{ "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-MODELO.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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VYmP9TwJbt8LatfD66/D990mP3XlwJ08vfpqpy+ZzoFgE1bfewd7wZoRc/BiS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\nm+YCgjGFjQUCU+j8e+Bfuk/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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 MODELO:\n", "\n", "count 2774.000000\n", "mean -598.525829\n", "std 1822.776027\n", "min -4161.220000\n", "25% -1892.615000\n", "50% -1138.270000\n", "75% 600.532500\n", "max 5254.820000\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 MODELO: -598.525829128\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 MODELO: -0.0211375225474\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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VeFyj0WhARQoF24LNxHTBtmBeGPYCCf9NYGofZdc5v8n5buMC/Arv6iUJhOef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\n/v1v+GHaTF7usIs2TslJQ/xDwM/OfW98wfG8nXz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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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TadWqFZ07d6ZWrVr06tWLnTt3FlqPCadpMFRvsvOyCxgEbwn0D+Rk+kkaRjR0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\n0tqaNVYIzSlswk6umzZZwiW4qa/Q8BlCntiyxXrA1taaQzb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"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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bXurarpa5GgyGE4fEvERCO4VqM05hJkopp8Up++PIH4z/aDwlx0p4+cKXySnO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\nAElFTkSuQmCC\n", "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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PZ3w18E2CEHYC+cMaFB6e7HCuUhATERGRSrQ3LYPUcKp3riOohg0gTxAL1QMz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Dt+ZWmHy5hM62LpSmlUj2ovcCewEyKVirrHgIsq3KYegdk1C7G2XtY/6DE6gfO9YPI3sUyxUgTT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\niImIiIhE8v8By/RyyVCulU4AAAAASUVORK5CYII=\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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iyiuvpLi4mLPPPjsiSHhlZSVnnnkmZWVldO3alWuvvTaqXAPO8khxcTE33ngjpaWlHeSR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+rtMGbQGPS4jh7X+cW//YIZo2cUVYFBbYPqp+HdJihwluoYtRykjU1VRRUDKwcWXWK1EGLRGEad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\nQPv7p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YtJEnDuufTnw4fnKIQOhw8fPvKJorNHrr8euPxyL3YtPfJRTtLQQAmSdetI5yLX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\nSR3BIoYkSZIkSeoI/w9kr7X05IdDaQAAAABJRU5ErkJggg==\n", "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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ItAQjR4aW27eHESPc8oMPRm975pkKSKSQMeanxph1xpj3jTFPGWPapbtPImn3+eewdq0b\ndhbPySe7zK/Dh1PXLxHJGApKJNHAgQOZM2cOo0aNonPnzlRXV7Nq1SpGjRpFt27dmD59OofDPrwf\neeQRhgwZQo8ePbj00kvZtWtXGnsvIiJJUVYWWq6pge3b3fK4cZHbdezohnhIShhj8oFvASdba08E\ncoBp6e2VSAuwdi0MGeI+k+Lp3NnNHrR2ber6JSIZI7ODErGqm6f4GAsWLOCll17i008/JTs7m2ee\neYYlS5awbds21qxZw+OPPw7Aq6++yqxZs3j22WfZtWsX/fv3Z9o0nQuJiGScwkJ3b4zLmgjWi7jg\nAnfSbwwMHQrduikokVr7gcNAJ2NMDtARKE9vl0RagFWrXCZEfU49FVasSH5/RCTjZG5QwvNcZfMz\nz3T3TQkqJOAYM2fOJC8vj/aBasUzZ86kZ8+edO3alYsuuojVq1cDMH/+fGbMmMGoUaPIzc3lrrvu\nYvny5WwPXkETEZHMEByOMW4cLFsWWvf5YPRouO8+d2Lfrh1o6F/KWGv/A/wO2A7sBPZZa19Jb69E\nWoDVqxselFBdCRFpgswNSvj9bgq1qipYswa6dHFXnxpz69LF7VtV5eZmbsKUbH379o1Y79mz55Hl\njh07cuDAAQDKy8sjplfp1KkTxxxzDDt37mziGyAiIq1KcTFs3Qo9ergARU6OMiVSyBhzPHATkA/k\nAZ2NMVekt1ciLcDq1XDSSfVvp0wJEWminHR3IGkKC11K7Pr1Lj02/GpUQwUzJYLHaMKUbMaYBm2X\nl5dHWdg4488++4w9e/bQp0+fRj+niIi0YMGsu6Ii9x2zbBns2uWm/gSYPt0N3wD3Y2DECBW7TI0x\nwJvW2r0Axpi/AacB82tvOHv27CPLEydOZOLEianpoUiqVVe7OhGjRtW/bUEBbNrkLublZO5PDBFx\nli5dytIETQWcuZ8YPp870Vu3zn1INuWELhHHaKDp06dzxRVXcMUVVzBs2DBmzZrF+PHj6d+/f9Ke\nU0RE0sDvd/fWhrLwHnsscptzzoGKCrj+enjggaYF1qWxNgH/bYzpAFQAk4CYuejhQQmRjFZSAj17\nwtFH179tx47Qpw9s3gzDhye/byKSVrWD8rfffnuTj5W5wzfAncCNH9+8E7lmHKN2lkRdWROTJk3i\njjvu4LLLLqNPnz5s27aNBQsWNPo5RUSkBfM8+Phjt1y70GW4ffvg4MFmDR+UxrHWrgHmAe8BawAD\nPJzWTomkW0OHbgQVFOjzSkQazVhr092HBjHG2Fh9NcbQWl5DptB7LiLSBJ7nxlxv2uTWjzrKXVHM\ny3P1JILDN8BNv1de7rIlCgrqzJQIfCY3bKygNFu88xGRjHTrrS6A2tAroLNmQYcObj8RaVOacz6S\n2ZkSIiIiLUVRUSggAfD553DbbS740Lt3qL1fP1i61M3OMWeOhm6ISPps3Ni4oRgFBaEhaiIiDaSg\nhIiISCocPBjd9uijcPzx8I9/hNp274bt293VxqFDFZAQkfTZsKHxQQkN3xCRRkpIUMIYM9kYs9EY\nU2yMuSXG48OMMW8ZYw4ZY25uzL4iIiKtkufB8uWh2Tb27o29XUUF/OAHofVhw9yJfXa2qykhIpIO\n1dVuiFlwNqCGGD4ctmyBw4eT1y8RyTjNDkoYY7KA+4HzgQJgujGmdkh1D/A94LdN2FdERKR18Tw4\n+WQ44ww37afnuYJxseTmwp49bjk7G+6912VHZGe7HwUiIulQWupm3ujUqeH7dOgA/fu7YIaISAMl\nIlNiLFBirS2z1lYCC4BLwjew1n5irX0PqH3Jp959RUREWh2/H7ZuhZqa0OwZ110Xvd3AgW7b/Hy3\nPmIEjB3rlnNyFJQQkfRpbD2JoCFD3FSiIiINlIigRB9gR9j6B4G2ZO8rIiLSMhUWuiuGAH36uCuH\nPXtGbzdjhityWVMT/ZiGb4hIOikoISIpkpPuDoiIiGQcz3Oza4BLgT7zTCgrc+uDB8OYMbB/v9uu\nqAh2BOLzmzbBunV4BePx/2c4hQcMKnMpImmxcSOcckrj9xsyBNauTXx/RCRjJSIosRPoH7beN9CW\n8H1nz559ZHnixIlMnDiR/Px8jNH07KmUH0wzFhGR2BYujFzfsiW0XFoKDz0E06bB4sXw4osum2LH\nDhg5kvLuBZw1Gkq3/JyCDZ+ybJom4BCRNNi4Ef7rvxq/3+DB8Le/Jb4/IpKxEhGUeBcYbIzJB3YB\n04DpdWwfHkFo1L7hQYmg0tLSRndYREQkqcaMqfvxzz5zxS2tdSf+P/oRrFiB9/hzTJjgY+tWgBzW\n7+zKunUwfnwqOi0iEkbDN0QkRZodlLDWVhtjbgCW4GpUPGat3WCMudY9bB82xvQEVgA+oMYYMxMY\naa09EGvf5vZJREQkrVasiP9YVZUrghmsGZGTA8ccA337UrQ+GJAAsBjjylGIiKTUnj1uWs9YtXDq\n078/fPSRG8J21FGJ75uIZJxEFLrEWrvYWjvMWjvEWvvrQNsfrbUPB5Y/tNb2s9Z2tdZ2t9b2t9Ye\niLeviIhIq+V50KtXZFvtE/MXXwwVt6yuht27Q4UxjzBUVsP27U3vijEmyxizyhjzfGD9NmPMB8aY\nlYHb5LBtf2qMKTHGbDDGnBfWPtoY874xptgYc29YeztjzILAPsuNMQqfiGSKzZtdxkNThkjn5MCA\nAYRFWEVE6pSQoISIiIjgAhKnnQaXXQa5uaH2w4cjt7v1VsjLg6wsGDkSKivh3XepLisN28hiMXRv\n5zWnRzOBdbXa7rbWjg7cFgMYY0YAXwVGAF8EHjChgk0PAjOstUOBocaY8wPtM4C91tohwL3AnOZ0\nVERakK1b4fjjm77/4MEawiEiDdZ2gxKeB8uXu3sREZFEKCoCv99lP1RWhtqrq6FrV7jySnjvPZgw\nAX7yExg1Cr79bfj97/FWbGTqN8MrWhrAsOSiPzTpu8oY0xeYAjxa+6EYm18CLLDWVllrS4ESYKwx\nphfgs9a+G9huHnBp2D5/Diw/C0xqdCdFpGVqblBCdSVEpBEyLyhRXAy33OLu4/E8N0butNNcMTIF\nJkREJJmys11QYt48GD3afe/MmQOrVsH11wPgp5BPj0wAagM3uK/8y3jvNKnc0j3Aj44cKOQGY8xq\nY8yjxpijA219gB1h2+wMtPUBPghr/yDQFrGPtbYa2GeM6d6UjopIC7NtGwwc2PT9hwxxQ0BERBog\ns4ISxcUwbJg70Rs+PH5g4sUXQ/PHFxfDokWp66OIiGSu7nF+k1dXQ1kZlJe7db8fPvggYpNC/Aym\nlFAMwWVKbGUQ6yhoVDeMMRcAH1prVxOZGfEAcLy19iRgN/C7Rh24nqdN4LFEJJ2UKSEiKZSIKUFb\njsceCy1bC3Pnwl13RW9XVBS9PnVqcvsmIiKZ74kn4j9mLfztb3DDDVBYCPn57mpkwK7Lb2TzM0MI\n/bZ3wYlhww0FYzsd2W7p0qUsXbq0vp6cDlxsjJkCHAX4jDHzrLVfD9vmEeCFwPJOoF/YY30DbfHa\nw/cpN8ZkA12stXvr65iItAKqKSEiKWSsrZ3V2TIZY2y9fV25Ek45JbT+3nsuTba2YEaFO7Cbh3no\n0MR1VkRE2p7ycigogH374m8zciS8/bZbPuEElz0RcNOXS7n3ufwj651yDvHLif9ixt8uwBdeasLz\nXKZFYSH4fBhjsNbGzVIwxpwF/MBae7Exppe1dneg/SbgVGvtFcaYkcBTwDjcsIx/AkOstdYY8zZw\nI/Au8CJwn7V2sTHmOqDQWnudMWYacKm1dlrD37DWqUHnIyKtWWUldO4MBw5EFuxtjKoq6NTJfV61\na5fY/olIi1Tf+UhdMitTYm/YBZqcnOhq50FDh7rhHRs3KiAhIiLN53lw+umRAYnsbBf4zsmBQ4dc\nW0kJrFvnsibCAhIA4/4xC3iSYKZET99nHJVd63vM82DsWDdWu6AAli1rbE/nGGNOAmqAUuBaAGvt\nemPM08B6oBK4LuyX9/XA40AHYFFwxg7gMeAJY0wJsAfI+ICESJuwfTv07t30gAS4z728PNixAwYN\nSlzfRCQjZU5QwvPge98LrRsTf2wvuAgwuA/e7dth3DgiL0WJiIg0kN8PpaWRbdbCQw/Byy/Dc8+5\n9exs6N/ffd/06+dO2AMuqHqe9hzksOnIoEGGXWU+rl9yMQ9OcLEHny/wPBs3uh3Wr3cBjnpYa18H\nXg8sf72O7e4CosY8WmvfA06I0V6Bm0ZURDJJc4duBA0Y4IaoKSghIvXInEKXfn/k2LXKSrjggvgz\nawQvAJ17rruddppm4RARkaYpLHSza4Tr1g2mTIFXXgl951RVuUC4z+eGcWRnH9n8Fc6iBrjsrI/5\n3e/gYGUO1TY7MvZQWOjus7PdUJCCxhXAFBGpV6KCEgMHRgdrRURiyJygRGGhq/Qbrqws/lWk/fsj\n1zdsaNAVJxERkSg+H9x9d2Rb164umyF8SMeAAaFAgs8HPXoAMJ+vcBkvUEknnlt6LDfcAL4OlWSb\n6sjYQzCj76yz4OmnleEnIom3bVtiMyVEROqROUEJnw/mzw+t5+TEv4rkeVFjecnKcim1IiIiTVG7\n+GFZmZt+OidspOT994PPR3k5PPzLjyj/OBePzlzNvLAdDTt2wKn5HzHrpJdCQzcgNKXoq6/CqFGh\ndRGRRNm61WU5NNeAAcqUEJEGyZyghOfBFVeE1u+4g8gzuTB+f3QRzMpKly0hIiLSFPn50KFDaH34\ncDjqKDdkI2jyZMqXbaZ/f7h2zvEcX1PCa1mTOEwOoalA3aH6dD1A36pSfIQNLVy4MLR86JCbYlRE\nJJE0fENEUixzghK1a0r88pfx50cuLIw9PdHBg8npm4iIZL527Vz2wiuvuNtbb8UsovzsL9ZTXQ1g\nqKA978+4l3a5oWyKn/4U1r7lcfS6t/l87WaYMCFU8+jCCyOf88EHk/uaRKTtSXShSxGRemROUKKw\n0E09FPTZZ3DKKVBcHL2tz1f3zBwiIiKNVVnpMiMmTXI3n8/dfvaz0DbGMOCy0WE7GdoPGUBVtcuS\nyMmBiy8GX5mfoz77hM/pEDnLRu/eeHRmOePx6Bw/+C4i0hT79rnPskC9m2bJy4M9e0JTIouIxJE5\nQQmfDx54wNWGCDd3bvzta+vYMfH9EhGRtqGqKqJ+hOfB8uXg9R7qGq6/nuKXSnh2ed8j27RvD5dc\nAn36uK+vgoJAKaTCQkznjpQwBG/YmCP1kbx3NnAiqzmDNziJVZSTh4hIwmzb5oZdGFP/tvXJznZT\nH9eu4yYiUkvmBCUAunSBE8KmUjcGrr66YfsOHw5jxyanXyIiktk8DxYtckMJV67E89xM0xMmWEbP\nOJlyelG8ZBvDJh/PE0+Edquuhr17YepUGDwY/vQnFzP38PHnrKt5nKuYwDI8XCC96DevUcogashl\nK4OYUPlKml6wiGSkRA3dCFKxSxFpgMwKShw6BMceC/fcA8OGwcaNMHRo7G09L3J9woTk909ERDKP\n58FJJ8Hvfw+7d8Mpp+B/bhN+P1RXGzZX5TOBN7iz5MuEF7MEyM2F116D//kfN9pwzBh37/fDR14H\nashm/abs0IzVI0aE7W0oIz9Vr1JE2oJETQcapGKXItIAmROUKC+HRx91Z3KVlW460HgBCYBOndzZ\nYNAjj8D48dHBChERkboUFbmri2GOeSa8AKVhK4NY3+7kqF0//xxmzQqtW+tGHRYWQl63CrKodrNb\nd98Fd9xB+zvD6lNgqSY7sa9FRNq2ZGRKqNiliNQjM4IS5eXQvz8884y7SvXjH7vCOnXJzoYbb4xs\n27QpVExMRESkif6v0xW1WgzvHo4OSsRy+eVuCMfPv1bKud3fY9mfSvCdMABuvZU/8t2IY9bOvJCm\nM8YMNcasMsasDNx/aoy5sf49RTJIooMSypQQkQbIjKDEs88SmF8tZMuWuvepqXHVxdq3D7UNG3ak\nmJiIiEiDjBsXOfvT8cdH1jdqpMOH3f1RWRVUHAImT6b8cHce5pt8gWWADdwkkay1xdbak621o4FT\ngM+Av6e5WyKptXWrCyQkijIlRKQBcurfpBUYMCC6rW/f6LZw1kLv3u7D97TTYMoU+PnPY8/KISIi\nEo/PB7MONnZeAAAgAElEQVRnw1//Cj/9KYwdyzklR8Gt4IIH0RkNPXrAJ59EH+roo11s3Cv3mP2H\nYyitymPcwX+wlUFU0CHGkys4kSTnAFustTvS3RGRlKmuhu3bY59XN5UKXYpIA2RGpsTZZ0OvXm65\nSxdXMay+4EJNjZudw+eDDz+EBx+Ec89VTQkREWm87Gw3jHDSJIp3+TjllPAHozMbLrjA7VLbCy+4\nryX/wlK2V/XCks1GhgUCEsHARvDeUjhSQYkkmQr8Jd2dEEmp8nI45hg46qjEHbNXL9i/Hz77LHHH\nFJGMkxmZEj4fzJwJq1a5Ypfvvgsvvlj3Pta6SeFfe83N2gGwfj0sXQoXXZT0LouISAY5fBjatTsy\nFWiIIZQtEbx3xS1nzYIzz3Rx8S5dYOHC0ERQhRcOYEBOOVuq+mLJJjLTwgUijs3+hCu/cSy33JLs\nF9e2GGNygYuBn8TbZvbs2UeWJ06cyMSJE5PeL5GkS3Q9CXDn2v36uQyMiNmDRKS1W7p0KUuXLk3I\nsVp/UKK8HJ58Ev71L3dWB+7yU1VV3fsFMyVqp5SVlSWlmyIikrnKP6jm2bdPZd9vPmfPntpXGSMz\nHO65JzQ5VEmJq69cUBCZ4OfL8/G/d+9i6o37+ZSuUc+XRTUfVysgkSRfBN6z1n4cb4PwoIRIxti2\nLbH1JIIGDHDn1wpKiGSU2kH522+/vcnHat1BifJy90FXWRlq27jRnfHVLnxZm7UuKDF5cmT7eecl\nvJsiIpK5yos9Bv5qBodpD2sgPCMilu3bQ8s+n5uNujbPg5n3DODTiK/p0HFrNBVoMk1HQzekLUpG\npgRAfr4u+olInVp3TYmFCyMDEuCm9Xz/fRewKC+Pv29w+MaePe4eIDcX9u5NXn9FRKT18TxYvjxu\nzaGFj33kAhJHClqGAhKXXhq9/Xe+U/9T+v2wuSwH9zUdL8ChehKJZozpiCty+bd090Uk5ZIZlFCx\nSxGpQ+sOSsQawzlgAPzsZ+7Db9AgWLkS7rsPnn8+8oQyOHyjsBCGD3dtI0dqSlAREQnxPDj9dFf8\nYcKEmIGJC2ccB8QeMnj00aGZp7Oz4Y03QkM36pJ/jEdWzWFCRTLjBSAUmEgka+1Ba+2x1lpVvZa2\nR5kSIpImrTsoEZ4DG3TxxaFJ3g8dgrFjXRHMSy5xObLBE8pgpoTPB88957IkrrhCs2+IiMgR3msr\nWL62E15VB1cMed26qG18vX3kmNiBg759Q6MJs7LcV01DlC0tpYocYk0nCpau7InzmIhIEyW7poSI\nSBytNyjhefC970W3T5gAHQJzuefkRNaW2LgxdEIZzJTwPJdfW1kJt9ziIsR1DfsQEZHMV16ON+dB\nzvhyTybwOqN5j/L88TGz6YqKoMoGAwiRxo1zu+TmNi4Zr/DCAfTN3k14oCOPnRiqyKeUfzGpiS9M\nRCSGgwdh3z7o3Tvxx9bwDRGpR+sNSvj9LshQ22WXwcsvu+WiIheYCMrNdfPIQyhTwu935c+DKipg\n0aLk9VtERFq28nLo2xf/LfNYWzWMatqxmSFM2DYvKpnO8+C734XQlJ8hI0a4UYbLlrlhG8uWRc6w\nURdfno85fziK8EDH3XyftziDtZxILz5qxgsUEall2zaX0ZCVhJ8GeXnwySehTGYRkVpab1AiPz/+\nYy+95LIgTjrJ1ZcIqqkJDfkIrykxbFhom/btYcqU5PRZRERavnvuwbOdKKMv9sjXpGFrdX/eeao4\nYlO/H7ZscY8HAxPTpsErr7i4uM8XmmGjoQGJoI6fRA5R7MjnjKcIHwdY2OMaVE9CRBImWfUkwF0g\nzMuDHTuSc3wRafVab1CirrFpV1/tKopVV7t8WXDr4bmzwSlBfT535viFL8BVV7kP5by8pHdfRERa\nIM+j/MH/Yzh+pkfNCmnYsz+yKERhIfQ99hDBYpSGGm6/aguTJjU+CFFbx/Y1QE1gzdLx6EDFzPx8\nLnz5e+RSgQITIpIQyaonEaQhHCJSh9YblCgsjG7r3h3ee8+VNg8GJdq1c4+deSY8/XToLDE4fANc\nW//+cP75DQtI1DM9nIiItGyeBwsWwE03QXFY8oNXtJ4TP3udcvKBnKj9ttt+Eeu7Sjz2f/Q5AF3Z\nywpGM3Tpownp47ivDaUQPzkcpjCnmLEHXnMPlJeTd7iU0rHTuOOaLQl5LhFp45KZKQGagUNE6tR6\ngxLhl6COO85N+VlaCqNHh9pnzYK1a93ya6/BqFGhIpbB4RtBWVmRRTHj8Tw44YQ6p4cTEZGWy/Nc\n0tz06XDvvW5W6GBg4rmSQvYQXugtsnhlPxNKP165Eoad0plP6QYY9tGdtZzgsvUSwOeDtzidZZzJ\nWwOuwDeib0TFzLz2e/n5SS8l5LlEpI1LdlBCM3CISB1ab1Bi5crQ8kcfuctdQcXFrmDlPffArbeG\n2g8dChWxDM+UAJdZUVNDvfx+96FaVRV3ejgREWm5nnwycmiztTB3rlt+6YWqOHu5YRK/mHc8nufi\n22PGQO2gxeLzfu+y9RKhyNWPGE8Rvs2r4M47QxUzAVativzuExFpqm3bkp8poeEbIhJH6w1K3H13\n5PqWLfDOO275gQdi79OhQ6iIZaxMiYYEJcILbFobms1DRERarOCou/Jy+MlPoh8fO9bdX9NxQaDF\nEqrXELw3rN/eiZ//HB57DKwNr+fgln901zGJ73xQx46hipl+Pxw40LAMPxGRuljrMiWSXVNCmRIi\nEkfrDUrMnBn/sS98IbqtfXtYsyZUM6J2pkR1NWzaVP9wjOB0o+CyJZYsaXifRUQk5TzP/ZY//XQ3\nim///uhtvvY1l4D3nbevCrQEg9YWOBy2brjvPvjtb8P3dgGJp65/M2IEYbONG+fqJ+XkuPtg5ATq\nnoFKRKQxPvwQOnVqfnXeuigoISJ1aL1Bid693djao492Qy/CT9hiTel5+DDs3RtaD8+U8Dw3jehv\nflN/nYh//CNyPTxIISIiLU5RkRttZy188knsbQ4ehFNOgdKd7QhO7dmfbczhBwxke9T2oa8JC1Sx\nmHO44oEzI6tmNpfPB2+95YZrvPVW5A8GndyLSKIku54EQL9+LlWtKt4QORFpy1pfUMLz3ATw554L\nlZXuQ+7llyNP2GJFenNzI4da1NS44R6e59Jg9+51bevWxa8T4XmwenVk249+lJjXJSIiSRFePyJS\nrOk0Q8P65vBjzmA524id0myowVDNCDZxGu9EFqdIFJ8vNGQjXKwZqEREmmLLFhg0KLnP0b499OgR\nKjgvIhImIUEJY8xkY8xGY0yxMeaWONvcZ4wpMcasNsacHNZeaoxZY4xZZYx5p84nCubgnnsubNzo\n2jZtik45q53pYIzLlDjrLPdh6HmuEOb557vMiGPCxgDn5MSvE+H3wwcfhNb79YMhQ+rssoiIpI/n\nNT12fIhOFH7rNHp1ryK6voTFkoUlh80MYR0FrjlWpp6ISEuWikwJ0BAOEYmr2UEJY0wWcD9wPlAA\nTDfGDK+1zReBQdbaIcC1wINhD9cAE621J1trx1IXvz86NXbYMDe3W7iiosj1YDGyzZtdvYmiItcW\nnEHj9ddD21ZXw/boVF3AXZnqHTZV3O7dmn1DRKQF8/thz55YjwQLWcYvcLyGUfiuuZzXn/mYXA4T\nmVkRqjkxjE0UEPgu2LQpEd2un9+fmucRkcyXqqCEpgUVkTgSkSkxFiix1pZZayuBBcAltba5BJgH\nYK0tAo42xvQMPGYa3I/8/MjilOCm+WyM7dtdIAJC871fcIFLKwNXo6Jdu9j7+nxw//2hbYcNg+7d\n4eGHlY4mItIChb42wmfTcO7nWoayMcZjbvk7g1+BggKG7n+PUgbwB27gGHaHbWcw1HAv38fHAffd\nkKpMicJC6Nmz/u1EROqTiuEboGlBRSSuRAQl+gDhI3Y/CLTVtc3OsG0s8E9jzLvGmG/V+UxlZdHT\nn23eDIsWRbaNG+eCC/Hcfru7z893++blwXHHubZPPnGTz8crVtali3u8Wze47jqXpXHttS7CrMCE\niEiLsn491NRYImfTcBZyCSsYxwIux5d7kPDgxKNcxdCHfuCC0RUV5LGbG3iAJUyOOP5x7GYEG+Cq\nq9zVxuAMT8nm88EPf5ia5xKRzKbhGyKSZi2h0OXp1trRwBTgemPMGXG3LCyMPYdy7eEaPh+88EL8\nZ/z0U3dfVhYaqhFsg7qLlW3Z4vY5cMAFJYJVhCsqYP78+M8pIiIpd/Bg+FpkXYhZ/AofB5ia8w92\n+vdz950HObXdahZzDjMKV7oZnTwP/vu/jxyhgo4Rx/+QPM7lFbzLvpG6gETQqFGpfT4RyTwHD8J/\n/pOazy8N3xCROBIRlNgJhFeG7Btoq71Nv1jbWGt3Be4/Bv6OGw4S0+w772T28cczG1gabDQGvvOd\n6I0nTAgtf+MboeXFi6FPIElj0KBQPYraQzauvjr6mMXF8K1vuVLulZXRj//hD3VPJyoiIinjeTBz\nZnDN0o7D/I2LmMyLvMFpTOBt91B1NT48brqhhnd6f4nzeTWUlef3u2B0QCF++rCdUIDDsIlhrOt4\naopeVYDnuSw9EZHm2LbNBQtqD49OBg3fEJE4EvEJ9C4w2BiTb4xpB0wDnq+1zfPA1wGMMeOBfdba\nD40xHY0xnQPtnYDzgLjVu2a/+CKz//UvZgMTu3SBa65xs3AMHVp3D489NrQ8eXIoO2LjRti1yw27\nCJ+8fuDAyIKWQY89VvfzlJer8KWISAvx2mvB818DGA7TnhwsL3FRKCABLjvuoYdc1l3wKt6GDW7a\n6MJCVz8owMcBHiM8aG0ZMNBQMLZT8l9QOL9fJ/ci0nypGroBbna7HTugJn6BYRFpm5odlLDWVgM3\nAEuAdcACa+0GY8y1xphvB7ZZBGwzxmwG/ghcF9i9J/BvY8wq4G3gBWvtkrhP5veHrl7t3w/Ll8cO\nHtRWVzX0uXNh4cLItm3b3MlobTNm1P08gwdHzwQiIiJpEZw5OlwZA2Jv/NJL0bWEduxwwwGLilw9\noYBXOSdis4svzY6YlTolCgs1JbWINF+qilwCdOrkPlM/+ig1zycirUZCcrWstYuttcOstUOstb8O\ntP3RWvtw2DY3WGsHW2tHWWtXBtq2WWtPCkwHekJw37iCs14EFRfHDh7U5vO5YR6xXH45XHgh5ORE\ntkcORHZ694ajjgr1Zfz4yMcPH66/LyIikhLDIyantuRwmMv4W6ipW7fQckkJ/OtfkQd4/31373kR\nQ/Nm8HjgK8ViiD2CMOl8PlixAhYsSMOTi0jGSGWmBGgIh4jE1BIKXTZc7WEa1dXw/e/XX8fhL3+B\nfv2i27OyXCAhLw+efDLysY4do7f3++Hzz91yMAARHijZsUPDN0REWoizz4auXQEsvdjFOgrIC5/S\n8z//CS1XV8N774XWw+sVLVzohngEDKWYjZO/z0/6PMHGHz7C0N5pqiXk88HUqel5bhHJDOkISqjY\npYjU0rqCEtnZ0W2bNsUOBIQHKqx1dSRqTxM6cmRouMWUKaHlwkJXdb22wkKXKZGT4+7fftvNuhE0\nZIiGb4iItBA+H5x3Htz6ta0UM4yhbKl7h7Iy9z1z002R9YouvDAqU2/oS/dx185vMPTu77rCyipy\nLCKtUSqHb4CCEiISU+sKSvhj1MAcNix2ICDWtuHTfoIrlBkcCOzzwZtvuuW33iLmAGGfz31w339/\n7OEdJSU6MRURSZPycnj4YXcfVPl5JSf88x58HGjYQaqrXX2J8HpFeXnuauLNN0dvX1MD69crS05E\nWp+aGjeUYuDA1D2npgUVkRhaV1Ai1jScd94ZO4BQWFh/OtqiRZHrRx/tUnY71VFFvbIS9uyJ/9j8\n+XU/p4iIJFx5ufvIv/ZaV+B92TLX7u0+QNmHHfDoHLlD165w222xD7ZxY3S9orw8mD3bFTQOl50d\nmXUnItJa7NzpauvEGrKcLKopISIxtK6gRCzxPkh9PndWevzx7qQxVoDihz+MbsvOhqqq+M9XUeEy\nKeL53/9VtoSISIotXBgaTVddDWeeCStXwvJ1XbmFu5jAssjARFERnHFG/AOWlES3+Xzw979Htt12\nm/uuSfn0GyIizbRpU8SUxymh4RsiEkPrCkrUnkFjyJDYtR+C8vJg9Wr497/dSeOoUaHHsrPhllui\nAwg5OaFpR2M5dAhuvDGyzVVSc3buVBqviEiKXXhhdNtNN8FnBw3V5LKekaz71u8jdxg50n1PxPL6\n67Hbawel77+/aR0WEUm34uLoIvLJFgxKhBUPFhFpXUGJHj0i10tKYNeuuvfx+dzUnXl5LjDx8MOh\nwEOsccA5OXVnSnz+ufsgXbw4dr/69nW5w54Hy5cra0JEJAXy8uCCCyLb3ngDcnMhJ6uakZ22UzCi\nJvRgSQn885/w2muxiyj/6Eexn6h29GPvXgWiRaR1SkdQomtX95m7d29qn1dEWrTWFZS49NLoNLO5\ncxu+v88H06a5sb+5ubHHAdc1fMPzYP9+d1J6ww2h9vCxcdu2wTnnwCmnuPxhVWUXEUmJWGUdsqhh\nfrcbWPbZaHy31SpUuXixOyHfvh3uuAMuvxwuucRNDTp6dOwnqZ1ZMWhQi64nYYzJMsasNMY8H1jv\nZoxZYozZZIx52RhzdNi2PzXGlBhjNhhjzgtrH22Med8YU2yMuTesvZ0xZkFgn+XGmP6pfXWJZ4w5\n2hjzTOA9WGeMGZfuPokkTXFx6odvgIZwiEgUY1tJ+pQxxtpjjoksMmlM5LRtDeV57spWQUH0OOAe\nPWDDBjj22Oj9XnkFzj3XLQczKoyJLtqTnR0aApKb6y7XjR/fuD6KiEiDFRfDiBGumHy4DrmVlFQN\noq/d4T6vw7/z6go+xON50KWLWzbGfb7XVZsiBYwxWGtNnMduAk4BulhrLzbG/AbYY62dY4y5Behm\nrf2JMWYk8BRwKtAXeAUYYq21xpgi4AZr7bvGmEXA7621LxtjvgucYK29zhgzFfiStXZaCl5y0hhj\nHgdet9bONcbkAB2ttftrbWNby7mTSJ0GDXKzDaU6W+KSS+Cqq+BLX0rt84pIUtV1PlKf1pUpEUz1\nysqCK69sWkACQkM6YhUmi1dTwvPg298OrQ8Z4u6tjZq/nn79Qsuqyi6S2TRUK+1WrnQftbUDEgCH\nKnP4g73WFbls395lR1x5ZdMCEuCmm84KfHVaCx9/3LzOJ5Expi8wBXg0rPkS4M+B5T8DlwaWLwYW\nWGurrLWlQAkw1hjTC/BZa98NbDcvbJ/wYz0LTErG60gVY0wXYIK1di5A4L3YX89uIq1TRYWrg5bK\n6UCDNAOHiNTSuoISwSsT1sLPf56cyG5ODuzbF/0jY9EiNzQj6MtfDo1D3rIl8hjbt7v7QYMiq7Lr\nx4tIZvE8GDMGTjtNQ7XSpLjYjZaLX5/YMIdZjOUdvMoOburnefOaFpAAN930CSeE1nftasn/7vcA\nPwLCL+v3tNZ+CGCt3Q0cF2jvA+wI225noK0P8EFY+weBtoh9rLXVwD5jTPcEv4ZUGgh8YoyZGxjy\n8rAx5qh0d0okKbZudTXQcnNT/9waviEitbSuoESQtS5lNhmMcUM0ateDWL48crv//MednObmwoAB\nkY8FL9cdOhRq8zx3vAkT3MlweXly+i8iqeP3w+bNbnntWli6NK3daYsee6whWxmKGcq6/CnNz1zz\n+eDpp0Pr11/vMu9aWGDCGHMB8KG1djVQVyplIschNCllswXJAUYD/2utHQ0cBH6S3i6JJEk6pgMN\nUlBCRGrJSXcHmqR9e5gyJTnHrqkJBQyCPzJ27XKZEb8Pm07uxhvhrrtcbYru3WN/sO/c6bI5Xn/d\n1cLw+93lvM2b4QtfcOua216k9crPD01VXFPjCiVu3Rp/mklJuBkzYM6cyLbwsj6OpQcfU3DvtxLz\nmVs7+LRpk/suSFHtoKVLl7K0/gDY6cDFxpgpwFGAzxjzBLDbGNPTWvthYGjGR4HtdwJhYw/pG2iL\n1x6+T7kxJhtXt6I1l9T/ANhhrV0RWH8WuCXWhrNnzz6yPHHiRCZOnJjsvokkVjpm3ggaMEBBCZEM\n0MDzkQZpXYUugyu//S388IfJeaJ+/eCDsEzVYEHLdu3g8GHXNnw4vPOOO7kNpm8XF8c/Zm6uC0BM\nnBg5hemCBTB1alJehoikwPLlcPrpkcUTH3kEvvnN9PWpjfE86NULDh4Mtc2dC7NnQ1mZxV28tyzI\n/S+mvv3Dpg/bCFdeDn36hNZHjoS3305bkLm+wlLGmLOAHwQKXc7BFbr8TZxCl+NwwzL+SajQ5dvA\njcC7wIvAfdbaxcaY64DCQKHLacClGVDo8nXgW9baYmPMbbhCl7fU2kaFLqX1++Y34dRT4dprU//c\nH3/sLuZpWlCRjNJ2Cl2Cy5K44orkHNvzoodVBKcHDQYkwNWQCM5L7/e7+e7rUlkJS5ZEnjUDFBU1\nr78ikhrx6sEUFkLfvqH1ZGZxSUxFRZEfrQMGuMS2t96CAf2qyaaSkaxnSuUL9QeQG+rAgcj1J55o\nTVlvvwbONcZswhWm/DWAtXY98DSwHlgEXBf2y/t64DGgGCix1i4OtD8G9DDGlADfJzOGOtwIPGWM\nWQ2MAu5Mc39EkmPTpvRlSvTo4QpttrBhbyKSPq0vKJGfn7yTP78/dvn22rKzXXEgcD9KgjNxxJOT\n47b/9NPI9q99rWn9FJHU8TwYNSp2MUufD26/3S1Pn66hGy3Affe5f5a8PHj/h0/wbybwNuPxccBl\ntMyd2/wnqV3I4plnmn/MJLLWvm6tvTiwvNdae461dpi19jxr7b6w7e6y1g621o6w1i4Ja3/PWnuC\ntXaItXZmWHuFtfargfbxgVk7WjVr7Rpr7anW2pOstZdZaz+tfy+RVsZaWL/eZXmlgzGqKyEiEVpf\nUKK42A2dSIb8/PiPBWfaAJc9EZxhw+eDFSvcUIwvftG1HRVWrDsry13KO/vsyHTfrKzI7AsRaXk8\nD/7yl9CJ0/r1oSyp4OO33eaW//nP1PdPGDcOOnRwH6kjRrhRckG+r5zPeIpcQALcifDVVzf/SWfM\nCNUSSdQxRURSZfdu96F53HH1b5ssmhZURMK0vqBEMtUVsQ1mUOTmuurt4RXcfT6Xsh38sfL556HH\n7rzTjWH2+eAHPwidyI4c2fwq8CLSdJ4Hzz/vqiQ+/3x0Gqnnub/T664L/d0OGxb5d1tUBDsCsyh+\n8ommBU2D1atDEx2Fx44B97nbrZtb7t7dBZATka48dChs3Ag/+Ym7T1cKtIhIU/j97rvMpHHCHGVK\niEiY1jf7Rvv27nJYMtSVKTF4MGzb5qYiLSiIHkLi94d+nIQL1o0oLoabbw61V1Q0v78i0jSeB2PH\nuh+UQbWLFRYVRRa9bYjt21M6C0Nbt3Klm70ZXNx448Zab7/fHxo253mJzU4bOtTNwCQi0tqsW+eG\nH6eTZuAQkTCtL1OisjI0dCLR6vpw/PRTFxAZPz52TYv8fJcKV1u/fu5kuPYY5PBimSKSWn5/ZEAC\nQtM6gvubjTUzTvg24MYOHH10aL1v31C9mcaKV0xT4vrVryLXO3WsoeBAUeg9LCyErl1dCoWy00RE\nnGCmRDrl57uLfSIitMagxNChyfsgrStq/NFH8Nln8Su3l5VFTgvYrh107gz33+8K5NX+gTNkSPq/\nEERSpbgYbrklMTMfJEKsv73evUPtfn/kVGXHHuvuR4yIHrp1+umh9dJSOP/8xgcWPM8FPGMV05S4\njj8+fM3yrexH8E0+3b2PnhcaWvfjH8OyZa1phgwRkeRpCZkSgwa54tAiIrS2oERWlvuRn6wTy127\n6t9m0qTYPxgKC+GEE9xMGwCXXOKmjaupcT9wdu50gYqgl17SCbK0DcXFMHy4q90wfHjLCExUVrr7\n8L/Jjz8O/W0HpwIOCs6w8/zzob/b8nI31cNrr0VuGxxD0Bh+f+h9qV1MU2LyPPj730PrOVk13PSf\n2VBd7d7PYEFkY9z/O33eioi4C2jr1qX/wtiQIbB5c+QFPRFps1pXUOKEE9w48GSpPcSioMBlO4T7\n8MPYPxh8PnclbnFg+vbaNSNKSyPHMys6LG3FY4+FTjqshYceSm9/PM9lI0Dk32RFBSxa5B4PFioI\neustdz9jhitkUF7uUk9nzowsbAuRUwY3VGEhDBzoljXMoEEWLXKj4IL+cMNG8tgdagjW+KmqCgWL\nRUTaurIyd27bvXt6+9Gtm/ts/uST9PZDRFqE1hWUSHb6bfg0bwBjxrjU7MJCV08C6v7B4PPBSSe5\n5RdeCJWC79XLHaddO/cBnJ3t0tZE2oIZMyLXFy5M7/CE8KyEcB06uFT/YHHaWP71LzjlFHjggehs\niqDwKYMbKjg7D8C3v924fduoN96IXPd/Psh91gZdc437d66sVFBCRCRo5Ur3PdYSDB4MJSXp7oWI\ntACtKyiR7PTb8Gne+vd3P55eftn9iAlmPjz9dN39WLXK3Vvr0ojBzQd92mkuKv3009CjR2TauEgm\n69078m+mpCSUWp8OhYXRmQydOsHjj7vl7363/mOsXRv/sYEDG5/psHIlfOc7bvn6611WmOpK1CmY\n7HJkfVIHF0gOshbmznVBotzc1HZORKSlWrnSTVXfEgwe7IZwiEib17qCEqk4SQ+f5m3PnujHlyxp\n2nErKuDgQVfMrkOHxE5NJ9KS+f0t6we2zwdnnx3Z9tlncMUVcNZZkWMC4pk4Mf5jmzc3rD5NuLvv\njlwvK3PjEySuCy4IxXYHD3ZJLpxxRuRGl1+u4RsiIuEUlBCRFqh1BSVSWZU+1vSeAA8+WHcfxo2L\n3d6unRu2kZvrlisqNAWgtA2FhZFjV4cOTW5tmIb46lej22pqXO2Xnj3j75ed7QIIv/51ZHvtVNi5\ncxvXn5tvjm5btqxxx2hjPM8lQ2RnuzgvAIcOhTbIyXHBXw3fEBFxrIX33lNQQkRanNYVlEhlVfqO\nHfg+NXQAACAASURBVGO3l5Q0rA9ZWaHLeN27u3TvykpYvdq1vfGGC2CceaamAJTMVlLiZqIJagk/\nELt2jd3ev3/dQ6uqq+GHP3RTBIf7ylci16dMaVx/grN7hKs9PkGOKC+HU091H6nV1bBpk2XdgrWh\nf9fgjBsFBcqUEBEJ2rXLBeD79k13TxwFJUQkoHUFJVJZlT5YDwJcgCEry53o1tcHv9+dANfUuFtB\ngZttoHdvlyI+ebL7AP7ud2HDBnfCvG6dpgCUzFRc7LIIwocrbdqU/v/vGzbEbr/nntCsDfHU1ES3\n3Xln5Po11zQu0Oj3R67n5iooEUdw8pTy8mCLpR87KPjOBPjFLwJN1g2X8zyXPVFcrMCviEhw6EZ4\nUfd0UlBCRAJaV1Ai2bNvhAtOBZqTA3l5bvnUU+vvQ2GhC0Tk5rr7AQPcMdauDRW/DC+CCU2bQlCk\nNag9zW5Quqci69s3NKNOUFaWu7p+3HGNP17tH7xlZY0LvBQWRrc1dgaPNsLvj55R+XuVv8FX8yns\n3Rtq3LrVfWavXAnf/74y0kRE3n7bfS62FD16uEB/+Ge3iLRJrSsokaqABISm86ypgQ8/dPcbN9a/\nn8/nAhdvvOHuO3Vy9SNGjIg8briKivhXbkVas6lTo9uqq+ELX4g9LWeq5ObCiSdGttXUuEyoDz+M\nbG/XDu64w/0tN0R2duOyusrL4S9/ccsDB7r7/HwFKuM45pjotiLGx964vBw+/9xlpKVy+J+ISEv0\n5pvRBYHTyRhlS4gI0NqCEql08KC7r6lxA5fBXWVryEmtz+dm2fD53NXYigp336GDK5Qp0lbEu/qx\nd6+b9jKUg59ctYvKbt0ae5hGeAZTuPHj3fCreNq3d4GO9u3d33hDs7rKy13w4dpr3XowOLFtG5x/\nfpu/sh+rFvD//V/0dj/if+IfJCvLZaulcvifiEhLU1kJ777rLgq0JIMHu9pTItKmKSgRi+dF5gcH\n57gPzpzRGJWV8MorLp27fXs3j11tw4alfzYCkVQ7fDg10156nrsyFCwqu3Klq/mwe3fD9j98GG66\nKf6Qk2HD3OfFG2+4jKiTT254Vtezz0YGQp5+2t1XV7txCu+807DjZCDPc29teC3g8nL42c9C2xgD\ni5/aw+gsf/wD5efDn/6U2uF/IiItzapVcPzxcPTR6e5JpGHDGpaJLCIZTUGJWPz+UKYEuPHI4H6c\njBnT8LTz8nJYsACefNL9UMnOdsGJcCNHwquv6mRZMtO4cfFnssnNbfwsFU3h97tbVZW7nzMn8vEp\nU0I1ZOLZtAkuusgt9+rlTuoeecStt2sXyo7q0CGyqGddPA/uvTeyrUePhu3bwhQXwy23JHZEjt/v\nCsWHj7x44AG3HmQtDBzTA668MvZBBg1y/89Gj9ZnrIi0bW++Caefnu5eRBs50n3Ii0ibpqBELOFn\nveCKVAZZC3PnNuw4CxeGlisq3C0/P3JQ9Pr1StOWzOXzuSygYLHYcPGGSiRaYWHob6662s3RHmSM\nm3Hjz392s4SET80ZrAMD7kpOcLrJ3bvdFKdnnunW164NXcpv167hQQm/H0pLI9t+9ztXuyI72/W7\nFWRQFRe7t2fOHHe/bFlijhteh7S62o2K+etfo7eb+9Ah+NvfYh9k+3YXYA5mu4mItFXLlikoISIt\nloISsfzxj5Hr+/dHrl99dcOOc+GFkeuffeZ+vOzZE9m+caMKsEnmqqlxWQW1i17W1KRm+IbPB+ed\nF1ovK3MZT1/6kvvbGzoUunVzdQemT3cBjFdecbdw4cM9qqvh//2/0HrwUn67dqEaNPUpLIyeK/7T\nT12tjbvugrfeahVX93//+8j1s8+OLhWycqX753/88brjr8EaEsXF7p8oqKYG5s2LXQvt6rHr4h+0\nf38XeMrJadBrERHJSFVV8NprcM456e5JtKFDXR2lhgb0RSQjKSgRy803R66HD7kYMgR6927YcWJd\nHa49lx24E2cVYJNMtX+/y8P/8Y8j25M9fCP4C7e8HF56KdReVeWGa1x9tTsZApexUFQEv/iFCxr2\n6+f+7rMCH5GbNrlfxuHCgxTBaX0bkynhedF1LbKzXe2KgQNbRUACoGfPyPXq6lCsadkyN6rllFNc\nuYyrr3Yj2WLFEDzP1V+bMAFOO80lpdWlc2eX9DL0gqGRY6Szs2HxYre8ZYsraHroUNNfoIhIa1dU\n5Kao79Ur3T2J1r69yyJWsUuRNk1BiVhGj3Znu1de6YZqhP9w2Lat4VkNDRmSYYz7wdRKfoCINEp5\nuft7+c53XHHJxYtDP/Szkvjx43lw7LFuiMVZZ0XOAmItfPRR6Op5eTl885uR+0+c6E6STjjBBU9G\njoQuXdxjxrj7/PzQFL9VVW6oQGOCEgsXRmdVVFTAvn2t6orR2WdHrmdnu1jTsmXu7S8qinx8y5bY\n9TuLitx/lerq6GSyWObPdx/V+Hzu3ynImOgxJEuWNOi1iIhkpMWLYfLkdPciPg3hEGnzFJSIZ/Ro\nly/85S9Hji0fPrzhWQ1+f+hHS7jw6ZisjT9tokhr5nmu0GVlZaha4WuvhTIOKioaNnwj1ryQ9W1T\nVOSOX1XlsiDCZ85o3979kC0pcdsvXBidBfHhhy7IsGyZm1Vj0aJQX4OX8Nu3d58NubnuM6GgwC03\nNKBw4YWxPx8++cS9V62gzkx5eai0RlB1tav98N//3bD9H3648TPDZme77AvAvU9r1oQeHD4cNmyI\n3OGNNxr3BCIimaSlByUKChSUEGnjEhKUMMZMNsZsNMYUG2NuibPNfcaYEmPMamPMSY3ZN618Pje2\nOzjGvDHjvAsL3fzLtf3mN6HlLl00dEMyk98PH3wQWjcGvvpVN0MFuPv6hm94nsvnD58XMtY2X/hC\naJvy/8/eecc5VWb///MkmaFeei8ObYYBgwUVEKSJKAiKHawrossqim35iWwR17osKrIudrHAgv0r\nAgKi0gQHZWyhhaK0ALKgzkVhmEme3x8nd27PJJmSzMx5v1555d7nljy3JLnnPOd8TohKeGpkZwPj\nxtH0wIHAd99R3+65h9YfNMiuOdCuHX0vtaoau3ZRdIWR7dupesaqVXq5yUQiJRTFuTTbwYOkKeF2\nvGmEVsHUyj33AGvWOC/Lzib9zlCIgk3Gj6dsFaOwZWmEw4ZgiECAhEcB8lbMmGGuGwoAEyfGv3OG\nYZjqxN69lDpsHBBLNzhSgmFqPGV2SgghPACeAXABgJMBXC2EyLWsMxxAZyllNoDxAJ6Ld9u0QFGA\nIUPolUiahaIAb79N09nZwJgxlBZy2mn6OqUlTjNMVcVqZYbDZLBv304Oiq1bnXVXjAQCNApurAvp\ntM7GjbTOxo3AokXmkfJjx6i6BkDLd+8m0dlwmPZ55Ai1G6vi1Ktn/gy/nyxnI1lZZF336aP/LiQi\ndBkIUKqGkfnzyRERibgfb5qgqlSi0w234ipa++OP64WOTpywS/kAQIsWdEqcKEkB8fup7KzPp1cs\n6dkTeOMNEjDNzKQPSnMHD8MwTIXw5pvAJZfQb2G6wk4JhqnxlEekRC8A26SUu6SURQDmAxhlWWcU\ngNcBQEqZB6ChEKJlnNtWbTQDZft2MpSys8kY0UZmjx5Na8ODYZLm9dfN840bU/RB27bksJg0icoy\nxCIrS59u0YLEJK0YnR+RCDkljBbxrl3AoUM0ffgwOSnq1KHvYPfu1KecHCrHqbFtm/l7qSjAypV6\n5FNGBs1bnZS//05WdDAY+7i0Y1MU0taoVQsq6mNdnXOhNmpPbVrf0pRAwLkaRmns3g2sWAH8+9/m\n9q++sq/700/Azz+bM+g0xo+PTigKnaf//EePWAHot7ZWLfJ4DB9eJSJPGIZhyp1586iyVDrTtSv9\noWieaoZhahzl4ZRoC2CPYX5vtC2edeLZtuqiqsAVV9C0lPrIp99PD9E+H43IprHhwTBJYw0VnT6d\nDMb8fKqG8NZbJAzg5phQVUq30Ni3j1ItjIZlKESRChqRCPDBB+b9SKmLU0oJ3HUXVdd46SWzEdu8\nub5NcbF9VKlNG72vHTuWRHmUyFnkb6MRqY8/Jl2DWI4JVaV68b/+CtStCzVSD/3wOfqNaoL+Yg3U\nsRPNfUtD/P7kuufz2autxmLlSpIIWbCAsjImTKAgG61wCgBy/p55pt4hVaWHcE2kWIuiYQcwwzA1\niWCQ0jesisTpRp06lDYZj0OfYZhqSaqELkUyG02dOrXktWLFinLuUgUQCNCwoEb79nqe+urVNDJr\nfJBmmOpE//76dK1awNChNP3kk+b1Zsxw3t5pKH7HDrNh6VTBwgmjkOXOnVRFJzfX/N2zim5qqVdG\ntPWjApWqSj6Rvn2B3P7NEURnWi4lVe5xY9EiEuAEgKNHESjKwSZ0g4QX3x5uhTn7B5sN7NKEPlOE\nk06nE71769PHj5M0T7xMmkSn4qKLgIcfBp55xuKQACgdZ8sW/RwFAnSNjTRsyA5ghmFqFs8+C9xw\nQ/w/1qnktNOAr79OdS8YhkkR5eGU2AfAGFPdLtpmXae9wzrxbFuC0SkxaNCgsvS5cvD7KSRNwxhm\nrii0nGGqKzt36tPhsO6gK4m7j3LLLc7b+/1Ay5bmtrZtzYblyJF2kcp4KCrSnQIaWlQTQJEVY8e6\nb3/wIBAMIi9PT4MN/d4Q3bGRHBOlbf/hh6bZYgBhaMfhxW2LL8Lq//5ARnavXuT1SIP0g1AImDmT\nohbefZdSKzQ8HufsGsAs1wE4p2pYURTSEO3Zs5QVVZUcEH/4g36O/H5z5AsA3HorO4CZUhFC/CiE\n+FYI8bUQwqF4LcNUEQoKSE/p9ttT3ZP46Nmz9JROhmGqLeXhlPgSQBchRJYQIhPAGAALLOssAHAD\nAAgh+gD4RUp5MM5tqy6KAjz9tD5vzVM/cYLK/y1fnnJjg2HKnS5dyDg3lswEyIng8ejTGRnu+ygs\n1KebNQO++MJsWLZpY6+0EC9GC1pVgTvuoOnmzclqtg3HQw8tPXKEIi32GrPPBMLIxCDvWqhfWfML\nLPv4739NTc/jVtN+AOAf124B5syh3w0g5cKXoRBlrdx5JzBqFGXBGGncmAI61q2zB8O0aOG+X6vD\nAqAUjX37zME2rgQC5rKzGzfSPWIs/+HzkVOCYUonAmCQlPJ0KWWvVHeGYZLmlVcoQtHNW5xusFOC\nYWo0ZXZKSCnDAG4HsAzARgDzpZSbhRDjhRB/jK6zGMAPQojtAJ4HcFusbcvap7SiSRN92pinrqrA\nn/5ED9RDh9JoKDsmmKqOMdXA5wMaNTKXzARoFLtTJ5o2OiusLFpkrk4xdqy9WkdpJSBiYSzxGQhQ\n+D9An+lW1vPll/VpKdH9K4uYJwT2h5tj/c/Z7p9r3EeU8e211BG9Gs8QfEwjXNoxZ2aSBkWKeOcd\n82mxdmX6dOpqnz7AzTeTzqQQ9H7//e4BLU4ilhMnJhDUoEWgGYVLAaB1a3oXghxEHCXBxIdA6lJb\nGaZ8UFUqPz95cqp7Ej+nn07pG8Z0S4Zhagzl8scrpVwipewqpcyWUj4ebXteSvmCYZ3bpZRdpJSn\nSinzY21brXjzTfO8lqeel0dVATS2bCFJeoapqqgqPVT060dD3D/+SHmsmo6KhqIAr74KdO4cW8wx\nL88+b3XcBQIUbeRE+/bO7YDeLw1NfDYjI3bVi3Hj9GkhsOnMG9w/ww3DPlTUx2zcgKlNnwHZQrrc\nzlQ8glCkBZ1TgHQThg2jc5YCOnRwX9auHXD55fq8olD147Vr6T0nhyp0OnHGGWZNUa+XAlHiIhgk\nXR6AnL6vvKLfT1qVIyntUWoM444E8LEQ4kshhEtuGcOkOdOm0YCX9v9RFWjRgn6/rXpADMPUCHg0\noKIZN05X/i8tz9zopGCYqsacOSREKSUZgJdfTg4DJy2EJk3IYIw1em0Nt1+zxr4vv989N+Duu933\nrShkqGr70sRnrVEdVrTRdwDIzsbeY01sqzTw/uY4+l9CTg7w5z9Drd0cPfEVbsKr+PQbymEQJT4J\ngULUxmLfJXROjTz6aIydJ4+qUiaZWzaZZvs7MWuW/ZQpCkVNaO3NmjlvO2QI8P335NjIyND9Q3Hx\n8st0v2kYxUnjdTQxjJl+UsqeAC4EMEEIcU6qO8QwCbFpE/Dcc6QMXNXo2ZM82QzD1DiSUIhjEiIn\nh6IgZs8mh4SWZ967N+XcG6sLnH9+avrIMGVl9WrgttvMbfuimrVanr+xdGetWsCxY5Tq4VZbsnVr\nGjYPh2k+ErHvS1GAc8+lOuxWPv/cvb+//gpcfDEZqpoTQrOiYxEIkB5GJILQjmO45fbatlUKwvUw\naBA9V7n6XBo0QKDvLdj+aTaM0RG1a1N1CiklaokTuPDTe4FPW5lH+adMid3HJFBVoEcP3S/q91OU\ng7H/sXymjRqV/hm9e1Pwyh6DDEfXrlTlVVH0S2sNrInJyJE0Iqhx4YX6tOZoSninTE1GSrk/+n5I\nCPE+gF4A1ljXmzp1asn0oEGDqob4NlP9KSoi0d+HH646WhJGevUC1q8Hrroq1T1hGCYOVqxYUW4V\nMdkpURnk5ACPPWZuUxQq1aSVSczISCBmmWHSDOuITHGxLiLg9dofjn7+mZwWAwaYHQNGAgHdIQFQ\nGEHXrvGPeA8ZQiUinJDSLIxYmjNCw+8n633TJrzceBKKf3IKNhMllUsdd6uqwH/+g6YHGwB4yLTo\n2DGgbh2J48ci6Cy3Q7n8YqDfKUC9elTH/b334lR/TIx33jE7HQIBei4cMkRv03xHTlEUL74YX7c8\nltP13//qlz0en5ANa/m4b74xdySpnTI1FSFEXQAeKeVRIUQ9AOcDeNBpXaNTgmHShjvvBFq1Av74\nx1T3JDnOOQf4f/8v1b1gGCZOrE75Bx90/MuMC07fSCW9e5OxJgSHFzNVm3vuMc97PLpDobhYLwcK\nkFV7xRW03OgYsJKVRe8+Hzk29NwGM02b2ss/AuQMNIaBNrGnWqBly7i+dyX6naDR9+AbX+DvP90O\nY5QDIQFIdO4cY7eBAHDoEF7HtQ7bA78fAyLwYhu6YOOh5sD//R/pSWRnV4hDAgDeesveNn683QHh\npv9prcThRCBgvg0Ac7ZFUliFLmIJXzA1BiHEe0KIEUKIRJ9xWgJYI4T4GsAXAD6UUi4r/x4yTAUw\naxawciUwd677/2W606sX/Vn89luqe8IwTCXDTolUoig0wjxwYOw8doZJd6z3biSiPxR17Gi20AMB\ncwx/VpbdgldVYPhwmm7ZkiIbIhFg61a7A0NVKeJi9mwySn0+Gtbv1YsMeY3Gje39njkz5vdO01no\n3h3o25deKhRM+7gnnBwKHhHGxI4fxE7d8PuxtP4oPIIHHPeRmQEAxWiMw2iC/0FFfaxDHyozWgEV\nekIhYMkSe/vOneZTnZdnrtCqsWQJpQGXht9vvhylSezExeDBeonZbt0oF4RhgFkArgGwTQjxuBCi\nazwbSSl/kFKeFi0H2qNaim8z1ZNPPgH+8Q/gww+BBg1S3ZvkqVMHOPVUCtVjGKZGwU6JVFO/PtCw\nITskmKpNbq69TSvrtW0bvTT8frLyNR53eO4PBCiCAgAOHiSHgsdjjygKhYDXXqM0jVtvBZYuJQef\nJoigaUAAdsFIAHj/fddDCoXosC64ANi7V+/W+vXUJSuTJwPDz/gfBjXbHPPrHNyvYFjBO67LTxQJ\nAF78hNbogQBOx9foi3VoXbQTS5/Z6r7jJFBV4IEHnJcZs26CQeDKK+3LN2yg8xMPigJ89RUwfz5p\nkG7ZokvsJI2ikKDFggXkNeHfUQaAlHK5lPJaAD0B/AhguRBirRBirBAiI7W9Y5hyZts24JprqNqb\nVm67KnPOOSRszTBMjYKdEqnG5zPnzTNMVcQal29lxgx9WhMg1BgzxrmqRtu2NJ2VRbkEAwcCixeb\nDc+FC/Xp48epeoax5IOmAeH12rqkoj7WnfsXx+ADVaVAi1DIXjJ9+XLzx2qMHQt4PRG8/OO5CAZd\nzgOoYIRThARgrr4BCJxALexARwDAb2iAYVPOKLeKoKoKnHUW8NJLzsuLi+kyhUIk5fHLL+bl778f\nX4SEEUUBRo8GnnyyHBwSAB1EQQGVBmGHBGNACNEUwI0AbgbwNYCnQU6Kj1PYLYYpX375BbjoIuCR\nR+g/sjrQvz+loTAMU6Ngp0Sq8Xrp6Z9hqirBYOnWqVV0oGFDfbq4mPIEjLkC33yjKy/u2EFKiitX\nUnUFoxfBGK4vBKVxGNEcIEuXkmUdRW3QFv067Ue/m7qiQwfg1VfNu33nHb14iBWnwA6AgjMWrG+N\nRYd6IbdrBMGlDpEZIKOc0EtZCkFat3p6gyx5eaA5LcljUV4VQfPyKBsmFmPGAP/8p729YcM0yJRQ\nVXJGnDhBD+MVkNrCVE2iVTNWA6gL4CIp5cVSyjellHcAqJ/a3jFMORGJ0I/0sGHAzTenujflx+DB\nFJLIv+kMU6Ngp0SqMZY8ZJiqyMsvk+aDG7Nn250W1ocNa4UOazWPQ4fMJUE1jBEaHo9zBRtFoTIS\neXk0f8opWPfop/h+Z31ISZuMHQucfjp1S1WBO+5wPxw3dF0GAQmB2cPehFPIBOkyREBOBok//pFS\nGVatiqY3zP4N5JAQADyIIAO6kwKYclflPqjNnGlve+yxNAhMWLxYP79btwIffZTa/jDpxItSyu5S\nyse0Ep9CiFoAIKU8M7VdY5hyYsYM4OhRYPr0VPekfKlfnwScPuagJoapSbBTItWwU4Kp6uhD/3Zy\nc4HLL7e3BwLm+XDY7GCw1ihv1oze27TRnReqSjoSGt26xa6kERWCUL/bidtvtztRduwgO/eddxIT\n/vZ6KUuEqpiR80AggrF4hRwyFvxZKhrjV3hQDH+t7Zj+gIqcHD3r5MJ2AdTFUeiRFAJalMQD+Dv6\nN3SoVJIAWiURpxL2vjiKRNevD1x3naUxGATuu8/RCVNhrFoVe56pyTzs0Lau0nvBMBXFxo3kHX79\n9fh+uKsaI0c650kyDFNtYadEqmGnBFPVMZZksJYhc6shqZX71MjJ0R0K+fnmUNTp03VBg127gKFD\nSehg3jxg+3Zq93pp1CjW8D2JOSAAP7ahs+Mqd91FIozx0Lw5CT2uWUOpGz17AjOvWI0cbMUWdEWO\n2OlcXmLTJoQ1TYnC48DmzabF+8PN8DvqQ9ed0B0oj+FvCDVJvnSwqlIl4nPOcU4//sMfSt+HVdYD\nwSClxkybRu/lJXpRGtbyqBVULpWpOgghWgkhzgBQRwhxuhCiZ/Q1CJTKwTBVn0gEGDeOdCSqg7Cl\nEyNGAIsW8fMxw9Qg2CmRaljokqnqZGUBdetS+kRODpXl1Nizx17CE9D1IgDazlia05q6MXeuWXdl\n82ayrG+7TW/r2JGUKWMxbhwgBPwIoAEKHFf56Sfg119j70bj8GHyuZToaqoqOq5+A60QwssYh+Aj\nbwGtW9u2C8CPAjREBD5sRS42wuxkePnJApiFMCnNg4QvM7B4aXKjYqoKPPssnb5IBDhwwLxcCKoo\nt3UrcMst5CNq3968zqxZDrb/00+b5wcPJqdRRTNiBJWPE4LuuwsvrPjPZNKdCwBMB9AOwJMAnoi+\n7gEwJYX9Ypjy47//pR/x6qQjYaVjR/oD+uSTVPeEYZhKgp0Sqeb4ceDnn1nQh6ma5OfTSM3vv9ND\n0g8/UM1HgIzFrl2dUyr8fn36pJPMDoVu3czrDhgA1Kqlz/t8VKPT6Mzbvt1cdtSCqgLrDudA/Wor\nlMm3Y8xVzhoY1kobsbDKYCAQwKGDYazCYEzDZOROuRTBM6+xfbezuteLuhwkvLW8OKlbPdPycX9t\nA9KcMEKOCQ/CGNBiMxJFVUkz47773NdZuZKyY3JygBdeAC65hHxKRhwrZrRsaZ4PhymcoqJRFDqo\nZ54hMY6Ui1wwqUZK+ZqUcjCAG6WUgw2vi6WU76W6fwxTZo4fB+6/nyIDPdX8Ef7GG0mFmmGYGkE1\n/0VLc1SVRns3brSXRGSYdEZVyflwxhnm9I0TJ0g1GyDxS+MyI0YD8sEH9XlVBU45RV+WmUliDTt3\nAi1aALff7l6txlh21NLVvn0pZaHn6GysvvAxvPBW0zgPlMjIABo0MLdJaamE6vfjo7qXQ9OAkPDg\nueBgW6TIpq9+g4yuU1xYjN2bzQIWOf1bYtUj1hrt5EQRAK56+NSEfyoWLSLNDCe8XpJjsEZAOMlD\nZGY67GDMGPN8rVrxRy1oAhfJ/vZJCZx6KjskGACAEEJTO+kghLjH+kpp5ximPHjlFeC00+hPrbpz\nzTWkIL1/f6p7wjBMJcBOiVQSCAA//kjT1qoCDJOuaBoCV19tX5aZaRbd2rat9KoIhw7Ru6qS58Bo\n5HbuTAZnmzZA06akQulW6eOWWxybAwF6RSIUUDFiROzuGNEkMiIRu93cpo05CESFgrw6g0zrfJR5\nCdST9JWWLgVGXq5FfUSQi604GfbvfaHfWiCABDTD8GHTVm/cPxWhEEU9vOcyRlyrFv30OMkxaNqi\nRl580dKgqsD55+vzigJ89x2dnNLQvEX9+9N7Mo6JoiLyGDEMoYUd1QegOLwYpupSVETaPX/5S6p7\nUjk0aUKqyk8+Gf82+/YBb71FKaELF1JkCcMwVQJ2SqQSv18XKerePXblAIZJB4JBulfdRi6GDSNR\nAiNffOG8H40//5ms9UCADFoj27aRs05VaajfKoRgxMU4zcoy62/Ga/t26kRfyYwMyijJzTUv37PH\nfBoCAWDfkTqGNQR2RLKwcTfZQqtX0+kpLPZBi6a4rc27UHpZ0lUAoG49GFM4fChGXRyDzyfj/qnI\nz6djHz8eePtt53UKC+2XS2OdQ62Cu+6yNOTlmfVBfvvNuSyrE3l5dNLCYXrXImwSgZ0Srgghagkh\n8oQQXwshNgohHo22PyCE2CuEyI++hhm2uV8IsU0IsVkIcb6hvacQ4jshRFAIMcPQnimEmB/dg2Vl\nogAAIABJREFUZp0QwqGmS+UhpXw++v6g0yuVfWOYMvPWW/TH1KdPqntSeUyaRFWsNFFrNzZupJzD\nHj0oijMYJJHsLl2ADz6onL4yDFMmqpZTYupU83RVn3/iCcqX69QJGD6c5tOpfzzP88b5++8nEcNY\nwqyXXmoWoASAP/3Jvj9rVYphw2hI31q9o359ssDvusu9kgdAgofGB4+pU6He/yjWraNIACnNffai\nCEAYXbqQT8RY4QIAmtY5itWjpmPtWkptWDvyUeSNetRU3VRKieee0z/Pv+BRtG1u7KNE1klRB8LU\nqXj4Rns+xKqz76foAsv56f3Jo8jCDyX9KoYPPfA9/nFvAVavBpQnpsa8XqF7pqPXGcWGTBeX6BIA\nEyYA6v2P2rb/5hvjOZOYe8l89Oxp+Txr1IoQJLQRz/0UrYZSwksvxV7faf74cXoYvf/+1H8/Ujnv\ngJSyEMBgKeXpAE4BcK4Qol908ZNSyp7R1xIAEEJ0A3AVgG4AhgOYJUTJF/JZAOOklDkAcoQQF0Tb\nxwE4IqXMBjADwLSYnaokhBDThBANhBAZQohPhBCHDKkdDFM1efZZSmGsSbRvT7/vf/iDc9TDTz9R\nafDBg4FBg2i04L33SGtoxQrgzTeBO+4glWaGYdIbKWWVeFFXqyEbN0rZrVuqe8EwpfPxx1KSGer8\n6thRyoICWnfrViknT6Z3J7ZutW9//fX2tlWraP2CAil9PvfP3rDBtPt9+6Q86STapFs3980yMqSc\nOdN52fLl9m7Pm2deZ/588/J1LwdKlrVvdVzu26cvW7XKuG1EApGSw7Oxb5/8ACMkEI6uH5a9vXny\nTP/vcvZs/TS78c9/xr5UxpfHI+W6debtn37avM6kSS4ftH+/fYfWk+LG7Nnm7V59Nb7tpKQT8MEH\ndIF9PilPPbX0k1KNif4/xvr/rAtgPYDuAB4AcK/DOpMB3GeY/whAbwCtAGwytI8B8Gx0egmA3tFp\nL4BDsfpRWS8A30TfLwXwMoCGAL4tx/2X5XIxTOJ8952UbdpIWVSU6p5UPuGwlFddJeW550q5fTu1\n7dkj5YMPStm0qZR33inl4cPu2+/cKWXbtlIuXlw5/WWYGkxpzyOxXlUrUqI64vW6C/cxTFVACMpz\n/fZbXXAwJwd47DGXcg3R5UuWmPdx113mGpQZGaQpAdB+zzjDeV9PPQV9CJ/SMwYOJBHK4mIqgemE\nz0eZKJdfThGeVvbutbeNGEFdd6tC2aSRHjlQu7Yw6S+edhrgEWFo5T0FpHvmwcKFGIyV8CMAL06g\nU+OfkRc+C18F6mDsWIkzznBPQwmFgCkuxQ+9XvuxRiJ2AUtjVVfAWXMCAHDsmL3t6qvtKpn5+ZQb\nnJ+vt33+uXmdzz5z+RALqgqcfTYwahRd4OJi1uRxQQjhEUJ8DeAAgBVSyk3RRbcLIb4RQrwkhGgY\nbWsLwFhvZV+0rS0A47dhb7TNtI2kcKRfhBBNKuZoEsIXfR8B4G0pZZyFfhkmTXnxRSoB6vOVvm51\nw+OhMqiDB1M58AYNKE1j3z7KM5wxg/Qn3OjYkUqL33RT5ZSrZhgmKdgpkWq83tjh8AyTLpzkki6e\nmQlce23iFRAuuACYNw9o1QrYsoUcC0OG6MuLivTSkqrqbHS2aQOMG2dqWry49PRTgBwKixfTLp59\n1r7822/tbYpC1SfXrnWuQrkzVLtkevsuH669ltJczz0XuHzoL4hID7Tynp2xAyc3cdHmGDkSSq0i\nrEU/rMEAnHYiz7BQYMd26WqDL1zo/pMSDgP33GPPknn7bZgqYQweTA4br5feBw2KrhgMkvPozTfp\n4c5JNVRKEhnTyM8nh9LcufS+ejV91qJF5u3eeIP2b6zG4VSdIxAgJ4SRtm1rlCbPihUrMHXq1JKX\nG1LKiKT0jXYABgghBgKYBaCTlPI0kLPiCdcdJI4ofZVKYaEQYguAMwB8IoRoDoAV75iqSXEx/eZe\nf32qe5I6vF7gr3+ldI3du0m76Pnngezs+LYfOJCeFe69t2L7yTBM8iQbYlHZL1TXcMmdO6XMykp1\nLxjGTEGBlGvXmkPin39eOsb/e732+P94+eorKU8/XZ9/4gnKJwCkrF1bluQ/rF3r/Nnz5pl255QV\nEuvl99MhFhRImZNjXuaWeRKL0IL1lhQN43SkZDoDx+RWdJbyoYfcd/bBByWdmY0bTNu3bXbMNVth\nw4bYxzxmjPlYhZBy64YCKbOzqaF9eyn37ZMFBXRZSz7HenKzstxTak46ST+x559vXtawoenYTK86\ndej6n3oqXfvOne3pGQUFFLIbV35JzQBxhEsC+BssaRsAsgB8F522pm8sgZ6+sdnQHit946fS+lFZ\nLwBNAHij03UBtCrHfSd/sRgmUZYskbJXr1T3ourz22/0/+aaN8kwTFmJ53nE7cWREqnm2DHg99+T\nK4fHMOVNKESj3H36AAMGUNy+dm+OHOm8TdeuyY9SZ2ZSRIRGJEKilzNnUrUNrbSk3w/UrauvVyta\nVrNhw5ImVSVNzUTYvJkCMLQIiPnzgbvvpooUbpknsWh+xJi2ICzTomQ6Ai+OoFnsaiJn6mVBL89c\nhM7YDkQFK2srGY5BBACwZk3sPk6aZD7WLVuAnOAiqnQCkFDY2WdDgYo+fQzRIFZhyt273UNm9+0j\nkbH+/YFly8zLfv3VOQwFoN/DSIQuyqJFdA9Y0zMUhUrHGvn999gHXQMRQjTTUjOEEHUADAXwjRCi\nlWG1ywAEotMLAIyJVtToCKALgPVSygMAfhVC9IoKX94A4APDNn+ITl8J4NMKPajEyAUwWghxA4Ar\nAJxfyvoMk57Mmwdcc02qe1H1qVsXePxx+hOUsvT1GYapVNgpkUpUFbjySuDQIbPxxzCpIBSi3Ms7\n7yQj0MkYrF/fvl1hYam7DgaB++6zSw0gI0OvqqGqVIFmyRIygI25EYqi60ZMm0Yh/AAZ0qqKYJB0\nEOKVJdCoU0f3pygKMHo0lURPxiEBAL7usTaUJe9Z2IWTsRGYONF99V27KJcWgBL5FX9p92p0gcCO\nH7w4+2y73wiw60EYmT2bTqPtWPPyzCvu3WtPl7GkyaBrV+Css5w/KBymY9Ouk5WCAvdOApQ3PXAg\nTXs85pLJoRDlqBiJdR5rLq0BfBbVlPgCwAIp5ScApkXLe34DYCCAuwFAkt7EWwA2AVgM4LboqAcA\nTAAJRgYBbJPRih3RtmZCiG0A7gJFW6QcIcQbAKYDOAfAWdHXmTE3Yph0pKgIWLCAnhWZsjN6NDnG\nP/kk1T1hGMYCOyVSSSCgW2ks1MakmoUL7WU3i4tpNFxVSVDy6FH7djt2AB995LrbYBDIzSVfQm6u\nxTFhjJQIBChfNBKxfx9UFfjmG5qeOxclCpH33IP8nuPQtavEkSOJH/I77yQuhREL1dPQ0mIcjSEt\nieY4iNWtRkPZsDK298PvJzGvjAzg5JPxnTjdtFgT8jSeqmCQnl+NCEG7OPVUmEqamrjsMvN8ixZ2\nDZGcHGD8eJqeNo0e6rRr4sSPPzqLW3TqZL+PMjIodEMjHEbJBb37btKh0C6UVTTjoYeS9yJVY6SU\n30sq+Xm6lPJUKeX0aPsNUspTpJSnSSkvkVIeNGzzmJSyi5Sym5RymaF9g5Syh5QyW0p5p6G9UEp5\nVbS9j5Tyx0o9SHfOBNBPSnmblPKO6Is9V0zV4/PPSfBZixpkyobXC/zlL/S/wTBMWsFOiVTi99No\nI2AeCWSYVOCUniEl8MEHQKNGwAMPuG/7xReui559Vo+UlBKYPt2wsLCQHA6qSt+HZs1sI+OqCqyb\n9yPUo9H0h02bgKVLAQChcHP02j4HTvp6l14KbNigZxh4veblL71EWpvlhaoCfa/WDHmjM8IcJnoI\nLXHgQISUwGNFRykKGeOrVgGrV+PW7OWOKoJa9kwwSNNaloXHQ89dW7aU7MLdAfPll+b5AweAoUPN\n/VNV4P33afqVV+g6GNNPZs8mVfRYtGpFHfnjH/U2ISgCx1jKxJgSZL1wI0fqCvS1a9N5ZBgzAZAW\nBsNUbRYtchYUZpJnzBiKRNywIdU9YRjGADslUomikPx/vXqlWAwMUwm4jcTs2UPRC7GIIebQooV5\nfvbsaFUuVQWuuAL43//0mpOXXUbehMWLAUWBqgKnnw70He9HNwQQQisyWKMOlIXiYoThXFdz9GhK\nVfjxR9Je0Ab5NeKp0JEIgQCweadWW5OiInRniTS0AzMwMb7oKEWBJuyQ0+xnfP7gMng85GSwYpV8\niETIB5CTA7M2hBVVBWbNsrdv2WLuXyBA1wqgkycE0Lq1vvz88yn9x43GjUk9vU0bisJo0ACYPBn4\n9FOK0LE6aLT56dOBvn0pBGT5coqy6NePKm4sW8YjiIwTzQBsEkIsFUIs0F6p7hTDJMzChe56Tkxy\n+HzArbcC//53qnvCMIwBIauI2IsQQlaVviZEQQE9XKeLnoSqUn75nj2khjdgAI1gssOkZuDx2AWg\nGjUCfvnF3JadDUyZAnz3HTkkXMLntdF7Ky++CNx88jq6v4qLKXz/o49oBOPIEUpbWL0as95QMGGC\ntpVEe+zGxm5XQVn+PtC2LYLIQVdshtW/2rQp8MMP5ttWSyORkuzpLVvKN+pfVYG+ZxQisM3oJBHI\nwDEUIQNABjTnxAachp5dfqdymXF+t9Sr/4hzPn8c3+1pgmbNdP+Az0c+zcxMqrhpZMMGXYrDleXL\nKSrCSsuWpNmh9U9Vyelw+DDQrh39Tvzzn/RgJyWdTJtoiIVmzUjk8rffyFPy/fckbPr99/Q7uG+f\nflD/+helbsSiIi5kFUQIASllupTjTDnR0qc2pJQry2n/1fN5hEkvduwgUd99+0r0hZhy4n//o+eY\nYBBo3jzVvWGYakNZnkd85d0ZJkG8Xue861SgqsDZZ5tHR2fNIktu/Xp2TFRX8vNJ8fDyy+0OCZ+P\nRKGMtG5NlRXiGKF++mnn9q1bgdAAP9rk5tIIfPfu9NlHjpRoSqjrN2PSpF6GrQT2oB02BjPQZ9Ei\nwOvF4XATABFYnRL/+Y/9ds3JIft19mxg7Njyt2MVBVj7/kGs998IAGiP3ViFgWiBg7gc76EYABDG\nbIwjh8TKlQl9pwJHOyCwhzQrNIcEQJfopJMo8MLKpZfS6Y0ZJeG0IUAXzyo2ev75pAS/dy+lVxid\nVVr1jlhoUTGqSte6f38KowV0hwRA98C0aaXvT0q6oI89Vvq6TI1BSrlSCJEFIFtKuVwIURdUspRh\nqg6LFtGgEDskyp9mzegP8qWXgPvvT3VvGIYBp2+kHp8vfZwSgYBzOPmWLcCrr6ZPNAdTfuTn0/D6\n3Ll2sUMAmDOHRrCN7N9PtTTjoGVL5/bp04FOpygIzVtBjrnVq4HevanEp9cLdO+Od4MnWyo9SvgQ\nxkk5tSnH1u+H37cViud3GHUbOnQwyxMYyckh+7WiBtaVBgJD8BmG4DPkYAduxisYjJU4GZuQgUKc\nigAuv7CQznuCaQf+Vv9D64a/2drDYRK9dMKpiEYJqkpOgTvvtC9r21ZPqTHy00/6tDV6pjQ9CY0f\nf6SKQwCwcyeldViJROg+i4exY+Nbj6kxCCFuAfAOgOejTW0B/F/qesQwSfDxx+UrfMSYmTABeP75\n9HkGZ5gaDjslUo3XS+Hr6UDTpu7LJk6kvO6q7JhQVRIXqMrHAJTvcTz5ZOzlF14IPPOMvd3sLXDl\n5pvdlxUWAnM/akIPBPXr00j80KGkO7B6NT5aUc+yBek07P7nPDLoV6+G+t4yqBEFmlZDhw4kVp6y\noB6HES0FR7Ea/bEKA7Ea/aEEkxPXUn4/iE9bXwdhEc7UNCF797ZrQubkxNDPDQQobcLpGA4epGtv\nvce0SilO3H576QcBAO3bm+fPPju+7Zy45poan7rBODIBQD8ABQAgpdwGoEXMLRgmnQiHyVk/0DET\niSkPzjiDIiaWLSt9XYZhKhx2SqQar5dGBVOdnxoKUR5/LKzCd1UJVQV69SINAy18vCqiqmRlJnsc\noRCFxU+bRtP33BN7/WDQ2SkRJwcOUNq/GwUFgqKFNGM3EqHjUxRLUQWJkkiJ+66m41YUzNl8JoyV\nN267LcW6h1anRNQAV3AUfZAHBUdJ7GL9+sT2m58P/Pe/yNnyIc7CWtOim24C1q4FzjuPnq+efJIG\ngN58s5Ssq6ws57DgSMRea1Sjfn3nbbp0oZN/6qmxQ42FAOrWpY4ClNM7dar7+qUxalTy2zLVmUIp\nZUl9YyGED9YyOAyTznz7Lf2ZuYUbMuXD+PEULcEwTMphp0SqEYJepVU3qGgWLiQF/Fh06VJ1y5YG\nAuRUKS52T1OJl1RGXAQCJELqZjTGIhQiocL77qNXp05kZMbizDNJCNFK3bqlflwwSAMRsfxtBQUg\np8SaNXQ+T5wAMjOhqmTjmhEohhe7g8ehrt+M5cuBRx81r5GbW2q3KhZrBMnevfZ1wmHgrrsSu38M\nES0/o4lp0T33kFbk+vUU4NCkCfmRrrqqlIiRXbvsvztdulA1IJ/PuUzx8eP2dB6vF3juuZLoFcyY\nYV7epg15TDQR1a1bdVGMbdtI9DIZsrOB4cOT25ap7qwUQkwBUEcIMRTA2wA+THGfGCZ+Vq7kKInK\n4OqrqZyVUdOIYZiUwE6JdCAdxC5HjrTHfluZMKHqil3WqqVPh8PkoFi+PHHHgqpSjcv+/VOTzpKV\npU97vaRwGC8vv2x2PBUWkjGZKE2bUtRJKTiJXD7wgHl+5kyJ/OO5lDfbuzd5MlQVeXkkN2CGoiWK\nsjrh9FvOwNChZg3O1q2BQYMSPJbyRFXtI/duHpmtWxNzKEXrmaqoj71oH3PVRx+N87b0+80lPQFy\nVPToQTuxlilWVeCLL8gpZsTjAbp1o2lFAW68kfatLfvyS+C998g54fFQNRcjDz4YR2cdeOKJqvt7\nxFQ0kwEcAvA9gPEAFgP4a0p7xDCJsGJFiv/Qagj161P9cGtNbYZhKh12SqQD6eCUaNMGeOQRms7I\nsC/PyHAWQqwKqCoJIxoZO5b0CxJ1LOTl0WhxOExRC4mG4ZcVrVIBQCkPbgqHVoJB4O9/t7d37qxP\n164dXyTMsmVxGYPWqNPmzYF777XfRjMwkSI/Nm8mZ9G4cdj25RHL3gQoUqIWBux8DTt+sDvQzjor\nxTZqIEDOhnjIykos6sjnAzweBODHMdSJNjo7PLZvjzOzR1GA//f/zJ/RvTv9FjRrRsdj3Ekg4Kwl\nYlXaVBTKJwHod+PAAWr785/JiXbqqebtr7iC6pkmShzROkzNREoZAQlb3ialvEJK+WIiNTyFEB4h\nRL4QYkHF9ZJhXIhEWE+iMhk/nqpwpPo5nGFqOOyUSAd8vvQQu9SS/4uK7HnhRUXA0aOV36fyIBAg\nw8iJzZvLlsoRp+BjudGunT6dkRF/pITbKMATT+jTx4+ba006sWQJ0LNnXB85Zox9U0WhzAUjt+BF\nc8OJE3j7ZUtlhxIEjBoSRi69NK5uVRx+v3v+yIgR+neqS5eEy4HC7wd69EAt/A79Z9v5PEQidEvH\ndVv/8IM+XVwM/PvfdF9NmACcc47Zaef3OzsPIhG7AKZWHrSwkHJ4li4lj9SPPwKffUbLPB46X9de\n65wiBJCjzEmMtWvXuKJ1mJqFIKYKIf4HYCuArUKIQ0IIB49sTO4E4FIrl2EqmO+/Jy9+q1ap7knN\n4LTTKGrwo49S3ROGqdGwUyIdSIdICUA3JABnjYvZsyuvL+VJrKoi9esnNmJtzaefMqVyUzg+/lif\nLi6OP1Ji3Dh7W7t29lB8Y8lHK507k5EaJwcP6tNer545Eh30p2mvRAbM99pq9MFnOzqa2ny+2J/V\nvj1w+eVxd61iUBTgqafMnfV6yZg/91z6Tg0ZklQ5UCgKsHo13mx1d1yrN2gQ47YOBklTJD/fLmI6\nfTrpyxw7Rv01RgMpCj0oO/GixbFkdSQ88ID9N+7aa3UlTrcSs8XFwCmnkP6JkWPHXA6OqeHcDaq6\ncZaUsomUsgmA3gD6CSHi+vIIIdoBuBDASxXXTYaJweefk1OYqTzGjwdeeCHVvWCYGg07JdKBdHBK\nqCrwf4Yy7g0a2Ne58srK6095YjWYjEydSsf+wgskBBmLUIgMJCOVWZEkGDQ7F4QgVcN4yMkBbrmF\npjWPgKKY0zeA2KqUO3YklK6iFWrIyCC7XDOS/X79Y09qJ3GSb79pu7/iYRijAHr2BN54w/1zbriB\nLkFayAv07k0Hqh300qX00gQ2vv46+X0rCsblrnWJjzBz0UUu5yMYpCiDadMogsEaoeX12oUng0F6\nV1X3yCBr+EtUA6OE++6zp4XdcoveyZEjKSrCSlYWRUQ89ZS5fffuyk+dYqoC1wO4WkpZEgIkpdwJ\n4DoAN8S5j6cATAJX62BSxfr19F/CVB6jR5PgtnWghmGYSoOdEulAOjgl8vLMoftOXvoxY6peKc38\nfBr9dePZZ8nwGT+eLOVYjok5c+xGXCQSv2OgrFhTMIqKKC0g3muiGX1aFEwwSPUknUo4+nwl5SyT\nQVXJhxWJ0G4WL3Y2knfu8uIC3ydQQVVAVNRHbZhHwYcM0StIOvHVV0l3s/yJRjRg1SrSVRgyhHRA\nNGXvI0eAd99Nevc5jQ5hy8T/YPLdxx2zGjSmTHFZEEvMy+Nxdkbedht9j/r2BX7+WW/v0IF+EzZs\nsKf0GMNhvF4KjQ0EzI6HoUP171ubNuT0evFFEsXU2LGDIrjOPNMuxHv4sPuxMDWVDCmlLQdNSnkI\ngINYkhkhxAgAB6WU3yBWrhjDVCTslKh86tWjShwseMkwKYOdEulAOjglrDg98G/bZjYYqgKaeKeR\nWbP06e3bdUfD8eNkPTuhquTAsBKJJOYYKAtOKRi7dtkjNUIh58iP/eaIBITDwF/+Yk7V0SopLFlC\nlRa0qgoATceZx5+XR/YkQFU0jNH5gYC5ssbm4x2wHmdBRX2chg1YhhHQBim9XhqE793bLGdgtE83\nbUqzQXNFAfr00b0wfj9VbNEYO5aM/ERRVWDlSuQ8cyce+7QPbh6tIieHFnm9dMkmTyatTa3dtn2s\nmqkrVlBtUSemTaMLp+H1kjDYvHnOGiNRDQxTmMzu3fQd0ygsNH/f2rQBbr7Z7rSZMcO5fGmsVCOm\nphKrrnUpNa8BUOrHxUKInQDmARgshHjdacWpU6eWvFasWJF4TxnGiV9/pd/Kqlp+vSqjCV6mg8Yb\nw1QRVqxYYfo/LBNSyqRfABoDWAYSlFoKoKHLesMAbAEQBHCfof0BAHsB5Edfw2J8lqy2tG0r5Z49\nqe1DQYGU9etLSQH87q8xY1Lbz0TYt09KIezHMH++lA0aSOnzSdmpk96emUnbOPHxx+7nJCNDynXr\nKueY/vY382f7/XTtjMeckUHLatc2H89NN5V+fT0e8z4LCqRcvpxexs9xoaBAyrVrpfzgA/Nuly83\nr9Otm3F5RHbFJvkBRkggbNruwgv1w9LavF4pZ81y339aMmCAucPXX5/4PtauNV+ndevk3r16U3Z2\njEtUUCBlo0bO19zrlXLVKn29Dh3s67RoEfu+c/vMdev09azfoYwM5+/bhg3m9TZssN80sb6rNZDo\n/2OZ/s+rwwtAGECBw0sFUJTgvgYCWOCyLNFLxDDxsXy5lOeck+pe1Fz69KEHGIZhkqIszyNljZSY\nDGC5lLIrgE8B3G9dQQjhAfAMgAsAnAzgaiGEcbjuSSllz+hrSRn7UzXxetPDM9u2LVCnTux1brut\ncvpSHsyZ46yRcOgQMHgwVRgwDtm7oarAxInuyz2e+KtgJIuqAgsWUPSCEavg38KFeiWE48fNkS1a\n+1lnuX9OJGLWyVAUSkEYMqRU0QZVpQj/AQPsp8sY5aAowOOPG5cKbEVXbEVX2z61QfiFC/W2cJhe\nfr+uI5n2hRiuuso8b9VgiIdatfTpSATIzDTpnsYMZFq0CPjFpaJJOKyXMlUU4LvvgPnzST+lZ08S\nuLVGJcyaVbqIhzVipHdvs8Bn587O++jZk1JCrr9eTw1RFAq/WbAAmDmTqoYkKhbKVHuklF4pZQOH\nlyKlLDV9g2FSzvr1VeAPrRozfjzw/POp7gXD1EjK6pQYBeC16PRrAC5xWKcXgG1Syl1SyiIA86Pb\naXDOZqrTN0Ih0lXYutVu5F5+OTB3Lk17vcAdd1QdXYnCQntbZiZw2WVA3bq6IaZx4oRz+kYg4F4d\nQPuceKtgJEooREbY6acDo0aZq28AlCNhDB02plsAFPquqvT68ENqMx6L10uKlEYSrUgSZc4cOlXF\nxRRtb8SqNVq3rn37k7ALAsXQUjcyMoBbb6Vlgwbp6wkBnH8+STasWUPvaSFyGQuttJubBkM8vPmm\nef7tt20VzJZY3bqqCqxbRzoXVjTNh9q1gQsv1NsVhUS/LruMBCiNZWg1jClQ8aIolJ6hsWOHu0hs\nz57A66+bz5OikILnHXewQ4KpcKSUK6WUF6e6H0wNg/UkUstVV9Hgj/UhhmGYCqesTokWUsqDACCl\nPACghcM6bQEY5Wz3Rts0bhdCfCOEeEkI0bCM/amapNIpoarklTcK2Bm59VagY7Q8YzisJ/CvW5f+\nzolTTzXP33ijeYTVqvbv8bjnxzdu7P45mZkVEykRClEpxDvv1AUanPjxR9IouO46u0jTDz+Q4RcI\nUK4qABw9qi9v08ZeMvWxxxK28levjh1EYw0MMGuDSrTHD2iKnwF4AQh4PCQtoF2qw4fJGQHQ1+XI\nEftAfNqiqsD90SCyzZuB7Ozk9jNunH4ShADGjsV995lXmTTJMBMMkrhEv37AsmX2/UUiFH3x7bfO\nRr7HQ+s4PSBfcEFyx3Daafq+u3fnvGmGYRgNKSkijCMlUkfdulSu+iWuCMwwlU2pTgkhxMdCiO8M\nr++j704jCImW0JoFoJOU8jQABwDE0JOvxsJSZXFKaCOhyToIAgG9MoCV7Gz6c/T7yYgF9Zw6AAAg\nAElEQVQQgkop/PGPFKPfv396OyYGD6Zzq4k3zpxJxpeqUkSEsQQqQAZY3752gUhFAf72N/fPiUQq\nJlJi1iznaA8rmzZRece5c4HXXjMvy8khw69WLedUlv37aUQgM5POU3Y2/SEnSCxtm1mz7L4e66D/\nHnRELfwODyQAicxMOiQNv5+yCTIy6HCqlC0bCJBzCKBrlWwJ2Zwc4KOPgEaNKMUmJ8cx0wEA3cO5\nucCBA3Tdt283p39oFBaSh8cJzSlhFUjNyqIIqmRo3pzeJ04kT1bae5QYhmEqif37KWIzKyvVPanZ\n3HYbiYWn8/Mtw1RDfKWtIKUc6rZMCHFQCNFSSnlQCNEKgJMc+j4AxmHkdtE2SCrTpfEigA9j9aXM\nqp7pSjJOCVUF3niDRmALCigqIJmHfCdDBSCD5NlnaX/BoK58b9Rg2LiRXn36JPaZlYGqUh69Vr7h\nzjv1c2OMGrCiVQQwhpkDwLnnUpnDSIRy4X0+PQ0iN7f8reRg0LlyiBPPPefc3ro18MknNH3RRc7r\naFomkQjlUY4enZSh2K8f8Omnzsv8fnvbuHFU0IH8mDT6/yLGIxKNlCguJj+PNoCvVdrcuJFOdZWy\nZbXqE5s2lT06IDeXynYaymtomQ4mFi60O6GcHFyK4t4fj4d+l6ypGiNHlv0C7N1L39EqdSEZhmEq\nkG+/pWgywVnNKSU3FzjvPBrI+stfUt0bhqkxlDV9YwGAG6PTfwDwgcM6XwLoIoTIEkJkAhgT3Q5R\nR4bGZQACDttXf3y+xJwSqkoaAxMmkEMC0B0EiWIdstbo0UMPIXSr2yxExQs8JoOqkqV29dU06jBt\nGgk1al5vN0cMQEPxxvx6jcJCspCXLaMh6bw8Wq9PH+Cvfy3/YyitVnY8Dy2HDpFlHwjYR7ut5OQk\n7ZAIBoGHHnJfbtWT0D6O9A8EEI2OuOu9AWjQUMDrdY6GqDLpGlY0j8qqVWWPDsjM1J0LsaKkzjyz\n9H1dfDGJc7j1x+slZ1WPHub2AQMS67OGqlIKFQC88w6lhVmjkhiGYWoq33yjp7gxqeWBB0iT63//\nS3VPGKbGUFanxD8BDBVCbAUwBMDjACCEaC2EWAgAUsowgNtBpUM3ApgvpdSU9qZFU0G+AZXfuruM\n/amaJFp9IxCwawwkKU6IcePM8xlRgfLFi3VjxbqORlERGejpRiBA4epGgkHdaePmiAGcKwKoKuk1\n7N4N3Huv3rZkCQkijRlD1nJ5hvqde25y2733Ht1PAB2LU+rG9dfbt7v66qSN5WefNc9nWDTu3QpN\n9O1LXQQEcnM9+K1ZJ/h8JGr51ltV0PkQi/LyqGRmkqNNVWl/TmlUoRCdXDcaNiSHwLFjzik9Gh4P\nVXB50pBVl50NDB+eXN8DAXOk1YkTMcqFMAzD1DC0SAkm9eTk0LOS9szHMEyFUyanhJTyiJTyPCll\nVynl+VLKX6Lt+6WUIw3rLYmuky2lfNzQfoOU8hQp5WlSyks00cwaR6LpG36/Lj6pYRUrjJecHMoP\nHzaMHAxa2cgLL9QNHUOouI10VCh2ioTQDHTA3ckCOFcEcNIEWLhQT2kBqJJHsloBVkIhCpE3kpFB\nETUabsbkSy+R4dqiBelLKIrdCdOgQfn0M0oLi7ztP/9JVSRLKzQRCOi3z5YtZF8fPkwZJz168CC6\nI7VqkTEfCNC9WFxs16lYuDC2FkmzZnQ/f/wx6aq4nWiPh5ZpVWq8Xj2lKxn8fntkFedOMwzDEN98\nYxfoZlLHP/4BrFxprknOMEyFUdZICaY8SNQpoSh2Nf1du4D585MbrT9xAjjnHBK80wxfo6ETa5+x\nRmRTxRtv2NueeEI3pnJyyGo2oiiUEtG1qz3iRDOmhNA1AYw1KgEaQS4vXYk5c+yRM0VF8UXTLF5M\nI+B16ujOGWvUhVM/k3Rqvf8+MGWKuS0jg6L0582LXfnS76fT6YRbddYaT2EhRS8YjXmrToXVoWVF\nc7AB5Fh7913n9U6cIKEQ7bepW7eyqcIrCtVv7dCBfvO6d7d/jxiGYWoiv/1G0Zi5uanuCaNRvz4J\niN90Ew0EMAxTobBTIh1IRuiyXj1615wIPh8pBidaEUNVyfB44AHg7rvpDzEjw2zo5OW5b5+fn1i/\nKwOnEoZ165rnjdUDcnLIgHfTaVAU4PHHab+aJsDhwzSSrDFtWuXkGzRsSNc6VvQKQE6qHTvo+loj\nQ8JhMjCNTJhAKS5xEAqRhsSIEcBll5mXeTz2NjcUhYpJOOH1Okt71GhUlRxM4bCeQtG6tV2nwqm8\nJ0Df64wMoF07c7vbfbtnj7lU8F//WvZ7vE0b4LvvgDVrKPWpWuXoMAzDJEkgoD9/MelDv36kLXH+\n+RQ1wTBMhVFq9Q2mEjhxghTuW7Qo3djU0FIH6tWjShLHj9N8ohUxAgHy0AMUpv3RR7TPeEoceDwU\nWZBujBhBkQLHjtF8bq77CK8QFIFw+DClRAQCZPg9+SQ5eDQKCyktQkMb5te851Om0KhveRhZl1wC\n3Hef87Jff6V0jOHDKbqhqIiul3YNjSxYQEagUeQyM5O8Brm5wFBDYR0pKXrkscdidi0UooFuLcvH\nyrBh7jaxE5s2ObevX5/YfmoEWsoGoFd+qV3bWQPFiaIiundq1wZGjdLbH3qInHTW/XgsPuspU8hT\nVNZ7XNPXYBiGYQjWk0hfrrkGaNyYyqWfcgqVm2/Rgp7dT5yg/9ZWrciB0b59qnvLMFUWjpRINcEg\n8NVXFOuemxv3aHWJU8Ja2tLnS6wiht9P2/h85GDo1csuyNe7t31kXevDwIHx97myUBSqTgKQYeVz\n8L0FAjQcL6VdF+Orr0jgYOlSmldVKgu1erUeiaIowFNP6dts2VJ+mhKHD8de/vXX9K55Blq3drbg\n27Ujx4V2/F4vVWto04auqdEBJgQwdmypXZszx90hAcSuwhEvs2fHTvuosWilRQHdGVhYaHdCxIps\n+vpreqAy3i+7dzvfu/Xrm+d37Sq/e5xhGIbRYT2J9Gb4cHrWvf56Gp355BP6r924kVIi336bnEpj\nx7qXnGcYJibslEg1xtKP2mh1PLgJHYbDZGTEi6pSpEAsFX5FoR/fadOc+xFvnysTVSVjPBJxFqH0\n++mVkUGioU7Hf8UVtJ9AANi7l9Yxam10766PJifqDIqF309ilD4fTVvFAK+8EvjsM31++3bgkUeA\n5s3N6z3+OP2RnjhB8+GwHo6vKOR8mT+f0na2bCk1SicUcg/gqFWLKl4m6kywapL6fBQlyTiglRZV\nFGDyZGoLhRJL2dLKexqjfsJhoEkT+7rW1KxwOLZHimEYhkmOb79lp0S6U7cuVSp76ing9ddJWHzW\nLODpp0mb6ccf6Zly4EAuJcowScBOiVRjzPePc7QaAFBQ4NyelRW/4KKq6ikK4XDsChKKAvzpT2Qk\nG0mkz5WJx0POBqs+hoZm4K1aRXmCThUpjh2j85GVpTsfvF7d+bBrl+7MSNQZFAtFIev+iSdIGPCl\nl8zHdeIE/fkZ+e47Eio1EonY17N+zujRlKoSR9rQnDnuyz74wJztEi/PP2+eL8/TWG1RVeCGG/R5\na/UNo6ZKnTrmba+9lh6ejCdZSvoeWDnrLHvbiy8m12eGYRjGGW3Aw/p8xVQtFIUeas47jwaP4hEn\nZximBHZKpJqcHHJMDBoU12h1CVqZPiOtW5OBHW/OdyBgNlpLc2ho6vnr1lEUwXnnJdbnyuTECbKi\nV62yCwFqaLntiuI8AtytG50PrfQiQO+aQef30wizVkmgvKpvaP0/4wzqW+/eNIKSkUEj3SefTOdf\nCzOoVYscRtrnN2xIHn2v1yya1b17maonGIs2WJk7N7l93nOPeb5Ll/I9jdUOLTXDWI421r2n6aoY\nWbqUTrSGEJSuZMX4GRp33RV/XxmGYZjSOXCA/qubNUt1T5iyIgTVRfd4aMCHYZi4YaHLdKBlSxrV\nT8S4NxoVGpmZiYnQFRSYDY9nnil9e82Qb9uWyoGmo0MCIOHPpk2Bzp1LXzcQsBtvt91G53PtWuC6\n6/R2Y6i7opBoZP36wIMPlm8lAVUFtm0jUSUtqmPjRl2AVFGAnTupbuaFF5JGwEcf0XVRVRohv/lm\nc3rQpElJ93H1auC559yXJ2ur9uwJbNgA/OtfJJJ52WVckCEhmjWzO91KK102aRJF1VxwAX3/fT57\nlA1g1pRo1IiEU1nsg2EYpnzZuNG9PjZT9fB6KaqwVy8SybRWvGIYxhGOlEgHvN7Ew7ysJS4B0j2I\nV4hOVc1lMYHEhrszMtI7v/z33+lcxJNr7/fbnTyzZlEZqGHDzLmB1lD3unUpnaMslrSqUvSJ1ldV\nJUGlW24xC2taBUjbtCHHgyZaqFVmiESoGkezZmadi5tuSkqUNBh0HkgfN45uoQ0bymar9uxJOq9/\n+AM7JEqld29KNdLSiayiHABFPHm9+rwWLXPppfrF6t2bom7c0ptCISoTDJBzLi8vufwchmEYJjab\nNrFTorrRqRM9c5VS0YxhGB12SqQDPh+NwCeCkzBjixZkXFiNXCc++8xeRjKR4e50dkqoKnDoEFnM\n8YgAKgqlvXTpQsdlLYVoJDOTIhM0fL6y5Q2qKpCdDZxzjt7XvDyqqlBcbNcLSISMDCpRpZGAKGl+\nPgWIaAVHrEydSlIX77zDg+eViqKQo2ziRJrft898j6sqjc6Ew1Si7B//oIcjANixg+41bT+apopT\netPChfp9feKEs+YEwzAMU3bYKVE9mTSJxMRZKIth4oKdEulAMoatU773gw/S+0knkaESyyC3CiD+\n+c+JWZeRCKUPxKv6X5kEAtS/RIz6Nm3IEl+1yl7tQsPj0UtqapTVKREIAAcPUn83bQLWr6eQAY2u\nXeMXWejdm6I+vF4aTe/QAbj4Yn15HKKkoRD9j55xBgXODBgA/PSTfT2ueJVCMjKAN97Q5433+Lvv\nkqMCoDzlRo3IGQEAmzebvwtO0TcagwbR/QK4a04wDMMwZYedEtWT5s0pWuLf/051TximSsBOiXQg\nmfQNJ6dEgwYUAfHLLzRSGssgv+IKc4j3LbfE/9mqCrzyCo269+2bfo4JzYh3C013Q1Fo3YMHnZdH\nIlR+00hZnRJ+v278de9O0SuhkL780Ufjz2nQhEjXrAGGDtWFs848k0pIliJKGgqRtMn06aV/1J/+\nFF+XmApAVYHDh/V5TaA2GLQ7nTp0oGWJfhcOH9Z/H9w0JxiGYZiyIaWuF8VUP269FXj1VWfRaYZh\nTLBTIh0or/SN554jZ4OGx2PWFDBy9Kj5M0eNit+5kJdH6RFS0kj/+vXx97sy0ELl5sxxr7zhRiBA\nehRufPGFeT4eh1KsdBpFAWrXpunVq0kXxIh1vjS00e86dahfhw7R/TVlSqmipAsXUqR+aSxZkr76\npjWCli31aa9Xr7hjFDUFSJB10KDYaRpu+P3JOTMYhmGY+Dl0iN5btEhtP5iKoVMnKq/91lup7gnD\npD3slEgHiouBPXsSizhwipRYscKs81BYSCHbTlgNmGAwee2CdGLpUhLwA4DRo4H9+xPb3kk40Ig1\nRCBWpISqUsWC1q1J26FPH+drrI1I33orhd8bSTaX3+cjx9O995ITKY6IljPPLH23jz5KRRuYFGJ0\nSBodi+PGmdd76y29UotbmoYbpWlOMAzDMGVHS93QIiaZ6sf48STCxTBMTNgpkWpUFZg5k4zRvn2B\n5cvjc044OSUSYfRo83xOTmLaBZp4nt9PwnrpQH4+iQAaiScXwcibb7ovmz/fHiLgFuWiqmQIjhpF\nKRlS0sPHihX2dbXt584FPv3UvGzSpIS6X0IkQiPoe/bEHdHy2mul7zZdLnWNZudO87xWNScnB5gw\nQW/XRC2TJRlnBsMwDBM/rCdR/Rk+nK4zC14yTEzYKZFqAgESpItEaPqCC+LTaXBK3zDi8bg7DFRV\nzz1v2pTy3davT0y74LnngLZtKTIhHYwWVSUdBSuJjj5YR5s1atVyLkNRXEx/NNbrFQjoJTqN7Npl\nb3PLmZg9O7nSFqpKuRhxhgvm59N/5syZsdfr2pWdEmmBlu6j8e9/0zVXVXKcafTrZ9YnYRiGYdKL\njRvZKVHdycwELrss9qAXwzDslEg5fj+V7tPQnBOvvhrbMeEWKVGnDr3Xrk1D304OA6PBXFBA1mYi\njgVVpZKE+/ZRecx0ELrMy3MW47v33sT2k5NDIp5WwmG7l1tVyTkzf7690olTGojHQ2rMxvVCIedI\ni+xsKmmaDNZzIYSrgyo/nyptLFnivKv27SmrZMEC4Msv08P/VOOxOrFCIXqwDQTMAph795JjIh2+\nnwzDMIwdjpSoGVx9tXnQgGEYG+yUSDWKAlx1lb397rtjl/Q0OiWM0QCawu/vvwNnn+08Uur362kI\nyYjYBQJ6FYp4S26mgmQVGY1OIoBSNE4+2X6ejFEu1vPg5BGPRIAxY/RIGFUFHnjAuQ/btiWuh+HG\nsGFUlcPBo/Dww+6b1a5Nup6zZgEXXcQOibRAVYFvvjG3delC96bfTyMyRnbvTt/vJ8MwTE1n0yag\nW7dU94KpaAYOpGe6YDDVPWGYtIWdEulAp05AvXrmttJKev70kz6dnQ1cdx0ZJ0bL8cQJYPFi5+0n\nTybjOxkRO79f/xNNF2X+3r2BRo3MbXv2JLcv63Z/+5vzefL7ScRSCCrLaKx04pYGAlBpzvXrKUQh\nlvjR7NmJ9x2gc9G+PU3Xq0clYh0cHKrqLjMxeTKwYwfQpk1yXWAqiEDAHhGUkaFPWyOoTjopPb6f\nDMMwjJlffyXNqbZtU90TpqLxeqk63ttvp7onDJO2sFMiHahbV9cOePhhCvMHyCJ0KumpqubSnz/8\nQKIAGRnknNAiJ2rXpvQK67Z9+wI33gj8/HNy/VUUYM0a+pH99NP0GEJXFODPf9bPndOxx4s1umLe\nPPfPnDiRzvvOneZUlpwc4JxznLfLzSVNkG3bYvdD0/1IFEUBHnyQpn/7jcqR5uaWeOiDQeCuu4AZ\nM5yDMWrVAu64gx0SaYk13QsAtm7V0zeMlWBatQI+/zw9vp8MwzCMmW3baFCJK2/UDEaNAj78MNW9\nYJi0hZ0S6YAQunBlly76aOeuXSTe6CSiqKVpADRKn5VF+hB16lBtx+7dnYe6NT2JSIRKhjpVg4iH\nBg2A+vVJaCBdctYzMihVYebMsg3zN25snt+xwz1i5ZdfKCLFmsKhqqTtYOXVVymVondvvRSoExdf\nnFzqifbZf/ubuU1KYPZsLF1KEiJPPw38/e/O0iSadieThigKcM01NK05LLVoJb+fnHFeL/2ObNjA\nniWGYZh0JRgse5UkpurQvz8NIhw4kOqeMExawk6JdEAIoKiIptetMy/TRkGN+P36dKdOwKJFwC23\nkPDkG29QyH6rVnaDRFXJ0WEM977yyuQU+lWVnCDDh5MTJNWOCVUFnnqKdCRefrlso8PWCBItZ9+J\nrCx92pjKsnixfk2NdO+u903L/8/MtPfXTWsiHvLy6F4wIgSWdhlvq5jqRN26HPGftgSDepnb3bsp\nfUhLLVIUoEMHcnzl57NDgmEYJp3RIiWYmkFmJlXYW7Qo1T1hmLSEnRLpgNEp0auXnoIA0LB2LAux\nbl0yTrRUgMOHaV/Hj5ODIxgEXniB3s86ixSACwv17QsLgblzE+/zokU0+i4l7dtNu6I8CIUo+mHB\nAnfnR14ecPCgs+hkIhjLpWpMn+7u5KhfX5/WjMNgkAQtncjPp/dAgK4RQKEJc+eSUwUArr++3B9U\ngn96AsNu7hDXum+/zRH/acvLL5vnf/uNLlYoRN/zoiJKBeMLWOMRQtQSQuQJIb4WQmwUQjwabW8s\nhFgmhNgqhFgqhGho2OZ+IcQ2IcRmIcT5hvaeQojvhBBBIcQMQ3umEGJ+dJt1QgiHfMOqg9s5Y5gK\ngZ0SNY+LLqJnWYZhbLBTIh3weHSnROPGwE030fScOVT+wGpgBAL69Nat5NTo2pXmmzQBGjYkh8Q5\n51D7+PEUXbF1q/PnJ5PPaE1NcEpVKA9CIaBjR+DOOykfr08fu2NCVYEJE/QUGI/HWYsjHgIBu9Bl\ns2bu6xujIbR+WQ1HI//6F63n9+vXNRKh0qUvvEDzb7yhV+hIht69bcJZL++9oNTN+vQBVq0iRz6T\npowbZ/6+Sgk89BBF7IwfT6lGxrKgTI1FSlkIYLCU8nQApwA4VwjRD8BkAMullF0BfArgfgAQQnQH\ncBWAbgCGA5glRMnN9iyAcVLKHAA5QgjtV2IcgCNSymwAMwBMq5yjqxhinDOGKX+2bUs+TZOpmgwf\nDnz2mTkFm2EYAOyUSA+MkRKRCCkNAsB55zmPeBrTN7p3p+iKjz+mfPJLL6XKHVKaBQOcUgm0z9Zy\n1BPh+uvN89ddl/g+SkNVyYg/cUJvc0pnCQTMopFlEUXw++llNPz69HEu46SqwF//qs936kROFGvl\njZYt9ekdO/SoknBYb9+2zew02rIl+WgPRQGeeMLUNG547BSdhg2BZcso5ZFJY3Jy6N64+25K1VBV\nEgcxCly+/37KusekF1LK36OTtUD/9z8DGAXgtWj7awAuiU5fDGC+lLJYSvkjgG0AegkhWgFQpJRf\nRtd73bCNcV/vABhSQYdSabicM4YpX7QoU46UqFk0aULRjJ9+muqeMEzawU6JdEAI3aiIRCgkGyAR\nRSeMjorFi2m+aVMycr1esxFcGu3bJxfqXViop5n4fGbHQXmgqsDZZ1OJCCPt29vTWfx+On6N7Ozk\nRREUhdIwrrpKb5MSeO45+7qBgFm7obCQrkdODjB1KtCjB+X3165t3m7MGODdd/XrrGGMyPB6k4/2\nAMznA0D9JrVKJCyc+PVX50ocTBqSk0NaMG6ON76QTBQhhEcI8TWAAwBWSCk3AWgppTwIAFLKAwBa\nRFdvC8AYJrYv2tYWwF5D+95om2kbKWUYwC9CiCYVdDiVgss5Y5jy5fBheraIFYnJVE84hYNhHGGn\nRDpgTN/47Tfggw9o+pJLnEP4jW1aGcqMDNpHUZFuBHfsWPpn79+f3Ii8308h40KQA6C8lREDARoR\nNtKunXuJQ2NUyM6dZRPeVBR7DsMpp9jX047fyP79FC3RqBEweDAZkLt22bddutQ8n5FBuhmaoycc\nTjraIxQCXtjUD6GcQYDXC7VbL/S6u2+pfqPZs5P6OCYV+P16ypaVAQMqty9M2iKljERTEdoB6C+E\nGARAWlcrx4+s8rUNLedsgBBiYKr7xFRDuBxozWXECOCjj/SUY4ZhAAC+VHeAAf0paUb055/rERLb\nt5PDoE8f8/pGTQlN1LFPHzJsVRVYvpyW/fCD+2f6fPS5xooRiaClCDz+OH2eW7RFKAQsXAiMHBl/\nNYBQiIQ0jekNgH5cL7xg3l9eHnDkiL7eiRMUsXDzzYkdk5H27WPPA+RssP6p/P3vwKOPkkZEZiYZ\nj+3b23UqJk0ix8TPP9NxfPYZVVLo0YOuaZLXJRSiqP6iojrweT/Fxrlf4+tjXbFvrLn8aKtWwMSJ\nwJQpNC+EXd+TSWMUhe77oUPpHtLSi7xeSvtiqjUrVqzAigTKOUspC4QQiwGcCeCgEKKllPJgNDXj\np+hq+wAYf+jaRdvc2o3bhIQQXgANpJSGH+OqS/ScLQKds5XW5VOnTi2ZHjRoEAYNGlRpfWOqAawn\nUXPp2pWewQMBeuZjmCpMos8jMZFSVokXdbWa8sgjWh0LetWrR+9du0pZUPD/27vz8CiqrA3g70lI\nWFtEkCUgKHskbqDghqKIIC6oM+Iy7rviuO/LBzOuyDgqMjijouK4oTgqioigRlEW0aASQIICokRQ\nRKQBCSTc74/TRVV3V3c66aV6eX/P009XV1dVblUn6apT954TvvzGjcb4fMY0aGDMfvvZyzRtaswR\nRwRvK9JjxAhj5sxx336sZs405uijI7+/erW2ETCmUSN9XZulS+11Qh8PPmhMYaFON2xob2/GjODl\nCgtj+1nRbNxoTEmJtqWkJPLn0Lmze1v32suYk0/WZVavNqaoKLx9Z59tzO23B29748ZaP5eNG42Z\nPdt9kdGjg5vRrp0xZ50VPE9ED7Mx+nzrrfZryiBLl4b/3u22mzE//+x1yyjFAt+Pod+ZrQA0D0w3\nBvAxNOfDaAC3BObfAuCBwPTeABYAKASwF4BvAUjgvbkA+kJ7QrwDYEhg/pUAxgemz4DmpPD8fKG+\nj0jHzGW5BHxqlNPuuMOYkSO9bgV5ZcQIYx54wOtWECWc2/lIrA8O30gHoeU0GzfW5/Hj3Xsg+Hxa\n3nPMGLsMJaB35gsLY+uRcOGF2rsintKBDRoEJ9gL9fbb9vtbt9ZeNtTv1yEPkbZ588127oqqKs3L\nAGi1CWtcZtu2wMKFsffKiMTnA2bP1uM7e3bkz2HaNPf1V6wA3nhDk5D6fMAtt9jvWT05AI2YO7ft\n80X9XKxUG0cc4V6gw1ntFQDWrNGPwenGG+0bNN27A/ffzxs2Gcmtykt1tZadjWf4EmWLdgA+DORH\nmAtgijHmfWhQYpCILIUGKR4AAKO5E14BsBgaeLgycIIBACMATABQAWCZMebdwPwJAFqJyDIA10Ir\ne2SySMeMKLFYDjS3HX987efERDmGQYl0cOKJwa83bdLnK66IfHFRXa1dtZ0KC/WC9557NNdEs2aR\nf+ZvCUgoXltQorg4+HWkMfCW8nIdfxCrPfe0p43RMQitWukwiESoJUAAQJNVRRsTWlGhw2v+/Ge7\nqkqjRvr5VFfrMayDefN0c9XVerhCe0yFnuO0aAFs3Gi/zssDrr22Tj+S0lVolRdAP+wTTtAyKgxM\n5DRjzEJjTG9jzAHGmP2MMf8IzF9vjDnGGNPDGHOsMWaDY537jTFdjTHFxpj3HPO/MMbsY4zpZoy5\nxjG/yhgzPDD/YKNVOzJWpGNGlHAMSuS2AQOABQsiJ7QnykEMSqSDLl30uUkT4M+zfnkAACAASURB\nVNJLtVcBoOUjP/ssfHm/H/jiCy0L6Lz4KCzU2sc+nwYAjjvOvhAOde218V+01BaUmDw5+HVoVNjv\nB+bMsdtRUqLlkmJRXKz/1AG9Ov/tNw1MuJUMTaaSEs3/AGgvjVANGmgVjaIi4Msv9fP47jt9XV2t\neUDqILQy6VVX6eErK9OqrM6qokB4UZS//jX+TiSUJrp3B557Lnx+dbWda4aIiNKLMQxK5LrGjfX8\n/b33al+WKEcwKJEOrDvtbdvqsAyrekZNjXvwoLxcq3TU1ARffDRoAKxbp/Udn39egwKh/fktibh4\njxaU8Ps1WaUlNJOi36/jD/r3t8ch+HzAU0/F9rPvvdfuwdCwoZ1wMi8vvlKadeXzATNmaBuuuELn\nNWliv79tG7BkiU53767VUazqINu3x9xTwu/X0TwjRgTPX7UKOPdcoE8f4IUXtBKpk9XpxhIthkQZ\nxu8H7rrL/b02bRJfEYeIiOK3Zo2e57Vo4XVLyEscwkEUhEGJdGAFDvLy9OLWeSv7m2/CgwclJRpl\nbdDArtLg9+vQhxUrtLLDL79ELzeUnx//xXu0oER5eXApzKefDk5cMG+eLlNTEzwOoVs3OygTzamn\nareBykrNKWHta1WVHQRIld1205KkVq+ULVvcl9u8WZ+POkqDMVu3xtRTwu/XXQwNSFjeeCP2pl59\ndezLUporLwd+/NH9vbFj48sXQ0REycFeEgRob+Zp04JL2hPlMAYlvOb3A3fcodM//KAXrs6751b3\nfyefTy/wn3zSTnRZXm4HN2LJF1FdrbfZ41FVpWPYQ3ty+P26H3vtZc976KHow0WuvVYDDBMm2MNX\navPMM9obxOvb/wUF2uvhl1/09S672O8VF2uyS0A/ox077O71v/1Wa08Jvx946aX44yx5ecDHHzOh\nZVYpKQF69nR/7/XXU9sWIiKKDYMSBOg5csuWOhybiBiU8Fx5uR0cqKrSO5/OIRc1Ne7BA2OAAw6w\n74Z26uS+fZHwC18RvZiJp3u336/jBlauDM5r4ffr6+OOCw4uhA4XCc0d8f33OnTlkUdib8NppwUn\nuwQ0gGMFAVIlL/Bn9NBD+rxxow5VmTlTe4RYn1FJiX4WVg+XRo2iBiWsHhKXX16/ZnXubE/v2BGe\nb4IynM9nj0dt3z74PWYzJSJKT8uW8Q4BqaFDOYSDKIBBCa+VlACtW+t0YaFexDqHXey+e/gFvN+v\nF77O4IVzqASg28zP12117qxDQqwL4GjVImJVXq4JG61pKyFnebldHqKy0q4QUlwcHASZNCl4ez5f\nbJU3rLY3aKD5Go46yj4+HTpo4sxUd1sPzT4JaNcGqxyoxefTNr70kvZwAaIO33j+ed1MtFE40Sxf\nHvy6tuInlIGsMcnNm+vdlnPO0efevb1tFxERuauoYE8JUswrQbQTgxJe8/mAK6/U6W3b9O66s2dE\nZSWw7772Bbvfr2UqV67UcgvOyhVNm+p0+/aaPKCmRl+vWKFZ+seP14t567Z5PIkuS0rsSL8zIWen\nTnbPgQYNNOFeYaGWKXUKLWf48st6wR5J69Z6sbXvvvraCnL4/cD69Trv55/rvz/xmDAhfN7cuXYC\nT6eGDfXY+Xzak+Sbb1yHtVRU2L8WsWjbVvNsRktRwe+9LGR94AUFGoh47jkGJIiI0hmHb5DlsMP0\nfNyr81eiNBJXUEJEWojIeyKyVESmi0jzCMtNEJG1IvJ1fdbPerUldqyqsq8o583TfASAfrFZPRR8\nPg1WAMCNN+qFr9WrYO+99a79GWfohXxBgZ0gs758PuDRR+3XVpDj++/tHA/V1Xqbv6YGGDZMh1o8\n+6xehLdrpwEMEQ1i3HijBi/cjsekScC33+rF1qxZGnyZOlXb4Cw7um0b8Npr9d+n+jr9dPf5bklK\nrfwTfj+wcKHW9HQOfwn4298i/7gBA4B337VfiwAffaQxp5UrgUsucV/PWfyEsoTVE6mOpWWJiMgD\nO3ZoL9OuXb1uCaWDwkJg4MDgkzqiHBVvT4lbAcw0xvQA8AGA2yIs9wyAwXGsn91qG07RsKGOO3Pj\nrPRgXdTfdBNw3XUaENh1V6184fPpY9YszXhoJciMR79+elHkDHKUlNj5Lbp21YBDTY22Zf16vTLu\n0wfYf38NYBijX9JLlugVNWD38DjhBO0dMXy43VafT0tuWpUuQi/GQnNMpEJVld07xEkkPElpQYEm\nuHzpJeCPP+ykl47gRVkZ8OKLkX/c5ZcDgwdrHOjWWzX2YXVaKSrSwxXq8MM5hDUrWf87Nm2KnkiW\niIi8t3q1npexOhJZOISDCED8QYlhACYGpicCONltIWPMJwDcSkLEtH7Wsy4shg0Lf+/qqzU5gFUm\nNPQi9+ab7YuRP/7Q5+pqHbIBABs2AAceaOc9sHpUJOIL0efTdr38sh3k8PmA2wKxpbFjtVdD6AX7\nsmXhCQ923123JWLfQXj3XeDCC90vtkaOBKZPDx7j0KWLdiNItZISHT8Ravv28LIZmzYBxx5rZ6/M\nz9dkD45eK6NHR/5RXbva8anu3YH77w8PNvTrFx6bue++2HaFMoz1t/HNN649boiIKI0wnwSFGjJE\nk1Z7XUmOyGPxBiVaG2PWAoAxZg2A1ileP7scfXT4vBNPtAMSAFBaGvz+smX2XfZWrfQ5NAhgjJbP\nTIbGjbW3ht+vSSYrK4G779b3RozQi+7QL2Dn/lgaNrT/IVdVaT4Kl14EqKjQ0pv//rf+I3caMsSb\nuw8+nwaPajNrln5eVVV29sqaGg1eOITuVl6exn1mztReFLXtos8HfP21Duc45hjtGNO/fx32hzJH\nebk9vWhRfHliiIgouZhPgkIVFemdpDlzvG4JkadqDUqIyAwR+drxWBh4Psll8XrWCUjY+pmttUtM\nZskSTWhZVqavQ3sCdOtm32W3El0+8khwqUmR5CQU8PuBH34Azj9feykccQRw5JHaPRHQ4Rhbt4aX\nNHUb//7998DatXqxvmqV/oN2y30xfnzk9hx4YJw7FJvKSuCJJ0KKhbiV9uzWLbg8aWiyT8u33wZd\nTA52DHTKywPmz9e0FQMHxh5z8fk08eWMGQxIZDVrGBOgQTxrCBcREaUfBiXIDUuDEsHlSiqYMWZQ\npPcCySvbGGPWikhbAHVNH1un9UeNGrVzesCAARjgRVf9ZNixQ5+tpHVO1h34F17Q/ArOMqB5ecC4\ncfaVqnVBMnCgXuT376/DJJxJBxKpvNweMmLlgVi5Ukt0rlun7dm2zV7GElq+1OLsPTBpkq7bq1fw\nlfghhwQn2HRq2bLeuxKrykotbgLox7V4ceDQ/vRT+MLHHhvc9jvv1C56oUKGb1h5TAH9iLdtS0zb\nKQuFltZ99VVW3yAiSlfLlmmSJyKn44/XYb333+91S4g8E+/wjSkAzg9MnwfgzSjLSuBR3/UxatSo\nnY+sCUgA0YMSTvfdp/kLAL1a3Wef4Dvx1l3TBg20O5gViEhWhkOrtKXVbhG9uLbGH2zZYveaqAtj\ntGeIW+6LAw6IvF6TJnX/WXXg9wd3OKmpcaTraNMmfIXQLgr9++tYiiZNgJNO0s9uyhT4Z8zFnHIf\n/H79Gc5qqT17xlckhbJcaOWX007zph1ERFQ75pQgN3376vnyDz943RIiz8QblBgNYJCILAUwEMAD\nACAi7UTkbWshEXkRwGwA3UVklYhcEG39nGP1EKgtKGGV/wSAP/85cgUNq2eCFexIVvI7n097ZYwc\nqa+PPlq7n736auR1YgkcNGoUudpIaE4NEQ3ClJQEB2gSrLJSi4qEdnTw+/VHV27eRWd07Kht6t7d\nfR/699dslbvtBhQVwd9nAA44wof+/fWtceOCR7tceCGTdFMUVv4VQJ/ZrYaIKD1VV2tv0i5dvG4J\npZv8fB27O22a1y0h8kxcQQljzHpjzDHGmB7GmGONMRsC838yxpzgWO4sY0yRMaahMaajMeaZaOvn\nHKusp3Nohps1a4CpU3V606bg9/x+uyv3mWfqVbSVBC+ZWfl33dVOXNmypQ7NCN0PK9dFQUFwCVNA\nc0Q4E3NedZXW8HZLhglomVDnOHoR4H//A2bPrvfVu2uOCAe/X+Mdv7nVj4HmqXxxzp76Ys4cbcvn\nn0duT36+tvnNN1He/wp8951BTQ3w1VfAXXcFL8ohhhRVSYl2pSko0Gd2qyEiSk+rVmnusMaNvW4J\npaMTTgDejNphnCirxdtTguLl9wNPPaXT114bebmCAmCvvTTgAOjVat++drChvFyrUgCaQ2LqVODn\nQIqO0AoWidS0KfDrrzq9bZteJFlVQCybN+tzz57B83v21G6MVo8OQMdDRApIAPreK6/Yr3fsCC4L\nGoVVIKSsTA/1pElaVbRjR+Cyy4DOnd0DE+XltY1CMXhkRgn8aKa9I0LzYISqqgI2boTfNMUvy4Pj\ncFZqDsv//V9Mu0a5yufTHlMffxy55xQREXmvoiJ5w2kp851wAvDJJ8D69V63hMgTDEp4zRlMcEuW\naPnww/DhABUVdrDB2XvAGDsZgVsFi0T69Vfgjjt0+p13NInTscdqD4ZQ1n5aLrpI2+bMSdGpU+0/\nM7TKxo8/Aq+9FnUVvx846CDg0EOBPn00V+YZZ2j6CysQUFXlvplOndx3xyZYbYrwGQ4KCwD5/VrO\n87rrArknACA/H340w8GYjWF4I+JWTzuNlTMoBj6fe/4VIiJKH6y8QdH4fMCgQcDrr3vdEiJPMCjh\ntZKS8B4EboqLgXPOCZ7XpYsdbAjNwv/OO8m/g1pWplfc1dX6ets2veIvL7fzZDitWRP8ukcPHe5h\nLWuMjqerbaiJW/WO6dOjrvL888DSpdE3C7hX9ly8OHh32rVzz2u5BY2DKmlUVurHe+aZWqW1Rw/g\n2cc3w//dz5iHvliMEkQrgBOpgigRERFlGAYlqDbDh4efzxPlCAYlvObzAQ8/XHuSy/Ly4FwNIsDj\nj9vBhosusm/ni2iZiGTfQf3nP93nf/21Pe12lQ/oEI8BA/SqvUULe/6DD2qbowUmrAokTjfdFHHx\n11+PeYQHrr46fAjHunXBrx9+WOMxwYEJgyawS5/6/UC/fsFJKwHggiub4NAt72kAY6fwbhgiQLNm\nsbWZiIiI0hyDElSb448H5s0L71lMlAMYlEgH/frphXZ+PlBY6B6g2HVXXWa33fT9ffcNrjbRvbte\nKQPAhAl6Oz/Zrr++9mX22MN9/imnaLDE5wsv8/nNN9FzYCxbFvz6hReA3r1dF50+HTj11Nqbaamu\n1sP68MMaWKio0NLRoYqK9HDvsguQJwYlWIS+mK/dMRYtwtSpOqoknGARivEHGkVthzFMcklERJQ1\nmFOCatO0qQYm2FuCclDOBiXKyoCzz7av4z1lJav75BNgxQq9kt5zz+BlTj5Zn484AjjvPL1iDe0B\nsdde+nzppcmtuGHp3VuHh0RLuLBqlQ7xGDEi+NZ/1672dKOQC/Q2baLnwAjtofHuu66LVVZqzoi6\nWr1a4y2tW+uomd9/D37fCmAXFQGXXAJcdN52zC65DL6Cqp35O956K9LWDQwaYCH2CXvniis0JgVE\nr4pKREREGWTbNr1TYZ2nEUVy4YWaAN9tGDRRFsvJoERZmaY+eOEFfX722eRfv9fKGmpRVAQMHKiZ\nGJ1++AH47DPggw+AiRP1ijW00YsXa4Cgujq5FTec+vcH9tsv8vs9emhbb78d+MMe3oDXX7czP4YG\nYN5+O/qQk9AeGhGqlowe7b5669aRN+20dWtwYRBAq5c6e140bQps/KMQ8+6dAf+0T4BZs1Dxkw8v\nvhhpqxrA+RHtANQAMAAMCguBO+/UmNSTT0avikpEREQZZMUKoEMH+84DUSRHH613w9LirilR6uRk\nUCL0RvsFF2hBh1gDE1ZpyaQGMkIrTHTpolFTv1/LRbgFHUpKdFhHsituOFVUAF9+6f7e+ecDc+dq\ngGHy5OB6l3PnaoLP6dOBcePs+fn5ekchmt69gS++0MSfX3zhOnTj9deBsWPDVy0o0KbU1znn2MEC\nvx944gntZTdoWFMcem1f+OHDhAm1b2cPrMaR+AhDG87A3XduxYoVut2iIuDiixmQICIiyhrMJ0Gx\nysvTPHGxnEwSZZGcDEpcdln4vIqK2Mbw+/16vX/ooZoKoaxMb9RPmpTgIMX33wfnlhg9WnNPNG2q\nySPdgg7WMJBkVtwINX585PdOPdVuQ2hvCECDLCNHhs/v2LH2n9u7N/Dcc64BibIy9zwSf/kLsHKl\ndu744gvNtZmfr0M0IqW+CHX77fZ0eXlwQZHycuDee2sbMqrd8V7FGZiPgzG9ehAmv9WY1RyJiIiy\nVUUFgxIUu/PP1wuLzZu9bglRyuRkUCJSQYj336993aeeshMYfvedDv949FHgjDN0OmGBiZISfRQU\naNR0//31An+//bS+ZKSgQ7IrboTaf//g1yLa3uJira5hOeqo8C9kEeBvfwufF1qyoo7chm20aKHF\nSqweCL17A8uXaxqPefO008n48UDbtu7bFNFYjzPg0KmT+8+++OLgeS+/DDzzDHD44YAO3xAsRQ9s\nQRPU1EjKRtoQERGRB9hTguqiQwc9h376aa9bQpQyORmUKClxz834xhvRgwp+P3DHHZHfX7YMKC21\nlw0d4uH368Xp6afHMFTM2euheXPtIQFokoP99ktd0KE2HToEv+7SBXjvPb3Sd7bR59PuCVOm6EEc\nMUKrbAwerPN3312jRb16xT3sxC25pbN6qrNJVvzG59NEk1Onum/zX//SHhZOixfH1p4mTTTo/c47\nzt+7PFj5JfLyYuscQkRERBmookJzbBHF6uabgYce0jxxRDkg64ISsVTV8Pm0smaoX36JPoSjvDw4\nV6Ob88/XO+MdO+oQj65d9bvI79dOBRdeCLzyivaqiCkwcfDBOsbAysK7dauWnfQ8M2eAVc40L/Cr\n9O23wA03uC/r8wEnngjcc4/mkbC6HfTurd1OZs1KyLCTwYODX3frFnsli27d3PM5REqbEYsmText\nuCVT3r497s4hRERElK6WLWM5UKqbfv20S+6rr3rdEqKUyKqgRGhVjVmzIi/bsKGOjAg1bVr0dWqz\nfj1w5pnAhg36+uef9Zr9nXd0uIDTmDG1bw+AXvDv2KGBiCVLgMsvT1rJT78fmDlTe3SMGKGVSWbO\njPKjfD5g9mzg3/+259VnPEKChp1UVGjuCEt+vnsviUjKy4G1a8Pnu+Wc6NdPR6lE06MH0LevTt9z\nj/syXbqkJicpERERpdiWLXrXi10iqa5uvhm4//7gRPFEWSqrghL33hv8+vjjI19M79ihBSCGDw+e\n/8ILQGWl+zr//W/92rV9u3uw44gjYtyAFZQoL9eeEkkq+VlRofkoBw3SHh3jx2tlkkGDtKhHpOMC\nn0+TagA6PiFVlT9CzJqlQQBrCA2g5wBWUCAWJSXhgYYGDfR4hPL5dJRKtCF/f/ubHRC58073ZS65\nJH1G4xAR5SoR6SAiH4jIIhFZKCJXe90mygLffgt07hycvJwoFkOHAs2aAc8/73VLiJIua4ISfj/w\n6afh8yINx9i+Xe9+X3JJ8Pzq6sjr9OtXv7bl5bl3299tNy0pGfFi3yKiXf8mTdLuHZGqb8ShslIv\nyNevd3/fqloRtccEoGNUUlX5w6Gy0j3I06pV3ZpidfyYOVOH4Ywdq4VQIpXo9PmAr76KvL1ffrGn\n+/fXRKmhePOEiCgtVAO43hjTC8AhAEaISE+P20SZjpU3qL5EgH/8Q+9qbdnidWuIkipCHYrMM2+e\ne7f799/Xi0pAc01YF5fbtukY/169dJhfRYXOLyiInH+gffv6t69nyGlNkybAWWdpB4iGDXVoR6QL\nX1RXA0ceab9+9FHtwpDAC//JkzVQE83y5do5o1cv7bRRUuLSBCtrZIpNnuw+/+67674tnw8YODD2\n5Q85RD+SUHl54aVJ33svfLlWrerWPiIiSjxjzBoAawLTm0RkCYD2AL7xtGGU2SoqmE+C6u/QQ3V4\n8z/+Afzf/3ndGqKkyZqeEpE8/TRwyy362HNPvaNeWal3/IcO1cdLL9lVEfIiHJGysuA78W3aaEGM\nvLzIJUYtO3aEd93fskXnA0BVFfDaa1E2sHVr8OulSxN64V9ZGfvF+6JFGow47DDgoINcek5s2JDy\nJJx+v1ZJDfXUU+FJL5Nh6FAtkBJq3LjwQFNoZZD27es2vISIiJJPRPYEsD+Aed62hDIek1xSvB56\nCHjsMdaPp6yWNT0l9t4baNkS+PVXYJdddN6ll2pg0bJ9uyY9nDhRX1upGV55xR5eUVWly4RepI8e\nHfz6l1/0rnfTptr9/s03gauusgMNoSLNt7RuHeXNZs2CL/TPOiv6xurA7wf22SfysI1QF19sTy9d\nqkNdTj8ddvu+/lqjurNnJyxwUlGh+S0OOUQDAKGbnTcPWLEieN6NNwIXXZSQHx+T0KSpXbtqz5xQ\nf/4zcN99OsS0Q4fwyqlEROQtEWkGYDKAa4wxm9yWGTVq1M7pAQMGYMCAASlpG2Wgigrt3UpUXx07\narb0Cy/Useq13Q0lSpHS0lKUOpP5xUGMW7KDNCQiJlJb/X5gv/3CL0zdWDkjLR07av6Y0HwEX3yh\nlSotjz8OXHml/bp9ey2E4bygrKzUxIZPPBHDDoWYOTPKkIE999QxKPn5GgVZvlwjMAkwaZKdo7I+\nTjtNgzqYOVMzYlqi7lBs/H5g6lStZmLZay9g2DDgiivsGw9Tpug8pzFjNDCRCqG7/uCDWiAlUrDB\n77eHwTAgQUTxEhEYY8TrdmQDEWkA4G0A04wxLgPzop+PEIXZfXdg4UKgbVuvW0KZbMcO4Nhjtavy\n3/7mdWuIXMVzPpIVwzc+/DC2gAQQ3mNh8GANLoS67z59rqjQoR+h5x9uZSaLirRnRnGxBj9izRXQ\npk2ULvx+P/DTTzptjJYFcqtlWk8ff+w+X0Qrkdx6KxDtBtCrr9r5OBLJ79fhIc6ABKCf8yOPaI4O\n6+d+913wMvn5Ce1MUme9e0cPNiSo+ikRESXe0wAWRwpIENXJ+vXaBbdNG69bQpkuL0/vok6YALz7\nrtetIUq4rAhKfBNHCqqBA4ETTrBzSliKi+0Skw8+CIwYEfxepAt1q0zkp58C06fH1oZ997XjDmHK\nyzUrJ6ARlW3bEhqUiFTAIz9fK1jdfz9w9NHRt/HMM9DSJCUlumJJSVyJEiorgeuv1+EhkRijP7ei\nQpd1uvXWKElDkyCBu05ERB4RkcMA/AXA0SKyQETKRGRIbesRRWTlkwg9ySSqj7ZtgRdfBM47z87i\nT5QlMj4oUVkJzJkTPO+882Jfv39/vYD9/HO7hHReng7fcBa8sOTna66ZWO6ER8rTMG4csOuu9usZ\nMzT44drjoKQkeOxYdXXCghJlZcDNNwfP69xZN9+rlx2wuOii6OW1hw6FXUvzk0/iyidRUQF06uRe\nOjNU377aiyVUfUu31leCdp2IiDxkjPnUGJNvjNnfGHOAMaa3MYa3JKn+WA6UEu2II4CbbgL+9Cfg\njz+8bg1RwmR0UKKyUnNCvPFG8PxYL0rz84FVq3S6d2+dLijQDgnTpoUP2QA0PlBcXP82X3+99rpw\nGw72n/+4rPDTTxqIsBgDfPVV/RsQUFEB9OkDbN5sz2vfXnuHfPyxPlsX10VFemzGjAHuuAM46aTg\nbe1sTpzjEvx+4PDDg3c3mvvuC//sd901+nCTZOGQDCIiIgrCyhuUDDfcoBnVr7jC/WKFKANldFBi\nwgRNsRAqUp6E4cM1qWOjRhpcKCkJH76wfXv0n7ltmx3IqE2/fnYlEEtlpT7/+c/hvQ9cu/1PmBA+\n78ADtZtDHMaMCZ/Xp48GINwurouKNHHkPfeEV7WIdswqKzXxp7Xfoe+NHauJKv1+Hfbyyy+x78Pn\nn4fPe/99BgaIiIgoDVRUMChBiSei1wdlZVqejigLZGxQorIScFTk2ikvT3s1FRaGz7/uOuCll4Cf\nf9aeAM7eAAAweXLtP7dly8h5GEL5fMDbbwfPu+kmfS4q0nKkzZvr627dAsMgQkWqa/nII7E1IgIr\nTYXTqafGtu5RR2lBEMv117vHSCoqtPfFZZfp8s7ARGWlVtK45hqtnNGnj1Y6iqZly+BhL6Euvzy4\nYgoRERGRZxiUoGRp2hR4/XXg73/XCxqiDJexQYm33w6vpCECzJ+vF6YLFwYnO9x7bzuYEKmrvfNC\nO5J167Q3Xqz699f8FOecE15mtF07YLfddLphwwgb6N5dVw517bWxNyKE36+5D5w6dYo9KOHzAQcc\nEDwvtOeF369ViyzbtwNPP22/njAhODCybBnwww/uP2/gQODZZ7XyhlUVJZQIcNddsbWfiIiIKKmM\nYU4JSq4uXYDnntNu4KtXe90aorhkXFDC79fElk2bhr/30Uf2RX/37lqVY+ZMfcSSgLBDh9jaUNdO\nCr176/+M0Lv45eX2hfjSpcCiRRE2EBqxeOaZuLoEzJsHLF9uv777bg3i1GXYQ2heiSGO/OR+v/ZI\nWbcueJlvv3WfjkZEh4ycd5627+yz7d4lTieemNqKG0REREQR/fSTnqxG6+JJFK/Bg4G//lXHqMea\nlI0oDWVUUMLvBw49VO/An312+PuhJSR9Pr3LPnBgbBfckybF1o44OikEKSnRIQyAVt+IOCykVSt7\nuqhIM+7Wk98PXHppcC+T4cPrnofhT3+ygwBduti9LKzP6PLLw3NmvPaa9nioqNBSy9E0b65JR/fd\nN/i4+HzAaaeFLz9yZN3aT0RERJQ033yjJ3dEyXbzzZowzy1hHFGGyKigxLx52rvALdFsYWGEnAx1\ncNFF7qWkrYqczZtrEs1E5i3Iq+0T8PuBiRPt11deGRRBsHqO+P2x/bzXXtNhEE6vvBLbuqEaN9Zn\nY/SGwJw5wIcf2p9RTU3w8dy0CbjgAuCQQ8KH3oR6663wKiAWKy+H5X//Pdl9OwAAIABJREFUYy4J\nIiIiSiOLF+vYYaJky8vTXtQPP5yQCn1EXsiooMSWLe7ze/TQC+14u+9bQz569gyeP3SoXnD/8IPm\niEiU8nLgu+90OuLwjfJyYO1a+/XvvwPQIMT48cAee2ib+vevPTBRWalBgVDOzdel7StX6vTy5XrM\nDjtMe0g4uQV51q+vffsFBZFLbHbvrsfr1lv1+ZRT6tx8IiIiouRhUIJSqWNH4IEHwrtDE2WIjApK\nXH21+/xbb01cPoHu3YEXXgieN3Jk5AvkeJSUAMXFOu1MxBm2UNu29usOHeD3a8+AESM0RlFTozkh\n7r3XvfSmJVJ1kb/+tX5t79TJfm2M3WPCqT7/F1u3rr3CSffuwP33M6k1ERERpaElSxiUoNQ6/3zt\n3v3UU163hKjOMioo8f334fNatowrxYKr3r0jV8xIJJ8P+OQTnS4tjRD08PmCxys0bYry8vBEkTt2\nAKNHa36Higr3IR1u23/33fpd2Pt82kssGa66KvEBICKiXCIiHUTkAxFZJCILReSvgfkjReRHESkL\nPIY41rlNRJaJyBIROdYxv7eIfC0iFSLyiGN+oYi8HFhnjoh0TO1eEqWxxYvtO09EqZCXp92o77wz\nPNs8UZrLqKCEmwEDknMBG6liRqLtsosmZw5NChmkoMCezs8PSpAZautWDcwfeijQp48dmKisBC68\n0F5ORHM2DB5c/7a3aFH/dQGgSRPNB+FUWKi5PYiIKC7VAK43xvQCcAiAq0TEGpz4T2NM78DjXQAQ\nkWIAwwEUAzgOwHiRnQPwHgdwkTGmO4DuImJ9c1wEYL0xphuARwA8mJI9I0p369bpCRnLglGq7bef\nZoS/7z6vW0JUJw28bkBdiIQnubz9dm/akkhNmmi+DNfgit+vXSAsVVXw+XSIyaGHum+vpkafly0D\nxo0DNmywc1dYjAG2bYuv3f/5T3zrb9miwzSWLgXGjtVRKhdeyO9wIqJ4GWPWAFgTmN4kIksAtA+8\n7ZLtB8MAvGyMqQawUkSWAegrIt8D8Blj5geWew7AyQCmB9axah9NBjAuKTtDlGmsoRtuibWIku2u\nu/QE+5prgsdaE6WxjOop4QxIDBuW3KEVqdS0KbB5c4Q3y8uDEzWsWQNAv+9icfvtwIMPatWNUJES\nh8bq+utrX6ZHD/2cTjrJ/f1nntHhI+PGaW8zBiSIiBJLRPYEsD+AeYFZV4nIlyLylIg0D8xrD+AH\nx2qrA/PaA/jRMf9H2MGNnesYY2oAbBCR3ZKxD0QZhUkuyUtt22q1vpEja1+WKE1kVFDCqbg4OwIS\ngN1TwlVJiUY7rSEcHTvC70/M/5kmTeJbv3dv4OSTI7//+OPA/Pm63PPPA926Bb8v4l4NhIiIEkNE\nmkF7MVxjjNkEYDyAzsaY/aE9KR5K5I9L4LaIMteSJcwnQd668UbgnXf05iZRBsio4RtO2XQxm5en\nvRnuvFN7DVRUaJ6aQw4Bhg71wTdrFlBWpgk0mjVDeTnw44+1bjaqvfcG+vaNv+2nnw688Ub4/Hff\nDc5X4fNpj4nSUmDePB1ScvXVrJ5BRFRXpaWlKC0trXU5EWkADUj81xjzJgAYY35xLPIkgLcC06sB\n7OF4r0NgXqT5znUqRSQfwC7GmBiKPhNlucWLgWOPrX05omRp3lwDE/feC7z0ktetIaqVmNAkDWlK\nRAygbb36auDRRz1uUIJUVOgQB0B7DkybBgwZYr/fsyfw2WeAr3G19pa47z5U/ukqtO9Rv+yeTZvq\n/6ZEJQj1+4EDD9T9cHrySeDii+PfPhERRSciMMaE9VIQkecArDPGXO+Y1zaQbwIich2Ag4wxZ4nI\n3gBeANAPOixjBoBuxhgjInMBXA1gPoCpAMYaY94VkSsBlBhjrhSRMwCcbIw5I8m76zkRMZly7kQe\n6dBBy6vtuafXLaFc5vcDnTsDs2eHd1cmSoJI5yOxyMjhG8cc43ULEmfCBHvaGOCyy4Lfr6gAFi0C\nsHatzrjrLiw+7oaw7ThzKUULNkyYAJx4YuIqlvh8wOefA1OmAA0b6rxGjYChQxOzfSIiqjsROQzA\nXwAcLSILHOU/HwyU9/wSwJEArgMAY8xiAK8AWAzgHQBXOq68RwCYAKACwDKrYkdgXqtAUsxrAdya\not0jSl+//67dQTuyQi55zOfT3BIPsjASpb+4ekqISAsAkwB0ArASwHBjzO8uy00AcAKAtcaYfR3z\nRwK4BMDPgVm3O052QrdhAIMOHbRXXDLKgHrB2VPCTbduwBelfviO7A18+y0AYEreMAzb8Tqs4bsd\nO2pp0fJy9wolgA4R6dFDh04k69hVVurwtaFDmbCSiChV4rkzQXXHnhIU1dy5wIgROmaVyGu//qoX\nE19/rT14iJLIy54StwKYaYzpAeADALdFWO4ZAIMjvBdWLz2SBg2A99/PnoAEALRrB7RoEfn9u+8G\nfN+XAytW7Jy3pdUeQcuMGwdMnx45IAEATz+d3IAEoIGIiy9mQIKIiIhyVHm5JignSgctW2oivocS\nmdOYKPHiDUoMAzAxMD0RWrs8jDHmEwC/RdhGnaIp67MshVZ5ufbyi+QvfwHKqku0CgeAylb74i+/\njIV12Lp10/wQixdHDkgAwFdfZVcwh4iIiCjtfPUVsN9+XreCyHb99cDEicC6dV63hCiieIMSrY0x\nawEgkDirdT224VYv3VWvXtkXfC4pAdq3t18PHao9Qiw1NUCfI3yYPnIWAGDCUc9hh6NXTLSAhtPB\nByeitUREREQU0VdfAfvv73UriGzt2wOnnqql/YjSVK1BCRGZEUiKZT0WBp5Pclm8roMsQ+ul/zPa\nwrNmZd/dfp8POPdc+/U77wDV1eHLDTnVh1k4GN+s3TVo/q+/aiLMfv2AZs3s+V27Aq1bay6Jnj2B\n445L0g4QERERkXZZZU8JSkc33gj861/Ali1et4TIVYPaFjDGDIr0noisFZE2xpi1ItIWdsLKmESp\nl+7qoYdG7ZweMGAABgwYUJcfl7Y++ij4daTcEMdjKvwfByeg6NLF7j2Sn6/PLVsCU6dqvopFi/T9\nbAvmEBEREaWVlSv1hKtVK69bQhSsZ0/gkEOAZ57RRKxEaabWoEQtpgA4H8BoAOcBeDPKsoKQ/BHO\neukATgVQHu2HjRo1qr7tTGuDBgGffmq/jpQbwo9dwuY9/rh+/738slahArT3xKBBmq+CwzaIiIiI\nUoC9JCid3XwzcPbZwGWXBY8VJ0oD8eaUGA1gkIgsBTAQwAMAICLtRORtayEReRHAbADdRWSViFwQ\neMu1Xnou8fs1aBmLtvgp6PUeewB9++r0vHnBy/74o/aSICIiIqIU+PJL5pOg9HXooZpf4rXXvG4J\nURjJlFrb2VoXfM4c4PDDgR07alvS4EHciJvxD2iHE4MpUwQnnqjvVlQAPXrYS/fsCXz2GYdtEBFl\nu3jqglPdZev5CCXAKacAZ54JDB/udUuI3L31FjBqFPD55zpenCiB4jkfibenBMWppARo06b25Vq3\nqEIFugPYAcCgYcEO9Oljv9+9O7B0KXDddcCkSQxIEBEREaUUh29Qujv+eGDrVuD9971uCVEQ9pRI\nA3fdBdxzT/j8XXfVPBG62859FzRoYDBrljBnBBFRjmNPidTK5vMRisOGDUCHDnriZmUeJ0pHzz4L\nvPgi8N57XreEsgx7SmQwvx944gn39x5+GJgxw+pdZecJzRODXr1kZ9UNIiIiip+ITAhUFvva67ZQ\nhpk/H+jdmwEJSn9nnQUsXgwsWOB1S4h2YlDCY+XlWi3DSUSHY/zpT8C6daHVOAQ7jOCxxzg8g4iI\nKMGeATDY60ZQBvrsM6BfP69bQVS7wkLg2muBMWO8bgnRTgxKeKykBCgutl8XF2vviM8/16DDnDnu\n6z35ZGraR0RElCuMMZ8A+M3rdlAGmjePQQnKHJdeqsM3VqzwuiVEAJhTIi34/RpgB7TEp7MHRFkZ\nghJaWr74QnsJEhFRbmNOicQSkU4A3jLG7Bvh/aw9H6F6MgZo21bvKO2xh9etIYrNbbcBmzYBjz3m\ndUsoSzCnRIbz+YCBA/UROiSjqir4dcOGwMcfMyBBRERElBZWrQLy8jTRJVGmuPpq4IUXdKw4kcca\neN0Aiq5TJx36tW2bvj7vPGD//b1tExERUS4bNWrUzukBAwZgwIABnrWF0oA1dEPYYYkySLt2msDu\nX/8CRo70ujWUgUpLS1FaWpqQbXH4RpqbMwfo3x+oqbHnlZQAs2cz0SUREXH4RqKJyJ7Q4Rv7RHg/\nJ89HKIobbgBatdLu8ESZZOlSvdBYuRJo0sTr1lCG4/CNLFZSAuy1V/C8b74BFi3ypj1ERETZSkRe\nBDAbQHcRWSUiF3jdJsoATHJJmapHD+Dww4Gnn/a6JZTj2FMiA1RWAocdpkFMQPNKLF8OFBV52iwi\nIkoD7CmRWrl8PkIutmwBWrcG1q4Fmjb1ujVEdTd3LnDmmcCyZUADjuyn+mNPiSxXVBRcArSmRnMq\nEREREZGH5s4F9t2XAQnKXAcfrFVjJk/2uiWUwxiUyBD9+gH77QcUFAC9eumDiIiIiDxUWgow0Sll\nuttuA/7+d6C62uuWUI5iUCJD+HzArFlaDnTWLCa5JCIiIvJcaSlw5JFet4IoPkOG6DCkiRO9bgnl\nKOaUICIiymDMKZFaPB+hnf74A9h9d2DNGqBZM69bQxSfefO0RGhFBStxUL0wpwQRERERUSqVlgIH\nHMCABGWHfv00v8Rjj3ndEspBDEoQEREREdXVtGnA0KFet4Ioce69FxgzBvj1V69bQjmGQQkiIiIi\norowBpg6FTjuOK9bQpQ4PXoAZ5wB3HGH1y2hHMOcEkRERBmMOSVSi+cjBEDH3Q8YAKxeDQj//CiL\n/PYbsPfewJQpwEEHed0ayiDMKUFERERElCpvvaVDNxiQoGzTogXwwAPAlVcCNTVet4ZyBIMSRERE\nRER18eqrwGmned0KouQ491ygUSPgySe9bgnlCA7fICIiymAcvpFaPB8hrFwJHHgg8NNPQEGB160h\nSo6FC4GBA4GyMqBDB69bQxmAwzeIiIiIiFJh8mTglFMYkKDsts8+wFVXARdfrIldiZKIQQkiIiIi\nolgYAzz/vFYoIMp2t90GrFsHPPWU1y2hLMegBBERERFRLObPB/x+4KijvG4JUfIVFAATJwK33w6s\nWOF1ayiLMShBRERERBSLJ58ELrkEyOMpNOWIXr20x8RZZwHbt3vdGspSTHRJRESUwZjoMrV4PpLD\n1q8HunYFFi8G2rb1ujVEqbNjBzBsGNCzJzBmjNetoTTFRJdERERERMk0bhxw8skMSFDuycsDnn0W\neOUV4K23vG4NZSH2lCAiIspg7CmRWjwfyVGbNwN77QXMmgX06OF1a4i8MWeOBuZmzwa6dPG6NZRm\n2FOCiIiIiChZHnlEk1syIEG57JBDgFGjgBNPBDZu9Lo1lEXYU4KIiCiDsadEavF8JAdVVgL77KOV\nNzp39ro1RN4bMQJYuRKYMgXIz/e6NZQm2FOCiIiIiCgZbroJuPhiBiSILI88AmzdCtxwA8AgLSUA\ngxJERERERG5ee017SIwc6XVLiNJHQQEweTLw/vvA6NFet4ayQAOvG0BERERElHaWL9du6q+/DjRp\n4nVriNJLixbA9OnA4YcDLVsCl1zidYsogzEoQURERETktGGDJvO76y5N7kdE4YqKgPfeA448EmjU\nCDjnHK9bRBmKQQkiIiIiIsvvvwODBwODBgFXXul1a4jSW9euwMyZwLHHAn/8AVx6qdctogzEoAQR\nEREREQCsWAGcdJKW/3z4YUBY2IaoVsXFQGkpcMwxwC+/ALffzr8dqhMmuiQiIiIi+t//dKjGZZcB\njz7KiyqiuujSBfj0U+DNN4Gzz9ZeE0QxYlCCiIiIiHLX0qXAqafq3d3XXgOuuooBCaL6KCoCPvpI\ny4QefDCwcKHXLaIMEVdQQkRaiMh7IrJURKaLSHOXZTqIyAciskhEForI1XVZn4iIiOom0ndvtO9d\nEblNRJaJyBIROdYxv7eIfC0iFSLyiGN+oYi8HFhnjoh0TO1eJp6IDBGRbwL7eovX7aEkMgb4/HPg\n3HO1esCBBwJffgkcdpjXLSPKbI0bAy+8AFx7LXD00cB99wFbt3rdKkpz8faUuBXATGNMDwAfALjN\nZZlqANcbY3oBOATACBHpWYf1k6K0tDRVPyotcH+zW67tL5B7+8z9zW5J2N9I372u37sisjeA4QCK\nARwHYLzIzlvFjwO4yBjTHUB3ERkcmH8RgPXGmG4AHgHwYKJ3IpVEJA/AOACDAfQCcKbjfIXqKa3+\nlo0BFi0C7r8fOOAAYPhwHQv/7bfaS6JRI69bmF7HKwPweNVNyo6XCHDBBcD8+Rr869EDePZZoKoq\nNT8/Qfj7lTrxBiWGAZgYmJ4I4OTQBYwxa4wxXwamNwFYAqB9rOsnS679knF/s1uu7S+Qe/vM/c1u\nid7fCN+9HRD5e/ckAC8bY6qNMSsBLAPQV0TaAvAZY+YHlnvOsY5zW5MBDEzoTqReXwDLjDHfG2O2\nA3gZuo8UB0//lrdtAxYsAP71Lx3jvtdewNChQGUl8M9/ajDittuA5unTUTfX/vfFi8erblJ+vPbc\nU3O1vPii9p7o1En/5srKNEiY5vj7lTrxBiVaG2PWAnoCBKB1tIVFZE8A+wOYW5/1Q3n1ixLPz/Vq\n3Xhwf9N/3Xhwf1OzbiLW9+Ln8jNOzbrJFPLd2ybC9257AD84VlsdmNcewI+O+T/CvrGwcx1jTA2A\nDSKyW1J2IjVCj4FzXynd1NQAGzcCy5drcr1XXwXGjgVuukmrZ3TvDuyyiwYjFizQahrTpgErVwKP\nPabdyvOYWo0oJQ47DJgxQyt0VFcDZ5wBdOigvZUeeACYOlXzT2zYkBHBCkq8WkuCisgMAG2cswAY\nAHe6LB7xt0hEmkHvpFxjjNkcYbE6/RaWlpZiwIABdVklIeL5uV6tGw/ub/qvGw/ub2rWTcT6Xvxc\nfsapWTdZQr57N4lI6PdsIs/+cisz4KuvAhMDHUVCT6Kdr2OZTvRy6dSe1av1giPebVdXA5s3A5s2\n6aOqCmjSBGjZEmjXTh9FRXqhc8EFOiyjc2egsBBElCZ69gTGjNHHsmXAZ59pr4mxY4EfftBHdTXg\n8wHNmulz48YaQMzP14c1bT0nMyltRYUOQQmV6kS4yfh5HTtqL7I0ISaOaJSILAEwwBizNtDF80Nj\nTLHLcg0AvA1gmjHm0bquH1iWYTMiIiIXxpiwMxa3795I37sicqtuxowOLPcugJEAvofju1lEzgBw\npDHmCmsZY8w8EckH8JMxpk49HtOJiBwMYJQxZkjgddAxcSzH8xEiIiIXbucjsai1p0QtpgA4H8Bo\nAOcBeDPCck8DWOwMSNRx/XrvIBERUY5y++6N9L07BcALIvIwdMhCVwCfGWOMiPwuIn0BzAdwLoCx\njnXOAzAPwGnQxJmZbD6AriLSCcBPAM4AcGboQjwfISIiSqx4e0rsBuAVAHtA76YMN8ZsEJF2AJ40\nxpwgIocB+BjAQmg3UQPgdmPMu5HWj2uPiIiIclyk714AnyHC966I3AatqLEdOtzjvcD8PgCeBdAI\nwDvGmGsC8xsC+C+AAwD8CuCMQJLMjCUiQwA8Cs25NcEY84DHTSIiIsp6cQUliIiIiIiIiIjqK2vS\nDotIBxH5QEQWichCEbk6ML+FiLwnIktFZLqINA/M3y2wvF9ExoZs6x4RWSUiG73Yl1gkan9FpLGI\nvC0iSwLbuc+rfYomwZ/vNBFZICLlIvJUYNx1Wknk/jq2OUVEvk7lftRFgj/jD0Xkm8DnXCYirbzY\np2gSvL8FIvKfwDqLReQUL/YpmgT+z2rm+FwXiMgvIvJPr/YrkgR/vhcEtvGliLwjmV3hIuNE+sxC\nlmkoIvMCv5OL0vW7NBViPF6ufx+5KJbjFVhugoisTefv8WQSkSGB7/UKEbklwjJjRWRZ4H/l/qlu\nYzqp7XiJSA8RmS0iW0Xkei/amE5iOF5nichXgccnIrKPF+1MFzEcr5MCx2qBiHwuIkfXulFjTFY8\nALQFsH9guhmApQB6QsfN3hyYfwuABwLTTQAcCuBSAGNDttUXWnFko9f7lez9BdAYmrQM0BwjHwMY\n7PX+JfnzbeaYngzgL17vXzL3N/D+KQCeB/C11/uWos/4QwAHeL1PKdzfUQD+7ni9m9f7l8z9Ddnu\n5wAO83r/krW/AAqgQyNaBF6PBvB/Xu9fLj0ifWYuyzUJPOdDy6+m3e9luhyvSH8fXrc9XY9X4L3D\noaV90/Z7PInHKA/AtwA6Bf4nfhn6+wLgOABTA9P9AMz1ut1pfrxaAegD4G4A13vd5gw4XgcDaB6Y\nHsLfr1qPVxPH9D4Avq1tu1nTU8IYs8YY82VgehOAJQA6ABgGIFCzCxMBnBxYZosxZjaAKpdtfWYC\nddzTVaL21xjzhzHmo8B0NYCywHbSSoI/302A3l0GUAg94U8ridxfEWkK4DoA96Sg6fWWyH0OSOv/\nbwne3wsB3O/Y9vokNr1ekvD5QkS6A9jdGPNpMtteHwnc32oA6wH4REQA7AKgMvl7QA6un1koY8yW\nwGRD6P+f35LftLRU6/GK8PfRPmUtTC+x/n59gtz9neoLYJkx5ntjzHYAL0OPm9MwAM8BgDFmHoDm\nItImtc1MG7UeL2PMOmPMF9DvmFwXy/Gaa4z5PfByLnL3/xUQ2/Ha4njZDMC62jaa1ift9SUie0Kj\nyXMBtLECDMaYNQAytlxZJInaXxHZFcCJAN5PfCsTJxH7K1rKbg2AP4wx7yanpYmRgP29G8A/APyR\npCYmXIJ+p58NdPG/MymNTKB49tfR1fceEflCRCaJyO5JbG7cEvg/+nQAkxLdvkSLZ3+N3ma4BkA5\ngB8BFAOYkMTmUrjWsXxmIpInIgug3y2lxpjFKWxjOonpeFkcfx/zkt6y9FSn45Wj2gP4wfH6R4Rf\nFIYus9plmVwRy/EiW12P18UApiW1RektpuMlIieLliF/B0CtQ/SyLighIs2gXfKvCUTfQzN5ZlVm\nz0Ttr2iN+RcBPGLSOHt6ovbXaB36dgAaisi5iW1l4sS7vyKyH4AuxpgpACTwSGsJ+ozPMsbsA6A/\ngP4icnaCm5kwCdjfBtA78J8YY/pAL3wfSnhDEyTB/6PPAPBSotqWDAn4G/YBeAzAvsaY9tBqGrcn\no625TERmiMjXjsfCwPNJLou7fmbGmB3GmAOgf49HiMiRSW20hxJxvALbCf37yEqJOl5E5C0ROQrA\nBdChVhSFMeYNY0wx9Ib3f2tbPu0S/MVDNGHhZAD/NcZYtdfXikgbY8xaEWkL4GfvWphYCd7fJwAs\nNcY8loy2JkKiP19jzDYReQ3aDem5xLc4Pgna30MA9BGR5dBxX61F5ANjTO0JZzyQqM/YGPNT4Hmz\niLwI/YyfT1a76ysR+2uM+VVENhtjXg/MehU6nCPtJPJvWET2BZBvjFmQpObGLUH7WwxguSNY/Ap4\nMpRwxphBkd4TTS5Yl7/JjSIyFcCBAD5KcFPTQiKOV4S/j6yUyN+vHLUaQEfH6w6BeaHL7FHLMrki\nluNFtpiOV+C84wkAQ4wxuTqUCqjj75cx5hMRaSAiLY0xEYfMZ1tPiacBLDbGPOqYNwXA+YHp8wC4\nffFFunuc7neVE7K/InIPgF2MMdclo5EJFPf+ikjTwJe+dUJ0PDRBSzqKe3+NMf82xnQwxnSGJsla\nmq4BiYBEfMb5ItIyMF0A4ARo1/d0lKj/WW8FovcAcAyAdO02nsj/0WcizXtJIDH7uxxAT+t3GsAg\n6Ph7Sp1aPzMRaSV2JZXG0M8pXb9bki2W33HA/e8jF8V6vIAM6fGYBPMBdBWRTiJSCO0lNyVkmSkA\nzgUAETkYwAaT5vnhkiiW4+WUi79TTrUeLxHpCOA1AOcYY77zoI3pJJbj1cUx3RvQm2hRt2rSIItn\nIh4ADgNQAz0JWABN2DgEwG4AZkIzO78HYFfHOiugiTc2AliFQOZQaCbkH6DJX1YhDTOdJ2p/oWOA\ndgBY5NjOhV7vXxL3tzWAzwLb+QrAGADi9f4l8/fZ8X4npHHW7gR+xk2gFRm+hHZ1fzjbP2NoxPqj\nwLZmAOjg9f4l+3camvm5u9f7laLP95zA7/KX0AuWFl7vXy49In1m0CGAbwem9wl8xgug3y03et3u\nND9ern8fXrc9XY9X4PWL0CS3VYH/Dxd43fYUH6chgWO0DMCtgXmXAbjUscy4wHfDVwB6e93mdD5e\n0CqDPwDYAE2mvAqO6nS59ojheD0JTYxv/Z//zOs2p/nxuhl6Q7AMwCwAB9a2TQmsSERERERERESU\nUtk2fIOIiIiIiIiIMgSDEkRERERERETkCQYliIiIiIiIiMgTDEoQERERERERkScYlCAiIiIiIiIi\nTzAoQURERERERESeYFCCKIeJSI2IlInIgsBzx3ps40MR6Z2M9hERERERUXZr4HUDiMhTm40xDCgQ\nEREREZEn2FOCKLdJ2AyRPBF5UETmiciXInKJ471bROTrQM+K+xyrDQ8s/42IHBZYtpOIfCwinwce\nB6dgf4iIiIiIKIOwpwRRbmssImXQ4MRyY8yfAFwEYIMxpp+IFAL4VETeA1AM4EQABxljqkRkV8d2\n8gPLHwdgFIBBANYCOMYYs01EugJ4CcBBqds1IiIiIiJKdwxKEOW2LS7DN44FsI+InBZ4vQuAbgCO\nAfCMMaYKAIwxGxzr/C/w/AWAToHpQgDjRGR/ADWBbRAREREREe3EoAQRhRIAfzXGzAiaKTIkyjpV\ngeca2P9XrgOwxhizr4jkA/gj4S0lIiIiIqKMxpwSRLktLKcEgOkArhSRBgAgIt1EpAmAGQAuEJHG\ngfktatl2cwA/BabPBZCfmCYTEREREVG2YFCCKLcZl3lPAVgMoExHvaCDAAAAmElEQVREFgL4NzRn\nxHQAUwB8HshDcUOUbQDAeADni8gCAN0BbE5oy4mIiIiIKOOJMZGuJ4iIiIiIiIiIkoc9JYiIiIiI\niIjIEwxKEBEREREREZEnGJQgIiIiIiIiIk8wKEFEREREREREnmBQgoiIiIiIiIg8waAEERERERER\nEXmCQQkiIiIiIiIi8gSDEkRERERERETkif8HcHvC3/e4CfAAAAAASUVORK5CYII=\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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qbNHviYN6QUuBvvoO/HCecwFdeCGkfhTS+r8v4z7y9+SzLX8bN/e4mbSWaRV9\nKRVOtDEBMwKGYTB3LvTvHypr0QJWrozs4hk5EiZMCJWlp8N331WMjsFkZblon7CcejucNK7wwR54\nZIh3rAJPfw8XD4FW3xT6QwQOb3Y4X137FUmJtSsUyEJEDcOISriN1LdsieBqwfUc3nyzuPz7713Y\nZXnxdV4WYx8+g6/zCt04fj8MHOidNPJBr3Fwwjho5OOee2D6HcOL+fVDjkXhuH9BqyUQD+wVUuNO\n4+VBL9dKA1ASNjBsGHUcvx9mzQqftnZtePljj8HmzcXle/a4ukaM2H+9PsudQ8PTBnDnZlj65Ee8\n8c5EhvQeTm4ubP+fH454i0ZnDif9FyW3Nezsdzf1mv/ExaelcczRy3lq0VMcdOBBpLZIZejbQ0Mr\nX9cDNneDlktJ2NGVzLvfIblF3Xr4BzAjYBh1kEBET7t2bkJVpIHgcK6drCy4997w+UWg+wl+Fq7N\nJb11eplb1f58P397+jw+3AwJBdBlM1z34gg6tj+GdmmpxF3bk4YHLiPrJei6GZa2gj5X5pPYbRYw\ngrSWaTxz1jMA+Hb4iCeevezd5xqS7am82CcL/wFLuKBvtzprAMDcQYZRp/D54Kmn3L65ffq4qJ5o\nkUDXFgmM8fmg70U5cO4wF1kTwIu+0cPmcN7M4+j9Ym86PtWRvF9iDDMqwttL32ZRi/+xtBXkx8Gy\nVrCkNfz9s7/z5eZ5FLRYRvpmZwACRuKoX+K59PizitW1evtqCvAGhsW9bnjmTa64JImbzutVpw0A\n2MCwYdRK/H6YOROys+H66yEtzT3su3YNv2ViUerXh9dfh/POC5Xf9XQOD24JWqTn2cVQ/zcXZhkg\nyAdfP64+q0atIrlx7NNtfTt8pDyegqI0yoduPzsDsDMRujTvwrKtywBolA9ZLzoDkNc6jgYLvyC1\nffFwJn++n+OeP468rXmeesL3I7+vFVE/sWLRQYZRh/D74eij4aefCmXz58M558COHbHXI+IGetOC\nnpWDplzM+z+9URhp8+1QaPgzdPw0dAA2iBcGvsCI7rEPEoxbMI7bP7k9pryN8uHozfV4Y+wSDm4b\n+aHuz/cza8Usstdnc92x19UpAwAWHWQYdYp580INAMCAAaUzAACq8NJLobLzjhgQ+rBfeQYsvzBq\nPX0PjRTLGYpvh4/7/3N/zAYAXO/g1lveiGoAAJISk7g4/WLGnzG+zhmAkjAjYBi1AL8fFi5070VX\nyoTwIaBlivxBAAAgAElEQVThaNfO9QBolgen3U7G+aE+/RMPOZE477ERJ/VY/MbpzH18GM0Sm0es\nc+2OCCFGQcxZMYeUx1O4O/Pu2BT1GHncSM7rel7JGY2IlGgERCRRRLJF5CsRWSIiD3nye0RknYjk\neK8BQWXGiMgKEVkmIqcHybuLyLcikiciTwTJE0RkuldmoYgcWt4Xahi1Fb+/cJD3kEPgk09KUbhZ\nnptc1cw97CdNgg+z8+DmTnDSOAbM6kSOzw0A+/P9nPHKGfsGWeMEdh2whlNPSuKUwzLKpnu+n5e+\neokB0waghHf1CsKp7U8lgYQQeZP6TXj4tFq483slU6IRUNV84BRVPQY4EugnIid6yeNVtbv3mg0g\nIl2AIUAX4ExggogEOpDPAsNVNQ1IE5EzPPlwYKuqpgJPAOPK6foMo9aTm+s2QAfYvh2++irGgs3y\n4KbObnbtTZ1p2SmPHj1gxs9Phrh8Tn/ldPz5fiYunsiq7av2yVOapNCtVTcArul+TdiPSIxPpEvL\nLmHT8n7Jo/M/O3PVjKsiqjj86OGsu2UdE86ewC52haR1adOlzk3sqghicgepaqAzmeiV+dU7DzfQ\nMBiYrqp7VHUVsALoISIHAUmq+oWXbwpwblCZyd7xW8CppbkIw6ir+P3w22+lW72zeXOIiwOOf9bN\nnvVm0Z4z9jmSkqBNozYh+X/941feXvo2t358a4h8cOrgfQ/h1TtWh/2s/L35LN6wuJg875c8uv6z\nKz5/5OnFjeo34vEBj5PcOJkns58sln7ZkZeVcKVGLMRkBEQkTkS+AjYCmaq61Eu6UUS+FpGJItLE\nk7UFgp2A6z1ZW2BdkHydJwspo6p7gW0iEtnJaBjGvhU8+/cv3eqdDzzgdtpKkZ6FQoEB6e58aLfQ\n2bX1tT5/m/e3YvWs3L5y3/E5qecQL/FhP+/CNy/Et6PwYe/P93Pyyye7yVtR2Ll7Jx+u+BCAZg2a\nhaQ1TWjKsCOHRS1vxEasPYECzx2UAvQVkZOBCcBhqno0zjg8Vo56RQg2MwwDCvfUjRbx06QJNG5c\nXL53L5x6KmS/ejaHNkxDENKap3FWqptoteV/W0Ie6Pnks86/rlg953UuHJBNbpzMohGLqBdXfBGC\nXXt3MeuHwnUp5q2cx8bfNsZymXy+/nMAerTtESJ/buBz5goqJ0q1bISq7hCRmcBxqvqfoKQXgPe9\n4/XAIUFpKZ4skjy4jE9E4oHGqro1nA5jx47dd5yRkUFGRkZpLsEwajQ+nxu8vf/+kvNu3+62Urz0\n0kJZQgKcf747Tm6RRO6oL1myeQndWnXb91BNb53O4c0O3ze5KhxtDmzDBV0vCJF1T+7O6lGrGfuf\nsbyQ80JIWlJCEv58P0mJSXy/5fuI9e5b3sHjumOvA+CUDqfQtWVXlm9ZTqcWnfYZLCM8mZmZZGZm\nxpS3xMliItIS2K2q20XkAGAOcC+wRFU3enluAY5X1UtEpCvwKtAT5+b5GEhVVRWRz4GbgS+AmcBT\nqjpbRG4A0lX1BhEZCpyrqkPD6GKTxYwaS06OW2//1lujr9MfCZ8vwtaIUfjTn9xG6k89BQcdBFdd\nRUx75V761qVMWzItYvq408Zx24m3hU3z5/vp9HQnNvy2YZ8sXuJJb51O1pVZPJP9DHfOuzNs2Yf6\nPcRhzQ4LO6nLn+8vZrCM2NivGcMicgRu0FZw7qOpqvoPEZkCHA0UAKuAa1V1k1dmDC7iZzcwSlU/\n8uTHAi8DDYBZqjrKkycCU4FjgC3AUG9QuaguZgSMGsm77xa2wMHN4O3TJ3L+OXPg7rvhvvvgDC+G\n7q674MEHS/e5JW0MEw7fDh9tH28bNc/ykcujTroaOXMkE74M3Wygflx9nhzwJDfMuiFsmQ5NOvDN\n9d/YA74CsGUjDKMKCbcDV/36LrQzLcxzdNq0UBfO7NnOEAwaBO+/Xzx/ly7uM4quCXTbbTCuDMHW\nzy9+nms/iL6l4sLhC+mV0itieo4vh2NfODZElhifyNEHHU32+uwQ+TsXvcPBjQ+2Fn4FYstGGEYV\n8mTx6EZ274Zu3YpvwOLzhRoAgNu9VRQiDX/NnQtr1sChQVMsExJg9Oiy6XtO6jkkxCVETD+k8SH7\n5gdEYusfxYf08vfmc/CBBxeTZ63NoldKLzMAVYTtJ2AYFUy9CP+yPXvg2WdDB3n/+c/i+davdy39\nO+4onjZ+fKGPPzcXMjNh1Sq44ILYfP/hSG6czMpRK5mWOw1V5dQOpzJ4+mDW+deRkpTC58M/L/MD\ne9kvy4rJerbtGSanUVmYO8gwKhCfz8XyR/rZ9u0L/wmKs+vXzy0AV5QLLoC33w6VpaTA0qWlmyhW\nVko7KOvP99Pln11Y718fNV/HZh3JuTbHegEVjLmDDKOKeOutyAYA3ABxYFOXvLzwBgCKG4CWLd1e\nAZVhAMCtwlkal01SYhLXdo8+rnDj8TeaAagGmBEwjAqkdeuS8zz3nHv/+99jr7dHj7K7eyqLFge2\niJr+4Q8fVpImRjTMCBhGBdKyZeh5Sgq0CV2ah7Q05zaaODFKRY180P15907Z5hlUNiu2rIiavvLX\nlSzZvKSStDEiYQPDhlGBJCaGnr/3HqxbB4MHF8oefNDJwpLgh3bzYMgQqJcPexrA0z9y/fXVvBsA\nXH/c9TyR/UTE9KYHNC0xysioeKwnYBgVRF5e8bDOTz6B447zVvH0WLcu/CQwaeKDa7vD0POcARCg\n3h+Me2dWtXcFAaS1TGP5yOVcftTlYdM/HvaxjQdUA8wIGEY54/e7cM5OnaCgIDRNBFavLi4vSseu\nfvSyk6H5DxBfsG9JxQb1G3Dp8TVn3Zy0lmk81O8h4gldYXTCWRPonlwDfFp1AHMHGUY54vdD167h\n3Tvx8XDJJbBzZ8n13HBvLrd+u3Lfhu6HNmnPX3rfygVdLiC5cQ3oBgTxwYoPii0bvVejLyNtVB5m\nBAyjHMnNjezff+ABF9Hz/PPR6xg/HkYMTOfFn9NZtnkJ7Zq1J+vK/9S4h3+AwAzkXQVuZ7CEuATO\n73x+CaWMysKMgGGUI9HW9w9sAXnOOW4W8b7VQNtmQf/bYHdjDlv5CCNGdCcpMYnPhmfVilUzi85A\nvvSIS2usQauN2IxhwygncnJc/H7RhdwCBK/o6fPBX/8KL//3XbjEaxV7fv/FVy82f7lRrtiMYcOo\nYKZNczt9FTUAp54KQ4cWX9I5ORnGPOSDi0MNABA1rNIwyhtzBxnGfnL33ZF3+ho1CgYODJ+W6fsg\n7D9wdM8yLv9pGGXAegKGsR9EMwBt20Ze/hmg1QGtiske6veQuYKMSsWMgGGUkXffjWwAunaFZcui\nL/D23OLnQs4bxjfkxh43lqOGhlEyZgQMoxTk5MCwYW77x/OjRDlOnVryCp939bkr5Pydi9+p0VFA\nRs3EooMMI0bmzIEBA6LnEYEPPyzcF7gkslZl8dCCh7jzpDvp0z7KpsOGsR/YHsOGsZ/4fM7HH42h\nQ+Gxx6r/Es9G3cNCRA1jP3n88ejp8fFmAIyaiRkBw4hCXh6MGBHdCIi4bR7NABg1EZsnYBgRyMtz\nK4GWxNtvu41hDKMmYkbAMIrg97uF4F55JXq++vXh9dfhvPMqRy/DqAjMCBhGEH4/HHMM/Phj8V3B\nArRqBa+95tYJqqyN3g2joihxTEBEEkUkW0S+EpElIvKQJ28mIh+JyHIRmSMiTYLKjBGRFSKyTERO\nD5J3F5FvRSRPRJ4IkieIyHSvzEIRObS8L9QwYuHhh50BAMjPD5/n//7PrQlkBsCoDZRoBFQ1HzhF\nVY8BjgT6iciJwB3AXFXtBHwKjAEQka7AEKALcCYwQUQCoUnPAsNVNQ1IE5FANPVwYKuqpgJPAOPK\n6wINI1ZycpwRiEb9+m5jGMOoLcQUHaSqv3uHiV6ZX4HBwGRPPhk41zseBExX1T2qugpYAfQQkYOA\nJFX9wss3JahMcF1vAaeW6WoMYz949NHo6WeeCatWWRSQUbuIyQiISJyIfAVsBDJVdSnQRlU3Aajq\nRqC1l70tsDao+HpP1hYI3nNpnScLKaOqe4FtItK8TFdkGKUgK8vN7s3Kgtato+ft3NkMgFH7iGlg\nWFULgGNEpDEwR0QygKJTd8tzKm/YmW0AY8eO3XeckZFBRrRlGg3DIxDxk55e6MsPXgbio49KruO6\n6ypOP8MoTzIzM8nMzIwpb6mXjRCRvwH/w/nxM1R1k+fqmaeqXUTkDkBV9VEv/2zgHmB1II8nHwqc\nrKrXB/KoaraIxAMbVLVYu8yWjTDKgt8Pxx0HK1ZASgp8/rkzBAcfDL/t9kPrXPitBXT6t2t+fDcM\ndiaTmAj9+7vW/5//bHMBjJpLtGUjSuwJiEhLYLeqbheRA4D+wL3ADOAK4FHgcuA9r8gM4FUReRzn\n5ukILFJVFZHtItID+AK4DHgqqMzlQDZwEW6g2TD2G58PRo92E78A1q51yzw3bw5yQBa9Bg8iN2U7\nOxtoYf+z390cOPEn8nKSzf1j1HpicQcdDEz2InzigKmq+ok3RvCGiFyFa+UPAVDVpSLyBrAU2A3c\nENR8Hwm8DDQAZqnqbE8+CZgqIiuALcDQcrk6o07j88Ehh0BBQah8+3Y4gCwWx/Wl/XRY2gr6XAk7\nG3gZ6uVzx4uzSE4eUek6G0ZlY6uIGrWSadOcD9/vDxImONdPo03tWFy/C6m/70CA/Dg4+UrIPsRl\nqx+XwKpRK0lubN0Ao3awX+4gw6hpTJrkFn0LIcEPV/WBVktI/6497f/tR3DRDKubwpKgEajRPUaZ\nATDqDLaKqFGr8PvhmmvCJLTOhVZLIH4PuamrWNrwIPIFVjSDk6+AnUFLRPy+9/cwFRhG7cR6Akat\nYuLE4mMAAPycDpu7Qcul7PR35YYj3qDpUaeR1WJtiAEAuLnHzZWiq2FUB6wnYFQLfD54/nn3vj+8\n9FJ4efzeJGYPyeKOg+ez/PYsPvs8jdefWsKw3qHB/2N6jyGtpcWCGnUHGxg2qpy8PBe2uXevOx8/\n3vn0Y12gLTARrF07OPJI2LKlMK1JE7jwQrjvvvCzff35fo567ihWbltJh6Yd+Oa6b2yzd6PWYXsM\nG9UWv9/t3RsSxQN06ADffFOyIfD7oU8fZwRatoRNmwrTmjd3a/2UWEe+nyWbl9CtVTczAEatxPYY\nNqoEvx8WLnQunrlz3avow378+OIygJUrIZZZ77m5zljsPcDHpk53wYUXQOscIPblnpMSk+iV0ssM\ngFEnsYFho9zJyYGrr4avvgJVtwl7wNXTvj18+617OPv98MADkeuZNQsGDgyt94EHnOvohhuce2fl\n/3Lg0j/D4ZmFM367vQPPLmbXru4VdIWGUXswd5BRbvj98OCDJS/JPGECXH+96xn07x8534EHwoYN\nzmD8859w463eOj8/p5NAEtP/m8X5H/QtLBAwAgosP4vFt82ku9kBw7DJYmGXkDTKFb/fbcq+YUPJ\neW++GebNAynykxRxPYcA+fmwZAnkLfbzyuhsGl12Czvb5sLeeHb91J8hM+dHXG+2Z+89ZgAMIwZq\n/5hAYOSwd283Annbbfsfh2gUY/z42AwAwJ498Oab8MYbofIzz4TZs10PIC4OUlOhwW4/R97Yh//s\nOZOsmbk02gPU3wudZrOHoEldSuFi5gLXn2TbfxlGLNR+IxAYOQRnEP7xDxdLGMkQ5OW5+MSrr3YL\nzo8eDa+/Hn700gDchixB2zyUme7d4Ygj4I9mORScezHLmjzOExNuoqt8SwJ76LIZuv2Ma/0X7QEI\nNE5sjCCkNk/l/K7n779ChlEHqP1jAj6f6wEU5eab4cknQ2V5ec6nEY6UFPjkExeEHnAr+XzwwQdw\nzjl1dsupSLcXXGs+7OzdCKxfDxPezuHBLcfukzXaBVkvQpfNsKwl9LkqaLXPQJ76jZh1ySyOPvho\nC/U0jDDUjRDRnBwYNsy9B7N6dfj8Tz1VuMh8gGefjVz/unXOQPTuDYcd5pq/HTrAtdc6AzFnzv7p\nXwYCIZhV2Ul5663w8tmz3dr9998PI0e680jDMYmJsHy5s6M5SQ86odfa35noHvwnXwl9hkP3DqcX\nK79z90427NxgoZ6GUQZqhxHIyYFjj4VXX3XvkyYVpqWnR9489l//Cj0/9NDYPu+XX6BvX9i1y52r\nun0KixqgCiAvz3mobrwRWrRwNqldu0r56GL4/fDZZ8Xlr77q9u1NToa77oJnnnHn338PTZsWz3/C\nCYW7dh1zSOdirp6diW6Z552JEJewK6wuc1fO3c+rMYy6Se0wAg8+GHo+YoSLQRw3zj2pPvwwfLmW\nLUPPv/56//S48soKHXQOeKuefNKFTO7e7eS//upsX2UaAr/fbbz++uuh8n/8Ay6JMCabnAzZ2cXl\n991XeDzy+JFIhJAfQbgv476waU0SmsSitmEYRagdRqBDh+Ky556D2293zeRLL3UO6sQiy0U++mih\nL8Xng6lT90+Pb791ulSQIRg1Knr6scfCeec5F0x5qZCX525jUc9Zdnb4z5hbQoM8Lc35/m+7DTIy\nYP58F7wVILlxMo/1fyxs2UvSL6FP+z6ceMiJxdLaJLUp4UoMwwhH7TACCQmR0/bscX6IggIXeB7M\n9u3wyivueMKE0CD1srJrF7zzzv7XU4RJk5xfPSIJfkidwb9/vYu7PxtJu+55+20IcnJcz2PcE346\nnTODKyY8Rd4GV+mCRX5IWeg+N4g77yy53uRk10mbNy/UAAQ4vPnhYcvdffLdADzc7+EQeT3qcUm6\nhYQaRlmo+dFBc+Y4f3ysBK9hAC4o/frrYcoU+PnnQnmPHvDQQ7BjB5xfynDD6dPh4otLVyYKfj80\nPdRHwWEfQN45sLNIJFKCH0b0hFbLCmUK97dZzl03lGFZZL+fXz6ex623zadJ/Fe8ddpnbGz9h0sr\niGf+ZYs49fnz2d1wNfzaDp77jkRJ4uOPwz/US8uM5TMYPH3wvvOkhCQyL8+ke3Lh7K+sVVncnXk3\nxycfz+heo20nMMOIQu1dRdTvd/6FjRvL/8MCaxuAaxL36BFqPKLRtSt8/nm5zU6eMDOLkdkZEFcA\nexPgiZWhhiBlIVx5EsQHxWMqXJ1+C89fOL50H+b381v3Izjgh9X7PPN/xMNho2BjY1evSD2UPfs+\nhzkPM37IHdxyS9mvMZi5P82l/9TC9SRmDJ3BwE4Do5QwDCMatTNENC/PhWaW1gC0axdbvrSgFnT3\n7rBmDTz9tFugviSWL3frHZQDeb/kMfLLvs4ACBC/C3o8S1yci1SdPRu3a9aWTsVmzbZsEhpQ79vh\n4/nFz+Pb4Sv2GbfPvZ28X/KYNXUsB/ywmjgK52Q12AtnrSisd58B8IjrMbn4nr77Qc+2PUlvlU68\nxJPeKp2M9hnlV7lhGCHUzJ6Az+fCOWNtmQd44AE3Sez//s8NHEfi0EPdTONwLfmTToL//rfwvEsX\n6NgR3n+/UNakiQuSL4eewBXvXsHkbyeHyM46bBB/S32Pbt0K56w9O8nPKz/fyqoWE0NCLBdfvZju\nyd3x7fDR4ckO7CrYRRxxZF6eSZ/2fcj7JY9O/yycINfvR/h4qmsdBH4ZIT2BMLx6zjtccux5+32t\nwdga/4ZRftSunkBgqcpYDcAFF8Ahh7jg9b/+1T01I00gC3DeeZEf4A+HDkryr38VXzOhaOjpfpC3\nJa+YbEj6+fTqVahicjLc/7ck/vvgvcVi7P/+2d8BmPDFBHYVuBj7AgroO7kvc1bM4daPbg3JvygF\nclvBLmBlY/jzadENwKjjRpW7AQBb498wKouaZwR693b++qLEx7t4w5QUFw7aqhUsXuymtK5ZExq8\n3qpV9M9YtSpyWp8+7nMGDCiMb+zePXRz29WrS3QH+fP9LFy7EH9+5Om+076ZxsL1C0NkKUkpEdfF\nSW6czPj+oWMAHZt1JMeXw0MLHiqWf8C0AcxcMTNEtjMRThwBfYfDUSPh8ZPg4tNGMbbv2LCfOfSo\noRH1Nwyj+lOiO0hEUoApQBugAHheVZ8WkXuAq4FASM2dqjrbKzMGuArYA4xS1Y88eXfgZaABMEtV\nR3vyBO8zjgV+AS5W1TVhdIms7ezZblqq3+8ewAFfSTiirREE7oF+xRWR08Ph88Hhh8Mff0CDBvDj\njxHXE8palcU5089hZ/5OOrfszOcjPi/W4i3qpgkw909zOfWwUyOqEa5cPPHspZSuM6BpYlM+uewT\nuid3x5/vp8OTHdjyv8INfNs1acd3139nrXXDqObsrztoD3CrqnYDTgBuFJHOXtp4Ve3uvQIGoAsw\nBOgCnAlMENm3cvyzwHBVTQPSROQMTz4c2KqqqcATwLhSXWG/fs4AgHvwB/tKwpGW5lxD4ejY0bmQ\nSsvq1W5OAjhX1ZpiNgyAHF8OfSf3ZUf+DgooYOkvS5mYM7FYz+DezHuLlW2U0IgebXtEVWP2j8Un\nE5TFAHRt2ZU1t6zZF5aZlJjEylEreaj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EjqoY15+zfe1rX/v2SVWDQER0RFq7XSrwNYcL\na2OXAK2SPiHVVtlXDcfu1JuzfYvFvsVi3+Kp+sQwnJ9ICeB6UqEySDcirQJuA45FuiGlZqg3Z/sW\ni32Lxb7FUe10UIlzpCWIJ4GpOVKuBs5FxM5a6axu1JuzfYvFvsVi36KoxkREbw9gJqnjdgJLq+3z\nf3S2r33ta9/uj5q5Y1ipHO1CUuGvQmpkDDX15mzfYrFvsdi3GGomCBhjjKk8tTInYIwxpgo4CBhj\nTAPjIGCMMQ2Mg4AxxjQwDgLGGNPAOAgYY0wD4yBgTDcknZW0V9K+/DzhIt5jq6Q7ivAzZiipidpB\nxtQYZyLCF3DTEHgkYExP1KNBapL0uqTdkvZLWlb2u5WSDuSRwytluz2Wtz8i6d687URJ2yXtyY+Z\nFfh/jOkTjwSM6ckISXtJweDbiHgUWAqcioi7JQ0Ddkn6DGgF5gHTI6JT0tVl79Oct38QeIlUVvgE\n0BYRf0uaRCopPL1y/5oxXXEQMKYnHb2kgx4Apkian1+PBlqANuD9Um2YiDhVts/G/NwOTMw/DwPe\nljSN9L2zLQX4GzNgHASMGRgClkfE5i6N0tx+9ikVDTvLhXPteeDniJiaa87/OeSmxgwCzwkY05Me\ncwLAJuAZSZcBSGqRNBLYDCyRNCK3j/2P9x4DHM8/LwKa+9nWmMJxEDCmJ72V1n0XOATslXQQeIeU\n899E+uaoPXke4YV+3gPSF48vlrQPmAycGVJzYwaJS0kbY0wD45GAMcY0MA4CxhjTwDgIGGNMA+Mg\nYIwxDYyDgDHGNDAOAsYY08A4CBhjTAPjIGCMMQ3Mv3hgJwSmrcUMAAAAAElFTkSuQmCC\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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"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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ERKR1zIilGFjfj9f/zb9LJFjYfdhPnKPCOeanI/iCDB8DlhPL4aQ5J7GzbCfd\nils2BiwdZUQNGTKEq666it/97nfMmDGDM844QwPvRURE2lkIul7Fj+labMZo56hg+MMvMvrn1VST\nxZ7DHCvHXur+9Jd56b5+RreAgQ+geozs0arAqTVlLF26lLvvvpt16/yqS2vWrOHRRx9l5MiRGv8l\nIiLScUYAJfjGqBLgZAAu/tcj6f1uNdlAl21xip5Z0xYXz/gArKPFYjEWLFjAKaecQiwW49RTT+WE\nE07gzjvvZMaMGXzuc5/r6CqKiIiIX+8aZv1wJZuH7iWeC5uHxpn1w1VtcTFlwu8gr7/+OjfccAPz\n57dqFmuTKRO+iIhIrdAFOQ+fXgL8mtajgRLyts+iV3kuG4uqqMof61zrUk6kohawDjRlypSOroKI\niMghKQym/x5+TWsDhuLze5VSlV/O2pFVVOU3KeVEPYP5Gz7nYGs5SuVgbAFrb2oBExERqRUZhF8S\nNpWCH4gf9hUDZY3NegzHzsG3pJXTxDQVagETERGRjFRfy5RNsT587VN3cO43i+i5zIA4cHMicEqV\ncqKBVq4SarPkFwFXNqUlTC1ghwi1gImIyKGkvpYpm2J9gPdxYdC9M7jv7cVsHn5KaP0aBFwLTHWO\n9xoqK7Iv0ZJm+OxhNa1p9dVPLWAiIiKSiaItU8XA6WH7BUAXDB8umYN/uWIRQAi+luLHhi0Nn5PL\nSqwFCdSMJfsBfiwZodTjo8ekogBMREREMlEpsCK8zwGeNKNP2O7bqRKdZ088dlnY/j/UxkZZwNWR\nslKuBRlawH4aOc8By2hk8H5GZMLv3LnzBjPr3dH1OJB17tx5Q0fXQUREpB11B/pHPncGLmPF+LPo\n/8/azsLXvwpbh2YBfcMroRr4A/hWLjPGkHpgfgm+xSsxzMeATo1VLiPGgImIiIhEmfHvwF1Jm/fQ\nc1knbjjedz06g18tga1DUhWxHPhME2dBrgQKknZNcI5X6jtPXZAiIiKSiVJNPOvEzj7wxCMw7+Z9\nDQRfAINILE/UgBCgXZC8ubHzFICJiIhIJnoY2F1nS14FXDMGLrkcBs2IE+9+O/Dnes7fL4BrIBXF\nJuARagfi78GPFauXAjARERHJKCFA6gdcDuyr2dGrFI4sg+w4FLzXieF/rAJm1lPMcuD1pDLnALOA\nOWb0MWOCGZfjZ05+iboD+AsbqqMCMBEREckYkbxcs4HbwefyAmBjCWwqxi+0XQRvX9kbeBI/uzHq\nLvYf/5XyaP9cAAAgAElEQVScimI28HdgGnXjqX0kzZRMWU8NwhcREZFMYcYEfGCUmOf4n8DX8DMc\ns8irgF5lsLHIUZU/xDneC/m+ZgG9gSXAqOTB95EWsGHAGnwLW3bS5auBS4EZjQ7eVwAmIiIimcKM\nC4C/Jm2OUzf11l5grHPMi5zX6PqP4ZiTgd8BAyO71gNPAL9KZM9vjLogRUREJJNUsv8sxD1Jny35\nmFTrPyYL+wwYkLSrDzAe2GnGBWbcEJK+1ksBmIiIiBzUwoD460PrVznwftIh36BuwLUPWNWC68SA\nk0id4uJ4fBflX4F7gRUNBWEZkQlfREREDk0hyHkfwuLaPinqY/hWql74dRoTC2UnZONnKa5vxnUS\nY8DqW+NxPX5cWEJn4DxgaqqDFYCJiIjIwcwvrl2rH34xbfB5wFbi83RVU9vz9x6NzFJMITELsr7Y\nqXcod2jk2s/XV5gCMBERETmY/Q0/7qtLin2JVqhyfLdjFn4A/nWNzVJMoRQfzA2uZ38n4HdDWbJ6\nHDNHVhD734fdl+ttYdMsSBERETloha7BRdSdlZiwG98VuQOfG+x4fJqJ0S0IwDBjFPAc0DPV/qEs\nmbSEYf+FT1WxGrgJ5/6W6lgNwhcREZGD2Qj2n5UIvttxuHN1xnmlGjzfJCFX2Fx88FWNH2gfXepo\n94NcafiuypxQp2frK08BmIiIiGSiI6kdj1WCb/3KCdvqG0jfkGupu9TQF6m71FFWOUW9k86pN+BT\nACYiIiIHlAYWvU5lIX581t4U+xLrMZbix4FV0YRlguoxldrFtgGOwI89K02Uu45jn8J3cTY6vktj\nwEREROSAEUn3UIQf9D42qRsx+fg++IWwwS+K/TS+pasSGJg4tymZ7ptQt38FHgofHXAmfsFuX65v\n8Ho11N0vU+RcylYwBWAiIiJywAgD3WfhF70Gn9rh06mCphB8rcDPdgTfsjURGAs831Dg1sK6RXOO\n1QnwwgHJdd+HcykzTqgLUkRERA4km6jbhTcQv/5iKpdQG3yBH991hHNMTXfwFRRFrtcZP9sxqhQf\nECYkL9ZdQwGYiIiIHBBCN+HzQF50M6lzfAF8kPR5DS0b35UezlUAbzblUAVgIiIi0qFsisVsin2V\n7xz2Cp++rz95dXobHb67L5VZ+EH1+/DjxVqU36sZogP+S/Hjv5L9vCkFaQyYiIiItKnQslUClCYH\nSDbFYsAbwOCajsct/eG3b0NVDCAO9E3uUgxljgB+ie96XEzbB2BNG8xvdiJwM3APzr2d6hC1gImI\niEibCQHLPPzMxrfCQPaoEhKJVC28Cj6AYxYm9jtq00lEy5wDvIgPhlqT36tZnKPCOeY3GOg59zbO\nXV1f8AVaC1JERETa0oC/T+TwxcVs6werxg+gKvaqGSdGAphdQHZN61ciaYP/HMfn1epmRixyTqqF\nsR2wqg3vJK0UgImIiEibsCnWhy9nTSUr5C/dVAT3zzuOqvxiYH447Ap/MD6EckC8E2weBvAYcCLw\nAlBuxpgQhG3CB2e5tVcjF99S1hazH9NOXZAiIiLSNnYVXEJWdW5N1+LhS6Dv7A+pO1PxrTrnGGDV\ncNgqB7yET/WQG/4sDl2Y77D/zMi1dOQMyGZSACYiIiJt4+kHPyLeqbZlK6sazvresQx/uDfUDMD/\nLuBwOPblVhPPhY+HxIl3Ogv4Dj6XlgO2ApuBC9g/+NoOjGzrAfjppABMRERE0qbOOo7LL4RfroDX\nboHq7NAKtiyL6pzbI7MYiwDDgMqCK3n9m19hyRf68tGnd+EX0E60n/XGr+e4nrprMgJ8ro0Sr7YZ\npaEQERGRtLAzbu3DynGzWHdyP6ryN+Bbro4jrwKuGQNHlMPmInhgdjVV+WV85ZQfcczCP4XwywFn\nutvcK1Cz7M9S2G9B7ng4Nhef/+sq5/hju91kmigAExERkVazKRZjT7dF5OwZyObjYepriTxeXt72\nKnqV57GxOLHd0emTD7hmdH+OWALYErLjp7jbXEUkdUV9aSXW4FvEFkPNwPyDigIwERERaTWbYhNw\n/B3DcMC0l2HlhMRuB/wNuDDptDh5FTn0KoNNw1ayp8cJzlERFuSeQ+q1FKvwXZcnA88dbF2PCRoD\nJiIiIuliKd4lPi1IcXwOVTFYOxL29OgHnB62lwIfJR27L2x7CJ+e4j7ghdBadtBRACYiIiLpsBmg\nJqFq9zUkrek4LLK3PoXgs80D4/CtXQC7gZvw3Y7X4gfn16SmaHXNO4ACMBEREUmHy4Dalq8vXOsH\n3vsgrBq4E1jRwPl7gKcTH5zjPaAf8BVgOHA7ddvV9uHHgB00ub+iFICJiIhIOjyG4WrauLKq4ch3\nqzn+6eeBoc7xNjAG+KCe86ckj+dyjvXOMRXfMnZ40vE/4iAdgA8KwERERKSVQkLVh4B9GJuBqpB4\nNYvTfnYeA2d0Ax9QUbu0ULJ3mnFJB8w5WIMvUAAmIiIirTcCv0B2DnA4jpza5YeWQ5ePb04cGIKm\nG6mbTHU5MLuB8hfiF+VO5NQvB15P6x20MwVgIiIikl7VOetqQqXNx0Pl4fdEd4fxXUOBu4BJwGea\n0JoVx4/7Wgk8Cow9WGdAgvKAiYiISCuFLshX8bMTlwDnsPzcCSz+/Of4pN+d7r1z3m5V+T4v2Cz8\nzMeoMmDUwdgVqQBMREREWiUEYGPxsxafcre5tCZHDS1dc/ApJ3Iiu+L4gfjz03m99qAATERERFrM\npliMahZgDPMbWAKMcLe5tLZKhSDsUuD3kc3LaVr35QFHY8BERESk5bYWjsUYVjPo3nE8tRnt0yYE\nWQOTNj9zMAZfoABMREREWuODM/qn2FrYRlebSu3syWrgt210nTanAExERERarsvWF9iXU10z6zEp\no306RWZP/hSf3PW9trhOe9AYMBEREWkxm2KjcMzCyMURx5jobnPPdXS9DnRqARMREZHWKMUoB6ow\nymg4oaoEagETERGRVglpKIqBsnTPfsxUCsBERERE2pm6IEVERETamQIwERERaRIz+pjxVTP6dHRd\nDnY5jR8iIiIih7oQdL0PdAEqzRjoHOuhZgxYCVCqMWBNoxYwERERaYoL8MEX4c+vQk3wNQe/WPac\n8FkaoQBMREREmuJvQGXk8xQzTsS3fBUBucAw/GxIaYQCMBEREWlU6G5MTrD6baAUQh4wWAyUtXPV\nDkpKQyEiIiJNElq83opsWgeczO22A+UBaxYFYCIiItJkZtwO3BbZtBoocQ4FXs2gAExERESaJMyE\nXApEB9pXA6OdY37H1OrgpDFgIiIi0igzErMdk2c57gVWtX+NDm5NDsDMLMvM3jSzZ8Pnnmb2kpkt\nNbMZZtYjcuz3zWy5mS02s7Mj2z9tZu+Y2TIzuyeyPc/MHgvnzDOzvum6QREREUmLscCAFNvzgNHt\nXJeDXnNawG7Cz3JI+B7wsnNuKPAK8H0AMysCJuOnop4L3GdmFs75DXCtc24IMMTMzgnbrwW2OOcG\nA/cAd7TwfkRERCTNzBgEPAgkvs+j45cMeCQcI03UpADMzI4FzgPuj2z+PDAtvJ8GTAzvLwIec87F\nnXMrgeXACDM7Cog5514Px02PnBMt60lgQvNvRURERNItjPsqAw6PbN6XdFguMDt0U0oTNLUF7BfA\nd6gb8fZ2zm0AcM59BPQK248B1kSOWxe2HQOsjWxfG7bVOcc5tw/YZmYFTb8NERERaSPX4LsZk+1J\n+twHOCfFcZJCo2tBmtn5wAbn3FtmNq6BQ9M5ndJSbvTXj9ZhpnNuZhqvKyIiInX1TrHtPeB64O/U\n/c4+Bd+TdUhqTpzSlMW4RwMXmdl5+LWfYmb2EPCRmfV2zm0I3Ysbw/HrgOMi5x8bttW3PXrOh2aW\nDeQ757YkVyTcRMobERERkTZxL3Adtb1m8fD5LOoGXw74bftW7cDSnDil0S5I59wPnHN9nXMDgMuA\nV5xzlwN/Ba4Kh10JPBPePwtcFmY29gcGAQtDN+UnZjYiDMq/IumcK8P7SfhB/SIiItLxNgBfxwde\n4NNOLAam4nOAJbwfjpUmaEoLWH1+BjxuZtfg839MBnDOlZvZ4/gZk3uBb7rabK/X4WdRdAaed869\nGLZPBR4ys+XAx/hAT0RERDpQJPdXMZAdNmcDhc4x34xLgT/hG3T6huOUkLUJlAlfREREUjJjFDAL\nP8vR4VvByoExzlERCdCG4VvFxmhJoqZRACYiIiIphRQU7+PHgFfihwnNjgZZIQjzC3Er+Gqy1nRB\nioiISGbrR22skA18nBxkhc/qdmwmrQUpIiIi9SnFdzlW4bsYyzq2OplDXZAiIiJSr9ANeT7wnHOs\n7+j6ZAoFYCIiIpJSZJB9EZHB9x1bq8ygLkgRERGpz1igBD8Lchh+sL2kgQIwERER2U/oenyC2vxf\nOcDmjqtRZlEAJiIiIql8GZ84PSEL3yImaaAATERERJpiL/B8R1ciU2gQvoiIiOwndEGuwLeCVQEj\nnOPtjq1V5lALmIiIiKSyA58Ffx+wHB+MSZooABMREZFUJuJnPmYDg9EMyLRSF6SIiIjUYcaJwFuR\nTcuAzyoHWPqoBUxERESS3ZL0eaGCr/RSC5iIiIjUkaIF7FMagJ9eagETERGROkKw9SngQRR8tQm1\ngImIiIi0M7WAiYiIyH7MiJkxKizILWmmAExERETqCEHXHGAWMEdBWPopABMREZFkY4ESIBefC0w5\nwNJMAZiIiIjUsBMeHsRxrz5JXkV22LQcKOvIOmWinI6ugIiIiBwYbIrFOKfXTLps6cSmYnhgDlTF\n7lMOsPRTC5iIiIh4m4eMoMuWo8mOwxHl0KsMYFFHVysTKQATERER78lHYVOREc+FzUWwsRjggo6u\nViZSHjAREREBwIxB5G1fSq/yLDYWQ1XMAUOc472OrlumUQuYiIjIIaSR/F7jqcrPYu1IqIoB/EDB\nV9tQACYiInKIaEJ+rxXAvvB+NzCtHat3SFEAJiIicugoAYpIkd/LjAuAl4FE+om1wI72ruChQgGY\niIjIoaMUKAeqgMWE/F5mDAKeSTp2AErA2maUB0xERKSDha7AsUB/4EnnWN8W13GOCjPOBc4Hnovk\n9/oG+zfKrEUJWNuMAjAREZEOFIKvBfguQYA7zBjQFkFYuNY/gCHAGjPOAgrZv6txEzBSCVjbjgIw\nERGRjjUCOD7yuTNwJfCz5ANDV+E3gHnAjBYESBOpDfT64bsjcwEHVONbwaqAU9uqFU48BWAiIiIH\nnj7JG0LwtZTarsJlZny2oSAstHiV4Md+Afwi6ZDcxKHhlXAEKP1EW9IgfBERkY61kLrBjgN+FT0g\nBFK3Uvd7ewhwcn2FhnNeBWaHPy8DDm+kLg4f5GnsVxtTC5iIiEjH6o5vfYoDn5A0G9GMPvgux+NS\nnNulgXJH4Fu/