{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Visualização de dados com _seaborn_"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"No capítulo [Plotagem e formatação de gráficos](09-plotagem-matplot.ipynb), fizemos uma breve introdução à _visualização de dados_ e aprendemos a utilizar o _matplotlib_ para realizar plotagens básicas de gráficos. Neste capítulo, exploraremos a visualização de dados utilizando o módulo _seaborn_. \n",
"\n",
"O _seaborn_ estende as potencialidades do _matplotlib_ em, praticamente, dois aspectos: i) provendo melhor estilização dos gráficos e tornando-os visualmente \"belos\"; ii) compactando funções de plotagem do _matplotlib_, de modo que plotagens robustas sejam obtidas com menos instruções de código."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Vamos começar importando as bibliotecas que utilizaremos."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Vamos reconstruir e importar alguns *DataFrames*."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"serie_Idade = pd.Series({'Ana':20, 'João': 19, 'Maria': 21, 'Pedro': 22, 'Túlio': 20}, name=\"Idade\")\n",
"serie_Peso = pd.Series({'Ana':55, 'João': 80, 'Maria': 62, 'Pedro': 67, 'Túlio': 73}, name=\"Peso\")\n",
"serie_Altura = pd.Series({'Ana':162, 'João': 178, 'Maria': 162, 'Pedro': 165, 'Túlio': 171}, name=\"Altura\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dicionario_series_exemplo = {'Idade': serie_Idade, 'Peso': serie_Peso, 'Altura': serie_Altura}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"\n",
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" Idade \n",
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" \n",
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" Idade Peso Altura\n",
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},
"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": 5,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
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" coluna_1 coluna_2 coluna_3\n",
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"2020-01-09 0.275582 -0.177659 NaN\n",
"2020-01-10 0.685132 0.502535 NaN"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_exemplo = pd.read_csv('../database/exemplo_data.csv', index_col=0)\n",
"df_exemplo['coluna_3'] = pd.Series([1,2,3,4,5,6,7,8,np.nan,np.nan],index=df_exemplo.index)\n",
"df_exemplo.index = pd.to_datetime(df_exemplo.index)\n",
"df_exemplo"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
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" casosAcumulados casosNovos descartados recuperados \\\n",
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"execution_count": 6,
"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": 7,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
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" municipio \n",
" coduf \n",
" codmun \n",
" codRegiaoSaude \n",
" nomeRegiaoSaude \n",
" data \n",
" semanaEpi \n",
" populacaoTCU2019 \n",
" casosAcumulado \n",
" casosNovos \n",
" obitosAcumulado \n",
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"text/plain": [
" Unnamed: 0 regiao estado municipio coduf codmun codRegiaoSaude \\\n",
"0 0 Brasil NaN NaN 76 NaN NaN \n",
"1 1 Brasil NaN NaN 76 NaN NaN \n",
"2 2 Brasil NaN NaN 76 NaN NaN \n",
"3 3 Brasil NaN NaN 76 NaN NaN \n",
"4 4 Brasil NaN NaN 76 NaN NaN \n",
"\n",
" nomeRegiaoSaude data semanaEpi populacaoTCU2019 casosAcumulado \\\n",
"0 NaN 2020-02-25 9 210147125 0 \n",
"1 NaN 2020-02-26 9 210147125 1 \n",
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]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"covid_BR = pd.read_excel('../database/HIST_PAINEL_COVIDBR_25jul2020.xlsx')\n",
"covid_BR.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Gráficos de Linha e de Dispersão\n",
"\n",
"Através da função `relplot`, podemos alterar o valor do parâmetro `kind` para\n",
"obter gráficos do linha, com `kind = 'line'`, ou gráficos de dispersão, com `kind = 'scatter'`. De modo alternativo, poderíamos também utilizar as funções `lineplot` e `scatterplot`. Entretanto, com `relplot`, diversos elementos de construção de figura existentes no *matplotlib* já são pré-configurados no _seaborn_. Isto é chamado no *seaborn* de *figure-level plot*."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Inicialmente, vejamos como a função `lineplot` se comporta como qualquer outra do `matplotlib.pyplot`."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": 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/4JPdn1CoCxnbdiwTO02knnc9V0cTokJJURCihIKiApbuX8qc7XM4nXeawSGDmRQ5iaBaQa6OJoRTSFEQArME5urDq5m+bTqJmYl0b9ydp7s8TYeADq6OJoRTSVEQ1d5vyb8xJWoKu9J20bpua969/l16Ne0lI4pEtSRFQVRb+0/vZ2rUVDYmbaSxb2P+3evfDAsdhrubu6ujCeEyUhREtZOSlcLb0W/z5aEv8avhx9NdnuaOdnfg5e7l6mhCuJwUBVFtpOel837s+yzcvRCAuzvczQMdH6COVx0XJxPCOqQoiCovryiPxXsXM3fHXM7mn+WmljfxWMRjNPFr4upoQliOFAVRZdm0ja/jvubt6LdJzkqmV2Avnop8ijb12rg6mhCWJUVBVDlaazYd28TUqKnsO72P9vXb80qvV7i6ydWujiaE5UlREFXK7rTdTImawq/JvxLoF8ibfd5kYMhA3JSbq6MJUSlIURBVQuLZRGZEz+Db+G+p61WX57o/x6jWo/B0lyUwhSgNKQqiUjude5q5O+ayeN9iPJQHEzpO4N6we6lVo5arowlRKUlREJVSTmEOC/cs5P2d75NdmM2IViN4OPxhGvk2cnU0ISo1KQqiUim0FfLFoS94J+YdTmSfoF9QP56MfJKW/i1dHU2IKkGKgqgUtNb8lPgT06KmcSj9EJ0adGJyn8lENop0dTQhqhQpCsLydqTu4K2tb7HtxDZCaocwtd9UBgQPkAnrhKgAlisKSil3YCuQpLUe5uo8wnUOpx9mRvQM1hxZQ33v+rzQ4wVGXDUCTzcZUSRERbFcUQCeAPYAtV0dRLjGyZyTzN4+m+X7l1PDvQaPRDzC3e3vliUwhXACSxUFpVQzYCjwH+BpF8cRTpZdkM1Huz5i/q755BflM7L1SB4Mf5CAmgGujiZEtWGpogBMA/4KyCDzaqTAVsCK/St4d/u7pOWmcUPzG3gi8gma127u6mhCVDuWKQpKqWHACa11lFKq3yW2mwhMBAgODnZOOFEhtNb8cPQHZmybweGMw3Rp1IUZ182gU4NOro4mRLVlmaIA9AJuVkoNAbyB2kqpBVrr8SU30lrPBeYCdO3aVTs/pnCEqONRTImawo7UHbTyb8XM62bSp1kfGVEkhItZpihorf8O/B3A3lJ45vyCICq/Q2cOMS1qGj8m/khDn4a8fM3L3NzyZlkCUwiLsExREFXbiewTzIqZxcqDK/Hx8OGJyCcY124cNT1qujqaEKKEUhcFpZQb0ENrvakC8gCgtf4R+LGi7l84z9n8s3wY+yGf7P6EIl3EuHbjmNhxIv7e/q6OJoS4gFIXBa21TSn1FtCzAvKIKiK/KJ+l+5YyZ8cczuSdYUiLIUzqPIlmtZq5OpoQ4hLKuvtotVLqNmCF1lo6e0Uxm7bxXfx3zIieQVJmEj2a9OCpLk/Rvn57V0cTQlyBshaFpwFfoEgplQMoQGut5Sjkamxz8mamRk1ld9pu2tRtw5zr53BN4DWujiWEKIUyFQWttRxcJortO7WPqVFT+fnYzzT1bcqr177K0NChsgSmEJVQmUcfKaVuBvrYz/6otf7KMZFEZXEs8xgzo2fyVdxX1KpRi2e6PsOYtmPwcvdydTQhRBmVqSgopV4HugEL7Rc9oZS6Vmv9nMOSCctKz0tn3o55LNq7CIB7wu7h/rD7qeNVx8XJhBDlVdaWwhAgQmttA1BKfQREA1IUqrC8ojw+3fMp83bOIzM/k5tb3sxjnR+jsW9jV0cTQjhIeQ5e8wdO2X+Xr4hVWJGtiK/ivmJmzExSslLoHdibJ7s8Seu6rV0dTQjhYGUtCq8B0UqpdZiRR32wT1Ehqg6tNRuTNjJ121QOnD5AWP0wXr32Vbo17ubqaEKIClLW0UeLlFI/YvoVFPA3rXWKI4MJ19p1chdToqbwW8pvBNUKYnLfyQxsPlAmrBOiiitVUVBKnb9KeqL9Z1OlVFOt9TbHxBKukpCRwIzoGXx3+DvqetXlue7PMar1KDzdZQlMIaqD0rYU3rrEdRq4rhxZhAudyj3FnO1zWLp/KZ5unkzsNJF7O9yLXw0/V0cTQjhRqYqC1rp/RQURrpFdkM2CPQv4IPYDcgtzGXHVCB4Jf4QGPg1cHU0I4QLlOXgtDGiPWRAHAK31x44IJSpeoa2QVQdXMStmFqk5qfQP6s+TXZ4ktE6oq6MJIVyorAevvQj0wxSFb4DBwEZAioLFaa1Zl7COadumEZ8eT0SDCN7q9xadG3Z2dTQhhAWUtaUwEggHorXW9yqlGgHvOS6WqAgxJ2KYEjWF6BPRhNQOYVr/aVwXdJ2MKBJCFCtrUci1r6tQqJSqDZwAZL+DRcWnxzN923T+d/R/BNQM4IUeL3DrVbfi4SYL7wkh/qi0Q1JnAouA35RS/sA8IArIBH5zeDpRLidzTvJuzLssP7AcL3cvHo14lLva34WPp4+rowkhLKq0XxUPAP8FmmIKwSLgBqC21nqHg7OJMsoqyGL+rvl8tOsjCooKGNVmFA92epD6Neu7OpoQwuJKOyR1OjBdKdUcGAN8iBl9tEgplaO1PlABGas2mw3cHLPuQIGtgGX7lzF7+2xO5Z7ixuY38kTkEwTXDnbI/Qshqr6yTnNxBHgDeEMp1Rn4AHgRcHdgtqrLVgQHVsNv8+DIz3DHUgjtW+a701qz+shqZmybwdGzR+naqCszr5tJxwYdHRhaCFEdlHVIqicwCNNaGAD8BPyfA3NVTVknIfoT2PoBnDkKtZqAbwNYMREe/hl8A0p9l1tStjA1aio7T+6klX8r3hnwDr0De8uIIiFEmZS2o/kGYCwwFNOxvBiYqLXOqoBsVYPWkBRlWgW7VkJRHoT0hhtegbZDIXUvzBsAqx6GsUuueFfSgdMHmLZtGusT19PQpyEvX/MyN7e8GXc3aawJIcqutC2F54FPgWe01qcut3G1VpADsctNMUiOgRp+EHkndHsAGrb7fbvGHeHGf8O3z8Kv70LPRy95tylZKcyKmcXnhz7H18OXJyKfYHy78Xh7eF/ydkIIcSVk7iNHOxUPW9+H6AWQcxoatIUh/4VOo8G79oVv030CxP0Ia16E5tdA0z8fXZyRn8EHOz9gwZ4F2LSNce3GMbHjRPy9/Sv06Qghqhc5eskRbEVw8AfY8h4cWAPKDdoNg24TIORauNz+faVg+EyYfS0suw8eXA9etQDIL8pn8d7FzN05l/S8dIaGDmVS50kE+gU64YkJIaobKQrlkX3KdBxveR/OHAG/RtD3r9DlHqjdtHT35VMPbnsP5g+Fr/+CbcRsvon/hpnRM0nKTKJnk5481eUp2tVvd/n7EkKIMrJUUVBKBWEm1WsM2IC59mMjrCVpm2kVxC6Hwlxo3guufwna3QTlWYym+TXQ92/8snkKUz+LY0/OcdrWa8ucG+ZwTdNrHBZfCCEuxlJFASgE/qK13qaUqgVEKaXWaK13uzoYBbmwa4UpBklR4OkLEXeYjuNGHRzyEHtP7WVqfhybmjSi6dljvNb1LwzpdC9uyjEHtwkhxOVYqihorZOBZPvvZ5VSe4BAwHVF4fRhc1zBtk8g5xQEtIbBb0L4GPCu45CHSMpMYmb0TL6K+4o6XnV4JmwCY3+YQo1f5kOH8eDh5ZDHEUKIy7FUUShJKRUCdAZ+dfqD22xwaC1smQf7vzcdx22HmI7jFn0u33F8hc7knmHeznks2rsIN+XGfWH3cX/H+6ldozb4toTFd8APL8Gg1xzyeEIIcTmWLApKKT9gOfCk1jrjvOsmAhMBgoMdPKdP9imIWWg6jk/Hg29D6PMMdLkX6jhutE9uYS4L9yzk/Z3vk1mQyfBWw3k04lEa+zb+faO2Q6H7RNg8C1r0hTaDHPb4QghxMUpr7eoMf2CfQuMr4Hut9ZRLbdu1a1e9devW8j/osRjTKti5HApzILin6StodzN41Cj//dsV2Yr44tAXvBPzDsezj9OnWR+ejHySq+pedeEbFOTCe9dDRpKZBqO0I5qEEOIClFJRWuuuF7rOUi0FZSbseR/Yc7mCUG6FebBrlSkGiVvA0wfCR5ti0NixE8lprdmQtIGpUVM5eOYgYfXDeK33a3Rr3O3SN/T0hts/hDl9zPxId30OMo2FEKICWaooAL2AO4GdSqkY+2XPa62/ceijnDwAHwyC7JNQvxUMeh3Cx0JNf4c+DEDsyVimRE1hS8oWgmoFMbnvZAY2H3jlE9YFXAVDJsPnj8KGKdD3WYdnFEKIcyxVFLTWG4GKn96zXqjZZ99hhNlf76D1DEpKyEhgevR0vj/8PfW86/H37n/n9ta341mW4xgixsGhdfDja9CiNwT3cHheIYQAC/YplIbD+hQcKC0njTk75vDZvs/wdPfkrvZ3cU+He/Cr4Ve+O87NgDm9zZQaD22AmnUdE1gIUe1Umj6Fyiy7IJuPd3/M/F3zyS3M5darbuXh8Idp4NPAMQ/gXRtu+wA+uBG+mASjPnHY0FghhDhHikI5FdoKWXFgBe9uf5eTOScZEDyAxyMfJ7ROqOMfrFkXGPAvWPMvc0Bdt/sd/xhCiGpNikIZaa1Zm7CW6dumE58eT+eGnZnabyoRDSMq9oF7ToK4n+D7503fgoOm2BBCCACZVKcMYk7EcNe3d/HkuicBmN5/Oh8N+qjiCwKYTvERs8GrNnx2L+RnV/xjCiGqDWkplEJcehzTo6azNmEtATUD+FfPfzGi1Qg83Jz8Mvo1hFvnwCcj4Lvn4OYZzn38Kk5rjU2Du5v02YjqR4rCFUjNTmXW9lmsPLASbw9vHot4jDvb34mPp4/rQrW8Dno9CT9Pg5b9zfBaUW6/xqXxxOIYbFpzT68Qxl3dnDo1yzEduhCVjAxJvYSsgiw+jP2Qj3d/TIGtgFGtR/Fg+IPU865XYY9ZKkUF5iC8kwfMMNW6zV2dqHwOrDFLmHYa5fSHttk0c9bH8d/V+wiu50Ogf002HjyJbw13RncL5t5eIQTVc+GXACEcSIakllJBUQGf7f+MOTvmcCr3FINCBvF458cJqh3k6mh/5O4JI9+H2b1h+f1w77flW+THVXJOw7fPwY7F5nzKTrjhZacNuT2Tnc9flm7nf3tPMLRTE16/tSO1vD3ZfSyD9zbE8fEvh/nol8MM6diEib1D6djMMVOmC2FF0lIoQWvN90e+Z8a2GSScTaB74+481eUpwgLCHPYYFSJ2uVnb+dqn4foXXZ2mdPavhi8fh8wTZkba7FNmPqqIcXDTDHCv2O8t2xPO8MjCbZw4m8s/h7bnrp7N/zQFSXJ6DvN/Psynvx7lbF4hPULrMbFPKP1aN8RN+h1EJSQthSuwJWULU7ZOITYtlqvqXsWsAbO4NvDaK5+jyJXCboO4H2HjVAjtC6H9XJ3o8nLTzbDa6AXQsD2MXQRNO4PW4NsAfnwVstNg5IdQw/G7bbTWfPzLEf799W4a1vLms4euISLI/4LbNqlTk78Pacej17ViyW8JfPBzPPfN30qrhn5M6N2C4RGBeHvKRIWiaqj2LYX9p/czLWoaG5I20MinEY91foybQm/CvbLNRpqfDXP7Qe4ZeOhn8HPQkdQV4eD/zFHZZ5NNZ3m/5/68utyW9+Hrv5hjMcYucui0Hpl5hTy3fAdf7UjmurYNmTIqHH+fK58ivaDIxtc7kpm7Po7dyRkE+HlxzzXNGd+jeanuRwhXuVRLodoWhZSsFGZGz+SLQ1/gV8OPBzo+wB1t78Dbw9vBKZ3o+C6Y299MmnfHZxUy0V+55J2F1S9A1IdmWdNbZpujtC9m1ypYMQHqXwXjl0PtJuWOsDclg0cWbONwWhbPDGzDQ31alnkXkNaaTYfSmLs+jp/2p1LT053R3YK4r1cLgutLp7SwLikK5zl05hCjvxqNTdu4o+0dTOg0gTpeVaTz8Ld58M0zcOO/4ZpJrk7zu7if4PPHID0BrnkM+v/TrBdx2dv9CIvHgU89GL8SAlqVOcKyqET+uWontbw9eXtsZ3qE1i/zfZ1vb0oG722I5/OYJIpsmsFhTZjQJ/Siu6SEcCUpCufRWjN7x2yGtxxOU78qtpqZ1rBkvFlb+v7VEBjp2jz5WbDmRdN5XK8l3PIuBF9duvs4Fg0LRprfxy8zfQ+lkFtQxIuf72LJ1gR6htZn+tgIGtaqmBbh8Yxc5m86zILNRzibW0j3kHpM6BPKgLbSKS2sQ4pCdZN9ygxTdfeEB9ebGVZd4cgmWPUwnD4CPR6G614oe6fxyYPmCO6cUzDmU9OhfgXiT2bxyMJt7EnO4LH+rXjqhtZOOVI5M6+QJVsS+GBjPElncggN8OWB3qHcGimd0sL1pChUR0c2wfyhEDYSbp3r3Gm287Nh7b9h8yxzQN3wWRDSq/z3m5EMC26FtINw6zzocMslN/9mZzJ/XbYDD3fF1NER9G/TsPwZSqmwyMY3sSnMXX+I2KQM6vvW4K6eIdzZszn1fKVTWriGFIXq6sc3zNDOW96FiDuc85gJv5nWQdpBs9719f8HXuVcYKiknNPw6RhI+BWGvnXB6cPzC228+s0e5m86TESQP++MiyTQv6bjMpSB1prNcaeYtyGOtXtP4O3pxu1dgrj/2haEBPi6NJuofqQoVFe2IvjoZrNP/sGfzHrPFaUgF9b9B36ZCbUDYfjMijteIj8blt0L+7+Dfs9D378Wt4SSzuTw6MJtxCSc4d5eIfx9cDtqeFhrFNaB42eZtyGOVdHHKLDZGNi+MRP6hNKluaymJy7PZtMcOJFJVn4hkcFle89IUajOMo7Bu72gTiA88L8/Hw/gCElRsPJhOLkPutwDN7xS8f0YRQXwxeOw/VPoNgEGv8m6Ayd5akkMhUWaN0d2YkjH8g9hrUgnMnL56JfDLNh8lPScAro0r8uE3qHc0L6RzNAqiqXnFBB99DTbjp4h+uhpYo6e4WxeIRFB/qx6tGy7ZaUoVHf7voVFY+Dqh2DwG3+6+mxuAYmnc2jTqFbpRsgU5sFPb8DGaeDXCIa/Da2ud1zuy9HarEK3aQZ76l/PzUl30apJPWaNi6RFJdolk5VXyGdbE3hvYzyJp3MIqe/D/b1DGRnZjJo1pFO6OrHZNAdTM9l25DTb7IXg4IlMANwUtG5Ui8jmdYkMrkuX5nXL/D6XoiDg27/Br7Nh7GJoMxitNVuPnGbJlgS+3pFMTkERjWp7MbBDYwZ1aEz3FvXwcL/EbpdjMbDqETixCyLGw8D/QE1/Zz2bYifO5rJ63vOMz3if/X7dCH54Od6+lfOYk8IiG9/vOs7c9YfYnphOXR9P7uwZwl09mxPgVwEtPOFy6TkFxCScKS4CMQlnOJtbCIC/jyedg/yJDK5LZPO6hAf54+dVYmaiwnzwKNtgBSkKwnyrf28AtjNJLIz8lA935hGXmoVvDXduCm9KRJA/6/ad4Kf9qeQW2Kjr48kN7RsxOKwJ17Sqj5eH/RtrYT5seAs2/Bd8AuCm6dBmkEue0ua4NCYtiuZsbgGfdDlIt+0vQpNwGPcZ+Aa4JJMjaK3Zcvg0c9cf4oc9J6jh4cZtkc14oHcLWjZwYKe9cCqbTXMoNdO0AI6cYdvR0xw4rxXQObgukcH+RDavS2iA75/nXss5DbtWQswis9jWmIVlyiJFoZorLLKx/kAq6zZu4rmEB9mpQ3mr8WRu7x7C0I5N8C3x7SM7v5D1+1P5NjaFtXtOcDavED8vD65r25BRQelcs/OfuB3fCZ1Gw6DXzZHGTmazad796RBvrd5HSIAvs8ZF0rZxbbOb7LN7oE4Q3LkC/IOdns3RDp7I5P2N8Szflkh+oY3r2zVkQu9QureoVzkma6zGSrYCohPOEHP0NBlX2gooqagADq2FmE/Ne7woDxq0g8i7oOcjZcomRaGaOpKWxdKtCSyLSuR4Rh71fWvwUnAMN8X/G/r/w4zauYS8wiI2HUxj9c5EAnfPYaLtMzLwY2mTp2l69e1c164htb2du37D6ax8/vLZdtbuPcGwTk14/bZOf/xnOvILLBoNnr6mMDRs59R8FeVkZh6f/HKETzYf4VRWPuHN6vBA71AGhzW+9G4+4RQXagUcTM1EazMwrs2VtALOl7LTtAh2LoWsVPCpDx1vh/Ax0CSiXMceSVGoRnILivguNoUlWxL4JS4NNwV9WzdgdLcgrmvbiBruClZMhNhlcM830Lznpe/wxF5Y9RAci+Zk86G8V/sRVu7L5XhGHp7uil6tAhjUoTE3tG9E/Qre7x2TcIZH7WsfvDCsPXf2+PPaB4CZGPCTW6Ew1+xKCupeobmcKSe/iOXbEnl/YzzxJ7MI9K/J/de2YFS3oIt/0xQOl5FbQMzRM8WdwSVbAXVqetI52N4KCK5LeFAdal3pl6ezx2HnZ7B9ERyPBTdPs3s2fCy0uqHMfQjnk6JQDcQmpbN0awKropPIyC0kqF5NRncN4rYuzWhS57wDt/LOmmkwigrMMp4X2gVkK4JNb5tjD7xqmQPF7OtA22ya6IQzfL8rhW9jk0k4lYObgu4t6jE4rAkDOzSmcR3HzS2kteajTYf5zzd7aFjLm1njIgm/3ERzp4+YaTEyjsGoj6H1jQ7LYwU2m+aHPceZtyGOLYdPU8vbg3FXN+eea0Ic+tqL39lsmgW/HmHB5iMcOPF7K6B1w1pENve3twRMK6BUo/gKcmHfN6YQHPwf6CII7GIKQdhtFbKLVopCFZWeU8AXMUks3pLArmMZ1PBwY3BYY0Z3DaJHaP1LvzGTtsH7N0LrgTB6wR+boicPmKOSE7dAu5tg6NSLrs+gtWZ3cgbfxabwbWxK8fC5zsH+DOrQmMFhTco1jfTZ3AKeW76Tr3cmM6BtQ94qzdoHmamw8DZIiYVbZplmdxUUffQ0722I59vYZNzdFDeHBzKhTwvTzyIc4tiZHJ5dtp2fD6bRpXld+lzVgMjm/oQH+ZdtF6rW5uj/7Z9C7ErIS4daTSF8tCkGDdo4/kmUUKmKglJqEDAdcAfe01q/frFtq2NRODddwpItR/k2NoW8Qhvtm9RmdLcgbokIpI5PKd6gm96G1f+EIf+F7hNM6+DX2fC/l8HD27QOwm4r1b7LgyfO8v2u43wbm0xsUgYA7ZvUZlBYYwaHNaZVQ78r7iDdk5zBIwu3cfRUNs8ObMPE3qGln2k0NwOWjIP49TDwVej5aOluX4kcTcvmg5/jWbIlgZyCInpfFcDEPqFc2ypAOqXLSGvNyugkXvxiF0U2zQvD2jOmW1DZX8/TR2DHEtMqOBUHnj7Q7mbzhaVFH3DS4l6VpigopdyB/cANQCKwBRirtd59oe2rU1E4npHLsqhElm5N4EhaNrW8PRge0ZQx3YIJCyzjuHybDT69HeI3wMgPzBQVR3+B1oPhpmlQq3G5Miecyub7XSl8F5tC1NHTaA2hDXwZHNaYQR2aEBZY+6L/XEu3JvDCqljq1DRrH1xdnrUPCvPMYj27P4drn4IBLzp3gkAnO5Odz8JfjzJ/02FSz+bRtnEtJvYJZVinppab8sPK0jLz+MfKWL7blULX5nV5a1Q4zeuX4WCxvLPmvRezCI5sNJeF9DYtgvY3m92zTlaZikJP4CWt9UD7+b8DaK1fu9D2Vb0oFBTZWLv3BEu3JLBu3wlsGnqE1mN0tyAGdWjimKNdM1Nhdi/IPA5edcwRz+FjHP6heSIjl+93H+e72GQ2x52iyKYJ9K9Z3IKIDK6Lm5siJ7+If30ey2dRiVzTsj7Tx3SmQS0HdGDbisziQ1s/gM7jYdh0cK/aHbN5hUV8HnOM9zbEsf94Jo1qe3FvrxaM7R5MnZrOHTVW2azZfZy/r9hBRk4hT9/Ymgm9Q0s39YitCOJ/MoVgz5dQmGPWEwkfa3YRuXi4dGUqCiOBQVrrB+zn7wSu1lo/dqHtq2pROJSaydItCSzflsTJzDwa1vJiZJdmjOoaVDEzaib8BjELoc9fzRxJFex0Vj5r9hzn+9gUNhw4SX6RjQa1vBjYoRFbD59m3/GzTOrfiieud/DaB1rDj6/DT69DmyGmdeTp2tlTnUFrzU/7U5m3IY6fD6bhW8OdMd2DubdXCM3qVpJlQ7U2gwY8a4K3f4UtNXs2t4BXvtrN0q2JtGtSm6mjw0vXN3Nir9k1tGMpnD0G3nWgw61mluJm3SzTQq1MReF2YOB5RaG71npSiW0mAhMBgoODuxw5csQlWR0tO7+Qr3cks3RrAlsOn8bdTXFd24aM7hpEvzYNquxY9LO5Bazbl8p3scms25uKt6cbU0dH0K8i1z74dS58+1cI7gljF7lkeg5X2XUsnfc2xPPl9mNoYEjHJkzo3YJOzfxdHe3iSk5+CKDczZh93wDzs/j3gAtf5lP/ilqFm+PS+MvS7SSn5/Bwv5Y8MaD1le1uy0qD2OUm37Fok++qG0yLu/XgK1t21skqU1GoVruP8gttxB5L57OtiXy5/RiZeYW0CPBlVNcgbusSWGFLRlpVbkERbko5Z7937HJY8aAZ5TF+ebn7TyqbY2dymL/pMIt+PcrZvEJ6hNZjQu9Q+rex2LKh+Vmw9G44uAZ6PAp1mkH2Scg6Cdlp5pR10lyWc/ri9+Ptf17xqF9cMPK967FsTw6LdmVTs04jnht5LZEtL7NMb2E+HFhtWgX7vwdbATTuaHYPdbzdTEFhYZWpKHhgOpoHAEmYjuY7tNa7LrR9ZSgKWmtSz+ZxKDWL+JNZxKVmEnfS/H70VDZFNo23pxtDOzZldLcguoXUlZEiznJoLSweb4bb3rkS6oW6OpHTnc0tKF429Fh6Li0b+DKhdyi3dLbAsqFZaWYgxLFoGDbVTMt+KUWFpjAUF41zP0+dd1ma+ZmdBrbCC9+Xp8+fikdxK+RsMuxcZpaG9W0InUaZYtA4zOEvQUWpNEUBQCk1BJiGGZL6gdb6Pxfb1kpFITu/kLjiD/4s4k5mFp/PzPv9jefl4UaLAF9CG/jSIsCX1o1q0b+t86eLEHZJUbBgpBkKOH65mVCvGioosvHNzmTmro9j17EMAvzMsqHje7ho2dDTR2DBbZCeYPp+2g516N0XFtmYte4gH67dTkvfHP7RrxGd6xeWaHmUaIFkp/1eSAqywd0L2g6B8Dug5XWVcsBCpSoKpeHsolBk0ySdzuHQyUziz/vgT07P/cO2gf41CW3gS2iAr70I+BHawJemdWpaq3kuIHW/Wfs554zpY2jR29WJXEZrzS9xacxbH8e6faaPZ2SXZozv0dx5B8OlxJqCUJgDY5dcfiqWUjqUmsnTS7ezPeEMwyOa8vLNYVd+fE9+tvlZo5J00F+EFIVSOp2VT9zJzD/u8knN4khaNvlFtuLtanl7ENrAj5bF3/z9ilsALm96i9JJTzIfRKcOwW3vm/Hj1dyB42d5b0M8K6OTyC+y0alZHUZ1DeKm8KYVN6Q1fgMsvsOM3R+/3KETGtpsmo9/Oczr3+3F29Odf98SxrBOl+k7qKKkKFxAXmERR9Kyi/fxx6WaD//4k1mczi4o3s7DTdG8vg8tAvxo2eCPH/71fWvI/v+qJPsUfDoakrZC/+ehxyNQo/Ks4FZRTmXl83lMEku2JLA35SxeHm4M6diE27s2o0eLy0ynUhq7P4flD0DdFmaG2zrNHHO//HGain5tGvDGbZ1oVLt6DeQoSYrCeY6mZdPvv+uwlXjqDWt5Fe/madng910+QXVrVtnhoOIC8rNh5YOw5wvwbQC9noCu91f63QWOoLUmNimDJVuP8nnMMc7mFhJcz4fbuzTjti7NaOpfjmM+trwHXz9jxvLfscRhk8A5fJqKKkKKwnkKimy8vfZg8Yd/iwDfK5/aVlQPR3+FH1+DuHVmhMm1T0LX+6rFwW5XIregiO93mSnaNx1KQynoc1UDRnUN4vr2DX9fqe9ytDYz8a6fbMb0j/zAYQXYYdNUVEFSFIQoqyO/mOIQ/xP4NTJzJ3W5R4pDCQmnsvnMvpjTsfRc6vp4ckvnQEZ1DaJdk0t0ThcVwtdPwbaPofOdMGyaw0bylHuaiipOioIQ5XX4Z1McDm8Av8bQ+2mIvNuSR6u6SpFN8/PBkyzZmsCaXcfJL7LRMbAOo7oFcfP5ndMFObDsPrOOQJ9nzUqADtilU+5pKqoJKQpCOEr8BlMcjvxs5r/v/bRZK9ejYledq2xOZ+Wz6rzO6cFhjRnVNYgeTdxwWzzGzLk1ZLKZtt0ByjxNRTUkRUEIR9LatBjWvQZHN0HtQFMcOt8pxeE8Wmt2HctgyZYEVsUk4Zd7nE9rvkkwKZwZMov63UaV+zFyC4r47/f7eP/neJrX8+GtURF0aV7XAemrLikKQlQErU1fw7rXIGEz1G4Gff4CEeMdtpZuVZJ3bBe2T25F52ZwX97T/Krb0/uqBozq2owb2je68s7pEmKT0nlqSQwHTmQyvkcwzw9ph0+NyneEsbNJURCiImltRimtew0Sf4M6QdD7LxAxTorDOUc3m2NAPLxg/HISarTks6hElm1N4Fh6Lv4+ntwSYTqn2ze9fB9AYZGNWT8eYsb/DlDfrwZvjgynb+sLLxkr/kyKghDOoDUc+p8pDklbzUIqvZ8xc+m7V+Mhz3u/gWX3moPRxq+Aus2LrzrXOb10awKrS3ZOd23GzeEXXl62XNNUCECKghDOpTUc/AHWvQrHtoF/czPCJnxM9SsOUR/BV09C085wx1Iz0+hFnMnOZ1V0Eku2JrInOQMvDzcG2Tune9qXY5VpKhxDioIQrqC1mXN/3auQHGOmb+jzLHQaXSln1iwVrWH9f2Hdv6HV9XD7R+Dld8U3j01KZ+nWBFZFJ5GRW0izujVpWMuLbUfPyDQVDiBFQQhX0hr2f2eGsiZvN+s29PmrWYylKhYHW5FZ2W7Le2adgZvfLnML6dyR059tTWRvylmevqE1Y7vLNBXlJUVBCCvQ2hys9eNrkLIT6reyFwf7eg5VQUEurJhg5o7q9QRc/3+WWZdY/O5SRUGO7BDCWZQyi8U8uAFGLwAPb1g5Ed65GnZ8Zr5hV2a56Wb68T1fwMBX4YaXpSBUQlIUhHA2paDdTaY4jPrY7FpZ8QDM6mmWeayMxSEjGT4cAgm/mvUoej7q6kSijKQoCOEqbm7Qfjg89DPcPh+UGyy/H969BmJXgM122buwhJMH4P0b4fRhGLfU7A4TlZYUBSFczc0NOoyAhzfByA/NZcvuhdm94KfJZnhr9inXZryYxK2mIBRkwz1fmTWLRaVWBYc+CFFJublB2K2m9bBrJfw8zQzpPKduCDSNhMBI87NJeKmGeTrcgTWw9C7wa2gOSqvf0nVZhMNIURDCatzczS6YjiNN5+2xGHMQXNI2SNwCu1bYN1TQoM0fC0XjMOdMyhezCD5/1DzeuGWmMIgqQYqCEFbmXQdC+5rTOZmpvxeJY9FwcA1s/9Rc5+YJjTrYi0RnUygatHXc8RBaw8/T4YcXoUVfGLMQvGo55r6FJchxCkJUdlpDemKJQrHNtC7yMsz1nj7QuNPvrYnASHN0tVspuxRtNlj9D9g8C8Jug1velanCK6lLHacgLQUhKjulwD/InNoPN5fZbHDqkGlJnCsUWz+Ewlnmeq860DTij4WiduDFjysozIdVD0PsMujxCNz4n9IXFVEpSFEQoipyc4OAq8ypk30hm6JCSN3ze5FI2gab3gZbobnet6HZ5VSyUPgGQN5ZWDIe4n40Ryj3ekIOSqvCpCgIUV24e0DjjubU5W5zWUEuHI/9Y6E4sBqw71auE2wKzJkEs7so4g6XxRfOIUVBiOrM0xuadTWnc3IzzMR9x6JNoThzFAZPhtY3ui6ncBopCkKIP/KuDS16m5OodizTU6SUmqyU2quU2qGUWqmU8nd1JiGEqG4sUxSANUCY1roTsB/4u4vzCCFEtWOZoqC1Xq21tg+DYDPQzJV5hBCiOrJMUTjPfcC3rg4hhBDVjVM7mpVSPwCNL3DVP7TWn9u3+QdQCCy8yH1MBCYCBAcHV1BSIYSonpxaFLTW11/qeqXU3cAwYIC+yPwbWuu5wFww01w4PKQQQlRjlhmSqpQaBPwN6Ku1znZ1HiGEqI4sMyGeUuog4AWk2S/arLV+6DK3SQWOlONhA4CT5bi9I1ghA0iO80mOP7JCDitkgKqRo7nWusGFrrBMUXAFpdTWi80UWJ0ySA7JURlyWCFDdchh1dFHQgghXECKghBCiGLVvSjMdXUArJEBJMf5JMcfWSGHFTJAFc9RrfsUhBBC/FF1bykIIYQoQYqCqNaUkiXEzlFKebo6g3C9Kl0UlFLu9p8u/cdXSrVUStV0ZQZ7jk5KKT8XZ7hVKVXfxRmUUuoppVSzix0578Qc/1FK9XNVhhI5XgKePHfehTmGKqUauuLxS+S4Sinl7coM9hxtlVI+zn7cKlkUlFL3KKWigSdcnGOcUmoXMBlYrpRyyRHk9hw7gP8Dliilargox4vAPGC0Kx7fnuEuYB3QGchw4QdgZ+A3oB1w1FXf0pVS4zGvx13AeABXFEql1C3AHuAx4H2lVAcXZBiulDoEvAy8p5Sq5+wM9hyDlFIpwBuY/9cAZz5+lSsKSqm2wCPAV0AfpVSo1lorpZz6XJVSw4EHgfu11rcCPsAE+3VOy6KUGmzP8bDWegTQErjJfp1TPhBLPN9s4COgrVKqy3nXOSNHL2A+8IzW+i6tdca5D0AnvhbnHqct8LHW+latdRxQ5IzHP5dBKeWhlLof8578q9Y6FEhy0YdxfczMyPdqrQcDnkD7c1mdlKEe8ABwh9Z6LHAC+IdSqrUzHr9EDi9gBDBeaz0cOAY8qZSKcFaGKlEUlFK1zv2utd6L+dYzFdiN+eaB1trmzBzAduBurfVm+/kZwC3OyHJejh+01n201j8rpeoAcfZtVEV+Izzvb3Lu+boDmUAi9sLkzNdCa/0zsAXz7Ryl1HNKqZuUUn4V/e34XI4SjzMYKLBfNwP4l1KqW0W3GJRStbRRCCzTWvfVWv+mlGoHnAWc9SFc8j2aD/jx+wzKNqCJUqqJEzOAee7n3o+LgduAIRXdsj63mxtAa50HtAbO7WKdjPmcvs5eMCpcpS8KSqnngGil1BtKqXvsF+/TWp8CVgItlVJ97NtW2PMtkeNNpdQ4rfVh4GiJTUKBTRX1+BfJcZfWukAp5aaUagR8A5zBvNkn21tVFZnhDWVmvj3XiVkb+BSzVkYTpdRUZSZCrBDn5bjffvEjwEdKqRjAH5hEBb4WF8hxn/3iFcBgpdRnQHKJbOOckONNpdTdWut0pZS7/QvCHiAEiLBv66z/lfFa67PAAuAOpdQJzP9NJ+AV4JIzKzsowx32z4udwN1KqbpAV2ArplAFVkQGe46XMV8IGtjPu2E+t65SStXQWh8EtgFNgTYVleMPtNaV9gRcB6wHWgD9Mf9cnUpc74fpPFtY4jJ3Z+YAPO0//wvc6eLXw9/+sx7wBTDESRki7Ne9CnQH7gBSMMuutnDiaxFpv+5RoKv99wbAKmCgE3N0AJpjPgi/sW/nBTyE+SD0cvJ71MP+83Fgtgveox3t140Aptp/r4X5lvyQkzK0tv9NpgBfY9Zz6QD8CIRUQAYvzJLDRzBF4MYS1w235xhoPx8AfH/u/6iiT5W9peAJRGut47XW64DpwGslrs8ClgGZSqlXlFJvYr4NOS2H1rrAvk1HYINSqrVS6iVVMSNwLpTj9XNXaq3P2H+ewuwzreukDK/aWwqemD6FJzEF4iugbwVkuGgOAK31O1rrrfbfU4FTmELpjBwz7DmSgO+ARvZ+rzygDlBg/72ic5R8j55bBjcPSLf3OVTUZ8OFcrxpv+4UUKSUqqtN60Fh+uIqOsPbwFta6yNa66cx/YDjtNa7MLs6K+K9UYB5/7fHLD/cXynV0n7dBuA4cIMyI+ROYv5fW1VAjj+p7EXBB6iv7MPHtNavY3ZL3G4/r4FczAfyw0Cq1vqQs3PY/9j1MKN/FgMntdZpF7szB+doXCKHu1KqnlLqv5jdBFuclKEp5sN/JfCm1rq71noGEAMcroAMF8vR8NxrAaZzUSn1FmZXRUW8FhfK8RrmG+lNWusFwOfATKXULMyorF+dlOMP71G7vZjOXq0rrq/nYu/RmzCtx0aY3XlvATdgRmhVdIZXgUCl1Gj7+RSlVJBS6h3MrqN9jg5gf333a62zgCWYNem7KqW89e+7vouABUqpuUAkZjdSxXNGc6S8J+zTcVzkul+AkSXOjwF+KXF+nv3k44Icm+2/X4VZJ2IyUNNVrwfmw28N5tuZrxMzjAM2luY+nPBatMA0yWeU97UoQ46x571Hu2KWmHV2jvP/V9wxrTiP8v5tSpnjDmCD/feWmC9P/+fk9+j5r8XnwOyK/twosc2DwCyg83mX3wI8BfiVN8cV53XWA5XxxRyO2d0Qcf6LjH2/q/2PuR77fj8gGHgHqGU/7+3CHLPs/2ANgCYuzuGJ6WMJcFGGmZhvaG4WeG/UALyBei7OUe4i4KAc5f7gc9B71Pfcti58Lfzs5x1RDC6Vw83+u7v9Z23Mbqw7MMeL3Oaov0lpT5ZZjvOcc0MllVL9MZ1uBUBPpdQRrfXpEkMp85RSoZimV3vgn8ocsHYTcFibfZJorXNdmOOINvtrUy3wehTYb5vpwgzlWmbVgTny7XfpyvfGYW12HZRZFfy7ZEHZDp5zYIZMe4YyvSalyKHtOU4BZ7TWGUqpA5jClIbp9HcNV1WjC50o8Q0B0yHcBDNSYD5m7eZz17kBz2E+bHtjOuh6Yarys5LDcTmskEFySA6rZyhjjmTM8SoKczBjHPB8eXOU92SZloJS6jFggFJqPbBIm3H+AMlKqYFAX6XUQa11EmbscDrQWmt92r7dz0qpzVrrch0ZKjmslUFySA6rZyhHjvbnciilDmOG5par9egQrq5K9so5AjP6oz/wIWb/c3iJ68MxY7pHXOC27jigw1JyWC+D5JAcVs/ggBwejsjgyJNVhqReDbyrzZjhl4B4Skxmp7XejnnROyqlrlPmaMRz+++KtP3VlRwOzWGFDJJDclg9Q3lzFF7g/lzK2ZPEqYucj8P0uqO1PoI5otBXKXVzic0XYSasWsLv84JIjnLmsEIGySE5rJ7BSjkqmrNbCn+Y7KtEpV4GZCszsyiYDpgfgfbK8MOMrd+JOTT/2fNuLznKnsMKGSSH5LB6BivlqFBOKQpKqZ7KTPw1WSnVXv2++M25ju7TmCP4HrY3qdIxY+q97S9cLvCE1nqo1jr5Qo8hOSpfBskhOayewUo5nKXCi4IyqyjNxMzQmYbZ13Yf/GHOlZqYo0uTgblKqaaYRVAKzm2ntT4hORyTwwoZJIfksHoGK+VwKl3BPdmY+UsW2X/3BQZiJoJqa7/s35gXtDNmfqB/Y5pes3DgjKaSw1oZJIfksHoGK+Vw5snxd2jm6ngeGGo/3wA4ALS0n68HvIhZas4HM79+y/PuwxGHmEsOC2WQHJLD6hmslMOVJ8fd0e/z0q/HzAt/AvuEU5jpm6fZf3cDrsVMUlevxO0dNSeO5LBQBskhOayewUo5rHBy3B1BD0ocKg7cCWyy/x6OmTv+evv5dphFXs5NgOWwF1RyWCuD5JAcVs9gpRxWOJVrmgul1F2YpfN+A6IwB22cW3N0N7DLvulOzDoC05RStwADMPN9eEL51+mVHNbKIDkkh9UzWCmH1ZS6KCilFGbujk8xi1wfAiZghlwdV0q5a62LlFkIvA4Uv2jz7T35z2Emf5qg7SuBlYXksFYGySE5rJ7BSjksrZRNrHNzf7cGFth/98DMA77ivG0+BkbZf29c4j5qlLd5IzmslUFySA6rZ7BSDqufrqilYD9I42XAXSn1DWZBiCIwY3CVUo8Dx5RSfbXWP9lvlgnEK6VeBm5VSg3SWifq3+eyLzXJYa0MkkNyWD2DlXJUGldQXfsC24F3Mc2s9cAgzL647iW2exhYd67aYo7iOwJMAxqUt3pJDmtlkBySw+oZrJSjMp2u5EXtDdxZ4vws+wt4DxBlv8wNs59uKWZR8pb2FzPSYUElh6UySA7JYfUMVspRmU5X8qL6AF78vq9tHPCa/fcYYJL9967A4goLKjkslUFySA6rZ7BSjsp0cuMytNbZWus8/fvKRDfw+5rD9wLtlFJfYaaGjYI/TzHrCJLDWhkkh+SwegYr5ahUSlFx3THNrG+BVvbLWgH+mCP8Ap1RxSSHtTJIDslh9QxWylEZTpdtKZRgwxyscRLoZK+uLwA2rfVGbdYedQbJYa0MkkNyWD2DlXJYXymrbQ/Mi7sRuN9VlUxyWCuD5JAcVs9gpRxWPyn7i3VFlFLNMHOCTNFa513xDR1Mclgrg+SQHFbPYKUcVleqoiCEEKJqK02fghBCiCpOioIQQohiUhSEEEIUk6IghBCimBQFIYQQxaQoCFEKSqkipVSMUmqXUmq7UupppdQl/4+UUiFKqTuclVGI8pCiIETp5GitI7TWHTDz6AwBXrzMbUIAKQqiUpDjFIQoBaVUptbar8T5UGALEICZdvkTwNd+9WNa601Kqc2Yxd7jgY+AlRfazklPQYhLkqIgRCmcXxTsl53GrNt7FjOXTq5S6ipgkda6q1KqH/CM1nqYfXufC23n1CcixEVc0XKcQohLOjfVsicwUykVgVnusfVFtr/S7YRwOikKQpSDffdREXAC07dwHAjH9NflXuRmT13hdkI4nXQ0C1FGSqkGwGxgpjb7YesAyVprG2biNXf7pmeBWiVuerHthHA56VMQohSUUkXATswuoEJMh/EUrbXN3j+wHMgG1mGWevRTSnkC32E6o+cDX11oO2c/FyEuRIqCEEKIYrL7SAghRDEpCkIIIYpJURBCCFFMioIQQohiUhSEEEIUk6IghBCimBQFIYQQxaQoCCGEKPb/e41aKewKnZgAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax = sns.lineplot(x=\"index\", y=\"coluna_1\", data=df_exemplo.reset_index(), label = 'Coluna 1')\n",
"ax = sns.lineplot(x=\"index\", y=\"coluna_2\", data=df_exemplo.reset_index(), label = 'Coluna 2')\n",
"ax = sns.lineplot(x=\"index\", y=\"coluna_3\", data=df_exemplo.reset_index(), label = 'Coluna 3')\n",
"ax.set_xlabel('Data')\n",
"ax.set_ylabel('Valor')\n",
"fig.autofmt_xdate() # auto-formata xticks tipo \"data\""
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Para utilizar a função `relplot`, precisaremos reorganizar o banco de dados de modo que haja apenas uma coluna de valores no eixo _y_ (`Valor`) e uma coluna com um identificador de cor/tonalidade (`Coluna`)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Valor \n",
" Coluna \n",
" \n",
" \n",
" \n",
" \n",
" 2020-01-01 \n",
" -0.416092 \n",
" Coluna 1 \n",
" \n",
" \n",
" 2020-01-02 \n",
" -0.137970 \n",
" Coluna 1 \n",
" \n",
" \n",
" 2020-01-03 \n",
" 0.575827 \n",
" Coluna 1 \n",
" \n",
" \n",
" 2020-01-04 \n",
" -0.017367 \n",
" Coluna 1 \n",
" \n",
" \n",
" 2020-01-05 \n",
" 1.384279 \n",
" Coluna 1 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Valor Coluna\n",
"2020-01-01 -0.416092 Coluna 1\n",
"2020-01-02 -0.137970 Coluna 1\n",
"2020-01-03 0.575827 Coluna 1\n",
"2020-01-04 -0.017367 Coluna 1\n",
"2020-01-05 1.384279 Coluna 1"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# reorganiza para 'Coluna 1'\n",
"df_exemplo_px = pd.DataFrame(df_exemplo['coluna_1']).rename({'coluna_1':'Valor'}, axis=1)\n",
"df_exemplo_px['Coluna'] = 'Coluna 1' \n",
"\n",
"# concatena 'Coluna 2'\n",
"df_exemplo_px_temp = pd.DataFrame(df_exemplo['coluna_2']).rename({'coluna_2':'Valor'}, axis=1)\n",
"df_exemplo_px_temp['Coluna'] = 'Coluna 2'\n",
"df_exemplo_px = pd.concat([df_exemplo_px, df_exemplo_px_temp])\n",
"\n",
"# concatena 'Coluna 3'\n",
"df_exemplo_px_temp = pd.DataFrame(df_exemplo['coluna_3']).rename({'coluna_3':'Valor'}, axis=1)\n",
"df_exemplo_px_temp['Coluna'] = 'Coluna 3'\n",
"df_exemplo_px = pd.concat([df_exemplo_px, df_exemplo_px_temp])\n",
"\n",
"df_exemplo_px.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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": [
"# 'hue' atribui as tonalidades de cor com base no identificador \n",
"p = sns.relplot(x = 'index', y='Valor', hue = 'Coluna', data=df_exemplo_px.reset_index().dropna(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.set_xlabel('Data')\n",
"p.fig.set_size_inches(8,4) # largura, altura"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Vamos agora plotar o gráfico de óbitos por COVID-19 na Paraíba juntamente com a média aritmética móvel de 7 dias e com a média geométrica móvel de 7 dias.\n",
"\n",
"Utilizaremos o método `rolling` de uma *Series* ou *DataFrame* do *pandas*. Este método cria janelas móveis onde podemos aplicar uma função agregadora (tal como média ou média geométrica)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comentários: \n",
"\n",
"- A média aritmética tem a desvantagem de linearizar o efeito do crescimento ou decrescimento do número de óbitos, onde sabemos que o efeito é exponencial.\n",
"- A média geométrica móvel tem a desvantagem de se anular se o número de óbitos em algum dos dias da janela for zero.\n",
"- Em geral, as duas médias ficam muito próximas."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Óbitos \n",
" Tipo \n",
" \n",
" \n",
" data \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2021-10-22 \n",
" 0.000000 \n",
" MM:geom - 7d \n",
" \n",
" \n",
" 2021-10-23 \n",
" 0.000000 \n",
" MM:geom - 7d \n",
" \n",
" \n",
" 2021-10-24 \n",
" 0.000000 \n",
" MM:geom - 7d \n",
" \n",
" \n",
" 2021-10-25 \n",
" 3.465261 \n",
" MM:geom - 7d \n",
" \n",
" \n",
" 2021-10-26 \n",
" 2.842676 \n",
" MM:geom - 7d \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Óbitos Tipo\n",
"data \n",
"2021-10-22 0.000000 MM:geom - 7d\n",
"2021-10-23 0.000000 MM:geom - 7d\n",
"2021-10-24 0.000000 MM:geom - 7d\n",
"2021-10-25 3.465261 MM:geom - 7d\n",
"2021-10-26 2.842676 MM:geom - 7d"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# função que calcula a média geométrica\n",
"from scipy.stats import gmean \n",
"\n",
"# série\n",
"covid_PB_obitos = covid_PB.obitosNovos\n",
"covid_PB_obitos = covid_PB_obitos.sort_index()\n",
"covid_PB_obitos.name = 'Óbitos'\n",
"\n",
"# dataframe\n",
"covid_PB_obitos_df = pd.DataFrame(covid_PB_obitos)\n",
"covid_PB_obitos_df['Tipo'] = 'Valor nominal'\n",
"\n",
"# média aritmética móvel\n",
"covid_PB_obitos_df_temp = pd.DataFrame(covid_PB_obitos.rolling(7).mean().dropna())\n",
"covid_PB_obitos_df_temp['Tipo'] = 'MM:arit - 7d'\n",
"covid_PB_obitos_df = pd.concat([covid_PB_obitos_df, covid_PB_obitos_df_temp])\n",
"\n",
"# média geométrica móvel\n",
"covid_PB_obitos_df_temp = pd.DataFrame(covid_PB_obitos.rolling(7).aggregate(gmean).dropna())\n",
"covid_PB_obitos_df_temp['Tipo'] = 'MM:geom - 7d'\n",
"covid_PB_obitos_df = pd.concat([covid_PB_obitos_df, covid_PB_obitos_df_temp])\n",
"\n",
"covid_PB_obitos_df.index = pd.to_datetime(covid_PB_obitos_df.index)\n",
"\n",
"covid_PB_obitos_df.tail()"
]
},
{
"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": [
"p = sns.relplot(x = 'data', y='Óbitos', \n",
" hue = 'Tipo', \n",
" data=covid_PB_obitos_df.reset_index(), \n",
" kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Vamos agora construir um gráfico de dispersão com o _DataFrame_ `df_exemplo_px`."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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6GjIFzr0X9u2Eov6Qo1WERUSklZFdbD9UJwIPuXsjsMnMngGOBRI92roOmBOen09wtDbAcOCRsGAqINgjq0fokzOd5RVC74EqcEREpCPvdLE9Ea8BxxzgukRWf26gdW3Rcifzet+/zUIj+ztavg/c7e5HA9e0uc8h0aeniIhIPN0E1LZpqw3bu+spoNDMmoeSMLNjzewUgiGmC8ws18zKgZNpvzDwKmCqmeWY2QhgRgLP2RdYF56/7BCyt6MiR0REJIbCo6iuAlYDHn696lCOrgp7Ws4BTgsPIX8NuAVYT3DU1avAIoJi6AZ339jmIZ4nGG5aTLCY8IIEnvYW4Ddm9hyw5UA3MrNVwLeBy81srZlN7OyBE9qgM51og04REUkhbdAZY+rJERERkYwU6R4B4Xjdz4HBQBNwb7iVRNbbuHsji7csZt3OdYwrG8fRA4+mtLA06lgiIiKxEfVGSA3A5919gZn1Aeab2d/d/fWIc0Vq295tfOWFr/Dcuufea7t++vVccdQV5ObkRphMREQkPiIdrnL3De6+IDy/E3gDGBZlpnSwfPvyVgUOwI9e+RFrdq6JKJGIiEj8pM2cHDMbDUwDXuzguqvNrMrMqqqrq1OeLdX2NOxp11bXVMfexi6tZi0iIpLVoh6uAsDMSoDfAZ9x95q217v7vcC9EBxddUhPVrsN1rwIa+bBgHEw+gQoG31ID9nTxpSOobSglJq6/S/FjMEzGF4yPMJUIiIi8RJ5T064w/nvgF+5+++T+mRNTTD/p/DQBTD3LvjjdfCbK6BmQ1KftqtGlI7gx6f9mBOGnkBZYRnnjzufLx//ZUoKSqKOJiIiGc7MBpvZw+E6Oa+b2eNmNv4gtx9tZkuSnOk0M5sfbgw638w+kMj9oj66yoAHgDfc/dtJf8Jtb8Mzt7duW78ANr8BpV3ZYyz5Jg2cxF0z72JX/S76FfYjPyc/6kgiIpJubul7EcGGnCMJtnO4iVt2dHsxwPBz+THgQXe/MGybClQAbx5y3u7bAsx29/VmNgl4ggTm8Ebdk3MCcCnwATN7JTydkbRna2qAxn3t2xvSc65LUV4R5UXlKnBERKS9oMC5DxhFsGjhKOC+sL27ZhLsMXVPc4O7v+Luz1ngTjNbEvaoXND2zmZ2uZnd3eLyHDN7f3h+l5ndZmaLzGyemVWE7bPN7EUzW2hmTza3t+TuC919fXjxNaCXmRV29s1EfXTVXHc3d5/s7lPD0+NJe8K+I2HiOa3bisqgfELSnlJERCRJvgYUt2krDtu7axLBDuEdOReYCkwBZgF3hjuHJ6o3MM/dpxDsg9W8P9Zc4Hh3nwY8DNzQyeOcByx09w56LVpLi4nHKVNQBKfeDAMOgyW/gyFT4ITPBJdFRETiZWQX2w/VicBD7t4IbDKzZ4BjCfazSkQdMCc8Px84LTw/HHgkLJgKCPa+6pCZHQXcDnwwkSfMriIHoP9omPkfcPy/Q0FvyCuIOpGIiEh3vEMwRNVRe3e9Bpx/gOsS2cergdajRL1anK/3/RtmNrK/Bvk+8G13/1M4tHVLh09uNpxgvtAn3H1FAlkin5MTDTMoLlOBIyIicXYTUNumrTZs766ngEIzax5KwsyONbNTCIaYLjCzXDMrB04GXmpz/1XAVDPLCbdumpHAc/YF1oXnL+voBmbWD/gz8CV3fz7RbyY7ixwREZG4C46iugpYDXj49apDOboq7Gk5BzgtPIT8NYKelfUEvSivAosIiqEb3H1jm4d4nmC4aTHwTWBBIt8J8Bsze47gKKqOfBI4HPhyiwOVBnX2wLa/5ygeKisrvaqqKuoYIj1u4469PLV0E/+zaD2Vo/sze8pQxlf0iTqWSLZLZIhG0lT2zcmR7NTUBDvXQ04+9Gl3dGLk9jU0cvdTb/HLF4Oh9BdWbuWxBWt55Jp/YlhZUcTpRETiScNVkvlq1sM/boO7j4V7ToCFv4J9O6NO1crarXv49Uut5wqu3b6XNze12+VEREQSpCJHMt+Sx+C5b0J9LeyuDrbzWPty1KnaCRYa7bxNREQSoyJHMtueHbDgZ+3bVz6T8igHM6J/EZce1/pI0FEDijUnR0TkEGhOjmS2/F5QNha2tNlypV+y1srqnoK8XK6dOZajhpXy+JKNHDOyH6dPGsLQfpqPIyLSXSpyJLPlFcJJn4O3n96/R1nfETDm5EhjdaSitIiPVY7gY5Ujoo4iIpIRVORI5ht5HPzr/8Lm1yC3MNjOo/+YqFOJiKQlMxsMfIdgy4Z9BAv8fcbdO9yF3MxGA3PcfVISM80A7m2+CNzi7o91dr+sK3I27d7Ec+ue488r/8zUQVM5c+yZHN7v8KhjSbINnhScREQyyNEPHn0RwYacIwm2c7hp8WWLu70YoAVHOzwGPOjuF4ZtU4EKoMMiJ0WWAJXu3hDucbXIzP7H3RsOdqesmnhc31jPA4sf4NYXbqVqUxX3L76fa/9+Let2ruv8ziIiImkkLHDuI9i/ysKv94Xt3TWTYI+pe5ob3P0Vd3/OAnea2RIzW2xmF7S9s5ldbmZ3t7g8J9yPCjPbZWa3mdkiM5tnZhVh+2wze9HMFprZk83tLbl7bYuCphfBCs+dyqoiZ+2utTz65qOt2jbWbmTFjoT2+RIREUknXwOK27QVh+3dNYlgh/COnAtMBaYAs4A7w16VRPUG5rn7FIJ9sJr3x5oLHO/u04CHgRs6urOZHRduM7EY+LfOenEgC4erTCt0i4hIZjjQYaLJOnz0ROAhd28ENpnZMwTzdl5N8P51wJzw/HzgtPD8cOCRsGAqINj7qh13fxE4ysyOBB40s7+4+96DPWFW9eQMLxnOx4/8eKu2ESUjGNdvXESJREREuu2dLrYn4jXgmANcl0gvQQOta4teLc7X+/4NMxvZ39HyfeBudz8auKbNfdpx9zeA3QS9TgeVVUVOfm4+Vxx1BbedeBunDD+FT037FHefejdDSrrS2yYiIpIWbgJq27TVhu3d9RRQaGbNQ0mY2bFmdgrBENMFZpZrZuXAycBLbe6/CphqZjlmNgKYkcBz9gWaJ8de1tENzGyMmeWF50cBE8LnOqisG64qLy7nrMPO4qzDzoo6ioiI9KDGJmfVlt1sq61jaL+ijF9Mc/Fli3999INHQw8eXeXubmbnAN8xsxuBvYSHkBMUOe8DFhFM/L3B3TeGh5A3e55guGkxwRFRCxJ42luA35jZOmAe0NEaHycCN5pZPdAEXOfuWzp7YNvfcxQPlZWVXlVVFXUMERFJI/vqG3ls4Tpu/tNr7GtoYmBJAT+65BiOHd3/UB9aEzljLKuGqyQ5dtTWUb3zoHO/RESS6q3Nu/jSY4vZ19AEwJZddXz2kVf0tynLZd1wlfScffWNPPNmNbc/sZSa2gauPHE0504fTkXpQeeMSczV7Kln2aadbNm5j5H9ixlX0YeCPP2/JNFat20PbQcm1m7bw5Zd+yjvo79J2UpFjnTborU7uPoX+5dTuP2vyyjMy+XKE7VlQqbatbee7z31Fvc/FxzhmWPwvQun8ZEpQyNOJtmuorQXZ03ozcVjdtKnYSub8oZy7xuF9C8ujDqaREhFjnTbS2+/267twRdWce70YfQrLoggkSTbsk073ytwAJocbvrDYqaM6MeI/m3XJBNJnSPLmrij7I/0evonAEw04/iz7qOor3pxspn6mKXbBvRuX8hU9OmloYsM9u6uunZtNXsaqNlbH0Eakf0Kty6j1ys/2d/gTtETX4Bth7JkjMSdPo2k22aMGUBF6f6u4Nwc4zOnjaO4QB2EmWrUgGLyc1sfbHL4oN4M0X/LErXaDo4m3rsd9tWkPIqkD30aSbcdNqiEh646nlfWbKe2rpFJw0o5eli/qGNJEh0+qA8/uuQYbvzdq2zZVccRg/tw5/lT6N9b8x4kYv3HQk4eNLXYzqhiEpQOiy6TRE7r5IhIl23Yvocde+upKO1FmeZfZbzqnXuZt3IrTy/bzKRhfXn/hHLGDCyJOlZrTY2w/En4n0/Dzo0wdDrM/h4MOfpQH1nr5MSYihwRETmg+oYm7nhiGfc9t/K9tiMGl/DgFcdRkY7DlDUbYO8O6DMYivr1xCOqyIkxDVeJiMgBvbO1lp8+33pT6KUbd7Fs0870LHJKhwQnETTxWEREDqLJncYOevwbm+I1CiDZSUWOHJq6WtjwKqx5CXZ3uleaiMTMiP5FnD219WKPg/sWMq4izebkiHRAw1XSfbs2wT++DvN/GlyumATnPQCDjog2l4j0mF75eXzhgxOYOKQvf1q0nmNHl/HPlSMYXqbFHyX9RT7x2MxOB74L5AL3u/s3DnZ7TTxOI2/MgUcubt12zBVwxjchN33q54bGJhav20HVqq0UF+RRObo/Ewb3iTqWSGDr21D9JuQVwqAjoU9F1IkOaF99IwV5OZhl1VzcrPpmM02kn0Rmlgv8ADgNWAu8bGZ/cvfXo8wlCdqwqH3b8ieDBbh6D0x5nAN5adVWLn3gpffmEPQrzueRq49nwuDSiJNJ1tuwCH5xNtRuDS4PPw7Oux/KRkYa60AK83OjjiDSJVHPyZkBLHf3le5eBzwMfDTiTGljU81e3ty0kx217ZfSTwsVR7VvG30SFPZNfZYD2FvfyN1PLW81SXJ7bT1zl7ffd0skpRrq4Pnv7i9wANa+CKufjy6TSIaJusgZBqxpcXlt2NaKmV1tZlVmVlVdXZ2ycFFpanKeXraZs+6eywfvepaL7n+RJet2RB2rvRHHwVHn7b9cNgb+6VOQlx9dpjbqG5vYsmtfu/btu9O0cJTsUbcb1i1o3169NPVZErF1Jbz9LGx6HRq0V5nEQ9RFTkdjne0mCbn7ve5e6e6V5eXlKYgVreWbd3H1z+ezqSb4cH5tfQ3XP7yQdzv4sI5U6RCY/R3416fg8j/DlX+BiolRp2qlT698rjhhTLv2E8alz3CaZKmifjDp3PbtI49PeZROrXwGfnwKPDgbfnwizP8J1O+JOpVIp6KeHboWGNHi8nBgfURZ0sY7W3dT19jUqm1F9W427NjLgJI02yOoVykMPybqFAf1waMqaGxy7n12JX2L8vnsrHFMG9Ev6liSZO7Omm17aGhsYlhZEYV5aTafxAymXQrVy2DpHMgtgJM+H/SQppOaDfDYNfs3umxqhL/cAMNnwLBp0WYT6UTURc7LwDgzGwOsAy4ELoo2UvT6926/F1CfwjxKi9JnGChOBvQu5JLjR/GRyUPIyzFKeul1zHQ79tTx6Mtr+fbf32RvQyNnTx3K506bwIj+aXbYc/8xcO69sH015BRA2ei0OjIRCNa/2rmhfXvNOhU5kvYiHa5y9wbgk8ATwBvAo+7+WpSZ0sH4ij78y4n7h1jM4KtnT2Jkuv2Bjpl+xQXpX+DU1cK2Va0no0qXLXhnO7c9/gZ76htxh8cWrufRqjVEvWRGhwp6w6CJMPDw9CtwAHqXt9/J2wz6andvSX+Rv6Pc/XHg8RQ+H29v2c3abXvo37uAwwf1pld+5C9DKyW98rn+1MP50FEVVO/cx8j+vZkwWKuLZrzNS+HJm+GtJ2DAODjzW8HRatm1JkmPmL9qW7u2P7yyjitPHKNd07uqdHDQ2/TIJbBnG+Tmw+l3QPmRUScT6VR6fbqnwPPLt3D1L+ZTW9eIGXz+tPFcccIYehem10tRWlTAjDEDoo4hqbJnB/zpU7D2peDyljfhV+fD1c8EC8RJl4wa2L7Xc+LgUooL0mxeTlyMPjH4XdyxFooHwIA07XUSaSPqo6tSalPNXr7wm1eprWsEwB2++bc3WbaxJuJkkvVq1u4vcJo17IN3V0STJ+aOGzOAo4buX+yxT2Ee1808PP0mH8dJ2SgYfUKwbYsKHImJrPpN3VZbx8aave3aN9ak2aHZkn0KekNhH9i3s3V7Ub9I4sTdyP7FPHBZJUs37mRffRPjKkoYW64hX5Fsk1VFTnlJIWMGFvP2ltpW7SPKiiJKJBIqGw2nfwP++O/72446N5iQKt0yuG8Rg/vqvS2SzbKqyBlQUsi3PjaVa38VLLRXmJfDrWcdxfgKbdYoaWDSecGE460roKQCBk+G4v5RpxIRia3IdyHvqp7YhXzjjj2s376XfsX5jB7Qm5wcHb0iIiId0gdEjGVVT04zdWOLiIhkvqw6ukpERESyh4ocERERyUgqckRERCQjqcgRERGRjJSVE49FRNLFO+/uZkX1bgrycphQ0YeBfQqjjiSSMVTkiIhE5LX1O7j0gZfYursOgMpRZXzngqkM799+7y0R6ToNV4mIRKC+oYkfP7vyvQIHoGr1Nl5atTXCVCKZRUWOiEgEausaeOWd7e3a39q0s/2NRaRbVOSIiESgtCifMycPadd+zCht5SHSU1TkiIhEwMy48NgRzDpyEAD5ucanTx3H9FH9og0mkkE08VhEJCKjBvTmuxdOY822WvJzcxjVv5i8XP3vKdJTVOSISNdseQuW/hnWvgwTzoDDPgCl7YddJDG9C/M4YnBp1DFEMpKKHBFJXM16ePgi2PJmcHnpHDj2KvjQbZCn9V1EJL2oX1REErf5jf0FTrOqB2DbqkjiiIgcjIocEUmce0eN4E0pjyIi0hkVOSKSuEFHQL9RrdumXARlY6LJIyJyEJqTIyKJ6zscLn4UXn0UVv8fTDoPJnwY8ntFnUxEpB0VOSLSNeVHwKn/BU1NkKPOYBFJX/oLJSLdE4cCp7EBGvZFnUJEIqKeHBHJPE2NsGYe/N8PoHYLzLgGDj8VivpFnUxEUkhFjohknvUL4cHZQbEDsOZFOOfHMOXCaHOJSErFoL9ZRKSL3n52f4HTbO5dsLcmmjwiEgkVOSKSeTpafTm/GEx/8kSyid7xIpJ5Rp8EBb1bt53yRSgsiSaPiERCc3JEJPMMmQyXPw7L/hpMPD5yNoyYEXUqEUmxyIocM7sTmA3UASuAK9x9e1R5RCTDDJ0anEQka0U5XPV3YJK7TwbeBL4UYRYRERHJMJEVOe7+N3dvCC/OA4ZHlUVEREQyT7pMPL4S+MuBrjSzq82sysyqqqurUxhLRERE4srcPXkPbvYkMLiDq/7D3f8Y3uY/gErgXE8gTGVlpVdVVfVsUBERkY5Z1AGk+5I68djdZx3sejO7DPgIcGoiBY6IiIhIoqI8uup04P8Bp7h7bVQ5REREJDMldbjqoE9sthwoBN4Nm+a5+78lcL9qYHUPxRgIbOmhx0qWOGQE5expccgZh4ygnD0tDjl7MuMWdz+9hx5LUiyyIicdmFmVu1dGneNg4pARlLOnxSFnHDKCcva0OOSMQ0ZJjXQ5ukpERESkR6nIERERkYyU7UXOvVEHSEAcMoJy9rQ45IxDRlDOnhaHnHHIKCmQ1XNyREREJHNle0+OiIiIZCgVOSIiIpKRVOSIRMjMtGR8DzCz/KgziEj6yegix8xyw69p/UFiZoeZWVHUOQ7GzCabWUnUOTpjZuea2YCocxyMBT5rZsPTeTuTMOdtZvb+qLMcSJjxFuAzzZcjDXQAYc4zzWxQ1Fk6Y2bjzKxX1Dk6Y2ZHmFlx1DkkvWVkkWNml5vZQuD6qLMcjJldbGavAXcCvzOzyLbZOJAw46vArcAjZlYQdaYDMbObgfuAC6LOciBm9gngH8A0oCaNP5SnAS8BRwLvpGNPiZldQvBafgK4BCAdi0YzOxt4A/gk8ICZHRVtoo6Z2UfNbAXwFeB+M+sfdaaOmNnpZrYRuJ3gb9LAqDNJ+sq4IsfMjgCuA+YAJ5vZWHd3M0ur79XMPgpcA/yLu58LFANXhdelRVYz+zBBxmvd/RzgMGB2eF3afDi3eL1qgQeBI8zsmDbXRc7MTgB+BnzB3T/h7jXNH8rp8nq2yHEE8HN3P9fdVwKNEcZ6T9gjkmdm/0LwfrnB3ccC69KxeAh7Fa8ErnD3DwP5wMTwurT4mQOEBc2/Ahe5+8eBzcB/mNn4aJO1ZmaFwDnAJe7+UWA98BkzmxppMElbafMBcCjMrE/zeXdfSvCf3V3A6wT/PeHuTdGk269lTmARcJm7zwsvfw84G6LN2ibjk+5+srs/b2Z9gZXhbSzq/5jb/MybX69cYBewlrAYi/rn3ibn88DLBL0jmNmNZjbbzErS5fVskePDQH143feA/zKzY6Ps0TGzPh5oAH7r7qe4+0tmdiSwE0iLoqHNe6gOKAEGh5ebgCFmNiTlwdpokxOC16/5/fIwcB5wRtS9t83TDgDcfR8wHmgekr6T4HPsA2EBJNJK7IscM7sRWGhmt5vZ5WHzMnffCjwGHGZmJ4e3jez7bZHzDjO72N1XAe+0uMlY4P8iCRdqk/ET7l5vZjlmVgE8Dmwn+MN3Z9hjFnXO283ssrAtHygFfg38heCD5C4LdrtPh5z/EjZfBzxoZq8A/YBPkV6v55Vh8++BD5vZb4ANYdt1wMURZ7zDzC5z9x1mlhsW3G8Ao4Gp4W3T5X1+ibvvBH4JXGRmmwne85OBrwKz0iTnReHfy8XAZWZWBlQCVQTF2bAIc36FoMAuDy/nEPxdH2dmBe6+HFgADAUmRJVT0pi7x/YEfAB4FhgDzCT4Yzy5xfUlBBMSf9WiLTedcgL54ddvApem8WvZL/zaH/gTcEYa5ZwaXvc1YAZwEbAReBMYk0Y5p4fX/TtQGZ4vB/4AfCiNch4FjCL4cH48vF0h8G8EH86FaZCx+f2TF379NHBPFK9hJzmPDq87B7grPN+HoAfi39Io5/jwZ/5t4M/Ar8Lfg6eB0RFkLAS+BKwmKGo+2OK6j4Y5PxReHgg80fx3QCedWp7i3pOTDyx097fd/R/Ad4Gvt7h+N/BbYJeZfdXM7iD4jy/VDpjT3evD2xwNPGdm483sFkv9EUIdZfxG85Xuvj38upVgvL4sxfmadZTza2FPTj7BnJzPEBQ8c4BT0ikngLv/wN2rwvPVwFaC4jEdcn4vzLkO+CtQEc5r2wf0BerD81FmbPn+aQhvsw/YEc7ZiervWkc57wiv2wo0mlmZB707RjAPLx1yfh/4lruvdvfPEcwTvNjdXyMY+o3id7Oe4P07EZgHzDSzw8LrngM2AadZcITiFoK/SYdHkFPSXNyLnGJggIWHO7r7NwiGKT4WXnZgL0EBcS1Q7e4r0i1n+ObtT3AE08PAFnd/Nw0yDm6RMdfM+pvZNwmGBV5Ocb6D5RxKUMw8Btzh7jPc/XvAK8CqNMo5qPn1hGCyp5l9i2D4Il1ez68T/Ec/291/CfwRuNvMfkhw1NqLaZCx1fsntJRgcq97dPOwDvQemk3Qs1hBMDT5LeA0gqPX0iHn14BhZnZBeHmjmY0wsx8QDFUtS3XA8Gf4prvvBh4BhgOVZtbL909FaAR+aWb3AtMJhq1EWou6KymRE+EeWwe47gXg/BaXLwReaHH5vvBUnIY554XnxwHvEnRhF6VZxhfC85OBvxP8d9o7zV7Li4G5XXmMNHg9xxB0sX8vDV/Pj7d5D1UCVyc75yG+z3MJevDykv1z72LOi4DnwvOHEfwjc2sa/szbvp5/BO6J+u9mi9tcA/wQmNam/Wzgs0BJsnPqFM9T5AEOGi4Ye32QNmOtBF29heH5CwnGl0eHl0cCPwD6hJd7pXHOH4Z/lMuBIWmcMZ9gftPANH4t7yb4DzUnBr+bBUAvoH+a50z6B3EPZEz6h3AP5Pxh82tJagrvQ3k9S8LLqShuDpYzJzyfG34tJRhWu4hgTaTzUvVz1ynep3RcfM7c3c1sJsEkx3rgfWa22t23tTh8eZ+ZjSXoypwI/KcFCwDOBlZ5MO6Nu+9N45yrPZhTUJ3GGVd5MG+onuDw7HTOWZuMfEnIWRc+ZDr/bq7yYKggKbLwZ74bkrdYYQ/m3BXmTMrr2oWcHubcCmx39xoze4ugEHuXYKK5SOeirrJanmjxXw7BBOEhBEcC/Aw4pcV1OcCNBMXBSQQTIk8g+K/gi8oZj4zKmZ0545BROdMi5waC9ZqMYHHKlcBNyc6pU2ad0qYnx8w+CZxqZs8CD3mwjgzABjP7EHCKmS1393UEazfsAMa7+7bwds+b2Tx3T+rKrHHIGYeMypmdOeOQUTnTJufE5pxmtorgcPyk9S5Khoq6ynJ3CNaQeJlgzYafEsyvmNLi+ikEa3ac08F9c0nBOHdccsYho3JmZ844ZFTOtMuZl4qMOmXuKV0OIT8O+JEHazbcArxNi8013X0RwZvkaDP7gAWrdTaP7za6e1LGuWOaMw4ZlTM7c8Yho3KmV86GDh5PJGEpLXLMWm9I1+LySoJZ87j7aoIVN3ub2Vktbv4QwQZyj7B/35KszRmHjMqZnTnjkFE5szenZJdU9+S02tyvxX8SvwVqLdiZG4IJZ08DEy1QQrA+y2KC5dy/2Ob+2ZgzDhmVMztzxiGjcmZvTskiKSlyzOx9Fmz0d6eZTbRwV1kza574vI1gBctrwy7KHQTrsvQKf9H3Ate7+5nuvqGj58iWnHHIqJzZmTMOGZUze3NKdkp6kWNmgwgmmj1OsL7B9cCV0GrfmSKC1V83APea2VBgGsEaCrh7g7tvzvacccionNmZMw4ZlTN7c0oW8yTPbCbYo+Wh8Hxv4EMEG68dEbb9N8EbYBrB/k3/TdCV+UNSuGN4HHLGIaNyZmfOOGRUzuzNqVP2nnr+AYO9RG4CzgwvlwNvAYeFl/sDNwO3EyzD/+vm61o8RiqWFE/7nHHIqJzZmTMOGZUze3PqpFPzqceGq8ys3Mz+AHyOYCnun5rZ+e5eDfwO+FR40+3A/4Zvhl7ufpG7rzCz97J4Epdqj0POOGRUzuzMGYeMypm9OUXa6sk5OYcBz7v7ye5+D/B5gjcEBIcHHmFms9y9iWDstgLYB2BmOWF7KsQhZxwyKmd25oxDRuXM3pwirRzStg5m9gngHeAlYD7BIk+Es+tfB14Lb7oYeBj4jpmdDZxKsB9JPkCy3wBxyBmHjMqZnTnjkFE5szenyMF0ucgxMyPYW+TXQBOwAriK4BDATWaW6+6NZnYkwQZwzb/kPwtn4t9IsNnaVe6+vWe+jXjmjENG5czOnHHIqJzZm1MkYd6FCTyEs+GB8cAvw/N5wPeB37e5zc+Bfw7PD27xGAVdec7unOKQMw4ZlTM7c8Yho3Jmb06ddOrKKaGeHAsWdfoKkGtmjwOlQCMEaxyY2aeB9WZ2irs/E95tF/C2mX0FONfMTnf3te5el8hzdkcccsYho3JmZ844ZFTO7M0p0h2dTjw2s1MIxmPLgOXAVwkWcZppZjPgveW3v0Kw+VrzmO2VBMt5lwIz3X1tEvLHKmccMipnduaMQ0blzN6cIt3WWVcPcBJwaYvLPwSuBS4H5odtOQTjuI8Cowhm4n8HmJ6qLqk45IxDRuXMzpxxyKic2ZtTJ526e+r8BsGCToXsH4u9GPh6eP4V4FPh+Urg4ci+kRjkjENG5czOnHHIqJzZm1Mnnbp76nS4yt1r3X2fuzeGTacB1eH5K4AjzWwOwVoJ8+G9GfopFYecccionNmZMw4ZlTN7c4p0V8KHkIfjsE6wyNOfwuadBEt8TwLedvd18N4YbiTikDMOGUE5e1occsYhIyhnT4tLTpGu6sqKx00EizttASaH1f2XgSZ3n9v8BkgDccgZh4ygnD0tDjnjkBGUs6fFJadIl1hXinIzOx74v/D0U3d/IFnBDkUccsYhIyhnT4tDzjhkBOXsaXHJKdIVXS1yhgOXAt92931JS3WI4pAzDhlBOXtaHHLGISMoZ0+LS06RruhSkSMiIiISFz25C7mIiIhI2lCRIyIiIhlJRY6IiIhkJBU5IiIikpFU5IiIiEhGUpEjIiIiGUlFjoiIiGSk/w9fsbtH/3ENlwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# 'scatter' é padrão\n",
"p = sns.relplot(x = 'index', y='Valor', \n",
" hue = 'Coluna', \n",
" data=df_exemplo_px.reset_index().dropna())\n",
"p.fig.autofmt_xdate()\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Vamos forçar os limites de datas a ficarem dentro do mínimo (menos um dia) e do máximo (mais um dia):"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.relplot(x = 'index', y='Valor', \n",
" hue = 'Coluna', \n",
" data=df_exemplo_px.reset_index().dropna())\n",
"\n",
"# offset de data\n",
"p.ax.set_xlim((df_exemplo_px.reset_index()['index'].min()\n",
" - pd.DateOffset(days=1)),\n",
" (df_exemplo_px.reset_index()['index'].max()\n",
" + pd.DateOffset(days=1)))\n",
"\n",
"p.fig.autofmt_xdate()\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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": [
"# especifica cores e tamanhos\n",
"p = sns.relplot(x = 'index', y='coluna_1', \n",
" hue = 'coluna_2', \n",
" size = 'coluna_3', \n",
" data=df_exemplo.reset_index().dropna())\n",
"\n",
"p.ax.set_xlim((df_exemplo.reset_index()['index'].min()\n",
" - pd.DateOffset(days=1)), \n",
" (df_exemplo.reset_index()['index'].max()\n",
" + pd.DateOffset(days=1)))\n",
"\n",
"p.fig.autofmt_xdate()\n",
"p.ax.set_xlabel('')\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"covid_PB_casos_obitos = covid_PB[['obitosNovos', 'casosNovos']].sort_index()\n",
"covid_PB_casos_obitos.index = pd.to_datetime(covid_PB_casos_obitos.index)\n",
"\n",
"# cor: óbitos novos\n",
"p = sns.relplot(x = 'data', y = 'casosNovos', \n",
" hue = 'obitosNovos', \n",
" data=covid_PB_casos_obitos.reset_index())\n",
"\n",
"p.ax.set_xlim((covid_PB_casos_obitos.reset_index()['data'].min()\n",
" - pd.DateOffset(days=5)),\n",
" (covid_PB_casos_obitos.reset_index()['data'].max()\n",
" + pd.DateOffset(days=5)))\n",
"\n",
"p.fig.autofmt_xdate()\n",
"p.ax.set_xlabel('')\n",
"p.ax.set_ylabel('Casos COVID-19 - PB')\n",
"p.ax.set_title('Casos e Óbitos de COVID-19 na Paraíba')\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Gráficos de dispersão em dados categóricos\n",
"\n",
"Quando há muitos valores repetidos em uma variável, os gráficos de dispersão podem não ilustrar efetivamente o comportamento dos dados. Neste caso, é interessante que o gráfico considere a repetição dos valores dentro de uma mesma categoria."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Comentários:\n",
"\n",
"- Isto acontece quando o eixo horizontal contém variáveis categóricas e, assim, tem-se repetição de valores dentro de uma mesma categoria."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Para gráficos deste tipo, utilizaremos os dados de óbitos por COVID-19 no Brasil. Agruparemos o número de óbitos por dia da semana."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" obitosNovos \n",
" Dia \n",
" \n",
" \n",
" data \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2020-02-25 \n",
" 0 \n",
" Terça-Feira \n",
" \n",
" \n",
" 2020-02-26 \n",
" 0 \n",
" Quarta-Feira \n",
" \n",
" \n",
" 2020-02-27 \n",
" 0 \n",
" Quinta-Feira \n",
" \n",
" \n",
" 2020-02-28 \n",
" 0 \n",
" Sexta-Feira \n",
" \n",
" \n",
" 2020-02-29 \n",
" 0 \n",
" Sábado \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 2020-07-21 \n",
" 1367 \n",
" Terça-Feira \n",
" \n",
" \n",
" 2020-07-22 \n",
" 1284 \n",
" Quarta-Feira \n",
" \n",
" \n",
" 2020-07-23 \n",
" 1311 \n",
" Quinta-Feira \n",
" \n",
" \n",
" 2020-07-24 \n",
" 1156 \n",
" Sexta-Feira \n",
" \n",
" \n",
" 2020-07-25 \n",
" 1211 \n",
" Sábado \n",
" \n",
" \n",
"
\n",
"
152 rows × 2 columns
\n",
"
"
],
"text/plain": [
" obitosNovos Dia\n",
"data \n",
"2020-02-25 0 Terça-Feira\n",
"2020-02-26 0 Quarta-Feira\n",
"2020-02-27 0 Quinta-Feira\n",
"2020-02-28 0 Sexta-Feira\n",
"2020-02-29 0 Sábado\n",
"... ... ...\n",
"2020-07-21 1367 Terça-Feira\n",
"2020-07-22 1284 Quarta-Feira\n",
"2020-07-23 1311 Quinta-Feira\n",
"2020-07-24 1156 Sexta-Feira\n",
"2020-07-25 1211 Sábado\n",
"\n",
"[152 rows x 2 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"covid_BR_obitos = covid_BR.query('regiao == \"Brasil\"')[['obitosNovos','data']]\n",
"\n",
"covid_BR_obitos.data = pd.to_datetime(covid_BR_obitos.data)\n",
"\n",
"covid_BR_obitos['Dia'] = covid_BR_obitos.data.dt.weekday.map(\n",
" {0:'Segunda-Feira',\n",
" 1:'Terça-Feira',\n",
" 2:'Quarta-Feira',\n",
" 3:'Quinta-Feira',\n",
" 4:'Sexta-Feira',\n",
" 5:'Sábado',\n",
" 6:'Domingo'})\n",
"\n",
"covid_BR_obitos = covid_BR_obitos.set_index('data')\n",
"covid_BR_obitos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se quisermos determinar a ordem do eixo _x_, `relplot` não é a função ideal. Além disso, devido à sobreposição dos dados, ela definitivamente não é a ideal para variáveis categóricas. Vejamos:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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": [
"p = sns.relplot(x='Dia', y='obitosNovos', data=covid_BR_obitos)\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## O gráfico *stripplot*\n",
"\n",
"O *stripplot* é um gráfico de dispersão onde a cada observação é colocado um deslocamento aleatório para evitar a sobreposição e fornecer uma ideia mais precisa da quantidade de dados.\n",
"\n",
"Vamos construir o *stripplot* através da função `catplot`. O *stripplot* é o gráfico padrão do `catplot` (tem o argumento `kind = 'strip'`).\n",
"\n",
"Podemos determinar a ordem das variáveis categóricas com o argumento *order*."
]
},
{
"cell_type": "code",
"execution_count": 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": [
"p = sns.catplot(x='Dia', y='obitosNovos', \n",
" data=covid_BR_obitos, order = \n",
" ['Segunda-Feira', 'Terça-Feira',\n",
" 'Quarta-Feira', 'Quinta-Feira',\n",
" 'Sexta-Feira', 'Sábado', 'Domingo'])\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Se colocarmos `jitter=False`, obteremos o gráfico de dispersão usual (com o detalhe de que podemos definir a ordem dos rótulos do eixo *x*)."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.catplot(x='Dia', y='obitosNovos', \n",
" jitter = False,\n",
" data=covid_BR_obitos,\n",
" order = ['Segunda-Feira', 'Terça-Feira',\n",
" 'Quarta-Feira', 'Quinta-Feira',\n",
" 'Sexta-Feira', 'Sábado', 'Domingo'])\n",
"\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## O gráfico *swarmplot*\n",
"\n",
"O *swarmplot* é um gráfico de dispersão onde, diferentemente do *stripplot*, nenhum dado pode ficar sobreposto. Desta forma, também fornece uma ideia mais precisa da quantidade de dados.\n",
"\n",
"Construiremos o *swarmplot* através da função `catplot` com o argumento `kind = 'swarm'`. Como o *swarmplot* também é um tipo do `catplot`, podemos determinar a ordem das variáveis categóricas com o argumento `order`."
]
},
{
"cell_type": "code",
"execution_count": 21,
"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": [
"p = sns.catplot(x='Dia', y='obitosNovos',\n",
" kind = 'swarm',\n",
" data=covid_BR_obitos, \n",
" order = ['Segunda-Feira', 'Terça-Feira',\n",
" 'Quarta-Feira', 'Quinta-Feira',\n",
" 'Sexta-Feira', 'Sábado', 'Domingo'])\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Gráficos de Barras e Colunas\n",
"\n",
"Para criar gráficos de barras e colunas com o *seaborn* utilizaremos a função `catplot` com o argumento `kind=bar`. Se a variável categórica estiver no eixo *x*, o gráfico será de coluna; se a variável categórica estiver no eixo *y*, o gráfico será de barra."
]
},
{
"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",
"\n",
"p = sns.catplot(x='regiao', y='obitosNovos',\n",
" kind = 'bar',data=covid_Regioes.reset_index())\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"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",
"\n",
"p = sns.catplot(x='obitosNovos', y='regiao',\n",
" kind = 'bar',data=covid_Regioes.reset_index())\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Valor \n",
" Dado \n",
" \n",
" \n",
" \n",
" \n",
" Ana \n",
" 20 \n",
" Idade \n",
" \n",
" \n",
" João \n",
" 19 \n",
" Idade \n",
" \n",
" \n",
" Maria \n",
" 21 \n",
" Idade \n",
" \n",
" \n",
" Pedro \n",
" 22 \n",
" Idade \n",
" \n",
" \n",
" Túlio \n",
" 20 \n",
" Idade \n",
" \n",
" \n",
" Ana \n",
" 162 \n",
" Altura \n",
" \n",
" \n",
" João \n",
" 178 \n",
" Altura \n",
" \n",
" \n",
" Maria \n",
" 162 \n",
" Altura \n",
" \n",
" \n",
" Pedro \n",
" 165 \n",
" Altura \n",
" \n",
" \n",
" Túlio \n",
" 171 \n",
" Altura \n",
" \n",
" \n",
" Ana \n",
" 55 \n",
" Peso \n",
" \n",
" \n",
" João \n",
" 80 \n",
" Peso \n",
" \n",
" \n",
" Maria \n",
" 62 \n",
" Peso \n",
" \n",
" \n",
" Pedro \n",
" 67 \n",
" Peso \n",
" \n",
" \n",
" Túlio \n",
" 73 \n",
" Peso \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Valor Dado\n",
"Ana 20 Idade\n",
"João 19 Idade\n",
"Maria 21 Idade\n",
"Pedro 22 Idade\n",
"Túlio 20 Idade\n",
"Ana 162 Altura\n",
"João 178 Altura\n",
"Maria 162 Altura\n",
"Pedro 165 Altura\n",
"Túlio 171 Altura\n",
"Ana 55 Peso\n",
"João 80 Peso\n",
"Maria 62 Peso\n",
"Pedro 67 Peso\n",
"Túlio 73 Peso"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_dict_series_sns = pd.DataFrame(df_dict_series.Idade).rename({'Idade':'Valor'}, axis=1)\n",
"df_dict_series_sns['Dado'] = 'Idade'\n",
"\n",
"df_dict_series_sns_temp = pd.DataFrame(df_dict_series.Altura).rename({'Altura':'Valor'}, axis=1)\n",
"df_dict_series_sns_temp['Dado'] = 'Altura'\n",
"df_dict_series_sns = pd.concat([df_dict_series_sns, df_dict_series_sns_temp])\n",
"\n",
"df_dict_series_sns_temp = pd.DataFrame(df_dict_series.Peso).rename({'Peso':'Valor'}, axis=1)\n",
"df_dict_series_sns_temp['Dado'] = 'Peso'\n",
"df_dict_series_sns = pd.concat([df_dict_series_sns, df_dict_series_sns_temp])\n",
"\n",
"df_dict_series_sns"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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": [
"p = sns.catplot(x='index', y='Valor', \n",
" hue='Dado',\n",
" data = df_dict_series_sns.reset_index(),\n",
" kind='bar')\n",
"\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## _Box Plot_ e plots alternativos\n",
"\n",
"Tanto o *BoxPlot* quanto os plots alternativos que apresentaremos aqui (*violinplot* e *boxenplot*) fazem parte do `catplot`. Para construir um \n",
"\n",
"- *Box Plot* utiliza-se o argumento `kind='box'`;\n",
"- *Violin Plot* utiliza-se o argumento `kind='violin'`;\n",
"- *Boxen Plot* (ou *letter-value plot*) utiliza-se o argumento `kind='boxen'`.\n",
"\n",
"```{note}\n",
"O *boxenplot* foi criado por Hadley Wickham (criador do *ggplot2* e da maioria dos pacotes do *tidyverse* do *R*) e colaboradores e é uma generalização do *BoxPlot* que apresenta mais quantis. Foi introduzido como [letter-value plots](https://vita.had.co.nz/papers/letter-value-plot.html). O *violinplot* recebe este nome, pois seu gráfico assemelha-se a um violino.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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gV0FJkqTFZ7o/yLc5yfeAo9qbqX29qr7S29CkwRofH4d7YIfVC7RT8G4YLy99lTQ8pnW0TfIm4FPAvu3f/07yxl4GJkmSFpfpXn1zAvDCqroPIMlf0Nzh9YO9CkwatJGRETZmI48c+cigQ+mJHVbvwMhyL32VNDym2y8dHrsCh3Z6Yd6kQJIkDcR0e0rOAr6V5Avt82OBj/ckoh6b7R3xZmvDhg3A7K8vn41+34FPkqS5MN2Brh9Ishr4BZoektfN17u5jo2Nse7Kq3lk1737Ul8ean4f5LLv3daX+nbY/KO+1CNJ0lyb7m3mP1lVvw1c3qVs3nlk17154NCXDTqMnlh69YWDDkGSpFmZ7piSwzqfJFkCvGDuw5EkSYvVlElJklOTbAJ+Ksl/JNnUPr8DOL8vEUqSpEVhyqSkqv68qnYH/rKq9qiq3du/p1bVqX2KUZIkLQLb6il5djv590mev/XfbCtNsmeSf0hybZJrkrwoyd5JLkqyoX3cq2P5U5OMJbmuvaOsJElaYLY10PUtwInA+7vMK+CXZlnv3wBfqqpXJHkSsCvwR8DFVfW+JKcApwBvT3IosIpmXMvTga8meWZVPTzZxiVJ0vwzZVJSVSe2jy+ZqwqT7AG8GDi+3fZDwENJjgGObBc7B1gNvB04Bji3qh4Erk8yBhxOc0dZSZK0QEz3kuClwO/R3KekgK8DH6mqB2ZR508AG4Gzkvw0cBnwJmC/qroVoKpuTbJvu/xy4Jsd64+3ZZIkzTvexHNy072j6yeATTz2WzevAj4JvHLGNTZ1Ph94Y1V9K8nf0JyqmUy329lX1wWTE2lON3HggQfOIjRJknprbGyM6666hgN2f1pf6ttpSzN8dPONd/Wlvps3zf5modNNSp5VVT/d8fySJN+ZZZ3jwHhVfat9/g80ScntSfZve0n2p7nseGL5AzrWHwFu6bbhqjoDOANg5cqVXRMXSZIG7YDdn8ZbD3/doMPoifevOWvW60735mnrkhwx8STJC4F/nU2FVXUbcHOSZ7VFLwWuBi4AjmvLjuOx+6BcAKxKsnOSg4FDgDWzqVuSJA2vKXtKklxJc6pkJ+C1SW5qnz+DJpGYrTcCn2qvvPk+8DqaBOm8JCcAN9GeGqqq9UnOa+vbApzklTeSJC082zp90/kDMXsB/7mdvhS4e7aVVtUVwMous146yfKnAafNtj5JkjT8tnVH1xur6kbgWJqBrfsAy9rpl/c8OkmStGhMd6DrCcARVXUfQJK/oLlPyAenXEuSJGmapjvQNUDnOI6H6X6priRJ0qxMt6fkLOBbSb7QPj8WOLMnEUmSpEVpWklJVX0gyWqaO7oGeF1VretlYJIkaXGZbk8JVXU5cHkPY5EkSYvYdMeUSJIk9ZRJiSRJGgomJZIkaSiYlEiSpKFgUiJJkoaCSYkkSRoKJiWSJGkoTPs+JZIkafuNj49z36ZNvH/NWYMOpSdu3nQbTx6/b1br2lMiSZKGgj0lkiT10cjICJsfvou3Hv66QYfSE+9fcxa7juw1q3XtKZEkSUPBpESSJA0FkxJJkjQUTEokSdJQMCmRJElDwaREkiQNBZMSSZI0FAaWlCRZkmRdkgvb53snuSjJhvZxr45lT00yluS6JEcNKmZJktQ7g+wpeRNwTcfzU4CLq+oQ4OL2OUkOBVYBhwFHA6cnWdLnWCVJUo8NJClJMgL8N+DvOoqPAc5pp88Bju0oP7eqHqyq64Ex4PA+hSpJkvpkULeZ/1/AHwK7d5TtV1W3AlTVrUn2bcuXA9/sWG68LZuV8fFxdth8D0uvvnC2mxhqO2z+IePjWwYdhiRJM9b3npIkLwPuqKrLprtKl7KaZNsnJlmbZO3GjRtnHaMkSeq/QfSU/Dzw8iT/FVgK7JHkfwO3J9m/7SXZH7ijXX4cOKBj/RHglm4brqozgDMAVq5c2TVxGRkZ4fYHd+SBQ182N3szZJZefSEjI08bdBiSJM1Y33tKqurUqhqpqoNoBrD+36p6DXABcFy72HHA+e30BcCqJDsnORg4BFjT57AlSVKPDWpMSTfvA85LcgJwE/BKgKpan+Q84GpgC3BSVT08uDAlSVIvDDQpqarVwOp2+ofASydZ7jTgtL4FJkmS+s47ukqSpKFgUiJJkoaCSYkkSRoKJiWSJGkomJRIkqShYFIiSZKGgkmJJEkaCiYlkiRpKJiUSJKkoWBSIkmShoJJiSRJGgomJZIkaSiYlEiSpKFgUiJJkoaCSYkkSRoKJiWSJGkomJRIkqShYFIiSZKGgkmJJEkaCiYlkiRpKJiUSJKkoWBSIkmShoJJiSRJGgp9T0qSHJDkkiTXJFmf5E1t+d5JLkqyoX3cq2OdU5OMJbkuyVH9jlmSJPXeIHpKtgBvrarnAEcAJyU5FDgFuLiqDgEubp/TzlsFHAYcDZyeZMkA4pYkST3U96Skqm6tqsvb6U3ANcBy4BjgnHaxc4Bj2+ljgHOr6sGquh4YAw7va9CSJKnnBjqmJMlBwM8A3wL2q6pboUlcgH3bxZYDN3esNt6WddveiUnWJlm7cePGnsUtSZLm3sCSkiS7AZ8D3lxV/zHVol3KqtuCVXVGVa2sqpXLli2bizAlSVKfDCQpSbITTULyqar6fFt8e5L92/n7A3e05ePAAR2rjwC39CtWSZLUH4O4+ibAmcA1VfWBjlkXAMe108cB53eUr0qyc5KDgUOANf2KV5Ik9ceOA6jz54HfBq5MckVb9kfA+4DzkpwA3AS8EqCq1ic5D7ia5sqdk6rq4b5HLUmSeqrvSUlV/Qvdx4kAvHSSdU4DTutZUJIkaeC8o6skSRoKJiWSJGkomJRIkqShYFIiSZKGgkmJJEkaCiYlkiRpKJiUSJKkoWBSIkmShoJJiSRJGgomJZIkaSiYlEiSpKFgUiJJkoaCSYkkSRoKff+VYEnz323AmVRf6vph+/jUvtTW7Nues1z37s13cMm1585hNJO794G7ANht6V59qe/uzXewvG+vgharRZmU7LD5Ryy9+sK+1JUH/gOAWrpHX+rbYfOPgKf1pS4tTitWrOhrfRs3bABgz0MO6Ut9ezK7fex3u2zY8CMAlv9kfxKF5Tx11vu46aEtrLn9rjmOqLvNWx4GYNcdl/S8rk0Pbel5HYvNoktK+n/g2ATAIT/Zr0ThaX3fxwXtbthhdZ/Oct7bPu7Wn+q4G1g+89VOPvnkuY5kWvWNjo72td6Zsl266/8xt0lin9GnJNbj7dxadEmJB47ubrp3Ce9d259Pw9s3Nx/y++36SF/qu+neJTxzFusN6mB6yPL+HExZ7gFVvecxVzOx6JISPVG/P5geaj98lx7Unw/fZzK7ffRgKqlXbt50G+9fc1Zf6rpjc3Oqb99d9+5LfTdvuo1nMbuxTiYl8sNXkvqo318Ef7zhTgB2fUZ/BkU/i71mvY8mJZIk9ZFfBCfnfUokSdJQMCmRJElDwaREkiQNhXmTlCQ5Osl1ScaSnDLoeCRJ0tyaF0lJkiXA3wL/BTgUeFWSQwcblSRJmkup6s/vV2yPJC8C3l1VR7XPTwWoqj+fbJ2VK1fW2rVr5yyG0dFRxsbGZrzeozfEmsXdBVesWNH3UdozYZt0Z7t0Z7t0Z7t0Z7s80QJqk0w2Y75cErwcuLnj+Tjwwq0XSnIicCLAgQce2J/ItmGXXXYZdAhDxzbpznbpznbpznbpznZ5ovnUJvOlp+SVwFFV9d/b578NHF5Vb5xsnbnuKZEkSXNi0p6SeTGmhKZn5ICO5yPALQOKRZIk9cB8SUq+DRyS5OAkTwJWARcMOCZJkjSH5sWYkqrakuQNwJeBJcDHq2r9gMOSJElzaF4kJQBV9UXgi4OOQ5Ik9cZ8OX0jSZIWOJMSSZI0FExKJEnSUDApkSRJQ8GkRJIkDQWTEkmSNBTmxW3mZyPJRuDGQcfR2ge4c9BBDBnbpDvbpTvbpTvbpTvb5YmGqU3urKqju81YsEnJMEmytqpWDjqOYWKbdGe7dGe7dGe7dGe7PNF8aRNP30iSpKFgUiJJkoaCSUl/nDHoAIaQbdKd7dKd7dKd7dKd7fJE86JNHFMiSZKGgj0lkqR5IclhSV426DjUOws2KUnyx0nWJ/lukiuSvHBAcdw7w+WPT7KxjfmKJJ/YxvL/tn0RPm5bT+2o97YkP+h4/qS5qqdLvWcnub6jrpOnWHZlktFexdJRz0iS85NsSPL9JB9KsvMcbfv4JE+fxXoPd7TRFUkOmmLZ/z/JL29XoJNve8Ztk+SLSfbcxjLzul066tjuY0+SP5rFOkcmuaejHb66jeW3+ZoMwmTtl2RH4P3A5R3Lrk4y6ytKtnf9Xul4T69P8p0kb0kyJ5/X/fgf2C5VteD+gBcB3wB2bp/vAzx9QLHcO8Pljwc+tJ11LpmDuN8NvG2ay+64nXWdDbxiO7exXTFsta0Aa4DXTbQncCbwN3Ow7SXAamBlr99LvXhv9Lht5m27dGxnTo49s9kn4Ejgwjl4fXeYi7aY6/YDngMcPhfvmblav4ftcG/H9L7AV4E/HXRc/fhbqD0l+9PcnOVBgKq6s6puSfKCJF9LclmSLyfZHyDJz7ZZ+TeS/GWSq9ry45N8aGKjSS5McmQ7fW+S09os9ptJ9mvLD2638+0k7+lYd7ckFye5PMmVSY6ZyQ4l+YN2m99N8qcd5fe2j0cmuSTJp4Er27J/bPd1fZITZ9OQU7TZ6iR/luRrwJvaNvy3tj2+lWTnJIe3Zevax2fNoN4nJ/l4u8/rJtqr3c8L2+l3JzkjyVeATyQ5KMnX2za+PMnPzWafgV8CHqiqswCq6mHg94HXJnnDFO+JDydZ27Z352t0Q5I/SfIvwKuAlcCn2m9Cu7Tzvp3kqnZ/MoN2muz1OTvJK7rU/8ok/6Ot7ztJPpdk1z60zQ1J9mlfo2uSfKxtp6+0bfCKed4uE6Z97EnylCTXTfxfJPlMG8P7gF3advhUO2/W/8tJXpNkTbu9jyZZ0rH/na/J6TS9EAdM9l7ug8na70+ATwAf7/JeeE17fLkqyeHtvnU99rTvq3PTHEc/C+wysZEkr0pzbL4qyV/0bY+3oaruAE4E3pDG0iRntbGuS/ISePTz6h+T/FOanuc3pOlhWZfmM2rvdrmt/wf+NI99Lj27LV+W5KK2/KNJbkyyTzvvLW0bXZXkzb3Y4QX3B+wGXAH8O3A68IvATsC/AcvaZX4L+Hg7fRXwc+30+4Cr2unj6ei1AC4EjmynC/j/2un/Cbyjnb4AeG07fRJtxgvsCOzRTu8DjNEONN4q9uOBjW38VwCvA36VZuR0aE65XQi8uF1+YvtHAvcBB3dsa+/2cZd2H586gzZ8N/AHU7TZauD0dvpJwPeA57fPn9LGuQdtDwbwy8DnJqnrbOD6jn3+T8CfAa9p5+/ZvpZPpuPbYBvjZcAu7fNdgaXt9CHA2lm+f04G/rpL+TrgzVO8Jybae6I35Kfa5zcAf9ixzmo6vp1NrNdOf5L2fdWl/oc72ugLTP2ePpu296lL/U/tmH4v8MY+tM0NNO/7g4AtwPPa8vM6Xud52y4d68302PMrND0Dq4AvdWzn3q22u83/ZZr/jXs62uKPaXoX/gnYqV3mdB47PnW+Jo8AR3Sp73Hv5V7/dWu/reIJ8GkeO/auBj7WTr+Yx47dXY89wFs62v6n2vfiSuDpwE3AMppj9f8Fju3HPk/SDk/oKQPuAvYD3gqc1ZY9u417Kc1nxxiwe7sf9wCvb5f7a+DNk/wPvLGd/j3g79rpDwGnttNH03ze7QO8gOZL75Pb12o98DNzue87sgBV1b1JXgD8Z+AlwGdpDjLPBS5qk+wlwK1pzqnuXlUTYzM+DUxnINVDNAddaD4Yf6Wd/nngN9rpTwITGXeAP0vyYpoDwHKaN9htXbb92ap6w8STJH9Fk5isa4t2o/nQvXSr9dZU1fUdz09O8mvt9AHtOj+cxr5N2JkubdYZZ/v4LODWqrocoKruaeN+CnBOkkNo3tQ7TVHXH1TVP0w8SXIW8PIkb2uLlgIHdlnvgqq6v53eCfhQkufRfFA9c5r7ubW08XYrn8pvtt9id6T5xnco8N123mcnXQtekuQPaZKqvWn+0f+py3L3V9XzHg0meS5Tvz6dOut/bpL30iR7uwFfnnKvHm+2bdPp+qq6op2+jOZDsZv51C7AzI497fIXJXkl8LfAT0+x6en+L3+9qh49fiV5A80HybfbuncB7uiy3o1V9c2O51O9l3umW/slOQW4q/1WviNNAvFdHnsvfKZd99Ike0wc0+l+7HkxMNou/90kE/v0s8DqqtoI0PZQvRj4x97t7YxN/I/9AvBBgKq6NsmNPHasu6SqNgGbktzDY210JU0S1s3n28fLgF/vqOPX2jq+lOSujvIvVNV9AEk+T/NarWOOLMikBB7tVl4NrE5yJU2vxfqqelHnckn2mmIzW3j8YOClHdM/rjaNpPkA7GzLbgftV9Nkry+oqh8nuQFYmuQk4H+0y/zXSeII8OdV9dEpYoWmp6RZoek2/2XgRVW1OcnqreKfjtClzbrUN9kH0nto/kl+Lc3gw9VtbGcBPwPcUlVT7fNvVNV1jytsT5N1iQGa0wi30xzcdwAemGTb27KexxLLiXr3oEkif8jjk52l7fyDgbcBP1tVdyU5m8e3d2ecndtdSvONcGVV3Zzk3TTviwN47IDykar6SLfVmfr16dRZ/9k03wK/k+R4mm/Y0zXjtuniwY7ph+noQu/Y5nxrl0dN99gDkGbw4nOA+2kSr/EuyxxJl//lNkl5V7vYf58knADnVNWp2wi789ixrfdyT3VpvxNojhfPq6rb0pxO6oxn6+NtMcmxZ5LlYWZJdd8l+Qma/5U7mDrWzv+tRzqeP8Lkn/cTy3R+jk1WR8/baUGOKUnyrDZDnvA84BpgWZIXtcvslOSwqrqLJqs8ol12Vcd6NwDPS7JDezA8fBrV/2vHNl7dUf4U4I42IXkJ8AyAqvrbqnpe+3fLJNv8MvA7SXZrY1+eZN9txPEU4K72IPZs4IhtLN/Ng3Rpsy7LXQvsn+T57XJPaQ+2TwF+0C5z/MTCVfW6dn8nS0ig2ec3pv16l+RnphHvU2h6bB4BfpvmG+lsXAzsmuS1bd1LaEb9f4jmNFO398QeNAf2e9rE6b9Msf1NNN/k4LGD653t6/sKgKq6ueN90e2DF+A6pvf6bG13ml7CnXj8e3Q6ZtM20zWf24W2rmkfe9r5v9/OfxXNeImJb/Q/7pju+r9cVV/oaIu1k4R0MfCKieNFkr2TPGMbuzGT9/KcmqT9vkfzWXVP+174ja1W+6123V8A7ml7arsee2h6l1/dLv9cHus9+Bbwi2nG2CyheT2+Nke7tV2SLAM+QnNqtHj8PjyTpgf5usm3MCv/AvxmW8evAhNf3i8Fjk2ya5In0/SmfH0uK16oPSW7AR9su/G20JxnO5FmXMZomtMKOwL/i+ab3wnAx5LcR5NR39Nu519pDrRX0pzHffRStCm8Cfh0kjcBn+so/xTwT0nW0pwzvXa6O1NVX0nyHOAb7Wf0vcBr6N4NO+FLwOvb7snrgG9OsexkHqH5MOjWZp3xPZRkFfDh9sPoRppvmf+Tpgv1LTTnaGfiPW1d320TkxvY9mm104HPpekOv4RJeie2paqq/Rb6t0neSdPD9dmqOq2N5Qnvifbb9Tqatvk+zXtnMmcDH0lyP83VBh9rt3cD8O0ZxPlQmgFrU74+XbyT5iB8Y1vv7lMv/rg6Z9w2M3A287RdOkz72JPkxzQ9HIdX1aYklwLvoOn9OIPmvX858DvM8n+5qq5O8g7gK+0XhR/T9NxM+gvqM3wvz7XJ2m8Tk78X7kpza4Q9aNoKJj/2fBg4q23LK2iuJKOqbk1yKs1xI8AXq+r8ud65GdglyRU0p5220AwF+EA773Sa/5Mr23nHV9WDmf448On4U+AzSX6LJjm7FdhUVZe3PWdr2uX+rqrm7NQN4B1dobkypqomrmI5Bdi/qt404LDmpSRvBz5fVRsGHctcSXMVz2eAX6+qywYdzzCxbaSFJ819hx6uqi1tD9+HO8dt9bRukxJos8FTab7B3EiTeW4cbFTzT5L3A8fSjIy/esDhSJJmoT2Fdh7NabOHgN+rqmn3Vm5X3SYlkiRpGCzIga6SJGn+MSmRJElDwaREkiQNBZMSSZI0FExKJEnSUDApkSRJQ+H/ARUh88vNoFU5AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.catplot(x='Dia', y='obitosNovos',\n",
" kind = 'box',\n",
" data=covid_BR_obitos,\n",
" order = ['Segunda-Feira', 'Terça-Feira',\n",
" 'Quarta-Feira', 'Quinta-Feira',\n",
" 'Sexta-Feira', 'Sábado', 'Domingo'])\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Região \n",
" Óbitos \n",
" \n",
" \n",
" Data \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2020-02-25 \n",
" Centro-Oeste \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-26 \n",
" Centro-Oeste \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-27 \n",
" Centro-Oeste \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-28 \n",
" Centro-Oeste \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-29 \n",
" Centro-Oeste \n",
" 0.0 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 2020-07-21 \n",
" Sul \n",
" 166.0 \n",
" \n",
" \n",
" 2020-07-22 \n",
" Sul \n",
" 146.0 \n",
" \n",
" \n",
" 2020-07-23 \n",
" Sul \n",
" 165.0 \n",
" \n",
" \n",
" 2020-07-24 \n",
" Sul \n",
" 123.0 \n",
" \n",
" \n",
" 2020-07-25 \n",
" Sul \n",
" 151.0 \n",
" \n",
" \n",
"
\n",
"
760 rows × 2 columns
\n",
"
"
],
"text/plain": [
" Região Óbitos\n",
"Data \n",
"2020-02-25 Centro-Oeste 0.0\n",
"2020-02-26 Centro-Oeste 0.0\n",
"2020-02-27 Centro-Oeste 0.0\n",
"2020-02-28 Centro-Oeste 0.0\n",
"2020-02-29 Centro-Oeste 0.0\n",
"... ... ...\n",
"2020-07-21 Sul 166.0\n",
"2020-07-22 Sul 146.0\n",
"2020-07-23 Sul 165.0\n",
"2020-07-24 Sul 123.0\n",
"2020-07-25 Sul 151.0\n",
"\n",
"[760 rows x 2 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"covid_regioes_diarios_px = covid_BR.set_index(\n",
" 'data').query('regiao != \"Brasil\"')[['obitosNovos', 'regiao']].reset_index().rename(\n",
" {'obitosNovos':'Óbitos','regiao':'Região','data':'Data'},axis=1)\n",
"\n",
"covid_regioes_diarios_px = covid_regioes_diarios_px.groupby(['Região','Data']).sum()/2\n",
"covid_regioes_diarios_px = covid_regioes_diarios_px.reset_index().set_index('Data')\n",
"\n",
"covid_regioes_diarios_px"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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CVmbmlyPi28DKiLiA5pVuzwPIzPURsRLYAOwCLio+/FCSJE1QpQWVzLwbOK1N/1aan8zcbpvlwPKyapIkSeOLV6aV1DGd/oiERqMBQE9PT8fGnCgfQSB1C4OKpNrasWNH1SVIqphBRVLHdHqmYmi8FStWdHRcSeNHqddRkSRJOhgGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFsGFUmSVFulBZWIOC4ivh4R90bE+oh4b9F/dESsjYiNxe1RLdtcGhEDEXF/RCwsqzZJkjQ+lDmjsgv4b5n5c8BrgYsi4iTgEmBdZi4A1hVtivuWACcDi4ArI2JyifVJkqSaKy2oZOamzLyjWH4KuBeYBywG+orV+oBzi+XFwA2Z+VxmPggMAGeUVZ8kSaq/MTlHJSJOAE4DvgPMzsxN0AwzwDHFavOAR1o2axR9kiRpgio9qETEdOCLwPsy88l9rdqmL9uMd2FE9EdE/+DgYKfKlCRJNVRqUImIqTRDymcz8/8U3ZsjYm5x/1zg8aK/ARzXsnkP8OjeY2bm1ZnZm5m9s2bNKq94SZJUuSllDRwRAVwL3JuZn2i5axWwFLiiuL25pf/6iPgEcCywALitrPpUjUajwdNPTeZj/dOrLmVc+uFTk3lJo1F1GSpJo9HgKeDaF04maxQ2Adt9fnSd0oIK8HrgN4B7IuKuou9DNAPKyoi4AHgYOA8gM9dHxEpgA813DF2UmbtLrE+SJNVcaUElM79F+/NOAM4aYZvlwPKyalL1enp6eHbXJi7r3V51KePSx/qnc1hPT9VlqCQ9PT1s27KFC0Z86dS+XEtypM+PruOVaSVJUm0ZVCRJGoe2bNnCxRdfzNatW6supVQGlYpNlF80SVJnXXXVVXzve9/jqquuqrqUUhlUKtbX18fdd99NX1/f/leWJInmP7lr164FYM2aNV39z65BpUJbtmxh9erVZCarV6/u6l80SVLnXHXVVezZsweAPXv2dPWsikGlQn19fTz//PMA7Ny501kVSdKofPWrXx3WHppd6UYGlQqtWbNmWPuWW26pqBJJ0njSvKbqyO1uYlCp0IwZM/bZliSpnbPOGn45srPPPruiSspnUKnQpk2b9tmWJKmd8847b1j7ne98Z0WVlM+gUqGJNHUnSeqcL33pS8Paq1atqqiS8hlUKjSRpu4kSZ0zkc5xNKhU6D3vec8+25IktTN79ux9truJQaVCP/7xj4e1n3jiiYoqkSSNJ4899tg+293EoFKhj370o8PaH/nIRyqqRJI0nsyZM2ef7W5iUKnQI488ss+2JEntbN68eZ/tbmJQkSRpnHnNa14zrP3a1762okrKZ1Cp0Ny5c4e1jz322IoqkSSNJw888MCw9sDAQEWVlM+gUqFt27YNa3syrSRpNCbSqQNTqi5gvFmxYkXHkuu0adPYsWPHsPayZcsOetz58+d3ZBxJUj1Nnz6d7du3D2t3K4NKhebMmcPWrVuB5lVpu/msbdVTJ4N3GTZu3AhQ6+DtPwaqwq5du/bZ7iYGlRep0y9Ib3/729m6dSuLFy/mAx/4QEfHlvZnYGCAO9ffCUdWXckI9jRv7vzRndXWMZJtVRegiWrhwoXcfPPN/9ZetGhRhdWUy6BSsTlz5vDss8+ydOnSqkvRRHUk7DlzT9VVjEuTbvU0P1XjV37lV4YFlbe97W0VVlOu0p5lEfHpiHg8Iv61pe/oiFgbERuL26Na7rs0IgYi4v6IWFhWXXUzdepUFixYwIwZM6ouRZI0Ttx4443D2itXrqyokvKV+e/AdcDec1GXAOsycwGwrmgTEScBS4CTi22ujIjJJdYmSdK49dWvfnVYe+3atRVVUr7SgkpmfhP48V7di4G+YrkPOLel/4bMfC4zHwQGgDPKqk2SpPEsIvbZ7iZjfYB1dmZuAihujyn65wGtbwJvFH2SJGkvp5xyyrD2aaedVlEl5avLmWDtomC2XTHiwojoj4j+wcHBksuSJKl+7rvvvmHtDRs2VFRJ+cY6qGyOiLkAxe3jRX8DOK5lvR7g0XYDZObVmdmbmb2zZs0qtVhJkuro6aef3me7m4x1UFkFDL0Pdylwc0v/kog4NCJOBBYAt41xbZIkjQtTpkzZZ7ublPaTRcTngDOBmRHRAD4CXAGsjIgLgIeB8wAyc31ErAQ2ALuAizJzd1m1SZI0nnll2g7IzPNHuOusEdZfDiwvqx5JkjT+1OVkWkmSpBfo3oNakiTVSCc/BPSQQw5h586dw9qd+Cy6On7IpjMqkiSNMyeccMI+293EGRVJksZAp2cqzj77bHbu3ElPTw/XXHNNR8euE4OKNIE1Gg34iZ8CfMC2QSMbVVehCeqEE05gYGCAyy+/vOpSSuWrkyRJ49C0adN41atexfz586supVTOqEgTWE9PD4MxyJ4z91Rdyrg06dZJ9MzrqboMqas5oyJJkmrLoCJJkmrLoCJJkmqr689R6eQFdsqwceNGoPNvW+ukOl4ASJI0MXR9UBkYGODOezawZ9rRVZfSVuxMAL77wGMVV9LepGd+XHUJkqQJrOuDCsCeaUfz7ElvrbqMcemwDV+uugRJ0gQ2IYKKJI0XjwHXklWX0dbW4nZGpVWM7DHgyKqLUMcZVCSpJup+4a7B4py6IxcsqLiS9o6k/o+hXjyDiiTVRN1PWh+qb8WKFRVXMjZ8M8bB68SbMQwqkiS1MTAwwPp77uXIacdUXUpbe3YGAD96YOt+1qzGtmce78g4BhVJkkZw5LRjeNPPLqm6jHHp6/fd0JFxvOCbJEmqLYOKJEmqLYOKJEmqLYOKJEmqLU+mlSSpjUajwU+eeapjJ4VONNueeZxs7DjocWoXVCJiEfAXwGTgmsy84mDGazQaTHrmJ14K/gBNemYrjcaujo758PbJfKx/ekfH7JTNzzQnGWdP21NxJe09vH0yr6i6CEkaQ7UKKhExGfgr4JeABnB7RKzKzA3VVqZOqftVI3cWF1A67IR6XnnzFZTwGG6DSbfW9Cjw9uK2nrkWtgHzqi5CZenp6eEnT9xbdRkj2v7sEwBMP+yoiisZWU9Pz0GPUaugApwBDGTmDwAi4gZgMXDAQaWnp4fBJ57sUHkQzz5J7Hm+Y+OVISdNJQ87okOjRUd+0YZ0+gqKdb9yJHTmyoxl6XToaTQa7Nhx8FO9Q3Y81xzr8EmHd2zMww8/vHO/0/PqHb47/fwo40qoPj8O3HO7m2NN2tO5z4bq5PNjHjM68hjWLajMAx5paTeA17SuEBEXAhcCHH/88fsdsPO/aLs6+otWhuYv2pwOjTan1i/EnXb44Z37gzge1D04NhoNoDP/lQ2p8x/GuvP5cXB8fhyYyKzPp3RGxHnAwsz8L0X7N4AzMvPiduv39vZmf3//WJYoSZI6L0a6o24HphvAcS3tHuDRimqRJEkVq1tQuR1YEBEnRsQhwBJgVcU1SZKkitTqHJXM3BURvwfcQvPtyZ/OzPUVlyVJkipSq6ACkJmrgdVV1yFJkqpXt0M/kiRJ/8agIkmSasugIkmSasugIkmSasugIkmSasugIkmSaqtWl9B/sSJiEPhh1XV0wExgS9VF6N+4P+rF/VEv7o966Zb9sSUzF7W7Y1wHlW4REf2Z2Vt1HWpyf9SL+6Ne3B/1MhH2h4d+JElSbRlUJElSbRlU6uHqqgvQMO6PenF/1Iv7o166fn94jookSaotZ1QkSVJtGVQKETEnIm6IiAciYkNErI6IVxzAOO+OiGM7UM/LIuJvi3oeKJZfdoBjvS8iph1sTXUUERkRH29pfzAi/vAgx9x+gNt17ePcKZ3YXxFxZkT8+44X1+Ui4n9ExPqIuDsi7oqI17yIbR+KiJkH8D078nqoF7f/isf9L8eyvjIZVICICOAm4NbMfHlmngR8CJh9AMO9G2j7xIyIyS9inGuBHxT1vBx4ELjmAOoBeB/QrX9AnwN+9UBeRAEiYkoHa3kf3fs4d0on9teZgEHlRYiI1wFvBV6dma8CzgYeGYNv/W5GeD3U6FW4/2rBoNL0JuD5zPzroY7MvCsz/ykifj8ibi9S7EcBIuKEiLg3Iv6mSLhrIuLwiHgH0At8tki8hxf/iXw4Ir4FnBcR50fEPRHxrxHxJ+2KiYj5wOnAH7V0Xw70RsTLi3Xa1fWSiPjHiPheMf6vRcQymi8UX4+IrxfrnRMR346IOyLixoiY3ukHdAztonky2fv3viMi/l1ErCseo3URcXzRf11EfKJ4PP4kIk4sHo/bI+KP9hrDx7mzDnZ/fR74HeD9xXPsFyNiVkR8sdhPt0fE68f0Jxof5tK8oNZzAJm5JTMfbZ0piYjeiLi1WJ5RvK7dGRFXATE0UES8KyJuKx7/qyJicvF1XfF8uCci3j/C6+HpEfGNiPhuRNwSEXPH/JEYn17U/us6mTnhv4BlwP9q038OzRfVoBnqvgy8ETiB5gvuqcV6K4F3Fcu3Ar0tYzwE/EGxfCzwMDALmAJ8DTi3zfd9G3BTm/6bivtGqus/AX/Tsv7LWmqYWSzPBL4JvKRo/3fgw1Xvg4PYd9uBI4qf8WXAB4E/LO77ErC0WP5t4B+K5euKx2xy0V4F/GaxfBGwfT/7f8I9zjXbX38IfLBlzOuBNxTLxwP3Vv1z1u0LmA7cBXwfuBL4D0V/6+9sL81ZZYAVQ7+vwC8DWfxO/1yxn6YW910J/CbNf6zWtny/I4vbWyleD4GpwL8As4r2rwGfrvqxGQ9fB7D/3g38ZdV1d+qrk9Pe3eic4uvOoj0dWEAzbDyYmXcV/d+lGV5G8vni9hdo/iINAkTEZ2n+4fuHvdYPmi8MexvqH6mufwL+vJip+XJm/lObMV4LnAT8c/OIF4cA395H7bWXmU9GxN/SDJw7Wu56HfCrxfLfAX/act+Nmbm7WH49zfAxtN7QTJePcwk6sL/2djZwUvE4AxwRES/NzKc6WPa4lpnbI+J04BdpziB/PiIu2ccmb6TYF5n5jxHxRNF/Fs1QcnvxeB8OPE4zvPxMRHwK+EdgTZsxXwn8PLC22HYysOkgf7QJ4QD2X1cxqDStB97Rpj+AP87Mq4Z1RpxA81j7kN00n7AjebplvBd+k+ZJUUPf48NFPadFxKTM3FOsMwk4BbiX5jH6F9RVrHc68BbgjyNiTWZe3uZnWpuZ5++j3vHok8AdwGf2sU5r+Ht6H/cNabv/YUI/zp3ySQ5uf7WaBLwuM3fsY50Jrwh6twK3RsQ9wFKaM8NDpwActvcmbYYJoC8zL33BHRGnAAtpzkq+k+as2N7brs/M1x3ozzCRHcD+6xqeo9L0NeDQiPivQx0R8QvAk8BvD51bEBHzIuKY/Yz1FPDSEe77DvAfImJmNE+sPR/4RmZ+JzNPLb5WZeYAzf/iL2vZ9jLgjuK+W9rVFc2z65/JzL8H/hx4dZua/h/w+mieB0NETIsDeHdT3WTmj2kegrugpftfgCXF8q8D3xph83/ea70hPs4lOcj9tfdzbA3we0ONiDi1Y4V2iYh4ZUQsaOk6leYHuj5Ec4YEfjqrCM3Dlr9ebPtm4Kiifx3wjqHXwYg4uji3aCYwKTO/CPxP2j8n7gdmRfPEUCJiakSc3LEfsosdwP7rKs6oAJmZEfF24JPFdNqzNH8B3gdsA75dTFVuB95FcwZlJNcBfx0RO2hOZbd+n00RcSnwdZr/XazOzJtHGOcC4FMRMVCs++2ij8xcExE/16au+cCfRcQe4Hngd4uxrgb+b0Rsysw3RcS7gc9FxKHF/ZfRPPY53n2clj9YNA8tfDoifh8YBH5rhO3eC1wfEe8FvjjU6eNcugPdX18CvhARi4GLi+3+KiLupvma9k2aJ9zqp6bTfD05kuZ/4QPAhTTPObk2Ij5E8x+pIR+l+bt7B/ANmoe7ycwNEXEZsKaY5X2e5gzKDuAzRR/A0IzLdQx/PXwHsCKal1qYQnNmbX0ZP3CXebH7r6t4ZVpJklRbHvqRJEm1ZVCRJEm1ZVCRJEm1ZVCRJEm1ZVCRJEm1ZVCRJEm1ZVCRJEm1ZVCRJEm19f8BBGseBHepKkUAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.catplot(x='Região', y='Óbitos',\n",
" kind = 'box',\n",
" data=covid_regioes_diarios_px)\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Na presença de muitos *outliers*, como é o caso do gráfico anterior, é interessante considerar uma alternativa ao *Box Plot*.\n",
"\n",
"Vamos ver agora o *Boxen Plot* (ou *letter-value plots*). Este plot considera os quantis: ..., 0.8%, 1.56%, 3.13%, 6.25%, 12.5%, 25%, 50%, 75%, 87.5%, 93.75%, 96.88%, 98.44%, 99.24%, ..."
]
},
{
"cell_type": "code",
"execution_count": 29,
"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": [
"p = sns.catplot(x='Região', y='Óbitos',\n",
" kind = 'boxen',\n",
" data=covid_regioes_diarios_px)\n",
"\n",
"p.ax.set_xlabel(''); \n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Porém, em um gráfico sem muitos *outliers*, o *Boxen Plot* não difere muito do *Box Plot*."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.catplot(x='Dia', y='obitosNovos',\n",
" kind = 'boxen', \n",
" data=covid_BR_obitos, \n",
" order = ['Segunda-Feira', 'Terça-Feira',\n",
" 'Quarta-Feira', 'Quinta-Feira',\n",
" 'Sexta-Feira', 'Sábado', 'Domingo'])\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Na presença de muitos *outliers*, também é preferível um *Violin Plot* em vez de um *Box Plot*, para tornar visível o que está ocorrendo."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.catplot(x='Região', y='Óbitos',\n",
" kind = 'violin',\n",
" data=covid_regioes_diarios_px)\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Muitas vezes, é interessante sobrepor um *Violin Plot* a um *Swarm Plot* para evidenciar o comportamento da distribuição dos dados."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"p = sns.catplot(x='Região', y='Óbitos',\n",
" kind = 'violin',\n",
" data=covid_regioes_diarios_px)\n",
"\n",
"sns.swarmplot(x='Região', y='Óbitos',\n",
" data=covid_regioes_diarios_px,\n",
" ax = p.ax,\n",
" size=4, color='k')\n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"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": [
"p = sns.catplot(x='Dia', y='obitosNovos',\n",
" kind = 'violin',\n",
" data=covid_BR_obitos)\n",
"\n",
"sns.swarmplot(x='Dia', y='obitosNovos',\n",
" data=covid_BR_obitos,\n",
" ax = p.ax, size=4, color='k') \n",
"\n",
"p.ax.set_xlabel('');\n",
"p.fig.set_size_inches(8,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Histogramas\n",
"\n",
"O *seaborn* constrói histogramas a partir da função `histplot`, ou da função obsoleta `distplot`. \n",
"\n",
"Incluímos um estimador de densidade baseado em núcleo Gaussiano (_Gaussian kernel_) utilizando o argumento `kde=True`."
]
},
{
"cell_type": "code",
"execution_count": 34,
"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=(8,4))\n",
"_ = sns.histplot(covid_regioes_diarios_px.query('Região==\"Nordeste\"')['Óbitos'],kde=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para remover o estimador, selecionamos `kde=False`."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,4))\n",
"_ = sns.histplot(covid_regioes_diarios_px.query('Região==\"Nordeste\"')['Óbitos'],kde=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para plotarmos apenas o estimador de densidade sem o histograma, usamos `distplot` com a opção `hist=False`."
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(8,4))\n",
"_ = sns.distplot(covid_regioes_diarios_px.query('Região==\"Nordeste\"')['Óbitos'],hist=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"É possível plotar o histograma com o estimador para qualquer série do _DataFrame_."
]
},
{
"cell_type": "code",
"execution_count": 37,
"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=(8,4))\n",
"_ = sns.histplot(df_exemplo['coluna_1'],kde=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Distribuição conjunta e marginal\n",
"\n",
"O histograma permite que verifiquemos a distribuição de uma ou mais variáveis, mas sem levar outras em consideração. Para plotarmos uma distribuição conjunta, bem como a distribuição individual (marginal) de cada variável, podemos utilizar a função `jointplot`."
]
},
{
"cell_type": "code",
"execution_count": 38,
"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": [
"_ = sns.jointplot(x = 'coluna_1', y = 'coluna_2', data=df_exemplo, height=7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O próximo exemplo usa a função `jointplot` para plotar distribuições conjuntas relativas ao número de óbitos por Covid-19 por região do Brasil durante uma certa janela temporal."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" obitos_Norte \n",
" obitos_Nordeste \n",
" obitos_Sudeste \n",
" obitos_Sul \n",
" obitos_Centro-Oeste \n",
" \n",
" \n",
" \n",
" \n",
" 2020-02-25 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-26 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-27 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-28 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
" 2020-02-29 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" 0.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" obitos_Norte obitos_Nordeste obitos_Sudeste obitos_Sul \\\n",
"2020-02-25 0.0 0.0 0.0 0.0 \n",
"2020-02-26 0.0 0.0 0.0 0.0 \n",
"2020-02-27 0.0 0.0 0.0 0.0 \n",
"2020-02-28 0.0 0.0 0.0 0.0 \n",
"2020-02-29 0.0 0.0 0.0 0.0 \n",
"\n",
" obitos_Centro-Oeste \n",
"2020-02-25 0.0 \n",
"2020-02-26 0.0 \n",
"2020-02-27 0.0 \n",
"2020-02-28 0.0 \n",
"2020-02-29 0.0 "
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"covid_regioes_diarios = pd.DataFrame()\n",
"\n",
"regioes = covid_BR.query('regiao != \"Brasil\"')['regiao'].drop_duplicates().array\n",
"\n",
"for regiao in regioes:\n",
" temp_series = covid_BR.set_index('data').query('regiao == @regiao')['obitosNovos'].groupby('data').sum()/2\n",
" temp_series.name = 'obitos_' + regiao\n",
" covid_regioes_diarios = pd.concat([covid_regioes_diarios, temp_series], axis=1)\n",
" \n",
"covid_regioes_diarios.index = pd.to_datetime(covid_regioes_diarios.index)\n",
"covid_regioes_diarios.head()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"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": [
"_ = sns.jointplot(x='obitos_Nordeste', y='obitos_Sudeste',\n",
" data = covid_regioes_diarios, height=7)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Estilos e cores\n",
"\n",
"O *seaborn* disponibiliza 5 estilos pré-definidos: *darkgrid*, *whitegrid*, *dark*, *white* e *ticks*. Vejamos cada um deles."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.dates as mdates\n",
"from matplotlib.ticker import FuncFormatter"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"darkgrid\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"whitegrid\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"dark\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"white\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"ticks\") # A diferença com o anterior são os \"ticks\" no eixo x\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Molduras\n",
"\n",
"Utilizamos a função `despine` para adicionar ou remover molduras em plotagens com o *seaborn*. Podemos especificar lados para adicionar e remover molduras utilizando os booleanos `True` e `False`."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) \n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) \n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y'))\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)\n",
"sns.despine(right=False, top=False)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Podemos criar um tipo de \"acolchoamento\" aumentando a distância entre o gráfico e a moldura utilizando `offset`. Atribuindo um valor para este argumento, as bordas serão afastadas naturalmente. Um tipo de \"corte estético\" pode ser adicionado à moldura com `trim=False`."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos',\n",
" hue = 'Tipo',\n",
" data=covid_PB_obitos_df.reset_index(),\n",
" kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)\n",
"sns.despine(right=False, top=False, offset=30)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos',\n",
" hue = 'Tipo',\n",
" data=covid_PB_obitos_df.reset_index(),\n",
" kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)\n",
"sns.despine(offset=30, trim=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Contextos e escala\n",
"\n",
"O *seaborn* possui contextos pré-definidos que mudam a escala do gráfico para melhor satisfazer a aplicação de interesse. Para definir o contexto, utilizamos a função `set_context`. Há 4 contextos pré-definidos: *paper*, *notebook*, *talk* e *poster*."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_context(\"poster\")\n",
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', \n",
" hue = 'Tipo',\n",
" data=covid_PB_obitos_df.reset_index(),\n",
" kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_context(\"talk\")\n",
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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T6Uls2gAeh9mcITu1BIDBaaNxqf/iT5Wf8X9Ab6WS5mDE3t96ioOl0YE/1PJ+HCyBnxBCHCx6bJAEcMstt3DLLbckbBs7diyzZs3qngEJIcR3TFA3L+SjRuI80LDeutyu5SK/vaxI6yDJ5agHIDu9D9BEpqOQa4+4lie+foL1Tie9w1Vs19t2zTtYWmbHl9u1F1gKIYToHj223E4IIUT3C8aVhMUnk6xyOyuD1KEgqdUaSaqjEYCczP7mOQyDi4ZehKZovJmaSm+l0i73g5Zs1sHTArzltcmCskII0bNIkCSEEKJd8UFKfBtwO5MUSZZJSh7EWN3c/nX1sfTK8hLVmlENg+yUPPsced48js4fxZy0NHorlQkBl/UUB0tAEZ9ZO1gCPyGEOFhIkCSEEKJd8Zmk+HlJVnAUjrbN7uyu3O7Ewfk4NQXdESAzCk7NkXD+4TnHUOZUydYqWgVJsec6SErTgnFBUuv3rKIhwKodDft7SEIIIWIkSBJCCNGu+ExSfLndrjNJ7QVJUVQFnJqCqioEtSBZhoYj1tvbCn4KvX3N/Z0NhCPxc5LMvw+WrEt8+WHrxg2PfrieHz63ZH8PSQghRIwESUIIIdoVaudCvmVOUtsgqb0gJhDW8Tg1FEUhrEcJOsJk4rEXqrXOkefuA0CdO0A4YS0hK5N08JXbtS5RbApGEjr7CSGE2L8kSBIHvG01Ph7/aL3d+UoIse8EkwQpEN/dLkm5XaS9xg1mkAQQDOk0alEytDScmvmrqLo5xO/nfotXyUOLqmxzKTj0Zvt4PUlp3+74Qzoz3/62TWe9niB+TK0zSSE9mpDFE0IIsX9JkCQOeO+uKueP76yh3h/u7qEIcdCJzyTF90tovU5SwmKy7WaSonhjQZIz0kitppDuyrHL7f46bwN/+XgDry7diTeUxkank0y9tuX5rXK7TsxJ+mprLX+dt4GlW2p3v/N+tqvFZCN69KCZeyWEEAciCZLEAc+6ODtY5ikI0ZMEI+00btATmyjEX+PbmSR/LdRstLf7wzpup/lrJzu6g4CqkuUtsMvtLNVNIbRQNpudDjL1Gnu7YSSW+HWEFbD1xKzMrjJJYd04aLr4CSHEgUiCJHHAS7ZOixBi3wi1EyRZQUcoSSbJurjf/LdzqXz8GAj7AbObm8dhZpLS1W0AZKX2RlEUO5sEUOsLEQnnUuZwkBmtbvP8nbkhYmW8emJWxp/QAjwxIArrUcK6IWXEQgjRTSRIEge86B7MUxBCdEz8nKRk6yTZQUirdZIMw+A37h2c2rc3+uo3AbO8zBPLJGVoFQDkZg8ESMgm1fnC+EKFRBQFt1Jmb9+TcrtItPPZp/0lvr1669cUTvK+CiGE2H8kSBIHPKuKRu+Bd4qFONDFZ5KStgCP/dxF4y7m11c0saasgcVeDwArlz0HtHS3A0hxmhmiwrzBAHbzBoA6XwhfuBAA1VFlb4/uQbmdFXyEeuDnQyCik+oy34/WwZA17vbaqQshhOhaju4egBB7S9+DCychRMcE22kBbq1fFE4yJ/DhD9axdv0aPJ4oAVXlU/82jsAMCjK8TgBSNHOuUa/MYiAxk9Qc0lHIBcBw1KJHDTRVaVknqVOZpMSMV08SCOukeRw0h/Q2QZI1l6p1a3AhhBD7h2SSxAEvKnOShOgy7TVuCNmLybb8/BWku3nu+6MBqCv9hoBq/opZTAhILLfzOmpQDChJzwPMBWbjGeEs8zmdDXY2Zc/mJPXcjEwgHCXVbd6rbB3EWc0veuK4hRDiu0CCJHHA0/fgwkkI0THB9lqA2xmklkySQ1U4cUgeZx1RTJFrk71vlRIFwzDL7RwahJoJOfx4dAdepwugTYc7l+Ym23AScTXaC8q2V26nRw3eWVmWtMmBtW9PzMgEwjrpsSCp9fhaMmA9b9xCCPFdIEGSOOBJJkmIrtNedzsrg2RllKJRAy2WDbrwmN4UeLYAkBNIo05VINhoZpJcGpSvYpPLiSOUZZ/PoSb+OkpzO8hXs9nhBDYvgEio3cYNn2+s5vpnl/BNaX2b8UeiPTmTpNuZpGQtwM2/e964hRDiu0CCJHHAkxbgQnSddoOkVq21zUyS+SvllGEF9MquAyAtkEODqqL7Ku0W4EbZMjY6HUw69Dj7fK3L7QrS3eR7BrDe5ST1v+fCx79tt5Nlc8jMNDUFIm3GH2m1nlNPEohESbPK7ZK0AI//WwghxP4lQZI44FnB0Qery3n5y23dPBohDi7xLcCTzUmK2OskGdgVcyEf60M1ZOBCCeZgKAoN9aUEIjoep0r1ziU0aBoDC0ba52tdbleU6SE3/Uh8qsrZvYv5bPUr9vOvr2jixcVbW8YSC+Tix2qxAqqetphsNGoQikRJ95iNLNprAd4TywSFEOK7YL8HSaFQiB07duzvpxUHMevC6ZEP1/Oz/y3r5tEIcXBJzCS1bA/bi8m2ZHLtkrmy5XzrclLiKCagZwJQ01BKWDfwODU2Vq4AYGDWQPt88S3AAYozPRRlHArAFqeT5zUf+ZGd9uN3vLq8zVji509ZeupisoFYQJfmtlqAJ469JzecEEKI74L9EiS99957/OY3v6GpqYmJEydyzjnn8Mwzz+yPpxbfAVJmJ0TXabcFuF3G1tK4wa1E4I0bCC95ivUuJ/mpIwjoWQBU1W8HwOswWN9oZnwHZrYESa0zSYUZHnqlDLC/X+D1Mij8TdIxhvTdZ5J6WrARiC0km+axyu0SP8dCspisEEJ0q/0SJD355JNcfPHFvPvuuxx55JF89NFHvPHGGx0+/ve//z133HEHAAsXLmTq1KlMmDCBhx56qKuGLA4g0SQdrXZneWk9x/zmPcrqA/Y2wzA44t53+M/nW/bl8IQ4oLXfuCFxzowejXKUvgy+eo6Nq/5HWFEozBhBUyQHgP8tMbNHBeEdLHcq5DlSKUgpsM/naJVJKsrwkOpKIVg1nnP6XExIVWjS1pNBU5sx2pmkcLJMUuJ6Tj1FIGwGdC0twGUxWSGE6En2S5BkGAbDhg1j4cKFnHzyyaSlpSVt1ZrMokWLeO211wAIBALceeedPPHEE8yZM4cVK1Ywb968rhy6OADsSSbpvjdXUt0c4sstNfa2kB6lIRDhV6+v2JfDE+KAFp+dif/YttdJimumcGxkKQAr3WZb7z5pg2nUzXWQfOFanJrCqc4VfOV2c1TOYShKS/bI0TqTlOnBpamEKs/k1D6XAjBQ/5LP3DPIojFhXyuQswKPeHYL8EjPyshYY013J88kSeMGIYToXvslSFJVlTlz5jB//nxOOOEE5s2bl/DLsT11dXU89NBD/PCHPwRg2bJl9OvXjz59+uBwOJg6dSpz587t6uGL/aCiIbD7ndrR2WsIwzD4ckstAFrc/0OrrKh12Y8Q32XxDQ/ib0jYZWyRloVeB0eWclbfvjyYm02uK4Nibz/0SJp5gNrMbSeX4Pviz2x3Ojiq7ykJz9M6SCpId9vzlNxqujkWNUCKEmS4uhmAOl+IQFjf9ZwkO4hr+1hFY8DumLe/WeV2rReTNaJRykvXx5UJ9qzgTgghviv2S5B0++2389JLL3HbbbeRn5/PX/7yF+66667dHnf33Xdz6623kpGRAUBFRQX5+fn24wUFBZSXl7c5rqGhgdLS0oQ/ZWVl++4FiX1qfUUjo377ASu2t13jpCP0TpbR7IgrsWsKtrQMtkp1JEgSokV8CZtVbqdHDTtgsjMgkSAbXdVs0aBRVRnb+2TcThUMF04Dsh2VHFrzLu+q5s/f0YXHJDxP68YNRRkeuy24YjhIQaEuts9hilkSe+Sv3+Oyv39mBxK7atzQOiNT7wtz4u8/4t1V3fO7oaVxgwMnEU5ZeRese4+Vf7mCwn8cQwlVQMv4hRBC7F+O/fEkxx57LE8//TTbt29ny5YtvPjii7s95uWXX6a4uJixY8fy6quvAhCNRhMyUIZhJM1IPfPMMzz22GP77gWILlXVFIr9Hdyj4zt7o9UfagmMEoKk2EVL60UthfguC+lRNFVBjxp2kBQfcFhfp0bqWOj12NtH5o+MBT4KaVoahqOMoRv/j5/1yuOEkhM4LPewhOexbk70yvLyn2tHk5vmZkuNzx5DtuKiTjU7wU3Or+Lvsdjmq611nDTEvHm268YNiR8Udf4QoUiUisY9+9zZW1a5XZrHwRXae+RVzSXynzkcCqx3Ojk0tIUd0TwptxNCiG6yX4KkzZs3c8MNN1BRUUE0GiU7O5snn3ySQYMGtXvMnDlzqKys5JxzzqG+vh6fz8f27dvRNM3ep7KykoKCgjbHTp8+nfPOOy9hW1lZGdOmTdt3L0rsM1a5y540YIg/vqPia//jF5+Ucjsh2gqGo3idGk3BiN0CPGmQpNexIM3LadnDGT30HM4bch5fbTGbLPRKP4rZ+nx8qopfUfjF6F+0ucFlZY28Lo3+eanmttgNi1AkigcPtbFMUr/whoRjrTEEdtW4oVWwYc1jCiXJPu0PVoYuxalyqWs2k/r05rKGer5xZLEkzeDsjRsheIyU2wkhRDfZL0HSb37zG6699lo7cHnllVe47777+Pe//93uMU899ZT99auvvsrixYu57777mDBhAlu2bKF3797Mnj2bCy64oM2xGRkZdome6PmsC689vWHa2cYN8V2kmuKyStadXQmShGgR0qN4YkGSniQrY33tjVZQ7dA4MudQLjvkMgCcmpkJOr3gBpZVruT9VDgu93D6ZfRr8zzWz1383CSnw/z6vVXlNDQ5cDk0lnn6cHjzRnKppxpzDaZwBxaTbd09zm480U1BiPV5k9nwLXMzdfwq/CsrE4i9n55tEJTGDUII0V32S11RdXV1QmbnggsuoLa2ttPncbvdzJw5kxkzZjB58mQGDhzIxIkT9+VQRTfQ4+Y57M3xHRWfsZJMkhC7FopE8brMXxXJyu2sOTNq1Jwfmpfe237MFcv86BEP/m3TyXWVcPWRP0z6PFYLcIcWFyTFtm2r9RGMZLLa7eKqIo1qTeF0bSmPO//MpdqHHF7+Oqn422kBbi1627MySdacpMxt83glPY0stRiAiK8/AFF3tfm9ZJKEEKJb7JdMkq7r1NXVkZWVBUBNTc2uD2jl/PPP5/zzzwdg7NixzJo1a18PUXSjbi23S9K4oXWXLSG+y4IRnewUs6W39SMaH1jYmRjFbDSQn9mSJbIyQU1BnWiokNtHPM3JvYuTPo/DziS13LuzgqzGQIQqvRgXG9GVKIsySpgReY3eShVTtMWwDT7Tvk9zpG0Jd0smKXmQ1F2ZGn/IfN7anZ9Q7nBwlGcyUwadwe0vbaR48N00upoAo8et7ySEOLjcf//9fPHFFwBs2LCBXr164fF42LhxIzfeeCPXX399N4+w++yXIOmKK67gkksuYdKkSSiKwpw5c7jqqqv2x1OLA4CVQdpfmaT452lO0rhB7UB7eiG+K4KRKF6XORe0TUc7WoIMQzGrA/IzB9iPWZkg6+fM5Wi/eMEKjpxJMkmNgQiGkmJvX5Q3hKm1HyUcP0ApY0knGjeEunkdIqvc7utQBXghWz0EJ5mAijuUyTZXM8OUbYQjw7tlfEKI74b4btOnnnoqDz74IIcffng3jqjn2C9B0iWXXELfvn359NNPiUaj3HPPPRx//PH746nFAcAKcvY0k7Q3c5Iak5TbxZf7CPFdF4yYc5KgbbmdQ1VaMjVqAwB5qS3LNFiNF3yxuX+t23zHS5ZJsgKmxkAYw+O0ty93Jf7q+iDFS5+m7SzYRblde40bkrUN3x+scrul+EnRXXgpsRtP1Af74fNWcrb6NZHomd0yPiHEd9ujjz5KbW0td999N6eeeipTpkxhwYIFNDY2cs0113D55ZcD8N///pdnn30WVVXJy8vjV7/6FQMGDNjN2Q8M+yVIuvPOO/ntb3/L2LFj7W033XQTjzzyyP54etHDRfc2k9TquPZaw9vPF7vQS/c4EsrtrDu7W6p99L/jLWbPOJERvTL3aExCHAwMwzDnJLUKkqwAw+vSWoIN1YfLgHRnun28VW7XHDR/tnaZSYoFRAlzkmL7NwQiaClhABQcbPWv5/jIbznS2MoP0v7FLYX5TPZU7rpxQ6vPie4st1uwvoo/zF0DGGxQdQpCqUSihv0Z1Ng8HG/OUnLSl7aZSyWEEN2hvr6eV155hfLycs4991yOOeYYampq+Mc//sF///tfcnJyePXVV7nhhht46623dnkddqDo0iDpnnvuoby8nCVLliTMQ4pEImzbtq0rn1ocQFq62+2bIEmPGrvMBlkXS5leZ6tyu8SLkWcWbuaPF43cozEJcTCwLtDtICn2I2K3/XY5iMQ2+tUA2VE14RdjZ8rtrH3j5wTajR+iBnrNWBTNx6m9JvGp/y6qMjczv2AuS6LmMhAbPTpGONTmvO1mkrqx3O7rbXUA/N/ZA/jrapUMPZUGf9jOLkWaDiEl4mRZZi1jmrYBg/f7GIUQIt7ll1+OoigUFRVx0kknsWDBAqqqqpg8eTI5OTmA2UPggQceoLS0lD59+nTziPdelwZJF154IevWrWPNmjWceWZLyYCmaRx55JFd+dTiALK35Xatj9MNY5f/sfXYRV1WipOy+oC9vXWQZC1kKcR3VXzGCOLL7cy/U1wadX4zw9OkRcgyUhOOtwIfK2Pr2kW5nd0CPG6fhCYq0RSC5VPJ6teXIZmHs465APhi5XkNqkrf4M425213TtI+7G5X7w+zcns9KDCydxap7l3/ai2rD5DpdXLeMA+/W6NSoKZT6wvFrfOkEao9joV5C7h+zc8heCSMvQFKjtzrsQohxJ5wOFo+16LRKKqqEk3SWMYwDCKRSJvtB6IubQF++OGHc/755/Piiy9y3nnn2X/OPvts+vbt25VPLQ4gLeV2e3Z8skzSrlhzkjK9zsQ5SeHEUp2t1RIkie8268ZB6zlJVllbilsjrEcJhwI0ajppanrC8VZQ1Bybk+TuQLldfOMGTVVoXbGhKnDegCvaHF/u0BgcWtpme7uLye7DdZLunbWSy//xOZf//XMeem/tbvcvawhQlOHB37iTgKridWRT3RwiGNbxOM33qK5uHKDwaLqfx0rfpfTLJ/d6nEIIsadef/11AHbs2MGCBQs4+eSTOemkk5gzZ45dLfbKK6+QlZVFv35t18I7EHVpJunmm2/m4Ycf5tprr036+JtvvtmVTy8OEHZ3uz1t3NDqsN0FSdaFXpbXRTASJaxHcWpqm0xSWUMg2eFCfGfYmSQ7SDK31/rM7FFBuof1FU34dq5hp0Ojv6so4Xgr4OnQnKQkjRsURcGpqQnZHlVRGFN0Erq/N5q31N6uKwoFyoI259V30wJ8X8z5qW4OMbggjYgeZXMHbq6UNwQoyvRQ3bAegBRXPrXNIQJhHY9TIxCOYkQyCdUfw5dZX/GFOwNf3Up+vtcjFUKIPVNaWsr5559PIBDgrrvuYuDAgQwcOJCrr76a6dOnE41GycnJ4cknn0RVuzQHs990aZB03XXXAfCrX/2qK59GHABeWVLKmSOKSEtShmKX2+3hnKTWx+02kxR7PMNrdstqDkbISnG1ySQB9kWLEN9FQbvcrmVuEEBNUxCAwgw3Ed1g57YvCagq2WmJ6xRZmSBrTtKuu9u1nZMEZjYqPkjSVAWPU8O3+cdoKZtI6fd3vOEjCGnL2e7dAcFGcLdktKx1htort2tvTtLrX23nlGH5ZMXWiNqVQEgnL82Fx6lR3oGbKzvrAxxalEFt43YA0lNKqPOHaQ7peBwaYAahgZ0XcUn/n7K0/mrKQ/W7Pa8QQuyNDz/80P56xowZCY99//vfT9oafNq0aUybNq3Lx9YdujTUGzFiBACjRo0iNzeXtWvXsnHjRgoLCxk1alRXPrXoQUprfdz28je8s6Is6eOGkbz7VEe1Pm53QZIe17gBWtqAJ2sF3JELHiEOVm0zSbEgyRdGUaB3dgqRqMHm8q8AyM0+IuF4KxPkC3Uik9Sq6UrrGyuKYpXtqUSDheYxkV6kN/fiw1QPetmKhP3bLbfbxZykteWN3PLfr7njleXtjjeeLxwhxeWgKMOz2wx0WI9S1RSkKNNDTXM5AFnpfTAMc66SVW5nj1M3KHCmUx4NtHTOEEII0eX2Sz7slVde4aqrrmLZsmV8+eWXTJs2jXfeeWd/PLXoAayLEH+STA20zEXaZ5mk3ZTt6XYmyZEwrmRB0r6Y1C3EgSrUzpyk2uYQWR4Hh2SZj2+tXgdASeagNudwqkpL44ZdzklSE/62DMxPbAahKgpuhzkeQ0/DX3oFruYTCTSOoNLhYNO2TxP2b2nc0PHudpWNZqasxte2W14y/pCO16lRmOGhqim4y455lY1BDAMzSPJXAVCQZXaB2lHvb5O5juhRCr35VGgqNCW/0SSEEF3pww8//E4uMLtfgqSnn36a1157jT/84Q88+OCDvPTSSzz22GP746lFD9Ay2Tv5hYMV1Oz5nKSOZ5Iefn8d7682796me1rK7czxtQ3iZI0S8V1m/Ux4WrUAr2kOcZb7K8bPPok86qkPbEUxoG9mrzbncMYFRrvqbmfNX3K2KrcbXJCW8L2qJAZbkcYRRCJpVAeGAbCm4uuE/a25SJHW5Xa6NSep7edFbSw4yohbwNaiRw1ueH4pl/5tEdtiHTADYXPB3eJMD4YBFbEgK5mdsY6aRRkeaoK1APTONNuY76jz424dJEUNCtN7Ualp6DUb2z2vEEKIfWu/BElOp5OCggL7+5KSEpzOtr98xMHJijPay8rs7WKynZmT9O9Fm5mz3Lwbm+GJZZJipUAt7Xdb7IvOV0IcqNott2sOcYS2BVUPcJ5zIZVaEHfYS7bX2+Yc8fOQOtsCHJIFSUqbjFQgHCUazEczYG3D5oTHrM+D1jc8dlVuZy0NYH1GxKtpDvHWsp18trGGeWsrATMb7XWpFGZ6Ysf7232dtc1mAJab5qImUIPXgOKMTPt1eOJem9epEdKjFGYNJKIo1FSuave8Qggh9q0ubdywcuVKAIYNG8avf/1rLrnkEjRN49VXX+Xoo4/uyqcWPYh1kZIsUxP/+J6W23UmkxR/QWTdJW4OWeV2STJJUm4nvsOC7ayTVNMcopdilop9z/EOP3K5CISKk64PZAVGTk1BVdtf5NmRZDFZgMH5iUGSoihoqoJDVexSOjMb7CA35GKdUQN6BDRzLFbjhtZzF3fVuMGai5hsUWpfqGXZgPUVTYB5o8WakwRQVt9+Jqk+tq5UptdJVbCeXLeLnNSW5hDx5XYpLo2IHqUgZygAFbUbyG/3zEIIIfalLg2SrM4Y1grs8+bNA8yJ+oqicNddd3Xl04sewr6T214maW/L7TqQSfrhs0v4eltdwt3k9NhdYuuiJ5g0kyRBkvjuCrbTArzGF6LIVQGAU61ig6s3wbqhpCXJvNhldLvIIkH7jRv657Wek2T+7XaoRGI3OPyx9YX0YBFrUjZiLHkKZZTZXVXXWzLV0ahhB2q7CpKskjir4UQ8q505mEFSNGrEnl+zg6Sdu8gkNQRiQZILNhGin6uQ7JT4IEmN+1rjnZXleNPMMZY1bmN4u2cWQgixL3Vpud2HH37ICy+8wLhx40hLSyM9PZ1x48bxn//8hw8++KArn1r0IPpu5iRF90ML8LkryyhrCCRcEFktwNWajbBlUfLGDRIkie+w1nOS9KiBYRjUNofIDZtz+z7zmIFBpHkwqa5kQZL5a2ZXTRsg+TpJACVZXv519bH28Wrsplvr8+WludnefCwVDgefff4wxD5XwnGfB+G47nB244ZddLVMFiT5w5HY87lYX9GUEEhmep0oSku2KBnrMa9/O5scGoPS++ByqGSnmJ9H8ZkkaxxvfNlsfh/rhieEEB1x2WWX8dZbbyVs8/l8jB492l4AtrU77riDV199dX8Mr8N++ctfsnx5x7qNtjZs2LA9ft4uDZJ27tzJxRdfjMPh4JZbbuFHP/oRABdddBE7duzoyqcWPcjuMklWHNLZTNLGyiZCkWjbFuC7OE/8rlYmaeonZ8FTE6XcTohWQq3K7QzDoCEQwYhGSAlXsMHp4EuvB5fuwBPtY88rimcHSbvLJNkZp7bnOPWQQvJiJWktmaTEBgfFmR7C9UeTq6bwd2cQajcDiYvIxs8xjF9MNhDW2VTVbD9WZgdJLaV1FiuTdETvLMoaAnYnvBSXhqoqZHicRBoric66GTZ8SG1ziO11LZmlBn+ENLeDioqlBFWVgTmHAFAYy0J54l6X9dnm1TJwoFARa/QghBAdccEFF/Dmm28mbHv33XcZPXo0OTk53TSqznvggQe6pbvePi+3C4VCuFzmL7M///nP3HrrrZx77rn242eeeSbDhw/noYce4o9//OO+fnrRA7V0t0s+J8kut+tEPFLdFOTUP83jslF97OMtHW0AkW40cYn2kf19IMldYym3E99lVuvuNHdLuV2dL0QRNbyd6uFXeTkURXScwWw0d/JFV63udrvPJCVvAW6xyuSsv1ufrzDDA4aDUZmnMFd/i7r175E16gcJN1HiA6b4xg23/vdr3l5Rxre/mYjHqVHVaDZXSJZJsgKn4SUZfPhtBWvLG4GWksQMrwNP1f8Y6fmQiXPfZEPlz1ga6MvmmVMAs9wu0+tkU/kyAAYWmfNzizI9fFvWiMepcsHRvXllaSn9clPYUu1DVTQKVQ/lEVlQVgjRcZMmTeIPf/gDdXV1ZGVlATBr1iymT5/O4sWLeeihhwgEAjQ0NPCLX/yC008/PeH4V155haeeegpFURg+fDi/+tWvSE1NZcyYMYwYMYLKykr+97//2c3YPv/8c5588kk8Hg8bNmxg2LBhPPjgg7hcrnbPdcIJJ3DaaaexbNky8vLyuOCCC3j22WcpKytj5syZjBo1iiuvvJIbb7wRoN3zP/TQQyxatIj6+noKCgp46KGHyMvL26v3b58HSddffz3XX389Y8aMYdWqVfz+979vs88FF1zA3/72t3391KKH2n0mKVZu14lMUl2sZOWzjTUdmpOUjHfB7/m98++8lZrCRqcTV7geSLyLLUGS+C7bWNlMuttBXpobMH+2/GGdIep2VrucRBWFHU4HWnMROUnmI0FLS++Ol9slb+5gldm1V25nZWJy08Zj1M7hs01zmTjqB0R0A69Twx/WE8pnW9ZJMvjw2wp7m8ep2Td0rOUB4lmZpNxYZstqF56ihWHOz/hRtJHN4ZXggblpqZzf9F+WBn5GIDZvqd4fJt3jYO2OzwAYWHwsYGbCADwujV+ddRi/OutQXA6Vv3y8gUc/XE+eM51ypRaCTeBOaz0sIUQP9MqSUl76cluXnPviY/twwTG9d7lPamoqp512GnPnzuXSSy+lvLycTZs2ceKJJ3Lrrbdy//33M2jQIBYtWsRvf/vbhCBpzZo1/PWvf+Wll14iOzub++67j8cee4zbb7+d2tparrvuOkaPHt3mOb/66ivefvttCgoKuPjii/n000/p1atXu+eqqqri5JNP5te//jVXXnkl77//Ps8//zyvvfYazzzzDKNGjdrt+QcNGsTGjRt58cUXUVWVn//858yaNYvvfe97e/Ue7/Nyu2nTptlrIEV3sTq4lW3alYcffpjJkyczZcoUnnrqKQAWLlzI1KlTmTBhAg899NC+GbToUtF2WvBarKCmMy3ArXOqSscaNySjxspx7ijI42/ZmaRGakjHh0rbu83tWbq1loUbqjo8biEOJOsrmhhUkGZnb6KGQSAcZaq2kPXulnbfDrUfaUk620Fnyu2Sd7ezWKV88Y0b4hVmmIGcS+9POhqfVC8Hn3kTxSoXjLRTbmd34AxHiUYNuyzXnyyTFFt8OivWbKEhYAZSxy69Exb/nUsDLxIySslEoy+pfJ1TRn9lOxsrzXK+Bn+Yoc7t/C+4k8NduWR6sgAoSPfYr9+hqWSluEhxOewW6NnOHModGjRs3+X7KIQQ8c4//3xmz54NwJtvvsnZZ5+Npmn88Y9/ZN26dTz++OM89dRTNDc3Jxz3xRdfMH78eLKzswG45JJL+Oyzz+zHR44cmfT5hgwZQlFREaqqMmjQIOrr63d7rpNPPhmAXr16MWbMGMBcLqihoaFD5+/Xrx+33347L7/8MjNnzuTrr7/G5/Pt6Vtm2+eZpNNPP92ORB0OB+Xl5RQWFibsU15evtsgafHixXz22WfMmjWLSCTC5MmTGTt2LHfeeSfPPvssxcXFXH/99cybN49x48bt65ch9qFI3AVIMi3ldh0PkqxzaqpC68M6ch5FMVB2LCV+evXtgUcY7lnHveGreFGdTCAcTbrQZLyH319HnS/EGzee2OGxC3GgWF/ZxLih+Xb2JmoYhHz1TFYX87inL2BmUUb1Hko/b/KyBmvuX+ugpjVrTlJ75XaxIdjdUo8flItDU/lmWx0AKS4H6R4H9X6dSP1A5qV9S2jJvwhHD7VL4eJvelg3beI/LwJhPaG5Q3OyICmWXcqMNVpo8IdxEyJj5wf8Zfh4tlc2s9axhcGuHDLU8/iIvzE19ynWV57FYSUZ1PvDjHS+wEdOB3ced5t9XqtxQ+umD1aGLMVRQIWmYVR8i5K/5xORhRD7zwXH9N5ttqerHXfccVRWVrJz505mzZplJzIuv/xyRo8ezejRoxk7diw//elPE45rnegwDINIpCW77ok17WnN7XbbXyuKgmEYuz1XfEygaYnzTTty/hUrVnDbbbdx9dVXc+aZZ6KqKsYedkyO16WNGy699FLuvPNOmpqa7G3V1dX8/Oc/5/LLL9/lsaNGjeLf//43DoeD6upqdF2noaGBfv360adPHxwOB1OnTmXu3Lld+RLEPmA1Umgvk2R3t+vEf2jrjrCqKHuUSRqoVvA+Po4e0NfeNtRYB8BwZbPdpSu9ZhUseQbayYr6wzr+cPK5VkIcyOr9YSobgwwuSEOzgyRI2/IBuhqmMhYgAdw87nhun3hI0vMMimVCrOCmPVYGKVnjBmhbbvfLKYfx0wlD7cddmkpuqovq5hDV9SfSoGnM3zAHw8DOcoWSzEmKF4xE7c8Wh6okb9wQC5yshWYbAxGOVDZwR24GT/jW80bqTla7XQwqOQ4legL9/Bl8klNP6dZvAfD5A3ztXM9Axc1Jg86yz2tlpup8iUGS1VZcdw8hoKo0rPhv0vdHCCHac+655/KXv/yFzMxM+vbtS11dHZs3b+bmm2/m5JNP5oMPPkDXE69lRo0axYcffkhdXR0AL730UtLyuo7Yl+dK5osvvmDUqFFcdtll9O/fn48//rjN69kTXbpO0mWXXcbWrVs56aSTGDx4MJFIhM2bN3PVVVdxwQUX7PZ4p9PJI488wr/+9S8mTpxIRUUF+fktS+kVFBRQXt62JWpDQ0ObFF1ZWdnevyCxR6K7ySTZ3e06kUmy5gw4NKXtYrIdCLZGqFt4LT2xrr9ZVcmKRumlVJHi1qhuhtFrZsLir6FmI5xxX5vzhCLRdlubC3Eg21Bp3twanJ9mZ3H0qEH21nf50mmWTPRJ70NpYyl90vu0ex5rMdiy2NpD7bEbN6jtNG5QEv+GxBI+p0MhO9VFbXMIvXkw3ojGh6HtKERJiTWeCMTd0EgeJOl2kJTpdVLdHCIUiSbMf/KHIqS4NLu7XkMgzDHacl5I8XLV0Ev4ZMsONgfnU5A1kHUbIqTp57BFe5aK7f8ATqVf9D2+dmv8ot/EhMAxN80MklrPgyyKzVXSI+Z7XrbpIzL9deDNSvo+CSFEa+effz6nnnoqDzzwAABZWVlceOGFTJkyBYfDwZgxYwgEAgklaocccgjXX389V155JeFwmOHDh3PffW2vgzpiX54rmcmTJ3PjjTcydepUAEaMGEFpaelen7dLgySA22+/nauvvppvvvkGMGsYW5ff7cpNN93Eddddxw9/+EM2b96c8EvFWpS2tWeeecZOJ4ruZ9f778NMkhWYaKq620xSJMnzDlR2Mq9VC+FGVaEqUkJvpZK+jnoucbyGHqqm1KHRe927SYOkYCTabvAnxIGsItYGuzjLY2dvUv07yd/5MXdkDMah+nh4/MPsbN5JijOl3fNYc2qsttrtaSm361gmCVo654EZ1OSmuthY1QxopAazWevw008pJ81dACSu1ZYssx2MRO1yOytI8of0hCCpOaST4nLYc63q/WGGpK4ioiic1P90aHKxbnUDE/pN4s1PtpCXNo6S8HOsUZajRw08KYtwGAZTjr0l4bmPH5TH9eMGcvXx/RO2e5waXqeGppvljGs1GFazEXod3e57KYQQ8QoLC1m5cmXCtl/84hf84he/sL+/9957AZg5c6a97aKLLuKiiy5qc741a9YkfR6rfM/S2XPF7x9/rmeffTZhe7L9X3755aRjam+sHdHlQRKY/zgTJkzo1DEbNmwgFApx6KGH4vV6mTBhAnPnzk2oVaysrKSgoKDNsdOnT+e8885L2FZWVsa0adP27AWIvWK3AG+nLG1PGjdYmSStA40bAknuGBdr21nvdJIROp3KhijuvA9pVFUWRUdylfYuF4bf5DzHG9yXks3/MnrxSG0l45OMIxTR221tLsSBrMEfm3vjddpNE05fcw/NqsrSdB+nlZzOkOwhDMkessvzWOV2u9PeYrIW64aY0k4mqTDDQ3aKi42VZqe6QKA3G3IqOV5Zj0cbwJnqYoKhli5JyRaRDYZbyu3SY4tNN4ci9vwjwzDwBc1MkhXM+X3NVKdW4SaDowqOYk3qTgI7LiPdUUht83qGFWaQVj+E+e41bFwxhy3pNRwRzSQzNXEOl6Yq/GLSoUlfu9el4YmWUOLJ5a00P1N91e28i0IIIfaVLp2TtDdKS0u56667CIVChEIhPvjgAy699FI2bdrEli1b0HWd2bNn2x0x4mVkZNC7d++EP0VFRd3wKgS0lNPtvrtdx88ZiGVv4u8qn6ou5Urt3TZBUrIOVRH3TgxFwfANQW8eBECTqrJZ6YVT0ZninwXA2thkwr+lqBAJtTlPUMrtxEHKaiCQ4XWiKjBM2Urv+iU8128KaGHOHnTebs5gsuYDtde1zpISmwdolca1Zh0d/zMfn+EpzvSSk9Yy+bcmMJiwojDEs4wHtkzjSdefSdmxwH48pEfbNJMIRHS73C0zFiRZ85Ku/OfnHHv/+7FMkoZLMTheXcFpdf/jC6+LI9IH4Nbc9nEN/jDVzUFyUp1kZZxNVFGY/uXP2enUGJmTuBbJ7pgtzA3O6nMai7wequs2d+p4IYQQnbdfMkl7Yty4cSxbtoxzzz0XTdOYMGECU6ZMIScnhxkzZhAMBhk3bhwTJ07s7qGK3dCNXc9J2rNyu7aBz79cDwKwqOZcoKWks22QZNDkqgNS8TcVY+iV5vGcCpoZTLtife/02PVYhaZBUzlkJc69CEWiBMJ6u6WfQhyoGgJhFAXSXA4UReFCbT66ovGRyyDamMpxRR0v95o940Q7eGjP0MI0/jn9WE4anLxLnpVgio+1nHGZpOwUJ/1yUu3vw8FeuID+nmW4fX4ACja+CqecC5g3ONLcDoKREKeoX/ETx/8w1v+IcI5ZcWCN11oXaf46s9W/LxQh1e0gbdNcnnf9lsqwyv+5enNTPzPwyfCav1bLG4IEwlFyUt0EXWPptcFLVInSJziJ6y+9e3dvWQKPUyUQ1jmyeBTRdS+xrX4zuZ06gxBCiM7qsUESwIwZM5gxY0bCtrFjxzJr1qxuGpHYE3q0ZT2SZPakBXiygGtztJD+ajn9Vz8JJ7QUx7XuPpdNI9tcBjmalx0+N4ZqToyen12FW3uT92u8nOSPstkookYzg6VqTUNvLENrFSQFI1GihtmSvL2uXEIciBr8YTI8TnONJD3CudqnLM8ey8bAMiJNw0ntwFp3lhG9Mne7j6IonHZo+/NVrQySFhclxf/MKYpiz38CiAbz0YDNbpUvdS9/SRnII9vfhXAAajYyXl/Ieu+xVDerjPV+zDuZtVz21S+JDDCDP6t73XuryhnZJ8s+76bKZgYVpFG99R1uKi7ka4/ZjvaE/qcCLcHV0ws3AZCT6iQU0fh28z0APHX1caS6dx0wtpbicuAP6+TFGmRU+aQRkRBCdLUeW24nDh52uV07ZWl2d7s9aNwQn7xxKGYwlFnzTcK+rYOkIcp21rmcDEnrzUXH9sGImkGS6ikn7KzlN+4x3Nbvf/zQ+WsqHG6UqIauKNTWbWgzDus1ScmdONjU+8N2VoQNH5Cv1POX7BzCRgDqT7AXmN1fWuYkxZXbtVpTaXDC/CcH/dR03k9J4ZqSfBZnNfKZG9i6EOPpKTyi/ZkZ0ecA2Ji5nX9nZnBFSSGpi/8AQJ8csxnFYx+tZ2NlEy7CeAmwoz5Aikvjo6ov+drjJhpJxQjnckiO2QK9ONNcZPedlWbn1ZxUN9mpLQGlte5RZ3idGv6QTn6qOQe30l/T6XMIIYToHAmSRJezW4C30+DAejy6B40b4uXQCECKbwf4a+3trcvthqjb2OB0MiRvOL85ZwTfH5u4vkuFM4rhTCPkdKGjowTMu9uVtZvaPKeVHWuvKYUQB6qGQKSlRG7VG5QbaSyOrqav60Rc0fZbfncVK2nU3pwkgJzUxOxWb1cRm10tWZv3U1Pg3btRYkHGuPB8eiuVbPJEUQyFak3lvfqvAYMhBWn88cIjAKhqCvGs90FWuL8PGBQp9SyJNpER9NK87i7cZb9AVcyxlGR5+eRnLZnsnFRnwriKMzsfJHlcGr6wTrY7G9WAqmDt7g8SQgixVyRIEl3OXkw2Ek1YAXnO8p18tbXWfnxvyu08BPE5wsxSYgHPuvdo9vl4/KP11PkSGy4UuDYSUFWGFByJpipkeb32Y1o0C9VVTUStwp/9tPlcQXO17Mqm7QnniejRlvbmkkkSB5n6WLkdADWbeNtbQoQghdpoPM5dr4jeFVpagLdsc2i7/hWW7zGbsvRS0gjXHcNHKalEypfzaH4JYwtGsdIV4ZfOf7HW5SSr+gj6KTm86VUooganpnJIUQZgvhfN3vW8lpHCKeo3HO37kK88bsK+QYCCx5FYPtc3t6UlelaKyw6SXA6VrJTOldoBeJ0qgZCOpmrkKBpVkeZOn0MIIUTnSJAkupwVSFhzdyw//s9SzntiYUsmqRPldoFYJsk6Xw6NXF1cyC/7+8yWC69eh/boSF5491NeWZoY3BjeHQAMzxsBkFA2lKYfgepsYFn4z4Rdq83xB3oBUFWzDuLGGD/HKiCZJHGQaYgPkupL+czrRMVJWvQQPM79/6sj2TpJKU6N4SUZPDGtpYnE7RMPsctwvanm9qEZI4k0DaNZhc/7Hsnf05w0pZbx88IiUlLXoCsKO/1HUOgczEank0PVzTgUnYLyeTiJ0NxYx82F+dyXl8vZqe+RGnwHn6pS6zMzTa275AE8+/1RHNMvm15ZXjtIKsrw7FGDF7O7nfkZk6+6qYzues0pIYQAs1P0sGHDuPvuxGYxq1evZtiwYbz66qsAnHrqqZx55pkJ+0QiEcaMGcMdd9yxx8//y1/+kuXLl9PY2MgNN9zQqWMfe+wxzjnnHPvPEUccwT//+c82+91xxx3269jXJEgSXS4++LHm8MRnlPYmk2T9naM0sMVpXtC9kTcEig7H46/gZHUZ89ZW2Me96PoNPk81rqjC4KzBQGJr4kxlGABNxraW8QWKAaioWgVf/KPNGEAySeLg0xAIm+V2UR0ad7A6JUye41BCYQcex/7PJFmxRXyMoaoKb910EpMPL7a3/eiUQTx+uRkcebVDiUZSOKbfeRAYCMBDefkYGATKplKtwu0FeShRjbBvAE7XMHyqygDHegYs+zOFb17JbY6Xydr2gX3+VZlbed1RR47mRfEPB8CdJLN20pB8XvnR8XicGtkpsSBpD0rtALyxxg0AeY40qozIHp1HCPHdk5WVxfz589H1lpu5c+bMIScnJ2G/QCCQsPDqokWL9rpr7wMPPMDhhx9OfX09q1ev7tSxN954I2+88QZvvPEGd9xxBwMHDuSKK67Yq/F0lgRJostZizNCSzDRFGz5Je8LJWaFOiJoN0wwj81RGukdNjvRPVd0OPxgHlHFQYlSRTj2/E4ilGds5YXMdNL1IjTVvLCJ75aVphXTmhHJJBpJYYc3g8CWLzn7sU/ZVuNLyCRJkCQONnbjhqYKaolS4wqQ7ziUQETH6+rOcrvd/9K2Ml3BkIfmdXdzTMEY3EomqWoha2rX4FWzURpO4PwhF9CsqgRrj4doCm6tHwBDvV9TtPyv6K40fuh4k6NX3Wmfe3aql3kpXi4edjEu1exslyyTFM+pqWR4HBTtQdMGaGncsLGyiYZGJ1UqCfMuAdZXNHL2Y5/SEAjv0XMIIQ5OqampHHrooXzxxRf2tgULFnD88ccn7DdhwgTeeecd+/s5c+YkZJdeeOEFHn74YQDWrl3LlVdeyQUXXMD48eN54YUXAHj00Uf5/ve/z+TJk3n++ee58sor+fzzz7n//vupqKjodDYJIBQKce+993LffffhdrsxDIPf/e53nHnmmVx55ZVs3bq10+fsqB7dAlwcHJJlkmqaW+YJbahsarPf7ljBkRWo5KuNrI8FPWWBDaBqNLsL6BWpso8pUSq4K99cXUQ3jrC3a6qCb+v3wYDsAf0IVZ7EGQNO5Iu6l/Gp6zEiqei+QbyRvpxRFatYVlrPP+Zv5PsnDmwZj5TbiYNIMKITCEfNTFJ9KUtjba5ztEOpCevdkkmy10nqwK09a3y1PjNg8Dg13E6NXs6xlPMRffRpbMvw8pNjb+W/n9UTrBoLgBvzJoniquYzxcXP+/RhfGkuE/kSgEGuE9gQWoAThUtGXM0/3l5qHrebIAngrimHMbgwbbf7JeN1qfjDOl9urmV7Yw41uaVEtizAcchZ9j5/mLuGZaX1fLquKiGzJoToRl+/AF891zXnPuoKOPKyDu06adIk3nnnHcaMGcOyZcsYNmxYQkUPwMSJE7n33nu56aabCIVCfPvtt1x55ZUsXrwYgMsua3mul19+mR//+MeMHTuWbdu2cfbZZ9uPh0Ih5syZA8Dbb78NwF133cVVV13F448/3umX+cYbbzBs2DBGjhwJwDvvvMOqVauYPXs2jY2NnH322Z0+Z0dJJkl0ufgyOiu4iQ+SNlY2t9lPjxq77HZnZW4CVrmd2kCjpkLES7NeS5W/igZ3MSVKNelu815AicO825Da1IuccMvdEYeqoDcPQfcNwetyEayYQl/v0QyK3krzxpsAB4EdF5KqaHyu1tjPG4pLXSfLJOlRI66xg97mA0mIniIaNYjEZUYb/GamN8PrhIZSlnjMVvjp6gAC4SjubpiTpNDxTJJV/lYfC5K8Lg23Q2WgdiGfXvop0aYjKMrwkOHKoDh6NkTNRguqnolbcbLS7eLnhQXURZp5rWgr1xeZrbcPSZ9KpiOVs/tNJM+bZy9mm6zcrrWLj+vD0X2zO//CMTNJetSg1heiLHgIUUVh1TrzIiSsmw1xrIx8qlvufQohEp166ql88sknRKNR3n77bSZNmtRmn8LCQtLS0tiwYQMLFizghBNOaPd8d9xxB8FgkCeffJI///nP+Hw++7Ejjjii3eP2xIsvvsg111xjf7948WImTJiA0+kkJyeHk08+eZ8+Xzz5NBVdTt9NJskSjYszrvrX5xxWnMEvpxyW9Jwtc5LMC4NsTx0A4ebBODOXM+XVKZybmsa0uiomHV7ES1+WkuUqBSBSOwZ3XssdXS3u1rR1R9ihqXg1L9FgifmA4aavI4Odyk40dPtOuyVZ44azH/uUsvoAC+44lUN+NZebThvCT84YmvxNEqIb/fR/3/Dq0u1snjkFwC7ZyvCYmaS1LhdauBgVB4GwTn66e7+PUUnSArw9Vrldbayzpceh4nFq9s2MsoYAh8cWuB03LJ+NVeaNmlDEoNg7mFnRVeiKwl2j7+L3C54j7NgMQIGnP6+d+iYZbrPrnR0kdSCTtDe8LvNXdUVjkEDzMNKAReVfcLhhMOSXb3PV2H40h8zA1rGf168SQuzCkZd1ONvTlVJTUznkkENYsmQJn332Gbfddpud7Yk3ceJE5s6dy5YtW7j66qv59ttvk57vlltuISMjg/HjxzN58mRmz55tP+bxdLys+IUXXuDFF18E4NJLL03IVgGUl5dTW1vLUUcdZW9TFCXhprPD0XWhjGSSRJeLRtvOSUoWJMUHU1uqfWyt8bXZx2J1twtGongJcLzTTAfrzWYQ4ov4eN5dwcpUP3dOHMLz147G6zIXd6wJ9UmYhxR/UWFd7Lg0pc0aLMWefEodDoqoiWWSdj0naeWOBqqbQ1Q0BAF45IN17b4eIbrTq606QDb4zSDJLLfbziaXCyJF6FGDYCTazS3Adx8EeGPjq4svt3OoBMI6gbDOthofA/NSAbhz8qE8f91ohhSkEYjoHJk9CV1RKPAUcPGwixkcuZNc/5WE644hxekhPyUft2YGidZnRJcHSbHXU9kYxNDTGEg6i/QGyuv9APx70RaaY/M821u0Wwjx3TZp0iT+9Kc/MWLEiHYDCytI2rBhA4cdlvwmNZhzmm666SZOP/10PvnkE4CExhCtORwOIpG2DWcuu+wyuzlD6wAJ4KuvvuLoo49O2DZ27FjefvttQqEQ9fX1zJ8/v93n3VsSJIkuFxdL7DpIahVM7eqXvZ1JikQ5R1uIX68HIBrKZUDKGG4++mY0Q2W120nWK5dybN8MHM5qc59wLg6t5UIrvgW4dfHn1FT7LrGlMKUPOx0avZRyAhF9l93t4sdeE7dOU2Vj0P56c1Uz2+v87b5GIfY3q+SuPhYkZXgd+Oq3UKGpaHohq3Y2UFrrw9PFQUEy1o2NjiRKrJ9j63VYQVIwEmVzdTNRAwYVmNlkp6Zy/KA83E6VYDjKsPQTiYYzOLP/eSiKQqbXSaDmGAI7L2oTDDljnyNdHTR6XebzVjWZnx8DHb1Z5XKwZfN6wFxEtzloXqDIcgRCiGTGjx/P6tWrmTx5crv7FBYWkp6ezkknndTmsfjGDTNmzODyyy9n8uTJLFmyhF69elFaWtrueXNzcykpKeHKK6/s1Ji3bdtGUVFRwrbTTz+dUaNGcdZZZ/GjH/2IQYMGdeqcnSHldqLL6XF1dHa5nS+Ey6GS4tLsu73xjRuCYT0hU9OaNbcJoK9SQY3DbLFr6GlMyP051x4+hGeXvsA6VzNsmodz1g/xuCpIi2TSaDgT7kYnyyQlC5Ly0gcRrfiAPPcWalqNL348AFuqWxZ73F7bEggt3lTDlCPMSdU3v/gV+eke/jH92HZfpxBdLf6iOhiJ4tBUGgLmHb9Mr5PNjdvABZpewIqyBqDrg4JkVLsFeEfK7axMUginpqCpCm6HRjCis77CbBQzuCCxiYL5eBQMF83rf85VF58BmCWHVnDSOru838rt4jJJACmOXvgjq9mydSmQT0G6m7IGc+0k6bQphLD07t2bDz/8EDBL7r755hv7sZkzZ9pfW/sAPP/88/bX559/Pueffz6Q2LjhmmuuSZgnZJkxY0bC988++6z9tVVW1xnXXXdd0u233nort956a6fP11mSSRJdLr6Mzm7c0BQiJ8WFKy4Q6VQmKe6xAqWOSnc6AIaearcS15RBfOHOA2Dtmjf5xJNGQ8hcGDY+MIovvbMmYDsdapsLosyMwwEodq2jwR9J6GgXPz8JsC/EoKV7H8DO+paAaWuNj/IGWRRSdK9NVS0BvfVzZWeSPE42+ysBcEQL7f0604lyX+nMeh3WnKTmUEsnPrfTzCStr2hCUWBQfusgSSUY0WPZNAduzbyHmOl12p8p7lZd/Rx2kNTVmSRzLJWxYE3VBgCwvXIFYAZvvqBVgiyZJCGE2BckSBJdLj4hZAU+tb4QOamuhGyNHjX4Zlsd/1tSagZJsfWN6n1h/u+9tXy9rY4XFpsd6hKCJGqpcqWiKipEvfYcKJdeQlBr5q68HB7KyaRZVQlUTgASAyOtvTlJWuJFWZ63LwBOTym1vlBCJunNTxazeqs552lTVTO3vvS1/dj6iiZKHFs4sf9PaVr7AGDeva/1hZOWHQqxP8UH9FZWyZqTlOGMsiXqQwF8vix7v29K6/bjCE0tP6a7D9DiW5RbNz7cDrOcbn1FE72zvW2yYVZjBysgskpyM7wtBRetb5xYnxFd3e2v9RyrFZVmwFrr2wyY/17W55FkkoQQYt+QIEl0uYQyutgv8DpfmEyvE6emkEc9L7p+Q//IBs55fAE/fdlMB1sB1fury3nkg3Wc+/gCfvHqcsJ6NKFEKEup4z13lCFZQ3Comp25ckXMOtU30tP43Ouh2J+H7hsMkDAnKT5I6pXlZdzQfI7qm92m3M6tZNBHz2JpWpRLfS8QjHWTKqKa/4vczOf/MhdJe3vFTgLhKHlp5uTu9RVNDM98h2+8Dv7pWMwX839rN3OQIEl0t4q4eXLWz2dDIIzLoeLxl7HJ6aTEmUl9S8KJOyYeur+HaZfIdmTNaVVV7Cy1lVVyOzX8YZ3Fm2oYUZLZ5hgriLKCDevnP8PjTNgn3v4ut7N8tdX8bPFFzRsz1XGfI8GwBElCCLEvSJAkulx8GZ0V+DQFI/Rx1JKl+hihbmSMupq/Nt2Cm1DcvmYgVOtLDCS2VPsS7pYuS/exQwlzyzG3oCqKfSdYCQ1kqP5LACKKgqa3LLDY3pwkr0vjme+NYmhhur0Q5WmHmGukBPUo2cpoVrtdrCn5GOfW95isfsb/ef/IpX1y2ZTzNYQDNAUiODWFl64fA8D6yiYCaZvI0qEwonLn2ufYsWM92dTjCNfhD0l5jOg+8eVZ1tcN/rDd/nuz00n/tBI7OHn6muM4cUjefh9nS5DUsVI/K7vjicskba5upqIxyJnDi9ru71AJRHQisQy29bmQ6W0Jktqbk7S/GjfYDCdZEYWAw2xY0xiIAAaHKFulcYMQQuwjEiSJLtd6rhGYQdIftl7KP5puJIdG+/FT1K/tr607utWtsi3rK5oIhnXOVheQTy2l7iheHJxQcgKaqtjldv5QhDzHIFJj/81D+kD7HO3NSXLErZlkzRc6+0hzrSQzwDsTI5jH/BQvO8te5MT0N3iyKIBfVXk33Y1/xf9QGndyiWsBuanm3d5cvZRVnijD9X546i6hzKGxePFtHDHgHsb3+g2bq5q44C8LWVve8j4I0ZVCkSgT//wJH6+pSOzSGPu6wR8h0+vAqN3CFqeD/pkt3YNyUl37fbwAsbVkO5RJgpbAxWsHSRqGYXakGx+78RHP7dDwhXS7w5/1uZDh7f5MUrIgzB1Ko8oR4GptLj/W3uBK12tMLPod6TVLunQsQgjxXSFBkuhy0YTFZM27nP6AWeKTZ9SQq5gds0I4mKh9EbdvbP5SqyBpQ2UTOeFyHnE9zmvue9jsdFDsyEJRzC5WVibJH9ZJcTsZ5jJXuQ8oh9jniF9Atr35SfefO4L7zh7O8BJz4chgJEo4mEbTxp+QFnawgk28kRtgqcdDpGkoTarKnEW/5+pvL2ai5x+kN21CUxVGZHxASFXIz5zE2pojOVzx8ndHGUs9Hj7KUJm/6DmWbKnl4zUVe/oWC9EpO+v9fFvWyK/eWGGvOQaJjRsyvE4q1r+LT1Xpn3+4vU93BUlWJsnoYCYpJ8Ucp11uFwtkThicl5AdshxSnE5lY5B1FU04NcVuFJG5iyDJ5YjNSerixg356e6EzyaA5qbhrPS4WdXvXZb0+5iNvebzz6xMfLWvdOlYhBDiu6JHB0mPPfYYU6ZMYcqUKfzhD38AYOHChUydOpUJEybw0EMPdfMIRUdEooZ9NzcYiWIYBumhCjY6HVSpKoeqm3jXm8rb2kmcpy3gn84/Ai1BUutM0pqyRvqxie8VFbDD28hmp5MStzmROTGTZC56OXLAGaRqHpxKiT2O+OlG7QVJ/fNSmX58f/sCqN4XoiEQJs3tIqVxEPNSPKxyuxlQMwD/tmvwBnL4myvCBb3y+VFRAe//+1TuTf8t7rRVpEWhX8kEQrrBTWNmMsoYSm75WNxRgyWV/6KISuo2vsbcd36KsYsF2fYFf0hPyO6J757GWItvj0Nrtd5XrNwuECbXY7B5q7lIX7+sAfY+3RckmX93tNyuKNNc9d0ut4sFSxOTlNoBdgne2yvKEjLK8Y0bWgdD+yuT5HZoFGUkrmJfVj8egNVuFxscKSzzmJnrbeGV0LCTQFiXhWWF+I4rLS1l2LBh3H333QnbV69ezbBhw3j11VcBOPXUUznzzDMT9olEIowZM4Y77rhjv413b7z88succ8459p9jjjmGX//61232e/TRR3n00Uc7dM4eGyQtXLiQTz/9lNdee43XX3+dlStXMnv2bO68806eeOIJ5syZw4oVK5g3b153D1XsRjRqkOIyLy5CkSjBSJQio4Jzepcwvl9vslNWcFtRLg/mZFBjpHGa9hWp+AnH5ga0ziSt2tlAnmcNX3g9vJyexg6HRlFqf8Aso7MySYGwTopL4/pjbuHFqS+T7fWQm2Ze4MVnkhztZJUs1jyEX72xkm/LGinO9FDWOAYjdqe5yT8AUKiuOJcdTge1mvlab8vP5sHiOhalRRlMX/pkm23Kne6jgDvY2XAeA2r7s9AbovnQP/Gs8gw/K3uHD+fdvzdv924devdcbnrxqy59DtGzWfP8rLbYFquVfb0/zLH6cpZrZtA0MLOlVDXF1T3L69lzkjp43W8FFVZgk+V14VAVTj+sMOn+JVleDu9lNnSIb+wS37ih9Zwk67Ojq7vbARRnJgZJRiQTo/wMhhrTadp2NVpUJTWcyuceqP77OH701HzumbWiy8clhOjZsrKymD9/PnrcDdg5c+aQk5OTsF8gEGDNmjX294sWLerU0gvd7aKLLuKNN97gjTfe4MEHHyQ3N5cbb7xxr87ZY4Ok/Px87rjjDlwuF06nk0GDBrF582b69etHnz59cDgcTJ06lblz53b3UMVu6FEDl0NFVcx5Rk3BCL2UltKycpcZ1NSlfcWtkWsBOETZ2rLwbKsgqaIhgMO7DYC5aakYikJ+7tGAeSEVNQwMw8AXiuB1aqQ6U+mf2Z8HLx7Jb88zy4YS5yS1nNuRLEhq1eWuKNNDs2+o/f0Dl0znjxcegd48lN8e9296N/2GfN28oBmddQRHZozhV1OfZPSAHDRVYfayHSzYUMWkEUV8VTmdgc0pDKkrpF/FCByGwT82vgTRrskmWaVKby3b2SXnFwcG62fKE1tg1RLfuOEo/3xeykjn2IKjKUxNHljsT51t3GBlkpyxgOfKsf14c8aJdtfJZPrmpACJP/MJjRu07im3AyhsFSQBNNWcxojsiQT8Q6hbcz9K81VUa04uz9QYuHNWQnt3IcR3U2pqKoceeihffNEynWHBggUcf/zxCftNmDCBd955x/5+zpw5CdmlF154gYcffhiAsrIyrrjiCqZOncptt93GySefDEBzczO33347559/Pueccw6zZ88GIBqNcv/99zNlyhTOOuss/va3vwHw+eefc8011/CDH/yAyZMn8+CDD/LEE0/Yi9hWVVXt0Wu+9957ufXWW+1A8B//+AcTJkzgkksuYdmyZR0+T/fcEuyAIUOG2F9v3ryZt99+myuuuIL8/Hx7e0FBAeXl5W2ObWhooKGhIWFbWVlZ1w1W2AJhnSVbajlhcEv3K90wUBUFl8O8a90cjJDnaLlI/196y6KOq9waROEwdQtL9KEYhkFNq+52DYEIDXl1Cdv6Z5j/XxyqwtItdZTW+okaZrc6S68sr935KbHEbteZpNZ3ic071Bou3UlICzN64JFkl5sXI0qkkGCgnv6Z9/DL4zVOGzgp4dgxA3N4asFmAC46tg+vf72Db7a2pMGP4t+sKFhF6cb36D14Ypux7C0rOyd2zTAMPlpTwSlDC1CT/J840FU3xYKk2NpATk0hrBsEw2Y5bHMgSHX4c3Y6Urj9sKu6ebQm65+ho+vYWkFSQ8DsUpnmdnBoccYuj7FK6+IzSSkuDU1V0KNGm88CZ6s2412pOKNtkARQENueleImPTqcPspNrHb+mZKUt1jQNCnpMUKI/WPWhlm8tu61Ljn3eUPO4+xBZ3do30mTJvHOO+8wZswYli1bxrBhw9rM75w4cSL33nsvN910E6FQiG+//ZYrr7ySxYsXA3DZZZfZ+z7wwANMmjSJadOm8d5779nB0F/+8heGDx/O73//e5qamrj00ksZOXIkn3zyCTt37mTWrFmEQiGuvPJKhg4ditfr5ZtvvuGtt94iKyuL448/nttvv51XX32VX/ziF7z11ltMnz69U+/LwoULCQQCTJpkfv4tX76cV155hddeew1FUbjkkks44ogjOnSuHptJsqxbt47vfe97/PznP6dPnz4JqT/DMJKmAp955hlOO+20hD/Tpk3bn8P+zpr1zQ6m/eNzKuPWXolGDTRVwe3QCEWiNAYipDlbMklr3C1zHOq99dQaaVynvcXX7h8Q/vxf9gKKYHaqyqCZbe4wReEUopE0ghUTGRDrvqUoCmvKG5n88Hx7/3jOWECU2NEu+ZwkS+u7xzmpLlQFajb+DE/FbaiKSnGmF4DttX6aAhEKvH3bBEgA5x3VG4CSTA+jB+RwSJFZgnfZKHOh2s2NJwGwcPX/2hy7L8RP0hfte2Xpdr739Je89OW27h5Kl7DK7RyaQjCs29mSYCRKrS/MMGMzL6eqlLgyOaXPKQD0y01hYH5qdw2585mkWPAQ//mxO1Ynu/gSXEVRyPCYwVPrz4KWOUldn0k6a6TZZfO0Vp35+uWa2a+bTxuCx6mREh3BQE8xr2QrnOqTJg5CCHPO0SeffEI0GuXtt9+2A4h4hYWFpKWlsWHDBhYsWMAJJ5zQ7vkWLFjAOeecA8AZZ5xBRoZ5A2rhwoW8+OKLnHPOOUybNg2fz8e6dev4/PPPOe+889A0Da/Xy9SpU1m0aBEAQ4cOpbi4GK/XS3Z2NmPHjgWgpKSkTcKjI1588UWuueYa+/vFixczbtw4UlNTSUlJYeLEjt+A7rGZJIAlS5Zw0003ceeddzJlyhQWL15MZWWl/XhlZSUFBW1buU6fPp3zzjsvYVtZWZkESvtBg9+8IGkORshPN8tadMMMPsxMkk5TMILLUZ1wXG7IQTXZaN5tfNMwiFM0c0HZ5g0fA5cCcLa6kHPcy3hZGcACl5ORoeNYt34ioNgXNxWNZtvuxqA5MT0+kwQtd4jbbwHeNkhytLowqmoKkeF1UufLoMRrzmHI9DrJS3OzvqKJpmCENHfyH60Lj+nN6YcW4HFqODSVN248AV9QJzvVxc2nDWHM795nsK7wccWXXOSvR/G2XfRyb8gaKh2zcoe5/kydv+MX2AcSqxmKP6TjcqhkeJxUNYUIRnQ2VDbRz72aeV4Ptw48B001f4bm/Wx8hzvLdQUrbulozxErk9SpICk2/6h1IJbpdVLrC+NufdNlPzVuADiyTxabfjcZRVFYW97IhIc+AaAg3WNvn7N8J6GIwQVDb+ePy24hmPUu+o5v0EpGdvn4hBBtnT3o7A5ne7pSamoqhxxyCEuWLOGzzz7jtttuY86cOW32mzhxInPnzmXLli1cffXVfPvtt0nPp2la0t8H0WiUP/7xjwwfPhyAqqoqMjMz7QYRFsMw7DlSTmdit1FNa/+m0wcffMAjjzwCmIHfzTffnPB4KBTiiy++YObMmfY2RVESxupwOAiFEiuU2tNjM0k7d+7khhtu4MEHH2TKlCkAjBw5kk2bNrFlyxZ0XWf27Nl2HWS8jIwMevfunfCnqCh5RyOxb1kLo85bW8lLX5h34fVoFFWJrWgfidLkD+N21ALQJ2ou8JoTASPYF0f6am5OO47LQ3dSauQR9DeTTx13O57lx2lPUu9ZwsmZ5t1Rl9cMkAD7Tm/rcrLWmSQrSGqvo12yTFJr5Q0B+2KqKG6ewOCCVNZWNOEL6aS2EyQBZKW44ha41MiOdQszm0ooHOo6mvkOnX++etFux9JZ8Z3MRPusZiHaATRptTOs1+cL6QTDUfI9EQYrpQQjUdZXNJHm2QDA2EGTE47rzkm8yh5mkuo7EehaN1t8rRZ4tra3mZMU+zzZH40boOU9iP98SXFp9na3wyyfzFIPRa0+jpcyU1k4//f7ZWxCiJ5t0qRJ/OlPf2LEiBE4HMmvUawgacOGDRx22GHtnmvs2LG8+eabAMybN8/O+IwZM4YXXngBgIqKCs4++2x27tzJmDFjeP3119F1Hb/fz5tvvsno0aM7/RpOO+00uzlD6wAJYM2aNfTv35+UlJSEsX700Uc0NjYSDAZ57733Ovx8PTZI+uc//0kwGGTmzJl2O79XX32VmTNnMmPGDCZPnszAgQM7lTYTXc8fy1TcM2slP3/FnBynRw0cqmrPSYo0ltHkiKCikO0YYR4XzSDaeKS5f+H7LDQOYWO0GJoqmOZ4jwmed/lZfh735Ofyu7wc0oMpFKb0tZ+3vcxN63bFVrldRxaTTWbCYYX8csqhdnlSfFvewQVpLCutAyDd0/kkrVNTSfc4yEm/jRNc+TwfKMXw13f6PLsimaSOKYstJNx6PtzBotoOkiIEIzrXBJ7jfffPOXX5z1lf3ojiqcBhwKDsIbs50/7z41MGcVz/bM46orhD+2elOJk6soR/TD+2w8+RaQdJkTbbFaWlCYRlf5bbxUuNy5DHB0xuh0ogrFNeH6C+8mxSdZjTtHa/jk0I0TONHz+e1atXM3ny5Hb3KSwsJD09nZNOOqnNY/GNG375y1/y7rvvcu655/L222/b5XY33ngjgUCAs846i+nTp/Ozn/2Mvn37cskll1BUVMQ555zDueeey/jx4znjjDP2+Wvctm1bm6TIoYceyvTp07nwwgu54oorKCkp6fD5emy53V133cVdd92V9LFZs2bt59GIjmp9BxZAj4KqKrhVc06So2otFQ6NbGc6bseh4H+PzeSiNw8jVDoNb+//oLp3Uqln4gxsoDLNy6TiXi0njDqpqDyP9N4tKdr27nAPLkhL+N7KJKntlNjtJkbib1cdm3Ce+I5Tg/PT7Enlu8ok7UpuqosaX4SJA6ew4NunWbvsWYaN3rsWlvECcZmkaNQ4KJsS7AvrK5qBtu3nDxY1cZkkh6KwzfE5E3uXcEvtQjK2vMt2dzP9Hbm4tO5ZEymZ3tkpvPzD43e/Y4yiKDx62VGdeo72MtIZHicuTW3zOeN07L9yu3jxZcQpcV9bLd131gfAcJIV8rJDaTD7pu/uw00IcdDp3bs3H374IWCW3H3zzTf2Y/EladY+AM8//7z9tdVlDhIbN7zzzjvcddddDB48mJUrV7J2rXkzJi0tjQcffLDNOJxOZ9Jr+tGjRydklOLHMWPGjI6/0JjJkycnDQKnTZu2R1NuemyQJA5MrTMVYT1K1DDQVLOLnBFqJqV2DRWaRkFqEWl6rrmj4SAaNdD9fQDQvKV8oIYZHq5HT2kJRM4p+inPzUuBaIp9QbMrrdcWse78OuPKZjqTSbJYZYXFCeV26fbX7WW2dic71UVtc4j3Nh4FPM389bPwDL6Gi59cRIrLwZszTtzjc0Ni44bmUIR0j3MXe3831TSHqGoyG4+0Xsi4M177qpS3lu2kb04q2SlOZpzWc7IyVpDUHIwwUC3jzRyD7U4nv8zP47Vtf+DNkiyOjTVD+S6Jb/edsD3FaZfIxrOCo9ZlvV3Npan2mnDxQZLV0r28IYCigBLKZltqIytXr+CHb1Xx+o9PIHcXLdCFEKIj+vXrx09+8hNUVcXtdvOb3/ymu4fUJSRIEvuUv1WQ1BiIoEcNNEXhrODbXF35Vxq8vdiY62Zk1kCymocR3DSecO0YjKiBU8kiGknDU/QG8wHVl4o32gCkku0s5sTep/Bc1Fwg0brAj1/g8dnvj2Lpljoeet+8q9H6zq/HqfGni0YydlCuva0jc5L+dfWxFKS3BERWxqwwrtxuZJ+WJgtpe1BuB2YmaXtdgE/X+xk8wM1HylaKtpRT3hAEgqza0cCoATm7PU97/HGZvnp/WIKkJD5eY3ZeTHVpe5VJendlOe+vriAvzU3vbG+PCZIaAmFqmkMoivnzOsDzKW+4nGQ0HENjxlJm5qVS7nAwfMC+L4Xo6TLaCZK+d0J/Topb1sBy1hEleJ0t8wr3F0VRSHFpNAQiCYv7up0qwXCUsoYAA/JS8YeKqc7cwbNvvcm2miNZvbORE4dIkCSE2Dvjxo1j3Lhx3T2MLif5d7FPtS63q/eHiRoGGTRxWdPTOAmTGtjCTofKwMyBeBwOQpVnYkTMAEOPgt7UslBrUIEtTicnpPbjk8vfJdPTUj5nZVTi6/NPGpLP5MPNetTW8wcsFxzTm5Isr/397rrbAZx6SCEjerUEQVYwGD8nKd3jtJ9zjzNJKS62VpulXmrjoSxzO2na8Lr9+IbKvVscMj7T1+CP7GLP7665K8oozvRwyrCCNgsZd4a1kGdVU5Dy2Byn7mJlxgJhnW+21QFwRO8swrpB2GXedIj6plLIKcxP8eLEwdTB53TXcLtNRjs3DQYXpDPp8LZzofLT3Vw6qm+SI7peisuBx6kmfH65HRqBsE5ZfYBDizOoCvYHwOlfDrSsNSWEEGL3JEgS+1TrcrsGf5iIbnCx70VSok38Ju0uHin8ISgwIGtAQtkbmO19AzsvonHNPWQ19GObw8lmp4MBOcMASHW3BERWc4T4O6nQ0nFucpKLmmTiS+w6Okfn+FgmqrDVAo/XnTQQaP9ia3fy0900xwLNTfWnmn9XvYLboeJxqvaF954KRFrmJHWm69d3hWEYzF9XxemHFpKb5trjxg0RPcrmWLALUNEYRO9o7+p97L9fbOXY+99nbXkjl/7tM678p7kw4BGxoL/GU02x7sSr5eJpOptoMI9ReeeR5cnqlvF2J2sx2QNBiltr89lnNm6IUt4QoG9OCoZhrstW6Da7FbbO9AshhGjfgfMbQRwQ/EkySV69nkm+N1mUMYkP9GOpbvgcvDAgYwCbtGRxugJRL3ool+0ZWwAYUDIKaAmIXJpqr1kSHziBmdF5/ycn0zs7hY6Ib/PcXiaptd9fcAQ3nTakTYOGn505jMmHFzOsKL2dI3ft+EF5PPGxeUETDhcw3lPMu5FSxqTvoMo7dO+DpPhMUkCCpNYaAhH8YZ1+uSk0BSPU+cJE9GibtbJ2Z0uNL2Hyvx41qGoKtgmq94dXl24HYEedn69jWSSFKOf5/8c2VeNbDwxTiyl1qJTXQXPjrVx44qj9Ps6eYH93qdsbqS4HoUhiS3+3QyWkm9uKMz2kqEUEDYh6y/lZ04uE/Id2x1CFEOKAJJkksU+1vlPZEAhTEN6Bgwgr009gS+MWgmoZCir9M/u3WxIH0BRqadN4aK7Zr9+apOx1aThjAY3X1TbWH1yQnnSidTKatvs5Sa15nBqD8tPabFcUJaEsr7NGD0ycb3Tl0T+hyqGRm/YnRqk/ZmjdzRDd87vBwYRyOwmS/CGdd1aW2d9b5XU5qS67ffyuFpTdUedn0YbqNtuTBbNl9QEiepQ5y3fudlHWrdU+lm6t7dBr2JX3VpWzqcrMaEV0w24wcIS6jn/XPstRhX+nTtPISzkOt1OjojEIaDK5/wCQ4tJIbZ1JivvMK8zwkOJMJStYyFupqRyX9g75m97Y38MUQogDlgRJYp9qnUlq8EfI1M2LyMXuDaQN+hOunAUMzhqMW3O3KbeL1xwXJI3IM9dTsi4KvE4NPXahmbKXnaXaWzOpOzg1lXOObHndw4pOoV/jMN5L0/hfOryY28T6Ff/d4/PHtwCXcjuYs3wn1z+7xA4k4oMkq9NZna/99+n4mR9y2d8/a7PdCpLim4qUNQR4euFmfvyfpbzx9Y5djutP763hhv8s7dyLaaWqKch1//4yFviY/97Woqfj+izkg9QU/pGViaa7yM+dktDGuvX6Yt8luakuJo3o+YuPH1aSwWElGQnbcuP+3YoyPHidGtX1x7HD6eD7xYVUl/1vfw9TCCEOWBIkiX2qdSap3h8mK1KDAazC7M+vqCHuOf5ugHaDJE1ViIbyAejvPtHuUueNyyRZTSJal9t1VkJ3u3bWW9qfHr70KB6+9EgA6n1h1uy8mglZ9/PDvo8D8JPPf83Xb9+yR+eOL7drDsr8BCso2lHnT/g+J9VlZyKDkeTvU/wNgdb7bKhooijDQ+9sL2Dwo+zfsuKj01C2mXfyS2t9uxzX9lo/5Q1m5mlPtQ7uan0h6nxhfnFSFmsd35JtqPi3X0z9hp+T68lLyLx+l4OkJb86g79ccUx3D2O37pk6nIcuOTJh2ynDCuyvizM9eJwavvqjiDQPAGCZXgqlS/bnMIUQ4oAlQZJIakNlE797e3W7ZUFLt9by+Efr22xPVm6XGa3hnZQUGo1KAjvPpb//14zMHwm034Eu3ePA0NNp3ngTE4tusbe7HCouTTV/+YfM7mytJy93lhUYqUrHGzd0NSuL8b1nviCsKxyedwT9c4dQ7Etjk8vJ7TveIRwKcu+slWyr2fUFdzx/WEdTFTxOleaQdLezsmll9Wb3Oavld3aKy86sBCPJA5V5ayvtr2ubEwOS9ZVNDC5IoyjDw6j0HbxQWM/T6SqbGs1F+nY3gb6sIUDUgMpYV7o90TpTuKXaBxhs33YjC1wKkwrPJNJwNIaehsep2a/Xpal7tRaX6D5Fceu25aa58To1DD0V/9brMZoG8klKGrz3K3ufUCTK3W+soKKxe7svCiFETyRBkkjqg9XlPDlvY7ulRuc/sZA/vrOmzfa25XZh3NFK7s7PJc85hHD9sfTN6GM/7kqyUv1JQ/KYNtpsqxsNltA7K3Huj9elkeLSOHN4EVMOL+YXkw/p9OuLp6oKitLxhWT3B2u9lm01ZobjxCF5ZKc6Wbf9Boa4StipaXy9+B2eXriZe2et7PB5A+EoHodKmttJY0CCJKt5RVmsRbe1eGxumovC8vm87roLo25b0mNX7ai3v65ubglmDMNgQ4UZJF18bB+m9P4CPRaIr1AbuNfxNKFA+xel0ahhtwy3gre9eW1Wm/rN1c2Mci3mDU+YC7KP4Kox99r7up0q/XLMRiduh9pmfTFx4PjHVcdy3UkD0FQlYaHZYNNwNjtVviz/EoJmOei6ikb+vWgLC9ZXdddwhRCix+o5V4WiRwnG5q6EdlPuE59p0qNGm7vu9f4wjY5K/KrCsRmXgeEgP71lUniyOUCXj+rLtScOtL9v3SAh1aXhdZrtbx+fdjTFmd7Wp+g0h6rQg2IkO5ME8J9rRzO4IJ3cVDdGJJsTi67CUBQq1j0PdK6tdCCi43FqpLk1moISJLXJJPlCuB0q3kAFvRbcSkXaTo5+9ST41yRY8HDCsWVxax/FZ5J21gdoDukMKkjj3KN64Qt9hWJAn/B4Nrhc5GZ9ypDKue2OqcYXsjvj7VWQFHtt/7luNL2yvGyqbGJg9mwM4NqTf5OwVpjboTFhuDkPp1H+XxzQTj+skF9OMRvdeOKCpHDdcWSSxsycbKheB7SU3PpDe17WKYQQB6sedFkoehIrOGrdYjbZfqc++DH/997aNmskgXkR2qCZd9xTFHPdovj5DsnmADk1FWdchql1kJTmcSTcId0XVEXpWZmkuHWWBheYrz871dz26AfmOOtq5/NjbRardjZw2p8+pr5V1q+sPsApf/yIjXEL0AbCsSDJ46B5Dy+G11c0cfi97zD6t+8fkIHWjc8v5ekFm4CWQMLOJDWFzMnvH/yGX2W5ua0wny89Hti6ED76Lfjr7POUNQTt/4fxmSSracPg/DQoW87nej2F0UyaGo8H4M78PPSmxC5jNc0h+t/xFv/37hqOvf/9uOdoP0gyDIMpj8xn6C/f5vB732FlXGYr/rVleJxkueEE33/5KCvI8d7+9M4amJAtcjtUjumX3YF3TxxIvHHzzDI9qWjVI1njdvHEa7O45cWvaAqa/0d8e1l6+/D76zjtTx/v1TmEEKKn6TlXhaJHsTJC7c3HsIQiUTZWNfPIB+uSzrOo84WpdgZwGQrBgHWx3xIkJZsDZM07snhbBUT3nT2Cm08f0vEX0wEOVen2znbx4he1LIhl3rJTzPfNiGQQDWfyVGYhl3peobBhBRsqm1nR6iJ5+fZ6Nlf77LVxwMwQehwK46Jf4G0q3aOxra9oojEQobwhyJqyhj06R3dauKGaL7eY7bUbYiWHVnlbrS/EME8tz256kw9TzDK1xw+5hC8ufIIqIwQrX7PPU1bv57Bis7uYNZcJ4oOkFLbO/wNLvB6KUsZRWZPFlOyH0KIKC9yVULvZPsYKcB75MHGe366CpPKGICt3NHDC4FyC4SivxdZDslivLb15A+caP+LLfvMJofLDE/5o79Mrlk3yODU0VeGF68bwxg0n7PL9EwcOK0jyOFW8To0yX38AymqW8frXO+yS22Q3uDrjoffXsqGyea/PI4QQPYkESSIpK4MUjmWUKhuDBMI622p8CSV28XOWWs9HAihsXEG5I0p+NJWaZvMXck5KXJDUXiZpF+snjR2Uy/CSPV+LKBlNVTq8kOz+EL+opXXHP/59CWy/lArVwXXFhZzvfhtouzaPdYEdf6EdCOvcEv47Z/h+xwPV34fVszs9tvjs0d4ubtsdfKEITcEI2+v81PnM4GZnfcucpFHqPB7KyWJs7rFEGg9lSf1HfG/JTK7t1Qdj5av2ecrqAxxSnI6iwIbKZhpjc4DWVzaR6XWS89VjPFn+KRoKRxeciz+sE/TnodWMYr7XQ/mSp+xzJctiep0aOVufpXnde1C7BVo1UbHe++tOGsgJg3OZu7LM/tmsaQ6xo86Px6nyyke380iuC1+omIat13NY0TD7HH1yzCDJ+jkfOyiXkX2y9ur9FT2Hva6cU8PjVAmHCgFwu8vIp5bmJvMmR1NQZ2e9f6+fb2Nl816fQwghegoJkkRSVktjK1g67oH3OfkPH3HyHz9i9rKd9n7xF+CJmSSDselV/Cn4a9Y73aiOwfbF17CilvK5ZIGJy6HYgcFx/fdPCZBDU3tMZ7t4A/NSE7635qro/gH4t32PModGafZaMmhmfUUTVds+o3LzPADK69tO/ldDdSxPXciVJUVM7tOLNbNvhMbyTo2p+QAOkvSoQSAc5dudjZww80M2xC7qqpqChPUotc0hmrTPiCgKPz7mLkLV4xiSNhal6Wg2aAZflS+BUDO+UISGQITiTC9ZXif//Ww9Lz85me0f38+2siqG5Kfw5KpnmJWexpWHXcXg3F4AbKxqpqb+RKKKwnvrXrMDn2R34CcXbOMxz5uM//RWznh1IrNfn57w+PqKRsAsx5w4oojSWj9vzbmLG/45kvueOpEvlr7Fce61/Mu3gcGRdHZu+QnpytCEZilTDjdLYLNSvrstvw9mVlt3M0jSiIZyUQ1wusr5wnMDQ5fcB8Bf521g7O8+tFvhd1ZxrKve+soD6/NACCF2RYIkkZRVZhfSo3aGqKIxiGHAC4u32vvFX4DHZ5LucjzHC+GbWOXWKHcoeBxD+OG4Qcz72SkMLki397MCk/jMkUszf7EvvONUnv3+6C54dW2Zc5J6VpD0+Z2nMWvGie0+Hvb1IdM3lDczvDzluZdR6x5i+jtXc+q8G6nfsdTOjsT/G+X7vuCFzHSGcQg+Urgn043+3Pnw6UMdHpeVSRpckHbABUnW3Iv44D7D48AwzGxpcfNKFrkbOMKdx6Dsvuj+/kwuuIOG0nNRdSevprhh86f2e1qU4aHWF+aK9L/zUFYZ31//Hy5uupy7G77Hsx6DU7MO4SfH3ma3Zt5U2YQRyicjmMHbagC2LgISmyUMzEtlwY8PZTiPAeBXFcocDn5dt4RlH91r77e+sol0j9kI5cy8au72/pk/lr/GCtVgfpoP+v2b6qK/Uq1pDEn7HqBw4uC8hPfjijH9+PC2cRwp2aODUvy6cm6nBmgooSxKnQrPp6fh9H1AfPMXs01859lB0gH2eSCEELsiQZJIyg6SItE28yIWbqhmnOcdpuc+QHlciUZ8JmmC+iVNipcf5/UnGslioPsMNFWhX25iZsRq3JCf1tLxzukwt5VkeRMWuOxKPW1OEkBhhme369XowXNoVjRm9NX4V9anbHWazR3+/N6N9jybZaX1PPbhOt5bVY6ufAHA0MxpBCqnstLtYkHDenj/Xlj3fpvzl9b6+GB1YqapMRDBpakcWpzRpXeOv9xcw9ryxn12vvUVTXz4bUWb7cOK0rlae5PwrB9yVPq/WOdyceHIH9glj8FIFAwX4cbhfJSSQnjDh/bPRHG6k4sd77KocANpYQeVTg93FuQxrdhNk6py9XE/RVEUuw23NU+otm40yzxuZr/9IEu31tIU1469KMNN5fvX8o+0CF5/LheX3M+PBvyZXNXNtZtfZumXr/HpuirWx9qMR8tX8tjbl/BQ/zJqNI1xOb8ibeuFVDhUmlQH/xj3f2xvHAHAGYcVJrx2RVEY2Koxijh4WHOSvC4NTyyDGAj24uOUNH6Xl8NPCvIYorTMZWu9tlZHWWHWBgmShBAHEQmSRFKhuCApvlbdCiQG5c7itfwGQjvMi25FablLP8BZg9NZw8/7jiHiriNQdg5uNfmFmDUVI74tuFPb//8te9qcpPZ8/8QBCd9fMHw0TZt/RKprLOtdZslUr6YsXjcacNV/BphZkwffXctNz39JpXMjuToUpx9GoO5w0h2pzCgs5P7sQox5v2vzfDPf/pbrn12S0OWwKRgmzeOgX04K22v9RKOda0PeUb98bQW/f/vbfXa+0/9vHje/+HXCNg2da3kdX8m7XB9azJs5AQ5TCzn3kEtxaub6WVZThlDj4TRoKl/u/JzSWj9gkP3FLdT3eotSpxN/1fcoafwDzRtv4pw+P+J3J/2OI4tHAVCQ4U54Xl/d8bijKh/o3/CfF561SxgdRLgw8Ay3GTvJ9uSQGriZNz5P5Q9zAozL/wMRReHxRb/lyn8uZFuNn2HZCo/PuoL/pro5LvUUmjfdwJzlWWwPjELb9D0c1fdx7IAzuHJMPxyqwvhDCvbZ+yl6Pq8rsdwOIFR5JnrU/P9Y4XBwgeM9e/89XVQ2EFsyYmsnFrYWQoieTpZVF0nFd7er87d07jpxcB7flNaxxeHGUBRcVW/h5nw0h9u+C3mqZx335eSwQN1ApHkAetMh7WZprExS/DwJVzcFST1xTlJrvzrrMIozPdz/1moAjuybxcYJP2JbjY/xf/0TqruC7XXD0QY9RmnmXzktxSAzmEqtu5mQCl94nJzOMNI9TjAcjC05hXe3vsV/s9ycXraSMcFGcJvlkIGwzkffVhCJGmyubmZoobm9OaiT6tbISnESNaApFEloWb6v1PvDXf5vMl2bS7TxNd4uaClDG9f/BntOnNuhsiV24RdpHoLLUJnnK4XyeiZ6PuSGwNf4UzO4/Zhb+NfcvmysCBANlXD+4OM5um/LfDq3QyPN7WhpehH1Eqo5mffzPma6/ieGfvZnfugYR73Lx8Npy6nTHPzn1MeY+7WHxz4yO97NW+fm/JIh/FdZzxjtbpbt/A1Dan/Pn1N1Lig6nutG/Z4TvvyIKkKcd1QvXvvKwBc1L4wnjihm/W+Lu/S9FD1PS3c7s3EDQDRUQPPGn6B5t5DS59+UZC7kotoBeAhxysIH4ajXwdO5xjjBWBVBTVyXRyGEOND1+ExSU1MTZ511FqWlZrvihQsXMnXqVCZMmMBDD3V8HoXomIZAmJ/892u215oXhmE9as9tATikKJ2zhqZR5jQvIr3Bz1nqvp7b1edo8JsXgMdrn/OZ18PROafi3/Z9QEnaxQ5aMlPxyYj4gGl/cRwgmSSAFFfLvY00txmc9MlJYVjaKYQqJ9IY7sMvht2BI5TDBoeH97JDlDvTqDIy6Fs9mDOO/jOpsTK+K4ZeT0n0fLSIm39mprHok5ZFTj9dV0VzbJ5Z/FyDxkCENLeTPK2Jkcp6ez2ePfH4R+u59G+LWLi+qs1jTcGIXTK4N9aVN3LTC18lecQgN+sTfl6QRzSUR1okE3conaNLTrL38Dg1tlrzNAwXvY0iPndr+LavxCh4j2bNwbNnvcgVw68iJ8Vlv185SRohWOuD9c9NAaChcgKF+iieyczgxsJU5vVfxKe9l6MrTv555lOMKBzJxBHmAq9OTWH1zgYWlP6Y4dW9WZGqM7rXT3jCu52R7nzuPP1RemWn2M1RfnzKIMBcPFh8d1lBUopLS/iMRU9FbxpGNFDIPbm5XJD+DENyX+HmjB0s/tf0Np0Ud8dqPFLrkyBJCHHw6NFB0jfffMNll13G5s2bAQgEAtx555088cQTzJkzhxUrVjBv3rzuHeRB5s/vrePVr7bbXb9CkSjl9QHS3A6uGtuPs48s4ftDm9nhMC+ydzjCpCpBpitv0dzUSDYN+LSV6IrC1AEXgWHu114m6ai+2Uwb3ZeHLj7S3tZd5XZaD1pMdlfiF9JNdbd8fcvpQzlpiJkR+XrnSFZtvZMfHPEG471/5W8XfMKazfewsuJahhZmku4x/13cSi4p/glEakfzucfDuuUtQdLclWX2nKj4IKkpGGaotpO0xZcyseBPhNd9uMev5YXFW/lsYw1vLd+ZsD0aNWgKRqhpDu312itPLdzMrG92JGwbpGxnduoNvJgb5TB3Abl1v6R884+o3vojcuPmx7kdKpurzZ+Ffrkp+JsHs97lorjubyxMhauKTmBwzlAgcZHknLS2QZK1Plh/u2OhyuQ+t5NdfTf+0mlUKV7qNI3j08ZzbNGxAAwvyWD62H48etlRnHpIAZmpaXxV82PywwpfeD0c4ijm0XP+h0szz33zaYO5cfxghhSmc+P4wbx43Zi9eu/EgS2+3K71wuAlmak0b/0BoVAh1xUX8sfcbNa7XPxZW0Vg4SOdep5A7Ny+kC5rJQkhDho9+qrwpZde4p577qGgwKyjX7ZsGf369aNPnz44HA6mTp3K3Llzd3MW0Rkfr02c2B7SzcYNJVkefn3OCIaXZOJt+opILDP0umMov+JsmhSFvNJ3ucS1gCVeJ4ruZkyvo+zgqN1yO1XhgfMOp2/s7jqwyzWSuooZJO33p90j8UFSurulzO2Mwwp57PKjATP4SPc4uPCYPjxy8Qn0zk4hJ9WFI9Y8w8pANQUjNPjD+BqPxlAUKpXlgJlBfH91OWccVkivLC/rKprQowZV386iX9MS+kTv5NZsjSdyMlm+4CZY9Dh8+RQ0t80I7Yq1Pk/rjJEv7kKroiHYqXPG06MG765MbDyhEuXKrEe5rG8GdZrGNcfcRFFGKtFwFkY4JyHYcTs0u/T0qrH9WV9lNkB4JXcHmmFwxUm/tve1jnNqCulJGm7kxh4vTPfYpU9FGR56pfUh0ng4VZt+jl5xGmMG32QfoygK950zgokjivnX1cfx4g/G8verxlC65RbCm67nqqP+TbY3x97/1EMK+emZ5jpIPz1zGKMH5u7xeycOfJ64xg2tg6SB+Wmgp+IrnU6keQDRcDrBsrNY7nHz668exlj6bIefxx/S7f/zUnInhDhY9Og5SQ888EDC9xUVFeTn59vfFxQUUF7edo2XhoYGGhoaEraVlZV1zSAPEmf83zyOG5DTZjFAs7tdkMJYdy5qNlG65SMAoqEc6lPKeX3ADrY39+Kesuc5Sa3nB55Mwv5+pLqcZKe4qGoKdqhz3LDCdNaUN3ZLud2BlElKjbsAT/Mk/ghnep0UpLupaAxy2iEFCe/l4II0appDODXVPq7WF6IhECEaLCQ75GK1tw4iIZZubaTOF+bM4YXU+kK8+c0Omr99lqUD3sWTbdCsejk9fzwfbV3N77LKCC18gHQ9ylFr5jF50zSev26MPYeptacWbOK+N1ex4beT7QCkdQfF+G5vO+v9CUF0ZyzfXk9VU2KQdbr2OX8tiJITyuP3Z/2e0UWjeXvJ14DZgCR+zSB37P1L9zg458gS7n+rN9m6h3JHgKPIIjO1pRGCFSRlp7jsOU3xsmPn9bo0ijO9bKpqpijTbbcHNyIZ+KrPoCRz1/NBclJdhMKFEIa8dPcu9xXfbdYNFY9TI6S3DpJS+XR9FUY4B//W6+3tqubnzfwPOGLJI1x69JX29jteWcba8kZyUt0c1TeLG8YPBsAwDAIRnaEF5ud3TXOIkixv0vGMuOcdrjmhP7dNGJb0cSGE6El6dJDUWjQaTbj4MAwj6cXIM888w2OPPbY/h3ZA217nZ11FE+uStG8NRaI0BsL0yfZC+Sr4y1i2p6VCfi7+7ZfhKf4fmqecL1JVMqs24lIMtjhT0Ot643aqHNMvi3dWltOR6T7/uW40X22ts1sv708H0pwkbzvldpYHLxrJstI6zjmyV8L2e6cOt+eoDCtMx+vU+HRdVazhhoK3qS9Ls9fRXLqYsgazi97ggnR+fuYhHNc7lR3fzkZX3DQrCscxmp+MmcnrC18j47CnuS/W92Bi3Xy0ptN47avt3D7xkKTjv+/NVYAZoFmlOfFrOYFZ0mdpHUB1RkXs2H9cdSyLN9fwt082cnLqXBapKqnhCxhTbJajHds/hze+3oFhJGY93bGMT36am7w0N8f1z2N91Vgo/IjRAyclPJcVJMVnouLlxkrwUlwahRluM0jK8No3IEYNyOHS4/owqn9O0uNbPw+0BF5CJBM/JynYan5a64WqTxycx1lHFHPHqwaHFXzDv5WdXPLhb1FOvBndkcKLX2wDzBsGYT3KDePN40J6FMOAkiyPHSQlo8dKaB/9cL0ESUKIA8KBces8pqioiMrKSvv7yspKuxQv3vTp0/nggw8S/vznP//Zn0M9oLy7sv0sW0iP4gvq5h3JDebck7UuJ07FQTRQgm/TDMJbzfKge9NGcXfOtRgY6IHeuDSVM4ebE8+Xb29o9zkseWnuNuu47C9aD1wnqT2pscYNLk1NGlCePDSfG08dQp+cxOzLYSUZdsc1r0vjlGH5zPpmh12GU9l4LGFFYcHqV+xmDJleJ4eVZHBt0SreTXNS0jSEyIb7GZT3EzJTnBiRLC7v9ShvnvsmVww4m7lpKVyY+gJzlu/kk7WVbNtFS+Ca5pCdSapqCrVqM95yQZeseUNlY5C6DkwS98UaKQzIT+X8o3uRih+/x8w+57kOtfc7s53/d57Y+2sFJhOHF1FTczpFwau49vjbEvbdXZBklSMZYK+bVJTpsRfi1KMG5x/de7cd/eLPn5sqmSTRvl3NSRrQan2swQVpXHJcH9I9TgodE9jmdHLEthdY8tHdfLW11t6vMWA2VFlf0UQ0atjtv4uzvPRRymmu3k4y8dnhziqrD9ht8oUQYn85oIKkkSNHsmnTJrZs2YKu68yePZuTTz65zX4ZGRn07t074U9RUVE3jPjA8PEaM/CMvzYbq67kP84H0IM+mkMRs6PalgWQXsKqXoczKGsYoAEO8lyD0H39eD+7nIXpm1BxkKUOxqGpnHaIefE5rLBnL1iZl+YmL8lk+57IKqFpXWrXWWccVpiweGSNfwSeqMHCHZ/a2zM8GoQDLFnyVwKqysbasfhDDtLcTtJcDnN9rKBC/8z+nNb/x6RFHHxcvJGBzW/wzNwp3PPiCbwx+wds/OY5iEYx4rpmlTcEMAzoGwvm4oOhxHK7tkHSdf/+kl+9sXK3r9EKklJdDjI8To5QN/K11407mEGOpyVjUxALWlr/H7AySVbThTNHFOHUHEwbfiFuLTFAsfbJbidIsi5Y/SGdIYXp5Ka6yE5x2pmkjl4EepwaKS4NTVXsBhxCJJPhccYylx57jSyr+KJ1Jind40BRFLMst+l4StzmDZV/bnuXj1stwvxtWSMTHprHfxZvJRjWcRNi+s7fMs99K6e/exrM+2ObDnl7ulAtwMVPLuLhD9bt8fFCCLEnDqjfsG63m5kzZzJjxgyCwSDjxo1j4sSJ3T2sA9668kYgsQ33JdpHnKCtpLrqIwKhQZxZ/jfYPofwkdP41vcVpxUcxxexffPT3eysHkdKn3/TyFp+c/wDnFh8JgCZKU4W//I0srw9OwD508Uju3sIHWbNSUpL0hygM0b0ajX3xXCQ68tlkbuCc2vW43GquD+6FxY9wcLsdByZWYSbB8fGoKGqZoOChlhAM39NM/7tl7Gj77/Z1v99XAa4DPiiehFUL+Kuze8x/tQn7aezgp9+uSlsrfFR3hCws19WuZ2itM0k6VGDVTsbOlQeaS1wnOLW0BSFo5U1vO52EWwYREZO4tpOy+6d0OZ4K1NnNV3oleXl45+Np9iaoxfH2ie3nSDJat0eCOtce9IALj62D4qi2HOSGjtxpz0n1UUgHD0g1vYS3cfr0vj4p6eQk2rOk/v+/7d33uFRFV0D/+1ms+m9kBACoYYmvfcqCIgC0qQjRYqo8MInvCAqRSwoUqSoqCAIovQmVVroJdTQQkJ6722z2fn+iHtNIIGErBryzu95eB5yd+/Zc2bOzL0zc+ZM68r0+dqPsMQM3OwsOPffzvxyPoTPD9xR+pNqbrb8cSeG8+OOs3z/m6yJPIn3gw1A3kyJgk7qM6ScXkqm00L+o9nEucxTDKlYGTuVinlnPqdNpD9Yu0L3j8HciuTMvwZJhYXKF4QQgoikDMITM57+ZYlEIjEhz8Ug6ciRv1IMt2zZkp07d/6L2pQt0rL0hOeZqTcjh0FmR3nVzA+AWlG7GaGqTsuwDYR61uGlpBMA1HaprdzjamtBzsNaZIQM45U6jXi1epd8v+Fu9/gLZWnD7m84DPXvwriSZFPCQZKPi81j16JSmqG33U+t4AWcMQsi8mw6Z20s2eXkSh2n+pwUuQMA4wqGg7U5e65FYGluxi7/cGqUa8uoutZ8e/NH+lSawez9ZgxpYcn92A9ZGneB8gFnlN+KSMz1u4rO1riSxLLtx1g58WWstRol3K6Ck9Vj+5VC4tPR6Q0kZ2az/XIYTXycOHo7htebVeRmeDKxaVl09M2dNU/7U461uRlm2anUtTzPOjMzMjKq4mCdv84LOhDXeLBx3tUhr0I2pRv3BxW2T8hKmysrIzsHC40Zbna59WgMvUstRjhR7iBJplqWPB33PAN6d3tLrLVmqFW5SUnc7SyVvs/Yn1Rzt2XLxVBWHbtPcs4Q7PHjrOZX+jiEkp2toqLVVVTqLPY45nBWY8a1P4ZQ0S2LjY5OqDKqEaVK5B0PwaoHB3DOyaGKbw+o8WK+laTlR+4xuk1lbCw0XA9LIiVTT8uqBWdizMjOITtHlGglSiKRSJ6F52KQJPn7uB+Tm6yhvIMl4UmZdFBfYYH5WvbYWPOZswu7Qi8yRXOdUJfWnGw3DM4tBKCZRxMgdwO+q60FoEKfWgcvG+9/yZL/HSw0atQqCkwzXRzyZr7rVNMdnd7AqaAG2LKf8+Yh3Le34EcnJxLUYKU2Y3bL95gQEE5sSha+HvZAbgrykPhk1hy/j1aj5j/davBSw5a81GRyrm/tO8aG0wI3iwHoKn/PissT6edUCQt1KobwNwBXRkV/wgLLXZAIF098S+PO/Un9c9a5ursdARH597MZz2wKic/gnc1XqO/tiH9IIjXcbVm49xaBMWlcmNMFC40Z6To9Wo0ajZkatr1LknU84ERd5wY0quj41DIypigvbHUoL+XsLalXwYEmPk4Fft66am52i2EtKuW77mqrxcHKnDm9ahd0W4G0qeaq7AWRSIqDtYUGa61GWckxJncwTnxUc88NjV60LwCAoU0nsC95BffLX8gnx0FnhW1cHU66XEZloaGZeSW0Zu+x/9Z97Gt+wyjP3EH8b/f3U6PGi/kOnV588A42FhpGt6lMr2UnAQha1LNAfY2HlCeXYE+TRCKRPAtykPQ/jvGF84UKDoQnZdJQe5GXKngSap47u3jWSkuX9HSuVXqN81EX8LDxYF/ffZipzDAOktzypCG2t3p+VmSeV1QqFTZaTYn3JOXlvz1rUc7ekrpzY6lm2Yh1XFI+m9RgEp0qdqKGUw2O/qdGvvuMB60uHlCfPg0r5PusUp7EETFZNemgG8At8y3c8AgFoFbmJ3RSv061iF2k1RmMzY2fcb+7GSwj6Hp2Kx8xjapuNhy/E4MhJwd14BGIuEJUem7YT8afKynGcNFLDxPxD00CwO9eHB1rupOuy8FGawYJwXBjK1vdX0BtyGHbuN5FCvdJ+zNcryhZ5LQaNTsntyn0c3d7ywJfBDVmavznPh7q9yRmFJI5UCJ5GjZas3xnrVka9zha5B8kQe6q6S+XfbBST6B/3RAOBcWhN1gRpatGSpYH3g4ueGZfJMJcTTOvVxnfvgl9vs5ClTEFS69NXIu9xunIc9SAfOF2kHtY9eg2lZ+qr3EFKVmuJEkkkn+Y5ypxg6Tk6PQG3t18hduRuS+W96JT0ahV1PZ0AATmtgHKAAngdxtnUoSW7doYDgQfoGm5pmjUmnwvmHKQ9M9jbWFW4nA7gHL2uXVna6HBRmuG1kxNDevXURtsqGAYwC+9fuHN+m9Sw6lGgfcbEyN0qvl4djhNntN5X65fnvOhzYi6+wGvu82lSsoL3LLQsMxiMVkWrpj1+oJv9S/hHXmQB398yC19ANO1vzIseBaT1VtI/7oFa3ePYsa1lVT3H44NGY/psP50EABajYr913MzNqbp9LiZZ8G28ey0teGWdQL2OY2KvB/CKNv5OUnqIZE8DWutJt8gybiSZOxPKjj9NbkxqrUPOr2BJJ0PvVr8Hw/jXyU8sRs56VUxE7a8VLc8CTHdsdbZUM87dwKgmpstITHWbOy5ER8zW85mRYM+67FwufNB8cQpZ5gJcgz5Ez0YMQ6unjRIytLnMGnjJe5FpxSvMCQSieQJyJWk/zEuBiew7XIYEUkZbBrXkhN3Y6nr5YC9lQYfVST3rLIBLVmx7TGziOKodRDXXD0Ji/oJL1svelXp9ZhMN1sLRrbyITIpk1aFxJVLTMukjtWo4lryjIEbxrRgy8UQ3O0sUKlUuNlZkJ3ujH3MAnwrOlPLpdYT7/9hVFMCY9JwKGRwvGRgA7JzDESnZLHLPxywZEjzjvzxMBy4xn2tOeZ13iQjOYB11nUZrdvHf9xcuWOhZYXYz+UMS1rZZjDY2o0gjRPqHHOOWGcxKfN7VmaMxEGVSpywp5oqHPNkPd52zgyw/I7MQC0YDpCelcNb4ieiwy+wsFIlfKx8eaPaf4pcPsZ9Qs7yPCJJGeH15t5EJ/91wHKzys4Ma1GJ+hUcgdzjEGb1qImvhz11y9tz6WEC1loNL3g54GBljkoFw1v60KWWO3FpOtYc7wRJnbDrkTu4qvrnnqakjGyau9RlV7Yf2aHnSc5wQ6WCUa0qU9Xdho3bd5Gy/yMWm1/BmiySMl4sMH2+cXCUnJldaMKH+9Fp7LkawdnAeC7M7vLY5xKJRPIsyEHS/xiRybkz8E7WWkIT0rkWlsR7L9Wk1b0v6KLdyzBLS9yz63E/5iU0DhfJsgsgzD6TzuX7saTrBwXKtLEw44Pedf5BKyTDW/qYRE41d1tmvvTXQKicvQWRyZmkZOYUaVWwg687HZ5wLuSrDXMPtDWu7NT2tKeiizWullUIB37Q1OVm1knC9q8DLxin+j9izHaAPp1JHsYz0OyxVFtR0zCRC4Fa3Kp8zLqKQfRJ+S/lDJn4ZulJMwM9kK5WM8/ZEUshcFrdiOZZXajEUQZX8kGvghUvLqKifcUil0/6n4kfCjv7SCJ53nh01dfBypx5r9bNd21cu6rK/78e0lj5v7ONFhUwtWvuynLec9As/1yRqvbn+Uv3olNpXuUlNkef4cbd3SRnDsXBypz3X65N0l0/XB0X8XmMJTMt4jETkBJ6E2ffBo/pa1yBys4RZGTnKFki82IMi41NzcJgEKjVqmJl0JNIJJKCkIOkMsaw787SpJIzb3epXuDngTG5e0icbLQc/fPsi14eSVQ4uo77Wg1xmvJU0DcAICfVFyFUqFSCtuW7FvqbBT20JM8nng5W3IxIJjkju8Bsb89KjT/PyTIeLuxh7YV/moaD7rGQHssHLT/gI79P8RfHyBTp6FOr46apz4fdujNh53LSE5sRk+4GQFbo61Qsf4JtDiHA44epajFDn6Pi/6z19DBsZV05V7SWjvzQcUmxBkgAlV1tiEzOxNFahpFKJHlDqyF/pkfLP88Uq/5nW1925C5/3NNjVwPORZ4jyXxg7opzcgRpe8cx182RNDMVx6y90AjB1vNraPprX7rVKcf2y+G0qurCmcA43u36V6hvcoY+3/Pmpa9O4GRtzht59jZdD0/iSEA0f9yOYdvEVsSl6Wgy/xAv1y/PLv9w/N7rRPk/9U7JzKbT4mMs6vsCnWv9OweZSySS0ot8uy1jXAtLUmLMC8KYqCFDl0NQXDpW5mZ43fqOVU7OnPjzpdhBlZtlS+TYYsisgMo8gbqudQuVaWNR+O9Jni/K2Vuy51oEQKEhdM9CFTdbVg1tTLsauRnenKwtIEULaj2dvXrTr0Y/vjl1kzD1LwDo4trx1cgRNKzoxMI2Xkz9xV+RlZRejy4+/VhxYR052S6o1JkYdO6IHCvGdXKghrsz0zaG0bTOavbaRmImVGzuvAJf5ycseRXCyqGNuB6W/FyliJdI/i7mvZL/OZD3nC7jSlJFZ+vc88RuxwA2VMGGs+lh2JpFU1sTh+67t5hpoydLbYOlvjKZmtvoVSoCIrYxKiOFT88MpJ35KSrE7Kdi9hBCIx2Ya7MItcGCrCA7qP/XAfK3/sx8+VrjCvmuXX6YyJWQRO5EpRKTkhtamBvuC1dCEpVB0u3IFGJSsjh9P04OkiQSyWPIQdJzyr3oFLwcrbHKswFXCEFyRvZjWYQAopMzyRGCu38OkpIzstHlGKhll8npu9tZ4e4MgEposVa7ATEAZEb0A3UW9paFhxvZyJWkMoOHQ94kHKat1+51PfLINiczsi8q8wQmdJ8BgK9VNyLSjmLQxNCtehMaVsxNpd23UQVWHwvkdtRfm7Kb+DijO9Tysd9oX6k5dTwdwBBPbefxBER/SBVVh2caIAE4WmtpU931me6VSMoavh52hX5mHCSpVCq61/Xgu5MPAPCwbs1p8TszYhfzgu4eQ9ytCDA3p4HlGE5cKY/KLBXrit8yx0XNfA6xJjmMvR4hbLG1ROPyA+fjv+VXbw0q4M6JEYw+XxnzWuNwqP+q8tt5kzrci05VDqA+ff483l7l8+lpTMZi/C7AvT+PwoDckL3sHAPpuhzK2Vtia6EhMzuHU/di0RsENT3sECI3mcujq+0h8encikimWWVnQhMyqO1pLw98lkieY+Tb7XNIuk5Pz6UnmdK5OpM6VlOup2bpMQhIynj8PImOn/9Bmi4HzZ8ddlJGNinpmUwS6/jYyQ5ncyfisxPQ5lRAY/5XVjJDVu6L7ZNC6vIO1CTPNx4Of4XPuNg8HspmKuwtNehTcmelrf/Mpuhqa0vSlXdQaVKp1TH/rO4bbSoz47erdK/jgX9oYr40xXmp5m6Lg7U55ewtiE3wxDxmItUrN//b7JBI/tcZ0KQCv1wIzRfB8HL98qw99QAhwFK8hqvZcTY6PiTBzApzCweWt/2YOw+8OXH5FkLvSHrIKITXz0x3N9DJJpg/rK2xSvegfKYlqTZheKTbEJZZkz1O59ipjqH11dkM95vBlxZVmJH1rnKGUnV3W+5FpxKZnMmL6rOEBa1D9dAV+ADIffYlpOkUPZVBUvRfg6TZ264Tm5pFYGwa3eqU4+O+9fjmeCCLD94BoE55e26EJ1OjnC0H3m2fryxG/3Ceu9GpdKrpzpGAaBb2eYHXmxcvxFcikZQe5CDpOSQwJo0svYGb4fkP2TQ+KApKlZr25+yZ3iBws7MgOTObEWmrOO54mSCtLbPrz2HW1utUc6+BxvLxmS/rJwyE5EpS2cHD3lL5f4u/MVOhQ549PhZ/DspzkyOYIfQOjw2CBjT1plMtd+wtzcnIzsHiz4Nw1SowCJjezZfXm1XE6c8EC51qurPzSjh6gw+2FpZIJJK/h4/71uO/PWpjlmfFpIG3I+dmdWHKz5d5GJvDhNaLWHTpHezVlmzs/Ruetp6kJkQo3xfZLqQHTWBA1wB+D91AbZdazGu5hFeX+pMapcdCoyZLb0AV1wWt02nOOp3glLsOG9cYBkZ8S1LGJ9hozWjkZiA16ATa9HI0d1/PEns7LAwZ/MfpA+4nd6Cl6g4P42cCVYC/VpDCEjPI0OVgpTUjKC6N6JQs4tN07L8eybxX6rL3eiT1vR1pYb6VyPggbjCKO1Gp+crhXnSKEqlxJSQRgL3XIuQgSSJ5jpFvt88BMSlZ7L4azshWPqhUKmXW6+4jZ0Ik5zl07/tTD3i1gRdONlqS0v8aNLnbmjPH+TDRMZGccz3HERtbRtYZSbsKbchJ0+GodcNMnf/4LK2ZGnOzwo/UsjSXx22VFfIOkmxNcA5TYeQNU7HQ5A7A82aQK2ilyNU2d2VLq1EjhEBrpqa8oyVBcem42mqVARLkJoj4+VwIkHt4pkQi+XswU6vyTXoYcbOzoKq7DTuuhHM/vBLJQf/Hr+90xdM2d5U4b2gvgIOVJQs6/IcFqncxV+fKq+p+H/+QRLydrbkXnYrIsSUrtitZ8a3R2gTj6vYzZ8vd47WwfXygOU+fB0fQGLLItlDRzaE85hnuCG0sqz2ymKLdTIfUNKLvzoWcPWBmzr3oVKy1ZqTrcrgfk0pdLwcikzNJ/POZmZCeza8XQ7kVkcSS1jnMiT8AnjDJYipuhiyCNzbFpv0idgWZkfbncQFVXG0IjM1NkHQ6MI6k+GgcnN2RSCTPH/Lt9jlg2Hdn+XDXTULic9N3GwdJD2LT0OcYlO8ZU6WmZOn5cNdN/rMld7P7vZjcwZSjtTkf+gbTNmYVNjYHOGJjTUeXUUxrMk0Jp7O20DCubRVsLTS0q+H257Unv2TKNKtlB09HSxp4O7JqaOOnf7kE5E0KYVwVesHLAXc7C2p52uPjavPE+1UqFS/WKceIVj684OVAoz/3LxlpVdUVO4u/fFoikfzz1C3vQEqmno1ng2nuXZ3KTn+F0ZbLMyHTwNuRUa19MDdTKwMkgG51ymFnoaF7HQ8aVnRkSufq1PSwA4M1upRaRMT0JVKjoXrSZ7xm2MfJSp141bonb9u2IEZjhoPoTdz9/2Ke6cRSZ0c6V/QiUHUdNg4kIzWJuMRE1jt+Sxf1Rc4FxpGZnYN9Rii+qoeKDgv33uJ9zXpcb45Trq1ztmCxqz29dQFs3NKDK3u/Zv+NSKq521LL07hvS/CuehMWy2pB4LG/r5AlEsnfhnx7KOUIIQiIzB3kJKTrqOhirQySsnMED+PTqfLnuRSPhtkZZ7OM398z3Ie0Ax/SoaIXOSoVOWmVeanRIOCvcDprczNeqODA9Q+7MXPrVeWa5H8DczM12ye1/tt/x76AQVJdLwfO/bfoB0Euf70RAKNaV37sM61GTeda7my/Ev7EUFGJRPL30blWOVSqayRn6umWJ3ELgLvdX4Okz/vXo5r740khJnaoxsQOuftu/0Nu8pWpXWvQ9tMjhMRnUMWuNWHZe/jMOYd5LjbEcgPKwX3AWmPLKzW6sCQ4iKSYl7H2XofIsWC2qwvxsRcYvLo1X2nt+dImlnqa83id/o5U/f/xi3YRGlUWA7PmkWJbhYZpJ8hy92OCkzsalYbkoJEgzDBkO9K58SG+UV3EzW43FYMdqe7mxNiHqxlgbk8D9T0u2AialivP1v3TqD7xwt9WzhKJ5O9BDpJKOcYBEkB8eu6G0/sxqZSztyAqOYs7UalUcbNl26UQ5u++me/euNgovl7+KToXXwaYnyF569vMtzUjR6UlJ8udzKhXlI365mZqtGbqfC+U2j9D7GRiBompybuS9HetRHav68H2K+FPTIkvkUj+PtzsLGhayZnzwfF0q50/GYtW81cgi61F8VLsq/5MwjCoqQ8fHhxASMW1WKrsmNNiOu9tTEZtGca3w3vjYl6RJQeDyEmtTer9aQi9PZaev7LY+Rp3MzV4moXib+mAv6UF6x1gypWPOeBlQ5bKhh2hs8jUVOC2XTRvOrnQxbsTnbxe462bf+0F9r85BIPWnhj3o3xr8QVV4vRkmtnS3iyIG6IyW1x9gPssr1Cdr565FCUSyb+FHCSVcu7kSXscn6pDCEFoQgZv1tFx/sZ9Tt8uR3eXKLRH5rBYfZs7msbcFV7UVT2gvfoq7nHRWMRAkKUZQ5w8yNZY0Kf8W6w7mBsjXaPcX7N3M3vUpEklZ+Xv3g28iE3VKWfbPMqGMc2JTsn8myyXlGVMeVBtYXSs6c749lVo7+v2t/+WRCIpmGkv1uBaWBLu9oUnUCnuWXtfD2nEsTsxNPB2JCe9OulBk+lYqw4DfFtTd3wyR29H09wrdwVqejdfTt2Lxe8+NPVxIjB2JKnZ29jpcgosHahrX4VRtb7g3cPTWep8FwSggtGuvrzoaMOWbA0elg4sbLcIDFpgP3aWGgY3q0hoQjoPUhsQylHuqh25UOkthE9b1hy4CI7e+Hr6QfR97ujSSlCCEonk30IOkkoZQgj0BqEkSjCe9wAQn6YjKSMbp+woJt+eipmZnsSrtnAtlf3urvzhZs2bCScZmZ6OTY6KNXYe7HH0pnyWGaGWOZirNOx4dQd3QrWs4wKuthbY5Nmv8WjYUuNKTjSulH+vR15aV5Pnx0iejX8i2YeFxoyZL9X6239HIpEUTvMqLjSv8uRMmcXNkFrXy4G6Xg4E/RlSbsj0wsXKEYDa5e2pXd5e+e6kjtXIMQj87sfRrLIzi/s3oN1n2egSm+PqeYEZL71BBasKpIUNxcXtNglJjpg7nuem40VuGZLRmmv5svVcrDS5URf2lho8HCyZ1SO3b7kcacPw379kshjFxAo9qOZsy33hRX0bOwxmKRiyXBlZZ2mx7JNIJKUDOUgqZby/4wbng+LZPqk1luZmRCRlYq01Q6c3sGDvLZYfvcckze+YCT33qo7A+d5vrNK/zCXz20Amq5wcWOPoiEElABA5VoRaZlDXpheTWvbE286bEPNYAPo3qfAETSSSvw+Z7EMikbjZWRCTkvXMB67mDdt1LCDD3qPfc7Ayp6KLNbU97bkZAQ1tRtLQvSFCCBwsbImLqofWTE1WZEVsU/tzbEZbNGoNlpq/VsG8na3zJZ3wcfhzr5VZGs42Wlz+zLLpbKMlIycRcux4ECMjLiSS5xE5SCplnA+KJyAyhRVH7zHtRV+ikjPxdLAkMyOdRul+lNMlMExzkLjKvfF5fQlLD09i6ZF72Kjnk5PYmKzYTliW20VOlgfvtH6JXefMuR0XzNB+PWnj5QlAy6oufDeiCR18ZVpSiUQikfw77J3SlvDEjGe+387yr1eYZj7OhX7P3ir3e8Yw368GNeDsg3jaVs+NhlCpVFRxs+Hyw0Ta1XDj2J1onK2tsdU+fhTBkoENlGMLABwtHUCYodKk4Gzz11EETjZa7mbGYW3mlO+wWolE8vzwXA6Sdu3axcqVK9Hr9YwYMYIhQ4b82yqVCINBcD4oniY+zgTGpqHVqFn5x3161vPEIu4WM8QBWuUcxk6b29HGCHuyO3+ExkzN1Bd9WXr0JmpNKtk6V0S2CxmhIwGY2KIHd4OvcCtcl+/cGZVKReda5QpSRSKRSCSSfwQ3Owvc7Cye/sVC0OQ5v69Z5cIHSXlXkgCql7Ojern82fQy/jxw/aW6HlwNTcx3blteHr1PpVKhNtij/nOQZFxJcrHRciYpDifLatyXgySJ5LnkuTsnKSoqii+//JKNGzeyfft2Nm/ezL179/5ttUrEtsthDFxzhs3nQ9DpDfxfx/IM1x7F8vuufBk/ic5pezmnbsjruln0zppHf91cXD0qKff3bpK79G+BK16OuXHTxlO+G1VywsnaHB9X63/eMInkCZSzt5DpuSUSSYlQq3ITMmiecOB5JRcbzNSqJ56/9mpDLwA61XSnejnbAg+0LgytygGVJlVZSXK20VLJ1ZyU7BQqO3mQnec8Q4lE8vzw3K0k+fn50aJFCxwdHQHo1q0b+/fvZ/Lkyf+uYiVg3/UIQLD88G3eNvuNkaf3YkYGdzK9+VA/DKcWw/jmYiIpBr1yT970qX2aWnH0KHw/rBv1XOuTYxDK50OaVaRfI6984QESSWng5P91Qoh/WwuJRPI8c/Oj7pg9ZU9TVTdbrn3wonJoekGMa1uFYS0qYWOhYe3IpqiLsW/SWu1EmiYSZxst5mZqTv1fJ2IzI/gkALrWqMbSl9oXWZZEIik9PHeDpOjoaNzc/krp6+7uztWrV/N9Jzk5meTk5HzXIiMj/xH9QuLTWXnsPvq8M0c5aWQnzSOTQpbcszIZ6hWHWiVIsIe5Dr7E21TjcIgBSKOxfjM6pwTyBiW8f+qs8v+g5CAAKjtUzDd4AlCrVU98MEgk/xbmT5j5lUgkkqJgWcRz0J72HFSrVUq21+JOKtqZOxFnuM6yqwuUwVViViIA7jZucpJSInlOee7eng0GQ77MWEKIxzJl/fjjjyxfvvyfVg3ITdl94m4M+py/psgticfOJZRUs4KX3IW1intmTmTlAGoNNpbmkBOMtb0OgxCEZ2lxczOQrsvB3EyNSgV+4SH5ZDT3bI6zZeEx2RKJRCKRSExPe+/WRAb6cybidL7rVRyq4Ovk+y9pJZFISopKiOcr4GXbtm1cuHCBBQsWALBixQqEEPnC7QpbSRoyZAiHDx+mQgWZ+loikUgkEolEIpEUzHO3ktSqVSuWLVtGfHw8VlZWHDhwgHnz5uX7jr29Pfb29oVIkEgkEolEIpFIJJLCee4GSeXKlePdd99l+PDhZGdn89prr1GvXr1/Wy2JRCKRSCQSiURSRnjuBkkAL7/8Mi+//PK/rYZEIpFIJBKJRCIpg8j0UhKJRCKRSCQSiUSSBzlIkkgkEolEIpFIJJI8yEGSRCKRSCQSiUQikeRBDpIkEolEIpFIJBKJJA/PZeKGZyEnJwfIPS9JIpFIJBKJpKzh4eGBRvM/82onkfyt/M+0pJiYGACGDBnyL2sikUgkEolEYnoOHz5MhQoV/m01JJIygUoIIf5tJf4JMjMzOXr0KO+88w4bNmzAw8Mj3+edO3fm8OHDj91X0PXIyEiGDBlSLDmmlPV3yimNOj1JTmnUSfrAPyunNOokfeCflVMadZI+8M/KKY06/Rs+IFeSJBLT8T/TkiwtLXnhhReA3E6koJmWwmZfCrteXDmmlPV3yymNOhUmpzTqJH3gn5VTGnWSPvDPyimNOkkf+GfllEad/k0fkEgkJUMmbpBIJBKJRCKRSCSSPMhB0p9Mnjy5WNeLK8eUsv4tOVKnkskpjTqVhfIujTpJH5A6SR+QOpVGH5BIJMVA/A8REhIiatSoIUJCQkqFHKnTPytH6vT86lSWbZM6/bNypE7Pr05l2TZTy5JIJCXnf2olyd7ensmTJ2Nvb18q5Eid/lk5UqfnV6eybJvU6Z+VI3V6fnUqy7aZWpZEIik5/zPZ7SQSiUQikUgkEomkKPxPrSRJJBKJRCKRSCQSydOQgySJRCKRSCQSiUQiyYMcJBUBU0UklvXIxrJcTtK2f16WqSirdVca7SptZQSls5xMhbTtn5clkUj+dyhTg6SQkBASExNLLOfChQvMnz+fbdu2AaBSqf5VOUZMZV9ZLqeybBuYxj5T6mRq+3Jyckp0vyl1MqVtERERQMnsMxgMxMfHs2jRohLpYyo5ppZlKkpjOUHZ9QEjJbWvNPulKeoOIDw8vET3SySSf5YyMUjKzMxkxowZjBs3jqlTp7J9+3bS09OB4s8gnTp1innz5uHr68uuXbtYsGABN2/eLLZOppIDprOvLJdTWbYNTGefKXUypay4uDjmzp3LypUruXPnjnK9LNRddnY2L730Eg8ePMDMzOyZZ7XVajUJCQn88MMPnDp1Csh9Gfy35JhSlrFMli9fTmBg4DPpYmqdTFlOZdkHwDT2lUa/BNPVHcCQIUMUfSQSSemnTAySzp49S05ODvv27WPs2LGcPHmSbdu2odfriz2DdO3aNdq1a0f//v1ZuHAhGo2Gw4cPF3v23lRywHT2leVyKsu2gensM6VOppKVmJjIjBkzcHR0xNzcnCVLlrBlyxag+DPApbHuTp8+TWZmJvPnzweefVY7Ozub7du3U7duXWbMmAHkvgz+W3JMKctYJj///DM//PDDM+liap1MWU5l2QfANPaVRr8E09hmMBi4cOECERERfP/99+h0umfSRSKR/LM8t4OkBw8eEB8fD0B6ejppaWkAtGzZktatW3P37l3Onz//VDl79+7l888/Z/v27QCUK1eO7OxskpKS8PDwoEWLFsTGxnLhwoV/RI6p7SvL5VSWbTOVfabUydT2GWd2Q0NDSUlJ4d1332X8+PH06tWLS5cu4efnBzx5Nak01l1gYKAymNLr9Vy8eJHVq1dz8+ZN9u3bl8/2oui0c+dOILccgoKC+Pnnn3Fzc+Orr74Cnh4CZCo5ppZlvN/I6dOn8fb25vjx45w+fbpI95tSJ1PaVpZ9wFT2lVa/NFXdBQQEKOF1arWa69evs3jxYhITE5V+RiKRlG6eu0FSUFAQY8aM4f3332fChAlcvnwZGxsbKlasqITDtG/fHhsbG27fvl3gjI0QAp1Ox0cffcTPP/9M7dq1Wbp0Kdu3b8fW1pb09HTu3r0L5L6QOjg4EBYWptxrajmmtq+sl1NZts0U9plSp7/Dvlu3bjFnzhxWr15NaGgo5cuXx8XFRRmANGnSBB8fH/744w90Ot1jM7elte6M9TZ37lzGjx/PhQsX0Gg0uLq60rZtW/7v//6Pjz76CCh8VrsgnZYsWcKGDRvQarXMmDEDc3NzFi5cyJo1a0hOTi4wBMhUckwtqzAfgNyXymnTpjFy5Ei+/vrrJ862l8ZyKss+YCr7SrNfmqLuIHff6OjRo5k3bx5Tp05l7969ADg6OtK1a1fefPNN1q1bp0yASSSS0stzN0hasWIFTZo0Yf369bRv354ffviBmjVrkpyczPXr10lLS8PZ2ZnKlStz8eJFtFrtYzJUKhVCCGJjY/noo4/o0aMH06ZNY9OmTXTt2hWVSsXly5eJjIxEq9VSuXJljh49qtxrajmmtq+sl1NZts0U9plSJ1Pbt2/fPmbNmkW9evV4+PAhK1asIDAwkBo1anDp0iVycnJwd3endu3aZGdnKxumn4e6y1tvHTt2ZPXq1QAMHToUtVrNq6++iqur6xNntQvSafr06Ur4obe3N3q9ntq1a9OlSxdmz54NPD6zbSo5ppb1qA8EBwfz5ZdfEh8fT9++fWnatCkjR44kNTX1ibPtpbGcoOz6gKnsK81+aYq6A/jxxx9p0KABGzZsoH///uzfv5+0tDReffVVtFotXbp0wcvLi7Vr1xZazhKJpHTwXAySkpKSAEhNTQWgWbNmAAwaNIirV69iY2NDs2bNuHnzphKi06FDB9LS0pQQJYD169ezb98+goKCSEtLo2LFilhZWQG5Haq9vT0AXbp0ITIyUunEYmJiaNSokdK5mkqOqe0ry+VUlm0zlX2m1MnU9hkJCAige/fu9O/fn/fee48bN27g5ORE3bp1CQ0N5eTJkwA0aNCAy5cv55uxLY11V1i9DRgwgPv37xMREYFKpSI7OxuATz/9lG+++YakpCTMzMyKZJuXlxceHh4YDAaEEEqZLFy4kAMHDuDv76/IMpUcU8t6kg/cvXuXqKgoHBwclBfPSZMmsWHDhsdm20tjOZVlHzCVfaXVL01VdzExMcrKp06no2rVqgC8/PLLXLp0SZnsMcqZMWMG+/fvf+ZkMBKJ5J+hVA+Szp07R+/evZk7dy4ffPABVlZWdOvWDR8fHwCuX7+Om5sbNjY2vPTSS9SuXZtvvvmGlStXMnr0aBo1aoSlpSUJCQlMnjyZ48ePExISwrhx40hOTmbw4MG4ubkBcPToUWxtbQFo27YtAwcOJD4+njfeeINjx47Rp08fkpKSSiynb9++SsdtCvusrKzKdDmVZdtM4QMNGzYkMzPTJDqpVCqTlFNe+w4dOsTy5cuVwY+Hhwe1a9dGp9Ph4OCAg4MDAI0bN6Zy5cqsW7eOBw8ecPfuXdzc3DAzMyuVdVeUenN3d8fT0xMAc3NzDAYDtWrVonnz5qxfvx4hRJFts7GxQa1Wo1KpUKvV6PV6bGxs+PTTT3FyciI+Pr7EcpydnTEYDCbRydnZWQlrMvqAMavXoz7g6OioDDyNL55dunTB3t6eFStWlMpyEkKUWR8w1ltJ7Vu3bp3JfMnUfmmKugO4dOkS3bt3Z+7cubzzzjukpqbSs2dPWrRogRCCu3fv4u7uToUKFfLJqVq1Kk2bNuXYsWNIJJJSjCilpKenizFjxojff/9d6PV6MWrUKPHZZ5+JpKQk5Ttr1qwRn3zyifK3wWAQ/v7+Yu3ateLgwYPK9cjISDFx4kRhMBiEEEIsXrxYvP322yIyMlL5rT59+ojz588LIYSIiYkRmZmZIjs7W4SHh5tcjintK8vlVJZtM6V9ptTJVLIMBoP4/vvvRZ8+fcSmTZvESy+9JH7++Wdx7949odfrhRBC3Lt3T3Ts2FFER0cLIYTIzs4Wq1atEu+8847o1auXOHLkSKmsu2etN+Pv5uTkPLNO0dHRIjk5WTyKqeSYUlZxfCA2Nla5z1g+QUFBws/Pr1SWU1n3AVPZVxr90lS26XQ6MXXqVLFnzx4hhBBTp04VixYtErdv31bu+/XXX8V///tf5W+j3+eVI5FISi+laiVJr9eTnp6OwWAgIyMDOzs7atSogZmZGQsWLODSpUtcvHgRg8FAeno6R44coUePHuh0OpYvX46/vz/16tVj6NCh3L9/n2PHjhEREUFqaioajYbo6GgApkyZQlpamjKzGRYWhoeHBw0bNmTx4sWMHj2akJAQhBDs3LmzxHI0Gg2enp4ms2/YsGG0atWqTJaTm5ub9IGn2FerVi10Oh3m5uYl1snV1ZXVq1ebzD4jKpWKu3fvMmnSJAYOHMi8efPw8/Pjzp07ymrBrl27aNasGW5ubuh0OkJCQhg/fjzvv/8+vXr1Qq1Wl5q6K6lfXr16VQnb+eabb55ZpzfeeIPo6Giys7NLVG9GOYBJZeWlOD7g4uJCdnY29+/fR61Wk52dzf79+9HpdKWmnEradkuzD5jKPr1ez+rVqzlx4kSp8ktT1Z1erycxMZHs7Gw0Gg3Z2dk4OjoC8N577xETE8OlS5eUM+z27dtH9+7d0ev1LF26lCNHjiirpiVJuS6RSP4ZSk0r/e233+jbty/z5s3j888/x9nZmbi4OJKTkwHw9PSkY8eObN++HbVaTXx8PCkpKVy+fJkRI0YQFhZG9erVuXjxIq+99hoPHjzgzJkzjBs3jqpVqxIVFcX169cB0Gg09OnTh19++QWA+Ph4jhw5Qp8+fUhLS+PHH38kKSnJJHKqVatmUvvKcjmVZdtM5QNpaWkm08lU5WS0b8uWLfz4449K+mZra2vS0tLQ6XQ0btyYevXqcfHiRYKDgwGIiopi6NCh7N27l1dffZWLFy9y8eJFRo4cWarqrqT1FhoaalK/TExMNImcqlWrmkwn4x6MkvjAK6+8wpUrV0plOZVlHzBF3xQaGmqyvsnUfmmqutu2bRu9e/dm/vz5zJw5E5VKhY2NDampqeh0Otzc3GjTpg3+/v7Ex8eTmJhIcHAw165dY/jw4URERNCyZUs5OJJInif+3YUsITIzM8XFixfF66+/Lm7cuCGioqJE8+bNRUBAgPj666/FO++8oyxL5+TkiI4dO4orV66Iq1evCl9fX/HWW2+J69evi4iICOHv7y9++uknsWnTJkV+7969xZUrV8Svv/4qhgwZkm/5vXv37uL69eti165dYvjw4eLOnTsmk2Nq+8pyOZVl20xl3x9//GEynUxtX3Jyshg3bpwYN26c2LRpk6hbt664d++eWL16tfj4449FTEyMECI3/GX8+PHi9OnTQgghWrZsKdq0aSMmTpxoMvukX0ofkD4g+yZT1l1qaqq4d++eGDhwoBJK17JlS3HmzBmxdetW8Z///EeEhIQIIXLD6fr37y+OHTsmoqKiRIMGDcSbb74pbty4ISQSyfPHvzqlceHCBbZu3cr+/fuVTenu7u507dqVa9euMWLECO7cucORI0fIyspCrVbTpk0bMjIy8Pb2ZtmyZSxdupSaNWty5MgREhISuH79upKdKjMzE1dXVywtLenXrx8WFhasW7eO0NBQEhISqFKlCpUqVaJnz578+OOPVKlSpURyevXqxY8//kj16tVNal9GRkaJ5CxfvpylS5dSo0YNk9hninL64YcfqFatWonLyGhbSX3AlLaZygcqVKjA8uXL+fLLLwkLCytxeVevXp2cnByT2afT6di3bx/R0dE4Ozvz9ddfM3DgQIYMGcL333/PgAEDuHnzppK23M3NDQ8PDw4dOkRKSgp169blgw8+YOnSpSW2z9R1Vxb9sjT7wJIlS0ziAz4+PqXOB6pXr24SnSpVqiT7pn+47jQaDcuXL+fIkSO0bduWGjVqANCnTx/8/Pzo2bMnycnJ+Pn5ERMTg5mZGfXr1yc5ORlra2tWrFjBypUrqV27donelSQSyb/DvzpICg4OxtLSkt69e+Pk5KRcDwgIwN3dHWtra8aPH8+uXbv4+uuvWbFiBRcvXsTb2xtHR0e6dOkC5GZEMjMzw9/fn4ULF1KnTh0AIiMjCQ8PV+Lfp0+fTmZmJh999BEjRoygZs2a2NraKtl8TCXHSEhISIns69SpEwAPHz4skZzs7Gzi4uIwNzfH3Nz8me0zpjg1MzNDrVaXqJyMh4QGBQWVyLZ27dqZRKesrCyT2WYqH3dycqJLly4m8UvjuT6m9PHQ0FCCg4M5ffo07u7uSvrmcuXK4ezsjKOjIx06dODw4cMcOHBAua9JkybY2dmxfPlyOnfuXCrrrqRttzT7ZWnygT59+tCgQYMS90379u0zSR+X17aSPp8uXrxIQEAAWq0WjUbzzDp98sknJpFjyr7J3t5e6ZvUajVXrlx5Zp3yZjYsqSwjJX1mGt8tUlJSqFKlCs2bN8fX11eRc/PmTapVq4ZWq2Xo0KFcu3aNTz75hOXLl3Ps2DFq1aqFra0trVq1QiKRPMf8k8tWv//+u9izZ48IDAwUQggRFRUlBg8enG/pPCgoSAwYMEAkJiYq1wICAsTy5cvFggULREREhNi+fbsYMmSIWLRokdi1a5fyvfHjxyuyhRBiw4YNYty4ccrfmZmZQgghbty4IeLi4kwmx8jJkyfFt99+q/wdGxv7TPbt2LFDTJ48WVy8eLFEcrZt2yb69esnPv30U5GSkvLM9u3du1f06dNHTJ06VSxbtqxE5XT48GHRtGlT8cUXXwghcjOIPYtte/bsEa+99pp4//33xXfffffMOplKjpGDBw+KQ4cOieDgYCHEs/n4unXrxKBBg8Snn36qZE4SQohx48YVW6cdO3aYTJYQIp/OISEhYs6cOSIzM1M8fPhQZGVlKbKN7UCv14s9e/aIiRMnioEDB4oJEyaIzZs3iwEDBoj3339frFix4pl12rlzp0nkCCHEzZs3xc2bN5XvPGubM5VOprTN1P3cgwcPlP8/fPjwmXzg559/NknfZKo+Tggh9u7dK3bu3CkCAgKEELmhgc/iA7t37xZDhgwRvr6+4tChQ8+sk6nkGNm/f7/YvXu3Un/P2jcNHjxYfPzxxyX2y507d5pM1qFDh8SpU6eUDHXP+m5x9epVcerUKeXzuLg4MWLECBEfH5/v2sCBA0VYWJhyLSoqSmzYsEF88cUXIiIiQkgkkrLBP7KSZDxnZOPGjVy7do3/+7//48aNG7i7u9O2bVvlDBWA/fv3U6FCBRwcHDh37hy//PILvr6+TJo0iVmzZhEYGMimTZuYNGkSbm5unDx5kvj4eHJycmjTpg2RkZGKrKtXrzJo0CDCwsIYNGgQy5cvB6B27doEBASYRI6zs7PyvfPnz/PZZ5+RkpICgIuLCx06dCiyfcOGDWPKlCkcPXqUKVOm0KhRI0VOu3btiiRn4sSJzJgxgwMHDrBq1SqWLFnC5MmT0Wg0ykpQy5Yti2xfQkIC69evZ+bMmYwZM4YXXngBvV6PXq+ndevWRZYTEhLChAkTWL9+PeXKlaNFixYAuLq6FquMZs2aRWxsLN9//z3Tp0+nY8eOnDx5kqCgIIQQxdIpPDzcJHKcnZ0VH9+wYQM3btzg7bff5sKFC7i7uxe57iZNmkSfPn3YsWMHU6dO5YUXXmDdunVs27at2PXm7OzMrVu3WLduXYllGWdid+zYwZIlS5R7jGd//Pbbb3h7e6PVagkJCSEoKIjBgwcDuYc19ujRg/nz5/PZZ58xbNgwduzYwfTp0+nbty9Hjhzhjz/+AChWu7t9+zabNm0qsRxnZ2eysrL48ssvOXz4sHLYY3Hb7qxZs3jw4IFJdDKlbX5+fibt586ePUufPn2UrGHe3t5F9oF58+axaNEiWrRowQ8//PDMfZMQgho1arB7926T9HEWFhZMnTqVn3/+mfPnz/PDDz8QHx+Pm5tbkX1g4sSJvPHGG0ybNo1du3YxdepU2rdvr2R81Ov1tG3btki2ubi48NZbb5VITt56S05OZsKECWzcuJGrV68yb948AgMDcXd3p3379kX28U6dOrFz506mTp3KgAED2L59Oz/88MMz+eWZM2eUvqkksszNzRk3bhxr165lz549zJ07l1u3buHu7k7r1q2L1X49PDxYv349O3fuVPzI2dmZli1bKv0mwPHjx7GxsaF8+fJcuHCBtWvX4u7uzuuvv867776Lh4cHEomkbKD5J34kICCAypUrM3v2bCD31OpDhw5Rp04d3NzclNOyARITE6lYsSJLly7ljz/+YPDgwUq6Y5VKxc6dO3n55Zdp2bIlcXFxnDt3Do1Gg5mZGenp6UrnFhsbS1BQkHIY4ZAhQ+jVq5fyOyWR07dv3wLtND7g3nvvPVasWIFOp8PZ2fmp9gEYDAYuXrxI1apVmTZtGnv27OHkyZPUqFGD1q1bKzHZRSknjUaDVqulV69e/Prrrxw5cgQfHx9sbW1ZuHAhWVlZRS4nf39/atasSdOmTYmLiyM0NJT4+Hjc3d3JyMgoUjnFxMSwaNEiXnnlFQYNGsSnn37KgwcPaNmyJTk5OUUqo7w+EBwcTP369WnWrBk3btxAq9ViZ2eHSqV6qk55bSuJnEd9IDAwEA8PDxYsWADkpj+eNWsWO3fufGrdDRgwQPGfgIAAWrduTdOmTQHQarXMnDmTPn36oNPpnqqTXq9Ho9Eo7a4ksowY0xb/+uuvZGRk4Ofnp4SRDBw4kAMHDqDT6dBqtdy4cYPmzZtjbW3NzJkzefjwIcuWLcPZ2RknJye++eYbunXrRpMmTdDpdFSvXl3JMpWUlIRery9Up969eys67du375nlPFp358+fx9/fH3t7e06ePEnHjh3R6/XF9sv9+/fTtWvXZ9Ipr1+WRE7fvn2VuoCS93MiT6gmQEREBBkZGWzZsoVJkyYBMGDAAA4ePPhEH1i6dCkuLi7KC3JJ+iaVSlXiPi6vDyQlJaFSqVi3bh2QO6lnPMDU2dm5yP2ujY0NI0aM4MUXXwTA3t6etLQ0IDcTW0JCwlN9wJgxrSRyHvXvxMREHB0dWblyJUIIZs6ciaWlJQaDARcXlyfa179/fyC3bzp58iRt27alSZMmAPTu3ZtVq1bRs2dPJYNhUf2ypLLy6uvq6sqaNWvQ6/WsWbOGmTNnsn37dsqVK/fUutPr9ZiZmaFSqbhy5QoXLlygZs2abN26lUGDBgHQoEEDgoKCFP3Dw8MpV64cy5Yt4+jRo8ozXCKRlD3+tpWkQ4cOKWlejelBjURHRyuzLWq1WpntyczMZN++fWzatAmAzZs3Exsby+TJk/npp5+IjY1lypQp9O7dm6ioKJYtW0ZaWhoTJkzgu+++o02bNmzevBkABwcHwsPDad26NZs3byYqKorJkyezfv36EskxdtCHDh3i4cOHSgx+amoqWVlZbNiwgZMnT3L//n20Wi0WFhbKqdoF2efk5ERwcDBqtRofHx/i4uKYOXMmERERpKWlsWjRIg4dOkSFChWU2eQnldOGDRsIDQ2ldevW7N+/n6ysLHbs2MG7777Lw4cP+frrr2nVqtVTy+mnn34iMjISLy8vTpw4weXLl3nrrbfYu3cv06dP54cffnhqORl9wM3NjZ9//plBgwah0+l4+PAhVapUAXLj0DUaTZF8YMOGDYSFheHr60twcDCjR49mwoQJCCGYNGkSK1as4IUXXlBSwj7JtpLIyesDRh9/8OABN27cUHy8bt26xMbGcujQIdzc3Aqtu9mzZxMbG0t4eDgqlQpHR0d27typyOnUqRNVq1ZlzZo1tGzZ8onlffXqVVatWkV4eDhAiWRB7qnzxpfz27dvY2lpSffu3dmzZw8ZGRkAypkjxv0CwcHB7Nu3jz59+uDu7s60adPYuHEjoaGhAHTr1k1ZmdJqtdy9excXFxcAatasyZYtWwrUqVq1aqxatarEcox++fDhQ2XVKDo6WtnbcOnSJWJjY9FoNMXumwYMGKCcmVIcnR7tm55VTt++fVm5cqVJ+znjfhEj1tbWjBo1iu3btyv+npWVhZ2dnZLa+FEfaNmyJTNnzuSnn34yWd9UEjl5fQDg7t27PHjwAIBvv/2W6dOns2LFCm7evImXl1eR+l2jjxsHNnq9nlu3bintoqg+YOy/n1XOo88nyE2z/vDhQ/bv38/SpUs5cOAAv/76K5cuXcLNzY0TJ04UaF+nTp04evQo69evJy4ujsaNG7N7925lgObk5ISLiwu//vqr8vtF9cuSyLp+/TpJSUlA7t6gwMBAIPddYuLEiSQkJLBv376n1p2vry+rVq0iIiICyB2QvfTSS/Tq1YuLFy8SFhYGQHp6OkFBQWi1WnQ6HcePH+fgwYOKHONAUiKRlEFMHb93584d0b17dzFmzBjx1ltviWXLlinx6unp6SInJ0cMHjz4sdh4Yxz4li1bRFBQkBBCiM2bN4vRo0eLCxcuiM8//1yMHTtW3L9/XwghREZGhhKDfuvWLdGsWTORkJAg5s2bJ65duyaEEMrnppLzqH1vv/22WLJkiRIj/dZbbwkhhPjxxx9FixYtxLRp00R6eroYP368kjrUaF9eOVOmTFH2+rz11lti0aJFyu8dP35cdOrUSQghxKRJk8StW7eeWk5jxowR8fHx4quvvsq3DyUwMFB0795dpKSkiA8//FBcv379ieU0ZswYERAQIGbPni2GDh2q2HDr1i3RqFEjERcXV2A5FVRGxr0KQggxa9YsZU9SXh94tIwK0yk8PFwIIcTs2bOFn5+fEEKI4OBg0bhxYxEZGSkWLFjwVB94VjmP2mf08cTERNG9e3exZMkSsWPHDjF37lyxatUq0bFjxwLrzuh/q1evFm3atFFOfxdCiMGDB4s1a9Yov3fjxg3Rp0+fQustOzvbZLKMXL58WQwcOFApl/Pnz4sdO3aIixcvivfee09s3rxZCJG7d2f06NHKqfdz5swRb7zxhnj48OFjOuU9qV4IIe7duyf69euXL95/7ty5wt/fX9GpINueRc6j9fb222+Lr776SmRnZ4tr164JnU4nzp49K+bMmSO2bt2qyCmqX44dOzbfXp2i6mQqOYXJetZ+7sCBA+L1118X8+fPF7t371auv//++8Lf319899134u233xZXrlwRd+/eLdAHwsPD/9a+6VnkFNR2U1NTRf/+/cWcOXPEokWLxIULF8Tq1atFu3bthBC5ffLT+t3Fixc/VneffvqpWL16tcjLnDlznmhbSeQ8al/e58rBgwfF+PHjxcCBA8XVq1fFTz/9JDp16iSSk5MLtK8gXwoPDxdvv/22mDRpkujZs6f44osvxJUrV0Tnzp1FSkqK+OCDDwrUyZSyHu2XhBCiQ4cO4uDBg8rfhw4dEr169RJCFPzMfLRPOXDggOI76enpIigoSMybNy/f/tsRI0YobW7v3r2KD0gkkrKNyVaS4uPjSU1N5datW7z22mt88803jB8/nuDgYJYuXYq3tzdWVlYEBgaSkZFBjx49gNwl8Hbt2hEbGwvAyy+/jJ+fH1FRUZw9e5YxY8bQuHFjxo8fj6+vL1988QWQuwJha2sLQJUqVWjXrh0PHz6kdu3alC9fnqysLHbt2lViOQC2trYF2jd27FhCQ0OVGGlzc3NCQ0Px9/cnKysLa2trrKysqFOnDnFxcUDu7JyLi0s+OePGjSMwMJBvv/2WefPmKTNTOp2Oli1bUqlSJS5dukT9+vVJSEh4ajlVq1aNhQsXMmXKFKWcjbY2aNCAmJgY6tSpg6en5xPLqVatWnzxxRd07tyZ8+fPY2dnB+TOZLZv357AwEDq1KmjlJNOpyuwjMLCwvjqq6+A3Jnpxo0bo1aryczMVK41atRIKaMn2VajRg0+/vhjAM6dO6esSFWsWJE2bdpw48YNatWq9VQfKI6cJ/nA+PHjefDgAb/99hvffPMN5ubmHDx4kHbt2jF+/Hi8vLy4fPmyUndZWVno9Xrs7OzQ6/XcuXMHX19frl+/zt27dwGU2fLU1FQgN9ymVq1aREdHK/UmhECj0bBp0yYl/OZZZRntS0hIUPzrjz/+4M6dO5w7d47o6GiaNGlC7969adiwIY0aNeLcuXOEhITg4uJCgwYN2Lp1KwAzZsygS5cuWFpaPqbTvXv3AJRwwD179lC5cmWcnJy4ffu2srpRvnx5MjMz2b17d4G2FVWOl5fXE/3SGAZWt25dzM3NadSoERUrVuTWrVvcv38fgPr16xMXF4cQgl69ej3RLz///HOlre3evbtQnZ7ml0WVY+xzfv75Z5P1c3q9nvDwcFatWsWbb75J8+bN+eWXX5T9Iu7u7lSsWJEWLVpw4sQJpkyZQrVq1WjUqBG//fab4gOdO3dGrVb/bX1TceQU5gPjx48nKCiI5cuXM3r0aPbv30+fPn1o3Lgx48aNw9PTk71799KwYcOn9rvjxo3LV3dCCOzs7LCwsFBW4+Li4mjUqBEeHh5kZmYWaFtx5ORtuwX1TePGjePBgwcsXryYLl264OrqyoIFC3jhhRcYMmQIrq6u7N69myZNmhAfH09mZibZ2dlYWlo+Vt5Vq1Zl6dKlLFmyhPfee4+FCxfy7rvv4ubmRsOGDYmNjaVu3bqKTk/yy+LKys7OfqxfunDhgrJS9uabb/L1118rPtC8eXM8PT3z9bvG9nv69OnH+hR/f3/u3btH5cqVsbKyokKFCjRp0oSgoCAuXboEoDzvAF566SUqVaqERCIp+5RokCTypNxcvHgx9+/f5969e0roQs2aNRk1ahSHDh1Srh05coRWrVqhVqtZsGAB7733Hg0bNqR169YAWFhY4OfnR0hICLVq1VKW3W1tbRk6dCjh4eGcOHGCoKAgFi5cSGxsLJ9//jmZmZnUrVuXvn374uzsbBI5eVOHPsm+AwcOcPv2bcLDwxk1ahRt27Zl6dKlSrhWr169aNmy5RPlvPHGG2zZsoW4uDjc3d05deoUWq2WsLAwbG1tqVOnDl27dlXkPMm+kSNHcv/+fY4dO8apU6d47733iImJYe3atWRmZlK5cmX69ev31HIaMmQIMTEx6PV6+vfvz5w5c7h9+zbz588nNjaWevXq8eqrryqbuguzbeTIkRw6dIjAwEDUajVqtZrIyEglPl2tVtOlS5d8tp06dapAnYYPH05QUBBXr16lbdu2yp6Hjz/+mPj4eFq2bEmfPn2ealtR5RTFB0aPHs2mTZvQ6/VMnDiRWbNm0alTJ+7fv4+Dg0O+urOwsOD06dOcP3+ezMxMateuzbvvvkt4eDj+/v6kp6fTqlUrWrZsybRp05SNwYmJiVSpUoV+/frh6OiISqXC0tKyxLKMdSeE4PPPP+fq1auKve+++y4xMTFcvHhRaesqlYpGjRrh5ubG9u3bAWjVqpWyR8nGxgY/P78Cdbp8+TKZmZnKHpfk5GTq1KnDypUrmTlzppI627iHqyRyunTpgouLi2JXYfX2+++/K9c0Gg1t2rQhOzubQ4cOAdC9e3caN26slHdhfjls2DDCw8OV0NqkpKRCdXqSXxZHjin7S8hNynDw4EGuX79O/fr1adu2LV26dOHtt99myZIl6PV6/P39eeedd5g3bx6dO3fGzc0NgBYtWih9uI2NTaHlZKq+qShy8tpWUNv19fVl9OjRHDlyBHt7e3x8fNi/fz8ACQkJuLq60qhRIzp27Fikfjdv3alUKipVqsTvv/+uhCG6uLjQu3dvZR9QSeTk7XeFEE98rhw4cID4+HiSkpLYu3cvkBtC5u3tTfPmzWndujWtWrV6ok4jR44kICCAEydOYG9vz6VLl4iKimLlypWYmZnh4+OTrz95Uh9eHFmF9UtRUVHcuHEDIQQDBw7E3NxcmRBITk5Gq9VSs2ZNunbtmq/9FtSnREZGcvHiRWXSzjjQ9vb2VsIae/fuzauvvopEIvnfwmSDpGbNmrFz505eeeUVrl+/TlRUFGZmZtSuXZtu3brx/fffA7mbyc+dO8eAAQMQQvDFF18QFhbG7du3lX0OQ4YMYf/+/XTo0IG4uDguX74M/PWQOX36NJUqVVL27+j1ej755BNOnTrFgwcPSE9PB+D1119/JjnGh1FeCrOvVq1adO/enZUrV/LOO++wY8cOXn31Vdq0acOMGTPQ6XRUrlxZkdO8efMC5dSpU4du3bqxYcMGkpOTmT59Oh999BFvvvkmVapUwdzcnJycHGVDK8CwYcOeaN/Zs2dp0qQJOTk5zJw5E4PBwIIFC7h//36R5Dg7O9O7d28uX77M+++/T7169Vi9ejUAK1euRKvV5tuz8DQfMM5G9+jRg3379nH27Fnl3qCgIO7cuaPsXXuSD/Tp04cDBw4wY8YMqlSpwsKFC8nJyWHlypVcuXKFkJAQZa/Ys8oxbtjPu2n9aXW3fv16srKymDx5Mh988AETJ06kZs2anDhxgpiYGEXO0KFDuXTpkvJCVKdOHVq0aMHVq1e5efMmAPPmzaNjx45s2rQJlUrFZ599BsCPP/7IihUrlJXXksiC3MQciYmJqFQqWrdurZxl06BBA4YNG0aFChW4dOmSsnoDuSsRtWrV4s6dO0RGRpKQkICFhQWpqamoVCqGDBlSqE63bt0CcvsOY3aytLQ01q9fD0C/fv2UOho2bNgzyenXrx/btm3D398flUpFy5YtC/XLF198kR9//FGxrWbNmtSoUYMKFSoghODSpUv5dBo+fPgT25yfnx+Qm1gir04ODg7F6uMKk9OvX78it9/i9nNhYWHcuXOHOnXqsGfPHuV6o0aNaNGiBXPnzqVbt27UqlWLtWvX8umnn2IwGDh9+jRJSUlYWVmRlpam+MCz9E2nT58ucvt9kpyitF2NRqP030ePHmX+/Pns3LmT999/n+HDh+Pp6Ymbmxv379/n/PnzRS5v4x6fl156ibCwMC5cuFBg231WOUbytt0WLVoU6uOdO3fm22+/ZcqUKWzYsIEPPviAQYMG4ejoyLFjx9i7d2+RdHrllVfw8/PDxsaGBw8eMGfOHADef/99IHcfVEBAgLJqPXTo0GeWlbf9FtYvXbx4kTt37gCwcOFCLl++zMyZMxk7diw+Pj5YWFhw8eLFYvcpAB4eHjRu3JjmzZsrCS4kEsn/Hs+U3e7EiRP89NNPuLi48OKLL9KhQwfatWvHgwcP0Ov1NG/enLVr1yoP5IYNG3Lo0CFycnLIyMhAq9Uyf/58DAYDQ4YMwcnJCUtLS1q0aMHgwYNxc3OjQoUK2NjY0KpVK7799ltWrFiBRqPB3NwcS0tLtFotixcvJiMjg+DgYAYPHoynpye2tra4uroyceJEKlasiKenZ5HlGF+Mjx07xrZt2/Dx8aFx48a0bduWTp06ERgY+Jh9OTk5ypJ+gwYNsLCwULLgVK5cmffee49q1arRq1cvKlasSIcOHbh//36h5XTw4EHKly/PDz/8wMOHDxk4cCC+vr5cunSJ+fPn88knnygnpjs6Oj61nCwsLPjss88U+y5fvsy8efOKJMd4MKOFhQXm5uZMmTJFse3YsWP88ssveHl50aZNG9q1a0fHjh0LLCOjbUeOHFEyRy1cuJDy5csTEBDArFmzcHJywsrKiqpVqzJ+/HjKly+Pl5dXgbZptVrl3+zZs8nMzFRSDru5uSGEYMSIEbRv3x4XF5dCy6ggOcZsSH/88Qc7d+6kcuXK9OjRg6pVq9K2bdtC7WvUqBEHDx7EwsKCzz//nAcPHjBo0CDKlSvHm2++iYeHh5JlzsHBgfLlyytZpyB3tfHq1av4+/tTsWJF3N3dGTRoEH379kWr1XLhwgU+++wzKlasyJQpU3B1dQVyNzx7eHgUS5axDS9fvpwXXniBt99+G8hdDQgICCAyMpIOHToAueFFS5Ys4cqVK3h7e2NpaYlKpaJNmzZUrlyZt956S7nWt29fZaa8MPsuXbpEhQoVcHNzY/LkyTRp0kRJMJCWlqaE2hj9sjhyatasyenTp/n666+5cOGCEv7VunXrQttco0aNOHLkCCkpKdjY2KBWq+nfvz9nzpxhzJgxBer0pDZnDGmbMGECzZo1w9zcnKFDhxa7j3tUTs2aNQGK1X6f1s8FBwdjMBiUSZxXXnmFsWPHMnToUFq0aMFnn33G9OnTgdwEI5MnT2bs2LH069dPeRa8//77fPTRR8VqvwX1TcHBwQwaNKhY7bewPq44bTcnJ4cGDRpw8OBBatSowcaNG3nw4AHDhw+nWrVqJCQksGbNmsfa75N0yrv6vG/fPm7evMnAgQMLbLvFkWNtbV1o232Sjzdt2pSDBw9SvXp1Nm/eTGBgIA0aNGDjxo0kJSUVSycrKyvMzMz48MMPlf7y4cOHTJs2rcB+oLiyCmq/T+qXrl69ipeXF1WrVmXZsmXcu3ePMWPGEBERwdixY4vdp1SsWFEZEBkjXiQSyf8uxe4BAgMDWb58Of3798fX11fZF5CamooQgnLlytGrVy/OnTvHiRMn0Gg0JCcnY2lpiZmZGQsWLGDdunVUrlyZS5cu0aNHD9auXUvbtm0JCgpSXsqvXr2Ks7Mzw4YNIzY2li+//JKHDx9y/Phx5WGh0+mwsrLi4MGD9O3bV4mjDw8P59tvv8XFxYXr168/VQ6gvDicOHGCL7/8kldffRU3Nze2bNnCli1bsLCwICcnp0D7UlJSFL0BJQ3u0qVL6dGjB3FxcaxZs4aDBw8qqy9PKieAGjVq0LFjR+WU72PHjnHr1i2OHDmiZByztrbm2rVrRS4nyH35v3nz5jPJMdr2xx9/sHTpUvr376/EtV++fFmZ3S7MNq1Wq4RjdO/enUqVKrFnzx4GDhzId999x5AhQ4iOjiYqKgqtVlukutPpdFhaWrJjxw6GDBnCd999R5UqVThz5oxSr0XxJUAp+6NHjyp1d/fuXSVssig+DlCpUiU6depEzZo1cXJyQqPREB8fz8aNGxWdbty4oXxfr9djaWlJp06dOHv2rBIuk5fVq1czZMgQ5s2bx5kzZzh69CjJyck4OzsXWZZWqyUnJ4dVq1bx1VdfMWfOHGbPnq28kGdnZyOEUMokJycHLy8vWrRowYULF/D391euOzs78+DBAzp06MD69etZtmwZHTt2RK1WY2VlxfXr15+q02uvvUZiYiJLly5l0KBBbNq0ifbt2ytnpNjY2BTJtqFDh+Lh4cGUKVNYvnw5Y8aMoWnTpsoqp3Fl+Ul+aczOlp2djZ+fH0uXLmXgwIEF6lRYWzl27JhSdoMGDVKy5RW3j8srZ/jw4cp+OVO037wpzd9//32OHj2aL8yoc+fO3Llzh3HjxrFz504l85e1tTU1a9bE1tYWg8GgZCU7fPhwiduvlZWVSdqvlZVViduuu7s7TZs2pVq1agCFtt8nlbfxOaDT6bC2ti607bq4uDzRNqMcY/k/re0W5blSsWJFWrduzZ49exg6dCjz588vlk55y9s4gLhy5QodO3Z8rB+wtrYusqzMzMxC229GRgYqlarQfun69etA7gCofv36hIWFPbH9PqlPMe5FzGufRCL536VIvYDBYCA+Ph7IfYH09fWlS5cu9O/fHxsbG3Q6Hd7e3sTExHDq1CleeOEFBg0axJdffsnMmTNZuXIlDRo0QK/X88033/DVV19x69YtAgICOHPmDMnJycpy9++//46rqytVqlThp59+wtbWlvnz5yOEYNasWdSvX5+RI0eyePFiZs+ezb59+zh37pzyIlStWjWsra3ZtWsXCQkJVK1alQ0bNhQoZ8yYMY/Z5+fnR/v27enQoQN9+vTB09OT77//HiEEKSkpnDx5skD7GjZsmE/O6dOnadasGV26dGHSpEk0bdqUzZs3o1arSUpKKrScGjVqhF6v5/PPP+fzzz/n+PHjSujJBx98wLlz57hz5w4Gg4EKFSrg5OTEpk2bnlhOc+bMYc+ePYSHh2NlZcXcuXOLJWfMmDH5bDtx4oSygvjKK68oCRdcXV0JDQ3l9OnThZaRMdTnyy+/JCAggIyMDMzNzYHctNlnz57FYDDg6elZJNv++9//cvDgQe7du6e82ISEhHD37l0OHTqEh4cHPj4+xfKBw4cP0717d7p06UKvXr0IDg5Gr9c/1cfr16/PJ598wldffaWEEgYHB2Ntbc2IESOU/Q7e3t54eHjw888/5zbCPx/GHTp0YMyYMTRv3hy9Xq/Yd/bsWSU97uTJkwkMDOTHH39k4cKFAFStWvWJsvLaZ2ZmRnR0NO3bt+fBgwf079+fiRMnsmXLFsqVK0dSUpKyH8YYTtuzZ08sLS0xNzdX7Lt+/TqXLl0iMTERgLVr17JkyRIOHjyIp6cnPj4+herUqFEjFi9ezEcffcS9e/dYtWoVXbt2JSAggMuXLyuH1JYvXx5nZ2dlP8Ojcpo1a4bBYCAhIYHIyEjat2/Phg0baN++vbKiDLmH3hbVL1euXElqaiq//PILL7744mM6eXl5FeqXDRo0YMSIEUrfdPLkSU6ePMn58+dJSUkpch/XoEED3njjDcUHTNF+H/XxK1euKKuNefd7pKWlkZWVRZ06dXjppZeYMWOGspctOjoaKysrPvvsM7766qtS035N0XaN/W5R2m/FihUpV65coTrlte1pbbdy5cpF7pue1nYTExOf2jctXryY4OBgfH192bx5MxMnTiy2Tka/nD17NkePHmXv3r1KiN2j/UClSpWeWndPa79eXl6Eh4cr6fgf7ZesrKyK3H6L0qdIJBKJEZXIu7GoEL788ksePHjA0qVLOXToEL/++iuDBw9m5cqV2NraYmdnR9euXalZsybfffcd8+fPR6VSERYWxrVr12jWrBm2trZ88MEHCCGUEJd69eoREhLCtWvX8Pb2pnv37vj5+ZGens706dPZvXs3I0eOVGY/jRmKZs+ejaenJ02bNmXv3r34+Phw6dIlJk2aREJCAjdu3MBgMGAwGBg4cCD79+9n1KhR+eQYw44etW/Lli34+fnxySefoNVqWbVqFefOnaNp06Z069atUPucnZ3zyTl16hSrVq1i9erVWFtbEx4ezvLly6lXrx5NmzZl7dq1BcoBlNO/69Spo+h0/vx5Xn75ZRYtWkRWVhYTJkzA3d2dmzdv8scffzB69GhldqygctqzZw+NGzfG3t6evn37FlmOsZzy2nbs2DEyMzPp2LEjWq2WgQMHMm3aNJo1a8alS5fYtm0bH3300VN94MCBAzRv3pzu3btToUIFrl+/zkcffcTSpUvx8PBQdHq07gqyrUmTJowYMYLTp09z9OhRKleuzNmzZ/H09GTAgAHs27evyD5w/fp1PD09SUxMZOLEiTg4OODh4UHXrl2pU6dOgT7QoEEDli5dihCCpk2bsm3bNrp27UqDBg3w8/Nj+PDhLFq0iMjISFq3bq3E2Y8ZMwatVpvv0M74+HjFvsaNG3P48GFq167N+vXrmT17Nl26dCEkJIQdO3aQlZXFq6++yu+//16grLz2BQYGsmzZMu7fv89rr73Gyy+/zH//+1/27NnD2bNnqVu3Lq1bt1Z8E3Jf0NRqNenp6cpLTqNGjTh8+DBNmzbl3r17WFpaYmlpqZS5u7s7AwcOZN++fbzxxhv5dDLa5uHhoewTadOmDf369UOj0TBu3DjefPNN5ZDJW7ducfTo0UJtM+5pXLx4cT57e/bsyezZs5UN90X1y6ZNm7Jjxw46d+5M3759sbW15Y033mDChAmP6fSkNte4cWOOHDmCr68voaGhnDlzhurVq/Piiy8+tY/TarX5fMAU7fdRH9+5cycxMTFERUXh4uJC3759cXNz49ChQ2zdulXJFrZ582Zlb8iUKVP46quvSl37LWnbLcgHitp+n+YDRW27T+ubitJ2W7VqVeBzJW/fZGy7jRo14ocffuCTTz6hbdu2RdYpr182adKEgwcPUrlyZSXBj5OTE5UqVXqsHyjIx4vbfrdv385HH32Ur1/S6/UYDIZnar9P6i8lEokEirAnSafTcfbsWW7evMm5c+dwd3fHy8uL3377jXnz5lG9enX27dvH1q1bGTlyJNWqVSMxMREnJye8vLyUVLWxsbEEBAQoqYKdnZ05ffo0FSpUICsrS+kkmzRpwpw5czh8+DA6nU4J5wOUTjo+Pl55iBtTHQ8fPpzt27cTFRXF1KlTefDgAdevXycwMJCsrKzH5BRk34ULF2jWrBl//PEHb731FmlpaVSqVIlhw4axe/duWrVqhY+PT4H25ZVz5swZfHx8qFSpErt27WLgwIG4urrSqVMnjh8/Tu3atQuVc/v2bWJiYli1ahUAW7ZsISwsjJdffhmAkSNHMn36dPz9/enatStJSUlkZWXlO2ywoHK6d+8eQUFBfPDBBwCMGjWK//znP0+V86htZ8+eVR5cxoMuMzIylFlgNzc3KlasSEJCAs7Ozk/0ATc3N44cOcL58+epUKECV65coUaNGspBw6GhoajV6qfadv/+fWUDb+PGjRX9jOVvTMleFB84ffq0cr9er+f777+nfPny7Nu3jx07duDm5kbVqlUfq7uC/PvcuXOsXr2aZs2aER4ezs2bNwkNDaV///4YDAZlkzvk32RekI+npKTw9ddfK7Ornp6eeHt7ExAQoPh4QbIete/kyZO0adOGPn360KhRIywsLOjVqxeenp5s376devXqUalSJZKSknBwcFBmWtPT0/PZ5+7uztq1azl//jzt2rVT/NXHx4fNmzcrGaQe1akgv7x58yaDBw8mOjoaGxsb7O3tFd1jY2MLtU2n03Hu3Ll89ZaTk0NOTo6Spc6Iq6sr3t7eJCUl4ejo+ES/dHFx4fDhwxw6dIgePXoUqlNR2lxUVBTvvvsu//nPf5SjAp7WxxVWTs/afh/1gUuXLuHi4kL37t25fPkyv/zyC9euXaNTp0506dKF48ePc/XqVerVq8fAgQPp27cv5ubmpbL9mqLtFuQDRW2/T7OtqG23KH1TUdpuQc+Vgmzz8/OjQYMGtGjRQln5K4pOj9oXGBjI1atXqVmzJmfPnlUOa83bDzyp7orTfitUqPBYv6TRaJ65/RbWX0okEomRp4bbxcbG0qxZM8aNG8c333xD+fLlsbOz48KFC8oDokaNGkpq27CwMGVmLS8uLi54e3srKUibN2+uDKhCQ0OV8whCQkLw8vKiX79+tG3bVgnlMGJnZ0f37t2Jjo4GcrPQxMbG8uKLLzJ37lxWrVpFvXr1SE1Nxdramg4dOtC+ffvH5BRk34oVK/D29uaTTz5h7NixjB49mgULFmBpaYnBYMDW1paoqKgC7Xu0nOzs7Khfvz5nz54lJCQErVarJHWwsbEpVI6rqyvvvvsuQgg++eQTgoODWbNmDV9//TURERF4eHjQpUsXtm/fTmRkJPXq1SvQvkfLydPTU4nx1uv1lCtXjm7duj1VzqO2GR+Oxgfd1q1badCgAc7OziQlJXH8+HESExPz7X0ozAeaNGlCrVq1uHjxIklJSZw5c4YePXqQlJTExx9/zL1792jatGm+l4bCfMDMzAwhBGlpaURFRQGQkpKCg4MDPXv2LLIPrFq1Kt/eKuMZMj4+Pjg6Oiqrgo/WXUG2eXt7c+PGDb766ivmzp1L//79ef311zl06BBVqlShc+fOBer0qH1eXl7Ex8dTo0YNhBAEBwej0WiUF+xOnToV2b41a9aQnZ3N9OnT6dWrlzKrq9frEUIoPv5omRfUfrt27YqLiwsRERFK9i9jAoRXXnmlSH7p4eGBSqVCCIG7uztAvsxqDRs2LJJfGuvNzMwMrVZLREQEISEhj30/7z6Pwmxr3LgxNWvWVPo4S0tLdu/e/VSdCqo3nU6HwWAgOzubixcvAk/v4wqSVZL2m7esxo4dy/Lly5V21bx5c7y8vLh06RIPHz5Er9c/lsnLKLM0tl9TtN3CbHuW9lsa2u7T+qYWLVpQrVo1XF1defDgAeHh4UXWqSD7XF1dcXFxIScnp8B+oF27diZrv4/6UkH2PWv7lUgkkkd56iDJ1dWVunXrMnnyZGJiYjh58iQ9e/akY8eOLFu2DIPBwL59+4iLi6NJkybMnj27wBdkIQS1a9fm1q1bJCQkYGtri6+vLzY2NrRr145Zs2bx6aefMn/+fGrUqIGdnR2NGjV6TI67uzt9+vRRXqj2799PjRo1gNwZyT59+rB48WLWrl3LCy+8gEajKVBOQfYlJiYqMfSVK1dWNi37+fnh6upK1apVC7Uvr5y4uDgOHz5Mhw4dKF++PO+//z46nY7Lly+jUqmeKMfFxYU2bdqgUqno3LkzZ8+eZcSIEcTHxytx8sOHDyc7O5uoqChsbGyKVE579+5VkkAYZ/WGDBmCTqd7opxHbUtJSVFm7CD3MGBjem9jpsLp06cX2Qfq1KmjZG+7efMmBw8eVMI8Jk6cSOPGjYtkW61atQC4ePEiY8aM4csvv2Tp0qXUqlVLOSi0MAqz79atW8qg8OjRo+Tk5FCvXr0C664g24wvWq+99hobNmxg4MCBvPjiizRv3vyJfvmoffv27aN27doYDAb8/PyYMGECX3zxBStXrqROnTqYmZkVy77ffvsNS0tLTp48yZdffqmUm6WlZaG++ah9lpaWNGjQgNdee42ePXvy3//+l08//ZRPP/2UWrVqodVqi+WXxtncsWPH8ttvvyl7TGxtbZ/JL/v27cuGDRuUvytWrMisWbOK7Jd169ZFrVYTFBTEyJEj2bp1q3KgZWE6FWRbnTp1lPOXZs+ezaeffsq8efOe2Mc9qZyg+O03b1m99dZbJCYm5iur3r17ExERwenTp9FoNHTs2JF69eoVqZz+7fZrirZbmG3P0n6fh7ZrY2NDnTp1sLGx4fjx44wZM4YvvviCVatWPVWnR+3bsWMHTZo0oUePHsXqB55Ud/DvtF+JRCJ5DFEMDh48KF5++WURExMjYmNjxbRp08TEiRPFxIkTRWRk5FPvv3v3rpg7d67Ytm2bcm3gwIHi6tWr4ty5c+L7778XoaGhRdbn4cOHon379iIlJUUIIURAQIDYvHmz+Pnnn0VISEhxTBNCCHH48GHRo0cPERsbK3Q6nRg1apQYOXKkGDNmjIiJiSmynEOHDolevXqJ2NhYIYQQs2fPFm+99ZYYP368iIqKKrZeQgjx7rvviv379yt/Z2VlFfneR8vJ399fqa/MzMxi6WEso7i4OCGEEPXr1xfNmzcXs2fPFmFhYU+9vzAf2LNnj+jYsaOYOnVqkXzJyKO2nT9/XmzcuFH89NNPz+wDPXv2FDExMSI0NFSMHj1aDB8+XEyYMOGpdVeQbYMHDxb+/v5CCCFycnKEwWAolj4F2ffTTz+VyL5evXqJmJgYERwcLEaNGiWGDx8uxo4dK6Kjo594b2F15+/vL27evCl++eWXErVff39/ERgYKH777TeRkpJSrLIy+qWxnWZmZophw4aJEydOFOn+gmwbNGiQOH36tMjKyhIbN24slk4PHz4U7dq1y2fb1q1bxcaNG4tVRkZZpmq/QuTv54ysXr1abNq0Sej1+ifeW5rbb0nabmG2laT9Pg9t9/r16+LYsWPiu+++K7ZOj/r4rVu3xMGDB8WOHTuK7eOlrf1KJBKJEEIUeZCUk5MjhBBiwoQJ4sMPPxRCCGEwGJQOsigYDAaxdetWMX78eHHs2DEREREhRowYIW7evFlMtXM5deqU+Oijj8T9+/fF6NGjxdSpU4s1mMmL0b6JEycq9mVlZSmDgWeR88EHHwghcu1OTU0tlpzY2FixZ88ecfv2bREXFyfeeOMNcf78+WLJMGIsp8DAQDFmzBjxzjvvPPWhWhB5bZs3b55ISkoSn332WbH0KsgHxo4dK06cOCEePnxYbJ3y+sAbb7whpk2blu/lrzjk9fF58+YJIXJ9oKjyHrUtMjJSjBw5Uly7du2Z9BHicR8vTfYZ2++NGzeeSZ+8fvnGG2+IqVOnPtMkwqN+abxWnLZbkG0jR44ssW2m6JtM1X6FKLishBBPHRwZKa3tt6S+LYTp229pb7vDhw8Xt27deiZ9hDCdj5fG9iuRSCRCFGOQZJyBuX37tujdu7dISEh4ph/MyckR27ZtE2+//bbo1auX+Omnn55JjhBCfPfdd8LX11f0799f/PLLL88sRwjT2WcqORkZGeKrr74Sw4YNE7169RKbNm16JjlCmK6cjLYFBASIV155RSQlJT2TnLLsA6a0TYiybZ+p/bKs9k3SB55OWfeB0lZvQpTtupNIJBIhhChSCnAjxrSbOTk5+bL6PAupqalYWlrmy3pTXH777TciIyMZO3ZsgRs6i4up7DNlOYWHh+Pm5laiTaamLCfpA0XDFLZB2bZP+uU/LwukDxSF0mYblK56g7JddxKJRAJFPCeptCLk+QZFoiyXU1m2Dcq2fdK2f15WaUPa9vxS1u2TSCSS53qQJJFIJBKJRCKRSCSm5qkpwCUSiUQikUgkEonkfwk5SJJIJBKJRCKRSCSSPMhBkkQikUgkEolEIpHkQQ6SJBKJRCKRSCQSiSQPcpAkkUgkEolEIpFIJHmQgySJRCKRSCQSiUQiyYMcJEkkEolEIpFIJBJJHv4fzNkfNBQgD+gAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_context(\"notebook\")\n",
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_context(\"paper\")\n",
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', hue = 'Tipo', data=covid_PB_obitos_df.reset_index(), kind='line')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Paletas e mapas de cores\n",
"\n",
"É possível personalizar a paleta de cores a ser utilizada ou escolher uma da lista (extremamente extensa) de paletas disponíveis utilizando a função `set_palette`. Duas formas usuais de selecionar a paleta de cores são:\n",
"\n",
"- no escopo de uma instrução `with` por meio da função `color_palette`;\n",
"- pelo argumento `palette` nas funções de construção gráfica.\n",
"\n",
"A função `color_palette()` aceita nomes de uma paleta do _seaborn_ (_deep_, _muted_, _bright_, _pastel_,_dark_,_colorbind_), um mapa de cores (_colormap_) do _matplotlib_, uma sequência de cores em qualquer formato aceitável pelo _matplotlib_, entre outras opções.\n",
"\n",
"```{note}\n",
"Para uma lista ampla de paletas, veja a discussão neste [post](https://medium.com/@morganjonesartist/color-guide-to-seaborn-palettes-da849406d44f) ou a [_Colormap reference_](https://matplotlib.org/stable/gallery/color/colormap_reference.html) do _matplotlib_.\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Abaixo temos alguns exemplos de paletas nativas do _seaborn_"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" "
],
"text/plain": [
"[(0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n",
" (1.0, 0.4980392156862745, 0.054901960784313725),\n",
" (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n",
" (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n",
" (0.5803921568627451, 0.403921568627451, 0.7411764705882353),\n",
" (0.5490196078431373, 0.33725490196078434, 0.29411764705882354),\n",
" (0.8901960784313725, 0.4666666666666667, 0.7607843137254902),\n",
" (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n",
" (0.7372549019607844, 0.7411764705882353, 0.13333333333333333),\n",
" (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)]"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.color_palette()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" "
],
"text/plain": [
"[(0.00392156862745098, 0.45098039215686275, 0.6980392156862745),\n",
" (0.8705882352941177, 0.5607843137254902, 0.0196078431372549),\n",
" (0.00784313725490196, 0.6196078431372549, 0.45098039215686275),\n",
" (0.8352941176470589, 0.3686274509803922, 0.0),\n",
" (0.8, 0.47058823529411764, 0.7372549019607844),\n",
" (0.792156862745098, 0.5686274509803921, 0.3803921568627451),\n",
" (0.984313725490196, 0.6862745098039216, 0.8941176470588236),\n",
" (0.5803921568627451, 0.5803921568627451, 0.5803921568627451),\n",
" (0.9254901960784314, 0.8823529411764706, 0.2),\n",
" (0.33725490196078434, 0.7058823529411765, 0.9137254901960784)]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.color_palette('colorblind')"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" "
],
"text/plain": [
"[(0.00784313725490196, 0.24313725490196078, 1.0),\n",
" (1.0, 0.48627450980392156, 0.0),\n",
" (0.10196078431372549, 0.788235294117647, 0.2196078431372549),\n",
" (0.9098039215686274, 0.0, 0.043137254901960784),\n",
" (0.5450980392156862, 0.16862745098039217, 0.8862745098039215),\n",
" (0.6235294117647059, 0.2823529411764706, 0.0),\n",
" (0.9450980392156862, 0.2980392156862745, 0.7568627450980392),\n",
" (0.6392156862745098, 0.6392156862745098, 0.6392156862745098),\n",
" (1.0, 0.7686274509803922, 0.0),\n",
" (0.0, 0.8431372549019608, 1.0)]"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.color_palette('bright')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"e de mapas do cores do _matplotlib_."
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" "
],
"text/plain": [
"[(0.8828143021914648, 0.9546943483275664, 0.8621914648212226),\n",
" (0.7371472510572856, 0.895517108804306, 0.7108342945021145),\n",
" (0.5573241061130334, 0.8164244521337947, 0.546958861976163),\n",
" (0.3388235294117647, 0.7117262591311034, 0.40584390618992694),\n",
" (0.17139561707035755, 0.581514801999231, 0.2979008073817762),\n",
" (0.017762399077277974, 0.44267589388696654, 0.18523644752018453)]"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.color_palette('Greens')"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" "
],
"text/plain": [
"[(0.27698, 0.46153, 0.93309),\n",
" (0.10738, 0.81381, 0.83484),\n",
" (0.38127, 0.98909, 0.42386),\n",
" (0.82333, 0.91253, 0.20663),\n",
" (0.99672, 0.60977, 0.17842),\n",
" (0.8538, 0.2217, 0.02677)]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.color_palette('turbo')"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
" "
],
"text/plain": [
"[(0.130669, 0.231458, 0.43284),\n",
" (0.298421, 0.332247, 0.423973),\n",
" (0.42512, 0.431334, 0.447692),\n",
" (0.555393, 0.537807, 0.471147),\n",
" (0.695985, 0.648334, 0.440072),\n",
" (0.849223, 0.771947, 0.359729)]"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sns.color_palette('cividis')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nos exemplos a seguir, plotamos alguns gráficos novamente com paletas diferentes."
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# paleta: 'BuPu'\n",
"sns.set_context(\"paper\")\n",
"sns.set_style(\"ticks\")\n",
"p = sns.relplot(x = 'data', y='Óbitos', \n",
" hue = 'Tipo', \n",
" data=covid_PB_obitos_df.reset_index(), kind='line',\n",
" palette = 'BuPu')\n",
"p.fig.autofmt_xdate()\n",
"p.ax.xaxis.set_minor_locator(mdates.DayLocator(interval=7)) #Intervalo entre os tracinhos\n",
"p.ax.xaxis.set_major_locator(mdates.DayLocator(interval=21)) #Intervalo entre as datas\n",
"p.ax.xaxis.set_major_formatter(mdates.DateFormatter('%d/%m/%Y')) #Formato da data\n",
"p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# paleta: 'mako_r'\n",
"with sns.color_palette('mako_r'):\n",
" p = sns.catplot(x='Região', y='Óbitos', \n",
" kind = 'violin',\n",
" data=covid_regioes_diarios_px)\n",
" p.ax.set_xlabel(''); p.fig.set_size_inches(12,4)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# paleta: icefire_r\n",
"sns.set_palette('icefire_r')\n",
"_ = sns.jointplot(x='obitos_Nordeste', y='obitos_Sudeste', \n",
" data = covid_regioes_diarios, \n",
" height=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nota\n",
"\n",
"Este capítulo baseia-se nas notas de aula da Profa. Andrea Rocha (CI/UFPB), elaboradas para o mini-curso [FMECD](https://gcpeixoto.github.io/FMECD/ipynb/01a-introducao.html)."
]
}
],
"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": "3.8.8"
},
"latex_metadata": {
"affiliation": "Departamento de Computação Científica / UFPB",
"author": "Gustavo Oliveira e Andréa Rocha",
"date": "Julho de 2020",
"title": "Aula 8A - Visualização Gráfica de Dados"
},
"rise": {
"enable_chalkboard": true,
"footer": "UFPB - CI - DCC",
"header": "Gustavo Oliveira / Andrea Rocha",
"theme": "sky"
}
},
"nbformat": 4,
"nbformat_minor": 4
}