{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "from pandas.tools.plotting import table\n", "from datetime import datetime\n", "\n", "%matplotlib inline\n", "#plt.style.use('ggplot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bajar y graficar los datos de la AFP" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "year = datetime.now().year # Presente agno\n", "url_data = 'https://rawgit.com/collabmarket/data_afp/master/data/VC-CUPRUM.csv'\n", "afp_name = url_data.split('-')[-1].split('.')[0] # Nombre de la afp\n", "karg_csv = dict(delimiter=';', decimal=',', index_col=0, parse_dates=True)\n", "afp = pd.read_csv(url_data, **karg_csv) # Crea DataFrame con los datos\n", "afp.dropna(inplace=True) # Elimina filas con datos faltantes (elimina C antes multifondos)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hMwD++ceXHMhIDzIyo1xBEflLRJaIyCoRecmTlxKR6SKyTkR+9mWd8871E5EN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\n5js+jc9DtcbD2bq4DgAvvujOxyfEMyB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grafico solo fondos A y E\n", "afp.loc[:,['A','E']].plot(title='Multifondos %s'%(afp_name))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Define parámetros base del modelo\n", "\n", "El modelo se sustenta en la medida que existan períodos en que el valor cuota de A crece más que E, y después viene un período de corrección, en que el valor cuota de A es menor que E.\n", "Existen varios supuestos cuya demostración escapa del alcance del modelo, pero se debe tener en cuenta para entender como funciona el mercado financiero\n", " 1. El crecimiento del valor cuota de E es sostenido en el tiempo, esto implica que la renta fija siempre va a crecer en el tiempo y el crecimiento base de la economía es sustentable (Los países, bancos centrales y grandes corporaciones que emiten bonos, siempre serán solventes y responsables). Yo pienso que crecimiento sostenido no es posíble en un mundo finito y donde la concentración económica corrompe, pero en el mediano plazo la inercia económica mantiene este supuesto. En el largo plazo a mi entender el crecimiento de la economía será logístico, en la media que esté relacionada a la riqueza real disponible (codigo, materia, energia y espacio), sin agentes que distribuyan y expandan la riqueza real.\n", " 1. Aquellos agentes que trabajan directamente en las bolsas tienen grandes incentivos para que se \"inflen\" los precios de las acciones más allá del valor libro (capital puramente expeculativo) y después tienen mayores incentivos para que existan grandes caídas, en esto último sólo estos agentes (Hedge funds y otros) tienen acceso a instrumentos financieros como ventas en corto y derivados que apuestan contra los grandes índices, donde se manejan volúmenes enormes y es donde se traspasa la riqueza con las grandes caídas.\n", " 1. Es natural en la economía existan ciclos de crecimientos, crisis (cambio de tendencia) y caídas (corrección), además estos ciclos pueden ser amplificados por la acción de cambios bruscos de grandes agentes económicos, como la FED, la irrupción de China y un cambio brusco en el mercado del petróleo. El modelo aún no incluye la acción de estos agentes, pero en algún momento debería incorporarlo ([Riesgo Sistémicos](http://nbviewer.jupyter.org/github/collabmarket/algorithms_afp/blob/master/SystemicRisk.ipynb))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Delta diferencia entre valor cuota de A con E \n", "Incialmente el valor cuota de A y E no es necesariamente el mismo, pero la diferencia entre los dos es señal del valor relativo de uno con respecto al otro." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Describe delta CUPRUM:\n", "\n", "count 5727.000000\n", "mean -66.232935\n", "std 2652.423192\n", "min -7077.670000\n", "25% -1777.770000\n", "50% -546.310000\n", "75% 1572.350000\n", "max 7658.530000\n", "Name: delta, dtype: float64\n" ] } ], "source": [ "# Delta es Valor relativo (diferencia o resta) entre valores cuota de A y E\n", "afp['delta'] = afp.A - afp.E\n", "print \"Describe delta %s:\\n\"%(afp_name)\n", "print afp.delta.describe()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Define Zero es Nivel indiferencia arbitrario\n", "Incialmente el valor cuota de A y E no es necesariamente el mismo, por lo que el nivel de indiferencia no es cero, por lo cual se eligen dos niveles de indiferencia uno de mediano plazo y uno de largo plazo" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Zero media CUPRUM: -66.2329352191\n" ] } ], "source": [ "# Elegimos un nivel de indiferencia de largo plazo\n", "# No se usa en los calculos solo para visualizacion, dato ex-post\n", "# Media historica de delta\n", "zero = afp.delta.mean()\n", "print \"Zero media %s: %s\"%(afp_name, zero)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define nivel de indiferencia de mediano plazo" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Parametros: ['median',365] (elejimos mediana movil 365 dias)\n", "afp['zero'] = afp.delta.rolling(window=365,center=False).median()\n", "# Supuestos:\n", "# Zero representa valor relativo fondo A comparable con E\n", "# fondo E refugio A es como una pseudo Inverse exchange-traded cuando hay alta volatilidad\n", "# Cambios entre renta variable (fondo A) y renta fija (fondo E)\n", "# Estrategia objetivo \"comprar barato y vender caro\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define indice rho" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rho media CUPRUM: -0.00727447528126\n" ] } ], "source": [ "# Otro indice valore relativo entre A y E\n", "# No se usa en los calculos solo informativo\n", "# rho = (A-E)/E\n", "afp['rho'] = afp.delta / afp.E\n", "print \"Rho media %s: %s\"%(afp_name, afp.rho.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grafico de tendencia Delta diferencia entre A y E con nivel de indiferencia Zero" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fX7PKzoMlorguuggu8Grk1fjDcI0Gm5NT2eQW5tK5QWdu7nZzwLFZ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\nomnVDavqd/Em4qMrPuKs584KKNgJgyY0sUSNg5bwcPD+2Gy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grafico de tendencia Delta diferencia entre A y E con nivel de indiferencia Zero\n", "afp[['zero','delta']].plot(title='Diferencia A-E %s'%(afp_name))\n", "plt.axhline(y=zero, color='r', linestyle='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Observaciones Grafico de tendencia Delta diferencia entre A y E\n", "\n", "Se observa que hay una tendencia en que 'delta' converge a valor cercano a 0, cada vez es menos atractiva la estrategia de cambio de fondo entre A y E, pues variabilidad de 'delta' tienden a ser mas frecuentes y de menor aplitud." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estrategias de cambio de Fondos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tipos de estrategias\n", "\n", "### Estrategias \"ex post\" (Basada en datos actuales en lugar de pronosticos)\n", "\n", "Estrategia \"Evitar perdidas\" (ejemplo: Felices y Forrados)\n", "Es muy dificil pues caidas son mas abruptas que subidas, consiste en mantenerse en A y refujiar en E implica aplicar \"stop lost\" algo muy dificil de implementar por la lentitud de los plazos cambio de fondo de las AFP.\n", "\n", "### Estrategia propuesta \"Aprovechar recuperacion\"\n", "\n", "Dado que subida es mas lenta que caida mas acorde con lentitud de cambios de fondo, consiste en mantenerse en E y despues de una gran caida entrar a A para aprovechar recuperacion, implica aplicar un criterio arbitrario de \"entrada\" que define gran caida e inicio recuperacion.\n", "\n", "Luego del periodo de recuperacion se sale de A mientras la probabilidad de recuperacion sea alta, implica aplicar \"stop gain\" se debe elegir un criterio arbitrario de \"salida\".\n", "\n", "Warren Buffett dice “cuando todo el mundo es ambicioso, se precavido. Cuando todo el mundo es precavido, se ambicioso”.\n", "\n", "### Criterios propuestos de salida:\n", "\n", "- Nivel de delta con probabilidad de recuraperacion acotada (tiene problema caso \"recuperacion aparente\")\n", "- Una rentabilidad (recuperacion) objetivo proporcional a la reciente caida\n", "\n", "Dado que variaciones de delta tienden a ser mas frecuentes y de menor aplitud, esta estrategia tambien es cada vez mas dificil de implementar por la lentitud de cambios de fondo de las AFP.\n", "\n", "### Estrategia dual \"Evitar perdidas y Aprovechar recuperaciones\"\n", "\n", "Entre el 2004 y el 2012 esta estrategia pudo aprovecharse ya que variacion tendencia de delta, fue en ciclos grandes de gran amplitud, a partir del 2012 variacion tendencia delta es de ciclos cortos y baja amplitud, por lo que solo la estrategia de aprovechar recuperacion es atractiva, pero tambien tiende a ser menos rentable.\n", "\n", "### Estrategias \"ex ante\" (Basada en pronósticos en lugar de datos actuales)\n", "\n", "En teoria se podria hacer ambas estrategias evitar caidas del A y aprovechar recuperaciones del A, si alguien pudiera \"predecir\" cambios de tendencia en los mercados en el mediano plazo (semanas, meses) seria factible, pero nadie a demostrato un metodo consistente para lograr eso, el \"market timing\" funciona entre menor sea el plazo hasta llegar a casos extremos como el High-frequency trading (HFT)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define categoría (etiqueta) 'valorA'\n", "\n", "Compara delta con respecto a zero:\n", "- Valor de A es relativamente mas alto que E [delta > zero]\n", "- Valor de A es relativamente mas bajo que E [delta < zero]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Categoria (etiqueta) 'valorA'\n", "afp['valorA'] = pd.np.where(afp['delta'] < afp['zero'], 'bajo', 'alto')\n", "afp['bajo'] = afp.delta[afp.deltaafp.zero]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Observaciones sobre 'valorA'\n", "Después de una caida de A la probabilidad de ganacia E->A es alta (recuperacion), pues se supone que renta variable en promedio genera mas valor que renta fija, pero para eso es necesario detectar minimo local de valor de A.\n", "\n", "__Warning: \"Probabilidad de ganancia E->A\" != 1-\"Probabilidad de perdida de A\"__\n", "\n", "Antes de grandes caidas, hay mucha volatilidad con recuperaciones \"aparentes\", que preceden grandes caidas, por eso es necesario ademas tener datos de riesgo sistemico. Casos:\n", "- Inicio 2008 (Recuperación, seguida por gran caída)\n", "- Fin del 2015 (Recuperación y caída inicio 2016)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grafico frecuencia categorias de 'valorA'" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Cuenta dias en que valor de A es alto y bajo con respecto a E\n", "afp.groupby('valorA').delta.count().plot(kind='bar', title='Valor de A relativo a E en %s'%(afp_name))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Observaciones Grafico frecuencia categorias de 'valorA'\n", "Del gráfico se puede observar que es más frecuente que valor fondo A sea mayor con respecto a el fondo E, entonces es posible suponer que las recuperaciones demoran más tiempo que las caídas.\n", "Se tiene más tiempo para aprovechar eventos puntuales de recuperacion valores minimos de A con respecto a E." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grafico delta clasificado por 'valorA'" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XwYMhwrM0du65+jkvz/exCgt1CEWhnQnkjDMgMzOI4AuD4fAhPTedfTn73O9T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\noopCURRFCYsqCkVRFCUs/w97hrwdA/moGAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "afp.loc[:,['bajo','alto','zero']].plot(title='Delta clasificado por \\n Valor de A relativo a E en %s'%(afp_name))\n", "plt.axhline(y=zero, color='r', linestyle=':')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Q+f84NhsHrJd+VPlgpAvmY/0GN2G55hzTp4jIqbav/e/AL/b9qkqNQ4XXgf8B0+XYvtuB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\nLfL82poeRE0QJ7K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L2hbKtIycx3PwaePT4PU2Bzr4deBgwUGn51SVZXHL+GHKD/QI6sHb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\n1TSeqsrkVZOZtXEWH635iIEdB3J++/N56sun6JHRg4xGGYy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Zoom desde dos agnos al presente\n", "init = str(year - 2)\n", "titulo= 'Delta clasificado por \\n Valor de A relativo a E en %s desde %s'%(afp_name,init)\n", "afp.loc[init:,['bajo','alto','zero']].plot(title=titulo)\n", "plt.axhline(y=zero, color='r', linestyle=':')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define parámetros moviles estrategia Estrategia \n", "\"Aprovechar recuperacion\" y \"Evitar perdidas\" con stop gain" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## Estrategia \"Aprovechar recuperacion\" y \"Evitar perdidas\" con stop gain\n", "# Criterios de Entrada a renta variable\n", "# Parametros: ['quantile',0.1,365] (elejimos cuantil 10% ventana 365 dias)\n", "afp['entra'] = afp.delta.rolling(window=365,center=False).quantile(quantile=0.05)\n", "# Criterios de Salida a renta fija\n", "# Parametros: ['quantile',0.9,365] (elejimos cuantil 90% ventana 365 dias)\n", "afp['sale'] = afp.delta.rolling(window=365,center=False).quantile(quantile=0.95)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Graficar delta con limites entra, sale, zero movil y zero largo plazo" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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rGTNmDFVVVVxxxRXU1zs76Lz88suMGjWKO++8k6qqKi655BIAHnjgASZNmsSg\nQYM444wzWL16dT7fmkmtMdkLWq3NvqdvAEOSJD0M+CXOxq6n4Gx6GyUo2wD0QqRvhDKMMcY4TsaZ\nzNUuKFPlSFVrKSs455xzDlu3bqWuro6amhomTJjAjBkzmDlzJkuXLmXBggUsXbqUmpoabrqpdcWC\nNWvWsHnzZlauXMnPf/5z5s2bx6xZs3jiiSdYvXo1o0ePZvr06Xl8ZyaNdGuCeYHZJXFBmt/RwKu+\n5w0AIiG/v05wtwjYO1R+Y4zp5iQm4m57BzASeJ85z11AU2lZqnzpdK+gTCQ7/yJQVWbMmMGxxx7L\nZZddxs9//nPuuece+vbtS69evZg5cyaPPfZYS/ri4mJisRilpaWUlZXx6KOPcumll7L//vtTWlrK\nbbfdxmuvvcbKlYm2VjR5F9t9pQhDU6Tw+qSXJHxVpATnC7/Id7bR/ReltWwVMDBCfmOM6c7mAAvd\nxwOAZdSNOgMtil/mKJDutSRGfrcLBGDWrFls376dn/zkJ6xfv54dO3Zw0EEHtbze3NzsNmQ4Bg8e\nTGlp64Luq1atapO+V69eDBw4kJqaGkaPHp2bN2EysQyYg5Z8B/hWinTef+xkLWoDgc2o+gcU7qY1\nKAu7MfkG4mZ+BiXCRcDHqvwjSjnGGNMJHQ5McB/3BxbTVNoPiTb2u3sFZXk2d+5cHn/8cd566y2K\ni4sZNGgQFRUVLFy4kKqqqoR5JK5lbvjw4axYsaLl+fbt29m4cSMjRoyIz2ryS4FHcAb8b0+Rrhgg\nxQbjg3FWz/drIkRLmQj9gC3uzgLrgX8Kkj+BKcAwsKDMGNPt+KOvnsAOmkv6Ic11UQrtXt2XefTu\nu+9y1VVX8eSTTzJggLPmpohw2WWXcc0117B+vfN3t6amhueeey5pOTNmzOChhx5iwYIF1NfXM2vW\nLKZMmWKtZIWnJ+v2asTpsU7VmpWuqftg2reifUG47stNtAZifwCuQiRKF+Z84NsR8htjTGfln8TV\nk4aKBpqLK5DmSGOcLCjLkaeeeorNmzdz1FFHtczCPPXUU7njjjuYOHEiU6ZMoV+/fpx44oksXrw4\naTnHH388N998M2eddRYjRozgs88+Y+7cuTl8JyZDvfn4jCKcTcDTWZPitWHAi3HnFhB+TNk7IvwQ\n1b/hLCI7JUQZnmeAfiLRthUxxphOyD8xq5zaiaUgWwg7AcslWgDjrLJFRLQrvZ+OJiKoqv1BzTKJ\nSR+gjrtIRqVzAAAgAElEQVRXTWVb1dOq9EmRVoFVWq2J+5+drZX+huptzlN+ANyDE5gdrMqqjOsl\nLePXPlRlX0RuARpRnZ1pGQnK3AKMUWVz2DKMMaazkZgsAPbVahWJyTxqx/+I3z4yissOn63Vmmpy\nV0rWUmZMFklMyoFPAdhW9QawXwbZEv+SEBkGnIjTTegkVG5QZQPRZl96WzStBL4SsgzPeuCQiGUY\nY0xn479v92TAslouO/wJbJslYwrKYTiD81FlpyqfZZAn2fpkX8XZ+PvNBK9FCco2uMdXgCPbzSYJ\n5gRVno+Q3xhjOiN/UFYG1LvnLCgzpoDsDJEnWZ/7UOBFVBPtChAoKItbaHare/wEZwbRCZmWEy/D\noNMYY7oa/327BGdCVjNEG2NrQZkx2eVNk/6fAHmStZSNxeliTCRoS5k/rXMzcQZg/hewT4ByjDHG\ntA/Kmki892UgFpQZk11XucfvBciTLCjbF6f7MpEoQZnfFqAyQDnGGGPaBmXFWFBmTEG6EIDZergI\n4zLM0777UqQUZ3zah0nyRAnKSn2P6yD57FBjjDFpFfOne/fjnuXnEjGu6lIr+peXl68VkdBTUbub\n8vLytfmuQxf1R2AucD6EHuj/VWAdqhsSvAbRgjL/d6SOzGaIJiXCocAyd1aoMcZ0B227LzfssQf1\nlWOxoKzVzp07h+W7DqbbeweI4Sys+l6GeRIN9O8HzEuRJ0pQdozv8Xzgh4jcgOoXAcrzOxs4R4TX\nfecaVLkgPqEIZTgb+QL8VJVXQ17TGGMKRTGNPXvQXLwDC8qMKSjlOKv4O3uhZSZRS1lfnFasZIIG\nZf7tnJpFKFalCdUliLyMs51T2KBsFvB3oIfvXLJdeZuA3wGnA6eABWXGmE6p7Ziy3RU90KLtWFBm\nTEHpSWOPXUAF4ZbH8Awhu0HZ4AR5vcBpMU7r2ZNBKuhRZTfw+wzTNgKPi9CLti12xhjTKUhMBNjf\nd6qExvJytLgWG+hvTEEpp3ZiE9DsBiCZGJng3FFATYo8BwMnB6jXHjjrklXQPqD7H+BbiETZBzOo\nnTitisYY09kcjjthSmJSDBSzc8CZNJesx4IyYwpKOfV9dwHXBciTqEWtCt/2Sgn0Aa4NcI1i4H1V\nduK0kLUGZaqLgcdxZnvmyibAJpoYYzqjyrjHxQz94Hwqax4ExG1JC8WCMmNCkJicIDF5J+7c0UB/\nRr1Wp8o9AYprO/5KpDcwjvQzN5PtBJBICbS03DXSdowZwMdAzibKqPIXVa7O1fWMMSaL/HsGlwMl\nXHjC+7pprLfVkgVlxuTY6cABcedOdI/1AcuKHxT/ZWAJqttT5JkO/CbANfxBWduWMscachiUGWNM\nJ+ZfHLyM1sVjIeICshaUGRPOlxKcWwZs12pNNvMwmfjZlzcAL6fJ04BzM8hUfEtZfFC2GhgeoDxj\njDFOS1kxrffXSEGZzb40JpxErWFlwCMhymoN4kQEZxBpukH89bRdgiKddN2XXwAjApRnjDHdhsRk\nHNBXqzV+/clynEH/7VrKJCaTgRqt1lQz6duwljJjwmlIcK4nKjtF2gU86fhb1noCO1HdksH1w7aU\nJeq+rAX6ByjPGGO6kxeBd93HS1vO1g0f7z7yejyU1thqEQQaX2xBmTEh7YaW9Wo8FWwa34vMV/L3\n+IOySlKvT+ZpIFpLWXxQth3oFaC8SEToKcLYXF3PGGMi8v8I3t3y6MPp57G1qkGr1Zt