJi4iKi84CjxyL6nX2iLfoOi8Sqa6sIK+rnymhN9M4/mSN41Q+r8AXDuByWmB0n0bsejCJe/z0Y42pgYPB1wnAEGxgYGBgYGBj08mVUbtfcn/0R7QrVCon1dSE7LBL/uGZKv0Jv3/P091m7N8Qj727nwTkVujMuyWpi1eC0qCJLB3VHq+ZWznPZebPmGAuf3qyLOFoxKIh3M6U6zCydXgzEF5U7pcDF0KwklASfLZ1ezDu7mxMWMbOaRJq7AogCnPvAB7rAc1ZpNreeX8bNL+zgo8MdPHv1ZOZPHYLZJCIJApsOtTNuSBrzK48XHGvy+HlteyNjBqQyv3JIpHCbAE67GRFAgJtnlREIh/nZ2SW8vL2Bx947wB+vGE9YUeOc4NGivcseKXDXV1xeOr2YwekOHBaJTl+Q+ZWFPLvxcMLie+MKUgGBpq4A2U4bjW4/NrOEKECey0ZPIIzDIvGLF3fECK0AH+xt5Rcv7eQXs8to7QliEgW2H3EzoTCd+g4fuS4bkiggAIoKQuR2QYCH3tmrC4/L1x5k+bwJPPzOvphCeAAFaQ5UVFLtZtoUFUKRsWhw+3m7tplbzi/j2pVb+b+LR3FzlJPVJAo0dfpp9PioKEilJxjmSIePW88vi4tRqCrO5JZZZaiohBVVF/WWrqzmgTkVrNh4mLJ8F+MHp2EzS7jsZgRAVlWauwK6gzl6/msO8b4FxaId3JIo4LCaYuZ3NOv2tbH49CLOLsuhvTvII5ePZUhGEq/taEyYvb187UFeWFTJsj4LDhUFqaQnW7li+UYum1jAOeU5qGpksSEkK9y3eo/efu34bKeNh97Zy/wphWQ7rcwsz6VyWCYuhxmPL8hVT23hlxeOpNHtI793AeGc8hymDM3AZTezuraJyx7/UBdLr6kaRnqyBRcwdVgmSRYJu0WitdvPd57cqF9/WlEGl4wbxLcf/xCAh+dWkGI10dJ13DUbHQPx7MbDzJ00mJWb6ijJc+r9XV3XQWt3MMZ5r0WabK3r4NqV1by8ZBoA+al2PU87Wuyd/eBavEFZ35UxLDsdtzdIjtPGGSOysJkkVu08lnAsot/ZJyra5Q3KdHiD+qLcZyXRO/9EuxOmFWXw6vZGfc5F7zgxinj9d2KMq4GBwdcJQwg2MDAwMDAwMOjly6jcnpls4dTizH5zfqvrO4GI8JWZHHG29o2iWDCtkE+O9C8kVBVn0twViPt532tYTWKcgJ2faufeS8fQ2hWgpSvADeeW6M5Eu1ki2WbiiuXHRaFokTjFZiYjKRJ7AJFCOB5/CJfdzKBUO+ePzo8Rcps8flo8QVRUzu8j8jZ5/GQkW/Qt4YtXbGXBtEJyeh24NrPEKYNSueTR9TECz4g8Jzc9f9x9/GZNU4yzWSsgpfdV75b71bVNhGRVF+rueGVnQoeiSQjy+7cirs9OX4gbn9sW4wSPFu2XTC/i47qOOHFWO+/5o/NBhcLMJH0bep7Lyg3nliAI0OENEZZVWrv8pCVZ2HyoXXecQkQw+r8LR+KymzBLYtx1ND7Y20pYVklzmEm2mslPtVHf5qMrGEaWVdKTLdz7+q6ETuKl04vx+MMkWU1IwJ0Xl+MNKrh9IZKsEi1dAd7e3UTFoDTSkyzkuWykOsx4AzLnj8rj4lPyCSgy3z+9CEGAkKxwoKWHbKdVH2tZBbcvxJVRxctunVXKzbNKOdTmxSwJVNd3cs/rtdx0XinVdR36mEdHeEwdmgFEsnGr6zoSFuibFjX/NUFSTLDYoeUMjx+cRnNvLEB/hFVVF1Qhkun8SYIoA4gIuKt2NjK/cgg/OH1YTLatJlZW13WQ77JRmucEFe5bvYeyfBdXTBmCw2IiySIRlBXc3hBl+S6e2nCQ704egorKk2sPUt1bpO32C8oRgImF6bh9IZq7AhSkO6hr62FZVN9EF/UbPdDFTTNLcftDHG4PkOu0oqjw62+OwR+KjM3gdAd3RhX5W7yimj/NH09zV4Acp42Jhem6kC2JMHJgqu6ov+jhdTFj9uMZw3H7Iu/NDVEuXogIoNq7BNCfsdtf3hm3IPf+3ta4Z/H2l3cyZ2JBvyI+HH9nn2yBLuUkn5+IRO98be4JEOeSnx8V8wOJ783AwMDAwOCrwhCCDQwMDAwMDAx6+bxiQZPHT0dPEI8/jMth4s6LR3FLgkxLbSt5ZVFGxJVKYhdyxaBU3QkJ8U7aZReOxGoS48SHvtfQBLEOb5Dqug49WqHbH+bSxzbors9AWGFQuh1VJUbwguPZwxApcJSZbIlEMrywPUZYPKs0m+vOHsHRTh+ZyVa6/CEa3H7ufLUWgKtPHcrIgS4997bB7WfBnzbzpysnEghHnK7adaYVZXDnxaP4Zh8RWOubaOHnZGLfmtpmVvQ6Fq9dWc24glQ+ru9ImFmquU41+grpbm+QG/65TXd69m1LNNF50A6rhDcoc9/qvTFuW60o2eShGdy9qjamTal2M+lJFuo7fNR1eBmaeeLK8t3+MI+/t5/LJw/BZhb5wwf7Wbevrd/Ygw/2tvKLF3dyw8wS3UHbE5Rx+8NsPNiGWRKYVBjJZz5jRA4Wk4g/JBOUZTy+iPj/+s5jbD/SydxJg/UohqUrq/UCX1pOantPgDynjb9dM5megIzLbsbtC8W4ULW5+1bNMZb0PhvROb7VdR1UFWVit0jct3oPcycNpqIgNea+NMHz7lW1+veuXVnN7bPL+PmsMr1w2o4GN+pRmDAkHRWBPFf/8R8AobCiz8PKogze2d3MsgtH8osXd5wwy/uFxZU8+m58TMmSM4rxh2Tc3hAWp8DcSYN113100UebReL80Xnku2wsXhHZHRDtrPWHZAanO/i/12pZXdsMRETJh+ZW8M8fTMXjDeF0mLFJIgfaevjDd8axp6mLOU98yN2XjOaZjYcTRsNEzjGWn55TQqc3RLJNoq0riEUSyHfZ6PSFCIQicRxdvjATh6QTVlRW7WjUx0R7b2jPZ6IidL+8cGSc8Plpd2Vox83vk5XeF+2dfaIFur6CdCJOVEA0UQ6sNyjzt0113HPJaLoCYQ609DAo3c4bO5tO6l42MIjmixSvNTAwMEiEIQQbGBgYGBgYGPTyecSCuraeGIcqwJklWdx50Uh6gjKH2nrISrZiMYk0uv08OKeC6vpOFjy1mf/3g6l4/OG4cwZ6hadoYTNasGzvCTB2cDoPzqngmMfPkY6IwKW5DrUt25og5faF9LzKU4szufbM4hiBFyK5wjWNnjhxTaOqOBObWeS1Hcd4ZVtD3DFv1TbzoxnDWfj0Fl5aUsn9a2IzQTUR9JZZpQzPSaEsz8mUoRkIgsqCaYX8fFYZ7l7RyWE20dDhjdkqH9030UQXfbp+ZgktXQFcdjMuu5kj7T5GDXDpUQNjC1K5clohAgIvftIQc/+ac1jrs6o+QrrbG+SYxx8j6p2sIFT055q7u2+/VxZlcM/Fo1g6vZh2bwh3r4N006F28l02Rg10kem0El3VQxMLo8Xk9CQL543KJ9tpQVXhjgvK8YcUBOhXrP5gXys3SwL3rNod5xa+ZVYZPYEQSTYTohiJk7j7tdqY46YVZbDsopFc8eQmIDL/KgoiixgrvjeZR97dFyf+XVlZyF/WH+JHZw/nnktGk2Q10RMIJyisFu8u15zjl00sIM9l5adnj+DGmQK+oII3GKYwM4l7VtVSlu/iO5OHYJIEMhyW3qKGKkMykgjKMoMzkrjjpR26+3rJ9CKmFWUkdFzHuPh758jfNtUxf8oQPcqgwxuZp3uaumJEvlU7Gpk9Jo8fzigmrKiRHGkixQE/qY9k61YMirhp+y5MbDjQRm2Dmx+fNRyAB+dUxHymRTNMLEznllmlXFlZqBc8XLvvuPNWy0R+at1BtvaKviNyU2LeLZIgcMcF5YRlFY8/RJLFRFhRkRUFsyRwpMOHRRIJhCMFAEfmu/T3SXQWrnYtiBXxV2w8zPXnlrCgO4i/N1+6ur4Tjy8IJOl97fYGaffGP/PRaA5fbffGiSIYot/ZLoeFX108ipue3x5XCPRkRbs+TQHR6GiLvjmw1XUdLHpmK49cPvZTuZcN+ud/TRT9osVrDQwMDBJhCMEGBgYGBgYGBr181grfTR5/nAgMsGZXC4HwdpacUcwP/tp/zu+B1h5sZinu55pDs69oqDFzZC7uXsHk3jd2M2diATazRFmeUxeaNUEqWsiCiPPs+6cNS3jNvlmqGpoL+baXIluxE4kuAMc8fqb1Oib7ujrheO7pFcs3UVGQypIzinllWyObDrZTUZCm3+vLSytJsSd2XyfKRo522z579WSCYYUj7T69IFd5vpOH5o4lM9nC/av3sOFAe4xzONdp463appg+u3V2ORc9vA6ICOmv7ThGQbrjpG1J9Hl//aFlCR9u85KbZqOurYdsp41AWGHUABdNHj/H3AH+saWOH589gqqiTD6q69AdnDFCdnEmN80soa0rSLLdhIpMly+MWTpxG492+OIKm32wt5U7X63httnleINhkkxiXJE6iGx5v/WFHVxYMUB3fz45bzyPvLufq57ezPL5E/iBP6yL29X1nazceJjrzh7Ba9sb2XKwg/NG5XLT8ztizrt4xVaWzx+PohwX0zV3ueYOhojAXVWUwZjeufOXKyfy/dOLeouKhbCqIqt2HqOmwa07wq8+dSgfHWqPuZfoeR8tBlf1zoOGDh8vL61kTW0zz26q45ZZZcDx3E+3N8h1//iEyyYWxCykPPbeAZ6cN5771+yNEXKincMOi8QzV01m2Ss7Y8ZTczcvfGozt11QzlPrDiUscnjtymrOLMlGFODJtQeZO2lwXLTGyl4htrU7SEhW9DgYjz+E02bm3T0tLFqxlT9eMZ6r/ryFV5ZOi8uj1q6nRaxoRC929F28ihb5++40ALj4lAH6/2uC16d1+Gq7N/p7Z1X1eWc3dPq4/eWdjBmUyvypQ3TX/eAMB3knENQSRfdA4jiH/nJgtbae7H3xReIp/lP4IkLu/5oo+lnmnoGBgcFnwRCCDQwMDAwMDAyiOJGzqy8dPcF+RdG1+9r4ea9g1B9Wk4iqqnFuxBO53CqLMpAVlaUrq/n5rFJW1zazfn8bD8yp4JmNh/vk42Yyr3JITB4lwPoDbVQVZcYIS5qbM5ELubkrgAisrm3mG2MH9ns/Nzy3jX9+fyrLXtkZU/wtKCtkJVtxWCS6A2EemjuWY24f/pDMJ/WdMe7lyqIMwr1CU6I+qK7v7Ne9WVGQyps1Tbo4dM/ru2K+P6M0m9tmlxPoFcH8IYXNh9rZ0eBm1AAXv7l0jO4+XbWjMUZIrxiUitMe+0/n6vpOqooy4gRSre1NHj8Nbj/L1x5MWAyvyeMnz2nj7tdrmTNhMIVZSSRbzXiDMik2EwNS7SDAj88eQViW+cXsMrYc6ojZxq8REQt2cccF5bR2BbCZzQxMs9MdiHecfxo+2NtKUFZ4e1czkwrTE94jHJ/nWmG5TYfamTw0nRvPjbiz05MtWE0iLd0BpgzNYNbIPFq6AnxS38nCqkLyU+1x4zm2IJWMZCuo8PC7+xJmOV+7spqqokyunDaEJSsiUSgbD7dT0+Dm8kmDGZRup8MbYkpvrrAm8o8a4IrJYYZYAfOmmaX4Q3IkM1kUEAQYnOHgcJtXd5ef98AHjB+cFiNAXVU1lMff3x/j7HXZzaTYTEwemq6Lj4WZSby6/XihOW9Q5vI/fsg9l4zmhpkl+IIyyTYzjZ0+5j7xoV5s7cE5FXz/9GExorp2jtrGLgan25lRmoNJEHSntMcXJtVhJsVq4vaXd/L2rpa4frxi+Sa8QZmqokzWH4g41g+09nD9uSVxIn50xIpGX3EzevFqyfQiPqnvTBj1EO3WjRa8xgxKPWE2erIt8gxG797o+85KtZsZlp2s541Hn1+L0Ihux4kEtS+jgKjW1k/rXv5v5YsIuf+LouiXMfcMDAwMEmEIwQYGBgYGBgYGffi0Fb4TxTpEI6iJxUw4vuV8fEEa8ysLUTnuaNOclSJCwnzRd3Y38/7eVq7pjU7oL0YiPcnC5X/cGOfEW772IK8sncatL+6Iu+Yj7+yPi0xYdEYxrT2RbN8Tudpau4M0e3zcceFIugNh8lw2VMDjCyEKArICsqKS67KRn2qjoydIWb4rxol7ZWUhbm9ki/SVvY7d6P6raXBz6/nl3PlKTUzfREc7JOqPgWl23qxp4tz7IyLeLeeX0uH1sflQe0Kh8c5Xa2NEx99cOoawrMaM5/K1B3lobgUkGKelZxQjCOgu1uhieFaTSH6qner6TsKqwhVThvDEBwcoy3cxtiANkySQpEhIokAwJCMIApIo4PYFqRicyk3Pb0/Y/x/sbSUQVggrKt5gmJCsoKrEif7RfRbtFu/L4bYethxqp7Ios99jAHr8YbJSrAgCVJjSUBQVkwTJNgmTKOJXFQrSHdhNEiFFITPFwozSHBY9sxWHReKeS0Zz08xSvMEwaUlWfKEw9e1eUu0WFlQWcnXVMByWSCFDiyTS3hPgzwsmsnZfK0tWHI9CebZXqFy5sY6SfKe+IKA5iJdMLyLJkvjXH03ArCrKZGCqnYAcKZiX5jBz6wvxbuhoAaq1O8iCpzbHxHVo8y26OBpECs19HOXYhchzs/DpLUwryuD6c0t4bXsj1XUdejSKNyjrmeErNh6Oc+qW5qVgt0jsb+lBVlUa3f7IAo7HT64rg9drGinLd3FV1VBMokhIVthwoC3mubvl/FIufmQ9EIkBuezxD/X7MZvEOEFdo9njp6o4M6FgVdPg5rqzR6Cqakyb++6wiBa8TrQrYd7UIdzy/HbuuHAk+an2mN0b2jtLO7cmAvc9f19OJqh9GQVEtZ0mt724I+E77dPEU/yn80WF3P9FUfTLmHsGBgYGiTCEYAMDAwMDAwODz4i2vTXFduJ/SikoCX/xjxYYyy518tN/fBIjWtrMEik2E7PH5DG/ckiMg9QfknnsvQMAMQ7VRDEST84bHycCa8d6g+E4h+qmQ+2MG5LG908fhqyqhMIKWSlWLnv8Q564Yjxwcrfy+/va2Fa/n199YxS3vbiD0t4c1OiM410Nbs4uz6Wuw0fFoFTdidu3YFtNgzthUbf7Vu9mfuWQmL7R2hm9JT66P56cN17/8/t7W+noCcWIxZprWctyfvbqybxZczwuwmoScXtDMePpDcosWREpRnbzrFLcvhD23hzYD/a2UJbniiuepbm0FVXpLQ4mck55HmeV5pDttEUyVFWRbUfcDMtKYv5Tm/V7ml6SxfdPKzrhnKtr91KQ7qCjJ0iTJ4DDLHHdOSNQUeMExOj4i0QMyUjiyspCek7iKrZbJGxmkZCsYjOJpNjM2E0S3YRp7vJjM0uEZRXVpBKSFQQBxgxK5e/XTMEXlAkrCqt3NUXcumv2xj0rS84oYv2BVrbXu7l2RjF7m7vJddkZOziNv10zGVUFSYSRAyN5u9eeOZz71+zRFwSuOW0ot51fzrJXdurO5f7oCcrc8P+2cUpv3MST88b364bWBCiPP3TC+RbN4me28ueFE7n1hdjohUje8iiueHIjbT3BhFm7z26MxFKEFZUmjx+IPI/z/7SZRy+voDArmSSrRLdfJtkmkWSVONru47639lFRkMopg1K58bnqSIRF73OnFTBr7PTr80zbHaC1X8v+re4jYFcWZZDrsvdbOG/upMFc9fRmLptYwKLTi7CZJVz2+B0W0YLXiRZxtGcxEI4Ih59298YXEdQ+bwHRvuSn2vnNpWNo6wly++xyZEXFG5QT9sd/I19UyP1fFEW/rLlnYGBg0BdDCDYwMDAwMDAw+AxEb299ct74fmMKphVlcMwd0EWNG2eWUN/ui6scbzWJCUVcrSDYyIGpHGrtiVw7KicViHOoRlNVlEFzr1jUl8qiDNbsaqY838VT6w/F5ZeOHODSi85VFKThDcpsONBGVXFm/5mcfRy5R9q9zJk0OC7LtrIog4X9FGyLFsgBvchVrEM5IqQu7eNMXDK9qN9Cd31zkiEiXvaXwQzxQl51fScDXJEs4UTi9Hu7m/nhjBEse7VG70+HReKWWaXcOLOEIx0+nDYz/pCsb7EHeOjt/YzKT2VYdnIkU9UfJsVupig7mUBY5rkfTKU7ECbZakJR1ZiicYkYnOFg4/42CjIcDEq34w3IWCWB/7toJD1BhUNtPXqbV+1o7L84YFEmbl/Ekeqym/t3FRdn4rBItHQF8Idl0hwWHlyzh0vHF2AzizzxwQGq6zpZMK2Q8QVppCdbMIsind4gyTYT6clmQmGV2aPzuS3Koa6xbl8bIgKzx+Rx+pnZPPruPoZlp5DjtNETkHGYJSwmkRZPkKriTKaXRI6ZO2kwgbDCun1thGSVO17Zybp9bYwpSDvhQsbWug7W7mvTBf+TFQTs6s3Z7Ut/Cyb1HT7uX72H2y4oJySrdPtCpNjNhGSFK57cSH1v4cdrV1Zzy6xSfjxjOM1dAbJTrBxo6eaNmmOMGZBKepIFkyRyanEWlcMyWH+gHVWFUQNcCEJkzJIsZvzBACuumszqXcffOdq8rizK0LO5l0wv0p29fZ9xTZyNnssWKTKHFq/Yyl8XTuSW88uQFZWDrT1x0RUPvb2Ph97ex5qfnMaw7OS4vurbfycT1aOFwxPt3tAW7L5INu/nKSDaH592p8l/I19UyP1fFEW/zLlnYGBgEI0hBBsYGBgYGBgYfEr6bm+94blteqGnvu6+X8wuZ+4TH8YVt1oyvSjGWdefYOQNynxc18HZZZEt9InbE+rfcTytkEFpjjgBr6/Y+verp3D9uSrNnoDeHk0Ejj5u+dqDvLRkGre9tCPGsQcRt9sbO4/FbBtv94ZinM5mk4gkCGw40MaSFZFzap8JAuQ67Xxc3xFzjhW9Ra5uFATq2r26oPPMxsMJ4y4icRrEODj73m80/QmC0xIIx8vXHuTpKydQmJXMg2/vjROnl100ku8+uZFHLx8X1593vlqr9+fKjYe5YWYpc5/4EIiM8zV//YjbZ5dRmu9E03llRaW9O0hakgVVVfEFZWRFJSPJ0u9W/MqiDLYe7qClJ8htL9dQWZTB1VVDyUi28MtXavTYBG0+aE5P6CvqZ/LLi8pBBa9Nxh+U+eVF5fzixZ0x160qzuS22WXMW75JFzBnlGRz3dkjaO4K4LBI3HFBOYGQgjcoI4rw9q5mdh/z8M1xg/AGZRwWE95gmHyXvV/n7Qf7WrnpvFIefnsPl4wbFF8oryiTRWcU8d0nNwGReZVskXT3rAD68SeKHoieJ5oA/GlExMzk+DHRriMQX4Du2xMGc+FD63rvX9KL/2l9CLGFFaOPe/GTBn7/1vGM4+klWfx4xnDOLMnRXcJb6zpZvraacYPTWHJGER3eYEI3b/T97mr0cNfFo7jp+e18EJW7u+j0IiwmkS5/mK11HTELURqKCmf//n0euXxsv+8q6F/sO5HglWgR50Tn0ohesFsyvehzZ/N+1gKiffkixdH+m/iiQu7/oij6ReeegYGBQX8IqnoyX4GBgYGBgYGBwX8fn+cX9P3N3Zz5u/difpaZbOGeS0aT57LT5Q+RbDVxzOPnhue20dodjBFcogWdp9cd5IN9bfqfn1p3MFYwKs5k3tQh7Gxws+lge0IR41cXj+Tt2iZKEsQv1DS4GTMolZH5LmxmKabok5ZbqjkCl689yIJphZw3Ko9DUY6+vvmmr15byaodTXHXGl+QxvynNse07cl541n49Bb9z9GC17o+ovnPzinhD+9FnJ6J7qMs3xWzTT2SZbwvRjisKspgwbShfHKkk1EDXATCiu6+7nsfAD8+q5hJQzJ48J34KII7Lijn7tdqWR1VXKuqKJNfXljOW7XHOG14NmFZpScok2w10eTxkeO08n+v7aKiIE1v8/jBadjMEk67GUEFULFbJH79+i5e29EU0wfzo+bIkulF1DS4GTc4jbPKchAEgZCs0uMPkZFsRQBu6eOejZ5n//j+FFAhKCu4vSFqjrkZPzgdp92MSRS54+WdMa7lW88vo6IglS5/GIdZipm/VcWZLDq9iKUrt+qRAoIQEf8tokhAllER6PaHcVgkkiwS1XWdpCZZcFgkZEVlw4G2mDl3ZWUhNz63jcsmFnBOeQ717T4yk61867ENcXNcY/n88eS77KjQGy8h6LESmw62IwgwsjdSJNcZcW4//v4BvEE54Vw8WZ6v9h1t4aa/4mUP9YrKLd1BbnspdkzOLMnihzOGE5IVOntzr7cfdTNmYCp/XHtAP1Zzjo8a6OJIh4+sZCt7m7pZ9mpNzLzVjhuek0JzV4AhmUm8tr2R5WsPAsTck9UkkpNiY83uJsYMSCXLGSm+19PbZ+v3Hx+TaUUZ/N/Fo7BKIu3eII1uf8wzaJaEft9BlUUZ3HBuCRc8tC6un/vSnyMYoK6th58/vz0uviT63RnN6z+qIs9pS/jOdnuDLFlZHTPH+3v3/OriURRkJPXb5uhzfpoCotF8keJo/224vUGWrqzuV8j9NMXeGjp9/Yqief/F/fl55p6BgYHBiTCEYAMDAwMDA4P/OT7vL+jVdR16QaW+PDlvPEt7XXSaGJOdYmVPU1eci85hkbh9dhkjB6TS6PYhCQKyqiIIAqqqMjAt0gbtWolEjMqiDK6aNhQVlSfXxn/WN2Ih0ff7iixPzhvPn/oI0hrTeo/vK/REby/XqCrKZExUxmj0fS+YVqiLf7lOG+lJZn79+i6+0ev0XNdHDF90ehELnz6ek5tI8E2UEQycUMSbXpLFj2YMZ8dRNzlOm36e5q4AA1x2ttZ3xJwfIMUm8cCafQn7595LRjEoPYnHP9jP3N5IjET9/dxH9fzg9CJau4OoqkqO04aqqty3eg9reoVnh0Vi+bwJPPzOPmqPebj3m6PJcdrpCYRxWCUCIZm3d7fEieaasPf3ayaTmWwlEFbw9EYP2CQRUQC/rIAKsqrS3hNEVlQcFokUm5luf4j0JCtBWaEnECk2t7Wug/I8FxkpFnoCkUxTqyRy75u7eG9Pqz7fAbKdVt7f00JIVpk4JB2TJOCym/EFFRo9x+MEnt1Ux92XjI7po5OJiC8uriTZZuLbj21g+fwJtHYHSbZKpFhNqAgc8/gAgaxkK7WNbjJ6799qEslIsnLRI/1nIfe9dvSc7k9ErCrOZPEZRQxw2fj589u5YWYJr+88vkhiM0sMSrNz96paNhxojzmH9hxMHZqBKAp4gzJb6zr08ZteksW1Zw7nt2/s7tfN7w3KvLSkknte39WvQBv9XGoLKE+uPUhJnlNvp8tuJsVmQlEUfvvmHsYUpMU9M/0tVmntkRWVa/7y0QmftxOJfW5vkOv+8UlMu/p7d0bf2yf1nSy7cCRuX5Bk2/HFvEQLdtHif5LVRE8gHMkrb/Rw6/lltPcEv1THbl8x+tP2xX8zX4aQa4iiBgYGBl8cQwg2MDAwMDAw+J/ii/yCnkhg0FgyvYhP6jpjhJuTCSiaK3LK0Ay9OFt1fSe7Gz386KzhzHpgrX4eTcQIyhEH444jHpa9WgOgi0qSGBHeXul1CWoCSl8RxCQK7G3qYlkfkSUz2cKzV0/m9pfioy6WXTSKX79ey6ooJ2siobayKIPrzynh/jV7eDvKURt9rlOiRLY/XD4Oi1kgxWZCREQVoMsXItlm4t3dzYQVVXd65qfa2XHUzW0v7YwTh3518UhWbW+McQl/2v6PFocKMhzc9VptXNsdFomnrxxPWpI1Yf/830WjqGv3Ut/hJd9lx+UwY5ZEegJhnHYzgbCCRQKryUR9uxdZVXXxdvLQdH52dgkI4PaFUBSV6voOyvKcZKXY8Abl3sKEKiZRJKyozLz/g4TzECJuSUVRCSsq/pBMis2MACCAAJhFEW9IptMbxOUwgypgMQmYJZHW7gB2i0SXN0SOy05QVujqFZOTLRKKouINywgIqBBxEVskJBFEQeBgqxezJJCVYuX+1XviRFBILNCf0Hnb68b2hsLMemCdfmx1XSeLzxjGmaU5BMORInRuXwiXzYKsqISUiKCdnmTh16/v6neB45QowbSvO1sb+2gnrstuJttp5cKH1vHEFeO5/I8bE4qymckWls+fQJc/THcgTJ7LRjCs4PGHyEqxgirw+9W7Y+Za9Ny855LR2M0SnQnc/FVFGYwvTKc83xUvUvdGZfR9Lq+dXow3GEZRiVtA+OcPpnLe/R/0K3xrCyet3cFIQcOo7z44p4KFT285oWj+ywvLSbKYyHba4sagP+H20yxgRQve2mJek8ff74IdEBdh8fLSSr79WGQR6cty7J7o7wo4sTv6vxlDyDUwMDD492NkBBsYGBgYGBj8T/F5q5e7vUFMotBvPuuuBg/XnTMCBVUXLrxBWc+5XRKQkSSBYFhhw4E2XcioruvglEGpcdufbzqvVM+17Fs8aXpJFpdPGsyDcyp0V58vJLN0ZTW3nl/GtvrOmHNp368qymBMbxTEC4sq4wqFjchNoaHDz9WnDuXmWWW4fSGSrBLNngBXPLmRRacP44czhnOo1cuANButXQHq23v0dmji0MKnN/PQ3LGEwkpcXu8vZpdzz6pavV3ff+YjbplVyuiBqbgDIWRFZfOh2K3+2U4ruxq6GJBm6y1glxonfA3LSubKaYUoENP/KzceZtlFI/GHFBo6IxmsfQtZRYtJj313XEyhMY2KglS6AwrV9U2RQl9hlW5/RCBtdPt4dUcDWw51UJbvIsdpo9HtJzvFyv6Wbt3V6LBIPDx3LI1uHzlOG2V5Th6cU0GTx88xj59tRzv5pL6T0QNTObM0m5auSM5wilXigTXH83EnDEmnqigjYaZuZVEGHl+I9CQL4ag5YDWJ+EMyrd4gLpuFQFgmKEdycNfsisQonFuWww9nDMcbkjGbJIKygihAss2EWYrkO9/+cg0Oi8Q9l4wm12kDVUUSBdy+IEtWVNPaHSkwl5ls0fOzE2VK93WLnyi7d17lEPwhmWPuANOKMqKOPci9b+zhT+sO6e0xiyII0NYT0OMtzhuZw7KLRnLrCzviBPxfXjiS+nYfj1w+FptZojDDERfJEJ3XW1GQypIzinlteyPeoIzbF4l8eGd3M0vOKIppf2t3kPtX7+GHM4YTCCsc7fRRkOZgb1N3TE72VdOGxjiDtbm5cmMdS84s5uF398X1ya2zy7no4XX6ObTihTazRFaylV2NnpjnstnjRwAWr4iPWagsykBLQtYKw0WfMzslElXR13GvfVfL8I3+rlYc02oSSU+yMOuBtYwtSE0YxZCokFj0uX5+XimH27xxRei0vtbm1ft7W7nxuW3cen5Z3Pmi6Zv73OwJsGBaIQ+9vU8/xxd17H7R4mj/rfwvF8wzMDAw+LpgOIINDAwMDAwM/qc4UbwDwAuLplKYmaTnB7vsZiySyE3Pb+ejwx39Zk1qxeEum1jA2II0TJJAmsNMWFZxe0MMSLcz5/EPdQeqViQrURYvwBs/qqK9J8hD7+yLu1a0Y7GqKIN5fTKIX7u2iltf3BEjWFcWZXBbr3jkDcr8+KxispKtMbEIWlsqClKpLMpgRI6TPJcdty9EqsNMQ6cPiyjy3T9t0nNsE8UgTCvK4MaZJaiqgMcfiskn3t/cxQ3nlnCg1UsgLCd2Nw/LwCSK2C0S4d6cW5fDjNsbIiArbD/q1uMlCtIdqCrsanST7bSTmWJBECKZtSk2E41uH//YUk9JnpOZ5Xkse6XmhNvt+0Z8WEwi6Q4LnxzpjNmmXlmUwZIzitl0qI3fv7U3oYPxeJ7x/pgCbVoebE9AjsnQBfTjP6rrYMG0QsYXpJGZYsFhMRHQnbgqFkni9pfji7f98sJyBDUSAdHREyLFZsJpM/HE+/u5dEIBJkmkyxfJxU62SHhDMh3eiODf2hWgptFDRUEaJlHEYZEwSwKKouILyYiigCQKeHxhXHYzNQ1uslJs/Oyfn/DgnIqY+wQ4b2QOPz57BP6QQrc/jMthxuML4vaFueYvH8U9e5pz/eyyHI50+PQ5s6vBzc9nlfGtxzbwj+9P4dYXdrC1rjMmlmJAqp0kS6RP1kQ5bLVnc8kzW7lhZgm5ThvdvREbzZ7jYrHGU/MnsKWug7EFaTgsEjaThChCo9uPSRRo8vjJc9lZvGJrTP5wX5FfE2UdFpEUm4kuf2SstxxuR1Vh1IDjixzJVhPLXqmJcwZff4Ls7II0Oy9/0pBwMUBbKILjzt/27gAj8pxxrmVt/g9w2ZjZuwMh0bi8snQat/bJpU7kntbOGR1LER29Ma0og99+6xRyopzBJ3PPvnrtNH13RCL6Onzf++np3Prijn6Lz/WNsnly3niAmHiQL+rYNRzBBgYGBgZfVwwh2MDAwMDAwOB/ipP9gv7Gj6q489VaXWDru2U9OmbBbpZw2c2s2nnshAWVqooy+FlvQSWNk2WivvGjKho6/f0KS91+me5AOGE27j+/P4WcFCv1Hb6YbeXRbfy0W6+1dr66dBqzHlwbsy3/gTkVrNh4mLKoYnWpdjPJNhMLnopsS48W61x2M+/uaWHUAJcuBDosEs9cNQmrSeJQW/+F6p6cN14XtaKLeGnF2TQXbbMn4qLVzjGuIJV5lYWs2HhYL57X33b7RCLRjJJsrp1RHJ8l7PGTGyUIavcSHSGQnWLlQEs3DW4/owa49FiP7Ufc3PlqxBW9YFohU3pjPbxBme1HO8l32ijOcdLgjs1RvnR8gT4fLKLIkEwH3UFZ32ZtM4n4wzLVdbGi9axRuVx31gh6QjI9/khUhc0kcqTDR26qFZMoEggrukBslkTcviCSKOK0mfD4w1hMIh5fiCSribCioCgqNrOENygTllWSbRI1DR49m9dmlshzWvntm3tYvatZ759bZ5VySkHaCaMtop+NqqJMlkwvIskqcc+q3VxckY/LYSHbaaXbL5Nsiwi6z31Uz5wJgzGbBVx2Cx5f4sKN159TwoNv72V1bXP8c1qcycyRufz8+R16ex+cU9FvscW+WdjR7wazScQkCKyPEvkTPQvL1x7kkblj2VLXoT9DWpHDRFnK2jOq5YMvX9unyGQ/sRC3RS1UJcqWfmlJJbe9tLPfvOGbejOQtQUYm1kiM9nCfav3JIy2SBTdoPH6D6soyXPqf27y+PnpPz7pN67n9tnlTD/BO7vvu/T//WAKLoeF21/aGbcY1jcXXWtfWZ4zRkx+YdFUTilI6/eaJ+PLKI5mYGBgYGDwVWBEQxgYGBgYGBj8T5GZbOHU4sx+f0HfWtcZIx5UDIotehYd0/DkvPF0+kIxRaUgfmv7rbPLWbWjUY96gIhQGf3naKqKM3GYJVZsPMyIPKfunlNVlbX72qhpcFOW79KF0L5u4u5AmCuWb2L5/Ams3FSn349WhExE4IN9rfrW60WnF2ExRfJstxzuiBFxtG3fVrNIZZ9t+ddGOWcBBqXb9dxTzWWpRVLMqyzkiuWbdHE5uj/be4JkpVh5ZuPhfoWo6vpOKgal6v2mtWPFxsO6K/nx9w/o7akYlMrfrpnMmtpm/ZhrV1YzZWg6N51XGrfdPlpAi77u0jOLefTdiCtTGwdBECgf4OL+1Xti+n5sVISA5s5+YE4FL33SwH2r9+pjcMusUv52zeQ4R7DW5wunFdLhDbJy42E+quvkD5ePY35lISl2M7kuGyrg8YXY39pDQ6ePPJedp9cdYsn0Ypq7gpTmOfnbNZPp6nXurt3XSlhVuWdVrS4aaqJsbpo1kh8MqEBIUTna2cM/P6rniimFrNvfQqrdwuiBqYiCgACoKnh8Yd7e3cL+5i6uO7uEu1fVUpLnJCPZiiBAToqVHUc9jBzoYs6kAj3CZECqHW8w3G+0RVVxJgUZDp69ejImUeBASzc5Thv3r97NwqpC8lPt/PLl+IzmX8wu5763dvONcYPYePAYn9R36gsUv7xwpC56PvbePq4/pwRfSI5zt/7snBH4guGYSJalK6t5ct54Vm6si3E7VxVl8tNzRnD/mj0xc1l7N5xVms1ts8v5w3v79TmixZBcGfUsVBZlsKWuI+Ydc9c3RrGtvpPW7mBMTENQVshz2bGbRQ61ebFKYiRPeGYpde1eBqXbWVPbzKZDbXFxLat2NFKa54yL5NDm+ZF2X1y0hfbZkjOKWbOrWf+utjCmCd/fmTwEh0XS53L0+yO6aKWGxx/W/7+h08cvXtzBvKlDUFQ15tpaIbFASO73XRn9jtLo8Ib4zpObWDCtkB+cNgyrWSTJamJr1LtN+67Wvgd7390aKTZz3LU+Cy6HhbsvGd1vcTRDBP7PR8s79vhDX2qhQQMDA4OvGsMRbGBgYGBgYPA/R3/Vy3954UjOe+CDGHGv77bjaB65fKzuUIVYR2B0tmZzt59P6jtjYhT6K2SmiaY3PreNh+aO5eF39iV0ta3ceJg5veJmdHurijP52TkjuOChdRGx7/wyKgal0hUIEwwrfNxbhCwzxUpPQMZlN2M3i9z7+m5e3XEs7jrXrqxmbEEqV00bSlhV+dO6g1T32Zaf47RhEgV+88Zu1h9oi/ks22llTW0zj79/oF+H4JLpRQxOczAw3c4j7+yLyxXW2nHLrFLerm3mskkFPL3uIB/1tmPC4HSyoiIhkm0mrJJIfYeXsHK8KNvYglR+MbucZrefug4vuS67HuEhqAJ2q4jbGyYsK4QVlfUH2nRXZt9xmlGSxbUzhiMKAnXtXnKcVhxmiXvfjC3+FV1k63gUhptlUY7gqUMzMJtEQrLC+v3HHaS3zy5j9MBUOr1BMlOshBUFAQFFhZ5AmCSrCQFQVBWrKVJoLxRWae0OICsquU4r2494yHJaSbFKZKXY6IlyEDvMEk+vP8i8qYWs399KdpTjucnjZ2CqA6tZ5KG39/JBlPA3dWgGZikS3dEdCJGWZCYchrCiEggr2C0iEgIKIAqRhYlkmxmzJPBWzTGWrz3EQ3N653aUuDqtKIP/u3gUvpCMx9frcjaLdPuD9AQVAiGVJKtIusOKLyxH4j/skfPKsoLVLHHnKzUJC9Rp5//F7HIWPrWZCysGHHexO8xkJVv53Vu7+VaU6zo6VmFCYTqH2rx4gzKpdjOiCEtWVCd07FYVZ/LrS0aTl2rH7Q3S3BWgvSdIuI/on8i9W1WcydLpReS77Pz8+e1x76jbLihn9oNrY575aHd8fwX3ppdkcfOsMn7RT7zDjc9t495vjom792ZPgKFZSVzZ6/CPLCaN5+E+MSDTS7L42dkleENhQrJKT6D/2BvNERxduLPvuzPVbmZYdjI2k8ibNU0MTLPHxeScyOEb/X45tTiT31w6hjW7mslOsSaMwon+zpfp2DWKo/130tDp44bntsX83fxlFRo0MDAw+KoxhGADAwMDAwOD/0kS/YJ+qK2HCx+OzQ8+UYTDk/PGU13feULx5dozh/Pgmj3MmTQ4LkYhzWEmM8XK0Q5fr3Bno7nLrxd0clgkXl4yjcPtXpKtJuwWEVEQ6PKHcFhMcduypxVlcOdFo+gJhpj1wPEYilU/nEaLJ4jFLJJklfQt9T2BMClWEw+9s4+RA1xML8mJKagWLZ7OfeJDPerhnLIcOnwh0hwWTKJApzfIpkPHs08FAfJcdqrrOmIiCqqKM5k3dUiceO2wSDx79WR8wTCH27yU5jvjIh4qesVoQYC/bjjMyIEuZpTm4PaFcNpNhGWVbl8Ys1kg2WqmvTvIwHQ7wbCCxx8iyXI8JsAblPWc3tauIDlOG1aTyL6WbvJTbby9qxmTKHDq8CyaPQEkQUBWVQRBQFVVBqTaeX3nMd2BrEVlRGfEajEQmuir3W+0MOwPyWSnWDnY2kNOio2jnV6ynTZCssqQDAedviChkIrTEYlr6A5Eco9tJpGQomASRXwhGW9AJsVuwiKKBJVIHq9ZEjFLAqIgoBIrHLd0Bdh4qJ2aBjdXVw1jW0MHRVkp5LnsdPVmK6uqikkSWPZyjS4CJxJXq4ozufPCkdzzei1Ds1MYX5CGyxHJ1faFIgXpNh9qj+lPgF3HPJTlOclOsdETDJNiM2M1iRzt8HGkw8vIAS5+3zu/o6/ddxFCKyRYkOHgp//4hIcvH0uXP0xPMMzgdAeyEinM5bSbSbJI3LWqllU7mmKeGU0IvWxiAdOKMki1W1CBbn8Yh0WKi5dYOK0QAYE/rj2QuD2NXUwrytSF4LaeiDt+48H2GCGyrTtAWb6T5q7IXHDZzWQ7rVz40DpeWTqNjCRL3DuqrSfI9N/GxiRo/fPsxjoum1TQb9yLVRTZeLidikGpJFkjYzww1c4vX6nhrdpmXYytHBYR+oNhhU0JCjeKCOxscOsxIH2jUrRnItE7MToj+NPk6ALMfmjtp3q2EgnDGm9fdxo2sxS3ANg351hz7OZ9TjHPcIn+9xO9gNEXI/bDwMDgPwFDCDYwMDAwMDAw6CWRMNE3Iziau74xijU1x7gsQcE0TZR47qN6fnB6ER09EcHSIol4QzKiEMkJ3d/Sg0kUdMHzwTkVMcLz84um8ps3d+tuvxNl86Y5LIQVme6AwpwnPtTP8fZPTuPO12q4fNLguLzTaMfrrmNd3HPJaLKdEbew027mmNvH9f+MLagVLY5r4tE55Tn4gwo2i8j2I25+99YePY8UIsJwdyDEH97bHyNea8zqLSwWDCsoqookiihqpNBeWpKFsKzS4PbhtJnITrHi9odRFJVUh5lQWMXjD+HoFbckEWoauhgzyMXcJzZy7zfHcMztIyfKAayqIInwVk0z2450xkRt9M181XJRs1Os7GnqoqU7kDBrua8omOuyYjOZCMpKnMCuCVUzSrK48bxS7nqtllFROccWSSQ31UZYVvH0ZveGZYVFz2ylrSfInReWR2JBQjI9AZlkq4kmj4+f/XMbE4ak8ZPeIm2+XpHVZhKpruvA5bDEuD0rizK4o7fAmsMicfWpQzm3PAdJEgnLqp7le6LnoKook5/PKkFWwNt7PVGA9p4AWSk2gmGVnmAYu0kEIVJwTnNuK6pKMCwjiSLt3ZGIkLdqm/jrh4djnNi6GzmqkCCqikkS9WxkiCxKJFvNBMIyLd0BnDYz6Q4L7+xpoizXFZPFazNLqKpKnstGo9tPttPKGzub9PH5LJm/eS47r+1oPO72Lc7krotHcdPz22Mcr2eV5uAPyXHu4L7FB/vLqO0ve9ZhkVg+fwKoKlazhEkS6PCGCMsqW+s69DgZbW5rOx1e/1EVeU5bQteq2xvkmMfPkY7YuTt5aHrMYsbQrCSSLSZuf3knq3sF5US7HTTHt6KodPpChBWVS/+wIe4eNV5YNBUVuPiR9XGOYYdZQu4du2BYwWISeW3HsYQOZO1cpxSkxdyTtrCjLfQMTLOT67R9bhHPcIn+b2AUAjQwMPhPx8gINjAwMDAwMDDoJVF+sJZFK0CMqFFZlMHUoRkMzUzisff3U1GQxsJpQzFJAhkOC5IUEaWGZafoxdyixZ5NB9vjtjADBMJKzJ/d3hBX9hY7u7KykP6yeWsbPATCCgKQkRIrZIgCfK9qKE98cIC5kwbHZfE+u/Ew159bogs7gZDCwZYelr1aEyeq9M3k9AZlqus6ADi7LIffv7WHsnxXJNuz916q6zv550f13HhuKd+rGkogrMTl814yfhCXPf4h1501nJEDXXT5IsKuLyRjD4UJhlWSrSbW7T8uns0ozea6s0bQ1OVHFAUcRPwNJlEkO8VKQ4ef1u4gi1ds5epThzJyoItmT4BmTyDGaaxFbfTNM42+t+gc6DW1Tb1jEclT7S9ruXajm9J8F2ZJYOKQ9IRb2+dOHsyxTj8/PXsE7d4QDZ1+Xdyqb/eSnWIj12XFF5KRJJHfXDqGFLsZofde1+1v4aySXLxBGUWF33xzDLKqUt/u00XOZIvEx0c6Gd0ronkDMik2E8Ozk/n589v42bmlLJg2VF8gWLOrmUmF6aiqoLe1b1Z2NB/sayUQUjFLAiZRwCqJ+MIyEHEF9wTChMMqXf4Qy9ceZGtdJ9ecNpQzRmQjCBCWQVEVdja6oRHOKs1h1AAXkiBwZWUhC6YNBVRynXZkJbIg0OWPLJ7UNri58bxSLnl0A89ePZlDrT0xEReH23oIhhW2HOrAG1QS3sPLSytjChBqcz4681dz90d//tDb+3SXe32HN+bcH+xt5XC7VxcFtXMtX3uQP80fT127l4pBqfzm0jF6FIc/JPPYeweA/jNq+8ueHT84jSHpDhSI+yxRVq/VJAKRrOmSXGe/4ue9b+xmzsQCbGaJsjwnD86poLq+U3+nnVqcyV3fGMVtL+2kJM/JnImRPOgUq8Tdl4ymOxDG4wvjtJlItpm467VaXt0eiaCJzgpPRHQfRI9FNGt+chpl+S72N3f3Oz+jz+VyRETu3H7E78+L2xuME4EB3t/byo3PbfvSXaL/Tc7j/7R78fhDJ/y86ySfGxgYGPy7MYRgAwMDAwMDA4MofnnhSG59cUeMgLOiVyhdELWdf09TF2/UNnJmSQ5nleaQ7bThD8lYVZGdDW4mF2ZQ3ZpY7PmkvjNhESU4LtBobKnrYFeDh7J8FyZB4OfnlYIKXYEwyVYTIVmhrStIXYeP13ce46zSHOSoDV+nFmey+XAHmclWZpTmYBIEfnr2CG6cKeDpLSa2urZJF3Yg4i58ftFUxg1OixE2+iuopt2LWRL4XtVQHnpnX4woowngshrZan7juaV6dqwkCqzd18qSFdWMG5xGltNGW1eQbKeN13Y0xsUuaP1pM0sMcFlx+0NkJFvo9mviXZjOHpUfPBPZoq4Vmbpv9V4ef/8AV586lBmlOUwdmsE55Tm9jtswPz17BL99M7b4W9/71ebCj2YMx+0NceusMhSgJypC4IfPVusRArfNLufuVbV8eKCd0QNSmTUqj4XThsYU1lqyIjIH7phdxvgh6XQFwniDMk6bmQMt3SxZUY3DInHPJaPJ7S1WJysqPYEQLaEgG/e3M6Mkh2SrifbuAGMGpbHslZ0xmb5ThmaQ57ITliPuxxR7JEM5IMvcfH45xzr9pCdbsJpEWroDjCtIJyfFRndUX/RdoOiLNxgmEFb4+5Y6Fp1ejChEfuYNhmOcpNqCg+bEfHdPM2FFZdSAVCoGpZGWZAFU8lNtCAg0uCNu1MxkK795c1dcFMrtF4xkW31EnF3w1GaWz59Alz+st7fB7eft2ia+VzUsZt5Gz82wHHlejhdCJC5Hd+6kwVz19GYum1jAgspCvfhdis3EZY9/GFdsDMDtixeEvEGZK5/awotLKmn2BGLaqcWonFqcSWaypV+BLD/VzoNzKhIKmY2dPmaOyuPaM4v161fXd8bl6GqLOScqitbaHWR1bTPr97fxwJyKuAWkquJMfnVxRAReXdvM6trmmO9r2+RLci0Jt9OfqGCm1gfa//dX3FM75mRFQLXjNDRB+MuitTuYMCoAImJwa3fwS7vef5Pz+D/xXpwnKST4RQsNGhgYGHzVGNEQBgYGBgYGBgYc/4X0o8MdLJhWyHmj8jjU2sOgdHvMdnE4nsm5YuNh5k8pxGIWSLKaorJ3ZcJhhbxUG01dAcKKSprDTFhWUVWVXce6YrJzNRIVOtKciPe+sUuPInhobgV/WnsopliTJrZmpliY8/iHtHYHqSrOZFlvATw4vpU9yWoiySrF3Vc0T82fwO6mLk4bkcXR3q3h24+6EQQYPzgdq0lEFAV2NXr0e3FYpJgsz+jCY3kuOwLwx7UHYrb6a1u9o0W131w6huKcZO5+rZY5vbEbfWMX8lx23tndRFaylaFZyYQVFX9IZnC6gztfrdGjDhJtUY/O6dWcpqqqIgqgqNDmDRKWVbYd6YzJRx2QaueV7ce3/2sO0ui2ReeX/jYqHkMSBAam2/H4wsiKQnqSlZAcyS+OFG6LRGF0eMMEZQWXzYRJEgkrKh09QaxmEYsk4fYHSbNbEEWBLl+IzGQrD7y9h6VnFmMSRW55fvtJM31/eUE5IUWhpsHDqIEuQmEVf0ghEI44hS29BdJyXXZufiGyKHKirGyAVT+sQlFVRCHihN9a18Gpxdl4/CE8/hBZydbe80YK35klAbcvFCk4F5VZHQypPLXhIHMnDdZze6cOy8AiibjsZkK9URlJvceHwiphReWPaw/oz4cmfmvu7I/rO5k6LIMH1+yNKURYVZTJvMohmASB+U9t1p/tBdMKOX14Fm5fCEkUYuaUhlZ4bu4THzIiNyWhu/9EffbYd8chiULc+GgZtQDXf0aBrG/xtQfmVPD0+kMJi01qRSDvungUrT3BhE7M6roOLn5kfUy/aM+r1SRSkO5AEoW4zOJotG3yibbT9zdH++b09lfcs2+W76c97qsguq8S0V/Ux2flRPm0Vb1F8XJ6F4y+7vynZu32F88CX+92GxgYGGgYQrCBgYGBgYHB/zyJfiF9ct54/rTuIKf0ZvP2da05LBK3nl/GiJxkBEGIyeTMTLZw/+o9jB6UGhcJ4LBIPDlvPI+8sz9GyI12n2rCbN9CVpoIk5FkZkCqA7c/RE9AJskiYTVLhBUFVJWDbV4sUiQDuHJYBnOe2BjT9iXTixjgsvPK9oaEbrxoQXpQmp2nF0wkEFbo8oVIsZsJyQqLe7Nq+96LwyJxy6xSxgxMpd0bJBhWdEeowyLxzFWTWfbKzrjsUE1Ua+2OnHN3k4ezy3K567VaSqOykDXBeMFTmxmRm6KLWgumFfJJXSe1xzx6znG3X8Zpl5AEEZXINvgUmxmbOVLcyhtS2FrXoRfFu+2Cco52+HjigwNxEQ5LzyjGH5J5Yu2BmLFMJGTNKMni2qgMVZfdjD8ks7TXlTm9JIvLJw0m22mlwxtCEoSYvNhoAXvXsS6eunICoiAQVlS8ARmzSWR/cxc5zohr9kinl0GpDrKcVs79lJm+d1xQjiBEnL5dgcjWfZMo0ukNkmQz4TBL/PQfH3PnxaNZ9vJOxvTzHEBEgLr+nBHc/fquGFFcF7/9YUJhBac94pRTVIUWT5CdjW4qCtIwiSIOi4TUW3gwOv5DEy7/30f1fP/0Ir1PUx1mclNs+MMyRzv9FKTbkRXoDsQWBmztDkayaS8axfMfH2XUAJcuZAI805u13ffe+o7Br785mlyXPSJCWyWaPQFueG4bJbkpMcXGovt4TEH/cRpPzhvP0qiIl0BYYWhmEnmuiIh3MoEMiHMLt3YHY8RWh0Xih2cWxyzmRBeBvPOiUXz3yY3U935WVZzJbbPLAZWsZGvc+fqy5ien4fGHPpUA2p9QqgnM543MJRhW+o1pSFTcM5HY9mmP+7L5MnNjTxSVcLLrrLhqEkMykz6Xm/ZfHdHwr87a/TLv79+56GBgYGDwRTGEYAMDAwMDA4P/eRL9QpqZbOGZqybz69ePu1L7ioPLLhzJr16tZfWu5rjvPnv1ZO56rZbvTB4S45C1mSXyXVa2H/GQnny8cFdbd4CyfCcefxhREECFHKeVZa/WxG2H/7+LR/HrVbUUZqfoIlJ+aiQnuG+u78tLK5n94LqY9jksEs9ePZmeQDgut1YTnzVhq7Iog6umDUUUwGYW2d/SE+P2be8JMmqAiwZ3JPZCcwBPGZoR13atb/6ycCKKAh5/mGTbcVFNi1SoKEhj+dqD/OHycbrbuscfKV5nlgQ6vEG6A7Iu4mriarRzOnqcruwV0x+cU8Ej7+yPEott+AJhkqzHhUNvUObWWaWMHOjiSIcPixQpqjZygJM/vLufi8cNjJkLmvA9aqCLlq4AOSk23qpt4vH3D+ANygn788rKQp7dWMeZpdkse7W2HzE5m+vOHkFzV4Bcl407e+MeNKqKM1lyRhGLV2zVFwmSrSaufGpzTIE7m1mK6SeN139UxZ2v1MQI8poQqC0o/PqN3Ww74o7EUrhsWE0Sd7y8s09cSETE/91buxmWncL4gjRcDjMmScQXlJEVlXX7W/UCa7fOKuWUgjS6/GFCshIjgGv3rGU+a0X9TKJAc1cAl91EWAabRcRulth6uIPbXz4+36uKMlkyvYgNB9p0wddljxSLa+0K8IcP9icUe1duPJzwGdec4xaTiDcgYzeLNLj95DhtdAfCKGokt/q+1Xti5nlVUSY/PWcE96/Zk7AwYiLnf7ST8GQC2es/quL/XqmNWUg6tTiTa88s5psJiq8NSrPz8OVjMUtiZDHEbibJLPGdKBG4b9s+qe/k7m+M4qb/t/2EzsdPIxb35whOdNx/Kl+WS/RkUQkncx4/cvlYnt1U95ldqf+OiIZ/lYsavpr7+3ctOhgYGBh8UQwh2MDAwMDAwOB/nv5+Ic1MtnDPJaMZkGZHVQAhkvvpD8lsOdyBwyJy+vBsfvVabVwhuTsuLKe9O0iSVUJERBWgu/cXRkWJbGc3iQLekEyy1YQAyKpCMBzJrE1LMvPou/sYFiX2ptrN5Dpt3PvmLlbtaIppa3/b0J9fNJXfvLk7zsmZmWzhrwsnoqhEnKZBGbMkICsqLrsZjz9MMHxcqAO4Y3Y5Ywen0ROM5NiaRIHDbT2U57voCYbpCcq6u9VhEakYlJZQaF44bSgqKk+uPRhXNC7aFR0tsh7p8GE1Sbrbek0f4W3RGUUsXXlcFBUEyHXaEVDpCoTpDshsP9qJqsKoAZGoB5fdzLr9reQ7bRTnOGlwR4RTLb/WG+XmveG5bfxx3gQeXLOH0nwXYwvS9MKAoijQ2hUgPclCTzCEw2LGG4zELNhMIv6QTEtPJG5ia10HNQ1urpgyhPxUO798eSdb+8ReDEi1k2SR+PBAGyPynNz7+q4YEfj4fWfws3NLONLhw2GRyHXZONLhS7hocWUf12p/80UXAus6WHbRSLxBOeI6t5qQFQWBiDPZH5ZRVZVUu4Wr/7KF2y4oZ8XGw8xNIKhWFWVyy/mltPcESbVbMJsFfvvG7pi5bTNLZCVb2dvkoTg3hWZPAEEQ9LGQVZVcp4139zQTklVOGZhKerIFsxSJfwjLKklWE7WNbjKSrfpCRbPHT67Lzs/++Ql3XzI6odh72+xyjrl9WExSjLN/a10Huxs9/ObSMbR2B3n+46NU13VQUZBGTYObsnxXlPAd+Z5JFPAFI/Pl7ktGx8WSJHL+93USnkwg62/sVlw1ibl/3JjgG/Hfe+TysSx6ZusJj5tRms3ts8v5+fPb45yPv7p4FEFZIayoLHul5qTb+78u2+m/StfrF3WJfpqohJMJ79rYfVYH8r8jouFftTjwnxpBYWBgYPBV8YWKxX300UfU1tYCUFZWxtixY7+URhkYGBgYGBgY/Cvpr/hLa3eQhU9v4aUllVzw0Lo4AcZhkRiZl8rN55XS4QshCgI2k4QowqFWL9kpVkJh8Icj4rGsqMiKSkhRCfVGJtQ2uJk7aTBA3LkXTCvk7LIcjnT4yHXa2H3MQzCsxInA0H8xL7c3xJWVhUBsAayS3BQa3QE+OdIZs12+yeOnpTtASa6T7UfdenG2oZlJJFtNbDjQRnrScSdzMKzQ6PazeEVEVHpgTkVMgbdZo/L04lo2s4TDIpJiM+ELyNx8Xim+kIw3GNnqL6gCDqvEXxZOpKUryIA0GzuOuPn2Y8cL2Wkuze9OGYLdHCm6tulQO5sOtfHrb47BZhJJS7IQCMu0dAVISzLz2Hv7Y4RjTRi9YvkmKgpSWTitkA5vkBUbD8dFVkS7ea96OlKMrCcQRhAiovmqncdiXMk/mjGctp4ANpOkj4vVLJGdbKXB7dfF3kXPbOWM4Vn88oKReEMyPb3F/455/HznyY2kOyz84bvjCISVhCIwwAf72rhJFMlKtpLcG+fQV+iMHvcF0wr7jSqIPnZBZeS4W1/cyQ3nluANRorh+cMKyVYTZpNAIBzmw4PtCALcceFIUqwSt5xXxm0v7Yi7/gf7Wrnz1VrumF2ONxTm6uVb+fU3R/PIO/tj2jOjNJufnj0CRVXJSrEiCNDhDaGqKkUZSWw60E5JrpNAWEFWVXYedTNxaAZX//ljLqwYwPiCNErynJgkkW5/GEVRKR/g4r7Ve2jtDuoRIotPL0IUBbxBmWNuH69ub+Dssry4tmsinsth4UBrj15MLlrwjm5/3/nSt8ik1SSy/aibTYfa+Ns1k2n2BBiYZifXaYsRok5WjKo/1h9oo6o4M6HgFV0gDuKLUkajvUtW1zZz48ySuMJ0NrOoF4jTXNWqqsY8O9F9B5HibHdfMrpfofRfIcR91a7XExXx+zR8moJzJyqKFz3GXf74QoVf5Lpfxfh81gJ/n5d/1/0ZGBgYfF35XEJwc3Mzl112Ge+++y6pqakAdHZ2csYZZ/Dss8+SlZX1ZbbRwMDAwMDAwOAr5WS/XGv0rXLvDcp8/5mPuOa0oZxVmgOguxhT7WZ6AuGYvNO+QpGWjfv73m310XiDMg+9vY+KQaksemYrLy+t5Kbnd/DI5YkX3vsTdrbUdbCrwUNFQVqMIJvIWasJpHe+WsuDcypiRK5/fH8Kv3lzN9eeWUxLV4AUm4l0h4V8l41739ytC7XXrqzm1lml3DizhEa3n5EDXKhqRFyyWyJu20BIYd2Bthh3biCksHZfK2ZJ4NThWZglgbauINlOGw/NHQuo5LnsSKJAlz+EWRL58GDsOfJdNhRVpcsfxG6JFD2TRPjpOSP46TklHG7zkpViwWU3c6Tdx4NzKqiu72TJimomD03n+nNL+LGs0OkNIQgCmckW7lu9R7+31u4gD6zew7UzhtPRE8LlMHHeqDymDM0gEI7kDV/2+IeMK0jlF7PLOdLh449rD+ii+LHeiJCyPCcPzqmgrTuASQKTHHGR2i0SLruZZReNJNVuBhW6/OH+Jy7gDYZRUVFUhZ4gCTN84bjAC5EIiGhRsC+aEPjB3lZuPBeynTbsZglRVHlgzR7mTBiMxSxwZmm2XujNFwwTkE8gWu9tJSgrNLoDPPKdsdQ2eBg3JI35lUMIhBXSHBG3uyQIeMMyFkFABewmCYdV4qNDHWSkWMlK6c1+tpkYmpnE0Q4ft19QTlBWyEixsONIJB4FIsJ35bAMfnZOCT8+awRdvogLdHVvdEdFQao+308bnkVFQRo3n1eaMKvWaYu4vDUx2SQI/PTsEdw4M+IETndYaPL4kQSBPy+YiNNm5qPe+ZCoKGRIVnno7X16gS9X1Ocneh9V9RF0o1m+9iAvL53G7S/t7LdA3KcZ/+h3Sac3RFF2it4Pfd2V0X2y6PQiLKZI3nOS1YTDIsWc94sKpV8EtzcYJwJDRAjUYmO+jHa4HJ//fjwnEW+7/CGGZSdz9yWj4+6l7xinfIbFhE9z3a+Cf9XiwL/r/gwMDAy+rnwuIXjp0qV0dXWxc+dOSktLAaipqWHevHlce+21rFy58kttpIGBgYGBgYHBV4nLYWHZRSO5+fntcREPV1YW8s7uZiqLMnRHoAi64OUNymw62M7pw7NjMkG1WIlzynOpKsrEaTeTbJHoCcn8af4EHFYTzR4/97+1myumFLLw6c1x7Yp2ePmCEXGuP8G3r0itsXztQf75/Sn86rXaGGFXc68urBpKOMqhfO3KaioKUuOEIptZZHVtM98YO5BFz2zFYZF4eO5YWrr8/GjGcH40YzjeoIzdLJFsNeEPh5EEgZaugF6gatzgNBadHrstXtsqf8XyTfrPqg93ct3ZI2j0+GOcygICi1ds5bThmfzk7BHMKMnRc4ZbugI0ewI8teEgZVHF5RTVTH6qjd+8votXe53UWuTE6IGpTCvKZMrQDDYcaOOyxz8E0AvgfVTXwYJphVze69jOdlpBFbhv9W5dQI+OryjPjwi8WSlWXtvRyPYjbl2AD8oKIwe4CIaVyLZ0m5nq+k5cx7oBqG30cGZpNrKiMijNTrLVzK0vbGd+r3jbHzazhNNmoico4/GdWNAIhBWqijK49fwyLnp4Xb/HRc8xb0jm/tV7WLuvTXepm00CqQ4LYVklrCiYRTOpTjuNnsAJr+/xh1m56TAfHmiPicIYlB7Jt8522qhv8/L9Zz4CYPn8Cfzx/QNcPnkw/rCCqkJ9uw+rSeRQaw+5LhuLV2zV543DInH1qUP52zWT8QYi0RwWk8gxjx+H2YQoQmtXgOE5KfoiwLUrqxlbkMoxd4CH3t7HjNIcsp22OIdoZrJFd9v2dVVHZ/5WFWdy18WjuP3lnZGYkoLUfmM6ICKQ72/uRlZU/Zr9CWSVRRncOru837HzBiNxHeeNyuPKykIclohjfsOBNn3xSYt1uOPlnQnP0dc53FfMTeSu1BatHnp7H0/OG6/nFCdy234RofSL8J/gCj2ZE1wTd/NT7fzm0jHsb+6m0xfCahL1uayN8Wdx037a634V/CsWB/6d92dgYGDwdeRzCcGvv/46q1ev1kVgiERDPPzww5x99tlfWuMMDAwMDAwMDP4VNHn83PHyTk4pSOPKXtdsdoqVPU1dumDzwJwK4CDXrqzm6lOHcv3MEpp7ha/q+k4WPr2Zh+aOJSSrfNArLCx8eosuvBzp8HLJo1t0AaytJ4jVJFKc68QfkhlXkBZT/KmvYJTUK8icSPB9ct54REGIETwqClJp7Qpyw7kl/MAfxh0lHDywei8Lq4by/b9s0cW0vtfVfqZVldBEQm9QZvGKrSyYVkhZvovuQBhZUXmrtimmMNjIKIG00xskz2nliSvG6+3YftRNfXsP/2/RVDzeECFFZfOhdt7e3cSpw7P0Pm5w+7nz1VrGFaRxxZRC5jz+YVzmqybKji1I42BbD4PS7byxs4lnN9XxncmDefmMopgxu/PVDUwems6PZgxn/OA0Jhamk+awYJEEbp5VgqIKHPP4UFV0MXvK0HRunFnKwqqhdHqP9+Wdr9bqxeAqCtKobXBz03ml3PFSTYxwGB1L4Q3KPDlvPAD3rd7L4+8f4IE5FRxo6eaV7Y2s29fGmIK0hOMNERE9rCg0dwWwmESSrCf+p31hZhK3nF+GRRQYNzjtU0UIJFtNLLtwJP6wQpc/RJIlEl+xdOVGvbjfNVXDyE214rSd+PphWeGWWWX4QzLdvUKtACDAuMHpNLT7UFSVB+dUMCDNzrq9rYwc6MJmFhkzKBVFVfEFFboDYbKdVv7y4aEYt603KHPf6r1sO9LJtWcO5/9eq42ZG8vnTeDJtQdjnjPNlT/3iQ+pLMpAFNAdov6wQkdPEI8/jMth4s4TLBZdu7KaqqJMbppZwu0v7WD1rhbW729jwbRCbujNce4r2Gl0+kJxrlRNIGt0+znQ2qN/d9WOxjhxWePU4kzMoshN/2+7fs/a++Y3l47BahIpykpmYLqDOy4cSSAcLzTHOIeLMkiyxI7pydyV0RE1X7bb9ovwn+AK/SxRCTlOG7Kifilu2n9VREN/fNWLA//u+zMwMDD4uvG5isWlpKTwwQcfcMopp8T8vLq6mtNOOw2Px/OpzvP+++9z77338tFHH9HY2Mjzzz/PRRddpH+uqiq33XYbTzzxBJ2dnVRWVvLoo49SXFysH9Pe3s7SpUt5+eWXEUWRSy65hPvvv5/k5OPB8tu2bWPx4sVs3ryZrKwsli5dyvXXXx/Tln/84x/ceuutHDp0iOLiYu655x7OO++8z9o1BgYGBgYGBl9D3N4gnd6QXtAs1W4mO8Wq//K5q9HDufd/EPMdLftSExo1UWXK0AwkUSAQUrCaBZKtkQgIl8OMwyyiqOALRUQzp91MmsNCTyDM/6uOFJpKJOBML8nSXaeBsKILmFqkBMDqn5zKbS/tpLquM6ZdGlXFmSyoLCQr2UpTl5+grDAwzc6OI26WvRqp6aC13yyJKEpsca2+x0cLw0vPKGbjoTZ+/9ZelkwviruPJdOL9OJZFYNSMZtEvWiWRRKxWSS98Nyzm+q4bGIBU4ZmYDFFCn1tOdyB0y5xZkkOmw60k+20EQgrOMwSNotEitVEXYcXixQRjvNdNkrznbR3BxmQZsftC+ENyoi9herMksCmg+1UFKTFtDVaGNOKyX1c36GLuBARvxZMGwqo2M0SVvPxAmKKopKeZOEP7+7jG+MG9VuUbeXGw9x0XhmCoPJJXScjcp20e4MEe13X0eO6ZHoRA1LtvLKtQZ9nf1k4kUse3ZBwHkaP97ILR+ILhen0hkmxRbbi39YnFiC6beePzqdiUCoWk4ggwC9e7D9CwBuUqSrO5I7ZZUiiQE8wkmOckWwlGI6IsUlWE6iAoNLlD+ENKjz5QazQGn1urQidVuDOZpYYkGpFRUBRodsXIsVuJiQrLH5mK/Udvpg2VRSk6s5brV+eXnco4QLKjc9t0wsHas/U+3taKM93ke204fGFSLJKNHsC3PDcNkbkpnBlZSGyonLNXz7ijR9VseyVGl30dVgknlk4noxkO/UdPjz+EFnJViwmkfbuILkuG2t2NVGe52L+U7Hu/v6Ku/X9PFFxrL5F1k40H359yWiau/xc+HD/heZeWDSVUwrS9HMf8/jp9IYI9zqHtblZVZTJkulFFGYmke206d8/WYGvRPfa3319VUXbEvGvKkz2RfmsBee0fvyibtovWuju685/+/0ZGBgYfBY+lxB84YUX0tnZycqVK8nPzwfg6NGjXH755aSlpfH8889/qvOsWrWKdevWMW7cOL7xjW/ECcH33HMPd911F08//TSFhYXceuutbN++nZqaGmy2yD9IZs6cSWNjI4899hihUIgrr7ySCRMmsGLFCgA8Hg/Dhw9nxowZ3HTTTWzfvp0FCxZw3333cfXVVwOwfv16Tj31VO666y7OP/98VqxYwT333MPWrVsZOXLkZ+0eAwMDAwMDg68RjZ0+Drd7efDtvXHCyV0XRyrft3QF+HZvLEA0mnA4a1Qeh9p6dOGn0e3HJAq6qPdgrzBz/bkl3PP6rriCU9eeWcwVyzclFnCKMplXOSTGJZhIbH1q/gSsZpGH3tlHdV1nzNb6XKeN5i4/f/3wMKX5Lt2Bqm2VP6s0h2MePxBxtj67qY4H51Tw5AcHKcl36mJZusNMdoqNug4v3mCkuFWzx8+UoRmc9+BavEE5SoA7qMdjOCySHqfwwb5W/Zin1h1k7b42PSYj12mjJxDGYTVhNYv87s3deuE7h0Xiz1dOIKxGXKi+oEyyzYQogFUSI45UXXyM/PP1zZpI1qvWrkgb9vFRr1geXdSrb58vOqOIpSu36mIhRKIf1tQ28/j7BwB4YVEld7yyM+a7WqSGLxjGabegKCq+kEyS9bi71W6WCCsKwbDM9iMeSvOc/H718diQaKaXZHHTzFJauwM89M4+1u1r45HLx7Loma1x8zBa1FxT24xZEjhteDZuX4g0hxmHRUJV4ZYXd/QbR/DHKyKu8Z/98xNuv6CcXKcNX0gmGFZY30cIvOPCclbtaOThd/YzriCNxWcUsWTl1oRO7OXzJvDHDw5w2aSCfsVZbY6/snSa7iDfcrhdz3mWBIFB6Y7eLOFYJ7aW5xv9nGgLKLlOG23eICZBiLmH4+OdwcxRefz8+R1x/Qngspt5d0+L/iwvfHoLz1w1icv/uFE/x5LpReS7bHywt4XrzymhOxjW85E1Mbm1Oxg3dv09z9F9o4nb0SJtNH2LnEXHkRzp8GGRRArSHRTnpHwuwbOhw0unLyIGe4MyJlHgQEs3WSk2Vmw8zB0XjtTjHfoK0/3dSzR9xecOb4hbX9gekyf9ZRZtS8SJ2n1qcebXwrWs8WWJu/8p1/1X8d9+fwYGBgafls8lBNfX13PBBRewc+dOBg0apP9s5MiRvPTSSwwcOPCzN0QQYoRgVVXJz8/nuuuu46c//SkAbrebnJwcnnrqKS677DJqa2spKytj8+bNjB8f2Vb3+uuvc95553HkyBHy8/N59NFHufnmmzl27BgWS+RFf+ONN/LCCy+wa9cuAL797W/T09PDK6+8ordn8uTJnHLKKfzhD3/4zPdiYGBgYGBg8PXA7Q3y2o5jutuyL1VFGYwpSOOc8hxmP9h/Zuqan5zGL17acVIhp694pKH9vK+gp8UsrNxYx+pdzfrxfYVUiGxv/ds1k2Mcs1p2bp7Lzl8+PMSNM0u5e1VtjOBYWZTBVdOG0tLlZ+SAVLr9IcKqitNmoqbBQ0ayVT9Xe3eA0nwnIOhC7KvbGzl/VB7LXq2JEf6uPnUoM0pz8PWKsGFFQRJE/GEZjz/EgFQ7FkmksddxaDWJ7Drm4dyRedz24g629hGzB6TaUVWV7UfdZKbYMEkCaY5IwTSTJBKWVRrcPlJsJvKcNu58tSau0N3tF5RTfbiDjGQrYUUlzxUxDpilSD939ASxmkWskoSsKpgkkU5vSC/0Fi0gVhVlMHtMPnUdPsYWpOntCcsq/pCMNyiztFeUjF4wcPtCpFhNBGUFtzfElroOnt1Ux92XjI4ZT63NV1YWcsdLO3niinEoKoQVFUkQmPXg2n7n48tLK7ln1S49t/ea04Yya2Qed7y8k+9MGcL2o+6YORbtQv7rwonUNLo5tTibBreP7BQbVrOAVZLoCcq6SJJkkfCFZdy9bmOLJPBJfScuh4WwopLvsmOSBF2w3XXMQ1mek1ynDUEQONrpS3h9gH9cM0V3F0uiQKc3SIrdRFhWcXtDNHf5Kc1zIQhQ3+FlcHoSn9R3xDnVr6ws5NlNdZTkOVm+9iArvjeZ37yxK66PF04rJMki8dDb+2LEx74CdfSz/PLSyph3ghbhsfDpLbx2bRXnPRC7gyD6uL6O2JO5l7Xrn8iVeri1h30t3f32qfbdzyt4Nnn8cZmz2vn7fi+Ru7LvvUSjta2h08d7e1r6fR9/1YKs4Qr93+Jf7To3MDAw+E/hc2UEDxo0iK1bt7J69WpdTC0tLWXGjBlfWsMOHjzIsWPHYs7pcrmYNGkSGzZs4LLLLmPDhg2kpqbqIjDAjBkzEEWRjRs3cvHFF7NhwwZOPfVUXQQGOOecc7jnnnvo6OggLS2NDRs28JOf/CTm+ueccw4vvPBCv+0LBAIEArEFMUwmE1ar9QveuYGBgYGBgcGXxTG3j6wkMx/ub0US4j9fv7+VeVMG09Tp49SidNbtTyD0DsugrrWb+VMGY0JlbdQxU4dlcMWUwfzk7x8jCSqd3gCSEL/G/uH+Fk4rymDt/lYefWdvzGdnjshm8RlFBMJh1veeOxAK8/eNh7jp3BKOefz4wzIOs4SoqAzNdOCwmPAGZZJsJnJSLEiSwI/PLOZwazc/nF7EdTOG09YTID3ZCqqKrKg0dspc+acPuevi0TR5fOQ67RRlJWGSBDy+MC67me1HOnhjZyPTS7Ipz3dxsLWLR9/ZyzmlWcyfMhgRlfX72wiEwjy4Zg81RztZOr0IWVYAla5AEJMosK2+g5ue+4S/XjWJFIuE0yrR7Q9zxogsdtS3c+XUwVx/znC6/TJOmwmHVaKhw4ckCowtSMUfUuj2h5AEdLG7wxfCKols2NfCwdYebj6vhKsqCxFFgSSLFHGRtnlJd5hBVQnLMh5vkBSbiW89sYFbZ5UyKD2J+97arfezwyLx2HfG8fTaA6zdHxGHJCEyrvOnDibJIvHqtoaYMasclsF3pwzhJ3//mEBIRhIi47Wtrp3zR+Xyvac38btvncJfNxzWzwnw942HuWlmCcfcfsKKQkG6A0WFLl+IR+ZW4PYGyUi20NDhIy/Vrs+XvkwblolFFLjzwnK6/WE8/jCZKRaWvbyD9fvbmDdlcNwc05AEcNlMFGclo6oySWYRVJlgUCQgKPT4QyTbzFhE2N/Uhayq7GhwIwgwYXA6JbkpqEBPIIygKlhEiaIMB11BmWRLKil2MxZJwBeSufrP8cUPtWcwySqy6WAHE4dk0O0Pk55swR8I09ITwCKK1Lf38ObORkrznDzy7n4yky08/t3xPP6dsbj9kXnwyZFO/r7pMD89ewSX/mE9gZDMNX/exOPfHc/3Tw3HHLfiw0PMnTiYcYNTmT91CA6LhKKofHiwjR8/u5VASKaq6PizXFWUTigkxzzL/lC49x5UJFHt933R7PbGjV0gFObHz27l8e+O4/unFtIZ1Tbt+qcXZ5LukJBlOe6cHl8QRVH48/qDrO0TuyEJEYe79t1kq8SvLh7JLc9v75OFnMkvZpeyu9FNss2M027WF0oAPN4g330yfleEJMC6fS00e/wkWyM55TkpFu7/9mhau0N0+0M4rCa21nXo9xL9rtXa1tHt46bnPuG7kwf3+z7ue50vm77tTraZyUw247RbEva7wb8fjy9Ia3coskBlN5OZFBmvk9Ho9vfmeR9/BqqKMrnz4lEx897AwMDgvw1JOvnfoZ/LEfxV0NcRvH79eiorK2loaCAvL08/7lvf+haCIPC3v/2NX/3qVzz99NPs3r075lzZ2dnccccd/OAHP+Dss8+msLCQxx57TP+8pqaG8vJyampqKC0txWKx8PTTTzNnzhz9mEceeYQ77riDpqamhO29/fbbueOOO2J+tnjxYpYsWfJFu8LAwMDAwMDgS6DLH6KlK4CsqLy6vbHf42aNyuOd3c18Y+xA3t/TQl27V/+sIN3BGSXZ/GNLPSFZ5ZvjBtLTu6VdEgWOefxU13USkiMFki4Yk89LnzTEXcMsiXx7wqCE5586LJOPDreTlmQht7cAkCQKNHcFGJhmZ/PBdg73fsdhkThvVB5Wk0QgLGOWIhm7q2ubdBdeQbqDXJeNY24/uS4bLV0BThueRZc/zOZD7TS6/YwbnEZhZhI9gYi4pd1HnsvGhCHphJWIeOywSPx9Sz1zJhbw4YE2slKsMW1MsprYeKCNA609cfdckO7glEGpvPRJAw6LxCXjBqIoKiZRJKyoBMMyFpOEIEC3P4y9txjelkPtlOY5+bi+k9buAGeX5eLsdYuGZBWzSQAVXt3eyGn/n73zjpOqvNf499SpOzO7s5WysMsuLN1FFBFQwS6WeDWJkGJLNCqWmGKKXRM1xsTYrjGR6E001cTYYy/YEQTpnQUWWLbN7E479f5xZoadbSqWaHK+n8/93DBzynve856zzvM+7/MbXcbqnXGm1Ub77dtDR5fx0JLtlAY9HFhTQtAjs709hd8j5a8hpZmUFnlIaSaCAH5VdtzNosDmPQnKQx4kUSSjO/0d9im8sn5PwTXnztWdNvjHuztQJJFjJ1QiS85+uftZFfISyBZIe3ndnvx9BRhR4mdmfSmvb2yjIuRlSMTH21vaC65pRNTPoaPLyegm2zuSmLbjpPbIIg++1QTAgTUl7IqlC/bruf+sujLSuokqi+zpyuBT9/ZFMmMwpNjPP9/dwdiqUFastlFlEWxQZZHmjhTeXvtUFfvoShksaeqgqT35vm2YMaqURRta2RlLc+yESt7d1ll4nSV+po4s4ZFlzflnq7Y0wLTaKAIQSzkOvz3xNNGghz8v3lbwrDVWR6gMeZFEAVEQ2NaRLHhOFUnksNFllIe8+SJhuWdgSNjL5OERREHg4Xd35I974mQnDu+RZc3MqIsyqizIi2v7GXNjygr6oud3jdXFgM3Sps4+9/WIsRUUeZU+/dWV1nl29W6aOwfoqwH2zbnWM7qJIovs7Ezx8vrWfB9Ul/iZ01BOJOuQ3BlL8ee3tzEQpx0wnMrwwK7ZXDu3tvVtmyKJdKcN/vDmVuZOrBr0ffx+53H572GwMdXfs5IjrZs8uWJnwX499z92QhVe5ZOZbHBxcXH5d9PQ0PC+2+yTI/iiiy6irq6Oiy66qODzO+64gw0bNnDrrbfuy2E/V/zwhz/s4yJ2HcEuLi4uLi6fDeIpjRv+7LjPAJ7Z0f/ELsCps4fxz6d28+qe3fzkCxM5PuQhmTHxZwtJ6aLIPzc7ItvIWg/vbkvlHaV7EZk5qpTVyQDP7BD7Pc//HFqBJ6qy4JAqtrYn8o7Ay57dxvVfmMj/vb6F1xbtym9/8KgoZ44cgq/Mz6mTw04BNkHgjc1t/GWxs89vX9/Soy0iB4+KcsDkkfz57Sa+fMAo/vx2E2fNGEM0pNK0tYOTD6tFNy0SGRNVErDSzrL/YtNm6iQJRRJ5etUufvvKZn75pf2IFnlIeNO8G/cya/+J/O9LGwvaePT4Cr571IFc/ciKAnfkjFFR/mf2OE5f+Cat3SJgM3VSiH+t3M2Spg7OnlnDnIZyWuLO6qqVbZ3c98wWDqopYcGc/ehI6BwzvAZVEknpJj7FcfzGUwbhgMIdz6/n+Q0mTzTt4YyDRyJHonzp8BoyhuMkDngUFFmgqS3JcTPKaelKEywNEvRKRDwZvIpELK2jSiKrt3dy9eNbSGomB4+Kst9wP3e9uJHzDxvFu80p3n1zD7/40n78JdvXpUGVn3xhIseFvHRn845b4mkeWLqdUWXB/P1/cdce7vnaVB54cUPeRe5XJf5y7nRufGI1izamgR5jZUeaNak03z1qCr96bh3zRw5hZG0x0/bzoUgCJQEVSRSQJQHNsAmWO+cWgO6MwTM7tgPw6p4ubv3yfqx9bUuBe31mXSlfPnw88VSGACIeRaTUdmq9JdIGgWwes1cS+VrFcOIpg6DXyXK+/dn1PLlyV/7ae2Y9W7YT51ASETlpZC02Aq1daQ4O+7jhiVV9HPTHHjyGjG5w4iEjwIa0YXJSjURSM/OO4PZEhsqqEF+IDMG2bcpDHp5f08LvV8WykwQp9hse5K4Xt/P38w4m4U0XPJNPNHUCMHtMGRfMrucPq9exqIl8f88YFSVUWc13H36PL00dzuRhESrCFl+uV0jrJn95u4nZDeU8s2OvYFlfH6Aq7CXh1fnZ653ccVodh08bQsCr0NWj8NylD7/HxKFhfnjcgWxpTZI2zPyz/v1ntgBwxsEjWXBIJVvbk3gkkT3dGYZUl1HZy6nY0pXhhr8ty44VZ0ydcfBITp0cAWB4iZ/yIkfI7c81uTOWJpbSufHJ1QXvifx4Syb46f+MoirsRWjp5pmHdzAQ3zl1FLVlgQG/B6irq+vjtk1qFj/6x3t86YDhPLNjG6fOHjbo+/iDnOfjZF8dpy6fLLm/4Ys29H1Prk0m+OWXJw94nzbtSfDb5ZsL9+ux/6mzh3+qY8zFxcXls8Y+CcEPPfQQjzzySJ/PZ8yYwVVXXUU4HOaRRx7htNNO47LLLtunhlVWVgKwe/fuAkfw7t272W+//fLbtLS0FOxnGAbt7e35/SsrK/u4enP/fr9tct/3h8fjcUVfFxcXFxeXzyjtSZOX1rcxcXgxQ8JeDhpVOmBG8Ls74pi2wO4unW/83inydO/pUzntt28BTqGn3P73vrqV2+Y1AkJB1ujMuiiXHt3Ar55bh2n3XfM8oy7KO9tj3PHCJo4cX8WDb20raM/Ff17GWTNr+M5RY2lLOOLo0m2dLPjTuwWFsS46fDRLt8XY3aXn9zlvdj2yKFLklbFtGxubC+aMJpbUOXxsJRnTZmt7mpIiHzc/va7f4mn9ZaW+uyPOxKFhTp9Ry5/eamLSsBKOnTiEM2bUFuQTdyQ1vnfMWL4nQHfaJOxXiKc0vnrvW7R264DAjLooVZEA3z26gZ89tZZbn9vIPa9s4ayZNUyvjTKrvpy5k4fSmdTpSBokDQszZdDWnWHC0BCmJaAoAgEEPKrMNw+t4yvTa/AqEl5ZQhRhY2sSWRRo79aYOMzDjs40uuVESyCICKLIc2tb+fVLm5xCcr3uway6Ms6fXcfZ97+NaQvc++pWp/jcixvzfX3mzFEEsm7Yp1a3FBRW67kvwKThxVSGfRw/eSinzxyFX3XaiiDy0oZ2oO84eWl9G989WuDiIxqQJYGykBcEwXFuCyKWbSOJEqJoIYgCXkVGNy18HiV/XtMWEEWJoycO4es97lVLVwZRELAQ2d2VwSdLeFWRoEehLaXTpZm0xDOMKg9wxu/eLhh33zlyDAsOH82OzhQAz67dgyDA1BElKKJAedjH8u2dNMfS7DcsQjjgwQZ+dPx4DNOmLalhmDZLmjq444WNzD+oml8/u57500bw0DvbuGjOaETJRhBESoJeRpUXOW4+QeDd7TEW/nlvsbgH39zK6TNqueiPSzFtgV1dGqfPqMVC6DOmT5s2km/+/h1uPnUS3z9mLLviaQRBoDSocuuz69jdpXP7C5sKnoEH397GuYfUURnyMn3U7nze8L2vbuV3Z0zlgjkhbn9+Pef9cSlnzaxhanUxJUEVRRLxqiY3nLIfS5o6eGdrJ48uay54T+RYsi3GkeOruODBd/Of9ZfDu6U1WTBWujJWvr3gZO+mDAoKyeWOdf0XJvDjf7zHD+eO45UBxtvLG9rpypiIXRodKYPpo0oL8pVzzKyLEvKr77vctDjoozi4180bS2r84B/LeWV9G18/uAbTFnh3R3zA9/Eh9aWUh7wfaFnrx0HvIny5NnySRes+Lv7T829zf8P7G7cvrm+jPWlSHOx/nHRrZr9/h3MkNPNTG2MuLi4un0X2SQhua2sjHA73+byoqIiOjg7GjRvHmDFjOOecc/ZZCK6pqaGyspLnnnsuL/zG43HefPNNzjvvPACmT59OZ2cn77zzDvvvvz8Azz//PJZlMW3atPw2P/7xj9F1HUVxlpA888wzjBkzhuLi4vw2zz33HJdcckn+/M888wzTp0/fp7a7uLi4uLi4fLK834/geHa598JFm7lz/hQWzK4D6CX8lXLmzJEseHBpwbFn1EVZuq0z/++FizZnxV9n/4v+uJRzDqnlB8cWCkv/++IG5k8bQcawCs4zsy7KGVmRFeCFtS192pPUTJY1dTKrrhRBgHsX9RVq508bwW9e3shPTp7IzlgaSRTQDIvXNraxcNFmAK6YO5bG6mI6kmnKilTe3d7JdY+v5vZ5jVyYFa5kQeC7R43hB8eKpDQTw3KO0VMEzonCuf3unN9IZchDNKgiCNCR1DFMGwEBw4Kv3fNGXjg8vKGMS44YzX1nHkgiY2BYNq9vauOCB5fgVyX+cPY00rrl5B5n4yDW7IwzLRRlZUeMEdEAPlUi5FOoKQ3QkdDwe2RiKZ2fPr6a2+Y1srSlm4qwD1EAVRZIaiaW7QiJE4eFeG97jJLg3vEgZPv41y9tIqmZXJTti/MPq8OybQKqTHHAcYP+7byD6U4b+FWJpKZz3RfGs7UtiSA4xeIsy0YSRI6bUMW0mhIkQeCtLe28taWN2+c1FojkT67cyRENlVz32EreyRbHmzmqdNCxndKdvOWgKJPQDNK6hSgK2NjYtoBuOsdPZUtVWLZNUJWYVV/KK+tbOWtmDb9dtKn/iY/6Ui6fOxa6MggiVBR5yZgWJX6VIp9CRZGX1zbt4benT0URRYLZGIvOpMbyHZ3MGFWGJAqEvAp+j4RXFmnuTLMnnqGhKsSEYRHauzPYgFeRSOkGHkWixK+S1EyOn1jF3AmVWNhcOKeeWFJnVn0Zu+JpLnhwSX78zaiLMqYiREXIyyH1ZcydWIVl27R2aYwbEi4oSCaLQn5sX3rkaAzTzo+53Ha/f2MrP547jpauDOVFHnbG0lxyxGguPnw0mmER9Do/iUzL4pIjRvPC2hb+tng7C888gLRu0p02CXol2ro0Nu7p5srjx2FYNsmMSZFPJp7SOeu+t2nt1vLP6/7VxZw5swar13sn93ztjKUL7s3L61tp7dYI+1V2x9Nc9rdlzJs2YtCx0pHUuPrR9QVCZu5Y2zpSvLKhjQUpfdBjdKV1fvrEas6eUcMZM2qw+2nvGTNq8jEyH4bWbi3ftqXbOplRF+3zPs2RK9r2aYmZsaTWRwQGp+9+8NDyT7Ro3Ufl8yxgf1Byf8MHomuQ70ODxEYAg8ZKuLi4uPw3sE9CcF1dHU899VSfPNwnn3yShoYGvvzlL7Nq1aoCJ29/dHd3s2HDhvy/N2/ezLvvvktJSQnV1dVccsklXH/99dTX11NTU8MVV1zBkCFD8jnCY8eO5ZhjjuGb3/wmd999N7qus2DBAk477TSGDHFyvObPn88111zD2WefzWWXXcaKFSv41a9+xS9/+cv8eS+++GIOPfRQbrnlFubOncuf/vQnFi9ezD333LMv3ePi4uLi4uLyCfJBfgTnfggmNZMLHlzCuYfWctkxDfnPIn6FIo/M1Y+sLKhwf0i94+w86769ha5ywuHlc8fyg2MbaIlnCPsUVjbHaI6lmTg0zM5YmvMOq8MwLX5wTAOSJNKR0