LPz589QXr2AECwB4nRHxCvJv1tivtqcATEREpINEEqMODJsOB64BrjJjKLABH3wV\npjjdAZXNuFx+8obuVPAqp1ISeiiXMaT6CSYvhh81o1hpCXVBioiIdJwR+HxbybKAH+NTU/RNsd/h\nB9C/ntiQYomhhfixX3vDsUvCeQCuOxV8kUf2FVHORwUF3H/++XQv2Jx9Kz9OFexJmqkFTERE5MB0\nKTCynn3rgLMSXYWRlrQiYKUZY51jvRnnAF8DShhc8b+M3TSMGUd91GNN1e2zOL2oiNKsDQU9GfTw\nw+zu1InOVVU5Nz71VGXKvkpJKwVgIiIiHaccv/5iohXMkvbX1xrVB59OIpEqIrrE0GDgVTNGA/8E\nhtIlDv+x5BIG7Izz5dVlf7z69u8NX/nu01mQ89yoUezu1AnM2J2Xx8JhwyYDb6fxHiUFdUGKiIh0\ngNBq9QK+i3ErcAN+eSDX0HlBNnBPpLtxE7VrOILPqP/vwCD/aScU7oQscnAM+/aUa3Zl+ZmOVefP\nm1fdec8ecI68vXurD9ux4w9puUFpkDnXlJ+ziIhIx4jmssqk2XlmjAJmUZuLywFn4YOy3PrOi6gC\nxjrHfDO+DdyZtN/hW9cGdi34mOpfvcPu3pBVmbWmursrduPHg1/rcfOCoUMv+Z8vf7mPwa+evvVW\n5f9qB+qCFBGRA1bS2KZyM8ZkUBBWCmwBeofPBvwH9Qdfe4G5wKlAJ2AfsCo8o5tTHG/AW/ndN287\n4s6XPrOij8/tmp2359iL5izojXPvAfMBToGf/SU99yRNpC5IERFJixSz8NIhOrZpGL7FJiOEQPIL\n1HY5VgMvRY8ZyDLu4mYu4U/0YNsq4CfUfndn48eITQSOqecyFx/Xd+lnVvbtBWZgxt7cXNvWvfvV\nab8haRYFYCIi0mpmxOi07VWOe202nT4pD8vmpEMpfqB6FbAqvDJCCFR/g0/AGscHYF8nBGQDWcZS\nhnILv+RxLmMTR7r/5tZyoHwUs6v+yZjdSxnUDfhcQ9dZ+UEx/VZvBOc0zusAojFgIiLSatbnzQlM\nvPrvHFlubCqGB2bvoSq/fzoWdDZjAvA00BW/ZM/JmdANGcaAzabucKAqYDVQeC/Xbbue+46MTIvc\nB5y2jIHdBvP+y+D7GB/giiuuZdr0hq7VvevW3edd9eu7Nw3o2r3Hrl0a53UAUAAmIiKtZjcMnUDP\nFS+THYd4Ljw4G9aO/Cnws9YES2acCLyVtPly5/hjqyp8AAgB2GuRTYmEqecChXM5tXI0896ktrdq\nD35249RwDA5Yy9Gv92XdP/CpLH4H/JX9lyjKiGeWSdQFKSIirXfEsoVUZy8hngubi2BjUTXwHWBO\nK8eEfTfFtgtaUV6HMaOPGf9uxrdDF+3TSYc8DIxxjvXOMX+0e+1tfDLW6kQR+DFfP4LagWOPc8nJ\nR/Hh94CL8AHcKHxrWVSP9N+RtIZawEREJC3shIcHsf3YWaw/qTdV+Vn4gKEmVUKzy/OB2+vA0KRd\ny4DPHkzdkGFB7fepbZmqwjeCJLofHTDEOd5LOjExC3QYPkfYGJyrwGxCHJ7Jhm4Au+nEAFbwEUdf\nh29J+113KiihlDKK91aQX5iO7mBJH7WAiYhIq5kR490vv8iqsUdTlZ9NbUb3fbR84HwJtRni91Hb\n6NOPg2825AXU7RbMi7zfC4zeL/gCcK4CGINfE3JM+AywKxs67+jShflFReztksV5PA+wEfhbjO2V\ncxjDLE5nPX0+cNiOtrgpaTnlARMRkXSob1HpRKqElrS+JGZADgOWAwOBzvguuYNtNuTfgN34+oMP\nJhPfwTnsP2arlg+6klsQV1Z07Vo15pe/7FJeWMiwVavZcOM5UEmlc6z/p31+8nDe/Us21dl5xPvh\nA9Zmt0JK21ELmIiIpEfedjh2HuTV9AzG8d1mZc0tKgy+/1/g/+IHnH8Pn3yU8OewVte3fe3Ad0Hu\nC6/kNR+bq19p//655YWFxHNzKS0cwMb+MQdUAoxn5qxsqkvxXZ0t+hlI21ILmIiItN74W8sZ9tRe\nDl+e59NQzIGqWDbwjeaO1Uqa+fglfFqGb6e5xmljM2fWLpU0blx991oCDKHueo0JK/Fj3ZqjtGjl\nysXDVq8uWdy3r1WvznduVbfymnL8OLEx+JavskjXpRwgNAhfRERazSZfcgnHP/0nsquzImkowC8S\nPbA5QZgZjwBfTNr8Hj4NwxBgCX7MVIcHFSW/njkqq5rn3htErLIrZcCYVEFYmFBQBhzXj7Vcy7PA\nBrbTZW8Vncbe4741r9kXN4uV9ut3+h9Ou+D4F+ZevmTxyhGzD4RnIk2jAExERFrFjEHkbV/KNadn\ncUS5T0PhW8DAd0OOaeosyBCovAEMTtq1F79sTx/guQNhRl/Jr2eOuvkeXitcCav6wY33sreyK6e7\nceNS3qsZg/qzpvRRXupUSV+6sYpPcSPZ7K7KwvXDuebdk9mJ+KWLCvDB3Ri1dB08NAZMRERazC77\nwiDG3zqdvB1ZPDDHt3w9MDsegi+ApTRv/FEJPtlosmrg58B9wAtpXm+y2WzmzFhWNX8rXOnI3QeF\nqxzHL9mz948//vHm+s5x2IaX+OZfK+kL5LKLQnbRD8PlAec1rwI2CHgT6IUfTlTEwTcz9JCmAExE\nRJokebFtu+wLgxj0/FJO//EobhroB9+vHVlNVX7ilL3Ajc3sFtvE/klEwadtGMqBsyh3yXsDXWxV\nP2NvjmNVIawYYF3HvfXWu5j12e/okM+rH//4fDdWYeylK6voykrMz458vpnXv5a63+Fb0ED7g4oC\nMBERaVQIuuYAs0hkt++87VpyqrIwIGc3nPDwMuA0fCBQhU8h0eTB5eEaM6id7VhnNz71xIEyq2+l\ny6naeOPdcW66B2681/ikRy5/Pu20zqRuzSoBinKozD2JG/kUN3ESN8ZzqbwXGNDs7ke/HFEiQ341\ncI66Hw8umgUpIiIp2RSrmd0HrgTfzVXbArX7sKnEO32XnD1GvDO88+UhwIPAOHzur7JmtX6d+dFl\n9Ns5gOePgg+7Je9dVm+5FqlnOwQhYdbjjN15eUeTB4uL8OGhg74bNuwhdWvWSnyS1GNyqKQHiwE+\nAH7Yojo79x5mQ4GrgT/gnBbXPshoEL6IiOwnBF9z8EFXOU/98RLe/fI7+IShlfikqDvovnYVg1/s\nyfLzYMfR4FtjRjd36SGbOXMQjmWA4YCvfhpW5DtgOj74+kPI5j4Rnxfs5zj3dgi+XgcGAWuBUS1o\nTWoWmzlzFDCbRCOGc2Tt28eQ1auZd+ONiw/bufOUOkGVr+Or+CAxhGqswA+a7/DJBNIx1AUpIiKp\n1G3xOvr/jaO21ySR3f4cdhzbg0VfSQRf4JONtqR78FrAMHyIcuc70CVuwOeA23uwbUbcz46cjk9R\n8VaYBTgRPzYsUaf5IeBpSystHl+Hc+AceVVVPH3rrfGF11/PYTt3DiQ6Ps2PB/sB/llGl2f6moKv\nQ5sCMBERSWUlPoUEOIw1I47HtzAlxmBVAn+i7vfIPvyA8sSA/QvMuCEsRN0YP6bJ4cOUWBz676wG\nDgdyiyk7Pmv/pY5uxreGRR1LGw7QT3Q/OrNj/QajOiuLw3bu/DhWWVmFn/XZDbNYCL7ex2fxjyZg\n/YDmJ16VDKMATETkEGJTLGZTbFToYmxIovULIJd/uerf6f5hf2Anfnmgb7D/d0g2vjXqZGAe8Ffg\nXmBFY0GYGzfuPYzTcGyjmn1szduE1Q7oL6N4SbUPXACo6NKFx8aP77TmyCPfSCrqPdp2gP4IoITs\nbB9QOceQtWurc6qrvwDcBRyHn0jwKnAJqdd4XKAB86JB+CIih4g647r25S6z/LWPUHFsFfBwNLGp\nnXFrH0Z2up+8Pf47woDsKhj8PCz6Sk/gd/h0EckcvgXIgOMj2xMzA6fWWzffsvQbsugGrKBX1VhX\n2mO9GWOA4k84rCzHBz8vVnTpkjPm3nspKyz8YvGqVV+cddNNa3rs2vU68DTwTLsFN2awb1914YYN\nV55aVjaNusljS/CthHvYf1bnXe1SPzmgqQVMROTQUTuuy1FMj7U/Ae4k0kJlRoyNRXPJ29OvZjyW\nA6qzYXmd7ApH4rsjo+L4bsGF+OWCEpqS5yo65qwwvHCOCueYH2Y9LgTK3h0wYF9ZWIS6vLCQxYWF\nxwEn0g7BV8n77+/COUuM/8qprrZvPfmk4ScBRBk+aexXk7ZfgXNvt2Ud5eCgAExE5NCxEojjAJcN\n2/r6rXkVnfn0779rUyzGUW+O4Mz/qM1En5go/8A/owPtE3uuC686eb9CsDQKuAC4HhjQhKWDSsP5\n9ef58sHVmF5bt141bPVql7t3L0WrVlG8ciX48WFXtukAfLPYyLKyZ8N7MCOek2NvDxz42XrOyN3a\nvfs35xUVUdGlpifyjDarnxxUlIZCROQQYVNsFI5ZGLnEs+HhGbBuBFwzBnq9u4+s6lLWjvgxfV5/\nguzw3eCAf/6nY/aPLUWRVfgB7xvCn83L+5Xk1muu6bOjS5fzu1dWPvejBx5IHbD5AGvB9i5dhrwz\ncODOE95/P5ZfWRmdXVgOjE5nS1joHi156dvfHnT9dddNX9avX6Iu4BwjFi+etOC6626n7kxHtnfp\nsue4J55Yuysvb2DxqlXMufFGYpWVn1ILmIACMBGRQ4ZNsRiV+e/QeXs/ADaWwIu/gH89F7LjAFW8\ncc0tHPfarzhyiQ8k4nmOX35gSa1fUWuA4tYEXr5ySXnH6ltY2mwS8Hhky2agJ7WzDB1wJs690qr6\nBLdec02fey++eE5Fly6FPSsqPtnetevh8dxccA5zrtqcW1ydnT3KjR8PfvLB0fjWv7Xj77773Zkn\nnfRnIDc7Hq+++sUXr/z9XXf9MR31koOfuiBFRA4R7jZXwZwf/o3qbN9Oc3gYL//x4Cpc6PornzyX\n+xc4HnkWnr8Xfrkizo6j9zZQ7FGkJ+3D/pn2UxuZ9PkI6qZ4SB+z2Pi33pq7Ky9voMvKytnetevh\n/T76iNy9eylesYJzFi68sjo7e5QbN64C5ypw7hWc+yPOXWf//OevZ550UiU+iWx8X05O2f0XXPBM\nm9RTDkqaBSkicijpsvl+qnOvJ2ufHwe2aRjcP9847eff4vSfTuf9c24Aslh+YfKZHwLP4FunfhXZ\nvpoG0j48fOaZg7bGYtf2rKiY+uWXX25ouZyV4VVIw2s9/gY/0D9VA0J1OK/1ObZ8i9yVn12ypH/x\nqlWUFxZStGoVz3/3u6zu3ZuilSv35ldWvpeqlS50Wb6KDyTjra6LZCR1QYqIZKiwuHUJUJroIgzj\nwGZj5BDPgQfnwNqR4LsSLwXmUhvc7MW3leXgx3uNBboBf6d2fuSFzvFcqus/fOaZg37+xS8uXdy3\nb9aw1aurv/voo0NTBmF1ux9XAmMbzBJvdgn7J4GtDvWf0erxX74+8/CpNLIrunShrF8/ilau3JNf\nWZkXjiqlnrFmNnPmBGqfUUIVMNaNG9esJZokc6kLUkQkA4Xgaw4wC3ijJhHqQy/uYlthBfFc2FwM\nG8hnth0AACAASURBVGt6+o4DXqDu98KD+CAM/AD3VeGVSD+xB3izvjpsjcWuXdy3b1Y8N5clfftm\n7eja9Wv1HJoyBUUDZuBbuuLAenyr2KeBdY2c11Rj8V2g2QCxykpGLl5MfmXlV4Ezw6u5A/1X0rYJ\nYuUgowBMRCQzRYOawcAsM07k/XPe5Dfv9uTB2fDAHKiqk7UhOYXD69Rd/3EYPp9XIrFoFg0ES4PX\nrn0smi7i0ldeuaCeNBErw6v+FBR1dQe6hjod9f/Zu/P4KKurgeO/k2QSBgwKssiaBNkS4gIqGBEY\ni4oLrW2t1mq1RV9rrShWW6ttrbVu76vWKta1L+6+tda6S7Vug4hsCi5J2CFBBBEJSIAh633/uPfJ\nPJlMlglJIMn5fj75MPPMs00IzMm9554DTASexAabc1ugFEVWPdsfB9a7XK+Ggq+vqT36BbDUhEJa\n/V7V0BwwpZTqmPKx+VmHuueZwFVAEuXp3rRjrNhfygPYnK9sbGAk7jz0CW5gwtB/7xyVlh+Be+qe\nSSR9Cjyed/nlVYWZmSmjiopIj0S8RtUL/PthR94ysZXjr24wuLH7z/G9L7Dtj8B+pnkJ/IlP9dlz\n57r7KQdSY/cApgG/a+RM58TZ9mrC96M6NB0BU0qpjsufAJ4MPIHNlfJUYFsHfRrn2Ai2tc8E7JTc\nBGwl+sK+wc/L+858g5f+nNnzhZ8fvuTpE0+MrQIPbgSueySScuyyZaRHIl6botjRrUlu3wDQHXgL\nkSMaeE+5uCDQMcAqbIDY1BG0umzwNQ94D3gZ2BFnr2qaFkjNovb3eQ12AYNSNTQAU0qpjimX2u1x\nkrAjRedgexEeiZ26+6Hb1+9L4HBj2ORvBeQS+SdcdNztzyzLGIyX27UtPX1anOvnY6cVPbZNkX90\nS6QftqZXbBmJKxt4X/6K+WXYQKcamIIXKCaYhC/hcPr0yy+/5K3Ro3NLg0FvFK2Xb5cybA5cEhBG\nJF7AWcOccMKuF6+77vqe33zzAHAWMFqnH1WsRgMwEUkTkYUislRECkTkVrf9BhHZICJL3NcpvmOu\nE5FVIrJMRE72bR8jIp+KyEoRudu3PVVEnnHHzBeRwS39RpVSqpPJx9ag8uwBfgE8DZwErDWGBdiA\nLPazoBe1A5AaxlA68ZsFd+UUFxOoqCC7uJhhGzY8G2fHUmxAtApfm6KYvaYCQeq6O842/3knAFdj\npwiTsblu2RizoDnBFzDvvu997/aT7rxTjvvrX/1tg8COEt5HNEhMBebUm2cm0m9H165r+uzYccu6\nc8/9qTnhhHkafKl4Gs0BM8aUicgJxpjdIpIMzBOR8e7lu4wxd/n3F5Fs4GzsbxADgbdEZJix9S4e\nAC4yxiwWkdkiMsUY8wZwEVBijBkmIj8Ebif+HLpSSql6+MtOuE3V2JGbEmze0v3UzZOaBVxD7SCs\nErvaMa4pH37YNa+goKIwMzOQU1RU3j0SiRdEgTGbEJkEnA68Fic4ehUbGHbxbTu70VY9xpQisqzO\n9mgOV34CgVgukI2IIMLyQYPIz8qqyCssDHhXA1JKg0Hys7LIXbeO9EikL/XkmRX36XPmGbfcEizI\nyGBUcXHwpd///nsZ9vuuVC1NmoI0xux2D9PcMdvc83i9wc4AnjHGVBpjirC//YwVkUOAdGOM9xvQ\nE8B3fcc87h4/B0xO5E0opVRnF1N2Yi529CkHO3LTG1s8NRkbUNTkYhnDauzU5L+I5i0l03ApiPzu\nkUjhscuWlXePROrPuYom2N8P/DvOqNFObIFXTwW2HllTLMIGmhVEFxx8hq1jtqipKyGfuvnmLQdv\n374ZYwzV1WRu3EhOUdE2fKsy3zj66EfG33tv9cS772bCzJnsCAYFu9Kxjp9ee21RQUYGlYEAhRkZ\nTLvmmnoDWdW5NSkAE5EkEVmKzQsIG2MK3UvTReRjEflfETnQbRtA7X9AX7htA4ANvu0b3LZaxxhj\nqoDtItKzOW9IKaU6qbHYUZmA+/PwmNfTiP7SfF1M78bN2JEg7zMhgE3Cjy86DdhYzlVj7YVysfXH\nPEU0NYHeXnM8No9tCrbwaYZ7DyPdtoaJ9Dvv7bc//c/VVw/AGEGENYMGsfmgg/q4+7oamHDKHXd0\nLcjMNF5QVZiZmQScHO+U4dGj5wgUJFVVVQIF744Z816T3o/qdJo6AlZtjBmNnVKcKHZI+X5giDHm\nSGxg9ucWvK94I2uISEhE/uj7CrXgNZVSql1yo18PEE0rSQGux66+iyc2uIpN2AebSlI/2/uwsZwr\nf8L8CmDYloMOevy5SZOef+OYY45wry/HTnmuwVbAb3q+lHcPdlXkoJhXxzXhDFOB4D++9S0QARGM\nCI+ecgrYUcB7gSFAfvru3eu9emajioqgnilaEwqVVgQCedXJyRMqAoE8zf/qXBKJUxKqA2aM2SEi\nrwFHG2Pm+F76G/CKe/wFtf8hDHTb6tvuP2ajyzPrbowpiXP9MBBO5J6VUqojcxXu/xtbbNWvC9Df\n99xg88E2Y6fr/LyE/Wz3vBp4dK9vzuZqTQCOAe4vDQafOOnOO3H5Ud8bvXr1g322b/c+h3ZjpySb\nIx9qplI9TzXhuHeB6otmz06640c/wgBiDNNef92/z5UmFJp2/YUXjv/W0qXvH7VixeD0SGQFtlxF\nXC7o0pZDnVAicUqjAZiI9AIqjDHfiEgQu3rmRhE5xBjzpdvt+0STPl8GnhaRv2CnFocCi4wxRkS+\nEZGx2JUwFwAzfcf8BFiIXbL7TlNuXimlOjMXfK0h/kpCsNXiPeuwv/gOAD4TYYgxbAK7slGEcdhp\nu3HAQy43bO8ZU/rPUKjrxp49h5YFAnj5UfmZmXyWmfnzyR9/7O05guYWULWB3mXA60T7Vtb3PfHL\nAKTftm3834038sFhh0Wmv/BCcPhGf1qaXZF50yOPbELkSHePBXvdb1J1eo024xaRw7AJ8oKdsnzS\nGHOniDyBrSNTjZ23v8QYs9kdcx12ZWMFMMMY8x+3/Shsb7EuwGxjzAy3PQ3bRmI0sBU4xyXwK6WU\nqocIvwVuacKu27AjWlf5tk03hvta5cZ8JBzuR3X1WkS6AKSWl1MesAsMc4uK+GD6dNIjEbDTooc2\n2IS7wQvVNPTOxk4PNtzQ2x4zeUcw+ObEmTOlICOD7PXrzfuXX17ePRJJw06LnoIxbzfrfpRqRFPK\nUHyGbXIau/2CBo65DbgtzvaPgMPibC+jsXwDpZRSNUQYCtzUxN3vAW6I2ba5Ze+oXlMR6YLY1N6K\n5GSSjKE6OZkVgwZRkJnJscuWQXTlZfMCMDsKdip2FeQQ4G1EvDyw+kpTLFo6bNjXBRkZvV1RWSnI\nykrJKywEO7iwq1n3olQTaCV8pZRqZ9zU40PE/z+8KuZ5BfB76i5uqpNn2xq+O3fuu4GKimqMAWMY\nvmEDXhFXX0I72FGrxFsI1XY8NvjyGoefgb80R2xpCmNK96SmnuQ1DB+5fn11dnHxSvampZFSTaTN\nuJVSai+4kaiLgFktljfV8PUayvtahZ06y/YfQt3/61dStyp9yxNJfwFO+aJnT3lhwgQyvvyS0Kef\nsiMYrHwtL0+mzp+f7KYfPyfRFZDxxXYYP5W6ZTBqNQKfAl158MHRqwYOPLtHaemjB+3atRnN81Jt\noNEcMKWUUvG54GsFdiSqGhjR2kFYI3lfl2Hzaadgk8d7Y4Oyodg6YJXApcA/YuqAtcaNes2tvWKw\nAOwIBivHPfBA5eoBA9JyiouZe8UVpd137/5+i+Ra2R6N/r+PMdgc5mzsiFa0ZplIHvAakI4d6Uq4\nh6RSe0OnIJVSqvkuJfr/aBIwvTUv1kjelwH+45pmP4cNOiYB52FHgLx7DLd68GWNxeZe1Wq0/dmQ\nIdXLBw1KqUxJkWWDB0thRkZ34C1EjtjrKxrjlaK4FRjhWhrVLRhrr/UB0AM7OphD3SKxSrUqDcCU\nUqr5Po55foYripowEdJFyGvk+Iuo///tCnwNtF0gFttsOwmY1pz720s1Uy2Hr12b2n/r1q1xcsCu\nbKFrbcb2mNzs6w0ZO514VcwxpWi+l2pjOgWplFLN4HKx5lO7Z2I5MMkFPomcKx1bB3E48BUwMd5U\nZsyUp18FtuL8hNjRrX0xTeou7E1BjsQWSc3CliCKvHH00XlpFRWvHLVy5SCXAwZwZKNNuJt2zbnY\nEa3lbutI3PcmZgTMHzyfqOUmVFvTAEwppRLkAqaPsSvu/NYCRyY6xSfC+cATvk3lQKZXKDXmup9R\nt1H2HcBN9V3XBWHTgEfbJPiKXjgdL6EdDgBOA2ZjK97Pw06TlgKnY8z8FrheHnbFYwCb7wbRwqyT\nXNsi774+wnYPMNjOAHnNrkGmVDPoFKRSSiUul7pBENjWPwckciIXVMX20k3FBivxrts/zvY5DQV9\nxrDaGH7XpsGXvXC0X6QxmzBmlgtycrEjUylAN3xTlHvJ6y1psLlnldjgq5javRvHEg2eBft3+UGd\nMhVKtSINwJRSKnFFREdYog7Y2IXvXHSn3Cj9EjhXLjYZ3K8MO1IUK99d228dDfQl3E/5m3S3XL0t\nO8X4W/dMsCs/t2Cbdf8bkXQXZP2Fup9/g9BEfNWGNABTSqnEZRKzuo8DNsKMQ2H0I+diWJtgEBZb\np2sj9Tem/h3wBTZ4WQWMb6NVjS3HBkp1Vye2jEjM877UrgPmjb7FFqZdhSbiqzakAZhSSiUuHzty\nY/Cmz4a/Cil7vI/1LsSfQozn53G2DSBmNMZNVc4D/oGdhvwcm/DfPvOW/NOTLWsRdnTNm9b0piG9\nkbbY0bd7gLOAsVoHTLUlDcCUUipBbsRpCnA5cAFQzsqpUNnFfuxXdoF/PNvUXosPxtlWRe2cJbAj\nN9nYEE+AwcTPQ+vcbBA1A/s9FOzn3C/wRtpqj76Nw5grMeY5Db5UW9NWREoplSA3GvVvbLmDQuAp\ndva/kHvWwLDZsOo02Nn/BREGNzRC5c7zEHaUJoJtL5RC/MbUW7BBhff/9kp0yqw+XxP9PqXi5dhF\n64Ll16yIVGof0REwpZRK1MErTiHrzVyy3gqQuiMbG4xVs7M/LP0v2NkfbADQ2DSkVy0+Bbt6cj22\nptcKfMGVC9RmY5PKcftc0e5yv9rOOTHP7wA+xPa/nAuscG2LlNpnNABTSqkEyOFPD+Xs7z/DBScn\nc8FJcNFxKRz29MfYFjiPYUepwI5oxVvJ2ODpiUkOd8HXOdjEf88XtEUz7fbrGeqWtjgU+3eUDPQD\nCpCEFkoo1aI0AFNKqUSk7ryUXiuSakKlXiuS6L94kquxdQvRACoN6NPI2Yqxo1m4PwdiR8NGAKNc\ntf2PgPuIBnZg87/6tsTb6XDsNOPj1C0Tsj3meX211pRqExqAKaVUIopCC/g6O7r+seTQcsrTvZEu\nf6/GJOCN+no7uu1vYgMB3J8bsKvztmEDufex1doDRKcfvXPvi56O7UEuNjcvgA1qXwJmATdgWzF5\nyrFV85XaJ7QVkVJKJUCEdNK2L6b/h0NJLt9CcNsE8+l5q91rsb0aK7B9HeskfIswGRuA+accb8EW\nEhVssFDfL8kGGN7mle3bA5vb5f87MES/x6uwPTe/A3TFlqEYrysg1b6gqyCVUipRZQeVs+5Eg12Z\nWFNuwhhWi3A8tjJ9CnYaLLacRL1nBQ4kGiw0NEPxvxp81esEan/v/AFulvvyPvtygWOAd9rm1pSK\n0ilIpZRKjL+P4Qjit6/xpha8chLx7Caa11UOjMMWBa2uZ3//uW9P4H47m1epXQ3f//1MofbAgwA9\n2+KmlIqlAZhSSiWmsT6GjfY5dFOV7xMNBgLAwdjRtJXUH4RVAWfr6FcDbLPvQ4HLgKnAw40c0dhC\nCaVaheaAKaVUAlzy/FjsSNTieLW43OrF72OnH+fE7iPCn4GrYg6bjB25mYMNyDwldK2ErF3dKeq2\njF0p7a/3474kcgTwsW+LPydsDzDEBW1KtSnNAVNKqSZywddcohXwJ9SzzxvYqUqAfJE6DbNjk/K9\n0bKdQAn+EhM9yp/knx98C6E7BtcCPNQSb6ez6IrNxUvBLoq4EvgK+z1+XoMvta/oFKRSSjWdv8RB\nNvHzv2J7No707+cCtAg26KrZDGT4ekx6UxPVzFj1PklmJEmkkGTqyzlT9cvHTgOXY4PmJ13vx/s0\n+FL7ko6AKaVU0xVhR1MCxG+YDfYDfxnREbCano2+EbRR1P7/t4hortha4IfYac6Hfl/8513/XD+p\ncm3//oEhGzdWnTVnTjGhUAu+pQ7OmFJEJmBXO0pjuyvVVjQHTCmlmsjV7nqd6HRWfTW+hgLvAodg\nE+tDrkRFHnVzvIqA44xhkxegpbMj5xgWF4UIT7qemzN3BINzCjMzAzlFReXdI5FJ2kg6QbY6fu2p\nY639pfYxHQFTSqlG+BLvH6D2ysVIPfvOxrYVAhiAzQPLwgZbsWYbgzcVlpvOjpz3mBjIoWBYGWlz\ngEndI5HCY5cty6aeVZWqUblERx1z3GMNYtU+pQGYUko1IGbaMDnm5bOBT2K25VK7cTbYNkKnYUdf\nYnNvN/ge5x/D4qIcCoalUkmAygxsHbEJ7voFOnLTLLtpJHBWqq1pEr5SStXDBV+XYIOq2F9Yq4FH\n4xzmrwPm5XhEsKNi+dicME8Z8Jj3xBhKQ4QnlZO2xkCl2JY6NugyZoEGX812QczzH++Tu1DKR0fA\nlFIqDhd8fYRthl2zGRtUfQ2cFK8gqjGUijABu5pxMrAeeMyX41Xpvr4ETvBNPwJwPTfvxI7YqJYz\nP+b5wn1yF0r5aACmlFLxTaF28OURoAcQbODYvsA/sLMM1cAiYBO12xj1AXpBnSAuXqsjzVfaO28A\ny7F/n6vcc6X2KZ2CVEqp+PIaeK2+EhSei4j+/5oEvOlWRhZhR78aOkejrYxUguzU7VjgeGCsTuWq\n/YEGYEopFd8TDbzWUJNtgFnU7ucowDRscr438xD/HDY4mABMQssltBzNo1P7GQ3AlFIqvmE03BS7\n3hEwlxt2Mv6K9jZhv2mjWxosKNXhaSFWpZSK4aYLV1D/L6kGONEY3mnCeaYBj3oJ+y4RfxRQoE21\nleq8dARMKaXqupTa/z82K1ByQdd/A71d4IUxlBrDAg2+lOrcNABTSqm6YlcdXoet2eVZDixu7CS+\nIq5zgLly4bp+Eg7nSTic3mJ3qpRqlzQAU0qput7Hrliswk5FPgFkAZcBU4FxTRzBysW2vgnQc092\n4My1HyVVVb3fY8eOT6+/8MJ+rXPrSqn2QOuAKaWUjwj9sAGYt0KxEsAVTL0/wdPZpPtgZXbygwuo\n6JrUDxF2BoOZk5cs+QCRwzXRXqnOSUfAlFLKcUnznwJDsKUjhGgx1IQZQynT1p3KPUseqeplUhEB\nYzhk61bGrFw5qLnnVUq1fzoCppRS1Ix8FQCpMS9tpJnFUCUcTucC3gBy8C0439WlC9VJSWuae16l\nVPunI2BKqU5NbpR0uWrAWZw6/SkO2BgbfAG8sBcrFsdi88CSEXEXFEq6d6869v77L9XpR6U6L60D\nppTqtORGSaeaxQgjAKhMg3vWws7+3i4GGB6v6XaTzh8OTwbexE5l+s+ZD4w3oZAGYEp1UjoCppTq\nvDaMnYIwoibbK6UMhs32XjXASc0NvpxFwErf8zLgbDT4UqrT0wBMKdUpidCPd256qmaDAapSYdVp\nABXAeGN4uwUuFfA9TgI2aPCllNIATCnVWU2lLJgG2ODLAI++adz0o7dlb43F1g/zBIBIC5xXKdXO\naQCmlOqcjnh0LdNOsI+9Kcj+nwg28FpB661QPLuVzquUakc0AFNKdToipHPA5v8juap2evz2TLBb\nZrZQr8bYHLBq4NEWOK9Sqp3TAEwp1fkcsmQsRz7SG4hONm4dBsUhb49JLXEZl+t1DHAWcCcwwoRC\ne5PUr5TqILQQq1KqUxEhnRP+NZFeqwRvwnHOb7fywbUHU17TI/vOlrqeC8Kec19KKQXoCJhSqhMR\nIR2YR1Hod7VeKDvoScrTzweeBo40hk/2xf0ppToPHQFTSnUmk4BcvjhW+CoXDl4GW0dUs7P/fa7e\n11ONnUAppVqCVsJXSnVobtQrFygC5gKHApBaCn3yDbt6X2BKhmrgpZRqUzoCppTqsEQYCoSBvkAx\nkFHzYnk6bMgTYM8+uTmlVKemOWBKqQ5HbpR0+ekJU0ndUQAMwP6yOQTYEGf3wW16c0ophQZgSqkO\nRm4Um2ifMeclLhqfSmpNOS8B3otzyIo2uzmllHI0AFNKdTRjgVySTBJ98qH/Im97KXB+zL4riB+U\nKaVUq9IATCnVsQV2e4/SqV33/h/AMS1U8V4ppRKiAZhSqmNZn/d1rVbap10e8U1D+t2mwZdSal/R\nAEwp1WGIkE7hma8AUtNgu/uGIH3q9NWuBIJtfX9KKeXRAEwp1ZHksnLqITUjYAYoGQZfjYrdbzNQ\nJypTSqm2ogGYUqrdE2GoCLcx8AMY9u+tmCQ7+lWVBLP/iq/HI0A5ENLpR6XUvqSV8JVS7ZortrqC\n1NIkLjweehdAdQCkCr7OgUfeM5R3fxnYjl31+JgxbNq3d62U6uy0Er5Sqr27lNTSJHL/Dr0LIbkK\njMBrD0DBD73Rr5nG8M6+vlGllPJoAKaUat96rP6YH/4AeufbkS8jduTLBl+VwDJg8b6+TaWU8tMA\nTCnVvp13+kZ6rDUkVwlGYPb9hoKzv6Y8/QxsGn6B5nsppfY3moSvlGrfCs4uJNJzI5UB+HoU5J8j\nlB3YAzDGsECDL6XU/kiT8JVS7ZYI6cBcUnfk0Kcgma9yk1zO1x5giCbbK6X2VzoFqZRqV+RGGQpc\nBMwC0xvIobx7gA15/t1SgAzQAEwptX/SKUilVLshN0oesBK4FsMKDn8yF6iKs2sy8HWb3pxSSiVA\nAzClVLsgN0o/4D1MTUPtJA5Z8gCQFm93YFKb3ZxSSiVIAzClVPtQ1u0KDCk14RfA58cmY4Otyti9\ngdltdm9KKZUgzQFTSu335KLjjmDgrmtrNhhge39Yc5r37B7gX8APsX0etdq9Umq/pgGYUmr/12X7\nVQh2rMsAke4wa7FX5V6AGcCJwAQtO6GUag90ClIptf/bc9BdGKj5euxd2Nnfv0cKkA2M2gd3p5RS\nCWs0ABORNBFZKCJLRaRARG5123uIyH9EZIWIvCEiB/qOuU5EVonIMhE52bd9jIh8KiIrReRu3/ZU\nEXnGHTNfRAa39BtVSrVfZtYHn/DiEz/j/d9Uce8K+GpMvN02AwVtfGtKKdUsTSrEKiJdjTG7RSQZ\nmAdcDXwH2GqMuV1EfgP0MMZcKyI5wNPAMcBA4C1gmDHGiMhCYLoxZrGIzAbuMca8ISKXAocZY34h\nIj8EvmeMOadV3rFSqt0Rwa6AhEO9TXF2qwQGa+6XUqo9aNIUpDFmt3uY5o7ZBpwBPO62Pw581z3+\nDvCMMabSGFMErALGisghQLoxxmuK+4TvGP+5ngMmN+vdKKU6HFft/n1gKNRkgpVTt/5XCnBa296d\nUko1T5MCMBFJEpGlwJdA2BhTCPQ1xmwGMMZ8CfRxuw8APvcd/oXbNgDY4Nu+wW2rdYwxpgrYLiI9\nm/WOlFIdzSRgSJztVwCrfc/3oKUnlFLtRJNWQRpjqoHRItIdeENEQthU2Fq7teB9xZtewF035NsU\nNsaEW/C6Sql9xI10jXVPF/lWM46M2bUSWAY86b4mApnA8zr9qJTalxKJUxIqQ2GM2eFyt44GNotI\nX2PMZje9+JXb7QtgkO+wgW5bfdv9x2x0eWbdjTElca4fBuK+EaVU++WCr3lArtu0UoRj3ONLYnaf\nBrzkC9Bea4NbVEqpRiUSpzRlFWQvb4WjiASBk4ClwMvAT91uPwFeco9fBs5xKxuzsHkbi9w05Tci\nMlZEBLgg5pifuMdnAe805eaVUh1GLraMhJfjNQKYgp1+HBqzb5rW+lJKtXdNGQHrBzzugqYk4Elj\nzNsuJ+xZEbkQKAbOBjDGFIrIs0AhUAH8wkSXWl4GPAZ0AWYbY15322cBT4rIKmAroCsgleog3OhW\nLpDfQOBURN00hnHY0hJ+FWiel1KqA2hSGQqllGoO39RiNjZva3y8IEyEPGAOEHCbDDAcGA0869v1\nfGN4qlVvWiml2oBWwldKtaax2NGvFPfnxHr2KyLaULsCGI8d/brBt88e4O1WuUullGpjGoAppdqK\nAA+5oqqxMommRHgNh3KP4KMRj/NjDmcJQDKQ0RY3qpRSrU2nIJVSrcZNQeYD/vZiq4Cj3ONTgGPz\n+OC5/mx5MpjaLeONkUPXbznKHP/Jo9/JPIz8D7yDjmXeqkUcd5Qm4CulOgINwJRSrUaEocAKao+2\nV2ADr78C2QdQyjxCROQySiWT4kzhl3dVF6y94PufHLxjx7mCHQ4rI/XpLqbsx23+JpRSqhXoFKRS\nqlW44OsJ6v4/47UMGgGQSz4DKCdiBpNSncTg9cLg9TJi+hVXvLsgJ4fSYBABulB+R9u+A6WUaj06\nAqaUanH1jHzVEaSSoynmFcazXG5lR1Im6zPgyrvMst0HUG1gRMZXX5U+fcstpx+Xnz+/be5eKaVa\nX0KV8JVSqomupgnB10yWksVOVnIzR5hfU5KSYZaMHvu7gyOhz/Z06/VyZUqKbOjV66ALr7kmuLyN\nblwppdqCTkEqpVqMCP1EmA58r7F9s9hFBrtIRthNBmX0pV/ZUvnNvx769Pk//CGSU1xMoKKC7PXr\nefrmm9vg7pVSqu3oCJhSqkW48hJrsZ0u4jHYUhQArKMbxXQjk50cSDHdKEKA1f3793hu4sQeL193\n3ZqNvXtnZRcXrzlo167FbfAWlFKqzWgOmFJqr7lyE3/F9nj1VFN7lP3zAygdlEs++eSyk3SCVHIB\n//nyXn7QN0BEdgSD5tj77y9fOWBAWtbmzcyZMYP+JSXVwAiMWd2W70kppVqTTkEqpfaKC74WaYQ8\njAAAIABJREFUUzv4guj/L1VAQX++eGguE5jDROYygYP5+rkIKVMHMH9MgEg+ULFk+PCNywcMSKsK\nBFg9YAATZs6kNBhMAqa14VtSSqlWpwGYUmpv5QJDG3j9SSDvKX78SQ4FpFJJNoU8y9mPGcNr15ub\nNmFbD0185dhjf2KSk8EYEGFtv34sHDmyGni0Ld6IUkq1FQ3AlFJ7awt2urE+dxtD6QmE54AUVJFU\nKVDwLd59r2YPY0oxZsGSESNORATEpYqJ8PfJk6/Q6UelVEejAZhSqtnc9OM7QKCeXSqBIADGlKZS\nkZdM9YRUKvIwpk5LoYN27pyVWl5uMAaMYURxMX98/PG0VnsDSim1j2gSvlKq2USYCrwSs/kd4Bhs\n4FUATEikf+O7Rx55cUFm5sMZX35J6NNPSY9EpmLMay1310opte9pAKaUajYRfgX4WwQZYDiwGRgF\nFCTcPFskHZiPbVW0Aog7WqaUUu2Z1gFTSu2N2AL1PzMGL19rQbPOaEwpInm4AE6DL6VUR6QjYEqp\nZnM5YLVGqxIe8VJKqU5IAzClOgAXCOUC+W0dALkK+KcDrxnDpra8tlJKtVcagCnVzrngax6QDSwD\nxrdVEOauPRfIAQpJMOFeKaU6Ky1DoVT7NxY7+pXi/rzcBUZtIRcbfAWwAeCoNrquUkq1axqAKdX+\n9STa5FqAW4CP3dRga9uCXfFYjh19K2iDayqlVLunU5BKtWNupGsZMCDOy2uA0S01JRibZybCUCAf\nSAPKgFzfCkillFIN0BEwpdopFxD9lvjBF8AQbEHUlrrWXGAOMNeNrs3FBl+4P3/QEtdSSqnOQOuA\nKdUO+RLvcxvaDa8N0N7z53rlApcDfWP2aYspT6WU6hB0BEyp/YgI/US4uAn5W7nYpHdpZL+WCsDy\ngSIAeu5J5vSN12X2LOBWfsOhrARbAf/eFrqWUkp1eJoDptQ+5M+rAg7A5m0FgQhwaH11tdxx64GD\nfJs/BI6O2XUPMGRv63PVXK/nnoN4eiGkGbqU7WH1eedxSMk2/sCfvn2L+f2re3MNpZTqTHQETKk2\n5hvlOgv4AptLNQ/4FdERqyBwWiOn2hLz/AqgOGZbl8bOI0K6CHn1lq4QSX+eb//2eb594NS8RyDN\ngMCetDT+PW4cSRhu4fq8Ru5VKaWUj+aAKdWG3NTiWmxg5JcLHOZ7brAJ7/XJBTLd4yrgp8YwX4Tp\nwMtEpyYbPI8LuhZhG2ivFGFsrVWTtjH2R9/l1WEAg5cV8ir/a88KjFmxAoFq4NEG7lUppVQMHQFT\nqm1dTd3gC+rmchlsf8X6FGEDL4AK4G33eA6wLmbfwQ2cZwowEvt/wUjg9pj8s7HAUHE3+FF2trtb\ne7tLRowAuBFjtPyEUkolQAMwpdqICJOxAVhTJAH/aiAZP4faJSCyAdzo1QxqxqgavJ+hwHUxm38O\nrPFdtyaJ3wCnz59Pl7IyMIYuZWWctnAh2BE9pZRSCdAATKk2IEIe8O8ED0sDvlfPa/7q97HmYJP6\nK9yfi+Pcz1BgBTAmzvE2/8xOP97pXUeAASUlWxZdeum9f7vjDtacdx79S0oADmzyO1JKKQXoKkil\nWp0IRwAf1/NyOZDawOHzgTeBB72VjG50ylstCXFWOrrcrlFAQbxK+CL8GbjKe34ApYxjgTGILGZs\npJTuhxokE7tAINl3aBVwBvAcdip1DzAEY/ZqlaVSSnU2OgKmVOu7Ic62N4A/xtl+J/Cl73ke8Adg\nnQj3upGrn1O7vlcKkOE/iTGUGsOCBtoQLfAeHEApixnDm5wsb3ESJRy0wyDdsKNnK2OOWwW8h62y\n/19o8KWUUs2iqyBjhCV8BHZk4K6QCX2yr+9HtW8uYDojzkufARupO/q1FdtXMVYaMB34BXV/cVpH\ngk2wh1Fakkp11Vq6JZ/Ca4xgdc18ZgqmrztfJjAOm6h/PPA+8AbGlAKlwKxErqmUUipKAzAfF3x5\nU0UXhCV8pAZhai/NoG7AZICHgF3YYCvN91oSDa9ajDdq/VLsSJevwGsRNpDK9/Y5RkqOuIY1b2Ww\ni2K6Ucb8eNdJBc7BmL9gpxufa+CelFJKJUinIGu7Kub5fWEJa3871SwuCIrtl1gKjDaG1S5nKxc7\nElaFHXX6NMHLeMFc7HW9xtlriDbQTgc4kIqrMthFAMhgN6sYv6u+t5DgvSillGoiDcBqezDm+Xhg\nbXOCsLCE08MSzgtLOH51cdWhuUT5QuAs3+ZyYIwx1IyqGsNqbP2t47H5XnPccbGrY6qoawcumIvZ\n7m+cHXR/ZmOT8vmGwF0bCFIJbKALn9P/DIFlMdeoBl5GJB2RPLciUimlVAvRKUjHBUoPYT/4/L/5\ndwF+BNyV4LkWYquLfx6W8HFAN+BS7Kq2N0ImVF9ytGrn3EjTfGBgzEuvxAmWvNpdNUnxrmTFMcBo\n4L+x/06TYw8DzvUHcz75QOFQVmT/gvtkPnks4LhVb3JyN2Rlv8Vw+B4OKImQcdA4Nq2eRskibK7X\nD4EH3PUqsVOhz2GDuUJEJrj8L6WUUntJA7CoXOwoQbxpl7Q42xpyijsX2PybJcAhvtdXhiV8tAZh\nHdZY4udxvdiUg11A9o4Ii4FfU3ca02BHyd6r7/h5ctxPjmP+UkCu5F6w1exfxwZWXbqwky42bz8L\nGIUxCxD5BzbRPxs7IibYUbMUbBA2Cl+gqJRSqvl0CjIqH/uhE68wWmzT48ZMjnl+SMzz4dgRDtV5\nrAVeSuQAF4hNoe7PZDXwxwZKTDCe+eeIaxjkvtKwgVRsG6TteCso7ejWBGAScCrQn+gvaQEgksj9\nK6WUqp8GYI4bjRoPnE3dMgAPuRWSjXLTjyc1spsBcrz8sIbyxcIS7heW8MW6GKBdWUTt9jyVwMUN\nBUz1cVOMP8EGXZ5k4MkG2hSBbcjdFPfVmla0j7sBy6nbYPvsJp5TKaVUIzQA83FBWA/qTjkmAW82\nMaE+FxjUyD4C/AWY6wIrb8XaXP813GtrgIeBoqYGgWrfcoHWKcDn2MT7AuK0A2oKl0/2G+pOjXcB\nTmvg0NyY5xXua4W7J7BV7B+OuWAe8BbQndp5Z9XUDciUUko1U4fOAXMBzLnYD6+nQybUlIrdr2Kn\nWoIx23thpw3faeT4fGzQNIy6idN+Xl7NmURXrOVip5y8mktn+u4jFVgclnBGE9+H2kdc0PQcduq5\nCDi1OaNfzljsz0dsAFYOzG7gOP/PcRnwA+yKzAeBg7GV85+PU8X++jjn2gKchDF1FhAopZRqng47\nAuYbPboTuANY15RpPBfcHOqOa06jzL7YHK94q9ZiBYAriQbCycCzYQkPdc+/ibN/Q6Me+yUR0kXI\n8+pQ1betA5kCHAau1FZMm6AWYIDz/L0f6+5hvJ/jq77s0eO+D3JyXioNBi8APsDmol0K7Ixz5E1x\ntvXCBm1KKaVaSIcNwICp1B7FSsOWk2iUC8L+RLQekwFW07RppIuI/30VbMHN2JGQQ6k9uiHANN9r\nfgY7VdluxBQFXSzC864R9CduW4Fr19PuuaByOvBPoj8DAeDrvTjtIuyoagV2yrDSPX+jKQfv6Nr1\nlpPuuOOqiffck3TcvfdSGgzi7m0UMLHOAcbMB44DPvRtFeqOCCullNoLHTkAe5faicuQwG/xLh/s\nPPdUsMFQbDmAeJ5p4LW+QNdGjjfAo24ULHY6qBI7GtGejMV+2AeAEcD3sB0Hsty2QUB+Iwnl+z0X\naC4GW/PB/xJ2VWGzuKnL8dhgaQh2leL4Jk5pTl00YkQwPyuLqpQU8rOyWDRihP/1EfUcl0/tfysG\nXQGplFItqiMHYL2pWz38Ot/0XlOcQ3R0KonoyFRDumJHK+JZT8N5YVXAd0ImtBo7ReT/+6nGjsgV\nt5cK+y4ouZfGcw3TaIdTqzHGYqeeY1XScK5Wo4yh1BgWGMMm92dT88lerU5KitfY27Oinu2TsAGy\n3/omXlMppVQTdOQALJ+6HxoCTAtLeGhYwrc1IRibRXQUramrwIrcVzm1y1lUAqsaOTYZeD4s4Tzq\nFrx8GJtI/Qa2AOe8dhCE5RI/KInV7qZWm6gKOLrBXK3WZMymt8eMGZdkTAXGkFZRQfb6mn8SX1NP\nIVdsayS/vRrFU0opVVdHDsDA5sz4k9+rsasYVwDXAiv8QVhsPS43EjUCuAc7HVhf02Lv+H7YFjSH\nYvO9xmGDLq8UwR+bcM8BYB6w0t1nFTaQuwgbpByGHVHKZf8v5pqPLcXQmGrgSO9JO03QLyZa3gHs\nKOhR9bQKajO3n3tu1+rkZBChOimJ9X1rZtF/2UBboeUxzxtbcamUUipBHTkA80ZfBPth+DQ2mDqN\n6PtOAi6BmgKq8epx7QJ+BtwCrKlvJaXb/wPsirckbAuiYcBR2NGDCSETmo8NNF6n4RWWXiK+94Ge\nig3M+sfss98mRrucrstpPOcN3OpPEYa6oGsebpSvPQRh7h5fJ1o/rqE+jW0tH1iOMZVZmzaV5RQV\nVWE7PjRUlX8O9heGSuALbKsiLX2ilFItqCMHYPaDx36IrMY2x96FHaHy8/JgconW48rGJo5D7dWU\nQWxeWDzxCrAeHzKh0pAJLfD6PoZM6BNsRfF86uao+X2FnQpKJn5/yv2WC77WYYPWPk09DPgbcB/7\nySifCwhva8IqzVzqlpooaaXbah4RVg0YsHrVwIEnA+MabKptX8vDJvxna/0vpZRqeR05APMbAczE\n1gX7GBuQee5z05BbiI5KVWOnlKDuasrb6hkFywc2xGx7P97NuGBsCjZXzLPH3VeVu/az2KT7CuKP\nlu3PK9OmkXgDc4AQcH7L3krzuKCrZqq6kSBsN7UXGpRjR5n2B7kYMxJIMUlJw45++OHdDQZfHmNK\nMWZBk/ZVSimVsA4ZgLnpwN9iR7FSiL7PIHAytafuUrFB1pvuMdg2L2Pc45HU/j6lYUspxLOTaLC0\nkoZrNWUCg93jSmzgUeauNRg7DXSnu9b2OMcX0cz2Nm0gtvm4XwX2vd4KnIgd6YNgJYwugdElZAWX\ncyu/YQSFX7MP3qObUvwT/qnqHuXT5cmFk2V46eQ406IXxDxPoeWLrzbL7594omjE+vWVgYoKRqxf\nX/X7J54obvwopZRSrU2MaU6x9/2XC74+wuZfeQzRXLD3sCMt/nIQ3lSgf9tlIRO6Pyzh6dSt7XR+\nyISectfrh52m3AQ8j53CrABOCZlQvW2LfDln2djRkquxeUSxJRvWYPPU3orZflbIhJ5jPyTCEcBS\n6k6dGuxIYU0dKxEeJFh5CfcugazdgCG3aB3zpk/ngEjEJMHwtpwCEyH9QLbPO5rFOV2IJAOUBrvy\nwdMpX1QeYPonre9K9Yyj8tmVMt4YSm+S6/t9wSGLJvLewP/hN3xq4/blwNi9aD/UckTydgSDcwoz\nMwM5RUXl3SORSRgTu8JWKaVUG+uII2C52IKVfguwH/4BYDJ1a3Elx2zbA7zgHv+L2qvbAA6EmuBr\nLbZExD+xwVIl9gO4wZEbNw05AZegj614Hq8u06FAP+xCAI9hf8sxckRIp1vlk4z6poqulVuxo4Be\ngFsJXOkLvtKBU8jaBRm77U9jkrB80CAKMzOR2l0B2sTPmf/df3N77ov8NPkVzuAVzuDWrBlwQMUA\nAiJJg3dI14yvRgKjEEm/kjvnPcD0gT/iWT7mKL7Ps/ewvwRfVn73SKTw2GXLyrtHIsuwyfVKKaX2\nsY4YgBVRN2BaRWKJ7Bd7Da/dn2OJFlfdgx3pAhscdHGPuwDdE7lRf4K+C8hmYIOUWFOwFfY/c/ex\nDui6X9YBG1Y6lplLcrl7aQr3LulJ5q57saNe5dicNn9gmgsMYF03gsVAdTVUVzPy88/JKSpCml57\nba+5EiRn/ZA9j5dxknzIk+ymPwL03r6dQ7ZtI1BRQU5xMROKP1yPDWRyD2DPYCH6w/U05/faj4Iv\nL6E+GuhrTpdSSu0XOmIAdhTRXK4q4GJsg+HYtkQN6e1/4lYuZgD/hV2hl+kS9/8Qc1wf7BTiCKKr\nKBPhjYLFzgvf6UvcL8ZWKX8F+HB/C8J6/e69IWTtElKArN3CrZ+BLwCICU7ygWVEUkzy5UeY//3V\nzLL//OpXFXOvuGLF+r597z9s1qzr5d13G6y91hLc93AemL+DN/AmfMkpbOzZkyNmzWJD795IdTXP\n3nADr+36brWxIVdXgWSvWShAF8rvaO37TZgm1Cul1H6nQwVgbkrwn0SnE5OxIy67qF2VHvf8q3pO\ntTJ2gxsJexZ4EZu79QF1V/ptxo5graD5Uz1diA6oVGHzzbx6Upnuy3t9ODYo2y8cd++9R2wdkPZQ\ndIuBfnv8rXRqBQC+Pocn7oz0OHHj0sOyTlq6dOK03/xm6mGPPjotf8iQW4A1Eo5fe62l9GDhd8Ec\nBpJcc98YDuF1Xs3LY09aGohQnprK3COOIBkzBNub8XXwwjUQeAxj9ofaX0oppfZzHSoAwyard4nZ\ndja1a3l50oAbsTlhV2NXMFZhA6f6WrRMwo5sJWNHyWJHqgawdzW7comujAQbzL3te54PbIs55vi9\nuF6LkXA4/aPhw980ycmC1PoWNFgqwwVn7xjDO9ebmzZhzIIXJ0w4gdq111qvT6TI0EH847HoX6Wh\nN29xDOfTjY1MnT+fLmVlYAxpZWX02baNb7p29aalYxdMvNZq96mUUqpD6TABmJsSvD5ms8HmEL1K\n3UCgGvhPyITeCZnQXdgq88cDeV7R1DgOj3OOPTHbkmn+FOQWai8GSMWukgRqEvevjjkmbq2xfSC3\nPBDoWRN8GUP/LVsqfv/EE82ph+WvvVZN6/aJvK47y5O6sg6oZM8BWzmwx2N0YyMA/UtKmHPllb+9\n7Pnn3xqyaRNn/ulPTLrnnoE7gsFrY87zBQ2XHVFKKaVqdIgAzOXw3Ebd9/OzkAmtdtOHZ1O78nwV\n0Mt7Eluxvp5rXByzOZm6I25eq5fmTEGeQON/Jy9iV1lWuT/3iw/9a/7v/3anVVQkYwwYw8Avv2TR\npZeamx59tDn1sHpjjA3AjKn19xSPhMPpEg5Pdl/158SJDEXkNkSGuudHABemEKF/jz/wy7uq+P4z\nvRj2f7P4omfPKuxo43Fjly+/beSGDR+uGjiQykCA/IwMbj3vvNSNPXv6z36X5lgppZRqqnYfgLnA\naD5wZsxLBlsiwjMHuwrPy5leTmJB0lgaL65ZBVyJ7fvYnA/j2JG6OuUs3HnHYkfrxjbzOi1u0JYt\n51QmJYEIyVVVPHrHHVUDSkqaFYj+/oknika64qE5RUW8/utf1zuN6QKu+dhCum8Ci+MGYTboqqls\n755f5b08+7jRfHxkKpFuwp60NP44bdozQAbGzAfoUVo6K3v9epNcUUF1cjL/c+65ZPz97ywZMgTs\nKOjfE32fSimlOq92H4Bhg5Ec6uZe1Sp54AKV8djq6ycC41swePESiJKxRVtzm3MSN1J3KHAZNm9t\nXLx7dNsKgNz9ZRXk5717PxOorgZjCFRVUZWU9FOaWfbgpkcfzVl46aVp782YwYLLLgtM+fDDhYjU\nl4jv//sX7PRvvIUJM6jdhH0a8IT3oj/XK7WiovrrAw/8o//ez3vrrdWP/c//nHT1s88aIwIiVAYC\njHvwQR6dMmWqNqtWSimViNgk4o7iV8DDscGLe15vdfpGfE3tIO9r4GD3eDvQw/faq2EJZzYnwHNB\n2P0N7eOrop8DFIYl3NwRtxZz+7nndsWYCkQCe1JTy0+5887VJtT8e+oeiXDsspr0Ma/9U4PfFwCM\nAZFxQLRLgA3eLorZ8x1sAV3A5nqtOe88XsvLqzpk69Zzvj1/fp3q+2NWrdptqqoqb//RjwLuvFSm\npDDniCN+PK32YgmllFKqQR1hBKyQujW+ftsK1zkn5nlPbEBWSd3k/+40Lwm/qXKxwVcAm6Tfmtdq\nnEj6s3/848FizHqgHJG9rbi+iGgzdE99PQwXUVW12ss9wxjyPvvsqZh9ppYGg8H5OTms7N+fh08/\nneUDB/6U2h0TyvuXlJRf/Npr+d9esCBuXt3106YVfefWW6txI2AYQ6Cykr7btt3drHeplFKq02q3\nI2BuFCgXOwoVG0imY4OSlux5Nwu4xl2rGliPXTm5DJurVYENiMBWqm/Nli/52MDT6yO579rLiKRv\n79Zt3s3nn5+bVFUF1dXrqlJSTt2b0S+MKUXkOGAeMAibu1W7NIhIOjDWAPmZmVflDx78wqLs7JRL\nXnmlYsTGjYdxxRXnALMwZvWSYcPWXnjNNXyWkYFJTsaI0KW8/Mdrzj2X/iU1HZ1uAMJAQX3Tpjdf\ncEEmxqT4y2z0/OabW//n4Ye19pdSSqmEtMsALFq5nGxgI7WnBiuxwUmLBiUhE1odlvAIbK2x72BH\nT0qBS6kdEBUDk1pzSjBkQqVhCZ8KnA68to+nH3MLMzOzCwcPlqpAgJSKiqwR69dnY5uTN58xm66/\n8MLxO7p1O737rl2v3fTII9H3aIOvebhcu9yiosLcoqIV57z3Xg72Z/pJt+c1iIwpPfzwvxdkZFAd\nCHhTlOxJTeW1Y4+tunj27GRsEv3jTcjjykdkOd6Io8iezb16/XWv3qdSSqlOSYyJrSW6/wtLeDJ2\nxVts4n0ZdjXke60VlMS5tsFWpN+M/WAuaO2AKDYHjOavutx7IlNLg8FXJsycSWFGBjnFxTx3ww3n\nD/3ii9hpwMROG64VZC8DxteMqonkYUfEvF8gKrArGv9C3V8q/lUaDJ45YeZM8jMyqPZGwMrKWHPe\ned4I2B5gSFMS6d19TcR2JHjehEKafK+UUiph7XIErAEpwNY2DkYEmBYyod/RslOeDYmXA9b8a9sR\npVwgP6FVi7aO1ivpkQhzr7iCgsxMRhUVkR6JxBasbY6x7p4EyM3ctGkiIiXY0cYibNDl/fyuBP71\nTbduVy0ePjwLYNzy5aRHIgBn+O/vwNLSknmHHdbztIUL/dOPXbDV9mc1dlMuCNSK90oppfZKew3A\nFmFrfB0as30NrZ8PtQj7gT/CPa/GVttvSy2SAybh8NAe33zzqztPPnnqD+bO7dM9EilEJJHSETV1\ntNKjqxYNvtWFLcIYbnvooZnYfLBCbDcA72e3CvhyU8+el5/w5z8PXDHYdnLKLSpi3vTppnskkhJz\nf+9mb9jwfWqPnpYDs1v0npVSSqkGtNdVkLnY3C9/oGCAq1p79Mud/xjgLOBOYETIhOqULGiDe5iA\n7U3ZrOlHCYeHYsyKbd27X3LRtdcOGPfAA4EdwWCiKyofjHm+DRiNMS3x/VhEtHAuN19wQVZpMBjA\n/t1nYXP9wNZem1x0yCHXrR44MEBSEiQlsXzQIAozM2OnqA3wGHWnrm/VOl5KKaXaUrsbAQtLOA/4\noJ6XG2z83FJcwPMc/lpTbczdw95MeV4EJHkr+lYOHEh+VhbHFRYej0gxxmxqcGoy+pq3+rMC+AHG\ntMiKQBMKlUo4PAN4HZGUlYMGUZCZybHLliUDDxHTCD133Tqyi4vJz8oCYOTnnzOqqMi/y05s94DY\nciIAH7bEPSullFJN1e4CMOrW3PKsJ6Ztj2qQLathTBLAwdu302v79lTgDuAmRA7DBpg20d8/NRld\nhZiNnQIsx06FtvT3fxFVVWuAoX23bEkevHmzt73OyG16JMIHl1/OohF2ZnjsihVeDphnGsZ8gsgu\nouVEAFYRW+JCKaWUamXtcQrypnq2v7ivq8G3JyYUWo3IGIwpAdjSsyeHP/IIrsF0F+A3wGHEL/Y6\nFsgtDQZT5ufkpH3TtetW4NSWbkad99lnQxAZQVJS8oZ+/Qj95S+UBoP17V6eHomUTf74YyZ//HFN\n8LWxZ0/uPvPML7/3pz99bN+4WY3N37sTO418lDbRVkop1dYaDcBEZKCIvCMiBSLymYhc7rbfICIb\nRGSJ+zrFd8x1IrJKRJaJyMm+7WNE5FMRWSkid/u2p4rIM+6Y+SIyuIFbygd+hp1+86ahqgGtx5S4\nXiQl9fAqu5elpjJ73DjvtYtKg8Gk+Tk57AgGDbUr0fcrDQZlwsyZTLz7bibdc0+//MzMMS19c9vT\n06+qqTovwqpBg2pGuOpxJnAdUAI2+Dr06af55WWXHfLi8cd/JuGw7SdpzGqM+TXGPKfBl1JKqX2h\nKSNglcBVxphRQB4wXURGutfuMsaMcV+vA4hINnA2dtTkVOB+kZrS4Q8AFxljhgPDRcRrmnwRUGKM\nGQbcDdwe70Z89a/uA4LAaOBW9kEifIfj2vhM+OQTA3ztD7AmzpyZlp+ZOQaRoYjMBGblZ2VRkJFB\nZSBAYUYGs8eNa4nSE7UcVFp6V02LIXePu9PS6tw50SnQ9zDmv3H9Pl/Ny2NPWhouz80rNaGUUkrt\nc40GYMaYL40xH7vHO7EfdAPcy7GryQDOAJ4xxlQaY4qwOTZjReQQIN0Y4+UJPQF813fM4+7xc8Dk\nem4nFzsVFsDmJgVDJvQ7Db6azZbzcNXhU6qq2NKzZynwl9gA662jjjoa2xLociA1d906RhUXE6io\nIKe4mB+9805ZS9/cB5df/snxn3767aSqqpoK9tdecknsNOTPcKtBfaNZNwNMnT+fLmVlXgC3By01\noZRSaj+RUA6YiGQCRwIL3abpIvKxiPyviBzotg0APvcd9oXbNgDY4Nu+gWggV3OMMaYK2C4iPePc\nQleiCwcCxA8AVVOIpJsTTsj97ty5p6Tv3r0pUFHBqOJijlizpjtwy6h164wXYA3bsKHivLfeOhTf\nz4tX3PS9GTN474orygZt2fL31rjNCfn5WWLvF0S81ZpV2OT/AuAfGLOg1lSiXYl5ZP+Skqf+8+tf\nT++5Y8d0RIZo1XqllFL7iyavghSRA7CjUzOMMTtF5H7gT8YYIyI3A38G/quF7ituYPURH73wGZ/V\nPB/EoD+ECJ3aQtfsPOwqxrlAzgt/+EPhVwcd9PLafv0ucVXsAegeifDeFVdU5Gdlmdxd+xG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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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W01hN6DHbTZipqcKzNUjDmgJoWFNEpFSqPbRY7aFVKZ56zkREREqrqkOLKRha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\nmcBcYGp0RYdHAOcDI4ErI+Kqkn4ucJGk+4CnAQdmZmZmVlt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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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6dCn+/Oc/Y9GiRUb3daBjsTI2RuDf//437t69iwkTJnR3CPqkcePGoaCgANev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\nR0RExMOsZp9gKdbW9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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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2018-04-0542816.1640709.740.052E
\n", "
" ], "text/plain": [ " A E rho estrategia\n", "Fecha \n", "2018-02-05 44598.04 40196.26 0.110 A\n", "2018-02-06 43918.24 40149.59 0.094 A\n", "2018-02-07 43471.20 40186.26 0.082 A\n", "2018-02-08 43116.24 40153.26 0.074 A\n", "2018-02-09 42885.14 40186.92 0.067 A\n", "2018-02-10 42885.14 40186.92 0.067 A\n", "2018-02-11 42885.14 40186.92 0.067 A\n", "2018-02-12 42620.09 40210.47 0.060 A\n", "2018-02-13 42740.13 40206.62 0.063 A\n", "2018-02-14 42576.56 40217.23 0.059 A\n", "2018-02-15 42830.99 40258.59 0.064 A\n", "2018-02-16 43087.52 40243.80 0.071 A\n", "2018-02-17 43087.52 40243.80 0.071 A\n", "2018-02-18 43087.52 40243.80 0.071 A\n", "2018-02-19 43190.56 40264.00 0.073 A\n", "2018-02-20 43310.04 40293.07 0.075 A\n", "2018-02-21 43246.99 40313.14 0.073 A\n", "2018-02-22 43277.19 40336.00 0.073 A\n", "2018-02-23 43280.41 40342.58 0.073 A\n", "2018-02-24 43280.41 40342.58 0.073 A\n", "2018-02-25 43280.41 40342.58 0.073 A\n", "2018-02-26 43414.30 40363.48 0.076 A\n", "2018-02-27 43434.11 40375.54 0.076 A\n", "2018-02-28 43208.45 40333.06 0.071 A\n", "2018-03-01 43136.77 40332.15 0.070 A\n", "2018-03-02 42988.23 40348.57 0.065 A\n", "2018-03-03 42988.23 40348.57 0.065 A\n", "2018-03-04 42988.23 40348.57 0.065 A\n", "2018-03-05 42876.71 40382.00 0.062 A\n", "2018-03-06 43030.33 40399.60 0.065 A\n", "2018-03-07 43057.76 40378.52 0.066 A\n", "2018-03-08 43219.63 40395.25 0.070 A\n", "2018-03-09 43474.86 40361.82 0.077 A\n", "2018-03-10 43474.86 40361.82 0.077 A\n", "2018-03-11 43474.86 40361.82 0.077 A\n", "2018-03-12 43764.32 40366.85 0.084 A\n", "2018-03-13 43992.89 40430.76 0.088 A\n", "2018-03-14 43868.36 40445.43 0.085 A\n", "2018-03-15 43703.23 40460.34 0.080 A\n", "2018-03-16 43742.51 40493.46 0.080 A\n", "2018-03-17 43742.51 40493.46 0.080 A\n", "2018-03-18 43742.51 40493.46 0.080 A\n", "2018-03-19 43878.62 40547.78 0.082 A\n", "2018-03-20 43685.16 40540.59 0.078 A\n", "2018-03-21 43667.44 40518.85 0.078 A\n", "2018-03-22 43556.58 40488.77 0.076 A\n", "2018-03-23 43184.70 40484.09 0.067 A\n", "2018-03-24 43184.70 40484.09 0.067 A\n", "2018-03-25 43184.70 40484.09 0.067 A\n", "2018-03-26 42690.90 40514.39 0.054 E\n", "2018-03-27 42929.55 40553.24 0.059 E\n", "2018-03-28 42899.75 40592.98 0.057 E\n", "2018-03-29 42610.63 40628.81 0.049 E\n", "2018-03-30 42610.63 40628.81 0.049 E\n", "2018-03-31 42610.63 40628.81 0.049 E\n", "2018-04-01 42610.63 40628.81 0.049 E\n", "2018-04-02 42892.52 40647.16 0.055 E\n", "2018-04-03 42776.64 40641.16 0.053 E\n", "2018-04-04 42862.57 40657.61 0.054 E\n", "2018-04-05 42816.16 40709.74 0.052 E" ] }, "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 }