{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<figure>\n",
    "<img src=\"../Imagenes/logo-final-ap.png\"  width=\"80\" height=\"80\" align=\"left\"/> \n",
    "</figure>\n",
    "\n",
    "# <span style=\"color:#4361EE\"><left>Aprendizaje Profundo</left></span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <span style=\"color:red\"><center>Diplomado en Inteligencia Artificial y Aprendizaje Profundo</center></span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <span style=\"color:blue\"><center>Series de tiempo con Darts</center></span>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<figure>\n",
    "<center>\n",
    "<img src=\"../Imagenes/Diamond_Fuji_time_series.jpg\" width=\"300\" height=\"100\" align=\"center\" /> \n",
    "</center>   \n",
    "</figure>\n",
    "\n",
    "<center>Fuente: <a href=\"https://commons.wikimedia.org/wiki/File:Diamond_Fuji_(time_series).jpg\">Alpsdake</a>, <a href=\"https://creativecommons.org/licenses/by-sa/4.0\">CC BY-SA 4.0</a>, via Wikimedia Commons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Profesores</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Alvaro  Montenegro, PhD, ammontenegrod@unal.edu.co\n",
    "1. Camilo José Torres Jiménez, Msc, cjtorresj@unal.edu.co\n",
    "1. Daniel  Montenegro, Msc, dextronomo@gmail.com "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Asesora Medios y Marketing digital</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. Maria del Pilar Montenegro, pmontenegro88@gmail.com\n",
    "5. Jessica López Mejía, jelopezme@unal.edu.co"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Jefe Jurídica</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6. Paula Andrea Guzmán, guzmancruz.paula@gmail.com"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Coordinador Jurídico</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "7. David Fuentes, fuentesd065@gmail.com"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Desarrolladores Principales</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "8. Dairo Moreno, damoralesj@unal.edu.co\n",
    "9. Joan Castro, jocastroc@unal.edu.co\n",
    "10. Bryan Riveros, briveros@unal.edu.co\n",
    "11. Rosmer Vargas, rovargasc@unal.edu.co\n",
    "12. Venus Puertas, vpuertasg@unal.edu.co"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Expertos en Bases de Datos</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "13. Giovvani Barrera, udgiovanni@gmail.com\n",
    "14. Camilo Chitivo, cchitivo@unal.edu.co"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Contenido</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "* [Introducción](#Introducción)\n",
    "* [Instalando Darts](#Instalando-Darts)\n",
    "* [Construir y manipular TimeSeries](#Construir-y-manipular-TimeSeries)\n",
    "* [Entrenando modelos de pronóstico y haciendo predicciones](#Entrenando-modelos-de-pronóstico-y-haciendo-predicciones)\n",
    "* [Backtesting](#Backtesting:-simular-histórico-pronóstico)\n",
    "* [Aprendizaje automático y modelos globales](#Aprendizaje-automático-y-modelos-globales)\n",
    "* [Covariables: usando datos externos](#Covariables:-usando-datos-externos)\n",
    "* [Modelos de pronóstico de regresión](#Modelos-de-pronóstico-de-regresión)\n",
    "* [Pronósticos probabilísticos](#Pronósticos-probabilísticos)\n",
    "* [Modelos ensamblados](#Modelos-ensamblados)\n",
    "* [Modelos de filtrado](#Modelos-de-filtrado)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## <span style=\"color:#4361EE\">Introducción</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "El pronóstico de series temporales implica la creación de modelos a partir de datos históricos con marca de tiempo para realizar predicciones científicas e impulsar la toma de decisiones estratégicas en el futuro. El pronóstico de series de tiempo tiene muchos usos en varios dominios, que incluyen:\n",
    "\n",
    "* Predecir la demanda de los consumidores para cada producto\n",
    "* Pronóstico de la propagación de una pandemia, diagnóstico, medicación y planificación en el cuidado de la salud\n",
    "* Detección de anomalías, ciberseguridad y mantenimiento predictivo\n",
    "* Predecir si la infraestructura actual puede manejar el tráfico en el futuro cercano y lejano y muchos más.\n",
    "\n",
    "El pronóstico de series temporales es un poco diferente del caso de uso de aprendizaje automático tradicional, ya que implica un ordenamiento temporal de los datos que deben tenerse en cuenta durante la ingeniería y el modelado de características."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### <span style=\"color:#4CC9F0\"> Motivación</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "Para entrenar un modelo de pronóstico de series temporales, termina en una situación en la que usa Pandas para el preprocesamiento, statsmodel para estacionalidad y pruebas estadísticas, scikit-learn o Facebook Prophet para pronósticos y código personalizado para implementar backtesting y selección de modelos.\n",
    "\n",
    "La previsión de series temporales de un extremo a otro se convierte en una tarea tediosa para los científicos de datos, ya que las diferentes bibliotecas tienen distintas API y tipos de datos. Para los casos de uso de aprendizaje automático tradicionales, tenemos el paquete scikit-learn, que proporciona una API coherente para el modelado de aprendizaje automático de extremo a extremo.\n",
    "\n",
    "Darts intenta ser un scikit-learn para series de tiempo, y su objetivo principal es simplificar todo el enfoque de pronóstico de series de tiempo. En este artículo, discutiremos el paquete de dardos y su implementación."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "### <span style=\"color:#4CC9F0\">Darts</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "Darts es una biblioteca de Python para una fácil manipulación y pronóstico de series temporales. Ofrece implementaciones de una variedad de modelos, desde clásicos como ARIMA hasta redes neuronales profundas, que se pueden implementar de la misma manera que los modelos scikit-learn (usando API de ajuste y predicción).\n",
    "\n",
    "Algunas de las características del paquete Darts son:\n",
    "\n",
    "Está construido alrededor de la clase inmutable `TimeSeries`.\n",
    "\n",
    "Tiene una interfaz API unificada y fácil de usar similar a scikit-learn como *fit()* y *predict()*.\n",
    "\n",
    "Ofrece una variedad de modelos, desde modelos clásicos hasta enfoques ML/DL de última generación. Proporciona API para casos de uso de pronóstico de series temporales de extremo a extremo, incluido el descubrimiento de datos, el preprocesamiento de datos, el pronóstico y la selección y evaluación de modelos.\n",
    "\n",
    "Aquí solo mostraremos algunos ejemplos mínimos de \"inicio\". Para obtener información más detallada, puede consultar la [guía de usuario](https://unit8co.github.io/darts/userguide.html) y [cuadernos de ejemplo](https://unit8co.github.io/darts/examples.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Instalación de  Darts</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recomendamos utilizar algún entorno virtual. Entonces hay principalmente dos formas.\n",
    "\n",
    "Con pip:\n",
    "```\n",
    "pip install darts\n",
    "```\n",
    "\n",
    "Con conda\n",
    "```\n",
    "conda install -c conda-forge -c pytorch u8darts-all\n",
    "```\n",
    "\n",
    "consulte la [guía detallada de instalación](https://github.com/unit8co/darts#installation-guide) si tiene problemas o desea instalar un sabor diferente (evitando ciertas dependencias)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Primero, importemos algunas cosas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.datasets import AirPassengersDataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:#4361EE\">Construir y manipular `TimeSeries`</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`TimeSeries` es la clase de datos principal en Darts. Una 'TimeSeries' representa una serie temporal univariante o multivariante, con un índice de tiempo adecuado. El índice de tiempo puede ser del tipo `pandas.DatetimeIndex` (que contiene fechas y horas) o del tipo `pandas.RangeIndex` (que contiene números enteros; útil para representar datos secuenciales sin marcas de tiempo específicas). En algunos casos, `TimeSeries` puede incluso representar series *probabilísticas*, para, por ejemplo, obtener intervalos de confianza. Todos los modelos en Darts consumen `TimeSeries` y producen `TimeSeries`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Leer datos y construir una `TimeSeries`</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Desde un Pandas DataFrame completo, usando`TimeSeries` se puede construir fácilmente usando algunos métodos de fábrica:\n",
    "\n",
    "* Desde un Pandas DataFrame completo, usando `TimeSeries.from_dataframe()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_dataframe)).\n",
    "* A partir de un índice de tiempo y una matriz de valores correspondientes, utilizando `TimeSeries.from_times_and_values()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_times_and_values)).\n",
    "* De una matriz de valores NumPy, usando `TimeSeries.from_values()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_values)).\n",
    "* De una `Series` de Pandas, usando `TimeSeries.from_series()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_series)).\n",
    "* De un `xarray.DataArray`, usando `TimeSeries.from_xarray()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_xarray)).\n",
    "* Desde un archivo CSV, usando  `TimeSeries.from_csv()` ([docs](https://unit8co.github.io/darts/generated_api/darts.timeseries.html#darts.timeseries.TimeSeries.from_csv)).\n",
    "\n",
    "A continuación, obtenemos una 'TimeSeries' al cargar directamente la serie de pasajeros aéreos de uno de los conjuntos de datos disponibles en Darts:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series = AirPassengersDataset().load()\n",
    "series.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Algunas operaciones `TimeSeries`</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`TimeSeries` soporta diferentes tipos de operaciones - aquí hay algunos ejemplos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Separar</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "También podemos dividir en una fracción de la serie, en un `Timestamp` de pandas o en un valor de índice entero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series1, series2 = series.split_before(0.75)\n",
    "series1.plot()\n",
    "series2.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Rebanar</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series1, series2 = series[:-36], series[-36:]\n",
    "series1.plot()\n",
    "series2.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Operaciones aritméticas</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series_noise = TimeSeries.from_times_and_values(\n",
    "    series.time_index, np.random.randn(len(series))\n",
    ")\n",
    "(series / 2 + 20 * series_noise - 10).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Apilado</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Concatenar una nueva dimensión para producir una nueva serie única multivariante."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(series / 50).stack(series_noise).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Mapeo</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.map(np.log).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Mapeo usando marcas de tiempo y valores</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.map(lambda ts, x: x / ts.days_in_month).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Agregar algún atributo de fecha y hora como una dimensión adicional para producir una serie multivariante</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(series / 20).add_datetime_attribute(\"month\").plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\"> Agregando algún componente binario de días festivos</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(series / 200).add_holidays(\"US\").plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Diferenciando</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Diferenciar una serie de tiempo implica calcular la diferencia entre valores consecutivos de la serie. Esto se hace para eliminar o reducir la tendencia y la estacionalidad presentes en la serie, dejando una serie estacionaria. La diferenciación es una técnica común utilizada en el análisis de series de tiempo para lograr la estacionariedad y hacer que la serie sea más fácil de modelar y predecir.\n",
    "\n",
    "El proceso de diferenciación se realiza restando el valor de un período anterior al valor del período actual. Esto se puede hacer de diferentes órdenes, dependiendo de la cantidad de diferenciación requerida para hacer que la serie sea estacionaria. La serie resultante después de la diferenciación se conoce como la primera diferencia, y se puede repetir el proceso para obtener la segunda diferencia, la tercera diferencia, y así sucesivamente.\n",
    "\n",
    "La diferenciación de una serie de tiempo puede ayudar a cumplir dos objetivos principales:\n",
    "\n",
    "Eliminar la tendencia: La tendencia se refiere a la dirección general y persistente en la serie de tiempo a lo largo del tiempo. Al restar los valores consecutivos, se pueden eliminar o reducir las fluctuaciones de la tendencia, lo que permite analizar y modelar más fácilmente las variaciones estacionarias.\n",
    "\n",
    "Eliminar la estacionalidad: La estacionalidad se refiere a patrones regulares y recurrentes en la serie de tiempo que se repiten en intervalos específicos. Al diferenciar la serie, se pueden eliminar o reducir los efectos de la estacionalidad, lo que facilita la identificación de patrones más sutiles o residuales en la serie.\n",
    "\n",
    "La diferenciación de series de tiempo es una técnica común en el análisis y pronóstico de datos de series temporales. Puede ser utilizada en combinación con otros métodos, como modelos autoregresivos (AR), modelos de promedio móvil (MA) o modelos autorregresivos de promedio móvil (ARMA), para lograr una mejor comprensión y predicción de las series de tiempo.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.diff().plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Rellenar valores faltantes usando una función `utils`</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Los valores faltantes están representados por `np.nan`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.utils.missing_values import fill_missing_values\n",
    "\n",
    "values = np.arange(50, step=0.5)\n",
    "values[10:30] = np.nan\n",
    "values[60:95] = np.nan\n",
    "series_ = TimeSeries.from_values(values)\n",
    "\n",
    "(series_ - 10).plot(label=\"con valores faltantes (desplazados abajo)\")\n",
    "fill_missing_values(series_).plot(label=\"sin valores faltantes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Creando una serie de entrenamiento y validación</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Para lo que sigue, dividiremos nuestra `TimeSeries` en una serie de entrenamiento y una de validación. \n",
    "\n",
    "**Nota**: \n",
    "\n",
    "En general, también es una buena práctica mantener a un lado una serie de pruebas y nunca tocarla hasta el final del proceso. Aquí, solo creamos una serie de entrenamiento  y una de validación para simplificar.\n",
    "\n",
    "La serie de entrenamiento será una `TimeSeries` que contenga valores hasta enero de 1958 (excluidos), y la serie de validación una `TimeSeries` que contenga el resto:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train, val = series.split_before(pd.Timestamp(\"19580101\"))\n",
    "train.plot(label=\"entrenamiento\")\n",
    "val.plot(label=\"validación\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Entrenando modelos de pronóstico y haciendo predicciones</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Jugando con modelos de juguete</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hay una colección de modelos de línea de base \"ingenuos\" en Darts, que pueden ser muy útiles para tener una idea de la precisión mínima que uno podría esperar. Por ejemplo, el modelo `NaiveSeasonal(K)` siempre \"repite\" el valor que ocurrió hace `K` pasos de tiempo.\n",
    "\n",
    "En su forma más ingenua, cuando `K=1`, este modelo simplemente siempre repite el último valor de la serie de entrenamiento:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import NaiveSeasonal\n",
    "\n",
    "naive_model = NaiveSeasonal(K=1)\n",
    "naive_model.fit(train)\n",
    "naive_forecast = naive_model.predict(36)\n",
    "\n",
    "series.plot(label=\"real\")\n",
    "naive_forecast.plot(label=\"pronóstico ingenuo (K=1)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Es muy fácil ajustar modelos y producir predicciones en `TimeSeries`. Todos los modelos tienen una función `fit()` y `predict()`. Esto es similar a [Scikit-learn](https://scikit-learn.org/), excepto que es específico para series temporales. La función `fit()` toma como argumento la serie de tiempo de entrenamiento en la que se ajusta el modelo, y la función `predict()` toma como argumento el número de pasos de tiempo (después del final de la serie de entrenamiento) sobre los cuales se pronostica ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Inspeccionar la estacionalidad</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nuestro modelo anterior es quizás  demasiado ingenuo. Ya podemos mejorar explotando la estacionalidad de los datos. Parece bastante obvio que los datos tienen una estacionalidad anual, lo que podemos confirmar observando la función de autocorrelación (ACF) y resaltando el retraso `m=12`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.utils.statistics import plot_acf, check_seasonality\n",
    "\n",
    "plot_acf(train, m=12, alpha=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El ACF (Autocorrelation Function) en series de tiempo es una función que muestra la correlación entre los valores pasados de una serie de tiempo y los valores actuales. En otras palabras, el ACF muestra cómo se relaciona cada observación en una serie de tiempo con las observaciones anteriores en diferentes retrasos o desfases.\n",
    "\n",
    "El ACF se calcula mediante el coeficiente de correlación de Pearson entre la serie original y una versión desplazada de sí misma. Para cada retraso o desfase, se calcula el coeficiente de correlación y se representa en un gráfico de barras o en una función de autocorrelación.\n",
    "\n",
    "El gráfico del ACF es útil para analizar la estructura de correlación en una serie de tiempo y puede proporcionar información sobre la estacionalidad, la tendencia y otros patrones presentes en los datos. Algunos puntos clave al interpretar el gráfico del ACF son:\n",
    "\n",
    "* Si el ACF muestra una correlación significativa en el primer desfase (lag 1), indica que los valores adyacentes en la serie de tiempo están correlacionados. Esto sugiere una posible dependencia serial en los datos.\n",
    "\n",
    "* Si el ACF muestra una autocorrelación significativa en múltiples desfases, sugiere que la serie de tiempo puede tener un patrón estacional o una tendencia autoregresiva.\n",
    "\n",
    "* Si el ACF muestra autocorrelaciones que van disminuyendo gradualmente a medida que aumenta el desfase, indica que la serie de tiempo puede seguir un modelo de decaimiento exponencial o un modelo autoregresivo de orden finito (AR).\n",
    "\n",
    "* Si el ACF muestra una autocorrelación significativa solo en el desfase 0 (lag 0) y es cercana a cero para todos los demás desfases, sugiere que la serie de tiempo es ruidosa o aleatoria sin correlación serial.\n",
    "\n",
    "El análisis del ACF puede ayudar a seleccionar el orden adecuado para modelos de series de tiempo, como modelos AR, modelos de promedio móvil (MA) o modelos autorregresivos de promedio móvil (ARMA). También puede proporcionar información útil para el diagnóstico y ajuste de modelos de series de tiempo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El ACF presenta un pico en x = 12, lo que sugiere una tendencia de estacionalidad anual (resaltada en rojo). La zona azul determina la importancia de las estadísticas para un nivel de confianza de 𝛼=5%\n",
    " . También podemos realizar una verificación estadística de estacionalidad para cada período candidato $m$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hay estacionalidad de orden 12.\n"
     ]
    }
   ],
   "source": [
    "for m in range(2, 25):\n",
    "    is_seasonal, period = check_seasonality(train, m=m, alpha=0.05)\n",
    "    if is_seasonal:\n",
    "        print(\"Hay estacionalidad de orden {}.\".format(period))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Un modelo menos ingenuo</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Probemos de nuevo el modelo `NaiveSeasonal` con una estacionalidad de 12:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seasonal_model = NaiveSeasonal(K=12)\n",
    "seasonal_model.fit(train)\n",
    "seasonal_forecast = seasonal_model.predict(36)\n",
    "\n",
    "series.plot(label=\"real\")\n",
    "seasonal_forecast.plot(label=\"pronóstico ingenuo (K=12)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Esto es mejor, pero aún nos falta la tendencia. Afortunadamente, también hay otro modelo de referencia ingenuo que captura la tendencia, que se llama `NaiveDrift`. Este modelo simplemente produce predicciones lineales, con una pendiente determinada por el primer y el último valor del conjunto de entrenamiento:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import NaiveDrift\n",
    "\n",
    "drift_model = NaiveDrift()\n",
    "drift_model.fit(train)\n",
    "drift_forecast = drift_model.predict(36)\n",
    "\n",
    "combined_forecast = drift_forecast + seasonal_forecast - train.last_value()\n",
    "\n",
    "series.plot()\n",
    "combined_forecast.plot(label=\"combinado\")\n",
    "drift_forecast.plot(label=\"tendencia\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Que paso ahi? Simplemente ajustamos un modelo de tendencia ingenuo y agregamos su pronóstico al pronóstico estacional que teníamos anteriormente. También restamos el último valor del conjunto de entrenamiento del resultado, de modo que el pronóstico combinado resultante comience con la compensación correcta."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Cálculo de métricas de error</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Esto ya parece un pronóstico bastante decente, y todavía no usamos ningún modelo no ingenuo. De hecho, cualquier modelo debería poder superar esto.\n",
    "\n",
    "Entonces, ¿cuál es el error que tendremos que vencer? Usaremos el [Error porcentual absoluto medio (MAPE)](https://en.wikipedia.org/wiki/Mean_absolute_percentage_error) (tenga en cuenta que en la práctica a menudo hay buenas razones para *no* usar el MAPE; lo usamos aquí ya que es bastante conveniente e independiente de la escala). En Darts es una llamada de función simple:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error porcentual absoluto medio para la tendencia ingenua combinada + estacional: 5.66%.\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import mape\n",
    "\n",
    "print(\n",
    "    'Error porcentual absoluto medio para la tendencia ingenua combinada + estacional: {:.2f}%.'.format(\n",
    "        mape(series, combined_forecast)\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`darts.metrics` contiene muchas más métricas para comparar series temporales. Las métricas compararán solo segmentos comunes de series cuando las dos series no estén alineadas y paralelizarán el cálculo en una gran cantidad de pares de series, pero no nos adelantemos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Pruebe rápidamente varios modelos</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Darts está diseñado para facilitar el entrenamiento y la validación de varios modelos de forma unificada. Entrenemos algunos más y calculemos su MAPE respectivo en el conjunto de validación. Antes describimos muy brevemente los modelo que probaremos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Suavizamiento exponencial</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El suavizamiento exponencial es una técnica utilizada en el análisis de series de tiempo para predecir valores futuros o suavizar las fluctuaciones de una serie. Es un método de pronóstico que asigna pesos exponenciales decrecientes a los valores pasados de la serie, dando más importancia a los valores más recientes.\n",
    "\n",
    "Existen diferentes variantes de suavizado exponencial, las más comunes son:\n",
    "\n",
    "**Suavizado exponencial simple (SES)**: En este método, se calcula una media ponderada exponencialmente de los valores pasados de la serie. Cada observación recibe un peso que disminuye exponencialmente a medida que se retrocede en el tiempo. La fórmula general del suavizado exponencial simple es:\n",
    "\n",
    "* $S_t = \\alpha * Y_t + (1 - \\alpha) * S_{t-1}$\n",
    "\n",
    "Donde:\n",
    "\n",
    "* $S_t$ es el valor suavizado en el período t.\n",
    "* $Y_t$ es el valor observado en el período t.\n",
    "* $S_{t-1}$ es el valor suavizado en el período anterior.\n",
    "* $\\alpha$ es el factor de suavizado, llamado coeficiente de suavizado, que determina el peso dado a los valores pasados. Debe estar en el rango [0, 1].\n",
    "\n",
    "**Suavizado exponencial doble (Holt)**: Este método extiende el suavizado exponencial simple al considerar tanto la tendencia como el nivel en la serie de tiempo. Se utiliza cuando la serie de tiempo muestra una tendencia constante. La fórmula general del suavizado exponencial doble es:\n",
    "\n",
    "* $N_t = \\alpha * Y_t + (1 - \\alpha) * (N_{t-1} + T_{t-1})$\n",
    "* $T_t = \\beta * (N_t - N_{t-1}) + (1 - \\beta) * T_{t-1}$\n",
    "* $S_t = N_t + T_t$\n",
    "\n",
    "Donde:\n",
    "\n",
    "* $N_t$ representa el nivel de la serie en el período $t$.\n",
    "* $T_t$ representa la estimación de la tendencia en el período $t$.\n",
    "* $Y_t$ es el valor observado en el período $t$.\n",
    "* $\\alpha$ y $\\beta$ son coeficientes de suavizado para el nivel y la tendencia, respectivamente.\n",
    "\n",
    "**Suavizado exponencial triple (Holt-Winters)**: Este método incorpora no solo la tendencia, sino también los componentes estacionales en la serie de tiempo. Es adecuado para series de tiempo que exhiben patrones estacionales repetitivos. Además de las ecuaciones del suavizado exponencial doble, se agregan componentes estacionales que se actualizan utilizando un factor de suavizado γ.\n",
    "\n",
    "La variante aditiva de Holt-Winters se utiliza cuando las fluctuaciones estacionales son relativamente constantes a lo largo de la serie. La variante multiplicativa se utiliza cuando las fluctuaciones estacionales cambian proporcionalmente a los niveles de la serie.\n",
    "\n",
    "El suavizado exponencial se basa en la idea de que los valores más recientes tienen más influencia en las predicciones futuras, y los valores más antiguos tienen menos peso. A través de diferentes variantes, el suavizado exponencial puede adaptarse a diferentes patrones de series de tiempo y proporcionar pronósticos más precisos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">TBATS</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TBATS (Trigonometric seasonality, Box-Cox transformation, ARMA errors, Trend and Seasonal components) es un modelo estadístico utilizado para el análisis y pronóstico de series de tiempo que incorpora múltiples componentes, como la estacionalidad, la tendencia y los errores autorregresivos de media móvil (ARMA).\n",
    "\n",
    "El modelo TBATS es una extensión del modelo de suavizado exponencial triple (Holt-Winters) que se adapta a las series de tiempo con patrones estacionales complejos y no lineales. Al incorporar componentes trigonométricas, como funciones seno y coseno, el modelo puede capturar estacionalidades con frecuencias múltiples y no necesariamente constantes.\n",
    "\n",
    "Además de la estacionalidad, el modelo TBATS también puede manejar tendencias no lineales mediante la inclusión de términos polinómicos para modelar cambios en la pendiente o la curvatura de la serie de tiempo.\n",
    "\n",
    "El modelo TBATS también incluye una transformación Box-Cox para manejar la variabilidad heterocedástica de la serie de tiempo y estabilizar la varianza.\n",
    "\n",
    "En resumen, el modelo TBATS es un enfoque flexible y potente para el análisis y pronóstico de series de tiempo que combina diferentes componentes, como la estacionalidad, la tendencia, la transformación Box-Cox y los errores ARMA. Es especialmente útil para series de tiempo con patrones estacionales complejos y no lineales."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### <span style=\"color:#4CC9F0\">Arima</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El modelo ARIMA (Autoregressive Integrated Moving Average) es un modelo estadístico utilizado para analizar y predecir series de tiempo. Combina componentes de autoregresión (AR), promedio móvil (MA) y diferenciación (I) para capturar tanto la dependencia en el tiempo como la estacionalidad presente en los datos.\n",
    "\n",
    "Cada componente del modelo ARIMA tiene un propósito específico:\n",
    "\n",
    "Componente de Autoregresión (AR): Representa la dependencia lineal de los valores pasados de la serie de tiempo. La idea detrás del AR es que el valor actual de la serie de tiempo puede explicarse mediante una combinación lineal de sus valores pasados. El orden del AR, denotado como p, indica cuántos valores pasados se utilizan en la predicción del valor actual.\n",
    "\n",
    "Componente de Promedio Móvil (MA): Representa la dependencia lineal de los errores residuales pasados en la serie de tiempo. Los errores residuales son las diferencias entre los valores reales y los valores predichos por el modelo AR. El orden del MA, denotado como q, indica cuántos errores residuales pasados se tienen en cuenta para predecir el valor actual.\n",
    "\n",
    "Componente de Diferenciación (I): Se utiliza para eliminar tendencias y estacionalidades presentes en la serie de tiempo. La diferenciación implica tomar la diferencia entre los valores observados en diferentes períodos. El orden de la diferenciación, denotado como d, indica el número de veces que se realiza esta operación para estabilizar la varianza y hacer que la serie de tiempo sea estacionaria.\n",
    "\n",
    "La fórmula general de un modelo ARIMA $(p, d, q)$ se puede expresar de la siguiente manera:\n",
    "\n",
    "$$\\Delta^d Y(t) = c + \\Sigma(\\varphi_i * \\Delta^d Y(t-i)) + \\Sigma(\\theta_j * \\epsilon(t-j)) + \\epsilon(t)$$\n",
    "\n",
    "Donde:\n",
    "\n",
    "* $\\Delta^d Y(t)$ representa la serie de tiempo diferenciada d veces. Es decir, se aplica la diferenciación d veces para hacer que la serie sea estacionaria.\n",
    "* $c$ es una constante que se agrega si la serie no es estacionaria en media.\n",
    "* $\\varphi_i$ son los coeficientes de autoregresión (AR) que representan la dependencia lineal de los valores pasados de la serie diferenciada.\n",
    "* $\\theta_j$ son los coeficientes de promedio móvil (MA) que representan la dependencia lineal de los errores residuales pasados.\n",
    "* $\\epsilon(t)$ es el término de error en el tiempo actual.\n",
    "\n",
    "En esta fórmula, los coeficientes $\\varphi_i$ y $\\theta_j$ se estiman a partir de los datos de la serie de tiempo. Los valores de $p, d y q$ indican los órdenes correspondientes del modelo ARIMA. El valor de $p$ representa el orden del componente AR, el valor de $d$ indica el número de diferenciaciones realizadas y el valor de $q$ representa el orden del componente MA.\n",
    "\n",
    "Es importante tener en cuenta que la forma exacta de la fórmula puede variar dependiendo de la implementación y las convenciones utilizadas en el software o el contexto específico del análisis de series de tiempo.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### <span style=\"color:#4CC9F0\">AutoArima</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "AUTOARIMA implementa un algoritmo automático para ajustar modelos ARIMA (AutoRegressive Integrated Moving Average) a series de tiempo. El método AUTOARIMA busca automáticamente el mejor modelo ARIMA para una serie de tiempo determinada, teniendo en cuenta los patrones y características de la serie.\n",
    "\n",
    "El algoritmo de AUTOARIMA utiliza un enfoque heurístico para seleccionar los parámetros p, d y q del modelo ARIMA, que corresponden a los órdenes de autoregresión, la diferenciación y el promedio móvil, respectivamente. El enfoque se basa en una combinación de técnicas de búsqueda y criterios de selección de modelos, como el criterio de información de Akaike (AIC) o el criterio de información bayesiano (BIC).\n",
    "\n",
    "La función AUTOARIMA examina diferentes combinaciones de órdenes p, d y q y evalúa la bondad de ajuste de los modelos correspondientes mediante los criterios de selección mencionados anteriormente. Luego, selecciona el modelo que minimiza el criterio elegido, lo que indica que es el modelo más adecuado para la serie de tiempo dada.\n",
    "\n",
    "AUTOARIMA también puede tener en cuenta la estacionalidad en la serie de tiempo utilizando modelos SARIMA (Seasonal ARIMA), que incorporan componentes estacionales adicionales. El algoritmo puede buscar y seleccionar automáticamente los órdenes estacionales p, d, q y s.\n",
    "\n",
    "En resumen, AUTOARIMA es un algoritmo proporciona una manera automatizada y conveniente de ajustar modelos ARIMA a series de tiempo, seleccionando automáticamente los órdenes óptimos del modelo basándose en criterios de selección. Esto facilita el proceso de modelado y pronóstico de series de tiempo para aquellos que no tienen experiencia en la selección manual de órdenes ARIMA."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### <span style=\"color:#4CC9F0\">Theta</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El modelo $\\text{Theta}(\\theta)$ en el contexto de las series de tiempo se refiere a un modelo específico utilizado para el análisis y pronóstico de datos de series temporales. También se conoce como modelo de caminata aleatoria o modelo de primer orden autorregresivo.\n",
    "\n",
    "El modelo Theta es relativamente simple y se basa en la premisa de que el valor futuro de la serie de tiempo es igual al valor actual más un componente de ruido aleatorio. En otras palabras, la serie de tiempo sigue una trayectoria similar a una caminata aleatoria.\n",
    "\n",
    "La ecuación básica del modelo Theta se puede expresar de la siguiente manera:\n",
    "\n",
    "* $Y(t+1) = Y(t) + \\epsilon(t+1)$\n",
    "\n",
    "Donde:\n",
    "\n",
    "* $Y(t+1)$ es el valor de la serie de tiempo en el período t+1 (el período siguiente).\n",
    "* $Y(t)$ es el valor de la serie de tiempo en el período t (el período actual).\n",
    "* $\\epsilon(t+1)$ es el componente de ruido aleatorio en el período t+1.\n",
    "En este modelo, el valor futuro de la serie de tiempo se estima simplemente sumando un término de ruido aleatorio al valor actual. No hay consideración de patrones de tendencia, estacionalidad o autocorrelación en la serie.\n",
    "\n",
    "El modelo Theta puede ser útil en situaciones donde la serie de tiempo no muestra patrones claros de tendencia o estacionalidad y se espera que los cambios futuros sean impulsados principalmente por el azar o factores aleatorios.\n",
    "\n",
    "Es importante tener en cuenta que el modelo Theta puede ser demasiado simple para capturar patrones más complejos presentes en muchas series de tiempo. En tales casos, modelos más sofisticados como ARIMA (Autoregressive Integrated Moving Average) o modelos de suavizado exponencial pueden ser más apropiados.\n",
    "\n",
    "El modelo Theta puede ser también paramétric y tiene la siguiente forma general dada por\n",
    "\n",
    " * $ Y(t+1) = \\theta_0 + \\theta_1 * Y(t) + \\theta_2 * Y(t-1) + ... + \\theta_p * Y(t-p) + \\epsilon(t+1)$\n",
    "\n",
    "Donde:\n",
    "\n",
    "* $Y(t+1)$ es el valor de la serie de tiempo en el período $t+1$ (el período siguiente).\n",
    "* $Y(t), Y(t-1), ..., Y(t-p)$ son los valores anteriores de la serie de tiempo utilizados para predecir el valor en el período $t+1$.\n",
    "* $\\theta_0, \\theta_1, ..., \\theta_p$ son los parámetros del modelo que se estiman a partir de los datos. Estos parámetros capturan la influencia de los valores pasados en la predicción del valor futuro.\n",
    "* $\\epsilon(t+1)$ es el término de error en el período $t+1$.\n",
    ".\n",
    "Al introducir los parámetros $\\theta_0, \\theta_1, ..., \\theta_p$ en el modelo Theta, se permite una mayor flexibilidad para capturar diferentes patrones y tendencias en la serie de tiempo. Estos parámetros se estiman a través de métodos estadísticos, como la estimación de máxima verosimilitud, y su elección adecuada es fundamental para obtener pronósticos precisos.\n",
    "\n",
    "\n",
    "\n",
    "Vamos con los códigos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "El modelo ExponentialSmoothing() obtiene MAPE: 5.11%\n",
      "El modelo TBATS() obtiene MAPE: 5.87%\n",
      "El modelo AutoARIMA() obtiene MAPE: 11.65%\n",
      "El modelo Theta() obtiene MAPE: 8.15%\n"
     ]
    }
   ],
   "source": [
    "from darts.models import ExponentialSmoothing, TBATS, AutoARIMA, Theta\n",
    "\n",
    "\n",
    "def eval_model(model):\n",
    "    model.fit(train)\n",
    "    forecast = model.predict(len(val))\n",
    "    print(\"El modelo {} obtiene MAPE: {:.2f}%\".format(model, mape(val, forecast)))\n",
    "\n",
    "\n",
    "eval_model(ExponentialSmoothing())\n",
    "eval_model(TBATS())\n",
    "eval_model(AutoARIMA())\n",
    "eval_model(Theta())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aquí, solo construimos estos modelos con sus parámetros predeterminados. Probablemente podamos hacerlo mejor si nos ajustamos a nuestro problema. Probemos con el método Theta."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### <span style=\"color:#4CC9F0\">Búsqueda de hiperparámetros con el método Theta</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El modelo `Theta` contiene una implementación del método Theta de Assimakopoulos y Nikolopoulos. Este método ha tenido cierto éxito, particularmente en la competencia M3.\n",
    "\n",
    "Aunque el valor del parámetro Theta a menudo se establece en 0 en las aplicaciones, la implementación `Darts` admite un valor variable para fines de ajuste de parámetros. Tratemos de encontrar un buen valor para Theta:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Buscar el mejor parámetro theta probando 50 valores diferentes\n",
    "thetas = 2 - np.linspace(-10, 10, 50)\n",
    "\n",
    "best_mape = float(\"inf\")\n",
    "best_theta = 0\n",
    "\n",
    "for theta in thetas:\n",
    "    model = Theta(theta)\n",
    "    model.fit(train)\n",
    "    pred_theta = model.predict(len(val))\n",
    "    res = mape(val, pred_theta)\n",
    "\n",
    "    if res < best_mape:\n",
    "        best_mape = res\n",
    "        best_theta = theta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "El MAPE es: 4.40, con theta = -3.5102040816326543.\n"
     ]
    }
   ],
   "source": [
    "best_theta_model = Theta(best_theta)\n",
    "best_theta_model.fit(train)\n",
    "pred_best_theta = best_theta_model.predict(len(val))\n",
    "\n",
    "print(\n",
    "    \"El MAPE es: {:.2f}, con theta = {}.\".format(\n",
    "        mape(val, pred_best_theta), best_theta\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.plot(label=\"entrenamiento\")\n",
    "val.plot(label=\"verdadero\")\n",
    "pred_best_theta.plot(label=\"predicción\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can observe that the model with `best_theta` is so far the best we have, in terms of MAPE."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Backtesting: simulación de pronósticos históricos</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entonces, en este punto, tenemos un modelo que funciona bien en nuestro conjunto de validación, y eso es bueno. Pero, ¿cómo podemos saber el rendimiento que *habríamos obtenido* si *hubiéramos estado usando este modelo* históricamente?\n",
    "\n",
    "El backtesting simula predicciones que históricamente se habrían obtenido con un modelo dado. La producción puede tardar un tiempo, ya que el modelo se vuelve a entrenar (de forma predeterminada) cada vez que avanza el tiempo de predicción simulado.\n",
    "\n",
    "Dichos pronósticos simulados siempre se definen con respecto a un *horizonte de pronóstico*, que es el número de pasos de tiempo que separan el tiempo de predicción del tiempo de pronóstico. En el siguiente ejemplo, simulamos pronósticos hechos para 3 meses en el futuro (en comparación con el tiempo de predicción). El resultado de llamar a `historical_forecasts()` es (por defecto) una `TimeSeries` que contiene esos pronósticos de 3 meses por delante:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "841dbf3924644ec8b4224fc9b54c2c81",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "historical_fcast_theta = best_theta_model.historical_forecasts(\n",
    "    series, start=0.6, forecast_horizon=3, verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 7.70%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.plot(label=\"datos\")\n",
    "historical_fcast_theta.plot(label=\"pronóstico backtest 3-meses adelante (Theta)\")\n",
    "print(\"MAPE = {:.2f}%\".format(mape(historical_fcast_theta, series)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entonces, parece que nuestro mejor modelo en el conjunto de validación ya no funciona tan bien cuando lo probamos (¿escuché sobreajuste: D?)\n",
    "\n",
    "Para observar más de cerca los errores, también podemos usar el método `backtest()` para obtener todos los errores sin procesar (digamos, errores MAPE) que habría obtenido nuestro modelo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "513a8c2d8b0144ceb9bea9274524508c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_theta_model = Theta(best_theta)\n",
    "\n",
    "raw_errors = best_theta_model.backtest(\n",
    "    series, start=0.6, forecast_horizon=3, metric=mape, reduction=None, verbose=True\n",
    ")\n",
    "\n",
    "from darts.utils.statistics import plot_hist\n",
    "\n",
    "plot_hist(\n",
    "    raw_errors,\n",
    "    bins=np.arange(0, max(raw_errors), 1),\n",
    "    title=\"Puntuaciones individuales de errores de backtest (histograma)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finalmente, usando `backtest()` también podemos obtener una vista más simple del error promedio sobre los pronósticos históricos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "08e269d499af44c4ad824239bfb5a0bd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error promedio (MAPE) sobre todos los pronósticos históricos: 6.36\n"
     ]
    }
   ],
   "source": [
    "average_error = best_theta_model.backtest(\n",
    "    series,\n",
    "    start=0.6,\n",
    "    forecast_horizon=3,\n",
    "    metric=mape,\n",
    "    reduction=np.mean,  # this is actually the default\n",
    "    verbose=True,\n",
    ")\n",
    "\n",
    "print(\"Error promedio (MAPE) sobre todos los pronósticos históricos: %.2f\" % average_error)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We could also for instance have specified the argument `reduction=np.median` to get the median MAPE instead."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Una mirada a los residuos</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Veamos los valores residuales ajustados de nuestro modelo Theta actual, es decir, la diferencia entre los pronósticos de 1 paso en cada punto en el tiempo obtenidos ajustando el modelo en todos los puntos anteriores y los valores reales observados:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`start` time `1949-04-01 00:00:00` is before the first predictable/trainable historical forecasting point for series at index: 0. Ignoring `start` for this series and beginning at first trainable/predictable time: 1949-05-01 00:00:00. To hide these warnings, set `show_warnings=False`.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.utils.statistics import plot_residuals_analysis\n",
    "\n",
    "plot_residuals_analysis(best_theta_model.residuals(series))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Podemos ver que la distribución no está centrada en 0, lo que significa que nuestro modelo `Theta` está sesgado. También podemos distinguir un valor ACF grande con un desfase igual a 12, lo que indica que los residuos contienen información que no fue utilizada por el modelo."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Un mejor modelo</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Podríamos tal vez hacerlo mejor con un simple modelo `ExponentialSmoothing`?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ec937c5a7f47487d9c18a400e7ee18bc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 4.45%\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_es = ExponentialSmoothing(seasonal_periods=12)\n",
    "historical_fcast_es = model_es.historical_forecasts(\n",
    "    series, start=0.6, forecast_horizon=3, verbose=True\n",
    ")\n",
    "\n",
    "series.plot(label=\"datos\")\n",
    "historical_fcast_es.plot(label=\"pronóstico backtest 3 meses (suavizamiento exp.)\")\n",
    "print(\"MAPE = {:.2f}%\".format(mape(historical_fcast_es, series)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¡Así mucho mejor! En este caso, obtenemos un error porcentual absoluto medio de alrededor del 4-5% cuando realizamos una prueba retrospectiva con un horizonte de pronóstico de 3 meses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_residuals_analysis(model_es.residuals(series))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El análisis de residuales también refleja un mejor desempeño en el sentido de que ahora tenemos una distribución de los residuales centrada en el valor 0, y los valores de ACF, aunque no son insignificantes, tienen magnitudes más bajas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Aprendizaje automático y modelos globales</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`Darts` tiene un rico soporte para modelos de pronóstico de aprendizaje automático y aprendizaje profundo; por ejemplo:\n",
    "\n",
    "* [RegressionModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.regression_model.html) puede envolver cualquier modelo de regresión compatible con sklearn para producir pronósticos (tiene su propia [sección abajo](#Modelos-de-pronóstico-de-regresión)).\n",
    "* [RNNModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.rnn_model.html) es una implementación RNN flexible, que se puede utilizar como DeepAR.\n",
    "* [NBEATSModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.nbeats.html) implementa el modelo N-BEATS.\n",
    "* [TFTModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tft_model.html) implementa eñ modelo Temporal Fusion Transformer model.\n",
    "* [TCNModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.tcn_model.html) implementa el modelo temporal convolutional networks.\n",
    "* ...\n",
    "\n",
    "Además de admitir la misma interfaz básica `fit()`/`predict()` que los otros modelos, estos modelos también son *modelos globales*, ya que admiten el entrenamiento en varias series temporales (a veces denominados *metaaprendizaje). *).\n",
    "\n",
    "Este es un punto clave del uso de modelos basados ​​en ML para la previsión: la mayoría de las veces, los modelos de ML (especialmente los modelos de aprendizaje profundo) deben entrenarse con grandes cantidades de datos, lo que a menudo significa una gran cantidad de series temporales separadas pero relacionadas.\n",
    "\n",
    "En `Darts`, la forma básica de especificar múltiples 'TimeSeries' es usando una 'Secuencia' de 'TimeSeries' (por ejemplo, una lista simple de 'TimeSeries')."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Un ejemplo de juguete con dos series</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estos modelos se pueden entrenar en miles de series. Aquí, por el bien de la ilustración, cargaremos dos series distintas: el conteo de pasajeros del tráfico aéreo y otra serie que contiene la cantidad de libras de leche producidas por vaca mensualmente. También colocamos nuestra serie en formato `np.float32` ya que eso acelerará ligeramente el entrenamiento:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.datasets import AirPassengersDataset, MonthlyMilkDataset\n",
    "\n",
    "series_air = AirPassengersDataset().load().astype(np.float32)\n",
    "series_milk = MonthlyMilkDataset().load().astype(np.float32)\n",
    "\n",
    "# reservar los últimos 36 meses de cada serie como conjunto de validación:\n",
    "train_air, val_air = series_air[:-36], series_air[-36:]\n",
    "train_milk, val_milk = series_milk[:-36], series_milk[-36:]\n",
    "\n",
    "train_air.plot()\n",
    "val_air.plot()\n",
    "train_milk.plot()\n",
    "val_milk.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Primero, escalemos estas dos series entre 0 y 1, ya que eso beneficiará a la mayoría de los modelos de ML. Usaremos un [Scaler](https://unit8co.github.io/darts/generated_api/darts.dataprocessing.transformers.scaler.html) for this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.dataprocessing.transformers import Scaler\n",
    "\n",
    "scaler = Scaler()\n",
    "train_air_scaled, train_milk_scaled = scaler.fit_transform([train_air, train_milk])\n",
    "\n",
    "train_air_scaled.plot()\n",
    "train_milk_scaled.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observe cómo podemos escalar varias series de una sola vez. También podemos paralelizar este tipo de operaciones en múltiples procesadores especificandog `n_jobs`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\"> Uso del aprendizaje profundo: ejemplo con N-BEATS</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`N-BEATS` (Neural basis expansion analysis for interpretable time series forecasting) es un modelo de redes neuronales desarrollado para el análisis y pronóstico de series de tiempo. A diferencia de los enfoques tradicionales basados en ARIMA o modelos de suavizado exponencial, N-BEATS utiliza redes neuronales profundas para capturar patrones complejos y no lineales en los datos de la serie de tiempo. Para los detalles consulte el artículo [N-BEATS: NEURAL BASIS EXPANSION ANALYSIS FOR INTERPRETABLE TIME SERIES FORECASTING](https://arxiv.org/pdf/1905.10437.pdf).\n",
    "\n",
    "\n",
    "El modelo N-BEATS está diseñado para ser interpretable y flexible en términos de la duración de las series de tiempo y las frecuencias de muestreo. Utiliza una arquitectura basada en bloques de transformadores (transformer blocks) que permiten capturar dependencias de largo alcance en los datos.\n",
    "\n",
    "El concepto central del modelo N-BEATS es la expansión de base neuronal (neural basis expansion), que implica descomponer una serie de tiempo en una combinación de funciones de base que se aprenden durante el entrenamiento del modelo. Estas funciones de base capturan patrones y tendencias subyacentes en la serie de tiempo, lo que permite que el modelo realice pronósticos precisos.\n",
    "\n",
    "La arquitectura de N-BEATS se compone de bloques de expansión (stacked fully connected layers) seguidos de bloques de pestañas (stacked gated linear units). Los bloques de expansión generan funciones de base y los bloques de pestañas combinan y ponderan estas funciones para generar las predicciones finales.\n",
    "\n",
    "Una ventaja clave de N-BEATS es su interpretabilidad, ya que puede descomponer la serie de tiempo en funciones de base que se pueden analizar e interpretar individualmente. Esto proporciona información valiosa sobre los patrones y tendencias presentes en los datos.\n",
    "\n",
    "En resumen, N-BEATS es un modelo de redes neuronales diseñado para el análisis y pronóstico de series de tiempo. Utiliza bloques de transformadores y la expansión de base neuronal para capturar patrones complejos en los datos. Su enfoque interpretable lo distingue de otros modelos de series de tiempo basados en redes neuronales.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A continuación, crearemos un [modelo N-BEATS](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.nbeats.html). Este modelo se puede ajustar con muchos hiperparámetros (como el número de pilas, capas, etc.). Aquí, por simplicidad, lo usaremos con hiperparámetros predeterminados. Los únicos dos hiperparámetros que tenemos que proporcionar son:\n",
    "\n",
    "* `input_chunk_length`: esta es la \"ventana retrospectiva\" del modelo, es decir, cuántos pasos de tiempo de la historia toma la red neuronal como entrada para producir su salida en un paso hacia adelante.\n",
    "* `output_chunk_length`: esta es la \"ventana de avance\" del modelo, es decir, cuántos pasos de tiempo de valores futuros genera la red neuronal en un paso de avance.\n",
    "\n",
    "El parámetro `random_state` solo está aquí para obtener resultados reproducibles.\n",
    "\n",
    "La mayoría de las redes neuronales en `Darts` requieren estos dos parámetros. Aquí, usaremos múltiplos de la estacionalidad. Ahora estamos listos para ajustar nuestro modelo en nuestras dos series (dando una lista que contiene las dos series para `fit()`):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name          | Type             | Params\n",
      "---------------------------------------------------\n",
      "0 | criterion     | MSELoss          | 0     \n",
      "1 | train_metrics | MetricCollection | 0     \n",
      "2 | val_metrics   | MetricCollection | 0     \n",
      "3 | stacks        | ModuleList       | 6.2 M \n",
      "---------------------------------------------------\n",
      "6.2 M     Trainable params\n",
      "1.4 K     Non-trainable params\n",
      "6.2 M     Total params\n",
      "24.787    Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e1d3e99e421a45b2b9721fd509bb8de0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "from darts.models import NBEATSModel\n",
    "\n",
    "model = NBEATSModel(input_chunk_length=24, output_chunk_length=12, random_state=42)\n",
    "\n",
    "model.fit([train_air_scaled, train_milk_scaled], epochs=50, verbose=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Veamos ahora algunos pronósticos a 36 meses para nuestras dos series. Podemos simplemente usar el argumento `series` de la función `fit()` para decirle al modelo qué serie pronosticar. Es importante destacar que `output_chunk_length` no restringe directamente el horizonte de pronóstico `n` que se puede usar con `predict()`. Aquí, entrenamos el modelo con `output_chunk_length=12` y generamos pronósticos para `n=36` meses; esto simplemente se hace de forma autorregresiva detrás de escena (donde la red consume recursivamente sus salidas anteriores)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eaac1983cfef411e8d37d92250f2da1d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "56d87e3ded8a4fed834d08875a69297d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_air = model.predict(series=train_air_scaled, n=36)\n",
    "pred_milk = model.predict(series=train_milk_scaled, n=36)\n",
    "\n",
    "# scale back:\n",
    "pred_air, pred_milk = scaler.inverse_transform([pred_air, pred_milk])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"actual (air)\")\n",
    "series_milk.plot(label=\"actual (milk)\")\n",
    "pred_air.plot(label=\"forecast (air)\")\n",
    "pred_milk.plot(label=\"forecast (milk)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¡Nuestros pronósticos en realidad no son tan terribles, considerando que usamos **un modelo** con hiperparámetros predeterminados para capturar tanto a los pasajeros aéreos como a la producción de leche!\n",
    "\n",
    "El modelo parece bastante bueno para capturar la estacionalidad anual, pero pierde la tendencia de la serie aérea. En la siguiente sección, intentaremos resolver este problema utilizando datos externos (covariables)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Covariables: usando datos externos</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Además de la serie **objetivo** (la serie que nos interesa pronosticar), muchos modelos en Darts también aceptan series de **covariables** en la entrada. Las covariables son series que no queremos pronosticar, pero que pueden proporcionar información adicional útil a los modelos. Tanto los objetivos como las covariables pueden ser multivariantes o univariantes.\n",
    "\n",
    "Hay dos tipos de series temporales de covariables en Darts:\n",
    "\n",
    "* `past_covariates` son series que no necesariamente se conocen antes del tiempo de pronóstico. Esos pueden, por ejemplo, representar cosas que deben medirse y no se conocen por adelantado. Los modelos no usan los valores futuros de `past_covariates` cuando hacen pronósticos.\n",
    "* `future_covariates` son series que se conocen de antemano, hasta el horizonte de pronóstico. Esto puede representar cosas como información de calendario, días festivos, pronósticos del tiempo, etc. Los modelos que aceptan `future_covariates` observarán los valores futuros (hasta el horizonte de pronóstico) al hacer pronósticos."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<figure>\n",
    "<center>\n",
    "<img src=\"../Imagenes/covariates-highlevel.png\" width=\"600\" height=\"400\" align=\"center\" /> \n",
    "</center>   \n",
    "</figure>\n",
    "\n",
    "Fuente : [Darts](https://github.com/unit8co/darts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cada covariable puede ser potencialmente multivariante. Si tiene varias series de covariables (como valores de mes y año), debe 'apilar' *stack()* o 'concatenar' *concatenate()* para obtener una serie multivariante.\n",
    "\n",
    "Las covariables que proporcione pueden ser más largas de lo necesario. Darts intentará ser inteligente y cortarlos de la manera correcta para pronosticar el objetivo, en función de los índices de tiempo de las diferentes series. Sin embargo, recibirá un error si sus covariables no tienen un período de tiempo suficiente.\n",
    "\n",
    "Ahora construyamos algunas covariables externas que contengan valores mensuales y anuales para nuestra serie de aire y leche.\n",
    "En la celda de abajo, usamos la función `darts.utils.timeseries_generation.datetime_attribute_timeseries()` para generar series que contienen los valores de mes y año, y `concatenamos` estas series a lo largo del eje `\"componente\"` para obtener una serie de covariables con dos componentes (mes y año), por serie objetivo. Para simplificar, escalamos directamente los valores de mes y año para tenerlos entre (aproximadamente) 0 y 1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts import concatenate\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries as dt_attr\n",
    "\n",
    "air_covs = concatenate(\n",
    "    [\n",
    "        dt_attr(series_air.time_index, \"month\", dtype=np.float32) / 12,\n",
    "        (dt_attr(series_air.time_index, \"year\", dtype=np.float32) - 1948) / 12,\n",
    "    ],\n",
    "    axis=\"component\",\n",
    ")\n",
    "\n",
    "milk_covs = concatenate(\n",
    "    [\n",
    "        dt_attr(series_milk.time_index, \"month\", dtype=np.float32) / 12,\n",
    "        (dt_attr(series_milk.time_index, \"year\", dtype=np.float32) - 1962) / 13,\n",
    "    ],\n",
    "    axis=\"component\",\n",
    ")\n",
    "\n",
    "air_covs.plot()\n",
    "plt.title(\n",
    "    \"Una serie de tiempo multivariante de 2 dimensiones, que contiene covariables para la serie de passengers:\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No todos los modelos admiten todos los tipos de covariables. `NBEATSModel` solo admite `past_covariates`. Por lo tanto, aunque nuestras covariables representen información de calendario y se conozcan de antemano, las usaremos como `covariables_pasadas` con N-BEATS. Para entrenar, todo lo que tenemos que hacer es darles como `past_covariates` a la función `fit()`, en el mismo orden que los objetivos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name          | Type             | Params\n",
      "---------------------------------------------------\n",
      "0 | criterion     | MSELoss          | 0     \n",
      "1 | train_metrics | MetricCollection | 0     \n",
      "2 | val_metrics   | MetricCollection | 0     \n",
      "3 | stacks        | ModuleList       | 6.6 M \n",
      "---------------------------------------------------\n",
      "6.6 M     Trainable params\n",
      "1.7 K     Non-trainable params\n",
      "6.6 M     Total params\n",
      "26.314    Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fc43f9b39bff4bfa9321f2747b948766",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "model = NBEATSModel(input_chunk_length=24, output_chunk_length=12, random_state=42)\n",
    "\n",
    "model.fit(\n",
    "    [train_air_scaled, train_milk_scaled],\n",
    "    past_covariates=[air_covs, milk_covs],\n",
    "    epochs=50,\n",
    "    verbose=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Luego, para producir pronósticos, nuevamente tenemos que proporcionar nuestras covariables como `covariables_pasadas` a la función `predict()`. Aunque la serie de tiempo de las covariables también contiene valores \"futuros\" de las covariables hasta el horizonte de pronóstico, el modelo *no* consumirá esos valores futuros, porque los usa como covariables pasadas (y no covariables futuras)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "74023cc259bd460f8376ac02ccc6e6e7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7ccb079335534b6babd5c1ce1381469e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_air = model.predict(series=train_air_scaled, past_covariates=air_covs, n=36)\n",
    "pred_milk = model.predict(series=train_milk_scaled, past_covariates=milk_covs, n=36)\n",
    "\n",
    "# regresa a la escala original\n",
    "pred_air, pred_milk = scaler.inverse_transform([pred_air, pred_milk])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"actual (air)\")\n",
    "series_milk.plot(label=\"actual (milk)\")\n",
    "pred_air.plot(label=\"forecast (air)\")\n",
    "pred_milk.plot(label=\"forecast (milk)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parece que ahora el modelo captura mejor la tendencia de la serie del aire (que también perturba un poco los pronósticos de la serie de la leche)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Codificadores: uso de covariables gratis</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El uso de covariables relacionadas con el calendario o el eje del tiempo (como meses y años como en nuestro ejemplo anterior) es tan frecuente que los modelos de aprendizaje profundo en Darts tienen una funcionalidad integrada para usar tales covariables listas para usar.\n",
    "\n",
    "Para integrar fácilmente tales covariables a su modelo, simplemente puede especificar el parámetro `add_encoders` en la creación del modelo. Este parámetro debe ser un diccionario que contenga información sobre lo que debe codificarse como covariables adicionales. Aquí hay un ejemplo de cómo podría verse un diccionario de este tipo, para un modelo que admita covariables pasadas y futuras:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoders = {\n",
    "    \"cyclic\": {\"future\": [\"month\"]},\n",
    "    \"datetime_attribute\": {\"future\": [\"hour\", \"dayofweek\"]},\n",
    "    \"position\": {\"past\": [\"absolute\"], \"future\": [\"relative\"]},\n",
    "    \"custom\": {\"past\": [lambda idx: (idx.year - 1950) / 50]},\n",
    "    \"transformer\": Scaler(),\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "En el diccionario anterior, se especifican las siguientes cosas:\n",
    "\n",
    "* El mes debe usarse como una covariable futura, con una codificación cíclica (sin/cos).\n",
    "* La hora y el día de la semana deben usarse como futuras covariables.\n",
    "* La posición absoluta (paso de tiempo en la serie) debe usarse como covariable pasada.\n",
    "* La posición relativa (w.r.t el tiempo de pronóstico) debe usarse como covariable futura.\n",
    "* Se debe usar una función personalizada adicional del año como covariable anterior.\n",
    "* Todas las covariables anteriores deben escalarse usando un `Scaler`, que se ajustará al llamar a la función `fit()` del modelo y se usará después para transformar las covariables.\n",
    "\n",
    "Lo remitimos a la documentación de  la [API](https://unit8co.github.io/darts/generated_api/darts.utils.data.encoders.html#darts.utils.data.encoders.SequentialEncoder) para obtener más información sobre cómo usar codificadores.\n",
    "\n",
    "Para replicar nuestro ejemplo con el mes y el año usados ​​como covariables anteriores con N-BEATS, podemos usar algunos codificadores de la siguiente manera:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "encoders = {\"datetime_attribute\": {\"past\": [\"month\", \"year\"]}, \"transformer\": Scaler()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ahora, todo el entrenamiento del modelo N-BEATS con estas covariables tiene el siguiente aspecto:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name          | Type             | Params\n",
      "---------------------------------------------------\n",
      "0 | criterion     | MSELoss          | 0     \n",
      "1 | train_metrics | MetricCollection | 0     \n",
      "2 | val_metrics   | MetricCollection | 0     \n",
      "3 | stacks        | ModuleList       | 6.6 M \n",
      "---------------------------------------------------\n",
      "6.6 M     Trainable params\n",
      "1.7 K     Non-trainable params\n",
      "6.6 M     Total params\n",
      "26.314    Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "109c785db6fb4af2bc8cb81d6b929e5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=50` reached.\n"
     ]
    }
   ],
   "source": [
    "model = NBEATSModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    add_encoders=encoders,\n",
    "    random_state=42,\n",
    ")\n",
    "\n",
    "model.fit([train_air_scaled, train_milk_scaled], epochs=50, verbose=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Y obtenga algunos pronósticos para la serie de pasajeros aéreos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "64b656e84f964dc3b08721b4fd3da3f2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_air = model.predict(series=train_air_scaled, n=36)\n",
    "\n",
    "# scale back:\n",
    "pred_air = scaler.inverse_transform(pred_air)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"real (air)\")\n",
    "pred_air.plot(label=\"pronóstic (air)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Modelos de pronóstico de regresión</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[RegressionModel's](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.regression_model.html) son modelos de pronóstico que envuelven modelos de regresión compatibles con sklearn. El modelo de regresión interna se utiliza para predecir valores futuros de la serie objetivo, en función de ciertos retrasos de las covariables objetivo, pasadas y futuras. Detrás de escena, las series de tiempo se tabularizan para construir un conjunto de datos de entrenamiento en el formato correcto. La imagen muestra como se tabulan los datos para implementar un modelo de pronóstico por regresión para el caso univariado."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<figure>\n",
    "<center>\n",
    "<img src=\"../Imagenes/prediccion_tres_dias.jpg\" width=\"1000\" height=\"1000\" align=\"center\" /> \n",
    "</center>   \n",
    "</figure>\n",
    "\n",
    "Fuente : Alvaro Montenegro"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Y la siguiente imagen ilustra como se preparan los datos para los pronósticos multivariados. Darts, hace todo el trabajo por nosotros."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<figure>\n",
    "<center>\n",
    "<img src=\"../Imagenes/Serie_Multivariada.jpg\" width=\"1000\" height=\"1000\" align=\"center\" /> \n",
    "</center>   \n",
    "</figure>\n",
    "\n",
    "Fuente : Alvaro Montenegro"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por defecto, `RegressionModel` hará una regresión lineal. Es muy fácil usar cualquier modelo de regresión compatible con sklearn deseado especificando el parámetro 'modelo', pero para mayor comodidad, Darts también proporciona un par de modelos listos para usar:\n",
    "\n",
    "* [RandomForest](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.random_forest.html) envoltura  de`sklearn.ensemble.RandomForestRegressor`.\n",
    "* [LightGBMModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.lgbm.html)envoltura de  `lightbm`.\n",
    "* [LinearRegressionModel](https://unit8co.github.io/darts/generated_api/darts.models.forecasting.linear_regression_model.html) envoltura de `sklearn.linear_model.LinearRegression` acepta los mismos kwargs).\n",
    "\n",
    "Por ejemplo, así es como se ve el ajuste de una regresión rígido bayesiana a nuestro problema de dos series de juguetes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "from darts.models import RegressionModel\n",
    "from sklearn.linear_model import BayesianRidge\n",
    "\n",
    "model = RegressionModel(lags=72, lags_future_covariates=[-6, 0], model=BayesianRidge())\n",
    "\n",
    "model.fit(\n",
    "    [train_air_scaled, train_milk_scaled], future_covariates=[air_covs, milk_covs]\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Arriba pasaron varias cosas:\n",
    "\n",
    "* `lags=72` le dice al `RegressionModel` que mire los últimos 72 retrasos del objetivo.\n",
    "* Además, `lags_future_covariates=[-6, 0]` significa que el modelo también observará los retrasos de las `future_covariates` que proporcionamos. Aquí enumeramos los retrasos precisos que queremos que los modelos tengan en cuenta; los retrasos \"-6th\" y \"0th\". El retraso \"0\" significa el retraso \"actual\" (es decir, en el paso de tiempo que se pronostica); obviamente, conocer este retraso requiere conocer los datos de antemano (de ahí el hecho de que estemos usando `future_covariates`). De manera similar, `-6` significa que también observamos el valor de las covariables 6 meses antes del paso de tiempo pronosticado (que también requiere conocer las covariables por adelantado si estamos pronosticando en un horizonte de más de 6 pasos adelante).\n",
    "* `model=BayesianRidge()` proporciona el modelo de regresión interno real.\n",
    "\n",
    "Ahora vamos a obtener algunos pronósticos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NsF+SJPT19WlzDHT/ALSaoZycnIg+bxIa339HJL7g84l/+IziHz6j+Gc4PaP6/rQ4larOLtPvu75bnyPHngCv14uyFAdqXT1o6ulFW48baQnhy4V4eT7hloOYUiO0c+dOTSQBQHl5OR5//HEAQEVFBcaNG6ftczgcKC4uRkVFBVJSUtDU1GTYX15ejo0bNwada9myZVo0SeXnP/855s+fP+B17tq1K+x72t90d3ejvb0dVVVV2raxY8fivffegyRJsNmMj66xsRHbtm3D5s2b8bvf/U77TL/66isAQENDA6qqqlBTUwMAqK2tRVZWVljXUlhYiLq6Onz//ffIyMgw7FPPW1paihUrVqC7u9svKtTa2goAKC4uxptvvokxY8YEnauxsdFwz16vF01NTaiqqhrw/lUB9N///hdFRUVwOp1wOg9868d9zVD6dzQc4fOJf/iM4h8+o/hnODyjzc0dhtcbaveiyuYxdY7KRr1ovre5EVU9nciDPsfa7RWYkBx5vfX+fj6jR48O6zhThFBXV5chXSklJUVLS3K5XEhJMYbxUlJS4HK50NXVBavVaki7Et8biAULFuDCCy803kQYEaFdu3ahpKQk7u2fVZKSkpCenm5IEbzlllvw2muv4ZZbbsENN9yA3NxcbN++Ha+88gqefvpplJSUICcnB//85z8xffp0VFdX4/777wegRGVKS0u1LsFFRUVhpx8WFxcjLy8P1dXVOOOMMwz71PNeffXVWLZsGa699lrcfvvtKC4uRnV1Nd58803ccMMNKC4uxp133okrr7wS48ePx+zZs9HR0YE1a9Zg8eLF2jcHubm5huuyWCzIyclBaWnpgPdvtSoFhJs3b8bs2bNZH2QyQ/Hf0XCCzyf+4TOKf/iM4p9h9Yx6dwHYq71stSaYvrbprmnTxtPKSjEiOQlTurx4u1ERYT1pmSgtzg/7fEPt+ZgihJKTk9HZ2am9djqdSE5WfMgdDofft/JOpxMOhwPJycnweDzo7u7WxJD43kDY7faQoicUFotlSDwUFUmSDNdbXFyM1atX4+abb8Zpp52Gnp4elJaWYvbs2bDZbJAkCStWrMA111yDadOmYcKECXjkkUdw3HHHafeuni+Sz8JiseCyyy7Dyy+/7GehrZ4nNTUVK1euxM0334xzzz0XHR0dGDlyJE488URkZmbCYrFgwYIFcLvdeOihh3DjjTciNzcX5557ruE6fO9ZnCOc++/u7sZbb72F999/f0g966HEUPt3NNzg84l/+IziHz6j+Gc4PKPGnl7D611d3abfc6NbnyPPkQSLxYLRaXoAoyrKOYfK8zFFCI0ePRrbt2/HUUcdBQDYunWrlv40ZswYvPnmm9qxLpcLu3fvxpgxY5Ceno6cnBxs375dK+QX3zuc+fTTTwNuHz9+PN54442g7zvppJOwadMmwzZZcBwpKyszvA6XX/3qV5g8ebKWBud7XkBJoXvhhRdCnmfRokVYtGhRwH0VFRV+33SoaXUqA93/c889h5/85Cc44ogjQl4HIYQQQkg8I1pbA0CVs9v0Ofb21yGlJdiQaFWEy3DqJRSRVOvr60NPTw9kWdbGXq8Xc+bMweuvv46amho0NjbixRdfxGmnnQYAmDlzJlwuF/75z3/C7Xbjueeew6RJkzT77Dlz5uDZZ5+F0+nEhg0bsHLlSq15KIkfCgoK8Nxzz6G6unp/X0pIEhIS8Oijj+7vyyCEEEIIiQlfIdTi7kV7b59p59/W7kSlU7HIHp+mZ2OVpQyfXkIRRYTuvvtu/Otf/wIAfPvtt/jd736HJ598EkcddRS2bduGSy65BF6vF/PmzdNSqOx2O+69917cdddd+NOf/oRJkybhzjvv1M65aNEirfFmeno6fvOb36CsrMy8OySmoTr/xTMLFy7c35dACCGEEBIzvvbZAFDtdGFKZlqAoyPn9eo6bfyzkkJtnGVPQHqCDe29fdh5gFtoRySEbr/9dtx+++0B9y1YsAALFiwIuG/y5MlYsWJFwH1JSUm4++67I7kMQgghhBBC9iuyLGtN5AcD34gQoPQSMkMIybKMN3YpQkgC8LOSAm2fJEkYnerAdy0d2N3VDbfHC7s1/ut9ouHAvCtCCCGEEEIGid98uwUT/7kS7+9pGLQ5GoJEhMzgu5YObO9Qoj2z8rIwIjnJsL8sRUmV88rA7i7za5PiBQohQgghhBBCwqTV3Yunt+1Cfbcbj/5YOShzuPo86OxT+vkkCu5rVSYJob9X12rjs0cV+u03GCYcwOlxFEKEEEIIIYSESV2/0xoALapiNmJa3LQsPRXOjIiQV5bx5i6lP1GCRcJZAfoElaUOD8MECiFCCCGEEELCpEEQKfXdbrS7e0McHfscUzLTYLcotUhmWGjXunpQ2y/mjsrLRnaif3/OUsE5zqx0vHiEQogQQgghhJAw8XVz2z4IvXYahTnyk+woSVaESbXTFVU/SJGu/pQ7ACh0+IsgwCiEzErHi0cohMiAfP3113jooYfg9Xr396UQQgghhOxXfE0MdgxCepwottIkO0b1CxNnnwdNPbFFoLo8uhByWK0BjxmZnIT+IBQjQmT40tjYiPnz52PKlCmwWGL7dZEkCW+99ZY5FxYEt9uNcePGYfXq1WG/5/bbb8chhxwS89w33HADrrnmmpjPQwghhJD4paG7x/B6W4fT9DnEGqFf3ZuA2ird1S3WCI1LiAgl2wILoQSLBSMcypzVJqTjxSsUQiQosizjkksuwdKlS3HyySeH/b5gwqK2thannXaaiVfoz9NPP43S0lLMmjUr7PfccMMN+Oijj2Ke+6abbsKyZcuwc+fOmM9FCCGEkPhk7z6ICIk1Ql6XHRu+My9VzRkgIvTtVhln3OzF8//W0+5GpShCqNndi47evpjmjFcohA4g3G5/v/lYkCQJ77zzDi699FJTzldYWIjExERTzhWMRx99FP/7v/8b0XtSU1ORk5MTdH+4n2t+fj5OOeUUPPnkkxHNTwghhJChQ0PP4AshsUZIdtnR02xmREgvdUjub5R6x3IZ/14L/L8HZLQ7FTE0HAwTKITilOOOOw6LFy/G4sWLkZmZiZycHNx2222GArmysjLcfffduPTSS5GRkYHLL78cAPD6669j8uTJSExMRFlZGR544AHDucvKyvCHP/wBl112GdLS0jBq1Cg8/fTThmM2bNiAE044AQ6HAzk5OVi4cCE6Ozu1/Z9++ikOP/xwpKSkIDMzE7NmzUJVVRWWL1+OO+64A9999x0kSYIkSVi+fDkA/9S43bt34/zzz0d2djbS0tJw1lln4YsvvtD2P/HEExg7dizsdjsmTJiAv/3tbyE/s2+++Qbbt2/H6aefbth+8803o7y8HMnJyRgzZgyWLFmC3l49v9Y3gnXppZdi3rx5+OMf/4gRI0agvLwcAFBTU4PzzjsPWVlZyMnJwdy5c1FZWWmY66yzzsLLL78c8joJIYQQMjj8c7WM+1+W4eqJzVAgFL6pcTs6u2I2MPClXowIddnhbTcvIiTWCKmpcVWKmzZ6+4CN/YktoyiEyP7khRdegM1mwxdffIFHHnkEDz30EJ599lnDMffddx+mTJmCdevWYcmSJVi3bh3mz5+P888/Hxs2bMDtt9+OJUuWaGJE5YEHHsChhx6Kb7/9FldeeSWuuOIKbNmyBQDQ1dWF2bNnIysrC1999RVee+01fPjhh1i8eDEAoK+vD/PmzcOxxx6L77//HmvXrsXChQshSRLOO+88XH/99Zg8eTJqa2tRW1uL8847z+/eOjs7ceyxx2LPnj14++238e2332LRokWaIcObb76Ja6+9Ftdffz1++OEHLFq0CAsWLMAnn3wS9PNauXIlysvLkZ6ebtielpaG5cuXY9OmTXj44YfxzDPP4KGHHgr52X/00UfYvHkz/vOf/+Bf//oXurq6cPzxxyM1NRUrV67EqlWrkJqaitmzZxsiRocffjh27dqFqqqqkOcnhBBCiLlU75Ux71YZNz4h4+HXBm8eX9c4Z59Hs6M2CzUiJHskwG01CqEY+/qIrnFqalxTm77/hwBCyAzb7njEtr8vYH+w6oS1cNeb+wsbDvb8RBz18ZFhH19SUoKHHnoIkiRhwoQJ2LBhAx566CEt8gMAJ5xwAm644Qbt9YUXXogTTzwRS5YsAQCUl5dj06ZNuO+++wwpbnPmzMGVV14JQImYPPTQQ/j0009x0EEH4cUXX4TL5cJf//pXpKSkAAAee+wxnHnmmbjnnnuQkJCAtrY2nHHGGRg7diwAYOLEidq5U1NTYbPZUFjo36lY5aWXXkJDQwO++uorZGdnw+v1IiEhAaWlpQCA+++/H5deeql2jddddx0+//xz3H///Tj++OMDnrOyshIjRozw237bbbdp47KyMlx//fV45ZVXcNNNNwW9vpSUFDz77LOw2xVbyeeffx4WiwXPPvssJEmxUVm2bBkyMzPx6aef4pRTTgEAjBw5UrsW9V4IIYQQMvhsrgJUg9tPvpXxm4sk0+eQZdkvNQ5QokIjkpMCvCM6VLMEucsOQILcYwPcNsDeF3tqXICIUKMghDZUyACkYWGhPSyFkLu+B921+14IRcoRRxyhLboB4Mgjj8QDDzwAj8cDa7+CP/TQQw3v2bx5M+bOnWvYNmvWLPz5z382vG/atGnafkmSUFhYiPr6eu0cBx98sCaC1HN4vV78+OOPOOaYY3DppZfi1FNPxcknn4yTTjoJ8+fPR1FRUdj3tn79ekyfPh3Z2dkB92/evBkLFy70u4+HH3446DldLheSkvz/CP3973/Hn//8Z2zfvh2dnZ3o6+vzixr5MnXqVE0EAcC6deuwfft2pKWlGY7r7u7Gjh07tNcOh/JHo6trcDpNE0IIISQwja36+NttimgR11Fm0OruQ6/XPw1uR0cXjs4PvKaJFK8so7HfItvrUtciEvrakmDL68Surm70eb2wRenm2+XjGtfVLUMMaP1QofwUI0K7KIQOHOz5g1uwvy/nFcUKEPgffaC81YSEBMNrSZK0tLRQfzjEaMg111yD9957D6+88gpuu+02/Oc//8ERRxwR1nWrgiEUge4j1B+03NxcbNiwwbDt888/x/nnn4877rgDp556KjIyMrBixQq/uilffD9Xr9eLmTNn4sUXX/Q7Ni8vTxs3Nzf7bSOEEELI4NPQahzvaQRGmvy/4/oeXTF4OxNhSVVem2mhva65DZ7+tZu3Q/+C19vuAPI64ZFl7HH1GIRKJLg8ulmCw2oxpMUBempcUVIiEiwSer0yI0IHEpGkp+1PPv/8c7/X48eP16I6gZg0aRJWrVpl2LZmzRqUl5eHfJ/vOV544QU4nU5NEKxevRoWi0UzDgCA6dOnY/r06bjllltw5JFH4qWXXsIRRxwBu90OjxB2DcS0adPw7LPPorm5OWBUaOLEiVi1ahUuueQSw32IKXi+TJ8+HU888YRBMK1evRqlpaW49dZbteOiqd+ZMWMGXnnlFeTn54eMJv3www9ISEjA5MmTI56DEEIIIdHT2Gb84vebreYLIbGZat+eTNjLFZcBM53j3t5Vr417d+ZqY7FOqLLTFbUQcvpEhBqbjPsbWoH6Fhn5WRKKk5Ows9OFKqdrUCJs+xuaJcQxu3btwnXXXYcff/wRL7/8Mh599FFce+21Id9z/fXX46OPPsJdd92FrVu34oUXXsBjjz1mqCMaiAsvvBBJSUn45S9/iR9++AGffPIJrr76alx88cUoKCjAzp07ccstt2Dt2rWoqqrCBx98gK1bt2oipaysDDt37sT69evR2NiInh7/NMQLLrgAhYWFmDdvHlavXo2Kigq8++67WLt2LQDgxhtvxPLly/Hkk09i27ZtePDBB/HGG2+EvI/jjz8eTqcTGzdu1LaNGzcO1dXVWLFiBXbs2IFHHnkEb775ZtifhfiZ5ObmYu7cufjss8+wc+dO/Pe//8W1116L3bt3a8d99tlnOProo8OKeBFCCCHEPBp9IhvfbjN/DtEooa8hDXKvspQ2SwjJsoy3dyviyiJL6N2pKzlvmzk1O4YaIavV73MDhPS4ZGXOzj4PWt0HXi8hCqE45pJLLoHL5cLhhx+Oq666CldffbVf3YwvM2bMwKuvvooVK1ZgypQpWLp0Ke68886IegElJyfj/fffR3NzMw477DCce+65OPHEE/HYY49p+7ds2YJzzjkH5eXlWLhwIRYvXoxFixYBAM455xzMnj0bxx9/PPLy8gLaSdvtdnzwwQfIz8/HnDlzcPDBB+PJJ5/Uolbz5s3Dww8/jPvuuw+TJ0/GU089hWXLluG4444Let05OTk4++yzDelrc+fOxa9//WssXrwYhxxyCNasWaMZSURCcnIyVq5ciVGjRuHss8/GxIkTcdlll8HlchkiRC+//LLBzIIQQggh+wYxNQ4Avt1mvoW2GBGSu+zwtCYDUISJJ0DtUKSsb2nHri7Foa2wJwtyj1LKYLUCnnZzegn51gg1tfsfE9g57sBLj5Nks43P4xCv14uqqiqUlpbCEmVh2b7muOOOwyGHHII///nP+/tS9glmPaMNGzbgpJNOCmhsMNj8+9//xo033ojvv/8eNtuBl3U6FP8dDSf4fOIfPqP4h89o8OjqlmG3ATZbbKlVoZ7RsVd7sfI7/XVpIVD5qrnP8e4N2/HgZkUldPzjECRO3Q37mEYAwPdnHI3iGJ3j7vh+Gx7eUgkAmFp3EFb+XXGjPWIy8GWNExkXKWUT54wqxDNHTI1qjotXr8e/axoAAJvOPAZ/f8eOqx82yoHLzwSevtGCBzftxN0/bAcALP/pNJxVXBDy3EPt31D8XyEhETB16lTce++9fo1O9wVOpxPLli07IEUQIYQQEi0/VssYebaMUT+X0dg6eN+/+6Z4VdUBze3mzrdXaKYqd9kNZgaxOquJaXFWSYK9Vk+Lm1luNE6ojKGXUFefbpaQbLX41VYBonOcEIWKsX9RPEIhRA44fvnLX2Lq1Oi+JYmF+fPn4yc/+ck+n5cQQgiJZ95cCbR2ArVNwBsrB2+eQLUuZtcJialx3i67wcBATWmLls3tTuzsFxuz8rLQ3qy38ThkvAR4rPB2Kg7E1bGkxgk1Qo4QqXGyLBtS42KZM17hV9dxyqeffrq/L4EQQgghJGbEiMPGnUqzTrPxeuWAC/pvtwInzjRvHlUIyV5A7jZGhGIVCjVd+vuPyM3Ec/33k5kKjOlv1ehpT4IltQcNPW509vYhNSHypbyrv0YowSIhwWJBY5seIZpUBmyqBDq6gF31QHGafn+1rvjvwRkpjAgRQgghhJBBQxQoahG+2bR2Amqgo1DoymG2YUJ9T78Q6k4AZMknNS62iJBTSFlLTdAjNTkZQFm/EBIjUNVRRqDUiFByv0GVGEk75mB9vLkKyEuya7K1rptCiBBCCCGEkLARF9qDJYTEOY4+GLD1t07cWGneHLIso6FfDHi7lBQ1ozCJLSIkurk5LFa0dirj7DSgOA+QJON80dYkqfMk24xCyGYFDh6nR+uq6oAEiwU5iYpz3V4hLfBAgUKIEEIIIYQMGk2CSKlvUZp1mo1onT0iRxEOgJLeZRbtvX1w91tky11K/Y7cY4PsVgRFrGYJohBCnxWqr3NOBmBPkDAy12iYUGNSREh9PrkZQFmhflz1XuUCCpIU0Vff3YMDzWyaQogQQgghhAwavrU7GwchKtTYqo/zMiWU9i/om9uBzi5zFu9iRMTrsvdHnfT0uN1d3fDGIBREEwNPj1UbZ/d3AykthGaWoM4XDa7+FDyHTZEBakQoJwMYJbhjV/eLyPx+IdTrldHi7o1qzniFQogQQgghhAwavm5ug5EeJ86RG2RBHyvfteiKztuehJkTlLGnP13N7ZUN9tqR4hQiQr2CEMrJUH6WFQLeztgiQh6vjB5vvxCyWtHVLUP1QMjNAEry9WOrFSdvFDp097oDLT2OQogMyNdff42HHnoIXq934IMJIYQQQvrxeGS0dBi3/VAxuKlxuRnAqAAL+lj5pK5JG/ftzsL08YAjEaYZJoipcT0ufYkeLCJU44p8LjHqlGyzGtIWczOAtGQJWf3zqZ+bmhoHICahF49QCJGQNDY2Yv78+ZgyZUrMHYIlScJbb71lzoUFwe12Y9y4cVi9ejUAoLKyEpIkYf369aac36zzHXbYYXjjjTdMuSZCCCEkXmnpAHyzxTZUmD+PaNGdmwmMKtCL/s0QQrIs45O9ihCSey3oq81EfhYwbqSPEIrBMEEUKT1dYkRIuZeyQgnotcHbrVhm13RFLkpcohCyWg2RtJx05aeaVrirXhGy+YIQqmdEiAwXZFnGJZdcgqVLl+Lkk08O+3233347DjnkEL/ttbW1OO2000y8Qn+efvpplJaWYtasWYM6T6wsWbIEv/nNbxhlI4QQckATqlmnmYgL+rxMY2pc1d7Y59rc1qmlhfXVZAFeC3IzJIwqUNLkVKpjiAi5hIhQV6cghFSB0n9PanrcHlfkNUli1CnZZhRCuZnKTzWa1ucB6pqBAiE1ru4A6yVEIXQA4Xabq9IlScI777yDSy+91JTzFRYWIjExceADY+DRRx/F//7v/w7qHGZw+umno62tDe+///7+vhRCCCFk0Ghq89+mNus0E98aoVKxRsiEiNDHe/W0uN5qpVFRXqZSU+PtiN3SGgCcQrSmyymkxvULIa2XUKduXhBphKbLo38B67BaDEI1tz/yNMrnsyswRIQohMg+4LjjjsPixYuxePFiZGZmIicnB7fddpvhG5SysjLcfffduPTSS5GRkYHLL78cAPD6669j8uTJSExMRFlZGR544AHDucvKyvCHP/wBl112GdLS0jBq1Cg8/fTThmM2bNiAE044AQ6HAzk5OVi4cCE6Ozu1/Z9++ikOP/xwpKSkIDMzE7NmzUJVVRWWL1+OO+64A9999x0kSYIkSVi+fDkA/9S43bt34/zzz0d2djbS0tJw1lln4YsvvtD2P/HEExg7dizsdjsmTJiAv/3tbyE/s2+++Qbbt2/H6aefHvK4TZs2Yc6cOUhNTUVBQQEuvvhiNDY2avu9Xi/uuecejBs3DomJiRg1ahR+//vfG85RUVGB448/HsnJyTj44IOxdu1aw/41a9bgmGOOgcPhQElJCa655ho4nU5tv9VqxZw5c/Dyyy+HvFZCCCFkKCMKlASbPv7B5PQ4sUYoOy1w0X8sfFLXrI17q3MAqEJIMkaEonRyA4zRmo42/4iQGqmRY7DQNkSErFaD2542j09aYUESzRLIfuCFF16AzWbDF198gUceeQQPPfQQnn32WcMx9913H6ZMmYJ169ZhyZIlWLduHebPn4/zzz8fGzZswO23344lS5ZoYkTlgQcewKGHHopvv/0WV155Ja644gps2bIFANDV1YXZs2cjKysLX331FV577TV8+OGHWLx4MQCgr68P8+bNw7HHHovvv/8ea9euxcKFCyFJEs477zxcf/31mDx5Mmpra1FbW4vzzjvP7946Oztx7LHHYs+ePXj77bfx7bffYtGiRVqq2Jtvvolrr70W119/PX744QcsWrQICxYswCeffBL081q5ciXKy8uRnp4e9Jja2loce+yxOOSQQ/D111/jvffew969ezF//nztmFtuuQX33HMPlixZgk2bNuGll15CQUGB4Ty33norbrjhBqxfvx7l5eW44IIL0NfXB0ARkaeeeirOPvtsfP/993jllVewatUq7fNTOfzww/HZZ58FvVZCCCFkqCNGHA6fqI/NrhNSBVd2OmCzSUhNlrRISqxCyNXnwdrGFgCAoy8R3tZkAHpESO5OgNyrLKnNMktobxfss/vvIylRQmG2j3NchIYJLo9vapxQW9XvTmcwmqiHT43QgRURsg18yIHHCf/5fL8o2oIkOz4++Yiwjy8pKcFDDz0ESZIwYcIEbNiwAQ899JAW+QGAE044ATfccIP2+sILL8SJJ56IJUuWAADKy8uxadMm3HfffYYUtzlz5uDKK68EANx888146KGH8Omnn+Kggw7Ciy++CJfLhb/+9a9ISUkBADz22GM488wzcc899yAhIQFtbW0444wzMHbsWADAxIn6X7fU1FTYbDYUFgpduXx46aWX0NDQgK+++grZ2dnwer1ISEhAaWkpAOD+++/HpZdeql3jddddh88//xz3338/jj/++IDnrKysxIgRI0J+pk888QRmzJiBP/zhD9q2559/HiUlJdi6dSuKiorw8MMP47HHHsMvf/lLAMDYsWNx1FFHGc5zww03aJGnO+64A5MnT8b27dtx0EEH4b777sMvfvEL/OpXvwIAjB8/Ho888giOPfZYPPHEE0hKUv6AjRw5EtXV1fB6vTEbURBCCCHxiJgad/Q0YPUGZVyxRwYgBXxPNDQKTUFVRhUofYR2NyhF/1ZrdPN93tiK7v6UsvTWHOzpv+48zW5a6SVkze7Cri4XZFmGJEU+l2qWYJMktLTp64Ic4fvd0kKguUPoJRSh8BLrkBxWK6oNqXH6HCpVdTLSEmxIsVnh7POgzsWI0JBnb7cbta6eff5fpOLriCOOMPxDOvLII7Ft2zZ4BDV/6KGHGt6zefNmP6OAWbNm+b1v2rRp2liSJBQWFqK+vl47x8EHH6yJIPUcXq8XP/74I7Kzs3HppZfi1FNPxZlnnomHH34YtbW1Ed3b+vXrMX36dGRnZwfcH+w+Nm/eHPScLpdLExnBWLduHT755BOkpqZq/x100EEAgB07dmDz5s3o6enBiSeeGPI84udXVKQk7aqf37p167B8+XLDHKeeeiq8Xi927tSbJzgcDni9XvT0HFjfrhBCCCEqYsTh4HH6mmZ3g3lz9LhltPdnnxuEkFD0X9vk/75w2dymlwZYGjK1cW6mnoLn7e8l1O3xoqEnOrGgRoQcNiua+y3HLRYgXV+O+fcSijAi5PSLCOn7NLOEAPVV+f3pcYwIHQCIuY5DfV5RrAAI+C1EIGeWhIQEw2tJkrS0tFDfZKjbly1bhmuuuQbvvfceXnnlFdx22234z3/+gyOOCC/i5XA4Bjwm0H2E+oYlNzcXGzZsCHlOr9erRbZ8KSoqQkVFeLF68fNTr0n9/LxeLxYtWoRrrrnG732jRo3Sxs3NzUhOTg7rsyCEEEKGImJq3EGjAHsC4O41VwiJc+Rl6mMxslG9FygWUr4iQWx02tmq/P8/MxVIsEkYmaussURxsrur25BOFuk8KVaLFknLTgMsFn3tU1oAeL+OvkbI1aebJSRbLQHtswuzlXqu3j69GW1BUiJ2drrQ1tsHV58HDpsVBwLDUghFkp62P/n888/9Xo8fPx5Wa/BfvkmTJmHVqlWGbWvWrEF5eXnI9/me44UXXoDT6dSE1urVq2GxWFBeXq4dN336dEyfPh233HILjjzySLz00ks44ogjYLfbDdGnQEybNg3PPvssmpubA0aFJk6ciFWrVuGSSy4x3IeYgufL9OnT8cQTT4QUTDNmzMDrr7+OsrIy2Gz+v/7jx4+Hw+HARx99FLX73IwZM7Bx40aMGzcu5HE//PADZsyYEdUchBBCyFCgycfWujgPqNhjrmucr2Ocyqh8CYAiVKrrgZ9GeX6xv09bv4mBKriSEiXkZcro6DAKoRnZGYgUdZ5kmxV7+iNC2T5lz6WFkqGp6u4YzBIcQkNVm1WPPFksEorzZOys9Y8IAUovodJU/UvcOlcPNrV1IjcxAcWOwXUHNpthmRo3VNi1axeuu+46/Pjjj3j55Zfx6KOP4tprrw35nuuvvx4fffQR7rrrLmzduhUvvPACHnvsMUMd0UBceOGFSEpKwi9/+Uv88MMP+OSTT3D11Vfj4osvRkFBAXbu3IlbbrkFa9euRVVVFT744ANs3bpVEyllZWXYuXMn1q9fj8bGxoCpXxdccAEKCwsxb948rF69GhUVFXj33Xc197Ubb7wRy5cvx5NPPolt27bhwQcfxBtvvBHyPo4//ng4nU5s3Lgx6DFXXXUVmpubccEFF+DLL79ERUUFPvjgA1x22WXweDxISkrCzTffjJtuugl//etfsWPHDnz++ed47rnnwv78br75ZqxduxZXXXUV1q9fj23btuHtt9/G1VdfbTjus88+wymnnBL2eQkhhJChhm/EoThPGbd0AE6XOb2ERMc43xohlVgMEwwRoXajEAJUC22hqWqUhglaapzFCjUbL8dHCJUVAvBa4HUqwmRPpEJIEHWSx4LtNco4L9OYiaNG01o6gI4uGYVChGuvT3rc6oZmnLvyGxz3ny+woiqyUon9DYVQHHPJJZfA5XLh8MMPx1VXXYWrr74aCxcuDPmeGTNm4NVXX8WKFSswZcoULF26FHfeeWdEvYCSk5Px/vvvo7m5GYcddhjOPfdcnHjiiXjssce0/Vu2bME555yD8vJyLFy4EIsXL8aiRYsAAOeccw5mz56N448/Hnl5eQEtou12Oz744APk5+djzpw5OPjgg/Hkk09qUat58+bh4Ycfxn333YfJkyfjqaeewrJly3DccccFve6cnBycffbZePHFF4MeM2LECKxevRoejwennnoqpkyZgmuvvRYZGRmaYcGSJUtw/fXXY+nSpZg4cSLOO+88rf4nHKZNm4b//ve/2LZtG44++mhMnz4dS5Ys0WqJAKCmpgZr1qzBggULwj4vIYQQMtRQ09ZSHEr0RBVCAFDTGPg9kVJVp4/zMvXFvKGpal30osvZ7woLAHJvYCHk8YkIRUqf1wu3V7nGbpeewTO+2HicKlDUVLy93W64PQM3Z3+9uhbLd+w2iLqV66zo6FLGp/3EePwoH/vxAkdwIdTU06uNs+3G0ot4Z1imxg0VEhIS8Oc//xlPPPFEwP2VlZUBt59zzjk455xzgp430PvWr19veD116lR8/PHHAd9fUFCAN998M+j5ExMT8fe//91vu2+tUmlpqXac1+tFVVWV5hoHAFdccQWuuOKKoPME4re//S1OOukk/Pa3v0VaWhrKysr85h0/fjzeeOONoOewWCy49dZbceutt/rtC3S+zMxMv22HHXYYPvjgg6Bz/PnPf8all16K4uLioMcQQgghQx1VCKmRDVEI7a4HyktiO7/XK+Phv+v/D56hZ/AbI0IxpOKJ4iGYEPKuF4VQ5E1VxUanjY26ELr4VGOqv9oo1tuZCBQoiX913T0YlRK83virplZc/vkPyvuF4976RI+HXH++cR7faFp+gTE1TqRRMIfITbQDUZpF7A8YESIHFFOnTsW9994bVCTGC/n5+bjrrrv292UQQgghg4Ysy1oNiiaE8s11jnvrM+D7Hcr48InAcdP1fWrRP2Beahz6hdD08fp9lORLkJ12yF5lWzQRIbF2p7FJmaO0EDjBp5Q4NVlCToYxFW+g+Ta26q53VU5dpO1tUOY5/UhgUpmvENJfV+1VzBJUXq7cg1M/+hLPb98FAGgWI0KJjAgRsl9R+//EMzfeeOP+vgRCCCFkUGl3KtbVgF67Y4gIxSiEvF4ZdyzXo0G3L5AMdS4Wi4SSfBkVe5TFfLT4RoQkCTj7GH1/ST4A2QJvZyKs6d1R1QiJQsjbL7YWnCYZHONUygqBHzrDd44LZnmtRrduON9/jtF6Nj927pExSxBC3zQrYb4NrR24aPRIQ0Qox56AgRP14gcKoTjl008/3d+XQAghhBASNQajhIBCKLamqm+vNkaDZv/E/5iyQsWlrq0TaOmQkZUWRaPTfpEieyTAa8HRBwOFOWJESPnp7UiCNb0bze5eOPs8SInAYlo0MUCfBZIEXHpa4GNLC4Dva3RhMpAQagjWx7LPgunjgWMP8d9lEEJ1QIHDvwWM2jNJjAjlJNphojP6oMPUOEIIIYSQYcrOPTK6us1xb/OlKYCtdYlQhB+rhfb7X+rXfevFUsDWGWVCL6HKKA3N1IiQGkGZf7xxHk0IRRClCTaHOs+JMxWr7ECUFQJepy6E6gZoclofpGZH7rVi6hj/vo2AUiPU7yGFij1Ajj1wL8z67h4tIuSwWpA8xPoLUQgRQgghhAxDVnwkY8z5MiZdMjhiSGx0qtYI5WcpPWuA2FPjhNIXTB4d+JjRRfoif2eUQqhTdY3rT4s751jj/hG5gCT5WGhHaJjQ5SOEjjk4eOSqtFCC3CW4uLlCmxMEiwjJfVYkJwXchQSbpAm8ij2A1SJhamaa33H13W40u5WIUE5iYLEUz1AIEUIIIYQMQ/61RhE/VXXA2uAt+KLGmBqnLOwtFgkj+9PjdscYEVKtnwEgLTnwMYYUr2iFkFuPCB09zZgWByiioSgH8HYIjU4jrBMypsZZkRJEoAD9EaEu0cUtdEQoVGpcqHnG9H92LR1Aa4eMJ34yBTdMGo2rJ+gOv7WuHs0+O2eIGSUAFEKEEEIIIcMSUah8t9388wdKjQP0OqHGNqC7J/pIlCiE0sMSQpHPJcsyury6EDr7mMCRGqWpqm5NHalznG9EKFikBujvJdRnhdyjhNZ8+/r4Eig1Tu61AJBCzjNmhD7eWQtMykjFb6eMwxG5mdr2bR1OePpbiDAiRAghhBBChgSiEFq/fTBS4/RzqqlxAExrqqoKIZsVCLYGjzUi1OP1Qr0Luc+qNTT1RRFCQkQoRiEUKlKj9RLqT4/bGyziA6Db40FHb5/fdrlPEVEpScFT8MS0woo9+vZ8wUFuU5uen5gzxJqpAhRChBBCCCHDksGOCIkiJydARAiIrU5IFUJpyYEL/gGgMAdI6hdJlXWRz+FrYhBMoJTkG80SIhZCQmqc3GdBcmLwYzPTJGSkAl6nXbvGQGIHCFEf1G/8EElESKUgSVedWwQhlM2IECGEEEIIGQqIQmhTJdDjNi8qJMsyPv5GGSfagYl6WQlKxKaqMdQJtQtCKBiSJGlRnMo65boiwdBM1R08Za0kXwJ6bfB2K51pYjFLQK8VKY7gxwJKnZBomBCsTqg+RH0QgNA1QoIQqhDSCvOEiJAYjcpljRAhhBBCCImFPY0y7n5BxrofB8fWGgBcPTKcwlq9zwNsrjLv/Ft3KSYMAHD0NCBZSMESI0KxWGh3hCGEAD09rqsbqG+JbA5DRCiEiYHYSwgA9nT1wOMN//l1+cwTKiIEKOlxomFCsPS4hmDW2X0DR4TEtEIxNS7RakGm3b8VKWuECCGEEEJITFz3mIwlz8k442YZfX2D3+NHxcz0uPe+0MenHmZMWysWegkpTVUjp68PcPUHQcIVQkDkdUK+qXHBI0LKT1UI9cnygP19DPN4fFLwwogIGXoJuYJFhPTtIxz68WpqXKiIUF4mtOsQhRAAFCT5KzW6xhFCCCGEkJj4Yafys64Z+HHX4MzRGEAImWmYIDY7PfVw4z4xIlS9N7rzdwrRrLQBREMsvYScfXrtjdxrCzsiBIRXJ9TZ24c+rzfyiFChBNkpRoQCCyGxRujo/Gx9RxgRIUmSMLo/rbBqL+Dx6M80sBBiRIgQQgghhMSAGK35dtvgzBFICJkVEerukfHpemU8IheYMsa4vyhHd3nb4RNpCJcOQQilp4Q+NpaIkG/tTjDhUNDfKDYSw4TvW9ox8Z8rMf2d1cbUtgHsswE1NU6sEQqSGidsn5WXpY3DiQgBep2QuxfYI5hf5Cf5ix5GhAghhBBCSNTIsozmDv31t1sHJzUucEQocjOBQKzaoKetnXKYv6ObxSJhbP8Ce8cewBtBLY1KOM1UVUQhVFkXvVlCKNc4q1XCiFxjutreIOlqKm/u2gtnnwc1Xd34sFZXGXJv6EanADAyz6dGKFhqnFAjNCs/CycV5sDqtcC9RQn1DCS4jIYJ+jigELIzIkQIIYQQQqLE6VK+fVf5ZrAiQq3+21o6YnNxUzGmxQW2tR43UvnZ447OQjsSIVQm9P6JNCLUKQghyWNFgr9HgEZJPiCLQmiAGqE9QsRIlGdy38ARoaIc41zB6pHEiFB+UiJePWYGTtp+LHorlfzEgQRXsLTCfJ/UOAlAFvsIEUIIIYQcmLy9SsacG734eN3gubk1tRtfr99mTpTGl8Y2/ZxThdS19Sakx638TvkpScBJMwMfM75YH2/fHfkc7REIoex0/ZhYUuMSJWvQfkVAfy8hoW4nmIGByp5g+3utcAxQI1SQBcg9Nsj9NtjBXOPUlLkUmxUpNiUdrtulL/8HqkUyRIT2iDVCxuhPlj0BVkvwzyZeoRAihBBCCAmDqx6S8e4XwLWPDKIQ8klZa+0EKiNcvIeDmBp33HR9vNUEcwZVzGWlAbmZgRfH44v17duiEEKGiJAj9AJckiQtPa7ap+h/IJw+QigUihAK3GMnEHtc/jVEcp8FyUlSSMEFAEmJErLSJC09LlgfoYYeZXueYGQgli4N5E4XzEK7wEepDcX6IIBCiBBCCCFkQPr6ZC2Fa3O1uc1HRcT6IJXBMEwQhdChE/RFd9Xe2O9L7U8UKu1qnBgRqhncGiFAX9D39gE1jaGPFRGFUNKAQkhpqiq7leNqQ0SEZFnGni7//aHqkHwpzAbkfiHU1NMLt8dr2O/2eNHqVlzv8oQIjlMQQgNFhMS0wirB4c83NW4oOsYBFEKEEEIIIQMiChSPJ3q3s4EI1N/nm0EwTBCF0MwJ+jhaO2sRdaEdakEvpsZFExHqFITQQK5xgOKyphJJHVSX0N8n2TpwRAjQTQxC1Qg1u3vR4/X6bQ/Vq8iXohxjBKrep3mq2ExVNDdQI0L2BMBmCx15SnFIyMlQxmqDXMA/NY4RIUIIIYSQAxRfl7UtVYMzj2+NEDC4EaEEGzChRLF+Bozf+keDLMu6EAqRdlWcp1toR5UaJ/YRCiMiVJyvL/gjMWfo7NX7CDlsYQqhfnHS3ttntN8WCBQNAgD0WQaM0qgU5YR2jhONEsTUOPX5hDuPGhWqaQR6+xv8ZtkTYBPS9xgRIoQQQgg5QPF1WdtSPTjz7GshlJuhRAXUJqfit/7R0OMG1EBHqIhQrBbakabGiU1cBxJCjd1ufN7QgteqatHu1oVMaphCKBznuED1QUB/atwAdTsqhdnGuXzrhNT6IADIE1LZusIQqiJqNM3r1aNpFkkypNvlDEHHOIBCiBBCCCFkQPwiQtWDVCPUrp83tX+hWtsE1DWZN58sywYhBACl/d/6t3QAHV3RzyXWnwxU6xKLhXa7Ux+nhbGgH5mrj3c3hL6/i9d8hzmffI1FX/yAvS49qjKQEMrLVKJcYpQmmHNcsPohuc8aQURIMkaEfMwZ6rsDp8ZFGhEqDVInJKbHudoTUNckI0C2X1xDIUQIIYQQMgD7IzXu6Gn6eFOleXM4XYr4AAQhJNTQxBIVckbgSBaLhXbkqXH6eCDRNTZVP+HmDr04LM0eWghJkhJZE+t2ggmemq7AESFEbJagz/V5Yyv+r6IGrf2NqAypcWKNUP8lhR8REsw0hN8N0TDhgRcSUPQzGfe+HN454wUKIUIIIYSQAfCPCA1Of5+mICYGkTidDYR4L7mZys9g3/pHilMQKAMt6GOx0I40NW5Ejj6uGUgICSdUzRJkj4TUxIGXzeE2VRV7CIl2BZGbJegC59WqWlzz9SYs/HwDAJ+IUH8Nj8cjayI40hohwDcipJ/A61JS40YIkbehAIUQIYQQQoY0322X8eIHMty9g9ffR2xACigL8dom8+cRI0JTx0RX4D8QBiGkRYQCf+sfKZ0RCKFxBue4wa0RSkqUkJepjAeMCAU4Ybi1O+E2VRVrhA7JStfn6Qs/IuTrGqeyvkX5JRJrhtTojejREO48okiurNOf02H9dnIWWYKnMQ2AMQVxKEAhRAghhJAhS2uHjFlXybjobhn3DWJajm9ECBic9LjmfiGUmWr8Jn5XvXkiL6AQEr/1rzOnRig1ktS4msjmEe2zB5pHRTVM2NMYuqmqmBqn0Rte7U64TVVV17gUmxWHqv7UAOReS9gRocIcJTXOvTUfktcCh1VZ1jf29KLX6zVEhLITEtDVLRsiduHOY/zd0MfnlxXhb7MOxpFVh2opehRChBBCCCH7iM1VejrWGysHMSLU6r9tMJzj1IhQdrpPXUsEvW8GwiiElEiQoUYoltQ4Q41Q6B41sVhoqzVCKQ7Aag09j8rIfiHU5wHqW4IfNzqAEFIiQgPPMzJXMgihQBEhWZa1iNAIRyLKxUZIEZglZKYqn5/zg6kY8e7xOLFQVyF7u91aWl6y1YpJF1gx8mzZ4EAYbkQoM1WPuom/GzaLBaePzEdnjR7RGpmHIQWFECGEEEKGLHXN+vjbbUqEaDAIGBEy2TnO45HR0l+bn5MOFGQBag9PU1PjWvWxGhEqEUTXvqoRslgkjClSxjtrI6u5UlPjwnGMUwnXQjvZZsVIn3CJHGZEqDAbQK8Vcq+yxK4LUCPU0dsHZ39/oRGOJMzM1iNCnjZH2CYGkiQp80H5d1DoECJRrh4tGpXksaO2CWjtBP7vA/0zDjciJEmSFp2s3utvda7WXKUlh5emGE9QCBFCCCFkyLJX+GZfloHPvh+cecQGpCpmp8a1dir3AAA5GUqkQy3yN7dGSF/IqkIoKVFfVO8r1zhAF2CuHj0tMBxU++xIFt7FeeHXXPmmx4VbI6R8hnpUKFBEqEbY1tueiM7dafhl+kS4vhwN949FSE4ML8IFKHVCgPL7mWvXa5MqnV1o728G6xEiVGIKYrgRIUBPj+vtU2rjVNEqy7Jm5DHU0uIACiFCCCGEDGH2Nhtff/rt4EaERhcBWUpduOmpcaIQyOnPNlKjGA2tQHePOfcWqEYI0Be7tU1Ajzu6uSKJCAHGSNSuAdL/tu6ScdcLQEWtTUuNi0wI6eNInOMAQO61hRcR6hcmqhBq7+1DV5/HcIxolPDRZ4k45moZGXtGoPvLMUBf+A1VAWjiFQAcHv0Cv2vRbb/bG3WBtGOPfny4ESHAmDp553IZ6bNlXPuwF22deoPWoZYWB1AIEUIIIWQIU9dsXLB/ut78Ody9spaKlZcJHDRKGe+qB5wu84SX6BiXrQohQSjsMcmlLpB9NmBc7A4kSoIRSUNVACjJ16Mf1QOk5P3iThm3LwOueCRPa9wZkRAy9BIK/dzG+NYJ9VrCuh9VmMhOsdGpMSq0R7Bu83YmQpaB/36n7w+3RgjQI0IAYOvR3/i9IIRcrfq1iPbsKUnhR55KC/Vjn/6n4g74yOtKjZ4KI0KEEEIIIfsQ34jQYNQJNflEUMaM0F8PtHiPaB5DREhZeJaIdS0mGSaIaWFiRGiUCYYJnYIwjCQ1Dggtvto6Zaz7URlv26Mv7CMRQuJCPVRqnMcjw7nXePFyry2sCEpykoT0FMDbFdwwQYwIyU7lpGJD2UgiNUU5ukARbbu/a9F/mcSmq8ZrDX8e0cFQ5MN1+pgRIUIIIYSQfcheH/evwagT8k0liySdKxJEwaWlxuWHX9cSDs3tMr7aoownjFIW7ipm9BKKPCKkj0NZhH+3PfD29EiEUJhmCfe+DNxyv68QCr+/T2G20UJ7ZX0z/lPbCE+/yYBvRAgwNsyNpHZHTI1zt+tztvXXBwGAt8uOQERUI1QQePt/vtKf2Yic8CNM8QKFECGEEEKGLHXN/tvMrhPyF0L6gs9MIWSoEeqP1Ih1LWbM9d4X0NLKTj/CuM/QL2Zv7DVC4fT3GRVmOp5o+ywSSUQoLVlCRqoyDiaEZFnGM/+U4W13QPbqz1nus4bf3yfbmBp3z8YKnPfZt/jTxh0AjBEhVQiJhnmRRYT0cVtzAhIs/mIkUNPVSOcpDRIRWrtRHzMiRAghhBCyD1EjQoXZgNS/BhzciJDks3g3s0ZIP1e2j1kCMHBdSzj8e61+jjN+alw0iyl/FXsQFbFFhIIf9+22wPceqV2z+nnubghs172hQrHyhtcCb7twAxFHhPwP/qLft1ytGZI9EuTuBL/joo0I1TQABUn+okc2ISKUnwUkBTiN6APBGiFCCCGEkH1EZ5esRSAOKtUXubH0wQmEr7mAuHivNjM1LoRrHBB7apzHI+O9L5Vxegpw1DTjflEI7ahBVERqn52cJGmiL7qIUGTpWOrn2eMObNf91mf62Nuqqyy5N/yIUFEO0Febgd6aTKRbE2DrV+i1/bVCe11Kfx9FoPhffySRmhGC+Hju34CrxV+teJ12WAKs+COZR5IknHeCMl54pu6cKMKIECGEEEIIFKvnM3/jxbFXe7G3eXAsrcX6oIIsPU2ooRXo6zNvzv1ZI1SYA20RG6sQ+nyTvvg/5TAgwWZchDsSJW0xuz1aIRShfTagf541jf7NOgHld2ljZeD3RhoREqMWf3kLeOk/Mjwefc63PtPHnjZdyUVWIyQBXgs635yJB3OPxeh+B7q67h70er1o7FGEULCUtUgiNUU5wIkz+69RBmp3G88pewG5247jDoltHgBYdouEylclPHG9hEllxn0Wi/JvcKhBIUQIIYQQ03n/S+Bfa4CV3wF//L9BEkJCfZAohGTZ30QhFhpbjQ1Is9L0aIepNUK647FWI5Rg0xudxuoa9681QlrckYEjKWP7o0INrUC7M/LnFmlqHKALod4+fxdAAPhhJ+Dx+G8HokiNE0Ts0udkXHiXjGf/pbyuqpMNkSdPfbo29rYnhV8jJNTt1DYBRQ5FnDj7PNjR0QX1Uw1mYhBppOa9+yTcf6WERLu/uJJddkCWcOLMAJGnCGy61blKCyVYLBImlxn3FWYDNhvNEgghhBBCDNGLv30QfYPOUIhGCYU5kqFwvNaknjuAf0RIkiTN1rp6b+Bak2hQI0I2q3GBr6Zz7W1RehpFyzufKz8lCTjtiMDHjBupj6NJj1OFkD0h/IXxQBE2UZzk+0Qd0iJoPgoA44v9r2ndVuUz/ccq43b31gK4vhiNrtXj0FeTBUeYwkGs26lrljUhBADrBVvroCYGEQoUm03C9edL+MlEo0mDOofVCsyc4P++SBq3+jJ5tPFzHIr1QYDJQmjLli247LLLcOyxx2Lu3Ll4++23tX3Lly/HSSedhBNOOAEPP/yw4Y/Gxo0bccEFF2DWrFlYuHAhamtrzbwsQgghhOxj6oUoSnM78PZq8+fwTY0rzNYXZ4Hc5KLFVwgB+uLd1RO41iQa1Bqh7HRFbKmoc8ly9AJPlmX8sFMZTxkN5GcFiQiN1LfvCNMwYdk7Shrk+m0yOvtT4yJJuxrIhU80SrjoZOO+9JTw5wGAs48BrpwHzDta36b2ghLT4gAAsgXdX41Bz7elSE6SDM8kFEYhBBQGEUKyMxF2f6+EqAXK6CJj/yJAqUMamWsUmyqRCi4R39S4oVgfBJgshJYuXYpZs2bhk08+wT333IP7778fVVVVWLVqFf7+979j+fLlePXVV7Fq1SpNJLndbtx00004//zz8fHHH2PKlClYunSpmZdFCCGEkH1MvU9q2nP/Nj8iJNYeFWRj0CNCVis0++VwbZ/DpbVD1s5T7LOoNMMwwdWj22aLTVR9ESNCYpPPYHR1y7jyQRn/WgP87nndvCIyIaSP1c9A/MJcjAhdMtv43khT45KTJDx+nQVv3C1pLmjqnOo8xXn+C/tondzqmmGMCAmq2dtlx/HTje+1Wf1rt8JldJHkF2XydtlRWmC8JpWYIkJlxtdDNSJkM/NkdXV1mD17NiwWCw466CCUlZWhqqoK7733Hs4991wUFxcDAC666CK8++67mDt3LtatWweHw4G5c+cCAC6//HKcdNJJqK2tRVFRkd8cbrcbbrfbeBM2G+z2wHmWAODt/5ev/iTxB59R/MNnFN/w+cQ/w+0Z+dbofPAVUFXnDfjNdLSIYic/UzZY+e5plAMW3oci2DNShVBuurJAl2XZIE6q9sqYNjY2offf7/ReMkdNNV6DuMisqpNx5OTI5+ro0scpjuC/h6Jz3LbdA3+Gu+uB7v5l2fYaPTUuJSn833Xx/j74WsZDr8nISQf++4iMJDvwvdJ+B2NHAJNKvUhPltHeZe2fJ/LnrFKSD2zbrQih5jYvWjuV7eOLlfuoEURncmL495OTrpgHeL1AXRNQkKivUTe06oVgXmciTjtRqadTieRz82VUQYDUuK5EjCoAMlJk2BMAd6++Lykh+s8uP0uplWvpv50Rucp1x8vfOUsgm7wAmCqE5s+fj3feeQcLFizAli1bsHfvXkyZMgVPPPEE5syZox1XXl6Oxx9/HABQUVGBcePGafscDgeKi4tRUVERUAgtW7YMzzzzjGHbz3/+c8yfP3/A69u1a1e0t0b2EXxG8Q+fUXzD5xP/DJdntKuuAID+NbosA4+saMXiuW3B3xQhlTV5AJSQQG/XbsBtBaCsHbZWdqCqKrr8ON9n1NBSAsCCjGQ3qqqU9H2HNQWAsoJfv7kJ00Z2RjWXyj9XZgFQivMnjaxHVZVuv+awJANQlNe3m1tw5LjIc/F2NdgA9Id7PE5UVTUGPC7BIwEYBQDYVNGNqgG8yNdvTQSgdNvcVe+F0yUBkJBg7UFVVV1Y12bp1a/t3f46puq9wN/+3YBJo9zo6lb2jRvhxO7djZg0qgCfb1GEUEdrDaqq+sKax5fc9HxsgwMdXcB/1tRp95GT2okEiwXq7xYA2K36sw+HnLSRaGizoaahD1Kb/q2Ay6MLhMTeBBSk6vMCQGJCH6qqorPsS5YS4XUaQz+y047MvDZUV7ciN30k9jQpS3+LJKOuthphZvsFZExhAdZ1KP/GE9GIqiqntm9//50bPXp0WMeZKoSOPPJI/O53v8Ozzz4LAPjtb3+L7OxsdHV1ITU1VTsuJSUFXV3KVxMulwspKcYEz5SUFLhcLgRiwYIFuPDCC403EUZEaNeuXSgpKQlbIZJ9C59R/MNnFN/w+cQ/w+0Ztff/b1yS9EjHlj2ZKC3NNG2Ojh59PGNKsSEdz9mbhtLSAM1OQhDoGbl6gP62LyjKtaO0tBQAcMhE/X1dfTkoLc3xPV1EfFuh/JQk4JyT8rXeOgDwE8GJrcWVhdLSyH2K24VoWUFuCkpLgxfX5GYoUbDdTUna/Qbjq536uKNL/73Ozkgc8L0qhf7feyvX7M5Dj/BP5eDxKSgpceCco5vx+ZYkzCwHZs0cGfVifnwJsHaTMt7eoIuRKeNS0dAKfLBOPzYjzR72/QBKal1DG9DYbsO00lJgs3+e4cjUJEyfbMxTTE+xRTSPiMUByN0yZI8Eyar8o/N22TGlPAOlpRkoyQf29EdRk5MklJVFN4/KjIOAdf3phAdPzEVpae6Q+ztnmhBqbW3Fddddh9tvvx3HHHMMdu7ciWuuuQZjx45FcnIyOjv1b0qcTieSkxWV7XA44HQ6DedyOp1wOAInLtrt9pCiJxQWi2VIPJThDJ9R/MNnFN/w+cQ/w+UZ7W1RvvkuLQAq+wMDzR3hp6yEQ12zMkd2OpCUaEFRrgxJkiHLSm1GtHOJz2hTpQz0Gx4X5+vnLCvUt+9uiO2+WjtkzRBg2lggN9N4rvHF+lwVe6Kby9WjnyPVEfocY0d6FSHUAPT0SnAkBlca9S36eUVSksK/TkcSUJDt9bPO3lkLZKVJ2vnHjJBgsVhwzlFO/GJ2LvKzJFit0Yc0RhXo0ZlVG/TtZYVSv4mBfl8pA3xmvhTmeIHtiiV4Yp+/K4HsBUoz7BiZq98foFhnR/u7VJwnI8HW7xSXrqhnb1ciRhcpltdFufr9Rno/gVh4pozXPpExdiRwzMHKHCpD5e+caVdYU1OD1NRUHH/88bBarRg3bhxmzpyJb775BqNHj8b27du1Y7du3YoxY8YAAMaMGWPY53K5sHv3bm0/IYQQQoYWPW4Zbf3ff47MAzL7k0IaW82dR61DUhs5JtgkzQjALLOEz77Xxz+d4u/kBgDVMZolfPa9HjUL1PgyM01CVn9wK1wnN186hUSb1AGK5EXDhJ0DZIPVBWmWG2khfmeARKAde4Cdtfr5xfqlwpzY+9aIbnVrftC3lxX5F/9H6rAmmhPMuVECXEZ7ONllR2mBhNRkyWD4EEkPIV+sVgmlBYpTnDaPUzFL8L2mSJupBuLQgyTUvy3hq6cl2BOGXg8hwEQhVFpaCqfTiZUrV0KWZVRWVuKrr77CuHHjMGfOHLz++uuoqalBY2MjXnzxRZx22mkAgJkzZ8LlcuGf//wn3G43nnvuOUyaNClgfRAhhBBC4p+GVn2cn6m7lKn20GbQ2SWjqz9lTFzgqc5xdc3m9Pf57Hv9HEdP07cnJ0la+lqsrnGffqvPcdz0YLbW+lzR9BJyCkIjxRF60To2gl5CwQRnpAvtSQGytHbUABWCEBtt8tJQFLPtQnJSWWEA17gIhZ34O7l+G9DXYfxAvM5ETYiJboexCpSyIqBvr/KL6e1KgLczSXM4LMrRn3ss1tkiCbbwbcXjEdOEUGpqKv74xz/iySefxLHHHourrroK8+fPx09/+lMcddRROPvss3HJJZfg5z//OWbNmoWzzjoLgJLqdu+99+LFF1/E8ccfj++++w533nmnWZdFCCGEkH2MWKuTnwXkZirjlg6gr88cG22xT1BBACHk7tUdraJFlmWs6o8IZaUBk33qr9UFZk0D4PFEf1+frld+ShJwzMGBjxk7Qr0mPdUwEiKLCOkL2+0DCKFg/ZoiXdBfd54ESQIOGgVMULwaUF0PbO2vubdYjJblZhDIwdBqVaJBI3xKviIVDqLoAJRaHd/X6v2MEKJPsQqU0UWA64uxcH4yAR3/mIG8dAuSk5RrMUSEYrDOPpAw3SzhyCOPDLhvwYIFWLBgQcB9kydPxooVK8y8FEIIIYQEQZblQf0Wt75VH+dnKXbCKs0dyrZY8W2mqiIu9mqbYDAdiJQfq3Xr7FlTYaiBAICSvP5v+z3K9YyIopdKW6es9a+ZNhbITg/8XMS0sB01QHlJZPM4BcOFgYTQWMNcMoDgvytBhVCEC+3zT5Rw7MGK4Lz49zJ+rFbsp1Xr7OI8wJ4gRW33HIhAQqg4T0m5G5lnnCeWiBAAyJ0+jU6didr8ouiKVaCMLpIAtw3ujUrLmtKD9H1i5MmsiNBQJ/6rmAghhBBiGjtqZIw9X8aRV3jR1W1+k1PAJyKUKRkaeDaZ5J4t1q6I376b2VRVrA86epq/GDDUCYV2mQ5KTaNeHzR9fPDjxo7Q56+Iok5IjAgNFK0ZV6yPo48IRS60i3IlJCVKBiGmfjaiEDSLjFTJryFrWb95XHqKZBCMkQoH3zQ+v0anTjtG9f/+mClQfOctFaJoRSYKrgMFCiFCCCFkGPHSh4qI+Hwj8PbqwZnDLzVOEEKNJgmhtT/oIm5Gub5dFEWxCyF9jqOm+u8Xi+2jrRPqFBqdpicHP84QEdoTuYCNJDUuL1Mv2g/VCsjrlf0a56rEUusyZoS/iDK7PkjFN92uTHfRNkT4IhUOhx4E/Ho+cPqRwNXnBBBCXYkoViNCufr9xh4RMr4WhVBZIWBT2i/5mUEMVyiECCGEkGFEXZO+iP5m6yBFhFr18+ZnATkZ+kLPLCG0ZqPyU5KAn0zSt4vfegeLVoTLZ98pP5PsysLWF3ERHbUQEgVKCCEkGhhEExFyuoxW0KGQJEmLVlTXBzedaGwDPJ6Au0Ley0CI96oypmhwUjl90+NKBSEkioVII1ySJOHBxRb86x4L5hwh+QmhNCRqtuRmRoREIQcApYX6dedmSnj6RgkXnQLc9Iuha3BgJhRChBBCyDBCFCJqbYrZiP1gCnwiQmY4x3V0yVrtyNQxShqTirFGKHqht7te1kwJfjIJAe2Bjalx0c3VIUSEUkO4uY3MRX9vm4Gd3AIRSUQI0EVeVzfQHOSZhRKaMUWEAkR/Bisi5CuEygThIDrHxSJQJpX51wgVJunmCTMnQGsKO3l0bAIlP8towV3qE/FaMEfC326zBIy6DUcohAghhJBhhGht/e02cyymffE1SzCkxrX6Hh05X25WCukBxcRAxKwaofV6i0P8dErgY8RFtCkRoRACxWqVtG/7K2ojf26iWUI4IiWcaFddiM83FiFUkq+ncKkMRo2QMpdREBhS40yqqSnJB5K8RiFUkq6/Li+R8O59EpbdIuH8E6OfB1AiUeI9lBYGP5ZQCBFCCCFxQW2jjKv/7MWKjwYnXU1FjAg1tQG7Y+yBEwi1RshqVVzARNe4xrbY709sfik2OQXME0JiFGRETuBvz0fm6d/kD7YQAnQ3t65uY9TN7HkAo0AIZgQhRoQsPivKWISDzSb5pXjtq4iQKBwOKhWiQzHU1EiShAn5CZA9+vnGZBnttE89XMKlp0lIiLFJLABM6bd5T7QPnoA8UDDVPpsQQggh0XHPSzIeewN48h8yjjsEKAyy+I4VMSIEAN9sBUpM7s+iCqG8DMVyOjdTFz9mpMatEYwSfKM1KQ4JackyOrpiE0JtQoPNzLTAxyTYJBTlyNjTaI4Q8nUw88XQ6HQPUJgT/FhfDBGhCFLjgPCE0EGjgE2VwhwxNgYdM0J3rHMkGntFmYkohCwWxT5b5YITlX8fyYnAiTNjm2dSqYTt7Q5Ys7rg7UzE6HzrwG+Kkjv/R4LVKmPOEZIhbZT4w4gQIYQQEgds26387PMAP+wcnDlkWfYzK/h2m7kRKFmWtdQ4tV+Qma5xXq+Mtf1GCQXZgSMFap1QTEKoUx9npAQ/Tl1I1zUDPe7BdXMT6zoirROKxD4bgGaWAADV9YHvq645sHNfuHOEQhR9o4swaH2vRCGk1GHp8yQlSnj0Vxbcc4UFVmts808qk+BaMw59tRnoWjU+YA8js5gwSsJLSy246BSKoIGgECKEEELiADFSsnXX4MzR1qkILRGzDRPanYC7VxmrQihbiKjE2kdoU6UuUn46OfACWS1y7+hSjBWioc2pvy8cIQQoPYEipVNwc4uk0WlFhBbaqhCyJwQ2fvAlnBohUWjOLDeeM1YbaNElbrDS4gDl+akmFOOLQx8bCxNLgd6deeh4/VD0bi/ws+0m+wcKIUIIISQOEAXC1l2DUyfkmxYHmC+EjM1UlZ82m4TMVGUca0RIrA+aNTXwgl5Mb4q2BkpMjctIDX7cqBgNE4yucaGPFes9KmqDHxcIZ78QCjdSI36G4aTG+dqLmx0RGiwciRIevErCUdOAOy4bvAjKxFLj68GMCJHwoRAihBBC4gAxIqSmyZlNICG0qx5obDVPePk6xqmo6XGxCiFRJPqmY6kYhFBDdPO0hp0aN7CpQCgiSY0TDQR2RiiE1HnCMUoAlLQw9fkFFUJN+jnLS4z7YhVCJ8xQjC9sVuC8EwY3xeuqsyV89pgFR00bvHnGjgAS+ivzrVajqQfZf1AIEUIIIfuZvj7ZsPAerNQ4UYRYhVptM6NCxh5C+sIyp18ItXYq9xstYgQlK4iJgShOojUxMNQIhYgIxWqhHYkQSk2WkJepjCMVQqpZQiQCRU3f2tMU+JmpEaHCbEXoJggWXLGmxmWkSqhYIaH2TWlQBcq+wmaTNKv3meWIueaImAOFECGEELKfaekExLYwO+uA3hjEQjDEiNDhQiqT2DMnVgaKCMmycr/REo5wMCMiJKbGpYdwczPW0sRmljCQaxygp4ntaQzfnEGWZT0iFMYcKmran9eriCGR7h5dvBfmKO6AapTDngBTbKCTEiXkZh44guGvv5Xw0GIJK3534NzTUIdCiBBCCNnP+BoIeDyRf+MfDmJE6Khp+rh6r3mi68dq/Vxi+o+hl1Br9OcPRzgYozRRmiV06nOE+vberIiQJCk20QOhCiFZDj8Vr8etN6CNJCIk3pvvXHuFWjDVpW/OEcrPE2aEP8dwoqRAwq/mSxg9gkIoXqAQIoQQQvYzgXrrDEZ6XINQCzRltL4YExe1sfLROuWnJAFHTNa3ixbasfQSCisiJCzgY40IhaoPApSol5oSFkuNUEqSElUZiHDrhGRZxu+e9+LsW73YUq1vD7dGCABGFQSvfxId41Qh9NivJHzxpIR//IELfTI0YENVQgghZD8TyFJ6MAwTxNS4yaP1sVjXEwt7m2VsqFDGMycAWWn6glhJcVKEWCyGCeFEUHIzgES7EgmJukZIFUIh6oMARbyU5Muo2BOba1y4AmV0kf45hhJCn30H3LlcGSfYwrfoFhHT/nbWAq98JGPKGGDyaMkgMIv6m/9arRIOnxT++QnZ31AIEUIIIfuZwBEhGYC536yLAmRUgbIo7nSZFxH6+Bt9fKJPepQhNc4EIRQqgiJJEorzZOyoiS4i1NsHdPWbCwwUEQKUFLKKPYoRREeXjLTk8J9bpG5uopX0ztrgvyNvrNTFj2iGEZFZghBZu+1Z5Xw5GUDFCmOEqJQ9ccgQhalxhBBCSAhkWcaP1TK83sHp7QMEjggNTmqc8lOSlCanBf0pTWZFhD5ap39GJx1qXKAbUuNMEEIDCQfVMKGtM/Kmqm1hWmerxFInFKmJgSiEKusCHyPLMt5apb/esUcfRxIRCtTrpqkN2FABVNXpn2lpof9xhAwFKIQIIYSQECy6X8ZBF8m45PeDKITa/c89mKlxOelKGlNBv6tba2f4DmTBkGUZH/bXByXaoVkFq4hCqLEtdvvsgRb04iI+0qaq4TZTDTRXJELI3SvD3auM08IUKKMKFCELBE+N+247UCWIJNUoAYjM1loVyr5s3w1UMSJEDgAohAghhJAQvL1a+fnqJ8rCdTAQU+PUhequeqCr29z51JQ0VZSoQggA6mNMj6vYoy++fzoZcCQaI0I5JpslDGQ1HYuFtiiEMsMQQqKpQCRCSO3tA4QfqUm0SxiRq4yDCaG3Pgv+e5PqCD9tL1jq4Y49siaEbFZo10PIUINCiBBCCAmCLMto7l+09/YBG3cOzjxiqpjY32dHjXlzdPfovWTUppziN/6x1gmpbnGAf1oc4BMRao1uDnevjN4+ZTxwRCj6pqqGiFAYqXFiLU1lbfjitVNoDhtJfx81Pa6hFegMkPYnpsX5EkmNEABcfqb/tu01uugtzmNzUDJ0oRAihBBCguB0QVt4A8aiczMRIyRHTtHHZtYJiQYFmhAyMSK08jt9QX7iTP/92SaYJYRjna0SU0RIrBFKHXiRH07djorXK+OuF2QsedZraCwbSe1OqPl27pHxXYgGuZHMAwAPXCXhzd9L2POGpKXkrd8GtHQoY9YHkaEMXeMIIYSQIKiLPZVvt5nv5AboESFHIjChRLdHrjPJxAAwWmdrqXHZ+lyxRoREIXXQKP/9CTYJ2elKhG1Pk//+cDAIoQhS45SmquE/t9YIzRLKDE5uoY99cyWw9DnlMxdTH2MRQlPG6K//87U+HlXg3/8nkhohAEhLljDvaGVcnCdjVz2wuUrfz/ogMpRhRIgQQggJQrOfEBqcedSIUE66Hq0BjA1QY0UUQoEiQrE6x4UTrVGbge6qB3r7Ir+3SCJCJcICPdKIUHuEqXGORElLMxxICH3yrX7fn2/St0cihMoKdVHnO99OITXvZ0f7vzfSiJDI2JH+2xgRIkMZCiFCCCFDkq+3yPj9X2XUNQ2em1uzT1H/+u0w3UZblmVdCGUYhVB9q3nzGFPjlIW0sUYotvtSC/+T7MFrRsaMUH56vdE1HzXU1AywoFebqgIx1giFYZYA6FGa2ibA1RP8s/xisz4WIyuR9B7y7yWkI97rkZP9zxmLEBoXSAgVsD6IDF0ohAghhAw5+vpknPEbGbc9K+OGv+w7IeR0mW9r7XRBs1DOSQfyhSiNGMWJlYCpcWJEKMbUOK3RaYiF9hhhAV+xJ/hxwegQIkIDucYpTVWVcSyuceFEhACjOKkKUifk6pGxXogqiqmX0abGrd+mGGGoiPcq1pupRGqWIDJupL/oYUSIDGUohAghhAw5mjv0VK5VGwZ3Hl/MTo8TjRJ8I0LmCiF9sRzQNS7G1Dg1IhRqoT16hL6QjkYIGSNCA0ciom2qKpolhGOfDYRnmPDNVqDPE3hfJEKoOA9I6K/y/uRboPhcGS+8q9yfKoQyUpX+Rr7nNT01jjVCZAhDIUQIIWTIIUZqquoCWwibPY/Kt1sHp7cPoESEHImSFlWJ1clNRIz4qEIo1aEYNPjujwY1IhRqoT0mREpXJHMMNI9KtI1Oo0uNC163o/LFpsDbgcgEitUq4bI5+uumNmDxn2X09cmaECrOU6Jio3yESqRmCSKBUuPEz5iQoQaFECGEkCGHr5ubWGthJs3t/ot10yNCPkIIAPIzlZ9mRYT6+mT8e60ytln16IUkSVoqXiwRIa9XRlcYESG1RgiIMiIUgxDydU8LeP4upX4pUtc4QDeCAIKLvM83hWp0Gt48Kk9cL2HV4xKmjFZed7qU380et/JavXdfoWJmRKgwG0hKZI0QGbpQCBFCCBly+KasbazcN/MAwDfbFIMDszCmximLSjVi09QOeDyxz/Xel0oRPwCc+VMgM01fvKp1Qk3timCKBlcPoH4koRbaowqg9aKpGMBdLRCRCiGxkD9Y3Y7KO2tl5J4FnPW7Iq3hqyQNXIukYjQwCHzM5xuDvz9SgSJJEmZNlXD6kfo2samtmhboFxGKoUYoLVky1LCxPogMdSiECCGEDDl8I0Ibdw5+atzk/m/em9p0UWEGgSJCqhCSZaNQipbn/q1/PpedbvwGXxVCshx9BEqtDwJCp17ZEyQtQhFuRMjdK+OjdTJaO+TIhZCwUK/aG/p35NE3ZPT2AZuq7fhuh7ItLRmwWMKLeIwqACz9q6pAQmhPoxwyPS9cweXLhFH69X30jX6PxXnK9lH5+n6bFbAnRDePylghqsf6IDLUoRAihBAy5PCt3dlUOUjzCIJrZrk+NlUI+ZglAOY6x+1tlvGvNcq4KAeYfbhxv9FCO7o5IhEoanpcczvQ1jmwgL3xLzJO+rWMY6+RDYYH4QgHcaEeKiLk7pWx8jv/7eGmxQFKw1g1ChPILEGsDyrM9t8fbcrahBJ9vOp7fRwoIpTqUCJJsTCuWB8zIkSGOhRChBBChhx+EaHKwZlHFVyJduOiz0wTgyahDkmLCGWYN9ff3tedyn45G7DZAkeEgOiFkFMQQgOlXoWTQibyxkrl5/c7gCqhzicc4SCKgKoQNUKfb4RW4yQSiRAC9HtravN3qftCqA8651j/90YthEbp4263Pi4OUCMUi1GCyljB+Y89hMhQh0KIEELIkMPXxGCwnONUIZSdBhRk6Ys+U4VQwNQ4fa5YI0KvfiKkxc3xX7gWZOvbojVMEFPjBowICe5qA6XH1bfIhr44WwRTjHCEQ4pD0tIMQ0WExJQykcy0gecQEQ0TdtQAP1bLWj2ZaOhx5izzGp3mZEjITvffHiwiFCtn/FT5abUCJx8W+/kI2Z9QCBFCCBlytHT6bxsM5zg1NS7bp9Fpfat5cwx2alxNo/JzRC4wviSAEBLvy4TUuIGiDqJz3EARoXU/Gl9vFZrZhruoVyN5NY1KClwgPvw68Hsjjwjpn+/0/5Fx0EUybnhcmXN7jbI90Q78NECj0+QYTAzE9DgVVQgpNtrKOD3KOiSRmRMkbHtJwo6XJZQH+H0iZChBIUQIIWTIEai/j9npcd09uiV0dpqPEGoxL/qkRiqsVr15p9hUtb41trk6+puQBlvUG2uEopvLmBoXenEspsZV7Ak9n68Qcvfq47CFUH9ERJZhiC6pdHTJ+HJz4PdGmxonsuJjxV58R3/0a0yR4r4mRnFSHOGbMgRCTI8DlM8mvf/aE+0SrpynCLDLzzRHuIwrllBaSBFEhj4UQoQQQoYcvjVCALCp0tzUOHGO7HS9tw9gXmpcVZ2MLdXK+LCD9MWwKIRiiQh5vbImhIKZC4gRobooU+OiMUsABrbQ/vrH4M803AjKQIYJK7/Ta6hOnGHcF24zVZVAQmhPo1LfpPb3Gd9vNiDW7qTFmLI2wScyozZTVXns1xa0vyuZJoQIOVCgECKEEDLkUEWKaIC1cae5czT7CCEz3NV8UZucAsAZR+o3Y1ZqnFi7E0wIFeXo42iFkME+ewCBkp+li5iBaoR8I0LaHBFEUMqEdLVAhgkffq2LrUVzgZw0j/Y60ojQhFGKRbUvb32mzzGuvympKIRird3xjQj5NlEFFOtyQogRCiFCCCFDDlWkFOfpKUBmp8aJ6XfZaUramrrINSsi9K81+gJZbIxpSI2LYS41GgQErw9JT9GFyZ7G6OaJJCIkSZIWOamsU6JWgfA1ShCJJIIyUETos+/V6wKOnw7MLO/R9mWkRCYe8rMkPHWDhAtPBq45R9/+1ip9rNZpGYRQjLU75T41QsUBhBAhxB8KIUIIIUMKWZa1iFB2up5qtKse8HjMS48zpsZJsFh0BzIzzBK6umV88q0yHpkHHDxO3+dIlDTTgVgiQqIQChYRkiQJI/qjQtEKoXAbqqqM6RdC7l6gJojYCRYNAiKLoAzUVFU1MRhdpPw+HT5Bv5nczPDnUbnsdAn/t8SCnx+vi6jvtuv79YiQvj/WiNC4kXozV0A3SiCEhIZCiBBCyJCiq1svms9K02tcvF5jOlus+KbGAXrKWn0LNFvkaPn4G73vy5wj/BtdqjVJsQihdqc+DtWAdESu8rO1UxFokSJal4ezqBebcqpCxJeQQiiCCIoYEar0qUlq6ZDR1u9AqFpfn3tUJ46cDBx6EPCzo8Ofx5cpowNvD1QjFKsQSrRLBuvu4jymwRESDhRChBBChhSGSI2fm5t58/imxgG6OOntg7aAjpZ/r9XFg1gfpKJGn5rao490hRMRAnQhBEQXFYqkRggwNuXcEaROSDRKGOkT4YhEOGSmSVr6pG+NkCiM1HS99BQZqx4HvnragpyM6AVFZprkF5mxJ+jRGjOFEGC00GZEiJDwoBAihBAypBAjNVlpRje3WHvuGOYRmrb6RoSA2NLjZFnWjBIS7cCJM/2PUYWQLBt7DUWCoUYoRL3LyBiFUCQ1QoBPRGh3YJGnRoTSkoHjDjHui1Q4qNGSqr3A0ue8+PlSL2obZUMfo7JBsIOeMsb4ekwRYLUq80wsVYQRoKfLxcJhE5WfFgswqSz28xEyHLDt7wsghBBCIsHX1jovUwKgLKZNjQj5CC7AP/rkW6QeLk6XUtMEKLbZKQ7/RbjvXOLrcOkQBEoog4ERufpnuKcp8nkirREaK1hoB4oIdXXrRglTRgOjCoz7IxVCpQWKhbXHA9z1grJtRI5s6IUTyPo6VqaMBt77Qn89XhCA+VkSXr0d+GKzjOvmxy7CrpsvweORMWWMZHDKI4QEh0KIEELIkEJMWctKk/Zxapw5oksUc2JESyQvQx9HG+mKtEYIiD0iFE5qXGmh0kDW4wlcIyS6xZUWqjUveuQo1L0Em8+Xr7YAXqHOa3CEkPG6xUgYAMw9WsLco80RLRmpEu6+nAKIkEhgahwhhJAhRagaoYY281zjDEIoQGpcLL2EWoT6IjXa5IsS6VKIVggZU+OCHzdC6CW0pzHyz9AZYWpcgk0v7t9R4288oUbLAKWWRkzdC3cOkdICf4HwfYWxj1HZYAghn9S48cUUKoTEExRChBBChhTGiJAxojIYqXFWqy4izIo+tQRIu/PFjLk6usKLohgiQmGmxjldMj5aJ8PVI2upcVarXvcyEGp6XEeXv9AzCiHJry9OpEJoRrn/NqdL7yGUaAcKs/2PiZWJpcamv2bUAhFCzIOpcYQQQoYULZ364j4rzbzmo76ogisrVbe2LjCIExlAdN/wG4VQ4HMYo0/RzdUepmtckSEiFN65z1ki4/0vgfNP1FPjUh3+NuDBGDcS+OArZbyjxni/uwUhVJzn74KWGqCmKhTHzwD+cp2ETpdimf3H/1O2qxGzskLAYpGCNneNluQkCWNHyFr63/ji0McTQvYtjAgRQggZUvibJeivzWh0qtIsNG1VMcs1LpyIkGivXFkX3TyG1LgQQijFISEjVRmHI4Q8HhkfrVPGH36tmyWEUx+kMnakLmZ864R21euCpCRfecYJwle3kUaEJEnCFfMk3HiBhMMn+ouosgA1RGYx+yfKz7Ejjc+UELL/YUSIEELIkMI3NS4pUUJ6iox2p3n22T1uvdGmKFTMij6FI4TExbkZQmggg4EROUpvpJpGpWYnVGSnrhno8yjjxjYltQyITKCIaWI7aowRL98aIYtFwohcGVV1kc/jyyHj/LcNhlGCyj3/T8JxhwA/maRbZxNC4gNGhAghhAwpfM0SAF2gmJUa98UmfXzQKH2cnCRpi/DYhJDQoyiIEEpx6I54Yr+bSIhICPXXCXV1G93mAlHlI8x63MrPyCJC+tg/IqT8tCfoz1ZMj4vUNU6ktBBa9EtlMHoIqSQnSTjnOAnF+RRBhMQbFEKEEEKGFGrKmiQJJgaZys+WDsDdG3udx6fr9fHx040LWFWcDHZqHKBHKvY0KlGqSBFrhAaKokRioV1dH3h7JJGaMUIvobUbgbN+48Wp13vR7tR7CBXnKdEgdRzNPL5IkoRpPm5ugxkRIoTELxRChBBChhSqiMhK0xfJYu1OY1vsc3z6rS46jj3EuE+dq7kd6O2LTnQFatYaCDU9TpaBqr2Rz6NGhFIcA6dlGSy0B3CO840IqYTTTFXFkShhZL+4qdgD/HONYp7w4CsyWvvTEkXxI0aQomkuK3LIeONrCiFChicUQoQQQoYUmpubICAMvYRaYzt/d4+MtRuVcVkhUFbkExHK1MeNUc4VaUQIiC49ThVCaWEIlJF5+n0OFBGq2htYAEaSGgcEtpN++SN9LJoLXDFXwimHAVfOC2yHHQkHjzU+08HoIUQIiX9olkAIIWTI4PXq0YLsQTAxAIAvNwPd/TUvx0333+/bVLUo1/+YgRCFUGZq8ONGF0kAFNERjRBSa33CqakZEYGFdnWQ6FSkKWu+ttgAsHWXPhaFUHG+hPcfMKfORowIpTiA3AxTTksIGWIwIkQIIWTI0OZU0sQAn4hQpr5AjlUIifVBxx3iv/AWhVBdc3RzqEIoPSV0ypoYEaqsDS8Nb+lzXkz/Hy/WbJDR4dLnGQhjjVDouYKmxkUYETrpUP3eA6W7lQySwcDkMsBmVcZjR4Tf+4gQcmDBiBAhhJAhQ7CUMjNT40LVBwFAcZ4epVGL+iNFrHMKRaSpcdV7Zdz1gjL+3TIZnn6L67AiQqIQGqBGyAyzBAC4+BQAkDAiB/j6R+DWZ4wCbLD67iQlSrh9AfDU2zJ+exFFECHDFQohQgghQ4aNO/VxgSB+jI1OjT1pImGg+iAAGFWgj6v3Rj6XLIcvhEryFXc8WQ5PCH25WR9/vUUfh1MjVJitj0OlxrV2yEHttVMckX0WVquES09TxvYE/yjUYDYgvfUSCbdeQhFEyHCGqXGEEEKGDP9YpS+WxbQqs2qEvtuh1wcFigYBwChhcb4rSGQkFE6X3ow0K0R9EAAk2iWM7I/UhCeE9M9HraUCwosIJdolrVYmVKQrWDQIiM3W+rCDAKvVuC1QDREhhJgFhRAhhJAhgccj4+3Vyjg5CTjpUH2f6OQWixASrbfHjAgcLTBGhCKfo0UQKANFhAA9Pa6xDejsCl2789WWwNvDqREClGajgCKEglmDB6sPAiKvETK81yHhkHH66yQ7kEMTA0LIIEIhRAghZEiwdqNe/zP7cKUPjYro+tUQQx8hMeUrWBQlI1XS9kUlhMK0zlYJt07I45Gx7sfA+8KJCAF6k1OvN/i9idsnlRn3xRIRAoCfTtHHSlogU9cIIYMHhRAhhJAhgZgWN/co4wLZZpO06EEsESG17w4ApIcQD2pUaFcDIMuRNVUdLCH04y7j9YukJYcnKEYXDjyX2EPo6GnGfZE0VA3ET6fo1zmY9UGEEAJQCBFCCBkCyLKMNz9TxlYrcPqR/sfkmSyEQkVR1DqhHnfkLnXNghDKTh9YoIiGDZUh0tK+2hx8XyhRJyKmA1bsCXyMGBE6eprx+mNJjQOAYw4GEvptnKaOie1chBAyEBRChBBC4p5NlcCOGmV8zDQgJyN4f59OF+DqiSxKo9Iu1OCEFEIx1AnFFhEKfl9fbQm+L9LUOACo2BOkRki431lTjftiTY0bkSvh1Tsk3PwL4LcXMy2OEDK4UAgRQgiJe1Z9r4/PnBV4gWxodDpAH5xghBsREht9RiqEWkUhNIBrHBB+apxonW3zcV8LVwiJc1UEmUu934JsRRDaE/R9sabGAcC8oyX86f9ZkJ9FIUQIGVwohAghhMQ9YjpZWWHgY0Rb61AWz6Ew1AiFcFoTI0KRWmhHGhEamauLje01gY9x98r4bocynjDKGNkBwhdCowoAS//KIJDocvfKqO0XmaUFgMUiGT73WCNChBCyL6EQIoQQEve0deppWhlBBEppoVBLE0bPnUAYIkIhFvX+TVXDJ1L7bKtVwpj+SM2OGsDr9Z/v+x2Au1cZH3YQMG6kcX+4NUL2BEkzKQhUI7SrXmnuCuifQakgTMOdhxBC4gEKIUIIIXFPuyBQMoKkk5UK4qQqCltrIDz7bCC26FOkESEAGF+s/Ox2AzUBmp1urtLHh4yTMNZHCIUbEQL09LjmdqC1wyi6tu3Wx2P7o07/b64ERyIw/3ggN5PpbISQoYNtf18AIYQQMhBtQhQlWNRBjExU1ckAIl+Ud7j0cSjxMDIPkCQlOhJujdBf3weqdqWhqV3fFq4QGlesj7fXACUFxv1ik9PRRUCCTQIQnvGDL2OKgE+/VcY7a4HpwjWKQqi8RPl8zz1OwlmzlGgSIYQMJSiECCGExD1hRYREIRRlREhNjbMnAIn24At7e4KEwmylXiacGqE1G2Qs+CMAZBu2Z4ZhlgAA44t1YbNtN3D8DON+sbdPaSGQaDfuD1Xv5Itioa2cb2ctML1c37d1lz7PeEGcUQQRQoYiTI0jhBAS94gRoWA1QpmpeuQjVL+dUKipceFEUNQamdomoMcduk5ozQ/+29JTlPqfcBBrfrbX+M8lRoRKC/xrhCKKCBkstI37jBGh8M9JCCHxCIUQIYQMU5665SlcV3Y9/v3Cv/f3pQxIW79ACRWpkSRJc5TbVR/YVGAg1IhQKKMEFdEwoaYx9LGbqvyvJdy0OMAYfRHFiIoaAUtOAnIyFGc91f0t0a6myoWHaKG9Y4+Mtz6T8cUm5fq37lK2pyUb7coJIWQoQiFECCHDEFmWYX/CgZM6TsHXi7+BLEfXgHRfoUZqgkWDVNT0OHcvUNcc+TxqjVA4qWQlefp4oDqhjTv9tyVY/bcFnStfsND2EUKyLGvzlxYogjDRLmlmBgURChYxIvTkP4Cf3Srj6MUyNuyQNcFVXqLMQwghQxkKIUIIGYZ0NHegwKqENKYmTMOG9Rv28xWFpi1cISQ6x0WYHufuldHjVsbhpcbpQiBUnZAsy9hU6b89WE+gQIgW2tt9LLTrWxQ3OcBYJ3X/lRKOnAzc+/8iEyx5mf6NUXv7gIdek+H1Kq+ZFkcIORCgECKEkGFIy+4WbZwkJeGD5/+zH68mNLIsa2YJA0VqDL2EIhRChh5CEdQIDTTXrnqgsz/SNKaoV9t++ZmRXd84wUJ7j5CK51sfpHLWURLWPGHBeSdGJoQkSUKS3X/7io/0sZiqRwghQxUKIUIIGYa07WkzvN7+3o79dCUD09UNeDzKeDAjQqIQCqcxqNirZ/vu4KmFYlrcSdO78PYfgevPA+5YEJlACVYnJDrkiUIwFo6Z5r/N1aOPy4uZFkcIGfrQPpsQQoYhHXWdhtfJtcmorq7GqFGj9tMVBadNaHIazDpbpcxgoR1ZL6FII0KiM1sgAwMVUQiVj+zF6UcCZ86K/HtI0UL7gVdkXHCnjFMPA6aO0e+xtCDImyPk+vMlfF8h45iDgR438NKHvtdizjyEELI/YUSIEEKGIc4Gp+H1QbaJ+Mc//rGfriY04TRTVTE2VY1snvYIhVBykoTifsOErSGEkOgYN35kb/ADB0AUXv9eC+xtVpq0vrXK2EPIDGZNlbD9ZQue/40Fs3/iLybHs0aIEHIAQCFECCHDkK6GLsPrYmsx3vv7e/vpakITTjNVlfwsaPUtg10jBOimAU1tQHN74PQ4MSI0dkT0QihYFGa14HNhVkRI5MSZxte5GUBWGlPjCCFDH9OF0PLly3H66afjmGOOwS9+8Qt0dHRo20866SSccMIJePjhhw1WrRs3bsQFF1yAWbNmYeHChaitrTX7sgghhAh0N3f7bWv4ohEetRgnjginmaqKJEmaiUHVXkRkC26sEQpvoT9Qfx/RMW50EZCcGL1NeUl+6P02K1CUE/XpgzIiV8LEUv01HeMIIQcKpgqhFStWYM2aNXj22Wfx3//+F3feeSfsdjtWrVqFv//971i+fDleffVVrFq1Cm+//TYAwO1246abbsL555+Pjz/+GFOmTMHSpUvNvCxCCCE+9Lb6RybGSeO1L6/iCTEilJ4ysEBRoyJd3UqkZiC6e2T09slRRoT061GbjYqIjnGTysI7ZzCsVgnTxuqvfRualuQrxwwGYlSI9UGEkAMF08wSPB4Pli1bhmeeeQZFRUqzg3HjxgEA3nnnHZx77rkoLlb+el500UV49913MXfuXKxbtw4OhwNz584FAFx++eU46aSTUFtbq51HxO12w+12G2/CZoPdHsDrsx9vf+MD9SeJP/iM4h8+o/gm0ufT29bnt+0g20Foa2tDenq6qdcWKy2CNktLlg09dAIh2lrvrJWRnR78+O+2A0cvBrLTgQWn6dtTHAPPAxjrdrbu8n/Phgp9PKlU2RfLv6F7/h/w+78Cl52uCK8/vajvKy0YvH+fJx8KPPaGMp465sD9O8C/c/EPn1F8Ey/Px2IJL9ZjmhCqr69HT08PPvzwQ6xYsQKpqan4xS9+gXPPPRc7d+7EnDlztGPLy8vx+OOPAwAqKio0wQQADocDxcXFqKioCCiEVLEl8vOf/xzz588f8Bp37QrwdR2JK/iM4h8+o/gm3OfTEyA1boLtIGzZsmW//w/Ml8rdaQCyAQC9rgZUVXWFPD4zKR2AEi75ckMDcpOCH3/v37Lh7E6Dsxt48YNeAAkAgG5nPaqqXANeW4rFBkBRQ+t/dKKqqtGwf823+rUXpDUBiO3f0IR84K83KONUayIA3R0hJ7UTVVVNUZ87FFNGAFedmYmGNgtOntaCqqroU/yGAvw7F//wGcU3+/v5jB49OqzjTBVCnZ2d2L17N95++23U1NTgyiuvRFlZGbq6upCaqle4pqSkoKtL+R+Ty+VCSoox6TslJQUuV+D/AS1YsAAXXnih8SbCiAjt2rULJSUlYStEsm/hM4p/+Izim0ifT4Jb/5vZbG9CtjsHaZY0pNnTUFpaGuKd+x6b8Od9TGkeBrq8Q6cAeF0ZN3cFP16WgTVb9NcVdQnaeGxp/oDzAEDRCMBqATxeoKY5BaWlxv+f7RWiWT+dng3Aadq/oeJiIPtRoLldeT1pbCpKSwdwk4iBR65XR2mDNsf+hn/n4h8+o/hmqD0f04RQYmIiAGDhwoVISkrC2LFjMWfOHKxevRrJycno7NSrXZ1OJ5KTlQRsh8MBp9No4+p0OuFwOALOY7fbQ4qeUFgsliHxUIYzfEbxD59RfBPu87F068f0pPcA/YEMZ6Mz7p5ve5ceocpKlWCxhK6DmVwmQ+23s6U6eIrElioZ1Xv1yIboq5CRMvA8AJCUCIwu8mJ7jWKWIEkSJEl/37bd+rUfNMqC1ibz/g1ZLMBpP/Hixf8or8sKw7tmMjD8Oxf/8BnFN0Pl+Zh2haWlpUhISAi4b/To0di+fbv2euvWrRgzZgwAYMyYMYZ9LpcLu3fv1vYTQggxH2uP8j1Yr9wLKVNfPDsbncHesk/p6JKx9gcZ//eBHFFDVUBxNVP//7u5Kvhx738ZfF+4ZgmAbh7Q6QLqfDLTVCe5/Kzwrj1S/ud05dkl2IDjp5t/fkIIOZAxTQg5HA6ceOKJeO655+B2u1FZWYl3330Xs2bNwpw5c/D666+jpqYGjY2NePHFF3HaaUpV6syZM+FyufDPf/4Tbrcbzz33HCZNmhSwPogQQog5JLiVL6465U4kZSVp27uaQtff7CtOuV7GT6+UcfHdMmoa9O0DNVQFgES7hLEjlPGWagQ1PXj/y+B1LukD2HSLiHbS32wDPvxahtMlo6NLRm2T/zFmcvwMCZv+KmHbSxJGj2A0iBBCIsG01DgAuPnmm3HnnXfipJNOQkZGBv73f/8Xhx56KABg27ZtuOSSS+D1ejFv3jycddZZAJRUt3vvvRd33XUX/vSnP2HSpEm48847zbwsQgghPiR5lHTmLnQhKzNT2+4KYKKwP5g2Bvh8ozL+fJO+PdyoysRSJRrj6gGq6oDRI4z7u3tkfLo++PsjiQgpFtqKqDrjZuXn2ccAt12iC5PBtJyeWEYBRAgh0WCqEEpLS8N9990XcN+CBQuwYMGCgPsmT56MFStWmHkphBBCgiB7ZCTJSh1mt9UFe4beqbOntWd/XZaBaWN1cdHenxonSUBq4PJRPyaWAm+vVsabq/yF0KoNikgKhMUCOBLDv9ZAIuefa4AzZ+mvy4v1+yGEEBIfxH8VEyGEEFPpbdebqbptbiRl6qv+3jb/Rqv7g6kBykTTkhG2GcAkIUoSqE5ITIv76RTjvvRkGAwPBiJQ2ltvH/Dyh/ocbEJKCCHxB4UQIYQMM9wtutjps/chKVsPs/S2+zda3R9MHeu/LSOCup2JgvX15gA9b8R0uyvmGUVPJGlxgNLA9ehpynjCKH37h+v08WDVCBFCCIkeCiFCCBlmdAjNbTxJHqTk6it/r9OzPy7Jj6w0CSX5xm2RGBgcJAihTZXAnctl/GSRF19tliHLMjbuVPaNyPWPCEUqhCRJwicPS9j9uoQ379ZFldiXduzIyM5JCCFk8KEQIoSQYUb7nnZtLCfLSM3TFYa3K37qWKb5RIUiiQilJetC6sstwO+el/HlZuCWp2XsbQZa+rXg5DKgtECxn9bfG/m1Wq0SRuZJmDAKyPLpN1qSDyQn0dCAEELiDQohQggZZnTU6xEhS6qEtHx95S654mfB7lsnFIkQAvT0OI8Q5PpqC7ChQn89ebQiYsYKZgrhWHQHw2KRcORk4zbWBxFCSHxCIUQIIcMMZ73eodSabkV6Qbr22tITP/9bUJzjdCJJjQOMdUIq7U7grc/0qNfk0cocYg1PNBEhkVlTjdfN+iBCCIlP4uf/eIQQQvYJria9V1BCRgLsmXbttdVt3R+XFJBYUuMAYGJp4OjWyx/p40n9YkmM2sQqhHxrjsYXx0+UjRBCiA6FECGEDDN6mvUGOvYsO2ypeoGMrTdhf1xSQMpLALtwOeE2U1URhVRBtj5u0TMDMalMnUsXK5FGnnw57CDAKuhJpsYRQkh8QiFECCHDjN5W3T7bkeuAJcECN9wAgESPPdjb9jkJNsmQ3paeHFlk5YjJwOVnAsceArxzj/97R+YBmWnK9kPG6dtL8mOL4KQ4JMP5mBpHCCHxiW3gQwghhBxI9Am9gpLzlDywHms37B47EuUkyLIcUUPRwWTaWOC77co40oiQJEl4+kb9PspLZGzdpe+fXKaPD58k4feXAxV7ZFw2J/rrVbn8DAnrfpRx2EGMCBFCSLzCiBAhhMQp9913H6ZNm4Z3333X1PPKnbpZQFq+oi7cViVKlAwHenp6Ar5vf3CwYJiQmxHbuQ47yPhaTYtT+e3FEp692YKcjNhF4KK5Sl+hNX+RYLHEh6gkhBBihEKIEELikB9//BE33XQTNmzYgLvvvtvck3fpw7QCxTrbk6BEiRxSMtrb2wO9a79w6WnAzAnATyYBZ/w0tnMdPtEoSFTHuMFiZJ4Em40iiBBC4hWmxhFCSBzy4IMPauM1a9aYem6LS6nkd3qdKM4uAgB4Ej2AE7BKVrTXtyM/P9/UOaMlJ0PC18+YIyZ8I0JiahwhhJDhByNChBASZ9TX1+OFF17QXqelpYU4OnJsbuU7sE65E+npSg8hOUlPl2vfGz8RITM5ZDxgE9zcfFPjCCGEDC8ohAghJM5YfttyHCn/FJb+P9FmGhfIsgx7r+IM1yl3aEJIEhzZOuo7TZsvnnAkSjjmYGV88DggI5Vpa4QQMpxhahwhhMQRrZWtOOj1yZiSejAynZl4q+dNdHR0mObk5unywCr3p8bJTi3aZEnRz+1sODCFEAAsv0XCa58CZ83a31dCCCFkf8OIECGExBHfv7sBtv7vqI5JPA6AEsVxOp2mnL+vTbfOdllcSEhQOpZahaaqXc0uU+aKR0oKJFx3noRxxYwGEULIcIdCiBBC4oj2PXp9znjreGRIimd0R0eHKefvFXoI9SbojVUT0nUh1N3SbcpchBBCSDxDIUQIIXGEq0GPxlgkC2YkHArARCHUpoufPrsuiuwZdm3c0+o2ZS5CCCEknqEQIoSQOKKnydjM9NB+IWRWb5/eVl0IeR1ebZyUnaQf094LQggh5ECHQogQQuKI3tY+w+sZCTNhgcW0iFCn4AgnJevbHdkObezpMF4DIYQQciBCIUQIIXGEp91jeJ1uSUe5bcLgCCHBPjolR1dFXqcXhBBCyIEOhRAhhMQTAZyrD004zLTUuM563X0uIT1BG6fmpWpjucuUqQghhJC4hkKIEELiCIvL/8/yVNtU0yJCzgZdCCXn6VGgtIJ0/aAD1z2bEEII0aAQIoSQOMLWrURpXLIL3kQlRS3DkmmaEOpu0lVOWoEeBcoo1IWQxc3/NRBCCDnw4f/tCCEkjkjsU2ysO+UOWNKUP9GpUoppqXGiNXZGUaY2FlPjbG4bCCGEkAMdCiFCCIkTZFmGw6Okq3VZXLBqQigVHe3mRIREM4bs4ixtbE2woltWGqkm9CX4vY8QQgg50KAQIoSQOMHj9MAGJRrTY+tGQqYiSBIkO7pazXEw8Dpl5afsRU5xjmFft0URQnZPoilzEUIIIfEMhRAhhMQJPc16M9W+xD7YM+36PiGlLRYsLsUyu0t2Ii8/z7DPbVHmd8hJfu8jhBBCDjQohAghJE5orWnTxh5HH5JydEHS29pryhzW/vofp9yFvDwfIWRT5kiCA54+j997CSGEkAMJCiFCCIkTWne3amM5BXDkOrTX3vbYhYksy0jsU9LenHAiIyPDsN9j7wMAWCQL2urNMWcghBBC4hUKIUIIiRPa9+jiw5JmgT1LT42TnYHeERnebq9Wg+S29UCSJOP+frtuAGirbQMhhBByIEMhRAghcULnXl3tJGTZkJCh21ibIYTcQnqdJ9E/wiQnydq4gxEhQgghBzgUQoQQEie4GvRmp/Zsu+YaBwDW7tj/XHfW6xbcskP22y8li8d2xjwfIYQQEs9QCBFCSATIsoxrrrkGhx9+OL7//ntTzy26xjlyHQYhZOtJgCz7i5dIaKxu0sZSiuS335amz9e2lxEhQgghBzYUQoQQEgH/+Mc/8Oijj+Krr77CPffcY+q5e1v01LXUwhRDalwyHOju7o7p/C01LdpYPLdKSl5ywGMJIYSQAxEKIUIIiYCnnnpKG7/00kumntvboZsVpBWlIyFDj9CkSmno6OgI9LawEQ0Q7Jn+TVPTC3QXubY6miUQQgg5sKEQIoSQMPD2erHhlo0oWTkKVlgBAEcddZS5kwhlOZkjMgypcalSasxCqHOvPoEjx79patbITP3YBhPcGQghhJA4hkKIEELCoP69Bux6ejfmJZ2N2YlzAAAej7lNRy0uRWB1y93ILsyGTUhfS5FS0N4eW91OV5NuxpBakOq3P7ckVxt3N7v89hNCCCEHEhRChBASBl2VXdr4GPsxABBzhMaXhG4lAtQpdyAzMxPWJCs8VkVsmZEa19Oi1xilF6b77c8rydPG7rZev/2EEELIgQSFECGEhEHbLj0aM8k2GTlSDjo7zbOYlmUZiX1K3U67VxFCAOBJUoVQ7KlxvW192jhrRKbf/sQsvW7I22lutIsQQgiJNyiECCEkDKo3VGtji2TBT+1HmRoR8rq8sMlKKlyX5ERioiJK1H4/qZbUmFPjvJ26GUPOqBy//Qnpeiqe1G1BX1+f3zGEEELIgQKFECGEhEFPQ4/h9dH2Y0wVQm7BOrsnQZ9LSlF+OiQHOlpjm0/q0nsH5ZXm+e23pQl23VIy6uvrY5qPEEIIiWcohAghJAxkHzfpyQmTkdabBrfbbcr5e1t1IdSbqI8t6fqf6a6GLsSCpceqjdPy0/z2W1OtkCUlApUspaCmpiam+QghhJB4hkKIEELCwNpl9ds2y36UaXVC3Y26kYHXoaew2YR0NVdjbE5uCb2KGYMLLkhWyW+/JEnw2JXaoBQpGXv27IlpPkIIISSeoRAihJABkL0yEnuUmp1uWRcs423lpqXHtda06i9SZW1oz7Jr456W6KNPXq8XSV6ld1CPtSfocZJD+ZksJTMiRAgh5ICGQogQQgagt60XVlmJCO3y6KYJaVKaaRGh9j26oLKk6dGnpGzdya03BkvrlpYWpPQXHPXZg5/H2j93spTCiBAhhJADGgohQggZAHe9HolptDdq4zRL7L19VJx7ndo4IVNPh3PkOrRxX1v0Lm4NexqQJCkRIW+SN+hx9kwlApUoJaJ2d13U8xFCCCHxDoUQIYQMQLfgGNeb3KtFVNJMaHKq4hKMEBJz9ChQSn6qNvZ2yoiWhuoGbSyl+NcHqSRnJ2vjRuE9hBBCyIEGhRAhhAxA2y7BMi4D8CQrEZU0Kd201LieZj3q5MjTo0BpBboQkmIwjWuqbtLG1jR/4wdt7hx97tbatqDHEUIIIUMdCiFCCBmA5p3N2tiWbQVS+pucSqnoaDMnItQr9BFKK9LFT1JOkja2uKL/k/3xvz/Rxqn5KUGPS0hP0MYd9eb1SSKEEELiDQohQsiQZ/fu3bjjjjswduxYjB07FhUVFaaev313uzZOyk+ClKakllkkC5yNzmBvi4i+Vr3+J39MgTZOyNSFibU7eCQnFDU1NVjz4Rrt9fhDyoMeaxOiRX3tfXC5YrPsJoQQQuIVCiFCyJBm5cqVGDduHG6//XZUVFSgoqICr732mqlzdNXqOWmpI1JgTdfFgtj/Jxbk/gy7HrkHRaMKte0JGbpxQkKv3fdtYfH444/DIespb2L6my82ISKUIiWjtrY2qjkJIYSQeIdCiBAypHn11VfR02Psi7N3715T5+hp1Ot3MkszkZCli5OepuA9eSJBjfZ0yB0oKirStidk6MIk0ZPk976B6OrqwlNPPYUii37OpMLEoMeLDVxpoU0IIeRAhkKIEDKk2bVrl9+2xsbGAEdGj7dFt5vOHZ0Lu9jbpzX63j4i9v5oT4fcgby8PG27NdUKL5T5U+RkdHVF5pjw6quvorm5GSXWUdq21AkhaoTSRCHEpqqEEEIOXCiECCFDmn0hhKQO5U9lp7cD+SPy4cjVIzOetuA9ecLF4/LALitCqMfWA6tVT72TJAnuBCXqlCKloL6+PqJzr1u3DgAwShVCFiBlXHAhJEaEUqQUNDTQQpsQQsiBCYUQIWRIowqhkSNHwmJR/qSZvXhPcCnpaS1yK/Lz85Gcr/fa8XZE39tHpadZT6/zJPk3TfUkegAAqVJaxEKouroaEiQtIpQ8OhnWpOCmC76pcc3NzUGPJYQQQoYyFEKEkCFLd3e3Fv0pLS1FdnY2AHMjQh6XB3aPEq1p87YiLy8PqYVCbx8TTOMadgrXmxrggP4AToqUgvq6yIRQVVUV8iz5SJKUKFZaeaAJdGw+qXEUQoQQQg5UKIQIIUOW3bt3a+OSkhLk5uYCMFcIuQWjhA5LB1JSUpBelKZts7iis7QWqa/QzR1sgkucNkea8qfaIlnQsCuyaFd1dTVKraXa61D1QQCQ4JMaRyFECCHkQIVCiBAyZBHrg0pKSjSTgc7OTnR3m2Nr3dOgC6Feh2KMIKbG2br9hUukNFXrYiMxx98i256pb2veHb4w6ejoQEtLi49RwgARoXRGhAghhAwPKIQIIUMWUQgVFxdrESHAvKiQq05vKOpNVYwRErJ0S2u7O7rePiJtNW3aOCXfP2LjyNHNGdpq2/32B6O6uhqAYJSAMIRQGmuECCGEDA8ohAghQxbfiNBgCKGmyiZtbMmUACi9fVRL66S+yHv7+NJZ16mN00ek++1PydPFUefejrDPW1VVBUAQQhKQOj50apwlwQKLQ/lfQwojQoQQQg5gKIQIIUMW3xohsf+OWc5xrVV6tCYxT4n+SFYJ3ZKSepfsTQ74vkjobtLT+LJLsvz2pxfq4sjZGH4fITUipKbGOUY5YE0euKZJrRNiRIgQQsiBDIUQIWTIsi8iQp179GhNcqEuerptinhJQSr6+vwtryOht0V/f97ofL/9qQV6Opu7xe23PxhVVVXIteQiWVKue6C0OBVbqiqElIiQLMduEU4IIYTEGxRChJAhiyqEEhISkJ+fPzg1QvV6jVBase4W505QBEmqlIrOjk6/90WC3KkLjcLxhX77EzL1mqS+dk/Y5/V1jEsbwDFOxZauCyGvx4uOjvDT8QghhJChAoUQIWTI4ttMdTBS4/qa9GhNVmm2vj1RcZCzSBa01rb5vS8SLF36n+KMIv8aoQTRUtspw+v1DnhOd5MbE76YiBtTfqNtSx2gh5CKLV0RXhbJgiQ4mB5HCCHkgCR231dCCNkPOJ1OtLS0AFDS4gAMSkRI7jdp65V7kTsqR9vuSfYAyvRor2kDJkU/h91tByxAL3o1owIRVZgAgAPJaGlpQU5Ojt9xIptv+xGHthymf91lAbKO9K8/CoQtTa8jUtPjli1bhtTUVIwfPx7z5s0L6zyEEEJIPEMhRAgZkvgaJQCDI4RsTkUUtMltKM2brG2XU/R0ts69zqjP39nZiWRZSVnrsXVDkiS/Y8SIUKqUivr6+gGFUPsmRcF5ZS82pH6PK95YhJTR4Rk7JAjCK8WSgsbGRvzxj39Eb28vpk2bRiFECCHkgICpcYSQIYmvUQIA01PjZFmGvScRANDmbUVWlh5RkVJ1weKMQQjV1dUhzaLUHvUmBTZdSMjQhYkqhAaia7dS29TobcBXh36BzEMzw74msalqipSMzZs3o7dXSQVUP2tCCCFkqEMhRAgZkgQSQsnJyUhKUvr6mBER6mvrg0VW/ky2ym3IztZrhKwZ+p/P7sZuv/eGS21VLZKk/l5EKYHd2WwZojBJGVAIebo98LQqpgqN3kaUlpaGPN5vvnSxqWoyvvvuO+31qFGjAr2FEEIIGXJQCBFChiSiECouLgYASJKkpceZIYR6GnSr6g65HamputmA6OTW09QT9Rx7K/ZqY2t64B4/1iQr5ARFJKVIqdi7d2/A47TrqdOvp8nbFLF4saWJQigF69ev114zIkQIIeRAgUKIEDIkCRQRAvT0uMbGxpj737ibdCHUk9hjqN+xZ9v141p6o56jqaop4Dl9kfqdr1PDiAh11+pCqFGOPCIkpuKlSWnYuHGj9poRIUIIIQcKFEKEkCFJbW2tNh45cqQ2ViNCfX19aGuLzdbaLUSE+pKNYseRl6SNPW3h9/bxpWV3qzZOznMEPc7aH6VJCaNGqHuPnqrX5G2MWLwkFuiCLNuSDbdb/xwYESKEEHKgQCFECBmSiKlvooOamc5xXXv1ZqreNGPvnuQ8vTmp3BF95KmhUjd1yCzODHpcYpYiTlIsKWjY628E8fzzz+N//ud/sG7dOnTX6kIomhqhpMJEbZwtKZ9tIpRtjAgRQgg5UKAQIoQMSZqalJSyzMxM2Gx6TYuZznHtu9u1sSXD+OcypUAXQojeNA512+u0ceG4wqDHOXL1aFFbnTHSVVVVhUWLFuGTTz7BLbfcYogI9ST3GMRhOCQW6tGubItiELEs8wW8mvU69t5gTqNaQgghZH9DIUQIGRT+9a9/IScnBxdccAG8Xu/Ab4gQVQj59tMxMyLUWdupjRNyEgz70gvT4JWV+7K4ovtT2tTUhG7BaCExJzHosfYsPV3NWW9UXk899ZT2GX/11VfoqNavO2dcdsDeRKGwZydASlDek2PJQSISkWHJRIqUAq/L/GdJCCGE7A8ohAghg8Kjjz6K5uZmrFixAk8//bSp5/Z4PGhtbQUwuELIJaTGOfKTDPvSM9PhlBVBYus2iqRwWbduHdKkNO216ETni9jk1NUkRHx6evDss89qr9vb27F3s+4qV3Jw5DU9kkVCYoEiyrItOciz6FE2R3HwOiZCCCFkKEEhRAgZFHbu3KmNf/Ob3xjMDWKlpaVFc4TzFUJmpsb1NuoGCclFyYZ9qamp6JQ7AAAJ7uiFkJp6BgD2nOCucQlCLyHZKaO7WxFDr732mt99uvYoAq7F24JJUydFdW1qnVCmJRNF1hHadkcJhRAhhJADg0ERQt9//z0OO+wwLF++XNu2fPlynHTSSTjhhBPw8MMPG2xtN27ciAsuuACzZs3CwoULTV0wEUL2PV6vF1VVVdrrtrY2/PrXvzbt/GpaHAC/+hczI0J9LYobXLfcjcyCTMO+tLQ0dMpKClpiXyJkb3iGCY8//jimTJmCN954A19//TXKrKOVHRYgZUxy0PfZBEvrVME57i9/+YvhOAssSO5R6peavE2YPHlyWNflixoRAoAJtoO0saM4KdDhhBBCyJDDdCHk9Xrx4IMPYtIk/VvIVatW4e9//zuWL1+OV199FatWrcLbb78NAHC73bjppptw/vnn4+OPP8aUKVOwdOlSsy+LELIP2bt3r8FyGQBeeeUVQ2POWAjmGAeYK4TQ75XQ5m1Ddna2YVdiYiI6oQghCyzo6+wb8HSyLOM3v/kNNm7ciHPOOQefr/4cpVbFhS1lbDKsjsANVQEgIVOPCKVKqaitrcXmzZuxdu1aALqFeIaUCauknKfJ22j4WxwJonPcQaIQKqEQIoQQcmBguhB64403MGXKFIwePVrb9s477+Dcc89FcXExcnNzcdFFF+Hdd98FoKSGOBwOzJ07F4mJibj88suxadMmRoUIGcJUVlZq44QEPZKxYcMGU84vRoRCpcYN1G8nFLJHhrVLERStcqufEJIkCT023eigt3VgIeRyudDZqRsZWBtsSJCUdLj0yekh3ys2OU2xpGD37t2GRqeLFi1CVlYWci26EOxI6EBRUdGA1xUI0Tlugm2CNmaNECGEkAMF28CHhE9bWxtefvllLFu2DA8++KC2fefOnZgzZ472ury8HI8//jgAoKKiAuPGjdP2ORwOFBcXo6KiIuD/wN1ut983zTabDXZ78Nx61U1pMJyriDnwGcU/kTyjiooKbTxjxgx88cUXAIA9e/aY8ozFmpisrCzDObOysgzHRTtfT6MbEhTntDZvKzIzM/3OJSfLQFf/8U3dSCoO7voG+EeoRtv0L4xSJ6aEvFZrmh4tSpFSUV1dbUgxLs0rxUmjT0bNhhptmy3fBlmWDceFi11oqpos6Vbh9hGJ/HcaJfw7F//wGcU/fEbxTbw8H4slvFiPqULo8ccfxwUXXID0dOM3m11dXUhNTdVep6SkoKtLWT24XC6kpKQYjk9JSYHL5UIgli1bhmeeecaw7ec//znmz58/4PXt2rUrrPsg+w8+o/gnnGckpsBNmjRJE0Jbtmwx1A5Fy44dO7SxLMt+58zKykJLSwtqa2ujnq9nhx7taZPb0NXV5X+uFGhCaPO6LSjKDN4HCAA2b95seD3aOkYbu/JcIa/V1aU7xaVKKdi0aZMmcCRIyHoqB5dWXwboJnRIyLdFff+dFv/mSFK6hJrG3UCMGYfDHf6di3/4jOIfPqP4Zn8/HzEzLRSmCaEtW7Zg48aNuPnmm/32JScnG9JBnE4nkpOVomCHwwGn0/g/XKfTCYcjcPrFggULcOGFFxq2hRMR2rVrF0pKSsJWiGTfwmcU/0TyjNrb9Uakp5xyCpYtWwZA+bddWlpqyrWoTJgwwe+chYWFaGlpQXNzc9TzNe1qRgUUEdHmbcXUqVP9jBlS81MANTjViQHnEp30AGC0Vf9DPfb4MSHTzpx9TlSiGoASEdrVXqV9DiMsI2H9/+3deUDUdf4/8OfMwHAfKoeAByAKInnkLXimZloemSartqub5lbfts3Njs1Wq00zc92fV7aZlpq3ZabWbh6VmkcJniAq4oEcCiLnMDDz+f0x+/nwGY5hGAZmYJ6Pf/rM53jPZ3rL8Hnxer9f75tVv87bd29n8ecvKC7ELaQb7fMM9bRK/zkqfs/ZP/aR/WMf2bem1j9WC4TOnDmDmzdvSkPgCgsLoVKpcPv2bYSFheHq1auIi4sDAKSkpCA83PCX0PDwcHz11VdSOyUlJbh9+7Z0vDK1Wm0y6DFFqVQ2iU5xZOwj+2dOH8mzELGxsdJ2RkaGVfo3NzdX2vb396/SZkBAAJKSklBUVASNRiP94aUuynIqSmeLc4Qqv49HoCfwv2k692/fr/WziWsficSKcU7eTnBv625y4VN1i4phd54KT9y+fVsKhDrJ5vDIhfUMs/j/t1tQ1aII7m3c+PNpBfyes3/sI/vHPrJvTaV/rBYIPfnkkxg5cqT0+qOPPkLbtm0xffp0nD17Fh988AFGjBgBFxcXbN68Wcrq9OzZEyUlJdi7dy8effRRrFu3DtHR0RZP8CUi2xOLJbi7u6NNmzbw9fVFXl6e1YqgmCqWAFRdS8iSLIb2bsVcRK2rFk5OVb8ufYIrhgE/uPOg1jblAdzHSz+G//uG+/Tq4mUyCAKM1xHy+F8gpNMZynt39+oOVDMNqHNs51rvqcb3a+Fs+A0hqwHBinFERNScWC0QcnV1hatrxS9JFxcXuLu7w8vLC3Fxcbhy5QqeeeYZ6PV6jB8/HmPHjgVgyPAsWbIE7777LhYvXozo6Gi888471rotImpk8jk7oaGhUCgUCA4OlgIhQRBqfeivTW2BUEBAgLSdnZ1tWSCUUxEICZ7VFxto1a7ivYuzi2ttMzc3F0+7TsETrmPh/V1FEOUd7WniKgOlsxIqDxV0RTp4KDyQnp4uzRGKUkcB/5vSlO+SD+9Sb2QpsxDSYaSJFk1TKBRw8lehPEMn7eNiqkRE1JxYtViC3IIFC4xez5gxAzNmzKj23C5dumDr1q0NdStE1Iiys7Oh0Rgm9oeGhgIAgoKCcOnSJRQXFyM/Px8+Pj71eg8xEHJ1da122FvlQMgSpbKMkMKn+sAtICwA2f+rHKDJLa32HLncnFw87RYPF4ULcKZiv1cXr5ovknH2doKuSAdPpYeUDXKCM4K0wQAAdXtn9P2sF35852f0/GP3egecnm29kJeRJ712DWFGiIiImo8GC4SIyDHJ1xASMzHBwcHSvoyMDKsFQtVlgwDL1hIqe1CG4rQSeHc1DFMrzqzI8Di3qv6rMqRTsBQIlT+ofR2hwowiQxBUibeZgZCTjzOQUQoPRUUGKUwVBpVgKK3t1sUV7bu2xx92m1ctpzbyRVUBZoSIiKh5sf9ZTETUpMgDIXlGSHTnzp16tS8IgrQeT+UqbiJ5Rki+5lBN9Fo9jg4+jmPDfsH1NTcgCAIKkgoAADpBB9eA6jMhfu0r3l9RXHv2RZulrbJP6aqEZ1TtQ+OAinlCbgo3qGAIfuSFElyjrZuxYSBERETNGTNCRGRVtQVC9S2YUFhYiLIyQ0W3mjJCdR0aV3StCCW3DMP50tbcgN/gVtDeNLzHxfIL8PXzrfY6J08n6KCDCio4ldb+darPqZhv02JwC7j4qtH68UA4eZr3Vezs6yxteyg8kS88QCenTtI+txjrBkIugRWBkNJNCXUrZxNnExERNS0MhIjIquSls8VASD40rr4ZodoKJQB1D4Q0GRXzezR3NLj0ZsXCp8e1xxHTIrra6xQKBTROGniUe8Bd74GCggJ4eZkY5na/IgkfMi4I7X7fttZ7k3PyrvjK9lJ4GQVCCmcFXDpWHXZXHy6yjJBbiFu95xwRERHZEw6NIyKrqm6OkDUzQuYEQnWdI6TJ0Bi9zj16X9r+pewYWrZsWeO15S6GuUGeCk+kp6fXeB4AOBdWZFRcq1mnpzbyoWp+Sj+4K9zRRmkIpry6eEHpYt2vdNfWFffI0tlERNTcMBAiIqsSM0Kurq5SZqaxM0ItWrSASmWYQ2POHKHSjOorvl0uv4x7+nsmAyGFh+G/HkoP3L552+T7uGkq5ti4BtU9e+PapuL6AGUAwlThUCoMX+M+Pbxrusxi7uEVFfk8O3lYvX0iIiJbYiBERFaVmZkJwBD8iEOpGjsjpFQqpaxQXYfGyf2iPQYAJgMhlY9K2r5zpeYgT6PRwEdfUS3PpXXdAyF5VsZfFYAgZcX/V8+O1g9U3Nu5ofM/IhE0sTXCXgi1evtERES2xDlCRGQ1ZWVlyM3NBQAEBgZK+93d3eHj44MHDx40SiAEGOYJZWZmIjs7u9ZFXDWZmmr3HzMjEHJtWRGcZKfVnH26f/8+WikN96tT6KBupa7x3Jq4VcoIKVHxmdzau6EEtS/qWldhc0Kt3iYREZE9YEaIyMHo9XqkpKRAr9dbvW159kVesACoyAo1xtA4oGKekFarRX5+vsk2pYyQElIp6/u+ubijN8z5adGiRY3XegRWZGJyb+bWeF5ubq4UCGlcNVAo6154wCgjpPRHgLIi2HRrx9LWREREdcFAiMjBxMfHIzIyEi+88ILV287KypK25RkhoGKeUFFREQoKCix+j7pkhES1zRMqzTQEQgpf4OHN3dH5vUh8F3lAOm4qI+QTVDE358GdBzXfd1YOfJS+AIByzzKT91MTZ29nOHkZEvn+ygAEKltLx7jGDxERUd0wECJyIIIg4OuvvwYArF+/HkVFRVZt31QgZK1FVS0JhEzNE9KX61F61xAIJWdfxoot/w9hfwrFxcwL0jmmAiHfNhXZoqLsqv8/ExISsHXrVtxNqQjGhBZCje3VxrWNISsUoPRHa5UhEFL7qeHkoTJ1GREREVXCQIjIgeTm5kKr1QIASktLcejQIau2b24gVJ95QnUdGgeYDoRKs7TA/0YJ5upzsHLlSly/fh0JCQkAgO7du8PNreZsi0vLirk+pbnGRRcyMzMRGxuL+Ph4fLZsvbRf1cryr14x8+OsUMNP6WfYx2FxREREdcZAiMiBVM7E7Nu3z6rtmzM0rrr7qIkgCFi6dCnmzZsnZa/u3bsHwFAZztfXt8Zrzc0IlcoKJeToc3Dnzh289NJL0r6JEyeavEdn34q1gYRCSIEmABw+fBglJSUAgPy0inlK6tZ1L5Qgcgupup6Pe3sGQkRERHXFqnFEDqRyJmbfvn21VlSrC2tnhE6dOoVXX30VAJCamopt27ZJ17Zs2RJKZc1/yzF3jpC8dHaO3hBkffvtt9K+WgOhFhWBkJfSC5mZmWjXrh0A4OTJk9IxsVACAHiEWF7qurqFTZkRIiIiqjtmhIgcSOUA5Pbt2zh37pzV2rd2RujKlSvS9q5duzB9+nTp2k6dOpm81pyMkK5UD01mRSCUqzeu+hYVFYXOnTubfB9nn4pAyFPhafTZTpw4gRBlG/R07olW/xvGBgDeoZYvfiovoS1iRoiIiKjumBEiciDVZWL27duHbt26WaV9c8pn13Qf1RGHwYm2bNkCAFAoFFi0aJHJa03NESq+WYLUFdeRuTcLrR+vCNju6Y3fr7ZsEGA8NE4eCJWWliItMQ3/z3sVPJWeRte07FBz8YXaiMUS5JgRIiIiqjtmhIgcSHWZGGvOExIzQmq1Gj4+PkbHLKkaV9OQtrlz52LQoEEmrzU1NO7av1Jx87Nb0N7V4vbm29L+HH2O0XlPPvlkrffo7Fvx9yQvhZf02RISEtATvaoEQQAQ0Mm/yj5zVZsRYiBERERUZwyEiByIPBMjLhL6yy+/1GtdHzkxEAoMDKwy78jT0xNeXl5V7sOU6gKhmJgYvPvuu7Ve6+XlBRcXFwCG6m1y4S+GSd9+em1FKes8xX20bdsWABAREYEePXrU+j4qVxXwv9oH8ozQyZMn0ce5b7XX+AT6VLvfHK6tXaBQyf7fKgDXaoIjIiIiMo2BEJEDkQcgjz32GABDZTb5XBxL6XQ6aShb5flBIjErZEkg9Mknn+DPf/4zDhw4AFfXqsPDKlMoFAgJCQFgmAsl5xHmjqDxrY32aQQNPP098dVXX+HFF1/E9u3bzS4iofIxrOHjqazICP169Fd0c+5e5dx0pNerOIVCpYBrsIv02jXIFSoXfpUTERHVFX97EjkQMQBp0aIFHnroIWn/1atX6932vXv3oNcbFuSpKRASCyYUFBSgsLCw1jblgdAzzzyD5cuXo02bNmbfU/v27QEADx48wIMHD6T9Op0OF0KNi0Tk6HMQ0iYEPXv2xIoVK8zKBonULQwpIfnQuPxfCqBWGPZ7PuGBI6WHUS6U45TnyRrbMZe4lhAAuLFQAhERkUUYCBE5CEEQpIf0oKAgRERESMeskREyVTFOVNeCCWIgJB/mVhdiGWsAuHnzJgDDorKjR4/GM289g9PaU9LxHH2OUWW7unAPNAQjLgoX5N7ORVZWFsLywqXjkfGdcOLh43jq/gQ4ja7/166rbC0hzg8iIiKyDKvGETmIBw8eQKMxLB4aFBSEjh07SsesHQhVrhgnqlxCW34P1REDIXkFuLoQM0KAIRDy8/NDXFwcUlNTAQA7NNvQW90HAJCpz7A4EJJXctNmluHkLyfR27k3AECn0sFvUCvsG7AP58+fR9++1c8bqgujjBADISIiIoswI0TkIOQZmODgYHTo0EF6bY2hcdbOCJWVleH+/fsAag6saiPPCN24cQPLli2TgiAAuFh+EeuKP8VJ7QnsKNkuzSmqK3klN9dCV5zbcx4tlIYS2UIXPVRuKnh5eWHAgAFQqVQWvYecZ6eKBVm9oqpWpSMiIqLaMSNE5CDkJauDgoLg6emJoKAgZGRkNNrQuLosqpqTU1HK2loZocTEROl1eHg4UlNTsVuzE7uxs8r91YWbLCPkr/RHxk+yoPOxoOouqZegca1x/1QeFCoFAh+3LEgkIiJydMwIETkIeQZGzMyI84Sys7ORn59fr/bli5ZaIyMkL5RgaSBUOSOUnJwMAGjVqhXGjx9f5XyLh8aFyAOhAAiyat2hA0MtatMUpVqJmA+j0WVxZyid+DVORERkCf4GJXIQlYfGATCao1Pf4XHWzghZIxAS1wQCgIsXL0pltKOiojBgwIAq51tjaJy/0h9BqorP6dWBQ9eIiIjsEQMhIgdhKiMENE4g1NgZITc3N2l+0fnz56X9UVFR6N+/f5XzLR4aF2I8NC5IaficZU5lUPurLWqTiIiIGhYDISIHUXmOEACrVo4TAyGVSoWWLVtWe46Xlxc8PAwT/RsjEAKM5wmJIiMjERwcjNDQUGmfWq2u8b5ro3JXAd6G7daq1ghQGoIvfStdvRZPJSIioobDQIjIQVSXEWqIoXH+/v5QKmv+ahGzLo0xNA4wnickioqKAgCj4XHBwcH1ClpcggyZHz+lP5wUhjo07qHuFrdHREREDYuBEJGDEAMhb29vKSsjL6Fd14zQ2bNnkZKSAsCwWKtYLKGmYXEiMQjLz89HUVFRjec1ZEZIDIRiY2OlfZbODxJ5tq86FyjgIcvvm4iIiBoWy2cTOQgxEJLP07G0hPbPP/+MQYMGAQAWLFgAjUaD8vJyALXPs5Efz8jIMJqnJAgC9u3bh4CAgAbLCDk7OyMsLAyAcUZIXljBEl6hnshBrtG+VtGt6tUmERERNRwGQkQOoKCgAIWFhQCqBioRERHIyMiQSmh7e3vX2t5///tfaXvBggVGx+bMmWPy2soFE+SB0LJly/DXv/4VarXaKPixZkaoY8eOcHIyfPV169YNf/jDH3D48GG88MILFr8HALjKKseJODSOiIjIfnFoHJEDSE9Pl7YrB0KWzBO6efNmtftXrVqFsWPHmry2phLa2dnZWLhwIQBAq9VK9+zu7g53d8sDisoZIXFYHAAoFAqsX78eaWlpiIuLs/g9AONFVUXuYQyEiIiI7BUDISIHIK6fA1QdAiafJ3Tt2jWz2pMHQs7OznBycsI///lPPP/887VeW1MJ7QULFqCgoKDK+fXJBgFVM0LyQMiaXIONAyFBJRiV1SYiIiL7wqFxRA7g1q1b0nabNm2MjonzZQAgLS3NrPbEQMjHxwdZWVnIy8urtUiCqLqMUFJSEj755JNqz69vINSyZUu4u7ujuLgYQMMFQpUzQi4haihULJ1NRERkr5gRInIApjJC8kDo+vXrtbal1+ulwKpdu3ZwcXExOwgCjDNCYiC0ePFi6HQ6AMYFDID6B0IKhcIoK9RQgZBLoAsUzhWBj08nnwZ5HyIiIrIOBkJEdmLHjh2YM2eO0Xwea7FmRig7OxtarRZA9Wv01EYeiImB12+//QbAsKjp3r174eNTEUTUNxACgM6dOwMAXFxcEBkZWe/2qqNQKoyGx7FQAhERkX3j0DgiO5CXl4dp06ZBq9Xi/PnzOHr0aL0W96zMVEYoICAAbm5uKCkpMSsjJJ8fZEkg5OHhgeDgYNy5cwdXr16FIAhITU0FAISHh6Nly5Z46qmnsG7dOgDWCYTeeecdODk5YezYsWZVxbOUWxtXlNwoAQC4h1WtIkdERET2gxkhIjtw5coVKcty/Phx7N6926rtixkhtVoNPz8/o2MKhQKhoaEADBkhQRDMaguwLBACIJXMzs7OxuXLl1FSYggexMINM2fOlM7t2rWrRe8h16VLF2zbtg1Tp06td1umuIVUBD/MCBEREdk3BkJEdqByJua1116TAiNrEDNCbdq0qTbTJA6P02g0yMrKMtmWNQIhecnu7777TtoWA6QBAwbgm2++wb///W/Ex8db9B620DKuBQBA5aGCby9f294MERERmcShcUR2oPLcnGvXrmHNmjX485//XO+2CwsLkZeXB6DqsDiRmBECDEFZ69ata2yvvkPjABgtoioPhOSlvJ944gmL2ralNvEhcA12hVtbN7j4qW19O0RERGQCM0JEdqC6uTnLly+3Stvy+UGVCyWI6lIwwRqBkDwj9OOPP0rb8kCoKVIoFfAf6gfPCA9b3woRERHVgoEQkR2QBx9iMJCWlobCwsJ6t22qUIKoLiW0xaFxSqXSaE2gupBnhDQaTbX7iYiIiBoSAyEiOyAGH+7u7oiLi5P2X716td5tmyqdLao8NM4UMSMUHBwMJyfLRtdWF/AolUqj+yAiIiJqSAyEiGxMr9dLGaHQ0FB06tRJOnblypV6t1/XjFB1Q+NSUlIwZ84c7Nu3D9nZ2QAsHxYHVJTQlmvbti3Uas6rISIiosbBYglENpaVlYXS0lIAhoBEHgilpKTUu31zMkItWrSAl5cXCgoKqmSE7ty5g6FDh+LOnTtG++sTCAGGrJC8TQ6LIyIiosbEjBCRjckDj9DQUKNCAtbOCNUUCCkUCikrdPPmTeh0OgBASUkJxo8fXyUIAuofCMk/J9D0CyUQERFR08JAiMjG5EPRwsLCjDIj1swIqdVq+Pv713ieGAiVlZVJgc9LL72E06dPV3u+NTJCcgyEiIiIqDExECKyMXlGKCwsDB4eHlLmxhqBUG2LqYoqF0zQ6XT4/PPPARjm9Hz11VdG59c038hclTNCHBpHREREjYmBEJGZCgoKcPz4cWi1Wqu2K88IicGIGCTk5OQgNzfX4rbNWUxVVLmEdkZGBsrKygAAw4cPx9ixY7Fy5Uq4uroiODgYQ4cOtfi+AGaEiIiIyLYYCBGZIT8/Hz179kRsbCwWLlxo1bYrZ4QAWKVynE6nw4kTJ6TXNc0Pqvze4j3duHFDei0Ogxs9ejSuX7+O69evw8vLy6L7ElUOhMLDw+vVHhEREVFdMBAiMsP8+fOlgGTPnj1WbVvMCHl7e8PX1xeA8bCxug6Pu3z5MubOnYvWrVtjxIgR0v7aMkLyQCQ1NVVaLwgwng8UEBBglTLXHh4eaN++PQBDkFbfwIqIiIioLlg+m6gWp0+fxooVK6TX165dg16vh1JZ/78j6HQ6KeAICwuT5vBYmhHavHkzpk+fDkEQqhyrbSibPBC6du2aUSAkBizWtnTpUixduhSvvPJKg7RPREREVBMGQkQm6HQ6PPfcc0aBhUajQXp6er2LBQBAenq6NA9HPjTN0rWEvvjiC+le1Wo1Ro0ahX79+mHkyJHo2bOnyWvd3d0RFBSEjIyMKoFQfSvE1eSpp57CU0891SBtExEREZnCQIjIhCNHjiAhIaHK/qtXr1olEEpNTZW25VXbwsLCoFQqodfr65QREtvz8PBAWloa/Pz86nQ/4eHhyMjIQFZWFpKSkqT9DRUIEREREdkK5wgRmfDzzz9L2wMGDJC2rbHQKQBcunRJ2o6KipK21Wq1lCFKSUmpdqhbZTqdTppv1KFDhzoHQeJ1ol9++QUA4OzsjMDAwDq3RURERGTPGAgRmXDs2DFpe8aMGdL21atXrdL+xYsXpe0uXboYHRMLJhQWFiIjI6PWtm7fvo3y8nIAlldgk1+n0WgAGIosWGM+FBEREZE94dMNUQ3Ky8ul8tPBwcF45JFHpGMNkRGKjo42OibPECUnJ9falnyYnaWBUHVr+TRUoQQiIiIiW2IgRFSD8+fPo7CwEAAQGxuLdu3aSWWjrZ0Rat26NVq2bGl0rHPnztK2fL5OTRoqEOL8ICIiImqOGAgR1UA+LC42NhYqlUoKMK5evQq9Xl+v9u/evYu7d+8CqJoNAuoeCMkXZrXG0DgRAyEiIiJqjhgIEdWgciAEVMzb0Wg0uHPnTr3alw+Lqzw/CLBNRiggIAAeHh5G+xgIERERUXPEQIioBmIg5O7ujm7dugEAIiIipOP1nSdkqlACAPj5+cHf3x+AcdBUEzEQUigUFs/rUSgUVYIoBkJERETUHDEQIqrGrVu3cOvWLQBA37594ezsDKAiIwTUf56QPBCqbmgcUJEVyszMRF5ensn2xEAoJCQErq6uFt9X5XlCLJZAREREzREDIWrStFotxowZg5CQEJw+fdpq7f7000/StjgsDrBuRshUxThRbcPjli5dCn9/f7z33nvSfCNLh8WJKgdC1lg4loiIiMjeMBCiJm3Hjh3Yv38/7ty5gzVr1lit3e3bt0vbw4YNk7YbIiMUGBiIVq1aVXuOPECqHAjdvXsXb775Ju7du4f58+dL++sbCMmv9/Pzg7u7e73aIyIiIrJHDISoSZMHP+astVNZbm4u9u/fj8uXL0tV4HJycrB//34AhmFmgwYNks5v27atVEK7PhkhecW46uYHieQZocrzhDZv3oyysrIq11gzI8T5QURERNRcMRCiJuv8+fNGld1SUlLqdL0gCBg2bBjGjBmDqKgo+Pr6YtGiRdixYwfKy8sBAPHx8VCpVNI1lUto63Q6s95r165diImJwYoVKwCYNywOqHlonCAIWLduXbXX1DcQkme9wsLC6tUWERERkb1iIERNVuWhcDk5OcjJyTH7+gcPHuDs2bPS64KCArz55pt48803pX1Tp06tcl1MTAwAQwltc7NCCxYswMWLF/HSSy/h9OnTOHjwoHTMVEYoJCQEXl5eAIwDoV9//RUXLlwAAOm4yBpD42bNmoX27dvjz3/+c73aIiIiIrJXDISoSSooKMDGjRur7L98+bLZbYhV4QDDPB3R/fv3ARgCFLFstlz37t2l7cTERLPeSwxaAENwtXjxYgCGctVDhgyp8TqFQiFlhdLS0lBcXAwARtmgpUuXSvekUqnQqVMns+7JlE8++QRpaWkYOHBgvdsiIiIiskcMhKhJ2rx5MwoLCwEYZ0TqEgjdvn1b2p41axZeeeUVo+NTp06FQqGocl1dAyExeBFduXJFmtszb948REVFmbxeDIQEQcDly5eh0WiwZcsWAICHhwfi4+Oxbds2TJgwAStXrqyx8AIRERERVXCy9Q0Q1ZUgCEbD4t544w1pOFtd5gnJM0Jt27bFzJkzce7cOfzwww9wdXXF7373u2qvk2eJ5EPrapKZmVnt/q5du2LhwoW1Xi8fOnfu3DlotVrk5+cDAMaPHw8vLy94eXlh9+7dtbZFRERERAbMCFGT88svv+DcuXMADIudTpkyRTpm6dC4tm3bwsnJCXv27MGKFSvwn//8p8aFRENCQqSsizkZoYyMjCr7XF1dsXHjRri4uNR6vTwDlZCQYPSeffv2rfV6IiIiIqqKGSFqcuTZoD/96U9o164dXFxcUFpaWq9ACADc3d3x4osvmrxOoVCge/fuOHjwIDIzM5GVlWU0x6gyeSD0j3/8A507d0ZkZKTJanFyPXr0kLYTEhJQWloqvZYHSURERERkPmaEqEm5d++etNhpixYtMHnyZKhUKkRERACoW0nr6gIhc9VleJx8aFxISAgmTJhgdhAEGBY1Fe8vISEBCQkJ0rGuXbua3Q4RERERVWAgRE3Kpk2boNVqAQAzZsyAm5sbACAyMhIAoNVqkZaWZlZbYiDk6ekJb2/vOt1HXQomyDNCrVu3rtP7iMSsUEFBAU6dOgXAsMaPj4+PRe0REREROToGQtSkiEEAAEyfPl3aFgMhwLyCCYIgSIFQ27Ztq60OZ4qlGaGgoKA6vY9IPjxOEAQAHBZHREREVB8MhKhJuXr1KgDDPB152Wn52jnmzBPKycmBRqMBUPdhcQAQFRUFtVoNoG4ZIUsDoYcffrjKPgZCRERERJZjIERNhiAIuHLlCgCgXbt2cHV1lY7JM0LmBEL1mR8EAGq1WiprnZycjJKSkhrPFQMhJycni9f4kWeERNUt9kpERERE5mEgRE1Gbm4u8vLyAEAqjiCSB0LJycm1tiVfTNWSQAioKFSg1+tNvqc4NC4wMBBKpWU/cm3atKkSRDEjRERERGQ5qwVCWq0WCxcuxOjRozF48GDMnj1bGsYEABs2bMDw4cMxbNgw/Otf/5LmOQDAxYsXER8fj9jYWMyePbvadVeIxGwQAHTs2NHoWMuWLRESEgLAMI9ILKhQk/pmhAAYVX5LSkoyOiYIAgoLC6HT6ZCdnQ3A8kIJgGEooDwr5Ovri3bt2lncHhEREZGjs1ogpNPpEBISgvXr1+PQoUMYNGgQ5s6dCwA4evQodu7ciQ0bNmD79u04evQovvnmGwCGAGrevHmYMmUKDh06hJiYGLz99tvWui1qRuSBdeWMEAAMGzYMAFBcXIwTJ06YbMsagVDnzp2lbXkgdPDgQcTExMDHxweLFi2CXq8HYPn8IJF8nlC3bt3qXOCBiIiIiCpYLRByc3PDs88+i8DAQKhUKjz99NO4c+cO8vLysH//fjz11FNo06YN/Pz8MG3aNBw4cAAA8Ntvv8HNzQ3jxo2Di4sLZs2ahUuXLjErRFWYyggBwPDhw6XtH374wWRb1g6ELl26BEEQMGvWLAwfPhyXLl2CXq/He++9J51T30BInhHi/CAiIiKi+nFqqIbPnTuHli1bwtfXF9evX8fo0aOlY506dcKqVasAAKmpqUZ/3Xdzc0ObNm2Qmppa7YOjVqutMuzJyclJquBVHfEv8uJ/qeEkJCRg1qxZ0ryYHj16YOvWrfDw8DB5nTl9JA+EwsPDq5w7dOhQafuHH37AggULamxLHggFBwdb9G+jffv2cHFxQWlpKZKSknDgwAF8+umnRueUlpZK24GBgfX6Nzh69GhERkYiKysLM2bMaPR/z/w5sm/sH/vHPrJ/7CP7xz6yb/bSP+bOyW6QQKiwsBDvv/8+nn/+eQCGoUqenp7ScQ8PDxQXFwMASkpKqjwke3h41FiFa/369fj3v/9ttG/SpEmYPHlyrfclf/ilhvHmm28iISFBep2RkYEPP/wQM2bMMOt6U3108eJFAIb5Mk5OTrhx40aVcyIiInD16lWcOnUK58+fN1ootaCgAPv27UNKSoq09o+3tzdycnKQk5Nj1v1VFhYWhuTkZFy5cgW7d++W9sfExODChQtG56rV6mrvuS727duHsrIyuLi41LstS/HnyL6xf+wf+8j+sY/sH/vIvtm6f8LCwsw6z+qBUGlpKebOnYu4uDiMGzcOAODu7o7CwkLpnKKiIri7uwMwZICKioqM2igqKoKbm1u17c+YMQNTp0412mdORujWrVto27atxVW7qHaCIEhBkEqlgk6nAwAcOnTIZHYGqNpHhYWFePDggVQAQRAE3Lx5E4BhKJt83SC5UaNGYeXKldDpdLh+/TrGjh2L4uJizJs3D59//rkUgIvat2+P9u3bW/yZu3btiuTkZJSXl+Pbb7+V9q9duxaxsbFG50ZHR9frvWyNP0f2jf1j/9hH9o99ZP/YR/atqfWPVQOh8vJyvPnmm/D398fLL78s7Q8LC8PVq1cRFxcHAEhJSUF4eDgAwxCnr776Sjq3pKQEt2/flo5XplarTQY9piiVyibRKU1VSkoK7t69C8AQkFy/fh2XLl3CsWPHkJGRIQU1piiVShQXF6N///64dOkSNm3ahKlTpyInJ0cqnd2xY8ca+3HEiBFYuXIlAEMANn78eGzcuBFr1qyp9vwpU6bU69+EvHJcVlYWAKBDhw4YMGAAunXrJmWeACAkJKRZ/Pvjz5F9Y//YP/aR/WMf2T/2kX1rKv1j1Tv8xz/+gdLSUixYsMCootXo0aOxa9cupKen4969e9i8eTMee+wxAEDPnj1RUlKCvXv3QqvVYt26dYiOjq73xHJqfMeOHZO2Y2NjjYYr7tq1y+x2du3ahUuXLgEA3nrrLeh0OqP5QdVVjBMNHjwYKpUKQEXBhB9//FE6/sc//hGHDx/GyZMnceXKFbz55ptm31d15IGQSMwEjR8/3mg//00TERER2Q+rBUIZGRnYu3cvEhISMHToUAwcOBADBw5EQkIC4uLi8OSTT+KZZ57BpEmTEBsbi7FjxwIwZHiWLFmCzZs3Y+jQoTh79izeeecda90WNaLKgdCkSZOk19u3bze7nU2bNknbaWlpOHDggFHp7Ooqxol8fHzQp08fAIaS1unp6VIpbXd3d3z88ccYMmQI+vTpYzKgMpe8cpyopkAoMDCw3u9HRERERNZhtaFxQUFB+PXXX2s8PmPGjBonzHfp0gVbt2611q2QjYiBkLOzM3r37g03NzdER0dLw+PS09NrHR53584dHDx40GjfqlWrpOAGMJ0RAgzD43755RcAhqBKLCrQu3dvODlZd1qcOExPXh1FDIS6deuG8PBwpKamok2bNnB1dbXqexMRERGR5ex/8B41CTk5OUhOTgZgWPhTLHZR1+FxW7duhSAIRvu+++47o0IEpjJCgPF6QsuWLZO2+/XrV+v715WLi4tRYObr6ytliRQKBT7//HNMmDABa9eutfp7ExEREZHlGAiRVRw/flzalldLe/LJJ6Xtw4cP19rO5s2bpe2ZM2dK22fOnAFgmHxXUyENUd++faWS7NnZ2dL+/v371/r+lpAPjxswYIDR5MC4uDjs3r3baB0tIiIiIrI9BkJkNkEQsG7dOqxfv75K1kY+P2jAgAHSdpcuXeDj4wMAOHHiRJXr5M6ePYvExEQAQJ8+fbB48eIqFQJfeeWVWoeYqdVqDB48uMr+vn37mrzOUvJAqHLJbCIiIiKyTwyEyGwHDhzAs88+i5kzZxotHnr37l1s2bJFei0PBpRKpRSAZGZmSmsBVSYIAhYtWiS9njlzJvz9/fHpp5+if//+ePnll5GcnIwPP/zQrHuVD48DgNDQULRu3dqsa+vqiSeeAGCYGyXPgBERERGR/WIgRGaTZ302btwIANBqtZg4caIU4AwePLhKwCEfkiYWMajsm2++walTpwAY5gCJhTWmT5+O48eP45///CciIyPNvtfKgVBDDYsDDBmwixcvIjk5GVFRUQ32PkRERERkPQyEHIher4dOp4NOp7Po+qSkJGn7u+++Q35+Pv7v//4PP//8MwBD5UD5HB+RvEiBWMparqysDK+//rr0+oMPPrB40VxRTEwMAgICqr2HhhAdHV3r3CUiIiIish8MhBzEhg0b4OPjAycnJzg5OWHUqFHQarV1akNc5BQASktL8dZbb+GTTz4BALi6umLPnj3VlseWl76uHAjp9Xq8+OKLSElJAQAMHDiwyvo7llAoFBgxYoT0Wj5viYiIiIiIgZCDWLhwIQoLC6XX33//fZ0WOdVqtUaLmgLAihUrpO2PPvoIvXv3rvbali1bSsPaEhISUFpaCsAQBD3//PNSMKVUKvHhhx9CoVCYfV+mvP3224iNjcXLL7+Mnj17WqVNIiIiImoeGAg5gPT0dKSlpQEAvL29pf2rV682u42rV6/WOKSuY8eOmDVrlsnrxaFpWq1WKoW9fPlyaX0dpVKJZcuW1RhMWaJTp044evQo/vnPf1otuCIiIiKi5oGBkAOQFzl48cUX8dBDDwEwFC5ISEgwqw35sDgXFxejY++//z6cnZ1NXi8vViAOj9u0aZO074svvsDYsWPNuhciIiIiovpiIOQA5IFQbGwsXnjhBen1qlWrzGpDXihh9uzZ0nbv3r0xceLEWq+XFys4duwYHjx4IK0Z1K1bN8THx5t1H0RERERE1sBAyAHIA6H+/ftj6tSp0hC5L7/8Evfv36+1DXkg9Nxzz2HevHkYMmQIvvjiC7OGnXXp0gUtWrQAAPznP//B4cOHpcVVBw0aVKfPQ0RERERUXwyEmrnCwkIp8yIGI56envj9738PACgpKcGuXbtqbUccGqdSqdCxY0d88MEHOHz4sNnr5jg5OeHxxx8HABQUFOCdd96RjjEQIiIiIqLGxkComTt16pRU5CA2NlbaP2nSJGn7119/NdmGTqfD5cuXAQAREREWr/EjL4stn5s0cOBAi9ojIiIiIrIUA6FmrvL8IFH37t2l7doKJty4cQMajQYA0LlzZ4vv5dFHH4Wrq6vRvsjISAQGBlrcJhERERGRJRgI2VhZWRlOnz6NY8eO4eTJk9IaO9ZSUyDk5eWFjh07AgDOnTuH8vLyGts4fvy4tF2fQMjDw8NokVOAw+KIiIiIyDYYCNnY448/jj59+iAuLg79+vXDwIEDa1yvp670er1UqjowMBDh4eFGxx9++GEAgEajQXJycrVtHDlyBM8995z0ur7r/MiHxwEMhIiIiIjINhgI2dDZs2fxn//8x2jf6dOn8f3331ul/ZSUFDx48ACAoXx15epuPXr0kLbFRU7ljhw5gjFjxqC4uBgAMGbMmHqv9fPEE09Aqaz4Z8dAiIiIiIhsgYGQDW3cuFHali84au7aPnJarbbK8LbTp09L23369KlyjZgRAqrOE6ouCNq1axdUKlWd703O398fY8aMAWAIxNq1a1ev9oiIiIiILMFAyEbKy8uxefNmAICzszP27NkjBQUHDhxAamqq2W0dO3YMPj4+6Nq1K27fvi3tlwdC1Q1pqykjdOzYsWqDIBcXF7PvyZTPP/8cmzdvxr59+6zSHhERERFRXTEQspGDBw8iMzMTgCHQ8Pf3x5w5cwAAgiDg448/NrutDz/8EBqNBklJSRg3bhyKiooAGAdCvXr1qnKdn58f2rZtCwBITEyEXq8HAPzlL39psCAIAFq0aIHf/e53CAoKslqbRERERER1wUDIRuTD4p555hkAwB//+EdpjZ5169ahpKSk1nY0Gg3++9//Sq/PnDmDP/zhDygtLZWGu0VERKBFixbVXi9mhfLz85GamgqNRiNlhzp27Gj1IIiIiIiIyB4wEGpghYWFEATBaF9BQQG++uorAIbsyOjRowEAAQEB0kKnubm5ZhVNOHTokJS9Ee3cuRNz586VSnFXNz9IJB8el5CQgIsXL0pV6/r3788giIiIiIiaJQZCDWjdunXw8fFBTEwMDh48KO3fvXu3FLw8/fTTRsHGlClTpO0DBw7U+h579+6VtmfNmiVtywsumCp5LS+YcPr0aZw9e1Z6LV90lYiIiIioOWEg1EAEQcCiRYug1+tx6dIlDB8+HM888wzKysqMhsVNnz7d6LqhQ4dKw+MOHDhQJZtU+T2+/fZbAIBarcayZcswfPjwKueZCoT69u0rbR85cgSJiYnS627dupn+kERERERETRQDoQZy/vx5XLt2zWjfxo0bMXfuXBw6dAgA0KFDB6Oy2QDg4eGBwYMHAwBu3bqFS5cu1fgeiYmJUpW4YcOGwdPTE2+99ZbROSqVymj4W2WBgYGIiYkBAPz66684cuSIdIyBEBERERE1VwyEGsiuXbuk7XHjxkmLiK5YsULK8kyfPr3KIqcA8Nhjj0nbpobHyd9DXOh00KBBiIuLk/bHxMTA3d3d5L2KWSRBEHD+/HkAQNu2bdGqVSuT1xERERERNVUMhBrI7t27pe1Vq1bhT3/6U5Vzpk2bVu218kDou+++q/ac4uJirF27FoAh6yMGQgqFwigrNGDAgFrv9ZFHHqmyj9kgIiIiImrOGAg1gJSUFFy4cAGAofJaSEgI3nvvPQQEBEjnDBgwAB06dKj2+sjISLRv3x4A8PPPP6OwsLDKOZ9//jnu3bsHAJg8eTJCQkKkYyNHjsTixYvx9NNP44033qj1fgcNGgSVSmW0j4USiIiIiKg5YyDUAHbs2CFtT5w4EQDg6+uLjz76SNo/e/bsGq9XKBRSVkir1UoV55YuXYquXbtiyZIlWLZsmXT+X//61yrXv/baa9i6dau0YKop3t7eRkUTAGaEiIiIiKh5c7L1DTQ3CQkJeP/996XXTz75pLQ9bdo0eHh4oKioCFOnTjXZzpgxY/Dxxx8DMMwF6tOnD+bNmwdBEPDaa69J5w0bNsyoBLalHnnkERw/flx6zYwQERERETVnDISsKCMjA2PHjpXWCJoxYwbCwsKMzpkwYYJZbY0YMQLe3t7Iz8/Hnj178NBDD1VbSvvVV1+t/43DUDDh3XffBQB4enoiPDzcKu0SEREREdkjDo2zkpKSEkyYMEEqZ92vXz+sXr3a4vZcXFwwbtw4AEB+fj7eeecd6ZiYrRk0aBAeffRRy29apl+/fmjZsiUAw7wmscodEREREVFzxKddK/ntt9+kxUjbtm2Lr7/+Gq6urvVqc9KkSdK2WDCha9euOHPmDK5cuYIffvih2vLbllCr1di9ezdeeuklrFy50iptEhERERHZKw6Ns5K4uDj89NNPmDp1Knbs2IHAwMB6tzly5EhpeJwoPj4eCoUCERER9W6/ssGDB0uLuRIRERERNWfMCFlRnz59kJSUZLVCA/LhcaKnn37aKm0TERERETkyBkJW5uRk3SSbfHhc3759qxRfICIiIiKiumMgZOceffRR9O/fHy4uLvjb3/5m69shIiIiImoWOEfIzqnVahw7dgylpaX1Lr5AREREREQGzAg1AQqFgkEQEREREZEVMRAiIiIiIiKHw0CIiIiIiIgcDgMhIiIiIiJyOAyEiIiIiIjI4TAQIiIiIiIih8NAiIiIiIiIHA4DISIiIiIicjgMhIiIiIiIyOEwECIiIiIiIofDQIiIiIiIiBwOAyEiIiIiInI4DISIiIiIiMjhMBAiIiIiIiKHw0CIiIiIiIgcDgMhIiIiIiJyOAyEiIiIiIjI4TAQIiIiIiIih8NAiIiIiIiIHI5CEATB1jdBRERERETUmJgRIiIiIiIih8NAiIiIiIiIHA4DISIiIiIicjgMhIiIiIiIyOEwECIiIiIiIofDQIiIiIiIiBwOAyEiIiIiInI4DISIiIiIiMjhMBAiIiIiIiKHw0CIiIiIiIgcDgMhIiIiIiJyOE0+EMrPz8e9e/dsfRtkgkajkbYFQbDhnVBNMjMzsXPnTpSUlNj6VqgGRUVFRj9LZF9ycnJw+fJlAPyes1d8XrB/fF6wb83xWcHJ1jdQH0uXLsWRI0fg7++PkSNHYtSoUWjRooWtb4tkPvroI1y8eBHBwcGYOHEievToYetbokpWrVqFrVu3YuTIkRg6dChcXFygVDb5v5E0K0uWLMHx48cREhKC8ePHIzY2Fu7u7hAEAQqFwta35/Dy8vLw+OOPo0+fPpg/fz78/PzYN3aGzwv2j88L9q25Pis02U+wfPlyJCcnY8uWLZg4cSJOnjyJS5cu2fq26H+uXr2KGTNm4ObNm/jLX/4CHx8fLF68GHl5eba+NZK5cOECLl68iO3bt2P+/Plo1apVs/hia042bdqEpKQkrFmzBr1798Y333yDjRs3AgAftO2AIAgoLCxEhw4d4OvriwMHDgBg39gTPi/YNz4v2L/m/KzQJD9FYWEh0tPTMWHCBHh5eeHxxx9HcXExcnNzbX1rDq+8vByA4S+kHTt2xL/+9S889NBDePXVV6HRaHD06FEATHnbkthHAJCSkgIfHx8EBQUhMTERX375Jc6cOYPCwkIA7Cdb0Wq1AAC9Xo/MzEz0798fQUFB+MMf/oAxY8bg8uXL2L9/v3QONS6xf3Q6HRQKBRQKBdRqNcLCwpCSkoKkpCTpONmG2Ef5+fl8XrBT+fn5AID79+/zecEOFRQUSNvN+VmhSQRCRUVFWLt2Le7evQsA8PT0RG5uLu7cuYPs7GxotVqUl5dDo9EgLS3N6EGPGsf9+/fx/vvv49ChQwCAXr16IT4+HkDFmN/IyEjpLwj8a2njE/vo8OHD0r7s7GxERERgz549ePnll3H9+nUsXrwYq1evRn5+Pvupkd2/fx8LFy7EZ599BgBQKpXIyMiAWq2Wzunfvz+6du2Kw4cPo7CwsNn8Va4pEPtn/fr1AACVSgVBEFBQUIBu3bph2LBhUKlUOHLkiHQcaNoPCU1N5Z8hb29v3L9/n88LdiQvLw+vvvoqpk+fDgDo3bs3pkyZAoDPC/ZA7J9p06ZJ+7Kysprts0KT+A26d+9efPrpp/jxxx+lH5K5c+dCEAS8/vrrGDx4MPz9/XHmzBksX74c33//vY3v2LGsWbMG48ePR0lJCYYNGybtDwsLAwC4uLgAMEyyCw4Otsk9Ojp5Hw0dOlTa36VLF2zYsAGJiYnYsmUL/va3v+H1119HSUkJvvnmGxveseP58ccfMWnSJADA0KFDpcmoI0aMwBdffCGd5+Pjg5iYGDg5OSExMdEWt+qQ5P0zZMgQKeOgUCjg5uaGhIQEhISEYMiQIbh16xYWLlyIrVu3SudQw6v8M1RcXAyAzwv2ZPXq1Rg3bhyKiorg4+ODs2fPAgDCw8MB8HnB1ir3j/g7Jjo6utk+KzSJYgmurq5o164d9uzZgx49eqBDhw6Ijo5GREQEsrOzER8fjxEjRkCj0eBf//oXrl69ivLycjg5NYmP16S99tprOHToEL799lsEBgZWOS5OGE5LS4Ner0fHjh2lYzqdTvqLKTUcU300cOBAREVF4eeff8YLL7wAAIiJicHhw4eRn5/PPmpEiYmJmDFjBqZOnWq0f9SoUfj000+xatUqqY86d+6MzMxMDotrRDX1D2DIQvTu3RsqlQp3797FyZMn4erqiieeeAKAYfgiM3cNr6Y+6ty5M8LCwpCVlcXnBRspKCjAK6+8gpKSEmzZsgWtWrXCX/7ylyq/X/i8YBu19c/gwYPRuXPnZvmsYLffzIIgSMMJcnJy8NZbbyE4OBjbtm2T/sqTn5+Pffv2ITIyEoAhYNJoNHBzc+OXWiOZOHEiPDw8EBgYiKtXr2Lp0qX4+uuvkZCQAKBijPyVK1fQunVreHh44MKFC/j73/8ulZqlhlVTH/36668AgOeeew4FBQVIT0+HIAhQq9UoLi6Gl5dXk/1ia2ry8vLw22+/YdSoUbhx4waef/55fPjhh9iwYQMA4PXXX8cXX3wh/cx4eHjA3d29WZUwtWe19Y+3tzd2796N2bNnY9u2bRg9ejS6dOmCmzdvAgCDoEZQWx8VFxdj//79fF6wEbVajb///e/YtGkTgoOD4eLignv37km/h+R/1OHzQuOrqX9+++036Zw5c+Y0y2cFu/npLy4uxsaNG+Hv74/Y2FgEBARIwwm0Wi2SkpLw4osv4oUXXkBGRgZCQkLg5+eHIUOG4O2338Yf//hHHDx4EKdPn8a7775r40/TPFXuo1atWqFPnz6Ijo5Gv379EBgYiNjYWBw/fhyrV6/G8uXLER0dDQBIT0+Hs7MzlixZgv379yM+Pl46RtZTlz5KTEzEsmXL0KtXL0yZMgUrVqxAREQEioqKkJiYiAkTJtj64zRLlfvIz88Pvr6+8PLywrp165CWlobu3bujffv2WL58OVxcXBAfH4/p06fjgw8+QGRkJPLy8pCeno6HHnrI1h+n2alr/7i6uqJ///7o06cPgoODMWfOHDg7O+Ozzz5DUFCQrT9Os1TXPlKr1fjd736HQYMG8XmhkVT3TNemTRvodDro9Xo4Oztj1KhRUvZHqVRK/+XzQsOzpH8efvhhTJ06tdk9KygEO5jFmZCQgPnz56Nr167SXzgHDx6M8ePHQ6/XY82aNYiMjMTw4cOxZMkSnDhxAj4+PnjrrbfQtm1brFq1Cnfu3IGXlxdeeeUVeHp62vgTNT/V9VFsbCyeeuop3Lt3D++//z5ef/11BAQEAAA+/vhj/PTTT/jyyy+h1+sxc+ZMXLx4EY8//jjmzp3LPmoAlvTRkSNHsHXrVuh0Opw/fx6nTp1CYWEhZs+ezT5qAKa+67Zv345du3Zh4MCBePHFFwEAR44cwZdffomlS5fCw8MDCQkJOH78ODQaDZ5//nn2kZXVtX8OHz6MHTt24O2334a3tzfc3d2ltjgcrmFY8jO0ZcsWLF26FGq1GqtWrUJGRgafFxqQqT6Sr6/16aefIjU1Fe+//7708yIIAmbOnIkLFy7weaGBWNI/4vBRvV6P8+fP4+TJk83nWUGwA5999pmwaNEiQRAEoaioSNi5c6cQHx8vJCUlCYIgCKtXrxZ27twpXLhwQZg8ebIQFxcnLF++3KgNjUbT6PftSGrro9zcXEEQKvohKSlJmDBhgnDjxg1BEAThyJEj0rnUMCzto1u3btnmhh1QTX2UlpYmXL9+XZgwYYIwb948QRAEoby8XNDr9cLw4cOFX375RWpDr9fb5N4dgSX988gjjwgnT54UBIF90xgs/Rk6fvy41AafFxpWTX2UkpIiCIIgaLVaQRAE4ezZs8KgQYOEkpISQRAEoaysTBAEPi80NEv7R6fT2eaGG5hN/lyVl5cnLZRVWlqK27dvw9/fH+Xl5XB3d0eHDh2Qnp4uLRqoVCqxbt06vP766/j973+P5557DocPH0Z2drbUplhphKzD3D7atGkTAEgrdIv9kJiYiK5du6Jdu3YADH9tiIqKavwP0oxZq4/atGljk/t3BOb00a1bt7B+/XqEhoZi6tSpSElJwdGjR6FSqZCSkoLo6Gh06tRJapMVyKzHGv3TpUsXREREAGDfNARr/QyJc4MAPi9Ym7m/iz7//HMAgLOzMwRBQHBwMLp06SLNE5JPzOfzgvVYq3+aa4a7UT+VXq/HihUrMGbMGBw6dAilpaVwcXFBQEAAkpOTcfv2bQCGB7ZevXrh7t27SE5ORu/evTF58mRs3LgRo0ePxrRp0zBr1ixpiA9ZT1376N69ezh16hQAww/btWvX8I9//APr169HbGysLT9Ks8U+sn916aM+ffrgzp07SExMxMSJE/Hkk0/iww8/xMsvv4zZs2ejR48eaNmypY0/UfPC/rF/7CP7V5/fReJCxGJBEXEfWY+1+6e5atQ5Qt9//z0OHToEpVIJlUqFadOmISoqCqWlpXjjjTdQWFiIsLAw/Pjjj5g8eTLu3buHAQMGIC4uTmqjKZfoawrq2ke5ubno27cvBg4ciMuXL2PNmjVwcnLCG2+8gVatWtn64zRL7CP7V9c+ysnJQb9+/TBw4EAAQEZGBi5fvoxu3bpJmTyyHvaP/WMf2b/6/C4S5wR99dVXGDFiRNOfZ2KH2D/madRAqKioCKmpqQgNDcVrr72G/v37Y+zYsfDx8UFGRgauX7+OhIQE9O/fHw8//DBmzJiB+Ph4jBw5srFu0eFZ0kdTpkzBo48+Cq1Wi6KiIv7SaWDsI/vH7zr7xv6xf+wj+1efPmIxkYbH/jFPo5bP9vDwkMq9jhkzBvv370eXLl3w8MMPIygoCEFBQRgwYAAAIC0tDV5eXujatWtj3qLDs6SPunXrBsBQh16tVtvs3h0F+8j+8bvOvrF/7B/7yP7Vp48c5SHbltg/5rHZJx0zZgy8vLzw888/IysrC4BhPGNWVhYWLVqEqVOnIioqCq1bt7bVLTo89pH9Yx/ZP/aRfWP/2D/2kf1jH9k39k/NbBIIiSsIT5o0CRcuXMCtW7cAALdu3UJZWRlCQ0Oxbds2PP/887a4PQL7qClgH9k/9pF9Y//YP/aR/WMf2Tf2j2k2W1BVHH+4evVqnDt3DklJSejSpQuWLl1qtCgd2Q77yP6xj+wf+8i+sX/sH/vI/rGP7Bv7p2aNOkdITqlUorS0FKdOncKNGzcwZ84cxMfH2+p2qBrsI/vHPrJ/7CP7xv6xf+wj+8c+sm/sn5rZLBACgK+//hrh4eFYu3YtFzizU+wj+8c+sn/sI/vG/rF/7CP7xz6yb+yf6tlsaBwAhyrP11Sxj+wf+8j+sY/sG/vH/rGP7B/7yL6xf6pn00CIiIiIiIjIFhgaEhERERGRw2EgREREREREDoeBEBERERERORwGQkRERERE5HAYCBERERERkcNhIERERERERA6HgRARERGAXr16oVevXti7d6+tb4WIiBoBAyEiImo0s2fPlgKO+Ph4o2N5eXmIjY2Vjq9YscLq7793716pfSIicmwMhIiIyCauXLmCM2fOSK+//vprlJaW2vCOiIjIkTAQIiKiRufk5AQA2LZtGwBAp9Nh586d0n65Bw8e4IMPPsCYMWPQt29fjBw5EvPnz0dmZqZ0ztq1a9GrVy888cQT+O9//4uJEyciLi4Os2bNQlpaGgBgwYIFWLhwoXSNmBlau3at0fsVFhZiwYIFGDx4MB577DF8+umn1v74RERkBxgIERFRo+vUqRNCQkJw5MgRZGVl4aeffkJmZiYeeeQRo/NKS0sxe/Zs7NixA/fu3UP79u1RVFSEAwcOYMaMGbh//77R+dnZ2Zg/fz4UCgVKS0uRkJCAd955BwDQpk0bhISESOfGxMQgJiYGgYGBRm2sXLkSJ06cgLOzM+7evYuPP/4YJ06caKD/E0REZCsMhIiIqNEplUpMmjRJygSJmaGnn37a6Lzvv/8e165dAwB88MEH2L59O9atWwelUom7d+9i+/btRufrdDosWbIEO3fulOYgnTt3DhqNBs8++yyeffZZ6dwNGzZgw4YNGD9+vFEbnTp1wt69e40yVKdPn7bq5yciIttjIERERDYxbtw4uLm5Yfv27fj111/RuXNndO3a1eicS5cuAQBcXV0xZMgQAEBUVBTat29vdFzk6emJQYMGAQDCw8Ol/ZUzR6aMGDECzs7O8PX1RcuWLQEAubm5dftwRERk9xgIERGRTXh5eeGxxx5DUVERgKrZIEvbFKlUKmlbEIR6tVGX64mIqGlgIERERDYzefJkAICvry9GjhxZ5Xh0dDQAQKPR4MiRIwCA5ORk3Lhxw+i4uVxdXaXtkpISS26ZiIiaiarleYiIiBpJREQEDh48CJVKBbVaXeX4o48+ik2bNiE1NRWvvfYa2rdvj/T0dOj1evj7+0uBlLlCQ0Ol7UmTJsHPzw8vv/wyunfvXs9PQkRETQ0zQkREZFM+Pj7w9PSs9piLiwv+/e9/S0HLjRs34OHhgcceewzr169HixYt6vReHTt2xLPPPotWrVohMzMTFy5cQEFBgTU+BhERNTEKgQOfiYiIiIjIwTAjREREREREDoeBEBERERERORwGQkRERERE5HAYCBERERERkcNhIERERERERA6HgRARERERETkcBkJERERERORwGAgREREREZHDYSBEREREREQOh4EQERERERE5HAZCRERERETkcBgIERERERGRw/n/HrcZro7ydf0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_air, pred_milk = model.predict(\n",
    "    series=[train_air_scaled, train_milk_scaled],\n",
    "    future_covariates=[air_covs, milk_covs],\n",
    "    n=36,\n",
    ")\n",
    "\n",
    "# scale back:\n",
    "pred_air, pred_milk = scaler.inverse_transform([pred_air, pred_milk])\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "series_air.plot(label=\"real (aire)\")\n",
    "series_milk.plot(label=\"real  (leche)\")\n",
    "pred_air.plot(label=\"pronóstico (aire)\")\n",
    "pred_milk.plot(label=\"pronóstico (leche)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observe cómo obtuvimos los pronósticos para las dos series de tiempo a la vez arriba. Del mismo modo, también podemos obtener algunas métricas sobre secuencias de series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3.417011722922325, 5.283196270465851]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mape([series_air, series_milk], [pred_air, pred_milk])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "o la métrica promedio sobre \"todas\" las series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.350103996694088"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mape([series_air, series_milk], [pred_air, pred_milk], inter_reduction=np.mean)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por cierto: de manera similar a los transformadores como `Scaler`, las métricas informativas se pueden paralelizar en `N` procesadores  cuando se ejecutan en muchos pares de series especificando `n_jobs=N`.\n",
    "\n",
    "Parece que este modelo funciona bien en la serie de tráfico aéreo, ¿cómo funciona cuando lo probamos en esta serie?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "23db524e3eef4efead069232ef2b1b1e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 3.66\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bayes_ridge_model = RegressionModel(\n",
    "    lags=72, lags_future_covariates=[0], model=BayesianRidge()\n",
    ")\n",
    "\n",
    "backtest = bayes_ridge_model.historical_forecasts(\n",
    "    series_air, future_covariates=air_covs, start=0.6, forecast_horizon=3, verbose=True\n",
    ")\n",
    "\n",
    "print(\"MAPE = %.2f\" % (mape(backtest, series_air)))\n",
    "series_air.plot()\n",
    "backtest.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¡Nuestro mejor modelo hasta ahora!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Pronósticos probabilísticos</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Algunos modelos pueden producir pronósticos probabilísticos. Este es el caso de todos los modelos de aprendizaje profundo (como `RNNModel`, `NBEATSModel`, etc...), así como `ARIMA` y `ExponentialSmoothing`. La lista completa está [disponible en la página README de Darts](https://github.com/unit8co/darts#forecasting-models).\n",
    "\n",
    "Para `ARIMA` y `ExponentialSmoothing`, uno puede simplemente especificar un parámetro `num_samples` a la función `predict()`. La 'TimeSeries' devuelta estará compuesta por muestras de Monte Carlo 'num_samples' que describen la distribución de los valores de la serie temporal. La ventaja de confiar en las muestras de Monte Carlo (en contraste con, por ejemplo, los intervalos de confianza explícitos) es que se pueden usar para describir cualquier distribución conjunta paramétrica o no paramétrica sobre los componentes y calcular cuantiles arbitrarios."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_es = ExponentialSmoothing()\n",
    "model_es.fit(train)\n",