4Fd992TvI\nRSwoMyYgicmhOFsLAfy776WerN13OJkFVX7+MWVTgW0Z5Kkn2piy+Na87ThrmOXK3sBvc3g9Y4yJ\nQgAkJj3wYqddfaGpx3hKdm7ypWum7ezLILPkLSgzJoQTfY9P8z2uYMOeE4CfByzP31L2NeD+DPME\n6SZN1325GyhCpDRAmVHsTlAHY4wpVN7982fAnjzy9E1snLSCo29/gp6bN/jSxbeUBVoew4IyY4Lz\nB1GtTdPNRRVsHTEa+Euo8pxB/kcAz2aYJ2xQthfwQZtXVRXYSO5mYG4DBuXoWsYYE5V3/zwfgKYe\npfRdWQb8gLZjjG1JDGNyzN/d2Kfl0cY99qS5uE418Er1XpB3DE4X4qIM82QUlIkwCbiF5JuEe96l\n7X5uHWkFMDTEpAhjjMkHf08DXHji/9J73QD3XKqgzLovjelg/rFcj7Y86rN6EIM//l2I8rxg6TvA\nA6jGr1uWLE+mAY3X3dpmL84EAdE84IwMy4zE3Rd0MzAwF9czxpiIvGWQ/OuReQt8W0uZMXnkzVL8\nCP8snPItkzjsZ78KUV4zIv1xxqfNyTBPkKDMu2HEL7PRJ+75M8CRGZaZDa+S28kFxhgT1nr36J9l\nmUlQdm6Qi1hQZkxw/QDYMWA99b39y0jswtlDMqgmYAzwIapLAuTJNCjzbhzxzeiVcc8XA1WIHJph\nuZGocroqy3NxLWOMCUticiytY2DL3WMpsMN9fIwvubWUGZNjvYEL+eD8iWwaP8p3voLWL2kQzUAV\nzv6TmQoSlHnN7TVx5ye2eabaAMwC/oyIdSsaY4xjHrCv+/hD91gCPOg+9i/vY0GZMTlWCjTQWFZE\nSb23dk0JTpCUaKX/dJpwgrLVAfNkGpSVAI+ptlsX7OJ2KVX/C6db9pAAdTHGmO5CWP1PrzNbtwP/\n7Z770Pd6u6BMYpLxhCYLyowJrhTYTXNJEUUtQ8p6Ajt9qzoH8QnOBufxLVmpBA3KGhOcvyBJ+kXA\nlAB1McaY7kHpycdn7Av0pXVM8Tu+FP6gbKt7LCdDFpQZE5wvKGuJdfqQ2Ur88SqBK4HxwPsB8jWR\n+fc3WVCWzIfACQHSG2NM97Bpwj40lSrwOa1BmX8ssT8o2+keLSgzpgN5QVkxRY1ey9hdhFihXqt1\nq1brbmASBBr03kz4lrK/eQ9EEq42/RTOxIMOJ8KVIszIxbWMMSayys83cPyN/6lKHa33Vf8Pcn9Q\nVoKzlEbPTIu3oMyY4EqBRnpsXUXJLm9NsfMIu+aWsxzGOODtALmCdl+2LByrytG0dpUmCiRXA0MQ\nycX9oR+wXw6uY4wxgUlM3mtzoqRhMKK7AXzDVfzLDfmDslKcvZAzXvrHgjJjgisBdnPkD39BRe2u\nLJQ3GFiHapAuxqhjyrxm98ntUqvW4/zyy8UMzFXkbmsnY4wJytvlZAxwq/u4ZTCxVqtotSZbp6wU\nZ5FsC8qM6UBO96X75ZOYBNpwNoH+wKaAedoFZSJJW5yKSR6UjUySZwUwIWCdwliNM/PUGGMKWRO0\nbKGX6ge00jYo24aNKTOmQ/mDsmJgQOrkaY3H2Qw8iEQtZe+L8CX/CREOBIbR/iZyvntMNuNzAXBQ\nwDqFUYsTlBpjTCGrp/XH7O4U6ZoBcX+sF+MsKm5LYhjTgQbifCm9GZBe8/aHSXOkdjnwRsA8ybov\n47dOehv4D+KCMlXeBN4j+T3gI3Iz2H83TpBrjDGFaLF7rKf1Ppqqpczrvix10zViQZkxHUNiMgYY\ni9PC47WU9QD+AUwNXqDs4+a7M2DOZEFZsmbyHgnOpZrBuQK4JGCdwlgMXJSD6xhjTBgb3KM/KEvX\nUuYFZd6P94xn5ltQZkwwfwXg5l17s+TkSTjfoTJgnVZr0C5IgFOBF1ANusZZsqBsfJL0ifbkTDVZ\n4AlgICJ7BKxXIKpsVw20PpsxxuRSLQCz9SQ27OntdZxJS9kwnKAsPy1lIlIkIu+IyFPu8/4i8pyI\nfCIiz4pIX1/a60VkiYh8JCIn+s4fKCILRGSxiPw4W3UzJoucvS6byr7K5jHDcb5DPQi3vRI4My+f\nD5pJlWYAEec77B1J/uVPdD75ArSqu3H2czs1aN2MMaYL2QWcC/w/1u812D2XrqVsMLCUPLeUXY2z\nPYtnJvCCqu6Js5nn9QAishdwDs5U/JOB+0RaZq/dD1yqqnsAe4jISVmsnzHZNJDSHVtp7b6sD1nO\nYGB9yLz+li5vXFay7/TOBOfSLUD7e+Cr4apmjDFdQjHOvbYUbbnPp2spe8597LWU5TYoE5GRwCnA\n//pOnw487D5+GDjDfXwaMFdVG1V1ObAEOFREhgF9VPVNN90cXx5jCs1ISnfUEaWlzPkxsifRgjL/\n1GtIHmT9X5L8qYKy17CFXY0x3VtrUCbqBWXpWsr8j/PSfXkP8P9w1ufwDFXVtQCqugYY4p4fgbNn\nlKfGPTcC+MJ3/gv3nDGFZBPwJ+Bwhr33Ga0tZWG6LyfhrAX2Ysi6+Fu6vIH8Cb/8qq0r+vuk2z9z\nPe1ncxpjTHcSJSiDXHdfisipwFpVfQ8S7qPn0RSvBb3mVBGZ7fs3NVtlG5PGVjaPvgYoZsCntThj\nzP6bcEHZcOAjVBN1LWYiSPdlIum6L7cBvRDpsNYyEQaI8OeOKt8YYyJqDcoIEJR9BrxAH55iT37J\nuZnGKYE3UE7gSOA0ETkFZ9PNPiLyK2CNiAxV1bVu1+Q6N30N3mBpx0j3XLLz7ajqfGB+FupuTFCV\nNPTZApyPKMBe7vkwQVkVzor2YSUKylqCLJGWrT0OyCB/e6qK813+V+A7EeqZSjFwSAeVbYwxUXlB\n2W/pvabWPfd5ivROUDYOGMdWnIW4/6TVOj+Ti0VuKVPVWao6WlXHA9OBeap6AfBH4GI32UXAH9zH\nTwHTRaSHiIwDJgJvuF2cW0TkUHfg/4W+PMbklcRkb4lJFVDJkIWbVXkc58vn/bAJM9D/GGB5hGql\nDMpwlurYokrbDXXb5k93D3gWGBq6hullUgdjjMmXYqBJlf9k5Bte41K6gf5+gcaUZaOlLJnbgV+L\nyCU4C1GeA6Cqi0Tk1zgzNXcDV6i27LR+JfBLnAUwn1HVv3Rg/YwJ4kOcHxr1Wq1e07V/rECYlrKv\nAd+MUKd03ZeJ9rz0S9d9Cc4Yuo7cBimTOhhjTL54LWWQ2Yr+8QKNKctqUKaqLwMvu49rga8kSXcb\ncFuC828D+2azTsZk0Whgi++5v6UsWFAmUoSzXdP8CPXxB2Vj3aM/wCmBhAP8/fnTtVJtBg5ARGj9\n8ZRN1lJmjClkg2i/kn+qoMx/D1acvxODMr2Y3QyNydz+OKs0e5pwuggheEvZNGB1iJX8/fxB2d3u\nMdstZQuBvnTcPpjWUmaMKUgSk8HA3sAq91QmLWXxcZUAlZle04IyY4JQmkSocp/5J6JkHpSJ9MHZ\nxug/I9Ym3ZiyTFrKUgdEqltwum6HpEwX3k7g2A4q2xhjorgBQKv1U/d5JkGZ/54qOOOGM+5lsKDM\nmCA+Pekx4Gfus4W+V4K0lB0FvI7qo1GqUkRT84/4jrdcxePu0X9DSNdSlmnX4To6KChTpVmVf3RE\n2cYYkw0inCzCt8is+zL+ntpM6uXCUmY2xsSRmJS2PNkxsBx3eRetVv+MyyCzLw8G/h61XmXUlxzP\nize5T70FbP3f6XQtZZl2HXZYUGaMMQXsBZwekfE4W0N6MyvjZ1j6xcdVmuBcxpmNMe21rmq/Y2BP\nYG2CNEFm44wFPk2XKCmR/0LkzGaKdgO93LPX4wRmQVvKMg3KOnJZDGOMKURFwLs4P3AbcbshtTrl\npKf4e6q1lBmTZRNaHtWNGkPioCzVL6dWIhXA0cCyUDUR6Q2cDNQ2U9SoSO+4FNkdU+b4HGfmqTHG\ndCfechheUJYJaykzpoN9qeVR3ah9aB2/5ZdZUOYsGCvASyHrMhVnXMNfmyguXcOwqjKpnwmsxBmQ\nH3T2ZSb3gM/c6xpjTHfiD8qayGzAvn+m5XCspcyYrOuN04QNfZf/TpVNCdJkGpSNAf6BaqoWrFTG\n4kwSaG6mqO5RzmtooOw2nO7QGjqmpex14Evu2mpZJ8IrIi0bqhtjTKGIbylbB+xIk8dbPmO9e7SW\nMmOyrA/e3q0nXP+/SdJ8lLYUkR7AjcA7oWohUg7Mas0vKz9g37fcV4txJhtkf0yZ6kZgK05w2hEO\noWN3FzHGmDC8oOzXwByt1q1arb3S5NnlHv2TAqylzJgs6o0XlCWeZfnfWq0LMijnAJzg46ch69ED\nuBO4133e+C4HehMGSgg++zLTljJwgrKMF0AMyFb1N8YUIm/fyyWqfJxhngr36O/q7JnpBe1GaEx6\n02htkt6V4PUlGZbzNeA5VIPM1GylWofqj31dn/5g5gicoMwfZJ0DHJ6ixKBB2djMKxuIrepvjClE\n6XobEjnUPa7EuSdfTYA9ji0oMyYFiUk58E++U4layjJdrfkbwHORK9Wqkfb7rPm/01elyR+khepx\n4JLMqxaItZQZYwpRut6GVE4ERgKjgmSyG6Exqf0HAKsOutN9nigoSz/IX2QIzhc80ir+ceJbuoK0\nfEGwFqq/Yi1lxpjuxRtTFphW6xat1vXpU7ZlQZkxqZ0PwAP/uNB9vjtBmkxmXh4ErEBTLjoYVHxL\nWa33XKRlo/RUggRxq4BJiGQ8YDWAk4AtHVCuMcZEEToo8wnU/WlBmTGpOTNttHgA7/7rs8CKBGky\nCbT2I5MZmsmIDHRnb/q1BFW92boa+IDW73S2g7KPccZHZH3zcFXeUk0Y7BpjTD4VA00ifFOEU0OW\nESios6DMmNRecI/9+MODf9ZqTTTQP5OWsrHAqxHqcTtwcdy5lmCwL1s207Yb0AvKfpWizMyDMtVm\n4Gnajq8zxpiuzGsp25+AY8N8Ml3DErCgzJh0VgE34KxVtjVJmky+dH2Augj1SJS/Zf2bEhqVtkGW\nF5SlWsYi6AD7pcDeAdIbY0xnFmabpRuARb7nDUEuaEGZMamV4wzu7w1sS5Imk+7LVPkzkSh/oqDM\n+04f5B7vT1Fm0AH2fwQuQWR4gDzGGNNZBQ7KtFpv1Wr1/3g9I8gFLSgzJrVBOEFZD6K1lFURLSgb\nniC/4gZVJTSKWw9vZfzRwNOqPJuizGCzNVWXA3+jNeAzxpiuLH7vyzA+C5LYgjLTJUhMiiUmx2W5\nzEqcxVe3qXK6Kn9OknRz6oKkFGdBweXhKiJlOLsBxE8yaAnCBC0CNgCD3ddKcbobUwm6hAbAArK8\nNIYIvxFhdDbLNMaYLAjTfRnPZl+abmki8KLEJN2+ZEH8r1vumynSjAOeSFPObcDLqGa68n+8McCv\nUI3/xaW4Qdli9liOE7SNcV8rJfHyHX5hgrLlZH+9sv1o3ZrEGGMKhReU3QW8ErKMQDPLbRNg01WU\nusfDgHlZKrMRp+tyUbIEWq3LMyjnTJwtlsJRXQxcmOCVZtz33UxxE/A5MEKEYjIPyjJZOsPvM+BM\nRCSLa64VYYvHGmMKj7f35dsRyrCWMtMteWt4ZfOHRilwgVZHDj56A5uyUJ94zcDR3hNVdgH1R/HX\nfmQWlJUCewS85l9wpoZfEDBfKkUh6mGMMVkjMXlMYhI/jCJKt6Wn8fQAK1RaUGa6itK4Yzb0orlo\ne1bKiTbIP5l2wWIRTfoo591EZkHZYmAngAhTRRiS/oq6DWdPzYfdsW7Z8BKwV5bKMsaYMKYDX4k7\nl40V/XdP3pB5F6YFZaar6BF3zIZevHD7cSJpN/ZOTqQIZ7zUjqzVqlW7WZ8lNIqgE8gsKBsMnOU+\nfgn4TkZXVf09sBJn8kI2fAZMylJZxhgTVvwwiioiBmV7raPxmBWZNxbYmDLTVXjBWDZbyirYOGk0\nTgASVk9gp7sifrYl6lZtUqQ3mQVlB8c97x3g2m8BQwOkT+V2Aq56bYwx2SIxGec+jA/K9gZej1L2\ngvs5ZndR5j/KraXMdBUdEZT1YsegnjgbfYfVGwjfBSrSH5Ebk7zqD2RKABRpVmQImQVl8ZuLB7kf\nbATGB0iflCpNqhktwGuMMVklMfk1zo/MRBp44Qf9RHgkbPnFyv7lTTyQaXoLykxX4QVj2e2+3NW/\nD9EG6UddyX8IiWdeQtug7GiAJoobimmaVEpDOemDst8DiLR0HcYHaam8BXwLkSB5jDGm0JwNDHAf\nx/84LGXH4Arcsbch9SfA3xALykxX0THdlzv79yVaS1kvorSUZb69UwVAM8WNuyhf1p9N/UkflHnr\nry12j0HuBw/gvK/4LlBjjOms4oOyHmycdAhh/wY4P1pPCJLfgjLTVXjjobISlElM+gOD2NVvEvBh\nhKIOJ1gLVKL8yXg3EP+U7eYnOeOKTfSvJ+CihQS5HzhrlL0FTA14DWOMKVRtgzKVMrYPPRH4n5Dl\njcfZjeWxTDNYUGa6Cm8qc7a6LzcA0Fixj2rSPS8zMRJ4PmL+F9OkeQ541X3cdC0/XLKbHnuQftZQ\nQ9zzoPeD3wPfQyT9UhppiCAinBC1HGOMiaBtUNZU2hNYpsqnIcvbA2c3lw2ZZrCgzHQV5cB6sjej\nuAhANeR+la3OBcJurwQwA/gkTZpptC4i24wzg+hA4J9TZVKlFrjPdyrY/UD1d8C77vWj6gs8J9K1\n7kkSk74Sk2qJ2dg7YzoTiUlvpLmC0u3J9jzOxHEEvP93qRug6dbKgXUU3jIvfYBnIuTfD/hlqgSq\nNPtmL04ATnMfZ/JZ1Pkeh7kfvIiztVUkqmzG2di9X9SyCszhwGyCb2dljMk9/5IYWyluHMg3Drkl\nQnnnAo8HyWBBmekqKoAtFF5Q1psoEwVUt6CabJuPZK0vdwNM5aXbERnQ7l9b/nFnYe4HfwHOQ6R/\niLzx1pG9tc8KhfeZWlBmTOFLtAdv/DCPzDj3xGHA34Jks6DMdHoSk1HAsTitPpGDMonJyZErBSAy\nHKc+UcakpTIo1YvPctLTwNK4fx/EJfPfcMJ0sS0EngKeDJE33gpgXNpUnYv3mWZzqRZjTPZtI/Hf\nj3BBmTOs462gC4dbUGa6gj3d4w6y0VK2terWyGU4rgTedmcqdoTyFK+93kMbBqAa/29EXLpoLWXO\ne7sGZ+XrqNbgbP3UlXhBWWVea2GMaafNWM/m4u18ceg4EQ4TaTMkoz5k8fuRfpJWOxaUma6gr3vc\nSTaCsu2Dg2w3lMoE4P4slZVIqu9vsi7PNoaw1t+CE/Z+sAXom4WFZF8GaiKWUWi8z2RpXmthjEmk\n9e/F+r368emJ5wA/BX5Kc5E33jaje2kCJwILgmayoMx0BUe6x5W465SJsKcITyT4l7AVzJ+e7UO9\n1qRULVGZmAChp1KDyBREKlKkiByUNdDDvydbuPuBqrcmWqq6ZlAMv1DlhShlFKCWz1RiKf9bGmNy\nr/VH6acnlHHknfepcpgqh1HU/AGAVofo6RCZDIwgxCSvQhsUbUwY38FZmmEtTiAEzjpjcxOkTTbo\nvjV9v+VDaCrZpjftDtts7RmIt95ZOI8Dx+CMtUok0aBUT0ZBWR2VLd2XE1g6CiZmXru2PgMuBu4N\nW0AX5W89HIrzORljCsNoALYNfYnKmgpKGgRaujX/CZgeuESnx+AxYA6qgXdzsaDMdAV/AB4GqvA2\n5lY2Ak9kWoA/vcSWXAmZbyDbjsh4nFajgUTbN3NAmvyRW8qaKfa6fvmUiYevkDHDxuiKNRnWz+9q\n4GlEXkY1yg4IXY0/KLMZmMYUljJggd615jiJSYzWmKiX++9PIcqsBPYn9W4sSVn3pekKRgCb2VVZ\nRHZ+aEwlzczGpESOxWm1m4sz03FzyHKG4iwEm2rmZqrvb6ZbLLX5vH7Gt8ONp1N9AXiBNAvWdkP+\noMy6L40pLGW0DuRvBM50W8n6AGu1WpPtO5zKQGA5qqE2MbegzHQFB1NzyBqevednNJVEWnpAYtLH\nfRhowT+fauAWVPdB9ShU0211lMxxwOI0Mzcjd18SF5T9kGtD3UhcvwfGRsjfFVlQZkzh8gdlTTgz\nJsfhBGVhlzIaCGwMWyELykynJjEpApQH3tgEzVsobkwVqGRiX2CTVmtd2pTtKiMjcVa3D7t5rd/e\npN9eKXL3JW0Du8+INrlhCXBQhPyIcIoIt0cpo8D4/xtNzlstjDGJxLeUgTNZrDfOumVhDCbCWGIb\nU2Y6uxKcL1Nvmkt2EX3cTk/gvZB5JwJvoCECuvZeAZ5NkyZRADoZ+IhwLWVRP79FOF3JUSjOANtO\nRWLSE/iqVuvv418C3sdZZLdUBAFOSlSGKn9pV2649F91n76rSpjxgcZ0F/EtZeCMj51D+EVjJwLL\nwlbIgjLT2XlBWS+aeuzECaqi6Imz3lkY/Yk2sL+V6nMZpEoUlHmrR2calP0VOFeVUSK8S7SWso1A\nL0TKUd0VoYxw4/nyazrwoMSkSqvVHwgJsBhnYdye7vNrEuRXaB9khUx/Fc6ssueT5DXGOMqAehG+\nwuUHVTH8bYBvAo/QGqQFNRWYF7ZCFpSZzq41KGss30H0cTvlOC1GYaSbLZlticabeUFZRjcUVf6A\nM3sVnF+M4VvKVBWRtTj7vS0PWcoOogfW+eAFwfFjGgXnv9NOoEKVZlpbstIKmf5kEc4HTs00nzHd\nlNdS9nU2ThrkBmXg/KgJHpSJfA1nGaNrw1bIxpSZzs4LykrR4rVE+IPuzrqpJHxL2Xhyuw5VoqUn\nvKAs09mXfrseZcbNiBwQoU6rcJYmCSsbgXU+eAP64+suOP9NpgA35bA+y4Fz3NZPY0xiFTj3nDK2\nVq3zne9DuJayfwduRjV096UFZabTkpgMwOnualTlZWaccS3OAp1hzQJ+QZigTKQEZ+zPxxGuH9R1\nOK1zfkG7L/3qd1NaToQVZHEW8B0WIf92OmdQVuoe4+teRGOPYpqL989lZVR5FecHxlG5vK4xnUwv\nvKBM1D+GrJTWe2kQo3GGhIRmQZnpzM5yj14AUovTWhXWDPcYpvvym8BI4PUI1w9Eld2q7bpLI7WU\nbaHvTlr3Eg1jM9E2394IHBshf74kC8qEbVUD2Dgp6pZdgamyQ5U2K4qLME6E4bmuizEFqhwnKOsB\nbYKyHoRrKduT9LPmU7KgzHRmXquY9//xRsJPY4bWP6xhui/PAi5HdWWE6ztExiISC5k7SlBWX0dl\nPdGCsroo+VVpVGVRhOvnS/KgrKm0mKfvL5RuxO9iC/wa4ynHG0sr6t9WL3hQJlKGM1xhR7qkqVhQ\nZtcYDmUAACAASURBVDozr/XBG5zeRMjJKxKTCcAe7tNg+5WJTMdZnyz6ZtoiRcCtOL+4wvCCsnEh\n8u7aRP8G4LSQ1wanpSxK/s4qRVDWo5gtozcC63Ncp0Q24cwSNsY4fzt2AX9gwKf+H9SlBG8p6wts\nSbPgd1oWlJnOrDzu2ETqVe5TWep7nG59sFYiR+KMQ5uKaqRfSK6rcQK8b4bM7wVlvwiRt/6PTHsD\nGOIGh2E8BBzvbsrbnXhB2WFx54vYPmQw9X13AIMlJvme8b4FZ4FkY4zbUqbKL9jjTwt858OMKZtE\n2G31fCwoM52ZE4wpZSJ8DWdsWTb+6AUZE3Aq8CNU38jCdQEOxZm9E3ZpDe9G8nKIvLsWs+d2VCej\nGmaQK+6so2hLa3RO/o2M/YTm0lJ2DlzoPu9Dfm2gc06kMCYyiclQd6FnT8sSSFqtbwAHAusIN6bs\nMCKsT+axoMx0ShITxVs93lnF/H6cgETcpS2Ceg9nOYd/Jdivna+QjW7LVgcC70TI7733MK129URb\nPNazg/bBSVdXijOmMb6lVqhYtxp4Caf7Mt8tZWsJ35psTGe3Bme1fo9/RX+0Wt8FhgAzCR6UXQ58\nELWCFpSZzmyM7/FbWq1K+C7MD4FZWq2/dMtJT6Qf8CWyO+PyHaAmQn4BUE24sGw62dimCpwxeaGD\nMhF+K8KXslCPXCrF+fzaB2VV7y9R5TWy15IbRQ3w9zzXwZh8muR7nGqx8MyDMme4xkTaBnyh5PsG\nYUxgvnE5B/pOv+8evcH+Qdfp2gv4XcA8ZwKvoW1m7USjOiN9olTZWSPCyJDZd5Odda0iBWU4LaD9\nslCPXCrFmbUbf0/1Fo8Fb5HjPFLlA7Lwa96YTsz/g7UnyXsVggzhqAJqs7HvsbWUmc6od8uj5qIm\ntoxUnL3KwPnDF6ilTGLSCyfAq808k/wMuAf4YZBr5YJq6Ja2fUmy+XVAq4CvR8hfRPsB84UuWUtZ\nEa1/BAqhpcyY7u6fACQmRcCZLDlpoAiXJ0gXpPtyKhHXJ/PYDcJ0Rq2DpX+w4+/02HqXKkvcM2GW\nxZjsHl/JKLXIcOBCYCKqhbDMQbbMBs5AZBIwCtWwg1b/BJG6H98i2gK0+ZCqpcyCMmPySGJSCTT4\nnpfj/YD60/2H4wzujxckKPsWMDdCFVtYS5npjFpbyprKvszOQX/yvZZRS5nE5BsSa1mgdTxAxmPJ\n4D+Ap7pYQAbOGlZrgYOByyKUs55oEwZqIubPB6+lLFVQNgn4v1xWyhgDOPc1f9C0N1CKUsfmcafh\nTBSLl1lQJnI0zvjmB6JWEiwoM52MxGQRsJ/79B+qqGqbvv9MW8p+AHzffTwM+HNmFZCrcWbZ/GdG\n6TuX3ThTwXcRYWN3nBajKEHVDjpfi5LXUtZ+oP+a/caJMNB9fkhuq2WMwbkf+RfkHg2UoMXNwEZV\nViTIk+mYstOBe1ENsxNMO5GDMhEZKSLzRGShiHwgIle55/uLyHMi8omIPCsifX15rheRJSLykYic\n6Dt/oIgsEJHFIvLjqHUzXdJknF88c7VapyR4XXAWYE3HHzSMIZMZjyLlwJ3Asaguz+AawYjchcig\nrJebuQacoCxqUBUpqFPlHlWui3D9fOiFszBr+5ayNQccAgzOfZXaE6FIhLPzXQ9j8sA/pKIEKKWp\nFOCjJOkz7b7cC/g0Qr3ayEZLWSPwXVXdGzgcuFJEvoSzzscLqronzoJq1wOIyF7AOTh/XE8G7pPW\n1b/vBy5V1T2APUQkG4OOTRchMfG3QmxNkmwgMEtikm6RzjK3TAHOwxnHlM55wAJU/5FB2mCcFfSv\nItyeldnShHNP2EX0oKyzdT+G5v5/eQ7ORJG2LWXrJw+hoVc/Eo9Z8fJfLTF5vEMr2UqBuSKdbnar\nMdnUDyhld0UpUYIy+f/snXeYXGX1xz9nazadhFATkkDoLSJFpStVuj9BUMGOFAUUpdgmAxaQIogi\nIEWqKKIISEdQQXovAgECoQQICRBSt53fH+e+O3fu3pm5bXdns/fzPPvMzL3v+87d3Vu+7znnPUdW\nwHTMPVkdWGpRpqpvqerj3vuF2C84ETPpXeo1uxTY13u/N3C1qnaqWRtmAluKyCrAKFV9yGt3ma9P\nzhBGijJKirIKZsVx1Co8XisXk7No7Ia5L6tbqEQ2Bs4BjqwxblK+BszBCnoPFN2YqFhCevdlmv6D\nDXef+gfeeSXCN0W4jSe++A1Gvfm8atWVvV/ERF2f4+Wve4K8KHnO0GY60ETbe3OBcyu0iWIpOxa4\nE9U0uSXLyDSmTESmYL/s/cDKqvo2mHDDsuSC5SB6zdftDW/b6sDrvu2v4zK25wx1LsByK5USmz5+\n8I4ibFqlzzpV9vn5jfcabqESaUTkB8C9wA8yLKfk/469MZfruWmL2abEWcrmADekGGdIWcqwIOI5\n2DnkLGV3A6cz9Z/XMfWuWrPoSskr+4prsUlzTs5QpRtoRrRDtUyPgC3kcm0qYx6+g3ztMyEzUSYi\nI4G/AEd7FrPgw2UgHzY5g5tNMUtWqWbfvPU2gp40GGF0A0hRjpWi7O02SlFGSlHcKpkF2MrLLqBS\nDONnsMD+j6F6dtJfoAa/wlblnd9H40elG2hAdTaqP00xTtqYtMFGK+Yh6FlkosrzqtzGWne+wLAP\nFnntLqJ84ul4s38Os4frsRqrOTlDhWt973+HPUuaCZ+MX+K91rKUTcQyATyW+uh8ZLLCSUSaMEF2\nuar+3dv8toisrKpve65JF1PxBjDJ132it63S9rDv2wFL1ua4W1XvTvlr5NQv7gFfEmXKfNWq9R1d\nnOLp2APzeu/zPsDXvffOHfq6FrSdICKbACcB30P12URHHo1dgVdQjVuFIGuc+zItqQL9RWgAmlXJ\nrlJC3+Lq54WlY/Enjz0X+GhI//6esL4EjBFBEpbjyskZbJRCX57f6+NMu/l1GjtHEC7K3LZaouwT\nwMxK3o2kOiWrZecXA89quSXheuDLwKnAl4C/+7ZfKSK/wtyT04AHVVVF5AMR2RJ4CEvO+euwL/N+\nsbszOvac+sc94EdgD79WmpfWWu3iP7f9D8oTvNcuSmKvt8VYpA2bXV1C/PJL8VB9sU/Hj04X0CDC\n5qqRFj5UIq37ckvMchm2urau8Ep+TQOWcc9xm7H5+cEA+mDy2Okhw/SrMFJlsQg79+d35uQMMCVR\nNvPT01n3hunAnhXaRhVlBwJ3VtqZVKdkkRJja+ALwCdF5DEReVREdsPE2M4i8jzwKeAU70CfBf4M\nPAvcBByhJaV5JGbifwGYqaq3pD2+nOUC94Afi2KuoMZltVw+fiHWACBF2RTYKGS/4EdkMmb5nQ+c\ngmqcGmiDFp/V5KGqDWuTNtA/bZ60/uQA4GxgGa9uux/LRq8Q2O8XZS9BWe1WR0OF7X2GKv/JrWQ5\nQwiLR1a66G6sNQmuLcrMO7grfRBykvomoKr3UtnlsVOFPr8AfhGy/RGs/l5Ojh9XcudutHEm0jWO\ncS8+GqP/NO/1LxX22+TE0lLMwCYHvwFOGyqCrBcWxNqEapIUHYuBsYhskNDt+z6wiQgTVKn3qglW\nXUJZm2VjJzHmtQlSlJOAPbSgH8UnyrSgi6QoS7BZu99V7WbxbVRO9ZKTk5Mc7xoTmHRfs2/7EyFt\n3bVZLZTjLOB+VDOPB80z+ufULVIUkaI04z9PG7ruAGCDv9YKrizL0O/lLZsWaHOr243IXsDtwCeB\nDVEtYAtWskdkAiKne8lo65LL+eJXKbl646G6FLgQODxZd14BbsPCH+odi2tcNno82uBiHH+MFbgH\nE2V+YR8Wt+dE2QFSlG366DhzcoYybuW+Mvo1vzHqk8GGvnJ7q4WOZDHyh2EewszJRVlOPbMXviKy\nHk5Y1Spp4SwOLjZq5ZA2raOXcvPsM5mLWcYuB3bGUrj0JRd5x1O3gexvscoY0sV03YyVMhmo/v2F\nnZ9PfvEfNC96KmS/P9AfzCUSFGXugXEh5avEcnJyssFzX4qA+J8p1Z4jzRW2HwDcgOqcjI6tjFyU\n5dQzrlaZ37f/Pe+10srLl71Xd0G5ZKyr+Nr8DljxmPtY8u4v2WrSAl4ENkL1D1nVL6uIyCRgG+DQ\nAc5JVonTAJ5n3blY+amkvJqy//3Akyn69xc26+5sG4ZKmGXVH1MGLu1IOf6kyCsFKlfk5OSkx64x\n6e5ixece8W3vveq+RO/r0MI6DgSuy/Lg/Ay2or85Q4tfeq/LsNqBw7Sg86UoncArFfrcjMWEOVHm\nXp3AG6Ez6ACuAXYE9gf+0S8Cyeq/ulJNfSv+ktMO8CLTFkFPEe0kvAuMS9pZlfsxYVbv2PnV3Xg2\n6/9tJeyG7ScoysIsZUE3ydbAvzM8xlBEeBxbpPC8b/P7qvRl+pecnH5FitKGSyYuKGNeuxOraHGG\nFrTaCsswffQ1LK1Nny1CzEVZTv2jsoRi9zWq7AGgBa1kVgarH3kTcIz3uQmzqk0DZmtBFzNDdsdc\nc+NRrZbrLGu+jJXk+UM/fmdczgJ++DJrLqO0wCIJC1L2Hyw0Axfr7ac+KUVZ079DinIfVnrJf+N3\nVRNcGwHWAuZREsH9tbjkZKxMjJ/7ge/20/fn5PQHo7BnwHBsgnQ+cLkWdFHVXuH1ar8CnIhXragv\nyEVZTj3zCPBRRMcTHhPWCy1otxRlMSWXUDNmCRgJuItwC+CyfhZkeBUB+qoqQCao8q4It73B6pbH\nTaQpYVLbD4FRiEidummzwp8VPOgK+Ri2eMQfOxgM9G/ChNosSqKs1+xdijIFS3KcWYJhVa4lj2HL\nWf5pwiaJwwH1AvlrCbKNsNJpYdsPy/bwysljynLqGf/qxDiurHZKoqwJC+YcTSkO7ZPAXamPbvml\no5vGZiz2LZmgMiG3DH8VhuUTvyiTkP2tlIu10cDxvs9NXn+/2AqzlM0CfpD8MHOGOlKUNaUopwz0\ncQwAjZSur0j3My3oM1rQ+WG7qFBpKCtyUZZTz7T63sepL9bu69uEJSPdARiOJTvenn6I2RnEdALN\nqN6HVo25qEXaJLKDgSZKN/x3Q/a3UG4pG4652IP9/StdK1nDigmPMScHLHTi+Jqtlj/812jySaIF\n+Y+ij3MJ5qIsp57xW8ri+PCXUe6+XIq5L2/GytxchNaMJxjKdJBNaEOqcksiHCoSan2qC6QoKwFn\n4CWQ1YIuoXfB8dUIcZVIsSdHnf+B4Rjw1ZciNIgwYqCPIydT3hvoAxggXIgAACKJFyC1AR0JE2pH\nJhdlOfWMPbjmbLoQYmV2D7ovl2IzpIXAFGBmZke4fNJB5Rw9cUhbA/M3lKeLqDc29V6/LsIFImxK\n73vqBli5riAuRYsTZa5CxbeINwHpK74NHD3QB5GTHCnKGG/i4JjrbV/eQwqClNyXc6Yrdl9KQp9b\nySAXZTn1jT3QWxafQ7ycVcuAdaQoLZQsZcPWmo8A36SUy6z/EBmJSN0X2PbISpSFpX/oz/59jf/m\nviUWUxZW1zJsEuDEajP2wDgfQAv6Wy3oqxG+r6/pAlbvx+/LyZ4bKBf4zsKTxbU9mLCJT3fDbN7Y\nUqideLwSa9EP4Rj56sucemYYMJnxM+eoEsdk7B5qYykF+rPbTMZhq3D6LPFfFTbALD+bD8B3xyUr\nUdZJOlGVtn9f4z8nN8TOrbnASsCnsQoRa2AW2iD+mMcOok2Q+3MV67vAiv34fTnZE1yx7q6loWaM\nMVF2/iP7M3fDy1QTX0fjgP9meFyhDLV/Ts4gQYrShF1Mr2khng/fW/L8NnYTcpYytpvNqsC9fR0T\nUIEVCQ8Er0dMlIlcgsh6KcbpIt3EL23/vsZcqyrufHoDW0QCdm8dT3kqFj/BmLIGsESXUpTTQ9rP\no38FfS7KBj/BWMWGwOtQwWLK3p4+jO7mNPfgsfTDPXyo/XNyBg9rUMopkwTn+nIxZWz2JmsDT2Rz\neLFZkXhxcQOJs5RtSLoEsGktXfXuvjRRtmTsbOAWVZZpQed5+/z31iiizMXOrU0goasUZSom8Cq5\nNfuC2cAnRYacq2t5Ijj5dOdkPV9TfYGLKRsDfJBinLT9I1HPs9CcoU0L6QLy3QO9x1LW2sV4LJnn\nQDCBwWYpG3hL1yVUr0030LQAT3P5bWcBu4Ts3wW4jfA6rZtJUY7A0lx0Uvo9OwCkKI2uBIwWdBYi\nzcAezJBqCyfagRuzsASr8oIID2Mum3pYeJATn0qreoeaMcZNfG4lXSqk4dROOpuaXJTl1CvNQIcI\nTYDEjCmDkigbCSxBYdUPWRV4M+PjjMoGwEsD9N1xcSkxBjQmTLWn+Hy90gq8pG9ufpEIFwf2PYOX\nBLZCfb19MFfnPcD6wO+BO4ARwBMhfY7B6u5VW/CyCVZO7LSYv0coqmyRxTg5A0bwnjnWe90cuLGf\nj2UgaQK6VGkn3SSvlX5YbJOLspx6xWVK3x97gAULPdeiC5jsvV806YOedOtvZXR8cXma8sLP9Ywl\njx14S1m905MY1h88rAUV6Klr+X8V+rrYs197fTqAF6QoI/Z4gW8hMtXXdjhWp3ITVCtbj0XWBh5D\n5CpU+zTreE59I0XZid6izE0cPs3QE2VZlCcbRnki6D5heb5h5gxunChrJtnspgu41Hs/7iuPw7MT\neG7jt1NlqC9HZDfKs7M7bvXqXJZQ/VVm39v3uL/78r56Mi3BEkplePGQf40zoM5gH+A8LLDfz5+r\nCjIA1ZmI3Ap8nTz7/5DFmwzcTm9X3VuU8uMNJfxlltLQSh5TljOEcaKshd4zvih0AZMATr6Ti469\nj2+1dHFEoiMRGQaMD7E+PIOluQgSzOo+2HCB50eTrs7bULCUxZ0wvA5M9H2+GLOigshwhcuO59RH\