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@perone
Last active November 7, 2018 12:48
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Análise bayesiana microdados enem
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Análise bayesiana dos microdados do ENEM 2017 do Rio Grande do Sul\n",
"\n",
"<img align=\"right\" width=\"200\" height=\"150\" src=\"https://www.afolhahoje.com/concursos/wp-content/uploads/2018/04/enem-2018.jpg\">\n",
"\n",
"Análise bayesiana dos microdados do ENEM de 2017 com PyMC3 usando regressão linear e regressão linear hierárquica.\n",
"\n",
"**Autor**: Christian S. Perone <br>\n",
"**Data**: 27 Oct 2018\n",
"\n",
"Dados do INEP disponíveis no [site](http://portal.inep.gov.br/microdados).\n",
"\n",
"A ideia deste tutorial é entender a **associação** de fatores como **renda familiar** e **tipo de escola (privada, pública)** impactam na nota do ENEM. Neste tutorial eu estou usando os dados de 2017 do ENEM (último disponível) e de um grupo específico (cohort) de apenas um estado (*Rio Grande do Sul*). Também utilizei apenas a **nota da prova de matemática** para facilitar a compreensão e interpretação dos modelos.\n",
"\n",
"**Aviso**: Existem muitas análises do ENEM em outros lugares, que infelizmente acabam tomando uma direção causal por descuido. Um exemplo que vi em várias outras análises, foi a afirmação de que participantes com renda familiar mais alta tinham melhor performance no ENEM porque tinham dinheiro para investir em seus estudos, todavia, o oposto também pode ser uma realidade, de que é o estudo que garantiu um emprego melhor, portanto deve-se ter muito cuidado ao tentar hipotetizar direções causais. É importante sempre manter em mente as limitações destas análises."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Importando pacotes"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%load_ext watermark\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"from matplotlib import pyplot as plt\n",
"\n",
"import feather\n",
"\n",
"import numpy as np\n",
"import scipy as sp\n",
"import pandas as pd\n",
"import pymc3 as pm\n",
"import seaborn as sns\n",
"import arviz as az\n",
"import pickle\n",
"\n",
"SEED = 1000\n",
"np.random.seed(SEED)\n",
"\n",
"sns.set_style(\"whitegrid\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPython 3.6.4\n",
"IPython 6.4.0\n",
"\n",
"scipy 1.1.0\n",
"numpy 1.14.2\n",
"pandas 0.22.0\n",
"pymc3 3.5\n",
"seaborn 0.9.0\n",
"arviz 0.2.1\n",
"feather 0.4.0\n",
"matplotlib 3.0.0\n",
"theano 1.0.3\n"
]
}
],
"source": [
"%watermark -v -p scipy,numpy,pandas,pymc3,seaborn,arviz,feather,matplotlib,theano"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Carregando os dados"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# O arquivo dfrs.feather contém todos dados do ENEM do\n",
"# estado do Rio Grande do Sul.\n",
"df = feather.read_dataframe(\"./dfrs.feather\")\n",
"\n",
"# NU_NOTA_MT = Campo com notas das provas de matemática\n",
"# Q006 = Renda familiar (categórico)\n",
"# Q001 = Educação do pai\n",
"# Q002 = Educação da mãe\n",
"df = df.dropna(subset=[\"NU_NOTA_MT\", \"Q006\", \"Q001\", \"Q002\"])\n",
"\n",
"# Drop outliers\n",
"df = df[df[\"NU_NOTA_MT\"] > 0.0]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset size: 195944\n"
]
}
],
"source": [
"print(\"Dataset size:\", len(df))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Categorias de renda (Q006)\n",
"\n",
"A &rarr; Nenhuma renda. <br>\n",
"B &rarr; Até R\\$ 880,00. <br>\n",
"C &rarr; De R\\$ 880,01 até R\\$ 1.320,00. <br>\n",
"D &rarr; De R\\$ 1.320,01 até R\\$ 1.760,00. <br>\n",
"E &rarr; De R\\$ 1.760,01 até R\\$ 2.200,00. <br>\n",
"F &rarr; De R\\$ 2.200,01 até R\\$ 2.640,00. <br>\n",
"G &rarr; De R\\$ 2.640,01 até R\\$ 3.520,00. <br>\n",
"H &rarr; De R\\$ 3.520,01 até R\\$ 4.400,00. <br>\n",
"I &rarr; De R\\$ 4.400,01 até R\\$ 5.280,00. <br>\n",
"J &rarr; De R\\$ 5.280,01 até R\\$ 6.160,00. <br>\n",
"K &rarr; De R\\$ 6.160,01 até R\\$ 7.040,00. <br>\n",
"L &rarr; De R\\$ 7.040,01 até R\\$ 7.920,00. <br>\n",
"M &rarr; De R\\$ 7.920,01 até R\\$ 8.800,00. <br>\n",
"N &rarr; De R\\$ 8.800,01 até R\\$ 10.560,00. <br>\n",
"O &rarr; De R\\$ 10.560,01 até R\\$ 13.200,00. <br>\n",
"P &rarr; De R\\$ 13.200,01 até R\\$ 17.600,00. <br>\n",
"Q &rarr; Mais de R\\$ 17.600,00. <br>"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"renda_categs = df[\"Q006\"].unique()\n",
"renda_categs = np.sort(renda_categs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Nível do estudo do pai/mãe (Q001/Q002)\n",
"\n",
"A &rarr; Nunca estudou. <br>\n",
"B &rarr; Não completou a 4ª série/5º ano do Ensino Fundamental. <br>\n",
"C &rarr; Completou a 4ª série/5º ano, mas não completou a 8ª série/9º ano do Ensino Fundamental. <br>\n",
"D &rarr; Completou a 8ª série/9º ano do Ensino Fundamental, mas não completou o Ensino Médio. <br>\n",
"E &rarr; Completou o Ensino Médio, mas não completou a Faculdade. <br>\n",
"F &rarr; Completou a Faculdade, mas não completou a Pós-graduação. <br>\n",
"G &rarr; Completou a Pós-graduação. <br>\n",
"H &rarr; Não sei."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"estudo_categs = df[\"Q001\"].unique()\n",
"estudo_categs = np.sort(estudo_categs)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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BuRHxtIiYXfs4v1fPR5IkSZpsLeYZPwQ4OCKupdSEn1TbTwLWqu0HA4cCZOY1wFnAL4CvAQdm5mCtOz8IuJgyW8tZdVtJkiRpWugbGhpqHcNytWDBgiFrjSfHj0/YuVnfz97/gmZ9S5IkTWRgYGBg/vz5z51oO+/AKUmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1YjIuSZIkNWIyLkmSJDViMi5JkiQ1MqtXB46IVYBvAXNqP2dn5hER8TTgDGAtYADYMzMXRcQc4DRgPnAH8LrMvL4e6zBgP2AQeEdmXlzbdwCOAfqBEzPzqF49H0mSJGmy9XJkfCGwbWZuAWwJ7BAR2wAfAY7OzGcCd1GSbOq/d9X2o+t2RMSmwO7AZsAOwGcioj8i+oHjgB2BTYE96raSJEnStNCzZDwzhzLzvrq4cv0ZArYFzq7tpwK71se71GXq+u0ioq+2n5GZCzPzOuBaYKv6c21m/jYzF1FG23fp1fORJEmSJlvPylQA6uj1APBMyij2b4C7M3Nx3eRGYP36eH3gBoDMXBwR91BKWdYHrug4bOc+N4xo33qimBYuXMiCBQuW6vnoEfPmzWsdgq+jJEma9nqajGfmILBlRKwJnAv8dS/768acOXOmRCKpZefrKEmSpqqBgYGutlsus6lk5t3AN4C/BdaMiOEPARsAN9XHNwEbAtT1a1Au5Hy4fcQ+Y7VLkiRJ00LPkvGIWLuOiBMRqwLbAwsoSflr62Z7A+fVx+fXZer6yzNzqLbvHhFz6kwsc4EfAlcCcyPiaRExm3KR5/m9ej6SJEnSZOvlyPi6wDci4qeUxPnSzPwqcAhwcERcS6kJP6lufxKwVm0/GDgUIDOvAc4CfgF8DTgwMwdr3flBwMWUJP+suq0kSZI0LfQNDQ21jmG5WrBgwZC1xpPjxyfs3KzvZ+9/QbO+JUmSJjIwMDAwf/785060XVcXcEbEOsCHgfUyc8c6n/ffZuZJE+wqSZIkaQzdlqmcQikHWa8u/wp4Vy8CkiRJkmaKbpPxJ2fmWcBDUOYBp9yaXpIkSdJS6jYZvz8i1qLcQZN6W/t7ehaVJEmSNAN0e9OfgynTBj4jIr4LrM0j0xNKkiRJWgpdJeOZeVVEvBgIoK805V96GpkkSZK0ghs3GY+Ifxhj1SYRQWae04OYJEmSpBlhopHx4YmknwI8H7i8Lr8U+B5gMi5JkiQtpXGT8czcByAiLgE2zcyb6/K6lOkOJUmSJC2lbmdT2XA4Ea9uBZ7ag3gkSZKkGaPb2VQui4iLgdPr8uuAr/cmJEmSJGlm6GpkPDMPAv4L2KL+fDYz397LwCRJkqQVXbcj48Mzp3jBpiRJkjRJukrG6x03jwXmAbOBfuD+zFy9h7FJkiRJK7RuL+D8NLAH8GtgVeDNwHG9CkrF0OJ291Vq2fdkGFy8aEb2LUmSppclKVO5NiL6M3MQ+HxE/Bg4rHehqW/Wytz8mfc26XvdAz7UpN/J0j9rNhee9Iomfb9ivwub9CtJkqafbpPxByJiNnB1RHwUuJnuR9UlSZIkjaLbhHpPSp34QcD9wIbAa3oVlCRJkjQTdDUynpm/qw8fBI7sXTiSJEnSzDFuMh4RPwOGxlqfmc+a9IgkSZKkGWKikfGd6r8H1n+/UP99I+Mk6ZIkSZImNm4yPlyeEhHbZ+azO1YdEhFXAYf2MjhJkiRpRdbtBZx9EfF3wwsR8fwl2FeSJEnSKLqd2nA/4OSIWAPoA+4C9u1ZVJIkSdIM0O1sKgPAFjUZJzPv6WlUkiRJ0gww0Wwqb8zML0bEwSPaAcjMT/QwNkmSJGmFNtHI+OPrv08YZZ2zqUiSJEnLYKLZVP6rPvx6Zn63c13nBZ2SJEmSlly3M6Ic22WbJEmSpC5NVDP+t8DzgbVH1I2vDvT3MjBJkiRpRTdRzfhsYLW6XWfd+L3Aa3sVlCRJkjQTTFQz/n/A/0XEKcN345S0bBYPLmJW/+wZ278kSXpEtzf9mRMRnwU27twnM7ftRVDSimxW/2xOPvVlzfrfd+9LmvUtSZIerdtk/H+AE4ATgcHehSNJkiTNHN0m44sz8/ieRiJJkiTNMN0m4xdExAHAucDC4cbMvLMnUUmSJEkzQLfJ+N713/d0tA0BT5/ccCRJkqSZo6tkPDOf1utAJEmSpJmm25FxImJzYFNgleG2zDxtnO03BE4D1qGMon82M4+JiCcBZ1JmZrke2C0z74qIPuAY4BXAA8CbMvOqeqy9gffVQ38wM0+t7fOBU4BVgQuBd2bmULfPSZIkSWpppW42iogjgGPrz0uBjwKvmmC3xcC7M3NTYBvgwIjYFDgUuCwz5wKX1WWAHYG59eetwPG17ycBRwBbA1sBR0TEE+s+xwNv6dhvh26ejyRJkjQVdJWMU+62uR1wS2buA2wBrDHeDpl58/DIdmb+CVgArA/sApxaNzsV2LU+3gU4LTOHMvMKYM2IWBd4OXBpZt6ZmXcBlwI71HWrZ+YVdTT8tI5jSZIkSVNet2UqD2bmQxGxOCJWB24DNuy2k4jYGHg28ANgncy8ua66hVLGAiVRv6Fjtxtr23jtN47SPq6FCxeyYMGCbkNvat68eU37H+88tY4NpnZ8Uzk2GD8+SZK0/HSbjP8oItYEPgcMAPcB3+9mx4hYDfgy8K7MvDciHl6XmUMRsVxrvOfMmTMlkqHpYKqfp6kc31SODaZ+fJIkTXcDAwNdbdftbCoH1IcnRMTXKOUhP51ov4hYmZKIfykzz6nNt0bEupl5cy01ua2238SjR9s3qG03AS8Z0f7N2r7BKNtLkiRJ00K3F3C+aPgHeCqlnvtFE+zTB5wELMjMT3SsOp9H5i3fGzivo32viOiLiG2Ae2o5y8XAyyLiifXCzZcBF9d190bENrWvvTqOJUmSJE153ZapdN7sZxXKrCYDwLbj7PN3wJ7AzyLi6tp2OHAUcFZE7Af8DtitrruQMq3htZSpDfeBcpfPiPh34Mq63Qc67vx5AI9MbXhR/ZEkSZKmhW7LVHbuXK5ziH9ygn2+A/SNsXq7UbYfAg4c41gnAyeP0v4jYPPx4pAkSZKmqm6nNhzpRsArwCRJkqRl0NXIeEQcS7mLJpQE/tnAVb0KSpIkSZoJuq0Z/yXQXx/fAZyemd/tTUiSNLpFg4uY3T97xvUtSVpxjZuM16kJ/5MyU8n1tXkd4FjguxGxZWZePcbukjSpZvfPZsfz9mjS90W7nN6kX0nSim2ikfGPA48DNqq3tKfegfNjEXE8sAPwtN6GKEmSJK2YJkrGXwHMrTOdAFDvovk24I/Ajr0MTpIkSVqRTTSbykOdifiwzBwEbs/MK3oTliRJkrTimygZ/0VE7DWyMSLeCCzoTUiSJEnSzDBRmcqBwDkRsS/ljpsAz6Xc8fLVvQxMkiRJWtGNm4xn5k3A1hGxLbBZbb4wMy/reWSSJEnSCq6recYz83Lg8h7HIkmSJM0oE9WMS5IkSeoRk3FJkiSpEZNxSZIkqRGTcUmSJKkRk3FJD1s8uGhG9y9J0vLW1WwqkmaGWf2z+eCZL2/W//ted3GzviVJasGRcUmSJKkRk3FJkiSpEZNxSZIkqRGTcUmSJKkRk3FJkiSpEZNxSZIkqRGTcUmSJKkRk3FJkiSpEZNxSZIkqRGTcUmSJKkRk3FJkiSpEZNxSZIkqRGTcUmSJKkRk3FJmgSLBhfP6P4lSUtnVusAJGlFMLt/Fq849yPN+r/w1Yc061uStPQcGZckSZIaMRmXJEmSGjEZlyRJkhoxGZckSZIaMRmXJEmSGjEZlyRJkhrp2dSGEXEysBNwW2ZuXtueBJwJbAxcD+yWmXdFRB9wDPAK4AHgTZl5Vd1nb+B99bAfzMxTa/t84BRgVeBC4J2ZOdSr5yNJkiRNtl6OjJ8C7DCi7VDgssycC1xWlwF2BObWn7cCx8PDyfsRwNbAVsAREfHEus/xwFs69hvZlyRJkjSl9SwZz8xvAXeOaN4FOLU+PhXYtaP9tMwcyswrgDUjYl3g5cClmXlnZt4FXArsUNetnplX1NHw0zqOJUmSJE0Ly/sOnOtk5s318S3AOvXx+sANHdvdWNvGa79xlPYJLVy4kAULFix55A3Mmzevaf/jnafWscHUjm8qxwZjxzeVY4P28U3l2GD8+CRJU9PyTsYflplDEbHca7znzJkzJf5oTgdT/TxN5fimcmwwteMztqU31eOTpJlkYGCgq+2W92wqt9YSE+q/t9X2m4ANO7bboLaN177BKO2SJEnStLG8k/Hzgb3r472B8zra94qIvojYBrinlrNcDLwsIp5YL9x8GXBxXXdvRGxTZ2LZq+NYkiRJ0rTQy6kNTwdeAjw5Im6kzIpyFHBWROwH/A7YrW5+IWVaw2spUxvuA5CZd0bEvwNX1u0+kJnDF4UewCNTG15UfyRJkqRpo2fJeGbuMcaq7UbZdgg4cIzjnAycPEr7j4DNlyVGSZIkqSXvwClJkiQ1YjIuSTPAosHFM7JvSZrqmk1tKElafmb3z2KnL5/UpO+vvma/Jv1K0nTgyLgkSZLUiMm4JEmS1IjJuCRJktSIybgkSZLUiMm4JEmS1IjJuCRJktSIybgkSZLUiMm4JEmS1IjJuCRJktSIybgkSZLUiMm4JEmS1IjJuCRJktSIybgkSZLUiMm4JEmS1IjJuCRJktSIybgkqalFg4Mzun9JM9us1gFIkma22f397Hz2l5v1f8FrX9Osb0lyZFySJElqxGRckiRJasRkXJIkSWrEZFySJElqxGRckiRJasRkXJIkSWpkxifjQ4vbzS/bsm9JkiS1N+PnGe+b1c/tx3+xSd9rv+2NTfqVJHVn0eAgs/v7Z2z/knpvxifjkiSNZXZ/P6/+8jea9X/ua17arO8V3eDgEP39fTOub009JuOSJGnG6e/v4/Iv3d6k723fsHaTfjU1zfiacUmSpqtFgw/NyL6lFYkj45IkTVOz+1fidV/+VZO+z3zNJuOuXzw4xKyGpRit+1cbQ4sH6ZvV5jqLpe3bZFySJE26Wf19fPac25r1/9Z/eEqzvpfVQ4uHWGlWmw8SLfueDH2z+rnt2Mua9P2Ut2+3VPuZjEuSJE0hK83q49efvrVJ33MPWqdJvzOZNeOSJEnqytDittcKtO6/FxwZlyRJUlf6Zq3ELZ+4pln/f3XwZs367hVHxiVJkqRGTMYlSZKkRqZ9mUpE7AAcA/QDJ2bmUY1DkiRJkroyrUfGI6IfOA7YEdgU2CMiNm0blSRJktSdaZ2MA1sB12bmbzNzEXAGsEvjmCRJkqSu9A0NDbWOYalFxGuBHTLzzXV5T2DrzDxorH0GBgZuB363nEKUJEnSzLTR/Pnz155oo2lfM76kujkpkiRJ0vIw3ctUbgI27FjeoLZJkiRJU950Hxm/EpgbEU+jJOG7A69vG5IkSZLUnWk9Mp6Zi4GDgIuBBcBZmdnutlCSJEnSEpjWF3BKkiRJ09m0HhmXJEmSpjOTcUmSJKmR6X4BZzMRsStwLjAvM3/ZOp5hETEI/AzoAwaBgzLze22jekRE/BXwSeB5wN3ArcC7MvNXTQPjUeduZWAxcBpwdGY+1DSwqiO+YWdk5lGt4uk0Smy7Zub1jcJ5lIhYBzga2Aa4C1gEfDQzz20aGBAR92Xmah3LbwKeO969EloYGedUMxXj64wpIl5B+X9v+8ycEve5mIrnDCAihoAvZeYb6/Is4GbgB5m5U9PgeDi+T2Tmu+vyPwOrZeb7mwZWYtmAclfyTSmDrV8F3lNvithcx9+JWZTr/PbOzAfaRlWMOHf9wIXAuzNz4fLo35HxpbcH8J3671TyYGZumZnvjzS6AAAJKklEQVRbAIcB/9E6oGER0Uf5APPNzHxGZs6nxLhO28geNnzuNgO2B3YEjmgcU6fh+IZ/pkQiXo2M7frWAcHD77mvAN/KzKfX99zulGlQpZ6LiO2ATwE7TpVEfIq7H9g8Ilaty9sztaYsXgj8Q0Q8uXUgner/decAX8nMucAmwGrAh5oG9mjDfyc2pwyK7N86IBj13M0FVgU+urxiMBlfChGxGvACYD/KH/apanXKSOBU8VLgL5l5wnBDZv4kM7/dMKZRZeZtwFuBg+ovqqanbYFFI95zv8vMYxvGpBkiIl4EfA7YKTN/0zqeaeRC4JX18R7A6Q1jGWkx8Fngn1oHMsK2wJ8z8/MAmTlIiXHfiHhc08hG923gma2DqMY6d3vVfK/nTMaXzi7A12ppxR0RMb91QB1WjYirI+KXwInAv7cOqMPmwEDrILqVmb+lfF31lNaxVMOv7fDP61oH1KEztublHx02A65qHcQ4HvWaAh9oHZAmzRzKtzK7TqVSxmniDGD3iFgFeBbwg8bxjHQc8IaIWKN1IB02Y8Tf18y8F/g9UyfpBR4uPdqRR5c2tjTWubue5XTurBlfOnsAx9THZ9TlqZJkPpiZWwJExN8Cp0XE5pnpHJbT38Ov7RQ0lWN7WEQcR/lWa1FmPq91PIw4b8M14+3C0ST6C/A9yjeo72wcy7SSmT+NiI0pf1svbBzOY2TmvRFxGvAO4MHW8Uwjq9ZBBygj4ye1DGYqcWR8CUXEkyhfaZwYEdcD7wF2m4qlDJn5feDJwNqtY6muAabStwjjioinUy6Cva11LFpq1wDPGV7IzAOB7Zg6vxNacT0E7AZsFRGHtw5mGjof+BhTq0Sl0ycpH7Qe3zqQ6heM+PsaEasDTwWubRLRY3VeW/T2qXJhKWOfu78CcnkEYDK+5F4LfCEzN8rMjTNzQ+A64IWN43qMiPhrSpnFHa1jqS4H5kTEW4cbIuJZETEVz93awAnAp/1WYVq7HFglIt7W0TYV6ye1AqozRbySUtKwX+t4ppmTgSMzc6qUMjxKZt4JnEVJyKeCy4DHRcReABHRD3wcOGWqzFgyhY117j6dmcvlmw+T8SW3B2VGkE5fZurMqrJqR/3pmZSpgwZbBwVQk9pXA38fEb+JiGsos73c0jayhw2fu2uArwOXAEc2jqnTyJrxqTSbypRU33O7Ai+OiOsi4ofAqcAhbSPTZKn1p8tl+rGlUZO2HYD3RcSrWsfT4XERcWPHz8GtA+qUmTdm5qdaxzGBj1O+fW6u4+/rP0bEr4FfAX8G/FZmAh3n7rX13N0BPJSZy20mmr6hIQf9JEnTU0RsAXwuM7dqHYuk6S8ink8pj3p1Zi6XCQBMxiVJ01JE7E+5iO5dmXlJ63gkaWmYjEuSJEmNWDMuSZIkNWIyLkmSJDViMi5JkiQ14h04JWkSRMQg5fbOsyj3HtgzM++ehONuDHw1MzdfiliG7ZqZ1y9jHPsDD2TmaRFxSo3p7Ig4EfhEZv5iGY79LuDOeuw+4L3A3sAQcDPw9sz8ad12PnAKsCrl7ozvzMyhekO2M4GNKbex3i0z76r7vIRyk5aVgT9m5osjYjZlCtNtM3Px0sYuScvKkXFJmhzDd5fbHLgTOHAKxDL8c/2yHjAzT8jM00Zpf/OSJOL1hhqdy7OAfYH/rk0HAs8HtsjMTYAPAedHxPCdDo8H3gLMrT871PZDgcsycy7lJh6H1uOvCXwGeFVmbgb8Y417Ud3udd3GLkm94Mi4JE2+7wPPGl6IiPdQbo0+Bzg3M4+oI94XAd+hJJ83Abtk5oN19PfkuvslHcfZGPgCj9yC+6DM/F43AY21bx01PhK4G/gbyl0Ffwa8kzL6vGtm/iYi3g/cl5kfG3HcbwL/nJk/iojjgefV/c7OzCPqNtdTRq23Bz4KnNFxiG2BqzpGpw8BXjx818DMvCQivk25i+UFwOqZeUU97mmUmzpdBOwCvKQe41Tgm/VYrwfOyczf1+Pd1tH3Vyg3HvtSN+dQknrBkXFJmkR15Hc74Py6/DLKCO5WwJbA/Ih4Ud18LnBcHbG9G3hNbf88pTRjixGHvw3YPjOfQxnRHesOhZ13az23i323APYH5gF7ApvUm+icCLx9CZ7+ezPzuZQPIi+OiGd1rLsjM5+TmWeM2OfvgAGAiFgdeHxm/nbENj8CNgXWB27saL+xtgGsk5k318e3AOvUx5sAT4yIb0bEwPAtr6ufUz48SFIzJuOSNDlWjYireSQRvLS2v6z+/Bi4CvhrShIOcF1mXl0fDwAb17KKNTPzW7X9Cx19rAx8LiJ+BvwPJUEdTWeZyqu72PfKzLw5MxcCv+GR0fifUWqwu7VbRFxVn+tmI/o4c4x91gVuX4I+JlRvbz18E41ZwHzglcDLgX+NiE3qdoPAooh4wmT2L0lLwmRckibHg5m5JbAR0McjNeN9wH90JMfPzMyT6rqFHfsPMnHp4D8Bt1JGsp8LzF6C+MbbtzOOhzqWH+oiJgAi4mnAPwPbZeazgP8FVunY5P4xdn1weLvMvBe4PyKePmKb+ZTR8ZuADTraN6htALdGxLo1lnUp3wRAGT2/ODPvz8w/At+inINhc4A/d/McJakXTMYlaRLVWud3AO+uFydeDOwbEasBRMT6EfGUcfa/G7g7Il5Qm97QsXoN4ObMfIhSTtI/cv9xLMu+3VidknDfExHrADt2ud8C4Jkdy/8JfCoiVgWIiL+njLKfXctQ7o2IbeqsK3sB59X9zqfMwEL9d7j9POAFETErIh4HbF37JCLWosyu8pclfraSNElMxiVpkmXmj4GfAntk5iWUmUK+X0tEzgYmKovYBziulr30dbR/Btg7In5CKXcZa7R5NMuy74Qy8yeU8pRfUp7vd7vc9SLgRR3LxwI/BH5aL/w8jVLrPjx6fQCllv1aSknNRbX9KGD7iPg18Pd1mcxcAHyN8nr8EDgxM39e93kpZQRfkprpGxoamngrSZJ6pF5k+i+Z+esR7asB51Jq2g/vQb/nAIdm5q8m+9iS1C2nNpQktXYo5ULORyXjmXkfZTrESVdv+vMVE3FJrTkyLkmSJDVizbgkSZLUiMm4JEmS1IjJuCRJktSIybgkSZLUiMm4JEmS1Mj/Aw3Q+FsF61o+AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12, 4))\n",
"renda_categories = df.groupby(\"Q006\").size()\n",
"ax = sns.barplot(renda_categories.index, renda_categories.values)\n",
"ax.set(xlabel='Renda Familiar (Q006)', ylabel='Quantidade')\n",
"ax.set_title(\"Distribuição por categoria de renda familiar\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tipo de Escola (TP_ESCOLA)\n",
"\n",
"1 &rarr; Não Respondeu <br>\n",
"2 &rarr; Pública <br>\n",
"3 &rarr; Privada <br>\n",
"4 &rarr; Exterior <br>"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.catplot(x=\"TP_ESCOLA\", y=\"NU_NOTA_MT\", data=df, kind=\"box\",\n",
" aspect=2, height=4)\n",
"ax.set_xticklabels([\"Não respondeu\", \"Pública\", \"Privada\", \"Exterior\"])\n",
"ax.set_xlabels(\"Tipo Escola Ensino Fundamental (TP_ESCOLA)\")\n",
"ax.set_ylabels(\"Nota - Prova Matemática\")\n",
"plt.title(\"Nota da prova de matemática por tipo de escola\");"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1 133132\n",
"2 50555\n",
"3 12048\n",
"4 209\n",
"Name: TP_ESCOLA, dtype: int64"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df[\"TP_ESCOLA\"].value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.catplot(x=\"Q006\", y=\"NU_NOTA_MT\", data=df, kind=\"box\",\n",
" order=renda_categs, aspect=3, height=4)\n",
"ax.set_xlabels(\"Renda Familiar (Q006)\")\n",
"ax.set_ylabels(\"Nota - Prova Matemática\")\n",
"plt.title(\"Nota da prova de matemática por categoria de renda familiar\");"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.catplot(x=\"Q001\", y=\"NU_NOTA_MT\", data=df, kind=\"box\",\n",
" order=estudo_categs, aspect=2, height=4, palette=\"Set2\")\n",
"ax.despine(left=True)\n",
"ax.set_xlabels(\"Categoria estudo do pai\");\n",
"ax.set_ylabels(\"Nota Prova Matemática\");\n",
"plt.title(\"Nota da prova de matemática por categoria do estudo do pai\");"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.catplot(x=\"Q002\", y=\"NU_NOTA_MT\", data=df, kind=\"box\",\n",
" order=estudo_categs, aspect=2, height=4, palette=\"Set2\")\n",
"ax.despine(left=True)\n",
"ax.set_xlabels(\"Categoria estudo do pai\")\n",
"ax.set_ylabels(\"Nota Prova Matemática\")\n",
"plt.title(\"Nota da prova de matemática por categoria do estudo da mãe\");"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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2ywjZSNkcz3s8Bj+B+b1xATPL50uO7U5j7vcvYL6/78KqYZOj3Rx3e5KHNu/0/dyHWadmCnP64LOYnx0wsz9CmH0ftx7XoszlWT+DuQrKBa31dcwCoZ9WSoXzcGwKIURZMjKZ7TLfhBBCiI0pc6nCW9paOlIIWF0q9TNa6/9T6rbkk1LqFPC/7eKtQgghhCgeqXkhhBBCCLEBK0VfY2aI/HvMZUKzs1mEEEIIUQQSvBBCCCGE2JjCnD4QB7qAd1i1CIQQQghRZDJtRAghhBBCCCGEEGVNCnYKIYQQQgghhBCirEnwQgghhBBCCCGEEGXNrTUvZC6MEEIIIYQQQghR/oxcHiSZF0IIIYQQQgghhChrErwQQgghhBBCCCFEWZPghRBCCCGEEEIIIcqaBC+EEEIIIYQQQghR1iR4IYQQQgghhBBCiLImwQshhBBCCCGEEEKUNQleCCGEEEIIIYQQoqxJ8EIIIYQQQgghhBBlTYIXQgghhBBCCCGEKGsSvBBCCCGEEEIIIURZk+CFEEIIIYQQQgghypoEL4QQQgghhBBCCFHWJHghhBBCCCGEyLvOzk4GBgZK3YyiGBoa4ty5c6VuhhCuJsELIYQQQgghRN597GMf4+Mf/3ipm1EUjz32GJ/97GdL3YyiGB4e5sMf/jCjo6OlborwGAleCCGEEEIIIQpienq61E0oisHBwVI3oWjOnDnDwMAA58+fL3VThMdI8EIIIYQQQgghhBBlTYIXQgghhBBCCCF2JJPJlLoJwmMkeCGEEEIIIYQQIieGYZS6CUU1Pz9POp0udTMEErwQQgghhBBCCLFDXsm8eP/7389Xv/rVUjejKJ5//vmy7qsEL4QQQogKlUqlaG9vlytCQlSIdDrNE088wfj4eKmbIsSu2ZkXXgleZDIZnn322VI3oyi+8pWv8Mwzz5S6GZuS4IUQQghRoc6cOcOnPvUpLl++XOqmCCFy0Nvby9NPP80TTzxR6qYIsWteC16I8iHBCyGEEKJCDQ0NATA2NlbilgghcmEP9iTzQlQyCV6IUpHghRBCCCGEEEUggz7hBnIci1IJFGrDSqlPAm8DhrTWD1i31QGfBw4D3cA7tdbjSikD+Ajwg8Ac8B6t9VnrOe8GfsPa7G9rrR8rVJuFEEKISuK1iu9CVDoZ9Ak38PnM699yHItiK2TmxV8AP5B1268CT2mtjwFPWb8DvAU4Zv37aeBjsBrs+ADwOuBR4ANKqdoCtlkIIYQQQoiCsIMXUmRXVDI5jkWpFCx4obV+DsiehPt2wM6ceAz4Ycftf6m1zmitTwI1SqkW4M3AN7XWY1rrceCbrA+ICCGEEJ7mlatfg4ODLC4ulroZQuyaXLF2Py/sWzmORakUu+ZFs9b6tvXzANBs/XwAuOl43C3rts1uF0IIIYTH/MEf/AFf/vKXS90MIXZNrli7nxcG9CMjIwBMTk6WuCXCawpW82I7WuuMUqogn+7u7m7m5+cLsWkhhBCibNirjAwNDXH16tUSt6Y4XnrpJR566KFSN0OIXbE/s/Pz8575zAKe66udmeBW3d3dANy+fdtz+9Yrit3Xe++9N6fHFTt4MaiUatFa37amhQxZt/cBbY7HtVq39QHfm3X7t7d7kcOHD+ejrUIIIURZ6+zsBKCxsTHnP/xu4KW+CnexlzcOBoOeOo691Nfjx4/j9/tL3YyCeuaZZwCIRqOe2rde6uvx48fLsih4scOCfw+82/r53cDfOW7/caWUoZR6PTBpTS/5BvDPlVK1VqHOf27dJoQQQgghREWxr8jLtBH38sK0EZuX+uo15fodVbDghVLqc8CL5o/qllLqJ4HfA75fKXUdeJP1O8ATQBfQAXwC+BkArfUY8FvAGevfb1q3CSGEEEIIF5ienubkyZOeGAjZVzJTqVSJWyIKxQvHsc1LffWa5eXlUjdhQwWbNqK1/pFN7vq+DR6bAX52k+18EvhkHpsmhBAALC0tEQqFSt0MIXatHFM6RX5orVlaWuLBBx8sdVMK7vHHH+fll1/myJEjNDU1lbo5RSHBC/fywoDe/tvjhb561dLSEpFIpNTNWMfd1WSEEGIT4+PjvO997+Ps2bOlbooQQqzziU98gscee2z7B7rA7dvmQnTleqWvECR44V5eGtCX69QCsXdLS0ulbsKGJHghhPCk4eFhAM6cOVPilgixd146WRbu48WruCsrK6VugigQLx3HXuqr10jwQgghhBB5JdNGhBvYx7GXruJK8MK9vDSg99Jn1msWFxdL3YQNSfBCCCGEEEKUjBczL2TQJyqZ/VmV49i9FhYWSt2EDUnwQgghhBBClIy9fKiXghfCfbwUhLNrtkjtFvean58vdRM2JMELIYQQQghRMl4a9An38tL0J7uPXghelGvth0KT4IUQQpQhOVkWbiDHsahkXhr0CffyUhDOS5kXXujjRmZnZ0vdhA1J8EII4UlS6NC95ubmVpdedDs5joUb2NNGJHghKpk9yPXCcWz31QuFZ72wPzcyNzdX6iZsSIIXQghP88IVEq/5/Oc/zx/+4R+WuhlCiBz5/X7Au4ME4S5eOK+wP6vLy8slbknheTXzYmZmptRN2JAEL4QQq0ZGRnjiiSc88YfXa3p7exkdHS11M4qivb291E0QQuyAnUHk1UGCcBcvHMdezbzwUoB1enqq1E3YkAQvhBCrvvzlL/P0008zMjJS6qaIPPvoRz/KJz7xiVI3QxSIBBxFJbMzL+Q4Fm7ghQGuF4IWNmdfvVS8c2pSghdCVKSvfe1rfPGLXyx1M4pibGwM8MYJpBdrBUhQyn28VCBOuJdd88ILV6yF+3nhOJbghTs5A29TUxK8EKIiPfXUU5w6darUzSgqGQgJURm8FIST7yX3sjMvvDDoE+4nmRfu4uzr4uJiCVtSeGv6urRUlsulSvBCCLHKSwMhmwyIhBt44Tj2Qh+9yqtLpUqwxp28MLB39tHtx7GzKKnbgxfZmSUTExMlasnmJHghhFhHBglCVAaZNiLcYHBwEKAsr/IVktsHQk5uH+A6eaGvzkDjwsJCCVtSeM4Bvdv7mv2dND4+XqKWbE6CF0IIIUSFsmsFeCF44YU+epVdb8ntAwNgzapPbp8/7+SFJTVtXsi8cHJ70NFLwQu7r4mQOZXP/m4uJxK8EEKs8uK0ESEqmVfT7YU7eeGKtXMw4PaBkJMEatxrbm6u1E0oKOfn1O2BGjvzIhbyEfT71gRby4UEL8SuXLt2jenp6VI3QxSIXOEUojLYmRdeCF7I95L7eW0fe2lA76W+ei144ZUBPbi/r3agxgBqY4GyXKVOghdiV/7sz/6ML3zhC6VuhhBCeJq9SoMEL0Qls/etFzIvnMexl2peeKmvMm3EXZyZF17KMqmLBBgeHiphazYmwQuxa1evXi11E0SeebH4n0yVEZXMzrzwwqDPCwGajXjp+9gL+9jZRy8N6L00Rcbt+zX7742XBvRe6mtdPMDY2HjZnV9I8EIIscpLA3kvDQiEe3lp2ogX+rgRL13F9cI+luCF+7l9ikz2cev2Ab0zs8RLfW2MB0mn02U3dUSCF0KIVV7MvPBSX4X72NNGvDDA9epn1Uv7ttyu8BWC8zj20oDe7YM+J7cHpbKPW7fvW2f/3F7vzxm8aIgHgTtLWZcLCV4IIdbxwiDBrvg+OTlZ4pYIsXuBQADw3hVrL/FC8T/7b44X9rGXMi+c5xJur4vg5PagVHb/ZmdnS9SS4nAGL2amp0rYksLLDl4YBty+fbuELVpPghd5kk6n6ezs9MQfXuFeXpo2Yv+xdfsVAy/zQhDOS5kXXv376oXghb1vvXAcO7NL3B68SKVS2GcVbh/gOrk9UJPdP7efRzmPXS9lXgT9PupiIQleuNXZs2f52Mc+JkUshSt4YdDnhT56nRf2sZ154YVBn1eDF26fPw93PqteCtSA+4MXzv3ppeCF2wfzzsyLoM9w/b6dcfRvbn7B1d9T2fuyKR6gv+9WiVqzMQle5IkdlRoaKr8lZYTIlRdrXngp28RrvDDYtTMvvFArwAv7cyNeCl54IQjn/Ky6fd86+zczM1PClhSe8/tpdtbdfXUGL6Ihn6v7m8lkmJs1g1HJsPn31s3TjbMDb/uqQoyNT5RVQE6CF3nixUGfEJVMPqvu54V9bK824rVBn5e4+SpfNi/01UvTRpzBi6kpd9cKcB67bg/UOKcWxIJ+5lycebGwsEA6bX5mqyJm8GJiYqKUTSqomax92ZIMAXDrVvlkXwRK8aJKqZ8HfgowgE9orf9YKVUHfB44DHQD79RajyulDOAjwA8Cc8B7tNZnS9HurcjVW+EGchwLN/HSlXoJXriX26/OO3mhr85BrtuDF87+TU+592o1rD123V4XwZl5EQ/5GJheIJVKrWYCuolzX9ZEAvRNLq0WfHej7EBUS5UZvOjt7eWee+4pRZPWKXrmhVLqAczAxaPAQ8DblFJHgV8FntJaHwOesn4HeAtwzPr308DHit3mXEjmhXATOY6FG3gpeOGFgb1zf3rpO8oLA3qbF/rqpWkjzkHu1NS0q7+TnYGapaVlV684sibzImQGLNyabeIMXlRFAhgGrg1eLC4urst+iwb9NMRD9PT0lKhV65Vi2si9wCmt9ZzWegV4FvhXwNuBx6zHPAb8sPXz24G/1FpntNYngRqlVEuxG70dCV4IN/DCAMgmn1X389I+9lrmhRf6a3P71XknNw/4bM7BwZLL961zkJtKp12dkZD9OXVzXQTn5zRhBS/cum+dQRmfATXRIMPDwyVsUeFsFoA6UB2kp7u7bIKPpQheXAa+RylVr5SKYU4HaQOatdb2WiwDQLP18wHgpuP5t6zbyoodvCiXHSvEbtjRZDf/0bXJFBn380Iwzu6jl/oK7r9i7eSlvi4suHuJScgKXix5I3gR8pt/b8fHx0vZnILKDry5ua/OoFTCKmLp1pom2UGZhliAwcGBErWmsDYLQB2qiTA3P8/AQHn0u+g1L7TWV5VSvw88CcwC54FU1mMySqldXzLr7u4u+hrLo6OjAAwPD3tquVTpq7vYJ1W9vb0Eg8ESt6aw7Mh5KpXyxL61eamvWmvi8Xipm1FQL774ImBeMXH7vnWuNX/lyhUSiUQJW1M8t27dcv2+tc3Pz7u+r/ZFAgOYnZ1zdX9v3LgBQE00wNDMMpcuXSr6+Xmx9Pb2rvm9vb3dtdl/IyMjqz/bK3BorV15UairqwvD8JHJmBenG+JBOm8O097evlow2y26u7sBMHxra5ccqosAcOLECR544IGCvf69996b0+NKUrBTa/3nwJ8DKKV+BzObYlAp1aK1vm1NC7HXHO3DzMywtVq3berw4cN5b/N2bt40k0Pq6+tzfvPdQPrqLvYfntbWVtf3t6/P/Brx+/2u76uTl/p65MgR6urqSt2Mgjp58iRgTpFx+751FoM7ePAgzc3NWzy6sjkHPVVVVa7ft7ZMBpRSrhsUOH37298GIOg3SKfTrt63XV1dwJ3gRTgcdm1/7aUkgz6DDBAKhVzb129848nVnxMhPz7DcO2+PX/+PKFogsU5M7OkKREknU5TV1dHS0vZVTHYE/tCvM8fAO7MJKiOBKiLBZmcnCyLfVySvw5KqSbr/4OY9S7+Cvh74N3WQ94N/J31898DP66UMpRSrwcmHdNLyob9h1amjQhRWdx6ZUR4YyqF/TfHC8exl6aNeGk5zWxuvTJvs4/dkN/HksuXhp21Vi4I+AyqXVwrABzHrQG1MXf3dW5+Dl/AXIXCMMxClm6dJjM5OUkweifLr6UqDJTX0qH5Mjk5ieHzrcu8ALi7PkJnR0dZLGddqtD23yqlrgD/APys1noC+D3g+5VS14E3Wb8DPAF0AR3AJ4CfKUF7tyXBCyEqixvTG8VaXghe2Lzwt8fZR7cP6J0FSb1QxNLJrXPnbfaxGwoYpFIpV39POefQN8T8DJbJnPlCsDMvwKyLMDQ4WMLWFNb83Dx+K3gBUBP1M+qYSuImE5OThKLJ1d/rYgFCAd9qxr2bTExMEI5VbXjf3fVRlldW6OzsLHKr1ivVtJHv2eC2UeD7Nrg9A/xsMdq1F3YkvRwiUkIIIbwRvLAzLryWeeGl4IXbMxGyV46ZmJhUwXimAAAgAElEQVRwXTq2kx2MCvnNi16Li4vEYrFSNqlgnMGLxniIl/qHSafTrpwW5Axe1MeD6O4xVlZWCARKMtQqmHQ6zcLCPKFELVhx1bpogKsuzDTJZDJMjE/QcOTQ6m0+w+BAVYgb1pQoNxkfHycYTbKyPLruvsO1EYJ+H5cvX+b48eMlaN0d7vv2KBG7yMmgiyOtQriJG0+exFpeCF7Y2QheyLzwUvDCeSHE7ZkX2cGZiYmJErWkOOz9GQ4Ya353o6mpO8GLpkSQlZUV106ncC4z2RgPks5kGBoa2uIZlWlhYYFMJkPAkXlRHwsyv7Cw6VKblWp2dpaVlWXCseo1t7fVhBkYGFgTsHKD0dExIvHqDe8L+A2ONUS4fOlSyc835Ow9T+yTqlLvUCHywQtTKuw+euGKtVdlX9F1Iy8FL7yUjeCs6TE/N1vClhSeXRfBZheNcyt734atzAu3Bi/S6TQzM3eCF/uqzMGuXSzbbZxZJk0Jc7W2cllaMp/sz6s/GF69rdHqr3NFKDewVwYKx9dOpThUGyEDZTGFIl+Wl5eZnp4iHK/Z9DHHm2LMzM6WvN8SvMgzGQiJSualFHQJXriflzIvvMDZV7cO+GzOzIs5lwdqnMGLaNDn+uCFLRw0T8HdGoibnZ1d85ltiAUJ+AxXFjqEtVkmdbEgfp9Bf39/CVtUGHeCF3cyL5qT5s9uC17Y30WRRO2a21urw4QDPl555ZVSNKsgNuur07GGKKGAj7NnzxarWRuS4EWeyEBIuImXMi+Ee3kh88ILARqbl4pYOqfFzM+5c3BrcwYv6mNBhobcO/3WGZSKBtwdvMguvOrzGeyrCtFjTbN2m8mpydWf/T6DhnjQlcELO8MkEIys3hYP+UmEA64LTNkD+uxsBL/P4K7aCK9cveKaCwj2dK5IcvPl5YN+H/c2Rrl44UJJV/yS4EWeSfBCiMoin1n38sLA3gt9tDlPEt064LM5gzPLKyuuXhrWOU++IR5keHjEtYFHZ1+jVuZF9rQZt9iodklrdZhbfX2u27/z8/MsZdXhaU4E6e933xQZ+xj2h8Jrbt9fFaS3p6cUTSqY4eFhwrEk/kBw3X33NEaZnJp2zaojdn2WSHLzzAuAB1sSLC4tcfny5WI0a0MSvMgzGQgJN/BCVoIX+uh1XhjYu20QsBVnX91WKC1bdkFStxXCc8quFZBOp11b1NHZ13jIv+42N5mcNDMRnH9rW6vDpFIp1wz4bOPj4wD4/HcGufuSIWZmZl239K/dn0Aosub2A9VhRkZHXRWMGxoa2jQT4Z7GGH6fwYULF4rcqsIYGBggHK8iEAxv+bhDtWFqY0FOnTxZpJatJ8GLPJFpI0JUFi/V9/AqLwzsvdBHmzPzwu3Bi+z+eSV4Yc+dd2tRR+dANuAzCAf8rg1eTExMYBg+cAQvDtaYA6NSF/zLN7uwo7OIpVuP5cnJSULROEbWELKt2uz7jRs3StGsvEun0wwODRFJ1m94fyTo40hdhAvnz7li6sjt2wNEqxq3fZxhGDzcEqezq6tkQWYJXggh1vFCVoIEL9zPCwN75xx6t3Puz1kXD+ZhffDCrQNcWDugr48FCfp9rps7b7OzEWzJiH/dbW4xPj6+bpWGWMhPUyJER0dHiVpVGHeCF3eKWO5zafBiYmKCYCS57vb91WECfp9r9u34+DhLi4vEqjcf0L+qJc7k1DTXr18vYsvyb3l5maGhwS376vSq/XF8hsGLL75Y4JZtTIIXeSYDISEqg3xW3c8LA3tnH91w9WcrzmlAM7PeCF7EQ+ZpmttSz50mJ+/0zTBgX9J9c+dt9vQCW3XYx0TWbW4xPj5OMLp+kHu4Nkz3jRuu+n4eHh4mEIrg8wdWbwsHfNTFg66bIjM2NkY4Xr3u9oDPoK06xPXr10rQqvyzV07ZakB/rDFGNOTn1KlTxWpWQdy+fZt0Ok2iriWnxyfDAY43RTlz+nRJPscSvMgzGRAJIUR58FrmhZsGAxtZk3kxO+fqYI09TSQe8mOw/oq9mzhXaQCzLkJfX58rj+fsIpbVkQBjY+5cGnZ0dIxI1ioNAEfqo6ykUnR1dZWgVYUxPDy84RKTLckgt1wUvEin04yPT2wYvAA4Uh9hcHBoXZCuEvX19YFhEKvZPHgR8Bk82Byj/fLlig4w9/b2AhCv3Zfzc15zIMn8wgLnzp0rVLM2JcGLPPNC8MILffQ6L+xjr04b8VJ/3Tj4yebso5tXpIA7wYtIwEc6nXZVYbhs9jQRn2GQiAQ2XLnBDVKpFLMzM2uuWLdWh0ml066cOjIyMkoodicboT4WZG5+wXXH8vLyMtPTU4QT64MXh2rD+H0GWusStKwwBgc3ro2wPxlmcmqqoge2TpOTk6RSKxsGagCONcQAuHr1ajGbVRA3b94kVtWAPxDa8nGPtCVJpdMlm0KRDzdu3CAcq1rz3bSdQ7VhGhMhTpx4vujnlRK8yBMp2CncRI5j9/JCNoLNC8ELp+wVKtzGDs4kwuYqDW4ZEGxkaupOjYvqiJ9xa06928zMzJDJZNYUOmyzijq66cq8bWR0hHDszlXr+ri5OoW9TKFbjI6a2SQbZV4E/T4O1oR5xQUDXDCXSZ2eniJW3bDuvv3V5sDXLVNH7AKNm63AUR8LUBsLcuVKezGblXeZTIbe3pvEa5u3fWxdLMjR+igvvvhCRZ5fZTIZOju7SDS07qjenWEYPNKaoK+vn54iT/OT4EWeeWHQ54U+Cu/w2vHspQG9l/oK7g9e2PuzygpeeGUqRW0ksDoYdBt7H/qDd5ZdjIX8NCZCrluRYmZmhoX5eUKOlPsGK3hhz693i5GREQAiyY2v0B9tiDI0POyK43pwcBCAaNX6zIt9yRCGcSctv9LZQbboJsELwzBQjVGuX7vO/Px8MZuWVyMjI8zNzZKoP5DT4x89mGRmZpazZ88WuGX5NzAwwMzMNNVNB3f83Af3xQkHfJw4caIALducBC/yxB4AuXkOrvAOLwzovdDHjbh9aoGTl/oK7g9e2P2riphTDNwwr3ojCwsLLDn2ZU00wOTkpCuDcXbwIhAKr7n9UI1Z1NFZpLXS2YNcZ8p9dcRPNOh33YoU9iA3kth4kHu0PgrAK6+8UrQ2FUp/fz8AseqmdfcF/T72Jc1j2Q36+/sJhqMEI/FNH3NvU4xUOk17e+VmX9jLvSYbcgte3FUXoTkZ4tvPPFNx40D7M1iz78iOnxsK+HioJc7FCxeKmgkpwYs88+qASLiLl45jL/UVvDWgd+NgbysLCwulbkJB2Vfy4iEffp+xujyh22QHZRriQTLcuZrtJncyL7KCF7VhlpaXXZNuD44r9I7ghWEY7EsGuXXLPf0Es6/haGJdUMpWFwtQFwty9eqVIrcs/wYGBggEw5vWC2irDtHb21uRUwqy9fX1E61u2nJ6wf6qENXRAOdLUMgxXzo7OwmGo0Sr1k8F2ohhGLzhUBVDw8MVF7Rpb79CvKZpR/UunF7batb8KOaKKxK8yDOvDYSEO1Va5HgvvPaZ9VLwwu19zT52KzlNNxdzVv8Mw6AmGnR98MIwzFM0t9ZFALNuieHzrSuKd6jWnEbS0dFRimYVRH9/P4FQhGB07VXrA9Vh+vtvuyr4ODAwSHiDApY2wzA41hCh43pHxWeM3errI1qz+YC+rSbM8spKxRegXVlZYWDg9rZ1IAzD4P7mGNeuXVstPFxJMpkM1zs6SDYe3FENiPuaYtTFgnzrW9+smPPKiYkJurtvUNuqdr2N+niQI/URTr74QtEy5SR4kScybUS4iReO40r545JvbjpB3o7bgxfZV/Lm5uZK1JLisJcPBaiN+hmxise5jR288AXM6TH1sQCGYV7hdZuJiQnC0SSwdpAQC/lpSoRcFbzo6+8nVt1Idl/basJkMpmiF70rlFQqxeDgAPGa9dMonI42mEumXr9+vUgty790Os3t/v4t+2oH4iq5n2AuHZpKpUjmUAfiwX1x0plMSZbR3Kvh4WGmJiepbj68o+f5fAbfdaiKvr7+ipkOdf78eQAa2u7d03YeaU0yOTXN5cuX89GsbUnwIs+8OiAS7uKmecZirUq/yrUTy8vuDl5kB6LcttyiUyqVYn7uTmZJfSzAyMiIKwOtY2Nj+PwBDJ8ZvAj6fdTFQqtz691kYmKCYHTjdOXDtWG6u7tdkW6fSqXMQW7tvnX3tVaH8RlGxQ9ubcPDw6ysrBDbJnhxsCZCOOCr6GU1h4eHWV5eJlazeTZCLORnX1WI69euFbFl+WfXgUjU79/2sY2JEPurwpw6dbLixkVXrphTmXZTA+LBljjV0QDffPLJsu93JpPh1KnTJOpaNi2sm6ujDVGqo0FeKFLhTgle5IlkXgg38ULwotz/sBSKl4IXiwvu7mv2vqzEFN1cmX2785mtjwdZXllxZdHO8fFxwvGqNbc1JwL0VXja+UbGxycIxao2vO9QbYSVlRVXrNQwMDDAysoK8br1wYtwwEdbTZhXXqncQbyTXXx0u+kFfp/B3fURrrS3V+y5sz0VJLHBfnU6Uhehu6enorPjOjo6iCbrCEUTOT3+4QNxBgeHKi6j6OrVq8SqG9Z9B+fCb2Vf9N68ybUyD1Z1dnYyPDxE89FX73lbPsPgNfvjdHZ1rdb2KSQJXuRZpX4BC+HkheCFlz6rzkCNl4IXS0vu7mt25kUxq30X28TExJrf7SUmi3GiVGyjo6OEYtVrbttfFWZictJVAapUKmVOG4lXb3h/W41Z7LGrq6uYzSoIewCXqNv4qvXRhggDA4OuCMb19vbiDwSJblHzwna0Icr0zEzFrrZy69YtfP7Atn1VjTHS6XTFZpmkUim6urqoajqU83Pub44TCvh48cUXC9iy/JqdnaWr6wY1+4/tehsP7U9QFQnwZJlnX3znO98hGIpS33o8L9t7+EACn2EUZX9L8CLPvDQgEu5jFydyQ5rudsr5j0q+pVKp1VnWXgpeuL2vzuBFNOhjMmuA7ybZwYumhFng0Y11IEbHxojEa9bc1lJl9tdNq29MTk6SyaQJb5J5Yde96OzsLHLL8q+np4dQJL5poEY1xgC4dOlSMZtVEN3dPcRrWzB82w8x7CVT7VT9StPT20u8dt+2fd1fFSIRDlTs/r1x4wZLS0tUN+cevAgHfDy4L8aF8+crZkpje3s7mUya+tZ7dr2NgJV90dPTU7Y1ewYGBmhvb6fp6KvxBYJ52WY85OfepigvnTlT8HMvCV7kiUwbEW4iwQt3ce5PtxfsdGYNLS56p+ZFdSTgiqu2mxkdHV3zeyTgozoadF0diPn5eRbm59cNcluqQvgMo+JSsLdiL/261XzrtpoQPT09FX9u1XXjBvH6/ZuuXlAXC7IvGeb8+corcOi0sLBAf38fyYbtizqCGaBqrQ5ztQKDF6lUiv6+PhJ1Lds+1jAM7m2K8srVqxU5deTKlSv4fH6qm+/a0fMeaU2ykkoVdRnNvTh37hyRePWWNUxy8fD+BIlwgG9961t5all+PfXUU/gDQfYdeySv231ta5KFxcXVQqCFIsGLPLEHQl5It/fSoM9r7H27vLxc4pYUXqWfDO+Ec9UNt2cjOPu6tLzs6u9k59Ko1RE/8wsLrl0udXR0lFAktuY2N9aBsJd/zQ5ehPw+9iVD3HDBFArbsLVaTDRZt+ljWqvDLC0tVXSGzeTkJONjY1Q1tG75uPuao/T23lwN6lSinp4eMpkMyca2nJ9zrCHKrb6+ipv21t/fb9Ux2T54AWYxx5VUiosXLxa4ZfmVyWS4fLmdZNNB/MHQ9k9waEyEOFQb4YUTz5f93+LJyUmuX++g/tD9O1oidSMBv8EbDibp7Oyku7s7Pw3Mk9u3b3Pu3Hma7n41wXA0r9tuqwnTmAjx4gsv5HW72SR4kSdeCl54lVcHu27lpc+qMxjl9syL7GPXzf119q0uZqZ+ZmcouMXw8AjhxNpBbksyxMjIiKv28Z3gRc26+9pqQvT29romuDw4OEggGCYY2bwAYKtV98Je6aAS2W3fbkD/YEscw4DTp08Xo1kFcf36dQyfL+fMCzDrXgAVVw/CzoLKZelQML+vGuKhitu/fX19jI2NUt+qdvX8R9uSTExOFW0Zzd06e/YskKHh0P152d6rDySIBv0888wzedlevnz1iScIhMIcOP76vG/bMAxeeyDBrb6+ghZaluBFnkjwwv28ELzwUuaFlzKInAN6Nw30NpKdWVIpc213w5l+XBszl9W0r2a7zfDwMJHE2ukFLVVhMtyp+O8G9tSfjWojHK6NsJJKuWbqSF9fH9Hqxi2vctZEAsRDgYpecaSrqwt/IEh8m1T0ZDjAsfoop0+fqthzyWvXrpGsP4A/kPsV+qZEkKpIoOLqXnR3dxOKJgjFNl7qN5thGLx6f5ze3t6KKlB6/vx5DMNH3YHd1YE41hilNhbkuWefzXPL8iedTvPiiydJNrZtmQm2E6GAj0daE7S3t5dN5tj169d55epV9h9/PYE8Z13YHmyJE/T7eKGA2RcSvMgTLw2EvNRXJy/UgbB5IXjhpf3pHNB7LXgxMzNTopYUnnOKSF00iGHA0NBQCVtUGAsLC8zMTBPJOqk8UG0OkNwymAcz88IfDBEIRdbdd7A2gmGYJ6CVLpVK0X/7NrGapi0fZxgGB6qC9PR0F6dhBdDZ2UWi/kBOBSxf05pkZmaWCxcuFKFl+TU1NUV/f/+O6yIYhsHR+gjXr12rmL/LmUyGrq4ukg2tO5pi8Kr9cQJ+HydOnChg6/InnU5z9tw5qvcd3vVg12cYPNqaoKe3t2y/qzs6OhgbG6X5yEN53e4jbUkCPoPnn38+r9vdjVQqxZe/8hUi8Wr2HX1NwV7HLtR6voCFWiV4kSdeHdB7SaX8Ud0LL2VeODNp3L5vnZkX8/OVVyxsJ7KDF5U2j3onnCcGAZ9BTTToyqVD7YBMtGpt8CIa9FMfD5XtCfFujI2NEY5VbzggCgd8tFaH0a+8UoKW5dfAwADLS0s5pdzvrw4zMjJakYUOZ2dnGRwcoKrxYE6Pv7s+Qn08yHPPPVtx55WvWMdlzf67d/zcY41RlpaXK2ZlmbGxMaampnZU2wPM76wH98U4e/ZsRQTWOzo6mJqcpPHwA3vazkP7E4QDPp577rk8tSy/nn/+eYLhKHW7nBqzmXjIzwP74rz80ksl//564YUXGBoc5ODD/yxvK4xs5pG2JCsrK5w5c6Yg2982eKGUOqaU+hul1BWlVJf9ryCtqWCV9kdG7JzbB7hOXqt54aVshLnZyhsA7IRXgxcADbEAg2WSnppPWxV2bK0O0n3jhmum9Y2Ojm26nCbA3fVmccPp6ekitir/7CJ2ifr92z7WzrCpxGViu6wCq1VNuQ1yDcPg0bYkt271VcxA3tbe3k4omiRW3bjj5x6ujRDw+ypm6oi9BGbVDoMXAK87WMXKykpFZF+cOXOGQChC7f5je9pOKODjNQcSXLx4cbWuT7kYGRnhypWrNN39anz+QN63/4/akiyvrJS01snU1BRf//rXqW4+vOd9mYumRIi2mjAvvHCiIH+bc8m8+BTwMWAFeCPwl8Bn9vKiSqlfVEq1K6UuK6U+p5SKKKXuUkqdUkp1KKU+r5QKWY8NW793WPcf3strF4pbTpxy4dVAjReyEex964VAjbOPbl2hweYMRrm5BgTcCV4E/QZBv6/sTpTyaTYrENWYCDI8MuK6z+/Q0BCG4SOcWL+k5sGaCHPz867IOMlkMoyPbx28qNTihtmuX79OOFa1ZV9t+6vMop2VmGHT1dWFzx8gXpvbihQAr2qJEy/jZRY3sri4iNaa2gPHdrVSQ9Dv467aMFfa2yviHLOjo4NQJE60qmHHz22IB7mnIcqJE8+X9YWiubk5Ll68RH3bvXkZ1P+jtiSQKbugzXPPPYfhM2i++9UF2X5zMkRrTZhTJ0+W7Nh+/PHHWV5e4fBrvn/PK6nk6pHWJGNj42it877tXIIXUa31U4Chte7RWn8QeOtuX1ApdQD4OeARrfUDgB/4d8DvA3+ktT4KjAM/aT3lJ4Fx6/Y/sh5XdrwUvPAqLwQvbF7oq7OPpU7nKzRnNsLi0pKr96/dVwOziKVbV98AmJmdwR8Mr/7elAiRTqddV7RzcHCQSLIGn8+/7r5DtWZtiEq7Sr2R2dlZlpaWthzQNyeCVEcDtLe3F7Fl+ZVOp+no6KCq+VBOJ9LhgI+mRKjslhzMRVdXF4n6/fj864/dzQT9Pt5wMElHR0fF9FlrzcrKCnUHdn9V91hjlPGJCW7fvp3HluVfOp3m2rXrJJsO7nog+IbDVczNzXPq1Kk8ty5/Xn75ZVKpFZryVAeiKhLg3qYYp06eLJts1+npaU6fPk3DofsJRTdf9WivHm5JMDwyUpLPc2dnJ2fPnqVFPZq3YqS5ON4UIx4O8EIBglW5BC8WlVI+4LpS6r1KqX8J7HUPB4CoUioAxIDbwD8D/sa6/zHgh62f3279jnX/9ymlihM22iW3XfUSJi/tVzcPbm3OaSNuD15kX92p9JTzrTgDNXXRAMPD7itgCeZV+tmZ7OCFOY+13E/+d2pwcIhIcuMrnDXRALWxoCuKWI6MjACsW1XFyTAMjtVH0VqvmyJVKXp6elhYWKBmX+6FHQ9Um7VNKulC0cLCAv39/SQbWnf83Ne0JoiF/HzjG98oQMvy7/z58wTDsZxre2zknoYYQNlPHenr62N2doaalp3X9rC11UQ4WBPh2888XZbnlplMhpMnT5Go20e8dutVcnbi0YNVLCwu8vLLL+dtm3vx/PPPs7Kywn71uoK+zn3NMYJ+Hy+99FJBXydbKpXiS1/6MuF4FfvvfUNRX9vvM1fXeeWVV/J+ESmXPKCfxwww/BzwW5hTR9692xfUWvcppT4M9ALzwJPAy8CE1tr+BN8C7CpOB4Cb1nNXlFKTQD0wstlrdHd3Fz0N3BlFvHTpEpHI+krhbuH8oq301NWd6OjocH3KvW12dtb1+3ZiYmL1Z3v+qlv19/cDEAn4WFhJc/HiRZqb83dCUk6cy2Y2xIPo7lEuXbpEIJD/uayltLS0xMrKCrF4hCXMuh71sSB+n8GlS5eIRguzDFqxpdNpRkZGaDm++UDhcG2Y9mvXaG9vx5fDig7lyg7ARBI1Wz7u3uYYL92a5lvf+hZHjhwpRtPy6vTp0xg+H9X7cm/7wZow5/pmOHHiBA0NO0/VL4Vbt26RyWR2VRch5PfxXYeq+Nb16zz99NO0tOQ+7aTYlpeXaW+/QsPhB3NaUWUzibCfA9VhXnrpDAcObF/ItVTOnTsHQM0OV1XJ9o/vquJz54b4h3/4B44fP56PpuXN4OAgg4MD3PXaN+d1u63VYVqqQjzzzNPU1tYWbQrDRhYXF3nuueeoa1VEq+oL+lqhgI97GiKcP3+O++67r2h/py5fvszg4AD3/ON/ib/ARTo38poDCU50T/L444/z6KOPbvv4e++9N6ftbns2p7W2S4XOAD+R01a3oJSqxcymuAuYAL4I/MBet+t0+PDhfG4uJ84T47a2tor547obzqvyuR5obtDS0uKZ/hqG+/ftU089tfpzdXW1q/trp9RXRfwszKSpqalxbX+vXbu2+nNjPEgmA3V1dWV9Mrwb9tQQv2NJTb/PoDERZH5+3jX7d2BggEwmTWyLk8u766Oc65shGo1W5GDe1t3djWEYhOObZ14AtNWEiYfNKVFvfeuuZ/GWRCaT4Stf+QpVjQcJOLKGtnPQmh6UyWQq5tg296cvp6KkG3lta4JTvdO0t7fzxje+saQDva2cPXuWVGqF+oN73y/3NEZ5pmOUlpYWamq2DuKVyhNf+xrJhgMEI7E9bedIXYSWqjBXr17hh37oh/DvYGpRoV24cAF/IERDHvZptte2Jnn8yiihUIijR4/mffu5evLJJ1leXubAfd9VlNe7rzlO++AwgUAApfK7qslGZmdn+cxnP0v1vruKUqRzI1WRAKohRmdnB+9617sIBvMTQMlltZFvKqVqHL/XKqX2ksf2JuCG1npYa70MfAn4x0CNNY0EoBXos37uA9qs1w4A1UDZTWJ2pjKWy1wukV9emEphW1pyf1+dGUSVsGTZXth9rY6YX7Hj4+OlbE5BObPumpPmKgV9fX2bPbxi2auoBENrs/xakiH6rCu+bjBgrZ6yVWG8u+oi+AxjdanGSjU0NEQkUbttfQSfYXBvY5QrV65U3PlGf38/o6Oj1Lft7EpzdSRAXYVND+rq6iJe24w/ENrV84N+H999VxU9PT1lnQn58ssvE45X7Wp6TLbjjWZA4PLly3veViGMjo5yu7+fugP37HlbhmHw3YerGBsb58KFC3loXX7Mz89z4cIF6g/eu2ZaYr7c3xwjEvRz8uTJvG87V/Pz8zz33HPU7j9GvKapKK95d32UoN9XtGP7m9/8JouLixx6qLSBz9e2JZibm+fSpUt522YueSsNWuvV/Gqt9Tiwlz3dC7xeKRWzald8H3AFeAZ4h/WYdwN/Z/3899yZpvIO4GmtddmdlTlPFN0+f94tJ8U7Vc5VofPNC3111rxwe/DCDryF/AbRkN/VRSydg7n6WIBQwLdmKolb2MGLQFbwYn9ViPmFhdX6CZVuYGAADGPLQmPhgI+2GnOlgko2MDBIJMf05fv3xVhZWam4wp0XLlzAMAxqdzH4O1IXoaOjoyxrBGRbWVmht/fmngf0D+9PUBcL8sRXv1qW9T6mpqa4du0a9Qfvz8sAqT4epDER4tLFi3loXf6dP38egNrW/Fw5v6cxSmMixNNPPVU259bnz59neXk5b4U6swX9Ph5ojnH50qWSjZdOnDjBwsICrfcXJ+sCIOA3uKsuzNUrVwq+r0dGRnjhhRdouutVu1q6OJ8O10aojQU5lcdgVS7Bi7RSarUCj1LqELDrd11rfQqz8OZZ4JLVhj8D/jvwS0qpDn3VQT0AACAASURBVMyaFn9uPeXPgXrr9l8CfnW3r11IXir+5/zQlcuXbTF4YUBvK8eTpHxzfmbdXMAS1h67tRF3r8DhrEtjGAb7kkFu3uwtYYsKY3JyEgB/eG1tiwPVlbus5Eb6+/uJJuvwbTNf957GKAODgxUbtFlcXGR4eDjnq4Ct1WFqokHOnj1b4JblTyaT4ey5c1Q1HyYY3nlNlrvrIywvL9PV1VWA1uXXzZs3SaVWSDbuLXjh9xn80yPVDAwOrtZaKCdnz54lk8nQeOj+vG1TNUbpunGj7P4uZzIZXj57lmTDASI5LPGbC8MweMOhJAODg2WTOXb69Gli1Y3Ea/cV7DUe2h9nJZUqyTG9sLDAt599ltr9Rwvax40cbYgyMTm5mlFYKE8//TQYBq33f3dBXycXhmHwcEuczq6uvK2Elkvw4teB55VSn1ZKfQZ4Dvi1vbyo1voDWuvjWusHtNY/prVe1Fp3aa0f1Vof1Vr/G631ovXYBev3o9b9ZflXyznYc3vwwsk5AHS7Sq3svltu37drMi/K7CQp35xTnmpjfkZcugIHwOzs2u/f1qow/X39rpv2NTk5iT8QXJeS3hgPEgn6uXHjRolall99/f3Eqrcf0N/TaA6GKy0TwWauEJMhVpNbIV3DMLi/Ocq1a9dWs3DKXU9PDxPj4zQcvG9Xzz9cFyFQxLTrvbADLPmYSnFfc4zmZIhvfOPrZZV1kslkOH3mDIn6/XkteHhfc4xMJpPXNPN86O/vZ2hwkPpdHr+bub85TlUkwDNPP53X7e7G0NAQN2/epPHwAwWdarAvGaIxEeLcueIHX0+cOMHC/HzRal04Hakz/04VcmnvsbExXnrpJZruerigy7/uxKv2xzEM8rbKzLbBC63114HXAJ8H/hp4rda6MtZuKiJn8MLtKejObAu3DQi24rXgRaXNpd4p53E8NV0ZJ/+75fyc1kWDTExMuvazm/39e6A6TCqddt3UkfHxcUKxqnW3G4ZBW3WIThesoDMzM8PkxEROS/XVRoM0JUJcvlxeA55c3bx5E4DEDq4EPtiSIJPJrKayl7tz587h8weoPbC74nFBv4+768K0X75U9tmBnZ2dxKobCIb3VtQRzM/0G++uYWxsnNOnT+ehdfnR29vL0OAgjYcfzOt2G+NB6uJBLl4snzoQYGYk+Pz+XQffNuP3GTzalqTrxo2S/516+eWXwTDyHqDJZgZfY3R39xS1Btfi4iLPPvscNfuOkKgr/go+NdEANdFgQVe4e/7558lkoOX49qt7FEsyHOBwbYRzVqbWXm0avFBKHbf+fw1wEOi3/h20bhMOzqu4bl9O03nS4KWpFF7qK3gngygR8jMzM+vqKVDOY7c+HiQDFZtev5VUKrXuuG2tMadRVEKq+U5sFrwAc47pyOgoY2NjRW5Vftkn8vEcTzKPN0XpvtFddunmueju7iYcqyIUS+b8nIZ4kJaqMGfzdDWrkFKpFOfPX6Cm5e4drTKSTTXFmJyapre3fKeCrayscOPGDZKNB7d/cI7uro/QWhPmqW99s2yyL86cOYPPH8jLKiNOhmFwX1OMzs6usvksLy8v8/LZs9QeuGddnaF8ePhAgqDfx3e+8528bztX9rSu6qZDRblif1+zGdgrZrHSkydPMjc3W5KsC9vBmhBdnZ0FOedcWlri9Jkz1LbeQ3iT84NSuX9fnNGxsdVA/V5slXnxS9b/f7jBvw/v+ZVdxkvz572aeeH2TIRsbs8gsiXC/g0HvW7izBqqj5krjuRr7mE5MY/ZDHAn3TUe8tOQCBU0TbMUxsbHCcc2nnd9pN48uXYuG1uJ7AFqLpkXAKoxRobKmzqSyWTo6rpBon7ny/k+sC/Grb4+BgcHC9Cy/Ons7GR2dmbPA13VGMPvM8o62+TmzZssLy9T3XQob9s0DIN/clc1k1PTnDp1Km/b3a3FxUXOnjtHXevxPQWjNmNPHblYJoU7L168yML8PE13FaaIZSTg46GWOOfPny/ZGKKvr4/xsbEdrwS0W3WxIM3JUNG+r1dWVnj22Wepamwj2VC6pdMPVIeZm58vSO2xCxcusDA/z767X533be+VaoxiGPn5+7xp8EJr/dPWj2/RWr/R+Q/4wT2/ssvY2QgBn8F0hcw/3S1n5oWXghdemzbileBFMmwuS1gp88Z3Y2FN8MIsfOjG4IV90pdd3PFQTYjuGzdcU8dlYWGB+bk5wpsUjWuIB6mKBMp6ecVcdHd3E6tuzHlw1JQIUhsLVtzUkcHBQaanp6hu3vlg9/5mcy5xORZzdLpw4QL+QIjafUf2tJ1wwMex+ijnz58r28/ztWvXwDCoaspf5gWYSwK31oR55umnSt73ixcvsrS4SNORVxVk+43xIA3xEBfKJEj1wgsvEE3W5X2fOj3SliSVSvHSSy8V7DW2cvHiRQzDt6uVgHbrnoYo3d3dRclYP3fuHFNTU7Qcf13BX2srrVZR7UJkj50/f55IvJpkY1vet71X0aCf1mpztZW9yqVg5ws53iaAeMjH1NRkqZtRUM7MCy9NpfBa5oXbM4hsdvDCXr3BjZyBt1DARzISYGjIfUU7V1fgyApeHK6NsLS8nJd0xXJgTweJJDYOXhiGwT0NZjHHSg0wp9Npenp6dpSNYPY7wvXrHRX1fX39+nUAqpsP7/i5ibCfQ7URzp87V7ZT31KpFJcuXaam5e5tV43JxQMtcWZmZlfft3LzyiuvkKzbn/fpBYZh8N2Hq5mYnCp55smpU6eIJuvyUpB0I4ZhcF9zlBs3bpT8b3N/fz89PT00HnmooEUsG+JB2mrCnDz5Yklquly+3E6ysW1XKwHt1j2NUTKZTMFXWslkMjz73HPEqhup2WMAda8a40ECfl/ez0fm5ua4fv06ta2qoMfpXhxriNJ/+/aeLxZuVfNin1LqtUBUKfVqpdRrrH/fC+y9ApFLJcMBpqamy/YkIh+8Om3Ea5kXXgleVEXMaRQTExMlbklhZDIZFubn19xWHwswVOZp5rthn+T6slbgOFRrDiLKdbCzU3a6aSRRu+ljjjVGWV5ertipI7dv32ZxcZGqHS41qRpjpFIptNYFaln+XblyhWiybtNMmu3c1xxjZHSU/v7+PLcsP7q7u5mbm6WuNT9XdI82RIkE/XmrXJ9P09PT3Lx5i+p9dxVk+3fXR2hMhHjmmWdKdp45ODhId3c3jXe9qqCDpPua42Qobk2Ejbz44ov4/P68FybdyGsOJBgdHSt6jabR0VGGhgap3X+0qK+7LxkiFvIX/Pu6q6uLgdu32XfstSUf2Pt8Bs2JIH19fXndrtaadDqdt+/ZQmiryU/WyVaZF2/GrG3RCvwv7tS7+CXgfXt6VRerivhZXllhPmuw4CaezbyYd29NhGyG4e5pFE7JsB+fYVR8ccPNLC8vr0sxbogFGRoedl2QdXJyEsPw4fcH1tweC/lpqQpX7EA+mz3lJ7xF8OJwbYRwwF92yw3m6s5SkztLf22tDhMN+rmSh9TUYpifn6ezs3PXK3CAGbAxDMp2CdH29nZ8Pj81eRrQB3wG9zVFuXzpUtll2JjHXWZP+3MrhmHwuoNJBgYGSlbH5/Tp0xiGj8bDDxT0dRriZk2EUmaZLCws8PLLL1PXdm9RMhKON8UIBXycOXOm4K/lZE8xrG25u6ivaxgGR+oiaP1KQbNNTpw4QTAczftKMbtlBy/yeQ7W0dFBIBgmUVv8VVRytS8ZwmcY9PT07Gk7W9W8eMyqb/GerJoXP6S1/tKeXtXF7BR0t17FBe+uNjI/X14nSfnm3K/JcKDkqZqFZv/RMAyojgZcG7zYqBBpfTzA4uKi67JrJiYmCMeS5k7NclddmJ6enrIb7OzGyMgIoUhsy1oQfp85haL98uWSz4/fjc7OTiLxasLxnVVM9/kM7q6P8MrVq2W/nCaYg4Z0Ok3t/t0PduMhP23VES5dKo/ihtna26+QbDqIP4+FHV/VkmB5ZaXsgnOXLl0iEq8mVt1YsNe4vzlGJOjnhReKP4N7ZWWFM2deovbAUYKReMFf776mGL29vSX7+3zu3DmWlpZovvvhorxe0O/jvqYYly5eLGq277Vr14gkaogkNw+IF8qRugizs3MMDAwUZPvT09NcvnyZhkMP5GXaWj40J0MsLi7mdZnYjo4Oko1tGL5cKkKURtDvozER3HOW4LY91Fr/rVLqrUqpX1FKvd/+t6dXdTG3p6DD2swLt0+lcPbVzdk0sHZfVoX9TLr4GAbWLDdXG/Ez4sIClrBx4dWGuPkHvNxXKNipiYkJgtGNl5o8UhclnU67YtWRoaFhwom6bR93vCnG/MJCQdeUL4TV1Td2WXTsaEOU2bm51aVWy9m5c+cIx5Ik6vfvaTv3NEYZGBgsu3OPkZERRkdH8j7P/EB1iLpYsGTFDf8ve28aHEman/c9eWdl3SdQuNFodHb3dM+xswd37djV6mLQokT5YpgWZeoIKxiWQrJpfaAiFDZpOcKOUJg2qbAo26IUy7DDpmlZQZqkbGp3Z2e6Z6d7GkB3407cRwEoVKEOFFB3ZaU/ZCUag8ZRlVdlYfcXgZie7sabmY2szPd93v//eS6jWCxiZWXF8p5zhiLxXlzA/Py87RWSCwsLKJWKlqVuXORBK06zW6kjz549gxCIwhMy9vnshHfjbtTqddtSOGRZxtraGnyxMVuOd5HRkNrWadV76sWLF2g2m4jdseeebYeYR52DmSXYFItFZDIZXYlVdhNy0cgcHRka41LxoiVWxFu//icA/kMA/3Hr7//7AMzLf7pl+FvihZlqmtM4v5t128WL8zuWtXr9Vnt8nN+R9vEU8vnbew8DX/RrCbsZpNKpW9dGAVzuXXJbxYtsNgf2imzz4QAHhiJ7ygvhKlLpFHjvzeLFnTAPliYdEzfYLoeHhyiVivDpFC/GW5Nhp/+sS6USJGkFoeEHhhe7E2FnXrN2PoG4ueIFQRB41C9gY33dMVWCc3NzaDabtpSmfzDoRbPZtL2l4vnz5+AEry5zWT2EBAb9PhazXfC92Nvbw97eHmLj79vqkzAc4ODjabx8OWPL8RKJBGq1mq60IzPw8zSCAmOJeKEoCl5MTcEbGYTLFzZ9fL3EPKov18HBgSnjaUK9J9RvynhWEnTRyOVyhiojr6q82ATwW6IofhXANyRJ+ksADiRJ+hUAXwfgXDeQLuNmSZAE4bjdDzM5f8PdhhLs6zi/Ow/cbhPL80KUn6dRrlRvdbXJ+ZaniJtBrVZ3zCTYTM525s7NvTwsBZ6hLCvT7AbNZhPHx8fgrhAvKJLAWJCDZLGrudUUi0WUikUIbUzEGIrE3TCP+bm5nmod0fwufFF9sYRulsKAj7Pcwd4or1+/RrMpIzLywPBYETcDL087ztdldXUVnOC71lxWL4/6VUNHp8TETk1NweULQwjELD9WxM0g7uMwbWPlST6fx8rKKiJjj20tTb8fFbCzu2v7vHpqagokSZny+ewEgiDwTp8ASVqxJUJUEw30isVmMBJgsbmxYXqr3/7+PtKpFCKj1vqzdApHk/DxjGkbSJr5pzvofPHCzVKQm01Dm9+XPn0kSVoE8OcBFABoq5eGKIpRAHUAznUD6QLnF7gEQcDfUpVuK+cnwT8WL24P5x8kAZdaQXRbfSCAL4pw0VYlglkquJPQBBmCePO4JwgCUTd9q663UCig2ZSvTWy4E+aRyWZxZLBksZtokx2+zV2kh31uFEsl293rjbCxsQFO8OpO3wBUj5PdnR1HC7AvXryA4I9CCPQZHosgCIwGOKyvrzmmgkxt09qALzZqyc51SGAw4ONs26G+jnQ6rSZwjD22bZf+cb+Avf192yro1BYdxZbUjfM8iKmtI3Ya0sqyjOmZGQQG7oK2MTpU451+N5rNpi2eLuvr6xD8EVs8TK5iJMCjXKmYfi/PzMyAIEmEh0RTxzWDqJsybQ6WTCbBCV7T45mtgKXV56OR9eN1hp2yJEnLAP5AFMUAgF8HMAtgG8D/qfuIt5CLrQR+nkK2FWV3G/lRrLygWp+U21xRc168CLbEi15e5F3HRXXf7BI+J5HP58G6PG/9fp+HxcHBQU+YGraDJrRdt+CdCKuTUKeV1neCVi3TriHgRJgHQ/VO64jqd7EBT3jQ0CLwTtiFpqI41u8jlUphZ2cHkbFHpi12R4IcTk+LZ2k03SaZTKJcLsEX01dB0w4P+wTs7e2fxQd3i+fPn4MgCERG37HtmPdtXNQrioIXL17AFxsB7wlYfrzzhN0MIh7WVvFibW0NpWIRkdHupFP0eRiE3IzlbUGyLGNra6vjVCezGWlFaJopsiuKgtezs/D3jXVFgLqJqJtFOpUyZQ52kEyC90VMOCvrYVsLKtMrL84jSdI/kCQpL0nS70H1uhAlSfpxVOo5LiZuBHga2eztFS/OV15clmRwm9CEKT93+ysRzt/H4VYlglMmwWZz0cSSZ0j4XcYdkJ1INpu91Aci7mNRq9VujUClXQfvvnpiHXTRCLgYx5XWd0IymQTNcGCvMCa9iNY6Mjc72xNCVT6fR6FQgDcyZGicIT8Hlnaux4kaN0mY6o8w7FcXAEZj6MxCM8fV2/7TDtoC/nUXPBE0Go0GPv/8BQIDk5cKxVbh42kM+jnMzlp/7dvb28hkMl0rv78X5rGxsWFbJdXr169BMazpRrPtQhAEHsYErK+vW1rxu7+/j1qtBm8XW0YAtdrXw9HY2toybcy9vT3kczmEHFh1AQARD4OGLBsWXpvNJtKpFIQeES+0ukCKonSPcaN4IYoiJYriXxBF8W8D+FsA/rooir+k+4i3kLfECxeN02Lp1ppZnp8A29GP10008YKjSbgY6kdGvGBIAn6Xef14TuMyh/Z+D43E7m4XzsZajjKZS6sR4j612mRnZ8fuU7KETCYDgiCvrbxQM+U5rK2u9pQHxHn29/fh8kc72q1/0CfgtFjE5uamhWdmDtrk1Rsx5ppOkQTGgxyWl5Yc00ahIcsypqamEIhPmLrYjbgZcDTlGPFiY2MDnI64204IuGjEfRwWbNyVv8js7CxKpaJtcZrnuRd1YW9v33K/punpaZAUjfBQdyzvJqNqWpQdYmSz2cT8wgIC8QmQFG358a7iQUyAoiiWpo5o7wRf1JhYbBSCIDDsV30vzGJ+fh4gCEMx1FaitSsb9R7LZDJoNBpw+XtDvJCb6vvYUvECwP8D4K8ACAPwnvv6MS0uto0Eb7lfwHnxolR8O4bxNnH+ZxsS6FtbiQC8fR/H3DT2WyZAt43LPGniPg5HmYyje+Q7pdFo4Difv9QsT1vomLnT0U3S6TR4j/9GI7k7YReqtVpPijaKouDg4KBjQ8C7ERdoiuzq7nS7bG9vg6IZCH7jpocTYRfyx8eOM6aVJAmnp6eIjr9r6rgEQWDAxzhCvFAUBesbG7aUo09GeOzs7HTNk+rJkydweUO2JXCcZzKilsNbaU4ryzJevX6N4MAkKIaz7DjXMejnwDOULeLF7u4uSsUiggN3LT/WdcQ8DIICY2nL38bGBnhPoO1KPisZDnDIHx+b1p69sLAAb2QQjANbRoA34oXRTULt+109UnlRk9U1JMMwusdoR7wYkiTp35Ek6b+UJOlXtS/dR7yFXKy80MSLbvdgWsWPYuUFoIoXqVtaiQC8fR/HPAzS6fStjIe9TLwYaFUi7N6i6otsNgtFUS4VL0iCwHCAxca6Mz0BOuXwMAXee7OJ5ViQB0GgJ1tHMpkMqtVq234XGmwPtY5s7+xACPabkmYwGVUnrYuLi4bHMpMXL16A4QTT40MB9Tl2mEy+9Ty3m3Q6jVKxaMuO7r2IAAXWLuCvYnt7G7u7u+i7+6GtcZoaUTcDH09beu1ra2sol0oI25y6cR6SUCuppOVlyyuplpeXAYJAoG/c0uPcBEEQuB91qf4bFrRoK4qCjc1NeMLdrbrQGAqY1/aWz+dxcHCAYLy7AtR1sDSJgIsxLK5r7c690jZSqjVBAHC79RvEtjM7+FeiKP5Z3Uf4EeCtygvhR8fssFgqO34ybIQvxGkKDAonJ7fWpPTiZLffy6LZ2um9bVxWFTXQ6he/LZUIgGoKCAAub+jSPx8Nckilj3o+IrbZbOLo6Aj8Fdd5Hp4hMeDjHOuFcB1aHJqeLPeHfQJOTk8d3TrSaDSwv7cHT8icQDMvR2PAx2F+3nrH/nYplUpYXFxEeOQBSFJ/2exVDPg4NBXl7F7pFm/iF63zu9Do8zJwc3RXPtOffPIJaIZDdMw+o87zEK1F/frammVzsdevX4NmOAT6u7uYvxPmUTg5sbyddXV1DZ5gvyNMHsWoYFm7zNHREUrFouEWPbPo87CgKdKUOZgm5lkhEJuJmvpmzGvt4OAALk8QFMOadFbWUqzJEAQXSAMbFO185zMA/1IUxbIoigVRFE9EUXy7YfxHmIvihYuh4GKoW1t5ofWKCwwJRVHeMj+8TZz/2WomltqC8LZxUbyI+9TFfCKR6MbpWEo2mwVBfrGXladJRD3srRQvrqpIuA3pG4D685TlBlxtVF4AwHiIx+7ubs+1CO3u7oIgSV3lob3QOrK/vw9Zlk0TLwBAjLqwu5twTFLU7OwsZFlGdMwa48MBvzMqyM7ibm1IpiAIAneCHFZXVmzdTMlms5idnUP0zntda6cAgLEQj1K5bInhtCzLmJufh7/L/g8AMBpUYyCtjH2utVoKrUzI6YRBPws3R1uStOIUvwsNiiQw4GWxbZJ4wQk+x7dSRD0M0umjs2RDPSQSe3B12EraTY4rDQQCb1cDd0I74sWvAfg6AEGSJJ8kSV5JkqxzX+pBLrvpbrM/giZeeDh11+gy88PbwhcqL1rixW2tqLlYUeLnKbhY6laKF5lMFqzwdo/nSEB9cfaqmeNFUqkUWJcHNHv5xDrqZuDlaCwtLdl8ZubypuezPfHiToiH4uAYzavY3d2FOxDTtYhgKRL3Ijxev37l2PtbKxf2hAdMG/NBn5pG4ZSo2FevXsHlDUII9Fkyvpej4eOZrnq6KIqC1dU1eCPDtrVSjId4FEslW/1NPv30UwAK+u9+aNsxL2MspC7qtXQXM9na2kK5VEJosPumh0EXDS9HWype7OzsoNmUux4dqkEQBO6GOaxIkunP7a2tLTCsq612S7sY9LPY2983tJhvNptYXVuDr2+sK61cnRDzsGpaiM71YqlUQi6XhTvYeTVmt8hXmgiFjd1z7YgXuwDmJUlyll23g7hUvHDRSKdv5w699gD1tsSLXi85v47z4kXARYMgbm/lxUXxgiAIxL0MdnvQ2PA6FEVBNpe91KBqJMCjWqvdmsjUw9T1PhAEQWAywkNaXu5pbxNtwdKu2/ZgK0azGz3yemk2m9hNJOAO6q9KeNjnRrFYcqxos7OzA9blAXdJtK9eQgKDPi+LV69emTamXk5OTrC+vo7Q0H1LJ9VDfgZbm9Yt8G4imUyiWDyFr2/UtmOOthbwdt3blUoFz549Q2jovqVpKu3g5WgEBcaSRf3i4iIIkux6ywjQSqQIsNiysPVNE/3MFFCNMhF2oVypmF5Ntbm5BXd4wFEL/EE/B1mWDW2aJRIJVCuVrhjodkrMo26K6m3P1u4JPa2k3aCpKMiX6wiFbm7xvY52xIsNAD8QRfHviaL4S9qXoaPeMi4TL8JuBsfHhVsZl6qJFz5e3f27zPzwtnB+QU+TBAIu5tZWXlxWQj/g43B4eHir7uNSqYR6rXZp5YVWlrq6umr3aZmOoihIpVI3ViOIUQG1er2nr/nw8BCc4APdZum2k2M0r+Lw8BC1atXQpPpu2AWOJjEzM2PimZmHah5nfv/1wz4BOzs7XW/lXG6ZDQYHrY2bHPZzyB8XuvZu1p4l/tiYbcf08+oC3i7x4vPPP0e1WkVc/Iotx7uJYb+6qDf7eSZJEryR4a62xZxnwKcmUliVLLO9vQ2XN+iohIrxkGoybWZ7Z6lUQjqdgteC560RzDBO154Bfoe0/lxHWGBAkYTuDTNNbDOyqWEnx+UG5KaCWMxYm0s74sUmgO8BYPHjqNRLuayUK9wy7byNrSOaWONmKdAkcavFi4sL+iBP4ejo9v1MAVzqZj3gU007b0slAvDGrJO7pPLCw1GIeVisrPS2BwSg7vJWK5UrzTo1xkI8eIZyTFm9Hvb29jvOOL8bceG4UOgZQ1ozWipoisD9mAtzc3NdT6O4SD6fx3E+D2/E/P7rd/pUV/NuV18sLS2B5d1wB61pGdEYtsEb4DqWl5fh8oVtr0gYCbDY3Niw3PdClmV88skTeKNDpvqzGGHIz6FYKpkq0BUKBSSTSUdUXWhoni5WtUUlEgkIDivBdzEU+r0cNkxsC3JihQmgbop6ONqQeLG+vg7BFwHD60+zsAuKJBBxM7rn2Nvb2xD8kStbg53GUUmt8LVcvDgXjfoPfxyVejmXiRdRj/qAdVq+vBlo4gUBwO9iur6bZSUXF/RBgcZR+qhndms7oXipeGFedJVT0MQL5pLKCwCYCPPY3Njs+VSZN2ad14sXFEngXoTH/NycoT7TblGv15FOp+Du0ENgMqJ6ISwsLFhxWqaztbUFhnNdGnvbCY/7PajVapYYwBnhTTqF+b3mAReNoQCH6emprj27m80mVlZX4e+/Y3mZdp+HgYuluhIHXK/XsbGx0ZWS7dEAj3KlYvm8a35+Hvl8DvF7X7X0OJ0w2ErLMnNRf7aDbWP7z030t+bWVojOxWIRx8fHHb9L7GDYz2J7Z8e0d/TZjr0D2w0GDLQrN5tNbG5tweMQE9J2iLkZJHXcz4qiYHt7B26HCKjtcHSqihd9fcY+YzeKF6Iofl0UxUUAy63/f08UxX9s6Ki3jMvEi5CLBkUSPbOr1wnnH54h1+2tRADUl9l5wgKDSrV6KxNWLl4roFYiBFzMrRIvtEohlvdc+ueTERdki6LJ7OQsJrUNE8uHfW5UkCXX2QAAIABJREFUqtWevOaDgwM0m00IHe5mezgKQ34O83POidG8js1WS4XRhe9okIOfpzE1NWXSmZnD6uoqGM4FwSLX9Mf9bqRS6a5FiCaTSVTKZVtSDLT4zJUVyXaxZn19HY1GoysRhSNB64wrz/PJJ5+A9wQQjE9YepxOiLoZMBRpqi/C+vo6aIaD4HdOkgFLkwi4GEvm1tqzwerKKD0MBzg0Gg3Tnl+JRAIuX7jtVks76fexODo60tWunEwmUatW4bOggs8qYl4GhZOTS6ufr+Po6AjlcslxrT/XkSrW4fN6IQiCoXHaaRv5HwD8JIAMAEiS9BrANw0d9ZZxmXhBkgSiBkqBnMwX4kMFBkdHGVvjyezkokgRFm5nXGqz2US5VH4rPhQAhizqpe0W+XweFMOCpi9/aQ/5ObhYynE7052STqdB0cylxqQXGQ/xcDEUXr58acOZmYsmrHlDnZe/PogJ2Nvfd3x7X6FQQCaTMaWlgiAIPI67sbqy4pj4UEVRsLKyAm90xLKqhId9AiiSwPT0tCXj34TWwmFFZcllTIRdODk5tX0OsrS0BJKi4Yva328ecNEIuBhLxYudnR1sb2+j7+6HIMh2ptD2QJIE+jyMqelgG5ub8EQGHXWdABBz00gemH9fa58VJ4k1Glp0vZnihRMrTACg38tCAXQ9u87aYXTMB7pFTGc1US9ea7pYR3/ceKVIW08kSZIuSrnOzFnrEleVcfV7WewlErdm0afxBfHCTaPRaNxa34uTC+JFzKuKF7dNlCqXy1CUJiiaeevPhgMcTk5Pb41RaS6XAyf41b6nSyBJAmLEhcWFhZ5O4EilUuC9obYWgxSpeiEsLCz0nDnr5uYmOMF7qQHrTWgxmk4XbTZb7vpmLXzfi7uhAI6pvtjb28PJyQmCA9btZLsYCpNhF17OzHQlKnZnZwec4AXn9ttyvLsR1XDQzrYoRVGwuLgEX2xUV5yvGYwGWKyvrVm2ofLkyRNQDIvY+GNLxjdCn5fB/t6eKddeKpWQTjnP0BEAQm4GR5ms6T/jg4MDsC43GN7YrrAV+HkKPEOZMvcsFosoFAodVyvaRb9XXczrEWoSiQRolgfnCZh9WpYRcavzbi3yvV329vZAUnTbEfHdpqkoOCo20N9vvFWprahUURS/AUARRZERRfHvAljSe0BR5dW5r4Ioiv+pKIohURT/tSiKq63/Blt/nxBF8TdEUVwTRXFWFMUv6T22VVwlXsR9LErl8lmP/W3h/OLmNnt7AEDpQiuFh6Xg5uiulR5bhVZhQtLsW382Hro9CRwAkM3lblzoPugTUK3VerKNQuPwMHWj38V5HvW7Ua/Xe8YDAlArhtbW1+HVucvr42mMBnlMvXjh6Oqx9fV1UDRj2mQzKDAYC/F4/uyZI657cXERABDot7bV4HHcjdNisSuf6+3tHVuNAN0shaEAhzkbjXhTqRRyuSyCA3dtO+ZFxluxkla8o09OTvD69SyiY48dk75xnj4Pi2qtZspm0lkEoxPFCxcNWZZxfHxs6rgHBwdw+aKmjmkWBEEg5qZxYELFiTZfF/zOvFYvpwo1etYV+/v7EPwxR8W/3oSPo8DSZMfixe5uAkIg5rjKqKvIlxtoyE3bxItfBPA3AQwC2APwPoD/RO8BJZX3JUl6H8CHAEoA/iWAXwbwPUmSJqGmm/xy61t+CsBk6+tvAPhNvce2iqvEi8FbaHYIXBAv3MYyip2MLMtvmTYSBIEBL2Npzng30GLHKOZt8SLoouF30T29kD/PWeXFNYwFeQhsb7ZRAGrEbz6fg+BrP4FjJMDBx9OOjdG8jGQyiVKxCF9Mv6Hc+wNuZHM5y/vkjbC2vg5PZAgkSZk25gcDHuTy+a6YOl5kdnYW3siQ5e7wdyMuuFjK9taRcrmMTOYIHptTDB7GBBwkk7a1OZ6JUF3wu9AYa/leWHFfP3/+HM2mjL67jttDAwBEPfp2cC/DyYaOwVaan5lm8bIs4/Aw5dgFPQCEBAZHaeMVsNr94dQde71CjaIoOEgmHf0zvAyCIFot+J39bJOHvXWt6ZZZp13ihShJ0l+SJKlPkqSYJEk/D+CB4SOr/CkA65IkbQP4GQDfaf3+dwD8xdavfwbAb0uSpEiS9AxAQBRFR1mrXlVaHvOoBkpbW1v2npDFnF/QczSJoMDcukoE4PLoUAAYDfI4ymRMV/27iSZeXGbeRBAEJsMurEiS4+IVO6VSqaBSLt9Yuk2RBB7GBCzMz78Vl9sLnE1OOnixEQSBR/0CViTp7H5wOktLahGgkSi/+zEBPEPhs88+M+u0TOXk5ASpw0PTPQTEmACB7f51p1IpJJNJhIZEy49FkQTe6cLnWvMhsHsheD+mlr/bFRG7tLQEIRAFJ9gbkXoeD0ehz8tieXnZ1HGbzSY+++wz+PvGboyf7hZRt3mVsLu7u441dPTzqnhhpmdPOp2GLDcsMww2g5BAo1gqGX52pVIpUDTblh9Wt4h6GKQODztquz85OUG9VgPvNZbI1Q0CPIVMpn3xolQqoVwqGU4fs5N00ZyYVKA98eIftfl7evgPAPzvrV/3SZKkbd8nAWj1sYMAzntuJFq/5xiuWtCRJIHhVv/lbeLig7Pfw2AvYZ7DtVO4LH0DAMZabRS3pRIBeDMJuKoUVoy5UG80ev6atRYuzn3z5Ppx3I2GLGPWxrJrs9DExE5V+XfjHjQVpWeqL5aWluAO9oF1XZ4c0w4MReL9uBvzc3OOMbA8j9auZXZcIU0SeH/AjcXFxa62NmoL67AN4gUAvDugfq5fv35ty/GAc+KFzZUXPp7GSJDHzPS05d5b5XIZm5tbCPR3P4HjbpjH9tZWx+7917G0tITj42P0TXxg2phmwzMk3Cxtij9VIpGw/X5tFy+nVqCZ+bzWqoedLF6YJdpkMhnwnoCjWyvCAoNypbNkvzfzO3t8hcwk4KKRy+Xbfk5rn/FeEmqOinX4fT7wPG94rCsdlURR/DqAbwCIiqL4S+f+yAfAcO2qKIosgL8A4O9d/DNJkhRRFHW/abe2tmzdVbmudG0syOP7aylMT08bjoZxChf7KeM+Fktrebx69Qoc5zyVXi9XtcL0eRj4eBrPPvsMXq9zletO2NzcBEWzV5qsjQTUNoqPP/4YNN0dIzYz0KqgeE8Qjdr1xpQDPhYhgcEnn3wCn697O4l6WFhYUE2rOnyJR9wMBnwcnj55gmg06ujJTblcxtbWFgYffsPwWF8e9uL5TgG///u/j6985SsmnJ15vHjxAjTLW+IM/+GQF59tFfAHf/AHXbluRVHw7Nlz+GIjugxX9RD3sgi7GTx58gn8fnsmuQsLC+DcPjCc/XOAx/0C/nApg08++cSUHa+r2NragqI0u9oyojEZFfDpVgHf//73MTFhjpjy3e9+FwzvRsBCU1kzCLoo7OzsnFWl6aFcLqNQKGB03JmGjgxFgmdIbG9vG7rO88zNzYEgSMdW1QBvRJuFhQVDAsb+/gFYj3NFGgAIt1rSX7x4gXib6RSasbWTK0quwsNSkFuiejvrKK2ti+H1b9zYTaZUh9vjv/Yz++BBe40d161CWACe1t85fycUAPx7bY1+PT8FYEaSJK0571AUxbgkSQetthCtSXMPwHmL9aHW713J2NiYCafXPk+ePLnyz+6EXPg+8mg2m23/UJzOv/gX//cX/j/uU0sVBUHAvXv3unFKlqB5exAX+swJgsD9qAsz+/sYHx83RUXsNk+fPr1WwaVIAu/0CZjZ3cXo6GjPCnGaIMW5g2jUri+tJQgC78Xd+Gj9ENFoFJFI+/4R3eYP/+iP4A726xIfPhh04w+XshAEwfZnaSd8/vnnAIDQoPFnTsBF435MbZn52Z/9Wcd8ppvNJv6P3/kd+PvGLTHl8vM07kVdWFtdxc/93M+BYd5OG7KS3d1dFArHuHPv67YdkyAIPO534wfrKcRiMYTD1vd9/+7v/m7XjA8f9Lnx/0k5HB0d4Vvf+pZlx5mfnwfNcPCEux/bN+hj4eFoZLNZ/PRP/7Th8Y6Pj5FIJBAXv2aq74wVBAUaO8WSofmm1nLj1DQKAHCzNGiaNm1e/fTpUwj+SNdSctrB0xIvAoGA7utWFAWlcgnhmLM3ZIIu9efg9XrbvtZCoQAAoFmXZedlFS5Wfb8PDQ21NdfUKlIYrjeuVVEUZEsNfPhozJTP7JWzIUmSPpYk6VcB/IQkSb967uvXJEkyI3bg5/CmZQQAfh/AL7R+/QsAfu/c7/9HrdSRnwBwfK69xBGUL5g6nqfPy8DD0ab3X3aTUumL7RRxr6oSau7UtwXtQXjZy+xhn1p6PDc3Z/dpWUIqlb6xd+7duBuyLPdMS8FlJJNJcIIXNNtehdDjuGogaLfBnxHK5TKSB0l4I/oWS+/0ucHSZNe9EG5ifn4enOAzrcz362M+VKpVR113IpFA8fTU0t3srwz7UCqXu/K5npmZAUlStvhdnOdRv/q5tsOQN5fLoVAodC1ykqdJ3I8JeDkzY2n0s7SyAm9sxBGLe4IgcC/CY3lpyZRrnpmZgaIoiDowHvUifp5G4eTEUByw1nZoRbWXWbgZAqcmeTMpioLE3h5cDm4ZAQAXoy7ZjFSWVyoV1Gs12yrd9KK1yHTS0qj9u1Btzu+chItWf7bttrppdgWXJQQ6kVK9iWqjiWjUHIPRdrZySqIo/kNRFP9IFMXva19GDiqKohvAnwFwfgv/vwXwZ0RRXAXwp1v/DwB/BGADwBqA/wUGkk6solKugCAvV2sJgsBEmIO0vHxlKkkvUa/X3/L44BkSYTd761JVjo+PQVI0COLtj8mgn0XQxfTUovYqyuUycrksBP/1L+64j0Pcx+HZs88s75+2ik6j0Hw8jfEQj6kpZ0dpnkdtjVHgjQzp+n6WJvG4X8CrV68ca9xZrVYhSSsIDk6a1toy4OMwFuLxyScfW7rI64T5+XkQBIFA3LpS9dEgh5iHxdMnT2z9XKtC6EsEBiZAs/ZWugRcNIYDHF62FqVWonmWmG242gnvDbhRqVYtE9szmQzyuRz8BlJ/zOZ+TECtXjfFp2l6ehqe8ICjWwo0fDwFRVEMGYrv7u6C9wTaFvm7gcBSb22k6aVQKKB4emp7GlCncJRx8ULblDPiE2UHFEnAy9Mdxf5qc7TL5uxOR5vHdPo+cm5j7xfJldT1r1kVzO38hP83AMsAxgH8KoAtAC+MHFSSpKIkSWFJko7P/V5GkqQ/JUnSpCRJf1qSpGzr9xVJkv6mJEkTkiQ9liRpysixraBULl0aMakhRgVUqlVHR/G1y1XmOQM+Bjvb2z27qL2MbDZ7pbGjlsywvrbW86kj+/tqHJUQvHnX4YMBN5LJw54Uqmq1GpLJQ7g7LIV9N+5GLpc/66d0OisrKyAp2tBO71eGfZBlGc+fPzfxzMxjZWUFstxAcHDS1HH/jTEfTk5OMTXV/deMoih4/XoWvtiIpaWhBEHgy8MeHCSTtiZjra2toVg8RWTkoW3HPM+jfjcOUynLY75XVlbA8m64/N1rOxsL8gi4mLNWK7NZa5mSG4ksNpvRIA8XQxk2Zj04OEAymezafdopmi+CEeE5kdiD4PCFPE+TKJXM8bZ7Y6jr3EoTQA0BYCjyC4l/nfKm3cD5rb8elurIsPPNRkbvrUO0U293DaVX7OgWubK6IRQKmSMAtyNehCVJ+i0A9VYryV8D8CdNOfotQFEUVMplUPTVvcJ3Qi4wFHkrWgyueiEO+TmcFoum5m53m0wmA1a42tDtcdwNBejpNgrgjYmlJ3Rzr/Kjfjc4msSnn35q8VmZTyKRgKI0O+7JFmMCWJrsmSqbZUmCNzIE8ppn0k1E3AzuhHl8+vSpIyvG5ufnQbM8fJHhm/9yB4wFeQz4OHz00fe7Xmmzs7ODTOYI4WHrvZIe9bvBMxSePn1q+bE0ZmZmQDOcpVUl13E/JoAgYGmakCzLkFZW4Osb66r5LUEQeDcuYG1tzZJ39ObmJhhOgMtnvX9Iu1Ck2jqyuLBg6Bmm3R+h4ftmnZqleFhj4kWxWEQ+n3N8FYKLIU0z5k8kEgBBODppRIOhCEOVgZoYQPeAeCEwBE5P27+PNTP5puy8OctN1GVVhGjXEN/lUjc05Lp+IctO8mX1Z2KneKF9Sg5EUfxzoih+AMD5tXM2Ua1WIcsyKPrq8jqaIjAZ4TE3N9v1CbFRtJKziwwH1Ovvld3pm1AUBemjo2vLREMCgyE/h2kH7NIaYXNzEy5fuK3dXZYm8W7cjdnZWce2FFyFdm92Kl6wFIn7URdev3p1ZSyyU0ilUkinUqYsCL824sPJ6aktvgCdIMsyFpeWEIhPmG5iSRAEvjHmQzab67rYPD09DZKibVk0sRSJd/sFzM/NXRkRbSb1eh1z8/MIDt7rmkGem6UwGuTx+tUry3avNjY2UC6VEDK5QkgP7w2oZeJWVBVtbGzCExl0XDrR/T4B1VrtrHVHD7Ozc/BGh8DybhPPzDqElnjRyY71ec6qEELOFi84mkRDlk0R1xOJBARfGFQP+AfQJGnomrXney9UXrgYCqVi+3HHbrf6GW1U7UubNItyXfWo0a7hJrS/V++Raz2uyPB43KaZgrcz8/uvRVH0A/jPAfxdAP8UwH9mytFvAdoLgmKu7w18EBNQLJawsbFhx2lZxlUtElE3A56hbo14cXx8jHqtBv6GHtdH/W4kDw8tLz22ikajgfWNjY76sT8c8kKWZbx4Yah7zHbW1tYg+KO6Xtrvxj2o1mqYn5+34MzMQ1twh4aMJ3DcCfGIelh8/PEPHFWauLW1hXKphODAXUvGvxd1ISQw+MFHH3XtuqvVKqanpxEaEkHf8G4xi/cHPZCbTVsqjCRJQq1aRXikuwlc96MC0kdHSKfTlow/NzcHkqLh7x+3ZPxO8PM07oR4vPj8uambKKenp8hmM10zJL2O8aALLE3qfm7ncjkcHiYRHOi++NQumqlju8Z/F9GM190BZ4sXLKUKZVoqnF4URcHO7i4Eh1+vBkXCkBmrdl/Y7TOkB5okOhJqPB5VoK1X9d373aRYU5/J7YoXXq9quFor98Ym4nGlgWDg+lCATrhRvJAk6Q8kSTqWJGlekqRvS5L0oSRJv2/aGfQ42u7zTQ+CuxG1dcTKElU7yOVyIKm33cQJgsCIn8V6q/e110km1RhNwXd9n/KDPrX02Gm70+2yvb2Neq0Gf/9Y298TcTMYDfL47Ic/7JlKokajga2tLXij+toMRoMc/C7GEV4IV6EoCmZmXsITHgAnGI9BIwgCXxvxIpk8NLRzaTaLi4sgSQoBixaEJEHgq8Ne7CYSXUtQmp6eRrVaRd/EB7YdM+ZhMeDjbBElX79+DYZzwRfrnoklAExG1WqzhYUF08eWZRmvXr9GID7hmB3d9wY8yB8XzjwqzGBnZwdA5xVtdkBTBCZCPBYXF3QJkZrZZ6DfurQfs2FIAiRB6G6p2NnZgcsbcrRZJ6BWgQIw5P8AqBtVxdNTeBxeaaJBgDAkqpdKJVA04+hIWA2a7KxFRmtJqJy2b/LpFLKlOrxeD1i2vXeFZnxZOemNay1Umwia1DICXCNeiKL4G9d9mXYGPc5ZrjB3vXjBUCTuhnnMzfZ260g2m71yYTQa5JHJZpHP520+K/PRKikE//XJFG6WwpjFpcdWIkkSCIKEL9qZ0dqHQx7k8nlTnNztYHNzE/V6XfeClyAIPO4XsLqy4tj7e39/H4eHSURG3zFtzEf9bng4Gj/4wQ9MG9MIiqJgdm4OvtjojdVuRngcd4OhuhMX22w28eTJU7iDfbYvCB/1Czg4OEAqlbLsGI1GA4uLiwgM3O16rKafp9HnZbFogXghSRJKxSKiY49MH1sv96IucDRlanXNWZuBQ2M170ZcODk5PTOm7oT19XWwLo+jvDxugiAI8Iw+U0dFUbC9swN3KG7BmZmLVnlhNBnqjVlnb4gXIIyZNFYqlZ6ougAABUpHrWjBYBAkSaFy0n68qlNIFxvo72//c8cwDPyBAMo9cK2KoqBQaSAQCJg25nWVF78I4N8EsA9gCsD0ha8fA5wtZGj25lL0+zEBJ6enZzsVvchRJgPWffkNOBZSH4hm7up0i4ODA3CCF3QbPhAP+gRkslldk6Nus7S8DE9ksONdFjEqQGApx6ZRXOSNSKPf4PFdhxu0vnjxAgRJmmrwSJMEPhx0Y2VlxdIFbbscHBwgl82a0hZzHRxN4lG/gFcvXxouS+6UpaUlpNMpxMWv2u4hcD+mvseMJjRcx/r6OqrVKkKDomXH6ISJMI/t7W3DO7gXmZqaAsO5HNEyosFQJB7EXJibnTXtvj7zC7gmca2bTITVd7geoX1zcwuesPO8PG6CoUhd/kxvqhCcL14wpPozMepDlUgkQBAE3D1g1gmoC0HSgNdTuVy2VPg3k4asdOSRQFEUotEoSsfWtAFahdxUkC7WEY939rkbiMdRznd/XnYTlUYTdblpm3gRB/A/A/hJAH8ZAAPg9yRJ+o4kSd8x7Qx6nFwuB4pmr00b0ZiIuEAShOP75q9CURRkjo7Aey7vW4p5GLhY6laIF4m9Pbj87b3M7kfV1hErJ/xWcHx8jIP9fV0lsRRJ4L24G4sLCz1h3Lm4tARvdNjQSzskMBgOcPj88+eOq7Kp1+uYmppCaFA0PVbzg0EvKJJwRMLMq1evQBCEZX4X53nc70a9VSVgF4qi4Hvf/z44tw/hIfvTDXw8jSE/h4UF695R8/PzoGgG/j5nxGreCbnQVBRTo8xLpRIWFhYQHnnY9eqSizzqd6NWr2N5edmU8fb29uBy8MLPw1EIu9mO/bhOTk6Qz+fgdWA7zE0wFKFrUa9FoDuxBegitImVFy5fxFA6l53ITXWRrpdyuXxtwICTqDcVMGxnP5eRkWEUs0nHzdGuY79QRUNuYny8M6F7aGgIpZMM5IazjeSPK6pHSzBog+eFJEkZSZL+iSRJ3wbwVwEEACyKoviXTTv6LSCbzYJz+wHcrMzzNInRIIdFCyeGVnJycoJqtXplAgdBEBgNcFhbXe2pB8dFqtUq0qlU25nfgtY68rq3WkfO+nnj+vp53xvwoKkojq1E0Mhms0gdHiJoQgLHewMeHB1lziZ5TuH169eoVCqI3XnP9LE9HIUHMQHTU1NdTVtRFAUzL1/C1zcGxgbn/+EABy9P2+pns7a2hp3tbcTFnzA9SaVdJsI8Eok9S0RJRVGwsLAAf9+4Y3quhwIcaJIwVXSfmZmBLMuIjr9r2phmMRLk4GYpU8T2UqmE4+NjCG0K/d1i2M9ia3Ozo5bdM98rBwszV0ER0NWevLu7C5KkbmyXdQJUq/LCiHklACQSexDanOs5AVlRDIoXlZ6pvDipyvB5O/PvGh4eRr1aQrV4ebiAE9nOqVVwd+50NhcfGhoCFAXF3KEVp2UahYpqumpX5QUAQBTFLwH4OwB+HsC/wo9bRr5A+ugI3BWVCJcxEXYhlT5CLtcbJivn0RzZr0vgGAvyyB8fI5t1fh/WVezu7kJRlI52Hx70Cchkeqt1ZGlpCZzLq3uiEnEzLYO/z00+M3PRKp3M2K1/EBPAUKSjjDsVRcHTp0/h8oUtM0D8YNCDSrXa1eqijY0N5HM5REYe2nI8giAgRlxYXVkxvLvXLn/8x/8arMuD2PhjW453GRMRtXLHCpPWvb09FAoFBGyonGkXmiQw0FrcmsXU1DTcgZgjS9FJgoAYdWF5aclwzOThoTppdvpid8DPolypdORXpLXJ9ZLfhQZJELoW9bu7uxACMccIi9dBE8YrLwqFAk5PTxzr13IZtUYTHKdffChXyo5t8brISbUJf4cLXq16oZDujtm2HtYyZQwODLSdNKIxOqpWL55mnL3uOC7bKF6IovhfiaI4DeCXAHwM4MuSJP11SZLsq6F1OLIsI3OUubKN4jImwqovxMrKilWnZRlnL3Pv1S/z0aD6UO3lSNitrS0AgCfUvnhxPyqAJAi8evXKorMyF1mWIa2swB+/Y6if93FcQDLp7KjYubk5CP4oeK/xkjWOJiFGXXj18qVtC9qb2NnZQSKRQN/ElyzrzR4JcAgJDKa6GI/77Nkz0AyH0JB9XgkTER71RsOWCOi1tTVsbm4gLn6tq4uHfi8LjiYteYZrLThBndVeVjHs57C3t2eKD0QqlUIisWuqca7Z3I24UKvXDd/Xmnjh8l+fytVtYm51sdbJeyqbzYKkaDC8x6rTsgwCnZs6NptNJBKJnjGu1CovjBjgnxmzO1BkvIxmU0FdboLn9RtuVivVnqi8kJuqyWOnrQZ9fX1wCQIK6d7wFizWZCTyVbzzqHNjZ4/Hg3A4gpOjhAVnZh75SgMMw5xF2ZrBdZUXfx9qq8h7AP4bADOiKM6KojgnimJv532aRDabRbMpd6TMR9wMBJayZTJsNqlUChTNgBW8V/6diFv1vehl8WJtbQ1CINqRd4DAUhgPcXj18mVPtI5sbm6iVq3qbhnReBBzgyDgWNHm+PgYm5tbCA6aZ/D4OO5GpVrF0tKSaWMa4cmTJ6AZDtEx6xZLBEHgUb+gVj90IW3l9PQUs7NzCI++05a/kFmMBnmQBGGL2PzHf/zHYF0e9FnQ+tMJJEFgyM9i0yLxwhMesKXtpxMGfByaimKKCDszMwMQBMI2VQjpYax1XxtNizo8PARFM6ZEM1tJxKM+MzoxHT45OQHr8vScWScANIGOTR2z2Syq1Wrb7bLdpqVdGGob0SplnVghdRnlhirUuFz6fa2q1d5oG0mf1tFUFAwMdOa/QpIk7k5M4CS10xNz8ZV0CQDwzjv65m/j42M4zew5+lrz5QZCwYCpz9Lrnm7jAP4kgJ9uff351pf26x95zkomOxAvCILAsJ/FxoZ55mB2kUqlwHtD196AvXx9gOp3sbm51XF0KAC80+dGLp93nB/CZSwtLYEkKfhjY4bG8XAURh3QsyxvAAAgAElEQVTs96G2OSiIjJiXwDEe5OHhaEd4feTzebx+PYvo+LuWT0ge9atpK90Qqp49ewZZbqBv4gNbj8tSJAb8LDZMNHO8jPX1dWxstKouHGAcNxzgcZhKoVwumzZmoVBAIpFAMO6clhGNfp+6M7+3t2d4rNezs/BFR8C6nLtjz9Ik4j4WOwbfValUCrwn6PgFPk+TYGnyLNq+HU5OTkCz5pof24WeRArt3hd6pIWCJMypvOAEb89Eh55WVaHG59MnFsqyjEajAYp2fttI8kT11xocHOz4eycnJ1EtFVA5dX57/uJhCeFwqGORRuPOnTuoV8uonGRMPjPzyJZlhCPmthZeZ9i5fd2XqWfRo2iqbaclk4N+DtlsDqVSyYrTsozDwxT4a1pGNIb9HDKZbE+kUFxkbW0NstxAcKBzc0cxJoAmCVsN/vSyuKilbxh/id2PCjg6ypyJeU5iZmYG7mCfqX3LJEngYcyFpaUl0+MVO+Xp06dQoKBv8kPLjxUSGPT7OMzO2lt412g08PTpp/D3j0PoQnn6SIBDIpGwNDL1u9/9LhhesMRwVQ9xr/pcMNPDR6tUCuh4tlqNj6PAM5ThyovDw0OkUymETKz0sooBH4vdRMLQznU6fXStB5aT8HI0jo/bN/GrVnujvP4yGjoSKQ4ODgCC6MozVg+aXmZk02R//wAun7P9Ws5jVLzQ3mG9IF7sHlfg4nmEw53P3e7dU5+/x8ktk8/KXE6rMrZyFXzwgf6W3zceH85sHWkqCrKlOmIxc6ubumNnfkvY39+Hyxvs+EHQZ8HE0Gqq1Sry+dyVSSPnGQqoL/xeqEC4yNzcHGiGgzcy3PH3cjSJyYgLr169NOyAbSVHR0dIp1OmxU2KMXV3am5uzpTxzOLg4ACJRAKR0c57CW/iQZ8AWZZtjdG8SLVaxbNnzxAavAfe7bflmPejLuzs7NjaOjI9PY3T0xPE733FtmOeZyTAo6ko2N21xgAskUhgdXUV8XtftbUl5jq0d1QiYd6EaHFxEZzgc6S5I0EQiAh0R20Fl3Hm6THovOqSi/R7WdTrdd3m2rIsI5fLdeT51U1cNNGR2Fyt1hxRBaWHuqyAZTubl6ZSKbg8gZ4w6zQDWZaRSqUgBJz3PLqKXMv4UG/kpJYW5vT7WlEUbGaruDs52XEFEQCEw2H4AwEU0s5egyweFqEowPvvv697jEgkArfH41jfi+NyA3JTQTRqU+XFj7mZxN6erhK7WKv/Uovi6gW0pJF2drDjXg4USfScr0ej0cDc/DwCg5MgdUZRvdPvRrFYMjV2z2y0CXbAhOhQQN3RGvJzmHeYePHixQsQBGlJOsWQn4OHo22vQjjP1NQUKpWKrYv6+zEBALCwsGDL8ZrNJj766CO4g33w943ZcsyLDPrVRYBm5Gs2H330EWiGQ+yO/gmM2Xg4Cm6WNq2aql6vY2VlBYH4hGNbDMICjbRB8WJlZQWCP+J4DwgACLjURape8SKXy0FRmh2lrXUTmiRQ7yDquak0QRC9OUWuy82OxYvk4WFblbVOQXuK6G0bSafTqmedA8XUq8iU6mBZRnflhSZeOL3yIltqoFBpYHJyUtf3EwSBybt3cZLadWQ7s8Z8soTBgQH09+s3ySUIAuNjYzjNOFO8SJ2qxvZGrvEyevPJ7ABKpRLyuZwu8cLDUmBp8kwQ6AXOXMV9N5cU0hSBuNfc6Dk7WF5eRrVSQXj4vu4x7oZd4GjK0a0ji4uLEPwR8B7zYovuxwTs7e8jk3FG3129XseLqSkEByfB8ILp4xMEgXsRHiuS1JXUkWaziSdPn8ITincU6WuUiJtB2M2exc9azeLiIo6OjhAXv9q1Ra+LoRD1sJaIF7lcDrOzs4jeeQ8066wS9ZBAGV7Ma6ytraFerzuyZUQjKDA4OT3V/Xmut9I7fAZ9hOxCEy/0xrZrz3q7qr6MQpHoKBq22Ww6Vmi7DkVRUKnLHZk6KoqCbCbbM1U0AKAtSfX+jLTNQydWgl3FUbGOaDSq+5q1+9/p1TVSy8Ty/n39c/GJiQnUa2WUC0dmnZapZIp17Beq+NKHxlt+x8fHUTk9Rq18asKZmcvhaQ0EuiBeiKI4KYri/yWK4qIoihval6ln0YNoJcSecLzj7yUIAiGB7inx4uDgAARJth03OdzqE691sNPRbaanp8HwAgJ947rHoCkCYpTH3NycY6I0z1MqlbCxsYGAyaZ52o58NysRzjM/P49yqWSph8C9qIBavY51i80cL2N1dRVH6TT6Jz+0fYJ9L8JjfX3dVDPHq/joo4/Au/0ID+mfxJjBoI/F9taWIXO4y/jss8+gAOi/+yVTxzWDsMAgnTZHvFhcXARFM/DHOjdCtgs/r1bb6V3MJxIJNBoN+GKdtxx2A55Wp396vVy0fyfORBHcSuQmQNHtL9pIgoRz92yvpiorUNBZIsXJyQkajTq4HhGizmNIvCCItlqhnYCiKEie1DE4OKR7DE28IHRWFtvFcqqM4aEhhEL6fzaaF8TJkXETZiuYTxZBwFjLiMboqPpePc04z4ogWaghEomA48zdnGmn8uKfA/hNAA0A3wbw2wD+V1PPogfR/Bz0ZmIHeRo5neWa3WB/fx8uXxgk2d5DbyTIQW42sbPTG1nL5XIZi4uLCA8/AKGjx+487/S7Ua1Wsby8bNLZmcfy8jKazSaCg/rK8a4i4KIx6Ofw6pUzKk5++MMfgvcELG01GAvyoCmyKz/nTz/9FAwvIDQk2n7se1EXms2m5de9s7OD7e1t9E1+2fBn0ihDfg7lSgVHR+bt4jQaDTx79hzBgUlHLhp8PIXTYsmwf4+iKFhcXISvb8zRO35+Xj03vX4u2pzAE+7cHb8b0K2sSb0bDNlsFgRBguWdm6pynkZTAd2JeEGSUEwWK+2gVFM/r253+3HEmpEp2wPtThrNlrKkxxMBUMULlzfo6GfSefLlBsp1GcPD+sVRTXx3cjtUrqRWJDx+911D44TDYQhuN04zzhMvFEXBwmEJE3cn4Pcbf/cPDQ2BoiicOOxaFUXBXqGOkVHzNy3auYNdkiR9DwDRShr5FQB/zvQz6TG2trYg+KOgdbpR+110q2fU+dq+oihI7O3BHWhfqBkO8CAIdGVXWg+zs7OQZRmRUX1Zy+cZD/IQWKorkZI3MTc3B9blgSfUecXQTTzsE7C3t9/11JGDgwNsbm4idud9S6sSaIrAaICFZLN4kcvlsLS0hOj4e12ZeA36OQgsZbnvxaeffgqKZhEdf2zpcdphoOV7YaZp58LCAkqlIvomnJEwchEPpwrVncRLXsbBwQGOj48dGZF6Hm/rejtJpDjPzs4OeLcfLN/+orGbaE9GvXOQfD4PTvB2XVhsl0pD6agagaIpKE3nGm9fRbElXni93ra/R0uG65V7F1BTDACj4kVvJKsAQOJYrZAaGRnRPYYmRDu5HWquVZHwwQfGYtEJgsDQ4CBKx86rcE+e1JAt1fHBB+ZUXNI0jYGBARSzxtKyzCZfbqBYa5xVhphJO5/6qiiKJIBVURT/liiK/zaA3pDaLaLZbGJ7exueiP4dFj9PoSHLOD11Xo/SRbLZLErFItyh9sULniYR93JYXV2x8MzM4+XLl3B5g7orac5DkgTuR11YXFy0NF6xUyqVCpaWlhAaFC15eb3T5wZBqEaS3eTZs2cgKQrRcWPKfTvcCbuQPjrSbXqnh88//xyKonQtVpMkCNwN85CWly1L1SmVSnj16jUio+/oFojNJOJmwFCkqQlKz58/Byf44HeoR4KbURfzxWLR0DhvDILvGD4nK/EYFC8SiT0Iwc49sLpFvbV13amxo0Yunwfjan+B3G2KNRkeT/tTV4amoTTb98hwCsWaurveiXihzUNpznx/KKuQW/dvp5GwgFr1lslkTI1Qt5qtrBodGo+bv/HkFBRFwdyBWpGgN1HlPAMDAygfH6HpMBFy6bAEkiTx+LF5GzMjIyMo5pKOqhbbyavrn7GxMdPHbke8+DsABAB/G8CHAH4ewC+YfiY9xN7eHqrVKnxR/eVbRktU7UQzqvNGOuu1Gwtx2NnZ7SierBsUi0Wsr28gOHTftEX9wz436vU6lpaWTBnPDBYWFtBoNBAescY/wMNRuBt2YXpqqmtRsbVaDVPT0wgNimC49nfZ9HInxAOAbekyzWYTn794AX/fWFeN8u5FBZQrFcsShV69egVZbnRNoLkISRDo9zLY2zOnLLNQKGB1dRWR0Xccu3PN0sbaCjQWFhfhCcXBupy958FQJHiG0lVpUqlUkM1mdBl4d4tqQ53k6u1FzufyPdNm0JAVlOtyRwt6mqbRlHtPvDipqufcSSKFNkejWd6Sc7ICubVGY5jOYz+Pjo6gKEpbBvROQFEUbOVrmLh7V3elCfCmSsWpFd87+Spy5Tq+/GVzEtRisRiaTRm10okp45mBoihYSpdx9+5dCIJ5YuHw8DDkRh3lE+fYEWzlKnALgulmnUB74oUsSdKpJEkJSZL+qiRJ/64kSc9MP5MeQluo+KL6y7c08cLOHVu9rK+vg2Z5CB0+6O+E1N741dVVi87MHBYWFqAoTYSH7pk25kiQg5ulMeeg+NDnzz8H7wlY2pP93oAHhZMTrKx0p+Jmbm4O1UoFsQl7YicjbgZulrZNvFhbW8NxPo/YHeurSq7jTogHSRCW+V5MTU1D8EchBGKWjK+Hfi+Lg/19U0w7X716BUVRTGlTswqGMmboCKg7urs7u6bFMluNh9MnXhwcqOW6bgfdrzdxUlUFZj0914qioFA4drwgpZEtq+bZ0Wj7yRIMw6DZJRHeCCcVGRRJduR5oYkXTo/QPE+99RzuxMdEI9VKUeJ7xKzzqFjHcbkOUTTmcfVGvHDO7vx5Xu6dguc4vGvQ70JDM/ysFp2zSZwu1pEr1U27Ro2hIXVzuZhLmjquXhRFwXaualhwu4p2RvzvRFFcEkXxH4ii+Mj0M+hBtCx3Iy9uoxnrdqEoCiRJgi820vEO4XCAA0dTjqo+uIzFxUVwgtfUXTOSUFNHFhcXHZE6kk6nsbGxjujYu5b2O05GXBBYCs+fP7fsGNfx4sUL8J5Ax1VCeiEIAqNBFutrq7bsZrx48QI0yyM4YK7haqewNInhAGeJ30cul8POzjbCIw8d1Zsb8zCo1eumPLNfvnwFd7DP0WXLLT9HQ/e1JEkAFMe3jGh4GNKQeNFLsYuFirpDr0e8KJVUI9deES8yRfUdHIu1Ly4xDNOTbSPH1QZ8Pm9HC4ZGowGCJB1bBXYZDVl9LumpvDiL+W0zPa/brKTVZK+HDx8aGkf7t1IcWFFUrstYSpXwpQ8/1N3KdhGt9aRaMubbZCZm/SwvEovFwDAsillniBdHxToKlYZhwe0qbnxSSZL0bagpI2kA/5MoinOiKP59S86mB6jVatjY2ITfQJwmAHA0CYGlTXWvt4JkMonj42Nd10uRBCbCHBYXF0yPGDSLRqMBaWUF/viE6QslMSagXq/btit/HU+fPgVBkpabH1IkgUd9ApaWllAqlSw91kXy+TzW1tYRGX1k66J3NMjjuHByNiGyikqlgrm5OYSHHzjCIf1OmMdBMmm6b48Wtxsetj9J5ToibnXiZzTiOpfLYXd3pytJMXYjSRIYTjDFS8gO3CyJ05POS4wPDg5AM1zPtFEAQLakLmDC4c4FNE3g6RXx4uCkBpIkOxIvWJbtybaRQkVGMNhZRUGj0Wg7Sc4pVFviBc933uqSyWTAcC5H+Cm1w8pRGUNDg4aTKTTxQm50f0PtIrP7RchNBV/72tdMG1OrPmpUrY91b5eVdBkjw8MdtXW1A0mSGBwcQDHvDPFi7Uj9N++aeAEAkiQlJUn6DQC/COAVgP/CkrPpAVZXVyHLDVN2kiICpWZNOxgtUSA4oM8pXowKOD0tnvlmOI21tTXUazXd13cdo0EeDEWeGdZ1i1KphM9fvEB4+KEtk81H/W7Ismx7y4ya7qIgMmKuon0TIwF1ArSxsWHpcebm5tBoNBzTaqBdt9mf7dnZWbgDMfAeZ+2KaeKF0TQd7XngePHCYCFRs9mEJK3A3zfmqAqa63CzlC4xLpk8hMsX6ZnrBNTyZb/fp2vxp6VTMD0Sk7p/XEM83t/RLj3DMGg6cJF3E4VqE8FQZ+KFoihAD927AFAz4NmSy+XACs6Lp76MfLmBveMq3n3XuP+T9m8lN4z5GJmNoiiY3jvFyMgIBgfNa2vmOA4kSaFRc4bvXrEmY79QxcN3rJnDDQ0NoZRPOcK0czVTQX9/HwKBgCXj3yheiKL4QBTFXxFFcR7APwLwQwD21GQ7kMXFRdAMB29Ev1mnRtTD4DCZdKx5DqAuJLzhAd2L3rsRFyiSONtNdRrz8/OgaAb+mPlRPjRJYDzIYWVFMn3sTvjss89Qr9UQF80xQbqJuI9FUGAwN2fvz/zly5fwhOK2l4JG3AwElrJcvJiZmWl5lgxYepx2iXs5UCRhagJHoVDA9vYOgoPm+c+YhYuhwNGU4baR5eVl8J4gXA7vt5YV/W7+gCryFIun8PWNmXhW1iKwFGr1eketfoqiqLGL/t4w/9NIF+vo69NXEaMJPEwPpFPITQX7JzWMjo519H0sy0KWe0u8kJsKCuV6x0kNBEEYFivtptISL/SIb4XCCZgeiYVdOlTTnt57z7h4oUUFyzXnpOABqrFjtlTHN77xDVPHJQgCLMc6RoTcyKjVCPfvW2OaPzg46AjTznJdxm6+gnfesc5pop3Ki38GIAfgz0qS9CckSfpNSZJSlp2Rg2k2m5ibn4e/fxykzgndefq9LCrVquXl5no5OjrC/v6+oR1CjiZxN8xj9vVrx7WOyLKM2bk5BOITlpXhjwZ5ZDLZrqXK1Ot1fPzJJwj037HNTI4gCEyEeKyvb6DRsKfsNp1OY29vD+Fha14K10EQBIb9LDY21i07xunpKdbW1hAafuCY3V2aIhASGMOVCOdRK70UhBwoXgBqxHUul9P9/bIsY21tDf5+Y22HdqC5+esVL7R2OX9Mv7G13fC0OiUql9svMz45OUG5XOqZ5AJA9QtIn9bPTN46pZfEi73jKmqNJiYnO/MJYlkWcqPu6M2lixSqDSh4Y1TYLiRJOtbE8SrK9SZoitLlj3By2jvixUKqjOGhIV3tXRdhGAY0TaNRd0YlgsZM4hSCy2WKQHMRmqbRdIh3zVqmDI/bjYEBazagnGLauZ6pQFHM9/U4z40rNkmSvi6KIgvgniiKIfW3JEMyliiKAQD/FMAjqHrvXwMgAfgdAGMAtgD8rCRJOVEUCQC/DuDfAlAC8FckSZoxcny9bG5uolQsYvBdc8p9B3xqCdfOzg4iEedNfLRqCaPlzQ/73JDmj7C5uYmJCee4zq+vr6NULGLoPesWvCNB9We8ubmJDz74wLLjXMXU1BRKxSLGvmJeH2E73AnzmEqcYHt725afudoyAoSHH1h+rMsYDvCQVnMoFAqm9zICaoWQoihdEWeuI+SikE6Zp2XPzc2pVQkO3cX28RSODQiRe3t7qNfrhmK27aJpsPJic3MTnNsProuRvp3CM6p4UalU2v4ca8kFgkPv2cs4PK2hqSi6xYtisQgQBKgeiNbcyFZAEgTu3u2sNZRlWUBR0JQboOjOTSG7wXFZTUfptPJCTVZpQFEUx4jjN1GuN+ESXLrOt1atwsM4P1klfVpDslDFz3z7Q9PGdLvdqFft9SO7jpNqA8vpEr75zW/pMl+9CZqiHZEapCgKNrNV3H/0niXpG4Bm2smgmEsiOta9fI2VdAkejxvDw9bNc9ppG/kWgFUA/yOAfwxgRRTFbxo87q8D+H8lSboP4D0ASwB+GcD3JEmaBPC91v8DwE8BmGx9/Q0Av2nw2Lp5/fo1SIpGoN8c5/SomwFLk9jc3DRlPLOZnZ2FJxQ3PPmcjLhAU6TjWkempqZAs7ylMX4xDwuKJJBIJCw7xlU0m018/PHH8IT64bV5sRT3qRMDzYXfShRFwfTMDLzRYbCC1/LjXcZQy//BzBaK88zOzoL3BB2XZuDlaNMMO8vlMtbW1hAcnHTsBNrNkDgt6r9ezR/ErjQcIzRbG856JlqKomBzc8vSWGYroFsRK51UjGmVRy6vc5NjLrJ/rJaNj4zoq4opl8ugGc6xn9PzSOkyxsbGzkrm20VrR5Drziqxv458Wb1vO6280BaNzR5qkynWZHg8nbczK4qCer0OinK+IDWXLIIkCLz/vnnR7x6PF/VK0bTxjPJy7xSKAnz961+3ZHz1GdX96qnkSQ2lmmyZgSWgbjQMDg6imLV+3n0VjaaCtYzaMmKVSAO01zbya1BbRr4lSdI3AfwkgP9e7wFFUfQD+CaA3wIASZJqkiTlAfwMgO+0/tp3APzF1q9/BsBvS5KkSJL0DEBAFMW43uPrpdlsYnZ2FoH4HVAmKbYkSWDEz2FtddWU8cwkm80ikUiYYirH0iT+f/beNEaSND/veyIi7zuzsu6s+8i+Z3p2jp3hark0xZUJy7JACP5iQQR9ARYhwoBhyIZlf7FhyDAswzJgw5QgmrYJ2IIEicsDFkWa5B7kzm5P9xzdXR1915n3HZkZ9+sPkVFdanZXZWa8EfGWVj+gMF01XXF0REa87/P+/8+znYvgyy/ZaR1RFAVfffUVcoWiq8kNAs9hLhHC8fGxa/t4G6Iool6vY2H3A88HmYmQgEjQG0Paw8ND1Gs1zPpoZLmQtEQqN4xpZVnG06fPkF3aZm6yEApwUFSVSmn1w4cPYZom00aWsZCAfn/6VauTkxOEovFLkdJgmNNXXnQ6HfR6XSQZ8WcZF2H08TImWKlrNBrghQCCl+Ca2hx3VaSSyanTC2RZvhRJDY2+hpqk4uatWxP/7mUUL1pDDTzHTWySF4tZ7T+seSGch6SaSKWmu38vg0GpSQjulwfYLe4imaS3KJNKJaEzIl6YJsG9kz52d3ddqz7nOI6J1q/nDatVZ9L2tUlZWVlBv12FafpTbbLfkqHqJq67ZEpqM454ERStsHYAgCiKjwE4kSw3YMWu/lqxWLxXLBb/frFYjAOYF0XRlovKAOZHf14GcHjm949GP/OUZ8+eQZIk6mXb67kIavW6b54Ib+P+/fsAQK33/Mp8DL2ehIODAyrbc8qXX34JTdMwu+5udCgAzMUDKJe9V0L/9E//FMFIDLll7yeDHMchEwmg0+m4vq87d+6AFwRfJ70BnsNCMoTDw8OL//KEPHnyBKZpILvs7ktvGgI8B9M0qQwOvvrqK4SjSSRynmvTYxMUOBiGMbUIWy6XEU2xVT3zNuwrOs3qiS3WxrPzF/xNtpjmLm42m4gkMswJi+dx3FWxurY29TGrqkptEcdN9qqW0Hjz5uTveXtCz0pSwTi0hzoymfTEgqNdlXKZzlVSjalaNDmOszw+GFlIexsvmzK6so4PPviQ6nZTqRQzlReP60P0ZJ26Uee/AAewUHnxvCljcXHRlbbis6yursI0dAw7dVf38zae1ocIBgKuizTjLDnfKRaLfx/A/zX6/t8BcMfhPt8D8DdEUfy0WCz+T3jVIgIAEEWRFIvFqe+2ly9fTmS4NQ7f+973IASCyCzSjdTcnIkAT4A/+qM/crWcaFI+/dGPEEvnqSU3bM1EwAH4/ve/T/3aTMMf//EfI5LMepLckE8E8UWpjc8//3yqWK9pGAwG2Nvbw2LxQyrmstMQDXKo1+vY29tzbR+6ruPOnTvILhcR8Ln/ej4RxP3DQzx8+JDqRObTTz+FEAgykzJyFs0g4HkeZ/TtqdB1HXuPHiG/dpPpSWBw1FZw//79iftzCSGoVCrIrbkvmNLAFqRevHgxsQj5xRdfAABiaW9MgmmhGdY5Hx0djd0OdXJSQijmThycG/RVA62Bhu1odOpnc6vVAse7V7FIA0II7pf7mJ+fR6lUmriFsVarAQB01f/xyrg0hzoiiczE19U2jdeUPgD2xVXdJOjJuvXemOIe5gWB+RaZL0oSwqEQeJ6nOoZSVRWq3IdpGuB5f8aGNnePeojHYuA4zrVxoqZpCPmsXai6icO2gus38q6OhwHr+gKA1Cx5vnhACMGT+hCLi4unht2TcvXqeL5147x9/iMAvwzgV0bffw+W98W0HAE4EkXx09H3/wiWeFEpFouLoiiWRm0htgvcMYCzDfuF0c/eyvr6uoPD+7Pouo7f+I3fQHZph7px02w8iFQkgHa7PfZFcxtJklCtVLB0lV4PWjQoYDkdRqNe9/08m80myuUyCjf+nCcTpXzMumey2SzW1uhHsr6J7373uyCEeFJZ8jYiAR6SSVy93nfv3oWqqpjb8H9COJ8M4e6xhIWFhYl7js/jn/7T30RydtX3gcabUA0TkXDI8TV+8OABDF1nsrrkLPbzYnd3d+KIvsFgAE3TELkkBpa258XW1hYWFiaL1LRjfS/D6vxZ1FHEypUrV8Y2Pfx//uE/RDR9OZILACt9AwA+/PBDbGxMl3rzh3/4h+BUtid/FUlDva/hF/7CT031fJqfn8d3vvMdZlapL4IQgtbQwO3raxOf7+zsLH73d38X6rDn0tHRpStb3h67u7tTXdtkMsmUaeXryLoJsTrEBx99faqqofPodru4d+8etKHkq5lyc6DheVPGt7/9bVdbDCLhCAyfk3ReNGWYhOCTTz5xvSKBEILf/u3fgdQsYX6LnlfKODQGOtpDHT/74Yeuz/POrQctFosCgH8giuLfEUXxF0Zf/6MoilM3xomiWAZwWHxVZvCzAB4C+A6AXxz97BcB/Oboz98B8NeKxSJXLBa/DqBzpr3EE/b29iDLMvLr9D9gHMdhayaCx48fexYreREPHz4EIfTjCteyYRyfnEDT/B303Lt3DwCQX3Uvxucs2ZF4Ua97V8b12Wd3kcgtIJryz0QuwHOu39M/+tGPEImnkZrzRhQ6j3zcus72ih0Ner0eGo06s6CG4bMAACAASURBVOkUkmJQ6cfd29uDEAwhNct2rKYTHwg7YjV0acSL6c+1UqkgkqAn4HlFTzHAAWPf04QQDPqDSxEZanPUUcDz/NRJI4DlAcZx7pmx0eB+uQ+e56eOX7TLu9UhHUNitxloJmTNwOzs5JUTtveJ0u/SPixXaE1pTGqTSrJlWvk6e5U+dJPggw8+oL5t2w9FGfgrVH1+LIHnOHz0kbtJeIIg+N4i9KwxRCgUmlosngSO47C6uuKLaefzhlWl5kUXwblvH1EUDQBro6hUmvwNAL9RLBa/BPAugP8WwN8G8HPFYvEJgD8/+h4AfhfAcwBPAfw9AH+d8rFcyJ07dxCKxJGeW3dl+zv5KFRVxfPnz13Z/qTcv38f4XgasQzdkt/ldBimafqSvHGWzz//HMmZJUQS3pT6ZqMBcJx34kW9Xsfx8ZFvsaE2AYGDrrsnVDWbTTx9+hT5dTZaDXIxq5CNpnhhp5ck82ymNvQUE+mMs9YyQgj29vaQmlv3rcVpXHQH4oXtaxSO+pOIMynTpo0QQlBvNBBJ0Gk59JKOrCORTCAQGK8lQtM0mKYB4RKYV9ocd1QsLS06iiW0IjUpHhRlTELwoDzAlStXEI9PVxUTCAQQi8UvTTVCY2C9a6cRL4LBINLpNGSpRfuwXKHZt851bm66MerMzAyUPls+c2f5stTH3OysK1GTtlClDvwTqgyT4ItSH1evXZvaNHhcgsGAry1ChFjpGzs7O2O/V5yyurqKQbcOQ1M92Z/Ns8YQ+fwM1crjtzHOv+RzAD8oFovfAXAqVYqi+Hem3akoip8DeP8N/+tn3/B3Cay2FV+QJAl7e3uY33kfnEuxL+u5CASew6NHj7C7S7faYVJUVcXjx4+RX3+H+oRwIWlpYCcnJ54okG+iWq2iVCph7d0/c6u5hsBzSIaDaDabnuzP7jfPFeiay05KkOeguvjwvHv3LgAg72Oe9VkSIQECz1E13z06OgI4DvEMm8aHLVnHqsMXVa1WQ6fTwcb21ykdlXvIuoloJDyViaV9X/gV5zsptv9DKDTZ2sVwOISqKL6WJE9LY6AjPzO+YaxdWca66GZjEoJST8X7V51VqvE8D+JzKfZ57Ldk9BQd7733nqPtZLNZSD5O8iah7nBCPzs7i7JHYxSn1AcaIuHwVFGpgPVvdPfuXRi6CiHAVmtba6jhsK3g53/+fVcWZV5VXvh3Xz+tD9FXDderLgArNajlIN7cKVVJQ1fWce2aN5XegJU4AkLQb1c8q9o1TIKDtooPPnL2zB2XcUZgzwD89ujvJs98/URw7949mKaJWRcnSCGBx0omDFF85No+xuXJkyfQdR3ZZbrGpACQDAsICvypOZQfnKaoFLwVidIR3jvx4ssvkZhZQjjurqvxRQQEDpqquRJTRQjBZ3fvIjVbYMZDgOM4JMMBdLv0BgUnJyeIJWfAU/baocFQMzBUDccRZ7axU3re/9afixhqJqLR6VoE2u02eF5AMHI5IjVt/4dJxYtTkcbn58+kEEJQlTQsLY9f5WRHqnIM+tG8iXpfg6qbjr2XrLQGf6L4xuFhZYBQKOh4wjAzk4M6cD8xiwY1SUMoGBzbq+V1FhcXMezWfS+xH4eqpGF+YWHqyf38vLUYMPApkeE87pesNWKnwtvbiEQiiEQivlZefH4iIZVMetJeEI/HYWj+peg8rlneKl56/dkVO5KHrSOlngrNMLG1teXJ/s6tvCgWi7MAfgfAU1EU2a2xcglCCD790Y+QyC0glnbXgXkzF8H/97SKXq9HNdN5Uh48eIBAMIxknr5ax3EcstGA7+JFPLuAcMzbgXUmEsChB+JFo9HAyfExVm99y/V9XUQkwMMkBKqqUk9ZKZfLqFWrWH/v21S365REiKcrXpRKiKYnM0v0iubAWnV2Kl48e/YM4VgS4Tj7iQ2SYiA5ZdRZq9VCKJZkosVpHGTdBM/zE4sX9v0filweE0vAup9V3cTyBOLFaQWOCwKtG5x0rEo4p+XowWAQxGTT8NAwCR5Vh7h+49bE9+7r5HI5KPcfgJima5W3tKhJGuYX5qeqCgOApaUlGLoGWWr56pV1EYQQVCQN71+bvpXSvv/7zRKSjKV4PagOsbmxMbUINQ6ZTBaKT+1QfdXA08YQ3/rWz0zVfjkpyWQS6lAatbp5/+59UpexslJwPSL1LMlkEulMxlPxYr9lCUSbm5ue7O+tT7lisfjvA3gA4H8G8KhYLP4lT46IIU5OTlAulZD3ILFhNWM51798+dL1fb0N0zTx8OEeUgsbrpXBJsM8uhPG7tGi1+vh4OAQ2SX6VSUXkY5aK/L2Sp1bfPnllwCAXMH/2N1o0Hq89Pv0jbFOz5OxdIpokEefUomiqqpot9rMDiSbA2dlyjb7BweI55YuxaS+q5qnZbeTUqvVEL5EPhCSYiCZSEx8XXo9a1AcvGTixX7bGnxNklZmD75Ngw2z7Yso9RSEw2HHgmMoFIKpe9tPPS4HbRlDzcCtW7ccbyufz8M0DeZ9L+wJ/dKS8wm9lxOeaWgNJxcZXyedTiOZTKLXOKF4ZM6pSSrqkop33nU3JSKbzfhWefGw3Ach7lWWvM7MzAwMXfMlXaYr6zjpKrhxw/s0vJVCAcN2xbP9HbUVzObzni2+nyfR/scAroui+DGATwD8554cEUP8+Mc/Bs8LnqRSLKZCEHjOV/HCyrbvIbvoXtlPPCRQXZmeBCtfmfgiXqQiAkxC0HFZuPniiy+RyC14ZkZ6HvGQNbCXJPr9hvfv30dytoBQlK0S/FiQpybWWMafBNEUm6kNjYEOjuMcmTNJkoR2q4VEbnyfAb8ghKAr61MZjBFCUKvXL5WJpaQaU60W2fd/4BIlcADWylEykZjI8NA2vbw04kVXQ6FQmHp13iYcDsNgVLx4UhsiIAhU/MNskYd1I8uuYmCoGVhamr6KYG5uDuFIBL36McUjo89R2wo7XF2dPpmK4zhsbm6iVztwpa11Wh5WBuAA6vGor5PNZn3zvHhQGWBxcRGLi96882dmrMUfuee9n8vjmpW+ceOG975shUIBw14Lujp1OOjYEEJw3FWxNoHw75Tz3mCqKIo1ABBF8TmAy2OnTQHDMHD37j1klrYRCEVc35/Ac8jHgyiXy67v6208fPgQ4DhkXBYvpH7flxfG/fv3EY6lqKeojEM6YnVouSleNBoNHB0d+m7UaZMMW+IF7XNuNpsolUrILrFVdQEA0aAAeUinv7JarQIAIkk2Ky/aQx2ZdMqRg3alYq0MxDLutuXRYKCZ0A1zKrGm0+lAVRRmq2jeRHtoIDcz+fEOh0NwHMecEd55EELwsqlia3t7okoTQRAQDAZhaO4PEJ1imAQVSXUUkWoTjUahq/71kZ/H04aM7Z1tKq2Kp+JFj23xoty1hCQn1Qg8z2NjfR29+iGtw3KFo45VPWT7VkzLzs4O1KHElDD1pDHE2vqa6y0GmUwGuip7nkbRlXUcdZSp44unwRb0+i3vqhBsHtcGyM/MOK5OnQb7WTDoVF3fV1vWMVANR4LipJw36iwUi8W/+7bvRVH8FfcOy3+ePn2KwaCPwu3rnu1zNh7EYcm/kr379+8jmV9GMBx1bR+xEA/DMKAoCiIR90UhG1mWIYqPMbtJP0VlHGzxotVquZa0YqeMzKywIl64I9g8fPgQAHypoLmIcICDqmkwDMNxP6cduRpldLW+I+vI5pwNIO1zZFWgOUt7aK2uT9OLbIs00ZSzcn2vMEyC1lDD7SnaC2RZhhAMX4o2IJtyT0Vf1acyVYswPJE/S2OgwTCJowmuTSwWg6FrMA0dvOBN/N84dGQdzYGGb+zSaZtMpVIIBIJMTXDfxElXAc9xjq/t1tYWHj16BHUoMVfVaHPQUbG2tu64emh72xo/dMovEE36X93YU3SUuyp+/qfcr/S2Wx/VYRfRoHfvJLFqtW7QaOkal3Q6jVQ6DanpbYuQrJl42VLwzZ/+ui/vQruyZdCuup44YounNITxcTnv0/+fAvjszNfr3/9LzRdffIFAMIzMgneRnploAN1eD6YPbs+1Wg3lchm5ZXdTOOJBa0Jn90V7xVdffQXD0H2b2Kcj1nm7mTjy2Wd3kZxZYiaiMB7iwXMc9Tahhw8fIprMMTHgeJ1IwHqkyrLzyUylUkEkkWEyaQQAesr0/g82trAVjrIfYNUaiRfTVF7YVTQs3rNvojXUQch0fiaKokAIXp6qC8CK7gMwVatBPBaHrg5pHxJ1yj1rgOmktcDGjqj0o4/8PPab1nPXnpg6hed55GZykPts+9WfdFUsLi6etjFNy86OVc3Yqe7TOCzq9BQddUk9PU4n5PN55PN5tEvPKRyZc541rHvXi1SKV3Gp3o7DnzSGmM3nPa9E2FhfR6926GnF99PGECYhvrSMAJZoE43GMGi7X3lR7qngOc6zViDgnMoLURR/3bOjYAzbuDK9sOHpqkIiJIAQAkmSPHWmBV6t2rtt9JgYtRJ0u92Jeoud8uMf30EkkUVixvmq0zQEBR7xcMA18eLk5ASVShnr7/2cK9ufBo7jkAgHqFZeKIqCZ8+eYW7LG7OnSQkKlnihKAricWeGhaVSmdmVekIIJNVwbM4kSRKC4SjzTv7Aq8qLmSlaKarVKgKhyKUxsayMJrrTDEY0TYMgsCm4vY1nDRkrhcJU93MymYDUpG9KTJtKT0UwEKAycTgVL+S+58ld53HUURAJh7GwQC+hKT8zg5fHNWrbow0hBKWehnd3nZdsLy0tIRaLo1N+gdk176qOx+XFaIJPw88EsISCH/zJn8DQVd/b3PZbMuLxmCcTwNPKCw99L3SD4KCl4OOf+sCzfdpcuXIFX3zxBQadGuIetY0/rg2QiMc9baU4C8dxWFhYQK3rfhxwpadhbm7OsXg6CeyPGH2gVCpBknrILHoT+WITCdJbtZ0EQgju3r2HZH7Z9YFI8ox44RW1Wg3Pnz/D7PoNX0uZMxHBNfHi7t274DiemZYRm3iIp2rY+fjxYxiGgcySN1nSkxIUrPtLVZ31kmqahnq9hqjLEc3TohkEumGeTmKmZTgcIhByr02NJs2BhmQyMVX8YqPRQCSRuTStFBVJBc/zU010DcO4FGKUzUA1cNRRcGXKFc9kMgmdsQqEN1HuaVhYWHBcbg/gdHFFk9kSbU56GlZWV6mco002m2U6baQx0CFrdPrNeZ5HsbiLTuUFU0aWNk8bQyTicWoT/OvXr8M0DHTKL6lszwkHbRWbm1uevCPS6TQ4joPS9y7576AtQzcJNeFpEopFa1G2dfLUk/0ZJsGzhoKr165RfRZNyuLiAuRuw/XPcrWvY5FCRd8kXJ4Rhoe8ePECAJCaXfN0v/zomeV120ipVEK1WsHMqvtK+1nvB6/44Q9/CI7jMbvhXZ/dm8hGA2jU6augpmni7r17SC9sIMiYw380wGEwoDew39vbQyAYRjLvXW/dJAijD7HTSNxKpQLTND1bJZgUWbeeUdGoM+FBVVWmeubPoznQMTc73fVodzoIRtlZob6ISk/F3NzsVGashmEA3OUZWjxvOivXTiaTUIcSk5M9GztKc5lST7KduON12fl56CZBtaeeRn7SIp1O+2JuOC7HHefpG2e5cuUKNHmAfss/8/g3YU8Ir12/Tm1CuLGxgUg0iubxEyrbm5aurKMz1LC56c2CqSAISKVSniaOHHUUcIBrnm/nkUqlsLGxgcbBQ0+e00cdBYpu4No19/1LzmN+fh66prgqvsqaia6sedoyAvwr8eKN7O/vIxRNIBRjvw+bBq9W7d1tGQGAUIBHLBRAo9FwfV8AoOs6fnznDjJL274bUGWiAbQ7HccT29fZ399Ht9PxJNJ3UiJBHsMBndU5Qgj29h4hNb8OnndmhukWtNZMTk4scyk/knHGQRmJF05NdzVNA3cJxAtCCBoDHbNTltxLPQnBCFvC4tsghKDc01EoOJkEXo4KEwB43hgiFo1ObTaWTqdhGjrTiSMd2YDsMErzLMlkEjzPe1p2fhH1vgaTEGrnaGNXmagy/chvGpx0rfQNWj4C1so4x4wXhM1BW6Y+IRQEATeuX0e79BQm5XHZJJRGhoe0hbfzyGZznooXxx0F8wvznhr1n+VrX/saht2GJ6kjzxpD8DxPxZvFCXYiz7Dr3nyr3tcAgGqr3jhcKF4Ui8VIsVj85WKx+L8Ui8V/YH95cXB+cXx8gnh2wfMSX1oTgkkwTRN3795FZnHTs1X7XFRAveZND+ne3h4G/T7mfK66ACzTTkII9fSNr776CjwvMNlKERSs9A0alEol9Hpdz9u5JoGWpl8qlSAEgojEnRliuoVqWGfqNI5Q13XwPPvihaQaGGrG1C9oTVMvjQ+EpBroq/rUyQXWe5PdKoSzEELwvKlgZ3d36tXc08ktQ1UIr2ObddJIGgGs9oJUOu3p5OciqhQNSc9iexexasp63NGwSrFVJplMolAooFNmS7x4VB0gGAxSbzu4efMmdFVGt+afSWmpp4LjOOr37nnMzOSgDrxpGyGE4KSrYW1t3ZP9vYlbt24hEAig9uJL1/f1vKFgfW3NN6HGxhY03RQvan3rues0unhSxnna/Z8AFgD8BQB/DKAAgN23tEMMw7B6zX0wypM1OqXYk7C/v49ut4uZFfcdjm1mYoFT9323uXfvHkKRuKepMW/DrZaZ+/cfIDW/hkDQea49bYI8D52SeCGKIgAwcS3fhmpYn2Gnk/rjkxNEU3lmvQO0kXjh1KBJ13VwDiNlvaAqOVtd0HXjUlSYAK/OddqBtCAIIKZ/q5iT0BzokBTd0QrZaQvFkJ2J/OuURlGaNCdHM7kcFIZSOKp9DYIgTGWoex6n4oXCXhyuapioSAp1U8CrV6+g1yxBV9gQbExC8Kgm4+rVq1N5Dp3H7u4uQuEwGoePqG53Eqo9FbP5PPVzO49cLgel34Vp6K7vyxb/vW4tOEssFsO7776L+v4D6C5WyQ01A+WeJYj7TTKZRCQaxbDnbuVFIBCYKkLeCeOMjLdFUfwvAfRHCST/BoCP3D0s/2g0GjBNE9EU3RfgOHQVA+FwyNMH2JdffgleEJD1cNV+Jh5ET5KoeiG8CUVRsLe3h+zyLhOTQDtphWZMbKPRQLPZQGaBzWoEngMMg46HiyiKiKVnEWI4VlPV6VQklEtlxBg16wSs/nLAuXihKCoERqNgz2KX9U47+QsGAyAeDBJp4CRpBLDuCS8GxDTYb1sTUie95q+c+9ld0yn3VMzPz1N1g5+ZmYHKkHhRlzTMzc5CoCyG2uMxQ2fP86LUVUEIsLZG15/typUrACFoV15S3e60HLQU9BUd77zzDvVtB4NB3Lh+Ha3jJ761jtQHOhY8ntjbIp8Xpp01h+I/LT755BMYuorai69c28dByxJGaMU1O4HjOCzMz2PYcS9xpN63nrteG5OOszd72bRdLBZvAEgDYLMRmwK1UTtDNJnzfN/toY5cNudpu8rDhw+RmluD4OGq/WzcGkC5XX3x5MkTaJqGXMF/BRSwonABuuLF06eWe3J63ltz2XHhOQ4mBYMkTdPw4sVLpBg9TxtJNcBxHGKx6VuwJEnCYNBnNiYVoCdeyLLse0TdOJS6CmZmclNf11AozLQnwllqkoZUMjn1uVriBZ1qK7c5bCtIxOOOYrtTqRQ4jvfUuX8SCCGnKRw0yefzUOWBq6uYk1BzaQJoC9Emg+LFCWWzTpuVlRVEIhF0Ki+obndaHlT6CAWDU5vqXsS7774LXZXR8UGs0QwTraHmedm9/cyTJffN85sDS8ym5csyLaurq1hdXUPl6WcgLgUjHLRlBAIBT/1LzmNhYQFyz73EkcbAwLwPotQ44sWvFovFLIC/BeA7AB4C+O9cPSofsSfUER/Ei8ZQx0zeuwlLvV5Ho+H9qn0+YU14ymV33awfPXoEIRhCcpaNh0gkYH3chkN6pZj7+/sIhqKIJL2vFBoHjgOVl8T+/j4MQ0d6bt35QblIV9aRSiYdrf5VKpahVDTN5jUFrAEXgKnSKGwIIej3+wgwlpDzOoQQHHc1rK5OL5wlkwlolyBOE7CiF+ccDKQjkQizyQyvc9LVsLq25mjBQBAEZDIZZsWL9lDHUDWoD6ZPJz89d+K/J0HRTXSGmisru/YzzmSwFeq4oyKXzTqOrH4d22ywW3npe4qOYRLsVYe4fuOGa1XJu7u7iESjaBw8dGX759Ea6iDEe88A+/Prph+CTUfWERAE6vfpNHzrWz8NWWqjefzYle0fd1QUCgVHYyOaLCwsQFOGrsRaq4aJ9lDzRZQaR7z4A1EUW6IoflcUxU1RFOcA/J7bB+YXlUoF4WgCgZC3Riu6QdDqu/PyfRuPH1sf3rTHHgKZSAABnnO18oIQgkePRKTm2Emm4HkOAYGHqtIb2L/c30c8t+i5uey40LLue/bsGcBxzEak2rSHOrI5Z8Kn/bmIJtmvvHAymBwOhzAM3fcUoItoy5Yvwvr6+tTbyGQyTCUzvA1CCOoDZ6uAkUgEhq4xOdk7i6yZaPRVKiX3MzNs+T+c5XjU8kR7df6Vk717JcnjUpWsc3Rj/GQL0W6t1E4LIQRHXRXrLkVP7uzsQBn0PFmZP4/njSFkzcDt27dd20cgEMC777yD1skTz9uDGqO0BifVX9MQi8UQjydc9UOw6cg6MpmM560Fb+LGjRvI5WZQEn9EXZgzTIJyT6X+rHWC/UwcdOiHJNj3rtfCGzCeePGP3/Czf0T7QFjh+OQEER/Ktet9DQTe9oQ9efIE4VgKkYS3Riscx2EmHnRVvGg2m2i3W8y1UwR5jpp4oSgKatUq4jl/+wjPhQNA4QXx8uVLxNOzCITYMyW1IYSg1tcdP8ir1SqEQJDpqGadgmGnbVzLsocJYLUWAM7y6TOZDFPJDG9DUg2ouuloIG07rLPeJlPqWcc3bUTqWebm5iD3mr6vUr+Jk46CYCBAfWwxMzMDQRAwcLGfelwqPWcms+dhT7hYM6HtKgYkRXdtomSb2HYq/qVwAMBX5T5isSiKxaKr+7l9+zYMXUPr5Kmr+3mdxqilIu9h1bXN4uKCq34INl3FQDrDRnIaz/P4mZ/5FqRmCd3aAdVt1/sadJMw0zICvHomuhERa8ek+lF58da6lmKxeAXAdQDpYrH4C2f+VwqAv/kvLqGqKsqlMpaueO9HSjvK7CIMw8Djx4+RWtr1ZdU+Fw2gWnNPvDj1gphjRwEFrDYKWpycnIAQgniWXfGCRuWFaZo4ODhAuuBdIs400HLULpVKVtIIo9U0AKBQiEptNKwVH6/F00k5bCuIRiKOJn8zMzPQVRm6MkQg7F2a1KTQ6E22vTJ0VfYsfnsayqOKBBrixezsLHRNgSb3maskOu5aZcy0jSwFQcDCwgKktjfJYedR7qmIx2Kn5qk0Oa28YEyYOhqJqk4qws4jn88jlU6jW93HwrZ7VQ/noeomHtdlfPDhR9Tv39fZ2NhAKp1Gff8h8qvXXN3XWRoDDalU0rHJ9zQsLi7ixcsfgpimq6b2A40gn2RnkeL999/HP/tnv4eTvR8iPUdvgbMiuRPX7IRYLIZMNotBm754Uetr4HneF+HtvLu1COAvAsgA+DfPfL0H4D9w/9C85+DgAISYSMx4f+OVeypCwSD1mK+38eLFCyiKguySP4642WgA7VYbpkulmM+fP0cwHGPOC4LjOGqDoIMDSzVO5PyLnxoHp+fbbDahKAoSDIs0wCsB0ol4QQjBSamEaJrdlhHA6jEPCIKjvs563VrxCSfYWJF5GwdtqzTbScmr/XKXGW0tsLHLQJ0MRuyob11lL1ryLKWeikw6fRqF6QQ3S3OdcFrGTDmNwmZ5eRmDdsX3iX2pp2K5UHBF8D2tvCBstY0cthWEgkHX4ic5jsPO9jZ6tUPfru/j+hC6YbraMmLD8zzeu30bnfILT/2JmgMdc3Pel90D1ufX0DXIkru+NX1FZ8LvwiYYDOKb3/xz6FReUq1IqEoaAoLgy2T+PFYKBfRb9D0Ga5KG2XzeF3+Pt47GRFH8TVEUfwnAXxRF8ZfOfP2KKIp/4uExeoYoiuA4HikfDB7Lkoql5WXPesLu3bsHIRD0zQAxEw3AME10Ou6YnD1//gKJvDuDGSeYhFA7poODA4RjKeZW+l7H6fmeekD4EF88CScdFRzHOVrJ7XQ6GPT7iGf8GcyMy1AzEY06K8CrVqsIRRMIeJh0NCl91UCjrzpqGQGA3MgHhVVfBJt6X0MwGHS0gm2LAbpKz5jYDco9DQVK5b32Shtr4kVFUmGYxLXWgkKhAE0Z+urnougmqhId75I3wWrbyEFbweramqsVCVtbW9CUgW++Jg/KfaRTKdeqS17nvffeAyEmGoePPNkfIQSNge6534WNPVaRXGgpsDFMAkU3qYjENPn4448RCodx8uhTatus9zXMuhDX7JS1tTXIUpu6aWd9oPuSNAKM53lxWCwW/0mxWKyOvv5xsVhk2zVvSvb29pDIL3saGwpYD7CqpHnWMqJpGj7//HNkC0UIQX9iClMRS6lzQ7xoNptotZq+iFAXQQioCFSEELx48QKJGW/umWkhsFpHnGCv0PuRADQJpa6KublZR+WfR0dHAMB0KxAADFQDiYSzMtBarYZIgu1retxx7ncBANms1Rqj9Nn2vaj3NczNOctsP20bUdgVL2TdRHOgUWkZASzBJplMYeDiJGAaTjpWNZhbPdi2KCI1T1zZ/jgcdxQQ4l77BMdxEAQBpsGOeDFQDVQlFdvb7lbObm1tAQC6tUNX9/MmZM3Es4aMd2/f9mxRb3FxEXPz82jse5M6IqkGZM3wxfAQsNoDg6EQ+o2Sa/sYalbFkpP4eDeIRqP4+OtfR/PoEbX3cnOgY9bnONg3YQu7vQa957Sqm2gNNNcqvy5inCfCr8GKSF0aff3W6Gf/UlGtVlEul5Fb3vV8362hDlU3VZevzAAAIABJREFUPeuTunv3LhRFwdzGLU/29yZSEUuZbLfpr0TafhcpxvwugNFknkLlRbPZRLfbZSYG9m0YJgHvUIXudrvgBQGBELteAYQQnPRUrKw4u+cODw/BcRziGfZegGfpayYSDntY640GIoy3jBy1FQg873iSG4lEEAwGocoSpSOjDyEEFUnH4qKz99BlqLw4GYlSNCf1q6srkJruTQKmodRVEI/FTsUz2iwsLCAQCFAdFE/KQVsBz3GuVV4AQCgchulxCsV57Lesliy3xYtcLod0JoNula6x4Tg8rg1gEoJbt7wbp3Ich6+99x56jWNPhOa6j2kNgLWQtlJYgdQ8dm0fQ80S/VgTLwDgG9/4BgAO5aefOd6WYRK0fIoNvQjL8yiAHkURsja6d1kWL+ZEUfw1URT10df/DsCfGicX+fzzzwEAuYL34kVN8u4mIITgu9/9HuKZOV9jJ1Nhq/LCDfFib28PoWgCsTSDtyml3tFnz54BAFKzbBdBaQZByEEiBQD0ej0EI3HmWoDO0pENDFTD8WTo4OAAsfQs+ICzfzO36SqGo9YCRVHQlySE42yLFyc9FYuLi45SVQBrUJxMplzJWqdFTzHQV3UqQg3HcUxXXhx1FHAA1Qnv6uoqZKkFjaHzLo1aY9x6dgYCAaysrECquzf5uYiXLRnLheXTlBs3iEai0DV2PFyeNWSEw2HXUw1e+V4ceO578ag2QDqV8jy54Z133gEANA73XN+XPfb3S7wAgPX1NfRbVRi65sr27coL1tpGAKsi8tatm6g9/8Lx+XdkHYTAM9/CSQgGg1hbW6WarmKbk7IsXtSLxeJfLRaLwujrrwJwPxjYQwghuHPnM6TmVhGOpTzfv5fq65MnT1CplDG/876vk8FwgENQ4NHt0lW3NU2DKIrILG4xO9mlMQh49uwZguEYoj7E+k6CYpiOXbQVRYEQYNcXAQAqPefJBYQQHB+fIMZ4y4hhEvRGue3T0uv1AIDpOFhCCFVfhFgsBkNlNz60RCl9g+d5xOJxT03vJuWwrWB+YZ7qhNduW5Aa/k3kz6IbBLW+Sq015m2sr6+j3664Nvk5D1U3cdJRsb294+p+4ok4NJmN+5kQgudNGTs7O5701m9vb0NThhh4mCqjGiaeN2TcvHXLs5YRm3w+j0KhgOaR+74XVUlDPBZD0sckjo2NDRBiutb6xWrbiM0nn3wCXVMci1WtoZXUxaJ4AVif436rQk1cr/Y0hMMh16r6LmKcp8K/C+DfBlAGUALwVwD8kpsH5TUvX75Es9lAfu2GL/tvDjUkEwlPopL+6I/+CKFIHPlVf2MnOY5DKhKgXnmxt7cHVVUxs3KF6nZpwXMclYSVp8+eITnr3ooaLSTFQDLlTBBUVZX5SoSKpIIDHMVp9no9DAZ9NiuGztAevaRtE8pp6PetCgSWY0M7stWPTMuLKBqNMLV6+zqHbQUBQaAy2U2l2K0y0Q2Cw7aCnR26VZarq6sQBMEXf4A3UeurIMT92L6NjQ0Q00Tfh5aZg7YCkxDs7LgrXmQzGWjDnqv7GJeqpKEr67hyxZsxjv1v26m89GR/APCyKUM3Ca5d8y6y9Cw3b96E1CxDcdmItippWFxa8nUcZ4muHNWWgrMMGG4bAYDNzU3Mzs2h+uxzR9uhMS5yk91d631H63NcllQsLS55Li7aXLhXURT3RVH8S6IozoqiOCeK4l8WRdH7BjgX+fGPfwwhEMRMoejL/ttDHTkP1LpyuYzHjx9jfvtr4AXvo21eJxnmqYsXd+/eRSgSR2qWPb8LAOB55+JFs9lEp91m0pD0dSSVIOVUvNA08ALb4kVV0pCbyTkSIO1UlRjjMan2CoMTh3RFsSoQhIA/hsHjUKVcFhkOh2H6sDo9LocdBSsrK1RizzLptK8JFOdx2LEmRrQnvMFgECsrq65NAialMipJd1u8sCtOuvUjV/fzJp43hggEAo4NdS8im81CGXRBXIp2nwSxNgAHeDaxT6fTmJuf91S8eFofIhQKYXNz07N9nuXmzZsAgNbxE9f2YZoEVUn1zOvubUSjUSwtLbomug5U6zPjZ3XJeXAch4+//nVIzZKjVJ32UIcgCI7Hu26xsrKCSCSCTvmF423ZIRNLHoVMvIm3jlKKxeJ/dc7vEVEU/2sXjsdzFEXB559/jlzhim/JG5JKsJxOu76f733ve+CFAOa23nV9X+OQCgt42W5R216/38fDh3uY334PnE9q4EUIHAdd1x1tY39/HwB89SwZB9MkaA003HKYea1rGniB3UkuADQGOuZXnbV72Mk7IR9a1yahMbAmRU7KI+3WKZYrh2qU2/lCoRBMg03xQtFNnHQV/Gvvb1HZXjabxZOnz6lsizZPakMEBOE0SYEm29tbePkHfwBdlREIuefBMA7VnopgMOh6GXMsFsP8/AJ6PogXL1oKNjY2HHvSXMTCwgJMQ4cstXyP7H5ck7G6tubpJOlKsYjv/+AHMHQNggdVkM+bVmUUDSF1Gubm5pDP59EqPcPCztdc2UdjoEE3iWcpg+exvb2N7//gT2AaOvWFzb5qIBwKuf4ZdcK7776L3/qt30J9/yFWbn5zqm10ZB2ZTNq3SoSLEAQBxWIRe+JTEEIcjb2aAytkws9797x/5f4bvgDg3wPwN53stFgsviwWi18Vi8XPi8XindHPcsVi8Z8Xi8Uno/9mRz/nisXi3y0Wi0+LxeKXxWLxPSf7fp0HDx5AVVXMbtykudmJ6KuG66rkYDDAZ5/dRX71GoKMlGqnIgH0ehIMShFk9+7dg2kamF3371peRIDnHJ/v4eEheCGA6CVYoTcJcey+rKoaE5VCb8MkBM2B5jir/VS8iLK5QmHT6GuIRaNIJBJTb8N+cXptAjcJjb6GZDKBaJTO8zIUCjGVWHCW/ZYMQkCtGmFmZga6pjBlXglY95tYH2K3WHSlTXNnZwcghKox2rTU+hrm5+c8GUxvbm5Aahx7WpnQU3TUJPW0HNpN7NXxftvfKNzmQEO5p5xWBnjFlStXYBoGutV91/fVHupoDzXXW4Eu4urVq+jVDl2rliuNfLJYEC+2trZgGjokF1KDJNVAIjn9WMELUqkUdnZ20Dh4OPWYpD00kMux6Xdhc+3aNahy33GLX5mBe/etbzVRFP8H+wvArwKIwvK6+L8B0Kjl+hlRFN8VRfH90ff/GYA/EEVxB8AfjL4HgJ8HsDP6+g8B/K8U9n3KZ599hnA85esqtqIbrjplA8CdO3eg6xrmt6lqP45IRQQQQqiZdt69exfxzBxiGXY9A3gejisvTk5OrEQK3n2zLifQKruXFZnp9oKubMAwiWPxQlEUcBzvycqWE+p9DbNzc46Ue/t5Z2jsGlg2BzrmZunFnoXDYegam+LFy6aMQCBALX3DrlYZdmpUtkeLUldFZ6jjxg13/K3W1tYQDAbRqbg/ybuIWl/HwoI3TvAbGxswNBUDD6/3y6blH+PFJHdhYQGhUAi9mvfVJWfZq1qmoV7GhwKWL0AoFELr5Jnr+3o5ioF1ozJqEorFIkxDd60dqty1KqNYiNbc3NwEx3HouBCJ21MMpNNsp4oB1mdK7ncw7EzXOtKWDWb9LmyuXLkCjuPQOnnqaDvlngpBEHxNyTlXkh9VQ/w3AL6E1WLyniiKf1MURTdsh/8tAL8++vOvA/jLZ37+f4iiSERR/CGATLFYpPJGHgwGePLkCWZWrvpWvmyYBITA1ZIqQgj+9E9/iMTMEuJZ/26210mGrck3DfGi2Wzi4OAAuRV/jUgvQuCcV17U6nVEkmw/JAFrZUHgeUcmlgAgyzKEILtpI62htTKTd9geo2kaeA/c451SHxiOr6lt3sXayvxZmkMDeYeC1Fmi0ShMQ4dpOBMv3YB2+b0tWHo5mR2H++U+BEFwbeU6EAhga2sLXQ/9Ad7EUDMgKbpng0vb96LnYdLKfktBNBLxxDNAEARsbm56UnlwHg8rA6yurHg+SQoEAtjd3UW79NT1armjtoJYNOr4HeOUjY0NcBzvmhfESU/F8vIyE20G0WgUy8sFdGv0729JNZn1gTiL7SHTPJnc50Q1TAxUnXnxIh6PY319w7F4UeqpWFxY8K2tCzjf8+K/B/ALsKouboqiKFHcLwHwe8VikQD430RR/FUA86Io2rUsZQD2W3cZwNmnx9HoZ2+te3n58iWGw4sHxU+ePIFpmsj5ZNQJWCXnAFCv17G3506udKVSQa1Wxeb7/7or25+WeNCaqD169AiDgbMYskePrFir3LK/pYYXwXNWpcm019o0TXTabSwv+ePCPQnlnopMJoMnT6Y3vdJ1HaqiIBhhLyPcpjWwJqOtVsvRZ7jZbDLdRgEAA9XAQNVBCHF0rnb1kcqIg//ryLo1GDFNk9pz2Y6H1ZSBL5Hcb0NSDNQkFWvpNLVzJYQgGo1B8iGB4m2YJsGDygArhQJevnzp2n7S6TSGjx5B6XcQjrvvZfUmaiOzTk3TXBtXnOX0etePAY+qO/fbCmZnFyCKoif7s6+r3GshkvQ+HrDe11Dpqfjo2pIn1/R1crkc1Pv30W+Vkci5V9Fz3FWRy82ejun8JJ+fQc+FagTTJKj0VOwux325lm8im83g+MEDGLpKrdKVEILOkO571E1mZvLoVF6gcO2TiX7PThoZDofMn+fc3CxevHgOWWojkpi8IsaKkFexmnfn3r16dbwF6PNkk/8EgALgbwH4L4rF0wk+B8uw08no6xuiKB4Xi8U5AP+8WCz+C08pURTJSNiYCnsV4CLu3LmDUDSBeNY/hZcfVXzk8/mxL9qkPHjwwEpTYSw+NBqyFOdsNuv43O1ryXpFAs9xiMViU5/vacRkiA3fkvOoSjqu3Nx0dG3rdauEj2XxojnQEQgE8LWvfc3RKsr+/j7u37/v2EzJTeojE8tbt245juqLJxJQ+h0ah0Wd9kiQunr1KrXnsmma+MEPfgB1KDElXhy0rTLtjz/+mFrbCGCZVz55wUbyBgC8aMnoqwb+yre+5dq7FgAymQw+/fRTdCovMbf5jmv7OQ/bbPbDDz9EJuNNyfbm5gaeH9DvmX8TfdVAa6Dhk5+55eq1PMvCwgI+/fRTNI5ELF/9uif7PMuDch8cgG9/+9tIe2Dw/jqrq6v43ve+j+bxE9fEC1U3UZNU/NzH1zy7rufx9OlTfO/734dpGFSrImt9DZpB8M477zBxngDA8zy++uor9OrHyCzQSe/pKQZMQrC9vc3MeZ7Hs2fP8Mff/e7ExrS2eHHz5k2q71A3mJ2dxaefforWyVMs7r5/8S+8hhUhb+LGjRu+XtPzPC94URSjoigmRVFMnflKOhQuIIri8ei/VQD/BMCHACp2O8jov3ZryjGAs5mQhdHPHGGaJh4/foLU/LqvEwV+tGunPghvwzAMfPHll8gsbTNXeh8cTfQ0zbkhUqlURjy7yOykz4YDHEWlnkZM+pSMMy591SpbdlrS22pZaTThOLs9k82BhvzMjOPyz1c+EGz6IgB0EzjyMzOQJXppQzSxW4FoJjXYbUUKY+d82FYQDAZRKND1fdrY2IAstaH02YhM/fJEQjQScX3AtbCwgEQi6avvRVVSEQ6HPJ3krq2tYdhrQfegFey4Y70Hx12ookE2m8XKygoah9Ob+k0LIQQPqwNsbm76IlwAVsn51tYmWsePXdtHdVQxRPtZNC2rq6swDQODDt1O+ZOudf+urLATd7++vg6e56m2RrVla16TzXpfqTQN29vbIKYJacL2N1u8YL1tBLDGIXPz82hN0R4DsGHWCVzgeeEGxWIxXiwWk/afAXwbwH0A3wHwi6O/9osAfnP05+8A+Guj1JGvA+icaS+ZmnK5jOFwgPScvyoZx3EIBXioqjsTlufPn2M4GDBXdQFYyRuAc+GGEIJmszFVCZTncM7iIU9/l+3uAjRHcZpOTSwbjQYAIMKweFEf6pilYLplD0pZbaUArASOUDBIZQA9NzcHpdekcFT0cWMwMjMzA47jMOw2qG2TBocdBWtrqxAo+63YRoqdivNceacougmxLuPd27dd79PlOA67uzvoVvd9awOrShoWF5c8FfPtiZjUKru+r+OOAp7jPJ/kvv/++xi0a+i3vE0dqUoaGn0N77zrb8z9zZs3Mew2MOxOZ2p4EbRMvmmxuroKANTb30pdFdFIxPUY40kIh8NYXV1Fl2KbjN1S69QPzCteXe/JnmGtoY5QKOQogc1Lbly/jl7tELoqT/y75Z4KnuM88Ro6Dz+cYuYBfL9YLH4B4EcAfkcUxf8XwN8G8HPFYvEJgD8/+h4AfhfAcwBPAfw9AH+dxkHYPa9+pozYhAQesjz5TTQOoiiC43mk59Zd2b4TyGgG7nTFWlVV6LqOQDhG47CYxp5gEJNOvKxb0Jr8NZtNcDyPUJTNl4JuErQGGpVKBLu8Wx2wsVL9Jup9DXNzdOIX5+bmoMr9qV6gbtMa6ohFo9RiUgHL9G52bs73uMWzaIaJSk/F2to69W0vLCwgmUyiXfZfvHhcG0A3TLz3njd+DNvb29CUgWuTvPMghIzEC28ngPZKXN8D8aIiaZibn3PV6PxNvPfeewgEAqg+/8LT/T6s9MFznOcpI69jp/Q0j6b3sTqPWl9DKBRiZqU+k8kgGo1hQFmsOulqKKysMGHWeZbt7W30W2XolFLAWkMdPMcxcz0vIhaLYWYmD6k5Wftba6CfLk5cBq5evWr5kUxhLF3pqZidm/X82fs6nluFiqL4HMCfaQQVRbEB4Gff8HMC4JdpH8fBwQFCkZhvhlpniQT5sQxGp+Hp06dIziwz2Wagm5Z44XQlzE7v4AX/nG/HxuFCnN1aQOvl4haSal0Tpyv0jUYDkXgaHGMveZvmQAMhoBJ3Zm9j2K0js0gjjZo+jaGBzTU60W6ncZrdOhMi8lnaso6cC6tiqysr+OKrB8z4mlQk6/51o3yZ4zhcvXoVd+99Qb1nfFIeVgZIp1Ke9SNvb28DALrVA8TS3kZ3t4Y6FN30vCohFoshl5vxTLzYueZ92XI0GsW7776Le59/gdVb30Ig5H4rLiEEe7UhNre2fF/ZTafTWF1dReP4MZavfUx9+42BhtnZPBPPRsB6hi0vL6HUoNc2ohkmqpKKawy1jNhsbW3h93//99GrHSK7tO14e82Bhkwm42sqxaQUCssQn03WOtOSDSwtXY7qEsCqMIlEImiXnk9clV+RNGxf83+8xuaMwAMOD48Qyy4w8ZCMBrhTI0aa6LqOUqmEeM7f8p63oerWTD4Ucias2OIFx7F/OxM4axsJBoMQhAB0ld2ISQCQNRMcxyEcdja46/V6CETYrLoAXrn604h1i8fjSCSS6DMWL2mjGSY6Q41aLr39bzaYMlfdTTqyiVyOvnixvr4OTRlCZqRdpty1yrTdmuheu3YNuqagV/fPuFPVTTxvyrj1zjuerXTmcjlksll0a/STCi7Cz57kQmEZgzZdf4DXkTUTPVn3rbXgG9/4BgxdQ+3Fl57sr97X0OxrrsX7TsqNGzfQb5WhuFAh2BoamJ2l836hxdLSEobdOogDr7KzVHoaTEJOWxRYYn19HYIQoNY60hjomPMorpkW8/PzkKU2DH08Lz5zVH17WVpjAKuCe2dn8tbGoWag6+Oz9yzsz/ZcQNM0VKtVxDNsfKhiQR6DAX3xolarwTAMxLNsvQxshpr1MojHnSVJ2ANSQui8XNyEEOeeF7FYjMlS+7OoBkE4FHIsDg6HMgKMGc2epdbXwHOcY28Pm0JhGYMJ+y29ojHqX6UlXmSzWYTCYdcnO5NCCEF7qLlivrW1tQUA6NbYSOEo91TEolHXTAB3d3cRCATRPHanzHwcXjRlGCbB9evXPd3v1uYmerUjz30vTroqAoJARVCdlOXlZchS29X3k514ROs5NCmFQgHr6xuoPP2M2oT2PB7XrYUKu2XDb+zjaB0/pbpd07Seuyz5QACW/4Zp6JAlOoIzi2adNsFgEGtra1REV0IImgOd2tjIK+yK0HEXGDqKDpOQSyVeAFZ1oDLoQum3x/4d21D3X4kXPnFycgJCTF8jUs8SCfIYDAbUt3tqdphgs99soFkVE7TEC/hkjjYJTisvAIzEC7YrLwyTIBBwXiZuGAbTFTU1ScXMzAy1/r/19XUMunUmxalGn44Jqw3HcVhaXKTu5O4USTVgmMSVPt18Po9kMknVFM0JVUnD0vKyaxWIoVAIxeIu2idPfDOvfNoYIhwOY2ODTvzfuGxubkJTBp5X2Rx3FCwtL/tSqn3qe+GiIFkf+CteAMBP//Q3Ifc7aLqYvGHztD7E0uKibykjrzM3N4d8Po9Wia540VUMEMJeYoNtTDigVBF50lWRSiaZuZ6vs7OzjX6rAs1halBXMaAZ5qUTL2wRQh5zUn/ZTEltXrU2jr+QQrPS2Cnszgpc5PjYisGJZdmovIgGBAyH9CcrzaY1aArH2HxI9ke+CE77OF8NvC+BeOGw8gIAIpEw03GaAGASgOedixexWAy6xt5E3qba17FI0XXZ7smXGpMZRnlBY6CBAz3xArAGhoN2zbeJ7ZuwzWbdWAHkOM4q16z5l0RhYxKCat99Y8cbN25AGfQ88UJ4E/ttBZubm9TTVC7CFkt69SPP9mmYBKWe5pm3x+vY4gVtg8OzNAcaeJ73dZJ7/fp15HI5lB7/2NX9yLqJo46Cq9euubqfSbl27Rp6tQMYOr1xSIfRWM25uTlwHI9Bm454UeppWGGwZcTmdFLrsPqiTjFW3Uvs54oijSleDC+neDE7O4tIJDKROWm9ryEc8jaC+238RIoXR0dHCIajCMdSfh8KACAU4KBpGkzKJYjdbhe8ICAQpueYT5OBap0vLRMqvycD42AQ4ngQHQqFYBrj9eP5hW4SKit/iUQcmixROCL6KLqJ1oDu5G91ddXKWvdwwjMu9b6GTCZN1WW6UCjA0FXIUovaNp3ScjmzfXt7G5rsTxLFWdpDHbphui5eXL9+HRzHo3nk/ir16/RVA82+hs1N7w1wZ2dnEYvFPRUvKpIK3TB9Ey+SySSSyZSriTqtgY5cLuu5GHUWnufxzW9+E1LjBL36sWv7OWjJIORV7DArXLlyBaZhUK0g647ECzt1ixWCwSDys3kqlReKbqLRV5lsGbFZXV1FMBRCtzKZaeXrNHxu75qWaDSKcDg8dmR9c6AhGAgglWJjPjkuPM9jdXV1YvFibn6eCa/In0jxYn//gBmzTgAICtZxqCrd1fROp4NQNMnMeb6OrJsIBAKOJ0O2aMFye4GNSeB40CUIAsC4v4duECqTXMssqwmDwXSVikTfGC8cDmN5edlXg8O3Ue/rmF+gO9G1jSL9WpV/E82BFe/mpngBTFau6QaVkbGj2+JFLBbD9vYWWsePvfd/6FjPDT8m8xzHYWNj3VPx4qhtne/6+rpn+3wdt007GwOdCVPHDz74AOFIxNXqi/2WjIAg+CZGvY2NjQ0EAoGpohbfRk+hk1DmBoXlZSrtjX6a6Y6LIAjY2txEt+pMvKj3NUQjEd8TcqYhlUpDHY63aNYa6sjlcszOs86jUChg2GnAHIUeXERzqDMjRrE/26PMcDhEpVJBcoadh4cwuumNMW+gcWm1WghF2VUDFd1EJOw8wvV0QHwJHh40KhKs82X7XGXdRCTqvOLHXqGQGDSxrHTdGYisr6+j3yzDNOk+D5xgmgSNgUa9BHR+fh6BQBBSs0R1u05o9DVkc1nXPANyuRzSmYwvSRRnqUgaOI7zpH/15s2bGPaaGHqcLFMZ9eguUWztmoSNjQ3IUnvsgbBTDtsKMum0r6vXy8vLGHTrY7v1TwIhBM0hGyaA4XAYX//oI7SOH0MdjLdKOykHbRWra2tUq91oEAwGsbGx4XiCe5aubCAaCTtOKHODxcVFKP0udIc+EJVLIF4AltHysNd0lChjrdLPXcpJfSqVHLvitzU0MHPJWkZsFhcXQYg5lhmtZpjoyjozhro/ceLF4eEhAILEDDvxoQLvjnjRaDQRirMrXmgGQTDoXLzQdavckIbHgtsouolIJOJoG5ehPaarmlQG0BsbG+B5Ae3yCwpHRZeTropEIk69XHBtbQ2moTOVwtEYaDBMQn0SKAgCCoVl9BvsiBe1vo75eXcn9Fubm5Aa3idRnKXaUzGbp2c2ex43b94Ex3FoHD1yfV9nqfRU5LJZx8/cafHS94IQgqOOig0fWmTOsrKyAhCCgQutI13FgG6YzPSXf/LJJyAEqDy7R33bukFQ6am+VtGcx/b2NgadumNjR5uuoiPNWMuIDS0j2nJPRTKRYL7FwG5TclJZ0xgamJu7XH4XNolEYiyhihCCDkMT+kmxF6PGaWFtM+bt8RMnXrx48QLgOCQZEi9eFQ7QUyhlWUav10U0yfaHisYp2+IFx7h4YRICRTccD6RN02T6XE1C0B1qVMSLSCSCzc0NdErPKBwZXY57KtbW1qmvLNj57yxVm7hZ7rq2toZ+uzx26aKbaIaJxkB1fWVsfX0d6rA/UUwZbSp9HUvLBU/2lUwmsbm5iebhnqeCTX2gY8HHWLdCoYBgMORJNG5HNtBTdN8nu6+q5egLkn7HpL7OzMwMrl69gtrLr6jHppYlFSYhp+8D1rB9ZGgJc13FRCbDllmnDa32xmpfo2rw7RYLCwtIJJJTixeyZqKvsNNiMCnxeByacnEC5FAzoeomcyaz42KLLrLUufDvdmRrfMZKGtBPpHgRz8xBCLJTmmaOBnM0DagqFWvVI5piWLzg6FQR2F4hfICt0srXkUZRYE57Ok3TZLpFptHXoFNcpb927RoG3TrkMd2fvWCoWUaAbgwss9ksYrE4+gy1Uhx3VIRCQVfKta1KE4MJ34tyTwUh7pf1nq7I+5QqM9QMdIaap+0Ut2/fxrDXcmVF/k2YhKA50HwdQAuCgPX1NfQ8EC+OOv77XQBAKpVCOp1PNiqTAAAgAElEQVSG5EI1FYsJBh999BHUoYR2+TnV7ZZHbYn2xJk1CoUCeF6glozVlQ3mzDpt4vE4MtksJAfvKJMQ1CWNiZjJi+A4Dru7O+hWXk41Rm8wEGfsBCvlTrnw3NuMJuSMSzgcRjyRgDKGYTpraUA/UeKFYRjYPzhAgiG/C8DyQQDoihe1muWMHE2yoZK9iZDAUTEptbchMC5edEfKpdMXNMdxr8p1GOSEshfEtVFMXOuEbq68E9w0xuM4zmqlaPs/mbc56qhYXV1zxeHfj0jJt3HY9sbgcX5+HuFw2LdzrvSswaWXvde3bt0Czwuo7T/wZH+doQ7DJL77I1jl9TVo8sUreU44aisIBYNMTI7W1tYmcrEfl5qkIRaNMmUCePXqVSQSCVRffEV1u1VJRTQSYdLAErB8LxYXF6lU2KiGiYGqMzMxehNrq6uOFhTaQx26SZj4fI7D7u4uNGU4VfuqLV74/eydlmg0ChACQzt/ftIbjelZvm8vIpvJQhkjWaUr6+A4Dslk0oOjupifKPGiUqlAU1WmzDoBy/uBA6j2HtdqNXAcj3CCTSUbAMICD1lxLl4oijXhEALO/TPcpDpKp3C6aiQIAghDZo6vc9CSEYtGqanu+Xwe+dlZ6itbTjhsKxBGUVNusLKygmGnDtPQXdn+JMiaiYqknIoMtEkmk8jn856U1l/EYVtBPj/j+gua53lrgudizOJ52G1AXlZexGIxXLt2FY2Dh56Y0TYZ6dG102U6FM0N38RJ14pg9DNC1GZ9fR1Kv0PdyLIqWWX3LJkACoKA27dvo1N+Bl2VqW23Klkx3Cyd6+usrq5g0Co7rqDtuBxPTYOVlRXrnpb7U/3+ZYsO3d3dBYCp/MaaA2uiy/L1PA+7tdvQzv882/G+rAqM45BOp6CNYSgtqQYSiTh4ng3ZgI2j8IijI2uVK55jS/lUDRPBYJDqTdHr9RCKxpk2sYwEeRiGcSo+TMupeEHB/NNNyj1rJcXpAz0Wi134UPULQghetBRs7+xQvZ93d3Yg1Y+YSeA47ChYWl52zeywUCiAEIK+RyX257HfkkHIq0mYG+zs7KBXO/T1+pomwUFbwdaWe+d5ls3NTQw6NaoTnnEp9RSkUynPV1E++OADaPIA7ZL7QmRrwIZ4USgUEI5EqMZKvo5uElQkFSuM+CPYFWm9Br3KIpMQ1Pqa69G+03D79m2YhoHm8WMq2yOEoD7QMc/4Kv3i4iJ0TXEsUrUugXhh39PTCs6N0fPosogXqVQK8/MLUz23mgMN2UzGtcQutzkVL/QLKi9UAwLPIx6Pe3FYrpBKpcZKVpEUgymj2Z8o8aJUKkEIBBGJs1WNoOgE4QhdD45+v49AyB+H9XGJhyxhRZKcxci98rxgW7w47KgorKw4XklJJBLQ5AGTqSPNgY6urFOf6G5vb8PQNSZ8EQyToNRVXatE+P/Ze+/gOK4z7feZhBnMYJBzBgigEQkGEKSYo0UqUDIVLFpZskVZwWvLvtd2eau+W1vevfutt66/vSpba9/rvL6yZQXLKwfJsnKiLJoSKYYmQRBhkDE5z3S4f8w0OAARBkD3dE/P+VWphEnd57DTOc953+cFEkw7FVCF47IjBIPBIGkqRUtLC1gmIlr+9EoY8YQRZriZFSepEc4fOSJOxr0MqmTIpW9tbUVOjhWT/Z9Ivi9HIIosg0H2AZdOp0NzUxM8E5clu2dP+SJgOX7GLFNuqqqq4kal4okXjgCDKMspssxkTU0N8vML4LCJI14EohxCUVbxYfdC5FbAvboqHOmQZlBdXQ2dTrfiVD9HIApztglms1nklkkHRbXAZ7eBW2bZY2eQRbGCj+VSXIm8WHxh1RdmkWPNUUw0wkrIyclBNBxc0nA4EOWRk6OMlBEgw8SLqakpmHIKoFHYiRZmOGSLXMqNZVlotMpWPc1ZseOwWvFiJvJCp1zPC1+YxZQvIsrEqLi4GEw0jOgKwxel5JI9Vl6KoihRtytM5v0KqMAx4Y2A4XhJJ/N5eXnIzcuTdTIv0O8MYc2aRklXUZqbm6HV6mT1Nem3h6DRaGbKxElNXV0dDAYDPBPSphPMJcxwsPsjskx0dTodens3wTXej3DAI+m+7IEoSkpKFBF239bWhnDAm1RJupUw5lWWueOMUem0eMKclBWPVotGo0FXVyc8kwNLTniSwZEGk3kgsdSifVXbcQQYWMzZip7Y6/V61NTUwGtfWeSFK8igMM1KajY3N4NjWXiWIdjwPA9HgJE94m01GI2xxeSlIi98ERa5VuVEI6wEwT9oqeoqwSinKK8hZc3iJcbhdCLLrLzcpDDDwZSdLcGWlbcyn4jZEIu88PtXNwnn4oqh0kSpRPodsUm9GBMjwfBptasdUtBvD6G4uEj0utd5eXmwWHLgd8qfRiEYkko9+VvT2Ajv9LCsETauIAOHP4qWFnHFqLmYTCY0NzfBOXJBtv5esodQW1OTsgG0Xq9HY2Mj3BPLzyleDWMyVzHYvHkzwAOT/ack3Y9DQat/ra2tAADnqDQln8c9EZiMRkWF3a9ZswYB1xSYcFCU7U14I9DpdIqqNJJIR0cHOJYVxdtEKSlPS5GdnY2cHOuqxYspXxRl5cpLB5pLY2Mj/I7xJSe18+EKcSgsTC/xorGxEVqtFp7JoaR/E4xyCDOs4s/dxZgRL5Yw7AxEeOQoxMBypQiCxFL36UCUVZS4qNzZngT4fD4YTMrLTQqzPEwmccULrVaryLSCRLINsdNvteJFOtA3HYQ1J0cUg7yampr4A0V+g8NEWI7HoCssyURXo9GgoqJcspXL5TDmCcNiNkvuMN3Y2IhI0IeQ1yHpfhZjwBHzY0hFKsXatWsR8rlkEaj8ERajnjBa29pSut/29nYEvY5VD/6Xw6gntjIsldnsUhQVFYGiWjB1+RPJPE6iLAenzGVSE8nLy0NlZSVcY9KIFxO+WNlbJUSZCKxZswYA4BEp+mLMG0FFebkiDEnno6GhAVlGoyh+Ls5gzPAwHaoYlJaWrOoZxfM8Jv2pLdu8UhobG8Hz3LIjInmehzsUVZS4mAxGoxHVNTXwTCUvXrjSwL9kKZKNvAhEubT2uwAw0/5oZOHIC5bjEWE4Il7IRTgUVqSpY5jlZy4WsVB6RQoAMOpjp99qy6VmZcWOKbvMvLxUwXI8LtnDaGtvFyU3zmg0ora2VlIDuJUw6gkjynKSGTuWlpYi5HXILsqN+6Koqq6WfKIgROmsxO1bLC47g8jJsaRktbOrqws6nQ7TQ6kppZnI5bhII3a601IIZYAdIxdTts8RdxhFRYWyDrq2bt2KSNAHl0RpQo74yrWSVuk7OjrgtY+IXjKV53lM+qKoVFg6RU1NDfR6w7JWbReC53lMeKOy+LQki06nQ0tzM9zjq/c2cQYZ5OXmpoXhYUlJCUJ+54p/7wwyiDBcWpQQra+vh0ajhXuZ57Q/woHl+LQQo+bS3NQEv2NsySgEAcF8Vezo21SSTOQFz/PwRxj1iBeLPJdCTCy6PVuSDIGVkVHiBcsy0OqU9zCISiBeaDQaQOGRFwZtbPIXja5OdEi2rJFc2NxhhBkWbSKu6ra1tcHvHEfYL23e+HIYcsVWdBsbGyXZfklJCZhoWLQw5JXAcjymfNGU5F0XFxejqKhYthKxPM9j0BlBU1NzSlZ0zWYz2tra4Bg6l/KqI5fsQZizs1OeSlFQUIDq6ho4bOdTsj+e5zHiiaKurj4l+1uI1tZW5OblYeLSx5JsfypellBJ4kVnZyfA86L7ughGlkpbudbr9WhoqIdHhDQKT5hFMMoqro9zoSgK4YBn1dFyrlD6+CMUFxcjGgqAiazM62MsRWmYYmAymVBTUw3vMs9poaRmfr6yigUkQyzahIfPkVy0iTve13QUagSSqTYS5XiwHJ/24sWVtJGFxYswES/kRaNRZipFhOFmogfEgud5QEEhpPOhjbePW8LldimEm2TY7151m6SgbzoInVYrqhFgd3c3AKRs0pMMNlcYpSXFkpn6CEp+yLfyVZ7VMu2PguP5lA2i29vb4J0aSnrVQ0xcQQa+MCOZGDUfmzZtQiTkT0kpTQGe5zHgCKO5pUUW1/B167rhd04gmIL0IGf8mApl/+RCp9Nhy+bNcE8MIORzib79SV8EWq1WUYaHlZWVsYoUIpXTFJjwRWa2rzSam5sRcE8jElydKfeEV7l9TERIr1ttVKQ7xKZN2L3wXA6vMPpi1BOGXq9Pi8gLIHZO+xzjyzJm9YRjYnw6ihd1dXXQaDRJV8VyBRmYs00zAkA6otPpoNfrFz3GwWhs3pLu4oXFYoFGo1m0AIAQeaGkY5pR4oVSUymirPjiBcdxisp/nQ8mLiStNjRSeHgGvfJNahfjkj2E+oYGUS/84uJiVFVVwT58TrRtrgae52HzRFDfIN1EVzCACvnk84AQJgoVFakxF5sxgUuxqSMADMcjaaQsCTsXoZTm1GVpzRwTcQQYeMPil/dNlvXr10Oj0WB64FPJ9yV1dNRy6O3tBaCR5FhP+aIoLSlRVNj9TEWKiQEwIlSkEBj3xoQaJUWZCAiC/WqjLyZ9sUiaVN13V0pRUREKCgvhXkUFIYbj4Q0xaSNeXHkur2z8NeKJoLKyUrFeJnNpamoCz3PLKgPsjUcj5OUpr2DAUphMJpSXlyft8+EOMShIk3N3MYwmU1LihZJ8IFaCVquFxZKzqHgRJuKFvBhNRlHKWIkJz/NgOB4Gg7hlPjmOAzTKfhhE2dgFsdoBZnZ2NgoKCuF3yl9Gcy6+MItJX0SSXPoNGzbA5xhPqdnfQjgCDIIRVtLyoUVFRdDpdAi45TPtnPBGoNfpUrai29DQgOxsc0o9EQRs7jBMRmNKJ0UzpTTHLiES9KZkn4POWLqZXOJFXl4empubMT14Zsla66tl0BGCxWxWhJFlfn4+KKoF04Ofit7vcQV6QAAxXxeOY0U17hz3RlBWVib6GEIMqqqqkG02w7XKSIQpfwQF+XmKGjwvREtzM7xTQys+p91pZnh4JSJy+RFUDMdjzBNJqUC+Wurr66HX65e1oOAJs9DrdGm7Sl9XVwe/czypyHV3mENBQXqcu4uRnZ0NJrJwKnowGlsIT3fxAgBy83IRCS0cHRdmYsedpI3IhMlkEnXFQwwYLnZSiB15EUN5KTKJ+OKhdFYRSg3V1dXC7xhVXFrQ5XiJVCmqNaxbtw6ABvZh+VNHbG7pKxjodDqUlpYi4JKvROyEN4ryFDre63Q6dHS0wzXaB45NbdSYzR1BbV1dylMpent7wfM8plIQiQAAw+4wciwWWUu79fb2IhzwwD05INk+eJ7HZad86THzsWnTJoQD3mW52S+FP8LCG2JS4kuzXOrr62G1WuEYpkXZHs/zGPdGZSt7uxRarRYtzc3wTAys6tk85WPSopQmEIs2YaJh+Fa4mOIKpZd4YTQakZNjRWgFka9jnjBYjpc9jW05GAwGNDQ0LCuayBNikJeXq/ho6IWora0FEwkt6eXC8zw8ISat/S4ELGbzouJFKKo8H4iVkpebu+hikdBXJYnHyhjBpAhrTs6ipiRyEGVjD3SxV01iKTLSruKtFm9cvBAjlK6xsRHhgBdhCfKnV8OAIwRzdrYkubp5eXloaGiAQyHiRbbJJPkqfX19PXz2UVnObZ7nMe6LojrFxmJr164FEw2LYnyXLKEoh0lfRJZBZXFxMRoaGjE9cDolYqTNHUF9Q4OsA8vOzk6YzRZMXvpEsn1M+6PwhRlRvXdWS0dHB7KMRkwPnhVtm+NxA0AlihdarRZr166Fa7xflChQV5BBIMLKVvY2GSiKQiToW7HozPM8HAoqe7sUM6kyK4w2cQbSr1pDSUnJitI5hdTEdBIvgNhiVMzLJbnoQE+YRV5e+vldCAjiqN+1eBnzEMMhwnBpmR4zF7PZDDaysDm8WjwvgJhvYCSwiHhBDDvlxWq1glkkr0cOwvHUCbGrjZhMJsVW3xCYjjvCi7HiKYR8u1M4wVsKnucx4IpgTVOTZCud69Z1I+CZlj11ZNgVQV19veQruo2NjWCZyIpXtVaDM8ggFGVTvsrZ3NyMLKMRDps4q7XJMOyO3Tvk8kbo7d2EoNcJ7/SIpPvxR1g4A1FJ052SQa/XY9OmHjhH+1ZtbrgQfdOxgViqy8EuhsFgwNquLjhHLoBjGVG2OeoJQwMoNhqhu7sbHMvAObr61JGRuFCjZPGitbUVAFZswusOsWA4Pm3EC4vFgorKyhWnyjiDUej1euTm5orbMAkpKytdUYWVobjJtxjRt6nkijFrcuNNT5hDfhpHI5SVlUGn08HvXFy88IRiC5JqiLzIyckBk4R4oYa0kYKCAjCR0IKZCSEm5qEo9jx1NWSUeJGXl4dwivKokyUclSaXKD8/H+GgT9HRF+PeWB6rGBd/SUkJ8vLyVu3yLSauIAN3MCppLn1HRwcAiO5gvxx8YRbT/khKJroURUGr1aZ0Ii8gV0k3g8GA9rY2OEcvpux6HnSGodPpZJsUrV27FoasLEwPnJZ0PyNu5az8XXPNNeB5DpMSmZVetIdQUVGhOMf77u5uMNGwaPfuEU8EJSUligpxTaS+vh65ubmimC3bXGFkGQyKrtSQm5uLqqpqOMdWViLWHogtciipcsxSUC0t8NlHVhRd4wgwKC4uSqsUg9LSUkTDwUVN/+bC8TyGXRE0NK6RsGXSUFFRAbPZkpR4wfExA9Z0ntDrdDqUl5cvGT2lhjKpAjk5OYiGAgtGfwYZDnq9XpFeQ8tFSFFbqGJjMMoi22RUTLopkGHiRX5+PthoZNE8plQTiJu+iC1eFBUVATwva2WGxeB5HqOeKKqqxZkIajQatLS0wDM5qBjB5nLcCFDKMO38/HxUV9fAKYOho4CUvh5zMZvNoCgKjuHzKT/OcpZ06+7uRjQcFNUbYDH67SE0NNRL5MWzNEajEWu7uuCw0eCYqGT7sbnC0Gq1ililLy4uRnNzM6b6Pxb93A5GWQy7Qmhvbxd1u2LQ3NwMk8kEuwg+EDzPYySeBqRUtFot1q1bB9d4/6rHIkOuMOrq6xVfqaGzswM+++iKooqENAo5PWmWC0VR4Dku6fKSiTiCLEpK0iPKREB4JgY8yZtpT3gjCDMs1qxJP/FCq9WiubkJnsmlvVx8YRYcz6d9KkVFRQWCnqlFvyNEXihNIF8JVqsVHMeCXeAeHYiwsFjSP+oCWLpiUDDKKS7CRDbxgqIoHUVRJymKein+uoGiqOMURfVRFPUbiqKy4u8b46/74p/Xr3SfgnIf9MpfnUFATN+HRITVYZ9DeRU4gFgIvisYFXVi39zcDCYSWjIvL1UMOELItVolXzHq6GiHzzEmWbj5Ulyyh2A2S+PrMR89PT0IBzxwiujYnww2dwTV1VWyTBRaW1thyMpKiTmrJ8Rg0hdBS4u86QU9PT1gomE4RqUT5obcYVRXVytm9WTr1q0IB7yin9sXpoLg+SuRWkpCr9ejo6MDrrE+cKssZW4PMAhGWUVE0izGhg0bwHPcqiLIgtFYJSsllL1dCuG8c44uP/rCGYzCkGZpFA0NDTBkZS07VYbleDgD0bSKMgESxAvX4pPbRIacsaiUdBQvgNh4MxL0IbTEfMKdZgasC1FeXo5I0I/oIr6B7hADnU6HnJycFLZMGoT7zUJVOAJRDjmW9O8nkFAxaAHT3UCUgyVHWaldckZe/AOAxLjJ/wngezRNNwFwAngw/v6DAJzx978X/96KEMwEl3ODlRq3RPWfS0tLYTSZ4F2B8p8KLk2Lv1ovCCHu8eRLWEkFz/MYiDv7Sx3+Kaymill+L1k4jkefPYT29o6UhZR1dnYiLy8P4xc/Ssn+gFhZ3zFPBPX18qzoGgwGdLS3w2m7IHnVEXoqNjjp7OyUdD9LsWbNGuTl50tWdUQ4pkqa/LW3tyM3NxcTl06Kul16KoC83NyUpzwlS2dnJ5hIaNXPK6HsrdJLL1ZVVaG4uBjTg2dWvA1h8idXid/lUFFRgaKi4hWZS8fSKIrTKo1Cr9ejuakJ7vH+ZZkOOwJRcDyf0vLUYmC1WmHJyUFgGQtHg64QigoL0zYiYWa8uUTqiCvNSt8uREVFrNrPYv5q7hCD/Pw8RaUXrJQZ8WIBq4FAhINFBSINEPNIzLFaFxTiglFOcYKULGcYRVHVAK4H8P/GX2sA7AXwbPwrPwdwc/zvm+KvEf98X/z7y6aoqAhms0VyE7jlMOWLoqiwUPSVP61WG3t4rrJEmVScmQygrKxU1BUGq9WKqqqqFRuDicmEN4pAhE1JKkVlZSXy8wtWtKq1WgZdIYSibErD0XU6HXbs2AHP5FDKruUxTwQcz8s6Kdq4cSOikSBc49KKVOcngygrK5XdIE+r1aJn40a4JwYQDnhE3/6QK1amT0krfzqdDlu2bIF7/PKCIZzLJcxwuGQPoWvtWsVOACmKgl5vgMO2Ou+eQWcIVmuO4lMMNBoNNmzYAM/UMML+lZ3bA84QDAaDYgWpRDQaDdat64Z7amhZvghALI2iOM0iEYBYtFzI715yZT4RwcQ83cQLjUaD6qqqJQ0dBfi430Wjgu69y6WoqAj5BQVwTy6eyimIF+meSiGMB4LuhVOD3CEWBQXpLdIICMdroSoc/iiXdkazi1FWWorgAqa7/ggRLwT+F4D/HYCQ2FsEwEXTtGA3bgMg1DmrAjAMAPHP3fHvLxuNRoPGxgZ4p4YUM6Gf8EVRIVG4fWtrK8IBDwJu5USaALGbuc0VxoYNG0XfdkdHB7z2kWUPkMSmz546HwiNRoPOzg64JwbARiOS7y+RsxMBZBkMM47yqeKaa66B2WKB7czbKdnfZUcIGo1GVvGipaUFOTk5mLosnYmlO8Rg0BlCd/c6yfaxHDZt2gTwvCR97rcHodfpFCVeAMDmzZuh0WgxceljUbZ3YSoAluPR3d0tyvakICsrC62tVMyUdoXPZp7nMeiKoKmpWbEiTSIbNmwAAEwPraxM7GVHGA0NDdDr9WI2SzLWrVsH8PyyUt+4eBqF0sWo+RAE/eVUlZnwRaHRaNJOvABiqcoBzzRYZukxyLQ/imCUVVTU20poaW6OzScW8ShyBRlYrTmy+UeJRX5+PrKyspaIvGBVYdYJxKLhNRrNvCaWPM/DH2EVN6FfDWVlZQh57Fc9fzmehz/MKE6oSflTj6KoGwBM0jR9gqKo3VLsY2BgAMHg/CVuCgsLEf70U3inbcgtkXfFwh1i4AhE0WQ249y51TuPz0WI5nCOXIAlXzkGUCdHYkqm1WoVvd9CzeXpobOoaNkk6raXwyV7EEVFhbDZbCnZX25ubqz83lgfimtTEwXBcjzOTQZRU1OHS5dSn7LS2dGBDz/8EO6JQeSVSVvqst8RQnFxMQYH5S3Fu2bNGnzyyScI+d0wWcQPtz09FhP98vPzJbknrYSKikpMXT6FqrZroBEpHJXneVycDqGsvEyWc3cpamtrMHL5NGo6d0CrW91j+sxEABZzNoLBoGKO6XwUFxfj008/hXd6BLklyzdQnfRF4Q8zyMnJUXQ/EykpLcX04BlUtm5eluDiCTGxCk8Kuk6ToaCgENNDZ1HenNzChSvEgON5MAyTVv0UKCwqgnP0IipbNyf1/QlvBHl5uejrS30U5WrRarUAz8PnGEde6eJVqoZcsZQnjuPS8rgKZGdng4mEEPBMLzjGdgYZmLPz0rqfArm5uQt6BjIcD1+YSdtrdT7MZsu84kWY5cGwnOKfqcuB53kw0TAiQS+M5iv+QoEIBx6A3+9PSV/b2tqS+p4ckv02AIcpiroOgAlALoD/AJBPUZQ+Hl1RDUCIBx8BUAPARlGUHkAegEXj8BYz62psbMQHx49jsv8T2cWL/vjq/I4dO2byycTmgw8+wPjQOVS1b1PEahTD8jg56kdHRwd6e3sl2cdHH53AVP8plDf3yNJnf4SFzR3Gvn07kr4QVwtFUXj77bcxPXg2ZeLFhakAQlEWu/fsSVk/E2lqagJ94QKGTr2Ozv33SnasfWEWo54w9u9fJ0s/E6moqMCpU6cxcfEE6tbtFXXbPM/j1JgfjQ0Nkl2bK4FlWfzsZz+DY+QCimrEifCZ8EXhCERx63VbZT+m86HT6fCjH/0IdhuNkrqVm2wGIiz67SHs2LlTkZVGEmloaMA777wD+/C5FYkXl+LP0927d6dNHr3T6cTzzz+PgGsSloLkV9v7HTFvj+3bt6fMKFkMtm4dxx/+8AcEvQ5kW5cOLxfSKLq7uxVvwjofw8PDeOWVVxAJ+ZFlsiz5/QlfFGvaWhV5T1qKuro6vPLKK/BN25YUL2zuMHIsFvT29ipiXLpSysvL8eabb8IzObSweBFi0bKmJi2P6VxOnjyJM+fnN9D2xP37WlpaVNFXACgvL8OEy3XV+754oYXm5mbV9NVgMOD9999H0DM9S7zwhpV5XFOeNkLT9Ldomq6maboewB0AXqNp+k4ArwO4Nf61ewG8GP/79/HXiH/+Gk3TK875MBqN2Nzbi+mhs7KnU5ybDCA/L0/S0os9PT0Ieh3w2Ucl28dy+GTMh0CExfbt2yXbx7ZtWxHwTMM5srr86ZVCTwXA88DatWtTtk+tVotNmzbBNd6/4hzq5fLxqB95uVZQlDxVKQwGA264/nr4nROSplKcm/CD56GIsPv8/HysX78OE5dOIiJyatRlRwiOQBRbrrlG1O2ulvb2dhQWFmKM/lC0dL+zE/54upW8pqQL0dTUhOLiYkxcPLGq7ZybDIDjeWzcKH6KntiYTCa0t7fDMXx+RVVH+uwhlJeXpY1wAcRSKXQ63bJNafvtQVhzciRb9JCKjRs3QqPRJN3fKV9MvJCjPLUYCPeXZEqZ+8IsPCEmLTxM5sNsNqO0rAye6aWjTW3xcsbpLFwAQEFBAfILChY0Go6yHLwhJu2qxyxEWVkZwgHvvOnJajEmTaS4uBhh/6XUsusAACAASURBVNXihTChV1oqxWoQniWBOZ4mUlXEXC1KsoT9BoAnKIrqQ8zT4sfx938MoCj+/hMAvrnaHe3fvx/GrCwMfvK6bN4XnhCDfnsIPZs2SXoD7+7uRpbRiFH6Q8n2kSwMy+OdAQ/q6uokdUhfv349SkpLMXz6rVWX3lsJn44FUFxUlPKB5ZYtWwAeGO9b3YQnGZyBKC7Zg+jZ1Curs/S6detQX1+P4dNvgAnPnyq2Ws5MBFBeXqaYAfSBAwfAcxxGz70v6nb/bvPBbM5GV1eXqNtdLVqtFnv27IHPMQbX+OrNeDmex+mxACiKUmzOqlarxfbt2+FzjMG7CuH51Jgf5WVlaTPJ3bhxI6LhwLJNl4NRFsOuEDo6lClGLYTZbEZbWxvsw2cXzZtPhON5XHaEQbW2pt3kLzc3Fy0UBfvgp0n1d9IXQX5eHkwmUwpaJz4VFRUoKChMSrwY9cRSKdJVvACANY2N8E2PLHpsAxEWzkAUdXXSpnqmijWNjfDZR+adSzjjE3qhFGW6M2PaOU/qiFrFi2goACYSmvW+Uif0q8FisSAnx3rVor7QV6WVqpZVvKBp+g2apm+I/91P03QvTdNNNE3fRtN0OP5+KP66Kf75qkevFosFBw8ehHv8Mib6xC1Jlyx/H4nVDt60SVpfBpPJhN27dsE5ckH26IuPbF54QwwOHTok6aBLp9PhxhtuQNDrgO3Mu5LtZz6mfBEMuULYvGVLygeWhYWFsVX5vr9LUp0hkY9sXmi1Wlwj8yq9RqPBkSNHwETCGDr9pujbH/dGYHOHsWmTctIoSkpK0Nu7CRN9J0WLHnOHGNDTAfT2bha98pEYbNq0CQUFhbB9+vaqBed+ewjeMIPNm5PLQ5eLnp4eGI1GjK1QeLb7oxhxhyUXyMWktbU1bkp7alm/65sOgueh+NSY+ejp6UE0FIBrIrkS32OeCIJRVraIt9WyqacH4YAX7sml/YMmfIxkhuapQKPRYO3aLrgnB8BEwot+d8QdhlajSas0oLmsWbMGLBOBzzm+4HdGPbFV+9raxVNL0oWGhgZEQv55q0PZ42lPclfuEosZ8WIe005XiIFOq1XVhF6ImAnNqcLhDalPvACAiopyBOeMKT0hBlqNhogXSmHbtm1obW3F0CevwedY+EYrBWGGw0c2Hzo7O1OiyO7cuRMWSw76//anlFejEHCHGLzZ70Zra2tK6tK3t7ejt7cXo+feX7KUlZh8OOyFTqeTXJRaiEOHDkEDYOjUG5LtIxTl8PGoH2vXrlVE+a/Kykrs3LkDk/2fwDWe3AQgWf427IHBYFCUBwQAXHfddTCZTBj4+yuiRI+dsHkBaLB169bVN04C9Ho9Dh68VpQUoRM2L3IsFkXlb86HyWTCtm3b4LDRC5YwW4xPxnzQxktypgvCvdM1dmlZAuz5yQByrda0XLVubW1FttmM6YEzSX3/kj0IDVJTyUoKOjs7kZ1tXvI6jjAcpv0RVFcv3/9ESXR1dYHnOLjGFjfhtLkjqKyqhNFoTFHLxEeo3ORZRJgacYdjpVXT/LgKCF4sPvvVZdvtgVg0QjpWy5mP4uJiaLXa+cWLIIP8gnxZI3HF5kqkyeznryfMINtkSvsKMnOpqKhA0GOfFTnlDbOwWq2KO67Kak0K0Wq1OHr0KKy5VtBv/3ZFg8OV8pHNi1CUxd694hruLYTJZMKdd34eAY8d/Sf+nPJUGZ7n8TLtADRaHDlyJGX7vemmm1BcUoKL772QEn8Tuz+Kj0d92Lx5s2zh6IWFhdi3by/sQ+eWnUedLMeHPAgzXMrO32Q4ePAgSkpL0f+3P10V4rdSPCEGn44H0NPTg+zsbFG2KRYWiwU33ngDPFM2jK/SFyHCcvj7SMxEV8khnxs2bEB9fQOGT7+B6ApThByBKC5OB3HN1q1pUWJyx44d0Ov1GDm7vBQhjuNxaiwAqrVVcSsmSyFEcyVbKjbCcrjkCKOzq0txA6xk0Ov1WL9uHZyjF8FEF1+dB2KRQ9U11TOVtdINvV6P9evj/V0kGmHcF1toSfdJbm1tLazWXNhtC3twcRyPUU8E9fXyleIWA6vVivLyCrgnFhYvxr0RlJaUpLVIk0hpaSmMJhO801dHNtv9UeTmWlXTV51Oh6Ki4gXECxaFhepIjxEoKiqaV6zxhFjkq6QkbCIVFRXgWGZWFFGsr/IvUs4l/Z70ImKxWPDwsWMw6DU4/+ZvUmJ0GIiweG/Ag7a2tpSGzbW0tODQoYOwD53D5RMvJ51fKwYfj/pwYSqIaw8eTOnkyGg04qEvfhHZRgPOv/UMQr6rjXfE5LU+JwyGLBw4cEDS/SzFvn370NDQiIG/v4KAS1zRJhBh8eGwF52dnYoKbzUYDPj80aNgwn70HX9JFIHu/UEPeGiwe/fu1TdQAjZt2oS29nYMn3oDftfkirfzyagvVjVGof0U0Gg0uOWWWIrQ4Md/XdE2PhqOpTtt2bJF5NZJg9VqxbZt2zA9dOYqI63FuOQIwhdmFBcxlAyFhYVob2/HVP/HYJnokt/vmw6CYbmUGiSLzYYNG8CxDByLTHCBmLfHiCeM1lZlRw0tRU9PDziWgX144dJ7I+6YsJHu6QVarTaWOjLeD5aZP/J13BtBlOXSsqLKXCiqBb5p24LX7rgviqo0F6QS0Wq1qKuthc8xf+RFWZkyvLLEory8DCHv1c8iZ4hRTYSJwIxYM8fjwx1mFRF1LDaCr1vQc+X4esIc8vKU19eMFi+AWE7TQ1/8IsBFcPb1/5pXURSTty+7EWF5XH/99ZLuZz727t2Lffv2YbL/E1z84PfgWEbyfU76Inj5ggvNzc3YuXOn5PubS2FhIR566CFoweLsa/8Fv3NCkv2cGfeDngpi3759sjsQ63Q63HXXnTBnZ+P8W78RNarozX4XoiyPa6+9VrRtikVNTQ0OHz4M19gljJx9b1Xb8oQY/H3Eh56eHsWabWk0Gnzu9tthNpvR9/6LSa3azoXjeHw45ENtTU1aGKhVVFRg//59mB48A4eNXtZvg1EWJ0f9WLduXVrlqu7duxdZWVkYPv1W0r/5ZMQPi8Wclh4QQCzVMRoOJhU9dm4igByLBY2NjSlomTTU1dWhoLAQ9qGzi37vsiMEnkfa+l0I1NTUoKSkdNH+jrgiKCwokP15KgadnZ3gWAbuBdIah1yxe3c6n8MCzc3N4DgW3umrK3D4Iyy8IQZVVVUytEw6amtrEXBPzxKneJ7HdCCqGr8LgbKyMgR9rlnzhzDDIxhhFR25uVLKykoR8l4deVGgwsiL2LmqmbVQ4gkzihRqMl68AGJhiY8+8ggMWh5nX/8VfI4xSfYz4Y3gI5sXmzdvlqVygUajwaFDh3DjjTfCYaNx5rX/kjRdJhhl8ezpaZiys/H5z39etpDeiooKPPboo8g26nH29f9PlIoFiXjDDP5EO1FbU6OY1eu8vDw8/PAx6LXA+Td/I0rUyYQ3gr+P+LB12zbFVi/Ytm0bNmzYANuZdxZd1VuKt/rdgEaL/fv3i9g68cnJycFdd92JkM+FSx/+cdkRJ+cmA3AGo9izd2/amDru378fVVXVuHziZUSC3qR/d3LEhyjLKeYaTRaLxYJ9e/fCOXpx0XBsgUCExYXpIDZu7IFOp0tBC8WnsbERNTU1GL/w4aJRghGWw0V7CGu7u9MyZURAo9Fgw/r1cE8OLloC+dJ0ENkmU1p6eySi0WiwYcN6eKaG5/U24XkeNk+snKYaaGxsRHa2GY4Fqo4Mu0IoKixMuxSv+WhsbIROp4N7fOCqzya8scm9kqI2xaC2thbg+VmLY94wiwjDqU68KC8vB3h+1kKvGiuNCJSVlSHkdYJjYyadEZZHKKpO8cJoNKKgsGAmzT7EcGBYjogXSqayshKPPfYYLGYTzr3xNBwji4dvLhee5/Fn2oHs7Gxcd911om57uezatQv3338/uJAXn/7l55geTM4obDmwHI/nT0/DHWRxzz33yr56Ul5eji9/+csoKS7C+befxci590VJLRD6yUKLo5//vKImC2VlZTh27CFo+Oiqo044nscfz8fO38985jMitlJcNBoNbrvtNtTXN+DS8T8k5Wg/lylfBJ+M+bBt27a0eBg3NTXhxhtvgHPkAkbPfZD073iex/tDHhQXF6Gjo0PCFoqLTqfDnXd+HuCYWIpQEilwLMfjb8M+NDU1peXAeefOncjPL8DgJ39dsr+fjvvB8bxspsFioNFosGfPHoR8rkWfxZdUkDIisH79eoDn4Rg+P+/nPM+j3xFGc0uLop4zK2X9+vUAMG9/nUEGvjCjijQKIHbPam9vg3us/6rrl+d5DLkjaFBB1AUAZGVloaGhAe7Jgas+m/LFUkmUuvixUgRfFn+C+f+0yiqNCMyXWuAKqaskbCJlZWXgeX7GB8IT76sSJ/RiUF5WNlNdRcklYYl4kUBxcTH+4ctfRmVFBS68+wJGzx8Xzdzy1Jgfw64wrrvuepjNZlG2uRo6Ojrwta89gZrqSvQdfwkX3nth0RWf5cDzPF654MBlRwi33nabYkIh8/Ly8Pjjj2FddzeGT7+FC+8+v2pzx79ccGLYFcbtt98+U1ZJSVRVVeHxxx5DtskQjzpZWTWOj4a9GHGHcdNNNyvi/F0Mg8GABx64H0XFRbj47gvwL1K2bT5e63MhK8uIffv2SdRC8dmxYwfWr1+P4U/fgnP0UlK/uewIYdwTwZ49e9Nu1bq0tBSf/exn4Zkcwsj5pQWbT8f98IYZ7NmzJwWtEx+DwYAbb7wBAdfUkkaWp8cDqKqsTPsJQmdnJ4qLizF6/oMFn8PnJgOwWMyKecashvLycpSXl8O+gHgx5Y/CG2bSPmVEoLi4GOUVFfOKU8PxNIoGlUReALEKaNFIEN45VSmm/VEEI6wqzmGB5uZmBFxTV40pJ/0R5FgsshmaS0Vubi5yc3NnjTXsgZh4UVZWJlezJCFWcUQ3K7XAreLIiysVR2KRJu54mVQ1Rl4AQqSJAwAPLv7YJeJFGmC1WvHII1/C2rVrMXTqDfR/9OeZcKGVEoyy+GufC3W1tYoyUMvPz8eXvvQlXHfddXCP9eP0n3+M6cEzqxZsPhjy4ITNh927dytu9c9oNOLOO+/EzTffDPd4P07/5adXDSaS5eNRHz6yebFr166ZVSQlUlZWhi8//jhKiotAv/1bTPSdXNbvXUEGr19yo5Wi0qbsotlsxrGHHoLFko3zbz0za5VgMQadIVycDmLv3r1p5eYvRJxUVlXh0vH/Tsq7571BD3KtVmzcuDEFLRSfTZs2Yd26dRg58w6807YFv8fzPD4c9qKsrDRty0sCwNq1a9HU1ATbmbcRDQfm/Y7dH8WYJ4wNaXpME9FqtdizZw/8zgl45il3zbA8Lk6H0NW1Nu3Et4VYt24dvNM2RAJXp0NdtseE9nQ+h+eytqsL3umRqya5w64wsk0mVU38KIqCVquFa2x22uqQCoWa5uZmAFeXTJ32M6o6polUV1fD77oS3Trtj8JkNMoedSw2er0eJSUlsyr4uUIMjMYsxVVlEwNhUVIYU6k98qK0tBQcx87yNCHiRZpgMBhw1113Yf/+/Zi6fArn335mxaX5AOD1PhdCUQ633Hqr4gZZOp0Oe/fuxRNPfBUVFaXoO/4S6HeemzcPNRnOTvjx14sudHd3y54esxAajQbbt2/Ho48+iuwsHc6+9iuMnFt4dW8+bO4w/nTegaamJsX2M5G8vDw89tijaKEoXP77Kxg4uXT4ORCb+P3pvAMarQ5HbrklbXwRgNjD5eFjx2A06HDuzd8g5Hcv+n2e5/Fanwt5uVbs2LEjRa0Uj6ysLNx/333IytLj4nu/Axud39keiLnbDzhC2LFzZ1qUDJ0PjUaDW2+9FfkFBej74L8XjKIadoUx4Y1gx46daXX+zkWj0eDmm28GG43A9uk7837nzIQfGsQmwWpgw4YNsFhyMEZ/eNVnA84QoiyXVilPSyGkv8wXjdDvCKKkuFhVK36CoexcI8thd8zvQmnjpdVgMplQV1cH98TsvtpcYVgsZlVVaqiurobRZLpKdJz2MyhVqXhRWVmJoNcBPr5cbfczKC0tTetnzkJUVJTPMrF0BxkUFBSosq9GoxF5eXkzqRSBKAetRqMKf5r5EO5DXEK1ICUKcOp5MoiMVqvFwYMHcfToUfjtIzj72n8tOfmZjzFPGH8f8WHb9u2KzrUuKyvDY48+isOHD8M3NYTTL/8EE5c+XtaEfswTxu/P2FFfX4c77rhD8QOPuro6fO2JJ9DV1YXh02+Cfue5pNJIfGEWz56aRl5+Pu6+++60yT82mUx44P77sWPHDoxf/AgXP3hxyYozZyYCuGQP4tB116VlSGBJSQmOHTsGLc+AfusZREPzr1gDQJ89iBF3GAc+cy2ysrJS2ErxKCgowN133YWg147+Ey8veP0eH/Igy2BIm5KhC2EymXD3XXchEvRh8JPX5v3ORzYvsk2mtIkaWozy8nJcc80WTPZ/PG/pVHoqiPr6ekWulKwEg8GA7du3wTXef1U00YWpALKysmZWedVAaWkpSkpL4Zxj7MhyPIZcETSrKOoCiE34LJacWdEIwSgHuz+iqkgEAYqi4HdOgI1cWQyzeSKor29Q1cRPq9ViTWMjvAnihT/CIsywqvOAEKisrAR4HkwkNsawBxmUqLSv5eXlCPlcYLnY+DEQ5VBQkH7jw2QpLS2d9fyx5loVP79ZKXNFVIs5W5ELXOr81xeRjRs34tixY+CjAZz96y+XZXrI8zxepp3IsVgUbXIooNVqsXPnTnz9619DXW3MzZ9+57mkok58YRa/PTWNHGsu7r33PhgMhhS0ePVkZ2fj7rvvxs033wzPxGV8+urP4XdNLvh9nufx+7PTCLHA/fc/kFapBUAs0uamm27C4cOH4bBdwPm3fwsmMn+JzQjL4a99LlRXVWHbtm0pbql4VFRU4MEHH0Q06AH9zrPz1p/neR5v9rtRWFCguFSn5dLc3Ixrr70W9qGz85rx+iMszowHsKm3VxVhnrW1tdizZzemLp++KiQ7GGVBTwWxsacnbQWpuVx77bXIMhox/Ons0qnOYBQT3gg6u7pkapk0bNmyBVqt7iqvj0uOMJqbmxU5sFoNXZ2d8EwNzRLSxzwRRFkOTU1NMrZMfLRaLSiqBd6pIQAxoXXEHXsepUPp5uWyZs0aAIAvbuwYjHJwBqKq7WvQ55ypCOUIxCa6aoowSUQwsmQiITAsD2+IUaQPmhgIqT9R/5UIbTVFhM2lpKQE4bhhJwDk56u3r1arFXq9YdZrJULEiyRobGzEY489BpNRj3NvPA2ffTSp352fDMDmDuPQddel1SShuLgYDz/8MG6++WZ4Jwfw6V9+umRO+QufTiPIAvc/8IBiT/aFENJIHnnkERg0HM6+9qt5c6wB4G/DXvTbQzh8+HBaG+Lt3LkTR48ehW/aBvqd384KERN4f8ADb4jBTTffnPYqc0NDA+666y74HOMYOPnqVZ/3x80r9x84kDaRNIuxd+9e1NfXY/DjvyIS9M367PRYrBrFNddcI1PrxOfAgQMoKSnFwMlXwXFXPIrOTgTAcjx6enpkbJ24WCwW7Nq5E86Ri7PE9EtxTwQhFF8tWK1WdHV1Ynrw05lIMWcgCncwqir/B4G2tjbwPA/3xMDMe0Ou2LFVk6mjQGNjIyIh/4yPy4g7DK1GM1PBQU3U1NRAr9fD5xgDAIx6YkJNbW2tnM2SBCFyxjsd8xQTKheoVbwoKiqCTqcDz7EQ4h3VKl4IQk0oIb1crR4QQOycZaJXFvnUEtk4HxqNZlaUdY5Vmekx6T0jSSHl5eX48uOPw2q14Pxbz8wo5wvBcjxe73ejrKw0LVdyhQn9448/DrPJgLOvPw27jZ73ux8OezHoDOGznz2CqqqqFLdUPOrr6/GVr/wDCgvzcf7t38I1PnsV1xNi8NolN9ra2lQx8du4cSPuvPNOeKdHryo5GWI4HB/2oqurSzXhu52dndi3by+mLp+6KiLhwyEvrDk5qkgtAGIrmp/73OcAjsHAx3+d9dknY37U1tbMDEDUgFCNI+RzYvLSJzPvn5sMoLS0JK3vS/OxY8cOGE2mWZVWBhwhFOTnqXJy0NvbCyYSmomsGXTGBpJqShkRqK2thdFkmuUDMewKo7SkWHVVGgDMlEMN+1wAYlEmZWVlMBqNMrZKGvR6PaqrqxGIR3eOe2O+RGq7PwGxPun1hlkLXxqod4Vep9OhaM69V433YiBWVUSn0yESuJJKr+YJ/dwSsGruKwAUFl65RpX6zCHixTLIz8/HI1/6EnJyzDj/1m8Q8joX/O6ZcT8c/igOHbourVetq6ur8cRXv4ra2hr0vf/iVWXcHIEoXu9zoa2tLS1Fmrnk5eXh0UceQVlpCS68+zwCriuOym9fdoPngZtvvlk1+and3d04fPhGOEYuYOTc+zPvfzziQ4Th0qpcaDJ85jOfQX19PQb+/pcZJd0ZYHDJHsQ1W7eqKgS9pKQEu3fvhmP4/MwKvT3AYMoXwYYN6V+NYi5tbW1obGzE6Ln3AJ5HhOUx5Ayjo6NTNderQHZ2Njb39sJpuwA2nvbli7BobqFU11cAaGpqgtlsgX34HIBYX83Z2apc2dTpdGhuapqp1MCDh80dQX2D+qIugFg+eVZW1kx6wZg3guqaGplbJR01NTVg4p4X9gCDwoL8tIrMTRadTofq6ir441EmAJCbl6uqZ+xcSufcj9LRJywZdDodioqKZ65ZAKo1sASuPo7pFl2+XBLFGSJeqISCggI8fOwYDDotLrz3PNjo1X4BPM/jvSEvysvLVeGEnp2djS9+8Yuoq6tD3we/hzchbeatfjc0Oj1uu+021Qyac3Jy8NBDDyHblI2+4/8NgIc7xODjUR+u2br1KhU23dm5cye6u7sxev79GX+Tv9m8aGxsVF3ork6nwy233AImGsFkfyyH/uxErEyfksoYi8WuXbtgMplgOxOrTiGs9HV2dsrZLEnQaDTYvXs3IiE/Qv7YKi7H82hra5O5ZdKwZcsW8Dw3K71AjbnzQOy67erqnBWNUFtXp5pnzlwaGxsR8rvBsQzcQRbBKKvK1AIgFiVWWTk78kCNkQgCc/tWUanevtbU1MzyECtUsakjMHuFPttkVKUoJVBaWjIrWlfN4sXcaKFMEi/MZrOMLVkY9UqgElJcXIx77rkbP/rRj9B/4mU0bzk86/N+ewjTvgg+f3ivagZXJpMJDz74IL773e9i4MTLAAB7IIpzkwHs3LlLdTcuq9WKz33udvzkJz8BAAg1OXbu3ClfoyTk8OHDOHf+fNw4DYiyvCoiaeajoqIC69evw8mTJwHEVr/qamtVmbOZnZ2N7du349VXX4U2fi8qLy9XZV+BmJt/bl4ePO5YOKtOp1PtpK+0tBTV1dWw2a6EZatNbEykubkZx48fn3mt5gmukErBMREItp1qPraVlRUYGLgiTJWptJwmgKvS9dTc1+rqanAsA2EUnKfS545A4iRXzaaOwNUpMWqe0Ot0Ouzbtw+5ubnQaDQwGo04d+6c3M2SjNLSUhw5cgRAbAwpRV9NJhOqq6tXXNyBiBcrpLm5GQcOHMArr7yCkvrZ7u4nR32wmM0zNdvVQnZ2Nj772c/i5z//OYCYGZ5ep8Pu3bvlbZhEtLe3o6mpCX19fQBiq5pqDQPMy8vD1muuwRtvvDHznlpXrAFg+/btM+IFANVVaEhk48aNePXVV2fKpqrFw2Q+dDod1nZ14Z13YpEmVZWVqg5Tbm9vnyVeqHkiNNffQs19raqqglarmzGf1Wo0qvKomcvc8plqPrZz+6rG1CeBuabmavcKSBQv1C7UzI1AVnOUic1mQ1NTE4xGIzQaDcrKylRTvWw+AoEA7PZYadjCwkLRqyryPA+73Q6bzbbi8ShJG1kFe/fuRVFRMQZP/gVALHwqGGVxIV6aT42D5s7Ozlm1q5tbWlStuCamEqghBWgxEs0qc3NzFZvrJgY1c3Kq1TyhLykpQWVl1YwDulojEQQSy0lWqnh1HsBV1TbU+MwRsFgsyE+YHMydBKoJnU6HsrIr/SsqKlL1sZ07gVfzmGLupEetpo5A7BrVaDQzzx61RejOJVGcUXtf54oXaokyn49QKIS8vLyZPqazj2EyJFbck6KvGo0GRUVFCIVCS395AdR9BCRGr9fjxhtvQNDrhHc65gPRNx0Ex/NYt26dzK2TBo1Gg66EfHk15s4nkjgRUnOYMjB7lSSdy8Amg1arndVHtR/bxsYr4oyaVzWB2b4Pap4YAEBlZeXM3ysNv0wnqhL6q9aqBQKJx7ZU5dds4rG0WCyqnggBs/PI1Xwe6/X6WekTahalgNn9U3tf1Zp6uhBST+iVRGL/pOrrau/x6j4CKaC9vR35BQVwT8TyNS9MBWG15qg6PzVx5VaNdecTSXwAqTlsF5h9M1FzKKtA4sqB2id+ides2if0iRFDajPXnUviKq6aI6UEEqMtlGokJhaJ16naz+PEiZDaUwuA2deq2ie5JSVXzmO136MS+6f2viZep2qfzAOzxQs5xNW2tjbcdNNNM/8lpouulKeffhq/+93vrno/sX9nz57Fd77znVXvS2zUG4eYIrRaLTb39uLll2Mmlt4wi56uVlVfzIm+D2ofVCVexGofZCSi9pBHQN0rXnNJnAipfdKXadesRqMBz/OqzjkWSJzkqn11PvE5q1avJYFEES4TrtnEHPLESZEamRtVo2YSj6Xan7NGo3Hev9VK4pzuRz/+KbzegGjbtlrNOPaFBxb9jslkwosvvijaPgHg6NGj876f2Neuri6sX79e1P2KAREvRKC1tXVGvADUnT8PzFaU1SzSzCUT+qrT6cCyrOoHGUDsYQCofxIEZF6Ip0AmnMcWiwU+ny/jxAu1M8v8LwOiEQTUvmINZMZ9SSDxiO7pPAAAGGJJREFUms2Ee5RAJvVVzeaVAonjf683gPptnxNt2wPv/mZFv2NZFv/+7/+ODz/8EJFIBHfeeSfuuOMOHD9+HE8++SSsVisuXLiAQ4cOoaWlBb/4xS8QDofx/e9/H7W1tXjyySdhNpvx4IMP4u6778batWtx/PhxeDwefOUrX0FXVxf+9re/4Wc/+xl++MMf4sknn8To6ChsNhtGR0dx77334p577gEA/PSnP8Vzzz0HALj11ltx3333ifXPMy9EvBCBufnyajfEy4QbVaZSWlqKsbGxjFj9ElYL1L7yBWTWYDkRQaBSM0LKk9pTnwD1r2Ymkkn584lkwjHOhPuSQGIUZyZN6DOpr5kwJ5B7kSsUCuGmm24CECtB/P3vfx/PPvssrFYrnnvuOUQiEdxxxx3Ytm0bAOD8+fP44x//iPz8fOzbtw+33XYbnn32Wfz85z/HL3/5S3z729++ah8sy+LZZ5/Fm2++iaeeegrf/e53r+r35cuX8Ytf/AI+nw+HDh3C0aNHQdM0nn/+eTzzzDPgeR633347ent70d7eLtm/BxEvRGDuirza/QLU7Hqe6VitVoyNjWXEg1e4bjMloiYTyYRBlSBaZMJ5nAn3JYFMyp9PJBMm9pkQZi+QeO5mUr8zoa9arRYcx2WEcC7383W+tJF3330XNE1fsS3wejE4OAiDwYCurq4Zj6ja2toZUaOlpQXHjx+fdx8HDhwAEKusODExMe93du3ahaysLBQWFqKwsBB2ux0nTpzA/v37Z4TnAwcO4KOPPiLiRTpgMplmyr6ofXIv90VMkI5Dhw5Bq9Wq2nBWgOdjBdzkVtRThVarzbgIjEwaVGXCeZwJYpRA4iQ+k0SbTJj0ZdJ5nPjMyaSxYyYcY6PRiGAwmBHPWSU+X3mexz/+4z9ix44ds94/fvz4rPNPq9XOvNZqtWBZdt7tzfeduf1O3K5OpwPDMKvvyArInDuJxAiDC3IRE9KZmpoafOELX8iI81ggU87nb3zjG3jiiSfkbkZKyYTBsnD+CmKcmsmECYFA4n0pE6IRBDLhGAvP10yIiMukczeRTBhDCX1U+4ItoMxx4vbt2/H0008jGo0CiKV0BALiGYkmS09PD1599VUEg0EEAgG8+uqr6OnpkXSf6j/jUgRFUfjggw8yKjeVQEhnhMleJgwgAfVXBspUhJXNTDB1zLTIIYFMuUcBmTHpE45nJoirmRQ1lEgmTOiF8zgT7k9KFC9uu+02jIyM4MiRI+B5HgUFBfjBD36Q8nZ0dHTgyJEjuO222wDEDDulTBkBZBAvKIoyAXgLgDG+/2dpmv4fFEU1APg1gCIAJwDcTdN0hKIoI4BfANgIwA7gczRND6S63UvR2dmJDz74ICMGkEq8iAmE5VJRUQFA/WUICeqmqKgIfX19M+ezmhGePRRFydwSgtgIJX8zYdIn9DETohIyIZJmPjLhPM4kEW52CXbziiuEzIfVurRJ8cmTJ696T6vV4oknnrgqonbz5s3YvHnzzOtf/vKX8372+OOPz/udwsJC/OpXv1r0+wDw0ksvzfx9//334/7771+yH2Ihx9UVBrCXpmkfRVEGAO9QFPUnAE8A+B5N07+mKOo/ATwI4Kn4/500TTdRFHUHgP8JQLwaNSIhhO1kglN2pnHkyBEEg0G5m0EQGeGBm6mDK4I6EM7jTEgbAYDHHntM9abYmYjBYEAkEsmIVdyenh689957M9UD1EymPl8z4TzOBNFCIFG8OPaFB2RsCQGQwfOCpmmepmlf/KUh/h8PYC+AZ+Pv/xzAzfG/b4q/RvzzfRRFKW7pXzDrzAQlPdPYunUr9u3bJ3czCCIjTPYy6QGcKdx3333o7e2VuxkpIdPEi/r6+oxNH1Ezhw8fhsViwZo1a+RuiuRYLBZ861vfkjy0WglkwiR+PjJhXJFJZtGZ0Md0Qpa4JoqidIilhjQB+D6ASwBcNE0LtqU2AFXxv6sADAMATdMMRVFuxFJLplPa6CWIRCIAMldlJhAIBKXQ2dmJzs5OuZuREjLJsJOgXrZs2YItW7bI3QwCYVXodDqwLJsR4kV1dTXGx8czqpQzQRnIIl7QNM0CWEdRVD6AFwC0irn9gYGBlIf5j4yMAIjV2T137lxK9y0nmdRXgrpwuVwAYvl95DwmpCsOhwMAMD4+Ts5jlUKOK0ENZMJ5vHv3bly6dCkj+ioI5uFwWNX9jUajCIfDM68zKY1cyr5Go9Grzpu2trakfiurowxN0y6Kol4HcA2AfIqi9PHoi2oAI/GvjQCoAWCjKEoPIA8x484Fqa+vl67RCyCIF6WlpUn/46uBTOorQX00NTWhqKgoI1ZJCOokGAzi7Nmz6O7uRktLi9zNIUgAec4S1EAmnMeZ0EcBm80GACgpKVF1v8+dO4fs7GxotVpYLJaMqKAjGChL2VeDwbDi80aOaiMlAKJx4SIbwAHETDhfB3ArYhVH7gXwYvwnv4+/fj/++Ws0TSsuPlbI6yOeFwRC+kCM/wjpzrp161BeXp4R1UYIBEL6UVRURKp6qRCO4wBkhr+HRqNBVVXV0l9UCaWlpTPHV4nIccZVAHidoqhTAP4G4C80Tb8E4BsAnqAoqg8xT4sfx7//YwBF8fefAPBNGdq8JL29vVeVpyEQCAQCQUq0Wi0qKyuJoRiBQFAkX/3qV/HAA6RCg9ro7u5GQUEB1q5dK3dTVA9FUfj6178+85phGGzZsgXHjh2TZH9ZWVkzi/E2mw033HADAOD06dP4zne+I8k+l0PKIy9omj4FYP087/cDuMoenqbpEIDbUtC0VWGxWHDbbYpvpqjs3btX7iYQCAQCgUAgEBQKiUhWJ+Xl5fj2t78tdzNSzk9/9BT8Xo9o27NYc3H/Q19a9DtmsxkXL15EKBSCyWTCu+++i7KyMtHakCxdXV3o6upK+X7nIqvnBSF9+ad/+ifyQCIQCAQCgUAgEAgZgd/rwV0dZtG2919nkhNCdu3ahTfeeAMHDx7EH/7wB1x//fU4ceIEAODUqVP453/+Z4TDYZhMJvzLv/wLGhsbcfHiRXzrW99CNBoFx3F48sknUV9fj9/97nf48Y9/DI1GA4qi8N3vfhff/OY3sXv3bhw8eBAAsH79epw8eXJWG44fP46f/OQn+OEPf4gnn3wSo6OjsNlsGB0dxb333ot77rkHAPDTn/4Uzz33HADg1ltvxX333SfSv1YMIl4QVoTZLN6FSyAQCAQCgUAgEAiEq7nuuuvwgx/8AHv27AFN07jllltmxIvGxkb86le/gl6vx3vvvYfvfe97ePLJJ/HrX/8a99xzDw4fPoxIJAKO43Dx4kU89dRTePrpp1FYWDhTeW8lXL58Gb/4xS/g8/lw6NAhHD16FDRN4/nnn8czzzwDnudx++23o7e3F+3t7WL9UxDxgkAgEAgEAoFAIBAIBCXS2toKm82Gl156Cbt27Zr1mdfrxTe+8Q0MDg5Co9EgGo0CiBl6/+d//ifGx8fxmc98BvX19fjggw9w8ODBGRPd/Pz8Fbdp165dyMrKQmFhIQoLC2G323HixAns379/ZpH7wIED+Oijj0QVL9RvEUsgEAgEAoGQZtTV1aGoqEjuZhAIBAJBAezduxf/9m//huuvv37W+//xH/+BzZs346WXXsJTTz2FSCQCALjxxhvx1FNPwWQy4aGHHsL777+/4LZ1Ot1MhRGO42YEkMXIysqa9XuGYVbSrWVDxAsCgUAgEAgEhfGFL3wBX/7yl+VuBoFAIBAUwK233opHH30UFEXNet/r9c4YeL7wwgsz7w8PD6Ompgb33HMP9u3bB5qmsWXLFvz5z3+G0+kEgJm0kaqqKpw5cwYA8NprryUlXsxHT08PXn31VQSDQQQCAbz66qvo6elZ0bYWgqSNEAgEAoFAICiM7OxsuZtAIBAIBIVQXl4+Y4qZyBe+8AV885vfxFNPPTUrpeRPf/oTXnzxRej1ehQXF+PYsWPIz8/Hww8/jLvvvhtarRbt7e3413/9V9x+++145JFHcPjwYezYsWPF3oYdHR04cuTITAXOW2+9VdSUEQDQ8Dwv6gYVgio7RSAQCAQCgUAgEAgE6Tl37hza2tpmXstRKlWNzP13jaNJ5rck8oJAIBAIBAKBQCAQCIRFyEShQWkQzwsCgUAgEAgEAoFAIBAIioaIFwQCgUAgEAgEAoFAIBAUDREvCAQCgUAgEAgEAoFAmINK/SFlY7X/nkS8IBAIBAKBQCAQCAQCIQGTyQS73U4EDJHgeR52ux0mk2nF2yDVRggEAoFAIBAIBAKBQEggGo3CZrMhFArJ3RTVYDKZUF1dDYPBMPejpKqNEPGCQCAQCAQCgUAgEAgEglwkJV6QtBECgUAgEAgEAoFAIBAIioaIFwQCgUAgEAgEAoFAIBAUDREvCAQCgUAgEAgEAoFAICgaVXpenDhx4s8AiuVuB4FAIBAIBAKBQCAQCIRFmd64cePBpb6kSvGCQCAQCAQCgUAgEAgEgnogaSMEAoFAIBAIBAKBQCAQFA0RLwgEAoFAIBAIBAKBQCAoGiJeEAgEAoFAIBAIBAKBQFA0RLwgEAgEAoFAIBAIBAKBoGiIeEEgEAgEAoFAIBAIBAJB0ejlboBaoCjqZgAvAGijafq83O2RCoqiWACnAWgAsAAeo2n6PXlbJR0URZUD+F8ANgFwAZgA8BWapi/I2jCRSTiuBgAMgF8A+B5N05ysDZOIhP4K/Jqm6X+Vqz1SM09/b6ZpekCm5kgGRVFlAL4HYAsAJ4AIgH+jafoFWRsmARRF+Wiazkl4fR+AHpqmH5OvVdIzt99qJxP6m9hHiqKuQ+yZe4Cm6UF5WyY+mXA8AYCiKB7Ar2iaviv+Wg9gDMBxmqZvkLVxEhDv7/9F0/TX4q+/DiCHpun/Q9aGSQRFUdUAvg+gHbGF8JcA/G80TUdkbZgEJIyf9ADOAbiXpumAvK2ShjnHVQfgjwC+RtN0WNaGzYFEXojHUQDvxP+vZoI0Ta+jabobwLcA/J9yN0gqKIrSICZIvUHT9Bqapjci1ucyeVsmCcJx7QBwAMAhAP9D5jZJidBf4T/VChdx5vZ3QO4GiU38ev0dgLdomm6MX693AKiWt2UEAiEZKIraB+D/BnBIjcJFhuEH0ElRVHb89QEAIzK2R2rCAI5QFFUsd0OkJv6sfR7A72iabgbQAiAHwD/L2jDpEMZPnYgtiDwsd4OkYJ7j2gwgG8C/ydqweSDihQhQFJUDYDuABxEbLGcKuYitbqqVPQCiNE3/p/AGTdOf0DT9toxtkhyapicBPATgsfjNjEBIB/YCiMy5Xgdpmn5SxjYRCIQkoChqJ4D/B8ANNE1fkrs9BFH4I4Dr438fBfC0jG2RGgbAjwB8Ve6GpIC9AEI0Tf8UAGiaZhHr9wMURZllbZn0vA2gSe5GSMRCx/We+DxXMRDxQhxuAvDneCqBnaKojXI3SEKyKYr6mPr/27v3GDmrOozj34ZLS2ktEkAMCoUKj4HalksbREFQQkCE0IhIw01BKqAoGhFjQG6GGksTUCAgxVBEbUUlVAVBRTECgrYgsMjDxQJiBLQSsNJCpesf7xkz3ey0W3aHd3b2+SST7LzXZ+ZMm3nP/M55pUeA+cCFdQdqo8nAkrpD1MH2X6hKxrapO0ubND7HjcdH6w7UZs2vt+uGUBS7AUvrDvEGWuszDFxQd6CI12k0VdXUEd087HYEWggcLWkMMAW4p+Y87XY5cIykCXUHabPd6PPd2PZLwNN074V9Y+jTIaw9BLebtGrXJ+mwds2cF0NjFnBp+Xthed6tF70rbU8DkPRu4DpJk2331pwrYkP8/3M8Qoy014uky6kq4l61Pb3uPG2wVps25ryoL07E67YauIuqevWzNWeJIWL7AUkTqb4T31xznLaz/ZKk64DPACvrzhNDZrPyAwFUlRfX1BkmUnkxaJK2pCq1mS/pSeBM4KiRUG5v+25gK2DrurO0SQ/QzVU0LUnaiWpC1ufrzhIxQD3AHo0ntj8FfIDu/f8polusAY4CZkj6ct1hYkgtBi6mu4eMNLuEqhNu87qDtNHD9PluLOlNwPbA47Ukaq/mOcNO78ZJSYtW7bot4FoStZDOi8E7EviO7R1sT7T9dmAZsG/NudpO0juphhYsrztLm9wOjJY0u7FA0hRJXd22krYGrgQuS0VNDCO3A2Mkndq0rNvH30Z0hTJ7/6FUZfcn1Z0nhsy3gfNtd2up/Vps/wv4AVUHRrf6FTBW0vEAkjYC5gHXdutdOEaIVu16me2OqiRK58XgzaK6I0WzH9G9dx3ZrGmM9SKqWwa9VneodigX7jOBAyU9IamH6u4qz9abrC0a7doD/BK4DTi/5kzt1HfOi26/20jXK/9ejwDeJ2mZpHuBBcBZ9SaLeH3KGOuOukVdO5ULv4OBsyUdXneeNhkr6Zmmx+frDtROtp+x/Y26c7zB5lFVJXelpu/GH5H0GPAosApI1dQw1tSuR5Z2XQ6ssd1xd5EZ1dubH1YjIiIiOomkqcDVtmfUnSUiIkYOSftQDfeaabujJkNP50VEREREB5F0CtXEf2fYvq3uPBEREZ0gnRcRERERERER0dEy50VEREREREREdLR0XkRERERERERER0vnRURERERERER0tHReREREDFOStpW0sNzOeYmkmyXtso7tt5B02huU7ZTGPePrIGl/ST/dwH3mSuqRNHcIzj9f0q7l7yclbVX+vmuwx46IiBiJNq47QERERGw4SaOAG4EFto8uy6YCbwEebbHbFsBpwBVtzrax7SsHuf9/hzLTAM0GtrT92mAPZPsTLZbvM9BjlDYeZXvNYPNEREQMd+m8iIiIGJ4OAFY3dxLY/hOApHHATcCbgU2As23fBHwNmCTpfuAXts+UdCZwFDAauNH2ueUY5wDHAv8A/gossX2xpGnAlcBY4AngRNsvSPoNcD/wXuD7ksYDK8o+J1N1DGwKPA4cZ/vl5hcj6TxgErAT8LSkY0ve/Uu2y21fJWl/4Dzgn8BkYAlwrO1eSQcDlwAvA79rOvYM4FJgDLAS+Lht9zn/YmAcsETSnHKMs0vm5cAxtp8rOXcsObcHPgfsDRwC/A04zPbq8n58wfYf+5xnhe1xrdpI0kTgVuAeYE/gg8BTREREjHAZNhIRETE8NS7c+7MKmGl7D6pOjnnlV/wvAU/YnlY6Lg4CdgZmANOAPSXtJ2k68GFgKtVF+V5Nx74OOMv2FOBB4NymdZva3sv2vD55fmx7uu2pwJ+Bk1rk3hU40Passs2LtqcD04GTJe1YttsdOKNsvxPwHkljgKuBw6gu+rdtOu4jwL62dwe+AlzU98S2DwdWlvdmEVXnx95ln4XAF5s2nwS8HzgcuB74te13UXWMHNritfXVqo2gapMrbO9mOx0XERERpPIiIiKiG40CLpK0H7AG2I5qOElfB5XHfeX5OKoL5/HATbZXAask/QRA0gRgC9t3lO0XADc0HW9RizyTJX2VatjKOKrKgv4str2yKdsUSUeW5xNKtleBe20/UzLdD0wEVgDLbD9Wll9PVe3R2HeBpJ2BXqpKh/V5G7BI0lupqi+WNa27pVRXPAhsBPy8LH+wZBmIdbXRU7Z/P8DjREREjAipvIiIiBieeqgqDPpzDLA1sKftacBzVEMm+hoFzCnVBtNsv8P2NYPI9J8Wy68FPl2qE85vkaXv/qOA05uy7Wj7trLulabtXmP9P8ZcSFUdMZmqMqPV+Zt9E7isZP5kn31eAShzUay23VuWrxlAloZ1tVGr9zEiImLESudFRETE8HQ7MFpSo7oASVMk7UtVafB8qQ44ANihbPJvqqqKhluBE8v8C0jaTtI2wJ3AYZLGlHUfArD9IvBCOQfAccAdrN944O+SNqG6aB+IW4FTyz5I2kXS5uvY/hFgoqRJ5fmspnUTqOajAPjYAM/fvM8JA9xnQ7Rqo4iIiOhHOi8iIiKGofJr/0zgwHKr1B5gDvAs8F1grzKs4XiqC3tsLwfulPSQpLmlkuF7wN1l2x8C423/AVgMPADcQjUc4sVy6hOAuZIeoJon44IBxD2HagLKOxtZBmA+8DCwVNJDwFWso6qhDHGZDfxM0lLg+abVXwfmSLpvXcfo4zzgBklLqCYHHWr9tlFERET0b1Rvb+/6t4qIiIgRRdI42yskjQV+C8y2vbTuXBERETEyZcLOiIiI6M+3JO1KNQ/DgnRcRERERJ1SeRERERERERERHS1zXkRERERERERER0vnRURERERERER0tHReRERERERERERHS+dFRERERERERHS0dF5EREREREREREdL50VEREREREREdLT/AS+R49J5JKBjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fgrid = sns.catplot(x=\"Q006\", y=\"NU_NOTA_MT\", hue=\"TP_SEXO\",\n",
" kind=\"violin\", inner=None, split=True, aspect=3,\n",
" palette=\"pastel\", data=df, order=renda_categs, legend=False);\n",
"fgrid.set_xlabels(\"Categoria renda familiar\");\n",
"fgrid.set_ylabels(\"Nota Prova Matemática\");\n",
"handles, _ = fgrid.ax.get_legend_handles_labels()\n",
"fgrid.ax.legend(handles, [\"Feminino\", \"Masculino\"], loc=\"lower right\")\n",
"fgrid.despine(left=True)\n",
"plt.title(\"Nota da prova de matemática por categoria de renda familiar e sexo\");"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x1080 with 17 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.FacetGrid(df, col='Q006', col_wrap=4, hue=\"Q006\",\n",
" palette=\"Set2\", col_order=renda_categs)\n",
"g.map(sns.distplot, \"NU_NOTA_MT\", norm_hist=False)\n",
"g.fig.subplots_adjust(wspace=.02, hspace=.02);"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.distplot(df[\"NU_NOTA_MT\"], bins=200)\n",
"plt.xlabel(\"Nota prova de matemática\")\n",
"plt.ylabel(\"Distribuição\")\n",
"plt.title(\"Distribuição das notas da prova de matemática\");"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Skew: 0.4959\n"
]
}
],
"source": [
"print(\"Skew: {:.4f}\".format(sp.stats.skew(df[\"NU_NOTA_MT\"])))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"df[\"NU_NOTA_MT\"] = np.log(df[\"NU_NOTA_MT\"])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.distplot(df[\"NU_NOTA_MT\"], bins=200)\n",
"plt.xlabel(\"Nota prova de matemática\")\n",
"plt.ylabel(\"Distribuição\")\n",
"plt.title(\"Distribuição das notas da prova de matemática\");"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Skew (log-transformed): 0.0947\n"
]
}
],
"source": [
"print(\"Skew (log-transformed): {:.4f}\".format(sp.stats.skew(df[\"NU_NOTA_MT\"])))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"nota_mean, nota_std = df[\"NU_NOTA_MT\"].mean(), df[\"NU_NOTA_MT\"].std()\n",
"df[\"NU_NOTA_MT\"] = df[\"NU_NOTA_MT\"] - nota_mean\n",
"df[\"NU_NOTA_MT\"] = df[\"NU_NOTA_MT\"] / nota_std"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(df[\"NU_NOTA_MT\"], bins=200);"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"renda_codes = pd.Categorical(df['Q006']).codes\n",
"renda_size = len(set(renda_codes))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"with pm.Model() as linear_model:\n",
" beta = pm.Normal('beta', mu=0, sd=20, shape=renda_size)\n",
" sigma = pm.HalfNormal('sigma', sd=20)\n",
" mu = pm.Deterministic(\"mu\", beta[renda_codes])\n",
" y_obs = pm.Normal('y', mu=mu, sd=sigma,\n",
" observed=df[\"NU_NOTA_MT\"])"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/latex": [
"$$\n",
" \\begin{array}{rcl}\n",
" \\text{beta} &\\sim & \\text{Normal}(\\mathit{mu}=0,~\\mathit{sd}=20.0)\\\\\\text{sigma} &\\sim & \\text{HalfNormal}(\\mathit{sd}=20.0)\\\\\\text{mu} &\\sim & \\text{Deterministic}(\\text{beta},~\\text{Constant})\\\\\\text{y} &\\sim & \\text{Normal}(\\mathit{mu}=\\text{mu},~\\mathit{sd}=f(\\text{sigma}))\n",
" \\end{array}\n",
" $$"
],
"text/plain": [
"<pymc3.model.Model at 0x7f0faa622b38>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"linear_model"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<!-- Generated by graphviz version 2.30.1 (20150306.0020)\n",
" -->\n",
"<!-- Title: %3 Pages: 1 -->\n",
"<svg width=\"336pt\" height=\"254pt\"\n",
" viewBox=\"0.00 0.00 336.00 254.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 250)\">\n",
"<title>%3</title>\n",
"<polygon fill=\"white\" stroke=\"white\" points=\"-4,5 -4,-250 333,-250 333,5 -4,5\"/>\n",
"<g id=\"clust1\" class=\"cluster\"><title>cluster17</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M20,-163C20,-163 136,-163 136,-163 142,-163 148,-169 148,-175 148,-175 148,-226 148,-226 148,-232 142,-238 136,-238 136,-238 20,-238 20,-238 14,-238 8,-232 8,-226 8,-226 8,-175 8,-175 8,-169 14,-163 20,-163\"/>\n",
"<text text-anchor=\"middle\" x=\"133\" y=\"-170.8\" font-family=\"Times,serif\" font-size=\"14.00\">17</text>\n",
"</g>\n",
"<g id=\"clust2\" class=\"cluster\"><title>cluster195,944</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M20,-8C20,-8 136,-8 136,-8 142,-8 148,-14 148,-20 148,-20 148,-143 148,-143 148,-149 142,-155 136,-155 136,-155 20,-155 20,-155 14,-155 8,-149 8,-143 8,-143 8,-20 8,-20 8,-14 14,-8 20,-8\"/>\n",
"<text text-anchor=\"middle\" x=\"117.5\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">195,944</text>\n",
"</g>\n",
"<!-- beta -->\n",
"<g id=\"node1\" class=\"node\"><title>beta</title>\n",
"<ellipse fill=\"none\" stroke=\"black\" cx=\"78\" cy=\"-212\" rx=\"62.0922\" ry=\"18\"/>\n",
"<text text-anchor=\"middle\" x=\"78\" y=\"-208.3\" font-family=\"Times,serif\" font-size=\"14.00\">beta ~ Normal</text>\n",
"</g>\n",
"<!-- mu -->\n",
"<g id=\"node3\" class=\"node\"><title>mu</title>\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"140,-147 16,-147 16,-111 140,-111 140,-147\"/>\n",
"<text text-anchor=\"middle\" x=\"78\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">mu ~ Deterministic</text>\n",
"</g>\n",
"<!-- beta&#45;&gt;mu -->\n",
"<g id=\"edge1\" class=\"edge\"><title>beta&#45;&gt;mu</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M78,-193.822C78,-183.19 78,-169.306 78,-157.204\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"81.5001,-157.153 78,-147.153 74.5001,-157.153 81.5001,-157.153\"/>\n",
"</g>\n",
"<!-- sigma -->\n",
"<g id=\"node2\" class=\"node\"><title>sigma</title>\n",
"<ellipse fill=\"none\" stroke=\"black\" cx=\"243\" cy=\"-129\" rx=\"85.2138\" ry=\"18\"/>\n",
"<text text-anchor=\"middle\" x=\"243\" y=\"-125.3\" font-family=\"Times,serif\" font-size=\"14.00\">sigma ~ HalfNormal</text>\n",
"</g>\n",
"<!-- y -->\n",
"<g id=\"node4\" class=\"node\"><title>y</title>\n",
"<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"83\" cy=\"-57\" rx=\"51.4931\" ry=\"18\"/>\n",
"<text text-anchor=\"middle\" x=\"83\" y=\"-53.3\" font-family=\"Times,serif\" font-size=\"14.00\">y ~ Normal</text>\n",
"</g>\n",
"<!-- sigma&#45;&gt;y -->\n",
"<g id=\"edge3\" class=\"edge\"><title>sigma&#45;&gt;y</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M207.491,-112.465C182.482,-101.523 148.968,-86.8611 123.013,-75.5059\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"124.387,-72.2867 113.823,-71.485 121.582,-78.6998 124.387,-72.2867\"/>\n",
"</g>\n",
"<!-- mu&#45;&gt;y -->\n",
"<g id=\"edge2\" class=\"edge\"><title>mu&#45;&gt;y</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M79.236,-110.697C79.7869,-102.983 80.4491,-93.7125 81.0634,-85.1124\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"84.5568,-85.3283 81.7783,-75.1043 77.5746,-84.8295 84.5568,-85.3283\"/>\n",
"</g>\n",
"</g>\n",
"</svg>\n"
],
"text/plain": [
"<graphviz.dot.Digraph at 0x7f104df46320>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(linear_model)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"prior_samples = pm.sample_prior_predictive(200, model=linear_model)\n",
"plt.figure(figsize=(10, 6))\n",
"for i in range(prior_samples[\"y\"].shape[0]):\n",
" sns.distplot(prior_samples[\"y\"][i][0:5000], hist=False,\n",
" kde_kws={\"lw\": 1, \"alpha\": 0.2})\n",
"plt.title(\"Sampling from the priors\");"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [sigma, beta]\n",
"Sampling 4 chains: 100%|██████████| 44000/44000 [10:32<00:00, 69.53draws/s] \n"
]
}
],
"source": [
"with linear_model:\n",
" samples = pm.sample(10000, tune=1000, njobs=4)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"varnames = [\"sigma\", \"beta\"]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(samples, varnames=varnames);"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x2592 with 72 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.autocorrplot(samples, varnames=varnames);"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 8))\n",
"pm.forestplot(samples, \n",
" varnames=varnames,\n",
" ylabels=[\"sigma\"] + list(renda_categs),\n",
" chain_spacing=0.3);"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 500/500 [00:12<00:00, 39.51it/s]\n"
]
}
],
"source": [
"ppc = pm.sample_ppc(samples, samples=500, model=linear_model)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, ax = plt.subplots(figsize=(12, 6))\n",
"ax.hist([n.mean() for n in ppc['y']], alpha=0.5, bins=80)\n",
"ax.axvline(0)\n",
"ax.set(title='Posterior da média', xlabel='mean(x)', ylabel='Frequency');"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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