NBNi5KA4z7MnefXL21iek0Jx08cwlkzavLCYVt3hqBHosgrc9kxDQhZJ2gwu/xeEQVO3X8Yj7/XTOPwYhYu2syp+w/n6PGVzKorJeRT8Moium2xK5ZiQVZYA0eEaayOcMfze/+7C5yogiuOH8dho8s4pL4Mw7R4rYeAltvvggeXcuf8KeyMpagIefNtlkUI+xT+ft7B7OhMEfEr+BWJW55ex2ub2jj30Fpmjynn6PEVHFJfhl8VWdUco6kjxcShYdoTGh5ZpKkjhSy2oxkWsZTuRDxkDJZu62Thos0cOrqU7x7dQMin8LV73+LOr0xBlkQSaR2vIiGJjkAa9MpkDIuxVaF8DrFHkSgr8nBbj3uQ1EyWNnWw3/AIF/1xKftXRzi5cShhv0p5yINp2QgCWDac+r+v5wW+HDPqojRWO/fgwW8exOIt7QVOypzY9+zq3eimzQmTh/DD48axM5Yi4B3ciRbyOhnFNjZFXoWgB1KaiSw6Ob2GZbGzM013Rqc467xtT2hce9J4rvznShqH973POV5Z34plQ2nAg1cVeWLFTv65tJlff21/0oZFUjeZUVeGV5ZI605msmna+FSZmfXldCY00obFezs6sW04YGRJPmN4T1cGVRLxqhIZ3SQlC3RnTHw2JNImIZ+CLAkYJtiWI7p6FJHmWJrrH19NUjMLJk1yovD3j27glqfX8uzqlj7XMzM7aZPUTO54fkN+4mdXLEXj8Ag//+LkvCi/oz1FeyLD2MoQmmkiCQKqKvLiupb8BEFv1u/u5vwHlvTblw+ffzCjK4J856/LmHdgNb86rZFYSscjiyzd1skFDzr7XT53LN8+YjQtXZn8d7lJlt50pfWsEzjBKxvaOGNGzaBjxadIfYTMHLGsAFzke39R7JX1rcw7sJrv/tVxvvd8L+Xa++A3pg16nP7oKebtFYA35ydizspe37BiH5Uh76cqvPYUqXvTU5T/rPF5FrA/DB9FzC0NqhxSX8rL/dzfQ+pLKQ1+/vvHxcXF5aOwT0LwpZdeyoIFC9izZw9z5swB4LnnnuOWW27J5wOPGzeO9ev7r1icY/HixcyePbvguACnn3469913H9///vdJJBKcc845dHZ2MnPmTJ566im83r35WQ888AALFizg8MMPRxRFTjnlFG677bb89+FwmKeffpoLLriA/fffn9LSUq688krOOeec/DYHH3wwDz74IJdffjk/+tGPqK+v5+GHH2bChAn70j0uLi4uLi4unxAf9Edwzx+CSc3kl8+s55fPOP9d0nMJ9s+/OJnWbs3Jh/QqBL0yW9sSNFZHCtxq+1dHqCkNcubv3ubGUyZxV9b9+89lzdz67N7/3skJgD94aDk3njKJ+1/dwjtNHZw1s4avZN195SEPL6/bg27aVEf9BDwyEZ9CSzzDF3/9BkA+MkEWneWta3bGKSvyckHWvXzn/CnMqi8DYFt7Eo8ssqk1QW1pgHea2mkcXlxwDQsXbebe06ciIvBKjyrqU6ojTK+Ncu1jK5k8PMJBNVGWNXXmRbHcfne9sJELHlzCWTNrqAh58cgi5SEPbd0ZdsbSyIKADdz5wga+dtBIjp1YyXeOHkNzZ4o9XZm8oDu9toQrjh/PP5auKOi3mVkHpY3drxv6lP2Hc8bCt7j5i5MI+9RsJqtAPG1w6V+Wce1JE9gVS1HeQ6TeHU8zuiJI2Cdz3WOrmDgswsVHjqYlnkESBEzbRhAEbp/XyNBiH4Zp84tn1vL8mj2AI5Lfe/pUxlaGCvqsd4zGhQ8uYeGZB6DpFvFs5vLueJq/vbON+dNG8OCbWxk/bQRfX/gmlx09hprSALPqSguOmWNWXSk7YymWbY9xwMgSJFEgrZsEs+7bpGaS0Cwqwl5GqQFufGoNL6zdw1kza5g2ooSrThhHR2JwJ108pbNxTzcVIS81pUEuO7aBt7e0M25IGL8qEUvq2D4IqBICkLBMNMPCq4oML/bRrZkE1Cghn4IiCZz/hyV8/9iGfNxIaVDlplMmEfEphLwKNiBLFvGUzqKNrfk4jWMnVHDpUWM4enwlM0aVUuSVkUSn0FNOwF26rZOz73+bv5w7nbRuFojtcxrKuOL4ceyKpRlXFcKrSCxp6uAvi5s4/7A6BEFgd9xx3ebE5sbqCEeMrWD+XW/khdjce6E/PHL/ed/gCFGt3RrPrm7htY1t3DavkQfe3NpnNUB5yMvXF75VIDT3XnWQI+CRueyh5cw7sBrY66Ltz909oy6Kli38NljbDdNiZl10wMiHQNaV78mOr4EmEfbFRdlTzOvpxM8JzUMjPqrCn64AnOOjOE7/nXxeBewPy0cRc8N+lRtPmcQPHlpesP+n7Tp3cXFx+awi2LZt78uO//u//8tPfvITmpudytgjR47k6quv5utf//rH2kAXFxcXFxcXlxwbW7o5/BcvDfj9c5ceyqjyIOA4h3v/EJxVX8p1J02g2K8U/BjMRU1kDJNT736ds2bWcPT4Cra1pxhe4uO51S1MHhbht4s2sTS7xL9nNmhrdwY9m4GaE7rmNJTlxd+MYVER8qCbFmnNcV7mhK6FizZzzQnjAKgpC2JYNkGPjFcRSWQM0rpJVdjH1Y+uLBApL587lonDwuzpyjAk4uPV9a3UlgX5wxtb+OpBI/PuXc20GFbsY01znB1ZB3PGsIj4FIr9Kq9sbGHikAi/eWUTXztoJHu60tRm2+FXJRRJwCtLJHWT9oRGxK9gmE6BsMVNHaxqjjFuSJiFizZz1swaDhhRQlmRiiQJqKJI2rDoyhaPCqoSacPg3aYY0aCHjGHhVST8qkSRV6K1S2NYsR/NtNgZS2Hb5Pto/+piFsypI6NbeBSBjXsS+eurLvHRlTZIahbpbN/ujqepCvu44YnV3PnVKWi6RSJjUFbk1Hi48p8rCvJbZ9VFufakCWimxabWBMOKfTy/pgXbJt9n5UUe1u3uyjtY/arEbfMa+2Quz6ov5ZoTx7OjPcWbW9tZuMjJuD17Zg2qKFISVLnhiTUFYvCs+lKuPWk87d1OFIZHdsZVSjcxTBtJEPLjZkTUz/JtMcYNCbErnkYUndgK2wZFEjn2V68M+Iw8efEsBJwicR1Zh29u3B5cG+U7R41hZzyNbloMCfuQJYGOhEaRT87f952xNLVlAc687+18P+RiSXbG0lSEvKiywPb2FKZts6I5lncQS6JAkUdmeTa2JCeQ9sxZ7u3O/cUXJzG2Kkx7UiOW0vErEpGAys//taZA4JxVV8p3jh7DN7LHOGtmDY3DI4DjXH9x3R6mVhdzxn1vs2BOHUPCXh5/b+cA+eGlHDuxkh/9Y0Xf7+pLuWNeI5taE5x812v5ZzJ3vty4ron6uf7xVTyXfW6BPq7ngvt/4nhm3/IS954+lbPvXzzw+Kor5fQZI5EFgTN6rF7oyYI5dSxr6mRLW4L/O/tArnh4RUFfzayL8pOTJ6JZJkfe8goL5tSxtKljwOzefXGaxpIaF/5x6YBi3r/Tvfph/pZ8llja1JEfc/3x8PkHs1918afYok+O/v6G58Tcqg8QgZH7u56b6C0N/mflKLu4uLjsK/ssBOfYs2cPPp+PYPCz94fSxcXFxcXF5T+LD/sjOJbU2BVPs73DKXKVExWnjijOR0n0jJq46ytT8kvBc8JIY3UxS5s68gJwTujxyCLt3RkmDAtz/eOrB8wFzok9OYfpXS9uLHB0zaiLcs6sWqoiPq59dGUfsebKE8azoyPFO00dHDCyGJ8iU5TNbkUAzbC44IElbOtIMSebz9uR0An7ZVRZojOhoZs2hmUhCAK2bVMV9rF6Z4ySgIffv7GFr2WF4yFhH5GAgiKJJDMmfo+EZcH63XH2H1HCjx9+r4/w1lu8G0jomlkX5QfHNrCqOU5DVQiAtG5R5HWiL8BGMxyhcdmOTqpCXsYOCbGtPYVXkSgLelizM0ZZkZfigELAI5PRHVHdK4vs6c4AjoO2P8E2d+/Kizz87Kk1/RbxmlVXylkzR3LmfYv7FcZywtx9r25m0Ya2QcWzWXVRvndMAzs6U5QFPdnMYSeTOa1ZRIMebGySmokqiRT7FTKGiWlDIm3wpXveGHCc/+mcg3hnazvjqkKUF3lJZAyKfAqSKGCYFjc8uaZf12BOoDYtG9O2wQYLxyWc1k1a4mnGDQnR0qVh2zblIQ/rd3VRXxEikTEQRQG/KiGLQjbmwSaW0inKxpLs6UrzyoaemdXjmDQsTFNHElVyJj7WNMe57LgGlm7tIBr0YFg2VWEvtg26aaGZe3Ovc3ERV504nl2dabZ1JKkIeSkJqPzi6bX93sOZdVH2qy7OO1tn1Zdy1QnjOfGORSQ1M3/PljZ1cuf8KXgVkTte2NBHaD17Vg22TZ+85Zl1UW78n0kMK/G/r5h43xkHsLipg2PHV+YL5pUGVX717LoCcTjnMjctm3N//07BuOotMId9TpZ1Lhd52bbOfu91rrjkzf9aQ1NbMh+n0pVyctUN0+L8B5ZwUuNQ3m3qYElTZ7+i84cR3vrjo4p5nxSfZZF6MD6vAva+4oq5Li4uLh8/+ywEG4bBiy++yMaNG5k/fz5FRUU0NzcTCoVcUdjFxcXFxcXlE+HD/giOJTUW/HFpv0LJIfWl3PzFyXz3r8vy3+eceLBX9Hvwza3Mnzaij0Ayoy7K2TNrKC/y8N72WD6WwK9KjIwGuO6xlX2cgD89eSLbO5PYtlCQJ7pw0Wb8qsQd8xsp8irEUwZBr0RLPMNlDy3nplMm5duVIycQHTehitaEE3fw+qa9Alpum2tOGM+EYWGaO/eK4X96q4nb5zVy7yubaRgSYmp1MWG/giqJJDQzL/TtjKWRRWeJ/UG1JWR0m/akRnfGYHixH68iopsWlg3daYOMYTI04uvXBXnlCeM5+763uerE8fm+7C2s9tz+6hMncNo9e/N5cyJ3a7eWF7NX7oixJ5GmcXhxgZjnVyUWnn4Ad76wocB1O7MuyuVzx3HMII7ZhWccwFn3vT1g2/Jie1KjNOBh7u2LBjzWoxfOJJkxMC2b1za18ae3mrjxlEl9jjmjLspFc+oZEvYSz+gIiBx328BtfOqSWYgIXPfYykJXc9ZVmjEsfvL46j6O4wvn1HPG797Ki+N7XeUalSEvlm3TmdIo9qnIkoBl2SAIdCY1Xu0hzub6IKUZhH0qhmWT1k0CqoyNU1wu5FPwyCJiNt6iO20giQKLNrTyhze2cumRo5k8PIwsilz/2Ko+13HVCePRLct5hh9cmnf4HlwbJexXmHvbwP3++IUzaUtqSIJAechDRjc5/vZXAQpctkubOvM51oIAKc2Z4In6FZKGSXNHmpKgimZY7OnOEPYqjIj6CXpkWrs1TNvmusdW9ft+yeVI3/H8Bu76yhQ8sph3+Z41s4YjxlbQ1u1U/Mu9A26f1zioE7h3LMnhDWVcdsxYrnlsZb/b/eCh5Zx2YHXeFT004mPptk6ue2xVwTsiN86X9Jjsgo8vu/ezKuZ9VkXqwfi8CtguLi4uLp8d9kkI3rp1K8cccwxNTU1kMhnWrVtHbW0tF198MZlMhrvvvvuTaKuLi4uLi4vLfzkf9kfw+wnHT108q0AU7O3wzIk2uRgISRRoSzjOvtxy+tmjS7nkyDHs6crQmRV3t7cnmd1QTkIz6co6JgOqhGjbXPnYqn6F5cGWjB87of8l6jPqolx2TAOn3fPGgMLRN2fVUhsN8OrGVsqzUQplQQ8Bj4QoCOimI+6qokh5kYfrn1iVj6DIHWPB7Hp2diapqyhixY5YQcG4lniaoRE/hm1x76LNrN3VxU2nTKI85CGRcYqEqZLILU+v4ckVu/N9Or026hR5MywifgVZEomldAIeGZ8isXxbB2G/mm+vX5XyrtQX1u7hT2818Zdzp/PTx1fxlayjuTIbZVDsV5AQCHhlkppJPKUT9Mioisi29iRn3be4T1/m6OkK7yk+ZwyTYcU+VmyPc93jjpDWc9v++Ou50ynySizf7kRh6KbNyFI/nUmtIMaiJZ5mak0JkgDXP76ar0wbwX2vbhkgR9iJsOgdbbH3+1KuOWk8ApDUTZIZkyKvjCwJaLqFbtn5CQtBAEkU8Egiad1kT4+xvbGli/MOqyOZFXtNyyaRMQhli491JjXe3NyOIgkcOrqclGY4Lm3DRJUlBEGgO5uZ3BJP05HUGF0RYmds74SELAq8vaW9X0f1zLooU0eWYFj2XiGz2MdLa/cwIhrgW394Z8B+/9M5B3HPyxs5Z9Yo3tzSxuwx5dz01Jo+z/WU6mI8skhJQAUbdsfTLG7qYO3OOD//4mSAPgJmUjP5fnYFQU5Evb/Xveot2N57+lQyhlUwVnpOOuXozwk8dUQxAY+MZlgFEz09J1dOahxK4/AIQY+M3yPx3vZY3g3fsz3Di30cfWvfCYbcuY6fWEVaNz9TYu0nzWdVpB6Mz6OA7eLi4uLy2WGfisVdfPHFTJ06lWXLlhGNRvOfn3zyyXzzm9/82Brn4uLi4uLi4tKba0+awBX/XFHgwhuoCMz7FQSKp42Cf++tbA+vbmjLF0+aURflqhPGc+OTq/uIpBcfOYZ5v3nDOb9PIZ7W2X9kCQnNwHJW32NZNutburn6kZWc1DiUgCpxxfHj0E2bWFKjNOjBtm1ufnptHxH4+8eMIZkx+hSNygm0L6xtyRdiunzuWL59xGhaujJ5t/HvX9/CGdNrKA95qQh5SWoGPkWiuTPNZQ8tp7Vby4tKtmBz5NhKvjJtREHRNUmAydURfv6vtYwqL6Ii5EUQoDLkZUjYx81Pr+GNTe35QlAAoiAQUGV+/q+93917+nAAqsI+TMvil8+uK8g9vmLuWCYMC7OptZu6iiIsC9KGSTxtsG53F1VhHxc8uCQvhLV2p5kwLEJ5SCUaVBEE6Ejq7OnS2J0Vhi940BHfcoJ+ZWhwoWRE1M+9p08FHLHytHveyN+TIxrK+MYhtfz+7AMxTCfLeTASmkF31hEsCAJ+j4htW1SGvKR0p4CaP3uMefe8wc9Pncw3Z9Xym1c2cfqMkVjYfbKHrz1xPBnT6lcEBnhlQ2s25iHDnq40B9VGnWgGWcIwLQIembtf2pDv99Kgyp/PPYh3t3VSFfHhVyWOm1iFSBWCCF7Zw5b2BAFVZnixj2dW7WZUWZBoUOXo8ZW0JzTasi5tryIjZ2NFRBFe29jKPS9vorE6wpkzavj6wjf5zpGjmTQswoE1JRT71YKigT1ZtKGNH88dRzwbZQA237x/Mds6Uvn7MxBBj8yRYyuIFqn8+qVNACyYXQf0fa4XzK7n6VW7mDAkXCDMtnZrjCoP9skS/36PYpW55+72eY2cd9io/ETQ0m2deRE4VxguJ2bnyBh9C731fv/k4i2OnVDB945q4NgJTmG9oFcioMh8KeuYz223YE5dPrP79nmN+Wd46bZO/vxWE987pqHf/sr1xxEN5f8x+bIflLD/sy/89mZIxMft8xo/dwK2i4uLi8tng31yBEejUV577TXGjBlDUVERy5Yto7a2li1btjBu3DiSyeQn0VYXFxcXFxeX/2JyWb7vbO34wMuXP6wjGAqLPgU8Ml5FYvXOOLc8vTa/zLqnG1YWBb730Ht9lpznjiEJAtUlfroyBs2xVD4rVZEE3trsuCFLgyo/P3Uyw0p8Tu6t5rg4VzbHuOHJNdx86uR88bee567sIYzOqi/l/MP65vVeecJ45v/mjXzEQmlQ5Y/nHJRdrm8WRFB8bfqIfDZvMmMS8MiIArywtoVJQyNs70g5S+2zbWjrzjB5eARVEunKGCSzsRJvbm5jXFWY37+xhXFDwgX5pkMiXn721BpeWtdacB8rQl5s20YSBbozBkVeBVGAWEpHN+0+bsirT5xAc0eKX7+yMd/fU6qLCagSlm0T8Mjc2kNohr0O6p7u0J7kXKgThoYHjAIREPIF+XyqyJ3Pb+zXuZuLBljVHOOSI0Y7bmZBIKGZvLfDccMeNrqcXfE0giCwpKmDfy7dwX1nHchbm9qoCvsI+xVkSaArZVASVHl1fSv3vbaFX3x5P7549+sDjuu/nHMQRT5n3wv+sIR1Ld0cN6GCbx81Bs2wEBFAgETGIOiVWbUjRiSgUlbkoTttEvHJBD0y3Vk3dajXsWbWRTlrZg2yILK9M8mQiA+/KhNQJQzLRpEERFGgubOw4N+U6ghXnziBjG7wxV+/kY9CGIh7T5+KX5UZHvaQsmw03SKeNigrUrnmkVUDOKZLuerEcTy2fCeCAG9tbs/nAQ/0DOXGaU5Qhf6Lbg30PvGrEg9+86A+xetyTtwH39za5/j9OYJzx+pZrLJnfEzP/lowp453mzoKzjdQnMms+lJ+dsokUrrJnFv+e/JlXVxcXFxcXPqyT0JwcXExr776KuPGjSsQghctWsQpp5zC7t27P4m2uri4uLi4uPyX8n5ZvwPlIr5flMTNX5zM9/66rN/vc0LewkWbeeKiWVzx8Io+y78vmlNPcUDNF3nrGXugyiKGafHqRicb9menTuJ3i/YuIc8Xj3thY58c2zOy+Z43njKpj7AMjmja0pVGRMDMFvV6bUMbYyqKKA95iaV0In6FWMrJV82JwDluOHkCT7y3q4+QlmvTva9s4rRpIwrykZc2dXLOIbXMrCvFtBw3rFeReOy9ZoC8qN3zWLm+sLEpC3pQJJHORIZIwENat9jWkUSRRPyqRHFAYUeHIxxubO1iek0psiSSyOhEAx4ypuOgzQnEe+IZioMKImJe1ExoBu9u68S2YVpNCZHsmMi55mRJIJbUKA54uPqRlX2K9n3/6AY6Ek5fDS/xo5kWO2OFYuaho0u57JgGEhmTlG4SDahc2etYs+pLufL4cWimhSg453xjczuCAJOHRhgS8fXN960r5dqTxmNi4RElunvEigRViTtf2MCfFm8H4L4zD+CM373dZ8zmWHjGASzf3smRYyvYFU8jSwIjSvykNJPOHvnTf39nO9852om+8KkSibRJOKDgVyQu/8d7fXN7jx/HzniaYdkc6NezTu/chMeIqJ/OlI5uWoT9Cj5ZcuJR0jpBj1NQLm0YfH3h24ytDPGDYxsGzVh++PwZBLwSumHy86fX5ScVDMumJpvD3buNPzy2ga8vfIvWbs3Jij7jAO58fgPvNBVOIJWHPDy3uoXl2zuZP21En0iWZ759CPUVRQXtGaxYZWlQ5a/nTqc5li7I/17dHGNeP8e/4X8m8uR7Owd99/QUjqEwtiQfS/HaloKx1zPOJBc9Ul3ip76i6DOfL5uLaYinncmH0kD/LtcPut1HOYeLi4uLi8t/KvskBH/5y18mHA5zzz33UFRUxPLlyykrK+Okk06iurqa3/3ud59EW11cXFxcXFz+S/koldLfL08x5zTuLQr2zPj827cOwiPLmJZN2jCzIqiTqyqLAs2xNCDkhZel2zrZ2NLFqfs7UQgZw8KvSNjYVIZ8xNJOZq0kwq6Y4wj1Ko6TNdjDydo7Tzetm5iWjSQIJHWTsE8hrZtc2ENkyjkN7zvjAAzb7je/9OoTx7OjI8W9r2zuV9z2qzLtCY2SgIoiO0XDTBs6kk6G7O5YigNro3z516/nBbd7T5/KXS9uLBRE66Kcnu3Hq08YR22pHwsoCXjI6BYJzSSgSgC8uaWVCUMiFHkVutIGAVVCkQVkUSSjW1i2TXfGQJUFQl6V7oxBSneKnokIJHUdv6qQ1AyCHicbeE93Bq8s4VNFwj41m08rUF6ksnZXF6Mri2iJFxbsmlIdyQvxN586mT1dacYOCdESdwryRQIqN/+rMG92b9G1DJUhHyt2dHL1o6vyRdnOOaSWw8eW0xLPUBHyctOTqwfM9/3x3LFOdrJpE0/pBLwyRapEayKDV3GuqzSoclUv8Tl/jPpSvn/0GDTTyV5OZSwQIKkZlAQ8aIaVzVp2nqvptVGSmklrwhHHaksDfYq39byfV584gS1tCaqjfjTDoivt5AbviqX4/t+W01BZxJUnjGdPLM3rW9o5bHSZI7p5FVRZZGcsjSKJlAU9pHSD25/b0L+zt76U7x09hrPue5uvTR/BgSNL+hQEvHzuWCYPi5DQTHTT4u0tjtg+YUgYcMTe1ze2Ul9eRGmRh5RmEvIqCAK0dmeAvgUWc8/BT78wkRGlgYI2vd976L4zDmBxUwdzJ1aRyBiEfQp+VeLqR1byzOqW/HaHZB26FvR5N/V+9/Skt4vYr0r86ZyDEAT6uId77tvz/fhZzZft7z18SH0pPz15IpppEUvphLN54z/8x3t9trvxlEkMeZ/2D3SOD7Kvi4uLi4vLfwr7JARv27aNY445Btu2Wb9+PVOnTmX9+vWUlpby8ssvU15e/km01cXFxcXFxeW/lCVb2/mf/x14KXx/y7h78n4FgTa1dLO5LVGQqdlTTHlkwQxOu+eNvKPQpzji5Vtb2pk8LMJvF23qk+V6+sEj+xVzFsypY1lTJ+80dRQUeMuJvjNHRfNt29OdwbJsSgJqvzEHvQWjnk7CBXPqWNMcZ960aryKVOBSVCSBZds6mTQswqz6UkwLfKqIbTsxEL9+aVNeEL3mkZVcfeJ4KsNeurLFv5KaQVqzKC3y0JUt8LanK8PKnTEaKkPAXsdlLiP2GzNrEQVHjCnPLs/3KhJVIS+3PL2W1za1cdu8xgIXcs9+mTEqSsSvYlg2ibROWZGXzpTGni6NocVeVmyPccsz6/jZqZNYuKjX0vi6KGfPqsWniNzx/EZW74pz0ymTspnJTgyHAMRTOl5V6iPEz8yeW5ZErnlkgCJt9aVcMHsUCx5cmndy9xwTOaemJAiDumAfXTADG9AMiz3dGaIBlSEhL7plk9RMkppJ2C8jiyJX/XNlgYiayxDWTAvLdlzSxX6VlG7QlTYpDiiookhbIoPfIyMJArIMMiI2TnE5gLm3Ddy+py6ZhWk6bQl4JCwbBMEmnjJ7OI23MaO+jB/9Y0VBZErv/rj0yNGossR1j/Z1R3/36DH86rm996G/aIfd8TRVYR/f+9syTjuwmsNGlxFLObngvZ/hGXVRvnvUGNoTGmffv3jAds2qK+X0GSMpD6pMGl74ThnMUdvz2cs5d3MCq1+VBnz/9Hw3BTwyi7d2cN1jq/q8NwZyCd97+lSWbussKHLZk/6cvp9UgbR9ddsOtuJjZl2U/Xq80z7MdX7Qc3wW3NAuLi4uLi6fFvskBAMYhsGf//xnli1bRnd3N1OmTOErX/kKPp87m+ri4uLi4uLy8dHcmWJLa4L5v31zwG32NdsyJ1wIwBWPrOhXYMjlyp54x6v5z/yqxOMXzuTKR1b2ySyuCvvozujc/dLGAuE2x5yGMi46fDQ//9calvSKfOgpnp41syYvevTMLdZMi+piP8u3d3Ld46sLhK6ewnDuPHc8t47Tegirufb3jKXo7TzGhvIiD9c/saqgmJsTG7GZ06ZV5+Mizj20ltljyhEESGsWkijQmdIQEbCyDmjTstkZTzE84gNBwLRsutJOREFGN4kGPKR0E1EQAOjKGBR5ZFRZpDOp4ffIKKLzvwNeGRF4d1sn0aAn77b2eyTKgh6u/OcAQm1dKWfNHMmqnXGOHFvZbzTD1SeNRzdMQMCwbNqzDujl2zsZEvYycViEY3tlSvfk0QtncNOTe+/rlOpiPLJIcUBFM0xiSQOfKvGlXw88qdFz+X8u4/ns+97mpMahTK+NIosCxQEFy7aRRaf/EllR1q9Kede4V5FIZ/Omc+5zWXLc1YmMI+grkoBmOterSE4EQ3fG5IuDtO+v504nnta5+pGVXHXi+D55tD2zlO9dtKlPZIokCgQ8Eiu2x7ju8dUABd/Zto0g0EdQzx3j4GwfFPmc6JOkZpHWTbyKRFtXhsnVEa55dGWffOczZ9QgCwKLmzr6fa5yGdY5h/0/L5jRJxoC+neV9n72ejp3P6zI2J9jNxcX03tiqWd8TX+i9qfp9P0obtv3c1rn+nOgXOUcg/0d+CirSlxcXFxcXP6T+NBCsK7rNDQ08NhjjzF27NhPql0uLi4uLi4uLnkX1+ThkX12gg1ET+Hi20fW91l6Do7QsmB2PW9taeOXz6wv2P+v5x6ET5GxBbsgXuBPbzVx5/xGbFvg9hfW9ytIPfTONs47rI5ExkASRQzL4rWNhUvU94q1GwoEy5l1Uc6eWcuy7Y6jN6BKmJbNaz2WuOfO8/d3tnH+7HoUSSBjWAgCdCR1DNOmrSvNtNooOzpTdCT3uoXXNMf55iG1ZHSL7Z3JAgdmW3eGcUPCiEK2MYJAIu0UHJMESBsmguAUNwv5FGzbRhShK20S8insiadp684wpipEUjPRDGc5vyoLHDG2sq8ztL6Uq04Yj2E5Wbu7O9Ms2d7B8IiPScMjeYesV5aIBGSSGZPjBnGzPnnxLATgJ48PFH1QypUnjuOGJ1b3cV8vmF2PKMCX73ljwOMvPGMqZUEPgiDQ0pWmrMjDe9tjXN9DsH/wm9OY/5s38/e4pxDpVSRGRv20d2cIeJ1YgZ2dSURRyruWEcAniaSzrt9YUqfIJ+NXJEeMNyywwYZs0T0ZjyTSntTwqzKCAKZlYduwpyuDjSO+5iYhJg2LcNZ9A+cPP3XxLEcgt2wUUSCpmUiiE23ilSVEEXbG0ngkEa8qUuRRiKd1gl4ZnyLR1q0R9DqF5XbFMrQntT5jL6mZ/HbRpj7Z2OUhD6ub41SGfFjY3PvKpj5i/oWH1/H6pjYmDAkXOPxXNccYNyScF03vf3Vzwb49xdzG6kg+GqI/l2vasNjY0k1nD5d9z2evt3O3t8j4fs7Z3o5dryL2iZfoveqg91gaGfUzNOL7VFyuH9VtO1j2MuydHOk5SdIfg60Meb9zvN+qEhcXFxcXl/8U5A+7g6IopNPpT6ItLi4uLi4uLi4FtHZrvLK+lXe2OjEKQJ8IhptOmfShxY5YUitwr/36pU1MGhph7sQqzppRU7D0PK2b/PqlTX2O4VEknlq1izU74zRUhWgcHmFcVYibTpnEG5vbGR7xceXx4zAsm2TGxO+RsnvanHdYHZIIb25u5w9vbOXGUyaxbFtngduvsTpCWrfYf2QJ582uQxadompBj0TasPCrUfwembauDG2JDLPHlHFgTQlRvwoCtHZpfOuwOn7xzFqWb49x0ymTKA95UCWR0qAC2Nz6zDq+ecgoUrrjqmwcHqG62EfYp5CSDcb5Q6iyREdCI2NYNHWkuPrRVUyvLeGSI8aA4LhLPYpI0nTcpyV+laqwl4xp0ZV23KjFfpGt7UkkwXHa2rZNWjOpDHs5enwlAvQRgQFeWd/KNY+u5LqTxpPSLXTbYr/hkXzhs0RmbxzBr1/ewJkH1wx63xMZA920+hWBAV7Z0EpGt/j2EaP53tENdKUNfIoTm/DC2hYmDo0MevwSvycvFJ81s4ap1cWMrQrx13Onk9CM7P2TmVVXWhAN0lM0zInfJo6gG/Z76ErrCAJ4JEeMt7MicdowQQBBENjcluCvi7dxyZGj8SsS8bSBYdropsWOjhQPvbONS49q4Pm1u5gyvJigR8nGOjj/pxsW02ujlBV5mFVf2n/+cF2U59bsZkxlaOBCgobNsGIflgWrd8aoCHmxbLjrhTUF/X54QxkXHzGapO64mKfXRjl+YpWTw61bfPeoMSiS6ERQqBK6ZSMKMGVEMYZp9yvm52Iyjp1YWeAc7e3YveiPS7nmhHH88Lhx2dxoZxInJwKfOaOGWEqjuVPs1+V60ymTGFkaGDTftyddaT3/v/tzzs6qL+WGkycyrMQ/oEj88y9OLhCHZVHg2Nteyb8zkprZR3z+tKIOcu/p/nh5fSut3dqgbQl5lUGP75HFgv8/EEWDHOf9zjHYvp82bkE7FxcXF5dPkg8tBANccMEF3HTTTfz2t79FlvfpEC4uLi4uLi4u/dLzR7BhOQuXcuLNWTNrCoTa6hL/Pi177i1cJDWTCx5cwlkza9hveDFb2hJUhX3sjqe54MEl/eZ1AixctJnHLpzJVf9cWSDCzKiLMn5GDSff9RrTa0u4/PhxdCR0OpIa0De/9I9vbuW6k8azqTWJX5XwKY5g2JHIcNjockQRdsXT+FQvr29s6zcS4mv3vsX+1cWcP7uOs+9/O+8SvGLuWL595Gh2dKTJ6BYhr0x3Wqci5OWcQ0exfLsTsZDDtB3h6vTf7T1GrhjarLpS5k6sQjctfvXsWl7b1N7HsfnM6t2s2xXn4iPG8L8vbmDckDCNwyMYpk2RX6ZmRAmxtIZmWjS1J1nRHGNWXdnA4uz6Vja1JgmoIrtjGaoiXtoSGj5FQpEEtnekUCWRQ+rLCPkGF3MUSSSlm4Nuk9RMQl6Z59fu5mdPrSv47qcnTxhQJJ1ZF0UUHQH/1Q1t+fHQMyrhV8+tZ2lTJ7fNa+TYiZV9lvLnrveaR1dyzYnj2dGZQjMtBKAk6DhR7Wx8Rko3EYDSoMrm1iSiAIfUl7G7M4MggCILBL0y3WmT8pCHrx88kuaOFG9sbKe+LIQABDwyAY9MMmPgU2WiqohgwbUnjufK3vnDdaVc+4XxJDWTjqTGt48YA9hcefw4VEnkyn+u4NZn1xds/52jx/CN+99m0rAwP547DsuGnbEUgiAANoZpEVAlKoo82IBhWfzymXU818ONPaehjMuOGctPn9wb93Dv6VMHFfMvPqKeB74xrSCGomeswv7VESZXFzP/N29w2oHV+Umc2+c15gXhv59/MJf9bVmf87y8vpXLHlrO7fMauX1eI63dGh1JjVhKz+/b+32RExl7T0D1vOc/+Ptybjh5Itc8topnexWWy8Ur9HYNTx1R3G9e8SH1pZQGPz3hMN5D6O6Prvf5vjSockh96YDZy0u3dQLOe3NGXXTAlSGDXfNg5/i0+2sw3IJ2Li4uLi6fNPuUEXzyySfz3HPPEQwGmThxIoFAYUXdv//97x9bA11cXFxcXFz+e+j9I/iDZEKWBtUP7Z4abJnwIwtmcNNTaziwpmTAuIgLZ9fzZjYu4vdnHkgkoGJaNhnDiUDwyCLtCQ2vIrE7nuayh5az37AIlx8/lssfXlGQqTqzLsp1X5jA0q0dXPrX5fhVib+cMx1Zdpbse2SJlG6SzJgU+ZwCXxnDIp7SiQZVLBu60zo+VWZVc4yd8XR+WbxXkbBtm4BHAhxRzDBtMrqJLAn4FCcqwLBs0rpJ0OPEOXhVke60iWY6jt/FWztY0xzj8LGVlIc8PPjmViYOi3DE2AqSGQOPIhHwSGxvT2EBtm2jiiLhgIIiibR1O8JvRZEHRRa56cnVzOuRW/x+S77/+q3pFHkklm+PUVrkJeSVKPF7SBkm8ZQTTSGLAl5F5MqHCwXMHLPqSvn+MQ3E0zpfGSRv+uHzZ1Dkk/jJ433jIS4+vB6PIvGzp9b0GRPfP7oBVQbLdjKW25MaxX6V5ds7ub5HFu7BtVFkSSDkVThmkLzhxy6ciWXbKJJIImPgUyRkSUCVRJK6SXfaIBpUyegW3RmnD7rSBmnNJGNaDAn7UCQhm8W8N1YCGyzb5oW1LZQFPYwbEialOzEdr2fjRfyqxB3zGwn7VGIpnbBPYXc8zaqdMRoqwwVxJLIo8PaW9n7FuVyfr2iOUVsa4IIHl+SFV4DKkJdnVu/mnpc3kdRMjmgo5/Ljx7Izli6IK/nTW02cdmA102ujKJKIZdmc9puBIzr+cu50SgIK29sdt69p2wiC8zwNjfh4auUuBAHe2tx/u2fWRbnsmLGccMfAMSM93z2mbXPdY6veNxrh/XJqH/jGNF7f1NanINxA8Qr95Ql/mrnAOd7vup759iGIgjDoO/qDZCPnCvz1zqX+oNc8WH/lCvr9O124bkE7FxcXF5dPg32y80YiEU455ZSPuy0uLi4uLi4u/8X055Z7PweYVxH7/HD+IO6pwZYJv7C2hQtn1/PbVzYOGBcR8Egsy7rU3tzans8fbRweoS2h4VckTNtGMy0UWeRnp06mvMjDsm0xrjpxPLph55d4+xSRtG4wtNiXv9Yz7nuLP55zEIZhszPmxFPUlgZIGxYdSY0in8KQiJcd7Sm2diSpCvu477UtfPvIMVz1yIqCPOPeYsqMuihXnzCezqTGL59ZR8OQEFNHFOPNZsyKgoCmW7R2Z7jsoeW0dmvMqIty0Zx6Qj6Z255bz/ePGct1j63knpc35YvFaYZFVcSbFaYd8dGybM75v8Vs63AEuQVz6tjU0sX8aSOoDHu4Yu44bBxhcjBsy0YURcysQzxtWFjYCAjIooBuWiiihG5ZXHvSeK58ZGWfpfcLZtdx5n1vcdMpk5hVV9q/WFxfim6Z7GjXOWJsBV+ZNiJ/31viaSqKvNz41Goaq4sLxsTSbZ386rl1jBsSZlVzjIsOH83dL23MZ9zeno01yeXwLt/eydkzawe95pRuEvbKWEBAlfCrMinDJGM4ecmiKJDWLSzbJuiVWLszTn2Fk70siwIINs+taUE3bQ6qccTnoEdGlcRslEg5PkUiY1oIuiOQzp1Yxay6UkI+BVkS2NWR5p1tHQgCTB1RwpTqEpKayda2BGOrwkypLqasyFPgBO7JKxta+ZEk4JEEokGV2+c10pnS8wUVbWzmNJRzUG0UrywhiQK3PruOM2bU9pmAWdbUwcxRpby+qZUJQ8KD9l3IK5MxTCpCXmwB4imdtG6yuKmTipDT3pyoCH3jZk4/eCSxlDboOTqTGlc/6oyz3LFs2+5XoMyJd+/nnI2l9LxI3pOB4hWGRHzc/MXJdCQ04mmDkE+m2K9SEfIOep6Pm8HctrPqS1m8tYMf/v29/Gf9vaOHRHx5h3XvbOSe8Rd/fquJm06ZRFq38tuVBj+YaNvfOUqDKknN3Ke/Ix83HzViw8XFxcXF5YPwoYRgy7K4+eabWbduHZqmMWfOHK6++mp8PneZiouLi4uLi8tHo78fwbnCTlAo1hxSX8pPT57IVb0EP3B+MP8gu3R7oB/NgwkXy7d1MntMOUeNr6Q8pBINqgiCQEozMSyL5liaXzyzjhtPmYRmWPk29pf1ev5hdXzr94vzbrZrThiPYdrE0zp+VUKVBRZvaeemf63l5lMnF4jOuzrTDCv2URWWSGkmrd2a4wgWoSWeQRChOKAwwR9GEQUmDYugGQY/Pm6sk0usmSiSgGk5juCFZxyAadm8vqmNs+57m3vPOICjxldQWxbEsGz8quMeLvLILG7qoMircO1JE/Lit2ZYyNkIhpZ4mmtOnIBmOmKMIjn5xa1daXweR8Bp68pw98sb8yIwwJqdcX5w7FiuemQFr25ow69K3Dl/Cj5VHFCcnVkXpVszKPJJTK0pwTBturP5tx5ZJKWBJAgEVAnDsrj+8VVMHu7kvMqSQNSvImf74f/OmkY8pXHNSeP7jJ1Z2QgHy7L5v9e30DAklBfUvIrEfsOLeXdbB6fsP7zPvc7Fc+Ryc79x/9tceuRorpg7juZYCtveGwfSWB1hwex6Qt7B/zNcFGDZtk4mDY+QNm2MjE532qC8yItuWehZx7ciieiGRV1FETvjKYZkRda2Lo3asiBlQQ8BVUKSBETBcRObNmiGjShYBBSJpbs7iaUMDMumKuxFNyxEQaQkqLL/iGICqkzIJ7O9PYVt2/ms6CnVES45YvSg19GdNmjqSPHM6t2ce2gdd724kdU74yw84wBiKYNYtuDaog2trGmOc/asWr5x/9ucdmA1Z81wMp9zReJyEzC6aQ84QTSjzhG9j/nFq/2256hxFfl9e8fNhH0K5SEPJ93xKn8+96BBr8urSPnx0zO65vzD6vAqEmFfX4Hyg2ThZgyr3+/6i1f4rMQIhP0qN54yqV+37fmz6/oUHxzoHR329xV0e2cjf1DRd7C29o7Y+H4/cR0f5O/Ix81HjdhwcXFxcXH5IHyoaIjrrruOq6++miOOOAKfz8e//vUv5s2bx8KFCz/JNrq4uLi4uLj8FzBQXINflThrZg3HTahEM6y8GLCnO8MRv3h5wOM9d+mhjCoPDvh9U1uCH/3jvQIH36y6KFedOJ5bnl7LqPIiplYXE/YrqJJIxjDxqzKWDbviKUSE/JJzERhW4iORMUnpJrZtE/IqtCc0okUe4imdgEfGr4gs29ZJ2K+SMSz8ioRXFQl6FOIpncqwl4xh0Z02KPLJ+BWJO15Yz1Hjq/JFuc6aWcOU6mK8skgkoKIbFpIIpgWm5YiDSc1kT3cGnyJREfKAIBBP6gVRAiGfjEeWyBgWXSmdIp/jTm5qSxEJKFgWZAyTgEfmve2dXPf4avyqxE2nTKIy5M0eQyGW0lmQzVE+a2YN02ujSKJARrcwLAtBEEjrJmGfgmaYSILIjs4kFWGfI9QGFDyKhITQby7tVSeOR89GVBT7VXTTaX/AIzsxB1jsimW46ck13P21KbR0ZQh4nGzcoFcmqEr8/Om1PP7ervxYmjEqSrFfxYZ87IJmWsRTBtGgwqrmONGgp8AFXl8epCTo4YYnVtNQFWJKdTGKJFAa9GCYFrrpCOW74mmGhn0s3xHjlqfX8tWDRjhF1CyboMcZP2t2xmioCnPjU6sHjFS45qTxZAyL1niGLs3It6Mq7OPKf67gnq/tT0dSpytjMCTsQxKFPuMSbIZEfKiiSEo3QBBIZEx8iogkCli2zaV/Xsb1J08g5FWIpw0CHgm/ImHYJp1Jg0B2bIa8Mn5VIqU7sSQhn4IA7O5Kc/rCt/tcQ46FZxzAvYs2ceaMGn7w0HLu+soUirwKu2NpSoIqmmGxpztDsU9lSMRLQjPQzb1RJU48hsCSpk5ueXotN54yqaBQ3au9nt/TZ9QgCwK/XbSp4NnOcfMpExkeDXD78+sHjXz5x/kH8/On1w4oNn/3qDEDxssM9O4ZbOn/jLoojdXFNA6P9BuH0/uYn8UYgVy++0AF7Xrzfu/oj9KGDxrx8H6xFp9EGz8PbXFxcXFx+c/lQzmC/+///o+77rqLc889F4Bnn32WuXPn8tvf/hZRHLyKq4uLi4uLi4vLYAzklktqJnc8v4GT9xvKuOyS8ObOFFvbkoMebzD3VCypce1jq9ivupgzZ9QQ8ip4VZHVzXGaO9LMqi+jIuR13JMJm93xNMMifmIpHa8iUexXUSTRyWb1ODm7elY0TOsGfo/MLc+s5fk1e/Li4/TaKClNYHRlCEkU2BlLYWaXkuecomfOqOGPb25l3rQRnPfAO9x86mT2G16MRxK5fO44YG/sQlCV6M4YJDWTIq9MsV/mzqxoXB7yEPGphLwyQVVmS3uSrrSBadmIIpx132L8qsQD3ziInzy+iiVZgblxeARBAFUWMUybzqTjKq4Ie/nrudPzzmbNtEhpJou3tnN4QwW3neYs+fcqEkVemV89W1jwK+eYveiPS5leW8IVx4+jO2OyO55md1xzMoUlkR8d14AgCnSlDPxZQVIADAEsG7Z3JtnRkeKAmhJueKIww3dWXSk7OtLolkWRR0ESAWy2d6T43jFj+OasUaQNp/0Ay7d3Ulbk5Z/vbueCOfVYgEcRkSWRg2qjdCR1UrqzfVmRhzU74wgCfGVaNZYNad2krMjH6uYY9RUhMoaFZtoEVJln1+zGK0v84exptCc0/KqMIgt0JDQ8ssS02ijb2pNcefw4rn9sdd+ibCeNx8JGNy0iQQUpJRDxqwwJ+0jpBvd8fSqKLFAR8hDWFZK6MwZqok58SHfGoMgj41Mk2hJp8CgEvQrdaYOMYSKJoCKRyBjcOq8RzTDZFUuzM56mMuTle39bxtemj2DOmAoE2ybiUzBtm5YuDcuy8XskbntuHafsP5yWeHpAd+6sOqcIV2N1MRf9cSlTqiMkMiYZ3aIi5KE9qe91BG9sZXNLN986bBSJjIEsibR0pWnuTDG6PMgBI4u5+6v7Y9k2Pz5uHJpp8aPjxmLZ0JHUMEyb0qDKafe8kR/b1z22sk8e97RszvDxk4b0iXyJFqn8+qVN2XeEzplZR3JvwfjMGTXEkgO/X9oSGuzp7iNChv0qN5w8kR/8fXlBu3LH/OObW/s9Xn/FzD6LMQK93bZLmzoGFIHh43G45oTf7oxO2KdyxcMrCp6n93NIf5ZcuJ+XgnYuLi4uLp9vPpQj2OPxsGHDBoYPH57/zOv1smHDBoYNG/aJNNDFxcXFxcXlv4NYUuPCPy4d8EdwzuGWc8KdcfDI9y0kN5B7qrfz6t7Tp/Lgm1sZOyS81wUsi3QmdTKGxZKmDhYu2gzQb7GinJDzg4eW89WDRnDkuHJMC8cNq5mosoggwM5YGlkUaOvOMLYqTFsigyqJFAdULNumtUujOKDkhdSciHzwqCiyKFLklbFtGxsbw7SRBBHDstGy2bFhv4IoCCSzjtld2UJ1rd0aM+uinDWzBgHHLfnqhjZKgyo/O3USVWEfsZROwCPREneygcdWhjh/dh1n3/92XgC+/qTx7De8mJRhksg44mNQlXhrSzuRXi7nYr9TaCygyngUp2Cc3yMTUCVu+ddaXli3Jy8+Awwv8aGIIlf+cwWv9MpsvebE8bQnMgQ8CqIA7YkMZUVeNMMmkTEQRXhlfSv3vLyJKdURrvvCRHa0J/nflzfmrzPnZE5qjlPYtm32dGm8vbW9QIj/wUPLufnUyeyKpSgPeQuEwgNqSrjxidV5kbs0qPLANw7iZ0+tZuKwSI/7Dh1JHcGG0iIVEOhKO32hKiK/eHotT67YXXB/FUnEr0j4FCfr2LIdt3LAI2drvNn4FZmm7ARIOKAgCAKJjEHY57jWd3elKPIq2DZIIjyzqoU/vLGV2+c1cu+izUwYGuaIsRX5AnCqLKKbJrGkQUm24GFuAiPHnIYyvnPkGGTJuYZowINmWtg2IDgRFooo9pvLfN1JE0gbZvY5Min2q/zq2XW8vqk9ny2dc4wXeRx/ig3IksDWtiQC0BJPM2FomLZujTOyEQML5tSxtKmjj/i8YE4d7zZ1sKjHPS8PeehOm4S8MqZtc89LG/nJyRPpTOrEMzrb2lP5nGdFEvIF5BbMqSvI/u6ZB71mZ5yGqlCfom493ydn3794QBFyR0eSrW1JOlN7C+Kt3RnniuPHcd1jq3hmdUt+24EKoQ1W8BLg4fMPZr/q4gG//zRYv7uLI3+576s23o+e0RgDjQkY3CH9WXLh7uxMsbU92cetPqu+lJ99ygUAXVxcXFz+c/lQQrAkSezatYuysrL8Z0VFRSxfvpyamppPpIEuLi4uLi4u/z0MVtU99yM498N9X3/4x5Ia61q6+eLdr+c/ywl6PR2EflXi3tOncteLGwsErjkNZVxyxGhauzXSusnwEh//WrmbhYs2591ve+MsqmiJp4kGPciSkHcQy5LjDhUFgU17uikr8nJBNl5hTkMZ3z5idF7kM7K5vjkh+orjxzFpWNiJnQio+SX+iYwTB6FKIu3dGQ6sjbKlLYEgCJT4VQKqRFo3aU9qlAY9WDZ5cXJPV4aVO2OMHxLGp0j5Zf+KLJDWLBKaQdCj8PSqXdzzsuOYvHzuWEZXFBFL6YwqC5DS90ZMgM3Ff3yXkxqHcMTYCgzTzguwIVVid3cGRZZIZgyKsiKmIsHl/ygUgXPMqnPEYM20sNnrigYbvyKR7HFu3bS44IEltCW0AqE57FN4cd0eNrZ0cd5hdazYEaMy7MOvSvns5Nw9PLyhjCuOH0dat9jR6WQcL93WyT+X7uB3Zx7A1Y/sHSelQZU75jcS9ql0p3WiQQ8JzSCWdJbHq5LAzU+vZfn2mCO6R3xgO4JnVzYyxKdIxNMaYZ8jpsdTOrIkEEvpSIKIV3EK5a1o7uTg2jIkScj3gSiAIolohkVX2qDI64jtCd0kntIJehUCikhrdwYEJys5GvCgmxZd2ViMIo/M7niKjpThZASbFhndIhJQEXEKoy3PnVsU8n0dVCV2x1MkNBvTdjJ2DXNvBMYrG1rQDJtpNSVIokjIJ+djQ9qzLt7dsRR15UHCfpWbnlzN2B7Ca9inUOSVufvFDdSWF+WF11xxtt4TMnMayrjsmLFc+9jKfl28uYKJz116KKVBlSdW7OKx5c35bXPHzcWw5P5373zy674wgeseW8WzPQTbnudqrC7Ot3Wgd1HvGIVc9u1An/dmXwXMDxudsK80d6Z4ad2egv7tyUeNr+gdjZET3wdisP74IBOQnzS563lna0f+vZUvVNmV4bgJlW6hOBcXFxeXj4UPJQSLosixxx6Lx+PJf/boo48yZ84cAoFA/rO///3vH28rXVxcXFxcXP5reD8hJOeE6ynafFD3VM5B1p+buKeDMJkx8Xsk2ro02pOOe7e5hyDYU/S94eQJPPHezn4FzJtPncTwYh+3v7CBpU2dPVyQkNIsZFHAsBwn746OwqJiB9dG+e7RY9BNxwGc1Ey8spQVBS1ufHIt7zR1cPdX9kdVhB65uI7gW1XkpTNt0JUVDH2qyLKmzrxz1yOLxJI6jdUREppJIpv561ckUoYjInoVCVkUEAWBr977Jq3dmtPHdaV93MILzziA3768ia9PH4mqCAQ9Sv6YHllEsyyaO1I89m4zZ82qRQB2xdP5Pp02soSvLXxrwHHx1MWziKV0/B4n0kDTbe57fTPzp43gwTe38rWDRmJjc++izQOKgPtXRzg96/o97cBqptdGUSWBkE/BtBxhPOiV2RVznNRAfhIiltSJ+BUSGZ3ujEk0qOadpj5FwhZsfvq4I2QubepgaVMnd86fgl8V2bgnQWU2E7k0oBL0yCS0nFAr45UlNNPAI8ukdRNREEBwBO+AZ6/Ym8uP9qkSkggeWSKtO/nJUnYsRYMKHlFCs2xSukkyYxLyy6iiSDorFoe8sjNhkMgQ8Cp0pTXe3tLB2KpwvsCeJArsjmd4d3sHtg0HjCxBFgVkSUCRRIIeJ2KjMJPZKWwY9ins6EyT1k28ikRVyMMtT6/jtU1tBeJ8rghcWZG3IPe4p1N2TXOc7x/bwI1PFkaBHNFQxneOamBn3DlPbvs/vdXEd44cTX1FES1dmfznPZ/Zh88/mJrSAGt3d2FaNne8sKFADL5i7jimjIiQ0U3CPhUtm1HtU6WCrOLe757egnOOTyoL98MKmB9ncbnBBOWeouZAYnp/LucPQ28h/K6vTOH8B5YMuP1gDukPMgH5SfNZcia7uLi4uPxn86GE4DPPPPMDbfe73/1unxvk4uLi4uLi8vni03KY5ej5gznnvO3pnqorCzKiNNBnv54OssHcxL0dfQBPXTKL7R0p7n91c4HgO6MuytUnjqe9W+O23st560o599BahhX7eH1jGxVhH6okEA16UCWRjqSTHWtZNrGkRpFfQZFEEhkjL7SldBMbJ2bAcU+mqS0LcMGDS/JFyGzbJhr0oBkWsWwRL0USuCUbP5Cjt5PZI4u0dWc4qLaEWNqgJZ5BEgQsbCI+JybAq4oItpB1k4JPcdyzb21pRxBgQjazuTzk4fWNrdSXF1EZ8iIIQr4QW9Ajo0ginUkNnyqjmxamZeFTJQQEdMsmntJRJJEv/XqvS7s3D31rOgGP7Dhps85Xr+zkyL6yoYdjeq7jmN7WkaI0qKLKIu3dGmVFHp5ZvZt7Xt5EUjOZWRflyhPGM/83b+SjM87oR8TrOR5+dspEBKBhSIhkxsSXzRt+YW0Lf1u8nd+efgA/e2o187KFzHqL/2nNosgrI4pgWTaW7RR46zkBMKU6wlUnjEcUYU9WZE2kTUI+Ba8i0hJPE/DKWJaT5eyRxXxshlPMzcA0bVRZRDOcCYSQz4ldSGRMdNNpg0eW6ExqFPkc965h2vn75e1V1NAjO+etDPt44I2tNAwJccz4ClKagWnTRwgOqDK7uzL5cbaiOcaQkJfRlSHiWde0YVq0d2sszsauNFZH+MbMWpZt72TiUGdchbPFCP++ZDs1ZcGC5/y9HTGm15ZwxwuFjv0ZdVGuOmE8X7jz1UGLlAGccMei/P0BJ49cFgUWbWjlxMlDqC0buDhbz3dPwCOTyBh9BOccn1RMw4cRMD/O4nLvJyjv6zv6w9A7GmNfHcE5PqgTe7B9P8rfwM9D1IeLi4uLy38GH0oIdnFxcXFxcXHpycfpMPug7OtS3t7iRH9OtYEcfc9/51B+8vgqJg6LcPjYclriGYC8A/GyoxvYf0QxCd0gpZl4ZAlREPjls2tZv7ubO78yBVkS6U7r+TxXzbCwyIqlXpmA4iznT2Z0okEvKd3MRwjEUjqqJKJKIgg2kugUqss5RXfHMwwr9vFuUwfXPb4aIF+gTpVFfIrE8u2dXP/46vx1zaqLcv7sejK6yR/e2MolR4xGEPa6dFc0x7BtOHBkCZIooBkWI6N+Xt/URmmRF1lyIif8ioRmOU5TvyqhiALxtI5XkWnpSlMR8hLyyCR0A8sW6M6L1SIdyQzxtMmSpg6mVBdzVjYDtjd+VeKxC2dyxT9XFNyvmXVRfnLyRFK66UQx+BQs0+a1TXsYPySCJAoUeWTW7opTEvAQLdrr4g14JHZ0pJAlEcu2CXhkbn12XYHrtOd4mFId4eyZtdjY/OGNrczPir0923PshAq+c1QDhuVk6NpAPKWT1k2aO1NUhX088MYWvj69BgSb8pA3f49z7l9FdvJxPZLI0GJfPioi5HMK4Hllka6Mc71hv4IiCngViWSP8dJbgA965Wwhw733yZt1MV/6p3e56ZRJdCR1ujJONIRhWiiSiCSJdCY0Qj6FZ1fv5r3tnVx0+Gjm/eYNzj20loNqSti4J0FFNku5p/v32TV7YxNm1ZWyYE4dSc3kt4s2sTRbnHBKdTGBbDTHaz2iOXr2+0HZ4oJXPLyiTy73N2bWUhny0BxLo8gikiDw+qa2gqzfgd4Rm1oTH0p4G8yx+VFFyI/CJx0l0d/53k9Q/rB9uy/0vp59jQr6qHxcfwNdR7CLi4uLy6eFKwS7uLi4uLi47BMfp8Psw7IvS3l7O64+jKPviYtmIIkS1z22kiVZESu3vH1osY+VO2Lc8OQabjxlEg++uTUfV9Cz0FSJX2VIxMuOzhQdSSd2obxIZVVznGjQk3fLtXdnOKCmhF2xFJUhHxaQ0kwSmolPFVm3q4v9R5SwrT3Jr1/e2CerNuRTiSWzkQOKyC+fXsuL61oHXJL/l8VNnHtoHb9+aQPfPnIM72xpLyiS1tad4cCaEmIpg+6UztASHyndESeLfAqWZWOYBh5FyefWCoBl29g2BFQJzbbwShIJzcwLVl5ZJG2YWLYjgpYVebiqV8GxHDf8z0SeWN7cf35wfSk/OKaBZ1bvpnF4MaVFKqIgOJEYHomkZuBTZGJpHVEQ8MoSori3cF97d4aJwyIIImR0C0GAzqSTnRz2KWxrT2IBtm0jiyJ+VSTgyUY4iAKSKJLMRmBkDBM1W/TtrS3tecG82O8UcPPIIrpp84tsQbZcHMmQsBdRdCIX0rpJUjP3FokTcCJETJMV2+NUhX0MLfbx9pZ2asuCWLZNcbbQmwAggCKIpE0rn0EcUCWWbusk7FPQTIuyoAe/6mQ0B70Ky7d30hxLM2lYBEUSKM06dnXTQpZEdsbSFHlkiv0qX1voRIT4VYnfnTGVTXuSVIS9KJJANODBq4joppXNoHac27vjaVY2xxhfFaYkqCJLzrjyqxIbW7rZ053hkNFlBRMsCxdtzkd5RHwyL65r7VO0beGizfz8i5M5/4ElHzjfN/eO+LDC25Kt7fzP//bvWF8wp45l2zoHfBfe/MXJdKeNj2XVxL66Tz8ux+kH6TfgExc1e08IDjS590lGPHycfwM/K1nFLi4uLi7/+bhCsIuLi4uLi8s+8e92MH3YpbyDtXfBnDqWNXXyyoa+P8Jn1EW57JgGzrrv7XyGcG4Z/J6uDPWlARZtbKM85MWwbIaEfSiyADaYlk1btijW8u2dzKyLsn53gvKQI/wGVJnykAoI+cJtu+JOPm1rt8bJ+1Vx6ZFj6M7myRb5FIxsMbQxFUG+c1QDSd3AshwhZFkv1+/hDWVcfMRoOpIaPsURBDXTIpbUWdzUwermGPOmjchn5h5aH6U06CWddaH6PTIt8TR/e2cbX5pajV+VuOP5DQX9NKuulAtm17Hgj05cxZHjyjEtEIS9kRadiQxTqotJZTNqg14Z27Zp7dJoiaeZPDzsCJ6CyNWPForBs+pKuezYBo6/fdGA93bhGQew4MEl/WdGZ92ob2xuY/LQCGG/48hOak60w+rmGKVFXkzb5t1tnRw9roKEZmJaNou3tiOLQoFImXNKH5B1Shd5ZZ5csYtTGodyxT9XsF91MRtbujh1/+E9xoqTI7x8WwfRoJfykAfbhqSWdQFLArviaQzTpjLk5b3tMaJFngIRWREF/rXKibaIBlTuP/NAUrpJPG0Q9Eq0xDM89M42vji1mmXbO5k0LJJ32769tR2vLHFwXZS0ZuH3SPgUCRHI5NzLtuMkDmTv+YrmGI3DizFsm9KAh5U7OmnpznBQbRTTAp8qIgCt3U7xwZauNCGvgio7wnHQIxMNqFiWzc54Oi/gAvzxza08u2ZPH/G292TFc6tbuOflTfzpnIM48Y5X+733Pd24PSd3DMumKuxFlcX8dYmCgCwKRAPOe2Ig4W1WfSnXf2ECEZ9C2K/S3JliS2uC+b99s982+FWJJy6axZX/XNFncur6L0zg2l6F5fZ11cRHcZ++3/v6qUtmURXyvq/Y+EEE5ZrSwKciavaeEPSrElccP44p1RFSmvmhIx4+LB/338B/d1bxpx3z9O86p4uLi8t/O64Q7OLi4uLi4rJPfN4yDQdzXM1pKOOiw0dz87/W9BsVsbI5NuBS8799axoBVSGWMpAkJ0IhJyDOqi/LZ8MGvU5EQdinUFrkyUcUeBUJBJtf/Gsd/7P/sLx4GPE7hdt2xVN0ppwl+5phEU/rlBXtdfRe8OASrj5hHCNLA2xo6aYy7MOvSli2TbBH3EFOJMvFRSQ1A8O0kQQB07YZEvE5omjQy654inFDwtnMYRnDtIkldfZ0Z5g4NIxh2ezORki8tyOGIgkcNrqcXfE0sihSHFAQBYHujEHYp+CRRBKa4RSeEwUMs1AgHxr2MnF4mIAio2eLnKWyrljTsklpJl8cJD/4r+dOp8gr85PHVw3oGr7mxPG0dmsEPBJeWSKtGyDAM6scsfH2eY2cff9i7j19Khf+cWlBrqlfkTBtG0EQ8KtSgXs8J1I+efEMREEqyAjuOV7mNJTx7SNGIwoCe7oylARVDNNynMCiSEo38SnOffOrUr6wW9inUKRKGJadjQ5xhOW0phP2qSR1i6RmUpQtAKdbTvZu2rB4b0dnXrRWZRHDtHh149485cvnjmXyMKdYoG5avN4rnuH7Rzfwq+fWsX53N78/expXPLyCVza0FowlWRSIBBRiSaeIXi4XuCWe5sDaKF/+9ev5IoNA1kl8AHe8sIFX1vc9VsAj82yPLOfcRMxAQvBgbtxcvvO7TR0F+c85cc2GPsJbz1iKqSOKueF/JvKDv7/H5OGR940eAAomp4JemR//470CEbj3Ph/GMfpR3KeDvf9y/bR8W+f7isofVPz8tETNj5Lt+1H5JP4G/ruu598R8/TvOKeLi4uLC8j/7ga4uLi4uLi4fD4JeZVBvy96n+8/bcJ+lRtPmdSv8DN/2gi+cf/bfOfIMVwxdxyb2xKMKAnw7rYOLvrjUgBuywo9vTNqkxmbsF9kc2s3wyJ+KiNejhpXSVfaKYDmVyQ03RFN968uZkcszfaOFOVFHjyKyLb2JJIgcN5hdYiiQCJjEPE70Qkp3SAa9BLwmCQ1wxGXPDK74xmaOlJc/egqGqsjlBU5IrEgCNi2TSyl553J3z1qDN89uoHubDZsUjMIeWW60kZBITBVEpkwLMJNT65m7JAw5UVewn4FEQHDtECAlq40u2IeKkIehkac2IqAxxEgRRGGFfvykQB+VcKvSrTGM2iWxdBiHwIQT2msb9mbKztpWAR/tnDclrYkVREfoiBgZfNuBYF8UbaB6MoYCAL9isAAr6xvRTMtfKpIV9ogJZos2tBaIDYu3dYJOLEEU6ojBcUCe46VnoUEZ9RF8981dzqO3PnTRlAZ9nD5ceOwhWz2ryqBABndZEtrgjGVIXTTRjNt/JKIZUORV2L59jglgb0F2nbH04wqC/LC2t2UBjxMGBohnnayfEuDKtc/sbpPpvG5s0YhCDZDwl6KPKWO+1eWEASbJU2dNA6P8PMvTs4fv6Urw18WN3HeYXVMqS5m+tejCMBrm9o4+/63ufGUSfzu1c2c83+Luef0/Ulr2Zxhj+QUgtsRQzcsNMuioshLd8b5ThBgR3uKhsqigmzfxuoIJUGVkxuHcPHh9RiWI3wHVJklWzu46tGVeUd7roDfC2tbmFEX7VeEXbMzzi+/kBAAAQAASURBVPVfmMCP//FenwzhnnnfNk5u9h3Pb+Dl9a18/6Hl3PLFydw+r5GWrgxN7cn8/c/t8/L6Vra2JXllfSvvbO3o9x0wKytu9hbr4mkd3bL6FYEBXl7fys5Ymk2tiQ/khGzt1voVgXPHau3WBt1/sPdfz376wUPLBxWVS4Mqh9SXDuj2LQ06+w2J+Lh9XuMnLmqG/f8+B+kn8Tfw33E9saTWR5AFZ1y933j4PJ3TxcXFxcXBFYJdXFxcXFxc9okPKgjsK5/EktGcOLErnmZHZ6pgKftNp0yiJKCytT3JeX9YwrePrOfAkSU0Vkd4dUMbF2VdoucfVociCgR9CvGURlqz2NqWZGpNCbph05HQCPkVKoq87Iyl2ZJKUBb0oJsWTW0Zhkf9hH0K8ZSObtmMKPWTyJjEUk4huc2t3ZQVefne35Zx2oHVzKorRRIFdNPmXyt3IQgwYUiYKdURTjj/YHTTpjOloYgC00Y68QvJjIksCXgkkYxtYVg2acOkO2PQ2pVm3JAQAVUi5JXRTYvxQ8Pc+uw6lm+P5eMvEhkTjyKRzDj9r8oi+48oIeCR0EwbSbTJGBYAKd3k+bUtLFy02YmPmN+IJMp0pwwiQYW2Lo2X1u5hZl0pugmN1cWokkhHUsOvOm1oiWcoLXL6qSulUxr0kDEtEhmDipCXWfWl/Qphs+pLGRrx0pHUC6IBcsXLljR1sHDRZlq7MqQNq49TNyc25gT/Vc0xrjh+PNc+tnLQ7WbVRTm9h0h52UPLeeAbB3HdYysLBMlZdaWcP7uOs+93CuHdNq+RXzyzlrHZ/Oj2hEbYp1Bd7EMU+o7ZpGayeEsH86eN4Pbn17Fgdj2SKLArlubbR4zhu0c1sCuewrYdEfNbD7xDY3WEM2fU8MSyZhYcXk9Sc5y6U6qLyRgWXdliclVhL3u6NEaVF3HaPW+w/4hiFsyuI6EZLG3qoLVby4/76bVRWuIZ/KpMkU+mudM554Y9CX70jxXsP6KY8w9zrrNnNMl1X5jA1rYkSc3MZ/ve+vQ6Tp06DI8iYmbM7BgyKC1SuWP+FNK6ydCID1UWuflfa3hjU/uAEzEXzqnnxidXs191MZcd28C29lT+PD2LPr66oY2zZtTk931lfSsbWrqpLvEjCsKAxd46U3r+PuT64qwZNXmxvrrEn3e49nY43vWVKf0eM8em1gTnP7AEeH8nZDytD3qsrvf5Hva+/3ICdH/99H6i8kCC8iH9COL/TpH20+CT/hv4afFRJxk+L+d0cXFxcXFwoyFcXFxcXFxc9plPavnvR10yOpiIHEtqrGyO95v3ee/pUwE4+/7F+FWJO+dPYVc8TXmRp8ClWRX28b2/LeP7R49hwtAIO2MpYG+Rq4NqS7j0yNF4ZIm0YZLImMiiwKINrYR8EoePqeC1jW1UhH3ZHFgVRRToTGos2rh3ef6s+lIWzK7jiodX8PMvTUaWRLpSzjUZpsX5DyxhW0eKOQ1l/OCYsdz01Oq8wJgxLIr9CmVFHrRszECRT0GwwcIikTGpKvKgW6BZFmQduN1pA58qoWezhJtjKUaVBQn5ZG7511qe7eFABWep/+Vzx9JQGUIzLUI+BQEQBBvNcNzJVWEf1zyyosCxO6uulOu+MIGutO7kefoUgqrEzngKv6qQ0k1CPhmPJHH9Yys5rZ+4hVn1pVw+dxyGZWJZsLsr02ebnOOxyCNx5n2LC3JoK0LebE6vRFfayQV+fVMbf3qridMOrGbGqCiyKOJTJVRZRDdNYkmnMFwuvgAccff+VzezeldXgZAe9ilIAijZTOKE5lxTQJGIp42CfN/HlzXzzUNGsbsrjSg6Y0ISQBSdvOmeYyMntod8Kt1pRzTXTece54rMIUBAccafbkFXynGoexWR7oxBkUcmljbyRe+Ks+7vIo9M0jCd3GAgntJJ6yaLt3bkC7hNrSlhRImfhqoQOzqcsb9mV5zxVWHKijwkNAO/KuNXJG55eg2Pr9idvx8z66J87+gG5v3mDQ6qLek3kmVWXSlnzaxhWImPtze3U5HN364Ke7EsSBsmQY/MUyt3MbW6mDPuc0T2u74yJS+s9kfv7+/6yhQefHMrlxwxmlPv7j96pGcGcX/kohD6i254v317fz9YxMP63V0c+cuXBzzWM98+hPqKogG/7/lONCybLw5wvfDBIg3+nZEMnyX+3bm+Hwf/jpinz1u0lIuLi8t/Eq4j2MXFxcXFxWWf+SSW/37UJaPvJyK3dmt5l19vlm7rZEjYm1+GfsGDS7hzfiPlRV52ZTNxm2Nprn98dXaJu4evL3yT7xw5hknDwowfEuL2eY0s3dbJL55Zx9cOGomNzb2L9oqTflVi8tBw/kduIuNk5wqCI0weP7GKQ+rLCHmdfFwbm5/+z0SaO9MML/axaU+C6x5flXfw5aItzr7/be75+lQ6Es71eWSRVze2sbo5xo/mjmNPV4aEZuJXJWzbJuCR+elTaxhVXsTU6mLC2TiKkE/GtEA3baJBlZKgypqdcSpDPuYfNIKMYRUIulOqI5SHvHz13jcd8TrrlM25DH968gR+/dLGApcswCsbWrninyu45oTxKJJId0ZnY0sXI6IBJFEA28YnS/zwH+/x6oY2XtvUXuDGjPgUykMefvrEat7Y1M6fzjmojwgMjhNUAC6fO4475k8pKMAmCDavbWzLC7qXzx3LYaPLaBweIexTWLShNe/AzhgWkaywfsOThZEMf3xzK98/ZiyCkLufIhGfiC04BQMVCSTRie3QTYuNnWlW7oyx3/BiEhkTVRK55MjRGJZNWdBDUnMmDkzLJlt3kKb2JFOqiznwayUU+xWwQQBKAipNbU68SDigYFo2iYxB2K9gWDZWdjtJFPBls6NTmsXrm3ZTFfIyaViELW1JDNOmKuThpqfWcOrU4XgVkTte2NBHoD1z5kgefGMr00ZG2dDSzcjs/Qp65Hwxw+/8ZRkjowEunFNHfWWIe/cfTsawnLxjr8xZ973NlOpIPpLltAOr8/c17FNI6yYPvLGVicPD6KZNRciLadns6crkJ1tun9fIHc9vKHDd5orRDUTv7z2yyKINbfzw2IGjR5Zu6xzQjd7T9dmfw3Hpts4BIy16xpHkGMwJqUrioMdSpYGvvfc7MTfhNRAfJNLgP93t+0H5tCIwPkn+HTFPn7doKRcXF5f/JFwh2MXFxcXFxeUj8XELAh9kyWhuu56OX4DOpM7lD7/XJyv25fWtXPbQcq44fhyxrEjaHwsXbebO+VO4cHY9QFYMXsqd86fQ1p2htizIrLpS5k6swiOLdCQ0fn/2NLyyyNKmDsJ+Fc20OHp8BUPDTiE3cLJJF8yuQxZFvKqEZVmYpo1hOQuzRAE6khoZ3XaWy1s2L69v4YiGCjKmjWVbDC/x4VckptWU8PfzDiae1gl6FBRZoCOhccf8KQRUia60wPASH91pk6PHVzCzzsl8Pe+BJSSzQvDt8xoJqDLnHVaHIAikNJOUbvLcmhb+9FYTXz1oBEeOrciL37k84oNro/x47jh0y4lyyGUSS4LA7fMaqQx5eWb17rwIPLMuysRhYX70jxX99vcr61tJGxYrd8QYWuxl4tAwP354BUuaOrl9XiO6mcoLX0nN7JPb+/iFM7nsmAYsGyzb7lckA/IitFcRiaV0iv0KK3bEuP7x1QWCennIy90vbeQHxzbw0175u7loiHm/eYPTDqzm7Jm1jmANDAl7uebRlbyeFasbh0cQBEckWrqtk+seXw3AOYfUcuTYCixsptVE87EkQY+T2bynO0M0qGJYNoZlkdJMPKqMZQpMHVlCSjNJaiaKKBJQJRK6SWdCozrqRzct2hMaKd1iSVMHf3qridvnNXLXCxt5ZUMrpUGVm06ZRGXIi1cROWpcJQB74hks28a2bd7bEeNbh9XRmdQoCahce+IEUrqTTx30KFiWjSDaHDW+EkmE8VUhLv/nCprakiw88wA03XGa3/XVKbR2ZdjekeTIsRVOm7M50jtjaX526mSqQh5ueXodrd1aQebymTNqePDNrVx8+Gh+9dy6gnuQY1YPEbXns/xhhNee/9ZMi1l1pbyyoe97Z+3OODecPJEf/eO9QaMQ+otuWLhoc7+RFj1zeXszUMRDZ0rjzGy0RX/HiqU0INBnv/4m1gbrp89TpMFnhc+7KP7viLj4T4nVcHFxcfk84kZDuLi4uLi4uHymeL8low+dN51bn11fIGzMqi/lgtl1JDWTs7LLxPsj54Rbuq2TpU0d/QohhzeU8bWDRlKS/SGa1Ey8skg0oNKe1EnpjpgKjki0/8gSnl29i0NHl2NYNsmMSdArIYsiuukIY36PUzhNFgS6NZOulJ6PQsCysYGEbtKe1OnOGFSFnaXwtm1T7HeKh3VnDIq8Mj5FZFdnioqIj1S2cFcgW5ht+fZONrclmTg0nHdXDol4SWkGP31iTV4Q9asSvztjKrYtcPsL61na1FkgYFaFfXhkJ85AFB2hOWNYLN/eiSIJzBlTjm7ZiIJAdzZvVhYFbGwSGZM93Rl8ikR1sZ893Rm+fM8bA96Tv547HTUrqsfSOo3DI3RrJrZls7U9OehS/z+fcxAZ3eLSv77Lr05r5Cv9xH3kuPur+yNLAr97dXP+eqdUF+OVRYoDKhnDpDOhs3JnjCPGlmNaOPdTM1EkAcu2CfmcvOMin4xh2vnojGm1JbR1a/hUmWTGieBQJAHTMmnuzOB4ch3BWJFFdMPKx3BIkoBfkfj502sLCovNqIuyYHY9Q8NekrpBZ9LZVjMsXt+0Nz4kJwT+/Z1tXHbsWFK6yY6OFIIgUF6ksqo5TnnIi1eR8rEdCJBI6/gUGRunCGDIq+CRJWJpjWKfiiwJqJKIZlq0dRde885YiumjSjnn/xZzxoyRTBwWpr1bo7rET0dSZ3eXU3ywJZ5mwtAwd724gTGVIQ4fW05LPAPAiuYYtg0H1pQgZ4VtURQQRXhnSwe/eGZdvlBdoSs5yhUnjOcLd75KUjNZMKcu/yz7VYnb5jUOmgPds89y/77vjAOoini57rFVhfnO9aVce9J4OhIaxX4V3bTzRRt7uz43tnRz+C9e6jPucrnVx0+sIq2beBWJx97bmb9/vclFTfRmY0s3J9yxqCADO5fxu3DRZh5dMHPA/Xq3a6B++rxFGrh8fPw7Ii7+E2I1XFxcXD6PuEKwi4uLi4uLy2eKgQSVHA9+Y1q/+b4z6qKce8govr7wrQH3vesrU1i1M86q5hjz+8mcnVkX5coTxnNjr6X/M+qinDtrFBY25SEv8ZROwCOxpyuDIorc8/Im3mnq4M75U9gZS1ER8uaLleWcj69taivIpy0PeVjT3MXIUj+aYTEk4sOyIa2bJHWTIq+T9WoDHklkVyxF2rD57aJNedHrrJk1HFwbRRQFdMMi7FeQBIGEZhBQZXbF01z20HIAfn/WgXQk9XxsxIrmGMMjPiYNj5DSTdKaRcAjs3pnjO2dKSYPjeTjIgRByAuXQa+MKIAiOiJhd8bAMG3e3NKGbcN+wyP4sqJjNt6WY259ZcB78uTFs+jOGCQ1g9auDAeOLKFbM4mnHFF8sIzVpy6ZRTyl48sK8yfc/uqA2z5+4Uy2d6YYEvY5xdayBdbe2xFDEODAkSUFjm1JEPNF9pKaye5YitEVQVRZJpFxRFlVEgl4JHZ2pAkHFDTDYk93hrBPoSrkRTMtOpNOJmtP8XZWXSlnz6rBtuGBN7bwlYNG0p7IMLqyiJRmEVAlvIqEKMC5v3+HHx43lp2xFMMjfioi3nz8Q888YK8ssq0txc1Pr+G2eY0kMo7Lu9ivolsW3dn8YMu20QwTSXTE98qwl1hKzxck9KsSAVVmydYObvrXGm790n5Ei1RshHw+tV+R6ExlUOS9598dS7NqZ4z9hhUjiQIp3aQkoPK/L27glP2H9xHgPVkBXssK8IubOljdHONrB43EsG3ue3UzS3pMUOSemedWtyAIsHhLB6+sb+0javZ+LtLZdiQzBu1JvUA8zYnCjdXFTK0uZnFTB0ePr6AlnmFYsY93tnYUuMZn1kX56ckTqY7277y98I9LB3Q45iJtPuh2+3r83gw0sZbrp+MmVKIZ1ucy0sDl4+XfkfvsZk27uLi4fPp85oXgkSNHsnXr1j6fn3/++dx5550cdthhvPRS4Y/Fc889l7vvvjv/76amJs477zxeeOEFgsEgp59+OjfccAOyvDcZ48UXX+TSSy9l5cqVDB8+nMsvv5wzzjjjE7suFxcXFxcXl/4ZTPCYVV/K5OGRPhEBOR69cMagYuC9p0/lwj8u5bZ5jTz45lbG9SisVuJXqQx7SZsmtlM7jUTGwDRtFm1szQtHhzeUcckRoxEEgd3xNLIoUhpUkUSBRMYg4ld7FO5yMllBQJaEvBgnALZt41EkUpojUJUGVTyy5CzFz2SFYAFiSR2vKnHrs+t4o0f0AJCPYrjn5U15gfH82XV8/2/LuPrE8QVFy7rSOm9vaWdsVRhZEoj6nTYjgCwKbG93in6Zto0gOBJ0VdiHKol0JDMEvQqqJJIxLOI9Co8lNQOP7OQZZwyTgEfmve2d3JJ1dLbE0zz+3s5+3dez6ku5/gsT2NOVJuBxMiFb4xmShsnwYj9PrNg5oHN7Vn0pB9WWUB70MGFYBN20uPmptf0u759RF+XyuWOxbYFYSifsk7PF35xidgGPRGtXhlU74zQOL0YWBSRJQJH2RjeEvArtiQz/9/oWxg4JM21ECRURr3N/7b3jxadIeBSRRMYgnjTwqAKlAS8J3SCRMQl5FUTB5mf/Wssbm9qduIhx5ViWUxgupZn4FMnJ88UmrVnEUhqlQQ+W7UQHBFQZVRG54A9L+P6xDX0mNI6bUMGlR43JX1/IpxBPaSx4cGk+WmVmXZSzZtagiiLRoON2j6V0vIqUdxJHgx5M22ZEiT9/7iKvI/BvbU8iiyJ+VaTYr7Kjs1BYP2BECYok4FVkdNNxlkuiQCypU1rkYenWDq7rJbJeecJ45v/mDSYNC3PVCePZ0Zmisx/xdk5DGVceP54fP/xegfg7vTaKJAokNZPSoMpp97yRj0N57MKZXPnPFQWO355RFOOGhPOZw+c/sIQHvjGtX4f5zLoot3xpPypC3j7ffVCH4746Ifdlv/ebWBvIgezi4uLi4uLyn8lnXgjes2cPprl32dSKFSs48sgjeeGFFzjssMM47LDDGD16NNdee21+G7/fTygUAsA0Tfbbbz8qKyu5+eab2blzJ1//+tf55je/yU9/+lMANm/ezIQJE/jWt77FN77xDZ577jkuueQSHn/8cY4++uhP94JdXFxcXFxcBhQ8rjpxPCfcvqjfJdUA/zj/YH7+9NoBM0Ibq4u54/kNeeHo2PGVNHUkqSjyEvErNLUlgb1iqAiMiPpJaCbJjIFh2wQ9cr+ibEXIi23b/PLZvbmmflXi3tOnctcLG9nSluD3Zx1IUjcBG58ikzasvLjmlUVeWLubEdFgvhhaSUDluTW7GV8VJhJwlu53JDTS2ZiGnOAmiQIJzdz7Wdbd6ssWhlMkSGRMgh6FWA8H7SvrnXYeNqYM0wJBgI6kjmHatHalGTckREdCpySoIooCQlbw7Eob+FUJnyKxrT2Jadt5oe7gUVG+c+QYdsbT6KbF0IgXvypz1SMr+8R5XHvSeHTTyUtu7dYoL/Lkj18SULnhydWcdmB1v87t7x3dwK+eW8dXDxqBLIjsjqeYXF3MdY+uKhCDcxELmmFi2eQd1bn7c8XcsUweXsyueApw8pXf3dpBSdCDbtoMLfbiV2Q6kxoBr4wqOZEZHUmNkFfJ5w7rps3ire3IosAho8vyEQhLt3Xyp7eauGPeFO58YQPvNHVw7qG1zB5TjiBAWrNQZIGwVyGeNsgYJsUBFcN0okEEQciPEWdiwImguDU7zno6YHs6cXuO0anVxZQEVRRJpLXbcbFHg07/vrGpvU97ZAliKSeKxDCdMW/ZsH53nGElfnyqlBd0O5Maum4T9MnIkkA8ZRD2KazbFWfCsAjXPrqyj/h67qxReFWRoFchntQJ+xVkSWBrWxIh22d+VaRxeHGfgnUz6qJcOLue0pDKW5va8+77nmJxY3Uk/6zn9plRF2XuhCGOuJzaKy7nVgfkYiLuPX0qZ9+/OC8I98dTF8+ioSrU73cf1OG4r07ID7vfvjqJXVxcXFxcXP4z+cwLwb255JJLeOyxx1i/fj2CIHDYYYex3377ceutt/a7/ZNPPsnxxx9Pc3MzFRUVANx9991cdtll7NmzB1VVueyyy3j88cdZsWJvIZPTTjuNzs5OnnrqqU/jslxcXFxcXFx6sTuepiOhEU8bhHwyxX6VRMZgzi0Du9vuO+MADNvuIxz2zgTN0dNBnCumVR7y0J02ifgVPJLIzU+v4aV1rfnYhyFhX1646koZlARV4imdZMYkY1pUhb3YNuimhU+RMLIxAxnTxLIsKkI+EpqZF3ICqkTK2OtCjqd0fIpE0CuT1AxsCsXZ8UPCSKLAjk7HwbuhpZtZ9aUI2bzeIq+MIop0JrVszIGNKoss29bJz/61tt/c1TlZl3Nrt4Zt21SEvMiiwM//tZZn1+zNre2ZtQrwuzOm0tSeoqY0gGE5sQKqJBBQZbo1M++27UzolAQcMTl33X5VIpHWMWyngJgsCrR3ZzigpoTujElbt8aIEh9vb2mnpiyIYdoEPBKSKBBUZboze/f1SCJeVSTkVdBNG0US6c44jmwReHr1bn790iaAPsXcbAtue35dPr5g7a4uFp5xAF1pI19YcOm2TlY3x5jXQzDsXfDr8rljGV1RREtXBr8i4c06Zbd3pAj7FJraEoypDDl9kNIdh7Us0tKVckRecATnlE5CM4j4FWwbFEnAr8pc++hKlm2POe7PsBcxG9eRyBj4VAm/IqGZFrppk9HNbO6xEwnhVUVeXreHO1/YSGN1hDNn1PCDh5bznSNH0ziimHhWyH57SzuKJHDo6HJ2ZwsF9hRXF8yupzLk4Yu/fp3Jw8L88LixtHZnCHoUkppJ0CtD9qfF06t2s3ZXnPMOq6M9oaFIIhG/E5+R1k2qwl6Ou21RXnz93aubCwRjvypx5/wp7IqlKO8h9u6OpzmgpoRdHWkylvWh8oAf+tZ0mmNpvIpUcG97x0Tc8fyGvCDcH385dzoH1pQM+B76rPFJZLHmBOmeBTsHEpQ/zLYuLi4uLi4unyyfKyFY0zSGDBnCpZdeyo9+9CMADjvsMFauXIlt21RWVnLCCSdwxRVX4Pf7Abjyyit55JFHePfdd/PH2bx5M7W1tSxZsoTGxkYOOeQQpkyZUiAm/+53v+OSSy4hFov125ZMJkMmkyn4TJZlPB7Px3vRLi4uLi4u/4XsjKX58T/eY1EPZ+esulKu+8IELn94RcHnOQ4eFWW/4RHue20LZxw8ksnDnKxagDc2t3Hfa1sKROAZo6J8ffpI7n99C69t7OsgvuHkCYwo8bOxNUF5kRfDtqkKebEsyBgmYb+CIonolpWPBuhOGfg9Tr6rYVkookjasEhmDPweGa8skjEtulJO1q5HFtnensSwbJZt7+S+17aw3/AIX58+kn8s3c4Fh9Vj2zZNnUlUUWTZ9k5W74xzzqxavIoEAnSnTUI+Gc0wiPo9WIKzNL477YiNXlkkbZhgOzEQac0g5FOdfN+sKCtLzpJ9nyohCk7ecC42AkEgkc0GzrU/lnSK3bXG07QlMoyuCJHUDFRJQpEEFMXJ1805iOMpnYxhEg14WL+7i+ElfmzbpiTgQTMdV3TQq+BTRFK6E6lQFvIiCHDtIytZtLGn0FfKj44bi2FZCAjsjDlOXrCpCHnYFXP++2zZ9k6eWbmbu746hasfWcmrPY4xY1SUq06cwD0vb+CYcVWO41kASRSxgM5EhpBXzfdLUneiBlKagY2Aadm82WNMzRgV5WvTR3LpX94lqZkcnB1bQyIeFEni5qfW8KUDqvnz203MP3AErd1pxlQ6jtK0bhL0KkgimNlig3sSGVRRZE93hmk1Ue54fh3HTRySn6QIeWWKvDKL1u9hcnUE0wJJBBCcCIdsHETAI7G0qYP6iiL2dGmUFal4FYn2bo2gR8anSsgC7Ipn2NjaTXmRF82yqC72kdLMbHSJk1nsUSRswf5/9s47Tq6yUP/f06fP9k3dzSabuklgQyBAEpROCAQQ9RpQSvSHCgEVC6B0uCp6raBXuQJ67xVQr9JBJICShBIkAVIhfVN3s212p53+++PMTGa2hqaA5/u5XpKdM2dOfTfznOd9Hi75zd+pqwjxzYXT+ML//J0zDxvFnIZKr0wvoBDR5IJLvO81feXvX6V5bBnXntHEso37+MFfNgPeQ5hfXzyH7zy+oeQ8nTC5mm8tnMa+7iydGQNN8u4BWRKojmg8s6mNqSNjHDamDN12CMieAz6sShiOi2k5JdvwlZMmceE9q/jhJw/nf1/YUXJd5c/Zlb9/lVl15cwcE+fnf9064Pj0yNJ5TB4RHfC19ys9GYP2pFkYF6oiCrHg2xNjBxufbz1nBiPjgbe9rI+Pj4+Pj887Q5KkYZf5QAnBv//97znvvPNoaWlh1KhRANx5553U19czatQoXn/9da666iqOOuoo/vSnPwFwySWXsHPnTp588snCetLpNOFwmMcff5wFCxYwadIkLr74Yq655prCMo8//jgLFy4knU4TDPZ/Un7jjTdy0003lfzssssuY+nSpe/Frvv4+Pj4+HyoyZpeIZduefmoz25qY2dnut9yE6rDzG2s5q9vtNFS9Hp9RYjZ4yp4+LW9mLbj/awyxMlTa3GBZRtb2dlRtHxliOMmVvPitg6mjozx6q7ukvXVVYRoritHgIJIKQp44isgCgKi6OI6nitTt2w02XPD7k9k0RQJRRJRZTEnUbrIogAIWI5X1qXKnmiad0hKYt/lvTI2AXBcsBzP7ZnKWowqD7Biczvb2lMAKJLIosNGsaali6qoxqh4kJDmibp5kTr/mY7rkjHsXFaxy4FenYqIRtqwCKkyXSmDirCKIHjbpsoiguAdF9txEQSQRZGsaaNI3vamDIv9iSwunstWFMC0XdK6RXVUI2XYWLa3rrKgQsZ0sB0XWfJWnMkJ9I7rEtZkOnp1KqMaK7e0l5yX4vMzt7GKv+/oZF5jFYbt0ps1EQWBoCohAIbteJnLhkVAkRAEoXCeHNfl1ZxA+sS6/Zi2Q11FiMPHlhX+Xl8R4rBc7MfDr+1FkUTOnTWGVds7qIpqjIx7+xnMnWvLcdAt7xztS2RY09LN7PpyxpQHcSF3bj1x3cuI9lzjsiQgCkIhX9gFLNtzcRuWje24RAIKdtF147guj6/dRyJj0lAV5phcMVo+P9iwHSzbxXFd4iEFx8lL5Qc/Uxa9GIdn32jj6IYKRsSDmI6DabloioicK48zLE8QlgSBjGkhi57betnGVtKGXThua/ckmDE6zrKNrcwcU8b4qjCm7aBIIrLkPZxQJBHTdhAFeGDNwXsVPAfw6TNGosoiuum5f13g8bX7OKd5NM++0Va4hxVJ5KzDR4ELq3Z0lo4FlSGOHFfBQ68eXH9+G0VB4MFX96BIIkfUl9NQFSalWwDs78mypqWbUWUBTphSy9/eaCvcX32vvVOaRhDR5H6v/SuQNW2eWLevZDzNU18ZYsH0kYVxMqlbPLV+/4Bjed9lfXx8