nTuO4bT13S1xOAa5G5AJUwwoq5yz/rOq9Bieg5wMFIqRWkaJMAjq1sFycQ98imyTUuaUsZ0jjHnhp\nLGUA5/3oPxyJxZIlDfL8HJbhvDwlgeprwGsJx6xnTEypPpNynOXdUhasaxmFKVj+soO8z82UMv7v\ntJCR757GcVsCy0S4EDhSlXYRRgJ/U2XnGuM/jMWm3YTIZmji1cs5g5crvdcdA9tdbrwJEcZ4GZiD\nrYIf7OyV0Tj9ElM21FZh5Awe0lrKXH2z84GpwMmodic8lg2J6YYa5GQlplJZykTYX4TxGRxHX9EK\ntIvQGLVGpxfA73eltFISdqvdyaf82ca/AKzrugKfqP0FqsDhWBzanlGOqRoi7CfCd9KOk9OvrOb/\nIEVxz3knyvaXtvdOFeEjYZ1F2B9oorN1ZRF+5vup2D7Qrmr7gUKEH4rw3RRD+K/VPiMXZTn1ihNl\nkKwshrsxfbiYtnV/yE/TlIxZD3guRf/BRlZux7Ti7kd4Lug6xVnKzoFYrnG/KBtByRI8aTduudK3\nrwnYTISJwMFE/Z/Y5OMi4OuIpHXbNAPHi/Q80HPqCClKqxRlnO/zBGCdQLNRUpSv0dW8Ualj11Iq\nx1m581GxdC7up1r7xSE/WcRxZckKpLsfDSO3lOUMYZqBDlXOVuX4FOMsaqRrjSv44j4pxtgA+F+K\n/oONTrIRZWnFXb27P12gfxvxJg7+32kapYfgIcNY9qBvXzOWsHJN4BDilb66BHOVXhujTxjXAy8C\n74iwd8qxcrLnLGCeFGU/73PYM12AC2nsKLm+j59wmipPhQ2oyt8BaFq2VJWf+X4qtg+0q9p+AElr\n6cotZTlDGr+lLDEz7uKDFtpHvs7EixININKGWWteSHssg4isxFAWGf3rOe51OCaoLBdedPyuzrFA\nOyKCrYz7Z6BtG/YwWAyICNeK9LKE9EZ1Lubu3BmRNLnilgLbAr+DPG9ZHTLFe3XhFZND2oS51vu9\n1qoIvxbhi1mOGZN1SGfpSts/Erkoy6lX0oqy14GLC/+iTWBBlzZelnCcJuBPaIapNOofE0MiP0Fk\n99TjJKfeLWUbeq8fJfkMeiQm7LbBFlcEi5cPozRD7wI+A+wbaWTVRVhprzT1S10OtpmY+yenvjkm\nZJv/Oe+sslGuq7G1m8TiXeBLIhzjxaH15yKCzwE7k3Sxl8hILMlzXpA8Z8iSVpS9jK1yGw18mHgU\n1Q9RPSTFcQxGnBhaE1g5g3GSUu+WMsFqqbaT3L09AhNcawFXeNv8bsJWSm5S97eM48b8OxaPlpaL\nVflWBuPkZEvQChZ2vX3V976zSru+5mosjdA04HvANf30vW/SMexebGKRtKrKaOAtVBdkd1jh1PMN\nL2cIIkXZGHOTbEy6khiuzNIE0oiyoYmLKXPllpKSVlRdR33XXRyNJZNcCLwfo1/wQdqOuchnA6hy\ng5Ra+C1lT2HXRRy30l+AKxH5BaqJE1/6Kxbk1BVrBz6HXW9+UeYEfb8bZFR5Ac+SJ0ILFi/ZHzTQ\nvLRbtWclcxL6pRg55JaynPrjj9jKsWPobugUYc2E49yDZUX/KgNXhHyw4sTUQNe+PEO1rktTjQEW\nqLK5KkmSbN7pvbZjrtBXQ9oMo7TK0+Uzmx/SrhIPY8L25wmOL6f+Cd4f7w1p43dfO1E2oGEBqrSr\nMrevxpeizJKiuFQuDaSPj1sReC/lGJHIRVlO3eCVB9mwZ4M2fBVIFAumBf2JzkCAz2NZznOi48RU\nXvuyOm3AogT93H3XuefbMetw8IG6FLOSXYLl3dvU2x49357FqH0B+GbK+MAeRGgT4adZjJWTmmAs\no9+ac16VfrVE2TIAKSZfJDLATAE+670X4lwz4axOPyUKz0VZTj1xUNmnW85qwTLpx0fky8CDwAmo\nxneBiWyEyK6Jvnvw49yXy23tSynKSCnKw1KU4SmGSZq3yOX8age4//fsiJVeCubCWwQ9yXNXwtJT\nQFyhq/o/bHJyMSK1E9DWZgt6Z4vPGRh6QjykKE1AC8/v6VaKVyv3VuvZ767/wZyfbpT32kB6UTaG\neCEKiclFWU49MbLn3Wsfa+fRr31Nlcdij2K1Ki8Bvozq7xIey/eIuspt+WQt4FekC8bt9sapR8Zj\nqyYTrSiUorRSCtKPy0+wlWDtABvMZU9gRsgK34WAy693NKVYtDiB/o6/AOcCpyboG2QRZiXMGXj8\n58KKwCiWjB/tfa4mRCpOljyPRSOWhiWLmpEDhVvdmYX7cj1yUZYzBHmr592CSdA17NKE4+wEPI3q\nlTVbhmE5o/6P8GLjQ4F5wKaozkpZ1Po1+i+YNy5pY2vexVyKsS1lWtBntaB34Imyli7GEx4L5F+g\n8hgmAiGJS9iy/J8ObIaksg6CPazTjpGTDX5RNgdYhwnPPOp9DhNlTlhUe/Y7K9ky+lCUidAkwjZ9\nNT6le49wyd2biaSaIG6K3Rf7nFyU5dQFUpQDseX7/wBg5JyXVUmaG+wg4MYUh7Md0J5BQe7BisWT\nRKznWIU3SGFREWFbEXZJeQyVcA+bpDFvZtU975EJIolLQXUANHWzEv4JSYk5gbbJRRmA6hIsCfLW\nifqXWOQ7lpz6oo3VH77Kex8mytbD0kJUm4w4UTYBc5v3FQ3AXSLZ6hApSjDOs4F563wVS4KclAbg\noRT9Y31RTk498Efv1VYTrXHvI4lGMSvXLsCFKY5lL8zVM1Rxpv6094cOkrnaHB/H3Hx9gRPc6WLe\n3pp+IiQuP9Q+eik0KCsDr4Tsv8G9UaUbOAlzaaZZPHGFN04acktZ/fCrwOcVMSsulIuyq71XV/My\niigDc5v3Caq0Y9bgrJMSB89NobtpGMlqKDvillJLTC7KcuoNi4cQTRqY+Rlg7igWfCDCRjVbBzFR\ntx++B+IQJm2QflpRlrZ/KFIU/30v5erQhm2B/yTs3H74w1wIPIRqWE6+f/k/qPJf4EzSHfNlwHre\neZ6UBUAhRf8hiRSlTYqStQAJus9HYsIdyuOoOnyvXVR/9n/BawNJM+BHZy7pElRHoWEwibLlebl6\nziBAivJ54AzfphWATwLPJhzybODYhYw6Dku0GS8NgKoishWq79ZuvNyzXIqywJhpf8cJlKxucVl4\nwNNsKfC34A5Vcx2L8GfgAN+uTtLF+bzrjTEVq3oRG8/CMVTjLdOw2HtNGxbgJ3j++otm+ye2zvLV\n7m0PPe+9CYtbHHUb9F0uMY+XsAz/Se/3UWhAGwaNKMstZTkDzfpYIeY7sKSYN2hB79JCojQWU7F8\nMtdgQZ7XJTqiXJAB8CQbb43IVbVbVmQwiLK0E9NHksY+akFP2Owt1gCqLUgJPsBdupJkqCoWV7Za\n4jFy6olgyophhIuyLt+rq3YSxrBAn75OaTOHvo1bAxC6G9OKqlyU5Sy/SFHWlqK41WbOrN4IHIiZ\nzpOyDnCXt9LsJRJaAnKMZbS2YCI3KQMiyqQo/5CibFelid/SlGZBCCSvpQcin8NcN9XySQXpJL1Q\nnY+tHM0Z/ARjLlspuTR7hYBoQZXq7ssJvvf9IcoeJCRTvgijRLhchEtFmJLyOxoQ/S8wK1FvK0a+\nOv1U8i0XZTkDwbaAS2LpYmmauO+YDZmhF6cYdxJewLQqv1TNyyslRAAWMrKLgbV0PYKtyI3LpwnE\nYwXwi7I0ohOqZ02vjEhbO80XX89eN3iTiIotA5/TWcqMNynlcMoZ3Jig6e55lFdyX/qvw4ruS8rj\nu/pclKlyvirXhuxqx9ynGwAfiTpeIF7U0cAPRp+gyhsJD3MXYDaqSXISxiYXZTkDgf9B40RZIx+s\nsQokToMB9qCZnaJ/jo8PGdVNOlGVyqqjyhOqCV3QFZCi7EiVmCwRPi3CJd7PH3w/n/ON0eMySpTc\n2Pj+B4yZvx9/W7FGu+A9Om2ReLDC5n2VaiSnf7Hz4/5j7gUep7f78jjvvf++Ws1SNiLQbkAqcqiy\nTJXLgefxJxWvTdjxpi2ztCpwc4r+schFWc5A4BdlLgD1EyxaeVXS1RdbK1V/kd2zqg+4PPAho5R0\nAiALAZEYKcrkkM3/BDbC59oOzK5fw1ac/Ruztt3t/fjdlEnzknlfKNOAwjXsX+imcZ1arQOfQQH3\njwAAIABJREFUFTgy1ffbatFd06zAFOGolMk4hyph+ehiI0X5rFdWqYEbzjuH17f6NzAdcz8uAw4D\n/oTFD4Ll2HJ1hatZyupClPmImxMv7HjTZvRfFbMu9wv56sucgcBWlhXldPCZlOevuR+WjT/BiLIm\ntkrtuFpNq3AYhJrShxrLABYwupt0K/06UvZPy5lYZYYgK9DZCk093ogmPIutKk9hlqRqrIBl2P9k\nwuOaDtxyJOf+HcuyX43g6rcs7tlPYpndtwbuSTjG3sD/SBNTNzR5J6NxrgG2BxrZ67A/YoXIT/T2\nLdWCng8gRbnL29alBXUrHKuJrXoUZXFy4pUZmrwJV1pL2VTMldov5JaynIHAuX+OxX/Ra8O/SZI1\nWWRlLGD7V6gmixsQmYA9aMLK3Qw1HgP4Fd95lXTJW/u0TEsEPlNh+1iWjPVXGogrdMYC72lBk9bC\nm4q5ZeZ776txFFZhwtEIkCoLuq3AvI10dUkXEs+tlJM9o7FneBcljwOU12PtDrxCdfflKhHb9RfH\nqnJmjPZBETkaehY4JGVV4i3GScVA/8FzhiZ+60XpgbjujQerJjIzH4yZl0+s1bAK2wH3ojrkZ/7e\n/+CVF1hXUU1jtl9K+RL7+kA5mPbR/tWHcUXZMEo5p+IhMh7Lkv6CKqrKB9Wae7E1/uS07ljT3rs/\nIF1d0rzUUjKyLOR+A3YedOOLGQsIkDBRVs19OSZiu34hwfMgeLzjUFSEDVIchr9KQp+Ti7KcgWAH\n3/vSRbT9yfEtDyLNwBHAb1FNs0hgKrY8O8fIwnWxlN55lCIjwuoiHJag64dV9wpbMX5mK+0jtvK2\nxBVl/jI0cdkJeBG4KGF/9z8ZaFGWW8qSsbYUZXyG4zlRVuladWIsGOhfqX1LxHb1Svnx3nLmNWij\nkHRyKPJpLAl5ssmpyF6IxApzyEVZTr8iRQm6a3ouooQm5t2w8/gfaY4Lc0kly2OzfJKVKEtjKZsA\nHJ6gXyOWOPgB/0Yplge2688WPog9tEbHHD+NKNsQeADVjpotK383DLwoyy1lMQice1lZXW7HzvVu\nLegLhCfLdvfUqO7L5kC7wSbKSr/XG1t0s+7f/4d0d0LiVdLHAoejmrSywfexZ0tkclGW02dIUVqk\nKBMCm38R+Owu+tPif4E0Ar8EflyhdmAc/kCynFjLK+sA30w5RlpRltTS1gTcBMwMbK+0Mqtmbjwp\nir9vMlEmsh3wY+C/sfuWcOd5FqJs/RT9r6V6LriccpopJcoGQIRhIowO+Qk95/3tAZj9iRY+mDSJ\n5/Z2rviwe2Bc9+VgF2Wl4521w3ym/usNRLsThsUArIfdS5KyHnBfnA65KMvpS35O79VGbwLnccPv\nXEqC44GfaUGTrJo8EHs4XpH8ED1UX0Q1z3FWzjEp+y8DhqVIvRAq6qQozUGrV4BGYDEdw0aIsKJI\nj0XH/4DxB8/vWO0gpCifBTqlKO6BFV+UiewDXA18F9U04v/33mvae/f7wKiknVW5V5WHUx7DUKIF\nE2WP+7YdhwWQB3+OqjCGvz0smDgZ6VJGv+Hc9WFu0biB/nUnykTYQyRyvdBGYAFPfn5jJt1/AxbD\nl2bl5XiS1v+0+964uP1zUZbTl4TlcxoBPMHMT7uLv5XaK9AqcQJwureaLKcvEHkekWTByRbjl6Yq\nQCVL2yLg82EdPLHWyINHfIQXd9sPeI7SQ66RkjsnTvyie9h9yXuNLspEvoTIbKy+5XeBs2J8by9U\nmY/FzKV9WM4lXaLmnHg0Y5asT2JWSlQ5SZXRIT+hXgPXnhlibueN/nwTo998h9UeWeg1CXMnh4ky\nJSRLvufV+JhvU12IMswqG9Vi3ggs0GuvfJrJ/3mKNKLMPDEtlMpWxaUZ6EY11gQuF2U5fUnY7KYN\nWEznMH8cT3wXlUgr5mK7PNmRSQMiefLL2qzEwLggq/Vtxkp1hdEIdDN/rTUY/8ILqqyo2uMyNwsa\ntGlBa+UiC34fWIA+xLOU7YG55tdC9eqMJhBZpCqolwfuUGE0dh5lkSamwffqAv0hRJT54nT9wuRo\nLFwjyB+AzYFfY+mBukiXNiUrlhG9aHkjpcnGMux5k/SaGwYsTXHNJipinouynP5mOJ2ty+hq8d9A\nkjz0pwOv1agbWI3VyHOS1eQCvpF85ZKRJq5sMXBqhX2V4t0agU7aRw+jaWnw3FgXGKEFDc58a1WB\ncKLM5X+KJspEmrCVxnegmmUx425yUTbY+DsmmtpJL8oafa82CTGeoHKZuR5hoQWdpYXQUI0VvNcx\nWtAbgIcJj1Prbx4ker5Ev0h1oizpMyKRqPKxDPh63E55Rv+cfkOKchzwf7yy/R10Ny2ktCol3kxE\npAHYFyt/k5Tp9A4EzwlwDfu3HMrv0+RWWkrC3EyqtAOnxOzWBHSxbFQbzUsapCiva0EnevvOCWm/\nH/DlGmM6UeYehlEtZbtiZXWej9A2DrkoG3xsCkCx8/v8pKlBitKohXgpfDzX/F7AHd4mK7NUsgx9\nmXDvBMDTEb7C3Y9bAHQGdwCLmSGffY2J667OG90NvW/Vs7HJ07tYvPB7qM6P8F1xeIDopc3816ab\nEKaxdCXLRwiguhSrvBCLXJTl9CULA5+thNLCVUfQ1XI58G1ve9zA59Ox3GSVMrZXR2Qqlnjxh4n6\nDyE6aeokXeqDhSn7l1EjwB/sgbKMT/3wFEa+dRbm4naEpb6IkiDTiTInhKKKsqnAf1JYcysx4KJM\nhK2A7SrFP+VUQBu3Qhs6ke5m4sf0jcHulS6VSSM+y1ANkRclDYdbjXu293ozoAov380Oe6/M23ft\nwu2P+tq3YO7ORmCyd1xrILI2qlmmF7obuE2EU1RrxneZpdwYaEtZInJRltOXBE3fdkFNv/RM/dsf\nVIp0A29qQS+MPKLIROA7wBRUX014XEXgUlR/nrD/kKGLxi7SJQnNOsloLTHSBixl3EsfAFPA6t9p\nQbsJX3AQRZyEWcqiPFA3ALJ0WzoGXJRhpWe2IUkqm6HNaBBXEzZpALlzfx7ivdYSHRtpQedFGLcD\naNaCPuDF7K4LjBfVJYcIPwMWq/KzqiOI3I5NhDITZarcIcJORLvmmoAuETZj25/uyad+lEaUDScX\nZTn1iBSlDWiPa27HC9KWoqypBX0ZM72f54JPtaBJUi4cAFyTQpCBxU6cm6L/kOEhtngUeLRmw8pk\nLcrcPeuWCvu/gtXvm+v7XhdgHXa/iyJOtvZeo1vKbBHJQSS15lYni/I3nSnHyN2f8bgeW/G7Niod\nxFj84nN1uslB0PJcVXRoQZ+J+FW3AK528CTgLVSdKIl6zs3FyhJliir/jNjUWcom8t7UdUnvvux3\nUZYH+udEYTHUmCGFM9x79deTjLqKpjci44AzKJnXk7I3cGvKMYYES2nrQHVZ7ZYVaaQ8J1hanLCq\nFOuxLhbH4U954R5mYXUmq4oLKcqKOLd7vJiyM4BzUb2rRrskZLX6Ms2kPBdl8ejGMu4P81nKotIp\nRRlH6TweHtiflXtcKd0Xt1V4RoRVvc9Rz7l59IEoi4GzYjfR1dqBTcCT/n3GYel3kiHS4qXViEUu\nynKislGCPj3LqWX4PJeoMs0D/tvAVaimWzWpqn0Q57O8cbD3mjTxq+NfpCjCLMLhIuzj2+SERKWH\n2kIsBsXvOncPs+fovWqzlivQ7/J07YZRbQYtMgnYh5Q5yapQD+7LXJTFwyWPbUUlSVqMlSidiysE\n9sXzYIi0IqH1N/3pJI6axdSrgDdFeixNUc65OZTuHQOBs5Q18f7kRVisW9IkyV8mjSiDM4Ej43bK\nRVlOnyBF+QTw0Z4Nx6+4wHuXNJHfDsAM4Lx0R5YTkfe817SibB7pUmpM834cFUWZFGUNoI2564/k\ntDkrh/Rp9Y7HTy1x4f8e124E1eOBNgNuT1Evrxa5KBt8uOSxB9LYsQj4eJROvvJeQkmUBSel0e+p\ntnL9LeBdRIITbRM0lol+2p854D8h+2txHQNbqL5kKZuzubOWJ82T2IFV4UjKyphIjUUuynKqIkVZ\nxXsbN+v+dACuvDFYNyz2SYrI6sBFQBHV4I0i6hiHILJGor5DEzdjTivKlpDCUkbvlBq9RJkURaQo\n3wReRfki9x1zNItW2crXp9nXJ2ipjSLK3gRuo3S/nE6lOBWR9bDUG1dVGTMt9SDKngROTnkMQ4kW\noEOVpxC9HlgzRj+w/1WlPnEmup/Crqc/AN8K7HOC5iPAyBM5xZ/aYhuinXMLSFG+KwOcpcy/CjPp\nPayFdHnaEvXPRVlOLc70XuOacT8JwEs7bxDYflKsUWxmdy72UIybs8qNsSLwq0R9hy5dAA10CSJj\nazWuQuI8ZR5BURdmKRuLs6AKTXQ3B/MD+Ut6BW+StcRJMxaLtpTS/bKDynmfTgDuAS6tMmZaBlyU\nqfKOaqo8gUMN/wN6PiHCRYrSJMVe1qvNvdfRlOK9guktookykS8Df8Vq2p4N7INIwdei8dwbmY7l\nQfs+5W7RTxHtfPmQ8NQzqRBhP5FINY6dsLwHe26kqaCRhSjrqNkqQC7KcmrhTqotYvb7PwC6W172\nbZulBf0wvHlFdsHcV9/xkvEl4avArXnB8Vh0Aoxj/iTSmfCX0DsGJg5LA/3DRFl5wPqId+5XLXtQ\n+fuEWcqq3Qfdjdm/+mwElScpU4EL+7ge64CLspzoSFF2x9yV7tyrFFN2CBAs/+Vcb/7KFsFzq3aC\nU5GRWIzjvqieh+rj3jHNQGQCwPaz2Pmwh9kXOAHV0+kdqxblnFsIDPcm01myDAu8r0Uj0KnKLFXu\nI90iiESiKtB/8FvKRGQ3EXlORF4QkeMH+nhy0pXZUOVTvo+TY3W2C3t34JYUggzgE1gixJzodAG8\ny4R1gF29OJMkvAnsmaL/XGy1rCNMlJWLi8aOoPh2MW1hlrJaS/3djdkv3jYgTJSJTAO2JPsM/kGy\nSImRi7L+41Dv1d3DOgjPmdcMIEXxW5rc/2gb37YJ/k5aqLE6WmRtLA7tNlTvLHXUV4ArgbsQ+d7d\nl3K12Nh/8VoERVnt80W1C5uIZZYw2iNqap1gDsG0oizN88/FEcairkSZ2EP4N1h5kg2Bg8RiNHIG\njtglM6Qobhn1e4Fd0c83kQ2wVBoHkDS4X6QRkb9gD/X7Eo0xdPHf2OZiub+ScC+WniJstVcUrqJ8\n5a+76W7ipatw20p8uGqwQsRZUpSTiRhTJkVplaK4Md2NtRtolKJMxDKXl4syke2BZ7A0GG/Qt+QF\nyQcXZsl6b3KXCEJlUebul/5FAJX+R+9E+maR/YCHgBuBA0NaHAxcjiUDfgb4hCuTpNrLIhf1nPuQ\n7OPKoooyfywZDKwo+zTw37id6kqUYbPMmar6qqq6lQ/71OiT07e8i/nm4yTRc3mpXMbp73mvz8YY\n40fAtcBqqCatUTkMuAkYi+qLCccYqvhvbO9RKu0SD3PjJe6vSodqWc6xJuAF4GVKi0/KHlz66Nfu\nDwyzE3Y+RY0pewmzIEDpxuyEkBNrwRJipwLfR/XYGr9SFuTuy8GFTQgvv31/7DyxlA29cULfvy/Y\nzsXo1s73KDICKABfR/WHoWmALD3Qqagei+qMGiuGo55zC8g+rmwgLGWJLF09qC5ENUo5tjLqTZSt\nDrzm+/y6ty1n4BiHzXz81oMofcC76WtBz/A+R/PPm6trS+APqWJzVBehejGqC2o3zgngv7EtJN3M\nN21/Py5x65uU3JJRxUUr4ZayjaUot/m2rQ641ZvOfelchu58XIKIIHI9Iq9jK9Yui/OLpCALUZZq\nDBEmi/QsAsoJQYqyoxTlcOy8uYX5a4/GLFwdwEohdVzd+eO3ooVNGKAU7P9glUO4Cju/swrdiHqd\nzcXSQWRJVFEW1AtJUzC1YqusU4XvJKHeRFlO/XECcDx2rgQtEGXIbt8ZJtv99HBmb72htynoMowq\nsA7BLqa+js3JqYxflN1JuiSKi0i3AtOPE2V+URH1YRHmjnA37Z0D2/1pNMIsZQswt+qmWMziSqi+\nT/+QlaUszRijsEU4OZWxqg52Lj2LrRL+ABNlewKfD7R3k1n/5LfcClxQd/666zGYDNkQ+RjmsdgG\n1TTXrp+o58vrwGoZfafjLcrzFVZiOLBAhO+K8DGSV62Yhk3gopaoyox6q335BuDPJTWRUi2uHsQS\nie7g23S3qt7dlwc2xPkHsAf+ZLAeImwFHA7AjLO+BMD9R88E/atedK8/7uH3VJ/VuQE3wXKS7Yu5\nsHMGhpLZXfW4lGMtJrvA3zSibBK9LWWV3DXNvlcXU9aAibQXdAaNWIqWywZgVe+AW8rIZrHB8o6z\nhDVjQmws5eW/KnmBqlnKHO487m0JEhmF1bH8kq92ZRZE/X+/g8Wv/TGrL/ZWU9deZWqThRexlEwv\nkDxx7JbAE6gmtpQl1Sn1JsoeAqaJyGQsyeiBWFHfMrxf7O5+PbKhy5+wLM17VNj/DqX/hYmyj519\nLYELSAt6KNH4NHA1qjfGPdCcTIlbfL4ai+ldry8p+1FyqZuoeHOz0awWuWZ62U1WCzpXinIZpfhH\nR4sUZQoW1/gXSiLkg11f5FbMjfQ6cHqSXyIlWQiitKIsi8UGyzvu7xMUZSMD+4NUiykDuAJL3vtL\nwkNCPgo8i2pwwUtVRNgDuEc1tEYsRP9/Xwncj8gKqAYXe/U1I7EQqFGU4j5jx3VhVvD/JT4KkR0U\n5qA6I27Xurqo1JbTfgtLFPoMcLWq9v7DiMxAZEb+uV8+N911CZ8p+Msq+/arMkuRKYpMcbvPvpmD\n/vZHto39fVa8dS9gdAbHf6EX6DrQf79B+fkl1jw8s/EsE/nXkvY/R74961HZ7BLvY+Nfr2bWOTcx\nBWiQ3b67+2XXtJ5T4fycA1C4y348lgXHv+B6NvP3L9wFJ/2T4cAmANf8ifEXX8emP7mbC2f/YtS/\nb7mCr2ELDbZG9YP+/v/8imNWe4zp30g1HpyIu/8n6P8yU49M0395//zmaDkT7/y5+hp2+vOf2AYT\nCnPuuYj9vfOtMaz/LZfzWd/nxsD5i87gpZfP6vEodZT1F1kLS5xcEmvRj/8MYNXg/gIzOIkfd1Q6\n3pDrfXfgVcyt399//w1uuoIdz+C7a2MTN069nQ8TXB87A/9OfDzwWyzONOzvUxXp2xyHOYMdKcrf\ngMv4Z/EMtvrN2/rLdyrWbJOivIfNBgF+qwUNlvGo8WVyImax2C5V3UCRDbGM61ujGntJcg6IsCIW\nx9GomrLUksilwCqo7prwWP4DPKXKEVKUs7Ab/m5YtYlbmP2J91jjvz0JZrWgAiBFuZTeFrBmLZSv\niJKi/BXYz9dPsdn1YcDWOoNDP2jlx2OW8ZNvtxWuOmdJ8WeoxllJnB0ija0s/W87rceqck+KcVqB\nBagmcu+IsBZwu2rkckFDCinK41i8IZhF6z1m6JmqtEtRdsXciz/Rgp7s66NYzNlxWtALvG1fwWLD\nzgAatKBPetvXxKy1k7Xgc5+L/A2YBXwvdLUlIEIbZs36vGqphqsILwK7qfKib5sTCO8DN6j2up4q\n/AHkfOA9VE+I1D4jpCj3AOcwQ08C9maGPAe8owWNt/BA5CksYfkdyQ5E/gP8CNV/xe1aV5aynLrE\nlhi/u143I+Z+TIpymRTlsQpt/QsBVqzQJhyRz2Cz989nUMj5cOCMXJAlR5V3sfipNEvKHX8nWjxI\nJa6lNPNvxq2GvP/bNkFY+Ul/Lr0Nfe/9WdAdYW7ZsDJSTcDKbR28C1wxZhn7Hcbv/vCbJTNeHjBB\nZqywJQ9u8SX+sG7KcdK6L9+id+3EnBITfe9d3UvnOneTgqALejaW16/Zt60J6NKCPu0EmYc7j/0W\nsWZge+CCSoLMYzylMAA/Ll4zDFdPMiqziPsMqIEIo0SYUaNZN3Zu+t2XYdUTarEO9jskZXVshXhs\nclGWUwtLxvfcvu7iPxhXbNyHFOURLJDaEazPVhkLTP0RcASqlQRf1LGaMCtKrHiKnFAUaEBkI0SO\nSjFO2pxY/v6lskfD55vQa1nUCDwKTNRCSTB57/0lon6shVDXwEWBz+8AjF/MR+++hB2Blb/O7/c7\nn8O+DHxVJH5CyMxQffd9xs7dlv98qnbjqqQSZaosUuWmlMewPPOw7/12lOd5dPfS4N+/xWsXXH0Z\nNpF4CziN8vvsKdgqz1p5HV09zWC8WjVR1hFyvNV4iXTl1cJoAL5bo42btB1O6W8Tzx1oKZkEixmN\nj/VfPWn/XJTlVESK0gjsxoerLKG7Zd3AvlG+9w3AZpiV4rfAr7GCthG+RCYCz2E3kmtqtI7CPtgM\nKblrJwcoZfTupHEilRd6RCFLUVaylG1y5WcBEF0JWKqF0Ez6/gdapQfO3XjxZwDT5vGJmy/n2Zm/\nZuep7zMWOOIivu6sF6tR/sDtd+Yz7p3RLJiScpgsVnDmVOZGSsmyP0K4KAteE61YHJTfUhbMUA9Y\naSUt6HFa8Faoi6yIudsP9UodVWNP77UvRdk8klfxqMRCYJRI1UTUzZhV8u+qLMNWYj4e83vagC60\nRvmqyphlLuHK13pbfZlTX6wGvK2nz7lLzqCZ8gvWbxL2x6V8u4I1ojd2I7kGW22ZVSb0DYAb+7gg\n9FCiexmt2sTirERVEt6klHy2JMpKKQWGA1tU6Ntd4X3Z8TV30YDIMICZtvKqA/jMKszpeptVllBe\nb7C/8pGFsoS2xU10TqjdsgqqiojN6vNrpS9oxCabG2BWF3/tXncfDYqcYZgoC66+jLISem/g9oiu\ndRcjGhQ3WbovZwObZHl+qdIlwqvYtVhphWgwF+EmxA/BGEP6a/zcpB1zUZZTjZ4AUlW6pFi2zz+b\n6xFlMQTZVCwFyl+AtHmw/PyU5LlpcnrT3UlTlpau2Khyne+jX5TNo5SksjnYz2Oq733ozfnsmxj9\nzUdYidKNuAX4Nqp3vC1cg00c/HGOWaYLiU07Le2NdGVRxsZZywb091lOacJb/QfAI9/wxzr2cl96\n2f2HYUlh/efyqkSzUG2FWy1YGyfKZlBexrCWKItjKZuFpadYgQT1k4NIUYbb9+v7VK8O4u4PAGgh\nkbXKJflNhlnYvpO0e26+zglFijK5yu6FlN84hlVqGD64NALnAxeielgEc3t0rJbb0toNcyKiSxmm\nDKAoC+AXZVEWD/hXXYWKsqMeZL/WLu5FdZj304Dqb73dbZjryf/wSpL3KB0iFyDyWYClDFv8FBv/\nLYNR8wSwfccE/C7LOR+pKsqw87oLs6j5jSXDoLQaMhSR0cBXiJKcu5zg/z5MlDkXXjxLmd3TZ5Od\nC/MpzB1cq65mmShLSBaWssTkoiynErd6r2GBlfPofeOAaLXJwEztk7BA1Zz6prsORVk7L+28Ld2N\nUcb038B7W3FFDsUCpE8sbeI0EVwM5XBM/J2Kq1wxEKLM4oCeBOiiqfNH/OyGDMZMnABWhBEiXJrB\nMSyvTMdvKVs69grfvrDVl8MwQdZJ+YQ3rDRYkB9grtKoC1CcpeylwPYwUeZCBOLGlEG2cWVrYs+M\nGVQvv5eVKEtuKUtJLspyKuFuDP5VjFMwc3QH5TeOFYDXtRC5xtrewFWozkt7kDl9TvcTbDqLdJnr\nMxFlUpTPYwsOOlg6ZjxoY4TjchOF/xIszGwrdc/H6gP6F4Z8j9Jy+jZgiSpzKJV8619RJtKApRd4\nxduSVZB+mnGasLQKOeE0Av90H/Spg6717QuzlK2CTQA6KJ/wVhdl5nX4P+CbNdJghHFn4HMvUaaK\nu0fHjSmDPgj2V+WfqrxVpUkzN/52qggnV2lTi2A5rH4lF2U5lTAX4B+vW13Ebr5a0Fe1oO/TW5Q9\nSnlensqIrIaVz7osy4PN6TO69+H6uaimcZdlJSK2AWDxONBGQbpdEHS1h5F7wJ2sBX0usG9b4A1U\n73UbRHqO800RilBW1Ni5xfsvBktkf+zhOd9Xh68eRFleZqk6I4EFvLJ9WChFmCg7zfscZimrZvk5\n0Nt/f5U2QSTwighC5fQbkNxSlmmusgg08+p22wNp8vhtg5VqGhDyiyqnEhav89LO+wK7BPYFRdlc\nIGrm46OBW1F9Ne0B9kLkaFxppZys6IaUGf1TWspEGC8H73oozn04f1oLdLcjPXE41USSO0/DXDv7\nKdwlQrMIKsJkPMuElw7ElYZy+Yb88TX9xQbAP7CkoI56EGV5PFp1RgEfMvq1sGL1YSkxnsFyNQYt\nZbtT3X25FXBxwhWO/ut6LJTS4ITQTvxz5W1soULtAynKDVKUdWo0iyKU2lgw6TP4rJSxsBxjX8Eq\nLiRDZCIiia3IuSjLqcTzwAw6h29I7+LvHUCzFOUeKcpPsSzUtZcAm7voYMIzradDZDhwFgMT77M8\nYwlk05HWfbkDS8eWVujO2WwcDd3tmODqpvrNugFAC7qgbKvdfHd8jUnXU3rojcZEmRNfy4C1VXnZ\n9xn68xxTLaJ6Oqr+OJqsBFEvUSZFOUCKslqF9n5yS1l1LKP8uJfDcueFpcQ4EXNf9ljKpCgjMUtT\n+KRDpAWbMMfNm+fE2CleuSyovULydeKfc08An0UkWDkgjD2BjWu0eafaTilKGzCC9pEbU540Og5r\nACPo7dqNw65A4mTb+UWV04MUZXcpSoMUpRn4AjZ7m4oFkfrpxFb6bI3dTPbFH9RamaOAWajel91R\n9/AZ4LkUCf9ywsnCKpM+pcbo10uLSF7adSeGzZ8DrEV5Us5KhLl/jgEmrMFr11Na3dZBeQxPM+VW\nioGwlIXR9V3O2A2RbVOOE/a//RNwfMS+mVnKpCiNUpRpWY03kEhRDsQe7h8Sfu28j3kiurz2LvP9\nRym3lLlckJVS/JyJxT7GcV36WRf4cYR26wOXEP8+cDUmpKpO2L10IFA7lVELgAgriIRWC9iU7oYl\naOMc1cQxYVsCD6bMrbYGkDheOhdlOX5uwjLzrwHAE18c771/KtDOHz/mzqFHqo4s8gUyCVOZAAAg\nAElEQVSgCHwjg+MM41jMUpaTLWPp7b6OS3pR1the6r///mcw5d9O2AcnDGGUizKRlYGfA4d4Ir4T\nExnNlIuyYJC1E2UDnderexXemgasnXYcynNluRqgUZ4LnVg8U1Z8EZgpRblCirJPzdZ1iBRlIynK\nt4A/eptCRZkWtBNbTOLE13Dv9X3KY8qcSOkdkiGyOXAo8LUEKYD8bssviVDVMqrKc9g1FO8aVu3A\nPCOfQ6SaFcyNWyv3nvu7HAn8LGR/Ewsmvg1cHOs4y/kGcEXNVtVpJH4VgR5yUZYTpBNbCfQa112y\nLnCuaq9A6tUDnxdrQd+rOKLIBsAFwJ59UsxZ5CPYEvQ/1mqaE59xzNsGkZNSDJFelL0/pWQRa+xU\nGrqcMHoxwthBy9YuwCOo3uZ97vaOscX7aRdhCrY0vh4tZd3ttHQQNz9gyDiUPwPcNVzzf6WKqvKX\nlN/vx1lCv0DfTdz6mkOAc3yfq8WCNWFl6aD0f1RM/KziWY9cQetSvK7ISERmeNu+geoTCY4zGCMa\nJZVRMne16rz3GHsdpXqbYTjx+YmwnVIU9/dxx30NsJdvUY6jkbGzZ6vyo9jHCS7f28fpXQs3LtWS\n8NYkF2U5QE+dS7Abw6rAw2hTAbNu1aLySkqRI7HM/T9G9V/xD0z2QuR+RJ5C5OwKrbYEfoIG4oZy\nMqGNJW3A51MMkYGlrCPY/6vea62l+sdhVlQ/RwL+1aRusYDfUvZn7GFZl5ayDpq7yF6UOQ4P2dbX\nlKxB72y4nQj/FuEEkbLkv3WLFKUF+HTZxhnagp2nHwvp8iKl88mJkm5MGG9F6Zx+SQvqTx57Nlbg\nfBNUs8oTF0UHJHZXn8rx+77C5O2qNHFu2rkV9jvR2Oa9voD97TYKtEslhoBNgWdQjZKUuhqpjiMv\ns5TjcCd+Cxbb8LZqpDgxqFT8W2Ql4DfA9qhGLQHi7y9e/99iOabCRZfq+bHHzolMF40NDGzy2Pm0\nzVvo++yP9wiuVitDC1qeoNjqW24F7Bg4vqD70t2Y/aLMuYni5oNKhshGQGOINaR7ESMWUl6PMwn1\nVJT8hZ53i1e8gi1/8zJPfuFAlq5wrAjrqFLZEl8f7E3J8gU3nDcf2EAL+hjhGfk7KZ3HTpTdAfwP\nE2YjfO0MkbWw+N21UU1TuihoKds6Qp/ECzueZiPGM28PRIZXEDzu9680fhsWO7eGFGWcqs4X4WHg\nXhGWqvZcB1HrhFZiL2pVT4jGn4lWbSSUerkgcwYeZzr+LvB9YE6Mvr2XfZugugS4MpEgM6ZjN6cz\nUH2qT9Jo5NSkkyYh3QSuM01/VR5i8j3P+Db5hVInFrdyQMThDgKeR8tq4jlLWQv2gGintIDAH4/m\nkiPXWiWWFb8Ddgrb8TjTlwHf9K6zpIzEK0otRRnoouTOcnk2U/41k09/+zSOm/BvLAfioWEdRDhb\nhKUhP4dl0b4WUpQHpCi/9D6WxFNX82M88s0mqscV+QXxVsArWtBLsPOwidL9t8s7eAG+BVyfUpCF\ncaH3Ws26k0jAiyC3sBtLGbYM2LlCsz95r5XGn4hde6/jpe7ArvnJlOcjaySdpWxd4MYU/Q3VB1F9\nOmn33FI2xJGiHIAF+LuUAy549+XwHqG8Wz6ojAGuwyoATE9xeNOBszKtjZkTm2W0KiXXQRKWpOwP\nzlW3eNwcfjnvfWb0aJFOLWjUHHlggioYCOxiyvyWsk4oz9ukylIRCtBv5YXWwmbdQTrv5FMvAD9M\nuUrsfWCMb/VbD1KURi3Uvu5EaAVGq1Z0PcXFpTqBhq5hwG4ErKxSlD8BPwL9HuErRSs9mCO3F+F7\nwBOq3F7lWLcEWqQoBfzu18Xj24D7quT8gnKR87vAsTRSul6cd+CrWAhBmCs0LpWEfDXLa1L3ZWsX\nTTzM5o/vzi07Ul4hxuFcm5VEmcsxOBNPs6jSQe80HmktZVuSIpVFVuSWsiGMFKUJm6V8HdghsLva\nxb8ecBhwHjBJC/q/0qDycSzH2f+AaagmryGmegmqP03cPycTPFGWJinvopT9wUTZZ/nV7MV41h2P\nuHXu1sfOTT9dmIVsM0p5ykJdlKqcpEp/WWxHEp5q5nWloQHVV1KO73JPhaUiaAnZFsbOwI0irO/7\nCc2mLkJjoJ2//WOYa86lJQF6FhQERdMBwF6qdKiyNOQnVJTFbD+RKhZRKYpLitqB1WM8umfn/GmT\noeYiiEoix1nKHEchsiu22nAXVGfVGDcpH9ZII5HUfdkGcBbHPAQcWSO5d63xO4HDpSiV8hImt5SJ\nrIGt/gxL9tuv5Jayoc0o73X/kH13V+qkBX2eykVhzwKORfXKdIeWUy+006LA0YhIQsvMImB4iv5g\nroU5dIwYjwUEr4PFIcW9CU+k9423C5uFt1GylA2sO8/cVSMo1eD0k1UsmHvQTgnZ10K0HHAPYJaX\nv/q2LSJ8tV1boJ2/fRfwFn5LWfVKEmdgebr6inewKgqVvsOtjHSxQ80of0PYj9YF86i9gq+SyOnE\nZ7G64UoaMdfuQQlXWoYR9netNblJailrA7idncdjyWS/j4nYMCqd00u94+sAPknlkn5pAuy3Ax5P\naXnOhNxSNrRxeWEsnuy5ffzBiWFlaaojsg0W7Bpmoo7SvxGR5toNc/oXeQTVCxLfsMz9nDiFg+de\nW41lo0Zg1qP3AWeBjWspWwV6FTT+JHAt9rByoqx/gvkrMxxoRzXsIZNlmaVGSnmyHIupncgTAFXm\nqrKlKuv7fkLTH6iyMNBufVXWZ4bMwETcQuz/uanXZSDDFm4F9hapec66LPOCeAJtlSefqeG6hMr/\nw57feeIHsPuLXAd8F9Vk99RwkoiypJayjQGUhqNmMeVk4JsAUpRdpShB13yl8Yd5x+dfHBFGGvfl\n14DbarbqB3JRNrQpr0s24p0XfJ+irrw0TEydA5yIatjsvlb/FuAuylfF5Qw8F1M931JU0rgwLbnl\ntVdeDLzj5c1zVpzoM2ORdbCyNWUxkKo9MWQNWCDxwFvK7PtPqLAvS0tZI73F8odEd19mgXs4z8f+\n9i4PYrx7ULY8CswCPuXfKEX5mhRlcs+GxeMW+XZP9V6jCIPg/9AJgk4UDnkcnj6XVzsbuALV82If\nfXVii7LVeb1xAu+slOC7empIbsxT/wUaEZmMFf1eL9C22jndil2j1aynydyXVqJvB+Cq2H3Dxzsc\nkS2Tds/dl0ObTco+rf6Aq1G2jRY07g3xHOxBkvQGch524d2dsH9O39BFyc2ddpyRBBeFRMNyVY2Z\nfTCl1AkuPUUcS9kuwFUVFo50Y6lgTsREwsBOWC11QKW8fPZAt1qy3agmteo5YRBchOFi7PoL9/3v\nYa5LZ2n7eD8eQxmqqAjnA+tLUV7H3G4HYysVD+lp+MihB7HtKe6TW8EeFBthdAONvkUWuwPoDFoW\nN/HbRuULrV18D7Pg9gdVr6P3WGFZA90rItJUwXpbk0WMbMLSJ+2Cie/rA01qXXMd9Lbq+klqKVsV\neAXVmQn6hvEpLMTiwSSdc0vZ0KYFfxLNhu63vXfx6oaJTMPM0nt6pTXiIbIu8BVgL1SzsMrkZEcT\nruxWOjqxOLAkjATu0QePvFu1J5anM/AahTFQMUi/m1KsSjvVb/4DjRNTN2DFj5MSZimbgD1Q+qXU\nkRTFWV+O1YIuxRMnvmMJtj/c9/7UDL7/KClK6KpDVU5V5XQstcUXcEaMG88t1XLc7KKwHIn3Rvhq\n5w5sBLq10COs/zK8k/Vbu9gR1b/0Y4zT1Ip7RL65Pf96dyGjeJxN90w4/hvY3+8OrE5xE72FoL/k\nl0hRgvediomipShjsBRMSQTjJmQb4N+c8DiAXJQNdTYHXvJ9Pgn4uRb0mQrtK/ED4BxU36zZMpwf\nAWei+k7Nljn9zUxKmcfT8CzJ47RGEgh414KqFlR8D7MojKZSAmI7NueyaydaTc2BwomytG5MJwx6\nLGVa0HexFDlpqwVExVnknFXQL0LC/rf+eptpqkw4zgY+V2mnFGWc76OJsu1P+kXPlhFz/XUnN/HO\nyUOojfvfWXC6SAMipwIfXYNXTxF0cvXuqfC7ACdVbylrAufdxB7vAfyWIw9O+J0dmFi5BfhIYzfN\n9BZl/tCV7YFXffVY3RhNYGI+kFvPift4ljKRccDpUDX1SVxWJEVB8tx9OUTxzOb7UzLFT9OCvkSy\n5Hm7AHukOJydsWDrnPrDucoKwM2oJjLJk05AjKSUuDUN1Za8d1MSCO0kcYNY0eVNQvY8HbpyLm77\nElmJMhfoHxRg7fRfTFkb8KIvJ9od2Eq4X2EZ1oP4/y/J0+2UU03Y+/8/9rwc9ZZ/MZI/TjJO1YGZ\nmHcALJZpC8wa99HXWONo77uyDO6vRO/zXOQQ4LPep9WBW1HtRuBl1twi5vgLKFnJmrCM+XPOuYmt\njtiTWwNtJ0tRhmtBF1MKmXBi60bM0t0Y2B78PaKvELUVzldji9rCCpwnZVXiJV8vIxdlQ5e1MReN\ny9m0tErbyoiMxx52aQqNr8vABvXmVMY9uDfHgp/TjpOEVpKen+WMIrql7DwqV6r4E3BYSGb1tQnW\nPzSWYekAgsRt7z/WvrCUOcvDMkors/uaNspTb1yAWexvpiQM/OyIibExWG6zLKgmyvxWJfe83M+3\n7Ujf+8gJdLWgC3EZ/0VuwCxIM1B9EaGZ6tUA0uL/ncLcbA9THsLykHuzHf9eCdlpZIzFXHcCVwA/\nBZpM3MlRn/kffzxiz55KAn5WoHz17yjgfsyieSKV7yHu2v0qtpIyCl/AVocelJmb2O4Pq9J7hXdk\nclE2dHEn/dvAM8Sb5fn5GPBAolgyR5oEszl9jXtwZyUAkhDm6khCNfelYg8EgE5VXsbqrgZZE4u3\nOqj3CPpXwvNwVfjGmO1L9JWlzD2Y+tNSNory38HFlC6gsgv1aaxeY1blhqqJsqaQ97Mope1wHKIF\nTermPwM4DtXfe59bgA4Rvgr8VzVzV7pflDkLUymvpOqzhE+yL72HbV4jYryUCBOxONJO78dZGB9Y\neRFjdQb/oNCrm7s+3fnXip0fSpWYMuIuTBFpAH4JfB/VxK7GEBqAbyTKQOAbIGdoYg+cny9YkRn6\nOc9knISNqT6rzxnc+AVAmqLiaQRElqKskkXWbymrtgprI+DOAS795f6WHVRPEVALF+jv3ITdvtf+\nejb8FH8h73JRNsFfAsqrQAKwJ/AdsjvGaqLML07d908LNtKCXh7rG0V2QuTfiDyKpXy5xLe3Gfs7\nHIjVd8wa9zd9j5Ioi3J9dd7Bzq+iGtVq/Vfsf9uJLx7MW8z1X+CuQImvycC63uKPn3vbGindf/zC\nLnjet3i/y6pEYxrmes42yblqF6pXpBkiF2VDF6s31j7qYsJm/dE5GrO05SyfuAd0GkuXf5wkZCXK\narkvHdUeOuuSzlWfBfa3VD3As7YlpevtEQynVCjaWcudWOsPHgL+6Pvs/s/Oer6bb18LsFQL+j7m\nYs0q0XQ1UdYc8n6DVN8mciQWL3YVVmx9rUCaiRbs79BKNotsQlFlHCVRFsX61Uk875orh+YsZf6+\newKb7T6z7O/7BpZGYjolMdqACbBuzG28srddoCc2Guxv9oAWtLLbUEQQ+bhXtup3wN/rIYN/kFyU\nDV0ew1yPa1A+S4uOJYwdR/lNNWf5wlnIsnKVxUKK8hg2++1r92VUUTaG5K7+rMgso//i5jK3jxNC\n/SnKWinP5+T+z879s5vvwesXKaldrFKUFb23US1l7m/l/9vfHO9LpRFLCrwLqucJ+qagMwKtDvBe\nh9E3oiwspiySpYx4oswJnqD7EkFbljBs6eeeZryv/TTv2Pxxls5SpoHvdv+XJt/nWumUTsByEB6L\nWcy/Hfk36UdyUTYEkaKsB3yEm37dgi3ffSXhUDsCs2OYswMHIrsjslHC787pH5yF7FQs8WPaceIy\nHZs89If70lHtQVhtjP4is4z+H7aUJY59OuPxo/BlSvUj0UKP5cIF/x9Fyb3pf/C6FAtpcDFr1XKy\n+b/jPyH7i5i1KyqHA2+h6nKZjcR5Lcpp8H76QpT5rUMlS5nIEYh8q0q/pKLMlVnz9132GpOGrTpv\n1BTfNpd8t4XSM6mRkqXMj3tuuDFbqSbKRA7FFgrshOouqO5br7HMuSirQ6QoH/HFT/QFdwLw4Lf3\nA36tmrhe2FewAuRJ+SK2FDynfnGuskdS5KErjRMDX46iNvrXfVntu07DVl8OJJlZymaPZRVKCXVn\nea9dWLb5TaQoP8zge6oxCljLv8HL9eX/H6zvvfotZRth9480OGvLvoHYprA2UHKd9aAFfUALPQH6\nUdgMuECEJhGmUoqXCtKtyhaqqVY8V8IvXvwxZRtSPUYxjaXMldGzHUrHQ2zRNXl+0/6+9i96P8Mp\nWUr9MWV/xVycH1BKmeFEcwuVBKzIVth1uwuqz8c4/gEhF2X1yaPAlwCkKC1SlI9kPP612BLszbCs\n4EmZQrql25OBl1P0z+l7six+HXkc7yHp3ITDSSvKREZiD5xKC1r8D8bKM27V2ai+XXF//5CZpay9\nkTZKaXFcLrhW4BvYAp6fZvA9ofiEUC1rkEtw6reU3REYIwl+wVVyrRVlB9+41axxj8T6NkuXsDlm\nBRoPPEAVURZr7Hj0/L29OrLu+6ZQ3WvSuTX3rIfIyRG/x1UJaMbL5yZSEn1ncUzjpCWLjh5XuiL/\njLkwT8XiHG+m3H25P3YuPI9ZGAFWl6JsTCX3pchU4BrgKFTvj3jcyRGZgciBtRtWJhdl9cva3uvx\npMsPFcbKWN2xU0i3cnJtktUydEwCXkvRP6fvSbvqMuk4/odSFpayI4AHqwT2+r8vi0S1fUmp9qXF\nKCWla6mJMueOdQ/r1Su0zxqXLf/iCvudK80Jox5LmRb0NgJxSgnwx9P5x7nr/9m78zBJqirv499T\n1dX7AnSzSDer0AooCMiqA62oyLiAI4jbqIjb4Isz7uJWXW6IgqKAjI4LrgOCI6IgiwqIiIKogIKA\nLCKgbA1N0/RWVef940ZURkZFZkZmRG7F7/M89WRVZGTkraisyJPn3nsulS7TWmU5DgOaXXR6H8Jr\n+eeE32M63QnKLiAENklOWLPzzjqPGx1jcBB4Xs7niRf43kAlYJoBYMZ2v2MvLlyw8+jXfgTfPYfr\nTz2fte//FY/4cm6LBuzHYxuNaCmqqHt7HZUu3xcSVpSZHJSZ7Q78EvgG7t/M2eaitmHyWrJNUVDW\nu+LZJ5sC2IhtX+RgNmJLbcTif6btgYfcudC9xfExoRr5QloNqsKbyZMI6WjpXU6xsgtlHGcpRYKy\nkKF4DXBanb3iN8Ef0WwGpPPiTNl/U6kKX8WMGWZsknVf8jgrZvMkQlfRB4Azou15ywoUtRnwkA/7\nnVl3+rCfRqi0nuyiSr7xrqXYclDJTNl0G7GzbcTiRdDjSv213mDXNrXEV5gUdTLwlWgB+XiiQseD\nMnfOdq9eNH02q43wvlCv52LsJna6D9gXszx1wR4j9MRcReV//3PR7fEA7+Mzjy95lM+/+k/872uv\n53tH/2KbdePYql/b/pdttoobCH/7Xagex3kVlVm5nyMsFXggAGZbYvY9zG4GLo+eZ3mOthZntith\njGShsWoKynpXfCGKP9kXnSnyVSrre82heBmLQ4Ef4i3XN9sCWIG3XHBROqMXgjIolil7H+ENsF5X\nffwm+An3jNmXZkOYdaqgaiN5iseeSuP199asncZiYIUP+wk+7HdH2y+t96ASDQGNxiluoLqQaPJ6\nsZZmi4ZGbMRmAuem2nI4EK/tGBcSngVkddc1e937f4Ru+FOin9dTKYza6UzZJPtx1Y3AHbjXyxKP\nrmSjUeBuwvW7kTnAeVEXadwFHXdpDgLc9sjzpz3zXn8X7p9esNY/tHT8zr/9B6ef+k+2OPC+kzhu\nwwhvHRpjTx/2eNwjPuzvB/ZMPM9HgPt+cBb3E2oM3kVY9HwR7l/qYNmLEwjLNhVaHksV/XtINI7h\nBdGP8Se08Elw3bw5ZpmFBFdkZbvMWERlMCQs51+i7bNZzk4Ur4a9L5VP1q0YpY3jVaQ0IZgy+0/g\nRtxbXbi36IWxSFC2H/Bx3NfU2Sd+E6z1pjRM+IR+foF2lKVuUGbG5kRjUhv4xwF3spiwjM0EH/Yz\nbMRaK5PTnDxlDNZTWfIpvf86WsiU2YgNEerNbUkox7GEyt81Pp8HEsbdzqJ6yaFYvqAsZGk/RJhF\nenA8U92d0WjU2hA9EJRdynPuJBQCr2eUcK4eIARXf6u/O/sRslVQWavy+ug27nZPB9VDX+Gtb/kK\nb+XZXLH1FX7AL9d/nGP4uN0S3f8IcJ3D9bacOzZ9jO3+cRLDg862hCLIz8X9tw3aVT6zZxHWb96h\naGFpZcp6yyLChQAqY8pCcHbzS3Yi9I+nv15c41jvAX4x8TUWJd4+sCD+xyu6tMQuVP7Bmud+H+5Z\ny9hIb4kzXLsRatoV0a1M2Q40zgzHb4KTi0+aHU7ItvVKoclGmbL3kG+s1UV738vmix/NDDA6Uaom\nLpJazwbgAzZi7yYM7k4uX9N092X0wXc9lQlK8SSSZ0Y/x8eLK72n1+aMXx/1AvzoyWwbQnb25cBe\nuKfX6lwfPV9WADZ53dXs53gmZg9jtjL6uqPGfgsT+6xM7z/O4HiDLBmE33kPwgf6nWrtZMaWZhxE\nCJrjSST/Ej0+fr3GQdmQWdVreHfC3/lJv+Jf9nw1330HcD/hvXERcPjjzPrxAyy60ZdzzHUnbn7n\nOp+1P3ADsH1XArLg18As3AuPkVZQ1luSnxqSQdld7Pq937uzTcZXZuFWdz7gznbxF4Mbwj/czEf3\nAvBhb/QJtbYwxXhbNHPyicATt0WCqu50X5o9hVCB/a8N9ozfGKsrm5tNIyyQfSzuF7TUhvKNA/v8\ngudsRPbkiXwDjUOQcPfdn2MoqnQ+8eXLmb9NNPfVRqzQwOU64uWE6onvfx2wEdVZq1Zqlc1O/Twr\n1YZx4B0+7H9K3J8MwOKgp35txjBm9ieEAOYA3LOySuuBD1PdFYc75p5jVntYv/ErhG7YraOv9Jqc\nsYcT+2ydsX+eDxx/JGSSn4/76XX2u4cwO3YWUUbRnV8BH6VyDUi+brPGej4deP7/8uptcP8g7u+L\nvl6wkIdO+C6v2fhR5p16Fq+csyvXDxt+Ge7tL+pstj1mL8asOhni7tFYwcLUfdlbssaszCKki99h\nI7aZD3urSyLFbzYzyV5ouRmHA6eklgaRqcvofFCWfsNtNVO2L3BmjixAdlAWJtpsQXjz6xXjwPbP\n55Jtx5hWN9g040D3iS6kLP9HGORfxcFu+yJuDj/dka0ZnjRbrwx5ui/jv/sYocsxOYi6lYLE6ckP\n2xD1Gux8PzgcdeNp/sbE/emg7EpCt1x2F1UIxg4lTMB4DHhTtNZjlnVUhqu0wgnFa69tWAg1BAzZ\n+9jEsRoJM6jzj9FKn7tkZjcZlO3PZGOE18akoHsts9a9k5MXvJOTjyIM5N8bONmMAfe2Z7O/QLgm\nPEAIukunTFlvqQRlYczBAOGTXbxAcpH6J/GFYTbZYyQaM1uE2cnAkYSLuUx9cTBV9GLXbFA2jeou\n9laDsnnkWxapVlA2F3iox9bIGwMYZxDcP5pxf/I8H1P3SO7/ift+6S9z33fQGRyAi150K08pse1J\nebov4+vWIkKmJTkWtpV6bRunfp4G/O6g2+D3X2bd9aezFrO3JWYXxoHFHlFbzgV2SA48T3kPYbbf\nhYTxTfWCzmJlXkJ25kf4xASNIvKMkWt2+a10UOZUB2XxkIJkcuiziedKTvJIis/b+YQepbdFP7c0\n6aNJOwBH4/6Sdj2BgrLekgjKBqYxsP4iQjmAWlXImxGn20doPePxZcK06Y8TPjG2xuxIzIpMZZfO\nSQZTHcmU2chE7a3kBbnVN7D0OKRakkvCJN0DvLrF526XOIDMEyjW/T8z4w9mPCPzzhCI/on8dama\nlSdTFk9iimfvJesqthKUnZTe4Ms562ff5vF7xrZ782v8zAfHsWHgJsy2JwosfNj/ELV3fx/22zKP\nbPavhKV83o77aQ0mlkCYaJBfGBe2a1OPyWepe64yMM0GZZtRHeyNU919+a7o+48k9olnxI5Su3s6\nfv1vIPz9nwqcmzlrukwhC7otbR62o+7LLrMRW0zop19J8k1oYBw+OuNtNB4Lk1fyxf1iwliG/Mz+\njZAm3gX3okHiV4CLaTQuQ3pBHEydQrH6O81kmoYIF9zk+J8imbI8QRlQVeE83vA4cE2Lz90u46nb\ntOS5bhQIz6D+uT2XUFn9Hfma1pQ8Y8rSk4nuT3zfSlCWDDAvuvzrHEkomHrYk7n9UuD0n3LI7o+y\n4FhCXbGsbE8tHyd0V2atkVmGLxN+338r86DuEz0xjTQMysyqi4m7VyUUxoGBqKr/HoTX3ZlU1lyF\n6u7qDYQivelZ+gPRsT2xnkMnSittCTyYI9guRJmy7ruV0L0yThyU3b/LI6zZaBXwimif+NNd7jeX\nDMmsQ+M311CX6f2YfQ6zbxCWZjqicEBmththintrXajSaSEoc7++xmDlZuTNtMVBWfINoNWgbDfg\nLzn2K2PVgk5pJlPWSKPA6LfAzDbVaGtmTFmsaKYMQiFhgPUH3MVngF/ifok7o8CcVcy/mNAFufvy\nS3k2laBsB+ALmO2J2X2YjVZ9hTftc2neCQ33MJsPHEylq64bQlBmZnVWkliY+D59jY+7L99NmLSx\nxp1XuXNLYp9kUPZjUpMgIn8l1EpLan9QFmZW7thwv4IUlHVfMoMVagv99x/uYObK2wjdln/0Yb+F\nUIiv6TcOG7FZNmJO9QDXPGv3vQ/4D0L3zTXAPoXXDgsz2b4CfKzHxuhIbd0oHhtnJ84AToy2NR+U\nhS7yfyWUjmmkn66FjTJl+bqJQ8ai/rqiYTLP7VBdAb4kecaUJcf4vcuHveiYslVefOAAACAASURB\nVLsI5QtY+iB7AUd+iuO+bMazE/sM4b4COOSDV2Djy7kEs4fHl3Pl+HIuINTe+hShazj5tbjFyU/H\n59jnP4CLcb+/4Z7tE0+seDNhNYlG0q/PuPsyHjeWFUglg7Kbyagb6M7P3Se6s4+MbluvJtCMqM5c\nO/XThWjKsRH7KNVdyGF5k/Gh12K+HjiIyniyVqZ/Q6Xy8koq65q9N7tB9hLMfhstUfFfwL/iflJU\nFfnqFp477UTCm8CnSziWdEY3grKNgQEf9qOAz0Tb/tHCcx4A/CPnAuL9dC2M3uzcC47N/DAhu9Po\nDe0aQjdS2fJ0XyaDtnSGv5WgbFp8zI9dyjzg6x/iU18Dkl2OYek39z8NjTPTwtioJz+T3114Iu+Z\nA+yG+xdwH019tVIS4Rr3XMMCjiYsrN1N8fq160gNqjfDMoqbZwVlyb9X1ti8ZFCWpw5dPFmgeKbM\nbCZm8zHbOJrUtjlmmxc+bpP66UI0FS1KfD9GWEfyE+7cSJj+/TIqL7ZRYFpU/LAZc6PbBYRPuwsm\nzRwK6ej3A98mrCX2cmAb3G9s8rkaGQXe3O4+eSlVN4Ky11PJ7MZv2vmKaVbbm/xLBk2+Fppti1me\n5WQ6bRxgkDGj/tJRjcQDrRtlq84HnlXgeWpptvsyvW+rQdkowFMfZJTQ3fgm4GuJfQzAjPmGfx33\n1bivuNb3fMN7/bP74zUG+remcfX3sCrA5lSWyeuWMWBwkNGvfYIPpTOnpzJ5MfN0UJacfZkebxab\neL+LupMxqzv2PQ7ayui+/AYhIL+DkKW7AbgjGk/dMQrKumsDcIoPuxEqRb+SypTvBdHtOgAfnuju\na7aQ40Qfvw/7Oh9OjQkz2wT4FmEh1UNwPwv3PxVY07I29/cU7gKVTutGUHZc4vv4jXjSUmI5PJ0w\nSD2PrGvhe6l0j/SS5JiyIpO1NopuawZGZpz5KY67H9pSFiNvRf9YumuwSFD25qc8yOPAPe6c786b\nEvvEr9MlwF5NHr9ZjccJh6EeS3EvugpLUWPA4DiDg39g901T92WVXkkPUUnOvqwl/vAVB1mDhJpg\ntcQZu+J/J/dX4T4P941wX4j7ZrjPxr2j5Z8UlHXXu6h0C6wnZAfOSu2TfmE3u1hw7f3NdiEsCDwD\n2BP3q5o8tkx94fUXajfVWtIr/3GafdCwrwG2SnwoacZSyF30NOvNYhH5xl92WnJMWdaQhqpzZcaO\nZpk1nOKFk+sFRkuO57gxYHPM0tXwi2o2U5ZuZ1VQZiP2LBuxHW3E5lHbNGDUl/N/M8dYwOQB41B5\nLcynnHJEtbyBMHa3sXxd8O02MftykLE845uzgrK6MUeN4q8bZWyLxe9Z/5KjPX1BQVmb2Yhlrhc4\n0Q25fs7fzfgClQtOo1mJe5fXOj4InIj7K9qSGZOpwghrIW5XwnGqN4zYLxp1yftwy8Ux55G/jEfW\ntXA2eRee7qyJTNkYA1lBWfINcz5wC/DOOvvVC4wefYx58wilKQ5utqENNDumLCtTlvxdf0X4XX9f\n53jTCMHF04DrcM/q9trTjM8yuRxGqdz5pjvp9TB72URQNsB4vdjhP2psbyaz+WDjXWoGcX1NQVkb\nRUUw/2Yjtizj7vDJ9dSbTiEUZF0abY8vAnExv6JdR9kDpEOW7MVkFFMUSUhW9C+1eKyN2ADwHNp3\nHcpbOJYabZhNxuyvHjAOMMa0udMY2ztaAzEpWb4iDqSzsg3x4+qNa3qcEJx8Bzgtum6UZQQmDQ5P\nG63xPdR+k9+hzvGmnfxThoC3QmbB1H8H/pfwO/+CzizM3i8mlrU6i1dOjGU043Op/TaL70ptrxpT\nVku09mezJZOaX/cyZP/f0vTj2kxBWXstjm6zZnDMBVbw6FaLSRSITXTT7BPd1q0PZCO2t42Y24hN\n6p6IgsK1hMKPR1XusBcSBgh/rCOLuEo/a1tQRmU8VLtqhBUNyubQw5kyY/xhgK9ydDqDmexyi8eg\n/pnJhoB/b5BtWAPMwv0UQqHP9PCKltiIvTv69pZ6+/lw1YzGdPdlrbUva671OTTG6e/4LdcQZvh+\nctLzOd8hZNzi4y5M7/MEls5MxtJZ2Aui23QWNzmmrJken0aLsx9Na2Mej6RY7c+2UFDWXs+PbrMG\n484hfArfg3gKduJi4sMef3ptVB9oj+g2q6jdjwiflM/xYT8DALO5wPcIYxnSn3Daw+wAzCZdAKUv\ntHPty/gCn73MTxGh2GkzQVVWwPkXqtff7BXjAM7APwHezFfTgcMYYfIOVH6vrG66GWSPqUoKQVkw\nDOwSFYAuKq4/17hwalRXjPyZssxZ4zZii6/8Go9aOBcvwv2fNZ6v1aK07WG2TWItzm5KVvSvdz2I\nkwzpxd+TQd3vmnjeuoGTO193rzsZoJYF5B9z2jG988KbmuIZKVkDaefjtoqwrt450bYbUvucSpim\nW0987M0y7ntRdBte1GaHEwK1n+B+TgcLuB5CeIOU/tPOtS/jC/RvbcSSgcVPCV3rRewL/An3xiUH\ngsnXQvc34F43k9MlcfZoIHVL4uebgW9S6ZrMGnu2M41nPz5OvNyV+ypCtuy/mmtubT6cq9hqXLCz\n7kB/KgF4rd6FF66dxr8Dn29w7eteUBbqY7236isMZm/XovDNCBM+Gqv1mnLC/7w3ORasjNnfiaPZ\nEsxeTqgL2nMry2jty/a6gpDJygpIlrJh9jrgZnfutBEgNf7Lh/3YjMelF0eOj11VT8lGbKJ0xqpP\nsgXL7aJon28RqlF3htnTgLcDL+zYc0qZ4mDqKxQb9Jx1EU5ef2ZTyUpNp3jdoV2BK5vYv62LDJcs\nDsrioDYrKFsDfBV4SbQtKyibRajJVE8yUwbwXeD9uVtajjjYapQp8+mj8JZr+SVmO6UP8orDOfJf\n7mJbwrq79XQzUzbI5A/Y34Dc61O2UzI4qhdUbQBuAtJ/g3i2cN4PSlnPW4atCe+jP6fSS9UzFJS1\n18bR7a7xBhuxTQkzws5h+ur3UcmEbUsoT9HoeOnZZPG4te/aiP3MhyeW4bC563jz3Z/D527gV8AX\ngRNaXAakiH2BH+D+64Z7Si+K177MGpPUrFqZMqiuED6D4sum7EyNbqws7lxi1lfrX0LtoMwIb4Bj\nVLJGWUHZKI27d9NB2c2EVQCKWkmlFmMjHyRkTutmygbHGf2/s1ix7NbZpz7EzNULWVGVBTn93Bnz\nPzH79bd/ePWXGxUiTh63PaUozPYgLDD+QdwrRWFD6YvsFVe6b2KJpwHGrM5Q0FHgb2QHZa0UYi03\nQA7vRT37fqSgrL02JnxaX2YjtpEP+yMkXtjAfe5h6u+kKvsZosdPsBFbRBgbdulO9/OcM87lIJbb\no8Cgh4vxKwkX0DfhXqTydxEb05vjciSfdhaPrReUFc2UbQX8rJkHuNdcS7LXxOcxDrSyMmXjhDfH\nekHZTBqf58eJl38L7gEWY2YFhz/cDPxnzn3jAP3vqe0TwZON2HYfv5R5z7t1aP0+XDnzOp4xyz20\nO1rjcwGjwCg7frjx8yWDsnYsLwXhw+o9NJfN7Sp33IzHgLlv5n/eDG9LF4xdD0x3Zzzab9IhWnzq\nsjNlPU1jytprY8KF8RnAw2aTxod9r+DxB7d5GO74PA9ddzqrn3mvHUXoKnwTIT17ObBHFwMyCJ+0\nG3WRSO9qZ1A2rcb3m1MkU2a2iJBZ6cXxYGWIr9tzAT7Cx56bcX/dTFkUqOTpJq7OlIV6hv+geAX1\nmVTGijVyG/AaH55UQDUZPN35zitmfe//cdrM68K8kWSA/WNCyYTnka8LPi7dcB8h49MOs4Hb+rA+\n5BjAAONZabLk4P2s36vVDz2t1Uc0ez1mN0Rf52PWF5lwBWVtEpWjeDbVM0eGk/vkHOSaOKgNYXYk\nZv/+oC065sLlL7jyyq/jm6xhzfZ+1z2DjJ+P+7/i/lLDf2b49E6sal+X+6m4n9bVNkgvaJQpS36/\nNZXlxlpxGKEw6J9aPoLZZpilg51eEZ/HjQD25TdvS92fzJTF0oPfpxPWF2z0RpnuvoSwXmTRcWUz\nyBmU+bCP+rBnfYCdCMp82H0Oa6Y/h0s/Hd2XHLe0LLp9C/kGzMfHHaLxRIhW9Wph4kYqrxezdE9b\n8vVWVlB2Nc2uYmM2HbO9CSvmfJmQoDi2iUk/XaWgrH3CdODR6WEA8djQle7cRXa9oLwOB05dz9Ah\nP+WQ037Fs5/8vlXf+f78df66u9nqu8DyxOKtL2DylGSRZnWq+zL5/Vqqu/mbtQVhEe0ing7k6Onq\niqrr9vjky3gyUxZLd1/mDYrWM3ls0P8CB2a8KTcjT9dpI+kB+fMfZ3b8ITjZVRaP6X1+zueM62m1\nOyjrxcLEjYwBjDMwBpOW7kquh5mVkWy6+9Kdfdx5ZZMP24ywfu4twNdxvwH3vpnIUygoM7PPmNlN\nZvZHM/uBmc1P3Hecmd0a3f+CxPY9zOx6M7vFzE5ObJ9uZmdGj7nKLHt5oj6yALidX3ziGv6522MM\nbtjIRmw6YdkTaPaTptlC4D3Ax2ew/pOv49t8go/wPV4Tv5mdQvjkvHP08zrC7E+RIkIwZXZUNI28\n2HGqJd/UB2Fi+bGiY8o2pf4ixnm0dYmdggaqfxhPD5gfIJzvZOYiHZTlDYruJCxXlfS76LFLJ+2d\n32yKn99JQdkq5q1M3IcZA1QmXEG+QLQTmbJryV5RoNctAhhnYJTJr4tkuYyiAXfr3O/G/WW4H9GH\n3cOFM2UXA7u4+zMIU3aPAzCznYFXED5hHQJ8yWxifbvTgaPdfSmw1Mzi9dSOBla4+47AycBnCrat\n2zYCVvLr997H+af9CNiF8ELdBHg5Ybp6M95K+GT1P8R1g4LTANx5GLiM0PUD4R9mVauNF4nEwdRO\n1F++Js9x0gYJ142rqGTKhoDRVCX3Zm1E8fpDs+jd7qWq67Zj01LFRZOzL2PpoOxwQmDWyAOkuz7d\nxwmFdZfkbG8VG7FDCYFz3nVJMy1azXNPuohT/mlbnIbZicD+97F5PKkofv2MUT3WKU8gOE74wJC7\ni7Vp7mdXzbrsM2uZ+SjVE0Cg+kPXN4EvpO7PmmwiKYWCMnf/mfvExfM3VP5JXwqc6e6j7n4n4cK7\nt5ltAcxz92ui/b5FZXbLoYQ/JIRiqgcVaVsPWAA84s7FHP3s5Ppac4Af+rDnHzNjNo+wJMjHcF9D\nJdv2Z3cuS+y5Evhx1IW5HdXLrYi0oqxllsh4/CAhm5OsFF5Gt1b4QFRML2fKqs7jOmY8RvVyQFlj\nyt6YOsZpRBMFGlhH9pvpLYQPmq2IZ10WCng+/aOF//2i3y2efzL/dcwfeMY04BUn8e64nletoD7P\nwP1xwofaNX00I7ejvs2/n417zcXU3fmL+6Qiw3Fw367JE1NCmWPK3khlzavFVE9fvifatpjqZT3u\nplJna+IxHgbkPWJm/TwmagGVN4bkxf2fifUt8zoY+A3u8RT/uIsyfVGMU+37E5ZnalfqfTKzLTHb\nB7NnY/YczF6A2Vsx6/fg+omu3WtfjlEdlC0jX7BQz8YUz5T18kDsqvP4G/b9JtXXmKwxZemsRl6j\nZJdOOh84FrO6K3XYiB1uI3ZAavMjULXOb0tedMu03S7e8LIZJ/AB9uAPl+B+9ihD8QfR9ALs341u\n8wT8KwmlhPpxzFeHVL0Ef0EItBtdH+Kg7PXtaNFU0TAoM7NLojFg8dcN0e1LEvt8CNjg7v9bYtv6\nvTbJRBdK6uJT89NFHXsDP0n8nO7Lj8XZt3iB2L+08FytWkIY13YCYZbpewlZ0PTFUfpLu9e+TAdl\nZayruCWNCzE3cje9W2CyKtPwWd53Ge4PJzYNUp0pK5LxqxWUXUAYb/alWg+0EXPgbGAHG7HX28jE\nmOOrgR8WaBOYzd+M+w/5fGUt7DlRmY9a5XfOjm7zZOceJUwWKTcoM9uNxPvmVBCd8xmECv6NTANw\nr71gfMHG/BKzrDWg+0rD2TPu/vx695vZG4B/BZLTx+8hFG+MLYm21dqefMy9FuqJzHfP7uIzs2VU\npjkDXObul9X/TToumSlLerCFYz0N+G8AM55OuGA8QuXTXyy+MO8KnO3ewXW93K8mBI8ytbR77ct0\n92WxYpph7OoSGi+0XZ/7Txrv1B3u/NWMhVSKMqfrLw0RZk3GmbI7gU3M2IOwvm7WOrm1TArKwhux\nb+3YG4GbMHs77vUWjb6CMKj9vOjn6UDr5UqCFzzAptfewfb7RD+fBZzljpnxZiZPpIqDsTyZsnWE\n7uAiM4Cz/Auhl6ObdSPL9m7gWYQPAXdSGdOcpX0lKcL//Z60awWGFrQapxSq6G9mLyRkRA5w9+SL\n/Tzgu2b2eUK35A7A1e7uZrbSQg2Ra4DXEZb/iR/zeuC3wBGElGim6Be7rEjbO2BnqteyfIjwj97c\n4Huz3Qj/zG+OtlxPCMg+4M6XU3v/gnAx2p48n1zMPkno6nRgBPfJn2DMlgPp7gdq7i9TTRxMJRe3\nLnKcpKzuywHCmnStmgeM4j7Vu56Sf4t0j8d0wtCFOFMWjwu7FlhOuD7klZUp2xX449kcPngE51wE\nfIxQE6qWQUI2Jf6QOIPiXcOveoiF5wP7ZNx3GdGks4T4/SnPkI51hHNa9mtoc4rPCu4VceY8LiI8\nRghA6sUUf21jezYD1uLeM+OoW41Tii6zdArhAnBJNLnyN+5+jLvfaGbfJ6w9twE4xitLcrwdOIMw\noPcCd78w2v414NtmdishgGm2NkmvmQusMGMf4M8sZ1PCp4lmB7ceBFyM+z2JGmSZs8vcudiMdwMn\nUW9cjtnrgScTZnS+ntC9USuI+wHwy4ztedLV0v/C/6170a7wWrMv00HZNCYvPN2MXp41WabkOUoH\nZelM2Voqg/WXJ/Z7Uc7nSb9PGMArOHtLx44hZMu+SJjUhY3YRsBPU+35TWIYx0wqWf3mme0DHLwz\nN70NeAdRmYaEtVTX0LqTaOC/e65u+DiAKy/zH1aZeB2hvX1vFo8/is15GnhcA27cvf7kGncub+P6\nsgcyRSYQFArKovIVte47Hjg+Y/u1hMKM6e3rCGU0poqZhBfJN4GX+bDfZCMGzZ/zhVTGoc1Ibc8S\nX3TqzRramtC9ehjuv6r77O435GijTG1lje/M030ZZ89a1cuzJsuUPEfpN7qsTFlcRieuwfVV94mJ\nWfVkBWVxELgd7ldg9t+E2ZxxkHcKYW3Hv2y8hk1PuYDpr7neD0w8vmiNslOBj+L+AJb5WllHdbmP\nw5gcuNXTjjIYxxK6ji9qw7E7biv+Ph/4PpXXRq5Zqm2czbqQzo6hbhstSN4+cwif2OdQnQbfpsnj\nvBr4bPR98kJTq+ZL/Gmh9rqa7h9vsg3yxNXutS/TmbI4UGvVLNpVW6q3TAQj+3LVU7D9j8X9lGhT\nOlO2juruYci/tmhWUBYfK15+aTlwM2ZH4f4NwphXvnCBDb3+Ot94wTp+h9mBuMcZ9x2BUKMrrApw\nJNWFR+vZlFDrMR72kgzKnhfdrqPyAXY1Ye3MlZC5SHaWdhQ+3QE4q+vL3pXkMeauJ5Rmil9H3S4d\nMp3ik3t6goKy9tmZ7KCs2TIkc6jMVFpNGMC8BDizxv4/BOa7R2PXzLYHZuCu7kZpRbuXWSq7+3Im\nZWTKwrjXh3C/rfCx2mMiGPkN+32UcG2Ig7KsTFla3nI5Y8CgGZbo+qsOytzXYPY64FLMxqd/mMuP\n/xnPe8fV/uRX8r8/f4y5B/2El1yO2cmvOIJ3swsHAW/HbEtC9uhBwmzOvDN8X45PrBuczBLGS+ms\npfIBdpDQtXYntWetp7UjcDqqDcfsmlXM20AIyuJhNN1dV9I9Xai2bykoawMbsWnAYu7dfQvCG1E8\n+PDNVFeXbnAg25VwQb0PwJ21ZvwfYVxC5oDG6MKZnExwMiFlrqBMWtHOoOxJhA8pZQZlSyjnU/tb\nCSUxejIoc2fcqs9m8lo+nepMWdb5mJ2xLet53Gzi7xP/XeIPlhOZe8N/+3eWHLyEe7617hOcBqw/\nZODcn1w4fujfgYO25m/8jW1e+p0fsPsOK3jkUz/n/YRVBb4CvBdvuWZZ1tI+GwiB5ACV11du7jwW\nndvyBvq7581M9oXHmLsBmAP+WPRv3e1M2ZShoKxEUTC2gXga7P9cMwhc5R4+lfqwN7u00sHA+XjV\nkjPxP3fjN64w++JAJlfzFskrXvvy1eEnr90tnuc41WYSupTKDMo2olIqooihgu3otEHMZhDG5g4B\nG6KAqpZmisnGXZjp7NSsxD5XbM1dQ+MMfgn4N+BVF44fuowoe/V3tuYIzn77OeNHPOlTP+ethL/5\nS4BfFgjIAH5GpdvycZgIJOMuzLiQbiumRFdjOzgDg8Bqw6e7grJSKSgrVzzO4TIAfHA1k2uJ5WO2\nC/AhwniLpLjbof4bhtkQ8BFgNe6t1EYTgUowtZTidcrSZgB3EbpBygrK5lJOdqtoOzptJeE8xmtV\nJjMzWX+3Zv6W6XFlySWxYns6A+C+G/AxM/4LeCFh/NgAcNUPOHwlYbb9N5p47jxtiyV7COLB/nEh\n3aLHlmoDhFn5+0U/90x9sH6noKxcz0n+4F6oSOCpwKdxT8/WWRodu9Gnyy9G7TmmQBtEkhX9iy7L\nlg4Ekt1sZQVl6TGcrYqz3v1iFbAHYajCENVtL9r9vIFoiRwztiYUs4bqTBlUdxN+Pv4m2QVqxnbA\n8e6llTyaGFPmXvX8cVAWL87erNdRTsZ1qjmG0PsygPuL3Sb+1+6p8xhpgoKyktiIXUr1m8FZrR3I\nZgNfJqxucFLGHgtyHuli4IOp5VdEmtXOtS+nE948yyyJMYf8s+zq6YdM2VZU1hh+DpVsRdmZsvVU\n1i38GSH7BZODslGAaLUBCL0EFyXuGyR0mzY7A72eWu9ha6P2ec7aZFXc+XahViWZTQfmUmOFmn7i\nzulmzCGaYUvISl/YyjkujdkMYG/cr+haG0pU5oLkT1g2YtMJ48j2JBTMHfFhb/WT4PsJF61n4Z71\nSX16xrbJ3H+ogExK0M61L7MyZeksT7MWUXwxcgjLPRVbqqnN3BPtc78T93jWaZ5MWTNB2Toq1535\nie0zU/utNmMelaXkbkwEN2OEAGoR5WagagVlcW227s4KDPYDzu12I0o0TvWs19aG6JRnM+qVgOoz\nCsrKMSfx/Rt92JcXONYzgZNxr9VHny8oEylHMhgrO1M2g8lB2Y5krxmb18GUMdPY/aRoPde+YMZn\nEj/WypStyNiWx3oqdb+S7xnpTNn9hIkWcVdWMjCM/8YLaW3931rqZcpm0xsD0It+0Og1Y1ReB03P\nbm2DmUyhSRkKyspRmV7+petPNGP3Asfaj0oF/yw/Ai4tcHyRZhmhLt53ChyjUfflLBuxfyV0z7dW\nZ8xsJiGou6r1Zvat9ya+j4vHxpLn/ZaMbY2sAzYzC92Bie3poGwDYaJF3H2cXOswDsr2JX/h2jzq\nZcpmoaCsHeJVIaDYRIqyTKmC0QrKylHJlK3Y8dlUxnk0x2wJsHG9x7vzaXee29LxRZoXgin3Wwuu\nf5nV/ZnsvjwMOJ9wkb+zxeeYBazEvUimra9FawsuoDoIiK/zRmXtxWYzZb8CzqH67zgzes6nJPab\nR2UWZLpo9pOBt1DucjhxUPap1PY4U9btLA5MzaBsO8x2m8XjvXCOyykY3SM00L8clUzZ6My/urec\nnt8FuDRRrbo5ZsuAZXih7lORpLKKx5JxnGT3ZfxmX6Q+2BNl3cukStbCbPFsHjvq8fAZMStTNuDO\nRWY8m+YWb46PtX1q+9FmXA9cTaVsRjJTlixN8g9gcfT9Rk08dyPTANz5UGp7PKas21kcmHpB2YPA\nzu/ipOXzeXTjNczu9jmeUt2XCsrKkRxT9teaezW2PXBrgcfvSlgbTqQs7azon8yUxZ+2i5SieCIG\nZUnf2Y47HvpzqFiRDGzj874AwJ0rmzxucpmm+FhxMPj/CKsfPATsRsiGrXKf9Lf+HUxk1MqYiBHr\nh4H+o5Q7jq7bbgS2+zzv2g7gDzzji9h1cVb0P3GfXB7D7IvAlhnHKmP/fwB/yt/83qagrBzbAJez\n3C8hLDzbqmcA/yz4+Nsb7iWSX7uDsnhMWfxpu0imrJxPzGabAUfhfkLhY7Vf8pyu2Yz7H/0zk+oY\nFv37JbNujxBmu60mdFXGwc9DhCWPtia7JMkqKhmyUzLub1W9gf5z6XRQZvYG4KdVE7Xcf0QYCzxV\nVP2P3cXW5z2D6x6Ifsxc/o+wtuncjO3F93e/FbMP1DhO31FQVo6nEz4JzaPYeIl9CWtVFnm8JgFI\nmdoZlM0gZMXGEvdtROuZsn1afFzagYSxT30XlG3MwxsI60mm97kSeFaLz5EMym4lFLB+nHC9Gwd+\nkrg/OaYs6VHCzMt18bJzJan1HvYUwqSp/JlTs72AL1E5p/Ht73B/a8b+exPOdfJv8BQqddymqqqg\n7FDO+4l7g3HUYSWH/Jrfv1Zw13cUlJVjAXCpO6cVPM4swiLIrRoijO8QKUu89uXLgQW4f73QcarN\nIFzgx6jUvNqO1jNlhwDNri+b5XmET+r9Zs04A3OoLn0B4bwXCYSS3ZfxpIF4IfA4I7ee0K21iFAa\nI21VdF/ZC3PXKhF0JSGwvreJY91MZQUUT9xmBZkQSq+8IfGzA2txb22iV/9IZ6O7PaZsStHsy3Js\nwuQLYTeOs4BiNZ5E0uJg6snATgWPkxZ3N45RGZe5Ma0HEDsQ1uMrah7wmxKO0wkfS3y/5lxe9hrg\n2NQ+T6JY8d/4w/tTCR/8AM6LbkcJgc9TCFmpjagO4mJxpqzsoCxdliP206ht2RkUs2WYHVa1zf1R\n3K+Jvn4XfV2L+y2Zx3BfhfsfE1/X4X5z679K31BQ1kYKysqxgKKDV8NSEfMpFpRtT/anVJFWlbXM\nEhmPjzNlThgCAGEcSfOZMjMjBGVlLEZeqwuu57gzHH8/xsC1NXZbQsj81PiKjQAAIABJREFUXdfi\n0/wu8X2cmfpidLsnYUD22uhrAdmB1ypCFnRhxn1FfB44MWP7BkIwGYaTmA1itsnEF7yUymtOmpMO\nunthMsWUoe7LgmzEFhLeDIqut7cl8A/cW3+Bu5ex5p9IUrIbp+yK/s8kvJGn6+61kilbQlgkuYyl\nxeZRzvqZHTWNsa8Ar2byoHJz50Syg5c8XpP4/gDgw0yeZT5KyJQtonamrHTufKJqg9lTgQ0wUVYo\nHlO2NZAOWl/bjjY9AaT/P5UpK5GCsuIuIwRlRT9ZL6HVorMi7VX6guQ2YpsTup4GmTwuqJWgbB8q\n1eqLOprK4t79ZICQsb8jY3sRi1M/X0Q4PzdR6dLeQAiAamXK4mEVRUr+5HEe8AUqE64eB8D9DsLw\nECnIHbfqK4EyZSVS92VxSwD4y6HTzHhqgeNsRY8vgCxPSGV1X6YfHw8UH2LyGJVWBvrvTrFJMhXu\nt/VT1jmqCTZKOL97Mvl8Fr3OH536eZ07a4E3JrYlg7KsTFlcx+q4gm2pzWw7wszH71B5DT3etueT\nmDJlJVJQVlyovXPxZ48F3tXSEcwGCd0OU6YAnkwZcTB1LsVmNqaDsnhs0U1QGRcVaS5TFuqKvZ3K\n4PPmmG2OWZlV5rshLuY6wOSxY0Wv83emfr4xuk3+nUapM6bMvSNv3P8G/CRaZisOyvomuO5jypSV\nSEFZATaSSOI+tsULgZEWD/URwie8L7TWEFuE2UtbfG6Rehx4kuGP4/7ngsdJDpeYDlzsw/4AITBL\najZT9lLgLtwvarFtLwOOavGxvSIOyjYFHkjdV3SCRtXfw33iTTgrKIPaMyx3B35csC3ZzL4AfAj4\nXqpt6XMh5VOmrEQaU1aAD7vbkYfP5eaXPMj6eS93Z/JyEY2YbQ68B9gT91bHpb2PUNCxtUyBSG1O\neKO/nlDJvVUPEFaciE2j8gk7ftNfQRj30+yYsoWEcU6tWkj1Umn9aPz9fHrBCXxg0L0qKDqC1uu+\nxZKZkP0S30/8ndwZN2O36MfJQZnZQg+FsQ3DYOLrIdwPzdh/EWGBekt9PYj7wRltPBU4g/A6BWXK\nOkmZshIpKCvq++e8Dljpzq9aPMJ7gaL1bV4AqVlIIuWIZ18WXVN1HdWZ+WlU3jjj25WEoKzZIGJ3\n4IYCbdud/i+67C/i/N1O5D0kL+vunFPCsZNlLJJBTjp4jmuYZa3/+xiwPG5W4qtWVu1R4B0Z+2cH\n7O7pCQQaU9Y5Zdeee0JTUFbcbKqrOudntpRQQXr/lp89jIXZGbi45WOI1Fak6GhS3L0WG2RyUBaX\nTWg2U7YlcFbrTWMJIcvSz8YfZmMbYLysv1fSVYQitR+luqsq3TUY/90mB0Lu6wgz1fNxXw/8tok2\npiko65DUOqtSkMaUFeTOSe40t04XxAHZacCXcP9jS09uNgs4Hrh6Kq39JT2lXUFZVvflutTPjZkN\nEGYc/r6lVoVJNru3/PjeMf4wGzPYhp4kd1ZTKRY7ntgel7n4SHQbZ9HWYvYmzLYtvTH5xfXJtuhi\nG0SapqCse44n1GlqdXIAhO6CecAHS2mRyGSVoMzskwWOUy9TFr/R7x3dNpMpWxod664W27UNcCPu\nzayR2IvGH2GjgTZlyqASQKejvh2pLNz+AYA5ITb7H8LfpSvcuYOwukmrqxhIPkXevySDui+756nA\n0QUG9xNlx1SVWtop+Sa/Z4HjZGXKRiGaMDNSNUGwmTFli4BrcW8tGHG/nZAp63f+GHPbkimLxAeu\nmmnnXhk/5s71Ztx5Pi+aS5gNW8aSVy1zn6iFJ+2x2n1inKCUREFZN5gdTlj2Q5/ipJ8UyXzU675M\nayZTtohi68VOFeN3s2QDxWda1pLOamZyZzvsl/sD/2hTO6R3FC21IhnUfdkdRwLvxH1Nwz1FuiuZ\ngSpyvajXfQlwKfCm6PtmAovdgCL106aK8f/mP+5bxfyVjXdtSa3uyyxzqFTwl6lL8UMb6KR2x7YU\nmcJvdghm/V5XSfpDMihrW6bMh/25wNeB5T7szfTBPR1obaLM1DJOGGParv7LzO7LGhSUPTEoU9YG\n6r7sNLP5hPFkrS3MG0pgnM3kRYJF2qGdQVl1pfhhd5ofOLwJYUD3E10clLWrunp83Dw1qX4PPNym\ndkjvUFKnDXRSO+8pwF9xb3UczE6E2WLt6qYQSUoGZa2t7Ro06r5s1UwmL8Cdn9numM0toR3dFi9j\n1ZZMWVSLajf3HAGw+124X96OdkhPUaasDZQp67xhitVEKvp4kWZUgjL3awocJx2ULaCcAGIGlfpm\nrfgmYQbz9Y127HEOPAV8DBvIKkY9hvvkYqxm06iUIqm7vzvXN7O/THlK6rSBgrLO2yv6atXe9P/i\nydI/Si8eayM2n9BN+dkSjlssUxYeXySo6xVLgK8afjtwYsb9jwPPy9g+o837y9SlSv5toKCsk8J4\nsjnA31t8/EJCt88/S2yVSD3tqOg/M7otq/uySFA1g2JBXU9xBkZxz79sm/tqmlnmrdn9ZSpTUNYG\nSj921nbAHS0Xugwzmg4p8HiRZrUjKIvHovRC9+VUyZTF2lY9ViRFSZ02UFDWWdsCf2v50e5rcf91\naa0RaawdQdlQdFvGQOGi3ZdTKlOGgjLpDPXWtImCss56JnBntxsh0hKzrxZ4dLuCsqKZsmtRUCbS\nrOMIk86kZEo/dtb+QJE3NpFOS2bKnlXgOONU6pz1TqbM/aAS2tBLFJRJ27lzRrfbMFUpU9YpZkYo\nGntVt5si0oR2FI+dHt0Wu/6YTY+O0cxamVOdgjKRPqagrHOeQnhjam1MWQjqRDqtHWtfDtXbsQlb\nAXdp4ksVBWUifUxBWefsAlxb4A3kFZh9o8wGieTQzkxZ0QBiAfBIwWNMNe1aZklEOkBBWedsRav1\nyYKt0Xpy0nntCMriTFkZQdmqgseYapQ1FOljCso6ZwvgH118vEgrkm/yrylwnKyg7I8FjgewO0Uy\nQ2Y7Y7ZHwTb0GgVlIn1MQVnnbEmx2i5PKvh4kVYk1768osBxxqjuvrzEh/3/ChwPwuzx3xV4/GHA\nEQXb0GsUlIn0MQVlnWA2B3g2cFuLj59NKEfQ2uNFWldm8dhkSYwyZkzOo1j3ZdHH96KZjXcRkV6l\noKwz3k14U/pti4/fC7iaUOhSpJMm1qc0Yxcz9m3xOKsJ675CGAtWxoD0hRQLqjYv+Phe9NduN0BE\nWqegrDM2AU7DvbUil+6X434E7lNpjT7pD8nX7Hm0XmfvQWDTqLTLXpSzGPkrgbsKPP4ZwEMltKOX\n3NvtBohI6xSUdcZU7CaRJ4a1Nb5vjvtqQlfobEKW7FeFWmU2DdgY+EGBozwJuLxQO3qPxpSJ9DEF\nZZ2hoEz6knslozWNDTsVPNwDwCLKGVM2A1hTsHDsaajOmYj0EK192RnboG4F6XOjDBVdVSJ0YZYT\nlBVb8xLA/RMF29CLVDxWpI8pU9ZuZvOApwG/73ZTRLrsHkIR5bIyZcWCsqlJ3ZcifUxBWfv9CPhG\nNKamNWbvwmxGeU0S6Yr7gJfRK5myqeWp0a2CMpE+pqCsnUJ9sv2AdxQ4hgEnoIut9L9fEArHKigr\nmTs3R9+q+1Kkj2lMWbuYDQFfB+7CvciFcjowjvv6chom0jVrgFmEchhFX88KyrLpw5tIH1OmrH2O\nAPYH9i54nLnAY8WbI9J1cVBW1piyYnX7zI7DbKpdAxWUifQxZcqKMnsp4Q1igLCMzAChcvly4JO4\nryz4DM8H7i54DJFesJYQlI3R7e7LMCzgU8CnC7aj1ygoE+ljCsqKexXhk/8YYTzHWPT1drzwgssA\ne1KsQKZIr1gDLAVuoNtBWfjw5AXrnPUijSkT6WMKyopyf1Wbn+FcQn0nkX53K7DZrA1MXzPUE0HZ\nVAxgplqQKfKEUsp4CjN7t5mNm9kmiW3HmdmtZnaTmb0gsX0PM7vezG4xs5MT26eb2ZnRY64ys63L\naFvfc78S95sb7yjS49wfBh6et46ZdL9O2SAhoy0i0jMKB2VmtoQw7ulviW07Aa8AdgIOAb5kYQwH\nwOnA0e6+FFhqZgdH248GVrj7jsDJwGeKtk1Eyvd8u+QpBR7+2Px1zKB4UDYLBWVZpmL2T+QJo4xM\n2eeB96a2HQqc6e6j7n4nodtibzPbApjn7tdE+30LOCzxmG9G358DHFRC20SkZAt5aL/kz2ZsZ8Yr\ncj78sXnrmU7xoGwRxdatHGVqfvBT96VIHysUlFmYefh3d78hdddi4O+Jn++Jti2meibh3dG2qse4\n+xjwSLI7VER6wwJWpleX+DhwVs6HP7b0Ia6i+DjJ7YE7Wn60+zrclxdsQy9SUCbSxxoO9DezS4DN\nk5sI//gfBj5I6Lpsh5qLH5vZMmBZYtNl7n5Zm9ohIglzWD0rtamZLrPVZ57Dd8482//eeNcGzYCi\n5WamInVfivSAVuOUhkGZu2cGXWb2NGBb4LpovNgS4PdmtjchM5YcqL8k2hYvSJzeTuK+e81sEJjv\n7itqtOky4LJGbe97Zh8C7sf9f7rdFJHYHFZPT21qZmzWw4Sux+LNgNbXk526lCkT6QGtxiktd1+6\n+5/cfQt3397dtyN0Re7u7vcD5wFHRjMqtwN2AK52938CK81s7yiQex1hwW6ix7w++v4Iwjp5T3RL\nUNkS6TEzWZvOlDUTlN1B9Qe2Vikoy6agTKSPlfmG70Rdju5+o5l9H7iRMKD3GK8UaXw7cAahztAF\n7n5htP1rwLfN7FbgIeCVJbatX2mJJek5D7NxOoPdTJfZA8CmJTRDQVk2dV+K9LHSgjJ33z718/HA\n8Rn7XQs8PWP7Osg9g2vqC6VGXgt8p9tNEUk6iff84cTqTc1kZx4AipTUiBULyswWAK/F/bQS2tJL\nlCkT6WNTbTHeqeSTwCXAz7rdEJEG+jFTtgnwnhLa0Wuu73YDRKR1Gq/USWZLgYUZ99yKe7pEwPnA\nbwjlQUR6SbrGWDNB2V3AizAbwL35rjazWYRhEbNJFKxuwSBTrKvPvfaMdRHpDwrKOut1ZBfF/Qjp\njJj79zvRIJEm3AtsyeQMe/7gxv2PmK0A3ozZoy20YfPo+bbDfU0Lj49N1Yr+ItLHFJQVZXYoIdhK\nOw/3b1Ztcf8wob6bSD8aSN3Gms04fZbq+j3NOgX3xws8HsLvoKBMRHqKgrLibgK+l7H91k43RKTN\nBgFO4f+9Ek69MrG9ucHl7p8us1EtmnLdlyLS/xSUFeV+C3BLt5sh0gGDADvw138Djk1s78fg5kHg\nK91uhIhIkmZfikheAwCOpSv6N5UpM+O5ZqTXz+ws93/i/oWutkFEJEVBmYjkFQdl6Qx7s5mycwiF\nkUVEJEFBmYjkNQiZmbIxgCayX9OBdSW2S0RkSlBQJiJ51cqUjUa383MeZwawvqxGiYhMFQrKRKSR\nbYCLiDJlN/D0s1L3D6ZuazJjLmGCUboArYjIE56CMhGpy527gLVE14sPcvwPUrvEwVie2dxPBx51\n7/IajWavx+ylXW2DiEiKgjIRycOpnRFrJihbAtxeVqMKeBZhdQIRkZ6hoExE8nCYWFtxAMCMTc34\nKWHgPuQLyr4PPKP85jVtE+ChbjdCRCRJQZmI5BF3N45SyYxtBbwQmBP9XDcoM2N2e5rWkk2AFd1u\nhIhIkoIyEckjDsrGqFw3Zka3cbDVKFN2RsltKuKZwH3dboSISJKCMhHJIy4QO/pffP7FmG0KE3XJ\n4qCs0ezLrdrSsmaZzQfmATd2uykiIkkKykQkj4nuy6XcciCwGZWgbOfotlGmrFe6L9cAe+Lej2t2\nisgUpqBMRPKIg7IFx3D6YkJAFndfxkVjGwVlu7ajYU1z34D777vdDBGRNAVlIpJHuq7YDCqZsnmE\nsWZ5Zl+KiEgNCspEJI90UDYdeHH0/UzgERoHZariLyJSh4IyEckjPf5qBvDaxM8raRyUxYHdbmU1\nSkRkKlFQJiJ5pDNl16V+vpf83ZfdnfVothgzXftEpOfowiQiecyLbj8O/Br3dI2vVTQuiTEdwJ3R\nktuWn5kRlnma3mhXEZFOU1AmInlcEd0mK/onjQLTzBg0q7nY+Jq2tKw5c4FR3Nd2uyEiImkKykQk\nj/XR7QbqBGXxfWaZ15YVdL+A7DxCVk9EpOcoKBORPCYq+pMjKKuxz7Rov26aAzzW5TaIiGRSUCYi\neVQtSG6Gpe6Pg7J4sH/WoP8heiMoW93lNoiIZFKxRxHJI86UjQGDG5h221CIr04FbgX2ojpTlnVt\nmUb3a5UNAHd2uQ0iIpkUlIlIHnGm7HpgcIjR7QDcORbAjG8QArL4mlLVfWnGCGE5pu5mysLySod2\ntQ0iIjWo+1JE8ogzZY8AT824Pz2mLP2B76OJ/UREJIOCMhHJI86Ura9xf6OgLNbt7ksRkZ6loExE\n8ogzZY2CsnoD/XGftFyTiIhEFJSJSB5xpqxWpitvpkxERGpQUCYizag1JmyMUPIic6B/zzBbiNmC\nbjdDRCSLgjIRySOuSzZW4/55wAnAttHPvZcpMxsErgJe1e2miIhkUVAmInnUDcp24U9Pi769OLpN\nB2X3A0e2oV3N2A7YAfifLrdDRCSTgjIRySO+VmQGZRvz8CapTemgbBXw+7Ib1aSZwI2418r2iYh0\nlYIyEcmjbqZsNXPSSxelx5RNq/XYDpoJrO1yG0REalJQJiJ51A3K1jArvT2dKRus9dgOUlAmIj1N\nQZmI5FE3KHuMuen6Zb0YlN0LnNHlNoiI1NR7M6REpBfVHVM2h9WnA89ObJq4tpixJfCkWo/tGPfb\ngdu72gYRkTqUKRORPOpmyv7iT/1ealPyA98P6j1WREQCBWUikkcclOVdJmlW4vs9olstRi4iUoeC\nMhHJwwDcJ5ZbamT/xPd1uz5FRCRQUCYieVjjXaok18iMy2MoKBMRqUNBmYjk0dS14nlcsnfix0ZL\nNHWG2Rsx27vxjiIi3aGgTETyaCpT9lT+sh9m6cd0O1P2BmBOl9sgIlKTgjIRySN3UGaMf2CA8bnA\njqm7uh2ULSSswSki0pMUlIlIHllB2eWpn88AfuwMPH4rO/4J+FLyTvfcMzfbZTawpsttEBGpSUGZ\niOSRvlZ82Z1lyQ3uHOXOS4ENv2b/G4BdO9W4nGYBj3e7ESIitSgoE5E8mhlTtuFxZju9l5VSpkxE\nepqCMhHJIx2U1atXtmED0wdw36adDWrBO4HV3W6EiEgtWvtSRPJoJlM2Si9eW9y/1u0miIjUo0yZ\niOSRvlbUzZQBQ21si4jIlKSgTETyaKr7EgVlIiJN670uBhHpRacC1+XcV0GZiEgLlCkTkYbcWenO\nT5Kb6uwegjKzTTDTBz8RkZwUlIlI2eJM2a8JVf1Hgd272iKz7TE7rqttEBFpQEGZiLQiz5iytcCM\naN+bOtGoOrYCDulyG0RE6ioclJnZsWZ2k5ndYGafTmw/zsxuje57QWL7HmZ2vZndYmYnJ7ZPN7Mz\no8dcZWZbF22biLTNqjr3xSUxxs7kyAMIAVq3173cntAuEZGeVWi8h5ktA14CPN3dR81sUbR9J+AV\nwE7AEuBnZrajuztwOnC0u19jZheY2cHufhFwNLDC3Xc0syOBzwCvLNI+EWmLNwEX17k/zpT9+ffs\n8ZJoW7eDsi2A27vcBhGRuopmyv4D+LS7jwK4+4PR9kOBM9191N3vBG4F9jazLYB57n5NtN+3gMMS\nj/lm9P05wEEF2yYibeDO19z5e51d4qDs5xvz8KzoMfW6OzthS+CGLrdBRKSuokHZUuAAM/uNmV1q\nZntG2xdD1UX7nmjbYuDuxPa7o21Vj3H3MeARM9ukYPtEpPMceNrFPP+eB9j0b8D3ut0gwmLkWmJJ\nRHpaw+5LM7sE2Dy5iXDR/XD0+I3dfV8z2ws4mzB2owzNLOsiIr1jLsDBXPxP4GfAgd1tDgBfAB7p\ndiNEROppGJS5+/Nr3WdmbwP+L9rvGjMbM7OFhMxYcqD+kmjbPYRZUOntJO6718wGgfnuvqLG8y4D\nliU2XebulzX6XUSkI66Oboeirw1dbEvgrq5LEemYVuOUooUdzwWeC1xuZkuB6e7+kJmdB3zXzD5H\n6JbcAbja3d3MVprZ3sA1wOuAL0bHOg94PfBb4AjgF7WeNPrFLivYdhFpA3fGzLiGXgrKREQ6qNU4\npWhQ9g3g62Z2A7COEGTh7jea2feBGwkX5GOimZcAbwfOAGYCF7j7hdH2rwHfNrNbgYfQzEuRfhYP\n9ldQJiKSk1ViJRGRcphxOTAM7AVs7s57utwkEZGep4r+ItIOG4Chf+MHB05jQ7drlImI9AUFZSLS\nDhuAoV348/Nmsab7M6nNPofZLt1uhohIPQrKRKQdRoFp65k+NoN1vTBG4tlEpTpERHqVgjIRaYcN\nwNA6ZozNZG0vBGVDwPpuN0JEpB4FZSLSDnFQNt4jQdl0FJSJSI9TUCYi7TAKTFvHjPFZrOmVoEyl\nOUSkpykoE5F22AAM3cqOf1nFvFXdbgzqvhSRPlC0eKyISJYNwNAVHHAj8GC3GwO8Abiv240QEalH\nQZmItMMo4frSGxX9tTauiPQBdV+KSDtomSURkSYpUyYi7bCeMLg+BGVmhwHbZ+z3I9xvm7S13fuL\niPQgBWUi0g4rgIVUMmWLgCUZ+82s8fh27y8i0nO0ILmIlM6MNwIHAJsCp7vzky43SUSk52lMmYi0\nw/3AMwnZ+NEut0VEpC8oKBORdvgbsAka6C8ikpuCMhFph9XAWhSUiYjkpqBMRNohrlO2FQrKRERy\n0exLEWmHMUKWbAtCV6aIiDSgTJmItMMosBnwiDv3drsxIiL9QEGZiLTDKOH6srbbDRER6RcKykSk\nHUZTtyIi0oCCMhFph7HUrYiINKCgTETaQZkyEZEmKSgTkXaIgzFlykREclJQJiLtEAdjC7vaChGR\nPqIFyUWkLcxwAHes220REekHypSJiIiI9AAFZSIiIiI9QEGZiIiISA9QUCYiIiLSAxSUiYiIiPQA\nBWUiIiIiPUBBmYiIiEgPUFAmIu20e7cbICLSL6Z1uwEiMmXNcefxbjdCRKRfqKK/iIiISA9Q96WI\niIhID1BQJiIiItIDFJSJiIiI9AAFZSIiIiI9QEGZiIiISA9QUCYiIiLSAxSUiYiIiPQABWUiIiIi\nPUBBmYiIiEgPUFAmIiIi0gMUlImIiIj0AAVlIiIiIj1AQZmIiIhID1BQJiIiItIDFJSJiIiI9AAF\nZSIiIiI9QEGZiIiISA9QUCYiIiLSAxSUiYiIiPQABWUiIiIiPUBBmYiIiEgPUFAmIiIi0gMUlImI\niIj0AAVlIiIiIj1AQZmIiIhIDygUlJnZXmZ2tZn9Ibp9ZuK+48zsVjO7ycxekNi+h5ldb2a3mNnJ\nie3TzezM6DFXmdnWRdomIiIi0k+KZso+A3zY3XcHhoHPApjZzsArgJ2AQ4AvmZlFjzkdONrdlwJL\nzezgaPvRwAp33xE4OTp2JjNbVrDdPWMq/S5l07mpTeemNp2b2nRu6tP5qU3nprY85ybv+SsalP0D\nWBB9vxFwT/T9S4Ez3X3U3e8EbgX2NrMtgHnufk2037eAw6LvDwW+GX1/DnBQneddVrDdvWRZtxvQ\nw5Z1uwE9bFm3G9DDlnW7AT1sWbcb0OOWdbsBPWxZtxvQw5aVtE/hoOwDwOfM7C5CZuu4aPti4O+J\n/e6Jti0G7k5svzvaVvUYdx8DHjGzTQq2b5IejPa37XYDYjo3tenc1Ndj52fbbjcgSeemth47N9BD\n50fnprapfG4aBmVmdkk0Biz+uiG6fSnwNeBYd98aeCfw9bIaBljjXVqyrE3HbdW23W5AwrJuNyBl\n2243IGFZtxuQsm23G5CyrNsNSNi22w1IWdbtBiRs2+0GpCzrdgNStu12AxKWdbsBKdt2uwEJy7rd\ngJRtyzrQtEY7uPvza91nZt+J73f3c8zsq9Fd9wBbJXZdEm2rtT35mHvNbBCY7+4rajz1I2a2PPHz\nZe5+WaPfJd43536dcm63G5BwWbcbkKJzU1svnRvorfOjc1Obzk19vXR+Lut2A1J0bmqbdG6ibN6y\nxKZH8hzI3L3lVpjZtcC73P1yMzsI+LS77xUN9P8usA+hW/ISYEd3dzP7DfAO4BrgfOCL7n6hmR0D\nPM3djzGzVwKHufsrW26ciIiISB9pmClr4K3AaWY2HVgLvAXA3W80s+8DNwIbgGO8Ev29HTgDmAlc\n4O4XRtu/BnzbzG4FHgIUkImIiMgTRqFMmYiIiIiUQxX9S2ZmS8zsF2b252hSxDui7Rub2cVmdrOZ\nXWRmCxKPySy0m7j/PDO7vpO/RzuUeW7MbMjMvhw95kYze1k3fqeylHxujoqO8Uczu6Ads5g7qdlz\nY2abRPuvMrMvpo6VWby6X5V1bsxslpn9JHot3WBmn+rW71SmMl87iWM+Ia/HDf6vntDX4wbnprnr\nsbvrq8QvYAvgGdH3c4GbgacCJwDvi7a/nzD+DmBn4A+EruRtgb8SZTCj+18GfAe4vtu/Wy+dG2A5\n8LHEsTfp9u/XC+cGGCJ0/28c7XcC8NFu/34dPjezgf0Jwym+mDrWb4G9ou8vAA7u9u/XC+cGmAUc\nGH0/Dfhlv5+bsl870f1P5Otxvf+rJ/r1uNb/VdPXY2XKSubu/3T3P0bfPwbcRJhlmiyO+00qRXMz\nC+0CmNkcQqmRT3TsF2ijMs8N8Ebg+MSxa83U7QslnptRYAUwz8wMmA/c26nfox2aPTfu/ri7/xpY\nlzyO1S9e3ZfKOjfuvsbdL4++HwV+Hx2nr5V1fkDX43rnhif49bjOuWn6eqygrI3MbFvgGcBvgM3d\n/T4If3Bgs2i3WoV2AT4OnAis6UBzO6rIuUl04X3CzK41s7PMbNOONLwDipwbDx/H/hP4E6E4806E\nSTRTQs5zU0u94tV9r+C5SR5nI+AlwM/Lb2X3lHB+nujX41qP1fVGEu4FAAAEJklEQVS4hlauxwrK\n2sTM5hKWi/rPKNJOz6ioO8PCzHYDnuzu5xG6pdpVTLfjip4bQvfKEuBX7r4n4Z/lpNIb2gUlvG7m\nAacAu7r7YuAG4IPtaGunlfC6mbLKOjcWakR+Dzg5ysBOCboe16brcW3duB4rKGsDM5tG+EN+291/\nFG2+z8w2j+7fArg/2l6roO5+wJ5mdjtwBWHx9l90ov3tVMa5cfeHgNXu/sNo+9nA7m1vfJuV9LrZ\nCbg98Yb6fcJrqa81eW5qqVe8um+VdG5iXwFudvdTym9pd5R0fnQ9rkHX47qavh4rKGuPr///9u4Y\nRK4ijuP49+eFg1hoom1IUHKSRhElKsRGiSEWVqLYGKNiI1gEC7GzEAu7gEgKIWU6wVglJ4iChRIv\nh2IUhAg2KlhEIcoJ59/iDfqS3J1csnf7bvf7gWXfvn1vmPlzN/yZN7MDXKiq471zp4Gj7fg54IPe\n+WeSzCa5A9gLfFFVJ6pqV1XdCTxM11E+ujnV31A3HJv23YdJHmnHB+l+E2+rG0VsLgL7ktzernuM\nbj7EVree2PT9O6LRHjf8luSBNr/jyCr3bDU3HBuAJG/S7aRybCMqOUaj+NuxP77S1SOF094f9/Vj\ns/7+eK1VAL6ua9XGAWAZWKRbHbcAHAZuAz6iW8VxFtjRu+d1utVz3wKHVihzD5Ox2mdksQF2A5+0\nsuaBXeNu34Bi8yzdMPli6zR2jrt9Y4jND8CvwO/Aj8C+dv7+FpvvgePjbttQYkM3t+5v4JteOS+M\nu31Dic9VZU5zf7za/5X98eqxWVd/7I/HSpIkDYCPLyVJkgbApEySJGkATMokSZIGwKRMkiRpAEzK\nJEmSBsCkTJIkaQBMyiRNnCTLSRaSnG/vu6+jjI+T3LcR9ZOklWwbdwUkaQNcrioTKklbiiNlkibR\nNRtGJ7kpydtJPk+ymOSl3nevJfmqjay91bvt6Xb9d0kOtGv3JPk0ybn2emgT2iNpCjhSJmkSbU+y\nQJecXayqJ4EXgUtV9WCSWeCzJGfpNg1+AthfVUtJdvTKmWnXPw68Qbd33S/Awar6K8le4BSwf/Oa\nJmlSmZRJmkR/rPD48hBwd5Kn2udbgDm6DZRPVtUSQFVd6t3zfnv/km7PQ4BZ4J0k99Ltjze3AfWX\nNIVMyiRNiwCvVNX8FSeTw2vcs9Tel/mvvzwG/FxV9ySZAf4ceU0lTSXnlEmaRNfMKQPOAC8n2QaQ\nZC7JzcA88HyS7e38zv8p+1bgp3Z8BJgZTZUlTTuTMkmTqFY49x5wAVhI8jVwgm7O2BngNHCuzUN7\ndY0yAN4FjiY5D9wFXB5pzSVNrVSt1u9IkiRpszhSJkmSNAAmZZIkSQNgUiZJkjQAJmWSJEkDYFIm\nSZI0ACZlkiRJA2BSJkmSNAAmZZIkSQPwDxkBxDpfqPCOAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,10))\n", "afp.loc[:,['entra','sale']].plot(title='AFP %s'%(afp_name), style=['--r','--b'], ax=ax)\n", "afp.loc[:,['bajo','alto','zero']].plot(title='AFP %s'%(afp_name), style=['b','g','r'], ax=ax)\n", "ax.axhline(y=zero, color='r', linestyle=':')\n", "ax.set_frame_on(False) # no visible frame" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Segnal concavidad delta corto plazo\n", "# Parametros segunda derivada delta de corto plazo (concavidad)\n", "afp['rate'] = afp.delta.pct_change(30).pct_change(15)\n", "# Calcula log(positivo)\n", "afp['subida'] = afp.rate.apply(pd.np.log)\n", "# Calcula log(-negativo)\n", "afp['caida'] = afp.rate.multiply(-1.).apply(pd.np.log)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CIAiCIHQ8pk9P/v1XvhL+/OCDOW1Ku4gSQxCE3JBociskptgsMWwbpkyBadNg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yrU4SiwE9eoSrXZIJuRLjtcMsBSis9rmJZAsTVaVUo1NPpWlXL/d1zoFPP0394UV5QGXX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\n/bcsphIFRqEYa36Oo5idT8V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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Criterio concavidad delta de corto plazo\n", "init = str(2003)\n", "fig, ax = plt.subplots(ncols=2, figsize=(18,6))\n", "afp.loc[init:, ['A','caida']].plot(secondary_y=['caida'], ax=ax[0], color='br', style='.-')\n", "afp.loc[init:, ['A','subida']].plot(secondary_y=['subida'], ax=ax[1], color='bg', style='.-')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hS2/27Fm3DHZEZJLOww3jhdMu4o/XIkRRNGQIcOedQKCkuy1bAqtW6QTiRHGUztdB0bge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\ndVU4MYqIiIhICZg1C5Yvh0GDo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B8MQfXx9Ej8EJr/NbPdog0pdJcB7zvndgJ6AbcFx5yU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\niIiI5JSSDyIiIiIiIiKSU/8fe0FgYp2G1P8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Indicador de valor relativo entre A y E, con rho = (A-E)/E\n", "init = str(2003)\n", "fig, ax = plt.subplots(ncols=2, figsize=(18,6))\n", "ax1 = afp.loc[init:, ['A','rho']].plot(secondary_y=['A'], ax=ax[0], color='br', style='.-')\n", "afp.loc[init:, ['rho']].plot(kind='kde', ax=ax[1], color='r')\n", "ax[0].axhline(y=afp.rho.mean(), color='r', linestyle=':')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Definicion reglas de la estrategia\n", "Crea la categoría 'estrategia' donde se van a clasificar los días como 'E', 'A', 'E->A', 'A->E' y 'S/I' (Sin información)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Caso base se marca como desconocido, Sin Informacion (S/I)\n", "afp['estrategia'] = 'S/I'\n", "# Segnales de largo plazo \n", "afp.loc[afp.delta < afp.zero,'estrategia'] = 'E'\n", "afp.loc[afp.delta > afp.zero,'estrategia'] = 'A'" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wAtx6a+w6jj8e5s2DYcPg1Vehcae5UfMOOGoAd/e8u0S9Lmx/IYuuWcTykcu5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\n9J+HipUP/BZ9/sAwahtmBKoBJe12jcS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qwtnS9SAwWtIzFB9XZ/NcTqhaGQrFxlSkU1cz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grafico estrategia base\n", "gb = afp[['A','B','C','E','estrategia']].groupby('estrategia')\n", "fig, ax = plt.subplots()\n", "gb.A.plot(style='.', title='Estrategia vista sobre Fondo A en %s'%(afp_name),ax=ax)\n", "plt.legend(loc=2)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Segnales de corto plazo\n", "# Fuerte subida cuando el 'valorA' es barato con respecto a E\n", "# (afp.subida > 0. ) convexa\n", "afp.loc[(afp.delta > afp.entra) & (afp.delta < afp.zero) & (afp.subida > 0),'estrategia'] = 'E->A'\n", "# Fuerte caida cuando 'valorA' es muy caro con respeto a E\n", "# (afp.caida > 0.) concava\n", "afp.loc[(afp.delta > afp.sale) & (afp.delta > afp.zero) & (afp.caida > 0),'estrategia'] = 'A->E'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grafico cuantos dias se esta en cada opción de la estrategia" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NG5XPlQR9bELSc4D9bV9HdXLp2DaXFKPLW4GzgedLel67i2mDbwDfl3Ql8Hvg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\nEvQREQ2XoI+IaLj/DzW/ivecE8MxAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Clasifica de acuerdo a 'estrategia' y cuenta numeros de dias en cada \n", "afp.groupby('estrategia').count()['zero'].plot(kind='bar', title='Tiempo estado estrategia en %s'%(afp_name))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Para interpretar las señales\n", "- Los cambios de fondo (A->E y E->A) son indicio de cambio tendencia\n", "- Los días S/I, es cuando no existe una tendencia clara\n", "- El cambio se consolida cuando aparece el fondo de destino\n", "\n", "### ADVERTENCIA\n", "_El algoritmo NO entrega señales 100% claras, por lo que NO es recomendable su uso para gestionanr fondos AFP, sin una correcta interpretación de las tendencias y datos de riesgo sistémico_ (Por ejemplo en Oct 2008 y Agosto 2016 DJI fin de ciclo alcista de largo plazo, que hace explotar burbujas)\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Agrupar por la categoria 'estrategia'\n", "gb = afp.loc[:, ['A','B','C','E','estrategia']].groupby('estrategia')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grafico 'estrategia' sobre A" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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uuokbb7yxXPp9993HSy+9xNKlSw8qox4wERERj3Vf9DOO/uJ+Vl8A+7qGkm8C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\n+QONc9MZ5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grafica 'estrategia' sobre A\n", "fig, ax = plt.subplots()\n", "gb.A.plot(style='.', figsize=(10,10), title='Estrategia historica sobre Fondo A en %s'%(afp_name),ax=ax)\n", "plt.legend(loc=2)\n", "ax.set_frame_on(False) # no visible frame\n", "fig.savefig('result/A-E_%s-large.png'%(afp_name))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Zoom Grafico ultimo año 'estrategia' sobre A" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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EVu3ZvqnLfMcrqaFrzgY1DeKExSewfeV2RrT0reasHNfIOPbYY7nkkkv493//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\nxZJ2SL9XxR/w64ERkvqY2Rv4KP0ZMzsI+CNwROpLWZjpftIadLU46sq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grafica estrategia sobre fondo='A' desde init al presente\n", "init = str(year - 2)\n", "fondo = 'A'\n", "fig, ax = plt.subplots()\n", "for k, group in gb:\n", " df = group.loc[init:, fondo] \n", " if len(df) != 0: # Evita error Empty 'DataFrame'\n", " df.plot(style='.', figsize=(10, 8), title='Estrategia 2 agnos sobre Fondo %s %s'%(fondo, afp_name), ax=ax, label=k)\n", "ax.legend(loc=2)\n", "ax.set_frame_on(False) # no visible frame\n", "# Only show ticks on the left and bottom spines\n", "ax.yaxis.set_ticks_position('left')\n", "ax.xaxis.set_ticks_position('bottom')\n", "fig.savefig('result/A-E_%s.png'%(afp_name))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ADVERTENCIA\n", "El algoritmo no entrega señales 100% deterministas, por lo que no es recomendable aún su uso para gestionanr fondos AFP.\n", "Requiere hacer un método estocástico para \"filtrar\" las señales de cambio de fondo de las caídas pequeñas, no así con las caídas grandes.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tabla últimos 15 dias de estrategia" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mUoq9evXSlv2jjz4iSZ49e5YDBw6kXq+n0WjkV199pdVhNBq1v8eNG8devXox\nODiYW7du1crru15q09LiTNrG+n629dzcXA4YMIB6vZ5Dhw7lhQsXasxj8ODBNncZVMa6rnX1v//7\nv/Ty8qKrqysff/xxhoSE1HuZWmKcm8quXbvo7+/Pnj17MikpiaRlh56SkkKSvHTpEr28vPjzn/+c\njz32GL29vbW7Y+xNS1oOICZMmMCQkBCGhYVpd37UR2uOdVOKjIzknj17bMpWrlzJadOm1Wt6SQga\n/pG3Hd4neWOZY0icHUPi7DgSa8eQtx02nDypUAghhBCSEAghhBBCEgIhhBBCQBICIYQQQkASAiGE\nEEJAEgIhhBBCoB5PKnRxcalQSkniUI2Li4u8RMYBJM6OIXF2HIm1Y7i4uFQ0dxseNvIcgvsk9xI7\nhsTZMSTOjiOxdgx5DkHDyZG/EEIIISQhEEIIIYQkBEIIIYSAJARCCCGEgCQEQgghhEAjEwKz2YzI\nyEgEBwdDp9Nh5cqVAIDCwkIMGzYMAQEBiI6OxvXr1wEABQUFiIyMhJubG2bMmGFT17p166DT6WAw\nGDBixAgUFBTYnWdmZiZCQ0Ph7++PmTNnauUpKSkIDQ2F0WhEREQETp48aXf6FStWIDg4GAaDAVFR\nUbhw4QIA4Pz58wgLC4PJZEJISAiSk5MbExqHqqiogMlkQkxMjE35e++9BycnJ5tYJiUlwc/PD0FB\nQfjLX/6ilScmJqJr16545JFHbOqYPXs2jEYjTCYTAgIC4O7uXmdbYmJiEBoaalO2detWbRuZMGHC\n/S5mi1A91vezrQ8ePBiBgYFaXK9evQqg/rEuKyvDyy+/jICAAPTq1QtffPGFNqw1xbqp7N69G4GB\ngfD398fSpUvtjjNjxgz4+fnBYDDgxIkTWnlycjJ0Op3N71ulVatWISgoCDqdDvPmzXugy/BTtn37\ndjg5OSE7O7u5m9L63ev9yKjj3d0XL17k8ePHSZJFRUX09/dnVlYWExISuHTpUpLkkiVL+MYbb5Ak\ni4uLeejQIaakpHD69OlaPaWlpXR3d2dBQQFJMiEhgYsWLbI7zz59+jA9PZ0kOXz4cO7evVubf6W0\ntDQOGTLE7vT79+9nSUkJSXL16tWMi4vT2lBaWqq1s1u3bnbfU1+prrg42vLlyzl+/HiOHDlSK7tw\n4QKjo6Pp4+PDa9eukSRPnTpFg8HAsrIy/vDDD/T19WVFRQVJ8ujRo7x06RLd3Nxqnc+qVas4ZcqU\nWodv27Z8KOO+AAAgAElEQVSN48ePp06n08rOnDlDk8nE69evkyTz8/MbtGwtKc5kzVg3dFsnyUGD\nBjEzM7PO+dQV67feeosLFizQvleu38bEuqXFuancvXuXvr6+zMnJYWlpKfV6PbOysmzG2blzJ0eM\nGEGSPHLkCPv27UuS/O6776jT6Xj79m2Wl5dz6NChPHfuHEly3759jIqKYllZGUmJ9YMUFxfHkSNH\ncuHChQ2azhrne+7j5POvT6POEHh4eMBgMAAAXF1dERQUBLPZjNTUVEyaNAkAMGnSJGzfvh0A0KFD\nB0RERKBdu3Y29bRp0wbu7u4oKioCSdy4cQNPPvlkjfldunQJRUVF6N27NwBg4sSJWt2urq7aeDdv\n3sTjjz9ut80DBw6Ei4sLACA8PBx5eXkAgLZt26Jt27YAgJKSEvzsZz9Dhw4d7i8wDmQ2m7Fz5068\n9NJLNuWzZs3CsmXLbMpSU1MxduxYtGnTBj4+PvDz80N6ejoAoE+fPujSpUud89q8eTPGjRtnd1hx\ncTFWrFiBxMREm/IPP/wQr7zyinbmobb18jCwF+uGbuuVKirqfmZKXbFeu3Yt5s+fr32vPJPQmmLd\nVNLT0+Hn54du3bqhbdu2GDt2LFJTU23GSU1NxcSJEwEAffv2xfXr13H58mVkZWWhb9++aNeuHZyd\nnTFw4EBs27YNALB69WrMmzcPbdpYnu0msX4wiouLcfToUbz//vvYsmVLczen1WuyPgQ5OTk4ceIE\nwsPDcfnyZW3n4uHhgStXrtQ5rVIKycnJCAkJgZeXF7KysjBlypQa4+Xl5cHLy0v77uXlpe3QAeCD\nDz5Az5498frrryMpKemebf7oo48wfPhw7bvZbIZer0fXrl0xc+bMe54ebwkqd/xVn3yWmpoKb29v\n6HQ6m3Hz8vLg7e2tfff09LSJX13Onz+PnJwcREZG2h2+YMECzJkzB+3bt7cpz87OxunTp9GvXz9E\nRERgz5499V20FsderBu6rVeaPHkyTCYT3n777RrD6op15SWJxMREhIWFIS4uDvn5+QBaV6ybSvVt\nvvpvhr1xKv8vQkJCcPDgQRQWFuLWrVvYuXOndokxOzsbBw4cQHh4OAYPHoxjx445ZoF+YlJTUxEd\nHQ1vb2907twZx48fb+4mtWpNkhDcvHkTsbGxSE5Ohqura43Hct7rMZ1FRUWYPn06Tp48iby8POh0\nOixevLjB7Zg2bRrOnj2L5cuX48UXX6xz3I0bNyIjIwNz587Vyry8vPDNN9/g3Llz+MMf/oBz5841\nuA2OtGPHDnTp0gUGg0F78llJSQmSkpKwaNGiJp3Xli1bEBsba3ddVsYsJiam6qUmAEB5eTnOnj2L\nAwcOYNOmTfjVr36FGzduNGnbHMFerO2pzyNpN23ahG+//RYHDx7EwYMHsXHjRpvhdcW6vLwcZrMZ\n/fr1Q0ZGBsLDwzFnzhxtWGuIdUsRGBiIN954A1FRURgxYgSMRiOcnZ0BWGJdWFiII0eO4J133sGY\nMWOaubWt0+bNm7XYjh49Gps2bWrmFrVujU4IysvLERsbi/j4eIwaNQoA0KVLF1y+fBmA5TR/586d\n66wjKysLPXr0gI+PDwBgzJgxOHz4MCoqKrROVgsXLoSnp6eWoQOWI3pPT88a9cXFxWmZZGJiolZH\npa+++gpJSUn48ssvtcsEVXl4eKB///42nYtaokOHDiEtLQ09evTAuHHjsHfvXkycOBE5OTnQ6/Xo\n3r07zGYzTCYTrly5Ak9PT5w/f16bvrb42bNly5ZaT2EfPnwYGRkZ6NGjB/r374/s7Gzt6NbLywsx\nMTFwcnKCj48P/P39cebMmcYvvIPZi3V8fDw8PDwatK0DwBNPPAEA6NixI55//nntsk2lumLdqVMn\ndOzYEc8++ywAy49kZmYmgNYT66ZUn22+rt+VF154AceOHcP+/fvx6KOPwt/fH4Al1s899xwAoHfv\n3nBycsK1a9ce9OL8pBQWFmLv3r2YMmUKevTogWXLluHTTz9t7ma1bvfqZIB7dICJj4/nrFmzbMoS\nEhK4ZMkSkrYdrSqtX7+er776qvY9Pz+fXl5evHr1KklywYIFnDNnjt359e3bl0ePHmVFRQWHDx/O\nXbt2kbR0qKqUlpbGfv362Z0+MzOTvr6+PHv2rE252WzWOhsWFBQwMDCQp0+frnW57xUXR9u/f79N\np8JKPj4+WmfNf/zjHzQYDLxz5w6///57m06FlVxdXWvUkZWVxe7du9erHTk5OTadCnfv3s1JkyaR\ntKznrl27au2pj5YWZ9I21nPnzm3Qtl5eXq5t56WlpYyNjWVKSoo2vD6xHjduHPfu3UuSXLduHceM\nGUOycbFuiXFuCuXl5Vqnwjt37lCv1/PUqVM24+zYsUPrVHj48GGtUyFJXrlyhSSZm5vLoKAgrcNm\nSkoK33zzTZLk6dOn2bVr13q3qbXGuqmlpKRw6tSpNmWDBg3iwYMH6zU9pFNhgz+NSgi+/vprOjk5\nUa/X02Aw0Gg0cteuXbx27RqHDBlCf39/RkVFsbCwUJvGx8eHnTp1opubG729vbUevxs2bGBISAj1\nej1jYmJq/SE7duwYQ0JC2LNnT86YMUMrf+211xgcHEyj0cioqCibBKGqoUOH0sPDg0ajkQaDgaNG\njSJJ/s///A9DQ0O15diwYUOty022vH/q2hKC7t27a73QSXLx4sX09fVlYGAg9+zZo5UnJCTQy8uL\nzs7O9Pb2trnLY+HChZw/f36Nuo1GY42y6gkBSc6ePZu9evViaGgot27d2qDlamlxJm1j3dBtvbi4\nmGFhYdTr9QwJCeHMmTNtkrL6xDo3N5cDBgygXq/n0KFDbe6Gud9Yt8Q4N5Vdu3bR39+fPXv2ZFJS\nEklyzZo1NonYK6+8Ql9fX4aGhjIjI0Mr79+/P4ODg2kwGLhv3z6tvLS0lBMmTGBISAjDwsK4f//+\nerenNce6KUVGRtr8RpHkypUrOW3atHpNLwlBwz/ytsP7JG8scwyJs2NInB1HYu0Y8rbDhpMnFQoh\nhBBCEgIhhBBCSEIghBBCCEhCIIQQQghIQiCEEEIISEIghBBCCABt7jWCi4tLhVJKEodqXFxc6vWY\nWtE4EmfHkDg7jsTaMVxcXOp+g5ioQZ5DcJ/kXmLHkDg7hsTZcSTWjiHPIWg4OfIXQgghhCQEQggh\nhJCEQAghhBCQhEAIIYQQaGRCYDabERkZieDgYOh0OqxcuRKA5T3Ww4YNQ0BAAKKjo3H9+nUAQEFB\nASIjI+Hm5oYZM2bY1LVu3TrodDoYDAaMGDECBQUFdueZmZmJ0NBQ+Pv7Y+bMmVp5SkoKQkNDYTQa\nERERgZMnT9qdfsWKFQgODobBYEBUVJTNe9ABoKioCN7e3jXa15JVVFTAZDIhJibGpvy9996Dk5OT\nTSyTkpLg5+eHoKAg/OUvf9HKExMT0bVrVzzyyCM2dcyePRtGoxEmkwkBAQFwd3evsy0xMTEIDQ21\nKdu6dau2jUyYMOF+F7NFqB7r+9nWBw8ejMDAQC2uV69eBVD/WJeVleHll19GQEAAevXqhS+++EIb\n1ppi3VR2796NwMBA+Pv7Y+nSpXbHmTFjBvz8/GAwGHDixAmtPDk5GTqdzub3rdKqVasQFBQEnU6H\nefPmPdBl+Cnbvn07nJyckJ2d3dxNaf3u9TpE1PGqzosXL/L48eMkyaKiIvr7+zMrK4sJCQlcunQp\nSdt3xBcXF/PQoUNMSUnh9OnTtXpKS0vp7u6uvfI4ISHB5vW7VfXp04fp6ekkyeHDh3P37t3a/Cul\npaVxyJAhdqffv38/S0pKSJKrV69mXFyczfDXXnuN48ePt2mfPXXFxdGWL1/O8ePH27z++MKFC4yO\njqaPj4/2+uNTp07RYDCwrKyMP/zwA319fbVX7x49epSXLl2im5tbrfNZtWoVp0yZUuvwbdu2cfz4\n8TavPz5z5gxNJpP2Hvn8/PwGLVtLijNZM9YN3dZJyzvdMzMz65xPXbF+6623uGDBAu175fptTKxb\nWpybyt27d+nr68ucnByWlpZSr9drr1yvtHPnTo4YMYIkeeTIEfbt25ck+d1331Gn0/H27dssLy/n\n0KFDee7cOZLkvn37GBUVxbKyMpIS6wcpLi6OI0eO5MKFCxs0HeT1xw3+NOoMgYeHBwwGAwDA1dUV\nQUFBMJvNSE1NxaRJkwAAkyZNwvbt2wEAHTp0QEREBNq1a2dTT5s2beDu7o6ioiKQxI0bN/Dkk0/W\nmN+lS5dQVFSE3r17AwAmTpyo1e3q6qqNd/PmTTz++ON22zxw4EC4uLgAAMLDw5GXl6cNy8jIwJUr\nVzBs2LD7ikdzMJvN2LlzJ1566SWb8lmzZmHZsmU2ZampqRg7dizatGkDHx8f+Pn5IT09HQDQp08f\ndOnSpc55bd68GePGjbM7rLi4GCtWrEBiYqJN+YcffohXXnlFO/NQ23p5GNiLdUO39UoVFXXfIl1X\nrNeuXYv58+dr3yvPJLSmWDeV9PR0+Pn5oVu3bmjbti3Gjh2L1NRUm3FSU1MxceJEAEDfvn1x/fp1\nXL58GVlZWejbty/atWsHZ2dnDBw4ENu2bQMArF69GvPmzUObNpZHuUisH4zi4mIcPXoU77//PrZs\n2dLczWn1mqwPQU5ODk6cOIHw8HBcvnxZ27l4eHjgypUrdU6rlEJycjJCQkLg5eWFrKwsTJkypcZ4\neXl58PLy0r57eXnZ7NA/+OAD9OzZE6+//jqSkpLu2eaPPvoIw4cPB2A5UzJnzhy8++67D9U9wpU7\n/qoPOklNTYW3tzd0Op3NuHl5efD29ta+e3p62sSvLufPn0dOTg4iIyPtDl+wYAHmzJmD9u3b25Rn\nZ2fj9OnT6NevHyIiIrBnz576LlqLYy/WDd3WK02ePBkmkwlvv/12jWF1xbrykkRiYiLCwsIQFxeH\n/Px8AK0r1k2l+jZf/TfD3jiV/xchISE4ePAgCgsLcevWLezcuVO7xJidnY0DBw4gPDwcgwcPxrFj\nxxyzQD8xqampiI6Ohre3Nzp37ozjx483d5NatSZJCG7evInY2FgkJyfD1dW1xlO47vVUrqKiIkyf\nPh0nT55EXl4edDodFi9e3OB2TJs2DWfPnsXy5cvx4osv1jnuxo0bkZGRgblz5wKwJBNPP/20dmbi\nYUgKduzYgS5dusBgMGjtLSkpQVJSEhYtWtSk89qyZQtiY2PtrstvvvkG586dQ0xMTNVLTQCA8vJy\nnD17FgcOHMCmTZvwq1/9Cjdu3GjStjmCvVjbU58n0G3atAnffvstDh48iIMHD2Ljxo02w+uKdXl5\nOcxmM/r164eMjAyEh4djzpw52rDWEOuWIjAwEG+88QaioqIwYsQIGI1GODs7A7DEurCwEEeOHME7\n77yDMWPGNHNrW6fNmzdrsR09ejQ2bdrUzC1q3e756OJ7KS8vR2xsLOLj4zFq1CgAQJcuXbQjp0uX\nLqFz58511pGVlYUePXrAx8cHADBmzBgsXboUFRUVCAsLg1IKMTExmDp1qk0nQLPZDE9Pzxr1xcXF\nYerUqQAsR1I7duyAUgqZmZkAgK+++gpJSUk4cOAA2rZtCwA4fPgwvv76a3zwwQcoKipCWVkZ3Nzc\n7isxcZRDhw4hLS0NO3fuRElJCYqKijBx4kTk5ORAr9eDJMxmM0wmE9LT0+Hp6Ynz589r09cWP3u2\nbNmCDz74wO6ww4cPIyMjAz169EBZWRmuXLmCyMhI7N27F15eXggPD4eTkxN8fHzg7++PM2fOICws\nrEli4Cj2Yh0fHw8PD48GbesA8MQTTwAAOnbsiOeffx7p6ek2HQDrinWnTp3QsWNHPPvsswAsP5Jr\n164FgFYT66ZUn23e09Oz1t+VF154AS+88AIA4Le//a12JsHLywvPPfccAKB3795wcnLCtWvX0KlT\npwe6PD8lhYWF2Lt3L7777jsopXD37l0opWpcChVN6F6dDHCPDjDx8fGcNWuWTVlCQgKXLFlC0raj\nVaX169fz1Vdf1b7n5+fTy8uLV69eJUkuWLCAc+bMsTu/vn378ujRo6yoqODw4cO5a9cukpYOVZXS\n0tLYr18/u9NnZmbS19eXZ8+erXWZ1q9f/1B1KiQtnSWrdiqs5OPjo3XW/Mc//kGDwcA7d+7w+++/\nt+lUWMnV1bVGHVlZWezevXu92pGTk2PTqXD37t2cNGkSSct67tq1q9ae+mhpcSZtYz137twGbevl\n5eXadl5aWsrY2FimpKRow+sT63HjxnHv3r0kyXXr1nHMmDEkGxfrlhjnplBeXq51Krxz5w71ej1P\nnTplM86OHTu0ToWHDx/WOhWS5JUrV0iSubm5DAoK0jpspqSk8M033yRJnj59ml27dq13m1prrJta\nSkoKp06dalM2aNAgHjx4sF7TQzoVNvjTqITg66+/ppOTE/V6PQ0GA41GI3ft2sVr165xyJAh9Pf3\nZ1RUFAsLC7VpfHx82KlTJ7q5udHb21vr8bthwwaGhIRQr9czJiam1h+yY8eOMSQkhD179uSMGTO0\n8tdee43BwcE0Go2MioqySRCqGjp0KD08PGg0GmkwGDhq1Kga47SmhKB79+5aL3SSXLx4MX19fRkY\nGMg9e/Zo5QkJCfTy8qKzszO9vb1t7vJYuHAh58+fX6Nuo9FYo6x6QkCSs2fPZq9evRgaGsqtW7c2\naLlaWpxJ21g3dFsvLi5mWFgY9Xo9Q0JCOHPmTJukrD6xzs3N5YABA6jX6zl06FBeuHBBG3a/sW6J\ncW4qu3btor+/P3v27MmkpCSS5Jo1a2wSsVdeeYW+vr4MDQ1lRkaGVt6/f38GBwfTYDBw3759Wnlp\naSknTJjAkJAQhoWFcf/+/fVuT2uOdVOKjIy0+Y0iyZUrV3LatGn1ml4SgoZ/5OVG90leUOIYEmfH\nkDg7jsTaMeTlRg0nTyoUQgghhCQEQgghhJCEQAghhBCQhEAIIYQQkIRACCGEEJCEQAghhBCox5MK\nXVxcKpRSkjhU4+LiUq/H1IrGkTg7hsTZcSTWjuHi4lL3G8REDfIcgvsk9xI7hsTZMSTOjiOxdgx5\nDkHDyZG/EEIIISQhEEIIIYQkBEIIIYSAJARCCCGEgCQEQgghhEAjEwKz2YzIyEgEBwdDp9Nh5cqV\nAIDCwkIMGzYMAQEBiI6OxvXr1wEABQUFiIyMhJubG2bMmGFT17p166DT6WAwGDBixAgUFBTYnWdm\nZiZCQ0Ph7++PmTNnauUpKSkIDQ2F0WhEREQETp48aXf6FStWIDg4GAaDAVFRUbhw4YI2zNnZGSaT\nCUajEb/85S8bExqHqqiogMlkQkxMjE35e++9BycnJ5tYJiUlwc/PD0FBQfjLX/6ilScmJqJr1654\n5JFHbOqYPXs2jEYjTCYTAgIC4O7uXmdbYmJiEBoaalO2detWbRuZMGHC/S5mi1A91vezrQ8ePBiB\ngYFaXK9evQqg/rEuKyvDyy+/jICAAPTq1QtffPGFNqw1xbqp7N69G4GBgfD398fSpUvtjjNjxgz4\n+fnBYDDgxIkTWnlycjJ0Op3N71ulVatWISgoCDqdDvPmzXugy/BTtn37djg5OSE7O7u5m9L63ev9\nyKjj3d0XL17k8ePHSZJFRUX09/dnVlYWExISuHTpUpLkkiVL+MYbb5Aki4uLeejQIaakpHD69Ola\nPaWlpXR3d2dBQQFJMiEhgYsWLbI7zz59+jA9PZ0kOXz4cO7evVubf6W0tDQOGTLE7vT79+9nSUkJ\nSXL16tWMi4vThrm5udW6rNXVFRdHW758OcePH8+RI0dqZRcuXGB0dDR9fHx47do1kuSpU6doMBhY\nVlbGH374gb6+vqyoqCBJHj16lJcuXaozBqtWreKUKVNqHb5t2zaOHz+eOp1OKztz5gxNJhOvX79O\nkszPz2/QsrWkOJM1Y93QbZ0kBw0axMzMzDrnU1es33rrLS5YsED7Xrl+GxPrlhbnpnL37l36+voy\nJyeHpaWl1Ov1zMrKshln586dHDFiBEnyyJEj7Nu3L0nyu+++o06n4+3bt1leXs6hQ4fy3LlzJMl9\n+/YxKiqKZWVlJCXWD1JcXBxHjhzJhQsXNmg6a5zvuY+Tz78+jTpD4OHhAYPBAABwdXVFUFAQzGYz\nUlNTMWnSJADApEmTsH37dgBAhw4dEBERgXbt2tnU06ZNG7i7u6OoqAgkcePGDTz55JM15nfp0iUU\nFRWhd+/eAICJEydqdbu6umrj3bx5E48//rjdNg8cOBAuLi4AgPDwcOTl5WnD+BDeG2w2m7Fz5068\n9NJLNuWzZs3CsmXLbMpSU1MxduxYtGnTBj4+PvDz80N6ejoAoE+fPujSpUud89q8eTPGjRtnd1hx\ncTFWrFiBxMREm/IPP/wQr7zyinbmobb18jCwF+uGbuuVKirqfmZKXbFeu3Yt5s+fr32vPJPQmmLd\nVNLT0+Hn54du3bqhbdu2GDt2LFJTU23GSU1NxcSJEwEAffv2xfXr13H58mVkZWWhb9++aNeuHZyd\nnTFw4EBs27YNALB69WrMmzcPbdpYnu0msX4wiouLcfToUbz//vvYsmVLczen1WuyPgQ5OTk4ceIE\nwsPDcfnyZW3n4uHhgStXrtQ5rVIKycnJCAkJgZeXF7KysjBlypQa4+Xl5cHLy0v77uXlZbND/+CD\nD9CzZ0+8/vrrSEpKumebP/roIwwfPlz7fufOHTz11FOIiIio8aPRUlXu+Ks++Sw1NRXe3t7Q6XQ2\n4+bl5cHb21v77unpaRO/upw/fx45OTmIjIy0O3zBggWYM2cO2rdvb1OenZ2N06dPo1+/foiIiMCe\nPXvqu2gtjr1YN3RbrzR58mSYTCa8/fbbNYbVFevKSxKJiYkICwtDXFwc8vPzAbSuWDeV6tt89d8M\ne+NU/l+EhITg4MGDKCwsxK1bt7Bz507tEmN2djYOHDiA8PBwDB48GMeOHXPMAv3EpKamIjo6Gt7e\n3ujcuTOOHz/e3E1q1ZokIbh58yZiY2ORnJwMV1fXGo/lvNdjOouKijB9+nScPHkSeXl50Ol0WLx4\ncYPbMW3aNJw9exbLly/Hiy++WOe4GzduREZGBubOnauV5ebm4tixY/j4448xc+ZM/PDDDw1ugyPt\n2LEDXbp0gcFg0M5ulJSUICkpCYsWLWrSeW3ZsgWxsbF21+U333yDc+fOISYmpuqlJgBAeXk5zp49\niwMHDmDTpk341a9+hRs3bjRp2xzBXqztqc8jaTdt2oRvv/0WBw8exMGDB7Fx40ab4XXFury8HGaz\nGf369UNGRgbCw8MxZ84cbVhriHVLERgYiDfeeANRUVEYMWIEjEYjnJ2dAVhiXVhYiCNHjuCdd97B\nmDFjmrm1rdPmzZu12I4ePRqbNm1q5ha1bo1OCMrLyxEbG4v4+HiMGjUKANClSxdcvnwZgOU0f+fO\nneusIysrCz169ICPjw8AYMyYMTh8+DAqKiq0TlYLFy6Ep6enTSdAs9kMT0/PGvXFxcVpmWRiYqJW\nR6WvvvoKSUlJ+PLLL9G2bVut/IknngAAdO/eHYMGDWrx2eihQ4eQlpaGHj16YNy4cdi7dy8mTpyI\nnJwc6PV6dO/eHWazGSaTCVeuXIGnpyfOnz+vTV9b/OzZsmVLraewDx8+jIyMDPTo0QP9+/dHdna2\ndnTr5eWFmJgYODk5wcfHB/7+/jhz5kzjF97B7MU6Pj4eHh4eDdrWgX9tZx07dsTzzz+vXbapVFes\nO3XqhI4dO+LZZ58FYPmRzMzMBNB6Yt2U6rPN1/W78sILL+DYsWPYv38/Hn30Ufj7+wOwxPq5554D\nAPTu3RtOTk64du3ag16cn5TCwkLs3bsXU6ZMQY8ePbBs2TJ8+umnzd2s1u1enQxwjw4w8fHxnDVr\nlk1ZQkIClyxZQtK2o1Wl9evX89VXX9W+5+fn08vLi1evXiVJLliwgHPmzLE7v759+/Lo0aOsqKjg\n8OHDuWvXLpKWDlWV0tLS2K9fP7vTZ2Zm0tfXl2fPnrUpLyws5J07d7T2VHaQrM294uJo+/fvt+lU\nWMnHx0frrPmPf/yDBoOBd+7c4ffff2/TqbCSq6trjTqysrLYvXv3erUjJyfHplPh7t27OWnSJJKW\nuHbt2lVrT320tDiTtrGeO3dug7b18vJybTsvLS1lbGwsU1JStOH1ifW4ceO4d+9ekuS6des4ZswY\nko2LdUuMc1MoLy/XOhXeuXOHer2ep06dshlnx44dWqfCw4cPa50KSfLKlSskydzcXAYFBWkdNlNS\nUvjmm2+SJE+fPs2uXbvWu02tNdZNLSUlhVOnTrUpGzRoEA8ePFiv6SGdChv8aVRC8PXXX9PJyYl6\nvZ4Gg4FGo5G7du3itWvXOGTIEPr7+zMqKoqFhYXaND4+PuzUqRPd3Nzo7e2t7XQ3bNjAkJAQ6vV6\nxsTE1PpDduzYMYaEhLBnz56cMWOGVv7aa68xODiYRqORUVFRNglCVUOHDqWHhweNRiMNBgNHjRpF\nkvz73/9OnU5Hg8HA0NBQrlu3rtblJlveP3VtCUH37t21XugkuXjxYvr6+jIwMJB79uzRyhMSEujl\n5UVnZ2d6e3vb3OWxcOFCzp8/v0bdRqOxRln1hIAkZ8+ezV69ejE0NJRbt25t0HK1tDiTtrFu6LZe\nXFzMsLAw6vV6hoSEcObMmTZJWX1inZubywEDBlCv13Po0KG8cOGCNux+Y90S49xUdu3aRX9/f/bs\n2ZNJSUkkyTVr1tgkYq+88gp9fX0ZGhrKjIwMrbx///4MDg6mwWDgvn37tPLS0lJOmDCBISEhDAsL\n4/79++vdntYc66YUGRlp8xtFkitXruS0adPqNb0kBA3/yNsO75O8scwxJM6OIXF2HIm1Y8jbDhtO\nnlQohBBCCEkIhBBCCCEJgRBCCCEgCYEQQgghIAmBEEIIISAJgRBCCCEAtLnXCC4uLhVKKUkcqnFx\ncdcxihIAACAASURBVKnXY2pF40icHUPi7DgSa8dwcXGp+w1iogZ5DsF9knuJHUPi7BgSZ8eRWDuG\nPIeg4eTIXwghhBCSEAghhBBCEgIhhBBCQBICIYQQQqCRCYHZbEZkZCSCg4Oh0+mwcuVKAJb3WA8b\nNgwBAQGIjo7G9evXAQAFBQWIjIyEm5sbZsyYYVPXunXroNPpYDAYMGLECBQUFNidZ2ZmJkJDQ+Hv\n74+ZM2dq5SkpKQgNDYXRaERERAROnjxpd/oVK1YgODgYBoMBUVFRNu9Bv3DhAqKjo9GrVy+EhITY\nvEe9JauoqIDRaERMTAwA4M0334Rer4fBYMDQoUNhNpsBALm5uejQoQNMJhNMJhOmTZum1TF48GAE\nBgbCaDTCZDLh6tWrAIDZs2drZQEBAXB3d68x/5KSEjzzzDMICgqCTqfDb37zG23Y+fPnMXToUOj1\nekRGRuKf//zngwzFA1dRUQGTyaTFuqHb+s2bN7V4Go1G/Nu//Rtmz54NADh37hwGDBgAo9EIg8GA\nXbt21Zh/XdMDwNatW7X/xwkTJjzIUDw0du/ejcDAQPj7+2Pp0qV2x5kxYwb8/PxgMBhw4sQJrTwp\nKQnBwcEIDQ3F+PHjUVpaajPde++9Bycnp1p/r0Tjbd++HU5OTsjOzm7uprR+93odIup4VefFixd5\n/PhxkmRRURH9/f2ZlZXFhIQELl26lKTtO+KLi4t56NAhpqSkcPr06Vo9paWldHd31155nJCQYPP6\n3ar69OnD9PR0kuTw4cO5e/dubf6V0tLSOGTIELvT79+/nyUlJSTJ1atXMy4uThs2aNAg/vWvf9Xa\nWjmePXXFxdGWL1/O8ePHa6/krRqLlStXcsqUKSTtv5q40qBBg5iZmVnnfFatWqXVVdWtW7e017+W\nlZWxf//+2noZPXo0//znP5Mk9+3bx/j4+AYtW0uKM1kz1g3d1qsLCwvj119/TZKcPHky16xZQ5I8\ndeoUfXx87tmeqtOfOXOGJpOJ169fJ0nm5+fXe7laWpybyt27d+nr68ucnBz+f/bOPSiKK9/jX0AT\nNKAGvYCZAXk5KMPM9IzykJiIPKQwEfcaxCeQiNm1NCK+SNhowlZRorGCK1mjJNcVTQrRqGEwPLzL\nKtfHKgQBiZFViSE4RPAB8pioPOZ3/+DSl2EGGJSMiOdTNVX06d85fc73HLp/ffrXfVpaWkgmk/FL\nrneSnZ1Ns2fPJiKiCxcukJeXFxF1/L84OjrSo0ePiIgoLCyM9u/fz+e7efMmBQUFkYODg9YS430x\nVLX+vViwYAHNmTOH4uPj+5UPbPnjfv+eaIbA1tYWHMcBACwsLDB58mSoVCoolUpERkYCACIjI5GR\nkQEAGDlyJHx8fPDiiy9qlTNs2DBYWVmhqakJRITGxka88sorOserqalBU1MTPDw8AAARERF82RYW\nFrxdc3Mzxo0bp7fOM2bMgLm5OQDA29sb1dXVAIDy8nK0t7fDz8+Pr2un3WBGpVIhOzsby5cv59O6\naqFWq7W0oF5ed9Joen9t9+DBg1i0aJFO+ogRIzBjxgwAHX2pUCj4WYkrV65g5syZAABfX18olUoD\nWjU40ad1f8d6V65du4Y7d+7g1VdfBQCMHz8ejY2NAID79+9DIBD0Wp/u+b/88kusWrUKo0aNAoAe\n/weeJwoLCzFx4kRMmDABw4cPx8KFC3XGoFKpREREBADAy8sLDQ0NqK2txahRo/DCCy9ArVajra0N\nv/32m9Z5ae3atdi+fbtR2/O8oVarUVBQgF27diE9Pf1pV2fIM2AxBJWVlSgtLYW3tzdqa2thY2MD\noMNpuH37dq95TUxMsHPnTri7u0MoFKK8vBxRUVE6dtXV1RAKhfy2UCjkL+gA8Pnnn8PFxQXr169H\nYmJin3Xeu3cvgoODAXScXEePHo233noLU6ZMwfvvv/9MvCvceVLq/qGTTZs2wd7eHqmpqYiLi+PT\nKysroVAoMHPmTJw9e1Yrz9tvvw2FQoGEhASd41RVVaGyspJ3mHri/v37OH78OAICAgAAHMfh2LFj\nAIBjx46hubkZ9fX1j9XWp40+rfs71rty6NAhLFiwgN+Oi4vD/v37YWdnhzfffBOfffZZv/Jfu3YN\nV69exfTp0+Hj44MTJ04YXJehSnV1Nezs7Pjt7ucMfTYCgQDV1dV4+eWXsX79etjb20MgEGDMmDH8\nuM7MzISdnR0kEolxGvKcolQqERQUBDs7O1hbW6OkpORpV2lIMyAOQXNzM0JDQ7Fz505YWFjoXJz6\n+ipXU1MTVq9ejbKyMlRXV0MikWDLli39rsfKlStRUVGBpKQkLFu2rFfbr7/+GhcvXsTGjRsBAG1t\nbTh79iySkpLw/fff46effkJqamq/62BMsrKyYGNjA47juj7iAQAkJCSgqqoK77zzDh9rMX78eFRV\nVaG4uBiffvopFi9ejObmZgBAWloafvjhB5w5cwZnzpzB119/rXWs9PR0hIaG9tqX7e3tWLx4MWJi\nYjBhwgQAwPbt25Gfn48pU6bgzJkzEAgEMDMzG2gpfne6a90T/fkCXXp6utaMy7p167B8+XLcvHkT\nWVlZfcYAdM/f1taGiooKnD59GmlpaXj33Xf5GQdG/7lx4wZ27NiBX375Bb/++iuam5uRlpaGBw8e\nYMuWLfjLX/7C2z4LNw/PIgcPHkRYWBgAYP78+UhLS3vKNRraPLFD0NbWhtDQUISHh2Pu3LkAABsb\nG9TW1gLomOa3trbutYzy8nI4OTnBwcEBABAWFobz58/zwXIKhQLx8fEQCARaQYAqlUrvtOqCBQt4\nT3LTpk18GZ3k5eUhMTERx48fx/DhwwF03DlwHIcJEybA1NQUf/jDH1BcXPz4whiBc+fOITMzE05O\nTli0aBFOnTrFT312snjxYhQVFQEAXnjhBbz88ssAAIVCAWdnZz5QZ/z48QCAl156CYsXL0ZhYaFW\nOd0vPvr44x//CFdXV6xevZpPGz9+PI4ePYqLFy/yMw+dU9rPEt21PnnyJMLDw2Fra9uvsd5JWVkZ\n2tvbIZfLtY4xf/58AB2Psx4+fMgHdxqSXygUIiQkBKampnBwcIBIJML169cft8lDAoFAoBUcrO+c\n0dN5paioCK+++iqsrKxgZmaGefPm4V//+hd++uknVFZWQiaTwdHRESqVClOmTOnX7BCjb+rr63Hy\n5ElERUXByckJ27dvxzfffPO0qzWkeWKHYNmyZXBzc8OaNWv4tJCQEP7uev/+/byj0JWuHrWTkxP+\n/e9/4969ewCAf/zjH5g8eTJMTU1RUlKC4uJixMfHw9bWFqNHj0ZhYSGICAcOHODLrqio4Mv77rvv\n+Km8hIQEvgwAKCkpwYoVK5CZmYmxY8fyeTw8PHD//n2+DidPnoSbm9uTyvO7smXLFlRVVeHGjRtI\nT0+Hn58fDhw4oKVFRkYGH+dx9+5dPk7gxo0bqKiogJOTE9rb2/l2t7a24rvvvoO7uztfxr///W/c\nv38f3t7ePdZl06ZNaGxsxI4dO7TS7927x/d1YmJinzM3gxV9Wn/11VeYM2dOv8Z6J/riMSZPnoy8\nvDwAHU7yo0ePeowD0Jf/D3/4A06dOgWgo6+vX78OJyenfrd1KOHh4YGKigr88ssvaGlpQXp6Ov+G\nSCchISE4cOAAAODChQsYM2YMbGxs4OrqigsXLuDhw4cgIvzzn//E5MmT4e7ujpqaGty4cQM///wz\nhEIhSkpKDHYGGYbxzTffICIiAj///DNu3LiBX375BY6OjjqPOhkDSF9Rh+glIvbs2bNkampKMpmM\nOI4juVxOOTk5dO/ePfL39yeRSESBgYFUX1/P53FwcKCxY8eSpaUl2dnZ8RG/Bw4cIHd3d5LJZBQS\nEsK/cdCdoqIicnd3JxcXF4qOjubT16xZQ2KxmORyOQUGBtL169f15g8ICCBbW1uSy+XEcRzNnTuX\n35eXl0dSqZSkUim988471Nra2mPbe9PlaZCfn89Hvr/11lskkUiI4ziaN28e1dbWEhHR0aNHeY2m\nTJlCWVlZRNQRET9lyhSSyWTk7u5OMTExpNFo+LLj4+MpLi5O55hyuZyIiFQqFZmYmJCbmxs/Dvbu\n3UtEREeOHKGJEyeSq6srvfvuu9TS0tKvdg02nYm0tX6csU5E5OzsTFevXtUqt6KigmbMmEEymYzk\ncjnl5eXx+zq17i0/EdG6devIzc2NpFIpHT582OA2DUadB4qcnBwSiUTk4uJCiYmJRES0Z88eSklJ\n4W1WrVpFzs7OJJVK6eLFi3z6J598Qm5ubiSRSCgiIkLv+HV0dGRvGfwO+Pn50YkTJ7TSkpOTaeXK\nlQblB3vLoN8/trjRY8IWKDEOTGfjwHQ2Hkxr48AWN+o/7EuFDAaDwWAwmEPAYDAYDAaDOQQMBoPB\nYDDAHAIGg8FgMBhgDgGDwWAwGAwwh4DBYDAYDAaAYX0ZmJuba0xMTJjj0A1zc/N+faaW8XgwnY0D\n09l4MK2Ng7m5ee+rtTF0YN8heEzYu8TGgelsHJjOxoNpbRzYdwj6D7vzZzAYDAaDwRwCBoPBYDAY\nzCFgMBgMBoMB5hAwGAwGg8EAcwgYDAaDwWDgCR0ClUoFPz8/iMViSCQSJCcnAwDq6+sxa9YsuLq6\nIigoCA0NDQCAuro6+Pn5wdLSEtHR0Vpl7du3DxKJBBzHYfbs2airq9N7zOLiYkilUohEIsTExPDp\nKSkpkEqlkMvl8PHxQVlZmd78O3bsgFgsBsdxCAwMxM2bNwEA+fn5kMvlUCgUkMvlGDFiBDIzM59E\nHqOh0Wggl8v5dd4/+ugjyGQycByHgIAAqFQqAEBaWppWG83MzHidetP/8OHDfB8vXbpUbx366r+j\nR4/C1NQUxcXFv4cERkOj0UChUPBa9zTW8/LyMHXqVMhkMnh4eODUqVN8GZs2bYK9vT1GjRqlVXZV\nVRUCAgIgk8ng5+eHX3/9VW8desrfyVDReqDIzc3FpEmTIBKJsG3bNr020dHRmDhxIjiOQ2lpKZ+e\nmJgIsVgMqVSKJUuWoKWlBQBQVlYGHx8fyGQyzJ07F83NzUZpy/NIRkYGTE1Nce3ataddlaFPX+sj\no5e1u2/dukUlJSVERNTU1EQikYjKy8spNjaWtm3bRkREW7dupffff5+IiNRqNZ07d45SUlJo9erV\nfDktLS1kZWVFdXV1REQUGxtLf/nLX/Qe09PTkwoLC4mIKDg4mHJzc/njd5KZmUn+/v568+fn59OD\nBw+IiGj37t20YMECHZu6ujoaO3Ysb6eP3nQxNklJSbRkyRKaM2cOEWlrkZycTFFRUTp5fvjhB3Jx\ncSGi3vW/du0aKRQKamhoICKiO3fu6JTVV/81NTXR66+/TtOmTdNaa94QBpPORLpa9zTWS0tL6dat\nW0REdPnyZRIIBHwZBQUFVFNTQ5aWllplz58/n7766isiIjp16hSFh4frrUNP+YkeX+vBpvNA0d7e\nTs7OzlRZWUktLS0kk8movLxcyyY7O5tmz55NREQXLlwgLy8vIiKqrKwkR0dHevToERERhYWF0f79\n+4mIyMPDg86cOUNERPv27aPNmzcbXKehqvXvxYIFC2jOnDkUHx/fr3z/p3Of1zj2+//fE80Q2Nra\nguM4AICFhQUmT54MlUoFpVKJyMhIAEBkZCQyMjIAACNHjoSPjw9efPFFrXKGDRsGKysrNDU1gYjQ\n2NiIV155Red4NTU1aGpqgoeHBwAgIiKCL9vCwoK3a25uxrhx4/TWecaMGTA3NwcAeHt7o7q6Wsfm\nyJEjCA4O5u0GMyqVCtnZ2Vi+fDmf1lULtVqtV4uDBw9i4cKFAHrX/7/+67+watUq/m5UX1l99d/m\nzZvxwQcf6PT7s4Y+rXsa6zKZDLa2tgAAsViMhw8forW1FQDg6ekJGxsbnfKvXLmCmTNnAgB8fX2h\nVCr11qOn/MDQ0XqgKCwsxMSJEzFhwgQMHz4cCxcu1NFVqVQiIiICAODl5YWGhgbU1tZi1KhReOGF\nF6BWq9HW1obffvsNAoEAAHDt2jVMnz4dABAQEICjR48at2HPCWq1GgUFBdi1axfS09OfdnWGPAMW\nQ1BZWYnS0lJ4e3ujtraWP2HZ2tri9u3bveY1MTHBzp074e7uDqFQiPLyckRFRenYVVdXQygU8ttC\noVDrgv7555/DxcUF69evR2JiYp913rt3L4KDg3XS09PTsWjRoj7zDwbWrl2L7du363z5rHNaOTU1\nFXFxcTr5Dh06xLexN/2vXbuGq1evYvr06fDx8cGJEyd0yuotf0lJCVQqlV6dnzX0aW3IWD9y5AgU\nCgWGDx/ea/kcx+HYsWMAgGPHjqG5uRn19fUG128oaT1QVFdXw87Ojt/ufs7QZyMQCFBdXY2XX34Z\n69evh729PQQCAcaMGQN/f38AgLu7O/9I8fDhw/xjOcbAolQqERQUBDs7O1hbW6OkpORpV2lIMyAO\nQXNzM0JDQ7Fz505YWFjoXJz6+kxnU1MTVq9ejbKyMlRXV0MikWDLli39rsfKlStRUVGBpKQkLFu2\nrFfbr7/+GhcvXsTGjRu10mtqanD58mUEBQX1+/jGJisrCzY2NuA4rusjHgBAQkICqqqq8M4772jF\nWgAdd00vvfQS3NzcAOjXv9OhamtrQ0VFBU6fPo20tDS8++67aGxs1Cqvp/xEhHXr1uHTTz/lbbvW\n8Vmiu9Y90X2s//jjj4iLi8MXX3zR5zG2b9+O/Px8TJkyBWfOnIFAIICZmZlB9RtKWg8Wbty4gR07\nduCXX37Br7/+iubmZqSlpQHouJnYtWsXPDw8oFar8cILLzzl2g5NDh48iLCwMADA/Pnzef0Zvw9P\n7BC0tbUhNDQU4eHhmDt3LgDAxsYGtbW1ADousNbW1r2WUV5eDicnJzg4OAAAwsLCcP78eT5YTqFQ\nID4+HgKBgA8CBDqmcDun8LqyYMEC3pPctGkTX0YneXl5SExMxPHjx3Xu2g4fPoz//M//NPhE/DQ5\nd+4cMjMz4eTkhEWLFuHUqVP81GcnixcvRlFRkVZa9xkQffr/61//AtBxRxUSEgJTU1M4ODhAJBLh\n+vXrWuX1lL+pqQmXL1+Gr68vHB0dceHCBcydO/eZDHbrrvXJkycRHh4OW1vbHse6SqXCvHnz8NVX\nX/Ha9Mb48eNx9OhRXLx4EQkJCQDQY+Bgd5qamvDjjz8OCa0HEoFAgKqqKn5b3zmjp/NKUVERXn31\nVVhZWcHMzAzz5s3j/y9cXV1x4sQJfP/991i4cCGcnZ2N06DniPr6epw8eRJRUVFwcnLC9u3b8c03\n3zztag1t+goyQB8BMOHh4bR27VqttNjYWNq6dSsRaQdadZKamkrvvfcev33nzh0SCoV09+5dIiLa\nvHkzbdiwQe/xvLy8qKCggDQaDQUHB1NOTg4REV2/fp23yczMpOnTp+vNX1xcTM7OzlRRUaF3v7e3\nN+Xn5/fWZCIafIFB+fn5fKBbVy2Sk5Np6dKl/LZGoyGBQEA///wzn9ab/rm5uRQZGcnb2dvb88GD\nhuTviq+vLxUXF/erXYNNZyJtrTdu3Kh3rNfX15NMJqNvv/22x3IsLCy0tu/evUsajYaIiD788EP6\n+OOPe61H9/xd6a/Wg1HngaCtrY0PKnz06BHJZDK6cuWKlk1WVhYfVHj+/Hk+qLC0tJTc3d3pwYMH\npNFoKDIykv72t78REdHt27eJqCNoMSIigvbt22dwnYaq1gNNSkoKrVixQivN19eXD+bsC7Cgwn7/\nnsghOHv2LJmampJMJiOO40gul1NOTg7du3eP/P39SSQSUWBgINXX1/N5HBwcaOzYsWRpaUl2dnZ8\nxO+BAwfI3d2dZDIZhYSE6Fx0OikqKiJ3d3dycXGh6OhoPn3NmjUkFotJLpdTYGCg1kWxKwEBAWRr\na0tyuZw4jqO5c+fy+yorK0koFPbY3q4Mtn/qrhept956iyQSCXEcR/PmzaPa2lotu2nTpunk703/\ndevWkZubG0mlUjp8+DCfLpfLDcrfycyZM5/5twyItLXuaawnJCSQhYUFP87kcjn/hkZsbCwJhUIy\nMzMjOzs7/o2MI0eO0MSJE8nV1ZXeffddamlp4Y/ZVeue8nelv1oPRp0HipycHBKJROTi4kKJiYlE\nRLRnzx5KSUnhbVatWkXOzs4klUq1dPvkk0/Izc2NJBIJRURE8H2yc+dOEolE5OrqSnFxcf2qz1DW\neiDx8/OjEydOaKUlJyfTypUrDcrPHIL+/9hqh48JW7HMODCdjQPT2XgwrY0DW+2w/7AvFTIYDAaD\nwWAOAYPBYDAYDOYQMBgMBoPBAHMIGAwGg8FggDkEDAaDwWAwwBwCBoPBYDAYAIb1ZWBubq4xMTFh\njkM3zM3N+/wkM+PJYTobB6az8WBaGwdzc3PN067Dswb7DsFjwt4lNg5MZ+PAdDYeTGvjwL5D0H/Y\nnT+DwWAwGAzmEDAYDAaDwWAOAYPBYDAYDDCHgMFgMBgMBphDwGAwGAwGA0/oEKhUKvj5+UEsFkMi\nkSA5ORkAUF9fj1mzZsHV1RVBQUFoaGgAANTV1cHPzw+WlpaIjo7WKmvfvn2QSCTgOA6zZ89GXV2d\n3mMWFxdDKpVCJBIhJiaGT09JSYFUKoVcLoePjw/Kysr05t+xYwfEYjE4jkNgYCBu3rzJ71uzZg3E\nYjHEYrFW2YMdjUYDuVyOkJAQAMBHH30EmUwGjuMQEBAAlUoFAEhLS4NcLodCoYBcLoeZmRnKysrw\n4MEDvPnmm5g8eTIkEgni4uL4stetW8fncXV1hZWVld469NV/R48ehampKYqLi38nFYyDRqOBQqHg\nte5prOfl5WHq1KmQyWTw8PDAqVOn+DJmzpyJSZMm8brevXsXgOFjuCetf/rpJ7z++uuQy+XgOA45\nOTm/pxTPDLm5uZg0aRJEIhG2bdum1yY6OhoTJ04Ex3EoLS3l0xMTEyEWiyGVSrFkyRK0tLTw+z77\n7DP+f+aDDz743dvxvJKRkQFTU1Ncu3btaVdl6NPX+sjoZe3uW7duUUlJCRERNTU1kUgkovLycoqN\njaVt27YREdHWrVvp/fffJyIitVpN586do5SUFFq9ejVfTktLC1lZWVFdXR0Rdaz3rm+NdyIiT09P\nKiwsJCKi4OBgys3N5Y/fSWZmJvn7++vNn5+fTw8ePCAiot27d9OCBQv49OnTpxMRkUajoWnTptH/\n/M//9Nj23nQxNklJSbRkyRKaM2cOEWlrkZycTFFRUTp5fvjhB3JxcSEiot9++43y8/OJiKi1tZVe\ne+01XteufPbZZ3rL6qv/mpqa6PXXX6dp06ZprTVvCINJZyJdrXsa66WlpXTr1i0iIrp8+TIJBAK+\nDF9fXyouLtYp25Ax3JvWb7/9Nu3Zs4eIiK5cuUIODg4Gt2uw6TxQtLe3k7OzM1VWVlJLSwvJZDIq\nLy/XssnOzqbZs2cTEdGFCxfIy8uLiIgqKyvJ0dGRHj16REREYWFhtH//fiIiOnnyJAUGBlJraysR\nEd25c8fgOg1VrX8vFixYQHPmzKH4+Ph+5fs/nfu8xrHf//+eaIbA1tYWHMcBACwsLDB58mSoVCoo\nlUpERkYCACIjI5GRkQEAGDlyJHx8fPDiiy9qlTNs2DBYWVmhqakJRITGxka88sorOserqalBU1MT\nPDw8AAARERF82RYWFrxdc3Mzxo0bp7fOM2bMgLm5OQDA29sb1dXVAABra2u0tLTg4cOHePDgAdra\n2mBjY/PY2hgLlUqF7OxsLF++nE/rqoVardarxcGDB7Fw4UIAwIgRIzBjxgwAHX2hUCj4WYXueRYt\nWqST3lf/bd68GR988IFOvz9r6NO6p7Euk8lga2sLABCLxXj48CFaW1v5fBqN7jdTDBnDvWk9fvx4\nNDY2AgDu378PgUDwpE1+5iksLMTEiRMxYcIEDB8+HAsXLoRSqdSyUSqViIiIAAB4eXmhoaEBtbW1\nGDVqFF544QWo1Wq0tbXht99+47Xes2cPPvjgAwwb1vFtt57ON4wnQ61Wo6CgALt27UJ6evrTrs6Q\nZ8BiCCorK1FaWgpvb2/U1tbyF1NbW1vcvn2717wmJibYuXMn3N3dIRQKUV5ejqioKB276upqCIVC\nflsoFPIXdAD4/PPP4eLigvXr1yMxMbHPOu/duxfBwcEAgMmTJ2PWrFkYP348BAIBgoKC4OrqalDb\nnyZr167F9u3bdb58tmnTJtjb2yM1NVXrEUAnhw4d0ntxv3//Po4fPw5/f3+t9KqqKlRWVsLPz08n\nT2/9V1JSApVKxev8LKNPa0PG+pEjR6BQKDB8+HA+7e2334ZCoUBCQoKWbV9juDet4+LisH//ftjZ\n2eHNN9/EZ599NiDtfpaprq6GnZ0dv939nKHPRiAQoLq6Gi+//DLWr18Pe3t7CAQCjBkzBgEBAQCA\na9eu4fTp0/D29sbMmTNRVFRknAY9ZyiVSgQFBcHOzg7W1tYoKSl52lUa0gyIQ9Dc3IzQ0FDs3LkT\nFhYWOhenvj7T2dTUhNWrV6OsrAzV1dWQSCTYsmVLv+uxcuVKVFRUICkpCcuWLevV9uuvv8bFixex\nceNGAMCZM2dw6tQp/Prrr6iursY///lPnDt3rt91MCZZWVmwsbEBx3FdH/EAABISElBVVYV33nlH\nJx6isLAQL730Etzc3LTS29vbsXjxYsTExMDBwUFrX3p6OkJDQ/X2pb7+S0xMBBFh3bp1+PTTT3nb\nrnV8luiudU901+fHH39EXFwcvvjiCz4tLS0NP/zwA86cOYMzZ87g66+/5vf1NYZ70hroiPdYvnw5\nbt68iaysLCxduvRJm/1cc+PGDezYsQO//PILfv31VzQ3NyMtLQ0A0NbWhvr6ely4cAGffPIJwsLC\nnnJthyYHDx7ktZ0/fz6vP+P34Ykdgra2NoSGhiI8PBxz584FANjY2KC2thZAxzS/tbV1r2WUf9FR\nUwAAIABJREFUl5fDycmJvwiFhYXh/PnzfLCcQqFAfHw8BAKBVhCgSqXSOy26YMEC3pPctGkTX0Yn\neXl5SExMxPHjx/m7tvPnzyM4OBgjRozAyJEjERwcjPPnzz++MEbg3LlzyMzMhJOTExYtWoRTp07x\nU5+dLF68WOfuJT09Xe/swB//+Ee4urpi9erVOvt6ygPo779//etfaGpqwuXLl+Hr6wtHR0dcuHAB\nc+fOfSYDC7trffLkSYSHh8PW1rbHsa5SqTBv3jx89dVXWg7W+PHjAQAvvfQSFi9ejMLCQp3jdR3D\nXelJ6846zp8/H0DH47CHDx/yAYvPKwKBAFVVVfy2vnNGT+eVoqIivPrqq7CysoKZmRnmzZvHay0U\nCjFv3jwAgIeHB0xNTXHv3j0jtOj5ob6+HidPnkRUVBScnJywfft2fPPNN0+7WkObvoIM0EcATHh4\nOK1du1YrLTY2lrZu3UpE2oFWnaSmptJ7773Hb9+5c4eEQiHdvXuXiIg2b95MGzZs0Hs8Ly8vKigo\nII1GQ8HBwZSTk0NERNevX+dtMjMz+QDB7hQXF5OzszNVVFRopSuVSgoMDKS2tjZqaWkhf39/+u67\n73psd1+6GJv8/Hw+0K2rFsnJybR06VJ+W6PRkEAgoJ9//lkr/4cffkihoaF6yy4vLydHR8cej21o\n//UUTNcbg01nIm2tN27cqHes19fXk0wmo2+//VYrb1tbG69TS0sLhYaGUkpKChEZNoZ703revHmU\nmppKRB1BhV0DGftiMOo8ELS1tfFBhY8ePSKZTEZXrlzRssnKyuKDCs+fP88HFZaWlpK7uzs9ePCA\nNBoNRUZG0t/+9jciItqzZw999NFHRER09epVsre3N7hOQ1XrgSYlJYVWrFihlebr60tnzpwxKD9Y\nUGG/f0/kEJw9e5ZMTU1JJpMRx3Ekl8spJyeH7t27R/7+/iQSiSgwMJDq6+v5PA4ODjR27FiytLQk\nOzs7PuL3wIED5O7uTjKZjEJCQvgo6u4UFRWRu7s7ubi4UHR0NJ++Zs0aEovFJJfLKTAwUOvk2pWA\ngACytbUluVxOHMfR3Llz+X0xMTEkFotJLBb36JB0Mtj+qbtepN566y2SSCTEcRzNmzePamtrteym\nTZumlVelUpGJiQm5ubnx/bh3715+f3x8PMXFxekcUy6X838b0n8zZ8585t8yINLWuqexnpCQQBYW\nFvw4k8vldOfOHVKr1TRlyhSSyWTk7u5OMTExpNFoiKj3MWyI1hUVFTRjxgySyWQkl8spLy/P4DYN\nRp0HipycHBKJROTi4kKJiYlE1HFB73TEiIhWrVpFzs7OJJVKtcboJ598Qm5ubiSRSCgiIoJaWlqI\nqMOZW7p0Kbm7u9OUKVP4t3QMYShrPZD4+fnRiRMntNKSk5Np5cqVBuVnDkH/f2y1w8eErVhmHJjO\nxoHpbDyY1saBrXbYf9iXChkMBoPBYDCHgMFgMBgMBnMIGAwGg8FggDkEDAaDwWAwwBwCBoPBYDAY\nYA4Bg8FgMBgMAMP6MjA3N9eYmJgwx6Eb5ubmfX6SmfHkMJ2NA9PZeDCtjYO5ubnuCmKMXmHfIXhM\n2LvExoHpbByYzsaDaW0c2HcI+g+782cwGAwGg8EcAgaDwWAwGMwhYDAYDAaDAeYQMBgMBoPBwBM6\nBCqVCn5+fhCLxZBIJEhOTgbQsY71rFmz4OrqiqCgIDQ0NAAA6urq4OfnB0tLS0RHR2uVtW/fPkgk\nEnAch9mzZ6Ourk7vMYuLiyGVSiESiRATE8Onp6SkQCqVQi6Xw8fHB2VlZXrz79ixA2KxGBzHITAw\nUGsd9Pfffx8SiQRSqRSHDx9+EmmMikajgVwuR0hICADgo48+gkwmA8dxCAgIgEql0rKvqqqCpaUl\nkpKSdMoKCQmBVCrlt/fv3w9ra2soFAooFAr8/e9/18nz4MEDvPnmm5g8eTIkEgn+/Oc/a+0/fPgw\nP0aWLl06EE1+amg0GigUCl7rnsZ6Xl4epk6dCplMBg8PD5w6dYov49ChQ5DJZJBIJIiLi9Mq3xCt\nNm3aBHt7e4waNUor3ZC+eh7Jzc3FpEmTIBKJsG3bNr020dHRmDhxIjiOQ2lpKQDg2rVrkMvlUCgU\nkMvlGD16NH+OKywshKenJ+RyOTw9PVFUVGS09jxvZGRkwNTUFNeuXXvaVRn69LUcInpZqvPWrVtU\nUlJCRERNTU0kEomovLycYmNjadu2bUSkvUa8Wq2mc+fOUUpKCq1evZovp6WlhaysrPhlXGNjY+kv\nf/mL3mN6enpSYWEhEREFBwdTbm4uf/xOMjMzyd/fX2/+/Px8evDgARER7d69mxYsWEBEHWuiz5o1\nizQaDanVavLw8NAqszu96WJskpKSaMmSJfySvF3rnZycTFFRUVr2oaGhFBYWRp9++qlW+rFjx2jJ\nkiUkkUj4tNTUVK2+0sdvv/3GL//a2tpKr732Gt8v169fJ4VCQQ0NDUREdOfOnX61bTDpTKSrdU9j\nvbS0lG7dukVERJcvXyaBQEBEHcsl29vb071794iI6O2336aTJ08SkeFaFRQUUE1NDVlaWmqlG9JX\nPTHYdB4o2tvbydnZmSorK6mlpYVkMhm/5Hon2dnZNHv2bCIiunDhAnl5eektZ/z48XTz5k0iIvL1\n9eWX5s3OziZfX1+D6zRUtf69WLBgAc2ZM4fi4+P7lQ9s+eN+/55ohsDW1hYcxwEALCwsMHnyZKhU\nKiiVSkRGRgIAIiMjkZGRAQAYOXIkfHx88OKLL2qVM2zYMFhZWaGpqQlEhMbGRrzyyis6x6upqUFT\nUxM8PDwAABEREXzZFhYWvF1zczPGjRunt84zZsyAubk5AMDb2xvV1dUAgCtXruD111+HiYkJRo4c\nCalUitzc3MfWxlioVCpkZ2dj+fLlfFpXLdRqtZYWSqUSTk5OEIvFWuWo1Wrs2LEDmzZt0jkG9fGK\n1IgRIzBjxgwAHX2pUCj4WYkvv/wSq1at4u9me+qXZwF9Wvc01mUyGWxtbQEAYrEYDx8+RGtrK27c\nuAGRSAQrKysAgL+/P44ePQrAcK08PT1hY2Ojd19fffW8UVhYiIkTJ2LChAkYPnw4Fi5cCKVSqWWj\nVCoREREBAPDy8kJDQwNqa2u1bPLy8uDs7AyhUAgAGD9+PD8bdP/+fQgEAiO05vlDrVajoKAAu3bt\nQnp6+tOuzpBnwGIIKisrUVpaCm9vb9TW1vInLFtbW9y+fbvXvCYmJti5cyfc3d0hFApRXl6OqKgo\nHbvq6mr+HxIAhEIhf0EHgM8//xwuLi5Yv349EhMT+6zz3r17ERwcDKDjBJ6bm4sHDx7g7t27OHXq\nlNbjhMHK2rVrsX37dp0PnXROK6empvLT0mq1Gp988gk+/vhjnQvH5s2bsWHDBowYMULnGMeOHYNM\nJkNYWJjO44fu3L9/H8ePH0dAQACAjmnXq1evYvr06fDx8cGJEyeepLlPFX1aGzLWjxw5AoVCgeHD\nh8PFxQVXr15FVVUV2trakJGRwY+zgdCqP331PFBdXQ07Ozt+u/s5Q5+NQCDQsTl06BAWLVrEb2/d\nuhXr1q2Dvb09YmNjDTrfMPqPUqlEUFAQ7OzsYG1tjZKSkqddpSHNgDgEzc3NCA0Nxc6dO2FhYaFz\ncerrq1xNTU1YvXo1ysrKUF1dDYlEgi1btvS7HitXrkRFRQWSkpKwbNmyXm2//vprXLx4ERs3bgQA\nBAYGIjg4GD4+PliyZAl8fHxgZmbW7zoYk6ysLNjY2IDjuK6PeAAACQkJqKqqwjvvvMPHWsTHx2Pt\n2rUYOXKkVjmXLl3CTz/9hJCQEJ1yQkJCUFlZiUuXLiEgIIC/G9ZHe3s7Fi9ejJiYGEyYMAEA0NbW\nhoqKCpw+fRppaWl499130djYOJAyGIXuWvdE97H+448/Ii4uDl988QUAYMyYMdi9ezfCwsIwY8YM\nODo68uPsSbXqT18xDKe1tRWZmZmYP38+nxYVFYXPPvsMVVVV2LFjR5/nG8bjcfDgQYSFhQEA5s+f\nj7S0tKdcoyFOX88U0MfzrtbWVgoKCqK//vWvfNqkSZOopqaGiDriDCZNmqSVp/uzzoKCAgoICOC3\nT58+TW+88Qa1t7cTx3Ekl8vp448/1inr4MGDtGLFCp06aTQaGj16NBERffjhh3wZnfzjH/8gNzc3\nunv3bo/tWrx4MeXk5PS4vy9djEFcXBzZ2dmRo6Mj2dra0ksvvUTh4eFaNlVVVeTu7k5ERK+99ho5\nOjqSo6MjjRkzhsaOHUu7du2i3bt3k0AgIEdHRxIKhfTCCy/QzJkzdY7X3t7O66qPZcuWUUxMjFba\nihUrKDU1ld/29/enoqIig9s4GHQm0q/10qVLex3rN2/eJJFIROfPn++x3C+++IKPO+ivVt1jCLrS\nV191Z7DoPNCcP3+egoKC+O3ExETaunWrls2f/vQnSk9P57ddXV35PiUiUiqVWmUQ6Wo/atQog+s0\nVLUeaOrq6mjkyJHk4OBAjo6OZG9vTxMmTDA4P1gMQb9/T+wQhIeH09q1a7XSYmNj+X+6roFWnaSm\nptJ7773Hb9+5c4eEQiF/gd68eTNt2LBB7/G8vLyooKCANBoNBQcH8xft69ev8zaZmZk0ffp0vfmL\ni4vJ2dmZKioqtNLb29v5QK9Lly6RRCKh9vb2Hts92P6p8/Pz+UC3rlokJyfT0qVLdezj4+N1ggqJ\niCorK7WCCjsD44g6gg6nTZum9/gffvghhYaG6qTn5uZSZGQkEXX0s729PR88agiDTWciba03btyo\nd6zX19eTTCajb7/9Vif/7du3iajjhMdxHN9f/dXKwsJCa9vQvtLHYNR5IGhra+ODCh89ekQymYyu\nXLmiZZOVlcUHFZ4/f14nqHDhwoVajhoRkUKh4ANp8/LyaOrUqQbXaahqPdCkpKTo3PD5+vrSmTNn\nDMrPHAIjOwRnz54lU1NTkslk/F14Tk4O3bt3j/z9/UkkElFgYCDV19fzeRwcHGjs2LFkaWlJdnZ2\nfMTvgQMHyN3dnWQyGYWEhPR4IiwqKiJ3d3dycXGh6OhoPn3NmjUkFotJLpdTYGCg1kWxKwEBAWRr\na0tyuZw4jqO5c+cSEdHDhw/Jzc2NxGIxTZs2jcrKynpsN9Hg+6fuepF66623SCKREMdxNG/ePKqt\nrdWxN9QhiIuLI7FYTBzHkZ+fH129epXf1znrolKpyMTEhNzc3PhxsHfvXt5u3bp15ObmRlKplA4f\nPtyvdg02nYm0te5prCckJJCFhQU/zuRyOf/WwKJFi/ix1l2PnrTqOsMVGxtLQqGQzMzMyM7Ojn8j\np7e+6ovBqPNAkZOTQyKRiFxcXCgxMZGIiPbs2UMpKSm8zapVq8jZ2ZmkUildvHiRT1er1TRu3Dhq\nbGzUKvP7778nT09P4jiOvL29qbi42OD6DGWtBxI/Pz/+TY5OkpOTaeXKlQblZw5B/39scaPHhC1Q\nYhyYzsaB6Ww8mNbGgS1u1H/YlwoZDAaDwWAwh4DBYDAYDAZzCBgMBoPBYIA5BAwGg8FgMMAcAgaD\nwWAwGGAOAYPBYDAYDADD+jIwNzfXmJiYMMehG+bm5n1+kpnx5DCdjQPT2XgwrY2Dubm55mnX4VmD\nfYfgMWHvEhsHprNxYDobD6a1cWDfIeg/7M6fwWAwGAwGcwgYDAaDwWAwh4DBYDAYDAaYQ8BgMBgM\nBgPMIWAwGAwGg4EndAhUKhX8/PwgFoshkUiQnJwMAKivr8esWbPg6uqKoKAgNDQ0AADq6urg5+cH\nS0tLREdHa5W1b98+SCQScByH2bNno66uTu8xi4uLIZVKIRKJEBMTw6enpKRAKpVCLpfDx8cHZWVl\nevP3Zrd//36IRCK4urriwIEDTyKNUdFoNJDL5QgJCQEAfPTRR5DJZOA4DgEBAVCpVFr2VVVVsLS0\nRFJSkk5ZISEhkEql/Pb+/fthbW0NhUIBhUKBv//97zp5Hjx4gDfffBOTJ0+GRCLBn//8Z639hw8f\n5sfI0qVLB6LJTw2NRgOFQsFr3dNYz8vLw9SpUyGTyeDh4YFTp07xZRw6dAgymQwSiQRxcXFa5Rui\n1aZNm2Bvb49Ro0ZppRvSV88jubm5mDRpEkQiEbZt26bXJjo6GhMnTgTHcSgtLQUAXLt2DXK5HAqF\nAnK5HKNHj+bPcYWFhfD09IRcLoenpyeKioqM1p7njYyMDJiamuLatWtPuypDn77WR0Yva3ffunWL\nSkpKiIioqamJRCIRlZeXU2xsLG3bto2IiLZu3Urvv/8+EXWsLX7u3DlKSUmh1atX8+W0tLSQlZUV\n1dXVEVHHeu+da7x3x9PTkwoLC4mIKDg4mHJzc/njd5KZmUn+/v568/dkV1dXR05OTnT//n2qr6/n\n/+6J3nQxNklJSbRkyRKaM2cOEWm3MTk5maKiorTsQ0NDKSwsjD799FOt9GPHjtGSJUtIIpHwaamp\nqVp9pY/ffvuN8vPziYiotbWVXnvtNb5frl+/TgqFghoaGoiI6M6dO/1q22DSmUhX657GemlpKd26\ndYuIiC5fvkwCgYCIiO7du0f29vZ07949IiJ6++236eTJk0RkuFYFBQVUU1NDlpaWWumG9FVPDDad\nB4r29nZydnamyspKamlpIZlMRuXl5Vo22dnZNHv2bCIiunDhAnl5eektZ/z48XTz5k0iIvL19aUT\nJ07w+X19fQ2u01DV+vdiwYIFNGfOHIqPj+9Xvv/Tuc9rHPv9/++JZghsbW3BcRwAwMLCApMnT4ZK\npYJSqURkZCQAIDIyEhkZGQCAkSNHwsfHBy+++KJWOcOGDYOVlRWamppARGhsbMQrr7yic7yamho0\nNTXBw8MDABAREcGXbWFhwds1Nzdj3Lhxeuvck92JEycwa9YsjB49GmPGjMGsWbOQm5v7WLoYE5VK\nhezsbCxfvpxP69pGtVqtpYVSqYSTkxPEYrFWOWq1Gjt27MCmTZt0jkF9vDM9YsQIzJgxA0BHXyoU\nCn5W4ssvv8SqVav4u9me+uVZQJ/WPY11mUwGW1tbAIBYLMbDhw/R2tqKGzduQCQSwcrKCgDg7++P\no0ePAjBcK09PT9jY2Ojd11dfPW8UFhZi4sSJmDBhAoYPH46FCxdCqVRq2SiVSkRERAAAvLy80NDQ\ngNraWi2bvLw8ODs7QygUAgDGjx/Pzwbdv38fAoHACK15/lCr1SgoKMCuXbuQnp7+tKsz5BmwGILK\nykqUlpbC29sbtbW1/AnL1tYWt2/f7jWviYkJdu7cCXd3dwiFQpSXlyMqKkrHrrq6mv+HBAChUIjq\n6mp++/PPP4eLiwvWr1+PxMTEHo+nz666uhp2dna8jUAg0Cp7sLJ27Vps375d58tnndPKqamp/LS0\nWq3GJ598go8//ljnwrF582Zs2LABI0aM0DnGsWPHIJPJEBYWpvP4oTv379/H8ePHERAQAKBj2vXq\n1auYPn06fHx8cOLEiSdp7lNFn9aGjPUjR45AoVBg+PDhcHFxwdWrV1FVVYW2tjZkZGTg5s2bAAZG\nq/701fNA9//r7ucMfTb6/vcPHTqERYsW8dtbt27FunXrYG9vj9jY2F7PN4zHR6lUIigoCHZ2drC2\ntkZJScnTrtKQZkAcgubmZoSGhmLnzp2wsLDQuTj19ZnOpqYmrF69GmVlZaiuroZEIsGWLVv6XY+V\nK1eioqICSUlJWLZs2RPbDXaysrJgY2MDjuO6PuIBACQkJKCqqgrvvPMOH2sRHx+PtWvXYuTIkVrl\nXLp0CT/99BNCQkJ0ygkJCUFlZSUuXbqEgIAA/m5YH+3t7Vi8eDFiYmIwYcIEAEBbWxsqKipw+vRp\npKWl4d1330VjY+NAymAUumvdE93H+o8//oi4uDh88cUXAIAxY8Zg9+7dCAsLw4wZM+Do6AgzMzMA\nT65Vf/qKYTitra3IzMzE/Pnz+bSoqCh89tlnqKqqwo4dO57p88hg5uDBgwgLCwMAzJ8/H2lpaU+5\nRkObPtcy6Iu2tjaEhoYiPDwcc+fOBQDY2Njwd041NTWwtrbutYzy8nI4OTnBwcEBABAWFoZt27ZB\no9FgypQpMDExQUhICFasWMHfTQEdU7j6puoWLFiAFStWAOi4U87KyoKJiQmKi4t7tBMIBMjPz9cq\ne+bMmf3Ww5icO3cOmZmZyM7OxoMHD9DU1ISIiAitgMjFixdj9uzZAICCggIcPXoUsbGxqK+vh5mZ\nGczNzWFqaoqLFy/CyckJra2tuH37Nvz8/HDy5Em8/PLLfFnLly9HbGxsj/X54x//CFdXV6xevZpP\nEwqF8Pb2hqmpKRwcHCASiXD9+nVMmTLld1Dk90Of1uHh4bC1te1xrKtUKsybNw9fffUVP7YB4I03\n3sAbb7wBoOMxQadD8KRa9aevnhcEAgGqqqr4bX3nDIFA0Ot5JScnB1OmTMF//Md/8GkFBQX4xz/+\nAQAIDQ3VO6PJeDLq6+tx8uRJXL58GSYmJmhvb4eJiQm2b9/+tKs2dOkryAB9BMCEh4fT2rVrtdJi\nY2Np69atRKQdaNVJamoqvffee/z2nTt3SCgU0t27d4mIaPPmzbRhwwa9x/Py8qKCggLSaDQUHBxM\nOTk5RNQRkNVJZmYmTZ8+XW/+nuy6BhV2/l1fX99ju/vSxdjk5+fzgW5d25icnExLly7VsY+Pj9cJ\nKiQiqqys1Aoq7AyMI+oIOpw2bZre43/44YcUGhqqk56bm0uRkZFE1NHP9vb2fPCoIQw2nYm0td64\ncaPesV5fX08ymYy+/fZbnfy3b98moo4xx3Ec31/91crCwkJr29C+0sdg1HkgaGtr44MKHz16RDKZ\njK5cuaJlk5WVxQcVnj9/XieocOHChZSamqqVplAo+EDavLw8mjp1qsF1GqpaDzQpKSm0YsUKrTRf\nX186c+aMQfnBggr7/Xsih+Ds2bNkampKMpmMOI4juVxOOTk5dO/ePfL39yeRSESBgYFaF1YHBwca\nO3YsWVpakp2dHR/xe+DAAXJ3dyeZTEYhISE9ngiLiorI3d2dXFxcKDo6mk9fs2YNicViksvlFBgY\nqHVR7Epvdvv27SMXFxeaOHEi7d+/v8d2Ew2+f+quF6m33nqLJBIJcRxH8+bNo9raWh17Qx2CuLg4\nEovFxHEc+fn50dWrV/l9crmciIhUKhWZmJiQm5sbPw727t3L261bt47c3NxIKpXS4cOH+9WuwaYz\nkbbWPY31hIQEsrCwILlczmvS+dbAokWLyM3NjcRisY4ePWnVqTVRh8MtFArJzMyM7Ozs+Ddyeuur\nvhiMOg8UOTk5JBKJyMXFhRITE4mIaM+ePZSSksLbrFq1ipydnUkqldLFixf5dLVaTePGjaPGxkat\nMr///nvy9PQkjuPI29ubiouLDa7PUNZ6IPHz8+Pf5OgkOTmZVq5caVB+5hD0/8dWO3xM2IplxoHp\nbByYzsaDaW0c2GqH/Yd9qZDBYDAYDAZzCBgMBoPBYDCHgMFgMBgMBphDwGAwGAwGA8whYDAYDAaD\nAeYQMBgMBoPBgAFfKjQ3N9eYmJgwx6Eb5ubmfX6SmfHkMJ2NA9PZeDCtjYO5ubnmadfhWYN9h+Ax\nYe8SGwems3FgOhsPprVxYN8h6D/szp/BYDAYDAZzCBgMBoPBYDCHgMFgMBgMBphDwGAwGAwGA0/o\nEKhUKvj5+UEsFkMikSA5ORlAxzrWs2bNgqurK4KCgtDQ0AAAqKurg5+fHywtLREdHa1V1r59+yCR\nSMBxHGbPno26ujq9xywuLoZUKoVIJEJMTAyfnpKSAqlUCrlcDh8fH5SVlenN393u0qVL/L7g4GC8\n/PLLCAkJeRJZjI5Go4FcLufr/dFHH0Emk4HjOAQEBEClUmnZV1VVwdLSEklJSTplhYSEQCqV8tv7\n9++HtbU1FAoFFAoF/v73v+vkefDgAd58801MnjwZEokEf/7zn7X2Hz58mB8jS5cuHYgmPzU0Gg0U\nCgWvdU9jPS8vD1OnToVMJoOHhwdOnTrFl3Ho0CHIZDJIJBLExcVplW+IVps2bYK9vT1GjRqllW5I\nXz2P5ObmYtKkSRCJRNi2bZtem+joaEycOBEcx6G0tBQAcO3aNcjlcigUCsjlcowePZo/xxUWFsLT\n0xNyuRyenp4oKioyWnueNzIyMmBqaopr16497aoMffpaDhG9LNV569YtKikpISKipqYmEolEVF5e\nTrGxsbRt2zYi0l4jXq1W07lz5yglJYVWr17Nl9PS0kJWVlb8ksexsbH8kq7d8fT0pMLCQiIiCg4O\nptzcXP74nWRmZpK/v7/e/L3ZnTx5kr777jt+adve6E0XY5OUlERLlizh6921jcnJyRQVFaVlHxoa\nSmFhYTrLHx87doyWLFmitfxxamqqVl/p47fffuPXhm9tbaXXXnuN75fr16+TQqGghoYGIiJ+CWBD\nGUw6E+lq3dNYLy0tpVu3bhER0eXLl0kgEBBRx3LJ9vb2dO/ePSIievvtt+nkyZNEZLhWBQUFVFNT\nQ5aWllrphvRVTww2nQeK9vZ2cnZ2psrKSmppaSGZTMYvud5JdnY2zZ49m4iILly4QF5eXnrLGT9+\nPN28eZOIiHx9ffmlebOzs8nX19fgOg1VrX8vFixYQHPmzKH4+Ph+5QNb/rjfvyeaIbC1tQXHcQAA\nCwsLTJ48GSqVCkqlEpGRkQCAyMhIZGRkAABGjhwJHx8fvPjii1rlDBs2DFZWVmhqagIRobGxEa+8\n8orO8WpqatDU1AQPDw8AQEREBF+2hYUFb9fc3Ixx48bprXNvdjNnztTa/yygUqmQnZ2N5cuX82ld\n26BWq7XaqFQq4eTkBLFYrFWOWq3Gjh07sGnTJp1jUB+vSI0YMQIzZswA0NGXCoWCn5X48ssvsWrV\nKv5utqd+eRbQp3VPY10mk8HW1hYAIBaL8fDhQ7S2tuLGjRsQiUSwsrICAPj7++Po0aMvD7p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9PW1oZFixZh1apVGD9+PABAr9fj22+/xZdffomDBw/iN7/5DRoaGvoyDP3i/lhbcv+x/j//8z9Y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\nf3Cc+w/Hun/Y2toaH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Tabla ultimos 15 dias de estrategia\n", "df = afp.iloc[-15:][['A','E','rho','estrategia']].round(3)\n", "df.index = [item.strftime('%Y-%m-%d') for item in df.index]\n", "\n", "fig, ax = plt.subplots(figsize=(9, 8)) # set size frame\n", "ax.xaxis.set_visible(False) # hide the x axis\n", "ax.yaxis.set_visible(False) # hide the y axis\n", "ax.set_frame_on(False) # no visible frame\n", "# loc='best' raise ValueError(\"posx and posy should be finite values\")\n", "tabla = table(ax, df, loc='center', colWidths=[0.1]*len(df.columns)) \n", "tabla.scale(1.8, 1.8)\n", "plt.title('Ultimos 15 dias de estrategia %s'%(afp_name))\n", "plt.savefig('result/A-E_%s_table.png'%(afp_name))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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AErhoestrategia
Fecha
2018-02-0545294.1739817.320.138A
2018-02-0644596.8539777.630.121A
2018-02-0744156.1239823.180.109A
2018-02-0843804.2139777.310.101A
2018-02-0943510.1939836.220.092A
2018-02-1043510.1939836.220.092A
2018-02-1143510.1939836.220.092A
2018-02-1243263.5839860.650.085A
2018-02-1343420.6739849.920.090A
2018-02-1443258.4439858.080.085A
2018-02-1543574.8839901.000.092A
2018-02-1643808.2739894.160.098A
2018-02-1743808.2739894.160.098A
2018-02-1843808.2739894.160.098A
2018-02-1943933.0339916.950.101A
2018-02-2044041.1639957.860.102A
2018-02-2143981.9939984.760.100A
2018-02-2243986.3340029.740.099A
2018-02-2344040.7740034.250.100A
2018-02-2444040.7740034.250.100A
2018-02-2544040.7740034.250.100A
2018-02-2644152.4240045.750.103A
2018-02-2744165.1640050.610.103A
2018-02-2843921.4040013.980.098A
2018-03-0143827.5040015.080.095A
2018-03-0243702.4240023.980.092A
2018-03-0343702.4240023.980.092A
2018-03-0443702.4240023.980.092A
2018-03-0543604.8840049.000.089A
2018-03-0643773.7340076.770.092A
2018-03-0743829.0240069.230.094A
2018-03-0844012.9540089.890.098A
2018-03-0944290.7540042.320.106A
2018-03-1044290.7540042.320.106A
2018-03-1144290.7540042.320.106A
2018-03-1244595.1140033.680.114A
2018-03-1344834.3140112.520.118A
2018-03-1444721.8840116.920.115A
2018-03-1544545.8140128.690.110A
2018-03-1644584.7640158.180.110A
2018-03-1744584.7640158.180.110A
2018-03-1844584.7640158.180.110A
2018-03-1944728.4740222.750.112A
2018-03-2044552.5240215.660.108A
2018-03-2144521.1640186.980.108A
2018-03-2244428.9340164.210.106A
2018-03-2344017.4640157.660.096A
2018-03-2444017.4640157.660.096A
2018-03-2544017.4640157.660.096A
2018-03-2643557.2940178.760.084A
2018-03-2743786.8440219.140.089A
2018-03-2843727.8440253.880.086A
2018-03-2943445.2640296.150.078A
2018-03-3043445.2640296.150.078A
2018-03-3143445.2640296.150.078A
2018-04-0143445.2640296.150.078S/I
2018-04-0243702.9040322.870.084A
2018-04-0343595.8040317.990.081A
2018-04-0443680.3540327.030.083A
2018-04-0543636.8040393.940.080A
\n", "
" ], "text/plain": [ " A E rho estrategia\n", "Fecha \n", "2018-02-05 45294.17 39817.32 0.138 A\n", "2018-02-06 44596.85 39777.63 0.121 A\n", "2018-02-07 44156.12 39823.18 0.109 A\n", "2018-02-08 43804.21 39777.31 0.101 A\n", "2018-02-09 43510.19 39836.22 0.092 A\n", "2018-02-10 43510.19 39836.22 0.092 A\n", "2018-02-11 43510.19 39836.22 0.092 A\n", "2018-02-12 43263.58 39860.65 0.085 A\n", "2018-02-13 43420.67 39849.92 0.090 A\n", "2018-02-14 43258.44 39858.08 0.085 A\n", "2018-02-15 43574.88 39901.00 0.092 A\n", "2018-02-16 43808.27 39894.16 0.098 A\n", "2018-02-17 43808.27 39894.16 0.098 A\n", "2018-02-18 43808.27 39894.16 0.098 A\n", "2018-02-19 43933.03 39916.95 0.101 A\n", "2018-02-20 44041.16 39957.86 0.102 A\n", "2018-02-21 43981.99 39984.76 0.100 A\n", "2018-02-22 43986.33 40029.74 0.099 A\n", "2018-02-23 44040.77 40034.25 0.100 A\n", "2018-02-24 44040.77 40034.25 0.100 A\n", "2018-02-25 44040.77 40034.25 0.100 A\n", "2018-02-26 44152.42 40045.75 0.103 A\n", "2018-02-27 44165.16 40050.61 0.103 A\n", "2018-02-28 43921.40 40013.98 0.098 A\n", "2018-03-01 43827.50 40015.08 0.095 A\n", "2018-03-02 43702.42 40023.98 0.092 A\n", "2018-03-03 43702.42 40023.98 0.092 A\n", "2018-03-04 43702.42 40023.98 0.092 A\n", "2018-03-05 43604.88 40049.00 0.089 A\n", "2018-03-06 43773.73 40076.77 0.092 A\n", "2018-03-07 43829.02 40069.23 0.094 A\n", "2018-03-08 44012.95 40089.89 0.098 A\n", "2018-03-09 44290.75 40042.32 0.106 A\n", "2018-03-10 44290.75 40042.32 0.106 A\n", "2018-03-11 44290.75 40042.32 0.106 A\n", "2018-03-12 44595.11 40033.68 0.114 A\n", "2018-03-13 44834.31 40112.52 0.118 A\n", "2018-03-14 44721.88 40116.92 0.115 A\n", "2018-03-15 44545.81 40128.69 0.110 A\n", "2018-03-16 44584.76 40158.18 0.110 A\n", "2018-03-17 44584.76 40158.18 0.110 A\n", "2018-03-18 44584.76 40158.18 0.110 A\n", "2018-03-19 44728.47 40222.75 0.112 A\n", "2018-03-20 44552.52 40215.66 0.108 A\n", "2018-03-21 44521.16 40186.98 0.108 A\n", "2018-03-22 44428.93 40164.21 0.106 A\n", "2018-03-23 44017.46 40157.66 0.096 A\n", "2018-03-24 44017.46 40157.66 0.096 A\n", "2018-03-25 44017.46 40157.66 0.096 A\n", "2018-03-26 43557.29 40178.76 0.084 A\n", "2018-03-27 43786.84 40219.14 0.089 A\n", "2018-03-28 43727.84 40253.88 0.086 A\n", "2018-03-29 43445.26 40296.15 0.078 A\n", "2018-03-30 43445.26 40296.15 0.078 A\n", "2018-03-31 43445.26 40296.15 0.078 A\n", "2018-04-01 43445.26 40296.15 0.078 S/I\n", "2018-04-02 43702.90 40322.87 0.084 A\n", "2018-04-03 43595.80 40317.99 0.081 A\n", "2018-04-04 43680.35 40327.03 0.083 A\n", "2018-04-05 43636.80 40393.94 0.080 A" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Tabla ultimos 45 dias de estrategia\n", "afp.iloc[-60:][['A','E','rho','estrategia']].round(3)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#%qtconsole" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }