{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Formatação de gráficos com *matplotlib*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vamos começar refazendo os gráficos que fizemos anteriormente com o método **plot** dos *DataFrames* e *Series* utilizando as funções do **matplotlib.pyplot**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "O **matplotlib** transforma os dados em gráficos através de duas componentes: **figuras** (por exemplo janelas) e **eixos** (uma região onde os pontos podem ser determinados por meio de coordenadas). Se temos uma figura bidimensional, tipicamente os eixos são *x*-*y*, mas podemos ter coordenadas polares também. Se temos uma figura tridimensional, os eixos tipicamente são *x*-*y*-*z*, mas também podemos ter coordenadas esféricas, cilíndricas, etc.\n", "\n", "Como as figuras são determinadas pelas posições no plano ou no espaço, utilizamos com mais frequência os **eixos** de um objeto do **matplotlib**." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt # Aqui utilizaremos a biblioteca matplotlib" ] }, { "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": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IdadePesoAltura
Ana2055162
João1980178
Maria2162162
Pedro2267165
Túlio2073171
\n", "
" ], "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": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
coluna_1coluna_2coluna_3
2020-01-01-0.4160921.8103641.0
2020-01-02-0.1379702.5785202.0
2020-01-030.5758270.0608663.0
2020-01-04-0.0173671.2995874.0
2020-01-051.384279-0.3817325.0
2020-01-060.549706-1.3087896.0
2020-01-07-0.282296-1.6889797.0
2020-01-08-0.989730-0.0281218.0
2020-01-090.275582-0.177659NaN
2020-01-100.6851320.502535NaN
\n", "
" ], "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('06b-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" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
casosAcumuladoscasosNovosdescartadosrecuperadosobitosAcumuladosobitosNovosLetalidade
data
2021-02-0319451910542349021492484096140.0211
2021-02-021934658672343661492424082140.0211
2021-02-0119259810142342151492354068120.0211
2021-01-311915841104234198148856405680.0212
2021-01-3019048010652336981487224048120.0213
\n", "
" ], "text/plain": [ " casosAcumulados casosNovos descartados recuperados \\\n", "data \n", "2021-02-03 194519 1054 234902 149248 \n", "2021-02-02 193465 867 234366 149242 \n", "2021-02-01 192598 1014 234215 149235 \n", "2021-01-31 191584 1104 234198 148856 \n", "2021-01-30 190480 1065 233698 148722 \n", "\n", " obitosAcumulados obitosNovos Letalidade \n", "data \n", "2021-02-03 4096 14 0.0211 \n", "2021-02-02 4082 14 0.0211 \n", "2021-02-01 4068 12 0.0211 \n", "2021-01-31 4056 8 0.0212 \n", "2021-01-30 4048 12 0.0213 " ] }, "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": 10, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Unnamed: 0regiaoestadomunicipiocodufcodmuncodRegiaoSaudenomeRegiaoSaudedatasemanaEpipopulacaoTCU2019casosAcumuladocasosNovosobitosAcumuladoobitosNovosRecuperadosnovosemAcompanhamentoNovosinterior/metropolitana
00BrasilNaNNaN76NaNNaNNaN2020-02-2592101471250000NaNNaNNaN
11BrasilNaNNaN76NaNNaNNaN2020-02-2692101471251100NaNNaNNaN
22BrasilNaNNaN76NaNNaNNaN2020-02-2792101471251000NaNNaNNaN
33BrasilNaNNaN76NaNNaNNaN2020-02-2892101471251000NaNNaNNaN
44BrasilNaNNaN76NaNNaNNaN2020-02-2992101471252100NaNNaNNaN
\n", "
" ], "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": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_BR = pd.read_excel(\"06b-HIST_PAINEL_COVIDBR_18jul2020.xlsx\")\n", "covid_BR.head()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráfico de Linhas" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots() # Este comando cria uma figura com um eixo\n", "ax.plot(df_exemplo.index, df_exemplo['coluna_1'], label = 'Primeira Coluna') # Inserimos a linha relativa à coluna 1\n", "ax.plot(df_exemplo.index, df_exemplo['coluna_2'], label = 'Segunda Coluna') # Inserimos a linha relativa à coluna 2\n", "ax.plot(df_exemplo.index, df_exemplo['coluna_3'], label = 'Terceira Coluna') # Inserimos a linha relativa à coluna 3\n", "ax.set_xlabel('Data') # Rótulo do eixo x\n", "ax.set_ylabel('Valor') # Rótulo do eixo y\n", "ax.set_title(\"Gráfico do df_exemplo\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 12, "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() # Este comando cria uma figura com um eixo\n", "ax.plot(df_exemplo.index, df_exemplo['coluna_1'], label = 'Primeira Coluna', \n", " color = 'red') # Inserimos a linha relativa à coluna 1, definimos a cor vermelha\n", "ax.plot(df_exemplo.index, df_exemplo['coluna_2'], \n", " label = 'Segunda Coluna', linewidth=6.0) # Inserimos a linha relativa à coluna 2 e aumentamos a grossura da linha\n", "ax.plot(df_exemplo.index, df_exemplo['coluna_3'], label = 'Terceira Coluna') # Inserimos a linha relativa à coluna 3\n", "ax.set_xlabel('Data') # Rótulo do eixo x\n", "ax.set_ylabel('Valor') # Rótulo do eixo y\n", "ax.set_title(\"Gráfico do df_exemplo\")\n", "ax.legend()\n", "fig.autofmt_xdate()" ] }, { "cell_type": "code", "execution_count": 13, "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": [ "covid_PB.index = pd.to_datetime(covid_PB.index)\n", "covid_PB_casos_obitos = covid_PB[['casosAcumulados', 'obitosAcumulados']].sort_index()\n", "fig, ax = plt.subplots() \n", "ax.plot(covid_PB_casos_obitos.index, covid_PB_casos_obitos['casosAcumulados'], label = 'Total de Casos', \n", " color = 'red') \n", "ax.plot(covid_PB_casos_obitos.index, covid_PB_casos_obitos['obitosAcumulados'], \n", " label = 'Total de Óbitos', color = 'black')\n", "ax.set_xlabel('Data') # Rótulo do eixo x\n", "ax.set_ylabel('Total') # Rótulo do eixo y\n", "ax.set_title(\"Casos e Óbitos de COVID-19 na Paraíba\")\n", "ax.legend()\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Podemos alterar a apresentação das datas utilizando o subpacote *dates* do *matplotlib*." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import matplotlib.dates as mdates" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "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.plot(covid_PB_casos_obitos.index, covid_PB_casos_obitos['casosAcumulados'], label = 'Total de Casos', color = 'red') \n", "ax.plot(covid_PB_casos_obitos.index, covid_PB_casos_obitos['obitosAcumulados'], label = 'Total de Óbitos', color = 'black')\n", "ax.set_xlabel('Data') # Rótulo do eixo x\n", "ax.set_ylabel('Total') # Rótulo do eixo y\n", "ax.set_title(\"Casos e Óbitos de COVID-19 na Paraíba\")\n", "ax.legend()\n", "ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "fig.autofmt_xdate()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Vamos agora alterar o formato dos números do eixo *y*. Para tanto iremos definir uma função para realizar a formatação e utilizaremos a função *FuncFormatter* do subpacote *matplotlib.ticker*." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from matplotlib.ticker import FuncFormatter" ] }, { "cell_type": "code", "execution_count": 17, "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": [ "def inserir_mil(x, pos):\n", " return '%1i mil' % (x*1e-3) if x != 0 else 0\n", "fig, ax = plt.subplots() \n", "ax.plot(covid_PB_casos_obitos.index, covid_PB_casos_obitos['casosAcumulados'], label = 'Total de Casos', color = 'red') \n", "ax.plot(covid_PB_casos_obitos.index, covid_PB_casos_obitos['obitosAcumulados'], label = 'Total de Óbitos', color = 'black')\n", "ax.set_xlabel('Data') # Rótulo do eixo x\n", "ax.set_ylabel('Total') # Rótulo do eixo y\n", "ax.set_title(\"Casos e Óbitos de COVID-19 na Paraíba\")\n", "ax.legend()\n", "ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "fig.autofmt_xdate()\n", "ax.yaxis.set_major_formatter(FuncFormatter(inserir_mil))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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
..................
2020-07-1410628.023925.033718.02740.03122.0
2020-07-1510693.024272.034246.02870.03285.0
2020-07-1610790.024645.034857.02975.03421.0
2020-07-1710911.024902.035374.03104.03560.0
2020-07-1810972.025194.035732.03199.03675.0
\n", "

145 rows × 5 columns

\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", "2020-07-14 10628.0 23925.0 33718.0 2740.0 \n", "2020-07-15 10693.0 24272.0 34246.0 2870.0 \n", "2020-07-16 10790.0 24645.0 34857.0 2975.0 \n", "2020-07-17 10911.0 24902.0 35374.0 3104.0 \n", "2020-07-18 10972.0 25194.0 35732.0 3199.0 \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 \n", "... ... \n", "2020-07-14 3122.0 \n", "2020-07-15 3285.0 \n", "2020-07-16 3421.0 \n", "2020-07-17 3560.0 \n", "2020-07-18 3675.0 \n", "\n", "[145 rows x 5 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_regioes = 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')['obitosAcumulado'].groupby('data').sum()/2\n", " #Obs.: Utilizamos @ na frente do nome da variável para utilizar o valor da variável no query.\n", " #Obs.: Dividimos por 2, pois os óbitos estão sendo contados duas vezes, \n", " #uma para quando codmun == nan e outra quando não é nulo\n", " temp_series.name = 'obitos_' + regiao\n", " covid_regioes = pd.concat([covid_regioes, temp_series], axis=1)\n", " \n", "covid_regioes.index = pd.to_datetime(covid_regioes.index)\n", "covid_regioes" ] }, { "cell_type": "code", "execution_count": 19, "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() \n", "ax.plot(covid_regioes.index, covid_regioes['obitos_Norte'], label = 'Norte') \n", "ax.plot(covid_regioes.index, covid_regioes['obitos_Nordeste'], label = 'Nordeste') \n", "ax.plot(covid_regioes.index, covid_regioes['obitos_Sudeste'], label = 'Sudeste') \n", "ax.plot(covid_regioes.index, covid_regioes['obitos_Sul'], label = 'Sul') \n", "ax.plot(covid_regioes.index, covid_regioes['obitos_Centro-Oeste'], label = 'Centro-Oeste') \n", "ax.set_xlabel('Data') # Rótulo do eixo x\n", "ax.set_ylabel('Total de Óbitos') # Rótulo do eixo y\n", "ax.set_title(\"Óbitos de COVID-19 nas regiões do Brasil\")\n", "ax.legend()\n", "ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n", "ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n", "ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n", "fig.autofmt_xdate()\n", "ax.yaxis.set_major_formatter(FuncFormatter(inserir_mil))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráfico de Colunas e de Linhas" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Óbitos de COVID-19 nas regiões do Brasil até o dia 18/07/2020')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "covid_Regioes = covid_BR[['regiao','obitosNovos']].groupby('regiao').sum().query('regiao != \"Brasil\"')/2\n", "fig, ax = plt.subplots()\n", "ax.bar(covid_Regioes.index, covid_Regioes['obitosNovos'])\n", "ax.yaxis.set_major_formatter(FuncFormatter(inserir_mil))\n", "ax.set_ylabel('Total de Óbitos') # Rótulo do eixo y\n", "ax.set_title(\"Óbitos de COVID-19 nas regiões do Brasil até o dia 18/07/2020\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Podemos inserir o total de cada região em cima do retângulo correspondente. Para tanto, utilizaremos a seguinte função disponível na página do *matplotlib*:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def autolabel(rects):\n", " \"\"\"Attach a text label above each bar in *rects*, displaying its height.\"\"\"\n", " for rect in rects:\n", " height = rect.get_height()\n", " #ax.annotate('{}'.format(height), #antigo\n", " ax.annotate('{:.0f}'.format(height), #Modificamos para apresentar o número inteiro \n", " xy=(rect.get_x() + rect.get_width() / 2, height),\n", " xytext=(0, 3), # 3 points vertical offset\n", " textcoords=\"offset points\",\n", " ha='center', va='bottom')" ] }, { "cell_type": "code", "execution_count": 22, "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": [ "covid_Regioes = covid_BR[['regiao','obitosNovos']].groupby('regiao').sum().query('regiao != \"Brasil\"')/2\n", "fig, ax = plt.subplots()\n", "plt.ylim(0, 40000) # aumentamos o limite da coordenada y\n", "retangulos = ax.bar(covid_Regioes.index, covid_Regioes['obitosNovos'])\n", "ax.yaxis.set_major_formatter(FuncFormatter(inserir_mil))\n", "ax.set_ylabel('Total de Óbitos') # Rótulo do eixo y\n", "ax.set_title(\"Óbitos de COVID-19 nas regiões do Brasil até o dia 18/07/2020\")\n", "autolabel(retangulos)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Para realizarmos os \"plots\" agrupados das barras devemos realizar 5 \"plots\" distintos, um para cada barra.\n", "\n", "* Cada plot sofrerá uma translação (exceto o do meio).\n", "\n", "* Iremos reduzir a largura de cada barra." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "covid_Regioes = covid_BR[['regiao','obitosNovos']].groupby('regiao').sum().query('regiao != \"Brasil\"')/2\n", "largura = 0.3" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "retangulo1 = ax.bar([-2*largura], covid_Regioes.loc[['Norte'],['obitosNovos']].to_numpy()[0], largura, label='Norte')\n", "retangulo2 = ax.bar([-largura], covid_Regioes.loc[['Nordeste'],['obitosNovos']].to_numpy()[0], largura, label='Nordeste')\n", "retangulo3 = ax.bar([0], covid_Regioes.loc[['Centro-Oeste'],['obitosNovos']].to_numpy()[0], largura, label='Centro-Oeste')\n", "retangulo4 = ax.bar([largura], covid_Regioes.loc[['Sudeste'],['obitosNovos']].to_numpy()[0], largura, label='Sudeste')\n", "retangulo5 = ax.bar([2*largura], covid_Regioes.loc[['Sul'],['obitosNovos']].to_numpy()[0], largura, label='Sul')\n", "ax.yaxis.set_major_formatter(FuncFormatter(inserir_mil))\n", "ax.set_ylabel('Total de Óbitos') # Rótulo do eixo y\n", "ax.set_title(\"Óbitos de COVID-19 nas regiões do Brasil até o dia 18/07/2020\")\n", "autolabel(retangulo1); autolabel(retangulo2); autolabel(retangulo3); autolabel(retangulo4); autolabel(retangulo5)\n", "plt.ylim(0, 40000) # aumentamos o limite da coordenada y\n", "plt.xlim(-1, 1.3) # Limites que iremos utilizar na coordenada y\n", "plt.xticks([], []) # Remover os \"ticks\" no eixo x\n", "#plt.xticks([0], ['Região']) # Se quisermos incluir o rótulo \"Região\" na posição 0 do eixo x\n", "ax.legend(title=\"Região\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Para empilharmos as barras manualmente devemos utilizar o argumento **bottom**:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "largura = 0.25\n", "obitos_norte = covid_Regioes.loc[['Norte'],['obitosNovos']].to_numpy()[0]\n", "obitos_nordeste = covid_Regioes.loc[['Nordeste'],['obitosNovos']].to_numpy()[0]\n", "obitos_centro_oeste = covid_Regioes.loc[['Centro-Oeste'],['obitosNovos']].to_numpy()[0]\n", "obitos_sudeste = covid_Regioes.loc[['Sudeste'],['obitosNovos']].to_numpy()[0]\n", "obitos_sul = covid_Regioes.loc[['Sul'],['obitosNovos']].to_numpy()[0]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "retangulo1 = ax.bar([0.5], obitos_norte, largura, label='Norte')\n", "retangulo2 = ax.bar([0.5], obitos_nordeste, largura, label='Nordeste', bottom = obitos_norte)\n", "retangulo3 = ax.bar([0.5], obitos_centro_oeste, largura, label='Centro-Oeste', bottom = obitos_norte + obitos_nordeste)\n", "retangulo4 = ax.bar([0.5], obitos_sudeste, largura, label='Sudeste', bottom = obitos_norte + \n", " obitos_nordeste + obitos_centro_oeste)\n", "retangulo5 = ax.bar([0.5], obitos_sul, largura, label='Sul', bottom = obitos_norte + \n", " obitos_nordeste + obitos_centro_oeste + obitos_sudeste)\n", "ax.yaxis.set_major_formatter(FuncFormatter(inserir_mil))\n", "ax.set_ylabel('Total de Óbitos') # Rótulo do eixo y\n", "ax.set_title(\"Óbitos de COVID-19 nas regiões do Brasil até o dia 18/07/2020\")\n", "plt.xticks([], [])\n", "#plt.xticks([0], ['Região']) # Se quisermos incluir o rótulo \"Região\" na posição 0 do eixo x\n", "plt.xlim(0,1)\n", "ax.legend(title=\"Região\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.arange(len(df_dict_series.index))\n", "largura = 0.25\n", "fig, ax = plt.subplots()\n", "retangulo1 = ax.bar(x - largura, df_dict_series.Idade, largura, label='Idade')\n", "retangulo2 = ax.bar(x, df_dict_series.Peso, largura, label='Peso')\n", "retangulo3 = ax.bar(x + largura, df_dict_series.Altura, largura, label='Altura')\n", "autolabel(retangulo1); autolabel(retangulo2); autolabel(retangulo3)\n", "plt.ylim(0,200)\n", "plt.xlim(-0.5,6)\n", "ax.set_ylabel('Valor')\n", "ax.set_title('Características')\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(df_dict_series.index)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.arange(len(df_dict_series.index))\n", "largura = 0.25\n", "fig, ax = plt.subplots()\n", "retangulo1 = ax.bar(x, df_dict_series.Idade, largura, label='Idade')\n", "retangulo2 = ax.bar(x, df_dict_series.Peso, largura, label='Peso', bottom = df_dict_series.Idade)\n", "retangulo3 = ax.bar(x, df_dict_series.Altura, largura, label='Altura', bottom = df_dict_series.Idade + df_dict_series.Peso)\n", "plt.xlim(-0.5,6)\n", "ax.set_ylabel('Valor')\n", "ax.set_title('Características')\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(df_dict_series.index)\n", "ax.legend()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "* Para construir os gráficos de barras procedemos de maneira análoga ao que foi feito acima.\n", "\n", "* Substituímos o método **bar** por **barh**\n", "\n", "* Caso haja interesse deve modificar a função autolabel, alterando a altura, *height*, pela largura, *width*." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráfico de Setores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Neste caso devemos modificar o *DataFrame* para conter percentuais (ou pesos).\n", "\n", "* Vamos usar os parâmetros: \n", "\n", " * **autopct** que adiciona o percentual de cada \"fatia\".\n", "\n", " * **shadow** que adiciona sombra\n", "\n", " * **explode** que separa fatias selecionadas" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IdadePesoAltura
Ana0.1960780.1632050.193317
João0.1862750.2373890.212411
Maria0.2058820.1839760.193317
Pedro0.2156860.1988130.196897
Túlio0.1960780.2166170.204057
\n", "
" ], "text/plain": [ " Idade Peso Altura\n", "Ana 0.196078 0.163205 0.193317\n", "João 0.186275 0.237389 0.212411\n", "Maria 0.205882 0.183976 0.193317\n", "Pedro 0.215686 0.198813 0.196897\n", "Túlio 0.196078 0.216617 0.204057" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dict_series_pct = df_dict_series.copy()\n", "df_dict_series_pct.Idade = df_dict_series_pct.Idade/df_dict_series_pct.Idade.sum()\n", "df_dict_series_pct.Peso = df_dict_series_pct.Peso/df_dict_series_pct.Peso.sum()\n", "df_dict_series_pct.Altura = df_dict_series_pct.Altura/df_dict_series_pct.Altura.sum()\n", "df_dict_series_pct" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figs, axs = plt.subplots(1,3, figsize=(22,7)) #1 linha3 e 3 colunas de \"plots\"\n", "axs[0].pie(df_dict_series_pct.Idade, labels=df_dict_series_pct.index, autopct='%1.1f%%', shadow=True)\n", "axs[0].axis('equal') # Igualando os eixos para garantir que obteremos um círculo\n", "axs[0].legend(loc = 'upper left')\n", "axs[0].set_title('Idade')\n", "axs[1].pie(df_dict_series_pct.Peso, labels=df_dict_series_pct.index, autopct='%1.1f%%', shadow=True)\n", "axs[1].axis('equal') \n", "axs[1].legend(loc = 'upper left')\n", "axs[1].set_title('Peso')\n", "axs[2].pie(df_dict_series_pct.Altura, labels=df_dict_series_pct.index, autopct='%1.1f%%', shadow=True)\n", "axs[2].axis('equal') \n", "axs[2].legend(loc = 'upper left')\n", "_ = axs[2].set_title('Altura') #Atribuímos a uma variável para não termos saída" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
obitosNovosexplodir
regiao
Centro-Oeste0.0466540.0
Nordeste0.3198340.1
Norte0.1392880.0
Sudeste0.4536130.0
Sul0.0406110.0
\n", "
" ], "text/plain": [ " obitosNovos explodir\n", "regiao \n", "Centro-Oeste 0.046654 0.0\n", "Nordeste 0.319834 0.1\n", "Norte 0.139288 0.0\n", "Sudeste 0.453613 0.0\n", "Sul 0.040611 0.0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "covid_Regioes_pct = covid_Regioes/covid_Regioes.sum()\n", "covid_Regioes_pct['explodir'] = covid_Regioes_pct.index.map(lambda regiao: 0.1 if regiao == 'Nordeste' else 0)\n", "covid_Regioes_pct" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAI/CAYAAADZWMWIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd5xcVf3/8ddne8rOpAeSQJCSSBlgQUoEIZTQCYKCaNSA6BcsP1TsgjIoiA2xgF1gIRQRRJciggQIvROXNimQnpBGNtmU3Snn98e5ayabmU1yt9wt7+fjkUd25pbzmZk7dz733HM/15xziIiIiEh0SqIOQERERKSvU0ImIiIiEjElZCIiIiIRU0ImIiIiEjElZCIiIiIRU0ImIiIiEjElZLLDzOwEM3vCzLT9iIiIdABTHTLZEWZWBjwDfNw5NyfqeERERHoD9XD0cGbmzGzP7Zw3aWbT2tOecy7jnDukUDK2rfWb2etmNrE97YexI++R9A5m9l0z+3Pe4w+Y2Qoz+3/BtGO7IIZuv92Z2RQzeyjvcafEbGbfNLObu7JXPar9jUhYvSohM7N5ZrbRzBrN7F0zu9HMBkYdV74gxuOjjiMMMzvPzOrNbIOZLTOz35nZoO1d3jm3r3PusWBd7U4Ou4KZ7WxmfzGzpWa2zszeMrMrzGxAMN3M7BtmNjvY9haY2Y/NrDKY/h0zm1FgvcPMrNnM9gve1yfzprVsx+vMbI2ZPW1mF7X1Y2ZmFWZ2V7Csa/1DZGaDzKzWzJYH/5Id9R6FZWaPmdmm4Pu60sz+bmY7d8S6nXM/cs59Nu+po4GPAe8HjsH38nZLwXcjHbwvjWb2ppl9pDPacs7d6pw7ob3rMbOJZraoyLSTgYOA851zuQ5oa7dgG295f941s/vMbFL+fPn7mxBt/NHMUmaWM7PzWk0zM7vSzBabWUOwHe/bap5RLe+HmQ0xs3vMbL2ZzTezT+TNNyXvdTQG+1ZnZge3Wt8sMxsX7GteC/YN75jZNwq8N48G63kr/7fGzE41syeDfcoyM/uTmVXnTa80sxvMbG0w/ZIw752E16sSssDpzrmB+B3AIcBlO7oC86flJI+ZfQ34CfANIA4cDowFHjaziihj6yxmNgT/w90PmOCcqwYmAYOAPYLZfg38H/BpoBo4GTgWuDOYfgvwQTN7X6vVnwvUO+deK9L86UF7Y4EfA98C/rKNkJ8EPgksKzDtWqA/sBtwKPApMzt/G+vrCl8Kvq97AgOBn3dGI865a5xz051zX3TOTXLObeyMdjrQX51zA4P35ivANDMbWWjG7r6/cs79yzl3rnMu28GrHhS8PwcADwP3tE6e2mEm8AXg5QLTzgY+A3wIaNlH3NJqnlOAB4O/rweagZHAFOB3LQlckBAPzPusvwC8nd+ume0BlDjnZgGG39cMBk4CvmRm5+a1ezvwCjAUuBS4y8yGB9PiwJXAKGBvYAzws7xlk8Be+H3OMcA3zeykNt8l6VjOuV7zD5gHHJ/3+GfAfcHfcfwP2lJgMX7DLA2mnQc8hf/RWg1cGTz/OeBNYB3wBnBQ8Pwo4G5gBfAOcHFem0n8j/HNwXKvAx8Ipt0C5ICNQCPwTWAisKjY68D/eD4DrAlivw6oyJvXAXsWeT/eBzwexPFwsOy0vOmHA08H654JTCyynlgQ7zmtnh8ILAc+k/fa7wL+GrT5MnBA69eF35E0A+lgvTPz3te64DOYA3wub9lDgReBtcC7wC/a2A6+EbxXS/A7zv+9R0Al/kd/QbCe3wP9iqznSqAevzMsNH0vIAsc2ur5XYAm4Njg8UPA91vN83zLdoPf/p4sth3nvf4csN92fA8Wtf4sgZXAIXmPvws8UWT53YL3bGrwPq0ELm0VS8FtEv+DcW2wXTQA/y0WM/AY8Nm8x18AXs97XAJ8G5gLrMJ/r4bkTf80MD+Y9j22/N4k2XJbn4z/Lq4J2t07b1pb3+eO2u7i+H3CiiDmy9rYrraIPXhuOfDB4O+JwWf8LXzyfQv+B/q+YP3vBX+PyVv+PPwP/brgNU4psu21tT85n837w7eBC4PnB+D3aTn897kxeE/b/PwKrP9z+O/9avx+YNQ2ts+yVs9/PfiMSlp/j9jGfrSNmJ4Ezmv13LeAO/Me7wtsajXP34GzgvemGRiXN+0W4MdF2nsUuLzVcxcDvy4y/6+B3wR/j8Pvd6rzpj8BXFRk2bPwB4UtjxcDJ+Q9/iFwx7beI/3ruH+9sYcMADPbBX+U8krwVC2QwR+J1wAnAPmnNA7D72RGAFeZ2dn4HeOn8QnJZGBVcNroXnwCMxo4DviKmZ2Yt67JwB34npQ6/Jcf59yn8D9wpzt/RPTT7XgpWeCrwDBgQtDeF7bzbbgNeClY9of4H1gAzGw0cD8+6RiC35ndnXc0le+DQBV+J/M/zrlG4F/4XqMWZwB/C9Z5G/APMytvtdyDwI/Y3AtwQDDpdvwPzSjgo8CPzOy4YNqvgF8552L43qk7KSA4ovt6ENNe+AQw30/wO64D8dvCaOD7hdYVLPt3V/w0y3H4ZPr5Vq9vIfAsm9+XWuBTeTGOD9q/vch6txK0sQh/VB6Wtfp7v23MfyQwHv86v29mewfPt7VNngAchX+PB+FPE67aZmBmQ/E/EPljEy8GPow/3TgKn2hcH8y/D/BbfI/DzviEZ3SRdY/Dv9dfAYYDDwD3Bqd5t/V97qjt7jdBjLsHr+fT+ASnTcHpsVOBCvxBYYud8N+xsfge2hLgxuDxrvgE6bpgHQPwP9wnO9/r+kHg1W21XcBy4DT8/vB84FozO8g5tx7fM7zEbe7tWUIbn1+B13kscDVwDv7znI/fh+6Iv+P33+MLTGvPfrS1O4A9g1OI5fj9aktvGMFzR+EPgscBWed7t1rMxCdxWzCzscFyN7eadAp+X916fsPvD14PntoXeNs5t25bbQWOalnWzAbjP6OZ27msdIaoM8KO/Ic/ImrEHwXNx++w++G7ipvI6wkBPg48Gvx9HrCg1br+DXy5QBuHFZj3O8CNwd9J4D950/YBNraKMb8XbyJt9JAVaP8rwD15jwse0eJ3yhlgQN5ztxEceeOP8m4p8JqnFljXJ4FlReL5MfBw3mt/Nm9aCf5o9EOtXxdb92Dsgt9p5h/dXQ3cFPw9A7gCGLaNbeAG8o4+8TtEh0++DFgP7JE3fQLwTpF1zabI0WUw/bL819tq2h3An4K/++N7WFp6OK4C/pk373lso4cseP5Z8nqq2oirUA/ZNPwPVnXwXswFmoosv1vwnuX3sDwPnLutbRJ/unYWvve1YA9Q3nKPARvwPWkOnyTsmjf9TeC4vMc743tVy/BJ9O150/rjeyK22r7wvWf5PRol+N6AiWz7+9wR210pfv+zT970C4HHiqwrGbyWNcH7kwW+mTd9YjC9qo14DgTeC/4eEKzrI7TqDS6w7RXtISvQxj8I9pEU3o8V/fwKrOsvwE/zHg8M5t2tje2zdQ9ZVfD8EW19j1pvs9t4jYV6yCrwibrD72PfAd6XN/044JHg7w/Rat+J7wnc6rMPttPHWj3XH39As9VnHWyXM4HK4PGnaLU/wu9rbiqw7CR8gjwueLxL8HqqWs0zb3u2Bf3rmH+9sYfsw865Qc65sc65Lzg/VmQsUA4sDQY0rgH+gD+aarGw1Xp2wf9otTYWGNWynmBd38UnfS3yx/BsAKrCjvMIjsLuCwZZrsX3LA3bjkVH4XfI6/Oem9/qdZzd6nUcid9ptrYSGFbkNewcTG/xv/fR+Z6llh6v7Yl3tdvy6G4+m3s9LsD/yL1lZi+Y2WltrCf/s8x/zcPxO7iX8l7zg8Hzhayi8PvRYmUb0//3vjjnNuB7DT8dHNVOwfea7ajRwGoz2zV/IPB2LnsxvtdkNvBPNvdGtqX1djwQ2t4mnXPT8T0z1wPvBoOjY23F5ZyLA/vjT7uNyZs2Fj8uqOWzehOfnIyk1eccvMfFeuJGkbcdBNvlQvz7ua3vc0dsd8PwP+LzW00v2KMXuDPYj/XH98x92swuzJu+wjm3qeWBmfU3sz8Eg8bX4hPJQWZWGuwDPgZchN8H3m9m72+j7YLM7GQze9bMVgfv0ym0vS9q6/NrrfVn1Ij/PNt6j1prmXd1gdjD7kcLuRw/PnkXfBJ4BTDdzPoH00/B98KC7yBovf3H8Kd9W/s0W+8XjgOezv+sg9fzpWD+U51zTTvSlpkdjj84/6jb3HPXmDf/tuKUTtIbE7JCFuKPUIcFO7lBzrmYcy6/O9YVWGYPtrYQ36MyKO9ftXPulO2MpXU76/FJAgBmVsqWCcLvgLeAvZw/bfJdtjz1VMxSYHBwuqLFrq1exy2tXscA59yPC6zrGfz7d1b+k8G6TwYeyXt6l7zpJfgf2CUF1tn6fVgCDMm/6ieIdzGAc262c+7j+CT6J/jBqgPY2tL8GNjyNa/EJyX75r3muPODaQv5D3CmFb+6cTqwi5kdmv9kcLr8cLZ8X2rxp2Mm4Xup7iuyzoLM7BD8D86TzrkFbsuBwNvknFvtnJvinNsp2O5L8L1eYbS5TTrnfu2cOxh/umMcfmzVtuKrx58+vz5IWsFvoye32karnHOL8Z/z/5I3M+uHH8hcyBJ8ctAyr+G3kcVs4/vcgdtdOj8G8rbtbXHOzcMPDTg9/+lWs30Nf6rusOAzOarl5Qbr+LdzbhL+QOEt4E/b03YL81cN340ffznSOTcIn3S0fFat44G2P7/WWn9GA/Cf53a9R4Ez8adVUwWmhd2PFnIAfrjFIufLAN2EP5jYJ5ief4pxFlBmZnu1Wv71vMeY2RH4pPSuVm1tdbrSzD6DH5t3nHMu/6DqdWD3VvvQLdoysxr8MJrPOOf+t39yzr2H34YPKLasdL4+kZA555biB1ZfY2YxMysxsz3M7Og2Fvsz8HUzOzgYx7FncI7/eWCtmX3LzPqZWan50gWHbGc47+LHkbSYhe9BOzUYe3AZfuB5i2r86a7G4Kj289v5mufjByNfEYyVOZItd+jTgNPN7MTgNVSZv3R9TIF1NeCPAn9jZieZWbmZ7Ybv9VnEllcYHWxmZwW9aV/BJ3LPFnkfdmtJdpwfd/U0cHUQy/743olbAczsk2Y2POjdWBOso9BVW3cC55nZPsER6+V5ryOH/yG61sxGBOsdbVuO/8v3C/xRYm3w2bfM/wsz2z84uvw9cKuZHR68j/vif7j+45z7T966ngji/iN+oGxzkTa3EGyvp+FPgU4LEpdi81aaWVXwsCJ4Hy2YtoeZDQ1iPBk/7ujK7YmhgKLbpJkdYmaHBdvyemAThT+nQmrxic/k4PHv8eM5W9774WZ2RjDtLvz2+0HzV/leQfEf2DuBU83suCCur+G3y6fZxve5g7a7bDD9KjOrDl7PJfjv4DYF38mTaPvHsRp/sLHG/NXB/2vfzEaa2eQgyWnC94bs6BWPFfj90gogE2xD+eUy3gWGmlk877m2Pr/WbgPON7MDg+TvR8BzQTLapuD1fQn/mr/jCo/53KH9aLDPrMJvU+XBd6nl9/IF/NmFkcFvyafwZ2DmmL+autI59xZA0Dv5d+AHZjYgSLzOYOurMqcCd7c6QwD+gLeltw0zm4J/byY5597OnzHYH70KXB7Eeya+5/nuYNn98GcE/p9z7t4CL/tm4DIzGxy8R58DbmrrfZIO1pnnQ7v6H22PGYjjj5IW4cesvEIwJoZW4yjylrkIf7TVCLwG1ATPj8Kf8lmGPw//LMXHRu1G3ngH/JdxAX7n/vW89pfij+6+zpZjrY7CH9k14n/Uf8D2XxW1e7BMI4WvsjwMfxXmavyO9n7yxvAUWN8FwfuwEb8D/gMwOG96ki2vsnyF4MrU1p8P/uj3yeD9ezl4bgy+52g1/nTxRXnLTgven0b8D9OH24jz28FnU+hqtyr8Du1t/A76TfKuqiuwrlH48UHLgtf0Fn7H3z+YXoIfjzcneF8WAj+l8JiPZBDLYa2eP4+tx5BtDNprwPdQfpHgquBtbP+u1b/dgmnnBO/HBvxO+8Q21rMbrcbokHdFJG1sk/hTLP8Npq3EJ9QDi7Tzv3XmPfct4MW89/YS/HdwXbBN/KjV+7aAzVdZLmbzeMUkW27rZ+IHxTfgt/l9W33Gxb7PHbXdDQ7WtSLYRr5P21dZtlyB3IjfN/yezdvcRLYerzUqeD8b8Qd5F7Z8hvhesceD195ylek+Rba9tvYnX8R/79fgE4o7CK5ID6bfEHwWa9h8lWXRz6/I/nYu/vu/xVWiRbbPRnzSvxyftJxU4PuwXfvRIttm6+/SxLx9yPXB57IWfzX5ScG0LwHXtVrXEPx4u/X47fUTraZXBe/Zca2e3w94rdVz77TaNhqB37d6bx7D7z9SbDle+Ua2vBK2kS2vaq4MPsOWK4ovaWt/o38d/0+3ThKRHs98Aeg1+FNS70Qdj/RNZvYAPiF7YJszb3td38QPs/lm+yOTnqBPnLIUkd7HzE43P5h9AH5sUz2+V0QkKo/ha4l1hHn4Xi3pI9RDJiI9kvl7VX4UP87nReALzrlCA7pFRLo9JWQiIiIiEdMpSxEREZGIKSETERERiZgSMhEREZGIKSETERERiZgSMhEREZGIKSETERERiZgSMhEREZGIKSETERERiZgSMhEREZGIKSETERERiZgSMhEREZGIKSETEekBzMyZ2TV5j79uZsl2rnOemQ0Lsdx5ZjaqPW2LyJaUkImI9AxNwFlhEigAMyvrwFjOA5SQiXSgjvyCiohI58kAfwS+ClyaP8HMxgI3AMOBFcD5zrkFZnYTsBqoAV42sx8BtwfzPQ9Y3jo+CVwMVADPAV8IJv0F+ADggjYWBo9vNbONwARgH+AXwEBgJXCec25px758kd5NPWQiIj3H9cAUM4u3ev464Gbn3P7ArcCv86aNA453zn0NuBx40jlXA9QBuwKY2d7Ax4AjnHMHAllgCnAgMNo5t59zLgHc6Jy7C3gRmBLMmwF+A3zUOXcwPmm7qhNeu0ivph4yEZEewjm31sxuxvdkbcybNAE4K/j7FuCnedP+5pzLBn8f1TKfc+5+M3sveP444GDgBTMD6AcsB+4Fdjez3wD3Aw8VCGs8sB/wcLBsKaDeMZEdpIRMRKRn+SXwMnBjG/O4vL/XtzGthQG1zrnvbDXB7ADgROCLwDnAZwos+7pzbsI24haRNuiUpYhID+KcWw3cCVyQ9/TTwLnB31OAJ4ssPiOYjpmdDAwOnn8E+KiZjQimDTGzscEFBCXOubuB7wEHBfOvA6qDv1PAcDObECxbbmb7tu9VivQ96iETEel5rgG+lPf4YuAGM/sGwaD+IstdAdxuZi8DjwMLAJxzb5jZZcBDZlYCpPE9YhuBG4PnAFp60G4Cfp83qP+jwK+DsW1l+F681zvihYr0FeZcod5rEREREekqOmUpIiIiEjElZCIiIiIRU0ImIiIiEjElZCIiIiIRU0ImIiIiEjElZCIiIiIRU0ImIiIiEjElZCIiIiIRU6V+EekayXgZMADoX+D//vh7LKaB5h36P9mQ7tLXISLSCVSpX0R2TDJeAYwK/o0O/rX8PRwYyNbJ1gCgvJMiSgMr8bcMWh78K/53smFtJ8UhIhKaEjIR2cwnW3sBu1E44RoNDAUsogg7wiY2J2nzgFlb/Es2rIwuNBHpq5SQifRF/vThOGDfVv/2QkMZVgOz8Qlay/8tydr6KAMTkd5LCZlIb+YTrz3ZOvEaR+edQuzNluCTs9eAF4Dn8ImadqQi0i5KyER6i2TcgPcDE4J/hwaPK6IMqw9Yw+bk7HngOZINy6MNSUR6GiVkIj1VMl4NHM7mBOwwYHCkMUmL+eQnaPASyYaN0YYkIt2ZEjKRniIZHwR8CDgaOAo4CCiNNCbZXhn8ac5ngUeAR0g2vBdtSCLSnSghE+mukvEq4FjgBHwStj8q5txb5ICXgP8ADwNPkWxojjYkEYmSEjKR7iQZHwmcBpwOHI+v3yW93wZgBvAAcD/JhrcjjkdEupgSMpGoJeP74xOw0/ED8XtyjS/pGCngfnyCNkN3IxDp/ZSQiXQ1X3z1GHwCdhowNtqApJtbBzwE3Ancq4sDRHonJWQiXcEPyD8DmIwfEzYw2oCkh1oH/BO4DXiYZEMm4nhEpIMoIRPpLMl4KXAiMBWfiFVFG5D0MiuBu/DJ2ZMqTivSsykhE+loyXgCn4RNAXaKOBrpGxYCfwVuI9nwStTBiMiOU0Im0hGS8eHAJ/CJWE3E0UjflgJuxydns6MORkS2jxIykbD84PzT8EnYyejekNL9PAf8FvgryYamqIMRkeKUkInsqGT8YOB84FxgaMTRiGyPFcCfgd+RbFgYdTAisjUlZCLbww/Q/zBwCfDBiKMRCSsL3AtcR7LhkaiDEZHNlJCJtMXfwPsC4GLgfRFHI9KR3gSuB2pJNjRGHYxIX6eETKSQZHxXfBL2WSAecTQinWktcDNwPcmGt6IORqSvUkImki8ZPxT4GnAWUBZxNCJd7RHgN0Cd6pqJdC0lZCJ+fNiZwFfR+DARgNeBHwJ/I9mQizoYkb5ACZn0Xcl4f+BzwJfR+DCRQt4ArsSXzVBiJtKJlJBJ3+Prh10IfBdV0hfZHm/iE7M7lJiJdA4lZNJ3+FOTU4HvA2MjjkakJ0rhE7PbSTZkow5GpDdRQia9XzJuwDnAFcD4iKMR6Q1m4ROz25SYiXQMJWTSuyXjp+EHJx8YdSgivdBs4CpgmhIzkfZRQia9UzI+EfgRMCHiSET6gjnAt0k23B11ICI9lRIy6V18HbGrgOOjDkWkD3oU+DLJhvqoAxHpaZSQSe+QjO8B/Bx/v0kRiU4W+BNwGcmGVVEHI9JTKCGTni0ZrwK+A3wTqIo4GhHZ7D38hTTXk2zIRB2MSHenhEx6rmT8VODXwO5RhyIiRb0JfIVkw0NRByLSnSkhk54nGd8N+BUwOeJIRGT73QtcQrJhTtSBiHRHSsik5/AV9r/hnLvUzPpFHY6I7LBmfK/2D0k2rI06GJHuRAmZ9AzJ+AnAdcBeUYciIu32LvAtkg21UQci0l0oIZPuLRkfA/wS+EjUoYhIh/sX8H8kGxZFHYhI1JSQSfeUjJcDX3XOfd/MBkQdjoh0mgbgayQb/hJ1ICJRUkIm3U8yvi8wDd3uSKQv+TfwOZINC6MORCQKSsik+/A3Ab/EOXeVmVVGHY6IdLm1+N6yP0cdiEhXU0Im3UMyvqtzrtbMJkYdiohE7iHgs+otk76kJOoAREjGP51zrl7JmIgETgBeIxn/XNSBiHQV9ZBJdJLxoTnn/lhidlbUoYhIt/UwvrdsQdSBiHQm9ZBJNJLxU3LOvaFkTES2YRK+t+yzUQci0pnUQyZdKxkf4Jy7xswujDoUEelxbgMuJNnQGHUgIh1NCZl0nWR8QjbnppWWmG4GLiJhvQV8lGTD61EHItKRlJBJ50vGzTl3KZA0s9KowxGRHm8D8HmSDTdHHYhIR1FCJp0rGY9lcu62shI7NepQRKTX+QvwJZINm6IORKS9lJBJ50nG90ln3f3lpbZb1KGISK81EzibZMPsqAMRaQ9dZSmdYv13Yx/P5NxLSsZEpJMdALxIMv7RqAMRaQ/1kEnHSsZL12xyvxlUZZ+POhQR6XN+A3ydZENz1IGI7CglZNJhNl4aG5rJ8UB1pR0adSwi0mc9D5xDsmF+1IGI7AidspQOsfY7sUOBt5SMiUjEDgVeJhmfFHUgIjtCCZm02+pvxT4/oJyn+pXbsKhjEREBhgAPqLq/9CQ6ZSnhJePlaza5GwdV2ZSoQxERKeLHwHdJNujHTro1JWQSSjBebHp1pe0fdSwiItvwV+A81SuT7kwJmeywZV+vHj+wwh4bWGE7RR2LiMh2eho4g2TDyqgDESlEY8hkh7z1pYHHxyvtJSVjItLDfBB4hmR8XNSBiBSihEy228yLBl60x+CSf/UrtwFRxyIiEsKe+KTsQ1EHItKaEjLZpsnjy+3lCwf+MjGy5LflpVYWdTwiIu0wBHiYZPwTUQcikk8JmbRp8vjy0gHlfHJUtX2qxMyijkdEpANUAtNIxi+LOhCRFhrUL0VNHl9eBVwAHLpr3FZefVzVZ6orbVDUcYmIdKAbgQtJNqSjDkT6NiVkUtDk8eUx4P8BewALAbffiJIh3z+68oKqMusfbXQiIh3qAeAjKoshUdIpS9nK5PHlI4FLgV2BBYADeG15bvV1zzffls46HUmKSG9yCnAfybguWJLIKCGTLUweXz4Q+B4wEFjaevqM+dnFtTPTd+acy3V5cCIinec44N8k47GoA5G+SQmZtNYMLAIqis1Ql8rM+cdbmbquC0lEpEscATxCMj4k6kCk71FCJluoS6WbgeuAd4GRxea76dX0zMfmZR7pssBERLrGB4BHScZHRB2I9C1KyGQrdal0I3AtsAkYWmy+XzzT/OQrS7PPd1lgIiJdY3/gMZLxogelIh1NCZkUVJdKrwJ+DpQBRcdUXPF404NzVmff6LLARES6xt7AdCVl0lWUkElRdan0YuAXQBwoWOoi53CXPtL09yXrcvO6MjYRkS6wD0rKpIsoIZM21aXSs4HfACPw1a23sjFD9tJHmu5YvTH3bpcGJyLS+ZSUSZdQQibbVJdKv4qvZj0afwpzK6s2uqbkY023Nja7hi4NTkSk8ykpk06nhEy21wzgLnyx2ILbzbw1bt1Pn2qatinjNnZpZCIinW8ffEmMwVEHIr2TEjLZLnWptAPuA/4DjAUK3mj81WW5ldc/33xbJqdq/iLS6+wL1JGMV0UdiPQ+Sshku9Wl0jngNuBFYJdi8z0+P7volpnpu3K6UaqI9D5HAreTjJdGHYj0LkrIZIfUpdIZ4E/AHPyYsoLueSsz695U5t4uC0xEpOt8GLg+6iCkd1FCJjusLpXehL/ycgX+6suC/vJK+pUZ8zOPdllgIiJd50KS8cujDkJ6DyVkEkpdKr0OX6OsGSh637efP908Y+ay7ItdFpiISNdJkox/LuogpHdQQiah1aXSK4Fr8PXJqovNd/ljTQ+8/V7urS4LTESk6/yOZPyMqIOQnk8JmbRLXSq9EJ+UDQb6FZon53DffWTT3UvX5erHV10AACAASURBVBZ0aXAiIp2vFD/I/4ioA5GeTQmZtFtdKj0LP8B1J6Ci0Dwb0mQund50++qNbnmXBici0vn6AfeSjO8TdSDScykhkw5Rl0q/BNwEjMEfMW5l5Qa36YePb7q1sdmt7crYRES6wGDgQZLxMVEHIj2TEjL5n0RtYkI7V/EYcA++cGzBbWvue27tz59umtaUcZva2ZaISHezCz4pGxR1INLzKCETABK1iUuBpxO1iW+EXUdQzf+fwHR8UlbQy0tzK373YvNtmZzLhG1LRKSb2he4S4VjZUcpIevjErUJS9QmfglcGTz1k0Rt4pNh1xdU858GvIy/72VB09/JLrz1v6rmLyK90nHA1VEHIT2L6few70rUJsrx474+0WpSGjitfmr9Q2HXPXl8eT/ga/gu/KXF5vu/g8sPPm1c+Wlh2xER6cY+RrLhzqiDkJ5BPWR91OjPjB7hcu4+tk7GAMqBuxO1iYPDrr8uld4I/Bp4jzaq+f/xpfRLTy3IPB62HRGRbuwGkvF9ow5CegYlZH3Q8NOHjxu438CXrMROaGO2gcADidrEHmHbqUul1+JrlGXwVyAV9JOnmh+rfzf7cth2RES6qQHAPSTj8agDke5PCVkfM+zkYfsPmTjk0YqhFdtzafYI4N+J2kTRHq5tqUulVwA/B6pou5r/fe+8l0uFbUdEpJvaC7iVZNyiDkS6NyVkfcjQ44YeOvS4oQ9WDKsYtQOL7YHvKRsYtt26VHoBcC3+npcFq/lncrhLp2+6a1ljbmHYdkREuqlTAd2IXNqkhKyPGDJxyDHDTh72z4rhFTuHWPxg/Jiy8rDt16XSbwG/pY1q/o3NZL43ven2NZvcyrDtiIh0U98nGdcFTFKUErI+YPBRg08aftrw2yqGV+zUjtWcANyQqE2E7navS6VfAG6mjWr+7653G3/4eNO0DWm3Lmw7IiLdkAHTSMb3ijoQ6Z6UkPVyg48afNKIySNubGcy1uKTwE/buY7p+OKxY/E7qK3MXp1ruObppmnNWdfUzrZERLqTOH6Qf+ghINJ7KSHrxQYfNfikEaePuKGDkrEWX0/UJr4aduGgmv89wOO0Uc3/hSW55X98qfn2bM5lw7YlItIN7QvcEHUQ0v0oIeulBh89+MQRp4+4oWJEqDFj23JNojZxbtiFg2r+NwMz8YVjC3pobnb+Ha+l/65q/iLSy5xNMn5J1EFI96JK/b3Q4A8NPmHE5BE3dVIy1qIZOKV+av0jYVcQVPP/Bn5M2ZJi833+A+WHnrxX+clh2xEB2JRxHHXjepqykMnBR/cu44pjqvjGQ5u4d1aGilLYY0gJN57Rj0FVW59Nf3BOhi8/uIlszvHZgyr49pGVAHzr4U38a06GA3cq5eYz/UXEt8xsZvVGx5cPr+zS1yg9SjNwCMmG/0YdiHQP6iHrZWIfiB077JRhf+rkZAz8lZL3JGoTB4ZdQVDN/1fAGmB4sfl+92L6+WcXZZ4M244IQGUpTJ86gJkXDeTVCwfw4NwMzy7KMGmPMl77wgD++/mBjBtSwtVPbD10MZtzfPGBjfxrSn/e+OJAbn8tzRsrsjRscjy9KMt/Pz+QrHPUv5tlY9px08w0Xzik4MXEIi0q8IP8lbULoISsV4nVxI4Zfsrw31aNqip6U+8OVg38K1GbeF/YFdSl0g34av452qjm/6Mnmh95Y0X21bDtiJgZAyt8z1c6B+msv6rkhD3KKCvxzx8+ppRF63JbLfv84ix7Dilh98ElVJQa5+5bzj/fylBi0Jx1OOfYmIbyUvjZ081cfGgF5aWqAyrblACujDoI6R6UkPUSsZrYxCHHDrmm/x79x3dx0zvhq/kX7eHalrpU+l18UtYPf8umgr43vene+Wtys8O2I5LNOQ78fSMjfraOSbuXcdiYsi2m3/BqmpP3LNtqucXrHLvENu8ux8SMxetyVFcaH9m7nJo/rOd9g0qIVxovLMlyxvtDl+yTvucSkvGjow5CoqeErBeI1cQmxg+NX1W9f3VNRCHsBdyXqE0MCLuCulR6HvBLYCj+NktbSefIffeRTX9bvj63OGw70reVlhivXjSQRZdU8/ySLK8t33wR71UzmigrgSkF6h8XGmrb0v/1zSMqefWigVxzYhXfe7SJH0ys5M8vN3PO3zZw5QxVbpFtKgFqScZjUQci0VJC1sPFamITBu478LL44fHDIw7lUOBvidrE1t0L26kulX4D+D2wM1Cwi2FdM+nvTW+6rWGTWxW2HZFBVcbEsWU8OCcDQO2rzdw3O8OtZ/XDbOtTjWNixsK1m09lLlrrGFW95e7zlaU+uRs3tISbZ6a58+z+vLY8y+xVqtwi2zQW+HXUQUi0lJD1YLGa2L5Vu1V9d8ixQ46yEusOn+XJwJ/bs4K6VPo54FZ8OYyC1fyXNroNV85omrYh7Rrb05b0LSvW51izyXd1bUw7/vNOhvcPK+HBORl+8lQzdef2o3954XFfh4wuZfaqHO+8l6M567jj9TSTx2957PG9R5v4wTGVpHOQDXrUSgw2pDv1ZUnvMZVk/Kyog5DodIcfcQkhVhPbrWJkxfeHnzL8WCu17jRgZWqiNnF1O9fxMHAfsCtFqvmnVuXW/PLZ5ltVzV+219JGxzG169n/d40c8qf1TNq9jNPGlfOlBzayrtkx6ZYNHPj7Ri66byMAS9blOOXWDQCUlRjXnVLFidM2sPf1jZyzTzn7jth8vPCPt9IcMqqUUdUlDKoyJowpJfG7RszggJ0KHleIFPIHkvGOLOQtPYjqkPVAsZrYyLJ42VU7fWynj5b2L41HHU8RF9dPrf9N2IUnjy8vAS4APgjMLzbfSXuWve/Cg8unlJaYfvVEpDd4gGTDqVEHIV1PPWQ9TKwmFi+pKvn2iLNGnN6NkzGAXyZqE2eHXTio5l8LvEYb1fwfnJN5529vZO7RgYWI9BKnkIxfGHUQ0vWUkPUgsZpYP4yvjPjwiLPK4+Ujoo5nG0qAWxK1iYlhV1CXSjcDvwMW4Qf6F3Rbffr1h+ZmHwzbjohIN3MNyfieUQchXUsJWQ8Rq4mVAxcOnTT0w5U7VXZV4df2qgT+kahN7B92BXWp9AbgWmAtMKzYfNe/0Pzc84uzT4dtR0SkGxkA3EwyrurCfYgSsh4gVhMrAaZUH1A9ecDeA0LfqigicXw1/7FhV1CXSq/BF44FGFRsvqtmND385oqs7gsnIr3BBOCzUQchXUcJWTcXq4kZcEblqMozBx81+IhCNZJ6gFHAg4naxNCwK6hLpZfhk7IBwb+tOOB7jzb9c0FDbm7YdkREupGrScZD7zelZ1FC1v0dVdK/5Jzhpw0/0kqtJ9+t+P34av79w66gLpV+B1/NfzhFqvk3Z8ld+simO1eszy0J246ISDcxFPhx1EFI11BC1o3FamLjMM4beebID5T2Lx0SdTwd4HDgr4naROgSFXWp9OvAH/C9bgXrrzU00Xz5Y023rW1yq8O2IyLSTVxAMvI7sUgXUELWTcVqYkOB/zfspGF7Vwyv6E1X25yGT6hCq0ulnwFux5fDKLgNL1rr1l81o2naxrRb3562REQiZsBvScZVa7GXU0LWDcVqYpXAF6trqvfqP67/YVHH0wkuSNQmftjOdTwI/At/D7iCA+veXJl771fPNd+azrrmdrYlIhKlGuDzUQchnUsJWTcTDOKfUjmq8sDBRww+pocO4t8elyVqE6F3MHWptAPuBJ7B32KpoKcXZpfe8Er6r9mcyxWbR0SkB7iSZHxk1EFI51FC1v1MLOlfMmn4acOPsrIePYh/e1yXqE2cGXbhulQ6C9wAvAmMKTbf/bMzb//9zcw/VM1fRHqwOPCzqIOQzqOErBuJ1cTGAZ8eccaImtL+pX3hUucS4LZEbeJDYVcQVPO/HlgCFL0p7y3/TddPfyf7cNh2RES6gU+RjB8VdRDSOZSQdRMtg/gHHTloTOXIyvFRx9OFqoC6RG1iv7ArqEul1+Or+TfSRjX/Xz3X/PSLS7LPhG1HRKQbuJ5kvCzqIKTjKSHrBloG8VeOqhwWq4kdHXU8ERiEr+Zf9Cbi21KXSr+HLxxr+K79gn74eNNDs1ZlXwvbjohIxPYDLo46COl4Ssgi1jKI38psj2EnD5topVawtlYfMAZfzX9w2BXUpdJLgV8A1bRRzf+y6U3/WLQ293bYdkREIpYkGR8ddRDSsZSQRe9oYOKwU4btVVZdVnQMVB+xD3BvojbRL+wK6lLpucCv8NX8KwvNsylD9tJHNv115YbcsrDtiIhEqBq4IuogpGMpIYtQrCa2C/CpgYmBZf3e129C1PF0E0cAt7ezmn898BdgNFBwrMV7m2i+/NGmaWub3Hth2xERidBUkvFxUQchHUcJWUSCcWMXlVaXusFHDj6tF9cbC+MM/JWTodWl0k/g65TtSpHtfOFat/7HTzZN25RxG9rTlohIBMqAH0QdhHQcJWTROQvYecTpI44oqSypjjqYbujCRG3i8nau437g37RRzf+15bnVv/HV/NPtbEtEpKudQzJ+QNRBSMdQQhaBWE1sP+CkwUcPHlExouL9UcfTjSUTtYnPhV04qOZ/B/AcbVTzf2JBdkntzPSdOadq/iLSoxhwVdRBSMdQQtbFYjWxQcCFlWMqs9X7V58QdTw9wO8StYnJYRcOqvn/BXgLP6asyHyZOfe8makL246ISEROJRn/YNRBSPspIetCsZpYCXAeJVQNO3HYSX24xMWOKAXuSNQmQu9w6lLpJvyYtHeBoveCq52ZnvnoO5lHwrYjIhKRH0UdgLSfErKuNRE4aOikobuVVZftHHUwPUg/fDmMvcOuoC6VbsRX898IFL0t1bXPNj/58tLsc2HbERGJwNEk45OiDkLaRwlZFwlKXEyp3Lly/YBxAyZGHU8PNARfODZ0McS6VHoVvpp/GRArNt8PHm/69+xV2dfDtiMiEgGNJevhlJB1gaDExYXAxqGThp5gpab7kIWzKz4pGxR2BXWp9GJ8UhYH+heaJ+dwl01vumfx2ty8sO2IiHSxQ0jGz4w6CAlPCVnXOAsYNejIQaPLh5TvHnUwPdx+wD8TtYmCVfi3R10qPQf4NTCCItX8N2bIXjq96Y5VG3Lvhm1HRKSL/ZBkXL/rPZQ+uE4Wq4mNA04si5etrj5AV1V2kKOAWxO1idDbb10qPRO4kTaq+a/e6JqSjzVNa2x2DWHbERHpQvsCU6IOQsJRQtaJglOVFwANw04aNqmkvKTgKTIJ5SP4Xq72mAHcRRvV/Oc3uMafPNl0y6aM29jOtkREukKSZFxX8PdASsg61wnAiOoDq4dU7ly5f9TB9EJfTNQmLg27cFA49l7gP7RRzX/mu7lV1z/ffFsmp2r+ItLt7Q6cE3UQsuOUkHWSWE1sNHBmSVXJ8vjh8dOijqcXuzJRmzg/7MJBUnYb8CKwS7H5Hp+fXXTzzPTfVM1fRHqAr0YdgOw4JWSdIFYTKwXOAzYNPWHokaVVpaGvCpTt8sdEbeLUsAvXpdIZ4E/AHGBUsfn+8VZmdl0qc1/YdkREusjBJONHRx2E7BglZJ3jSGBcvz36lfR7X78JUQfTB5QBdyZqE4eFXUFdKr0J+A2wEn/1ZUE3vJJ+Zcb8zKNh2xER6SKXRB2A7BglZB0sVhMbAnwCWDrk6CGnmVnBcUnS4foD9ydqE+PDrqAulV4H/AJowheiLejnTzfPeHVZ9oWw7YiIdIHTSMb3ijoI2X5KyDpQrCZmwMcBi0+I71kWKwtdVV5CGYovHBv6tlR1qfRKfOHYCtqo5p98rOlfc1fn3gzbjohIJysBvhJ1ELL9lJB1rAOAw6zCllcfUH181MH0UbsB/0rUJoomU9tSl0ovwveUDcLfR3MrOYf77iOb7l66Ljc/bDsiIp3sPJLxor390r0oIesgsZrYAOB8YMWQY4YcXlpVGo86pj7sAOAfidpERdgV1KXSs4DrgJH43rKttFTzX73RLQ/bjohIJ+qPv22f9ABKyDrOZGBg2eCy3IC9BhwZdTDCMcAtidpE6DF8dan0y0AtMIYi1fxXbnCbrnhs07TGZrc2bDsiIp3oSyoU2zMoIesAQc2xE4AlQ48dOtHKLPR9FqVDnQP8sp3reAy4hzaq+b+zxq372VNNtzSpmr+IdD+jgHOjDkK2TQlZOwUD+T8GbKoaWzWkckzlwVHHJFu4OFGb+FbYhYPCsf8EpuOTsoJeWZZb+dsXmm/P5FwmbFsiIp1EhWJ7ACVk7bc3fszS8sFHDT5BZS66pasTtYlPh124LpXOAdOAV2gjKXt0Xnbhrf9N35VzzoVtS0SkE9SQjB8TdRDSNiVk7RCriZUBU4A11QdW714xtGLPqGOSggz4S6I2cVLYFQTV/P8AvE0b1fzvfjOTun9W5v6w7YiIdBIViu3mlJC1z+HAaIw1sQ/ETog6GGlTGXBXojZxSNgVBNX8fw2spo1q/n96Of3Skwsyj4dtR0SkE5xKMj426iCkOCVkIcVqYv3xAyWXDz5qcE3ZwLKiP9DSbQzAV/MP3ZNZl0qvxReOzdBGNf+fPtX8WP272ZfCtiMi0sEM+FTUQUhxSsjCmwT0L6ksaR6470Cdm+85hgP/TtQmRoZdQV0qvQL4OVAJVBeb7/LHmu5/571cKmw7IiIdbGrUAUhxSshCiNXEhgGnA0sHHTno4JKKkoFRxyQ7ZHfggURtomgytS11qfQC4FpgMEWq+WdyuEunb7prWWNuYdh2REQ60J4k40dEHYQUpoQsnA8DzsotN2DcAG3cPdNBwN8TtYnQBRPrUum3gN8CO1Gkmn9jM5nLpjfd9t5GtyJsOyIiHUi9ZN2UErIdFKuJvQ84Elg6+MjBB5VUloTuZZHIHQ/c1M5q/i8CN+Or+ZcWmmf5erfphzOapq1vduvCtiMi0kHOIRmvijoI2VqXJGRm5szsmrzHXzez5A6uY6KZfbDDg9sBeUVg11uZMWC8esd6gU/gx4O1x3R88dhd8QNntzJndW7tNc80TWvKuE3tbEtEpD3iwJlRByFb66oesibgLDMbFmZhMysDJgKRJmTA+4N/KwYdMejAkqoS3UC8d7gkUZv4WtiFg2r+9wCPA0UvK39xSW75H19qvkPV/EUkYjpt2Q11VUKWAf5Igds3mNlYM3vEzP4b/L9r8PxNZvYLM3sU+CtwEfBVM3vVzD5kZsPN7G4zeyH416m9VUHv2JlAI6WUDNh7wIc6sz3pcj9L1CY+EXbhoJr/LcBMYJdi8z38dnb+Ha+l/65q/iISoUkk40ULXEs0unIM2fXAFDNr3at0HXCzc25/4FZ84c0W44DjnXMfAX4PXOucO9A59wTwq+DxIcBHgD93cvx7BfGsHPTBQfuXVpUO6uT2pGsZcGOiNnF82BXUpdJp/HY6nzaq+d/5eubNB+dk/hW2HRGRdioBPhl1ELKlLkvInHNr8YOfL241aQJwW/D3LfgB8y3+5pzLFlnl8cB1ZvYqUAfEzKxTBtgHvWMfBtZTgg3cZ6B6x3qnCvyVlzVhV1CXSm/EHyy8h695VtDvX0y/8MzCzBNh2xERaSedtuxmuvoqy18CF+ArpheTfypnfRvzlQATgh6zA51zo53rtKvY9gD2AVYMmjAoUdqvtGiFdunxqoF/JWoTu4ddQV0q3YCv5p/F1ykr6Oonm6e/vjz7ath2RETaYR+S8dC3kpOO16UJmXNuNXAnPilr8TT+FkTgb9T9ZJHF17FlVfSHgC+1PDCzAzsu0s2C3rEzgA0YNnBf9Y71ASOBBxO1iaI9XNtSl0ovxydl/YCihYO//2jTvfPW5GaHbUdEpB3US9aNRFGH7Bog/2rLi4Hzzey/+PtsfbnIcvcCZ7YM6g+W+0BwMcAb+EH/nWE3IAGsiB8W36e0f2moK0Wlx9kLf9/Ltnpz21SXSs/HV/MfChSs+5POkbv0kU1/W74+tzhsOyIiIX2cZLxgUWvpeqaLvdoWq4l9GV/q4t3Rnxn92bJY2eioY5Iu9SBwev3U+tClKiaPLz8U35u7EEgXmmengdbvp5OqLhhUZUPDtiMiEsLJJBsejDoIUaX+NsVqYmOBGmD5gPcPGKNkrE86CfhLe1ZQl0o/D0zDl8MoWM1/WaPbeNWMpmkb0q6xPW2JiOwgFYntJpSQte10YCPgqg+sPizqYCQyn07UJn7cznU8DNyHLxxbsJp/alVuzbXPNE9rzrqmdrYlIrK9JpOMh759nHQcJWRFxGpiuwAHA8vLh5dXV4yo2CfqmCRS30rUJlqXbNluQTX/u4AnaKOa/3OLs+/++eX0Hdlc0XIvIiIdaSfg8KiDECVkbTkJaAbcoMMGHWolpvdKrk3UJs4Ju3BQzf8moB5/M/KCHpyTmXfn65l7NL5TRLqITlt2A0oyCojVxIbgC9a+axVWVjW26uCoY5JuoQS4OVGbOCbsCoJq/r/DD/Dfudh8t7+Wfv3fc7MaaCsiXeHDUQcgSsiKOQJfoDYXPyy+X0l5Sb+oA5JuoxL4R6I2cUDYFdSl0hvw1fwb2LIEzBZ++0Lzc88vzjwVth0Rke20K8l40XvwStdQQtZKrCZWCZwMLAcYsNcAVTKW1mL4av5Fx4JtS10qvQb4RfCw6H1Rr5rR/J83V2Rnhm1HRKSI5cCNwFnAMJINCyOOp89TQra1g/DV1Zv679V/VFmsrOhNoqVP2xn4d6I2EbpuWF0qvQxfKHkARar5O+Cy6U11Cxpyc8K2IyICsHqjW/7oO5n/vrw0ewawM8mGz5BsuIdkg8rtdAMqDJsnuE3SlfiEbO3Is0eeUTW6qlNuySS9xrPAcfVT6zeEXcHk8eX7At8AlgGbCs0Tq6T82hOrzhs+oEQHCCKyXbI5l1va6Oa9tjw3a/o7mdRbK3Nr8PUQ76xLpf8ddXyyJSVkeWI1sXHAd4D5pdWlVaPPG/01K7WyqOOSbu9+4MPtrOY/AX/7r0UUqeY/qtr6/3RS1QWxStPN7UWkoKaM2/jOmtzsl5dmUw/Nzc5dvXGruobVwIa6VPp7UcQnxSnZ2NKxQBNA/ND4AUrGZDudCvwBuCDsCupS6Wcmjy8fBHwcmA9sVYdsyTq34aoZTdOSEysv6Fduoe+xKSK9y5pNbtXsVbnUM4syqcfmZRdmchTqaekPDMEXps5MHl9eWpdKq95hN6IeskCsJjYY+DmwGMiNvmD0/5VVlxUtSyBSwFX1U+svC7vw5PHlBpyLr4E3DwruVPngLqU7XzKh4ryKUtNNgUX6oJxzuWWNbuHry3OpR+dlUq8tz60uMJsBcfxFSADvAU/j6yC+E5TgkW5ECVkgVhM7GTgbWFC1a9WwkWeN/GLUMUmP9MX6qfW/Dbvw5PHlpcBn8ZWz5xeb75S9ynb/3EHlU0pVsFikT2jOuqb5a3JzXlmWSz00NzN7+XpXaLxpGb4XrB/+gG4u8AzwFrA0uGOIdFNKyIBYTawMf7XbJmDj8NOGH9d/z/5HRhyW9Ew54Jz6qfV3h13B5PHlFcDFwPvxY8oK+uT+5Ymz9yk7y0y3oRPpjdY2ufdmr8qlnlucnTX9ncz85iy5ArP1wydhpfjxp68CLwCz6lLptV0YrrSTEjIgVhM7APgKQY/EmIvGfKW0qjQebVTSgzUBJ9RPrZ8RdgWTx5cPAL4JjMRffVnQxYdVTDh+97ITwrYjIt1Hzjm3fL1b9MaKXGrG/Mysl5fmVhSYzfCnIVt+o9bie8FmAm/XpdLNXRSudDAlZECsJvZlYBywYuC+A8cOnTT0vIhDkp5vDfCh+qn1r4VdweTx5YOBS/F3B1hVbL7vH115wgdGlU4I246IRCeddc0LGtzcme9mUw/Nzcxess4VKqFTyuZTkeA7D54G3gQW61Rk79DnE7JYTSwOXIs/NZQb+dGRp1eNqToo4rCkd1gMTKifWh+6Avbk8eU7A5fhb3TfUGgeA346qfKs8cNKE2HbEZGu09jsGuaszs16YXE29fDbmXmbMltfVY0/EBuGL+CexQ/Gfw5/KnJNF4YrXUQJWU3sQ8D5wAIrt9IxF475eklZSVXUcUmv8SZwZP3U+kJXQW2XyePLdwe+i79Kan2heSpKKbn2xKopu8RLdg/bjoh0DuccKza4xW+tzM16Yn429dzi7LtFZq0GBgd/N+ILT78KzK1LpVvXE5Nepk8nZEFl/svx5+Ib4ofF9xk0YdDZEYclvc/TwPH1U+s3hl3B5PHlCeAS/HiygjvmwVVUXHNi1XnD+peoXItIxDI5l17Y4N6uX56d9dDczKwFDa7Q7YlK8AnYAHxn9yL8/uJ1YFFdKl1oEL/0Un09IdsJuJpgMP/OU3Y+t2J4xfhoo5Je6p/AR+qn1ocuxDh5fPkRwIXAAqDgXQF2idmAq4+vuiBWaYMLTReRzrMh7dbNXZ2b9cKSbOo/b2feaWwu+D2tAIYC5firsl/Dn4pM1aXSoXvSpefr65XoD8Z/ISiLlfUrH1q+Z8TxSO91BvBbfEIVSl0q/VRQzf9j+MKxWx09L1zr1l/9RNO0yydWXlBVZv3DtiUi22flhtyyt1bmUk8tyKaeXphdWqSLYyCbT0VuBJ7En4qcU5dKh+45l96lz/aQxWpiJcDP8IMlNww5ZsgHqg+oPjXisKT3u6J+an0y7MJBNf+PAyfSRjX/I3ctHfXVwyvOKy+18rBticjWMjmXWbzWvVO/PDvrkbczs+a+5wrV+ioBBuETMfBDDVpORS7QLYukkL6ckO2Bv3ptPsCo80adXz6ofNdoo5I+4sL6qfV/DLtwUM3//4BDaaOa/+njyvb4TE35J1TNX6R9Nqbd+rffy816aWl21kNzM3PXNlHotkPl+FORFfgDpTfxg/JTwEqVppBt6cunLA8jGIdTFi/rVxYv2yXieKTv+G2iNvFu/dT6f4ZZuC6Vzk4eX34DvjjknvjyGlu5d1Zm7uB+9s+P7F12pqr5ISyDkgAAIABJREFUi+yY1Rvd8tTKbOrphdlZTyzILs65gr3RA/CnIkvwd3p5DngZmF2XSheqJyZSVJ/sIYvVxCqAX+HLCDQPOmLQ/vFD4mdGHJb0LRuBSfVT658Ku4LJ48sHAt/GH5UXu4yerxxeccSx7ys7Pmw7In1BNueyS9a5+a+vyKYeeTs7K7UqV6jWl+FPRVYHj1fgT0W+BszTqUhpj76akCWAr+KvVmOnj+90duXIyn2ijUr6oPfwNcreCLuCyePLh+Kr+ZfTRjX/5MTKkw7aufSwsO2I9EabMm7jO+/lZr+yLJt6aG527uqNrlBJmXJ8lfxK/KnI2fgkLAUs16lI6Sh9NSH7ArAfsNzKrGSXi3b5ppVZZdRxSZ+0EF/Nv+Bpx+0xeXz5aPx4yI34+9ptxYCfn1D50b2Glu4bth2R3mDNJrdy1qrcrGcXZVKPzcsuzOQKnorsz+ZTkWngJeBF/KnIQvXERNqtzyVksZpYFXAdsBTIVh9QvfuQY4Z8KuKwpG97DX/fy9C3Q5k8vnxP4Dv4XrKCY1eqyii99sSqT46OlewWth2RnibnXG5Zo1vw+vLcrOnvZFKvr8gVqvVl+ALhseDvVfgbdv8Xfyqy0CB+kQ7VFxOyfYGvEZyuHPHhESf1262fTuVI1GYAJ9ZPrd8UdgWTx5cfgK/mv4Qi1fyH9LPKa06oPH9o/5KRYdsR6e6aMm7T/IbcnFeW5lIPv52Zs3y9K/S9KsOfimy5Vd5cfBL2JrCsN52K3O3b948CTgNOBy6c9+NTl0QckhTQFxOyTwJH4X+0GHPhmItL+5Wqqrl0B38Hzq6fWh/6dimTx5cfBXyWNqr5j43bwB8dV3VBdaUNCtuOSHeztsm9N3tVLvXc4mzqkbczC9K5rQsnA/3wSVgJ/vvxCv5U5Ky6VLrg6f6eardv318DTMYnYQfhe/4APjvvx6f+JbLApKg+VfYiKAZ7KMHg56qxVcOVjEk3chb+dPoX2rGOJ/CnXs6mSDX/+Q2u8SdPNU277KjKz6iav/RUOefc8vVu0RsrcqnH52VSryzLrSwwm+FPQ8aDxw3Aw/hTkW/XpdLNXRRup9vt2/dXAsfik7DTgDFFZj0FUELWDfWpHrJYTWws/mbiCwCGnjj0iIF7D1Q5AOluvlc/tf7KsAsH1fw/BRxHG9X8jxpbOvorh1dMLStRNX/pGZqzrnlhg5v76rJs6qG5mdlLG12h8ZKl+F6wfsHjefirIt8CFveyU5Ej2HwqchK+Ltq2rAWGzfvxqRoX1830qR4yYB/yfpwqR1XqRuLSHf0wUZtYWj+1PtRRbF0q7SaPL78N3zNwEMEBSGsz5mcXD+mX/tt5B5afW2Kq5i/dU2Oza5i9Kpd6YUl21n/ezszblKFQra8qfD2+Uvzt8GYCz+NPRYa+WKY72u3b9yfwCdjp+DM+O/rd/f/s3Xd4XFedPvD3TFXxyCpusZ1EaXaURCkQCOlRQgoxNslC6MEhEBYILLtUQRbYAqyXsvCjpkDApBHSFZTiJB47IcWxYwePbWnkIsmSXNSlO9KUW87vjzOyZGnGRZbmztx5P8/jJ/HcO6OvbFnz6pTvKQFwCYDgFJdGxyjfAtlFAPoBwFPqKfKUeNIN6RLZ7a5kN/+/TebJdWHdWLbY+3uofnsnIblmcrwnG43tZQXi6RurvB84hlqJpoyUEl3DsqOhywq/sttserPDTNf0uASqSSsARKACxtsAdtaF9ZSbWnJRZW29D8DlGA1hlVPwsteDgSzr5M2UZcl5JeUAfobk2X/szk85YBjAVaHloTcm+wLLFnsDUN38ywB0prvvaxf6Lr280nPlZD8O0bEwLKm3Dchdm/eb4VU7jaa2QTmU4jY31NfxyLrHdgCvQu2KbK8L65PeDJNtKmvrK6BC01IA10KFz6m0rWXFEvYkzDL5FMguBHAbktM3c2+au6xgQcF59lZFdFg9AC4OLQ+FJ/sCyxZ7Z0F18/fgEN38/6vGf/2589zvmuzHIToaQwmp7eyzmjbsMcOrdhrNw3rKXcF+qKlID9RU5FaoA7ub6sJ6qn5iOauytv50qAC2DMCFUAF0Wj9ky4olrdP8Mego5NOU5QUADvzU5S33nmhjLURHqgLA89Urqy8MLQ/tncwL1IX17mWLvT+DCmUlSNPN/z/WxJ/92TUFM04pd1VNvlyi9LqHrb2N3VbT33eb4dfazHRfzzOgRsIANUr8ClR7ih11YX3SffqyTWVtvQdqLdfIVORpGS7hagC/z/DHpEPIixGyZHf+X0F157e8Fd4Z82+e/zWby3KE9j+0Q3tbg6fEg9N+qL6f7H9sPwY3DUIIAXeJGws/uxDesokb+bpXdaNvbR8ggbLLyzDr2lkAgH1/3Qdts4bCEwqx8HNqmV/fq30wh0zMumZW5j657LIZwGWh5aGByb7AssXeRQC+hUN08y/0wP3z6wpunh9w8QcWOmaGJY2OQdkc6jSbXthphJv7pZbiNhfUWrAZyd/vhWrQugVAm5MO7K6srS8FcB3UKNh1GA2edvhjy4olt9r48WmcfBkhOxVq+NcCgKLTivhmM0XKLilDxVUVaL+n/cBjs66fhbkfVI3ge17oQedTnVhwy4KDnhdrj6FvbR9O+d4pEB6Blp+1IHBOAJ4SD4Z3DOO0H5yGtjvbEGuLwTfXh/6/96Pya5WZ/NSyzdkAnqxeWX1daHloUguW68J607LF3t8A+AqADgATejBFDZh3vBR/6GfXFtxaXijmHFvJlI+iuhzalZyKfGGXsWswjlTtFXxQrSl8UDvft0FNRYYB9DisNcUpGG3Qeimy5333QrsLoINlyxfGdDsTGN0q7Z/vZyCbIsWLi5HoOvh93V04uvTBilsQQox/GuJ74ig6pQguv+vA6wxuHER5TTmkISGlhNQlhFug+9luVFxdAeGZ+Dp55goA91WvrP7oZLv514X1jcsWe/8I4Fak6ebfE5Xx/1wTu/+HVxV8ZoZPzJzwIkTj9EZlZ7jbDL/aZoZfaTU70qSpYqgQBqijvdYB2Ah1YHfKEdtcVFlb74La0T8yFZmtSwAWV9bWl7esWOKotXi5LF8C2blItrsAuH4sE/Y/uh99r/XBXejGSd86acJ1/0I/9j+2H0bEgMvrUlOUlYVwF7pRcn4Jdn5vJ4rPKIaryIXorijmfICDNUk3AdgH4F+O4TXWQk0R/RPSdPNv7pfaT16N3/+dS/23+j2icPx1ym+mJc09mmzZ0mk2vdRshpt6rFRT6QLq66wEahSsC8BTUFORrQ6bigxA7YZcCrU7MhfWVggA7wHwjN2FkOL4NWQl55UEAPwSyXYX7oC7YMGtC76VatSGJifRlUDrL1oPrCEbq+tvXbB0C3NvnHiWde/aXvSu7oXL74J/vh8unwvHffy4g+7puLcD5VeVI9oSRWRLBAXHF2DOMoYzAN8OLQ+tmOyTly32uqC6+V8JoDndfTWV7uO/fIHvUx6XyJcf3iiNmCGHm/us7Rv3mk2rdho7+mITp7wBeDF6YLcFoAlqPVgjgC6HTUWeiNFRsCugpl9zzQ9aViz5rt1FkJIP32RPxJgRgOLFxScyjGXOzPfMROvPW1MGsvLLy1F+uZrB2PfovgkL/6OtUQCAf54fex/Yi5O/czLaftuG+L44/PP80198dvufZDf/lZN5cl1Yt5Yt9j4AdcbfuUjTzT/YYraVF+qP3nyO9yMu/sPJO/0x2d3UY4ZfbzOb1raabYaV8hiuIqjF6W6odYlvQR3Yvb0urEcyWO60qqytF1Cd8UdC2Nn2VjQluI4si+RDIDsNY49LWsD1Y9NtbGDSNmnwH5c6PBmDBjwlHiR6EhjcMIhTvnvKQdc7H+/E/FvmQxpyNFK7ACvhmP6Px+r3yW7+z03myclu/ncD+DqAE5Cmm/9jDUa4rFD8bdli79JjqJVygCWltVeTu7d1WeHVzUbT1i4r1foiARXkS5L/3wPgWQAhAM11YT1VP7GcVFlbXwTVHmIpgCUA5tlb0ZR7d2VtvatlxRJ+U80C+RDIzgVwYH2Dr8LHQDaF2n7XhqHGIRgRA43/1og5N8xBZHME8X1xQAC+Ch/m3zIfAKD36ej4Ywcqv1oJANj9690wIyaEW2D+p+bDXTy6GWDwrUEUnlR4YNSs8NRCbP/37ShYWIDCE7ikKckD4NHqldU1oeWh9ZN5gbqwHlu22PtLAN8GMAdpuvn/fqO+sbxQBC45wXPFpKulrBQ3ZKx1wNqxaa8Vfn6nsaN7WKbq9eXB6FQkAOyEWg/WCGCfw6YiF0Ad2L0Makq/4NDPyGkBAGdBtdUhmzl6DVnJeSVFAH4NoA2AdBW6vAtvW1grXDxImRylC6qb//bJvsCyxd7ZUI1jXQDS7rr6wZX+95891/3OyX4cyg6Dcdm7vcdqWtdhhl/aZezWrYkbOwAUQoUwF9Ru3E0A1kN1yU/VTyxnVdbWvwOjrSneYXM5mfaFlhVL7rS7CHL+CNnxUNOVEgCKFxUfzzBGDjQbo9380x3EfEh1Yb0r2c3/36F+ak75hvsfa+L1P72moPjkMtfpky+XMs2SUu6PyLaGbqtpTYsRfnuf1Z3iNgE1DTnS6qQfwAsA/gFgV11YT9VPLCdV1tYXQI1+LYMaDVtw6Gc42oUAGMiygNNHyK4H8EGoETLMum7WpcWnF/MAZXKqTQAuDy0PTXr0Ytli72Kobv5dAKKp7inywvOL6wo+NW+G6/jJfhyafglTJnYPyB1v7zPDq3Ya2/dFZKq/TzfUKNjIOoBmqF2RDQD2OGwqci5U+FoK4L1QfdEI2N6yYskiu4sg5wey70CNHgwAwLyPzfuQf66fJ9yTk70IYEloeShVS4Ijsmyx93wAX0aabv4AMKdYFPzk6oJbywrF7Ml+HJp6Wlz27+i1mt7sMMMvNRutMQOpen0VQIUwN1TD7M0A3oSaiuxPcX/Oqqytr8boVOS7oUYBaaLZLSuWpBo1pQxybCArOa/ED+C3UG8qFgAs/NzCL7mL3BW2FkY0/R4C8InQ8tCk/3EvW+y9EsAtUP37UjbwPLXcVfLfNf7PFPtEyWQ/Dh0bKSW6hmXHti4r/EqrEV6/x0q5KQNqKrI0+f8a1CjYZgA768L6pI7iykaVtfU+qJ5gI60puInryCxtWbHkb3YXke+cvIZsYfK/FgC4ClxeV6Gr/BD3EznFx6C6+X/1GF4jCNVb6gNQ01gTwt2OXmvwp6/F76+9xH+r3yOcvBMtq+im1NsG5c7N+82mF3YaTW2DcijFbW6ov79iqL+7dgDPQ50Z2VEX1h3T5qCytn4WVHf8pVDd8gP2VpSTLgTAQGYzJweySowZni44sWCOYGNLyh//Vr2yek9oeeink3lyXViXyxZ7n4Ba4H0Z1BFLE7y11+q6663EQ198l+9mdvOfPkMJqe3ss8LrO8ymF3YZzcP6xDNIAfgBVEB9XzehjihaByBcF9b7MljutKusra/C6CjYhVABlCbvIrsLIGdPWX4eQDXU4mSUXV72zpLzSt5vb1VEGSUB3BxaHnpgsi+wbLHXC+B2qH9Lbenuu+kMz+mfONv7YXbznxpSSnQPy73hHiv8991m02tt5t40twagpiIFgCGoAPY2gB11YT1VP7GcVFlb7wFwKUZD2Kn2VuQ4QwBmtqxY4pjzRXORk3+iPQXAgWM7vBXeiWf3EDmbAPDH6pXVnaHloRcm8wJ1YV1ftth7F1Q3/4UAUgaDR7YZjWWF4pn3L/IumXy5+c2wpNE+KJu3dJrhVTuNppZ+mWq3rAujU5GA+vt4HMBWALsdNhVZCuB9UAHsfRhdA0dTrxjqVJtGuwvJZ44MZCXnlRQCmIXkgeIA4JnpcdqRF0RHwgvg8eqV1VeElofemswL1IX1aLKb/8iu5a5U9939lr6hvFAELjrec9nky80vUV0O7eyzmt7aY4ZX7TR2aQmk6vXlg5qK9EKtiW2AWpTfVBfWHbUzrrK2/lSoALYMwCVw6HtUlqpCBgKZEGIegF8AeBeAONRyiH+VUjYd5evcAmCVlDLlkW9H8ToLAfwGwBlQP/D8DcA3pJRHvVNdCPEdKeWPJl2LE6csS84rqQTwXYyZYjnhSyd8W3iEz7aiiOzVCeCi0PLQzsm+wLLF3jlQjWMlgLRrkn50lX/ZWXPc50324zhdb9TaH+62ml5tM8OvtJodab4DF0O1pgCAGNRh3W9BTUUOZ6TQDKisrXdDrV8amYpkw2H73NGyYsmkw8SRSK7jfg3ASinlncnHzgUQkFK+cpSvtQbA16WUG1Jcc0spDzv9mqxnHYDfSSn/KIRwA7gbQK+U8htHU0/y9SJSyhlH+7wRTv3pYx7GLOj3z/eXMYxRnpsD4LnqldUXh5aH0rVGOKS6sN6Z7Ob/HQAzMGZJwFjfC8af/r9rC4orS11sNgnAtKS5R5MtWzrNppeazXBTjzWQ4jYX1AaKkR2C+6HOitwCoLUurDtmbU9lbX0AwHVQAex6qNE/sl9VBj5GDQB9JIwBgJTybQAQQnwDwIehNqc8IaX8vhCiEurg+r9DBfcOqJ3fSwCcD+ABIUQUamNHA4B7AVwD4NdCiEaoEwiKoM5evVVKOf4HySsBxKSUf0zWYgoh/g1AsxDi+1AjeCugWqn4AfxGSnmXEOI4AA9DtZPxAPhCsqZCIcTbALZKKT8hhPgkgH+BGuVeB+CLhwqKTg1klcDoLqSChQWcriRSC6Hrk4eRpwxTh1MX1luXLfb+AsA3oXbyTej+bliQd7wUe/T/ri341NwZroUTXiQPxAw53Nxnbd+41wyv2mns7IulbLDrhRoF80ONOoYBvAE1bdTlsC75lRgdBbsc6g2KsksmAtlZUCO9BxFCXAO1hm2keW+dEOIyALuTj39MSnmbEOKvAD4opbxfCPEljBkhS+4nikkpL0n+fjOAL0sp1woh/gvA9wH867gPfeb4eqSUg0KI3VDfL98DYEBK+S4hhB/Aq0KIVQD+CcDzUsofJkfViqSUrwghviSlPDf58asAfATAxVJKXQjxWwCfAPDndH84Tg1kp2Hsgv7ZXNBPlHQ+gEerV1YvDS0PTepswrqw3rBssfe3UN3824CJ6560BPTvBuMP/vjqgs+UFoi8GAHpj8nuph4z/FqbGV7TYrZbcmLvNqif1suh3nR0qKnIDQC214X1VP3EclJlbb0AcAFGQ1i1vRXRETi9srZetKxYYscPAtckf21K/n4G1Pv4bgDNI6NoUOGp8hCv8zAACCFmAiiVUq5NPr4SwCMp7hdI0WNxzOPXADhbCPGh5OMzk3WtB3CvEMIL4Mkx9Y11FYB3AlifDIuFUEtH0nJcICs5r8QNdaj4gUOWvTO9c+yriCjrXAvg3uqV1Z+abDf/urC+ftli730Abkaabv77IjL6g5fj9/1Xjf+zRV4x6XUV2cqS0tqrydatXVbT6mYjvK3LSrWuTkB9Ex85zaAXwDNQXfJb6sJ6qn5iOamytr4YwNVQAWwJAP4gnFuKod47d0/jx9gK4EMpHhcA/kdKeddBD6opy7EnSZgYPXc1lUP+UCOEOB7A08nf3pms54Pj7imB+nPYmazry1LK51O81mVQX+f3CSF+IqUcP/IloNbKfftQNY3luEAGtR5h5Iw2AICryFVmXzlEWemTUC0TvnkMr/EiVCuC90PtlJoQ7pp6rIH/ez1x/zcv9n3a5xb+Y/hYWSFuyFhLv7X97X1W0/M7jR3dwzJVry8PRg/slgB2QK0HawCw32FTkQswuiuyBuqcTMpdVZjeQLYawI+EELdJKe8BACHEuwAMArhVCPGAlDIihFiAFCPv42hIcyqDlHJACNEnhLg0uVngZgBrpZRtAM4duS+5qH+FEOJTUso/J6cffwbgT1LKYSHE8wC+IIRYnZx2XAS1jm0WgA4p5T1CiGIA74CaitSFEF4ppQ7gJQBPCSF+LqXsFEKUQ21eaEUaTgxkE9aLuQvcDGREE30j2c3/F5N5crKb/2NQoexipOnm/2aHuf+et/S/fP587yfdLpFzHdUHYrJ3e68VXtduNq1uNnbrFlL1+irE6IHdOoCNUFORTXVhPVU/sZyUnIp8B0ZDGHfTOsvpUEdsTQsppRRC3AjgF0KIWqgdxC1Qa7v6AbyenN6LQP3QeKjNLH8CcOeYRf3jLU9eLwKwC8CnD1HPb4UQ34XaXPMM1MYlAPg91BTpxmR46wJwA9Qi/28IIfRkrZ9K3n83gM1CiI3JRf3/DmCVEMIF9X3hdoxpxzWe49pelJxXch3UTo3dAOAOuAsWfmbht+ytiihrSQAfCy0PPTzZF0h28/8XqJ+u29Pd99GzPGd89Czvh7K9m78lpdwfkW3buqzw2laj6e19VqpeXwJqGnJm8vd9UL3BQgB21YX1Sa3Py0aVtfUFUOthlkGNhs63tyKaRr9qWbHkX+wuIl85cYRsEcbMI/vn+jk6RpSeAPDn6pXVXaHlodWTeYFkN//fAfgG1Jt1ym7+f9libCsvFM9dd6r3fZMvd3okTBnfPWDtfHufFV6109i+LyIn7B6FGv0amYoE1KHrf4PaFbnHYVORc6HC1zIA74XajEDOd7LdBeQzJway4wEcaJzoLffyuA2iQ/MBeKJ6ZfXloeWhVLuFDqsurA8vW+z9f1BD/bMApOwg/9v1+ptlBaLkgoWeiydf7tTQ4rJ/R6/V9GaHGX5hl9GSMFNORRZAhTAPVCudzVD9hJrqwnqqfmI5q7K2/myoALYUqot6Vo9k0rQ4xe4C8pmjpiyTOyzvhpo2kQBQcXXFRTPOnHG1rYUR5YZ9AC4MLQ+1TPYFli32zoXq5m9CrQlJacV7/TecMdt9zmQ/zmRYUsquIdnR0G01vdxqhDfssdJtQR+ZihRQi43fAPAPqKnIeJrn5JzK2nof1EL8pVCjYSfaWxFlgTiAQptaX+Q9p42QjXwTPfDF5A64OUJGdGTmAXg+2c1/Umck1oX1/clu/ndAjSilbED73dXxup9fV1B8wkzXqZMv9/B0U+ptg3LnP/aZ4Rd2GdvbB2WqbfFuHHxgdyvUwuZtADocdmD3LKit+kuheiyl3KVGecsPYAEOsRaUpo/TAlkpcPC0g7uYOyyJjsIiqG7+V4aWhybVqLQurLcku/l/HSqUTWgNoVuwvvNS7K8/v7bgltnFrildJD6UkIM7eq2m9XvM8As7jeaokXKnlh+qRY4HajRvC9RIWFNdWE97TmcuqqytPwOjDVovhNpJRpTOKWAgs4XTAlkZxn2zcRdyhIzoKL0bwF+rV1Z/ILQ8NKnGpXVhfeuyxd67AXwe6pv7hF2Hg3Ho3w3GH/jf9xZ8ZmaBKJ/wIkdISonuYbm3sdsK/323GX693dyX5tYA1PcICbXO9GWozuA768J6qn5iOamytt4D4DKMhjCuC6KjcQqAtYe9i6ac0wLZhG/qLr+LgYzo6F0P4B6k6N1zpOrC+uvLFntLoM5vS9nNf48mh3/4Svy+/7zC/9lCryie8CJpGJY02gflrtB+s+mFXUZTS79M1evLBRXARk4J6IBq1rgVQJvDpiLLALwPKoBdBzVbQDQZ3GlpE6cFsgUYc8yCt8I7Q7iF0z5Hoky5pXpl9d7Q8tB3Dn9rWqugwsH1SNPNv7Hb6v/FG4n7v3aR79M+t0h76PSwLiO7+qymt/aYTat2Gru0RMpO3j6oqUgv1PKFbVBTkeG6sN5zDJ9H1qmsrT8Now1aL4bzvp+TPXjklU2c9g/4OIxZr+Kb7eNPiUTH5tvJbv6/nsyTk938H4XacHMh0nSpfr3d3HfvJv3h297h/fjYbv49w9b+cI8Vfq3NbHql1exIs/VrBlTocwGIAngNaipye11YT9VPLCdV1ta7AVyE0dYUi+2taPKkZWLvyn+DJ1CBOR/6/kHXBtY9hqFta9RvLBN6TzsWfvkBQFroevyHsOIRlF56M4oWqebsnY/9N8qv+SI8gbw4wz4T+AdpE6cFsrlQ35ABAJ4SD3cQER27/1e9snpfaHno0ck8uS6sm8sWe/8E1U7idKRZMPzMdmNXWYF48sLj3edu6TTDL+0ym7b3Wql6fbmgAtgMqF3V+6DOitwKoLUurB/quJWcUllbXwI1BbkUakrSEW+W2oY6eCuOh0wMT7g284IPYuYF6rzn4R3rMLj+KbgLAxjcUIfis65EcdVl6Hzk+yhadCGGd6yDb+4pDGNTi3+YNnFMICs5r8QL9VP4gd5HrkLXoU6FJ6Ij4wJwf7Kb/6QW+9aF9USym/83odprpFx4/0BI3/JASN+S4pIX6o3CBzXtGYY6qqgRQLfDuuRXYnQU7HKoz90xjMFuRHetR8mFH4G2/slD3ju07WUUV10GABBuD6SRgDR1QAhIy4S24SnM/uD3MlF2Ppn0Bhs6No4JZEjR8sJV4OJxH0RTww/gqeqV1ZeGlodCk3mBurA+lGyHcQdUuDrcmq4iqDcHASABdVj3BqipyEm15MhGlbX1LgAXYHRX5Fn2VjS9+l66G6VX3JpydGwsS48h1vwWyq/+PACg+IzL0V33EwxtXY3Sy2+BtrEexWdeBZe3IBNl5xOOkNnESYFsZDv7AS4/R8iIptBMAM9Vr6y+MLQ8tHsyL1AX1vuSjWP/Pfl6Y6ckRfKxkuT/dwGohzqwu6UurE+qBUc2qqytL4ZqzLoUqlHrHHsryozhHW/CVVwK/7xTEdu9+ZD3Rne8Cf+CKrgL1coTl78Yc276DwCAGYtgcN1jmH3jd9Dz7C9hxSIoefeN8C+omu5PIR8wkNnEMUcnlZxX8i4AXwBw4I1i7k1zlxUsKDjPvqqIHKkRwMWh5aHeyb7AssXek6HOvdSgRt9Ghjm2Y3Qqcr/DpiIXYnQU7Eqozzuv9K39E4a2BAGXG9JMQMajKFp0IWYt/fqEezsf/wGKT78ExWdcMeFa70v3oOi090C7+PU7AAAgAElEQVTv7QCkheIzrkDn4/+NeR/7nwx8Fnkh0LJiScpTNmj6OGmErAjjDsN1+ThlSTQNTgfwt+qV1VeFlocmtYuxLqzvSk5f3gZ1TuR6qKnIVP3EclJlbb0A8E6MtqY4196K7Fd2+S0ou/wWAEBs92YMvvlEyjBmxYcQb9uCWe+feE3v7YAZ6UXBCdVIdO6C8KhcK43EtNaeZ8qR5tgzmj5OCmQzMa7xpPAKTlkSTY8LATxcvbL6xtDy0KR2NdaF9S0AvjK1Zdmrsra+EMBVGD2we0qPhXIqbdMzAIDAedcDAIabXkdB5Xlw+SauD+t/+T6UXnYzAKC46nJ0Pf4DaBvqMPPST2SuYOerwJjZJsoMJ01ZfgrqTWL/yGMLb1t4u7vYPcu+qogc7/eh5aHb7C7CTpW19fOgwtcyqDDGkXnKdVe3rFjyot1F5BunjZAdtOiXI2RE0+6zyW7+edV7oLK2/hyMtqY4H+OWSxDlOLa+sIGTAlkJxh1gLDwMZEQZ8N1kN/877S5kulTW1vsB1GB0KvIEeysimlbcaWkDJwWyAMYEMnex2y9cwmVjPUT55DfVK6v3h5aHnrC7kKlSWVs/G6olxVKoFhUzDv0MIsdgILOB0wJZ38hvPCUejo4RZY4LwIPVK6uvDi0P/d3uYiarsrb+TIy2pngP1OdFlG8YyGzgiEBWcl6JC2ohbdfIY+5iNwMZUWYVAKhLdvPfancxR6Kytt4L4DKMhrCT7a2IKCtwDZkNHBHIABRi3LFJwiuc8rkR5ZIyjHbzT3mIuN0qa+vLAFwPFcCug9oQRESjOEJmA6eElkKMOzaJ68eIbLMQwPPVK6svCS0P9R327gyorK1fhNFRsIvhnO99RNOBI2Q2cMo3pYnTk26u/SCy0RlQ05dXh5aHYpn+4JW19W6o4DXSmmJRpmsgymE8sd0GTglkExoxCrdw21EIER1wCYCHqldWf2iy3fyPRmVtfQnUFOQyAO8Df8onmiy+f9rAKYFswiG9nLIkygo3APgNgM9Px4tX1tafhNFRsMsAeKfj4xDlGQYyGzglkLkwvlO2i1OWRFnin5ONY//rWF+osrbeBeACjIawM4/1NYloAgYyGzglkE344uGUJVFW+c9kKPv90T6xsra+GMC1UAFsCYDZU10cER2E7582cEogmzAaxilLoqxzZ7Kb/9OHu7Gytv54jO6KrEGKZQlENG0YyGzgpEDGKUui7OYG8HD1yuqrQstDr4+9UFlbL6AO6V4KNR15jg31EZHilGyQU5zyhz5xytLFKUuiLFQI4G/VK6sv1hpWtAJ4L0YP7D7O1sqIaATfP23glEA2YYRMuDllSTQVpGXBl4DhTUjdH4fpS0jDF4fpT8AqiEvTl5CmPwFZkID0J6TliUv/DEMMz5fu9kJdSL8uhV+Hy6fD5TPg9prw+hLiz3sq/tLbNv8SKxqorIDL0w2gGwAsablMy/AnTL3QsIxCQAoAEHAZQgh5yGKJ6KhY0nJ7XJ54sa+4Z+QxE+i1s6Z85ZRANjHNC05ZknMJw7L8cei+hDR9cWn44zB8CVj+uDQLErB8CWn5E7AKElL6E1C/VDCSfgNi5JfPEMJnwjXyyyvh9lrC7bXg8Ujh8QAeD+AREB6k/H4hMH61wBgnjztAYwyJU/dtwKn7NsCSwuyZecrOXXPeMdw189Q5vuK5cz0uvxsuLhsjyhiJ+WN+l5XHnjmdUwLZxDVkIv27BNFUGxlF8iWk7ovD8Cek6YvD9Mdh+hPS8sdVQFIjSdLy65B+HVC/pPDrgM8Qwm9K14GQZMHtM+HyWsLtlXB7pQpJbsDjhnAh5UJ3Me6/2c8lpHv24I5Fswd3AAAS8Ji7Shfta5t1dixevriooHDWLJdw8QcsosyZ9kbONJFTApkH4w4Xh8UvqHzn0tUokjchDV9CmgVqFMn0xaVVoIKS9Cdg+XWZnG6D9OsSPh0o0CF8BuA34fIbQvgMuLwWXD4Tbp8Fl0cKj9eC23tgFOnACNLRjiLROD4Y7tP7t807vX8bAGDY5U/sKD+ze0/F2Qmj7NRAob+0Qgj+eRJNI75/2sBJgeyguRFpSn5BZZnkKJLui0vDn4CRnGqz/AmYakRJyoIELL+abpMFOuBPQPp0wG+MhCQpfAaE3xRqii05kjQyiuSR8CRDktc1Ooo0biQp90aR8lmRFfed3b1x/tndGwEAvZ4ZemPZWdGu8irpKju1oLiglHObRFPLOvwtNNWcG8gMadhUS05x65bpi8NQC7Wl4U/A9CVg+uPS8selWritFmsnR5AAf0JKvwH49TFrkUw1iuSz4PKacPvUOqRkSFIByQPhhjraJsXxNhxFoiNTbkS8F3W94UXXGwCA/f6K6M6y6qHeijOEu/SkGX5vEQMa0bHhgIYNnBLIvHDKCJllSV9c7WgriMP0xaXpS8DwJxdsj4we+RMyGZSAMeuRhN8AfIZ0HQhJ5sg6JLh8lvAkR5EOhCSXCklupBxFYkCi7Dc33lM4d9+aQuxbAwDYW7Sgt6XiHG2g4gyPK7BwlsftZUAjOjq5+f6Z45wSyCYMr07lCJk7YZm+hNR9CZj+2Mh0GyxfQpoFCSnVwu3kKJIKR7IgAeHXpVQ72SDUOiQpfKZw+U24vVZysbY1ulg7uRaJo0hEx+C44Y7y44Y7ytH2DEwpZFvJyV3tFecMaeWn+70z5s12udxO+b5HNF0YyGzglG9MCYw7PmnOPjNx6er47sLkYm1fckdbgQ7h0yX8JoTfgMtnCuE1MRKS3F5LuFRAUmuR3IBnzCjSOAxIRNnMLaSo1HbOrtR2zkYLoMNjtpQu2tcx65xYtGxRka9o1izBHZxE4w3aXUA+cmwgO71VWp/f4T7BpnqIKAt5YbhP698277TkDs6oy59oLjuze9+ssxPx0lMDvgLu4CQC0G93AfnIKYFMx7ihKk1YCZtqIaIcUWjFfWf0bJx/Ro/awal5Zgzvqji7p7OiWpozT57p88+YaXOJRHbos7uAfOSUQGZi3DoyDQxkRHR0Akak6Jz9rxVh/2sAgB5/xWBzxTn9PRVnCcw8sdzrKSi2uUSiTOAImQ2cEcikNAt0lLosQEh4hIQnCnMGl3cR0bGoiPeUVOxZXYI9qwFwByflDQYyGzgikJ28D8VeA5VQU5eGkLCKhQXMsrkwInIU7uCkPMEpSxs44ptH2RC6AGwC0Db6qAVLyotcQnAHFRFNOe7gPDaWZeLHj38RM4sr8IX3/eiga/v6duP+NT9Ge/cOvP/dt+K953wYAKBF+3HPqu8jGo/g/e/6NM456RIAwF3PfRcfufQrKC3mT+FThCNkNnBEIIPaZXlwY1gACSmjBUJwzQcRTTvu4Dw6wS2PY27ZCYglhiZcKy4I4KaLv4R/tLx60ONv7ViNCxZdg3eeUoPfPlOLc066BKGW13D8rNMYxqYWA5kNnBLI9FQPxqUcKgAYyIgo47iDM72+SBe2tq7Dte/4BFZvfmTC9UBhGQKFZdiye91Bj7tdHuhGHIapQwgB0zIRDD2Oz1/3g0yVni84ZWkDpwSylDsq49IaTtnPlYgow7iDc9Rjr/0GN7znc4jpw0f1vPNPvRJ/Wv0jrGt6ATdccBte2foU3r3oavi8BdNUad7iCJkNHB3IopY8un/tREQZkq87OEOtryNQWIYTZi9C0563j+q5hf4ZB9abDcc1vPCPv+C2a/4TD679GYbjGq48+yacPO/M6Sg733CEzAZOCWTDSHGGUdSyJi5OICLKQvmyg3PXvq0Itb6GrbvXQTcTiOnDWPnSj7D8qu8c1es8+9Z9uPa8T2DDjtU4fvYinH/qlbj7+e/iK0v/b5oqzyscIbOBI/6BQwWyCbuZhqXFETIiyjlO3sH5gQs+iw9c8FkAQNOet/HSP/561GGsc6AdA0M9OG3+OWjv2QGv2w8BAd1gP/ApIMGzLG3hiEAW1DSjJhCIQX0+xsjjEZMjZESU+/JhB+cr254GAFx6xlIMDvfix49/AbHEMIQQWBN6DHd8+F4U+tQyu6ffvBdL330rACRHxr6HNVsex5Lzb7GrfCcZuP3OK63D30ZTTUgpD39XDqgJBP43+b/RkceWBErOXFJS8iGbSiIiygju4KQptPP2O6881e4i8pEjRsiSBqB68x8IZIOWySlLInI87uCkKdRudwH5ykmBrB/AcWMf6DYMzaZaiIhsk687OGlK7La7gHzltEDmG/vAbl0fsKkWIqKskS87OGlKMJDZxEn/CHsBeMc+MGRZesyyhgpcLg7XExHB2Ts4aUowkNnESYEs5fTkkGX1M5AREaWWDzs46agwkNnESYFsCOMOGAcAzbL6K4AFNtRDRJRzeAZn3mMgs4mTApmGFIFs0DTZcZiIaJK4gzPvTHsgE0LcAeDjAEwAFoB/llKuS3PvLQDOl1J+abrrspuTAlkfUhyf1GuaPJOLiGiKcAeno3XefueVken8AEKICwG8H8A7pJRxIcQsjNuQl6+cFMgGoQKZwJiRsi7D4AgZEdE04Q5OR9mZgY9xHIBuKWUcAKSU3QAghGiBGgnrFkKcD+CnUsorMlBP1nDMP5Tk8Ul9APwAYiOPd+g6AxkRUQZwB2fO25GBj7EKwPeEEE0AXgTwsJRybQY+btZzTCBL2g9gPsYEslY90S+lBHcJERFlFndw5pxpHyGTUkaEEO8EcCmAGgAPCyFqp/vj5gKnBbK9AE4e+0BcSjMmpVYoRMCmmoiICNzBmQMyMUIGKaUJYA2ANUKIEIDlAAwAI6OnBZmoI9s4LZB1IMXiwAHT7Cp0uRjIiIiyCHdwZp1pHyETQiwGYEkptycfOhdAK4BCAO8E8CyAD053HdnIaYGsDylaX/SYRuc8r/fkFPcTEVGWSLWDs7XiHK2//AyPq4Q7ODMgEyNkMwD8SghRCjUqtgPA5wBUAfiDEOI7AFK2wHA6IeWE/JKzagKBkwDcgXGn1X+wZOZ5VwUCy+ypioiIjlVyB2d3e8U5w1r56T7u4Jxy3bffeeVsu4vIZ077Yu5Hil5krXqi04ZaiIhoiozZwQnu4JwWG+0uIN85LZANQHX9dSX/CwBojMc7udOSiMg5uINzym2yu4B856hAFtQ0qyYQ6ICaoz7QbThiWfqwlP3Fas6aiIgchjs4jxlHyGzmqECW1AzgPRgTyACg3zQ6i10+BjIiojzAHZxHjSNkNnNiINsF4PLxD3YbZucCLxbZUA8REdmMOzgPaRAZ6kFG6TkxkHVizPqxEXsNvfMcFNpQDhERZZs0Z3Dm6w7Ot2+/80rntFzIUU78guvEaLffA3YlEvttqIWIiLIcd3ByujIbODGQ9QOIQ31uxsiDDbFYlyGl7hHCa1tlRESU9fJwBycX9GcBxwWyoKbJmkBgN4A5UG0wAAAmIHtNc88cj+dE+6ojIqJckwc7OBnIsoDjAlnSLgAnYUwgA4B9ut7OQEZERMfCYTs4owAa7C6CnBvIWpHic2tJJNrPLuTCfiIimjo5voMzdPudV5p2F0HODWSdSHHI+OZYtH3ZzFwfWSYiomyWYzs4uaA/S2TTF8VU2gN1pqXAmGC2xzAiw5Y1UORyMZUREdG0y4EdnFw/liUcGciCmharCQTaARRjXMf+TsNor/T5GMiIiCjjsnAH51uZ/GCUniMDWdJWAFdhXCDr0PX2Sp/vTHtKIiIiGmXzDk4NwD+m8fXpKDg5kG0HcO34B5vi8faLi3NpAwwREeWLQ+7gLDmx3Oud0h2cr95+55XG4W+jTHByIGtHioX9/4hF95pSmm4h3DbUREREdMRS7ODsa604e7C//Myp2MG5ZkqKpCnh5EDWDSABwAtAH3kwIaXZY5rsR0ZERDnnuOGOsuOGO8rQ9uxU7OBcM1110tFzbCALappVEwiEAZwMoHfstdZEYhcDGRER5bJj3MGpgQv6s4pjA1nSFgBnY1wg2xKL7XpXUVGNPSURERFNvUPt4IyVnlLqLyibKUa3cHL9WJZxeiDbjRTryDZGhzs+KcviXiGyuXsyERHRpI3fwTnkCQz0zn3ntn1z32UkfDOfs7k8GsfpgawDKRrEmoDcb+gtC72+xbZVRkRElEHFhjazuGPNhcd3rAGArwIftLkiGsvO7sDTLqhpQ1CjZIHx15oTiV2Zr4iIiMh2vWCH/qzj6ECWtAHAhMZ6m6JRBjIiIspHL1U1Nlh2F0EHy4dAFk71YGM83h21LC3TxRAREdnsBbsLoInyIZC1Qq0fm9AIdo+uc5SMiIjyzYt2F0ATOT6QBTUtAaARKaYtdyTiDGRERJRPtlU1NjTbXQRN5PhAlvQWgBnjH3x1aGi7JeWEthhEREQO9ZTdBVBq+RLIdqR6sNs0o92m0ZrpYoiIiGzCQJal8iWQdQCIQZ1reZCmeLwx8+UQERFl3F4Ab9pdBKWWF4EsqGkWgM0AysZfe21omIGMiIjyQV1VYwOX6WSpvAhkSRsBFI5/sEVPDPSZxj4b6iEiIsokTldmsXwKZE1Q7S/E+As74wmOkhERkZNFAKy2uwhKL28CWVDT+gHsQor2F+ujnLYkIiJHe66qsSFudxGUXt4EsqRXAZSMfzAUi+2PWGafDfUQERFlwpN2F0CHlm+BbBtSTFkCQEuC05ZERORIBoBn7C6CDi3fAlkngH1I0SR2YzTakPlyiIiIpt2qqsYGzgJlubwKZEFNk1DTlhPaX6wbHm4btqyBzFdFREQ0re63uwA6vLwKZEmbkWLaUgJoisc3Z74cIiKiaaOB68dyQj4GsnYAgwAKxl9YOxT5R+bLISIimjZPVDU2RO0ugg4v7wJZsmv/awAqxl8Lx+M9vYaxJ/NVERERTQtOV+aIvAtkSZsAeFJd2BqPcZSMiIicYC+Al+wugo5MvgayXQAGkOIopZcikS2WlFbmSyIiIppSD1U1NvD9LEfkZSALapoJdYTErPHXOg1jeK9h7Mh8VURERFOK05U5JC8DWdIGpPn8345GuduSiIhy2daqxoZNdhdBRy6fA9leAG1Icbbl6ogW1qXkmV9ERJSr7rO7ADo6eRvIkk1iX0KKQBaV0mhOxLdkvioiIqJjlgDwR7uLoKOTt4EsaWRH5YQ/h9WRyPoM10JERDQVHq9qbOi0uwg6OnkdyIKa1g8gBKB8/LXNsdj+bsNoz3xVREREx+R3dhdARy+vA1nSWgDFqS68FR3mKBkREeWSrVWNDS/bXQQdPQYyYBsAHYB3/IXnNG1r3LKGM18SERHRpNxpdwE0OXkfyIKaFoMaJZs9/lpcSjMcj3PbMBER5YIhAH+2uwianLwPZEkvA/CluvB8RNsgpZQZroeIiOhoPVDV2DBodxE0OQxkSjuAHQDKxl9oTiT697BzPxERZT8u5s9hDGQ40JPsWQAlqa6/MTzExf1ERJTN3qhqbHjb7iJo8hjIRoUADAPwj78QjER2RCyzL/MlERERHZFf2V0AHRsGsqSgpiUAPA9gzvhrFiA3RaNvZL4qIiKiw2oB8LDdRdCxYSA72GtQfyZi/IWnBgY2sgUGERFloZ9VNTaYdhdBx4aBbIygpnUD2IQULTCGpTRCsdi6zFdFRESUVjeAe+0ugo4dA9lELwIoTHXhqcGB9YaUiQzXQ0RElM6vqxobOHvjAAxkE4WhfuKYMf5Cj2lGw/HYxsyXRERENMEwgF/bXQRNDQaycYKaZgJ4EkBFqut1g4OvW1Jama2KiIhogj9UNTb02F0ETQ0GstQ2AIggxdRlm64P7kokNme+JCIiogMMAD+zuwiaOgxkKQQ1LQ7gaaRY3A8Az2iDr/I0JSIistFfqxobWu0ugqYOA1l6rwHQkeKMy8Z4vLvD0MOZL4mIiAgSwP/aXQRNLQayNIKaFoFqFDs31fVnB7W1ma2IiIgIAPBoVWMDl844DAPZoQWT/3WPv7ApFt27O5FoyHA9RESU30wA37O7CJp6DGSHENS0PgBrAcxLdb1ucCAouZiMiIgy5/6qxoZGu4ugqcdAdnirAHiQ4s9qWzze1ZxIhDJfEhER5SEdwH/aXQRNDwaywwhq2j4A65Hi0HEAeHxwIMi+ZERElAF/qGpsaLa7CJoeDGRH5mkAfqT489qVSPQ3xePs3k9ERNMpBuAHdhdB04eB7AgENa0NwOtIs+PysYGBl00pjcxWRUREeeS3VY0NHXYXQdOHgezI1UH1JJuw47LD0LVt8dibmS+JiIjyQATACruLoOnFQHaEkmvJgkiz4/KR/v6/61LGM1sVERHlgV9UNTZ02V0ETS8GsqNTD/Vn5hl/ods0o29Ho69mviQiInKwvWBX/rzAQHYUgprWA9W9/7hU1//S3/f6kGX1Z7YqIiJysG9XNTZE7C6Cph8D2dF7HqpT8oQzLqNSGqsj2qrMl0RERA60HsCf7S6CMoOB7CgFNW0AwN+QZi3Zs5rWsN/QWzJaFBEROdFXqhobeBpMnmAgm5zVAOIAClJdfGxg4FmLRyoREdHkPVjV2PC63UVQ5jCQTUJQ0yIAHkWavmRbYrHOpnj8rcxWRUREDjEM4Ft2F0GZxUA2eS8D6AQwM9XFB/v7ViekFctsSURE5AD/W9XY0G53EZRZDGSTFNQ0HcB9AMoBiPHXu00zum54OJjxwoiIKJftBvATu4ugzGMgOzZbAWxCmqnLR/r7NwyYJpv5ERHRkfp6VWND1O4iKPMYyI5BUNMkgIehWmBMaBZrANbTgwP1XN9PRERHoL6qseERu4sgezCQHaOgpu0F8AzSNIt9bXi4dXsisTGzVRERUS6RUkYAfMHuOsg+DGRT41kAUQBFqS7+qbd3VdSy2GmZiIhSEkLcUdXY0GZ3HWQfBrIpENS0IQAPIc1asn7LjL8Q0Z7JbFVERJQj1gH4td1FkL0YyKbOGwCaAVSkuvicpjW0JRKNmS2JiIiymZRSB3BbVWODZXctZC8GsikS1DQTwEoAAQDuVPes7Out16WMZ7QwIiLKWkKIH1c1NoTsroPsx0A2hYKa1gy1wH9Bqut7DCPy96HIC5mtioiIspGUsgnAf9tdB2UHBrKp9zSAPgAlqS4+OjDwVqdhtGa2JCIiyiZSSimE+FxVYwNnTQgAA9mUC2paFMC9UGvJJvz5SgAP9vU9bUppZLo2IiLKDkKIu6oaG9baXQdlDway6bENwCsA5qe62JSI97w+PPRiZksiIqJskJyq/JrddVB2YSCbBskO/n8FEEea3mQP9fev26vrOzNaGBER2UpKaQghPlnV2DBsdy2UXRjIpklQ0wahdl3OS3VdAvhDb8+TccviP0oiojwhhPivqsaG9XbXQdmHgWx6rYc6fDzlsUp7DCPyvKY9ndmSiIjIDpaU6wD8yO46KDsxkE2j5NTlfQAEgMJU9zwX0Rq3x+ObMloYERFllCXlsEuIT1Q1Nph210LZiYFsmgU1rRvAn6BGyUSqe+7p7Xk2Ypq9mayLaCxTSvxTSzO+0K6O0vt1dxeu2LkDN7Y048aWZqyNpD+KdfxzAeBnXZ24obkZtXv3HHisbmAA9/Xxy5zyk0uIf6lqbOC6YUqLgSwzXk/+SrnrMmJZ+iMD/Y9bUvLoDLLFfX19OMXnP+ixT5WV4YnKk/BE5Um4fMaMI36uZprYFI3iyZNOgimBpngMMcvCE4MD+Ghp2bR9DkTZypKyrqqx4Q9210HZjYEsA5JTl/cDGEKahrHro9GOjdHoyxktjAjAPl3H2qEIPjhz5pQ81yUAXUpIKRGXFjwQuLe3F58sLYNXpBwkJnIsS8pOlxCfsbsOyn4MZBkS1DQNwF1QDWPTnXX5Mrv4U6at6OzE12fPgWtcVnqwrw83NDfjjr17MWCmXvaS6rnFLjeumRHAP7W2YIHXi4DbjS2xKK4KBKbxsyDKPlJKyyXEh6saG7rtroWyHwNZBgU1rQFAPYCFqa6bgLyrp/vRmGWlX7BDNIXWRCIo97hxZkHBQY9/tLQMz598Ch6vrMRsjwc/7uw84ucCwGcqKvBE5Un41py5+GV3F740azYe7e/Hv+3pwJ09fG+i/GAB32E3fjpSDGSZ9xSAdgCzUl3caxiRRwb6H+F6MsqEjdFhBCMRvHfnDnxtzx6sGx7GN/fswSyPB24h4BICN5XORCgWPeLnjrUtFgMAVPp8eGpwAD+fvwDb43G0JBIZ+fyI7JKQ8tmzwo3/a3cdlDsYyDIsqGlxqKnLQgC+VPe8Pjy8+43hYR6tRNPuq7PnIHjKqXjxlFPxs/nzcUFREX48fz66jNGjVl/UIjjN7z/i5471q+4ufHnWLBhSwpLqMRcEYhZ/3iDn0qVs9wnxMbvroNzCQGaDoKa1A3gQwIJ099zf3/f67kSiIXNVEY36aVcnPtDcjBuam/Hm8DBq58wFAHQaOv55THuLQ3lR03BWQSHmeLwocbtxTmEhPtDcDAA4PcU0J5ETmFLqLmBpVWPDgN21UG4RUkq7a8hLNYGAC8CXAZwFoCPVPSUul++OOXM/F3C7KzJaHBERTUrUsj7/jqbwXXbXQbmHI2Q2CWqaBeBeAAMAylPdM2hZiT/39T1sSKlntDgiIjpqw5b1F4YxmiwGMhslW2H8CkAxgJRzOFvjsa4XIzzvkogom8Usq6nI5fq03XVQ7mIgs1lQ01qhjlaajzR/H3WDg6FtsdibmayLiIiOTELKAbcQ11Q1NsTsroVyFwNZdvg7gNVI058MAH7X0/3cHl3fkbmSiIjocEwpDUPKJWeHG9nUm44JA1kWSB6t9BCANgBzUt1jAvJX3V2PDpjmxA6dRERki37T/OI7m8Kv2l0H5T4GsiyR7E/2GwACak3ZBAOWFb+rp+fBmGUNZbQ4IiKaoMswfnvJju332F0HOQMDWRYJalongN9BjZJ5Ut3ToicGHurve8iU0kh1nYiIpl+XYbwy2+P5kt11kHMwkGWZoKZtBvA4gOOhRssmWB+NdjynaU+yh6LT+V4AABjXSURBVBwRUeb1m2Zz1LKurWps4DdhmjIMZNnpaQCvQoWylOq1wa0botFg5koiIqJhyxroMowrrt21c+IBr0THgIEsCyWbxq4EsAvAcenu+2Nf78s74/F/ZKwwIqI8pkuZ6ND19y9r3rXb7lrIeRjIslRykf+vAWgA0h6d9Kue7qc7Db0lU3UREeUjU0pzVyJ+y7LmXX+3uxZyJgayLBbUtH4AvwDgAzAj1T0JKc2fd3X9pd8092W0OCKiPGFJKRvisW/c0Nz8kN21kHMxkGW5oKa1A/glgFlQwWyCAcuK/7K76/6IafZmtDgiojwQisX+300tLT+3uw5yNgayHBDUtK1Qa8oWIs3f2T7DGLqzt+e+qGVFMlocEZGDbY5GH7mrt+erdtdBzsdAljvWAHgWwIlI0w5jVyLR/6e+3vsT0uJ5akREx2hrLLb2zt6eTyZPUyGaVgxkOSL5DeERABtwiHYYoVhs/wN9/Q8YUiYyVhwRkcNsj8c3/aane0lQ0/i9lDKCgSyHBDXNAHA3gCYc4iDy9dHh9kcG+v9iSmlmrDgiIofYnUhsf7C/771BTeMxdZQxDGQ5Zkw7jL0A5qW775Whoea6wYG/WlJaGSuOiCjHdej67kcH+q/8S18fN0lRRjGQ5aCgpkUA/B+ACIDZ6e57IRJpqtcGH2UoIyI6vLZEou2h/r4r7+npabe7Fso/guch5q6aQGAugDuSv03709y1MwKnLy0pucklBAM4EVEKuxOJ9j/19V77UF/fNrtrofzEN+gcFtS0/QB+DMADoDTdfc9HtManBgce5poyIqKJWhOJjj/09ixjGCM7MZDluGTj2J8AKAQQSHffC5FI05MMZUREB2lJJNrv7u35yF/7+zfZXQvlNwYyBwhqWjPUmrKZSHPEEgC8FIlsf2xg4CFTSiNjxRERZanmRKL9dz3dtzze3/+q3bUQcQ2Zg9QEAlUAvgZgAOpQ8pQuKy4+6aaZpR93C+HJWHFERFlkVyLedldPz6frBgZesrsWIoCBzHFqAoHTAXwdhwlllxQVV364tPTjHiG8GSuOiCgL7IzHd9/d2/PpuoGB1XbXQjSCgcyBagKBRQC+ARXIBtPd956iohM+Wlr2MZ8QBRkrjojIRlti0e1/6O297bnBwbV210I0FgOZQ9UEAqdBjZQNQ42WpXSWv2DOp8vLP1nocqXdEEBE5ARvDA1t/nN/3+1BTfu73bUQjcdA5mA1gcApAL6Jw4SyE7zeki9WzLq5xO2elbHiiIgyREopX4hE1j85OPDVoKZxAT9lJQYyh6sJBE6GCmUxAP3p7qtwuwu/Mmv2x2Z5PGkPLiciyjWmlOaTgwOvvhSJfDuoaa/ZXQ9ROgxkeaAmEKgE8C0ACQB96e4rEsLzr7Nnf2ih17c4U7UREU0XXUr9gb6+NW9Gh78X1LQ37K6H6FAYyPJETSBwAtSaMjeArnT3uQHx5VmzlizyF7wzY8UREU2xmGVF/9Dbu2prPPbdoKaF7K6H6HAYyPJITSAwB6pPWRmAPYe697Pl5Ve8o7Do8owURkQ0hTTTHLizt+eZ5kTie0FN22F3PURHgoEsz9QEAjMBfAXAiQDaDnXvB2fOPO+K4hlL3EK4M1IcEdEx2qPrHb/p6a7rM80fBjWtw+56iI4UA1keqgkECgH8M4BzAbQCSPtF8J6iohM+MrP0I36XqyhT9RERTUYoFm24p6enzgB+GtS0brvrIToaDGR5qiYQ8AL4FIDLoUJZ2kPHK72+mZ+rqPhYqds9N1P1EREdKUtK68VIZN2TgwPPAPhlUNPSNsQmylYMZHmsJhBwAbgRwA1Q05eJdPfOcLm8X6qYdeMJPl9VpuojIjqchLRiD/b1v/xmdPhZAHcFNS1qd01Ek8FAludqAgEB4Eqo0bJ9ANJ+MxMAPlNefsV5BYWXCyEyVCERUWqDptnzu57uV1p1/WkA9wU1Tbe7JqLJYiAjAEBNIPBOAF+A6urfe6h7rw8EzrguUHIDDyYnIrvs0fWWX3Z3vT5oWSsBrApqGt/MKKcxkNEBNYHAiQD+FUAxDtMW45yCgnk3l5V/tMjlmpmR4oiIAEgpsSkW3Xhvb+9GC/hVUNM2210T0VRgIKOD1AQCpQC+COA0qHVlVrp7K9zuws9XzLpxgdd7WqbqI6L8lbCs6GODA2tfGRraCuAXQU1rt7smoqnCQEYT1AQCPgAfh1pb1o5DLPYXAG4uLbvo3UVFV7mEcGWoRCLKMz2G0fG7nu7X9xjGBgB3BjVtwO6aiKYSAxmlNG6xfxeAyKHuf3dh0cIPl5beVORylWSiPiLKH1ti0fV39/SEDeBFAA8FNS3tD4lEuYqBjA6pJhA4A8CXoaYu056BCRyYwrxhgde7KCPFEZGj6VLG/zY48PwLkUgfgPsBvMTF++RUDGR0WDWBwDyo45bmQE1hpv2iEQA+WVp20QWcwiSiY9BnGvvu7ukJtup6D4DfBjWtwe6aiKYTAxkdkZpAoAjAJwFcArUDM3ao+5NTmB/iLkwiOloNsdiGu3p7GhJSbgNwd1DTDtmKh8gJGMjoiCXXlV0KYDlUv7KeQ91f7nYXfKa8/PqTfP7qTNRHRLktZlmRpwYHVq0dGooAqAPwVFDTDLvrIsoEBjI6ajWBwAlQrTFm4zBTmIBqJHv1jMASHlBOROm0JRKNd/X2vNFrmlEAvwtqWsjumogyiYGMJiU5hfkJqBGzw05hzvN4im8tL1+60OtbnIn6iCg36FLG10Qiq54YHOgFsAOqpUW33XURZRoDGU1acgrzEgC34AimMAHgxpKZ51wxY8b7vEL4p7k8Ispy+3W9+d6+3lVtul4IoB7AEzyPkvIVAxkds5pA4HgAt2N0F2ba7v4AcILXW/LpsvIb5nq9J2WiPiLKLoaU+qtDQy88PNDfDsCEWrj/tt11EdmJgYymRE0gUAjgQwDeCzVSNnio+wWAj5aWvvvCouL38pByovyxX9eb7+vve35XIlEE4B8A/sRdlEQMZDTFagKBMwF8DuqA8g4cZsF/pdc38xNlZdezmSyRs8Uta3jNUOT5pwYH9wLwA3gAwNqgph1yRJ0oXzCQ0ZSrCQRmAPgY1IL//QCGDvec6wKBqvfOCFzHo5eInEVKiZ2JxKaVfb3BHtOsANAC4J6gpnXYXBpRVmEgo2mRXPB/LoDPAvAC2IvDjJaVuFy+m8vKa6r8/gtcQogMlElE02jQNLvrBgf+9trw8BCAIgCPAVjFhftEEzGQ0bSqCQRKoTr8vxsqlEUP95xzCwrmfWhm6dJyj2f+dNdHRFPPlNLYGI2+8kB/37qElMcBaIMaFdttd21E2YqBjKZdcrTsAqgO/24cwWiZCxA3zSw9/6Li4qvYIoMod+zT9V0P9vfV70gkPAAKADwF4NmgpiVsLo0oqzGQUcbUBAJlAD4M4CIAvQAGDvec4zyeGR8rLbvqFN//b+/OguOq8juOf/+3u2+3rL6SvMoWGC+DbRYbA2YCDhlshWEmUBmoyZCtyDLJQ17ylLeslcpD3lOhKpV5SJhUajKVZKaSYTKTYEKEgYEx9rDYhsELjAx4X6UrdavVfe/Jw7kqC2OjXa3l96m6Jamlbp2Wtfz8P+f8T7jdNI0pMmfFSXLphYGBPXsG4g+B1cBPgX/WWjGR8VEgk1mVVctuB34PWIHv8j/mepK7SqXOr7a1f1m9y0TmlmGXDu2vVPf+W9+VA3XnOvE/z98CXtMOSpHxUyCTpuiOoiLwS8ATQA2/G3NMXyyXN3+xHD3SlsutmMnxichnS51L36vV9n/7yuW9F5OkCCwFXgb+vSeOx6x+i8gnKZBJU3VHURfw28Ad+FBWGes+eQi+1t6x44ElS3brwHKR2fdxffjId670PX90uNYPdAHngWeA93riWH9URCZBgUyarjuKAuDzwO/gFwGfwh+n8pnag6D4mx1Lv3BnqfRAziw3w8MUWfSuJMmZ/47797w8ONiLXyeWxy/af64njmtNHZzIPKdAJnNGdxRFwFeAR7g6jTnmN+iGMOz4alv7ro1heFdgFszwMEUWnf4kufDK4OCLP4z7301hGdAGvA58pyeOx7XcQEQ+mwKZzDnZNOavAvfid2KO65y7W8Nw6eNt7Q9tDMPtaiwrMnVxklz8UWVw73/19x9OfWPXVcDPgH8Bjml6UmT6KJDJnJTtxtwCPAXcApxjHEcwAdwahsueaGt/aIOvmCmYiUzQQJJcfrVS2fv9/r6DiT9pYzUQ44PYgZ44HnNJgYhMjAKZzGndUZTDd/n/DSACzgDjajC5KSwue6Ktbdf6MNymYCYytsE0vfLa4ODeZ/v7Djb8TWuyd30PeKEnjsc8aUNEJkeBTOaF7ihqAR7Gt8kAH8zG9b/0zWFx+ePtbQ+tLyiYiVzPQJpcfr1SeeV7/f1v1f0fhU6giG9j8Z89cTyuZQMiMnkKZDKvdEfRMuAxoBu/4P804wxmG8Ow47Go7YHNxeI9ebNwBocpMi9caDQ+fq0y+Opzcfxe1sF1FX6n8wHg2Z44/qiJwxNZVBTIZF7qjqKV+May3fhANu6K2dJcrvSVtrYd20st97cEQTSDwxSZc5xz7uN6/cj/DQy8uq9a+QgwfBBrAd7AV8R0CLjILFMgk3ktC2aPAruZYDArmAWPRdHW+5e07uzI5VbP3ChFmq/hXP14rfbWD+P+Hx8fHr7EJ4PYW/gg1tvMMYosZgpksiB0R9EqfMVsNxMMZgC/sKR1/a5y+ee78vlNWmYmC8lQmg4eHhp6/dn+vv0XkqSKD2Ir8W0sDgH/AfxMLSxEmkuBTBaULJg9CuzCrzE7wzgOLx+xpVhc/nC5vGNTWNyuY5lkvnLOcbbR+OBAtfKT5wcG3qs7lwI5/GL9EDiMD2IfKIiJzA0KZLIgZVOZu4Av4Y93ucA4zskcEZrlvlSObtvR0rJjVT6/QVUzmQ+G0nTwSK325v8OxG+8Pzx8Obs5xAcxgB8Bz2uxvsjco0AmC1p3FLUCD+CPZOoArmTXuN0ahksfLkf3bikW7ykFQesMDFNk0m5QDQNoBVbgjyF7Dtir9hUic5cCmSwK3VFUAO4CHsd3/h/Cd/8f9w9AwSx4uFze8vmWJfeuzuc/ZyqbSRNV0rT/WK128JpqGMBS/FmTV4BngX09cTzu6rCINIcCmSwq2ZFMt+LXmd2DX/h/Hl9FGLeb8oVod7l8523F4tbl+fxN0z9SkU+rpWm1tz787oFK9dCrlcETo3575/E7JgvACXwQO9gTx42mDFREJkyBTBat7ihaDTyIPwGgBRjAH2Q+oR+KjWHY8VBr69YtxdK29lxu1fSPVBazhnPDH9WHj7xRrR56aXDw/VFTkuArYUuBBr6r/stArxbqi8w/CmSy6HVHUQjcCTwC3A6k+KrZ0EQf645iceWDra1bN4XFreVcbtn0jlQWi8S55HSjfvzt6tChFwcHjg6m6eidwqOrYR8D/wO81RPHg80Yq4hMDwUykVG6o6gTvwngEfyi6EHgIhOsmgHcU2pZc9+Slts2hMXNajwrYxl26dDJev3YT4dqR18ZHDx2JU2unUYfXQ17CV8NO6FqmMjCoEAmch3ZJoA78NOZW/HNNC8D/ZN5vLWFQtvOJa2bNhWLm1fn8xtzZvnpG63MV3GSXOytDx95u1o9uq9S+TD5dPBvBZYBAVerYW9qkb7IwqNAJjKG7ihajt+huRu/Q9Ph15oNTObxlpjld7a2bthaKm1eWwg3LwmCtmkbrMxpqXPp+aTx4fHa8JF9lcGj2RFG1yrh21UE+O+zHvwZk2dUDRNZuBTIRMYp26G5CtgO/GL2usNPaU66YrGtVOq8q9SyYV1YWL8qn18XWlCalgFL0znn3JU0OXOyXu89Wqv17q9UTvSl6fV29Ib4EJbHB/29wAHgQ4UwkcVBgUxkErJwdhO+dcZu/LRSgp/WnPTi6gBsW6nUubXUsv6WQmFdZz6/LgyClukYs8w855zrS9OzJ+vDvcdqw737q5UTl5PkRptDSvjvmzx+A8mrwD78cUbjPodVRBYGBTKRKeqOogBYh6+c7cRXzgBifHPO9AZ3HZMBW0ulzm2l0vpbCuG6lfn8zS1BEE11zDI9Eucal5Pk9NlG4+TxWu3E/mql99KNA5jhF+a3Z2/3Az8G3gaO98TxuM9cFZGFR4FMZBpllbOVwBb8bs3b8H+I6/ipzeGpfo41+Xz5zlKpa30YdnXmC2uW53JdpSAoT/Vx5bMlziX9SXLuXNI4+XG9fuporXbq3aGhc9dZiD9aDl8FG6lynsCfJ/kecFLTkSIyQoFMZAZ1R9ES4HP4qc2fA5Zk74rxFZJpmZq6uVCI7iiWutaFha7OfKGrI5dbpc0Ck1d3rtafJBcuJ8m5k/X66ePDtZOHh4bO1pwb699rpAo28rVPgIP4qchjPXE8oXNURWTxUCATmSXZ1OZaYBM+oG3G76QL8AGtj2kKaABREIS3hsXla8PCis58fsWyXH5FRy63ohwEy9R2w6um6UB/kpy/lCQXzjca50816hferw1fONmox+N8CAMirk5DAnwAvAkcx3fNn3JVVEQWPgUykSbJep3dDGzkakDL4f/IDzDNAW1EALYhDDvWh+GKznx+WUcu1x4FufZyELQvCYL2kll5oZybXkvTSsWlfYNp2h8naV9fkvRdSpL+s43GlWO12vnrNF8dS4APYBH+3wmgFx/AjuEbtU74hAcREQUykTliVEDbgA9oW/ABDfw6pRgf1GZ0B17BLOjK56NV+UK0PJ+LluZyURTkyi2BtRQtaCmalUJ/tYRmpYJZKTALZnJMIxrO1Yedq/orrdZSNzTkXHUoTasVl1b7k3TgYtLoO11v9J2sD/dXnJvK4doGlPHhK4//N0jxAewgVwNYdYpPS0REgUxkrsqmOFcCXcB6/Dmb67laRUuZpZA2lnIQFJbmci3tuVypxayQM8vlsSBvlssZQZ7spVkul70eYEHiXNLAJXXnGg1HUr/6dlJ3rlF3Lhn2i+mHLiZJdRxruCYrwK/vK+N7go38YvwIvwD/feAkcK4njqcS8kRErkuBTGQe6Y6iHFdD2gb8Ls71+JDm8EGtgW9UW2EadnUuMHl88GrFB68EH8YS4AxwFF/5OoXvjK+vn4jMCgUykXkuq6R1AMvx3d7X4o94WoufbkvxQc2AGr4JaS27FtovAAOK+KarxewC/zUI8M/5I3z7iRPAhey6rGasItJMCmQiC1jWdmMkqI1U1jrxzWs7sg8b+SUwsg5sOLsa11yTbnA7RYavbBWu8zLAj9+Nev0ScB44m12XuBq8YvX+EpG5SIFMZJHKpj+ja652fGDr4OqC9tbsynE1lI384hi9HdOu89KNumzUNfr20Ua/bfiQleKPoxrAr5kb6eF2Gd9sty97uw8Y6InjZgVHEZFJUyATkTFlJxAU8FOBI1cLfkowwIe1G70cqWY18JW35Jqrcc3bdfz6t2p2DauqJSILnQKZiIiISJPNSu8gEREREbkxBTIRERGRJlMgExEREWkyBTIRERGRJlMgExEREWkyBTIRERGRJlMgExEREWkyBTIRERGRJlMgExEREWkyBTIRERGRJlMgExEREWkyBTKRWWRmf2Zm75jZQTN7y8zun8B9e81sxSQ+59fNrGui9xMRkdmTb/YARBYLM9sJ/DJwr3OuloWrcBY+9deBw8CpWfhcIiIyCaqQicyeNcAF51wNwDl3wTl3anTly8zuM7MXs9eXm9keM3vTzL4B2MgDmdlvmdnrWZXtG2aWy65vmtlhMztkZn9kZk8C9wHfyj62xcx2mNleM/uJmT1nZmtm/SshIiKfoEAmMnv2AGvN7KiZ/Z2Z7Rrj4/8SeMU5dw/wLHALgJndDvw68KBz7m4gAZ4C7gZucs5tdc5tA55xzn0HOAA8lX1sA3gaeNI5twP4R+Cvp/2ZiojIhGjKUmSWOOcGzGwH8AWgG/hXM/vjz7jLQ8CvZPf9gZldzm5/GNgB7DczgBbgHPB9YKOZPQ38AB8Ar7UF2Ao8n903B5ye4lMTEZEpUiATmUXOuQR4EXjRzA4Bv4uvWo1Uq0vX3uU6D2PAPznn/uRT7zDbDnwZ+EPg14Dfv85933HO7ZzscxARkemnKUuRWWJmW8xs06ib7gZOAL34ihfA10a9/yX8VCRm9iiwNLv9BeBJM1uVvW+Zma3L1qEFzrnvAn8B3Jt9fAxE2etHgJXZBgPMrGBmd07fsxQRkclQhUxk9pSBp82sA18VOw78AXA78A9m9qfAvlEf/1fAt83sDWAv8CGAc+5dM/tzYI+ZBUAdXxGrAs9ktwGMVNC+Cfy9mVWBncCTwN+aWTv+d8DfAO/MzFMWEZHxMOeuNyMiIiIiIrNFU5YiIiIiTaZAJiIiItJkCmQiIiIiTaZAJiIiItJkCmQiIiIiTaZAJiIiItJkCmQiIiIiTaZAJiIiItJkCmQiIiIiTaZAJiIiItJk/w8NMmTRC9nYvQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.pie(covid_Regioes_pct.obitosNovos, explode=covid_Regioes_pct.explodir, \n", " labels=covid_Regioes_pct.index, autopct='%1.1f%%', shadow=True)\n", "ax.set_title('Percentual de Óbitos de COVID-19 nas Regiões do Brasil até o Dia 18/07/2020')\n", "_ = ax.axis('equal')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráfico de Dispersão\n", "\n", "Para gráficos de dispersão vários argumentos são os mesmos que já vimos no método **plot** do *pandas*." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Gráfico do df_exemplo')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "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.scatter(df_exemplo.index, df_exemplo['coluna_1'])\n", "fig.autofmt_xdate()\n", "ax.set_xlabel('Data')\n", "ax.set_ylabel('Valores da Coluna 1')\n", "ax.set_title('Gráfico do df_exemplo')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Gráfico do df_exemplo')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "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.scatter(df_exemplo.index, df_exemplo['coluna_1'], s = np.abs(df_exemplo['coluna_2'])*100)\n", "fig.autofmt_xdate()\n", "ax.set_xlabel('Data')\n", "ax.set_ylabel('Valores da Coluna 1')\n", "ax.set_title('Gráfico do df_exemplo')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "covid_PB_casos_obitos = covid_PB[['obitosNovos', 'casosNovos']].sort_index()\n", "fig, ax = plt.subplots()\n", "grafico = ax.scatter(covid_PB_casos_obitos.index, covid_PB_casos_obitos.casosNovos, c = covid_PB_casos_obitos.obitosNovos)\n", "fig.autofmt_xdate()\n", "ax.set_xlabel('Data')\n", "ax.set_ylabel('Casos COVID-19 em PB')\n", "ax.set_title('Casos e Óbitos de COVID-19 na Paraíba')\n", "color_map=ax.get_children()[4]\n", "plt.colorbar(grafico, label = 'Óbitos')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "covid_PB_casos_obitos = covid_PB[['obitosNovos', 'casosNovos']].sort_index()\n", "fig, ax = plt.subplots()\n", "grafico = ax.scatter(covid_PB_casos_obitos.index, covid_PB_casos_obitos.casosNovos, c = covid_PB_casos_obitos.obitosNovos,\n", " cmap='cool')\n", "fig.autofmt_xdate()\n", "ax.set_xlabel('Data')\n", "ax.set_ylabel('Casos COVID-19 em PB')\n", "ax.set_title('Casos e Óbitos de COVID-19 na Paraíba')\n", "color_map=ax.get_children()[4]\n", "plt.colorbar(grafico, label = 'Óbitos')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Data')" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "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.scatter(df_exemplo.index, df_exemplo['coluna_1'], label = 'Coluna 1', color = 'black')\n", "ax.scatter(df_exemplo.index, df_exemplo['coluna_2'], label = 'Coluna 2', color = 'red')\n", "ax.scatter(df_exemplo.index, df_exemplo['coluna_3'], label = 'Coluna 3', color = 'green')\n", "fig.autofmt_xdate()\n", "ax.legend()\n", "ax.set_ylabel(\"Valor\")\n", "ax.set_xlabel(\"Data\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Gráficos Lado a Lado" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "#Vamos modificar esta função para podermos utilizá-la quando temos mais de um gráfico ao mesmo tempo\n", "def autolabel(rects, ax):\n", " \"\"\"Attach a text label above each bar in *rects*, displaying its height.\"\"\"\n", " for rect in rects:\n", " height = rect.get_height()\n", " #ax.annotate('{}'.format(height), #antigo\n", " ax.annotate('{:.0f}'.format(height), #Modificamos para apresentar o número inteiro \n", " xy=(rect.get_x() + rect.get_width() / 2, height),\n", " xytext=(0, 3), # 3 points vertical offset\n", " textcoords=\"offset points\",\n", " ha='center', va='bottom')" ] }, { "cell_type": "code", "execution_count": 39, "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": [ "covid_Regioes = covid_BR[['regiao','obitosNovos']].groupby('regiao').sum().query('regiao != \"Brasil\"')/2\n", "figs, axs = plt.subplots(1,2, figsize=(22,7))\n", "axs[0].set_ylim(0, 40000) # aumentamos o limite da coordenada y\n", "retangulos = axs[0].bar(covid_Regioes.index, covid_Regioes['obitosNovos'])\n", "axs[0].yaxis.set_major_formatter(FuncFormatter(inserir_mil))\n", "axs[0].set_ylabel('Total de Óbitos') # Rótulo do eixo y\n", "axs[0].set_title(\"Óbitos de COVID-19 nas regiões do Brasil até o dia 18/07/2020\")\n", "autolabel(retangulos, axs[0])\n", "axs[1].pie(covid_Regioes_pct.obitosNovos, explode=covid_Regioes_pct.explodir, \n", " labels=covid_Regioes_pct.index, autopct='%1.1f%%', shadow=True)\n", "axs[1].set_title('Percentual de Óbitos de COVID-19 nas Regiões do Brasil até o Dia 18/07/2020')\n", "_ = axs[1].axis('equal')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Histograma" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Nordeste')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "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.hist(covid_regioes.obitos_Nordeste, bins=30, color='lime')\n", "ax.set_ylabel('Frequência')\n", "ax.set_xlabel('Óbitos Diários por COVID-19')\n", "ax.set_title('Nordeste')" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Nordeste')" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1,2, sharey=True, figsize = (15,7)) #sharey=True indica que o eixo y será o mesmo para todos os gráficos\n", "axs[0].hist(covid_regioes.obitos_Nordeste, bins=30, histtype='step', color='red')\n", "axs[0].set_ylabel('Frequência')\n", "axs[0].set_xlabel('Óbitos Diários por COVID-19')\n", "axs[0].set_title('Nordeste')\n", "axs[1].hist(covid_regioes.obitos_Nordeste, bins=30, fill=False, edgecolor='red')\n", "axs[1].set_ylabel('Frequência')\n", "axs[1].set_xlabel('Óbitos Diários por COVID-19')\n", "axs[1].set_title('Nordeste')" ] }, { "cell_type": "code", "execution_count": 42, "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=(10,10))\n", "ax.hist([covid_regioes.obitos_Nordeste, covid_regioes.obitos_Sudeste], bins=30, histtype='step', label=['Nordeste', 'Sudeste'])\n", "ax.set_ylabel('Frequência')\n", "ax.set_xlabel('Óbitos Diários por COVID-19')\n", "_ = ax.legend()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## BoxPlot\n", "\n", "O método para criar o *boxplot* utilizando o **matplotlib** se resume a fornecer uma lista (ou similar) de valores para os quais queremos os *boxplots* e uma lista (ou similar) contendo as posições nas quais queremos que os *boxplots* apareçam." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/gustavo/anaconda3/lib/python3.7/site-packages/numpy/core/_asarray.py:83: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n", " return array(a, dtype, copy=False, order=order)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "dados = [df_exemplo['coluna_1'], df_exemplo['coluna_2'], df_exemplo['coluna_3'].dropna()]\n", "posicoes = np.array(range(len(dados))) + 1\n", "ax.boxplot(dados, positions=posicoes)\n", "_ = ax.set_xticklabels(['Coluna 1', 'Coluna 2', 'Coluna 3'])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAD4CAYAAADsKpHdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nO3deZhU9Z3v8fdHQIMLCNJ6O7QKMYiooxg6XHITkRERNBnBsY3tJBFGEhBxjZMImjjIkoSQDIoKcWM1LkQdIVETdzLxItgalMV4RSVC5BEiBDARHsHv/aN+rUVbvVb1gnxez3OeOvU957ec09X1Pb9zTlUpIjAzM9unuTtgZmYtgxOCmZkBTghmZpY4IZiZGeCEYGZmSevm7kBDderUKbp06dLc3TAz26O88MILf42IolzL9tiE0KVLFyoqKpq7G2ZmexRJf65umU8ZmZkZ4IRgZmaJE4KZmQFOCGZmljghmJkZ4IRgZmaJE4KZmQFOCGZmluyxH0wzay6SClKPf4vEWppaRwiSPiNpqaSXJK2UdH2Kj5P0F0nL0nRmVpmxklZLelXSwKx4L0nL07JpSv9ZkvaTdF+KL5HUpfCbalYYEVHjVJd1nAysJarLKaMdwKkRcSLQExgkqU9aNjUieqbpEQBJxwLlwHHAIGC6pFZp/RnACKBbmgal+HBgc0R8HpgKTM5/08zMrD5qTQiR8V562iZNNR3eDAbujYgdEfEmsBroLakYaBcRiyNzeDQXGJJVZk6avx/or0KNy83MrE7qdFFZUitJy4ANwOMRsSQtukTSy5JmSuqQYp2BtVnF16VY5zRfNb5bmYjYCWwBDsnRjxGSKiRVbNy4sU4baGZmdVOnhBARuyKiJ1BC5mj/eDKnf44icxppPfDztHquI/uoIV5Tmar9uC0iSiOitKgo57e3mplZA9XrttOI+BvwDDAoIt5JieJD4Hagd1ptHXB4VrES4O0UL8kR362MpNZAe2BTvbbEzMzyUpe7jIokHZzm2wKnAX9K1wQqnQ2sSPMLgfJ051BXMhePl0bEemCbpD7p+sAFwIKsMkPTfBnwVPg2DDOzJlWXzyEUA3PSnUL7APMj4jeS5knqSebUzhpgJEBErJQ0H1gF7ARGR8SuVNcoYDbQFng0TQB3AvMkrSYzMigvwLaZmVk9aE89EC8tLQ3/Ypq1RJL8OQNrsSS9EBGluZb5qyvMzAxwQjAzs8QJwczMACcEMzNLnBDMzAxwQjAzs8QJwczMACcEMzNLnBDMzAxwQjAzs8QJwczMACcEMzNLnBDMzAxwQjAzs8QJwczMACcEMzNLnBDMzAxwQjAzs8QJwczMgDokBEmfkbRU0kuSVkq6PsU7Snpc0mvpsUNWmbGSVkt6VdLArHgvScvTsmmSlOL7SbovxZdI6lL4TTUzs5rUZYSwAzg1Ik4EegKDJPUBxgBPRkQ34Mn0HEnHAuXAccAgYLqkVqmuGcAIoFuaBqX4cGBzRHwemApMLsC2mZlZPdSaECLjvfS0TZoCGAzMSfE5wJA0Pxi4NyJ2RMSbwGqgt6RioF1ELI6IAOZWKVNZ1/1A/8rRg5mZNY06XUOQ1ErSMmAD8HhELAEOi4j1AOnx0LR6Z2BtVvF1KdY5zVeN71YmInYCW4BDcvRjhKQKSRUbN26s2xaamVmd1CkhRMSuiOgJlJA52j++htVzHdlHDfGaylTtx20RURoRpUVFRbV128zM6qFedxlFxN+AZ8ic+38nnQYiPW5Iq60DDs8qVgK8neIlOeK7lZHUGmgPbKpP38zMLD91ucuoSNLBab4tcBrwJ2AhMDStNhRYkOYXAuXpzqGuZC4eL02nlbZJ6pOuD1xQpUxlXWXAU+k6g5mZNZHWdVinGJiT7hTaB5gfEb+RtBiYL2k48BZwLkBErJQ0H1gF7ARGR8SuVNcoYDbQFng0TQB3AvMkrSYzMigvxMaZmVndaU89EC8tLY2Kiorm7obZJ0hiT/2/sk8/SS9ERGmuZf6kspmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaW1JoQJB0u6WlJr0haKenyFB8n6S+SlqXpzKwyYyWtlvSqpIFZ8V6Slqdl0yQpxfeTdF+KL5HUpfCbamZmNanLCGEncFVE9AD6AKMlHZuWTY2Inml6BCAtKweOAwYB0yW1SuvPAEYA3dI0KMWHA5sj4vPAVGBy/ptmZmb1UWtCiIj1EfFimt8GvAJ0rqHIYODeiNgREW8Cq4HekoqBdhGxODK/QD4XGJJVZk6avx/oXzl6MDOzplGvawjpVM5JwJIUukTSy5JmSuqQYp2BtVnF1qVY5zRfNb5bmYjYCWwBDqlP36xxSSrIZGYtV50TgqQDgQeAKyJiK5nTP0cBPYH1wM8rV81RPGqI11Smah9GSKqQVLFx48a6dt0KICJqneqynpm1XHVKCJLakEkGv4yIBwEi4p2I2BURHwK3A73T6uuAw7OKlwBvp3hJjvhuZSS1BtoDm6r2IyJui4jSiCgtKiqq2xaamVmd1OUuIwF3Aq9ExH9lxYuzVjsbWJHmFwLl6c6hrmQuHi+NiPXANkl9Up0XAAuyygxN82XAU+HDSTOzJtW6Dut8GfgWsFzSshS7BjhfUk8yp3bWACMBImKlpPnAKjJ3KI2OiF2p3ChgNtAWeDRNkEk48yStJjMyKM9vs8zMrL60px6Il5aWRkVFRXN3w7JI8nUCvB+sZZP0QkSU5lrmTyqbmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaWOCGYmRnghGBmZokTgpmZAXVICJIOl/S0pFckrZR0eYp3lPS4pNfSY4esMmMlrZb0qqSBWfFekpanZdMkKcX3k3Rfii+R1KXwm2pmZjWpywhhJ3BVRPQA+gCjJR0LjAGejIhuwJPpOWlZOXAcMAiYLqlVqmsGMALolqZBKT4c2BwRnwemApMLsG1mZlYPtSaEiFgfES+m+W3AK0BnYDAwJ602BxiS5gcD90bEjoh4E1gN9JZUDLSLiMUREcDcKmUq67of6F85ejAzs6ZRr2sI6VTOScAS4LCIWA+ZpAEcmlbrDKzNKrYuxTqn+arx3cpExE5gC3BIjvZHSKqQVLFx48b6dN3MzGpR54Qg6UDgAeCKiNha06o5YlFDvKYyuwcibouI0ogoLSoqqq3LZmZWD3VKCJLakEkGv4yIB1P4nXQaiPS4IcXXAYdnFS8B3k7xkhzx3cpIag20BzbVd2PMzKzh6nKXkYA7gVci4r+yFi0Ehqb5ocCCrHh5unOoK5mLx0vTaaVtkvqkOi+oUqayrjLgqXSdwczMmkjrOqzzZeBbwHJJy1LsGuAnwHxJw4G3gHMBImKlpPnAKjJ3KI2OiF2p3ChgNtAWeDRNkEk48yStJjMyKM9zu8waZPjw4fz2t7/Nu57OnTvXvlINysrKuPHGG/Puh1l91JoQIuIP5D7HD9C/mjKTgEk54hXA8Tni20kJxaw5vfrqq9x888307t27wXWUlJSwdOnSBpd/6qmnuPvuuxtc3qyh6jJCMNurFBUV5XWEn+/Zzk6dOuVV3qyh/NUVZmYGOCGYmVnihGBmZoATgpmZJU4IZmYGOCGYmVnihGBmZoATgpmZJU4IZmYGOCGYmVnihGBmZoATgpmZJU4IZmYGOCGYmVnihGBmZoATgpmZJU4IZmYGOCGYmVlSa0KQNFPSBkkrsmLjJP1F0rI0nZm1bKyk1ZJelTQwK95L0vK0bJokpfh+ku5L8SWSuhR2E83MrC7qMkKYDQzKEZ8aET3T9AiApGOBcuC4VGa6pFZp/RnACKBbmirrHA5sjojPA1OByQ3cFjMzy0OtCSEifg9sqmN9g4F7I2JHRLwJrAZ6SyoG2kXE4sj8AvlcYEhWmTlp/n6gf+XowczMmk4+1xAukfRyOqXUIcU6A2uz1lmXYp3TfNX4bmUiYiewBTgkV4OSRkiqkFSxcePGPLpuZmZVNTQhzACOAnoC64Gfp3iuI/uoIV5TmU8GI26LiNKIKC0qKqpfj83MrEYNSggR8U5E7IqID4Hbgd5p0Trg8KxVS4C3U7wkR3y3MpJaA+2p+ykqMzMrkAYlhHRNoNLZQOUdSAuB8nTnUFcyF4+XRsR6YJukPun6wAXAgqwyQ9N8GfBUus5gZmZNqHVtK0i6B+gHdJK0DvhPoJ+knmRO7awBRgJExEpJ84FVwE5gdETsSlWNInPHUlvg0TQB3AnMk7SazMigvBAbZmZm9VNrQoiI83OE76xh/UnApBzxCuD4HPHtwLm19cPMzBqXP6lsZmaAE4KZmSW1njKyT7+HHnqI5557riB1jRkzpsFlS0tLKSsrK0g/zKz+nBCM6dOnU1JSwtFHH513XQcffHCDyr3xxhvcdNNNTghmzcgJwQAoLy/n9NNPz6uOfEYHixYt4rrrrsurfTPLj68hmJkZ4IRgZmaJE4KZmQFOCGZmljghmJkZ4IRgZmaJE4KZmQFOCGZmljghmJkZ4IRgZmaJE4KZmQH+LqMaZX7tM3/+RVAz2xM4IdSgLm/kkvyGb2afCrWeMpI0U9IGSSuyYh0lPS7ptfTYIWvZWEmrJb0qaWBWvJek5WnZNKXDb0n7SbovxZdI6lLYTTQzs7qoyzWE2cCgKrExwJMR0Q14Mj1H0rFAOXBcKjNdUqtUZgYwAuiWpso6hwObI+LzwFRgckM3xszMGq7WhBARvwc2VQkPBuak+TnAkKz4vRGxIyLeBFYDvSUVA+0iYnFkzq/MrVKmsq77gf4q1Ml7MzOrs4beZXRYRKwHSI+HpnhnYG3WeutSrHOarxrfrUxE7AS2AIc0sF9mZtZAhb7tNNeRfdQQr6nMJyuXRkiqkFSxcePGBnbRzMxyaWhCeCedBiI9bkjxdcDhWeuVAG+neEmO+G5lJLUG2vPJU1QARMRtEVEaEaVFRUUN7LqZmeXS0ISwEBia5ocCC7Li5enOoa5kLh4vTaeVtknqk64PXFClTGVdZcBT4fs4zcyaXK2fQ5B0D9AP6CRpHfCfwE+A+ZKGA28B5wJExEpJ84FVwE5gdETsSlWNInPHUlvg0TQB3AnMk7SazMigvCBbZmZm9VJrQoiI86tZ1L+a9ScBk3LEK4Djc8S3kxKKmZk1H3+XkZmZAU4IZmaWOCGYmRnghGBmZokTgpmZAU4IZmaW7LW/h/Dcc8/xwgsvFKSuW265pcFljznmGPr3z3kHr5lZk9prE8LkyZPZvn07n/vc5/Kua9WqVQ0qt2HDBmbNmkVFRUXefTAzy9demxAARowYwdlnn51XHfmMDioqKrjooovyat/MrFB8DcEsS3FxMUuWLGnWPixZsoTi4uJm7YPtnfbqEYJZVRMnTuTLX/4y5eXldO7cufYCBfb6669z88038+KLLzZ522YeIZhl6d69OxdddBFXXXVVk7cdEVxyySV8//vf54gjjmjy9s2cEMyquPbaa1m6dCmPP/54k7b74IMP8tZbb3HllVc2abtmlZwQzKpo27Yt06ZN4+KLL2b79u1N0ua2bdu44oormDFjBm3atGmSNs2qckIwy+FrX/saxx9/PFOmTGmS9saPH8+pp55K3759m6Q9s1x8UdmsGjfccAO9evXi3/7t3zjqqKMarZ0VK1Ywe/ZsVqxY0WhtmNWFRwhm1TjyyCP53ve+x2WXXUZj/aprRDBq1CjGjx/PYYcd1ihtmNWVE4JZDa688krWrFnDQw891Cj1z507lx07djBixIhGqd+sPpwQzGqw7777Mn36dC6//HLee++9gta9adMmrr76ambMmEGrVq0KWrdZQ+SVECStkbRc0jJJFSnWUdLjkl5Ljx2y1h8rabWkVyUNzIr3SvWsljRNkvLpl1khnXLKKfTr14/x48cXtN5rrrmGsrIyevXqVdB6zRqqECOEf46InhFRmp6PAZ6MiG7Ak+k5ko4FyoHjgEHAdEmVh0UzgBFAtzQNKkC/zApmypQpzJo1q2AXfpcsWcKCBQuYOHFiQeozK4TGOGU0GJiT5ucAQ7Li90bEjoh4E1gN9JZUDLSLiMWRuXI3N6uMWYtw2GGHcf3113PxxRfnfYF5165djBo1iilTpnDwwQcXqIdm+cs3IQTwmKQXJFVeFTssItYDpMdDU7wzsDar7LoU65zmq8Y/QdIISRWSKjZu3Jhn183qZ+TIkbz//vvcfffdedVz++230759e77xjW8UqGdmhZHv5xC+HBFvSzoUeFzSn2pYN9d1gagh/slgxG3AbQClpaWNcx+gWTUkse+++/KN1y6GcRc3uJ6LgItOqeZFbtaM8koIEfF2etwg6b+B3sA7koojYn06HbQhrb4OODyreAnwdoqX5IibtSizZ89m586dfHjdZvbZp+GD6w8++ICTTjqJccc/QFlZWQF7aJafBr+qJR0g6aDKeeB0YAWwEBiaVhsKLEjzC4FySftJ6krm4vHSdFppm6Q+6e6iC7LKWBNprA9e7Snt1+bdd99l7NixzJgxI69kANCmTRtmzJjBlVdeybZt2wrUQ7P85fPKPgz4g6SXgKXAwxHxW+AnwABJrwED0nMiYiUwH1gF/BYYHRG7Ul2jgDvIXGh+HXg0j35ZPZ100klMmzaNnTt3Nkv7u3btYurUqfTs2bNZ2q+LsWPHct555/GFL3yhIPWdfPLJ9O/fn+uvv74g9ZkVQoMTQkS8EREnpum4iJiU4u9GRP+I6JYeN2WVmRQRR0VE94h4NCteERHHp2WXREs/XPyUmThxIrt27eKSSy5pliP17373u7z33ntN9kVy9bV48WIefvhhJkyYUNB6p0yZwty5c3n55ZcLWq+1TP369WvuLtTKn1Q22rRpw/z581m8eHGTvynfcMMNPPHEEzzwwAPsu+++Tdp2XezcuZNRo0bxs5/9jPbt2xe07qKiIiZMmMCoUaP48MMPC1q3tTyLFi1q7i7UygnBAGjXrh0PP/wwN998M/fdd1+TtPnggw8yZcoUHnnkkRZ7P/4tt9zCIYccQnl5eaPU/+1vf5udO3cyZ86c2lfeA40bN665u2D14IRgHykpKeE3v/kNl156KX/4wx8ata0lS5YwcuRIFi5cyJFHHtmobTXU22+/zYQJE7jllltorG9TadWqFdOnT2fMmDG8++67jdJGc9rbr5H069cPSR+9firnW+rpIycE280JJ5zAvHnzKCsr49VXX22UNl5//XWGDBnCrFmzWvT3+Fx11VWMHDmSY445plHb6dWrF1//+te55pprGrUda3rVvfE7IdgeY+DAgUyaNImvfvWrFPoT4e+++y5nnnkmP/zhD/na175W0LoL6YknnuC5557j2muvbZL2JkyYwK9//Wuee+65JmmvMY0bNy7nUbFPH7V8TgiW0/DhwykvL+ess87i/fffL0id27dvZ8iQIZx11llcfHHDP+nb2Hbs2MHo0aO56aab2H///ZukzYMPPpif/exnjBo1qtlu/y2UZ555pl7xT7M9bV84IVi1JkyYwOc+9zm++c1vsmvXrtoL1ODDDz/k3//93ykuLmby5MkF6mHjmDJlCj169GjyEcz5559Phw4dmD59epO2W2h72mmSxrRmzZp6xZubE4JVSxIzZ85k7dq1ed+OOm3aNP70pz8xZ86cvD/p25jeeOMNbrjhBm688cYmb1sSt9xyCxMmTGD9+vVN3r4V3rBhw+oVb275frndHqt169Y8//zzDB48uNneoJYuXUrr1i37T7Bq1SrefPNNxmz/MYz7cYPruQK4YjA8v2IFX/ziFwvXwQK79tpr+e53v9tsdz716NGDb3/724wbN45bb721WfqQr9mzZ1cb39uuI+xpp4xa9rtRI5o4cSIXXHABS5Ys4c4776RLly5N1vaGDRsYPXo0y5cvZ968eU3Wbn2tXbuWf/mXf8mcwjj33LzrW7BgARcPGcKzzz7bpPu7PtauXcvo0aObtQ99+/Zl2rRpzdqHfHTp0oU///nPOeN7m379+uX8QFpLPX3Wcsfujax79+48++yznH766Xzxi1/kF7/4RZN8bcOvfvUrTjjhBLp27cof//jHFnu0vGXLFs4880yuuOIKzi1AMgAYPHgwY8aM4cwzz2Tz5s0FqdNaHl9D+NieNkLYaxMCZE4bXX311SxatIhZs2YxYMCAnEc2hbBhwwbOPfdcfvjDH/LQQw/x05/+lLZt2zZKW/n64IMPKCsro2/fvlx11VUFrfvSSy9l0KBBnH322ezYsaOgdVvTq7ylNHuq7sNo119/fc71/RPqLcdenRAqHXvssTz77LMMGDCA0tJSbr311oKOFqqOCvr06VOwugstIhg5ciSf+cxnuPHGGxvln3XKlCl07NiR4cOHt/ivvbaaRUSNU13W8Wug5XBCSLJHCzNnzmTAgAG89dZbedX517/+dY8ZFVSaNGkSL730Evfcc0+jXfBu1aoVd911F6tXr+a6665rlDbMmlqukU91X2i3aNGiFjla2msvKlfn2GOPZcaMGZxyyikcMfOf8qqrE/Cr4+Cx7/yqRY8KKt11113ccccdLF68mAMPPLBR29p///1ZuHAhX/rSl+jatSsXXnhho7Zn1thqG+lIavGjISeELB988AE//vGPufnmm5k2bRoxbFjeGXvBggWMGjaMc889lx/96EcccMABBeptYT399NNcddVVPPXUUxQXFzdJm4ceeiiPPPIIffv2paSkhNNPP71J2jWz3JwQkpdeeolhw4ZRXFzMiy++SElJSe2F6mDw4MGcfPLJXHbZZZx44onMnDmTvn37FqTuQlm1ahXl5eXcc889HHfccU3advfu3bn//vs555xzeOKJJzjhhBOatH2r3t/+9jc2bdpU+4q1eOONN/Iqf+ihhzb6iNUy9vqEkD0qmDx5MsMKMCqoqmPHjtx1110sWLCA888/n7KyshY1WhgzZgzXXHMNp556arO0f/LJJzN+/Hi+973v8bvf/a5Z+mCfdMYZZ/DWW2+x33775VXPaaed1uCy7733Hqeddhp33313Xn3I1+LFi/O+pgjk/VsjJ510EkcffXTe/ajOXp0QGmtUUJ3K0cLll1/eokYL27dvp0ePHs3ahx49enDPPfc0ax9sdzt27ODXv/51wX5HuiEeeOCBZk8GABdeeCFdunShXbt2edXz4IMPNrjsmjVr6N69O3Pnzs2rDzVpMQlB0iDgRqAVcEdE/KQx25s1axZXX311o40KqtOxY0fmzZvHwoULOf/88xk9erS/B99arGnTpnHMMcfQsWPHnNMBBxyQ1/9ORLB161Y2bdr00bR58+aP5pcuXUqrVq0KuEUN7+fUqVPz+m2MfEcH8+bN47HHHsurjtq0iIQgqRVwCzAAWAc8L2lhRKxqrDYXLlzITTfdxHnnnddYTdTorLPOolOnTlx22WVOCC3Is88+y9e//nW+8pWvNFsf1q9fz0EHHdRs7Vc67bTTuPXWW9m6dWu168R/5nfELKA9cPD1udvo2LFji/nVtfHjx3PEEUfQvn172rdvT7t27TjooIM+SogDBw7M6/TaO++8w9KlS4kIdu3axdatW9m6dStbtmxhy5YtvPjii3z2s58t1ObkpJZwG5SkLwHjImJgej4WICKq/Ta10tLSqKioyKdNOnbsyNlnn93gOvK1ceNG/vKXv5DPdhRC5Qu6f//+zdaHzZs3065dO55++ulm6wPAD37wA4qLiykqKmpwHeedd17eR4M9evTgn/4pv9ue81X1yP+ggw7abXTQoUOHvD9XExH84x//+MQI4e9///tH65xzzjncf//9ebWTr7qMgvJNjh+1VU1yBBg7diw/+tGP8qtfeiEiSnMtaxEjBKAzsDbr+Trgf1ddSdIIYATAEUcckVeD3//+92nTpk2NX7j1ne98J682Kt1+++3VLmvMC0R1dccdd3DggQdyyCGHVLvOgAEDCtLW448/Xu2ylvDlZxMnTqx1nbq8OdRl5NkSDsZqMnLkSLp3717j62Lo0KEFaWvOnDnVLuvZs2dB2sjHGWecwfbt2znyyCM/MUKo/LZkFfD9YufOnR+NDiof33///UY/o9FSRgjnAgMj4tvp+beA3hFxaXVl8h0hmJntjWoaIbSUr65YBxye9bwEeLuZ+mJmtldqKQnheaCbpK6S9gXKgYXN3Cczs71Ki7iGEBE7JV0C/I7MbaczI2JlM3fLzGyv0iISAkBEPAI80tz9MDPbW7WUU0ZmZtbMnBDMzAxwQjAzs8QJwczMgBbywbSGkLQR+HNz94PMD6P9tbk70UJ4X2R4P3zM++JjLWVfHBkROb+bZY9NCC2FpIrqPvW3t/G+yPB++Jj3xcf2hH3hU0ZmZgY4IZiZWeKEkL/bmrsDLYj3RYb3w8e8Lz7W4veFryGYmRngEYKZmSVOCGZmBjgh7EZSSPp51vP/kDSunnX0k/R/Ct65AirEduaoc42kTg0oN0xS4/5QbB1JulbSSkkvS1om6RO/2ldD2T1++/NRn32XtvnmpuxfVtv/S9K9kl6XtErSI5Lq/bOFhfq7SSqRtEDSa6lPN6afAGhIXXn/OLsTwu52AP/akH9sAEmtgX5Ai04IFGY7C2UY0OxviOl3vb8GfCEiTgBOY/efdW0sw2gB25+PZtx39aLMb5/+N/BMRBwVEccC1wCHNaC6YVTzd5PUqh79eRB4KCK6AUcDBwKTGtAfyGxLXpwQdreTzJ0AV1ZdIOlISU+mI6AnJR2R4rMl/Zekp4H7gIuAK9NR0smSiiQ9IOn5NH25Sbcot3y3c7KkQyQ9JumPkm4FlFXHNyUtTfvgVkmt0jRb0gpJyyVdKakMKAV+mdZtK6mXpEWSXpD0O0nFTbNLKAb+GhE7ACLirxHxdvaRv6RSSc+k+U/b9uejXvuuGf0z8EFE/KIyEBHLIuJ/JH0v/X++LOl6AEldJL0i6fY0+nks/Y1y/d3WSLpO0gH+N9QAAAR3SURBVB+AcyX1lPRcqu+/JXXI0Z9Tge0RMSv1ZReZ/8kLJe2fXjNTsvo1MvWrWNLvU9sr0vvMT4C2KfbLtN4nXoe17qGI8JQm4D2gHbAGaA/8BzAuLfs1MDTNX0gmqwPMBn4DtErPxwH/kVXn3cBX0vwRwCufku2cBlyX5r8KBJmP5vdIdbRJy6YDFwC9gMez+nBwenwGKE3zbYD/CxSl5+eR+bGkptgnBwLLgP+X+nxKiq8BOqX5UjJHl5+67W/ifTcMuLkZ+nkZMDVH/HQyB0gic5D8G6Av0IXMwVPPtN584JtV/25Z2/r9rOcvZ+2H8cAN9ejPH4ETgBHAD1JsP6AC6ApcBVyb4q2Ag9L8e1l15Hwd1raPWswP5LQUEbFV0lwyf6z3sxZ9CfjXND8P+GnWsl9FJrvnchpwbGZ0CEA7SQdFxLYCdrveCrCdfSvXi4iHJW1O8f5k3vyeT9vcFthA5sX5OUk3AQ8Dj+XoVnfgeODxVLYVsD6PzayziHhPUi/gZDJHkvdJGlNDkU/V9uejAfuupTk9TX9Mzw8EugFvAW9GxLIUf4FMkqjOfQCS2pNJ+ItSfA7wqxzri8yBRHXx04ET0ogEMgdv3cj85PBMSW3IHLAty1FHda/DGjkh5HYD8CIwq4Z1sv+Qf69hvX2AL0XE+zWs01zy3c7qXsxzImLsJxZIJwIDgdHA18mMQKqWXRkRX6ql340iJbtngGckLQeGkjlCrDy1+pmqRXJUs8dufz4asO+aw0qgLEdcwI8j4tbdglIXMtfbKu0i88ZanZreB5B0OJkDA4BfpP6cU2WddsDhwOupX5dGxO9y1NWXzMh0nqQpETE3xzblfB3WxNcQcoiITWSGh8Ozwv8XKE/z3wD+UE3xbcBBWc8fAy6pfCKpZ+F6mp88t/P3aTmSzgAqz5E+CZRJOjQt66jMdYlOwD4R8QDwQ+ALaf3s/fUqUKTMRUoktZF0XH5bWTeSukvqlhXqSebbdNeQOdKC3f95P1Xbn48G7Lvm8hSwn6TvVAYkfRHYSua8/YEp1rny71eDqv/nH4mILcBmSSen0LeARRGxNiJ6pukXZF4r+0u6ILXbCvg5MDsi/kHmN+ZHpZEAko6WdICkI4ENEXE7cCcfv5Y+qFyXal6Hte6hpj6P15Indj8HdxjwDz4+t96FzAvq5bSzj0jx2UBZVrmj0zrLyAyhO5EZSr4MrAJ+8SnZzkPIJLsXgalk3gAqzxefl7b/ZTLD7D7AiWndZWk6I617Dpk3wmVkjr56knmzfYnMEdR3mmif9CKTDFelfj+Y/nYnkzk3/j/Az/j4PPinavubeN8NoxmuIaS2P0vmIOj1tH8fJnMa5nJgeZoWA0el/4UVWWWzr7VV/butqfz7p+U9gefS/ngI6FBNfypHDa+lPt0E7JeW7QP8KPVpBfA0mdNGQ9PzP6Z92zWtPxl4Bfhlda/D2vaPv7rCzMwAnzIyM7PECcHMzAAnBDMzS5wQzMwMcEIwM7PECcHMzAAnBDMzS/4/CxI4jwbqtfgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "covid_norte = covid_regioes.obitos_Norte\n", "covid_nordeste = covid_regioes.obitos_Nordeste\n", "covid_sudeste = covid_regioes.obitos_Sudeste\n", "covid_sul = covid_regioes.obitos_Sul\n", "covid_centro_oeste = covid_regioes['obitos_Centro-Oeste']\n", "covid_box = [covid_norte, covid_nordeste, covid_sudeste, covid_sul, covid_centro_oeste]\n", "fig, ax = plt.subplots()\n", "posicoes = np.array(range(len(covid_box))) + 1\n", "ax.boxplot(covid_box, 1, positions=posicoes, sym='+')\n", "_ = ax.set_xticklabels(['Norte', 'Nordeste', 'Sudeste', 'Sul', 'Centro-Oeste'])" ] }, { "cell_type": "code", "execution_count": 45, "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": [ "covid_box_2 = [covid_sul, covid_centro_oeste]\n", "fig, ax = plt.subplots()\n", "posicoes = np.array(range(len(covid_box_2))) + 1\n", "ax.boxplot(covid_box_2, 1, positions=posicoes, sym='r+') #r indica 'red', vermelho, + é o símbolo para o outlier\n", "_ = ax.set_xticklabels(['Sul', 'Centro-Oeste'])" ] }, { "cell_type": "code", "execution_count": 46, "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": [ "covid_box_2 = [covid_sul, covid_centro_oeste]\n", "fig, ax = plt.subplots()\n", "posicoes = np.array(range(len(covid_box_2))) + 1\n", "ax.boxplot(covid_box_2, 1, positions=posicoes, sym='g.') #r indica 'red', vermelho, + é o símbolo para o outlier\n", "_ = ax.set_xticklabels(['Sul', 'Centro-Oeste'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "**Obs.:** Muitos dos argumentos utilizados nos métodos acima também funcionam no método **plot** do *pandas*, vale a pena testar!" ] } ], "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 7B - Visualização Gráfica de Dados" }, "rise": { "enable_chalkboard": true, "footer": "UFPB - CI - DCC", "header": "Gustavo Oliveira / Andrea Rocha", "theme": "sky" } }, "nbformat": 4, "nbformat_minor": 4 }