fHx8fN45U6ZMGXaZD9S/YO666y4WLFhQEIHBE3rzzJgxg5EjR3LiiSeydetWJkyY8J5tyzXXXMOVV15Z8jPfEezj4+Pj43OQvAOtJ2MQ1GREwROfKsOlTrR9iSzfKXKM/fLTR/CrtS2A2G+dT+3JcMb8OrR2hY8f5rkANUlk3d4EG9Jw1nFHEA8qlIXUguNtfyLLuGyUI2dqBddgXUWIT9/1Ip+cPZZgZTmLGiaACx1pg4qQSlI3yRoOuuMwORZEkgTSuoVuOby0vYPf/30X3zlnJq09GaqjAUzHpSaXhRurdbCBVNYkHlSxXZeU7pXE5R21yYxJLPdaMmtSocpEAjIp3SJtWJSFNLKmRXfapDysockiXSkdQRB4Y2s73/9zC187ZTIL58fpyZiEVC8yYeLEiSSzFr1Zi2jQc5m2JrJURFSe2dTGXSu2F9yZX3twLV87eTKHTysna1pUiZ7gWwPYtktX2qAmpKIpIl0pg2hQIaRIB92ZAZFX9iYYHQ8ytS6G052hKqyiyiKdSYPaqIYkCvz4qTd5+o2D8RKnNdXy9VOnkDbtfIoAyVzmsON6gnm5A726yV1rdw94HbAny1kfGcdpo8eR0U2+dt8aFh9Vx4lTaguRBuv2eqVlR9SNRBEFYiElF6+hEw3KTI/UUhsLcP7Ieqycw/eqZTtIGzBvQg3nHD+VC+9+iU/OHksmWMNTW9pZ1dnGnZ+Z7cVGZL3CvJdzLu2vnTqFHzy5iWfeOFDYzL/u7+En/zaBtp4M1aFA4fqLaBKVEY2MYSGKopfjrFtEAgqW7RDVZDKWUxBv07pFPHf9AGRMm3MrxxBSvTiIRNpkXWuC2fWjiASUg+V1WS82IqmbSIKAAFQGZRJpi4gmIxk2FzRMQAAQwLRsAopMxrAxLIeKXCZy/trbuKMD03Y5clwF/zZqHGFVQhAFXNcloXRz1RObSBsuD23v4sTJCl8+eZKXdYyLYNjIosDqli5OmFpDYp3OypZiR24Fbmwkl/3+1RIHcdqwOe+k0XzhzIns6c6yszNNQPYK7Ta39rJw3jgA0oZNQPaK+p59o5WzjjuiMD68trubB7f1MnlElKf2eMfw8ZYuQmpPYfbA1JEydeMsJlRHqKsMUTtmHNc/tK6fk/y8k6cztiI0/AD4FsmPl71Zz21fFR7YsdvWq9OVMnL3uBeZUxP9x33/2HYgxa9e385g9+XHjx/L+Oow+xJZOtpT/GrtjmGX/VfjUM+1j4+Pj4/Pe8EHRgjeuXMny5YtKzh9B2POnDkAbNmyhQkTJjBixAhWrVpVskxraysAI0aMKPw3/7PiZWKx2IBuYABN03zR18fHx8fHZxD2dme46o+vl5SD5bM6b/vzG9x01nRGlQVJpA2ueWAdyzd34HkWwXDAdoVB1y2JEmt2Jbj92W39XpvXWMkPPnk4tTFvynEibXD1n9aVlIctPaGRkWVBGmtjhXWEVImfLm7mNyu3s3F/L7/93NHc8ujBkquQKnHrWU3MHldBRTTA/Ek1xIIK42uiZEyb7rSJqshIkogsip6IJ4pYrueKM0yXP63eyaXHN7K/1yCRseg1nEL27FULpvK9J9/g47PHIgsim3d2MaosSFCRkSURSRKJhzUcF+Y21nDq9FFEcoVvoiiSzFpEFG86fDioIMsSPbnYh4bqKBnL5tjc+zRZZFdnmm9/7DDW7kmwd/1+ZtdXIIku4FId1UAWEGWJZNZEliWqokEM2wZBYFd3hqpoAFkSOGnaSC8KQhKprxRJ6TayLFFbFkQQBRzb5ZqF07jy1CkkMiYhTaKtR+fjv3yRw8bEufaMaezsSGM7LuGA4u2DbSOKoNrykNdB2nBYtaMDy3H59scOA0CWJQKqRFU0QDykeYV2qkTasLjkf1ZTVxni4rkNXHDP30kbNidMqeaiY8YxujzEadM15k+qJaLJtPZk+PRdq2hPmmzY18u3FjZx06PrWbmlg8W/WsWSeQ0ckytna66vxBVEfvG3rVy9sImMta5w3fTqDr9d1cK1Z0yjNaETFSBl2LywvQtBgNn1Faiy5yre2p7m1sc2kjZsQqrE3Rceyc+e3VK4dvPFg3ct386n5tRx70s7mTYqTvPYMnTbZVZdFSPjAZKGhZDLDxYkEUSBcEDljX29jKsK0d5rcSCZZdqoOMmkQdKwCzm5s+rKuGFRE4Zjcefy7UwZFWNOfQW1ZQFsx+WohmoiARnHdRFw0WSZrrROOKBwdGM1911SQSJjEg8q/O3NNnp1izue2Vpy/81rrGTqyDIumjeery+YSlr3YlYEYGdnmh9/ahZrdnXzpd+9RtpwAIFIUEMUJQRR5LJ7Xy0cjyXzGoiHvfzgmqjGlvYUVRGN57d18f2/bCn5zOvPbOK7T2wsuaZ6dYfbn91Wkg384KXHIkkSAUXm0hMm8fUFEsmsTSQgkdI9ofxQpl2+FQYaL4+bWMV3z53JqKIM35aOFNc8sLZfJvK3z5lBXeU/RlBNGvaQ92XKsEnqNtc8sI7FR9UNu+y7fSzf7xzqufbx8fHx8Xmv+MBEQ9x444388pe/ZNeuXcjy4Pr1ypUrmTdvHq+99hozZ84slMXt27ePmpoawIuT+PrXv05bWxuapnHVVVfx+OOPs3bt2sJ6zjvvPDo7O/2yOB8fHx8fn7dIIm2w9L41JV908+QFl9d3dXP74mbakwYn/rC0/G2okiaAJ788n11dmUEL4caWB5ElkaqwSluvzsk/eq7f+tftTXDUuArueHZLYR0hVeLGM6cxc0wZB3p0RpYHMXP5tdFc1q4AZHMZvyEtHxPhokoypuOQ0i3KQ2ou99ZzXYpeOgOaJGLjoIgS6aKyuIAsYjieczFt2CR1i6qIRtqwyZp2oQhMt5xCOZgX65CP/XVxHRBEge6UQVVUw7A8F3I+1zebKw2LBGSCufxe03YLP8tFAaNIIh1JnUiuxG5nexrDcQpC4UcnVXHlKZMxbZdExiSiycQDMpbjkjZs0qYXOWHbLpoiEJQlXBfSln3Qpap7xyWgiOzvyVAW1FjT0sUtj20EvDK3uRMqKQupLPjJ8kGvgz9+8Ri60ya65RAPKkQDMkt+/TKTR0S5+rQpZE2bzW1JRsSDhFQJ23F5YVtHSTHYxXMbuPelnVx4zDhGlwe58eH1JYVl8xoruXHRdC6+ZxVnNY9mVl054dy6ni9a1/yJVVz60Ua+8X+vceOiJmpiAdK6RSzo5S/v78ry+t5umkbGc1EZFmFVxnZdlvz6ZdKGzbULpzJzTBkp3cJ2XeIBhVQuriNj2kQDMprkxYXk//Hu5h40hFWZsCrRkcoSVL0YE1Xy3Oc9mYPlfMs2tNI0KkZZSMXFRZWkQkZzNKCgySJZ08JxD2YX92a8srmQItGR0knqXpSJJnvXyrRRMdp6DXTLpjqiocqeg7w6GmDdnm72JrLMGB1HtxzKQgrVUQ3TckhkPPf7ml3dKJLA37d3lQjGeY6bWMV3PjaDq/+0lhvOnMYND68vue/znDClmuvPaOLfH9vA5JExTyAvujYu++1qbljUxG9W7ij5nL5Fkn/+8nzKQypf+8NrA45hx02s4vbFze9a2dlQ42XxZ7X2ZLny968OuO99H4C9l2xtS/Ybs4t5+sqPAHDiD/827Fj+9JUfYUJN5F3fxvcrh3qufXx8fHx83ks+EI5gx3G45557uPDCC0tE4K1bt3Lvvfdy+umnU1lZyeuvv85XvvIVjjvuOGbOnAnAKaecwrRp0/jMZz7D9773Pfbv38+1117LZZddVnD0fuELX+COO+7gG9/4BkuWLOGZZ57h97//PY899tg/ZX99fHx8fHw+yLQnjQG/6AKs3NLBkrkN3PHMFtqTBomM0W+ZNbu6mdtYOaDgcdzEKlzgivvWsGReA0vmNqBbXp7oml3dXHHfGu6+6Eg+deeLHDexistPmNhvHbrl8Mu/bWPm6DIWzhhZso62Hp2QIlEdU2nrydKrW4yMB0gbFom0Q01OaIkGZK8cLiekWo6NKkm4qkx7UicaUKgKq+i2V7pm2S4pw0Y3bWJBAdcFxwHHddAtQIBt7SliAYWQItObNZFFEVmEiOYJgeCJtdGAjJMXADUZ1xVwcOhMGAQ0EdN26cmYRAIyEVUiY3nvFQXQZJGM6YmDAUWiMuzl9Tq4ZA3vGNTEAtzy6AZe3dXNbefOpCYWYH5jFQtnjCSsSqRNm5RuUhXRyJo2bb065WEVKRcR4LouGdMipKm8vKOTxlqvVCs/dT+iyYQVkd2JLHct384FxzTQUB3md58/ush5aeE47qDXwfyJVZSHVCzbpSzkOZK7Ugb/vWQOr+7q4uJfv8z3P+65hF3XE61HxgOcPLWW4yZWE1IlRAFEUeBrp0wGwMHl5kXTyVg2vRlv2n1QlrBw+MWnjyBl2IQ1iQ17EuxJZGkeW8Z/fOIwykIKo+IB2pM6d14wm56MiSQKlIdVOnqylEU0qmIas+QKIgGJ/T1Z/vjKLj52xNiC+Di3sZKaWICL7lnFz85rZmd7mpHxAPGQUrLfjgu9WS9LOBaQ+eFTb7B8Swe3nTuTEXGNoKogSRCQJFK5hw2xoIImibQndY5trEIAFFkga7h06QYBRWJNSzdTRkSpiQXoyXpivipLHEjo2K5LeThI2rCJBVSiAWhP6tiOy5SRMX701Js8velgHEZeWL3g7pe48uRJnDi1ht1dGTRZ5PmtHWzYmyg4mfMiYUiVeODSY7n50Q393K63nj2dGx5ez/LN7aR0i6XHNxbGkuLP/H/zJ2C7Dv/xicNoTxr0Zk1UWeTxdfsLgv0V963h9sXNfOGjE0hkzJJxI38eHn19H8eOrxx0DHtuczvtSeNdE+yGGi+LP6srZQx4LwCs2NJBV8o4ZCE4kTZoTxr05K6PqrB6yPtTFVE5bmIVzw0iZlZF1EK28nBjeVXkX0v0PNRz7ePj4+Pj817ygRCCly1bRktLC0uWLCn5uaqqLFu2jB//+MekUinGjh3Lueeey7XXXltYRpIkHn30Ub74xS9yzDHHEA6HufDCC7n55psLyzQ0NPDYY4/xla98hZ/85CeMGTOGX/3qV5x66qn/sH308fHx8fH5sNCTNYd8Xbe8AqferElI7f9PkbtXbOeni5uBUrHnuIlV3HbuTLozBmnD5o5ntvR7L3iiEnhfrL9+2uR+r2uy57y97N7VLJnXUCKe1MQ01uzuZvroGLu70kwbFSelW7l8XMiYlufIVRV6dZOyoAoCuK6AbjmkDYvqiJdFfCCpEw8quSIwk5AmEw3KyKKA7bq5kjCvPKs7ZaJKAhFNpjfruY2DioTsCGRML1s1kTYRRYGKkErWtokFZTTZcxensjZVMY2wKrEvkaEzbZIyLJ7b3MPs+gpiQYWQKqNbnms5HlJQJZHOlE5YUwjJEoroFZFJwNdOmYQgCHQkDcArLmtNZNmXyNJYEyap2/xo2TpWbukoTNE/NheV0Nqjs7qli/tXtfDVkychCLC7K4MqiWw/kGR2QwVPbNzPYaPLOKVpBJVRBdsBAcGLmRBFqiMBEhmDW8+azvU5ETDP/IlVXLNgCrs7M3zht6+UuHvz4uM9Fx9JZ9LgmPGV6JbDvkS2UHzXlTYwbZmKkEpnr040qNCTtciYNvWVIQRAFL1CQMt1ae3WeWlnJ5v29fD548YzZWScUeWhgpD4/NYOtrb18sWPNtKTMQpZn4m0SVlEQ8AriqsIK+zpziIIAuceMRZZFPn1RUeiKZ443tab5Z6Lj8RxXGaMjhdKBRVJJCCL2I5Dd9qLXQirEnc8u5kzDhvNkvnjSWZtcAUimkTasmnrzVIV0QCFnoxFNODtr55zs0cCMiFVQrcsBMGlrjKE5bis3d1N06g4Lp7gXBFVEQUhV2boTfH/zF0v0Z70HuCcOKWaa8+YxhUnWnSkdGIBBVUW2d/j7cva3Qn+7Zcvks6VARa7sItJGzb7urM015Vz9YIppHSblO65hfd2Z1i20cuY7kqZuNDvAU5rT5asaSMgEA8dFDW3tiVLxom0YXP5fWv46eJmfvvSzgFnFFxx3xqmjYwNOLbk6c2Nce9EUM0z0MOwYrrSBom0QU/WGnK54V7P806jCeIhlW+fM4NrHljbbx23nTuTeEglFvD2abCxfH7Rsu8W78a5eK8Z7ndj7zCv+/j4+Pj4vBt8YKIhfHx8fHx8fD4YDDd1OD9d+OkrP4Ltutz0SP+p3iFV4tqFU5lVV07WtD2HbcT7Yr/9QJJrH1o3oMtsbmMlV502hUV3rATg4aVzue3Pm0qWXXpCI2taugadXv6VkyehGzaW6xINyIiIIPSJZMBFkyUyhkV70qQ8rPDjZW/y+u4Et507k9pYgIxhEwl40RBKbkp/MntwHQeSOvu7sxw2No6DJ9DEAgoBWcJ2HWTRE6xDmsSKze1Mro1SGdUKkQMhRUK3vXzigCIR1iQSaYNIQMW0HVK6Xci7/fr/vc6UEVFuXDSdvV0Zfrl8K2taulkyr4HmsWUAjIgHiGkyexMZfvrMFg706Pzs07OwbPdgjIXixWPoloObi3pI6lYhtkC3vZ/3Zi3CqidmG45TECP3JTJ84/9eJ23Y3HPRbLa1pxkVD1KVExwzhkVZSEW3nIPrlUV062AcR1CWMB0H23Fp7dEZEQ+gSiLdaYNQUWQGrktHr8GXf/8qV502hemj4ySzXsyB68Kzb7Txy79t4+jxFXz5pEm0J41C5EFnUqcq6mUyK7KIJAgYlpfd+8vntjFtVJxZdeXIkkBlSEWSBBJpg6Aq8+Nlb/Litk6WzGtgVl05AVmkPKwiiqAIIhnLpidjEQlI6KZNRUjFcNyS6Ixg7th1pnRSuoMgQnlIwXVBEQWEXLubA/RmvMIpEc/93NZrUB5WCjEfQVVCkUS6Uya1ca3w81AumiKRc4cbllOIzgC4buE0Zo6J09KVRpVENu3v4chxFUQDCt1pk0jAy3v+0yu7+fIpk+hMGvz0mc0lUSt917FmVzcb9iY4b059wYWbv2+b68pZ09JFc10500bGuPS3qwH4+fmzCn9eekJjiaO4eDbApn09XLtwKl3pg0IgwOX3rennXg2pEtedMY3mujK2HUgV1pF3Dh9KpEFQld6VrNdN+3o4bYgIlEcun8v3//wG15w+dciolD9/aT5ThhGw341ogr3dGa5/aB1TiuI3yoIK9ZUhRpeHCp+TP+75B0XFy06oibyrMRYflNzdQ4nV+FeKyvDx8fHx+efgC8E+Pj4+Pj4+7yrFIkBf+mYEH0jq7OhID5r3O74qzPjqSMm6/7KhlTHlwZJ83/x7lh4/kVU7OvjRU5sB+MrJE5kzroLb+2QB33XhbH7+160Dltld/cfX+eaCqRxeV0bGsEkZnqCa1E2yhlNwoX7s8JF8+eTJpAybtG5RHlYxcgJmXuxFAFUU0W2LjGFTFQmQ1G2SukkkoBCQRBBcLNclIHmxCwXBU5FwXAdNkkj2yRTOWjZrWroL5WLgidh5QVMRBOoqQ976Bsg4xgXTcUlkDOIBFdtx0S0b03aorwhhOm5h32MBmfV7E1z30Pp+zs77X2rhc/PHs/S+1Xz/44exL5FhRDyILAmUh1QkwcsuNi2HsCZhWm6hxC6sSKzZ1UUkoKBbDgFFIqSKRAMyrT061VGNza29HDG2HBtPfC7OND6Q1Hllp1e6dtS4CspDas7J6q0/73gWBIGXtnulcnPGVVAWUjEdl+60QXlIZe3ubm4pOo5zGyu5adF0vvvERpZtbCsUCd730k4+ffQ49iUy1MYCJXEicydU8uL2DmqiXpyDLAn0ZiwqIipPb2zlZ89uBSiIw31zhgGuWziV6WPipHWbQC76IWV4Ttz8QwhVEjAdNxfBAYIgkMw5yDVZoivl5TuHVBHXgZRplzwQ+P3fdzGhJlpwaubvu6qI6sVLxAIkcw8aerMmL+/oZMqIWCFrNxZQ2NzaQ11luFAKl8iYPPLaHi49fiKv7OikpujYdCR1jhlfyZ7uLF0ZgzHlQdbuTpRct8Uu4bxAfPvi5oIQWyzK5s9F3/FifmMVlx7fyGd/83JhvXmHqgtc/cfXS8aj/Gv7Ehk+9p8v9BunhnpYdNzEKr7/icMOOUN4OKfqm629Az4Myx+br50ymXN+/jz3X3I0dzyzuSTDOs+hZgS/UyHyrQjJe7szgx73ke+iOPtByt0d6nfj+21bfXx8fHw+vPhCsI+Pj4+Pz4eM98MU2YFEgLzg87tVLdx81nQA/vrmAZ7asH9Qh98PPnFYybZvbu3lrJ+t5GfnzeonyLX2ZBkZD3LZvasLYlBIlXjosrm8vKOzZNmOpE7TqDhZy8ayPedvQJHYm8gQVCS2tiUZGQ9SHdXY051BELz8W0nwYh1GxAI4Lvz8r5v55Oy6ggCaLyX7+85OZFFgTkMljuMSy0UxdKV0ykMapuvgenpsIcd1/Z4ElWGtxPUbzcVcmI5bEpFQ7GjsyZjEAp4DtDtjEFJljFxMhWW5aKpIJKDQkzEJaxLtvTqb23qZ21iFIkrc8uh6lvcR1W4+u4lsTpSOhTz3ccqwC4IkLjg4tPXodKVMJo+MesV2ikTWdDBsTzjUZLFQnGfbLiu2theEz3sumk1LZ4apI2MF93RePMcFQYS/bjrArLo4W9rS1MYDngM3rBKUPadxXjSXRYH1exIcWV+B4bhkTa90rzKikjFtDvQaVEdV3tzfy+QR0UK5WX1FiIgm5/J0PRezLAls2t/L5Noo+3uySKJAVVRDzgnaLl5Wb09OCH1jfw9H1ZezpydLWJNJZm3iIYVk1ntw8MvlW/tNi196fCMvbOvoV6K2vztLQBEJazKW7RANKOi24+X6SiIZ0yatewWCquRlI2dNG0Hw3MHdKYOKiAoufO/JTTxTlN3bVyzNu+5njImzuytDWVChNhrg1sc38PruBHdfdCS9WaskSzfv5r3/pRY+NaeOK+5bA8BPFzfzx1d28fEjxlIT00hmvQcIqiJy2f+u5hsLpnDPyu0FF3reKV0WVjEsm+6Uyd9burh7xXaa68porisvRDosPaGR11q6CwVvxQ5T8OJc+orLefLiGlDIDc7PLgBYv7eH8371Ur/xKy84/+b5HQPGH2RMmxN+MLygeihO1W0HkmxrTw36MEwWBC769ctURVT+7wvHcu2Da/sVGn77nBnUVYYH3Z48a1q6OOfnzw/6+oOXHsvhdeWDvv5WheT876Li4/5u/y76oLlshxPI3w+/v318fHx8Ptz4QrCPj4+Pj8+HiPfTFNn8F9pExiSkSkiigCR6Qh7A0vvW8MrOrkEcfpVcdsJEpo6IljjMNu7r4bO/+XuJGJSfup+f1l4sBs1vrOTMw0bR0pXho5OqSWS8DMbiaeD55RbMGMk3H1hXEIHuf2knFxzTgKoIhDXlYCSD6kUVOC6ekpsTLl0oRBsYtlfIFg0omLbDZb9dTca0ueO8ZuJBlZRuUh0NeCVwOdFTFUWyllMQTcKql9ebNG2SWSvnZPVE1ZDiCcRSznkaUiWCqkTasPji/66mrjJU4rK8+o+vc8fiWfzs2S0FQe3LJ3kOzuWDlLF98/SptPVmqYlo/OAvb7JsU1u/POCsZTOmLIhhO7iuS1CRS/YhpEo4jkvW8vJb89EHEU0mpHhFdo6bP4i5AjxVRpEFdnakEQWBiOZlBicNi6zpEMm5rQUBZNErQYtoMtGAzNJ7V/OZY8YxfXScRMYkqsloiieWKrKIJnnCd77cLKRK3HpWE8115V7Wcs4BHVYlLMclYzo5oV5GQADBy/71Ij+E3D5LvL47QTQoUx31RNCyoOwJzKaN61CIFrFsl1daOvnIpGoSGYuerEl1RPOyi1MG1dEAguAWjlVXysB0HOrLQ6za0UllRMOwHcaWh0gb3nl33INFfGUhmUv++xWuOX0q+xMZagvubAXBFQhqIrrpsr8ng+sevA+a68r47LwG6itDrNrmuXotx2VkPIDrgmE5XsGeKNCTMXCBJb/+e8kDlyXzGjhpSi0dKb3fPZYXnQ8fW86OjhQBRaIqovLjZW+WiNXFOb3FTvcrTpzE95/cNKRQOhhPX/kRqiJqP3GtPWnwwKt7BnX+njS1hn8/ZwbJrNVPyBxOUP3TF49lQnX4kJyqibTBV//wWknUQrHwPm1UvCCKP7r0WKpjQbpSXmZwLCBTHlYPOWbhnYqm71RIfi9YvbNzQFd3nj998Vhm1f9jt2k4BhPI30+/v318fHx8Prz4QrCPj4+Pj8+HhA/SFNliQaJvhqQmi1RHNT5154s8dNlcJtZGC/t20bHj+mV3DjZdfG5jJZ+d14CAwK9WbGNNS/ewy921YhsrcgVolxw3nlOn1WI6rpdfa9qEFE8glESwbIdIQMEaJN9VxotF6BvrYDgOAUmiI5klFFDQJBHTcVD6CMEhVQLH5dN3r6IjZbBkXgNzJ1RSHvYcn725mARRAFU66LzNx1IIIiiiyK7ONJbjsml/DzNHx6mKBujNevm7Q2WOPnbFPAQEAoqIZTvYLoVoBlUSkASBjOXQ1pMtxGK0Jw3qK4Iksham5VAR8bJ/PYHXexiwLBeVcPT4Cr5y0iTEXBFeNKigSBCUJdKm0ycKw6I7bRMJSFhWLmKj6LiGVInOZJZ4SOOGh9aVOpwnVnHzWU3s7czw2t5upoyIURsNkDKswvp12yaZtTmQ1AnKEpGARGVYK4jD+WgQAbjwnpdLBNBfnH8EIU0krCmFmIagIgEuF979ckGUf/y1vSw9YSIp04sSqYxoWDlhP1IUJZJHkQTW7k7QWBMlpZte7rTpFDKBI6pET9YimRPW9/dkueqPr9OeNLys65MmIQoCbb1ejvKrLV3c8thGwIuoOGZ8JaosElBEnlzfyt0rtvOjfzucjft6OGlqLZmcgGvYDom059jdtLeHTx9Tj+vCr1Zs63cfXX3aFNKGXZIVnH/t8uMnsqszzdf/+Hq/+14QYEQsyKu7ugaMjbj6j6/zqaPqaB5bRjzone/H1+3n7hXb+Y9PHFbIEB6I//vCMfxk2ebCAxDwxsMrTpzIBXevGnRMuOWs6SWxNMVsbu3l5B89N+hnPnjZXIKKyKk/Hvz+youuibTBxv293D7AMesrir9Td+s7jSZ4P7pvh8tYPpTs5PcDH6Tf3z4+Pj4+H2z6V3X7+Pj4+Pj4fCBpTxoDfokEeG5zO+1J4135IvluTF0tbk9PG3bB8Zbn5+fPIm3YBQdvW6/O8s3tHDa2jLmNlSWCSdqwueK+NVy7cCpfOWkSbb06NVGNN1t7WXqvN3V9ybwGlsxtwHJcvnX6VBzXJaXbaLKEKMK+RBZNElh6QiNXL5hKV9qgIqxiuy4iAobtIAkQVCT0XOlbNCijSiKWYxdygSOaDAKIAvxw2Zv8ZUNbvxiLgCIxKq6xtT1NdUQjHlIIqgKi4Ll886KyYdmEZIk7L5hd4hLe1Znmtj9v4vbzmklmbZK5WAVNFhE80yqKJPLari4qwlohszaolOdEZJfykBcVsfSExoIAH1AkVuem56dzMRBBRSJjuEgSgJBz74IkCnTlytEimoQoCDgujC0PoikSozUZ03EHFGVvPLOJE6bUAmA7npNYlgRUSaA3a+FqnhoaD3pxGgggCCKy6CAKAtGgSkcqSzyoYakySd0CoCykcX2fzwNYvrmd6x9az02LmpBlkVgusiJjeu/LC+khVaAy7B4Un02bjGnTkdLpzZp0pw2a68qZVVdWmJqfNmx+88J2bjizib3dWbozJgHVc9F2pU3uvGA2rutyoNegrirMI2v3cmR9BaIo0NabxTAd3mjt5bhJ1ezpzgAHnbTHjK/gujOayFo2QVWmV7foSptYtsvOjjQzxsRp7dUxbYegKlEV0fjP848gEpAxbYeOpMFre7pxXQipFRw9vpI/fvFYejImIU2mrSfLl+5fw23nzizcf7Io8ONlm7nzuW18/iPjWThjJLbrElAlPjqpGlkUCqLrknkNXL1gCru7MoXs34t//TLf//hhLJwxkiVzG0piWyQRJo+MFu7f/H2fFzwvuPslPnVUHf+95KgS535eCL3jmS0FQaw9aRS2WZPFIcca3XJKRGDwxsMvfGRCYezIjw/FbtyhUCWx3ziUZ25jJaLgjcdDkd/H9qTBkl+/zJJ5DXzlpEkD7jt4YmA+0uLtEg+pfPfcmYNGEww3jldFVI6bWDWokPxOt+/tIIrCkOdCEoUB3vX+4x/1+9vHx8fHx8cXgn18fHx8PvT8q2TuFYurA9E7zOuHwrs1dTUWUIZ8PS/uhFSJvd0ZWjrTAIWSK6Dki/8RdWXUxAJccPeqwlT0ny5uprmujJVbOgqi0fzGKi47oZEluankeWdkPKgQ1iTW7U4UisMKpXLPbmX5lvaSQi3HdbFtFxRQJKiMqOimQ0r3Ihx0y+ELH23k8x9pJK1b1FdWYtqOF1eQExpn15eTMiy60yaKpGKJLmKuXA0XREGkLZmlIhJAyMVPpAwbTZG47eOHoecK2Lzp+t61XRvRSFk2iYzBEfUVufI5k4CiEAsqrNrWwZwJlXSnDaoiGmtaukpE+LmNlfx0cTNX3LeGaEApZALn3arxoAICuC6UB1WytkNY886lkNNbHNcla7nc/Mj6fqLsKzu7WLWjM5dtbBHRJAKKhCQIPL2plbW7E7mc2cDBKA5FIiCJ2JpESvfK08rDAb71QGlW6r2fmzNgzAV4YnA+S9dyHGzDJaBIOK7L/h6dWFBBkQR00yGgOHy/T75uXqy88O5V3LioiWsWTPWcuAGZqCazqyNNLKQSCyrs78lSHfVKwH741JsFJ+uM0XFqYhpPb2xj3e4En5s/nktzedb/tXwbd5zXTCyoElJlTm2qJaVb7OpME1QENrelqIkFMGyH6ojGyJiGIEB1VKMrbdCZMqiNatz+zFZe3dXNbefOpCamMaeh0tumRIbvPbmJCTXRfuc7L3rOb6wq/Dlt2Pzoqc2YtjtodMJrLd6ydzyzpeDu/d7HDyOsSRw+toy04Tms8yR1my/+djWfOqqOqxdMoa3nYIREsdi7cW+Ca06fxk2PrB8wnzceUslaDvMnVrF8cztrdnUPKgTOb6zihW0DXxPPb+tgfmMVy7e093sQddzEKv7fvIYB3wfQnTG4eK73+kAu3n2JLKPKho5rCOXyv3uyZmHf+5b45ZnXWMmtZ09/V35vjSoLFsT0t5rd+1aF5H/E715ZFIY8Fx8UIfgf8fvbx8fHx8cH/GgIHx8fH58PGcVfPPOOwmseWPsvkbn3Xk/bfTenrg41RXluYyXNdeWsaeni38+eznUPrS+JhBgqSqI4Hzi/3KlNtWR0m17dYu2eBGcfNop9PVkEQSBQ4ggWCagiZSGVzqSRiyoQcHNZsabtEAsquUhgF1kUcVwXwzQpCwUOFo5pEprsCdiv7+lmVl05iiQS0STCqkzSsEllTSoiGqbteIJorijNdj07cCwgl0QfhFWJ7QfSqIrAiFgAy3UQycdBmEQ0T1xWJS9b1nLcfu7Y+Y1eRML+RIZoUOW2JzYOKJzObazkjJmjmNNQgWE5hRKyrOXw+u5uBAGOGldBeVjFdSk4hy3HQRJFREHAdh3OvH1lyXoHi/CY31jJxfMa+Mb/vc7ti5v5+V+39ivFmzk6TktXGlXyXM/3rNjeb9t/fv6sISMC/vD5YwCXyohGyrDY05VFlUVGxg5mIBc+c+E0ZoyJk9YtLMfl+aL86eIp+811Zdx61nS25sq+8mVos+vKqYioXoFf2iASkAkqEh1Jg1CusK8rZVBXGeZAUmdseYiQItHam6UrbZYUJn7+uPGs3HqwWC6gSFRHNDbtS1AR0foVIDq4JSLr3Su2c0RdeUlRXP48F+/HN06dwk+eLs3szZ+zX6/cXiK6z22s5FunT+WHf3mDZUXL599z7cKpTKqNlrjziyMfqiIqv/3c0dzy6Pp+xWfXn9nEZ3/9Mpce3+g9LNGtfjmq1z+0jk8dVVc45oPFO1x/xjTO+fnz/Urk8tv5wKXHcsujG0q2obi4azC2tiU5844V/cah/PG+fXEzFWGV//jLG4M6Va8/YxqTR8T6jdt9x7exFUGeXN/KG/t6+I8+5Zn/LA6lBG6gh4bzJ1Zxy1nTKQ8p79p+JNIGX/vDa0weIGP5/XTMhuP9GLvxQeZfxQDg4+Pj83bwhWAfHx8fnw8Nfb94Lj2hcVA324cxc++d5j8Ox7v1RTWRNuhIeYVTNz5c6vrLi1P3vrSTS46bwKhYgOP+469Dnsv5jZWcPnMU1/xpbb/X8qLy6TNGcnouR/LRy+ciCgI/+MsbTB0VL4gHZSGF6qjG/u4s8ZCCIol0pnRiARXTdrAd13PHCl6kgePCltZepo8p46ZH1peKmxOruOHMJizHIaxIZG0by/bK5IKKTNq0SBs2FSGVoCJhug6uczBnOB/14H0uhYzdsCZhO2A6Tr9yOS/P1UYWxAEjEvLbdeOZXtzAwp+uGPQc/fnL8wkpEu29B3OMU7m4iFgwl6tredEasihg2C5Z0yZt2MSCMr1Zi4//orTAaehzWMVNZzXhAq+2dFEZ0QgoEvGggiRAQJFIGXYho3igbOO7LpzdLz+6mCe+NL+Qx+y4B0vrgoroFa6ZNmndJhrMifKOy7NveOLwRyfVsL8nCxSLq2VcevxEqmMqi25fWRDvwppMSreQRYFxFSH29mS549kt/RyeFxXlv544pZqvnDwJ1xVwcUkbNrIosLMjxcTaKLf9ubQo7aQpNXz1lMm09mYJKBK24xbKEgGuWziVGWPKSOoWtuPy8o5OBAGmj4oX8nhtx6UjqVMd1Xhtdzc/fOpNvnvuTH6zslRkz3/Wvp4sWdMuRD2MKQthuQ73rNhREr3Qd98GE5MXzhjB1adNoTtr5c6rRFuPXsg5hv5jSvHDqGLB1HJcxpYHEQWB7R0pVMkTAmfXlQ9ZJPfri47k7y1dLJwxEt20D9kdeygPsmbXlWO57oAC9cVzGxhdFmDqyPghrSvvWP6giIFDPTTMP2j6yKTqd+1h7N7uzKAu5aEE/fcT7/Xv738l/NI9Hx8fn6HxoyF8fHx8fD4UJNJGv3/4N48t6zflN8+HMXPvneY/Dsdbmbo6mBun+AtavpDt6gVTcmVhMpbtkkibnDxtBOMqQrT2euLbYJEQc3Nu0rHlIeY1VvZzLV48t4H7XtrJosNGFX6+pztLUJb42imT6Uyb9GRNamMa8aDC7s4MtuuyfPMBZo4uoyqqkciYhDWZmCryWkt3IfohpEocXlfODQ+t6yduLt/czk2PeLm0+3t0r2BNFggpKs9v7aAmlxds2i6tPVmOGV+BLAv0GjaO4+K6IAsCacskonlTzJNZC1EUCCkSugVtKW+91REN03HIWDZaThweLiJhIIdkMdvbU9z74k5uOms6PRkDUxSRJREXcBwX3XLoSpusbmnjhMk1yLksXxewHU+47ctQ9+PyLe3olkMyazKrrhzddujJZaWKksBTG1qZOjKGLAqFTOC+DBkRMLGqEDfiuC6K5JWkiRIcSOoIgoBpu4RUCTcn+O/oTHNEfQW247JsUyuuCzNGew8Ofvf5o9m4t4eamMZrLV0lOdd5wXtNSzd3fvoIRpcHuXnR9MJxD6oS7UkdXLh9cTMjYgEiAZmbH1nP00Xu2vmNVVx6vBdj8qmj6liSm/5eE9N47s0D7O/JFkoQ84Jofn2OCz986g1e3NZZeC3/3qc3trH0Oc8FfMUJEwmrEg1VYSaPiHLFfWu45LjxfKMoumHtngR/2bifI+srCKkSYVViza5ubs0Vz92+uJkvfnSCl4+sSFRFVH687M3CNZY2bO5/aSffOG0KS5IGWdNmbEUQTZJoS+qc+5+lDwyK6TsdvjhHdaBs8Se+NJ8v/u9BV/jSExqHzI/9ey4apXlsGbPryw95jBxsrC12WY8+I8jTG/bTXFfeL3/43pd2csMZTYe8rsGOx/uVofJuV27pYEmuAPDdEjffSdzF+4X3+vf3vwoD/VsQvH/zvZvXnI+Pj88HGV8I9vHx8fH5UDDQF0/dcoZ8zwflS/Vb4b38QhzRhv5nQzSX+zuYG+c7H5vB1X9aWyLk5IuprjtjmjcN3LYYWxGiua6MeEglVSQm9S11qolqbG5LsvTeNVSGVf57yVHsTWRJZA5Orb/vpZ1ctWAqrd3ZwrbIosAXfvsKn//IeE5rGkEsKJM1PMfv2IoQGdNGkUVsx0USXcqCCg7QlfTKwoycSBkNKJj20KKrbjm45ArWENiXyPLo2n39xOyGqjBj4l4WcD7aYXdnmhHlQS/nNyeoBySRjOkdE0kUkEQB16Xwv/a0wXBTvdKGTUjrL9QWo0oiy7d0cMND6/n6aZN5ckOr54KtL+fSjzZy+X1e1uusOm/qfjykIokCsYCMiydi5zNc8wx3PyazFpoikTQsEhmTeEDFsBySWYdjJlShyQKW4+IMsoP5hwWiIPSbjn7joiZ0yyale7m1qiTS1qMzd0IFwWiAnqyFYVkIgoAqS6xu6WZ0eRDHdamMaZwybUQhLxkXHBzqKkPs7cpQHtZKxMa7V2z3sqX/upVL/te7zo6fXIMkQjQg47gQUmXShkVrIosoCHzld6/yy88cwZJ5B6/ftXsS7O5Mcc/FR7K7K4MgCIyMB/jBk2+wbFNbwRF76Ucb0WSRgCKxpa2XCdVhbnl0A9NGxTl/Tn3hocWYsiAp0+bo8ZWcMKUGWfTK/z5z9yo+PnsMV502BYCMYXtZ1blg6Em1UeJBhYxpc/l9a7h9cXOJAHv5fWu447xm7nupheVbDjp1PztvPLIoENZklm1sLUS35F2ux46vRB2m6C3cZ8wZ7mFU1rRLHggN+QCpj8iadyEf6nTy/Fi7vyfL7q6DRX9X3LeG2fXlHNdYxfiqMD99ZnO/XObLT5hIWUjpt659iSzb2lOF8au4LA4OjrGHwtudGn+o7xtqueHOk2457/rD2HjogyX8DsSHQdD+Z+OX7vn4+PgMjy8E+/j4+Ph8KBjoi+dwbfJv5Uv1B4n34gvx3u4Mf9/ZNai7Lt8YP5QbZ2dHesAvaGnD5po/reXpKz/C4XXlJa8Vt9T3dQCePLWGG85sYnZ9Oc9tbucTv3yB286dSX1FiKRucWrTCJrHlvGTZW8yt7Gq8L41u7o5oq6MHz21mV/+bRs/XdzMvS/t5DNHj2NfIsOIeBBFEqiJBpBFAUEUyFoOLp6AEZBF4iEFVRRpTxlDHrd8lIIqijjA7X0iAuCgQHXLoukEFQk36D2kKItoSIJAUBZxNC9ugVyWsCh6xyZjOl7MhusyMh5g7e5upo6KDblNIU0ipEj9hNo8+QKxkCpxWF0ZiiRy3MQqFs4YSVARwYX/+eycQkGdJouIAlimS0/GpDyiEJIkbl7UxPVF0R/D3o9BmZAskTJtVElElgRCqkxXSkcQwLRdXNdFEIUBr8O0YXPvSzu5eVGTF5mRMYkGFUKKSFdaJxrQMGWX8pCKLAp05Fy5GdsmqEgIgkBv1kQWYVZdWS6j2cIwHWTJS4YWRUikTUy7NIrh2oVT+eaCqXSmDQzLYdWOTs4+fBTfOn0qnSmjsP26Y3nleKJ3PPYmsoXs3O89uYkrT5lMLKiQzFqcNLUWSQRByIv9Lss3t/Hlkyfx1VMnew8jggqW7XDZb1czsTbC10+ZQtayue6MaWRMLzZkVEAhqEi0dKQxHRfbdYlqMoosctvjG9nVleFHT23mR09tLriQP/GLg3nb8xuruHDuuIIo2dd5nTZslt7rOYm/espkDNsmrHqZyK/s7OSGRzb0yyW+/6UWAE6ZVjukY1eVSq+Z4UomE2mTi3LO6RVbOgoPkK47YxrfXDC1kDNdLLLmr/eykMKNAxTUffucGRi5ose+gmd+rB0RC9CeNKgMq5xz+OiCeCeKAmfMHFXiCG7r1RlXEeo3Ruf//u3HNw4aD1AVObRx/e1OjT/U9w2X/3uoZaAfxoex75QPg6D9z8Qv3fPx8fEZHl8I9vHx8fH5UDDQF8+hpoq/lS/V/+rkxd1XdnYN6K4rnrq6tS05qBunOzP0F7CutMGalq4SsWWo6bI3nNmE47gsmD6Cr586mZRhYzsuT6zfX1LsdetZ09nRkS5cC3ev2M4d5zUDAsu3tBecxkFFZFZdOZbj5uIHXKB/3u78iVXcvKgJJeeAHYq8A7Q9pRPW5AGvxfzxzFg2YUHCcV0EBEQBDNtGlSREQcB1vcgITRYxHIes6SAIEA/JuK6L6bg88tpeWroyQ0YkRDUZCfoJtXBQqLv6j68XCriKxfd89jG4xIMKCGDkRPK86C0h0mt4MRZ5UbYnY1Id1YYWn3d2Ay7XPLCu5OfXLZyGIEJP2iKkSsgCXJwT+/q6PM+bU093xuC5ze0cWV9BT8aktcemOqLRkcoSVGXvGCoidZUhDqR0VEXild1dhbiOlGETC1hUhjUcTSKl28Ry5/Fzv/47N581nX2JDM1jy/iPTxzmiXs9Wdp6dS67dzVpw3OlLlw0nYvvWcW5R4xhXmMVtuMS0WRsB3a2p5g2Ks7CGSOZ01BBRUjltd3dnHXHyhLR9PLjJ9LSmeIbfyzOv36DkCpx45nTmDYqRtZ0+PmnZ+G68JeN+/nl37ZxRH05S49vJGvabGlLUpvbN29bdaKazIX3rObTR9fzpZMnlcRArNrRwX9dMDvnNvfyii8vcqYO5LJNGzYv7+hk+ug4V+Rcw1f98XXuvuhI/uuC2SUu/Xtf2snVC6Zy9s9WMmN0fNBzefHcBhIZAwgXfh4JyP0iYIrf8/eWLu5esZ0l8xq4duE0skW5v91pk/99ceegzuBjx1cOPJ38T69zeFFO70DC6GDi3ciyIKdPH1Hi8BwqgiJt2Fx6fCO26/bLHD/UeIC3OzX+UN832HLLN7fzrQfXcsbMURw3sarwAK8veeEdPrwPY33+eQz3EMK/5nx8fHz8sjgfHx8fnw8JAxWtDFZS9EErkflnU1wS17fRXpNFGqsj1Fd5Ys3qnZ18bJDMz+HKvIpf7yu25KchJzImIU0iqEis2tbBg6/tZeWWDu66cDaX5wTd5rFlKLKIJAi8sK2D2XXl/M+LO0qK4UKKhItLRVjzXL6KSESTMG0veiCRMamOaNz48CCla41V3LSoCUUS+OaD6wYUN+dP9JYxbQdVEmlPGnzil4Pnof7hC8dQFVYLpWWxkIwmSVz34Np+QvT1Z0xjfyJLbTyA4zqEFJlvPeAtl7/u+5ZUzZ9Yxa1nTydr2TiON/VfABzXywTOC3V5IW3QYreJVfz72dM5kNQJqZ5DWRBBFUU6UwayJFIRUkjqFrplUx7WSBs2Kd2kMqxxbZ9M5WIx7vbFzf2ukfmNlRwxroIfL9sMwE/+7TAeeX0fU0bGSq7DNbu62bSvh6+cPInWHp2OpM7MMXFM2yVjeLEOaaM4GiLLiHiQr//fa3z66HpOnlrL/p4sgiAUcm5f353gtnNnMiKuIQoHXYwhVUYShYK4F5BFdNuhN+OV2R3ozbJub4IpI+JEVAlVlhBF2JfIIosCrT1ZGqsj7OxIccMjG/jZebPYl8j0EWyzjCoL4rjwqxXbBi2bA0pygONBr+jwr2+2ceKUGiRRxHK8TGfLdnl9dzcnTa2htUdHkUVUSaAyonGgV6c7fVCw3bg3wRUnTuInT7/JM0XZxeCNA9cunMqs+nLSulcI9+jafYUHMMU5yX3Hi7aeLG1JnR89tbnffVt8Lu9esZ1Hls4rKUfbdiDJtvbUoAVsxVEKD156bMkMg0Ta4PF1+6mJav0+54j6cg4bIsO679j1XpR35QvWXtnZ1f+Y9eqcPn3EIX3e2y31PNT3DbfcXRfO5v5VLdxwZhPffGDtoLnHs+vL/bxWn3cdv3TPx8fHZ3h8R7CPj4+Pz4eCgZyjacPmd6tauO3cmWRz06T9zL23TvFUy4EKmh689Fjqc669kDr4Py3W7OoeNo4gT18XWj4v+MZH1nPY2DLWtHSxZG5DQQxas6ub5rqDQk5eDF3T0sX9q1r47eeO5pZH15ds+7zGSq4/s4nutMFPnvZKty45bjwnT6shpEroQ+X/bmlHtx260taAztr5E6u48cwmTMdBFkU60wbR4ND/7IpoMlnLIabJhFUJF/qJwOA5725+dAPXLpyayzEWyJg2r7R0s/SERprHlmE5LlefNhXd8oTPcZVhVEmkpSNNr24yc1ScpGkXHMb3rWo55KLF5Zvb2d2VYWQ8gG47JLOeyKo7DuGAFwmQtmwQBQRc8pP7HQc6U8aA5Vl5AW+gHOHlWzr45sJpzJ1QRSQgI0tweF051z64rp9b+eazmuhKGdRGNQRc/vZmG/Maq4nlxFEXqAprxIIy46vC6LbDz86bhSKJiCKMKQ9i2i7JrMl1C6eRtRz2JbK4rgCCi+O62A64uKR0i+qoRtZ0aO3VCWsSvbrJyzs7OGxMObPqKtAtm5qoxqodnVRGNGzH9eJGgPKISsa0OaKujMvuXc2SeQ3UxgJossiIWIC1exLckitku3bhVK5eMIXdXRk0WaKhMsQtjx2MXLjjmS0Fke2Cu1dx++JmfvTUZqaPirNmVzevtXSzfMvB82s5bkGo/eniZu58biPTih6UzJ1QybnNo/mPJ9/gvFzOcLHw2lxXRk0swM6ONL99cSc3LWpiTa40D4pdw9v75ePecGYTZ/9sJdD/vi1m/kTvfBeTyJgFB//VC6awqzNzyHm68ZDKRyZVDzy7YFETZ96+ot825Ol7Xb4XWaPF2aYDHY+jxlUc0ue93anxh/K+RNqgMz10HI5uOTy1sY1rTp86ZIayX4Dm817gl+75+Pj4DI8vBPv4+Pj4fGjwi1beG97KVEtxkPxWgA17E9y0qInrH1pX4tAeqLgJSsWW4unIFx07jjue2cL5c+oLy/adrl7IBl04lesWTqOtJ8uNi6Zj5rI+w5pMQBH54V/e4G9vthdK6AQBJFEkpZtg2gxFKhcfYTgO3z57ei5T1rvuIqqE4diogkja9By4miwOKoTPn1hFWJXIWLZXFuc62DZDFtEBBGSRrOU5iAeKcsgf27Rh0WO7VEU16itD9OomgiSiSiKm43DDmU3cVJSPOlyxW3fG5D//tpWbFzUhBmUUUSyIwq4Llu3QnTaJhxR6dJOUblOVc2IOJjDD4DnCyaxFNCBjWA6mDXuS2YNZwLljDi5X/d9rXH9mE0FVoiYWIKIphVI93XJI6zYBVcS0XSzbQsyJwwFVIqiIHOj1XM6jyoKsaekiHlQpDykIgovrCoiCiOWYHOi1eX13N6PjQWbWxQmpEiAQ0RQOH1vO81s7Cu7YBdNrufKUyRimQ0q3iAa9+2VxrjztkuPGc83p09iX8MSytXsSrNub4MhxFRw9vpK0YbO6pauQJTy3sZKjGiqYNirOZ+eNx3ZdTMspiGzNdWWFWJy84/XRy+dxXZETu7jQ7ooiRy7A2IogT29s4439PVx47DjiQZWvnTKZqxcIBVfx6paugoM7n/9dHPGQv/+KBezRZUH+sqGVJ9bto7murBDTMliZ24XHjuPaB9Zy01nTCzMDIjlXd/4aGsy1Plj0z2C/IzpSRomIfCjX5budNTqcEDtQdM5AvN2p8cO9L6hKLL1vDRcdO27I5fLHqidjMr46MmSGso/Pe4H/b0EfHx+fofGFYB8fHx+fDxV+0cpb41Aa4osL2/rSV3CRRWHI/Fbdsji8rpyLc47QMeWeONTXzVfYvlyucFuv3k+kLBZn8sJTXtBVZBFZEFi1o5P2Xp2RZQFufHgdq3NT1WfXlxMNyFx+wkQ+O288B5I6giAQUr3is3hQwRkmPCsSkAkrEknDZn+vTkSTiQUVXNfFclwCooThuIgCxIIyWdPhSydO5NKPTmBlkVCYd7K29WYJa54Y49iea/Pn588ioEiszmWfwsEYgO60d86CqkRQlvjhsjcHL6I7azptvVkO9Ohc8uBablzUxKh4AMPx8n3P+c8VLJnXwEXHjkO3HMZWDB2boskiyze3k7U8cTOkyoiCd0wCkogri8iSWPgSXhtV6EzplIXUQ3KF940giQRkhNz6Ddv7u255kRuiICCKoIoS1585nbRhI4kOsihQGVExcqJ0WJOJBWVUSSRl2CQyFhURlVHxACnDpq1XJxbwyu/2JzKMr46iWzatPTpjy4O8tifBLY8edOHOb6zi+FNr2LS3h6bRcW58eH3h+ppVV86xF1RSFlYxLJs9nRn2JbKMiAdIGzb3rNxOe9JzVv542Wb+98Wd3H3RkfRmLSbVRgkoEtGAzE+WvcnTRbEMxQ9NjqgrZ+6EKv7ff/+9XxnbvS/tLCzXXFdGS0eahTNGljixV+3o5OjxFXzz9Kns7T7o2Lx7xXaa68pYevxERGDd7gRf/+PrQ54v23VL7r/8NfTk+taCgH3XhbO545ktBbd+/vrMv++yjzYiikJB+D7oEj84M0CVxJKs7+EyywdisN8Rh5JpW8xgguqhjKkDMWwRXsYcNDqnmLcyXr+V961u6Wb55nYOG1s2ZMHfQPm//u9ln380/jXn4+PjMzh+RrCPj4+Pj8+/KG+lWX5vd2bQqZbFWcuJtMHX/vAakwfIb92wN8HlJ0zknJ8/X1h+uNzgP39pPrGgwsZ9PYXl8u/J55AOJEicMKWaK06cxA+e3JSLTJjAydNGYNkuyayX4yqJoEkSadOmJ+OJNrIksL8ry9p93cxvrOZ7T74xZP5vR8ogGpAJyCJJ3aY7bVAWUggpMt0Zg5Amo8ki1z/Yv3DuhjObsBzHy+l1vGxiWRaQBJGb+mQTz22s5LPzGhAQ+uXF5svrFt6+YlBX45+/PB9cyJgWuuV6pWuiQFyT2Z3I8m93vliy/FDHdm5jJc258qz/+8Ix1EY1TMclk882zomtxZm5IUWiM6UTUCU0WeKGAaI0Lju+kSW/fhlg0Izjmxc1odsOad2iLKSiWw5J3SIelAnIEqkiV3ZYlchaNpYNacNClUQQvJxeRRIJqSLRgMz+hE5dZQjTcknq3nUQUkrXFVJEWrrSmDa4rsvosiBPb2rlnpU7+P7HDyOiidguhDWFdK40L6iIZC2HA726F9+RK10LqRL3X3I0Nz68vsQZf+KUam44s4merEVPxiQeklEkCSNXtlce9oTQXZ1pbNdl7Z4EggBHjqtAFr19MW2HzqRRKE1rrisrlP/dvriZnz+7tSQiYl5jJZfMn0BFRMWyXbKWnXM3w6Z9PTRUhdEUidv+vKn0XDRWceHccQWxdukJjbzW0lVyzfa9hor/3lfoLwsqZMzSUrpinvzyfCaPiPHari4OJI3CtZFfzzHjK5Fy5Y2jy4JvSwAaaIwrzmIu3q7Bskbfypjal6GyTYvvueG2YbB9OZRs/MHed/NZ0zn9p8tJG3ZByP/Nyu39xig//9fHx8fHx+f9jy8E+/j4+Pj4/AuSLyYaSOQcTGDIO92Gm2o5kJiQFwlkQeCinNgHwwuO158xjVsf3cBFcxsKQnBxEdVAgmH+s67+4+t849TJzBxTRk9umzVZpCOpEw0qaDlnaMawCWkSIcUTwLI54c2wHMpCKt97clP//N9FnogbkL0ICE0sFQ4jqoQI6I7LDQ8NUjiXEzZdPJdzMmtRFVG5frDlGytZMGMk33xg3YDrGqrs6s7PHIEiCYyIB0uK4R5as4eff3oWZ96+smT5g2LPjhLhsG8p1xNfmk9vxiQazAmvpo3tUhDbVUlAECCl2yiSiOW4GJZNWchz6vZmLSKa5ybWJJHrHj6YAT1YUd1Ni5poT+qFkjagEEsRDcqEZKkkpiMgi6zf20NDdRhJENjTnUEQBMClNqaxP6EDsGl/D00j44yIa2iyRNZyyBgmlRHPMdyTNokEZOIBmZd3dFIW1pAlgcqwgqZIiHhZzcmshSQKrNjSzp3PbWNWXVmJmDi/sYorTmykN5cxnMzaxAIyqiLy7ButvLi1k/Pn1BNUJWzHpTKiYeUE3tf2dOO6Xl6sJAqkcu7ZvFv8/kuOpjdr0ZP1yg5VWWR/T5aR8QCb9vawJ5Flxug4uuVQHlKojQbY051BU8RC7EK+TK+1J8vIXJnep46qK0RHVIY1OlJ6iWgbUiUevHQuNz26vnDeQqpUiJ9Yvrl90PLO+Y1VXHvGVM75+fODPsi493NzaBoVoz1pcOYdKw65XO6t0neMCygiNz68nqc2thWWGUxQfTtjal+GGjsHmjUxWPHbQPtyqFPjB3rfjo4UZ/3s4AO8kCpxyXHjOXFqDW093v2TPwf5/F+/jNXHx8fHx+f9iS8E+/j4+Pj4fIB5u9OQ326z/FvZrn2JLNvaU4Up4nev2M6SeQ0lIl9eHBpMzB1dFmDBT1b0cxPm37MmNxW/eWwZsigwtjxUyI2NaDL7e7Lc+PB6Pj57DCdOqS2IkrGg51JNmza9GYuQKhFUPddqxnCoiKiIgkDasKgIqZ67tUi0VCQRo6goTRTABe//CRBSDoqiC36yvLBffZ2QDVVhArKI4TjggtNn+b4M5aAe6rUnvjSfZNaiMqL2c+MOJsaHVIm7L5qN43iZwMWCWyHSYlETbb06kYCMIgkFh3VeCBbwjofAwWOWNSzKwxrpnFgbCyoEZc+967reIRzqGDzxpfkIuCAIJecOwLBtApKEAwWHcjToRXikTJu0blIZDhS2MRqU0SSxEHGRj9kwHIfWhE5rT4amUXEc3ILg9UZrD1NGxKiNBrz3aDJtPVmu+uPrHD4mztdOnYKLJ+rlBeeyoIJpu0Q0GRdIGyYhVaGtN0tNNIDruvxo2Zu8uK2Tny5u5t6XdnLenPp+1zhATUxDEQV6MhY/eWZzyXlbOH0EXz9tCtc+uLaf2/i6M5pIGxYp3cawHV7e0YkgwPRRcSRBYExFkJRuY9oOIU3mtZbukkK6uY2VLD1+IlnT5rJ7V5eIkvncYtN2SwTadXsTnDFjJK09Ot0Zk5AiYbsugiCQNW3iQYWsaSP1eUDUl0cun0tIkamKqIO6Zg9VbH2rHKqg+m6NqcWfp8oij6/bX7jn+vLgpcdyeF35W9uht8Fg+5Yfz86YMZKsaftZrD4+Pj4+Ph8A/IxgHx8fHx+fDyjvZBrycMVEiYzJ1rbkWxaY88RDKtvaU1z629UFoTFt2IOWuhWXSqmSJzje+9JOvn7KFKB/GVxxrqgsCoQDEgIC1z28rkQYm9dYyQ2LmrjivjX86KnNfOzwUXzppEmkTJsDvVmqogFc1yt+kiSByrCGHnAK5WQVOecqQCwg47jQm3tNk0SEop+FNU/4FAVwHZegIrE/Jx5Cqeidd+6GVInrFk6jub6MvV0ZQtrQ/zQbrsRtIOZPrCKgiGiSyoHeLNcunMatj20oXDd3r9jO3RfORhQEXtnZVSI6loVUArLI3Su2s2xTW8k6b1rURNq0EQUBAFEQ2N+TJaRJuLhEVYlVOzuZWBslYziEVYmAIhEJaxS7EFzXy0N2XJdU1sLNrW8wPEFbQbccgqqIKHqiYlK3iAYUdNtBEb3sYMd1SekWbYksFWENRZZoy0U1pAyLsCaxL5klGpSRJQHdtBHwRGRFFmjpynDjIxsIqRI/P3+W5/bWZCKaTGtvlk37e5hcGwPgnouPZOPeHlp7sggItPVkqY0Hc/nJIiFVoCtjEA8qBBQZQXB5fXeCO5/zShKXzGvgs/PGo0oCV502BceF6xZOw8UrJgwqEobt0NHrOYPHlgW9c2DYpA2bgCwRUESe29zKjYumYxQV6SmywOqdXYytCJIxHHZ3pzl8bBkBRSIWVBAA03HRLZus4fCF/32FTx9dz38vOQrX9a5TxwVBcLlr+dYSUbI41qOvWDm3sZKRsQCzx1Xws79u6Xdv5p3SS+Y1DJk7a9kuvbbJhJoI3z135qCxB++FAHmoWaPDjamHWi5X/Hlb25JDlisOllP8bjNYfnDasHl9Vzf/b16DL/76+Pj4+Ph8QPCFYB8fHx8fnw8gibTRTwQGeG5zeyEPdKgv5sMVE2VNm4/958GpwIcqMA/0GUOJuKrsZZuu3tnFv/3yxX6lV7brCZ/FZXCfnTeeUG7a/Kqcq/HEybV8988b+wlJK7Z0IAgCf/zisXSnDSKawkvbO6iMaOiWQyJrM6ZMozqiodsOuuUgiFAZVr1816Sey3uVuPaBtf1yfm89ezoZ08bJTbDKF9jproPiiEQCB/+ptWReQ4nzuVgYvuaBtYDn6h2K4oK8vowuD/YrYstvo+HYyIJIdTSAbtl86/SpuFDIRtZkkevOmIoiilz/0LoS8Snv/P3aaZMLrmhJ8IoBRUFAEDzR27QdBAFkUaQiLLGnK83hY8owHJcsjucMFjzRV3e8ZctDKpbj0pkyiARkoodY0teVNikLqqQdi50daaK5bNi2RJraeIjnt7YzpizEiLIAluNiOy6CAAd6dTbs8xy9eWpiAdp6s3SnPdfz2j3tzJ1Qwc72NM1jy/jRvx1OQ2WYWx5dP2DOs+06OLZLW69REI6PHV/JV0+ZzL6eLImMSSjuXa8BWSKl29RGNW59bENJEdyrLV184ogxnPufzxeK5H590ZFoish/Ld/GtFFxmseWYdgOJ02ppVe32N2ZIW3aaLLItgNJRsaDfPeJNzl6fDtfPmkSKcMmZViMKgtiOQ6rdnTy0cnVlIXjCIJASrdy+dQukgjPb+3gzue2kTZsfrxsM6/s7OLKkyexszPNpb9dXcg3XjynvuD6bagKkzIsjqgr7xcjsvT4iYgC/Hn9Pprrylkyt4FwLoKiKqLy42VvljwgEqDEyZwfBxJpk7EVIQBGlQW5fXHz24o9eC8Zbkx9O6LtUAVu8ydWIUsCibTxnu97PKT+wwX4d8rbnS3j4+Pj4+PzYcePhvDx8fHx8fkA8k6nIQ9VTDSvsZLD+xQTwVufel38GQOVQ9VVhHhhawdjKoKs3NpReG1MeZC/bPCiJO6/5Oh+RVXgiajXLpzKpNooB5I69ZVhTh8iTuDe/zeHiCaTSJtURz1Ham/WixVo79VZvy/BrLpyZMnLSrUdB1wBw3YIqhLffmzDkDm/CJ5btzdjeXnDqoTgggOFKIa+0Q0DRTIMlZk8f2IVp88YyTV/Wjvodoi5UrLerLcdQUVCEQV6davgmI0oIq4glGQaB2URSRT4Zh+xu2T9ZzUhInhxGlmTSMDLWW7ryVATC2DYDkI+BwLP6ZvSPae0IgtYlovtumQMy3NeW04huzmietENyYxJdSzAtQ+uG7Sk7+ZFTRi2g+NCUveE6ZAqkTEtBEHIle95ERO9GZNYSCGiSBhFhXbRoFfil7UcUlmLirBKyrDYn8gytiJET8YgpCg4uCiSOOT5v2lREyndAgG60yYh1cubFkQB03a94regwoa9CWaOiRFQFL73542ce8RYamIHM4JjAZnlW9r45gMbCuuviqj88QvH8vzWdmpigYL42pnUObKhgv0JHVkSiAa8gr6dHV6RXD7CY1ZdGbecPYO0bvDa7h5qY54wPjIewMg96CgLKlRFNL7zxEaeKRKm5zVWcvNZ02nJrbNvRnf+Gn146Vx+8dctfPGjE7Gd0sK5N/b1UBUNlERJLD2hkVdbulhdFHmhWw4hRSKgiiiSSGuPXlIyefK0EZw+fcS7KuTlhcKkbnqZ1bniwbcrGg41pr6T2IrhcoNn15e/5Yd0b5e3mzv8j+adzJbx8fHx8fH5sOM7gn18fHx8fD6AvNNpyIM5vOZPrOLCY8dxxX1r+r3nuc3ttCcP3X3W9zPywvLcxkq+ceoUrn94HefPqacrbZaIznddOLvw92ffaGPp8Y0AJeLorLoyamIBLrh7lecoHMZJazkun7rzRZrryrj5rCYSaYOoptCZNkibNlNHxglrMr/46xbOO6qe0eVBMqaDY7m4LgOKgADLN7eTtRxiqgSSiK1JpHUbSRSIK15W7c2Lmrj+4fX9Yh2aByh36+uezpMvqJNyf+7r+r3lrOnotk1vyhNeIwEZUfQ02bakTkiVKQspCAikzFzecUCmMqyRtWzaerPEQ+qQ+5nSbUQBRFFAEgQ0ScR0HBRZwsy5XTtTBqFcZrIkQSQgoYgiWdMr5Qtr3mfq9kHRTZNEDiR1QppMRVgjpVvceGYTNz6yfsD9zFo2PRlPiKqJanQkvfiNfESFKoq4ohfvIIoCrgtJw4acizka9ETT9l6doCqzsyNFQBFzkR8KHb06I8uC6JZDOmuhSOKQxyVt2Lh4Tmgh919NkehKGQQ1mWhApr1Xp6Urw/eefIP/+kwzXzt1Su7BgUlZyHNk7+pMc+tjb5Ssvz1pkLFMZjdUYJgOPVmLSMATWW/78ybOPWIsYdWLjDj/Vy9x27kzqYlpzJ1QxalNtbT16OzOCbk1sQB398ninp+LTvnBX95g2qg45+ecvvGgQkVI5dWWLrZ1pAEK0Q19r9HLfrua//7sUdz66Aam5lzLnSmD8pDCnPGV3PzohpLIiDf29XDr2TP41oNrS53njV7ExGfuWlUyM+DyEyYyriL0rgqOeaHwlZ1d/HRxM9978o2S4/J2RMP3yjWbd0C39ujs6vLOxZpd3YXyuEOdBfJucKgxGf9M3ulsGR8fHx8fnw87vhDs4+Pj4+PzT6K1J0tX2vAEKE1GlkCTJFKGTU/WIhaUKQ+p1MYC/d77bkxDHmiKte26nP2zlQMWE8Gh51wWf8b3P3EYW9uSJYVjXSmDZzYd4ONHjO0Xd7BmV3dBdPrl37Yxc3QZC2eMZMncBnTLIaBIhFSReEDh1xcfhWk7BJTBIxMAyoIKty9upq1HJ5EyiIZU1u7qpml0nLKgQsqwUWWRaxZMZV8ig+l46xQEiWTWGnLdyaxVOH5RzStNc4Fe08YBUlmLm85sQrdLheCB8n6LIzCuOs3LTC4ulFNlievPmIrtQkfSIBaUsR1IGxaaLCEKLqokYtoOe7qyuDl36ENr9vCDTx5GLKCQ0j0HrOk4dKQ8MVSRJbrSQ5/bjGEjCBwUmgUvDzmay0nuSBkEVYmA7H0+AoQVmaRhk8q7kVUp949PEVuV6M1YEJQpz22PkBOak7rBt8+eTjJfKBdQUCSRjqSOpkhURzXIOYItx3Mf9+om1RGN7z35Bh+bNYbaWADbORjZ4eUC24WM51hQwQWmjYyDANURja60QdZx0U2HH/zlDZ7f1sEvPn3E0Odft1ixpZ27V2ynua6MpcdP5K9vtmHaLhv2Jpg2Ks5HJ1XTPLaM5rFlPLelE9eFGaPj6JZ3Tl/d1c0tfQRT8ITQjOFy/q9WFtyzXWkDTRaZUBPlivvW8B+fOIy0YdOeNAYsC1x6QiOj40Ge2ri/EM+Qdxav3ZMgkTY4blINNVGt8POdHSlkUaA8rHH3Q+sBBox3uTSX0e26LjefNZ2e3L0wKqAQUiR2daZprivj4rkNSKJA2rBp7cmiSQJnzBzFV06aRCLjXXdr9yR4paWT/15yFJbjEtYkIqpMxbs8pb9YKFx6QmO/okp4+6LhexVbkTJs2pP6oGWQb/Uh3YeZ9qQx4GwC8I+Tj4+Pj48P+EKwj4+Pj4/PP4WWjhTffGBtIQ8zpErcfeGR/OzZ0ino8xor+fY5M6irDJe8f6jsyOMmVlEVOXTXbvGX4q1tyUFFYHh7OZfJrMV5v3qp5Gc/P38WQEEYLi6K6uc4vHc1S+Y1UF8ZLuSLbj+QZlRZgK/+4TWuPHkSx4yvZH5jVUlGaZ75jVUAjIgFqI0FeHN/D1M1iRljyzBt14sXCMiookhbb5aQpvDm/l6mjy5DzDlIhyIvijoutPboRIPygJnC3/nYjBI3ryaL/SIzAorE6pYuT1QcW8Z9q1pKBFEnAGFFwsblF3/dwvItHYV1HDu+ElUWMWwHUYCRcY20YTOnoYLTmkZ4cRWAi1QQauO5TN6s4RIPDn1uIwGZtG4SVr2HFQeSOtGAQkARkXNu3N6siSgIhBSJlGFxIJ2hIqJSHdFwXLewH9GcUChLQs5JrBNQZBTZyxGOBhR6dKvg8s3nC7uAlCuBkwUh97qX/xsPquzuzHDx3HFENKXgetYkEReXlOGVAIY1T6wGyFoOvboX3SAKnnu4JhYgpZtcNHccXz11Ms4wocVhTWLayFjhQYMowC//tg3wxNNfr9xeuKb7io5zGyu54oSJTBsVo7murN9r+XzctGEPWho2VG40ePfTY5fPY1xViDue3dIv//mkqTWokkA8qGA5LiFVoiYaQBBc7nzuYDHcFfet4bo+pY4tnWmOn1TNiJxzNpI2WPr4xgGFuLmNlTTnImdOmlrDlSdP4od/eYNPzakf8LhcPLcBN+LSUD14xM3boVgoHMiVn+ftiobvtms2L1wvPqpuyOXe6kO6DyvvVmmfj4+Pj4/PhxVfCPbx8fHx8fkH09qT5ZoH1pYIH0vmNXD7s5sHLDv75gNr+cEnDy9xBr9X05DfLYG5mIG+mOfFq3wG6MVzGxDxIhjyrthrF07lmgVTyRi2J9RKIp0pnVhA5vXdWW55bAPNdWU0VEXY25XhhkXTuPHh9SVlU/Mbq7jprCZM20aTJJKGxdRRccDFtByEvJjoAgJoipcZvKk1yTf+uJYj6sr51sKpg4vME6sIKCKOAzc+vI5XWrq5fXEzAUVi8Zx6Lp43viDs3vLoBu6+6EjAixRYtzfhxWD0EefmNlZy14Wz2d2V4d/Pno7U5zMFAa5/YF1BBM4LjH0FvlvOmo4gCNiOiyQKKKJA2rILEQhRxVtzr2Hjui6aLPaLnei7nxE1UCLmRlQJOyfwpnKOXN12aO3NEg0oXhat4yBAoVguL+7qlidGi8DGvQl+/XwLt5/XjONCe9ooiMVBWcQFspZdcB93Js2CyJsSvDK4ZNaiIqp5EcUClIcVfvCXN3hiXWthPxZMr+XKUyYXXMqeEO5y/q9eKhS0nTSlhmvPmMbeRIY93RkaqyNDHhdJEKgIq+iWzdETKvj79k5uX9yMbjnIgsDSExopC6mkdYtvnT6VdE5EVyWR1p4sacPmsntX86mj6rjso41Yrndt5qf/L5nXUPKgpOTzGytZs6u78OeBIiya68pIGRardnRy1WlTAM95LosCvVmTnz27hXOPGMuPlr1Z8hknTqnm6gVTOf/ocbiuS1lIoTtt0tFrUBXWqAirzK4vLxlrhnJjrtzSwZK5DQAs29jGp+fUc8VJk+hMGnztlMlcvUCgK21i2S6rW7q44r41PLJ03oDrOlQGKgwrHo8GcuUX888SDYu3O6hKLN/czkXHjhvyPW/nId2HkfeitM/Hx8fHx+fDhC8E+/j4+Pj4/IPpShn9RJ2hnGkrtnTQlTL6RUS8F9OQhxKYbz5rOjs6UkRSxlsqU4po/f+5kXcB552S9760kyPGVfCNBVNo69ELy9z62AscPb6Cb54+FcOy0RQJQYBZ9eXccd4sWhNZRAEu//2r/PATh7P0hEauXjCVjGkT0WQEwLC9TNyXd7QxuTaGbjmUhxRqowF2dWVIGRaaLJJIGxw5rgJJFDluYjULZ4xEFECRBG4+u4nrHxo4s9Z13YIInHeALu/jbvzp4mZP1Pv1yzx6+TwypifE3frohn7XwsotHYiCkMsy1pFlL26iLKQQkkSSpl1Y/5J5DQNObV++uZ3rHlrnFatZDm09Or2KQG08iBOgEHcRkEUEAQTBK8a79ezp/Yra5k+s4oYzm9AtB0mRiKreOcD1pqwnc4VweYFFwHPtwkGxVxYFDMfLW3ZyPcVBWQTRy+9trI3xk8XNBBWJjGV7GcSyWMgDDqkymiLSkfQyiCMBGXDY0p5mZCzoOYsVEctx6E6bhDWZsoDC0uMbueLESYV4CVUW6U4bBFWZsqCCIMLoeJD/+ewcrwBPU4hoElnLojYaIGvadCR1bj5r4PN/w5nTeGztPn75t22kDbsgNBuml4Ec0mRSuokqibzRmWbzgRSz6sopD6nYjsveRJZbH9tI2rBZ09LFx2eN4ZZH1/N0UWlb/h4RoOQhx9zGSq47s4mzf7YSgAcvnctNj64f0Fn79KY2Vm3v5EdPbS65TkKqxF0Xzuau5dtKYiPiQYVoQGbxf73I5BFRLp7bUJLd+/vPHzNgGeVwbsxi4TVt2vx9Q+ug5Yhv98FTnsEKw761cGrh78O5qf8ZomHf7c7Pnug7c6KYd3qsPky8Fw8zfXx8fHx8Pkz4QrCPj4+Pj8+7zEAuNKDwM9Pu70IbzpnWM0hO7aFOQx5omwZ7X1+BOahKrG7p5vSfLi8IQW+lTEkWhX4CxkFxa3vB9ThjdJyOXoOGqjC9WYs5DRUcM76SF7Z18Kk7X+T7Hz+M/YkMNbFAIctUEr2p+T9d3IwqClRENAzLwXE8l2hAEbFdl6imcPzkWpK6RVCRSBsWsiSA4FIR9kS5NR1p4iEVRRQJa17xVzJrURZSMWyHL504kW+ePtVzt4qgSCKSAEnTYfGcer5x2lRu+/PGErEOcsIu8LtLjuHJDfvpThtoioQzXAmd6aCpngNWEUU60zoE5JLM4qEeIOSL7FRZLLh3M7bn3K0Ia6RNiz3dOvGQgqZ4+7vizQNFURRejEIw5xwWBK+AzXG9TOKyoIppOwVhF0C3HVRJJBKQ8yZrHBf29+oEVW9dwYiG4Ti4gNvnsndd738O3meFFIkRsQCm4xbK3xTJE4kNG8qDKrIEAVni3x8tjVXJC/WGYxMPKtiOdw8GFS/DeEtrLzPrynh5RxdNo2OENZmUYSFJEJRlUoZNyvDc0xICt549nZaONK4A5SEFx/GOybzGKmbVlVMWUlFEActy0BQRr8POOzZ7ujLEgiprWnZzxzNbSuI85jVWkTZsVrd0sb8nzTdOm4puOYXrKG3Y3PfSTm45ezo7O9KkDRtN9tzET6zbR9qwmdtYyRPr97Fwxki+dfo0dnSkCrEr+eLHgUoIj6grI2s6TB9TxolTa9jdlaEmqlEWUth6IMVt584sKSbLEwsM/BViODdmsfCqyeKQ5Yg3LGqiI+W5tN/qw62hCsMWtHQXhML3m7g60Hbnj9lQx+qdzAL5sPFezZbx8fHx8fH5sOALwT4+Pj4+Pu8ifd1cIVXi7ouO5GfPbClECzxy+dx+7xvOmTaY8PJ2tgmGF3LzAnMibbD0vjVvu4G9pSPFzo40F+emhK8sErfuf6mFby2cxr5ElqzpiUx7ExmqoypZ0+aelds5b049a1q6aE8aXHbvai45bjwzx5aRSJtEg16RVHuvwb5EhmMnVPHdP2/kk7Pr2JfIUJsTjMOqTE1MBQScXEzCiFiArGVTEw2Q0i0imsxJU2pRZIFP/OIFlsxrYHZdOSPLAtz48LoBBUZw+WZRDvBdF87uJwLnWb6lg4t6s6xp6eLcWaPRLXvYErqUbjEiqmHkcowt2xNOI0XXwnAPEFK6hSx67ty0aeO43v5nLRtJFFFlCVn0RMWv/eE1poyIMqexktaeLNURjVQupzeQE91DokTe89mR0okFFEbFAiRNm4xhUhn2oiOSuXxeIVcoVx3R6Ex5Tu8yTcZFJGXapHWbWEhmRCxAyrBp7c16DyoinvietRzShkV5SEUWBS/j2AXd9JzGtTEvCuKbffKY4aAr+tqFU1m2sRXTdjm6oZKs5RDRZKaNimNaDpNqo6R0G9N2iARkLMtlW1cKB8iaNqok8WpLF7fknLvFfPuc6Tyxdl/hs4szn4FcsaHMj597kxe3dbJkXkMhHmFkPIjjuHzyzhcK6z21aS7n/+pFbjt3JlctmOIdn6BCImPwiV+8UIivyDt9b31sY+HP9760k/Pm1PPUxv2s2t7ZT9zMx6185aRJtPXqaLJIdVTjU3e+SNqwsRy34M5dekLjoE7deY2VlIcHvueHcmPOLYqxyP+5uBwx70aurwjxxPr9nHn7CtKG/ZYeOuUZKqLilkc38PgV87n+oXWDiqv/LNFwoO0uFqv7HquyoMKEmsiAhaL/yrxXpX0+Pj4+Pj4fBnwh2MfHx8fH511iIDfXknkN3P5MafZvW4/OvMbKEtFwKGfaUMJL8WcP5Pgdyhl3KELuO2lgz2chL5nb0E/A0GSRtXsStPfqjIoH2NOdAWBvIssPn3qTn53XzMnTRiALQiE/tDdjURFW2dzWy/RRcbKW4+XSxjRCmsSuzjTzJ1YjANNGxVBlie6UQdZyeGztfu5f1cLti5u54+nNfOnkSbyyo4uaWADDdqiOaIRViYAqcUS9V2i19IRG1qzoL4blBcbTp48oER+HE2V1y2Hllg6uf2g9N57ZRHAYTSKsybQldcpCKqIoQC7KOKxIhcza4R4gRDQZy3EQRZewLGM6rufo1W2iQZkRMY2MZRNWZf7ns3MIqxIdSZ3aWAABiAUVFMkTki0bem0bRRJxXBcBb5vMnCPYcQUM2ytuKyi2goALtPXqhDSJkCKR9w+LAsSCMo7jvR4JyIWM4fZeo7B8UFbJ5uI9IppMQBYxHQfHhQO9OmFNHtJZ7bhw+NhyYkEZ23FxHBcBl4AskbEcUoZJRJOpiqjc9sQmHlu3v/D+uY2VfG7eeGrjAWbVlfWLZhgZD3LxvAYcPCExX+qWFxJNy+GmR9czbVSc8+fUFwoBowGZ2595kwk10YIIPLexEst2aU8afPY3fwc8YfnRy+exvT3NbefOLFyrIVUibdj87vPHYNkOqiwwbVR8SPdvc10ZNbEAF9x9MOJh6QmNhZK6YlF0MIF0XmMlNy6aXijb60s8pHLr2dNLijDz+3Zxbhw4bmIVlx7fyJJfvwxQUoQ3r7GSw3OFcnmGG6uGywHuS9qw6ckY3L64mf09WfZ1Z7nqtCkYlsOBpE48oFBfGWLkWxCe3y0G2u6+5yJ/bPLX2EAi8FuZAfJh5d0u7fPx8fHx8fmw4AvBPj4+Pj7/UD7MX1AHEk0Hmrp/1R9f57efO5pbHj1YbHb3iu3cfeGRiAglpWTzGiv59jkzSr7sFx/DeFBBlUSueWDtgI7fjGG/bSEXhs/87EobJNIDryOfhdxcV05z3cARBidNreHGM5sIaxJhTWbuhCpObapFN22OnVBB2nDoyZhoikJVVKO1O0tv1mJHR5qv/99r3L64mR/95U0+NaeOe1/aybRRcUbEg/RmLaqjEtUxDd10OKqhgll15ezqTPPF4xuxHYcjGyowbZferJcpG1YlJODmRU1c//D6YWMX+pY3DSfK5l9fvrkdw3aQRWHIErKo6uXxJk3PYRvSJLScCJvPrB3qAcL8iVXY+VxeR2B3IktYk+joNVi/L8ER9RUkRS/fNxaUvcgM0yaoyiBAb9YipEiokogkCEgSyIKIbjmkdZuQJhGQvH1SJRFbkehMGUSDMlFNAkFAEUX0XAyEiIDtujiOgypKgEAi47n1aqMabT1pDEVBEARcXC8v2LRz5W+eG7gY1/WE8cFiU/IkdYuqiIrjgm5aBBQJw3Z5csNefvm3bcyqK+P6M5s4/1cv8amjxrL0xInszT2YWLOrm8vuXc0x4yv493NmkNIterMWluPywrYOLrt3NQDXLZzGt06fRm/WJKlbjK8K05nKEg+ofO2UyXSmTRIZE00WeWFbBxv3Jlg8p74g3OaF0kS69H5LGza6ZXNEfTmO67KnK0NIk3l87T7uXrG9RNBd09JV+HvxgxeAmpjG2t2JfhEPd6/Yzt0XHVkoasy/77KPNiJLAtefMQ3bgZ6MSTgg0daj86k7X+B3lxwzqCh786MbOLyunIvnNhSEa1UW6UwaPHTZXGqiGmnDZnZ9eYlzeP7EKi48dlzhmBQz2Fh1KDnAAxHWvAiLWx/bOOD9d9zEqmEfkr0XDBStUeyavm7hNLKmPaTD9e3MAPHx8fHx8fH518EXgn18fHx8/mF82L+gDiSaDuQSbU8ahenf31o4jWQumkAW4eazmkibNj0Zi0hAIqXbqNJBgbHvMRxsCnfeRXfFiROH3ObeYYTe4TI/ExmTy+9b0+8c7u3O0J0TtQbNtmys4nPzx5OxLFZs6eCEyTXIkkBPxuKFbR3cv6qlJBc4LyodPraMjGnz08XNrNrRyfQxcRRR5BunTsF2XDrSBqbt8uT6/YyMBZgxpgxZEIiGZBoqQ+zsSHvxEGUHxXVBAMtxaU3qRIMK/372dFpzpXWD0ffcrt2TYH5jVYmQn6d4Wjx42cOiwKAlZLeeNZ2k6RWl5aMSutJGIabBdB1uXtSEbjucffhobnpk4HXojo3jCLguqJJAWJWR4yLhgHwwbkQAVRQ5kNQJqTJiztFbGfYygHXLoVP3oh4CioAOuLiIguDFTNg2lg0Zw8Z2XFZubuejk6uxXLdQKgcuCF6JXG/WRA1JJcceIBzQvAdEAYVwWKO9VyeYuy/AIZn1BN2M6RSme1eGVdJmaVxDXyKajCqJ7O3O0Nqr0zy2jKRhM2dcJadMG0EiY3Def71Ie9Lg+0++yfo9Ca5eMJWUYRNSZRY0jcB2XX701BssmTeenR0ppoyMccq0WuY1VhGQJSRR4IK7X+Lms6Zz6W9X8/PzZ6HJIj94ajOfOXpcSbb1rLpy5jVWEg3I/OCTh6FKXpZv/kFG3+tGkURO+uFz3HXhbD77m79z14WzebVI9IX+hXLFzuSbz5rOx3/xPN89d2bB/Zunua6M6qjKEeMquKjIrR9UJc7/1Uv9ojDyDDZutCcNlm1sY9nGtgFff/rKj+ScmvSbum+7Lmf/bOUhf+ah5gD3JZ/9+05mO7xXDBatkTZsXt/Vzf+b1zDkNr3TGSA+Pj4+Pj4+H37e10LwjTfeyE033VTys8mTJ7Np0yYAstksX/3qV7n//vvRdZ1TTz2Vn//859TW1haWb2lp4Ytf/CLPPvsskUiECy+8kO985zvI8sFd/+tf/8qVV17J+vXrGTt2LNdeey0XXXTRP2QffXx8fP5V+CB+QX2r7uWBRNPBXKL56d9Pfnk+P122mcPqygbN5Jw/sYrrzpiGJotc+8C6EqFxKNfqc5vb+fppk4fcx2hAGXI/DyXzM38ObzlrOp1pg4qwyrUPrOMbC7zPHigHVJNF6itDLLpjJb+5+CjueGYLd6/Yzi/OPwJVETitaQTzG6uIhxTGV4dJG7aXk+u4WI7Lr5ZvY0JNlFl15SiSQFVEw3IccAVCisQBXWd2fQUVIZXOpI4sCfzwL2/S2pPlZ5+ehWW7dKWMnMjq5deGNYWAInH9g2v57scOK8niHYjicxtSJQ4fU8bRDRU4uCXnsXhafGF5TUKWBEQETp8+gouOHVc4Lm29Oi4uAUnEkIWCMzaUc+oatuewNfCK2Qzb5uZFTWQtTyCNBRSCikR3WicWVLn+0XW80tLNTxc384On3uxXNHXzoiY6UwahnCsa16VXt9Fdi6zpZdTWRLVchq8XxRALKCCA7ji0JXSqohoRTUKTJeKhKjrTJtGAjJA7Tq4mk9ItQEZTZFKmjSB40ROqlBOhNZmRsQAukDJsELyiwYgqkTI9B3LGdAgqIjE1QNp2yFpeodygzurGSlzXpa1XJx5S2d+TJWVYOSFeoDOpM6Y8yH8vmUNSN4kEvCiMR9fu5Y5nttJcV1aSv7vk1y/zqaPqGF0ewnZdTMshpEr8Wy7nN39NaLJITUzjmU0HeHFbJ5ccN57pY+Ic6NWpjqqs3Z3g1qLM4fmNXlzCZ3/zcsl1s/T4ibnjdvDBw0AzCooL5ZK6xa7OTOFaUiWBaSNjA96DbT06j76+jx8v21xy3O66cPaggiyAKotsPZDsNyYON4OgWMztO3V/a1tyyM+M9hlfDzUHeLDCsG3tqUPe1n8U77To7P0obvv4+Pj4+Pi8v3hfC8EATU1NLFu2rPD3YgH3K1/5Co899hh/+MMfiMfjLF26lI997GOsXLkSANu2WbhwISNGjOD5559n3759XHDBBSiKwre//W0Atm/fzsKFC/nCF77Ab3/7W55++mk+97nPMXLkSE499dR/7M76+Pj4fIj5oH1BfTvu5YFE0+Gm7q/e2cXyLe1cNHfckDEEe7sz2I7bz206XC6tZbuDfv5xE6sIKGK/Mrji/RxMmOgrbj63uZ0tB5IFx+LyLe1c1DOukIVcnAMKXuTFxXMbSBs2IdVzh6YNmy/89pVC2VZYk+lIGrywzcsvBS9z+cQp1XzpxEnYjkvGzGXWOp5DVRQFXBPqKkIEZYmUYWHaLnu6M3zjtCmkdIuulCdSxoIKPWmT2phGRFNwgYxpc9NZM1AkAUkaQmCcWEVbr+cYDqkSP13cjCKLLPnN31kyr4GvnDSJRMYTktbs6i6Zkj9/YhWyKBCQJa4doOQsv8zNi5ooD2kkDc8ZHAnIhGUJURRIGXZBuA8qcr/15Avtbn10Pcu3dPDlkyby65XbB8w7vv5hL7NYzrl7g5InUqez3hR0VRJpz7mFK8MqggC67eA6YFoumiLhuCAIXgldQJaIqhpJ0yZreaJ12rCJBGQ0SUS3bEDwoidUCVeEmohGr2GxL5ElGlSIKBIBWSRrOf3EZ0EQaE1mCaoKAVnCdt1CnEdfV/TNi5oAkCUBx4WmUXEc12VELICNS9Zw2NWdIR5QCSoSYu6eOXJcJX/8Yi0CkMgYhfzdtGGzpqWLw8eWccV9a2iuK6O5rpy0YRcejBT+O6GqcF3/eNlm7nxuG0vmNbBgei3TR8f53eePpitt4jgulWGNjfsS3L64uSDStvZ4JYp6zvGcF5mLZxRctWAKyaxNJCARUCQ+8YsXuO3cmVz629WF43Dy1Bq+fc4MvvnA2pJ7cG5jJdefMY1zfv58v+tvqHFrbmMlj6/bX3AcF4+Jw80g6CvmFjPUQ6e8i7eYQ80BHqww7J1s63vJOyk6G06I784Y79Zm+vj4+Pj4+HxAed8LwbIsM2LEiH4/TyQS3HXXXdx7772ccMIJANxzzz1MnTqVF198kaOPPpq//OUvbNiwgWXLllFbW8vhhx/OLbfcwlVXXcWNN96Iqqr84he/oKGhgR/84AcATJ06lRUrVvCjH/3IF4J9fHx83kXeilNsIP6R2cJv1708kGh694rt3HXh7H7Zv/MnVnHToibOuH0FMLygG8jlr/ZluFzaRNrk4lxOaLGoc9zEKr59zgxu6COe5ffzqj++zn984jBqYwFGlQX5/icOoz2ps7MjjSaL/cTN4n0YyrkIngh8/ZlNnPdfLwIQVKWC6FQsGFdFVO6/5OiSafB3PLOFTft6uOb0qaze1sHYshCxMgXLcenNxSgIgossCrR0pRFFgaqoxoh4ANd1CaieaGw7DpIgUBsPkLU8J2c2t92CAGnLRhFFblrU1O8YzZ9YxdLjGwviX3NdOfes3M75c+oL25+fqn9PH/E1H9mQNi2SujVkyZlhO1he3xoj4wFaezK8tquTeY01gBezEFQGFpPzhXaHjS3j+W2dnDi1pp/rs3jZrGUjiQIBSSRr2YU0B68UDqojGinT9hzfIRXX9e7paMBzC7uOS9pySGZtlIiAjITrQm/GJBr0MoB1x84V/NleJrMmIQB/faONOeMrEEURQfCu6bRl05Mrh4toMo7rcqBXL5zPkOoJ9+1Jg5AqcaBX5+jxFXxufgMhVSYakFFEkc6UQTjgFczplkNPTny2c2V3Kd1ClSR6siYv7+hEEGB6Lp4hoIg89+YBABY0jaB5bBlwUNjPu4WvuG9N4cHIvS/tLPzs1KbakuOcvzbuX9XS774IqRLXLZzK6LIgOzrSgFecuGxjayEuolicLS6UAwrX4eQR0ZIIEoCnNrZxzelTuX1xM/sSWba1pwr38L7u7IAu3Pz123fcGugBUPGY+FbF3GLeqht2OCE3rClDFoa9k219r3m7RWcRbeivdrrpDJrp7uPj4+Pj4/OvwfteCN68eTOjRo0iEAhwzDHH8J3vfIe6ujpeeeUVTNPkpJNOKiw7ZcoU6urqeOGFFzj66KN54YUXmDFjRklUxKmnnsoXv/hF1q9fT3NzMy+88ELJOvLLfPnLXx5yu3RdR9dLswNlWUbTtHe+0z4+Pj4fQiKqhCS4g74eViVse+BpwfsSWb71wFpWFAupjVXces4MRsb7N6a/U9p6sjy/5QBS33YqYOWWA7T1ZIloUv8Xgdqoyk/+bSZtvQa7Oj1BZ9X2do6oj3PhMXXotkNZQEEUBQ4kMuimhSSAKjLk8YloEslM/2VebelkfmMFz2/tLygeO6GSV3Z28Ovnd3DRseO4+Jh6dNuhviLE6LIAHSmTZze1Drifz285wJb9PRiGhem43PTwOj5zzDguv/eVkuWK35vfh/x/u1I6F9z1And+ZjZXnyp4wl6ucOozv3qBrpTB/MZKRNflso+MR8Qt2Y+pIyLgulx+/AS+ceqkgvPRMG0k1+WoceVkTZtEyosV0CSB/V1pDiSzTBsZozKk0NqTZb9hsX5fgoAsMX9iNXt7sgBsPZDk2AmViKJId1YnElCoDCm09WQYEQ+R1k3ShsX1C6diOl5GbTQgYzsuu7szqKLIxcfUMyKu8Z/PbubiY+oL50c3Lb5y/+qS4z6uMkxUlXBdBycnXA91znszhifAOjb7EwbRgMxR4yppTaQJaQpVYYWUbvL81vZBz+GFR9fx2bn1tHZnhvysVNZzSadsh5Tu7WdFSMawHdKGRVq3CGkyZQGZjGmRygmqqghpw/QcweC9x3ToynpRExHN21/bFrAsB8cF13FwHAdRAEUSOWZChbe+XDRF1rS88jnL4tntB5hcG6M6qqFIArGgQlt3Btt1qYxo4NiokkxNVMV2oji2gyqCZVl0Zb1Yi31daTbuTzCpJgaAJms8+to+NuztYenxjfy///k7n5w9lsPGlBFUJOJBhV7dpD2RpaEqRE1EQ5MFasIqruAyp76MU6fOIaBIJNIGf/j80biud2ybRkb5yv2r0U2b1u4MxzVWsLLPvdmV0vnpsk3celYTPVmTZNYmFlLozRhceLeXVQwwb0IVnz6mnit//yqS4PKbldv44ScP73efHDuhkguOqed3L7dwUdHyJZ+Z1KmvCJLWzZJ7+NKPThhw/NBNi/tf2sGFx9Rx4TF1RDSZpG7x2u7uwv7lr7niMTGiSXz7nOm5hxOl4/W/nzOdiDb4OA8Hx8/2pEky60V1VEUUYkG13/sqQhIfnVg5YCb3/MYqKkJDf9Y73db3I7IAH2msZMXW/sfk2AmVvLD1ANURddDfXz4+Pj4+Pj4fbCRp+N/xgpv/l+v7kCeeeIJkMsnkyZPZt28fN910E3v27GHdunU88sgjXHzxxf3E2KOOOorjjz+e2267jUsuuYSdO3fy5JNPFl5Pp9OEw2Eef/xxFixYwKRJk7j44ou55pprCss8/vjjLFy4kHQ6TTA48PTfgfKLL7vsMpYuXfouHgEfHx+fDw9Z0+aJdfvYmXO7FVNfGWLB9JEElP6/uN7u+94J+xIZfvfyrkFf/9SRYxkRH7rcrjNl8N8v7Bj09UWHjSKsydy3qgWAoxoq2J/I0tLZfz/rKkLMn1jN5rbefssoksiC6SN4dVd3yc/rKkIcPraMJ9btx7RL3cafObqeyog27H4unDES3bR5sy1JS2d62G0cEQ+wantnv+WG28aykELasOlKGYQ1T2iVRM+tWRVRCakyGdPBcrwp85IokNZtAorEzs4Upu0yuiyIJAookogoQtawEQUBFxdVlujJxTR0pQ3GlocQBAHDclBzjmrbcZBE72em7RZcptGgTFTziqwkUeCvm9rY2WcfjptUze9e3kVzXdmgx6e+MsQJk2twAdN2MW0bVZb43xd3DnjsFUnkvDl1A35e8XlddNgoHn5t75DnUBI9xW6o5c6fU49hedskiwK266KKgpdFbLsYlo2mSCiigOm46KZ37GRJQHDBdNzC+1VJwHJdHAcMy0HJKYayJGBYnhtbUyQkQcB23NwxcbxzJ4AoeJ+P93+F14Rc2ZztuuiWl4+s5iIfbNfNibHeOdQUsbCs63rrUGURURDImjayKCAKAn9as7vgiK2rCNFcV46AN0Oh+FrMGDZVUY20YeO6LmFNZnt7ild2drFg+ggefm1vv+s+pEp8bNYYnnvzQL/r/iOTqmnrybKptZedHWkUSaS5rsyLrHBcAoqEIMBDr+4tuX8VSeQjk6oZEQ+Q0i0CioSTuza3tCVZ09Ld734H+PSceqqiWr9x6VDHj4UzRvLY2n2DXj99x8SsaZM27MI1EVKld32cBu88LdvYWvL7ob4yxElTaw852uEfta3/CPYnMsiSOOA1lz+f584aPezvLx8fHx8fH58PJlOmTBl2mfe1I3jBggWFP8+cOZM5c+ZQX1/P73//+0EF2n8U11xzDVdeeWXJz3xHsI+Pj8/QVI0eN6D76oJTZzBiEGfvtgMpfvX6dmCACIQ9WT5+/FjGV4ff1e2UDqR46sE9g77+1Y9PGPYzX9vVzVN7WgZ9/czjRlJWFiQVyPD81g5WHujlh5/8/+ydd3wc1b2+n+nbV9JKsuQiW7aMi1wQmCqZFmoMhoQkl3ITjCEhgAm5pJAQCDUhvdBuyA0E7g0lhVBCS+hgAzZgAy4YLDcZXNTL1qm/P2Z3rJVWsiGQkPzm+SQf7J2ZM2dmzo6s97zn/e7LWy9tGeb2O2DuJMrjGj9/eHnJfTJBi4uO2o/OpE7WtKiOaGxoH+DSx9aT1mHwvTt0SoKxdZOpS4T2eJ2fOXI8QeC2p14DxD328ZI/vE5aL73fszs7uOyE6SycX0ZbbxpVFHnj3V4ufXIL5x8xmWNm1tCxuRs1GiBnuSJf30AWJxbk0ofXcvmCmdTEXPErElQoA3TTpKECgqqIgIAogKZIZA0LJedm0sqSQHtvlvIygYimoA1kKYtqtO4aYEZdHAdI5kwCeeEwpEqkDZt01mDuRA3Dcp3AVWGVa/+ylqUbs0X3k/eyvJ3OMGfyFH7+4paS96eloZLTjm4kY1iksgaVYbddB8gEM0VO9wLXnTKLX63cUfJ8h6YN9p08hTff7WPSlAaeeHTniM/w88dOpDdrsH5HP6lAVUnneEtDJTUT6ulJ6USCMiFFwrIdsqaFgOBafQHHgXTOpFyTPTevnr8/FZobvyDgFpBzbFfELTiJBcDBQZMlT2BO6pbn+gzIIoZjo4huhEMyYxLKF58zbYuAIrsFA/PF8MKqhG07ZEyb/oxBWUDCsl2hPyCKlIVVdNMGHOIBhZzlupGTWZOaoJwvsmdzztiJpHImluXw4qZOvvnEFgAuO2E648fFea83S2VYRZVFdvRniZXJZAyLJX943ROQJ00OkwpU8fMVvUOev8Oyjl384j+aiAUV+tKG54i/a9W7nHXwZKbuI/PDx9fz4sYuHm3r9b5PFx4xiXFlQQbW6cPel4c0zaJjIMtZv3rJ+/yCI6bw+o4ML7bB0HfloVMSVI2fREN1hP6MTvb1dFGbz+7sYNGhk/j8vARmvgBe4btZeH985sjxPPHerhHH2d68Ez8qGhoaSjqI/39E6kjxbncaLaHymbll5CwbTRKLnudXPvXPe1Y+Pj4+Pj4+/3w+1kLwUMrKythnn31obW3lmGOOQdd1ent7KSsr8/bZtWuXlylcU1PDihUritrYtWuXt63w38Jng/eJxWKjis2apvmir4+Pj8/7ZHxFmF+evt/7KoKT1C0sp8S69zwp3dqrJTDvh+pYgOaGqhGzI6tjgT2eMx7SRu13QJF5dkMnFxw5FRuBZa1dXPz7N1jcUs+Xj5jqul51i5VtPdz7yjbOOGgiAzmbi3//BlcsmMHFR0+jfSBHdVTjnV0DnP6bFZ4wVSheNndCeVE2b3NDgrOa6+nJGFTkrFGvs7khwevv9TOzNuZdR+H8i1vqWdQ8mZxpM7kyzMq2Hi7+/RukdRsQvP0uXzCDb3+ykS1dKSZUBHnqrXYODijcvXxbUb9e3drHMY1jqa+OEtFcd3A0IDO5Kopu23zv03PJmTbPtXbSWBsnJggIgoCmqtiYRAMqOcsVBCVZIqIpyJKUz7E1ScSDrpYpwLjyMJZtM7WmjJRhUh5WEUQIqwop3aIjlR+XsSC6bRNUZAKqTNawea61G08VHcRzrV186YgGbnxm07D7Ew8q1JUH3UxaQUQQJQwbRFFEk0SuOnkW331weAZx08QKvn3/2pLne6G1m8sWNPK5eXWYjsOhDVUjFrSrS4QRejLctmwrN5ze5I21wc/5qpNnuW7soEJQlcAB3XbImQ7lIVdETWZNwppMNKiCAGFFImtZiKJIeVhFFkXShkU6ZxENykQCEhnLIiqqOEAq50ZJiKKIA9gCIAiIooQkinSlDb72hzf4zLzxHDmtmmhIJiDLZE2bgZwNgkNIlVFkEUkQ2TWQI6RJ5AyL8eUhV1TWDSqjQYKKiCAIgOv0tAQIKjL5BGhSOQshICKJImf+Zjlp3WJxSz2HTKnisGljSOsm5SGVXzz5Dk+v79h9Pxsq+cbx07jtyXfcPuWfTeHeOss2Fz1/gDExd4Jr3fY+KiIavb0mmiwyf2o1WcshlzI5YfZYb7xoskj7QI5JlRFqyoIjvi+zplP0fhnt+Z7VXI8iS0iSRHkkyPdPnVuUwzuQs3nj3X4+vf8EFtywdEhmsHuO19/rH3Gc7e07cW/4IFnw5ZEg5RHf4Qruz65X23pZua2PG5/ZNGz7YVOrPrRn5ePj4+Pj4/Ovyb+UEJxMJtm4cSOf//zn2X///VEUhaeeeopTTz0VgLfffpu2tjYOOeQQAA455BC+973v0d7eTnW1W1jliSeeIBaLMXPmTG+fRx99tOg8TzzxhNeGj4+Pj8+Hy9AiOH1pnY3tyRF/8f9nVHbfm6JFexIsRitENL8hwa7+LLc+t4k548pYMLuWL86fTFiT0U2blzZ1cfvSzaR1a1hhtaa6MvafVMEPH3uLp9Z3eKLvfnVlnria1i3uXr6Vbx4/ncVJHcdxiAcVnn2ng6/cs4obT2/iontW8cNT5/CDU+cMK4w3uCDUjac3FfV9cDE3gKe+dhj1lWGa6sqKBKimujLqKyM88dZOVmzupqmunJuebmXWuDjfPH46F2RNejOGV7TqZ397m/OPaGAgayBLIo7j0JnKEdVkKiMqtuMWQgqpEu0DOcKaRFhTMC3HiwWIBRQcBzrzEROaIpJPhEAQQJVEcpZN2rAJqxJjogFShsVA1sa2TVRZIB5UihywpgNXP7iG0w+aOOqYkUTBK+RVuD+F+5g2LJI5k2hQpjqqkdIt+jKusBfJFwmzcd2qkXyRs65UbtTzJbNusblYUObak2dxxYNrhonJV57USNq0mFAeZP+J5XzlnlUsbqlncXN9kegoOOClCbjpCq67V9gtFkUDMrYDAzm3gJtpO9gOBGUJRYCM5Wb+RgMyjgO7BnKE885hcJ+dkDeqdqRyRDSFkCIh5d3BsYDC/3xhHv1Zw4uIABBFd5uD6/YtD7mivyCALIpEwjIp3cRxIKLKOEBHUiceVOhO5XAcCGkSluA6sNOG6xTXJJGeTI7/Pecg+jNuPnJAlkjrBiFFI2daXL5gJl8/1mIgaxIPKqx+t5fFd7zCD06dQ860vfE++PvWOeT7dvvSzQBcddJMxpUHea8ngyAIVMcCuOkXDgfWV9CXMWgfyBFUJI6aXu0JyCMVDRv6fknrlvd8LziiASvv7F21rZffr2jjJ5+d6x07tizIjac3DROY25O5Yd/jAuu293HNyY1c+eDavSrk9kHY3psZ9i46bGolPzh1DmPLfKF3b4iHVI7Yp4r6StfxO7RQ5Yf1rHx8fHx8fHz+dflYZwR//etf56STTmLixIls376dK6+8ktdff51169ZRVVXF+eefz6OPPsodd9xBLBbjoosuAuDFF18EwLIs9t13X8aOHcuPfvQjdu7cyec//3nOPfdcvv/97wOwefNmZs2axYUXXsjixYt5+umn+cpXvsIjjzzCcccd90+7dh8fH5//H9ibX/z70joX3bNqRHduoVr9R0FB7B3qxttbwaLUfs0NCc5pqUdA4PZlm3ltaw+LW+ppmlCGKorUJUKDhEK32Nau/ixdqd2i6ZaOJN88fjrJnCsGpnMWNg7V0QC78oXQVm3r5falm2mqK/NE3bRu0dyQ8ETZwv3rzxi09WToGyTMFoTo739qFo+t2VnSCdjckOCLLZMJqRKtHUnGxAKewLirP0ttPMhdL2/htIMmeue/7ax5XHTPKh6+qBnddOjP31sBcByH7X1ZLr3vTdK6xRULZrDfxHIMyyaiKWQMy3sWQUUkY5j0pEzKQiqW7dCdylEVDRBUBERBJGtZqKLoukrzxwVkkZxl8fCbO7l3RRunHVjHfnXlyJJAeUhFFFxRN6RIWI7Ddx9YwwutXdx21jzOufPVEcfK7YsOYGVbD00Tyrx7ULiP/7v4QKJBmbAseZEIhf6EVQkZSFkWqiBC3gluOw4Lblg64vkeu3j+7nuRz00utBsLKmiSKyaHNYWoKmE4Tknn8XWnzEIc0icvpkFw4xNsx3X0FgTUrOkWlAvnhXkVMIG0WXy/Y0FX7E3rrhAeVCVC+ZzhnOV42azRoIxpOvSldcrCKqIokMoZVIQ1dMsmlTUJB9w4B6MQ8ZAvaKdJbhxFZvAzVkRyhkVKd9svC7kTBJososki1z68jpc2dbO4pZ55deVURjRkWWAgYxJQRRwHnnm7nVuf2+R9f+57bRsXHDEVWRLY1ZclEdGQRIGd/RkcZ/f3bf+6ci44soFz7nzFc9Y2NyRYcuRUVm3rZtqYGCFVQsjnIw+d9PnBp+cwviI02msJgB29GbZ2p7nx6Q1FYl9LQ4JFg77vBaG2di+E1E0dSTZ1pvjtss3DXMVnN9dTXxmiMqy9rxUde0tfWmfJPatGdBx/lO/5f0f60jq9aYOUbpLWLeJBheqo5t9DHx8fHx8fn4+3EHzaaafx/PPP09XVRVVVFS0tLXzve99jypQpAGSzWb72ta9xzz33kMvlOO6447jlllu82AeArVu3cv755/Pss88SDoc566yz+MEPfoAs7zZDP/vss/zXf/0X69atY/z48VxxxRUsWrToH325Pj4+Pv9f8X5+8d/emxnRnbs3AseHyfsVLLZ2pmjtSA4TBwFuPqOJmniQ7b0ZwBWT7l3Rxo2nN3HLMxt5obWTkCqxuKWeQycnUGWRaEBm5dZern1knSesFgTKwr771ZUTUqVhQtNgp29BpHrivw4jrZt0JPVhAlBLQ4JzWiZTEVH58ePrh8VMFASy849oYM17fdTEg3lB1RXeJBGeWNfOr5/fRFq3mN+Q4JNzxvLtP6/mtrPmcd9r2zjtwDqqYwEEgbwj02IgYxANKoiC6+R9tydDLC/wWTbIokDGsAiqEpos0pV0HcBhVUK3bAay7tJ+w7JJ5gVLANux2dWfoyyk8ulbXhzxGT928XwCsitonvDLFwBYclQDq9p6Srol50+tZO6EsiKn9ND2BAGCigT54mgmNpooeQJsPKQQknf/vTKiceVDa0eMfLh6YSNdSZ1IQEYSXXdsIa83GpBRJJHuvBAcUSXSpuUVXxvIuq5eTRbpTeuENFdQ1e18sC94ebqRgExElZCAfsMiqxskwoEi4TiiSmRti95U6Xazpl0k3HYmc0QDCpoiIjhupvBQwT6kSnQlswRVt30HNwamSNC3bRwLbNxnrhsOX77rNY6fOYavHrMPKd1y3b5BBcuyeWlTJ/uOL6MqGiCbzxYOaTIdA1nW7+xnZk2cioiKJArePTIsm760wattPdy+dDO3nLEfr+YF/4gmk4iomJZDf8bAdByimsJbO/pIRLTdruv+LDXxIBfevRKA+y84lB8+vp6ZY+PexEFZUGFiIkREk+lM6vRl3PsnCgKyKJAYtOKg8A4aPImUM20CilvorDKi5sfB+xNq+9I6X//jG0yrjQ2b0Fi3vY9jZtZw+D5VH4k7d2N7kk/87LkRtz91yeFMqY586Of18fHx8fHx8fn/jY+1EOzj4+Pj8+/Lhl0DHPPz50fcPvQX/5Hcuf9o3q9gMZqj+ajpVVxyzD5IgkB32vAcuWu291EbCzBjbIyOgRxj40F0y+btnQM89Pp7vDBIjBxJoAypElecOJOmCWVs6kwNc/oWuO2seYwvD/KpW14sEpXGxDRCisRP//Y2r7/bx+2LDmAgaxa5ht/a3sfpB03kW/e9yWkH1nHo5ASKLBJSJN54t5frHnmryBX5laOmMiam8Z0H1vD2zgHuOvdgrn14Le39OX79hf3JGLYn3GE7ZAy3MJwqupEOA/kCYiHFLThmsVscLBQQSxl58S/gulFxHE699SXObp7EYftUkdFtEmGVq/4yusiqiAI7+3N89taXvPt5w+lNw8Ty+VMrufbkWVz3yDqefKt9xPa6UjrRgIwk4BZEs+x8NEDebZsXUAvXGQ3KBBWJyx8YHvlw3Smz3MJzOVfwzg1y6Aq4cQqy6ArBsZBCUHIF5oLL1siL5YXoBgfyIrFDQHbF9IxuoeUL6Bm247rOHYtx8RBJwyKTM6kIa6SNYkHYtB1P+I0Mal8EAoo0TMyVBEgZxY5tEVccVkqIwx0DWcKahCrJedHfffaaLNKdcsXTVM5g+eZuGmvjxEMKsiTQkzZQ8m7rP722jfMOb+DHf11f/CwbEnz9uOnc+NQGnlw//FkOdtMXvjs50yakuEL1jr4MY+NB75z9GTdS4sm3dnmTIQB3LDrAE5NjAYWKsEplRCWtW3xzhJiW369o4+qTZzG2LLjHd9DjX51PbSzwgd6PpSbdBk8gzZtY/r7cuXub+buqrYdPjTI588AFh7JvXfn7vh4fHx8fHx8fH59i/qUygn18fHx8/j3Y3puhrTs96j4DWaPo7yNlZf6j6R/Sr6GU6vdIObxnHDSRRb99hW8eN415EyuIBd2iZMfOrAHHdTo6Dvznbcv54alzqAirRSIwwO1LN3NDPsd3sKi1/8RyDpmcwLRtLrhr5ah9XtnWy/4Ty4scrSFV4uYz9uPYxhouPmYfugZ0KiIqmizSkczRPCXByfuOZXtPlmtOnoUmi0QCMhfetZL/O+dABODG05uKXJHVUY03tvWyYHYtXzpsMhnd4JqFs8iYFrv6cyQiKpGATDovaoY1N/9ZEQUcREKaRDpnIYkCpu2KnQCCIHj5swACArbjYDsOnSlXiPrxX9/hx399x7u2G05vwnacont29IxqrjxxJkndojMvMC45qsETz4dm7NZXhvMxCm6ebNawilzTLQ0Jrj1lFj2pHCFVIiCJ+b47KJLIlQ+uKXqe86dWcs3CRpKCg+O4UcXXnzLLFbfzTl9VEvNiqEJFSEW3bUKqREY3EASIKBI2rkBuO2BZgOSKwyCQM90s34qw6rmnw5qMLEJAlks4fU1CkuQWhzNtduazf4OqTMa0iKgSIVUka9js7HcLuAUViaiqkbYsUhmTiohG1rSwbNd7IOYziHP580c0mXhQwbbdZ+YIAobp0Ke74rlh2u74iWlEAwq2A91pd1tlWGNTV4qgIhELKHQO5JAlgRc3dnnPG9xCb2e3TOKe5W2cM38y5975CqcdWMfi5noAqmMaT73Vzq+ea2XJJ6aSMa2S8QhfuWeV9/dV23ppmlDGq209rNvex8yxccbEAgzkTCRBKHLjD27n1bYebnq6leaGBFcsmIlh26R0a9g7YvB3uqmunG/d96Yb5bKHd9CmjhTff+StYVE1eyPKji0Lcu3Js4atYiisInh+QyedSX2v3sXvJ/P3n5EF7+Pj4+Pj4+Pz/yO+EOzj4+Pj8w+lL61z6X1vsujQSaPu94/4xf/9VqjvS+vu8v5RCCgSK7d2D1rWDbIgctFRDXzr+OnsHJTh+5V7VtFUV0ZFROMvq7ezYnN3yeiBgug0szY2bNtggfKyE2YwkDOxbAdJhM2dKTqTOeZPrRwx47fgEn74opaiKIK0bnHXy1v52rHTaB/IEQ8pCALops2E8tAwl+P8hgQnzK5lW0+GR9fsYL+6csKaTDJrEQm49+wLt6/gJ5+dg+PAjc+00taV5uYz98sXBxMwLAdJEAhrbuRDwRmaMiwUabfSa9uAAKbtClWp7G7hVBQEQupuwTiiDf+nzuB7dvmCmXn3qkRQkbns/tVF4mxLQ4IbTm/yhLDBheAK7tDHL57PD/+6ln3ryjl7UCG2Vdt6ue7hdXz92GluQTtcZywCXPnAmmGi/gsbOvnuQ2u55uRGcIqjEKoiKoog0J8XeN1iaQI5E9oHdhdf60rniAZUBAHiQcUrkGYPWv/lOJAzLYKyRCjqunp70yaRgJujm85XajNtB8sEUXJwa8k5VIZVbCBjWKSzFoJ7OaiSSDQos6M3i4Ob96xKIom80zWZM4lqMkFZJKhortM37/AO5CMiMo5NT9rwnMqVEZWMYSNJIuVhBVkU6Enr2DZURzW29WRIGyZVEY2QKpHMuQX/qqMBvnviTHTLJqvbRAMypuXQmcwxa3ycFVu6uOG0JiRRIKVbrMzHPhTygM+98xUuOWYfvnncdHKmjWnZvLipyxsDg3N4F7fUs257H2ccNJHfLtvMTU+3ehMNr7f1DBOBC2Jy4c87+7IsuuMV7jr3oJLfUXDF4MXN9dz0dCudSX2Poqkmizy/oZNL73uTn3x2LmNigfclynan9VHzsIdOdpWi8J4fek3Pb+j0BO29La552NRKKiP//ElAHx8fHx8fH59/B3wh2MfHx8fnQ2VP4mpnUueFDZ3MnVBGc0OipPC5N7/4lzpPof29EXZHE0bCqjSsnYJjb7R+tzQkeHj1jiKx8KqFjVzx4GoWN9ez6LevsLilnuMba2hpqOTQyQlPYAJ3qbkoCCWXhn/lnlXcmHf+DqUgUB47cwzdKZ0L7lrJbWfN4/ZlmzmwvoILjpgCDrzQWrrdtG7R1pXmG8dN48uHT6E/a1AV0QjIEoZtURXT6E3p6JZNRVjlZ0+8zdPrO4qu++x8AbzmhgQ3Pb2RG05v4sanW4dlDqd1m3U7+rj0+OkIAmR1G1USqYqq4EDGtBDyztWhkQmZfGExVRLpSeuEVBndtNEUCcN0aEumqQhrBFWJjGECEFGlkkJ4Wrd4Y1sv/7H/eMAVM694YPUwcbbg8F3cUl/0XAe7Qx3gyfUdPDnongzm68dOI6u7wrRhgeUw7DwFXtjQSc60SWYNYiGFsbEAScOiY8DNAx4s1AqAKouEHFcEFQQIqTJiflsheqIQ01AT1UgaFslsvhCbbSPYu89t59PCxkRcN29PWiceVDFsN3s4rMnkLPd5yaKAILhZwgKQs2xCssikyhDZQVEPYVXCth0EQUKTxKKibpURlZRukNVByF9TQa8WBLyYC8k7l0MsqBBUJBzHoTKi0pWG/qzJs+908Nb2Pr79yZnkLIsfPf42Zxw0kbuXb+XzB0+iYyDL5KoIB09OEFIlIqpMdzpHdVSjaUIZN57eVDQ5M7kygiTCBXe9xjePm8aJc2ppmlCGIAhURlR+8eQ7pHXLc+Tfs3wrTXXlnls8rEpcubCRgYxJb8YVb1VZZEdf1jvX3cu3MnNsHIC+zOjias50H9RA1qC+MjyiaFqY3CmMpY3tSUzL5lt/Xr3XouyH4c4tvOdLUcpVXFg5MVIW/MdhNYiPj4+Pj4+Pz78DvhDs4+Pj4/O+GUns3RvXWWFZ80iRBvOH/OI/+FzxoEJEk0nrVpFoF1Ilbl90ADc/3Vokdo7keNvVn+XSP70xTIwruOg+ObuWb/95tff59Z+ezaNv7uCF1k5e29pTst+DXYIFlrV2oRs2y1q7OPOgiZ5gO7M2xtf/+Ab3fulgmiaU8ZPPzkWTRVZs6WZx8yS+fPiUoizegljb3p9jfkOipIjY3JAAXDcguMJRwUl4zp2v8tCSZrZ2pUsu9wawHIfFd7zCXecezH8/21oUcfCJ6VVccWIjW7pS7OjL8tWj9+ErR+1D1rTIGhYVYVcYe3lTtxedIIsC1508y82LzRcdK8QBRPLFzACiQZGQLLnRAQ6kcpa7ryQiCTJ2/loGFzQQgajmbhvIuk5TVRbRLTerVQCiQYWgJCIA1yxs5HuPvsX0QUWwykMK48qCXruW44wozi5t7eLbJ8xgZm1s2L2bP7WSZM4seVyB93ozNFRHyBgWvRkDAWHU/fsz7lhXBJH2ZI6gKhMNyJB3AUcDMrYDKcNyHb+6RURzBfLetE5QdQvIBfOZvHbejWzYDkFJhIDiFWwLqSISArKEV7yuO58lHNZkL4KhJqqRsy00UcICbHO3cBzOFyYc0C3SOVesr4pqGLaNAHnx1yQWFNBkESmoYNrQldIJq+6z6824wn5UkxFEUEWJnf1ZokE3NkI3bXoyBuVhlYxuIcm4GcSiQH/G4IRZNRw2tRJZgJ6MwdEzxiALAhcdNRVVFqmNB7Bsh660Tjpp8cx77YwvCzJrfJzaeABBEIgFFU6YVYMqieimzVm/XcH0mij71pXT0ZdlYiLE1q609x244IgGOpI5ZEHgjIMmMiYWIJUzqYpK/G3dLq8o5A2nN/HzJ98ZNWqi8L0dicL2aEAZUTQd2iZAb8aArvT7EmU/DHfu+43QATeW4sbTmz4WWfA+Pj4+Pj4+Pv+u+EKwj4+Pj8/7YiSx9/pPz94r11nBbVYqc1WTRRqqItTmhdvtvRku/dObvNDa6S23bu/P8sjqHUWiyuKWem58esMwl24px9v23gxbOlOjOjKHxlZURzVPYC7V70mVYR5dvaNIWC3Qn3VFwsFCjyaLpHWLv63bNazQW+E6716+tUiMbW5IMGtcjMlVYWwYJiotOXIq63f009aTKTpfzrRJ6xYDWZPbhxQ6KzA/7yLsTOqc+ZuX+eGpc7j0hOkksxbxoFuIa+XWbuIhFct26EzqVEZUfv38Rp5e30FIlVjcUs85LZOR8gW5Xtnaw/ceeYtbv7A/33vkHdr7c9z8n/u5LtV8TkFElehJuVEZAUnEAWxHIpk1cTTZdYUKrus1Z+aLqzluLsK1D68blq971UmNGLbtuicFQHAlV922uOLEmVx+/2rP1bt78mADL7R2ccuZ+5UcDwUyhsU9K9pKFm4b+sxLcfkDa7h6YaMX1zAaA1mTz936ctE1SQIEZYmBIRm+Nq7zdyBrIAQVqiMaSd2iN20QC7rjIDVIdxZFAWeQbi0gkDIt0lkTJSy5OcOakncluwJ+SJHoSGYJBRRUkfx4cjOUVUmkK5WlPBxAFAQc3JgOSRDI2bAr7WYKxwIKju2wuSfFVQ+t5eSmcTRPSYDgRlfkDBtNdnAch5//dfekwryJ5YRVmZAqUR5W6U3rLNvYxb0r2jjtwDoOmZxAEgX6MgYRTebzt6/goqMaOLC+grRukdEtFMnNkF63o5+KsFtcb9bYOO39WXb15li5rYfZ4+KuGBxwI12SOZM7zz4Qy3E4439e5pqTZ5HtSnPHss0jTsScOGcs7/VmaJpQVpS3PfR9MaEiyF/X7ip6X6za1jviSoOCy3f+1EoMy2b9zn4qQio3nt7Ejr5sUTHIoe8gTRZdMXgUetI6fendYvCH4c79oK7ij0sWvI+Pj4+Pj4/Pvyu+EOzj4+Pjs9eMlvu4dS9dZ4PdZoMzV8EVGgrxB31p3ROBwRV7f7tsM4ub64eJJUOFl5HOXej/6QfWjXqdhWXYI/19aL/v+eLBI56/kI87WOgp/LmUKzqtW9y7fCvfPH46/2XZ9KYN7/iz73iFn352LifOHlsknu/qzyIKUBUNcNVf1hUtDy8Iwn1pg7Ob6xERhkVEXHFSI6fcvAxwl3QPzge97ax5XHrfm9x17sFc+/BaT5wOqRJXLJjBN4+fzvZeV8yNBmRueHIDT65v947/5ZPvcN0ps8gYNr0pg0hAJhZSEADDcshZEBBdp2vSsMjqFuUhFQsbRXAdxDnDdQS7wrDASxs7ea2tt+g+v7Chk6v+sparFzZ6blcBN2pAESUuH5L9O3TyYE+OzEhA5vpTZnlCbCzgCuRdyRxlIXWPOcyFyIeCeLun/UtdkxWAgCIiiYrnCLYdSGZNVxhWJC8uIqzJDGRMokHZFd0Et+ieni/IJuDGLeRMC00UcTSZXQNZT2C2bAdbc0V5QYCqSICc7RZ802QRW5NdN3ZQJh5yi8GFVYneZI6/rdtJbSzAjLEx+rMGmiLy0sZOplZHqYkF+Onn5hILuiJydypHWFMYWxbgvZ4MkijkC+/ZJHMGEU0BxyGoSvRlDIKqxAmNNRyxTxVBRUIUBUzLJqhKvNud4aqFjaza1stVf1nnZf7e+vxGzjtsCjNqYvRlDXKmjSQKNI6LI4kCh0xOENFkdvZnOfM3y+lM6sOiUzRZ5NL73uTuLx7MtX9ZN+w7dNGRU6mOaZx441IWt9QXibqD3xfzp1Yyt8T7qvAuGCka5p7lWznr0El8+r9f9HKKv/+p2dTGA3z/0bdGjYlomlA26tjuyxhcdM+qotUTf68718/89fHx8fHx8fH5eOILwT4+Pj4+e81ouY97cp0NXgp8zcmzuOLBNcNcxYPdZu0DuSKxpSD2nnnQxGFtDxVqRzp3of97KlQ3VBTcs0g4cgG59v4cLUNE391/3lzkFgSojmk89VY7p/36ZcBdVn7nsi3evTj/rpVcddJMauNBkjmToCpSFdV45u12bn1ukyd+FQpSFUTnV/MFsW48vYnzj5hC76DoicfW7KCprqykG7G9P8uMmihn/uZlfvSZOVy2YCb9GYOwJtHen+OLd77Kjz4zh1ue3chrW3u48MgpfP24aQxkTUKqhG7ZbO3KUB5W+NVzrTw1yEF82NRKREHAsiBtW2iSCAEZ03ZzaL/3yDpOyxfhGuqAHlzArUBBbI0GFAayBpIEIUkiZ9rDXJxDJw9Gc2TOn1qZzym2EAU3s1bNx1yYtoNu2Vx3yiwuf2DNiPnOAKmciSyCIopcc3Ij331w7aj7F67JsGxiQQUcyBpudnI475gOyCJiSAYHBvJF2SKaTCz//2T+s7AmkzKsonxfxwFZFsEBy94tDluOg4mDJApEg+4/FQuicyqnE84X4EvrFhvaBzh4cgVr3+1jn5oYoiRyzMwaBAccHCYlwuiWzb4Tyt24C0kkZ5iokohp2wQUGdN22NmfIx5SCSnF/QN3giFlmN6zDakire0DbO5Ks+/4MuIhBcO0qYkHcHAjI45rrMG0bPrSBsfMqCGtW1x490p+cOoc7lm+tWg8HDW9iq8evQ+CILjvoKDCs+90eOOreZBj/oz/eZk/nHdIXqg2CasSsiTw5Fu72K+uvCg3GIbH3lx3yiyu+cvaYWMsrVvcs3wrPzx1Dhndoi9jEFJdh3Z3SmfG2HjReF/a2sVl96/mB5+a7b5PH1gzYgb44pb6PU48lFo98fe4c/3MXx8fHx8fHx+fjye+EOzj4+Pjs9eMlvu4J7E0GlC8WInXtvawuKXeE2THlwepiQWKxIGhwnJB7C11nr059+D+780y7MHsaf/2/tyI2//02jauPnkWVz64pkj0lQSBqxc20pcx6MsYVEU1cAR+PqQQ270r2rh8wQwc3KzZQn+u+ss6DplcwXdPaiRjWMwaGx9W8Ors5nruXr61yNl4z/KtXHLsNG5+dncht5AqcftZBwxzC7c0JJhXX8G8SRVc/Ze1LL7jVU/EPWRyglhQ4dpTZrFiSzdf/UQD4YBCd1JHEKEmpmHYDhhu+5oicvmCmXzj+N2FxyQBAvkc24GcSXn++auSyHcfXMPcuvJhIjDsFtcGF3ArkMqZOPlnLuczdq0S8wRDJw9GE++uWtiIYdlEZAlbcgukdSXd4m2xoDu2BNvhmoWNbOpMjZjDHNZk+jLutYuCm12sWzZ9GYOBrFlyaT+48SKJsEpPSiecz+tNmRaprIkaUnEcN1c4GlCoiWpkbcvL84XdWb5uZrBJf8YkHlIISyIIrhM7lTOJBRU0SaRjIEck76hGAE0S0S07HxshYzsO6ZxFZVRlfHmQ/kyOuRPK0C2bslDeray712nkb34hYiRj2FgI6JZNQBIJBARS+m6BXRQFtnWnyZo248qCPPdOB/tOiHPT0xu9sem60WdyfGMNW7rSWCmdVdt6Wbe9j7kTyjAsx8uCjgcVqmMaF9690ot1ueqkmXznxJm817P7+3Tar19m/7pyLjyygS/cvsJ7BkPF+Rm1Mf686r2SKwCWHNXA/IZKXmjtHBYHEQ8qZA2L//zNcn579oHkzDVF0S8tDQmuPKlxWJ75+h39nP4/y4cPYFwxuC9n8tO/vc2i5kl8+YjS2eJv7+h3JyruH1kshtJ5wX8Pfuavj4+Pj4+Pj8/HD18I9vHx8fkYMFLxtY8bEW3kHxuFDMtSrrPDplYSCch8/Y9veNtHioQoEFaLXbYFsbeUKDuaUDt4GXIht3I00e+CIxo4585Xitq4felmbjtrHiIUOQkLBeIuve9NfnDqnGHtNTckOHX/Cdz41DtcubCRrGGTzpnEgwqCAJs6U8iiSG0swE//9g4vbupicUu953oeVxZk7fY+nly/i6OmV1GXCGFYjud4TOUMOvqzrNjazTEza0jnLA6ZnOC4xhpkUaA3rTNzkJOwuSHBGQdPpHNA58TZtUXxEtt701y1cOZup6MmoykiP/vb27yypSefGzyDTH7bzv4sF9+7is6kzvyplRxcn6CjP4ciC5iWQ9qxvIJwAIbpYGIhSVAZVrFxc3f7+nPEgjKJsOoVlnM0mRdau1jUPFzoLVAohDcUQXBjMDoGcgQUiZVtPcybWD5sv6GTB0Ozn2MBZVCBOwtNkryCa+AQDcg44InaWcsmoEjc8eKWkt+B+VMrCcgiAu5xBcd0QJGIBRU+d+vLJa8TIBaQyZk2luPm7xYk7LAmk7PcQmxhTUaT3eJ4suBmUPfkckSDMjWxAGnDon3AzestDymuAG9YkM8LViWBoCKR1i0vwzioSHQMZHECCqIAouCK0rIooiki7/ZkCMgSNXEV03ZIZi3vmtpzJv/1+9e54IgpNNWV05c1MC2HFVu62W9CORt2DVATDyJLAlURheqoRsawaR/IUR7WCKki27oyTB0TJWvYXHHiDAzLIa1bRAMy/VmD/7zNjXEo3N/Cd7cg4s5vqOTCIxu4aJC4vn9dORURDU0SmTexnPd6M+TMGDedsR9VEY0Nu/r5w3mHkMqZmLbDS5u6dhcGbKjk8gUz+dQty0o+p9uXbub+Cw7lmofXsay1a3ccREMlZzVP8to57dcvcdMZ+3H5gpn0Z01iAZnysMqYWGBYm4WM8ZFIZk2eXt/By5u6ueH0Ju5avnXYO+3KkxpZsaWbE2bX8I3jp/FuT2bETOFSRdz+HvzMXx8fHx8fHx+fjxe+EOzj4+PzT2ak4muD8xo/LqiSOKLgum57H1cvbOSKB9cUbS8sBU7lzL2uXN+X1gkqUtG5RsvVvX3pZm4/a94wR+v8IcuQB+dWlnLs6aZF1rCGxSTsX1dO1rDZf1IFi/L7BxSJyojKL558h86k7rW35MgGJFEkGpAxLRvDslncMplNHSkimit4CgJYtltQy3Ec/vbWLmaNj3N2Sz2SKGA7rtj7xf91YxceWLWdm5/ZyOKWei/vM6RJtHWlaZpYzk1Pb8SwHI6dOQZRhx889har2nq9/W86o4maWBDLdtjRn2FMmYKqhMkaNpGAKwxWRTW3IBvwP89v4sn17Z779/MHT0ISBToGcry1o4+ZtTFqYgFuPmM/wppMSBHpzxrEQ5pb0A1XwLIshzfedZ+bKAoMZNyJDgfXwWrZNmNiAVK6RWcyRyKsIQRk+vJu8D1FfgzdPr+hkrd3DnDZ/Wu8z5obEpy871haGhJFDsxSkweFLNf5Uyu5fMEMAE/sJSCgiG7URTpnURZSMWz3/IIAIUXCtB2uXtjIlQ+tHVZU7tqTZ6Fb+eiGgExVVEVEIGW4kRgjTaLMn1qZL8iWozKiYVg2O/uzxIIKYUUiqVs4jhvjALBzIEtYU4irMlFNJqVb7Ox3s3/HRDVs2yE5SICPqlJBC2ZXfr/KsMbOvgx2SMUR3JiGoCKRtSxqohpW/l6VhxSi+axk3bapjqj54m9uZu+vvzDPFdJNi8qISndK5+gZY8gZFgdPTpAzbfozBqmczZr3ephZG+WCu1Zy2oF1zKsrpyKiIokCyazpRXCENJGn1u/isKnV/PK0Js8Bu35nP5LocN/5hzKQNQirMu0DWV5r6/YmmcaVBXlq/S5+v6KNyxfMZFNniqAqccFdK93vVH68T6uNElDcnOXjG2toaahEFgWWtnayozczYnHAtG6xozdLU1150SRLRVjlzN8s947rTOqc9uuXeeqSwzmwvmLUMR4LjP5P9egeim/WVYTQLff9dskf3uC2s+Z51ztaez4+Pj4+Pj4+Pv+e+EKwj4+Pzz+R0YqvDc1r/Kj7sSdHcl9apzOV4+y8C3Oo8/WMgyayqTPliSDRgEIirHpLgVe19Yzah96Mzts7+5FEkasfWsO8+gqWHNngnasgAAsj5Oo+/04H+08qZ1HzJE/YrSsPUjtITB+aW1lw7A1dIr24pZ7LF8wko7vCcCQgc9qvXx4mABWEo68fN50tnSkCikRYk/nFk+/w5rt9/HbRgYh5d2Zt3HX7rX63j7pEiAvvdgWv/erKmTexgvKwimU5qLKALIps605z1ULXybf/pHLOP3IKsigSVt0CWe39OdryS9v3rytz84HHl1MdU/nOJ2dg2q57MhZQEAWHH/11vRc5EVIlrjhxJrPHxdnWkyYeUFAlgR//7W1e3tTNlw6bzJePmIJlu4K0KosIIjCQ4+gZY7ju4XVFzujmhgTfOG46qaxOVTRISrcQHIfqmMYR06roz5pENZHaeICMabmxAKrEQNZhIGcSUiSCskbGtEnrphe3sKfIj8HbR3JzL2vtonMgx6LmehyKJw9uKzF50NyQ4JqTG1EFgf68QB0NKITyhdhsx83Q1S2bkCohCniF2wQBVFHkmoWNZE3bWw5fcBWrokg8KGM70N6vE9IkQoqEIgpcs7CR75YQkK85uTEveAvopo0qi0iigOOAgFs8znbkfME4mTHRACnDYle+iF2hwF6BrG27rtqgjCaJDOSzf3OGyZio6xzuTOUoj2iEVQlVETAt2NWfIxKQcSTQbct1QquuC7kzmePLv3PFxR+eOoeaWAAcVyA3bBtVlsiZFhHNnQRgd3cQRYGgKjF7XNxz+N70dKv3nbx3eRvnzJ/MZ371EmndYslRDaxq6ymaGMmZNtNrYmzpTLPfJI13uzPMmVBGTTxIWJUJB2R29Wf5z9uWM6M2xoVHNnDCDS947RUmCQYXdVvV1lNywuv6T81ifkNiWOZ0Yey82tYzzMV+21nzSorHfXvIVQcoD6vDJjEKtDQkUOTdN3NoEUuApy45nN607k2a7Gn1hCwKrGrr+VivTPHx8fHx8fHx8fngCI5TKMXh4+Pj4/OPZmN7kk/87LkRtz91yeFMqY58pH3YG0dyYZ9Fh07iorwIWxBgCkuMC4XIzrnz1ZJ939O13nXuQby0qcsTYEKqxM1n7MeOvgxjYgFypk1IkQioEuUhhYxuocoipu3wiyffKcrVLYhIFSGFKVWRkqL2jv5sUUbo7Us3F+WCfueTM5BEgeN+8YInPpUST1oaElxx4kyO+8ULwG5xuGlCGabtUBsPoIiil5lqWQ4IDjnTFeQqQiqSJNDRn2NbT5oJ5SFqygK8urmbMfml8+UhBccBRRT467pd/Pr5Td5S9SVHNZDSTW5buplVbb2cd/hkjpxWjSAIZHWLWEhGE0UviiGdswioIs+/08HNz2ykqa6Mc1smE9EkWttTVMc077m2D+SYXBnm7DtccfWmM5r47dLNJUWw+VMr+eZx0zj7jlfoTOq0NCQ4p2UysiigKSLxkIIqimRNt9hZJCCjiCK9aZ1IXpQsbKuMaFz+wBrmTigb8b7Pn1rJ1QsbPaE2IIssuHFpScHtljP34+t/fMN7LiFVJq2brNneh+PA7HHxorF85D5VVEc1bJx8rmrp81+Tzw62cWMTlPz1JXOuKKtJbkG5VD66QZVF+jM5ysMB0rrlCcVhVULPZ/omh3xu2xaimM9Rzn8eUd1Yh0IucCAfCZGzXEe347hZyQURvyflFngLq65rOZ0fB7GgG30hCG5Ob6HfIaX4fCFFojOZJZI/l+XsHkuxYH5/w2IgY3ritoArOluWQ+eATnt/hgPqK+hOG2R0i1hQ8eJLlm/uRhBg9rgyNFnMT4rYiCKs3zHA7PFlXP2Xtd574YbTm7hj2eZhGbvfPamRc+54hYuOamDWuDKSOYPysIphOnSlckiiQE00wIk37R4npdoLqRK3LzqAm59pLRbmGypZ3FKPg8NtS4uzqwsxMUOjFpobEjTVlZeMOHn84vlMr40N+3woW7tSfOf+1SWv98m3drKstWtEYff6T89ma1eajGFxzp2vetc7NHt7/lQ3RmPxHbujNT6uK1N8fHx8fHx8fHw+OL4Q7OPj4/NPZFVbD5+65cURtz9wwaHsWzc83/TDoi+ts+SeVSPm+haWVBf2GU0QHSx4FI4dLMCOdq6WhgT71pXTNKHME5KhWFTNmTaTK8PUxncXldvYnuSkm5aOKkzf+eKWkmLG9p40W7vT3PRM6zB385Ijp7JiSxezxsZHF0/y2Z81MY3rH1s/6n2pKw/SUB0mqMo47I5JCKluxINu2V6/D9+nkkuOnUbWcIXReFBBlUTe2NZDPKR619md1GmaWOaJoQICA1mDkObGUvSlDd54rxdZFGieUoVpW8RDrvO4kAMsCm78gYArZOr27mJumiS4gvIgd+sJv3xhhNEEj1zUQsZwc2L7syZZ3cJ0HCYmQhimQ6ogkMquQDqQcQXhiCohAknTQhJEfvDoOk47aCJ3L9/KGQdNHHbfBzu4C6LVH887hM/e+lLJft121ryicTX076X2v+PFLXxnwQyO/8XI1/vYxfMJyLsF7LAmewXWwoor7gq40QiC4Lp4B4vEPWmdkCYTzgup6ZxBIhIgY1iQj9goiOZqfv9wfv+0OWifrOlFVSSzxSJ7NCgTlF2BOZkXh2URVNnNAy7s7zgOsiRg2bv7WGgjHJAxLYeelE48pCAKAlndpDyskTEsMrr7zCVRwMEhZ1iENQXDdrxxvqMvwzf/9CZp3eK2s+ZxyzMbea3NLRq5X125F6EgAI7jkLNsbNtBlkT6UgZjy4P0ZnTaB3KEFJnqmAoI9KUN4iG3yN2mrhSiIHiRLUMnhy46cirLt3Tx8yc2FD3HwnvmuMYa3u1JM748yFvb+9nel2X2uLg3cVCIeACK3jl1FSFsZ/iE1PyGBBccObUot3hwf648sRFJFPaYDb+5I8mmTneSJpl1xfeBrMGSu93xX+rddNjUSr7/qdlc9Ze1TK+NMTYe4JHVOzwxfXD/y4IKoigUicCD2/lHrUzx8fHx8fHx8fH56PGjIXx8fHz+icT2kMf4Uec1dib1Peb2At4+IxVZGyzMHTYkl3cwFx7ZAI5T5LCcP7WSsw51Cyn95LNzi/YfutT5T18+pGh7ZURl3sTSbrvmhgSrtvWWjNnoS+t896G1nHnQRE6cPbYoU3NXf5asYXHrc5s8IXzE/M1EiJNvWsbP/2PfESMzzm6u5+7lW9m/rpy0bvP2rj6q83m8yZxJd0rnwPpyetMm8xsq+eSsGlRZpHPAXdr/Xk+a5ZszzB1XRn1VBFUSyRgWlu3O457265f5walz+J/nN/GfB08ioIj84LG3hgnWM2pjLLl7FfvXlXHC7Fq292VZt72PuRPKOHJaNQA9ukE0IAEOlu2QcRySWRNZEgirMj0pffhAGUTGsDAMC0sW2dyRpDYeZEJ5kGseWlv8zBsSXHFiI91pnYGcya7+LAfVVxCUJb5z/2peaO3ixU3dLG6pRxYEvn7sNC47QSSZM0npFivbeopE4PlTK4kF976Q4WjL4+dPrWRyZZjvfHIGA3tRqCsc0xAHJViEVdcNO6BbpHIGibCGmI9yANc5rOadwrbjunfN/LO0HIFMPjO4J60TVGUimuzGO+AKpIP3D0ii13ZXKuflAGcti/6sTlVUI6Vb7PCyf1UMx8ayIJ0zCSoSoZhKWi+4mF0XsiyBaeEK1arkit2ORVlYJZU1iYcUEhEN3bKRRAFJBEkUyBoWAUVCU2R60waRgMyYmEZGt0iENf77zP2JBNzJh6sXNpI1LVI5i5AmYdsOjuMgirD63X4qIrsnPLqSOarjmuuqThuYts0jq3dy+9LNnqPdwfFcvQWh85yWyUiiQFq32NWXoSKicOtzm4Y9x8J75sD6CtZu7+d3LxcXXCtMHAyOeBj8zllyVAPrtvcxc2ycMw+a6PV79Xt9iILD/nVlw6JUzm6upzuV47T/We59PpIDtzdjDJsgu+H0JqbVRFnW2uW9my48ogFNESkLupE8XSmdJ99q58WNXdx8xn5FUTteIbt8fvUn81EZQxma3+7j4+Pj4+Pj4/OvjS8E+/j4+PwTGVy8bCiHTa2kMvLR/vLdv4cK8QNZg8HLRoYKorplU58IE1Qk+jI6f1nS4mUCD6UzqbP4jle490sHs2gg54klY+NBTv3Vi6R1a4+ZsH0ZgyX3rOLak2dRHlKGZf4WGJr5O1TM6EzuFkjuOvcgugcJnNv7slz3yFukdcsVEPN5oENF6flTK/nGcdNI6xayKHiRGee0TEaRBBIRDdOy6U7qzBwb58K7V3Lw5Aq+dsw0bByyuk1Ik5hcFUZGIBqQkSWBVM5CEgXGlQVJmxazxsWZOTZOMmsSUCQMy+aul7ewYO44Twy9e/lWvnncdDeT1bK5euEscqbr9pTyRa6W3L2Kproyzm6pR0Dgqbd2eW7bwQ7Jo6ZXcenxM7jm4bW8vXOAH546h+qY5joi9zAew5qMoMl87xE3Q3jJUQ2sWjrcQf5CaxdXP7zWc5A3NySorwxTHlY8waxU3unjF8/npqHL9adWctVJjYgiIxZcW7+jn+tOmcXlD6zhhQ2dg/KmKVpu39yQ4MIjGxBwvxt7moiJBGQs2yFfMw5BANNxkPOZvLbjxjUME3bzx9t5dVgSBUQHqsIqDpA2LKx8xm4hXqI/qzMmGiCpW3QUHOCyQDr/nCOajCYLGJaDaYFhuREQAVkkNSiTd+mGDqZUxqiMqmQGOZndYok2fRmHgaxOWVgjosk4edtxSHULzxWK0umWje04BGQJWZJ5+q0OGqojrsM0X3xwZ28WVRaxbIcXN7k53yFV4pYzm6iMBDxxXBIELBw6BnTGxIaPMdN22N6bRRYEVr/Xx/GzagC48fQmVm3r5cK7V3LI5Aq+efx0Fid1cqZFVURDzbvmx8YDrGzrobYnO2KhN4DykOIWVxwy7goTByNNIBTypm95dmPxO6IhwSGTE0VFJgsrFu5ZvpUZY+NF7YyUDT90wnDoezgeVCgPqcPevZs6U97+F969kvMOn8ylx0/3PisLKtTGA2zpSo16Xwb28HPCx8fHx8fHx8fnXwdfCPbx8fH5JzKSkDmaq/bD5IM4kocKdI9fPJ/ejE5ZSEU3bTZ1pogF9WHLnPuzBmnd4t2eTFHV+r9c1OyJEKM5NQtCzAsbOvnOA6s5cc5YDt+nirFlQW48vYn3ejNs6Up7QsvQrM6ulI7clUI3bXrShnct3Sl9xJiA25du5oELmrn64bVDHLYJrlnYyENvbvf61VRXLCAVXImHTE5wUH0FxzWOQRIEkjkT03JYscXNRZ01No4quu5icEUv3bLpSetgO9SWhUjpJgFV9Jb2X/SJfdAtm/9dfCABRcJ2HP66bif/99JWLjlmH+aMLyOru8v707rF9JoY/7v4QMKqRCbv2rz0hBmYls0VC2Zi2Q49afcZFkT9a0+e5bqWsyaKJFIWU7Ach7vPPYjejEFAkVjZ1uNlK8+fWokmu27lgphbSlQrsKy1yyv2V7i3VyyYWXLfAsmcyfdOmVWUXxtWJbKWheSIXHNyI999cHjBte8smEFXMss1CxvdSIqsSSprcnZzPYtbJpM1LG/cLL7jFe47/1BEQUCTxRHF5flTKwnIIh3JHLGg68RNGRadSZ2I5mbvZvJu3ZxpEw7IqKJIVypHWFMIyiKhWICUbrEz79iVVQHTdhCBqCaD447bSEAmoqm0D+QIB2Sqo24kw67+LImIRiQgk8q57mVVFhEE0E2HdM5CCYqkczaxEORMi4Prq0jm9w3IIrIoI4sipmMTVmVylo0suZnDwXw2MAgEFbddJ+8WdwSB3rRBPOSgShLzp1aSyrmFFRVJpHMgS1VMY/W2Xt7ry7JfXTkHfr6CREhFlgru4XzhO9x7hOCw+t0+ptfG6UjmvHu9vS/Lk2/tYubYOKvaelBlgSP3qaYnbTCzNsZNZ+xHZUTll0++w1MlssL7MwY3Pd3KkqMaRn2/mJbjFVUbTGHi4N7lW0s6/5vqysgaNt/55Aze680UOYLTusUrW7r5xZO7J1sGr4IYSikHbqkJw8J7eLTohsHv97Ru8fMnNhRN+jx1yeHEQyqR5OhO/496ZYqPj4+Pj4+Pj88/Dl8I9vHx8fknUxAyO5O6J26N5Kr9oPSldTqTOv1Zwy0gJYmeeLs3juSR9mlpSPD42p3MGhfnR399e1jxoWtObmQgo1MW0giqEsAw1297f46WhgRLW7v2KnqisG1xc32Re25nf7ZIYB5KUBW57P7VLGvt4raz5nmfjyY+N9WV8djaHTTVlRdFQlRFNSwc3tjW60U/DBWI0rrFqrYe9p1Q5vX7htObuGf5VmaPL+MTM6pp788hCAJlYZXlm7uojAaQJQGQiQXc3M6c5Qq3OdPGtl1hWxDAth0My6Y8pJLMmRw6uZJPTB+DLAn0pXXiQQVNlhAEAct2vGJhkixgGA59aYO0YZIIq6zb3k8iotHWnSagSEQ093z9GXd5f1AS0S2Hqx5aM2yJ+w2nN3lZvtc9so4vzZ/ibS8lqg1GkUVCqptVu6y1q8h9XoqwJpM1XdE2J7lie1FRM1n0hOJC9q0ouP0IqYrnzh0AFuUL4EFxFvVPPjsXx3EYE9WwbYdrFjby3YeGi8vXnjwL3XaLnjkO7BrIEdZkYnkhtBD9UMBxQBYFxkYDZG2HjGkh5p3DQt4j7ABZyyalW14usKAX4iNsysMqumXTmXSzgqMBBcO2XddvzkEQBCRBwBbcyYS4LGPabnFA27YJKgppwwIcRMHNf27vzxFUJRzHoTISACufFy2J9OcMOpIGUdNhXFmQoCTyo+c28vT6Du+eHTo5gSxayJKb8ds+kCUSkNEUia7+HLPGx5k1vsyLigipEqvaeomHFHTLpiqiEVIlcByimkJ5rcovnny7pKBb+J7du7yN/esqWLGlm9nj4mQNi1TO5FufnMHnD5nkrS4oTAjd+6WDgZGjbQpZ331po+SqhIID994vHUx3Uufrx07jWycI9KQNTMthZVsPF969kt+fd/CwSaXCfVrcXE9YcwX7iYkQC29aNqILd6gDNx5Sue6UWVxWomDcdafMGvFnRSQge+/WobQ0JFAlgVVtPVSE1VEnPD7qlSk+Pj4+Pj4+Pj7/OHwh2MfHx+djQDykkjVtDMumK6Vj2DZZ02ZMLPB3t729N8Ol971Z9Et+QVg5585XuemM/XCgaPtQR3Ip13JLQ4JFzfWs3d43rFAR+fYuf2ANlx4/naWtnd55hwqvl973JnedezDXPryWpYPyLi84ogFVFknlTF7d2jPM4Zsz7aIc45Vto+S+NiRY/W6ft21wH0YShwrXN/S88xsqmVtXxvGNY/ji/Mn8zwubmDk2XpRlm9YtgqrEm+8WO5PvXd7G14+dzo7+LDv7ctRXhjAth2TO4IBJFeRMm9604TlCU4ZJX9pdum9aNlX5bOGOATcaoCYWIGtatLYPML0mho1DR7/OhPIgjgDffWDNsDzmK06cybPv7KI6ojF9bIy07sZPZA0b3bKJBRVEXLG5IqwgCAK2AFc9WNxW4X6JCCxqnsRF+es8t2Wyt31PUR+SIHDD6U3ePUrlzD06cLtSOrGgTGU4QNKwvMJ2AVkkZ9vYFkRUiagqMaBb9OWLlYVVabdjN7D7nz+DCwEOjf64ZmEjPekcVy9sxLBsry1Vcp29EU0mokgkDcuLeXDzfy00SSIa1UhbFr0pk5AmYdgOgigg5e+vKrmF5py8BC7gRkEQkNDy2wpZ0GFFwgZy5u5IiZAq4dgOmaGiMzA2HoB8tIQsWYBIa0cSgPU7+5lZG6M6GkCVJYKqjO04tHWnqYqqxIIKhmWT0S0mJkIEFRHdsjjnjlc5uWkcZx40EYDqmMaGnQPMHBtne1+WjmSO2ngA2wbTcoiHVWRJxMzn/wpAWjcx81kajuPGvbyza4DaeJAL736FgydX8O0TZvDF+VPQbVcoFgU3ZuMbx03Hsm2+evQ+pA2D4xtr2NKVZkJFkL+u3eW500tR+L4PzfqOBxWyhsVdy7cyMx/VUOo9ktYt1rzXx2Ordwz7HhSOSeWsEZ27haKRq9p6uPT46aNGMQx14Palda55eB371pVz9pCIiWsfXsdPPju3pBicypksaq7HYfjE2qLmejZ2pFh0xyv81zFTueCIKdiOM2y/C/O5wj4+Pj4+Pj4+Pv8eCI7j7MmA4+Pj4+PzEdPWleLbebdqgZaGBN//1GzqEuG9bmew8zcWVIhoMl//4xslhbWCMHH70s1cvmAGM8fGsWzbKzQE7rJ003ZwcBAcV4xJ5jNFH1m9g9uXbubG05tGjFYAuOvcg8gaFhfds6rIPTpYPK6MqNx0xn7Eg0rRkv9P//eLntA7lEIBpz+ffyjRgMzJNy/zBL2hYsaVJzVyys27HXiDxb9lg4pLHTI5gSwKlIUUbAd+/Nf1PD3EmfidT87gZ397m9kTyji4voKNHSnGxAKeuzGiSQRkiaxlk49XpS9joEoiqiSC4CCKbgEsw3Loz+g0TSgjZdgM5IVG07K5fekmLj56Gq9v66GhOkJIlbnyweHC7jUnN+YjBHJEAgphxRUch+47+JirFzaiiAIpwyKZMaiIuFEDad11HzuO6yB2M2MN4kGFE375wojPuPAswC2c9UY+wmPJUQ2sahueEVy4lwVhrJAV/PhX56PJYsl4h2tOdsVYgKAs8fLmbirCuwuKtQ/kaJ6SIG1Y9OfvoyaLGJaNZeM5hCOqhAN8J58XPFofC2KwJAqukzb/PFM5ty1N2h31EFMldNvN5U3nLKJBGRFAAEUU85m6eJm8gXyMhiAI3pgv9C2lWwzk3dgxTca0HVJD2nUECMkSpu14wnPWtBnI7hare9KuczisSOi2RVfSQBLdHOGQKhFWZUzb5o1tvV7xt7qKIBndQlMkMrpNWJUIKhKqJDCgW148iSjg5SN3JnPkpV3GlQUxLYf+rEFZSHVzslMG5WGFXzz5Di/niwA2TShDEKAmFkTAIWNY9GZMVrb1MK+u3HNs3/vFg1lyz8rdWdU5i4gms7M/y6X3vUlnUt/jM1w4dyzlYbXku+Hs5nruXdHGufMnszh/zhtOb/IKzw3et1CU7valw7dddNRU6itCWDBiZnnh3bd2ex8rNneX7G+pqIeN7Uk+8bPnhu1b4KlLDmdKdWTY56vaejjzN8u9+z1YQL596WZ+8tm5XHDXSm47a56XcV5qv78saSnZvo+Pj4+Pj4+Pz78eviPYx8fH55/Mrv7sMBEY3CJWl92/mp9+bt+9cgaXcv7efe5BJUVg2B2vkNYtLrt/DbedNY87X9zCjz87l560wXUPr+W0IYIt7BY9Cu7JPS3/78vszuMtuPEK7tnC8urKsEo8qHDlQ2t58q12QqrE7790CDNqYrzQWlrEXrWtF4CgKtGd0ocVUAqpMmndZNW2XjZ3FhdDGmnfl/IFrQ6eXME3jpvGMTNrOPOgiZ4wsqs/S+eAzhkHT+R3L29lzrgyr82h7sZv/OkNLjthOvtPrABcIVJSBQKyRM6yCSgSVVGZ+kSIjqQr4lZFNbrzwuJXPrEPum2xf135iMLuCxs6+e6Da7nulFk4DliWgyHa6LZTUgQuHKObNr266RYvC7hL9GVRoDKskrNs+tImgiDQNZBj7Y4+5uWvYSQGj4Hbl27moSUtXP2XtZ7bWkQoeo6Doz7SusXi5nrmT60kpLh5v0NzgAOyiGHbKJIrqKYMiznj497ERESTmVodwXEcrwCZ47iOY1WWyNgWtTE3w7d9IEd5WPXyhEfLMX5hQ6eb76tKOA5ef2qiGgADuuU5cW3c6AdJdAv/OQ7050Vf27ZBcJ3KcVViIO9MDmkSAVlEDCquJ9hxBV4ABBAENz+38JkguNflCIW4CPfklg0dGZ1oQKYqopGzbLryzueQItHWleZb96/moqMamDOhjIGMmY+RAEuAeRMrvIkAWRKpiSokDYssbr8dwMahcyDHn1du4+yWyWiKSFBxxeeQJnmTN9u60mQtm1Xberl3RRuXHLMPs8fHyekWXz92mneespAbqeFgY1jQnzE9IfaWM/fznkFIk+hM7s7xDqkSN53RxB3LtniTRIVibaXG2ZIjGxhfFuSqv7jFCc9pmYwsCV5WsSKJ/PSzcwG4/4JDebcngyQIXn50QdwOyG52diSg8NPP7Ut/xqAvY3iCelm+eCXgRf10p3UCiohpuVEsM8fGi2JiREEYdSVGgb0p6lmKWEApWXSxQMGxnzPtUffzi8X5+Pj4+Pj4+Pz74AvBPj4+Pv9kelJ6SWcYuGJwT0rfoxDcl9aHicAAvZnRf4EfLOAVohZ29Gb58d/W01RXXjLyYVlrF984drr39z0t/x+8fSSx4Yn/Ooxv/Xm11//FLfW8taOPC46cAgIlYy2+cs8qmhsSaLLoCWKD2x/sUh2cCVyqL4P3BXh6fQdfOHgSAOPLg2zvzVJbFqC9P8uX73rN62NQFdlvYjm2vdvpWV8Zpr0/y08+O5eKsMrVD69lw64kN+fFra5UjoqwRllYRhPdjFvLdoU9RRSoiQYY0C06U27RsbTtio2jCbtp3aIyLwB2p3VAKLlvgd6Mwa6+LNNroximgygKJHNuAThFEqiMaPRlDIKqxBHTqpHE0dsb+oxtbK5Z2EjWtEnlDL6zoLiI1tBifoIAVy1sJGNaBETRi0MoIIkCpgXdSTfX2sR1W5O/UlFwRdGCiF6b/74kB4nJqgqiBBX5nF0H+M6CGQxkzFGvbSBnouULsJWFFTTJjZzwROFYgJxtIQIWFAnGibCKbttu5IMskRzkqI0GZQQh/6TyTuNdyRzRgExAEQnKGhnTZke+kFxMkwkpIobjEJDccVMYS5IoUHhEbtE1iAVlNEUkpVsoish//+f+aIrIz/72Nq9s6eFHn5mDUh5EFUW3KGB+/PZnDCJRCctyvO+VA+zsc4u/feUT+5DWLXb15zAthzff7aWuPMj02jg7+7NUlwXcWIigwoLZtQi4wnUgLKEbNpIgElTAMB2efrvdW1Uw0niC4qiGtG6x5O5VfOmwyXzt2GkYlu1GZOCwuGUSZ7fUFxX/O/uOV3j4ohZ+8tm5e8xhj4dUamKBUfbbvTpjtHdyPJQ/ZhQn71fuWcVjX5mPaTt7zIb/IEU9oXSRuQKDJ9P29A73i8X5+Pj4+Pj4+Pz74AvBPj4+Pv9k+rOjC1F72g7QmdRLOn/fj0hb+HPWtDy38EgOMVF0s3JfaO0ctdja/IZKT2wYaZ/DplaiSmJR/5smlAF40Q+GbdPenwPwRMSmujLObq6nK5njpU1dXn8KDO7XaH0cLIgMJm1YfPvPq7nr3IOwHYfelM57fVl+f97BvNuToTqqEQ8q7OjNUh3TPBFNQGZsWZD2gRymZXP5gpmu0JY1USWRmmiAlGkhCSLfuX/1sKiHK09qRBCgKqKSNSwcRyC5hzGQzJoEvIJOAmFt9B/v8aDC2HiAjGkhS67rVBAEVFlEy0cKBFWZEK7AFlSkEbN7h96/o2dUo0kSlw+6tj99+ZBR40PGlQXRRAHLAQMbTZQQhLwAJkDGcMVwBzBsG1USPdE3EVYxHBsRqAxr2LjfmbRuFTlkd/XniARkAqoACOQsV+QcnBdciogmk7NsL17BsGy3b/kice35InGGXEj6dYgFXIdvV8qNZnAL1lmu+1eQXSdz1nSLpInudy9j2l6RtpxpM5AxiYVkamMBkrrlCcIRVXIznAEHAd2yUUTRE8TVfKG6gayJabuxDkJQZmdfDt1y83UL58fZPWUgCq6buSqi0ZXOEdFUd4IgayIJQj46wuLRNbswLIcDJlWgqiL7TijDst2IE912aOtKe27gn312X1TFHY+9KYtIQCJrmuiGw5fveo20bhWNn/kNCV4Y8n195u12luRzageLwa9s6eag+gTRgMTW7vSohSK7U7qX71xfGR61EKcn4n4IjCbEzptYXuQi/qDtHDZKMbd4SC2Z7z60+OZo78fR2t9bhkYWVYY/3GKoPj4+Pj4+Pj4+e48vBPv4+Pj8k4ntQYja03YYeenw3gqgg/8cUiVg9MiHHX1ZvnbcNC8vs1SxtfkNCb5+3DR++ZSbC1pyn6mVXPep2XQOZIvaL5zbdZfCf9z6spdfObM2xo2nN3mC8J/OP5Tbl27m/gsO5ZqH13nt3750M7efdQAiwoh9HCqIDKYgjPdlDCZUBNnWnfGE8UIeaSFbeL+6ckKqhOU4PLJmJ/euaOMHp87hkTfe4+yWySiSiJMvCWbjinVDC7mB6+69+i9ruXphI+35gnBRVdqTwZdoUEYRBQzbFQND6sjC7fyplURUiYxpYVtu8bKCIGjZDshQHdGKCq3hOFx7ciNXDMnuHVxQr9D25QtmFonAAKosjjoOLdvBcBxUQUS3bVKWVVRMrT/vmKzOR2egyp7oW8jkjQXdGARsh6Aq8YPH15fMGbZtB1kUyZquq7cyou2xQF3OdOMoBMF1bVu27eX1xgLy7jgH3BztdM4kHpYZE9VI5u9jNKAQlAUGsiaKLBPNZwxnLZv+/PZEROUr96xiQkWIrx07jZRu0ZPMEg8pVEU0dvVnsW2FWEBGEN2Cgo6DK9wrEn0Zg5qohmk5aIpIOme5bmnLoSqikc4L6gKuY1iWBFK6hSgK+Sxlh2TWYvGdr/F/5xzE9ryLeyBn4jjufdt/YgW27fBiPkalIOYOzeEG+PJdr3nfj2hAZiBjDjtu8PfvgQuaufrhtUXf11uf28SccWUsmF3rFXgrxLRIAjy1vp1Z+SJvI9GXMbyJiMOmVvKDU+cwtiw46jEfBiMJsSNFQHwU7YwtC3pRFQNZg7AmDyu+WbjfAhRlH7/ffoIbddST0unPmsRDMkFFdie8hvT7H/UMfHx8fHx8fHx8ivGFYB8fH59/MuVhlZaGRNEv4AVaGhKUh/f8S/hIS4f3JqN16J8LjOYmlkWBc+98hdsXHcBA1iSZM7n0+OnoedFubDzIm+/2cs6dr/CDU+eQM+2iTF6A6pjGU2+1c/VDa/j6cdOL2h98btOy2a+udI5rS0MC03LzLXf0ZmmqKy8Si6piKvtPKmdR8yRM2/H62JHMURXR2LArWSSIFJg/tbJo2XQya3l9GioqF/p19IxqvnbMNParK6dxbIyx8QDnHd6Ag+u+LBTwah/IEtaU0TN8LZuxMTciYtdAjsposVhZEKALzmkByFkmmiTzyxfe4bPz6rh6YSNXPriW19p6ivYdXx7EdBySWTcjWMhfoyDInvtTF9y4hnhQyWfECvSmc3z3xJlY+RBeJ1/4LKLJ/Pn8Q0GAsCLRkzGGXduOvixn5597KSF+W0+G3728lWsWNqKKIg6QNW06h+Te7hrIEVIlVElEFgVylo0oCDg4nmNYt1037VUnNWLYrhM7rLnXqVuum9geFD2hWzbXnjyLKx5cM1w4XtjI5s4048oD2A5eMb+gIpHRTRzHzajOWqbX51TOdHONJXdioOBmtmwH3XKIBVS3oF2+6FlAFokH3eKEnUmdH31mLqok8ua7vTRUR91c4Hw/a8uC7ljvzxILKgQU0Z0scdx4j+qoxq6BHAFVIpUzMUwHx3G48elWXmjt9MbNoVMSyKJIWJWQRIG+jE7GsPjN0k3MHBunM6ljWHZJF3dIlbjr3INomlDG7YsOIJVzc7gfW7ODprqyoudbiF9pbkhwYH0Fs8bGOWRygpm1sWERIc0NCR5bu8P7Dhe+r6ok0p812HdCGWndoiOZ89ovj6jc+twmFrfU77Xj//kNnXzrvjeHFWT7qBgqxI4WAfFRtTPU5RzWZB6bWO6Jymnd4vcr2vjhqXPIGvYH7ufQoqcjFfH7Rz8DHx8fHx8fHx+f3QiO4zh73s3Hx8fH56OkrSvFZfevLhKDWxoSfP9Ts6lLhPe4tLYvrXPRPatKLh0+ekY1px9YR1VU473e3ZEG73ZnsBzHqwy/f105ZzVP8iraN9WVl/wlHuD7n5rFY6t38Fpbb1Gl+YAiEVJFArKIg4AsCfRlDOIBFUUW2N6bwXHwzlkQYB9a0swPH19fJCCMjQd4ZPUO2rrS/O85B3LFA2uG3Z9rT5nNF25bTl0iRFNdeZFY3NyQYHFzPbeXyDkG+MT0Ki76xD78+K/ri7a3NCT4bt7duH9dOXPryjiucQx/XbtrmBP4+MYaMoaFadnEAgqSBLYjuIJhSCGsSGQMi/6sK5gGZREEyBq2l5kbUCRWtvUU3Y8/fvkQxkQ1UrrlCotBGU2SuOLBNby2tYcbTm8alt/sxkrM5JHVO7j1uU0AnHf4ZE5orOXah9cWibMFAfZb973JTWfsx81Pbyi5/d4VbVy+YCa6ZTGQNUmEVByBYW7m+VMrueqkRnTLJJmz+eyvXiq617edNY+L8hMBhbFSEAILGbHn3Pkqj108n2TOjUwIKm4Egu7YKILrDC4IVCFVoieVQ1NcgVcQyQvINgKi5xKOBmXCikTWttBECdtxyBh2PqdXIqrKDOgWWcOkIqyRHpT9G1UlLNshlS9uVhCTEaCjP4eDQ2U0QH/GIKxJdAzkWL+zn6YJ5ZSFVATBIaTIRUXvQqpEVzJLUFUIKiKSILg5xhmDaNAttmbbDrptY9sU8h9w2C26BxWJ17Z2c/mDa0nrFiFV4reL5tHWlWHG2FjexS17Bcq6Uzma6srJGBapnEUkIGM7Dp0DOq9s7Wbd9j7OOGgidy/fyhkHTfRiVy49fjoLb1o27HtTeJ7n3PlqkdAXUqWS43Koa/y2s+ZxyzMbiyamBu8zeFKm8B2+a/lWZo6NDxs7E8tDPPTGe7zW1jvid+KsQyeVnOx56pLDmVIdKXl9Hwc+6jiFQvt/jzg9mF39WS75w+tF939o9vpQPu7PwMfHx8fHx8fn3xFfCPbx8fH5mDB4SW0sIFMeVhkTC7C9N8Olf3qzSDgptbR2e2+m5NLhq09uZMENSz2xDXY7So9rHMO27ozndr1r+VYvxuHe5Vs57aCJw8SV5oYE57ZM9mIhhoqzIwk6ly+YyQm/fKHktd+x6ABMx/HOFVIlbj5jPwKKyE3PtNLWlebmM/dDlkTPlWlaNhfctZJJiTAXHtnA4jtf8c45WOi88fQmbnmmdZjQ+b1PzeZHj73F5OqoJzDFgwpjywJ84bYV1CVCfPO46fzyqXc486CJ3FPiflRGVP5w3iF0JnP5CIXdol1Yc4t+4bi5y6IgoEkiO/uz3FyiP2cPum+Pf3U+Wj7rNZk1iQRkVEnEyDtav/vg8FiJQjsnzx3L9NoYnUmd8pDCz/729oj7ntNSP+wZDt7eVFfOG9t6+f4pswC3INtI554/tZLvfHIGDgx7ziM5Awef56anW7nvy4cQDsjuTRQocvMWHMdZ08LKxxvYeVdyMC8ca6KAbjukDYuM7oqeQdkV4wvF0NzjHHKmzZiwStZ2yOiu2BsPySiCSMa08l0Q8se57Rfuf9aw6UrlSIRVwtpusbfg+i7kF0dUiZRhedEPAUXk3e4Mhu0gCTChPJTP8zUIqzJBVeK9ngxhTSQRDrjO4bxIbFo2F961kqljInzj2OlYjkNvWqc8rCKLAoooYthuvIOVj4swLYddfVkmV4U5+45XAIocwZGAjGnZdCd1Xs1PRhSyt7uTOf7yxvaSz3rwRNBgAdZzHE9OoMoiyZyJZTtIgkA6X8BtzfY+HAeOb6zhvd4MgiBQGVH5xZPv8PT6jqLxdOGRDSy5eyU/OHVOyffQt46fTlq3uOHpDawaNCkFUBML0D6Q5cK7h4vAAA9ccCj71pUP+/zjwPbezLDinx/3OIX1O/o5fsj3/pYz9xs1u/nj/Ax8fHx8fHx8fP5d8YVgHx8fn48xfWmdJXevKhKBC8yfWslNg5bW9qV1+jOG6zDMGsQCCrGgwrLWTh54/b2SDt+RHH2r2nr50mGTOWZmNZbtxgT0pg3PqZnWLUzbJpWzEASBrGERUCQqIyq/fPIdnhok6BREzpqYxok3lnYYLjmqgfXb+5g+yPUXUtys4uqY5gl+kYBMe3+WeFChJ+3mIq9+rw9FEjhy2hh29GWA3Y7jproyzm2ZTMdAlhljY57ovWpbL1OrwoyJBwhrMsmsRTykEJBENnWlEPJtFLJ+//zaNr56zDR+9Nh6po+NeX0sCypMLA+SNFzhsMi9GZCJKhIWkNItt822Hh5evWNUQXRVWw+XHj+dH//1ba5Z2EhnMkd5WCVnWuAISJLA8b8oLaiHVIkHLmzm6r+sZVlr1x4deY9ePJ9PjiDOw25H32MXzy+YU0cU8wEeu3g+IVXi8geKYxYKY+uOZcWi81AB/LGL55MzDBLhACnD8gThwaJvNCCjDBJbA/lJDE8011zR3HRsbIdhbSTzztqQKpHM5IgFNc+VGwsphBSJgaxJxnCFZE0WERzIWvYwd64qi5j27vMMngRQJZGuVM6N33AgpEnolhtbEVLdP/elDV5t62H9jn4uPX46vWmdG55q9eI85tWVUxnRkCWB/uxuQVrE7U8y6wqtQVXiF0+6WdwFMVQQoCYWxHbczkmiyEDWxLJtlm10c3oBrlgwkznj47T1pFEl97uxbnsfnz94Eg4Oty0deSLotqWbhwmwhciXfceX8Zulm0aMvDm3ZbI3+TO0jfHlQWpiAQB29mfZ0ZtlQkWInrRORzLn9fPeFW38+DNz2dGXYUws4LmF2wdyHDo5wQk3vFBSBIa/3436UTl2+9I6S+5ZVTKz+rCplR/bOIUVm7v53K3DVwL4jmAfHx8fHx8fn48Xfkawj4+Pz8eY9oFcSREY3CzZ9oEc8ZDKjt4MW7vT3Pj0hiLR5u5zD+LKh9Zyw+lN3L1867Cc1tuXbua2s+Z5GcKFHN8LjmhAEgU6BwxM2/bEXt20UaIiX/7dayVdep+YXsXFR+/DmQdPIpt3AK7a1svdy7fy1aP3GfE6b1+62SsUNTTe4ezmeu5evpX/PHgiad3i9qVbeK1teDzCb5dt4f8WH0RPWi8qKPe7l7fw7U/O5LRfv0RnUvfa3b+u3MswXZoXwm86o4k7l20puuf3Lm/ja8dOY1dflktPmI5lOwxkTUKaREiV6ExniQU0L7ogFnSLmqV0i+39OWJBmaAqgg2zx5fx7fvXlLwHy1q7+NYJ0zm+sQbLdnhtaw+XP7iG5oYE08bEqI4FSOfcrOHbzprHpfe96V1PgcUt9VybF4Fh9IJ/AP2Z0kUGCxSOT+ZMqsIqHSl91P0HMgaCANedMqtIDE7rFveuaOP6T83m3d4MPWljWEbs/KmVhFUJUYBdA7ndTmBcJ7AIiPkICN22SYTde96RdIvqRVSJzv6cV6CtsOTdLfZmEVQlxHyLA/niiiFNJW1aiCJURTVyps3O/hzRgExNVMOwHbKGO9nhDBKRq6Ma2XxBO0kUME3Hc6onwiq6ZaNb7vdGkQRUSaQ3rRMOuAXkTMcBw81qPXFOLZ/edyzv9WRZ+W4P+08q54Ijp6BIImFNxnEcLMfgHuJlAAEAAElEQVRGkQQ6+nNs78vQUBUhY1h87Y9v8M3jpjF7fBn/dfQ+SJJIb0pHU0QUSWRbT5qoJlMeUvn8bctJ6xZfOmwyJzTWeKLr6vf6eHJ9lnkTK1AlkeYpbk74hXev9MbU4uZ6T1h+fVtP0bYLjmhAlV23+osbdxeCO2HWGK49ZVbJSJfvntTIGf/zMmndYnFLPd86YTrbundP4ty7oo2ffHYuANc98hYvbOjkoSXN/PzJd4ZNolx490ouXzCDeFChfSDHuLIg8ya6LtN5g3JwB3PY1EoqIx9cTP0oHbudSb2kCAxutm5nUv9YCsGlipqOVqz0730GPj4+Pj4+Pj4+HwzfEezj4+PzMeaVLd3D8lYH86cvH8LU6giPrtnJw29uH/YL9y1n7sfX//gGFx45haNnjMG0HNK6RSzkOhbd4m5uFMVgl6WAw/MbOmiojiGLAhVhFcOyyZnukvs33+tj9rgyZNFd1m3aDj0pg0REYd32fhIRDd2yqY4GCCoiyayJLIm0tg+woz/LrLHxonzcTe0DfHbeBKIBBdN2iGoymiJ64vPTb3d4DsYbT28ipEqEVLfPyZxBUJVwHNjckWTuhDIypuveBFfsVGWRaEAelot8yOQKrjypkWTOxLQdREEgrZtURlxRMJnNV76XJc81Gg+5y/91yy6YTV2nadZ1q0ZUCcNxyBq25xyVRAjKEgO6u9Q/ns+D7cznxUZUV+jsz7tgBztLBVxHdliRMAsZt/m4CEkARXKFUZzdrtmIlhdlBAgqEjJgg+eyHexqdfLtC+TbyjtNK8Kqdw9iQZmQ4mbmJnU3ZiEgi5SHVDKmRX/ajS8Iym4+r2E5GJZNWJORS1x7QBEZyBo4COzoyxILyIwvc4vYpXU3yzYezDtuHZugWIhYcF2xAUVCFsB0XLG64OaNKBK67Xh5uPGgO86zeTe1I7hidVnIHWeyKGA7kNENKvLCcuH+JPPuY0kQ2NmXpTqmMZA1CKmKGxehSmiKiIDAu71pFFGkPKyimzaO4+Rd6zqavNv9u25nH/MmVhANKPSmDaIBma5kjrAmEdIU+tIGkYBb6E03HL7zwGp++rm5xAKKO/mgSsiSwJNv7eLmZzZ6MQ5/fm0b5x8xFVF0hjn4Q4qEIAqYlhuBYdkOkYDkfU8LLtpd/VnGl4XQFJGb8sXlCsxvqOSs5kl86743Oe3AOo6dOYZ3e3a76+9d0cZpB9bRNKEM3bKZlAizqq2H/352I1ctbKQ6ppHKWcSCCjv7MnzzT28WTcoMzfcG1y0K8ImfPQfArZ/fH0kUuHPZ5hFjVfarK+Onn9uXMXk38UhxOT88dQ61H1Cw/agdu6vaevjULS+OuP3jGqewqz/L1/7wepHoP9JKgL/3Gfj4+Pj4+Pj4+HxwfCHYx8fH52PMuu19fPKGpSNuf+ziFkKKzEDOpDule4Jtf8bk9Xd7OGb6GBRZpCuZ48ZnWr0IiJvOaOK3S0cWVPavK+fCI6ew+M5Xh+Xu3ruijXNb6ou2zZ9ayWWfnI4silzzl9KFyb5yzyr2n1jOhUcUt3v0jGouXzCTKx5YXVyArKGSa09pZOXWHuIh1ROOe1M5miaWD3Mazp9ayTULG8lZFjnD4cd/XV+8vaGSa0+ZRda0GMi4QqoA6JaFLIpc/+hbJTNPSxahaqhkyVENpHWL3yzd5G0LqVK+GFbrsGJqFxwxhXMGXbdb7G4WX7htBRMTIb53yiy2dme49fmNw5bin9NST1iV8gLd0H5MIaVbJZfwn91czz3Lt3LFiTO54cl3+OTccSWzVge3P1rhrSVHNnD2Ha8UXcPwQmB7f+2/fPIdTpw7bsSidSOOjXxxOkmAjGmTzpkkIio7+7LeON+bNq47ZRYSkDRcd68qDs9fnj+1kmtPnkXOyo8bTaZgVS44fSNBmaDkThb0553BUVVyBXejMN4kgopcsh/XnjyLrGniOG7Dad2kPOg6iwsCcEAReWNbL2VhNyqiPKTgOCCLApbt8Isn3+GlQdEQsigwoTw0qMiejGU7GJaDbtnEAjKqLNGdch3VWcOiL23wxnu9OA7MHhf3ROK6RIiTb1rmPb89Lfm/Y9EBvNrWwxH7VNGXMUbOAW5IcFaJTHFwBU/bcfj0f7/knfOie1bxpcMm84kZ1bT35wCGFbucUhmmIqx6sQ2FqJC+jE5Y+/uLom1sT3ridCn+3riDj7r9j5JSRU8/Mb0qX0jS+dAK0/n4+Pj4+Pj4+HxwfCHYx8fH52PM1s4Ulz2wuuTS2qOmV3HliY1cPkRYKmR4hlSJTR1JHOCRQbm0S45q4PW2nlELhN30dGtJp97gHNuh267/1CweWb3jfbc7WiGx+VMrWTinlm/ct3r3eT49m0ffLF3EqqUhwZULG7n6obUjZpPuO+jczQ0JLj1+Oj963BWNh/Zl1L41JDhhdi2XDYp62NuiaIP7883jp7PwpmVc/6lZPLp6R+lCbCXOVeD7+eNGu++vt/XwzeOn88PH1+/xWvZ0zXNHGBPAB7r2Hz6+nsXN9dw+RHiGPd3/Sk6YXeP1eWw8UDTO96aNloYE3//UbGzb4aVNXSPmNw8dN/OnVnLNyY04DnQnM1RGQ3xn0Pe01ITAnsb5906ZxXfuXz2yEN+Q4LIFMwCB7b3FWdiHTq7gK0fvQ2dSJ2tY1CdCOMD3Hn1rjxMaV5w4E9O2eX1bL9c98tYwQbbwHVl40+5876HXUigSV4ibKAupPPN2OxvbBzjv8AZ++tf1vDYkB3hcWZDH1+7k189vKpnj+9Qlh2NYtleAbGieeaGtQpHHrGFx6X1v8vvzDuGqh9Z+ZIXWPmrHbl9a56J7Vo0YafFxzQguMFLRUx8fHx8fHx8fn48H4j+7Az4+Pj4+I1MWUrjoqKk0NySKPm9uSPDN46a7OaxDhKVlrV3s6Mtw49MbqI4FGBMLFIk/TRPKSoqGhWMLQs3gPw/dXmpbdSzwgdottFeKFzZ0Ul9V7H6rjmolxVKApa1d6IY9Yj+WDjn3stYuBrKmt//Qvozat9auYQLHaPuXumdLW7uQJfdHcXUsMOJ1lTpXgTF7cd8L59mba9nTNY80Jj7otS9r7aI6ppU8dvS+dBb1eeg435s2lrZ28W5Phpc2dVE9wvGF/Qb3/4UNnXz3gbUAVA0RgcHNzr1piDN6T+P83Z4ML7R2sbilfphg615vF99/dD3Pv9PBqm29Xpt/PO8QZo0v47Rfv8ziO17hruVbEQSB6/MicKE/pdvs5OqH1/Lomp08tnont501j8qIypKjGrjtrHncdtY8LvvkDLKGRUiVvONuX7qZs5vraWlIeCLzqrYezrnzVc6581VO/e8XeaOth28cN52OgRyXLZjJvV86mNnj4oArYP913U5e2dJdUgQu5MeKouC9+wrnbG5IeNne59z5Knct30rGsLjonlWcdmAdVz24Zlhsw/MbOvnWfW/Slx4943pviAWUUbdH97B9T8RDKj84dQ6HTa0s+rwQp/BxFoHBfR9Nr41xYH0F02tjvgjs4+Pj4+Pj4/Mx42NdLO7666/nz3/+M+vXrycYDHLooYfywx/+kGnTpnn7HHHEETz3XPESuvPOO49f/epX3t/b2to4//zzeeaZZ4hEIpx11llcf/31yPLuy3/22We55JJLWLt2LRMmTODyyy9n0aJFH/k1+vj4/HvxYVeSj4dUJlaEOHHOWBY313tLtdsHcggCIxaSK4iDZxw0cdi2PRUQG7y91L6Fz4Zu+6Dt7uk40y5euLLHAmhZc6/7AdA3qGDa33NNH2R/cDNrP+ix7+e4gb0sDPdB+rGnY0bap9CnZHa4GPh++jLafntqozdjUB0LvO/rfqG1k82dKWrLgsME1qYJZcMyb/emHyMd651zQyffWTCDjoEciiiSiKqs2trD7HFxfvLZuV7Wr2k7w0Tokdpc1trF4uZ6b/t95x/K5fevLtp/fkMlt591AIvvdGNB0rrFPcu38s3jpyMg8KPH3yopXF/x4Bqa6sr54v++6sWIXJSPgSgIyAKUzI+Nh1S6UnpRgctCMcslRzZQFipkk+tYtsPilnqapyRGvM4Pq9BaZUTlsKmVH0kRugJjy4LceHoTnUndj1Pw8fHx8fHx8fH5UPlYC8HPPfccF154IQcccACmaXLZZZdx7LHHsm7dOsLhsLffF7/4Ra655hrv76FQyPuzZVksWLCAmpoaXnzxRXbs2MEXvvAFFEXh+9//PgCbN29mwYIFfPnLX+auu+7iqaee4txzz6W2tpbjjjvuH3fBPj4+/9L8PZXk+9I6vWmDlG6S0i3KggrVUY14SKW2LMgnZ9V4okAsqDBrXJy2rvSI7RVEJ00evvCj1GcjbR/t+KHbPmi7ezpusBNxb/aPBKRRt4/W77/nmj7I/gDRoPKBj30/xxXOs6f9Pkg/9nTMSPsU+jTSM9vbvoy23960UZhg2ZtzDaZQqK7U5x+kHyMdO5jetMGtz21kUXM9S369ktMOrGNceYiIJlMeUmkfyLGtp/jdsLci9wutu53JgylMOP3py4ewpStNQJG8zN8zD5o4opO9IDLDbrF3cYsrOqd1i7vzYvLifKTF5MowtfGAJ3gmwirXP/oWTXXl3kRYWJUZEwvw3QeLM8JbGhIcsU/VqNc5kB19MmRvKDh2RypC92GJtfGQL/z6+Pj4+Pj4+Ph8+HysoyEef/xxFi1aRGNjI3PnzuWOO+6gra2N1157rWi/UChETU2N9/9YLOZt+9vf/sa6dev43e9+x7777ssJJ5zAtddey80334yuu0sEf/WrX1FfX89Pf/pTZsyYwZIlS/jMZz7Dz3/+83/o9fr4+Pzr0pfWh4nAsHdLknf0Znhr5wCXPbCaT96wlM/+6iWO+fnzLLlnlZcFGg+pTKmOUF8ZRhQEvv6H14cJpIMpiEqrtvWyqz9bFC2xalsv84dETRRobkh4y84H/3no9lLbdvVnP1C7q7b10jLKcUNx+19ZYm93//b+3Kjbh/Z7cHuFaxu8rVQfwM1s3dWfHdbWSPuXOndLQwLTckW49v4s86eW7nepcxXYm/teOM/eXMuernmkMfFBr73wzEZ61qONjUKbpcb5+2lDk8X33X9wv2elBPZSou/o97XSa39PgnE0ILPkqKnIgsA1J8+iaUIZbd1pJlaE2KcmyuH7VBEfEk/wfkTuvhGc4y+0diIIAr1pnSV3r+S0X7/MzLFxt3jeKAwWoZe2dnFCYw23nLkft501j5lj416kxb0r2opEYHDfe1efPIs3t/Vyzp2vcsFdK3lla/cwEbjQtr4HwfvvjW0oUHDsPnXJ4TxwwaE8dcnh3Hh6E7UfQgaxj4+Pj4+Pj4+Pz0fJx9oRPJS+vj4AKioqij6/6667+N3vfkdNTQ0nnXQSV1xxhecKfumll5g9ezZjxozx9j/uuOM4//zzWbt2LU1NTbz00kscffTRRW0ed9xxfPWrXx2xL7lcjlwuV/SZLMtomvb3XKKPz99Ff0anM2m4S0mDCpVhhVjwH+coer/n/2f398OkvT/Li60dSMLwbctaO2jvzxLRhgu3/RmdZ9/exaOrd/Dyxq6i419s7eCy+97g5/8xl1hQZUdflhc2dPDo6h28uLELWYL5DRW8uHG4G29XX5rDGyq4c9kmfvkfTVx4+GREHF7c2MWdyzbxi//YFxFYunG3cH3olARfOGQil/zhdQ5vSPDlI6bwpf97FUlwirb/8ZVtXHj4FM773e5tLVMS1EQ1Fh06EfLnGand84Ycu357L9/55Ay+/+i6ouNaprj7PrN+p7cvwJ3LNnHPFw9GeNxmWYnz3PdaG5ccMxWB4u3NUxJ8/pCJXP7Aai46cjJzx5eRs2wqQgonzqrh+kfXceeyTfzsc/sW3auffW5fJJyitlqmVHL+EVNI61bRM7hz2SZu/c/9kQVYOii2o6WhkvMOK77u5iluYbtz7ljBYQ0VHFxfwdh4ABx72P1bdOhEwqrE4VMTxe1OqWRyIjTqff/DK21cs7CRm5/ZwKJDJnrXVrL9hsSwezD4Gs4/fApf/L/ia/h8/tkC7/vab3r6HRYdMpHL/vwGP//cvshDxuTb23u56qSZXP2XtSXHRqHNUuO8wDvb+7h64UyufmhtyfHyx1faGBtTR7zuwdc4eBweOiXB623dVIbHcFhDRVHbr7d1D/tujjSWDp2S4GvHTOWWZ1qRBKfksYP3DUgC8bIAOcMimTWIBVXGlwXY3ptmIGdQGVaorwwVjZU9tfl6W7d3bapI0XUOZlPHAH9ds4O/XHgoPWmdkCYjIoy4f6n2MrrBH1ZsLYq1OW5GNZefOJP2/iwb2weKfh6Miar88j/m0Jk0SGYNNEXiv5/ZUPJd+9LGjmHfkQLzGyqpCElYVukYkvdLRJOIaEFgt/j7YbXt4+Pj4+Pj4+Pj80GQpNFXxwIIjuOM/K/3jxG2bbNw4UJ6e3tZunSp9/mvf/1rJk6cyNixY3nzzTe59NJLOfDAA/nzn/8MwJe+9CW2bt3KX//6V++YdDpNOBzm0Ucf5YQTTmCfffbh7LPP5tvf/ra3z6OPPsqCBQtIp9MEg8MdHldddRVXX3110WcXXnghS5Ys+bAv3cdnrxjIGjz51i62DooLmJgIcfSMMX+3CypruJmQOdNCkyVCqkRAKX7B7O35s4ZFRrdwgOfebmdr94ff338GO/oy/P6VbSNu/495E6gtCw67l47j0JcxeOiN7SMe+4VDJhFSJR5bs4O548u8fc84sI6cafPKlm7aBt3HuooQTXXlKJLAK5u72d6XZd7EciZVupE6puWgyiKGZSGLIobloMkikiiQMUwUSSKVM+lK5ZhQHiJn2qiyiCgIZA2L93ozCEBV1J34cosnueLWuz0ZmurKqI0HUSUBSRTRZJG+jIHtOG62MVBbFkQUQJVEV0Tf1MWscXFq8oWFwppM50COceVBnnung82dqaLrO2JaFbYNacMiZ1hIosDO/iwdAzlmj4uzfkc/+0+qIK1bOI5DRJNxgFe3dDOjNsbr23qL7tnkyjDz96nCMG3SukVQlbBsh5RuElQkIpqMYTnkTIuALCGJAtagH5+OA3r+PmmSgAVYtoNu2iiSiCiAIgrkLAfdtFBlCVVy77ckSmiSgADkbAfc/2FY7rECgACqKGADhuWgWzZqvl1R2N0Xxxl+nCwKiOTbHKF9RwABkPJt6aZNUJEw89egKSKKKGDn29fzxwZkEcN2yBnuNcmigGnb3r0KqzKaLGLYNo4jeNeuSO55bBt000KRRDoHcvTnTKqjGpbtEFDc98zDb25nWk2U2ngQRRJwHHivN8OYWIBVbT3ec1QkkSP3qaKmLIBhORiWjSyKCAL8be1Ojm2sIWfaw8bLnPFxQGBVWw87+rI01ZV54zAWULAch5c3dQ0bg/tOKOOxNTsJqRKnNI3jmfXtRX1ZOHcsr27tLnonTq4Mc9Bkt9iZadleP3rTOgdMquCFDZ3s6MtywqyaYWO0riLEAZMqCGsSz77dwSemVyOKwojvXcDbpkjiiG0WrsOwbCZWhBgTD7Bic3fJd9HCuWN56I3tTEyEOGFWLQFFImtYPLZmR1EfBrdfM6S9wvssrVvo+fegJAo8tX7vfn6N9q5VJJHTD6zjuXfaP5KfhT4+Pj4+Pj4+Pj4fZ6ZPn77Hff5lHMEXXngha9asKRKBwRV6C8yePZva2lo+8YlPsHHjRqZMmfKR9efb3/42l1xySdFnviPY559Ff0bn+t+/wdLWLEWJL+9leTud8hylH4QdfVmuv391kcNqfkMl131qNrXxwPs6f6GtOePjvL6tlxc3fvj9/WchdaR44oH3Rtz++WPHESgP8rNH3+Kp9e3e53eefSCOavDEeztHPPa8xDjCAYXfvLmZGxprvX1n9Ac4aFIF9WI5hzQFCakyYVVCt2z60gZvbu9lSkMFC2pjdAzkSMSCtLb3E4+olMdUBEQQIJVzxU5VFhFE6OzPYWUMxpSLrNrRR20swKxxZfSldSZGNWpNm2TWRJMlysIKNz21gQVzxjJhUpz9ZwfQbZvxZSEkEda810dNOMiUcUF0yyaRd39rkkhXMocmS0ysV2icadGXNogEFQQHHBzGyRL//WwrY8vH8pnZrnu3LKBQFlK58O7X+O6JjXT2ZxhTFUSWBOZNUnAckER4J9vOkkc20zShjMsWzOSs25czd1wZ3zx+Htc+vJalw8ZehtXJFCfNqWXmxDg2DlndZkzAFTL70joxTUaTRHTLZiBjEtVcoVLLC7QpwwIHBBFUUcRwbIKShGE77gRAzqIyKBNSJNKmxUDapFKTCCoSCJA1bJycSVhzn6MEJA3XYegAyYxJJL+/KgqkTItkxiQeUjFs95lEAjIRRUK3XSFWQMAB0jmTaEBGkUR6UzqhgNuPlO66SqNBBVUS6UnliGkKEVXCdhxSujtxEwnKBOXd+ycC7j5Cvo8CrqifyU90JAKyKzADIVnCdBxypk0yaxAJKHkB2RVqe1I5wgGFCbJE2rBI59zrUPP3+gtjJ5LOmYQ0GXDF47ETBfrTOp9tmIpu2aSyJuGAjGXZ9KYNNFlEth1e3tzFHS9uIa1bdAg5LjxqKp1JnaxpMXucxob2Ab752HoAFh06iZPnuuMsFlCIBmSefaed1e/2MaN29xisjrjHXfrYetzEF4vlXR388rT9kCWRZCY/jgWHTXqUA+ZEyFk2AdnN1b3p6Q08/XaHN/QOnZLg6oUH0DmQYdLkOAdGA5iOw4KJk7FtyJruPd3Vn0GKBRFVidtWb6N+cpTH1+wqMZZ3v0cbGhroTBr0Zwx00+LAinGcXBakP2Ng2Q7LN3dx6ZNbSOtw6JQqTmiexk3PbOCZ94ZHSRw6JcFb6TBPvCfCe1k+c+QEJle5k0uV4yZx+f2ri1y+h05JcMDcSVzyh9dJ62578xsqmTFtatH7vT+j89X38fNrT+/aiz89iS9Pm+o5iCMBhcrIv+5qEx8fHx8fHx8fH58Pk38JIXjJkiU8/PDDPP/884wfP37UfQ866CAAWltbmTJlCjU1NaxYsaJon127dgFQU1Pj/bfw2eB9YrFYSTcwgKZpvujr87GhO23x3IYuXE9fMc9u6KI7bVEe2fMSgaH0pXW+ff8aXhjS9rMburjs/jXceHoT8ZC6V+cXRctr6wuH1nPjM5s+9P4O7ndnUqc/X1itMvzRF92pjgVobqgqWUm+uSHBS1t6eP35TexbV87f3totAsXDKjnLwXJKrHPOo6oyvVkTyxEIKLK3763Pb2HO+AokSaIyFqBrQCeoyTiCgKJIHNs4FsOy6U7qrHq3n3tXuM/slmc2Fgk28xsSnN1ST2VE45d/fYcZY+M0TSjDtB2OmzWW3rROV9IgGlIwbMgYDrGQSlCRePPdPk7cdxzVsQBjy0M4uMKyJImIIhxQX0lat+jNmESDMrVlIdKGRVfaIBrSkCWBR9bu5IGV27nxjCYcYCBjEtIkZEnk4mP2YXNXGtNyqCsL8mJrF/tPLONXnz+AlG4yqSqSFxhNVEUmrEikDIuDJ1dx7KyxhBSJrmSWOxYfTEAWyZo2z7V2U2rsvdDazXdObKQnpZMxbFa29XDvijb++8z9aG1PUR1znabjygMkogF6MzqKArYokDFsUjmbkCYRlCVsHPoGDMJxBcO0SBs20ZBKWJXoTuUIqjLV8QCiIJDSLTceJaBQGw/Sl8miOyJBSQLBIZUzSIQ1RFGkP2MgSZKbTauKIIhYDgiCiCiKCIJI2nQQRAipCl2pHJF8uzaQ0i1sQUAQRBwEFEWkWg2SNW16MyaxkIYmiWQtG9uBjOkQCbr9Fh2HkCojigICAmnTIZmfREjmDEzTQbdtblu6mbd3DvDzz82lKhagI2W490WViQcUkoZJZ8rAtB1e39bDzNoYQU2gI2UQDciUhVVkUSRtWPRnLCIBCQsIqjLbutP8+oVNrGrrZXFLPU0TypBFwXWuWzYp3SIRDdAxkGPtjj72ravgF3UVVMc0cAR+/uTbPL3e/f6FVInbzzqAfSdU8EJrZ/6d5GYXX3PyLD5360ukdYsbTm/it8s2e9tDqsRtZ83zjgPY0p3lR397h28eN51bl27m5U3d3HB6E8+3dnH94+94Y+zoGdV85ehpfOXoaWzryTApEebRNTt4ryeLqrjPUxBFHMvGsN1zmY7DmLjKqnf7uO7Rt/n9eQdjOQLV8RDPtY7+3p1SHaE8EmRje5JP/Ow5AH7/pYM5539fY3FLPUdMG8O+dW7c1qptvZz7f6/xg1PnkDEdlg3K4G1uSHBWcz1fuWeV9/5J6Za39Gx8RZhfnr6fV9AyqEqsbOvl4t+/QVq3AYHDplZy/alzKI8U/7vq/f78Gu1de9jUSqqibs7w0PP4+Pj4+Pj4+Pj4+HzMhWDHcbjooou4//77efbZZ6mvr9/jMa+//joAtbW1ABxyyCF873vfo729nerqagCeeOIJYrEYM2fO9PZ59NFHi9p54oknOOSQQz7Eq/Hx+ejo30Ml9A9aKb0zqQ8rflbg+Q2ddCZ14iF1r89faGtPFez/nsru23szw4q2HTa1kh+cOoexH2Ehn0Il+aHnbm5IcHZeQEnrFmc3F7/HTMvxilwtax2e3zl/aiWPrdlJ04QyYHfBqWWtXaR1iwvvXsnilnqqowEqIiqKJJI1XKelZdts6kgyvSbG/IZKDpmcYMWWbvafVM6i5kkAjIkFCGsS1z28jjfe7eP2RQcwkDXpy7iuyuc3tHNYQzVO0H0umiyhKSLn/Z9btPN/vrA/CAIDGdfFqcki6RwIgoAkCmzvzaApIomIhm7Z7BrIEdFk4kEFRRLpSev8P/buPE6Ous7/+KuOvnuuzOSE3DPkJJAQzhwCIgiRw190BVFOXXdJAEVdDrkPAXfXRQ5RFNB1OXRluQ/lUEg4whUICQESCEnIPZO5+66q3x/V3enOzCQBIRMm7+fjwUPSXV317e7qxrzr05/PqLoKfv6NfWlNZrFNA9fzMADHg80dGQZVhglYJps708zcqz/xoEXKdagwbDKOHwJHgxZByySRzeE6EA1ZfhVk1iUWCvCt2xeQyDj86lv7bfN9bE/lqIkFqfbgCw39+X+T9+CyBxczr4f35uoTJnLxA4u7/ZzMaKjj4lnj/PMjXwXtuB7/+eSyHre//NgJpHIGlgWdroNpwoBYCMM0SOW2bOsCadchZPkVlGnH9Yd25Vs8uC40JTNEg35lrQd4rodl5lt5GJDJh70dmQzV0SBg05byK4ejAb81hutZdKRzGPn9ekBF0CbneSSzLp7nYZkG/eNhso5LRzrHlcdNLP6743jYlsGmtjSvrmpm6dpWLjhmHG9+1MxBo+qYuVd/khkXx/WoDNt86/YFAFw/exKDKsOYBtim35bkiSXrGD+oih8dOaZYfRwL2eQcl5ZkhnfWt/PzJ9/j+tmTCAcsRtbFi5+ZO+avAOCSWeM569B6NnWkGd4vxjvrWjlj+gj+7egxdKQcKsM2sZDFL556j8YOf8DjOfcs5IzpIzkj/9mtigR4/v1G9htRw4+/PIaWZBbbMHjhgybO/P0rXDd7Eumc2+VxAypDuC6ceNtL3HTSZM6663UemjuNhfkLDnd/9yCMTX77Cc/zh7Yt29DO1JH9OOm2l2jsyDA9P1gPPt73aOl3dEU4QCLjcPMzy7lj/opi0F34/jnnnoVcPGscl8waz4qmToKWP0iv8B1Wup9SVdHyC26DKsMcMKJf8SJHXbz7C3If979fhe/aC+5bVBYGz2yo4/rZkz7zi34iIiIiIp9nu3QQPGfOHO6++24efPBBKioqWL/e/zl0VVUVkUiE999/n7vvvptjjjmG2tpaFi1axA9+8ANmzpzJpEmTADjyyCMZP3483/72t/nZz37G+vXrufjii5kzZ06xovdf/uVfuPnmm/m3f/s3zjjjDJ555hn+9Kc/8eijj/bacxf5OCq30/fwk/ZF3NG/oO/I8Uv3tb0J9p90va2JTJcgFvzQ+oL7FhUrmD8rQ6ojXPKV8azenCCdcwnZXQOUrcOb1kSWwVUR5h5WD1AWBs+or+PSr4zn+Fue54zpI5lWX1sMbgrbFgKdGfmKPdswOOvu17nppMl4eAyvjeHhMbAihAscMXYgnRmHSNDv+foff3mPNz5q4frZk/j+l0KkMg5DqsL0iwVpTWQ5eFR/PDwsywDP89saAP/5T/tQEQ4QC1o8994m9h1Ww/q2FHvUhImG/BCxLZmlXzxExDYxTYN0zr/AZ+R7A2ddl2jQpi4OActgcGWYzqxDezKHBxgGxMM2br7/biyUD5qzfo/poGVimeB5dr5S1iAWsGnKZMi6HlURvwVBxnH5w5kH0plvu7AtlfmWBKmci4ffzqC7EBj8CxvrWpKcesgIXK+8gnJ6fS1XnzCRqx55m6eWbmkFcsS4AVx1/EQuebA8PJ7RUMeVx0/A8KAi/5w7Uv5607iEzfIKeQNwHGhNZYgGLSJBi6Bh0J5vJRGyTVzPojPt98N1XD9YN/L3ZRyXtlSOeMgmHrYxDDBN/9ieRzGwjwYtYgGLtOtiAAHTpDWdI5F2qIzY7FEZpj3r0NiRpjISoCYaxDT8wNg0POJhm0TGIRtymbX3YP5pvz1J5hymDOuHZRhkHJdEOscL77ewR3WEP5x5IO2pLEHLwvE8WpJZkhmHaMji0L0G0pbKYpkGhgHhgMm85RvZe0g1v5n3Ad88cDhjBlVw9j0LufGkydy1YGX556mhjvFDKvnF0+/xzDubqIsHixc+Vm9OErJNnn+/kfc3tvP9I8awsSNT9hkrXNQ55Y6Xi5/nvfeo4ux7FvLAWX6g29iRKQbAZx1aj2UaJDIOr69q5o75K7jppMkkMg4LV7cwo76Ov727kbmH1XPz35bzzd+8xPWzJzGgMkyy5FwtDYEvPXYC3/zNS8X3eFuCtsmyDe0ELbNs24BtML2+lvn557Z1YL1HdYRH3lrHprfX8/KKzd1eoJrZUEddfNvfpVsHwz35JP/9GlId4aaTJhcrkLcVNIuIiIiIyBa7dBB86623AnDooYeW3X7nnXdy2mmnEQwGeeqpp7jhhhvo7Oxk6NChzJ49m4svvri4rWVZPPLII/zrv/4rBx98MLFYjFNPPZUrr7yyuM3IkSN59NFH+cEPfsAvfvEL9txzT377299y1FFH7ZTnKfKPqosHmdlQ1+NPZbf3F/ae7Ohf0D/u8UurWj/OerfX8mFHK5g/baXrigQtzvz9qz1uu3V48+qqZt5e28o+Q6s5/8t+Y/dExsE2DT7Y1MFji9eRyDjFANg0Puwa3NREWJQPnM+YPpLJw6qLYdgv/7acecubiAYt/nnmKL40biAd6SzRYJiQbfHDI/ci63r+ALusy9qWJP3iQVzXr/S0TAPP8/A8j0FVEdpTOTrTOSoiASIBk/VtKfYdXkM0YDGkKoznesSCNp0ZByP/S2/TNEi7DhHbxIoEcIHGzkwxZDQNm+ZElqNum9fj6/an7x1ELGizorGT8+9bRCRg8ZtTpvqtJFJZqqJ+xe36thSxUICKgIGJQSrnFoOi2lgQyzSY0VDXY0VuOGCxqd3fx+DKMKtbktt8723L5N6XVzB5WA1nTBtJOudSFfH7y37396/yH/+0D6dPG1mssF64uoV//8s7XHPCRNrTORIZh4qwjW2AbRh0ZJ1ir9+KsP+f6Iht+f2A88Fw2Db9qul84GoYBqYHjp/VFz8f0YBFOh+ax2wLF2jPODR2ZMr2H7X9oXCO458HsZBNRb662DIMUq5DwDRpSWSIloTDKcelPT/4sRDOGgbFdhT942E68m0v4iH//TGBjqT/fgQsE7L+YMCjJw7ivQ3tfPv2Bfz71/ZheWsHAyvDflWyBa7nYVn+Z6MznSur8r3lm1P40riB2IbBj44cg20ZdKT8yuSWZIaN7WkqwwH2qA7ztV+9yHWzJ5HNecxb3siJt73EGdNHcvCoWizTYMqwGgBO/u1LnHjAMH585FiaOv0K3K0v6kyrr2Xh6hYmD6vm8SXrmDyshguOHlus2H3xgybumL+iy/YA76xt44dHjeHmp99j0h7VzNp7cPH82diWojWRYfKwGoZUR7j5m1OIhSw2tqX55m9eKlYqb2xL9XguT6uv5bHF64sB9vlfHsuM+lrmLW/iybfXc/lxE7j8oSXFMPjmZ5Yzvb6Wy4+byF/fXsfNzywnGrS48aTJGMD8ku/qT7vy9pP+92tHg2YREREREdnC8LySseci8rm1tiXZ409lB2/VEmFHe+i2JjKcfc/CHv+CXlphu73jl+6rEDCU/hx5W+st7H97LR8Wrmrmq798ocfX6E/fO5jaePBT7Rm89brmHl7PG6uay4KTgun1tew7rIabn1levK3Qb7QQ2BZs3VKisO3Dc6eTzrmsa/UDyoWrWzhweD9s2+Dmvy1n4aqW4mu7cFUL/zxzFF8cN4BN+TAsHDBxXAgFTAzDr/BM5geZVURsTMAzwPAMPtzciWUYbGhLMbgqwp9eXcW/HlpPIpOjOj94qT3tV5UaAAbEAv4AsfaSvrexoIXreiRLhpd1pHOEAyaxoE0m5+BhcPQveg6CHz93hj+ozXVp7vRbGRTaEgQtk0zO9Xvg5geNFYLLeNguVqhmHY901qEmGuTSh5Z0qci9/NgJ5Fy/Yjto+cPeXBe+fMO21xUP+n2J1zQnMQyDuniQG57yq06jQYszpo/kkFG1BG2TirDfx7gj65BIZ6mNh0mUvFZh28QA0q6L51Ic9Bbb6jnFApb/Om712IzrErUtko5DWyJHJB/aBkyDjOvlh7E5VEZtgqZf+ZxI++0wso5LazLrD0oLWuXbR2wiASvftzf/vgYsHDxSWZf2fHuOje0p3lnfxuShNfSLBcm5Hk2dGXKOx+urmlmzuZNzjtiLSx9YUtan+vCx/fnxkWNxPI+mjgxDayKkHT/EjwZtNrSl+MVT7/GLkyZzyQOLyz5fXxzbn8uOncCqzQlCAYtMzi0LYUsDzp898R7RoMVNJ00mHLBoTWYJB6yy96z0M/jPM0YxuDrClQ8vKTtm4fN5z4KVnHTg8OLntC4e5K7vHOQPJOzh8zx5WDVXnzCRr//qRb510HC+NH4AjuuH6M2JrN8upjXFqP4xfvS/b/LbU/fvsr/p9bVcdtwEAqbBpQ8uKfve7e674/Cx/fnJMeO59KHFLFzVwq9O3o9gwCAWsulI+X2YO9MOlgGn3vlK2eO+f8ReBG2TVMb5zCpvP85/v0RERERE5JNTECzShxQC3m39VPbj9tD9JAFzT8cv3VdpQBYKmFRHgj0GDK2JDHPvWdht5VtpIF06EKk7t586lTN//2rx+caC1j80VK67dRVC7t89v6JLEHTZsRP42eNLeWqrsOk700fx5kctHDCiHznPoyYa4C9LNpRVExY8dd5MXl/ZzNB+0WJ4XBcPcvd3D+K1DzczoDKM43kM7xf12wuk/Z6voXy7g9ZklqBlErZNIkETMIphn9+SwA/i+sWCJDKO3zYAig1iC+FxcyJDdcwmaFrFMLIyEiBs+W0HHA8SmRz9okHSjlsMDwtBZyp/W1UkQNAycT24/OElPVbqXnX8BDZ3ZoiFbSK2RTLnFIPMwvkWD/qVramcS2c6S79YiHTOJZNzsS2DRNp/PpGA2WVIWzhg0tyZ4f/d+mLZseceXs/CVc099m++5oSJWEDG9fCAyx5awmsrm4uDzMDvlfrk0g3c9twHJDKO31v4+IkkczkMjC7vU6F3r195bROz/eC4MEQvGrQwgUTWLQbfIdvE8CBZ8nrEghapnIPjUmyLYZr++5dx/PA2HrKJBf2At/DneH7/OSCZdfJlx/new96WsL2w1vzdxXYW8bC/j482J4hFArgu+TYgFu2pHE7OZUB1GMfx/AA5ZBEJWORc/3l7Lrh4BG2T//rruzy2eMsw16/uO5jzvjSGjkw+kI4EyDkuc+56nWG1Ua44fgKbOzJEglZZwJnJuvzLXa+VXVQpvRhV+D4qVAbHQzaLPmrh6keXEg1axZ7Fhc+E63ls7sgwvDbKlQ+/zVPvbGn/cfTEgZz/5bF0pv3XtDISwDJh5eZE8cLK/iP7cflDS4rHLlyw2diWxjAM+sdDLF3XSm08hAcMr42SzXl+MB6y2diW4s+vrebwsQM5eHQtq5oSmKZRVi299XfHI2dPY9FHrQysDJNzPQZXhcnkXDZ1pBlcGWHZhjbWtqWYOKSqrLXNu+va+I+v7/OZV9/uyH+/RERERETkH6MgWKSP6q7qF9ihQLWnfX0af0H/JPvaXsD79HlfYPSA+DYD42n1tUwuqcad0VDHMRMHceH9i4vbbG+o3Navqet6fOm/nuuyXSFUOmrCwGLv0YWrW7j35VV866DhfHnCINa0bKnovWP+CiYPq+aaE/bmqkeWMG5IVY/h45++dyCFb+2VTQnGDalkY1uaoGUyqDpMzvFozwdkpUFgMpOjJh/KFga7mcaWYLc0fIzlK3w9PMK2X03aXhL2hiyTzfnK1Ijth4idqRzV0SBZ1w8YSweOJbIOiYxfVRq1rbIq1ljA7wWbdvwBd1c83LVS98rjJ5DJ+YFjNF9x3JkPKD38NUeDfpgYMAvtFfwguBB4VpRU1FZEbMK2VQyCo0GblkSGuopQl+rfnqrXS3v6NuZbIYTyfY9dD9Y0++/vW2taMQzYf3g/grZZDNY9IGz5vZMTWz2XWD6cdT0/1Aa/5UNn2q/wLTzPzqzjV/NGg8XnGQvZWAYELJO043Yb4hb2ETT9tg9B03+fUvmK7dLtS8P8QmuK0upvD/zXMX/OhWyTVNbBMIwulcobW9PUxoJ4wPq2VJfz/5zDGxhUFSKZcVnTkiw7p9uS/rkXtEyefmc9ew2opCrq/7nQYuP1Vc28v7Gd844cQzLj8FFzkhG1UeIhm8sfXlJW7Vt4by+eNY4pw2toSWRxXK9YSQxw8axx7L1nFR81J4sD095e28r4IVXF75HfnbY/e/SLsHpzkmjQKu7j3pdXcd3sSd1eEDp92khCpknadcvOq2jQ4pKvjGfKsGrSWYeqSDDfyzlLOuvyQkmVc2nV729Pmco3f7uAX548hbPuer3rF1fer7+9H5Zp8PvnV3T59cF3po/Cw+OO+Su6bQOhqlwRERERkb5hl+4RLCKfTE9Vvz+ZNe4T9dAt7cVYCEM/aOz8RFW03fV13F6rio8zVX7OYfVdBneVhiYF85Y1ctohI8r289yyRs6/bxGXfmU8pmkUw/OmzgwecPmDi8sClNtPndrtego9N8cPruwSzNzw1DLGDa6koX+cdW0pxg+u5KaTJrNwdQt/XbqOC48Zx7WPLeX0fP/frQeQpbMew/pFeXlFE2MHV2LgD07yPH/wXCxkU1cRorkzg2FAyDJxPX/QWirn0pHOEQtZfmjpuTguZLIZqiIhOjIO4BGyTbKOS3vKwTQMAqZV7PdbCKH7RYOkcy6bO9PUxkKELJNLH1zMa6tayqph96yJUBmyCdoGOQc2tqepiQUxIwHaUzkAwvm+yW3JDFccN4F0fp2VYZt0zuWxt9YxcY8qIgF/kFks6A9OaytcTIgFMUxIZFzac1lqomE8Dxo70lSEAwyqCJFyHZryfw7bFhnXxTT9PtgeEA74r8nWPVcLw7Qu+cp4LvnKeDrzFa8By/T3FwkwsMLvhbspv/9Y0GLsgDjtWYeqSMCvxM0PyCu0O+gXC5FyXDo6c8X7DQNqokFaEhlsC8KWhef5IX51NAjYdKRzxeFvIcuEkE1jZ4aKsM2gihBJ18F1yFdF50Nf2w99O3Ml/XzJh+kGfnuHXCEwDxAPWDR3JjEsm6DlVyy7rt+n13U91relOP++RTR2ZJhWX8u/zBzNnjUREhmHjW1pKqN+/+h8a11WNHXyb3/2t581cRD/9uWxbGxLMaAyXDz/N7al6BcPcuvflvOvX6gnFrKIhWwa2zPEw/nAOZVldknbgun1tZxW0gJhWn0tcw9r8M+XIVWcddfr3P2dA6kKB/jujFGkc27Z52nysGpG1sVZ35LirLtfL563N39zMoMqI7yxuplv/Pql4vFm1Ndx6rQRZd8jjueRzDjcPv8DFpac++MHV2IbBnMPr+cHX9qLDW3p4gWhuxesZPyQKu6Yv6LY67tQgVvfP87wuliX75SVjZ1MHlrNf3x9ny5DKFuS/vff9obH2abB2fcs5J9njuInXxlfvFixcHULc+5+nWmja7l+9qR8qw9V5YqIiIiI9EUKgkX6mNZEpksIDH7IeWrztgdfNScyLFzV3GPA+3HbSuyI7vY5o6GOa7+6N3v2iwI7PrSusSPDGb97pRiuRIM2iUyuy5CngnS+2rLUvGWNtCaznHLHy9xx2v7c8sxy9hlW3WOF7rb0FMzYpkEylyOZdbhrwcqyisDJe1bz3ZmjqQjbXDJrfLGfrut6DKgIcfWjb7N6c5LbTplKMluorDWJBS1ak2nWteZobE8xfkglmUyWWCxMxoWguaVC1B8wBnHLIuE4ZLLla7NNg3QOPM/zQ0DANP0WBynHwQQM0yBom1zz6HvsM6yGhauay/oTl/ZBnlFfy1Un7E3Q8Ehm/NfdNmFAPERn1g9QKyMB+sdD5FwP1/OKlayVYZsjxg2kLd8WIWSb/iA7CwZX+gHsxnwAGw9atDo5OjIOpgn94yFSOZe1rSkqIwFqokFyjktnxsHzPMz8gDPP8/9JOy5XnzCRix9YXHY+7je8hkNG15J2cvSvCJHIOjR1ZIiHAwRMk00daaIhm/7xEOBXyBYqewfEghimQUfZkLYAWcclGrCIWCaJfMuOQguBeNgm58CGRJp42N9vZ3ZLFXUkYJF1/XPZ8/Bfq/z/OA7FCujaWBADv11EU76Xc0XILr7PWQccF5qSfpBcF99yAaEiGiad7/1rGg6RoEUoECSVcamOBvivb+xLv2gQ0zTY2JbmlQ83M3GPKqpjATZ3ZHAjAaoiQUwTBlaEufVb+xGyTIK2SUsixcGja+lMO7SlcsTDfrD/87++y9enDmV1cxLbNso+M6YBkaDNzd+cQjrnMLQmSkc6SyrjFsPRDW0pUlmHN1e3kHU8ptXX8sIHTfzPSx/yo6PG8pWSgWwh28yH0SG+8esXywamnTZtJKfcsYATDxjGTSdNLg4ATGUdzi75HpnRUMfC1S0ELIO5h9Vz89+Wl5/3DXWcdWg937795ZIwuZazDmvgzN+/UjxmQeFXGd3ZnMj0OISy8D2zrSGchUF1iYzD6yubOf2QEQyuDNPYkaE2FuSr++6h0FdEREREZDegIFikj2nsyPRY9bs9rclsMWzYOuDdVsB8wX2LtttWortq3572OW9ZIxf83yKunz2JPWqiOzxVvjWZKQtXCj2Be9JTUJtzPc6YPpKbnlnG88ubOG3aiLLApmBbwcv0fPCytUIgM5lq7lmwksnDaorhVDhgEQnavL22jdp4qNjrtyJsgwcZ1+XiWeNJ5VwaO1LUxkKYkQCeB4msQ8CyqI7aDKkK+z/dDwdwXA/ThKZOPyyNhizSWYdowOKC+99iXkl/1ENG1RKw/eFxIdskYfhBqeN6uC5+takHG9MZKkI2QdvktVUtnDZtJDc/s5y5h9d3aaEAMG95Exc/8BZzD6+nI+1wTj4Ym9FQxxXHTsAJ2DiOx7qkH9hGAxaprIPngWn4w+VqYkGueKi8IntGQx1XHjfBfw3wA+t+kRAO/hC1TZ1+xe6QqjCO6/mtFPItKoKmVVIhbfuvMf5/FK85YWJZ/+Bo0KKpI0UkGMAzPb8lgudXoluxAAPioeJgtWTGIRay/RYQBjhAKuP4PYAjfl/dtmSGikiwLDCuyj+HtOMSyPfeBcoqsU2DYuuFjlSOaL5NQ2Hw24b2FPF8BXRphXI0aJHJ5QjZpl9tncoVw2PT9KuQ0zmH1oT/ekUDFolMDiefxxf6R5n5xSQyDrGgTShg8tHmJI7nsao5yeUPv82Xxw/k3CP2IpF1aE5k/IA+bGOaHlkHFn3UwuThNVz/xDuMGVRZ7IsLMHpABXPvXsgho2r54ZFjWJcPdpNZi8GVIf7zyfd4aqnfizcatLhk1ngm7VnFquYEAGtbUzy1dAPfPHA4dy9YWTYw7aT9hzOgMsyAyhAdKb9Su35AnLZkhjtP35/mRBbP8xhWE+XqR9+msSOzpY1MfR1zDqvvEgJfdfxEjrnRbyUyaY9qZm0VNLcmMgyuDPHbU6bSkswSsk3eWtOKZfoXF7a+oHb97Ek9BrHbuhi2cHULMxrquGP+Cm7MB8k9/SJi6+Mo+BURERER2b0oCBbpY7bVRqEQGPTUQ7c0uNw64N1WwNxTW4ntVRBva5/zlzexsilBPGRTFQ1y3exJPQ6tq4oGaU1kiATLv9J2pEKuO9Gg5f9EPB8EdVc5DBSDFxO6BJSXfGU81z2+tGz7GfV1nHVYPWf+/hWiQYu7vnMQVz2ypCxkPmLsAH545Bg2tKcImiaOC0HboCWRJWBBOBLCcT0c1//5f6EPsOtBZcTGNv0gN5F2MAy/EthxgPxQMsswqIkFufSBxcUQuNsq3nwPXMswaEmkqQgHufTBrkHsjSdNLoaWpa/Z1uYvb+L8o8dyyzPL+eM/H8xf3l7PHfNXsKKpsxjWP/H9Gf5Qu6wfNLqux4a2NHXxrscG/4LBpQ8t4eoTJtLY7oeJVsAi6TjFfrlBP0Mn5bgk0g7RkFXsiWxZMDAfmnbkh8t15vx2CdF8+4mOtN++IhrygzjXg7TrELRMLMPAdcGzwARsCwZUhOgsDDILB7Bsg4r8vtqTOYyoTb9YqNsBe4WhcYV+x+FY0K/m7UzTL+ZXGxfaXQzMt4Fo6fBbVXhmPjT3/Ipk0/ArrlM5l0TGIetAxnEJWiamfzr4gW/WoanTr2juyOR4ddVmpg6roX9FmGTOxfP8IXgb21MMqgjRme81ncw65FyP4bVRUvmK2Vl7D8YAcp6LgR9ce57HpvY0jR0Z9qjxA/mTbnuJEw8Yxt57VNHU7g9ca0vmmFFfxxFjB2KbBhnHoX9FkLZkjtp4kLfXtDJ5WDXnHtFQDI7fWtPKU++kOGBEP2zT5OiJg/ji2AG0JrKMH1JV9iuA9kyuS5uWh+ZO4/on3i37fqiLB7l+9iR/IF1+KF7YNklkHP74vYNoTmTJOR6j62JEghZThlUzf3kTc/KtJQZWhgG/1QjRIP/x13e55NgJdKRytKeyHDtpCHXxIDefNPlj9Urf1sWwd9e1ce1X9+ai+9/inHsWFn8RYRgwuCpCzvFY25r0W3DkPyciIiIiIrJ7UhAs0sdsq3LsjvkreOycGVz64OKyQKG7HrpQHvB+nD69sGMVxNvbZ0syWzz+kOoIN/UQnhQC5/O+tFdZ8NtThVzpz7O3Nq2+FigPf3uqHC70j733nw/itPZ0WZ/P655YyvghVZx84HDSOZdo0GJ4bZRXV2wu/tx8Y2uKn8waBxjFYVi2ZZDNuQyoCLO+Lcm61mTZQK2Ljh7HV26aX1xDIbgaXBXGNA0y+cAzHrYIWRaXPPBWl/D2J8eMK952xvSR3VfxLmvk0geXcMVxE6iOhvjJ/W91G8S6nscPjtiry2vWnY6Uw7zlTZzWnmLhqmZuPGkyOXfLvNIPNnV2O+zq9lOndjl26RoSGT8IB3/IWcAwiYUsEmkH27IxDf/OQnWtCUQC/rC4dZ0pKsIB+leEi1W/Eduk0JigME81FrCKbSwqwgHCQb+HdNrzh9gl8z123bBBPGiRzfkBctpxCFt+EOzh4XlQ1vQgX3Xbkc4RCdpURfwBfO0lFcl+P+Et4W7Gc8m6Hrmcv0+AgGlQFQ2QybpYloFtmvlhcg4VEZsB+ZYWmxN+NXfIMknl/JC0Ml+NXBkOcPiYgYTyw938MNcfbdc/HibtunzY2EldRRjbMggHTDL5c37BiiYWr2nle1+o56pH3+Hd9e3c/d2DeO3DzQyoDON6Hk3tGUb2j/G70w9gY3uKgRVhnly6gbPufp1ExuGLY/tzwdHjWN2cJJWvSl+4uoUDh/ejMhrkvoVruOVv7xf78O69RxUDKkMsXdvG5OE1HH/z813avxR09xle15rq0ou7sSPD71/4kKtPmMjPn3yXp7caMAdbWjg0dWY4bdpIvPzjCxdBCt+n9768iquOn8jAyjADK7uu6eP2Vu/pYtiVx09kcMn3Y2sySzRksXBlM3Pv7toSZ1uDQUVEREREpG9TECzSx2yrcmzq8BpqooGyQDVomzy2eH23PXRhS8C7o316C3akgnh7+wzZZlnA3NOguULgfOa0kWXBTiGovXjWOH5yzHjWtyXxPL+SMJV1mDysustPqOce1sDf3t3IxCFVxdu3VVk8eVg1f317Q1kl7FM/nMkpB4/o0jP06IkDOe/IMaSzfpVmRdj/ab/reYQDFq7rkQPWt6UwMTANg7qKEF9o6M/REwcRCfhDv0qruhs7tvQOndFQxxXHTWBQZQgPegxv17Rs6RW9rSreecsayTguGYceg9jnlzdx/pdNptXXbndYVaEXbOnQrvO/PLZ4f0+P317A3JnOURcPknFdOrJ+KJzI+AFo0DZxXJeQZeIE/XDYMg2i+QF4Rj4ddl2PWDhAxLbIOA65DCQyOWpjIXKeSyLfqsLIx7iu5/lD2zJ+L99Cj92s49KRccg4ELD9IWudroOV77HcmXFY1+b3/q2KBIqpsOt5GAYELJPCsy0cK5nND3kzKB6zJeUH0ntUhnGhWGFcEQ4QtE1MDCzT8M+xfHsPvxeyV2z1sHRdO/vtWU0i5+Dit59w8vdHbYtEfrhceyrHM+9sJBIw+cJeA8i5Hp1pB8sw2dCe5Md/XsTYQRWcNm0k3/n9K5x4wDDmHFpPezLD/iNryeQcOtJbznfThMb2NG+taWXvPar4j6/vQ1UkQEXY5qTfvERjR6b43hYuzNwxfwUXzxrHxbPGs6kjTU00QM7xCFomOdfjsbfWdfk8l+6ju+r/wvC0M6aP5IKjx7J6c5JRdTFqYkGufHgJJx04nNRWA+am19fy06/uTVU0yAeNncUK3DOnj8K2jOK6WhNZzv/yWAZ/wt7p3dnWxTDwvx87Mw6XP7yE0w4ZwYX3L+52P9saDCoiIiIiIn2bgmCRPmZH2igUtgN4f2NHj0EgbAl4d7RPb8GOVBCPrIttt1XFV/YezMqmThIZvy9qRcQmbJl+FWY+ICs8/tVVzby9trXYdzdgm1SGAry9rpVT7ljAdbMnFatfC31xzzq0Hss0SGQc1rf6lYi/fvYDzpg+shj+7kjvzVKp/E/zCz1DCz+hX7iyuaxq8ZiJA7nw6HF0ZBySWX/AV8A2qIuHsAyDZNbBNg1q40Gyjks659KSyXHlcRO49KElXQbsnXrICP7p1y9y3exJRAJWj+Ftqe1X8ea2u4/NHRlOnzaSjW2pbfZMLvykvxD4Pr+8iUz++DPqa9nQlup2/9WRbV8wiAT9fr/xoIWLRzLjD8VzHI8sHjnXwzRdOtO54rC1znSWzZ1Z9qyJkiip9AWIWBbtrrOlOW4J04SwbZLKucX2D3UxP4S2DIPWdI5YxPZbTqRzePl2Da3JHE7YbzlRGbToyDl0JrPUVfjhsGUaRPNVyoWQb1BliETOoT3pt7nwjK5LcvArnMvWiIHreiQzOQzDIGiZZDy/ctcN2XSkchhhm+pIgJNuX8BZh45m4p5VNHamCab8IWqDqiIsWtPCm6tbGD+kiinDaogGLRo7Mry6cjOeB5P2rCZsW/zhzAOL7Rz+6xv7Eg361egYHumcQ1Nnhpzj8dyyTby9tpWzDh3F3ntWs0enX70aDlhUhG1+8dR7XULgwudr8rBqRtbF+evb6/mvJ5cVt3nuR4cyqn+cp5Zu6FLdWzjvTuvmM1o6PG3hqmYAFq1uKQatj761nr+9u6nYZqFQ7b9wdUuxFUplONBl4Fupp8/7Qk+n7CfW3cWwgtKLYicdMGyb+9n6FxwiIiIiIrJ7UBAs0gf1VDkGfvBbOrgtHrZ7DGMLAW9rIkNTZ4bLjpvA5VsFkD0NOdqRCuKqaJBrv7o3F/zfIuZ3E7De+/IqvjZlD35y/1vMz4e3t3xzCuGAyc1/W87zy5v45clTio8rBLaFfreF7UfWxRgzqKJL/8xBlREc12NzZ5pBlWHWtyaZk/+Z+h3zV3D7qVMxMZi3vLH42LMOrSdgmeRclxfeb+pSST2jvpa317bRv8LvFWoYBpGgCbhMr6/jvn89pPiexIMWnZkcpmlgm3615uaOLLGgRSRoEQv5Q9PakhlioQAeHtGgTdpxuWTWOFz8vrPxsE1rMsttz73PiQcM487nV3DygcN7fO0Xrm5hRn0t85Y3bbeKNxaycb1uEtES8bAfLk7co4qDRtdy6QNLmLd8yzkyvb6WS4+dwDd/81KX6sxNHWmm19dy+vSRGBhdguQZDXXsWRPp8Ryd0VBHNGCRzrlc9MDiHrf56QkT/T94kMo5hAM2/eImm/JD94xIgLakH47Fg1taORgG4EJbKkc8ZNMvGiTt+APXYiG/f2zINACTlJOjNh4qazkRsUwM06/sbU9lMQyI54fNOZ5BezpHNGARsLr+59jDb2dREbZx82GyG/aD6M58JbEBZPN9MQoVxIXBeUHLIpFxCNsGjusRtChWCXtAJGhz2ylTsS2DTM4fcue6HvsOq+E///ouL7zf1OXzdMb0kRw8qhbLNIiHbN5e20o65/Lb+R90ed/mHFrPGb9/pfj5KFTcex7kXJeVTZ0MrAyTyjps7sjw3Zmj+Lcvj6UjncMyTUzDb99w00mT2ZAfHPfrZz8oHmNmQx1V0QAB2+RL4wdhGwY/OnIMFxxt0JbM+QP4PI//euq9ss9oacBc+Pc/vryq+D32QWMnQI8h7xFjBwAf/+LYZ630Vxjb+1xv/QsOERERERHZPRiet52/4YvI50ZrIkNjR6Ys6AVo6szgAZeXDNyKBi3uOG1/fvvc+5x44PAufWILw8JswygGbIUg6JBRtQRtk1jI/6m3YUA8ZLNHTbRsLWffs7DbkKTQwqCpI82QyjBt6RybE1lak9li1d3ba1v50ZFj+Plf3+WpfJ/OuYfXM6QqzKNvrSuu9fZTpxZbIxSeV6GHaMA2CZoGqaxLXUUIA/Ihk8H85Y3c9twHTB5WzenTRnJBvsfwlOE1rGn2WycsXtuK58Hee1SRzrlURwP0j4f4ryff5f/tN7Tb12zuYfUkMg5/eOlDxg+pYvLQatI5l37RIEOqw6xpSdKSzNI/HiIcMMEzCAQMgmZ5lallQjKTpSYaJpHdUiUatk2ynkvUssi6Hqmcg2kahEyT9e1pHNfj5N8u6PK6lIoGLR44axpXPLKEycNqWLiqucef1E8eVsMe1REee2tdj5Xbk4fVcPMzy5lWX8u0+lrGDqpkUFWEtmSWWMhiY1ua8+9bxJhBFcUArhDMPX7uDLKOS3NnllTOYXBVGNs0Wbm5kxG1MSwDQpaJa8ClD3atgr7y+Am0JTLUxPwhepc+WB5Cz2io4+oTJpJ1Hb/dBgYpx82nrH41rYvf/qAwpC1gGuRcv5o1ZPvVxh1pPwg28B8XC1hs7kxhmgb9IiEc/CFtHaktA8ZKA+PSx3muR8JxSGUcYqEAjucVewV3pv3tQ7ZJSyJDNGTz1ketrG1NMnVoDUP6RUhl3eL5EAmYJNIOiaxDWypL/4oQz73nf14O3WsArcksFRG72K5gU3uKcUMqaezIYJoGAypCWKZBOuuyOeFX7jZ1pDloZD8+aknSlsrRMCBOOueyrtVvrVLoWX3QqH78+MixWJYfQjuuRyLjUBUJEA/btCQyJDMuqZxTHL73zro29hvRj//667uM6B8vfj6qIwGG10aL3yGF77L2VJZI0OL1VS1c9cjbxfOmcAGq0HphQ1uKlkSGj/Kf3cIawe+DPW10rT/gLz/krzWVyQfFEA6YDKwIl/1K4os/f7bbzw74lb6jB8QBfyBmT7+++DTbQuyIhaua+eovXwD878qePtfqESwiIiIisvtSECzSRxQGpm0dlM05rJ6XPmjilQ83l4UCpUFBaXiazrlURQKksg6L17by8orNPf7Uf998AFj489Un7I3jObgu2KZJwDK56P63ykKSGQ11nHVoPWf+/hXOmD6SoycM4uu/frHs+IUweOqwGk773ZaBbrefOhWgLODcVuBxxNgBzP1iA//+l3eKz/OfZ47iS+MGsj7fhqAQGE0ZVs1p00YSMk1s2yhWHBcUKgfvf+0jvnfoaJo7s1RGbIKWSXs6h+d5VIQCPP3uBqYOq6GuIuSHavlw7fVVzXywsZ0ff3ksqzYnMAyD2mgQyzQwTWhLZqmJBkk7Hh2FkM828Qz8n6J74HpbgkLTwP/Jv+PSlspRGbGJ2hbr29J8/dcvbvN1mVFfx9SRNWQdj6nDahhcHebqR5aWBailVdkXHTMOo5sgduuf7peGvEeMG8ClXxlPIusUg/XCa11aITq55Bwqve3N1S1cm6/ibc84dKaz9IuFyDj+ULZ4yCYWtLjykbd5aulGwA+4L/nKeCYPq6Y9mSMa8oPdrOMPdIsGLF56fxN771lD1vWwTH8YWtDy+wKbhoHr+RcLKsL+QLWs6+K4dAmCwX/9k1mHRH7Qm20a/trCW7YLWSa2adCZdYphbzKTozoaJJ0rBMX+OlM5tyzwX7q+jQmDK3ltZTMNgypIZVziYT8kbktmqAgHSecc2lM5bMsPYmMhi1WbkwQtk6aONOMGV7GpI43neQyoDPH00o3c9twHJDIOMxrqOGbioG57yZZ+vn/wpQYOGtmP9zf5FbyFz+iGthT1A+KMGVjRbai4riXJ39/bxICKUPExG9vTHL5Xf8L5NhPd9brtTmkwvPX2a1uSPPveJp58ez3f7Oai1vT6Wq77f5PYs190m/spPVZPF7G6C1F3ZJ87Q2mAHQ1axWru0teit0JqERERERHZNSgIFvmc6anqd+49C3us2PzBEXvxtV+9WHb7tipGC/cD292m9P7p9bVcftwErnjobU6fPoL7XvuIsw9vAGBNS5LBVRHeWN3M1Y8uJZFxuP3UqUSD/oCo7vzy5CmcddfrZX8Gym7rKfCYVl/LpV8Zz8m/XcCJBwzj0L3605rMYpkGI2ujvPxhM/1ifhgXDVqMqI1x1SNLePOjVu7+7kG89uFmBlZFigOgPM//ufVTSzdwy9/eJ5FxikHoPQtWcuEx4znxtheLPU6/MXUP5h7WUDbEKx60SDoOrYkt1aeJTI7z/vgm35kxkol7VNOZ9u8LBUzSWYd42CaZ3VLBarClT6zn+aFiVSRI1nVJpnNEQjZfvmFej6/LjPo6fnTUGG58+j2ezldal14IANijOkLGcdnckeHVVc3c+/Iq/v1r+7CuNcnAyjAZx6V/PEQsaJHMOqSyLi980FQMeQuVugHDoCPrYJsmVzzctZp3zmH1nPG78tYBhfD5gqPH4RkuEdMik6/ONTCKVbPxfFuGQq/oRMYptmpIO26xZUZF0MLBI5n1A+RowCJgG2Rz/lC0jrTfQmBDW4of/e+bjBlUwdmHNZDOOdy/8CPmHN5ALudiGP6xO7YKeoOWyebONLGQH95mHLcssC9sF7b9YDYWCvDO+jbq+1dgWUZxf6bhb2cb/v7i4QDtqSzZrMuA6jCO4/nrD1lEAxatyTStSYd+8RCJdI7KSIBY0PIrg5M5KkI2tmX4VcVBm0UftXLVo1sqamfU13LJsRM44Zbn6W5IZOnnu9BipfD+bx0ED62J9hgsftYhaWsiw9x7FnLaISOKa+3uotL/m7wHo/rHd3i/u1Kl747aOsDe+nM9rF+UARUhVQKLiIiIiOzGFASL7OK2BCn+lPdLH1hcNgRsRkMdPzlmHF/+xbwe93Hvdw/ixK3C1q1D1q11F7p2t83W9z9+7gyO/sU8ZtTXss+wGvaoCvttBZY38di5MzimZJ2/PHkKQ/tFOPam57vd/9ZBc0/hdGngEQvZxEIWf1myoayiuDQYfXd9O//59X0YWBkutgSIBS0MAxJZl2QmS108XDa4Kx60SOZypHMeqaxbVh0aME1ClkF7xqE9maUiEsC2DH74xzf4j6/vy1WPvs1rK5uLx1/VlOCXJ0/Btszi9vGgRWfWoSPlV75mC20Fwn7VcdZ1cUsqUyvyP7XvyPohXsgyufShJewztLrHSu/qSID+lSHWN6eoiAaKldIFM+prOXXaSAKmf7zfPb+i2Ls5GrS4ZNY4Jg+roTWZLQaPLYk0FeEgqZw/jC2TKw+Fi4/9ynimDKsu9to1DQjkK5q3bp8QskzSjkPQsgiaBibQnnMImiYZ1y220Sitns24LmHbojWRoioaJplxaE9vOZYHWCaELKvr++o4tHZuCVlzrkvW8YoVu8Nro1zx8JJicA5b+h6f+btX+P4RDUzco4q2pH8uhYMmybRLY2eaWNDGMCBom6SyDumMS1UsgGH4IXBVNMC6fDV/IuMUA9ehNVHqKkL+e5wfkmibBisaEwRMg3DQoioSYEVjJyHb5K01rRgG7L1HdfHihW2abGhN8eaalmKLk1jIpjOdo39FiHWtKb73h9d26PNdei5FgzaJTK5Y4T11eE2vtRooVMFu7/vsgbMOYd9hNR9r37tKpe/H8XkMsEVEREREZOfRsDiRXVhpu4eefuo/b1kja1qS29xPNGR1uW17w4S2d39P27TnB27NW97EadNGFv+99L7Sx29s84eFze+mhcHGthQz6uuKLQsWrm5hSFW4y0CxwlCnYk/bqjBv5geSFbZNZJyyYXGeB7ZlELT91g6mmR+15Xk0J3L88x9eIJFxiuGXZRgMr42ScHI0dqRpS2ZZuLqFgGX02D5jRn0tb6xu5oxpI7jgy2PZ1J7m/C+PJZNz+aglSXUkwJDqCIlMjpZkFtM08DyDVNbvTRuy/Z6yhbYC4FcEu65H1vXIuG6xBQIWXHn8BK55dCmn51/355c3FdsuFKp0TQxum/8Br61sLr4WQLFtwN0LVjJ+SBV3zF/BGdNHcuHR40hmnWI7Cg+oigSK1ck10VA+wM4RD1vUxUO8ubqlrMp0v+E1HDK6llTOoSLkDyprT/ntF4KWCfmhbPGARUfWobEjQzRkYeRP2/Z8+4VwLITrwqZEOh/Mhci6Lh81J1m0poUJg6uoiQXIOR6O6+F5/hpTWRfHdQnaJom0i2lC1vFIZhzWtiQZVBWiLZWlLZXt0r5ien0t35sxmnOP2IvzvjSG9nx4Gw1YbGxP8atv70d7KsvJv11QrAYvff9PmzayeOGiu89w4bbCY+fc/TpnTB/JwMowa1uSVOUvKvy/X77QpXL3yfNmcveCld1+drbVduPmZ5bzy5OnfKzvgNLBaVtfoHluWSONHZleCUnbUv53ymcxHK0quusHv1vraVDo5+15iIiIiIjIZ0NBsMguqDWRoSWZ5eL73yqGqJOHVnc7wX5HbR2eLlzd0uW20m0XbhWkbmubUhWRLYFLOuf2eF9hDe9vbOeSr0zgqkeWlAVa0+trOXh0HfuP7MflD/n33TF/Bbd8cwpzD6sH6LaH7z0LVvK1KXvSMLCCX/39/bJQtBBmHTFuAJd8ZTw/uf+tsmNOq6/l6hMmcveClcVg7uZnljO9vpZrvro3Z9/9OuccsRf/89LK4rGjQYvbT52KaRhdWh+UDo779kEjWNeaxPG84k/WVzR2ErAMBlSEeX55EwMq/V6qbSn/Z/ej+8fZ1NHJXS+t5HtfGEV1LMgHmzoYN6SSDxo7gS0D7WbW1zKgIswlXxlPMutwyazxZcPHPM8PPpdtaOfK4yeQzrrFCwiF8HPrPr83P7OcQ/fqj2n4KbRhQMDwq3UNz6Ajkyu2a8AA1wXLgBP2HcJph4zY0he2LYXjepgYXPeXpYzLD9Hb2J6mKhJgj+oIa5oT/PvzKzjpwOHF4x8zcSD/9uVx/OyJdzj14JGknSSxkI3jQs71CHlw41PLePSt9V3Og7sXrORbBw3H81xufub9LgPkzjq0nm/dvoBExqEuHuTefz6oeJ6VnoOXHjuBb/7mJfbZs4qLvzKenz6+lIWrWorV3YV/HzOogsatWnBcecIEvl7SkuWO+Su48aTJGFA8zh3zV3DHqftjYjBveWPZRY3Tp43klDte5qaTJnfbvmFlU6Lbz86M+jrmHO633dj6dTnnnoUAxZYJPX2+p/fw+e7pc9+eyna5bWeozAe823ouMxvqqIvvPkHo5zHAFhERERGRnUOtIWS3012P3V3lL82tiQzNiSxXP7KEc7+0V1nLhG399Hnu4fW8uaqlLOwqmFZfywEj+zFhSFVZv9hCgPnLv7/f4wAwgBtPmlzWIgD8kOi0ksCw9PaffnVvZv7734GurRwemjuNnz3xTlm7gRtPmsx9r63ma/sNZUBliI6UQ2XYpjJsk3T8StiQbZHIOMWfyIctExdIlfSGLbQViAYskvk2AgDp/KC1Ym/ZsE00YPGTkpC91IyGOq49YaLf5qGkfYAFtGUdOlP+oK+su2VoWUXQIut5JDL+eirCfq9a0zBIFKp58xW0hf6xkaDfhuCj5iRPvr2e784YRWfW6TLkrNCHNuP4oXqhPULp8LhI0CIatAgYRtlgtWx+sFrp6xMLWLieRzIf0nsexfYCW1fDgt/qo1AJHLAgaFplfY9jQQtcjzQuIXPLa1/auiEWtHBdj4znEjC63pd2HBzXX1si69Ca9O+LBi3akymqIuGyYWuFcDtim2Dg7y9Z3mvXc8HDI2z7ZcXpXOG1sAgHLEwgWbKOeNAi53qkci5t+XYdsYBFU2eKoG3jeh53zP+APfvFmDy0mpzrsUe130O6pTND/4pwsc1FPOwPssu6Lpc+uKQsnDxi3AB++KUxrGtL5Su/TSzDYGN7itp4qKyvbSGc37qyt+D2U6dy/n2Lij/7b09miYYsGtvTWIaBZZm0JrNd3ttCZXAhmO5uoNjVJ0zkqkfe5sn8IL6tvxu2DqafPu8LjB6w4z14Py2FvrivlrRe0XA0ERERERGR7ikIlt1KaauFgpkNdVw3exJDPqWgYEeD5tLtKsI2AdPkhfcbeeStdUweVsPkodVd+uP2NLgtGrR49OzpXPzg4i6Dwc46rJ4zf+9XBp4xfSQHj6olYJnEQhZL1rSyqSPNzL36s6k9Tf+KEG991Foc5gbwxbH9uezYCTR2ZmjuzNAvFqQ2Fuy2Z+o1X92bp99Zz5UPv9Ntj+ChNRH++8wDuOSBxV17zw6voTWRJed6vPhBU3FA2ab2FKMHxHFciARNPA9eWtFIff8KBlaE/Z65YZt+IRuHfM/crQJDy/T70RbCwHjI5uht9FR+4vszuOaRt7v0Yr76hIkks44fFObDw5STI2BYuOSHlqUdKiJ2MZDuSPrBcc5zsQ2Ty7sZmnbl8RNo7vSHekWCFumcg+ttCY470n4bhbDlD0IrHUZmGRDJHyuQD2CTmSy18TCJksC2ImjRmXNoS2zphQsu4PcW7m7Q4IyGOq44bgKbOzPF1hDgt3BwoSwQ9oe0OUQsC8M0yvrwRvPPyXEhkfb7HgdMk5ZEhnjYJpQf8GZ4/ooKYXgsYBEw/YFzbSUBedA0SDgOnuu/r6Wve8Q2MYzy41fkg+j2fAsLyzSYv7yR2577gEP3quMHR44h57iELMsfNJfKEs8/7trHl/LY4g3FixZbXxQ5euJAzjtyDKms3yO5MhJgfWuS/311NWMHV5J1PA4eVYvjeWRzLgMrwmzqSHPH8yuKr3nxoszftqpcrq/lrMMaOPP3r3QJXrdu/fDLk6fw9ro23lzdwrxljT0OC9z6Ik6h9+8ho2oJB/y+w4VWAoXvqKbODKYB721oL/tuKD1Pbu6lHsGwpS/uq/l2J4XhaHvWRBhUGd5lLvSJiIiIiIj0NgXBstsoTJfvLvCa2VDHVcdPZHMis93wtqkzQ8718PCKwVUi7Yd9Qcvkwvvf6hL0XXX8RGqigWK40pzIcskDWypSf3zUXrz0flOxn2h3Q9F66hEMfih0/Vf3Zt7yRgZUhknnXAZUhPhgUwfr2lJMHFJVVmm4YmM75x01hpc/2MzAqgjxkEU8ZJPJuYQDFh4UKxuDlknQhMsfeZuTDhzO3QtW8p1pIxlUHfGD1Xz1ZMg2Wd+S5Dt/eI1DRtVy7hENdKRzWIZBZTTAwpXNXPXoUmpjQW45eQqBkkFpIdtkXUuSgG0SD9kkMg6bOtJEbItoyKIiHKAjlaUuHiLdzXCxaMCvSs1RHsaagGFB1PR7z3akc9REgzR1Zsp+sr+1nkL37vqugl81C/mK45BN0DZpTvjhacgyaepMEw8HiAcssq5HIr9Gw4D5yxv5n5dW8u2Dh3PYmAGA34+1KlIIV7c833jQIu36gWrIMklm3bKw1abQT7drEBy2TbKeS8gwi0FtZzpLXSyEZ8ClD3YfUBsebE5kiIb8cHvrQWue55HIbelVHA1Y2KZBZ0lgHs73b824LgZgmybpnIORL5MurZQuhNvhrY4VDVps7kgTCdl+5XDOyVf9bnndQ7ZJznWxTD8cTm5dLW5bpByHnOPlw/Utr3Ghohg8EukcldEgG1tTWJZBLGT7leoRm3jQZl1riuZkhgEVIaoiAT7a7Lf86K7Fxtb/XqjEveWbkxlQEWZ9WwrY0uJj/xH9CFj+83h5xWb22bOa387/oNuhfqWVubefOpWz71nIo+dM57IHl/BcPgwuhLyWaZDMOvSLBbnhqfd4puQizvaqZt/f2MGxN8/vNlieVl/LNSfszYi6WI+fp53h8zjYrbftyr+OERERERGRz4aCYNltFKbL96Q0/CutEl7bkqQtlcU2Ta577G1OzIeh3zxweFkosr2g9iuThnDwqFreWtPCn15ZXVZt+vDZ0zj2pueL7R8K1X2l++upwq/wc+2YbTKkJsIL7zcxoNL/mfrQmihvfdTCVSVVfDMa6rjw6LEYBhgYOK5HczJDdSSIaRisb0vieVv6xh40qh8XzRpHLpcvUe2mzUF8qwrPoGVy6YOLu1TUXnncBJo608RCAUwDGjvSVEcDBG2LnOMVA/Wss+Xn+fGgVRYqxgrVpV75wLHmhF9Ra+SrVoOWv55oSXBYqIa1TIMv39BzRfC2qq+7u+/P/3IwsZDdbSVuLOiHjxHLD2pz+JW0rucx68b5Pa7h8XNnUBn0K2+7a4tgm37LjEJYWhkJUBGwyJQEzYUw3GNL1XBbIt8ewy4PhGtjoXw1bK5Yod6SyBDLt9JIOeXBa3XEb4/Rmepa4RvJt3hoS/rrClmmHybn3x/T8MPgzflzoRBSRyw/KE9mt7TYCNl+JXcinaMqf8zCRYqQ5VdAF9pjRAIWYdNg4ZpWqiMBBhcuVpQE102dKRJZj3jI5o75H/DVyXtSFw8Vq2MjQYvGjhRn3bWwOCzw4FG1BEyDeCRARypDNBDAwyOZdYttQBIZh82JDLGgTWXE7hIO7zesuiy8jQYtbvnmFNa3JhlYFSEatHBKquGvmz2J3z2/gtdXtZRVuRaG+t323AfFz3ThAsXCVc1ce8LeVEUDXULRRMbh/E9YNVvafqHw2GL/5/Y0x0wcpADxc2Zn/DpGRERERER2PRoWJ7uN1mRmm/eXDjZ7blkj59+3iJ+eMJEL73+LffMhy+RhNdz5/Iri/5YGstsa5vb88ibOmDaSix94i4tnje/SmzaZcYkGLfasiXD7qVOJBW32G1bDkeMHcuPTy3hq6UYSGYdz7lnIJbPGceHR40hmHTI5lxc/aOKcexZSGwvyhzMPKLZhKJjRUMej50ynuTNDJOhXlb70QRP98v1IwwGLDW0pBo+M4Hgu9f3jJDIOleEAs/YeTNAyaU2kqY6GyDguRr5fLPjDw+JhG8/zX99+MT8M2joEBpi3rJGLH1zMVyYN4aCR/Ug7LkHLwjRMbMPAtg3AIue6eICZ70PgeB5hy8QJ2XSkcv4xA36Fr+f56ahRWA9+dXAq55BxXKIhf20b2tPEQjaVUT+wNPKvS7ftEHoYhtXdeVLQmszyi6eXceVxE0hkcoRsi8rKMBnPozM/UK3D8SuS4yGbSMB/zj2uoaHOb4PBlvYLlZEAYcskkT+NbdPMB7456uJ+P+ANHWmqo36gbxh+/18XMMz8jvNvnOt5uAYE8YeGuZ5NY0eGqqjNwIogyazL5s4M0ZBF0DL9yur8++55/lC4jOMSD1pl4bO75RBFnge2aTA4HqI149CR2hI6u17huRjkXEhkHTwgkXaIhixClv9eBS0TJ2CxuTNDRcTvH+0Z/uMMw38+pmEQMA1WtySoHxDH9aCxI0NF2KYqEsB1PRo7M7QmHF5d1czba1v55oHD+e8XPywOqAO45ZtTWNea5PrZk4ph58qmTgZXRTjr7tf54Zf2YvKwGlqTORzPw3U9bBOCtkm/aJDOjEPW8RhUFSbnekwZVs3R3zuYirDN5Q8vKYa3hSGCFx49jkTGobkzQ208xDETBzNlWDUmBqdPG8kZ0w08z2NAZYiAafAff32Pp7rp23v3gpWcPm0kLckMw+piXYLZqijcdNLkT1Q1WxUNct3sSVxw36Ky77hCJbFC4M+X1kSmSwgM/n/3LrhvETf1YpsPERERERH5bCkIls+lDW0pmjsztKVyVEX8qsHWZJZI0CZgGv5P8UMB4kETA4OM62EW07Duhezy++cta2RVc5L5y5s4fdpIbn5mOWds9b+lugsIt75//vIm2lO5LvdVhPxq39JBauCHkleeMJEfHrkXHSmHiohFLGD7FaWuR20syD/ttyfH7TMY2zS55IHuA9hLH1jCcfv6AeyaliQPvLm2LMQ+fGx/9h1ajWHA+s4UVZEAtfEgmzvTEApQEw2RcV0itkVzIk0oYBfT10K1bc71yDh+iNvdEDbYEohf+tASrjhuAhVh/yuoKd+D1sDA9fwBX5XBEJ2O/1ol81WfFeFA/ng5IgE/5C38rHlAPERn1mFDW7qsRUHKdRgQDNGZcWhNbOkZe80JE/nJA4vLwpDp9bVccuwETrjl+W7XD13Pk2n1tWxsT3Pl8RNoak8TCwcImAabEyli4RCmaeB5gAeW4T8+mXVJZHJcefyEHlsypHMu6XxQahoGruvhWVAbDZJyXJo6/ZCzNhbEw6/Ozrke6Zx/USGZyWLkh8N1Zh025sPwiki+168HCdfBNkxMAyojNo4LG9r9/dbl33/TMDDyzzkWsGjPOHj5uNfDr1Z2PEjmK3gjAb+iNhYOsEdlmIzr0ZbOkUg7VEZtv69zxiGZyTKoMkwi69CZccpaPAysCJHKOcVq30KVsW0auB605oe+NWeztCayDK2J8PKHmxlcGWFgtR/AtuerkTe0pXhg4Uecc3gDhmGQtB2OmjCQL44dQFsyx4+OHMN/PvleMaCdc/frXDxrHEOqI6xvTdG/IsTIuhiNHWnuPP0APM9jU1saFxjWL0LGcUnmXEK2P2yucFHCA5o7M6xvTREP2ry7vo3xQ6o4+cDhZW1afvHUe8ULO9c9sZSF+QrgqcNrqAjZVIQDALiey/rWNJOHVXPG9JHYpukP6jNgU1ua8UOqOOeehTw8d3qP525V9JP/9H9IdeQTB8mya2nsyHR7AQr8MNi/KKT3VURERESkL1IQLJ87q5o6ufD+t7ptj3DOPQuKPTkv+r/F3HbKVF7MD2A7/8tjmVZf22Prhu6qQDvSOeYeXk//ihC/PHkKAypCzD28npy7dd1j14Cwp/ujQavLfZGg1WUIFfiB6qUPLuHSY8djGDnCts0FWz336fW1XH7cBNZsTvYYwM5b3si5RzTQns5x09+W8/zypmL/0KnDahhcHebqboajXX7sBH/ImWmQdqCxM01NfvBZwPB/lr+uLUVFOMCgyjBNnWlyTrdLKErnXOYtaySZb3cQC1rEgyHaMw4dJT1rL3hgMacdMqJLG4ZttW0AePSc6ZgGGIbBRVsFvYXzZPGaVhZ91MI+Q6s57ZARxcpoz/NwXJf9htd0G5RM3+o8mVFfxyXHjufxxeuYdeN89htew5zD6vn27Qs48YBhTM6H60OqI4Rtk2TGf/4GEA3aOJ7HuV+s5+JZ42gv6XuczrnEAv55UmgjYRoGBlv69dbGgqRyLpvygXAkYBIJhEjlXDa2pYmG/JYZAKYJFRG/Gjqdc3AxSOVcUtkc/WIhDCMfVkNZkIlhYBoQMA3SWf8iQb9YCDMawHPJt5XID+uLBWlOZDBN6B/3w941bSkqIwGiAYt01sHzwHG9YhXyhrY0FRG/Sr0z5+SPCVnX81+PsE1F2GZje5qPNicYVBVhzt2vF1srFIa3vbO+nZ99bRK1laH8YDuLjnSOOXe/zphBFZw+bSQPv7WOd9a18a+H1mNikMo69IsHCQRMjp44iJMOGLal3UFbik1taTw8rn18KauaEtxy8hQs06A9maOuMkTOcTnljpcZXhvl8uMm8q3fLuDK4yeyrjXJwHyf7pDtVzQnsw41sRALF67ptqJ2cHWEeNjmpyfsTWcmV+wRPaAiRFU0yJrmBCubEiSyDmMHVfLC+03FiubSPsEzG+qoi392Ad4/EiTLrqMtld3m/e3buV9ERERERD6/1CNYdlkb2lJs7vSrz6oiAQL5nq+VUZuIWd4LtTJfFQz+QKpCSFnoJWqaEDBNMiU9UOMBv4Kvs2Qf4AdgpgEBy+9N2pbwKwvjQYus55HIlB8z7bi0JfwKxWjQwjSMYkC29UCzVM7B9cDw/J+SO7iETH8dGdchYtt0Zhw6Ujn/eZb0gK2KBAha/nNwPT+kjuX7otqmUeyBWxnxe6cWfnpfCOoKoVTp6xLN93It/bl+YWiWmf/Jfdj291+o4qyLh+nM+P1fqyJ+D9xkzqE96Q9iy3pusZdsYY3hgEUik+Oi/3uLm745xe+hm+8BHAtauJ7fb7Wj8N4ELXJb3ea/Nx7hgEXAMOjIOrQlc8RDfl9XP2g0cPGK708sYPFRS5LWVI7BVWGyjksi41ATDWKbBq3JDPOWN3HH/BUkMg7T6mv5zvRRxEI2Nz2zrEuI/G9HjaW5M4PjeexRE8n3qHVoT/nVsAYQCZgkSoa4+cPIHEKWhWWA4/ktEJIZh3jIJprvIRw0TFzKh93FAhae65FyXQJm/pxO++9x3C7vH1zatzmZ8XstZwq9lvP9cVOuQ0ciR798T9zi58PwWz/Y+T6/keCW8zYesMjhkcq6ZX2KCz16Gzv8Pr8By6A9lSVo++91Rdgi6/j7bU9mGVgZ8Xs/5yu4A/n+xIYBzYksnguj6qJkHI/2VJZYPshuTWb8PsIBk8sfWsKTJW0Rjhg7gB8eOYZ1bSlSWYdowCIctOgXDdCezpHOurzwgf/+gn8R4fZ5KzjxwGHF1i6FCyIH5weq4cEe1WGufORtnn+/qayf7tCaCPFwgPZUltZkjsqwTTxss741yX89taxYzVvYfo+aCItWt3D5w28DFAe3hQIm1ZHgx6qoLR2GFglavL6qhaseebssBN7WwDeRgu31y3/6vC8wekB8J65IRERERER2FgXB0itKp5VXRwIEbZP2dI62ZI7KiEXEtrnoga5Vv3MPHc0e1VHWtiaLla0FMxrqOOfweqqiQa58eEmxujYatLj91Kn88m/Lyyte6+s467DRnPn7V7cMUquv48wZI4kETG5+Zsv229rH6dNHMPduv7/oHafuzy1/W1a2TaEK9Z4FK7nwmHGsbU7x3y9+yL8eOoq6eIh1rSnufWUV5x6xF5c8sJj5y5uoiwe5+7sHccXDS8qGxXW3hmn1tcw9rJ7aeIhv/uYlEhmn+7U21DHn0NGcUfJ8p9fXcub0UXh43D6/+yF09y5YxZkzRvJvf17Eb0/dnysfWdKlIrmwj/95qesQvcK+zjm8gUGVYX7ywFtbtb+oY85hW9YVDVrbfB0L6yl9344YO4ALjhnLZQ8t6XJOXHn8BHKOx5UPL+lxf+cfPZaM4+C4EAqYxG0LBz+wXdOcBLYMz9tveA1XHjcBw4CgYZB2PS59qGt7h8uPnUDWdYkGLEygfatevxnH9fv3QjHYj4f8wWOZfPBbCGUDtoHjeIW8t/shfflwOON6pHIOBkZZu4VY0L/gUBjEFgvlW0QYYBtbBsNZht9X2Db8ELY0FC60mehIZekX8/sSt+aD5mjAIu34FzoKC3VdL78Gh0jAxDINTMPgW7cvoLGjvGf3zIa67fYmLXxvtCazRIP+0L/CRY9C65DScLU0PA0HLP7y9no8D/bds5qqaADbMouvT8AyCFgmtTH/8aWP3V4bhNZEhuZEhs7MlhA/bJvgQSTf2/rTbqfwcdYnUqow/O+5bn71sCOfQxERERER+fxSECw73dqWJOf/eRHzljdSFw9yz3cPKgvpbj91KndsFSQWPPPDL7DggyYeeWtdt/df+9WJXYalzT28noWrmntsCTF5WE3Zz7Vn1Ndx9N6DuOj+xTu0jxn1tewzrAZgu8d5Y1Uzcw+vZ/7yJqbX17JiU2exbcX1T7xTfGx3r8H2nsdX9h7MgMowC1e3fKzn+9P8a7Z1W4rS7Reuau6yxlKFfRSG6vX0Oh299+Cy17W7de3I+1UY3Fd4Htt+f7q+n1vv783VLVx53AQC+Z7ClmFy6QOLea2bCs+QbZJ1XByXYuV21LaKQ90qwn6V8+ZOv5dyobI6Yvv9XJNZv6q3Il9R25wPe83CED4PPM8jFPD7W6dyW6qLTQNWbk4QsSwG14S54qElXS5MXH3CRJI5p6wSuDO75c+VYZuNbUnCwYB/W6E6N50lFPAr2l3Pf27RoMX6thTn37cIgF99awoV4QBtyVyxD3M8ZBO0zS6hZCrjsDmZZXOnH9yGbJO31rRyyOhabnpmeVlwvjOqWRV+iWyxtiXJBfctKvs8qKpcRERERKTvU49g+dg2tKVoTmT8FgshG8uEkG0VWxa4nkcinSOeH5rV1Om3c6gI2ORcj7ZUjrMOq+eiWWOJBW3aUznOOqyB848ex4a2FIOqwmWBXl08yPWzJxX7bg6oDHcb+AEMqAx36ZM7eWh1l8FuBYXhZaXmLW/ktGkjdngf85Y3cVp+H9s7zs3PLOf8o8cyeWg1sZBdfC62ZZY9pwGVoS7PcUeex4DK0Md+vgMrw92GwFuve+s1dreP07sZoldQ+jpta107sv7CwL6Cbb8/Xd/P7vaXyrlYQasYAhfOo7KLBA11/GTWOAC/569JPr0tZwD9o0Fcw8gHxDkIG1QELSryPaLbkzm8sE0s5A/eC5mmP3Qt65DI5MAIEA4YfmVpvu2E60G/aJB+sSCXPdjNYMDljVz0wFvFkHxafS1nH97AuEEVjB1UWdwuHrJp6szQLxbEyffjrQj7rUeaExnCAYuamN+OZZgd5benTN1u1enWt1dFIRz0w+KaaIBExmHW3oMZUBHi5l4YOlYVDXLd7Ek9hl8KgWV3ouF/IiIiIiK7JwXB8rGsaurkovu7/rR/7uGj6cw43bYX+O6MUVTHAnRmneJP9+viQe76zkFdhr75g88mEg1aJDJOcburHvFbPdzz3YNI59we19fdfdvafkcf80n20dM2HSmHdM4t/i/4PVRLdaS6TlzbkTWU7nNH17qj22+9xu62+Udep4+7j9LtPo3jdqRzxfYMPQ7dW9ZI1vGHsb21phXDgIlDqsi5HkNrIlRGArQncxgGVAS6DgX0gETO77U8sDJMIj9ADSDtuHj4QXAs3yIinXVwPI/2lD88LB60uOnp9/ja1GE9rvH55U2c/2X/YsPG9jQj+kW7CWl7DnyGE+vxtfq4tnWc3gicFH6JbKHhfyIiIiIiux8FwbLDNrSlugS34FchHr33IB7rpl3D88ubMDG4aNZYrn50afH+62dP6tJrFmD+8iaueHgJZ0z3qzS33i4etkhkzB7XWBgYt73bPu5jPsk+etqm8BxKn0tFJFC2bTzcNUTckTVs7/Xpbj87+ty2XmN32/wjr9PH3Ufpdp/GcduSWc78/av88uQp29zX6s1Jzrrr9W7ve/Sc6cTDNpGARVMiTTzshywGBoaxZTvPM8g6fgLcnsoRCVp0pHOM7Bdl7KDKYv/XVNalIhxgz0FbwtzLjpvIqqbENteYyrqMqI0xdXiNgp6tKPwSERERERGR3dX20yuRvObOzHZbA3Rn3vJGPIzttj4obr+skYNH1Xa73ca2NBvbUkyrr+32sRvbUszY6r6Fq1t63H5afS0LV7eU3Tajvo4Nbakd3seM/D525DjT62vpTOdYuLqFznSu+Fxyjsv0ksdubEuX/XlHnsfGthQb29If+/lu6OY123r77tbY3T629zpt3Op17W5dO7L+rZ9H4bXt/rhd389t7e8fCZU70zlCtkkq65B2/GpjA4iHLAKm6bd3cDyaEhk6MzlSGRcPj5BtMm5QBQPzvTmrokFGD4iz77AaRg+IlwWXAyvD9IttO8isjQW7PE5EREREREREdm8KgmWHtaVyPd63vZ/m70jrg1Ih22R6fW2X7c6/bxFTR/bj7MMauoSFMxrqqB8Q55JjJ5SFgnfMX8Hcw+qZUV9Xvn19HXMPa+CO+SvKbjtzxkhG94+VbV/cR0PXfZw+fSR3zF/BHfNXcPZhDV22mVZfy+nTRrJ0bSuXHzeRTNbjnbVtBEyDQ0bXcvZhDdwx/wOuOmFicd3n37eIS3fweUyrr2XuYQ1MHdmP8+9b1PPzbajLH2vL851eX8vgqginTx/Z5fUsrPudtW3MPayBOXe9ziVfmdAlcC3dx9trWzl9Wvf7mnt4A9Pq67o8fkZ9+bqKr2M3z7N0PaXP4521bVx+3MSu50T+/RxcFenx+RXWXNjfwtUtXd7D0tdw6yC9VEU4QDrnELMthlSFAWhLZcEwCFgGGztSbGhLk3M8NrWnWbq+jWE1URoGVnys0LYuHmRmD2uc2VBHXVwBsIiIiIiIiIiUMzzP62bUkUhX76xr48u/mNftfbefOpUzf/9qj4997NwZHFPy2IfPnsaxNz3f4/aPnjOdipBNZ8bh6K2OWRcP8vOv78OeNVGSOYdE2qEi4vdUBci4LgHDJJVziz1fLRNs0yTjuLSn/NsqghY516Mz65DIOFTkB3J5gGlAwDRJOy5tSb+XaEXQIut5JDL+MSsjNiHbJJ1zaUvmiIYsYgELwzRIZBw60zliIX+fGBAJWLQlMzR1ZBnaL4ppgINLyPTXkXEdIrb/nDtSOSqjNhHbojPj0J7KUhkJELLM4lC+zrTfUiASsAiYBomcQ1syR0XYJmz5ay9sFwvZhAN+RWoq59KR8m+LBS0SWYeOVJbaWIh0yetjGv7gv7BtYZv+0LNkJkttPEwiv6aKsN+3NplzaE/mqI4GyXkueHRZY8g0SLkOJv57U3h8LGjheh7JrL+ueDj/3hRuy7+H/nvjrydgGnRk/WNGQxbRoEXOdTExSWRzpLIulWGbRR+1ctlDSwA4Y/pIDhldi22axIIWlmmwoS3NKys3c8f8FSQy/kWHL40bwGXHTuCi+9/qMlTs6hMmcuUjb/PU0o1dztmZDXXcdNLkbQa6hZYPn0Z/2rUtyR4Hnw3OVxaLiIiIiIiIiBSoR/BWbrnlFv793/+d9evXs88++3DTTTdxwAEH9Paydgk1sSDT62u7bQFRaA3Q3QCrGfV1GHhljy20PuhuX9PrazENg/936wvccdr+XbZr7Mhwyp2vMK2+lsnDagAYUhXm0W56FPvHr2WfYTUsXNXM5GE17FEV5rHF65lXEqABzD28njdWNTN/eRPRoMUZ00cyeWg16ZxLzvFY2+Jwz4KVHD5uIBfdv5i5h9ezcFVzt8csrO3mZ5YXn9Pp00Zy5u9fLd43eWg1sZDFzc8sLz6/20+dyp3Pr+j2dbn2qxO7XXfhOR6z92AuvH/xdteyI7fNaKjjpydMxALasg7pfDG46xkksw7hgIllBnBc2NCe9kPlkE3WdYkGLDKOQ9AwcT2LZMbBtgxs0yKTg/ZUmspIgP7xEJsTGQwDYgGLiqDl99H1oL0kSK8M23iA63psas+wcHUzQdtgen1/wkGTZMbBNAw/fCZHZ9phZL8oA6sjDKoMM2VYDa3JLNF8+GuZBrWxIImMw08fW9olSL3y+IkM3sZQsSuPn0gm130Au71Q99PsT6vBZyIiIiIiIiLycagiuMQf//hHTjnlFH71q19x4IEHcsMNN/C///u/vPvuuwwYMKC3l7dLWNXUyUX3v1UWVM6or2Pu4fV0ZnLcPn9FWTA6rb6W784YxZ79IuDB5Q8tYf7yJuriQe76zkFc9ciSsn1Nr6/l0mMn0J7McMPTy1m6rq3H7U6bNpJz7lkIwJ2nTcXD4KZnlpUd32/dMIL/eWkl3zxwOPcsWMlFs8ZjGXDxA4vL9nnE2AFccMw4Lntocbf7uPulVXx35igSGYffzv+AhatauPGkydz5fPlzLl1bIuMUn9M3f/MS4wZVctZh9Zz5+1eIBi3u+eeDMNix1+Wy4ybQlsxyw1PLysLgafW1nHN4AzWxIFc8vKTL2gvHK1S8dndboU3COfcsZMqwas6YPhIDg9/O/6B8fw11XHn8BDJOedVvRdgmuFW1cjxsEzBNWhIZYmGbkGWS9VwilkVHxqE9laOypPo3kS2vEsbzSORckpkcNZEgHnDpQ0vKnvvMhjp++tW9yZRUbn+cMPSTVuh+mpW9IiIiIiIiIiI7g4LgEgceeCD7778/N998MwCu6zJ06FDOPvtsLrjggl5e3a5jQ1uK5kSm2ELANg2/ZYHr4nnguH77hHjIJmAZNHVmqIzYVARtsq5XbHVQFQ0QtQuhoB+ohW1/P0HTJOv6oWIyk6NfNEQy69CRLm9pUAj/4kELG0i5HonslnYRJuCC3+8h354B1yNdFkhmqYoECFomOc/FMkyS3bSLiAYsHNcjlXMwMPCARCZHv2jQDyLzr8fWa4sGLZo6UkSDASojATJZx29HkXaoitnELYssFNst9PS6pB2HsLWlLUKhHUWh7UJnzsH1wPOgIx/Obt1KIppv01Bo9VC6XUsiQzho54/lkkj7rR6yjktn2qEq0vuBpwJYEREREREREZFPRkFwXiaTIRqN8uc//5kTTjihePupp55KS0sLDz74YNn26XSadDpddptt24RCoZ2x3N1CWzLDxvYMbckskaBFLGhTHbWpjAS7bNfYkS1ut+Xn/4GybQvbdaSyxMMB6uKBHve1rW12hn9kHW3JDE2dWRzXw3E9khmHykjvPRcREREREREREflsWZa13W3UIzivsbERx3EYOHBg2e0DBw7knXfe6bL9tddeyxVXXFF225w5c5g7d+5nus7dUQVABtLAhs2woYftYgBpv3o3B2xo7n7bCOCkYENLz/vakW12hn90HSb+6+Kke/+5iIiIiIiIiIjIZ2Ps2LHb3UZB8Cd04YUXct5555XdpopgERERERERERER2RUpCM6rq6vDsiw2bCivmdywYQODBg3qsn0oFFLoKyIiIiIiIiIiIp8LZm8vYFcRDAbZb7/9ePrpp4u3ua7L008/zcEHH9yLKxMRERERERERERH5x6giuMR5553HqaeeytSpUznggAO44YYb6Ozs5PTTT+/tpYmIiIiIiIiIiIh8YgqCS3zjG99g06ZNXHrppaxfv559992XJ554ossAOREREREREREREZHPE8PzPK+3FyEiIiIiIiIiIiIinx31CBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgNi/uUeJ5He3t7by9DREREREREREREdkMVFRUYhtHj/QqCPyXt7e1UVVX19jJERERERERERERkN9Ta2kplZWWP9xue53k7cT19liqCPx/a2toYOnQoq1ev3uYHQ6S36VyVzwudq/J5oXNVPi90rsrngc5T+bzQuSqfF5/WuaqK4J3EMAx9qXyOVFZW6v2SzwWdq/J5oXNVPi90rsrnhc5V+TzQeSqfFzpX5fPisz5XNSxOREREREREREREpI9TECwiIiIiIiIiIiLSxykIlt1KKBTisssuIxQK9fZSRLZJ56p8Xuhclc8LnavyeaFzVT4PdJ7K54XOVfm82FnnqobFiYiIiIiIiIiIiPRxqggWERERERERERER6eMUBIuIiIiIiIiIiIj0cQqCRURERERERERERPo4BcEiIiIiIiIiIiIifZyCYNntXHfddRiGwfe///3eXopIF5dffjmGYZT9M3bs2N5elkgXa9as4Vvf+ha1tbVEIhH23ntvXn311d5elkgXI0aM6PK9ahgGc+bM6e2liRQ5jsMll1zCyJEjiUQijB49mquuugrN9ZZdUXt7O9///vcZPnw4kUiEQw45hFdeeaW3lyW7ueeee45jjz2WIUOGYBgGDzzwQNn9nudx6aWXMnjwYCKRCEcccQTLli3rncXKbm175+r//d//ceSRR1JbW4thGLzxxhuf6vEVBMtu5ZVXXuHXv/41kyZN6u2liPRowoQJrFu3rvjP/Pnze3tJImWam5uZNm0agUCAxx9/nLfffpv//M//pKampreXJtLFK6+8Uvad+uSTTwLw9a9/vZdXJrLF9ddfz6233srNN9/M0qVLuf766/nZz37GTTfd1NtLE+niO9/5Dk8++SR/+MMfeOuttzjyyCM54ogjWLNmTW8vTXZjnZ2d7LPPPtxyyy3d3v+zn/2MG2+8kV/96lcsWLCAWCzGUUcdRSqV2skrld3d9s7Vzs5Opk+fzvXXX/+ZHN/+TPYqsgvq6Ojg5JNP5je/+Q1XX311by9HpEe2bTNo0KDeXoZIj66//nqGDh3KnXfeWbxt5MiRvbgikZ7179+/7M/XXXcdo0eP5gtf+EIvrUikqxdeeIHjjz+eWbNmAX4l+z333MPLL7/cyysTKZdMJrnvvvt48MEHmTlzJuD/ou3hhx/m1ltv1d+zpNccffTRHH300d3e53keN9xwAxdffDHHH388AP/93//NwIEDeeCBBzjxxBN35lJlN7etcxXg29/+NgAffvjhZ3J8VQTLbmPOnDnMmjWLI444oreXIrJNy5YtY8iQIYwaNYqTTz6ZVatW9faSRMo89NBDTJ06la9//esMGDCAyZMn85vf/Ka3lyWyXZlMhv/5n//hjDPOwDCM3l6OSNEhhxzC008/zXvvvQfAm2++yfz587f5F0WR3pDL5XAch3A4XHZ7JBLRr9hkl7VixQrWr19flgVUVVVx4IEH8uKLL/biykR2PlUEy27h3nvv5fXXX1fvKtnlHXjggfzud79jzJgxrFu3jiuuuIIZM2awePFiKioqent5IgB88MEH3HrrrZx33nlcdNFFvPLKK5xzzjkEg0FOPfXU3l6eSI8eeOABWlpaOO2003p7KSJlLrjgAtra2hg7diyWZeE4Dtdccw0nn3xyby9NpExFRQUHH3wwV111FePGjWPgwIHcc889vPjii9TX1/f28kS6tX79egAGDhxYdvvAgQOL94nsLhQES5+3evVqzj33XJ588skuV65FdjWllT+TJk3iwAMPZPjw4fzpT3/izDPP7MWViWzhui5Tp07lpz/9KQCTJ09m8eLF/OpXv1IQLLu022+/naOPPpohQ4b09lJEyvzpT3/irrvu4u6772bChAm88cYbfP/732fIkCH6XpVdzh/+8AfOOOMM9thjDyzLYsqUKZx00km89tprvb00ERHZDrWGkD7vtddeY+PGjUyZMgXbtrFtm2effZYbb7wR27ZxHKe3lyjSo+rqavbaay+WL1/e20sRKRo8eDDjx48vu23cuHFqYyK7tJUrV/LUU0/xne98p7eXItLFj3/8Yy644AJOPPFE9t57b7797W/zgx/8gGuvvba3lybSxejRo3n22Wfp6Ohg9erVvPzyy2SzWUaNGtXbSxPpVmH+yoYNG8pu37Bhg2azyG5HQbD0eV/84hd56623eOONN4r/TJ06lZNPPpk33ngDy7J6e4kiPero6OD9999n8ODBvb0UkaJp06bx7rvvlt323nvvMXz48F5akcj23XnnnQwYMKA4jEtkV5JIJDDN8r+aWZaF67q9tCKR7YvFYgwePJjm5mb+8pe/FIdwiexqRo4cyaBBg3j66aeLt7W1tbFgwQIOPvjgXlyZyM6n1hDS51VUVDBx4sSy22KxGLW1tV1uF+ltP/rRjzj22GMZPnw4a9eu5bLLLsOyLE466aTeXppI0Q9+8AMOOeQQfvrTn/JP//RPvPzyy9x2223cdtttvb00kW65rsudd97Jqaeeim3r//7KrufYY4/lmmuuYdiwYUyYMIGFCxfy85//nDPOOKO3lybSxV/+8hc8z2PMmDEsX76cH//4x4wdO5bTTz+9t5cmu7GOjo6yX1GuWLGCN954g379+jFs2DC+//3vc/XVV9PQ0MDIkSO55JJLGDJkCCeccELvLVp2S9s7Vzdv3syqVatYu3YtQLEAZ9CgQZ9KBbvheZ73D+9F5HPm0EMPZd999+WGG27o7aWIlDnxxBN57rnnaGpqon///kyfPp1rrrmG0aNH9/bSRMo88sgjXHjhhSxbtoyRI0dy3nnn8d3vfre3lyXSrb/+9a8cddRRvPvuu+y11169vRyRLtrb27nkkku4//772bhxI0OGDOGkk07i0ksvJRgM9vbyRMr86U9/4sILL+Sjjz6iX79+zJ49m2uuuYaqqqreXprsxv7+979z2GGHdbn91FNP5Xe/+x2e53HZZZdx22230dLSwvTp0/nlL3+p/18gO932ztXf/e533V5Yu+yyy7j88sv/4eMrCBYRERERERERERHp49QjWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT5OQbCIiIiIyMfwu9/9jurq6t5exmfi29/+Nj/96U975dgHHXQQ9913X68cW0RERGR3oCBYRERERHrN+vXrOfvssxk1ahShUIihQ4dy7LHH8vTTT/f20nr0jW98g/fee6+3lwHAoYceyve///1PZV9vvvkmjz32GOecc86nsr+P6+KLL+aCCy7Add1eOb6IiIhIX6cgWERERER6xYcffsh+++3HM888w7//+7/z1ltv8cQTT3DYYYcxZ86c3l5et7LZLJFIhAEDBvT2Uj51N910E1//+teJx+O9cvyjjz6a9vZ2Hn/88V45voiIiEhfpyBYRERERHrFWWedhWEYvPzyy8yePZu99tqLCRMmcN555/HSSy8Vt1u1ahXHH3888XicyspK/umf/okNGzYU77/88svZd999ueOOOxg2bBjxeJyzzjoLx3H42c9+xqBBgxgwYADXXHNN2fENw+DWW2/l6KOPJhKJMGrUKP785z8X7//www8xDIM//vGPfOELXyAcDnPXXXd1aQ3xSY/f0tLCd77zHfr3709lZSWHH344b775Zpf9/uEPf2DEiBFUVVVx4okn0t7eDsBpp53Gs88+yy9+8QsMw8AwDD788EMAnn32WQ444ABCoRCDBw/mggsuIJfL9fheOI7Dn//8Z4499tiy20eMGMHVV1/NKaecQjweZ/jw4Tz00ENs2rSp+J5MmjSJV199tfiYwuvzyCOPMGbMGKLRKF/72tdIJBL8/ve/Z8SIEdTU1HDOOefgOE7xcZZlccwxx3Dvvff2uE4RERER+eQUBIuIiIjITrd582aeeOIJ5syZQywW63J/IWh1XZfjjz+ezZs38+yzz/Lkk0/ywQcf8I1vfKNs+/fff5/HH3+cJ554gnvuuYfbb7+dWbNm8dFHH/Hss89y/fXXc/HFF7NgwYKyx11yySXMnj2bN998k5NPPpkTTzyRpUuXlm1zwQUXcO6557J06VKOOuqobp/PJzn+17/+dTZu3Mjjjz/Oa6+9xpQpU/jiF7/I5s2by/b7wAMP8Mgjj/DII4/w7LPPct111wHwi1/8goMPPpjvfve7rFu3jnXr1jF06FDWrFnDMcccw/7778+bb77Jrbfeyu23387VV1/d4/uxaNEiWltbmTp1apf7/uu//otp06axcOFCZs2axbe//W1OOeUUvvWtb/H6668zevRoTjnlFDzPKz4mkUhw4403cu+99/LEE0/w97//na9+9as89thjPPbYY/zhD3/g17/+dVnwDnDAAQcwb968HtcpIiIiIv8AT0RERERkJ1uwYIEHeP/3f/+3ze3++te/epZleatWrSretmTJEg/wXn75Zc/zPO+yyy7zotGo19bWVtzmqKOO8kaMGOE5jlO8bcyYMd61115b/DPg/cu//EvZ8Q488EDvX//1Xz3P87wVK1Z4gHfDDTeUbXPnnXd6VVVVxT9/kuPPmzfPq6ys9FKpVNm+R48e7f3617/ucb8//vGPvQMPPLD45y984QveueeeW7aPiy66yBszZoznum7xtltuucWLx+Nl6yl1//33e5ZllT3G8zxv+PDh3re+9a3in9etW+cB3iWXXFK87cUXX/QAb926dcXXB/CWL19e3OZ73/ueF41Gvfb29rLX6Hvf+17Z8R588EHPNM0e1ykiIiIin5zdixm0iIiIiOymvJLq0W1ZunQpQ4cOZejQocXbxo8fT3V1NUuXLmX//fcH/BYGFRUVxW0GDhyIZVmYpll228aNG8v2f/DBB3f58xtvvFF2W3dVslv7uMd/88036ejooLa2tmw/yWSS999/v8f9Dh48uMtz2NrSpUs5+OCDMQyjeNu0adPo6Ojgo48+YtiwYV0ek0wmCYVCZY8pmDRpUtlzANh777273LZx40YGDRoEQDQaZfTo0WXbjBgxoqz/cHfvRyQSwXVd0uk0kUhkm89TRERERD4eBcEiIiIistM1NDRgGAbvvPPOp7K/QCBQ9mfDMLq9zXXdj73v7lpX/KPH7+joYPDgwfz973/vsq/S/sOf1nPYnrq6OhKJBJlMhmAwWHZf6RoKQXF3t5Wu65O+H5s3byYWiykEFhEREfkMqEewiIiIiOx0/fr146ijjuKWW26hs7Ozy/0tLS0AjBs3jtWrV7N69erifW+//TYtLS2MHz/+H15H6VC6wp/HjRv3D+93e6ZMmcL69euxbZv6+vqyf+rq6nZ4P8FgsGzgGviv2YsvvlhWdf38889TUVHBnnvu2e1+9t13X8B/bXvT4sWLmTx5cq+uQURERKSvUhAsIiIiIr3illtuwXEcDjjgAO677z6WLVvG0qVLufHGG4stG4444gj23ntvTj75ZF5//XVefvllTjnlFL7whS/sUMuG7fnf//1f7rjjDt577z0uu+wyXn75ZebOnfsP73d7jjjiCA4++GBOOOEE/vrXv/Lhhx/ywgsv8JOf/IRXX311h/czYsQIFixYwIcffkhjYyOu63LWWWexevVqzj77bN555x0efPBBLrvsMs4777yyVhWl+vfvz5QpU5g/f/6n9RQ/kXnz5nHkkUf26hpERERE+ioFwSIiIiLSK0aNGsXrr7/OYYcdxg9/+EMmTpzIl770JZ5++mluvfVWwG8f8OCDD1JTU8PMmTM54ogjGDVqFH/84x8/lTVcccUV3HvvvUyaNIn//u//5p577vlUKo23xzAMHnvsMWbOnMnpp5/OXnvtxYknnsjKlSuLPXd3xI9+9CMsy2L8+PH079+fVatWsccee/DYY4/x8ssvs88++/Av//IvnHnmmVx88cXb3Nd3vvMd7rrrrn/0qX1ia9as4YUXXuD000/vtTWIiIiI9GWGt6OTOkRERERE+hDDMLj//vs54YQTenspu4RkMsmYMWP44x//2GWI3s5w/vnn09zczG233bbTjy0iIiKyO9CwOBERERERIRKJ8N///d80Njb2yvEHDBjAeeed1yvHFhEREdkdqCJYRERERHZLqggWERERkd2JKoJFREREZLekeggRERER2Z1oWJyIiIiIiIiIiIhIH6cgWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT5OQbCIiIiIiIiIiIhIH6cgWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT5OQbCIiIiIiIiIiIhIH6cgWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT5OQbCIiIiIiIiIiIhIH6cgWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT5OQbCIiIiIiIiIiIhIH6cgWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwXmXX345hmGU/TN27NjeXpaIiIiIiIiIiIjsoNZEhvc3drBwVTPvb+qgNZHp7SXtMuzeXsCuZMKECTz11FPFP9u2Xh4REREREREREZHPg7UtSc6/bxHzljUWb5vZUMd1sycxpDrSiyvbNagiuIRt2wwaNKj4T11dXW8vSURERERERERERLajNZHpEgIDPLeskQvuW6TKYFQRXGbZsmUMGTKEcDjMwQcfzLXXXsuwYcO63TadTpNOp8tus22bUCi0M5YqIiIiIiIiIiIieRvbUrywfBOW0fW+55dvYmNbinjI2vkL20ksa/vPzfA8z9sJa9nlPf7443R0dDBmzBjWrVvHFVdcwZo1a1i8eDEVFRVdtr/88su54oorym6bM2cOc+fO3VlLFhEREREREREREWBda5I/vrK6x/tP3H8og6r6bnuIHZl1piC4By0tLQwfPpyf//znnHnmmV3uV0WwiIiIiIiIiIjIruGDTZ18+RfP9Xj/E+fOZFT/2E5c0c61IxXBag3Rg+rqavbaay+WL1/e7f2hUEihr4iIiIiIiIiIyC5gQGWYafX9eW6rHsHgD4wbUBneobC0L9OwuB50dHTw/vvvM3jw4N5eioiIiIiIiIiIiGxDVTTIdbMnMbOhruz2mQ11XD97ElXRYC+tbNeh1hB5P/rRjzj22GMZPnw4a9eu5bLLLuONN97g7bffpn///r29PBEREREREREREdmO1kSGxo4M7aksFeEAdfGgQuA8tYbI++ijjzjppJNoamqif//+TJ8+nZdeekkhsIiIiIiIiIiIyOdEVVTBb09UESwiIiIiIiIiIiLSx6lHsIiIiIiIiIiIiEgfpyBYREREREREREREpI9TECwiIiIiIiIiIiLSxykIFhEREREREREREenjFASLiIiIiIiIiIiI9HEKgkVERERERERERET6OAXBIiIiIiIiIiIiIn2cgmARERERERERERGRPk5BsIiIiIiIiIiIiEgfpyBYREREREREREREpI9TECwiIiIiIiIiIiLSxykIFhEREREREREREenjFASLiIiIiIiIiIiI9HEKgkVERERERERERET6OAXBIiIiIiIiIiIiIn2cgmARERERERERERGRPk5BsIiIiIiIiIiIiEgfpyBYREREREREREREpI9TECwiIiIiIiIiIiLSxykIFhEREREREREREenjFASLiIiIiIiIiIiI9HEKgkVERERERERERET6OLu3FyAiIiIiIiIiIrI7aU1kaOzI0JbKUhkJUBcLUhUN9vaypI9TECwiIiIiIiIiIrKTrG1Jcv59i5i3rLF428yGOq6bPYkh1ZFeXJn0dWoNISIiIiIiIiIishO0JjJdQmCA55Y1csF9i2hNZHppZbI7UBAsIiIiIiIiIiKyEzR2ZLqEwAXPLWuksUNBsHx2FASLiIiIiIiIiIjsBG2p7Dbvb9/O/SL/CAXBIiIiIiIiIiIiO0FlOLDN+yu2c7/IP0JBsIiIiIiIiIiIyE5QFw8ys6Gu2/tmNtRRFw/u5BXJ7kRBsIiIiIiIiIiIyE5QFQ1y3exJXcLgmQ11XD97ElVRBcHy2TE8z/N6exEiIiIiIiIiIiK7i9ZEhsaODO2pLBXhAHXxoEJg+cwpCBYRERERERERERHp49QaQkRERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT5OQbCIiIiIiIiIiIhIH6cgWERERERERERERKSPUxAsIiIiIiIiIiIi0scpCBYRERERERERERHp4xQEi4iIiIiIiIiIiPRxCoJFRERERERERERE+jgFwSIiIiIiIiIiIiJ9nIJgERERERERERERkT7O7u0FiIiIiIiIiIiIfJpaExkaOzK0pbJURgLUxYJURYO9vSyRXqUgWERERERERERE+oy1LUnOv28R85Y1Fm+b2VDHdbMnMaQ60osrE+ldag0hIiIiIiIiIiJ9Qmsi0yUEBnhuWSMX3LeI1kSml1Ym0vsUBIuIiIiIiIiISJ/Q2JHpEgIXPLeskcYOBcGy+1IQLCIiIiIiIiIifUJbKrvN+9u3c79IX6YgWERERERERERE+oTKcGCb91ds536RvkxBsIiIiIiIiIiI9Al18SAzG+q6vW9mQx118eBOXpHIrkNBsIiIiIiIiIiI9AlV0SDXzZ7UJQye2VDH9bMnURVVECy7L8PzPK+3F7Grue6667jwwgs599xzueGGG3p7OSIiIiIiIiIi8jG0JjI0dmRoTWaJBi1MAzwDDAxs06A2FvyHQuHC/ttSWSojAer+wf2J7Ax2by9gV/PKK6/w61//mkmTJvX2UkRERERERERE5BOoigbpzDhc/vAS5i1rLN4+rb6W06eN5NrHlnLF8RMZUh352Pte25Lk/PsWle13ZkMd182e9In2J7KzqDVEiY6ODk4++WR+85vfUFNT09vLERERERERERGRT6A1kekS1gI8v7yJO59fwZjBlVxw3yJaE5lPZb/PLWv8RPsT2ZlUEVxizpw5zJo1iyOOOIKrr756m9um02nS6XTZbbZtEwqFPsslioiIiIiIiIjIdmxsS/HC8k1YRtf7Xnq/kdMPHs6tf1vGxrYU8ZD1qez3+eWbPvb+RD4tlrX9805BcN69997L66+/ziuvvLJD21977bVcccUVZbfNmTOHuXPnfhbLExERERERERGRHbSuNcmX9nB7vD/Z+BFf2sNlzcr3cVp2vJ3D9vb7cfcn8mkZO3bsdrdREAysXr2ac889lyeffJJwOLxDj7nwwgs577zzym5TRbCIiIiIiIiISO+zNnXy5ANrerz/a4ftyZNrNvDDr41mVP/Yp7bfj7s/kZ1JQTDw2muvsXHjRqZMmVK8zXEcnnvuOW6++WbS6XSX8upQKKTQV0RERERERERkFzSgMsy0+v48t1UvX/AHxr2xpo1p9f0ZUBneoZ/U78h+ZzbUfez9iexMhud5Xm8vore1t7ezcuXKsttOP/10xo4dy/nnn8/EiRN7aWUiIiIiIiIiIvJJrG1JcsF9i8pC22n1tZw+bSR/fHkVVx4/kcHVH7+NQ3f7ndlQx/WzJ32i/YnsLAqCe3DooYey7777csMNN/T2UkRERERERERE5BNoTWRo7MjQmswSDVpYpoFlGtTGglRFg//wfttTWSrCAeri/9j+RHYGtYYQEREREREREZE+qSr62QS0n9V+RT5LqggWERERERERERER6ePM3l6AiIiIiIiIiIiIiHy2FASLiIiIiIiIiIiI9HEKgkVERERERERERET6OAXBIiIiIiIiIiIiIn2cgmARERERERERERGRPk5BsIiIiIiIiIiIiEgfpyBYREREREREREREpI9TECwiIiIiIiIiIiLSxykIFhEREREREREREenjFASLiIiIiIiIiIiI9HEKgkVERERERERERET6OLu3FyAiIiIiIiIiIruX1kSGxo4MbakslZEAdbEgVdFgby9LpE9TECwiIiIiIiIiIjvN2pYk59+3iHnLGou3zWyo47rZkxhSHenFlYn0bYbneV5vL0JERERERERERLboqxWzrYkMc+9ZWBYCF8xsqOOmkyb3iecpsitSRbCIiIiIiIiIyC6kL1fMNnZkug2BAZ5b1khjR0ZBsMhnRMPiRERERERERER2Ea2JTJcQGPyQ9IL7FtGayPTSyj4dbansNu9v3879IvLJKQgWEREREREREdlF7EjF7OdZZTiwzfsrtnO/iHxyCoJFRERERERERHYRfb1iti4eZGZDXbf3zWyooy6uthAinxUFwSIiIiIiIiIiu4i+XjFbFQ1y3exJXcLgmQ11XD97kvoDi3yGNCxORERERERERGQXUaiYfa6b9hB9pWJ2SHWEm06aTGNHhvZUlopwgLp4UCGwyGfM8DzP6+1FiIiIiIiIiIiIb21LkgvuW1QWBhcqZgdXR3pxZfL/2bvzwKjqc//j79mX7JlJ2CQQmMgStiCiMAkK1bqgqJfaCt5bIFhtEW3rbRUX3FCr/XUVtLUtqL1Xsbe1ouK+tZC4SxTCoglEguxZZrLMcmb7/ZHMMJNZEtYQeF7/SOacOed7zkyIfPLM8wjRl0kQLIQQQgghhBBCCHGScboUqZgVQhxTEgQLIYQQQgghhBBCnCbCAXOLx0emSYc1TQJmIU4X0iNYCCGEEEIIIYQQ4jTwTZOL2/+5kfW1jZHHphVZeXj2OAZKywkhTnnq3l6AEEIIIYQQQgghhDi+dje7uK1LCAywrqaBJc9vxOlSemllQogTRYJgIYQQQgghhBBCiFOY06Wws9FFZZcQOGxdTQMNbRIEC3GqkyBYCCGEEEIIIYQQ4hTW0KbgcPtS7tPqSb1dCNH3SRAshBBCCCGEEEIIcQpr8fgwaFNHQBlG3QlajRCit0gQLIQQQgghhBBCCHEKyzTqqNrlwG6zJNxeVmTFmq4/wasSQpxo2t5egBBCCCGEEEIIIcSpwOlSaGhTaPH4yDTpsKbpyTL3fsBqTdfz5d4WFtgLAWJ6BZfaLPziqrEnxTqFEMeXKhQKhXp7EUIIIYQQQgghhBB92R6Hm9ue38j6mobIY9OKrDw8exwDs029uLIOexxu7nmxmhEDMikZnI3XHyTbpGOIxcygHHNvL08IcQJIECyEEEIIIYQQQghxFJwuhcWrq2JC4LBpRVaWzyk5KSpuwxXLrR4fGUYd1vSTo2JZCHFiSGsIIYQQQgghhBBCiKPQ0KYkDIEB1tU00NCmnBSBa5ZZgl8hTmcyLE4IIYQQQgghhBDiKLR4fCm3t3azXQghTgQJgoUQQgghhBBCCCGOQqZRl3J7RjfbhRDiRJAgWAghhBBCCCGEEOIoWNP1TCuyJtw2rciKNV3aMQghep8EwUIIIYQQQgghhBBHIcus5+HZ4+LC4GlFVh6ZPU768gohTgqqUCgU6u1FCCGEEEIIIYQQQvR1TpdCQ5tCq8dHhlGHNV2GswkhTh4SBAshhBBCCCGEEEIIIcQpTlpDCCGEEEIIIYQQQgghxClO29sLEEIIIYQQQgghhDgVhVtFtHh8ZJp0WNOkVYQQovdIECyEEEIIIYQQQghxjO1xuLnt+Y2sr2mIPDatyMrDs8cxMNsESFAshDixpEewEEIIIYQQQgghxDHkdCksXl0VEwKHTSuysnxOCe1KoNugWAghjiXpESyEEEIIIYQQQghxDDW0KQlDYIB1NQ04XL64EDi8bcnzG3G6lBOxTCHEaUaCYCGEEEIIIYQQQohjqMXjS7m9XfGnDIob2iQIFkIcexIECyGEEEIIIYQQQhxDmUZdyu3tSiDl9tZugmQhhDgSEgQLIYQQQgghhBBCHEPWdD3TiqwJt00rspJtSh0UZ3QTJAshxJGQIFgIIYQQQgghhBDiGMoy63l49ri4MHhakZVHZo8jP8OQMii2putPxDKFEKcZVSgUCvX2IoQQQgghhBBCCCHCnC6FhjaFFo+PTJMOa5qeLHPfC0fD19Hq8ZFh1GFNP3Qdexxuljy/kXVRvYLDQfGAbFNvLVkIcQqTIFgIIYQQQgghhBAnjT0ON7c9vzFmmNq0IisPzx7HwFMsIE0VFAshxLEmQbAQQgghhBBCCCFOCk6XwuLVVTEhcNi0IivL55RIUCqEEEdIegQLIYQQQgghhBDipNDQpiQMgQHW1TTQ0Kac4BUJIcSpQ9vbCxBCCCGEEEIIIYQAaPH4Um5v7WZ7IqdKv2EhhDhaEgQLIYQQQgghhBDipJBr1rNy3iS8/iBGnYYN9c2sqqjDpQQAyDDqDut4fa3fsITWQojjSXoECyGEEEIIIYQQ4oSLDj2zTDr0GjW3/3MT62sPhbZ2m4UF9kJuXl3FpCE5h9UjuK/1G+5robUQou+RILjTH/7wB/7whz/w9ddfA1BcXMzdd9/NJZdc0rsLE0IIIYQQQoheItWJItr+Fg/N7QotHj+ZJi05Zj39Mo1HtP83TS5u/+dG1tc2ArB4ho2q+mYqO7+OZrdZuGzcQM4/M48BPQhEw+9brz/ApY9WJN3vnVvOY3h+eo+O5XQrmA1a1CoVWrUKSw+/F3r6PdRdaL3sijE0uRT5PhRCHBVpDdHpjDPO4OGHH6aoqIhQKMTTTz/NFVdcQVVVFcXFxb29PCGEEEIIIUQvO91CUalOPH305L1d39jO7S9siglqS20WHrpqLAWWtLhjJtv/gSvH4g8G+biuic/qHZFtJYOzWfFubcL1VdY2cu/lxT0KgaMD5sevnZhy33avL+ba0w1a9Bo1DrdChrGzQvmFTTHfA+EK5Yde3crtl45CBTGhcPh4bV4fWSY9S9dUx1Q4J/se6m5IXu3BNhY+/WnKYwghRHckCO50+eWXx3z94IMP8oc//IEPP/xQgmAhhBBCCCFOc6dbKOp0KXHXCx2B1JLnN550H6kXR64n7+39LZ64UBegoraRO17YxK+/OyGmMjjV/net2cQCeyGvbNrLo3NKuHl1FS4lgNcfTLnOdq+/22vZ3ezitn9ujJzXoFUn3des15Bp0sdV4YaD3ve+PMgnXzfFXUP465KCHO5+sZqSghw27nLwyOxxhCByL5NVOCf7HupuSF70/ZHvQyHEkUr+t+JpLBAI8Nxzz9He3s6UKVN6ezlCCCGEEEKIXtRdKOp0Kb20suOnu+rEhrZT75pPRz19bze3KwlbNkBHuNvcHvt+6G7//EwDlbWNPFlZR3lpIZA6tIXuh8Q5XQo7G10x563a5cBusyTcf+llozuqdbtce3hdpTZr0muorG2kZHB25L/rahr411cHue0fh+5leHsiib6HMru5vq73R74PhRBHQiqCo2zatIkpU6bg8XhIT0/nhRdeYPTo0Qn39Xq9eL3emMe0Wi0Gg+FELFUIIYQQQghxghxo8fB+7UE0qvhtlbUHOdDiId2gOfELO46cLi8aVfJxMi0uL4HAqVcJfbrp6Xvb6VJSvh+cLoVAIBDzdar9W10+NKoQH25vYMGUIWhUIT6vb6LMlsv72+PD0zKblVyzJuYcia6lucv79unKHfzmuxNQE4o5bpnNyoQzMrnrhY0Jr/3D7Q34zhue8ho8Pj8aVSjy37w0He9vP3Qvw48n0/V7KNes4fwiS0wbibCpwy18Xt8Udzz5PhRCRNNouv9/EQmCo4wYMYLPP/8cp9PJP/7xD+bNm8e///3vhGHwL37xC+67776Yx2688UYWL158opYrhBBCCCGEOAH2Ot1cOCj5x9Z379xOwHFqhTGediXlNbsbd1PjOXgCVySOh56+t32t3pT7+Zp2U+M7FGB2u3/z7sh2d8M3XDgoyNc7tjNnTH9GmY3UN7ki+w6xmLlgVBr7v9nJ/m6uRaUEupw3yEvrPmN6QTZzRvTHqNNg1Gkw6zXs21WXco1K1BoTUTn3cuGgYOS/4evouj2ZRN9DN56VxghzGzsbD11/Qa6ZCYN1vFa9Pe548n0ohIg2cuTIbveRIDiKXq/HZrMBcNZZZ/HJJ5/w+9//nieeeCJu39tvv51bbrkl5jGpCBZCCCGEEOLUoznYzltrdifd/t/fGc6wvPhhWX1Zi1vB87krYXVimc3KqBFFZJqkN2lf19P3dlarF9cXLioTVOvah1sYXlREfsahfwt3t78vrR9v7f4GgO9MP4O3dndEvB5TgKWXnYvXH6TN4yPdqMOaruvRe01zsJ2XvthNuzEvrqr41XoHpTYrv/teceRYO7q59h/1L6Dd6E5YoTx1uIWtrjTajXlsdaXx1m51zHUAFBWlJVwLpP4estlsNLT5aPP4MBu0bKhv5rZXt9LRpUPdo2MIIUQyEgSnEAwG49o/hBkMBgl9hRBCCCGEOA3kZxqx2/JYl6Bn7rQiK/mZxh59HLMvyUk38dDs8Sx5fmPMdU8rsvKL2ePIST+1KqBPVz19bw/INvPAVeO444VNVET1vS21WXjgqrEMyDbHPDfV/nddXszcP39IIKSizGYhP8vE8rlnkW3SMcRiZlBO7LEO51q27Wtjnn0YQVQx/XlLbRYevCr2fZvq2u02C/+qaWCefRghVDHXYLdZmGcv5NmPdjLPPoybV1cRCKk42O6LOd7Kyp08Oqckbi3dfQ/lpJtitmWY9LxWvV++D4UQx4QqFAolb1rTh9TW1rJ9+3amTZuGyWQiFAqhUiVo9pPE7bffziWXXEJBQQGtra08++yzPPLII7zxxhtceOGFx3HlQgghhBBCiJPdHoc7YSj6yOxxDMg+dcMYp0uhoU2h1eMjw6jDmq4nyywViKeSw3lv72/x0Nyu0OLxk2nUkpOmp1+mMemxD+3vI02vZV+Lh9ue30hDm8K0Iiv3XzGGFrdCmuHYvLf2ONzc82I1IwZkUjI4G68/mDJgTnTtdpuFBfZCbl5dhX24hXtnFePxBXG6fZj1GlSqjmF4FdsbWVVRh0sJMK3Iyi9njyMIMccz6zUsvWw0EwuycSuBI/4eku9DIcSx0ueD4MbGRr73ve/x7rvvolKpqKmpYdiwYZSXl5OTk8Ovf/3rHh1n4cKFvPPOO+zdu5esrCzGjRvHbbfdJiGwEEIIIYQQApAwRpy6TsR7+0R9/xzueaL3TzNo0WvUOLsJp1OdQ/6eEEKczPp8EPz973+fAwcO8Je//IVRo0bxxRdfMGzYMN544w1uueUWNm/e3NtLFEIIIYQQQgghhBBCiF7V53sEv/nmm7zxxhucccYZMY8XFRWxc+fOXlqVEEIIIYQQQgghhBBCnDzU3e9ycmtvb8dsju/109TUJMPchBBCCCGEEEIIIYQQglMgCC4rK+Ovf/1r5GuVSkUwGOSXv/wl06dP78WVCSGEEEIIIYQQQgghxMmhz/cIrq6u5lvf+hYTJ07k3XffZdasWWzevJmmpiYqKysZPnx4by9RCCGEEEIIIYTodeFBZi0eH5kmHda0YzfI7HgeWwghxLHR54NgAKfTyYoVK/jiiy9oa2tj4sSJ3HjjjQwYMKC3lyaEEEIIIYQQQvS6PQ43tz2/kfU1DZHHphVZeXj2OAZmm07aYwshhDh2+nwQXF9fz+DBg1GpVAm3FRQU9MKqhBBCCCGEEEKIk4PTpbB4dVVMUBs2rcjK/7t6PG0e/xFV83Z37OVzSqQyWAghThLa3l7A0SosLGTv3r3k5+fHPN7Y2EhhYSGBQKCXViaEEEIIIYQQQvS+hjYlYVALsK6mge0H2pj7l48ijyWr5k3U/qGxPfWxG9oUCYKFEOIk0eeD4FAolLAauK2tDaPR2AsrEkIIIYQQQgghDt+x7LPrdCk0tiv4gyGcLl/KfR3u2O3rahpY8vzGmGreZO0f7plVjFmvwaUkLsJyuJUjWr8QQohjr88GwbfccgsAKpWKpUuXYjabI9sCgQAfffQREyZM6KXVCSGEEEIIIYQ4EU6VIWXHss/uHoebu1+s5prJBTxZWUe5vTDl/gatOu6xT3c243D5aGhTcLoVvP4g4wdn89nO5kjou66mgXtf2kx5aSEr3q1NeGyvL4jTdfRVwafK6yyEEL2pzwbBVVVVQEdF8KZNm9DrD/0A0Ov1jB8/np/97Ge9tTwhhBBCCCGEEMfZqTKkzOlS4q4DElfmJnt+OCTNTdNz1wvVjC/I5snKOiprGykpyMFus1BZ2xj3XLvNQtUuR8xjZr2GR+eUcNeaTayPeo7dZuHROSXcvLoqEgavr2ngR+cNTxgE220W3t/RSL9MY49C22Rh76nyOgshRG/rs0Hwe++9B8CCBQv4/e9/T2ZmZi+vSAghhBBCCCHEiXK04enJpLsevqn67HYNSVfOm8T62gbm24dGwtlVFXU8OqcEICYMLiuyMm/qUG5eXRVzzPLSwkiIHC38ddcKYL1WHRc0220WFtgLuXl1FReMjJ3p05PrgI6w96GrxnLvy5tPiddZCCF6W58NgsOefPLJ3l6CEEIIIYQQQogT7GjC0xOpJy0NWjype/i2Rm1PVP27vvbQffD6gzH/BXApAW5eXUV5aSHl9kK8/iBDLWYs6QbuemFTXH/fksHZSVs9VNY2xrWaSDdqKSnIiRzboFVTtcsRqRzOMOpS3ptAKMSylzfHVB9Dx+t4+wubGD84m7e3Hoh7/sn0OgshRF/Q54NggE8//ZT/+7//o76+HkWJbUT/z3/+s5dWJYQQQgghhBDieDmc8LS3JKpyLSuycs/lxQSCQTKMOgZmm8hMEpSGhYPUZNW/0cL9frv2/XUpgZhw951bzqNfppH7rhiD17+RdUlC9USiQ+ZpRVZyzHo27nIkDI+nFVmxpscHtdHX0nEd8W0roKP1xPypQ5Ou5WR4nYUQoq/o80Hwc889x/e//30uuugi3nzzTb797W/z1VdfsX//fq666qreXp4QQgghhBBCiOOgp+Fpb0nWumJ9TQP3vFRNSUEOn9c38+BVY7Gm65lWZE0YxoaD1ETHiw5kw6p2OSJ9f2eMzGP0wCxKBmfj9Qcx6jRsqG/my70tkXB2YLaJ5XNKaGhTaPX4yDDqCIZCKa8tHDJPK7LyyOxx9Ms08vDscSx5PjZQDm/vWrHb9VoSXUe0VNt7+3UWQoi+pM8HwQ899BC//e1vufHGG8nIyOD3v/89hYWF3HDDDQwYMKC3lyeEEEIIIYQQ4jjoSXjam1K1rgi3V1jxbi13vrCJX35nPI/MHse/vjpIfoYhEtrub/Ew/cw8ssx6th9o47OdzSyeYaNkcDb+YIjheemsnDcpJuR97uN6Hp49juc/28VtF4/i/rWbYyp1S20WHrpqbEw4m2WObVfhdClJ721ZkZWCXDPv3HIe1vRDz0sUKEdvT3VvulYvd5VtShz2ngyvsxBC9CV9Pgjevn07M2fOBECv19Pe3o5KpeKnP/0pM2bM4L777uvlFQohhBBCCCGEONayzPrDqkI9Wt31+u263elWUhztUJVrRW0jTrePLJOOVzfujWn1MK3Iynln5gHQ5vXx6JwSnqysiwx/u/elaiq6DGgL35MVcyfywNrNcQPfKmobuWtNdcoha93d2wHZpqTP68l979rWI1zF3HWt4XMOsZjjgunj9ToLIcSprM8HwTk5ObS2tgIwaNAgqqurGTt2LA6HA5fL1curE0IIIYQQQghxvBxOFeqRcroUml0+lq7ZFNPHdlqRlYdnj2NgtilhL+Bnrzsn5XGjq2BbPT4eenVrXL/fdTUNLHl+I8vnlJBt0vP7d2ooKcjhpxecidPto7x0GBMKclhVUYdLCUSC1P/+9ghyzLqkfXd7MmTtaO5td6F517Ye4WAbiAmDo4Pn4/06CyHE6aDPB8HTpk3jrbfeYuzYsVx99dX8+Mc/5t133+Wtt97iW9/6Vm8vTwghhBBCCCGOm+4Ct9NBT6tQD4fTpdDYrhACPt7RyNpNe+OqVcMh7f+7enzCXsDv72ik1GaJqdgNC/fwDcsw6pK2kQiHtiFCzD1nCE9W1sW0erDbLDw6p4SbV1dFwuB7Ly+mzetPeY09GbJ2JPc2USg+rcjKQ1eNRQkEcbp9pBu0/OI/xrJs7RZcSgCXEuDm1VWUlxZy4/k2jDoNWabYsPd4vM5CCHG66fNB8IoVK/B4PADceeed6HQ63n//fWbPns1dd93Vy6sTQgghhBBCiOMjWeAWrlIVRyZ8X8cPzqaqvplye2HClgXQEdI2tyfuBRyuclWpVDHb7TYLC+yF3Ly6Cujo2Zum10S2m/UayksLYwa8BUMhUMGTlXVxa6msbUSNiuVzSripMwxu9/p7ZZhesgF562oaWPLPjUwoyImE2GVFVlbNP5vypz6JhMEbdzm4dnJB0tYTQgghjk6fD4Jzc3Mjf1ar1SxZsqQXVyOEEEIIIYQQx1/KwK2zlYBUTx6+6Ps6f+pQVrxby7XnDEn5nFavH2u6nmsmF8SEtxvqm1ny/Eaeu/5ctGoV7UqANo8frUbN+pqDAJTZrNw7qxiPP8BPLihCr1Vxwcj+LOsy4K2syMr9s4qpqnckXMP62gZ+eP7wSGVwmkHbK8P0Ug3Iq6htZIG98NCaaxpQAa/dXEazS5F2D0IIcQL0ySC4paWlx/tmZmYex5UIIYQQQgghxImXKnDrSf9XkVhDm8JnO5tZPMNGXoaBx6+dSEGumcUzbJE+vF35/EGeue5cHnl9K6sq6igvLeScIblcMWEgl40bAKhYuqY6pl9vWZGVl26080r1Xi5fUYFLCVBWZGXZFcVx+0JHaHr3S5spLy2MCYijOd0+nvloJ3fNHIVeoz7hw/QgfghcV+EBeWHrahrwB0NMKMg55msRQggRr08GwdnZ2ahUqpT7hEIhVCoVgUD8D2ohhBBCCCGE6Mu6C9x60v/1ZHUs+h5HHyPLpCPNoKXN4485JhB3nhAh1iyyx1Xklnbpwxtmt1n4ZGcT+ekGbpxu4/qyjhYO/TINfFLXxMgBmTz4+paEwe49L2+mpCAncrz1NQ3sdniSDngLVyknMzjXTElBDuMHZ+F0K0BazMA3t+Ijy6SnXQmwq9mN0+Mjx6ynX6bxsO5tKt21o4gekBfWl9+rQgjR1/TJIPi9997r7SUIIYQQQgghTkF9Zfhab/R/PRF62vc41esUfQyzXsMfrz0LvU5FmkGLxxdErwnQGFJ46NWtvL3tANDRl3fV/LOpO9iWcDBceOBbdEVumc1CeekwVCr4y/od3P5CdWT/siIri6fbaGpXkga7lbWNLLlkJKMHZGLUadi029HRC/gI2G0W3ti8jy/qm/mPkkFo9HCgxUOTS6HV4yfLpCXdqGfJC5tirq3UZuGhq8ZSYEk7ovN2laodRdcBeWF99b0qhBB9UZ8Mgs8777zeXoIQQgghhBDiFNOXhq/1Rv/Xro5FaL6/xUNzu0KLx0+WWUswCAtLC5kzuSDSZ3dVRV1M3+NEr1NZkZV7Li9Gq4KlL25mfW3HtsUzhjMwx8g9L22OC0Dn2wt5f0cjLiVAeWkhy9+tSTkYrqK2kdsuGcmkghyGWMy0K34cLh8atYoJBTlsqHfEVPcaNGquP294yuvf1eRm0TMbMOs1PL1gEmZ96lA0P9NAqc0SCaYhdvicSwmw9MVqLhs3kKEWMwuf/hSXEmDlvEmsSjBorqK2kTte2MSvvzvhmFQGJ2tHEb7f4QF5YSfqvSqEEKJDnwyCN27cyJgxY1Cr1WzcuDHlvuPGjTtBqxJCCCGEEEL0VX1t+Fpv9H+NdixC8/rGdm7vrFA16zU8OqeEJ7uElfaolgwNbQpAwtdpfU0D97xUzW0Xj4yEwAAXju4fFwJDRwAa4lCFb8ng7B4NhlN8QQosZu5+sZrP6h2UlxZSMjibksHZ/N8NU3h7637+tG4HLiXAyIGZ+APBlMcLt0pYPGM4OWkGPq5rwm6zJAyj7TYL72w9wISCHO6cOZq6hnYMWjVVuxwxLSsqaxsptxey4r3ayPXlZxpSBtzN7coxaxER3Y6i1eMjw6jDqFNz70ubY9pqnKj3qhBCiEP6ZBA8YcIE9u3bR35+PhMmTEClUhFK8BEa6REshBBCCCGE6Im+OHwtUeBmTT/+rSyORWi+v8UTCYGhI5DtGgIDMdvDvWSTvU6Jgk6fP5Q0AA0HpnBoiFmiHrbRdFo1S1+spqreEQmuo3sJl0UF1yWDs3l/R2PSYLfMZo20SggH1uHjdr2esiIr86YOjQS+04qsLHpmQ9J1ev1BKmsb+ekFZ7Kqoo42T+p/F7d4/Cm3H64sc/z78FdXjz/h71UhhBCx+mQQXFdXR15eXuTPQgghhBBCCHE0+urwtUSB2/F2LELz5nYlJugMV+QmEg5sM4y6bl+n6IpT6P516xoAV+1ypKzIVToD1sUzbAmD6/W1jQTpCK69/iCrKuoSB7s2C/ddUUzNgTZWzT8bf+BQYH3z6irKSwspt3ccw6BVU2hJ47IVFZHr666vbvh6nG4fj84pId2Y+p/+md1sPxZ6470qhBAiVp8MgocMGZLwz0IIIYQQQghxJE7V4WvHw7EIzbtWoIYD2WTSDVqcbgWzIfU/YbVqVUyQ210A2jUAThbchvvwHmzzYtZrOP/MvG6Da6NOg0sJxAS7SiDIGTkmNn3j5LLlh4Ldv11/buT5LiUQd+y/XX9uZN9SmwWzTpMysI4eyvZkZR23XzKSX1w1hvxMI15/MKb/8sSCbHLSJKAVQojTQZ8MgqP99a9/Tbn9+9///glaiRBCCCGEEKKvOhmGr/UVxyI071qB2l1Lhjavn4VPf8riGba4YWlhdpuFitoGFnS2e6isbWR/iyfp/qVRgemqijpWzpvE4//aHglub7t4JN80u2P68D4+dyKPzinB6e4+7M416ymzWVhf2xgJdhfPsPG/H+6MC3C7C6zD28tsVu6ZVYzb5+fnF41EzTbWJxkcFw6Eq+odGLQaXt20N27flfMmcUa26Zj1BxZCCHFyU4USNdftQ3JycmK+9vl8uFwu9Ho9ZrOZpqamXlqZEEIIIYQQoi/Z43AnHb42oIcD0E4HTpfCTaurkobmPekRvMfhpq6hHafbh1GnIRQKsSpBqwXoaKPw885QNk2vJcus41dvbIsJd6MDUIClM0cx5ows9rd4GZ6XxtI11TH7l9osPHjVWDz+AN80uQHYfrCVS4oH0OLx0+rxk52mwx8IEgiCWq2iuV2hf6aRZWs3M99eyMKnP016fWsW2Wlx+/CHgqysOHRdK+dNSvi8VfMnsaqiLmlgveyKMex1enh/RyOrKupwKQFmjMzjpxeMAFWIAy1eoKOyeVVFHdPPzOMn3z4Tjy+IWwkQCAap3H7ouZF7W2RlxUk2CFEIIcTx0+eD4ERqamr40Y9+xM9//nMuuuii3l6OEEIIIYQQoo9wupSTaqBVeD0tHh+ZJh3WtJOjz+rRhOZ7HO64YXMzRuZx28WjWLZ2c0wYWmazsmi6jYVPfxIJMGeMzOMnF5yJXqumzePH6w/yQVRA+q2Redx12Wh2NrpwKQHy0/X0yzTS4vHTrvjJMOpQq2BnkwudWk3/TAN/XreDG8638cDazZGqWbNew6p5k3jsvdrIY+Egd/EMG1X1zYmD6yIrN04fTvlTHYFveWkhJYOzUQJBLGkGvvvEB3HPsabrefYH53L/y5sTBta/fG0br1Tvi3ue3WZhcmEuvkCIksHZeP1BLGk68jON3LWmOmF7i/DAubB3bjmP4fnpKV8zIYQQp4ZTMggG+PTTT/nP//xPtm3b1ttLEUIIIYQQQojDttfh5l9fHSQ/wxDp67q/xcP5Z+adFBXKRxKaO10Ki1dXJRw2d8GofO6bVYzHF6TV44v0sX3gla1xQ+DsNgv3Xl5MUb8M9rd4aG5XaPH4yTJpMek03PnCppg2CBeMzOPey4vxBoJ8XNcU0yt3n9ONfbiFO7tUDScKex+/diKLntmAWa/h0TklcQPjymwWFpQWokLFXyp2RLaZ9RpWzT+bYDDE3L98lPDeWNP1rL7+XDy+AG2eAOlGDQdavAzKMXLx7yqS3tPoKmO7zcK9s4q596XNSfsHlxTkxPQgXrNoKhMKcuL2FUIIcerp8z2Ck9FqtezZs6e3lyGEEEIIIYQQh83pUtjZ5GLtxj1xVZ2F1jTMek2vVwZnmQ+/OrmhTUkYAgO8vfUAt18yKlKdum1vC3e8UJ1w38raRgLBjpqmfplG+mUacboUHC5fXAhsTddz8wVn0uTqCJcT9cqdPDSXDfWOmHOUDM6OG9oW7mXcdQic1x/EoFUz1JLG9/70AS4lQHlpIT8oHUaWWYdRp2GPw022Wc9DV41JGG6P6J/Bi5/viTvn32+Ykux2Ah2D9P7+wymYdBo2fuPA4wsmDIHD9628s4dymAxCFEKI00efD4JfeumlmK9DoRB79+5lxYoV2O32XlqVEEIIIYQQQhw5h8vH8ndr4gK98NcPXTm214PgI9HiST1krTVqu0vxAx3VtOH2CuEq3g31zbgUP1X1zWSZdOg1am7/5ybm24fGhLxmvYa/zDubR17fRklBTsJ2DpW1jdz38mbKSwtjQlivPxi3vqpdDuw2C5W1jbiUQMz+ZTYLt186iuVzSrhpdRU6jYqB2SaWRbWb6NjPGqniDYfBZTYr8+xDIz2Ow+w2S7eD5Nq8fp56/2vOGpKDPxhieJ4/5f7R1yWDEIUQ4vTS54PgK6+8MuZrlUpFXl4eM2bM4Ne//nXvLEoIIYQQQgghjkK74k9Z1dmupA77TlaZ3VSf6rVqth9s6+iFbNLHtGCIDl3tNgv/UTKImgNtaNVq7nm9mvW1jcw5pyDmeOWlhfz6jW2RStiu1bZh62sbmd+lUjZc/RttVUUdj84pAYir1F56eTF1De387wdf8/cbpvDhjkbuWxvfomF9bQMQ4rnrz+WbZjcGrZqB2Sb+3xvbYqqEwz19jVo104qsCYfz2W0WqnY5WF/TwA/PG861f/mIi4r7Jbm7sdcV7uncF3+hIIQQ4sicMj2CDx48iF6vJysrq7eXIoQQQgghhBBHNejtk6+buPqP8UPFwv7+wymcmZ/e50I8p0vh1ep9MX2PN9Q3s6qijpKC7Mjgs6nDLOi1atL0Gh58dWtM796wsiIrd80chU6txuMP0tjuJces5/XN+1hVUQfAc9efy8FWL15/kME5Jt7Ysj8yVK6rv11/Lo3tSmRNWrWKT75uigtyzXoNd80cxZn9MjjQ6sWgVVO1y8HYQVlo1SoWPv0pz1x3Dh5fINK7N5Ho3r6rf3AOldsbI1XP4WNu3ePkvsuLUWvUcQP2ug5/+9v15/LouzWU2wt5srIu8T2zWVl62Wg0alWvD0IUQghx4vXpimCHw8Gdd97J3/72N5qbmwHIy8tjwYIFLF26FLPZ3MsrFEIIIYQQQvR1RxLo7nG444K7aUVWHp49joE9GPSWbUpdOasCblpd1ePjJXM0YfWRaFcCvLpxb2dVbAe7zcLKeZPw+UP4Q0FWVhyq/l05b1LCQBPgs53NqFCx9KVqquodlJcWMqkgh2+P7sdl4wagUam4/+XNcf2AH51TEglPo7V5/Sx6ZkNkv+tKhzFlmAW1ShXzOpYUZJOfaeT7qz6OOcYz153DBzs6zuV0p26BAYdaNNhtFvpnGvm8vjmmYrnUZuHuy4txuBXGnJHDA1eMofZgW0xQHH0d2WYdl40biF6tZtmVY1jaZfhdqc3Cg1eNocCS1u3ahBBCnJr6bEVwU1MTU6ZMYffu3Vx77bWMGjUKgC1btvDss88ycuRIKioq2LhxIx9++CE333xzL69YCCGEEEII0dccSaDrdCksXl2VcCjatCIry+eUdBu2pjpGmc3KWUNz+N3bNT0+XiJHG1YfrpTXVGTl3suLufeljhYP4b7ApcOtXPPnD2P2tabr+dV3xjPUamaPw4PT42NIrpk2rx+zXsv+Fg/9Mo1o1KD4Q6jVKhwuhTS9Fq1GRVObQoZJx3tfHohUB9ttFkoKcmJ7/hZZWWgv5ECrhzP7ZeILBlH8QT7Y0RhXVVxqs3DrxSO55k8f4lICrJw3CaDbiuCnKuuYZy/kvpc2c++sYgZkmXC6faQbNRxo8XLb8xv5vxumYEnT0+L2ccea6pTvK+gYyOdWfGSZ9LQrAVo8fjKNWnLS9PTLNB7eiyaEEOKU0mcrgu+//370ej3bt2+nX79+cdu+/e1v81//9V+8+eabPProo720SiGEEEIIIURf5XQpcUEpwLqaBpY8vzFpANvQpiQM68LPbWhTYp6XrCr3kdnjWPL8xpjesGU2CwtKh7L42aqkxzue13Y0Ut2X9TUNKIFgJAQO9wUuGZwds581Xc+zPziXxjYvS9dUx+0fbuNg1mtYOW8Sj79XG1cRvMBeyH+t/IiSgmwenVPCsx/tZO45Q+IGta2vaWD+1KHc+vwm/vHDKfzofz/j4dnjqKpvjgmBy2xWfnbRCMqf+gSXEqDMZqVqlyNyvkS9nstsFvIyDPw8Kjxe+PSnMe0iAC4clY9Bo2brvlb+tG4786YOJRgKxRyza69fafcghBAimT4bBK9Zs4YnnngiLgQG6N+/P7/85S+59NJLueeee5g3b14vrFAIIYQQQghxNE5024KuDjfQDWvxpG4L0Bq1vbuq3OVzStjtcPN1oyvSDmDxs7FtDVq7OV+08D31+gNHdG09Pb7TrWA2aFGrVGjVKixpepxupZvndlxHeWlhJNQtKciJCVMfmT2OT79u4pVNeyOPRe8fVl5ayIr3auNC2OjnrHi3FrVKxfypQ7kpQasIONS+4UCrl4Y2hZtXV7F05iiWXDKSdm+AQDDEBzsamfPnDztDYAs/u2gEv3/nKz7c0ZRwsFyZzcI8eyHX/OlDVs0/m19dPR6jTsN+p5vqPc7IftOKrNw7q5h1NQ2s3biHytpGPtzRRHlpIeX2Qrz+INkmHcPz06XSVwghRI/02SB47969FBcXJ90+ZswY1Go199xzzwlclRBCCCGEEOJYONFtCxI5nEA3WqYxdX/fjM7tPa3KPdDqjfSuTSTN0LN/1kXf08evnZhy38MJl8P2Otz866uDDMg0kmXW4Q+EaPd2hPj1TS5M+uTrNOs1ZJs77kvJ4OxIi4ZVFXUxYWp+piHy57Do/VM9FlZZ20i5vRA4VPWbKAQGMOo0AAzONfH4tRMptKbhCwT57VtfRULZksHZLJ9TQn6mgXe2HmDh05/w8Oxx+Pwhbl5dFQlugcg+4d6+7VF9icuKrCy7YgzTz8wjzaDDmq6noU0hP8MQuV6XEoi7rnduOY9+mUlvrRBCCBHRZ4Ngq9XK119/zRlnnJFwe11dHfn5+Sd4VUIIIYQQQoijdbzaFhxuhXFPA92urOl6phVZY1o6hE0rsmJN7zhnTyuOdRpV0hYDdpsFvUadcp0Qf08N2tTPMeo1fLGrmXRjx33y+IM0uxRa3X7SjVpUKlCrIMvU0Xf2QIuHXU3taFRgydBzoMWLSqViQ30zqyrqKCnI5oErxsRcR7gPcMngbIw6DV5/kIeuGoM/eGiMjUsJRMLUH5QOQ6dWk2bQRp47sSCHNL0mZu1mvQZdN/ckXOmbSqnNQigUosxm5UCLl5/9/Qv++F9n8cP/+Yzy0kJ+csGZONw+NCpVXN/gm1dXsWr+2Zh0GhravABU7XLE7GO3WSItJKAjlL77xeqY9/eOhvZu13okob0QQojTU58Ngi+66CLuvPNO3nrrLfT62P9583q9LF26lIsvvriXVieEEEIIIYQ4UkfakiGVI6kw7mmg21WWWc/DCfr7du3l2pOK4z0ON183uFjQWVFamaDfbUfLhbSUx+p6T6t2OSizWWL650Yfd8POZvY4PayqqGPV/LN57N2ahL12V3+0jbsvL8at+AmE4KUv9nDr85ti9nt0TglLnt9IVb2DB68Ywwc7mhiQZWRgjpHPvm4GwOn24fUHUalUjMhP5+83nEtumgGXz8/uZg8GrZrcdD2/emMbi6bbIj2BV7xbGxnMBkT6BWvUqpT3IzoIz880xAXtdpuF+fZCzHoN8+xDeeajnTw6p4RQ8FBVbsngbG5aXcWjc0ri+gZPGpLD0FwzIcDjC7Aiyf3r2pe46/s706ijqT11S41kv5AQQgghuuqzQfD999/PpEmTKCoq4sYbb2TkyJGEQiG2bt3K448/jtfr5a9//WtvL1MIIYQQQghxmI60JUMyR1phHB3ofrqzOVK9CjA4x5zynOH+vg1tCq0eHxnGjo/6R5+nu4rjNIOW257fyPypQ1ny/MaO4XGXjKTNEyDDqGV/i4fbnt/I366fEnOtiaqeu97TVRV1rFlk5761mxOGyzevrmLF3ImUzMnmf96vY769kFu7nPufn33DHZeOpt3rx6TT8Ph7W6mIOpZZr6GkIKdj27VnYdCq8YdCDMgykpdhoLFNYW1Ur1/o6J87aUgOKpWK/a0e3t9+qNK2tDOczTTp+fVbX0WeV7XLEQlyw/2Cu/YWjhZdiVtms/DO1gOUFORE+u6GezHfvLqKP/7XWZE2Doo/yILOcPiumaPIMun41dXj0ahUlNsLuWm6Da1GTY5ZH/Nam/UaHrhyLG2KnzaPnzSDltc374sct6vo97c1Xc/HXzclvZZUv5AQQgghuuqzQfAZZ5zBBx98wKJFi7j99tsJhTo+PqRSqbjwwgtZsWIFBQUFvbxKIYQQQgghxOE60pYMyRxNhXE40G12+Vi6ZlNMf9buKoqzzKlbT3RXcazXqFlf08CkoTksn1MSN/zMbrOwYu7ESBCYquo5yxR7z1xKgLrG9qQBqEsJYNZrUBHi5gtGcH+XwLjUZmHZlWNQAkH8wRDeQJDP6h0snmGjZHA2/mCIQmsa97+8OeaehYPmYIi46zHrNYwvyOFAq5dAMIQ/GGJglpHH5k7kxmc3UFHbSAi4/ZJRMc+L7iMc7g1cVe9IOKgtOugus1lZevlornysMmmPYJ8/GNlWUdvID8qGs2re2Tz2Xg13vFAd2a/MZuG+K8bQ4lagSzFy9PvA6VLY6/Qk7V8MoNeq2X6wLRLin39mHoXWtLhrKetSYS6EEEJ0p88GwQCFhYW89tprNDc3U1NTA4DNZiM3N7eXVyaEEEIIIYQ4UkfakiGZY1FhvPTF6rg2Ckfbs7i7FhIHWj0AhELweJfQFDpCQbVKxYo5Jd1WPf+/q8fH3VOtWpUykAwGQ1gzDNz38ua4c1fUNrJ0TTUL7IW8/MVu/vvCETz/o6m0uDsqkbUaFb9588uYCmGAqnoHM8d6GJRtiguBo9s9hNltFhZPt3HDecP47Vs1VNY2xoW20X2E0zoH0kU/Vm4vRAkEyUs3kGPW0+xSWDlvEmkGLR4lwPI5JTH9jMPHL+vSwxc62kg8+MqWuOtaX9vI0herKSnIYcW7tUl/SRB+nyR7f9ttFl6t3hd3DLNew0NXjqVd8eNSAmSZdORnGCQEFkIIcVj6dBAclpOTw+TJk3t7GUIIIYQQQohjoKc9dlOJbpFg6jJMLCw8cMyo01BV35x0gNzx6FkcFt1Cwun2YdZrQAUOt0KmUYdZr2HsoCx+93ZNwuev7zx/+M/RA9i8/iBGnYYN9c20e/1xbS4GZht57vpzSTNoYlo+3PvSZhadb8OoUxMIhhK2JICOMPjOmaP58QVnsuSFTVTVO2LaZ/z4gjNZPL0IVCFa3AEyjVr0WjW/eG0r2WZ9zFpz0/T85s0vE4bdALddPJLfvtVxD9IN8a9ndN/ero9Fe+3HZdz/8mZ+P6eEpWuqYwLdcD/jm1dXcVZBDgtKh7L42dgevv5gMC4Ejl5reWcv51S/JEj2/u7aN7jrMQ73fd+TgYhCCCFOL6dEECyEEEIIIYQ4tfSkx24yXVskLJ5ho9RmiQnwrOl6Vs0/m1aPnx0N7Rh1Gt7ZdoAv97Zw3xVjYio5j3XP4q6yzHralQD3vrSZ9bWHgsEym4WV8ybhcKc+frvXh1Gv5an5ZzMg28gDa7dEAtBwP1slEMTp9nH35aPRqdX88vWtaNQDWf5uTVzLh/9ZeA77W9wo/hD+oD/luVs9Ph56pSbSiqFrRW+ZzcK8znAzus+vQa2OG/iWaHAdEBcOB4NQZrPG3Kuw/S2elEPwQqEQv/7ehLgQOHweNSpeXlzKyxv3sPjZ2B6+ZTYLbiWY8n54/Ye2p/olQfT7u9nV8UuA6LYcPTlGV0cyEFEIIcTpRYJgIYQQQgghxEmpp1WQ0RK1SIjuIVtR24hZr2Hl/LP5f69viwkMLxiZx48vOJOdje3sc7rJMus7KipNqXsSG/UanK4jrwp2uhRu+8fGuGCzY20q/vvbIyKPRVfR+oMhBmWb0GpU7GpyRdoeLCwdxpxzhmDSabCk6/nd219xxwvVmPUals8pwazX8LOLR3L3mmqqovr6hiuIP9jewIAsE4FQiLwMQ8q1Zxh1rK9tZPEMG09W1sWFtutrGwkC5aWFrHi3NtLn97aLR/LI69si+0cHqImEw9FSm4V3vtzPgtKhQCjm9bPbLAzIMrF4RhGgirmf4WrbECEUX/Kq3vW1DSiBIJ983RQXAs+zF9LmTR2MG7TqmK9T/ZIg/P6uqm9m4dOfJt2vJ79oONKBiEIIIU4vEgQLIYQQQojjQj6iLI6H7t5Xido4RPeLvWvmaDRqFfe/vDkmRDTrNVxzzhAejgonoaOi8qGrxnLBqHze3nogbj1lNiuvV+9jw87mHlde7m/x0Nyu0OLxk2nSkqbTsHVfS8J919c2cNdloygrsvLZzuZIFe2qijpWzC3hkde2xlxHuOL27heruWZyAVOGWfjheTb++8IRqFUq2rwKeq2WvQ4Pn6Wo4r3vijG8vHEPoVBHiJqoPUSZzYIv0BHghoe0JRLdMiH8tUqlijlm1wC1K61ahd1m4ecXjaS5vaMVxn2zxuBw+2hX/GSbdfgDIYw6NZu+cXLW0Bzm24fGDMF79qOd3DSjCI8v8WC4sBa3L26IXl6GgWv+9CHlpYVJ74c9QU/hngw2PBbDEY9n+xIhhBCnDgmChRBCCCHEMScfURbHQ6L31YWj8rl3VjEeX5AWjw+DVs3iGbaYoV9wqF/sBSPzSTNo41oHlJcWJqxoXVfTwB0vbOL2S0fh9gVittttFhZNt/Hx1409rrysb2zn9hc2xbVjeOa6c7n2Lx/S0KbEVP0qgSDBENw/q5h9LR5ARbm9kAGXGPlFlxAYYEO9g1njvfzt+inc+1J1l4DXyv1XFKNVq1D8waTXHB58dtnYAQzMNjHujCwgtkVDmc3C0suL2dPsBrqv6NVp1Zj1mshr0ubxx1ynTqPm2R+cw/vbG+Neu7IiK0athpKCHOb8+UPOGpLDz749gu/+6YNIf+Swp+afTW66gRe/2BPTVzlcEex0+bBkpA5EzQZtXKj9+LUTcSmBSHW5CuL6C0f394WeDzY8FsMRj3f7EiGEEKcGCYKFEEIIIcQxJR9RPj0dywrwRMcC4t5XZr2G700u4NbnN8YFtOGhX9GBInRUVza5YsNDSF3Ruq6mgflOT1yVaNUuBwuf/oTlnW0nuqu83N/iiQuBoSNQfGDtFp5eMLnz+Tr+3xvbYtYTDhqXPL+R2y4awaAcU1wIbNZreHROCQdaPDz46hbGF+Qwv3O94aFxy17ZwoWj+zNhcHbCa44OZ9P0WkKEyM8w8oPSYSwsHYZZr6Hd6+dAiweHS+HzbxyU2SzdVvRqVKqY1yTTpElYjVza5bUrs1n4+UUjaPP6OK8oj0vHDMCkUzNzeUXcawvwaX0z2/a0JHytnv1oJ6MHZlEyODuuZ3T0+Q+0eOIeD1+fSwnwt4/reWT2ODy+IK2dwwg31Mf29z2cwYbHYjjisagqFkIIceqTIFgIIYQQpy1pXXB8yEeUTz/HsgI82bHuv2IMn+1sjtk3WUVrVb2DmWM9/LV8MgdavZEQ9Mu9LVjT9Xj98QFi14rW6EDU6w+S11mVeVNnxWd426+uHk9+hoGfXFCESgVef4Cq+uaEf6c0tytxa40+T6vHT7pRy5Y9TqrqHTHbfIEQA7OM/P2GKbR7A5FK3Gg3nDeMAy0exp2RzTBrOkFCMRW2M0bm8ZMLzkSnUdPu9dMv0xhTPW3Wa1gxt6Sj7UR0JXGRlcXTbbiUAE63jxv+5zMAnvvBOYw/I5tzCnOpa2hP2TLhgx2NVNU3U15ayOf1zQSCJHztKmobUaHi7z+cglsJoNeq2ev0oNOosaZr+c2b27jt0lGcVZCTcFjclj1Obv7Wmfw6SZB+8+oqpp+Zx7Irx8QNjCu1Wbj78mLm/vnDmGNOK7Jiy0tnzaKpSYcW9s80Mnlo7mEPNgw7muGIcGyqioUQQpz6JAgWQgghxGlJWhccP/IR5dPLsawAT3WspS9WRwaOhSWraA1Xmj7wytZIkFoyOJvLxw0AIF2vjQstoytao4/RNUx8bO5EQoRY2TUstVlZNH043/njBzFVodF/p7R0aYegBIIMzjGz8RsHN0VVk9ptFp67/lxMeg2f72wmy9TR/zYQDOHxBUg3aEBljBscV5SfztIXq7njheqYNT86p4Qlz29k7jlDYga0RW+/eXUV108bxpMVdXGVsutrGiAEl48fwMgBmZHH25UAqyrrqKp3cMN5w7jnsmKWrd0SN6Tt1s6+vqMHZDIk18zVZ51Bm8cfWUfX0N2o02DUavj1m1/y7raDMff4nlnFLHjyY+6ZVUyQUNy1zD1nCNc9/Qn/ee4Qbr1kJAdavABU7eqo2C0pyOaqs87g+ys/5t5Zxdw5czStHj+ZRi3pRi0Pv7o1pt1EuCp3QLaJIaSRzJEMNjyWxzgWVcVCCCFOfapQKBTq7UUIIYQQQpxITpfC4tVVCatWpxVZpXXBUdp+oI1v/ebfSbe/c8t5DM9PP4ErEj11JFXyx/L17u5Y//jhFL6/6uNIYPr4tRNZ9MyGyHazXsPyOSU8VVkXMwgtprdtkZVlV4whEAxy70uHBsYtnmHj8/pmKmobWTzDRlV9c8zzwmHlpWP684tX43vzho9956WjCAG+QJC7XtjEHTNHk2XS0erxkZuuw6DW0KYEaHH7yDLpMOs1NLZ5Meq1Hb17A0Fa3AqDsswECPHg2i2M7Gxn4PUHyTHrGZhtZMseJ8UDs2hXArR6fOSlG7j7xerE67JZWFBayMqK+Arcju1Wbvn2mei1amY+WpHy/ht0ag60ePH6gxTkmvnuEx/EhNHD89JwuHwcbPNi0Gqwpuv53dtfxQS6dpuFm6YXcc2fP4wJ3WN7EFuZZx8a197DbrNQUpDDqoq6yHkBLGkG3t62P6a/sFmv4a6Zo5gwOIedTe3kpRtiKoz3Od1MLszFlp8ROX74e+BIK3uPp558f57M6xdCCNH7pCJYCCGEEKcdaV1wfJ3qH1E+FVuKOF0K+1o8fNPsRqVSsaG+mVUVdUwaktNtlfyxrADv7lhOt48Xb7TzavVe/ueDnQzOMbNy3iS8/iAmnQZLup52r5/P6h2RQDhuEFpndfF9s4q5Y+ZoAFxeP7lpemaXDOLulzbHVRqHw8pnP9rJ+WfmJQxbw8cOdV5zpknHirkTcfsCtLj9pBu06NUa7nt5M29vOxgJlqcMs6DXqDnY6kWvVZOTpsOg1eANBPH6A/z84pEEgtDm9ZOv10AIPt/lYMIZ2dz/8uZISGzUaZKvq7aR22eOThgCd2xvYL59aLcD34IhaPcEUKlUbNnbgl6rTlg5XWazctdlo/AHQvzita1xFcaVtY0sOt8GJG/vsb62gSChuCrwytpGyu2FkeF/YS/fZKeqvjkmNC4pyCY/04hKFSTbpOO3b38VFzZPHW6NOe+xqOw9Hnr6KZaTdf1CCCFODhIEd/rFL37BP//5T7Zt24bJZGLq1Kk88sgjjBgxoreXJoQQQpz2jnXwJq0Ljq9T+SPKp2JLkT0ON7f9Y2Pcx/nD7QK6a+9wpEOqEn1fpxsO/fPEmq7nkdnjyM800O4JkGXWYdCo2dXkYsaIfGaNH8jda2IrYEttFpZeVsxjcyei16pTBrZ1De0sfPpTzHoNK+dN4u4Xq/ms3kF5aSFp+kPrCFcZr/5oJ3PPGYLTHf/3Q3Rrgxa3jzSDFo1axS9e28pr1ftjQt/ryobzX1OGkpPWUSnbtRfv3ZePJs2g45HXtnLNOUMSVsouu7KYX75+aPuqijr++J9npXwdWhKsO1p4qFoqrR4fC5/+FOh4j/xHySAeeGULVfUOFs+wxbR2+GxnM+POyEo4kA3ggx2NlBVZUw7pC4e+idba1cFWb9IBcf957hCe7FINbdZrGF+QzR6Hm6Z2L1lm/Un7S52TaQDnqfiLMCGEOJ1IENzp3//+NzfeeCNnn302fr+fO+64g29/+9ts2bKFtLTkvaCEEEIIcXwdj+BNpqsff0c7+OhkdDKFMcdK5Jq6DN0KB2bhasxUVfLpRi2lNkvCwK/UZiHdGP9Pjq7f12a9hlXzz6buYMfAsS/3tfLMdedy/9rNcT1gF9gLeffLA3xc15Rw0NgDr2zhkjH9ye7mtQiHieWlhax4rzZyrBXv1kbaDYQrgY06DSMHZvFkZV1cMJmsn3A4lK7e3cI9s4oTbp9vL+TDHU2RKtb1NQ18UtfEq5v2MqEgJ2ml7NIXNzN/6tBIf95H55SgUatSXm+aQZNyezg4TTXwrWqXI/J1ZW0j97y0mUlDc5jbGUh37ad87jALZr0mpko3bFVFHS8smso3CYbeRUsU+iYKrPMyDFTVNyesTA6GiPmlQLLX7GT9pc7J8imWU/EXYUIIcbpJ/Svf08jrr7/O/PnzKS4uZvz48Tz11FPU19fz2Wef9fbShBBCiNNWd8Gb06UkeWZq4dYFiZwKrQtOFllmPcPz05lQkMPw/PQ+F5J21ZMwpq9JdU2VtY2RQDRVlXy71898eyF2myXmcXtn0Nnu9cc87nQpHRXIUee9ftowVrxbw7JXtrDAXsiKuSVxIXB4TU9W1jF9RH7yNgc1DfTLNHZb3RreXjI4O+5Y4UA03LbA6fZF9gtvC0vW2qCitpFlazfz2LUTk25/srKjz220fplGKjrvfaprzM80dFTMdp7/gx2NlHV5DcLsNgsHWryU2RL/vRcOeVdV1LEgyWu5wF7Iqoq6uHVMH5Gf8Poqaxu558XNcdcX5lIC7HV4yDKl/sVb19exayAdfuydrQe4bOwAXr25jL9dfy5rFtm567JRfN3oiqviTvaaHe3PluPlZPgUy/H6eSyEEOLEkorgJJxOJwC5ubkJt3u9Xrxeb8xjWq0Wg8Fw3NcmhBBCnC4OtHh4v/YgmgSFbpW1BznQ4iG9myq3RNINGh66agx3vbApphKyzGblwavGkG7QEAjEV7CJ05vT5UWjSj5nucXlJRDoW1Vx3V2Tx+dHowqRpk/+PeFo9/LT5zYwf+pQFkwZgjcQxKBR88U3Dn763Ab+umAygdxD92WPw8X72w99X5v1GmaMsLL8na8A+OlzG3ju+il8uL0h4ff+h9sbCAWD3a57294Wymy5vL89PkydOtzC5/VNaFShyDVGe7pyB7/57gRMOg1/eK+GBVOGRPYLb1MT4v3tjUwYlMkf3qtJuNYPtjegVpHyWhZMGRJz/vB5Eq0rWqvLh0YVipx/465m/n7DVB58dUvMNU8dbuH7U4Zwxz+/4H8XnssDazdTkWD7Lf/3OV5fIPJa3nbRmexqdnNGtom3t+7np89twOsLxF1HKBhMen3vbz/IDdMK+UOC65g63MJnOzvWkex1ske9TgClw63ccN5wbvjfTw89ZrOy5JKRNLcrpBm0rHj3S0ptVvIyjNzyf5/jUgI88Z9nxdzLVK/Z0fxsOV7S9ZqU74VU35/HyvH6eSyEEOLY0Wi6/3tYFQqFkv9EOU0Fg0FmzZqFw+GgoiLx1Nx7772X++67L+axG2+8kcWLF5+IJQohhBCnhb1ON3/7ZFfS7decPZj+WUcevHl8AVxKAMUfQK/VYNZrMOrkH7IisaZ2hb9+8HXS7d+fMpTctL5V9dzdNc0aP5AvvnFwyZgBSb83Due+eHwB9jjcvPTFnsj2yYW59M80xjz2nbPO4B+ffZP0mN1tnzV+IK9V7+OSMf35fJeD+iZXZNuQXDPjB2fzWvU+fIEgs8YPjDl3mE6j5rJxA3ihajeTC3MZnGPm+Q3fRLaVFGTTP9OITqOOPH4ka505dgCvbNobs/aXvtiTdF1hcycXUHuwjeF56bS4fWg1alR0VGib9BoCwRAatYp9LR6q6h0MyDIyKNvEsLw0Wj1+NGoVKpWKb5pdVNU78AUOtWAYkmtmqs1Ki9tHlknHsx/XH/H1feesM/i4rinmNSjINTOh8zUAkr5O54/Ixx8M4lICBEOwv8VDpkFLXqYRjy+ASa/BHwh1vK+cbhravNiHW6k90ManO5sj1zS5MJd9Tk/k+F3veVdH+7PlWPP4ArxWvZedja64bUMs5pTfn8fK8f55LIQQ4uiNHDmy232kIjiBG2+8kerq6qQhMMDtt9/OLbfcEvOYVAQLIYQQx5bmYDtvrdmddPt/f2c4w/Kkl784MVrcCp7PXXH9dKGjmnzUiCIyTX0rCE51TVOHW3DqrXz/olH0zzIe0TG63pcdB9vRq9t5a/e+yD7fmT4cIOaxRVcU8tZLyUPQhZcW0G70JqwiLR1uwaGz8Gr9Pv617yDzpw7lO+Oz8QaCZBt1qNVw/f98Rscn2dUUFaXRbsxLeKzvfWswb+3eS+XBVv7xw7G4tnip7Nzv1XoHAE/851m8tTv5WhdfNSzltXxn+hm8tXt/5Otpkyy4jT62upKvq3S4hYLC4fx5YzUPVhwKYacOt3DHpaP59ZvbeO/LgzGPzxo/lL9/sotJ44byp9e38vkuB7/57gTe2/I179d33IvwsSeNH8ri//ucCYOzueeyEbg2uiPXHW3qcAsDC1Jf33UzCyhU5XDleTm0evy0enx88Y2D297+mnA3gfDrdGNZf+qbXRg0ag62eVFnp7Hor59GegyHq3/3Odxs3u1A5YILR/XH6wsw3KYj3ajl3hereXtbc+fZO66p8mArf/qvSTzx7+2sr22Iu+ddnYw/W6yDhib8FMv3Lxqb8vvzWJGfx0IIcWqQILiLxYsXs3btWtatW8cZZ5yRdD+DwSChrxBCCHGc5WcasdvyWJegh+m0Iiv5mcYefQRKiGMhJ93EQ7PHs+T5jTHvyWlFVn4xexw56X2vGi7ZNZUVWVl2xRhyzLpuezsfzn1pUwJ8vruFc4dbI/1ZlSBs2Rv72ME2hSnDrQkH0NltFip3NDHPPowQqph97DYLt106GpNOzdTheayvbWD5ezsi2xaWFpKm1TBhcG4kUFtZuZOV8yYB6piQrdRmIdOsj6zrur9+xtPlk7nnxc0x+x1sUyLn6qrUZiEYIubaum7/fHcLgZAqssYB2WnMKx3G/364k3n2YQRRxQ3Mu+WikTzwylbW1zYBhz6rv762iQde3Uq5vZA55wwFYECWCX8wiD8QZPQZ2Xx5oI37rxzL3S9u5sd/+4Ly0kLm24cBHUMeA4EQu51ufnfNRA60eEED9185jrvWbIq512U2K/dfWQwhmDrcGjOMLXqtZoOOc4bnsbvJTbpJy9PvbY+6Vx1rb/UG+XyXkwuLB6BSqTEbdJw3KJs0vYbnf1TKruaOStiqXQ5m//GDqGDYwjWTh9IvsyMIdboUbrloJN+dPASVSsWG+mZWVdRRUpBDoTWd38+ZSEObQjAUYqotL2F/7JP1Z8sZuWmR9ffGAE75eSyEEKcGaQ3RKRQKcdNNN/HCCy/wr3/9i6Kiot5ekhBCCCHomFKeKGB6ZPY4BsiUctELnC6l18KY4+VYXFNPjrH9QBuXr6jg0TklkWFdK+dN4qbVVTGPWdP1PHPduSxbuzku6F1gL+Tm1VVMHWbhvy8awV6nB48vgEGr5kCLh0mFuexsdFFoSWNXswujTkOmSYcqBEFCHGzxsnmvkxkj+9Hq8WHSawmFghi1GgKhjtYKaQYtZp2GX76xjasmnhGzrkdmj6N/prGjBYNBS3OblwHZJu57OXatpTYLy64cy55mF3kZRpa9siUmeCwrsnL7JSM50OLF7Q9wRo6J6m+cLHtlK9Ax0Kx0uIWcND3BznX5AkEqtzcyqSCH+U99kvS1WDlvEqsqOwa/PfvRTuaeM4SbV1dx1pAc7ptVjIoQarWKFo+fNk+AdKOGhlYvW/a2MLJ/Jl5/kMG5Jt7YvJ9VFXVcPLofP73wTNqUQOT1TdNrcPs7nt/s8sUNXwu/VllGLT96ZgMNbQpmvYZV8ybxWEwYHPu6njUkh19G/f2+42AbOxrakx5/mDWNYXnp7HG444aZpfqFhvxsOXxyz4QQou+TILjTokWLePbZZ3nxxRcZMWJE5PGsrCxMJvmhJoQQQvSmUzF4E+J05HQp3LS6ik93NlNeWkjJ4Gxy0/T85s2v+Kz+0GNef5AMvRZrpgEV0OLxk2nSYtCoaWxXSDdoyUnTY9SqY/5uSDdqaff6aXH7yDHr2NviZfm7NXEB4uLpNrbsaWFyYS5ajZoWt49Mkw6zTkMwFMQbDKEOgVajpr7RRZZZh1ajotnlwx8IsfEbByoVzBiZT7s3QIZBg1qtIhDsCGwzjDr0WjUHW91kmvRo1Sp0GjVKIEibpyNo1qjArNPQ2hmuhs/fHhW2mnUaAqEgXn+Idq+P3DQDvkAQp9vHd5/4MOl9/r8bpqDXqggGQ2g1avY6PZyRY2Kf04NGpcIbCJJj1vPdJz5Ieoy/3zCFYChEhlGHTqvirS37WPHu9kg17ms/LqPN4yfdqGX2H96Pee0MWjVVuxysqqjjhUVTofM1TNNrMOs01DW2E0KF1x8gL92AXtuxRq1ahS0vnSHWQy0GquqbufYvHyU9/rPXnUOhNY3Fq6uSVvgun1MS8zPD6VJobFfwB0MEQyFc3gBZJvnZ0hPy81gIIfo2aQ3R6Q9/+AMA559/fszjTz75JPPnzz/xCxJCCCFERJZZ/qEpxKkgy6zn4dnjWPL8Rla8WwvQUSU6/2wee6828hgkrzQszIs/ZiJOl8JdazbHtWSorG1ErVJx/6xiPtjRyAOvbI1pNXDfFWNodHowG7X4Av6UlbdF+RnkmHVo1Gou/v16Fs+wUVXfnLANhN1moaQghy/qm7nr8tHUN7njqlzLbFYWTR/Owqc/jVnTzy8aCajY3+Il3ajBpE/9EfxWj4+FT38a89hrPy6LeayjHUZyKhU8+k5NwmuZVmRlYJaRrAF6nC6FSUNyYl676P36ZxrjQti7X9qctMXA8jklMY9lGnW4lEDC4wNkGHU0tCkJQ2CAdTUNNLQpkTUkqhyeVmTl4dnj5OdMD8jPYyGE6NskCO4khdFCCCGEEEIcfwOzTSyfUxJXVbgiwWNHEzg1tCkJ+/YCrK9pYEdDO69s2sujc0q4eXUVLiVARW0j97xYzT2zirn3pc2U2wtTniPLpEOFioNtXgBKBmcnDSwraxsptxey4t1amtuVuBAY6FxviOeuP5dvmt1kmXRkGLWUP/UJj8weFwlyf3JBEWU2a8Lrs9ssVO1yxDxWZrOi16gpK7JGAtCqXY6OfstJQuuK2gYWdF5/9D7hgD782riUAIum2wiEQrGhdpf9Ivcs6pcBiVoMdN3fmq5nWpE1aXBsTdezo6E9blu0Vo8P6Aihu4bA0BEWL3l+Y1zlsBBCCHGqkSBYCCGEEEKIU0D4I9stnW0GrGnHpnLveBw3WVXhsQzhWjrDvzCzXhPTXiA/w0BJQQ7PfrST8tLCSIBbUduI4gtSWdtISUFO0rC0zGZlQJaRVo8fV3tH9a7XH0y5pvB2lxKMHLPruoy6jopfs07DBzsaWVVRx1kF2THh7qBsE+dOzyVIKEFFsY2FTx+qYrbbLMyzD+V7f/qAx+ZOBDqC8FUVdTw6pwRV5zVH7x/u1wsdvYp/UDqMLLMOo06DW/Hj8gVwuhQAbn1+I591tvootxdGWjccaPViTlK5nOyXAcneE90Fx5lGJeV9zzDqAA6rclgIIYQ4FUkQLIQQQgghRB+X6uPuA3swxClZ2JvsuA9dNRals1ftsQyde2J/i4fmdiXSNzjHrEcFNHV5LLMz/IOOsDU8jC66YressxWEEghyTmEuOWY9vkAQtbqjdYJeo+bKCYO47+XNMfcgHK5etryCpTNHg6rjMYNWnXLt4e0eX6Dbdc2zF3aGwDncfulIPL4AJYOzKcg1EwiG+I/Ovrzl9kKUQJC8dEPnwLsgz/9oKk3tCl5/kA31zZGK5wVPfcJdM0dx56WjcLh96DWqjmOUDsPbObBOo1Kxq9nNirkT2VDfzHMf1zNhcDa/evPLuMrg+68Yw2c7m5O2bpg8NDfp++JwWgx0Fxz3pGoY4n850FVrN9uFEEKIvk6GxQkhhBBCCNGHOV3KYQ3K6ipZ2PuL/xjLkn9uSnjcUpuFCQWH+sIeTuh8JJwuhaZ2BZVKxZ1rNsVVwd44fTjlXfrq/uKqsdyxppr1NQ0pe/eW2az87KIRqFUdw8ucbh/9Mo14fH5y0vR4lCDtSoBMoxadRoXHH6CxzUcgGOKzzqD08WsnEgyGIu0mUvUIXvFuLSvnTWLh0592u667LhvFa9X7+NO6Hfzl+5MotKYxINvEJ183cfUfUw96uzrFILi1N5Xy3Sc+oKQgmwX2QpY8v5GHZ49L2LP4/iuKufvFatYnWmORlfEp2mGsWTSVCQU5SddxLO1xuJNWDYf7TG8/0Ma3fvPvpMd455bzGJ6fftzXKoQQQvQWqQgWQgghhBCiDzuaj7un6pm6s9GV9LgVtY2R/rHh/Y9Hj1WnS2Ffi4fdDjdDctO498VNCVsqtCsB/mfhObz35QFWVdRRUdvIh3VN3Hj+cIKhUMrevetrG7j1khE8/NrWhIPbbv3HRu6dVYxJr8bhCpBl1uEPBrn1HxsZ0T+Dh2eP47//7wueLD+bvEwD5w6zcM9L8RXE0e0WDrR6KSuydruub5rd/O7tGgAMOnUk0Mw26RI+J8yoT12Z3O71s2JuCYufrQLqeGT2OFYl6Vm8x+lJGAJDR4uJWy8ewegBmRh1GjbUN7Oqoi4SyGcYU6/zcHTXoqQn7SZ6WjkshBBCnKokCBZCCCGEEKIPO5qPu6cKkR3u1Mft2g/3SHuspmxL8Y+NkYFoK+dNigSSyVoq2G2WyPC33DQ95U9/SnlpIWn61P/sOdDiTRiCphs1PFU+mbtfrI7ZXmqz8Mx153LtXz7k2Y92snzuRO57cTPraxsjAfWPzhuOXqtGCQR5f3tjpD1Dqc1C/0wjC+xD6e6zmdH3OPoaMk26mMFv0Uptlm6Pq1GreLLia66fNozfvV3DkktGJqxKhu7fX980u1n0zAYg9v5PGpJzzILVnrY+6a7dxOEOqhNCCCFONRIECyGEEEII0YdldlN1maoqM1XI19N+t3CoOtfrD1BV39xt3+Bw+Ot0K5h0Gjz+AEadBjXwjcPNV/vbSDdqKS8dyteN7VxRMigmCC0vLYxrYwBQWduIWqXihUVT0anV/HPRVFrcfjKMqf/Zo1KpWDzDFjOwbUN9MxMLsuNCYOioiF62djOPzB5H1S4Hv35jWySkDvfLXfFuLWU2Cw9cOZZLxvRnWlEeeo2af311gBuf7QhO/1o+uUf32G6zoFGrIo+3e/0svWw0y17eHFOtW1ZkZd7Uobz35YGUQ+4qahtYX9vAjy8o4ndv1+DurOBNJC/dkHKN0dvD51t62WjOPzPvmA0rTFa1fiRV6IczqE4IIYQ41UgQLIQQQgghRB92NB93TxUiV+1yJK06tdssVO1yAMmrc5MNlXMpAW59fiOf7Wzm0TklPPtRLfOmDMXrC/LAe1tjWj8svWw0f543iaZ2hSyzjrWLSwmEgui1muQtFWoaCATh/rWHAtzFM2yU2ixUJOlzOzjXxP9++HVcdfGlYwckrZStqG3ktktGMjGqV3LcWmob2d7QTvlTn0SOGW6p4VIC/Ourg0kD2/A9Dj8nOgh2un0caPUyviCHWy8Zya4mNwatmtw0Pdf+5SMAHp1TAhDX7mJB6dDOlhDgD3aUDqd6H+i16pRr1Hf5hUFlbSP3Xl4caWNxtI6m9UkyhzOoTgghhDiVSBAshBBCCCFEHxOuqG3z+sg267lz5ijmO9yAKtKnddKQnG4/7m5N1/OL/xhLfoYhphJ2VUUdX+5t6Ri49sKmmJD5WyPz+PEFZ9LQpvD4tRMpyDXzSJf+utAR0t3+wibuv6IYg1aNLxBkr9NDCLj5W0VkGrVs2NnM+MHZ7HG4WVdzkHJ7IUsuGUm7J0Buho5AIIQvEEKFikAwRJviJz/DQEOrN+X92et0x6znuY/rWTX/bH7k8eN0+yLXuWWPk7nnDOHhV7cy95whfLijKdLftrK2kRZX6rYILm8AvUaVch9t1PbwmspLC1nxbi2rKuqSBrb3zCqm1aMA8LeP6/nV1eMj2zONOpraFVa8W8voAZmR1gwr502KrP/m1VWUlxZSbi/E6w9i0KrJyzBwzZ8+jOxj1muYVmQlJy35LxOa2pRIeB29xnBAvdfpiXtOu9ef8p4cjqNpfSKEEEKIWBIECyGEEEKIPqu7AVKnonC/1M92NvPY3Ils3tNCv0xjJMgdlG3itZvLyDbrUt6L8CC2/AwDKpWKLXtbWFVRR0lBNqvmn83QXDP9Oz9G39iuEAiGCIZCaNVq7n2pmq37Wnlk9jjUalXKYWJef5BgENQq2O1wo1IdCqunn5nXEfz6ApxdaOG+l6pZX9uINV3PM9edywOvbKGq3hEZCgegmHXkZRgw6zWRQDMVs17Dw7PH8cjr2+LC1v++aATXPf0JDW0KHn8wEtCGpRk1KY+dbtBi1mtSriXHHFttW1nbSHlUVXA4sF0SVdlbtcvBw69uZcwZWWzc5YgL9K3pej7+ugm7zRLToiNcQVxZ2xhpURFmt1koKciJrNNus6BVq3hk9jj6ZRoT9s612yxYMvR874kP40Llql0Obl5dxfLOIDvasRwSdzStT4QQQggRS4JgIYQQQgjRJ/V0gNSpILqnrtcfZPzgbM4dlotRp+aVTXvjKjULrWlkm5MHZNGD2ML9facMs1A63IrbF2CPw0VBjomte1to8/hJN2pRq0Clgo/rGvm60cXq68+lsc2LKhTihUVT0WrUOFwKOWY9Rp2apjaFTLMOo1bD0rWbYnvZ2qy8eKMdrVrFbqcba7ohEgIDPDJ7HPev3UxVvSNh24myIitrbyrF4wvg9gVwKQFyzHp8gSCKP0CbNxAJZ5P1E15f20CQENdMLmDFu7UxAa1Zr+H6acMw6TSU2ayRgXXRSm0W9rV4eOr9r7lr5igeeGUr5aWFTCrIIcusQ6tR0+L2oVV39B9eVVEXCWGjh8C5lI6+ykBci4mfXTSCBVOHxgX6WWY955+ZR6E1jR0H2yLhb7IK41Kbhfn2Qm5eXRV5j9w0owhruoH8TCMQ2zvX4Vbw+oK8v6ORd7YeoKQgO2H7i+gWIWHdtSM5XEfT+kQIIYQQsSQIFkIIIYQQfc6xHiB1MksUeNttFu6bVcw9L21OODAN4KErxya8B06XEhMCJwtaB2SZWPj0pzEVpAvshby1dT9PlZ9NKAR/WreDuecMiQtaw/u+v6ORT75uShjC3r92C8uuKGb5u7WU2wtjguL8TAOVtY0snmFLHOLWNHDPi5u5dGx/bn+hOu68z360k0fnlHDz6ipKBicOMcP3Khz+QkdAa9ZrWDG3hCcr6vjTuh08OqeEIKG4YPXuy4uZ++cPaWhTWHLJCFbOm8Sf1+9gwuBsfvXml3H3I7welxKIqeIts1mZZx8aCWmjeXyBpO/jAdkm1GoV2WYdRf0yWDw9SOX2RpY8v5FrJhew6HwbGrWKHLOOZpcPjxLgV1ePx6BVc6DVy9BccyQEDovunet0KfTLNNLu9XHlhEHc/WJ1TBhbVmTlxum2SP9j6Ahmu2tHcriyzPqE1crH41xCCCHEqU6CYCGEEEII0eccjwFSJ6NkgXdlbSNuXyDpILPK2kbalcR9Wg+0eiMVrkmrZWsaCIZCMa0SquodzBzrYdH5Nnz+EA++soXxBTkJnx/++qcXnMnv3q5JuI71NQ3sdniorG3k2nOGxGxr83SEz6lC3PW1Dcy3D0143pLOdZWXFsZU3yYSvd2gVVNeWsiqirrIYLnoXrsAljQDajWREBhAhYrH3qtlQjf3o7y0kC/qm8nLMPD4tRNjBrwlai2Rqu1Bol8QlNmsPHPdOex1ePhgRyNf7m3hV1ePp3+mkYY2hVaPjwyjjklDcrr9/ug6UC1cLRw+RrgS9+XFpTGPHY/vu+hq5eN9LiGEEOJUJkGwEEIIIYToc06XAVKpAu92T+r+uMl61jrch+5NT6tloyuH73ihmpXzJrG+tpH59sKUz79peijlGp2da4mukAVI7+zNezghbtd1r+isNO5O+NylnW0Out6Trr12V86bBBAJgQFUKhUVtY0s6OZ+LDrfxoTB2TED25657pyEr1WqtgfJfkEQrrQuKciJ6y18tKFp12A4+vETIdn5hRBCCNFzEgQLIYQQQog+53QZIJUs8DbrNeSk6Vg5b1JkSFx4AFs4VMwyJb4HFrM+8rw0Q+p/DoSD1q6Vw+HHlUAwsp7wQLfo9aQZUg9bC4ew0UPOAA60eCntMggt1fOTrTvNoMWgVVNWZE0YqId73No7Wz00tnkBVcpzdg2f7TYLrR5/wm1dBUKhSHsI6GivMDjHFNcDt7u2B6l+QVBZ28jSmaP5QWmhBKdCCCGEiCFBsBBCCCGE6HP64gCp8MC3Fo+PTJMOa1r3FY6JAu9wde4Da7fE9NWN7kN7VkEOmVFBcPjcDpeCVqMmL8PAXqeH9G6C4PwMA2a9Jq5KNhzA5qUbsKbrWTX/bFo9fpxuXyQE3rLHyeySQTEBb7SyImtk0FjXIWe3Pb+RZ647lw07m5I+P9Ggsq7ra/f6+dO6ndx/RTF3r9kcM/StrMjK3ZeNZo/DA3S0enh49jhMup6F1+E1LLAXYtZr4rYl4vMHIyFwOOwdcARtD7qriE/VW1gIIYQQpy9VKBRK/XktIYQQQgghTkJ7HO6kA6QGZJt6cWXx9jrc/Ourg/TLNKJVq8hN0xMMhTDpNORnGJKGdk6Xwk2rq2KucfEMG1X1zUnD0cvGDeScwlya2rxkmHSYdBoqaxvIzzRGqnX3Od0MyDKhUsFf1u+I9MPteqwrxg9k5IBM1CoVbV4/2WYdOrUah1tB8YcYmGXA7Q+yu9mNSqWKVCWXFGSzwF7IC5/t4gfn2fjVG9tizlFqs3D/3egS0gAAnTtJREFUFWPY3+Kh2dURHm/8xoFKBWMGZgFgSdOh1ahJ02u5+8UuIa7NwqLpRSx8+pO4tgp2m4WSghyq6puZOXYAw6zp7G/xMHpQJoovSLvix6TXEgqF+N3bX/HutoOR55r1GpbPKeGp979OWkF82diBjByQQVO7QtUuB1v2OLm2c2DehM7zJnptphVZWXbFGJpdylH3uN1+oI1v/ebfSbe/c8t5DM9PP6JjCyGEEOLUJUGwEEIIIYTos8KVrifzACmnS2HrvlaWv1sTExCGq0n/9nE9910xhoFJwutvmlzUN7lwdFbb5qUb+N6fPogJQKNbM2QYdbR7/XxW30ymUcPEwdn4Qx1tEto8ATKM2s5QV4sKFbsdbp6s+DouaL2ubBghYOX6HXGVxwvshdy8uoqJBdnM7/yzSwnEbCspyKakIIfS4RbMBi1N7QpmvRazXkMwQQhbZrOw9LJi9jjc5GUaeGvLfv60bgdmvYb/KZ9Ms8uHw+3DoFWzabeTKcNyWfHu9ph1h8//3Ec7ufWSUXxR38xQaxpt3gDPfPg1c88dwrMf1XNd2TAWP7uBh2ePixvu9q2Redx9eTF3ramOCYPtNguLpxfh8QW48dkNuJQAZUVW7po5igNOL5YMPb958yuuOacg7pjH+hcUiX5BEH2u5XNKTrrvAyGEEEL0PgmChRBCCCFEn3e4bReOpE3DkdrZ0M4dazYlbo9gs3DrxaOo3uPk0jH949ZQ39jOnS9sigliy4qszJs6NBK+mvUaHps7kb1ON/2iqn73t3goHWbBGwxx70vVMRW5F4zM5+7LR9Pm9dPi8WPSadCpVei0avzBEG0eP5Z0Pfe8WB1z7rBw1e2Kd2tj/tx128p5k8g06XC6fRTkmNnV7CI3Tc+v3vwyaUVz+LllRVbuubwYfzCICtBr1HgDQVo9ftINWjRq0GnUeP2HHlOrIAQQghAh9BoNbV4fze0+Po3qoRy+7+1eX+SetXT+MiFdr0EJBmhu92HQafAoQcwGDSadBjXg6VxDhlGLQdNRHW3SadFqVOg0anyBIKEQBIIhXEqALNPx+QVFX6qIF0IIIcTJQXoECyGEEOK0ciIDQHFi7HG4ue35jTHVm9OKrDw8e1zCKtvD3f9otSv+hKEnwPraRua3eli7cQ9ThlnIMusj79FAMMiyqD7A0VW/AP+z8Bze+/IAZr0ao07NK5v2xlUcn1uYGxcCm/UarjmngNtfOBROm/UaVs0/m8deq4mcb+W8SQlDYOjo41tuL4z7c9evvf4gahV8vsvBk5V1lNsL0WpUSe9H9HPX1zRw38ubefDKMVz8+/UAPDqnJK7a1m6zcM/lxVz5WCUuJcDj105k0TMbWDlvEguf/jTpfb9VBe1KgJ2NLgKhEPmZHf2QM006GtpCqFUq9Bo1mZk6lr28mbejqpeP5/ulpwYeQW9hIYQQQpzeJAgWQgghxGnjRAeA4vhzupS41xRgXU0DS57fGPcR+cPd/0jW0/UXDe1dethGB7pef5D+mQauKy3E6fbxSV0TJr2GUAjU6hBb97Wyct4k+mcZMGi13PdSdczQtgtG5XP3ZaNxKQF+csGZ3DVTiwpQqToqaD3+INs6j5GfaaDNEyDbrOPz+maq6h2RtZx/Zh5Ot48FpcMYX5DDqoo6vP5gymuN3t513/DX2SYdLW5fZNhcSUEOU4ZZenzc9TUNtHn9uJQAi2fY4kJg6AiPl728haUzR3H7C9WRgW3drd+t+AmEQhRYzDhdPg62ejFoNLy6fR/L1m6JtN4otVmYby/k/R1NkceO1fvlaGWZJfgVQgghRM9JECyEEEKI08LxDgDF8ZcoZG1oUxIO9YKO17ahTYl5XXuyf3i/6PMANLYrBIIhAqEQrR4/aXoNaQYtZp0GlxLA5fOjQkUgFKLN66fV48cXCGJN07Nq/tlo1Sqs6XqMWg1uX4Aml0L/TCPpRi3/88HXzD13KGlGLa3ujvOm67X87YZz0KrUuHxBmtq83DlzNCa9Bke7lyyTnhDEtI4w6zXcNXMUY8/IYnezmxyzjmeuO5f7126Oq6J9bO5EQoRYWVEXEy7bbRYenVOCWqVK+XqEA1cAo04Tt63UZumorm0N4vV3BKirKuq4uLh/j48L0Ob189z155Jl0sWsM9r62gZuvWQEdpuFql0O7DZL3HG68gdDDMlN4/6XNsf1QH50Tkmk9UZFbSMhoLy0MOb8id5fQgghhBAnMwmChRBCCHFaONzAUJxcwtXcn+1sjlTT7mxsJ8OgS/m8ZpdCVX1zJNANBIORUDY3TY8vEKTF7efzb5oJhcDjD7BtXyvZZh3ZJh1KIMhep4c2b0cPWoNWTTAQ6ugBGwKv348a2Ot0k5Nm4IG1h0LFcYMyWTF3Iq2dPXizTFq0ajV3d2nVMHNMf269eCR3rYntBTxzTD9+fvGouP7CpTYLD145lv2tHoKhEEsuGcUdahXtXj9pBm2kP65Oo8aabmBXs5trzxnCwtJhbOjsk1tZ28jMsQN4tUs7CSDydbm9ELvNkrSXb9UuR2Q90WNH7DYLB1q83HHpKP711QGGWtIjoaxLCfD21v2U2SxJew+HjxuWadSx2+FO+ToDfNPspqQgh0kFOVw+bgAbdjpSrt+tBLj/vc3Jrz8q+O3a/iKs1ePrdl1CCCGEECcLCYKFEEIIcVpo6SawkUAnuehK3HSDFn3ngKx049H1WI4+bpZJR7pBi1sJ0K74aVcCZJt0ZJp0tHp87Gx0cV3pMH72bR3/741tkYBu5bxJqc/h9rHw6U+xput57vopMT13oSMQXFhayJTCXJa/W8vv3q6JbCsrsrJ05mj2tXj4ZGcTqyrqmDVuADdOtxEMQYvbh16jwx8MkW7U4XApLLl0FMt0GrRqFe3+AA63D41ahUmnIsOgpU0JcNOMIu6aOZo0vYbGzsreriEwwOxJg7kzwZC5bftacfv8GLUazIaOdhFdr+m60mGY9Rru6DJoLrratV+mMSaQjlZZ28gPSoexIKoPcPQxFtgLuXl1FfbOtgmazurhMpuFpZcX81r1Xr7zxy0sn1MCQNUuB6U2CxW1jfxp3Q4enVNCMMVxox/TalQsfPrTbl9rvUYdeV+Y9RpuOG8Y91xWzLK18RW/CzrX3JNexWGJWk1kGFP/IkIIIYQQ4mQiQbAQQgghTguZ3QQ2EugklqivcjhIm/Pnj5g0JOeIeixHH9es1/DY3IkYdWpWvFcbV/06vzMcLC8tpKq+OWZ7uA1Ad1Wrj8wexz0vVSes/lQDl4wdEBfErq9p4L61mykpyKGqvpk//9dZDMoxs6RzyJpZr2HF3BKerKiLac2wat7Z/GX9dq45ZwhPVtZR3+jirwsnR54XfW3LrhxDq1tJWB3bL9MYt16zXsPK+Wfz4CtbGd+5rkTXFK727Rr0Rle7dtdD1+UL8LO/f8HSy0Zz+yWj2NXsIi/dgF6rZq/Tw/I5JVTtcnDz6ipWzjubZ647B48vEBnaFpabpmdSQQ7/UTKIe17sCK3Dr+eN59vQalSY9Bo2feOMtGMIv34L7IU4XT4ev3YieRmGpJXEZTYL+1s8h9auBPjtWzU88e8dLJ05ih9fcCYHWr0YtOrImn919fiU19/1/nRtNTGtyIo1XT5FIIQQQoi+Q4JgIYQQQpwWrOl6phVZWZegPYQEOokl66vc9aPzh9tjuetxy0sL2et080qCNgXR/VnDA8eiraqo49HOqtNU1aX5mYak1Z/raxuZn+Bj/+Fjlts7rvOumaNiKnTLSwtZVVEXE7aWlxay/L0aSgpyIoPNXlps56418SF0RW0jS9dU8+CVYxOeu83jjxssNzjHzC9f3xpZc7Keud1V+yZqc9CVQaumpCCbSUNy2NXs5kf/uyHpvi7FH6najQ6B8zMNfO+JD3EpAZ6afzbjC3KYb+8IoQfnmnhj834mFuQw/8lPOu7dnBK8/mBMYPv3H07hmY92UlXvSFhJXGqzsKC0EBWquF8KnFWQzdmFucxaERtOh6+vu+uPPkd0y4ppRVYemT1O2skIIYQQok+RIFgIIYQQp4Uss56HZ49jyfMbY8JgCXSSS9VXOTpMPNwey12PWzI4O3LMVOdKVMHqUgKR6tLbLh7JN81uzsgx8eaW/THVpW2eQNxzo6WqjlUCHdtCxLYSSBRMhx8rjwpptRp10murqG3E5QvEBb5GnYa8DAOPzZ3IXyp2xLTCCFfEplpzd9W+Xn8Qp0uhrMia8DUuK7JSaE3jjktH4QsE2VDf3KPK6+jzltksvLP1AC4lQJnNwqf1zTH3a/EMG1X1zQCUFMTfy/CxjVoNJQU53Hi+DaNOzbJZY1ACQZxuHxkmHa9u2sviZzsC//LSwsh7xaBVMyDLiMcXYGJBdlwwHt2uItU1TSuy8tBVY1ECQS4YmU+GUYc1/chbogghhBBC9BYJgoUQQghx2hiYbWL5nBIa2hRaPT4JdLrRXV/l6NDvcHosdz1ud6FleJ9kFZwuJcCKd2spGZzNomc2sHLepJhQ0azXkGVK3fojVXVoXroBgFZ39+sOPxZzb9zd96deOW8SK96rjVl3WZGVRecPp6rekfCcqdbcXbVrtkmHSadhgX0owVAoJuAts1mYN3Uoly2vwKUEWDzDxrY9ThbYC1GjYn1tfJuQcOV1+LxlNgvzovoIL728mCsfq4xZQ7ia+9mPdibtRbx4ehG7mlx8scvBrPEDgRBuXwCVSkWb108oRMw96xom/3XhZP720U6WXTmGu9fE9lLetreFh64ay11rquN+OXT/FWNocStcNWFQ5NMCDW0KIQBVylsrhBBCCHHSkiBYCCGEEKeVLLMEvz3VXV/l6LDxcHosdz1ud6FleJ+e9gM+0OKN9JI16zU8OqeEL3Ylr2jt2l+263H1nevLNHW/7vBjMfemmxA606jjV29so6QgJ1LNatRp2FDfzJ/X74i04Oh63FT3Y3+LJ0U/XSvpRi3X/elDAO6aOYoll4xkd7MHa7qebLMuppXCqoo61iyy8/DrW5lvH8oPzx+O0+2Lad/QUfVrJTdNz8p5kxhiMbP9YHukj/AX9Q7OGpITU30crua+a+YoBueYuO3ikahU0Ozy4Q+E2O90MyDLwIEWD/OnDuXKxyp5/kdTeeT1bXy6s5ny0kIuKu6X8t7mmHWUFuXxWvXeSFsKgDNyTPTPNJJl1qf45VAakLhP9rQi6xH1xhZCCCGE6E0SBAshhBBCiIRS9VXu+tH5nvZYdroUgqEQK+dNQqVSsaG+meo9TvLSDd2GvOEKUhXEfJw/uirVbrNw1tBs+mUZCEKkV2+4vywk6CVcWkiaXkOZzZqw2nWvsyMkNus0Ma0EqnY54sLWcDgbHdL6A8GkLQhKbRZ0WlVksFx0RWv4/LlmXaRlRH6GMbLOVP2RB2SZWDyjCLpU8JbaLDxw1RgOtLj51dXjyc8w8NX+1kgfX+ho2VBSkB05pksJ8NrmvVwwqh8alQprup4//mt7zHE7KoCHcu1fPmJiQTYTCnIi11Jqs3DFhIFMKMjm3pc3x7bXKMhmWF46Bq2aEBAKgVGrwWzWEAqF+OXr27jhPBvzn/qUiQXZ5KYdCm6dbh/pem3S9hZ2m4VN3zgpHpiFW/Gj13ZUhnf9FECqXw4l65O9rqbhsHtjCyGEEEL0NlUoFAr19iKEEEIIIcTJaY/DHddXOTp4nTQkh0dmj2NADyojE1VW2m0WFpYWolWp0WlVrHivNm4Q2PzOc7mUABeMyue/vz2CvU4PXn+AvHQDZr2Gdq+fdKOOVzbtZVJBDj/7xxc80lmxecnv1wMdLSKunzaMC0b1w+n2kWnS4g+E0GtVvL31AKEQjB2UFTOsbFVFHcvnlPBUZR23XFhEdpqBpWuqqeisNl4xt4QnK76OhKJmvYZV887mL+t3cM05BTxZWUd9o4u/LpwceV70tT141Vicbh+PvL4taQh+28UjmbWiMnL8J+efzYr3allf0xDpLTx1uAWdWk26UYsKCIVCNLQp5KbpUalVtLp9ZJp0pOk1uP0+DBodd63ZxIbOgDw82C58jpXzJvH4v7ZHXiuzXsOq+Wfz2Hu1fNZZjRvu7ZyfaeCdrQf407odnFWQw7Irx+D2+XG4/KQbNRxo8fLPDd/w82+PoMXrj6v6nTrcSqvXx2/e+orRA7MioXeWSUeGUUv5U58wsn8GD101lgJLWo/eo2Wd7Sheq97LE//egUsJ8M4t5zE8P73b92m07Qfa+NZv/p10+5EcUwghhBCit0gQLIQQQgghUnK6lMhH59MMWvQaNU63Qpqh5z2WnS6Fxaurkg4me+DKMZh0GtxKgHbFj0sJkGXSkWnS0e710+LuPLdWjRIIEgiEaPP6Mek1mHUajDoNSiDI79/+ihun2/AFQux2uMk06bj6jx9EzhUeUFbZGeReP20Y3xqVj8vbMbBNpVLR0OolCHh8AXLMOvplGHH5/B1D03Y6mD4iH7c/gMsbIN2oJRgMEaKjcjbNoEGjAn8ANBoVhEClhsYWL4NyTbh9QVo6h5z5A0GerNjB9efZImF1Ii/fZOfy5Yf665r1GpZdUcyYQVm0uP2YDRpMOg1qwBsMQgh0GjUeX5BdzS60ahVVuxzMHDuAdq+fg21eCq1paNUqfIEQ7R4flnQDXn+QFo+PNL0Wg16NGnArQdqVACa9mh0H25g4OIc2JUCr20e6UUsgGKKp3Yc/GGRQjgmzTsP9a7fw9tYDMa/v/VcUY9ZqQK2iuV2hxeMn06jF4fax+NkNuJRAJFz2BUIMzjFh1mtobFdIN2jJSdPTL9OY8v212+Hm60ZXTIgfrnIGWLNoKhMKcrp9r0arqm/mqsffT7r9SI4phBBCCNFbpDWEEEIIIYRIKfzR+XAg3ORSyDTpsKb1vN9yQ5uSMAQGWF/TgD8QIt+SPOgLVxN3rUbNNOrIjVrHTy84k13NbhxuH0adhnRD7P/ulgzOZsW7tVHVvHX87u2ayPayIitLZ46mXfGjUevZ6/QQwsPATCMh4IPtDTS7fZGqVV8wyIBMI798YxuvVe9n5bxJLHz6U4DIn1++yc61qz5Oem1zzx2a8t41u+KHzWWZ9TywdktMW4oym5V59qGR6umuRg/IZNEzGwB4/NqJkT9HWzlvEt994sOka/nHD6fw+L9q+ekFZxIMwYFWL9DREuOm1VXYh1u4b1Yxt18yKulAxuhAd4/DzegBmayraYi0kphWZI1UmRfmdezndClsP9BGi8eX8L2XZdbT0KYkvKaww+ljHdZdn+wjOaYQQgghRG+RIFgIIYQQQnTrcAZmhQPj6NCuxRMfZkZr7bLd6VJobldQq1W4fAFa3H5uv2QkJp2GT75u4qbVVQAdbRGGWdBp1WQatWzY2cyyV7ZGgtBXby6N9Oq1puvpn2lk5bxJ5Kbp+c2bX8YNU1tf08CytVu49eKRHGj1MCjbxNtb9zMoy8gbm/cl7OX7rZF5LLlkFFdPKsCk62ihsKG+mS/3t/DQVWNweeND2WhmnSbldn8g9gN85aWFMa0cImuvbSBIKGa4XLToQXPJBvR5/cGUawmGYPTALL7XOWgufP9njMjnqgmDelwhHjYw25RiWFuHnr73UvW0Ppw+1tGOxzGFEEIIIXqLBMFCCCGEECIlp0vh7herGT84m/lTh+L1BzHqNGyob+aeF6v51dXjI8FdstDuzpmjUp4j06SLBMjNnQPl8jOM3PnCppiw1m6zcNN0G0/851n4gyH+UrGDVRV1kSrh/Ewj/3fDFN7eup8/rduBShXinsuLqf7GwcQhOXywvZH8TCMatSouBA5bX9vA/FZPpLK3zGbh0suL2dPi4dmPdlJSkEO5vRCvP4hJp8GSrucXr23l3W0HY9Z5z+XF/PK1rYw9IyvltRt06pSD8jbUN8c8Fq5qTqSytpFye2HC44SH+5XZrJE/x60lSUAcZtKrY869cZeDaycX9KhHdDLHalhbllnPw7PHxfULDlcYH8lQt+NxTCGEEEKI3iJBsBBCCCGESKmxXeGayQVxlbDhoXGN7UqkdUSy0O6SekfSysoLRuWjUatY/OyGSDi7eIaNL+qb+azeweIZtkgrBqNOw46GdnQaNRoVLCwtZFCuCaNagxIKYFRraFMCTBlm4eLi/qTpNTS7PIw5IwuXEmDtpr1U1Tt44r/OSnnN0ZWx62sbWbZ2C7ddPILigVlx9yE80O7DHU2RSuTK2kaWvbyF+fahHGz1UmqzxAyKi37uN01uFnSGt5VdWj0smm5j4dOfJF1bT0QP9yuzWbjvimIeemVLwn0PtHgps1kShuR2m4V0vZZ3bjkvafXusZaqpci6mgYa2pSY8/ekwvhwHY9jCiGEEEL0BgmChRBCCCFESv5gKGErgvDX915eDHSEdp/tbI4LbjfUN/PrN7/kHz+cytIXq2OCPbvNws++PYK7ulT+lgzO5rmP63nu+nNp9fhxdvb83bTbweBsE6MHZdHaOXBMp1LT1O4lJ01PRW0D+ZlGvP6OIWf7nW6mDrfyzrZ9vLPtIFX1DlbMLUGjUqW85q6VsetrGrjn8tE8neA+VNQ2EoK4lgzraxv44fnDCQRC3H15Mfe/vDkmDC61Wbj78mLm/vnDyLC0cKXx4FwT72w9gMcXoKQgO+ac2abUfWktaQZWzpuEEgiSl27ArNfQ5vXz/I+m4vEF2N3k5pZvj8AbCMW9FmMGZTIsL40gsaG03WZh8fQi0gxa8lMMbTvWDrelCKSuMD5Sx+OYQgghhBAnmgTBQgghhBAiIlF/3xChhG0LoCMsDIQ6etgGCbFmkZ1lazfHBKJlNgvP/uBcVKEQl47pz/ypQyMhpV6rJkRH1a1Zr4m0eEg3aPnb9VO496XqSEBs1mtYOW8Sj79Xyy1/33jo+EVW7ptVzIEWD2s37Y0LMIda07hwVH/uX7uNn1xQxLMf7mTOOUN49rpzIkPlNtQ3s6qiDpcSiLRRCK9nYkEOWrUKXyDE+IIcPqt3xA1jS9aSwen28cxHOyNVuUsuGUW710+mScceh5u5f/6QhjYFIOaevXJTKZ983cSf1u2IBMQA/TONZBi1lNmsrK+Nr5QttVlobO8Y4BYKdZz/X18dZNueFn58wZl4/UGUYJC3tu7nygkDuf2SUex1uoGOgW+LntnAU+WTuWzsgEgobdCqOdDiYVC28YSGwCDD2oQQQgghjiUJgoUQQgghBJC8v+89lxdjTddzzeSCuErfVRV1uBU/exxuPq1rigtiobO1wsubuW/WGHY7PQzIMjHMmsYDa7fwWb2DpxZMxqzX8OickkjbhcUzbFTVN8ccq7y0kBXv1cYfv6aBe17azCVj+iesWlYD918xhpXzJmFN1zFmUBarulT22m0WHp1TwrMf7WTuOUNY8vzGmPV03e/m1VVxYXCilg0GrToSEod7DgO8c8t5PFX5dSQEjlZWZCXdqI0JYwH2t3hQq1SseK+Guy4bzf1rN8ddwwNXjmXZ2s2806Vf8QJ7Ib99+0tGD8yKuZ6n5p9N1S5HZODb1RPPYNnaLYwcmBkT+u52eli2dktMP+gTQYa1CSGEEEIcO6pQKBTqfjchhBBCCHEySFSxeyyCOadLYfHqqoT9WMuKrNx60chIkBgOg3PMegZkGSAErYofNSpmLq9Ieo7Xf1JGmk5Duy9Aq9uP2aDBpNPgCwb517aDVNQcjFQG/7V8Mt/54wcxz185b1JMmNrVyzeV8sbmfZHK3q7nNmjUoIK711Qn7IFbVmTlxunDKX/qU8pLC+OC6DC7zUJJQU7cwLau64ve7/FrJ7LomQ2RxycX5lI8MIunKuti2kXYbRZuvWgkLS4fWWk6dBo1TrePNIOWQDCIGhXpBi0NbR6yzHpaPX4OtnnRa9RU7XLQ0OJh0XQb3zS7cbh9GLQdj2/Z42TuOUPiAuzHr53Icx/X88jscQzINlGzv5ULf7su6T1+55bzGJ6fnnT78bDH4U46rO1ohtQJIYQQQpxupCJYCCGEEKKPSFax+/DscQw8ykAs1VCu9TUNLLkY/vPcIaysqIsEh+lGDfucXrLMOsw6LQfbvCnPsbvZTZpeQ3lnWFpeWsj5Z1rol2HivBF5/P6dGn5yQREXjOpHu9cf9/zuhqTtanJRVd+csGJ3d7ObAy0eJhTkJAyBw9d568UjmFiQTcng7LigNyxRG4jSznYSYdED2uBQz+Hox88dlsv9s8bgDQRpcfvIMnUEvw63ghIM8uaW/QlD7WevO4cB2SaWrd3Muwkqf3/5+jZuv3QU/XxBml0KJYOzARJWMQ+zprF8TglZZj17HG7qm1wp7nDinrzHmwxrE0IIIYQ4NiQIFkIIIYQ4QY6mmtfpUuJCYIB1NQ0seX5jJMzrybnC25xuBbNBi1qlwulOHfA53D5e/nw3d146ErNex51rNsVUy5baLNx12ehur+Oxf21n7U2ltHm85JiNtCkB9jg9ZKfpeP3HZVTWNrC/xUOaXsuT888mGAqhUalw+QIMzjWnPLZZp6GkIAeTTsMf//Ms/MFQpH0FQH6mkT0Od8pjuLwBFs+woe5mmFx0KG23WXjwqrHscbgZPSAzUoUbDl7LbFYs6XrWLLKTadJSe7CN5XNK2N/iYWeTi//58GuuLxuOUafG4wsSDJKy8lmnVfP9lR9xRckgrisdhl6rJt2oRaNSoVGrePCqsTGv9U2rq5K2VhiQZSTLrI+8v+ZPHZryug+3J++xqmCXYW1CCCGEEEdPgmAhhBBCiKPUk7Cru2re7o6RqmJ3XU1DpNfsgVYvDpcPk16DWgU6tRq3EuCr9jYyDFrMeg37WjyY9BoUfwizAbTqjnYDqVjS9fz4ghHsa3Hzqze/oqQgh4Wlw9BpVFjS9KhQoVerKSuyJlxneADb+poGFH+QTJORJS8cCpN/emERk4fmxvUYLrVZmG8v5Gd//4Ly0kJKbZaYVgphF4zMo8BiZmXFjrievivnTeLjr5soys+IVOYm0+b1s/DpT3n5JnvK/Qbnmnj82okMzjVR/Y2T+gYX3mCQZz7aGbP+MpuVefahPPpODddPG04mWjIMWrLNegZlmwiFQtxx6Si+aXLznT9+wCOzx5GfaUh57kyjluVzSnpUGZtl1vPw7HFJWyuEnxt+f40fnI3dZknYEuNwe/Iezwp2IYQQQghx+CQIFkIIIYQ4Qk6XQrPLx9I1m2LaDXQNu5wuhbtfrGb84GzmTx0aM2ztnheruXdWMUv+uYn1NQ1Y0/U8Mnscii/AXqeHEOBS/AS7THUYnGPisWsnotWoaXX7UAJBmtoV3IqPQCiERgUmvTZmbWa9hqcWnM32A23kZxrx+oO4fAH2t3iYUphLmc3K+trEPYINWjVuxc/ALBO3XjSS3Z2VtRvqmwmFYHJhLlq1mjtnjqKq3sGytVsibQi6tklo8/pp9/pZcsko1MCBVg/9Mk3sdbpZWDqMkoKcSEuEitpGQnS0kVhVUcejc0oAYsLgMpuV//72SJa+WJ1kWJyKs4bmRCp1k12nPaq9gz8QShqI2m0W3ti8n6r6Zi4bO4CzhuYy988f4lIClJcWRga8GbRqBmaZ2N/i4cJR/clN03GgxUNump79Ti8/fOazmFYNZUVWBuWY0GvUKc9t1GoY0T8zblsyPWmt0NLZ8iH6HscE2l2C4+4cbgW7EEIIIYQ4/iQIFkIIIYQ4Anscbv791UHWbtwTF9h1Dbsa2xWumVzAk5V1cdWqC+yF7GpyRULgZ647l0de38rcc4bwZGVd5Nir5p8ded7gHBN/XTiZu9ZUx1XPLrtyDDc++zGzzzqDz75uigmobzhvGIFgKK7q1m6zMMyaxs8vHkHo9VBsyFpkZfF0G3ua3fTLMnLnC7HB8sp5k3j8vVp+93ZNzHPWLLJT19iOVq2KaZMAoPiDfPx1E39at4OV8yaxqqIuZp12myWmz2+4J69LCXDz6irKSwu5Y+Zovm5oJz/DwFf7W9nb4kkYnAKsr23gh+cP54MdjayqqGPtTaVxoXHXsNrp8rGgsw9wov2e+6ieB64YQ4AQ1zzxYaQiu2tf4VduKiU/y4glXU8oBNlmPWk6DU9/ENv7t9Rm4cErx1BgSeOLXc0pz+10K0BawmtNprvWCpmdLR+i73F0oG3LSz+swWw9qWCXIFgIIYQQ4sSSIFgIIYQQ4jBF91NNFj5Gh13+YCgm1A0Lf/2zb48A4JHZ47h/7WZKCnLi9g+FQpG2CI9dOzEuBIaOKtmla6p57NqJKP5gTDgLMH1EPo+8vi3pOh64Ygx3zRxNCGj3+kk3aNmyx0maQYNZZ2DpS7HnLC8tZMV7tXHHW1/TwP1rNzOhICcuGLXbLLy/o5Hzz8zDHwwlfH746/LSwsjzwz15XUqAFe/WcsmY/jz70U4W2Au544VqHr92YqKXIUKjVrGqoo6JBdnUN7q4bOwA7rhkFDubXAl6+loYkG3E6fZx76xi/IEQTrePTKMOJRAgGAxxx8xRKIEgOo2aUf0zE1dS26zsa/FwU/i4RVZ+dfV4+mUaeeg/xtHcrtDi8ZNp1JKTpqdfphGAdIOOOX/+KC6MDa/x5cWlKa/1SFjT9UwrsrKupiFyj8OmFVlZ3lkl3FMt3QyV642hc0IIIYQQpzsJgoUQQgghOvV0sFW42nHO5IKUxwuHXcFgKGlgXFnbyJJLOgaT5WcaItWvXQNUjUrFfHshIUCrUSc9XkVtI3do1Li8gYTbU62j1etn1opKoKNC9YErxzKuIJv7XtzMrZeMjHtuyeDsuHVGr+NH59sSVkDfvLqKUps15fPD9yEsvrdviPkpt8dyKQEmFmRz9+XF/O6tL/nJhSNQq4jr6Wu3WZhnL+Sqx9+PqdgFWDlvEguf/hS7zcJlYwcy1JrGTas38PDscQQJJTjO0EgIDB0BeZvHT79M6JdpjAS/XVnT9UwaEh+iw+H36e2pnvYS7qnMbobKHe7QOSGEEEIIcfQkCBZCCCHEaSs6+E3Ta/msvjmmt22ywVbhasfuwseMyMft/Qm3m/UayksLUaHir+WT0ahULJ5hwx8MRXoF52caaPMEyDRpeXvrfs4emkurO3U1ZZvHh1qt4ukFk/EHg+g1agZmG2lqT/286OCzoraRu9Zs4icXFDHfXohbCcbtH67STSYQCrFy3qRIReum3U4273GyfE4JapWKtG4G1IWPH927FzpaTwSCcPPqKv5aPhmAql2OpH11y2xWhlrMLLtiDB5/gNlnDea3b33JyAGZlBTkcOP5NvRaNWkGLZ/Xx7axCAuvoazIyn2zivEoAQx6NU/811k0tivcdvFIFH+QQDBEm9cf1w4jrCeVsMc6lO2pnvQS7qnoCuOujleYLYQQQgghUpMgWAghhBCnpT0Od9wwq669aZMNtgpXO27a7Uw5YC0cdmWZ4kMvs17DirklrKqI7Rt8wcg8vjNxEP+78Bx2O9z/v707j4+qvv4//rpzZ8+eGZYECQQmsiNBFCUJCuKCgGitrUgri3ZTXGoXQUUQ925fK6hVK2r7U7StxQW3uktQAQWVVQmLQQmE7Mvs997fH5MZMplJWAQDeJ6Pr1/M3Hs/93Pv3MTyzpnzYW9jkDXltSwu3U5hXiYzivJJd+y/2vKnj63kDz8cyn8/2cn1Z/dj/osbuG7ciR0eZzYpcfMblpdFis1CvS+M06oya6wntogb7D8IVxWFy5/8ODbe/VMKeXzFdv7vjUjLisemjejweJvZRLHHxfRWvXtLCtzcdP4ATEokuH73y70UeVztL3LWUpk7cWEpC6cUxip6o5XJJ+dlUuJx40qx8ofXN3PxyT0pzMtMWCht7sSBhDSNSUNzAMhwWpj/4gbe2FQZ26/I42L2+P78+JGP2r2mA62EPZyh7MHYXy/hgxmnM8JsIYQQQgjRPsUwDGP/uwkhhBBCHN0OtK1DdN9ZS9YmXcyqyOOisE1v27duOIO+XVPjjr9myVpO7p3Fqb2zE/rcFnlc3Hz+AFRVod4bpkuqlVtf3BB3vuvHFcQt5ua0qvzijD6MH5TD7cs2JCyeNqMon9te3MAfLxlKjwwHc5aui1vULarY4+L2yYMJaDr+YBhXio2bWhZ4i5yztt1+tif3zuK+N7fEhbZtF6OLhrLeoMassR7WltcmrcIt8ri48bz+/OG1zZSWVSfdt6PjSwrcLLhgEGaTgjesUdscIsNhIdWqsnpHDUN7ZjH/xfWsKa+LzXVteR0zi/Mp7JkJRFptvLWpkkfe38bJeVncPGEA/pCOyQQV9X7MJoXKBj+n5GejKLBqWw05GQ4ynBbMqkKDL0ymw4LdYmLZugoefm8bL80qjj0L9d4gFfV+tlU1x3r4mk0Kq3fUJL2maK/d71MIGv2+/C7DbCGEEEIIkZwEwUIIIYQ45iWr7m2vrQPA1somzvrLe+2OF+0FG/X8VaMYlpeVcM4dVc1c+Y+PY+FjIKxjt6i4U63c9+aXvL15LxAJeR+bNoIH393K8i1VOK0qz/7iNCYtjPTjdadaWTz9FMwmhbtf2cTysupY24jouFlOKz0z7exp9JPmtGA1qdzyfHwYXOxxceukQVz26Ed4gxqLp5+CYRhc8WRkjsPzsnBaVQzDYMXW6lh1b4nHxYzifGY9vf+At9jjYkTvbMK6wYi8LHIzHdz+8saEyuoZRfks/eRrZo0toKLBjzvVGus/HNVe4FzicXHHRUN4fWMFH22t4ZYJA9EMg7tf2cRH22q4f0ohz32yk1+f3Y8FL21gTZsAuEemg7c27+GBd7biDWoUe1wsmDyYilofTrsZq2rCF9JwWFQ+/7qOP7/xJX/84UlU1Pvolm6PtbLY0+AnJ8PB1U+vwRvUkga50V8KRKte27umaCVsTpLnUQghhBBCiO+CBMFCCCGEOKZ1VN3bXgXm2vJaLnrwg3bHfHDqcK56ak3s69euL0E1KZgVBV9IozmokW43YwA/+ftKLj01LxbYdku3s7WykV31fob0yCCo6XRNs2MzmzCrYFVVfCENb0DDrCqk2y2EdJ16b6SS+eKHPuDno/tw9sCumFBwWs14QxqN/khF7Jqvarn95U04rSr3XjyU7ul2moNh0uwWLKrC+19W0suVikU1YVYjc24IhBPD1gI3cycMpCkQYvPuRu54eVOs5UPbILyt164r4c6XN8YF1qP6uLCoJhxWlZAWuZ69jQFOyc+iKaDhDYb50cOJLROix48f3J0mf5g0h4WwpnP1U2vYWesD4OVripn2+KrYfVYVhZxMOyhgNZnwh/VYxalVNbG73ke600KTXyPTacFmNhHSdeqaI/c41apS0xyg1htGMwwURSGk6eRk2AlpOiHNQNcNPti2LyzvKMjdVeeLa4HgtKrMnTiQ4XmZ+IKaVMIKIYQQQoijgvQIFkIIIcQxraopmDQEBnh/SxVVTcGEAC59P31aW/e+LfG4sbdUh27d2xyrGG30h6luCvD0z07jtpc2xFpJRKt/X/psF/e9uSU2zrj+XZl9/gDmvbCeT1oqWIfnZeENarhSrORm2GkOaTw54xRcqTZCuo5ZMXHL8+sS2kRE+xhHw9oij4tT87PpmmZnZL6b8loviqKwakcNFw3rwV/f3pJQ3bt8SxW3L9vIBSfl0jXdHtcXd3+LwH1T54vNyRvUWPR2GYveLqPE42LO+QMIaQbuNBsZTgu76/00BzUURUk6VvT4cwd1a7e3bnNQo6opyKK3y2LVxhc9+AH//uXpbNvbiFWNvD97mwKx/sPR+zJxaC6n5mdTWRcgN8tBTXMg1hZi+hOrk57PaVV56sqRTBySw7j+Xfcb5HZWP18hhBBCCCEOhgTBQgghhOh0B9Pft60Gf6jD7b5giD0NfmqbgzT4w6Q7zKTbLfygMJfcLGdcS4c15bVs3tUARMLAMf26MPu8/jQFNUDhpJ6ZVDb42V7VxICcDPKynTT4gtxz0RCaQxqNvjBpdjMW1cQ1ZxVw04SBmFWF2uYgWSlW1n5Vw/Vnn4iuQ1jXWbm9BkWBwbkZAPTIcpButxAIa5gUhfkvrY8LgWHfQmgzi/NZ9HYZTqvKKb2zOXdgd76p87GnMcCXexoxDBjVx4U/rCVt8QCwvKyKOecPoN4X5Lfn9GP2eIVab4isQwwwl5dVc11QY/rjq/AGNYo8Lm67YBCPvrKJAbkZFHlc7babqGwItDtuut3Mg1OHx/rwXrtkLYV5mby6fnckgC5wc/WZHu54eVPsmBKPi7mTBvHq+gomLSylMC+TwrwsPt9Zx+2TB9McDLd7Pm9QwxfU6ONOOeDn8HAtsiaEEEIIIcSRIkGwEEII0Um+Tfh5PDnY/r4Qf+8cVrXdsd2pVlLtVm7416cJi57dceEQ7n1tU9yicMUeF3MnDuL+N7/gxVlFqIrC7KXr2vSvdXP1mL7MbKnGfXDqcP76ZnzVbkmBm1smDCSs6TSH9FhbiRc/2xW/n8fNVWP6csWTH8faMpQUuLnqzL4Ew0ZCCBy1oqyan5X0ifWjfWLF9lj1cawf8Ttl3PfmFh6cOrzd+wPQHAjjDWrUekOxMNyiKu2GtiUeF2t31rU7Xlg3+NMlJ8V67O6u8zPn/IHc/cpGZhTlx+bf+p4vmDyYP//vi6TjlRS42bCrnt/8+/O4OSy4cDBVjQGG52VR3RQgN9POg1OHY7eosbYOFz6wIhZIz2i1yF1YN+iR6WB0gTvWzqG1Yo+LXi7n9/L7UQghhBBCHL+kR7AQQgjRCQ4l/DxYRzpo7mj8em+QOm8IXziMTVXxh3Wa/GFS7WYUBUwKmE0mwrrOH17dTP/cDAp7ZmIAvV0pBMIaTf4wGQ4LTquKX9Oobw6TYlNJsaiYTQphIpWbjb4QGU4LTouKN6TR4Ivs57CoWEyRILc0WaBZ4ObuCwfTGIycKzPVjN2k0hzSwAAU+KbWh6IorCmvjfWKjR57+wWDUE0KNy1dlzSwLSlwM2d8f3ZUe+mZ5eTe1zYlnUeRx8Xogi6c3teFWTXR6NvXx7ay0Y/NYmZPg58bn/ucqqZg7Lhnfn4apWVVCYu6tV3obX/9fp++ciSX/X1l3HyuKM5HQeHvpdsS+govmDyICfeXxu5FW69eV7LvvQYMDBxmlb3NAVKsZkyKggE0BcI4LCp7GvzMf3EDt184mMeWb2d5WVXc+eZNHIg/rOEP6extCpBut5DttGK3mKj37WvDUN0cZOyf34u1dahpDsYWfVu7sy7u/Ysu/te2t2/subhoCCdkO9u9Z0IIIYQQQhyLpCK4xfvvv88f//hHPvnkEyoqKli6dCkXXnhhZ09LCCGOO8dyFezhmnu9N5gQAkOkn+3s5z5PurjZwTpcQfOeBj913iCGEclGvcEwWU4rVtXEnP+uSwjtbp88mKCuga7w1ze/4Npx/Zj7wvpYAOq0qtwyYQBDTshgZ4OPHlkOrj+7H//3xhc8s6o80m/3xfUJVbO3TR7E2p01AJwzoDs+zWDei+v5Yncjf/rhSbjTbNz20oZYoLy3KUCW00J2ijVp+AqRHrmNQY16XwhNN7CZVO5+dRM/OLlnwsJqrfvyeoMan3xVS1AzqG7w80l5HbPGehJaTCwu3U5FvZ+rnlrDY9NGtDuPFWXVzJ04kDuXbUyoKp4/aRC76nxUNvh5+mencdmjH8XC4AyHheF5WXEVzQCFPTPjXlu7s67DlgwfbEveeuKU3tkU5mVx0/kD2F3vp0emgxSrykfbquP6CbdW4nFhGAapdjNOi4mq5iBOi4oOlO1ppmu6jUBYx2lR6Zpu4+5XN8ee0aueWsPcCQO5eeIAqhoDBDWDz7+u4/Ov6xnYIx09qJOX5cSsKry5aQ9nD+zGsLysuPNHK3xrmoMdht9pLT2ipbevEEIIIYT4PpEguEVzczMnnXQSM2fO5Ac/+EFnT0cIIY5L30UV7JFyOOd+KIubtbW/atxvEzRHx671BgnrOnaLmT++vjkW/LWuOHVaVWYW58dC0F31PlJtZu5780umjuzFgmUbYsc5rSqLLitkcel2blq6Pna+Eo+LGcX5XK4o3P7ShoTq2uVlVcx9YT0Th+ZySu8sfGGNXXV+flHSlxOyHazcVs0/PtrBZSN78fiK7XEh6GPTRnR8H30hZj6xGm9Qo9jjYt6kQSx4aUNCyNm2L+/M4nxuX7aBX57Zl/unFCacNxocay0fvNrv4mu1vsTr3lLF/Bc3cHLvLFbvqKG3O4U//fAkpj+xmiKPC0UBi5q4AFvbcy0u3c79UwrjrgMiAfu0ot5cu2RtwhgryqqZWZTPEx/s4AeFPVAUWPj2Fs4a0I0uaXZunzyYeS9sSPhFwIILBgHgC2r4NR3DAJtZJajpFOZFKr7rfSH8IY13vqhkZlFvfn9eP5oDGul2C2m2SFuH7BQr3qDG2QO68dnXdfzgwQ9i1bxFHhfXjC2gW5o9bs4ZTiv3XDyU2c993mH4PbrAjTvVGnfcsRj8Hsu/VBNCCCGEEJ1DguAW48ePZ/z48Z09DSGEOG59F1WwR8rhnvv+Fjdr3M/2/YXS3yZobjt22zYDsK/iNNqftm0IWlLgZtqo3nTPsMUd9/PRfXi8dHtCZezysmpQFG4+f0CHPXFnFuUz/8UNDGupgp011sPDy2uZWZTPwNyMhCreA6HpRizcLS2rprIxEDeHtkF3Xku7gBEtc7jtgsHMfXF9u8HxrRMHAmAzmw5qXlHLy6q4blxBrP/vbRcMivW7NXQDd6ot4Zi25/IGNa5dspaZxfnMLMon1WamKRAmO8XK1L+vbLfFA8CMot5MXFjKyXlZ3DppIBt31dM9005Nc5D5FwwipOnU+0L4Qhoff1XLhIWlsZ68E4fkYEAs9I/+IuDx0h1xAXKRx8WsMQXsafCjZtnp1y0diHzfzXp6bdy+ELm3JkVhUUu43Vq0wre6OchFhT2Y/+KGhO+Tey8eetT+rDlQx/Iv1YQQQgghROeRIPgQBQIBAoH41a3NZjM2W+JfyIQQQkBlg58PyvaSpICRFWV7qWzwk2prf9GvznS4555qVVGV9lv0p1hVNC15ONfgCzLnuc/4oKwqbj4ryvZy03Of8X8/Pol6b6DD8Ru8ATQtMSxKNvawHuk8uWIb14zpw0knZBI2DHpm2fn3z0fiC2mYTSZmnN6LK0f1xhvWsJtVPt1ZyzMrd/Drcf1Is5mYPqo3w3tmcUK2k8E5aVx6as/Yfk98sANvUOODsr00ePt2OG+H2cT1ZxWQ6bQwslcmmU4rD72zhctO7cmwHuk89M6WhPfo0/IaSjzZfLA1MSAe1dfFR1v3cs6AbpzTvyuBsEZYM3js8pP5dGct//p4J3ddNIQnP9jBQ+9siR1X3NfFxCHdSbOZ8IfCfLS1Kumz8dHWKkJhHVUxOpxHscfNp+U17V57KKyhKgYfba3CHwgzvGcGz6zcwVVnelBNSsK4yc4VCIV56J0tFPd1M7RnBg++u5WHf3IygVA46dwBcjJsNPlCPPOzU/lidyMmDHIzbBi6jmIY7KprJjfDwYNvf0np1taVxi4uP70XN/zrU5ZceVpsLoFQmOuWrOHWCQO58bx+NPpDOFsW+nv3y0r+vnw7f7/8FDR35NmvbPDzwdbk33cfdPB9l2pTSbVFnu/7fzyUqqYQTf4QqXYL7lQL6Q5ru99fx4ID+RmQ7ji2g24hhBBCCHHwVHX/fyeVxeKSUBRlvz2C58+fz2233Rb32tVXX82sWbOO8OyEEOLYVFHv49nVO9vdfukpPemecXRWsh3uuftDGq+ur+Cram/Ctl4uJ+MH52C3JP+PeE1zkH98uKPdsS8/vTfAfvfJTkkMipKNPXFoLiYFPt1ZR0W9n/GDu/PpzjrKa/bNPS/bybCemby6fjchTY99ne6w0OALse6beob0yOCznXV81cFxl52ax9Orytud9wUn5fLiZ7tix+kGLPt8FxeclIumG7y8riLhGItqYvzg7h2ee/KwXFZtr0m4piKPm5XbqnGn2eiebkfTDcyqicoGP2l2M5lOK4Zh8O9Pvm53zj8cfgL/WfM1TqvKD4afwPtf7k04z5j+XXl6ZTkhLXn7iCmn5rGk5b5ccnJPVm6vZljPTExKJAXUDSPuPbGoJiaflMvqr2rinrG8bCejT+zCs6t3EtJ0Ts3PZne9P24+Ub1cToo9bhr9YdbvqqfY04VGX4jGQJhMp4UXPt1FSNOZODSXykZ/7P6oJoXdDX7WltcR0nQuKuyB3aKiAEFNx25WKdvbxCdf1Sa93p+M7IU7LfJL9WP5Z8aRdCA/A5J9fwshhBBCiONb//7997uPVAQfojlz5nDDDTfEvSYVwUII0T51bzNvPP9Nu9t/88O+9OmS8h3O6MAdibm7e/TmlqVtFlvzuLn83CF0z7C3e9xnO+t445v2w9JfuHrQ2+3E/6k34SP10XMM6FeQtGIw2di/uqAPf/rfF3yw1c9VZ/ZlyRd1fLDVD7RqP/CNn1HeEMP69OXBd7fGvp436UQefmkDw3rmHtBxN+Tl4/vcT+nWxHmP6utikzeFN74x4a7XOWtkL9LsFmb06I0rxcqeBj9vvLYn6T15d/de/t8VI9nbGCCg6dhUE599XceNb+7AG4RfTOrDsNRujDKbCes6iqLgD2u4sp2c2z2PhW9v4Z3S3UCkvcHDPzmZh9/bSunWb1h61SjeeHFXu+/HVZN788ZLu7jqzD48sb6BATk9+OFJmXHz+Fpz0mBxUVqevGo5s3seb3wTCZuv/UE+tgY7/93awICcSAuFLyoa6ddq3BMyHbz7ZSUOt5MfDs0g0BLAulOtNAfCvFK+EzCxYm8jf/nRMDZ9uCOuenhUXxcXj4m0tHD6QvToZaKmKUhOVyu2piBd0m38/IR8mgJh0uxmrntgRTtXb+KHY3JZ/NFXDD1hXxXy27u8rCgn/lkAivq66FtQQNeWIPhY/plxJB3Iz4CCnpnf3YSEEEIIIcQxQ4LgQ2Sz2ST0FUKIg9A13U6RpwvvJ+ldO7rATdd0+wF9lKUzHIm5n5Cdwl+nDKeqKUijP0Sa3YI7df+LPWU4bWhGO5/lB9KdNrJSHdx18UnMfu7zuDmPLnBz98VDyUqNr6KMLjqlofDotFP5/Os6FAUG52ZgMassL6vBaTVz9qAchuVlM2Vkb+wWlTXltSwu3Y43qLG8rIbrxvXjsRVf4Q1qfFJej8lkYnpRH1KsZob3cjG9qA+qouANaXHHTy/qw2l96wmEdeZfOJi5z6+P6yNc7HExd9IgLnv0I7JSbPzzytP4w6ub6J+bQWHPTOr8Xvp1S+X0vu6E/sMAw3pmsbGikTmtFqjbN7ab1zbuiS2o9viHX8X1+y32uPjtuf35yWn5eEMa3dLtfLG7gdXl9WiGwt6mULvnLfa42NsUQjMUhuVls/Cdbby5OfEZclpVXry6iHltFqkr8ri4akwB726pQjMUSgrcLN9SzZqd9cwoyo8t8vbSrGLmv7iehe9sAyIL5P3fm1uTnmfhlEJGebqwfEsVjQGd6579jJnF+Uwv6gNAhsPClj2NOC1mmsMadX4N0Fj7dT2LS7dzcl4mCyYP5s5XNvHmpkpmjfVwWl930t7MRR4Xe5tD3DZ5COffvxzNUJi9dD1PXXkaty/bkPAe33HREHIynbHXjuWfGUfSgfwM+D7eFyGEEEIIsX/SGiKJA2kNIYQQ4uDtqvMlDSfvvXgoOUf5AkdHeu7RMLbBHyLdYcGdkjwUrvcGuWbJWt7fUhVbyGxEXhYZTgtW1YQ/rJHptOJu+Wh426DZH9apbQ7S4A+T4TDjtJr5aGsV2ak2AmEdu0VlT4Ofvm4ntzy/gYd+cjL+cBib2cxtL66PLaTmtKrcMmEAQ07I4OtaH7aWitPqpiC/+89n/OGHQ3m8dHvc/nMnDGDwCRnsqvPTI9OBw6JS0xwg1W7BYTZhKNDoC+MP66TZzSiAYgKTolDdFETTdU7IdFJR7yMrxcodyzbGxu+Z5eDxGadw20sb4xbQKvK4uKI4HwWFx0q3JYSP04vymf3c59x78VCeWLE96WJ1xR5XbIG66JjRINZpVdsNNhdMHsw3NT4ag2GynVYuffSjdt//f//iNMoqm+maHnkfbGYTexr85GQ4uPrpNZzcK4u5Eweyq9bHx60C+JICN7dMHIDFZGJ7VTOBsE7PLCd/eH1z0gUDx/Xvyg3nnMjdr25OuE8zivJ5ZlV5y3m8fF3n55TeWfhCOs2BMM3BMKt31PLMqnL+dMlJPLZ8O5+U18YWDGwdBpcUuLl98mCynBaA2DML4E61cu/FQ+mabqM5oJHpsJCVYqVbemIl/LH8M+NIaf0zoK3RBe6jeuFNIYQQQgjRuSQIbtHU1ERZWeQveIWFhfzlL39hzJgxZGdnk5eX18mzE0KI40c08DyYKtjOEp1rvS9Iis2M1WwiqOk0+zUyHIdv7rvqfNz43OdxwdzoAjf3XDyU3CRh1646H/NeWM+PT83j6ZVfcdnIXglBXLLjy6ubmbN0XXxg53Fz1Zi+XPHkx3iDkQW0ijwuZo3xcEKmg9lL13FK72w+2VETF+omDf9axgqFdR5dvm2/+0fDx9nPfc7CKYU8+E5ZXBBb5HFx68RB3PvaJj7aVsP9Uwp5csV2TsrLYm15bWys6PhPr/yKgS1VwoGwTobDQm6GncsXr6K6OcjM4nzOHdSNnTU+emY7eH3DHp5ZVc49Fw/FYVGZ+veV7b5Hj00bwRVPfhw3t8KWcLh1sOkNaDhtKpUNAW587nOqmoIAPHXlyA7Hf2LGKWi6EQlH/RrpDgsOi4labxCn1YzTqrJg2Ube3FS5734XuFkweRCKAYYCt76wgeUtvyBYdFlhXBDfen8ToBvgD+s0BcKk2iKhOwrYzSa2V3nRDYPKxgCj+riwqArlNV4ufXTf/KO/hCjsmUlYNzixayph3aA5EE76ff1tAt1j6WfGd0UCciGEEEIIcSgkCG7x7rvvMmbMmITXp02bxhNPPPHdT0gIIUSnShbORoPLZ1eVc9vkwUlD2oNV7w0ya8napNWbHVX37Wnw89t/fZoQirZ3/J4GPzf869N2P8Jf2KriNfrazecP4Pz7S/nPL0/nh3/7MLZt1lhPu+cs8ri4/YLBjP3Lewe8/8yifBa3CYmjzurfhctG9iLDYaHeF0JRFNypVi595KNYcN3R+MUt71k0xH1w6nCuempN7M/osVNH9uKqp9YkHB8V3b+1tuEwwEvXFHHPq5sTAu8bz+vPva9tbvceJNte0tIuYXe9jzpfmJwMO8GwToM/RG6mA4tJ4cePfERVUxB3qjWuMjka1J7ex4VqUvAGNdaU17JxVz0DczP4tLyWP/9oWFwVbkeB654GP7/992cH/Zy2JoHu4SX3UwghhBBCHCzpEdzizDPPRDJxIYQQEAlY2obAQCykK8zLilWxftvgpaopmDRcA3h/SxWVjYGkLSOa/GGWl1UzvSg/LsBte3xFvZ8d1c3YLGrSEDJ6XTOL8oH4Ss+mgMbi6aeQ0lKRGg1eC3tmtnvOFWXV+MJa3Gv723/2+P5J5+a0qkwZ2SuhZUOJx8X9Uwq5dslavEGtw/FLy6q5cfy+1XNtZlPcn9Fjo9ffnuj+rQXCetzXJR4XiqHw23P6MXeiCgYYQKM/jElRuGPyYO58eSNvbt6775gCN3PG9+dP//si4R4sL6vm5qXrmHfBIJqDeksLDhNrd9bRI8sRC4Eh8hxN/ftHLLqskJvOH0BzUCMU1vlgW3WsjUT0FxlLVn7FXRcNSWjFkOFsP0jslm7n3ouHtluFeiDfBx2NLw6e3E8hhBBCCHGwJAgWQggh2ugonI0GlwNz0qlo8AMcVBjTthdwvS/Y4f7lNd64qtPRBW7uumgINd7IcW3DyLb2NgUIaTqtf9fZ9mP9uRkOVBM8cvnJ9HalsOClDXHBakmBOy54bX3O1mNFewyrisILV4+izhvm069rcaVaeWzaiNj21ovMATT544PjqJnF+QntJCASkOot2xe9XbbfexAdv8jjYu3OOgDW7qyjyOOKHRv9ur2K3ehxrbUOh4s8LqYV5fOjRyKV0y/OKo7rqQwtC6JdOIQbzglT5w2RnWLFajYR0nXebhUOt1ZaVs3OGh8zn1gde63E42bS0BwG5qTHhbL9uqfRFNCY+UTkeZlZnM/EITmM6dcFp7Wl57ICd/1gaNJ+vPuTm+lg4ZRCqUIVQgghhBDiGCVBsBBCiG/lQBc5O5Y0+EMdbt9Z44u1Ceiol29bydpNPH3lyA6P6ZJm47lfjcJmVtB0UE0KFfV+Uu1mll41CouaWKkK+wJad6qNxpb35u0bRqMoCgFNj5SqKqAqYDaZ8IY08rKc3P5S/KJnQGy+y64pZm9jIPI+p1r54w+HkpPh4Js6H4qisLGigcWl2zk5L4urxvRFAU7v4+LPr3+RUNG76LJCZj0dCZZT7WrSa9hfJXG0ijdZtW5rqXaVkpag9tolawFYXLqd+6cU4rCocV9Hx46KLigXPa71NXRJs/HYtBFkOCy8++XeWFA+a6wnIQSGSKg79/n1/O68frFK3cK8TK4ZU9Dh/P2hfUF5kcfF1WM9ZNotLJxSSGVjgPIaLxAJs6NzAPh8Zx0/K84/rN+PUoUqhBBCCCHEsUuCYCGEEIfsYBc5O1ak2y0dbm8dPL6/peqA2kS0127ig23VFHtcCeErRCo/ATIdFoKaTpM/RKrdTIM/xK+e+oR+3dO48bz+seOdVpWfj+5DSYEbTY+EwWHNYPWOGsK6wSm9srGYTaTZzTQGQjgtZuoDYTTD4IOt1QzPy0oIL6OWb6liR7WXmU+s5vfnncgzPz+N217ckLC4W7RyeNE7ZVx3VgEL39qSMGbka4Wfj+7D6h01VDYEklbj7q/SN6qjat5ijwu7RWXO+QP44d8+jIWk3qDGtUvWsnj6CEoK3CzfUsW1S9YyszifmUX5BMI6mU4LXVJt3P3qpthx0eucVpTPX9/8kikje3H54lVx20/v42o3wF5eVsXvlX4MzEln4ZRC1u6sw6Dj1lR93Cn855en47SqpFjNZDotsWctw2klxWb+Vi0bhBBCCCGEEN8PEgQLIYQ4JO0FmwcajHam1lXMqTYzVtVEnS9Iqj1S0exOtTK6wB0XrEUlaxPw/pYqqpqCHV5vnTfEFUX53HD2iZhVE7XNQTTd4LOv67iiuA+KosTdyxKPm3mTBmJWFW5+fn1ClepTV57GlU+uZnNFA7ddMJi7X93EZSPzeLx0O/e9uSVuvteMKUBRDGa0tAy4f0phQsuFIo+L4r6R4DlZu4c15bWk2lScVpX+3dOZ9+KGhOB1bXkdE4b4+cfMU6lsDJBmt3By72xG5GczODcjoTXEb87px+AeGdzY8ryYUFhetu8eZDg6DuQzHBaevnIkVlXhB4U9mPdCYiuGWycN4qG3y7j+7BN59PIR1PtCsTls3FVPitXM3IkDuf2lSKgdDXBLPG7mThrIVzVerh93IteddSIhTSfFZo6tKXDLxIHcsWxjXAhc7HFh3U+FcuuK8pICN5OH5cbC6LZGF7jJybB3+GxJywYhhBBCCCHEgVAMWSFNCCHEIdha2cRZf3mv3e1v3XAGfbumfoczOjDJqpiji2hdu2QtI3plce/FQzEgocqy9X6twz+AF68eRS9XClVNQep9QZw2MyZFwWJSsKgm5r+4nqmn9aai3ke3dHssFN1d76NHpoMeWQ403eDrWh8A676pZ+JJOcx7ITFwBRjXvwu3TBzI3OfX80l5HQunFLJk5Vf0z81ICHA37qpn3IBu7KqP9DReW16bdMynrhzJz/7xcbtB8YLJgwmGNZr8Go2BcFyvX6dVTXpcicfNVWP6csWTH8fuWfQ+ZjksVDUHyc208/bmSgwDhvSIBMbRqusnVuyIC4dbjzv/gkG89PkuFAWGn5BFt0w7Yd2g0RfCaTNjM5t46J0tXDeuH7c8vy6u6rrE4+Y35/bjyidX4w1qccF3vjsFu9lEUNdp8IZx2lScFpWwrqMDZiXyi4M0hxm7qtIc1GIBrNOi0hwMc/79pe0+gy9dU8TOmn0Lv+3Y28Ts8QO4aem6pFW9Ocdwdb0QQgghhBDi6CFBsBBCiEOytryWix78oN3tz181imF5Wd/hjPav3htk1pK1SSsvizwuCvOyWPR2GaML3Cxs6RcbCXZDOKwqL6+riFvkrHUrBr2lFYPdotIUCNHgC2OzmEi3W/imzkf3dDsN/hCL3ilLCFivGVtA9zQbNd4gWU4rQV3HaGnjW+8LkeGwYFLAopoIhnXqfSFSbGZUBaqbg2SnWLG3BJCVDQEURYmFtIV5mcwoysdiMmEYBtmpVvY2BhKqcwEWTikkJ8PO3a9sStoiosTj4qSWexSdezQYn1mc327A3Pretn5twQWDOesv7/Hg1OGxCtnWnFaVpVeNYsGyjQn3bEZRPmZFYXqrRdTaevW6EpwWlZueX3fA8wJ45uenUVpWxeLS7fy/K0YyvFfkOd5V52u3BYPTqsYqcrOcVua+sD5pRXmxx8WwVudsHfZGK9WlqlcIIYQQQghxJEhrCCGEEIdkf3100/az/bvSug2Ew6pyUs9MPvmqNqGit/XiY9FWD327psaCuHpvkGKPm3MHdaPJr5HhMGNRTSx4aUNcK4ax/bvw+3P70SPLEWtVEA00F71TxtryOmaN9cRV7W7b24Q71Uqq3cKdL2/k0pG9Driy9sriPuxu8PN46fZ2+/XCdm6dOBCLakpon1DUsnCbgsLfS7cxsyi//T7BZdVMb7lH0XsGxKppD2Rht9avhbRID+D2FnvzBjUq6vwU5mUxsyifNLuFRn8otijazOJ8SjzupBXDxR4XTouKN6QlDYHbmxdAcyAcu5bW7Sn214KhdWh7z8VDk4bGd100hKCmM65/16THS/ArhBBCCCGEOFIkCBZCCHFIOuqjO7rAjTv10AOt1uFtuiPSt/dQArL22kBEA9K2YXBQ02MhbXVzgPBuHavZhG7omBWVB97et/DZrLEeNu6qZ0R+Nr87rz8K4AvppNnNqKrCXS9v5KS8LGYU9yHbqeKwqMwePwBvIEyq3czuej+3vrCeqqYgJR4Xo/q62dvoY875A9nT4GfqyF5cUdwnVrG7vKwKHYNfnNGHkGZQ2DOTsG7QK9vJvBfXJ4S3rUPaRW+XYTaZmPvC+oRQdEVZNSZg/JAcVpRVM3Vkrw7vadsF3FaUVXPjef0T7uX+jgNo8IcpKXBT2RBIekyRx8XH5bUseruMIo+LG8/rz48e/ji2fdOueu64aDA3L41v+1DscTH/gsG8tXk3Q3p0XJXedl6te0Ane44PNKyVvr1CCCGEEEKIo40EwUIIIQ5JhtPabtXjvRcPPeTAK1l4O7rAzT0XDyV3P71SWwfI2SlWblm6PlYt2noBNIj0w633hXCn2vAGNVJtkbYOfbukEG2aZFVNhHQdu6rS6A9z3bgTuW2ylaCmowAThuTQHAhjUU2YVQVfSMMb1Eixmpg2Kh+LWSHDYcFhMTNn6bqEBd/+/cvT+brGx5qdtaz5qpaTemYyv02oW+Jx8fzVRby5aTeGAWf178Y3dT5MikJOho3djf52K3hbV7z6OqiMbV3p2151blSy7V/X+g7puBSryoyi3igoFHlcSds/XLtkLUUeF7PGFPDOF5Vx26eM7EV5tZcZRfncOL4/zQGNDIeF5kAIswJn9uuGpnfcAav1vFqf89s+xyAVvkIIIYQQQoijiwTBQgjxPXC4Kmzb+jZVj8nmBMSFwK3D200VDTT6Q1jNkXCWyP9FKmxtFiyqQjAcWcwrrBt4gxon5WXySXktQGwhs8Wl2/n56D6cNaArmm5Q2RiIVd2O6uti/sSBhHQDb0ijwRckwxn5T6XJpGAAexoCpNhU7nvzSz7aVhMXLp+Q5SDFoqJh0DXdRnVTEJOi8MHWKtaW18Vdf2lZNXOfX8/8CwZzTqqV9d/Uc+uLiRW7y8uque2lDdxy/gDuemUTf3z9y9i24paAtCPRitemQPiA9lu7sy4hlI1qXS3bWnTRs4M5rtjjwmoxMevptUCkcvmm8wfgDWpYVBMmBSrq/SycUsieBj+pNpWTemTy4NThsfNdu2Qtf7rkpLj+wiUtAW70lwb13mC7leslBW76uFP4769GkWY3Y1VN1PuCvDSr+Liv3j1SPxOEEEIIIYQQRy8JgoUQ4jj3bSpsD8ShVD22N6ebJwyIC4Gj4W3r3rNn9e/C788bwIJlG2Kho9Oq8ti0ETz4TlnSPrkbdtXz+IrtrC2v4/4phTyxYntcX98ij4sHLhuO2aTwdZ2PhS0LurWeQ9tq3pnF+fz0tN78vXRbbH5Oq8riaSN4oJ15tG1HUVpWjS+kce+rm7hxfH9WPLcu6f1aUVZNjTeUUPlbWlbNr870dHivbWYTRR4XZpOy3/0AFpdu5/6WhfLaXvP0lmrZ1qIhb3vHRXobe7jiydVxx0wvymdXrT92Pxa9XcbYfl1p8oepqPfRLd2OphvkZtpZu7OOO17elLT9RNtK4+VbqthR1QxEflGxv8r1nEwH8V2CUzq8T8eDI/0zQQghhBBCCHF0kiBYCCGOY/XeYELgA5HF0GY/9zkLpxR+51WAHc1pWq0v9vXM4vyEABZgQG5GXAgc3XdRS3jbWvTrG8/rz/+9sYVZYz1Jx1xRVs2EITkowLJ1FXH9dZPtX1pWjcK+vrqt57Gwg3lE+/W25g2EKS2rZkY7fXKj6n2hpK9/uK263QXTijwuKhsDzCjKp7Ssqt2K3RKPiz0N/sh8glpsIbZoW4mcDAcKBn/83xdxYWzrVgqtj5vd0qbBaVV5e3Mlq3ZUs3BKIYGwnlDNu28Obt7fspdH3t/GzOJ8uqXbAXBazHy2sy5pCNxehXKdLxT3fEu/3n2Oxp8JQgghhBBCiO+GBMFCCHEcq2oKJgQ+Ue9vqaKqKfidhz4dzam1wp6ZCaFpe6+3ty/EV6e2t5/TqjK4RwaKAnOWrj+gcVv31T3Qecxssz9AmsOSdP+22uvBu7h0O0uvGsWCZRvjK3EL3MydOBAwuPfVzXy4rSZpxW6Rx8WM4vy4Pr3eoMait8soKXBz1ZkeLl+8kp+e3ovrx53Ir88+EX9Qp8EfigW60ZA2etyZJ3Zh5hOrWTilMK7yur1rKvG4mFHcm1lPr42NEfW/X5dwb5KK3tYhdLJx2z7f0q834mj8mSCEEEIIIYT4bkgQLIQQx7EGf/Iq0qjG/Ww/Eup9wYTXor2Au6TZYtWt0Z61bSV7vb19o6JBZbL9ou0f/vjaZqaM7HVQ47bdfrD7F7dq2bB2Zx0lHlfShd9KPO6kla8QubaKOj+FeVnMLMonENbJcFjwhzQufGAFj08/hWvOOpFAeHNcpa+iRCp9Py2vi+vTe/WZHsyqCV038IXCrNpRzb0XDyUQ1tnbGGDtzjrMJoVPdtS2W4X87pd78Qa1DvsGl3jcZKdY+c8vT+fLPY2xELi10QVuuqXZyXBaYxW99b4QJpPCxl31Ca02IuPuqxLujOf7aHc0/kwQQgghhBBCfDckCBZCiONYur3jatO0/Ww/3CrqfKim+MpWp1XlgcuGU1Hvo6Y5yLVnFfCrMX1JtZlxWtWEoC9ZZazdonZ43kynhXH9u9Azy8kT008hw2nBrJqobQ6S5bRy72ubKE1S4dteFW572w9m/2KPi1snDWJPXaQlw+LS7Tx/VRG3tWl7UeJx8dtz+/HXt75MGC86zsfltbEq2rbtGpoCYR5+fyu/P68/VU1B/CGNruk2Xt+wh+17v+a35/Tj0ctHUO8LYTOb+GBbNRt31XPdWSfy6PKtvLV5b8I5x/bvwpzz+8Orm+OqS0s8bq4e42FmSz/gxaXbWTxtBCaUuNC4xONiWlFvpv59JRBZyG94Xialra472sM3WUVvRZ0Pf5dUCvMyE/oRRyuL4bt/vo8FR9vPBCGEEEIIIcR3R4JgIYQ4jrlTrYwucMd9pD5qdIEbd+r+PwJe7w1S1RSkwR8i3WHBnRI5pu1r/rBOrTdIoz9Mut2MVTURCOt4g2GynFYCmh7b9s5vz0AxIKDr2EwmDAUWl26Lq4YtKXDzn1+ezuWLV1HVFIxdT5c0Gy9fU4w/rJHltBLUIlW2r1xbQnVzgLBm8El5LYtLt+MNahR7XFhVE7dMHMgdyzZy6che/Ol/X8QCxMemjYgFkG0rWDuuaN3XVzdqfxWwvVxOlvzsNFLtKpUNAf7vjS/o2zUNgOF5mby6oSJW2QvQNd3GW5squeLJ1SyaUkhIMxKC19svHEyDL8Sg3HSsqimuXUOJx0WXNBsDczO49JGP8AY1ijwuCvOy+GxnHQsmD6K6yU+63UK63YwvpHP+4BwmDs3BMAxunjCQoLahzTldzB4/AJtJ4aLCXH5/Xj8qW/obr/umnpU7qnn08hFYzSZCms7KHTWc3DuL6UW9AeiR5WDd1/HVvM+uKufei4fiD+kH1MM3J9OB06py54WDaQyEaQ5omE0KpWVVscriA32+v28Ox88EIYQQQgghxLFJMQzD6OxJCCGEOHJ21fkS+qtGqy1zMh3tHlfvDbK7wc/XtT4URWFNeS3PrCpn0WXDeeDtsliFp9Oqsnj6KTzw9hZ2VHt5aOrJmM0Ku2p9ZKVYyXRY+GhbNV3T7QTCOnaLSp03yKm9smgMaijAn17fTP/cDAp7Zsb2WVNey6Zd9dw6aRCN/hB7G4P0djuZ+/x61pTXcf+UQp5e+RWXjeyVsKBbtCo2ur1vlxTmPr+eYXlZrC2vjdv3wanDueqpNbFruX9KYWy86NdPrNgeV61a4nFz2+RBmIC5L2yIuxePTRvBg+9uTQhsrxrj4YonV8fCz9aVuyf3ymLO+P5UNgTwhjTsFhWn1USa3cyehgC5GQ4qG/ys21VP/+7pAORmOsAw8Ic1Mh1Wbn2xbWDr5uqxHmY+se+cJQVu5k8ahD8cZnNFI11S7exu8DEgN529jQFyMx3YVBN7Gvx4QzrrvqnDMOCU3tmoJgVvUGNNS8i+6LLh9HY5I0G8AQbgDYZJs1kwqwo1zQEynVZ8IY1vav2k2830cjnpkeWM/XLhcCzcdqjP9/eZ3DMhhBBCCCG+nyQIFkKIY1yyit22odqBBm/13iB1vlBLeOfDbDIR1nUURUEBcjPtWFQTNU0BUu0WUq0qOqDpGhaTSlNIo94bmYfdbCKo6TQFwmS3VAQ3+8Nkt1QPN/nDpNrNOCwmfCENwwBFUWj0h0mxqjQGQqTazKiKQo03hDvVyidf1XLHy5v4xRl96JJq48RuadT7QrGgOloFDJEgdHpRb65ZspZ//+J0Jiws5bFpI7jiyY/jrrnta9F+xdFQuk+XFOxmE76WatV0hwWraqLOG8QwdNypDrwhLXZv06wqIcMgENapaQqS5jCj66CawB/SqWoK0j3DTrrdTG1zkBS7mZSW1hZNQS12X0xKJFxVAKtqityzQKSi2qSAZhDbIcWiYgIagvHzAGhs9ZrTqlLTFMBujR8fJXKOaHW11RQ53/aqZmzmSJVx63sL8Nr1JeSk29sNcA9n2Ls/3+W5jhdyz4QQQgghhPj+kdYQQghxDNtV5+PG5z6PqwQ9e0BX5l8wCH9Ip94XxGkzo5oUrKqJFJs5sliUAv6wTiCo0RQM0xzUyHRYMCkK819cz/KWati//eRknlixPaFlw+2TBxPQNOp8ATIdNjRMzFm6jk/K62IhqkLkI/yZDitVLcGxK9XGHcs28GarvrNn9e/C788bwIKX43vjFntczL9gMBW1PoK6zta9zfR2p/CvX5yGzawy/6UN3LR0fWz/Io+L+6cUxloOLC+rYnpRb7xBjUZ/GEi+mFvbdg7eoBbXb7cwLyv29WPTRvCjhz8CIoHx81cVcdPz65JWI5sUhZlPrG73vXv5mmLMauR9uWnp+oQeuleU9KFntoN5L2yIq0Yu9ri4ffJgDEOnrilEqsNCrS/E4tJt/OpMD9MfX53QVznqP788nRG9s9udU2v13iB3v7Kp3RYCHYXAEN/T90j7Ls91vJB7JoQQQgghxPePBMFCCHEUOJCq3mTHtA2BnVaVy0b24r0v99I9w4HZpGA1q2CANxwmqOlYWhZJ+7rWR/d0Gw6LimpSCOsGvmCIBZMHE2j5uP+dL2+MC4EBlm+pYu4L67ntgkE0hqHaG2LDrno27W6MtVWIBqewLxid9vhqhudlMr0onw+21cTCygG5GSxos0AaQGlZNfNfXM+ssR5++si+it27LxrMK+sqEvaPfj2zOD92/kBYp8jjwqwqQPLF3BaXbuf+KYVxY7Se97VL1ia9/96gxqsbKpgwJIeZRfkEwnqsevbaJWtZ2DJmexoDYRa+vYW1LeF5tIdutC/w//voK+ac3595kwYR1o1Y5abdbOLzb+o5uWcmYbuBNxAm1Wbm6jEF6IbRbggMkOE48IXAMpxW7rl4aLstBCREFEIIIYQQQohjiwTBQgjRyZJV9Y4ucHPXRUMIajr1vuThcFVTMCEEfvCy4dgtJl5eV8EXuxu59+KhmJSWHRSFkGbgDYZYsbWaZ1aVc+mpeYzq40I1KQTCOjkZdu58eSMfbKvhmZ+fxvSifKaM7BXr2RttD7B8SxXbq5pjLRWKPC4WTz+Fe1/bvN+A1iA+rC3smRkXHLdWWlbNjeP7x73WNd2eEE63Pld0oTWIBJ8zivIpLauiyONKupibN6hx7ZK1zJ0wkFsmDIxrh9B6QTOA7ul2SjzuWPXuw+9ti/RHfqcsYUG1rum2pHNsfd7CvCyuPtODWVVQTQoW1URFvZ+zB3SjW5qdSQtXJPQUfnZVOQsmD07ay7XeG6SkwB03l9icCtx0Tet4Tm3lZjpYOKVQWggIIYQQQgghxHFAgmAhhDhIyap3gQN6zR/WW3rLRvqzNgfC6IbBjef15+bzI/1x0+xmrGYTtc1+Mp027BaV6sYAoZZQ2BfSUE1gVVVeu74k1uhVAXQDmgJh5k0aiE1VWbW9mp5ZTv7w2qa4xdhKPG5+fPIJ1HhD+EMaGc5I39vqpgC/Pa8/DovK7S/Ft3Bo23qhdZuFFWXVNPrDCSFw6+3RgLZtWJusXUNrTf74Ctf97R/dXuJx4w9psYre6OJyM1rNI+rkXlmc1jcbE/D0yq/iWjFElRS4cVpVFlw4CG9QwxvQsFtNfLi1itP6ZDP7vP7sbvCjKAqGYaAYSlxoHDeWx4071cq5g7rx5e5G+nVPo7IxiNOqoioKb27eg2HA3y8fgc0SaemhKpGw+E+XnNRuEJvhtHLvYa7ilRYCQgghhBBCCHF8kCBYCCHaaK9NQ0WdD39I49YX1scqUp1WlbkTBzK0RwbltV5sZpX3vtxLscfFlj1NdE23EwjrNPrDWFvaLxhAdXOQLGekutIf0mloCYBTbSqabuANhrFazJHFwwJh0h0WUiwqq3fUMCAnHVBoDoexWkxUNwVJtVto8IXIcFhIt5tp8IXITjER1g3ueW0Tl43sFWvZ4LSqLLqskJuWrourrN1fC4e2lb1t2yzU+0Id3tfWAW7rf0/WrqG1VLsa9/X+9reZTRR5XExrWSguOv9rl6xlZnE+PbIc3DJhIAANLcH6x1/VMuH+Uk7rk83ciYMSWlWUeNwsmDyI6qYAmSlWdF1nxdYqhp6QydATstB0gzc378FsUjjjxK40+EIoJoP5kwcx/4UNCf1/504aiGqCndU+tld7mfvCBrxBjQenDueqp9YAkfD2xyN6Jq387cjRUsV7KO1OhBBCCCGEEEIcORIECyG+91oHVilWM5+U13L7so2xAPEHhblcN+5EVpRV8XKr3rROqxrriTvnv+ti45V4XEw+KZeQ26DWG8JuUVm7sxab2cSit7fEFmKLHtt6vCdnnMKOqmZO6pnF7cs2xAXOj00bwSvrKkh3Wnl8xXaKPC7OGdidv761pU1o6WLBhYOZ+/x6ZhTlMzA3I+48M4vzWVy6PaHqdX8tHKL7zCzKj7VZaO1AAtpk/752Zx3FHlfSKtxij4vKhkDca8naO+y7djf57hQmDMlJaOvgDWqsLa8lN8NO13Q7NtVEXrYTb0hjdIGbiUNzsKkm6nzByGJ4YZ0mf5g0hxmbamJXrY8Pt9ewuHQ7C6cUct+bW5g11sPa8tq4uTzwzlZmFuczqo+LRiXM787rx3XhAvY2BbCqkZYT97y6iYG5GQktMfq4U3j+qlHfOrzt7Cre9tqd3HPxUHIPMtgWQgghhBBCCHF4SBAshPheSxZYlXhcPH9VEdurm7GoJvKyHdy8dB0zivJZW17HrLEeCntmkp1i5S//+yIhkFxeVs3cF9YzLC8rFvTdddHgWAgMkYD16ZVfUZiXxS9L+tI9y46qKPiCGr3dqYR0ndP6uvikvA5vUIsEsu+UUZiXFQt1518wiHkvJi6ytrysml11fkrLqrlsZK+EHrwd9eTtqIVDa8kWUVu7s67dVgitg+PiNiHypl31Satwiz0u5l8wmEsf+TBurMWl21k87RRMLdcaVeJxs+DCQYR0nVPzXZzcKyvhfZ07aRCvrq/gzU17GDegGyt31LDo7TJKCtzMnzQIbyjMB1urOXtgN+5+ZVNce4XW4+Rk2HnuV6eTYjUn3EtvUGPR22UseruM168v4c6X48cp9riYnuT+jS5wk5NhP+arZpMtYgjw/pYqZj/3OQunFB7z1yiEEEIIIYQQxyIJgoUQx62OPpq+p8FPnTfIN7U+rh93Ir87tx8V9X7SrCo9shxoBpyQ6cAb1AhpBmvK6/jlGaZYFe+it8t4bNqIdhctiy5ydu6g7nhbWjvsqvfHgt0ReVkM65nJc5/s5IKTcqlqDLDonbL4yt4Cd6xVQDS8nVm0r0I3FDba7ckbbdNgM5sSeuoeaI/d9vZ1pdi47O8fxVXbAmzeVc9tkwcxr00rhGjLiWuXrKXI4+J35/bHGwxT3NLDV9MNGnwBbp04MNLj2B8m1W4mxaqiAANy0uNCxZN7ZdE93cac8wcwG2gOaDgsJgzg4+01DMhN55s6Lzee25854xUq6n1AJKi+8IEVFOZlcs3YAlypVrbtbeaxaSPY0+CnvMbL1U+vwRvUGD84h3uS9NotKXBz++TBZDktZDitrC2v7fBe+oJaQpsGu8XE/Bc3xN2/b9PD92jTdhHD1t7fUkVVU/C4uE4hhBBCCCGEONZIECyEOKZFA93o4mveYJhMpxW72cS8Fzfw5qbK2L5nD+jKggsGEdQMbnk+sT/u7PMGYLUo7G4IoBkGH2ytZnHpdh69/GTun1JIdoqVO1/ZFAtf24akTqvKzOJ8hudlYTYpmE0m/CENf0hneVkFWysbeebnp1HTHCTFZsZpUfn9ef35cGt1XMuJqOVbqsCIVA9Hz9X6nI3+9nvyRlsvrN1Zx+l9XEm37e/YZPsWe1yYTFCYl5kQWl9Z0pcfPfwhPzmtFzeO748/pGE2mTCrCt5gmOd+NQpFgbrmICta7q03qFFSEOm/u7PaR0jXWbuzjsWl2xmel8mdFw7htgsG4QtqeIORxdk+KKtmZ62PR5ZvS6j4nXfBYO55dVPsfXdaVeZPGsjgHpmk2syMH9wdh0Xl1fUVPPDO1rgwtsjjYmZxPp/vrMPV8kuD/fXaTbdbOryXaXZL0jYNf7rkpE7v4XukNHTwXELHz60QQgghhBBCiCNHgmAhxLdypBaE2t+4exv8NAc1FizbwIxR+Xxd66Vrup2gpgMKTouJ353Xj9+c0w9fMEyW00rI0AnpBt6QxqyxBdw8YSCpVhUdaA5qNPhCWM0WembY0YCJQ3OYNDQH3QBvIIzDElkYrsEXWdhNaTXf1j1/W7cKiFbDbtxVz43nDeAPr23irc17Y9tfvqaYbun2dit7l5dVMb2od+zr1sFsqr39H+HRNg2LS7dzzsBucT14I9tcSauZO2rhEK3m9QfDzJ04EE03qPeGyE61ogBW1cT/u3IkDb4QZlWhq82KBvhCOoYBeuT/kWa3cM7AbpR43GQ4I4vgVTZ4OSHbQSCsk2ozc+6g7lQ3Bdjb5CfFZsEXCuNKtRHSdIb3yiLNbmbB5EGRhfh8YZw2FadFpd4X4Pfn9uP6cSfiDWqk2FRCmk5lg5+Py2vZvKuB/rnpSVtjrCir5uozPUw9NS/2rO2v16471croAnfSFhKjC9y4U5Mf29k9fI+kAwnHhRBCCCGEEEJ89yQIFkIcsqT9dQvc3H3REE7IdgKJgW6qzUxzIEyjP0Sm00owrNPU0jrBndLStqHRjz+kY1IUQmEdDKho8LO7wY9uQHMgEsRazSZunTiQgKZHAjdFoSkQxmExYbeqmBWFpqBGWDcIajp2s8qKsiq6ZTiwqgoG0BTUMDBwmlVSM+w0BzV2NQYI6zp2i5k/vr6ZteV13D+lkL+8+WVcYHv3RYNjPXFnFufHLcgWFf26MC+y+NuwvKy4ILjBHz6gVg0bKxpiIW10obQ9Df52F1nbuKue35zbjz++vpmZT6zm79NOQeELlpdVsbh0O4suKwSUdls4FHtcLJg8mKrGAGec2IVUm5mQplPTFOTj8tpYxe7tkwdjYBAI6/zp9S+47uwT2VrZRNd0O4GwjtOi0jXdxqJ3yuKek2KPi3mTBlFR5+eR5VspbVlAL7rIWiCkke6wENZ0TCbQ9Mh9qKj3Me+FDdx+4WAeK90eN+a4/l347bn9MQCLqrDwrS0J13frxIFc9OAH7d5ru0Ul5yAWM8twWpO2kDieWj0crEMNx4UQQgghhBBCHFmKYRhGZ09CiKPZkap4Pdoku06gwx67v/3XpwlVpU6rytwJAxjeK4tGf5iQprNqRw2GAUN6ZKAo0CPTgVU1sbvBT5rdgsNqwmIy0RzUYv1hTQooCjhUE4qiENINbn1hPZ+U1/GLM/owpl9XFAWCIT3SsuHljfTPzaCwZyaBsE6W00JOhp1AWCPVYkYDvCGNb2p9KIrCmpYw8+ReWcybNAhN16n1Bpn19FqqmoLMGuthbXktK8qq4/697bU+Nm0ED75TxvSifK548uN27+9j00ZwxZMfx/6MeumaIiobAvs99pola1k8/RT+vnwbl56ax+MrtvPF7kae/tlp3P7ShoQ2FzOK8pn93Of85uwTOalnFnsb/ZyQ5aTeHyIU1slwWnBaVLwhjUZ/S7CumqhpDpBis2A3mwhoGk6Lmdte2sBnX9dz78VD6ZpuozmgkeGwkGJVCWoaYR0wwGo2ETZ0LIoJf1iPtT1Is6pUe4OYTKZYv2SHxUStN4jTZsZpVmlqqchOc1hwWkzsbQzgtJpJt5vRdIOsVs9jY8vzmGIz0+ALUe8L4bSqpFjNZDotbKtqZurfVzKzOD/2PNjMJtburGNEXhbTn1jd7r1+64Yz6Ns1td3t7Yl+/xyPrR4Oxa46X7vh+MEE7UIIIYQQQgghDh8JgoXoQLKK19EFbu65eCi5x1GY0fY6nVaVxdNP4YG3t/BJeV0sUAPomeXEbjGxq87HpY+ujBundXuEaGjaOixd3qrq8/Q+LiyqiRSrimpSqPcFWV4W6RsLMHfiQArzMvEHw2Q5bXhDGs2BSEhsU03c+fJG3ty8l1ljPWzcVc9lI3slVOQWe1zcceEQFEjaEzha/VqYl0lhXhafltcyd+Igpv79I+69eGgsnG0b3ra95md+fhregMalj37U7j2OLvoW/TPqsWkjqGzwsyxJj2CIVFj/7tx+WM0m7ObIgmhBTUfTDFAU/MEw7lRbLOQGYj12T+6VxYLJgwhqOg6ziq4bNIc0vAGNtJbF2JqDYYKagTeoYTYpbK9qZmR+Nr6whqGDYgKrKT7YdVpVqpv8OG0WUi0tIW6r0HfD7gbMJhNh3SAnw44JsJhNcQvBpdvN9Mhyxl3r4QpTt1Y2cdZf3ku6bdZYD5/trEu6mNnoAjcLpxR+rwPcw0nCcSGEEEIIIYQ4ukgQLEQ76r1BZi1Ze0wFRvXeIHXeEM3BMM1BjUyHha5pNoCE9gzeQJiwYWBTTdy8ND4kjVbARlsitA1Yz+rfhVsnDcIbDGM3q/jDOs2BEK4UG0FNj1WYWlQTobDOHS9vZHlZNe5UK4unn0KjP0y9L4TdorLumzpy0x0M6ZlBgy9MusNMqkUlqBkENJ3mlt68QU2nwRdm7c5aemTY6Z+bzte1PnpmOdnT4GdxkrYMEAlSxw/uzk1L1ydsK/K4KMzLYtHbZbGwt7glIA6E9Vhg2za8bevBqcOxmU2HVBHsTrXy9M9Oo7opwKJ3yhIWYLt14kA+La8lv0sqqXaVtV/VMeSEDNZ9XR9rv2Azm/hiTwMlni40tNzbaAXs5ooGrijuwzVL1nDpqXmxCtmuaTa+rvXi6ZKGSVVobKnGDWs6T6zYzi/P6ItFNRHQ9Eilrt1CqlXFr2k0+iIVwe0Fe9EAMFqpq5oUVJMSW4DtSKv3BrlmydqkrQnOHtCVeZMGcdPSdVKtKoQQQgghhBDie0V6BAvRjqqmYNIQGOD9LVVUNQWPqiC4os7HVzVeFr69JSFMnDXGw4wnVuMNakCkUvbWSYOo9wawqGY+Ka9j1lhPLCTMy3bisJiYM74/zYEwN50/AJOi4A2EyU6xEtB09jT4yXBY2NsUwKIqgIIeWQuMVJsZ3YDq5iApVpXbWvrIhjSNNV/V0y3dDoACnDOgG3/+3xf87rnPgZZq5Gmn8MA7W5JW8K7/up6R+dn8+OGPYtfz1JUj219sbUsV00f1TrptRVk1M4vyAWJ9ekvLqrlxfH8qGwKx/Vov0JZMNHSN9u5tK9rbt+3iaxB5zv7vjS+4eoyHBRcMxh/eV7Eb1HS+qfUR1g26pNpoCoYixzQGGd4rizuWbYrrgbumfy23TByIK9VKgy/EhCE5XHLyCQQ1nQHd4xdIGzegK3MnDmTu8+vjAtGSAjcLJg+ipjmIwxJpt5DTzX5Qz3pnL4TWUd/eBZMHk5PpYOGUwg6rVfc0+KltDtLgj/xyIstpjT23B+NwjSOEEEIIIYQQQnxbEgQL0Y4Gf6jD7Y372f5dqPcGqW4Ooijw8fYaQrrBzKJ8Lj+9N7kZDgJhjaqmIHaLyivXFaOi4NM07GqkN2ya3QoKvDSrmPkvro8LCksK3Jw/OIdUmxlVUWgOaWQ6rdz6wvq4gLbY4+KK4j4YGDz4blnSFg1FHhfXji2ge7qdl9u0QCj2uJhelM8H22rwBjVmFuez8J0tHS66tuidMmYW58fmW+/r+L2wmE04rWosOG4tGgC3Dnub/FpcsHsgIe/i0u3cP6UQBeIWb4sG2M+sLOeOC4dwx7INCcdffHJP7ntzCzdPGECGzUyazUxzUMMf0uiWYadPlxSqWloxlHjcNLW0yZhzfn+uC2rsbQpgVU1UNkbCawXIcFqwmkxUNwVw2swsmDwIfzhS3ZtqN+NOtdEt3d5uIJrv7vCWHvVy9xP2dhRWl1c3M2fpuoTn9K6LhpDnSjngORyucYQ4Er4v/e+FEEIIIYQQ+0gQLEQ70u2WDren7Wf74banwU+tN0hzIEy204qBjsWkEmgJ94b0zCTVohLWDXxhDZOiYFbNGEYk5DSjAKBpsLs5QIbDzJryWvY0Bli9oyYh5Fy+pYpbXljPxKG59HGn8PFXNXy0tTphcbjSsmrOH5LDK+sqGJaXlRACQyTENQHjh+QkbCstq8aAWLBb2DMzLpBuO87Mosh+0Upe2H/Frqoo3D+lkGuXrE0Ig21mUyzMjUq1q3HBbvTfo3OIiobY0XGfXvkVvz+vP1c2B7GqJrJSrCiAbhjcPGEAn+2s47LTenH92f3wBiNVv9FF8eZNHIimG9QHw616+JqpagiwS9fpkeWIqyaNtgEB6JJqI8NhYUSvrLggp6LOxxd7muiaZou1kKhsDDDmxC6xcTq7evdIOpRr29PgTwhvIfKc3rR0HX/+0bADqug9XOMIcSR8X/rfCyGEEEIIIeJJECy+N1pXP2U4LKTYzDT5w3HVUACVjQHqfCFSrCqvXlvM/zbt4Z8ffhXXXzXLacFhVan3BqlsDFDvC5FmN2NVTQQ1Hd0AbzBMut2CVTVR4w2QYjfjVFWCuoE/pOENamSnmLGZIq8FdQ2HOVIJ2uQPk+404zCrNAc1GlvmbFNNKDYz/rBOUyBMitXAYVFxpNnwazoVDQHSHZHjAlqk0lUzDCobAxhpNv78+mbe3Lw3dk+KPC5mj+/PfW9uSXrPWgevN47vxx9f/zLpft3S7ZSWVTOjKL/dEHd5WTXTW4W3yc4D+yp02xPd3nq//VXsfritmrXltXFVxNFtexr8sUXjIBLuVjYE8AY1nllVzp0XDsEb0vAGwtw+eTAhTafBHybVZsZujvTQfXLmqaS39ESuaQ7QLd1OqrXV4mxBDZNJYegJGa3eOxWLqlDTHCDVZubZzypYXLqdf8w8FYfVREjXafSF6ZphIzNJO4FowBnWDQJhHZNJSbj2nEwH5w/uHlcV2zYsFvFqm4PtthkpLaumtjl4QAHu4RpHiMOt3htMCIEh0vJo9nOfH5X974UQQgghhBCHhwTB4pgSDXObApFgNPJR9/333mxd/eS0qkkXQCspcHP1mR5mPrkaiFSont7Hxag+LiYNzeXWF9q0TvC4uXpMX2Y++THeoBbpbTv9FB54O7G37c9L+pDusNAQCHP3K5tYXlbNqb0z+dMPh7Gzzsczq8u5btyJ3LR0HaUti6o9/bPT4ioKnVaVx6aN4MF3yhLGnzXGgz+kc/XTkQXNku3XtgUDRALY1r1wkwmEdZaXVXFtsKDDfVr/ub/9Otp2IP142+4Xrdg1KUpcuBFtyxCt2G1dRVzicXPb5EG89Pku7nh5E96gRrHHxe0XDmHr3iYemzaCysYAAU2j3hukR6aDvY0+3i+rQVFgcG4GAD2yHKTbzRiA2aSAYfDyukio6w1qFHlcXFncB003WPROWdL5TX/849h7Uu8L8cO/fbzfxcsOtKLveK74PRIa/OFvtf1wjyPE4Xas9b8XQgghhBBCHD4SBItjRjT4+uSrWu6fUsgfXv8iLiSdO2EAhb2yaPRHqi1TbGYyHZH2Da0Ds5nF+UnbFyzfUoVuGPx8dB9OOiGTinofobBOlzQH815YH+v76k61cu/FQ+mabqPZr/HfX40ixapiAprCGgsmD8Yf1mn0h0i3W3BYVGqaA4Q1g6ZAmF+ffSLXjDXIybBTWlbFsnUV3Hhef255fn1sTvdePJTbXtoQN8eZxfkseqes3d65E4bkMLM4EnQm269tC4YDFQ1cnTZ1v/scaIjb0bYD6cfbtpWDN6jxzMqvWHDBILZVNcfaIKzdWRfXDiLFZubBqcPJdFjokekAw+DcQd05vY+LNLuFVKuKT9PIbKkY75HpQDcgJ8NBvS9AZoqdcwd1pykQJs0eabZhAFY1Uhm8tzFAdqqdSUNzGNuvK06rimpSUE0KrhQri6YUUtkYoLzGG7vW1vMrKXCTl+3krRvOSFi8rDWp6Dty0u0d/2dxf9sP9zhCHG7HQv97IYQQQgghxJEhfxMVx4TWwdessZ64ILd1he+cpetjxxR5XFx3VmSBsitL8rn6TA+ZKRYcZpXheVn85LRedE2zYzOb8AbCpDst2FUTBuAPa+Rk2DGABl+IWyYNjGvTkGa34LSohMIaVrOJpqCGPxgmK8XGzc8nLg51+4WD8Yc07BYVs0lBU6EpqNE13c6KsmrMqinumK7ptoQg9EB650Yrove3X2trd9ZR4nEl9P6N3sNo4Go3q+0GtHsa/JS0CmmT7VPicVHZ4E86r+JW51lcup3F00/BhMLyssTq2WdWlXPN2AJmPrE67vhbJg4ioGlc8eTHSc8BkWelOWBi1Y4aemQ6GHJCBo3+MGl2C2lWlarmAPU+jXSHmbAeqTbPcFjQzQb3vbmVNzdXJr1Hd0weTP/u6e2et7UMp5UUm5nZz33O+22qeTuqAG5NKvqOnKwUK8UeV9yCf1HFHhdZKQd2Xw/XOEIcbkdb/3shhBBCCCHEd0eCYHFUiC581RwM0xzcV5HZ6A9R74tUX0aDr9Pzszm1Vxa3XzAYX1jDG4gEd3dcOBgFCOo6FsUUq8r1BjXys1PwaxqaHukBnJthJ8WqorX0cFUUBQUIaDoGYDIpkSrPsI6uG+g6kaXWDAOTorCjupksp5UeGXa+rvNR6w1xYre0hBAYIpW4c59fz7wLBnH/W19w8ck9eWblV/x8dN9YO4RGX3wFVpM/fkEz+HZtFzrab3Hpdp6/qojbX97YbluFIo8LzdCZNcYDJC6YlpPhYEZxPv/vo6+Y0RI0r2jbvmJsATkZ9oTQucTj4rbJg9lZ49tXrZthZ/4FAwlqBk3+MKkti6oZwM0TBmBVFJ771ah9obxVJaRpOMwqJQXupCFpSYGbFKuZgF3nvMHdSbFEeviaWkKP+cs20j8nncKemVTU+2MVxV9UNPD78/px6cg8fGEt4bpmFOVT7zu4CrrcTAcLpxTG9e7tqAK4rWO9om9Pg5/a5iAN/v23dfmudUu3c9dFQ2JtWqKKPS7uumjIAc/zcI0jxOHmTrUyusAd94uoqNEFbtyp8ksKIYQQQgghjlcSBItOsavOR4M/FPtofaMvjNOqEtR0vAGNteU1nNmvG7oBZpNBilXltetK8IfCZDltVNT7mPvi+oQev9eO9ZDhtHJLq23t9dYt8bi5akxfrnhyX3/WEo+bK0rycVhMLHp73/7tjRHtu/vbf3/Gs784rcPFoYIhnevH9eO+N7+gf25GJOgORPqEpjniK7BS7YltGL5N24WO9ivMy+TVDRXMLOrN7PP6s7ulajfatqAwL5NZYwp4Y+MeBuZkRFpQFOUTCOvYLSqpNjXS/9gXYs75AwhrBrecPwAUheZAGIdVxWGJtM7QdJ2rx3r4/fgBeAORBdd2N/j50cMfUtUUjPRpHuPh3L8uj2uXsGDyIGqbg/hDOh9sq4713y3xuGIB9E9P6033dBsLJg9i7vPrE8K3uRMH8uNHIud564Yz6OlKibsPCyYPZvZzn8dVU0erdH0hjWuXrGVmcT5XFPfBrCpkOS2ENYMGX5isQ6i+/Ta9e4/lir7y6ua43tewLxzNa/OedJY8Vwp//tGwfWG13UxWysGH1YdrHCEOpwynlXsuHtrupxLk0wRCCCGEEEIcvxTDMIzOnoT4/tjT4KemOUijL0SXNBu3vrA+oTr0Z6P7ckKWg7kvrOeL3Y08deVp3L5sA6Vl1ZEFvBr8LFtXkTR0vfuiwbyyriJuzFljPawtr22352xhXlbCInDjh3TnplZtJg5kjKK+bqY8+lG7177kZ6fxwDtbYhWzQOxabjyvP394bXMsvHxs2ggeX7E9Lszc3xwmDMlhV31LiNvOfsUeF8NaXW+Jx8XcSYPYUd2MO8VKttPKh9tr6Jpmi/XZrWwMcGp+Fl/X+GMtM3Q90j7DG9T4/Os6emQ6GNrSZiHFFqneRQGryUStN4jDGumnq5jAYjIR0nSaA2EyHFZCuk6jP4zDEqnQVk3gD+nsbQqQYbfEWnTc9fJGpozshcOqEtaNWBBb7w3xcXktG3fVMzA3g2dWlbPosuGk2y3U+0Kk2lUqGwLc+NznVDUFGV3gbreHbnQxwrZVuvXeINcsWcvHLf2p2/aYTrZI25EUnU97FX1Ha4/gPQ1+bvjXp+0+m3/+0TAJSYX4jrT3804IIYQQQghx/JKKYHHQ9jT4qfUGI71VbWZUE9jMkWpe3QDdMCLVnnYLFpNCdXOQrBQzZpPKTS2VgNePK+CTHTUJfWmXl1WDojB+cHdWtAS/C5btWzSta7oNoN3K267p9oQxD6S3bvwcqphe1Pugx0hWxdtaql2ltKyaG8f3Z2eNj1tfWM9zvxxFvjuVxaXbuP3CwbFK1huf+5ynf3YaC17aEAuDF5du57FpI5L2zp01pgB/SOOOlzcBJN2vxOPit+f2xxsMM7qgC06ris1sIqwbZDosWMwmgrpO3y4ppFjNeEMawbDOngY/yz6vYHBuBuaWlhlvbdnDA+9sjVXlDi3O54+vf8Gc8QMI6TpOi4rJMNAVha17m8lOsRLUdE7IcrDm61puf3lTrOL3/MHd+P15A7jl+cSP0N86aRCXPPwh919ayJub9/LBtpqkQWyJx820ot5cu2QtI3pl0SvbCcA9r246qIq39qp0oxV07325N+lCg9/1Im3HakVfbXOww6r52uagBMFCfEe+zacShBBCCCGEEMcmCYLFQSmvbk7oeVnicTNrbF+agxqPlW5P6KH6i9F96ZZmY3arj4MXe9zc9+aWpOdYvqWK6aN6A4mLpjX5tQ574Sbbdii9ddu+diBjVDYEOlwcqrIhAESuwWY2UdUUpLzGizvVynVnnUhQ07jroiE0BzWa/GEMjNjXjf4Q6Q4LNtXELRMHoBsktF3wazpPzjyVNLsZu2ri5gkD0IksdpduN6OaFBQFspwOFizbyJub9i18VlLgZv4FgwjrOhkOCwaQY7ehA9kp3WMVY3aziYCmcVofF0NPyCTTacEwwGYxcfP5Awi2hMBmk4KuwW0tfXddqTZSbGZUReG0vq5Yf990u4WsFCt2s4m7LxpCU1Cj3hcixRap4r3s0Y8YmJMea2fhDe5r0RBtT2Ezmzghy0EgpPHSrOK4qrZv04e3rdxMByN6ZTHnv+uSbv+uF2n7tn2GO0ODP/yttgshhBBCCCGEEOLQSRAsDtieBn9Cb0+IVNCOH9KdV5K0a1hRVo1JUZgzfkDctrDWcUeSaPDadtG0VLuKN9h+L9xkfXIPpbdu29cOZIwbn/s8ro1FVLSy9bKWthHpdjMrtlZR7HGxckdNrNK4yOPiyuI+pNpUyvY2J2nPkE1A07Gpkcpdu0WlpilIdooVFJhwf2m781t2TTGvfF7B4tLtAPx8dB9+c04/dtX5gEg/4EkLSzm5VxZXj/Ew84nVsYrd0QVu7rhwMLcv28iKrdXMLM6nsGcmAFbVRPd0e7vhY0d9dwfkpMftGx0j+nFlV4rBsz8/HXeqlaqmYGw/b1BLqM5+64Yz6NczfrzomIczGG0KdBxUfteLtB1rFX3p9o7/k7O/7UIIIYQQQgghhDh08rduccA6+lh3t3R70kpYiFT4zhoTH5A5bR23UYgGr23bLVQ2BKhs8FPkcSWdS2WDnxKPK649xNqdde3uX+RxsXZnXdxrJR43e1oWTDuQMUo8btburKOqKcjUv3/EP684FV2PVDdG+9Ne9uhHVDUFKfa4sFpMbK5o4I4LhxDQNM48sUusr64BpFhUuqXbY5XAaXYLfdwpBHWdFIvKR9tqyE61xkLiVzfsxmxS2q1GLvK4eG3D7rjw9L43t3D2wK4AKIrCwJx0/n75CPp2TcVuNvHSrOKEKtM/XXLSQVefHkrVanvh5tGwyv2xvEjb0SArxdph1XxWyrETagshhBBCCCGEEMcaCYLFAevoY9v7a52QLCDrKFitbAli27ZbuPG5z1ny89PId6cC8b2CSwrceLqmMnfSoOS9dRWF5Vuq4s5z1RgPVzy5Ou61K0rycVhMlHjcsR677Y1R7HHx23P7xRaJG5CTTpM/TIbTygPvbEmoDL7joiGEdI2bzh9AdXOAVJuZDIeF+S9tSLiW2ycPIt3mYM7Sdby/pYpZYz1s3FXPZSN7sbhNn9qx/bswd+KguH7K0XNOL8rn2iVr4+5xscfFq+v3xMLhaJVutD9re31yD6X69HBUrR4tPXHdqdajIpA+VnVLt3PXRUMS2ssUe1zcddEQ6Q8shBBCCCGEEEIcQYphGB1/Rl+IFpsrGjjvr8uTbnts2giuePLjdo9944bR3PbivnD212cXcGrvbBa9U5bQU/i6swrommrjlhfWs3l3Y0K7BXeqlb/9ZDiuFBvekIY3oEX64loiVcRBXceimPCH9VgVaopFJaBphPXIx/vTbGZSrSpB3cAX0vAGI2MoRKpyFSJtDwKaToMvMoaiwHtf7MXTNZVAWCfTYeGELAd+TaPeGyYU1lm1owZFgeEnZNE9y05YM2JzyHBYyM10xK412gKhORDp/+sP6zT4wqTbzWSlWGOhWPx+Vu58eSP9ctIp7JlJUNPJy3Ly+Tf1/Pl/X3DpqXmxtg0nZDlItZmZ/+IG3mjVD3h0gZu7LhpCsNW1He29ZaOOhlXud9X52g2kc1q9v6J9exr81DYHafAnPu9CCCGEEEIIIYQ4MiQIFgdsT4Of3/zr06Qf677rosG8uq4iriVDVEmBm4uG5TKoR2Ys0HVaVR64bDi76310Tbfv64Xb4GdEfjZb9jQyJDeDpqCGLxjCnWrHG9RoCoRJsZlJsap4QxpN/hDZKTaCmk5z9N91HUOPBLrNLfsrAEqk7YJf0zAAp9oqCA5opDvMOC0qmmEQCOs0+sOk2s1kOSMh1Z4GP7XeII2+ME6bSopVJatVtet3FVImOw/Q7rmPhvD0eCP3VAghhBBCCCGEEMcaCYLFQSmvbk74WHeJx82ssR6ag2EeK92eUOH7i9F9yct28IfXNnPxyT3pmm6jya+R6TDjtJnZWePFao4EqyFdR9cNzKqJ+uYQJ2Q7WqpyD6xyUAI6IYQQQgghhBBCCCESSRAsDlqsMtYfJtVmxmxSsKmmSCWuAZpu4A1qpNrMWFSF6uYgGU4zDouZRn84rlVCilWNtT3IcFgjlb2BsIS4QgghhBBCCCGEEEIcRhIECyGEEEIIIYQQQgghxHHO1NkTEEIIIYQQQgghhBBCCHFkSRAshBBCCCGEEEIIIYQQxzkJgoUQQgghhBBCCCGEEOI4J0FwGw888AC9e/fGbrczcuRIVq1a1dlTEkIIIYQQQgghhBBCiG9FguBWnn32WW644QbmzZvHmjVrOOmkkzj33HOprKzs7KkJIYQQQgghhBBCCCHEIVMMwzA6exJHi5EjR3LKKaewaNEiAHRdp2fPnlxzzTXMnj27k2cnhBBCCCGEEEIIIYQQh8bc2RM4WgSDQT755BPmzJkTe81kMjFu3Dg+/PDDhP0DgQCBQCDuNbPZjM1mO+JzFUIIIYQQQgghhBBCiChVVfe7jwTBLaqqqtA0jW7dusW93q1bNzZv3pyw/913381tt90W99rVV1/NrFmzjug8hRBCCCGEEEIIIYQQorX+/fvvdx8Jgg/RnDlzuOGGG+Jek4pgIYQQQgghhBBCCCHE0UiC4BZutxtVVdmzZ0/c63v27KF79+4J+9tstrjQ1zAMGhsbCYfDR3yuQgghhBBCCCGEEEII0VpaWhqKorS7XYLgFlarlZNPPpm33nqLCy+8EIgsFvfWW28dULuHxsZGMjIyjvAshRBCCCGEEEIIIYQQIlF9fT3p6entbpcguJUbbriBadOmMWLECE499VTuu+8+mpubmTFjxn6PTUtLo76+/juYpfg2Ghoa6NmzJzt37uzwG0OIzibPqjhWyLMqjhXyrIpjhTyr4lggz6k4VsizKo4Vh+tZTUtL63C7BMGt/PjHP2bv3r3ceuut7N69m2HDhvHaa68lLCCXjKIo8kPlGJKeni7vlzgmyLMqjhXyrIpjhTyr4lghz6o4FshzKo4V8qyKY8WRflYlCG5j1qxZB9QKQgghhBBCCCGEEEIIIY4Vps6egBBCCCGEEEIIIYQQQogjS4Jg8b1is9mYN28eNputs6ciRIfkWRXHCnlWxbFCnlVxrJBnVRwL5DkVxwp5VsWx4rt6VhXDMIwjegYhhBBCCCGEEEIIIYQQnUoqgoUQQgghhBBCCCGEEOI4J0GwEEIIIYQQQgghhBBCHOckCBZCCCGEEEIIIYQQQojjnATBQgghhBBCCCGEEEIIcZyTIFh879xzzz0oisL111/f2VMRIsH8+fNRFCXun/79+3f2tIRI8M033/CTn/wEl8uFw+FgyJAhfPzxx509LSES9O7dO+HnqqIoXH311Z09NSFiNE1j7ty55Ofn43A46Nu3L7fffjuyrrc4GjU2NnL99dfTq1cvHA4Ho0aNYvXq1Z09LfE99/777zNp0iRyc3NRFIXnn38+brthGNx6663k5OTgcDgYN24cW7Zs6ZzJiu+1/T2r//3vfznnnHNwuVwoisKnn356WM8vQbD4Xlm9ejUPP/wwQ4cO7eypCNGuQYMGUVFREfuntLS0s6ckRJza2lqKioqwWCy8+uqrbNy4kT//+c9kZWV19tSESLB69eq4n6lvvPEGAJdcckknz0yIfe69914eeughFi1axKZNm7j33nv5wx/+wMKFCzt7akIkuPLKK3njjTf45z//ybp16zjnnHMYN24c33zzTWdPTXyPNTc3c9JJJ/HAAw8k3f6HP/yB+++/n7/97W+sXLmSlJQUzj33XPx+/3c8U/F9t79ntbm5meLiYu69994jcn7zERlViKNQU1MTU6dO5dFHH+WOO+7o7OkI0S6z2Uz37t07expCtOvee++lZ8+ePP7447HX8vPzO3FGQrSvS5cucV/fc8899O3blzPOOKOTZiREog8++IDJkyczYcIEIFLJvmTJElatWtXJMxMins/n47nnnuOFF15g9OjRQOQTbS+99BIPPfSQ/D1LdJrx48czfvz4pNsMw+C+++7jlltuYfLkyQD84x//oFu3bjz//PNceuml3+VUxfdcR88qwE9/+lMAduzYcUTOLxXB4nvj6quvZsKECYwbN66zpyJEh7Zs2UJubi59+vRh6tSplJeXd/aUhIjz4osvMmLECC655BK6du1KYWEhjz76aGdPS4j9CgaD/L//9/+YOXMmiqJ09nSEiBk1ahRvvfUWX375JQCfffYZpaWlHf5FUYjOEA6H0TQNu90e97rD4ZBPsYmj1vbt29m9e3dcFpCRkcHIkSP58MMPO3FmQnz3pCJYfC8888wzrFmzRnpXiaPeyJEjeeKJJ+jXrx8VFRXcdtttlJSUsH79etLS0jp7ekIAsG3bNh566CFuuOEGbrrpJlavXs21116L1Wpl2rRpnT09Idr1/PPPU1dXx/Tp0zt7KkLEmT17Ng0NDfTv3x9VVdE0jTvvvJOpU6d29tSEiJOWlsbpp5/O7bffzoABA+jWrRtLlizhww8/xOPxdPb0hEhq9+7dAHTr1i3u9W7dusW2CfF9IUGwOO7t3LmT6667jjfeeCPhN9dCHG1aV/4MHTqUkSNH0qtXL/71r39xxRVXdOLMhNhH13VGjBjBXXfdBUBhYSHr16/nb3/7mwTB4qj22GOPMX78eHJzczt7KkLE+de//sVTTz3F008/zaBBg/j000+5/vrryc3NlZ+r4qjzz3/+k5kzZ9KjRw9UVWX48OFMmTKFTz75pLOnJoQQYj+kNYQ47n3yySdUVlYyfPhwzGYzZrOZ9957j/vvvx+z2YymaZ09RSHalZmZyYknnkhZWVlnT0WImJycHAYOHBj32oABA6SNiTiqffXVV7z55ptceeWVnT0VIRL87ne/Y/bs2Vx66aUMGTKEn/70p/z617/m7rvv7uypCZGgb9++vPfeezQ1NbFz505WrVpFKBSiT58+nT01IZKKrr+yZ8+euNf37Nkja7OI7x0JgsVx76yzzmLdunV8+umnsX9GjBjB1KlT+fTTT1FVtbOnKES7mpqa2Lp1Kzk5OZ09FSFiioqK+OKLL+Je+/LLL+nVq1cnzUiI/Xv88cfp2rVrbDEuIY4mXq8Xkyn+r2aqqqLreifNSIj9S0lJIScnh9raWl5//fXYIlxCHG3y8/Pp3r07b731Vuy1hoYGVq5cyemnn96JMxPiuyetIcRxLy0tjcGDB8e9lpKSgsvlSnhdiM7229/+lkmTJtGrVy927drFvHnzUFWVKVOmdPbUhIj59a9/zahRo7jrrrv40Y9+xKpVq3jkkUd45JFHOntqQiSl6zqPP/4406ZNw2yW//krjj6TJk3izjvvJC8vj0GDBrF27Vr+8pe/MHPmzM6emhAJXn/9dQzDoF+/fpSVlfG73/2O/v37M2PGjM6emvgea2pqivsU5fbt2/n000/Jzs4mLy+P66+/njvuuIOCggLy8/OZO3cuubm5XHjhhZ03afG9tL9ntaamhvLycnbt2gUQK8Dp3r37YalgVwzDML71KEIcY84880yGDRvGfffd19lTESLOpZdeyvvvv091dTVdunShuLiYO++8k759+3b21ISIs2zZMubMmcOWLVvIz8/nhhtu4Gc/+1lnT0uIpP73v/9x7rnn8sUXX3DiiSd29nSESNDY2MjcuXNZunQplZWV5ObmMmXKFG699VasVmtnT0+IOP/617+YM2cOX3/9NdnZ2Vx88cXceeedZGRkdPbUxPfYu+++y5gxYxJenzZtGk888QSGYTBv3jweeeQR6urqKC4u5sEHH5T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+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(17, 5))\n",
+ "sns.scatterplot(diamonds, x = \"carat\", y = \"price\")\n",
+ "plt.xlabel(\"Quilate\")\n",
+ "plt.ylabel(\"Preço\")\n",
+ "plt.title(\"Relação de preço e quilate\")\n",
+ "plt.gca().spines[\"right\"].set_visible(False)\n",
+ "plt.gca().spines[\"top\"].set_visible(False)\n",
+ "plt.gca().spines[\"left\"].set_visible(False)\n",
+ "plt.grid(axis = \"y\", alpha = 0.5)\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Com base nos gráficos apresentados, é evidente que o comprimento, largura e profundidade de um diamante têm uma relação mais confiável com seu peso em quilates do que com seu preço. Portanto, ao determinar o valor de um diamante com o mínimo de medidas necessárias, podemos confiar nos dados de quilates fornecidos. As dimensões físicas, como comprimento, largura e profundidade, oferecem uma indicação mais precisa do peso do diamante do que do seu valor monetário.\n",
+ "\n",
+ "Entretanto, é importante ressaltar que isso não significa que não podemos usar as medidas de comprimento, largura e profundidade para estimar o valor de um diamante. Pelo contrário, quanto mais informações tivermos, mais precisa será a estimativa do preço do diamante. No entanto, se tivermos que escolher o mínimo de informações para estimar o valor de um diamante, podemos afirmar que o quilate é suficiente para essa avaliação."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "#### **Existem 3 formar de estimar o preço do diamante para o usuário do programa:**\n",
+ "1) Solicitar a massa do diamante para o cliente, e com isso realizar o cálculo: \n",
+ "$$ \\text{Quilate} = \\frac{\\text{Massa (mg)}}{200}$$\n",
+ "\n",
+ "2) Quando o usuário fornece os pontos do diamante:\n",
+ "$$Quilate = \\frac{\\text{Pontos (pt)}}{100}$$\n",
+ "\n",
+ "3) Para a segunda forma de estimar o quilate do diamante, é necessário 4 coisas: Comprimento (mm), Largura (mm), Profundidade (mm) e densidade ($\\frac{mm}{mm³}$). Com isso utilizaremos o cálculo da densidade de um objeto, para assim cálcular primeiramante a massa do diamante: $$Densidade = \\frac{Massa}{Volume} \\rightarrow Massa = Densidade \\times Volume $$ Entretanto temos um problema, não temos o volume do diamante, entretanto para isso, iremos dismenbrar o cálculo do volume de um objeto, sendo: $$Volume = Comprimento \\times Largura \\times Profundidade$$ Substituindo na fórmula então, ficará: $$Massa = Comprimento \\times Largura \\times Profundidade \\times Densidade$$ Agora teremos de descobrir o quilate do diamante, para isso, usaremos a forma 1 de estimar o cálculo do diamante: $$Quilate = \\frac{Massa (mg)}{200}$$ Ficando na fórmula geral: $$Quilate = \\frac{Densidade \\times Volume}{200}$$ $$\\text{OU}$$ $$Quilate = \\frac{Comprimento \\times Largura \\times Profundidade \\times Densidade}{200} $$"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# **Relação de preço com as colunas categóricas**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
carat
\n",
+ "
depth
\n",
+ "
table
\n",
+ "
price
\n",
+ "
x
\n",
+ "
y
\n",
+ "
z
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+ "
\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
count
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+ "
52291.000000
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+ "
52519.000000
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+ "
52571.000000
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+ "
52600.000000
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+ "
52632.000000
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+ "
52687.000000
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+ "
52683.000000
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+ "
\n",
+ "
\n",
+ "
mean
\n",
+ "
0.797165
\n",
+ "
61.751785
\n",
+ "
57.456278
\n",
+ "
3931.501369
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+ "
5.730423
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+ "
5.733263
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+ "
3.539827
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+ "
\n",
+ "
\n",
+ "
std
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+ "
0.472946
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+ "
1.416642
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+ "
2.219358
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+ "
3982.202061
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1.117590
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1.110212
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0.690975
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min
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0.200000
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43.000000
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43.000000
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326.000000
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3.730000
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3.680000
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1.070000
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\n",
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\n",
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25%
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+ "
0.400000
\n",
+ "
61.100000
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+ "
56.000000
\n",
+ "
951.750000
\n",
+ "
4.710000
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+ "
4.720000
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2.910000
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\n",
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\n",
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50%
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0.700000
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61.800000
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57.000000
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2405.000000
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5.700000
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5.710000
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3.530000
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\n",
+ "
\n",
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75%
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+ "
1.040000
\n",
+ "
62.500000
\n",
+ "
59.000000
\n",
+ "
5340.250000
\n",
+ "
6.540000
\n",
+ "
6.540000
\n",
+ "
4.030000
\n",
+ "
\n",
+ "
\n",
+ "
max
\n",
+ "
5.010000
\n",
+ "
79.000000
\n",
+ "
95.000000
\n",
+ "
18823.000000
\n",
+ "
10.740000
\n",
+ "
10.540000
\n",
+ "
8.060000
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " carat depth table price x \\\n",
+ "count 52291.000000 52519.000000 52571.000000 52600.000000 52632.000000 \n",
+ "mean 0.797165 61.751785 57.456278 3931.501369 5.730423 \n",
+ "std 0.472946 1.416642 2.219358 3982.202061 1.117590 \n",
+ "min 0.200000 43.000000 43.000000 326.000000 3.730000 \n",
+ "25% 0.400000 61.100000 56.000000 951.750000 4.710000 \n",
+ "50% 0.700000 61.800000 57.000000 2405.000000 5.700000 \n",
+ "75% 1.040000 62.500000 59.000000 5340.250000 6.540000 \n",
+ "max 5.010000 79.000000 95.000000 18823.000000 10.740000 \n",
+ "\n",
+ " y z \n",
+ "count 52687.000000 52683.000000 \n",
+ "mean 5.733263 3.539827 \n",
+ "std 1.110212 0.690975 \n",
+ "min 3.680000 1.070000 \n",
+ "25% 4.720000 2.910000 \n",
+ "50% 5.710000 3.530000 \n",
+ "75% 6.540000 4.030000 \n",
+ "max 10.540000 8.060000 "
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "diamonds.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "description = diamonds.describe()\n",
+ "price = [f\"until ${description.iloc[4, 3]}\", \n",
+ " f\"until ${description.iloc[5, 3]}\",\n",
+ " f\"until ${description.iloc[6, 3]}\",\n",
+ " f\"greater than ${description.iloc[6, 3]}\"]\n",
+ "\n",
+ "carat = [f\"until ${description.iloc[4, 0]}\", \n",
+ " f\"until ${description.iloc[5, 0]}\",\n",
+ " f\"until ${description.iloc[6, 0]}\",\n",
+ " f\"greater than ${description.iloc[6, 0]}\"]\n",
+ "\n",
+ " \n",
+ "def agrupamento(diamonds, coluna, index_coluna: list):\n",
+ " if coluna == \"price\":\n",
+ " coluna_aux = 3\n",
+ " else:\n",
+ " coluna_aux = 0\n",
+ "\n",
+ " description = diamonds.describe()\n",
+ " cut = pd.DataFrame({\"Fair\": [0.0 for x in range(4)],\n",
+ " \"Good\": [0.0 for x in range(4)],\n",
+ " \"Very Good\": [0.0 for x in range(4)],\n",
+ " \"Premium\": [0.0 for x in range(4)],\n",
+ " \"Ideal\": [0.0 for x in range(4)]}, \n",
+ " index = index_coluna)\n",
+ "\n",
+ " color = pd.DataFrame({\"J\": [0.0 for x in range(4)],\n",
+ " \"D\": [0.0 for x in range(4)],\n",
+ " \"I\": [0.0 for x in range(4)],\n",
+ " \"E\": [0.0 for x in range(4)],\n",
+ " \"F\": [0.0 for x in range(4)],\n",
+ " \"H\": [0.0 for x in range(4)],\n",
+ " \"G\": [0.0 for x in range(4)]}, \n",
+ " index = index_coluna)\n",
+ "\n",
+ " clarity = pd.DataFrame({\"I1\": [0.0 for x in range(4)],\n",
+ " \"IF\": [0.0 for x in range(4)],\n",
+ " \"VVS1\": [0.0 for x in range(4)],\n",
+ " \"VVS2\": [0.0 for x in range(4)],\n",
+ " \"VS1\": [0.0 for x in range(4)],\n",
+ " \"VS2\": [0.0 for x in range(4)],\n",
+ " \"SI2\": [0.0 for x in range(4)],\n",
+ " \"SI1\": [0.0 for x in range(4)]}, \n",
+ " index = index_coluna)\n",
+ "\n",
+ " for intervalo in [\"25%\", \"50%\", \"75%\", \"max\"]:\n",
+ " if intervalo == \"25%\":\n",
+ " diamonds_aux = diamonds[diamonds[coluna] <= diamonds.describe()[coluna][intervalo]].reset_index()\n",
+ " \n",
+ " elif intervalo == \"50%\":\n",
+ " diamonds_aux = diamonds[diamonds[coluna] > diamonds.describe()[coluna][\"25%\"]].reset_index()\n",
+ " diamonds_aux = diamonds_aux[diamonds_aux[coluna] <= diamonds.describe()[coluna][intervalo]].reset_index()\n",
+ " \n",
+ " elif intervalo == \"75%\":\n",
+ " diamonds_aux = diamonds[diamonds[coluna] > diamonds.describe()[coluna][\"50%\"]].reset_index()\n",
+ " diamonds_aux = diamonds_aux[diamonds_aux[coluna] <= diamonds.describe()[coluna][intervalo]].reset_index()\n",
+ " \n",
+ " else:\n",
+ " diamonds_aux = diamonds[diamonds[coluna] > diamonds.describe()[coluna][\"75%\"]].reset_index()\n",
+ " \n",
+ " describe = diamonds.describe()[coluna][intervalo]\n",
+ " \n",
+ " for x in range(diamonds_aux.shape[0]):\n",
+ " for y in range(cut.shape[1]):\n",
+ " if diamonds_aux.loc[x, \"cut\"] == cut.columns[y]:\n",
+ " try:\n",
+ " cut.loc[f\"until ${describe}\", cut.columns[y]] += 1.0\n",
+ " except KeyError:\n",
+ " cut.loc[f\"greater than ${description.iloc[6, coluna_aux]}\", cut.columns[y]] += 1.0\n",
+ " break\n",
+ " \n",
+ " for y in range(color.shape[1]):\n",
+ " if diamonds_aux.loc[x, \"color\"] == color.columns[y]:\n",
+ " try:\n",
+ " color.loc[f\"until ${describe}\", color.columns[y]] += 1.0\n",
+ " except KeyError:\n",
+ " color.loc[f\"greater than ${description.iloc[6, coluna_aux]}\", color.columns[y]] += 1.0\n",
+ " break\n",
+ " \n",
+ " for y in range(clarity.shape[1]):\n",
+ " if diamonds_aux.loc[x, \"clarity\"] == clarity.columns[y]:\n",
+ " try:\n",
+ " clarity.loc[f\"until ${describe}\", clarity.columns[y]] += 1.0\n",
+ " except (KeyError, KeyboardInterrupt):\n",
+ " clarity.loc[f\"greater than ${description.iloc[6, coluna_aux]}\", clarity.columns[y]] += 1.0\n",
+ " break\n",
+ "\n",
+ " soma_cut = [sum(cut.iloc[:, x]) for x in range(cut.shape[1])]\n",
+ " soma_color = [sum(color.iloc[:, x]) for x in range(color.shape[1])]\n",
+ " soma_clarity = [sum(clarity.iloc[:, x]) for x in range(clarity.shape[1])]\n",
+ "\n",
+ " for x in range(4):\n",
+ " for y in range(cut.shape[1]):\n",
+ " cut.iloc[x, y] = round(cut.iloc[x, y] / soma_cut[y], 4).astype(float)\n",
+ " for y in range(color.shape[1]):\n",
+ " color.iloc[x, y] = round(color.iloc[x, y] / soma_color[y], 4).astype(float)\n",
+ " for y in range(clarity.shape[1]):\n",
+ " clarity.iloc[x, y] = round(clarity.iloc[x, y] / soma_clarity[y], 4).astype(float)\n",
+ "\n",
+ " if \"carat\" == coluna:\n",
+ " cut.index = [f\"until {description.iloc[4, 0]}\", \n",
+ " f\"until {description.iloc[5, 0]}\",\n",
+ " f\"until {description.iloc[6, 0]}\",\n",
+ " f\"greater than {description.iloc[6, 0]}\"]\n",
+ " \n",
+ " color.index = [f\"until {description.iloc[4, 0]}\", \n",
+ " f\"until {description.iloc[5, 0]}\",\n",
+ " f\"until {description.iloc[6, 0]}\",\n",
+ " f\"greater than {description.iloc[6, 0]}\"]\n",
+ " \n",
+ " clarity.index = [f\"until {description.iloc[4, 0]}\", \n",
+ " f\"until {description.iloc[5, 0]}\",\n",
+ " f\"until {description.iloc[6, 0]}\",\n",
+ " f\"greater than {description.iloc[6, 0]}\"]\n",
+ " \n",
+ "\n",
+ " return cut, color, clarity"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cut, color, clarity = agrupamento(diamonds, \"price\", price)\n",
+ "cut_carat, color_carat, clarity_carat = agrupamento(diamonds, \"carat\", carat)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "O comando acima cria seis tabelas que exibem, em porcentagens, a quantidade de diamantes com determinadas características dentro de intervalos de valores específicos. Além disso, são geradas outras três tabelas semelhantes, mas, em vez de agrupar os dados pelo preço, eles são agrupados pelo peso em quilates (carat)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " Fair Good Very Good Premium Ideal\n",
+ "until 0.4 0.0414 0.1925 0.2453 0.2354 0.3333\n",
+ "until 0.7 0.2172 0.2367 0.2255 0.1896 0.2717\n",
+ "until 1.04 0.4525 0.3606 0.2960 0.2486 0.1843\n",
+ "greater than 1.04 0.2888 0.2102 0.2332 0.3264 0.2107"
+ ]
+ },
+ "execution_count": 87,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cut_carat"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Ao analisarmos os gráficos acima, podemos identificar quais cortes tendem a ter maiores pesos em quilates e preços, e quais cortes tendem a ter menores pesos em quilates e preços. Observamos que o corte influencia mais o peso em quilates do que o preço. No entanto, o corte pode nos auxiliar na determinação do intervalo de valores em que o diamante se enquadra. Uma vez definido o quilate, torna-se mais claro determinar um intervalo de preços para o diamante, permitindo assim uma estimativa mais precisa do seu valor."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " J D I E F H G\n",
+ "until 0.4 0.1174 0.3190 0.1950 0.3317 0.2648 0.2371 0.2771\n",
+ "until 0.7 0.1271 0.3042 0.1411 0.2945 0.2698 0.1598 0.2417\n",
+ "until 1.04 0.2167 0.2555 0.2215 0.2540 0.2868 0.2378 0.2335\n",
+ "greater than 1.04 0.5388 0.1213 0.4424 0.1198 0.1785 0.3653 0.2476"
+ ]
+ },
+ "execution_count": 89,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "color_carat"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Diferentemente dos gráficos de corte (cut), podemos notar uma separação mais clara nos intervalos de valores ao analisar as cores dos diamantes. Isso nos permite observar com maior precisão quais cores têm uma tendência maior de apresentar quilates elevados e quais tendem a ter quilates mais baixos. Também conseguimos identificar quais cores de diamantes estão associadas a preços mais altos e quais tendem a ter valores mais baixos. Assim como o corte, a cor pode ser utilizada para estimar o preço do diamante, pois oferece uma indicação mais clara das tendências de preço e quilate."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " I1 IF VVS1 VVS2 VS1 VS2 SI2 \\\n",
+ "until 0.4 0.0233 0.6046 0.5518 0.4311 0.3023 0.2906 0.0840 \n",
+ "until 0.7 0.1179 0.2104 0.2650 0.2795 0.2720 0.2541 0.1484 \n",
+ "until 1.04 0.3013 0.0892 0.1004 0.1485 0.2113 0.2268 0.3560 \n",
+ "greater than 1.04 0.5575 0.0958 0.0827 0.1408 0.2144 0.2285 0.4116 \n",
+ "\n",
+ " SI1 \n",
+ "until 0.4 0.1821 \n",
+ "until 0.7 0.2420 \n",
+ "until 1.04 0.3153 \n",
+ "greater than 1.04 0.2605 "
+ ]
+ },
+ "execution_count": 91,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "clarity_carat"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Assim como vimos em cut(corte) e color(cor), a clarity(claridade) também é uma boa característica para poder descobrir o price(preço) do diamante, já que assim como as outras características, a mesma tem uma precisão maior ao definir um valor para carat(quilate) do que para o preço do diamante. Também conseguimos identificar quais claridades do diamantes estão associadas a preços mais altos e quais tendem a ter valores mais baixos. Assim como o corte, a cor pode ser utilizada para estimar o preço do diamante, pois oferece uma indicação mais clara das tendências de preço e quilate."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Contudo, podemos afirmar que as colunas categóricas da base de dados são essenciais para estimar o valor do diamante. Elas fornecem informações cruciais que permitem uma estimativa do preço da joia, auxiliando na determinação do valor do diamante. Portanto, essas colunas devem ser consideradas variáveis obrigatórias para o usuário ao realizar essa análise."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# **Implementação do K-NN**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Colocando medições iguais a 0 de comprimento, largura e/ou profundidade de um diamante como NaN"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "
carat
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+ "
cut
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+ "
color
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+ "
clarity
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+ "
depth
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+ "
table
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price
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2
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E
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VS1
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65.0
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327.0
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4.05
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4.07
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2.31
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3
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I
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334.0
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J
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58.0
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335.0
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4.34
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4.35
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2.75
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...
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...
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...
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...
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Ideal
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D
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57.0
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5.76
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3.50
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0.72
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+ "
D
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SI1
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+ "
63.1
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+ "
55.0
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+ "
2757.0
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5.69
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+ "
5.75
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+ "
3.61
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+ "
\n",
+ "
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+ "
53937
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+ "
0.70
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+ "
NaN
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+ "
D
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+ "
SI1
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+ "
62.8
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+ "
60.0
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+ "
2757.0
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+ "
5.66
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+ "
5.68
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+ "
3.56
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+ "
\n",
+ "
\n",
+ "
53938
\n",
+ "
0.86
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+ "
Premium
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+ "
H
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+ "
SI2
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+ "
61.0
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+ "
58.0
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+ "
2757.0
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+ "
6.15
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+ "
6.12
\n",
+ "
3.74
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+ "
\n",
+ "
\n",
+ "
53939
\n",
+ "
0.75
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+ "
Ideal
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+ "
D
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+ "
SI2
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+ "
62.2
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+ "
55.0
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+ "
2757.0
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+ "
5.83
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+ "
5.87
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+ "
3.64
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+ "
\n",
+ " \n",
+ "
\n",
+ "
53940 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " carat cut color clarity depth table price x y z\n",
+ "0 0.23 Ideal E SI2 61.5 55.0 326.0 3.95 3.98 2.43\n",
+ "1 0.21 Premium E NaN 61.2 61.0 326.0 3.89 3.84 2.31\n",
+ "2 0.23 Good E VS1 56.9 65.0 327.0 4.05 4.07 2.31\n",
+ "3 0.29 Premium I VS2 62.4 58.0 334.0 NaN 4.23 2.63\n",
+ "4 0.31 Good J SI2 63.3 58.0 335.0 4.34 4.35 2.75\n",
+ "... ... ... ... ... ... ... ... ... ... ...\n",
+ "53935 0.72 Ideal D SI1 62.5 57.0 2757.0 5.75 5.76 3.50\n",
+ "53936 0.72 Good D SI1 63.1 55.0 2757.0 5.69 5.75 3.61\n",
+ "53937 0.70 NaN D SI1 62.8 60.0 2757.0 5.66 5.68 3.56\n",
+ "53938 0.86 Premium H SI2 61.0 58.0 2757.0 6.15 6.12 3.74\n",
+ "53939 0.75 Ideal D SI2 62.2 55.0 2757.0 5.83 5.87 3.64\n",
+ "\n",
+ "[53940 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 92,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "for x in range(diamonds.shape[0]):\n",
+ " for y in range(7, diamonds.shape[1]):\n",
+ " if diamonds.iloc[x, y] == 0: diamonds.iloc[x, y] = np.nan\n",
+ " elif diamonds.iloc[x, y] >= 30: diamonds.iloc[x, y] = np.nan\n",
+ "diamonds"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Abaixo está a implementação do K-NN nas colunas numéricas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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0
\n",
+ "
0.23
\n",
+ "
Ideal
\n",
+ "
E
\n",
+ "
SI2
\n",
+ "
61.5
\n",
+ "
55.0
\n",
+ "
326.0
\n",
+ "
3.950000
\n",
+ "
3.98
\n",
+ "
2.43
\n",
+ "
\n",
+ "
\n",
+ "
1
\n",
+ "
0.21
\n",
+ "
Premium
\n",
+ "
E
\n",
+ "
NaN
\n",
+ "
61.2
\n",
+ "
61.0
\n",
+ "
326.0
\n",
+ "
3.890000
\n",
+ "
3.84
\n",
+ "
2.31
\n",
+ "
\n",
+ "
\n",
+ "
2
\n",
+ "
0.23
\n",
+ "
Good
\n",
+ "
E
\n",
+ "
VS1
\n",
+ "
56.9
\n",
+ "
65.0
\n",
+ "
327.0
\n",
+ "
4.050000
\n",
+ "
4.07
\n",
+ "
2.31
\n",
+ "
\n",
+ "
\n",
+ "
3
\n",
+ "
0.29
\n",
+ "
Premium
\n",
+ "
I
\n",
+ "
VS2
\n",
+ "
62.4
\n",
+ "
58.0
\n",
+ "
334.0
\n",
+ "
4.362727
\n",
+ "
4.23
\n",
+ "
2.63
\n",
+ "
\n",
+ "
\n",
+ "
4
\n",
+ "
0.31
\n",
+ "
Good
\n",
+ "
J
\n",
+ "
SI2
\n",
+ "
63.3
\n",
+ "
58.0
\n",
+ "
335.0
\n",
+ "
4.340000
\n",
+ "
4.35
\n",
+ "
2.75
\n",
+ "
\n",
+ "
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
...
\n",
+ "
\n",
+ "
\n",
+ "
53935
\n",
+ "
0.72
\n",
+ "
Ideal
\n",
+ "
D
\n",
+ "
SI1
\n",
+ "
62.5
\n",
+ "
57.0
\n",
+ "
2757.0
\n",
+ "
5.750000
\n",
+ "
5.76
\n",
+ "
3.50
\n",
+ "
\n",
+ "
\n",
+ "
53936
\n",
+ "
0.72
\n",
+ "
Good
\n",
+ "
D
\n",
+ "
SI1
\n",
+ "
63.1
\n",
+ "
55.0
\n",
+ "
2757.0
\n",
+ "
5.690000
\n",
+ "
5.75
\n",
+ "
3.61
\n",
+ "
\n",
+ "
\n",
+ "
53937
\n",
+ "
0.70
\n",
+ "
NaN
\n",
+ "
D
\n",
+ "
SI1
\n",
+ "
62.8
\n",
+ "
60.0
\n",
+ "
2757.0
\n",
+ "
5.660000
\n",
+ "
5.68
\n",
+ "
3.56
\n",
+ "
\n",
+ "
\n",
+ "
53938
\n",
+ "
0.86
\n",
+ "
Premium
\n",
+ "
H
\n",
+ "
SI2
\n",
+ "
61.0
\n",
+ "
58.0
\n",
+ "
2757.0
\n",
+ "
6.150000
\n",
+ "
6.12
\n",
+ "
3.74
\n",
+ "
\n",
+ "
\n",
+ "
53939
\n",
+ "
0.75
\n",
+ "
Ideal
\n",
+ "
D
\n",
+ "
SI2
\n",
+ "
62.2
\n",
+ "
55.0
\n",
+ "
2757.0
\n",
+ "
5.830000
\n",
+ "
5.87
\n",
+ "
3.64
\n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
53940 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " carat cut color clarity depth table price x y \\\n",
+ "0 0.23 Ideal E SI2 61.5 55.0 326.0 3.950000 3.98 \n",
+ "1 0.21 Premium E NaN 61.2 61.0 326.0 3.890000 3.84 \n",
+ "2 0.23 Good E VS1 56.9 65.0 327.0 4.050000 4.07 \n",
+ "3 0.29 Premium I VS2 62.4 58.0 334.0 4.362727 4.23 \n",
+ "4 0.31 Good J SI2 63.3 58.0 335.0 4.340000 4.35 \n",
+ "... ... ... ... ... ... ... ... ... ... \n",
+ "53935 0.72 Ideal D SI1 62.5 57.0 2757.0 5.750000 5.76 \n",
+ "53936 0.72 Good D SI1 63.1 55.0 2757.0 5.690000 5.75 \n",
+ "53937 0.70 NaN D SI1 62.8 60.0 2757.0 5.660000 5.68 \n",
+ "53938 0.86 Premium H SI2 61.0 58.0 2757.0 6.150000 6.12 \n",
+ "53939 0.75 Ideal D SI2 62.2 55.0 2757.0 5.830000 5.87 \n",
+ "\n",
+ " z \n",
+ "0 2.43 \n",
+ "1 2.31 \n",
+ "2 2.31 \n",
+ "3 2.63 \n",
+ "4 2.75 \n",
+ "... ... \n",
+ "53935 3.50 \n",
+ "53936 3.61 \n",
+ "53937 3.56 \n",
+ "53938 3.74 \n",
+ "53939 3.64 \n",
+ "\n",
+ "[53940 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 93,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "'''Algumas livros aconselham usar a formula (K = log n) onde n é o numero de linhas da base de dados.\n",
+ "Para assim definir a quantidade de K.'''\n",
+ "\n",
+ "classificacao = KNNImputer(n_neighbors = round(math.log(diamonds.shape[0])))\n",
+ "diamonds[[\"carat\", \"depth\", \"table\", \"price\", \"x\", \"y\", \"z\"]] = classificacao.fit_transform(diamonds[[\"carat\", \"depth\", \"table\", \"price\", \"x\", \"y\", \"z\"]])\n",
+ "\n",
+ "diamonds"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Aplicação do K-NN para colunas categóricas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "