{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualização de dados com Python\n",
"## 2 - Visualizações com mais de 2 dimensões\n",
"*Cleuton Sampaio*, [**DataLearningHub**](http://datalearninghub.com)\n",
"Nesta lição veremos como fornecer visualizações com mais de duas dimensões de dados. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[](https://www.lcm.com.br/site/#livros/busca?term=cleuton)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dispersão tridimensional\n",
"Em casos que temos três características mensuráveis e, principalmente, plotáveis (dentro da mesma escala - ou podemos ajustar a escala), é interessante ver um gráfico de dispersão para podermos avaliar visualmente a distribuição das amostras. É o que veremos com a bilbioteca Matplotlib Toolkits, em especial a MPlot3D, que tem o objeto Axes3D para geração de gráficos tridimensionais."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" periodo bolsa repetiu ematraso disciplinas faltas desempenho \\\n",
"0 2 0.25 8 1 4 0 0.000000 \n",
"1 2 0.15 3 1 3 6 5.333333 \n",
"2 4 0.10 0 1 1 0 8.000000 \n",
"3 4 0.20 8 1 1 0 4.000000 \n",
"4 1 0.20 3 1 1 1 8.000000 \n",
"\n",
" abandonou \n",
"0 1 \n",
"1 0 \n",
"2 0 \n",
"3 1 \n",
"4 0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.mplot3d import axes3d, Axes3D # Objetos que usaremos em nosso gráfico\n",
"%matplotlib inline\n",
"df = pd.read_csv('../datasets/evasao.csv') # Dados de evasão escolar que coletei\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Algumas explicações. Para começar, vejamos as colunas deste dataset: \n",
"- \"periodo\": Período em que o aluno está;\n",
"- \"bolsa\": Percentual de bolsa que o aluno recebe;\n",
"- \"repetiu\": Quantidade de disciplinas nas quais o aluno foi reprovado;\n",
"- \"ematraso\": Se o aluno está com mensalidades em atraso;\n",
"- \"disciplinas\": Disciplinas que o aluno está cursando atualmente;\n",
"- \"desempenho\": Média acadêmica até agora;\n",
"- \"abandonou\": Se o aluno abandonou o curso depois da medição ou não.\n",
"\n",
"Para podermos plotar um gráfico, precisamos reduzir a quantidade de dimensões, ou seja, as características. Farei isso da maneira mais \"naive\" possível, selecionando três características que mais influenciaram no resultado final, ou seja o abandono do aluno (Churn)."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"#ax = fig.add_subplot(111, projection='3d')\n",
"#ax = Axes3D(fig) # Para Matplotlib 0.99\n",
"ax = fig.add_subplot(projection='3d')\n",
"ax.scatter(xs=df2['periodo'],ys=df2['repetiu'],zs=df2['desempenho'], c='r',s=8)\n",
"ax.set_xlabel('periodo')\n",
"ax.set_ylabel('repetiu')\n",
"ax.set_zlabel('desempenho')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Simplesmente usei o Axes3D para obter um objeto gráfico tridimensional. O método \"scatter\" recebe três dimensões (xs, ys e zs), cada uma atribuída a uma das colunas do novo dataframe. O parâmetro \"c\" é a cor e o \"s\" é o tamanho de cada ponto. Informei os rótulos de cada eixo e pronto! Temos um gráfico 3D mostrando a distribuição espacial dos abandonos de curso, com relação às três variáveis. \n",
"\n",
"Podemos avaliar muito melhor a tendência de dados, se olharmos em visualizações 3D. Vejamos um exemplo sintético. Vamos gerar alguns valores 3D:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"np.random.seed(42)\n",
"X = np.linspace(1.5,3.0,num=100)\n",
"Y = np.array([x**4 + (np.random.rand()*6.5) for x in X])\n",
"Z = np.array([(X[i]*Y[i]) + (np.random.rand()*3.2) for i in range(0,100)])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Primeiramente veremos como ficaria isso em visualização 2D:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(111)\n",
"ax.scatter(X, Y, c='b', s=20)\n",
"ax.set_xlabel('X')\n",
"ax.set_ylabel('Y')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ok... Nada demais... Uma correlação não linear positiva, certo? Mas agora, vejamos isso com a matriz Z incluída: "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.add_subplot(projection='3d')\n",
"ax.scatter(X, Y, Z, c='r',s=8)\n",
"ax.set_xlabel('X')\n",
"ax.set_ylabel('Y')\n",
"ax.set_zlabel('Z')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"E isso fica mais interessante quando sobrepomos uma predição sobre os dados reais. Vamos usar um Decision Tree Regressor para criar um modelo preditivo para estes dados:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"R2 0.9976832045216717\n"
]
}
],
"source": [
"from sklearn.tree import DecisionTreeRegressor\n",
"from sklearn.model_selection import train_test_split\n",
"features = pd.DataFrame({'X':X, 'Z':Z})\n",
"labels = pd.DataFrame({'Y':Y})\n",
"X_train, X_test, y_train, y_test = train_test_split(features, labels, test_size=0.33, random_state=42)\n",
"dtr3d = DecisionTreeRegressor(max_depth=4, random_state=42)\n",
"dtr3d.fit(X_train,y_train)\n",
"\n",
"print('R2',dtr3d.score(X_train,y_train))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WEchas4BWIiBhGmpyIBBOiiF49PN6ZMPzPEZGRjAyMoKamhqUlpYGNH6SxyQK/oTjcrmg1Wrh9XrDdjMITuX09/eDZVmkp6fDYDBgeHg4wE8sJycnoanDeCHVI5z1EGzDQ8YtmEwmzM/PY2BgADKZDNnZ2fB6vfQ+jzXWIiCTyYSFhQVUVVUJ01ATDIFwUgj+vTX+6YLV4HK50NHRAZfLhX379kGlUgX8nnx54tWIuRII4RBD0Ly8PDQ1NUWdDmMYBjKZDGVlZdTQktR/iJ+YQqFATk5OSAKEVMTZGOGsB5JeU6vVqKioAMuy9HPzer3o6enByMhIgHBELpfH/Dr8Ccjn88FkMgXUgMj3TRjFEF8IhJMCCHduDbBUE+ns7EReXh4aGxtX3NAJYSWScIAl9+mRkZE1DUEj8e7y35CJXT/xE/O3cwkWIMSrmTEeSFaEk6jiulgsRk5ODnJycjA7O4sdO3aA53k6iK6npydAuahWq8MaABgKyHdMmIaaeAiEk2SE21vDcRwGBgYwOTmJHTt2rDl6gDxPok7ObrcbBoMBHMdh//79dGxyIhBs5+LxeGA0GmEymWgzIxnpnJOTg8zMzJRTMG3ECGe9daVSKTIzM6kPnL8Nz9jYGGw2G/WBIwQUbeQaXNP094Aj10UeJxBQbCEQThIRbm+Nw+GAVqsFx3Eh10RWM/CMNYxGI7RaLcRiMQoLC9clm3A313A92mQyGRUgAEuSbEJAU1NT4DgOarWapuDiLUAIFWd7DSccrKRSW8mGhxDQ8PAwHA5HQOSalZUVdrp2PbHCWgQkTEONDgLhJAHh9tYAwOzsLLq7u1FUVITa2tqQ00PxNNMEAkULtbW1sFqtcfvSRRMBKJVKbNmyhfaSECmv0WgMmKhJCCgZSGakkaqpPJlMhvz8fOTn5wMIlM6TyDWYgNb7bhD/wVDhT0ArTUP1JyBhGuraEAgnwYjEnqa3txfz8/PYuXMntR8JFfH0NvN4POjo6IDdbqdjqXt7e1PevHMlKW/wQDOZTAafz4f5+fl158nECudSSo2oxsJd1186DyxFriQC6u3thcfjoalTtVqNrKysZeQSrRx7tVEMwjTU9SEQTgJBoppQU2hWqxVarRYSiQStra1QKpVhrxmvlJrJZIJWq0VWVhZaW1tpXj1ebtFA/DbkYCWVz+fD7OwshoeH6TwZYudPHBDi1YR6rkQ45LOMto5GbHgKCwuX2fBMT0/D5/NRAsrOzkZmZmZM+38AgYDCgUA4CQCJanw+H73x1uutmZqaQl9fH8rKylBVVRXxFyTWBMDzPMbGxjA0NITq6mqUlZUFvJZ4pfAS+cWUSCQ0NbN3794AO/9gN+WcnJyYmVmeaxEOED3h+GMlGx6Hw0E/u4mJCfA8D5lMBqlUCqvVGrINT7jXsRoBTUxMwGq10h6gc20YnUA4cQbprfnggw9QUFCAkpKSNW8qr9eL7u5uGI1GNDQ0UNVVpIhlhOP1etHZ2YnFxUU0NzdDrVYve8zZGOGsh2A7f/9TdGdnJxUghOslthKSsfEng3DIPRnPdRmGQXp6OtLT01FcXExrd4ODg3C5XGhrawPDMAGfXTzEI/4ERNofyPfyXJuGKhBOnODf2UxkmOt9sS0WCzQaDdLS0nDgwIGYNMDFinDItWVkZFDrnJUQKuFE0oeTKgh2UyZmlkajkXqJ+TsghJoKTQahkjU3QoSzHkjtLj09HVlZWaioqKDiEeJeIRaLAyTYq/nARQqWZZeZiq40DXUlGfZGICCBcOKAlYQBa238/mmqyspKVFRUxOzGijbiIGmAgYGBkK5tI0Y4ayHYzJJ4iRmNRmrlIpfLAwhoLQFCsjb+jRjhrAaWZSGTySASiaBSqaBSqah7hb8Nz+DgYIB9EvGBi3btYBXdak7Y/gR000034bbbbsNNN90U1frJhkA4McZqo5/J9M1geDwedHZ2wmq1rpqmigbRRDg+nw9dXV0wmUzYs2dPSHLheBHO2XKy8/cSI1YuREVFOunT09Op/FqtVlMBwrkU4RCFWrL6f1aKrFay4QlWL5LDA0nDhevftxLhBGMlApqbm9sQbuln/ytIEaxnTyMWi5dt/AaDAR0dHVCr1Thw4EBcvL8iJYDFxUVoNBoolUq0traGnN6LV0oNSM0IZz2IxWLk5uYGdNKT+g+pJRABwkoHkngjmSm1ZDk9hOqe7p9eAxBweJienkZvby+USmVABLSefJ5EV+GAYRg4HI6Qp+OmMgTCiQFC6a3xjzQ4jsPw8DDGxsZQW1u7rpAgGoQb4fgr5CoqKlBZWRnWtZ3rEc56kEqlAY2MLpeLOiDo9XqwLAuNRkPTb/FQUfkj2RFOMhCpLDr48ODv30fk8+vZ8EQyKoTUCRNpFRUvCIQTJULtrSEpNWLZ7/F4EuI3Fo5M2efzoaenB3q9Ho2NjfSLFe568SKcszHCWQ8KhQJFRUUoKirC5OQkdDodcnNzqZcYwzABDghklkyskEzCSVaEE67TwGoI9u8j0avZbMbIyAjsdjvt3yIEFOnadrsd6enpUV9zsiEQToTwn1sTij2NSCTC4uIi3n33XeTn58fEsj8UhOo0YLVaodFoIJfL0draGvFsmXCIYSMSSLSQSCQoKSkJECAEz5LxH8EQrZLxXE2pxWPt4OjVv3+LpE/JukqlMiwHc+Ihd7ZDIJwIEO7oZ47jYDAYYLFYsHPnTjr1MhEIJaU2PT2Nnp4elJeXo7KyMmrbj1CIJBLzznOBoPzvo+BhZmSWjNFoDBAg+NcQwj3EhDpRNtY4G1Nq4SK4f4v0/rAsi76+Png8Hlq/y87OhkqlWpGAPB4PvF5vWAMMUxUC4YSBSEY/2+12aLVauN1u5OTkJJRsgLU3an+ftvPOO4869MZrvWix0QlnvdfnP0sGCBQgDA8Pw+l0UiNL4oCw3gk6mU7RGy3CWQ8KhQJisRhlZWXIycmBy+Win9/MzAy14SEu5mSEhs1mAwCBcM4lBAsDQiGbmZkZdHd3o7i4GEqlEgaDIRGXGoDVIhybzQaNRhOVT9tKEEQD0SGc17mSAIFsYN3d3QE+YmQDC37+VHaKjhciKdzHCv7tEsENxMSGx2w20xEazzzzDLKysgAgovTpD37wA/zpT39CX18fVZw+9NBDqK2tpY/5/Oc/j2eeeSbg7/bt24cTJ07Q/3a73bjvvvvw+9//Hk6nEx/72MfwxBNPoLi4OKzrEQgnBKzWW7MafD4fent7sbCwgN27dyM/P5/eQInGSqKB2dlZdHV1obS0FNXV1TH3sxIinMgQ7etTKBQoLCykRpZkAzMajZiYmACAgPRbWlpaSs3CSeTayRQsrER2K9nw2O12nDhxAn//+98BAAUFBfjoRz+Kiy++GNdeey3KysrWXe+tt97CnXfeiebmZvh8Ptx///247LLLaDqW4OMf/zieeuop+t/B0u2DBw/ib3/7G55//nnk5ubi3nvvxVVXXYXTp0+HRd4C4ayBSEY/k+K7TCbDgQMHaPF9tcbPeMNfNEByx3Nzc5QIYw0hwokcsdz8V9rAiAOCTqfD0NAQpFIpMjIy6FyXWFgphYpkb/pxW9vthqizEwDA7dwJBL2noTR+Ah86WPzbv/0bLr74Ynz2s5/FK6+8gjfffBNHjhxBeXl5SITz6quvBvz3U089hfz8fJw+fRof/ehH6c/J2IeVYLFY8Jvf/AbPPvssLrnkEgDA7373O5SUlODo0aO4/PLL170OAoFwVkG4c2t4nsfk5CT6+/tXLL4navJmMMi6DocDGo0GDMOgpaUlbk1k8XKLBjZ+hBNPMAxDbVz8BQhzc3PgOA7Hjx+nTYw5OTkxGeW8FpKZyosb2S0uQnHwIMSnTwMA2D174PrJT4Az6jKydrjpPCKvbmpqwp49e3DfffdFfIkWiwUAaB2Q4M0330R+fj7UajUuuOACfP/736cH0tOnT8Pr9eKyyy6jjy8qKkJ9fT2OHz8uEE60CHf0s9frRVdXF8xm86r9Kys5DSQCDMPAbrfj+PHj2LJlC2pra+N6sgxlEyHNpVarFbm5uQH2LtE879mORG7CRIAgFothMpmwd+/eFUc5Ewl2KJM0w0GyIhxyaIn0tXi9Xpw6dQr79+9f9llJ//hHiN9/H9yZvhzxiROQ/r//B+/nPw/gQ/+4cNe22WwxcbHmeR733HMPzj//fNTX19OfX3HFFbj++utRVlaG0dFRfOc738HFF1+M06dPQy6XY25uDjKZbJm1VUFBAebm5sK6BoFw/BDJ6Gez2QyNRoPMzEwcOHBgVduKZEQ4HMfBaDTCarVi9+7dq4bMscR6KTV/f7acnBwMDAzA7XYHFLdVKtWK77sQ4cQepJYilUqxadMmqlQko5yNRiN6e3vh9XqXDTKLhjCSJRog38FI1z558iQef/xxZGVlYceOHQG/Y4goyC97wBiN9P/7Z0vCgcPhiEnT57/+67+io6MD77zzTsDPb7zxRvr/6+vrsWfPHpSVleHll1/Gddddt+rzRXJAEgjnDMLtreF5HqOjoxgeHkZVVRXKy8vXbfxMJOE4nU5oNBq4XC7k5+cnhGyAtQnHZrOhvb0dcrkc+/fvB7B02nM6nTAajbS/BEBAd32sLeJTFckahLbSmv6jnMkkTWLBQwQIxMAyJycn7M8oWaKBWBDOyMgI2k6exO5TpyA6fRp8QQG8X/gC2N27IZXJwMzMLD1YLge7ezf920gJh0Q40eCuu+7Ciy++iLfffntdZVlhYSHKysowODgIANi8eTNtYvWPchYWFtDa2hrWdZzzhBNJb43b7UZHRwccDgf27t1LZYtrIZGigYWFBXR2dmLz5s3Iy8uD0+lMyLrA6oQzNzeHzs5OqozjeR4ejwfAUtf1li1b6JTGlez9FQoFbYCLZ23hXEMoJMcwH07S9Bcg+M+RITb+5JCwnlNFslJq/m0N4cLhcOC9996Dx+PBsaeewj9bLBAxDBifD6KuLriefBLu++6D9PnnAQCem28Ge/HFAWuLxeKw1yY1nEjA8zzuuusu/PnPf8abb76JioqKdf/GYDBgcnIShYWFAICmpiZIpVIcOXIEN9xwA4APla4PP/xwWNdzThOOvz0NEFpvjV6vR2dnJ7Kzs3HgwIGQO7sTEeFwHIfBwUFMTEygrq4ORUVFGB0dTWhkFSwa4DgOAwMDmJqawq5du2jX9WrXFFzcJgaJU1NTcLlcOHbsGK0t5OTkICsrK2lqp1gjlSKcteD/GZE5MhaLhboo9/X1QaFQBFjwBB8Skt1wGsnaHR0d0Ol0KC8vx+SpUxjIzUVtSQl4hwOi/n6I+vvhu+UW+G65ZdW1I6kdORyOiAnnzjvvxHPPPYe//vWvyMzMpDWXrKwsKJVK2Gw2HDp0CJ/+9KdRWFiIsbExfPvb30ZeXh6uvfZa+tgvfelLuPfee5Gbm4ucnBzcd9992LlzJ1WthYpzlnD8e2v8Z0+s9fihoSGMj49j27ZtKC4uDuumjbdogJiCer1etLS00Bs00ZYw/u9J8DUFpwVCef+IQSJJd9bX19P0G2lu9B9uFo8RwYnE2UA4wfCfcLp161Z6SCATULu6uqgDAjGxTFaEE+q6R48eRX9/f8DPJicmwFksyBOJMOD14pm5ORROTQEsC0gk8L7wAhp8PpouDkYyjDt/8YtfAAAuvPDCgJ8/9dRT+PznPw+xWIzOzk789re/hdlsRmFhIS666CK88MILAd5tjz76KCQSCW644Qba+Pn000+HTaDnHOFE0lvjdDqh1WrhO3MzRWKiR/ph4nGy0+v10Gq1yM/Px44dOwJugkTXjkiEYzQaodVqkZubGxOjUvKeyeXygOZGu91OCWhkZAQSiYSerHNychLaWxItkjWALdb3Y7CLMhEgmEwm6iEmk8kgl8thsViiFiCEg1CjDJPJhJdffhlTU1PIyMhYSoXp9dhsNkM8N4dcnw+vn0kJewE4OA6lL72E6jUkwqH24ATDZrNFbNy53j2lVCrx2muvrfs8CoUCjz32GB577LGIroPgnCKccHtrAGB+fh5dXV0oKCjA9u3bI5ZTki9ULG01eJ7H0NAQxsbGsH379hWLgfHsi1kNXq8Xp0+fjumsn5UiNf/xzqWlpeA4jkp7p6am0NvbS6drkt6SZFmahIqzMcJZDysJEAjxdHR0gOM46h+WnZ0d1yg11Ajn+uuvR0lJCX7+859jdHQUWwoKoJ6cBKRS8AoF8q1WFHi9MMnlmOF5tIjF+HpBAarXSDFFSjh2u53WU852nDOEw3EcFhYWoNfrUVVVte4NzbIs+vv7MTMzg7q6uqg/cHKTR3rTBcPtdlNT0LWirlDHE8QCPp8Pw8PDYFkW+/fvj/m47PUgEokouVRWVsLr9dLop7+/n8qvyWNW8hZLJjZKhLMWiACB2PNXVFTAZrOtKEAg/2Ll8weEl9bav38/tm7dip///Od46+hR+Lxe5J6pRfFiMWaxFNl8RqXCVxkG6eedB/cazxdNDWcjTPsEzgHC8e+tcTqd0Ov1qK6uXvNvbDYbtFotRCIRWltbY/Jh+0c40YKMps7JyUFjY+Oa6apEpdSI5FkikUAikcScbCKpRUmlUmoP7y/tNRqNGB8fB8MwAem3WG5skWIjRjirrUsyDJmZmcjMzKRRKhEgzM7Oor+/HwqFIsABIdwRzf4It3aUn5+Pb33rWxjo78eiwQBmcRE4k0pzZGZiG8/j39PTwW/bBtc3vrHmc0UT4WwEp2hggxNOcApNIpGsK00ms2FibWxJvlzRbP48z2NkZAQjIyMhp6sSIRogEsmysjJs3rwZJ0+ejMs60byOYGkvGW5mNBoxNzeHgYEBqqwiHfiJRrJUaskq3q/0Wv0FCEDgGOexsTHYbDY6RZOoFMOpD4ZMOC4XmKkpICsLfdPT0On1KNi9G/PDw9AZjSjMy4O6uBjDNhv6/vM/UbpvH7COXD8a0YBAOCmOlUY/r0U4/uOVYzUbJhjRRBsk3+1wOLBv3z6oVKq4r7keOI5Df38/pqenqRmozWY7K8w7/YebVVRUBCiriLULwzAYGRmh7geJ2JjPlQgn1I0/WIBAGhD906QqlYpGqut9TqGsy0xNQf5f/wVRfz9gtUKblQWH2YwZloU8Lw/nX3IJTp06BSwuwul04rROh9IQesMijXCikUWnGjYc4QT31vgLA8Ri8YqEs7i4CI1GA4VCEdV45fUQ6eZvMpmg0WigVqvR0tISVuNjvEQDLpcLGo0GLMsukzyfjeMJgjc2vV6P7u5uOJ1OdHZ2BhS2I+msDwXnQg0n2nWDp2g6nU5KQGQECHFAyM7ORkZGRsA6odRRpE8+CZFGA8ZiAWs249jYGLwSCarz8nDHoUPYt28fjh49il/96lcwGAx49913ac/KWoikhkOUmLGwtkkFbCjCIb01ZIMNbuQM7vbneR4TExMYGBjA1q1bsXXr1rh++cJ1G+B5HmNjYxgaGkJNTQ1KS0vDvr54iAaMRiM0Gg3y8vJQV1e3TIZ9NkQ460Emk0EkEqGurg48z8Nms8FoNEKv12N4eBhSqZSmdXJycqKqK/hDiHDCQ/AQMyKTN5lMGB0dDUjR5eTkhLSuaHwcPMNAZLdjSKGAg2VxjVyOu3JykHWmx+bSSy9FTU0Nfvazn2Fqagp6vZ4eVlYDy7IRtQdEI4tONWwIwvG3p1mrt4Y0X5LaTldXFxYXF9HU1LTMrjseCKf50+PxoLOzE1arFc3NzREX4WOZUvMnwNVqSBtxAJt/YbusrIxa+5PBZj09PcjIyKBpnUjl1+dahBPrFOVKMvnFxUWYTCZapxOLxZBKpZifn0d2dvaKBwVu505I2toAlkUZx+EbSiX25eZCpFTC5fe4srIyfP/730d7e3tI30+WZSM6mAg1nBRCOL01YrEYPM/DaDSis7MTKpUKra2tMTudrodQN39/B+pory9WBODz+dDZ2QmLxbImAZL3PtYbWSrJl4m1Pzmk+NcV+vr6qLMyeUxwWmc1JGPzT6aJZrzXFYlEUKvVVH7Nsix6e3tht9sxPj6O7u5uKkAgBwWJRALPl78MmEyQvvAClHY7zs/MBK9SwfPZzy5bQ6FQoKWlJaTriaSGQya3Cim1FEC4o5/JiYo0JUaSoooG6xEOz/MYHx/H4OBgSA7UsVgzFFitVrS3t9OZ6GsRYLwIhzxnKsK/rhA82nlsbIymdQgBxatGGAnO9pRaOBCLxZDL5ZDL5aiurobH46FCkcHBQbhcLqhUqiUC+sY3kPX1r0N2+DAYiwVcQwPYEIllNURSw3G5XGBZVkipJROR2NO4XC50dHQAABoaGuKiQlsPa23+/kPc9uzZs2zYUaSIVjQwMzOD7u5ulJeXh9Qw6084sUQqRThrIXi0M0nrGI1G2lfiP1kzOzub5vXPFvPOWK2bLDk2eb9lMhny8/PpZEsiQDCZTJiZmYHP54O6ro5+ThlRvleRRDh2ux0AhJRashCJPY1Op0NnZyfy8vJoP0YysJpogKjk0tLS1hziFumakWz+HMehr68PMzMzVPIcCuJFOPF6znjDP60DLKUmSfQzPDwMp9NJT9Uejyfh0U8yI5xkrEvrKB4PRAMDgNMJ0dwcwHFIa2mBsqgoQIBACIgIEPwteJRKZVivIZI+HLvdDpFIlBJNybHAWUU4K/XWrAV/u/4dO3Zgy5Yt0Ol0SRn1DCwXDfA8j8nJSfT398dNJRdJhOMveQ7XaeFcj3DWg0QiCZis6S/rJZubzWaj6bdwN7VwcS6l1Mi6EocD8oMHIf7gAzAzM0t1zuxscOXlcD3+OPiysgABQklJSUCjMJnTJJPJAkYwrGcUG2mEc7Y7oPvjrCAc/96aUEc/OxwOaLVacBwXYNefyEFowfBPqfl8PnR3d8NoNKKxsRG5ublxWxMIfWMxGAzQarXYtGnTMufpUBBPwjkbI5z14C/r7erqglQqhVwuh06nw+DgIN3UyMYWa4HLuZhSUx85AvHx44BIBMbtBkQi8EolRCMjkP7xj/Dce++yvwtuFGZZljogTE5OoqenB+np6QEWPMES6EgIh0z7FAgnQQh39DOwNF2yq6sLRUVFqK2tDfiQV2v+TAQI4VitVmg0GsjlcrS2tsbVQj9Ul2r/kdmRzPshiGdK7VyAQqFAWVkZysvL6aZGvN+6u7vpXBli6xKtBc+5llLjOA5SkwkMz4OXSABCeiwLMAwQ4nRcsViM3NxcelD0er00Qh0aGoLT6Vz2WUUiGthITZ9AChNOJKOfWZZFX18fZmdnUV9fj82bNy97TLIJx2QyYXh4OOQifCzWBNYmACJYsFgsIY/MXg0bJcJJ1onSf93gTc3j8VDz0Z6enqWitl9NIVT5tT+SFWkkM8Lx1tSAl8kAr3fphywLxmoFn5MD9sCBiJ5XKpUGCBBcLhdNlZJBgRzHYW5uDjzPh+xULqTUEoBgYUAoZGOz2aDRaCCRSHDgwIFVi2zJIhyWZWEymeByudDY2LhuV3KsQN631eo4RPKclpYWk54kIcKJHOu9ZzKZLGCujMPhoAREitok/Rbq8LlzJsJhWTB6PWC3w3nZZfD6fJD86U9gs7IAtRpcWRl8n/gE2IsuislyCoVi2aDAkydPwm63Q6PRAECAA8JqtTohwokzwu2t4Xke09PT6O3tRVlZGaqqqtY8OSWDcAgZsiyLwsLChJENsPZYhHAlz6EiHtHIRq3hBCPUz8Bffk2K2sTWn3wf0tLSAobPrWSrkoxIg0y+TdS6zNwc5PffD1FvL87z+eD62tfg/eIX4f3CF848IL7ExzAMVR8SKyir1QqTyQSdToehoSFqlRQ8qZbUcDYKUoZwIumtIYV3g8GAhoaGkDbyRIsGyKZeWloKANRUNFFYKcIhkufZ2dm4OGPHixw2OuFE8/r8PcO2bt0aUFPwb2r0Hz5HJPPJ6P0h15wIyB59FOL33we3aRPEZjPUjz8Ob0sL+K1bE7I+8OH3TywWBwgQSK2OHBbIpFq3240//vGPEdvhAMAPfvAD/OlPf0JfXx9t2n7ooYdQW1tLH8PzPL773e/iV7/6FUwmE/bt24ef//znqKuro49xu92477778Pvf/x5OpxMf+9jH8MQTT6w4YXg9pAThRNJbY7FYoNVqoVQqceDAgZAL7+H4mUUDUk+am5ujfSxDQ0PwnBnelEj49+K4XC60t7eD53m0tLTEpScpVMIJZ6PbKDns9RCr1xlcU/AfPjc5OQlgKaXjcrkgk8kSSjz+5rqJgGhgAHx6OqBSweXzQW42QzQ5CTaBhMOy7KqlAX+rJDKptre3FwDw+uuvY3FxEXv37sUll1yCj33sY/joRz8akmP8W2+9hTvvvBPNzc3w+Xy4//77cdlll1FFHQA8/PDDeOSRR/D000+jpqYGDzzwAC699FL09/dTd4ODBw/ib3/7G55//nnk5ubi3nvvxVVXXYXTp0+HLYJIOuFwHAePxxNyVONv/1JZWYmKioqwbtxEpNRInpZMDCX1pGRJskkvTrSS53DWW49w3G435ubmkJWVFXJRVIhwIodSqcSWLVuwZcsW8DxPe0rMZjMmJiawsLAQIL8OZwRGuEh0hMPV1EAyNATeYoFCrwefkwPuTMYhUQi1RAAsHRZ27dqF3/zmN7j//vthMplw6aWX4vXXX8ftt9+Ojo6OkD6fV199NeC/n3rqKeTn5+P06dP46Ec/Cp7n8ZOf/AT3338/rrvuOgDAM888g4KCAjz33HO4/fbbYbFY8Jvf/AbPPvssLrnkEgDA7373O5SUlODo0aO4/PLLw3ofkkY4/qOfQ+2t8XdQjtT+Jd6EQyTZW7ZsQW1tbcCXKl7W/euBYRhMTk5ienoa27dvjygUDne9tV6n2Wym46gHBwchlUoDit0rfZmECCe2a6hUKqhUKlitVqhUKmRkZFDxQVdXFzIzM+nnkZWVFVNySHSE47nnHsBggLi3F57MTHi//nVIKioSsjZBNOOlCwoK8LnPfQ6f+9znoroGi8UCANR0dnR0FHNzc7jsssvoY+RyOS644AIcP34ct99+O06fPg2v1xvwmKKiItTX1+P48eNnB+FEkkIzGo3QarVQq9U4cOBAxCeweBGO//TL1STZyYhwiDPD/Px81JLnULEW4ZAcdVVVFVVbEa+xsbExdHd3B9Qa/Cc4ChFO7EF6Q/zl1263mzofEEmv//C5aGW6hHASFeHwBQVw/+pXYPR6vNfWhuYLLkj4xhcp4TidTpSUlES9Ps/zuOeee3D++eejvr4ewNLhGAAdZkdQUFCA8fFx+hiZTLbscF9QUED/PhwkhXDIzRqK3JnneQwNDWFsbGzVGSzhQCwWx7yOQlwNeJ5f0womUfUjAiJ5BoD6+vqEkA2wMuFwHIfe3l7Mzc2hsbGReof5S3mrqqroZkdGSPA8T3tMNjrhAKkxgE0uly+T9JLPZGRkBBKJhKbeQpVfB68ZC7LRaDR488038bWvfW39900kApuXB9+ZwXqJRiRNn8CSSi0WddZ//dd/RUdHB955551lvwt+70Kp50Va80taSi2U9JLL5YJWq4XH48H+/ftjYtEd6whnYWEBnZ2d2Lx5M7Zt27bmTRXLYWjrYXp6Gj09PaioqMD09HRCv2TBhEO82TiOozWt1d6H4M2O1Bp0Oh14nseJEycCag3xqkMlA6k4gG2loWZk+ByJVtPT0wPk1+t9JrHqwXn55Zfx+uuv49prr0VZWdm6j090ZOWPSIw7gdgMX7vrrrvw4osv4u233w5Ip5MszNzcHAoLC+nPFxYWaNSzefNmOu/JP8pZWFhAa2tr2NeSdNHAaiAbeX5+PpqamiIazboSYrXp+xuD1tfXB3xg8V57vesikQSRPM/OziY0svInHJPJBI1Gg9zc3GXjqEN5HlJrKCgowHvvvYfKysqA+SVZWVnIzc0Na9BZKiMVIpy14C+/Jooq0lHf398Pt9sdMHxupY76WBh32u12vPPOO9Dr9Thx4sRZQTiR1nAiJRye53HXXXfhz3/+M958801UBNWtKioqsHnzZhw5cgQNDQ0Alurkb731Fh566CEAQFNTE6RSKY4cOYIbbrgBADA7O4uuri48/PDDYV9TyhEOqYVMTU2hrq4ORUVFMX3+WEQ45MTu8/kCjEHXQ7xrOE6nExqNZpnkOdFiBUI4ExMT6O/vR01NzbJhd5FurP5Oy/6d9mNjYxCLxcjOzqYElKhJrrFCKkY468Fffs3zPJVfm0wmTExMAEDA8DmlUhmTlNrp06dhMBggZhi8/Yc/4KatW8Gddx6wRm33bCScaKZ93nnnnXjuuefw17/+FZmZmbTmkpWVRZ0NDh48iAcffBDV1dWorq7Ggw8+iLS0NNx88830sV/60pdw77330u/Vfffdh507d1LVWjhIGuGsZuOg1WoBAK2trXHpsI2WcHQ6HTo6OlBQUIDt27eHdRPFM8LR6/XQarUrXlciU3kEo6OjWFxcRFNTE1XFBCPaPpy0tDSkpaXRQWck1UPcezMyMpCTk4Pc3NyYK63igbN9ABuZNeX/mZCU6NzcHAYGBqBQKJCenk4dRUIR//h8PniJ79kZHD9+HKzHgwKLBb1vvYWZoSH0VlUh+5vfRO3OnQHd/QThSJNjjUhqOKR+Fmkp4Re/+AUA4MILLwz4+VNPPYXPf/7zAIBvfvObcDqd+OpXv0obPw8fPhyw5qOPPgqJRIIbbriBNn4+/fTTERFoykQ4MzMz6OnpWVFOHEtESjgcx2FoaAjj4+N0tk4ka8d64+d5HiMjIxgZGVlV8pxIWxiXywWXywVg6dAQq4Fi642uDk71+Btddnd3g2VZqNVqekqL95yZswXxJLlgS3+fzwez2Uynab7zzjtUfp2dnb3ioYDneXz5y1+mzaoEbrcbmS4XshwODDIM/mlhAf1jY1CePInSmhrI5XIcPHgQl156Kf2bZM3gAZJTwwm1+frQoUM4dOjQqo9RKBR47LHH8Nhjj0V0Hf5IOuH4fD709vZiYWEBu3btCnmyZKSIhHDIeGq32x2VeCHWkYbX60VHRwdsNhv27dsHlUqVkHVXg8lkQnt7O0QiEWpqahI+vdIfwUaXRGlFvKvInJnc3NyAMc/JxNke4awHiURC7adcLhd27dpF6z/T09NLs2r85NdpaWlgGAa33norHnnkEQwNDSEvLw9KpRIKhQLZcjlEIhGK5XLoPR54OA5Omw0qsxlXXnkl9u7dG7B+sgkn0TWcVERSU2pkLoxMJsOBAwcSskGFW0ch3fm5ublobGyMamOK5ca/uLiI9vZ2ZGRkoLW1dc3URCRTP8MBqdcMDAygtrYWk5OTcZlcStYK97mDlVZkzozBYAgY80wIKBZqyEiRDMJJ9CZMVGrBjso2mw0mk4l+LsTQcseOHfjZz36GRx99FO+99x6kUunSuHiPB1hYQLrLhWmPBz4sHSivvvpqfOc731n2upJNOOH2DpKDkmDeGQPo9XqcPHkS5eXlqKysTNiNIJFIQtp8eZ7H8PAwRkdHoxpI5g9CdtGeKv0lz5WVles+VzxFAyzLoqenB3q9nro/TE9Px229WDxvcKOjy+WC0WiEwWCgqZvMzExwHAeXy5WwSO1sFA1EgpU2foZhkJmZiczMTHoo8K/JWa1WfPazn0VBQQFefPFFSCQSZG/aBIyNgbdYMM1xSBeLoT4jXlhpP4m0FyYWiGRth8NBZ+dsFCSNcNRq9ZoF5XghlAjH4/FAq9XC6XSumaqKZG0g8i+5v+Q5VHdssm48Ihyn04n29nYwDIOWlha6MccjoornpqhQKFBUVISioiJa6J6dnYXZbMZ77723zOY/npvWRk6phbOmv6ElANoL0tbWhqmpqaUOeJ8PIrsdIpEIPoZBNs8jj+fx9ttv4ytf+UrA86nVatxxxx1nVUrNbrcDgJBSiwWIf1aiQQr3q930xEInOzsbDQ0NMc3tkxsuktDeX/LsbwgaCuIhGiCpxvz8fOzYsSPg9cRzA4t3FEAK3SKRCDqdDvv376d1hr6+Pni93pjavPjjXI5w1oNMJkNBQQHsdjsYhoHT6YTV44GY58GwLCQA7DyPNJ8PBqeTOn8YDAbk5ubi6quvpqMBkoFIRAN2ux1isTiuI+gTjeRXShMMsumzLBtAJjzPY3R0FMPDwyv2jcQCaw1DWwtE8rx582Zs37497Bs3lhGOv1v3tm3bVvR5OtsinLUQ3Gfi3/szMjISkvFoOEjFaCMea0ay8ft8PnzwwQfIysqC2+0G53JBbrPBwfPwAPACsBmNSCsqgu8M2ZSVleHuu+/G1VdfjdnZ2bMuwklPT095OX84EAgHH7pQ22y2uBpchks4/nWkSKXYQOwIgGVZOvCuubkZarV61fVSuYYTKVaasmk2m2E0GjE+Po7u7m5kZmZS6bW/8WgoSJZ5ZzIinHDXlPy//4eexx7DQn8/CnJycNt//Ae2bt2Kx268Eb0OB7wALABMXi/KPB6M2+3YuXMnrr/+emRmZqKtrY0qVJMhHoikhmOz2TZUOg1IscbPRK3LMAyt45jNZmg0GqhUqnXVXrFeey2EKnkOBbEQDTgcjoAZP2uF+fEaMZ1q8DceBbDMeJTjuADng1DSoOdChBPyhs/zYIaGIH73Xch+8hPMLS6imudxn9eLXTk58F1wAYaKijA6MoJtcjnGvF7YWBZikQhyuRx33HEHPvrRj1JRyNTUFOx2O44dO0bdD7Kzs6n8Op6IJsLZSDjnIhyGYZaKjD4fxsbGMDg4iKqqKpSXlyfkixdK82c4kudQEG1KzWAwQKPRoLCwENu2bVt3s9ioEc56CDYetdlsMBgMmJ+fp132RHqtVquX1QfPlRpOSGtyHGQ/+AEkf/wjGKMRjMOBT2zfjo/LZJBOTsKr0YC7+mocTU+HQiSC2+sFz3HIlMnAZ2eDnZnBiRMn8NGPfpSKQtxuN9LT01FaWhrQk+WfFs3Ozo6LJVIkNRyHw5EQMkwkkko4ieyA94dIJEJfXx8cDkfEg9yiWXutzZ848G7duhVbt26Nyc0W6fvM8zzGxsYwNDQU1uC2UCOqcK7rbPvS+ct8y8vLaZe9wWAIMB4lBERSJym5+ccYoUQ44nffhfT558ErFEBGBmCxQDQ1BWbLFoBhwOfmoq+vDxM8D1d+PhZcLlyydStm8vLQPTQEjuNw7Ngx3H333VQ9SdJa5HMpKyujPVkmk4mmRYklEhk+FwtVYiQRjpBS2wCwWCzw+XxgWRatra0JN3hcjXBYlkVvby/m5+fDkjyHumawF9V6YFkWXV1dMJlMEdW1zsUIZy2QLnvyuTqdThgMBlr/IfeF0WhEenp6wpRJqSoaYBYWAK8XKCgAn5kJxmAA43AAJhPYhgZ4b7oJ77/4IhYXF7FpyxZ88YtfxI033giHw4HHH38cf/vb36DT6aDRaLB//34AKxNdcE+WvyVSb28vvF5vgPt1pI7kkdRwhJTaWQye5zE5OYn+/n5IpVJUVlYmxU14JcIh9RGGYcKWPIeCcEUDDoeDjoBuaWkJe/M7V2o40UCpVKK4uJiaXC4uLqKjowN6vR4TExMBp2y1Wh23IneyIpz11uR27ACfmQnMzICRy8Gr1fBedRV8118PbtcuQKlER0cHdu/ejW9+85vYuXMnAEClUuFb3/oWGhoa8Mtf/hJdXV0BhLPeph9siRTsSE7qdqQGFEpTMM/zEROOEOHEEIlKqfl8Pnpab2pqQn9/f8LdkwmCG0+J+3SkkudQ1wz1fSYS7KKioohNVOPpbHC2RjhrQSQS0ZpObW0t0tPTqcVLT08PfD5fgMV/rPL65L1MBuGsV5fktm+H+3vfg+ynPwVsNvg+9Sl4/u3fAL8N/t5770VWVtayTnyGYXDFFVegsbExYJ1Q1g1+nmBVIhmHPjMzg/7+fiiVyoCDwUp9e+T7HkkfjhDhnGUgY5aVSiVVV8V66mc48G88jYXkORSEIhrw70OKxfUIEU5kYBiGNjkWFBQEGI/q9XoMDw9T41Fy0o5UVJIswgm1D4e94go4P/5xgOeBFR6/Xk2RTK0kiNbahhwM1Go1tm7dCq/XS2XxpC5HPPnI8Dn/A6YQ4WxgwuF5HtPT0+jt7UV5eTmqqqroFyuZhCMSieDxeHD69Gk4HI6Yjc5eC+tFkiQCNJvNMelDileEkyyRSaKw0mtbzXjUaDRidHQU3d3dAZucSqUKmUDIesky7wwJDLP0LwaIdETAapBKpQEDAf2HzxFPPrVaHbEgxGazxbSWmwpIekotHvD5fNRQcqUCfDIGkhGQ0dTZ2dloaWmJa98PwVqv1263o729HTKZLGYiio1ODPFEKB5jKxmPEpNLAAHOB2vVGJKZUktG93y811UqldiyZQu2bNkCnufp8DmdTgcAeO+998KKTB0OhxDhpDpsNhs0Gg2kUumqA8CSFeFMTU3BYrEgPz8fDQ0NCfuiryYa0Ol00Gq1KC4uRk1NTcy+jPEinI1OZJG8Nn/jUZ7naY1hdnaW1hhI42mw8Wiqp9RijUQSHcMwUKlUUKlUyM7ORkdHB2pra2lk2tXVRYfPEfl18LVFM146VbFxTHqwNDX0vffeQ35+Ppqbm1c93SWacFiWRWdnJwYGBqBWq5GdnZ3QL3lwiovUjzQaDXbs2BFSM2c4OFcbP2OBaO4LhmHodM2mpiacf/752Lp1K1iWRX9/P44dO4b29nZMTEzAZrPRQ0iiCcdoNOI3v/kNfD5fQtdN1ngCYqOVm5uL6upq7Nu3DwcOHEBJSQncbje6u7vx9ttvQ6PRYGJiAnq9HhzHRdWH8/bbb+Pqq69GUVERGIbBX/7yl4Dff/7zn6fOJ+QfUfMRuN1u3HXXXcjLy0N6ejo++clPYmpqKtK3AcAGiXD8e1jOO+88mlNdDYkknGDJ88DAQMLTef4Rjs/nQ2dnJxYXF2M6eiF4vfWIwePxYHBwEDKZjN7Q6218G104EGuJcrDxqH/vz8jICN18FxYWkJOTk7A2gcOHD+O5557DpZdeitbW1oSsCSQvlbdS06dcLl9xIq3JZMIPf/hDvPzyy+B5HrW1tZiZmUFRUVFYa9rtduzevRtf+MIX8OlPf3rFx3z84x/HU089Rf87+PM/ePAg/va3v+H5559Hbm4u7r33Xlx11VU4ffp0RMT95ptvnv01HLvdHuDxFUoPi1gshtvtjnrt9UAkz/6WMMmoH5EIx2azob29HQqFAi0tLXHbYNbr+7FarWhra4NSqYTT6cTY2Bi1FyHpn9XGQmz0CCdeYBgGaWlpSEtLoxLfhYUF9PT0YGJiAj09PeumeGKFd955B1arFYcPH8ZHx8Yg/c1vAJ6H77bb4P3c52ImEghGKhGOP4KFIY888giuvvpq3HHHHXjjjTfwv//7v9i+fTu+8IUv4N577w1pzSuuuAJXXHHFmo8hpLcSLBYLfvOb3+DZZ5/FJZdcAgD43e9+h5KSEhw9ehSXX355SNfhj9bW1rM7wpmbm0NXV1fYNYhwx0yHC57nMTQ0hLGxMdTV1QWcTpJFOB6PBydOnEBJSQlqamriGi2sFeEsLCxAq9WirKwMZWVl4HkePM/DYrHAYDAEKK9IcZx0dwsRTuwgEomoom3v3r0BxqNdXV3UeNS/9ycWmJiYwPDwMADgpRdewA89Hoi9XoBhIPre98Dn5cH3iU/EZK1gxFqlFirCJTqFQoGPf/zjUKlUeOKJJ9DY2Ig33ngj5vvGm2++ifz8fKjValxwwQX4/ve/j/z8fADA6dOn4fV6cdlll9HHFxUVob6+HsePH4+IcGQy2dlJOBzHoa+vDzMzM9i5c+cyvf16CMVAM1J4PB50dHSsKnmON9kFg+d5zM7Owul0Yvfu3SgsLIz7misRDs/zGBkZwcjICP3MvF4veJ5fNt2RyEsNBgPGx8fp7zmOC9uiR8Dq8Ce41YxHFxYWMDg4SI1HicIq0sGEhw8fhs/ng0qlwrxej9NSKfaSU7ZeD/Hx43EjnFSNcFYD6cPJycnBZz7zmZhe0xVXXIHrr78eZWVlGB0dxXe+8x1cfPHFOH36NORy+dJEVZlsmc9kQUEB5ubmIl73rEupkZoIsBSiRXLyilcNx2KxoL29HSqValXJM3GqTgTIiIPFxUUoFIqEkA2wnHD8+3xI3Wit1Ji/vJTjOBr9cBxH318S/WRmZm6YyCfRNjOrrbea8ajRaMTQ0FCA8ShpcFzpeb71rW/h5MmTAT8jEmGpVAo3z+OLDgdUExNLv2RZ4M9/xue2bcOtt94a89d7thFOPFVqN954I/3/9fX12LNnD8rKyvDyyy/juuuuW/Xvor1Hz6oIZ35+Hp2dnSgqKopKWRVrwuF5HlNTU+jr60NlZSUqKipW/VDiGV35w2azoa2tDWlpaaivr0d3d3fc1yTwJxyn04m2tjZIJJKI+nxEIhGys7ORnZ2N2dlZbN++nRosTk5OgmGYgNpPMvzxzlaEunmsZDxK0m/EeNS/94d479XU1OD555+HxWKBTCajm65CKoXI64UiPR3Ti4uY9njgBcAyDDYDqKioiMvrTaZKLdx1OY5LqNNAYWEhysrKMDg4CADYvHkzPB4PTCZTQJSzsLAQldDjrCAcjuMwMDCAyclJ1NfXR31SjyXhsCyLnp4e6HQ6NDY20oa81ZCIGg4h5tLSUlRXV8NisSS02E4Ix2g0QqPRoKCgICY+ccT2JS8vD0VFRdTbymAwYHJykha+SfQTTtd9KiBVIpz1EByBkt4f4uxB0kDXXHMNtm/fjjvvvBPDw8NQqVRIZ1nAagXDMFCIxZDl5MDucEDMcTi/pQU/eeyxFceWRwtiJ5WsGk4ktjYA4u5CQkC+Q2RvbWpqglQqxZEjR3DDDTcAAGZnZ9HV1YWHH3444nVSPqXmdDqh1WrpOIFYhJixIhziqiwWi1dtMg1GPAnHX6ywc+dOqkBJtFCBYRjY7XacPn0atbW1KC0tjdlz+xOnv7dVZWUlPB4Plf1qtVoACIh+EmX5HykSrcCLBcGt5C8WbO9/8cUXY3p6Gk67HSKfD0pgSYnm88FmMkGiUuGer30Nd911V8S1ofVA7v9kpdTCdRQhhBPpfmez2TA0NET/e3R0FBqNhkahhw4dwqc//WkUFhZibGwM3/72t5GXl4drr70WAJCVlYUvfelLuPfee+n357777sPOnTupai0SpHSEQ2TF5IQcq3A4FoSzsLCAjo6OsNN78RINkHqN3W5HS0tLQCge7niCaMBxHObn52G1WtHc3EyFAMGIRHW23uNlMllA4Xulkzf58sRT9hsNzoYIZy1IpdIA41Gr1Yof/ehHAACOZakRJ8fzEDEMeI5DSUkJDh48GNfXnmzCCeUw6g+HwwGpVBrxIenUqVO46KKL6H/fc889AIDbbrsNv/jFL9DZ2Ynf/va3MJvNKCwsxEUXXYQXXnghIKJ69NFHIZFIcMMNN8DpdOJjH/sYnn766Yj3Yb1en5qEw3EchoaGMD4+Hhcn5WhO/GtJnkNBPGo4xBE7PT19RbFCPMcF+MPj8UCj0cDpdAaozmKJcCaEZmVl0c57r9dLox8i+yXXmJubG/aGEA+cjRGOP5jpaYhPnAAUCvguvBBMejpmZ2cxPz+PjIwM6JxOiBkGixwHHwAFAKlMhpGREZw8eRLNzc1xI4RkE04k0z5DaYZeDRdeeOGa99Nrr7227nMoFAo89thjeOyxxyK6hmC8/PLLqZdSc7lc0Gq18Hg8y07qsUKkEY7H44FWq4XT6YzY5TnW6a25uTl0dnYuc8T2RyIiHNLMqVKpUFFRAYPBEPM1otkcpVJpQGc3kf3Ozc1hYGAAaWlpAZ5jyUKiI5xYbcCivj7MffGLGJmdBQBwW7fCc++9OH7mAMKy7FK/lUSCdI7DPokEJzgOXoYB73bj//7v/+B2u2nvT6wPAUShloyaXiQ1HEI4Gwm33XZbakU4BoMBWq0WeXl5aGpqils+lxBOOCc8s9kMjUaDrKyspY7ZCK8tVoTD8zwVUuzevZs2bK22JvmbeHzhCOlVVFSgsrISU1NTKe2lFiz79Xq9AQPPWJZFZmYmWJaF0+mM+QTWlZAMB4VY3g/SZ5/Fr0dH8aLHA7vXCxgMwE03gc/MhDg7G4uLi0triURgMjPRn5EBpcsFt9kMjuPQ09OD3bt3w2g00kOA/3Cz7OzsqFLqyZJEA5E1nBKn6LNJ9BIKkk445PRNhpFt374dW7ZsiesbTW7cUE4e/qOpq6qqUF5eHtW1xYJwSKTlcrmwf//+daNAcrPHWhbqn17ctWsXbcAN1bwz1jWcSBHsOWa32zEzMwOLxYITJ06s6bgca6RyDae9vR0nTpzAHXfcsfyXViu+pVRC5nTieQBeAEU8D9HiIkxn7r/CwkIUFxfDYrHA4XBArVbjn/7pn9DT0wONRgOfz4eKigpUVFTA5/PRQ8DAwADcbjfUajUloHA342S5DJC1I1GpxcrdIZWQdMJxu91Rp6nCBfnw17sRWJZFd3c39Ho9mpqaYlKTiFY0QFJXmZmZaGlpCSnSIl/MWBKOvwlo8Od2No8nIL5WhYWFmJ+fR0tLC934+vr64PV6A9I+sdoUzoYI56GHHsKrr76Kz3zmM8sMctmLL0bG3/+O/+I47AXwfQCTAAoBZJvN2FlcjLTycjgcDhgMBlRVVeFb3/oWLrroIvh8PvT19QV8vyQSCR1uRoxHifvE2NhYgDtFKP1XyY5wIkmpbbRZOECSCYfnebz//vvIzMxEQ0ND3FJowSA33lobPzEFDUfyHAqiEQ0QHfzWrVuxdevWkDcL/5RaLOBwONDW1gaZTLaiCWioxBDJ9SR6Yw7e+MiGqdfrMTQ0RC1fcnNzo077AKkb4dhsNhw9ehQcx+Gll17CF77whYDf+665BszEBOQPPIArXS7UA7gFwByAYgCZs7Ngi4uh1+tRWFiIp556ioqBJBIJ6uvrV13b33i0uLiYuk8YjcaQjUeTSTiR9uFstBoOkAJ9OHv27IFCoUjoF41hmDWFA0TyvGXLFtTW1sb0Ro0kpUYaX6emptat16y2JnmeaGEwGKDRaAIcsIMRzwgnmWAYBunp6UhPT6fjnldK+5DG07S0tLDHPScS4Yx6Pnz4MDweDxiGwZ///OdlhAOGgffuu8Gr1VB84xvgnE6YAGQC8DIMjBwHtcuFjIwMWCyWqA6X/u4TpP+K9P50d3eDZdllxqPJchkAIk+pCYQTB6Snpydl3PNKGz/P8xgcHMT4+HhMHA1CXXctkHqN2+1GS0tLRDehf0otUvA8j4mJCQwMDGDbtm1rdoOfKwPYxGIxtXxZad6MTCYLiH7CSX8mAuFEOH/961/pIe3YsWPLLE8IfJ/7HGyXX4639u2DzWhENoApnke2QoEpnQ7q7Gy4XC4cP36cNhlGC5lMtkyBaDQaqfGoXC6HUqkEy7Lw+XwJy6QQRFI/SqStTSKRdMJJFoIjHP9CfLzk2MCHhBPKl31xcRFtbW3IysqKOuUYTS8OUREtLCxgz549K240/tioEc5aCJ43w7IszGYzDAYDhoeH4XQ6kZWVRaOf4B6LVKnheDweXHHFFZifnw/4+fT0NP2+sCyLvXv3BjQlSiQS/OhHP8Kll14KFBTg1dZWWF97DVKex2dKSnDbz3+OJ/76V7z66qtwOBx48803Y0Y4/vBXIJaVldEodHJyEi6XC8eOHYNKpaIHgXibv5LvuhDhLCHphJOsTcSfcPwlz6EW4iNFqBLlmZkZdHd3r2sGGioi7cVxu93QaDRgWRYtLS0hSYTPlQhnLYjFYkouAAKiH1L0Jr/3Hzme7AhHKpWiuroaH3zwwZp/G0xIxcXFKC8vB7B07/aMj6O8vh5f//rXcc0114BhGDzU2oqdO3fikUceQVtbGwwGw7reg9GCRKEulwsikQg1NTU0/UbMX/1FILG2PyLfuXAJx+FwhJ06PxuQdMJJFsRiMXw+HyYmJmImeQ51XWD1MJvjOPT392NmZiakcdmhIpIIh0RYarUaO3fuDPlLcy5GOOtBqVSiuLiYFr2J3T8ZOEdUflarFWq1OiGvdSXCmZ+fxy9+8QtccMEFOHjwIDwez7qqyk9/+tP46U9/SseVSyQSXHLJJfinf/onVFdX08eJRCJ86lOfgkQiQX9/f0I/TyIaCDYetVqtMBgMmJmZQV9fH9LT0yn5ZGVlRV33Ie9duCk1m82GrVu3RrV2KuKcJRyRSISxsTE4nc6YSZ5DXRdYuZ5CJOLEZSGWOvxwa0eRKuKA+PXhAGdPhLMW/O38q6qq4HK5sLCwgMXFRXR0dARIfnNzc8M2fgwVwYQzNjaGW2+9FT/4wQ9w0003obm5Gbfddhu6urqWve9isRhSqRSPPvoobr755oDnyc/Px3e/+90V1+Q4DmVlZbj55pvj8ppWw0oqNZFIRO2PVjMeJb0/4YpACFiWBcMwETV+Cim1OCAZp1a73Q6r1Qq5XI6WlpaE+mitVsAnw9vUajUaGxtjntYLR6o8ODiIiYmJiBRx4awVyfNuRCgUCmzevBlDQ0NobW2lRW8i+SUD53JycmI6ciGYcN566y3Mzc3hjTfewPnnn4+qqir853/+J66//voV//6SSy7BLbfcEtaayZInh6JSCzYeJRJ4IgKRSqUBvT+hHAQiHb4m9OFsEJBZMTKZDCUlJQk3bSSnHX/CmZqaQm9vb1zTeqFEOD6fD1qtFna7PSQHg9UQT++2jRDhrAWxWBwg+XW73bTh0X/gHDl1RzNwLphwjhw5ApvNhiNHjuDf//3fIZPJ8Le//Q0SiQQ+n496kbEsC5ZlceTIkbCL28mcSRPOuitJ4Mnk2bGxMXR3d1PxATkIrJYij3Tap0A4ZzE4jqMn9507d2J+fj5pmxfZ/DmOQ19fH2ZnZ9HQ0EAnKsYD65GA3W5He3s7jfqiSeOESpipYm2TCiD3YvBrlMvldOSCf82BHFJIwyMZOBfOpupPOFNTU+js7ERuVhYMQ0Po+NSn0HzllfjLX/4Cn88HsVgMlUqF7du34/jx4wCWUsBHjx7FNddcE/Ka4fT+xBKRRhoE/mlOAAEHgenpafA8H9D7Q8Q1ka4rqNTihETcfKQ2QnpZMjIyoNfr4zKXJhSIxWI4nU709PTA5/PFvF6zEtYSDej1emi1WhQVFcWk0VVQqcUHwTUH0vBoMBjQ2dkJnucDop/VFFdDQ0PQaDRYWFiA1+tFb28vuru74bDbUWSzYdbpxPMffIAjH3yARbcbAFArEuGBb3wDF3/1q3j88cfxX//1X2BZFn/961/DIpxkRjixrIX5HwTI3J+VjEfFYnHYexzx80vUtM9EIumEE2+YTCZoNBpkZ2cH1EZiOWY6EnR2diIvLw/19fUJ6YBeKcLheR7j4+MYHByM6dyheKXUzsUIZy0ENzz6K676+/uXKa7IRv/qq6/ixz/+MdxuNxQKBf1OSDgOYo8HCrEYf/R64T7zGaYDsHm9eP0HP8Al//zPuPvuu3H++efjc5/7HI4dOxbW60xWhBPP2hHDMFCpVFCpVCgvL6fGo0ajETMzM/B6vWhra6N1uFCMR4WU2lkG/8746upqlJWVBXzIYrEYXq834dc1NTUFt9uNkpIS7NixI2FfvuAaDsdx1Ji0ubk5pjNgQn1NLpcLrjN2J6lsAZMIRPu6/Dc9MnCORD/+di+5ubm47rrr8Nvf/haTk5MAgE2bNkEqlYJxOACzGQwAN8+jGIAJQJpIhC+IRLjP4wE3PAy+rg6NjY04ceIEpqenw7rOVBYNxAr+/nsZGRmYm5tDfn5+QA8W+SxWMx7dqCm11JuxGwP4fD50dHRgZGQEe/bsWbEQn+gIh2zw/f39UCqV2LRpU0JPev4pNbfbjZMnT8Jms6GlpSXmA8dCiXB0Oh2OHz+OU6dO4b333sPAwAAMBsOan0ki3KKTiVjeD0RxtWPHDhw4cACNjY1QqVSYm5vDCy+8AJZlaXS0sLAAu8UCXqkEn5UFK8vCzfOYA1AK4EmOw3d8Pijdbii+9jXA4QAAZGRkoLa2NqzrOltEA7FcVyaTobi4GLt27cJHPvIR1NXVQaFQYHJyEu+88w5OnjyJoaEhmEwmcBxH5zBFEuG8/fbbuPrqq1FUVASGYfCXv/wl4Pc8z+PQoUMoKiqCUqnEhRdeiO7u7oDHuN1u3HXXXcjLy0N6ejo++clPYmpqKpq3gSLphBPrTddut+PEiRNwuVxobW1d1YYl1pM314LL5cLJkydhsVjQ2toKmUyWcP84QgIWiwXHjx9HWloa9u7dGxeV3lrEwPM8xsbGoNFosH37dhw4cAA1NTXgeR79/f04duwYtFotpqam4HQ6Y35tqYp4EimxeykvL0dTUxOcTidkMhkYhsHldXXYbrPBMjoKpq8PbpUKdqkUHMOAUSrxJ7kcly49CZCeDnFHByQvvRTxtSRTNJCs8dL+6xLj0crKSjQ3N+P8889HaWkpPB4Puru7ccUVV+CKK64AsGQiHO59YbfbsXv3bjz++OMr/v7hhx/GI488gscffxwffPABNm/ejEsvvRRWq5U+5uDBg/jzn/+M559/Hu+88w5sNhuuuuqqmBzQN1RKbW5uDl1dXSguLkZNTc2aN1iiIhxSQ8rNzUVdXR3EYnHUM3EigUgkgtlsRl9fX9xdFVYjHOLJptPp0NzcjIyMDLjdbuTk5FADTNL7QIwXlUol8vLyqAWKEOGEDo7jMDY2FnCveb1enDp1Crm5uTAZjRh/7TWMu1yQMwzsbjfmxsbgYRiIJRLYvF50bd2K4rEx8GdO24zDAcZuj/iazrUIZz2VWnAd7oEHHsALL7yA999/H+effz6Kiopw+eWX44477sDu3bvXXc+fsILB8zx+8pOf4P7778d1110HAHjmmWdQUFCA5557DrfffjssFgt+85vf4Nlnn8Ull1wCAPjd736HkpISHD16FJdffnkE78KH2BCEEyx53rx587p/E2/C8Z8UWlNTg9LSUrqhRDMTJ9JrsdvtMBgMaGhoiJldzmpYiXA8Hg/a29upJ5tMJoPX6wXP8/D5fABArUdKS0tRWloKn88XUIfwer3wer1gGCYuvlfJRDyItLe3F9///veh1+sDnt+m16NGJIJJp8PrFgsWsZTq4AAwAFieh1giAcuyuN9iQTvLgrFYlv5YocBHCwqwK8JrSmZqKxUJxx8Mw9B66jPPPAOdTodjx47htddeC4hAIsXo6Cjm5uZw2WWX0Z/J5XJccMEFOH78OG6//XacPn0aXq834DFFRUWor6/H8ePHz37CifZUF2wHE2reM56E4++uvJJtTiLTeV6vl0rCy8rK4k42wHKDUpvNRqeUElUeee9lMhlYlqV9SeR9IU2GeXl5dPRzW1sbJBJJgAorNzcXeXl5Me3ATxZiff07duzArbfeil//+teYnJxEcXExFB4PimdnIfN6wfp8sGGJaAjZyAGk5ebCbreD53n0mM34RXo6OKcTbp5HbnY2MhYWUKTXQ61Wh+2IkUyVWjLm4bAsG/bByGazIT09HRkZGbjyyitx5ZVXxuRa5ubmAICOgicoKCjA+Pg4fYxMJltWiigoKKB/Hw2STjjRgKSrcnJywraDiRfhuFwutLe3A8Cqk0ITRTh2ux1tbW1UpJDoOSA8z9Men9LSUlRVVdGiKADao0A2AvI7YulO3iPiziCRSJCbm4vi4uKAHpSOjg7wPE/dl0MZOZxqiJcV0BVXXIHa2lo89qMf4fTf/448qxUqnw+8UokasRijLhdYLEU4BSIRyrZtgzQvD2azGaOjo/D5fEgvLITD4UDjtm342te+hs2bN2NwcBAul4sOnMvJyVk2cmG113kuRTiRrEsIJ14I/oxCGZUS7jjy1ZAShBOu+si/fyQ4XRUq4lFHMRqN0Gg02LRpE3bs2LHqiSoRhKPT6aDValFSUoKamhp0dXUlLKoiX7Dx8XEMDQ2hrq4OhYWFlExWMzMUiUQB5qY8z9O/8Xq9cLvd8Pl8dIhWfn4+zX0vLi5S+xfSgU+in3Bk18lEvK5x69at+B+vF0+4XPg9yyKP5yFyuSCWyVDKMGAzM5HOcTA7HPBOTkKang61Wo26ujoMDQ3B5XLhM5/5DO655x5kZWXR53U4HJT0ideY/8iFlQ4456JoIJLRBKGQd7ggpYa5ubmA4ZILCws06tm8eTM8Hs+yAXsLCwtobW2N+hpSgnDCgc/nQ1dXF0wmU0jDwFZDLOso/j0/tbW1KCkpWfNmiadogKjAyEZfVFRE10xUwZ2sMzo6ij179kCtVlPiIKmy9UA2B9Iv1dnZCQA0vUbqPoS8MjMzaQe+2+2GwWCAwWDAxMREwOyZnJychEd6oSCunw3HIbOtDRKZDBKfDyKfDxaOg8jjwS6FAoNeL77s8eB/eR4eqxUZXV3gmpogk8mQnp6OAwcO4NChQ8s+NzJwrri4mA6cMxqNAQPnSOMpIf1kpbbOhhoOQbx6cCoqKrB582YcOXIEDQ0NAJZqq2+99RYeeughAEBTUxOkUimOHDmCG264AcCHzvEPP/xw1NeQet+8NWCz2aDRaCCTydDa2hpV0ThWKTWWZdHT0wO9Xh8yAcZLNMCyLLq7u2EwGLB3796A02g8DTX94fF4oNFoAAB79uxBZmZm2GTjD7vdDo1Gg/T0dDQ2NtL3zv+f/+coEokglUpRVFSEoqIiKgU3GAx09sxakzeTibhdh0gER24ujk1MIEMsxgjHAQwDh0oF5ebNkPb14WWGgQXAFoaBwemEZWgIBSUlyMjIQHd3NywWy5r9Wv6kXl1dDafTSaOf8fFx+nvS6JtonE2EE41TtM1mw9DQEP3v0dFRWnYoLS3FwYMH8eCDD6K6uhrV1dV48MEHkZaWRsdFZGVl4Utf+hLuvfdeekC77777sHPnTqpaiwYpQTihpNTm5ubQ2dmJ0tJSVFdXR33zxIJwnE4n2tvbwTBMWGMO4hHh+NeOVrqWREQ4drsdp0+fpqczmUwWoEALd0M1Go3o6OjAli1bUFVVRf8+OPUGIKD2Exz9ZGVlITs7G1VVVXTyJiEgmUwWkAZKxukbiL/c+9TNN2Neq4XV40GlVIp/ufVWnCosxKt//zssDINZjgMHYAaAgmGws64OXUNDkMvlsNlsOHHiBD7+8Y+HvF7woDNC+jqdDiaTCYuLiwkb88zzfERjnmOBSCK6aGbhnDp1ChdddBH973vuuQcAcNttt+Hpp5/GN7/5TTidTnz1q1+FyWTCvn37cPjw4QDftkcffRQSiQQ33HADnE4nPvaxj+Hpp5+OyfuXEoSzFjiOw8DAAKamprBr165lCotIIRaLaWE6EvIyGAzQaDTYvHkztm/fHtZziESimNrqmM1mtLe3Iy8vD3V1davWR+Jp5aPX66HRaFBSUoLKykocPXoULpeLRhDhbijT09Po6+vDtm3b1vR4I6/Vn4DWin7kcjmdvEnSQAaDAQMDA/B4PLQInuixFUB8veJOulzwVlXhgooK3H377Sj+6EeRrdWioaEB//fAA/j76dOQAKhmGNz/uc+h8X/+B0899RSeeuopGAwGHDt2LCzC8QdpdszOzobL5YJSqYRSqaQpTzKQLl6CD3/lY6IRSe0ompTahRdeuObhhWEYHDp0CIcOHVr1MQqFAo899hgee+yxiK5hLaQ04bjdbmg0Gni9XrS0tMQ0r7neqOfV4C9Y2LZtG0pKSsJeO5YRzvT0NHp6elb0i/NHPFNqZEz3jh07UFRUBJ/PB7Vajffffx8qlQp5eXnIy8sL6STL8zyGhoYwNTWFhoaGsCexriY8IKfc4OiHeFqRNJDBYIBer4fZbKbD6HJzc6FWq+O6YYU6HO+WW27BZZddhrS0NDQ0NASMcF4LEokEX/rKV3DjjTfSVDTP89i2bRtu+Ld/w/E778T2/Hz86nvfw6ZLLwUA3H777TjvvPPw/e9/Hx988AHcbnfUvU88z0MmkwWkPIngw3/gnP/IhWiJONmEk8iUWqojJQhnpRvKaDRCq9UiJycHTU1NMS/0kpuPZdmQbctZlkVXVxeMRmNUhpexqOFwHIf+/n7MzMyENEsnHik1/3k+/uIAnuexZ88eeDwe6PV66PV6jI2NQSKRUPJZqXhP3l+r1Yq9e/dGfcDwFx6Q6yXXt1L0o1AoUFJSgpKSEpjNZmi1WrAsi97eXvh8PkpO8YqA1ttYh4aG8P7770On02F8fByfamzEzwAwLhd811wD7223Aatsql/+8peX/YxIXZubm/GTn/8cl1566bLNcd++fXjqqadw8uTJmEQewSo1kUgEtVoNtVq9bOAc8e8i5BPpwDnyOZ8thLNRjTuBFCEcf8RC8hwKSE0h1I3f4XCgvb0dEokkasFCtLJor9cLjUYDt9uN/fv3h3RzxlqK7X8NLS0tUCqVy8QBcrk8II9vMpmg1+sxODgIp9NJLW3y8vIgFouh0WggEomwd+/euPTRrCW7Dm46BZYIYNu2bdSpQa/X03knaWlpAU2n0W5moRwGjh49CofDgZ6eHrBeL147fBg+lQoKhwPiY8cg+X//D65nngF/xgYolDWJa8Na6bLc3NxV7VLCxXop7OA5MyT6mZ6ejnjgHCG5s6Xh1OFwBMiWNxJSinBiJXkOFaEKB0jzYmFhIbZt2xb15hLN5k+69tPT07F///6QI79YOi2ThtK0tDTs27ePvo9rKdFEIhE9pdbW1sLhcECv10On02FgYADAksy2srIyIbLl1aIfQkROpxMMw8Dr9UIkEiEtLQ3l5eUoLy8PsP73H3wWzSk8lMa6v//97xCLxXA4HGA4Dkaexzt2Oy7x+QCOg/jECcgPHoTr2WdjtmasEc6aDMOsO3DOP+pc7RCYzKbPSMQKdrtdSKnFE8T+hIw4jjaCCBXrEY5/T8v27dtRXFwck3UjJZyFhQV0dHRQpV44m0WsIhwiltiyZQt1efZPWYR6TWlpaSgtLYVSqYTZbEZ+fj5EIhGd3UKih7y8vITcC/7Rz+zsLAYGBrB161YAWJZ6E4vF2LRpEwoKCgIGn/mPfSbXH4kCy+v1LmvUNZlM6O7uhlwuh9VqhVgkgo/j8JTbjSyxGGAYqCQS1HzwAWC1AiFMi0xG1380m/9qA+dmZ2fR399Po87ggXPJtLUBwk/lCYQTZ8zPz6OtrS1mkudQsRbhkGjLbDYv62mJFuGKBniex8jICEZGRlBfXx9RuB0L0cDk5CT6+vqwfft2bNmyhdZDgPC/VKRZdnh4GPX19VR9SDYSvV4fkEYh5BNPzzSSzh0ZGcHOnTup71xw9BMsPMjIyKCDzzweD5VdazQamrIiCqzV6oX+J/8jR47g3nvvhcVigcvloo/hOI5Gfz6WBQvgeQB/YFlwAGQOB/ZxHAoOHsQvn3xy3UgxWRFOLL7fqw2cMxqNywbOSSSSpEU4AIQIxw8pQThyuTymkudQsRrhOBwOtLW1QSqVoqWlJeYn7HBEAyzLorOzE2azGfv27YNKpYpozWhEAzzPo6+vDzMzM2hqakJ2dnZUzZxEbKDT6dDU1LSsQZVsJCSNQoQHREJLyIdsJrEAmcczPz+PPXv2BLzPwbWftWTXEomE1iD8FVjj4+NUgUUIKNhyh/z/yy+/HKOjo/jxj39MTTTJ74m0ncj6eY6D78zfewBoRSLcEGI/UTIIJ17WNmTgHIk6bTYbDAYD5ufnYTabwTAMVRxmZWUlJOIhCthImp0FwokjsrOzk/IGrxRp6HQ6dHR0oKioCLW1tXE5GYWa3iKNpWKxOGriizTC8fl80Gg0cDqdVBwQTTOn1+tFR0cHPB4P9u7dC6VSuebjgyW0ZrMZer0ew8PD6OzsRHZ2NiWgSJU9LMuio6MDTqdz3WtaSXhAyGel6EelUlEFlsvlotHP+Pg4NSPNzc0NOAyIxWLceeed2Lt3L+6++24MDAzA5/PRwndAPY5hlkYL8DyUSiUe/fnPcd1114X0uZzNEc5aIAPnyNC5ubk5jIyMUMWh1+sNGPGclpYWl+uI1L9NUKltUEjOzPwAlr4Io6OjGB4exo4dO9ZsNowWoRCOyWRCe3s78vPzsWPHjpgIFcKNcEikp1AosG/fPvp+kU0j3M3K4XBAo9FAqVSiubk57OiENAjm5OSgpqYGTqcTOp0Oer0eQ2e64jdt2oS8vDxkZ2eH9J6RXi+xWIzm5uaQJfLkeoDQZdcymSxAtUeaTon3GMMwmJiYQG5uLtLS0tDc3IxXXnkF//qv/4rDhw/D5/Mtq0ekpaXB4XAsOSpkZ+PKK68M+XPZSBHOWmAYBjKZLEBxaDQaodPpMDg4CIVCQcknlm4TkUiiyfVlhlCDOxtxThMO2fh9Ph86OzthsVhiXq9Za93VQGoloRiBxmrNYBiNRrS3t6OoqAg1NTUAEJE4gMBsNkOj0aCwsBA1NTUxeU3+w9pYlqWbSHd3N3w+X4DseqW+GSJUyc7Ojhmph9N0qlarkZOTg+rqakxPT2N0dBRGoxEjIyOQyWQ0bchxHORyOaRSKU2xkX/k+XNycmC32/Huu++G7HmVjM0/GYox/zUZhkFGRgYyMjLokL/V3CZI9BPpexQJ4QBLB7N4RV3JRkoQTrLME8ViMZxOJ06cOEENQRMxR2U10YB/I2VjYyMdqxwLhJNSI2orQnjRiAOAJdVXb28vqqurI3JmCAVEObZp0yaaw9fr9ZiZmUFfXx8yMjIo+WRlZcFkMtHxDZWVlTG/B8ONfqRSKWQyGc477zywLAuTyQT+2WfhfeopnJqYgEQqhdHtBhComiOiAp/dDl4iwV133RUQpTEMg8997nO49957l13jRk2pBWMtlZp/MzIZcU6k18PDw9Rrj0Q/4UTlkarjhAhng8Lr9WJhYQGlpaWoqalJqDouePMnLstkcmmsTzihpNRI4Xx6ehqNjY3Iycmh9YlIohqirpuYmMCuXbvWdUOIFfxz+P7KMb1ej/b2dhoZbNmyZU07oFhivaZTt9tNoyCGYbCppwdpv/wlnrVa4eR5eNxuMABW+wQdLhc2AXCJRHBJpXR2UGVlJS688MIV/+ZcSamFWkthGAbp6elIT0+nBy0S/ZC5QCQqDcVpPJIaDpn7JIgGNhDIRmg0GpGXl4dt27YldH2y+ZMvvNVqRVtbG1QqVdiTS0PFehGOz+eDVquF3W7H/v37kZaWFpUSjYxKsFgsaG5uTuoXSCaTobCwEJs3b8bo6CjGxsZQUFAAi8WCt956C2q1OkB4EO8NMTj6mZ+fx/DwMCorK2kEJD19GvB48PIZkUABgFmGQeYZE8zpoSG4sTQaGgBIzJPpdsN8plfoE5/4BH74wx+uGikni3DOlt4f/5ELQODAudHRUUil0gDT0ZWsmiLxUQMgRDgbBT6fDx0dHbBarSgsLEzKMC7/k65er0dHRwcqKiriktrxX3O1CIeIA+RyOVpaWkJyDlgLbrcbWq0WwJIXVyqMeybpSr1ej+bmZvqFdjqdVHZNUij+woN4y2enpqYwMDBAe5FI9IMz0xlVHIdvZWXh/ywW5Obn49EXXkB9eTmerKrCj71eWAHIALgAuAHYvF4osrJw33334ctf/vKa159owiGHrLOFcIIRPHAueM5SsOQ90mmfAASVWjyRqJueFIkVCgVaWlowPj4e0FiXKJCbf3h4GOPj49i5cycd/xrPNVeKcIgabvPmzaitrQXDMFGJA8h7rFar1xyznUiQQ4bb7cbevXsDBARKpZIadhLhgV6vR29vLzweD3JycigBxdKw0z/d2NDQQG2c6MZ4/fXg/vEP/Oof/wA4Dpc2NCDvySeRXl4OHsDnd+zAz7RaqAFkYIlwpAAWZTIoFArU1tbi3XffDWg6DSb+ZBAOkPiabTycBsRiMVVMAqCSd6PRSAfOyWQyOrE2VPWj3W6HUqlMie9NPJAShAPE1utrJRBbmJKSEqqSitXUz3BBNv6ZmRns378/IeHzSik1MtqAmKSSqAaITByg1+vpkLytW7emxCRNMphOLpevK8UOFh4Qw87Z2Vn09fUhPT0deXl52LRpE7KysiJ+fcHR1orpRrkcnl/9CiKtFvB4sG33bnByOa35vPTZz8LR1YUsloURAMswkCgUUKrVWFxchEwmQ319PW2Y9W86zcvLQ0ZGRsIJJ1ljAhKRxlMoFMsGzg0PD8PhcOCdd96hdkfrDZyz2WwpNYU21kgZwokXyHyVsbGxZbYw8Rr1vBacTifa2toAAA0NDQnL1fqn1Hiex8DAACYnJ9HQ0EClt5Gm0IAlKffAwAB27NiRMk63VqsV7e3tyM3NDXtInr98lhh2EuEBGaHt7/cWzoiLzs5OOByOZdHWMojF4Bob6X+K8OFmfbS9HV6ZDOYzzaOf/vSn8dxzz8Fms8Hn8+HIkSNoaWlBVlYWtf0nTacTExP03jcajZDL5QlJLUejdIwGLMsmNHVO5iypVCpkZWWhtLSURj+Tk5NgGGbVgXMbuekT2OCEQ7raSSE8eHNPdIRDelsKCwtht9sTGjaTCIekl2w2Gx1tEE29hijb5ubm0NTUFPGMoFjDYDCgo6MDZWVlqKioiPrEKJVKA4wjLRYL9Ho9xsfH0d3djaysLEo+wZY1BF6vl44kD7fJ1B9msxnHjh2jozJ++tOfYsuWLbjuuuvw9a9/HV1dXXjllVfwb//2bxCLxVR2HezYoNFoMDU1haGhIWRlZdETeLxO2ORwdy4IFYAlopPL5ZDL5SsOnJucnERPTw+Nfubn52G1WmP2/h86dAjf/e53A35WUFCAubk5AEvf3e9+97v41a9+RcdN//znP0ddXV3Ua6+GlCGcWKfUiI1/WloaWlpaVvxyJ5JwyFRMMiV0dnY2odEV+cK9//77kEqldLRBNGRDGmadTif27du3rk1NokDGU8cr2mIYhg4Nq6qqgsvlosID/6ZNMmiO9Hu1t7cjPT0d9fX1kAwPQ3bXXRD194OrrYXn8cfBhzi9s7+/H2KxGN/4xjdw991303v7vPPOw0svvYTvfe97+Mtf/oKFhQWa4vFPZxHbfwBobGwEx3E0+hkdHaW9J7m5uTEVTiSzhpMqw9eCB84Ryf7MzAxuuOEGuN1uKJVKPP3007j88sujvn/r6upw9OhR+t/+1/Pwww/jkUcewdNPP42amho88MADuPTSS9Hf3x+3zEvKEE4sMTc3h87OTpSVla1p458IwuE4Dr29vZifn0dTUxMtMsZ6INp6sFqtAACVSoUdO3ZELQ5wOp3QaDS0NhLpaT2WCC7EhzueOlIoFAoUFxdT9RIZNNff3w+32w2VSgWbzYa8vDzU19eD8fkgv/VWMCMjgFgMUVsb5J/7HFzHjgEhpH727t2Lt99+e0Wz2/T0dDz00EO455576O+D3a79G09Zll12/at13hPLnUgRTco2GiRzHs56ZE0k+4WFhRgdHcV//ud/4qWXXsIvf/lLfOlLX8KuXbvw2muvIT8/P6JrkEgkKwqSeJ7HT37yE9x///247rrrAADPPPMMCgoK8Nxzz+H222+PaL11rycuz5okkBn0oSq/4k04Ho8H7e3t8Pl81PgyUWv7Y2ZmBt3d3QBAZ9j4pzfC3QAsFgs0Gg3y8/PjZnAaLjiOQ09PD0wmU1L7fsRi8Yed6243XIcOQfzKK/BlZqL/uuvwntWKIq8X28bHwcvlYGQywO0GMzYGZm4OzMwMREePAjk58N1yy4pzbRiGWddZ3f/3wU2nPp8Pvb29SE9Ph0gkWmbGSowtq6ur4XA4aO1qaGgISqWSko9arQ7rs09G0ydZN1nzcMJ5fyQSCYqLi1FXV4eXXnoJBoMBb7zxBh2TEQkGBwdRVFQEuVyOffv24cEHH8TWrVsxOjqKubk5XHbZZfSxcrkcF1xwAY4fPy4Qznrwer3QarVwOBxoaWkJacOJZ5SxuLiItrY2qNVqNDU1LStaJiLCIYKJ8fFx7Nq1C+3t7WBZlnp5RfLln5+fR3d3NyorK+M2/jtckFqd1+vF3r17EzKwLRS4f/hDZDz1FMRSKcR6Pfb/+teYaWnBQloavGIxxA4HOJ6HxO0GMjMhev99yL70paU/5nmIf/tbuI8eBWLoOsGyLLRaLXieR3Nzc0DPVfBBRCQSBfjV+Xw+mEwmGAwG9Pb2wufzBUzcXE82noweHCBy1+ZYrBvNLJzc3Fxcf/31Ea+/b98+/Pa3v0VNTQ3m5+fxwAMPoLW1Fd3d3bSOE3xwKSgowPj4eMRrroeUIZxoNi6iRkpPT1+1XrMS4hVlkJTe1q1bV5UHx5twSH1lcXER+/fvp9HV5OQkCgsLw1bCkOmno6OjAcPJkg1SG1EqldizZ09SGnlXwsTEBHIPH4ZEIgFzRmYt0umQPzaG3JtuAv/ooxDdcw8Ylws+qRQdt92G2v/+b8hYFjizSYk6OyH++9/BfvrTMbkmt9uN9vZ2yGQy7N69m26Gq1nuBPu9iUSiFWXjc3NzGBgYQFpaGjUcValUyzb5ZEY4ZyPhRIsrrriC/v+dO3eipaUFlZWVeOaZZ7B//34Ay/fdeEvlU+PbGQXI5l5eXo6qqqqw3qxYE46/BHv37t1r5l3jSTgulwttbW10jo5EIgHHcdi2bRt0Oh3GxsagVCrp5uE/jnclkHSV0WgM6NJPNhYXF+kIh1RJ7ZF7YHp6GqWVlRCNjYFnWcDtBkQi8GfqStxll8H3rW8B8/NgP/MZVNbWQv7HPy79jufBnPlnnZ+HzOeLmkidTidOnz6NrKws1NXVrfhe+VvukHtzrUmnaWlpKC8vp7JxYvvS2dlJHaxJ9COTyZJaSzkXCScY6enp2LlzJwYHB/GpT30KwNL+6S9MWFhYiOsgzLOWcPx7Sdbb3FcD+WLFgtWD5cbrbcrhjpkOFRaLBW1tbcjLy1smDiguLkZJSQl8Ph8MBgN0Oh21oMnNzcWmTZuQm5sbECF6PB5otVpwHId9+/alTLpKp9PRKDJRBpzrIbiOxBQUgO/tBTM7C0gkYD/xCXCXXAIsLEDxsY+BGRsDAEheeAF44w3g858Hvvc9iM5EOT61Gt3FxbC8+WbAqIVwC/dEsUmIOZT3imzQoU46FYvFARM3yZhw4jyemZmJtLS0AA/BRCGVRQPBsNvtcRO7uN1u9Pb24iMf+QgqKiqwefNmHDlyBA0NDQCWvutvvfUWHnroobisD6QQ4YRzA5JN0OVyYf/+/RGfCMjNEG1jmL8X2f79+0PyDotH0+ns7Cy6urpQVVWFsrIymh4BAsUBEokkYHOwWCzQ6XQYGRlBV1cXsrOzsWnTJqSnp9PNor6+PmXsNiYnJzE4OIgdO3bE3RIoVJADB5lkKpfLwW/fDtfLL0PU1gZkZIBraQHEYkh/+Uswk5NUkcbMz0Py05/C+8MfAunpEL/8Mvi8PPj+/d/RvG0bTV3pdDoMDAxAqVRSx4P1Cvdmsxnt7e1Ruz+EO+snIyMjYEw4kf663W688847AZY78VY4ni2iASC2Ec59992Hq6++GqWlpVhYWMADDzyAxcVF3HbbbWAYBgcPHsSDDz6I6upqVFdX48EHH0RaWhpuvvnmmKy/ElKGcEIFSaNkZmbSdFGkiAXhGAwGaDSasEdSxzKlxvM8hoeHMTo6it27d2PTpk00FUI2gNXg31NCVElkjozVaoVUKoVSqYTVao3KziUW8E9X+fuPJRukNiKVSj+sIzmdkD74IETHjwMAmMVFQCKB98tfBoxGgLyPDANwHBizGRCJ4LvjDvjuuCPg+YllfllZGXw+Hx0019nZCY7jqN9bbm5uQARqMBig1WpRVVWF0tLSmL3ecGf9SCQSapQ7OjqKmpoa6PV6jI2NLbPciUfTaTIiHELIkUQ4sUpZT01N4aabboJer8emTZuwf/9+nDhxAmVlZQCAb37zm3A6nfjqV79KGz8PHz4c15T5WUU4RN67VjE+HJC/jyS1xfM8JiYmMDAwgO3bt6O4uDisv48V4RCrFIvFQqO9aJo509LSIBKJYLfbsW3bNshkMuh0OmrnQk7Wubm5CS3Qk3EHi4uLaG5uThn7DxLdBtdGZAcPQvyHPwAsC5w5/UMqhewb34DvzjsBjlv6BwAiEdjLLw9pPYlEgvz8fOTn5wekrvy71vPy8sAwDEZGRlBXVxd3q6H1Zv2Q+9zr9UIkEkGlUgU0zZKm0/HxcUjOWPWQptNY3GPJUKmR1xyJW3SsZmE9//zza/6eYRgcOnQIhw4disl6oSBlCGetjZHjOAwMDGBqairies1qa0aS2iK5+oWFBezZsyeik3YsCIcYUzIMQ1N50drUDA4OYmZmJqBxktjmk9Tb8PAwOjs7aV1h06ZNcXUZIClUnuexd+/elBh3ACzVy4hVUcDYbJaF+K9/BcgmRwhHJgO8XjB6PTxPPAHpz34GcBx8X/lKREo0hmGgUqkCUlfErNNqtUIikcBoNEIkEiXsgLBa9OPz+aDT6SCRSOiQOZFIBJlMFmB6SZpOh4eH4XQ6lzWdRnJPJ2skAhA+4dhstpQR5cQDKUM4qyF4EmasT7bhKtVI+oTjOLS2tkZsWR+taICIA3Jzc1FXV0fFAdEMTOvs7ITdbl8xgiCGhNnZ2aipqYHD4YBOp8PCwgIGBgaQnp5ObfxjmXpzOBxob29HRkZGStWRyByjrVu3ory8PPCXIhH4tDQwJtOHqTMA4HmAYcCr1WBvuQXsLbfE9JqkUilcLhecTieamprodZIDQnZ2dsCguUSAmMb29fXB7XbjvPPOo4e8lWTXZKKmf9OpwWAIsAwiTaeh3AvJcqj2d/EIB4J5ZxJBTpBZWVlxm4QZDuGQ68nOzo5684smwiFS8MrKSpSXlweIAyIhG5fLBY1GA4lEgr1794ZUxE1LS0NZWRnKysqok7JOp0N7eztEIlFA6i3S92nVCCLJmJmZQW9v7+pebQwD73/9F2T33ruUNmOYpX9eL/jSUvjuuivm10RUm3Nzc9izZw89Jefk5NADAvF7GxoaglwuDxg0F68NmUySZVkWe/bsCbi3gi13goUHCoUiYFYRaTrt6+uD1+sNaDpdLcKONNKIFiSNF849S3qbhAgnAQj+YMislsrKypi4/a6GUAmHKMBidT1kMFM4IF5hIyMj2LVrF/Lz82mxFojsFLe4uAiNRhORhT+Bv5MySYvodDoMDg7SkzXp+Qk1IlxYWKCKu1gWvINB0j2hyL15nsf4+DhGR0dx3nnnLY0enp+H+NQp8Lm54PbtoxENe9ttcNfWQnTmd0SRxl5yCRBjsQNJ8ZrNZjQ3N69YA0hLS6OOASzLUrua7u5u+Hy+gEFzsZK+E3dskUi04oExuPazluyaHGLy8vJQU1MDu90Og8GAhYUFDA4OIi0tjZKPf19ZMmfwREJysazhpCJShnAIOI5Df38/ZmZmcN5558W9o309wvHv94nl9YQb4bAsi66uLqomyczMpGQTiR8a8OGmHsteFpFIRCch1tbWwm63Q6fTYW5uDv39/cjIyKDRj0qlWnHNiYkJDA0Nob6+Pmb1utXw5JNP4i9/+Qtee+21pWux2yHq6gKvVIKvr6d1GDKGYX5+Hk27dyPn17+G+IUXIBoeXopiRCKwn/0sPL/4BSUdbv9+cGc6uuMFlmXR0dEBl8uF5ubmkMhCLBYHCA9sNhv0ej2mp6fR29sb0me0HjweD20V2LVr17qb70rCA0I+qzWdZmRkBCj3DAYDuru7wbIsbToldZ9ER8eRKNSA2KrUUhEpRThutxsajQZerxctLS0JYfq1Nn6SDiDzdGLZARwO4bjdbjq0raWlhYoDIiUbclIfGRmJ+6ZOJL2kG530k7S1tQVYpeTk5EAkEmFgYACzs7NoamqiFvqxhNlsxn/8x3/g/vvvx+bNm/GHP/wBQ0ND6OzsxO68PMi+9CUwQ0OAWAz2qqvgfeghsAC6u7thtVrR3NwM1WOPQfrww0vuAWSkhkgE8fPPQ3TjjeAuuijm170SvF4vVQ8Gp6tCBcMwyMzMRGZmJioqKmjPDPmMGIahkUVwU/BqIE4XpO4WbnSxkvBgvehnJQKdmZnB4uIiAGBkZIRa7iSCfCJRxnk8Hni9XoFwEgG324333ntvVbPLeEEsFtPTkz/sdjva2tqgVCrD8mcLFaESDjEBzc7OprLbaMQBZLyxTqeL26a+GqRSKbVi5zhumY0/+cx3794dt+v6xz/+gTfeeAN79uxBS0sLVUO99tpraDKbIertBZ+XB3g8EP/lL/BccAHaCwvBOxxoHR+HtKMDEiI3ZZgPCQdY6qeZn4/LdQdjNV+0aOFvl0+UiXq9HqOjo+jq6oJarQ4QHgTff8RCJzs7mzpdRItwm07T09MpgRoMBnR1dcHpdAa4apB/8Wo6jbQHB0DSnM4TgZQhHLlcjh07dmDTpk0JDX9XkkWTMcLFxcUhW4GEi1BUavPz81QJVVFREbU4wN9Ved++fREr7GIBItXNzc1FeXk52tra4PP5IJPJcPr0aWRkZNDoZ60Z8OHi6NGj0Ov1OHz4MKxWK7xeL6RSKV5++WV8u7R0KYUmly9JmK1WjH/wASRXXom9//3fEH/wwRLJsOzS4yQSwONZemKOA5RKcM3NMbnOtRCKL1os4K9MrK6uhtPppMKD4eFhyOVySj7Z2dlwuVw4ffp0WBY6kVwTEHrTKcMwkEgkqKurA8/zWFxcpNJx4qJBmk5Xm9QaCSIhHJvNBgBCDScRIDM+Yjn1MxT413BIqonYpmzZsiWu664W4fA8j9HRUQwPD2Pnzp0oKCiIWhxA5MVpaWkp5apst9vR3t4OlUqFuro6iMVi2k+i0+loMyCpKZAJmuHi5MmTmJ6exuHDhyESiXDi9dcxffQo4HJBmZmJkZERPLt1Kwo8HmBqCrzPB5ZhULRtGxqnppbIRiJZIhqOoxJniESAWAy+vByeH/0IfGVlHN6lDxGJL1qsoFQqA1RjRqMRer0evb298Hg81LAzkd526zWdulwuOvOHpA+zsrJQWVkJt9tNZdcTExMQi8UBljvRfEci9VEjM4o2KlJj10kiCOGQTnaDwYDm5mao1eq4rrtaSo3jOHR1dcFgMGDv3r1QqVRRpdAAwGQyQavVppy82Gw2Q6PRYMuWLQFO3zKZLGAGvMlkgk6nQ19fHzweDzUaXUtRxXEcnE4ngKWawj//8z9jdnYWTocDDAAbABOAbIaBfHERNrkcB19+GYzHA/h84AEoMzLw04wM7DKZlp5UJKISZ76iAt6vfQ1QqcB+4hNLUVEC3q9Y+KLFAmKxmEagZrOZpn1ZlsW7774bt76stRAc/ZjNZgwNDVFfweBZP1KpNOA+I+nDkZERdHd3Iysri0Y/4TadRlLDsdlscbH2SSWc84QjEongdrtx8uRJAEtF+USkmlYiHJKX53keLS0tkMvlUZMN6Rmpra0N234nnpibm0NPTw9qamrWvC7/1Fttbe0yRVVmZibd+PxTIg9+//v44+9/vxS9SqXweL1gz6S/yLvIAjDwPMDz4F0u4EznOy8SISsrC4cOHcLVV18NbnISyMgAbLalyEYkgu+mm8B+/vPxfZP8QBpN4y0TDxdGoxEajSbgukhfFklNA6Abd15eXkLGkRNyJgrMUGb9BKcPSfQzOjoKmUwWYLmzXvQSSUpto0uigRQjHIZhEp5S8/l8mJ2dxebNm2lKJxEIJhyr1YrTp09DrVZj586dUTsHEENPIufOzc2N9UuICP4KuXAHuQUrqtxuN60pjI2NQSqVLqXe1GrcNDaGtvl5nPJ4IJJKocrPxxaexyLDwBR0j/Fn/onO3H/19fX45S9/ie3bty/9vrQU7hdfhOSBB8AYjWCvvhq+gwdj96asg7m5OXR3d6/eaJokEBKsra0NSD/792URN3LyGZHIgZBPLOsmBCaTCe3t7QEkuFrtZzXZtVwuR3FxMYqLi8GyLLXcGRgYgMfjWWa5E4xIazhChLOBMTMzg5mZGWRmZtJNPlHwFw0sLCxAq9WioqICW7dujVocEGx0mSqqF9JjRTzoVCpVVM8nl8upDxfpRNfpdDD++tfYdvgw/i83Fz+22/F/i4twGI0oEImglkqR7vFgiuPAYIloACBdIoFXJMKVxcX4/xoaILda4R9/co2N8PzpT1FdbyQgoxh2796NvLy8hK+/Gubn59HV1YW6uro1R0T4u5ETs05ySPC3q8nLy4u4PucPEnGFEjmH03RKyMXfcoe4NiiVSvp7Mi4i0hpOqnxX44VzknBIE9/U1BS2bNkCr9eb8FMFqR2Njo7SJsfNmzdHLQ4gvUwikSiljC7JyGun04m9e/fG3OxTLBbTjUucmQmJVIo0lQr/IRJhn8uFfxeJMMcwKPL5luS0WCIbBkAaAJVIBKvbDcvwMFTj48DTT8P9l7+Au/DCmF5nqCDCkfHxcTQ2Nsa9phgOSJp2165dYTdCKxSKgMghWBrvP2gu3HuEjGMIjrjWQ7hNp0qlkro2+Hw+arnT29sLn8+H7OzsiPppNrqPGpBihJOITd/r9UKr1cLpdKKlpQVGoxHzCeqdWOlaxsbGqDiA3OSR1musVis0Gg3tgUgVtQupTUkkEjQ3N8c9h8/v2AFGIoFibAxwu3Epz+N+loVIpYLL64XBav3wsQCkAKwcBxmADp7HuNeLMgDyG2+E+49/BPeRj8T1epdd/yq+aKkAEnHFIk3rf0jgeZ4aws7Pz6O/vx9paWkBwoO17meS3tu2bRuKiooivqZwZdf+zcuk6dRgMGBychIWiwVms5lGPyqVas3XIBDOBgORlKanp2P//v2QSqWwWCxxGfW8FjweD3p6emIqDiADucrLy+PqPRcubDYbNTxNFAlyl14K7sILIX7+eUAkwrtKJUw2G9QAFmQyOLBENGIACpEIn730Urx56hTGDQYAwKsAvgKAt9kgv/ZauLRa8HGUyAdcewi+aMnC2NgYRkdH4xJxMQyzzJWCDJrr6OgAx3EBY9D9I3fymHjUuNZqOvWf9RPcdGqxWKBWq6FQKGAwGNDZ2Ull44SAgrMPQkptA0Gn00Gr1aKkpCRAGhzueIJoYbPZcPr0aXqSiXaGDfCh91gqjVwGlvLpWq028TJehgG3ezdEr74KbNqEozodHDwP1m5HekEBHA4HOI6DVCQC43LB9e67eP4jH8FDr72GlzkOf8MS4TAA4HRCdOoU2AQQTiS+aIkAMY2dnJxEU1NT1LW3UCCVSgPGoJOGzfHxcXR3d0OlUi2lT8ViDA4O0n61eCLU6IdhGPh8vmWj3MmwvKmpqYCm05ycHGRmZsJms8WdcJ544gn86Ec/wuzsLOrq6vCTn/wEH0lgBL/hCce/ibKurm5ZuB3tXJpwQEivrKwMxcXFeOutt+gUxEhtagYGBjA/P59yef7Z2Vn09PRg27ZtcW2gXQ3cnj2AUgmPTofDFguUDIOP7d6NvTffjDfeeAO3X3op/nr33fgbx+Edmw3/8/e/41ef/zx+//vfo8ftDngui0KBtDiPKY6FL1o8EJzeS8YJnGEYZGVlBTRsko17cXERUqkUBoMBDMNENQ4jXKwW/djtdtjtdkgkEng8HvrdzsjICBiWR2TXr732Gn7wgx8gKysLO3bsgNlsjst3+YUXXsDBgwfxxBNP4MCBA3jyySdxxRVXoKenJ2FSe4ZPtA55DRCr+Fg+H3FYbmhoWNGfy2g0oqOjAxfGsTjs72BARv56PB688847NAecn58f1lwSr9eLzs5OuFwuNDQ0xHXiZjjwL3bv2rUrZnJso9EIsVgclsea+M9/xuyPf4zP9PfjC5deiqsefRRdvb0oKytD9auvQvKNb+D3AH4K4GkA22tr4fmf/4H8058Gc4Z0dJ/8JE7dfjs4ng9oOI0lIRBzVoVCEZKzcqLA8zx6e3thMBjQ1NSUUuk9IhWvr6+HRCKhyjen0xkgPEj0NTscDpw6dQoFBQXUjor8Az5MvZH/BZY+/3/84x/49re/jcXFRRgMBrS2tuIzn/kM7r777phd2759+9DY2Ihf/OIX9Gfbt2/Hpz71KfzgBz+I2TprYcMSDnGsFYlEaGhoWDU9YbFYcPr0aVx88cUxWTcY/uOoGxsbkZWVFRB+m81mLCwsQKfTgWXZkDY1p9OJ9vZ2ukGlik0Nx3F0g2poaIiq2E1OfjfddBMYhsFtt92G3NxcPPLII2E/F2lE7O7uphGX+LnnIP/yl5d+D0AiEoHbtw/uo0fBTE5C9MEH4AsKwLW2gseSiapOp4NOp4Pdbqcmlps2bYqq0JsoX7RwwXEcldY3NTUl1XcvGLOzs1QlFywVt9vtlHxMJhPS0tIo+RDJcrzgcDiol5x/2j646dR/yyVRkkgkwq233or9+/fjlltuwSuvvAKdTof/+I//iMm1eTwepKWl4Q9/+AOuvfZa+vOvfe1r0Gg0eOutt2KyznpIjZ0qxiCNX/n5+esWquNZwyHjscm4BYVCsaxeQwqI27Zto5saaZDLzs5Gfn5+wOAys9kMrVaLgoIC1NTUpMwG5fP50NHRAbfbjb1790a9Qb300kv49a9/jYaGBqjVapw6dQoymQxWqzVsIpudncXQ0FCAjJe97jqwTz4J8alTkDAMIJXC+8ADAAC+pARsSQn9ewagKZ2qqipqYqnT6WgfBjkkhLOpkXpeQUFBwn3R1gLHcejo6IDT6cSePXtSppYELEmy+/r6sHv37hWjZyI88J+TQwQ1HMcFDJqLZcsAOTgEkw0QWPshIoOVmk5nZmYgFotRUlKC22+/PWbXBiyp+FiWXVbnKigowNzcXEzXWgspRTix+MKRglxNTQ1KS0vXfU5COGS2TKxAFHEZGRlobGxcd6yAf566qqpqmUQ0IyMDSqUSer0eVVVVKCsri9m1RguXy4X29nbI5XI0NzdHHXHxPI/XX38ds7Oz1JfLbrfD6XTi3Xffxcc//vGQn2doaAjT09PLRzEoFHC/9hrEf/0rmMVFsBdfHLLxpr+Jpf+m1tHRAZ7nA8ZrrxalEuuVsrKylFIVsiwLrVYLr9ebUrUkYGkKcH9/P8477zzk5OSs+3iJRBIwJ8dqtUKn02FychI9PT3IzMykn1U0juROpxOnTp3Cpk2b1vUqJOQT3HR67NgxtLe3xy3TQhB8bbHe99ZDShFONPCfFNrY2Bhy7cBfcRKr3DnxkCotLUVVVRUAhO0ckJaWhrKyMpSVlcHtdqO3txc6nQ4Mw2BiYgIulwubNm2Ke5pgPVitVrS3tyMvLw/btm2L/Fp0OkgffxzM4CBGtmxBX3c3OI7DkSNHqN0Hz/N4/dVXcfW770L0zjvgi4rg/c53wG/btuzpSCrTZDKhubl55bSXQgH2xhsju94zCN7ULBYLdDodnR+TnZ1NNzVSTyA9I9XV1Sjxi6SSDSJcYBgmoTOpQgHp/2loaEB2BCO6GYaBSqWCSqVCZWUldSQnowr8R1jn5uaG/NrJSIa8vLyIolSRSIT3338fN910E372s5/hK1/5StivLRQQRV9wNLOwsBB3dZ8/UqqGw3EcvF5v2H/n8Xig1WrhdrvR2NgYVqGQZVkcOXIEF198cUxC7PHxcQwMDGDHjh0oKioKcA6IZDony7K0L+O8885DWloaPVHrdLplJ+pEbhIGgwEdHR0oLy9HeXl55CclloXsC1+A89138VefD286HPgLyyK9oAAejwcSsRjSxUWwLhcyANx7ZiQAw3Hgc3Igvv9+XHPzzfTzI+k9j8ezZv0u3nA6nfRzIvUEpVIJg8FA749UARkJHeuBbrHAxMQEhoeHaXo11uA4DmazmRKQw+GgBwUyaG4luFwunDp1Cjk5Odi+fXtE9/8HH3yAa665Bt/73vdw1113xTXa2LdvH5qamvDEE0/Qn+3YsQPXXHPNuSka4HkeHjLQKkSQE3ZGRkZEBXSe5/Haa6/hwgsvjKruQCZpzs3N0S8GSaH5K1LCASFSnuexe/fuZRun/4l6YWEBLpeL5qg3bdoU1412enoafX19UTfb/ehHP0LPBx9A/NZbsAB41+mEg2XBAhAzDFgAEoZBGseBB+DCUk1FIRJBAkDE8yiqrMQfX30VhYWF1NVAKpVi9+7dKXNK9/l86O/vx+zsLC0SJ+ugEAyikktLS8POnTtTpi4IgBq9xotsVoLD4QgQHigUioBBcyKRiEY22dnZEZNNe3s7rrrqKtx///249957457aeuGFF3Drrbfil7/8JVpaWvCrX/0K//u//4vu7u6EpehT49sYIRYWFtDR0YGysrKAeSrhgJBBNMIBkopwu92rigPChc1mg0ajCRhMttK1E2PE6upq2O126HQ6WlhVqVRUch0Ly4yJiQmMj4+jsLAQk5OTaGhoCCmXvhaKiorwx+FhzDgcyBKJkCUWw8uyS04APA8JAI7n4QTAYckhQI4l/zMfz2OfRIIHH3wQhYWFcDgcaGtrSznFF8/zmJiYoKalWVlZ9KAwPDyMzs5OZGdn04NCIiXupNitVqtTyg4JAEZHRzE2NkbVnYlCWloa9UpjWZYadXZ3d8Pn80GtVsNqtUZFNp2dnfjkJz+J++67LyFkAwA33ngjDAYDvve972F2dhb19fV45ZVXEloPPisjHNL5TCzuo+2uf/3119Hc3BxRB7XdbqfOASQVES3ZkFRVSUkJKisrI3oOt9tN0zlGoxEKhYKST6QDsZ588kkcPnwYX/nKV9DS0rJmE+D09DQUCkVItbTTp0/jv//lXzAwNIRNANJ8PowxDOax9FlLsTS7hgOQCUCEJcL5F6kUd//zP0P0ox/BsriI9vZ2FBUVobq6OmWK8MQoljTnrqSwIwIRcqJOT0+n0U88h5fZ7Xa0tbXR+luqvGcAMDIygomJCTQ2NibE2SAU8DwPo9GIzs5OAEtRa0ZGBv2sVCpVSO9hT08PrrzyStxxxx04dOhQSr3v8UZKRTihvPE+nw9dXV0wm83Yt29fTG7GSKXRBoMBGo0GxcXFqK6uptcHRDZWAFgqjg4MDGD79u1R5fiD53kYDAYsLCzQbnZCPqFawlutVrzyyiswGAxQKpVrkg3P8/j2t7+N8vJyfPe73131cYODg0hPT0dTUxP+v8OH8eP77sNLb74J1mhEJcdByjCYYFl4seR7tplhkMnzMAD4d4bB7QA8ra2YP0PQlZWVKaXeC9UXzV8gQnqGdDod2tvbwTAMjXyiHXvsDyLJLiwsTDmC9rfRSSXjUq/Xi/7+fuTl5aGuri7gsyI9f6SPLicnZ0WF38DAAK6++mp88YtfPOfIBkgxwlkPTqcTbW1tkEgkaG1tjZmOPhLCmZiYQH9/P7Zv344tW7YsM/KLZGDawMAAZmdn0djYGJESZzWIxWKqpCIFUp1ORy3hc3NzkZ+fv2pvgtPpxB//+EeYzWbIZDJ0d3fj/PPPX3W90dFR9PX1YXJyErOzsygoKFiWquF5Hv/yL/+CyspK/PrXv0ZObi7u/sEP8MbVV4M3mcBwHJxYqtfwDANGLgcjEkHqcIAHMCkWAzwP71NPQXvGEiSVhpNF6ovmP7yMjD3W6XQYHByEy+UKSL1FWnO0WCx0VHUqSbLJ0MDp6emk2eisBo/Hg1OnTiEzMxN1dXVgGAYymQyFhYUoLCxcNqK6s7OTNgfzPI+ysjKMjo7iqquuwk033YQHH3wwZd73RCLlCGe1qZ9ksFJBQQG2b98e01xzOITjL79uamqic9yjEQcEz4qJpx2HSCRCTk4OcnJyUFNTA7vdjoWFBdqbkJWVRZtN09LSYLFYoNFoMDs7C4VcjmyLBR/8z//gS6dOQXbHHeAaG5et8e6778Jms8HpdOLmm2/G3XffjWuvvRYcx2FychJlZWXo6enB6OgopqenYbFYkJWVhffeew+2mRkU+3wYB7AA0CFpPo4DK5djFksptVdYFt85M8MmlSaaArHzRfMfe0w+K//erPT0dEo+oaZzTCYTNBoNHb2cKuB5HoODg5idncWePXtSyqbf4/Hg9OnTyMjIoGQTjJVGVJPm4Ouvvx4sy8LhcOCiiy7CAw88kFK1skQi5QhnJUxOTqKvrw+1tbVxMZkLVTRAZum4XC60tLRAqVRGXa8hTZMymSwhs2L8QQwFMzIysHXrVrhcLszMzOCnP/0pFhYWKBETJ9ssiwWbJiYwyrL4r1degeStt8B+/OPgMzMhlUpx8803o7qqCq8fPQqJRAK73Q6z2YwjR47g2muvxcsvv4wf//jH+MMf/oCjR4/C4/HA6/XizTffxDXXXIO33noLbq8XkwBkIhFkHAfXmf+flZ2NW2+4Af948kn0eTzQ8TxOiMXY+c1vIiuFyCaevmjB9v1kQyPpHNJBv5qBJRlQtt40zESDRPfz8/MpSzZpaWmor68PmSj8m4NfeeUVXH755SgpKUFHRwc2bdqEj33sY3jkkUdon965gpQmHCI1np2dRVNTU9SKqNXgbzmxGohPUlpaGvbv3x8TcQCJHjZt2hRd02SMoFAoUFFRgYaGBjz33HOYmJhAXl4eGJcLSpMJVVYr5CyLrPR09Hm98Oj1GHrxRYgzMlBRUQG12Qzl0aMYmJlBdkYGrCIRFhcXcfTVV/GzAwfwysgIhtxuPHDoEHoHB5fs/91uHPnpT/GR4mKcPHkSYqUS+10uKHkerwNoFokwXVGBkcVFTFsseP7YMXz7C1/Am2NjOHLjjdh7ySVJfc/8kUjFl1QqDUjnkDTpwMAAnZxJCEihUGBhYQGdnZ0pl3okogqdToc9e/aklEGo1+uNWi4+OzuLG264AZ/4xCfw61//GiKRCF1dXXj55Zfjtp+lMlJKpQYsfcgcxwX4kDU0NMT1Rmxra0Nubu6qKQaj0UgVULW1tQA+tKSIlGzm5+fR3d1NUxupks8lp81//OMfeP/99zE9OoqtU1PIsNsBpxOMzwdOIgHn86GL59Enl4NPS0OaQgGlwQCckTSXMgzaGAZ2ngfn80EBwIml9FimVAq5SgXZ4iJ8Xi+UDIOPyGR4IzMTtTt3okkux9R77+FTmZn41H33YfLKK/HfDzyA/v5+fO9734NYLMb4+DjUanXINjfxhtVqRVtbW9J90XiepwaWOp0OFosFcrkcLpcL1dXVKXev9fb2wmg0oqmpKWUcz4Glfej06dM0Uo2EbObn53HllVeisbERzzzzTMr0hCUTKUk4FosFbW1tUKlU2LlzZ9w/KK1Wi8zMTGzdunXZ74g327Zt21BcXBwTcQCZnFhfX4/8/PyYvIZYgGVZ6hDc0NAAm82Gp775Tbz98ssoyclBJgBmdhbgOHQxDCokElyuUuGZsjK0j4wgY3ERKo4DA8ANYIxhIFIqYT9T6CdgAKTJZFB7PJAxDEwAGJ4HJ5HAK5NBLBajuroaL774IhVP2Gw2vPTSS6ipqUm5TvhU9UUDlqZ0Dg0NISsrC1arFRKJhMp4Q1UoxgM8z1ProT179qSUGzWJbIjrQiRko9frceWVV2L79u147rnnUsqTLplIOcqdm5uDVqtFRUVFxD0o4WIl0QAJ9aenp9HY2IicnJwAm5pIbkJ/+/49e/Yktb/A5/PBYDBQHyV/V4O9e/dCJpMhPT0dnzxwACf//neIeR6QSsGLRGDEYkAuR2tREW5wu2Grq4N2fByTZ9wA6CfG85CwLC380x8DcHq98AHIAiA78zMPltJ6V111Fb7//e8HkE17ezt27twZc8FItEhVXzRgqUt/dHSUils4joPJZIJOp0NfXx88Hg9yc3MpASXKAojneXR3d8NisaQk2ZCaaqRkYzKZcM0116Cqqgr/93//J5CNH1KOcMxmM3bt2pVQQ7lgwvH5fNBqtXA4HNi/fz/S0tKirtcQwYHP54uJfX+0ePHFF/Hcc8/h2WefBc/z1B6ovr4+4NSrkUjgSE+H1OFAr9sNn0SCEgAqhsF7c3O4ragI//TFL0J1xRX491tuwdQZQmZxRl3mdi+5BmBJXUac8jiehw/A/9/emcdFVe5//D0M+75voqC4ILiwmftSGmou0Gq34qq3Rcss896yulZ2K5fubbFbP8sWtbrZIohmuSZgKZoioLiLKIsgw86wzDAz5/cHnRMoGrIe7bxfL16+HM4Mz2GG8znP83y/n0+JIEhi5GJlxbLly3nggQek33F5ebnU69RZNyAtRUw1DQkJkVW0txiCl5OT0yQSWuwTcXNzo1+/flc4Uzg4OEhVb/b29h3yuxZzdqqqqmQXfWAwGEhLS8Pc3LzVy2gVFRVER0fj6+vLN998064RCDcDshOc/v37d1rks0jjKjXRHsXKyophw4Zhbm7e5mbO6upq0tPTsbOzIywsTBbLQYmJiZw/f57k5GSsra3x8fG5wlrdaDSSkpaGISCAk1VVDPDxoceAAexOSMBQUoJerSbzvvvof8stTAM2enhQXFREPb/b0IiYqdWoAAuVCqPJ1LBMKggYDQbMBQFLKyveXLmS+//yF+k5RUVFZGZmynL2ILoXDx48+IoQsK7k8vLiq/WyNK5Q7Nmzp+SeLOYxWVhYSDMfFxeXdvnMmkwmMjMzqa6uJiIiQnZiI/b4tXbJtqqqijvvvBNXV1fi4uJkdX5yQXaC0xWo1Wp0Oh1lZWUcPnwYHx8faeNXXEa7XrGpqqrCwsKCxMREVCoVgYGBrfZ7a2/EZcvS0lISEhJ48cUXmy03P3PmDHl5edg6ODDp3nuJjY1tmAVNmMDnn37Khbw80rp3pz8N4nBKrcYPyKdhWU1lYUHdb+7fBqMRa0tLUKsx6nTSjNHCwgIvL6+GTfe0NElw8vLyOH36NCEhIZ062/0jxE540XalswwlW4IgCJw8eZLi4uLrLi+2tLTE19cXX19fTCYTpaWlFBcXc+LECerr65ssvbXmrt1kMnH06FFqamqIiIiQ1Z2/OLNRq9WtFpvq6mruuecebGxs2LhxY5evYMgV2QlOV1yQ1Wo11dXVHDp0iH79+tG9e/cmMdDXKzaCILB+/Xrq6+vZv38/999/v2R90ylUV4NWC+7u0Mwfz/79+yktLcXewoK0pCR+dHNj7uuvw2XneO7cOby8vJgxYwbjxo3D7OhRzFJTifL0pM8bb7D60085ceIEACnffktFYWFDOiYNBptugsBxQPvb6xn0ekxqNSqVCpPJhLW1tRS3YGZmxtatW/nXv/5Ffn4+OTk5rc4+6Sga+6INGTJEVp3wjW10IiMj21Tx1Tgbpl+/fmi1WjQajVRAI5rCuru7t2jpzWQySfEhchMbo9FIWloaZmZmhIaGtkpsamtrue+++4CGpWo59RHJDdkJTmcjCALFxcVUVlYSGRnZ6uKA8vJy9uzZQ1RUFOXl5aSmplJYWIi5uTlFRUUdeQpNMNu2DfOPPkJVW4spKIikCRPQ/LYkCA3n++233yJUVeFfU8Ph2lr+74MPcLl0CaupU6Xjhg0bxtixY7nlllsawpt++AGLp55CVVMDZmb0njaNxW+9RXlVFQD7d+/GWRCYZmnJhvp6LAWBYoMBb+AcDUtsBkAwGlGr1ZIj73vvvccLL7zAsWPH0Gg0fPjhhwwaNIigoCBZzR7EvYeKigpuueUWWZXwNp49XI+NTktQqVQ4ODhIVZw6nU5aejt37hyWlpbSvo9o3d+YxgmiERERstpAF8VGpVK1Wmzq6ur4y1/+Qm1tLdu3b5eV95sc+VMLjhjUVVVVhaOjI66urq3ur8nOzpairQ8cOEBBQQHl5eW4urpy/Phxyb7laphMJnQ6XZsuZKrz57F47z2orUVwckKVksL/DhzgoMFAbU0N5ioVOoMBo9GIf10d/NbJn1tfz8vffYd1SgpGlQofHx9sbW2JioqS7tbMly1DVV2NYGsLdXWoN2/G9uGHsR4yBICJd9zBXxMT+dVopEIQsAJGWFjgYDCwXhDQ0iA4KhrMKr29vamqqqK6upqtW7fy+uuv8+WXX5KZmcltt93G6dOnOX36tHQxu1r3fGfQWl+0zuDyC3pHzx6srKzo1q0b3bp1w2g0SktvonW/aF4pJkymp6djNBoJDw+Xndikp6cjCALh4eGt+mzpdDpiY2MpLS1l586dnRqhcKMiO8HprCU10QjU0tKSvr17c+nIEUy5uRhdXDCzsbnucZw6dYrc3Fx27NhBYWEh7m5u5Jw5Qy9ra8pOn+bs6dNE/HZxbo4dO3awZ8+eNvksqS5ehMpKhJ49QafDTKPhHZOJt3x8SCguRtDr8be0RN23L+qqKgpoCDcTVCrUACYTPXv35u9//ztjx45t+tqVlaDTodJqQRBApcLsl18w/XZO4x55BPO6Opa++CJuKhWzPDx4cNkypj72GBiN+AOCvT1GNzfCwsJIS0tDq9WSnJzM2LFjiYmJoXv37gwePJhBgwYhCMIV3fPixay1+witob180ToCg8EgXTS7IhJarVZL70dQUBBVVVVoNBpycnI4fvw4ZmZmWFhYtCoYsSMRxcZkMrW6iKe+vp5Zs2aRl5fH7t27ZbX0K2dk1/jZ2pjp66GsrIy0tLQGI9C+fancsoXi5GQ8XV2xDQ5GFRUF11iHVV24gCo7mxpB4LiFBQePHePrr7+mvLwcW1tb7OzssCwvJ+/8eXrTsIzV3d8fm9Gjwdqa7OxsPDw8mDZtGlFRUQiCwEsvvcSxY8d48803W73fo8rJwfLxx6GqClVODqrycgRHR4SaGjYYDLxjbk6xwUB3a2ssHR05WVhIqcmEIAiYzMy48777eHbRIsn6xMzMTJrhWD78MOqvv270w1QIAwZQt39/kzGsXLqUIYGBjLjzTlJSU3ly7lz8HR15Y/58fKOi+PyLLxg9ejTZ2dm8+eabmJub869//QtXV9crSrJFxO55Mdm0qqoKJycn6WLXUWvmHemL1lbE5kQx2VROYzMYDKSmpmIwGLCxsaGsrAwrKytp5tPc0ltnIc4IDQYD4eHhrRJCg8HA3/72N06ePMnu3btl1bwtd/50gnPx4kUOHDhAQEAAoaGhcO4cwqZNFKlUlNfUYJ6TQ/2YMdiNHt3snbTh+HF0X36JqrSU/Joa1ldUsKeqiuMnT0rHODs44F5bi2VNDTW/nZPOZMLk4oLJ3p7y8nL8/f156623GDp0KAUFBTz11FMUFRXx1FNPcffdd4MgoE5IQB0Xx6nKSja6ubHgk08wu+zCkpmZyX/+8x8++OAD7OzsMNu1C/O330Z98CCCnR31/v5UZ2Qw02Agx9aWc7W1DaFmdnYY9XrMBQGdIGBha0vQZemFdnZ2LFmypGHJISEBy5kzG76hVjcIjocHdY3O+3Jyc3PZunUrDzzwQLMb7EeOHOHzzz9n5syZDBgwoMWzyrq6uibhcra2tlK+T0tdk/8IsTxejkmYohDa2Ni0ul+koxDLi9VqtbQvIi69ie+ZyWRqsvTWWbNGsXihvr6+1WJjNBqZM2cOaWlpJCYmyqr/6kZAPvPcDkbsT8jJyUGlUpGXl9dwkautRW0y4d23L94qFWerqqiqrKTst4ocZ2dnKUvG2tqa5PXrOb5/P3p3dzAYqMnPx6RS4e3tjaWlJUVFRZhMJqp0OlQGA1hYYKZSYSVeFH5z/PX395fM+zIyMqioqMDR0ZG9e/dy1113of7lF8z/+18QBHYUFrLtwAGmfPUV/WJjfz8prZZtH3/MoX372L9/P+PHj8c0YQL6AQOwmj4dY00NVbW1OJubM0sQeMVopM5kwtbMrCFB08ICc1tbDHV1qM3NJRPTixcv4ubmxvTp0wkODgbAOHw4gocHqrIyqZrN+Ac+Zt27d+exxx5r9nulpaWUlJQwb948AgICrkskrK2tJSde0TGhqKioiWtyW6xbRF80b2/vK3qTupq6ujpSU1Ol6HE5iY3YpX95L0vjpTdBEKisrKS4uJgLFy5w7NixTpmtimKj1+vbJDbz58/n4MGDJCUlKWLTCmQnOB3xxy3mzVRVVTF48GC2bNmCXq+npKQEd09PVBYWqLZtQ6VSsefiRcxcXYkdOpS6ujqKioqkfQQHBwcCHByosLEhraYGY00NHiYT0wYNIs/CgpMXL2JmZkZVZSU6CwvM6+oa9j3MzLC2sMDH1xeXkBBycnIoKytjy5YtjBw5kr1790oeV+fPn2fnzp247dmDWUkJ9X5+xNfUUKDXczApSRIcVX4+Zs88w47duynV6djzxhuMHzcO1GoELy8KHnoIxw8/xKmiAjN/f2JcXdl28iQ59fXUCQLm1dVYq1TU1NdjbmNDfX09er2eyspK+vXrxzPPPMOYMWN+fz+8vNB99x2WL7+MqqAA4623Un+NNM9rUVhYyLFjxwgKCqJbt25tem/Nzc3x8vLCy8vrCusWsX9EDJdryZ20nH3RRMdyNzc3+l82G+1qGvuPXWv5UaVS4eTkhJOTE4GBgU1mq1lZWVhbW0v9Ps7Ozu0iqCaTiSNHjkhi05oZlclkYuHChezZs4fExMQ2f27/rMhuSU0QBPR6fbu9Xl1dndRBHBoaSl5eHgkJCZhMJqKiogjx9sZ89WpUR4+iqazkg7IyTEOH8viLLzbpIBc7sSsPHsQqLo6TOTkcLCpCMBrp7eWFub09GS4upBYXN6Q0FhVhbzJhX1eH2swMvx49cBk0iMNHj1JcXIzBYGhotrO1xVhWRjcLCxzc3TkFWDs6oiouRpWbS5WZGRdqa3FUqRgWGckn336L+vx51P/7H2mbNzOjpAS9yYSXIJD4xBOYP/44J37rmxji4IB9aSlCr15Uurlx5/TpZJ8+jXVVFUbAXxDIBzRqNQZzc+wdHIiJieH555/vMAv7nJwczp49y8CBA/Hw8OiQnwENnyOtVivdMGi1Wmm26uHh0Ww1oJx90cRIaDnOuvR6fZO9rtaKhMFgkJbeiouLMZlMkvi4ubm1WijEcMPWlmWbTCYWLVrE999/T1JSUrMmvwotQ3YznPZEvFv18PCQloYuXLgANCzLXLhwgQF6ParycnBw4HxBAVUXL2JKS+NCdnYTwRE7sV3796fCzIzRVlb0Njdnk0pFpslE39payi5exOjkRElJCWZqNeVGIyVqNQajkfKaGoSUFLy8vLC1tSUvLw9DeTnlhYWoDAZOq1QIly5hZWtL4O23Y/L0JKe8HHVlJU5mZvi7uXGiqIjkO+4goKoKysrYbDCgEwS8jUZKTCZ2rV5NUEICOfPm0fP229GoVFjp9ZhXV3Po/Hn0gsBtnp6M1un4r16PE+AA2BuN5JqZUVdXh5+fX4eIjbikKSaldnQJaeP+kcDAQGpra6U76dOnT2NnZyeJj4ODA4WFhbL0RQOorKzk8OHDdO/enV69eslObMScqNZmxoiYm5tLy9fi0ptGoyE7O5vMzEycnZ2lpbeWxJW0l9i89NJLJCQkkJiYqIhNG5HdDAcaNkXbyoULF9i0aRM+Pj6SNYrBYCA7OxuVSoWVlRVarZZ+FhZYrF+PqqyMbXV15JaV4e7oyKBZs3jgH/9o8prlly5R/c9/4lZSgs7bm7c2b8bc1hbH/v1RVVez5fRpSpycuFhcjI2NDfb29uj1eimTxMXFhb4BAYQGB3Py9GkykpKo0+lwEASqgerfLHRM9vYYVCocHR3xtLJCfekSF2trKTIYMIOGPZRGb1sPGrr5rdVqMJnAwQFcXLAuKuIRYIGNDcdHjmRPVBQPXLzI62+9xY96PZ5AIWCmUqE2M6PC15c+ffvy3XfftWuvSeMu+LCwsC7vxG6clllcXCxZGPXq1YuAgABZ7YuIN009e/YkICCgq4fTBJ1OJ0UvX08aZmtoHNksFoqIsx8nJ6crfvblvm2tKaMXBIHXXnuNtWvXkpiYSP/+/dvrdP603HSCIwgCZ8+e5dy5c1RXV3PhwgUqKyul6iW1Wo2bmxsZGRlcunQJo16PKiODuqIiKtVq/J2cCHByoi40lJ4jRkivW1FRQfn58zx+8SJegYEkFhfz1pYtOOl0jAkO5teiIjLr67n4W1e/m5sbkydPpqSkhJSUFEpKSrA3GvEzGrnV0RF1t27k5uSwS6PB9FufiiNwHCg0M8PDyYmePj6oi4pwrq6m2tyc9KoqymkQCEEQMAOcVSq6AYJajd7MDJXRyCULC6wsLJhaV8erbm64CQIqnQ79u+9SHB7O/SNGkK/V4gBMU6sJMDfnE5MJjZ8fdvb2rFy5kqFDh7b6PWiM2Fyr1+sJCwuTVdOkIAhkZWVx4cIF3NzcqKioaLKM4+7u3qX9I2IktByX+LqyeEEsFBFvGIAmS29iqmZbxWbFihWsWrWK3bt3M3DgwPY+jWYxGAwsWbKE//3vfxQWFuLj48OsWbNYvHix9DsWBIFXX32V1atXU1ZWxtChQ/nggw8ICQnplDG2BVkuqal+u6BeL0ajkaNHj1JRUcGIESOwtbXl2LFj7N+/n5rCQno4OmLh4EC9tTVqtRqtVotWq0Xl4IC5VkuAvT3hnp6Y2duTa2fH2bNnMZlMZGVlYWZmxsRx43BVq1EVFJCWn0+uXk+5pSU51tY4BgYS4uKCdV4ejlZW+PXsyahRo/Cxs6O7ILA7KYmKggJMlpZUmEy4ZWdTY2FBDTAY8ACqVSpGm5uTXF9PXXk5Bq0WD0FAZWuLo5UVI3Q6juv1nP9NbHytrHD298csOxszkwmMRgoEAXd3dxb5+PDgiROorK0bZkM6HaqLFzno5ER5jx50Ly5mQWUl0Wo1KisrQh57jOXHj3PixAkOHDjQLoKj0+lIS0vDwsKCyMhIWTX/NfZFGzp0KPb29k2Wcc6dO0dmZqYU1ezh4dGphowajYYjR47Qv39/fH19O+3ntgRRbMSS8c5e4mtcKCIIQsOe6W9FB0ePHpWWzkJDQ1stNu+88w7vv/8+P/30U6eJDcCKFSv48MMPWbduHSEhIRw6dIjZs2fj5OTE008/DcCbb77J22+/zdq1a+nbty+vv/46t99+O6dOnZK9tY4sZzh6vf66BUcsDlCr1YSFhWFhYSE5EpckJ/PrJ59wrqCAnp6emA8bhrFPH7Kysvjpp58wU6kY7u2Nd0UFgoUFQr9+0K0btbW1HDp0CCsrKx566CGGDx+OOjOTis8+Y+GuXWRqtajc3Hjptdca7ogvXcL6o4/Iystjn1aLe48ePKbTodLrWZmfz86aGvp4emIwGrGpruawkxPHysoI0OtxFASc7ezQVFfjXF9PnqUlKjMzHHQ6PCwswNYW9HpO1tXhYmNDniAgODpi7eSEncmERVkZOVot/Xr14j/r1jFw1y4sli9HUKtRGY1gbo7uyy/5PCeHffv28feFC+mTn4/qwgWEkBBMERGUlZXx3nvvUVdXx7Jly9r0Hop9LE5OTrIr323si3ataOOamhqp6KCiokLKi/H09MTOzq7DLrRiFd+AAQNk5ZQNDUtbqampuLq6yq5SThAEqcXA1tZW+le8YXBycvrD8QqCwPvvv8/y5cvZvn07t9xySyeNvoGpU6fi5eXFp59+Kj129913Y2trK2VX+fr6smDBAhYtWgQ03Nh5eXmxYsUK5syZ06njvV7kc8vZBsRIand3d2laKQWmmUz4pqYS5uxMjkqFymBAlZGBWUAAgf7+aB0dUZeVUZSbi8vtt2Pxm2FkTU0NKSkp+Pr6cscdd+Du7s6ZM2fAyoozI0dSfOoUPWxtqdHpqKurw9HGBuGjj6jLzaVbbS0TNRpyCgsxmJtj0bMnFb9t7lfX1FCnUnHJZOJsVRU6oMLWlsWWlgQ5OvKxVssBlQpBrabGZMLT3ByTtTU6gwEba2vMvb1xHziQC7/1nNjY2FCn16Pu2RMrjYZaBwf69O2LoXdvVIWFqOPiEKysqP/73zGNGcMDJhMPPvhgg2Nz795Nfo8uLi688sorbc4jqqioIC0tDV9fX/r06SOri5LYaa7X6//QF83W1paAgAACAgKkKsWioiKys7OlznlPT89m9xBaS35+PqdOnZJdzg4g3YC5u7sTFBQkq/dVjKyurq5m2LBhWFlZUV9fT0lJCcXFxZI9kbhU6ubmdsWMWxAEVq9ezdKlS9m6dWuniw3AqFGj+PDDDzl9+jR9+/YlIyODX375hXfffRdo8GwsLCwkKipKeo6VlRVjx45l3759iuC0hutZUissLOTo0aP07t0bf39/gKaxAno91NVRIAgYTSYEa2uyNBqMp07hX1SEW2YmFmo15aWlWJaUwNCh1PXsSe6lS1hZWeHp6ck333xD1W+uyCJ2rq707duXs2fPEhcXR7xOh1l6OqhU2FdVMU6tZqYggFpN9qVL5NjYUFJXh7+ZGbHe3hzu3p3UzExcVSp69+uHZ7duOJ46xTO2tvxw7hzv19VRZjTS296eU56emJubY2FtjbOTEwcPHaKmpgYfHx8uXbqEpaUl5eXlODs7U1hYSFpaGkOGDKF+6VLqxdiB3y4OLbkwtsUmRSwtDgwMlN4PudDYF+16q5Ya58UYjUZpDyEjIwNo2EPw9PRsk8loTk4OWVlZhIaGSk3BcqGmpoZDhw7h6ekpZUXJBVFsysvLmwS7WVhY4O3tjbe3NyaT6YqlN1dXV5ycnDAajfTp04e1a9fyyiuvsGXLFkY02r/tTBYtWkRFRQVBQUGSS8Mbb7zBX37LiSosLAS4Yubr5eUlVeDKGVkKTksQg7DOnTvH4MGD8fDwkJyeoUG0VCoV2Nig79uXc/v2oTKZyNbpCIyMxHzQIM4sX47ayoqM6mqsa2upy8riXE4Otba2eMbEgIcH3bp1w8/Pj23btlFbW0uvgADMVCosflvPDwwMpL6+HpPBQE5GBhaVlYw2M+MeMzOwsgKjkRM6HTqDgWF+ftz7ySd0798fu/PnMSUnU1ZWxrlz5yi56y4GjB1LiUbDbWvX8vUHH1BYXc1ZZ2eGDB3KhAkTWLduHdnZ2Q1l12ZmlJeXM2bMGO69917eeecdsrKy0Ov17NmzhyGiUWgnLmVdvHiREydOEBwc3GF9PK2lPX3R1Gp1k/Jd0WT0zJkz0oVMLLlu6R5CdnY258+fJzw8XHauw9XV1VIPkNxmrIIgcOLECcrKyoiMjLzqPpuZmRkuLi4NlaJ9+1JTU4NGo2HPnj3MmzcPV1dXysvLefvttxk1alQnn8XvfPPNN3z55Zd89dVXhISEkJ6ezoIFC/D19WWmaC3FlQ3ygiDI6n25GrLcw6mvr5eEozmMRiOZmZmUlZURERGBvb29tISmUqmuuIvPz8oiYeVK1JWVhA0aROjMmZg5OHDy0Uf5+cgRthcW4qPT4WI0EmZhgZkgkOrjg2HcONz8/Jg3bx5nzpzh6zfe4HxqKoFWVtj26oUpMhLMzamtrSUrK4tudnY8VFLCyFOnGlyVXVxQabVsUaup7dWLCUuXYn3ZNL2mpoYff/wRJycnbr/9dgDOnj3Lo48+isFgYMKECYwcORK1Wk1hYSFffPEF+/btw9bWlpdffpmHH34YCwsLiouLee2119i2bRv+/v5s27at0/ZNBEHg/PnznD9/nkGDBuHm5tYpP7eldJYvWmOTUY1GI1VHiuLTXDm4WFV58eJFwsPDZbfpKzac+vr6yiaxVkRMOC0pKbmm2PzRa3z66ac8++yzjBgxgvT0dCwtLZk2bRofffRRp5uidu/eneeff5558+ZJj4nRHSdPnuTcuXMEBgZy+PBhwsLCpGOio6NxdnZm3bp1nTre60WWM5xrfajr6uqk0KThw4djaWn5+37NVTJsNFVVuI8cyZAhQ5rYlQyeN4+Sl15iV24uqvp6YiwsGNatG2qtlh7AjooKSm1tuXDhAhHm5gQWF7PS3JzTtbUEnTiBys4OYeBA8vPzCQwM5Omnn8bH0xOdRoM6MRGVRoPQqxfjJ02Cq1Ro2dracs899zR5rLCwEH9/f+bOncuwYcOkxj9/f3+mT5/OhQsXcHd3Z9q0adK5uLu788477zB06FDi4+OpqanplETKxtVekZGRsrtgdqYvmkqlwt7eHnt7e3r27IlOp5PE5+zZs1dsYENDrEVRUdF1R0J3BlqtlkOHDuHn50dgYKBsxSYiIqLVFYQJCQm88MILxMXFMXXqVOrr69m7d68UOd3Z1NTUXHFDJHocAvTs2RNvb2927twpCY5eryc5OZkVK1Z0+nivF1nOcAy/hYRdjnjhdXV1lSqf/khsAGn/pbmL4bZ16zj89dfccfo0w6qrwd4ewd0dbGw485e/8KPJRO/evZlYXU3dG2+wsLoaAXCvqeGSuztuEydSWVmJTqfj9ddfbxe7FkEQMBqNmJubS3sijRv/tFot+fn5lJWVUV1dLTnvenp6dmp8rzjT1Gq1hIeHyyoFE+Tli9a4d0Sj0WBmZoa5uTkGg0GWYlNVVUVqaio9evSQXXe9eJOj0WjaFKe9ZcsWZs+ezZdffsmdd97ZzqNsHbNmzWLXrl189NFHhISEkJaWxmOPPcbf/vY3SVBWrFjBsmXLWLNmDX369GHp0qUkJSUpZdGtpTnBuXTpkrQZLV54Tb9luUj7NddJbW0t+/btw8bGhuEFBVi/+y6qqqqGDJlevah/7TWq3dwwmUw4ZmZyeN483tRo8LaxIa+8HI/gYC65udGtWzcKCwuZN28eY8aMaY9fAQB5eXmcOnXqmnsijXNiKisrcXJywsvL66p+Ye1FfX09GRkZmEymVvc7dCQajYajR4/KsmlSDE6rqqpCrVZfkZTZ1b/LxjPqnj17dulYLkcQBE6fPi3NClv7Gd+2bRuxsbF89tlnzJgxo51H2Xqqqqp46aWX2LhxI0VFRfj6+vKXv/yFl19+WfpciI2fH330UZPGzwEDBnTx6P8YWQqO0WjE8FvHfuPigEGDBuHp6dl8ccB1UlFRQXp6ulR1Y2ZmhuroUdQpKQhqNaZbb0VofGcnCKydPZtvduzAzcyMMf37M+mdd9h54AC7d++muLiYKVOm8NRTT7X5/MUO+NzcXEJDQ1ucJig67xYVFVFWVoa9vb20ud2ey2visqYcg8kACgoKZOuLJsZV63Q6ybm4OZNRccba2bNGscVAjlY6oh9fYWEhkZGRLfJTa47du3dz//338+GHH0otAgqdg6wFx2g0cuzYMUpLS6UNVaPRKJVMt3bz99KlSxw7dozAwEB69OjRog9cdXU1L774IvUVFdx9++2Mu+ce1FZWmEwmfvnlF7799lsAKb2ytTRuSmyL71h9fb0kPiUlJVhbW0vi05aQMq1WS1pamtT4J6eGTvjdjXrw4MGyK14QZzZitHFzZdmNTUbLysqws7OTxMfBwaFDL47iEqT4dyEnxOKKgoKCNonNnj17uPfee1m5ciWzZ89WxKaTka3gVFdXk5aWhiAIhIeHS8UBbVlCEwRBKj+9Xnv8qqoqNmzYwNixY5td087NzWXXrl1Mnz691Rc6cZnKaDQSGhrabr5jRqNRalosLi5uUtZ7PZkj4gWpe/fustxEPnfunDQrdP6tgVcuiOFkjZMwW/Kcxiaj5ubmkvi0d0yzGLsuxyXIxpV8bdnv2rdvH3fddRdvvvkmc+bMkdXn98+CLAWnvLycAwcO4OLiIrnQtlVsRMfi0tJSwsLCZLe5VltbS1pammTz3lHLVCaTidLSUmkJRxAE6SJ2rYTMoqIiMjMzZXtBEqu9wsPDO6U673ponBfT2vdWfN/E2Y/RaJTC5VqbFSNSWlpKeno6ffv2xc/Pr9Wv0xGIy8v5+fltEpuDBw8SHR3Na6+9xpNPPqmITRchS8EpLS2lsLBQ2rAU92yuVYl2LfR6fZMNbjk5FsPv+0leXl6d2sUtGh9eunQJjUaDXq+XXHc9PDwk64+8vDxOnz7NgAED8PT07JSxtZSW+qJ1FaLHX3ta+Dc2GdVoNFRXV+Pi4iL1+1xPibDoSN2vXz9ZplhmZWWRl5cn9du1hrS0NKZOncrixYtZuHChIjZdiCwFx2Qyodfr26U4QFyac3BwYMCAAbLb4BZnDtezn9QRNE7ILCoqorq6GldXV1QqFWVlZYSFhbW4eKGzaOyLJrfoA/jd6NLFxaVDXZXFrnmNRkN5eblULOLh4YG9vf1Vf65Yct+/f3/ZOUMAnDt3jpycHCIjI1stNkePHuWOO+7gH//4B88//7wiNl2MLAXHYDBQV1cn/b+1d4WlpaVkZGTg5+cnuy5paNj3OXPmDCEhIbJzBdZqtRw7doyqqioEQZDimbuicqo5xD0RlUpFaGhom5aUOgLRDsbLy6tTI6FFk1Fx30c0GfXw8GiyXyeWjQcHB8uukg8arH4uXLjQJrE5fvw4kydPZt68ebzyyiuy+/v/MyJLwZk5cyZZWVnExMQwffp0unXrdt0fFrGHJSgoSHZLBY3jluW4wS2W7tbV1UndzFcrt+5Im/6rIfqi2djYdOh+V2sRmya7ukPfaDRK+3XFxcUIv2UlWVpakpOTw8CBA2V3owO/i01ERESr91pPnTrF5MmTmT17NkuXLlXERibIUnDy8vLYsGED8fHx7Nu3j8jISKKjo4mOjsbf3/+aH57GF/NBgwbJznVX7M6vqqoiPDy81eWdHYVeryc9Pf2qM4eOKrduKZ3li9ZaxEq+gIAAWTVNivt158+fR6PRoFKppGZTDw8P2SxHip58bRGbrKwsJk2axP3338+///1v2X1G/szIUnBEBEGgoKCAjRs3Eh8fz549exg0aJAkPpcvk4mJn9XV1YSGhsrOLkS8mEPr0wg7ktra2iYb3H80c2ivcuuW0pm+aK1BrPaSYyUf/B7sNmjQIGxtbaVKRdFktHG4XFdw4cIFzp07R0REBI6Ojq16jfPnzzN58mSmTZvGe++9p4iNzJC14DRGEASKi4sl8dm9ezdBQUGS+FhbWzN37lyeffZZxo0bJ7s1ffHOXMyAl+My0OHDh1tdKWcymSgrK5Mq3sRyazFnvq3nW1ZWRnp6uhSIJjexEfdEgoKCZBcJDQ3uCydOnGDQoEFXBLs1NhktLS3F2tq6SbhcZ/yuxSygtohNXl4eEydOJCoqilWrViliI0NuGMFpjCAIlJWVsXnzZuLi4ti+fTsmk4nAwEBWr15NRESErD5s5eXlpKenyzIBE34vrmivi7m4fCNWvOn1eqlnxN3d/bpvBsSLuRz7RKDBuSIzM1OWkdDQkFN08uTJFrkvNDYZLS4uRqVSSeFy1+rTagui2LQlC6igoIBJkyYxevRoPv74Y9nd0Ck0cEMKTmMSEhKIjY1lypQp6HQ6duzYgY+PD9HR0cTExBAWFtal4iPa6Mh9maV///4dcmd+tXJrcentj5YVRV80uV/Mr9e5orMQe6hakyJqMpmkcDmNRoNOp5P6tNrLZDQ3N5ezZ8+2SWwuXbrE5MmTiYyMZN26dYrYyJgbWnAyMjIYNWoUn3/+uWQvrtVq+fHHH4mLi2Pr1q24uroyffp0YmJiGDJkSKd9GAVBkO7c5HoxunDhAllZWc0us3QUNTU1kviI7tZXK7eWsy8a/F7WLsdIaPh9fO3RQyXeOIgFI1qtVnrvPDw8WlX8IopheHh4qys1i4uLueOOOwgODuarr76SmpUV5MkNLTjQ8Ed1tZlDTU0N27dvJy4ujh9++AE7OzumTZtGTEwMw4cP77APZ+NQstDQUNlFBjeu5AsLC+uy8V3N3drDw4NLly6Rl5fXpeO7FqInX1hYmOzK2uH3ZaqOGp/43on7PqLJqIeHR4uqFUWxaYsYlpaWMmXKFHr16sU333wjuyIchSu54QWnpdTV1bFr1y7i4+PZtGkT5ubmTJs2jTvvvJNRo0a1W5GBWClXU1NDWFiYLJokG9NebtTtTeNy6+LiYgB8fHzw8/PrlHLrliJ6e4l2K3Lz5IOGSq3s7Ow2LVNdD/X19ZSUlEil8mq1WhIfV1fXKyPf8/M5depUm8SmvLycadOm4e3tTXx8fKeWdefn57No0SK2bt1KbW0tffv25dNPPyUiIgL4Pa9m9erVTfJqQkJCOm2McuVPIziNqa+vJzExkbi4OBISEjAajUyZMoWYmBjGjRvX6g+vTqcjPT0dtVrN4MGDZVcpZzAYyMjIoL6+XpZWMI3F0N/fn4qKCjQajVRu7eHh0e4uydeDGP516dIlIiIiZCPWjRFnXm2p9moLYrWiePNgMBia7PtoNBpOnjzZpmXIyspKYmJicHR0ZPPmza2Ol24Nos3TrbfeyuOPP46npydZWVkEBAQQGBgINCRyvvHGG6xdu5a+ffvy+uuvs2fPnhsikbOj+VMKTmMMBgO//PIL3333HQkJCVRXVzNlyhSio6MZP358i2coYk6Ms7OzFH8tJ3Q6HWlpaVhYWDB48GDZrXU39kUT4yjg9wuYuO8jdsuLLsmduSd3/PhxysrKZGkSCr97j8ll5iUIAlVVVVK/T3V1NYIg0L17dwICAlolFFqtlrvuugtLS0u2bNnS6Y3Tzz//PHv37uXnn39u9vuCIODr68uCBQtYtGgR0PC35+XlxYoVK5gzZ05nDld2/OkFpzFGo5GUlBQ2bNjAxo0bKSsrY9KkSURHRxMVFXXVO1qxrFiOOTHwu4Gpk5OTLMVQ9EUzMzO75sywvcutW4rJZCIzMxOtVkt4eHin3lG3hMZZQHIRm8sRqw19fX2prq6WTEbFfp9rmYyK1NTUcM8992Aymfjxxx+7JIYiODiYiRMnkpeXR3JyMt26deOJJ57g0UcfBRpEPzAwkMOHD0u2UADR0dE4Ozuzbt26Th+znFAE5yqYTCYOHjwoiU9BQQFRUVFER0czefJk6Y9627ZtmJubExQUJMsekYqKCtLS0mTbAyTGVV+vL9q1yq3b06rl8khouW1MNw4na4uFf0dSWFjI8ePHm1Qbint2Go2GkpISLCwsJPFpzqWirq6OGTNmoNVq2b59e5csFwLSzcbChQu59957+fXXX1mwYAEfffQRf/3rX9m3bx8jR44kPz+/SZvBY489xoULF9i+fXuXjFsuKILTAkwmE+np6ZL4nD9/nttuuw2j0ciePXvYsWMH4eHhXT3MKxDt5wMDA/H39+/q4VxBe/qiXU+5dUsxGo2kp6djNBqvGgndlYjVhoWFhbLdUxKbYgcPHnzV0nvRZFQUIJPJhIeHB0ajkR49emBra8uDDz6IRqNhx44dXRqTYWlpSWRkJPv27ZMee+qppzh48CApKSmS4Fy8eLFJ5MOjjz5Kbm4u27Zt64phywZ5LeTLFDMzM8LDwwkPD+eNN94gIyODhx9+mCNHjgDw2muvERMTw5QpU3Bzc5PFLOLixYucOHGCkJAQWdrPt7cvmq2treSUoNPpJPE5c+ZMq9ytGy/zhYeHy27Pq3EBQ2RkpOxMYOF3sfmjPq/GVW3isqlGo+H1118nISEBJycnbGxs2LZtW5dnMvn4+BAcHNzksf79+xMXFwcg/a0VFhY2EZyioiJZNi53NvJazL8B0Gq1vPDCC9TX15OVlUVmZiZjx47lk08+ITAwkGnTpvHxxx9z6dIlumLyKAgC2dnZUtmpHMWmrKyMQ4cO0aNHjw4x4bSysqJ79+5EREQwduxY/P39qaqq4sCBA+zdu5czZ85QXl5+1fdHr9eTmpqKhYUFYWFhshSbkydPUlRUJFuxEYMFBw0adF1NzyqVCmdnZ/r06cOnn37KuHHjUKvV+Pr6MnjwYIYNG8bnn3/egSO/NiNHjuTUqVNNHjt9+rS0gtCzZ0+8vb3ZuXOn9H29Xk9ycjIjRozo1LHKEWVJ7TopKSnhxRdf5M0332zS4yBu3MbFxREfH8+hQ4cYMWIE06dPJzo6Gl9f3w6f+TRuOA0PD5fl5nFX+qIZjUapX0Qstxb3DcRy646IhG5PBEHgxIkTlJaWyrZaTqPRcOTIEQYOHNjqSHKj0cicOXNIS0sjMTERb29vioqK2LJlC3Z2dsyYMaOdR90yDh48yIgRI3j11Ve57777+PXXX3n00UdZvXo1Dz74INBQFr1s2TLWrFlDnz59WLp0KUlJSUpZNIrgdAiCIJCbmyuJT0pKCkOGDJEsdjoiSlrM2RErqeR4IZKTL9rl5dYmkwlXV1fKy8txc3MjJCREFkujjWlcmh0ZGSm7ajn4XWza8h4bjUbmz5/P3r17SUpKkl2A4pYtW3jhhRc4c+YMPXv2ZOHChVKVGvze+PnRRx81afwcMGBAF45aHiiC08EIgsDFixelWIWff/6ZQYMGERMTQ3R0dLuUUdfX15Oeno4gCLLM2QF5+6IJgsClS5c4fvw4KpUKk8kk9fp0ZLn19Y5RbIqNiIiQpdgUFxeTkZHRJrExmUwsWLCA3bt3k5iYKMtiF4XWowhOJyIIAkVFRSQkJBAfH09iYiJBQUGS+AQFBV23+IhlxdbW1gwaNEh2TrmNrWDk6osmFjD4+voSGBhIdXV1h5dbXw+N+4AiIiJk5xABv1dEBgcHt3rf0GQy8dxzz7FlyxaSkpLo1atXO49SoatRBKeLEDN9Nm3aRFxcHLt27aJXr15SrEJLGjRFdwNXV1f69+8vy/2GkydPotFoCA8Pl2WPSEVFBYcPH75qJLRYbq3RaKioqGiXcuvrwWQySd58ERERspy9lpSUkJGR0WaxWbx4Md999x1JSUn06dOnnUepIAcUwZEJFRUVfP/991KgXLdu3STxCQ0NvUJMysvLSUtLk627gXhXXlVVJds9JTESunfv3vTo0eMPjxeTMYuKiiSHZFF8WtIpf72YTCaOHDlCXV2dLJtO4fffYf/+/ZuUAV8PgiDwr3/9i3Xr1pGUlERQUFA7j1JBLiiCI0OqqqqaZPq4u7tLztZDhgzhq6++4ujRozz55JOyDHW7mi+anBCXgPr169eqTen6+nqKi4sld2srKytJfNojltlkMpGRkYFOpyMiIkIW+0iXI4pNW2K1BUFg+fLlfPjhhyQmJiob6zc5iuDInJqaGrZt2yZl+kDDUtozzzzDyy+/LLs9m8YNk6GhobLrYYHfGxLbqyn28nJrMzMzSXxa424tCnZ9fT3h4eGyFJuysjLS0tLaLDbvvPMO77zzDj/99BOhoaHtO0gF2aEIzg2CIAgsXryY9957j5EjR/Lrr79iaWkpzXxGjhzZ5Rem1vqidSYdHQndXLm12OvTEndrudvpwO9i09rZITR8nt9//31WrFjB9u3bGTJkSDuPUkGOKIJzg7B48WI+//xztm3bRnBwMHq9vkmmj8lkYurUqVKmT2cvY9XU1JCamirbAgb4PXK5s0qzL3e31ul01yy3NhqNpKWlIQiCLB0OoGHv8PDhw21q3BUEgdWrV/Pqq6+ydetWhg8f3s6jVJAriuDcIJw8eRJ7e/tm/8gNBgM///yzlOlTW1vbJNOno3s2xLJiHx8fWTpSw+8pmF0VCd3Y3Vqj0aDVanF1dZVmP2q1mrS0NFQqFWFhYbKcHYqFKr1792713qEgCKxdu5YXXniBLVu2MGbMmHYepYKcUQTnJsNoNLJv3z42bNhAQkIC5eXlTJw4kZiYGKKiotrdd6usrIz09HTJOFNuYtM4KyY8PLzLbO0vp6amRqp4q6iowMzMDEtLS0JDQ2VdPt5Wsfnyyy/5xz/+webNm7n11lvbeZQKcqfT1j327NnDtGnTJE+xhISEax6flJSESqW64uvkyZNNjouLiyM4OBgrKyuCg4PZuHFjB56F/FGr1YwePZqVK1eSnZ3N9u3b6dGjBy+99BIBAQE8+OCDfPfdd1RVVbX5Z2k0GtLS0ujTpw89e/aUpdicPn2avLw8IiMjZSM20OBu7e/vT2hoKHZ2dlhbW2NjY8P+/ftJSUkhKyuLqqqqLjGAvRxRbAIDA9skNt9++y1///vf2bBhgyI2f1I6TXCqq6sZPHgw77///nU979SpUxQUFEhfjRvCUlJSmDFjBrGxsWRkZBAbG8t9993HgQMH2nv4NyRmZmYMGzaM//znP5w5c4bk5GSCgoJYunQpAQEBzJgxg6+++uqazslX4+LFixw5coSQkBBZBs+JJpdFRUUMGTJElrOG+vp6UlNTsba2ZtiwYZK7dUBAAFqtll9//ZW9e/dy+vTpVr1H7UFlZSWHDx+mV69eLepVuhobN27kySef5Ouvv2bixIntOEKFG4kuWVJTqVRs3LiRmJiYqx6TlJTErbfeSllZ2VXX3GfMmEFlZSVbt26VHps0aRIuLi6sX7++nUd98yAIApmZmWzYsIH4+HhOnz7NrbfeKmX6uLq6XnO2ImdfNGioFDt27BiVlZWy9R0TIxBsbW0ZOHBgs0UW7V1ufb1UVlaSmppKz549CQgIaPXrbNmyhdmzZ/Pll19y5513tt8AFW445FdKdBlhYWH4+Pgwfvx4EhMTm3wvJSWFqKioJo9NnDixSRqfwpWoVCoGDhzIq6++ypEjR8jIyGD06NGsXr2aXr16MX36dD755JMrMn1MJhNnzpzh3LlzREREyFZsjhw5glarla2jsig2dnZ2VxUbaFge9fT0ZMCAAYwdO1Zqijx27BjJyclkZmZSVFSE0Whs9zGKhSBtFZtt27Yxe/Zs1qxZo4iNgnwFx8fHh9WrV0sW//369WP8+PHs2bNHOqawsPAKV1ovLy8KCws7e7g3LCqViqCgIP75z3+SmprKiRMniIqK4n//+x99+vRh8uTJrFq1igsXLjB79mzeeustIiMjZWnCKfaw6HQ6IiMjZWlyqdPpOHTo0HXn7ZiZmeHm5kb//v0ZPXo04eHhWFlZcfr0aZKSksjIyKCgoID6+vo2j7GqqorU1FT8/f3bJDY//fQTf/3rX1m9ejX33ntvm8elcOMjv0L/3+jXrx/9+vWT/j98+HByc3P5z3/+06SU8vKlH0EQZLd5faOgUqno3bs3ixYt4rnnniMnJ4e4uDg2bNjAs88+i4WFBfPnz6ekpKTFUc2dhcFgkMqKIyIiZNnDUldXR2pqKk5OTm3K21GpVDg5OeHk5ETv3r0ld+sLFy5w7NgxXFxcpKW36xVdrVZLamoqPXr0aNbMtKXs2bOHBx54gP/+97888MADsvqsKHQdsp3hNMewYcM4c+aM9H9vb+8rZjNKdnj7oFKp8Pf3Z86cOTg4ODBw4EBeeeUVUlNTGTRoEGPHjuXtt98mKyuryyupxCUqtVot24bJuro6Dh06hLOzc7uGu6lUKuzt7enVqxfDhg1j5MiRuLu7U1hYyM8//8yvv/7K+fPnqamp+cPXEsWme/fubYoG2LdvH/fddx9vvfUWs2bNUsRGQeKGEpy0tLQmjrTDhw9vkh0OsGPHDiU7vB1ZuHAh9fX1/Pzzz7z44ovs3r2b3NxcHnnkEfbs2UNERAQjRoxgxYoVnDx5stPFR6fTSZVeoaGhsmyYrK2t5dChQ7i6uhIcHNyhF2AbGxv8/f0ZMmQIo0ePxtfXl9LSUvbt23fNcuvq6mpSU1Pp1q0bgYGBrf75v/76K/fccw9Lly7l0Ucf7VKxWbZsGSqVigULFkiPCYLAkiVL8PX1xcbGhnHjxnHs2LEuG+OfjU67FdRqtZw9e1b6f3Z2Nunp6bi6utKjRw9eeOEF8vPz+fzzzwF49913CQgIICQkBL1ez5dffklcXBxxcXHSazz99NOMGTOGFStWEB0dzaZNm9i1axe//PJLZ53WTc/SpUulPhFouKP29vZm7ty5zJkzh9LSUinTZ/ny5fTu3VuKVQgODu7QSqra2lpSU1Nxdnbu8J/VWkTLHw8PD/r169epF2ArKyv8/Pzw8/Nr4m59/vz5Ju7W5ubm7SI2hw8f5s477+Tll19m3rx5XSo2Bw8eZPXq1QwaNKjJ42+++SZvv/02a9eupW/fvrz++uvcfvvtnDp1CgcHhy4a7Z+HTiuLFsucL2fmzJmsXbuWWbNmcf78eZKSkoCGD8bq1avJz8/HxsaGkJAQXnjhBe64444mz9+wYQOLFy/m3LlzBAYG8sYbb3DXXXd1xikpNEL0DRMzfXbs2IGfn58kPoMHD25XQaiurubw4cO4u7u3Kim1MxBnDV5eXvTt21c2Y7y83NpgMODg4EDv3r1xdXVt1ft05MgRpkyZwrPPPsuiRYu69Fy1Wi3h4eH83//9H6+//jqhoaG8++67CIKAr68vCxYsYNGiRUDDDNnLy4sVK1YwZ86cLhvzn4Wb2tpmz549/Pvf/yY1NZWCgoI/7P2ZNWsW69atu+Lx4OBgadq9du1aZs+efcUxtbW1sizB7Sqqqqr44YcfiIuLY9u2bbi7uzN9+nTuvPNOIiMj2yQ+4l6DnL3bqqurOXTokKzHWFNTw8GDB3F2dsbS0hKNRoPRaLwud2uA48ePM3nyZJ588klefvnlLj/XmTNn4urqyjvvvMO4ceMkwRFvSg8fPkxYWJh0fHR0NM7Ozs3+7Su0L/LbXW1HRHeD2bNnc/fdd//h8StXrmT58uXS/w0GA4MHD76ipNPR0ZFTp041eUwRm6Y4ODhw//33c//991NdXc22bduIj48nOjoaR0dHpk+fTkxMDMOGDbuufZeKigrS0tKkKqquvrg1hyiI4hKVHMcoLvV5e3tLs6+goCAqKyspKirizJkzHD16FHd3dzw8PPDw8Gg2KuHUqVNMnTqVxx57TBZi8/XXX3P48GEOHjx4xffEAqPmWikuXLjQKeP7s3NTC87kyZOZPHlyi48XS01FEhISKCsru2JGI+5jKLQMOzs77r77bu6++25qa2vZuXMn8fHxzJgxAysrK6ZNm0ZMTMwfZvqIRqG9evXC39+/E8+g5Yg9LGKlV1dfgJtD3Pvy9PRsstR3tXLrnJwcjh8/LpVbW1pa4uXlxdmzZ5k6dSoPPfQQr732Wpefa25uLk8//TQ7duy45g2g0krRdchvl1VGfPrpp0yYMOGKi5tWq8Xf3x8/Pz+mTp1KWlpaF43wxsPGxobp06ezdu1aCgsLWbNmDYIgMHPmTHr37s28efPYuXMner2+yfMuXrwoGYXKXWx69Ogh25mNWDHn4eFxzX2lq5VbZ2Vl0a9fP0JDQxk9ejQTJkzgzTfflEXBRmpqKkVFRVIflrm5OcnJybz33nuYm5tLMxullaLr6PpPiUwpKChg69atPPLII00eDwoKYu3atWzevJn169djbW3NyJEjm/QHKbQMS0tLJk2axMcff0xBQQHffPMN1tbWzJ07l549ezJnzhx+/PFHPvvsM8aOHUuvXr1kaRQKDb5jhw4dwt/fv009LB2J2Hjq7u5+3RVzYrn1uHHj2LFjBxqNBkdHR9avX09oaChLliwhPz+/A0f/x4wfP56jR4+Snp4ufUVGRvLggw9KM2Nvb+8mrRR6vZ7k5GSllaKTUATnKqxduxZnZ+crigyGDRvGQw89xODBgxk9ejTffvstffv25b///W/XDPQmwdzcnNtuu41Vq1aRl5fHpk2bcHFxYc6cOcyfPx8/Pz8yMjJa1MDY2VRUVJCamkqvXr3a1J3fkYiNp66urm2q6isoKOCRRx7hzjvv5Pz582g0Gp5//nmOHTtGeXl5+w76OnFwcGDAgAFNvuzs7HBzc2PAgAFST87SpUvZuHEjmZmZzJo1C1tbWx544IFW/UxBEJgwYUKzDtj/93//h5OTEzk5OW09tZsGRXCaQRAEPvvsM2JjY/8wqtnMzIwhQ4YoM5x2RK1WM2bMGAYOHIher+edd95h1KhR/POf/yQgIICHHnqIDRs2tEumT1sRI5cDAwNlu9QnzmzE+O/Wis2lS5eYMmUKw4cP5+OPP0atVuPk5MQDDzzAd999R0hISDuPvP157rnnWLBgAU888QSRkZHk5+ezY8eOVvfgqFQq1qxZw4EDB/joo4+kx7Ozs1m0aBErV65sU6zDzcZNXRbdmJZEIoiIPUNHjx6VHHqvhiAI3HLLLQwcOJDPPvusnUarcOzYMUaOHMn333/P6NGjgQYn6MOHD0uxCrm5uUyYMIGYmBjuuOMOHB0dO3XfpKysTNpXam0wWUcjmoWKzbGt/f1oNBqmTJlCSEgI//vf/2RpH9SVrFu3jieffJIjR44QEBDA+PHjcXR0/MOgyT8bN7XgNHY3CAsL4+233+bWW2+9qruBSGxsLGfOnGH//v1XvOarr77KsGHD6NOnD5WVlbz33nt88cUX7N27l1tuuaVTzuvPgkajwcPDo9nvmUymJpk+Z86c4bbbbiM6OrpFmT5tpbS0lPT0dPr27SvbfSXR9sfR0bFN/m2lpaXccccdBAYG8u23316zkvDPTExMDOXl5dx999289tprZGZm4unp2dXDkhU3teBcr7sBNKzH+/j4sHLlSh599NErnvvMM88QHx9PYWEhTk5OhIWFsWTJEoYPH96Rp6JwDQRB4OTJk5L4ZGZmMnbsWKKjo5k2bRoeHh7tKj4lJSVkZGQQFBSEr69vu71ue6LX6zl06FCbxaa8vJxp06bh4+NDfHz8Hy4x/5kpKipiwIABlJSUsGHDBiX/pxluasHpCpYtW0Z8fDwnT57ExsZGMrZsHLXQHMnJySxcuJBjx47h6+vLc889x9y5c5scExcXx0svvURWVpZk46N8qJsiCAJZWVmS+KSlpTFixAiio6OZPn06Pj4+bRKf4uJijhw5Qv/+/ZsYycoJUWzETfTWnm9lZSUxMTE4OTmxadMmpbm5BSxevJiEhAQyMzO7eiiyRCkaaGeSk5OZN28e+/fvZ+fOnRgMBqKioqiurr7qc7Kzs7njjjsYPXo0aWlpvPjiizz11FNNjEpTUlKYMWMGsbGxZGRkEBsby3333ceBAwc647RuGMRMn+eff54DBw5w5swZpk+fTnx8PEFBQdx+++3897//JScn57qdrTUaDUeOHCE4OFjWYpOamoq9vX2bZjZarZZ77rkHW1tbEhISFLFpIWL/j0LzKDOcDkaj0eDp6UlycnKT4LjGLFq0iM2bN3PixAnpsblz55KRkUFKSgoAM2bMoLKykq1bt0rHTJo0CRcXF9avX9+xJ3ETIAgC+fn5xMfHEx8fz969ewkNDSUmJobo6Og/tMkpKiqSikjk2iQoio2tre01o6v/iJqaGu655x4EQeCHH37A3t6+nUd687JkyRISEhJIT0/v6qHIEmWG08FUVFQA4OrqetVjUlJSiIqKavLYxIkTOXTokBQZfLVj9u3b184jvjlRqVT4+fnx1FNPkZiYSG5uLn/7299ISkoiLCyMkSNHsmLFCk6dOnXFzKegoICjR48ycOBA2YpNfX09hw8fbrPY1NXV8Ze//AW9Xs/333+viI1Cu6IITgciCAILFy5k1KhR1yyvLiwsbNZQ0GAwUFxcfM1jLrfpUPhjRC+8xx9/nB07dlBQUMD8+fM5ePAgw4YNY+jQobz++uscO3aMjz76iLvuuouBAwfKtuKovr5eCqFri9jodDoeeughKioq+PHHH3F0dGznkSr82VEEpwMR6/JbsuTVnKHg5Y8rpoPtj0qlwt3dnYcffpgffviBS5cu8dxzz0l9QH//+9/x9/fn4sWLmEymrh7uFYgzGysrKwYNGtRqsdHr9cycOZOCggK2bduGs7Nz+w70T8KSJUuU5bRroAhOBzF//nw2b95MYmLiH/ZpeHt7N2soaG5ujpub2zWPkesSz42ISqXC2dmZv/71r0RHR2NlZcULL7yApaUlUVFRDBo0iBdffJGDBw/KQnwMBgNpaWlYWlq2KeCuvr6eRx55hOzsbHbs2HHN5V8FhbaglFO0M4IgMH/+fDZu3EhSUlKLvLWGDx/O999/3+SxHTt2EBkZKTXZDR8+nJ07d/LMM880OUYxHWx/fv75Z55++mm+//57xo0bBzRkK23dupX4+HimT5+Ok5OTlOkzdOjQ68r0aQ8MBgOHDx/G3Ny8TTMbg8HA3LlzOX78OImJiVdttFVQaA+UKrV25oknnuCrr75i06ZNTXpvnJycsLGxAbjC4SA7O5sBAwYwZ84cHn30UVJSUpg7dy7r16+XguP27dvHmDFjeOONN4iOjmbTpk0sXryYX375haFDh3b+id7EmEwmTp8+TVBQULPfr62tZceOHcTHx/P9999jbW3dJNOno8tixZmNWq1m8ODBrRY7o9HIk08+SUpKCklJSbJtYlW4eVAEp5252p7KmjVrmDVrFkCzDgfJyck888wzUuPnokWLrmj83LBhA4sXL5aict944w3uuuuujjoVhRag1+vZtWsX8fHxbNq0CZVKxZQpU7jzzjsZM2ZMu3fmi2JjZmZGaGhoq8XGZDKxYMECEhMTSUxMVAwmFToFRXBuElrjcBAfH8+qVatIT09Hp9MREhLCkiVLmlitr1279orEU2i4y1eaAZtSX1/Pnj17+O6779i0aRM6nY4pU6YQExPDrbfe2ubfl9FoJC0tDZVK1Waxee655/jhhx9avOyroNAeKEUDNwmtcTjYs2cPt99+Oz/++COpqanceuutTJs27YoEU0dHRwoKCpp8KWJzJRYWFowfP54PP/yQvLw8Nm7ciLOzMwsWLKBnz5787W9/Y/Pmza3K9BHFBmiz2Pzzn/9k8+bN7Nq1SxEbhU5FmeHcpLTE4aA5QkJCmDFjBi+//DLQMMNZsGBBl4dr3ciYTCb279/Phg0bSEhIQKPREBUVRUxMDBMnTvzD5kqj0Uh6ejomk4nw8PBWi40gCLz66qt88cUXJCYmXnWPSkGho1BmODcpLXE4uByTyURVVdUVz9Fqtfj7++Pn58fUqVOvmAEpXBszMzNGjBjB22+/zdmzZ9m9ezd9+vThtddeIyAggPvvv5/169dTUVFxhcuB0WgkIyMDk8lEWFhYm8Rm2bJlrF27lp07dypio9AlKIJzE9JSh4PLeeutt6iurua+++6THgsKCmLt2rVs3ryZ9evXY21tzciRI5WE01YiJsQuX76ckydPsm/fPgYPHszbb79NQEAA9957L59//jmlpaVotVpiY2MpKCggLCys1dVvgiDw9ttvs2rVKnbu3Hldn4n2YNmyZQwZMgQHBwc8PT2JiYnh1KlTV4xxyZIl+Pr6YmNjw7hx4zh27FinjlOhExAUbjqeeOIJwd/fX8jNzW3xc7766ivB1tZW2Llz5zWPMxqNwuDBg4X58+e3dZgKjTCZTMKxY8eEV199VRg8eLBgbm4uODs7Cz4+PkJ6erqg1WqF6urq6/7SarXCsmXLBBcXF+HgwYNdcm4TJ04U1qxZI2RmZgrp6enClClThB49egharVY6Zvny5YKDg4MQFxcnHD16VJgxY4bg4+MjVFZWdsmYFToGRXBuMp588knBz89POHfuXIuf8/XXXws2NjbCli1bWnT8I488IkyaNKm1Q1T4A+rq6oTbbrtN6NatmxAaGiqYm5sLY8aMEd5++23h7NmzLRYfrVYrvPXWW4KTk5OQkpLS1aclUVRUJABCcnKyIAgNYuvt7S0sX75cOqaurk5wcnISPvzww64apkIHoCyp3SQIgsCTTz5JfHw8u3fvbnH10fr165k1axZfffUVU6ZMadHPSU9Pl20ezI2O0WhkxowZVFRUkJmZyeHDhzl9+jTTpk1jw4YN9OvXj6ioKN5//31yc3OvmukjCAJr1qxhyZIlfP/99wwbNqyTz+TqXL6/mJ2dTWFhYRM3dCsrK8aOHau4od9sdK3eKbQXjz/+uODk5CQkJSUJBQUF0ldNTY10zPPPPy/ExsZK///qq68Ec3Nz4YMPPmjynPLycumYJUuWCNu2bROysrKEtLQ0Yfbs2YK5ublw4MCBTj2/PxOffPKJUFJScsXjJpNJyMnJEd59911hzJgxglqtFoYMGSK88cYbQmZmpjTz0Wq1wqpVqwR7e3shMTGx80/gGphMJmHatGnCqFGjpMf27t0rAEJ+fn6TYx999FEhKiqqs4eo0IEognOTADT7tWbNGumYmTNnCmPHjpX+P3bs2GafM3PmTOmYBQsWCD169BAsLS0FDw8PISoqSti3b1/nnZhCs5hMJuHixYvCBx98IIwfP14wNzcXQkNDhVdeeUVYunSpYGdnJ2zfvr2rh3kFze0vioJz8eLFJsc+8sgjwsSJEzt7iAodiCI4Cm1m6dKlQmRkpGBvby94eHgI0dHRwsmTJ6/5nMTExGbF7sSJE02O27Bhg9C/f3/B0tJS6N+/vxAfH9+Rp3JDYjKZBI1GI3zyySfCbbfdJgDCl19+2dXDuoKr7S9mZWUJgHD48OEmj0+fPl3461//2plDVOhglD0chTbTGpcDkVOnTjVxMOjTp4/0vZSUFGbMmEFsbCwZGRnExsZy3333ceDAgY48nRuOxpk+u3btIjc3lwcffLCrhyUh/MH+Ys+ePfH29mbnzp3SY3q9nuTkZMUN/SZDcRpQaHda4nKQlJTErbfeSllZ2VXDvmbMmEFlZSVbt26VHps0aRIuLi4tCrVTkActcVBfsWIFy5YtY82aNfTp04elS5eSlJTEqVOncHBw6KqhK7QzygxHod25HpeDsLAwfHx8GD9+PImJiU2+l5KS0qRyCWDixIlK5dINxqpVq6ioqGDcuHH4+PhIX9988410zHPPPceCBQt44okniIyMJD8/nx07dihic5OhzHAU2hVBEIiOjqasrIyff/75qsedOnWKPXv2EBERgU6n44svvuDDDz8kKSlJmhVZWlqydu1aHnjgAel5X331FbNnz0an03X4uSgoKLQvSuKnQrvy5JNPcuTIEX755ZdrHtevX78myyvDhw8nNzeX//znP02W4S7PFxIE4aqZQwoKCvJGWVJTaDfmz5/P5s2bSUxMxM/P77qfP2zYsCYebd7e3hQWFjY5pqioCC8vrzaPVUFBofNRBEehzfxRFVJLSUtLa+JgMHz48CaVSwA7duxQKpcUFG5QlCU1hTYzb948qQrJwcFBmpU0rkJ64YUXyM/P5/PPPwfg3XffJSAggJCQEPR6PV9++SVxcXHExcVJr/v0008zZswYVqxYQXR0NJs2bWLXrl1/uFynoKAgU7quBUihPTAYDMLw4cOFu+66q8nj5eXlgp+fn/DPf/6zw8dAK1wOVqxYIQQGBgrW1taCi4uLMGrUKOGHH3644rW/++47oV+/foKFhYUQFBQkxMXFdfj5KCgodAyK4NwEnD59WrC1tW3SXR4bGysMGjRI0Ol0XTiyjqU1DgczZ85sVhyDg4OlY9asWdPsMbW1tR19SgoKNzXKHs5NQJ8+fVi2bBnz58/n4sWLbNq0ia+//pp169ZhaWnZ1cPrMFrjcLBy5comzga5ubm4urpy7733NjnO0dGxyXEFBQVYW1t39CkpKNzUKH04NwmCIHDbbbehVqs5evQo8+fPZ/HixV09rE6lJQ4Hl5OQkMBdd91FdnY2/v7+AKxdu5YFCxZQXl7egaNVUPjzocxwbhJUKhWrVq3ip59+wsvLi+eff76rh9TpXI/Dgcinn37KhAkTJLER0Wq1+Pv74+fnx9SpU0lLS2vXsSoo/BlRBOcm4rPPPsPW1pbs7Gzy8vK6ejidiiAILFy4kFGjRjFgwIAWPaegoICtW7fyyCOPNHk8KCiItWvXsnnzZtavX4+1tTUjR45s0iOkoKBw/ShLajcJKSkpjBkzhq1bt/Lmm29iNBrZtWvXn6Yrf968efzwww/88ssvLW46XbZsGW+99RYXL1685l6XyWQiPDycMWPG8N5777XXkBUU/nQoM5ybgNraWmbOnMmcOXOYMGECn3zyCQcPHuSjjz7q6qF1Cq1xOBAEgc8++4zY2Ng/LKwwMzNjyJAhygxHQaGNKIJzE/D8889jMplYsWIFAD169OCtt97i2Wef5fz58107uA5EaIPDQXJyMmfPnuXhhx9u0c9JT09v4oKgoKBw/ShLajc4ycnJjB8/nqSkJEaNGtXkexMnTsRgMNy0S2styVm53OFAJDY2ljNnzrB///4rXvfVV19l2LBh9OnTh8rKSt577z2++OIL9u7dyy233NKxJ6WgcBOjWNvc4IwdOxaDwdDs97Zv397Jo+lcVq1aBcC4ceOaPL5mzRpmzZoFNBQG5OTkNPl+RUUFcXFxrFy5stnXLS8v57HHHqOwsBAnJyfCwsLYs2ePIjYKCm1EmeEoKCgoKHQKyh6OgkIrWbVqFYMGDcLR0RFHR0eGDx/eJA67OZKTk4mIiMDa2ppevXrx4YcfXnFMXFwcwcHBWFlZERwczMaNGzvqFBQUOhVFcBQUWomfnx/Lly/n0KFDHDp0iNtuu43o6GiOHTvW7PHZ2dnccccdjB49mrS0NF588UWeeuqpJg7ZKSkpzJgxg9jYWDIyMoiNjeW+++7jwIEDnXVaCgodhrKkpqDQjri6uvLvf/+72eq3RYsWsXnzZk6cOCE9NnfuXDIyMkhJSQFgxowZVFZWNpkpTZo0CRcXF9avX9/xJ6Cg0IEoMxwFhXbAaDTy9ddfU11dzfDhw5s9JiUlhaioqCaPTZw4kUOHDlFfX3/NY/bt29cxA1dQ6ESUKjUFhTZw9OhRhg8fTl1dHfb29mzcuJHg4OBmjy0sLLwiHtvLywuDwUBxcTE+Pj5XPebyqG0FhRsRZYajoNAG+vXrR3p6Ovv37+fxxx9n5syZHD9+/KrHX94PJa5oN368uWNuxj4qhT8fygxHQaENWFpa0rt3bwAiIyM5ePAgK1eubNZWyNvb+4qZSlFREebm5ri5uV3zmMtnPQoKNyLKDEdBoR0RBAGdTtfs94YPH87OnTubPLZjxw4iIyOxsLC45jEjRozomAErKHQiygxHQaGVvPjii0yePJnu3btTVVXF119/TVJSEtu2bQOutNWZO3cu77//PgsXLuTRRx8lJSWFTz/9tEn12dNPP82YMWNYsWIF0dHRbNq0iV27dvHLL790yTkqKLQrnZ1praBws/C3v/1N8Pf3FywtLQUPDw9h/Pjxwo4dO6Tvz5w5Uxg7dmyT5yQlJQlhYWGCpaWlEBAQIKxateqK1/3uu++Efv36CRYWFkJQUJAQFxfX0aeioNApKH04CgoKCgqdgrKHo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKSiCo6CgoKDQKfw/kogpdFAw6r8AAAAASUVORK5CYII=",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"yhat3d = dtr3d.predict(X_test)\n",
"\n",
"fig = plt.figure()\n",
"ax = ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(X, Y, Z, c='r',s=8)\n",
"ax.scatter(X_test['X'], yhat3d, X_test['Z'], c='k', marker='*',s=100)\n",
"ax.set_xlabel('X')\n",
"ax.set_ylabel('Y')\n",
"ax.set_zlabel('Z')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotamos as predições usando marker do tipo estrela. Ficou bem interessante, não?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mais de 3 dimensões\n",
"\n",
"As vezes queremos demonstrar informações com mais de 3 dimensões, mas como fazer isso? Vamos supor que queiramos também incluir o percentual de bolsa como uma variável em nosso exemplo de evasão escolar. Como faríamos?\n",
"Uma abordagem possível seria manipular os markers para que representem a bolsa. Podemos usar cores, por exemplo. Vejamos, primeiramente, precisamos saber quais faixas de bolsa existem no dataset: \n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" periodo repetiu ematraso disciplinas faltas desempenho abandonou\n",
"bolsa \n",
"0.00 53 53 53 53 53 53 53\n",
"0.05 50 50 50 50 50 50 50\n",
"0.10 50 50 50 50 50 50 50\n",
"0.15 50 50 50 50 50 50 50\n",
"0.20 45 45 45 45 45 45 45\n",
"0.25 52 52 52 52 52 52 52\n"
]
}
],
"source": [
"print(df.groupby(\"bolsa\").count())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos criar uma tabela de cores, indexada pelo percentual de bolsa:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" periodo bolsa repetiu ematraso disciplinas faltas desempenho \\\n",
"0 2 0.25 8 1 4 0 0.000000 \n",
"1 2 0.15 3 1 3 6 5.333333 \n",
"2 4 0.10 0 1 1 0 8.000000 \n",
"3 4 0.20 8 1 1 0 4.000000 \n",
"4 1 0.20 3 1 1 1 8.000000 \n",
"\n",
" abandonou cor \n",
"0 1 b \n",
"1 0 m \n",
"2 0 g \n",
"3 1 y \n",
"4 0 y "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from decimal import Decimal\n",
"bolsas = {0.00: 'k',0.05: 'r', 0.10: 'g', 0.15: 'm', 0.20: 'y', 0.25: 'b'}\n",
"df['cor'] = [bolsas[float(round(Decimal(codigo),2))] for codigo in df['bolsa']]\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Essa \"maracutaia\" merece uma explicação. Criei um dicionário indexado pelo valor da bolsa. Assim, pegamos o código da cor correspondente. Só que preciso incluir uma coluna no dataframe com esse valor, de modo a usar no gráfico. Só tem um problema: O dataset original está \"sujo\" (algo que acontece frequentemente) e o percentual 0.15 está como 0.1500000002. Posso retirar isso convertendo o falor de \"float\" para \"Decimal\", arredondanto e convertendo novamente em float. \n",
"\n",
"Quando plotarmos, vamos procurar a cor no dicionário: "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"#ax = fig.add_subplot(111, projection='3d')\n",
"ax = fig.add_subplot(projection='3d') # Para Matplotlib 0.99\n",
"ax.scatter(xs=df['periodo'],ys=df['repetiu'],zs=df['desempenho'], c=df['cor'],s=50)\n",
"ax.set_xlabel('periodo')\n",
"ax.set_ylabel('repetiu')\n",
"ax.set_zlabel('desempenho')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pronto! Temos ai a cor da bola dando a quarta dimensão: O percentual de bolsa"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vemos que já uma concentração de alunos com bolsa de 25% (cor azul) com poucas repetições, mas baixo desempenho, em todos os períodos. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Assim como mexemos com a cor, podemos mexer com o tamanho, criando algo como um \"mapa de calor\". Vamos transformar essa visão em 2D, colocando o \"desempenho\" com tamanho diferenciado."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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UAW69FYiKUh1d8C5eBL77DvjnH+DcOaBIEaBaNd4GhQqpji7X0oiIVAdhVkJCAmJjY+HxeBATE6M6HCEyl5AATJkCTJsGnDzJPytZkhucRx/lk7IQOfngA2DIEMDlSp+k5ETXgRIlgCVLgHr17IvPjM2bgXHjgC++AJKSAPf/XzsTAV4vULw40Lcv8OSTQOXKamPNzu7dnAxOmMDJSkYFCgCPPw48/TRw1VXhj8+M//4D1q4FPB5OsurWtXT/MdJ+S6KSVnIyZ8M//wycPg0ULAg0aAA89hhQsWLo5Yv85exZYOBAYNYs7o7PjK4DDzwAjB4NFC0azuhEbvLpp0C/fua/r+tAsWLAunVAlSrWxWUWETB8OPDqq5yceL1Zf1bXeZk1C7jzzvDFGKyJEzmRCqYp1TTeln372h+XGUSc0I4dC/z445UJcevWwIABvB0iI0NalaH2m3Ixj8dDAMjj8YRWkM9HFBdHVLw4EUCk6/ynpvHfXS6iHj2IDh60JnCR9x06RFShAu9HwSwVKhDFx6uOWjjR1q1Ebnfw+1JWi9tN1L49n+9UGzLEWOyaxssXX6iOPL2PPjK3Ld5/X3XkV0pKIurdO3VfySzuQNvYsiXR8eMhrc5I+y09Kj4f0KsXMHt29p9zu7kbculSvncqRFY8Hu6JO3TI2PcqVgS2bQNiY+2JS+Q+REDLlsDGjVn3yhk1eTLfclRl0iS+DWKG283n4DZtrI3JjHnzgFtuMf/9H34AbrvNsnBC4vdzz+7XXwfXM+R2A7VrAytXmr51baT9lnFUhg0D5szJ+XNeL3DqFNClC3DmjP1xherSJeDLL4FnnwVeeYVPdCI8XnrJeJIC8Hdeesn6eETutXIl366xKknRNGDkyOAaIzukpAAvv2z++0TAW29ZF08ocQwZEloZQ4eq2w4Zffopt4PBxuP1Art28TM3YaA0UalatSo0Tbti6RfKvVgjjh8HRo0KfuP4fPyA0eTJ9sYVqg0b+D50r178CuO77wJNmwJ3380PrAn7JCaGtn9MmcJlCAHw8w9uC1/OJOIHP1eutK5MI376ic+7Zvl8/ObTvn3WxWTG6tU8hk0oVG6HtPx+4MMPOYk1wufjOxFHj9oTVxpKE5W1a9fiyJEjl5dFixYBAO6+++7wBDB5srGn5wH+/Nixxr8XLmfPcq9P4O0Srzf1auy770K/ChDZmz07tGTw0qWcb0OK/OP337N/0NQMXQf++svaMoM1ZgyvPxQuF/D559bEY9bYsdaUM2aMNeWE4rffgH//Nde7Q8S38mymNFEpVaoUypYte3mZN28eatSogQ4dOoQngBkzzCUcBw7wa1tONGMG35rKrF5+P78+lxtuXeVWs2Y5owyR+3k8wMGD9pS9fr095WaHCPjzz9BvY/l8wP9f1CqzYIE15SxcaE05ofj+e/O9dn4/P9diM8c8o5KcnIyZM2fi0UcfhZZFF1RSUhISEhLSLSE5dsz8d8PQ3WXK0qXZ/39SEt/zFvYIZZ+ysgyR+wV6Ra3m8wFHjthTdnYuXLDuWZvTp60px6xz56wp5/x5a8oJxcmToW2XEyesiyULjklUfvjhB5w9exYPP/xwlp+Ji4tDbGzs5aVSpUqhrdToPbm0Qu2+tIvbnXO9rLznLdKzYr+Q7SOA0M5POXEpOPVbuU7V518Vvz+7uFyObwsd89uePHkyunXrhvLly2f5mWHDhsHj8Vxe4uPjQ1tp1armN5BTR0m86absb2fFxADXXBO+ePKbChVCLyObY0DkI2XL2tMgut1qzl8FCoQ8SNhlJUtaU45ZVg3O6IRBHsuVM7+faRp/32aOSFQOHDiA3377DX369Mn2c1FRUYiJiUm3hCSH9WXK5QIaNQIaNgxt3Xa55x6gRo2ss9xhw/iEIexhZp/KyOwYEyJvKVgQqFnT+nL9fp5dOdw0jccdCbXH0OUCbr/dmpjMuusua8oJ14sj2XnggdAe2O7d27pYsuCIRGXq1KkoXbo0brrppvCuuFcv442238/DotvZLRuK6Gjgjz+uPBFFRgKvvQa88IKSsPKNm28Obe6e2FguQwgAuOEG628F+v3AdddZW2aw+vUL/S0ml4unNVHJqvFDwjQOSbZatAAaNzbXqxIVBTz4oPUxZaA8UfH7/Zg6dSp69+4Nd7jvzRcpArz3XvCfd7uBZs2Anj3ti8kKFSsCq1bxQ7Off84Tfh05Arz5pnMTrLzC7eZB9swaPFj9/XfhHH37Wvt6ssvFt35V9Qh37Mi9RGbPQ7rOvRCqZ4KuUwdo1y60Mtq0ccYkkZrGg/AZfQNW04D+/cMzknZIg/VbYMGCBQSAdu3aZfi7ls318+abPH+By5X13Ay6TtSwIdGxY6GtS+R9yclErVoZn/+jVSv+rhBp3Xxz6hwrViw//aS2Pj//zPP2GI3b5SIqUoRo50618QesXm1+DiZdJ1q5UnUN0nv5ZWPbomvXkM5XRtpv5T0qXbt2BRGhdu3a6oJ47TV+l7xFC/63rgMREbwAPMfPCy8Ay5erz+SF80VE8CBKrVsH/53Wrfk7gX1OiIDx4/kWdai9oYGZulXfWuzenesEBF8nXefb1z/9BFx1lX2xGdGyJfDNN8ZvmbhcPFy9015qePttnl7B5cq6Vzdw1+P++4G5c8N2vpJJCTPatAn45RceFK1AAaB+faBHD74XJ4QRKSk88uTIkVkPG166NCfBAwZIkiKyNm8eT2AXuKY1yu3mWy4rVgDFilkfnxnffAM89FDqSM6Z1cvl4lsSpUrxeVnFQ8A5WbyYt82FCzl/tmBBnoywSxfbwzItPp4fGfjss/Tj1URH83OdTz8NXH11yKsx0n5LoiKE3Yh4KPSZM1MH2ipXjg/666+X54ZEcH74Abj3Xm64jTy3omn8TMqiRc7rET59Gpg+HRg9modxz6hFC07i776bG0qnOn+eJ4H96COewyejWrX42bWePfnZyNwgORnYvx9ISAAKFeJX2gsXtqx4SVSEECIv2rWLXwddvZq757MbUVTXOUkeNgx49VVn9wr7/TxB36FD3OjHxvItHqcOA5EVIp6e4J9/ePTaIkWAatW4J0guSNKRREUIIfIqvx+YP59vKy5alHmyUqwYv8Lbty+PqySEwxhpv2WsbiGEyE1cLn4gtXt3nm172zZgzx5+Jio2lsfEqFJFruBFniGJihBC5FbR0XxbwYkPmQphEeWvJwshhBBCZEUSFSGEEEI4liQqQgghhHAsSVSEEEII4ViSqAghhBDCsSRREUIIIYRjSaIihBBCCMeSREUIIYQQjiWJihBCCCEcSxIVIYQQQjiWJCpCCCGEcCxJVIQQQgjhWJKoCCGEEMKxJFERQgghhGNJoiKEEEIIx5JERQghhBCOJYmKEEIIIRxLEhUhhBBCOJYkKkIIIYRwLElUhBBCCOFYbtUBOMq+fcD48cCffwJnzgAFCgA1agCPPAJ06wbouuoIhVDL5wOWLwf++w/weoFSpYBrrwUKFlQdmcitiIClS4EJE4CdO4ELF4DYWKBFC6BvX6BhQ9URCsU0IiLVQZiVkJCA2NhYeDwexMTEmC9o40bghReARYs4GfH5Uv8v8O+KFfkz/foBmhZ68HbasgX47DPg22+Bs2eBiAigWjXgySeBhx7ik0BucOYMMG0aMGsWcPQob4tq1YDHHgPuuguIjlYdYf5x4gQweTIwdixw+HD6/4uJAfr0AZ56CqhZU018Inf68kvgzTeBPXsAt5uT34DAv9u0AUaMADp0UBensJyR9lsSlfnzgdtvB1JS0icoWXn4YWDSJGf2rpw4Adx3H/D771ce9IHkKioKGD4cGDzYuQmX1wsMGwaMGQMkJ/MVV4DLBfj9QNGiwHvvAY8/rizMfGPFCuCmm4CEBP7dZyZwPEyeDPTuHb7YRO5ExMf4yJF8HsquGXK5+DPTpgG9eoUtxJCcOsUXiUWLAiVKqI7GnG3b+GL31CmgcGGgc2fguussazcMtd+Ui3k8HgJAHo/HXAErVhBFRhJpGhEfKjkvmkbUr5+1FbHCsWNE1aoR6Xpw9XjhBdURZy4lhei224LfJm+8oTrivG3NGqLoaCKXK/hjZNo01VELpxs+PPj9Ke2596efVEeeNb+f6JtviK69Nn3cbdsSzZnD/58bbN3KMQPcnkREELnd/O+aNS3bBkba7/ybqPj9/Es3cgJOuyxbZn2FzPL7iVq2DD5JCSzTp6uO/ErPPmsscQSIZs1SHXXelJhIVKqU8f1K14l27lQdvXCqXbuMH+OBRKVYMd4vncbrJerdOzXOjHEDRA8+yJ9zsnXriAoVyvqY1zReZswIeVVG2m/lb/0cPnwYvXr1QokSJVCwYEE0adIE69evt3/Fv/8O7N2bdVd2dtxuYNw462Mya+lSYM2a4G5dpfXWW8i2yzXcTp3i2z1GYtI04PXXnVWPvOKbb/h2otH9StP4GSlhP78fmDiRHzytXJlv/W7cqDqq7I0fz7dzjCLi59b+9z/rYwrVm28CM2bw3zOeiwL/njkTeO218MZlRFIS3+K9dCnrYz6QsjzyCLB7d9hCU5qonDlzBm3btkVERAR+/fVX/P333/jwww9RtGhR+1c+diwnHGZ4vXzv7uhRa2Mya9w4c3XZtw9YssT6eMyaOtV4o0jED+ItXWpPTPnZmDHmGhSvl59VuXDB+phEek8+CTzxBLB+PRAfz+elVq2AZctUR5a5ixf5GT+jx3mAywWMHm1tTKE6dw748MOcL5aIgFGj+FkvJ/r2W+DYseC2jaYBn35qf0z/T2miMnLkSFSqVAlTp05Fy5YtUbVqVXTq1Ak1atSwd8VEwM8/p3/Y1Civl98SUi05Gfj+e3N1cbuBOXOsj8msmTPN93DNnm19PPnZ0aPA2rXmtgcAnD/vrCQ4L9q8mRt9ILWR9Hq5oRk8WF1c2Vm5kht2s/x+3i9Pn7YuplDNmQMkJgb32UuXgK++sjcesyZMCP7CJHAxEkobaoDSRGXu3Llo3rw57r77bpQuXRpXX301Jk6cmOXnk5KSkJCQkG4xJTGR3/IJhcvFtypUO3vW/NWJzwccP25pOCEx20Pl8zmndyuvOHEi9DJOngy9DJG1+fMzf/vQ7wc2bHDG+SkjqxIMJ9Vt167ge7RdLv68Exl9FOL8+bAljEoTlX/++QefffYZatWqhQULFqBv374YOHAgZgTu9WUQFxeH2NjYy0ulSpXMrdhMd3ZGRM54RTnUujihDgGh1MVJ9cgLrDhGrChDZC0iIvvbDWZvbdvJqn3CSce7kTq5XM6KPS0z2yZMdVF6JvH7/WjatClGjBiBq6++Gk8++SQef/xxfJbFg3jDhg2Dx+O5vMTHx5tbcXR06CNpEgGlS4dWhhWKFuURdM3QdR7IzimqVjV/sFSubHk4+VrZsqGXUa5c6GWIrN1xR+aJiq7zmBdOHNjRinOmpgElS4ZejlWaNg2+hz4lhT/vRI0bG0s8SpUCihWzL540lCYq5cqVQ7169dL9rG7dujh48GCmn4+KikJMTEy6xbT77gvtiiM6mofVV83tBh580FxdvF4eqdYpHnvM3DMRXq8MMma1EiWALl3MXzGVKgV07GhpSCKDqlWBd9/lvweOf5eLExSnPXAa0Lo1UKaM+e/rOtC1K4+G7BS33w4ULx7cZ4sV4wTTiZ56KvjHCFwu4Omnw9ZrqjRRadu2LXZluF+3e/duVKlSxf6V9+tn/kEgt5tHqHXKwfLUU8br4nLxK41Oyu7vv59HQDTC5eK3HJo0sSWkfG3AAHPPPwVOYhER1sck0hs6lN/w6dWLL5xeew3Yvh2oW1d1ZJlzu/nca7aB8/mA/v2tjSlUkZFAXFxwnx0+nEcHd6IbbwTq18/5otfl4jsSTz4ZnrgAKB3wbc2aNeR2u2n48OG0Z88e+vLLL6lgwYI0c+bMoL4f8si0LVumjrhndOChLVvMrdMud91lbPA6TSNasEB11FcaNcr44GK//6466rzJ6yWqU8fYMeJyERUuTHT4sOrohVP99x+Pdmp00DddJ6pc2bmDpsXFpR4DGY8JgEfjdboDB4gqVsz6mNd1Hql6yZKQV5WrRqb96aefqEGDBhQVFUV16tShCRMmBP3dkBOVfft4pEOjI2+OGmVufXa6cIGHbs4pWQmMLDhxouqIM+f3Ew0dGlyD6HIRBZnUCpP27+fRaYNJVlwu/pwkjiInX31l7JzrcnEDuWGD6sizt3kzUd++qe1K0aJETz5JtGmT6siCd/Qo0RNP8O870GYE/rz1Vq6jBYy03zIp4datfC/+1Knsb58EZlF+912eRdmJkpKA55/nkSozTuYXmKSwWjXgk0+AW25RF2cwpkzh0R4PHkw/wWLg702b8qSEnTqpjTM/+Pdf7hbetevK2cWB9BNFzp0LXHutiihFbjN1Kk8qqmnZn3vdbr7VMG+e7Fvh5PEACxZw21ioEE9IaPZN20zI7MlGHTkCvP8+D5507hwfGD5f6qydXi8/RT90KCc1TnfmDA/n/N13PJZFZCRQuzbQpw837LnltVG/H1i4kAdUOnaMt0vlyvx8UPPmqqPLX7xeHiRxzBhg8eL0/9egATBoED9jVKiQmvhE7rRqFc+gPHcun2s1jc+9gYQ4Koof+B86FLB7IFARVpKomHXxIo9wunIlD6RWoAA3jL17A7VqhV6+EHnBsWM8wJ7Xy6+JVq5s2dTvIp86dAiYNo0HHTt/nt9catKEkxQnvmYtQiaJihBCCCEcy0j7nUvuAQghhBAiP5JERQghhBCOJYmKEEIIIRxLEhUhhBBCOJYkKkIIIYRwLElUhBBCCOFYkqgIIYQQwrEkURFCCCGEY0miIoQQQgjHkkRFCCGEEI4liYoQQgghHEsSFSGEEEI4liQqQgghhHAsSVSEEEII4ViSqAghhBDCsSRREUIIIYRjSaIihBBCCMeSREUIIYQQjiWJihBCCCEcSxIVIYQQQjiWW3UAjnLiBLBuHbB5M5CQAEREADVrAs2aAXXqAC7J64QQQohwkkSFCFi0CPjkE+DXX/nfup6alKSk8J9VqgD9+wNPPAHExKiLVwgh0iICEhN5iY0F3Ln4tH7pEnDhAp9jIyJURyMcIn93ERw/Dtx5J3DDDcDChXzAA4DPxwlKIEkBgAMHgBdeAOrW5cTG6RITgQ0bgN9/B/78E9izJ7V+QojcjQhYvRp46CGgUCFeSpbkxr1KFWDkSO4hzg22bgWefhooUgQoUIDrERkJlC0LvPYacOiQ6giFYhpR7m29EhISEBsbC4/HgxijvRw7dgAdOwKnTnFiEiyXC/D7gfffB55/3tg6w2H3buCzz4DJk4Fz59L/X8OGwMCBwAMPAAULqolPCBGahQuBIUOALVu498TrvfIzLhcv990HjBrFjb/TrF4NPPsssGJF1vXQdU7KbrmFe72rVAl/nMIWRtrv/JmoHDgANG8OnDljLEnJaOxYoF8/89+3UlIS0LcvMG0aH9yZ1SuQZBUpAnz5JR/8TufzAStXAocPc71q1QIaN1YdlRBqTJjAxzkQXA+p2w1UrAj89htQo4a9sRnx3XfA/fdzcuL35/x5txsoWpSTtKuvtj080zweYMYMYPlyvlAsUgRo04Z7vooWVR2doxhqvykX83g8BIA8Hk/wX/L5iNq3J3K7ifhQN7+43UTbttlXwWAlJhJ17EjkcgUXt6bxMm2a6siz5vEQvfsuUcWKV8bfuDHR5MlEKSmqoxS50aVLRLNmEbVtS1SoEFFkJO9nL79MdOCA6uiy9sUX5s5Tus71O3pUdQ3Y/Pl8rtI04/UoWpRo927VNbjS+fNE/foRRUdzvQLn4kA9o6OJnn6a6Nw51ZE6hpH2O/8lKpMnh56gpE1Umjcn8vvtq2RO/H6i++4LPklJu7hcRIsWqYs9K/HxRFddlfOJrHt3ogsXVEcrcpPNm4nKl0/d/zM2hC4X0YgRao/pzOzYEdrFldtN1KGD6loQHTtGVLCgufNVoB61a/MFp1OcPUvUtGnOddJ1vsg6c0Z1xI5gpP3OXw/TEvFDZppmTXleL7/OvHKlNeWZsXYtMHt2cN2nGREBgwfzn07h8QCdOvGzNjnF9euv/LyNmbqL/GfnTuDaa4Fjx/jfGfcbn49/9tJLwNtvhz++7IwbF9r3vV5g6VIeekGlyZP5zR6zx6zXy+eGhQutjcssIuCOO/j3mlOdfD5g2zagRw9nnXNzAaWJyhtvvAFN09ItZcuWtW+FK1cG1wAa4XYDEydaV55R48aZfx2RiA+c1autjSkU48YF/4YSEfDjj3z/XYicPPIIv/oazHNpr7/Ob6M4wfnzwJQpmT9saoTbzQ/aq+Lz8XN9oV5YuN1cjhMsXcpvVgb7rKPPl/odETTlPSr169fHkSNHLi9b7Tw5/PknP5BpJa8XWLLE2jKDdeoU8NVXoZ3AnHTQB05kRhNJp8QvnGvTJmDVquAbFNWNelqzZvFwA6HyeoHp03kwSxV+/RX477/Qy/F6gV9+4ZciVDNzoeh2h95Dls8oT1TcbjfKli17eSlVqpR9K9uwwZ5yDxzgWxbhtnx5+rFezPB6gfnzrYknVMuWAUeOGP/ezz/zG1xCZGX6dGMNitfLb9CF2othhVWrrLvAunQJ2L7dmrKMWrXKukHciPi2u0qJicD33xvfR7xe7gm+eNGeuPIg5YnKnj17UL58eVSrVg333Xcf/vnnnyw/m5SUhISEhHSLIUePhvY6cnZOnrSn3OycPm1NOaqusDIye7Xl96c+dyBEZg4eNH7sJyZad4yFItRhFDIrTwWr16v64sToGFxp+f1q2oxcSmmi0qpVK8yYMQMLFizAxIkTcfToUbRp0wanTp3K9PNxcXGIjY29vFSqVMnYCq16iDbcZWfFqrmHnDKHUShxWH1LT+QtZvctJ+xXVh+fquqUV+ph1fpVx5+LKG2hunXrhjvvvBMNGzZE586d8fPPPwMApk+fnunnhw0bBo/Hc3mJj483tsLKle2ZB8PlAsqUsb7cnFh1m6xYMWvKCZXZAakiI4Fy5ayNReQtV11lvKEsVswZg3QVL25to6bqeC9e3NoXGVSft0qUAKKjzX03KsqZowU7lEMupVmhQoXQsGFD7NmzJ9P/j4qKQkxMTLrFkGbN7HmVtVYtnmsj3Dp0AAoXDq0Mtxu45x5r4glVixY8S7URmsavKIf6exB526OPGjv2dZ1HgHXCVW+XLtY9K1O0KNCokTVlGWVlPSIigHbtrCnLrMhI4MEHzT1M27MnJysiKI5KVJKSkrBjxw6Us+vq+PrrrU9U3G6e1FCFggWBPn1C6yXyeoGnnrIuplBoGs9FZAQRT2gmRHaqVwduuin4xEPTgCeftDemYPXoYc3VdyD5MtsLEKq2bXlS11Bvk7vdPIeRE3oknn7a3MO0Tpl6JZdQmqg8//zzWLp0Kfbv34/Vq1fjrrvuQkJCAnr37m3PChs2BK65xtp7pV6v2hNa377mr1J0HWjf3ngvhp0ee4wniwz2ZDZ4MPfECJGTyZN53pvsEntN42XqVOdMgBcZyRcTofbu+P1qz1VmLkQy46SGvkkT7q0L9nzlcgG9ewNNm9oaVl6jNFE5dOgQ7r//flx11VW44447EBkZiVWrVqGKnSeIl1+2rlfF7QZuvhmoV8+a8sy46ioeSdMol4uvrJw2BklkJDB3LncTZyVwUhg8GPjgg/DEJXK/0qX5FdnWrfnfaROWwMVL0aLA118DvXqFPbxs9e3LPahmL7ICMylXrWppWIb17MnP85lNugIXVy1bWhtXKMaPB26/nf+eVcISSIBvvZUnlhTGhGFIf9uYmuuHiOj++3nehVDm+dE0oiJFiA4ftqdyRvh8RI8/bmxyrwIFiH7/XXXkWfN6iX78kahz5yvn+ujZk2jFCtURitxswwY+Zpo2Japfn6hrV6KZM3nCQqdaupT3f6Pz5Og6UbNmzpkXa8sWngzS6DnY7SaqVo3o5EnVNbiSz0c0dixR9eqpsUZEpM7PVK0a0ejRfF4TRGSs/daIcu+kA4amiU7rzBm+X7pnj7nbJoHs+IcfgFtuMf59OxAB778PvPVW6kBCGTet2831rV8fmDmTuy1zg+PHeQwcXeeu+9hY1REJocZvvwG33QYkJwd37nK5gDZtuJdS9Vsyaa1bB9x4Iw+UGUw9dJ1vUS9YAFSoYH98ZhEBixfzYJznzgFFivDvv1Mn5wwD4RBG2u/8magAwIkTfHthyxZjr8y53bzDzZ6d2t3nJOfP87D6o0fzPD4BERHAXXcB/ftz17eKcV+EEKHbsQN45x2+ReX3X3krW9d5ILJy5YABA4Bnn3XmGyYHDwLDhwMzZgBJSfyztOfiQD2KF+dbXy++yA2/yBMkUQlWUhLPkhoXxw13dqMMBg6aVq34wKpd23zg4ZKYyL1HkZF8792OMWSEEGocP86TFc6ezSMzX7oExMRwj2nfvsbeclLJ4+Fz6owZPDr1hQtcjxo1gCee4NmJnZhoiZBIomLUvn38QNTkyZkPy6zrQOfOfHXSrZt04QkhhBAhkETFLCKeYHDzZs7yIyKAmjX5tWZVYw8IIYQQeYyR9lvuBaSlafz6nupX+IQQQggBwGEj0wohhBBCpCWJihBCCCEcSxIVIYQQQjiWJCpCCCGEcCxJVIQQQgjhWJKoCCGEEMKxJFERQgghhGNJoiKEEEIIx5JERQghhBCOZWpk2mXLlmX7/+3btzcVjBBCCCFEWqYSlY4dO17xM03TLv/dl90sxEIIIYQQQTJ16+fMmTPpluPHj2P+/Plo0aIFFi5caHWMQgghhMinTPWoxMbGXvGzLl26ICoqCoMHD8b69etDDkwIIYQQwtKHaUuVKoVdu3ZZWaQQQggh8jFTPSpbtmxJ928iwpEjR/Duu++icePGlgQmhBBCCGEqUWnSpAk0TQMRpfv5NddcgylTplgSmBBCCCGEqURl//796f7tcrlQqlQpREdHWxKUEEIIkavs3g389huwfj2wfTtw6RIQHQ3Uqwc0awZ07gxcdZXqKHMljTJ2i+QiCQkJiI2NhcfjQUxMjOpwhBBC5De//AK89x6wdCmgaYCuA15v6v+73YDPBxAB7dsDQ4YAN9+sLl6HMNJ+B92jMnr0aDzxxBOIjo7G6NGjs/3swIEDgy1WCCGEGf/+C/zvf8C6dcC2bUBKClCsGNC8OdCuHdCjB1/RC3ucPAn06wd8/TUnJwAnI2mTFCD9v5cvB5YtA+6+Gxg3DihVKnzx5mJB96hUq1YN69atQ4kSJVCtWrWsC9Q0/PPPP5YFmB3pURFC5Dt79wLPPMNX8prGS9pBNiMiOGmJjQWeew544QUgMlJZuHnSrl1Ax47AiRPpf/fB0nWgZElgyRKgbl3Lw8sNjLTfcutHCCFyi88/BwYN4sYx45V7ZjQNqFMH+P57eT7CKvv3A61aAadPm0tSAnSde8BWrQJq1LAuvlzCSPttahyVt956CxcvXrzi54mJiXjrrbfMFCmsdPQo8M47wNVXAxUrAtWqAd268ckqmJObEMJ54uKAvn2BpKTgj2MifsizdWvg77/tjS8/8PmAe+4BzpwJLUkJlHX2LJcn5+VsmepR0XUdR44cQenSpdP9/NSpUyhdunTY5vqRHpUMEhOBAQOAadP4BOX3p/6frvOBUaYM3xu9805lYQbN7wd+/53rs3cvP5TWuDHwxBP8p1DD6wX++4/3p3Ll5DmIcPjxR37mxCxdB8qX52SlcGHLwrIMEfDHH8CiRcD580CJEsAddwANG6qOLL333+dbaVbeiNA0YMQI4MUXrSvTKmfPAqdO8T5TpoylRRtqv8kETdPo+PHjV/x88eLFVLJkSTNFmuLxeAgAeTyesK3TsS5cIGrThsjlIuLDKPtl/HjVEWdv0yaimjU5Vrc7Ne7A3zt2JDp2THWU+cvx40Svv05UqlTq9ihQgOipp4h27lQdXd516hRRiRLBH9tZLS4X0dNPq67NlX7+mahWrdTjOyKCSNf5323aEG3erDpCdv48UeHCoW2DrJaCBYnOnVNdw1Tz5xPdeCORpqXG2KQJ0ZQpRCkplqzCSPttKFEpWrQoFStWjFwu1+W/B5aYmBhyuVz0dBgPBElU0rj3XmMnMk0jWrxYddSZ27iRqFCh1JNVZouuE1WvTnTihOpo84edO4nKlct8m7jdRNHRRL/+qjrKvGn48NCTlLTJyuHDqmuUauZMPhelbRAzHucFCxKtWaM6UqKJE+1JUgLnYydcPPr9RC++mPq7z7jvAEQ33ECUmBjyqoy034Zu/UyfPh1EhEcffRQff/xxuskJIyMjUbVqVbRu3dpUN1BcXBxeeuklDBo0CB9//HFQ35FbP/9v927jD8rpOr/C+McftoRkmt8P1KoFHDiQ8z1gXQfuuguYPTs8sYXK7wfi4/nvlSoBLkun2rLPhQv8QOaRI1lvE00DoqKADRtyx1sMycl8C3TaNMDjAa6/nrvea9dWHVl6fj/vK//9Z015ug689hovqu3dy/tKTs9n6DpQvDhw8KDa24wdO/KrxVbe9gnQNKBNG+Cvv6wv24jx44Gnnsr+My4X0KsXMH16SKuy/dbPH3/8QSkWdf8QEa1Zs4aqVq1KjRo1okGDBgX9PelR+X+DB6e/PWJk+ftv1dGnN3++sfh1nei//1RHnbP//iNq3jw17mbNckfcREQTJgS3LdxuoieeUB1tznw+ou7d01/Faxr34m3dqjq69HbutP7qvU0b1bVigwdn32uacZkxQ12sPh/vH3b1qAB8G9XnU1dHr5d7TYPtATpwIKTVGWm/TV3SdejQAQcOHMArr7yC+++/H8ePHwcAzJ8/H9u3bzdU1vnz59GzZ09MnDgRxYoVMxOO+PJLc0+N6zoPVuQkU6bwQ7PBIgJmzrQvHqvccw+waVPqvzdv5kGfcoNPP+Urvpx4vcCMGdwD42QLF/IYJGmvjImAixeBl19WF1dmNmywvsyNG9M/aK+CzwdMnhz8mzMuFzBhgr0xZWf/fvv368RE7mVSZcEC7jUNhsvF2y9MTCUqS5cuRcOGDbF69Wp89913OH/+PACeVfn11183VFa/fv1w0003oXPnzjl+NikpCQkJCemWfI+IR0g0w+UCjh2zNp5Q7dljLOnSdR6h08nOneMu3bT18np5lMpz59TFFazdu4Pv7r50CTh82N54QvXrr5knXkScwDjJ0aOpo55aJTGRkzKVzp4FjJy//X61jfiZM3lrPZnZtSv429FE/PkwMZWovPjii3jnnXewaNEiRKYZ8fC6667DypUrgy5n9uzZ2LBhA+Li4oL6fFxcHGJjYy8vlSpVMhx7nhTKsw5WnwRDZaQ3JcBpdcgouzqZqW+4Gd2/nL49shulNSIifHEEQ9PseyZCJTPnLJXPdIXr96Vyuxj5/QbmNAoTU1t+69atuP3226/4ealSpXDq1KmgyoiPj8egQYMwc+bMoGddHjZsGDwez+UlPvBgYn6maTw+ghk+Hz+o5yQNGhhrvL1e5z+8WaAA3+ZJe2DrOv+sQAF1cQWradPgT0pFizpvn8rorrsyb/w1Dbj33vDHk53Kla2/TRMTAxQsaG2ZRhUtCpQtG/zndV3t2EkZxgzL9evJTNOmwe9rRPz5MDGVqBQtWhRHMrmXtXHjRlSoUCGoMtavX4/jx4+jWbNmcLvdcLvdWLp0KUaPHg23253poHFRUVGIiYlJtwgAffqYv9ro2dPaWELVt6+xWz9RUcADD9gXj1WmTgXuv5/jjYriv0+dqjqq4PTvH9yzBLrOg/E5fV6ZVq2AjBOnahpQoQKP6OwkzZpZW56mAS1aqO9R0TTg6aeDP2/5fPx5VSpW5OHu7RQTA1SpYu86stOuHb89Gsy+oevAww/bHlKAqdbtgQcewAsvvICjR49C0zT4/X4sX74czz//PB566KGgyujUqRO2bt2KTZs2XV6aN2+Onj17YtOmTdCd3n3sJH36GD/x6DqPdBlkYhk2LVoALVsG16vicnHDmOY1eccqVAj44gt+PiAxkf9eqJDqqILTowc3mNkdk7rOV8mDBoUrqtB8/DE/j/LAA0D37sDIkcCWLc47HipX5lfDrUwsbrnFurJC8fjjfAzklKy43fw76NYtPHFlRtN4GgK72iVdB665Rm0CqWnAe+8F99kXXuDRg8PFzGtFycnJ9MADD5DL5SJN0ygiIoJcLhf16tWLvF6vmSKJiKhDhw7yerJZQ4ZkPWhSZq+WRUc7Z8THjA4dIqpQIftXrl0uomuvtWTgIRGE48f5lerAK+Fp9yVNIypd2rn7U2736afBH9s5LdHRRGfOqK5RqqVL+bXcrF5T1nU+F+zfrzpSom++sff15NmzVdeQTZnC59eM2yRwPh4wwJLXqG1/PTkiIgJffvkldu/eja+//hozZ87Ezp078cUXX0hPiCrvvhvcbRxd5675H34AGjWyPSxTKlQA1q3jK93AQ1tuNz/oGBhYrG9ffs1U5pkJj1KlgBUrgK++4iu/6GjeHlddxb0Tu3c7d3/K7R55hGfXDfXcqmnAq69yz5dTtG8PrF7NvTyBnpVAr0J0NPDoo3wuqFpVWYiX3XYbP0Nida+HpnHvRCbPfSrxyCP8Rs8zz3B9dR0oUoSf31qxAhg9OuwPNpualDCtwNc1BV1WMjJtBkTARx9x993x46kTEQLc0Hu9fGL48EOgeXO1sQbrwAG+TXLgANenXj3gwQftv18shJOsXg20bcsPO5o5ZbvdnEiuXu3cN80OHQKWLOFX9kuUAG680Xm3db/8kkdltdqMGXxey0eMtN+mE5XJkydj1KhR2LNnDwCgVq1aeOaZZ9CnTx8zxZkiiUoWUlKAuXO51+TkSe6BqFEDeOwxbuiFELnPnDmpD44beRNI14Hq1YE//7R8Btx8h4h7Vn75JfjB6rLjdgM33AD89JP6B5zDzPZE5dVXX8WoUaMwYMCAy3P7rFy5EmPHjsWgQYPwTpienJdERQiRr/z2G195nziRc0PpcnFCc+utPIpoyZLhiTGvO3OG35DZtSu0ZMXtBmrW5IEfixe3Lr5cwvZEpWTJkhgzZgzuv//+dD//6quvMGDAAJw0O1KqQZKoCCHyHY8HGDEC+Pxz/rvbnXpLKHC7lwho0gR46SUeNyafXa3b7uRJ7gnZuNHcrThN43FhFi7k57/yISPtt6mblT6fD80zecahWbNm8JqZc0YIIURwYmP5deo33gAWL+aHTXft4lu+RYtygtKuHf8p7FGyJLByJRAXB7z9NicewbR9bjcnNi+/zIvTxxxyCFM9KgMGDEBERAQ++uijdD9//vnnkZiYiHHjxlkWYHakR0UIIYRSO3cC48bxhKoXL/ItN5eLExJN494uv59HoX7kER5A0emjaYeB7bd+BgwYgBkzZqBSpUq45pprAACrVq1CfHw8HnroIUSkmS8jYzJjJUlUhBBCOMKFC8CaNcD69dzDdekSv8hw1VU8YGLLlkDhwqqjdAzbE5XrrrsuqM9pmobff//daPFBk0RFCCGEyH1sf0ZlyZIlpgITQgghhDAipOHl9u7diwULFiAxMRFA6uBvQgghhBBWMJWonDp1Cp06dULt2rXRvXv3yzMp9+nTB88995ylAQohhBAi/zKVqAwePBgRERE4ePAgChYsePnn9957L+bPn29ZcEIIIYTI30w9o7Jw4UIsWLAAFStWTPfzWrVq4cCBA5YEJoQQQghhqkflwoUL6XpSAk6ePImoqKiQgxJCCCGEAEwmKu3bt8eMGTMu/1vTNPj9frz//vtBv7oshBBCCJETU7d+PvjgA3To0AHr1q1DcnIyhg4diu3bt+P06dNYvny51TEKIYQQIp8y3KOSkpKCp59+GnPnzkXLli3RpUsXXLhwAXfccQc2btyIGjVq2BGnEEIIIfIhwz0qERER2LZtG0qUKIE333zTjpiEEEIIIQCYfEbloYcewuTJk62ORQghhBAiHVPPqCQnJ2PSpElYtGgRmjdvjkKFCqX7fzsnIhRCCCFE/mEqUdm2bRuaNm0KANi9e3e6/9M0LfSohBBCCCEgkxIKIYQQwsFCmpRQCCGEEMJOpnpUhBAi10tIAA4dAnw+oGhRoGJFQG5dC+E4kqikdeIEsG4dsHkzn8QiIoCaNYFmzYA6dQCXdEAJkatt2AB8/jmwcCHw77/p/y8mBmjZEnjoIeDuu4HoaCUhCiHS04iIVAdhVkJCAmJjY+HxeBATE2OuECJg0SLgk0+AX3/lf+t6alKSksJ/VqkC9O8PPPEEn9CEvfx+3i6LFwNr1wJHjvDVbvXqQIsWwC23cAIpRDB27QL69AH++gtwuwGvN/PPuVy87xUrBrz/PvDoo9LLIoxLSgLOnwcKFwZk/rtMGWm/83eicvw40Lcv8P332Z+8AlwuoGxZYNo0oEsXUzGHhd8PLFkCrFkDnD3LPUOlSwO33w5UqqQ6uuwRAV98Abz6KnDwYObbJdCYNG0KjBoFtG+vJlaRO3z2GfDMM7zP5HSMZ9S1K/DVV0Dx4raEJvKQffuA8eOBiRMBjyf15zExwOOPc1tTs6a6+Iw6fRrYu5fvLhQqBFSuDFSoYFnxhtpvysU8Hg8BII/HY/zLf/9NVLo0ka4TcfMY3OJy8Z/vv299hUJ15gzRqFFElStnHf/NNxMtXEjk96uO9kqnTxN17x78ttA0/vOZZ4hSUlRHn72kJKLffiP68ktefvuNf5abXLxINGUKUZcuRPXrE9WpQ3TttUQjRxKdOKE6uswNH27s+M646DpRvXpEp06prolwqu3biTp3Dm5/6tSJaNs21RFnze8nWrGCqGdPIrf7yvg7dyb64QdLzrdG2u/8maj8+y9RyZLGk5SMy9ix9lTMjA0biIoXDz72u+4iSkxUHXWq06e58QskgkYWTSO6805nJivx8USvvEJUosSVcZcowf8XH686yuxdvEg0dChRTEz6BDFt8h4RQdSrF9F//6mONtWsWaEd32mTlWuvJfL5VNcob/P7OeHdv58vunKDJUuIChY0tj8VKED0+++qI7/S8eNE7dpxjJklKYFjAeCL4c2bQ1qdJCrZ8fmI2rfPekMYWdxuZ2TH69YRRUUZj79jR6LkZNXR8wnqhhvMJSlpk5VXXlFdk/TmzeOTUnYJsa7zZ+bNUx1t5k6fJmrVKrhto+tE5csT7dihOmpOmGJirkyqQllGj1ZdqysdPEj06qt8LLdoQXTrrZygXbqkOrLgnTlD9MknRDVrpv99X3MN9z46tS5r1xJFRprblyIjidasUV2DVIcPE1WtGvzFu65zgrZihelVSqKSncmTrTtxud1EzZurvY1y5AhR0aLm6/D44+piD5g61Zrt4XIRrV+vujbsl184nmAaSk3jz/7yi+qo07t0iahtW2M9j7pOVK4cn/hUevRRay5G0i4FCjjnSv/SJaLHHkvdd9LuSwD3rn7/veooc7Z+Pfdua1rmPXUAUYMG6venjC5e5LhD2Z9KlCC6cEF1TTiGhg2NHy+6zm3Pvn2mViuJSlb8fqLata29ygKIli+3t6LZeeWV0OP/91918Xu9RBUrWpeo9Oihri4Bx4/z1YaR/czl4u8cP646+lQffWSul0vXie6/X13cp06Zv9LNbtE0oo8/VlevgJQUohtvzHn/0jSiOXNUR5u1v/8mKlIk50TY7SaqVYt795xi2jRr9qkpU1TXhGj8ePNtottN9MgjplZrpP1WOjDIZ599hkaNGiEmJgYxMTFo3bo1fv31V/tWuHIlsHs3/4qt4nbzU94qJCcDY8aEXs6ECaGXYdaCBTzolhX8fmDuXODwYWvKM2vKFODSJWP7md/P35kyxb64jPD7ed/y+41/1+cDvvmG36pT4euvU4cVsJqqYz2tTz4B5s/Pef8iAnr1Ao4dC09cRvXrB1y8yPtLdrxe4J9/gBEjwhNXMD75xJpyRo2ytj0yiggYPdr8971e4MsvgTNnrIspE0oTlYoVK+Ldd9/FunXrsG7dOlx//fW47bbbsH37dntW+OefPEaKlbxefhVYhe+/T/8anFljx/J7/yosWsTJnlX8fuCPP6wrzyifj3+fZhp4v5+/m9OJOxwWLwb27zf/fb8fmDzZuniMWLXK+uMc4JP6jh3AhQvWlx0sn89YI+n1qtsO2dm1i8+bwe7rPh8niYmJ9sYVjPXrgY0brSlr61YeJ0qVFSuAv/8OLVlKSQGmTrUupkwoTVRuueUWdO/eHbVr10bt2rUxfPhwFC5cGKtWrbJnhRs22FPugQPWJAxGLV1qTTkJCcDOndaUZdTatcbHtsiO280nElU2bw6th+jQIWDTJsvCMW3evNASSL8f+PFH6+IxYs0aa/eptPx+blxUWbYMiI8P/vNEPBKv03zxhfH9y+MBfvnFnniMWL3a2eUZYcWFIhGXYyPHDKHv8/nwzTff4MKFC2jdunWmn0lKSkJSmiv/hIQEYys5etS+q9WTJ4HYWHvKzsrp09aVZXPXXZasvk3j96vt6j5xIvQyTp4MvYxQnT4depe0Fb8LM06dsrd8ldsn47D/wTh0iLelk0bYjY83vn+5XMaSNLucOcO/Sytu2WiaunMvkFqXUNl8rCufvGbr1q0oXLgwoqKi0LdvX3z//feoV69epp+Ni4tDbGzs5aWS0VFW7TxQVZwErJx7SNU8RnasV+UJ2Yr62HHbwigr6mHlLT0j7N7+Kuf8MrNuJ85R5nKZ20555dhIS2WdrKqLzXVQvgdfddVV2LRpE1atWoWnnnoKvXv3xt9//53pZ4cNGwaPx3N5iTeaXVeubM/J0+UCypSxvtyclCxpXVklSlhXlhHVqllbnqbxdlalfPnQyyhXLvQyQlWmTGgNvqbxdBMqWLENsqOqXgBQt67x71x1lbN6UwCgVi3jPRJ+vzOGoC9e3LoHYIl4XilVSpY09zxdWmFo/5QnKpGRkahZsyaaN2+OuLg4NG7cGJ9k8bBYVFTU5TeEAoshzZqFvlEyU6sWz4UQbjffbE055cubOwFaoUULa7Nxn0/tZIX16vFipmHQNKB+ff6+anffHfpzHvffb00sRrVsaV9vjtsNNGhgT9nBaNGC129k/3r6afviMevhh4039uXL89xLqnXq5OzyjOjRI/THIfx+4I47LAknK8oTlYyIKN1zKJa6/nrrExW3G7jhBmvLDFbnzkDFiqGXM3iwuu7hm2+29rmhqCjezqpoGjBwoPnvDxzojKvfFi2AJk3M7xcFCgA9e1oaUtDatbPnYVqXC2jeHIiMtL7sYGkaMHRocI28pvHVeq9e9sdlVPnywJ13Bn+R4nLx7PVOuPVTs6Z1yUXHjtzjpUr9+ny8hPJ7jYkB7r3XupgyY2qkFosMGzaMli1bRvv376ctW7bQSy+9RC6XixYuXBjU902NTHvNNaEN1Z7Zsn27yd+ABT78MLTYdZ3o5El18fv9POmbFYPw6brpwYcsde4cUZkyxkd0LVOGv+sU06eb3w4DBqiL+8KF1HmJrF6mTVNXrwC/n6hfv+zjdLmIoqOJ/vpLdbRZO3qU54zJaURUl4uoQwdnTeL544/W7E/ffae6JjwoYCjn3GefNbXaXDMy7aOPPkpVqlShyMhIKlWqFHXq1CnoJIXIZKLy00/WnbTcbp6NWKWEBKIaNczXYfhwtfETEc2fb832KFCAJzRzgk2biAoVCi5Z0XX+7KZNqqNOz+/nWVSNJPa6TtS4sfqEa+hQay9INI2HPHfKRJ5+P1+kFCuW+nt3uVL3txYtnDOdRHYOHeL9JXA+zXh+BYhuv90ZQ82n5fUSXXVVaPtUrVrOmEjV6yXq1s34JL26TlStmukL3VyTqITK9OzJ998f+szJmsbDPzthDooDB4hKlTJeh8cfVztPUVp9+oTesHz+uepapLd5M0/SB2Ret8DPypcn2rJFdbSZS0oieuCB1H0+u9+/y8VzXzlhGoBz53hqBiuTlW+/VV2rK126xBP39evH8xu98ELuSFDS8vmIFi7kCRVjY3km7pIleS4jJ9flwIHMZ0UPZilWzDkXVUR8vLRrF/zx4nbz8bV3r+lVSqKSk9OnierWNT9pWWAisLlz7amYGYcP8+Rdwdbh9dedk6QQcYPYrZv5W0DDhjmrPgGBhuSaa66M2emzwwb4/TwnSWD/crt5/3e5Uo+h8uWJRoxw1pXvkiWhX5AEErCePVXXRjjR7t1ElSoZ258qVCDauVN15Fe6dInoiSdSj++sEhSAqHNnnhA3BEbab42IyN6nYOyTkJCA2NhYeDwe428AnTgBdOkCbNnCmyBYbjc/2DV7NnD77cbWaTe/H1i4kOdoyWwExyJFeH6NJ58EqlYNe3g5SkkBXnoJ+PBDfhAwpwefdR2IiAA+/pjr5HSHD6fOf1O6NFChgtp4jCLiUTTnzOFB9Xw+flWze3denPCgY0Zz5gAPPMB/N/MgvcvFD8t//z0/qC1ERidO8DxEEydmP71CwYLA44/zOa506fDFZ9SxYzztwrhxwH//pf68cGHgsceAvn2BOnVCXo2R9jv/JioAz2/z9ttAXBw3jNm9faLr/P+tWgEzZgC1a5sPPBwOHuSh5M+e5bcUSpUCOnTIHSfbVauAN9/kCQuJODn0enkb6Tr/PSKCX3994w3rx2IRecvChfzmy+nTwb9hpuuc2AwcCLz3nto3fUTucPEiX8BOmsTTqpw7xxeHlSsDffoA992nZhgLs4iA8+d5ipVChfjtHgvfDpVExah9+4Dx4zmLzGw4Y13nV4EHDAC6dXPmSI950f79PMHg+vWc5Wsa9wQ1a8bbQ9UgdSL3OXMGePFFnjwtkKxk1sMSSIqbNOFZZa+9NqxhCpFfSKJiFhFnwps38wRYERH8znzDhkB0dOjlCyHUOnWKe0SXLOHbWIFbcdHRQKNGQOvWPP5LixZq4xQij5NERQghguH3cw9LRITqSITIV4y0346ZPVkIIcLO5ZJbuUI4nByhQgghhHAsSVSEEEII4ViSqAghhBDCsSRREUIIIYRjSaIihBBCCMeSREUIIYQQjiWJihBCCCEcSxIVIYQQQjiWJCpCCCGEcCxJVIQQQgjhWJKoCCGEEMKxJFERQgghhGNJoiKEEEIIx5JERQghhBCOJYmKEEIIIRzLrToAITJ1/jzw66/AunXAhg3AyZOApgEVKwLNmgGtWgGdOwNu2YWFEA6wYAEwdSqfr/77D/D5AF0HypcHmjQBHnkE6NZNdZS5kkZEpDoIsxISEhAbGwuPx4OYmBjV4QgrxMcD770HTJkCXLzIB7rPl/r/mga4XPyzMmWAp58GBg8GihRRF7PIXbxeYPt2YP16YP9+3peKF+fGpHlzoGhR1RGK3OTNN4FRowCPJ+fPxsYCAwcCb71lf1wOZ6T9lkQlLzp5EvjrL2DjRuDECe51qFGDT8KtWjmzF4IImDQJeOYZICkpfXKSHZcLKFcOmD4d6NTJ1hBD5vcD587x34sU4dhF+Jw8CXz6KS/HjvHPAseC38+LrgN33AEMGgS0basuVuF8u3Zxr+6hQ8a/W7EisHAhULeu9XHlEobab8rFPB4PASCPx6M6FGfYupXovvuI3G4igP+MiODF5eKflStHNGIE0cWLqqNNlZJC9OCDHJ+ZRdP4zw8+UF2TKyUlEc2eTdS2beo2APjvbdvy/yUlqY4y75szh6hYsdR9JbtF1/nPxx4jknOLyMwvv6Q/ns0sLhfRTz+prokyRtpvSVTyAp+P6J13ODEJJCk5HSDVqxOtXq06ciK/n5OUYBqQYJaPP1ZdI+bzEb37LlGJEukbv8waxBIliOLi+DvCWn4/0XPPmW9IqlcnOnhQdS0y5/USzZtHdMcdRI0bE9WuTdSqFdd3zx7V0eVdS5dad77SNKLFi1XXSAlJVPITn89cb4SuE0VGEi1cqDb+zz+35oBPe+CrTsAuXSK6+27jsd91F3/XqRITib74gqhjR6IqVYgqViRq3pzoo4+ITp9WHV3mXn45tP1J1zlZOXlSdU1S+f1EY8bw7z+zJDjw7y5diDZsUB1t3pKURFSwoLXnrAIF+NjKZyRRyU9eecV8du9yEUVHE+3YoSb2Awf4ILXyoHe5iGrVUnfg+3xE995rrlvY5eLvOrFnZcIEoqJFU5PBjLFHRfGVfEqK6khT/fGHdfvUffeprg3zeokefjj4JCs6mm9T5BbbtnEPw7//qo4kc927W3u+Ciw33KC6ZmEniUooDh3ie9MdOhDddBPfQ/T7rSvfSmvXhn6f1O0matmST4Dh9tRTmd8SsWKZPDn89SHiW0+hxu6U21cBb74ZfOy33uqMZCU5mXt9rOqiB9Q3+H4/Ub9+xuqkadxzumKF2tizk5jI59yMFy0lSvC+5xTHjtlzrgosR46ormEqj4do3DhuGypVIqpfn+j117l9tGwVkqgYl5LCWW1mO1CxYkSbNoW+Dqt17mxdQ//dd+GN3eOxvjcl7cm5cePw1oeIk71KlUKPv1IlNYljZmbNMh7/4MGqoyb65htr9ymXi+i669TWadky87HXqOHMC64zZ4hKlsw+/hYtnNHL+NBD9pyvAssDD6iuIVu9mtu8zGLUdb79a4Fck6iMGDGCmjdvToULF6ZSpUrRbbfdRjt37gz6+5YmKm3aZL8Tud3OekBt717rDhBdJ7r++vDGb6YBNLrs2hXeOs2bZ13sP/8c3tgz4/cT1axpPPaICPXPdHTqFHpvY2bLvn3q6nTPPcE9LJ/V8ttv6mLPSq1awcV+992qIyWKjbX3fFWkiOoacrtSuHBYzk9G2m+lAzksXboU/fr1w6pVq7Bo0SJ4vV507doVFy5cCG8gS5YAK1Zk/xmvF3j44bCEE5SFC3nwMyv4fMCyZcClS9aUF4y1a3nMCjutW2dv+RmNG2dNnXQdGDs29HJC9ccfwN69xr/n9fIInar4fMDy5TwuitWWL7e+zGAcPQp8+y3/bs1wu52xT6W1di2wZ09wn/322/CenzLyeoMb0C0U586Z375Wee89HhU8J0OHcsoSJkoTlfnz5+Phhx9G/fr10bhxY0ydOhUHDx7E+vXrwxvISy8F97kVK4LbiOGwfr21Db3XC2zdal15OVm/PvhB3czQdR7wLpxWrLCmTj4fsHJl6OWEas4cc4PSEQEzZ1ofT7D27LGnUXO7eXh0FRYtCm3f8nqBn38Oa+OSoxdeCP6zfj8wfLh9seRk2bLwrGfx4vCsJzPnz/PAmcHYvp0TzTBx1NCYnv/PWIsXL57p/yclJSEhISHdYondu4P7HBGwc6c16wzVkSPWZ99Hj1pbXnZOnrS3fCLgzBl715FxfYFRZ62QkKC+UTl2zHyvRDj3pYxOnLCnXL8fOH7cnrJzcvp06CMZp6TwtBRO8c8/xj4f7guPtMyMPuvk9WTm4EEeFTxY27fbF0sGjklUiAjPPvss2rVrhwYNGmT6mbi4OMTGxl5eKlWqZM3KjZwAnDL8vB3Dr1t1K8kJ69K08NYHsHabOGF4/VBisPu2Xnbs3O6qtotV61W5XTIyWieV595wbXeVx73RdYdxX3LA2ZD1798fW7ZswVdffZXlZ4YNGwaPx3N5iY+Pt2blzZoF9zldB+rVs2adoapcGYiIsLbMKlWsLS875cvbv47Spe1fR4Cm8YRjVomNDX+ilVHlyuZOnJrG31WlQgV7ynW57Cs7J6VLh/7MTcGCQHS0NfFYoXFjY5+/7jp74ghGrVp5az2ZqVbN2DmsRQv7YsnAEYnKgAEDMHfuXCxZsgQVK1bM8nNRUVGIiYlJt1jigw+C+1z37kBkpDXrDFXz5tyVa5WoqPBOkNW8ub0Zuc8XfAJqlRtusOaqz+3mslTr3dtc40gE9OljfTzBqlrVntm0vd7w71MB3bqFlmS43cB991kXjxWCPe8CfFE2YIB9seSkRYvwXDi0aWP/OrISFQX07RvcZ9u3D2t7oTRRISL0798f3333HX7//XdUq1ZNTSANGvBJOTsxMcCMGeGJJxjdulnX0LvdwM03h7drtVUrex+mBYCWLe0tP6N+/ax5bsjrBfr3D72cUDVpYu4EXbgwcP/9toQUFE0DunSxPhHWdeDaa60tM1gxMfzWodlj1Ovl/dNJatQAOnQI7rODB6u/LVKypL3rKFFC/S3f557jmZ2zExkJfPhheOIJCPll6BA89dRTFBsbS3/88QcdOXLk8nIxyJl9LR+ZdsgQHgMi4zvjTZoQnThhzTqsdO+9oY2rkHZZsiS8sV+6lPWgQqEuqgbn8vt5BMdQRkPVNKIGDZwzONfvvxsfj2TUKNVR85ghVu5Tus5zMam0ZYu5fcvt5kHTnCglhejqq7OP/6GHVEfJnn3WnvNVYBk4UHUN2b//8jkosxhLluSBBy2QawZ8A5DpMnXq1KC+b8sQ+snJRJMmEQ0aRPTaa0Tx8daVbbV9+3guj1BPwLfdpqZhHDbMnkG5AKJvvw1/fYiI5swJPfbZs9XEnpWZM7mBDKaRHDLEGUmW30/UtKl1+5emEa1Zo7pWnAQaPb6LFVM7UF0wJk4kqlYt/e+7aVP1k6amdeGCtVMyZNy/zp1TXcNUfj9fpDz6KFG3bjzX1Vdf8aSMFsk1iUqoZFJC4sniQklSSpYkOnpUTeynTxOVLm3twa/rRO3aqR1y+6WXzMc/bJi6uLPz22/ccADpG//A3ytX5gTfSbZts6bHUdOInn9edW1Svftu6r6e07FQpgzR5s2qI847nnrKnkTlySdV1yzsjLTfGhFReG82WSchIQGxsbHweDzWPVibGw0fDrzyCt+bD3Zzut38hPcff/AzOqr8/DM/H2OV6Ghg2za+/60KEfDGG8Bbb/E955weSA185tVXgTffVP+2T3bWrQOmTeMxF7xeoEwZ4N57ga5d1d9fz8yUKcBjj5n/vssFtG4N/Pabs96YWbSIRxH97Tc+lol4H9J13i5FivADzc8/H5437PILv59/n8eOWVdmqVI87pATjx8bGWm/JVHJK779Fnj8cR7mObuGUdf5IdbOnfkkbtVYNKF4+23gtddCL8flAr77DrjtttDLssKPPwLvvgusWsWNScYHbQM/u+YaHqWzRw8lYeZ5Eyemvs1g9C2mjh2BuXPteYvICnv28EP+Bw4AiYl88dG6NT/MXLCg6ujypv37gTp1gOTk0MuKjAT+/lvthZUikqjkVydPAp99xnPOBDJ+lyu1gxHgp+wHDeJG0SlX7kTcoL/0krFeoQCXi19fnDPHOUlKWps383ZZvDh1tNxixYDrrweeftr4eBLCuA0bgF69gB07cu7l0jTen0aMAJ55xlmDpAln2LULuPpqTg7NKlCApxIJ57AQDiKJSn7n9/OV1oYNnLzoOlCzJtC0qf2v2IVi2TLgwQeB+PjgkpVAg9OmDc9RUbOm/TGK3CslBfjhB2DMmKwnLSxbFnjySe6dVDW4m8gdzp8HbrmFb58b1b493/YuXNjysHILSVRE7nXhAicdo0fzVQvAiVZgN9W01PFXrr2WB4G68858d39XhOjCBe7p+vdfvv1WvDhfIZcv75yeRpE7/PIL8OKLwU3q2qABEBdn7XN5uZQkKiL3I+JJr9at48nIzpzhZKRMGR4dtGVLHoFUCCGc4PhxnjX899+BvXv5GZaICO7pvf56oGdP7rETACRREUIIIYSDGWm/pb9cCCGEEI4liYoQQgghHEsSFSGEEEI4liQqQgghhHAsSVSEEEII4ViSqAghhBDCsSRREUIIIYRjSaIihBBCCMeSREUIIYQQjiWJihBCCCEcSxIVIYQQQjiWJCpCCCGEcCxJVIQQQgjhWJKoCCGEEMKxJFERQgghhGO5VQfgOH4/cPAgcO4c4HYDlSsDhQqpjkoIIYTIlyRRAYDz54Evv+Rl/Xrg4sXU/3O5gBo1gO7dgb59gTp11MUphBBC5DMaEZHqIMxKSEhAbGwsPB4PYmJijBfg8wGjRgGvvw4kJvLPsvp1uN2A1wvcdBMwfjxQsaL5wIUQQggnOn8e+PZbYMUKYMMGwOMBoqOBRo2AFi2Ae+4BypULeTVG2u/8m6gcOgTceSewZo2x77ndQFQUMGUKbzCnSkwEduwAzp4FIiKAsmWBmjUBTVMdmTHJycDffwOnT/PvvlQp7tXKbfXIK4iAnTuBEyc4cS9eHKhXD4iMVB2ZEM5w/Diwfz8/PlC4MFCtGlCmjOqocnbhAvDmm8C4cdx+6Dof4wGu/3+kVdOAu+4CPvwQqFDB9OoMtd+Ui3k8HgJAHo/H2BcPHCCqWJHI7SbiU6/xRdOIJk2yp2Kh2LWL6JlniIoUuTLmhg2JJk4kunBBdZQ5O3CA6OWXiYoVu7IeNWoQffIJ0ZkzqqPMP86c4d959epXbo/ixYleeYXo4EHVUYrcyO8nWrKE6P77ia6+mqh2baIWLYiefppoyxbV0QXH7ydatIjottuIXK4r24pbb+X/9/lUR5q5tWuJqlThWINp/3SdqHBhojlzTK/SSPud/xKVxESiOnVCS1LS7oCLF9tXQSMuXSJ6+OHUnSizeAMHUJEiRHPnqo44cz4f0fPP8+82p4MmKopoyhTVEed9U6bw7zqnYwEgGjLEuSfjgJQUou++I2rXjqhUKU6Gq1cneuMNoiNHVEeXv8ycSVSzZvb7VuvWRH/8oTrSrO3fT9SgAceaVbsSOCfXq0f0zz+qI05vxQqiAgWuTLCCXSZONLVaSVSy8+KL5jdIZg1/hQpECQn2VTIYiYlEHTsGX69AEjBtmtq4M/J6ie65x/h2GDlSdeQ5S0khmjeP6IMPeJk3j3/mdCNHGt8e99zD29KJvvmGKDY2+2PjgQeILl5UHWne5vcTvfCCsXPtF1+ojvpKO3cSlSwZ/IWv201UogTR33+rjpwdPcqJerA9KVkdM3/9ZXjVkqhkZd++0DZIVgfQK6/YW9Hs+P1E991nLvlyubg70imee878dvjyS9XRZ87v51sm5cpxnLqeenVVrhzRxx/zZ5xo1izz2+O551RHf6VPPw0+/iZNcsct0txq+HBz+9VPP6mOPNWJE0SVKhnvndd1fvTg+HHVNSC6447QL9xdLqJq1Qwn95KoZGXo0Kxvi4SylChBlJRkb2Wzsnq1+bg1jbssndBQ7t8fWhJZqhRRcrLqWqTn9xM9/njOsT/+uDO2QVrJyfw7DeW42L9fdS1SLV5sPP5bb1Uddd60a5f5fSo2lnuQneC118y3J7qu9gKXiJ//sbIdnDzZ0OqNtN9KR6ZdtmwZbrnlFpQvXx6apuGHH36wb2VEwKRJ/Eqy1U6dAubPt77cYIwbx2/DmEEEbNsGrF5tbUxmTJgQ2vdPnAB++smaWKwycSIvVn0unObO5d+pWZoW+ja10tChxr8zdy6we7f1seR348eb/67HA/zvf9bFYlZKCvDpp+bbE58P+OwzfqtRlfHj+c0eK2gaMGaMNWVlQmmicuHCBTRu3Bhjx461f2X//suvuNrB7VbT2J86BXz1VfpXyIxyu4Fw/P6zk5TEBy1RaOWMHm1NPFYgAt57L7jXqDWNPxtq/a0U6kmHiLdpUpI18YRixw4eyNEMJ+1TecHFi6EnsJ98Yk0sofjhB+DkydDKOHWKxytR5ZdfrLtwJwI2bQLOnLGmvAyUJirdunXDO++8gzvuuMP+lW3caF/ZPh+wbp195Wdl+XLO7EPh9arrDQrYsoXHewnVsmX29JiZsXw5sG9fcMkHEX/2r7/sjysYPh+wdGno5Zw9y9tWta+/Nv/dGTOsi0MAK1fyeB2hWLfOvovOYP32m/me7AC3m8tRISGBL96ttmGD9WUil01KmJSUhISEhHRL0E6dsi8wIuDYMfvKz4pVB6uR36MdrMrCibhr2An27jX+nX37rI/DDCuSxgCbrrAMOXTI/HfPn3dWT1duZ9U5y87zeTBOnw79osjnU3d8HD9uT7k2tYO5KlGJi4tDbGzs5aVSpUrBf9nukUxdCn6VVq1TRex2rV91XQLM3Pu16n5xqPLa9gglBhkB2VpW7Q+qjxWXy5p9Q1U97NqvbSrXAWeR4A0bNgwej+fyEh8fH/yXLZibIEsul5q5f0qVsqacYsWsKceskiWtKcftBszM+WSHhg3D8x07xMZa16BYtW1DUaOG+e8WKybJipVKl7amHNX7ValSoR8jug6UKGFNPEaVL2/PRUTlytaXiVyWqERFRSEmJibdErSmTe0LTNN4sqZw69CB55IIhdutfs6iRo1CT/Q0DbjtNmdcwQNAkyZAs2bBxeNy8WebNLE7quC4XECPHqGXU7Eib1vVevY0/91+/ayLQwCtW4d+gdW1q/oLkh49QnuJAeDv3367JeEYVqAAcNVV1pbpctl2DnPIWT0MypWzLduDzwe0bWtP2dkpWBDo0ye0h7q8XuCpp6yLyQyXCxg4MLQrVyLnNSqvvQb4/Tl/zu8HXn3V/niMsOJ3OXCgMxLHChWAG24w/j1NA/r2tT6e/MztBgYMCK2MUL9vheuvB6pXD+2cVaUK0KWLdTEZ1aOHdbeeXC6gfXugUCFrystYvC2lBun8+fPYtGkTNm3aBADYv38/Nm3ahIMHD9qzwr597TlxVqkCdOxofbnB6NvXfGav67xz1aljbUxmPPJIaAlXjRrqtkFWbr0V+OAD/ntmJ4TAzz74gHuDnOS66/hEbJbbzdvUKd57z/j+NXCgvbeM86tQLq4qVgS6dbM2HjNcLk6YzCYqge+rTOSffDK4C6lg+P32JpBmB7WzwpIlSwjAFUvv3r2D+r7hkWmPHSOKjrZ2ND5N42HQVXrpJeNxu1xEhQo5a3bSsWPNbQO329mTlv36K8/FlDHujh35/5xq6VLzI2+OHas6+iv9+mvw9bnrLudPrpibffWV8X0qKopowwbVkae6eJGoeXPjQ+i73UTNmjljioYBA0KfVkbXiVq1Mjy/lwyhn50xY6xLUnSdqFEj9UO3+3zBDdWeNu4CBYh+/11t3Jl57TXjB/0336iOOjh79hD9/DMve/aojiY4//uf8WTltddUR521tWuJmjbNOvaYGKK4OOdNaZAXTZkS/DwzhQsTLVumOuIrHT/OMyIHe4zoOlHdunzR7ATnz/M8PWYvSDSNL/537jS8aklUsuPzEV13Xehz/rhcvIGc0iPh9/NMt4UKpc6OnFmjDhDVr0+0caPqiLM2aRJR0aI5b4MqVZzdk5JX/PEHUdWqOW+PokV52+UG27cT9e9PdP31RG3a8ORs//uf+ouO/GblSqIePbK+qo+KInriCaK9e1VHmjWPh2cM17Ss2xVd5/+/6y6is2dVR5zevn08QarRNtHlIoqMJFq40NRqjbTfGhGRfTeW7JWQkIDY2Fh4PB5jbwAlJACdO/MoemYG7dF1vsc6bx6X4yTnz/Ow+qNH8zw+ARERwF13Af3785P3Tn/lMimJ5/QYPRpYsyb15y4XcPPNXI9OnZzxsGZ+4PcDixfzdAs//cSnqoCWLYFBg4A77wSiotTFKHKvQ4eAadN4oMTz5/kV+SZNgIce4r/nBgcP8vQAn32WfmC74sX5WcInnuDnGZ3o0CGgV6/gR6R2uYCqVbmtadnS1CqNtN/5M1EB+GB4+mngiy/4lx7sQ0UuF789NHs20KqV8aDDKTGRRz6MjASKFg19yGdVLl3ierjdXI+ICNUR5W8pKTx6rdfL44xER6uOSAjnIALOneML4iJF+FVqp18YAhz31KnAyJE8GaemcXvn86VeEPr9PIbNgAHAkCH8mrNJkqgYMW8e8OyzwJ493BBm9gaNy8UbMTqar+TfeINfDRZCCCHyEiLuxV65Eti8mZOuqCigXj0eL+y66yy5WJRExSgintBu9myeBXnbttTJ/ipU4J6TLl144KgiRawJXgghhMinjLTfufRegMU0jUd57dAh9WcpKfwsijwDIYQQQigjiUpW5DkIIYQQQjnpLhBCCCGEY0miIoQQQgjHkkRFCCGEEI4liYoQQgghHEsSFSGEEEI4liQqQgghhHAsSVSEEEII4ViSqAghhBDCsSRREUIIIYRjSaIihBBCCMeSREUIIYQQjiWJihBCCCEcSxIVIYQQQjiWJCpCCCGEcCxJVIQQQgjhWG7VATiO3w8cPAicOwe43UDlykChQqqjCt6ZM8AvvwDr1wMbNgBnz6bWo3lzoE0boH17wCU5qhDCATZvBv74g89ZO3cCSUlA4cJAgwZAs2bADTcAVaqojjL/8fmAf/8FLl4EIiN5G0RHKwlFIyJSsmYLJCQkIDY2Fh6PBzExMeYLOn8e+PJLXtav5w0T4HIBNWoA3bsDffsCdeqEHrgddu0C3n0XmDULSE4GIiKAlJTU/3e5AE3jna9KFWDgQKBfPyAqSl3M+UViIrBpE+9bR4/yz8qW5ZNwkyZAgQIqowtecjKwZQvXIz4eIAJKlgSaNuW6FC6sOsLgeL3A9u1cj/37+ZgoXpy3RfPmQNGiqiPM+4iAOXOAjz4C1q7l85PLxdsmIHAO0zSgWzdg6FCgQwd1MecHZ84A06YBM2cCW7emb0M0DaheHbjrLm4Lq1YNaVWG2m/KxTweDwEgj8djrgCvl+j994kKFiTiQyfrRdf5z5tuIoqPt7YiofB6iUaOJIqIIHK7c65HYHG5iGrXJlqzRnUNMufzEc2fTzRkCFHHjkQ1axLVqkXUvTvR668TrVunOsKc7d5N1L9/6v6labydIiL47wD/X//+/Fmnio8nGjqUqGjRK+vhcvHPIiOJHn6YaNMm1dFm7cQJojffJCpTJvU4CNQjcHzrOtHddxP99ZfqaIPn9xNduEB08iRRSorqaHJ24ABR586p56FgzleB7fP440Rmz/fhdOkSb49Ll1RHEpxLl4heftlYG3L33XxMmWSk/c6/iUp8PFHLlsFvlLQHTKFCRHPmWF8hoy5eJLrxRuN1SFsXl4voiy9U1ySV3080fTpRpUpZxx1o5Js2JVq6VHXEV0pJIYqL44M+mAM/8Lm4OGc1NH4/0fjxRAUKpDYUOdVD0zipSUxUHX16c+YQFSsWXMMY2GaPPebcRtHvJ1q1iujBB4miotLHX7Ei0bvvEh0/rjrKK61eTRQba6xBzHiBVbOmsy4WA/buJXr++dSEPrDExhI99xzRnj2qI8zczp1ENWqY2x4xMUQLFpharSQqOTlwgA/mYE6+2TWWkybZU7FgJCcTde0a/BVJTnWZPVtdXQJOnzaXeA0a5JwG/sIF3i6BZMrodujShctQLSWFqGdP841Js2ZEp06prgU36M89lz7BDXbRdaLq1YkOHlRdi/QWLCBq0CC4+Hv1Cumq11IbNvBFXijnXYCTnGrViI4eVV0jtn17ag9RVvtY4OedOhFt26Y64lTbtxMVKRJ6+/H994ZXLYlKdhITierUCf1gCWygxYvtq2B2Xn/dXGOYVT2io/mKQJXTp4nq1jVfhzvuUJ+seL1EN9wQWvKo65yseb3q6uH3822cUPYvXedk5eJFdfUg4u7sUBvF6tW5G98JPv/ceB0qV1Z7bBNx8l21qjXn3cD+1a0b76sqLVkS3KMDaZeCBYl+/11t3EREZ84QlSxpzfZwuYg2bjS0eklUsvPii9Y28BUqECUk2FfJzGzcaN0Bn/aE3KYNPxsSbn4/9ySEWodXXgl/7Gl99JF12+Ojj9TVY/Zs605ezz+vrh5//GFNPXSd6L771NUj4IsvzNehfHm1PRDPPGNN72/GZfp0dXVau5afzTITd2Sk+ucDe/WydlvUrk2UlBT06iVRycq+fdYlKYFF08LfQN56q/WJSmD59dfw1oWIaOpU67bF+vXhj5+IbyeaPWlldSL799/w1+PsWb7HbmUyr2KbJCcTValibeP4yy/hr0fAjh2hH/Pt26uJ/fBhe85XmsYJmIrex4sXiUqVCi3+EiXU3eZds8b67QEQjRkTdAhG2u/8NZjG55/zK1ZWIgI++4xf3QyH+Hjgp5/4lUqrud3A2LHWl5sdnw945RVryiIC3n7bmrKM+uwza7eJzweMH29decGaPh3wePh3aQVdBz7+2JqyjPjxR+DAAR4XyQq6Drz/vjVlmTFuXOj717JlPGZJuE2aZE+5RMB///G4UeH29dfAiROhlXHqFL+ircInn9hT7gcfWHfuSCuUpMwK48aNo6pVq1JUVBQ1bdqUli1bFvR3DfWo+P1ExYvbk0UCRD/+GMJvwYAPP7SnCzXtVcrZs+GpCxHRzz9bG7/LRXToUPjiJ+IrumLFrN8WRYuG/2qxbl3rex0jIsK7TxHxQ4t2XMXv2xfeehARnTvHz5BZEf+TT4Y/frNvlASzqLotd/XV1sTfqFH4n7O5eNG+HnmA30YLQq7pUZkzZw6eeeYZvPzyy9i4cSOuvfZadOvWDQcPHrR+Zf/+C5w+bX25AF9trV5tT9kZrV1rfa9QWkTAxo32lZ/RokXWluf38yiX4bR7Nw+UZLWzZ7nscDlzBtixg/cBK6WkAOvWWVtmdnw+YPlye3odly+3vsyczJoFXLpkTVlTpwIJCdaUFYyEBGDfPvvK9/mAlSvtKz8z69dbd47csoXP6eG0ebM9x0aADW2h0kTlo48+wmOPPYY+ffqgbt26+Pjjj1GpUiV89tln1q/MzsbX5wvfiXjNGnt3MpcrvImKHQne+vXWl5mdDRvsKzucdbFru+t6eOuxZ491DXtaERH2buusrFplXVnJyTwqb7iE41bTgQM85Um4WH3OCtdFboDd53cbjnVliUpycjLWr1+Prl27pvt5165dsWLFiky/k5SUhISEhHRL0E6dCiXcnB07Zm/5AXZcuael6/avI63Dh60vM1zbIuD4cf69WU3XQ78PboRd63K58kY9/H7e1uFm9fEYzuM7XOs6ezY86wG4Tlb1amtaeLcHAJw8aW/5Npx/lSUqJ0+ehM/nQ5kyZdL9vEyZMjgamA8lg7i4OMTGxl5eKlWqFPwK7bxdAoRvkj+76xGuddi5rnDGH1if1bdLAC4znJNH2vl7k3o4Z512JNVZCdexGM5jPjdvDyBXtoXK3/rRMvzSiOiKnwUMGzYMHo/n8hIfHx/8isqVCyXM7GkaULGifeWnVbq0veV7vfavI60aNawvs3Jl68vMTsWK1r1dkpbfD5Qvb325WalQwZ5yfb68UQ+Xy76ys1O8uLXlFStmbXnZCce5xOUCSpSwfz0BxYtbd2FCFN7tAdh/LNrQFipLVEqWLAld16/oPTl+/PgVvSwBUVFRiImJSbcErWnTUMLNnqYBLVrYV35a11zDrxHbhYhnwg2Xli2tz/DDGb/d62ve3L6yM2rSxJ4eA78/vPWoWhUoUsT6clNSwr9vAUCXLtaVFRMDNGpkXXk5adTI/l6oWrXCOwN5p07OLi8ndraFgC3HurJEJTIyEs2aNcOiDG99LFq0CG3atLF+heXK2Xel7fcDbdvaU3ZGrVrZ+zBtRER4T2Q332ztbZPISOD6660rLxhVqwJGbkMGq2LFkKdSN6RQIT7JWN2wFC5s/8kxLU3jxt3qhF7XgWuvtbbMYPToYV2vytNPA9HR1pQVjAIFgAYN7Lvd4HaH79wbULMm0LmzNWVddx1w1VXWlBWs+vXt3Qds2B5Kb/08++yzmDRpEqZMmYIdO3Zg8ODBOHjwIPr27WvPCvv2teeAqVIF6NjR+nIzc/fdnEzYwe0G7r0XKFjQnvIz06YNULeuNWVpGtCzZ/i7UjUN6N/f2gbe5QIGDAj/8zb9+1t7G8vtBh57LLxXvAA3yF6vdeW53cDttwNly1pXZrAiI4F+/awp68knrSnHiMces69srxd4+GH7ys/KgAHOKseIiAjgiSfsKbtJE06ErBbi0DEhGzduHFWpUoUiIyOpadOmtHTp0qC/a3gI/WPHrBs4Ke3y8ccma2/Sww+bnyY9p2XlyvDWhYho/nxrYo+KItq/P/zxE/GkdVYNPa9pXJaKifASE3kSO6sGhIqMVDNImt9P1LSpdfXQNLVzsxw+zDMPh1IHVfMVnTljz3nX5eIJZlVMTOj18rpDib9WLXUTqe7aZf3AjgDRV18FHYLM9ZOdMWOsPVAaNeJ5RcLpwAHjM3bmtOg60T33hLceafXpE3odPv9cXfxE1k3mB3BZqlg1mR+gdnLFbdusSehVT64YsHSp+cSraVN188oQEb33nrXnq8CyaJG6Oh04wPP1mIm7eHF1F1UBL71k7bbo0MFQ0iiJSnZ8PqLrrgt9GHpN46uELVvsq2B2JkywbgdzuXgI+BMn1NSFiGfdvPFG83UYNkz9lO9+P9FTT4W+PZ56Sn1d3nkn9H2qRw81E8alNXlyaPXQdaK2bbmnyQkWLTLeO9G2LdHp02rj9nqJWrSwrifY5SJ6/HG1dSIi2r2bqFKl4HsnNI2oQgWinTtVR0506RJPmWHF9ihUiBM3AyRRyfmLfNCYTVZcLr7NoDKb9/uJ+va15oCPiiL66y91dQlITiZ67rngY9c0vrUwfrzqyFP5fET9+6fGZ6QuAFG/flyGan5/arJi5ji55x5DU77basIEroOZ3oiOHYkSElTXIL2//yZ64IGc61OmDNGIEdwgOUF8PDfSoSYruk7Upo3aHqK0jh8neuaZnG/NFSxINGgQP4LgFEePElWrFtr2KFiQaO1aw6uWRCUY584RPfiguQalatWgJ16ylc9HNHCg+cZE14liYoj+/FN1TdJbuZLohhuyj93tJnroIaJ//lEdbea+/567hTUt+/0r8P8lSvB3nOb33/mKMZh9zOXik/WUKep7hDJavz716jGnBt7l4gT4gw/U9whl59gxorg4vv1cujQfyxUrcs/kjz86M/Z//+VJCkPp0b7+ej5/O82FC9yD16YNUfnyREWK8J+tWxNNmkR0/rzqCDN38qT53uzatfkWqwmSqBjx00/8UFN2J7BAQ1OgANGQIc7J5AN+/JGoZMngD/5APbt354f0nOqff7jR69eP6K67iO6+m3//s2eredDUKI+HaOzY7LtX69Thz4SyD9vt4kWiqVP5OYes6lG1KtHIkWpvH+YkOZno66+Jrr0262OlbFmi118P/wzc+cn586kXWMH2rug69/yOGuXMBCy38/uJZs7k/T+Y7VGoENGbb4bUa2qk/daIiKx/lyg8EhISEBsbC4/HY2zwt4yIgGXLgNmzeYKobdt4cCeAR6Js1YrHZejZ056BpKxw9iwwaRIwZgxw8CC/1up286umgVdcvV7++4038mtxN94Y/tdf86vTp3lCu8AAh2XL8tgiVo86areEBJ7U7NAh3rdKlQKuvhrIYpBGx7pwgSfM+/dfPi6KF+d6lC8vx0S4bNjA56tZs3iyRF1PnY5C03j/8vuB2Fh+nfbpp8M7rlB+5PcDCxYA//sft4n//JM6XEG5cjyOUPfuwD33hDzkgJH2WxKVrKSk8IGjYm6PUPj9wKZNPIPl5s3csOg6J1zNmnHSFc7hzIUQIjtnz/Ks8OvXA3v3ctJSoABQrx6fs1q0CO8gdSIVESfybrflCbwkKkIIIYRwLCPtdy7rLhBCCCFEfiKJihBCCCEcy8ZpeO0XuGuVkJCgOBIhhBBCBCvQbgfz9EmuTlTOnTsHAKhkx8y1QgghhLDVuXPnEBsbm+1ncvXDtH6/H//99x+KFCkCTV4pzFRCQgIqVaqE+Ph4eeDYAWR7OItsD2eR7eE8dm0TIsK5c+dQvnx5uHJ4uzZX96i4XC5UrFhRdRi5QkxMjBz4DiLbw1lkeziLbA/nsWOb5NSTEiAP0wohhBDCsSRREUIIIYRjSaKSx0VFReH1119HVFSU6lAEZHs4jWwPZ5Ht4TxO2Ca5+mFaIYQQQuRt0qMihBBCCMeSREUIIYQQjiWJihBCCCEcSxIVIYQQQjiWJCp5UFxcHFq0aIEiRYqgdOnS6NGjB3bt2qU6LPH/4uLioGkannnmGdWh5GuHDx9Gr169UKJECRQsWBBNmjTB+vXrVYeVL3m9XrzyyiuoVq0aChQogOrVq+Ott96C3+9XHVq+sGzZMtxyyy0oX748NE3DDz/8kO7/iQhvvPEGypcvjwIFCqBjx47Yvn172OKTRCUPWrp0Kfr164dVq1Zh0aJF8Hq96Nq1Ky5cuKA6tHxv7dq1mDBhAho1aqQ6lHztzJkzaNu2LSIiIvDrr7/i77//xocffoiiRYuqDi1fGjlyJMaPH4+xY8dix44deO+99/D+++9jzJgxqkPLFy5cuIDGjRtj7Nixmf7/e++9h48++ghjx47F2rVrUbZsWXTp0uXyfHt2k9eT84ETJ06gdOnSWLp0Kdq3b686nHzr/PnzaNq0KT799FO88847aNKkCT7++GPVYeVLL774IpYvX44///xTdSgCwM0334wyZcpg8uTJl3925513omDBgvjiiy8URpb/aJqG77//Hj169ADAvSnly5fHM888gxdeeAEAkJSUhDJlymDkyJF48sknbY9JelTyAY/HAwAoXry44kjyt379+uGmm25C586dVYeS782dOxfNmzfH3XffjdKlS+Pqq6/GxIkTVYeVb7Vr1w6LFy/G7t27AQCbN2/GX3/9he7duyuOTOzfvx9Hjx5F165dL/8sKioKHTp0wIoVK8ISQ66elFDkjIjw7LPPol27dmjQoIHqcPKt2bNnY8OGDVi7dq3qUASAf/75B5999hmeffZZvPTSS1izZg0GDhyIqKgoPPTQQ6rDy3deeOEFeDwe1KlTB7quw+fzYfjw4bj//vtVh5bvHT16FABQpkyZdD8vU6YMDhw4EJYYJFHJ4/r3748tW7bgr7/+Uh1KvhUfH49BgwZh4cKFiI6OVh2OAOD3+9G8eXOMGDECAHD11Vdj+/bt+OyzzyRRUWDOnDmYOXMmZs2ahfr162PTpk145plnUL58efTu3Vt1eAJ8SygtIrriZ3aRRCUPGzBgAObOnYtly5ahYsWKqsPJt9avX4/jx4+jWbNml3/m8/mwbNkyjB07FklJSdB1XWGE+U+5cuVQr169dD+rW7cuvv32W0UR5W9DhgzBiy++iPvuuw8A0LBhQxw4cABxcXGSqChWtmxZANyzUq5cucs/P378+BW9LHaRZ1TyICJC//798d133+H3339HtWrVVIeUr3Xq1Albt27Fpk2bLi/NmzdHz549sWnTJklSFGjbtu0Vr+zv3r0bVapUURRR/nbx4kW4XOmbI13X5fVkB6hWrRrKli2LRYsWXf5ZcnIyli5dijZt2oQlBulRyYP69euHWbNm4ccff0SRIkUu32OMjY1FgQIFFEeX/xQpUuSK54MKFSqEEiVKyHNDigwePBht2rTBiBEjcM8992DNmjWYMGECJkyYoDq0fOmWW27B8OHDUblyZdSvXx8bN27ERx99hEcffVR1aPnC+fPnsXfv3sv/3r9/PzZt2oTixYujcuXKeOaZZzBixAjUqlULtWrVwogRI1CwYEE88MAD4QmQRJ4DINNl6tSpqkMT/69Dhw40aNAg1WHkaz/99BM1aNCAoqKiqE6dOjRhwgTVIeVbCQkJNGjQIKpcuTJFR0dT9erV6eWXX6akpCTVoeULS5YsybTN6N27NxER+f1+ev3116ls2bIUFRVF7du3p61bt4YtPhlHRQghhBCOJc+oCCGEEMKxJFERQgghhGNJoiKEEEIIx5JERQghhBCOJYmKEEIIIRxLEhUhhBBCOJYkKkIIIYRwLElUhBBCCOFYkqgIIRzl4YcfRo8ePUIq448//oCmaTh79qwlMQkh1JG5foQQjvLJJ59ABswWQgRIoiKEcASfzwdN0xAbG6s6FCGEg8itHyGEKR07dkT//v3Rv39/FC1aFCVKlMArr7xyuTckOTkZQ4cORYUKFVCoUCG0atUKf/zxx+XvT5s2DUWLFsW8efNQr149REVF4cCBA1fc+klKSsLAgQNRunRpREdHo127dli7dm26WH755RfUrl0bBQoUwHXXXYd///33ini//fZb1K9fH1FRUahatSo+/PBDO34tQgiLSaIihDBt+vTpcLvdWL16NUaPHo1Ro0Zh0qRJAIBHHnkEy5cvx+zZs7FlyxbcfffduPHGG7Fnz57L37948SLi4uIwadIkbN++HaVLl75iHUOHDsW3336L6dOnY8OGDahZsyZuuOEGnD59GgAQHx+PO+64A927d8emTZvQp08fvPjii+nKWL9+Pe655x7cd9992Lp1K9544w28+uqrmDZtmn2/HCGENcI2T7MQIk/p0KED1a1bl/x+/+WfvfDCC1S3bl3au3cvaZpGhw8fTvedTp060bBhw4iIaOrUqQSANm3alO4zvXv3pttuu42IiM6fP08RERH05ZdfXv7/5ORkKl++PL333ntERDRs2LBM4wBAZ86cISKiBx54gLp06ZJuPUOGDKF69eqF9ksQQthOelSEEKZdc8010DTt8r9bt26NPXv2YN26dSAi1K5dG4ULF768LF26FPv27bv8+cjISDRq1CjL8vft24eUlBS0bdv28s8iIiLQsmVL7NixAwCwY8eOTONIa8eOHenKAIC2bdtiz5498Pl85iovhAgLeZhWCGELXdexfv166Lqe7ueFCxe+/PcCBQqkSzAyov9/3iXjZ4jo8s8oiDeE0n4+Y9lCCGeTHhUhhGmrVq264t+1atXC1VdfDZ/Ph+PHj6NmzZrplrJlywZdfs2aNREZGYm//vrr8s9SUlKwbt061K1bFwBQr169TONIq169eunKAIAVK1agdu3aVyRSQghnkURFCGFafHw8nn32WezatQtfffUVxowZg0GDBqF27dro2bMnHnroIXz33XfYv38/1q5di5EjR+KXX34JuvxChQrhqaeewpAhQzB//nz8/fffePzxx3Hx4kU89thjAIC+ffti3759l+OYNWvWFQ/JPvfcc1i8eDHefvtt7N69G9OnT8fYsWPx/PPPW/nrEELYQG79CCFMe+ihh5CYmIiWLVtC13UMGDAATzzxBABg6tSpeOedd/Dcc8/h8OHDKFGiBFq3bo3u3bsbWse7774Lv9+PBx98EOfOnUPz5s2xYMECFCtWDABQuXJlfPvttxg8eDA+/fRTtGzZEiNGjMCjjz56uYymTZvi66+/xmuvvYa3334b5cqVw1tvvYWHH37Yst+FEMIeGsmNWiGECR07dkSTJk3w8ccfqw5FCJGHya0fIYQQQjiWJCpCCCGEcCy59SOEEEIIx5IeFSGEEEI4liQqQgghhHAsSVSEEEII4ViSqAghhBDCsSRREUIIIYRjSaIihBBCCMeSREUIIYQQjiWJihBCCCEc6/8A+bMxWiXDkdkAAAAASUVORK5CYII=",
"text/plain": [
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"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.scatter(df['periodo'],df['repetiu'], c='r',s=df['desempenho']*30)\n",
"ax.set_xlabel('periodo')\n",
"ax.set_ylabel('repetiu')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Isso nos mostra um fato curioso. Temos alunos com bom desempenho (bolas grandes) em todos os períodos, sem repetir nenhuma disciplina, que abandonaram. O que os teria feito fazer isto? Talvez sejam condições financeiras, ou insatisfação com o curso. Um fato a ser investigado, que só foi revelado graças a esta visualização."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Georreferenciamento\n",
"Muitas vezes temos datasets com informações geográficas e precisamos plotar os dados sobre um mapa. Vou mostrar aqui como fazer isso com um exemplo do dataset dos casos de Dengue de 2018 no Rio de Janeiro. Fonte: Data Rio: http://www.data.rio/datasets/fb9ede8d588f45b48b985e62c817f062_0\n",
"\n",
"Eu criei um dataset georreferenciado, que está na pasta desta demonstração. Ele está em formato CSV, separado por ponto e vírgula, com separador decimal em português (vírgula): "
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"