{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Visualização gráfica de dados com *seaborn*" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A biblioteca *seaborn* foi construída em cima do *matplotlib* e fornece essencialmente duas coisas:\n", " * estilo aos gráficos, o que os torna tipicamente muito mais bonitos visualmente;\n", " * \"agrupa\" diversos comandos gráficos do *matplotlib* dentro de um único comando, o que tipicamente torna simples a realização de gráficos com bastante elementos." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Vamos começar importando as bibliotecas que utilizaremos:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Vamos construir e importar os *DataFrames* que utilizaremos:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "serie_Idade = pd.Series({'Ana':20, 'João': 19, 'Maria': 21, 'Pedro': 22, 'Túlio': 20}, name=\"Idade\")\n", "serie_Peso = pd.Series({'Ana':55, 'João': 80, 'Maria': 62, 'Pedro': 67, 'Túlio': 73}, name=\"Peso\")\n", "serie_Altura = pd.Series({'Ana':162, 'João': 178, 'Maria': 162, 'Pedro': 165, 'Túlio': 171}, name=\"Altura\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "dicionario_series_exemplo = {'Idade': serie_Idade, 'Peso': serie_Peso, 'Altura': serie_Altura}" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Idade Peso Altura\n", "Ana 20 55 162\n", "João 19 80 178\n", "Maria 21 62 162\n", "Pedro 22 67 165\n", "Túlio 20 73 171" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dict_series = pd.DataFrame(dicionario_series_exemplo);df_dict_series" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " coluna_1 coluna_2 coluna_3\n", "2020-01-01 -0.416092 1.810364 1.0\n", "2020-01-02 -0.137970 2.578520 2.0\n", "2020-01-03 0.575827 0.060866 3.0\n", "2020-01-04 -0.017367 1.299587 4.0\n", "2020-01-05 1.384279 -0.381732 5.0\n", "2020-01-06 0.549706 -1.308789 6.0\n", "2020-01-07 -0.282296 -1.688979 7.0\n", "2020-01-08 -0.989730 -0.028121 8.0\n", "2020-01-09 0.275582 -0.177659 NaN\n", "2020-01-10 0.685132 0.502535 NaN" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_exemplo = pd.read_csv('data/exemplo_data.csv', index_col=0)\n", "df_exemplo['coluna_3'] = pd.Series([1,2,3,4,5,6,7,8,np.nan,np.nan],index=df_exemplo.index)\n", "df_exemplo.index = pd.to_datetime(df_exemplo.index)\n", "df_exemplo" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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casosAcumuladoscasosNovosdescartadosrecuperadosobitosAcumuladosobitosNovosLetalidade
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" ], "text/plain": [ " casosAcumulados casosNovos descartados recuperados \\\n", "data \n", "2021-02-09 199706 971 237369 152779 \n", "2021-02-08 198735 611 237189 151879 \n", "2021-02-07 198124 664 237072 151535 \n", "2021-02-06 197460 918 236774 150175 \n", "2021-02-05 196542 1060 236216 150169 \n", "\n", " obitosAcumulados obitosNovos Letalidade \n", "data \n", "2021-02-09 4171 13 0.0209 \n", "2021-02-08 4158 12 0.0209 \n", "2021-02-07 4146 11 0.0209 \n", "2021-02-06 4135 12 0.0209 \n", "2021-02-05 4123 13 0.0210 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_PB = pd.read_csv('https://superset.plataformatarget.com.br/superset/explore_json/?form_data=%7B%22slice_id%22%3A1550%7D&csv=true', \n", " sep=',', index_col=0)\n", "covid_PB.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Unnamed: 0 regiao estado municipio coduf codmun codRegiaoSaude \\\n", "0 0 Brasil NaN NaN 76 NaN NaN \n", "1 1 Brasil NaN NaN 76 NaN NaN \n", "2 2 Brasil NaN NaN 76 NaN NaN \n", "3 3 Brasil NaN NaN 76 NaN NaN \n", "4 4 Brasil NaN NaN 76 NaN NaN \n", "\n", " nomeRegiaoSaude data semanaEpi populacaoTCU2019 casosAcumulado \\\n", "0 NaN 2020-02-25 9 210147125 0 \n", "1 NaN 2020-02-26 9 210147125 1 \n", "2 NaN 2020-02-27 9 210147125 1 \n", "3 NaN 2020-02-28 9 210147125 1 \n", "4 NaN 2020-02-29 9 210147125 2 \n", "\n", " casosNovos obitosAcumulado obitosNovos Recuperadosnovos \\\n", "0 0 0 0 NaN \n", "1 1 0 0 NaN \n", "2 0 0 0 NaN \n", "3 0 0 0 NaN \n", "4 1 0 0 NaN \n", "\n", " emAcompanhamentoNovos interior/metropolitana \n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_BR = pd.read_excel('data/HIST_PAINEL_COVIDBR_25jul2020.xlsx')\n", "covid_BR.head()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráficos de Linha e de Dispersão\n", "\n", "* Os gráficos de linha e de dispersão podem ser realizados no *seaborn* com a função **relplot**.\n", " * Para fazer um gráfico de linha escolhemos *kind = \"line\"*;\n", " * O gráfico de dispersão é o padrão (*kind = \"scatter\"*).\n", "\n", "* Alternativamente podemos utilizar as funções **lineplot** e **scatterplot**. Porém, **lineplot** e **scatterplot** são apenas eixos e se comportam essencialmente como o *matplotlib* ao passo que **relplot** tem diversos elementos da construção de uma figura no *matplotlib* já pré-configurados (isto é chamado no *seaborn* de *figure-level plot*)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Inicialmente vamos ilustrar com a função **lineplot** que, como dito, se comporta bastante com as funções do *matplotlib.pyplot*." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax = sns.lineplot(x=\"index\", y=\"coluna_1\", data=df_exemplo.reset_index(), label = 'Coluna 1')\n", "ax = sns.lineplot(x=\"index\", y=\"coluna_2\", data=df_exemplo.reset_index(), ax = ax, label = 'Coluna 2')\n", "ax = sns.lineplot(x=\"index\", y=\"coluna_3\", data=df_exemplo.reset_index(), ax = ax, label = 'Coluna 3')\n", "ax.set_xlabel('Data')\n", "ax.set_ylabel('Valor')\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Para utilizar a função **relplot** precisaremos preparar o banco de dados no mesmo estilo do *plotly.express*:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ValorColuna
2020-01-01-0.416092Coluna 1
2020-01-02-0.137970Coluna 1
2020-01-030.575827Coluna 1
2020-01-04-0.017367Coluna 1
2020-01-051.384279Coluna 1
\n", "
" ], "text/plain": [ " Valor Coluna\n", "2020-01-01 -0.416092 Coluna 1\n", "2020-01-02 -0.137970 Coluna 1\n", "2020-01-03 0.575827 Coluna 1\n", "2020-01-04 -0.017367 Coluna 1\n", "2020-01-05 1.384279 Coluna 1" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_exemplo_px = pd.DataFrame(df_exemplo['coluna_1']).rename({'coluna_1':'Valor'}, axis=1)\n", "df_exemplo_px['Coluna'] = 'Coluna 1' \n", "df_exemplo_px_temp = pd.DataFrame(df_exemplo['coluna_2']).rename({'coluna_2':'Valor'}, axis=1)\n", "df_exemplo_px_temp['Coluna'] = 'Coluna 2'\n", "df_exemplo_px = pd.concat([df_exemplo_px, df_exemplo_px_temp])\n", "df_exemplo_px_temp = pd.DataFrame(df_exemplo['coluna_3']).rename({'coluna_3':'Valor'}, axis=1)\n", "df_exemplo_px_temp['Coluna'] = 'Coluna 3'\n", "df_exemplo_px = pd.concat([df_exemplo_px, df_exemplo_px_temp])\n", "df_exemplo_px.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.relplot(x = 'index', y='Valor', hue = 'Coluna', data=df_exemplo_px.reset_index().dropna(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.set_xlabel('Data')\n", "grafico.fig.set_size_inches(10,5.5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Vamos agora fazer o gráfico de óbitos por COVID-19 na Paraíba juntamente com a média aritmética móvel de 7 dias e com a média geométrica móvel de 7 dias.\n", "\n", "* A média aritmética tem a desvantagem de linearizar o efeito do crescimento ou decrescimento do número de óbitos, onde sabemos que o efeito é exponencial.\n", "* A média geométrica móvel tem a desvantagem de dar zero se o número de óbitos em algum dos dias da janela for zero.\n", "* Em geral as duas médias ficam muito próximas.\n", "\n", "Utilizaremos o método *rolling* de uma *Serie* ou *DataFrame* do *pandas*. Este método cria janelas móveis onde podemos aplicar uma função agregadora (tal como média ou média geométrica)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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2021-01-3011.417941Média Geométrica Móvel 7 Dias
2021-01-3110.775362Média Geométrica Móvel 7 Dias
2021-02-0110.910138Média Geométrica Móvel 7 Dias
2021-02-0211.153061Média Geométrica Móvel 7 Dias
2021-02-0311.543999Média Geométrica Móvel 7 Dias
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" ], "text/plain": [ " Óbitos Tipo\n", "data \n", "2021-01-30 11.417941 Média Geométrica Móvel 7 Dias\n", "2021-01-31 10.775362 Média Geométrica Móvel 7 Dias\n", "2021-02-01 10.910138 Média Geométrica Móvel 7 Dias\n", "2021-02-02 11.153061 Média Geométrica Móvel 7 Dias\n", "2021-02-03 11.543999 Média Geométrica Móvel 7 Dias" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats import gmean # Obtendo a função que calcula média geométrica do scipy\n", "\n", "covid_PB_obitos = covid_PB.obitosNovos\n", "covid_PB_obitos = covid_PB_obitos.sort_index()\n", "covid_PB_obitos.name = 'Óbitos'\n", "covid_PB_obitos_df = pd.DataFrame(covid_PB_obitos)\n", "covid_PB_obitos_df['Tipo'] = 'Valor Nominal'\n", "covid_PB_obitos_df_temp = pd.DataFrame(covid_PB_obitos.rolling(7).mean().dropna())\n", "covid_PB_obitos_df_temp['Tipo'] = 'Média Aritmética Móvel 7 Dias'\n", "covid_PB_obitos_df = pd.concat([covid_PB_obitos_df, covid_PB_obitos_df_temp])\n", "covid_PB_obitos_df_temp = pd.DataFrame(covid_PB_obitos.rolling(7).aggregate(gmean).dropna())\n", "covid_PB_obitos_df_temp['Tipo'] = 'Média Geométrica Móvel 7 Dias'\n", "covid_PB_obitos_df = pd.concat([covid_PB_obitos_df, covid_PB_obitos_df_temp])\n", "covid_PB_obitos_df.index = pd.to_datetime(covid_PB_obitos_df.index)\n", "covid_PB_obitos_df.tail()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Vamos agora construir um gráfico de dispersão com o conjunto de dados *df_exemplo_px*:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.relplot(x = 'index', y='Valor', hue = 'Coluna', data=df_exemplo_px.reset_index().dropna())\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(10,7)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Infelizmente o *seaborn* apresenta este problema com datas e a origem do erro não é do *seaborn* em si e sim como o *matplotlib* interpreta datas. Mais detalhes em:\n", "https://github.com/mwaskom/seaborn/issues/1641" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Vamos forçar os limites a ficarem dentro do mínimo (menos um dia) e do máximo (mais um dia):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.relplot(x = 'index', y='Valor', hue = 'Coluna', data=df_exemplo_px.reset_index().dropna())\n", "grafico.ax.set_xlim((df_exemplo_px.reset_index()['index'].min() - pd.DateOffset(days=1)), \n", " (df_exemplo_px.reset_index()['index'].max() + pd.DateOffset(days=1)))\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(10,6)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.relplot(x = 'index', y='coluna_1', hue = 'coluna_2', size = 'coluna_3', data=df_exemplo.reset_index().dropna())\n", "grafico.ax.set_xlim((df_exemplo.reset_index()['index'].min() - pd.DateOffset(days=1)), \n", " (df_exemplo.reset_index()['index'].max() + pd.DateOffset(days=1)))\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.set_xlabel('')\n", "grafico.fig.set_size_inches(10,6)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "covid_PB_casos_obitos = covid_PB[['obitosNovos', 'casosNovos']].sort_index()\n", "covid_PB_casos_obitos.index = pd.to_datetime(covid_PB_casos_obitos.index)\n", "grafico = sns.relplot(x = 'data', y = 'casosNovos', hue = 'obitosNovos', data=covid_PB_casos_obitos.reset_index())\n", "grafico.ax.set_xlim((covid_PB_casos_obitos.reset_index()['data'].min()-pd.DateOffset(days=5)), \n", " (covid_PB_casos_obitos.reset_index()['data'].max()+ pd.DateOffset(days=5)))\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.set_xlabel('')\n", "grafico.ax.set_ylabel('Casos COVID-19 em PB')\n", "grafico.ax.set_title('Casos e Óbitos de COVID-19 na Paraíba')\n", "grafico.fig.set_size_inches(10,6)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráficos de Dispersão em dados categóricos\n", "\n", "* Neste caso, podemos ter muitos valores repetidos em uma variável, e os gráficos de dispersão podem não ilustrar efetivamente o comportamento dos dados.\n", "\n", "* Seria interessante gráficos que considerem a repetição de valores dentro de uma mesma categoria.\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Alternativas aos Gráficos de Dispersão\n", "\n", "No caso de termos muitas valores repetidos em uma variável, os gráficos de dispersão deixam de ser eficientes para ilustrar o comportamento dos dados.\n", "\n", "Neste sentido, precisamos de gráficos que considerem a repetição de valores.\n", "\n", "**Obs:** Isto acontece quando o eixo horizontal contém variáveis categóricas, e assim, teríamos repetição de valores dentro de uma mesma categoria." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Para estes gráficos vamos utilizar os dados de óbitos por COVID-19 no Brasil. Vamos agrupar o número de óbitos por dia da semana." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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obitosNovosDia
data
2020-02-250Terça-Feira
2020-02-260Quarta-Feira
2020-02-270Quinta-Feira
2020-02-280Sexta-Feira
2020-02-290Sábado
.........
2020-07-211367Terça-Feira
2020-07-221284Quarta-Feira
2020-07-231311Quinta-Feira
2020-07-241156Sexta-Feira
2020-07-251211Sábado
\n", "

152 rows × 2 columns

\n", "
" ], "text/plain": [ " obitosNovos Dia\n", "data \n", "2020-02-25 0 Terça-Feira\n", "2020-02-26 0 Quarta-Feira\n", "2020-02-27 0 Quinta-Feira\n", "2020-02-28 0 Sexta-Feira\n", "2020-02-29 0 Sábado\n", "... ... ...\n", "2020-07-21 1367 Terça-Feira\n", "2020-07-22 1284 Quarta-Feira\n", "2020-07-23 1311 Quinta-Feira\n", "2020-07-24 1156 Sexta-Feira\n", "2020-07-25 1211 Sábado\n", "\n", "[152 rows x 2 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_BR_obitos = covid_BR.query('regiao == \"Brasil\"')[['obitosNovos','data']]\n", "\n", "covid_BR_obitos.data = pd.to_datetime(covid_BR_obitos.data)\n", "covid_BR_obitos['Dia'] = covid_BR_obitos.data.dt.weekday.map({0:'Segunda-Feira',1:'Terça-Feira',2:'Quarta-Feira',\n", " 3:'Quinta-Feira',4:'Sexta-Feira',5:'Sábado', 6:'Domingo'})\n", "covid_BR_obitos = covid_BR_obitos.set_index('data')\n", "covid_BR_obitos" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.relplot(x='Dia', y='obitosNovos', data=covid_BR_obitos)\n", "# Se quisermos determinar a ordem do eixo x o relplot não é a função ideal, além disso devido à sobreposição dos dados, \n", "# ela definitivamente não é a ideal para variáveis categóricas.\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(13,7)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## O gráfico *stripplot*\n", "\n", "* O *stripplot* é um gráfico de dispersão onde em cada observação é colocado um deslocamento aleatório para evitar a sobreposição e fornecer uma ideia mais precisa da quantidade de dados.\n", "\n", "* Vamos construir o *stripplot* através da função **catplot**. O *stripplot* é o gráfico padrão do **catplot** (tem o argumento *kind = 'strip'*).\n", "\n", "* Podemos determinar a ordem das variáveis categóricas com o argumento *order*." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Dia', y='obitosNovos', data=covid_BR_obitos, order = ['Segunda-Feira', 'Terça-Feira',\n", " 'Quarta-Feira', 'Quinta-Feira', 'Sexta-Feira', 'Sábado', 'Domingo'])\n", "grafico.ax.set_xlabel('');grafico.fig.set_size_inches(13,7)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Se colocarmos *jitter=False* obtemos o gráfico de dispersão usual (com o detalhe de que podemos definir a ordem dos rótulos do eixo *x*)." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Dia', y='obitosNovos', jitter = False, data=covid_BR_obitos, order = ['Segunda-Feira', 'Terça-Feira',\n", " 'Quarta-Feira', 'Quinta-Feira', 'Sexta-Feira', 'Sábado', 'Domingo'])\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(13,6)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## O gráfico *swarmplot*\n", "\n", "* O *swarmplot* é um gráfico de dispersão onde, diferentemente do *stripplot*, nenhum dado pode ficar sobreposto, desta forma também fornece uma ideia mais precisa da quantidade de dados.\n", "\n", "* Vamos construir o *swarmplot* através da função **catplot** com o argumento *kind = 'swarm'*.\n", "\n", "* Como o *swarmplot* também é um tipo do **catplot** podemos determinar a ordem das variáveis categóricas com o argumento *order*." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Dia', y='obitosNovos', kind = 'swarm', data=covid_BR_obitos, order = ['Segunda-Feira', 'Terça-Feira',\n", " 'Quarta-Feira', 'Quinta-Feira', 'Sexta-Feira', 'Sábado', 'Domingo'])\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(13,7)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráficos de Barras e Colunas\n", "\n", "* Para criar gráficos de barras e colunas com o *seaborn* utilizaremos a função **catplot** com o argumento *kind=bar*.\n", "\n", "* Se a variável categórica estiver no eixo *x* o gráfico será de coluna;\n", "* Se a variável categórica estiver no eixo *y* o gráfico será de barra." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "covid_Regioes = covid_BR[['regiao','obitosNovos']].groupby('regiao').sum().query('regiao != \"Brasil\"')/2\n", "\n", "grafico = sns.catplot(x='regiao', y='obitosNovos', kind = 'bar',data=covid_Regioes.reset_index())\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(10,6)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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Túlio73Peso
\n", "
" ], "text/plain": [ " Valor Dado\n", "Ana 20 Idade\n", "João 19 Idade\n", "Maria 21 Idade\n", "Pedro 22 Idade\n", "Túlio 20 Idade\n", "Ana 162 Altura\n", "João 178 Altura\n", "Maria 162 Altura\n", "Pedro 165 Altura\n", "Túlio 171 Altura\n", "Ana 55 Peso\n", "João 80 Peso\n", "Maria 62 Peso\n", "Pedro 67 Peso\n", "Túlio 73 Peso" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dict_series_sns = pd.DataFrame(df_dict_series.Idade).rename({'Idade':'Valor'}, axis=1)\n", "df_dict_series_sns['Dado'] = 'Idade'\n", "df_dict_series_sns_temp = pd.DataFrame(df_dict_series.Altura).rename({'Altura':'Valor'}, axis=1)\n", "df_dict_series_sns_temp['Dado'] = 'Altura'\n", "df_dict_series_sns = pd.concat([df_dict_series_sns, df_dict_series_sns_temp])\n", "df_dict_series_sns_temp = pd.DataFrame(df_dict_series.Peso).rename({'Peso':'Valor'}, axis=1)\n", "df_dict_series_sns_temp['Dado'] = 'Peso'\n", "df_dict_series_sns = pd.concat([df_dict_series_sns, df_dict_series_sns_temp])\n", "df_dict_series_sns" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='index', y='Valor', hue='Dado', data = df_dict_series_sns.reset_index(), kind='bar')\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(10,6)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## BoxPlot e Alternativas\n", "\n", "* Tanto o *BoxPlot* quanto as alternativas que apresentaremos aqui (*violinplot* e *boxenplot*) fazem parte do **catplot**.\n", "* O *boxenplot* foi criado por Hadley Wickham (criador do *ggplot2* e da maioria dos pacotes do *tidyverse* do *R*) e colaboradores e é uma generalização do *BoxPlot* que apresenta mais quantis. Foi introduzido como *letter-value plots*: https://vita.had.co.nz/papers/letter-value-plot.html. \n", "* O *violinplot* recebe este nome pois seu gráfico se assemelha a um violino.\n", "* Para construir um *BoxPlot* utiliza-se o argumento *kind='box'*;\n", "* Para construir um *violinplot* utiliza-se o argumento *kind='violin'*;\n", "* Para construir um *boxenplot* (ou *letter-value plot*) utiliza-se o argumento *kind='boxen'*." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Dia', y='obitosNovos', kind = 'box', data=covid_BR_obitos, order = ['Segunda-Feira', 'Terça-Feira',\n", " 'Quarta-Feira', 'Quinta-Feira', 'Sexta-Feira', 'Sábado', 'Domingo'])\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(13,7)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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RegiãoÓbitos
Data
2020-02-25Centro-Oeste0.0
2020-02-26Centro-Oeste0.0
2020-02-27Centro-Oeste0.0
2020-02-28Centro-Oeste0.0
2020-02-29Centro-Oeste0.0
.........
2020-07-21Sul166.0
2020-07-22Sul146.0
2020-07-23Sul165.0
2020-07-24Sul123.0
2020-07-25Sul151.0
\n", "

760 rows × 2 columns

\n", "
" ], "text/plain": [ " Região Óbitos\n", "Data \n", "2020-02-25 Centro-Oeste 0.0\n", "2020-02-26 Centro-Oeste 0.0\n", "2020-02-27 Centro-Oeste 0.0\n", "2020-02-28 Centro-Oeste 0.0\n", "2020-02-29 Centro-Oeste 0.0\n", "... ... ...\n", "2020-07-21 Sul 166.0\n", "2020-07-22 Sul 146.0\n", "2020-07-23 Sul 165.0\n", "2020-07-24 Sul 123.0\n", "2020-07-25 Sul 151.0\n", "\n", "[760 rows x 2 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_regioes_diarios_px = covid_BR.set_index(\n", " 'data').query('regiao != \"Brasil\"')[['obitosNovos', 'regiao']].reset_index().rename(\n", " {'obitosNovos':'Óbitos','regiao':'Região','data':'Data'},axis=1)\n", "covid_regioes_diarios_px = covid_regioes_diarios_px.groupby(['Região','Data']).sum()/2\n", "covid_regioes_diarios_px = covid_regioes_diarios_px.reset_index().set_index('Data')\n", "covid_regioes_diarios_px" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Região', y='Óbitos', kind = 'box', data=covid_regioes_diarios_px)\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(10,8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Na presença de muitos *outliers*, como é o caso do gráfico anterior, é interessante considerar uma alternativa ao *BoxPlot*.\n", "\n", "Vamos ver agora o *Boxen Plot* (ou *letter-value plots*). Este plot considera os quantis: ..., 0.8%, 1.56%, 3.13%, 6.25%, 12.5%, 25%, 50%, 75%, 87.5%, 93.75%, 96.88%, 98.44%, 99.24%, ...\n", "\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Região', y='Óbitos', kind = 'boxen', data=covid_regioes_diarios_px)\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(10,8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Porém num gráfico sem muitos *outliers* o *Boxen Plot* não fica muito diferente do *BoxPlot*." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Dia', y='obitosNovos', kind = 'boxen', data=covid_BR_obitos, order = ['Segunda-Feira', 'Terça-Feira',\n", " 'Quarta-Feira', 'Quinta-Feira', 'Sexta-Feira', 'Sábado', 'Domingo'])\n", "grafico.ax.set_xlabel('');grafico.fig.set_size_inches(13,7)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Na presença de muitos *outliers* também é preferível um *violinplot* no lugar de um *BoxPlot* para tornar visível o que está ocorrendo." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Região', y='Óbitos', kind = 'violin', data=covid_regioes_diarios_px)\n", "grafico.ax.set_xlabel('');grafico.fig.set_size_inches(13,6)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Muitas vezes é interessante sobrepor um *violinplot* a um *swarmplot* para evidenciar o comportamento da distribuição dos dados." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Região', y='Óbitos', kind = 'violin', data=covid_regioes_diarios_px)\n", "sns.swarmplot(x='Região', y='Óbitos', data=covid_regioes_diarios_px, ax = grafico.ax, size=4, color='k') # k = black, b = blue\n", "grafico.ax.set_xlabel('');grafico.fig.set_size_inches(13,6)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "grafico = sns.catplot(x='Dia', y='obitosNovos', kind = 'violin', data=covid_BR_obitos)\n", "sns.swarmplot(x='Dia', y='obitosNovos', data=covid_BR_obitos, ax = grafico.ax, size=4, color='k') \n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(15,7)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Histogramas\n", "\n", "* O *seaborn* constrói histogramas a partir da função **distplot** e por padrão possui um estimador de densidade baseado no núcleo gaussiano. Podemos retirar o estimador de densidade utilizando o argumento *kde=False*." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14,10))\n", "_ = sns.distplot(covid_regioes_diarios_px.query('Região==\"Nordeste\"')['Óbitos'], ax=ax)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14,10))\n", "_ = sns.distplot(covid_regioes_diarios_px.query('Região==\"Nordeste\"')['Óbitos'], kde=False, ax=ax)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14,10))\n", "_ = sns.distplot(covid_regioes_diarios_px.query('Região==\"Nordeste\"')['Óbitos'], hist=False)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(14,10))\n", "_ = sns.distplot(df_exemplo['coluna_1'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Se quisermos sobrepor dois histogramas, devemos usar a função *FacetGrid* do *seaborn*, que permite construir vários gráficos bidimensionais simultaneamente, com a cor sendo dada por uma terceira variável.\n", "\n", "* Devemos definir qual o *DataFrame* que iremos trabalhar e qual a variável que queremos que forneça a cor;\n", "* Em seguida, devemos aplicar *map* ao gráfico e definir qual será o tipo de gráfico que queremos, qual variável e quais os parâmetros de interesse." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Para criar gráficos de histogramas com cores, vamos utilizar como base a função criada por *lbalazscs* no link https://github.com/mwaskom/seaborn/issues/861\n", "\n", "Fizemos apenas uma leve modificação para incluir o tamanho e ajeitamos o argumento *bins* que estava faltando." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "def distplot_with_hue(data=None, x=None, hue=None, row=None, col=None, legend=True, size=(10,10), **kwargs):\n", " _, bins = np.histogram(data[x].dropna())\n", " g = sns.FacetGrid(data, hue=hue, row=row, col=col)\n", " g.map(sns.distplot, x, bins=bins, **kwargs)\n", " g.fig.set_size_inches(size)\n", " if legend and (hue is not None) and (hue not in [x, row, col]):\n", " g.add_legend(title=hue) " ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "distplot_with_hue(data=covid_regioes_diarios_px, x='Óbitos', hue='Região', hist=True, size=(18,7), kde=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Distribuição Conjunta e Marginais\n", "\n", "* O histograma nos permite verificar a distribuição de uma ou mais variáveis, mas sem levar outras variáveis em conta.\n", "\n", "* Para verificar como duas variáveis se comportam conjuntamente, isto é, sua distribuição conjunta, assim como suas distribuições individuais (marginais), podemos utilizar a função **jointplot** do *seaborn*." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = sns.jointplot(x = 'coluna_1', y = 'coluna_2', data=df_exemplo, height=8)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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obitos_Norteobitos_Nordesteobitos_Sudesteobitos_Sulobitos_Centro-Oeste
data
2020-02-250.00.00.00.00.0
2020-02-260.00.00.00.00.0
2020-02-270.00.00.00.00.0
2020-02-280.00.00.00.00.0
2020-02-290.00.00.00.00.0
\n", "
" ], "text/plain": [ " obitos_Norte obitos_Nordeste obitos_Sudeste obitos_Sul \\\n", "data \n", "2020-02-25 0.0 0.0 0.0 0.0 \n", "2020-02-26 0.0 0.0 0.0 0.0 \n", "2020-02-27 0.0 0.0 0.0 0.0 \n", "2020-02-28 0.0 0.0 0.0 0.0 \n", "2020-02-29 0.0 0.0 0.0 0.0 \n", "\n", " obitos_Centro-Oeste \n", "data \n", "2020-02-25 0.0 \n", "2020-02-26 0.0 \n", "2020-02-27 0.0 \n", "2020-02-28 0.0 \n", "2020-02-29 0.0 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_regioes_diarios = pd.DataFrame()\n", "\n", "regioes = covid_BR.query('regiao != \"Brasil\"')['regiao'].drop_duplicates().array\n", "\n", "for regiao in regioes:\n", " temp_series = covid_BR.set_index('data').query('regiao == @regiao')['obitosNovos'].groupby('data').sum()/2\n", " temp_series.name = 'obitos_' + regiao\n", " covid_regioes_diarios = pd.concat([covid_regioes_diarios, temp_series], axis=1)\n", " \n", "covid_regioes_diarios.index = pd.to_datetime(covid_regioes_diarios.index)\n", "covid_regioes_diarios.head()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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YkdRJJd2sm5h27VTv4UqqB1OPw1iSOqkNW0hMUxPTrp3qPdhK9WBer24y7EjqrC7drEuZJj8PSqoHU4/DWJJUM4dFuqWkejD1GHYkqWYlTZOfByXVg6nHYSxJc2tWQ0sOi3RLafVgMuxImlOz3C7BNW26p0v1YFqdw1iS5tIsh5YcFpGaZc+OpIl1cabRLIeWHBaRmmXYkTSRru6ePeuhpa4Mi3QxuEqrcRhL0kS6OtPIoaVDOUVepTLsSJpIV2cauV3CoboaXKXVOIwlaSJdnmnUlaGlWelqcJVWY8+OpIk4HFSOulcOdidxNcWwI2kiXRkO8ka7ujqDq/VAapLDWJIm1vbhoK7OGJu1OqfIu5O4mlR72ImIbwAPAAeAhzJzS0QcAfw18DTgG8ArM/P+6vyLgPOq89+QmdfU3UZJZfNGO7q6gqv1QGrSrIaxXpiZp2Xmlur5DuC6zDwJuK56TkScApwDnAqcCbwzItYN+kBJGpU32ua5k7ia1FTNzlnA5dXjy4HtfcevyMwHM/PrwO3Acxton6SCeKNtnoXsatIswk4C/xARn42I86tjx2Tm3QDVz6Or4wvAnX3v3VMdO0hEnB8RN0XETffee2+NTZdUAm+0zetKIXub9N/rHth7X9PN6bRZFChvzcy7IuJo4NqI+MoK58aAY3nIgczLgMsAtmzZcsjrktTPvanaoe2F7G3Tf697+jOf5b1uArWHncy8q/p5T0R8iN6w1Lci4tjMvDsijgXuqU7fA5zQ9/bjgbvqbqOk9prWXk3eaKX5VeswVkQ8ISKetPQY+FngS8DVwLnVaecCH64eXw2cExGPjYgTgZOAG+tso6T2cm0WSdNQd8/OMcCHImLpu96fmR+NiM8AV0bEecAdwCsAMvOWiLgSuBV4CLggMw8M/mhJpXPKuKRpqDXsZObXgGcPOP6vwIuHvOdi4OI62yWpG8aZMj6t4S5J5XEFZUmtNeomo+OukGwwkuaLe2NJaq1Rp4yvNNy1nHVA0vwx7EhqrVHXZhlnuGucYCSpDA5jSWq1UaaMjzrcBW4dIc0je3Ykdd44KyS7dYQ0fww7kjpvnK0I3DpCmj8OY0kqwmrDXf0zsDY+fj2PPfwwvrNvv7OxpDlg2JFUvOVT0+//wX42rF/H23/5NEOONAccxpJUPGdgSfPNsCOpeM7AkuabYUdS8ZyBJc03w46k4jkDS5pvFihLKt5SEbL7YUnzybAjaS6MshKzpDI5jCVJkopm2JEkSUUz7EiSpKIZdiRJUtEsUJakKevfh8uZX1LzDDuSNEXL9+Fa3LuPi666GcDAIzXEYSxJmiL34ZLax54dSZoi9+FSF7z6jE1NN2Gm7NmRpClyHy6pfQw7kjRF7sMltY/DWJI0Re7DJbXP2GEnIp6Qmd+vozGSVAL34ZLaZeRhrIj4yYi4Ffhy9fzZEfHO2lomSZI0BeP07Lwd2AZcDZCZX4iIn6mlVZLm1vIF+V74Y0fxsa/c65CQpDUbaxgrM++MiP5DB4adK0njGrQg33s/fccjr7tAn6S1GGc21p0R8ZNARsRjIuL/oBrSkqRpGLQg33Iu0CdpXOOEnf8EXAAsAHuA04D/XEejJM2nURfec4E+SeMYZxjr5Mz8lf4DEbEV+NR0myRpXh23cQOLIwQZF+iTNI5xenb+eMRjkrQmgxbkW84F+iSNa9WenYh4PvCTwFER8ea+l54MrPyvkiSNYdCCfM7GkjSpUYaxHgM8sTr3SX3Hvwv8Uh2NkjS/XJBP0rStGnYy8xPAJyLiPZn5TYCIOAx4YmZ+t+4GSpIkTWKcmp1LIuLJEfEE4Fbgtoi4sKZ2SZIkTcU4YeeUqidnO/D3wCbgV2tplVSIXbsX2brzek7c8RG27ryeXbsXm26SJM2dcaaer4+I9fTCzjsyc39EZE3tkjpv0GrArv4rSbM3Ts/OnwHfAJ4AfDIifpRekbKkAQatBuzqv5I0eyP37GTmHwF/1HfomxHxwuk3SSrDsFV+Xf1XkmZr5LATEccA/xdwXGa+NCJOAZ4PvKuuxkldNmw1YFf/lVa2a/fBO9+7tpImNc4w1nuAa4Djquf/Arxp2g2SSjFoNWBX/5VWtlTrtrh3H8mjtW4W92sS44SdIzPzSuBhgMx8CFh5e2Jpjm0/fYFLzt7MwsYNBLCwcQOXnL3Z/0OVVmCtm+owzmys70fEvwESICKeB3xnlDdGxDrgJmAxM18eEUcAfw08jV7R8ysz8/7q3IuA8+gFqTdk5jVjtFFqlVJXA3aYQXWx1k11GKdn583A1cC/jYhPAX8JvH7E974R+HLf8x3AdZl5EnBd9ZyqDugc4FTgTOCdVVCS1BIOM6hOw2rarHXTJEYOO5n5OeDf0dsU9D8Cp2bmF1d7X0QcD7wM+PO+w2cBl1ePL6e3ds/S8Ssy88HM/DpwO/DcUdsoqX4OM6hO1rqpDqPsen72kJeeERFk5lWrfMQfAL/BwZuIHpOZdwNk5t0RcXR1fAH4dN95e6pjy9t0PnA+wKZNm1b7LUjFm+WwksMMqtPS31uHSQ++1x351Pn7/U/TKDU7P1f9PJper8711fMXAh8HhoadiHg5cE9mfjYiXjDCd8WAY4es0pyZlwGXAWzZssVVnDXXZr1Ss1PqVbdSa93G1X+ve/ozn+W9bgKrDmNl5msz87X0QscpmfmLmfmL9OpqVrMV+PmI+AZwBfCiiHgv8K2IOBag+nlPdf4e4IS+9x8P3DXqb0aaR7MeVnKYQVLXjFOg/LSloafKt4BnrPSGzLwoM4/PzKfRKzy+PjNfQ6/Q+dzqtHOBD1ePrwbOiYjHRsSJwEnAjWO0UZo7sx5Wckr97LmhrDSZcaaefzwirgE+QK+X5xzgY2v83p3AlRFxHnAH8AqAzLwlIq4EbgUeAi7ITNfykVYw7rDSNOp7HGaYHTeUlSY3zmys19HbDPTZwGnAZZk56tRzMvPjmfny6vG/ZuaLM/Ok6ud9feddnJn/NjNPzsz/Z/TfijSfxhlWctp49zj7TZrcOD07SzOvVpt9JWmGxpm9stKN016CdnL2mzS5cTYCfYBHZ0Y9BlgPfD8zn1xHwySNbtRhJW+c3ePsN2ly4wxjPSkzn1z9ehzwi8A76muapGlzddrucfabNLlxZmMdJDN3AS+aYlsk1az0G2eJs5ac/SZNbpxhrP6VlA8DtjBgwT9J7VXy6rQlz1py9ps0mXEKlH+u7/FD9HYrP2uqrZFUu1JvnBZfSxpm5LBTraIsSa1k8bWkYVat2YmIX4+Ik6rHERHvjojvRMQXI+In6m+itDYl1m9oOIuvJQ0zSoHyG+kNWQG8it6igk8H3gz8YT3Nkibj4nnzp/Tia0lrN0rYeSgz91ePXw78ZbUC8j8CT6ivadLauers/HHWkqRhRqnZebjamfx+4MXAxX2v2T+sVrJ+Yz6VWnwtaTKj9Oz8NnATvaGsqzPzFoCI+HfA1+prmrR21m9IkpasGnYy8++AHwWemZm/3vfSTcAvLz2JiH8//eZJa2P9hiRpyUhTzzPzIXrDWP3Hvr/stN8Drp1Su6SJlLx4nnoF6P7ZShrVWLueryKm+FnSxEqp3/DGfrCSV0qWVI817401gFtHSFPmFPpDOdNO0rimGXYkTZk39kM5007SuKYZdr4xxc+ShDf2QZxpJ2lcI4ediHhFRDypevyWiLiqf7uIzDx7+LslrYU39kM5007SuMbp2fk/M/OBiPgpYBtwOfCn9TRLEnhjH8SVkiWNa5zZWEuFAy8D/jQzPxwRb5t+kyQtcQr9YKXMtJM0G+OEncWI+DPgJcDvRcRjscBZqp03dkmazDhh5ZXANcCZmbkXOAK4sJZWSZIkTcnIYSczfwD8T2BbRLwOODoz/6G2lkmSJE3BOLOx3gi8Dzi6+vXeiHh9XQ2TJEmahnFqds4DzljaEysifg/4Z+CP62iYJEnSNIwTdoJHZ2RRPXY/LKll3EtLkg42Ttj5C+CGiPhQ9Xw78O7pN0nSWrlJpiQdapwC5d8HXgvcB9wPvDYz315XwySNz720JOlQI/fsRMRfZeavAp8bcExSC7iXliQdapx1dk7tfxIR64DnTLc5kibhXlqSdKhVw05EXBQRDwDPiojvRsQD1fN7gA/X3kJJI3MvLUk61KrDWJl5CXBJRFySmRfNoE2S1si9tCTpUKuGnYj4scz8CvA3EfETy1/PzM8NeJukhtS5l5bT2iV10SgFym8Gzgf+24DXEnjRVFskzbm2BgqntUvqqlGGsc6vfr6w/uZI863NgWKlae1Nt22etDUMS202zt5Yj4uIN0fEVRHxwYh4U0Q8rs7GSfOmzevkOK29eUtheHHvPpJHw/Cu3YtNN01qtXGmnv8lvennfwy8AzgF+Ks6GiXNqzYHCqe1N6/NYVhqs3HCzsmZeV5mfqz6dT7wjLoaJs2jNgcKp7U3r81hWGqzccLO7oh43tKTiDgD+NT0myTNrzYHiu2nL3DJ2ZtZ2LiBABY2buCSszdbLzJDbQ7DUpuNMvX8ZnqzrtYD/0tE3FE9/1Hg1nqbJ82Xtq+TU+e0dq3uwm0nH1TADu0Jw1KbjTL1/OV9j58C/HT1+JPA3qm3SHPH2SUHM1BomLaHYamtRpl6/k2AiHgj8B+Aq4CgV5z8f9MrWJbWpM1TraU2MgxL4xunZuc84HmZ+dbM/G3g+cCvr/SGarr6jRHxhYi4JSJ+pzp+RERcGxFfrX4+pe89F0XE7RFxW0RsW8tvSt3h7BJJUt3GCTsB9N+VDlTHVvIg8KLMfDZwGnBmVeS8A7guM08CrqueExGnAOfQm+J+JvDOand1FcrZJZKkuo0Tdv4CuCEi3hYRbwM+DbxrpTdkz/eqp+urXwmcBVxeHb8c2F49Pgu4IjMfzMyvA7cDzx2jjeoYZ5dIkuo2ctjJzN8HXgvcB9wPvDYz/2C190XEuoj4PHAPcG1m3gAck5l3V597N3B0dfoCcGff2/dUx1SoNk+1liSVYZTZWI+odjgfa5fzzDwAnBYRG4EPRcSPr3D6oGGxPOSkiPPpbU7Kpk2bxmmOWsbZJZI0WP+97sinTvffxPffcMdY57/6jG7fa8cKO5PIzL0R8XF6tTjfiohjM/PuiDiWXq8P9HpyTuh72/HAXQM+6zLgMoAtW7YcEobULW2dXeKUeElN6r/XPf2Zz/JeN4FxanbGFhFHVT06RMQG4CXAV4CrgXOr084FPlw9vho4JyIeGxEnAicBN9bZRmkQN1yUpHLU3bNzLHB5NaPqMODKzPy7iPhn4MqIOA+4A3gFQGbeEhFX0luZ+SHggmoYTJqplabE27sjSd1Sa9jJzC8Cpw84/q/Ai4e852Lg4jrbJa3GKfGSVI5ah7GkrnJKvCSVw7AjDeCUeEkqx8xmY0ld4pR4SSqHYUcaoq1T4iVJ43EYS5IkFc2wI0mSiuYwlhrh6sSSpFkx7GjmllYnXlq0b2l1YmBuAo9hT5Jmx2EszdxKqxPPA7eikKTZMuxo5uZ9deJ5D3uSNGuGHc3cvK9OPO9hT5JmzbCjmZv31YnnPexJ0qwZdjSyXbsX2brzek7c8RG27rx+zTUm209f4JKzN7OwcQMBLGzcwCVnb56bAt15D3uSNGvOxtJIpj2Dap5XJ3YrCkmaLcOORrJSUa036fHNc9iTpFlzGEsjsahWktRVhh2NxKJaSVJXGXY0EotqJUldZc2ORmJRrSSpqww7GplFtZKkLjLsSDqIm5RKKo1hR+qYOsOIO9JLKpEFylKH1L1jupuUSiqRYUfqkLrDiOspSSqRYUfqkLrDiOspSSqRYUfqkLrDiOspSSqRYUfqkLrDyLzvSC+pTM7GkjpkFos7up6SpNIYdqSOMYxI0ngcxpIkSUUz7EiSpKIZdiRJUtEMO5IkqWiGHUmSVDRnY6lR7rAtSaqbYUeNcYdtSdIsGHbUmJU2tawz7NibJEnzxbCjxjSxw7a9SZI0fyxQ1lh27V5k687rOXHHR9i683p27V5c82c1scP2Sr1JkqQyGXY0sqVekcW9+0ge7RVZa+BpYoftJnqTJEnNMuzoEMN6b6bdK9LEDttN9CZJkpplzY4OslJNSx29IrPe1PLCbScf9PuD+neI2IYAABUVSURBVHuTJEnNsmdHB1mp96aEXpEmepMkSc2yZ0cHWan35u2/fFoRvSKz7k2SJDWr1rATEScAfwk8FXgYuCwz/zAijgD+Gnga8A3glZl5f/Wei4DzgAPAGzLzmjrbqIMdt3EDiwMCz3EbNzwSEFyjRktKWbOolN+HpMHq7tl5CPgvmfm5iHgS8NmIuBb4NeC6zNwZETuAHcBvRsQpwDnAqcBxwD9GxDMy88CQz9eUrVbTslqviDeNsvX/+f7IhvV8/4cPsf9AAt1ds8i1l6Ty1Vqzk5l3Z+bnqscPAF8GFoCzgMur0y4HtlePzwKuyMwHM/PrwO3Ac+tsow42SU3LtKemq12W//nu3bf/kaCzpItrFrn2klS+mdXsRMTTgNOBG4BjMvNu6AWiiDi6Om0B+HTf2/ZUx5Z/1vnA+QCbNm2qr9Fzaq01LU1t/6DZGPTnO0jX1iwa1t7FvfvYuvN6eynVmP573ZFP9e/eJGYyGysingh8EHhTZn53pVMHHMtDDmRelplbMnPLUUcdNa1makIu2Fe2Uf8cuzQ7b9fuRQ6LQf/s9P4xspdSTeq/1z1p4xFNN6fTag87EbGeXtB5X2ZeVR3+VkQcW71+LHBPdXwPcELf248H7qq7jZqOEqama7hR/hy7NDtvaVjuQB7y/1MEh/5flkNbUnfVGnYiIoB3AV/OzN/ve+lq4Nzq8bnAh/uOnxMRj42IE4GTgBvrbKOmp4ntH0owzf3G6jToz3f9YcFTHr++k2sWDRuWWxdxaHdyxV5KqZvqrtnZCvwqcHNEfL469lvATuDKiDgPuAN4BUBm3hIRVwK30pvJdYEzsbrDqenj69JMoNL+fIcFl4czWVhhCYZZcWajND21hp3M/CcG1+EAvHjIey4GLq6tUaqVC/aNp2tF3SX9+a60plTT24p0KQRLXeAKylKD2lrUPQ+9CisFmiZ6sfqv+WERh9QStTkES21n2JEatFLvQlPmpVdhtUAzy16s5dd8UNE0NB+Cpa4y7EgNmtZwyTR7Yro2tDaJtgzLjbqGkTMbpbUx7EgNmsZwybR7Yto6tFayUa6tMxultTPsSA2btHdh2j0xbRxaK92wa74ugoczi62bkmZlJisoS6rPtHtiXC9p9oZd8//2ymfz9Z0v41M7XmTQkSZgz45Uo1nMapp2T0xp6+l0gddcqpdhR6rJrGY11bEmTFsKd+eJ11yqj2FHqsmsZjXZKzBc0+sFNf39knoMO1JNZjmraS29AqXfiJteL6jp75f0KAuUVbuubHQ5bW3eBX7pRry4dx/Jozfikv5sVupZm4fvl/Qow45qNQ831WHaPKtpHm7ETa8X1PT3S3qUYUe1moeb6jDbT1/gkrM3s7BxAwEsbNzAJWdvbsUQxjzciJvuWRvl++e111OaNWt2VKt5uKmupK0zbMaZrt7V2p6mdy5f7fut6ZFmx54d1arp/7vWYKMOsXV5GLLpnrXVvn+eez2lWbNnR7Vq+v+uNdio09W7vilo0z1rK33/vPd6SrNk2FGtXAOmvUYJAt6Q6+MeZNLsGHZUu6b/71prN8sbcldrg9bKXk9pdqzZkTTUrKbPd7k2aK2arimS5ok9O5KGmtUwZNdrg9bKXk9pNgw7klY0ixuytUFSu73/hjuabsJArz5j00jnOYwlqXEuUSCpToYdSY1r89YakrrPYSxJjXOJAkl1MuxIagWLdSXVxWEsSZJUNHt2GjZvC6lJkjRrhp0GueuxJEn1M+w0aF4XUiuRPXSS1F6GnQatZSE1b6rtYw+dJLWbBcoNGnchtXncP6gLVuqhkyQ1z7DToHEXUvOm2k5udSBJ7WbYadC4ux57U20ntzqQpHazZqdh4yykdtzGDSwOCDaDbqrW9szOhdtOPqhmB9zqQJLaxJ6dGdu1e5GtO6/nxB0fYevO68eqtxl12Mvantkat4dOkjRb9uzM0KSzdkbdP8gp7bPnVgeS1F6GnRmaRggZdlPtH7bKIe+1tkeSNI8MOzNUV4Hx8h6jYSyYlSTNI2t2ZqiuWTuDeoyWs2BWkjSvDDszNO66OqNaqWfIgllJ0rxzGGuGRi0wHtewKekLGzfwqR0vmuiz9Sin80tSNxl2ZqyOWTuu81I/97+SpO5yGKsArvNSP7fqkKTuqrVnJyLeDbwcuCczf7w6dgTw18DTgG8Ar8zM+6vXLgLOAw4Ab8jMa+psX0maWOdlnoZ13KpDkrqr7p6d9wBnLju2A7guM08CrqueExGnAOcAp1bveWdErENDTbIa8zS+e55WaXb/K0nqrlrDTmZ+Erhv2eGzgMurx5cD2/uOX5GZD2bm14HbgefW2b4uazpszNuwTl0z6SRJ9WuiZueYzLwboPp5dHV8Abiz77w91TEN0HTYmLdhHeuiJKm72jQbKwYcG7jzQUScD5wPsGnTpjrb1FpNh41xdmAvhftfSZql/nvdkU/1355JNNGz862IOBag+nlPdXwPcELfeccDdw36gMy8LDO3ZOaWo446qtbGtlXTNSQO60hSvfrvdU/aeETTzem0JsLO1cC51eNzgQ/3HT8nIh4bEScCJwE3NtC+Tmg6bDisI0nqirqnnn8AeAFwZETsAd4K7ASujIjzgDuAVwBk5i0RcSVwK/AQcEFmrrzhU8OanHpd12rM47bBcCNJartaw05mvmrISy8ecv7FwMX1tWh62rCirmFDkqTVtalAuVNWmg21FEDmadE9SZLayrCzRqvNhmpDz0+XGRQlSdPi3lhrtNpsqKbXwemyphdMlCSVxbCzRqvNhmp6HZwuMyhKkqbJYaw1Wm021DiL7jlkczCDoiRpmgw7E1hpNtSF204+qGYHBq+DM63anpIC0zyuzixJqo/DWDV63PpHL+/GDesHLro3jSGb0mpcml4wUZJUFnt2arC8twbgwYceHnjuNIZsRpkGP655XzBRklQOw04Nxgkf0xiymXaNSxumzbtgoiRpWhzGqsE44WMaQzbT3hTU2VCSpJIYdmowTviYxoaa065xcTaUJKkkDmPVYNSZWEsmHbKZdo2Ls6EkSSUx7NSgiQLbada4jBvWJElqM8NOTbpcYOtsKElSSQw7Kyhpob5xdTmsSZLUz7AzRBumX0uSpMk5G2uIYdOv33b1LQ21SJIkrYVhZ4hh06z37tvf2W0YJEmaR4adIVaaZu3iepIkdYdhZ4iVplm7uJ4kSd1hgfIQ209f4Hf+xy3c/4P9h7w2yuJ6057JNc8zwyRJmoQ9Oyt468+duqZtGJZmci3u3Ufy6Eyutdb6TPvzJEmaJ/bsrGD76Qvc9M37+MANd3Igk3UR/OJzVl9/Zpxdz5db6sFZ3LuPdRGPfO+BzDV9niRJ886enRXs2r3IBz+7+EjQOJDJBz+7uGqPylo30uzvwVn6vv6f436eJEmyZ2dFK/XQLO/xedUZJ/C72zcDa99Ic9D3rcSNOSVJWp09OysY1nOyuHcf7/30HQf1vLz303fwll29FZYv3Hbymmp9xumpcWNOSZJGY9gZYtfuRQ6LGOs9H7jhTqBX63PJ2ZtZ2LiBABY2buCSszevWl+zWk/NuoixPk+SJDmMNdBS7cygWpkN69cNHWrqP38tG2leuO3kg/bjWv69BhxJksZnz84Aw2pn1kVwydmbWTekx2fp+K7di2zdeT0n7vgIW3deP/IU8f4eof7PsydHkqS1s2dngGG1Mw9nPjId/b2fvuOQ1191xgkT75a+lh4hSZI0nD07A2x8/PoVj//u9s285nmbHul5WRfBa563id/dvnnFGVySJGn27NkZYMiyNgcd/93tmx+Zat5vrWvsSJKketizM8B39h26H9ZKx/sNm1HlmjiSJDXDnp0Bxl0UsH+Tzh/ZsJ7164L9Bx7tBnJNHEmSmmPPzgDjLAq4fJPOvfv2Q8JTHr/eNXEkSWoBe3aW2bV7kbddfctBRcZPefx63vpzpw4MLIMKkvc/nDz+MYez+7d/tvb2SpKklRl2+uzavciFf/MF9j98cIXy9x58aOh7LEiWJKndHMbqc+k1tx0SdAD2H8ihU8ctSJYkqd0MO31W6o0Z9tpaN/2UJEmzYdjps1JvzLDX1rrppyRJmg1rdvpcuO3kgTU769fFij01bvEgSVJ7GXYqb9l1Mx+44c5Ddjp/wmPWcfEv2FMjSVJXGXboBZ1BG3sCDKhXliRJHWLNDgwNOuAmnpIkdV3rwk5EnBkRt0XE7RGxo+n2gGvmSJLUZa0KOxGxDvgT4KXAKcCrIuKUZlvlmjmSJHVZq8IO8Fzg9sz8Wmb+ELgCOKvJBrlmjiRJ3da2AuUF4M6+53uAM5afFBHnA+cDbNq0qdYGuWaOJKkJy+91rz6j3vtdydrWsxMDjh0yHyozL8vMLZm55aijjqq1QQYdSVITZnmvK13bws4e4IS+58cDdzXUFkmSVIC2hZ3PACdFxIkR8RjgHODqur/0GztfNtZxSZLUHa2q2cnMhyLidcA1wDrg3Zl5yyy+22AjSVKZWhV2ADLz74G/b7odkiSpDG0bxpIkSZoqw44kSSqaYUeSJBXNsCNJkopm2JEkSUUz7EiSpKIZdiRJUtEMO5IkqWiGHUmSVDTDjiRJKpphR5IkFc2wI0mSimbYkSRJRTPsSJKkokVmNt2GiUTEvcA3p/iRRwLfnuLnzSOv4eS8hpPzGk7Oazi5/mv47cw8cy0fEhEfXet7VUDYmbaIuCkztzTdji7zGk7Oazg5r+HkvIaT8xq2g8NYkiSpaIYdSZJUNMPOoS5rugEF8BpOzms4Oa/h5LyGk/MatoA1O5IkqWj27EiSpKIZdiRJUtEMO5WIODMibouI2yNiR9PtaauIeHdE3BMRX+o7dkREXBsRX61+PqXvtYuqa3pbRGxrptXtEhEnRMTHIuLLEXFLRLyxOu51HFFEPC4iboyIL1TX8Heq417DMUXEuojYHRF/Vz33Go4hIr4RETdHxOcj4qbqmNewZQw79P5jB/4EeClwCvCqiDil2Va11nuA5Qtb7QCuy8yTgOuq51TX8Bzg1Oo976yu9bx7CPgvmflM4HnABdW18jqO7kHgRZn5bOA04MyIeB5ew7V4I/Dlvudew/G9MDNP61tPx2vYMoadnucCt2fm1zLzh8AVwFkNt6mVMvOTwH3LDp8FXF49vhzY3nf8isx8MDO/DtxO71rPtcy8OzM/Vz1+gN6NZgGv48iy53vV0/XVr8RrOJaIOB54GfDnfYe9hpPzGraMYadnAbiz7/me6phGc0xm3g29GzlwdHXc67qKiHgacDpwA17HsVTDL58H7gGuzUyv4fj+APgN4OG+Y17D8STwDxHx2Yg4vzrmNWyZw5tuQEvEgGPOyZ+c13UFEfFE4IPAmzLzuxGDLlfv1AHH5v46ZuYB4LSI2Ah8KCJ+fIXTvYbLRMTLgXsy87MR8YJR3jLg2Fxfw8rWzLwrIo4Gro2Ir6xwrtewIfbs9OwBTuh7fjxwV0Nt6aJvRcSxANXPe6rjXtchImI9vaDzvsy8qjrsdVyDzNwLfJxeDYTXcHRbgZ+PiG/QG7p/UUS8F6/hWDLzrurnPcCH6A1LeQ1bxrDT8xngpIg4MSIeQ6+A7OqG29QlVwPnVo/PBT7cd/yciHhsRJwInATc2ED7WiV6XTjvAr6cmb/f95LXcUQRcVTVo0NEbABeAnwFr+HIMvOizDw+M59G79+86zPzNXgNRxYRT4iIJy09Bn4W+BJew9ZxGAvIzIci4nXANcA64N2ZeUvDzWqliPgA8ALgyIjYA7wV2AlcGRHnAXcArwDIzFsi4krgVnozkC6ohh7m3VbgV4Gbq5oTgN/C6ziOY4HLq5kshwFXZubfRcQ/4zWclH8PR3cMvSFU6N1P35+ZH42Iz+A1bBW3i5AkSUVzGEuSJBXNsCNJkopm2JEkSUUz7EiSpKIZdiRJUtEMO5IkqWiGHaklIuJpEfGlIa/9ebVjMhHxW1P+3o9HxE19z7dExMcn/Mz3RMQvreF9L4iIn5zkuyVpOcOO1AGZ+R8y89bq6VTDTuXoiHjpWt4YEdNcnPQFgGFH0lQZdqSGRMSbI+JL1a83VYcPj4jLI+KLEfG3EfH46tyPVz0uO4ENEfH5iHjfsM+plrH/SER8oTr+y6s051LgLQPa+LiI+IuIuDkidkfEC6vjvxYRfxMR/4Pejs8REe+IiFsj4iM8usszEfGciPhEtSv0NX17Br2hOv+LEXFF9HaA/0/A/179/n662hbigxHxmerX1rVfcUnzyu0ipAZExHOA1wJn0NsJ+QbgE8DJwHmZ+amIeDfwn4H/uvS+zNwREa/LzNOGfU5EfAJ4OnBXZr6sOu9HVmnSPwO/UIWZB/qOX1B97+aI+DF6weYZ1WvPB56VmfdFxNlV2zfTW0L/VuDd0dvw9I+BszLz3ip0XQz8r8AO4MTMfDAiNmbm3oj478D3MvO/Vu1+P/D2zPyniNhEb0uXZ454mSUJsGdHaspPAR/KzO9n5veAq4CfBu7MzE9V57y3Om8tn3Mz8JKI+L2I+OnM/M4IbfpdDu3d+SngrwAy8yvAN4GlsHNtZt5XPf4Z4AOZeaDaBfr66vjJwI8D11b7gL2F3k7PAF8E3hcRr6G3T9AgLwHeUb33auDJSxsvStKoDDtSM2LI8eWb1a22ed3Az8nMfwGeQy/0XBIRv71agzLzeuBxwPNGaCfA95d/xJD23ZKZp1W/Nmfmz1avvQz4k6qdnx1S+3MY8Py+9y9k5gMDzpOkoQw7UjM+CWyPiMdHxBOAXwD+X2BTRDy/OudVwD8NeO/+anho6OdExHHADzLzvfSGwX5ixHZdDPzGsnb+CkA1fLUJuG3I7+eciFhX1eS8sDp+G3DU0u8pItZHxKkRcRhwQmZ+rPq+jcAT6Q2h9ffc/APwuqUnEXHaiL8PSXqENTtSAzLzcxHxHuDG6tCfA/cDXwbOjYg/A74K/OmAt18GfDEiPpeZv7L8czJzd0RsAy6NiIeB/cD/NmK7/j4i7u079E7gv0fEzfSGmn6tqrFZ/tYPAS+i15P0L/Tqj8jMH1ZT0P+oqhs6HPiD6pz3VseCXl3O3qrg+W8j4izg9cAbgD+JiC9W7/0kvSJmSRpZZK7WSy5JktRdDmNJkqSiOYwlzYmI+BBw4rLDv5mZ1zTRHkmaFYexJElS0RzGkiRJRTPsSJKkohl2JElS0Qw7kiSpaP8/3b5IFY4xhIoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_ = sns.jointplot(x='obitos_Nordeste', y='obitos_Sudeste', data = covid_regioes_diarios, height=8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Alterando os Estilos e Cores dos Gráficos\n", "\n", "* O *seaborn* possui 5 estilos pré-definidos: *darkgrid*, *whitegrid*, *dark*, *white* e *ticks*.\n", "\n", "Vamos ver cada um deles agora." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "import matplotlib.dates as mdates\n", "from matplotlib.ticker import FuncFormatter" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"whitegrid\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"darkgrid\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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AdHkDMigeR0obkMfGI0mMYQMAAAAARgsBJIAtDfUW7GwM2mZLaPb1DsjuEewwvwNyuxHsrgakazcfX3R0TBKbsAEAAAAAo4UAEsCWXNGAHL4AMm9ApiPY3XdADva5u0ew21uwexvBrmYBZBHwOq+bj6QB5KWFRt/PCwAAAADAQSGABLCldgPygA+ygcT5rAGZjmCXQ8dBNzYT51XKH4sR7O0akK2kcwQ7LjUgJyuBjo1HNCABAAAAACOFABLAlvwwNyCVjkEH2Qh2uQE56PN6nzYvc7Uel9C01jUg068nziuwRjfN1HRpgQASAAAAADA6CCABbKm9BfuAD7IB5yVjJGuNEtcZQA66sZlv4M71vIQm2WQJjXMKrdHp6RpLaAAAAAAAI4UAEhgxsfP66d/7ir5wbq4vj5f3+Qa9VXo3XNYatMbIeSn2Xkb5nZCDXkKT3j+Zq/a4hKbl0nd0LF9CU7oDMg0gq7q02BjKxikAAAAAALtBAAmMmHor0ZcuLOhrzy/35fHyIG8I80e5PHA0Rs77IpBMR7IH/NzZc+WsMaqGVo3tRrDj9GDVUgPSe68kG+merIaKXedGbwAAAAAADjMCSGDElEd6+yFv4nkNXyDmstDOWhUj2O1G5ICX0Hh1jGBLaQtyuy3YeQOyVtqCnYeNobUKs1CTABIAAAAAMCoIIIERk+durT5dglhekjJsnPcypj2CnXivwOxPAOmy5yrrpQHZLO6AzEawS3dXBtYUrcp4GNeOAwAAAACwC+FBHwBAf+V3CvY7gBzGKwnzexjzEey8AenlBz6CnTgv2/V/wqmGVvV46zsg4yRvQLZHsNsNSKMwe9B+NVgBAAAAADhoBJDAiMlHpvs2gp2NXidDmEC6bAy6vAU7sEbeD35pjttgBLsWBtvfAdndgCyNYAfWKAwYwQYAAAAAjBZGsIERk/R5BDsfDx7C/DFrQOZLZ3w6gm2NjDEDD0x3P4Kd/n0laI9gdzYgCSABAAAAAKOFBiQwYnwxgt2vJTTpx0HfqbgbaQsxbSImPg3zAiN5M/jANB3B3nkA2Uq8oqAdNDrXDnk7AkjugAQAAAAAjAgakMCISYoR7H7dAek7Pg4Tl4WA1hq50gh2YPvfgGzEriNc9Fn4WdZbAOlUCWx72Yz3xbh8QAMSAAAAADCCCCCBEdPegt2vOyBTw5aHeZ/eTmml0gh2GuIZ9f8OyPd/8gm9908fL/6cZOPfZb0soWklTqE1xc+mwWn6d2FQDiBZQgMAAAAAGA2MYAMjJh/n7VeDrn0H5HAlkPlpbBbmFUtoTNqA7Hd898JSQ+VM120SQG7bgHRelbDdgEzvgMwakMYoKLZgD9f7DQAAAADAbtGABEZMuwHZnwArf7xhu5Iwbzhak4aQiffFvYzWmL43IBPnO8a6nfMKun6D9rYF2ynKxsSlNMjM73sMA9vegj1sbzgAAAAAALtEAxIYMU79XUKT3/04bA3IPF9Mt2C374AMrVFs+n9nZex8xxh64rW7BmTiFQa22KAdl4LNwHAHJAAAAABg9BBAAiMmvzqwXwHWsN4BmQeM1hhZk97JmPh0BNsa0/fzxs6v2wgedAWQtWjnS2icV6kB2Q4gk2F7wwEAAAAA2CUCSGDE5OFY3OcG5LBtwW43INPFM863t2Db7M/9VB6JLsa/u0aw8wak916mK5zMtRKvKDDFBu387kpJCi1LaAAAAAAAo4c7IIERkwdvrT416PKwbdgKeZ0NSCPn1A4gTf8bhLFzxah0Uhr/LquGgSRt2YJsJU5RYDuajnE5gAxYQgMAAAAAGC0EkMCIyXOrfi2hyR+v30td9ioPII1Jg8D2CHb6534XNuNSULjZCHY1TH+lbh9AmiK8zJfnSF0NSJbQAAAAAABGBAEkMGKKBuSoj2BnLy8wRoFNz+eyBmSQBZJ78YVzc6q3kuLPcWlUOilGsDcOIOtbBZDOKyrdAVluQAaWJTQAAAAAgNFDAAmMmDy36vcSmmGLw/Jt36YYwfaKXRrimT1uwb660tQ///1H9RdPXi2+FiftANIXI9idP9dLA7IZO0VZSCql58zvewwJIAEAAAAAI4glNMCIyUel+7eEJv04bFuZXdEaTEPHxKfjzIE12VKa3T/2SiOWJK02OxuQuaR0/2RZrQggE22muwFZblbmZ0+/zhIaAAAAAMBoIIAERkzeDOz3Epohm8AuAkZj0jZhvgXblhqRu9XMwtty6Bg7J2Ns9twbB5C9LKGJ8zsgbft1tJfQWO6ABAAAAACMHAJIYMTkxbn+LaEZ0jsgi0UwkrVpQ9N5rzDbgr2X8zazALF8j2bsvKzJ3otS+7KsFvUwgp1kDUizyR2QbMEGAAAAAIwY7oAERky/l9DkMdjwBZDpx+IOyKxJGNj2n3ersUEDshwU5tnu+gZk5xIau/K8gitnOr6nlThVSiPY6R2QG2zBJoAEAAAAAIwIAkhgxOQ5Yb8CrHYDsi8P1zftBmTnCHZgjKw1fWlA5u+h817Ot+/BLD93WfcSmokHflEzf/b2ju9pJV5RYDa8A5IAEgAAAAAwiggggRGTL0jp1xKaPMfzQ9uAlKw1SrIgz1ojK2kvL78Rd76H+X2MeVCYf7Rdv0Hbd0CmS2jCq2dkV690XKDZSpxCa2WNkZGy7d2lEeziDkiW0AAAAAAARgMBJDBi8qwr8f3ZXJ10jR0Pi/IimPzOR5dtwbbWyGsPDciuEez8o1e7DZk/d1kxgt1yUtJUMP+0TNKQ4nrxPS3nVQnTn7PWKPFdDUjugAQAAAAAjBgCSGDEJKW2XT9CrPwRDrIB+fXLy/r4Vy52fK0dQCobwU7D0jAbyd5L+No9gh27dhsxcb69hGaLEexg/mkZF6dnbMwVZ06cV5RVJ8OsuVluQAam/TwAAAAAAIwCAkhgxPiucd+9yoO+g2xA/tGZF/R//OUzHV8rtxBtKcgLrJExe7uzMl9Ck28S715Gk4e81nYGkLVSABlee7z4uqnPdzxelKWM1qSj4vm4dWiNjEnHsGlAAgAAAABGBQEkMGLKQWHch9Qwz8EOsgHZSty6RqBz7RAwMO12YbsR2Y8GZOcdkOnXfDHmHnTmj6r4uoycGnHSEUDaRh5Apo8XZWPWQT6C7dsj2PlHAkgAAAAAwKgggARGjO8Ywd57A9IPwRbsjQLI/GVapS1I59Px83YDsg8B5DYNSFMewXaxTn70v9HPRn+UjmBfe1zeRun31bsDyPTnAmPSJTRJewRbksKAABIAAAAAMDoIIIERUw7qWnsMsXxp4cpeAr29aiVeie8MV8tj0PkodCtJA8jAGu0ley1GsN0GAWS27EbqXEITLDwru3ZF/zj4r2q0EoWzTyi+4dvT72ssFOeTNm5ABtn4tZQGk2zBBgAAAACMCgJIYMSUc8LWHkewyz99sAGky87Q/prvWkKTf19oTdaI7GcDcpMlNKXfoEE2cn2rXtBti19QsHRB/+n4af3C8aNFA7LZ1YC02bKcOPHF+LUkhYGlAQkAAAAAGBkEkMCISfq4hKacgR3sCHa2CKejiZh+tMYoz+6cT1uFdq8j2EnnHZDJuhHs9nPnwmuPyRurhiL9/au/IUn6lJb06Ynx4g7IPNCslBuQ2Uh3RwDJHZAAAAAAgBFCAAmMmHLuttclNOWRZ3eAgVgeCJbD1Y4GZCm8SwNJs7ct2MUSmvUj2HG5AVkOIGefUDJzuz4fvEp3NJ+QJJ2Pl7Rm7boGZJgHkFlQGmej48VjEUACAAAAAEYIASQwYlwfl9B0jDzv6ZH2Jr+LsdxEdB0NyNJdjNmdkH0dwU66G5D5/ZPtnwmuPa7k+Dfpr6p/R5JUjyb0QuOq6sbI1+c6XkeUhY1BFjTGboMGZB82mAMAAAAAMAwIIIER4zpGsPcWYpUfq3sL9X7KF7J0BpDtRTC2K7yz2tt5u0ewt11C01pVsPANxce+SY+M3aNVM6ZvHL9TTunP1xtzHa+j2IJtjRKXnrWjARmYvmww38iZS4v6n//zV2lYAgAAAAD2DQEkMGLKuVJrzw3I9SPPB6GZ3wHpNwggbTrKnAuyQHIvp81HsFubLqFpP5ckhbNfl5FXfPylstGYfm3sZ/XkS3+w+Jl6M7sDMvvHmWhe1fhDv6zT/nI6gu1cVwNycEtovnJxUX/9zKwW1loDeXwAAAAAALqFB30AAP3VzwZkOXM82CU0GzQgsxDQqnME21qjINsuvVvtBuT6OyA7R7CzJuNseudjcvxlqoZr+rR9nabHnyh+pt5cVCQpSZz+efCHesNf/H8KkzX9vcqP6C/c7Yq7G5ADvAMyH+3e64IiAAAAAAB6RQMSGDEdDcg+jmDv5U7FvdowgMw6jsaoYwQ7sEbG7C0wbXYvoem6AzJ/K/LmZXjtcfmwpmT6NlVDq0ac6MLK+eJn1lpLkqQj176o/y36Pc2dfK1cZUrH/ZwS75VsdAfkgALIvBW71/82AAAAAADoFQEkMGJcR1uvf0toDrYBucEIdj4Gbc26EezAmD2NjDfizpZg9xbs/BwmH8G+9rjio3drOVlVNTBqxE4XVs9LPv37etKQkpbGl5+VJH39294tN3lTGkAWS2jav47DYG8Nzq3k7+Vex/MBAAAAAOgVASQwYsqx0ug1INtfc6UQsDyCHdq0EZnsZQv2ViPY3hchb1AKIBvH7taP/+VbdN78keqx04Xl83LNE5KkVWtkGguaWD2vpg/UGr9BbvyUjvm57A7IDUawB9RQLAJIGpAAAAAAgH1CAAmMmHIDcu9LaNKPRkPSgNxgC3Zg1BHeWWNkTbshuRvrRrC7l9CUFuCYtWuya1d0dvq0Fprzes59Vo1kTVcbV5TUb5IkrRkj25jX2MpzOu9PyQah3MQpHc0akN0j2IEtbcH2TuMP/Yrs/Nndv6CSuBjBpgEJAAAAANgfA1lCkySJ3v3ud+vs2bMKgkD33XefvPf6uZ/7ORljdNddd+l973ufrCX/BPqtv0to0p8Pg72NNO9VHqR2BpDpx+4GZGDTP++lsdnIG5DFx+4lNOnn1hgFWTD4ZLUqSVrz1+Qmv5iesX6TNPMVrVorU5/XxOp5Pe1PKTRGbvyUjro0gDSmuwHZ3oIdzD2liS/8impP/CfN/Xd/KD9+ctevq/xaaEACAAAAAPbLQBLAz3zmM5Kk3/3d39U73vEO3Xfffbrvvvv0zne+U/fff7+89/r0pz89iKcGrnv9XUKTfgyMGY4G5AYj4UHWeMz1I4DsbkAmHfdqqmMEO1i+KEl62q/KyipUVZXj6e/ApJE2IFezBuTk2gWd86fS93PiBkWKNZ4sZndAbryEJlg8n308p5k/+WdSa3XXr0tqh7lNGpAAAAAAgH0ykADye7/3e/X+979fknTx4kWdOHFCZ86c0T333CNJesMb3qAHHnhgEE8NXPfKwVu8xxHscgNyOO6A3KgBqXX3J1oj7SV73eoOyPISGmuN7NJzkqSnW9d088Qtuq32atloMT1j/bQkadVaBQvPqhIv6Rv+lKyV3PgpSdIRN6tkgzsg89dqly5Ikpbe+AGFlx/R+Jf+3e5fmNph7qDumAQAAAAAoNvAZqDDMNS9996r97///XrTm94k732xMXZiYkJLS0uDemrgulbOCfcaMiWlluFBBZDpnYvtz3MdLcTuEWy71y3YnfckrltCkweQRgqWn5OrTOvsyjndMXWnXjbxBklSzRyVTyYkb7RmjMLLX5Gk9A5IY+Qm0gByJr62vgEZmGL8O1g6Lx9UVX/5W+WmX6Rg4Ru7fl3l18QdkAAAAACA/TLQSxg/+MEP6pOf/KTe8573qNFoFF9fWVnR9PT0IJ8auG6Vx5T3uoQmf6gwsAc2gl0OyjoCSOVbsNMmYs4ao8CkDcndhJDe+w2W0HTeAZm/rYE1sksXtTJ5oy6tXtSLp+7UXZOvlI/HVfE3SDLyrqJVaxVefkSSdM7fkAa6WQNyJmtAbjaCbRcvKJm6WTJWrnZEtjG349dUlr+HjGADAAAAAPbLQALIP/iDP9BHPvIRSdLY2JiMMfqWb/kWff7zn5ckffazn9WrX/3qQTw1cN3zfVxCk+duoT24BmT5NZTD1fzTwK5vQOZt692EprHz8kq3a8eJl/e+aBSkRmcAACAASURBVCNK+RKavAFpZJef05NTJ+TldcfUnZqIqlp77q2aWv6H6TldRathVeH805Kkc10j2EfdnGLnihFs01zW7c0n23dALp2Xm7o1fT21YzJrewsgixHsg7zUEwAAAABwXRlIAPn93//9+trXvqYf/dEf1dvf/na9613v0nvf+159+MMf1lve8ha1Wi296U1vGsRTA9e9xEtGUiUwfQggsxDMHtwSmnKLM+lqIkp5A7L9/eVAcjcNyHz8erwSyit9P9c1IIvRdClYvqgna+OSpBdP3alqGChZfYnm59P7H+WqWgkrkqS16JhWVVNgjHxlUnVTKzZhh9mLGH/4w3rHuf9JVbeSPsfSBV2dPCXvvXztqGx9jwFkvoQmpgEJAAAAANgf4SAedHx8XL/2a7+27usf/ehHB/F0AEq897LWKLS2D0to0o+hNcWdi/utHJRt1IC0Jt16nQtLW7ETv/Nfcvlo8ngl0FIjVpy4DQLI9PMgWZOtz+nJ0KgaV3Xj+GldCtP7ba8sN7JzVrQaRpKkhdrN0pKK8y4Ex3TMzyl2XkEWokYX/lqhYr0kOSu1VrXYmNM/qD+kHzjzy/rfa0dV2WsAmYXSLRqQAAAAAIB9MtA7IAHsv8Sly1GiwPRvCY018tpdo3CvusO/4vPSGHR5BNvadsC3m7HxPPCcqATF83dswfa+CGMrK89Lkp72dd0+dYcCE6ga2ux86fend0Cmj7VYuzk7c/p3i+FxHXOzihOvMLAyzSWFVx6VJL1UZxUsXdALQaBEXn947uP6Tfe8bGtZSpo7fl3F+VlCAwAAAADYZwSQwIjx3ssaozCwfVhCk6Zo+YKUg+jMNTvuX2x/3Zc2UXePYOdLaXYTQDa6A8jEdwS55TsgK6vPSZKeac3qjqk7JakIIAvZEhpJWqhmAWR2vsXguI77OSXeKzRG0cWHZHz6/C/TWQWL57WYVSNvn7xD/+fKo/rU+NiexrDzMHWv4/kAAAAAAPSKABIYMYn3aQPS9uMOyPRjHkAexBj2ZktoktIIdscSmtII9m7y1/IItiTFznWMspdHsKOVS5q1VrPxUhFA1qKg+N6paijvqlrLzjOfB5DZeZejYzquuawBaRRdfFDeRnp28pV6uXlWZum8FrPw8l9967s0bcf02fExmfrszl9YphjBpgEJAAAAANgnBJDAiPE+DbiiwOw5ZOpuQB7EtYHdG6hzHQ3IjjsgpUBJ+v17GsFOb4+MnVfivKLAFGcoRrBXL+mZKL3f8bbJ2yV1NiBPTFQkV9Fa1h2dr94kSUVguhQe14Tqqvg1hdYoeu5zim94pS5OfpteYp6TnX1KC9kCm6OVY0rqY5qzdk8NyLwVyx2QAAAAAID9QgAJjBiXj2Bb23F34e4eK/0Y7GGkea+aXePPxeflJTS2HUDe8fi/1Vu/8mMKlOxuC3ZXA7KVpHdAFnc7lkaww+WLOj95XJJ08/gtkjoDyOMTUXoHpJy8jGYr+Qh2+vfLUfqzR5M5jftVhVceVfPm79KVyZcqNE61Zz+l+bEjkqSpaFpJPKb5IJBZ60MDki3YAAAAAIB9QgAJjBjn01Zg2IclNG4IGpDlFqfzGzUgjYJ2/qiJpWd0bO2svs8+rN28/M2W0FTD9M+J9+33ZeU5nR+blpXVqbEbJEm1jgCyIu8qWlOihX/0e1qKTkhqNyCXwzSAPOZn9eL6V2V8otZN36Vrky9NH3/5ghZr07ImUMWOqRVPat5a2fr8zl9YplhCQwMSAAAAALBPCCCBEZM3IKM+LKEZhgZk+Q7IjTZil7deS1LYWpIkvS38xK7urGzE6c9MdNwB2W5Axs4Xd0sGyxd1rlLVqbEbFNl0FLvSFUDKVRT7WGun7ynev/y8K5U0gDzu53TnypfkbaTWja/S2thNmvcTkqT5aEyT4aQasVMzntF8sNcRbO6ABAAAAADsLwJIYMQ472X6tISmfQekLR57v7U2vQMy/dg9gh21FuVl9Fr7uCpXH931841nd0C2si3YkU2X27RHsL2C5Uu6YL1uGr+5+HlrjCpZJfPEREXeVSVJ9WStFJqmf7+aNSL/nn1Q91z9mJq3fY8UjSkMrL7qbpckLYYVTUfTqrcSxcmUFqyVW7u249eVi1lCAwAAAADYZwSQwIhxPm0sRoHpWOCy28eSDngEe4PWY3qW8gh2aQt2c0kXjn23ln1Nxx/7zR0/3/ot2F6xcwoDo8CabAu21ymzKJM09JyvdwSQkopx7aPjkeTTJTJr8Vpx5nxkvBnNqOUDvTl4SPPVm7X0Pb8sKQ18z/jbJUmLgdVkNKV67OSTcXljtFK/suPXlSuW0OwxnAYAAAAAoFcEkMCIcc7LKA2x9nrPXxGYZQHkbpa67NVmd0C6ogGZ/k8ubC1qpXZav5+8UUe+8ScyzaUdPV9j3R2Q6Qh2aK0CkweQ0s3BNS0bo3m3UQBpNVMLFVkr77IAMllV4iUj6Vrjqv743B+oaZb1vD+mK35GH7/7V+Rr6cKZMDB6xN0pSVqU11Q0pbVWIp+kY9kLjd03IFs0IAEAAAAA+yw86AMA6C+nNDAcxBKagyjNlYOyeLMGZJFAegXNJbWiKT3obtXb3CcVzD+j+NS39fx83Uto8i3Ygc0akN5LTrrZzOp8lP4K7Q4ga5HVRCWQtaYIIOtJXa3EqHbz/frhz5yR84m+tfYW/WzrZzWrKf23YzcVPx9ao0+41+jrr/+IFmf/o05H01prpQ1ISVpszutYz6+oU7GEhgYkAAAAAGCf0IAERoxzXqbPS2jC4OAakM1kuxHs9lKXMTVkfKxWOKVn/GlJUjB/dofPt9EItldojcJsBDvxXreayzofZgHkxPoG5LHxKB21zu6AXIvX9EL8NYXTj+jNt/xg2mr01/Rl/xKd8zcUIa+UBpCJAl09/UYttZY0FU2pXm5ANhd39JpyzvsiRG7SgAQAAAAA7BMakMCIcd4r6PMSmvyOxQO5A3KTJTT5p8aYYgR7Wqvpz0TTOudPycsomH9mR8+Xj2DnS2jixCtJnMKsARlnAe+LzGWdG5uUtL4B+d23H9PMWCRrTMcI9oq7Kkn6sbvepscWvqbV0jKZcgAZZEt/mkmi5daSJqOptAEZpw3Iebe6o9eUKzdi9zqeDwAAAABAr2hAAiPGeWUNyP4toQmKJTT7H1qVQ7PEdzYg82Uu+fmmTRrMJdGUGqqoOX5awcLOG5ChNaoG6a/H9h2QpSU0zutF5gWdG5vRkcoRjYcTHY/xjje+WD9xz63ptmvXXkKz6q7Ie6tj1WM6VTulVdcOIIOuBqQkrbRW5eTWNyBdQ3Lxjl6XpI5G7F7/2wAAAAAAoFcEkMCI8d4rMKYvS2jyvC88wACyPCpcnijPg1apPYI9rRVJUiuakiStTd624xHsRuxUDW3xmuPsDsgwMMUSmsR73aLLOh9V1rUfywJj5LMR7HpSTwPH+IgCE+hkVwDZPYItScutdIHOVDStepxIPlLgrRZsIFOf39HrkjrvfWxyByQAAAAAYJ8QQAIjJvGSMem9jXsdwc4bh2HWBjyA/FGtbKu3NVJcbkBmi2Gk9oj4VNaAjKNpSdLq5G1pA3IHB2/GTpXAFvdetu+AtMUSGu9i3aTLes4mWwaQ1qpjBHvVX5WJ003XJ8dOqeFXJNNMX0M5gMyee6kIINMRbMmoklQ1F1jZ+lzPrylXbj2yBRsAAAAAsF8IIIER430azEWBVbzHJTS+ewv2AdwbGCdOUdAef845L+WRXXZlYnEHpKumDcjVydtkGwsyOwjrmolTpdSAbCXrR7Cnm1ckJXrB1XXT+C2bPpY1nSPYdX9NJkn3V5+snZIkmWhB0iYNyDhdNjMVTWutlUiSAlfTvLWy9dmeX1Ou3IglgAQAAAAA7BcCSGDE5MFcP5bQdN8BeRANyGbiFQW2GH9un63dgCxGsE17CY0krYzfJkk7ugeyGMEu7oD0SvIAMjvD0dZFXQxDOfltR7ClUFaBluNl1TUnkxyVJJ2q3ZCePdwigOwYwc4CQzehuSDYUaiay+/TNNKe/9sAAAAAAKBXBJDAiHHey/ZpCU2xBTtvQB5AAtlKXBpAWtNxB6XzXqZrCc1Mdgekz+6AXJl4Ufr3O7gHspn4dATblkawE5feAZltwT7evKjzUbole7sRbEmq2pourJyT5BVkAeSJ2klJkonms9fQ/nUcZp+vxO0R7HrWgEziKS3sugGZb/gOaEACAAAAAPYNASQwYpz3sjZdQpP4vY1N5yW58AAbkK1NRrC9b9/9mDcgZ+yqfFiTwnTxy8r4zfImUDD/TM/P14zTEewo2HwE+3jrkp6J0tHqmya2GMHOhsQrdkzfWHo2/VoWQOYj2DYfwQ7yRT9OLdXT88fLkqTJaKoYwW4k05oL7K4akHnrcSwKaEACAAAAAPYNASQwYpxLF7aUl6j04lf/69P6y6eudXyt+w7Ig9iC3SqNYJdfS+J9sQU7e6maMatylZkikExMJDd1y6Yj2H985nn9+gPPdnytkThVA1O0EDdaQnOidVGPVqY1Hc3oaOXopme3Ng8ga7q4+lx6Vp/eAVkJKhq3MzL5CHZ25o+d/T296ys/JplYq8mSQhOqFtRUb6WNxVY8pUVr5Vav9vYGluSN2PFKULQhAQAAAAAYNAJIYMS0R7DzAK23oOljX7mkP3/ictdjpR8PPIC0Gzcg82sTbTGCvar7p8b1H77xPklp+zM5ckc6gu0SjX35/1J46YvFY3zmyWv6rS9cUDNuv0d5A7JjBLvrDsgT8SU9FVV0+9QdRQi6kTwYjWxNTulzhEk7sJwKj69rQH7m0qe1HC/KVp/XarKkqWhaxpiiAZnEY/LGaLneGRb3+l5KNCABAAAAAPuLABIYMWkAmS6hkXpbNtKMnRqx08WFxrrHktp3LB7AEmy1sq3U3XdAJlnQKqUj2EbpEpq/rQR6bOkLspUX5L0Uz9yhYOGsJv/6fZr8m1/Q0Y//I039l5+RWb1SvO4zzy8Vj9uMnSrZnZPWpK3BOPEKA6PQqgggL1Scbp+8Y8uz58FoZGqSpNBPKjDV4u9nopNFAzIwRnONWT2x8Fj659pFrSXLmsrus8wbkEk8IUlaauw8gMwbpOOR5Q5IAAAAAMC+IYAERozzKpbQSOppEc1yM5YkXVqsd3zdr7sD8gAakM5l7UN1NSC9SoujZa3RtFnRYhBIksLpR5V4r+TIi2VbKxp79De1+oq3aeXV/0LVp/9MEw9+UI3svXn4/HzxOI0k3YItpa87bUC64g7IWrykVbOqunW6ffLFW549D0grWQBZ0fHi3kpJmg6Py2ZLaMLA6KErD8rLy8jI1i6qnqxoMg8g47QB6ZMsgLz26I7utszfS0kaqwRye7wfFAAAAACAXhFAAiMmb0Dmdxi2egiZluppAHl1palGaRw5WbcFu9+n3V4zvwPSdt8B2Q74pHTceUqrWsq+Fk59Vc57JUfvlCQ17vwHWnn9L2j1tf9K8alvVbB4vhi9fvjCQvv5shFsKX0PY+eVOK8gCyBPxM/r6UokSbp9ausGZB42RjYLIP0xlZZd60h0UiaoS6ahwBp97vLf6Hj1hF42860KqhdVd0uajqYlSWtZA9In45KkeRto+o//qcxa703IvA07nm3wpgUJAAAAANgPBJDAiMkbkGHQ+wj2ciMuPn++1ILsXkJzEA3IOHGqFFuw219f14A0RlNa0ZLxsrIKas/rcuOCWje/Tovf/++0+L3/RjLprzw3fkJ29Yqa2QM+enGxCCObSTqCLUlRYNSMnRIvvfbaf9ZPL/4bfXPrUT0ZZQHktiPY6ccwa0BG/nhHaHokOpF+X7Qgo0QPX31Irz31XXrJ9N2ytUtac0tFAzK/A9JnI9iXvv0nFSxf0vQn/8cdvZeSNF7JwmnugQQAAAAA7AMCSGDE7GYJzVIpgCyPYbeX0KSPlRzQEpow2OAOSOeLOxYlKbBZA1KJXj5zjyTpzOLfSDZQ464fksJa8b1u/JTs2hU1YqeJStBxD2Qzbo9gB9YUjdBvn/0Tfc/aJ/RT9d/Q05VIgZvQkermG7CldkMzKgLIox0j2EcrJyVJJlrQ2ZWvaSVe0Xee/G7dNX23jG1pxV0t3QGZj2CnDcjZsRmtfdt/r8pzD0hJq+f3UpLGK1kDkk3YAAAAAIB9QAAJjBjn0+bdTpbQLDWS4vOLi+1FNOsbkP08aW/yRqI1G23Bbod546alULGWfEs3j9+uZPVFemz5gQ0f042dkK3PKWk19epbj8iofQ9kI243IENritHnqeYVfbl2j/4ifL0eqR5V5G7a9ux52Bhmi2eC5FhHaFoEkOG8Hrz2KUU20qtOvEZ3z7y0+J6pbAS7HjuNRVbyFVVsVYvNRSVTt0iS7NrVbc8ile6AjNLXV97+DQAAAADAoBBAAiPGdzcge7jnr6MBubC+Adnegn0QI9heUWAUWtPRwHRdI9gzZkVrxiiR10Q4qXjp5Xq+8YzmGrPrHtONn5IkTSZzOjFZ0UtOTujhCwvy3qeBZ5iPYFvV40ShYo3HczpXuVv/uvIvdTYKVO0hgMxHsNtbsI8pKJ35aCUdwa6e/C/6qyuf0N+/5Qc0Fo7rjqnb5F3aUpwqjWBPVdOvTYbTWmjOF6/Drl7e9ixS+l5K0liULuqJWUIDAAAAANgHBJDAiEmcl5F2dgdktoTm+ESlawS7cwnNQUzsNpP2BupyYOa8ZEoNyBmzqsUs8ZsIJ5U0bpQknV85t+4x3Xga/E0nc6qGVq+69YgevbiotZaT8+rYgl2PnU5oQVcCqwuVccVmVs7UVXWntz173tAcM0cUmlBB0nkHZDWoyMWTstGS/vFtb9O/ePn/mj5vEMk10sefiqYVO69W4jVVC7PXN62F1oLcRBZArqQB5OxqU9/37z+nx15Y2vA8+UKiiUpQvLcAAAAAAAwaASQwYrzSwDAfm+7lnr+lRqzQGt1xbEwXF9oj2O07ILMAUgdxB2Q6Eh0YI+c6G5BBVwC5lAWQk+GUXDMNGZ9bubDuMd14Ovo84+ZUCaxedcuMGrHT3z6XbsMuRrADo3or0Q1mTu89cUy/PvnnWp34pCSp5m/e9ux52HjX+Ov1G6//qIyb6Lq30qjx/A9p9dzb9E9u/4mOQFXNtGE5GU0V9z/mDcjjldP66uwjupS9Xrv6giTp+cWG5tdaeurKyobnybde5w1IltAAAAAAAPYDASQwYhLnZTqW0PRyB2SsqWqom2ZqGzYg8zblQUzsxs4rCqzsuhFsqZzXTasUQEaT8q2jsgo3aUCmAeRRP69KaPXKW2ZkJH3ubDquXYxgW6t6y+lGM6fzUSgnp9bEg5KkMd/LHZDpR6tQt06+SN77jhFsa43ipVcoWXlp0TLNmWYacE5tEED+w5t+Uk6JfuHJf6uW2g3Iepx+X3mkviwfwc4bkL2M5wMAAAAAsFcEkMCI8T4NvqKdjGA3Yk3VQp2erunqSrPY/JznfXnT0B1AAtlMnKIgHcFOtmlAlkewJasj4Q0bNyDH0gDypBZUDaxmxiK95OSEPvfsnCSpWm5AxolOmlldCQLdbl6nYPHvaqz5SkVmctuz523H/J8g6RobD8ufdwWQweq36UX2+/TSmW9SPfv3yEewj4Sn9b98y8/pa/Nn9OGTNxR3QOb/bsubBJB5G7YW5SPYNCABAAAAAINHAAmMmMRnDUi7syU0k1kDUpKez1qQw9CAbCVpAzI06wPIcgNyyqxoKTtnvjn6SHiTLmzQgFQ0JhdN6qSZL9qOr7r1iM7NrUlqNyDzLdhHg2tas1aRvUlm9gd0bOnt6xqLG7FdwW13aFp+jO4AMjJTusv+qCpBVWtdDciWc/q7N32vvuf09+n+iapMHkBmG7vLW83LupfQtGhAAgAAAAD2AQEkMGJ8th16J0toluqJpqqBTk+nAeSlIoBM/z4PzfyBbMEuNSBLT+98Z4A3rXYDcjLbHD0TntZzqxfk/PqgrTV2QifMQhE2fsctM8XfFQFkYFVvJRoLrkqSxoPjSrxXkm0a307+vuWj44nzxWZsSR2fr2tAmvb4/FoWLOYBZP71bz76cjWMtLjyvKR2A3KzEeyWSzeKV3bw3wYAAAAAAHtFAAmMmMSnzbudLKFZzhqQp6erkqSLi+kimnYD0nb8eb8kzivxSu+ANOpsQDovo3ZoN6UVzdko/TxKx6NnwtNquqau1C+ve+xW9YROmoVi3PqVpQCyGMHOtmCHUbqcZsweVeK8XBbybicPGPNjO6+O4HKzNqSUvud50FjcAZmNYOfB4YlaugX7SiMNSIsR7PomAWTiFFlb/HvSgAQAAAAA7AcCSGDEeO9lbXsJTU8NyCyAPDlZVWCNLi3Us8dK/77Ygr3Phbk8IIvsBndASgpKv8GmtKK5oKqxYFxRkAZ1U/a0JOnCyvl1j92sndAJtRuQR8Yi3XVyQpJUCdPXG+bPGS5JkibsMcXOy7n1geFGuu/O3GwEOzCdd0Pmz52PTK9rQGbvy8laepfllXhR8r64K3KrJTRpAzL7b+MgZuoBAAAAANcdAkhgxCTOy6q9hGYnW7ADa3TjVLU0gp3+bFAEkFs/Vpw4nc/uUeyHPDythLYdBmZctu07N6VVzdlIk9Fk0TKcCW6UpA3vgaxXjqd3QJbWUudj2JVSA1KSmmH6miaCo1krs7cRbLvhCPb6ADIM1v8qDq1RnLVX8wbk9CYNyMtWMvU5NbbZgt1yTmFgSwuKdt+AfH6xrpXm+udJnNfZa6u7flwAAAAAwOghgARGjFe6fTlfQrNdyNSMnRqxK9p1N0xVdXm5mT7WDhuQn3j8sn74P35xw2BqN/Lx8dDa7A7I9gF81xj0UbuqpSDUVDRVfL1qjqoW1HQh24R9bvlZ1ZM0XF2rHNeMWVXNtM/6uhcfkyQdn6hISke/q2pqKXQaV6hqMLbDEezO4DZtQJb+3uQNyPUPlgaQ2Qh2FixOlpbQSNKxylFZGb0QBLKrLxQNyM22YMeJV2hL4/l7CCDfdv+X9f88uL5Z+pdPX9NbfvOLepYQEgAAAACQIYAERkx6z2CpAbnNCPZyFhbm4VYltEUwlQd+xSjxNg3IudWWmokvRob3Km/6RYGR7dqCnXTdp/hNEytqVSNNhO0GpJfRzeO36sLKOX194Qn95Gd/TD/91/9MTy1+XatRGjZOxnPFY3zX7cf0pz/9Wt1yZExSGgLeYOZ0JQx0xE4qsEZeacuvty3Y6cf8Gs51d0AWDcgNAsjSHZD5+5k3IPN/08CGOh5N63IYyK5e6X0JTTZ23tzlEpqleqyrK01dXm6s+7vLSw15SQ+dm9/VYwMAAAAARg8BJDBinPM7WkKzlC0smaoFktQx6py3DPPMbLsAMg8M4z4tN8mD0Epg190BWW5Ahs9/SZW5r2uxOq7JaKoI9rz3umXiVl1YOa9//9ivaTKa0mq8qp954H/QX/trkqTJeLbjOU9OVovPQ2t0g+Z0OQh0NDzaHslO+jSCbfKPGzcgkyKAzJbQFA3I9vtwonpCL4SB7MrlIoBcaSQb/lvF2RKaXtuxm7mYjehv1LTMw88vXSCABAAAAACkCCCBEeOy+wmDYsx2mwZkFhjl4VZ59Ddv7AU9jmDngVYv9072otyA7B7BLjcgxx75DbnKlBaDSFPRVLEbO3Fet0zcoudWL+iR2S/rJ+/+Kf3fr/8tHa+e0Geaj0uSxlvXNn3+KLBpAzIINFM9WQSFrcRtGBpuJDCbj2Bv2YDsGMF2MpLGK0Hx/LkTY6d1ORvBzu+A9EpDyG6txCsMTM/t2M08nwWQSxts287/e3r4/IL8Pm9NBwAAAAAMJwJIYMTkI9jGpEHTdmHgUlcAGawLIFUEetsFSs2iAdmf4KmZb8EO1i+h8VnQapcvqvr0n6j+sh/RcryiyWiyIzC9ZeJFkqTbJ+/Qm2/9Qc1Ujuiu6ZfqSpI29MZas9pMaI1OmVldDgPNjN1UPG4zduoxf5S1pghune/cdp0HqOEG49zlLdj1VqKxKCiW45Tf3xPjN+qFMOxoQEobj2G3nFMU2GJDenPXDcjGps+Rh5Lzay09wz2QAAAAAAARQAIjx5U2NEfWbjtmu9ToXHDSPYJtjCmNEm/93PnW5u3GvnsVFwHk+jsg83B07NHfkrzT8iv+qVbiZU2GU8V5nff6piPfrKqt6me++Z0KbPoab564WbPJVSWSxhqbNyDDwGgmuKrYGB0pBZCtxPV0B6SUhozOlRuQ7Z/Lg8eNHisM2luw11qJapEttmWX39+TtVNatlZrK5e2DSDzJTSBNbKmc5R7Jy4tbD2CPVlNm5oPn1/Y1eMDAAAAAEYLASQwYpz3RTsvCsy2bcStGpBJds+iLd2puJXiDsh+j2BvsAXbeS8rqfa1+9W84/u1PJ4tlSltwXbe67bJ2/XHb/qUXnXiNcXP3jR+s5wSPRVMqrpVAGmtalH698erJ4qgsHsBzlYCY7rugCz9nd2qAdleQlNvOdWiQEHWRi2P1Z+onZQkXV17oSOA3CgczJfQSGmrdLd3dV7KR7A3eI7lRqw7j0/oxqkq90ACAAAAACT1GEBevnxZTz31lM6ePat3vetdeuyxxwZ9LgC75Hx7qUlgzbZtxOViCU3pDsgsmPJZ0NYO9LZ+7nykt+8j2KFJgzzXGUCOm7psfVatG1+t5dayJGkympQxRkbtxmZggo7HvWn8FknSmXBGldWLGvvbj2jis+9JX3BJGBgFYdriO1E72dFU7LEAKWvVMYJtNxjB3qgBWQ6C11qJxiIrY0zWjGyf82TtlCTpauOq6q1EtWzD9Ub3M+ZLaKQ0nN7tFuyLWQNyreXWhZhLjURTtVDfceuMvsQ9kAAAAAAA9RhA3nvvvbp69ap+9Vd/Va973ev0i7/4i4M+F4BdctnYtJS23LZbQrPUiBVYUwRXobVFcJePc9vsPRYx5wAAIABJREFUFki3TQKZh1H9GsHOR4SLBmQ5gHTSlF9MP68d1VJrSZI0FU1JSgPCzcKvmyZuliQ9FY5p4tynNPnA+zX+6H+QaXSODFcUy0Tpc5wcO6mwFB72OoIdbDGCXWzxtut/FZdH4estp7EoDVG7x+rzBuSVeEmN2OnkZEXSJndAZktoNnqcnbi02Che/3LXspulRqypaqhX3XJEc2stnZ3d/h7I2Hl9/JFLfdueDgAAAAAYLj0FkHEc6zWveY0WFxf15je/Wa5P4QKA/nNeyq4K7GkJzXIWGJlSG6+zAalibHi7/5ff6vMSmlY2UlwJrALbeQel817TLg0Hfe2YlrMAcjLMAkhrtFmedbJ2SlaB/jY8rtbJV2jtFT+R/szK88X3VJ79tH76sR9TK1yTJJ2oHe9qQPZ+B2TnCHb754wxCswmd0CW/h3qcbvZ2D1WXwSQiqXWik5MbBFAZkto8sfZTQC5VI+11Ij14uPjGz5P/t/Ty0+n/w5fv7yy7WP+7YV53ffnT+qL5xnZBgAAAIBR1FMA2Wq1dN999+nVr361HnzwQSVJsv0PATgQzpUakHb7e/7Sxlp7RDns2ILduYRmuwZkMYLdrzsgs8cJg/YIdt5qdN53NCCX4/YItpQtf9mkARmYQOPmpB6JTmj+n/yZ6i/5ofRnVl4oPk7/6U/KmUC/Z14tF09oLKzuLoC07XO47E7NjrNYs/kW7GIEO70DMn0vbEfDtBpUNWNreiEMdKR1WceyAHLDOyATr8j23o7dSH7/490nJyR1BpDOey03Yk3WQh3PzjG31tr2MWdX0u9Z3GBsHAAAAABw+PUUQH7gAx/QHXfcoZ/6qZ/S7OysPvShDw36XAB2wXsvLynIR3sDs23ItNxIig3YkjpGnfNN0+Wt0lvJA7PdBFsbaRVbsG0R/pXvU5xyaevR1462G5ClEeytzjtmTslW0gUzbvLG9GeyADJYeFbGJ/qrO/6lLgWRfDxVbI/OBT2u8LImHRfPzxx0BZfWbBJABt13QOYj2Ov/TU9UT+iFINDt8TMaiwJNVIJ1o9FS+u+Tj2BX9hpAnkqD3nIAudpM0n+XaqjpWqjASHOrzW0fczYLKTdqbQIAAAAADr+e/lfoW2+9VZJ033336cqVK7rhhhsGeigAu5PHSXkDMuxhCU1+Z19u4wZk9vjbLaHJRqaTft0BmeQj2O3wLymdbSobwXZjG4xgG7Pl0pyaTknRNXnv5cbTRS5BNoJtly9Kkupjp2XDJfl4WmEpBM0fvxdbjWBLaeC78Qh2eQt2ewS7ewmNJJ2YuEUvRJFekjytamg1VQ03DPPKS2jCXY5gX1xsSJLuPpkGkOWm5XKxUT2QNUYzY5HmVrdvQM5nIeVGi3MAAAAAAIdfuP23SO95z3s0PT2t173udXrooYf07ne/W7/0S7806LMB2KF8RDrY4RKak5PjxZ/LDUjv0zZlHmgm2ySQ+ch030awk3wE2xavqT3OLE26BXkZ+cq0llpLsrIaC8eK17HVyHjFnZRsQ/PNOR2tHpOrHmmPYC89J0k6G6zIVq6otfSK9K7G8hKaHgPIwKhjBDvYyQh29vrrcecSmu6x+hNjp/RkVNHd/hk9EVpN1cJNR7CLJTRdo9y9urRQ11hkdcuRmqTO0HCpCCDT/6/l6Hik+R5GsPMx7eUm13sAAAAAB+kDH/iAzpw58/+zd+bhUdV3+77PMnsmG4QkQNi3iAUFFKUtWtS6UtoqVLBYqX3dqlX8oVLFSq1aFHettrZvXcCK4k6F1gUsVQHFFWWVNUBIAtkmyWxn+f1x5pyZSWaSsKjI+72vy0vmzFm+MxMmzDPP83moqakhEolQVlaGqqqMHDmSK6+88ptenuBbTKcEyO3bt/P0008DcOqpp3L++ed/pYsSCAQHhq232dpYZ0toclo5IE0st57tgFQ66YB0WrAPUQQ7lsEBmerOzDFCmN58kBWatCZyXDnIkuXwk2g/gq3oRaDA7pZdlgAZKHZKaOTQLh7oWswze3+PaQTR68cgtYpKZyiuzog1A5LEmpNirrMOKZsDUkJLCIThuJ4yA7JtBLvI241ayWQgW/EqEjlZHJCpJTRuRSJ2gBHs0lwvQa/1M5N6HfvP9s9TQScdkPY+mURTgUAgEAgEAoFA8PUxc+ZMAF588UW2bNnCjBkzvuEVCY4UOvUROhqNEg5bTbCRSESU0AgEhym24CbvTwlNJD2CnRp1NrBmGEqdnAFpC1raIYpg2w7A1BmQqfMpA3ojhrcAgOZ4iECigMZ+HO1pr4reFYBdLTut8+WUOALkrqZt/C3oYUhgDM1bpqPEeybOmTx+fyLYRkLMhQwzILM5IBXLiaoZJnHdxOuy26vbOheLvFaEvMUVo5tZY0WwM8SZU0toVKXjn41M7G6I0D3Pi9+lIEvprkV77qQtTub73J0qobEFSBHBFggEAoFAIBAIDj9WrVrF9OnTATjllFO49tprOe+88/jtb3+LYRg0NjZy6aWXcsEFF3D++eezYsWKb3jFgsORTjkgL7zwQiZMmMDAgQP58ssv+c1vfvNVr0sgEBwAtuBm61kdldDEdYOIZrSZAQmW09Bu1LbP15EAGT/kLdiJEpqUOYl2DNw0TSuC7S0EIBQPOfMfIX32Yka0QnBJ7G624ta6vwT3vg0A7A7vgQAcl38W7xsyqmpd+0BmQCqJNm47Dt7aOalIZI1g66Y1/xFot4RmSH45AB95PfSMbiToOY4vM82ATCuhkQjHDsQBGWV4jzwkSSLoUWmKZJoBqWKEKhjdeAG5kQnAce2es06U0AgEAoFAIBAIBN8KqqqquPrqq+nduzdXX301b775Jh9//DFjxozhF7/4BVVVVUyePJk333wTubOxMcH/CTr103D88cfz3HPPcdlll7FgwQLKy8u/6nUJBIIDoLUDsqMSmqZWkVmwnHFguRgN03QckFakOf34Fz7dzevrq53b8U5EsN/aWMOCj3Y5t/c1x5i9ZD0tGeb/xXQTiURRiy2CGslCl1QHZCgeIuhKFSAtkTIbcV1BNfNZU/cpf/j4Zn6lb8BsqQFDpzJeB0AXd6n1nMiZBMisp05DlkE3rf+s4zpfQgPJ18jnOCDbxur75PQjV81jpddLaXhjIoKd/nwapolumE4JjUuWienWa3zXW1+ysbop62OoDkX5zQtruGTBJ4SiGqW5HoA2UW/bwZjjUVm78RkeLPBSVfIq8W1L232O7DmRIoItEAgEAoFAIBAc3pSWltK7d28Ajj32WLZu3crmzZs57jjLdFBcXExOTg61tbXf5DIFhyHtCpAbN27kv//9L5deeimff/45DQ0NrFmzxrHeCgSCwwtHgJQ7V0LTnBD9Am7F2WZHhHXDxDSTgpkstXVAvvBpJf/8osq5HXci2NmvuejzKhZ+stu5/cmuBl5bW82a3Y1t9tV0A5ciWXMoW82ANIGA3oDpLWBvpIYNDevoF+zvHGs5ILMug5hm4DG78fG+D1lW+RafabXsUUBp3M5uNFzIFHi6AElRNq2EppMKZEcR7PNH9OCM8m5tjrPPv6G6GYCSXKv0Rc0Qq5ckifK8Y1nh81PUvMFyJka1tNdLcwp97J8Nq+SmqjFC7LPnWL1uY9bH8HllIyu21RHVTU7oXcD3+lnPS+u27dQZkF/UvA/AZ14PD3xwHXLCXdoaTTdoTAiXwgEpEAgEAoFAIBAc3lRVVVFTUwPARx99xIABA+jfvz+rV6927m9sbCQ/P/+bXKbgMKTdCHZjYyOLFy9m3759vPbaa4D1QXfKlClfy+IEAsH+YZsd7W8WLJEpuwMyErfus911kBSoNMPEMEFFR27YnlamYqMZplMUAykt2O1cMxTVHOETkiLo7sZIm33juumUprSOYOuGiV9vRPMW8Mr2FzBMgwm9z3WOlTtowY7pBqXm6YwZ8F365Q5g9kc3ss3lYtiej9jpUilx5eNWEsUvspT2f9i/CLaecB/a60plysieGY+zr/X+9joUCYZ3z7W2Z4nVDwoew6p9b9MS2UTQq2ICLTHdcbc6cXYlOUsyphu0bFvJA+5HWL6rBhiRcS0RzTr2trOGUFbgc7bntGrbDkU1/C4FVYLPwzvp7fJSufc4Fnd7l6P/exVnTPh3siEpge1+lCXauDYFAoFAIBAIBALB4YXb7eYPf/gDlZWVDB8+nHHjxjFy5EhuvPFG/v3vfxOJRLj11ltR1U5N/BP8H6Ldn4hRo0YxatQovvjiC4YOHfp1rUkgEBwgBq0ckLLcrhsxnJgv6HElHZBqqgMSk+8aq+kyfw5j5FmYZo+043XDJKalCJB2BLuda4aiGuEUAdL+c2UGATKmG20FyMTlPGYUtxml0RNk0Y6XGVP8fXoEkmJeJsdmKlHNoK88nIsGlVMXteIB210qI6s+YpeqUOrt5oixmSPYnXRAyokZkE48vlOHOddctb2OIcVBR0jMVEID0M8/DIDPlDBF1APWc+0IkHahj5x0QMZ1g+INTwIwKJR9UHTYmUOZbpoPelR21LU4t61GdQUatvKZCsd5evH5vnM4sXQbf1Z28IN1/8Bz1AVp57DnP5bketnXHOvweREIBAKBQCAQCARfPT/96U+dP48ePZrRo0cD4PF4ePDBB9P2zc/P55FHHvla1yf49tFuBPvWW291/n/++een/ScQCA4/nKKTTpbQZBKWUh2QumFSbO4F4Cb5SUw9PSKr6QbRDAJke6JnU1SjJa47glxL3BYgo2321XQTV2I9dnTZfoxB04psL9GraYw3cl7fn6UdK0vtt2DHNAO3aj3ufHcBAcXPVpcLdc9H7FJVSnJ6OXMYMwmQSifnKcuS5Uy1NcPWEexs2K/D9rowI8vynO2ZSmgAgkoJajzAKq+HKSvPYLPnAvxrn3but18TlxPBlinSq+lds5T31K4U6DuR67dmXIvtlPWmCNUAQY+S1lwdiuoEvSp7ti0hpMgM6DIGkBhV/P8IyQrPrH0AYs1p56hNNGD3yvcR1dJ/ngQCgUAgEAgEAoFAcGTQrgPyiiuuAODee+/9WhYjEAgOjmQLdsoMyHZKaOxorc/VdgaklpgBGcQSjAZJFRxX+wpwnbNvmwi2PQOyHdHTFqzCcZ2AW3Ui2JUNnXNAagnhMj8hQD4X+pyBuYMZVnBM2rF2+3Q2YrqBJyFASpJEWU5vtjXVEqleT0OwOyXBfo5YZ4uBB+SAtCPYZuYIdjZS494jypLzU7LF6qO6Qbh5MCvzNTbkn4dvw4sUbn0F/YSLgWQs3hZVXYrMucYStrsULu0Z4Mr6GBdsX0o4/+I257aF6tYCZI5HpSklNh2KagQ9Kmur3gHgO2WnArtxGWWc2fUEntm7ggmr51IwZrZzTL0tQBb4WLm9jqaohkd1d+o5EggEAoFAIBAIBF8v77777je9BMG3lHY9PF27dgXAMAzmzJnDZZddxj333COq1AWCw5TWMV81i1vOJmILS2pKBDttBqRJkGYMVw4rzaM5tfrvSJE6Z18tJYJtmKbjstOyiJ5x3XBET7v1uqWdCHZcN53IcGo5DkAuTTRJEttiezm5dBxSK0FQktq2dqcS1QzcKTbGspzebHN72K1a5ykJ9EyZ/ZihhKbTMyBJi2ArnTss5ZrJ+Y/29kwO02jcQGvpTyNR7sqNMaNLGXtDnzuvl/1zkKPX4V/9EKftfZJzWcqDBYNBMlniz8O9I3NbdThulQGprcTToEelJa4762mKaOS4Fb5o2koeCkO69EOWoL4lxi+G/xZFknmicjEYSdekHcG2Z0uKIhqBQCAQCAQCgUAgOPLolJJ44403ct555/GPf/yDc845hxtvvPGrXpdAIDgA2jog2y+hSY1gS83VoIWTQp9uYgJBswnTk8c90oX4jRCeTa86x2uGSTSD6zGbAzK1sCQpQFrbappiafMkrfMnY9LJGZAJByQhKhODjUt8pW2upXSihMY+N0BZoBdVisQmlwuAUl9puxHszn4PY5f3OCU0nY1gJ641OGX+I2SP1Uc1A71pMCXeMjaEPmJd3j6ezMvBXbEcSJbQDKpaRGDVnZxS/XeQYizzRTENlc0eido970O8JcO59TSXrE0wsS77dQ1FNfoqNXyq6Az19kCRZfJ9Lmpb4hR5izgj/1je8MjEdyxzzlHXEkOWYJBanXYugUAgEAgEAoFAIBAcOXTqI7SiKJx00kkEg0HGjRuH0U6kUyAQfHMkHZDJEhrdzF7Gkjrbr+D58QRW3Z10QCZcezlmM6Ynj030oV4twrV7pXO8picdkKlR7GwzIFNbju3Zjy2JNZhAVSh9DmRMNxwhTk4RIE3TTAiQlijWzVfc5lp29DkThmkS1008SroACfCez3Lilfi7JyPYB9GCLUuWEGqm3O4M9uswsmde2vZssfqoZmDqOdwz6kme/P7LaI1Hs8Lnx7X1TSDpgMwL78TwdeGPx/6XUZ6r0JUo5r5zAFjuUXDvbBupCMd1vGrbXxdBb7oA2RTVGKB9yBa3i6OKjgMg3+dymq7HDfwFEVlmxcZ5zjnqwnHO9a4g9Mn5jFVWCwekQCAQCAQCgUAgEByBtCtAvvPOO7zzzjv4fD7++te/8sknn/DUU0850WyBQHB44TggE3+zHTExiyPRme1HDKVpF66qjx2RTdMNDANyaMLw5CLLEpt9w3HvWglmMmptC4+p14hncV2GsjggbV1vd6sYdlw3nRmQdju3YVpiXgFN7Ek4ILv5StpcS5acZbbBFk3THZC9AXjX78WPSq4rNyk8HsQMSHsWpeOA7KRz0o6Hj0yZ/wjZS2jsaLtHlQm4VbSWgdSoMrt3LwcjGZPOiexCz+2NW1VxFaxCjxYxxPdDjFgBywI5uLf+q825w3GjzfxHwHFmhqIapmkSimpI+moAyktPAqDA76IuMedxaNdRdMfD603rQLNe6+amEEX5C/l91y70yn8zrdQG4LH3tvG7xes796QJBAKBQCAQCAQCgeCwpN2Pwq+99hqvvfYaubm5LFiwgAULFrBu3TrcblEQIBAcjjgOSJIlNEDWIpqwZiABvtg+AJR9650ZhXrCARlMOCAlSWKTbzhyuAalfjOQiGBrBqZppl0jmwOyKUVcak6ZAdkz33Idti6isZuqXbtWMGTjQ865DcOkQAqxw+VDlVS6eLq0uVZ7DkhbNE0VIHsEeiIBtYpCd5f1eNVW8yfTBciMp267DpmECzW5rs5wfO8CZv1wICf0KUjbnrWERrOeT48qo8gSanQQAKvkKGr1J84xn+g7Od6/jyf2no/iqyBedwJDS3LRmo5ildeD8eUraXM+AXLCu7g5/gBSLJS23Y5ghyLJZvNKcysKMCR/KAAFPrcz51GSJE4pOpGVHpWmLYsAGNH4d57NtWLv24PVRFoa066xcls9722t7dRzJhAIBAKBQCAQCA6OCy64gBUrVqRtu+2221i4cGHG/Xfu3MmkSZMO6FqDBw/mzTffdG4vX76cmTNnHtC5bKZPn04sFtuvY1588UXuvvvug7quoGPaFSBnzZpFXV0d27Zt45hjjmHTpk3s27ePm2666etan0Ag2A9sAdLWuGwBLVsRTSRuzfZTwjUAyLFGAjHrz5puYgCBhACpSLDJazVNu3atSBSr4Jy/cxHstg7I5phOn0I/itS2iCamG3gUGe/65xiw6TEKaEQ3rOsWSCF2uTwUebshS23fyuzocyZsB6QnpRHGo3goVoIAlHqLAFBt96WSLkRCuhjZHvY67LV0trzGo8pM+E5pm+uoSuZYfdRxQFpORb/cDT9dWOn34d6+lLhuoqLxqdyCjMTInHOJVp9OvP54jioJooXKiUsmq1wS3rX/SDv3z+v/xGna27gS8yRtUmdAhiIaZVI1a1w65e5ifKolKqc6IAF+MPiXGJLEf7/4C/737+XTwApkZCYUfpdPfG7cexalXaOyMUJDRKM5JqLZAoFAIBAIBALBV82kSZN45ZVXnNuxWIxly5Zx9tlnH/Jr+Xw+5syZQ23toTMc3HfffcI0d5iitnfnPffcwxlnnMGPf/xjZ9vChQu56667uPXWW7/yxQkEgv3D1tts0cqlJOPUmYjEDbwuGbm5ytmWF9oE5KKb1qzFHLMJI+GArFJL0QMluHatQBtygXNMTDfSRM5ORbDjSQdk0KtSHPSwuzF9BmQ04YCUG3YAcIy8Gd0cg2GaFBJij6pmnP8IlkMx27TaaAYHJEBZTi/2NHxBce4AgLYt2AcYwdZN03Fjyp21TmYhGZE3cavJc0U0a16mfX/AreA2j+YDXy3yrveIF19Md2kf210qvdyFfK9gMm/v2wRAeXEQvaUvbsnP60V9OGnNE4SHXwKKC/f2pYyMfQCAa89HxPon/+GR47HEzlBUoymqM0pZw9seNz/repyzT4HPRSiqoekGqiLTJ3cAg5Q8HnXVsXD3M2zzexkujWfS0T/nleXvUtH8b2A6YL3+e5utby8rG6MM6NruryyBQCAQCAQCgeCI4oUPd/Lc6opDes5Jo8o4d2TPrPefccYZ3H///YTDYXw+H2+99Rbf/e538fv9vP/++zz88MMARCIR7rzzTlyJEk+Ad999l/vvvx+Px0N+fj533HEH69at4+6778blcjFp0qQ0fSkQCDBt2jRmz57Ngw8+mLaObOd67LHHcLlc7Nmzh/PPP5+VK1eyfv16LrzwQqZMmcK4ceNYsmQJt9xyC263m127dlFdXc2cOXMYOnQo8+fP5/XXX0fTNILBIA899NAhfX4F2cnqgHz66adZv3592g8HwMSJE9mwYcNXvjCBQLD/2C47KaWEBrI7EsNxHa9LQW6pdrblhixRStNNMHR8ZhjTk4siWUUx8R4n4tq9Ej0lch3VjDTRMWsEO4MDMhzXCbgUSvO8bSLYcd3ArUgojdsAOFbehGFYQmu+1ESVImUXINtpwY5p1na3kv4W2DO/HICSvNYC5EGU0MhSwi1qOyA7dVhWssXqo5qBJ0VQ9bkUvNpgmiSTDY0biWs6vaUqtrpUyvw9nPMU5bjpluMGFMpcJ/KmEqOpZQ+eLf8CPUbgndlskbrzbLAfatVHaddMzoDUCUU1Sv2fokkSw7qPc/Yp8Fv/ILGLaAB+NeL3jOx+Cr3KTiO2dyxDcidSmtOTHpEAK137IGx9A7onxRHb+mdDIBAIBAKBQCAQHHo8Hg+nnHIKb7zxBmDFk3/2s58BsGnTJubOnctTTz3FuHHj+Ne/kvPjTdPk5ptv5uGHH2b+/Pkcd9xxPProowBEo1H+8Y9/tNGXAKZMmUJTUxOLFi3q1Ln27NnDQw89xOzZs3n00Ue56667+Otf/8qzzz7b5tzdu3fnf//3f5k6dSrPPvsshmFQX1/PE088wT/+8Q80TWPNmjWH7skTtEtWO0nPnj1R1cx3K0rbMgKBQPDNY6dybZHLjg5njWBrBj6XjNxSgynJGL4ickJfAiPRDROfbs38sx2QhmkJkN6NLyHVbnbO09oB2V4EW5GsmYgtiUhtc0zH51YozfXy/vb02YNRzSBHjqMkHJrHSl9SZVhiXi5N7JN9FGcooLGfg2zriKUUtqRiF9GU+LoDSbHPmQUpp0awM566DbKEJZoa9u2DUyBdWWL1UU1Pezx+t4IRHQguWOUy6RnaTk9pD2tUlZNyBziPqTTXi6rIBD0qxeZJbDbf4pWuvZj6+hUEJRnJ1JleeDZb8tbQq2o9A/Q4KC7nGrJkva6hSJy4fxey6WZo4XecddgCZG1LnK45HgBGFR3PqKLj2dsU5bW3V1E4zIpruyInsDX/Lbate5w+I/5fWiS/dTxfIBAIBAKBQCA40jl3ZM923YpfFRMnTuSuu+5i9OjRNDY2MnSoNd+9uLiY22+/Hb/fT1VVFSNGjHCOqaurIycnh+JiyyBy3HHHce+993LyySfTt2/frNeSJIk77riDCy64gMsvv7zDcw0cOBCXy0UwGKRXr1643W7y8vKIRqNtzl1enjCYlJTw0UcfIcsyLpeLa6+9Fr/fz549e9A0Merp6yLrR+iTTjqJ/Pz8NmrwmjVryMvL+8oXJhAI9h/dbOWA7KiEJq7jVRXk5ioMX1f0ruUEGjYClnjnN5oAMD25lpBmmsS6nwhA0bIrecr1R34sv9NpB2QoopHjUfGqMs0xnZhmoBkmAbdC91wvNU0xRxwEiOkmxUY1G10unsvvyjHyZgxDwzBNNLUZQ4Ju3swOSFswzUS2CPaxXUdSFujFkIQTUpElJA6uBVs+xBHsbLH6qGbgTXk8AbdCNOpjgL+MD7xe8hrXkeuuQJckeuYf5bg/S3MtUbDA70KP9KA8fyjPFnajecSvaRlxBetO+j1bctcB8I5XQd1n/dn//r14t/6bHI9qlQs1bGeDz2Cgqwi/GnDWke+zBMi6FAekjb2tILFP3DwdtwGLtr8EppkWyd/d0PYfFAKBQCAQCAQCgeDQM3jwYJqbm3nqqac499xzne2zZs3ijjvuYM6cOXTr1g0zZS59QUEBTU1NVFdb6br333+fPn36ACDL7bs3SkpKuOqqq7jnnns6PJe0H4aO1vuuX7+eN998k/vvv5+bb74ZwzDSHoPgq6XdgVrXX389l19+OaNHj6asrIydO3eyYsUKx/oqEAgOL0wzveikcyU0MnJLNYa/G1rhYHw730NBt4RB0xIgDXeeVaZigpHXh/CQn2Hu28gweSM5Upiw9hvnGhLZZ06GohpBr4oS0wnHdSeG7XcpBHIUTKAqFKWswHLExTSDYqOSeXlBXgn6OadhH4HQVkwtQKPLOrY4SwRbkaQ2RS02tsjZOoLdO6cPT560IG2bqiTnKsqSJUiadL5MxhZujVavzYFiF+O0FnmtCHbSne53KbTEdY7rOop/N20np2Etqsf6BV6W05t9Mes83fO8gCUC1odjTOj1Y+767HZWHnM6w7scywMf3oDPhZ46AAAgAElEQVRpyhRK3XnPF+Oyqo8AE88H9+KXVU5yzSIULSS3ahlrPB4mFIxIW1eh3xoAXd+SQYBMbLNdknmeXHIifXnNu4WLtr5GZcNQFFmie67HcUDKzVWYO5ZiDp4IspgJKRAIBAKBQCAQfBWce+65zJ07l2XLljnbJkyYwKRJk8jNzaVr166OQAiW2Hfbbbdx1VVXIUkSeXl5/PGPf2TTpk2dut6Pf/xjJ/Z9sOfKRu/evfH5fPz0pz/F7XZTVFSU9hgEXy3tfnrr2bMnzz//PG+//TYVFRUMGzaM6dOn4/f7v671CQSC/cDWpGyNqzMlNF1z3MjN1fwhB47xyPzUiNFH2oNuHIXfaOIDr4drN81FUmZgmgGQJJpOuYfKxgifP34JZyjv86luOC5Lv1tpZwakTtCjImHNgGyOa84xpbmWELa7MeIIkFHdoJu2h9ddLkxgvdtNYf1nEOlBZUJs65Ylgi3LoGdZh+2AbB3BzoRLlp0SGrBckJph0sGXeGn7G4bprKWzx2UjVVSOaQZNMY1Cv7vtDEi3QktMZ2jhcF7e8RL1TZ8TdzcAVtS8scEqd7Gf9wK/i4r6MCeXnsIjax/kns/vpIe/B6tqVhDfewZlZQV8xm5q96wir3I1E3r2YBAubtt5F5/sWoZbXoVW2o1je56Stl7b3VibyQHZSoAMelQ2104i7pvDq2sfpVK6m/45Gif4KwnVatSveoU/VTzPf3xu/hqro/fwKw7uyfwW0hCO41FlvC4xCkUgEAgEAoFA8NUxceJEJk6cmLbtt7/9Lb/97W/b7Pvcc88BMGbMGMaMGZN23+jRoxk9enTGa7z77rtpt//0pz85f+7oXP3792fevHkA5ObmOvMoly5dCsCcOXOc48aOHcvYsWMBeOqppzKuRfDV06F9xOPxcPrpp38daxEIBAdJa5edXUKTzQFpR7Cl+moWBX1sCW/kp8BgqQLNMAgYzWx0u6jXmvD730M3JznHarrJVrOEQqkJo6WOODmAVX6iZbleKGpFsA3Tmv1oOyADboWSRBS4KmRFbbWEaNclvovNCYHqQ3cOJzWsIWebTGViRm22CLYsSWRz02dzQGYi3+8i35d8q3QEyP2IYBtmcj6nzMFGsJOx+ic/qODFTytZfOloIq0EyIAtQBZY8xgr9Aoa3RKF5BFwBcj3WQvq18X6Qinf5+Kz3Y14FS8XDfoViysWUROpYWzxOF5b/z16DfTwWfQZPti7mrjWwo4ueezAwF2Ux69qV3JlQT8wWxje9di09eb6VFRZoqqxbYTafq1tl2SOR6UxXMxYT0+eD+/ggr0P0jV3FWs8Mvhgco0KPi+SafDylgVcPezypNr+f4TfvPg53ykNMmPcgG96KQKBQCAQCAQCgUDQaUR+TSA4gmjtgLRnF7bXgu1XTZqj+9DowdqmbYRlmcFyBbphEjBC1MqW0yriW4mh/8Q5VjNMtpqlALgatxIPWIOJfS4568zJUFSja8CPZpi0pAiQPreCP+HoisStbfZMSVOroDkhpK50FzC1ZimePa+wuqA/XtmNT/VlvJY9ezETjgDZCQfkYz8bTtCTfKtUZYkonZ8BaUfBkzMgO3VYVlJLaCrqwuxtjtEQ1ojGDfzulBKaRAS7yFNMV8XPF65mdqkKZa4CAAZ1y2HhRaPokxAgC/0uGsJxDNPkp30m8tM+1redDeE4r729ghJvb4pCPv6rtrAuEGBocCAjir/HvC8fZ0lOCS7Z4MLeVxNwBdLWK0sSR5UE+XR3Q5vH8smuBsryvc6cyKBHpSmqcd7Q3/Cfj2/g0aJPUPDSX+5DVaPOD7v3pSn0E76snsvrwZ1csXM5rrKTDu4J/ZaxtynKnkb3N70MgUAgEAgEAoFAINgvDvKjsEAgOJxwHJBy50pooppBVzlEfUJMi5txPizoxRCpwpkBWZ84hyE3UsenzrGaYbDVtOLP3tB2x2XZngOyKaoR9Kj4XYo1AzKenAFpR0qjCXHQ/n+dYTVgB9QgGz0KXq2BSEE57yi9CCpdsz4X9uzFjI97PyLYxUEPfncy7qo48yA7PNTaT7Zav+21HHQLtj0DUjecEpfdjREimp4+AzKx5ohmMDQ4iE88Hra5VMr8PZx9bPERIN/vRjehMZLeAhdOeY2OyzuapQE/larKBYMv4aKBv+LnAy7i7LIf8fTJz3JR+SQyMbIsj3V7Qo7gDFY8/pNdjYwoy3e2Bb0qUc1gQNF3+WHucPJDfTgz935+0vd+Knb+mvH9bmbdLpWttWcRlmWWr3nwgJ7DbzMx3aQ5rne8o0AgEAgEAoFAIBAcRggBUiA4gjCcFmzrdkclNOG4TlfqqEuJIn8QLKCvVJkQIJupVVR6BspQ9AJqlP84+2mGSYXZDd2U8DZtI6Z3PAPSbsH2u5VWEWzVEQMjCeExphlIGFRhOefGFP2AeneEtV1OYsvJf8VQGwmqRVmfCzv6nIn9iWC3xo63K51UIGXJmgFpa8AHX0KTfE3tYpc9jZE2MyADCQEyHNM5qtsJ7HKp1CsKZbmZo7v2rMbWZTGRuLVwn0thVNmZAAzwlzG6aAySJPHLQZdw7XduoIs3uxg8smc+ukmaC/LLmmZCUY2RZXnOtpyE07QpqjFl6L3s2HU5gwp7O0U566tCbKppJhzpT08zwMvR7ciNOzp6yo4o4rpBOCYESIFAIBAIBAKBQPDtQgiQAsERhC1y2XMG2yuh0Q2TmG7SxayjTrHEKq/iY7Wq00uqRtcNcswm9iouCtyFBGLfpUlex87misQ5TWK42GV2JdC8w7mGz6U48elU4rpBRDMIehX8ifmEzXYLtltBliRciuQIXjHdoIgGtqoS+bKXkV1Gg2TyTN+LiXq7IrvqyVXbc0Bawl8mYvvhgGyNktKI3an920SwD1KAlJOx+toWq0hmd2M0YwkNWLM2h3ZJNlP37DIs43ntIpjacCxte0SzXiOvS2ZU8XfpndOXXw2djrQfQuqwHrkossSHFUkB8sOd9QCM6JnigEwIkKGoRmWD1XpdmudxinJeW2s31En0953JFx4329bP6/Q6jgRiupHmJBUIBAKBQCAQCASCbwNCgBQIjiAM0kWu9kpobGGpwKilLrHfid3GsFZvxJQ1PNG9BMxm6hSFfHcBOfFRAHy870MgOVdym1lCbksygp3NAdkUtaK9QY/qFKTYQoo9/9GjykQT64pqBr2kKra4VXp7SxiYOxiAqtgWmrVmJCVKntot63OhyO1EsA/GAZl4bjvrZJRlaxZlsiBovy+Zhh3BjukG9YkIdmVDWwek32WJeS1xnQG5g1BN68K98gZlPG82B2Q4IQh7XQo5riCPj32a44tO2K81+1wKQ0uCfFRR72z7sMKa/1gc9DjbgikOyN2NlgDZPddLod+FR5X5cEc9HlVGliDPdRoAK/d9sF9r+TZjmiZx3aQ5pnW8s0AgEAgEAoFAIBAcRggBUiA4gnAckJ0oobGFpTy9ltqEA/KkknFoGHzicROM7CRoNlEvS+S583CbXZFMD9tCWxLntI7fapaQG64g5jjlFPQM1wtFrftzUmZA2kKKPa/QoyqOOBjTLQFys8tF72A/inxFGFqAmthmVu19G4BCV0nW50LqRATbdQBqoH1IZ8tkZMl6XWxT6ME6IO01N0Y0YgnRd3djhKimZ4xgt8R03IqbPLkfmAol/tKM57UdkPZcSRt7BqTPpbQ5Zn8YWZbH2qomWmI6hmnyya6GtPmPADke6xqhqEZlYwRFluia40GSJEqCHkxgePdccjwq8ZiPvnhZG9lzUOv6NmG/3i1iBqRAIBAIBAKB4Cti1apVDB48mMWLF6dtHz9+PDNnznRu19bWcscdd9DY2NjmHJs3b2bq1KkATJ8+nVgs1mafbCxevJhjjjmGqqqqjPevW7eOhx9+GIA33ngj636ZMAyDuXPn8uWXXzrb5s+fD8Dy5ct59tlnO32u1sycOZNRo0alPdYvvviCwYMHs2rVKmfbihUrePzxxzGzmGWysWrVKqZPn562bfny5UydOpWpU6fy85//nPLycjZv3py2z9SpUznvvPOYOnUq559/PjNmzKCurg6A22+/nd27d+/vQz1gDrkAGY/Hue6665gyZQrnnXceb731Ftu3b2fy5MlMmTKFW265BSNLIYZAIDg4WhedOCU0GSLRdtt0rlZHrduHR/Ywquh4FGQ+8HnJjezCb4YIyZDnzkeRZDxGCdubtgE4IuM2swSP3ow7VgtYbsZMjstQigPS71YwgbqWOKosOW3UlgMyOQOyyLWbRkWhV8FQVFnGiPRgZ+wTnt72MFrzAAYGjsv6XCjtlNDEdMstuD8xYue8+xnBttu4D1kJTUL5rA5FnW27Ew5Ib6oDMkWABOipngqNY1CkzEKi3URd13oGZOL18B5AXD2VET3z0A2Tz3Y3sKmmmcaIxoieeWn7BL2JCHZEY3dDhOKgx4mclybmQI4syyfHoxKKahzlL2ONaiKFdh3U2r4t2H+PwzF9v//BIhAIBAKBQCAQdJZ+/frxz3/+07m9YcMGwuFw2j6FhYXceOON5Obmtnuu++67D7fb3elrL1y4kJ///Oc899xzGe8vLy/nyiuvBOCpp56iqamp0+eWZZnrrruOAQOSc/EfffRRAMaOHcvPfvazTp8rE0VFRSxfvty5vWjRIsrKytL2OfHEE5k2bdoBfRZtzdixY5k3bx7z5s3j5JNP5n/+53/o379/m/3uvPNO5s2bx4IFCxg7diy/+93vALjpppvo3r37Qa+js6iH+oSvvvoq+fn5zJ07l7q6On7yk58wZMgQrrnmGkaPHs3vfvc73nrrLU477bRDfWmB4IjDNE2WbdrL9/t3ccTE9kiKXNZtp4QmgxXQnrWYo+2l1u0jz52PXw0wMG8wH4U/ZlhkF5IcxpBc5LnzkSQJl1HKtqZNQNJVudW0HHXBlh1APj6X7LgjU2mKpAuQADVNMcepB+kCZFQzcHsqAeidOwBVltAjPYjkbKSbpzubd05BHZb9LUySJHTDEv7e3FDDKYOKHPEwqhkHFL+GA4hgJ2ZAJiPYh6aEpqbZ+matV4GPXQ0RDJP0FmxXugDZjTG4GwZnPa9LkQl61LYC5CFyQA7rnociSzzz0S5nbW0EyEQE+62Ne9lY00T33GQ8u3tiDuSInnks3bSXUFRjdK+RvNayieqdyygq//lBre/bgD27VDetn2HvQb4mAsHhxtub9nJ87wLnd4RAIBAIBP/n+eQZ+Hj+oT3nsT+HYya3u8uQIUPYtm0bjY2N5Obm8uqrrzJ+/HgqK63PZ0uWLOGJJ55AlmVGjhzJjBkzqK6uZsaMGZimSVFRsix03LhxLFmyhO3btzNnzhwMw6CxsZFZs2YxYsSItOtWVFTQ0NDApZdeyk9+8hMuu+wyXC4XM2fOpL6+nvr6ei6++GIWL17MhAkTWLduHTfccANz587l+uuvp7S0lJ07d3L22WezadMm1q5dy8knn8y1117Lhg0buO222wDIz8/njjvuYP78+TQ0NDB79myGDRvGli1bmDFjBo888ghvvvkmuq4zefJkzj//fO655x4+//xzmpub6d+/P3/84x/bPG9nn302//znPzn11FMxDIMvvviC73znO4Bl1rvxxhupqKhA13WmTZvGCSecwAUXXMDixYuRJInf//73jBkzhl69erVZa3vs2bOHV155hRdeeKGDFx9+9KMfcf/99xONRvnVr37F7NmzCQQCzJ49m2g0Sn19Pb/+9a859dRTue+++1i5ciWGYXD22Wdz0UUXdXj+9jjkDsgzzjiDq6++2rmtKApffPEFxx9/PGAptO+9996hvqxAcESytbaFGxat472ttZ3a39YZkw5IuzG5rSBoR2v9sX3UqW7y3QUA9Az0okJ1kxfdjSa1AJDnzkORwK2XUhvdR2OsEU23BUgrBp0b3oEqS6iKjGaYyE2VkOLSsh2QOd50ATJV2PKmOiB1A9ltlY70zumDLEtoTUPIk3tyWf9bwfA7AmsmFEnCBD6sqOem19azekdy/mBMNxzX5f7iOCA7GaVWZDAM03GMdja6nQ37Na1pshyQR5UEnefM62rrgGxOvM7huI6ng8h5od/F3ub0eEQygn1wC/e7FU7sU8B7W+t4c+NeyotzKEmIijb5PhddAm6WbtrLzvoIR5cmv00d3iOXnvlejioJEvQoNEU1Bvc4BYANe949qLV9W7BHB4CIYQuOPHbWh7nu1bW8saG6450FAoFAIBB85Zx22mm88cYbmKbJZ599xrHHHgtAfX09Dz30EE888QTPPPMMVVVVvPvuuzz++OOcc845zJs3j1NPPbXN+b788ktuuOEGnnjiCaZNm8aLL77YZp/nn3+ec889l2AwyDHHHMMbb7zh3HfCCSewYMECx3F58sknU15ezp133onL5aKiooLbb7+dv/zlLzzwwAPMnDmThQsX8vzzzwNw8803c8sttzBv3jzGjh3L3/72Ny6//HLy8vKYPXu2c521a9eyfPlyFi5cyIIFC/jyyy8JhULk5uby+OOPs2DBAj755JOM0e9hw4axdetWWlpaWLlyJaNHj3bue/bZZykoKGDBggU8/vjj3H///QAMHjyY1atXE4vFeP/99/nBD36Qca3t8fjjj3PRRRd12mmam5ubFp3fsmUL06ZN4/HHH+fmm2/m6aefBuDll1/m7rvv5umnn8br9WY7Xac55A7IQCAAQFNTE7/5zW+45ppruPPOOx17aSAQIBQKHerLCgRHJLZ7zZ7X2BFmlgi21k4JjS+2lzolSL7HmsdX7CthryqTF9tJrWKJXPm2A1K33I7bm7aiGZZVe6dZhI5CQaQCt3IsqiwxTX6NLk8+Td15i9CKrV9UaRHsREHK3uZomtPFm1JCQ7iOZncIPwV08XRFkiTMcG9+GLyLXDUf2Os0PWdClq2Y+M76SOJaSWEtphkdinHZsB2MnR3lKCdmUZqtxOEDRW0VwS4vzuFf66wP7J52Ith14Tj5/vZ/IZXmealMlL/YRFJKaA6We348tN0CIJci889LRjuCeao4fdZRxZx1VDFgzRGtqA/TN+9ovCasC23iewe9usOf1NEGLTGdQv83uBiB4BCzK/FeXR8WJUsCgUAgEDgcM7lDt+JXxfjx45k9ezZlZWWMGjXK2b5jxw5qa2u55JJLAGhubqaiooJNmzYxYcIEAEaMGMEzzzyTdr5u3brxyCOP4PV6aW5uJicnJ+1+XddZtGgRPXr0YOnSpTQ0NDB//nzOOussAPr27dvuesvKyggGg7jdbrp27Up+vvX51taiNm/ezO9//3vAciNmO9/WrVsZNmwYiqLg8/mYNWsW8Xic2tparr32Wvx+Py0tLcTj8YzHjxs3jrfeeov33nuPyy+/nPvuu8+5/pgxYwDIycmhf//+VFRUMGnSJF566SVqamoYN24cqqp2eq1gzbV8++2328yHzIZpmuzdu5cuXbo424qKinj00Ud5/vnnkSQJTbP+PXbvvfdy7733snfvXr7//e936vztccgFSIDKykp+/etfM2XKFMaPH8/cuXOd+5qbmzucESAQCCxssSaTgzETtj5hu+xcckclNCbeSA11BOjptgXIYgwJ5Ph2Gt3W8XnufGQphhq33I7bmrbiMiwxUkeh1lVKQXQnLkViaP0yJrisb0zk0C5ICJCtW7DBEgWHdEv+4vGoCk2JYpr8favZ5HHRw9Pd+aWhyFasOhyzno9AewJkQvizBbXUcpWoZh60A1LprAMy4cTUD9UMyIRwWt1kCapDS4LOfZkFSOv5rG+J0yXQvgDZPdfL+qr0GSq2A/JQCJCyJHUY5VZlCVVuf5+gRyUU0VBklXK1gDWxatDjoLgOeo2HM7GU94HmmHBACo4sdifeq+0vqwQCgUAgEHyzlJWV0dLSwrx587j22mupqKgAoGfPnpSWlvL3v/8dl8vFiy++SHl5OVu2bOHjjz9myJAhrFmzps35br/9du6++2769+/Pgw8+yK5d6XPc//Of/3D00Ufz4IMPOttOP/101q9fD5BxZqIkSY4Jp6OZin379uXOO++ke/fufPjhh9TU1AC0ma3er18/nnnmGQzDQNd1LrnkEi644AIqKyu5//77qa2tdZyhmRg/fjy33347kiTRq1cvZ3v//v1ZvXo1p512Gk1NTWzcuJGePXtSWFjI3LlzqaqqcmYzZltrJjZu3Ejfvn077VB8/vnnOeGEE5BTonkPPPAAEydO5KSTTuKFF17gpZdeIhaL8a9//Yt7770X0zQ5++yzOfvss+nRo0enrpOJQy5A7t27l1/+8pf87ne/48QTTwTgqKOOYtWqVYwePZrly5dzwgknHOrLCgRHJLbgkElAzITjgCRdJMtWQpNLC7IRox6N/IQA2c1niYx1Spx62RJ0LAGyBskowKv42BbaQl+Sf4+rXD0Y0PwRf2IOJ2z9nI1GDwbJu5CjydhzKKqhSFaU13YuxnUzzQHpUWX2tVhrza99n8/dHk4tHOncr8gShmG2ac/OhJz4ZbS7ISFApsw2jOkHPgPSjn13Vka039dtF+pBlmA7JTR7m2N4VZl+XQLOfakzIC2xT6YlIdbWheMMKArQHqW5HurDcVpiuvPchuMGLkVqN+7+dRP0qjQlWtXLcwexUKvFqPkMuWRkB0d+u0n9exwWAqTgCMP+sqhJCJACgUAgEBw2nHXWWbzyyiv07dvXESALCwu56KKLmDp1Krqu06NHD84880yuvvpqpk+fzuLFi+nZs2ebc/3oRz/iiiuuoEuXLpSUlDhNzDbPPfccEydOTNt23nnnOXHgTBx77LFcf/31/OEPf+jwscyePZsbbrgBXbf+HX377bcDljA4Y8YMx51YXl7O97//fSZPnoxhGEyePJnhw4fz6KOPMmnSJNxuN2VlZVRXV7cpmAFLwKyrq+Pcc89N2z5p0iRuvvlmJk+eTDQa5corr3RciKeffjrvvfcevXv3zrrW6urMY2q2bt2acR2p3HDDDfh8PgCKi4u55ZZb0u4/44wznPh6aWkpdXV1uN1u8vLymDBhAnl5eXz3u9896MKaQy5A/vnPf6axsZFHHnmERx55BLCadW677Tbuvfde+vXrx+mnn36oLysQHJHEHAdk5wRIx2Vni2SSJRxlK6HpLu0jLElETI08W4D0WjHXSlWlLiHSWQLkXkxTondOH7Y1baXMZ53To8qsCJxKUK+jS6yBHfmj+UXlJFZ4r0KKpAiQEY0cj4okSQRSXHBBl4ln06tE+5+dVkJT3/QhsUKJowuTg4lV2WqUtmPF/nbcdLJkPR+VjVZUua6lVQT7a3JA2o7HeKKYp7PHZcN2QOqGSbccN0GvSo5HoSmqt3lMPpdCS1zDNE3qWmIU+Np3CHZPNE1XNkbo39USK6Oajlc9vAohcjwqLXEdzTAZUvJ94nWr2FLxBgOOcAEylvI+0CxmQAqOMOwvi0IRIUAKBAKBQPBNMnr0aGd24dSpU5k6dSpg9XmMHTsWgAkTJjhx61Qee+yxNtuWLl0KwLRp05g2bVrW6/75z39us+1//ud/2l3f9OnTneix3Zrt8XicawK8+641L/7oo49m3rx5bc6Xadull17KpZdemrato4KXOXPmOH9OnW9pR7DBaqPOxGWXXcZll13m3M601r59+6bNlLQ588wzOfPMM7OuK9Pja31f//79Oeecc9rcf+WVVzqN44eCQy5Azpo1i1mzZrXZPn/+IW5uEgj+D2CLcZlapTORnDOY3OZSpKwlNL2lKkdktEtoin2WALlbValXZFRTxat4kSSr5KZPTl8+2LuKEz3WxfwuhXc9Y/mg5GTWVzcxZWgPKiu/xFA8bRyQQa/1lpPqXPxe9L/kvj6HxlMfxKMOJRLXkSJ1bKYGyGdYl+HOvnKi2dou4OjIAWkYWSLYh6KEppNRantmZFw/NBFsNcW5mZ8QFEtzvWyqaW4jQAbcCi0xnZa4Tkw3KfC3L0CW5rYVIMNx/aALaA41dlt2c1RjcMn3YN3dbNjyIoPKL8TIObhv5Q5nUv8etwgHpOAIw/6ySESwBQKBQCAQCI5MDq9PlQKBIA07gt1pB6TRVuRyKXLGEppwXKdMqqYuMW/PdkD6VD+y4WOPqlAny3ixmi4UScIwTfoE+1Eb3UeTZrVm+dwKMd0gbphpUV3dnZ/mgGyK6o5wlCocDopbMz18n/0vHkUiqhm4dr/Px14P7mge3XyFzr6KLKEZKQ5Id/bvUGRJIqob1CRmJdanCJAx7cAj2LagqHRSSLR3s8WjA+y+Sbl+8s+FiVKZ7gnh0NtKgPS7VZpjuhM/z+/AAVmacEDubog628Jx45DMfzyU2D9HoahGka8bfX09+LtfJvTaVKTYkVtyFksTIIVIIziyEBFsgUAgEAgEgiMbIUAKBIcxsf0socnkgFQTol1rIppBb6mKfV6rxMSeAQkg64XsVD3UKQpuybrfckCa9MmxGrj2xqwZIAG3QkwziOsGLll2Wpo1d14bB2ROQjhKLSLpHV2HKbtwVX/KwPg6opqBsus9PvZ4iIQHpkWWFdkSQVtiVty4vbmEipwUZBVZorbVDMiDjWDLnTxcaVUEJB9kBFuSJCeGnZ9wNNrCYeuotN+tEI4nBcjCDlqwu/hdeFQ5rQk7EtfbCJvfNPbPkS1U3HLc3WjuAFd5G9GXXfdNLu0rxX4/AGiJd+49QSD4NhDTkl8WCQekQCAQCAQCwZHJ4fWpUiAQpBFNOBdTBcTFa6tYvnlfxv31DA1gLkXOGsHuo9SwL1AEJCPYAIpRyC7VQ70s45LyrG2y1SrdO9gHgE+bX8bTbTGydxtRzbQEyBQHZNydlz4DMqoR9Ki4t75BYO18vKqMlyhdI1/y9pCz0T15fL/uefK0fezY+SYhRcaI9E97LIqEE8Fub/5j6xO44PwAACAASURBVOdgYNcA9S2pLdgH4YDczwi2MwMy8RocbAQbkkU0BU4E2wPQRlT1u6wIth0/z+8ggi1JEiVBT5oAGdaMDpurv26CXms9tlDRK6c3tx53N7tcbu4KfQDGkSlgpM6AFA5IwZFEVchyXXtUmVBUjBcQCAQCgUAgOBIRAqRAcBiTqYRm/uqdLPx4d8b97RZspfUMyCwlNL2kavb5LIExz53n3KeaBVSpUKfIuGRru4TVKl3sLWFg7mD2xL/AVfhf6n2vWBFs3cSlyI47r7UDsikhQPo+/Ss578ymmyvC0dJWlvk9/Cb8ES8OGMuQ+v+w1HMtn2oN1trj/dLWrMjWDMjmmO40aWcj9Tk4qiRIS1wnkpgd2RCOO/Mo9xf1QEtodPu1OQQCZOLBFSYExe/168Ipg7o6JTI2frdCc0x3xNeOSmjAmgNpl0EAROP64SdAOhHspFAxvPBYzswdxgqPC7n6029qaV8pYgak4Ehld+JLjwFdAyKCLRAIBAKBQHCEIgRIgeAwJpahhCauGzRnER9snTLV/afKEloGB2Q0HqM7NdS5A6iSSkDNce5zm4WEZZNK1YVbygWsWLdhWuf+y/ce57y8J4jXH0dM3pOMYCsSSsKdF3PlZmzBVhq2I+lRzlBWc6z8JR97LPfeX/RdhJQc/msM478DTsNDAW66pq3ZngEZjukEOhAgbeFPkSUGdbMKVerDcZpjGg0RzZmbuL/sdwlN4l3WKaE5BO+6dhGNPdOxV4GPOeOPalOs40+U0NQmGsA7KqEBKM3zOGUQYM+APLx+VdgCZFOrttwhpWMJKTKVO974Jpb1lZMawc72HiAQfBupTHzpMahbgKhmOAVsAoFAIBAIBIIjh8PrU6VAIEgjmqGEJq6btMQzO0SSDsjWEey2DkhfpBoXGrUuF3nu/DTR0m12AUCXwCsnBMjE/EUbzTAh3g1NaiJsNjoOSDXhzouqSQekphtENIM8t4HcZLk3f2i+awmQ/hzy3flURfcy8+iruUI5j49CXxBkIB4lXWS0inCguRMRbFsgLA566JKYfVgXjjviWmneAQqQTglN5/a312GLyIfEAZkQQTsSFAP2DMhwHK8qd8rJWJrrpT4cdxx24bh+2JXQ5KSU0KRyVPGJAKyrXvm1r+nrwI5g+1yycEAKjigqGyMoEvTrYn1ZJFyQAoFAIBB8c6xatYrBgwezePHitO3jx49n5syZzu3a2lruuOMOGhsb25xj8+bNTJ06FYDp06cTi8U6de3a2lpmzpzJxIkTmTp1KtOmTWP16tUH8Wg6vl7qY6ivr2fRokVt9lu3bh0PP/zwAV/noYceory8nKqqKmfbvn37GDp0KC+++KKzbdOmTdx///2dfr5sdu7cyaRJk9qseerUqc5/3/nOd1i+fHnaPjNnzmT8+PFMnTqVyZMnc8UVV1BRYXU9PPbYY3z22Wf7+1Db5cAyiAKB4GshUwlNXDccobE1huOATG5TZYm40dZNkhfZCUC9LDkN2DYeks3TnkQJje2AtNEMEyleYq1T2k3cyLUi2AlxLObKRdIioEVoilkCVndqAJNIsIxjQ59So/i5US3kZ2U/YkP9Ot6vXYi/dwyf0oXS6DlUtnL02RHslphOXgcRattp2D3X4wh1dS1xp5ime2Ju4v6SLKHppAPSESDbzuc8UGyRt6NItTMDsiXeKfcjJBu1Kxsj9O8aIKIZ+A4zB6TfrSBLbQXInoFeBFH5omUHJxsayEfWrzj7faDA5yIcFwKk4Mhhd2OU4qDHcXU3RTW6BNovzRIIBAKBQPDV0a9fP/75z39y1llnAbBhwwbC4XDaPoWFhdx4440dnuu+++7r9HWvuOIKLr74YubMmQNARUUFV111FQsXLsTl6tznmf2h9WPYsGEDS5cuZfz48Wn7lZeXU15eflDX6tOnD0uWLOGiiy4CYPHixZSWlqbtM3DgQK655pqDuo5NeXk58+bNA2DJkiV069aNsWPHttnvuuuuc7avXr2aa665hhdeeIFLLrnkkKwjlSPr05lAcIQR0+0IdroDMls8zXYops4ndCkyWgYHZGHMciLWmVpaAzaAV0pGn72K5YCUJAnDSHdAKvFia03KHuLaYFyy5IhjETXhnIw2EIpZfy7W93B7lwI+71rCMxsq2OWJo0twVP7RjC05mcvf/RV6Sz9+O3IOT62sxaOkf/OTFCC1DgVE23lYmuulwHZAtlgRbICSg4xgd1ZGtIVQTW87n/NAcUpoOmi19rsVTCwxMb8T8x8h6Qx1BMi43qZd+5tGliRyPGobl5QsyRzlL+Oz2AbUms/Rio/5hlb41WC/H+T5XCKCLTiiqGyIUJrnTY5XEA5IgUAgEAgAeHXzq7y06aVDes6fDPwJP+r/o3b3GTJkCNu2baOxsZHc3FxeffVVxo8fT2VlJWAJWk888QSyLDNy5EhmzJhBdXU1M2bMwDRNioqKnHONGzeOJUuWsH37dubMmYNhGDQ2NjJr1ixGjBjh7Pfpp5+Sn5/Paaed5mwrKyvjpZdeQpIkQqEQN910E3V1dQDMmjWLwYMH8+qrr/Lkk0/idrvp06cPt956K4sWLWLZsmVEIhFqamq48MILeeutt9i0aRPXX389p556asbH8Oc//5n169fz7LPP8vHHH1NfX099fT0XX3wxixcv5r777mPhwoU888wzGIbBKaecwlVXXcX8+fN5/fXX0TSNYDDIQw89hNud/lntrLPO4l//+pcjQC5btowf/OAHzv1z5szhww8/BOCcc85hypQpnHXWWbzyyiv4/X7+9re/oaoqp59+OjfffDPRaBSPx8Mf/vCHdl/LlpYWHnroIebPn9/ufgCjRo3C5XKxfft2Hn30Uc466yxGjBjBTTfdRCgUoq6ujokTJzJlyhSefvppXn75ZWRZZsSIEdxwww0dnv/wsrUIBII0ohkckDHdoCWL+ymTAzJbCU3X+G40FOr1lrYOSCkPTEt08iYckIpEegRbN1DMfFS86OoeawakKqMmxDFbgJQi9Y5TrUirZK3bzRexKt4K9OFTr/WmfFT+UAblDeHa/n8nXPFL3FKQmGa0mWmoSBK6aTkgO4oTpwmQCfGtLhxnd0MUjyo7BS77iyJLyFLnnYxOCU3ChdpZ52R7OA7IDh6DPzEnc1dDhMIOxEobW9jd3RDFNE3Ccf2wc0CCFcNu7YAEKC8azf9n78zj5KjrvP+uq6/p7pmeeyaZ3EACgXATwItLUS5lQfYAFV13XQ9cd3ken5VVUXHV1VUURRQEJAqCiosiKLdAuJNAOEJOkkwyM5nJnD3TZx3PH9VVXX3N9IRJ6Im/9+vFqzM93V1VTVf11Kc+n+9ni6aR6X68zLNmN85xoD6giQi24KCidyxFRzRA2F/YcC8QCAQCgeCt46yzzuLBBx/EsizWr1/PMcccA9gx5euuu45bb72VO+64gz179rB69WpuueUWzj33XFatWsWZZ55Z8npbtmzh85//PLfeeiuXX355QfQY7Bjx/Pnz3Z+/9KUvcdlll3Huuefy4osvcsMNN7By5UpWrVrF1772Na6++mqGh4e57rrr+PnPf84dd9xBJBLhzjvvBGBiYoIbb7yRj3/849xxxx388Ic/5Ktf/Sp33313xW34xCc+wcqVK7nkkksAWLlyJb/61a+IRu1z28HBQW688UZuv/127r77buLxOOPj44yMjHDrrbdy++23o+s6L7/8csn2Nzc3EwwG6e7uZseOHbS3t+PP9SE8+uij7Nq1i7vuuovbb7+de++9l23btvHud7+bBx54ALAdkxdccAHf+ta3uOyyy1i1ahUf+9jH+M53vjPp/8ff/OY3nH322TQ2Nk76OIempiZX5AXYsWMH55xzDjfffDM33HADt956KwB33303V111FXfeeSddXV3o+tR/vwkHpEBQw+RLaAqdh1nDypW+FApDjkNRKSqhKSdWtBh9DKptjGRGShyQmqygmA0YyiBB2eOALIpga4pCWJlDv7aHjGGhyZLb0JxSHAfkCPFsKwAN6d30aPZh57ZYF8FMhrZAJw3+mL1OgRagj7RukDHKCJCOAzJruOJaJRydr6PeT9ivoMoSw4ls7kTXv89RaFWWqi6ggfz/C7eEZkZasGX8Vcx0dN6jgfEMJ86vTnBtrPPhUyR6x1JkDQvTouZmQIJdRBNPlREgW0/E2vErNvc9zmFc8Ras2f4jY1hoikSdX2FPPD31EwSCWUBGNxkYz9AZDRAJlDbcCwQCgUDw18z5i8+f0q24vzjvvPO4+uqr6erq4vjjj3fv37lzJ0NDQ25Ed2Jigu7ubjZv3swFF1wAwLHHHssdd9xR8Hqtra1cf/31BAIBJiYmCIfDBb9vb28vmDv51a9+FbBnSKbTaTZt2sQzzzzD/fffD8DY2Bjd3d0sWbLEfa0TTjiBJ598khUrVriR6UgkwuLFi5Ekifr6etLpdMVtWLhwYcE6Ff/c3d3NIYccQiBgp8ac+Lamafzbv/0boVCIvr6+imLcOeecwx//+Ed0Xee8885j9erVgD0z8/jjj0eSJDRNY8WKFWzdupWLL76Yq6++mkWLFrFgwQJisRibNm3iJz/5CTfddBOWZU0ZTf/DH/7AD37wg0kf46Wnp4f29nb35+bmZn7+85/zwAMPEA6H3W37xje+wc0338x3vvMdjj766Ipj4rzUnq1FIBC4ZMqW0Nj3lRMVHYeiV1yrVELTYfbRr3UwoY/T4IsV/E5VJCTdvs8toSl2QJoWqiwRU+ci+/pJZgx8ioyaU/6Siu2clFIjbpzOn+pmUFFQJZX1Wh9P+utZWn+E+5qO0JXK2i2ofqVUgNRzMyCnasF2otId0QCSJBELaYwkM67TZl9RJKkg4j4Vzv+KrGHOSPwa7BKaahycIS1/jWmqeZEOsiTRHg3QO5Zy5wzWpgCplI1pLm04HIDX4lvAPLhcVFnDxKfYwnMlF7RAMNvYE09jYV8silQomBIIBAKBQHDg6erqIpFIsGrVKs4/Py+Czp07l46ODm6++WZWrVrFpZdeyooVK1i0aBHr1q0DKOsA/PrXv84VV1zBt771LQ499NASwerYY49l7969PPzww+59AwMDbNu2DUmSWLRoER/5yEdYtWoV1157Leeddx5z585l69atJBIJAJ577jlXNJzMcFJpG2RZxvT0JxS/xrx589i2bZtbEnPFFVfw3HPP8dBDD3HttdfyxS9+EdOs3Nnwnve8h4cffpgXXniBk046yb1/8eLFbvw6m82ybt065s+fz4IFC7Asi5tuuomLL74YsOdzXnnllaxatYqvfOUrvOc976m4nfF4nEwmUzJrshKrV68mEAgUCJA333wzRx99NN/5znc4++yz3W276667+MpXvsIvfvELNmzY4P6/nwzhgBQIapjiCLZuWq4LMZE1qC8SlZzfeYWuSiU0nVYfqwOHAQMlEWxFksBowLIkArJTQiNhFTkgVVmiUe1C1v5C3IijKu1uBDvhzI5MjxDPtXaPJbvBB+/rOo/f7/wdsppmeexI9zX9OcdjWjfJGlaZCLYtvJoWhHyTH74c52FnbqZhQ1BjKJGlZzTF4e2RSZ87GaoiuSJrNThipW5aMxK/BtBUecr5jwAhX/79q1aABLuIZvdIXoAMqrV3rSrsV9k1kiq474bV2zFMi/laI+u1JBcXzYG0LIt/uvMltg3af6B88OhO/vnUBQdytd8Uad12Pdf5FBHBFhw07B61B9p3RD0zIMu4m2uFP2/o58GNA3zn/fbFs9Fkls/89mWufu9hbou3QCAQCAQHC84MwoULF7rtyI2NjXzkIx/hsssuwzAM5syZw3vf+14++9nP8rnPfY777ruPuXPnlrzW+eefzyc/+Umamppob28viPmCLfb9+Mc/5rvf/S4/+9nPANB1nY9+9KOccMIJHHLIIVx11VXcddddjI+P8+lPf5rGxkY+85nP8KEPfQhZlpk3bx5XXnklf/zjHyfdrkrbMDY2xqZNm9yYcbnnffzjH+fSSy9FkiROO+00jjzySILBIBdeeCE+n4+Wlhb6+/vLPj8SidDe3k5XVxeynD/HOu2003juuee45JJLyGaznH322RxxhP23xkUXXcT3v/99Vq5cCcDnP/95rr76atLpNKlUiquuuqridr7xxhvMmTNn0vfi29/+NjfeeCOyLFNXV8e1115b8PvTTjuNq6++mj/84Q80NDSgKAqZTIbDDjuMiy66iFgsRltbGytWrJh0OSAESIGgpikuodE9syDLlVBUckAWl9BIqRHqmWBXwBYJWwKtBb9XFQkmjkDPGqjN9oFRlqSiGZAWiizR7J8LEyD7B9CUw9AUCUkb5GdDv+AURSGUGiGu64DFYLofqOe0jjNZu3cduxLbOaqpvACZMUx8RZZBRZaIJ7IAU8aPzzisBU2RaI/YczUaQxo9oylGU/qbckBeeFQHR0xDwHRnQBrmjMSvAf7p5Plum/dkeEXaaluwAQ5tDfPLNbsYSVb3Xr8VRMrMgHx08178qsyRhx/N06kBlF1PFQiQiazBi7vHOGZOlD3jGZ7aPjyrBMhsbp8I+RQSGR3LsmakVV0geCt5uTeOBBzSUodftV30teyAfPKNIf6ydRDdMFEVmW2DCTbsGeflnjEhQAoEAoHgoOCkk05y3XmXXXYZl112GQDveMc73LbkCy64wI1be/npT39act8jjzwCwOWXX87ll18+6bIbGxu55ppryv4uFotx/fXXl9x/3nnnlbRWX3jhhe6/veu9bNkyV9wstw3BYNCNeHvxvicXXnhhwesD3HbbbZNu12c+8xn339ddd5377yuvvNL9d6USl+Lt6+rqcrfBy1133VVy31FHHVX2PXNw2san+t2f/vSnkt9ffPHFriuzWmrP1iIQCFzcGZA54THjESAni2B7jXaaItGu70bd47FEj+4AoDcQBKA9lLdYg+0eNMePJNVziSua2RHs/GN000SVJdr98+zn+Pfgy7kDA+2/Z3v6FdYFAkhpO4LdIo3RJ9knlW3Bdj50yIc5JHoYiyKL3dcMuAKkYUewy8yAdGK3U0Wwm+t8XLii0xVoGoIa24ds51vHFA3akzG/McS7l7ZO/cAcsmcGpDJDYtExc+s5fl7DlI+r8wiH0xEgj+uqxzAtntsxAkCgRktovBFsy7LoHUsxkTE4svVkRhSFnb2FRTTDOfH6vOXtnDS/gd7RQgdlrWPPgJQJaQqGlXdICwSzmbXdIxzaGiYa0JAkqezFhVrCOW6M5Fyaw7kLNc7xRSAQCAQCgUBQnto7qxQIBC5uBDun/HlnOSYypSdopgUShQ5IVYJrsv9N/T1/izyxx75vi21J7/PZQlxbsFCAVBXJXZbzUiUOyFwEu8nfhmVqyL5+NEXmpeFnUMMbAegPhJFTI8TTBkv9g/SoKjISzYEWzpzzHn7ytltQ5LxLr8ABqdvz7rwossRY7qRvqhKaYmIhnyugOrHsA4GzCVnDQj7AR1zvezSdCPaKOVEUyXb6QK3OgFSZyBiuO3g0qZPMmiQyBsc22UOy14y9XjAH0nF0xkIaHdEAw8msGzOfDWRzxUyOs1XMgRTMdtK6ycu9cY7rqnfviwTUsvNda4XesZwAmRMcRxL2DChHiBQIBAKBQCAQlEcIkAJBDVNcQpP1OiCzpe4n07IoHjO4LP0Sh7ATOTtB3TPfRB7dTnT9TfzWeBvDqkFUixJSC2NjiiS5y3YcfFK5EhpFJqBpmJkW5EAPCauPW7f+ECPdgoJGn892QMbTOkvUAXpVhSZfDFUuP/3Br9pClxvBLnJAypLkCk7TFiA9AtybiWBPF+f9001zxhyQ1VIgQFYxM9KhzqeyrD3C+t2jQG1GsMO5ttyJnFDRkxMFklmD1mAbXVqM53wS6t5X3ec4DqVYUKMz9xlwxITZgCPKO7M9xRxIwWzn1b4x0rrJsXPzju5wDTsgncZugKEi4VE4IAUCgUAgEAgmRwiQAkENkykqoanGAVlcdPLOkd8yaEVJrPhHAq//muifPoElq3wr+3dMmAO0BUsbsVRFdoU+RzNTJKkggm3kHJB+RcZMtaPWbeO3Q//KnlQP6b7zCcmN9Ks+5PQo42mdhcoAvapKW6iz4vY6DsiUbpaNYHvLX6aKYBfjRJD9qlxVg/RMoUieEpoDLEAG9zGCDXDs3Aacj1ugBktoIn572xyhwhESExkDy7I4pvlEXgj4kXatdp/jCpAhHx05F2zvaPpArvabImtYuRmQOQekECAFs5w13aNIwDFzo+59Eb9CPFWbn22nsRvyjmrnuCIckAKBQCAQCASTU3tnlQKBwCWdU4AcMdDbZl1OfLCsQpFLGdnG0vGn+ZV1JokTr8QItaHtfYVdy/6FfmKMmwMl8WugwKmnuA5ICatMBNunSqQHzia5+4OcGfsM3z7+RxiJQ2wBUpGQUiPEUzpdUj89Pv+kAqQi2zMkk7lobbkItsN0XXmOA7Ij6j+gxR1O7Fo3LA50X4giSwRUGb8qT/v98kYia9EB6bblOg7I3Fw2C0hmTY5pfzsJWWZTz2Puc4Y9EezO3BzQntnkgDRyLdi5/x9CgBTMdrzzHx0i/tqNYHuPF67w6EaxhQApEAgEAoFAMBlCgBQIapjiEpqsnhcAy7VgG2ZhAU1g/S1YksIq/UwsX5jx079N6pAL2LbwMsBiNNtPexkBUvW0T0ueEhpvmbZu5ARIRcbSo+hjx3Jk5DSObrZbhwNSjD2ShZyLYLdZvfTJUlnB00tAkxnLnXyWlNBIb94BeSDj1+ApoTHNAgH1QBHyKdOa/+jgzIEECNZoCQ14HZB5J2Mio3N003FIwJrxze4cyOFE1hVjG+t8+BRpVhXR2C3YshutnxAzIAWzmHLzH6G2I9je48VQstD5KByQAoFAIBAIBJNTe2eVAoHAxZ0BWa0DkrwDUkqPEXj9Ll5tOIM+swHTssjMP534u39E0lKQlAmyVpr2UJkItkcoc/4py8UOSBNVkQpEQk2RUWQJCVuAHCALqRGSqTRBcyeGVFp4U4xfVYjnimaKHZDeePm+lNDAgS2ggbxomjUOfAQbbKF2uvFr+3kqS9siQO2W0ADE0/Z+4J3lOJExqPfVc6i/nec0Ca3vBQCGkxk3fi9LEu3RwOyaAWlYaIrkfvaTwgEpmMWUm/8I1HQLdu9YClmCaEDNl9C4UexMwXekQCAQCAQCgaAQIUAKBDWKZVn5FmyjtAW7XHuv4ZkzGNhwJ3J2gnXtlwC2Y9FhLKUjaSNAeUFQKSdAYs+YdE6w7Ai2XFAUo+Usc6oi4aORDCZxfZxDMq8wItsOtdZA26Tb7VfzDsjiEhrveoWmKYo11WmossS8WHBaz3uzOJpj1jBRDrz+SGPIR/s+uj5PnN+AX5VrUoCM5kpohibsIoie0ZQrnDv7xtHt7+ClgB9z492A7YBs8LhBO6MBesZmzwzIjNuCLSLYgtnPyz1xoHD+I9gt2GnddBMAtUTPWJq2iJ+mOp/reBzKCZEZwxLN9AKBQCAQCASTIARIgaBG8YqNTglNxtOCXS6CbVk5wdA0CK6/mUzHSQxGltmv4XFPru8Zw+cfBqC9XAmNXC6Cbd86a+XOgFQKHZAAmizjw3a17FEV3ms9yW7VdiBO7YCUXQdkSQlNbh18ioSqTO/wVedTufUfjuHCo0q3d3/iiKa6aZUUBB0IvnbOUv7v6Yv36bmXnzSPW/7+6ILPQ63QFvHTGNJY3zOGZVn0jqVY2BQC8vvGie1vJytJPNPzIBhZRpLZAjdoR71/VkWwM7o9A9IR30UEWzCbGU5kCahywfxHyI9XGC9TtPZW0zuaoiMaoDGkMZJzPI4ks7SE7e830YQtEAgEAoFAUBkhQAoENYojNipSvoRGL2jBLuOAzJXQ+LY/gBLvJrniY64o6H3umu5ROpps4aWcIOgVnJwIsVOm4jRhuy3YFR2QOQFSUThHeZZNdXMrLs9LQJWJp+yTuEolNE4L8HQ5rDV8wN187gxIw3xLItgd0QDNYf8+PTeoKRzSEp7hNZoZJEni2LkNrOkeYSSZJZk1WZQTIJ19Y0XjMbSqUe71g6/7cYYT2YJ5mB3RAMPJbFk3cS1iz4CU3PmniRoUaASCahlP60QCpcfysNNwn6q9z3fvWIqO+gCxoMZQIks8rWOYlnvsEQKkQCAQCAQCQWWEACkQ1ChO/LrOr+ZLaHK3miJVaMG2I7/Bl27CiHSRWfgeVxR05kjGUzqb+seJReLUqWHCWqTkdZQCB6R964hnpiuG2jMgvSKh829VllDNGAD9qkJUSrC9ro2oVk9QnTwCXU0Ee7rzH99KvDMglbdAgDyYOa6rnv7xDM/vtMcJLGmuA/ICpCzJnNF1Lk8FA4xv+g3Dyaw7CxTyhUSzZQ6kPQNSRlVkfBWOAQLBbCGe1l23o5fihvtaIaObDIxn6Iz6aQhqjCSzruC4sMk+9ogiGoFAIBAIBILKCAFSIKhRHAdknU/BsGzHoXNfQ1ArO2vKsCyiUgJfz7Okll0CsuK6GR0Rc93uUSxA849WdCMWltAURrBNzwxIRSp0QDrPU2UJ2YwgIbFHsU8me/2BKd2PYAuQ47liEX9xCU1utabbgP1W4jhH7Qj2W7suBxvHddku23tf3QPAkhZbBPBGk8+aew6GJPHwwGokPVnkgLSdob2js2MOZNYw3f0t5FOFACmY1cTTuis2eokUNdzXCnviaSzsCxexkMZoSmdvbgatM/5hRDggBQKBQCAQCCoiTocFghrFdUDm4sa6ablR7PqAVsEBadHIGABG1I48OxFsZ6bkmu4R2z1l7aW9CgEy74DMLSN3v25aqIrkvr53WaoiY1oKMS1Kv6qwy2pmiPGqBMiAmhcXKzkggzVYilIJb+z6rYhgH8wsaAzSGNJ4doc9z9RxQHrboRdEFnJYhszC0AAAIABJREFUcC73hnx8QHmSBs8MSKcRvWfWOCBNdx8LabIovBDMasYrCJDhoob7WsFxSnfWB1wn9fahBACLnQi2cEAKBAKBQCAQVEQIkAJBjZLR8w5IsN1Pzn31QbXs/DfDghjjAFiBRiAvJjolNGu7R1neGaE/1Ut7qHwhi1JmBqRTRmOYhS3Yiiy5y/BGsLOGRXOghT2Kwu85kv50N0vrl0253V5HZbEAqc7iCHbxvwVvHmcOpGnZrqmW3KzLYnH+rAUXscHv44LQ3bRpSff+pjofmiLNiiIay7LIGhY+JT8HVTggBbMZO4JdeiyvVQekI0B2RAOuk/qNQVuAbI8GCKgyQ4nMW7Z+AoFAIBAIBLWOECAFghrFjWDnTtB003LnONYHtAot2BYxKQ6AGbBnMHodkPGUzsb+cY7q1EjoCdoClRyQ+UNDiQMyZ4HUDcsVBB3RUFXyEWzdtGgJdfBGqI1bAksAOKn15Cm32ytAFkewHWF0dkWwS92kgpnj2K56ANqjfpRcKVLxvnHGnHcTkkJc2+zjiDd+CtkEoRd+QP2Dn+b6wPUcvuuOt2LVp4XjYHYdkD6l7DFAIJgtxFMVIti5YprxGiuh6RlLo0jQGvETyzmpt+YEyFhQIxay50IKBAKBQCAQCMojBEiBoEZxItghLRfBNky3hKY+qJaNX5oWNJQIkLkZkKblzn/sas01YFdwQE42A9LIKZCGZZU4H51bTZHRDZNmfwt7JYN4uIdGfzOLIkum3O7JHJDOOoRmVQQ7/2+vs1QwMxyXEyA7c4UydT6FRLZQuKj3NXBa0yd5NeDn3qF7yd7xdn6w+UY+nVjH7S1bGOAOpPTYAV/36eBckPB5BMjZ0t4t+OshmTVYu2tkysdZllWxBTug2s76/eGAXLdrdJ/LbXpHU7RG/KiyREPOAblt7wR1PgWfKhML+Sq2YFf7vuwrWcPkudwoCoFAIBAIBIJaRQiQAkGNUuyAzJqW64JqCGpkDcsVJB1M06LBsgVIbwRba3yCX2z/Lhv6xpCAuLQBgK66rrLLVgoEyMJbyypswYa8UKh5HJBZ045gZ6wJ1LqNrGw52Y1xT4bfOwNSKXz8rGzBLiPmCmaOhY0h5sWCHN5ut7mHfErZaHILJyCNHMVN9WHOa/JzV0MD8dYj2Bho5mcNEZLb/3ygV31aOPt6fgakcEAKao/7XtvDJ+5cP2UZSzJrYliUdUBKkkTYp8x4C/aeeJp/vvMlfv9K3z49v3csRUfuQkdjzgE5lMi6bshYUKsoQN6/od9+X/aTQ/KhTQN86jcvs2skOfWDBQKBQCAQCN4ihAApENQopTMg84JjfcA+4SkWWkwLGohjySqWzxZkFBl8jU/w7NCfeXX8MaJ1KX71xs85qeVkFkYWl112YQlNcQu2LUIaFiURbE3Oz4DUTYuWQKv9GkqGk1pPqWq7/drBNQPSKzkqQn+ccSRJ4s6PHM/lJ9liekgrL0AOJbKkBy/iiNhRnDb3fdz2zrv44Sk3cnTgU5iSxEs7/nigV31aOI5oR5QPajJp4YAU1BgjySwWuO3QlXDcjeEyAiTYQrszcmSmWNM9ggUVRcKp6BlN0ZErrooGNPfY7syDbAhpFUtoxlM6FjC6nwTI/rj9fg+MixmUAoFAIBAIapfyf/kJBIK3HEdwCOdasLO5CLYs5V0jiaxBfTDf6mtaFvXEsfwxd+BgX3oLsjaGXw6xQb8dtfUQUkaKf1n2mYrLLufac+4yrXwbtzMr0o1eq/aDNEXCMEyaAy32kyyFY5uOr2q7A94IdvEMyFkYwS54L0UEe7/gFcztCHapMDeSzBDzR/j+KT8puL8rdDj+hMTzidc4yTJBqs3rco772RHlA5pCMmtO9hSB4IDjiP/DyQxQV/FxjgBZzgEJttBe7PB/s6ztHi1Y9nTIGiYD4xk6o3bRlSJL1AftmY9OI3Ys97NlWSVu/3RuW2ba1engiKqihVsgEAgEAkEtU5tnWgKBoLSExrAj2JoiE8w5AIsjmKZlUW/F3fmPABviz2FZMv8w58sYpMkEXuSC+X/DvPCCistWldIItuRxQOYFyLzgCF4HpJyLYDcD4NcXU6dVPhn1UlBCUzwD0nVAzp5rJ97YtYhg73+CFSLYw8l8VNJLNBAgmmjlaR8o/esPxCruE5miCHZAFTMgBbWH8500lcvQKZipJECqiuyK7jPFmtwMxn0RAffE01jYbdcOjvPRuW0MaaR1s+yFASfRsL+avUeStvNxRLRwCwQCgUAgqGGEACkQ1CgZt4TGacE2yZoWmiK5EeRkmQh2PXHMYF6AfGX0GYzEfDoDywjFzyNgtfOhJR+ddNlKGdHMuc+yLPTciaEjVPqLZ0AqErph0RpsR7aCNJjVuR8h74CUKHS2wexswfa+l4oQIPc7IU0tOxtxOFFegIwEFIbGj6ZXVenddg9kk/h2PAJWbbkLs0ZpBDulm+5MVoGgFnBE8akESDeCXaaEBmz3+0w6IPvGUuwaSRUsezr0jNrP7fQKkKF89Brs2cwny68irf8FgdduRxnZ5j7WuYAQT++fiwaO83FoH+PlAoFAIBAIBAeC2WMjEgj+ykjnRL46vxPBtmdAarJMXU6ULJ0BaRG14liBuQD0JXrZldyGPn4OumGSGjyVM5ouIOqLTrpsrwNSkgpvDctCN+2TKW8LtipLrkvSmQEZUALE9n6FubG8IDoVTgmNT5VLYmyOgBecRQKkLJf/t2D/UFfJAZnIsqgpVHJ/xK8yOrGCMH9mTff9/P2me+lP9VP37pvILDzrQKxyVWSKItjB3DEgrZsEZtFIAsHBTT6CXZ0AWckBqSnSjDog1+6y49eNIY14avoiYO+YLUB21Pvd+xwB0imkadWSfCv43wy+KDEIzI8th7/5PZAfqbK/HJCO4Lu/Sm4EAoFAIBAIZgJxOiwQ1CglJTSmPQPS64CcyJaLYI+5Eeyn+p8AQI8vI6WbjKV0GnPzqiaj0AGZu092HJClEWyfKrvuR/v+vHslkVKJVjjJLIfjpiyOX9uva9/WzSLBRUSwDywhX/lo8nAyS0Ow9LMf8atY2UY6qOMBNcu/xIK8p2sOr+964ECsbtXkHZDODEj7VsSwBbWE4z6eSggbdwXI8sdy73fITLC2e5RoQGXFnPp9imD3jKWRJWgL5wXIhqBWcDtn4kUuntvGhzrb+VBnO182u5GSQ0D++3xif8+AFA5IgUAgEAgENYwQIAWCGqVcC3YmNwPSESATmcKTGdO0iFhxrEAjAE/0/YU5oflY2WYGJzJY4A7MnwzVU/7iiGaOduadAal4WrC9hTGqIrmPiaf1ik2n5XCEx+ICGu+6zKYWbG8JjYhg739COQekN5qczBqkdbNsBNv5bM6JvJ2XAn5ezP28cfiVA7PCVVIyAzInwqf02oqKC/66SVQ5A3KqFmyfOrMlNGt2jXDMnHqiAXWfXIi9oylaw/6C70Z3BmTuuJIceoKELLMyfCGn1B/JuoAPbcejgDeCvZ8EyKQooREIBAKBQFD7CAFSICjCMC1++tT2GWur3Dmc5Fdrd0/7eWnDRJUlV5DLGhZ6kQOyOGrqNxJo6JiBGKv3PMFLQ+s4rf29APTH0wBlRZhi1HIt2ORKaEzPDEhPC7b3xEzLRbB1wx7IXylmVw5XgCzjgFTk2SdAel2PQn/c/4Q0BQtIZk3642mueWATV9+/ESj/2Xc+m0tD53Dhgou55R23E0FlR6oPzMJjwAs7R3hw48B+34ZyZPRcBNudAZmbAysckIIaIuHOgJy8DGU8bRBQZVdQL0bLFZnNBHviaXaNpDi2q56IX92n7/besRQd9YGC+5yLeY05Z/Xu0ZcAaFffzsq5ZzOqKPTvuB/wRLBTMy9AOhdYQDggBQKBQCAQ1DZCgBQIiti6d4Ibn97JszuGZ+T1/vjaHv7n0a3o03RzZHQTvyq7Ip9hmm4LdqjCDMg6awyAMV8d177ybRZFFvP+eRcDMDBunxA6ro3J8Lr2HNHMaaA2sUoi2CcvjHHWYS3uc1TFdq84A/EbqlimgxvBLnNiurwjysr5MeYUnQjWMp5kesH7Ktg/eN3Bj20Z5J6X+9iwJ87CphDLOyIlj4/kSjBUo5VPH/452oLtzPO3sF2RUIY2FTz2lmd38qMn3tj/G1GGbEkLthPBFg5IQe0wnRmQkQoFNDCzMyDfGJwAYGlbmIhfJaWb03ZX9oym6Iz6C+47rqueE+c1MK8xiJQeY0u2H9WUMdJNLIstB2Dj3hfANParA3IoJ/ZqiiQckAKBQCAQCGoaUUIjEBThnJjM1MnPeM7xoJsW6jSMexnDzDkLJXd9MoaJpsj4VRlFyrtNHMKGPWj/x6PPM5we4mvHfZOgZrsz+sdtB2TDvjognQi2CVDYgv3eZW28d1mb5/kyhml5BvdXLxgGPCU0xSxsCnHdRUdW/Vq1gFzmvRTsP9z5qBmD3rEUflXmnn88saTQyCGgyiiyVCAMzKs/lOcndqH1rcVoPty9v3cs9ZaVPGSKZkA6DsiUcEAKaohqI9jjU4zmqJPS6PrMiHXOhbDGkM9d5nhar2ocCdh/EwyMZ+iIFn6PLW6u40cXHwWAtv15XvdphLLNjKR0FoSX4JdUXpV1Tt2zlozuyy135vfXkdz2LWgMsW0wgWlZ4rtGIBAIBAJBTSIckAJBEY7wOFPzpxxhY7qCZlo3C8pdsqZJ1rTQcm3TIZ9a4oAMG2PEJYl7RtZw3vwPsLThcFdM7M85IBunLUDat46AY5ZpwS5Gy82A7MkJkJ3R6gVIv1Z5BuRsxPsOCQPk/seZmZrM2gJke8RfUXwE+3Md8RfOheuKHcFeVSHV95x7n2lZ9I6lmcgY7nzWA4mzTM2NYNv7R0o4IAU1gmVZJDI6EjCa0l2nfDniKb3iaA4pPco3+j7KJ9I3z8h6ORcNYkGNSMA+PsSnIQTuiaexmPxCmrJrNRt9PrCWMJzIosgqh0YPY70/gG/HI6T1/EzkmcZxPS5qCmGY1n6JeQsEAoFAIBDMBAfHGb5AMIM4J02TnTxNB+eEwxHtqsWJYGty0QzInDMw5FPcxlGHsDlGj6ZiYXF04zFAXiQcmsggAfWBfXNAOlHiwhbs8ocQVbYj2L2jtuuyoyi6NhkBtwX74FDrJEkqaRIX7D8KHZDpqty3Eb9SMBduXngBAN2DL7r37R3PuJ/7tyLmmMldwHCcwX4xA1JQY2QMC8OClrDt9hudZD+JpysLkKHnryVmDHKe8SBS6s2PQrEFQYlIQHWXOR0hsGd06gtpe/qeYkKWiSiLXcFzaeNRvO73ob10IzeOfJTf+r5MOjXxJrakPI7Dc2FTCBBFNAKBQCAQCGoXIUAKBEVkc0LhTAmQ4+l8BHs6OBFsrSCCbTsgwS7bKBYfwuYYPap9gtUabAdsAUyVJSwgGlCrEsGUSRyQhuUtoSn/Wqqcd0A2hjS3sbcaJiuhma3kY+xCgNzfeOej9o6mqnLfhv1qQTRyXng+ADtTe5BSIwDuOAGYumBjf5AtiWDnHJC6ECAFtUEiY3/XzWkIApMLYXYEu/R7QRnaTPDlW9gUPIYAGQKv3f6m12s4maUhqCHn3M6QH41SDflRIuUvpEnpMbaM27NhW32L3Pj5sobDyUjw6qLT2SrP5zh5M0tTL72ZTSnLiCtA1hX8LBAIBAKBQFBrHDxn+ALBDFFrEWzHZaib9uB8R4Ao54CMmGP0KPYJVltOgIR8bLOaBmwoFBYl1wFp31qWp4RGqSRAypgW7B5JlszNmgq/MwPyIIlgQ17QVYQAud8J+ezP/+BEhuFklvYq3Lfhogh2R7ADTVLYpmmo/bYLsncs7f7+rXFAFpfQOA5IEcEW1AbO95FTEjaZUB9PG6UOSMsivPpqLDXEHXO+zLMsJ/jyrWBkkeO78b/+G/yv/xrf9oemtV7DiaxbvhbeFwfkWBpZgrZw+WOJtns1G30qCjJzgvMZTmaxLIulDfb82DWHns1Vyr+TsPycqL8wrXWvhuFkFr8qMyf3XTskHJACgUAgEAhqFFFCIxAU4bRVGzMVwU7tuwPSr0iueKgbFlnDdH8O+ZSSGZARa4yXtSCa7KPB1+DerykyyaxZ9dD98g5I+9a0mHIGpCNM7hxOclRnfVXLdHBbsA8qB2Tu9uDZpJrFiWBvHUwA1c0fjfhV9k4k3J8VWWVOaC5vJBLUPf89RjpPKnJAHvgT/LwD0pkBKUpoBLVFokSALL+fWJZVtgVb7X0e386/MH7ql9k7NMGN1umcNP4Don/6Z3zdf0EyPBcBLv4jeuuKqtZrOJF1y9f2RYDsHU3RGvajVrgo5tv+MK8HQswPL6A5UEda7yeZNWkLtBPzxXh95DXGjU5Wm8t5h7SOrG6gTaeRbgoch6dzgXHkLXBoCwQCgUAgEFSDOB0WCIqY6RmQTrRzX2ZA+lTZPenJmiZZw3J/risnQJpxdml+2gJtyFJ+93aEQscFMhXe2Y5ScQu21wE5SQQb7OKbzgqxtUoosh0ZP5gckCKCfeBwSmi27rVnrVU3A1ItmAEJMC+yiC3RDtS+tUQf+iy9IwlXFH8rmrAzhoWmSO7+GBAlNIIawxUgG+x9rtJ+ktJNDNMqcUCG1t+E6a9n68LTeTz1JVY37kKvX4B/+wOkF7+Pob99kKFLHsBCwrf94arXaySZoTH33RfxtGBXS99YqvJxxLLw7XiUDYEgS+oPc4XO4WQGSZI4rOFwHuz5M+k5V/HlrgRNyl4y/a9XvexqGE5kaAxpNASdZQsHpEAgEAgEgtrk4DnDFwhmiJmMYOumRSLnUCoXwf6vBzfx8KaBss9N63bcWpHsJuVszgHpK3BAFp5ERa0xelWlIH4NHgFyHyLYSpF4Zlp4ZkBWKKHxiIfTjWCDLa4cTDMgRQT7wOE4Ax0BsrPaCHbOqTw4keETd71Es28uPfoow6dchX/rfZzaezOLm+tQZMktfdg9muQTd720z4LkVfduYPUbQ1U91jt+Aez90a/KNVlC0z2c5JJbX+CCm57jopuf59Xesbd6lQQzwERG55O/Xs+ukWTZ3zvfdR2RABKVHZDOvhb2CJDy2C582/5E6ohLuX7zTzDJIoe2MnLubQx98M/Ez7oOo2kZRvPh6G3H4NtRvQA5nMy6331Bzf5OnW4Eu9JxRN37KsOpAfaiszh6CI2OAJnb9g8tuZwL5n0AY2Ipcf8Eq4MB1O2PVL1ssC9GXvHbl9nUP+7ed9tz3dz41A53WQ1BDZ8qU+dT9otDe+dwkg/m9ukP3vqCe3wVCAQCgUAgmA4Hzxm+QDBDOMLjTDggvS6Lcq9332v9PLujfMtnxrBbsCXJjmHbAqTlzoAL+9TSGZDWGP0KtAbbCu53ntNQpQNSKZgBad/mBci8A1KpMANS8zy/GgdaMZ9712I+cGTHtJ9Xq7gOSNGCvd9RZFuYG0pk8SkSjXVTjx2IBBRSuj1j9aWeMdZ0jyLrbZiWwZbFZ5E69ELOn7iLo4ODxIKaW/KwZucoa7pHea0vPu31TGYNHtg4wNNVCpAZ3XT3Y4dAjQqQmwbG2TaYYFFTiB3DSZ7fOfJWr5JgBtiZ+3/5cgVB2XFAhgMq9UGtohPPEf+8Dsjgy7cAEo91HsVT/U9Sr8xB9g2zQ/FjtBxR8PzMgjPQ+l9CSpS/eFfwWN1kPG24332SJBVccJiKrGEyMJ6ueCHNt+MRng7Zv1seO9JNGTgi4NKGw/n04Z8jufsiZLOOu0PN1O16tKplO+yJp3l6+zDrdo269z22ZS93rN2NYVqMeATWxpC2XwTIF3eN8sZggmVtYY6eEyUaEBOcBAKBQCAQTB8hQAoERWSdCPY0S2PKUSBAFjkq07rp/lcOJ4INttNQN02yZl6ECAfs4gzLyq9nwIozqpglDkhnbmRjlQ5IRZZwpDJHPJP2IYIN1c3gK+b85e0c1hae9vNqFXcGpNAfDwhODLs9Gqgq9u6NZfaO2rMe65U5AHRP7CR+ylVkLI0Pjf+UWCgvrPTk5kJ650NWy1BuTlu1YkHWsFz3s0NQs4XTWsOJhf/7aYtpCGoFBT6C2Us69/+1UuzfESDrfAqxYGUhbLxYgMxMEHjtDsYXvZfrtq9ibqiLd0Y/DcC6wbUlz8/MPwMA387Hplxnx53s/e6LBNSqHZB74mlMq/KFNN+Oh3kw1kGTv5nD6pd5Itj5bddNCwuFevMongsphPauRUpX7wp2mu696xxP68TTOlsGJlwHJEBD0LdfItg9YylkCa5531K+cNahtFQo5BEIBAKBQCCYDCFACgRFOA7I7Aw4IOOTOCCdk7BKAmTasNzIpaZIuRIay3UXRvwqppWPvQGkFLtI4806ICHvgnT0G8Ubwa6yhAago4oI7MGO816KGZAHBqeIplrxO19MYbhiYkTuIKiE+OXW29iZ9fED/f0sjT/FO+X1bruv89ie0ekLbI6LslqxIGOUcUBqck2W0DiuzICm0BH1u0KtYHbjfFdVct1O5O4PagoNoakdkGG/vZ/6tz+AnBnjtrb57JrYyacO/1c6/Isw9RDrh9aVPF9vPgIj1IZvx9RRZmcdGjwFbPbM1+r2G2cfL3cskZJDZPes4ynV5G1t70CWZBpzyxnxiK/O+zZHO4GMYrLWr6B1P17V8iHfdF8oQNrr/+Qbg6R0011uLKTtlxm1vWOTF/EIBAKBQCAQVIP4S0IgKMJwHZBv3lnkjXkVOyrjUwiQGd10Sy9URc6V0ORbsCO5kzd3Gdkkg6r9Wm92BqT3OWUdkMbkDkgtNxuyMaQR0Gau7XO2UuwmFexfQrnPXEeVBUgRTzNuT84BaRoaXzzmK2yNb+Eb67/ILcZZjIfmc1nyNlfUcNyS++KAdF6jWrEgUzQDEmyhJ1mDJTRJV4iS6awPuO+TYHbjuG0rOSCTHgekHQUu38acFyDt/U7b/TR9gXp+3v8QJ7e+jZNaT0ZTVYzEQl4ZfrH0BSSJzPzT8O38CxiT7z/OOngL2ML+6h2QvbmLC+WOJcH1P+PpoJ80Bm9rf6d9n6a4IyAcMrm/JZbUHYNlajwQbsBfhXjq4OxP3kSF8++HN+0t2L5YUCtY9kzROzpJEY9AIBAIBAJBlQgBUiAowimL2d8zIJ3fVYpQegUHTZZI6yamlXcz5mOj9smJnBqiR7XvKxUg7efEQlPPw3PIu/bI3eYdkIY1RQQ7J5LuSwHNwYhbQiOOuAcEJ4Jd7efP3ZdSuhsXTusmK1tP5d+Xf56N42uR2+9j6JBLmJ/ZjC/RB9jlFLCvEexswe1U2DMgc/ubZRF65lt8Jfl1WlNbp73s/Y1zTAuoCh3RAH3xdMGoCMHsJJ2LAjuR4GImMgaaIqEpMg2TRLDjKfv5kUBegPxu+1x0y+CTy64AwKdIGIlFDKT76Ev0Mpwe4pGeB3m45wGeH3iWzPzTkTNjaHvWTLrOjtDvvfgWmYYA6USP24oix/7Xf0PdC9/nwY6lRLQIKxqPcX8XC2qMJPPiaya3P7SGw+jjh/JIXR3qjkfBqu7iQcp1QNrvmzO6RQI2D9hlME7023FAzvT+NlkRj0AgEAgEAkG1iCnSAkERM1lC4z3JKW7Vdh2QZeJslmXZLdhqPoLtzNdyZ0B6XFsAcnIvvaoKFrQEWgtezxEuYtOIYBc7IJ0CFavAAVmhBVsWAqQXWRIR7ANJcLoR7JwQMpbWXTHRcSa/t+tc7tv8Kq/G7uHp5mOZB5xkrCGROYeBcVuA7NkHh58T0XTEAmmKz0bWsNzjQfDFn1C35jqOQeW4zPOkn3yRiVO/lLcpv8WksgY+RUKRJTqiAdK6yWAiS3MVhUCC2iUfwa40A1J33cexoMZYSkc3rZILVc7Ft7BPRR7vZWNyF/c3dvAPCz/MnLq5gO2iNxKLAbjrjTt4vO9RhtKD7mvccPz3ORXQep4n27my4jo7Iqj3u8+OYFfpgCwTPdZ6niXy6JVMzDmFx+VRTm59G6qc/3M6VhQ/d963aEDFnFjOUPRVXjdGmTPwMnrriinXwRmz4HzXO+u+vCPqFgI1egRIw7SIp3Wigeq/7ydjqiIegUAgEAgEgmoRfhyBoAhn9mOxYLgvxD1zpooFTSc6Xc4B6bgw/Z4SGieG5YiJBQKkniL85NXsUjUCRNDkwhMP5zn1+zADsrhAxTDz26JWaMF2TtY6q4zAHuy4DsgaEYgOdkKavW9UGxl0HJA9oym3Wd7r8mrNnoeUnsf3dv6CTaEOTpNf5PX+OKYFc+oDDCWy057F6AgUjlgwFc4MSN+Wewk/dQ2pJefx7513cL96BqGXbsS/5d5pLX9/ksyaBHNClHMMEDHs2U8+gl3+s57IGq77OBbyYQGjZUYMxNM6flXGp8poPc/wcF0IBZlLFv29+xhNkTDTrdSpUf53x28IKAG+t/JH3HDqzcjIPDG8Fj22BHVPaUmNl5FkFkXKuy2BabVg946mSuYYB1/8KWagiT8d+yHiepy3tb2j4PexoiZqJ4IdUGWC2cMBeCoYqGqGJXgi2Ll1do4X71zS5D4mX0Jj3w4lsqh71iGlR3mzTFXEIxAIBAKBQFAtQoAUCIpwhEdjEgekZVklv9cNsyT2tK8lNM4JixPBVss4IPOx0QyRh/4VtfcFnlIX4JNaS15PU2TqA2rFyHQ5VLeEptC9Z02jBVs4JmxcEVcccQ8Ida4DcnozIDf1j7v3effLPXGdjtTHsDC5pqWZU+VX2NgzBMBxXfUA9E2z6dnrkKomhp01TPyKTHj1V8m2rmDDyn9n2D/MN6WPk21eTt1TX4NsclrrsL9IZQ334olzDNiXmLqgtihXQmNZFmbuey+RMVz3caxMG7RDPK27+5y2+2meCtWxrOEIwlrEfYz9PSfzjubzOa3jTH586s9Y0XgMh9YvZXlsBU/teQK97Vi0PWthkrjxUCJLfVArcJ9HAnZ7fNYwMUy2fQQ0AAAgAElEQVRr0rRDz1i6UHgz0vi6n+CF+Sv55obvsSiyhBNbCh2YxQ3gTgTbp8pEtXrqrC6erm/Gt/3hisv14gi/xQ7IJc11zG2w1y3mcUACpPbuoP/3FyE/dEX+hSxrypmZ5ZisiEcgEAgEAoFgOojTYYGgCLeEZpKTkke3DPLuHz/NRCbnYswanH3DM9z76p6Cx42nJotg5+c5FZP2nLCAfTLmtF17W7ABlrxxG4Gt9zJxyn8yqJoEpaaS16vzKbSEp+dGdFyMjnjmuPcMy5qyBdsRgLoagtNa5sGKiGAfWOqDGkFNprHKyG9Qk1Ek2DRQXoDsG0szNzyHDy78e9bJo8RVHWPHagCO62oAmHbTs7egY6QKATJjWDRI4yjjPaybdzKffPZTvMg1jEV+z9Cp/4ky3kNo3fXTWof9hdcB6QiQ+xJTF9QW7gxITwT7ynte45sPbQZsAdJxHzuR53Kf7XGPADne8xSvaSrHt5xU8BjHtf/utn/gi8d8lYgWBeD5ncOs2zSHN8a3sb1pMXJyEDneXXGdRxJZtyHaIT8/WeebD23mk79eX/a55aLHWs+zbJWy/GtmA03+Jv77xO/hUwq/WxuCPoY9cxjTnguKYb9K0FjGS4pJZmA9UmJvxXV3KC6h8baIH9/VQJ1PcaPvzrb6Nt7M33W2ck3iJbSdj4GpY9z3YYbuOn3aFyqcubjVlnoJBAKBQCAQVEIIkAJBEU78OWtUFiC3DIwzltLZNWKfVPeMpRhN6fxly2DB4+Jp3T2RKolgV+GA9HtKaJyGUUeUDPsVWhjm+O6bSC84k4kV/wjqMEGpueT1Pv32hXz93KVTbHkhxTMgnQjbaEp3Z0AqFQTII9oj/OBvlnPi/IZpLfNgRUSwDyyXHj+HGz64omrBV5Ikwn6VncP2iblflQtGI4xnDCJ+ldM6zgTgvlCYOYNPIkuwYo4tjEzX4TecyLpz28q5xIrJGCYLzR2s9/v47PAjRLQI85XTsOof55Pbbya+5DxCa69Hnuib1nrsD1K64QqQIZ9CQ1BzRQzB7MX5rvKOJ9gxlOCV3jhQGMFumMwBmdIJ+1XkiT5eyPZjSXBCiQBpf88Vfw9vHpggOboMgMdU+7W1vsox7OFk1l0XB2d8yVhK5/Gtg7y4a5TsxvuJ/vFypNSw+zgneux1/vl2PMKPGmPIisa3T/w+jf7SC36NIY20brqzMrN6fqRK2K+ipA8li8mLAR++nY9VXHcH7wxIy7Lc+HgkoPLJty3ghxcd6SYVFjaGaFAzbBt5gKwk8WBdiM1Pfwnp0f/Dx7MbuDSSJf78t6dcppfe0fJFPAKBQCAQCATTRQiQAkER+RKayjMgncikM9esd9Q+uV63e9SNo4F9wuA4QSpHsEvnaZU6ICUS2ULXoarIfMF3J4qlM37qlxnODINkEJRLBcj2aIBFTXWTbncxxTMgvY4W3bRQZKlicYYkSZy8oHHKYo2/FoqLfAT7l1jIx+Htkakf6CESUDEt273bXOcruDCQyhoENIWu8DwWhpfwu3AjJ2ZfoK1OpSMaQJUlekYLBTbf9ofRtt5fcXkjySyLmu19shoBMmuYzDN28P9amoj4onx35Q9ZGf44yd0fZNPY6/zvghOQjDT+jb+b1nbvD+z3K//nRUfUP22HqKD2KFdCk8garvg+kTEI+RwnXk6A9Dh9HeJpnUhAsePXwQARJcSh9YUXyBwBMlOUHBhOZLGyTTRr83kivhFLDU46B3IkmS0pX3MckK/0xhlKZKkjwfBT/8HPh58lfP/HwChst/c6/zLbH+KJYJAzOt9De6ij7DLz4qu97a4DUpWJ+FX0ifloksZTkUZ8O6aOYTsXQ0zLfr+dvx0ifpVYyMfyjqj7WJ8q88mG53k4pNDpa6JVjfI/vgm+PfgIO30ahqzw092/Qx7bNeVyHXrHUrQUFfEIBAKBQCAQ7AvirwmBoIhsFRHskZxg4JxUO7djKZ0tAxPu48bTOrFcJKokgp3KOyCLZ0dmigRIbwlNY2on/s33EFh/Cx+QH+fR+r/BbFjI9vE3AAiViWDvC8UzIH2qTJ1PYTiZLdtsKqhMcZGPoPZwRInO+gB+VXbFFsuySGUNgjlB7YzOM9keMPD59vIF9RfIkkRH1F/ogDQNvrHmC3z+xf9EGi0fDx1KZFnUGALKizTFZHSTiL6Jbk3j/QsuoS3YTkBT0MeOYUnkUH7Z+yeSrUfh33zPm3kbZoRk1iSQc0CC/Z6KEprZT7kZkImMwXjaIJ7S7Qh2ToCsD2hIUDAL0cGJYPs2/pbVoTqObTkJRVIKHuMkB4odkI5Y3yofwyvDL9PfunxSB+RQIuOKoQ7Ovv7YFjv+/Bn1d3yjXuG6xgZ+H3+N6AOfxr/5Hvxb/kiEhBvBVka28YTeT1qyXDd0OYrj5+73uWILkBNphSNiR/JMOIpv51/AnLwQx/t+x1O6O77F2Y4CLJPTjD/wXCDAqR3v42OH/yuv+v3cF67jw4f8I5d0fYA/1gV5Y/V/TLpMLz1j6arn6QoEAoFAIBBMhhAgBYIi9JxQOFkE2zmpcoonnIgSwJpd+dZJrwOyuLTGiWCbVqnYWRzBVhXJPfk7Zf3/IfrAp4g88UX6pBburvtbLMvi55t/hqWHaVGWTX+jy6AWOSDBaffMCAFymihFcXZB7eHEMjuiAQKa4jqTs4aFYeFGit/VeQYAXwscy3mp3xNcdwNL6xLERwbyL7brSR7xSzwV9LPuqc+XLCuZNUjrJi1hny3qV1VCYzEq2RcZjogdCZATRSU+MO9Sdid2cf/cFWh7X0EZ3mI/ydQnLejYXySz+Qg22O9pXzxdcqFFMLtwnHhecd4pR+sZS5HMGu4sQkWWiAbUCiU0BgulHrp7VzOgSCXzHyHvgCxOIjiinj9zFCYmq2MdqHtfBb1U4M4aJuNpw22Gdgjnxok8s32Y4+v2ckT4UV4K+IloEb7X0kZ8x5+JPvApztjw/3jU/28s7P4N8sQefFvv48/hOlp9TRweW17xfSou4HG/z3MR7HhK57jmE9hkJRjRx9H6Xqj4WlA4c3M8bRBP66iy5BY9eQk9911eUIewJGiyTuSMOe/muKYTOLXtHfz9kg/zt8v+hSY5wPeSr6G9/PNJl+vQO5oSDdgCgUAgEAhmBCFACgRF6FU4IJ0TC8f11DuWYm5DkDn1AdZ2j7iPi6d0N45VKYINhScY4GnBVm3ByjkZC5IiGt9K4sjLGfr7x7ii4ccMZH083vcorwyvxxo6G02emeKXcqKZ0+6pG6YQIKeBhBAga52IK0D67RmQ2cJ5d87JfmdoDmp2Hn8JK7xW/w7CT13DjYOXcvvoPxB47VcAbNr0S5KyjIbM9elNyLueLFiWIzg2hnzEQprrqJ6MjGGwSx5GQ2JJ9FAAAqot9hzVcArzwwu5Jb0NAwn/pv9FHttJ46pTqHvmm2/2rZk2Kd0koBZGsNO6yWAVQqugdklnCx2QKd3E+VbrGU0VRLDB/nwXi+uWZRFP65w+9r88UhcG4PjmE0uW5ZStlUSwc/tKfKyNOjXMC5qEZGZtEbIIZ7+KVXBApnSTL/t+yY2xesiG+drR3yctwdXHXsTa9/+Sqzv/k51yJw2P/wdNtx6H8dx/szoY5F1z3oMsVf7z2VmeM6ol7XVA5hq4j4odB8DToTp8Ox6p+FpQ5IBM666DtHjESeC1X1H3wrXc1zIfM93KroEGZEnmv0+8lq8d900USSGk1vFPy69kfcDPja98B9/2hyZdtm6Y9BcV8QgEAoFAIBDsK0KAFAiKcJyPulF5BqRzUuU0u9oRpQDHddWzdld+DuR42nAdkKUt2HkBsngOpDeyBfmTsWXSTiRMsnPfhhFbgi8YJp5K8tON17MwvAhj9PgZE7mKS2gAGoKaG8GuVEAjKMUZnSVGaNUuEY8D0hvBdubdeR19TeapKMEevj53McNnfI8/zbuSF83FhJ66BnliD2sHX0AGPnP4Z9ni8/H4s18scCI6keuGkEYs6HOFisloMgZ41S9xqK8Vn2KPdXDmLKZ1i79bdCnbE908P/dYApvupv4Pl6GM9xBcfwtSenSyl55xUmUckICIYc9yHDHeEcQmMoVlNIZpFQiQDSGtxAGZ0k3qzDhLRv7EbbEGTmg+ibZge8mynPEjJRHs3L7TN5bhyMYVrMvYpUvlYtjOflVpBuS75BfJmC+yNqCRGnwXw6PN/MPiD/OXvc/w4Zf+g9/6b+PjXQ389u1Xsu3U/+TXKy5Bl+D0zsrxa3t59v5ZEsHOzYAE6AgsJuaL8UBTJ77tk8+BTGXzF/ziaZ14SndL4RzUvrWEH/s8r3adzEvWOC3SSazJXQwtFirPmvs+3j/3Am6rj/DAk59DHt1ecdl7xkuLeAQCgUAgEAj2FXE6LBAU4QiF2QoOSMO0GHUdkPkIdke9n2PnNrhzIHXTIpE16JL6uEx5sEwLtuHOuUoVNWGnPa2ZkJ+HdYS8HQC9xY5ghv0qQ8pqehM9fGLZpzEtaT8IkPn7HLeWiGBPD7eERjggaxY3gl0fIFAgQNoii1dQW6idQXrvu1ifeJj/mHiB+1rCXBE6mVQ2Tv0fLuUZTWJZsIv3zf8blvpa+Ik6gdT/ovt8R5SJBbWqHJCWZbHQeoPXfD6O8JR1OOuUzJqc0vZ2ZEnhyeb5KGM7Uca6GX/bV5D0hOvMPFAki0tocvHN6TaFC2oLtwU7J8onPALklr327OM6jwAZC2qMTqQJrrvBFbniKZ1LlMdYFfUxhsE/HvaJsstyLroVX7hz9p3+eJojY0ezK9lLX7gVZfD1ktdwBEBnDrNDUJMJSDr/qa7ih81t1GsNyOMrWdM9yqVLPsI3jv8fvnj0V9GGL0JRLK7edRcX9NzG90dWMyc0l0Oih036PgU1Gb8qV4xg2+8dnNZ5Fk/IaRIjm5Djuyu+Xko3aK6zt2E8rTOe0d3XcQit/RH9wQY+G87S6G/iHS3vZfPAhPu3SjGfWv7vnBQ7hq/HwnS/fGPFZTsFe94iHoFAIBAIBIJ9RQiQAkERjvBYPLPRYSyVxcKOFcbTOgPjaYaTWTqiAY7tqgfsOZBOxLpt+BfUt/2OukThCcZ4WndPKtJ6pQh2voQG4AhpO1lfDDNst2+GfQqp0BMcVr+UE1pWYlozV3SiFJXQgH0iN5xrwRaNmNXjtF8rQoCsWSIBWzjpzEWwHVeyEzv1RoobQz4yA2dzyfyP8/Se1Tw6dDOjHX/hC/OOITn0Oq/4fRza9Hb64xk+eMjH2K2pvLrhVvf5w4l8NNQZawAwOJHhwY0DPLhxgHWeWbJZw6I1sJG0LLOs7VT3fkfkS2UNwlqYwxuO4FlrjEznSsbO+gEbuv6OZPuJBF++Zcqii0pkdJMNe+JVP94u7SksoenIFVg4F2wOdnaNJKsqFqp1xtM6bwwm3J+d7yndtNANk0Qm/5nalnuc1wEZC2mcnHyY8FPXEFpzHQDxVJazfI+xqr6e0zvO4pD68mKe8/3idUA6Mx07on4MC+b6jwDg+VgH6siWktfwCv1eJEnin/wP0FM3zAs+uOyQyzmyo5k13SPIksxJrSfztrbTGdlzPOdGv81/Hf8d/m35/+Xflv9fvnLsN0ochcVIkpTbrzMF75um5B2Q8bTOmZ3vJovJg6EQW5+7hwc3DrDd8347JLP2vFj7/dOJpwwi/vz7LI9ux9j+IJ/pnMNoNs7Xj/82b5u/EAt4cXf+ODKSyLJ9yH59RVb5wvHfQEXmnv5HXYd293CSIc9n1ynYExFsgUAgEAgEM4FQEASCIpzodaUIthPrOrw9AsDabvsP/M5ogI5ogM7cHEhHgFzPG/y8PkrTxLPua6R1k7RuVhQgHfHD5ymhAVgubycROxxyJ0BpdTP49nD+vAsBMC3LFbveLI7oWeCADGroOQeocEBWj+K0YIsjbs3S1RCkzqcwtyFYFMEudUAuaAzRENT46NIP84d3P8jNJ/+e9N538ojUz49b2jEliadfb+NL92/k5Lnvoc6S+fPgM2Dar+UVIJ2YqmVZfO+xrXzh3g184d4N/POdL7kCRiJrIIfsNu1lLSe46+Gsk+NIO675BDaObWbnOT8js+RcPvXr9dytnY8S34XvjT/v0/ty57rdfOSX66oW1NK5uYBBj2Bb51OJ+FX2xP86BMgr73mVHz7xxlu9Gm+am5/ZyT/d+ZL7s/d7KqWbbgQ7oMquUBny5Z15bb4sn7V+yS5VQd56Pxhp6H+Fh2NJdEni8kM/XnHZPleAzC9zuOi71292EVJDvBAI2sVLRSVHgxP2Z9Y7A1Ie20Xkz//CFfyC/2ruZG6oi/PnfYCjOqNsHphwlzc4kcG0oD0aZGXrKZw77/2cO+/9LIouruq9awhqjCTtvwEyhvn/2XvzOLnqOt3/fbY6tVd1d3rvzr6HLCQh7MgSQEQURh33cXdwcObquMAoDnodZZzRO47cGXTU64ws/lBRQFFAFtnDkoQAIQRC0kkn3Ul3eqleajvb749T51RVr9WdTkjg+369+kWorrPU6a46fZ7zPJ8HRZZQC8U84N7IXJJYRkukld9Eqwi/dCvX/n47n/vti6PWlTEsaqOuiF86A9Ij9PzP+GkywQ6rn2vXfIPFiSWsaIihqzKb24sC5Hcf2sWn/79t/oiYmBbn/NhS/hiwyXdswnEcrvzlNv7z0TZ/ma7Ce7Y+JhyQAoFAIBAIjhxxOSwQjMCLSo8Xwfbiksvr3YugzfvdOUtezHBdS4Kt+1Oksu7Fx6DjuodC2c3+OjxxsmYcAdKLtnlxNk2R0TBZLLWTqVnhP2+v9QCOFWTDrHMBt1F7pt7UYzsg3Qu57qG8ECCngIhgH/9sXFLL7z99KlFdRVeVYty0cDOgNFJ8xapG7vjkKWiKTEgNMbdqFjXG2wg41dwU0dDlILv317CvL4Ou6JyXOIkHdAlz/yOA68wKKBJhTaE6rGHZDgNZk2f29XPuwhqu2bgQBzhQmJl4aCBHKtjPLFuhLlTv70fQj2C7+7h+1gYcHLb2bMZxHHrSBo/K67FirYS23zqt4/L03n5sp7gvk5EdY2YmQFRXGM5Pz4V5otGXNjj4BnB77u3L0J8x/DRA6azijGH5v3cLZkX882a45H1yQe/NGNogl7W28PMQBPY+RGLv77gnEmZ1/FSaIy3jbtsbO1LqgOwbce7tGjQ4qWo1W0gj51JImcNl6+gcyBIJKL7oJw92UHXbhehtf+KWFe/ggGry6aV/gyqr1IQ1HIrn5oHC+Tsxwj1ZKbGg6s95zpk2ekFQ9dbXnzGQJIkLm97K8yGZGq2dGxY9z4FU1p8t7ZE1LKK6QkiT3RmQuWIEW8oPkt75S25OJji38QLOqD8LcNMTKxtj/hxIx3F4Zl8/fRmDXd3D/rovWfJJhmWZx3b+lLbeDF1DeQ4PF282DOZMIgHFL8ITCAQCgUAgOBLEXxQCwQiKJTRjC5AjXRiew8CLGa5rTZLKmmw7kELGps9xLyYksxgR8y5Mig7I8hIaz1niXcRrssRiaT8BySJfECB7cz3szT2D0b8Ow1B9V8PMOSC92HDxsaIAmRMC5BRQRAT7uEeWJP+iXldlfy6rV0JTGilWZIlIoHwG2/rmOvJd7wBgTmgFlqPSM5wna1hcsOgjpGWZTTt/DrhCSjKkIUkSyYIg8dyBAXrTBmfOq2Z1szvKwRMiDh/uZE/QZKlSU7ZNLxbuiaRLE8vcZuDDT9GXGyLQ/GParEfJt56F2v38KIfYZJiWzbaOVNm+TMZYgi240dzSmYFvZLKGPap85UTEm9npCY050/bPBxnD9n+eC2aF/WXCARUcG/3lX7Om4xd8M7oME4ffxePoO39Df/e99KoKp9SdP+G21TFmQHozHZfWR5Fw5xOurl5Dm9lPjyyj9r06Yv/d9mbvJlrkiX9i2Db41qkf5d8yL7CyajVn1p8DFGfADuaswn/dc3Rp1HkqxPSiAJk3bX+cihcH9/6OOLPuAgBurV7ARV0/Js4wWwo3NT3cVnmFmK4yVBAgY7qKlEsRffQ6/ieskMXhI4s+Ubbc2takPwdyb2/GT29sLhnvsKLuNOahc9fAi2xt7yl77eBGvkvnTUrZfuJ//KTrOBUIBAKBQCCYIkKAFAhG4F3wjCyN8fAuLOfWhAlpMvv6MmiK5LsZvTmQf97VQ7PUzeGCc2BAGkIe2A/AsCdAFuY6ea4hj3TeQpHKS2hWyG6k7xdWG5994tN8btNV2Jjk+09jKGfh7e5RnQFZuHhKZU0xA3IK+A5IIdqeEHglNI7jjBnBHot1rUkGe5dwefPHqbff5j9+cDDHyrpTaSDAPYMvIg910p82qC4UY3ii/v2vdPvrKZuZaGYYfOFKOjSVkxrPLdtmaQkNuHPd1tas59nup/n2c9ehRndxULkbo2oJcrYPOd01peOw49CQv+5K5zeO1RoOENbUN4UA6f3O9FXQbH484ziOLzp7P7ecafsOvqxh+TfKFsyK+MsljUMkf30Z8Qc+x+HEEh6P5QnKYfaoMnvb7+dJLYvkSJzRcMaE25ckCU2RypII3rm3LqpTGw3QMZBldfXJAGwO6qNEsc6BrP9e0jo2MbDnbi6fM4dfdvyRi5ov4Rtrv+2f30pnM0LRCRkbUfZSKZ5YCG4EO1BQbmNBFUWW/N+PIHWYQ4v4RdSh2xzkm8FbeH5fd9m63FInxS2dSxvkTJuTs09SffPZDLx6O79IJtnY/FbmROeWLbeuNeHPgfSSGpGAwpb2osApSRKX1p7F8wGZw6/+T9kx8P5degzCT3+P1w48hDnNmbICgUAgEAje3AgFQSAYgXfBM7J908ObhZYMaf5g9sZ40BeZvDmQ2w6kmCcdpFt1L8T3aypaxyZgLAdk+bYyhkU4oPoXR6osc5LURr8T4jdd99CX66U+VM95s96Hk69lMGdiF/Z7JluwR+plyZI4mnBAVo53qBRxyE4IPOE/Z9q+E7K0hGYs3BsPEnXWJezrbCBUcAB2DmSRJZkL689lk65y950Xc3Hv/+NieROB1+6mTnZHNDz6Wg8nRQZZ0PMAVfvu4V3BZ6k9cC977/0434+mSWZquWLlVWXbLM6ALAp762s30JU9xJbeTZiDy7DkXp4uuLiU3p1TOg5efDOoyhU3WHuCbXCEABkJKKSNN74A6c3A7C/M9TxRGcyZvsA4lgCZMawSB2RRgJz92s9RD+9gYOP3+fnJnwQ1yyW1n0VB5o/REA9EwtjD86kPJyfdB02Wy87DXjlKMuyeezsHsixOLEWXdbaEo6MEyI5UlqZEEGyL0CNf45qGRgZw+MHpP+RLq75CUq/yn+uJbEPe6JTCOXpk23SlRHWVwWxJBFv1Ziq7rmdPTO3LGGQPXoEtSXxt/kou4898YffHCL50K4Fdv0fe9yiGZRPU3AKbzoEsEjYX7vse98Wr+djitZiSxIcXfmzUPqxoiPtzIDe3p6iLBjh/0Sy27k/5iQmAC1ZcRdSB34Z+z6UN30TP7fW/586bLHx+9LzMptd+yXub6nnWTo3ankAgEAgEAsFkCAFSIBiBOZkDMm2QCKqosuRe3FCMX3usa0lgO9As72e40DyyV9XRDjwJFGNeswqD5UcKkMN5q6xNVFUkVsht3Ku1kraG+fiST/OvG/6dd83+WGF9ZjGCPUMCpCJLo9o+qwquLRAC5FQYy00qOH7RC+JZzrR9cW8yB6R34+HR13rYcXCQ8xfXAtBZcJH9xcrPs65qDf9aFeXW2sfYqf+Ya7Zey55H38EnlN/xcedW3hm9hquf+xpXP/c1hutv4knrP/i8vZuwE0Eb/gKaUj6PzhM1Sh3Up9SeiiwpnFv3DjIHPgB2iLvTbjRV7Xl5Ssdh8/4U82vCzKsJTz2CPUKwDQUUX9B6I5MtaYoeyp24r7czVXS8DhfeA1nD8m9CZQ3bF5RLBchEx8MYLaeTXfwuHjl8F1a2njrpFNbOWs8v4wn2aSpWeqUfSZ4ITZHKZkD2ZwwUCeJBlcZEkM5UFlVWWRBfxPZwDLVEgBzMugJqYzxIoO1+fmYd4JmAzN+d9AVWVK0cta1osNwB6Z2jp+2ADCpkTRvDsslbTtnrrQppfpy8P23gGNX8RfOnedrs4ZpFHyZtK8Qe+jKJe6+k5nfv5+/VXxHSFGJBlc5Ujg3STr4XN/lSJI+khvindf8y5jxNvWQO5Ob2fta2Jv0RMa8dLs6BTIQbuG7lj2kZrOXR5BD1Vf9ePI45yxVhHQfnsX/kn2ZVMT86j5Nr1k3ruAgEAoFAIHhzIwRIgWAEnvBo2s6YDpb+wvw2oMwBWcq6VtfdUasdcB9wFPZqQQIdngBZ7oDMjlFCEy4RPHTJYrm0l0eCbrx7VSF25rs2cuaMR7DHckDqquwX4wgBsnIkRAnNiUSpA7IYwZ78dLmuJcHT+/qxHLh4aS2qLNFRiC4nAgm+c8aNXL/+e3QZ83klvJB9VXP5dlWEZ+f+mfvmPMMPqmN01iygt3Y5L+kLeE6dx4KaNagDn6c5Vj1qe4osoauyv48ADaFGfnHu7byj4UpwNKyBNTzS/QSpcO2UBEjTstl2IFWIhAen4IAcJ4L9JpkBWepG7a2wOfx4pKPk553JW5iWjeVAoiDUZU3XAamrMjVhjZAmM1s6RCC1m12N6/in566jbWgXRt/p9GcMzmu6kMHCWyhsrKpoHzRFJj+iBTsR0pAliaa4zqHBHKbtsCSxlJ2KDSUzIL39b0wEaX/lF9yYTLCx8UIubn7bqO3AGBHsgnsxcgQRbHDPzXnT9lu9wR274M1j9H5H3tb6Dk6rPYM/mg9zecNivrf6ejZd9lO2L3wHf6fewck9dxHVVdKGxUXaI9wZjXBJ01v5ydk3cWrd6ePux9rWJK90D9ObNljXkvBHxJS2YwO09VXxXMeXODM/j20Rg8P7H/ePRyyoEtx+Czdmdm34I+kAACAASURBVNCjKHxh1VdR5ekdF4FAIBAIBG9uhAApEIyg1HFhjeGC7E0bVIc9AdJ1MHpOSA/vj/yk7s5yCpiz6VFs7IF9yP17GMqaSNis3PJVLpU3jSqhSY9wQM4Z3kZIyvNCUKEp3Ext0HVX+RdN2Zl3QLoC5Oh1eeKrKvLEFeNde4qxmScGwdIItmGjyFJFM0+9Gw+qLLGmOUFDXPcdkB6rqjbQu/dvuKTme/zs/N/wzXX/TIdTx2GzkauXf5efnPdr/uMtt3B27F/o2/v3/MvpP6SrNznqM6Z0XzMjos21oTrSBSEw27eWvJ3njzXNU4pge/Mf17UmCgJkrqJI8XiO0YimjNrPNyKZEjdq/wlcRFMqOA/nLf8mWdKPYLslNJGAgiRJNMaDbFSf45FQkPd33c6TXY/zwQV/RSh7On0Zg7Pqz0GTNSLOXOLqrIr2QVMkP5EArgBZFS7e/LMctxBtcWIpGWz257qR8kPu/hfed60hkztSz6FJCp9d8YVxXeilgiEU25+ne6OttNQmZxUj2FBwQGZc4dH7HamOBPjGuuu5atnnUIId/PfAjXzqxW/wPus5Pp9cxFm7vsN6YzMaJkr8RUxJ4p3z3osiTTabNlHy76Tv1N7cXl50s6UQ0Z5X/0ksSeLBF3/gH4/1xrM8/ew3uS0e44o572ZZcvm0jolAIBAIBAKBuIUpeNOzpyfNy12DXLKsHiif/WjaDuqIv+/7MgZzq93Wz2IEu1wc8P7I15Q+QCVozSev7eFgIEzt099lMPRF3qs+QuK12/m4uoj7zPeWLZ82ygXIef1PkHFU+sJ9nFZ9gf94tDCbaShv+gW3M2WyU8ZwQAJUhzUOpLKoslDTKsUvoREOyBOCkQ7IStyPULzxsKIhRkhTxnQOeuUTVWG3BfvM+nMI9AQxLJuL5pzqP68poZMzbfb2Zfwo6VgENWWUgxqKc/vsbAut4Xn8IdfPezp28qcdnVy4rHHS1+IJFCe3JOgZzpMzbXrThl+2NR5ZvzV8dAv2cN7CcZzjdhRBXzrPz5/Zj2G5jrWPbGj1Zx5WSrbkZtKJVkRzz44uFswKs6g2Wha5TxumPyYkWVZCY/pCc1MiyAXDz3FTTT2zgnXceOZPqdKrueeJZ+jPGES1GF846RpufWoYuUJXoabIZTcE+zKGPwaksXDu7UhlWZxcAsB2PcBZ/a9h1q32HZBNPQ/wh3CQt1StJR6Ij7utkCajSKURbHPa8x+h3FGZN+2ykQRV4ZIZkGmDgCIR1lwh913z/pLHnp/LK/0v8JWLFnHfvke4nz/wd+FWvt35dfqVt/NQTKFFrWFRfPGk++HNgUwEVVqS7jFb15LgwVcP890Hi5H1TXv7OGNeNfXJebR0hviDuod3D3WxOr+V+r7/5Iu1NSyNL+XjS/562sdEIBAIBAKBQCgIgjc9P35yL9++rxjdMmzHFyDGmgPZnzb8NuiVjXEW1UZY1TT6wuYvVszCVFw3RtheAMBry95J8NU7ael5lC+pt+FIMidLu1CyvWXLes4Sjzl9j/NbdTEoGb/1E0BVZEKazGDWwiookMoMXdyvbk5wxrzRsU/vAlQREeyK8dqvZ+pnIzi6FAVIi6xhTzr/0aMxHuQtC2p4+wr3ZkZTPOhHsD3aetP+cz3OXlDD5asay4Q57/teY23jOA7IkCaXxX49ioUvEiuTG3jBSpGzc/zs3kcrei2b96eYVxOmOhzw96WSGPZ4JTQt9n6Cdpq8dfwWszyxp4+bn93P7148xE3P7ueJtt7JFxpBqcuz9wRyQA7nTb7+x5f5ryfcApKDAzk/bp3OW74A6ZfQmHaZU/+8OSEWKTvYpMH5TRdSpbvnjqpQMW58Ucsl2Jn5xIKVvZ80RSqLYPdniufeOVUhAF7pHmZ2ZA66HOClQAClEMPuHMgRCShsbv8Vg4rMJYs+MuG2JEkqK44ZGtH+PFVKS23ypl02AzIZ0hjKWeRN2xdVS9/7qxoa6OpaxNrqM/mLpr8le/AyHtMdvlxXzV+GfsuWYJCzmi6rSMjXVZnLVtTzzpUN/vMvWlpLQJH5444u/0uRJC5aUktMV0n1nck+TWXH7y/nrLr/4Kuz4ixNLOVfT72BkBqe9jERCAQCgUAgEA5IwZsax3HY3N5P1rT9eKFlO8R0lVxhgHwplu2QyhokCzGwupjOrX819jD2jy+Dn7bJBCWVMLMB2NN8Kme/9jAfO/A1JGyGzvkWsYe/wuzUU0BRWEznTf/CTk61kczs5Q+R84FdrKpZU7admK4ylDP9/Z8pd9GFS2q5cEntqMe9CJyYAVk5XlpdmEZPDIIF23PWtMma1qQN2KV89/IV/r8bEzo9w3myhuULcpvbUyiyxMqSmxZfOG/BqPV4gqM3q61pRNGVR0hTymK/HqXzFueGV2FyG88Fdebn2staecfCm/946fL6sn3pSGU5qXF8Fxkw5sxMbf/jfGz7h1mqLSGdOxddHfu1vN54YtdP37+G9/9887QcjGUR7BPIAbntwACWg9+Q3DGQZWFthM3tqTIBMhkqzIA0LDKGRVSTkLL9vCf2EveGNSwczm/a6K83GQ7Q1pP2/38oZzK7IB5ORkCRy24C9qbzvgDZEA/SFNfZ0t7P+9c2szC+mO3pQZS+1wA3gr0klufOfDuzw9Wsqlk76fZiQbU4A7Kk/Xk6lJbajIxgeyNc+jOGGysf4bL1XMZ9acP9O6TvTD64bg63H/i/fKzRfU9ePHvsWZZjcfXGRWX/f9rcau77m7HnRj63P0XHwDnUNz7I38ZtIMmi4Aa+c9q3hfgoEAgEAoHgiBGXw4I3NXt7M747I285/sVOcBwH5EDWwHaguoJYntK/m25FoSZQRUiqAUemM9fN8BnXomDxp8BGsis+RC9xFg08WbbscN7yXVeBvQ8C8FIIJLOKhlB5fDKquxdNnrHoaM8Z9CJwQoCsHBHBPrEoj2Dbo9x8leI5Bw8OFl2QW/b3+xHtiZd1RbrN+1Nl6xpJUJXLYr8epQJknboERVJ4KhhkidTuiyzjUZz/mCzbl84Rbs6x8OLgnoir9LxM/I+fIi/rnKlsR9t9z6TreL3wbjhVRzQUWZqWAJkrcUD2nUAOSE/o9hqSOweyzKsOI+E5IL1WaA1ZKgiQuTzfGvoqs356EvH7PsMfo3FaI60siBUFr+qSuDGUtCpXgCrL/s/EsGyGcpZ/AwzcghVPMF2cWMoOXUfq2QG4JTSnBx5ka1DnbU2XVHRjzr2ZZ015P8dbl7ue0SU0ycI5tC9j0Jcp3tD08ATJvnTeF7TPb7iMM6reTZeqYKfnMjvWPO19m4hoUAUnwGlV72VZdBXptit5b+u1QnwUCAQCgUAwIwgBUvCmZsv+4iD2rGH586ZCBffhSAHSu5CqClciQO6hS1GoCdajyQqKXc3BTAe5hZfxj9FvcEvyMyDJbJLXsmT4abCLF64ZoxjB1vc+wEB4NrlQJ0p+4ajtxAoC5Ew7IMfDuzgSAmTlKCKCfULhCZBZfwbk9ATIphHR5XTeYsfBwbJiiPGIBFQSQZWe4TyRgEI8OLYYEhzHATlcIkAapsay5AoeD0VZIu/zG37HY0tB9PRmWnr7UkkEO2tYBBTJnSE7fJDE7/+Kdj3ERfMWcl2ylcbN14NZWaP2scb7/A8oMsmQNi0B0ftZKJIrIJ0obN3f77ts/7yrh6GcRXMyREhTSBtFB2RQlX3X7bmZ+1ief4H06k/SdvqXeTYY4LzGC8vOQcmQRipjYNkOjuO4rcoVz4CU/Mh+/xjn3nWtCV8wXZxYSlaCA4eeBitP50CWjPYMkuOwcfHE8WsP72YeFNufp0tZC7ZVHsEuFRj7S1yd/vcLr7EvY/jCb0hVeHvjR8kefDta/+VH7Tzv7feK6Lv5xPx/xsrMPSInqEAgEAgEAkEpQoAUvKnxXB9AWeTaExyMEfPKPEdMshIHZGoP3ZpGTbgeTZGRrRo60h0gSTxqryYQjALwjLqeqD2Iemgr4MYf85bjRrCNNNqBTbxcdxqyOkzAnD1qO7GgG8H2GruPdjm1H8EWLdgV4zsghWh7QjByBuRUItileNFlzzm4rSOF5cC6lmRFy5eWXI0nOITGaZcufWwwa7KmZi2vBmRa5f2TOiA3t/f78x9L96WyGZDuzEwpP0T89x+lxxjg083N9Ft93JFQGcp0EN5646TreT3wPv81RXabiqcVwXaPe31MP2FKaNJ5i5cODnLxsjqa4jp3bz8EuLF/rzzIKxfSVdl9f2RTfNK4hZuSS/nfiSDXGbtwRsSvwRXbHCCVNciatj/ipBICiuy3YPvlTSXn3rWF99Hm9hSLE0sBeFkxMfY+iZHLsEc5zCIlRnWwpqLtxfSREezpC5ClpTZ500ZXyktooOiAHHlDM+kLlEbJTFWZeFDD6DuLuDxv2vs1GaXC6WDWKntMIBAIBAKB4EgRAqTgTYvjOGzenyJQENJypo1REPG8+WWmXe4s8i6CSi/Mx0Pp2UG3olKjz0KVJSSzhoOZTqC8YfN5fS0WMoG9DwBF51I4oBLY+yCSlePFKjfSpjuj22s914YnlR5tB2TSd0CKj49K8XRHodmeGPgCpOHOgJyuA3JWJIAqS3QWGoW9+Y+rmieeo+jhxa4bx5n/CK4wkRurhCZv+iUigzmT1VVrsSXoCfWRTg+Ouz53/uMA61rKXZqN8SCdqQoi2IZFWHGI33slA307+ev5y+k1h/lA6xexJZsfNq8m/My/EWi7f9J1HWu8G06aIpEMT88B6UXQGxPBEyaCXSqMr21NcqDw+9qYCBIOKKTzlv+6dM11QG48/N90aFn+tSrDw50PsXeojXMazmV2dG7Zun2xLW34BS/RCp2FaokDstgeXy6KN8V1tuxPMTs6h6Ac5EU9hLPrPk5RXuSFgMqa5MqKj4M3T9l2HIaOsAW7tNQmZ47tgDw4kCNj2KMckN7fF64A6bXKK74QeCT7NRmlwulQQYw9mtsTCAQCgUDw5uKoKQjbtm3jwx/+MAB79+7l/e9/Px/4wAe47rrrsO3RcTGB4Fizty9Dz3Ded1HkTNt3W3iCgznSAVm4oBw5s2kUlkGu+wUykkNNsNZ1CxrVpPL9pM3hshiaqcV5WVuBvuc+oNheG9Zkgq/8Fitcz+6QO7Q/5DSN2lSscJFTdEAeXZWrWpTQTBkvgn20xWHBzODNL8wVIthBbXqnSkWWaIjrvnNwS3tl8x89GgrC43jzH2H8EprhvMWsaABFct1MLcElSLbMs2EdtTAnbyxe7hoibVj+/EePxniQjoGsP+qhDMcBx92HjGHzYekPdHU8yofnL2VfvpdvrP025zZcjDl4EndoafpmrSB+72dQO59Byg34Xxjp0es+hhi27UbHJYnqkDatCLXnWGuMB/3Y8PFOqTBeOh6gMR4kUhAgvSiwrsrUq8OcMXAX/2vWbHQpwS3n/YpfXXAXX1/77VHrriopXPHchVNxQHquVH/8yQixbm1rki3t/UjILK1azuOxJNEDf2ZJ6ClysszK2ZdUfBw8wTCdt7CdI3f+eaU2IyPYsaCKIsHuQjnPSAdkSHNdpn0Zw2+4D6qyvz9HMxJdKpxO9eclEAgEAoFAMBlHRYD88Y9/zLXXXksu57olrr/+ej73uc9x66234jgODzzwwNHYrEAwJba0u/MfT59XBbhxy2IJTSGCPWIGpBfJS07i4FB7dtAtuX+8z9JnockyjuHGwLYdfoGcaRPRJb73wj+T07fxiHoWau9OlJ4dvgMyIWUI7H2I3MK3czjfgWMF0aXRs+NiulJwbbj/f7Q1rqSYATllJMQMyBMJXSuW0GSPoIQG3LbejlTOjbkeGqpo/qOHN0PSi3KPua+qPGYEO523CGtqwSFtMZyXkTPNPB0MEu57adz1eWMp1raOdEDq5Ex7TFdf9/1/zWu3X4iU7UfPdXM+v+ZDLbPpl2y+u+EHnFJ7KuGAQr7nXHJOhp+f9HbsUA1Vv7mCWT9ZXvz6ryVo7Y9UdGyOBnnTQSt8rlVN1wFpWGiKRE0kQF/aGFuwPc7Y0t7P8npXGPduyIU1hURQHTUDUldlLnCe5JZEmEPBPKdHP0FMG9/RWxVy3Xy9acN31FUqoGmK5J+Tx7v5582B3H04zcami9krGey1OolFdiA5sHLWhoqPQyyokDVt320ZPUKhL6ar9Gfc4rrSCLYsSSRCGnt8AbI8USFJkj+DNGPaSLjH3dufoy0IeqkKT4CMCAFSIBAIBALBDHFUBMjZs2dzww03+P+/fft2Nmxw/wg855xzeOKJJ47GZgWCcckaFv/wux3s7hn2H9uyP0VtNMCi2oj7HNMultB4EWxrRAQ7YxAPqqiTVE2rh7bQrbgXCzXBWaiKhD28hMZQEzfs+B5IeV7O38Hd7XfRH7ifB+XTcSSF4Ct3kikIkAt6/4xk58ktvpyu3D7sXF1Zk6ZHVFexHPyLu6Mtcvkt2CJPXDHej02k1k8Myluwpx/BBneO3stdg3zkli1YtlPx/EcoCo9NE0SwQ5ormtgjhK50ocjKc2H1pQ3S6SXsDGhoqRfHXd+W/aPnP5buy1/fto0P3bTF/9ry6J1cO7yFK0Npdt3zId7V/yO+VhcjrwX5/mk3clL1KgDCAQU728xsfR037/s1my/6Pwyd9XWGzrzO/3KCSYI7bvO3+f827eP2bR0VH69K+f6fd/Poaz2jHjftolMtGdIYylm+A69SsoUZmFUhDdN2/Fbl45WM4c5/9IRxL9bcmNCRJMmPYBcFSIWzjIe5MZnAGFjBstjpE64/GS4WrnjHolIBTVVk8qY3AzKPIjGqjKk4B7KftzScjy4HuDMa4cWQzMJADfFAZeMOSvfLcywfqdAX1VV6hl0xMzBijmx1OEBbb0GAHGOmdHXYdeBmC58/kiShKjIhTT7qgqDXBj6UMwlrirjZKBAIBAKBYMY4KpfDF198Mapa/APJcRw/ehiJRBgcHH/+lEBwNNh6IMX9r3SzdX+xdObQYI45VSH0krild7EZHqcFezhf2Vwo7eAWDoWrAajWa1BlCcsK8KVVX+Fg5gChlpvZMnQ7UTXGsLSbTkfGaD0b/dU7SReExDkH78GKz8GsW8PB7D6sfB3aGAJka9KNZ+/sGgKOvgNSV2X+5qy5XLC49uhu6A2EX0IjHJAnBLIkEVAksqZVEACmf6q8bEUDZ8ytpjUZ4u0r6jm5pXIH5PrWJO9Z08SGOVXjPqe5IAzuPlweX07nLUIBxZ9r158xsDJzcCSJw/md467v4ECOedXhUY+f3Jzg4qW1tCZD1EUD1EUDHB4YQnv1O7waCKDIKlcr3TwYe4GX9QBfXv015sXm+8tHCp+pp4Q+RVSLce3L/4eu5X9JZs2n/K/cgre7oyjyw5iWzf883c5Nz+yv+HhVgmk7/H9b9vPwrtECpGE5vthSXTK7cCpkDIugKpcVjRzP9AznsRyYUx3yH7vq7Hl8dINbeOZGsE1fgIxkD6JLr5CXJcyBVf65cjyqwxrxoMrOriHfUVfpTMGAIvkphIGsSTyojfoMbUoEaYzrbN6fIqJFOLvhXP4QibJND7CqtnL3Y+l+eQLkkc4+jOlui737Wso/Q5JhzT+mIyPY4ArgfWmj4MAuLnvlmXO5bEX9Ee3XZEQLNy0Gs+YRu0AFAoFAIBAISjkmuQq5xPYzPDxMPF75HWmBYCbwYoXeH/zevyPhgO92ypaU0ATHmQGZNWz/+SNRDr+EVbUQlADqoS0cqm4GupgVnIUqH8KwbNbUrOW8unfyEHeS1Br5hzVX8+VnPkdG3UF20eXEH/gcwcNbqWWY6u5NpNd9lpSRYtDsx87Vo4VHb/vklgQS8Ow+N1KuHAO3wsdOHd3GLRgfr/1aRLBPHHRVYShnYTnFkQzTYU1LgjVTEB1LCQcUvnzBwgmf481q3Nzez8KCmxsKEeyA4s9z600bWJlWcGCf3MtpVh6U0WVa3nIjiQVV/unSZWWP3XfLt3hCGSQgVfG90/6DL2+6ijtjCo3W2ZxZf07ZczVFRpUlbDPG19d+i89vuoq/e/IzNIeb/ecEtEG+4uSJtN3Hi7ELSBsW6ZTFwYEsDRPMwZwKXYM5LIcxm8Dzlu3f5El6RSAZg7rY+A7UkWQKkf2qEuff7KrQJEu9fpQ6Gz0uWlrn/9trwfael2y7m80B99hYuSbCk7iDZUni5OYEm9tTLK2PAe7vUiVocnEG5FDOHHe5ta1JHnutB9txOLf+Eu7vuA+QWN1wzpjPHw/P8dhRaK2vdD8nWp83B1RXyz/7S12PyTEckFVhjbbedGEGbfEYf2BdyxHtUyXEdJW24bQ7q/oIj4FAIBAIBAJBKcckELh8+XKeeuopAB555BHWr19/LDYrEPhsGUOAzJqumBj045ZWSQmN14JdLkDmTNt/filSto+qX72N6CNfQ8r0oqbaOBSuJqSECasR1JJZVpc2fpx87+m8v/krnDxrHRoxDP0l8vMvxlF0VrzyA36r/yNIkFt8BXuH2gAKEezRAlYipLGwNsKzhZmWoujk+MP7sckiynbCoKsyqawrHky3hOZYUOoAKyVtWEQKzbmDOdOdX2sHiRsJXtBVlN5Xx1xf2rAmFZUAcGwuGr6N30VinN1wPiuqVvKP676Dmt7AXOWDYy4SCShkDIsVVSu5evW1BOQAXdlD/tejAy/y/2ob0F+90//MBndcxkzhudvGEiANy/Y/Yz2BqH+KDkivNd1bfqoOymNNtmS241iEtGIJjSJBaNedPBOqw7EDOPmaSR2Q4M4TPZDK8tphdwRKNFB5C7YnQA7mTN9FO5J1LcU5kGTnYxuu4L+yek1F2/HwI9ipmYtge39BjI5gu78fAUUa83V5DsjMETqwp4M3V3qopCxPIBAIBAKBYCY4Jn/VXH311dxwww28973vxTAMLr744mOxWYEAoFD+4Mb+syVlDblCu60/782wfZHQb8Ee0dieM60xL9TU7heQbJPgS7cS2n4TAF2aTk1wlvt92RUgHccBRyN36J3MjsxHkRTqlFXYoR2YWpj83I009m9mwInQ/tZbsKoXsa9EgBxv9uS61iS9hQvd41cqefNSjGC/zjsiqBhdlX330pHMgDwWeE3A3hxIx3EYLjgZvQh2X8YgEVQJWvN5XtdRup4ftZ7S5SZD7X6BZwJZ0gqcWeee00+tOx2p+71EtbEdf+FCnBfggqaL+NFZP+O/zvof/+u8xo3cFdIx2h9m5759zKkKEQ+qbC7cXJkJOgri0tCYAqTjf8b6AuIUI9ReZD85zeWPNV679Vg31sAVjbOmTdqwma/2oB1+kRdCCexsIyCPKwqW4rl0H3mtB12VR4lx4+G2YLu/04NZa1wxrNQFvHX/EEbPBVzUdCmJwNScx9HgDEewg8Vjo4+MYBd+P5IhbcybhtXhAFnTpj9jHJEDezoUW7CtIz4GAoFAIBAIBKUcNa2ipaWFX/7ylwDMmzePm2++mdtuu43rr78eRTm+L+YEbyye70hhFYTF7JgOyNEzIP0I9hgOyPEESABHTxB+6rs4kky7PURTIV6oFVw1lu2UtYkCtARORlLS7Oh7iaGzvs5vF1zP2/PfQmo9A4C2oTZ0OYhjJvyG1pGsK4l4Cpfd8YcXiz8W8XjBzFAqQB7PDkgocYAVWnUNy8GynWIEO2fSl86TDGlo8koGFZn2rqdGrSdfstxkBPY+yB2xKOQT1EjFaHamcGNnLLw473hcPuddpDG5O6zT1Pkn1s9OcnJz4hg7IAsCZMGh1pvOT2n9GcMmqCp+WVf/cS9ATuyADBfciv0Zg9VKGzZwQBnCyjaVfX8iFtVGiAdVuofyU3LUeS3YtuNMGMH2XMBb9qfYsj/FkuBGrlnz1Yq34+FHsFMzI0CWOj1Hiq7e79fIBmz/+wWBsnMg9zo4INVCG/jUfl4CgUAgEAgEk3F8X1UJBDPA5vYUiiwR1pRRMyB1VUHXio23I1uwjZEzIAvLjETt3o4Va2X49H9AwiFfs5T24f3MjrizElW5GOnOGQWRs7Ce2foaHEdmU9cT2NFGno+ehSQVnZn7htpoicwBxneOeHMgQbjsjkdECc2Jh67KpDKuSBU6xg6kqeI5wLYUnILpgsgX1hRiQYWMYXN4OE9VWKNGXQLAS6kdo9aTKSxXiatNarufzcEg+cGVHBx0RTbHcQqlGWMvHy7EecdjWXIFi+JLuDVZw19yH+taEqxtTbC/P8vBgnB4pHjz/QazYwiQtuPfLIoFVRRp6gJi1iw66yMBxXemH6+MPB+NxBOj+9J5lsrttGsaBnnsXCNAReKYNwcSphZr9uZxmpbDYG7iAri1rUmebe9ne0mj91TxCle6h/Iz0v5cKpiOLKHxhMexCmig2B7eNZgb9/10tPB+RlMVjAUCgUAgEAgmQwiQgjc8m9tTLK+PEQuqYwiQJRHskhKa8LgR7LFnQKrdL2DWnkR22fvIzz6X9vkbydk5WqNz3O8XLmTMUgdk4cItHohjpefw2KFHcBzHb6/1Yll7h9qYE51btp6ReHMgQYhcxyPej22MEZ6C45TgCRTB9udAFuYmDhuuuOZFsAH29WVIhjRq9SZClsIL+S6wy8VAb7nJXq+UPsxr/S+Tl8DKzPZn5uVMGwcIjeumU0gb4wuQkiRx+Zx3sVt1GA4f4ix1R1FcnSEXZGdJBNtxym8wGZbtu8xlSSJRmMM3FTKG7R8/d47f1ByUx5rJHJCRwmvpTRssYh8vJV1Xv+eAjFQ4z3FtQRScSquyJ0Aatu0Wokwghq1rSTCQNbFsZ9oCZFhTkCVwprif41EqmI48vp7DsWqMAprSxx2OrARrOnjCqUMxli4QCAQCgUAwEwgBUvCGxpv/uK41ga7K/sWWZTuYtoOuysiShKZIZE3bL6EZrwV7rAi2lB9ETe3BrF0JskLqspt5Ze5bAGgtOCA9JcoqjwAAIABJREFUV41h2f4+eEKmrsqYA6vZN7yH1wZfdVtoC9sfNobpznb5AqQ2zgxIKLqghAPy+MOLXot4/ImDrin+CIbjPYINsLbFjSrbhZsY4DoZPRGkN21QHQ4QD2pEMzVsC6goPS+XrSNdoQMysO/PvKC7AknYnk9HwZ2YNbwSr/HcdOqEDkiA85o2ojpR/j1ZQ93O//bju0/v6ydjWP5X3rQnXM94eBFsy3HFwlIMyyn7jK0OB6YsQGZLIujVYe3EiWCP8zse8h2QBgucfeyIViMhY+fqy74/Gd75aSqxZk8MThdauCcUIAvrV2SJVU3TEyAlSfK3MRPtz6X7OyqC7QmQ4zggSx8/1hHs0p+RcEAKBAKBQCCYSY7/qyqB4Ah4sXMAy3ZYO0KAHEsEzJnWqBIao4IZkOrh7QCYs1b4j7UP7wNg9hgOyJGto7oqYwyuRJFU/nTgHre9tuAq+UP7XQAsTS5FU6QJ22m9OZCVDvgXHDu8+J0mi5/NiUKp0/lYRyCnw9qWJP0Zg7bedDGCXSJAghvrjOoqfeml7AloZNruKVtH6XITEdj7IM9HEtToNTRG6n1RL+sVmkwwA3IyAVKVdPLdF7EtpPJw1+OoqTZObk5w9/ZDnPODx/2vt9zwOLsKrcqVYtoOXYM5aiJu/HXkHEjDsssEyGRYm0YJTbkDcroR7K37U1x845MMZI+ugDlZC7YnRqczwzQ5nezUVGq0VnA0dFWuOKbsCcnJcRx/Y6EV9sk7hhOJl54LeHl9rKIZpuPhbWMmhLcyAXLEzcPqiIYEzIqMMwOyRIB8vSLY7r+P/88+gUAgEAgEJw7i1qbgDU17fwaABTURggWREYrNn0UR0G36NCybKGnWPPM5ZkuXYNoLytaXNaxRMyDV7hcBMGpXFrc7vI+IGqEqUO0+p3QGpL9tpbgPVoSVyVN5oONPNOTPIRxQaBvcw09e+RGn153F+lkb+P4V/SyYFRn3tZ69oIZvXbqU1dN0fwiOHm9dVkdjPDgjrhrBsaFUkBmvIfh4YsGsMADtfVkCqisKhTSFUh2lKqShyhIDmSWEeYRXDjzISad8wf++F4+esFjEzBJof5jnm+tZmlxBbjhEW6H8JjOJAzKiTRzBBtjZNcRwz3oWNT/D92pMbtv2I/7uLdexujnuPsFxCB+6nZdTd9Px3OUsvOAqqHDsRPdQDsuBxbURnhzOM5gzqY/p/vddB2RxXVUhjZ1dQxWt2901p1DC477+qrDGy1NYvpRtB1L0pg26BvPEg5WLdlNl5LlwJJ6YN99pR8Zhpz1EU3gZe6hsVqiHLEn8n8tXUD1O6cpYeA5IrwiotFV6LK6/bPkRv1c98W0m2p9LY9wjj288qPFvV5zEyqbYmMuGNYWAIpG3nNelhGasfwsEAoFAIBAcKcf/VZVAcAR0pHKossSsaAC9pIRm5NyrYMEdaVgOZ8jbqdl/H+9RHvYj2eBeXOZMe1RUTe1+EStcjxOp8x9rH9pLa2SOP8dR9SPYYzkg3YuU9cnz6c310GO/RCjgcP22/01YDfOFldcgSRIb5lT5zp2xUGSJi5bWiabl45CornLm/OrXezcEU6BUMDjeZ0ACNCaCgBsxLkap1TIBoSqkEdNVrEwrMhIvpPciZfv871figAw/9yMGjEHanSzLkstpjOt0DGTdAhrfATn28qFCC/bI2YuluEU6Mlcu/yKdqsotB+5mHgf48CmtvG9hHg5+gv+Sf8kD1Wm+k72Z++68mNSjXyX16FeR99wHE6zbazdeVBsFYCg7sQOyaoozIL0ZmJ4Ilgy5Ee6JXu94dBbKcobzo8tyZpLi+Wj84iCApXI7h2WZHmuIlpB7Y26q74vVzQlaq0IVP99zDXo/g8nEsBUNsQlv0lWCN/NwRhyQE5TQAJw5v3pccVmSJN8teqwdkKXC6UwIsQKBQCAQCAQeQoAUvKHpHMjSGNeRJYmgKvszyrIjmj+9eLZhO5ws7wLgPPk5P5INrnhYenHp4RbQrCh7rH14H63R2cXn+BFsdwakKku+UOitb1FkPTEtRo/+G3aHv8arAzv5/IovUa0L4UogONaUCjInggBZFXIjsZ0DWYbLItjFfa8Ka67A4gRo1Zp4Xg8QaH/E//5wSXu2j22iHH4JHAd5qIPw5v/LlrlnArA8eRJN8SA506YvY5ApuBvHc6FFAgqW7ZC3xhfkNrenmFsd4pzmU9hY9xZ+moiy77F/wEkf5jsPf5ifqcNsjC4ldPCzNNiN/HNgiCsGH+KKwYf40PNfZevvLkfueWXMdXtR8SV1rkg1dgS7xAEZ1hjMmRhWZfMmPTHP+32pDmuYtuMf16ngzdWczDF6pHjno/Gi1J4YvURq5yXdddnOiS4o+97RwvtZ9FYoQM4EsRmMYHulNjC90SieW/RYO7BLhVPh2hcIBAKBQDCTCAFS8IbGFSBdZ9BYMyD1kTMgLdsXIE+S2whmu/x1jWoLtfJIuRRK3y63gKZAxkzTne3yC2gA1IL7wbScUXMkvXlplq2wseliTLWDsNTAt9d/l3Maz5u5gyEQCCpmrPfo8YwkSTTFg3SksmVOxlIBoSqs+cJKQ2Q1z+s68p77/e+P5YAMP/vvVN92EYm7PkD0oavBsdnScgoyMksSS4vOy1R20gi2J2xmxhHkTNvhuQMpv1Dkb1f/AzVqlGvtNm7+4zt4MACfbb6cL73lZzSElqNlr+Pb67/Ll1d9lc8t/3u0UC1fULv5tz//FVijnYudqRwS+C65UQKkXV5C483hq7RIJlsQC73IrLf8dOZAem3dk83MPFLGmmtcSqkAuTVUC8C86HxgahHs6eCdN3uH3Qj2sXDjeTMPZ6L9ubTUZqJjPB7Jwu/Psb4BUiqcigi2QCAQCASCmeT4v6oSCI6AjlTWv0DWS2ZAelFBL07tRbAty2CltJtc0+kAzO1/0l9X6awsfccvmfVfi5n1kxVIjoVZe5L/vPbhdgBmR+b4j3mzrIzCDMjSixHv3znT5q+XXoXcfi2nBq7htLozZvBICASCqeC9LxVZmrB9/niiMaHTOZDznYiRgFImJngRbIC6wBIyssS+zkfBdp8/qgXbzBJ64X8wqxajdj+Pvu8h0id/hh3Z/cyNzSOkhmkq3ODpGMiRMyYvoQEYNsaOFe/sGmI4b7G2UKgV0+JcvfZb7FM1fhaCS+IruWLVl9zXGtfpHMhzWt0ZvLXlUt4x993818a7uKJqA3eGZA7tuGnU+jsGstRGA1QXhJ2hUQ5Ix/+s9o4XUHEMOzPCWZ/0l89XtLyH4zgcHPQi2EdbgLQmFMc88WuJ3M4OPUpVoIraUA1w9B2QAc8BmTl2DsiZLKEpXd90PkO8379jLUCWCqcigi0QCAQCgWAmOTGuqgSCaZA1LHrThn+BrKuyH5Eb7YB050Mmh14jIuXILn8/nU41CweeKK6vsEzCGST6+DcwZ61g6LRrGDz7f5OfcwF5y73IbB/aC1AewS5cSJmWG8EunenkRT2zhk1A0clkYkfdWSIQCCbGiz0e6wKII6ExHvQj2GpBOC0VE5IhzXd4JaWFADwvZVEPbQXcuK+mFAXX4Ct3IGd7GTrnm/R+6DEGLvg3htZdxY7+7SxLumMnGuJuiUslDki/UXkcUc2d/whrCw5IgDW1G7hy3gc5J76C/3X6D/y5uk2JIIcGc2VjMhRZ5YMnfxXVgd+/dtOoeZCeI94TVSZrwa4qRGArFSBHzsCsnqKD0qM3bfjnqPHcojNFzrQnjPjKkkSjlqZe6mevBvNiC3yBOawdXXFKG+GAPBZx4GIEe2bOwTFdRZkg4j4RnoP29XBgR4UAKRAIBAKB4Cgg/rIQvGE5WBji35hwL5A9kRFKBcjiDMjDwzYNQ9sBMBvW8QhruXzocQasPCgBf5n1e3+IlB9i8PzvYdUsBSBjZnjvg5dzftNGEoEkMjLN4RZ/X4ozIEdHsEsdkKZlF1ovhQApELye6IX3YHCcco7jkaZ4kIGsSfdQruwmRlRXcXAjrb6gYFRTHahiWyjL5S/dymDjetJ5i43aCwR2p8nPu4jQ8z/BrFmG0XwGSBK5pe/h7n13MGgMckrtaf6640GVzoGs74ibqIQGxhcgvfmPs0aUbb1n+VW8Z8RzG+JBLNvh8FCOhsJNJoDqYC1vCc/nrqFdfKRzE2rBzQ6uSLqqOYGmyARVmcFs+X6MVUID0FehgJgZEcH2HJBTjWB7syrh2MyAHK+AxmOVth/LhoPKMKfGFvjnp3Dg6ApjWkkJjSJLx2QW4kzOgAQ3yq1P00Fd9TqV0ID7+sOaMi3hVCAQCAQCgWA8Thxrh0AwRbwh/k2TzYDMD9PidJIzLZqGt9PjxLHjs3lcWotuZ9A6ngZcB+QyaS8L999O9qQP++IjwK6BVxgyB7lr32/59Z7bqA83EFB0//uaXJwBmTXKHSeeAJk1bf9i82hH2wQCwcToJ6IDsjBuYlf3cNlnSExXfTFMV2U0RWIob7O8ahVbo0n0V+5ASncTHD7A9/kuiT9+gqrbLkTteZnMqk9AwXXYl+vlJztvZE31Ws6uf0txu/EgO7uG2Nk1BIxfmuHNgEwbFsN5k01tvTxZ+HpiT2/Z/MfJaCo4L73P+QOpjL+us+Z+mkFF5pFt3/efb9oOhwZz/nKxoFoWwXYctxyntITGm8H33IEUT7b1Thql9iPYhdfpOSin6oD02rqhPILdOZD150yCGyHvKkS1R7KvL1NRec5kMyDJD/MF5+e8okQwMZkXm++/vnDgaDsgvRKaPDFd9d2vRxPPZTlTzr+Yrk6rgAaKDsjX4zMoGlTLCqwEAoFAIBAIZgLhgBS8YfFcJKUlNKbtYBVciOBeKEee/he+3vHffFa5llZ7Oy9Ii1ghSWyWV2E6GoF9D2G0nkXOtPiUejemFmF4wxfKtvXqwE4ALmx+K386cA+rIqvLvu9HsCecAWmNnsEmEAheFzwR7fVwH00XT1xr603TWhUqPp4Iki+IUV4keyhnsqJlJY8depgeTEIv3sRlh5/BAYZO/yrh536IFa7jnniSHz54BRc0XURH+gBpM83/OumLZWLQvJow9+zo4oXOQUKaPEEE2/2TI523uPGxNm7b2jHqORvmVFX0Wr3P9c5UDqfZ4crbnvfnJi6ui7CgNsqvsq9x4e57seZfzIH+DJYDzQn3uER1tSyCbRWi3IESt1o8qBINSNy1rZ27trVzzqJ6/vkdK8bdp9wIB6SuyoQ1peIIt0dnwb2vq7J/TrAdhw/8fDMf3TCbj2xoBeCHj7fxZFsft3/8lLLle9N53vc/z/KZM+fy4VNaJ9xW1phgBqRtEr/3SqqdNv5CeR/wGPNiCwgoEsmQRkNMH3u5GcK7cdeXMY76tjya4kEkKHPVHun62iOZaS07uyqMBMyKHJvXXkpzPIhZYfu7QCAQCAQCQaUIAVLwhqVzIIcqS8yKui6UYEnUubRQRut8Gg2Df7W+Q9xKc6t8Go/suAFDW8YeaRlzOza5yxkWZ8jb6ak7CyVYfpH8auoVqgLVXLPqa8yLLWBhbFHZ94sRbHcGZKk7qXS/hv0WWvHWFAheTzxR5kSKYHsOyLzllM3n+8e3Li4bh+iJbyuqVgLw5OxTuPS5H7HBGOaW4Ae5aO1nyJz0V2Tz/fzHU5/BdExu230LNjbvm/8h5kTnlm33mo0Lec+aJgBqowGUcWKbfglN3uLpff2saY7zt+fM978fUCQW10Ureq0NfvlNlvb+LAcHc3zs1FY6Ulke3tXDdedcxbe3f4f/fOYa/iZSz9ZD9QCsaooDrjOtVIA0CgKk74C0TcLbb+a50PdQ5T4A7ul6K/CTcfdprBmYVWGt4gi3R+dAlkRQJRxQSOfdfUznLYZyFodKHI+HBnN0pLI4jlMmCG9pT2FYDpva+iYVIHOmPX5r+Zb/RN/3EP8Z/Vt2kEYH5kbnIUkSt3103VEvhfF+FoblHLNZhGtaEvzu06dSP0OC55VnzuGjp078MxiPk2d4X6bC35+3ANMWAqRAIBAIBIKZRagcgjcsnaksDXEduXBh5pe9mJZfKBMkj3p4O9sSG2nqfwYkeDys8/KeXxCMXMEr9ioWdt+KlB9ES7XRIPWxq/5UEiO29erAThYnliBJEu+b/8FR+6IWXDWG5ZA1bT+a531PkdwLwYyIYAsExwUnYgS7KqT5oyZK5/NFRtzQ8MS3Zcnl1AbruEONcZkxzCG5jnvi7+EigECEX+39JT25w/zgtB8yK1jLs4ef4sLmS0ZtNxJQfWFvIrwI9oFUlj09aa46a25Fy42FrsrMigToTGX98pq3Latn094+7n25m3W1l/Delp3ctv8O6v78KfLKZ6kOL2a+1EH4gRv5q3yAm83L/PXlC+cEVZGRcimSv303as8O8s1nMNxyNvufu5uzco+QsQxQtDH3yfv8Lo2gV4W1Kbdgd6Syvms1XRA1vbh4qWg6lDMxbYfhvFUm0G0uHI9tHQOj5lqOJGvafjy/DMchuOM28i1n84R9KXLuBhJKPSHVdZBWhwOjl5lhSvf7WDRge8yk4BfUlCNyUb8e4iN4f4OIv0MEAoFAIBDMLCfOlZVAMEW8xlOPcgeke1EX638JyTZ5ufoCPpq/msejF7M74l682fpedgRWIjk2WsfTVB1+BoBMw6ll28lZOdqG2liUWDLuvkxUQgPFghzfAXkCxT4FgjciRQHyxHkvSpLkz7ydyEXtRbAVSeGSlrfzzNCr7DrpA1wf+CwHQrfzlWe/xD377+YXu2/mnIZzOal6FQ3hRt4++3J0ZfqCiHdj5bHXegAqnvc4Hl7r9+b9KarDGnOqQ/5nfsdAjk+t/CIXzjqdG2IaL/F9/jH8D/ziniu4NP0Y90fu4Zvpz6DtexgoOiADioT+6l2oPTsY2PgDUu+8jfT6v+XRqvcQJY128Jlx98e/sVXyO5MMadOIYLvnrrCm+g5IT3gsnVs5mHPPFyNLbrbsTxEsCNEvHRyccFs50x5TIFMPbUUZ2Et28RWENQVZP0idPmdKr+NICZTM4zwWDdgCgUAgEAgEgqOLECAFb1g6BnL+xTiUzFo0bLKmjQQEu7eSliT2RBvZ7szlxsTfYQTdeY6m1sYr6lIcOYDW8SSzep+l20ngVC8s287uwV3YjsWieCUCpCt+jixpCGruxWI6LxyQAsHxgBe9Dp5ADkiAxoQrEE70GRLVVQazrpD11tZLAfht42IeC2Tplh/mhd5t/Mvz38K0DT615G9mbN8CqowqS7zSPUxIk1lWX1ncejyaEjodBQfkutakK8AWXn9nKossyXxx/T/zly0f4yk9xtdq8/woGWPOrHU8HYrzieYwTz35FQC/sEWTZfRX78CsWkRu8RV+Ac/+5AbyjkJg74Oj9kPpfRUocUCWRrBD2pRKaBzHoXMg5wqQgeIMSE+A9H5upY+VOix703l296R5dyESv2V/asLtjVdCo796B46ik5//VnTNQg700BCcW/HrmAnUEgfksYpgCwQCgUAgEAiOHifWlZVAUCFZw6JnOO9fjENp2YtNznAvugKHtvIfdS3cNvQtJLWPbnMHjpxlTfVabKWXFBmM+pPRDjxJQ2ozm+xlo9wir6RcwXJRYvG4++MJkIY1ngNSJitKaASC4wb9BCyhgWI5S2SC/Y4FFV+8agg1sn7WBu5uv4tc8jckpQX8ZuPdfOeUf+Pb679Lc6RlRvfP+2xb3ZwoE5imQ2M8SMdAjq6hPOtaE/5jUCwh02SNRunt9Oy6lk/M/zL/fc6t/Mvp/8nG2L+iGRF+HMghD3ViWK4DMmEeQut4mtyid/riI4AejvO0vRSt7YGyfdD2PUz1L84jsOdPZA0LTZH8z3twm7B70wZO6RDOCehNG+RMm6aETjig+q74wWy5EAkwXPh3qcC5tSA4nr9oFotqI34cezzGFCBtC33X78nPOR9Hj2NrXUiSTXNobkWvYaYobSQ/lhFsgUAgEAgEAsHRQQiQgjckXhtqaQRbLziZsqblN1Grh7awLRzFJIde/3v6pa1IjsaHFn4UgAF2YzSfhta1jWi+m032cn+WpMerAzuJa3Hqgw3j7o83y6rYgl2+Dm9u27BwQAoExwUnYgQbKIlgTyBAFiLYHpe2voOe3GEcKc8pob9GkzVOqT2V9bUbZnz/vP1a1zJyku7U8Up33PW5ce6orhIPqnSksv73NrenqA7G+MCSdzK7UKDTEGrETs/jgKaiHnjSd0Au6L4fCYfsoneWbSumqzxkn4zW9yryQLv/eHDnrwHQd95O1hhd6FIV1vw5jWU4NvrLv6L6pjNJ3Pk+lMMvAUXh1HVAKv5NqaEREWzHcXwxsjSCvbk95btL17Yk2HZgwH9tY+GdC0vRDjyJku7yj0GPsxmA2ZGFo5Y/mgRepxmQAoFAIBAIBIKjgxAgBW9IvIu4MSPYhRmQLUofDHWyU8oRlGNo8e2k9acIGcs5qWolOArD0m6M5jP8dWyyl426WHsltZNFhQKa8Sg6IG2yhu2LocV9U8pLaE4w0UMgeKNRbME+sU6Tnig3WQQ7X3BjA5xRfzaL48vIdb2NhtDso7p/nkB3pPMfAZrirsPdm//o4c6GdG9COY7D5pKItkdUV+nJz2FIlkkfeNQX6eYeugejbjV2cl7ZtmJBlYfsNQDFGLaRQd99L46sorf9CTs3OOr3papQ8FI6B1LtfIbkry8j/sDnsfU46uHtVN12MaHN/9cXThsTQSKa4p8TRpbQpA2LwtjKMgfk5vZ+Vje57tK1rUmyE8yBdByHrDHGSJAdv8DWouTnXsCLvc/zUu5OjNRqWiNH93djJKVOUhHBFggEAoFAIDjxObGurAQCwLId7ni+E3MCV0dnyUWch+c69ATIk5XX/n/27jswrvLK+/j3TtdopJFkyaq25I5tXLCwIbFNizEtEEoKhOKQJRsgbCAJpOcNSUg2ZJPQdjfAAmFJwtJ7DcaQQAATGxsbjHuV1aw6kqaX94/RHUm2LMtFZeTf5x/b0sydo6vHM3PPnHMedthtBBNRTh11OfHwKLCEyYrNwmF14oqPIWDZSqRwDgmLgzZbHjuMUqzdLorCsTDb27b2Of8RwNbZShaMxEmwb1LDabOwtaGDf2xtxGLQ60wuERk85gzI9KuA7JwB2VcLdmcyx0xm2Sw2fj3nbiLNnx7wDz8yHdYjMv8Ruirc904uFmc7qe78EGp3a7BHi7Ypy2kjHskDoL7un0RiCcYb1eT6PiE06fx9HsvjtLE1UUwgcyyO7UsBcG5/DSPqxz/3WxixEMf43upq2U8ksO94g2Pa3wWgORDBCLWS9eq15D51AZaOOlo/cwe/nXIdry56kMjYk8lccSd7mltTP0OGw9rVgt35uwpE4kRj8R6zIM3kpjn/cU7nzzqnNPnn/uZARmIJEtCjIj/jw/twbXqW4Iyv0JaIcMvqn5JlLSBYe8GgjyMwjK529ixXev0/FBEREZF9KcshaeefO5v55WubWNnHcP3NDX5cNgv5mY7U1/augJyR2MTHLjcA4zKnEay5kFigjJzELAAyE+MJWXcQs9oJTfwsq7JPT12oPb39CT732hmcv/RMookok/vYARuSGxsAdHTuaLp3gnFqoYfathAfVvuYVpTVZzWliAw8j9PKMaM9TDkCibLBVDHKTUVeBlNG7z/u7M4dhX3Brsq5jkjyuWmgxz/MLPFy5tTRhz3/EaDE62JCvpvFUwr2+XpNazBV/Qgwp6xnxWWW00Y8nExA1gbrsHTUcp3tGWIWO6FJ5+7zWMmkrUFV8Rk4d76Bc/0TODc9S7u7kLs8Dpqzyzi+/Q0y7FasjRvwPn8pOS9czgkr/o3TLStobW8n+6V/wbn1ZTqOv4GVn3uIa5tf5+Hdv+T7H3+bh8fOhqifvJo38LpsZDpsZDqsROMJwtF4j9mP7aEY7aGulu7mzgrIDfXtnec4G4Act53y3Iz9VkCaFbDm65Fjy0tkvv0zQuPPpOOEm7hvwz00hhr42sQfMtabS2HWoe+AfqjMNmy1YIuIiIikP72jk7Rjtqh1dLsg29vKXS3MLvX2qFY0qw6D0RjBaIzpiY087y3CaUlQljmWmL8d//brcI3PAsCTGE+jsYytbVuYdPqdPP3aRpwtjTyz/UnuWvd7Zo+aw6TsybisGZw4en6fMZsVkOZF494JyBtPm8iNpw3ufC0R2T+b1cKfLp8z1GEctEyHjcevnNvnbXK6twWPSn4tEI533n9gE5A3nDL+iB3LbrXwyJLj9/l6cbaLYDROSyCSnP/otlPRrUUbwOPqqoCssts4beN9nGJ9m20TvoYnc995vmYCbHX51ygPrCPrjRsBg2XHnM1ftv4Jd+kxfOOTZXyH/yL30aUkHB7a5/8Uy4ZnuHPPf9L4z3dwtLyH7/S7eN7t4rfvXY3L6iZYex55+Zv53e6n2FVYyllNr1GcnfyZzGpUfzjWY2ZnWyjaIyFp7oJtVv6Xdqv8L/U6qe1sR99bKNr1emSE28ha9h2ihbPxLbqLPaFGXql6gbPHnMc5E+ZyzoQ+fhEDyG41IKIEpIiIiMhIoApISTvVnRdT+wz177R3G5rJ1a0CMhoJMym6mU9cGUzInojb3lUpabZ8eY1kQnBdy0ep+1mzPuTOdb/j06MXcOvc27hm6je5cvLXcFld9MViGFiM/VdAiogMllx3MgHZfXag+dw0EjbAMluzq1uDrNzVwpyynH2qyrOcNoi7cFk8VDndjNv+MLWJXKqmfb3XY3qcyfPSGjHwnXUvsZwJGPEIm/OScxGfjNUSI85nQq8RPPYymi57m8Dsr9F81gPUJ3Ioa3mPthO+xz008us1v2BG3ix+cMy9RJo/jbX+Ks4bewGPu6144quYkJX8vZi/i45IlLZuFY/dE5D5mY5UC3a1L4TVYlDg6axUjEf5eesPudj3P73+TMHOCkiVGzhlAAAgAElEQVSX3YLrk0exhNtoP+kWsGfw6LaHiSXiXDL+soM7+UeYuYGbZkCKiIiIpD9lQSTtmFUe/v0kIFd1tmbvvclB9xmQxeFt2AmxIdHBJO8xPRKCts52abclHyOWzUfNa1P3i3neYWxmOf/vuFuwW+wHFbfdakklTV229L/IF5H0ZG6M0n33ZH/nZifpNvOyNyXeZALunztbep3/CJDVmVDMshZS5c4F4NeRS7A4em9dz3KZczNjJJxeWs77P1rPvJfthLBgoSni45qcz/OTwj/QftIvSbhyaQ414XNY+GripzxS+hP+Mmo0D21+gDPLzuHXc39Pmz+ZKK1ri3DFxKtwWRz8MSeT0xLLga4EZCCcbME2C/rbQtFUReSY3IxUIrmmNUhRljNV+e/66E9khtfyeeMFwlUr9/mZzBZslxUy1vyRSNHxREfPojnUxIs7n+X0kjMochcfzKk/4uyd3QOqgBQRERFJf3pHJ2nH3OHavGDe2we7WnHZLEzba3Zb9xmQE8OfsNNmwx8PMzl7So8EpHnBY7dasHaMY23ThwAEomEijh0cX3ABDquDg2WzGKmLRlVAishQMVuwW7onIDs/HMl0pP/bArMC8oWP64Ded9w2K+oyjAKqnC2sH3MJz2yaz6XdZlNua9vCk9sfoznUDCSwZ4+hLZSseExkjiY84Wx2/ONJZo06jqZQIyvC1XzKMY6Pm9fy3M6neaN6KS5rBvHsq3nZcQwfb7iZEws+zU0zfohhGKnW6Fg8QTicweLSC3k+9n9c3PA47uVhpgUysDGVjnCU9kCEy93LWekvoD00lbZglBOMT7gytoNNoXbcy9/m1LpaTrY5sXSMJWF1Ev/nb7morIyScIT73/5/hL/0PBhdP5+ZgCxvehurbwftn/oBiUSChzY9QDge5pIJlx/5X85BMisgzQSwiIiIiKQvvaOTtHOgFuyVVcn5j3tvcuBq246FOMFonBnRDazITM7/muydgoteEpAWC0ZoHPXBD6kL1NIa2wZGhJm5sw4p7mQCsvcZkCIig8VmtZDtsqU2L4Gu59OR0ILtcdrIdtnY0Rzodf4jJBNbLpsFRyKf7dEVvDP+W7BpMzarQTAW5NYPb+FvtcvIsLopzSxjT7AeV+HHtAXOSh0jkUiwq2MHi0vP5tTiz/D79t/wT77NP971kWF189mx5/OPur/TmP8H1sXysNscfHvG91Lt4OZO3QA1vhAneM/nhcRj/Jeng1M23k9+LMbPbfPwh2fxWf+TXBd7CJyw8cN3SYTauM75d2iGM63ACrjEjOvPjxMdNYUHXAZtlgQbXDZeb9vM4g/+m2jRHOLuQmK5E1IJyMk7HybmKaGt/FR+9+HPWVr9KueNvYCxnvIB+x31l91qYLUYqREqIiIiIpK+9I5O0kowEqOxIzlwP9BLArLZH2ZLw77zH63Nm8n7v1P4V/urhCJxpsU3siKjALvFQbln3F4VkMm/26wG8cA4AD5qWkObsQmAY/MOMQFptWgGpIgMCzkZ9tTsQOh6Ph0JCUiAos4dm3ub/2jKctmwxkYRTURpDjcCyef/F3Y+y99ql/HlCVfwf6c+xb0LHuRfp1wLthZqw1tT928I7sEf9VPuKWdR6ZkkAuPIs07m+7N+wqOnPcM3p3+b3867E4thELTu5LrpN5Dv6tqxu8YXTG36U+ML0hbIwN90MsszXNw6KpebRucTy1vJcSu+xTdiD3HnqDncYlnE+D1/paLtn9wev5g/LXyHiuDDvPulDVQEH+YP0x8jPPZkQvWreSg3jzl5JxLzl3PbqHzi799KzjNfJPfRxRiBJoLRGBOM3eQ3vk/bsVdw04rvsLT6Va6c/DWun37jQP1qDordYiHLadvv71BERERE0ocqICWt1LZ17ebZ0UsL9n7nP258GiMR5wrry9wbPJ9yaljvLGR8Vhk2iw2nretY5iY0NotBLFiM2+ZmbfOH+C1bcCZGk+fMO6TYu1dAagakiAylPLed5kA49W9zpIV7BMyABCjxuti4p6PX+Y8mj9MGkTywQlO4FnBiGFEe2/Yws/KO46opV6du+6nR8yFhUBNbAZwBwI727QCM9VTgtDjp2P51Fp44lsWlFan7jfGMZY7lB6xqXM3pJWf2ePya1hCzS738Y1sT1a1BHFYL4T2LefLCG8l0Wrl5xc/4ffxdTqx+i+/kjuO17AYSnlZ2O7+HNVLG2+3LyN/zfdzjgvxwlRP3uBBPRjMJTvoM/uJyfNUvcdUxV7F81Ue0lN/BNdNOotziYfyOt/ji5hcIuc7mPOs7JLDwJ7eVj+rW8P1ZP2Fx6VkMF3arJTWvU0RERETSm8qwZMBE4wn+/bVNVLUEjtgxa7q1rPW2Cc3K3uY/JhK4Nj5D3JVLCQ2cUf8/JIAqWweTvccA9LoJjc1iIRqH6TkzWNO0mrB9C9lMOuTYbRZDFZAiMizsXQHZEY5hsxg4RshzkzkHsrf5j6Ysp41IKPn95khyXuTbe16jIbiHL+81/zDHmUtGfCLNxqrU13Z2bAfg/r8H+fpja0hAr63CpZljaamfwzWPr+E7z3xMWzBKIpGg2hekPC+D/EwHNb4g1b4gXpedIk8uWfZs/m3q94jEM/ly6Vhey4kxxXU6RmgMb0ce4m/8iljmCgpco4mHR2GJ5hMPj8Jtc/HAxnt5pPolTiz4NMfkTKPYNZ7S2AXsjrbxt+AO7sjLoWbzE4QiMc6zvMPHRZU8uONRFhSePKySj5BswdYO2CIiIiIjg97VyYCpaQ3y1JoaJhZk8oXZ+87gOtRjAoz2OPB3JvO629kcYHx+Zo/5j7b6D7H6dtB26m9oe/N3fKrtFbZbbYQIMSl7MgBWi4HNYhCNJ1IzIG3W5L+PzZvJHzf+D1ggz5hyyLHbrQbxRPLvTvvIuMgXkfSU67azptqX+rc/HEu1A48Ei48pIBZP9Dr/0ZTpsNISzMFwG7RG64Aynt7xMJOyp3B8/gn73D6fSnZZH2F3RxWlmWXsaN+By5LJ8q1RphbGOH5sDidW5O5zv5Mn5rOuto1gNM7KXY28s62JueU5hKJxSrJdFGe7qPaFcFiNVOIUoMSTT6DmCxhj/pdw03wWz/g61Vt3kJvxFh3hMJnBk/jhwnmc+977OGNZBGvb+OXZ84hY6nmz5nUWlSYrNYu9TppaTuPxc29kT3APX1r2Od7q2ExF3TIqLHVclj0Oe8LON6d/+/BP/BH2uRlFRGLxoQ5DRERERI4AZUFkwJgtfb3NajxU1b4QNovB2Dx3rxWQzYEIeW57j685Nz1DwuIgNOEcnnF8FoDXHSUAqQpIAFdnUjCVgLQYRGIJjs2ZmbpNvu3QE5BmZSWoAlJEhlZuhp2WQIR4IvmpiD8SGzHzHwGOLc7mps9M7HN2YKbDSiAMBa7R+GJ12PPeYre/iksnXNHr/UrtlQC8Xfd3AHa2b8drLQUM7rjwWP7whZlMLcza534zS7L5wxdncd/Fs8l0WFlZ1ZL6MK3Y66LE66SmNUhNa4hib1cC0mGzYPinMj30e0J155KdYSfb6SQ3dDautrPJdealdjTfWN+O1WJQ4HEyxjOWyyddSbE7+TpXnO1KdQ8UuAqY6pnAMncG8zf+kr+5MlkTqeaqKVf3mE85XJw9rZDPzSge6jBERERE5AhQFkQGjJkg7G1W46Gq9QUpynbicVhTCc7umv1hcjO6JSDjMZybnidcfioJp5c3MxbTRib/cIzCgpUKz7jUTZ2dcxlTm9B0zoKc5J2GzbCRiHrIs5Uccuzm8UAzIEVkaOW6HcQT4AskK8n94ZGVgOyPDLsVfzhGkbuY3eEPcBW+zElFp7Kg6OReb1/gKiIRLOWN6qXEE3F2tm/HES/CZbOkEoF9sVoMjivzsnJXK9W+5DzjkmwXRdkuattCVPuCFGc7e9wn02GlsS3ZrOJx2vC4bLQFo7SFonicNlx2Kxl2C9F4gqIsJ1bLvonT4mwXrcFoagTI/JLTWety4ku0cae3iDxnPmePOe+gzp2IiIiIyMFSAlIGjJmA7K1S8VBVt4YoynaR6bDuc9xEIkFzIEJutwpIe/V7WP11tE88l3vX/xdBR5BL7bex3OEl316Ow+pI3dasSjQThalEJA5OGP1pIr5jcR3GBbpZWdn9sUREhoL5QU1zIDkH0h+OjpgNaPrL3flBVnFGCRH8xNun8qPZN2Mxen9+9jhthJpOZKNvPX/45C6aw83Ew6Mp9rr6vUtz5ZgcdjYHUu3vRdlOSrKdxOKJVEt2dxl2K3Wdm69lOW1kOW20haK0h6Jkdc5GzHUnX8e6V092ZyY1azqTnvOLTgLg7pxsNrkjXFD+BeyWAydQRUREREQOh7IgMmDMaoveZjUeqhpfkJJsZ6pypefjxYjEEj0qUZybniFuz+RFR5xHtv6FVuerbAllY2TUUOSc0OP+ZlJw7wrIaDzBT2b9ilDd+b1uMNBf3XfX7q1KRURksOR0flDT5E/uhH00VkCaH2SdXnom5dZFWPZc0WciLstpI9J6PCcXLubJ7Y8CEOjI3ydp2Jc5ZclduV/9pB6vy4bHaeuRONw7ieh2WPEFo6nHz3JaaQslKyDN3aHNZHLJXtWTppLOY5pt32Mzyylzl/FEdhaJuIPPlZ/f7/hFRERERA6VEpAyYI50BWQoGqehI0xxtgu3w0bHXsdt6azkSVVAxkI4t7xEsGIxj+x4LHkb6z8JGNUY1gBlGRN73N+1VwVkKgEZS1amwOFVLlo7E5uqfhSRoWbOyjWfNzvCMdyOo2tfOrfDRjwB07zHMdlyOXaLo8/bJysODS6ruJ4JWZMAaGrN3adtui+TR3vIdFhpDkRSG8702Hhmr2Rm942BspzJhGVjR5h4gtTu0OZrXvF+EqHm1805kIZhdLWZ++bhse87t1JERERE5EhTJkQGjDmjsbdZjYeitvPiqcSbbMGOxhOEo127Yzb5zQRk8iLSsfNvWEKtLC2azK6OnVxY8UXiRgjn6JcAGJs5qcfxuyogjR5/RuNxQtFYj9scCntnQlMJSBEZaqkW7M7nzcAI24SmP8yfN1k9H09Vv++PmfALR2386vj/4Nop36GtPTtVYdgfts45kNBV7ViU1ZXALNormdn9d+JxWslyJpOmQFcLtlkBuZ848tx2nDYL1a2h1NfOLDsHrzEBe/sp/Y5dRERERORwKBMiA+ZIV0Ca1RvJCsjkRVn35KZ5IW1ejDk3PkPMlcuf2z6kOKOEa465jkzKsHk2kkhYGJs5vsfx923BTv4ZiScIHoEKSLOi8nDauEVEjoScvRKQ/nDs6JsB2fnzBiIxwrF4jzm9vclyJW/fFoxSkDGaWdlnAMZ+Kw/3x2zDNisnXXYrozIdqZbs7jI6Y8ywW7BZLamkYzKe/lVAGoZBcbYz9RoKMNZTwUx+hMsYdVCxi4iIiIgcKmVCpE/Ltzdzyf+uJHgIVYypXbAPMQF5y6sbuevvW1P/rmoxE5DOrgRkt2O3BJKzzHLddgh34Nz+V96rWMAnrev44vgvY7XYKLefAkA8VEiWo+fFmrkLdqoF29pbC/ahX6DbUi3YR9dFvogMP2YyqzkQIRZPdLZgH13PTd0rIKPxxAErIM3kX3soOZPRrCjc3+Yv+1M5Jgfo2W5dku3qtYLRbME2H9tMOkJXRWaeuQlNH63gxdkuqloCPb4WisZVkS8iIiIig+boGvgkB23FrhY2N3RQ1RpkYn7mQd031YJ9iAnIf2xrIp5IcN3CcRiGwdoaHzkZdgqznKnKle7HbupWAena9BRGNMgfHSFyE7mcWXYOAOOdC/k49AixQBnOvap9XH1sQnMkZkCqBVtEhpNct51mf4TNezqIxhNMyHcPdUiDqvsHWZFYIvUcvT9mErCtMwFpVhTub/OX/Zla6OEnZ0zmlIld1YffOXU8sURvMSYf00w2dq+QNOM5Z1oheZl2ivqoxDym0MND7++iIxwls/OYoWgclz4QExEREZFBokyI9Mm8wDJ3zzwYZuVj4BCqJ80NZ5r8EXY0B0gkEqzc1UrlGC+GYXSrXOnaYbslECHDbsHT/BGet37Kx0XTWd62ngsrvojTmrxAzLJn499xDeE9Z+zTCu3cexOazkRkJBZPJSAPaxfszopKl13/7URk6OVm2GkOhFlZ1QLAnLKcIY5ocGV2S0CGD2IGZFso+ZpW4wvisllS7ez9ZRgG5x1bRLar637Ti7OZWZK9z23de1VAepw9N6WB5I7mZ00t7PMxK8tyiCXgw92+1NeCqoAUERERkUGkd57SJ7PFrPvsqP4KHEYLdm23x/tgVwu7W4PUtYVSF8iZ+5kBOdXVjPeFrxDPGMW95bPJsLo5r/yC1G1cNgvxYCmJmGefC6+9N6HpXgEZPAKb0NhUASkiw4hZAblyVytjclwUZh1cJV+6M+crdoSjRGNxHAeYAel2WLEYXRWQ1a1Bir0uDKPv+x2OVAt2Z+t1Vi8VkP0xszQbq8Vg5a7W1NdCkZhej0RERERk0Oidp/TJTDx23z2zvzo6k4OhaJxovJfesn48LsDKXa180HnRVDkmObzfrAoJdJ8B6Q9xS/wOiIf5ZNHveLP+H5w79nyy7F1VJd0vtvZNQCaPaVbBdO2CnSAUMSsgD71dza4ZkCIyjOS67TR2hFlV1cqcMUdX9SN0JfeSm9AkUlXv+2MxDDxOG+1BswU71GOO40Awk6Rm9WX3pGP3asj+HGd6URYfdFa7giogRURERGRw6Z2n7JfZBg1Q23bwFZDd5zMGDrIKstqXTHgeV5rNyqpWVuxqISfDzvhRyRll3TcPMB3XupRpsfVsnvctfrTlbqwWGxeN+1KP4/ZMQPa8eHPa92rB7vyzewu2KiBFZKTIzbDTGozSFoqmPtw5mnR/HYnE4jgOkICEZCKw+wzIvjZ+OZIxZu01A9LcFftgVI7x8kltW+q1ObkJjT4QExEREZHBoUyI7Ff3NujqQ5gB6e82n7H7rMb+qGkNYrUYnDF1NI0dYd7c3JCa/wjsswmNEW7nyuCD/NUziavqn6YuUMctlbdS4CrocVzzYsuAfdrt9t2EJvlnj01oDmN+o1UJSBEZRnI6d0+Go2/+I3Rt8OJP7YJ94FbqrM4EZHsoii8Y7XXn6iOpaxfs5J9mG/jBtF+bUnMgq5MdBaFo/LBe00REREREDobeecp+mW3Q40a5qfEdfAu2PxxLJfUCnS3MB/PYRVlO5o7NTd2/+wVy6sKxs807Y8VdZBot/LTAidPq4j8/fS9zC07Y57hm8s9hs+wzt2vvTWi6t2AHj8Qu2KkWbP23E5Ghl9u5ecrROP8Rks/1TpsluQlNNJ760KkvWU4r7aEotZ2viX3tPH0kmBWQZuWj2QbuOYQE5N5zIJO7YOv1SEREREQGh955HoUSiQR72g+cUDTboCvLvLQEIj1aqvvDH4lR4ElW2JjVkB3hZOXIAR+7NUSx18WYHFfqGN1bBF3+aqyWZOucY+uruFf9N9d7p9OOjx/OvplyT0WvxzWTf71ddDn3qYDsTEDG4oS0CY2IjDC57mQC8mic/2jKsFvxR2JE4gkctgNXQHqcNho6wry/sxmAkoFuwbb3bME2YziUCsjUHMhdyTmQoag2oRERERGRwaN3nkeh1zbs4dz/eT8133F/zDbomaXJTVwOZifsRCKBPxwjPzOZPDRnNf7slY386MVPDnj/Gl+QkmwnhmEwrzyXAo8jNf/Rvvsd8v90Io87fsa0+hfIfu0brCqYyrs5bcz0LObY3Bn7Pa7Lvv8qxFFuR2drW/KCr9cW7MOYl2UmIFVxIiLDQXFn9d6J5blDHMnQcTus+DtnQNr7UQGZn+mgqiXIbW9uxWJAaU7GgMY3qvM1dHS3CtXCLGePfx+MyjFe1nXOgVQFpIiIiIgMpoP/CF3S3jvbmojFk1WQZoKwN2YbdJk3I/XvCfmZ/XqMUDROPAH5nuRFklk9ubPZT1uw7wpIc/Mb8+L4xlMn0B6KplqmXeufIGFzUxGtZU7trUSzx/KzgmISbTV8tvirfR7bTCC67PsmEk+aOIpHlxyfitlmtmDHki3YNouRSiIeCrOysrfHFhEZbGNzM3hkSWXqw52jUWYqAZlIPef35doF41g4YRQJIN/tIKezjX2glOVk8NhXjqciryvR+avPTj3k16I5ZV7+uHwXK3a1EE8c3odqIiIiIiIHQwnIo0wikUjNfzpQItBsgy7uHLJf3dr/OZBmxWOqBbtzVmOzP0KzP5KsNtnPDp51bcnHMYf795h3FQ3i2PoywYnncvnOz3Gp4+8UnzSXrWt/RnjP+RTP67uSx6x87K0C0mIYVHS7EE/tgh2Pd+4WeniVImrBFpHhpr8fKo1UbruVjkj/d8HOctn49Li8QYisy7i9EsR9fXB4IDNLvFgtBu9sawL0eiQiIiIig0fvPI8y1b4gtZ0JvgPNYjTboEe57ThtloNqwTYrHs0LJX84RjyRoDUQIUFXkrHXx+3ccbu4l+H+jh3LsITbCE3+HIYzi2ed5/Fo/Ru4LB4irXNSmyrsj6uPBOTeumZAJo7IrCwlIEVEhpeM7i3Y/aiATHduh5VphVm8qwSkiIiIiAwyvfM8ypjVjwBtfSQgu7dBG4ZBUZbz4BKQnRWPo7olIH3BKLFE8vvVrfs/VrXPTEDuO+PKtelZ9mTmc0vjmxjOKlqjtbxT9xaTnKdDwpHaVGF/+qqA3JtZoWnOgDzcWVnmxa0u+EREhodkC3aUSCyx36r8kaZyjDe1yZxej0RERERksOid51Hmg6rW1K6abaH972q9dxt0sdfVZ9Jwb2YF5Ci3AwPoiMRo8UdS3+8rmVnjS25+Y85iNBnhNhzbl/JQ6VRerX6FHa7/oC7jQayGlSJOw2WzkHGA+YoHk4DsasFOdLZgH96sLHNTG83cEhEZHtx2K75glAQcFRWQkExAmpSAFBEREZHBoneeR5kPdrUwrzwHi9F3BeTebdAl2S5qfP2fAWkmIDOdVtwOK4FwjOZAVwKyuo9jVbcGKcxy9hiyb/gb8PzthwTjYZ6ON3B8/jy8xmSi9u18pmQxgUDmAasfoSv5158kYNcmNEdoBqQqIEVEhhW3w0pr5zzk/uyCPRKYcyBBH4iJiIiIyOA5Ot5tC5BM7NX4Qswdm4PHaaOjjwTk3m3QxdlOWgIRApH9V0121xFOHtvtSCYg/eEYzf5w6vs1fVRT1vhClHRrv3ZseYm8vyzEufl5np52Nq2xDi6duIR59psw6r/M1VOvozkQIdd94MH8DquBQX8rILtasIPahEZEZMTJdFiJxZOzQexHyXOzOQcSOOzRIiIiIiIi/aV3nkeRlbtaAJgzJpmA7LMCcq82aLMVu6/W6RZ/hOXbm4GuCki33ZrcZbRbBeSYHFfqOMFIjGWbGvZ5bLPy0gg2k/XGd4l5x9H0paU8bGlnYvZkZubOJtPpwN88C68jhxZ/5IAb0AAYhoHTZunXRZeZMPxgVyvVLQFc9sOtgEzeXxd8IiLDQ/exHXbL0dGCDV1t2If7uiYiIiIi0l9653kU2VDfTqbDyvhRbrKcNtqC+09A1rWFGO1xpJJwY3IzANjS4N/vfR5ZtZtvPrUWfziW2oQmVQEZidLcOQNyamFWap7k02tq+I/n3mVbY/K44WicRPseSrOSF4WZ7/8WI+xj84Ifck/9a+xo38bnK76EYRhkOqypDWJ2twYZnXXgCkiAKaM9TMjPPODtrBaDUq+L93Y0U+0LMTbX3a/j78/Y3Ay8LlsqmSsiIkPL7bCl/u44SjahAThlUj7ZLlvqwz4RERERkYFmO/BNZKRo8kcYlenAYhhkOa2091EB2eTv2dI8qcCD227lg10tnD6loNf7VLUEiCeSFYypCkiHrXOX0RjN/ghZThtjczNYunEPkVicKWt/zQrXM/zzk1/Dgsto2/oubzu/SXj9aCyer+H66E/cO/kk/nP1dwE4oeBTnFL8mc5jJ5OUH+5upS0UZXapt9e49nbfJbP7dTuAJ746l1C0q5rzcEzMz2TpNz59WMcQEZEjJ9PR9bxuO0o2oQGYXpTF63o9EhEREZFBpATkUaQ5ECGns03Z47RR1dJ3O/WozK4EpM1iMKs0m5VVrfu9zzF7XuIax7PU1N+NP+zCabNgsxhk2K3UtYU65zTaKfa6iCcg9v7dnNHxDI2JLOas+Qkdo+yMf+sXVCfyGGXPwPP2zTRk5HJfdDfzCk7k+uk3UuwuST2emYB8e2sTAHPK+peAPBg2i4HNof8mIiIjkbtbAtJ+FFVAioiIiIgMNr3bPoq0+CPkde4UnXWAGZBN/vA+u0pXjslhW6Ofpm6byZiMQCNXddzDbMtW5i7/BrGgj5m2Kjxv3MRktuOPJGdAftF4nc+uv4n77f9B2Qf/zkuxeSwK/QdN9mKyl32HWAKWRL7H9vNewHfa77l/5vmE4mGumfrNHslH6KpIfGtrI6VeF0VqJRMRkYPQPQHpOIoqIEVEREREBpsSkEeRJn84VQGZ5bLttwU7kUjQEkhu6mIEm3GteYCM1f/DZ6Ov4STMB7uSVZD23e9gq18DQMa7t7LDHuMi73yy/Fu5YfvXeYTvkrHu/7i+7od4Q7XMa32F6/z/SU7HZoqMJpbZFvKtyLVEXbn8Nv8XhCoW85eKX1NlFJOfncmeCWfyZOO7nFx8GuWein3iNC8cq1qCqYH6IiIi/dV9tIZNFZAiIiIiIgNGvaVHiXgiQWtnCzQkW7A7wjGi8URqoxmTPxIjHEuQ67bj/uC/cK+6G4BjgDudJ7B056842/kh2S99FSMRJzTuDBzb/spvvbPZmLeLb7oXc1fN6zxvP4uTP/svuJ69grvjN1MUamRDRiXZlzzKuf/5PvEwjC5aR9T7AivbrsZ3wQP848XlZE64hSv/fhfZDi+BmJ/LJnyl15+p++yuyjE5A3HaRBQEIxAAACAASURBVERkBOvRgn0U7YItIiIiIjLY9HH/UaItGCWWoKsC0pnMPXf0UgVp7lad47Li3PQc4bGn0HDVOto//WPOMJZz1pabyX71GqL5x+Kf8w0cO98k7MhlpbUYgHecn3BR4e/5Y9Y1hIoreWrCryikkS3xEp6ecAs2h4vRHieGvYFw7mNELE3UZTxAMBbk4+h9YPUx1lNBVcdOFpeexfjsCb3+TN0vHAdi/qOIiIxsmT1asPWWSERERERkoKgC8ijRHEgmFfM6d7Y2E5BtoSjejJ6zHs0E5KTQx1jbq+k48fsknNkEZn+djZs3cFr940Q8pbSe8yCJzNEEZizh1XU1RHfcRma8hFC8g12ue7G7PJzxSg0nZC7hgfCvqU/kcpUnF4Airw3fqEewW2zMy/g673IP17z9LwTs25hkXM4vj7+GRCKBYey/IsVMQGr+o4iIHIqem9CoAlJEREREZKDo4/4RoiUQ4bfLNhOIxHr9vplUzO22CzaQmgP5x+U72VDXnrxtZ7Jy/J5XSdhchMadkTyIYdA6///x08gS/s32U25cuoe3tzYS95SwKZyHxdZGoXMM/t1fJB4Hh5HNMd6pvNf+INszQrTbIrza+nNOf3khW7Kux5pRxdWTb+Sk0WcRblzIjo5tRNqmUuk9q/Ph+r4YNGd3af6jiIgciu4zILULtoiIiIjIwFEF5AjxzrYmHl1VzexSL4umFOzzfTOpmGPugu1KXnS1haJ0hKP899vbaewIM6VwIi3+CDaiFO5+lVDFYnBkpo5zTFEO95dfQl1biOqdLTT5IywYP4rq1iAWu4+CjAI+9k/At+n7nDy9kO/MLWPJm18hVvoXAOpCMS6s+AJ1vjjNLaM4b/xi1lT7CNWfwWfGTeelDYWUHpvRr5/Zm2HnjGMKOH9G8WGdOxEROTrZrBYcVoNwLKEEpIiIiIjIAFICcoSo8QUBWLmrpdcEZIs/DHRVQHa1YMeo8YUAqG5NHqPJH2aB5SNsoWY6Jn2ux3FsFoPbLjgWgLv+vo2/rKwiEImx29cK3hAlmYWp27odVjLtmVxa9iPu3Pwt4lEv35/1K04pn9bjmCXZTsCGv7ES4o0UZTv79TNbDINbzpnar9uKiIj0xu2wEQ5E1IItIiIiIjKA9HH/CFHTmkwirqxq7fX7TWYLtnuvFuxglJrOxKOZiGwORFhiW0rc6SVcfsp+H7NyjJdYPMGaah81/noAyrO7EpDmcP/yrAo6tnwX/7ZvMi1v3w1l8jIdOKwGH3TGXuLVPEcRERkc5hxIVUCKiIiIiAwcvdseIao7KyC3Nfpp6qx27K4lEMHjtKYusLpvQmNWT9b4giQSCYob3+FUywf453wDrPuvRpxVmo3VgPe2N9MSbgSg3FuEo7OKxO1IPobbbiURy4SELbULd3cWw6Ao24UvGMVqQIGnfxWQIiIihyszlYBUBaSIiIiIyEBRC/YIUeMLUuJ1Ud0aZFVVK5+Z3LMNu9kfSbVfW1q3U/zerfzBXkvFejexeIJx9iCvR+fg65jFhXv+m92WYhyz/qXPx8x02JhalMUrn9Rj2NoAKHDlU5S9h53NATI6h/ubiUiP04rD1nvOuyTbxc7mAIVZTmwWXQSKiMjgMF+rHKqAFBEREREZMHq3PQLE4glqfSFOm5RPht3Cyl37tmE3ByLkuh0AZK64E+fWV5loqSUnuJOc4E5mWrbyO8fdjHn0JEpju/g/79V9Vj+a5pTl0NARxrD5ABjlLKAkO9lCbVaVmO1tub1UP5qKvc7OP9V+LSIig8d8jdKHXyIiIiIiA0cVkCNAQ0eYaDzBmBwXs0q9rNzVss9tmv0RSr0uDP8enBufITjtEpZsPI/ZpV62NfrZEwuyIPgmv3I+wZvGPLblzu/XY1eO8fLQP3dhsflwWly4be5UMtG8qDMTkTkZjv0ep7gzaWn+KSIiMhgyNQNSRERERGTA6d32CGBuIlPsdVFZ5mVrL3MgmwMRctx2Mj7+M0Y8TGDmV/E4bbQFo1S3BjluTC7PxBdwz6xnuTpyQ6pa8kDMOZAWu498VwGGYaSSiGYC0mWzYNC1AU5vzKrJEiUgRURkELntVqwGWFUBKSIiIiIyYJSATAPhaJyvPbKad7Y19fp9cwOa4mwXlWNyAFjVbTfsRCJBSyBCvjNBxtqHCJWfRix3AlkuG3VtIVqDUSYXZJLpsLKl0U8w2ne7dHfmHEins518Vz7APi3YhmGQ6bT2mYA0W6/N6kkREZHBkOm0qfpRRERERGSA6R13Gvio1sfq3T5e/qS+1++bu1gXZTmZWujZZw5kWyhKLJ7ghMCbWAJ7CMy6CkjuhL2tyQ9AiddFidfFutrkZjJ9JQv3dsPJ48n2BBjlTCYgT5o4im+eNI6phVmp2/xg0SQumVO632NML8rimyeN45SJ+f1+XBERkcN10axifrx48lCHISIiIiIyomkGZBowk4kf7GohkUhgGD3bxGpaQ4zKdODq3MlzVomXD6q65kA2+SO4CPHpqv8hkj+dSNlCADxOG5FYAkgmIIuzXby9tRE4uATkzJJs/GubGNVZAZlht3L53DE9brP4mNF9HsNqMfa5j4iIyECryHNTkece6jBEREREREY0VUCmgQ86N5Wpbw+zu3PeY3fVviAl2V2tyycVhjEaN9JRvQ5iYVr8Eb5ufQFPqJaOhT+DzgRmlrMr/1yc7aI420k8mY/sdws2QEe0nVA8RL5T1YsiIiIiIiIiItKTKiCHuVA0ztqaNj5Vkcu725tZuauFspyMHrep8QWZVpiFpaOWzHd/zbUbnuBaJ/A0xLLLyS27nKttz7On7CwoOTF1PzMB6bRZyHPbKfF2bQCTcxAVkA3BBoBUBaSIiIiIiIiIiIhJFZDD3Me1PkLROBfNKibPbe8x2xEgFk9Q6wsx37KWvD+fhHPTc7TPvpobYtfzWNH3SNhcHL/uFgCa5/2wx309rmQCsjjb2WP3aoC8fu6CDdAYUgJSRERERERERER6pwrIYW7lrlYM4LgyL3PKcli51xzIho4wkxLbuWTnLcRyymk96z7i3nJqa9ZyT3uIUy+/hn++dA9PbQrzs4LyHsfOciZnRpqJR3P3aqfNQkbnPMn+aOysgMx3FhzujysiIiIiIiIiIiPMoCUg4/E4N998Mxs2bMDhcHDLLbdQXl5+4Dse5T6oamVKvov8qle53LaNvwb2EPznx+R2VihaW/w84PgvYnYPbZ99iLinGIA5Y7z899vbaQkm+Jv7DN611eGw9Sx4NVuwzdbrYm9yjuTBzH+ErgrIPOeoQ/9BRURERERERERkRBq0BOTSpUsJh8M8+uijrF69ml//+tf84Q9/GKyHPyzBSIzattBB3ScWDdDavOqwHjeeSJDRsJzvuV6haVkVY4Gr3BBbDQ2dt3EB9XY3az99K6MIQ/sOAMoK2jEce3h83Wq2+FrxZgXY2fk9k582DMce3G5n8nuJBJmZjXg8rn1u25cd7dvJtHnIsGUc+MYiIiIiIiIiInJUMRKJRGIwHujf//3fmTlzJueccw4ACxcu5K233trv7SORGC0t/sEI7YD+7cm1vLe9+aDus7DkV6z2+gYoouFnfNZE7lv40FCHISIiIiJHiYKCrKEOQURERPpp0Cog29vb8Xg8qX9brVai0Sg22/AfQ3nTaRP5pLbtoO4T8f+EOU2vHPZjGzY7hRMqMWzJtug6X4i6vaoxc9x2xubuW31Y3RqkoT0MQFlOBnmZ+7ZW72oOUJaTQedISZr9EWwWgyzXwf1eJmZPPqjbi4iIiIiIiIjI0WHQsn8ej4eOjo7Uv+PxeFokHwHG5mb0muDr22hg/pEPpuQI3/ZgjiciIiIiIiIiInKQLAe+yZExZ84c/v73vwOwevVqJk9WxZyIiIiIiIiIiMhIN2gliKeffjr/+Mc/uPjii0kkEvzqV78arIcWERERERERERGRITJom9AcrOG0CY2IiIiIiAwv2oRGREQkfQxaC7aIiIiIiIiIiIgcfZSAFBERERERERERkQGjBKSIiIiIiIiIiIgMGCUgRUREREREREREZMAoASkiIiIiIiIiIiIDRglIERERERERERERGTBKQIqIiIiIiIiIiMiAUQJSREREREREREREBowSkCIiIiIiIiIiIjJglIAUERERERERERGRAaMEpIiIiIiIiIiIiAwYJSBFRERERERERERkwCgBKSIiIiIiIiIiIgNGCUgREREREREREREZMEpAioiIiIiIiIiIyIAxEolEYqiDEBERERERERERkZFJFZAiIiIiIiIiIiIyYJSAFBERERERERERkQGjBKSIiIiIiIiIiIgMGCUgRUREREREREREZMAoASkiIiIiIiIiIiIDRglIERERERERERERGTBKQIqIiIiIiIiIiMiAUQJSRERERKQfEonEUIdwSNI1bhERERk5lIDsh23btg11CAftzTff5Pbbb2fDhg3E4/GhDqffFPfg0/oePOkadzquEUjP852OMZvScZ2k6/lO17ghPddJVVUVd999NwCGYQxxNP2XrnED7NixY6hDEBERkSPMevPNN9881EEMV7t27eKXv/wlL7zwArt37yYcDjN27Fji8fiwfCOXSCQwDIM777yTN954g6lTp/LGG2+wfv165s6dq7iPsHSN26T1PTjSNW5IvzUC6Xm+0zHm7tJtnaTr+U7XuE3ptk66e+WVV3juueeYNGkSxcXFqd/FcJeucW/evJlf/OIXzJo1i9zc3LSJW0RERPqmCsg+vPTSS4wePZqHHnqIKVOm8Jvf/IZwOIzFMvxOWyQSIRKJAMmLlMsvv5xLL72Uq6++mieeeIJt27ZhsViGXQuO4h46Wt8DL13jNqXTGoH0PN/pGPPe0mmdpOv5Tte4u0u3dRKNRoFk4vTll19m1qxZPPbYY0Sj0WGbDEvXuPf25JNPsmfPHp5++mkg/ao3RUREpHeqgNzLG2+8QV1dHSUlJaxatYpx48YxefJkJkyYwMqVK1m1ahULFy4cVp/YP/jggzzwwANs2rSJ0tJS3n//fYqLiykrKyMnJ4eOjg5eeuklzjzzzGETMyjuoaD1PXjSNe50XCOQnuc7HWM2peM6Sdfzna5xQ3qvk/Xr1zNlyhSKi4txOBycddZZfPTRRzQ2NjJt2rRhV5WXrnFDcp00NDRQWlpKIBDg3Xff5fLLL2ft2rXY7XbKy8uHZdwiIiJycIbfx85DZMeOHVx++eU899xz3Hvvvbz22mtYrVbWr19PIBAA4KabbmL16tXU19cP+Sf2iUSCRCLBo48+ytq1a/nRj37E9u3bWb58OTNmzODVV19NxX3xxRcTj8epq6sb0phBcQ8Vre/Bka5xQ/qtEUjP852OMXeXbuskXc93usZtGgnrpKqqiscffxyAM844g9LSUhYsWMC7777Lnj17MAxjyCtO0zVuU/d1cvfdd/P444+TkZHBkiVLmDFjBjNnzuSll15Kq+pNERER2b+hv4IcJpYtW8bcuXO57bbbWLJkCX/961+56KKLWLduHWvWrAGgsLCQ4447bsgHvre2tmIYBoZh8MEHHzB//nxKSkr4/Oc/z4oVKzj//PMJh8O8/PLLBAIBdu/eTU5ODoWFhYr7KIq7O61vxX0g6bRGID3PdzrGvLd0Wifper7TNe7uRsI6ueiii9i4cSMAVqsVgJkzZ1JUVMQDDzwADG1rcLrG3d2yZcuYN29eap28/vrrAJSUlJCVlcWJJ55IZmYmTz75JKCdvEVERNKdbagDGCqRSIRnnnmGsWPHcsIJJ1BYWIjT6QTA4/EQjUbJycnh7LPP5sUXX2T79u00NDSwfv16srOzhyTmWCzGnXfeybp165g1axaLFi3ihhtuwOPxAMmdJSsqKgD46le/yrJly7jxxhtpaWnh3HPPHZKYFffQ0PpW3AeSjmsE0vN8p2PMpnRcJ+l6vtM1bhiZ62Tr1q1MnTq1x31GjRrFokWLaGlpGYqQgfSNG/peJ5mZmbjdbjo6OnC5XFitVoqLizn++ONZunQp5557Lm63e0jjFxERkcNzVM6A3Lp1K//6r/+K3W5n7dq1bNu2jVNOOYVPfepTADz77LN4vV5OOOEEpk2bxqhRo1i1ahXRaJQf//jHZGVlDUncy5YtY+XKlfz85z9n27ZtvPPOO4wdO5axY8fS0dHBfffdx+c//3kKCwuJRCIsWrSI0tJSrrjiCiorK4ckZsU9+LS+FfeBpOsagfQ83+kYM6TvOknX852ucY/kdXLhhRdSWFjIzp07cbvdqaTYuHHjhiTmdI67P+skJyeHBQsWpFryLRYLRUVFnH766WRkZAxZ7CIiInJkHFUJSHPI+YYNG/B4PHz729+mvLycDRs2sG7dOubNmwfAU089xZIlS9i5cyfPPfccp512GgsWLGD+/Pm4XK5BjXn9+vW0t7eTk5PDa6+9xqRJk5g7dy6lpaW0tLTw3nvvcfLJJ9PQ0MDWrVsZN24cP//5z2loaKCyspLS0tLUp8uKe+TGDVrfivvA0nGNQHqe73SM2ZSO6yRdz3e6xg1Hzzr5xS9+QXNzM5WVlamW5sGWrnHDwa2TK664gqqqKp599lnGjRtHRkYGDocDm+2obdgSEREZUY6KV/Q9e/Zw2223UVRUxPz58wmHwyxfvpyvf/3rVFRUMH/+fB5//HE2bdqE1Wpl3bp13HPPPezcuZPLL798SN7ct7W1cccdd7BmzRoKCwuZPHkyp5xyCt/73vf44he/yOjRo6msrGTbtm3s3r2bNWvW8Oc//5n6+nouvPBCFi9ePOgxK+6hofWtuA8kHdcIpOf5TseYTem4TtL1fKdr3HD0rZMLLrggLdfJUMYNh79OcnNzhyx2ERERGRgjfhOa7du3861vfYtp06Zx7LHHcu2113LSSSdRX1/PsmXLsNvtFBcX4/V6aW1tpb29nerqaiZPnsz//u//smjRokGPubGxkQ0bNlBfX89jjz3G73//e5599llmzJjRY4h4eXk5HR0dxONx8vPz+e53v8udd945ZG84Fffg0/pW3AeSjmsE0vN8p2PMpnRcJ+l6vtM1btA6Udz9k47rRERERAbeiK2ArK6u5oknnmDx4sWMHTuWyy67DIDKykqam5u57rrruP322znttNMoKiqivr4eh8PBlClTWLp0KV6vd0jiXrduHb/73e8477zzOOmkkwiHw9TU1DBx4kQAbrrpJm644QZmz55NU1MTVVVVAMydO5e5c+cOSczpHPdHH33EbbfdlnZxp+v6Xrt2Lbfffnvane90jDtd1wik5/NJOsYM6btO0vV8p2vcWieKuz/SdZ2IiIjI4BixMyCzsrJ46aWXiMfjnHfeeeTm5rJnzx6ef/55zjrrLGbMmMGKFStYsWIFDz74IHa7nbPOOguv1zvoM4l27tyZetNVUFBAW1sb48ePZ9GiRVitVlavXk1raysnnXQSBQUF5Ofns2rVKl5//XW+/e1vM3ny5EGNN93j3rBhA+vXr6ekpISioqK0ibu7dFrfGzdu5I9//CNz5syhtLQ0bc53usZtSqc1AslqH3OH04KCAlpbW5kwYcKwPt/pGPPe0mmd+Hy+VPtuOr3mpGvc3WVlZfHiiy9qnSjuPqXTOhEREZHBN2IqIFtbW3nxxReZNWsW5eXleDweKisrGTduXGrXv1deeYUpU6ak5srceuutVFVVsWXLFj7zmc8MSdz19fVcf/31XHbZZVx00UW0tLQQDAYZM2ZM6javv/46n/vc52hvb+fxxx/nyiuv5KyzzhqSeE3pGHdrayt33XUXW7du5ZprrsFms9Ha2kogEBjWcUNX7LNmzWLevHkUFhYyd+5cysvLh+369vl83HPPPbz88suMGzcOl8tFS0vLsD/f6Rz3M888w5w5c5g4cSIulystngPNGWfV1dWceOKJzJ49m5kzZw7r55N0jNnk8/l44YUXmD17NhMnTsThcKTFOlmxYgV//etfueSSSxg3bhw+n2/Y/5+E9I3b5/Nx//33M2PGDCZMmMC4ceOorKxk/PjxWicDIF3jTtd1IiIiIkNjRMyAXLlyJZdddhnbt2/nwQcf5P333wegqqqKhoaG1O327NnD+eefz1NPPcWFF15IVVUVFRUVQ/IGKJFIAMkL2Xg8zjPPPIPP5yMnJ4e2tjaWLl0KQEtLC2vWrOG9997j+uuvp6mpiUQikbq/4u5/3A888AB1dXU88MADZGVl0dLSkqrgHK5xQ7IV69prr6WsrIzMzEzC4TCQXN/19fWp2w2n9b1mzRquvvpqRo8eze23305hYSGRSIScnBwCgQDLli0Dht/5Tte433//fS699FJ27tzJ/fffz5tvvgkM7+dA02OPPUYsFuOWW27B4/Hw+OOP4/P5sFqtw/b/ZTrGDMnXyksvvZQdO3bwpz/9iYcffphoNEpDQ8OwfS6Jx+MAvPHGGyxfvpzVq1cTDofJzs7G7/cP2/+T6Ro3JJNhV155JdFolE2bNnH//fcTi8Wora0dts8n6Xq+0zVuSM91IiIiIkNrRCQgP/nkE5YsWcIPf/hDKioq2Lx5MwCnnnoqzz//fOp2Tz31FDfeeCPr1q3jjjvuoKKiYtBj3bRpE/F4HMMwgGQ78JIlS1i4cCH33XcfwWCQr3zlK2zevJn29nb8fj9NTU3U1tbyi1/8gu985zsYhpG6v+Lu28aNG1NxT58+nbKyMq6++mruuOMOfvOb33DPPffw5S9/edjF3V1jYyNnn302CxYs4MUXX+S9995jy5YtnHPOObz44oup2w2H9b1x40YApk+fzh133MGSJUtobm7G6/Vit9sB+NKXvsTGjRuH1flO17hNW7du5ctf/jI//vGPmTlzZuo58OSTTx52z4HQ9XwC8MEHH3DGGWeQl5fHnDlzqK2t5fnnn+cLX/jCsPp/mY4x762uro4lS5bwgx/8gEsuuYTa2lpefvllTj/99GH3XLJp0yYALBYLfr+fWCzGokWLqKqqYs2aNcDw/D+ZrnF39+GHH/K1r32Nm266iYULF+JwOLBarXzqU5/ihRdeSN1uuKyTeDyOxWIhGAwSiUTS4nyna9zdrV69mquuuiot1omIiIgMD2k5A3LLli3cfvvtxGIxRo0aRVNTE+PHjycnJ4dbb72V5uZmdu3axYwZMzAMA7fbTTAYpK6ujm984xtcfPHFgz7our6+nptvvpnnn3+e9evX09TUxDHHHMOaNWuYMWMGLpeLO+64g02bNjF//nyqq6uprKwkGo1y6qmncvHFF5OVlTWoMY+EuF944QU++eQTIpEI06dP57nnnuPcc8/lW9/6FhUVFTz55JN4PB6ysrKYPn36kMcNXes7Ho/j9XpZv349S5cuJRKJcMIJJ9DQ0MAjjzzCggULAPB4PAQCgWGxvs3z3dLSQmVlJQDBYJC//OUvnH/++VitVkKhEPX19Rx33HFDfr7TNe7uz4G5ubns2rWLTZs20dzczGuvvUZdXR0tLS1MnToVYFg8B0LP55N169bhdDopLCzkvvvu4/Of/zzNzc00NDTQ1NREcXExoVCIWbNmDen5TseY4f+3d6dhVZaJH8e/7BzZ8bDvh1WgNFCBYVMwREGxqUZMx9TKTG1xambcLm2mQpvJGkdpzNTcSXNpUtzFAEVSJBNFUUFkkQOKIJvs/F9wnTOI2PR/Eedhrvvz0lc/7+v33Pd5bp7nfrqf+u7s7GTVqlW4u7tjbGzMgQMHuHXrFlFRUZiZmaGrq8vJkycJDw/n4cOHmJmZaXQu6erqQktLiwcPHvD666/j7++PjY0Nra2t+Pv788wzz/Djjz9SX1+vPh7hzp07Gr8mB2puVfbePfnhhx/w8vLC3t6e8vJyDh48SHx8PPb29pSWljJ48GDJrDk9f5v4+/vj7u5OYGCgZMd7oOaGR9cduVxOWVkZdnZ2ODg4SLYngiAIgiBIy4B7AjIvL49ly5bh7e1NSUkJ8+fPJzY2Fn9/f9rb25kzZw7Lly+nrq6OlJQUioqKMDMzw87OjqSkJIYPH96veVtbW2loaODSpUvIZDJ27NjBuHHjWL16Ne3t7eTk5PDZZ5+xdetWRo4cia6uLnK5nIqKClpaWpDL5fj5+fVr5v/F3ElJSQwePJjp06erN+7c3d3x9vbG1NSUgoICWltbNZZbpWe/b9++zR//+EcSEhLIz8+ntraWqKgoEhMT8fX15cSJE9y6dQtTU1NJ9ruxsREAIyMjgoODUSqVAOjq6lJSUiLJnkg9NzzekQULFvDb3/6WiIgIkpOTCQ8PZ9GiRVRUVLB582aNz4Hw5PFeunQp8fHxKBQKli1bxtKlS1EoFABYWFhw69YtjY33QMzck5aWFvfu3ePEiROkpKQA8Oqrr5KRkcGNGzcwNDTE0dERMzMzbty4QXFxMSYmJhqdS1TX2jfffENDQwObN28Guq9FKysrLCwsGDFiBFVVVVy+fBldXV1KS0s1PpcMxNwqffVkzpw56j/EHD9+nOjoaPT19bl37x7V1dUa70nv6zI2NlY9d9vb20tyvAdqbpXe6878+fN58cUXGTlyJCC9ngiCIAiCIE0DZgPy2rVrbNq0CQMDA9zc3Jg6dSqzZs0C4KuvvgK6n/KJjY3FyckJLS0tEhISGD16NKampho7J+f06dOoHjKVy+W0tLQQGBhIUFAQH3/8MdHR0Xh6erJmzRpWr15NSUkJJSUlLF68GGNjY41k/l/LPXz4cHXukJAQTp48SUlJCd9++y0XL17E19eXJUuWaDT3k/rd1NTE0aNH+cMf/sDZs2fp7OzE0NCQ8vJyoqOjiY6OlmS/Q0JC+PjjjwGQyWSUlZXR1NQEgJmZGYsWLZJcT6Seu6+OvPLKK7S1tbF9+3bc3NyQyWTMmDEDd3d3tLS0mDhxIqNGjdJoR6Dv8R4xYgSBgYF88sknzXvGLwAAGHVJREFUJCUl8eyzz7JmzRosLS2pra3F1tZWo/PJQMwM3T1Zu3Yt0L0hFhQURG5uLtnZ2ZiampKYmEhSUhIArq6ulJaW4u/vT0xMjEZ7cubMGVatWgV0n4u3YcMGOjs72b9/PwAdHR0AhISEYGBgQE5ODjo6Ohof76ysrAGZ+0k9ycnJUb/W29LSQnNzMy+++CL79+9n27ZteHh4YGZmprGeZGRk9LnG95y7QXrj/aTfJlLP/aR1p6urS73R3tDQILmeCIIgCIIgTQPmFWxTU1P27NlDR0cHOjo62NjYYG5ujre3NytXrmTKlCn885//JDs7mw0bNgAQExODp6cn2tra/XpOzt27dzEyMgLA0dERpVKp/tqynZ0dlpaWBAcHs2LFCqZNm0Z8fLz6nLmxY8dibW2Ntnb/7w0P1NwPHjzA0NAQAAcHB/Xrp33lTkhIICsri++//56rV6+yaNEibG1tNXqOEvx8v99//32SkpK4cOECGRkZfPXVVxgaGhITE4OHh0e/97u4uBhzc3MAnJ2dqaioeKwnQUFB/O1vfyMiIgIHBwdycnK4f/8+AQEBAJLttxRzq/y3OXD+/Pns3LmTe/fusX79ejo6Ohg3bhxeXl793hH4ZeMdEhLChx9+SGxsLEqlkp07d5Kens57772HpaVlv493YWEhlpaWwJPnEqllVlHNg6ampuzdu5eRI0cik8mIi4tDJpOxd+9e4uPjGTFiBIcOHSI/P58vvvgCW1tbIiIicHNz6/ee/PTTT5SUlODg4ICjoyO3bt3C09MThUKBs7MzBgYGbN++nfj4ePT19Wlvb0dHRwdbW1sCAwMxMTHRyHgXFBRgZGSEnp4ejo6OFBYW4uXlJfncALdu3cLCwuJnexIXFwdASUkJn376KdnZ2VRWVjJz5kxCQkL6vSe5ubns3r2b4OBgHB0d+7wuVXP36NGjMTMzQ0tLS+PjXVlZqd48/G9rjpRy9/Tf1p3JkydTV1fHihUr+OGHHzTaE0EQBEEQpE+yG5AVFRV89913mJqaoq+vj6GhIY2NjdjY2PDjjz8il8uxtrbGwcGBvLw89PT0GDduHCYmJvj6+vLaa68xaNCgfs+8cuVKjh8/Tn19PXp6epiYmJCXl0dcXBwZGRno6upiZ2eHqakpFRUVeHp6YmVlpf5QioGBQb9mBlAqlaxYsYLU1FQePnyIiYkJhoaGXL58WdK5ofvr1YcOHVKfXXX37l1u3rzJ+PHjH8tdVlaGm5sbsbGxjBo1ivj4eCwsLDSSu6GhgTNnziCXyzEwMKClpYX29nasra0f6bejoyM//fQT0P36pLu7O35+frz66qvIZLJ+zVxRUcHf//53du3aRWlpKa2trdjb2z+x30qlEmdnZ2xsbAgPD1e/0tfflEolH330EUeOHOHBgwdYW1vT3t7O9evX++yJVHLfuXOHb7/9Vn096uvr8/Dhw8c64uDgwMWLF9HT02Pu3LnIZDL8/PyYPXu2egOwPymVSpKSkn7xeJeXl+Pu7s4zzzxDQEAAU6ZM0ch1WVRUxNy5c3F3d8fJyYnKykoKCwslnRm6e7Jy5Upqamrw9PRES0uL+vp6bGxs8PHxQSaT4eTkxPHjx2ltbWXIkCGEhobi7OyMr68vM2bMQF9fv18zl5WVsXLlSjIzM4mMjEQul3Pv3j0KCgoICAhQbwK7uLiQl5dHXl4eISEhQPcrw+bm5v2+vkP3+X1JSUns27cPPT09Bg8eTGtrq+RzQ/f8/cknn7B3715iYmKA7nWod0+OHTtGR0cHPj4+XLt2jZMnT7J48WJeeeUV9R+e+jvz2rVrsbW1JSoqiqqqqidel0qlEldXV6ytrQE0Nt4VFRWsWLGC7777jqamJqytrens7KSgoEDSuVXZ9+zZg5mZGUZGRujq6j5x3bly5QqdnZ3o6Ohw5MgRlixZopGeCIIgCIIwcEjyFeyDBw8ye/Zsqqqq2LVrF7t27QK6v1Tr4uJCREQE2dnZnD9/HgB9fX1cXFywtLRkxIgRREZGaiT31q1bsbW1ZcmSJXR0dLBz50709PSoqKjg9u3bJCYmkpeXx/r16/nXv/7FhQsXsLW1BTT7ZNXu3buxsbFhyZIlVFZWsmXLFvT09FAqlZLNrfoa7aFDh7hw4QIXL14EwNbWlsLCQkpLSx/LffHiRQYPHgyAjo6ORnKrZGRksG3bNvLz84Hu4wMuX76Mq6vrY/02MDBAoVCgp6eHQqEgODhYI5l37NiBo6MjX375JY6Ojly6dAkDAwOKior6HO+cnBwcHR0BNPoUxDfffIOtrS0LFy4kKyuLqqoqLC0tKSwspKSkRJK5jx49yuuvv86dO3dYt24dV65cQVtbmytXrvTZEUNDQ5ycnLCwsCAoKEhjcyBASkrK/2u8VTe1Ojo66g2c/qR6RbCyshIdHR22bt0KgL29PTdv3pRkZpWdO3cyY8YMxowZw9SpU5HJZBgYGHD79m1qamrQ0tKis7MTY2NjpkyZwoYNG2hpacHS0hJvb29CQ0M1kjs5ORl9fX3WrVtHe3u7+o+LNTU1nDlzBkD9heDJkydz/vx56urqNP402IkTJ3BxcWHr1q3o6+tjbm6OXC6nurpasrk7Ozv5/PPPWbp0KbW1tRgbG2NsbIxMJqO4uJgHDx481pN169bR3NxMSEgI6enp6nP++lNWVhbvvvsuzzzzDElJSeonCe3s7H52zbGzs+v3rL2lpKRgZWXF8uXLOX36NEVFRZibm//smiOF3KmpqcyePZs7d+6QnJxMTk4O2tra5Ofn97nu6Orq4unpydChQ8nIyNBITwRBEARBGFgk9QTktWvXkMvlpKamkpiYyO9+9zssLCw4fPgwtra2ODk58e233zJr1izq6upITU1l586dmJubM2HCBHR1dfs98759+zh06BCNjY2cOnWKt99+GxsbG6B7c8zExITRo0eTmprKpEmT8Pb2pri4mLa2NhYvXqyxm9d9+/Zx4MABmpqa+Omnn5g+fbr6qa/8/HxqamqIiYmRXO69e/eydetWSktL8fDw4PLly3h4eFBTU4OpqSlyuRy5XM7JkydJSEiQTG7ofm1PLpdTX1/PmjVraG5uxtDQEGtra/XXZ48dO8aMGTMk1++6ujq+//57FixYgJmZGWfOnKGuro6wsDBJjreqJ1euXKGoqIh58+Zhb2/P9u3bMTMzU3+ASGr9Vs2BBw4c4MUXX+Sll14iMzMTIyMjfHx86Ojo4ODBg5KaA6G7J6mpqTQ2NvLDDz8wd+5cyY+3qiO3b98mICCA06dPExsbS21tLbdv38bPzw83NzcOHz4smcwqqrnk2rVruLu7Y2dnx+eff05VVRUmJibY29uzb98+Ro8erd5Ed3JywsjICA8PD3R0dPp9c101l7S3tyOXy2loaGD9+vXk5eWRnZ1NTU0NEydO5PDhw4SFhanzWVlZER8fr5GneaG7J1u2bOHmzZtUVVXh4eHB5s2buX79unqDMS4ujiNHjkgqN3S/bt3R0cG5c+dYunQpYWFhKJVKAgIC0NHRoaWlhaNHjzJq1KhHemJsbKyR42uge7xPnTrFoEGDeOutt3jqqafIzs5GT09PfRSGlNec/Px8ysvLiY+Px8fHh0OHDmFmZoa/vz+urq4cOnRIcvOJat05duwY8fHxzJgxgx9//BFdXV38/PxobW3l0KFDzJw5s891RxPziSAIgiAIA5NkNiCLi4t56623SEhI4LvvvqO5uZmRI0cyaNAg0tPTKS4uZvz48ZSUlODq6srTTz/NsGHDiIyM5Lnnnuv3G++uri6Sk5O5cOEC4eHhZGVlceTIEXR0dAgNDaW8vJzm5mYqKytxcXHh4cOHeHt7Y2Zmpv6YS3+/QquyevVqcnNziYiI4MyZM6SlpdHY2EhkZCQymQxdXV1ycnJwcXGhpaVFMrk/+eQT8vLyePXVV9m0aRNlZWUsWrQIe3t7cnNzaWlpUd80KZVKhgwZIonc8J9+R0VFMXjwYAYPHkxoaCjXr1+ns7MTT09PnJ2duXr1Ku7u7pLqd1hYGJmZmRgaGjJx4kSg+0D9YcOGoVAoaGtr4/79+3h6emJubq7x8Vb1ZObMmeqbvwkTJpCZmcnp06ext7dn06ZNODk5IZPJcHd3l0RPes6BFRUVPP3003R2drJy5Ura29spLCwkIiKCqqoqnJycGDp0qEY7Ao/Pg6dOncLCwoJx48aRnp7OmTNnJDnePeeSjRs30traiqmpKQEBATx48IDVq1dTXV3N8OHDUSqV+Pr6ajyziqonsbGxtLW1kZqayo0bN4iPj6eyspIdO3YwadIkampqsLOzU2+AaWlpMWTIEHR1dft1s6BnRyIiIkhNTSU7OxtLS0smTZrEG2+8ga2tLdu3b8fZ2Rl9fX08PT0feUpdUxvrqp7MmjWLgwcPsn//fpqbm3nhhReYM2cOpqampKSk4OTkhIGBgXpzV9O5obsn8+bNY9KkScTExGBgYEBmZiZpaWk899xzQPc5p4WFhbi4uKhf+dV0T3JzcwkNDWX//v08ePCAYcOGoVQqOXz4MAkJCUD3F6Wrq6vx8fGRxHXZsyeHDx/m2rVrWFtbM3/+fIyMjDAxMWHz5s3Y29tjZGSEQqGQRG74z3wyceJELl26RGVlJXfu3OHYsWPU1dVRVVXFb37zGyorK5+47ojNR0EQBEEQfilJvILd2dnJnj17aGhoYPPmzSxcuJDdu3ezf/9+PvvsMxwcHDAxMaGoqIiqqir1DZWtrS3Ozs4ayaylpUVjYyMJCQnExMTw2muvYW5uztWrV/nwww9JTk7G1dUVXV1dZDIZpaWlGn99TKW6uprExETGjh2LnZ0df/3rXzlx4gQ3b97EwMBA/Zd4mUxGSUmJZHLX19czefJkhgwZwhtvvKG+0XNycuKpp56itLSUa9euoa2tTUVFhWRyq/rd3NzMxo0bARg2bBjDhw/Hzs6OGzduUFhYSH19Pffu3VPfCEql32PHjmXmzJmcP3+e2tpampubOX/+PGFhYdTV1ZGenk5lZaVGb7Z7UvXE39+fyZMnq/scHh7Ovn37mDdvHsOGDaOtrY2bN29q/HV8+E9HGhsbWbt2LYmJiTg5OdHV1cWyZcuYP38+5eXlfPPNN4982ECTHYHH58FZs2aRlpZGXV0dkZGRkh3vnnPJ3LlzqaysZPfu3Xz00UekpaUREBCATCbDwcEBpVIpubmkqamJTZs2ERwcjLe3N/PmzSMyMpLp06fj5ubGiRMnqKiowMzMTNORH+nIs88+y5tvvklJSQm+vr5EREQAoFAo1JteRUVFkhlvVU/8/Pz4/e9/z7Rp09TzIICvry/u7u7o6OhQWFgomdw915x169ap/z0oKAhzc3NKS0uB7g9FVVdXY2Jioqmoaj17MmbMGN577z22bNlCbW0t3t7e+Pn5cffuXaD7/1deXi6Z8e7ZkylTpjBmzBgGDx5MTEwMW7du5Z133sHf35/GxkZu3LghiTkQHl13vvzyS+bNm4eHhwdr165l2rRpzJ49m4KCArZv3y6Z396CIAiCIAxskvj11tXVxaBBg9ixYwfnzp2jtraWHTt20NzczNChQ3nllVeora0lMDCQ0aNHa+yDJz2pzktqaGigoaEBBwcHnnvuOeRyOZMmTWLNmjVoa2tTV1eHQqHgz3/+syQ2aDo7O3nhhRcICgoiIyODtWvXcvXqVaqqqkhOTqawsJCzZ8+iVCrx9PSUVO6YmBiefvppANLT09Xn9EH35lJ7ezvnz5/H2tpaMrnhP/3esmULRUVFnD17Vr3JGBkZSVtbG6dPn8bS0pKoqChJ9tvDw4PIyEg+/fRTqqurGTRoEKmpqbzxxhvI5XIWLFggifHu3ZPMzEz12VqpqanU19ezceNGzp07R0REhGR6ourI9u3buX79OmfPngW6v0A6ZswYnJyc0NPT4/nnnyc8PFwSHYHHe+Lp6Ul4eDgrVqwgNzeX2tpayY13746cOnUKZ2dnIiIiGDJkCF988QUrV64kOzub2tpaFi5cqPHMKqqebNu2jStXrnDp0iXeffdd9Zm80L0ZEh8fT2RkpCR60rsjrq6uxMbGcvr0aTIyMigvL2f37t3cvHmTESNGSKIjqtw9e3L48GHCw8NZuHAhKSkpZGVlkZKSwqVLlxg+fLhkcsOja05xcbF6PqmursbKykr9xJqjoyNhYWGS7IlqzfnHP/6BXC6nqKhIfV6ri4uLZMa7d0/S0tLw8/OjubmZzMxM2tra2LBhA2fOnCEqKkoyueHRdefSpUvk5ORgZWWFo6MjCQkJeHh4qNedsLAwDA0NNR1ZEARBEIQBThKvYGtra6NQKLC1taW1tZUdO3YwdepUCgsLaW1tZdWqVXh7exMYGIiLi4um4wLdf63X0dHh3LlzODs7Y2lpybBhw/j666/p6upi79693Lx5k/fee09jXzPsi5aWFjY2Nmhra2NoaMjLL79MdHQ0+/fvx8/Pj7y8PO7cucOiRYs0enZVb1paWurX81Rnh82bNw9jY2NqamowMzPDysqK4OBgSdxM9dS733v37mXChAlA9wbT3bt31a/vSbnfw4cPZ+vWrRQVFXH8+HFcXFz405/+xNChQzUdV613T1RPdRgbG7Nz507Onj1LVVUVy5cvl9SXOnt3ZM+ePUycOJGlS5dy+fJl1q1bh4WFBdHR0SgUCk3HVeurJyNGjGD37t2UlJSQmZlJbW0ty5Ytk8x49+7Ixo0bmTNnDhEREeovnuvr6xMXF4epqamG0z6qd0927drFhAkTeOutt7h48SKbNm3C0dGRiIgIXF1dNR0X6LsjAQEB7Nu3j8LCQnJzc6murmbx4sWSeBJPpa+5ZObMmYwcOZKmpiauX79OWVkZy5cvl8STpj09aT6xtLRk06ZN6Onp4e/vDyDpNScwMJCvvvqKxMREjh07hkwmw8vLS9NRH9HXb5PZs2czYsQIbty4QVZWFkqlkr/85S8aPeexLz170tLSwsGDB5k5cybJyck0NjaSnJyMqakpMTExklp3BEEQBEEYuCSxAQmoN+nc3d05deoUra2txMXFUVBQwJgxY3j++ecl87qNip2dnfppQTc3N27fvk1tbS3z588nKCiI559/XlKbj701NzdjZWWFUqmkrKyMt99+m6ioKGJjYyW1+dhbaWkpjY2NeHl5sWTJEkpLSwkODkYul0tu81FF1QOFQkF6ejr3799XPzHh5eXFkCFDBkS/W1tbGT9+PLGxsUyePFn9KrAUqXqiUCj44IMPcHBwYMGCBYwdO1aSuXt25NSpUwDMmjWL9vZ2IiIieOmll9DT09NkxD711ZP79+/z/vvvExoaSmxsrCTHG7o7onpyc+nSpRQUFBASEoKWlhb6+vqajtennj1JS0tDW1ubuXPnIpPJCA0NZfLkyZJ5wkqld0eKi4u5f/8+SUlJREZGMnbsWMmvOU1NTSgUCvUfL958802io6Ml2+3ea87du3cZOnQoLi4u2NnZYW1treGEj+vdk7KyMpRKJVFRUURHRzNkyBBNR/xZqp64ubnxwQcf4OjoyDvvvCPpObDnb++jR4+io6PDsmXLePjwIREREUybNk2yc6EgCIIgCAOPZDYgVfT09JDJZOzZs4cJEybg7++Pk5OTpmP1SXVYe35+Ptu2bSMtLY1Ro0bh5+en0UPFf4mmpiZ27drF+vXrOXLkCNHR0eovY0rdsWPHWLVqFbdu3SIuLo6XX35Z05F+MT09PQYNGsS///1vxo8fr5GvjP5Svft98uRJwsLCGDVqlGSvyZ5UPbl9+zaxsbFMnz59QPRb1RHV020KhQJ7e3tNx3qiJ82DPj4+ktww7enYsWN8+umn6rlkxowZmo70i6l68vXXXxMfH4+Li4tke/JzHRkI16RqLlF9DG/q1KmajvSLqXpy4MABxo0bh4ODgyQ3H6HvNWfMmDH4+PhIeq1UGahrDnT3xMjISL3uuLu7S3Y+EQRBEARh4NLqUh2qIzEdHR0D5ocbwJUrV/Dy8pL8DXdv586dY9iwYQPqL9x79+7l7t27zJo1a0Dl7kn0+9c30Hsy0DoCA68nA70jMPB6MtA6AqInmiB6ohkDrSeCIAiCIAwskt2AFIQn6erqkvyTEILmiZ4I/43oiPBLiJ4Iv4ToiSAIgiAIws8TG5CCIAiCIAiCIAiCIAiCIPxqpPXVC0EQBEEQBEEQBEEQBEEQ/qeIDUhBEARBEARBEARBEARBEH41YgNSEARBEARBEARBEARBEIRfjdiAFARBEARBEARBEARBEAThVyM2IAVBEARBEARBEARBEARB+NWIDUhBEARBEARBEARBEARBEH41/wcpbRqgaxTMAgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"dark\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"white\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"ticks\") # A diferença com o anterior são os \"ticks\" no eixo x\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Adicionando ou Removendo Molduras\n", "\n", "* Podemos utilizar a função **despine** para adicionar ou remover molduras num plot do *seaborn*.\n", "* Colocamos qual o lado que queremos adicionar moldura e remover, e colocamos o valor *True* para remover e *False* para adicionar." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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G8rxNAAAAAAC2igASwLp8ADmQDch8E3UQGNn2MyD7HOKt3oLd3Qh2ewPStjUgG6nTxYWVnt8vAAAAAAC7hQASwLoG/QzIwBiFHRqQ6U4voYkjSRuPYDfyBqRvTCbFFmynQxNVSYxhAwAAAACGCwEkgHW5AR7B9mPQgTFKrVrOgNzpJTTNEexk3ccVAWTcvoTG6pZDY5JYRAMAAAAAGC4EkADWlQ7yEhorGSOFgfIRbFv63g6MYAedRrDXT2r9CHY1zv78pq45gn3z9LgkGpAAAAAAgOFCAAlgXT7HG8gAsrwF27mWlma/G5vZ+Hfz380t2Os3IOvtDci02YCcHIl0aKJKAxIAAAAAMFQIIAGsa6CX0Lj2JTS25Xv9fW513IK9vNEW7LYlNOUGZBgY3XhglAASAAAAADBUCCABrMsVDcjdvY9OrJOCQMUSmp08A9KusQV74yU02X35wNKHpg3rFIU+gGQEGwAAAAAwPAgggSGTpFb3/N7Deuipyz25XtGAHMAE0oeAoTFKbbYF2xgpCkzLRux+SNu2YI9E3QaQrVuw/ah4ap3iINCxA6M6O1cbyK3jAAAAAABsBQEkMGSWGqkefWZGXzlztSfXG+glNOURbJcFkFHg/93f527fgh0ERtUo0HLS3Qi2DywTa+Xyew8Do6mRWI3UFU1JAAAAAAD2OgJIYMj4pmLSoy0sgzyC7UO7cgPS/3tHRrDLW2gkjcShljdoQNbbGpDWNsey49Aoyq+Z2D5v0QEAAAAAYIdEu30DAHrLB4WNHgWQtrQkZdA4JxmTtQ9TKyWlVuKOjGCb9gAy0HJj/fe9fQlNYm1xr2EQKAqz/1+IBiQAAAAAYFgQQAJDxodZ9R4FWD6AHMQzCX0IGAYqRrDDwMip/yPjqVXnBuQGI9g+GB7xW7CtUyNvO8ahURzmDcgeBcgAAAAAAOw2AkhgyPigsHcNyOxjOoABpHXZGHR5BDsKA1nn+r40xzqnsO0Qi9E41HJjs0tonNLUNyCNoiC7aDKAjVMAAAAAALaCABIYMmnPA0i/hKYnl+spa9WyhCbJG5Cy/Q9M25fQSFI1Drsewa5GQXEd34CMwkBR3oDs1e8PAAAAAIDdRgAJDJl+nQE5iCPY2RZslRqQVqExcqb/gWnHJTRRsGEDsp46VcKgWDaT5qPjkhQH5RHswXu/AQAAAADYCrZgA0PGjx73aomJX8Y8iEtoUpc1HrMlNM0GZBio5yPYy420JVzMws9OZ0Bu3ICsREHW1FQ2ap10HMGmAQkAAAAAGA4EkMCQsc+TEWznXL4FOzsD0p/7GIVGQd6I7KW3f/xx/c/3P1b824efZSNxoOX6xmdAxqEpHmvz4FSS4lIzki3YAAAAAIBhwQg2MGRS268AcrACMX872RZso5Wk2YAMjOl5YPrc1VpLqOnPnyzrdgv26gZk9rsKA6Mo32zDCDYAAAAAYFgQQAJDxmdk9aRHI9j5Zfq9VXqz/JKZwKgYwfaLYcJ8KU0vJbZ1s3baYQv2SLTxFux6YvOmY/Zga13RdoxD01xCwwg2AAAAAGBIEEACQ8Y9T0aw/X0FgVFoskCw2YDs/ZmVSepaQs1OW7BH4mDjLdipVSUMivAysc0lNGEQKA5oQAIAAAAAhgsBJDBkfDOwV0tMfOY2aCPY/uUFeeMxtWqeAZn2vgFZDnR9E3LVFuxKdw3IbAQ7b0A6V7Qdo1IDkiU0AAAAAIBhQQAJDBmfWzV6NoI9mGdA2vIItjHFMpcwCBQa25cRbM+HvKsakFGolcTKOSfT9j0vW0ITFI9N0mYDMg4CxWHz6wAAAAAADAO2YANDxgdv9R6NYPtwbNAKeUUIGOQNSJcFeVHQny3YSWqLa6ZrNSDjUJK0kqz9ZjVSlzUg86Axta5oV4aBKc6GpAEJAAAAABgWBJDAkLE9PgPSFwnTAWtAuvzlGWMUBL4BaRX6f/f4dhupK0JBWwo/y0bi7E/qemPY2RIaUzQgfXAqtS2hoQEJAAAAABgSBJDAkPFhVq+X0LgBCyCbY9DZKHTqnKz1jcjtb+1+6KnLLUFiYq3StLUBuXoJTdaArK0XQKZWlSgswsvEumLcOgyM4pAlNAAAAACA4UIACQwZn7v1KsDaE1uwg2zkOrE2W0KTB5JbdXFhWW/+/Uf1/331ueJrSeqKcyD9e9F+zGOzAbl2+FtPrCqhKQJIWxrBjsNAUcASGgAAAADAcGEJDTBken0GpA/ben2m4nYVm6jzLdjWZqPMYX4G5HZu99pykn1caTYZs5AwaHnuVSPYUdaAXG8Eu1hCU2pApqXr+TMgGcEGAAAAAAwLAkhgyNhej2AXrb/BCsR8wBgYU4xgJ9YpLAWSW+WXyCSl9zCxTsbkI9hrngHZXQBZiYLWBmSHMyCTHv3+AAAAAADYbQSQwJBJiyU0vR3BHrD8sRQCZmPYqVWpAbm9xqYPIMshbpI6BcZvBG+2L8uaAeT6I9ito9ZOqfVbsIPmEpoBa5wCAAAAALBVnAEJDBkfFDaS58cItjH50pl8m7Q/A3I7jc2VvMFYDnETa4tzGdduQOZnQCZ5A3L+Oem5x1t+pp46VaKgCC+tc8XzRIFRHPglNDQgAQAAAADDgQASGDK9PwNyMEew/e2EfgS7OAMyG2/eVgBZjGA3G4/WNUPYjbZg+wBTf/Ye6Q9/quVn6kmqSrkBmTbPgIzDoDSCPVjvNwAAAAAAW0UACQwZH2YlPWos+hxvwPLHooUY5CPY1vozILPR6F6OYDfy5mOxBTvPdoM1z4DMf+C5x6VrF1revEbqFIdGQWBkTPY6fNsxDIziMGh5TgAAAAAA9joCSGDIuNLIdC/GpovW34AlkL7hWF5C4xuQQbC9Ldgr+Qh1ETymzXMwrXUt50+W+RHsWiOVkrp05UkpXZEateJn/BIaSXlz0xbBZhyalmYkAAAAAADDgAASGDLl0LEXm7AHYQT7iXPz+sijJ1u+Vl4EEwbNEewoMArN9u53pdEaPCYtZ0E2g91VS2ii0hbsK09KNsm+UZst7jmxrmg5hoFRYl1x/TAwxbmSvWqwAgAAAACw2wgggSFjXW8DSH85u4uB2Me+eFr/7r99veVr/nYCY/LGYz6CnS+h6ccItpQFvHbNJTSlEewLTzS/kQeQ/lzOogGZj47768dhIGOM4tCwhAYAAAAAMDQIIIEhY9vOG+zV9XazkFdP7KpGYLEIJlBpCY1VWASSW3++YgS7YwPSNgPItgZk1dZkZLMG5MWvNb/RHkC2NSDTtDXQjIKABiQAAAAAYGgQQAJDppxb9aJFNwgj2I3Urmo0+vsxpcAxsU5hYBSY7TU2m1uwW5uQUuvZmqYcQKaJgg99h34h/pSWkzRrQAZx9r08gGwkzaajVG5AZtfz5z9GoelJexUAAAAAgEFAAAkMmXJQV99miOWcKwLNXiy02apGmoV+rhSClluIvonYSG12BmRgtrU0x58B6UPAchsxsa7Ygt0ygj1zQlq8qP8x/Eut1FPp4telY9+ZfW95rngdUnMEO/INSJvdtw80o8CwhAYAAAAAMDQIIIEh08sR7HKGt5tLsOt5c7CcgRZnQAbNbdT1xBZnQG5rCU2xBduPYLc1IDttwc5Hrm/SBd04+6h09ZQeOHyDfvXggeYIdlsD0t9nkrqWMDMKAyWWBiQAAAAAYDgQQAJDppdLaGyHxuFuqBdNxNYgUGouoZGyUDIK8gCyhyPY7Q3IjluwLzwhmUArivX95/+jJOlP7bw+Nz625hIa33Qsb8aWpDgwPTm/EwAAAACAQUAACQyZcnHON+62fK1SBradkebt8q+jPAbux7GD0gi2lI9k93EJTZqusQX74hPS9K362+gVesHyNyRJzzauqhYEqxqQlTB7XJCPiiepXd2A5AxIAAAAAMCQIIAEhky5qbjdTcrla+3mCLZvcpYDSP9pmJ/56IVBoCDfir1V7WdANkqpbmKbC3FatmBffEI68hL9zeh3S5LqlQk9V7ukZWOULs20XM+3HaMgu8+GdYrDcgBpivFvAAAAAAD2OgJIYMj0awR7d5fQrA4gm5uoW0ehozDfgr2tMyD9CHaHBqR1xXi3H/1WfVGaeUY6+lI9Pn63lsyYzhy5Q9Zl16ktdw4gQ7+Epu0MyDjoXwPysdNz+hf/5W9pWAIAAAAAdgwBJDBkyjlho4cj2Lt6BmSy+ixGV96C3dKA9CPYPVhCk7aeBenvIW0fwb70DUlOOnKnosqYfmfiF3XyZT9WPGYpH8H2I92jKxelv7hPN+iirHVqWKsoaP45jsL+bcH+4slZ/fk3Lmp2qdGX6wMAAAAA0C7a7RsA0FvllmC9hw3IXd2CnYdxLQ1I12whBkHrGZBBYLSdl+4bkH4MutHWvFy1hObi17OPR16qkXhOfx6+RkcnnikeU1uZlyRZa/Vvwk/q5Z/8lJQs6Q0jP6UH7a1KrVMUtp4B2a8R7GKsnAYkAAAAAGCH0IAEhoxrGcHeXojlShnVbo5g1/NGYqczIAPTehZjGPRgBLvRtgW7rQHpL100IC88IUWj0vQtGolDLTdSPTv/bPGYpXoWQE5c+ILeHt+vhetfLVWndNDNyFqnJHWKWkawTd9GpH0rdrsLigAAAAAA6BYBJDBkyiHddkOscoi3myPYjQ4NSFtqIYalv2RRmG3F7uUIdqPlDEhbakDmX7z4NenwizSfLKoaGi03rE7Nn5Jc9gNLybKUNlS9+rQk6fSrf03ad6Om3awS65RYW5wL6V/DdhcIrYUGJAAAAABgpxFAAkOmnFttdwQ7dasbh7uhOIvRrg5EA2NaltCEgR/B7uESmvIW7LR5BmTxvBeeUHL4Tv3wAz+sZ+0nVMsbkLZ+SJK0FBipNqfRa6dUd6HS8euliSOatjOyLmtAtiyhCfu3hMaPs2/3vw0AAAAAALpFAAkMGdvDEWx/LbPNkebt8uPCaSkI9AGjXzrjhXkgaXsQQDZsaxDpn9eWnluLl6XFizp54AbNrszqZP3zWk6WdHHpotLlGyRJNWOk2qyqC2d02h1RGEbSxHU6YOeUpE6JdYpKDUi/HVuSZK30l78hXXl6y6+nzAebjGADAAAAAHZKX5bQpGmqd77znXrmmWcUhqHuu+8+Oef0y7/8yzLG6I477tB73vMeBQH5J9BrrQHk9kImf6k4CHY3gOzYgMw+GqM1tmBv/fmKEewkX0Kz3hbsPBh8slqVJC3Zy7ITf5fd4/IN0r6vaCkIpNqsRq+d0jfcER0OJE0e1X47q9RaJVYtZ0BGQdAMjy9/U/rL+6THPir9yz+TJo5s/YWp81g5AAAAAAD91JcE8C/+4i8kSX/4h3+oX/zFX9R9992n++67T29729v00Y9+VM45fe5zn+vHUwPPe+XMcbsBpC0FbdtpFG5XswG5egQ7WzpT3iCd/TvtxRIau/p5V23Bnj8jSXrSLikwgSJTVeVg9jcwXckakEt5A3Js8bROuSNZcDlxnWI1NJrOq9G+hCYsLaGZO5V/PCl99B6pvrjl1yWVRrBpQAIAAAAAdkhfAsjv+77v0/ve9z5J0rlz53To0CF97Wtf06te9SpJ0ute9zo99NBD/Xhq4Hmv3FTcbsjkc7co3F6jcLt8kNopgMyW0JQbkEG2BbsXI9h5WNcoL/axriX81NU8gFy+pJsnb9Zt43cpiLOt13b5eknKGpAzJxQ35nXSHcm2dk8elSTtS64otU5RWA5Rg2bbc+5k9vGHPyid+7L017+15deVvSaW0AAAAAAAdlbfZqCjKNK9996r973vfXrjG98o55xM3lIaHx/XwsLCqsfcf//9On78uI4fP67Z2dl+3Row1JxrDcu2w4d4UbC9rdLbkVpXhJ9JWxNRWh1ARsUIdu+2YJcXwmRbsLPPQ5MHkNV9emr+Wd1x4A592/7vkSSNBgfk0nHJmewMyHNfliSddkcU5A1ISdqXzChJraLSkRRxYJoB4dwpKaxKL/9Z6cALpNlntvy6yq+JJTQAAAAAgJ3S10MY3//+9+szn/mM3vWud2llZaX4+uLioqamplb9/D333KMHHnhADzzwgA4cONDPWwOGVssI9rYbkHkAGQbb2iq9HeUWZ/kefL4YmDwIlP93voTGtYax3VccUHIAACAASURBVHLOrd6CnbY1IH34GUi6ekZL+27QmYUzuuPAHbpz/3fKJWOquuskGTlbyRqQeQB5yh3N7ncib0CmV5RYpzhsHSMvnnPulLT/puzJRqelpZlNv6ayhBFsAAAAAMAO60sA+YlPfEK/93u/J0kaHR2VMUbf+q3fqkcffVSS9OCDD+oVr3hFP54aeN7r5RIan/fFgdFu7aCpp50DyPIYdHsD0p8JuZXMtJE6OZddt2GtnHPFNmx/Dy1LaK6e1ompQ3Jy+pb936KJyohqZ9+sfbUflaQsgIyr0pUnJal5BmQ+gr3fzipJXfM1rCzo5pVvFudPZgHkzdnnYwelpSubf1EldUawAQAAAAA7rC8B5Bve8AY98cQT+qmf+im95S1v0Tve8Q69+93v1oc+9CHdc889ajQaeuMb39iPpwae96xzMkaqREGxcGQ715KkMNy9EezGGgFkeQQ7KJ8BGRqF+V+2rdyzH78er4RyLnuelgZk2lxCk41gn9WTI2OSpDsO3KGROFS6dLtmZ6/Lb6KqpSjbkL1cmdaSRrL7rU5qxYxof3pFibWK/E3/1b/Xzz/186ok+bKZuVOamboua3OOTUu17TUgixFsGpAAAAAAgB0S9eOiY2Nj+u3f/u1VX//whz/cj6cDUGKdU2hM6zmCW+RHmKMg2NZW6e0oB2VJhxFs0zaCHQXNQDK1TnG4uefz49cT1Ujzy4kS69rOgHTF+xIkS1JtRt8MjUbCER2bOKYzcXZ+7fn55fw+K6pF2Z/ahbGbpPnm/V6NDmrazSqxpS3YJz6vyCW63Z6Q6ouaW57R9879jd706L/Tr4xOyyxt73xcltAAAAAAAHZaX8+ABLDzUpu1AuMoaAnOtnotKQv13BbPVNyuRtsCmOLz0hh0aX+LQlMewd5KAzIPIEei4vnbt2D7BmR07TlJ0lOuptv236YwCDWSJ57+Z5ytaCnMrnVt9EZJ2bmVkrQQHdS0nVGSumwJzfK89NxjkqRvcc9Ic6d1IQyVyOn+f7hfv18/J9UXpKS+6dflNZL8DMhttmMBAAAAAOgWASQwZJxzCgIpDns4gp0nZrtRgmxdQtP8ur+3wJiWBmQYNP+9lTMgVxr5CHbVB5DtDUgr/7bGC2clSU8uX9EdB+6QJI1EbZVLW9FSfj/zo8eye87fz4XYNyBt1oA89Yjksue6U89Ic6c0n49m377/dv1vc1/Wn42NbmsM259nyQg2AAAAAGCnEEACQya1ToExqoRBD5bQZElbnIdguzGGXV+jAWlLZ0C2LKEJW0ewN6s8gi1JSWrVWGMLdnjtjGaCQFca87pjfxZAjlaaAeTUSCRnq6UAMmtA+oB0MT6ogy5bQhOFRjr511IQ6/TUd+ql5lnZ2ZOaz+udv/rf/ar2hWN6cGx0W4toGMEGAAAAAOw0AkhgyFiXBVxx2IszILOPUbj1kebtag//PP9pYNS6hMYYhS7JfqYHAWQjH7mu+BC2vAV74ZyeiWNJ0q37b5UkjcTNP6tHpkYkW1FN2c/PVVc3IMe1rDhdykLeZ/9auvEVOr//23W7OSt36R80H1UkSQdHDyqpjWg2CKSlbTQg8xFsAkgAAAAAwE4hgASGjN+CHfWwARkNzAj26i3Y5ZFrSbr+yx/Ujz7y4wqVbu0MyPYR7MQqsVbVPFgsnwFp5s/ozOQhSdLNkzdLah3BPjxRzc6AVCrJaM43IPP3c6mSPfaAndWoW5LOPSa98Lt0ZepORcbKPPlpzY8dkCTtq+xTmoxqLgx70oBkBBsAAAAAsFMIIIEhY51TEBjFYdDSHtyKYtlKELT8eyc10s4BpA8XTdsI9ujcU9q/eELfH3xxSyPjq0awbTaCXV4uU4x/z5/V6bEpBSbQ9ePXS1Lxc5J0eDILIGuy0j/7lK7FhyWVRrCLAHJGL1x6XHKp9MLv0tzUndn1r57W1dEphSZUNRhVI5nQXBBs6wxIP9JepwEJAAAAANghBJDAkLHOKTRGlR6MYNsBGMEuN/WSDgFkGDS3XktS2JiXJP3z6NOyW3j5q0aw8yU0frQ6SZsj2Gb+jE5Xqrp+/HrFYTaKXY1KI9iTVclW1LANNV5wd3NxTv4jvgF5ULO6df7vpCCWbnyVVsaPac6NS5Lmq2OarExqObGqJ/s0F25zBJsGJAAAAABghxFAAkMmtVkrMO7BCLZrG8HeSqC3XfU1G5DZx8CopQEZ1uflZHRX8A2F5x/b/PPlwVxzC7ZVwzrFYaDAZItwsgakk7l6VmcCpxsnbyweHwRGlTyEzBqQVUlSLak1x8bzwLRWzRqRP2Ae0Xec/5h0xxukypiiKNBX7QslSfNRRfuq+1Srp0rSSV0NAqWLWx/BTlLOgAQAAAAA7CwCSGDIOOcUBtnmar9wZKuaDcgg//fujmB3akBmW7CbPx+uzOv8ke/SNTeisS//p00/30qSnQE5UQ3z588akHEQKAqC7AxI53QkWJDSFZ22Nd00eVPLNUbyAPLgRFVy2RKZpcZSy7mVklSv7FPDhfqh8AuaH7lR+tHflSTFQaCvuRdKkuaDUFOVKdUaqVw6JmeM5pcubvp1efViC/YuHOgJAAAAAHheIoAEhkxqnQJjFIVm2+f8tS+h2e0R7PJW6+IcRtM6gh2sXNXS6A36WPp6jX3zk9Ly/KaerxjBHsnPgEytktQpCrOzJlPrZJ10Y3BF14zRbLq8OoCMQ+0fixWHRs7mAWSyVCwIulS7pI9982Nq6JrOu2ldcvv0J9/2IWk0WzgThUaP29skSfPGaaoypaV6KpdmY9mztUubek1ljGADAAAAAHYaASQwZKzLQrlKGCjZ5sy0D/l8A3IrS122a+0GZPYxDMpLaJyC+rySypQesS+RsQ3pylOber5iC3aleQZkwzpFgVEUGCX5Eppj5opOx9nPtAeQo5VQ0+MVhUEzgKwlNdXTFY3c8FG94eNv0K89/Gt6cvlz+oXGL+hN9feqNn6seHwUBvq0faXO/eB/0VWXaKrqA8gxSdLV5dlNvaYy33xkCQ0AAAAAYKcQQAJDJtuC3dsR7DgP+HYhf2xp6qV29XmQgVHRgBzVioxNlFSmdMJlW6k1c2JTz7dqCY21SlKrKAwUhlkDMrVON5mLOh11DiBHolCHxqvZWY/5GZBLjSWdW/mqoqnHdfyO41mrMb2sx9ztOuWOFot+pOz9ThXq6k3fq/n6vKYqU1pulBqQK5trdXo2v3eJBiQAAAAAYOdEu30DAHrLb8GOo+0voSlvmi7/eyfVS2cVlhuQfkGOMc0G5JSWJElpZUqn3BE5GZnNNiDbltAkqctGsIsGpJUxgW42F3V6dELS6gDyu190WPvHKgraGpDX0mx0+q3f9lZ99fJXtVRrLpOJSgdZ+s/rSVoEkEv1VC7JGpBzybVNvSavUQpwWUIDAAAAANgpNCCBIePPgIx7eQZk3s4rb6HeKeWgLC2FkalzRfBYBJCmGUCuqKJk4gbpytOber6VJFUcGlXjoHj+hrWKw6B5BqR1uslc0Omx/ZoemdZ4PN5yjX/7g3fqX3/3bXkDsrmE5lpySc4FOjR6SEfHj+paWgogS5u8/ecLjWuyzmpfdZ+W6kmzAWlXpDTZ1OvKXosrfU4ACQAAAADYGQSQwJBxTgoCozjYfgPSFx6jIGj5905qGcF2rWdA+szOj2BPaVGSlMRTkqSVfS+UZjYZQDasqlFYvOZGapXabAlNFARK0mwL9o26qDOVim6cvHHNa2VnQGYj2LWkpkV7WSbZrzAIdXTsqK4ll4ufbQkg88B3oZ6NWvsRbLlYoQt0NQil2ubPgWyU3ktGsAEAAAAAO4UAEhgyWQNSiiPT0njb6rWkZiC2GyPYjdTKmCxsTNu2YPvg0TcgJ/MGpK3mAeTUrdkSmk3c90piVY0CxflrTlKnRuoUBaUGZJrqBl3SaZOuGr8uK49gLyVLWkwvS2m26fq68eu0Yq9Jpi5JLWdA+vDzan7Wo19CIxlVbFWzYSDVZrp+TV45kK5v878NAAAAAAC6RQAJDBnr/Ah2786AjP0W7F0Ywa6n2fhzFARtW7BLAaRpPQPSB5DLUy+Ulq9KS92HdStJmgeQzQZkklrFYXbWZGKdJlcuSkp0Pq2tG0C2j2DX7GUFSRZAHh07Kkky8VVJzdBRUhF+lhuQWQAphemo5oJAWmqOb3erPJJfT9JNPx4AAAAAgK0ggASGTDaabFTpSQCZfWwuodnu3W1ePbGqls5f9FLbvC+f3RVnQFb3SZJqky/MvrGJMeyVxKoah0UjsWGdEuuyLdj5Peyvn9W5KJKV26ABKUmRQhNqob6gmpuRsc0GpCQFkQ8gyyPY2QvyAeS+6r5sBFuS7Jhmw3BToaqXpH5xj7bdjgUAAAAAoFsEkMCQsc4pCJQ3ILcXMvlN09EubsFupFZxFChqCyCtc8qLj0UQuc9kZ0C6yqQkqTb5guwHNrGIJjsDMlCcp5pJarN7KG3Bnl4+q9NxtiV7wwakpGowqmfnn5XkFKbTkqTrxrIA0sRzktq2YBdLaBYktTYgbTqpq1tsQPpAerwSsYQGAAAAALBjCCCBIWOdU2iMojAL7LYzNp0WAWRQXHun1ZNs/DloCyBdaQu2H8Xeb5akaFRBPCJJWh6/STJhdg5kl4oR7Kg8gp0tofENyOnGOZ2Is9Hqjc6AlKRKOKoTV09IkiKbBZBHx7MR7MCPYBfnbFolblmStNghgFxJp7Z8BqQfwR6rhCyhAQAAAADsGAJIYMik1snkZ0BK6rrp9r7/9wl99okLLV/zeV8Rju1CZtVInSp5AzKxrRux25fQ7DNL0si+ohmZmFjaf/OaI9gf/+IZffCz32z5WraEJixaiI3UKbFWUejvwelg/Zz+vjKl/dX9OjhycM17D0oNyNMLp7N7ddkIdiWsaDzaL9M2gv0HT/yB/s2Db5JMomuNeUVBpNFotBjBrieTmg8CJYuXunwHm3wjdrwatZwHCQAAAABAPxFAAkPGuSyQq+QBZNJlA/Ijj57Up75yru1auz+C7ZfQtJ8B6c+6lEpLaMySPjI5pt994t827/fgbdkItk2lh39XOvVocY1Pf/W8/o/PP62V0kKW7AzI5hIavwU7DpoNyIP1c3qqUtFt+2+TMc2zG9uFRQNyRNZlgZ9vQErSvvhQswGZt0w/8+xntNC4qqB6XovJgvZV9skYo6V6IklKG2Nyxmh+SwFkswHJCDYAAAAAYKcQQAJDJrVOgWluUm50MWq7kqRablidmV1q+boPHP35hLs1gl0JO5wBmb9OKRt1NiYLIL9cCfX4zCMKKhey+52+TZo5IX36l6XPvEP6z2+QPv4W6dpFrSSpVhKrr5y+WlzXj2CHgVFgmluwI7+JO3U62DinM7HV7ftvX/fefTBaCbKR8FiTiky1+P7+yuFmAzI0ulK7oq9e/mr22JFzqiULmso3evsR7DQZkyTNLW/vDEhGsAEAAAAAO4UAEhgyNh9NLp9huJGF5axdd2a21nqt/KHRLm7BbqRWlShQkI8/F/dWOgNSysK+KS1pPgglSdHU32eB5cHbpfo16Qv/UXrVW6XXvV36+n+VPvdrWslDuEdONMO8bAlNfo0wUMNaNWzzDMiRZF6LZknLgdVt+29b9979du5KMCpJqupgcS6klAWQgV9CExj99dm/lpOTkVEwck5L6TVNVbIA0o9gu3RckjT33GObWq6TvZfZ+zdWDWWdtnU+KAAAAAAA3SKABIZMEUDm6Vc3Z/3N1xqSpIsLK0XQJTWX0PigbzcCq2wJzeoGZGqbI9hS1oKc1KIW8nuNJr+aNSAP5S3FO39E+oHfkP7xr0g3fIc0d7JzAJlkW7AlKQ6MkjRb5BMF2WKfg43n9HQllqSNG5BBawOyoumiFSlJ09UjMuGyZFYUBYE+f+bzOjx6WN926DsUVs+pli5oX3WfpGYD0qVZA3I2CqWP/FNp8XLX76Vvw45Xsw3etCABAAAAADuBABIYMjY/AzKOmktUNjKfNyAl6dxcswXpz4D049xuF0awG2k2gh22NSCdcyofvxiaPICUU2BChSPndX7xtHTL66U3/Z/S8f/UrCSOH85GsPOw9YsnZ4tzIFeSVNU4DyCjQPXEKrVOL7/wR3rL7G/pzvrjejLOAsiNGpA+bIyNDyAPtTQgD1QPS8o3YZtUD597WK+78XV60fSLFYw8p1oyXzQgaz6ATPIG5N1vlebPSR/72U29l5I0XskaniyiAQAAAADsBAJIYMhkW7BVWqLSfQNSah3DLrZg58HdrjQgU6c4ys5ftOUGZPsIdiBNaknzSvTtB++WJD02+6AUhNLL/qkUjzQvOnFUunZR9cRqohq1nAPpt2BL2ev2jdCXXfyv+u5rf6K3LP6+nq7ECu2EpkeaC2U68WFj7M+AdNMKS391D44ckSSZ+Kqemn9c1xrX9NobX6s7p++UCRpaSC81A8hGWwNybL9097+Wnv0rKW3+/tZ/L1sbkCyiAQAAAADsBAJIYMi4PJjzAWRXI9jLawWQfgnN7p0B6ZfQrD4DsnUEe8zUFSnRgm3o5slblS7drK/M/FXni04ckWozShp1vfq2gzKmOYadnQGZNyBDo6U8+JuoX9LjY3fpL+PX6fHqAVXcDRvee9GAzAPIyB5oGcE+NHJUkmSiOT147k8VB7Feff2r9dJDdxY/Ux7BHquEkquoGlZ1deWqtO+m7Ie63IhdnAHpG5CMYAMAAAAAdgABJDBkfDBXCf0Smi5GsGvNEezyJuz2BuSujWBHZt0t2JK03yypZowSOU3Gk0oWXqpztad0pdZhW/RE1jwcT2Z0dKqqF183pUdOXJFzrtiCLWUt0uV6qkiJRuszOjPyIr1v9H/VM3GokW4CSH8epcmW0MSudQnN9MghSVL18J/qz858SsfvOK6xeEy3779VzmYtxfII9r7RbPR7Mt6n2eVZafK67EIL5ze8F6nZhh2r0IAEAAAAAOwcAkhgyKR5MBeH3W/B9g3Iw5PV1gakbVtCswsBpF9C034GpF+24+0LljSfB6UT8YTSlSyce3b+2dUXHc8CyKlkVtUo1N23TutLp2a1VE9lnVSN/RZso1oj1SFd1aUw0OnKuBqakTXLXQWQ/vbGw/2KgkihPdjSgByJqrLJhIJ4QT/z4rfqV+76FUlSHMZyK9dn91idUpJa1VOrqZFmADm3MidN5AHktQuSpMvXVvTy931Wf3/masf78f8tTLCEBgAAAACwgwgggSHjgzk/Nt3oImSarzUUh0a3H55oa0C2LqHZjRFsv4QmCkzrGZC29QzIKS1pIQ8gJytTsvWsXXhq/tTqi05ko89T6ayqUaC7bz2o5YbVF56dkaTSFuxAS/VUR82s3n1oWv9h5NNaHP20JGnUHNvw3v39vWTqu/XHP/LHMna8pQEZBkYr5/8HLZ365/rZl/wrmVI46epZwDlVmSrOf5wazYLDw6M36EsXv6Tn8t+Lb0Cem6tpZrGub5yf73g/9fYRbBqQAAAAAIAdQAAJDBkfQBYNyC5Sw/nlhqZGYt00Pdp5CU1+LbtLI9hx5M+AbAZm1qklsNtnygHkpFzjgEITdW5ATmTbp/e7rAF51y3TMkb6/D9kZykWAWRktNxIdZ2Z1ek4kjVW9bGHJUlj6iKAzO/PKNIL971QzqmlARkao2ThZUoXX6SoPE8uKazfKCkPIPMN2H4E+8dv/XlZZ/VLX/r3akhFA9L/XHmreVl7A7Kb8XwAAAAAALaLABIYMtZlzbriDMiuGpCJpkZj3XhgTBcXVorNz/7MRx+O2V2oQK4kzQZk+QzIbNlO8+emTHMEe7IyJSnQgfj6zg3IfAT7sK6qGgfaP1bRi6+b0oPf9AFkcwt2rZHqsJnRpTDU7eFrFS18j8YbL1fFTG5470Hb+5Y6p6B0z+UGp2+sFt9b/jbdWnmjXnropc0GZD6CPV29Qe999Xv1lcuP63cOX1c0IJfz33V5q3mZ/29hlCU0AAAAAIAdRAAJDBlrnYzJ2ntS92dATo1EuvFAtizl3FzWgrTtAeRujWBHq8+ATNvOgJzSohbyEM8vbpmu3NC5AVkZk6tM6LCZK9qOd986rROXFyVJ1bi0Bbue6kB4RbUgUCU6pmD2v9eh2r9sCQ/X4tuOPjjNzufsHDpGQeuf49hM6SXVn1E1rGqp7kewswCykVj9wC0/oH9yyz/RR8YrcgtZA9IHx+Wt5mW+DcsSGgAAAADATiKABIaMddnZiH4Eu5tz/uZrjaIBKakYw/YPjYozIHdjBNspDs2qMyD9tm+v3ID0AeSByg06vXBa1q1+D9KxIzpkrhZtx7tuOVh8r30L9mh4WZI0Hh1SYp1S2/rcawmK5T3+nlvPrQzXCCOlLPT1I9KrAsj8ffhHh/+RVow0u/icpFIAWVt7BLsSBqrkr48GJAAAAABgJxBAAkPGNwPjwG/B7uYMyESTpQakDyCbDcj8DMgdrkCm1im1TpUwXL0FO9/27U26Rc0GWUA3VZmQJO2Pj2klXdGFxQurrz12SIfN1SJsvOuW6eJ7xQh2mI1gR3G2VXosnFZqnaxtHf9eS9g+gm1d6xmQ5RHstkZlFBoleQK8XIxg583FPDg8OpYt07m4lI2OrzTyEey1GpCJVRyaYqkQS2gAAAAAADuBABIYMjZv521qBLuWLaE5OjWiKDDFJuziDMhd2oLt7z2OjMK2MyDb24STWtRsWNVYNKY4yoLI/fH1ktRxDLsxeliH8jMgJenAeEUvvi4717G5BTsPPaMFSdJEOK3EWqVtz72WYgTblUawg9UBZBiYloU62XMHRdNxqW0JjX9fjoxlZ1leqM9Jzmk58Q3INQLIfKGPf32MYAMAAAAAdgIBJDBksi3YKkawk27PgByNFQZGN+wfLTUgs+/7BmS6wQh2I7V6Nj9HsRdW8qZftoQmaD0D0rqW0G5Ci5oNY01WJovgb190gyTp5PzJ1deuHtZhM1cs65Gku2/NxrB9KOmD13qUvR8T0YGiAdndCHbzXqU8NO3QgGxvP/rn9r+7pXo2Uu0DSN9c9A3IC4GkpZnSGZCdR7DrqVMcBs3x/G2MYJ+dq+nayurnSa3TUxcXtnxdAAAAAMDwIYAEhszqMyDXDw1XklTLDVuM916/b0Tn55eLa0nNIM5tEEB+8rFzesNvPdgxmNoK39DzS2hat2CrZQT7QFDTQhhrqjpVhIOjwbRGo9EigDxx9YRqSRYmLlcPap9Z0kjQvNfveXHWKDw0UZWUhbhV1bUQWY0p1mg0lp0BuckGZMsIdocGZMcAMgiU5L+7YgS7aEBmXz84elCBjC6EoXTtvGr19bdgJ6lVXPpvYzsNyB/73b/R7/z5U6u+/tknzuv7P/ignrp4bcvXBgAAAAAMFwJIYMhYJxljimbfRiHTQt6W8+FWNQ6LZpwPzoogbYMAcmZxRfXEFo297SpGsMPVAWR7CPiSySUlI7Em48mieeicdPPkzTo5f1JPXHlCP/bJH9OPf+rH9Y2Zb6hWzdqOE42Z4hqv/5bDevQd36sXHBwvnveomdWlKNR0NKEwCOSclKStTca1BG0j2Nap4wh21OFAyTg0a45g+2ZkFEQ6VNmni1EoXbvQHMFe6wzIfAR7u0tortYauriwovNXa6u+99zVZTknPfT05S1dGwAAAAAwfAgggSHjF6T41mJjg5DJt+WmRrJwKyoFfTZvGRZB2gZ5lQ+0ull80416aQS70xmQxRj0mb9TePkbWqiOaaoy1Vz+4pxeMPUCnZw/qd/829/UVGVKS40lvfm/vVkPJtnilvFSAClJR6dGis+jwOioZnUxDDVdmW6OZKe2JUhci/+Z1iU0ze/7ELPzCHag1PoR7PYGZPMXcXTssC5EobRwoWhKXltJOi4MarSPYG/x9+TPCO006u03cD9y4sqWrg0AAAAAGD4EkMCQ8cGcD7U2akDOFw3IbAQ7CkzxGD/O7RuFGzUgfaDVzbmT3WguoQkUBUaJbV635RzGR/6DVJ1aNYKd5gHkqYVT+uKFL+oXvuMX9PEf+biOjB3RZ5eekCSN1tcOyuIob0CGoQ6MHCmCzXpiu2pASlnLca0lNP5szSjsNIJtiiB3uZHKGGmikv2OysHh0YljupiPYC/nW7CdkxY6jMHXU5uNlW9zCc3Z/IzQTqPevn35yImZDUf2AQAAAADPDwSQwJBJ82DOj2E3NlhdvaoBGbY2II0xRaC3UaDU6wbkyroNyPwMyKtnpSc+Ib38Z7TQWNRkZbK4X2uzAFKSbt9/u47fcVwHRg7ozuk7dSGZlSSNrBdABkZHzIwuRqGmx28sQt16YotQdiOhMcUyH+dal9f4a0QdLhaHQWkJTaqxOCxGp8vB4ZGJG3QhiqSFC1rJG5BS53CwkVpVQrPtJTR+SVGnUW//vDOLdT3JOZAAAAAAABFAAkMnW86ShVxxaDYewc5DJD/eW9427fKN2t2OYPtgbDvLTVqvl91HJTIdR7DDwEh/+/uSs0pf+S+00FjItmAXI9jSyw69TCPhiN7+yrcrCrIG4U1TN+lK47JSSdXlS2s+fxQG2hdeVmKMDk4cazYgU9vVFmwpCxmLEey2LdjrNiBDU/weluqpRiuR4g5j9UfHj+paEGhx4WxxBqTUORxMUqcoD3MDs/XfUxFA1jqMYC83NJkvNGIMGwAAAAAgEUACQyfNQ0MpGyHecAQ7D5HKZ0D6UWffpux2BNs/V9KjBmT7EpqkvITGOhlJ+tL/Jb3oB3Vt/FD2OipTxetPrdOt+2/VI29+RK++4dXFY2+avElWiZ4KJ1SprdOADAONxNn3D48eKRqQ7dus1xOaZnCa2jWW0KyxBbs8gj1ayd4D0xYcHhnLNndfuPZcMYItdQ4HsxHs7LkqUaD6lgNIfwZkpwZkohcdndSx/aMEkAAAAAAASV0GkBcvXtRTTz2lZ555Ru941xrEawAAIABJREFUxzv09a9/vd/3BWCLbGk7dBQEGy4aaTYg8zMgQ1MEiDZvU256BNv2pgFZXkITtTUgnZPGtCwtXZFuuksL9QVJ0mRlUsZkQZ0PTMMgbLnuTZM3SZK+Fu1TdO2s9NCHpD95e3bRkjg0CqOrkqQj40cUlkalu29AmtIW7GxBkFf+PbWLAlMawU40FkcyxigOWsfqj44dlSRdrF1SrZ5qNM5ea6dwsJGfAZm9tmDbI9hL9XRVwD2/3NC+0Vh33TKtRzkHEgAAAACgLgPIe++9V5cvX9YHP/hBveY1r9Gv//qv9/u+AGyRtdm5jZJUCU0XDciGosAUwVUUNkew7aoR7I2W0OQB5BaDrbWuF0eBwtJouJQ1PSfdfPaPsWnN17PPpypTkrJ7XquxefPkzZKkp6JRxU99WvrTd0pf+D1pea7l5ypKZeLsukfHj7Q0FbtuQAambQt26QzI/NPuRrCz30/7WP11Y9dJki405rWcpDo6VZW03hmQ2Z/9SrhxO3YtZ2aXivdioW0T9vxyQ1Ojse6+9aCuLNb1VBfnQCap1UcfPdWz0X0AAAAAwGDpKoBMkkSvfOUrNT8/rx/6oR+S7VG7CUDvlVt2cRRsuJF6YTnR1GhchJbl5p1z2dZmH5ptkD8WI8PJRj/YpXrLEprmWYrZvThNWR9AHmxpQEp+9LnzdY+OHVWgSF+ODspd/+3SK/9V9o3555o/9M0/1U9/+cfViLK235HRwy2h46ZGsH0Dsm0LtjHZ2ZadRrDjUkC43Gg2G9vH6g+PHZYkXXSJVF/UkcmR7KUsrx7BbiSuaEBWoq01IK/WGppfTnT7kYnsedqCzvlaoqmRSN9+835J0hPPzW94zS88M6N3/PHf6+GnGdkGAAAAgGHUVQDZaDR033336RWveIUeeeQRpWm68YMA7Iq0tGk5C7E2HsGeypeGSPkSmrYRbNPlGZD1fAlK75bQ5AFkqQHpSmHehA8gR6eLALJoQAZr328YhBoPD+vx+JDMWz8vfeubsm8s5AHkwnnp//kJORPpfvMK2WRcY5VqS1NxUyPY+dvRvoQmuxejKFxrBLvZgBwrGpCtY/Uj0Yj2h6O6EIXaXz+vQ5MVSWs3IOOoOYK9lW3lZ/Px65fckL3P5VFva50W8gbk4YmsiXnlWn3Da166tiJJmutwzwAAAACAva+rAPI3fuM3dMstt+jnfu7nNDMzow984AP9vi8AW+Cca9uCvfGikflao9iALbWO/vqFNs0G5EZLaFzLx+0qL6HxLUFfgrROmrQbjGCv08QcM0cVVPLG3dT12ceF89nHmROSS/WFF/+SngtjuWSyWITjdcgMOwqMWkew29qOoencgMxG4bPXXyuNYHcanT4yelgXwlA315/WWCXSZDVaNRotZWdzxsH2ltD4BTQvuT4PIEvLbhbriazLFhrtG40VBkZXFlc2vKYPKTuFpgAAAACAva+r/wl9003Zwob77rtPly5d0tGjR/t6UwC2xueDzQCyizMgl5NiA7bUugXbOSdTWkKz0WS1H+ndaOy7W8UIdtQM/8obuifSbEHMmiPY6wSmo+aoFF/JGpUT2TmKWjiXfbx6VpK0MnZMQbQgl0wpahuVbm8yrqVlBNu1jmBL2fvd6QzI7HeXPa5WGsHOlgS1vr9Hp27WhTjWbekJjcSBpkbjzktoSiPYW11Cc2adBqQf+54ajRQERgfGYs0sbtyA9D/T6Z4BAAAAAHtftPGPSO9617s0NTWl17zmNfrCF76gd77znfrN3/zNft8bgE1Ki63P2b/jLhaNzNcaxeISyQeQfsw5C9B81tb1EppenQGZB3BxaIoA0h9B65wfwTbSyD5dXbmqwAQai8ek/5+9Nw+Pqr7b/1/nzDmzZg8BAgkEokJc2BVERUV9XBB3ULBYedq6W8UfVqpYqVtxt2rVb9unWkFFcV/AVkSLIqC4AgKyk0BIIJlkss1ylt8fZ86ZmWQSwqIi/byuy4vMmbN85kwIzp37ft9Y0eeOHJAeCkCOUBuuJd+XD77chAOyvhyATXIDsnsnsYajcMlSagt2J2dAJq+jdQmN/Xz6Fmw5qQU7NYLd2mHaNdCNVaqbw4yNbFVcZHqVDiLYnS8oSkdFsAW/20Xv/ACQ6lq0v7YF7fyAp1MR7Jq4AJnOtSkQCAQCgUAgEAh+PGbOnMmqVavYuXMn4XCY4uJiFEVh6NChXHfddT/18gQ/YzolQG7ZsoXnn38egFNPPZVLLrnkB12UQCDYO+yItJTigOzMDMjkCLaMaVpimd2CbYt/5m4j2Pu5BTt+Ho/L5bgPLQekC900CeghSziUXTREG8h0ZyLHB1bKUseOTcWwylvKG8otATKz0BEgzbpyHi/oxv+VT8c0MjHqRiJJe+mAlBNt3NZMzVbraLeERnKEXCuCrcS3t41Odwt0o1YyOYSNfKK074CM6sY+l9BUBJspyvWRHY/tpzggbQEy/lxewN1JB2Qk5XiBQCAQCAQCgUDw0zBt2jQAXnvtNTZu3MjUqVN/4hUJDhY6FcGORCK0tFixu3A4LEpoBIIDFNsdmFpCszsHpJYyAzI56myY7F0E29i/JTSqknBA2i5Mw4SAXg/+PAAaYg1kqpkpr6OjCLZLTwiQgCVAhqwI9tb6Tfwtw8OROSfQtHEKLq3IOadNZx2QVgQ7MQey9XFyOxFsxSWhGyaabhDVDSeCnc652N1vRcib1ShdzWqyvGrKbEabmG7gdiWX0OydA7Io10/A7UKWUl2L9te2oJ2X4XbcjR3hzIAUDkiBQCAQCAQCgeCAY9myZUyZMgWAU045hZtuuomLLrqI3//+9xiGQSgU4sorr+TSSy/lkksuYcmSJT/xigUHIp1yQF522WWce+65HHrooaxfv57f/va3P/S6BALBXmC0imCnKyxJJqoZtMT0lBZsNS6GaXrcASknXHu7i2A7Dsj9VUKjtS2hsePhpmlaAmRWPgChSMiZ/wi7L6FBywWXlCpAVq8GoLxpO3jh+K7n8KkRQ1WtG5rsVNyTFmzDMBPxeCnNDMh2Iti6YdIcs37hkxrBTn1Pj+xyJABfej30aF5Llu9o1uxo6ybUdNMRO92KTFN0z3+ZVBFsZlhJLpIkWU7L5Ah22HZAKmjBrQyqvgRP8znASR2e05kBKRyQAoFAIBAIBALBAU1VVRU33HADvXv35oYbbmDBggV89dVXjBw5kl/+8pdUVVUxYcIEFixYgJzmc47gv5dOfTccc8wxvPzyy1x11VXMmTOHsrKyH3pdAoFgL7BFLlscU1wSMa19Ea4hnBqZBRwxzBEgJQkpPgeydQR79tItvPXNduex7YDsSPSct6KSZxZvch7vbIhw08tf0xRp636L6gaSZIl0sjMDMjFP0YpgWw7IUDRElifLOVaWpA5bu2OaC5Ucvqz6kpv/czOXtXyH3lgFhs62cC0ABb4e1j2Ji3Z704Ltkiwno96eA1Jqv4QGEq5CXwczIA/JOYQcdw5LvV66Na2NOyBTxTzDMNGMtiU0hmHyhzdX8t32ULuvYUd9mF/+4zPGP72EUFijKNcHWE7HZNdi8gzI5Sv+yWO5Hqq6vUXj2vc7vEc1ooRGIBAIBAKBQCD4WVBYWEjv3r0BGDx4MJs2bWLDhg0cffTRAHTr1o2MjAxqa2t/ymUKDkA6/Aj9/fff8/HHH3PllVeycuVK6uvrWbFihWO9FQgEBxbmHkawG+OiX8CdcEDaYpgdwbYde3KaVunZS7fw6hcVzmNbGNM6cEDOXV7Oc0u2OI8/31zLa19u48utwTb72jMLk+cvakkRbL9mRbCrm6tZtWsVh+Ue5hzrkiU6ShhHNAMP3Vi2YxnvbX6Pr6K7qHQBtZvYRgwVmXxvl/g9kVPujX0/OoMcj4In3Kmpx00+roRzB/Voc5xdeGMLgz3jop+SJoItSRIDugxjic9PfuMasnwqDREtxQEaMxJuUki4Y7fXNVO/7Hk++Xplu6/hq61B/vP9TiKazgmHdmF0/66A5XRMdUBa30+ZXoWvt1mxi2+9Hu5aeB1m1eq0547pBvXxcwgHpEAgEAgEAoFAcGBTVVXFzp07Afjyyy855JBDKC0tZfny5c7zoVCInJycn3KZggOQDiPYoVCIefPmUVNTw7vvvgtYH3QnTpz4oyxOIBDsGQkHpPXYnaawJJmWVvFeSHJAxktoXOhQuwmXJLWZAakbJhEtEeNNtGC3f81QWHOET0iIoBXBljb7xjQTT1wwswU5ZwakYToC5Jw1c9BNnQn9JjjHyjIdOiAjMZ0i6UxOGngS/XL7MeWjKWxWVYoqPqdCVejpycWjxItfZNsBmfidTWshsT1csrVWe92tI9i/PqFv2uNsB+Qn63bikiWG9c4F2o/Vl+UOYdH2BTTUrCHLq2Ca0BjVnHmMtjjsblVCU/f9Yv7sfpJPN9UAI9Ouxf4++fMlgynpEnC2Ww7I1BKagNsqDPqmcSu9VS+VO4cxr+tiBr77KyZOXgytXn8w7n6UJTEDUiAQCAQCgUAgONBxu93cddddVFZWMnDgQEaPHs3QoUO59dZb+de//kU4HObOO+9EUTo18U/wX0SH3xHDhg1j2LBhrFq1iiOOOOLHWpNAINhLWrvsVJfcoRuxOT4D0JsiQCachqZpcpz+OTx2AcfK0zHMkpTjNcMkktSk7ESwO4h9h1piNCcJkM2OANncZt+orqMqqfMXbQek2wyjmhFaPFm8/P3LnFx8MsVZxc6xu4tgRzWD7u7BXDtoMDUtNQBsURWOr/icbYqLnoHuzjUdB2RKBHtPSmjMREFQJ4+zr/Xx+l0c2TObzLiQqLrktPf3sKzBAHzjaqGrVAdY99oRIJ15mskN6QbZ3/wdgNK6T9tdi/19kixUgyVAbtrV5DwOhWNk+VSM2g184zI51lfCypqzOb5oK39p2cyYL/9J9tDLU85hx6975vqoDkV2d1sEAoFAIBAIBALBj8AFF1zgfD18+HCGDx8OgMfj4bHHHkvZNycnhyeffPJHXZ/g50eHEew777zT+fOSSy5J+U8gEBx42JFbyY5gK23jusm02MKSmiRAOiU0Brph0tXcBcBt8j8x9dSIbEw3iMSMlMfQcQt2KByjKao7a7WLULa144C0BTNbuLOdhJmmFU1+J7qD+kg9kw6flHKsPXuxPSKagScubuZ588hUA2xSVaj4nG2KQs+skjbRa9delNBI9gxIp4SmU4c51964s4kRffOc7aqS3gGZrRSixAIs83o4Z8HJbPBcivzlP53nnQi2knBA5mtV9Kx8n0+VLuRo5VCzIe1awnEHpK+1AOlTWjkgLcfl5rVv0+CSKetxPCBxQu9pNMgu/vbZ/RBpTDmH3YBdkh8gohnOtQQCgUAgEAgEAoFAcPDQoQPymmuuAeDhhx/+URYjEAj2DVtvS3ZAdhjBdpxtiR8FriSnoWFCJpbD7TCpnMHVrwMDnH01PTWC3ZkW7FCL5XhsjulkeJQOI9hR3cDdygFpi4rZZgMAzwe/oSyvjKHdhqYcK8sdOyAjmu4IkJIkUZLVh82hGhqrv6O+dw965h3ixJVVeR8ckPF1OBHsTh6nJimVI/rmp2xP956GNYOWpn4szdXY0n0C0jcvkbP2FTjlaiDxntivRXXJXKDPZ4uicGVRgOvqoly57n3IL21zbtsB6VPbOiBbt2Bn+RS+3voRAMMOORNYj2oUc16P43lh+8dc/J+7Kf6fmc4xNU2W67FvlwAfr9tFQ1jD2+o6AoFAIBAIBAKB4MBg8eLFP/USBD9TOnRAduliFTAYhsHMmTO56qqreOihh0SVukBwgGK0mgG5uxKaZsfZlvg7bZeUaLoVwc40m8CdyVKO5KRtf4PmRJuZZhhOBNswTEfkau+aUc1w5gnarddNuxEgVWcGZKIcBywBslGS2NBSzeklpzuuTxtZgg6MmERiBh4lIXSVZPdhs9vDNsU6T8/MYsf5mLYFu5MOSNuJ6bw3nY5gJ163Pf8RLAExXaw+HNPRmksJmRFmZkSYml/MjuC3zvtlR7ADei0sepCTdzzDheYHPJ57GEgm8/3ZsO7fadfSHNVxu2THlWmT5VNpiupo8fc7FI6R5VH4pn492bg4quuhyBLUNkW59rgZKJLM0xvfAj0Rwa+NR7Dt2ZKiCVsgEAgEAoFAIBAIDj46pSTeeuutXHTRRbzwwgucffbZ3HrrrT/0ugQCwV5gu+wSLdhSh27ElqglBPncCjRUQazFEdliuhF3QDaCL4eHuQyf3gArX3WOj+mJGZDJxTNaOwJkQ5K4ZAuPtgOyqiGc4qYESzRzu9pxQNJAZXywcc+Mnm2ula61O5mIZuBREz8CS7JLqHJJrFOtmYlFGUWOCzExAzKxf2eFRKsMh3ZLaNrDFj2P7JHlzH+E9mP14ZiO3tiPnoFerAp+zursGv6ZnQEbFgIJUbhv+Ruw8C5GbfsbSFEW+qOYhsIGj8SO8k8h2pT23K3j1wBZXuv+N8TLY0ItGn2UnXwt6wzMKMblkskLuKlpitAt0I1zCo7m3x6JpvUJobOmMYosQT91Z/wcQoAUCAQCgUAgEAgEgoONTgmQLpeLE088kczMTEaPHo3Rka1IIBD8ZNh6W0KAlC33XTuzEFNmQP79FFh4tyO62a69DLMRvDmsl/tQr3aFLQnLvaYbROKOxmhSGU2snesltxw3RazjmuN/miZU1oVT9k+OYMutynFyaKAy7mDsHuje5louWWr3dRuGSVRPzIAEKMkqAeBTnw+wRE3ViWDHHZBJsehO6o/OOhLu1M5GsK1rJ8ev7e3pItiRmIGpZ/D3U+by9jkL0EJHssTvx/z+X0CioTyjuQL8XXjs+M8Y5rkeXQ5D7VgAFnlcsGlRm3M3R7U28WuwHJCQcC2GwjFKY8vZ6FYZ1ONYAEuAjM95HDPoN4RlmYXf/MM5R01TlIt8S9j+8XmMci0XTdgCgUAgEAgEAoFAcBDSoQD5ySef8Mknn+Dz+fjb3/7G119/zXPPPedEswUCwYGFnqYFG1Ldick4EWw5BvXlsO0Lx+WnGVYJTcBsAm82siyxKTAINi92lM5YUgt2stMypqW/XrK7zXY+NkU1R8xrHcOOJUWwbQekYZiYJuTSyI64A7IwUNjmWh21YNtiXGoEuwSAxX4vAUkh25PdpoRmb2ZAynvZgm2Lo60FSHc7sfpw3D3qVV1keBW05kPZ6ZLZtHkhGLoT2w40V0BeH9yqgpq7DD1SwJGZZ2JEc/kokAFr3mlz7uao3qYBG3AatkMtGqZpEmqJoUc+A2BgySmAJUDaMetBhcPpKXl4N7gSYpbY3NhQR5fsufyxSz69cha0cUA+8v73THnp607dM4FAIBAIBAKBQCAQHJh0KEC+++67vPvuu2RlZTFnzhzmzJnD6tWrcbvdP9b6BALBHmALbrbJzo4vtxfDbonqSBJ4wlb8larviI9AjM+AhEzTimBLksSGwCBoqoZd6+L7WDMgTdNMEcW0dh2Q6SPYJfnW/L+KYHPK/tacRhk2f0LJNw8759ZNk1ypgXLVhyIrFPgL2lxLliXaS5/bzd3JDshemb2QgFqXi55u6/XazsfkeYzO+Ts7AzLugEyIw506jOMO6cJ9Fx7FqMNSX5s11zP9DEiwBEiXLKFG+wGwlDBs+9J5f76IbmWwWs1fNp+Py1dOLDiCgcU5aI2Hs9TnoXnlqylzPgECzdu4LfoohEMp25MdkE1RHcM02a5vQgGO7HIUAPkZHkeAlCSJs3qewBKPwq7VrwEwoObvvJRlnWdLZjXNjfUp1/h43U4+WlvduZsmEAgEAoFAIBAI9olLL72UJUuWpGy7++67mTt3btr9KyoqGD9+/F5dq1+/fixYsMB5vGjRIqZNm7ZX57KZMmUK0Wh0j4557bXXePDBB/fpuoLd0+FH4enTpxMMBtm8eTODBg1i3bp11NTUcNttt/1Y6xMIBHuA0WoGpO3ca8+R2BLV8asupMa4wBOpxxexvtbiseGAYTkgXZLEBv9ga7/NH8djxdbDqG6kRrDbmQFpN2CD5XwES4jsW5CBS5baOCAjWlyA/Op5ilc+SS4hJxqeKzWwze2lm78bstT2R5lLot0Itj1rMnkGpFfxUqhmAdDT3w1IOEj3xQHpijsgW8/n3B1e1cXFR/dqc532YvXhuKjqjYuqAVdXAlIXlvp9sO7fRHUDBY2vpSZkJI7NG0+k+nRidccwsCgHraGMGCZLVeDLf6ac++Kdj3FK9EPY+GHK9iyf5UANtcQItcQolqr5VtU4wtcdv+oHID/gZldjxDlmzKCrMCSJf33+GHw0ky99nyLjYlz3E/na50ba+kbKNSqCLQSbY45jViAQCAQCgUAgEPxwjB8/njfffNN5HI1G+fDDDxkzZsx+v5bP52PmzJnU1tbufudO8sgjjwjT3AGK0tGTDz30EGeccQbnnXees23u3Lncf//93HnnnT/44gQCwZ5ha1JtItjtCILNdrlIww5nW0b9WsCTECDjMyBlCarVHpDZAzZ/Qmzw5c4xEc1ImUvYrgCZ4oDUnT+zfSqF2d62DkhNt2LSwc0ADJI3oBmnYpqQFy+hSRe/ho4j2HZsPDmCDdYcyO0139Iz7zAgWXjcewekLEvoRsKd2lnhsj0cUdkw8MiJ9bfEdFSX5MTGMzwKbukoPvfVoG1eRKzoCnpINWxRFUq8+ZzS/TL+vXgFAEf1zEZv7oNHDvBBtwxGf/Y3OPY6cKmw7n2GxGPVVHwOh5/rXNMuxwmFY4TCMYa5VvCRx83lhcc6++QF3ITCmhOnL83vR5mawxNGLXPWPctmv5dh6jn877G/Ye7r/2Fj/bvA7wHL1VndYImX24It9OueuU/3TiAQCAQCgUAg+Dnx6hcVvLy8fL+ec/ywYi4cWtTu82eccQaPPvooLS0t+Hw+PvjgA4477jj8fj+fffYZTzzxBADhcJj77rsPVU0UZi5evJhHH30Uj8dDTk4O9957L6tXr+bBBx9EVVXGjx+foi8FAgEmT57MjBkzeOyxx1LW0d65/vrXv6KqKjt27OCSSy5h6dKlrFmzhssuu4yJEycyevRo5s+fzx133IHb7Wbbtm1UV1czc+ZMjjjiCGbPns2///1vNE0jMzOTxx9/fL/eX0H7tOuAfP7551mzZk3KNwfAuHHjWLt27Q++MIFAsOckXHbWYyeC3UEJjc/tgsYqZ1tG3fdAvMna0PGZLc4MSAOg5HjYshg9SWSMxFIdkFo72efk+X5NSTMgMzwuinJ9bRyQUbupOrgJgMHyOivObJjkSI1UudLPfwRb+NuNA1JJ/RFYUnAkAEX5VnzZKaFpJUTCnjkg7TXbj/eF9mL14ZiON0lQ9btd+PR+NEomq2pWE4tp9Jaq2KQqlGQWO6+tW5aH7tlewEUf70j+LUeob9wOq98GLQrvTWOT3JOXs0oxKz5Puabdgh1q0Qi1aBT6v0GTJIb1+R9nn/wMDwDBpkQM4saT7mNkyekcesiZRHeN4qiCCRRl9aIoHOBT1y7MphoAttclvh9ai9MCgUAgEAgEAoFg/+PxeDjllFN4//33ASuefPHFFwOwbt06HnjgAZ577jlGjx7Ne++95xxnmia33347TzzxBLNnz+boo4/mqaeeAiASifDCCy+00ZcAJk6cSGNjI2+//XanzrVjxw4ef/xxZsyYwVNPPcX999/P3/72N1566aU25+7Rowf/93//x6RJk3jppZcwDIO6ujqeffZZXnjhBTRNY8WKFfvv5gk6pF0HZFFREYqS/mmXq20ZgUAg+Olp3bSsKp2JYCuWACnJEOiKr24tcBSaYeLTG6wdfTnIkmR1z5QcDyteRt+5zjlPRNNTXI/tt2DHcMWFQaeEJqLh9ygU5fr5ZN2ulP0jmkFAjkFDJQCDpfWE487MLBqpkXwUZqQXIF2ShNZO+U44zQxISBTR9MzoCSRHsNs6IDs7y1GWSY1g76MDUk2O1XsS28MxA09SU3XAo6BHDgUvLFVN+tdvokjawQpF4Yzcfs5rK8r1o7pksrwKPeSTWWO8z9tde/OLV/7X+p4wdaZ0GcOGzBUUV6/iWD1mOSOBgFtBluIOyOYoMf82XLgZ1G2ws478gBV/2NUYpWuWF4CRPUYyssdIqkNhXvvXBxRkWHFtNXIsm7IX8N0XT3PEqNtSBOnW4rRAIBAIBAKBQHCwc+HQog7dij8U48aN4/7772f48OGEQiGOOOIIALp168Y999yD3++nqqqKIUOGOMcEg0EyMjLo1s0aZ3X00Ufz8MMPc9JJJ9GnT592ryVJEvfeey+XXnopV1999W7Pdeihh6KqKpmZmfTq1Qu32012djaRSKTNucvKygDo3r07X375JbIso6oqN910E36/nx07dqBpYtTTj0W7H6FPPPFEcnJy2qjBK1asIDs7+wdfmEAg2HPaCJCdiGB77Qh2oAC6H4k3aDmcNd3EbwuQ3mxkKe6wLDkeAN+bv+Y59U+cJ39CRDNSS2g6mAGZ5VXwqS6aIlpcuDTJ8CgU5fqoagg77kSwBMjuRjXfqyov5xYwSN6ArscwDNCUJgypIwdkIpLeGieCrab+MmV49+GUZJVwZBfLCemSJSSJpDKavYhgxx2QTgR7Hx2QqpL+PY3EdLxJMy0zPAqRqI/+mb353OslEPyOLHc5uiRRUnAkbsUWIH2A5VTUIj0Z0GUAL+d3wzx+Chx/I+Vn3ceGjNUAfOJxQdVK6wIfzURe+y6ZXpVQSwytdhNrfQaHubsSUAPOOvLiAmRtU9tB0DXxbXkBS0k1pDNwmzB37VwwzVYCpHBACgQCgUAgEAgEPwb9+vWjqamJ5557jgsvvNDZPn36dO69915mzpxJ165dMZNGXuXm5tLY2Eh1tdUp8Nlnn1FSUgKALHfs3ujevTvXX389Dz300G7PJe3B56nW+65Zs4YFCxYS9rPbAAAgAElEQVTw6KOPcvvtt2MYRsprEPywdDgD8ne/+x1XX301w4cPp7i4mIqKCpYsWeJYXwUCwYFF6xmQdmQ42o4g2BLV8KvxCHZGN+hahnvTx7jQ0QwDn9EEgOmJR7BNE/L6wqBfYFStYYC8mgyphUjs946oJ0kdz4DM8qm4ZJ2mqO7MgQy4XWR4vZgmVNaFKeliCViRmE5XbTuzsjN5M9PH2XW78NZvwIhlE1KtYzuaAbmnEey+OX15+/y3U7apsuzMXZTjgqRp7kEEW04todnXGZBqO7H6sKbjbeWAbN6lM7JwBG/Ub8JfswLFY/0D3ienLzt3tRIgA25qG6NcfMw4bl98O8tPOIujux/NAwt/i2nKdHH15FNfFCqWg2miffQnFFnhZPfthMJd8VUsYIXHw/hux6Ssq0uGJUDWNLX9jaQtSubH98n15+AL9+VtzwauW/0mFcH+KLKUGs9v2EF03b9xD5wIrg7/CRMIBAKBQCAQCAR7yYUXXsgDDzzAhx8miijPPfdcxo8fT1ZWFl26dHEEQrDEvrvvvpvrr78eSZLIzs7mT3/6E+vWrUt3+jacd955Tux7X8/VHr1798bn83HBBRfgdrspKChIeQ2CH5YOP70VFRXxyiuv8NFHH1FeXs6AAQOYMmUKfr//x1qfQCDYA2yXnf2LHrcdwW5nJmNLTKdbpgoNO/ijH4arEmfoEUqkHWi6ScBo4HOvh6lf3oXsuhnTzLJOft5fqA42s+ihSznD9Rlb4k5GsGK57V0v1BIjy6siYUWv7TmQgbgDEqyorSNAagYFWiUbVRUTWON2k13zDWZLCZXxeYftCZAuuTMlNLvPUScXu4DlgozpZqedjK64EOq4U/djBDui6TSENbpkeAjHjBQHZMDtojGiMajbEF78/iVqG1YQc9cDVtlOfV0YsCLYYDkVt9Q0c3rJ6dz/+f3cueROijOL+Xjbx8R2nUFJ3wK+MGaxY+ticsqXcmFxT/rh5o8V9/Htpg9RWIpW2JURpaenrNd2N9Y0tnVA2u3Ydkw7y6tSGbqYmPdeXlz+KBXqIxyarXNsxhZC1TG2ffA2D37/Ah/53LwYqaX/sTfu0738OVLXHMWjuKzZrQKBQCAQCAQCwQ/EuHHjGDduXMq23//+9/z+979vs+/LL78MwMiRIxk5cmTKc8OHD2f48OFpr7F48eKUx3/5y1+cr3d3rtLSUmbNmgVAVlaWM49y4cKFAMycOdM5btSoUYwaNQqA5557Lu1aBD88u7WPeDweTj/99N3tJhAIDgCMVi673Uawo1YE29xVxRs+L5sa1nAG0E8qRzMM/EYT37tVamMNZHgXoxu9nGM13WST2Z08qZENTbXEzAzAKj9pb/ZiKKyR5VMwTJOmiObMgczwKPTMsQTI7fUt8fMbaIZJbnQ7G9yWQPWFO4NTa79B/V6hMj6jtnuge9prddiCHUvfgp2OvAw3eX6389gVFyA7KyTKsjU70zYs7qP+mPKePv3RRp5ftoVlt57SpoQm4FFoimgM6joIgM2xrYTckC9lk+HOINdv3YNDu1rvW36Gmy+3BvEpPq4ddC2vrXuNquYqTu31P7y+5nhKB2TwReMsPt2xlEi0ma352WxFR+2Sza9rl3Bdl75gNnN04bCU9eb4VFSXRGV92xmOlfWWCNolXlST5VOob+7K6KJevNSwmct2PkRmYBlfKTJkwrlbFSSfF8k0eGHlc9w54oaE2v5fwi//8RmDe+Uy45wjfuqlCAQCgUAgEAgEAkGn6WSNgkAg+DmQELk6J0C2RHUCCjS07ELD5Nv6DbTIMv3kcjTDxG80UCtbolazZwmakWix1gyDTablPnQFNzoxb7/bRUzr2AEZ8Cg0RjSao5YA6fco+OOOrpaoFY+2z2dGt9AUV+2WunPpsX0BGR/exnJXN3xyJn41vSPbimCnv09OBFvd/Y/Al688lqtPKnUe27H2zs6AtB2Q+6sF235Po7rB5pomqhsiBJtjhGN6iisu4FFoiup083WnQAmwUjXYpsr09uQDcHiPLBbcdCLDSvIAyA94CDbHMAyTS8su5dVzXuXVc17ljuF/AlOhh78PXV1+/iPHeCY7wMDc/lw54ErmZahc2Ks7NRkGVx91MxnujJT1yrLEgKIcPt8cbPNalm+upSTfT26SAzLUEuPyY26m3uXiifyvmZfhRfX1Z1eklLOLT+PknMfp3tCT95QITRs/bHPOg52qUIRtdaKQRyAQCAQCgUAgEPy8EAKkQHAQ4TQttxEg249gd5EbCMb3jxkxvs4vob9U7kSw6+LnMOQQtXztHBuLOyAB1LqNjsjpdyvE2nVAxgVIt4vmqE5jfAZkhicRKQ3HrG22S3GXbjVgZ6pZfO9x4YnVESs4kk9cvch2d233XrjkhCO0NXsSwS7M9hHwJMzitru08y3Y1gxIYz+1YLuT3lO7xKUi2ExLzEhxdGZ44oKuZjAotz9fezxsVhV6ZxQ7+xzSNSEW5gXc6IZJfUtCZAbLJQuWoDmyYCALA34qFYUrhlzPtYOu5YoBV3DhYRcy/8J3uWbopLRrHtE3jxXb6p3IPVjfq59tqmVE33xnW5ZPJaIZ9O8xijH5Q8hpKOHCbk8y6ainKK+4lglH3sW3myU21Z5Fiywzf+kDe3UPf85EdSPlPgoEAoFAIBAIBALBzwEhQAoEBxGm04JtPU6eF5iO5qhOF4IEk9S0zzNz6SNVohkmAbOJWpdCSVZvXEYeVWbCcabpJuVmV3RTwh3a7Ih6AY8Lrd0ZkFYE244HJ8+AtOPD4bjwGNEMJAx2GNbcwpOKTqPOHeb7biezc+xzGEqILLWg3XvRYQRb63wEuzV2E3anHZBxIVQ393MJjW5QGy922RZsadOCbYumzRGNgUXHs01VqHO56JPXL+15852ymNRZjbYA6XO7OK50LAD9M3tzQs8TkCSJ6wdfzx3H3kGBv/33YkTffHTDZPmWhAtydWWIUFhLFSC91pobwhpXjniSrduupqxrH2c+6Ipt9azZ0UBLuJRiMnilaSMEN+/mjh1cRDWDpqi++x0FAoFAIBAIBAKB4ABCCJACwUGE3qropKMItm6YRDWDfCNI0GUJcT7Fx+eKTi+pGk3TCRiN1LhU8rz5ZMWOIyR9x5bQFuuchkEUlW1mF3wNm1MdkGmuF9UMWmI6WV6VjHgE254BGXAryLKE2yXTYjsgNZ0C6tmkSOS6vIwoHAmSyauHXYXm64qs1pGjtu+AtJ2H6YjEOh/Bbk3CAbkHEeykFuzOCpftYTdyx3TDKXapCLZYMyCTW7DdlpjXGNEYVHi0s71v90Fpz5vvlMWktlXbjlSf6mJkrxMpzS7lhuHTkPbgdQztnYsiSyzdWONss78e3jfP2ZblUwHLKVsRbAaslm67KOe1Lyvie0r0zxrDKo+b1V/9o9PrOBiIasIBKRAIBAKBQCAQCH5+CAFSIDiIaG8GZDSNIGgLfTlGLcH4XMMTi05kZawOU9Zwh3cSMBsJulzkefPI1I4BYFnlMgDH5bjZ7E6gYbPjsgx4XGkj3w1hK9qb5VPTOiDBEgSdCLZm0EuqYqNboW+gJ2V5hwOwPbyOhlgDkitCrqeDCLYk7ZcIdmv21AEpy6kt2PvLARnVjJQIdlgz0jogmyI6ZXllqKZ13b75ZWnPmxefw1jbjgPS71bIcmfxxnlvcHzP4/dozX63wsDinFYCpDX/sTDb52zL8sYFyJYYFUFrzmFRnp8uGW48isySjTV4VRlZgnzfGQAsqlyyR2v5OWOapohgCwQCgUAgEAgEgp8lQoAUCA4inDmDcY3LnheYLhJtF8Bk67XUxh2Q/1PyP2gYfO1xk9FUQYbZRFCWyPHm4JG6IJseNtRtiJ/TEvE2md3JbNpKVLOdckraFuxQ2LqeHcFujuk0hm0B0rq+V3U5BTGRmCVAblBV+uYcQvdANwwtQFV4PR9v/wCAfE+Pdu+FLCUE2dbYAqS7s4Mck8+7hw5IOS6E2hrwvpbQ2Guub4kRjb8OxwGZ0oJtfd0Y0XC73OQopWC66JGR/p61H8G23qPkgpu9YUTfPFZUWHMgDcPk882p8x/B+t4A63ulItiMIkt0y/QgSRI9c32YJgzrnUemVyUa8dJX8rKiefs+revnhP192ygESIFAIBAIBALBD8SyZcvo168f8+bNS9k+duxYpk2b5jyura3l3nvvJRQKtTnHhg0bmDTJmg8/ZcoUotFom33aY968eQwaNIiqqqq0z69evZonnngCgPfff7/d/dJhGAYPPPAA69evd7bNnj0bgEWLFvHSSy91+lytmTZtGsOGDUt5ratWraJfv34sW7bM2bZkyRKeeeYZZ3xaZ1m2bBlTpkxJ2bZo0SImTZrEpEmT+MUvfkFZWRkbNmxI2WfSpElcdNFFTJo0iUsuuYSpU6cSDFqjse655x62b//xPk/tdwEyFotx8803M3HiRC666CI++OADtmzZwoQJE5g4cSJ33HEHRjsFFQKBYN9o7bJTlURctzV223RmrIag24fX5WVkj5G4JJnPfV4yWsoJmA00yJDrycUlyXjMQjbUxwVII+GAdOuNKOFaIO6ATDNzMhQvN7FLaEzTErtUl+TMYvSqctIMSJ0CdTshl4vSgqNQXTJGuCebm7/gr6seQms6hLLsEe3eC9t5mI6IpuNR5D2KEdsoexrBlltFsPfxp679nlbWh51t5cHmNhHsDHsGZFxALPGcjtQwEpecXkjM9ad3QCZHsPeF4X3y0QyTL7YEWb0jRH1LLCV+DW0dkIU5XpS44GrHsEf0zSPLpxAKaxyVWcK3LhOzroL/Bmwnc3NU3+P/YREIBAKBQCAQCDpL3759eeedd5zHa9eupaWlJWWfvLw8br31VrKysjo81yOPPILb7e70tefOncsvfvELXn755bTPl5WVcd111wHw3HPP0djY2Olzy7LMzTffzCGHHOJse+qppwAYNWoUF198cafPlY6CggIWLVrkPH777bcpLi5O2efYY49l8uTJe/VZtDWjRo1i1qxZzJo1i5NOOonf/OY3lJaWttnvvvvuY9asWcyZM4dRo0bxhz/8AYDbbruNHj3aN/Xsb5Td77JnvPXWW+Tk5PDAAw8QDAY5//zz6d+/PzfeeCPDhw/nD3/4Ax988AGnnXba/r60QHDQYZom763cwSll3XB3Ii7ces6gIrc/A9KOYAeiuwh6/OR6cwmoAQ7PK+PL5i8Y2lIBUjOGpJLrzUWSJNxmIRvq1gE4LsdNZqF1nsYtgB+f20UsjfAXahXBBqgKhVMapr2KKyWC7fZYDdh98w6zhLxwT1oyvqe7v4h1ayaiyu3/CLNLaAzD5N0VlZx1VKEjGkZixl7FryEhPHY6gi1JGEZbcXhvsSPYVSFLgOzbJcCWmmYMk5QItj9pBiRAd+U4PKFDaA+3IpPlVdrMgExEsPdNgLTnQP5j8SZnPuXwPq0dkJYAOW9FJd9VhijK8TvP2UU0w/vmM3/lDkItMY7tfQxvhtZQsfF9iodM3qf1/RywHa+6YRLRjBTBWSA4GPjXqh0cf0iXlH8XBAKBQCD4r+brF+Gr2fv3nIN/AYMmdLhL//792bx5M6FQiKysLN566y3Gjh1LZaX1+Wz+/Pk8++yzyLLM0KFDmTp1KtXV1UydOhXTNCkoSBRUjh49mvnz57NlyxZmzpyJYRiEQiGmT5/OkCFDUq5bXl5OfX09V155Jeeffz5XXXUVqqoybdo06urqqKur41e/+hXz5s3j3HPPZfXq1dxyyy088MAD/O53v6OwsJCKigrGjBnDunXr+O677zjppJO46aabWLt2LXfffTcAOTk53HvvvcyePZv6+npmzJjBgAED2LhxI1OnTuXJJ59kwYIF6LrOhAkTuOSSS3jooYdYuXIlTU1NlJaW8qc//anNfRszZgzvvPMOp556KoZhsGrVKo466ijAMuvdeuutlJeXo+s6kydPZsSIEVx66aXMmzcPSZL44x//yMiRI+nVq1ebtXbEjh07ePPNN3n11Vd38+bDOeecw6OPPkokEuHXv/41M2bMIBAIMGPGDCKRCHV1dVx77bWceuqpPPLIIyxduhTDMBgzZgyXX375bs/fEfvdAXnGGWdwww03OI9dLherVq3imGOs+XGjRo3i008/TXvsSy+9xAUXXMAFF1zgWEIFgv9m1lc3cvXzX/LR2upO7d96BqTbmQGZLoIdd7ZFd1Grusn15gLQO7sP5YqbrPA2NMkqAsnx5OCSJDxGD3a17KI+Uu/Medxkdgcgs2kzqssqktF0A0LbIcmlFWqJR7DjJTQQFyDdSQKkmixA6shu63WX5pTikiS0xv7kKMVMHTgTDL9TyJIOV1yAXLqxhutf/IpPN+xynotoBp69FG9sUbfzDkhSHJD7K4JtC5ADirKdaG46B2RTxLqfLVF9t6Jrl0wP1Q0/jAAZ8CiMOqyAj9bu5N0VlQwoyqZHji9ln1y/m4JMD/NX7mBLTTODe+U4zx1dkkvvfD8DirLJ8qqEwjEG9LXmQH5b/p99WtvPhWiSs1jEsAUHG1tqmrhy1he88+1/z1gFgUAgEAgOZE477TTef/99TNPk22+/ZfDgwQDU1dXx+OOP8+yzz/Liiy9SVVXF4sWLeeaZZzj77LOZNWsWp556apvzrV+/nltuuYVnn32WyZMn89prr7XZ55VXXuHCCy8kMzOTQYMG8f777zvPjRgxgjlz5jiOy5NOOomysjLuu+8+VFWlvLyce+65h//3//4ff/7zn5k2bRpz587llVdeAeD222/njjvuYNasWYwaNYq///3vXH311WRnZzNjxgznOt999x2LFi1i7ty5zJkzh/Xr19PQ0EBWVhbPPPMMc+bM4euvv04b/R4wYACbNm2iubmZpUuXMnz4cOe5l156idzcXObMmcMzzzzDo48+CkC/fv1Yvnw50WiUzz77jJNPPjntWjvimWee4fLLL++00zQrKyslOr9x40YmT57MM888w+23387zzz8PwBtvvMGDDz7I888/j9fr7dS5O2K//4o5EAgA0NjYyG9/+1tuvPFG7rvvPsdeGggEaGhoSHvsxRdf7FheL7jggv29NIHgZ4ctMthuxd1hmqkx344i2OG4sOQJ7ySYnekIkIWBQnYpMpnhcna5LDEqz5uHLIOqF4IKG+o2oOmW87HCLECXXGQ3b8XtOgpFlpksvwsPT4RfL4SioUCyA1JJckBGnFmFYMV87Qi20VRLk7uBgJRHga8ASZIww705r+ARcpQuQEWKeNkaK4INW2otEbU6lBDW7Aj23uC0YHdSSLSFUKNVQ/neYouudgT7qKIc3vja+sCe0oIdv692YUlNU5T8QMf/IBXl+tlWlxqtsAVh7z4KkAB/v2wY4fiMT4/S9nxuRWbJtNFO1Nif9P6eP7iI8wcXAdb30OZdzRzSpQyfKbGidg1j9nl1Bz7JAmRTRKNLhucnXI1AsH/ZGv9ZXdsU+4lXIhAIBALBAcSgCbt1K/5QjB07lhkzZlBcXMywYcOc7Vu3bqW2tpYrrrgCgKamJsrLy1m3bh3nnnsuAEOGDOHFF19MOV/Xrl158skn8Xq9NDU1kZGRkfK8ruu8/fbb9OzZk4ULF1JfX8/s2bM566yzAOjTp0+H6y0uLiYzMxO3202XLl3IybHMDLYWtWHDBv74xz8ClhuxvfNt2rSJAQMG4HK58Pl8TJ8+nVgsRm1tLTfddBN+v5/m5mZisfT/zzJ69Gg++OADPv30U66++moeeeQR5/ojR44EICMjg9LSUsrLyxk/fjyvv/46O3fuZPTo0SiK0um1gjXX8qOPPmozH7I9TNNk165d5Ocn0mgFBQU89dRTvPLKK0iShKZZnyEffvhhHn74YXbt2sUJJ5zQqfN3xA+ScamsrOTaa69l4sSJjB07lgceeMB5rqmpabczAgQCgYXtbIummamYDt1MddmpTglN2+MtZ5uJu2UnQSlAqceax1eYUYghgRTdTEi1zpPjzUGWGlEMS3RcX7cej9HNuiYugu5CssPlqIpM/9oFnK5avzGhfmtCgEyeARkXx3Y2ROia9PPAo8o0xItpMqs+Y51HpZevp/OPhiJLaIbpuPKSxcvWWCU0JhVB+0NtYrZhRNv7CLYtAHZ2lqMsS5hm23j83uJEsOMC5MCibOe5FAGyVQS7tilCwW4Eq6JcHyu31adscxyQ+yHuK8tSiqiYDsUlO3Mf28N2QCqywuHuXL5trAI9Bi51n9d4IJPcZi8ckIKDjYqg9csP+5dVAoFAIBAIflqKi4tpbm5m1qxZ3HTTTZSXlwNQVFREYWEh//jHP1BVlddee42ysjI2btzIV199Rf/+/VmxYkWb891zzz08+OCDlJaW8thjj7Ft27aU5//zn/9w5JFH8thjjznbTj/9dNasWQOQdmaiJEmOCWd3MxX79OnDfffdR48ePfjiiy/YuXMnQJvZ6n379uXFF1/EMAx0XeeKK67g0ksvpbKykkcffZTa2lrHGZqOsWPHcs899yBJEr169XK2l5aWsnz5ck477TQaGxv5/vvvKSoqIi8vjwceeICqqipnNmN7a03H999/T58+fTrtUHzllVcYMWIEctIH2j//+c+MGzeOE088kVdffZXXX3+daDTKe++9x8MPP4xpmowZM4YxY8bQs2fPTl0nHftdgNy1axf/+7//yx/+8AeOPfZYAA4//HCWLVvG8OHDWbRoESNGtF8cIRAIEtgCpNZenXMr7N2SBTtoJ4Id08miGVmPUGfEUhyQALVyjDrZEnTyPHnIUhOykYtP8bGhbgOHKiOdc1WrxfRtWM4T5p8YsWYl3xs9OUzeBi11zj6hcAyXLOF3uxxxLKobTlQYLAFtZzwCnFG9lJVuD2d3O8Z53iVbjdK2+JLRwZwwlyzFBUjrQ21yu7M1A3LvBLU9nQFpi8F2E/m+RrBtAbK6IYJPdXFot0znueQZkHL8XtslNLWNUfp37/iXP0W5PmqbojRFNMel2hzVcXdCFPwxyfKpjqA9IK+M2dEaopVf4S46ZjdH/rxJ/kWELQwLBAcL9i+L7L/bAoFAIBAIfnrOOuss3nzzTfr06eMIkHl5eVx++eVMmjQJXdfp2bMnZ555JjfccANTpkxh3rx5FBUVtTnXOeecwzXXXEN+fj7du3dvM3bv5ZdfZty4cSnbLrroIicOnI7Bgwfzu9/9jrvuumu3r2XGjBnccsst6Lr1/9H33HMPYAmDU6dOddyJZWVlnHDCCUyYMAHDMJgwYQIDBw7kqaeeYvz48bjdboqLi6murm5TMAOWgBkMBrnwwgtTto8fP57bb7+dCRMmEIlEuO666xwX4umnn86nn35K7969211rdXX6sWybNm1Ku45kbrnlFnw+a/xVt27duOOOO1KeP+OMM5z4emFhIcFgELfbTXZ2Nueeey7Z2dkcd9xx+1xYs98FyKeffppQKMSTTz7Jk08+CVjNOnfffTcPP/wwffv25fTTT9/flxUIDkoi8fhrugh1OgwjtehEkiRUl9RuBLuHVEOLJNFiam0EyEpFIRgXnSwHZDmmIVGaXcqGug30ybXO6VFklmWeRqZWS5dIPdvzR/LL8gtZ4r0eWhL/qIRaNLK8CpIkpRQMZKkmrHwVDj8Pr+pyRNdd9Z8RzZEY3O1oZ19FltEM04kVd1RUIEtWC7YjQDa2imCre+mA3MMWbNkRgY344726rIM9A1IzTLplucn2qWR6FRrCGt5WoqrfrdAYsRqTd3Uygg2wra6Fw+LCptWufeCIj2A5IJuiOppuMKDXScSqFrN6/XsMPMgFyIiYASk4iEk4IMX3tkAgEAgEPyXDhw93ZhdOmjSJSZMmAVafx6hRowA499xznbh1Mn/961/bbFu4cCEAkydPZvLk9osjn3766TbbfvOb33S4vilTpjjRY7s12+PxONcEWLx4MQBHHnkks2bNanO+dNuuvPJKrrzyypRtuyt4mTlzpvN18nxLO4INVht1Oq666iquuuoq53G6tfbp0ydlpqTNmWeeyZlnntnuutK9vtbPlZaWcvbZZ7d5/rrrrnMax/cH+12AnD59OtOnT2+zffbs/dzcJBD8F7CnEWxnzmCSNqa6ZGJpjm+OavSWqhyRMc8bj2DHBcjtikKdS0ZBwaf4nFbp0pxSFm9fzInZ1rUyPApL/SfyZdZoVm6r51dD+1BZvhJT8SIlC5DhmNNynOxcHBleBK/cAxfoeJV+1szB5lrWGdVADkO7J5rRZMmKMtviS4czICXLLbm/I9h77ICUU+dw7nsLduL4/AxLUCzK9bO6MtSmFTnD46IpotEU1YlqBnm7FSCt34pVBJsdAbI5qu02Nv1jk+VLxMuP6n0SfH4P36yaw8DBv4LsvY8EHOi0ngEpEBxMOAKkcEAKBAKBQCAQHJQcWLYWgUCQgi1AxtJEqNORbs6g6pLTOiCbYzrFUjVB2RKtcj2WA9Kv+pENHzsUF0FZxotVLCXLEoYJh+Qcwq6WXTRErVmBfo/lWoxpBm6X7AhkhienlQMyRpbXEiCTZzceEl1tfbH0SbyKbAmQW5fwldeDO5JN94wuzr6KS0YzjE7NgHTJ1v2ripfP1LQRIH+cFmx7N0eA3McIdvJ1bUejLRy2dioGPApNEY3aRuu1d16ATBTRNEf1fW7A3t/Y30ehFo1uge4cklHM//kkyl+8CMKh3Rz98yV5BqQQIAUHG04EW8yAFAgEAoFAIDgoEQKkQHAAE9H2LIJtz8FNblpWXTKxNDMkw1Gd3nIVNT5rLqAdwQaQjXwqFA9BlwuPZDnhZMmKeJfmlAJQHd4CWC7ESMwgqhuoiuQIdLq3lQAZ1hznWrKjrlfLdyCrsP0rSiOrCMcMjE0f85XHQ7jlUCfyDJb4phuW+OJROp5LKMcLa8CKTdc0JUWwYz9eC7YtBhVLcKkAACAASURBVNsi8r62YEuS5MSw8wJWqUxCgEwVCgMehaaoxq74a99da3JBhgePIqcIkFYE+wATIONOWluoePjUv6B5MrhGCVL/zm9/yqX9oNgjGQCaImIGpODgIaLpzi+LhANSIBAIBAKB4OBECJACwQFMJBYvoUkSIF/7soIF31Wl3V9PE8F2u6R2Itg6JfJO6jIKgEQEG0Ax89imeqiTZTwuq2XZLnWxBcjP617F03Uesm8zEU0nphuoLtlpidY9OaklNLYDcu18XF/8A5/qwkuEvOZ1fDrwXExvNsfufJksbRfrNrxHg0vGjByS0mamyBK6YdAY0TosoLHuQeK4/oWZjgsQrCirZy9FNVsQ7ewsR1uwtOOz++qAhEQMOzmCDWkESLeLpojeaQekJEn0zPU5TiQ4UB2Q1ntvCxV9svvw51P+wjbVzV07PwX94HQHCgek4GClsi4MWC5uMQNSIBAIBAKB4OBECJACwQGMMwMyKYL910Ub+eeSzWn3t2dAJotcqtJ+BLuXVE0wYDkfc7w5znNuM48qFwRdMqpsbZfiMyALA4WU5ZWxLbwCNe9jgp43iGgG0XgE2ylJcWe3ckDGBcglf4H3fk9Xd4QjpU186PdwZd1nvFV2MofWfMhC9018GbOOU7W+KWuWJckpofF3EL9ufQ8GFOXQFNWteDcQbI46Itae4trDEprWMyD31QEJ1nsKiQj26P5dOeuo7hTn+VL2cyLYTZ0TIAF65vhSHJAtMR3fgSZAtnJAAgzrPoxzugzmU4+Ksf2rn2ppPyjJMyAbo0KkERw82D9z+nXPEg5IgUAgEAgEgoMUIUAKBAcw6SLYMd1o1/1kt2C3dg2mmyEZiUTpwU5qPX4UWSFTzXSeU8mjRTapVFS8cQekVUJjnfvlsS9zWeGLxOqOJixVWgKkbuBOikXH3K1nQMYj2MHNoEc40/U5g+X1fOWxYsF/iVTQqGTwsTGAZWVn4pVy8ZCY/wiguKxm66ao3mEBDSSEPkWWOLzQipnXNEVpjGgEm2MU5/k7PL49bIdnZ0toEhHs/VNCA1asHhKCYp8uAZ68dGibuZYZHoXGSCKCbTsmO6Io158qQEZ1fAdqBLsl9e/BwF6jaXDJbF7/7k+xrB8cUUIjOFixXdeHF2YR0Qznl0UCgUAgEAgEgoMHIUAKBAcwiRKaZAHSbHf+mz3q0dVqBmQ0jQPS07wDFY2g4ibXk5siWnrjwp8ugVe2xDuXlHBYQjwWHuuKRiMtej0x3XJA2gJdLMkBGdMNWmI6OW6gvgKA04xPLAHSn0GeN4/KlmpuH/L/cY3rIpbVfku21A+vkioyWjMgLQfk7iPY1p+FOV4KMi2Rs7Yxyra4uGbPTdxTXHtYQpNwQLZ1p+4ttst0d4JiwKPQHLUi2D7V1ak266JcH7VNUUfgOqAj2K3KKgb2OgGAbyoW/+hr+jGw/x7749F6geBgoSLYgkuWOKxbBgANIoYtEAgEAsFPxrJly+jXrx/z5s1L2T527FimTZvmPK6treXee+8lFGpbArlhwwYmTZoEwJQpU4hGo232SUdtbS3Tpk1j3LhxTJo0icmTJ7N8+fJ9eDW7v17ya6irq+Ptt99us9/q1at54okn9vo6jz/+OGVlZVRVJUap1dTUcMQRR/Daa68529atW8ejjz7a6ftlU1FRwfjx49usedKkSc5/Rx11FIsWLUrZZ9q0aYwdO5ZJkyYxYcIErrnmGsrLywH461//yrfffrunL7VD9i6DKBAIfhTsGZDJAmRUM1KEwGSMdDMg24lgZ4YtITAoSykFNAAeEvMgbQFSjkewbTTDRI51ByDMdmJaDmpSBDuqZoHWArEwDVFrWw+qMTHRcnoxuO4bql1+blXymHzoBazctZLFVS/i7x3Fr3ShpzGW7a2KYpQkATLH37H4Zgt9RTl+usSFupqmiNMUbs9N3FOUPSyhcbVyQO4H/dERee0SmvawS2hqmqKdil9DQpjdVtfCYd0y4xHsA+ufioBbQZballWUZJWQKSl807CF83UNXAfWuvcV2wGZF3ALB6TgoKIi2Exhttf5OdUQjjm/OBIIBAKBQPDj07dvX9555x3OOussANauXUtLS0vKPnl5edx66627PdcjjzzS6etec801/OpXv2LmzJkAlJeXc/311zN37lxUVd2DV9A5Wr+GtWvXsnDhQsaOHZuyX1lZGWVlZft0rZKSEubPn8/ll18OwLx58ygsLEzZ59BDD+XGG2/cp+vYlJWVMWvWLADmz59P165dGTVqVJv9br75Zmf78uXLufHGG3n11Ve54oor9ss6kjm4Pp0JBAcZiQh2QviL6QYRLb0AaYtrrVuwtTQR7NzwNgCCZqyNAOmTE9Fnv8sSICVJwkjSMWO6gaJZAmTMtYOo3h9VkR2BLqpa0W3CdYQiVry7q17JPfm5rO5WyOy6rWzzxNAlGFgwkFN7n8rEdyaiN/dl5imP8fTCHXjUcMq67BmQjRFttwKifQ+Kcn2OUFfTaEWwwZp1uDfYjsbOCon2Ouz3YH9GsPN3IyoG3C5M0/pw35n4NSSE2YpgsyVAHoARbFmWyPSqbcoqZElmQGZvvo2shh3fQM+hP9EKfxgiyQKkmAEpOIioCLZQlOuz5gSDKKIRCAQCgSDOWxve4vV1r+/Xc55/6PmcU3pOh/v079+fzZs3EwqFyMrK4q233mLs2LFUVlYClqD17LPPIssyQ4cOZerUqVRXVzN16lRM06SgoMA51+jRo5k/fz5btmxh5syZGIZBKBRi+vTpDBkyxNnvm2++IScnh9NOO83ZVlxczOuvv44kSTQ0NHDbbbcRDFopu+nTp9OvXz/eeust/vnPf+J2uykpKeHOO+/k7bff5sMPPyQcDrNz504uu+wyPvjgA9atW8fvfvc7Tj311LSv4emnn2bNmjW89NJLfPXVV9TV1VFXV8evfvUr5s2bxyOPPMLcuXN58cUXMQyDU045heuvv57Zs2fz73//G03TyMzM5PHHH8ftTv38ddZZZ/Hee+85AuSHH37IySef7Dw/c+ZMvvjiCwDOPvtsJk6cyFlnncWbb76J3+/n73//O4qicPrpp3P77bcTiUTweDzcddddHb6Xzc3NPP7448yePbvD/QCGDRuGqqps2bKFp556irPOOoshQ4Zw22230dDQQDAYZNy4cUycOJHnn3+eN954A1mWGTJkCLfccstuzy8i2ALBAUy6CHZUM9qNX9oGxeT5hKpLShvBzo9uQ8NFUGsiz5OX8pxXzgbTEp28cQHSJbeOYJu4yEGRvGiuSqeExp4BGVat42gJOlHZ/Ggl37ndfNtSycJAH77xWj+UBxQM4Ij8I7hj0Au0lP8vbimTiGa0mWloz4DsTCzYvgc9c32Oq6a2KUpFsBmPIjuuyD1FkSVkKXXOZkfEb0diBuR+acHufAQbYGtt827FSpviuAOyItiCaZo0R7UDLoINkOVT0pZVDOx5HOtVlaaNC3+CVf2w2A7IbJ9Ko4hgCw4iLAHSb80Jpq27WSAQCAQCwY/Paaedxvvvv49pmnz77bcMHjwYsGLK/z975x1nV12n//dpt0+fTGYyM+kJJSGhBAgKCCpNmrI0Cwr6Q13r6rKisiqg7i7qutiQJsUoCKvIihQDSA0koSQEEkhvk0zK9JnbT/n9ce4599w2cyeZJHfw+369eA1z5552Z869Oc95ns/zi1/8gnvuuYf777+f3bt3s2TJEu6++27OO+88Fi1axAc/+MGC9W3YsIFrr72We+65h6uuuionegx2jHjKlCnu99/97ne54oorOO+881i5ciW33norCxcuZNGiRXz/+9/n+uuvp7e3l1/84hfce++93H///VRVVfHAAw8AEI1GueOOO7j66qu5//77+eUvf8mNN97IQw89VPIYPv/5z7Nw4UIuu+wyABYuXMgf/vAHqqsznQLd3dxxxx3cd999PPTQQwwODjI0NERfXx/33HMP9913H7qu8+abbxYcf2NjI8FgkO3bt7N161aam5vxZ/oQnnnmGTo6OnjwwQe57777+Otf/8qmTZs488wzWbx4MWA7Ji+88EJuuukmrrjiChYtWsRnPvMZfvKTnwz7e/zjH//I2WefTX19/bDPc2hoaHBFXoCtW7dy7rnnctddd3Hrrbdyzz33APDQQw9x3XXX8cADD9De3o6uj3wDWTggBYIKpqgAadiFLyndLn3xYhRrwVZk1/XnpVHvpEdrpjfRV+CA1BQVRa/FULoJKtkItuOwBNBNE01RiKht7NJ2kxoy8amSG8FOqh4BMmXfAatJdLBTs992FjVMxp9IMinURn3AfjOcGJ4IbCGRNkjqBv6841NkGSPjgAyPMAPSEf7a6kJUB1Q0RaI7mnKdNuUKiIXrlUblYnSE0NQYtmD7FImAJo8409GZk7l7IMnJM8uLMzZG/PhUmY7eOCnDxLSouBZsgOqAVjADEmBe63uw3v4tb215hhNP+bdDsGcHjlRmzmpVQKWzPzHyAgLBOCCpG+weTOQ5IIUAKRAIBAIBwAUzLhjRrXigOP/887n++utpb29nwYIF7uPbtm2jp6fHjehGo1G2b9/O+vXrufDCCwE49thjuf/++3PW19TUxC233EIgECAajRKJRHJ+3tzcnDN38sYbbwTsGZLJZJJ169axdOlSHn/8cQAGBgbYvn07M2fOdNd1/PHH8+KLLzJ//nw3Ml1VVcWMGTOQJImamhqSyWTJY5g2bVrOPuV/v337dmbNmkUgEABw49uapvH1r3+dUCjErl27Sopx5557Lo8++ii6rnP++eezZIk9u37jxo0sWLAASZLQNI358+ezceNGLrnkEq6//nqmT5/O1KlTqaurY926ddx2223ceeedWJY1YjT9kUce4ec///mwz/Gyc+dOmpub3e8bGxu59957Wbx4MZFIxD22//zP/+Suu+7iJz/5CUcffTRWiTFxXoQDUiCoYJKZJtCUnhvBBogViWA6DkWvtqYpxWdANhu72ONrYTA9WESAlJANWxQMZVqwpUwLdnY/LDRZosE3Gdm3h1hSzymhiSuFDkgtto1uRUGVVd5QdvKiv4Y5jfPcdQYyUd942sg4IAtnQOqmWWYJTTaCLUkS9WEfPdGk67TZV2wH5OgFyLRhjkn8GuzfacMI8x+BHJG23Ai2LEu01Qbp6I0RT9l/f5UWwYaMABkvPAfmNs4FYFXvOjDeXTFO56ZDyKcSEzMgBe8SOvsSWFbmZlGJhnuBQCAQCAQHn/b2dmKxGIsWLeKCC7IiaFtbGy0tLdx1110sWrSIT3ziE8yfP5/p06ezYsUKgKIOwB/+8Id85Stf4aabbmL27NkFgtWxxx5LV1cXTz/9tPvY3r172bRpE5IkMX36dK688koWLVrEzTffzPnnn09bWxsbN24kFosBsHz5clc0HM5wUuoYZFnG9Mwdy1/H5MmT2bRpk1sS85WvfIXly5fz1FNPcfPNN/Od73wH0zRLinFnnXUWTz/9NK+++ionnnii+/iMGTPc+HU6nWbFihVMmTKFqVOnYlkWd955J5dccglgz+e85pprWLRoETfccANnnXVWyeMcHBwklUoVzJosxZIlSwgEAjkC5F133cXRRx/NT37yE84++2z32B588EFuuOEGfve73/H222+7v/vhEA5IgaCCyXdA6hlHGsBQkSIW0yycM6gpEukiMyMnWbtYGjoc2OM6EB0UWQajFsuSCCqRzGPkvJHqhomqyEzwt7NW+zuD+iCaIqNlBMiYmpkBGe9lIG0LkP3RbRCBf5r1Tzyw9gFkNcmxE+e76wxomfh22nZ45kewFUliKGlgWozogFQ9MyDBLmzpHrIj2PPaaoZddjjsYyz/3o23BXss4tdgFwuVEyEPe5yL5ZbQgB1b39YTI5YRICs1gr21O5bz2E8Xr0U3Lab5G3lD214wB9KyLC697WXW7R4C4FPvmcrXz5h9UPd7f0jqBj5VJuJXi7qaBYLxyLYe+zxurR0fDsj/W7mDv67q5I5P2k6QvliKK36znJ9eOp9ZE6sO8d4JBAKBQDC2ODMIp02b5rYj19fXc+WVV3LFFVdgGAatra2cc845fPWrX+VrX/sajz32GG1tbQXruuCCC/jCF75AQ0MDzc3NOTFfsMW+X//61/z0pz/lN7/5DQC6rvPpT3+a448/nlmzZnHdddfx4IMPMjQ0xJe+9CXq6+v58pe/zCc/+UlkWWby5Mlcc801PProo8MeV6ljGBgYYN26dW7MuNhyV199NZ/4xCeQJInTTz+do446imAwyEUXXYTP52PChAns2bOn6PJVVVU0NzfT3t6OLGevKU8//XSWL1/OZZddRjqd5uyzz2bOnDkAXHzxxfzsZz9j4cKFAFx77bVcf/31JJNJEokE1113Xcnj3Lx5M62trcO+Fj/+8Y+54447kGWZcDjMzTffnPPz008/neuvv55HHnmE2tpaFEUhlUpx2GGHcfHFF1NXV8fEiROZP39+iS1kEQKkQFDBOCU0uukIkVkBsNgcSLPoDEiZtJnngIz3UkOUjmAtABNDE3N+rMkSUmwOekpHzTQJy5LkRrwB0qaFKks0BSbbP/fvRVNtcU7Surllx33MVxSa4r0M6GnAYk98N0SqOWvqWSzd+QpbBzdx3MRj3HU6DsiknnFAavkRbInBIfvCNOwfXhT70LwWNFV2y2YaIz6298bojaX3ywH5sRMnM7+9tuznex2Q8hh5zv/lg7Pdv4nhyHFAjkKAnDOphjtf2ERP1L6zV7ER7Lw5cU+s3oVfVTj6qON4NrYbc/MLyB4BMpoyeGVLLydMradzIM5za/eMKwHSmbMa9itEUwaWZe3zKAGBoFJYsa0PSYIjW6oJaPZNrEqeAfnMO3t4cs1u0oaJpsis2z3Emzv6eX1brxAgBQKBQPCu4MQTT3TdeVdccQVXXHEFAKeeeqrblnzhhRe6cWsvt99+e8Fjf/+7PZv9qquu4qqrrhp22/X19fzgBz8o+rO6ujpuueWWgsfPP//8gtbqiy66yP1/734fccQRrrhZ7BiCwaAb8fbifU0uuuiinPUD/Pa3vx32uL785S+7//+LX/zC/f9rrrnG/f9SJS75x9fe3u4eg5cHH3yw4LF58+YVfc0cnLbxkX72xBNPFPz8kksucV2Z5SIi2AJBBeM6IDMORqeEAijqgHJbsD2ahE+RaU5vh47Xss/r3gLALr8tzk2KTMpZjyJLmENHkdh5mSugyZLkOizBcUBKTApNtZfx73ZLaALNf2FDbBUrAwHbARnXmSAN0Ena3d7nj76aI+qPYFbdLHedjgCZSBsk04UzIFVFcp0x4RHmHzZVBfj4iVNcgaY+7GPDHtv55rgi94XpEyKcP3/SyE/M4DggU7o5Zg7IE6bV854ZjSM+b18i2AALp9ejmxYvbugCKjOCnd+CbVkWHb1xokmd49pOpk9RWL8lt4imZ8gWVC9Z0MbJMyfQ0Rs/qPu8vzgR7LBfxTAt9/1BIBjPLN3UzZEt1dSENCRJKjnftVJw3jd6Y/b7SU80CUB35oaNQCAQCAQCgaA4QoAUCCqYZNoWGJwCE2+bdbSIAGk7onJnVagy3Jj8Mfz2AhjcBYCx+mEAdgfsOYL5AqSqyK7Y6YiZsiThHWWhGxaqLNMUasYyNWTfHnyqzKu7X0SNrAVgT6DKnQF5RKCbnaqKjERTqInzpp/Hg+c/iCpnRbKAmo1gF2vBVmSJ/rjjgBydgbs+7HMdovsjQI4Wbwv2WBTQjAbvnMz6MmZGOiyYWo8iS/z9HTs6MFLZzaGgOmjHkPXMOdEbSxNLGQwldRa22PGEZT1rcuZAdmeEgoaIj7a6IN3RVNFZqpVKyrDnojq/VxHDFox3EmmD17f1snB6g/tYdbD4fNdKwREgHYe4Izw6NzgEAoFAIBAIBMURAqRAUME4EWxnBqS3TKaYcGJYVkFBymHxlcy0tkJqCJ66AXo2oS2/hT8ZJ9OrGtT4awhr4ZxlVFnKtja7DkgKItiaIhHUNMzUBOTATqJmJ7e8+d8YyQmoko/dfscBmWaW1k2nqjAhUI8mF2/qynFAFimhUSTJjaGPVEKTjzeCvD8R7NGSjWBbY1ZCUy7emPpoItgRv8pRrTW8ttWey1KpEWzIinAdvfYcuVjKoDnczBR/Pcs0YNcqdxlHMKgP+10Resc4ckF6S2gAYkXGMAgE44k3tveR1M1cATKgVqwD0mnsBugeyhUehQNSIBAIBAKBYHiEACkQVDD5JTS5EeziMyDzY74nd/8v3VTDwi/AG/fBg5/CklVuSn+UIX0Pk8KFcWJVyQp9jptSkSW3ZRvAMO0SGr+qYCaaUcObWNTxBXZGd5DcdQFhpZ7dmg/ifQwkdKYpe+hUVSZVFQ4kdsgKkCZJ3Sg6A9JhpBmQ+TREbAegv8wCl7EiW0IzdhHscvE6F0cTwQZYOL3BjfRXYgQ7vy3XcSVFUzqWZXHipPfwasBPevPz7jKOYNAQ9rki9HiKYSczAmQk87cvHJCC8c7STT1IEpwwNVuEZjsgK1OAdBq7ISs45n8VCAQCgUAgEBRHCJACQQXjCJB6RgxMjxDBNjMRbJfujczuX8ID5hlw+rch0gy7VtF17FfYQx0D+t6C+DVkG6QBMqXWSJKEZwQkacMuofGrMsm9ZxPfcSnntXydOz54N0ZsFiGlnj2y5Dog26U97PT5aYmUbuFSZAlNkYildNKGVRDBVhWvADn6CDbY8euDWdzhiI66efALQxRZIqgpBDR51DHqhdOzgkBFtmAH7ONxnFKOA9KybBfkiZNPJybLrN7ylLuMIxA0RHy0ZxyQznLjgWwJjX3s0XEUHxcIiuGd/+hQnTfftZLw3rDoGcqd/ejMghQIBAKBQCAQFEcIkAJBBZNM2y5HJw6dHKGExjTzYr7LbsOUFBbpHwB/FVz4S5j7T+w4/CrAoi+1u7gAqWTfGpy5hbJEQQmNpsj4NRlLr0YfOJZj6z/I8S1263BIbmC3ZLozICeaneyWpaLb8xLQFHfOY0EE21MjPVoBssEVIA9e/Bqyr1/aMFEOwTtu2K/SMIr5jw7OHEioUAHSdUA6AmRWGIgmdU5oPgEJWNr7jjsHsieadMXYxogfnyqPKwdkysiW0IBwQArGN8XmP4I937VSHZDeGxb5wqOYASkQCAQCgUAwPEKAFAgqmPwI9sgOyOzMQRL9sPL3rG08k06z1hYPZ50BF99F3FCRlCgpM0FrEUei5hExS0WwddNCVaQcl6JPlVFkCUmCoFzHHiuNFe8jGkviN7aiS9ASbhn2mIcVID3aamSUjj4ngn0wC2jAE8Eewxbs0RDxK6OOX9vLqcxtrQEgUIkCZGYGZNYBmRUSh5I6tYFaDg+1sEyTYPsywI5gO2KsLEu01QbHlwCp55bQiBmQgvFMsfmPQEW3YHf0xpElqAlq2eh1RnjsiqawvE1tAoFAIBAIBIIchAApEFQolmV5BEgr5yvYMdN8DNNyW6tZ8TtIDfFW+8fsZc2seNkXTyNpfUBxQdDrNJTzItjOBVY604LtFQm1jMVPk2X8Uj0pTPrTg8xMvkmfnCy5PS8BTc4KkFp+C3Z2W6FRzoCcUOVHUySmT4iMarn9xXn9UoZ10FuwARojfibV7JvoevLMBvyqTKgCZ0DWZiKbezMX/x29MbSMQu2cGwsnv583An5ibz4A2I4lrxjbWhccfxFsVXYdqcVuQggE44XXt9mfQd75j2C7m505wJVGR2+MlpogTVX+gvKZlG4SLfK5LBAIBAKBQCCwEQKkQFChpDxux7RerISmUHywrIzIZRqw7FaY/B76ao+01+ERL1/b2osvYF/8FXNAemcteluw7W3YX+0Idp4D0hEgFQk/dQDsVhXONl9gh2YLPyNGsNXSDkhnNqVPlV2xs1wifpWHv/hePn7i5FEtt79kW7DNg96CDXDz5Udz44Vz9mnZL54+k4e/+N6cSH6l0FIToDHi4/WtvViWRUdvnBkZcdk5N06e/H7SksTzmx4HI01PNOXOAgU7jj+eHJDJzAzIiIhgC94F9ESTBDUlZ/4jZOe7DlbgHMiO3jhtdUEaIj56Mo7H3miKidW2s1rEsAUCgUAgEAhKU3lXlQKBAMjGrxVZct2LI0WwDcuyY75rH4O+bbDwn12hTvcsu3RTN20TEgC0RAodibklNFLOVyeGbUew5Zymai0jGKqKjE/KCJCKwrnKMtZH2u3tjSqCneeAzAijkVHOf3SYM6nGbdo+WBzKFmywRbam6sA+LRvyqRzRUj3GezQ2SJLEidMbWLqpm55oiljK4LDmKiB7bixoXsBEXw1/8Vmw8ZkiAmSQ7miK2Dgpc3EckG4JjRAgBeOYgbhOdbDwvbwqkDvftZKwBcgQDWE/XdEkA3Ed3bSYPdF+7+kSRTQCgUAgEAgEJRECpEBQoSTTtmAY8auue9FxRfoUuXgJjZWZ2bj011A7GQ4/1xUgnWX742nWdA7QUBOlSqui2lcoMHkdb45m5sSHDSvbyK1lWrAdvA5I1bIFyD2qQrUUY2tkIrX+WkLa8CUwORHsEg7I8Cjj14cSrwPyUESw380snN5AZ3+ClzZ2A7gCpHNuyJLMeTM/wkvBAF2rfk/XUJLGSLaQx5kHumOcuCCdEhpNkfGpMkPjRDgVCIoxkEi7s1y9OKJkpTVhJ3WD3YMJ2uqC1IdtB2R3RnCc2WS7r4UDUiAQCAQCgaA0QoAUCCoUZ/5VxK9imBaGabkR7LqwVnQGpGlaVEtR2LoEjrkCZMWdi+eImK9s7sGyQPP3F3U/Qq4DMhvBtr9mI9h243ZuCY2UWV5GMauQkNit2BeTu/3BEd2PYDsgneid113p3YfwKAtoDiVZB6R1SByQ72ZOmm7Pjvvjax0AHO46ILPnxvmzPowhSTy24wUkPV7ggATGTQzbjc2TCgAAIABJREFULqGxz7eIXxUlNIJxzUAi7bbZe6muUAdkZ18Cy8IVIPtiaXYP2ALkrCb7vacnKgRIgUAgEAgEglIIAVIgqFCcCHZVZh5W2jDdCHZdyFeiBduiQRq0v6m1Zx06DkhnjuTSTd34VJmoubfkPMacGZCZdwlHk8xGsE07al2shEaVME2FBn8te1SFDquRbmtwxPmPQE5EOj+CnXVAjj8BEhAOyDFmxoQIjREfL6zfC8Bhzbab1xupnlE7gyMjk/lrUOMjyosFMyCBcVNE40SwAUI+RUSwBeOagbjuznv04oiSldaEvaPPvlHRVheiMVNmtXHvEACzJ9oOyG4hQAoEAoFAIBCURAiQAkGF4o1ggy1AOg7I2pBWNIJtmFBHRoAMNQAeATIjXi7d3M0xk2vojO4sWkADwzsgDTPbgq0pEoosuS5LRxzRZJmUYdIUamK3ovAXjqIzvo25jXNHPO5cATL3LcqZATmeBEjZ43qswC6XcY0zB9K07OKK5sysy/xz44IjPsrbfh8Xhh6i2ZdwH58Q8eNT5HHhgLQsy45gZ/6IIn5VlNAIxjUjOyAr6+/buVFhOyDtUQ4b9tgCZGtdkKCm0D0kZkAKBAKBQCAQlEJcDgsEFYobwc44RHTDGtEBaVkWtY4DMmjHU70zIPvjaVbvHODYqQGi6WjJSLQqZ98aXAFSdkpoyOyP6T7PcSo621IVCd2wmBiZxNZwM3cHZgJwSuspIx53wCM65kewHWE0Mo5mQCpFxFzB2LFwmv133loXQpElAppccG58aPq5hOUQNzf6mPnOryAVhed/jPzQ/+PXwVuYuWnRodj1UeHOf82cH2G/SlTMgBSMYwbiI82ArCwHZEdvHEWWaKkJuE7qdbvtz9v6sM+dCykQCAQCgUAgKI4QIAWCCsWJYIe9DsjMHMfakC9nzp2DaVnUWo4D0i6BceYy6oblzn+c1mxfJJV0QCrFHJCZbZjZFmzH+eg4FbMlNDK6aTsg90oGg5GdNAYnMLtu9ojHPVwEWxmPMyAlIUAeSBZOt52+zjxH2xmYe27UBeo4e9K/sDrg50+dD7P7V8fxnyt/xdV9y/ld43o69d9Dov+g7/tocNzPfq8AKWZACiqMWEpn2abuEZ9nWRYDieIt2EFNQZWlAzIDcvnmHgb3Udjs6I3TXB1AVWQaIo4AOUSVX8WvKjRGfCUj2OW+LvtKSjdZsqHrgK1fIBAIBAKBYCwQAqRAUKG4MyAzAmTKE8GuD2s53zsYFtRiR8KcCLYqy2j1L3Dbmv9iVUcfkgT91moAplRPKbrtXAek89VxQGYFSDVfgFQdB6RMyrCYGJpI0hxCDa/l1NZT7IbuEQh4XI++/Ai2nBVfxguelzLHDSkYG2Y2RZjeGGZ+Ww3gCHOFzsBm9QSkvnncWRPhQ3UaD9bWEps0j3XBRn5TW0X/2scO9q6PCudcdx2QYgakoAJ56PUdXH7H0hGdgLGUgWFaRR2QkiQRCahuGdlY0dkf57LbX+bBVzv2afmO3ph7o6Mh44DsGkpSnxEj68M+txU7n4dX7OTyO5bSe4Acko+92cnH71zGtu7xMc9WIBAIBALBPyZCgBQIKpRkOtuCDfbMRW8EG3LLNiDjgGQAZBX8diGHIoOv/gVe2PUoK3ufojaS5K7Vd3JK6ynMqptVdNteB6RUJIJtWXYrtxvB1nIj2JosoRsmE8MT7XUoKU5tO7Ws4x5uBqTqzoAcPxHsnBmQwgE55kiSxOKvncoXT7dj/mGfWnBeAHQPJUl1X8zRTcdyzswL+etFj/L7D/2eE2q+iilJLFv354O966PCuSHhuIyDPoV4WjggBZVFbzSFZcGewcSwz3Pi1cVmQIL9d+583o0VSzd1Y1ns85zGjt64W1xVG/LhvJ07cez6sJ+eoeIC40AijWVBb+zACJCd/fbrvWtg+NddIBAIBAKB4FAyfmxEAsE/GI7gEAnkltDIUnZI/1BSpzaUbfU1TYsaBu35j5mro53xdcjaAAElzJuJRSgTZpPQE1xz/DUlt+0toXFce94W7HQmCl4QwVY9EWzDoinUZC9kKZzYcmJZxz1sCc24b8E+hDvyLkb1tPuUKmfpjqZoCNVw74d+m/P41Kq5+HskXup+kzNNs2J/SfkOyJBPIZ4SAqSgshjKiP+lhDgHp2CmmAMS7L/zfIf//rJ0Y4+97X2IYKd0k10DCdcBqcgSdSF75mNDppCmIRPBtiyrwO3vlMoNjLGr06En47zsKeHAFAgEAoFAIKgEKvNKSyAQZAVIJ4Ktm6QNE02RCWUcgPkz4EzLotoahFC9+9iqnpexLJmrZ/0Qw0qS9K/g8sMvZ3rN9JLb9go6xSLYumnmPC8rPEqZxyW3BRsgYMwk4ouUddxe0bHUDMjIOBIgc1uwhQPyQBPyK0VnI/ZEU65TyUtdKEh1rImXNLB2rjgYu7hP5JfQBDWFmBAgBRWGMxag1CxEh6wDsvh7uU+R3b/5sWLpZnsG4760a3f2x7Esu+3awXk/afB8Tepm0fPSKZU7EHMtIft6j/S6CwQCgUAgEBxKhAApEFQobgt2RmzTTYuUYeJTZdcBmN+Ca5hQYw248x8BVnQtwYhNYXL4SMLRCwnSwufnf37YbatFmpsVKRvBdhyQzvNKldC0hFuQrSD1LCj7uIM+W3SUpKyg6eA6IMdTCY1owT6olJoB2T2UcosjvFQHNHqGjqZTVdn89p8gFYP1T4I5tuLH/pIqiGCrxNMGVmYmq0BQCcQy4v9IMWdHiBvOATmWEeydfXG2ZuYj7osDsqM3DmTLriArPHpnQJ4kryax7G547V7o3ug+17mheKCavZ2Zm90jOE8FAoFAIBAIDiXj5ypeIPgHw4ls5UewfYrsipL5QovlOCCDUwHYMbSDrUMb0IfOJWVYJLrfw4cmXUSNv2bYbXsFSEczc76apoWeuTB0Zj76VQVNkdzYmaZI6IZFUA0yoff7TG3ICqIjEci4Hv2qXBBjG48zIBXhgDyoRHzFI9g90RSzJha6cKuDKv3R+UT4Gy+tf4Rpbz5MZ2wXky75PRx2zsHY5bJwBAxn3mooI9Qn0qYr2gsEhxrn3BuphGakGZCaMrYR7GUZ92NjxLdPLsSOXlu8bM/MgATcGxqOEDnRl+Cm4I/YtkRiGzCjaT7Vn3kK8DogD0wE2xEeR3rdBQKBQCAQCA4lwgEpEFQo+RHstCeC7TgA8wVIw7KoNgfcCPaz258FQB88gkTaoC+epiESGHHb3hIa1wEpeyPYVs7z/KrsipH249n43FBcpSZU/CKzGM4MyPz4tXcfxtMMyJwWbOGAPOCE/WrRCGR3NOkKBV6qAxpWup5JUoQnlCSfr/VzVnsrKzdUVit2gQMyc54UK9wRCA4Vjit/xAi2OwOy+Hu5pkiu034sWLqxh5qgxoIp9fs0h7GjN44sQXNN9vPTjWBnhMiJA69zSdtEPjmpmU9Oaua65BaI2sKnc0Nx8EA7IIUAKRAIBAKBoIIRAqRAUKHkR7BTjgNSzTogh/JnQJoWVdagG8F+autTTK6ahpVuZO9gEsuyHSAjoXpUs2wJjTeCnZkB6USwNdmdTQdOC7Z98TiQSJeM2RUjoDmuysK3J0fAG08CZG4JjRAgDzQRv0I0pedEk2MpnUTapD5TFuHFcWBNrX8fbwT8rMiI+6v3vnFwdrhMCmZAZlyPoglbUEk4n0kjOiAzLsSqg1RCs3RzNydMq6c2pO2jAzJOS00w50ab837ifB3c/SwxWeZ9DZdyWuPRrAj4sDY4DsgDG8HuFiU0AoFAIBAIxgFCgBQI8jBMi/95ct2YXShs7opy95LNo14uqZtoiuQ6AtOG3T6tKZKnhCbXyeE3omjoEKznmW3P8OruVzl7yvkA7OpPABQt4sjH64DMj2AbpuWKi45QaUewPQKkIqMbtmMzljJKxuyK4TogtSICpDy+S2iE/njgCflVLAtiKYNd/Qm++adV/OuDtphYagYkwFE1F/LxIz7O/334L1RJKpujnWDknl8vbezir6t2HviDKIIjxvg9LdiAaMIWVBQxp4RmhFmEg0mdoKbk3Ljyoo1hCU1nvz3/8cRp9VQHNQb3yQEZyymggezNPMdZvbXndQAm+d/HqTPOp19R2L7uEeDARrCdGywgZkAKBAKBQCCobIQAKRDksXbXID97ej0vru8ak/U99HoHNzyyZtQD9ZNpE7+quGKgbpiZEholOwMyL34ZMgYAGPSH+cHSHzCrbhYfO+zjAOwaGIUAKXtbsHMj2FZOC7b92PtmT+C8eS3Z5RWZlGG5F0N1ZWzTIeuALIxgHzO5llNmNebM4ap0vA5IMQPywBP2zEddvGYXf3hlO6s6+pnVFOGY9tqC5zstvKrZxDdP+CYtkRamBSeyWQH2vp3z3Fue2ciPnlh7wI+hGG4EW82PYAsBUlA5ZFuwRy6hKdWADbbQPlYlNOt3DwFwVGsN1QG7vGm07sqO3nhOAQ3AwukNnDyzkekTwpDoZ11iN6opYyTrmdc0H4A3dy4F0zigDkjnc9anyCKCLRAIBAKBoKIZPzYigeAg4bguxurix4l76YaFNoquiKRu5MxWdCPYioRflVFkqcABGTb6ALh571K6El387P0/I+izxb/dGQGyoUgMNZ9iMyCdr4ZlQSbd6uzbh49p5cPHtLrLaIqEbpru4P78C7fh8HtKaPKZ2VTFos+cWPa6KgFFKnwtBQeOSMYdPJTU6eiN41dlXrz29IJCI4egpqDKUk4sc3rD4bw4sA06XoHmo9zHO3pjh6zkIWXYQmO2BVtEsAWVx2hKaIYbzRGWkujpsRHrHDG0scrvuvEHE2kaIiN/FoIt/u8aSNCWd+Nr9sQqfvf/Mp9H65byjk8jlG6kN6ozo/ZwApLGW9IA53a8QjJzKPsS/x4JR3ScPiHMhj1DmKYlxn0IBAKBQCCoSIQDUiDIwxEex2r+lDPwfrRxsqRu4ldlV3CwI9h2CY0kSYR9CtG8GZBhY5BBSeJ/9yzj0tmXMrdxrutm7MxEsIvFUPPxtmA7/+t8NU08EeziFzl2BNuiozcOQPsoBEhHWCkmQI5HvLqXcEAeeJyCpljKcGOTpcRHAEmSqA5qOc6kaROOoktVGNi+1H3MNC129MUZSupunPJg4pRY+NwItn2cIoItqBQsyyKaMpAk6I2l0Yf5zBuI66VHc8T7uGHbp7g6/psx2S/HIdgQ9rmi52iKaDr741jW8DfSzM3Ps9bnQ5Zm0x1NocoqRzYcwSp/ANYvzkaw9yH+PRLO3MfZE6vQTeuAzZkUCAQCgUAg2F/eHVf4AsEY4giQTtPz/pJ1QO6DAKllZyumMzMVHQEi4lddt4lDxOhnp6ZiYXF88/GA7UYE6BpKIklQFypnBqQngl1QQmO5r5F37mPu8hIpI+uAbK0tPzI9XAv2eESSJFe8FS3YB55sQZPOjt54gWupGNUBNWcu3PTaGQBs7nzNfWzPYNJt5T0ULsiCEhoRwRZUGEndxDAtmqvtpujeWGkhzHZAlgjhPPcjavUuztMXQ6xnv/erJ5pClSWqA5ob+x6NE9G5kTacANmx9XmiskyNOsN9fziq6Rje8ftIv3wLv+66kj/5vkciNrQfR1KcrozAOqspAogmbIFAIBAIBJWLECAFgjwckWG0gmEpHDfCaAXNZNqJYEuZ/bIj2I7oF/KrxPJmQEbMfnaq9gVWS9ieyShJEpoiYVlQG9TKcuHlOiALBUjnWLxRbS+abJfQdPTGaYz4XFdjOQQyAkuxEprxitskLhyQB5yQZwZksbltxagO5jbjTquZBsDmWCfEewFcMR0OTdFD/gzIkIhgCyoMZyRIe70t+g8n1NszIIs4IPeuheW3sSFyHAFS8Pq9+71fPdEUdWEfckaEhNHNYnTO/ZKzhxP9vNO/EYCW4Ez3uOdOmEtKgnWHn8FGeSrHyeuZHV+xH0dSHGd7syZGcr4XCAQCgUAgqDTePVf4AsEYkc5c6KeMsXJAZiLYo4x0OxFs1RPBThmWK0CE/SpDeRHsiDnITiUjQEaypTCOaFlOAQ0Uj2A7IpppZV2i3rKanOUVCdOCrd0xWkdZGJN1QL573p7cIh/hgDzgODMg9w4m6Y6maK0dWYCsCqg50cjWSCuapLJJ02CH7YLc0Rd3f34oHEZOiYUzksE5T+KpsY90CgT7gjMSZHJGgOweKl1EM5DQC2dAWhY88S3Qwvxp6g0sYy4svwOMNPRth5X3w8r7YO0To9qvrqGU21TtiJ6jaaPu6I0jS9BcEyj+hM3P845PRUFmctU0uoaSWJbFvMZ5ALw19zy+o/0rMcvP8alXR7Xv5dATTeFXZdftPdzrLhAIBAKBQHAoESU0AkEebgT7UDsgdQO/qnhmQJqkdMP9PuJXCkpoqox+3ggE8ck+6gP17uO2AGmUPXS/WAu2o52ZluXOgNRKOSAz+7ilO8qxU+rK2qbDuy2CDcIBeTBxWrDX7h4EyitAqg5o7BnIRiNVWWVKdTubY1F49iaY8l43hgnZmWsHE+cGhj/PASki2IJKwRkJ4gqQJYR6y7KKt2BvWwobn4az/oOuPVHusD7AiQM/gwc/CRueBsNz3l39DLQeW9Z+9UST7s23qkzse3QOyDgtNcGSI0dY9zfeCYSYXjudCZEISd0kljJoCbdQH6hnVdcqBvXTWWLO5RRpBam0gW80jXQj0J0RWBszn+8igi0QCAQCgaBSefdYjASCMSKdEQorYwakJ4Ktm6QNy/0+7FMLBMiINcgOzU9LpAVZyp7ezjIN5TogPcKiIzy6EWzTQjczDsgSF2TO9jr7E6NqwAZbrNMyTd/vFhznY6nrV8HY4QiQ61wBspwZkFqBIDGtdiabayfZTdgPfZYdPUMEMmMBDkkE2zDxZQqoIDsDUkSwBZVCNJUrQJaKAsfTBrppFTogl94CgVq2H3Ymi/u+zZL67VA/HdY+BkdeCP/8Enz+RUCC9YvL3q+eaMq9+eZGsEcxA3JHb5zWUp9jlgXrn+SdQIgjGo50hc6eaApJkjiq8Sge3fQo8ZZv8732GA1KF7Edq8vedjl0R5M0RPzUhe1j6zkE708CgUAgEAgE5SAuhwWCPNwI9hi0YOuGSTTjUCrWgv2th97ksTc7iy6bTNsRbEWWkKTySmiqzH46VcWd/+gw6gi2R4B03Hu5EezhW7C9DspyBKB8ApryrpoB6TgfRQT7wOO0YK/dZQuQ5TSwVwdVN5K5dzDJ5be/zMRAOx2pPlJn3Ahv/4Xjt97BYROrUGXJdRht74lx+e0v07uPjqMv37+CZ9buKeu5KT177oP9N+VX5Ypswd7SFeXM/3mOU370d97/38+ycnvfod4lwRgwlNT5+J1L2dodLfpz54aY3Txf2onnnGs5MyD7tsE7f4UFV/GjlT/HJI0c2oj5sT/C516Af7oDJs6B5qOgbQGs+1vZ+90dzUawQz4FRZZGPQOy5I20Xavoiu1hL2kOqzuMxoi9na5MDPrz8z/PZYddhhk7nEF/lCXBAMa68sVTsNMQn7prOWt2DriP3frcRm5+ah1gi531YR9+VaHKrx4QB+Tmrihn/NQ+p8/46XPuDR6BQCAQCASC0fDuucIXCMaIbAv2/guQ3mZdvchMyYde7+CF9V1Fl3Ui2HaJjEzKsHJKaKoChQJktTnIboWSAmTZDsiyI9glHJCqV4AcnQMS4DvnHcnlx08e9XKViohgHzwUWSKgyXQNpfCpshtLHI7qgEY8bZDSTV7b2sPSTT3IRjOGZbDtyHNg3mWcO/AHjon0Uh/2uQ6jlzd2s3RTD290jF5gi6V0HnljJ8+t3VvW8/MFSLDFlEqMYK/pHGDd7iFmN1WxaW+UlzYWf48TjC82742yZEM3K7YV/3t3ZkBWBzTqQr6Sswgd8S/HAbn8dkDixclH8+z2Z6lT25B9vWxRNGiZl7uCWWfBztdhaGTxPqkbDCZ09+abJElUB9SyZ0CmdJNdA4nSN9LWL+blkD0b8uimo6kP2+83bhFN41y+ecI3ie24GNkM81CoEf/mJ8vatkNnX4Ln1u1l+eZu97G/rd7FXS9uxjAtN4IN0BDxHRAB8pXNPazfM8RRrTUsmFpPTbECIYFAIBAIBIIREAKkQJBHdgbk/kewvS6LfEEzkTZI6ibJEhFKp4QGQJMldMO0Y5iZx5zmXsvK7qffGqRfMXMKaMATwS5zBqTjuoRsCU3xCHapFuzs4+U40PK5dEE7c1trRr1cpZLfJC44sEQyMey22mBZoq/jxBpMpN1Zj3VaKwCbB7ZgfvBGUpbGx/tupT6cvcB32nG98yHLxYlxlysWpHTTnf/qEPKpFRnBdlyZ3z3fjqTuy+sjqDwSuv17LfU35zggw37FFupLOiAzAqQzAzI5BK/9lvQR53PT6t8wpXoKZzb9CwCv7CpS2jL7TPvrhqdG3OfeqL2thkj25lt1sHDkQil29ScwrWFupK1bzNP1k2gKNjG3ca4rBHrP67RhYVkKddLRLA8paLtehUR/WduH7OvtLcoaiKcZSOi83TngOiCBzOs+9jNqO3pjyBL87PJj+M+LjmJidYlCHoFAIBAIBIJhEAKkQJCH035dLDI9Wrwui5SeK2g67kjnoi4fZwYk2I5Cu4QmK0JUBzRMCzfiDZBQ7Gjc/kawIRuvlqR9iGB7hJLW2tFHsN9tOC+HIhyQBwVnDmTJuW15OELIQEJ3xbJqpZWQGuKOVXewNa3xc/3DzOp7kdPUVXRnLvCd5+6TAJkRKMoVC7w3HxwCWmVGsGMZwSToU2irCwoB8l1CIvN7LeW6dRz5YZ+aI9Tn44h/VY4Dcu3jkOxnUctUtgxs4drjr6UtNAtTD/Hq7iICZPM8iDSXNQfSOVe97v/qgFb2DEjnJkNRATLaTXzHqyxRDU6ffDqyJLtCp1d8TWY+46f4TyClmLzuV2DjM2VtH7Kvt3efHTHymXf2EE9nC+bqw/4DMqN2xCIegUAgEAgEgjIQ/5IQCPLQD5ID0vlZIl1c6EymDbcJ2olgp41sBNsVTZyLklSMbtVe16TwpJx1jTaCDdkYdta9Zz9uWJb7Go1UQtMY8RH0vXvarPcV4YA8uDhzIMudP+otpnAEB9PQ+PH7fsy63nV8e8m/cbdxBrGqqXxs8F5XXMgKkLFR76MjPJYrFiR1o0gEWyWWKi9KejCJZ/Yp5FMzAuToXx9B5eF8VsVL/M05f4thv0pjZJgItjMDMtNIzZYX2BOs5bZtT3Ba22mc0nYKPlXFiE1j5d7XClcgSTDrDNjwdzCGFxKd88uJRkNm5muivPPGOcfbi72XLPs1LwX9JCyDD0z+AGD/zQc0OefYk5l50ofVHodlajxZVTuqEh3nJoP33xPO5/6jmRnSbgR7GOF3f+gYrohHIBAIBAKBoEyEACkQ5DGWMyC9joV8QdP5WaKMCLZPkUmmDUyLbATbEU2ci5JYNztV+4JufyPYkHU3KlKuE9K0LLchXCvh6HMEz9Z9KKB5NyKLFuyDihvBLtsBmT2XHMEhkTY4te1UvnfS93ir9xXk5seIzf04k5Pr0Ibsi/79iWB37U8E27Lg6Rv57tD3aYxtGPW2DzTxlP3eGdQU2upC7OiN54yKEIxPnM+qUhHsoaSBT5HxqfLwEWxnBqQzR3DLi/y0pR3d1PnG8d8A7M85IzadXbGd7BjaQXe8m8c3P85jmx7jpR0vwawzIdkP25cPu8/OPuREsEfpgJQlaK7JixyvvB+e/zF/bzuSal81C5oXuD9qCPtzzmtHgGyprkYfms3fQ2HM9U9Cmf/GcCPYGeHWGd8iSfBOpmyr3jMDsjeaGvPzbdgiHoFAIBAIBIIyEZfDAkEeTgQ7PcYOyPxIt+PAKHYxZ1lW7gxIRSKacZdkHZCOayvj5IjupVNVwYLmUHPO+vYpgq3kls84QqRVhgPSES/FBYuNIlqwDyohv+26LVuAzIj5/XGPAJkRDT4y6yMcU30RvrrlLJ3QAMDx+qtEkzq7BhLAvgmQjjBSrliQ9JbQvPQLeOG/OTr5Gv+194vwxLdtUbJCiKV1fKqMIku01QVJ6iZ7S7jhBOOHkSLY0aROOHPu1Yf99MXT7meFF0f8qwqoMLCT1UPbeNTq51NzPkV7dTtgf+YZsRkA3Lv6Xi5+5GK+8fw3uPaFa/ncU59jdU2TvbJtLw+7z44QWBDBLnMGZNHo8daX4C9fIj3tFJ6VkpzWfhqanC1lyRdfnTnPtSENKzqXbllnTboPOleWtQ+Os9TZZ2d8yzHtte5zHIG1PuxDN62yS3bKYcQiHoFAIBAIBIIyEQKkQJCH44BMj/EMyNIOyMLtOGKlX7Mv5lRFdi/6HDdjVcATwU4n4Ilv0aFqBKVqNCW3odIRLupC5TdXKk4EW86NDxsmrgOyZAlNZntCgLQRLdgHl7B/lBHszDiD7T1xd46dd7Zii3khUnIy//HOb1gfnsTp8kre2tGPacHk+hBdQ8mSTuZSOAJFuWKB24K9+s/w5Hdgzkf41rQH+Zv2QVj6K/vxCiGeMgj5ckVgMQdy/OP8jZf6W7cFSPtcaoz4sCzojRUKfQMJnYAm2yNGtizh6XAIRZK5cu6V7nN8ioyZbKJKq+H+d+4nqAa5+6y7+cN5f0CWZJ7evRwaZ0NHkRmRHnqiSRRZymncrg6W34Ld0RuntTbvc+ylX0KokWdO+gwDqQHeP/n9OT9uiPhyRis4DsiAqhAy5gDwcjAA68trw86PYDtfzzgye6OxIRMxd4TIrmgSOl6DePHG8tEwYhGPQCAQCAQCQZkIAVIgyCOtjzwD0rIsDDP352nDLHAylTMDslgLtnPBknVAyq4w4s+PYMeT8OfPwfZlvKRNxS83FaxPU2RqQ1pJx2IxHKHTbcHOLGpalusO1eQSMyBlR4AUjgnIvobCAXlwiGRmQJbbwO6cS2uZu44TAAAgAElEQVQ6B9zHvOVQO/vStOlXY2Lyg6ZG3iu/xVvb9gKwcHo9MHqBzStQdJVRRJMyMo7ov/07TDqWre//Nr3+Xv5L+axdyrH4O5CqjFmL8ZRBUHMESPs9QAiQ4x/nZpnXAWlZFmbmszCa0t35q47bvlgMeyCezgqCW17g5VCYeY3zqPZVu8+xb5rJnNF2EedMPYf7z72fBc0LmNMwh2OajuWZ7c9A2/HQ8cqw7t/uoRR1IV/OzZ/qgEY8bZDSTQzTKurSdCiIHutJ2PQsK2e8l39/5T+ZXTebk1tPzlmmwAHpfJ5rMjW+WiLSZF6unQDr/1Zyu17yI9jOzcvDm6uY0mCfX/WuA9IWIod2b2btb88h+tDV2RVZ1ogzM4sxbBGPQCAQCAQCwSgQAqRAkIfj7hvOAfm31bs49vtPuqJgIm1wwg+f4o+vdeQ8zztnKqXnCZCeeU75JNO5AqRPkYglHQdkbgS7/Z27YM3DcOb36VFMQnJjwfoifpXm6kDB48OhKrnOR8fF571gK+WAdGJ4UxuEAAnCAXmwqQv7CPkUGsuceRryKSiyxJqd/e5jSY8zeUdfnKk17Xxqzqd4nT4GVZ34+ucAWDjdjmWPtmil2yM6lpqV5yWlm9RLQzDQwVszTuaji69kefJ6+sP/R/LMH8BAByz52aj24UARSxtu+ZTjHhNFNOOfYhHsq3/7Gtc9/BYA0aThiWDbglh3EXF9IJF2P796t77Aap/KSa3vyXmO8zl3/uQr+dH7fkSNvwaAlzZ08crqFjb0bWB700yIdUHf1pL73B1N0RjJHT3ibHswkebfH36Tj925rOiy2eixR3jbuoQNpPhC9C0mBCdw2xm34Vdy32fsIpike0PSucnoVxWqAhph8whWygaxnStgaG/JfXeIFTggMyU+QZX3zGgg4lcJZ84351iNlbfy0UlNfKf/ddjwFBg6PfdfyoZbTxj1jYqOvmGKeAQCgUAgEAhGgRAgBYI8UmVEsN/uHKQ/nmZrdxSA7T0xemNpFq/ZnfO8gYTuFkfoZnF3ZEIv3E5Sz16wgH0x5syAdOLUVQGVCfQyf9NtMPtszIVfwFJ7CckTCtZ37TmH84uPHjPCkeeS34Jdk7lo64ulSTsR7BKC2tHttdz76RM4eWahGPqPSL6IKziwXH3KNP7w2YVlC76SJFEdUNncZZ/PAU3OuTEwmNCpCWqcM/UcAB4LRZi4+3lkCY6fum8OyJ5oyhVIy2nCTukmU42trPL7+GznE1T7qpnu/wBm9XN8cs0tpOd8BJbcDAOdo9qPA4E3gh32q9SHfcIB+S7AcQV7z41NXUOs3G7HfIc8EWwnElzcAanbDdgDnSxN7MIC3jvpvTnPcT7n8mcnv71rkFjf4QA8I2du8A0Tw+6JpgpmHzsjF/rjaZ5cs5tXtvQwtOoRuO9yiPW4z8tGjz3C2/onuaW+DlnRuP3M22kMFn7GNUT8JNKmKxy6I1VUmeqgipo8jDQmKwI+WxwcATeCHU9jWZZ7Y7M6oHHNmYex6DMnuCVxM5si1Kop1u55nLQk8WQ4xOtPXkv0kS/xqeibfDSUYtdzPxxxm146euPFi3gEAoFAIBAIRokQIAWCPNwItjlMrCvj6nAuqp2vyzf3uHE0sC8YnIuf/JjXcC3Y3sgW2AJkdgZk9rFv+x9ENtNw1n/QnegBySCsFF4QtdYGmTWxatjjzkeVcyPY2UhdEt0wUWXJvejJR5Ik3jd7Qsmf/6MhSmgOLg0RP/Paakd+oofqoIZpQZVfpakqkHNeJlIGAU1has1UZtUexp8j9RyfeoVJVRqttUE0RSoU2NYtxlrzSMntdQ+lmD0xApTpgDRM2vUtfHNCA9X+Wu4+627e1/AF4jsuZU33Gh6ZuRD0BLz54KiO+0DgjWCDHd0UAuT4p1gEO5rUXXdrNKm7DfTOLMJi4rrrgNzyIi8FA1SrYeY0zMl5jvM5l58c6B5KYqUbaPJP5e+9a0AL2THsEhQVIDPx7xXb+ugaShG2Ymz729e4ffcSzAc+bsesKR49Hlr3BM+Hgpw7/TxaI61Ft5kfP88mGhSqAxrp6BQ0WWNpdX1ZMWwngm1aEE0ZOS3iDRE/x0yuc5/rVxW+0vAqT4cU2gITmOir4UfKIDfuWMw2nw9DVrh5/YPQt23E7Tp09MZorg7kFvEIBAKBQCAQ7APiXxMCQR7llNA4FxZZAdK+UOmPp3ln16D7vIFE2r0QS+WX0CSyEez82ZH5EWxVkYhm4t61sS3w5h9h2e18RHqOFxougYYZbOjbAEC4SAR7X1Dyymf8qkLEr9IdTaGbVsn4taAQ57UU+mPl4ogSrXXBjAPSPgctyyKWzjr6PjTtbLYEDHy+Lr6l/h5ZlmitDeZGjE2Dbz3zL/zz8/+K1Vs8HtodTTKryRYgu8toiE7pJpH0OrZrGh878gpaIi0ENQV94BgOrzuC32x+BH3SMfZ7wyHGjmCr7ve2ACki2OOdYhHsaNJgMKHTH0/nlNDUhXxIUraF2oszA9J64w+8FAqzsPU9KLKS8xwnOZDO+9x0PntbtAWs2LuS3knzhxUgu4aSBaMYnAj24jW7APiy9mf+o1rmF/W1/LFnFfzpM/Z5tOb/qCKWdUB2b+SZ5C6SWJw97eyS22xw4+cZAdJzQ7E6oDGUkDm66WiWRmpgw9/BGL4Qx/t6D8TT7vgWb7GOi2lyqv4XlgcCfGDqBXz1hGtZ7ffzWCTMPx/9Ba6cfSmPhgO88cTXht2ml47euJjnLBAIBAKBYEwQAqRAkIdzwZN/4ePFcXXs8DggHafg0k3d7vMG4vqIDkjTKtxWfgTbp8juRcwxS//FvkB6/N/YJTXxcNXHsCyLX7/xa9CraPLlOkn2FcftIHtUM6fdM22YJQtoBIWICHbl48Qy2+pCBDXFjZumDLuoIpQR1M6adhYA3w8cy7mxh2HJz5lTnaCve4+7rvTm53jaJ7Ek6Of5J75asK1YSieRNplYE6AqI+qPREo36WUzAPOb5gNkRFGJjx12FdsGt7F4yjGwaxXsXWcvZOjDFnQcKOIpnVCOAzLEjt54wY0WwfjCEeUdIdKyLHc0SEdvjGjKcGcRKrJEbVCjp+gMSJ3p0k42bHuOPYrEe/Li15CNYOffCHTOlUB6HqZlsqS+BTpXQTpRsI6UbjKY0Es6IJ9f18UJVT3MDT/DGwE/1b5qbm5qpmvdo/Cnz/Ce17/OM/6vM2njH2BwF6x5mL9FwjQHGpk/YX7J18mbFgDv57nsNnCf1HIS75hRetKDsL34DEoHrxt7IJFmIJFGUyQCWpHP4Of+i1fkHiwJGpUTOXf6uSxsWcj729/P1UddzWcWfI1GJciP+t/EWH7HsNt12NEbFwU0AoFAIBAIxgShIAgEeTgXPMM1Y2YdkLHM1zhTG8JMrg/lCpCJtOuGKDUDErIRK4dUkRZsgCAJwgPr4YTPwRdf4V8n3MbelMaTW59kxZ4VmD1n4ZfH5kLBde153iWcdk/dEA7I0eC2YAsBsmJxRIm2uiB+TXHnriVS9rkYyAhq7VXtaPpknosorKs/DZ78Dr/qvJzfdl8Ory8C4I2VdxOXZTRkbh56G2PTcznbcm5gNIb91Ed8ZUWwk7rBNrrRkDii/ggAN+Z83IRTmFEzgzui6zGR4K0/Qu8W+Nl8ePqG/Xth9oG4p4QG7BEQSd1kbxlOT0Hl4ojysYzoGE8brr69vSee44AEexRCfgTbmWF4au+feCZiO4DfMym3gAZAy3y+5EewnXNloL+JKq2KVzUJzLQtvOfRG7OfW2oGZDxt8D3/77mjrgbSEX5+2u0ksPiPhZez6VN/5oeTv8c2eRLqY1+D/z6M/md+wJJgkLNnnIcslf7ns+O47BrKc0BmItjxtMFxTScAsDQUhvWLS64Lsq832Dc1HQdpwYiT1xfBczfxxMSpmMkmtnXWIEsyt59xOz97/89QZIWwFubrJ17HqoCfny79Iax9Ythtpw2Tzn4hQAoEAoFAIBgbhAApEOSRjWAPNwOyMILdWhdk4fR6lnnmQNozIO2LkcIW7KwAmcwTIAtmQGaEyCOkbUiWCdPfBxNm4w9V0Z+I8T+v/Q8za2diDhw/Zk3LzgWgd26h3e6ZQjdNFOGALJv8OLug8vAKkAFNccuhYmn74j/kEdSapFNQgjv54eSZGB++lWdmfpOV5gysJ78Dg7tY2rkMGfjWCdeywefj0af+LceJ6Lx/1Id9bmPuSDToe1ntlzgiOBGfYgsqjsiXTFt8+qhPs2FwK69PXQBv/AF+d7HdjL3sdoj37f8LNAriqVwB0hEvxBzI8U0ilRvBHkpmhbFNXUPoppUjQNZnPi+8xNMGIXOQqV2PcW9dHe+d9F5aIi0F2ypVQuOMK9jRm+TYicfyanyn/YMiMeyuzHMbSjggT5NXkki/zmsBjUT3aXT3NHD1vKt5cueLXPj8V/mDcjefnVzL42ddx54zb+SREz6OLjFs/No5bvDOgPQ6IDPvM+FZ1AfqebKxtQwB0nA/jwfiaQYSursel45X4ZGvsm76e1lhDNKsLHRvhuYLlefPupCPzrqY39ZU8b+Pfx56NpXcdtEiHoFAIBAIBIJ9RCgIAkEe2Qh2cQekYVqus8LrgGyrC3HitAZ3DqRumERTBpPZzRXqU+hmngDpach2om0OXscEZMXAOfIW+wktdvyrOqDSxYt0DHVwzYJrMCxpzESu/BZscByQSdKG5e6TYGREBLvyyUawgwRU2RUNHLHFK0DODJxJsus0Xu9fzNd6XubxiVV8JXQSseQA/O6feFmDuZEp/NPhl3NkYCK3yIMYO15zl3eimfURH/XhQpdYPpZlMdXaxBqfj/kNc93HnX2KpQxObz8dRVJ4qWka9G21/zv7JkhHYcWiMXiFyieWMgoi2JAdWSEYn+S3YEeT2RtnazOzjyNeB2TYR+9QApb83BW5BuI6lynPsqjax4Cl89VjC0cUQHYGZEEJTUbU2zWQ4Nim49g6tIO91RNh95qCdTgCYEPeDMiQTyEgG/y7uohfTmimzl+HPLSQpZt6+Ny8z3HLB27hx6f+GH/fxagKfGPdIj6w/k5u2v0ck6smc2T9kcO+TiGfgl+VswKkdwZk5n0mmrT40LQP8ZyUYKDrbejbXnJ9ibRBU5XdQD2QSDOYSNst4l5e+Cl7w3V8KZiiMdjIGe0X8PauAfpixd9bvrHwOk6euIAf1kZYu+xXJbe9vUgRj0AgEAgEAsG+IgRIgSAPx3FRqgW7L5bCsuxY4UBCZ/dAgu5oira6ICdOrwfsOZCDmZKZuq57qGl6iFC0I2c9A/E0E6rsCyPnws7BOzMKcOctzpG2oAfqodpu36wKqMQCzzOnYQ7vbX0vlmUxVhqXE7H26pkNEX8mgm2KCPYoEC3YlU/WARmyHZAZkcWJYgc8glpjxE9q79lcdfiXeK7jOR7feRv9Lc/x71OPZXDPat7y+5jbchqd/UmuOuaf2aGpvPL67e7y3gh2Qzgbwd47mOSvq3by11U7Wb65x31+yjBpCqwlKcvMbz/VfdyJYMfTBlW+KuZNmMfLRj9MORkuuoONMz6B3naS7YIcoeiiFEnd4M2O/rKfb1lWYQT7H8wBubU7WlaxUKUzkEizYU+2VM25UZY2LNKG6RajQVaAzHdALhx6Cp78Drzw3/Y64ynO8D3Lopoazpl2Dkc0HFF025pSOAPSmenYWhvEMC2mhI8C4NX6VuhaV7COnmjxCLYkSXzO/zd2hnt5VbP43PzPcdzkiSzd1I0syZzSdgrvbz+Tnl0LuGTizfzqA7/iuyd9l++e9F3+5/T/KYw+5yFJEo0Rv+vAdARInyK77zMD8TTnTj+XNCZPhkKsevZ/+euqnWzYM1SwvljKoKna7y43EE/nOiB7NhFf9zhfntRKX2qAX37gl7x/1iwsi5z3kZ5oio177fWrssp/nX4zmiTzwPbFrkN7S1fU3W/InrPCASkQCAQCgWAsEAKkQJDHSC3YjgNjfnsNkC2daasL0lYXor0+yLLN3e6Mx5XGRu6tqaZm4CV3HYm0QVI33YuKRF4EO5HOc0Cq9gXPXHkLyca5rioYVzaAbzeXHXYZYLszx8plpxaJDTeEfaQNi95YWpTQjAI3gi0ckBXL1MYwEb/K5IZQTgu2M5/V64Cc0RShPuzjS8ddzcsffZmHz32aZNf7eMraza1NzZiSxPNvNvK1B1Zy2vRziSDzSOcSMO11uRHsiM+dAWlZFt//6xq+dN8KvnTfCi67/WVXxIolDeSQ7ZCa33qSux+OyOeIpCe1nMTqnnfo++jvYc6H+fgdy3g4cAH0b4O1j+7T63LPki1c+KsXyxbUkrqJZZEjQEb8KtUBlc7+fwwB8rO/fY2bnnjnUO/GfvOrv2/g0tuWut97P6fiacONYAc1xRW2Iv7s7705oPNl83d0qArpNY+AniS9YxVP18XRJYkvHf2lktsuVkLTk/fZ6zfbCWthXg0EoGttQeHS3kH7b7Yx4hEg+7bB/17Jl63f8R+Nk5hSPYVLD7uU46bU8fauAddxuXcoiWnBpLowp7adyiWzL+GS2Zcwu252Wa9dXVij13VAGqiyhKrI1GSEw754mjkNc5haPYWHInXIr9/LV+57jU/fUxglj6cMmqsdB6RuR7C9DdjLbufO2hpWp3v50ak/4siGI5nfXoNflVm6KStA3vDIai699WV3REyNv4Yz6+bwmGYS27oEy7K4/Pal/PiJte4yu/rtcp/mmkBZxy0QCAQCgUAwHEJBEAjy0EeIYDvupXlttQDuP/Adh8DCaQ0s29xDX8wWIAeMAf4/e+cdHkd9r/vPtO1alZVkW5KL5G7cC9hgiGnGFBNwCARCkkNykxBOTgqppJEbQjjnpJwQThrkkoQQEloCIYTeDBgbTDHuTZZtybasXrbvzNw/Zmd2V3Vly8Yyv8/z6JG92p2ZHe3uaN553+8L4Aq/5SzDdkeW2w7IHhFs21nid9sRbBmNFFOk/aTKZzn3q40/jal7OLPiPMBq1B7MnZEvihPBztxmO0kaO2PCATkEMhHs93hDBP1y8awxvHbTOQQ9WnoGZK4D0pvlgLzm1HGs/vrZuFQZn+ZjYmk55frFuAhxj0/Do3jYsbeEPc1hPKqH5aE5POuCSO0LgCWkuFQZv0sh5HeRMkw6oknW7G5m+YxR/PCymZgm7Gu14o8N7VE6PO2Umgqj/aOd7bCbue2Y+JKKJZiYrDu0DtM0ae6O84pyKhSNgzf/cET75ZVdzRhZ2zIYTmQ9a38BFHg0umNH5sIcabSE4xxo793KPNLY3RSmNZxATwtWOQJkQnfKUaaMLnBGl9ivSYBljX8kqXWxcuxY/uAxYeczeHf8nSf9PhaGTmdccFy/69b6iGDbs1LtY++hjiTzyuex3gxDrAPCTTnLqG+LEnCrjuhHRz38+gzY/iQPzltFg5riywu+jCZrlAbcmCZ0pS8cdqSP38W+HrMW86TQq9GZfr3Hk4aTZihOH0PbwgkkSeLimkt41ysT0vbz21O2sK81wv4e77VoUqfAo+JzKVkOyPR+jnXSuuHP3FtUyAUTLmDZ2GWAdfFy/rhi5wKpaZq8uquZlnCCbYcyrtYr5t1AWJZ56q1fs7upm0OdMQ53ZV67HdEkAbfqCMICgUAgEAgER4P4i0Ig6EGmBbvvCLbtwphdZbkw1mU5IAEW14RojyR5o64VGYNW0n/MJzKuAtsdac916umA7HYESOskw6XITJHqcUk6+ujZADRHm9kdXkuyfQGJpOq4GoYr5uuU0GQpkPYsrcbOmDMjUjA4ooTmxEeWJQrSrqLsCLYtqGU7+hRZypl1B7CkuoJk46UA1BTMRjcUmrrixJI6l8z9NBFZ5vl37gKsixghvwtJkgil3Vlv1LXR3J3gnGnlLJpgjXKw44+NhxrY40kxQyvLWWd2BBtgZulMCrQCXjvwGi3RTrTKu9gVexFqlsGBd3o5xAYjqRu8ubctZ1sGw96W7P0FlgsynHh/CJDRhJ4TYx2p2DOObaExljScz7JIQqc7PQNy6qiA8xi/WwXDgHf+wox993JLYDopDB4LBjHfvZ/DBx+nVVVYOnb5gOt2WrCzjsP2sXdWZSGSZG3fwlELqU200SLL0LQ9ZxnWbGZv5qLc09+l20jyk7P+D//d8Q7zy+dzzthzgMwMWFs0tI/ROU7DIRD0aE7RXDxl4E6/V+1CHNsFfU7VBQD8pXQSZzf8hiBh1mXFpsHa117NatDujCXpjFkt2ETb4clv8nuvTAyTG+bckPO4xTUhZw7k7qaw08pti5IAc6uWUiO5ebj1HdbtbsrZB0C6cTvrsy7aBn/9KDT1jrwLBAKBQCAQDIZQEASCHiQGiWDbBRKTygP4XAq1zWFcikxZWpyz50A+vaWRSqmJ5rRQ10G3Ff+itwMy2kOADMdTKLKUmQGpyJwi7wHg3ngt1/7rWq578joMUiTaF9MZS2KkxYXhSvnaJ5pSjwg2YEWwhQMyb0QJzcjCEiCN9DxDuwVbHfAxi2tCdLZO4epJ11PJJc7tDe1RFlSewRjJxT9b3oXOA7SG447wWOK3PgMef/eAs5ycmYnJKIfWXscBTWXh+HNz1pmJYFvbqMoqp405jVcPvMpNL38DNbCLBh7DKJsB0VbobhzSftjY0OEIsHkLkOlt8fbYX363klNacrJimiaRpO6IZSMV0zSd0iD79xZP6Y4jMJrQHaf+lFEFzuOKEo3wu3PhketpK57OqwUJPIqfParMjl1PskaJIpkSy8Z9YMD1S5KES5H7jGCPCnoYVeChvi3KwtELAXjT47Zi2FnUt0Uy5Sl1r3J426NcNn489+z5BysnrsyZ55g9mzH7e6+26TyxxUKw9pt9LA96NFRZckYaeKVRpLon8xe/yeFkJ7d4/sz6XQdzlmW1yqsEvSrN3QliSYPZ4TVwx3yaNv6VvxQVccnEldQU1eQ8bnFNiTMH0hYdC9wq6/ZkBEhJklhVeTYbNJn6d+/Kee5gCbE5++CF29i65xlSxvvjYoJAIBAIBILhRQiQAkEPMjMg+3YL2S6CEp/LObmpLPY68/3sOZDr61qplg7RlJ7jWK+pUPcqkPkDv78ZkJGEjt+lOCdHqiIxU6qj3fRy375/0BxtZox/DBdWfQwzUUZnNIVuC5DDJHJpitxLzMwe5q+KPHHe2LtKlNCMDDya9QuLpwyiCevzwNsjUtwT68KDxBguora+3JkZWd8WRZZkLhl3Hq+5Fe75/Rmce/h3XCCtgy2PUi5bcchntx5mVkE34xufIbDrn3zYu57CPY+z4YGP8DNfmKJoGR9dcmPOOrNbsG2WVCzhUPgQaw+9SqprOim5lXWu9AvwcO+m4IGwRQuvpjhuuMHoL4Ltd6uOs/tkxp6B2Rax5nqOVDqjKbrSvy/79xZLGhT7rGNANJlyBMhpo4PO48q3/D9o3ASX/5YHllwPaoxVY7+MIsk8EfDynN+HEa5hTEHRoNugKVJOBNs+9ob81rG3vi3CjNAMPIqHt/0F0Lwz5/ENbVFrNIqhoz/xdW4aU0EnBvdceA8/OOMHlHhKnPvaIpstGtouwCN2QHpVOqPpCHYqE8GWZYnirOKp1nCC2KHLMSS4edIcVvIin992Lbz5R9j8CPquF0joGQdkQ1sUCYMP7PpPnikM8clpC9ElmetnX99rG+aMLXLmQK6tbWF00MOKmaNZt6fVSUwAXHrqjQRMeND1Dy4efQtarM75WWc0a95k4xae33QvV1aM4vVU+xHtF4FAIBAIBO9vhIIgEPQgmbL+ME8Z/TkgExT5NFRFduY+Oi6LNIurQxgmVMr1hNMOyL2qG+peAbIi2OnB8vEeMyC746mciKflgKzjKW0s4VSYL8z7Ancuv5Nrp37GWl406aQrhyvmq8hSr2XlCJDCzZc3fblJBScunvRFg1gyM+euZ6S4J/aFh+e2HmZjQwcXzhwDZGKsH198E0vKF/DjogD3hl5ms/IbPvfSV9jw+Hl8SnmM64w/c6nvG3xu9Ve5fvVX6Sr/E6tjv+Dz8Z34TT+e+FdxKbltvp4eEWyApZVLUSSFC8auItpwDRheHu1MF6I0DlWAbGXKqACTygNDcED2HcH2u9Sc1uSTFfv5J3UzJ8o60tifJTjbv7doUndmGEYSuuOMnDI6E8H27X0eJpyJOfsqnqn/G3psFBXaqSwes5gHCgvZp6kYkVlOwdpAuNSeDsg4iixR6NXSAmQUTdaYWjKVLb5ATgS7I5qkK56yjs07nuSu+D5e1yS+tfjbzC2f22tdGQdkOoLtOCAHdj73R9CjEU3qJFJGegZk5vmG/C4ngt0aTmAmS7hm8udZm2jiO9M/QURX4LEvwIOfQLn3Mm5UH8TnUgh6NerbIpwqbecnBSlu9MSQNS+/OOcXjA2O7bUNHi0zB3JtbSuLa0qcETHbGzNzIIsLxvDTpX+mqquMl4u6KSv6ufMzywGpgmnS9eTXubW0mCmFE1k0ZtER7ReBQCAQCATvb4QAKRD0wBYek7rZp4OlNZxwhDhbeOwlQNaEACjTGqwbTIW9Lg/UvQxkTnKcEppU7wi2L0uA9Eg6M6S9rPZYcycXjFoAZJ00xZJOUcBwGRM1pbcA6dEURxjVhAMybyQRwR5R2MJeLGk4gpJvEAESrAsPr+xqRjdMLp1bgaZIjnBX5CniNxf9kV+d+ysOJ2vYFZhMQ2k1txb5WT/hRZ4e/wa/KCngcPlkOsfMYqt3Eu9o1UwbvQCt+yuMLyrrtT57TEM0ywFZEajgyQ89yVXVXwBTw+iay7MNL9MVKB+SAzKpG6yva2VxTchxm+VDpJ8ZkH73+0OAjGSJwfk2h5+IZAvO4USKpG6gG2ZuBDuRwqNZ40d8LoVxUiNK6y7qxp/KN1Z/g10dO0i2LaElnGRF9YV0pT/+/PqcvLZBUy1TqVUAACAASURBVOQcB2RrOEGxz4UsS1QV+zjYESOlG5wSOoWtsoHenJlLaL9eq4q97NhwD78uKuTiCRfywYkf7HNdmRmQyZzvPWe95ovtqOyKJa0ItpY5XoYCLue1Yc8KvWLSFZxVdRaPxV7gstFT+NXiH7P1o/exc8blfEF9hFmNjxD0qIQTOsu11Twa8HN5zUr+dunfOLPqzH63Y3FNiC0HO2nujrO4JuSMiMmeAwlQ21zIOwe+xpnJiWzwJTlQ+5KzH4IeDd78Pbd3bqJZUfj+GbegyUfmDBUIBAKBQPD+RigIAkEPsk94UkZvAbK5O05pem5bRoD05dzH/iO/yG0NdXfr42mRDZLte6FlN52xJBIGE1/9GhfLa/ssofFnnfhUdb6NV0qw0aswtmAso/yjgKzYWDR7BuTwiFyqLNNXz4wtvooW7PxRRAv2iMKOYMeSOtGkjipLeQnu9oUHTZFYNKGYiiJvL+fggvIltO69gVVj7+DRK57m9rNv5wDlNKfG8MPT/pe/fegJ7rvs7ywv+xltdTdy54X3cLilsNdnjI3PpeREsAFG+0cTTt8WbZ1PXI/zZFnVkARIe/5jRoCM5hUp7k+wDbgVZ5tOZqJZRTsjeQ5kfY4DUneOUfbnfzSpO059SZKoKvZyvrqB1V4PH9zzF16sf5FPz/o0/sTptIbjnDPuHDRZI0A1ha7eYnpfaIrszGQGK4Idyrr4pxsmhzpjzAjNIIrB3mgjxLvS22+978b5DR5oWo8mKdy0+Nv9utB7z4C0ntuRjhrJLrXJjmCDNfc1O4INECpw8/NlP+frC7+B4jnArxvv4Mo132RV9E2+XDSZhVt+yPzkm2ikUIKbSEkSH5lxLYo88IWRxTUlWf8OOU7tngLkuj2tjA56mDbhenRJ4rG1P3H2w4LEGzz3wne4P1jANdOuYVbZrCPaJwKBQCAQCARHdmlXIDiJ2HW4i00NnVw2rxLInf2Y0k16jn5rDSeYWGZFzvqLYNt/5GtyG6DiNSYSV2s55PYx9oVb6Qx8nY+oq/Fsvp9PqpN5NfnxnMdHEjoBd2bF41pfJWqqtHnbWDZqhXN7QbqdsiuWwtZKhyvm21cEGyz3xr7WiGjBHgKiBXtk4TggU7rVQJuH+xEyFx7mVBXhc6l9OgdbsubYSZLEOePOwdtmzbq7dOpZzv2qin3EUwa1zeFMlLQPvJrSq8QKMsUhRqyK6uBEHo+28aH92/jnO/u5dG7vuGZPbIHi1OoSmrrixFMGzd0JytKu7f5wIth9zIAMx1OYpnnCjiJo6Y7z29W1JNKC0eeWTaTI5xr8gVnYM0Mh03Q8Unj0nQamjCpg+phgrgMyniKWHhPizIBMl9DY5UxVxT7O6Xibe0OjGeUfxV8u/gshb4hHX3iR1nCCoCvI90//Pne/2I7sye9PT7cq5xyPW8MJp7zJPvbWt0WZEZoBwGa3i5rmnVA539n+UYef4V8+D+ePWkShu7DfdflcCoos5Tggg3luZ19kC5rxlJHzfugZwXapsjPz+WOnXMuLb45lU+sGbls1k8d2Ps+zPMoX/eP4Ud13OaxczAsFCuNcZUwvmT7odthzIIt9LsaHrH22uDrEk5sO8f1/bHbut3pHE2dPLaOqtIyq3V7+kdzF/+lsZHb8LYoaf8VXy0LMKpnBf8z/whHvE4FAIBAIBAKhIAje9/z82Z3c9LeNzv+TuuE4oJJ9zIFsDScoSZ8EzR9XzPQxQeaPK+51v2sWjCElhwEImJMAaJhzBWx6mNGNL/FV9X6QZOZJu5AiuW6EcDyFP6tFtrLpZf6uTgEl0/oJlkPE51KsFmw7gj1M5/YLJxSzbGpvp4rtQBEzIPNHtGCPLDIOSCuCnU/8GixR5PwZo7hiQZX1/yJfLwfk7qZu5742504v5+pTx+UIc7bgaAuB/QqQLiUngm0Tdpx4EvNLl7Ah1U5Mj3PHQ8/k9VzW1rYyuTxAacDtrDufGHZ/EexKvR63ESGe6nu27onAi9ubuHN1LQ+u389vV9fy4vamIS8jkuWAtMXmkUB3PMWND2zg589aMeaG9qgTt+6OpxwHpC1ARtICpO3UXz45wGRlG2s1kwurLyTktdzAIb/bKY+5dOKlGNGavJulrQh25rWdPf6kpswPwJYDnVQXVuORXWxxuSAdw65vixBwq7y84z66FJlVcz4z4LokSSLoyRTHdPVsfx4i2aU22S3YYLlIu2Ip4imdlnCC0vTFCJv5YytpPDSRxaPP4qMTbyR2aCUvuwy+Xl7Cld6/85bHw3k1l+cl5Hs0hSsXjuWqRWOd+6+cU4FLlfn72w3OlypLrJxTQdCj0dF2Bvs0lTX3LGdp+S/5dmmQWaFTuPOC/4dP69uJLRAIBAKBQJAPwgEpeF9jmiZra1uJJnUnXpgyTIJejVgyQbLHybJumLRFMjGw0YUenvhi3/OXPjdH48ebJbyyRkAeB0D9hCWw7Xk+uucmJAy46CfIj3+FypY1wGLnsTklNK21BMN7+Jf/HGAXC0ctzFlP0KPRGU1lItjDJHJdMruCS2ZX9LpdRLCHjmjBHllkZkBaEezBGrCzuevjmfdnVbGXpq44saTuLHNtbSuqLDFvXKYF+OaVp/Raji1Qrq1tzfl/T3wuNUf0ssmetzgpOJeUeS/veNzUxPflbE9f2PMfPzS/Kmfd9W1R5vVxsSUbO4Lsy7qAQu1LfGT9VYzXphKOXTLgut9L7Ljvwzeczoqfv3xEDsbsGZCt4ZEzA3J9XSu6YToNyfVtUaaOLmBtbSvhuCWWAU4JTTRpldAUuCSItvGRwq086FNJYQmQNiV+F7vSojtYjsAJIX9e2+Tq4YBs7o47x96KIi9VxV7W7Wnhk0urmRaazpbI61kCZJQZhQn+Hqljgj/EwtGDl6YEvVrGAZnd/nwEZJfaxJNGrxmQAG3hJC3dceeCpo3tMm7pThBPGSTbzuDTSyfzp10/47ox1viVSyf3PcuyL265bGbO/8+aUsab3z2/z/u+UdfKgc6zGD3meW4oMIAipgcW85sVtwvxUSAQCAQCwVEjHJCC9zW7m8LOEPh4ynBOdmzBoecMyPZIAsPMuAAHpGUXTYpCmbsYr1wKpkx99DAs/wEKOs+5z4cFn6SVIDXta3IeapXQpE/Sd1qOpS1ekFLFVARyRcGgV7VKaIZ5BmR/hALWyZEoockfJ4ItHJAjgmwB0opgH9m1uqoSyznY0J5xQa6tbWHO2KJcga4PKvN1QPYbwc4IkKPdM1AlhXUeD1Ol/Y7I0h/Z8x+ztyWfJmw7guyIto1b4P6PkVQ8nKFsxtz2z0GX8V5hz/8tDbhRZemISmRiWW7UkRTBtoVuuyG5vi3C5PICJAnCCd2JYBd6NWTJimBH43F+0H4T/NcEeOg6niwIMiE4nqnFU53lhgKunFmYnbFU3s3SmiI5LdiJlEFXLOUcf8CaaWgLpjNCp7DV7UY/ZMWK69uiLHE/z1seN6tqVublFrQu5mVFsI+wARtyS22sGZC5EWyAlnA87erMHWuQ+XnCme964fhVnD3qag6rCkZkAjXFg49ROKLt9mhgujhrzLXMLp5HpO56Pjn1B0J8FAgEAoFAMCwIBUHwvmbdnkz0OZbUnZMdO3KZ1HMdkPaJVElg4Dlo1p13c1hRKPOPwaUoqEaIhu4GOGUVPyi8hftL/x1kmXXyfCZ3rQMjc+IaTuiZEpodT9EdGE/cexA1OanXaoIey7Vh90MccwFSRLCHjIhgjyw8arYDMpV3BLsn2c5BsETBjQ0dOcUQ/RFwqxT7NJq64gTcKoX9xEH7i2B3xzO3JZIqs8pm86o3wFR5nxMz7Y91aTHKnmlpb0t+EewULlW2XuudB+HPH2a/28vy6kncXDSW4Or/C8nYoMt5L7A/792qTLHfdUQlMrZgpMjSiCqhWbenxRG5n97cSFcsxbgSHz5NSc+AtJ6XR5PTrludM7ufYlr8XVh8A03nfZc33C4urL4oR+wL+V20RRLoholpmnRGk3k7CzVFdiL7bZH0sTfr4t/impAjmM4IzSAqQV3Da5BKUN8WoVt+HcmElXMHjl/bWBfzrPeG0/58hOTOgOwZwc44HFvCiV4XNO3n2BqOOxcXvC6FD9d8mtihS3B15Be/PqLtTgun84qv4gsz/wc9OuGo9oNAIBAIBAJBNkKAFLyvsV0fYM176y1A5jogbUdLfg7I3TRpGmWBMWiKjKyHqO+qB0litTkHty8IwHr3qfj1Tqhfn16nQSJlEHCpkAhD3SvsqjgDWQ3j1sf3Wk3Qa0WwdXsG5DF+V2ci2OLjI19ECc3IoucMyKFEsLOxBZ2GtAC5fm8bumE6zsLBH58puepPcOirBRtyZxF2RpMsGr2InS6ZsXL9oA7ItbUtzvzH7G3JdnL2hzMzM94F911Jc6KDz1RV0ZZq5ZFClc5wPbx6+6DLeS+wI9iaIucUhQwFO4I9ptAzYmZAhuMp3q3v4INzK6gq9vLwW/WA9bqzy4OijgCp4NEUzFgbn4z/iT8XT+P7QTc3RbZhYrKiekXOskv8LkzTEhCjSd0ZcZIPVgTb+p1klzfZnFZtCeRra1s4JWSNMdgiJ+ne+TKJWIRauZmpagGlvtK81pfjgIymjmoGZHapTc8WbDuC3RpOWMU6Pf6eCGUJlPZIA69LodCnkWxbSpFac8TbNRjZwqktxh7NfhAIBAKBQCDIRigIgvct1vzHFlyqLTbozgmoXaCQ6uGAdE6CAoMLkObhzTQpKmW+MtS0ANnQ3QBYf9zbToNNnvnoyLDzKSATnfS7Vdj5NOhxtpROAcBj9p7JGPRYEWx7BuSxbpi1BUhNzIDMG+GAHFn0jmAfmQBZXuBBUyTHObi2tgVVllgwfuA5ija2gNlf/Br6j2B3x1NOiUhnLMmiUadiSNDibaO7q7Pf5dnzH3uKpFajd34CZEAFHvw3Wpu2cv3EU2hJdvHpad/CkAzuHDsPXvpP2P7koMs63tgRbJciU3KEDkg7gl1V7B0xEexsYXxxTYh9rdbrtarYR8CtpktorH3jURV8LoUPHLibA1qM/yqK8fTep6ltr+X88edTU5grjtmR6dZwwnHe5uuocymy8ztpSc/TzI5gjy3xWXMga1upLqzGq3jY7PES2/IvFimb2OhSWVg+L+/9YKcJDMO0SmiOogU7u9TGmgHZO4Ld0B4lktB7zYC0/77IjmD7NMXZb0ezXYORLZzaYqxwQAoEAoFAIBgujpkAuWHDBj72sY8BsHfvXq6++mquueYabr75Zow+moUFguNNbXOYpq6446KIpXTH8WjPZ+vpgLRLBUoGc0DqScIHNxCVTMq95WiyBKkS2uJthJPhnHiX7ipku2smbPsXYAkHAH63AhsfgsBo9ngsJ5RP6kOA9FquDfttdayLTmxXlCqL6xf5knFAvscbIsiLniU0RxrBVmSJiqKMcJfv/EebyiJvzve+6LcFO56ivMBjiQnRFOP805EMmfU+N9Lhzf0ub1NDB+Gs+Y82lgAZccq6cjBN7A+gSFLnWulx6ute4OOTplMXb+Hny37O8vEXk+qayd/VMF2jZ8JD18G+tRDryHwlwvnslmNGUjdQZQlZlggF3Ec0AzLiCJC+EVNCky2MZ//esx2Q2RHs0Wo3p7U9whfLxuGRgzyx6gmev/J5frbsZ72W7cwz7E44ztt8ZytmOyCd8Sc9jr3WHMgWJGRrzEBBEe66Z5nqXUdcllk0eWXe+yHotQTDcCKFYR698y/o1ejoI4Id9GgossTOxi6gd6LC51JwqzKt4UROBNvenmPpSMwWTof6+xIIBAKBQCAYjGOiINx111185zvfIR63/vi+7bbb+NKXvsR9992HaZo899xzx2K1AsGQsMsdlk0tB6y4ZaqHA7LnDEjb0VLsG0SAbNzEYaw/3st8ZWiKjJGwhM71h94iljQIeGS+v+b7xF0beMW1FJq2QuNmwunZbYVSxHJAnnI5h+P1mLoHj1zUa1WWayOVKaE5ThFs4YDMH1t4FBHskYETwU4dXQQbLPGwvi1izX+sz2/+o03GAdl/AYRX6zuCHY7r+N2K45AOxyTkaCWvezy4mjb1u7y1PeY/Zj+PWNLo09W3+6GP88bvTodoG1qkibONB/nY2PG0YXDX8rs4vfJ0/C6VRMsyYkaEv85fBb5SuPsC+M9xma8fVcLu5/PaN8eCRMpwyrWOPIKdwqXIlBW4aQ0n+hZsTzDW1rYwu6oQn0t1Lsj5XQpFPg2fS0mX0GQi2Gcbr/HnQh+N7gTLQtdT6C7sd9klgUzhylAddZqSacHuK4INlgDZFkmy43AXF9dcTB1J9iQOUODfigQsqFiS934IejSiSd1ZV8FROg2DHo22dHFdtgApyxLFPhc7D3enn1PuTGlJkqzXX3eCaEJHkqzH29tzrB2JBWknqO1YDbiFACkQCAQCgWB4OCZSxbhx47jjjjuc/2/evJlTTz0VgLPOOos1a9b091CB4JgQS+r8+31vOY4DsIoWRgXdTB9d4NzHmQHptGD3LqEp9GqDN0DXr6dJsZZR7itHVSTMyDQqA5Xctu42kBJsCj/Mwzsfpll9mueVM0CyHI/h9Myn8U3Pg56AWR/mYKQOI16OS+kthAS9Kno6MgbHXuTKzIAUYlq+2O3XIoI9MsgpoTmKCDZYIuKmhk4u/d9XSA1h/qP12MwMyP7wuawItmHkCl3d8RR+t+o4pFvCCSKRqWx3aSht7/a7vHV7es9/zN6Wq377Ghf/4mXna/WTD/C19tf5tKub9X/9EJe1/JrvlhWQ0Dz8ccUfmZeOwAbcKkaskhrfIu7cfh/bP/QrWPGfcMGPMl/eYnj7Xmed//v8Tu5duzfv/ZUvtz6+hee2Nva6PambzkiOEr+LrljKiQDnSyz9egn5XSR105mjd6ISSVjzH+3XpR1rrir2IUkSAdsBmd4Pbk1maeIlflNUSLLzFGaVLB1w+SVZDsiuIc4U1HpEsBVZ6lXG5MyB3N3C8vHL8cguHg342eSVmeIuHVAc7Ym9Xfas06MV+oJelaYu60J8dgs2QGnAxa60ANkzgg1W1LwlHCeS0PFpCpIkoSkyPpdy1MJoPtttzYBM4ncpYt6zQCAQCASCYeOY/FVxwQUXoKqZP5BM03Tm0vn9frq6uvp83P3338+qVatYtWoVbW1tx2LTBO9T1u1p5fF3D7JuT6Z05mBHlJrSgDObKZbUSaSsk3i7gbpnBLs7lsovjlT/Bof91gldqbcUTZFJpTRuOeMWGsL78Vbdy2ut91PgKqCb3RwyJJh4Nmx6iHBaSKzY/zgUV0PlfBoideiJcufkOJvxIT8Amw9Yc92OtQDp0RS+dsFULpo15piu52RCETMgRxSyLOFSZaJJnchRRLABPrxwLB+YWkZ1qZ8rFlRxanX+DsglE0N8fMl4zpjcf4nG2BJLGNxxOPe4Gkmk8LtUxyHdGk6gR8djShKN0a39Lu9Ae5RJ5YFety+qLuGDcyuoLvUzptDDmEIPjW1d6O/ewk6XC0VW+Yp5iGf9G9jqdnHL0luZVDzJebz9mXpG0fUEXUG+9MaP6Jh3DSz598zXKZfB9icg3k1SN/j1i7u5c3Vt3vsrH1K6wd2v1vH05t4CZELPckBmFYUMhUi6hOdIH3+8ae6yGqpryjK/86+vmMYNZ08EcCLYcTsKHD2ExnbiskSqczb+Qd4bpX43hV6NzQc6MpHePAU0lyo7c5k7okmKvJpzMcdmbImPyiIva2tbCbgCnDvhfP4VCLDB7WJR5en57YQ09rHdntl61BFsj5YRILXcY3eJ3+U0fPdVamfPII0mcy+AfGX5VK5YUHVU2zUY9meGNatazH8UCAQCgUAwfByXXIWclQkNh8MEg8E+73fVVVdx1VVXAbBq1arjsWmC9wl23DqWVdYQSxqUBtSsxtuMA7K/CHY0qTvuqF4c2gSlU0B1Qf0bNJdUgX6Icl85mrKXpG6yaPQiLhx3BU/se4gSdwU/OutmPvvMZwkrm2HmFfDI9WgH11NGO8GDa2DpjbTF2+lMtGPER6EV9RYgT6suQZJgzW7rOR4Pkevfz540+J0EDqIFe+ThUWW6Yla7/NFEsBdNKGHRhPxFx2z8bpUffHDmgPexnWtrd7cwbXTm2GpFsFXHzdTSHUePjgUT6miBVML6rOqB/bieFHo1bv9IbqHH/Xd8m1fpwi0V87sVv+czT17HowUKVZzFOePOybmvS5XRFAkjFeSny37KdU9dxyee+ARjg2Od+2hyJ18z4ozZ/gSbis4jnNAJt0ZoaI8OOAdzKBzsiKEbZp9N4ImUgSvt7HZmF4bjjC705L38SNKK7Jc4TcZxqkv9w7Dlx4ZYKjPb0ebSOZlZw363Snc8E8H27XiUrS5r3+jxij5fK9nIssSp1SWsrW1lVqXlRsy7BVuRHAfkQK3Ui2tCPL+tEcMwuWDcJTxe+zggsXD8OX3evz9sx6M9s/WoHZAejdaIJUC71d4CZF//tgn5LYdkTwf2p5ZWH9U25UPQo7G7qTtnVrVAIBAIBALBcHBcchUzZsxg3bp1AKxevZqFCxcej9UKBA7r0gJkPCtOF0vqeDTFERdiSaN3BLuHA9J+TC8irXDnB+CJr0G4BVprORwI4VN9+DU/qiI7ce4PVX+GROsSPjX5+5w2+jRcUgFx1xaYdjGoHmre/Rl/d3/PWu7sK6ntsBxARry810kMQJHPxbTRQV7b3QyIopMTEdGCPfLwaArtafHAm2dpzHtBtgMsm+54ioBbcZp9W8IJMDwEU4VsdKvQtK3P5XXHU4O62gAwDM7t/AuP+Qs4b8Jy5pbP5afn/AJX9FQmuz/R50P8bpVIIsXc8rncesatuBQXh8KHnK8Xmt/l92VjYNNDOW51+/N7OLDFpb4EyKRuZEWwM+3NQyE7gg2c8E3YdoFRfxfW/C4lXUJjoMgSyqaHeMM3CtNwYSZCec0HtJu1tx2yXLr5RoitGZBpATKW7Pdxi2tKnDmQUmwSRtISOheUL8hrPTa2wOkIkEdZvhL0qtgjQHtHsK3Xl0uV+9yHtgMykkjh047v50/QqzozIEUBjUAgEAgEguHkuAiQ3/jGN7jjjju46qqrSCaTXHDBBcdjtQIBYLXBvlvfAZDTFhtNO1WyG2/tyHV/DshY0shxijgcfAeMFLz5R1h/NwCHXW7KfVbBjSZLJHXTKiQwXMQbP0hN4WQUWWGMNhfDsxXd5YcpF1De8gadpp+OK/8GZVNzBMj+il8W15TQnB6cLwmX3QmHLTwe64ZywfDh0RRHfDqaCPbxwG4CtudAmqZJ2J4B6dHojFoR7CKfhteYyLtuN8aBd3otJ/txg3LwHV53RYkocHbVJQCcWXUmUvNHCLj7div6XSrdcWsO4EU1F/HAygd4cOWDzteK6hX8w+civPs5Nu7cQ02Zn0Kv5jjYhwM7XmsXbGSTXUJju9KONIJ9pI8/3sSyWpb7wu9WiSZ1wokUE9VmOPQum7yFGLExgJzXa8UuXnp2ayMeTe4lxvVHdgt2Z7R/N162C/j1Pe2kWs5lZc1lFHl6l7YNRMYBGcn5/5GS/fj+HJAhv6vPY3Yo4Caa1GkNJ/Ac588f+zNDOCAFAoFAIBAMN8dMgKyqquKBBx4AoLq6mnvvvZf777+f2267DaWPIg2B4Fjx5t42UukT854RbHcvATLtgEw7nlI9ih1iqX4ckAc3WN+9RfDCrSDJ7Et2U1VgzWqyT2pThukM87eFzPHeBUhKhI3NG2HFf/LEKT/hksSteCadBUBtey0exYOZKuy3/Ca72EKIXCceTgRbzPIfMXg0mbaw5ZI7mgj28cB2gNmtugndIGWYmQh2LElLd4ISvwu3MpsuRaa2oXcZXDyVedyg7HyGRwoCkCikTD3FudkuzegLu9CkPz4y7SOEzRT/9Lkp2/cEp08McWp1SY4b8mjJ1wFZmp7haF/YyZdI2iU/YgTIHsejntjuvLZwgjnqXgygQe5Gj1Wkfz74e2P66CCFXo3GzviQBC27BdswrDKf/tx4tgt43Z5W1u1p5ZSC5fzozFvyXo9NZgak9Ro52rKX7Mf3NQMy+3tPbAdtQ1u03/fTsSLozbSBixmQAoFAIBAIhhNxOiw46Vlb24IqS/hdijPvCiCe1PFocmYGZCorgj2AA7JP98bBd6FoHJz3fcDEGDWDuq59VBda85rsFsmUbjoiqL2cmsB8TFPmxf2rIVjBpuCZSLLiOCZqO2oZH6wG5D5LaCAzBxKEyHUiIiLYIw+PptDmRLBPdAEy7QBLOwXDceszxu+yItiRhM7hrhghv4tyz3QANjRv6rWcSNohnk+sNrnzSd70eEh0zeJAewywHJQ9SzOy8bkVZ9v6YnbpbKaXTOe+4hBX8jSLq0tYXBNib0uEA+lm4qPFESCjfcyA1E3nIk/Qo6HIEq3h+JCWH0s7ID2aQsCt0tw9tMcfb3oej3pii9Et4QTTpP3UaxoJ4hhxq4TMl8d4AnsOJAyt2MU+3iUNY0AHJFjvgTW7W9iwv31ITfPZFKSXf6gzNiztz9nPta8WbLCcjn1hC5MHO2PH3YFtlwQ1dsXyLgwSCAQCgUAgyAchVQhOetbWtjC7qpBCr0YsmTUDMu1mtGdf5TogbQEy1wEZ7+/k+uAGGDMH5n0MJp1H49QVxPQYE4ITAJzodNIwekXeCt2F6JHxPL/v+XQE0jqBtWNZu9t3U1NYk15O329Zew4kiKKTExH71ybcqSMHj5oRIE/0CHZmDqQtQFouQ8sBaYkge5ojlPhdjPJU4dUV3ok1gpErBtqPG/T5djexvWkzCQn06DhH1IunDEyzf8E24M5EsPtCkiSunnY1tYpJ2NfIUnWbE99dt2d4YthOBDuWskZiZJFI6bjSb1ZZlij2uYYewU6mHFHOnuN3ImMfj/p09gP+tMOxuTvBZGkfvzS0SgAAIABJREFU20qs0iDbAZmXW5aMSD4UV6H9u0jqVmnQQOLl4poSOqJJUoZ5xAKk36UgS2CaR9+ADYNFsC3hsa8GbICStEBpmhz/CHb6uQ/XfhAIBAKBQCCwEQKk4KTGnv+4uCaER1Ocky3dMEnqJh5VQZYlXIpMLGmQSAuOTgS7lwNSx9PThRjrhNbdlgApK3Dtw+yZci6A44C0hcNkyiCetCNv1kmFW1NIdc5hT+dutrdtJxxPOQ6k7kQ3jZFGJhZNBOjXAQmZOVtCgDzxsH8nsnBAjhg8LiUzE/YEj2ADnFZjRZUNw3REvoBbdQSf5u44oYCbQp9GIBZig6ZA4+acZWQ/bkB2Pcu7bkuY8FPjiHq2g7K/yKjfZZXQDMSK6hWoZoDbi0MUbrjLie++srOFSCLlfMVT/TspB8IWS3XDdLbXJqmbOZ+xpQHXkCPY0URmTEcocOILkJnjUd/HFn/6WNjSHWeisZdtBSVIyBjxUemf5/fesI9PQ4tgW5+XdgnOQG48W3RUZYkF44vzXkc2kiQ5gttwzD4cyAE5WAS71J9xRh73CHbWcxczIAUCgUAgEAwnQoAUnNS8s7+dlGFyWk0It6Y4DsiM68N6C7g1mVhSdwTHfktoUkZvp8ihjdb30XOcm/Z07gHIimBbJ1LWDEi7dVR2vie7ZqFKKo/tfoxwIlMC8fDOhwGYVXoKLkUe0Jlkn4D11ZQteG9xp18z/TlYBSce2RcaTvQINsDi6hCt4QS7m7pzHZBZAkLI7yLo0WgLT2OPS6Nj+z9zlpH9uAHZ+TQbA4WUecuoCo5xRL1oHoUmA0WwATTJTaJ5ORs8Kk/Xv4TcVsup1SU8/FY9M773lPM18+an2J5uVc6XlG5wqDNGWYEl7vScA5nUjZyiryNxMEbTEWyw9vdQBUyb1/e0svCHz9IR6R0VH06c41G/DkjrtRAOdzPGOMg2TaXcMw5MDY8m5x1TtoXk/gS3vnCptvvSirEP5MazXcCzqwrzdmX2hf1+GY725+xl9JwBWRZwI0lQXtBPBDuQ2U/H+/Mnez+LFmyBQCAQCATDifjLQnBSs6c5DMDUUQV4NNlxzfSMndnuyKRuECDC5BdvYJx0Pkl9Rs7yLHdLjxOuQ+9a38dkBMi6jjoCWoCQxxIFNdmOkhlOE3f2utH9zC87nX/t+RdV8aX43Sq723fzi7d+wbKqZSypWMLvr2thyqiCfp/redNHccfV81g4oWTI+0lwbPng3AqqirwUijjbiCFbkBkJDsgpo63PhrqWiOPi87uVnOdR4nehKjKd0an4WM2G2qc5a9m3nJ+H059NAwo4yRjsfo53K0cxq3QW8bifXU1W+U007W709jMXMOBWBoxgA2w+0Em4eSFTq97kp6EUZ732v3zroh+y0Ha1mSZq/QNsbHqUna9dwdTLvgp5ur4PdcbQDZMZY4K81NVEZzTFmMLMz7NbsMHaX5sPdOa1bGvTTCLJjABZ4nexsaEj78dns35vK83dcQ52Rin0HbvPjcEi2LYbttrcj4zJNr2LsQWnsYv8ZoXayLLE3f+2kJC/b8GtL2wx2BZxB3Pj/eqj849arLMFt2FxQA4QwS70adz9iUXMH9e3W9PvUnCpMomU8R4IkJnfq3BACgQCgUAgGE6EHUdwUlPfFkVTJMoL3HizItg9mz/tnyV0k9PlzQT3/IsPKy+RMjIOSNM0+27BPrgBAqOhYJRz057OPVQXVjtzHDU1PQNSNx0XZo4ACZw+ajnN0WaakpvwuU1uevkm/Jqfm0+/GUmSOGNSqePc6QtFllg5p0IUnZyABD0aZ08rf683QzAEsi805FO08V5TVewFrBmHuTMgM9te4ncR9Kjo0bEoSLzTtQcimYbpcD4R7DV30J7oYp8RY1bZLKqKvdS3RawCmkR6hm4/YpYv3YLdc/ZiNtYcS5mvnfYtDqoqd+/+O9VmA5/9wEQ+cYpOrO7j/DJ1H8+VRPhB+x/46++X0vDEV2h44iskt/3LGlzXD7ZTc/oYa15uTwdkIqsFGywHY8sQSmTsGZj2Z3qJ301rODHg8x1sWwdqDR8O7N9Zr9EiaewZkNPk/TTLMk3JLsYXTAaG/r5YML6ECaX+vO9v/y5aHAfkwOubM7ZowIt0+ZBxQB7bCDbA2dPK+xWXJUly5kP6tOP7+ZMTwRYXzQQCgUAgEAwjQoAUnNTUt0WoLPIiyxIeTXEigr1diNYMyGTKYJ68C4Cz5XdySmgSeu7JpcPBDTBmds5NdR11TgENgCrbLdgGsZSOpkiOUGgLHdMKTyPoCtKoPswO7Vtsbd3Kd5d8l1Jv6TDtDYFAkC85DsgREMEO+V14NJn6tqjjMvS7ciPYpQG3JSiYLsZ5KnnX7YLdzzs/7+6rhEZPWWMmTBM6GuCVn7Fx0lkAzCmbQ1Wxl1jSoCWccOY7DlRCkzJM4imjz5+DJUBOLPNzXvXpXDz2PH5XGGDzk1/G6G7im49cwe+kLi4smoG/8T8YQwW3Kp2sOPw0Kw4/zaWv3Mjz95yPeXhbn8u2Rb0ZFWkBskcTdiJlOMUnYDUUd8ZSJAbY3mzs44q9/0oDLpK6SdcRiIj2tnYPElk/WuzjUX9RatsNO1Xazxa3D4CJwSk5PztW2L+LljwdkMOBI0AOQ/uzXWoDRzYaJZSOYXtdx/dP9ZwItnBACgQCgUAgGEaEACk4qalvi1JVbJ002SIj9BPBTlkRbFuAnCnX4Yo0OsuyH+ucSKQSEG2Hpu058etIMkJjpJEJhROc25wWbN1MF9n0jnfqusIlNZeQUhsIyBX88txfcv7484dtXwgEgvwZaRFsSZKoKvblOCADWS3YYDsgrf9XBefzrttNasdTzs/7dECu/jH8Zin86TJ47ItgGmysPg1ZkjkldIrz+VrfFiUy2AzI9O09y19sUrrBG3Vtzjzbm874PqVaAd+I7+b2P5/Dc5rJ1yZdya2XPUBlwUy8yR/wy3N/yS1n3MJ3T/0Wbv8ovkgj3/v7h0DvPTuxvi2CJMG0dFy9rxmQ2Q5Ie16h3YY+GPbzz45gQ0ZAGwp2sc+xdkD2PB71JFuAfNtnubgnF08CrEj9scSOw+czA3K4cCLYw7Cu7FKbnjMg88Fuyu5vpMGxIls4FTMgBQKBQCAQDCdCgBSc1FgCpBVN9KiZCHa8x+B9+2e6nmSWVIsxfikAY1tedZYVzxYt3/4z/GgM/Nd4MPXc+Y+ddUCmgAayWrB1g1jScEpJsrchltS5ceGNqA3f5cyCb3NW1VnDtyMEAsGQsCOpqiwN2D5/ImHFoaOOwOd3qzliQsjvojAtKIzxTicqS+za+wIY1v17ldAkY/DGXVA2DQ68A7uegTO+yLvhfUwsmohP81FVkol+x9Lr7U+wdQpN+hHVNh/opDuecgTIQnchP1r2M/apGnd74NLQXD52+nec59rQHuWsqrO4bNJlXDn9ah666jmuGnU6j3hk6t66u9fy69uijCrwONHWzmjudiR1M2cGZGiIAqI9AzMTwbYe3xrOP8YN1riPBscBeawFyNzjUU/sOP1UeT/b3QFKPCWU+y1X/jF3QKq2APleOCCHZ132clxHUECWiWAf3wsgw90GLhAIBAKBQGAzMs6qBIIjIJbUae6OOwJkbgt27twrd9odWdC5C78UR5r/cQ6aJVS3vZK1POsxhWYXPPUtGD0bzr0ZLvxvmHwBCd06SdrTYTVg50Sw0ycfKcMgntRzIlV2BDua1HErbsKRgmN+YicQCAbGk3axjYT4tY0tQHbHU2iKJZxmiwnFWQ7IYtma4/eOGYX69YBVQuNS5IzguvFBiLTART+GL7wNl/0aY+mX2di0kdml1tiJyiJbgMwIn74BItjQv6hmzX+E02oyRVqLKpfwlVOu49zQbL534e+cubpVxV4OtsdI6Zl4tCqrXH/mLagmPPDu73rNg6xvi1BV7KUgvQ/6imBrPSLYAC15CojODMy0Y63UfvwQHZDN3Qknph45xgJkPNlHsVoWsixR4YowSmqnToPJxZOd3++xPk71dkAe++OiI7wN07qCXhVV7j/iPhC2APlefAbZnxMFwxBFFwgEAoFAILARAqTgpMWeoZUdwbZdjP21YJd3WI3W0thTeZn5TOh4w4paY83KApi9438h3gUf/CWceSOc9lkiZoplDyzjh2t/yJ6OPciSzLjgOGdbNDkrgp3KjbzZw+njSYOkbpBIGfhHQOmFQHAyY79HR0L82qaq2EdHNEljRyxHHAp6NAq9GpoiOwKLpJdQ6gmxweuHt/4IWM7Ec10bYdvjlni39tcwaiZMOBN8JTD3Gh6qfYzORCdLKy2XeEF62Q15RLB9gzgg7fmP5QWenNs/sehGfn7Jn3ErmRKuyiIfKcOksStXHCz1l3Ne4WQekSJE976S8zPbEe9SZbyaMmgJTcbBmGcEO5E7Q9OJYOf5+Mx2Rpx/h/uJqw8XfRar9WC2Vo8OHJS7mVyUJUAeY2HMKaEJx1Fl6bi8F+3Zj8PpgDyS+Y8AJYH3UID0Wu7pIxFOBQKBQCAQCPpD/GUhOGmxT+KcCHZ6ziOQ20Qd76bKPEgsqTO6axMtZhCKJ7BGno/biMC+NYBVMDBd2su4uvth0adg1AxnXdtat9GV6OL+7ffzpy1/osJfkXOyrKmZCHY0kXvC50SwUzqReCY6KRAI3jvs92V/br4TEfuzbtuhrpyLGEGv6rip3KqMS5HpiunMKZ/LOwVFltOx+zBaVz0/N38Mf70Gfn0GHN4Mp10PaddhS7SF29+6nUWjF3HuuHNz1rvpQAdbDnQA/Yu29szAcEKnO55i9Y4mXkp/vbj9MOuz5j/m+1zrW63P+f2tEWdZ503/PF2KzBOv/Zdz/5RucLAj5lyQCnrVnAi2aZrpEhrJuc3eZ2/UtfLSjqZBG7EjPS5sDVXAtLEvnkGuW7S+LeJcPAPoiiU51BHrcxl7msN5lefEksaADkji3dxo3sMOxU+KFJOLJzvP73iW0AS9muN+PZZkHJDDKEAeoXD6XkWwwdpu0YAtEAgEAoFguBEqh+CkpZcDUlVI6ia6YWY5IGV44Va+XXcnh5TvUZHaxEZpMsskiTeVOaR0DXXXs1CzjFhS59Pq4+haAHXZTTnr2tq6FYCVNSt5rPYxFhQuyPm5mnZApnSz1wmf/e9YUqc7YZdAjBzRQyA4GbHfl8e7AOJosD/rdjV1Ux3yO7ePLfY5kV4rkq3SGUsyd+xcntv3HM1mitL1d3PhwTWYAOf/AF79BQRG8VRhMT99aDkXVV/E/q79RJIRvnPad3LEoMnlAR555wBv72vH51KcCHJPsmdA/uSp7fxhTV2v+5w5uTTP55qJfp9qmnzkzrU0tNst1wVMCgW5r3snH9z2OMq0i9nXGkE3TMaVpAVIj5bjgEwZVlw72wFZ6NUIumXuX1vL/WtrOX9mJb+6dmG/2xTrEUH3aAp+lzLkCLZ97HKrsuMWNQyTC29/mRuWTeJzyyYC8NOnd7B6RxPPf3VZzuObu+Nc8D+r+cryKXz2AxMHXFc0MUAJjZ6CB/+NiUYdq1wfAV5hctFk3KpMid/lxO+PFZqaFr67E1QUeQa59/AwtsSHJEHFMD23sSVe6lrcg9+xD6pLA0gSlAePz3PPZmyxj6SeX/u7QCAQCAQCQb6MnDMrgWCINLRH0RSJ8gK7STIj9MWyS2j2rUE1k/x36jYKUhE2KKex/o2fkNQmsdc1g4l1rziPO13eTGflByjxleSsa0vLFkKeELcuvZXJxZOZWjI15+c5JTQpPadlNlNCY/QugRAIBO8J9vvSewTtte8VtiiXSBn4sy5i/PjDczCz5iEGPRqd0SRzy+cCsL7mNFasuYOFiW7+4r+Wq8/4Iiz8FJFYG//91L+RNJL8fvPvMUyDT878JDVFNTnr/eHls/jYkgkAjAq6UeS+nWq2K7M7nuLVXc0smlDMNy+c7vzcrcrMGBPM67lWZM2erGuJ0NAe5d/Pnkh9W5SnNzfy4wu+zE1r/y+3PfdFvh0YzesHygCYP77Y2gfeXAHSFlucGZB6CvnN3/O270coUisATzdcCPy1323qawZmKOAecglNfVuEYp+Gz6U6DshwIkVXLMXBjow78mBHlP1tEUzTzBGE19W2ktANXt7ZPKgAGUvp/Y/8ePV/YNcz/K7wi2zVu3EDE4smIkkST3/5rGNeUGI7IBO6cdzceIsmlLDmm+cwpnB4BMivLJ/KDcsmHdFjT60e3m0ZCt9bOYOUbg5+R4FAIBAIBIIhIFQOwUlLfVuUiiIvcvpk2BYUokmdaPpE0WMm4NBGNpcsp7xlHQUSvOr3snXLH/H5V7HLnMPEg/dCrBO5rZbRUhsNlUt6rWtr61ZmhGYgSRLXzbyu188zAqTlgAz5lZyfKbJELKkLAVIgOEGwHZD9uflOREJ+F550oVb2Z0igx+dJgVejM5ZiVukCRvlG8YirgBWJbg7L5TxTdBVXA7gD3LPtXg5HD3PPhfdQ7itnzYE1rKxZ2Wu9AbfKgrSwNxD2Nu1vjbDzcDdfXzE1r8f1hUdTKC9wU98WYV26vObyeVW8vLOJR985wJLKlVw3eSu/3/kAox79KIb7i5QGJjNROgCP3M61MZk/Jz/oLM+OK2uKDNF2+MPF0LgJZcKZULOMnWse4YzoS6AnQelbDHNmYGZFZkv8riOYARmlqthHImU4Yzk6Y9axIbs4pzOaIqmbdMVTOWKgXeazfm+rFSsfYAahdTzq4+emCW/fCzXLeN1Yidz1PxRro/FploPULtg5lmQXAh3PNubhFPw8mjLojM3jtS1DQfwNIhAIBAKB4FgwcqwdAsEQsRtPbeyYWSypO3FEb+tGMFLsKj+ff0t8g3WFF1LrawNAd9WxzTMHTAP2raXg0FoAUmPPyFlPLBWjtr2W6aHp9Ieanitmt2D3nLnlUeW0AzI9A3IEiR4CwcmIU0IzgmZASpLkxLAH+gwJelQ6o0kUWeHyyZezpn07DQs/wX95v8B+10N8/rnP88iuR7h7092cP/585pXPozJQyYenfBiPeuRxUNuV+dzWwwB5z3vsD7v1e21tC6UBNxPL/M7zr2+L8qUl3+biijP5RUBjQ/KnfNf7TX5133LOaX2BpzxPcHPnZ2HXc4DlsoN0BHvTw9C4CVbdBZ94DM76KmvKr8JPBPat7Xd77Ah29msm5HcdQQTbOnb53QrhRK7waAuR1r+t23ouf92eFryaQixpsLGhfcB1WcejPl7jDW9CWx3MuhKfW0V2H2K0t3pIz+NoyS5vOR4N2AKBQCAQCASCY4sQIAUnLfVtUaqKfM7/3c6sRYNYUkeSQDvwJhFJoi5YyWZzAr8t+RIJ9zYAUmodO7VpoLig7mWKD79Ok1mIUjY5Zz072nagmzozSmbQH5qc7YDUe5U0eF1WQU6344AcOaKHQHAy4nGNvBZsyMSwB3IwZcePL590OQCPVE3lZS3KIV7grca3+O6r3yVpJPnS/C8N27a5VQVNkdhysBOfS2FWZeFRLa+q2Mf+tghra1tZXFOSFmAz0WxZkrnlnNv5xJTPss5dwHdK4/ymqIBJY07ldV8hn6r08uzTNwIZB6RLSQuQpVNh1oedAp7G0GKSpgI7n+69IU3bgUwEu6cDciglNKZpOm3dfncmgu0IkNkOyPTvMDvi3dwdZ0djNx9bMh6AtbWtA64v1p8AufFBUNww/RK8Lh3Z1UKlv6b3/Y4h75UDUiAQCAQCgUBwbBACpOCkJJbUaeqK5zogtYwDMpa0Bu9LDev59eix/KH5ZiS1jcbEZkw5xqLRi9CVVtqJQuVCqHuZspbXWWtM71VKsbXFKqDJxwFpzYA0ep3wuVWFWCITwe4ZmRQIBMcX2wE5klqwISNADlRkZc2AtD5rKgIVnF5xOg/veJho8GFKlMm8dNVL/Pa83/LLc3/JuOC4Yd0+WxhdOKEkR2A6EmwH5KHOmOOmrHQESKsdW1M0xqqX0rLrO/zHrO/w6GWPcueFf2Bl2c/Rkn5+o8ag8wDJ9Ly7wmQj7F0Ds65wxEcAT6CIdcY0zB09BMhdz8EvT4XtTxBJpnApMmrW8woF3LSE4zkzOAeiuTtBPGVQVezD71KdY4ITwc6aW9mVvi3bAfn6HktwXDFzNNNGFzhx7P6wjkc9fg+GDpv/DlOWg6cQXTmMJBmMCxxnATLHASkESIFAIBAIBIKRjhAgBScldhtqVUlvATKe0jNN1PXr2eALkDLjuEf9k1bzLSRT4zOzPwNAh7EbJiyFA2/jizex1pjRSzzc2rqVQnchY/xj+t0e+0Q7pRtpx0mPCLYmE0vpTtxOzF8SCN5bMi3YI02ATEewB3RAqjlC1oemfIimaBOmlGBp0Q1oisbpladzesXpw759djR8cU3JIPccHPu5WsuzBMigR6PQqzlN0mC5AEt9hXx63pXUFFoiWoW/AiNSTYOmYu55xSmhGXfgScCEmR/KWVfQo/KCMQ+peRu07c38YMNfne+xhN7r9RLyu5w5jTkYBrxzH9w+F/54KRzaCGSEU9sBaY/lyDggreWYpunclj1jcm1ti+MuXVwTYn1dm+Pu7Av7YlwOdS9DdyPMvAKAw/obANQUTu758GOKK8cBKY6JAoFAIBAIBCMdIUAKTkrsk8/sE1SPmhvBHqu2o3c2sM2M4VWCaMHNdLvW4tNnMK98HpgKXeYuS4BMs9aY3kuA3NKyhRklM3JaSHuipR2QCd0k2kfkzZOe1yVmQAoEJwaZFuyRJkDmEcH2aCRS1ucgwLKxy5gROoX44Yuo8E84pttnj5c42vmPkHmu9vzH7NttIc80TdbWtjgRbZugV6MlMZ5uWaZjzwuOSFdZ/y+omA+h3PbooFfjBcNqDXdi2IkIbHscZBV2PIke7erlmC3xuwBozZ7TuG8t/O4ceORz4Ala4uNvzoSXf5Zz7ApkzYDsitkzIK3v4YSOkTZVtvYQIBeML0ZTZBbXlBBN6v3OgTTNvo9HvHUPuApgygW8ffhtNnT/jWTHHCYEJ/S5nGOFfdwE4YAUCAQCgUAgOBkQAqRgxKEbJn99fZ/jWOmLbBeJTU4EO2UwV97NXk0laqZYUXEdRiIEUoJCcx5uxY3XHEdEqoWqRaC46NZK2CdXosiZk6KEnmBn+84B49eAE8mLJlKYJn0KkDsau3hh22Fkid6ROIFAcFyx36MjL4Jtl9AMEMFOizm2mKXJGr8++x6SbacP+LjhwO9Wh2X+I2Q+33uKi3Y0G2Bfa4SDHbFegmfQo2EkLRdmQ8NrJHSDGukAwfbNVvy6B0GPxv9n784Do6rP/Y+/Z5/JTPaQAAlLwiY7gggKbhS1Wldc61JqW9faWtt621p/V6ut17a3dWuv9l61trVa17qAuLBYV7AgCIpshi1s2bfJ7DO/PyZnkkAICZBJJvm8/gGSOec8nJzMzHnmeZ5vaWwQgYxhsOnN+Bc3LYKQF075KYT9jKr9V0vCOhaDzYsZVfcB0Fyl6KuF56+BJ86Ehn3ELvxfHpr4Az684BkY+RV497/ZWxlvoS7MdpHmOLAFuykYIRSJtpkFabRgG/Mfjf/r8cXxPw82BzIYiTa/HrV6vfnof+IzMI+/lrpokJ+8+xMybfn49154wPiR7mYymRJJSM2AFBEREUl9ynJIyvlgSyU/fWkdKzoYrr9xbwMum4X89JYVW1sSkPHKn4mxTXzujN+sj86cgH/PPCK+InJM8SoXDyX4zdsIW+0w/kLW5pyJ0xq/AXv6i6eZ9cwsZv9jNuFo+JAJSOMmymjDa726J8DEwkx21/pYub2aSUVZHVZTikj3S3damVCYwfijkChLppH5HkYMcHcYd2ZzArKuqSWJ5Q0kZ/zDccOyOX9K4RHPf4R4snVMQTrnTh58wNfLanyJ6kc4sOU7w2UlGox/rcy7F+r3cLP1ZaJmO4yfd8Cx4klbE+VDzoYtb8OaZ2Ddi/g8A3nIY6c+ayjH1i2Jt2CXfwF/uxD+fhET372e080rqa5rgH9cCV+8Bqf8hC3feI5r9izi/zbfyY3Lb+K54qnEQl48OxaTnWbD47DicVgJRWIEwpE2CccGf7hNC72xCM3nu+sBmDo0G4hXX5YMcLO2rP0KSH8o/iFe4gOx9a/Cm7fDMefAnDt46JOHqGiq4NbJv6AkJ5dBmYe/AvrhMtqwtQq2iIiISOrTOzpJOTubqxsbWt2A7W95aRXHDc9uU61oVKb4mhehGRfdyILswTgtUYZlFBNpqqJp2824jskAINM8kgqWsLlmM2Pn/S+vvbQOR9U+ntnwDP/18X9x/MDjOSbnGFxWF6cUndJhzMYq2MaiAftXQN513njuOm98F8+EiHQXm8XMgu+d1NNhdJnHYWXJj07t8DG5zW3BVd4gxlQ/o9W3uxfA+vnXxh21fdmtZt689eQDvl6U7cIXilDtDcbnP3rsjBjgafOY1hWQZTYrE9Y9wlTL++wefxODMw6c52skwD4ffSNDmj6HV28GTHw06Tz+77PHsA0dy3Vr3+ZW/gCPvA0OD5x5L6FPX+ChPX+g9t3lUPkhzHuMV90O7nzjG6RZ3fj3nkde/hbu2fIPNg0s5OzyNynMnga0VLF6A5E2Ccd6XygxCxJaZkAalf/DcltGjwzNdiVmIu8v0NyC77BZwF8Pr3wXCqfBvP9jr6+Cf275J/NGzWPe+BOZ10MvTzarGYIRVUCKiIiI9AGqgJSUY7TWNe4/1L/Z/m1oBqPNzB+KEAoGGBnewhdOJ6NzRpNmtyceZ1QrZplHAvBpxadA/GbNnL6Ge1fcy6lDTuXRuY9y2/TbuPnYm3FZXXTEbDZhNkHjQRKQIiLJkphL2Gp2YLIqIJPBaEPfWeNjeWkVM0pyD6gqz3DZIOrEZUlnlyONwo1/ZW8sm6pjb253n0YCrC5ogkv/BrmjIBqidMAwAJ4N7CZClNN8b8Fx34JJoBZdAAAgAElEQVTvr4ETvkv08mcoj2UxqPJDYnP+H3+MlvPz93/OtPxp3Dv9b4RqTsRacR2XjbmM51wW0sKfMDq9eRZw88/CGwi3STjW+0OJisj8dEeiBbusxofVbKIgo7lSMRLmP6t/wiVVf2r3/2RUQLpsFljzdwjUw9m/BXsaf/n8L0RjUb418VtdO/lHWUsFpBKQIiIiIqlOCUhJOUYC0nuQBOTHW+Ot2fsnIB2tZkAO9JdiiwXYEGlkXM64NjOwjHmNbks+5kgGq8tXx7cLRwi7P6Q4s5jfnfI7bJau3RDZLOZE0jTVFrYQkb4jUQHZGEh8rdFYAMuR+s9NxmzID7+sbHf+I7SsqpxpLWCXJ14JeV/o61ic6e3uMzE30xcGVxZ84xW49G9sjQYwm8xUBeu4KfsS7hnyf/C1/4a0HKp8VdTbzXybO3mx+Bf8Pa+ARz99lAtGXsAjcx+h3usAYE9tgBsm3YTT4uDPWW7mxJYDrRKQwXjLtVHQX+9racEenudOJJLLanwMznK1VP6vfAKXby0XmRbg3brigP+TPxz/mTutMVjxKAyZAYVTqfJV8cKmFzin5BwKPYVdOPNHn9GqrwpIERERkdSX+qUO0u8YbWbeYKTd768orcJlszCpqO0MNCPJGAhHKQl8wQ6rFW80yLjccW0qEo2KC7vFjCVYkkhANoWChK3bmDX4MuwWO11ls5gTbeNaZEZEekp2qxZsQ1+qgCxsTkC+sKoMgBP2m/8IkN6c0Eoz51PmqOPLEVfz8uezuLnVfN7NNZv5+xd/p8pXRYwYtoxB1PtHNu+gAMadR+mCZ5heMJ0KXwUrQ7vwuEtYU76G5zY+x6Jti+LV8Vk38qZtDKs/+U9OLjqZu0+8G5PJlGiNDkdjBIMuzh9xGc9t/AtXVD8Ly6KManRgZWRzBWSQ+Z6P+XdjHvX+qdT7QswwfcG14Z184asntnQ5s3eWMcvqgPpjwOqg4Z1fcXFREYOCIf7yxk/g+qVgbvn/GaugDyl/F2q2wdy7iMViPPLpIwQiAb498dtH+0fTZXarZkCKiIiI9BV6Rycp51At2MtLqzluePYBixzYa7diNsUXoBkf2sCqtPhN6bjccTjNLQlIowXbZjFjChSzx7uGPY17qAmVErOHmFow9bDitlpMB50BKSKSLDaLmUyXrU0LtvF86k7ySsfdIcNpI9Nlo7TC2+78R4gntlw2Cw7y2BH8mE/G3gaff4bdYsYX9nHH+3fw1va3SLOmMSxjGHu9e3EWrKWu6bzEPmKxGFvrt3LeiPM4s/hM7v7obt4Lfo8li+pJs6ZxyehLWLpjKRXZj7AmmIPNYePOE+5MtIMbH6bF/+5jdv7FPL/hKR5Oa+TU1f9DXiTC3dbjafSfwNkNL3JT6ElwwNblHzPa38A3HcugAuZagHfhMmNnDz8H+WN52gH15hj1TitvVmxi3gcPQNF0SB8IeaMSLdjDtvwVMorwjzydX7x/OwtKF3DZmMsozizupp9Q59ktZqxmk7oGRERERPoAlWFJSvGHIlQ0xNsGm9pJQFY1Bti4r+HAlruKTZj+OJ3rbG/iD0UYG9nISvcA7GY7JVklOFtVvRiJS6vFRNQXvwH7pPwT6tgEwLH5xx5W7PEKSCMBqV89Eek5uW57mwpI4/m0uxehSZbCrHgVZHvzHw0ZLiuWaB7haJjqQCUANquJFza9wFvb3+I7E7/DWxe/xXPnPset024Faw27fF8mtt/XtA9vyEtJZgnnlJxDzFfMANsY7p19L4svWcztM27nsTMew2wy4TNt52fH/4z8tPzE9mU1PtKbz3dZTRMNXgdN1aewwuXk17nZ3JafRyRnFWP+dRM3hp7k4QHT+KV5LkN3L2JozXIeiF7OP8/+hOH+p9l4QxnD/U/z5HEvw8g5NO5exV9zcpk5cDaRpmHcn5tH/bK74S/nwCOzwFuFLxRhhGkXWfuWE5r+ba5behMLShdw85Sb+fmMn3fXj6ZLbFYTGS7bQX+GIiIiIpI6+sadhvQbrVfzNGaWtXaw+Y+sex5iUeabF/GXpksZxh42OAYyOnsYNrMNp60lmWkkIG0WM2H/QNw2N6vLV+M1bcFJAXmuvMOK3WY2JVqwHVZVc4hIz8n12NvMgDRGWqT1gRmQEJ8DuX5PfbvzHw0ZThs0r4Rd6d8NmDGZIjz5+ZMcV3Act0y9JfHYU4acAjETZYGPgQsAKK0rBaAkswSnxYl3+/WcftpIzh0xJrHd8MzhzHTdwcd7PuGcknPaHL+sxsdxw7NZtrGCshofdquZYMUZvHPtXbgdFn607Kf8Pvo+M3e/w2+yi3nbU0EsrZbKjJ9jDgxhWe1b5G+/lbRiHze98yhpxX6eaUonOParNAweTn3pK9wy9bu89/EK6oY+yPcmnkqxLYOizcv49uf/xO8+h/MsHxIzmfmry8zq0tXcO/tezh1x7tH5IRwFdos5Ma9TRERERFKbyrCk24QjUW7/5zq2V3mP2j6N9mtofxGa5e3Nf4zF4glIVw6DqGTOrkeIATvNjYzLHQe0bYluacE2EYmamDJgCqv2rSJg2UKWafRhx25ttQiNWrBFpCfluO0HtGDbLKY+8+GIsRJ2e/MfDRkuG6FAFgBVgb0ALClbRHlTOd+Z+J02j81x5uCOjaIqtirxta11WwF4+M16Lvvf5cRi7T+3D80YTs2+KXz9/5bznb+spM4XIhaLUVbTxIgBHvLTHZTVNFFW00RWmp3BGTlkOjL52fQ7CUXdXFE0lLezIkxI/yqm4FCWND7B26FfEE77NwWuQUSDuVgiA4gGc3HbnDy8+mGeLH2Fk4tOZsKACRS5RzLUdBFloQYWN5TyYE4WWz/7B/5gmPPMH7KxcDqPbHiKrwz9Sq9KPkL8g0CtgC0iIiLSN+hjZek2ZTU+nl6xg7ED07n6BPdR2md8ZtbADCfe4IEJyNJKL6MLPG3nP+7+BGq2wrkPsXvBrzi+9nW2WawECDA2dywAFrMJm8VEKBJr1YJtJhyJcWz+sfxhzR/ADHm2Yw47dpvFRDQW/7tasEWkJ+W4HazaXpP4tzcQ7hML0BjOnTyISDTa7vxHg8dhpaYpE5PNRHVwLzCQpzc8ydicsZw4+MQDHp9vOY6tsafZUb+DoRlDKa0txWXx8N5nfiYWOjlxRC4njxpwwHZnjBvI2p11+EIRlpfu452N5cwamYc/FKUo20VRtitRAWms4A1QlDkA355LMA35C8HqWZx3zM2UbdlMjvs9GoNB0gOn8F+zT2HW+0txmTLx76rjD1fPIWjaxxvb3khUXBZlu6ism8OSb9zJPu8+5r4wl6V1Gxlb9jbDzfuYnz4CW8TG7TNuP/ITf5RdNn0IoUi0p8MQERERkaNAWRDpNkaC8GCrVR+OshofNouJkgHudhehqfYGyfU42n5x3QtgscO483nNGV9AYIl9MECiAhJaKlcSLdhmE8FItM3MxwL7kSQgW37dVAEpIj0pt7kCMtr8qYg3EOkTC9AYjh2azS/On9Dh7ECPw4o3AAXuAuqC+7DlvMeOhh1cO+nadrcb6pwOwNIdS4F4C3aWrQgw8eQ103n62plMbF1932zasGyeuW4mL954IukOK8tLqxPV/EXZaRRlp1FW46OsxkdRVlpiO4fVgtk3lmNjDxLYdy6ZaXYyXQ5yw+fg8p5NjiuX3OYVzdfvqcdqNlGQ4WR45nBumHwDRelFQHwepnG8AncBE7NGsTTNxbS1v+BfTjer/WXcMvWWNvMpe4t5U4u4bPrQng5DRERERI4CJSCl23ibZzS21yp9uHbV+Bic5SLdaaWpnRmQ1d5g4oYMgGgEPnsJRp0Briz+5T6TRpObD+y5mLEyMmtk4qFGUtBubamABBibMx6r2Uos7CHPUXjYsVstLTe0WtFTRHpSrsdONAa1vvhcWm8g3GcWoOmsNLuFpmCEQk8h2/3/xlmwiNOHnc5Xhn6l3ccPTBtMLFDIom2LiMailNaV4owNwmWzkNP6decgLGYTxxfnsKK0KlHNX5TjojDbxe5aH2U1TW0qIAHcDivltfHXiwynjQynjXpfiHpfmAynFafNQprdQigSY3CWC4v5wMRpUXYatU2hxId2c0rOZp3TQV20nocyB5LnGsBFoy7q0rkTEREREekqJSCl2xiJx/YqFQ9XWU0ThVku3A7rAfuNxWJUNQbJ8bS6Edz2PjTuJTTufH6/6vcE7H6usj/ACnsm+c5h2C0tjzXaoltmQBqVkE5OLjyZUMMEXEdQIaQKSBHpLYyEWbU3vhCNNxjuMwvQdJbxOlLkKSIUayLqHcevT/o1ZlP7b43SnTYCVTNZX7We3/77t1T7q4kGB1CU7er0Ks0zS3IprfQm2t8Ls+It2OFoLNGS3SZGu5U9dX4gvmp3htNGvT9EvT+UmI2Y2/yat/+2BuPru5qrIOcMmQPAo1kZbE4LccUxV2CzaM6iiIiIiHQvJSCl2xgJwqNZAVlW46Mo24Xbbj1gBmRjIEwwEm1bAfnZC2D3sMAW5c+f/Zlq+yK2+DMwufZQmDaqzfZO634t2M2JyGAkym9O/j2BvRccUeLQZm7Zb3tVKiIiyZLrjo+qqGyML0TT2A8rIOMt2GHOKTmHEscZmCuu7jARl+GyEqo7jjOHfo2nvngKgKbG3IMm/tozo3lRnFfX7CYrzUa605ZYMAdo83cAt8NCXXOVaobTRobLSp0vRL0vFF/Fm/g8z/i2HScgjarL4sxihqcP5YWMdGJRO5cdc2mn4xcREREROVxKQEq38SYSkEdnBqQ/FKG8IUBRdhru5hvH1owVXY2bMcIBWP8K0TFn88SGv8cfY/qYJnZhsvgY5mm7orWRXDRar63NScJwJF6ZAuCwHv6vjNGC7ewjq8yKSOoyquaM501vINynZkB2htthJRqDyXnTGe/4Jg6Lo8PHxxN+Jq4dfxtjsscAUFmTfUDSsCPjBmWQ7rBS5Q0mEoNtFp7JObAFO3F8V7wFu6IhQDQWT4gCiQ/dDhaH8XVjDqTJZOK0Yc1t5g0zyLBndDp+EREREZHDpQSkdBtj8Zn2Vqs+HLtrjaH9LjyO+MyrQLgluWlU8hg31mxZAv46lg0+hm3127hq7FVECeDIfx2AkowxbfZvtGDbjRbs5mRjOBIlEIo0P+YIKiCbE5sOtV+LSA8zklZViQRkpE+tgt0ZnuaW88ZAmFA4it3S8Vsio+U5GLTyh6/8gdum3U59Q3qXKiCtFjPTi+NVkMaCM4VZLdu3/ns8xpafSbrTSobLRvO6QYkKyJYEZPtx5HnsOKzmRAUkwAUjLyDLPBKH99ROxy4iIiIiciSUgJRu4z3KLditVw01bpRbL0RjVPIkWrDXPU/MlcMT1Ssp9BTyo+N+RLq5CKtnE7GYmZLMkW32f+Aq2PE/g5FoogLyyBKQzRWQNv3aiUjPyjYSkI0tMyDd/WwGZFpzxWdTMD6+w3aICvcMZ/zx9f4QA90DmZ77NcDUpQpIgJnNbdhGwtBpszAg3ZFoyW4boyXxp81iTsQALQnRHE/HFZAmk4mi7JaVsAFKMkuYbr8TpymvS7GLiIiIiBwuZUKkQ+9truCrD7yLP9T1NuqWRWgOrwX7Jy+s5b8WfZH49/bqePVGYbYrkYBsvRCNsZhCjtsOgUbYuIiVo09hbeVnXDP+GqxmKyXOeNtZNFBAuqPtzZpjvxmQRst0OBLDHzYqII+gBbs5oakFaESkpxnJrGpvkEg0Fm/B7mcVkK1fR0KRzldA1jfPZGz5UKzzFZAQX4hm/+2GZLsY0k4C0YjRqHY0Ymj9tQGejmdAxr+XxvaqpjZf84cj+kBMRERERJKmf91tSJd99GUVG/Y2sL2qiTED07u07ZEuQrNsYznRGPz0q8dgMplYvb2GHLedwZnOxKyy1u3diRZstwPWPQVhH49b/OQ4czh/5PkAjHafwprGvxPxFeHaLxHosu+/CE1zC3Y0mkjAHsn8RqO6Rjd8ItIb5HkcVHmDfLGnnlAkxpiCrj3HpzqjvdkbiBAMxxLP+QeTSED6jQRkPKHX1QTkxMJMfnPxJM4cNzDxtf88dzwRo7e6nRiNeY8ZrSokja/Nm1pEnsfB4KyDxzGhMINH/1XaZrEhfyiaeN0TEREREeluyoRIh4wKj9azozrLSDw2HcYMSGPBmcrGAKWVXmKxGMtLq5hZkoPJZEq0CnrbVEAGSbNbcFV8Cm/8lI2Fk/ig5nOuGnsVTqsTgEx7Fk3bbyRYceYBiUCnte3q14lVsMMti9Acyc2arXlRm/0TnyIiPSHHbaeqMcDy0iqgZYXm/qL160iXWrB98dedshofLpslXnXfBSaTiUuPG0JmWksyccqQLKYNy24nxraJx/TWLdiJVbDtXHBsYYfHnFmSSyQaY+W26sTX/KGIFkUTERERkaRRAlI6ZCQeW8+O6ixjEZrGw6iANBacAVheWsXOah+76/yJ1jVPonWu7QzIca5aePoySMvj8ZJjSbOmcemYSxOPcdrMRP2FxCKeA1qh958BabRMh6NRfKGj0IKdmAGpGz4R6Xk5bjvV3iDLS6sZnpvGoMyuVfKlujYt2OEojkNUQLrtVsymthWQRdkuTCZTt8XYUgHZTgu2y9buNu2ZNiwbq9nE8tKWBKQvFNHrkYiIiIgkjRKQ0qGjUQHpD0UJR6KHdVyA5aXViQodIwHZsghNqwrIRj+/jNwPkQA75/2RN3f9i0vHXEqmIzPxmNY3W/tXfhjJxUQLdnM1TCgSS7RgO46kBdtYBVsVJyLSC+R6HFQ0BPh4a1XiubU/SbyOJBah6TiRaDabSHfa2syA7Gr7dVcZi9AY1Zetk46tqyEPvR8rk4dkJV5LIf7arJEgIiIiIpIseucpB2W0QQPsqj2MCshWyUGjGrKzjATk8cNzWF5axUelVeS47YzK9wCtKyBbjjGx+k2OCW9g92k/5ZZPH8BqsnLV2Kva7Lf1zZZj/xbs5uSkvfkm1GiZDkVazYA8olWwNQNSRHqPXLedmqYQ9f5wv0xAeuwtlfSdWYQG4nMX6/0tLdhdXQG7q9z7V0A2Jx2NVbG7YmZJDut21SVemwOhCA5VQIqIiIhIkigTIgfVug36cFqwWycHu7oQTVlNE1azifOmDKaiIcCbn+9NzH+ElqqQxH4DDcz3/pm3M0bz9W3PsrdxLw/PeZgCd0Gb/RoJRJMJHNb2E5Atq2A3t2BHYgSaZ0Ae2SrYasEWkd6j9ezC/jb/EfabARmOdiqhl9FcAdngD1HnC3V7BaRnvxmQRht468VoOisxB3J7DaAZkCIiIiKSXEpAykEZScdR+Z7DmwEZiCQWXOnqQjRlNT4GZ7mYNTKveftImwodoyrEqKyMvfs73KZa7syz47K6eOrspzix8MQD9mu0Pzus5gPmdhkJSWP2o7EITSgaxR8+ChWQWgVbRHqRXE88Adkf5z9C/EMmh9Xc6UVooDkB6Q8lugIKuzkB6d5vFWyjDdz4d1e0zIGMt2H7w2rBFhEREZHk0TvPfigWi7Gv3n/IxxlJx5kluVR7g12uYvQGwxRkOICWxWIaA2Eamgf4d3zs+HD/4blpiX20TkA6vLuwmpurLDcshA8e4JbM8TTE6rnvpPsoySppd7/GzVZ7icQDWrCbq2FC4aPUgm1UQKriRER6gVz3gc+t/Y3bYY0vQhM59CI0EE8EljcEeH9zJUD3t2AnZkC2XnzGelgVkPvPgfRrERoRERERSSIlIPuhBWv3MOu+pZQ3dJyENNqgpw3LBro2BzIWi+ENhMlPdwItrdI/fu5TvvfM6kNubwz3N5lMzB45gIIMR2L+I1vfw/TARJ63/4LRu1+BF77N2oET+CirgWnZZzMlf8pB92tUZLrauekakO5o09pmrFodjsbwGy3YnaiQORir5eDJTxGRZDOq904aNaCHI+k5boeFpmCk0y3Y+elOtlc18cuFX2A2wbCc7k1AGq+hAzOdia8NynS1+XdXzCzJYW1ZfA6kPxRp97VQRERERKQ7dL2HR1Leso3lhKMx9tUFEjc37THaoIfmpjX/u4nRBemdOoY/FCUag/xEBWQ8Abm10kv9ISogjcVvjMqSO88bR4M/3NIy/ekzYHMzLLSXY3fcSyx7GL8YMJBYbYRLSq7rcN9G8q+9JODpYwt469ZTyM+In5NEBWQkii8UwWYxJZKIh8PYn8uuGz4R6XnFeW7euvXklg93+iG33aiAjB1yFWyAH585hq+MzScGDPA4yG41R7M7DM1NY/EPT2bEgJaf0R+uOBab+fBei2YU5/LHZV/y0ZdVRGMaCSIiIiIiyaMEZD8Ti8VYUVoNcMhEoNEGbQzZ78ocSCPhWNCczDNmQFZ5g1R5AwTDUewHqSbcUxevzDSOm+G0tbSbhfzwxWsw/kKu+fIcrrS/y4izZrP5g58SrLiAosyOWwmNxOP+C9BAfLbWyFY34sYNXigSOyrD+o2Zku0dW0SkJ3T2Q6W+yuOw4g2ECYWj2C2Hfo7PdNk4dUx+EiJrMTK/7c+oow8OD8WYA/nOpnJAFfkiIiIikjzKhPQzZTW+RCt1ve9QCch4G/QAjwOH1dylBKTRcp2f3jIDMhqNUdMUJBaDPXUH31dZTRNwkNlam9+CQD1MvAiTM4PX0i7grzvewmVJJ1Q3tc2qru3paAbk/hIt2JEo/lAUxxHeqGkVbBGR3iWtOQEZiEQ7VQGZ6twOK5OKMnlnYwXAEb+uiYiIiIh0lhKQ/cxHzcPnoeMKyNZt0CaTicJsVyIx2Bne5opHowXbGwhT5wsRicaAjqspje+1u7roZy9Q5RnAz3cvxuwsoya4m2U7lzHWfSbE7IlVXQ+mpQX70Jd+ogU7GiMQihxxq1rLKti64RMR6Q08DkuXFqHpC2aW5CZeZ49krrGIiIiISFfonWc/s6K0OrGqZr3v4Kta798GXZSd1sUKyPiq0XkeByZTPAFZ5Q0mvt9RMtNY/KaguXoywV8PG9/gqaHjebX0NbZY72O3/c9YzBYKLXNx2Syk2TueKmC0UXcmCWi0TIfCUfzhI18t1Gjp1swtEZHewW23UucLE4vRqUVo+oLWq57rAzERERERSZb+8W5bEpaXVjF7VB5mU8cVkPu3QRdluw6rBdvjsOK2W/EGIlS3SUB2XAE5KMvZdsGXxgpY+CN80SAvhMs5cfCJZJvHELJu5ezis/H53IdsvwZwGC3YnZjnaBw/HI23YB9p4tBo6T7SWZIiInJ0uB1Wapvir022flINaMyBBCUgRURERCR5+se7bQFgZ3UTu2p9nDgij3SnjQb/wSsg92+DLsp2Ue0NJhaTOZTG1glIhyVeAdkYOGD/Bzt2UVar+Y/rX4WHp8LnL7Fw8nnUhhq5duK1nOS5HVPlFfz4uB9T5Q2Sd4j2a4gvAGMyda4K0bhBO1qL0BgJTd3wiYj0Dh6HlXDzaBB7P6mANOZAgiryRURERCR59M6zH1nePP9xZkkuGS5rh4vQ7N8GbVRC7uogcVjtDfLe5vhge6MC0u2w4nZYaQy2tGAPz01LVFj6QxHe+GzPAcc2Wr9pqobXvg85JcRu/IinqGdszlimFUzD47Tjq55MtjObam+gUxWQJpMJp9WCy96ZFuz4r8fy0ip2VDd1apuO2JsrIF12/dqJiPQGaY6W5/X+UgEJLW3YLn0gJiIiIiJJ0n/ebQuf767H47AyKt9DhtPWYQv2nlo/BRktbdDFuW4ANu5rOOg2T36wlflPfIw3EMYbjM+AdNuteJpXGTVasCcWZSUqIJ9evp07nlrGlvL4fgPhCJH6coZm2uI7XXYv+OvYc+bdPLjjdb6s+5Krxl2FyWTC47AkqhN3VDUxMLOdRWvaMX5wBqML0g/5OIvZxNCcNN7bXElZjY/iPHen9n8wxXkestNs7a/uLSIiSedxtMwN7i+L0ACcOX4gmS69HomIiIhI8nS8Yof0KZWNAQakOzCbTfEEZAeL0FTu19I8dlA6bruFFaXVnDNpcLvbbK9uIhqDXbW+VhWQluYZkPEW7AynleI8NwvX7iYYjjL03/ew0vkSn6/2wZnfpuqL93jf8X3CawZC+k2w8nGeGDeH+/91MwAnFZ7EV4d/tXnf8ct31fYa6v1hji/O7tR5eOHGEzv1OIClPzoFfzgaP94RVkCOGZjO6v8844j2ISIiR4+71cJlNqupByNJrslDsvj0Tr0eiYiIiEjyKAHZj1R7g4k25QyXle1VB1+JutobYICnZRVqq8XMccNzEm3c7Rmx+zVetv+T8l1P4g3YcVjNWC1m3A4Lu2tDVHmD5HocFGW7iMag8Z2HmFv/ElWxdI5Z/hPIdzDgjTvYFcsh3+6CN39GdVoOjwZ2MKtwFnfMuIOi9KLE8YwE5JIvygGYUZzbXlhHxGox4+lHVTEiIv2Ju1UFZH9ZBVtEREREpCfo3XY/Uu0NkmskIJ22DmdAVjXGk4WtzSzJZXN5I5WtFpNJ8FZyTf0jTDGXMm7ZtYSa6phi3wWvfo9RsW14g/EW7EtNS5i75gc8bvst2e/fxeuR45kb+C21jsHwyneJxGB+6CfUfGMpnP8//O24i/BHAvzHcf/RJvkILZUrSzbsY2hOGoOzOteCLSIiAm1bsPvLIjQiIiIiIj1B77b7kcrGILkeowLSRv1BVsGOxWLxakW3Pb4IzIo/wUd/5Guht3AQZEVpdfyBW9+D3asBiCy+m+22CBdlzsLTsIUbN36Lp6O3wSd/5cayn5Du38O06te5seEhMuo3M9BUzTLbydwauomIK4cHBt4LY87mhdH/zS7TIAoy3dSNO4en97zHGcPPoCSr5IA43c2LB2yvamJmSU43nDEREenL+usiNCIiIiIiyaYW7H4iGo1R09SqBdtpozEQJhyJJhaaMXiDEYLhaPyx798PHz4EwFDgYccM3v9yBF9zfAr/+DrEonDMOZg3LNnPbHUAACAASURBVOS/M6ewKWcnt3i+yoO732aB/WzOv/Jm7H+9mEfCdzIoUsVmz3EMv3kh5965hGgQBg7+gmDGa6xsugm++QwfPPMv3CPu5PxX/kiWI4umcBPXTbqu3f9T68oVY0VPERGRzlIFpIiIiIhIcujddj9R7w8RicbIccfbqjNc8ZuuxsCBVZDVjfHVqnPSrPDZSzByLvx0B5x+D2eYVnDa+tvhhWtg4CSYfStsfpuQI5tVlkEAvG/7nMsGP8jfsr9LZMjxLBz73xRQxZboYF4f+2tsdieDMl2YbJX4M58lZKpml+0xfGEfn/geJWappySzhG312zhvxHmMzh7d7v+p9eyuGUpAiohIF7V+HbGrAlJEREREpNuoArKfqPLGk4rGytYZThsA9b4wWWn2No+t9MZnPI7wfQb1ZTD3TnBmwonfY+36zzlt1z+IZAzBcsVzkF4A06/ljdU7CK+/D0+sEH/Ey1bro9htbqY9tYeTcr7N/wTvozyWzQ8y44nCwdk2arL+gd1iZUbmd3mn+o9cvuDrNFm+ZJxtPg9/5cfEYjFMpoOvSmpUrgzNSaNQ8x9FRKSLPHYtQiMiIiIikgx6t91H1HiD3PXq5zQF25/rWGVUNbpbZkBCvDIS4I/LtvDZrjqgpQJy6O7XweqCMWfHd2IyETn9V9wZms8P7Hdx3T93snTDPsgsZGMgG7O1gUFpw2jadQnRaAyHOZMJeRP4V9VjbHMFaLSGeGXvHRz712PZ6LwZi6uMH039f8wdci7BqpMorfuSUMNYThhwXvPhDp58BEizx2d3af6jiIgcjtYzINWCLSIiIiLSfVQB2Ue8s6mcJz/cxvThOXxt0qADvl/dXNXYMgMy/qOv94VoDIT57ZsbqWgIMKEwk2pvECthsrcthDFngcOT2M/EITn8YdTV7Kr1sevLKqq8QeYcU0BZjQ+zrZ6B7nzWNo2gfvNPOXNaEXfOHcG5L11CpPDvAOz2Rbhi7BXsrQ1TVZPDZePOZtX2GgLlZ3L2MZP558ZchpyQ1qn/c3aanfOnDOby44ce0bkTEZH+yWYxY7eaCYaj2K0df+glIiIiIiKHTwnIPqKs2gfA8tKqdhOQRgt2bmIGZEsF5K6a+LZlNU1AvAV7tvkzLP4amHhxm/1YLWYe/+Z0AO5btIHH3iulKRhmR00NpAUYkjEw8Vi3w4rH7uG6MXfzq9U3Eg1ncu+M33PG6Mlt9jkk2wVY8VZOg+g+CrM7105tNpt48PJjO/VYERGR9ngcVqrDQbVgi4iIiIh0I73b7iPKaloSkO3ZvwU7PVEBGU4kHo19VDcGmW9bHJ/7OHLuQY85sySHcDTGJ9trKWvYC0BJdkvy05jRWJJZgvfL/6Bp6/eZVDDmgP3keRzYrWZWbK0GoKiTCUgREZEj5W5uw9YiNCIiIiIi3UfvtvuIstp4EnFzeSOVjYEDvl/tDZLutCZusFpXQJYlKiB9xGIxBux7n9NMn8DsH4LVcdBjHjc8B4vZxLubK6j2VwJQkj04cQxjdVG3w0os4oaYlWy37YD9mM0mirJc1PlCWMwmBmY4D/c0iIiIdIm7eSEaVUCKiIiIiHQftWD3EWU1PobkuNhZ7ePjrdWcPbFtG3aVN0huc/Uj1aWkL7mHR2w7GbnaQyQW439sTSwJTaWu4UTO3fMQu82DGTzzxg6P6XFYmViYycurd2GyNgBQ4MmnKMtPaaU3UVViJCLTnVYcVku7+yrMdlFa6WVQphOrbgJFRCRJjNcoVUCKiIiIiHQfvdvuAyLRGLtrfZw1YRBpdku7bdjV3gC5nuZqxnf/G9OGBYy07CWjaTvp3u1MMpfyO/ujuB+dxuDwTp7LvbHD6kfDzJJcyhsCmKz1AOS78hMzHI2qEiMRmUiAtqMoO635T7Vfi4hI8iQSkPrwS0RERESk26gCsg8ob/ATisQYlpvGccNz2k1AVjUGGZKTBo3lsO55mPoNrvnsaxw/PIfN5Y3sizZxYtMy7nO9yIfm49mZd3Knjj2zJIdH//UlZms9TosLt82dSCYaN3XGLMicDhOQruY/O7cCtoiIyNHgaf6QTC3YIiIiIiLdR++2+wBjhmNRdhozS3LYtO/AOZCJFuyVf4ZIEGbcQIbT1jwDsonjS/J4OTqbv81cxPXBH5CbfujqR2iZA2m21ZOfNgCTyZRIJhqJR5fNgskEOe6D77MlAakKSBERSR633YrFbMJiNvV0KCIiIiIifZYSkCkgEI5wyaMf8s7G8na/b6xiXZTtYmZJLgAfN68oDRCLxajxBhngAv79GIw6A/JGkeGysrvWT01TiHGDM0h3WNlY3og/3HG1YmvGHEiH00t+Wn4iDmhpvTaZTHgcVvI8nWnBVgWkiIgkj8dpVfu1iIiIiEg30zvuFLBmRy3/3lbDy6t3tfv9sup4BWRhlouJhZkHzIGs94UJR2Mc17gMvOXQvLhMhtPGlvJGAIZkp1GY7WJtWS3Q8bzG/d3xtbFkp/sYkDYAgNPHFfCzs45hUlFW4jH3XjiRb80uPug+pgzJ4mdnHcOZ4ws6fVwREZEjddXMYdx30cSeDkNEREREpE/TDMgUsLy0OvFnLBbDZGrbJlZW42NAugOnLV5xOG1YNitKWyogK70BnASYvvURGDgRSk4DIMNlIxiJAvGqxaLsNJZu2AdAbgfVivubNiybxveryXfFKyDT7FauP2VEm8ecO3lwh/uwmE0HbCMiItLdRgzwMGKAp6fDEBERERHp01QBmQKMasa99X52VDcd8P2y2qY2sxO/UhghUv4FtdvXQThItTfI9ZYFpPn2wFd/Dc0JzAynLbFNUXYaRdkuorH4vzua17i/hlAD/og/UQEpIiIiIiIiIiJiUAVkL+cPRfhkRw2njB7AvzZVsLy0imG57jaPKavxxdud6/fAkl/wzU+f4ZsO4M9A9nBcxd/iButr1JWcQ+bwWYntMlzxH7/DaibPY2+TxOxKC3ZFUwVAYgakiIiIiIiIiIiIQRWQvdynO2sJhKNcOWMoeR57oh3bEInG2F3rY7ZpLTw8DT57kcgJ3+fW6A/459DbwZbGhE/+E4DAab9os61RAVmU7WpevbplAZiutGCXN8UXxxngUgWkiIiIiIiIiIi0pQrIXm55aTUmE8wozmVGSS7LS6vazIEsb/AzMrqNeZt/CXnFcNlTWHKKqSxbwaN1AS78/o9Y/I8H+MfnTfxxUNtFYDJcRgLSWIE6XgHptJlJs3f+0qjwqQJSRERERERERETal7QEZDQa5a677mLjxo3Y7XZ++ctfMmzYsGQdPmWt2FrF+AI3mVsXcrV1M1mNu6n+16ZEi3SwyssT9vuJONKxXfk8ZMQXe5lZkstv39xItT/K++lnscJWhsNqabPvDGf8x28kHoc0JyJzuzD/EVpasPNceYf/HxURERERERERkT4paQnIxYsXEwwGefbZZ1mzZg333XcfjzzySLIOf0R8wQi763xd2iYc8lFVsfKIjhuNgmXPO9zlepOtL++kAPhOGtR/APWtHlduS2Pb3AcZGAtA3VYAhg30YrJX8NdV/2ZTdRVZmU1sbf6eoSlWi8legduTzta6rcRiMdI91aSnuw54bEdK60pJt6WTZks79INFRERERERERKRfSVoCctWqVZx00kkATJkyhc8++yxZhz5i1z+1inc3VXRpm5MG38uazPpDP/BQhsE1AAzu+HHrfg7r2n7JMwIe3wqYgFw47+UDN/OMgGd2wzPG94bALtp/bEdGZ4/u2gYiIiIiIiIiItIvJC0B2djYiMfjSfzbYrEQDoexWltCePbZZ3n22WcBqKmpSVZoh/SL88aztqy2S9sEGu5hRvnrR3xsi9XG0LEzMFnjLde763zsrm1bjZnrdlCc5z5g253VTexr8AMwPNdNnufA1uqtVV6G56QlZkpWeQNYzWYym+dDdtYxOcd06fEiIiIiIiIiItI/JC0B6fF48Hq9iX9Ho9E2yUeAyy67jMsuuwyAefPmJSu0QyrOc7eb4OtYITCnO8LpvJKj9BgREREREREREZHDZE7WgaZOncq7774LwJo1axg9Wi27IiIiIiIiIiIifV3SKiBPP/10PvjgAy6//HJisRj33ntvsg4tIiIiIiIiIiIiPSRpCUiz2czdd9+drMOJiIiIiIiIiIhIL5C0FmwRERERERERERHpf5SAFBERERERERERkW6jBKSIiIiIiIiIiIh0GyUgRUREREREREREpNsoASkiIiIiIiIiIiLdRglIERERERERERER6TZKQIqIiIiIiIiIiEi3UQJSREREREREREREuo0SkCIiIiIiIiIiItJtlIAUERERERERERGRbqMEpIiIiIiIiIiIiHQbJSBFRERERERERESk2ygBKSIiIiIiIiIiIt1GCUgRERERERERERHpNkpAioiIiIiIiIiISLex9nQAB7Nr1y7mzZvX6cc3NDSQnp5+WMc6km1ramrIzs4+rG2P9NiKO7nHVtzJPXZPxX0kxz3S7RV3crdX3MndvqfiPtL/s+JO3raguJO5LaRm3K1j3rVr12HtQ0RERHpArI+44447emTbCy+88LC3PdJjK+7kHltxJ/fYPRX3kRz3SLdX3MndXnEnd/ueivtI/8+KO3nbxmKKO5nbxmKpGfeRvjcRERGRntFnWrBPO+20Htn2SCnu5FLcyZWKcR/pcRV3co+ruJN73FSMW8+ByT224k7usRW3iIiIpIo+k4CcM2dOj2x7pBR3cinu5ErFuI/0uIo7ucdV3Mk9birGrefA5B5bcSf32IpbREREUoXlrrvuuqung0h1EyZM6OkQDoviTi7FnVyKO7kUd3Ip7uRS3MmluJMrFeNOxZhFRET6O1MsFov1dBAiIiIiIiIiIiLSN/WZFmwRERERERERERHpfZSAFBERERERERERkW6jBKSIiIiISCek6uSiVI1bRERE+g4lIDth69atPR1Cl73zzjs88MADbNy4kWg02tPhdJriTj5d38mTqnGn4jUCqXm+UzFmQypeJ6l6vlM1bkjN66SsrIxHH30UAJPJ1MPRdF6qxg2wffv2ng5BREREjjKtgt2BnTt38qtf/YoFCxawa9cugsEgQ4cOJRqN9so3crFYDJPJxEMPPcSyZcsYO3Ysy5YtY8OGDUyfPl1xH2WpGrdB13dypGrckHrXCKTm+U7FmFtLteskVc93qsZtSLXrpLU33niDV199lVGjRjFo0KDEz6K3S9W4t2zZwj333MPkyZPJzs5OmbhFRESkY6qA7MDrr79Ofn4+f/3rXxkzZgy/+c1vCAaDmM2977SFQiFCoRAQv0m5+uqrufLKK7nhhht44YUX2Lp1K2azude14CjunqPru/ulatyGVLpGIDXPdyrGvL9Uuk5S9Xynatytpdp1Eg6HgXjidNGiRUyePJnnnnuOcDjca5NhqRr3/l588UUqKir45z//CaRe9aaIiIi0TxWQ+1m2bBn79u1j8ODBrF69muLiYkaPHs2IESNYtWoVq1ev5qSTTupVn9g/+eSTPPHEE2zevJnCwkI+/vhjBg0aRFFREVlZWXi9Xl5//XW++tWv9pqYQXH3BF3fyZOqcafiNQKpeb5TMWZDKl4nqXq+UzVuSO3rZMOGDYwZM4ZBgwZht9s566yz+Oyzz6iqqmLcuHG9riovVeOG+HVSWVlJYWEhPp+Pjz76iKuvvpp169Zhs9kYNmxYr4xbREREuqb3fezcQ7Zv387VV1/Nq6++yv/+7//y9ttvY7FY2LBhAz6fD4DbbruNNWvWUF5e3uOf2MdiMWKxGM8++yzr1q3j5z//Odu2bWPFihVMnDiRN998MxH35ZdfTjQaZd++fT0aMyjunqLrOzlSNW5IvWsEUvN8p2LMraXadZKq5ztV4zb0heukrKyM559/HoAzzzyTwsJCZs+ezUcffURFRQUmk6nHK05TNW5D6+vk0Ucf5fnnn8flcjF//nwmTpzIpEmTeP3111OqelNEREQOrufvIHuJpUuXMn36dO6//37mz5/PW2+9xUUXXcT69etZu3YtAAUFBRx77LE9PvC9rq4Ok8mEyWTik08+YdasWQwePJiLL76YlStXcsEFFxAMBlm0aBE+n49du3aRlZVFQUGB4u5Hcbem61txH0oqXSOQmuc7FWPeXypdJ6l6vlM17tb6wnVy0UUXsWnTJgAsFgsAkyZNYuDAgTzxxBNAz7YGp2rcrS1dupTjjz8+cZ0sWbIEgMGDB5Oens7MmTNxu928+OKLgFbyFhERSXXWng6gp4RCIV5++WWGDh3KjBkzKCgowOFwAODxeAiHw2RlZXH22WezcOFCtm3bRmVlJRs2bCAjI6NHYo5EIjz00EOsX7+eyZMnM3fuXH7wgx/g8XiA+MqSw4cPB+Bb3/oWS5cu5cc//jG1tbWce+65PRKz4u4Zur4V96Gk4jUCqXm+UzFmQypeJ6l6vlM1buib10lpaSljx45ts01ubi5z586ltra2J0IGUjdu6Pg6cbvdpKWl4fV6cTqdWCwWBg0axHHHHcfixYs599xzSUtL69H4RURE5Mj0yxmQpaWlXHfdddhsNtatW8fWrVs59dRTOeGEEwB45ZVXyMzMZMaMGYwbN47c3FxWr15NOBzmjjvuID09vUfiXrp0KatWreLuu+9m69atfPjhhwwdOpShQ4fi9Xp57LHHuPjiiykoKCAUCjF37lwKCwv5xje+wbRp03okZsWdfLq+FfehpOo1Aql5vlMxZkjd6yRVz3eqxt2Xr5N58+ZRUFDAjh07SEtLSyTFiouLeyTmVI67M9dJVlYWs2fPTrTkm81mBg4cyOmnn47L5eqx2EVEROTo6FcJSGPI+caNG/F4PPzwhz9k2LBhbNy4kfXr13P88ccD8NJLLzF//nx27NjBq6++ypw5c5g9ezazZs3C6XQmNeYNGzbQ2NhIVlYWb7/9NqNGjWL69OkUFhZSW1vL8uXLOeWUU6isrKS0tJTi4mLuvvtuKisrmTZtGoWFhYlPlxV3340bdH0r7kNLxWsEUvN8p2LMhlS8TlL1fKdq3NB/rpN77rmHmpoapk2blmhpTrZUjRu6dp184xvfoKysjFdeeYXi4mJcLhd2ux2rtd82bImIiPQp/eIVvaKigvvvv5+BAwcya9YsgsEgK1as4Prrr2f48OHMmjWL559/ns2bN2OxWFi/fj1/+tOf2LFjB1dffXWPvLlvaGjgwQcfZO3atRQUFDB69GhOPfVUfvKTn3DppZeSn5/PtGnT2Lp1K7t27WLt2rU89dRTlJeXM2/ePM4444ykx6y4e4aub8V9KKl4jUBqnu9UjNmQitdJqp7vVI0b+t91cuGFF6bkddKTccORXyfZ2dk9FruIiIh0jz6/CM22bdu49dZbGTduHBMmTOCmm27i5JNPpry8nKVLl2Kz2Rg0aBCZmZnU1dXR2NjI7t27GT16NH/5y1+YO3du0mOuqqpi48aNlJeX89xzz/H73/+eV155hYkTJ7YZIj5s2DC8Xi/RaJS8vDz+4z/+g4ceeqjH3nAq7uTT9a24DyUVrxFIzfOdijEbUvE6SdXznapxg64Txd05qXidiIiISPfrsxWQu3fv5oUXXuCMM85g6NChXHXVVQBMmzaNmpoabr75Zh544AHmzJnDwIEDKS8vx263M2bMGBYvXkxmZmaPxL1+/Xp+97vfcd5553HyyScTDAbZs2cPI0eOBOC2227jBz/4AVOmTKG6upqysjIApk+fzvTp03sk5lSO+7PPPuP+++9PubhT9fpet24dDzzwQMqd71SMO1WvEUjN55NUjBlS9zpJ1fOdqnHrOlHcnZGq14mIiIgkR5+dAZmens7rr79ONBrlvPPOIzs7m4qKCl577TXOOussJk6cyMqVK1m5ciVPPvkkNpuNs846i8zMzKTPJNqxY0fiTdeAAQNoaGigpKSEuXPnYrFYWLNmDXV1dZx88skMGDCAvLw8Vq9ezZIlS/jhD3/I6NGjkxpvqse9ceNGNmzYwODBgxk4cGDKxN1aKl3fmzZt4s9//jNTp06lsLAwZc53qsZtSKVrBOLVPsYKpwMGDKCuro4RI0b06vOdijHvL5Wuk/r6+kT7biq95qRq3K2lp6ezcOFCXSeKu0OpdJ2IiIhI8vWZCsi6ujoWLlzI5MmTGTZsGB6Ph2nTplFcXJxY9e+NN95gzJgxibkyv/71rykrK+PLL7/kK1/5So/EXV5ezi233MJVV13FRRddRG1tLX6/nyFDhiQes2TJEs4//3waGxt5/vnnueaaazjrrLN6JF5DKsZdV1fHww8/TGlpKTfeeCNWq5W6ujp8Pl+vjhtaYp88eTLHH388BQUFTJ8+nWHDhvXa67u+vp4//elPLFq0iOLiYpxOJ7W1tb3+fKdy3C+//DJTp05l5MiROJ3OlHgONGac7d69m5kzZzJlyhQmTZrUq59PUjFmQ319PQsWLGDKlCmMHDkSu92eEtfJypUreeutt/j6179OcXEx9fX1vf53ElI37vr6eh5//HEmTpzIiBEjKC4uZtq0aZSUlOg66QapGneqXiciIiLSM/rEDMhVq1Zx1VVXsW3bNp588kk+/vhjAMrKyqisrEw8rqKiggsuuICXXnqJefPmUVZWxvDhw3vkDVAsFgPiN7LRaJSXX36Z+vp6srKyaGhoYPHixQDU1taydu1ali9fzi233EJ1dTWxWCyxveLufNxPPPEE+/bt44knniA9PZ3a2tpEBWdvjRvirVg33XQTRUVFuN1ugsEgEL++y8vLE4/rTdf32rVrueGGG8jPz+eBBx6goKCAUChEVlYWPp+PpUuXAr3vfKdq3B9//DFXXnklO3bs4PHHH+edd94BevdzoOG5554jEonwy1/+Eo/Hw/PPP099fT0Wi6XX/l6mYswQf6288sor2b59O3/72994+umnCYfDVFZW9trnkmg0CsCyZctYsWIFa9asIRgMkpGRQVNTU6/9nUzVuCGeDLvmmmsIh8Ns3ryZxx9/nEgkwt69e3vt80mqnu9UjRtS8zoRERGRntUnEpBffPEF8+fP5/bbb2f48OFs2bIFgNNOO43XXnst8biXXnqJH//4x6xfv54HH3yQ4cOHJz3WzZs3E41GMZlMQLwdeP78+Zx00kk89thj+P1+vvnNb7JlyxYaGxtpamqiurqavXv3cs899/CjH/0Ik8mU2F5xd2zTpk2JuMePH09RURE33HADDz74IL/5zW/405/+xBVXXNHr4m6tqqqKs88+m9mzZ7Nw4UKWL1/Ol19+yde+9jUWLlyYeFxvuL43bdoEwPjx43nwwQeZP38+NTU1ZGZmYrPZALjsssvYtGlTrzrfqRq3obS0lCuuuII77riDSZMmJZ4DTznllF73HAgtzycAn3zyCWeeeSY5OTlMnTqVvXv38tprr3HJJZf0qt/LVIx5f/v27WP+/Pn87Gc/4+tf/zp79+5l0aJFnH766b3uuWTz5s0AmM1mmpqaiEQizJ07l7KyMtauXQv0zt/JVI27tU8//ZRrr72W2267jZNOOgm73Y7FYuGEE05gwYIFicf1luskGo1iNpvx+/2EQqGUON+pGndra9as4Tvf+U5KXCciIiLSO6TkDMgvv/ySBx54gEgkQm5uLtXV1ZSUlJCVlcWvf/1rampq2LlzJxMnTsRkMpGWlobf72ffvn1897vf5fLLL0/6oOvy8nLuuusuXnvtNTZs2EB1dTXHHHMMa9euZeLEiTidTh588EE2b97MrFmz2L17N9OmTSMcDnPaaadx+eWXk56entSY+0LcCxYs4IsvviAUCjF+/HheffVVzj33XG699VaGDx/Oiy++iMfjIT09nfHjx/d43NByfUejUTIzM9mwYQOLFy8mFAoxY8YMKisr+cc//sHs2bMB8Hg8+Hy+XnF9G+e7traWadOmAeD3+/n73//OBRdcgMViIRAIUF5ezrHHHtvj5ztV4279HJidnc3OnTvZvHkzNTU1vP322+zbt4/a2lrGjh0L0CueA6Ht88n69etxOBwUFBTw2GOPcfHFF1NTU0NlZSXV1dUMGjSIQCDA5MmTe/R8p2LMEK/6jkaj/O53v2PEiBF4PB5ee+01tm7dypw5c8jMzMRqtbJkyRJOOukkfD4fmZmZPfpcEovFMJlM1NXVcf311zNhwgQKCgoIBoNMmDCBY489ltWrV9PQ0JAYj/D/27vTqKquw/3jX2auzHCZ58skQyIBEagMCgZRUUyTVIzWqEmsUTPYpP05LU2bBE2boVZJjVGjOEUjmibiLEZQJIrEiKIoIKNcUAQRkNn/C9a9RcTU/4twD13789JXj3s9Z+97Nufsc/PmTY1fk4M1typ73578+OOPeHt74+DgQFVVFfv37ychIQEHBwcqKiqwsrKSzJrT+7dJQEAAHh4eBAcHS3a8B2tueHjdkcvlVFZWYm9vj6Ojo2R7IgiCIAiCtAy6JyDz8/NZvnw5Pj4+lJeXs2DBAuLj4wkICKCzs5O5c+eyYsUKGhsb2blzJyUlJZiZmWFvb09ycjLDhw8f0Lzt7e00NTVx8eJFZDIZ27dvZ9y4caxevZrOzk5yc3P57LPPSE1NZcSIEejq6iKXy6murqatrQ25XI6/v/+AZv5fzJ2cnIyVlRUzZsxQb9x5eHjg4+ODqakphYWFtLe3ayy3Su9+l5WV8ac//YnExEQKCgpoaGggJiaGpKQk/Pz8OHbsGDdu3MDU1FSS/W5ubgbAyMiIsLAwlEolALq6upSXl0uyJ1LPDY92ZOHChfz2t78lKiqKlJQUIiMjWbx4MdXV1WzevFnjcyA8fryXLVtGQkICCoWC5cuXs2zZMhQKBQAWFhbcuHFDY+M9GDP3pqWlxe3btzl27Bg7d+4E4NVXXyUzM5Pr169jaGiIk5MTZmZmXL9+ndLSJV6awwAAGftJREFUUkxMTDQ6l6iutW+++YampiY2b94M9FyL1tbWWFhYEBISQm1tLZcuXUJXV5eKigqNzyWDMbdKfz2ZO3eu+g8xR48eJTY2Fn19fW7fvk1dXZ3Ge9L3uoyPj1fP3Q4ODpIc78GaW6XvurNgwQJefPFFRowYAUivJ4IgCIIgSNOg2YC8evUqmzZtwsDAAHd3d6ZNm8bs2bMB+Oqrr4Cep3zi4+NxdnZGS0uLxMRERo8ejampqcbOyTl16hSqh0zlcjltbW0EBwcTGhrKRx99RGxsLF5eXqxZs4bVq1dTXl5OeXk5S5YswdjYWCOZ/9dyDx8+XJ07PDyc48ePU15ezrfffsuFCxfw8/Nj6dKlGs39uH63tLRw+PBh/vjHP3LmzBm6u7sxNDSkqqqK2NhYYmNjJdnv8PBwPvroIwBkMhmVlZW0tLQAYGZmxuLFiyXXE6nn7q8jr7zyCh0dHWzbtg13d3dkMhkzZ87Ew8MDLS0tJk2axKhRozTaEeh/vENCQggODubjjz8mOTmZZ599ljVr1mBpaUlDQwN2dnYanU8GY2bo6cnatWuBng2x0NBQ8vLyyMnJwdTUlKSkJJKTkwFwc3OjoqKCgIAA4uLiNNqT06dP88knnwA95+Jt2LCB7u5u9u3bB0BXVxcA4eHhGBgYkJubi46OjsbHOzs7e1DmflxPcnNz1a/1trW10drayosvvsi+ffvYunUrnp6emJmZaawnmZmZ/a7xvedukN54P+63idRzP27defDggXqjvampSXI9EQRBEARBmgbNK9impqbs2bOHrq4udHR0sLW1xdzcHB8fH1atWsXUqVP55z//SU5ODhs2bAAgLi4OLy8vtLW1B/ScnFu3bmFkZASAk5MTSqVS/bVle3t7LC0tCQsLY+XKlUyfPp2EhAT1OXNjx47FxsYGbe2B3xserLnv3r2LoaEhAI6OjurXT/vLnZiYSHZ2Nj/88ANXrlxh8eLF2NnZafQcJfjlfr/33nskJydz/vx5MjMz+eqrrzA0NCQuLg5PT88B73dpaSnm5uYAuLi4UF1d/UhPQkND+dvf/kZUVBSOjo7k5uZy584dgoKCACTbbynmVvlvc+CCBQvYsWMHt2/fZv369XR1dTFu3Di8vb0HvCPwZOMdHh7OBx98QHx8PEqlkh07dnDy5EneffddLC0tB3y8i4uLsbS0BB4/l0gts4pqHjQ1NSUtLY0RI0Ygk8mYMGECMpmMtLQ0EhISCAkJ4cCBAxQUFPDFF19gZ2dHVFQU7u7uA96Tn3/+mfLychwdHXFycuLGjRt4eXmhUChwcXHBwMCAbdu2kZCQgL6+Pp2dnejo6GBnZ0dwcDAmJiYaGe/CwkKMjIzQ09PDycmJ4uJivL29JZ8b4MaNG1hYWPxiTyZMmABAeXk5n376KTk5OdTU1DBr1izCw8MHvCd5eXns3r2bsLAwnJyc+r0uVXP36NGjMTMzQ0tLS+PjXVNTo948/G9rjpRy9/bf1p0pU6bQ2NjIypUr+fHHHzXaE0EQBEEQpE+yG5DV1dV89913mJqaoq+vj6GhIc3Nzdja2vLTTz8hl8uxsbHB0dGR/Px89PT0GDduHCYmJvj5+fHaa68xZMiQAc+8atUqjh49yr1799DT08PExIT8/HwmTJhAZmYmurq62NvbY2pqSnV1NV5eXlhbW6s/lGJgYDCgmQGUSiUrV64kPT2d+/fvY2JigqGhIZcuXZJ0buj5evWBAwfUZ1fdunWLoqIixo8f/0juyspK3N3diY+PZ9SoUSQkJGBhYaGR3E1NTZw+fRq5XI6BgQFtbW10dnZiY2PzUL+dnJz4+eefgZ7XJz08PPD39+fVV19FJpMNaObq6mr+/ve/s2vXLioqKmhvb8fBweGx/VYqlbi4uGBra0tkZKT6lb6BplQq+fDDDzl06BB3797FxsaGzs5Orl271m9PpJL75s2bfPvtt+rrUV9fn/v37z/SEUdHRy5cuICenh7z5s1DJpPh7+/PnDlz1BuAA0mpVJKcnPzE411VVYWHhwfPPPMMQUFBTJ06VSPXZUlJCfPmzcPDwwNnZ2dqamooLi6WdGbo6cmqVauor6/Hy8sLLS0t7t27h62tLUOHDkUmk+Hs7MzRo0dpb2/H19eXkSNH4uLigp+fHzNnzkRfX39AM1dWVrJq1SqysrKIjo5GLpdz+/ZtCgsLCQoKUm8Cu7q6kp+fT35+PuHh4UDPK8Pm5uYDvr5Dz/l9ycnJ7N27Fz09PaysrGhvb5d8buiZvz/++GPS0tKIi4sDetahvj05cuQIXV1dDB06lKtXr3L8+HGWLFnCK6+8ov7D00BnXrt2LXZ2dsTExFBbW/vY61KpVOLm5oaNjQ2Axsa7urqalStX8t1339HS0oKNjQ3d3d0UFhZKOrcq+549ezAzM8PIyAhdXd3HrjuXL1+mu7sbHR0dDh06xNKlSzXSE0EQBEEQBg9JvoK9f/9+5syZQ21tLbt27WLXrl1Az5dqXV1diYqKIicnh3PnzgGgr6+Pq6srlpaWhISEEB0drZHcqamp2NnZsXTpUrq6utixYwd6enpUV1dTVlZGUlIS+fn5rF+/nn/961+cP38eOzs7QLNPVu3evRtbW1uWLl1KTU0NW7ZsQU9PD6VSKdncqq/RHjhwgPPnz3PhwgUA7OzsKC4upqKi4pHcFy5cwMrKCgAdHR2N5FbJzMxk69atFBQUAD3HB1y6dAk3N7dH+m1gYIBCoUBPTw+FQkFYWJhGMm/fvh0nJye+/PJLnJycuHjxIgYGBpSUlPQ73rm5uTg5OQFo9CmIb775Bjs7OxYtWkR2dja1tbVYWlpSXFxMeXm5JHMfPnyYP/zhD9y8eZN169Zx+fJltLW1uXz5cr8dMTQ0xNnZGQsLC0JDQzU2BwLs3Lnz/2u8VTe1Ojo66g2cgaR6RbCmpgYdHR1SU1MBcHBwoKioSJKZVXbs2MHMmTMZM2YM06ZNQyaTYWBgQFlZGfX19WhpadHd3Y2xsTFTp05lw4YNtLW1YWlpiY+PDyNHjtRI7pSUFPT19Vm3bh2dnZ3qPy7W19dz+vRpAPUXgqdMmcK5c+dobGzU+NNgx44dw9XVldTUVPT19TE3N0cul1NXVyfZ3N3d3Xz++ecsW7aMhoYGjI2NMTY2RiaTUVpayt27dx/pybp162htbSU8PJyTJ0+qz/kbSNnZ2bzzzjs888wzJCcnq58ktLe3/8U1x97efsCz9rVz506sra1ZsWIFp06doqSkBHNz819cc6SQOz09nTlz5nDz5k1SUlLIzc1FW1ubgoKCftcdXV1dvLy8GDZsGJmZmRrpiSAIgiAIg4uknoC8evUqcrmc9PR0kpKS+N3vfoeFhQUHDx7Ezs4OZ2dnvv32W2bPnk1jYyPp6ens2LEDc3NzJk6ciK6u7oBn3rt3LwcOHKC5uZkTJ07w1ltvYWtrC/RsjpmYmDB69GjS09OZPHkyPj4+lJaW0tHRwZIlSzR287p3716+//57Wlpa+Pnnn5kxY4b6qa+CggLq6+uJi4uTXO60tDRSU1OpqKjA09OTS5cu4enpSX19PaampsjlcuRyOcePHycxMVEyuaHntT25XM69e/dYs2YNra2tGBoaYmNjo/767JEjR5g5c6bk+t3Y2MgPP/zAwoULMTMz4/Tp0zQ2NhIRESHJ8Vb15PLly5SUlDB//nwcHBzYtm0bZmZm6g8QSa3fqjnw+++/58UXX+Sll14iKysLIyMjhg4dSldXF/v375fUHAg9PUlPT6e5uZkff/yRefPmSX68VR0pKysjKCiIU6dOER8fT0NDA2VlZfj7++Pu7s7Bgwclk1lFNZdcvXoVDw8P7O3t+fzzz6mtrcXExAQHBwf27t3L6NGj1Zvozs7OGBkZ4enpiY6OzoBvrqvmks7OTuRyOU1NTaxfv578/HxycnKor69n0qRJHDx4kIiICHU+a2trEhISNPI0L/T0ZMuWLRQVFVFbW4unpyebN2/m2rVr6g3GCRMmcOjQIUnlhp7Xrbu6ujh79izLli0jIiICpVJJUFAQOjo6tLW1cfjwYUaNGvVQT4yNjTVyfA30jPeJEycYMmQIb775Jk899RQ5OTno6empj8KQ8ppTUFBAVVUVCQkJDB06lAMHDmBmZkZAQABubm4cOHBAcvOJat05cuQICQkJzJw5k59++gldXV38/f1pb2/nwIEDzJo1q991RxPziSAIgiAIg5NkNiBLS0t58803SUxM5LvvvqO1tZURI0YwZMgQTp48SWlpKePHj6e8vBw3NzeefvppAgMDiY6O5rnnnhvwG+8HDx6QkpLC+fPniYyMJDs7m0OHDqGjo8PIkSOpqqqitbWVmpoaXF1duX//Pj4+PpiZmak/5jLQr9CqrF69mry8PKKiojh9+jQZGRk0NzcTHR2NTCZDV1eX3NxcXF1daWtrk0zujz/+mPz8fF599VU2bdpEZWUlixcvxsHBgby8PNra2tQ3TUqlEl9fX0nkhv/0OyYmBisrK6ysrBg5ciTXrl2ju7sbLy8vXFxcuHLlCh4eHpLqd0REBFlZWRgaGjJp0iSg50D9wMBAFAoFHR0d3LlzBy8vL8zNzTU+3qqezJo1S33zN3HiRLKysjh16hQODg5s2rQJZ2dnZDIZHh4ekuhJ7zmwurqap59+mu7ublatWkVnZyfFxcVERUVRW1uLs7Mzw4YN02hH4NF58MSJE1hYWDBu3DhOnjzJ6dOnJTneveeSjRs30t7ejqmpKUFBQdy9e5fVq1dTV1fH8OHDUSqV+Pn5aTyziqon8fHxdHR0kJ6ezvXr10lISKCmpobt27czefJk6uvrsbe3V2+AaWlp4evri66u7oBuFvTuSFRUFOnp6eTk5GBpacnkyZN5/fXXsbOzY9u2bbi4uKCvr4+Xl9dDT6lramNd1ZPZs2ezf/9+9u3bR2trKy+88AJz587F1NSUnTt34uzsjIGBgXpzV9O5oacn8+fPZ/LkycTFxWFgYEBWVhYZGRk899xzQM85p8XFxbi6uqpf+dV0T/Ly8hg5ciT79u3j7t27BAYGolQqOXjwIImJiUDPF6Xr6uoYOnSoJK7L3j05ePAgV69excbGhgULFmBkZISJiQmbN2/GwcEBIyMjFAqFJHLDf+aTSZMmcfHiRWpqarh58yZHjhyhsbGR2tpafvOb31BTU/PYdUdsPgqCIAiC8KQk8Qp2d3c3e/bsoampic2bN7No0SJ2797Nvn37+Oyzz3B0dMTExISSkhJqa2vVN1R2dna4uLhoJLOWlhbNzc0kJiYSFxfHa6+9hrm5OVeuXOGDDz4gJSUFNzc3dHV1kclkVFRUaPz1MZW6ujqSkpIYO3Ys9vb2/PWvf+XYsWMUFRVhYGCg/ku8TCajvLxcMrnv3bvHlClT8PX15fXXX1ff6Dk7O/PUU09RUVHB1atX0dbWprq6WjK5Vf1ubW1l48aNAAQGBjJ8+HDs7e25fv06xcXF3Lt3j9u3b6tvBKXS77FjxzJr1izOnTtHQ0MDra2tnDt3joiICBobGzl58iQ1NTUavdnuTdWTgIAApkyZou5zZGQke/fuZf78+QQGBtLR0UFRUZHGX8eH/3SkubmZtWvXkpSUhLOzMw8ePGD58uUsWLCAqqoqvvnmm4c+bKDJjsCj8+Ds2bPJyMigsbGR6OhoyY5377lk3rx51NTUsHv3bj788EMyMjIICgpCJpPh6OiIUqmU3FzS0tLCpk2bCAsLw8fHh/nz5xMdHc2MGTNwd3fn2LFjVFdXY2ZmpunID3Xk2Wef5Y033qC8vBw/Pz+ioqIAUCgU6k2vkpISyYy3qif+/v78/ve/Z/r06ep5EMDPzw8PDw90dHQoLi6WTO7ea866devU/x4aGoq5uTkVFRVAz4ei6urqMDEx0VRUtd49GTNmDO+++y5btmyhoaEBHx8f/P39uXXrFtDz/6uqqpLMePfuydSpUxkzZgxWVlbExcWRmprK22+/TUBAAM3NzVy/fl0ScyA8vO58+eWXzJ8/H09PT9auXcv06dOZM2cOhYWFbNu2TTK/vQVBEARBGNwk8evtwYMHDBkyhO3bt3P27FkaGhrYvn07ra2tDBs2jFdeeYWGhgaCg4MZPXq0xj540pvqvKSmpiaamppwdHTkueeeQy6XM3nyZNasWYO2tjaNjY0oFAr+7//+TxIbNN3d3bzwwguEhoaSmZnJ2rVruXLlCrW1taSkpFBcXMyZM2dQKpV4eXlJKndcXBxPP/00ACdPnlSf0wc9m0udnZ2cO3cOGxsbyeSG//R7y5YtlJSUcObMGfUmY3R0NB0dHZw6dQpLS0tiYmIk2W9PT0+io6P59NNPqaurY8iQIaSnp/P6668jl8tZuHChJMa7b0+ysrLUZ2ulp6dz7949Nm7cyNmzZ4mKipJMT1Qd2bZtG9euXePMmTNAzxdIx4wZg7OzM3p6ejz//PNERkZKoiPwaE+8vLyIjIxk5cqV5OXl0dDQILnx7tuREydO4OLiQlRUFL6+vnzxxResWrWKnJwcGhoaWLRokcYzq6h6snXrVi5fvszFixd555131GfyQs9mSEJCAtHR0ZLoSd+OuLm5ER8fz6lTp8jMzKSqqordu3dTVFRESEiIJDqiyt27JwcPHiQyMpJFixaxc+dOsrOz2blzJxcvXmT48OGSyQ0PrzmlpaXq+aSurg5ra2v1E2tOTk5ERERIsieqNecf//gHcrmckpIS9Xmtrq6ukhnvvj3JyMjA39+f1tZWsrKy6OjoYMOGDZw+fZqYmBjJ5IaH152LFy+Sm5uLtbU1Tk5OJCYm4unpqV53IiIiMDQ01HRkQRAEQRAGOUm8gq2trY1CocDOzo729na2b9/OtGnTKC4upr29nU8++QQfHx+Cg4NxdXXVdFyg56/1Ojo6nD17FhcXFywtLQkMDOTrr7/mwYMHpKWlUVRUxLvvvquxrxn2R0tLC1tbW7S1tTE0NOTll18mNjaWffv24e/vT35+Pjdv3mTx4sUaPbuqLy0tLfXreaqzw+bPn4+xsTH19fWYmZlhbW1NWFiYJG6meuvb77S0NCZOnAj0bDDdunVL/fqelPs9fPhwUlNTKSkp4ejRo7i6uvLnP/+ZYcOGaTquWt+eqJ7qMDY2ZseOHZw5c4ba2lpWrFghqS919u3Inj17mDRpEsuWLePSpUusW7cOCwsLYmNjUSgUmo6r1l9PQkJC2L17N+Xl5WRlZdHQ0MDy5cslM959O7Jx40bmzp1LVFSU+ovn+vr6TJgwAVNTUw2nfVjfnuzatYuJEyfy5ptvcuHCBTZt2oSTkxNRUVG4ublpOi7Qf0eCgoLYu3cvxcXF5OXlUVdXx5IlSyTxJJ5Kf3PJrFmzGDFiBC0tLVy7do3KykpWrFghiSdNe3vcfGJpacmmTZvQ09MjICAAQNJrTnBwMF999RVJSUkcOXIEmUyGt7e3pqM+pL/fJnPmzCEkJITr16+TnZ2NUqnkL3/5i0bPeexP7560tbWxf/9+Zs2aRUpKCs3NzaSkpGBqakpcXJyk1h1BEARBEAYvSWxAAupNOg8PD06cOEF7ezsTJkygsLCQMWPG8Pzzz0vmdRsVe3t79dOC7u7ulJWV0dDQwIIFCwgNDeX555+X1OZjX62trVhbW6NUKqmsrOStt94iJiaG+Ph4SW0+9lVRUUFzczPe3t4sXbqUiooKwsLCkMvlktt8VFH1QKFQcPLkSe7cuaN+YsLb2xtfX99B0e/29nbGjx9PfHw8U6ZMUb8KLEWqnigUCt5//30cHR1ZuHAhY8eOlWTu3h05ceIEALNnz6azs5OoqCheeukl9PT0NBmxX/315M6dO7z33nuMHDmS+Ph4SY439HRE9eTmsmXLKCwsJDw8HC0tLfT19TUdr1+9e5KRkYG2tjbz5s1DJpMxcuRIpkyZIpknrFT6dqS0tJQ7d+6QnJxMdHQ0Y8eOlfya09LSgkKhUP/x4o033iA2Nlay3e675ty6dYthw4bh6uqKvb09NjY2Gk74qL49qaysRKlUEhMTQ2xsLL6+vpqO+ItUPXF3d+f999/HycmJt99+W9JzYO/f3ocPH0ZHR4fly5dz//59oqKimD59umTnQkEQBEEQBh/JbECq6OnpIZPJ2LNnDxMnTiQgIABnZ2dNx+qX6rD2goICtm7dSkZGBqNGjcLf31+jh4o/iZaWFnbt2sX69es5dOgQsbGx6i9jSt2RI0f45JNPuHHjBhMmTODll1/WdKQnpqenx5AhQ/j3v//N+PHjNfKV0SfVt9/Hjx8nIiKCUaNGSfaa7E3Vk7KyMuLj45kxY8ag6LeqI6qn2xQKBQ4ODpqO9ViPmweHDh0qyQ3T3o4cOcKnn36qnktmzpyp6UhPTNWTr7/+moSEBFxdXSXbk1/qyGC4JlVziepjeNOmTdN0pCem6sn333/PuHHjcHR0lOTmI/S/5owZM4ahQ4dKeq1UGaxrDvT0xMjISL3ueHh4SHY+EQRBEARh8NJ6oDpUR2K6uroGzQ83gMuXL+Pt7S35G+6+zp49S2Bg4KD6C3daWhq3bt1i9uzZgyp3b6Lfv77B3pPB1hEYfD0Z7B2BwdeTwdYRED3RBNETzRhsPREEQRAEYXCR7AakIDzOgwcPJP8khKB5oifCfyM6IjwJ0RPhSYieCIIgCIIg/DKxASkIgiAIgiAIgiAIgiAIwq9GWl+9EARBEARBEARBEARBEAThf4rYgBQEQRAEQRAEQRAEQRAE4VcjNiAFQRAEQRAEQRAEQRAEQfjViA1IQRAEQRAEQRAEQRAEQRB+NWIDUhAEQRAEQRAEQRAEQRCEX43YgBQEQRAEQRAEQRAEQRAE4Vfz/wB7R1g5AWAuFAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)\n", "sns.despine(right=False, top=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Podemos aumentar a distância dos dados com relação à moldura com o argumento *offset=dist*, onde *dist* indica a distância que queremos que o gráfico fique da moldura. Ao utilizarmos este argumento as bordas se afastarão naturalmente, devido à distância.\n", "\n", "* Podemos realizar um \"corte\" estético na moldura utilizando o argumento *trim=True*. É uma boa combinação com o *offset* acima." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)\n", "sns.despine(right=False, top=False, offset=30)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(20,8)\n", "sns.despine(offset=30, trim=True)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Definir o contexto em que o gráfico será utilizado para definir a escala\n", "\n", "* O *seaborn* possui contextos pré-definidos que mudam a escala do gráfico para melhor satisfazer a aplicação de interesse.\n", "\n", "* Para definir o contexto, utilizamos a função **set_context**. A função é bem flexível e para facilitar já vem com 4 contextos pré-definidos: *paper*, *notebook*, *talk* e *poster*." ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"poster\")\n", "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,8)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"talk\")\n", "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,8)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"notebook\")\n", "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,8)" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"paper\")\n", "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,8)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Definindo a paleta de cores a ser utilizada\n", "\n", "* É possível personalizar a paleta a ser utilizada, porém podemos escolher dentre uma lista (extremamente extensa) uma paleta que gostamos e utilizá-la.\n", "\n", "* Uma lista extensa pode ser encontrada em: https://medium.com/@morganjonesartist/color-guide-to-seaborn-palettes-da849406d44f\n", "\n", "* Utilizando a função **set_palette**, é possível definir uma paleta que será utilizada para todos os gráficos.\n", "\n", "* É possível utilizar uma paleta apenas uma vez, construindo o gráfico dentro de um enunciado *with* com a função **color_palette**.\n", "\n", "* É também possível utilizar uma paleta apenas uma vez utilizando o argumento *palette* dentro das funções de construções gráficas." ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"paper\")\n", "sns.set_style(\"ticks\")\n", "grafico = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line',\n", " palette = 'BuPu')\n", "grafico.fig.autofmt_xdate()\n", "grafico.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "grafico.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "grafico.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,8)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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f0AJA8PFTDAAqIJVKyXKc8X8DADATjuNMu73Q9/OybadMFQFAaRBaAEAFJJNJhZuaJGOUTCYrXQ4AIGBs2ymg0yIvx7HLUxAAlAihBQBUQCKRkBUJy41ECC0AADNmO3ZB20Nsh04LAMFGaAEAFZBIJKRwSHYkrHg8XulyAAAB47oh+dOEFr7vyXXdMlUEAKVBaAEAFRCLxaRwWHZdHaEFAGDGXLew7SGEFgCCjtACACogGo3KD4dkwqGRAAMAgBkIuSEp7019UT4/ch0ABBib3ACgAnr7+2XV1Sk/PKxoNFrpcgAAARMOh+T7U4cWvu8pFKLTAkCw0WkBABUwMDAgq75OikTU29dX6XIAAAETDoen3x6S9xSJRMpTEACUCKEFAFTAWGhh1dfpJKEFAGCGwuHw9NtDfG/kOgAIMEILACgz3/cVHxiQVV8vq6FeJ/tOVrokAEDARCJh+aOhRX44rcyRl0f+nR0cv8bPe4pECC0ABBuhBQCUWTwel+d5shrqZTc0KNo/UOmSAAABUxeJSKMzLYa6d8iLHZEkDZ/Ydeoi31NdpK4S5QFA0RBaAECZ9fT0SJLsxgZZjQ1KJ5PKZDIVrgoAECThcFhGo50WmVOnUPlDifF/G+XptAAQeIQWAFBmvb29cuvrZBxHdmPD+G0AABQqHA7LTDOI0/LzCoU48hRAsBFaAECZ9fT0KNTUJEky4bDskDvefQEAQCEikYgsTR1ajHRacHoIgGAjtACAMjtx4oTU0CA/n5cxRuGmJh0/frzSZQEAAqSQI08Np4cAqAGEFgBQZkeOHVO+LqKe//iF8pkhWU0LCC0AADMSedcgzkn5Hp0WAAKP0AIAyuydo0dk1dfJHx6Wn8sp31Cvo8eOVbosAECAhMNhKZ+b8ho/T6cFgOAjtACAMjt29Jjs5gXjX1vNzTr0zjsVrAgAEDSRSER+fupOCz+fo9MCQOARWgBAGWUyGcUHBmQvOBVaOM1NOnr0aAWrAgAEzUhoMU2nhcf2EADBR2gBAGV05MgRSZLVdCq0sFuaFe3rUyaTqVRZAICACYfDyueyU16T97JsDwEQeIQWAFBG77zzjsILFshy3fHb7JZmSaLbAgBQsHA4LM+butPC83KEFgACj9ACAMronXfekdPactptVshVuGmBDh8+XKGqAABBEw6Hlfdy8n1/wvt931feY6YFgOAjtACAMjpw8KD8dw3hHOO2thJaAAAKNh5GTHbs6ejtdFoACDpCCwAoo31vvy17YesZt+ebF2j/229XoCIAQBCNhxGTnSCSJ7QAUBsILQCgTHzf1zuHDsmZILSwF7ZqH6EFAKBAoVBIkiY99tQntABQIwgtAKBMent7lRkclLPozNDCWbRQRw4fVj6fr0BlAICgGQ8j2B4CoMYRWgBAmRw4cEBOJCyrsfGM+5xFCzU8NKTjx49XoDIAQNCMhRHTdVqMdWQAQFARWgBAmezbt0/hRYtkjDnjPqu+TqGGeu3fv78ClQEAgmY8jJiq08IYue86YhsAgojQAgDKZO++ffIXtkx4nzFGobY2QgsAQEGMMXIcZ8pOC9dxJwzKASBICC0AoEze2rNHdtuiSe/Ptzara8+eMlYEAAgyxw1J/iSzkHxPjuOUtyAAKAFCCwAog1wup3cOHZLb3jbpNU57m94itAAAFMhxnCmPPHVc5lkACD5CCwAog0OHDsnL5eRM0Wnhti/S8aNHlclkylgZACCoXNeVP0mnhe/nmWcBoCYQWgBAGezZs0d1ra2ywpN/6uUsWigZw1wLAEBBHNedfBBn3iO0AFATCC0AoAz27Nkjq33yLgtJMo6jurZF2rt3b5mqAgAEmeu6k28PodMCQI0gtACAMtj11m6ZRQunv7Btod7q6ip9QQCAwHPdkHzfn/A+38+PdGIAQMARWgBAifm+r31798pZPPkQzjF22yK9sfvNMlQFAAg613Um3x7i50fuB4CAm1Fo4fs+e60BYIaOHz+udDIlt4DQwlncrkNvH1AulytDZQCAIHNdd4ojT/MceQqgJhT0k+znP/+52tvbdfz4cb3yyitavny5fvCDH8z4yV544QU98MAD+sEPfqBvfetbSqfTuuKKK3Tdddepu7tb3/nOd+R5nq655hp94QtfmPH6AFCNurq6FGpskNXQMO21bnubssPDOnz4sM4///wyVAcACCrXcaY8PSTE9hAANaCgTostW7ZozZo1evnll3XPPffo6NGjM36ifD6vW265RZK0bt06XXnllVq3bp2ef/559fb26tZbb9VNN92ke+65R2vXrtXw8PCMnwMAqtGePXvktrfLGDPttVYkrLqFrepirgUAYBqO40qTzLSg0wJArSgotPB9X5s3b9Z5552nvr4+DQwMzPiJfv3rX+uTn/ykJGnnzp26/PLLZYzRZZddph07dmj37t265JJLFAqFtHLlSu3bt2/GzwEA1eiNN9+U2goYwjnKalvEME4AwLRsx55ie4hPaAGgJhQUWlx//fVav369brjhBq1du1bf/OY3Z/QkyWRSGzdu1Oc///nxrxtG26Tr6uqUSqWUz+fHP4Wsq6tTOp0+Y51bbrlFq1atOu0PAFS7rq6uguZZjDHti0aCDgAApuA6DjMtANS8gn6SXXHFFXJdV4899pguvPBCfeYzn5nRk9x+++36u7/7u/FQoqGhQel0Wo2NjUqn01q2bJks61R+Mnbfe91444268cYbT7uN4AJANevr61NsYEBti9sLfozb3qb925+R7/sFbSkBAMxPtm1LmuTIU/mj9wNAsBXUafEv//Iv+sMf/qCWlhY9/fTT+v73vz+jJ3n11Vf105/+VDfddJO2bt2qiy66SFu3bpUkbdu2TatXr9bKlSu1fft2ZbNZdXV1MYAOQE3Yu3evnHBYdnNTwY9x2tuUSafV3d1dwsoAAEHnOLb8SWdasD0EQG0o6CfZ66+/rrVr10qSvvzlL2vNmjUzepJ7771XknTkyBH96Ec/0rXXXqtvf/vbuvvuu/XpT39aHR0duuGGG/Td735X6XRaX/3qVxUKhWb4nwIA1WfPnj0KLy5sCOcYu7FB4cZG7dmzR52dnSWsDgAQZLZtTzmI07Lo1gMQfAWFFrlcTvF4XE1NTYrFYrN+suXLl+tnP/uZJOmOO+4447777rtv1msDQDV6a88e+YtaZ/w4p71Ne/fu1ac+9aniFwUAqAm2ZWmy7SGS2B4CoCYUFFp84xvf0Je//GW1tLQoGo3qH//xH0tdFwDUhK49e+S8bxbb3Ra26M2ut4pfEACgZlhTzLSQfDmEFgBqQEGhRSgU0pNPPqn+/n61trZq06ZNpa4LAAJveHhY3UeOqOXjl834sU57m/bteL0EVQEAaoVtWVNsD2GYM4DaMGVosWXLFu3YsUMPP/ywvvSlL43f/vjjj+uTn/xkyYsDgCA7ePCg8vm8nEULZ/xYp22heo+fUDqdVn19fQmqAwAE3XShxLtP5wOAoJoytLjgggvU29urUCik5cuXjx+/96Mf/ahc9QFAYL399tuqW9gqy3Vn/FintVXGsnTw4EFddNFFJagOAFDbJp91AQBBMmVoEY1G9aUvfUnLli07LckdHBwseWEAEHQHDhyQ1TrzIZySZBxbkYWtevvttwktMO/5tLkDE5ru+4LvGwC1YMrQYtOmTbrwwgv18MMPn3HfZZfNfI82AMwn+w8ckFqaZv14q7VFhw4dKmJFQDB94hOf0He/+1198YtfrHQpQFUZCSUm76ggtABQC6YMLb7+9a9Lkn74wx+qq6tLBw4c0MqVK7VixYqyFAcAQfb2wQOyV83h52VLk/a+/XbxCgICKJ/Py/M8bd++ndACmBDBBIDaVtDpIT//+c/16quv6uKLL9a6dev0yU9+Utdff32pawOAwPI8TyeOdav5Y5fOeg27tUWH39pXxKqA4BkeHq50CUDVyuennlvhT3ayCAAESEGhxZYtW/TAAw9IGvnE4+qrrya0AIAp9PT0yMvlZLc0z3oNp7lZPd3Hlc/nmQCPeSuTyVS6BKBq+VMO2zSEFgBqQkHvgpcsWaK+vj5JUjweV0dHR0mLAoCgO3bsmOyQK6u+btZr2C1NymWzOnnyZBErA4KF4d/AFHxfU20PIbQAUAum7LT4i7/4CxljlMlk9JnPfEZnn322jhw5otZZTsMHgPmiu7tb4ZaWOQ1BsxoaZNm2uru7tXjx4iJWBwTHWGjBL1/AmXKeN3lmYYy8fL6s9QBAKUzZabFx40Zde+21am1tVWtrq4aGhvSNb3xDTz31VLnqA4BA6u7ulmlsmNMaxhiFm5t1/PjxIlUFBE8ymZQkDWWzFa4EqD5+Pq8pUgvlPUILAME3ZWhx55136vDhw3rwwQe1ceNGrV+/XgcOHNDtt99ervoAIJB6enrkN9TPeR17QYN6e3uLUBEQTGOhRSwWr3AlQPXJeVOHFjkvV85yAKAkJg0tNm7cqA0bNuh73/ueGhpGPi1saGjQ9773PW3YsKFsBQJAEHX39MgUIbTI19Wpp6enCBUBwZRIJCRJsViswpUA1cfL5SQzydt5Y+R5XnkLAoASmDS06O/vl+u6Z9zuOM6EtwMATunr65NdP/fQQnURnRwdhAzMR2NhRTxBpwXwXjnPm3R2kjFGuRyhBYDgmzS0uOqqq1RfX6+33377tNv379+v+mK8EQeAGhaNRud0csgYq75Ovf2EFpi/YrGYZFlKxAktgPfycp402cBnY8ljewiAGjDl6SHf/e539a1vfUt/9md/puXLl+vYsWPauHGjfvrTn5arPgAIpFQioYZIZM7rWJGI4t3MtMD81T8wIGtBiwZj/crlcnKcKd+6APNKNpedfHuIjLJZQgsAwTflIM5zzz1XDz74oFavXq1EIqEVK1bogQce0IoVK8pVHwAETjab1fDQkKxIeM5rWZHw+J5+YD7qPXlSZkGLpJEOJgCnZKecaWGN3A8AATftxxWRSESf+9znylELANSEdDotSTKh0JzXMqGQMoODc14HCKq+vn5ZC1rkSRoYGFBbW1ulSwKqRjablTH2xHcaSzk6LQDUgCk7LQAAMzc4GjIYd+5t7MZ1NZTJzHkdIKj6BwZk6hrlhMMaGBiodDlAVclms9IkoYUx1sj9ABBwhBYAUGRDQ0OSJONMfNKSl0wq/szmkX+nUlOuZRxHXi6nfD5f3CKBgIhHB2TCETl1Derv7690OUBVyQ5PMdPCsjWcHS5vQQBQAoQWAFBkw8MjbxKNPfGP2MTmFzW0b+RkptTWV6debHQNPi3DfJTNZjWYTsuE62RCEUIL4D1GtodM/FpjjDUSagBAwBFaAECReZ438g9r4h+xuf5TwwS9aQYLmtE1cgxTwzw0NnjThCPKh8IM4gTeI5vNStYkMy0sezxEB4AgI7QAgCLzfV+SZIyZ+2LFWAMIqHeHFp4TUj8zLYDTDA8PTTrTQsZWlu0hAGoAoQUAlMhYeAFgdqLRqJxQWMayZUJhnezrq3RJQFXJZrMyk3RaGItBnABqA6EFABSZbY++gSxGaDE6gNOaZKsJUMui0ajsSJ0kyYQiGmB7CHCa7PDwFJ0WDttDANQE3gUDQJGNhxZFOPHDH11jfE1gHonFYrLCkZEvQmHFYrHKFgRUEd/3lc0OT9FpMbI9hK4/AEFHaAEARRYKhSRJfs6b81q+58kYI9ed+PhUoJYlEgnJGfl+Mm5YqWSywhUB1SObzY4EEpYz8QWWIz+fZ5AzgMAjtACAIguHw5IkvxhvFHM5Oa5bnKGeQMAkEgl5zkhgZ0IhpZNJPjUGRmUyGUmSmSS0GOvAGLsOAIKK0AIAiqy+vl6S5BdhAFp+OKtwXd2c1wGCKB6PK2+P/EJm3LA8z9PQ0FCFqwKqw3gYMemRpyPfO4ODg2WqCABKg9ACAIqsbjRk8IfmPgDNz2bH1wPmm2g8LuOObA/R6N9JtogAkqR0Oi1pqk6LkdvptAAQdIQWAFBktm0rXFenfBGmtvuZITU2NhahKiB4EonEeFhhRmdbpFKpSpYEVI1TnRaTzbQY6cAYCzcAIKgILQCgBBoaG+Vn5t7Gnh8aUnNzcxEqAoInmUzJOO7IKTqOI8nQaQGMSqVSsp3JZ4bI0T8AACAASURBVB4ZY8myHbaHAAg8QgsAKIGm5ibli/BGMT+YUSuhBeapVDolX0bpx9dK2WE54TCdFsCowcFB2aMdSJOx3RChBYDAI7QAgBJY2Nqq/GAR9hEPZtS2aNHc1wECaDA9OHICQi4r3/NkuyFCC2BUOp2W5Ux9HLZt8z0DIPgILQCgBNoXtRWl08IaGlJra2sRKgKCZzCdlnnXL2UWoQUwLp1Oy9hThxbGcZlpASDwCC0AoATaFi2SSc89tPBTg1pEpwXmIc/zNDyUkd79SbLLL2DAmFQqJWNNE1pYLkEfgMAjtACAEmhra5OKEFpkk0lCC8xL48c5uqdORvBtl0GcwKhUKiXfTHJyyCjf2IQWAAKP0AIASqCtrU3eHN8o+jlPw6mU2tvbi1QVEByJRGLkH+/qtMg7DqEFMCqVSikve8pr8sYhtAAQeIQWAFACixcv1nA8Id/3Z73GWOhBaIH5aDy0cMPjt+XtkKKxWIUqAqpLIplUfppOi7xsxce+lwAgoAgtAKAEOjo6lPc85eewRSSfSMpxXQZxYl6KRqNywhEZc+qtigmF1dffX8GqgOoRi8WnH8RphxSPxctUEQCUBqEFAJRAW1ubjDHKz+ETLi+R1MLRdYD5pr+/X05d/Wm3mXCdTvb1VagioLrE4wnJDk19ke3SaQEg8AgtAKAEHMdR88KF8hKz33/vJRLqWNJRxKqA4Ojt7ZUJ1512m4nUq+8koQUgjWyhKqTTIjGH1yEAqAaEFgBQIh1LOuTFZ/8JVz6e0Fmdy4pYERAcJ06cUO69oUV9g2ID/crlchWqCqgeyWRSZppOC2O7SqYILQAEG6EFAJTI2cuWzym0sFJpdS5dWsSKgOA4cOiwVNd42m1WwwL5vq/u7u4KVQVUj3Q6VVCnRYoTdwAEHKEFAJTIss5OmeTsj5rLxxPq7OwsYkVAcBw6fEhWY/Npt5lQRG6kTocPH65QVUB18H1fg+lUAZ0WIQ0Opud0khUAVBqhBQCUyNKlS+XHZ/cJl+/7GorFtJROC8xDqVRKfT09sprOPDnHaV6o/fv3V6AqoHqk0yNBxHShhWxXfj6vdDpdnsIAoAQILQCgRDo7OzUci87qE658Ki0vm6PTAvPS3r17ZdmOzIKWM+7LNjTrjTd3V6AqoHrE46PHmBbQaSGNDO0EgKAitACAEuns7FRuaFh+JjPjx3rxuCzbVltbWwkqA6rbrl27FFrYJmOd+TbFbm3XG2+8XoGqgOoxFkIYh9ACQO0jtACAEuno6JAxRl4sPuPHerGEFrW3y7btElQGVLeXX31VuaZFE95nLVys/pMndeLEiTJXBVSPRCIh23FlzNRv5Y1ly3bcU50ZABBAhBYAUCKO46i1rU252YQW8ThbQzAveZ6nHTt2yG6beJ6LqW9UeEGTXn311TJXBlSPeDwuJ1Q3/YWSHDdCpwWAQCO0AIAS6uzsnNWxp/l4QucsX16CioDq1tXVpczgoOy2JRPeb4yRv3CJ/vjSS2WuDKge8Xhc1jRbQ8ZYbpjQAkCgEVoAQAmdtWyZ8rPotLCSKTotMC+9+OKLCrd1yLiT/0Jm2jv1wosvKp/Pl7EyoHokEolph3COs9geAiDYCC0AoISWdXbKpGZ+1JwXT3DcKealZzdvlrdo6sDOXrxMyURCXV1dZaoKqC6JREK+cQu61ie0ABBwZQstksmkvva1r+naa6/VN7/5TSUSCV1//fW6+uqrddddd0mSuru79dWvflVf+cpX9Nhjj5WrNAAomSVLlshPJGf0GD+f11AsriVLJm6PB2pVX1+f9nZ1yVly1pTXmVBY4fYl2rx5c5kqA6pLLBaTZ5yCrvVEaAEg2MoWWjzwwAP63Oc+p3vvvVcrVqzQ/fffryuvvFLr1q3T888/r97eXt1666266aabdM8992jt2rUaHh4uV3kAUBJLly7VUCwm3/cLfkw+nVbe8wgtMO+88MILCi9okmlqnfbafNsyPf3Ms6UvCqhC/QPR8eNMp2WHNDAQLW1BAFBCZQstvvKVr+iLX/yipJHJ4Lfffrsuv/xyGWN02WWXaceOHdq9e7cuueQShUIhrVy5Uvv27StXeQBQEh0dHfKGs/KHhgp+jJdIyrJttbW1lbAyoPo8/cyzyrcvkzFm2mvtpefo0IG31d3dXYbKgOoSjUYLnmlhnJD6BwZKXBEAlE7ZQovGxkaFQiHt3LlTW7du1UUXXaSGhgZJUl1dnVKplPL5/Pgblbq6OqXTp+8Dv+WWW7Rq1arT/gBANVu8eLEkyYsXvkUkn0iqZWGrbNsuVVlA1RkcHNTL27bKXnJOQddbjU2KtC7Spk2bSlwZUH2isZiMEy7oWmOHFJ/FKVYAUC3KOojzlVde0T/90z/ppz/9qRoaGsZDiXQ6rQULFsiyTpWTTqfV2Nh42uNvvPFGdXV1nfYH1WdwcFB9fX2VLgOoCqFQSA1NC+QlJw4tJto24iVTam9fXOrSgKqydetWybJlLeoo+DFe+zJtfPbZ0hUFVKlEPDHp9pD3vq4YJ6xEgpkWwJhcLqcBuo8CpWyhxYEDB/SDH/xAt956qzo6OrR69eqRNyiStm3bptWrV2vlypXavn27stmsurq6dP7555erPBTR//y//6c+//nPV7oMoGq0tbUrn0yNf+37vhYsWKBzzjlHDf6ZbzC9ZFJLOgr/xQ2oBc8+95ysjuUyVuFvTewlZ+v1na+NHP8IzCOpVPK00OLdryuNEfu01xVjh5RM8j0CjLn11lv1l3/5l3zIGiBlCy1uu+02JRIJ3XTTTbr22mu1cuVKPfLII7rqqqt06aWXqqOjQzfccINuvvlmrVmzRmvWrFEoVOCAIVSVXbt2SZIymUyFKwGqQ1tbm7zUqdBCvq+FCxfqwQcfVGtzy5nzLtKD6mhvL2+RQAXl83lt3rJFpmP5jB5ntbbLjkT04osvlqgyoPpks1kND2Vk7HdvDzn1urKwtVnyTg2zN3ZIQ5mMcrlc+YsFqtCBAwclSYcPH65sIShYYWclFcEPf/jDM2777Gc/e9rXy5cv13333VeuklAinpeXJB09elQrVqyocDVA5S1ZvFi7D7196gZj1N/frzVr1mggEVdd+PR9ydZghiGcmFfefPNNpZJJ1S2eWWhhjJFZvEzPbdqsK664okTVAdVl7PhS47z7w71Tryv90bjUfOq+sdkX8XhcCxcuLGepQFXau3evJGnfvn36yEc+UuFqUIiyzrRA7YtGo0qPfqK8Z8+eClcDVIe2RYtkht71qZcxSiQSOnTokFJGZ5yUkE8P8sYS88qWLVsUbu+UcWfeYWkWn6UXXnyBT5Exb4yHFu/qtHj360oy4532ujK2jSQWi5W3UKAK9fX1qafnhBy7Ra+++mqly0GBCC1QVDt37lRdY73Ou+xi7di5s9LlAFWhpaVFZnDi7VITHe2YS6fV0tJS6rKAqvHMc5uUb++c1WPtxZ0aymT0xhtvFLkqoDrFYjFZli1ZE58wdcbriuXIWDahBSDppZdeUjhUr5C7RFu3biPwDghCCxTVCy++oCUXnqel7z9Pz7/w/IQnIwDzTXNzs/IFznjxfV/Z9KCam5tLXBVQHXp6enTowNuyO86a1eON4yq0uFPPP/98kSsDqlM8HpcTrpsw9J6IMUZuKMLAWkDSU09tkNQi12nV4OCgduzYUemSUABCCxRNLpfTs88+q+UfWqnlH7xA/Sf7tHv37kqXBVRcU1OTvEk6Ld7LH87Kz+fV1NRU4qqA6vDCCy8o3NQi0zj7/+fzbZ16dtPmIlYFVK94PC7bCU9/4bvYbmR8WwkwXyUSCW3d+pJce5GMsRVyF+nJJ5+sdFkoAKEFimbr1q0aHMxo+QdXKrKgQcsuOl+P//7xSpcFVFxjY6NyQ4WGFkPjjwHmg2c3bVa+rbPgT40nYnecpXcOHdTx48eLWBlQnWKxmGTPcP6LHWJ7COa9Z555Ro4dlm2PhOSWWagNG55WNputcGWYDqEFiubR3zyqsz96odzIyAvpuR/7gJ544gkNvfc4R2Ceqa+vl5fNyfe8aa/1h7PjjwFqXSaT0Ssvb5O99Ow5rWM1NincslCbN9NtgdoXj8flW+7MHmS7dFpg3vv975+Q1DoekrvOQmWzOb300kuVLQzTIrRAUfT19WnL5i264OMfGr/t7A+/T3n5eu655ypYGVB5dXV1kiS/gCR/7JpIJFLSmoBq8NJLL8k3lqxFS+a8Vr59uTZs3FiEqoDqFo1G5WlmoUVODp0WmNfi8bh27Ngh1zl1pLwxlhy7RRs3PlPBylAIQgsUxeOPP67mjkVqX7F8/DbbdXTu5au1/uGHKlgZUHnh8MjeY9/LT3utn/PkuO6cWuWBoNjw9NOyOpbLWHN/O2J3nqPXdu5UNBotQmVA9eofiErODLeHWGH19w+UpiAgALZu3SrXCcm2Tt9+a5lWbdnC4QHVjtACc+b7vh559BGd/6cfPOMXrQs+8WHt3L5DR44cqVB1QOW57ugnYoVsD/FGQgug1mUyGW3atEmm89yirGe1tCnU2KRnnuETM9S2gYGozAxnWhgnpAECPcxj27Ztk2U1nfG7imO3KB6P6uDBg5UpDAUhtMCcvfHGG+ruPq7zP7b6jPtalrapY8VZ+t3vfleByoDqYI1+ilxQiu/7sm27xBUBlbdlyxblZWQvXlaU9Ywxyi85W795jNcb1LZYPCYzw9NDjB1WLMZMC8xfr7yyXUYLzrjdslxFIk167bXXKlAVCkVogTl77HeP6awPXKDIgoYJ7z/vY6v12OO/Uz4/fWs8UIvGQgsVGFqInSGYBx5+9DdS53kyVvFCOuesldq96w0dPny4aGsC1SYRj8vYMwwtnBCDODFvZTIZHT36jmx74pPZ/Hyddu/eXeaqMBOEFpiToaEhPbVhg869/MwuizHnfPT96u/r144dO8pYGVA9xgO7QuZUWEZ+nn2VqG3Hjh0bOTXk7JVFXdda0Kzw4k498uijRV0XqCapVHLm20PssFLJRIkqAqrb2NYP25r4A1Zj6rT7zbfKWBFmitACc7J582b58rX8AxdMek24oU5nf+h9+u1jj5WxMqB65HI5SZKxCggtjCWvgNkXQJCtX79e4bYO2S2Lir/42Sv16KO/USaTKf7aQIUNDQ0pOzw88+0hTkjDw0PKFnCKFVBrDh48qHC4QcZM/KuvbdXrHebvVTVCC8zJQw8/pHP/5GLZrjPldef/6Qf19NNPK5Eg5cf8MzQ0JEky9tTfJyPX2MoND5e6JKBiBgcH9dAjj0jnXFiS9e3Oc5X1pSeeeKIk6wOVNPY+ajadFpLYIoJ5qbu7W5aZ/Ch5y0SUTieVSqXKWBVmgtACs3bgwAFtf3W7Vv75JdNeu/Si81TX3KDf/va3ZagMqC5jn/iaacK9kWtceZ433p0B1Jrf/OY38ixHdpFODXkvY9nyz1mlu+65h64l1JxYLCZppHNiJsauH3s8MJ/09fXJ8yafn2Ss0Ph1qE6EFpi1X/7yl1q++gK1LG2b9lrLsrTqLy7V2vvXaZhPkTHPpNNpGcuSnAJCi9DIcaek/ahF2WxWd99zj3TuhSPfEyXinrtKfSf79Nxzz5XsOYBKiMfjsm1Xxpr+9eTdjOXIsh06LTAvRaMx+f7krzlGI4FGMpksV0mYIUILzMqBAwf0hz/8Qas///GCH3PBxz+sodyw1q9fX8LKgOoTj8fl1tWdcTb4RKxIZPwxQK15/PHHlUwPyjlnVUmfx4TCMueu0m133FnYUcNAQMTjcTmhydvcp+KGIry2YF4aygzJmCk6LYyRZdnj23lRfQgtMGO+7+vHP/mJzv7wKrWft6zgxzkhVx/4wp/pjjvvpD0R80o0GpVTX1fQtSYckrEsvkdQc3K5nO74xV3S+RfJFNB1NFfuitV6553D2rx5c8mfCyiXeDwuy53ZEM4xlhsmtMC85OWn3ypojHXqtDdUHUILzNgzzzyjHTu265L//S9m/NgVf/pBNbQ162c/v6UElQHV6eTJk7Lq6wu61hijcGOjTp48WeKqgPJ64oknFI3F5J73/oIfkx9Mafi1FyVJfiY9o+cz4Yiscy7Uf9x2G90WqBnxeFya4RDOcXaIQBzz0sh8o6m7XY0xzEGqYoQWmJFUKqX/7+abtfrzn1BjW8uk1+W9iZNKy7J02V//b/r97x7Xjh07SlUmUFVOnjypfH3h7bx2Y4N6e3tLWBFQXp7n6fY77xztsnALftzwrpfldR+SJGX37Jzx87oXrNbhg4f04osvzvixQDWKx+PyTeHfQ6exXDotMC+l0+nxuRWTsSyHo7KrGKEFZuT2O26XwrYu/uzlk14znM7owZt+rOH0xN/4i85ZqlWf+qh++P/+CyckYF44fPSIzILGwh+woEHd3d2lKwgos40bN6qvf2BGXRaS5Cei4//Op2b+y5aJ1Mk65336z9vvoNsCNSEej8vT7LZX5eRw9DzmpZ6eXlnW1GGfY4fV09NTpoowU4QWKNixY8f0q1/9Sh/9Pz4jy548rcwNZ5XNDCk3nJ30mg998c/Ve7JXv/vd70pRKlBVjh49JrupqfAHNDbq8JEjpSsIKCPf93XnXXfLnLNKxp1lW/scOCsu1p6ut7Rz58w7NYBqMzAQlezZdlqENBCNTn8dUEPi8bhOnDguy2qY8rq8F9auXbvKVBVmitACBbtv7VotueBsLX3/eXNeK1Qf0YWfvVx3/fJuht6gpuXzeXUfPSqndfLtVO9lt7bo4KFDJawKKJ9XX31Vhw8dlHv+RRV5fqu+Ue7y83XfunUVeX6gmKKxmMwsZ1oYO6RojO0hmF82b96sUCgie5rQwrKatWnTZmWzk3/oisohtEBBcrmcnnzySV3w5x8p2porP/Fh9fb06I033ijamkC1OX78uHLZrOyFhYcWzsJWdR89yvYp1IT/+vWv5Sw7TyZS2Ak6pWCde6Ge37KFWTEIvHgiMYfQwlUizvYQzB++72vd2vtlqW3aY+ddZ6GGh7N66qmnylQdZoLQAgU5cOCAUsmkll50ftHWDDfUafF5yxnIiZq2b98+hRrqZdUV/gubs6hVXi6nI2wRQcDF43Ft2bxZ1tnvq2gdVmu7Qi0L9cQTT1S0DmCukomEjDP7TgtmWmA+ee6553Tw0EGF3KXTXmuMLdss0a23/ifdFlWI0AIF6e3tVf2CBoXqZnc2+GTqFzUx9AY1bd++fXLbp0/4382KRBRpbtbevXtLWBlQeps2bZIdqZO1qKOidRhjlF9yrh5/4smK1gHMVSqVkplmoOBkjB1SKpUsckVAdRoeHtaPf/y/5NqdsqzCgr5wqFPRaEIPPvhgiavDTBFaAEAJ7XrzTfmLFs74cXb7InV1dZWgIqB8ntu0WX778hmFdqXiLD1bB/bvY4sIAi0zODj7QZy2q0xmsLgFAVVq3bp1ikbjCoeWFfwYY2w51nLddtvt6uvrK2F1mClCCxSkublZg8m08l5xh2YOJwfV0lL4Xn8gaHbtflNux+IZP84sbtOO118vQUVAefi+r1e3vyqrffq23HIwjc0KNS5gSyICa2hoSJ6Xm9NMi1w2S+s7al5fX59+8Yu75FhnyZjJTzyciOu0yzL1+rd/+7cSVYfZILRAQTo6OuT7vtKx4u6FTA8ktGTJkqKuCVSLnp4eRfv65S6ZeWjhLunQnrfeYhgnAuv48eNKJRKyWmf+/38pGGNkWtr05ptvVroUYFaSyZGtHWaWnRZjYcfYOkCtuuOOO2WZOrlO24wfa4yRY5+t3//+CR04cKAE1WE2CC1QkIULF8qyLA3GivtCl4om1NY28x8oQBDs3LlT4aYFspsWzPix7pIOZYeHtW/fvhJUBpTewYMH5YQjFT015L3yDc3au//tSpcBzEo6nZak2c+0sJzT1gFqUW9vr37zm0dlW7PfmujYCxQOLdSdd95Z5OowW4QWKIhlWXJcR/msV9R1vVxOodDs2hyBard9xw45S5fM6kXTCodU17FYO3fuLEFlQOmdOHFCbmNTVcyzGGPqGnX8+PFKlwHMyuDg6DwK25ndAqMdGoQWqGUPPvigXGeBHLt5Tus4dqeefnojrxlVgtACBUmn0xoeGlaoIVLUdSMN9YpGo0VdE6gWW19+WVbnHLY/Le3QtldeKV5BQBnFYjEpVNwTp+bKhMNKJOKVLgOYlXQ6Lct2ZMzs3r4bY8myHaVSqSJXBlSHdDqt9esfkmU65hyYO3aTwuFmThKpEoQWKMiuXbvkhlw1dSwq6rqtyxfrdYYNogZFo1EdOXRIoeWds14jtLxT27dvVz5f3AG4QDmk02n5s/1EuESM446cvgAEUCaTke3M8uSQUbbjamhoqEgVAdXlt7/9rTzPFDTLwvf9aa+x1KGHHnqYOTBVgNACBfnDU09p2cUrZDszm8A7nc4PrNBTT2+Q5xV32wlQaa+88opCjQ1yZnHc6ZjQ8k6lkknt37+/iJUB5ZHL5eRX0dYQSZKxeL1BYGUyGVmzPe50lGU5ymQyRaoIqB65XE6//OW9ss3iabss8n5OseQflfenHnbuOoskOXrooYeKWClmg9AC0+rv79eTTz6hFX/24aKvfe5lFyuRSOi5554r+tpAJW17+WW5y5fNqT3RikRUv6RD27ZtK2JlQHnk83n5Kl5oUcinYtMyhs4lBNZIaDG37iVjE1qgNv3+979XIpFUyC1gW67vSfJG/56cMUaWlujee+/j+6bCCC0wrbXr1qqpY5E6Lzq/6GuH6sJa+clLdMedd/BGEjXlxZdekj2HrSFjTOcS/XHr1iJUBJRXPp+X5thp4fu+FixYoHPOOUcLbDP34MIUYQ2gQoaGhiQzt45XY9lsD0HNyeVyuu22O2SbJTJz/B55r5C7WENDntavX1/UdTEzhBaY0sDAgH71q19r9ec/XrIJ8Bd99nIdOXJUmzZtKsn6QLmdOHFCJ44dU+js5XNeK3T2cu3YsUO53NQtjEC1yWazys+108L3tXDhQj344INa2NIsZYfntp5ly8/n2SKCQMpmszLWHN+6G4vXE9Scxx9/XNFoTOHQ0qKvbYwl2yzVXXfdfeoEH5QdoQWm9OCDD6ppcavO+tD7SvYckcZ6ve+Tl+jOu37BJ2CoCS+//LIirS1ympvmvJa7bKly2ax2795dhMqA8kkkU9IchwbKGPX392vNmjXqj8Ykd25HZBtnpLWeIx8RRNlsVprlySFjjLFG1gFqRDab1W233S7bKn6XxZiQu1jZbF6//vWvS7I+pkdogUkNDQ1p/cMP6cLP/EnJuizGXPjpy7R/337t3LmzpM8DlMPWbdtkLStO2m+5ruo6l+rll18uynpAuZzo6ZEJ181pDWOMEomEDh06pITnz/m1yITrJUknT56c0zpAJYyEDXPcckVogRrz6KOPKhZLKuwWv8tijDGWLNOpu+66m5NEKoTQApPauHGjPD+vcz76/pI/V33LAp17yYX61a9/VfLnAkpt2yuvyC3CPItxnUv0x23MtUCwHDx4UFZjc9HWK0Z4blxXoYZGHTx4cO4FAWXm+/7cT+RhGC1qSCwW03/8x61yrM6SdVmMCTmL5Xm2/vM//7Okz4OJEVpgQr7va90D92vFxz8o2y18UnV6IK6tDzwpSRqMzSyJXPmpj+rZZ59VT0/PjB4HVJPu7m719/YqtKx4oUVoeafe3PUm+5ARGMeOHVM8OiCrta3SpZzBtCyiqw+BNLKFdq5zYhhGi9rgeZ6+//3/R17OKezEkDkyxsi1ztH69ev14osvlvz5cDpCC0xow4YNOnjwoC78b5fN6HGvPPSMDm/vkiS9/vvnZ/TYxSuWq/285fr3W/9jRo8DqsnOnTsVaW6W3bSgaGu6SzuUy2a1Z8+eoq0JlNJzzz2ncMsiWfWNlS7lDH5bp55+9ll+cUPgFKtDgk4LBN3Q0JC+//3v6+WXX5XrXFDybexjHKdZIeds/Y//8Q8EF2VGaIEz7NmzRz/8lx/qQ3/156prntkbztjxU/uE4z39M3qsMUaXrvmsnvrDUxwrhMB64403ZC1ZXNQ1LddVfUe73njjjaKuC5RCPp/Xr9Y/pPyy8ypdyoScZeerr/ektm3bVulSgBkxxkhkbZjnXn/9df3N3/x3PffcC4q4F8m2ImV9/nBomWzTqW9/+9u6+eYfM+OiTAgtMM73fT3++OP6+v/1dZ192UV6/6f/pOw1LDyrQ5+4/kr9+Cc/0Y9/8hOOFkLg7HzjDdkd7UVf129v0+u7dhV9XaDYNm7cqJ6eHrnnlO7UqbkwobCcsy/QrbfdTrcFAsW2bc09tfBH1wGCw/M8vfDCC7rxxm/q61//uk4cH1Ik9AHZdn3ZazHGKBJervrwxfrNb36vL37xr/Tv//7vOnbsWNlrmU8KH1aAmpXL5fTCCy/ozrt+oYMHD+rDX/qU3vfnl5St1eq9zrnkQtU1N+qpe36nDRue0jVfvUZ/9Vd/pcbG6mszBt7N8zwdPHBAjatXFX1tp71Nb3V1FX1doJgymYz+189+JnP+xTKh8n76NRP2+z6kro0PaePGjfr0pz9d6XKAgliWJUILzBfDw8N67bXX9Oyzz2rDhqeVSCTkOm1qrL9EtjW3k6mKwXGaZfsfVDbXq//6r9/qnnvu1cUXX6wrrvisPvGJT2jZsmWVLrGmEFrMU57nadeuXXru/2/vzuPjquv9j7/OmS3JZJ3s+9Km6ZKWlpYWqiBblVW8ChZpkU29iJar4gIoCooXUQpVwAVExJaCXhUul1sQxZ9bvbRAKaW0lC7Z963ZM9s5vz8CgdiFtE0yM+n7+XjkkWZmzpnPTOc7M+d9vstf/8qGZ5+hv6+P6acu4MKrPkNCyviNxT9aWdMKOO8b17B741YeWb+Wn/7sp3zgA6dz1plnsmTJEuLjI/9mJfKvGhoaCPr9uDJ8475vyFMGvwAAIABJREFUZ4aPxr/8g2AwiMvlGvf9i4yHn/z0p/QMBXCVV0a6lMMy472YM07gzh/8gEWLFpGSMn6rnIhMlMP1tDDjUrAGuwAwPIf+HmfYCi0kOg0MDLBz5062b9/Ophc289r2bYTDFm63D4MMEuMrMIxjP3S1LD+DQ3vf+ncA0/Qc9b4Mw8DtygKycJn97Nndzt69D3HPPfeQnp7JyScvYcGC+VRWVlJUVPRW8ChHQ6HFccKyLGpqanjllVd46eWXeOmll+nv6yO3ooRZFyyl+MRZuOLckS5zFIfLyczTFzHjtBNpfqOafZu28/fvfJtwMMjcefNYvOgkTjzxRGbOnInbHV21y/Gpvr4ed0IC5gSEak5fGuFwmObmZgoLC8d9/yLH6uWXX+Y3v/kNnvedi+GI/q8XrmmV+FvquP27/8n37/xexHoXioyV2+0GK3zQ6zy587GtEOHuetzZcw65D9sO6zuTRJRt23R1dbF37152797NG2/sYseOnTQ01GGaDtzuFKxwPG5nBU5PMoYxvgf6g/5qguHheff8gXqczlnjsl+Hw0u8wwuA2+FnsH8/z//xRZ5//q8MDfUSH5/A9OnlVFbOpry8nPLycoqKivB4jj40OZ5E/7cKOWKWZdHY2Mju3bvZtWsX27a/xhs7dzLQP4AvL4vM8kIWLD+L3NlluOOjv6GYpkne7DLyZpdhhS1a99bRtLOK/37+GR588EEwYNr06cyrnMvMmTMpLy+ntLRUH8oy6RoaGnClTswZW8PjwRnnobGxUaGFRJ3u7m6+/o1bcE2fiyM9O9LljIlhmpjzT+Wff3uKp556iosuuijSJYkclsfjAfvgoYXpTiCuYBH93fWYrkMH57YV0kGSTIpQKERjYyN1dXXU1dVRVVXFm2/upqamloGBPhwOJx53MuGwG9Pw4o0/AYeZMBxSTOARqmUNjPw7bE/M3Hmm6cFtZgPDn4duR5Cw1cvuXV3sfvN5MJ5maKgXwzDIzMxm2rQyysunU1RURGFhIYWFhaSlpSlMfxeFFjHMtm3a2tqoqqqiurqavfv2smfvHvbt3cfQ4BCJqcmkFWSRVpzDySdfSEZpHnGJkz9hzXgyHSY5M4rJmVEMQCgQpLOuhfaqBl6u3snz//gr+1vaMU2TguJCyqdNp6y0jLKyMkpLS8nPz8fp1MteJkZbWxt4J6aNGYaBOzmZ1tbWCdm/yNGybZvv3H47gw4XzpkLIl3OETETk3FULuGu1atZsGABRUVFkS5J5JDi4uKwwwcPLcbKtsIKLWTc9Pb20tjYSENDA42NjdTXN1BbU0tdfR3t7e3YtoXLFYfLmUA47MYw4nCYRSR5EzANz/BB+XHwtdw0XZimD5fzneHDHmeYsDVAX88gW16uZesruwE//kA/lhXG44kjLy+PoqJCioqKyM/PJy8vj7y8PHJyco6745nj69HGqL6+Purr66mrq6Ompobqmmqqa2qor6tnaHAQd5yHtLwsknJ8pFTk8v6zTiCtIJv4ZG+kS59wTreLrGkFZE0rGLks6A+wv6GNrvoW6hvb2Pn3P9H9m3b69vfgcDrIyculuKiY0uISiouLRxLN9PR0JZpyTLq6urAm8MugGR9Hd3f3hO1f5Gg8++yz/N8Lm3Cf/mGMGByv6yycTri1gVu+dSsPP/RzjTmWqJWQkEA4HOBYZjWyQgESEmL7BJZMDtu26enpoampiebmZpqbm9/qOVFPQ0MDra2tDA0N91TweLw4zDjCYScGHkwzFW98LqYZj/n2PBQ66hzFMBw4HUngGD0HjdtpY9l+LGuQ5sZBGuv3sHnTTjACBIP9hEJBDMMgNTWNnJwcCgsLKSjIJzc3l5ycHHJycsjOzp5yPc718okS7w4m6urqqKuvo7q2hoa6Bnq6uzEMg+SMNJKzfHizUvGdWErJuYtIzknHm5asg+13cXncZJblk1k2etZef/8g3c0d9LR00NPSycYdL/PsX/5Ed2sHoWCIuPg4cvPzKSospKSomIKCAgoKChRoyJh19/VheibwQ8Lt1nrgElX6+/tZfc89OGYuwPQmR7qco2IYBo65S9j7/57gf/7nfzRMRKKW1+slHPAf9fa2bRMKBrQamwDDr4fOzs6RUKKpqemtUGK410R7exuBt15vbncCTkccluXEtt2YRhwOs4wkrwfTiHtn3gkdWR4zwzBwGHE4zDggbdR1boeNbYew7CH8g36q9g2wd882HM4tQIBAYIBwOAhAcnIK2dnZbx3P5JOTk0Nubu7IT1xc9K7wdTB6aU2igYEBamtrR4KJ2rpaamprqa+vp7e7B8M0SE5PIykzjYSMFJJn5rHwtDkkZflIykjF4dJ/17HweOMP6JUBYFs2/ft76G3ppKe1k7bWLqpf3UTfn54dCTTcHg95+XkUFRVRUvRO74yioiKNOZMRoWAQHBN3ltY2TUKh0ITtX+RI/e53vyOAibN0fCYyixTDE485fR4PPvQQ559//nHX7VZig9frxbLC2FYYwzyKFUDs4W0VWhw/AoEADQ0N1NXVjQzhqK4ePvZob28lGBw+a+92e3GYHsJhJ+DGNONwOcrxeD1vDeNQD7RoYBgGhuHCxHVADw14K9QghGX5CQX81NcOUVv9BqZjOxgBQqFBgsHhICoxMZnc3ByKCgspLCokPz+f/Px8ioqKovJkrT6VJ0BfXx979+5l79697Nu3j73VVdRW19DR3j7SYyIpM42EzBSSZ+dx0umVJGX5SExPUTARAYZpkOhLIdGXQu6s0lHX2ZbNwP5eelo76W3tpL21i5ptm+h7/g8jgYY3MZHCokLKSkopKytj2rRpTJs2jczMzKhr8DKxLNsCJvb/3LYPvtydSCQ89fT/QlFFTA4L+VfOkgo6d25h27ZtnHjiiZEuR+QAycnDvZnscADDPPJVquy3zsAqtJh6/H4/VVVV7Nmzh927d7N7915qa2vp6GjDtm3c7nicjvi3QgkPppmA21lBvDsO4+25JeC4OzKcat+pDMPAwIXpcIHjwHbucYLtGQ41rPAQ9bVD1FTvwOHYBkYAv78PywrjdnvIy8untLSEGTPKR1Y7ycrKitixzXH20hx/gUBgZE3hV1/bxo4dO2hvbcPhdOLLyyQpJ53kvHQqTzyN5Jx0kjLTcLqPZTRi7JgKbwSGaeD1JeP1JZM7s2TUdZZl0d/RTU9LB93NHexpbuKVP7xOZ0Mr/oFBvImJzKiYwQlz5zF37lwqKytJSZmYlSUkOiTEJ2APTNzwDSMUjrnufDJ1DQ4OUl9bQ9wZ8yNdyrgwnC7cGdls375doYVEpbe/Q9ghPxxmhZBDsUNDAKSmpo5rXTL5LMtiy5YtbNq0iX/+8//Yt28ftm0RH5eMbceBHYdppuGNz8NhxmFoXokRtm2TlJSEz+ejs3M/tm0fVycZDcOJw+HEwYFzHw4PPwkQtgZpaRqksWEnm154lWCoj2DQjzchkfkL5nPKKSdz6qmnkp09eauFRdVLNxQK8eUvf5nW1lbmzZvHjTfeGOmSDunll1/miSefZOPGjQQCATKLc0kryWXWhe8jrSCL5GwfpuMouu7FuHe/EfT09U7pNwLTNEnKHO41k185feRy27bp7+phf0MrHdVNPP/SP3j8v35NYNDPvPkncM4HP8QFF1yg7sdTUJLXC03BibuDYFATqEnUCAaHX+uGYwq9l5mOkcclEm08Hg9uT9xI+HCk7JAfT1zclJug73hTW1vLTTfdTHV1NW5XKradiDd+7lvLhR5/xx5Hw+fz8etf/5rlyy+lqyOEcUzT204dw8NPPJimB3gn3HQ5bGx3gHC4j5de3MfLL2/j7rvv5hOf+ASrVq2alNqi6pvGc889R0VFBWvWrOHmm29m27ZtzJs3L9JlHeAXDz/MAz/7GdOXnsApV11A7qxSDet4i23ZI28El37iEwQGhvB4j/xsQCwzjHeGmxTMLQeGn5eO2iZqX9nFPT9aw/9u2MCDDzwQ4UplvGVkZGBu3/aet3P6Ugm1tgHgOIIzXuH+fjIyMo66PpHxlJSURKovnYHOVszE2O9FZlsW4a42ysvLI12KyCElJSfTHzq6yTjt0BCJSbE5Ya68Y3gI+h487gJcjjxMUyHUkers7GT58uV0du7HJP+9NzjOvTvMcNo+wlYvfnsnTz/9v5MWWkTVINStW7eyZMkSAJYuXcqWLVsiXNHBdXV14XQ5SS/JJb04V4HFuximMfJG0N3TjTtBXdlh+HlJyc0ga1oBCSlJtHe0R7okmQDZ2dlYve89PCTp1FPwTC8DwLt4bN3QbdvG390zqV3xRA7HMAwuOP88jH2vY1vWxNxH0juh3kSvThKq2kmc282iRYsm9H5EjkW6Lx07OHhU29rBITLSFXzHutNOO41Vq1aRmhaip38zQ4GtDAXeZCjQQDDUSdgamhJDtCeKw+Glt7eXmpoaBvsdU7ZH+Hiw7RChcB+BYCuD/mr8oZ30DW6mf3A7p5yymNWr75q0WqLqaLuvrw+vd3h8TXx8PP39/aOuv/fee7nvvvsiUdoon7vuOnKys3ns14+zaf2zpOdnkzG9gLTCbHyF2aTmZR4381b8q9TcTKrqttPb20vRiTOP2zcCy7Lobe2ks66VrvoWOqsaadlTh8vt4pxzzuGKT14R6RJlAhQVFTHU0UmSZR12YkJHYiIpy86grbYe5xjnOQl392CFQhQVFY1XuSLH7Korr+R/N2yg/7UXcM47Zdzf891zFhGwwoSbanDNmrh5JsKdrYTf2MIXb7pJQ7AkquVkZ1HV2XrQ6wzDCabrnfkL/oUVHCAnO2ciy5NJ4HA4WLFiBZdddhm1tbW8/vrrbN++nddee536+mr6+wcwTQceTyLYbsJhJ6YZh/nWmfLhJUqdx+139HhPCWATDHUQF1cS4Woiy7YtLDuAZQ1h2X4sawgI4HCECYcH8AcGAIOM9AzKpk1j/vx5zJkzh1mzZo1MDDxZoiq08Hq9DAwMAMPLgyYljV7KZdWqVQd0QamoqJi0+t4WFxc36s3ixRdfZOurW9n19+1srnsWG5vUrHSSsnx4M1NJzvaRnD08CWdCWhLmFJhl/VAWfvQMYPis8KKPnRnhaiaWbdsM9Q7Q176fntZOelo66Gvtoq91P/ub2wgGgqRnZlBeXs7SD3yQRTcsYvbs2ZrLYgqbPn06VjhMqHM/rgzfYW9rxnnI+uzVY151IdTeQVJqKj7f4fcrMpm8Xi8/WrOGT3/mM4RMB87Kk8Z1aTwz3kvc4jOx3yMIPBbhzlbCm5/n4xdfwnnnnTch9yEyXnJysjG31x70OsPpJnHuxw7ZBs3wEDk56q03VRiGQXFxMcXFxSPvXbZts3//fmpqaqipqaGxsZGGhkbq6uppaWlh//4uwMY0HbjdCZiGm7DlAMuFYboxjeGft/89FefIME0P3viZU3rePdu2se0Qth0YDiXsALblx7KHAwnDCBIK+wkEhnttuVxuMjMzyc3No7CwgLy8XAoKCiguLqagoACPxxPhRxRloUVlZSWbN29mwYIFvPDCC1xyySWRLumw3v1mcfHFFwPDSw7t27eP6upqamtrqa6poXrzbl6p+38E/H5Mh0lyehqJ6SnEpyeTmJ6KNz1leIWK9BQSUpIwHbEbaiSkJXPqNRdFuoxxYds2/r4B+jq66e/sob+zm76ObgY7eoZXDWnrJOAPYJom2bk5FBUVMWf6PIrOLKK4uJjp06drtZDjTGJiIlm5uQy1tLxnaAEc0UFYsLmFWRUzjqU8kQlRXl7O/ffdxxe/dANDL/bhnP9+DPf4fsGZiMDCtm1CtXsIbfs/Lr10OZ//3OfG/T5ExltWVhamdeiJOA8XGpqWn6ysrIkoS6KEYRikpaWRlpbG/PkHruwUDAZpbW2lra2NtrY2WltbaW1tpampmaamZjo6Ouju3k84HALA6XTjcsZjGC7CYRPst8MNF8a7Ag6D2BtmEWv1wtthRADLDg7/tgIjwYTDYWEYIcLWcBhh28PDNuPjE0hNSyM7O4vc3FxycrLJzMwkKyuLzMxMsrOzSUlJifrnI6pCi3PPPZevfvWrLF++nIqKioM2tmjn8XiYNWsWs2bNGnW5bdt0dnbS2Ng48tPQ2Eh9XT17XtpFe0sboVAI0zRJTEshMT2FuLREEtKSR5bc9PqGww13vOaJGA/hYGgkjOjv6qG/s4eBzh4G9/cy0NlDb8d+goHg8AdAuo/snGwKcvPInz+bvLw88vPzycvLIysrS70nZMTCBQv4a00VzJn13jc+Es2tnHTBh8d3nyLjZM6cOTzyy4f5ytdupOavT+GY/z4cmXmRLuuQ7ICf0Gv/h91Sz8033cgFF1wQ6ZJExiQ3NxcrcHRLa1uBPnJzc8e5IoklLpeL/Px88vMPPfmkbdv09PTQ3t5+wE9LSyutrW10dLSzf/9+gsEAwFs9N+IxDTeW5cSyHKN6bAz/2xOT4cZkeCeMCGBZfmw7ONw7wg7gdFrA6J4RAImJSWRkpJGRkUl2dhZZWZmkp6eTmfnOb5/PR1zc1DhujKojLbfbzZo1ayJdxoQwDIP09HTS09OZO3fuAddblkVnZyfNzc0jPy0tLTQ1N9G0dw87Wlvp7e4BwBMfR5IvhQRfMnFpiXjT3umpMRV6a4yHUb0k3tVTYnB/H4NdvcOX9/QC4ImLIys7i+zsbGblFpEzJ4fs7GxycnLIzc0lMzMTl+v4nKNEjtyihQv5f//cOK7dDq1AgMHGZhYsWDAu+xOZCLm5ufzyFw/x4M9/ztpf/QpncTnOWYvGvdfFsbBtm3BDFdaOFynKz+eOdes0T4zElNzcXAKDfbhs64iGYtlWmMCgQgt5b4ZhkJKSQkpKCtOmTTvsbfv7++no6KC9vX3k99vhRktLC+3tHXR11dM/OHyw7XA4cbneDjcc2JbrrXk2PBhv/55i8228PW/E8PAMP9Zbv4eHaYQIhYdGwgjDMElOTsbnSycrK5+cnGwyMjJGgoiMjAzS09Px+XzH3QnT4+vRRjHTNMnIyCAjI4PKysqD3mZoaIiWlpZRP83NzTTUN7H3pTdpa20jFAximiZJvuEAI96XTGJGKkkZqSRmppGYkUJ8cuKUeDMIDA7R27afvvb99LZ10dexn8GOXvo7u4d7SfgDGKaBz+cjKyeb/Nw8cufMHAkksrOzyc7OJikpaUo8HxIdTj75ZIa+8x28HV1jGiIyFoHaeuLi45kzZ8647E9kojidTj577bWccfrpfPv226n7y5MYFSfiLJoe8fdZq68b6/UXsTqa+ey11/Lxj3/8uPvSJ7EvNzd3+KxsYADDkzjm7ezgALZtk5OjiThl/Hi9Xrxe73uGv4ODgyNDUtrb20eGpjQ1NtPY1ERbWyM9PT28M9+GF9PwEAo5MI244YlEzTgcZtwhJ5qNlLd7SYStwZEJLQ0jgGkG3wokhudrdDpd+Hzp5ORkk5+fT3b28PCMd/+kpaXhcEy9eUTGQ3T9r8thxcXFjcyhcTCWZdHV1UVTUxNNTU00Nw+/EdTV17F3yx5aW1oIh8K43C5SszPwZqaSmJVGcpaP5Jx0UvMyom7oSTgYoqelg+7mDnpaO+lt7aK/tYvulk4G+/oxDANfuo/cvDymFRSQX37iSA+J3NxcDd2QSZeens60GeW07Ksat9AiWFXDKaecog8yiRkzZ87kV7/8Jb/73e/4yU9/Rrh+N8acxThSJ3+5RTsUJPTmq4T2vs4pS5dyw/1ryMuL3qErIoeTmpqKJy4OK9CLeQShheXvwxMXT2pq6nvfWGScxcfHU1RUdNhwIxgM0tbWNtzTvKmJxsZG6usbqK2tpampia6u4UlE3e4EnI6E4VVRjARMMwGHw4tpTGyvaNu2sewhwuF+wlY/huHHMAMEAn2EwyFcLjdZWVnk5xdQXFxIXl4eeXl5IydLY2HeiGimo7kpxDTNkSEoB+utEQ6HaW9vp76+nrq6Ompra6mpq6XmL6/S1NhIOBQmyZdCam4mSbnp+Ipy8BXlkJztm/AVT2zbZrC7j46aJjprm+lubKenqZ39LR1YlkVGViaFRUXMK5pO8ZIiCgsLKSgoICcnJypmtBV5tw+dvYxfPvF7WLzwmPdlh8ME9lazbKWWyZXY4nQ6Wb58OWeffTb33n8/f3j2aVxFM3DOWoDhiZ/w+7dtm3D9Pqw3XiY9JYWv3XUXp5xyyoTfr8hEMgyDnJw8mv19kPTet3+bFeglNzdPB00StVwu18iB/sGGw/r9fhoahkOM2tpaqqqq2bVrF7W1uwgNBvF4EjDwAl6cjmQcZuIxrWZlWQFC4R7C4V5M5yCBQA/hcIiUlFRmTZ9Oefl0iouLR8KYjIwMta8JZNi2bUe6iGNRUVHBrl27Il1GzAuFQtTV1VFVVcW+fft4c/ebvLFrF63NLbg9bjJL80mflk/W9EKyphfidB9bmmlbNp11zbTsrqV9Tz1t+xro7+4lMSmRGRUVzJxRQVlZGWVlZZSUlJCQkDBOj1Rk4jU0NPCxj32MjKtW4Ew9thVk/FU19D/zJ577wx+mzGRKcnzavn073/v+D6iurcGsOBFnyYxxXR713ayeLqztm7C7O/n0p67h0ksv1dxEMmV87Ws38s8dTcTljz0YH2p4maWzc7nzzu9NYGUiky8cDlNXV8fu3bvZvn07L7/8Cvv27cU0HTgdqUACBmMPEyw7hOnoZXBwP4mJycybN5cFC+Yzc+ZMysvL1VspQtTTQoDhM2KlpaWUlpZy5plnjlze3d3Nrl272L59Oy9t2cLfn3+CcDhM3swS0svyMY5iws+epnaaXt/HQF8/06ZPZ8mCEznhkk8ya9YscnJylFJKzMvPz2fGrFk07NxF0imLj2lfgV27Of300xVYSMyrrKzkV798mKeeeop777ufUP1ezHmnYKaMzzAqADscIrRrK8E92znjjDP54hf+g8zMzHHbv0g0KC0tYdNre49oG2d4gLKy0gmpRySSHA4HJSUllJSUsGzZMmB4HsAtW7bwj3/8gx073uBIztF7vQm8730fYenSpZSUlOi4JEootJDDSklJYfHixSxevJirr76aUCjEq6++ysaNG9nxxk6so+ioMz0nj6u+tpwlS5aQmDj28ZgiseTD55/PfQ89hH3ySUf9gWf5AwztqeL8az83ztWJRIZpmnzkIx/hjDPO4O577uG5557CVT4PZ8V8jGMchhjuaMF6dSMp8XHcsmYNixcfW2AoEq2Ki4sh0HtE29j+3kPOiSYy1cTFxbF06VKWLl0a6VJknCi0kCPidDpZuHAhCxce+1h9kals2bJl3LNmDYH6RjyFh14P/XCG3txDckoyixYtGufqRCIrJSWF2269lfPOPZdv3fZtBtsbMRecipl45MOpbMsiuGsrod3buPjii/ncddepZ5JMacXFxfj7e3BaYQzzvSdotq0w/oFuhRYiErMmdnZFEZHjVEpKCqeddhr+HW8c9T5CO3fxkQs/rFVDZMpasmQJv35sPUsqZxP829OEmuuOaHs7MER4059IaK3hh2vWcMOXvqTAQqa84uJibNvC8o+tt4Xl78W27fdcllJEJFoptBARmSAfuegi/Lv3Yg0NHfG2wfYOBhqbufDCCyegMpHokZKSwp3fu4Nr//0zBDc/T3DfjjFtZ/X3EvrHBkrTU3h07VoNB5HjhtfrJTXNh+XvGdPtLX8Pab50vF7vBFcmIjIxFFqIiEyQk046CZ8vncE3dh/xtkPbd7Jg4Ynk5eVNQGUi0cUwDFauWMH3vvc9wjteIrj7tcPe3urvIfTPZ1l8wlwe+OlPyMjImKRKRaJDSUkJ1lD3mG5rDXVTUqpJOEUkdim0EBGZIKZp8tGPfITQjl1HNHO1HQoR2LWbj170kQmsTiT6nHbaaay+6y5Cb2whVHfw1RGGh4Q8zymLFvK9O+7A7XZPcpUikTejfDrGGCfjNAI9zJg+bYIrEhGZOAotREQm0Pnnn89Qaxuh1rYxbzO0twq3w8kHPvCBCaxMJDqdfPLJ3HTjjQRf3YjV3YkdDo36CW/dSGl+Dt/59m04nZpPXI5PZWVlmKExhhbBXsrKyia4IhGRiaNPexGRCZSVlcXik09m++tv4MrOGtM2wR27uOC883QGWY5bF154IZs2v8if/vjkAdfFxcdzx32P4vF4IlCZSHQoKytjqG8/XtvCMA59DtK2Lfz9+xVaiEhMU2ghIjLBPvLhD7Pl27dhn7YU4z3ODId7ehmoqePC73x3kqoTiU633fotrrn6qgOGVvl8PlJTUyNUlUh0KC0txbbCWP5eHHGHXirY8vdiWxalmtNCRGKYQgsRkQn2/ve/H7fTxdDeauIrph/2toM7d1E6bRrl5eWTVJ1IdHI4HDrQEjmEpKQkUtJ8+Ie6Dx9aDHWTmpZOYmLiJFYnIjK+NKeFiMgEc7lcfHDZMkJv7jns7WzbJvzmXi664IJJqkxERGJVWWkp1uD+w97GGtxPWZnCPxGJbQotREQmwbnnnMNgVQ3W0NAhbxNqbWeoo5Nly5ZNYmUiIhKLKmaUYwQPPxmnEeylYoZ67olIbFNoISIyCebOnUtqWhpDe6sOeZuh3XuYO38+6enpk1iZiIjEorKysjGFFpqEU0RinUILEZFJYBgGZ591FuG91Qe93rZtrH01fOjssye3MBERiUllZWX4+/dj29ZBr7etMP6+/ZobRkRinkILEZFJcuYZZzBYU4cVDB5wXbizi8GOTj7wgQ9EoDIREYk1JSUl2JaF5T94bwvL34tta+UQEYl9Ci1ERCZJZWUlcXEeArX1B1znr6qhrLycjIyMCFQmIiKxJjExkdQ0H9ZQ90Gvt/w9pKb58Hq9k1yZiMj4UmghIjJJnE4nSxYvIVBde8B1Vl0Dp73vfRGoSkREYlVxcTHWUM9Br7OGuikuLpncgkREJoB3DCL5AAAQQ0lEQVRCCxGRSbRk8WLsxuZRl9mhEEMNjSxevDhCVYmISCwqnz4NI3Dw4SFGoJfy6dMmuSIRkfGn0EJEZBItWrSIwfYOwn39I5cFm1swMKisrIxgZSIiEmtKSkoww/0Hvc4M91NaWjKZ5YiITAiFFiIikyg/P5+k1FSCTe/0tgg0NjNjZgVutzuClYmISKwpKSkh0N+FbdujLrdtm0D/foqLiyNUmYjI+FFoISIyiQzDYN7cuQTeFVrYLW2ceML8CFYlIiKxqLCwkHAoiB0aHHW5HRwkHApSVFQUocpERMaPQgsRkUlWOXs2RnvXyN+h1nZmzpwZwYpERCQWZWZm4nS5Dlj21PL34nK5tSKViEwJCi1ERCZZRUUFgdY2bNvGGhzE39PDjBkzIl2WiIjEGNM0ycnJO2hokZ2Ti2nqq76IxD69k4mITLKysjKCg4NY/QOEOjpxulzk5+dHuiwREYlBRUWF2P6+UZfZgT6KizU0RESmBoUWIiKTLCsrC5fHQ+/f/0nfi6+QV1iAw+GIdFkiIhKDiosKMUIDoy4zQgMUFRZEqCIRkfHljHQBIiLHG9M0ueaqq9j15psALF26NMIViYhIrMrPz8cMjw4tzHA/BQUKLURkalBoISISAVdeeWWkSxARkSkgLy+P0FDvqC/1oaE+cnNzI1aTiMh40vAQEREREZEYlZOTQ9A/iB0OAWCHgwT9gwotRGTKUGghIiIiIhKjsrOzAbCC/W/9Hhh1uYhIrFNoISIiIiISo7xeL/HxCdiB4dDCDvQTn+AlISEhwpWJiIwPhRYiIiIiIjHMl56OHRwEhntapKdnRLgiEZHxo9BCRERERCSGZWVlYb0VWtjBQbKysiJckYjI+FFoISIiIiISw3Jzc7BDw3NZ2MFBcnM1n4WITB0KLUREREREYlhmRgYOKwCAww6QmaHhISIydSi0EBERERGJYT6fD/Ot0MKw/Ph8vghXJCIyfhRaiIiIiIjEMJ/PhxUcAsAKDim0EJEpRaGFiIiIiEgMS0tLIxgYntMi5B8gLS0twhWJiIwfhRYiIiIiIjEsJSWFcDCAHQ4QDgVJSUmJdEkiIuNGoYWIiIiISAx7O6Sw/L2j/hYRmQoUWoiIiIiIxDCFFiIylSm0EBERERGJYR6PB6fLheXvw+Vy43a7I12SiMi4UWghIiIiIhLj4uO92IF+4hMSIl2KiMi4UmghIiIiIhLjvIlewv1teL2JkS5FRGRcOSNdgIiIiIiIHJtzz/kQmze/xOLFiyJdiojIuDJs27YjXcSxqKioYNeuXZEuQ0RERERERETGmYaHiIiIiIiIiEhUUmghIiIiIiIiIlFJoYWIiIiIiIiIRCWFFiIiIiIiIiISlSZl9ZBQKMRXvvIV2tra8Hg83H333Xi9Xr785S/T2trKvHnzuPHGG+nr6+M//uM/GBgY4IMf/CBXXXXVZJQnIiIiIiIiIlFoUnpa/PGPf6S0tJR169Zx7rnn8l//9V8899xzVFRUsH79enp6eti2bRvr16/noosuYv369WzcuJG2trbJKE9EREREREREotCkhBann34611xzDQDhcBiXy8XWrVtZsmQJAEuXLmXLli28+uqrLFmyBMMwOOmkk9i6detklCciIiIiIiIiUWhChoc8/vjj/P73vx/5e+nSpXzhC1+gtraWxx9/nF/96lfccccdeL1eAOLj4+nv76evr++Ay97t3nvv5b777puIkkVEREREREQkykxIaHHppZdy6aWXjrps37593HDDDXz/+98nKSkJr9fLwMAAAAMDA6MuS0xMZGBggPz8/FH7WLVqFatWrRp1WUVFxUQ8BBERERERERGJsEkZHtLV1cUNN9zAXXfdRXl5OQCVlZVs3rwZgBdeeIF58+aNuuzFF1+ksrJyMsoTERERERERkSg0KaHFo48+SmdnJ7feeiuXX34569ev59xzz2Xnzp0sX74ch8PB/PnzWbFiBU8++SQXX3wxixYtIjs7ezLKExEREREREZEoZNi2bUe6iGNRUVHBrl27Il2GiIiIiIiIiIyzSelpISIiIiIiIiJypBRaiIiIiIiIiEhUUmghIiIiIiIiIlFpQpY8nWxa9lREREREREQkdh1qrsqYn4hTopMmSBV5b2onImOjtiIyNmorImOjthJbNDxERERERERERKKSQgsRERERERERiUoKLUREREREREQkKjluvfXWWyNdhExNS5YsiXQJIlFP7URkbNRWRMZGbUVkbNRWYocm4hQRERERERGRqKThISIiIiIiIiISlRRaHIeeeeYZVq5cycqVK7n++uvp7+8f03Z+v58NGzYc8f11dnbypS99icsvv5xLL72UJ5988oi2f+KJJ474PkUm2u9//3tWrFgx8vemTZu48847x7z9unXr+P3vfz/m26sdyFR0NO3oaD+LRGJBOBzm9ttv5+qrr+bKK68c03v/Rz/60THvv76+ns2bNx9LiSIxZaxt6vLLLx/zMZFMPoUWx5ndu3fzxBNP8PDDD7Nu3TpOPfVU1qxZM6Zt29raePbZZ4/4Pm+++WYuu+wy1q5dy9q1a/njH//ISy+9NObt165de8T3KTIZ9uzZw3//939Pyn2pHchUdaTt6Gg/i0Riwd/+9jc8Hg+/+MUv+MUvfsH69etpb28ft/1v3ryZN998c9z2JxLtJrpNyeRwRroAmVwbNmzg4x//OC6XCxhO5wcHB/nhD3/Ipk2biIuL47vf/S61tbU8/PDDBINBurq6WLNmDY899hibN29mw4YN/Pa3vyU+Pp5Zs2YxY8YMHnzwQQzD4Morr+S8884bub+2tjYAFi1aBIDL5eLzn/88a9euZeHChdxyyy3U1NSQlJTEnXfeyRtvvMFdd92FbdtccsklJCUlUVVVxerVq7niiiu46aabGBoaYtasWdx8882T/wSKvMsnP/lJHnroIc466ywAbNvmpptuora2FrfbzR133EFNTQ2rV6/GNE1+9KMf8dWvfpW3pxK66KKLGBwc5Gtf+xpdXV3k5ORwxx138Nxzz/HLX/4Sy7JYtWoVdXV1VFVV8cgjj3DaaafxrW99i2AwyNlnn80111wTyadA5JgdaTsqKysb+SzKzc3l+9//PrZts3LlSi644IIIPxqRY5OVlcXGjRt5//vfz8KFC3n00Uf55je/ydVXX82MGTO4/vrr+epXv8revXtZs2YNOTk5dHd3A/DKK68c0B5uuOEGWlpacLvd3HPPPaxbt46+vj6WLl3K5s2befLJJ3E4HNxyyy3MnDkzwo9eZPyNtU1JdFNPi+NMe3s7WVlZI387HA7q6+upra1l/fr1fPnLX+b+++8HIBgM8tBDD7F8+XKeffZZVqxYweLFiznvvPMIBoNcd911XHfdddx///2sW7eOdevW8fOf/5yhoaGR/Tc2NpKXlzeqhpycHFpaWnj++efx+XysXbuWf/u3f2PdunU8//zzXHnllTz66KO43W7OOeccSktLueGGG3jggQe44oorWLt2LZZl8fLLL0/OkyZyCCkpKVx++eXce++9APzpT3/C5/Px6KOPcu211/KjH/0IAJ/Px+OPP87TTz/NBRdcwCOPPEJxcTEAv/nNb3jf+97H2rVrmTNnDhs2bOCZZ57hG9/4Bg899BDBYJCVK1dSWlrKFVdcwerVq7ntttt47LHH2Lp1K42NjRF7/CLj4Ujb0XXXXTfyWbR69Wp+/OMf8+ijj/LrX/961OePSCyaM2cOq1at4oEHHuC0005j9erVWJZ1wO1+8pOf8Mgjj3DXXXeNdGn/1/bQ29tLbW0tDz74INdeey09PT2sXLmST37yk6SmprJhwwbWr1/PmjVruOeeeyb7oYpMirG2KYlu6mlxnMnOzqahoYF58+YBEAqF2LlzJ9u2bePyyy8Hhr9AApSXlwPDCWVra+sB+youLqazs5Pc3Fw8Hs/IZdXV1Xz3u98F4Prrr6epqWnUdvX19WRlZbFv3z7+/Oc/88orrxAKhZgzZw6f/exn+eEPf8hjjz3GBz/4wVHb7du3j9dee42f/exn9Pf3c8IJJ7Bw4cJxfHZEjtzFF1/MihUrKCoqoq6ubqRtzZ8/f2To1dsBRX19/cjY47lz5wLvvK6ffvpp/H4/y5YtGwkPW1tb+fjHPz7q/mpqavjmN78JQE9PDw0NDQcEgyKx5kja0bvt2bOH66+/HoCuri7a2tooLCycvMJFxtnu3btZuHAhZ511Fn19fXzhC19gx44dfOpTnwIY6alnWRbJyckAlJWVAQe2h/3793PVVVdx/fXXEx8fz4033jhyP3V1dVRXV3PFFVcAEAgEJu0xikymsbYpiW4KLY4zy5Yt4wc/+AHLli3D6XTy29/+lj//+c8sXbqU2267jerqal588UUADMMYta1hGKMatmEYpKWl0djYiN/vxzAM9uzZQ2Fh4ajx9/fffz8vvfQSixYtIhAIcN9993H11VfT1dXFhz/8YT7zmc+wdetW2tvbeeaZZ/j0pz9NQUEB559/Pp/4xCdG9lNUVMRFF13ECSecwJNPPqlujBIVDMPg5ptv5tOf/jT5+fls27aND33oQ2zdupX8/HwATHO4U1tZWRnbtm2jsrKSXbt2MXv2bIqKiliyZAnnnXcef/nLX0hMTOSpp57im9/8Ji6Xi4svvnjUkKuCggJuvfVWsrOzR/XYEIllR9KO3v1ZVF5ezs9+9jPi4+P58Y9/TGZmZsQeg8h42LhxI11dXXzxi18kMTGRvLw86urq6OjoIBQKUVVVBYDb7aazs5OEhARqamqAA9uDx+OhsbGRBx98kCeffJInnniCvLw8bNsmLy+P2bNn89Of/pTOzk5N9ixT1ljblEQ3hRbHmYqKCs4991xWrlyJYRikp6dz99138+Mf/5iVK1cyMDDALbfcctDE3efzUVtbO2r1D4fDwec+9zkuv/xywuEw1113HV6vd9R2P/jBD7jtttu46667CIfDLF++nCVLlhAOh/n617/OypUrCQaD3HnnnaSmpvL5z3+e5ORkzjnnHBwOByUlJdx+++38+7//O1//+tfp6+sjPT2dc845Z8KfL5GxqKysZNmyZcTHx9PZ2clll12Gw+Hg7rvvZt++fSO3u+SSS7j++ut59tlncbvdzJ49m+XLl3PjjTeybt06XC4X99xzD21tbVx22WUkJiaOrKyQkJDAAw88wBe/+EW+8pWvMDg4SEVFxUgPKZFYN9Z29O7PolWrVvGpT32KwcFBzjjjDOLi4iL4CESO3YoVK/jP//xPPvrRj+L1elm0aBF33HEH3/rWt8jNzR0Z4nvDDTdwzTXXkJWVNdJD9l/bQ2ZmJm+++SaXXHIJ8fHxfOc736G7u5ubbrqJk046iVNOOYXLLruM/v5+Vq1aFcmHLTJhxtqmJLoZtvrEiIiIiIiIiEgU0kScIiIiIiIiIhKVFFqIiIiIiIiISFRSaCEiIiIiIiIiUUmhhYiIiIiIiIhEJYUWIiIiIiIiIhKVFFqIiIiIiIiISFRSaCEiIiIiIiIiUUmhhYiIiIiIiIhEpf8PczzGrWzzO8sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with sns.color_palette('mako_r'):\n", " grafico = sns.catplot(x='Região', y='Óbitos', kind = 'violin', data=covid_regioes_diarios_px)\n", " grafico.ax.set_xlabel(''); grafico.fig.set_size_inches(17,6)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "paleta_atual = sns.color_palette() # Obter a paleta de cores sendo utilizada\n", "# Caso haja interesse em guardar este valor, tomar cuidado para não rodar este comando\n", "# enquanto outra paleta esteja sendo utilizada" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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gfU/NUH35SqebhGPooQPollu3SXXWU0xGe916T+zkp61/fkSgA4iL27ZJdbfKPBntdds9sRtrB9yNIXcAnsMqc2c4cXgP4kegA7BVrGa3juzYkNCwjefkOCRekNcOeAFD7gBsY1fxlaCvMndSENcOeAU9dMDD7Oj9Joqdw+L0FJ0VGpCjcHQ099tl6KEDHuX20qN2L6Bya0+RPdpwCoEOeJAXtg8lY1jcbavM3f4hC/7GkDvgQV5YFBa0YXFW3sNp9NABD/LKojC3DovbgT3acBo9dMCDvNT7DcoCKjv2aLt50SPchx464FFu7P0GeUFYy4csc32ZrFhMRijUqw9ZzMejpwh0wMPctCiMAErchywvLHqE+9gW6FdddZUGDjw61FRcXKznnntOpmmqoKBAM2bM0J49e3TPPfcoFotp2rRpmjBhgl1NAWAzAui4RHzIYj4ep8KWOfTdu3frkksu0YoVK7RixQpVVlZq0qRJWr16td5++23t3btXpaWlmjNnjsrKyrRq1So1NDTY0RQASeCFVfdeQs10nApbAv2DDz5QVVWVioqKNH/+fG3btk2jR4+WYRjKz89XZWWltm/frhEjRigcDis3N1fV1dV2NAVAEhBAieWlRY9wD1uG3M844wzdfvvtGj9+vObPn6/y8nJ9//vflySlp6ervr5ezc3NMgyj9Zppmu2eY/HixVqyZIkdzQPQiVNd1JboBWFw56LHZCMHesaWQI9Goxo2bJgk6fLLL9fHH38s0zSVkZEh0zSVk5OjPn2ODw60fK+t4uJiFRcXn/S8AOzR20VtBFDiuWnRoxPIgZ6xZch9+fLlWrt2rSRp06ZNGj58uCoqKiRJGzduVF5ennJzc7V161Y1NjaqqqpKQ4YMsaMpAOKQqCpnQdlzDriRLYFeVFSk9evX68Ybb1Rtba1uuOEGvfbaa5oyZYpGjhyp7OxszZo1S08++aQKCwtVWFiocDhsR1MAxIFFbYD32TLknpmZqRdeeKHdtRO/HjhwoFauXGnHywPooZ6Uko13nj3IRWYAJ1BYBkDci9rinWenyAyQfAQ6AEndL2qLt3gMRWYAZ3A4C4BWXS1qi3eenfl4wBkEOoC4xFs8hiIzgDMIdABxiad6WctCuLRLJ1HlDEgy5tABxK2refYTF8KlXTpJpw0dSZEZIEkIdAA90lH1so4Wwh3e8HP1vfRrhDmQJAy5A+g1FsIBziPQAfQaC+EA5xHoAHqN4z4B5zGHDiAhOG0NcBaBDiBhgn7cJ+AkhtwBAPABAh0AAB8g0AEA8AECHYBnxGp268iODYrV7Ha6KYDrsCgOgCdwxjrQNXroAFyvXWnZw/WyzFqZ68voqQNt0EMH4HpdlZZlm1zwhHKG9urxRuppMsJpXf9MemavXsMJBDoA12spLWu1uUZp2eCK7f6gV49PHZqvlAH++9thyB2A61FaFugePXQAnkBpWaBrcQX6Rx99pPnz5+vAgQP66le/qmg0qksvvdTutgFAO5SWBToX15D7d7/7Xd13330Kh8MaP368nnjiCbvbBSBJ2u7tZp834F1x9dCbmpo0ZMgQGYahgQMHKhKJ2N0uAEnQdm+3YrGjF0Mh9nkDHhRXD/1f/uVf9OMf/1ifffaZVqxYobPPPtvudgGw2Yl7u9V4+Og/9nkDnhRXoH/ve99TVlaWLrroIlmWpYULF9rdLgA262hvd1st+7wBeENcQ+4PP/ywFi1a1Pr1HXfcoWeffda2RgGwX0d7u9tinzfgLV0G+ssvv6yf/OQnqqmp0caNGyVJhmHowgsvTErjANinZW+3ub5MViwmxY711kMpMkIh9nkDHtNloF9//fW6/vrr9eqrr2ry5MnJahOAJDlxb7ck9nkDHhXXkHu/fv30m9/8Ro2NjXryySc1c+ZMFRUV2d02AElw4t5ughzwprgWxf34xz/WyJEj9fLLL+uXv/ylfvWrX9ndLsBW7LcG4Ddx9dBTUlIUi8WUlZWltLQ0HTx40O52AbbhXG0AfhRXD33UqFGaNm2abrzxRn3ve9/T2LFj7W4XYAvO1QbgV3H10GfPnq077rhDn3zyib7zne8oIyPD7nYBtuBcbfhRrGa3mmo+VsqAQfwdB1hcgf7GG2/omWeeUUNDg8aPH6+srCzNmDHD7rYBCce52vAbppDQIq4h99LSUv30pz9V//79dfvtt+vnP/+53e0CbMG52vATppDQVlw9dMuydNppp8kwDIXDYfXt27fbx7zzzjt66aWXtGDBAt11110yTVMFBQWaMWOG9uzZo3vuuUexWEzTpk3ThAkTev1GgHh5/VxthlfRgikktBVXoF999dW65ZZbtGvXLt15550aM2ZMlz/f3NysxYsX66yzztLq1as1adIkTZw4UbfeeqsmTJig0tJSzZkzRxdccIGmT5+ugoIChcPhhLwhIB5ePVeb4VW0xRQS2oor0GfOnKkvf/nLqq6u1rnnnqvzzz+/y59fu3atxowZo/fff1/btm3TpEmTZBiG8vPzVVlZqe3bt2vevHkyDEO5ubmqrq7WsGHDEvKGAL9qN7wqyZJkri9T2vCrPPnhBL13YvleSvYGW5eBfv/995907c0335SkTk9cq6urU3l5uR588EG9//77qquraz0/PT09XfX19WpubpZhGK3XTNM86XkWL16sJUuW9OzdAC5g15A4w6voiNenkLpCDvRMl4HeUr+9rKxMo0aN0ogRI/S///u/rQe1dOT555/XN77xjdbAjkQiMk1TGRkZMk1TOTk56tPn+Fq8lu+dqLi4WMXFxe2uRaPR+N8Z4AA7h8QZXkVnvDqF1B1yoGe6XOU+atQojRo1SnV1dbrpppuUl5enwsJC1dTUdPqYLVu26JlnntGcOXNUUVGhYcOGqaKiQpK0ceNG5eXlKTc3V1u3blVjY6Oqqqo0ZMiQxL4rwAF2rzhmhT6ArsQ1hx6LxbRu3Trl5eVp8+bNCoVCnf7sihUrJEm7du3S448/rhtvvFF33323li9frnHjxik7O1uzZs1SSUmJTNNUUVERC+LgC8kYEvfz8GqysEsAfmVYlmV190OffPKJli1bpurqap1zzjm66667HKkWF41GVVVVlfTXBeIRq9mtfU/NaF20JklGJEtnzF52UnAQKs5gl4D3RaNRVS5b1KvnSB2ar5QB/puqiquH3tTUpBtvvLH1688++4zyr8AJ4l1xTKg4g10C8Lu4Av3BBx+UYRhqbm7W3/72Nw0cOLB1aB3Acd0NiRMqzmGXAPwurkBftmxZ6/9vmqbmzp1rW4MAr+tqxbFfQsWLUwbsEoDfxRXobR0+fFgfffSRHW0BfM8PoeLVKQOKsMDv4gr0sWPHyjAMWZaltLQ03XTTTXa3C/Alr4eK16cM2CUAP4sr0MvLy+1uBxAYXg4VP0wZ+LUIC9BlYZldu3bprrvuUiwW06ZNm3TllVfq2muvVWVlZbLahwCI1ezWkR0bAnXkY2hAjsLR0Z4LlpYpg7a8NmUA+FWXPfT58+dr6tSpCoVCWrhwoRYuXKghQ4bo/vvv14svvpisNsLHvDofG1RenzIA/KzLQG9oaNCYMWO0b98+7d27V5deeqkkqbGxMSmNg795fT42qLw8ZQD4WZeB3lJE7g9/+IMuueQSSUfD/LPPPrO/ZfA9P8zHBhXz0ID7dBnoo0aN0vTp0/X3v/9dP/rRj7Rr1y7Nmzev9RQ2oDf8sIULANyiy0D/1re+pauvvlr9+/fXGWecoY8++khTpkzRV77yFUnSoUOHlJ6enpSGwn+Yj/UGLxaRAYKo221r5513Xuv/P3jwYA0ePLj1629+85sqKyuzp2UIBC/OxwYp4Fi0CHhHjyvFtRXHQW1At7w0HxukgGPRIuAtXe5D745hGIlqB+B67QLucL0ss1bm+jLf7p/vatEiAPfpVaADQRK0gKOIDOAtvQp0htwRJEELuJZFi0YkS0rLkBHJYtEi4GI9mkO3LEsffvhh60K5SZMm2dIowI2CuCrfi4sWgaCKK9CXLFmis846S//4xz+0efNmDRw4UAsWLNCUKVPsbh/gKkEMOC8tWgSCLK4h97feekuFhYXatGmTysrKtHu3PxcBAfHw6sEqAPwtrkC3LEt/+MMfdO655+rTTz/V/v377W4XAADogbgCfebMmXrllVc0a9YsrVq1Snfeeafd7QIAAD0Q1xx6QUGBUlNTtW7dOp1//vkaP3683e0CPC9IFeUAOC+uQF+0aJFqa2s1YsQIrV+/Xu+8847mzZtnc9MA7wpSRTkA7hBXoP/pT3/SqlWrJEnXX3+9CgsLbW0U4GWUTAXghLjm0JuamlrPQK+trbW1QYDXBa2iHAB3iKuH/u1vf1vXX3+9+vXrpwMHDujBBx+0u12AZ3HOOwAnxBXo4XBYv/71r7Vv3z71799fb775pt3tAjwriBXlADivy0B/6623VFlZqVdffVWTJ09uvf7LX/5SY8aMsb1xgFcFsaIcAGd1Gehf+MIXtHfvXoXDYQ0cOFCWZckwDD3++OPJah/gWYkumco2OABd6TLQDxw4oMmTJysnJ6fd2eeHDh2yvWGAW7ghSNkGl3hu+L0CidRloL/55ps6//zz9eqrr570vfz8fNsaBbiFG4KUbXCJ54bfK5BoXQb6bbfdJklauHChqqqqtHPnTuXm5rYenwr4mVuCtKttcAR6z7nl9wokWtzHp27ZskX/9m//ptWrV2vMmDGaOXOm3W0DHOWWIGUbXGK55fcKJFpcgf7WW2/ppZdekiQ1NzfrhhtuINDhe24JUrbBJZZbfq9AosUV6J/73Of06aef6swzz9Rnn32m7Oxsu9sFOM5NQco2uMRx0+8VSKQuA33s2LEyDEOHDh3S+PHjNXjwYO3atUv9+/dPVvvgUkFZIeymIE30Nrggc9PvFUiULgO9vLxckrR9+3Y9/PDDOnDggAYNGqRHHnkkKY2DOwVthTBB6k/8XuE3cR3OsmDBAj355JN6/fXX9fTTT2vBggVd/nxdXZ2+8Y1vqLCwUEuXLlVdXZ1mzpypG264QcuWLZMk7dmzR0VFRZo6darWrVvX+3eCpGi3QvhwvSyzVub6MsVqdjvdNAAItLgCvbm5WYMHD5YknXPOOUpJ6Xrq/bXXXlNBQYHWrFmjd999V6tXr9akSZO0evVqvf3229q7d69KS0s1Z84clZWVadWqVWpoaOj9u4HtOEkMANwp7kVxixcv1kUXXaQtW7Z0uyhu2rRpisViamhokGma2rZtmyZNmiTDMJSfn6/Kykpt375d8+bNk2EYys3NVXV1tYYNG5aQNwX7sEIYANwprkBftGiR1qxZo/Xr1+vcc8/VokWLun1MfX29rrvuOuXm5qqurk6RSESSlJ6ervr6ejU3N7eWk01PT5dpmu0ev3jxYi1ZsqSn7wc2Y4UwgGTpLAdCOUN79bxWU6OaauIbVTTSMxWKZPXq9ZIlrkBPTU3VtGk9W/R0+umn6/XXX9ePfvQjLVu2TKZpKiMjQ6ZpKicnR336HB/tb/leW8XFxSouLm53LRqN9qgNsIdbVggHZaU9EFSd5UBs9wdJa0Pq0HzJI4Ee1xx6T7344ot64403JB3tfd96662qqKiQJG3cuFF5eXnKzc3V1q1b1djYqKqqKg0ZMsSOpsAmoQE5CkdHO3pYyb6nZqh2+QPa99QM1ZevdKQdAOAWtgT6tddeqxdffFE33nijduzYof/8z//Ua6+9pilTpmjkyJHKzs7WrFmz9OSTT6qwsFCFhYUKh8N2NAU+xEp7ADhZXEPuPZWdna3/+q//anfthRdeaPf1wIEDtXIlvSr0HLW4AeBktvTQATu1rLRvi5X2AIKOQIfntKy0NyJZUlqGjEgWK+0BBJ4tQ+6A3dyy0h4A3IJAh2dRixsAjmPIHQAAHyDQEbdYzW4d2bHBt9vD/P7+APgbQ+6Ii9+PTPX7+wPgf/TQ0S2/F3Lx+/sDEAwEOrrl9yNT/f7+AAQDgR4gpzpH7PdCLn5/fwCCgTn0gOjNHLHfj0z1+/sDEAwEegC0myOWZEky15cpbfhVcYeW3wu5+P39AfA/Aj0AEnWYid8Lufj9/QHwN+bQA4A5YgDwPwI9ADjMBNa658kAABisSURBVAD8jyH3gGCOGAD8jUAPEOaIvSFWs1tNNR8rZcAgfl8A4kagA72Q6PClBC2AU0WgA6co0eGbiO2FAIKLRXHAKbCj/jslaAH0BoEOnAI7wpfthQB6g0AHToEd4cv2QgC9wRw6cArsqv/O9kIAp4pAB06RXeHL9kIAp4JAB3qB8AXgFsyhAwDgAwQ6AAA+QKADAOADBDp6LFazW0d2bOhVERUAQGKxKA49Qq1xAHAneuiImx3lTrt6LUYBACB+9NARt67KnSZy6xajAADQc/TQA6Y3Pd9k1BpP5igAAPgJPXSf6uic7t72fO0qd9pWskYBAMBvCHQf6ii404ZflZCztu2uNd4yCmC1ucaJYwDQPQLdZ9oNWet4cPfJ6Jewnq+d5U6TMQoAAH5EoPtMZ0PWkuGZni8njgFAzyU80Ovq6jR79mwdPnxY/fv31/z58/Wd73xHpmmqoKBAM2bM0J49e3TPPfcoFotp2rRpmjBhQqKbEVidDVmHh1zoqZ4vh550r6N1Em7lpbYCXpXwQH/ppZf0la98Rdddd52eeeYZ/fSnP9WkSZM0ceJE3XrrrZowYYJKS0s1Z84cXXDBBZo+fboKCgoUDocT3ZRA6mrIurueL//Rdbe2v5/D7/3OM1v72IYIJEfCA33q1Kmt4RyLxfT8889r3bp1MgxD+fn5qqys1Pbt2zVv3jwZhqHc3FxVV1dr2LBhiW5KYHUV3J31fPmPrru1/f1IfaRYo9R4WNKpL3BMhs7WdLixrYDXJTzQMzIyJEnbtm1TRUWFhg0bpkgkIklKT09XfX29mpubZRhG6zXTNE96nsWLF2vJkiWJbl5g9GTImv/outuJv5+OuHVrX2drOhp2VqoPo0HoBjnQM7YUltm8ebMeffRRPfPMM4pEIq2BbZqmMjMz1afP8Zc1TbP1Q0BbxcXFqqqqavcP9uhq7zec19Hv50RuXeCYMmCQTvrPTKxJdT/7oWqXP6B9T81QfflKR9oG9yMHeibhgb5z504tWLBApaWlys7OVl5enioqKiRJGzduVF5ennJzc7V161Y1NjaqqqpKQ4YMSXQz0APJqADnNW6qJd/R70epaTLSM6W0DBmRLNcucDz83u+OTg+0SDk6HWcdOkglQCDBEj7kvnTpUh08eFBz5syRJN10001as2aNli9frnHjxik7O1uzZs1SSUmJTNNUUVERC+Icxt7v9ty2nqCz30/a8CtdvbWvZaqgZa5fktQnJB2bbmuRrOkCFn3C7wzLsqzuf8wdotEoQy42itXsdnVAJEOsZrf2PTWj3Xy1EcnSGbOXOX5PvPb7ObJjg2qXPyAdrj9+MdxXhmHIOnL8WjLur9s+pOHURaNRVS5blLTXSx2ar5QB3hitpLAMWrH32z215DvqTXrt99NhTYTUVKVdMkmHN/zc9tGglntohFJZ9IlAINCBNtxQS94vvcnOpgoiY4vU99Kv2Tra0G6bnyUp1tDu+27dFQD0BoEOtJGI9QS9mav12xbCzmoi2Dna0PE2v/bz9kFf9Al/ItCBE/Smlnxve9duGfJPpGRPFXS4zS8lVUpJkdQn8Is+4V8EOtCBUwmhRPSu3TDk73Ud3sPT0pV180KpuckziwqBnrKlsAzgdnbsM09EgZ6WIX8jkuX6PeZu1dk9DOderHB0NPcSvkUPHYFj16KzRPWuOT6297iHCCICHYFi56KzRBbo8doWtWQWbYn3tbx2D4HeItARKHYvOutpz9AP1cuSuc3OL1v6ADsQ6OiUH8LmRMlYdBZvz9AP4ZTMbXZ+29IHJBqBjg75IWw64pa69X4Jp2Rus/Pjlj4gkQh0nMQvYdMZNyyY6kk4uXmkJJnb7OJ5LTffK8BuBDpOEoSekNMLpuINQrePlCRzxKO713L7vQLsRqDjJBQ3sV88QeiVkZJkjnh09lpeuVeAnQh0nMQt88x+110QemmkJJkjHh29lpfuFWAXAh0dcsM8cxB0FYR2j5T4ab6ZUSWAQEcXnJ5nDjo7R0r8Nt/MqBJAoAOuZsdIiV/nmxlVQtAR6IDLJXqkxM/zzYwqBUMoZ2jSXstqalRTTfwHLNnBSM9UKJLV7c8R6EDAMN8Mr4vt/sDpJiRV6tB8KY5A5/hUIGA4ohXwJ3roQAAx3wz4D4EOBBTzzYC/MORuk1jNbh3ZsUGxmt1ONwUAEAD00G3gtz2+XuenAioA0BkCPcF6useXsLEXH64ABAWBnmA92eNL2NjLrwVUAKAjzKEnWMse37Y62uPbLmwO18sya2WuL2POPYG6+nAFAH5DoCdYvHt8CRv7xfvhCgD8gCH3BGk7Fx7PHt+eVOtinv3UcGAHgCAh0BOgs7nwroIj3rBhnr13KKACICgI9F7qzcKrzsKmpUduhFJZ1JUAFFABEAQEei/19uSqE8OmbY9clqRYwyk/NwAgOAj0XkrkyVUn9vaPPVu7n2FRFwCgI6xy76VEnlzVUW9fKalSWl9OxQIAdIkeegIkauFVh73909KVdfNCqbmJRV3dYDcAgCAj0BMkEQuvOlv5Hs69OEGt9C92AwAIOgLdZZK1zcpPvVlKvAKAzYG+cOFCXXLJJcrPz9ddd90l0zRVUFCgGTNmaM+ePbrnnnsUi8U0bdo0TZgwwc6muN6JAWtnEPmtN9vbnQYA4Ae2LIqLxWKaO3euXn/9dUnS6tWrNWnSJK1evVpvv/229u7dq9LSUs2ZM0dlZWVatWqVGhoaunlW/6ovX6l9T81Q7fIHtO+pGaovX2nba/mxhjwlXgHAxkCfOHGiJk+eLEnatm2bRo8eLcMwlJ+fr8rKSm3fvl0jRoxQOBxWbm6uqqur7WiK6yU7YP1YQz6ROw0AwKtsGXIPh8O64oorVFlZKUmqq6tTJBKRJKWnp6u+vl7Nzc0yDKP1mmma7Z5j8eLFWrJkiR3Nc5VkDxcnct+8m1DiFfCfoORAoiRlH3okEmkNbNM0lZmZqT59jr+0aZrKyMho95ji4mJVVVW1++dHyR4u9nNvNjQgR+HoaF+8FwDByYFEScoq97y8PFVUVGjChAnauHGjJk+erNzcXG3dulV5eXmqqqrSkCFDktEU13HiRDB6swDgP0kJ9KKiIt19991avny5xo0bp+zsbM2aNUslJSUyTVNFRUUKh8PJaErckrmty4mA5cASAPAXw7Isq/sfc4doNJqUIZfutnX5aQ83AHhJNBpV5bJFTjcjqVKH5itlQPfTsBSWOUF3RUr8toc7UfiQAwDOItBP0N22LiqSnYwPOQDgPE5bO0FXq857uoc7VrNbR3Zs8HTRlu74sVANAHgRPfQTdLfqPN493EHptVJ2FQDcgUDvQGerzuPdYtbbw0K8NB/t10I1AOA1BHonOtvWlTb8KvWJ9Jf6SOFzL+zwZ3rTa01kzz4ZHwyc2EcPADgZgd4D8YbtqfZaE3kMaDKH/ClUAwDOY1FcnHqy+OtUy6sm6uAUJxaqUXYVAJxFDz1OPR1GP5Vea6Lmo1moBgDBQw89TqdyiEpPe62JOjiF88EBIHjooccpWYu/EjEfzUI1AAiewAd6T1aCJ2vxVyIOTmGhGgAES6AD/VRWgnvplDIvtRUA0DuBnUPvaCV4/evLKVkKAPCkwAZ6RyvBdeig6tf/lzMNAgCgFwIb6CkDBqmjt3+kspxeOgDAcwIb6KEBOTrtwrEnXbcsq8tCLok6QS0IJ7EBAJIn0IviMsZPV8O2clmHDrZe62q/dqLKqQblJDYAQPIEtocuHduvffXNMtIzpXCajPTMTvdr97acakuPvOHPmzk/HACQcIHuobewLEnWsf/brvDqcb0pp3rwF8/q0Ftrj76AYUgxyrICABIr0IHe0uvW4WND7o2HW083i+3/hxr++ieFz7lA4dyLT7nO+sFfPKtD68u6/BnKsgIAeivQgd5Zr7u27CE1ffS+JMmUlDrsMvW/7akel1ON1ezWobdeOfkbfVJlhMOyZFCWFQCQEIEOdCOUevIIu2W1hnmLxvffUcOfN/e4nGpTzcfqcAg/nKqsmU9IzU2UZQUAJERgA71lpbliDZIMKSVVxmnpShk8TI3b3z3hpy01/u3/KZx7cY/KqaYMGCQjlHpCpBtKv+x6hXMvTswbAQBAAV3l3m7FelOjJEtKSVHWzQsVGXtjB48wlPr5vNbHxrt/vN1xqKf1lZEWUd9xNylz4u2JfUMAgMALZA+9qeZjWQ2HTrjYJDU3KRwdrdRhl6nx/Xd0dLjcUOqwyxTOvfiU9o9z6hkAIBkCGehGKFVqamh/salR6nP0dvS/7Sk1/HmzGv/2/5T6+TyFcy9u36vX0ahvWRHfXUhz6hkAwG6BDHQr1iilpB4bbj8mJVVqs+I9nHtxa5Af2bFBzbWfnvI+dAAA7BbIQE8ZMEhGuK+sptrWa8Zp6SftBW87xC71kWKxdt9n/zgAwC0CGeiSdNrwMTqy7XeyLKvDveAnDrFLklKPloft7DEAADglcIHe2utuapBkKTzscmVOuP2kYO7wvPRQijL+z2yFTh/AAjcAgKsEKtA76nU3VP5W5pn/qsyJd7T72c5KvYbPvZAgBwC4TqD2oTfVfHysZ97e4bdfOWlfebs95GkZMiJZDLEDAFwrUD30lAGDjp52dgLLsjpcrc4ecgCAVwSqhx4akKP0y6ecdN1ISe10tXpoQI7C0dGEOQDA1QIV6Ic2/VoNH2yU+oSOX0xNYygdAOB5gRlyr1lQqOZP/nryN1JSlTb8ymQ3BwCAhApED/3Qpl93HOaSdGz+HAAAL3Osh97U1KR77rlHn3zyiYYPH66SkhLbXst846VOv0e1NwCAHzjWQ//Nb36jaDSq1atX67PPPtN7771n22vFPn6/0+8xfw4A8APHeuiVlZX6yle+Ikn60pe+pC1btmj48OGt31+8eLGWLFliezsiY4tsfw0AQM91lgOpQ/MdaI1zjPTMuH7OsUCvq6tTJBKRJKWnp6u+vr7d94uLi1VcXNzuWjQaPbUXM0KSFev4OgDAlTrLgZQBTJN2xLEh90gkItM0JUmmaSozM75PIKfi7B++06PrAAB4jWOBnpeXp4qKCknShg0b2g232+Hsp/94vEduhI5+DQCATzg25P7Vr35Vc+fOVWFhoaLRqC688ELbX5MeOQDArxwL9HA4rKefftqplwcAwFcCUVgGAAC/I9ABAPABAh0AAB8g0AEA8AECHQAAHyDQAQDwAQIdAAAfINABAPABAh0AAB8g0AEA8AECHQAAHyDQAQDwAccOZzlV0WjU6SYAABKkqqrK6Sb4hmFZluV0I5IpGo3yB9QJ7k3HuC+d4950jPvSOe6NfRhyBwDABwh0AAB8gEAHAMAHQvPmzZvndCOSbfTo0U43wbW4Nx3jvnSOe9Mx7kvnuDf2CNyiOAAA/IghdwAAfCAwQ+5NTU2aM2eOysrK9Oc//1mXX365001y1MKFC9XU1KSzzjpLs2bN0ksvvaSDBw/qoosu0p49e/Stb31LL7/8stLS0jR06FCnm2u7uro63XHHHXr55Zf1+9//Xpdffrluv/32wN8X6ei9uf3227Vq1Srt379f0WiUv5k23nnnHT3xxBO64ooruC9tXHXVVVq/fr1effVVDRw4UA8//DD3xm5WQPzP//yP9eMf/9iyLMu6//77rW3btjncImc0NTVZ9957r3XVVVdZ5eXl1nPPPWf9/Oc/t5qbm62ZM2dan3zyifXwww9bmzZtso4cOWJNnTrVOnLkiNPNtt3zzz9vrV271rIsy3r66ae5L22sWLHCWrNmjWVZlnXzzTdzb9qIxWLW1KlTreLiYu5LG7t27bJKSkpav+beJEdghtwrKytbF2J86Utf0pYtWxxukTNisZgmTpyoyZMnS5K2bdum0aNHyzAM5efnq7KyUtu3b9eIESMUDoeVm5ur6upqh1ttv6lTp2rixImSjt6j559/nvtyzLRp03TdddepoaFBpmnyN9PG2rVrNWbMGEn8b6mtDz74QFVVVSoqKtL8+fO5N0kSmECvq6tTJBKRJKWnp6u+vt7hFjkjHA7riiuuaP26o/vS3NwswzBar5mm6UhbkykjI0PhcFjbtm1TRUWFhg0bxn1po76+Xtdee63OPPNM/maOqaurU3l5ua699trWr7kvR51xxhmt0zSSVF5ezr1JgsAEeiQSaf2DMU1TmZmZDrfIHTq6L336HP+zME1TGRkZTjUvqTZv3qxHH31UzzzzDPflBKeffrpef/11nX/++Xrvvfe4N5Kef/55feMb32gNJf5mjotGo60jF5dffrnGjBnDvUmCwAR6Xl6eKioqJEkbNmzQ8OHDHW6RO7S9Lxs3blReXp5yc3O1detWNTY2qqqqSkOGDHG4lfbbuXOnFixYoNLSUmVnZ3Nf2njxxRf1xhtvSDrak7r11lu5N5K2bNmiZ555RnPmzGkd1eG+HLV8+XKtXbtWkrRp0yYNHz6ce5MEgdmH3tDQoLlz52rPnj2KRqN69NFHnW6SoxYvXqy8vDyNGDFCd999tw4cOKBx48Zp1qxZ2rVrl0pKSmSapoqKinTdddc53Vzb3X///dq8ebOys7MlSTfddJPWrFkT+PsiSf/85z81d+5cNTc36+yzz9b999+vkpIS7s0xu3bt0uOPP67HHnuM/y0dc/DgQc2ePVtHjhzRueeeq9mzZ+vee+/l3tgsMIEOAICfBWbIHQAAPyPQAQDwAQIdAAAfINABAPABAh0AAB8g0AEA8AECHejC2LFjT7q2dOlSbd++XXv27NEf/vCHXr/GH//4R1166aXat29f67Wbb75Zu3bt6vFzlZSU6I9//GPcP19bW6tf//rXPX4dAO5DoAM9dNttt+mLX/yi3n33XVVWVibkOS3L0vz58xPyXD2xY8cO/e53v0v66wJIvBSnGwC4RUNDg0pKSvSPf/xDhmHowQcf1KFDh3TnnXfqk08+0WWXXabi4mKVlJRo8uTJWrp0qRoaGjRy5Eg1NjZqyZIlCoVCuuCCC/TAAw/oN7/5jV544QUZhqHLLrtMd955Z6evfeWVV2rv3r0qLy9vNypw4MABzZ07V6ZpKjU1VY899pgk6fbbb1dmZqauu+46paWlaenSpTrzzDNVW1vb+rj777+/9cCQ+fPnyzAMfec731Fzc7PC4bB+8IMfaOnSpdqxY4d+8Ytf6LzzztP8+fPVp08fDRkyRPPmzWutUw7A/Qh04Jg1a9bo85//vJ566in99a9/1b333qtDhw7poYce0llnnaUZM2Zox44drT9/2223affu3brkkkt0zTXXaM2aNerfv7/uu+8+lZeXa926dbrjjjv05S9/WS+99JIsy+oyIB999FHNnDlT+fn5rddKS0tVUFCgKVOmaMOGDfr+97+v++67T/v379fPfvYzpaSk6JprrtErr7yitLQ0FRYWSpKee+45XXPNNfra176mN998U4sXL9aVV16p7OxszZ8/X5s3b9aBAwd022236dVXX9XEiRNVWFioH/zgBxo0aJB+8IMf6Fe/+pX+4z/+w74bDiChCHTgmL/85S+tveNzzjlH+/fv16BBg3T22WdLOnqQzc6dO0963L59+9SvXz/1799fknTxxRerurpa9913n0pLS7V06VKNHDlSzc3NCoVCnb5+Tk6OioqKtGjRonZtuv7661uf95FHHpEkDR48WCkpKaqpqVG/fv1aT6r693//d0lSdXW1Nm3apFdeeUXNzc3q37+/rrjiCv3lL3/RbbfdpoyMDN13333tXv/DDz/UAw88IEk6dOiQsrKyen4TATiGOXTgmHPPPVdbt26VJP31r39VJBLRrl27tG/fPjU3N2vbtm36whe+0PrzhmHIsiz1799f+/fv1/79+yUdPV1q8ODBWrt2re68806tWrVKW7Zs0YcffthtG6ZNm6adO3e2jgS0bVPL80pqPXqyX79+2rdvn/bv36/m5ma9//77rY/75je/qRUrVui+++7T2LFjtXHjRmVnZ2v58uUaO3asVq9e3foeWh7zwx/+UCtWrND06dM1YsSIRNxWAElCDx04ZurUqSopKdHXv/51NTY2at68ebr77rv18MMP65///Keuvvpq5ebmtv78F77wBT333HMaPny4HnroIX3zm9+UZVn64he/qIKCAoVCId1yyy3q16+fBg4cqPPOO6/bNhiGoe9973v62te+Jkn61re+pZKSEr366qsdLpxLSUnRI488oltuuUX9+/dXampq6+MeeOABLVu2TA0NDXrkkUf0uc99Ts8++6xWrlyp1NRUffe731UkEtF7772nl19+WQ899JBmz56thoYGZWVl6Yknnkjg3QVgN05bAwDAB+ihA0ny8ssv67//+79Pul5aWqpIJOJAiwD4CT10AAB8gEVxAAD4AIEOAIAPEOgAAPgAgQ4AgA8Q6AAA+MD/B0br66cd6sXAAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_palette('icefire_r')\n", "_ = sns.jointplot(x='obitos_Nordeste', y='obitos_Sudeste', data = covid_regioes_diarios, height=7)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "sns.set_palette(paleta_atual) # Voltar para a paleta padrão" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" }, "latex_metadata": { "affiliation": "Departamento de Computação Científica / UFPB", "author": "Gustavo Oliveira e Andréa Rocha", "date": "Julho de 2020", "title": "Aula 8A - Visualização Gráfica de Dados" }, "rise": { "enable_chalkboard": true, "footer": "UFPB - CI - DCC", "header": "Gustavo Oliveira / Andrea Rocha", "theme": "sky" } }, "nbformat": 4, "nbformat_minor": 4 }