    "probabilistic_forecast = model_es.predict(len(val), num_samples=500)\n",
    "\n",
    "series.plot(label=\"real\")\n",
    "probabilistic_forecast.plot(label=\"pronóstico probabilístico\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\"> Con redes neuronales</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Con las redes neuronales, uno tiene que dar un objeto de \"Verosimilitud\" al modelo. Las probabilidades especifican a qué distribución intentará ajustarse el modelo, junto con posibles valores previos para los parámetros de las distribuciones. La lista completa de probabilidades disponibles está [disponible en los documentos](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.html).\n",
    "\n",
    "Usar probabilidades es fácil. Por ejemplo, así es como se ve el entrenamiento de un 'NBEATSModel' para que se ajuste a una probabilidad de Laplace:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name          | Type              | Params\n",
      "----------------------------------------------------\n",
      "0 | criterion     | MSELoss           | 0     \n",
      "1 | train_metrics | MetricCollection  | 0     \n",
      "2 | val_metrics   | MetricCollection  | 0     \n",
      "3 | dropout       | MonteCarloDropout | 0     \n",
      "4 | res_blocks    | ModuleList        | 166   \n",
      "----------------------------------------------------\n",
      "166       Trainable params\n",
      "0         Non-trainable params\n",
      "166       Total params\n",
      "0.001     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "7bfb2d686e7c475fa84959af6342e104",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=400` reached.\n"
     ]
    }
   ],
   "source": [
    "from darts.models import TCNModel\n",
    "from darts.utils.likelihood_models import LaplaceLikelihood\n",
    "\n",
    "model = TCNModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    random_state=42,\n",
    "    likelihood=LaplaceLikelihood(),\n",
    ")\n",
    "\n",
    "model.fit(train_air_scaled, epochs=400, verbose=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Luego, para obtener pronósticos probabilísticos, nuevamente solo necesitamos especificar algunos `num_samples >> 1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2ef73578d2104eb5905166368ece91e6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "# regresa a la escala original\n",
    "pred = scaler.inverse_transform(pred)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Además, también podríamos, por ejemplo, especificar que tenemos alguna creencia previa de que la escala de la distribución es de alrededor de $0.1$ (en el dominio transformado), al mismo tiempo que capturamos alguna dependencia temporal de la distribución, especificando `prior_b=.1`.\n",
    "\n",
    "Detrás de escena, esto regularizará la pérdida de entrenamiento con un término de divergencia Kullback-Leibler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name          | Type              | Params\n",
      "----------------------------------------------------\n",
      "0 | criterion     | MSELoss           | 0     \n",
      "1 | train_metrics | MetricCollection  | 0     \n",
      "2 | val_metrics   | MetricCollection  | 0     \n",
      "3 | dropout       | MonteCarloDropout | 0     \n",
      "4 | res_blocks    | ModuleList        | 166   \n",
      "----------------------------------------------------\n",
      "166       Trainable params\n",
      "0         Non-trainable params\n",
      "166       Total params\n",
      "0.001     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "629101a2eef442f69c8bcf3d8d309a6f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=400` reached.\n"
     ]
    }
   ],
   "source": [
    "model = TCNModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    random_state=42,\n",
    "    likelihood=LaplaceLikelihood(prior_b=0.1),\n",
    ")\n",
    "\n",
    "model.fit(train_air_scaled, epochs=400, verbose=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2dc04911ef5f4783ae600230e97f6f7e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "# scale back:\n",
    "pred = scaler.inverse_transform(pred)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Por defecto, `TimeSeries.plot()` muestra la mediana, así como los percentiles 5 y 95 (de las distribuciones marginales, si `TimeSeries` es multivariante). Es posible controlar esto:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred.plot(low_quantile=0.01, high_quantile=0.99, label=\"1-99th percentiles\")\n",
    "pred.plot(low_quantile=0.2, high_quantile=0.8, label=\"20-80th percentiles\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\"> Tipos de distribuciones</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La probabilidad tiene que ser compatible con el dominio de los valores de su serie temporal. Por ejemplo \n",
    "\n",
    "* [PoissonLikelihood](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.html#darts.utils.likelihood_models.PoissonLikelihood) se puede utilizar en valores positivos discretos, \n",
    "* [ExponentialLikelihood](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.html#darts.utils.likelihood_models.ExponentialLikelihood) se puede utilizar en valores reales positivos, y \n",
    "* [BetaLikelihood](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.html#darts.utils.likelihood_models.BetaLikelihood) con valores reales en $(0,1)$.\n",
    "\n",
    "También es posible utilizar \n",
    "* [QuantileRegression](https://unit8co.github.io/darts/generated_api/darts.utils.likelihood_models.html#darts.utils.likelihood_models.QuantileRegression)para aplicar una pérdida cuantil y ajustar algunos cuantiles deseados directamente."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Evaluación de pronósticos probabilísticos</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Cómo podemos evaluar la calidad de los pronósticos probabilísticos? De forma predeterminada, la mayoría de las funciones de métricas (como `mape()`) seguirán funcionando, pero solo observarán el pronóstico medio. También es posible utilizar la métrica de riesgo $\\rho$ (o pérdida cuantil), que cuantifica el error para cada cuantil previsto:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE of median forecast: 11.16\n",
      "rho-risk at quantile 0.05: 0.13\n",
      "rho-risk at quantile 0.10: 0.14\n",
      "rho-risk at quantile 0.50: 0.11\n",
      "rho-risk at quantile 0.90: 0.03\n",
      "rho-risk at quantile 0.95: 0.02\n"
     ]
    }
   ],
   "source": [
    "from darts.metrics import rho_risk\n",
    "\n",
    "print(\"MAPE of median forecast: %.2f\" % mape(series_air, pred))\n",
    "for rho in [0.05, 0.1, 0.5, 0.9, 0.95]:\n",
    "    rr = rho_risk(series_air, pred, rho=rho)\n",
    "    print(\"rho-risk at quantile %.2f: %.2f\" % (rho, rr))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Uso de la pérdida cuantil</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "¿Podríamos hacerlo mejor ajustando estos cuantiles directamente? Podemos simplemente usar una probabilidad `QuantileRegression`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "\n",
      "  | Name          | Type              | Params\n",
      "----------------------------------------------------\n",
      "0 | criterion     | MSELoss           | 0     \n",
      "1 | train_metrics | MetricCollection  | 0     \n",
      "2 | val_metrics   | MetricCollection  | 0     \n",
      "3 | dropout       | MonteCarloDropout | 0     \n",
      "4 | res_blocks    | ModuleList        | 208   \n",
      "----------------------------------------------------\n",
      "208       Trainable params\n",
      "0         Non-trainable params\n",
      "208       Total params\n",
      "0.001     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b7968b937b854bc48e0685465afc57aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=400` reached.\n"
     ]
    }
   ],
   "source": [
    "from darts.utils.likelihood_models import QuantileRegression\n",
    "\n",
    "model = TCNModel(\n",
    "    input_chunk_length=24,\n",
    "    output_chunk_length=12,\n",
    "    random_state=42,\n",
    "    likelihood=QuantileRegression([0.05, 0.1, 0.5, 0.9, 0.95]),\n",
    ")\n",
    "\n",
    "model.fit(train_air_scaled, epochs=400, verbose=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4cc5c61b42624982aa34eee770e65b1e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE del pronóstico de la mediana: 7.78\n",
      "rho-risk at quantile 0.05: 0.07\n",
      "rho-risk at quantile 0.10: 0.08\n",
      "rho-risk at quantile 0.50: 0.07\n",
      "rho-risk at quantile 0.90: 0.02\n",
      "rho-risk at quantile 0.95: 0.01\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(n=36, num_samples=500)\n",
    "\n",
    "# scale back:\n",
    "pred = scaler.inverse_transform(pred)\n",
    "\n",
    "series_air.plot()\n",
    "pred.plot()\n",
    "\n",
    "print(\"MAPE del pronóstico de la mediana: %.2f\" % mape(series_air, pred))\n",
    "for rho in [0.05, 0.1, 0.5, 0.9, 0.95]:\n",
    "    rr = rho_risk(series_air, pred, rho=rho)\n",
    "    print(\"rho-risk at quantile %.2f: %.2f\" % (rho, rr))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Ensamblando modelos</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Ensambalado* se trata de combinar los pronósticos producidos por varios modelos, para obtener un pronóstico final y, con suerte, mejor.\n",
    "\n",
    "Por ejemplo, en nuestro ejemplo de un [modelo menos ingenuo anterior](#A-less-naive-model), combinamos manualmente un modelo estacional ingenuo con un modelo de tendencia ingenuo. Aquí, mostraremos cómo los pronósticos de los modelos se pueden combinar automáticamente, de manera ingenua usando un `NaiveEnsembleModel`, o aprendiendo usando `RegressionEnsembleModel`.\n",
    "\n",
    "Por supuesto, también es posible usar `pasado` y/o `futuras_covariantes` con el modelo de conjunto, pero solo se pasarán a los modelos que los soportan cuando se llame a `fit()` y `predict()`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Ensamble ingenuo</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "El ensamblaje ingenuo solo toma el promedio de los pronósticos de varios modelos. Darts proporciona un `NaiveEnsembleModel`, que permite hacer esto mientras se manipula solo un modelo de pronóstico (que, por ejemplo, permite una prueba retrospectiva más sencilla):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bdc4d0d66a66485a896146a673197cd9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 11.88\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import NaiveEnsembleModel\n",
    "\n",
    "models = [NaiveDrift(), NaiveSeasonal(12)]\n",
    "\n",
    "ensemble_model = NaiveEnsembleModel(models=models)\n",
    "\n",
    "backtest = ensemble_model.historical_forecasts(\n",
    "    series_air, start=0.6, forecast_horizon=3, verbose=True\n",
    ")\n",
    "\n",
    "print(\"MAPE = %.2f\" % (mape(backtest, series_air)))\n",
    "series_air.plot()\n",
    "backtest.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#4CC9F0\">Ensamble aprendido</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Como era de esperar en este caso, el conjunto ingenuo no da grandes resultados (¡aunque en algunos casos podría!)\n",
    "\n",
    "A veces podemos hacerlo mejor si vemos el conjunto como un problema de regresión supervisado: dado un conjunto de pronósticos (características), encuentre un modelo que los combine para minimizar los errores en el objetivo.\n",
    "Esto es lo que hace `RegressionEnsembleModel`. Acepta tres parámetros:\n",
    "\n",
    "* `forecasting_models` es una lista de modelos de pronóstico cuyas predicciones queremos ensamblar.\n",
    "* `regression_train_n_points` es el número de pasos de tiempo a usar para ajustar el modelo de \"regresión de conjunto\" (es decir, el modelo interno que combina los pronósticos).\n",
    "* `regression_model` es, opcionalmente, un modelo de regresión compatible con sklearn o un `RegressionModel` de Darts que se utilizará para la regresión de conjunto. Si no se especifica, se utiliza una regresión lineal. Usar un modelo sklearn es fácil de usar, pero usar un `RegressionModel` permite potencialmente tomar retrasos arbitrarios de los pronósticos individuales como entradas del modelo de regresión.\n",
    "\n",
    "Una vez que estos elementos están en su lugar, se puede usar un `RegressionEnsembleModel` como un modelo de pronóstico regular:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "81cc992a0c5c479e9deb32a655d30f46",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/57 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAPE = 4.85\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import RegressionEnsembleModel\n",
    "\n",
    "models = [NaiveDrift(), NaiveSeasonal(12)]\n",
    "\n",
    "ensemble_model = RegressionEnsembleModel(\n",
    "    forecasting_models=models, regression_train_n_points=12\n",
    ")\n",
    "\n",
    "backtest = ensemble_model.historical_forecasts(\n",
    "    series_air, start=0.6, forecast_horizon=3, verbose=True\n",
    ")\n",
    "\n",
    "print(\"MAPE = %.2f\" % (mape(backtest, series_air)))\n",
    "series_air.plot()\n",
    "backtest.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also inspect the coefficients used to weigh the two inner models in the linear combination:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.01368787, 1.0980107 ], dtype=float32)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ensemble_model.fit(series_air)\n",
    "ensemble_model.regression_model.model.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Modelos de filtrado</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Además de los modelos de *pronóstico*, que son capaces de predecir valores futuros de series, Darts también contiene un par de modelos útiles de *filtrado*, que pueden modelar distribuciones de valores de series \"en muestra\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Implementación de un filtro Kalman</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`KalmanFilter` implementa un [Kalman Filter](https://unit8co.github.io/darts/generated_api/darts.models.filtering.kalman_filter.html). La implementación se basa en [nfoursid](https://nfoursid.readthedocs.io/en/latest/source/kalman.html), por lo que es posible, por ejemplo, proporcionar un objeto `nfoursid.kalman.Kalman` que contenga una matriz de transición , covarianza de ruido de proceso, covarianza de ruido de observación, etc.\n",
    "\n",
    "También es posible realizar la identificación del sistema llamando a `fit()` para \"entrenar\" el filtro Kalman utilizando el algoritmo de identificación del sistema N4SID:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import KalmanFilter\n",
    "\n",
    "kf = KalmanFilter(dim_x=3)\n",
    "kf.fit(train_air_scaled)\n",
    "filtered_series = kf.filter(train_air_scaled, num_samples=100)\n",
    "\n",
    "train_air_scaled.plot()\n",
    "filtered_series.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <span style=\"color:#4CC9F0\">Inferir valores faltantes con Procesos Gaussianos</span> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Darts también contiene un `GaussianProcessFilter` que se puede usar para el modelado probabilístico de series:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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T1O4gzbpwUnFFgAiCIAiLhpECJC0tjVtvvTU89vDDD8/FssbE6QGvF462Rg0O7SR7kgyYaOqKe8PH+5vTsZgNfP6FkYorAkQQBEFYNIwUIADnnntueKy9vX3W1zQeLg8o4FBL1KB956gUXLtT0dGr6OhTdPYpuvoVg8GeL6uqIkqjpTcT0PcUASIIgiAIs0h0DZCQAMnKyiIrS7etn08CxOFSGAYcDGXA+B3gPEBOlAvGH9Cl2gtyoDAHcrMgMx16BsHnVyyvSQ3P7XHo2JEUMww550+sy3hY5noBgiAIgpAsxrKAAJSXl3P48OF5JUAGHOD2QEdfcMC+C/DHCJA+GxTmwjknGaSn6tRc77Diby8obA6oqciD4X5IyWfQUwzorJq+BZCKKxYQQRAEYdEQEiBWq5WysrLweHl5OQA2m21eFCVTSjEwBC09UYP2VwHCLphAQIuMldWExQeANcWgshiGnJBfUAyu/QB4KMbpVqRZweHSQmU+IwJEEARBWBQopcICpKamBpMp8ogLCRCYH24Yt1f/aeyIGhzaCRC2gPQGrR9LykcXJSvJM/AFIDUtA5PnUHi8qRNSreBeAD1hEhYg/f393HjjjWzatInLL7+cHTt2jDmvtbWVT3/602zZsoWtW7dy9913T3uxgiAIgjAeAwMDDA1p30O0+wXmnwBxunUKbkNb1KA9KEDyCse1foQozIXMVHB5DTKIRLE2doLVorNr5nsqbsIC5Pvf/z7FxcU8+eST3HDDDdx0003YbLZR8374wx9SWVnJE088wZ133sl99903rlgRBEEQhOkyXvwHzE8BMuyDw0HtYMYJriMA5OQU0GvTgadjWT8AsjP06zYH5FojlVOPtytMpoXRlC4hAeJ0Otm2bRvXXXcdaWlpbNmyhaVLl7J9+/ZRc9vb23n729+OxWKhsrKS9evXc/To0aQtXBAEQRCiWUgCxOXVPVt6B/V5uv8AOoEWsnIKJrR+ABiGjgNxeqAoK2IEaGgZDr6us2zmMwllwTQ1NZGVlUVRUVF4bPny5WMKi6uuuorHHnuME088kY6ODt544w0+9rGPjXlfr9eL1+uNXZjFgtVqTWR5cREIBGL+Xqgsln3A4tnLYtkHyF7mI4tlHzBze4lOwa2uro65f2lpafi4ra0tKe89nX0MOQO0dkPIDmB2vQaANTUN13AaRbkBakqNCe9dmKNItSiK89BNZcxZNHUqDAKkW1WwJ8zM72Uk0bE3E5GQAHG5XGRmZsaMZWZmYrfbR8096aSTuP/++znnnHPw+/184hOfYNmyZWPe9+677+aOO+6IGbvqqqu4+uqrE1leQjQ3N08+aQGwWPYBi2cvi2UfIHuZjyyWfUDy9/LGG2+Ej9PS0mIsItE9YI4cOTKqY+50mMo+CqyQYuQA+QCoYABqQX4ep9Tq+3V3jnd1hE0rYFtFKrTth+zT6LJZKclopiZP7zfRbSbjZ1JXVxfXvIQESHp6+qj0JYfDQXp6esyY3+/nxhtv5EMf+hBXXnklXV1dfPazn6W+vp4LL7xw1H2vvfZaPvCBD8QubAYtIM3NzVRXV8et0uYji2UfsHj2slj2AbKX+chi2QfM3F76+/vDxxs3boxxw2RnZ4ePbTbbKBfNVJjqPvx+xSMvKXYeibhXnD17AEjPKuKFw9W87TSDotyx3S/RvHoggC1QD84DkH0aShm8cLiasgKF2wPvPMMY142TjL1Mh4QESE1NDXa7nZ6enrAb5vDhw1x66aUx82w2G93d3Vx55ZVYLBYqKirYsmULr7766pgCxGq1zojYmAiTybTg/xPD4tkHLJ69LJZ9gOxlPrJY9gHJ30tTU1P4vrkF1by8DzLTIDvDIDO9gNTUVDweDx0dHUl930T34XQrXF5Fe6SNC76hNwHIzCoiPdVEXpaByTS5cCjON8jIKgbnvvDY8Q6D6lKDviFwew0y0ye/z1T3Mh0SepeMjAw2b97M7bffjtvtZtu2bTQ0NLB58+aYefn5+ZSWlvLggw8SCATo7Oxk27Zt4Y6EgiAIgpBsQm6V8vIKdh+xsPcYvHoIntqt+MfLkJOnC5PNdRCq06M71rYGi5DlZ/nAr0MZ0rMKKMzVxcbioTAXiktKwLk/PNbYqcux+/zzOxMmYZlz00030dnZyQUXXMCtt97KLbfcQk5ODo8++mhMzMb3v/99HnnkEc477zw+9KEPsXHjRi677LKkLl4QBEEQQGdpdnd3A1BQXEtTJ9SVQ125wdIKg/JCyM7TmTC9vb2jEh9mE5cHBh06hRagNNcVfi09s4DS/PgtFlnpUFURawFp7NBZMkrN71ogCfeCyc/P57bbbhs1vnXrVrZu3Ro+X7t2LXfdddf0VicIgiAIcRAdVJqRW0NVMZjNkQd5isWgqLiMowf1eUdHBzU1NbO9TEDXAOmIcr/kZwyGj7NyCsnNHOOicTAMg1VLS8B9DAJuMKWFq6sahu6kC/ELmtlkcTgSBUEQhLc00QKkpmYJqdbRD93S0vlRC2TIqegaiJznpHSHjwsKCsnNSux+y+tKgAA4tbpq6dadctOsutbIfEUEiCAIgrDgeXP/8fBxdc3YGS4lpRXh47kUIH1D0BVJ2CHDiKylpDifjLTELBYVpZlYrWnhOBB/AFq7dVdcm1Nn3cxHRIAIgiAIC56DhyMWkNLysQVIQVHEAtLa2jbmnJlm2KdwuqEzSoCk+I6Fj2srCxO+Z6rVRG5+pCsuwPEO3ZTOMzx/A1FFgAiCIAgLmkBAcaQhIkDKxhEghcURAXK8aW4sIE637oIbSsFNsYDfGREglRVF41w5MYWFxaMyYVJTdLbNfA1EFQEiCIIgLGgGHdDW2hQ+LykbO7i0MMoC0jiHAsTpiQiQqmKwD/WFX6+ZggUEoLi4ZFQmjMVs4A+IBUQQBEEQZoTeQeju1BaQvPxi0tIzxpwX7YJpbpkbAWJ3QXe/rtEBUF0CtoFISkxVRcGU7ltSUqy76QZ0M7rGqDLuTveUlzujiAARBEEQFjSNbV4G+nRMx3jxH6DFiclsBqCjoz2Yojq72JyKjqj4j+oSsA1GBEhR0dQsIKWlRaCGwX0EgKZO8AcUFrPOupmPiAARBEEQFixOt+LA4RZUsIvrRALEZDJRUKC74vb3ttNrG3fqjNFn0xabEDWlYLNpF0xWdg4pKSlTum9ZabE+CMaBDPugo0/HgfTN01RcESCCIAjCgqV3EBqbojNgJi4uFnLD2Aa7aO32zejaRuIdVtgcsSm40S6YgvypuV8AKspL9MGIOJBUq3bBDPvmnxVEBIggCIKwYOkaUPR1T56CGyIUiKoCAfYf7sLjnb0HsyOYAdMRiTmlskgxFLSATNX9AlBSEhIgUZkwHdoC4vbOzzgQESCCIAjCgmTYp2jphqH+SAZMWcUSAPpsCptjtLgoKCoLHze3zK4bxuHSdTlagoVP87PBFLARCLqPpiNAiotjXTAQlYo7T2uBiAARBEEQFiR9Nhi0g62/OTxWWlbD9tcU7/0mvP/bcLA5VoREp+L297XTPTB7FhC7S6fghsqjV5fAYFQGTGFhEiwgriPhsbYeMJnmb1M6ESCCIAjCgqRnUOHzg62/KzzW5armO7/RQZgOF3zrbrC7IiIjuhiZy9ZOz8DsrXfQoeiOer/qEujv7wmfFxRMPQYkbAEJOLAo7dJpi9wap1tiQARBEARh2iilaOmCjFTo6wsWvUhfwffvy2c4Kra0rRd+9Ac9H2JrgdhtHQw6ZidAUylFz+CIDJgS6OlOjgUkKyuL1NRUAMxeHRPTawO3V2G1wIB9yreeMUSACIIgCAuOQbt2weRkwkBfF6QUYzrhUWxO3cjtxKWQla7nbtsDf31OH0e7YGz97bg82jUy07i94HSNzoDp649EpE5HgBiGEbaCBJwRN0x7j86EGbBHRNh8QQSIIAiCsODotYHTC+mp0D9gh7UPEUhdAkB9BXz3E/Dl90fm/+IBONSsYgTIQF87nmGwO2d+vQ4XuLzQHpUBU10C/X2Rgem4YCASB+IbigSitvbqQFSXR/eFmU+IABEEQRAWHD2DCosJ3C4HnuIbIHsjAMV58L1PQmaawdknGlxxrp4/7Idv3gPWzNLwPfp6OlDMjgXE7tLl11uDGTAWM5QXxlZBnY4FBCJxIMoZG4g6X5vSiQARBEEQFhSBgA7mzEiDvt4uKH4vAAZ+bvkEFOcZ4bmffDesCtYma+uBPzyVQm6e7jjb19OO1QK9tpl3TTjcEAhEUnAri8BsNmIa0SVLgOBuCI+19YA1RQuw+ZaKKwJEEARBWFA43dqikJEGe48MQfpSAIpSG1haacTMTbEY/MdHtMUB4JndkUDUvt4O0qyKXpsWNTNJn01hcxIOkK0uAb9f4RiKWECm64IZT4AYRjAVd54VIxMBIgiCICwohpz623yaFV46YA2PLys4Nub88kKDU1bo485+SCvWfpnhYS8+Tx8uj7ZQzBSBgKJviJiiZ9Ul4B4Glz15LphwLZDhbqxm3RW3NZiKaxix6cjzAREggiAIwoJiyKXdGWaTwZvNxeHxE2p7x71m80mRY3fmO8LHjsFgJswMBqI63VowjawB4vGC06HTYkwmE7m5udN6n7AFBMi26nzfzj5taUlN0VlD8wkRIIIgCMKCos+mSLFAe6+i2xG0GgztoKYie9xrNp0ApqB3pjuwMTw+0NeBUjMbiBrqAdMeVRisulSPhVwwBQUFmEzTeyRHC5A0Qweb+ANBq48VBh3gm0dN6USACIIgCAuGQEDR1a/Tb599PeqFngfJzy8Z97q8LIOTlulj+3ARZJwAQG9POyYT2Jwz92C2By02TZGCrSwp1T1ahgYjAmS6RAsQs78tfNzWoz+v+ZYJIwJEEARBWDA43NqlkZEGz0ULkN4HySsYX4AAnBPlhqHockBnwqRbY90jyWYoKG6OtwffOheyMgyGh4ex27VfZLrxHxAVAwKYPJF4mFAqrtur65HMF0SACIIgCAuGUACqywNvhp6xzv3gOkh+YemE155zYtRJUID0dreTlqrv6/bMjBWkd1BbH2zBOJMlZdqS47JHyqImQ4BEW0ACjkPh47beYFM6xAIiCIIgCFNiyAkBBS/thXBl8Z4HSUvLID09c8Jri3IN1tYFTzLXQfoKenraSU9lxkqy2+0uBuyKroHIWG2Zdr943MlLwQXIzs7GatVZQcO2N8PjbVGZMEMz6GpKFBEggiAIwoKhd1AHoI50v0xm/QixeYQbpq+7HavFYNiffAFy2223kZOTyY+/+QE6+iIP/iVBATLsTF4KLuh6HyE3jLPvjXDtk1AqbmpKbDO8uUYEiCAIgrAgCAQU3cEH6K6Qh8HTDPad5E0QgBrN5mg3TOHl9PbowAyD5FsHfv3rX6OU4sVn7mPHrsPh8doyHY/hsrdHlpIEAQIRN4x9sIuiXL2fth7diC7Nqt1A8yUTRgSIIAiCsCCwu3RH2b3HdGlxAHr/CkD+JAGoIcoKDVZUB0+yN9Bj0y6LVCv0JNk60NUVSXt5/UAkB3dJGQzZ3fzuzm+Gx5YvX56U9wwJEL/fR0GWLkbm9kL/kE7FdXvmTxyICBBBEARhQTDk1NVDX94XNdjzIAD5hfEJEIh1w3iz34nTMUS6VT+kk2UdUErR0xMRHT6rFhiFOZCdYfCX33yDY0d119oNGzZw2WWXJeV9Y4qRpTnCx229WmTNp0wYESCCIAjCgmDICb4AvBp0v2RYvTC4HSBuFwyMjgPpDQaiur3JiwMZHBzE5ws2fkkpghQtDIqzbbyx+zkee+DHAFitVv73f/+XlJSUpLxvdCpupiWSZdPWoyvHzqdMGBEggiAIwoKgZ1DR0x8RCVV5nYD2xUxWAySa6hKD7JROfZK9kfaOTtKsOjA0WT1huru7w8cpuSeHjzuOPMr3vvFRVDCF59vf/jZr165NzpsyohoqneHj+ZgJIwJEEARBmPf4/bpr7fGOyFihNVJsqyDOLJgQlTnB+AzDwr6j3nDH2GRZQKLdL6s2fiR8PNDyDG0tRwA4/Ywz+cIXvpCcNwwSLUBS/M3h47aoTJj50hNGBIggCIIw77G7dOxCQ6TCOFlqb/h4pAtm2KcYdIz/Tb+uNNJ97nCrdn9YzLrPTDKItoAMpyyNvODUASypqen87z13Yzabk/J+IWLKsQ9HBFooFXc+9YQRASIIgiDMe4acOkZjf6M+T7GAYd8Tfj2/oASlFDaH4niHoqUbhhzabTMWq2sjx819ugttVjq094J3ePoP52gLiMNfEXkhKEA+9dlbWLly5bTfZyTRMSAeezsFwf58bVECZL5kwljmegGCIAiCMBlDTv3NPfQgXVkNg0cj5pC0zBKOtkFWBqyogtoygyEnvLhXkZ2uSLUaMfdbuywH/HYwZ9HtrAQgJxNaunU6bkXR9Nbb0RlJwe1z6Rof+VkB3va+j0BKOf/vE5+Z3huMQ2lpxBVlG2ijpAz6hmDADk630pkww9qalDNx4dgZRwSIIAiCMO/pHlQ0Rup2sa4edu/UD3mTyYTDV8DaelhbZ5CTqcWG36/oHoBDLVBfrjCMiAgpLimHoZ2QtwW3KqR3UFGYa6ACiq5+RUVRrGBJlPb2oFKyFOLwpgGwpNzEpz7zIxraFFnp07v/eFRWVgbjWRR93S0UrQKa9GttPbCsSr82Hywg4oIRBEEQ5jUer6K7H45FBaCurYP+Pp3lkZNXTHqamWVVEfEBYDYbnLjUID8Luvpj75mVnYfJ+Wr4POTaycqAxs7px0i0dwYFSMaa8NiSMvD5FRaT7uY7E6SmpoatIF0dTRTlRl5rnWeZMCJABEEQhHnNgF0HoR5pjYytXQL9fdoCkpVTQm0ZMQ/bELlZBuuXGzg94IrqdmsYBtnGkfB5SIDkZsHA0PSronaFXDBRAiRUgj0tFTJnSIAA1NTUANDT3UFhti883hZsPZOaoouuzTUiQARBEIQwSs39N+OR9A/pB/fhYFZpdQmkYGPYq/0IOXklLK0wYlws0Swp00GnbT26n0yIkoxIDMneYwEArBYDXwC6B6b3OXT3BJ/2matj1uHx6kDQ9NRp3X5CQgJEKUW6MboWSJpVizq/f25/1iJABEEQBAA6ehVP7VI0d84vEdLRp2jtjvR/WbsEBvojQZ7lZSWUTtDN3mQyWFdnUJQXa9koK0wBTwsAB5vBHxQn2enaDTPVB7Tbo+jr02m45uxI2dUlQQtIXqZe00wREiAAVv/x8HG0APF4k1d0baqIABEEQXiL4/EqXjsS4KldikPN8OYxlZRU1GTg8uhA0saI3mBdfcT9ArCkpmTSB3pWhsHySp1NE7LyFBSVwdAOANxeE03BGJPcTF2sq2+KboohF9gG9NNeZWgLSF6Wdgd5h6EgZ2r3jZdoAeIdOhp294SLkVnB5QWnCBBBEARhrujsU2zbo9h5QMclLK/SD6roiqNzycCQ/qZ+OFLUk3V10N8bcS3U1cRXhr2y2CAzPVLtVAuQl8Ov7wvGgaRaDYZ90NU/NRHW3efB7RoCSz4Bsy4MtqRMvxZQkDlDGTAhogVIf08zZUHrUFc/eH0Ks8kgEBALiCAIgjBHtPUotu9RdPTpAMncLAOL2SA7A/YdVzhcc28F6beD3w/7juvz7AwdA9IbJUDKy8viuldulkFNCfQGS5EXFpWHLSAQCUQFyEyHxo7YmJF4aWwJVkEdEYDq9yvM5pkNQAWorq4OHw/0NoXdUwEF7T3wt7/cwW9+/kl+8fMfx1RsnW1EgAiCILwF6bMpduxXeIahplQLjxBFudAzAEda516AtPUoBuy6CBno+A+TyaCtPfLgjK7+ORk1pXqfwz5FQVE5DL0KSgeXRAuQ3Ewd/JpotohSiiPHxhYg7mFIS5m5FNwQIy0gxXmR15q74eXnH2X7Y3fyk+/9G0NDc5cOIwJEEAThLYbdqXh5n6J/CCqLR79uMhkU5sLBJugfmjsR4nAp+mzQFDF2sLZO/93bExlMRICUFWiB1WsLWkACDnC8CcDx9kiqbnqqgdsL3QOJrhk6u0I1QCIZMHWhDJhUyJjBDBjQ/WBSU/WbdHU2U5IXea21G5qPHwQgxZpKbW3tGHeYHUSACIIgvIXweBU7DyraeqCmlHFTV/OzDYZccLBJzVlqbn8o/qMlMrauXrtFhgYiQajR5ccnw2IxWFZp4HBBfqiDbtANE1A6GyZEeio0dSa2f5szqhFdxtrweG2ZDvzMzdQF0mYSwzDCVpD21kZK8iPrb+oM0Nqs659UVS9PejO8RBABIgiC8BbB71fsPqw40grVpWCeJHOkNB+OtEBn3ywtcAT9QwqlIvEfZhOsqtEPcrstIkCiO8DGQ0WRrnhqSS3RAiwqDuRAlBsmP1tbQBIpStbarbDbQjVATgC06MjP1hkwhTOcARMiJEAcDju5abbw+LFWDz7fMADVS1bMzmLGQQSIIAjCW4T2XjjQBJVFuuDWZGSlGwz74Vj77FtAlFK09mirRGPQ27K8CtKsBk43DA0Gq6BmZZGRkZHQvXMydTDqgNNCXkFJTCZMdBxIeqqBZxiOtsW3f5tDcawdfO5uSCkBq7awLK0M7WnmM2BCRMeB+JyN5AYbz7V2R96/ujb53XgTQQSIIAjCW4SeQYUK6AdrvORl6bRct2d2RYjdpat1tvdGxlYv0X873YRdMIm4X6KpKTUwmaCgsByc+8GvgzGjBQjoeJFj7TAQRyxMU6fC5gCXvRsyIwXIllboImeGMfMZMCGiM2Fsfc2UFwaP3Wlg0mqkulYsIIIgCMIMEwgoWrq16yERcjJ0XEOvbfK5yaR/SAuNxqh6JKuCX+rdHi82m+4ul0gAajSl+VCcC1m5pUAg7IbpHoit/5GTqeNFjndMLEDcHsXhFsjLBttgL2SeGH5taSV4ZykDJkS0BWSgtylcCwSA9GWAWEAEQRCEWWDADoN2yEpP7Dqz2QA1/d4oidI7qDDQmTghVtXoOBaHLZKCO1ULiMViUFdukJVbrgcGnw+/9npD7Nz8bB0Ia5+gg2xLt66cmp8NA/3dkBVlAakEl2d2MmBCRAsQW18zxflRL6YvB6B6iQgQQRAEYYbps+k+JIm4X0JkZUBz1+w1LwsEFG29uhjYgaAAyUyDqmL9IB92RQJQp2oBAS0W8guDAsT2bHj8tTEEyKAdGsfpkePzKQ41KzJSdWDv4EBP2AJiNulsI8+wtiZZ4oi9SQYxtUC6myiO7hScvpycvBKysvNmZS3jIQJEEAThLUBHnyLFMrVrczK0BWWqvVESZcgJNrt+aIcyUFZU6/okDjd4nFOrATKSvCwoKQlWUbW9hMnQHXFHWkAMwyA3S1tBxoqF6eiDrgEdLwIwMDAI6asAqC3VAb9uLxTmjrp0xoiOAenqbKZkhAWkonpurR8wBQHS39/PjTfeyKZNm7j88svZsWPHuHMfeughLrvsMs4++2yuvPJKGhsbx50rCIIgzAwer6KzD3Iyp3Z9qlWnkPYmkI46HQbsOtU2Ov5jZfALvcsLyju1GiAjSUs1qKkONWlxUpTeDujCZyMLsBXk6P03d428i86SMRmQYjEIBAIMekvAlALEZsBkzVIGDEBGRgZFRUUAdLTHFiMjfTnlVXMbgApTECDf//73KS4u5sknn+SGG27gpptuwmYbHZ20fft2fvvb3/KjH/2IZ599lp/97Gfk5eUlY82CIAhCAvTZdIfW7ATjP6JJT4XmrtkpStZn0xkj0UXBQgGogQC4hpLjggFYXl8RPs4zHQgfj7SCmE0GmWlwsFnR3qPoHVTYHPqzaOslXO7cPjSASl8Xvm5ppXYpzWYGTIiQG6ajvYXUFD9ZqcF69unLqaheNbuLGYOEDHJOp5Nt27bx8MMPk5aWxpYtW7j33nvZvn07F198cczcO++8k89//vMsXboUgKqqqnHv6/V68Xq9sQuzWLBarYksLy4CgUDM3wuVxbIPWDx7WSz7ANnLfGQ6++i16Wt0v5epCYi8LMWADQbtBjmZ0/smP9FelFJ09imy0uBgkwHo91pVo/D5A6SmgG0w4oIpKiqa1s+2vjZiQUnzvAJcAMAbDYot62M/q+J8RXMnPL4TLGawmgJsqAdUgIxU/dnaBrpiM2AqFMM+RYYV0q0GgcDsWUGqqqrYtWsXfr8fz1ArGYYPO/WQUkxh+RoMAoQ+umT+PzGZ4rNtJCRAmpqayMrKCpt1AJYvX87Ro0dj5vn9fg4ePMiRI0f41re+hcVi4ZJLLuFjH/vYmGV/7777bu64446Ysauuuoqrr746keUlRHNz8+STFgCLZR+wePayWPYBspf5yFT2kWnAuUn6wtvfo/8kg/H2srJUuywON1cBZgpz/JxW14JhwNJC+Evb8fBcv98/Lfd+TsZw+Ng89DhG+pdRymDf8WFq8tpHza8vGDXEmctbw8ddR96ErIgA2by6heLcAJRAf6/+M1vk50cCP4pTdpLqSwfqAVhZX0xtfjMjP7pk/D+pq6uLa15CAsTlcpGZGetEzMzMxG63x4z19fXh9/t55ZVXuO+++3A4HNxwww2Ulpby7ne/e9R9r732Wj7wgQ/ELmwGLSDNzc1UV1fHrdLmI4tlH7B49rJY9gGyl/nIVPdhcyge36HIyiT4LX3qtHQr6svh9LXT+xwn2ktzl+KZ3QqLGQYc+rXlVSaaB2vo6lPk5xDzzFm/fj2FhYXTWk9mVg4Ou42ujhaWna2DTQ80p7C3rYbsCeqmGASozmuheaAKFYxoONC0O1yELN1ix6Wq2HlUUZAH5508u//+1q6N9KLZud/DUO8xyN0KwN7uk1jTb2Lzer2mufh/kpAASU9Px+FwxIw5HA7S02Mdi6EufB/+8IfJzs4mOzubq666iueff35MAWK1WmdEbEyEyWRa0L+MQiyWfcDi2cti2QfIXuYjie5jwK6wuRRF+aCYngDJTNfpsd5hg7RpihkYey8D9gD+gEFDW2RsVY2BwsDuUSzPizR7M5vNFBYWTvvnWlJSzjG7jd6eds5YanC4BZQyeOMonLlu8n0qTGEB0tblghTtJSjJHkCRjd2jqM+K3zWRLKI73Q70NjPU8QoEM3E6+i0oRq9pNv+fJPQuNTU12O12enoi9rfDhw9TX18fMy8nJ2dUc6C56qYoCILwVqarX2E2j9/1NhGy08HmmLmqqEopGts93P69K/nV3X8Jj4cyYAIKXtz2AK+99hoAZWVlSXlYlpfrWiBul4NVVe7w+Mh6IPFwrCPSXbaq0AVod1JOxuzFfoSIrgWy//Xn8A/tDZ+3z6IraDwS+sllZGSwefNmbr/9dtxuN9u2baOhoYHNmzePmnvxxRfzm9/8BofDQXd3N3/+8585++yzk7ZwQRAEYWJ8PkV73/SyX6Ixmw0UsaXKk4ndBU8/8TA7nnuAzqFIrOGqWvAOKw7s+Qc3Xv++cKDkxz/+8aS8b2VFWfi4IidiehmZCTMSpRQejydmrK0/EqZQVxYIf/merRLs0UQLkJ07toH7KCg/oGuXzDUJS8ebbrqJzs5OLrjgAm699VZuueUWcnJyePTRR2OCRj/xiU9QVFTERRddxIc+9CHOP//8UZkygiAIwszRHyy/nj3F+h9jkT2DVVEH7dDc2ACYIWuDHnQf5+9//B6vvLyd2759JcPDOmj0wx/+MF//+teT8r5VVeXh42FHK7VBPXKwGVzjNOFTSvG9b3yU1atX87t7fhAe77JH4lFWLbHiGYZU6+yn4IKukWKx6EgLp8MOahjcOuq0o1dbZuaShOvi5efnc9ttt40a37p1K1u3bg2fp6Sk8LWvfY2vfe1r01uhIAiCMCX6h2DYrytxJoucDN2wbcCe/Mqe/UOKvp5myFgN5qBqGtrJnT//KobJhApaPq644gruvPPOpMUqhFwwAL097Zy0VBdBCwRg7zE4dYwMopeee4TH/vZ/APzfnd/l8vfeSGpaOoPDFTpzOOBhVV0Obu/sNqGLxmw2U1VVxfHjxyODrsOQXo/LqwXqXLLwI7IEQRCEMenuV6SYJ58XL7tfeZr7f/s97vjZdTS2JLcsqlKK9l4Y7G2G7NMiL9hf0a8Hxcc73/lOfve734W/2SeDGAHS3cGJSyOvjeWG8fv93PFf/x4+dzntvPTc3/EOK9wES58695OXn4/bq61G1pTZjwGBWDcMAO7D4cOWMaq6ziYiQARBEBYhPp+iezC5pv8n//E77vz5V9n+jzvY9cYUIjQnwOnWVpX+nmbIPjU8/tEPvpv0jCwANp6xmT//+c9Jz5osK4vEgHR0tscIkLECUf/5t99w7MibMWNPPvp7jnUAhlZ8KcMHMZvNuL26md1cMVKApKpIzZLW7pGzZxcRIIIgCIuQIRc4XLqjbLIoLY+kdR48fHzc+IipMGDX6+3pboYsLUAMA664ZBO//tMBvvCth3nob4+TkTFBYY4pEm0B6epspzjPoCIYyrG/UQfAhnC7nNz1y/8In4fW89Lzj7CvwRkezzJ0rEUgAHlZc2P9gNECpDgnUnW8WQSIIAiCkGwG7eD2QmpK8u5ZVr4kfNzS1Eh/ErvjDtgVbreDIZs9XMq8pgQy0gwysss585yLyMtO4maiiBYgfb26+mnICjLsg31R1UL/8ofb6OnSVoSzNl/MVVddped5PWx/6Uh4Xl5qJ/5gD5isJIrARBkpQCqLI64rsYAIgiAISWfArjCZklP/I0RZxZLwcU9XI72DybOAtPeCY6BZVxE1aRdLuAOuR8dRpFpnxpKQn58fduvY+jsJBBQnRzWLfWa3/ntwoJff3f19QBfs+sQN340qrmnwRnOwTrsKUJrdh9sL6VbISr7RJm6qq6tjzmuqirAE44JaRIAIgiAIyUQpRUef7mCbTKIFyEDPcZq7dKfX6eJwKfpt4LTFBqCGOuC6vJFuszOBYRjhOJDB/nacHth0QsR69NQu8PoUv/31f+Kw6+Dbd777IyypX8P69espr6yD3HPxW4JNVweeoLggDZcH0tPmJgU3xEgLSGnlciqCJVZae5Lz85sqIkAEQRAWGU63rlia7AdfQVE5Fot+Kvd2NzJo1+8zXTr6wOaCof5myN4YHl8dDDkJBJh2B97JCLlhhgZ7sA15yUwzODvYU27ICY+/0M9f//gLAFLT0vnIdd8EtHi54B3XQOlHIjfrvIfcvCJcHijMAZNp/sSAlFaupCpYqNw7PLdWEBEggiAIiwybAxzu5NeeMJvNlJTpB1pX+3GcXuibZhyIUorj7Yq0FOjujFhAzCY/9ZW64JnZPPNxFFVVVeHjltYWAN4R0UI8/Jyb4WEdwHnJ5Z+guKQy/NpZ538Aiq7QJ8P90PMgufnFeH1QmDN34gN0a5TcXF2wRf/8lnLSUjh1JVxzPmF3zFwgAkQQBGGRMejQVgPzDHzzDrlhHPZBPM4BugemZ8Lvs2kLSEEOtLb3QIau+lVT5MFqMbQbI3XmBcjSpZHc245WHUx6ygooChZbO9xZAinadLBq3caYa48OrgZzMNCj+w+gPOTmFmIwtwGoIc4991wAzjzrXFKsVq7cAp+/Bj75bqgomjuBJAJEEARhGjQ0NPDhD3+Ye+65Z66XEqZrQCU1+yWasopIKq5r8Dit3bFpqonS1qN0sGaqQVNPVnh8TZ1+PLm82pU005VEly1bFj7u7Wxg2KcwmwzeFixJEsAMxe8DoLwytgHrP16OOum8B4CMnGJSU+Y2ADXEb37zG+6//37u+c19WC06s2c+IAJEEARhGnzzm9/kN7/5Dddeey2vvPLKXC+HYZ+iZ2DmHtjRgahD/cexu5hyOq53WHG0HXKCVdc77ZGCYCcu1xtwebQVIpnZPGMRbQHp62rAGWyKG+2GofRDAFRWReYebbfw5rHg2hxvgn0nAGkZxbNiuYmH3NxcrrjiCsrLCkkRASIIgrA42Ls30uL8S1/6Urj76Vxhc+gg1JnKvCgti1hAejobGfZpN8pU6OrX1+Zn61iQIRWxQoQCUH1+yM+eeTdBrAXkCI6gAKktM8LZOGSdTHrRmeTkRRrO3f9sxGpTan4mfJyRU05uJqQksQ/PdElNgRQLeEWACIIgLHyiG30988wzPProo3O3GLQA8fhmrmZGtAWko+046anQ2qOmJLxauxUmAyxmA9tgP4FM3QHXrIaoLNKixDBmJ421qqqK1FSdt9zV1oAnUjCUCzf4w8eptdeFrTH+ADzwvDbfmExw47VnUrdsHVd/8POkZZVRlDfz604Es9kgI1UsIIIgCAueoaEh+vr6Ysa+/OUv4/f7x7li5ukb0g/1mSJGgLQ3kpMBvTadqpooLT2RPikHj7SDVbtg8lMaMZmMcCXX2XBjmEwm6ut1bEdLcwP+QCAsqtZVtkBAKxJHxsX4/Xp85wHoHNCVRc9YA2eecSp3/fF1PvW5H6EU5GTMH+tHiOwMESCCIAgLnsbGxlFjb775Jr/5zW/mYDXaYtDZN7MWg8LiCszBTrQdbcfJTAe7U2eyJIrDpR+IAHsOucLjFbn6Zi4PpFlnL44i5IbxeDw4h9pwB60gQ72Hoe9vAAyTx9YvwaVfUXzznsi1W0+PHPv8Cos5uX14kkVWOgzPnT6OQQSIIAjCFIl2v5x33nnh4//4j//A5XKNccXM4nCBzTmzGSNms5nSYC2QjrbjGIZBZhocaVFhy8BkhKpvZqRGgksPtUQeR0sr9JPfFewka5mlOIroQFRbz5FwIGpby1Ho/N/wa8O+YKyNR68rP0txxtrIfVyeYAn2eShA0lIN5jhMKYwIEEEQhCkSLUA+9KEP8a53vQuAlpYWbrvttllfz6ADXG79YJ9JSoNN6Rz2QexDAxTkQPeADiqNh+4B/Xd0m/rm3tzw8QlLdV8WjzdSh2M2iA5EtfdFAlHbWhq0BaTxWywpGmBpJVQUQX62orzAx2cu13EsIVwebf1Idin8ZDBT6dlTQQSIIAjCFIkWILW1tXzve9/DZNK/Vm+55RZ6e3tndT02ByhmvvR3dC2QjvZGrCkGgQA0d03+1XrYp9jfqOdZU0LBnIped4We4D7O0iWlgN5L9izGUUQLkL6uBnxBV0Vby1F90PRNvvvRAe78ksG9Xzd44Dvw/E9buWBD7H1mK3V4KqSmgGHAHLaACSMCRBAEYYqMFCDr1q3jIx/5CACDg4M8+OCDs7qemSxAFs3ITBjQlUwbO8DunPjJdqRF0dQZO9bYAX6CfqOhVyguq8brU6TMQgn2aKIFSFtzA4ahxVF7qxYgZouFktLq8S4P4w9A3iykDk+FVCvzphiZCBBBEIQpEhIgJpOJhu5KegcV733ve8OvHzx4cNbW4vcr+odmx+xfFnTBQESA5GTq+JP2CYw+fTbFG0chNzN2fH9ULG/q8Jukp2fOWgn2aGpra7EEA2ybmxrISAOnS2kXDLoGSigAdzwCATVvSrCPRagWiAgQQRCEBUxIgOQXVXG8M4WndinMGZFAxsOHD8/aWpwecAezRmaa0vKIC6YzKEAMwyA9FY62jR2M6vcr3mhQOFxQMKJB2/7jkfmFaboRnNujM2TSUmfPkmCxWKit1Xs7evQIWWmKjs4enA5d6rWiqn6iywFwe2c3cydRRIAIgiAscIaGhsIxHiVlS1herR+Ux/qqSUnRKmA2BYjdqbNGUmdBgIysBRKiMAc6+yNBptEcbYOGNqgsHv3a3mPBp6HyU11gB/ReCnOSuOg4Cblh7HY7KaqLxsaj4dfiESAuD6SnzU7xtKkQKkY2H6qhigARBEGYArvfOB4+rq5ZAkBxnkFFsZnCUv2gamhoIBAIzMp6HG5QamY64I6kaEQtkBCpVgO/f3Qwav+Q4rUGRXZGJPA0hNuraOoKujUcb1JWphVKIAB5WbMfRxEdBzLQ00BXe0P4vCKqB8x4DDmhvFA/6Ocr2RnoCN85RgSIIAhCggwMKZ54/nj4vCzKJZGealBXpx9ibreb5ubmWVnTkFOXLZ8NooMxowUIQH4OHO+A4+2KfccVT+8K8NSrCptj7JTaw80QUMGFD71CSVk1/oDey1y4MaIFSFfbEXo7IxaQkV1wRzLsU2BAVfH8FR8Q/FznwRJFgAiCICTIwWZFw9GI6yHaJQFQVbs8fPzyq0dmZU29ttmJ/wgRCkS1Dw1gHxoIj+dkwIAdnt6teGmvoq0XzGaoLRs7LfWFvVEnQy9RXFodCUCdg1b20QKko7UBR3+UC6Z6YgtI/5AWWaX5M7a8pJCWapBinutViAARBEFICLtT0dQBzoHj4bHooEyAqpqIAHluxyG8wzNr7x72aQvDbAqQ0hG1QEKYTAb1FVBbCvUVBpVFBnlZRtg1tGvHU3z4ihP48pe/zPCwn6deDV4YGIbehygtq8Hl0d/S58ICEl0N9ejRBgZ6ogTIJBaQISfUlc9e5dapEgpEnWvmwRIEQRAWDu29Ot20r/t4eGykBaSyOiJADh48wuEWxdq6mXsoOVwzE7Q56FC8ehBOqNfxLdGMrAWybMVJ4fPx4lAaj+7nP754OQ67jcZj+3FnX0LXwAf0i/3/BF8vJWXVONywZByLyUxTV1eHYRgopThy5AhtbW0AZOcWk56RNe51dpciIxUqiua3+AARIIIgCKPw+bTvf74G8Pn9iqNtiow06Ax+6zeZTBSXVsXMq6yOmPH7uw+z9xiUF6pR6afJwu4C73DyymwrpXhiJ/z8AV1dNTUFPvA2xTXnR4JIxypGNhFDtn6+9vn34LDbwmN/e84FpcGT7t9jGAZFxZU0dkP+HBXySktLo7q6mqamJvbv34/drrNyyiqW0j+kC66NRZ9NW33yxtco84ZQMbK5RlwwgiDMC9wexbOvK3YeVOFmZfONnkGdZlqQHXnoFpVUhtNuQ5SUVZNi1RXButqOYHfB3mMzt69QBkwyLAYdfYqbbofv/laLDwDPMNz1CFx7Czz/hkIpNWYtkPHw+/18+9/fT0uTTktOS8sAIwVVcLmeEHBC718pLCoHkwWLSRc2myuiU3FDrFhRT/+Qrow6En9A4fNDbZkxL8uvj2S+WEBEgAiCMOcM+7TwaGjVVTEbO+Z6RWPT0q3w+yHgczA40APEVgUNYTKZwimbbS0NlOb7OdoGLd0zs65Bu8KchN/m/3hZce0tsGN/ZGxtHQTb29DWC1+7E/79V2DJjMRKdLY3TXjfX932ZV558TEAcvOKuOP3O6k+8eOQUqAn9DwIASfFpdU43bqbb/YcBKCGiI4DCXHimnpK8sduuGdzaMtHWcEsLC4JiAARBEFAuzV2HVIcbILqEh1IueeIwuaYX1YQp1txrB3ysmODLktHxH+ECAWiDg97GepvwTDgWJu2HiSbnsHpB6A2dSp+8HtdyRN0Nsd3PgY//6zBnf8G6yNeJV7eB1+6qwKj4lOAQUf78XHv+/jff8sf/+8ngE7fvfmHf6K6dgV1p381Mqnrd4C2HDndulR7+ixWQB1JdCZMiJUrl7GuzsDtHd3vZtChY1Zms2rrdAgVI5trRIAIgjBnBAKK1xsUe4/p9uapVoPSfOgbgteOjF3Se65o79UPmtzMSPwHxHaGjaYqKg6ktfkIBTnQ1qNTVJOJ26NwuCFtmg+UB5/VbhyACzfAPV+BTSfoB2pdhcFPPgPf+EiklofLY6CW/hxOfJK2nvEfvHf8/Cvh43/9t1tZv+FcnG54+UiJHhzuhoHHAS1AXF4omeM01rEEyNKlS6kphTVLYNCpxaTDrT8wixmqShaG+AgxlxamECJABEGYE5TSbdn3HIGSvMg3XsMwqCqCwy26dPd8IBBQHGtXpKXoNNPooMuxXDAAlVGpuC1Nh8lKN3B6oK0nuaLK4dZWi+k0oXO4Ff/YoY/TrHDjlZCZFvtANQyDLScb3P3v8K4zo17IPRfHimd4dd9oZeV0DNHdqXu7rDnhDC696lMAPPs6eIb146fY9CIoXRe8rGIJATU3FVCjGUuA1NfXYzYbbFxt8PbTDFbWRGJkSvLGLrI2n8lKZ9YK142HCBBBEGadQECx95hi50HIz4asjNjfhKlWg5xMeO2wondw7q0gvTbo6I1kQMQIkElcMEA4+DInE460BitmJgmHWzcWs06j9sQ/X9E9TADeduron0c0WekGX3yvwY+uh3RTMKjFnMl/3pvCgD12X12dkSqw0ZlBT7wamXPDR8/ixFM2s+aEMzj3bf9CqmXuv52PjAFJT0+nvLwc0EKsOM/gzHUG52/Qn9OyKgPTLJTATyZpqQaWOS5GJgJEEIRZxe/XbpdXDkBe5vjfdotyDexueOPozMRNJEJrt8Lji1hpYmJAysdxwUQJkNYmXQ01P1una3ZM0LI+Ueyu6V2vlOLBZyPn7zknvus2rDS4fMWdMKgv7rdb+fb/xmaJdEUFp5aU6dLtfTZdWwSgrECx6eQibr3zGf77f1/AZM0jI21uM2AAMjMzKSsrC5/X19ePym4xDIOiXD1WW7awxAdoi03lHNcsEQEiCMKs4fMp9hxR7DqkfwHmTmJqL8nXcRODSY6bSASfT9HYqUuMh4huQe+zVHPLbxV3/k3FNGErLK7AmqpborY0awuIxWxgMqCxM3mCqt+mppXRsOsQNHXq4xOX6uql8VJVVQn73wve9vC97vp75PVoC0hJWQ0Af38x0vvlwg2xqcNOt7YypcyDSqLRbpj6+sm74C40CnIM6hL4Wc8EIkAEQZgV/H7Fq4cUew5rYZE9gZk/RGaagcsDXQMzv77xGHTAkCNWgIRcMAWlK/jar1P45ytw7+Pwof+EG25VPPKSwu01wm6H9paj+H06zqEgR6fjDtqnL0ICATXtHjDR1o/L4rR+hKiorIfhDtj/Xgz8APzuCXjuDb23ro5YC8j9zyjueiRy/QUbYu/nGYaS/LkXHxArQMZKyxWmjwgQQRBmhc5+ONikW5Vnpcf/kElL1Smic+WGGbDrB2OqVa/Z5XIw0K9jH/xLfjaqtscbR+GHv9dFu4qqzgLA5xsOWwOy0nXp9Nbu6e/H5dEl2NOnKEA6+hQvvKmPi3Lh7BMTu768KmgZsD1HDfeEx7/3W9ixX9HZ0Roee6lxA//9QOTaj28dpK48ch76+WbPQf+XsVjsFpD5gAgQQRBmhcYORSAAGWmJfcPNy4Lu/rlzw3T1x7o4wim4JR9mIOXtAGSkwrUX6Y6v4esGoCfjo+HzUCCqYRhkpcPRdu3emQ4ON7g9U0/Bffh5CIVsXLJJu4gSobCoPFzxlbZbOXd9ZF1f/h94pv/bUPUlqP8Zf91REr7uw+9Q3HTNQMy93F5tyZnr+I8Q73nPe7BYLKSlpXHxxRfP9XIWJSJABEGYcWwORVPX+H00JiIjFZwe6B5I+rImZdin6OiL7cra0XYc0lfCsv8Kj33hvfChdxjcfRP89+cgMzi/yX4KpOgHb0iAgP4cQmXdp4PDBf5A4sIBwDus+NuL+thihovPnHj+WJhMpnAWUEfrUf7tvbCiOuo9TBVQdwtU/mt47Pr3aLE2MgXU4daf21x0wB2LtWvX0traSktLC3V1dXO9nEWJCBBBEGac1m7FkGNq6ZWGYZBmnRs3zIBdt1jPilp3a0sLrPo9mPVX9XedCeefEqlhsmaJEX6Y+5UZynXti9YoARIKsmzsmN5+bE7FVCMmXtoXqWOx+SSm3Cgv1KLe43bhcXTy35+Dm6+FU1fG7s1kwL+9D646b+z3cbp1PY351IiwpKSEwsLCuV7GokUEiCAIM8qwT9HQpsXHVBt15WZpC0jogTlbDAyNrrHx+L5VkKVbz5fm2vnM5aOvu+JcIr1ZKj4FpjRamo/EzCnMgaauqQej+v2Klm7dN2UqhGI/AN6xcWr3ACivjFgH2lqPYjEbnLve4N+v6YZXlkHTd8lVr/Kdj8FFZ4z/8x/2QWHu/BEfwswjAkQQhBmls0+Lh2j3i1KKX/zkCzz+yL1xtXLPTNMm+tl2w3T0KaxRLe7dXsXhwdP0id/FZ9/TT5p19EOzOM9gy8nBk5RiKPlgjAUEph+M2j8E/TYtzhLFH1C8uFcfp6fC+uUTz5+IcCAqOtsnRHdnM7iPQePX2Vx6J2euG19c+AMKk2n+BKAKs4MIEEEQZpTjHQqTEVvbobnxEH/67U/57tc+yH/94MZJ72EYBqkp0Nw1e24Yj1fR1R/rNnppLwQImhy6f8eGE8rGvhi46ryok8obaWs7Hk7FBb2n7Axdbn4qlVF7beDxMaYAmox9xyLWpNNWTa+KasgFA9oCEiK6Q25JaTUTMeTUgmwqYkpYuIgAEQRhxugfUjR3andDNHtfeyF8vPak+KIf87J00OaQM5krHJ8Bu64yGh0U+eSuqPX4niIlZfz815XVBieFMjkzVhPIfltMBVWIBKMmWhlVKUVTp5py/Y8X9kaOz1o3tXuEKI8SIB2tx8PHYxUhG4/+IagpTTxDSljYiAARBGHGaO1WOD2je4vsff3F8PHaE8+K616ZQZfFbLlh+ofA549kmNhdipf3Bi0V3g6Wl9smvcdVW6JOqj47yg1jMRuYTXCsPTHLjs0BvYO6M+9UCMV/mAw4Y83U7hFiZAxIiJFFyMbDF+x4PNdlwYXZRwSIIAgzgndYB5+OVdchJEDMFgsr15wa1/2i3TCzQUdfrIXhuTdg2B98SHb/iSX1Kye9x5lrIT99UJ/kXcDuA6PzbgtyoLVbC5546bWBw6NjYxKlpUuFS6+vrZu8HP5kZGRmk5dfDEB7jACJzwIyYNc9ckryp7UMYQEiAkQQhBmho09/Sy/Ijh23Dw1wvEH7AJatWE9aevy5ublBN4zdObMixOVRdA/Ept8+FdXBle4/UFs/uenAZDK48MRIqdQXj4xuXJeVbuD0JBaM2tajSDFPLasome6XEGVBK0hPVytejxuICBDDMCgqqRz32kE7LCkDa4pYQN5qiAARBGFGaOpUWMyj6zrse/2l8HG88R8hMtO0G6YvAWvBVBgY0lk3WUELw4Bd8eqh4Ivu4zD0ErV1q+O612XnZYNfl3FtdayJ6RYbIidTB6N6vJOLEKdb0d47ffcLJE+AhAJRlVLhOJeQCya/sBSrdexSrcM+XWW2vFDEx1sRESCCICQdu1PR1qMDR0cylfiPECaTgWFA98DMWkD67RAIRMTTtj36HIDu+wDiFiBlZaWYh54GwGfksu/46DkF2dBng/Y4glH7bMHg2CkUdbM5FG8EvSRVxVBdMvH8eImOA2lvPcrwsJe+3g5gYvdL/5DuQVOUm5x1CAsLESCCICSdULbKWJVPowXIupMSEyCg79nSPf0+KhPR1hMb//FUVPYL3fdRWFROdk58QQuGYVCa8lr4/Nk9w6PmmM0GKRZoaFWT7qurX79uNiVuNXh5f0RInbl26oXhRhJdC6St5Sg9Xa3hoNqJUnAdbu1+mU/VT4XZQwSIIAhJRSnF8XZFasroB5zf72ffG9oFU1RSOWF2xHjkZOgskP4Zak5nd+oW9yHx1D2geL0h+KJzPzheiyv+I5pV5d2gdLv65173jzmnNB+Od+gmdRPR1qs/g6kQ4345YWr3GIvoWiAdbcdGBKCO/zNOs0KZuF/esogAEQQhqQzYtQUkf4zGc8ca3sTl1Mph7RSsH6CDFb0+7YqYCXoGwe6M1P94Osb68QcAautWJXTPZUsrwaZrn7T3p9EyRiaPNcUgNwteO6zoHxrfCmJzTK1j7LBP8cp+fZydAScksb9adC2Q9pZjMSm4pRO4YIrydAaM8NZEBIggCEmlsw9cHsgco6hUdAGydSdOof1qkLSUqZcwn4z2Xh0YGbLePDnC/QIkbAGpqVsNfX8Ln0dnokRTlGtgd8HrR8Z3xfgCsVVl4+X1Bu3yADh9dXLdHsWlVZgtFkDXAokuQlY8hgUk5J5ZUmokzQ0kLDwSFiD9/f3ceOONbNq0icsvv5wdO3ZMOL+trY1Nmzbx3e9+d8qLFARhYRAIKI61q3HrU+yNyYCZmgUE9Df4nkFwuJIrQtweHTwbsjB09CoOBZ+leSnN4NKFxMYSIBMVEqtZsgp6Hw6fv/jmuFOpLNYZMdGuGL9fVz4FyBw7oWRSXopOv02i+wXAbDZTVr4E0EGonVEVX0daQPwB7eICKJbaH29pEhYg3//+9ykuLubJJ5/khhtu4KabbsJmG98W+pOf/ISVKycv2CMIwsKn16aFwXhm9ZAFxJqaxrKV66f8PlnpOhMk2W6YnkGwRQXPvnIw8lq666nw8ZIoAeL1KY62KY62aauMdwzLRUVlPebho+DUubyvH9UZKWNhTTHIydSumN5BRWu34pndiu2v6fmFU8wYCe3FZMBpM/ArOeSGcTqGOHxwT3i8uKQKn18xYFc0dugiaCGjR3aGWD/eylgSmex0Otm2bRsPP/wwaWlpbNmyhXvvvZft27dz8cUXj5r/4osvopTi9NNPp7d3/Pwyr9eL1+uNXZjFgtU6xUYHExAIhoAHwjl1C5PFsg9YPHtZLPuAqe+lvSdAIBBqkBb7gO3r7aStRUdzrly9AWuKBZjaZ2U2gcWki4VVFk/8PSqRvXT2BzAbYDHp9e88AKAfks6W+wHIySskP78QCGBzKHqHYGkFVBUbHOvQNTpMBhTnQWqwuJbFYqK6ZjnH+x6GjC8QCMCO/Yq3nTq2CCnK0Q/ql/bqmBoMqCzS67eYFCrBz61nEBo79FpW1aqgwJqa9SgQUAz7I3sLUV65JHx8aJ+u2maxWBnyFeHuC5BmhZXVUF5kUJCt6Ola+P9X5P/82JhM8dk2EhIgTU1NZGVlUVRUFB5bvnw5R48eHTV3eHiYW2+9lR/+8Ic88sgjE9737rvv5o477ogZu+qqq7j66qsTWV5CNDc3Tz5pAbBY9gGLZy+LZR+Q+F6yzbB5nPjMAzv+GT4+c+NaavKaxp4YJzV5+u/GxgmnhYlnLwVWOCe4fn8A9hyuAszkZPgYbP4HACuX10fWnhd18TAsLdR/xmLl8mqOv/gwVH0BgD0Hnfy/C3vGXUvtOO6J6ryWSfcxkp1vZgL69/b5Jw5SkzeY8D0mY82yfEJOpkBAZ/pUVJRx7urWmHkBF/S49PFi+b+yWPYBydlLXV18Ec4JCRCXy0VmZmz4dWZmJnb76Hy4e++9l02bNlFdPXma3bXXXssHPvCB2IXNoAWkubmZ6urquFXafGSx7AMWz14Wyz5gantp71U8tUtRXggpYwQ4bnvxSPi4ZtU7aezXsQFTjUH0Dit6BuFtpxkU5Ix/k3j30tmnePJVRVlw/fuOg82p77u0ZIDdQatDWc3JvHikmtxMOGmZQcUYTdQCAcVzrytae7RlBKC46hSw/QCG+yClgGdez6Chp4aUOH8LGwSozmuheaAKlaD3/J97IsfLa3NpGojfj6OUYsCuLTG5mbCiBgpzDJo7FcfbweHVcSlDppNHXVtfX09t7ejy84vl/8pi2QfMzV4SEiDp6ek4HI6YMYfDQXp6esxYV1cXDz30EP/3f/8X132tVuuMiI2JMJlMC/4fDCyefcDi2cti2QcktpeW7gA+v4HFbIwy7rd2Kx4+dBWccROYUrj5r5n4HtCxDhefCVecy4QiYixSUsDpVfQNGRTlTX7tZHvpGQzg8UXW/8rByC6KUw+Ej2vq1uD2mjhrnUFVydjvazJBXYXiaLvC59cZJzVLVgN+6HsESv8Fh9vgtQbYsDKxfStMCQkQpRSvBuM/0qyweomBIv73bOpSpKfCKSugvsIIdzYuK4SlVYqGVkVLN5x7xlJ+MeLampqaCT/zxfJ/ZbHsA2Z3LwkJkJqaGux2Oz09PWE3zOHDh7n00ktj5u3bt4/Ozk4uv/xyQMeOBAIB2tvb+a//+q8kLV0QhPnCoF1xrB0Kx6j9caBRcdPtCrsl0vXWF3Qz2xzwuyfgT8/A1tMVV5+fWFv2VAu09yhWVE8vmNHvVzR1RXq/AMH4D02KY1v4uLh8FdkZk3dvLS/UAaN9QzoepCZUur3vYSj9FwCefxM2zHCM/vEOwlknJy1LLIXX6VYYBmw6YWxLT0GOtj6tX65w2JeNej0eC7jw1iUhmZORkcHmzZu5/fbbcbvdbNu2jYaGBjZv3hwz76yzzuKvf/0r9957L/feey9XXHEFF154Id/+9reTunhBEMDn8+Hz+eZ0Dc1dCodrdOn1l/cpPvdzGHQEH17D3WSaWlheBatqwGIODvvgoefhQ9+Bv2yPPzgyOxO6BvSDcjr0D0G/TXfbBXC4VbhnS3UJ9DRFysfnFq+hsggyxqhzEo01xWBZpRZZADVLgkqj/zEMpcuxP//6xOm7yeDVqEyeDSsSu7azD+rKtZiaiBSLQV5eHvn5saqspmb8ImSCkLCd5aabbqKzs5MLLriAW2+9lVtuuYWcnBweffTRcNCo1WqlqKgo/Cc9PZ3U1FTy8vKSvX5BeEvz2muvUVRUxOrVqydMh59J3B7FkVb98I4uKvXoS4qv3AHuUILb4DZ4ZSWf2PR3fvVvBr/8gsHvvwHXnA/pwdoWAQW/fBBae+J7KIfScXumGVPZawPPcCh7B/Yc1kGoAKeuhONH9wGQmZlDdn4FlcXxWREqiwwy02DIqUjPyNJlyf1DmIa0RaVrAA5OLxZ3UqIFyKkJWFvsTkWqFVbWxF8srL6+PuZcLCDCRCQsQPLz87ntttt4/vnn+ctf/sLpp58OwNatW/njH/845jWf/OQn+cpXvjK9lQqCMIpvfvObDA4OcuTIER599NE5WUNrD/SOqP3x+CuKH/w+0vgs3fEovLEVI2DjzM2XhOcV5Rpcd6nBH2+Gd27UYz4/3BGp2TUhZpOBySBcpGsqKKWLfKVHFfjaGfXQPrHOHS6sVbVkDTmZBsV58d07L9ugpjTiAqlZolNs/B2R35XbXxvryuQw7FPsCcb+5mfDkvL4r+0cgKWVUBxHfE2IkQJELCDCRCyOqBlBeAvS2trKQw89FD4/dOjQrK/B71ccaVGkpUa6syql+M1jkTnnr+vCtesSUB5O2nAuxSWVo+6TlWHwr1dAftAFsm0PvHE0PlGRn61F0HiFvSbD5oCegYj7BSLxH2YT5Jv3h8dLKlZRVTy5+yWa2jI91+tTVIfcMH1/xTD0ere/NnNumP2NEQvUhhXxd78dtOtqtonG1oxMvxQLiDARIkAEYYFy55134vdHOqvOhQDp7IeOfiiOyup88xi0dOvj9cugcOiHhIpenf+O9457r4w0g49cFDn/5YPxPZizM3TzuI6+KWwAvQenBzKCFpCOXhVe/9o66GyJ1DAvq14zZjDmRJTmQ0ke9A1CbSgQdbiHyhxda721B45N0gF3qkRbcjbE2T9PKZ3evKIK8rMT22u0BSQ3N5ecnDGikgUhiAgQQViA+Hy+UcX7ZluAKKVLkCulAy5D/OPlyJx3blQ8/U/dwM1iSWHzBVdMeM93nQG1Zfp4fyM8vXvydRiGQUYaHGtTBAKJWRICAcWxNu1+CVkHdo6ImWg8ti98vnTZ6rjdLyEsFoNlVbrJXHVtJAijyIj0xZkpN8yuKQSg9g/pXjjLqhLPLIoWIOJ+ESZDBIggLED+9re/0doaW2Hy0KFDM55REeIb3/gGG08/i69/6WO88tT/cHDfToaHvbg8KiwaMlIhn+fp6dLrPO3Md5CbN3E6hdls8KmorP5fPawLjk1GQba2ZCQajNprg+6B2PiVGAGyCo4fjbhgTjtlTULulxAVhdrFk1+6OurNHwwfzoQAsbsU+4MBrrWl8cdy9A/pDKWczMT3uXTp0vCxCBBhMkSACMIC5H/+53/Cx7m52v8xMDBAT8/4pb2TRWtrK9/61rfY+cpLPPPY3fziR5/mun/ZyLvOyeV7tz2Ey6PnnXcKPPfEveHrLtj6vrjuv3F1JFujsw/+vH3ya1KtBj4/tMWZPRNi23Ov8aWPr+N7X7sar9eDPxAp2pWdASuqoTGYAWNNzeDkE0ZX9YyHrAyDJWWgLKVkZumfV/ux51i7RL9+rF2nMieTPUciQcCnxJn94vUprClQXji1uip1dXVceeWVZGdnc911103pHsJbBxEggjDPCQQUg3ZFR692eTz69BEee0xHeS5ZsoT3v//94bmz4YYZq/cTwLDXw/Y3I6aECzf42PaEbuCWlpbBWee+O677G4bBdZdGSrTf+0/9bX4ycjPhaBt4vPE9yId9irvvvpP25v1sf/LP/PH/fsyBRp3WC7ryp9fjpL1V77eyZhWlBVP/lVldYmCxGFQv0VaQzvZGzlgzHH492VaQqaTfOt3acpWTOfncsTAMgz/96U/09fWN2aBUEKIRASII85hAQPHyPsXfX1Q8+rJuy37bf/8q/PonP/lJVq2KRBfOhgBpaYk0Q7v48k/wmX/7Gee+7SpIq4O88wAozXXjbP8ntkEdGXrWlktJT4//qba00uAdwbRchzu+WJC8bBh0xB+M2tUP7e2Rvfzfnd/hkeciPpzTV8M9//ONcHfQtetOmpL7JURJfjAgtSKiBpbmHw4fJ1OA6F40+ths0hVQ48Hp1u4oa8rU9wm6l5cgTIYIEEGYxxxtgwNN2h1QWwpVRV5efPJuAMyWFN59xbWsWBGJLpwNARLdLfPk087jivfdwM3fv4+VW24Lj9sbbuOh+38ZPr9gguyX8bjsnMjxIy+NPy+E2WRgNkFjR3wWkJZuha2/M3zu9Xh44hVtkbCYoYCX+NNvf6rPU1K58cYvxL/4MTCZDOorDIrLI4LR2fc6y6v08aFmnYGTDF4/GomH2bgaMuMUTm7v5CXmBSFZiAARhHlKn02x+7AiKx2yMwxMJoPtT/6ZwQEd53Hqpss51lNMRfXy8DWzIUCONEQESEmZrvMQCCgGrFv1oPLjaPgvXn7uEQCyc/I57ax3JPw+K6p1KXOAA406y2UyCrKhrVfXsZgIp1vR1AlDAx2RwZyz8Bq6x9Upy/3c9t0PhYN6r/7Itzj9tDUJ72EkFUWwdFlEgDQdO8DmkyKvb3992m8BwFOvRo7PPyW+a0J7nUrwqSBMBREggjAP8Q4rdh9S2J2x2QsP/znifnnvB66jow+6nDWkpKQAsxQDcjzitigu0V/f9xyBzn69TotjG3jbwnM2X3AFKSlT63a99YzI8SMvjz8vRGY6OFxwdBKx0tGnRcpAvxYgKSlWKL4m/Lq7+W7aWhoAWLHmLP7l2s+RlT7mrRIiM93gtFMiAqTxeKwAeTbohtnxwmN86oOn86Nvf5y9r71IIgz7FNv26OM0K2w6Ib7r3F49Pydj8rmCkAxEgAjCPGR/o+J4B1SVRMaajh3g9V06JaRmySpO2rCZmhI43mmmslo7+Q8fPhyOWZgJvMOKpmadVmsYBoVFurZ3dO2Pf3lXBeaoGIALt76fqXLhBkgJ3urxV/TDdSIMQ5dJ33dcd8kdC6UUjR0Kn3cQr8cNwLqTz8VSHszSCbh5/fEvApCals5HbryL6lJz3FVEJ+OMDUsxW7RgbDy6j5pSI1z7ZO9x6OhTHNz3Cgf2vsLfH/g1nR2NCd1/50GwOfXxWesgPTW+dTvdWsCNbCgoCDOFCBBBmGe0divePApFebGt0//+4J3h43dd/jEMwyDFYlBRCHnFWoB4PJ6YGI1k09EHXZ3aAlJYVI4lJQWXR/Fs0HWQnQHvu2QVX/jq7aSmpXPG2e/ihJPPmeCOE5OTaXDOifp40AEvvBnfNQEFe44o3J7RIqS1G9p6AG/E/WLK24LPKNAnfY+AfwiAj336FsqqllOQkzy3RHmRhdo67c5pOn4Ar8cddpMoBQ8/Dw2HIr6YpctPGus24/JklPvlgg3xX+f0QFGOrsUiCLOBCBBBmEfo5mG6umhulC/e6/Xw2MO/AbS74B3v+lD4tYw0g5olsxOIerjJgy3otigq1e6XF/dG+o1sPklnUGy99Fr+vn2QW257GLPZPK333Hp65PjROIJRQRf+au2BfcdVTHG25k7FC28qMMBtjwSg9pvPi1zcrRvFrT91Cxdc8mmy0mMLlU0Xs9ngpJPWAxDw+znWsJd3naGzVUAH3DYc1sXPUqypVNUsH+dOo3F5FM+/oY+zM+C0OMuvA3iHoSiBxnOCMF1EgAjCPKK9V6eHlo0oGPr8M38NB5+efd5l5OYXxby+fHlEgLy5d2YEyMCQYt+h9vADPRT/Md43bnOSUjFPWQGlQePEKwege2DyYFSz2aA0X7tiQmm5zV2K599U+ANQWWTQ1xu0gBgWWl3azJJmVbzznBLOOvfdfOU7/4fDbaI4L343RrycflrEqnHk0B4Kcw3OCQ4N2KHFtR6AuqXrEvocR4rBaAvaRPgDCpNJ3C/C7CICRBDmCUopjrcrzCawjDCD//2BKPfLZR8bdW1VbUSAvLjzEH5/8kuyt/UoWlsjAaglpVUMORU7gpXKC3PgxKXjXDwNTCaDrcGaIAEVG28yEdkZBgp4o0F/Fjv2KlCRKp99PUEBknchHr+OMD1rncGXv/5f/OdPH6S4pBKPb+pVQSfi9I0nh48bDu4B4D1nR00o/xQA9cvjjCANEi0GL0zA/eLyQHqqBKAKs4sIEEGYJwzYdXxCwYgGom0tR3n15ScAqKiq5+TTzht1bXVNRIAcOHCIg03JFSBuj+JwK7hskfiS4tIqtr8GvmBD3vNO1rU4ZoJ3nB6pjPqPl4m76VxFkbYqAWBAWZSYCFtAiq8Oj50X0QV4fYoUc3LdLyFOOinKAnJQp76cuBTqy4ODOWdC5sksXRF//IfNERGDRblwQgJi0OnW1o/MJGT6CEK8iAARhHlCa7fC6YGs9NiH+CMP/jp8fNF7/h8m0+j/tgVFZaRnZAHQ3X6Y144k3hdlIpq7dGErtz3SAK+4tIqndkXmnJ/AN+5EKSswwt1c23pjG8ZNhNlkUBH0VpXkx36ufb2dYFih8D0AZKbpol0h7E79UJ4JAZKfn09N7RJAu2ACgQCGYXBpdLxuxfUsS0CATEcMOj1QkkfSMn0EIR5EgAjCPMA7rGhoG92Dw+/z8Y+H7gHAZDbzzks+Mub1hmFQFbSCdHUcw+Px8soBNWlBrnjXdqBJkZkGvV0RF0xqVh17gpXEK4p0B9WJcHl0L5ujbYpj7ZFj1xiZKmNx8VmR498/Ef/606xjP1T7ejog/51g0c3hNp0QW4J8yAnlhfHHUSTKyevXA+By2mlv0f1m3nYqmJRdTyh+H8WV8QuQaDGYSPYLgN9PUjN9BCEeRIAIwjygvRd6B3Ulz2hefO7v9Pa0A3DW5ksoLC4f42pNdTAOJBAIYHiO0jsIrxwYOxU1EZq7dMv64txICi7A4d5lhDwh558y8bdnp1vR1gOra+GcEw02nWBw9okGK2t0Smx0psp4nH0iVAfrouw5Am8em96++no7oOza8Hm0+wXAFxhtNUkmJ5+8Pnx85NAeQBcCM3UHOwib03l+f15c9zreodgdFINVxbqLb7z4/IoUiwSgCrOPCBBBmGNCwacW8+gaDI88EHG/jBV8Gk10umZL82FqSuF4O7zWoKYclDrsUxxsUqSn6rV1By0ghmGw40heeN5E5b7tLkV7L5xQD6etMlhebbAi+OeEeoPcLOi1Tb4Ws8ngfRdEzu/955S2FKbblgIFumNrUS6cGpWy6vIo0qwz434JsT5oAQE4EgxE7Wxvwtf0s/D4X5+PL97lt1GfxSVnJeZKcbglAFWYG0SACMIc02eDlh4ozI0dDwQC7HrlSQCKiis47cx30D+keOWAoqNv9EMpOhOmpfEQFrNBZbFORT0wxaDUtm7o7IfiPH3eE7SA5JSdyv5G/eujvhzqysd+4Nmdiq5+WL8cNqzU7eijyck0WLsEBu36m/hkXHiqjlUAeGkfHGmZ2r78fj+2jKvB0Hu49OzYzCO7C3Iz9Z+ZIlqAHNy/B4CGw6+B6xD0ax9TWw/885WJ79PSpXg66H7JyYRLNiW2Dpcb8rIgLcmpxoIwGSJABGGOaelWuD2jO5b2drfhcbsg8yTSV93Cv95q4oqvw5d+Ce/7Jtxwq+Kh5xSDDv0Qro4SIM2NuhZIeqpBfjbsORxfM7eRHGlVWFP0w9k3PBx2B1krIoXQxgs+tbsUXQNw8nJYv8wYt8Lm0kodKNrRO+bLMaRYDK6JsoL8LoFYkGi6urqhRLtfDIZ515kj166LmZlmKKsHoKamhvx83Xo2ZAFpOBRsBtPyo/C8/34AegfH/9n97gnCrrCrtiRes8TlgVLpgCvMASJAhEVJIKDo6tdBjq8fCfD0rgBP7AwkJSgzmbg9imPtkJs1+rXWlgao/ymcsotm/oX9jbpUd4g3jsJP/wRXfA2+/ztFSXmUC6bpcPg4L8vAYoYX9yoaWhPbf3tfxPrR2xMpQubIeFd4znjul+5+WLMETppAfIAO/FxXp8unxxOQetEZ+hs7wDN7dIGxRHn0JS+k6OpmFak7yc+OrE8pXYl2pquCGoYRtoL097bR39fF0cPBMqYDj3PmykFAi6Fb74/92Yfo6FVhC0lWOly2OfF1BBTkZon1Q5h9RIAIi5IjrfDPHYpnditePaiDPBs7YMf++LMuZoPWHh18OlaswY43bVB5Q8xYXTm8exPUlkbG/AFdG+OPz+aSX6CjNFsaY6uhlhYYpFjghTcVBxoDkwZ9hgJXLWawBt0mofgPsk7BSS2gBcZYhbq8w7qyZm2pEZcVobIY6iuianZMQJrV4Mot+lgp+MOTk18TjVKKx3fnhc9PKns95nWHS9fDmMn4jxDRbpiGQ6+FLSDW1DS++P6ssNB69nXCHW6j+f2T+ucPcPnm0Va0yXB7dayLBKAKc4EIEGHRMeRUvNGgSLVCfYVBXYVBRZHuONrYAa8eVPgm6ao6G/h8isMtwQDPMR7ST+2PFKXYvPIYv/8G3HWTweeuNrj73+GOf4NrzoeUYKuVPz4N+UsuA7S1wukYirlfcZ5BZhq8vF/3SBkvuNHmULy0T79WEmWa7w5lwFR8Jjz2ztMZk16bvrYkTtO+yWSwZolBZjr0D03+s7n07EjRrH++Al398f88X2uAjsGgurC9yPKq2O7BNqeu6po1C0W5ogXInlefp7X5CKBLsBfkWbjhysjcW++HfnvkV3bPoAr3xklPhSvOTfz97S7IypjZWBdBGA8RIMKiQinF/uOKAbvObIjGYjaoKoGDTfB6g4or9XMm6ejTf4ryRr+265Ci0xUsZek6zEe3BigriIgUwzBYVmVw3aUG116kx5SCjuz/AJN+cka7YUIU5BjkZcKO/fo9egZiP4fOPsW2PYqmYJ+2lCjXSXdnM6QUQfE1gH5Aj1XuWymF061jOxLprFqQY7CyGvqGJp+blW5wWbBol88P//PX+FJ5AR7YHnXS9t8UFsWmNrs8ulfMbBTlihYgTzx6b3gPoRLsW9bD2cFq7P12g//43wKeewP+91HF138Nw8HCY+85Wwf0JordBeUF0gFXmBtEgAiLio5eONSsm5eN9QBJs+omZa81kPRy5YmglI7HMBkRF0f0a3f9PXJuNH+Hyqrace919fnaFQLgDJTBku8C0NI0dlO63CyD4lz9GTy2Q/H0LsWxYFGw7XsU/fZYF0+I7s4WKPsYmNIAHYsxVsCjLVhBtLxw1EuTUlFkkGIGj3fyn80V50asIE/vjq9HTGef4rmQx8XbDj33U1BYFn7d69M1MUZmJM0Uq1evxmq16rW1NYTHQyXYDcPgs1dFrDF/35HJ1+40uOcfcKBRj6WmwFWjq/PHhT8gHXCFuUMEiLBo8PkUbx5TBNTocubRZGUY5GbCrkP6gTQXdA/oAl+hAM9oXt4He48HTxxvUpbyMpaUlHHvZTYZfPn9YA1NqbwBcs+l+fj49cqzMgyWVhgU5Og4lKd2Kba/pj+7mpKx4za6Otuh/DoADBSXnj1qCqDTimvLdDO4RCnM0Zarfvvkc/OyDL54TeT8tj9DU+fEP89fPRzJGKH9V6CGKSiKCJCZLL8+FikpKaxbt27U+NLlJ4aPC3MNPn3Z2NdnpsH1lxETRBsvHq8iLSUS0CsIs01y+mULwjzgWDs0dULNGN/eR1KQY3CsXXG8Q1FaMPvfAI+3K7y+0RaEQEBx1yNRA403U7m8btL71ZQafPxixX8/EBxY8Wv27r1p0uvSUw2qS3Q7dr8/thT5SBr66iFLl9g8fY2iomj09xevTwefVpdM7TM1mw2WlCle3Bvf/C0nG+w8qPj7i7oN/bf/F/7782qUVQng2dci5crNyoa//ZcA5BdE/sHYnLCmdubKr4/F+vXr2bVrV8zYyCZ079ioY2OOt7koKUhnaaXB8iptZZpqqnAo/kMKkAlzhVhAhEWB3amtH9kZ8T88CnJ0UOqQc3atIIN2xbGOsc38z74Oh0PVzodehd4HqKyOr63p5Zt1R1UA0urY1XUuvuHhuK41m4wJxQdAp+mS8PEV5479q6PPpku2h4qFTYXSAoM0a3wpuQCfuTziMjrSCr96aPScfruJn/wpcp7b+20Y7iYzK4e0dP0EVkqLsJksvz4W0XEgACVl1WTnxEbvGobB+y+E/7mhm49drIVXZXF8GUbjYXdBWQGjisMJwmwhAkRYFDS0KXoHx3ZpjEdOhm441tYzY8sak6ZOhd05+punP6C4+9Gogcb/AKCyellc9zUFXTEmPPp+xR/n6effSMaSOdzkw5dxBgBW3zE2rBw9RymFw6WDT6fzUMvPDrph4ghGBR3X8/UPQ0rQnvvnbfDQ87FZPt++N5/+Ib2ms9aBu/lOgJj4D4dbx5QU5Ex56VNipACpX3bi2BOTjM8PRbkiPoS5QwSIsODxDutiXvnZifXAMAydltrQOntpuS6P4nCLLjw2cq3Pv6EtMgDF6Y3Q/w8gfgECOojzzCVB/4UphXsez05Kts8fnnSHj6usT4z5OQ85tUl/KsGn0ZhMBkvKDVye+K9ZWmnwqfdEzn/6R7jhNvjTg9u4/nPf48EXdKBDVjpc/24XTrtuPpMfJUCGgum3s10T48QTYwXH0hUzL0A8XkWqxH8Ic4wIEGHB09Wvvy1P5ZdpQS50Deh+J7NBc5de68iutwB/ejpyXKnuixwnIEAAPn55Mbh1ikSbfRkv7ZvSUsN0DyiefSOYhuGzsaZk7OyaviGoLp5aOuhISvIhIxUc7vjF03vOJqak+t5j8Iunzmaf99PhsU9fBiZfZ/g82gLi9EBl8eyk30aTm5tLfX19+LymfuYFiN0F2TPc60YQJkMEiLDgae1RGMbUahlYLQZKQWPHzFtAPF7dWTYrfXTg4P5GxZvH9PGSMnC162hSwzAor5w8CDWa2toa8m0/DZ///C8Bhqdh4bn7ERj2B39VdPyKivLiUXO8wfvXliXn4Z2XpUXIQJxuGAimrF7h46Klf8RwBUWSYQKL9qksLWrlHRuhr6cjfE1BkQ4eGfYpLCZtAZkLNmyIFFQprz15xt9P4j+E+YAIEGFB43Dpoln50zAlF+ZAc7euADqTtHRra83IAmkA9z8TOb5yC7QHK2IWl1ZhTU1L+L02rfXAoK641dZj4oFnp7BgdGbRYzuCJ74BaP4eRSVVo+b1DerA02Q1NTMMg9oyA7c3/gJjB/e9ysfedzKP3PM+1KsnwtEvgd8eXnvx0HcwDIO+3igBErSADM1y+u1IvvKVr7Bx40Y+9LEvkV24fPILponEfwjzAREgwoKmsx9sjun57bMzYMgBrd0zJ0CGfdr6kZE22lLT1a94Zo8+zsuC05f3YxvsA6CyKjH3S4gNp18ADZ8HpcuM/+Yf8ZU4H8kdf4uqm9H8PfD1U1JaHTNHKYXDPf3g05GU5OugULsrvvmpaenh4msmw89l53i468s+0lo+D7tP47UXfofX6xlXgFQWT5yGPJOsX7+el19+mW9+63v4A/GLrqkg8R/CfEEEiLBgUUrR1KnbxU8nHdEwDLIzoKGNabkqJqKlS5ddHytL5y/bIRBsR/LuTdDTGamIWRFnCu5ITj71PAznHui4C9AZHv/9QGIPth0HU3nhTf25WumFtv8CtFUmGptDZ/RUFE1pqeOSk2lQXhB/NsyS+jVc88EvsGrtafziNy9zw5duo646n3PX9oH7KC6nnT07nxnhgilDKYUvACXzoCJoXhakW3VNk5nCHmy2J/EfwlwjAkRYsAzaob0nOWbzghxdnbSzb/r3GonPpzjUrJvjWUZYP1wexd9e1McpZt1kra0lIkDirQEyktz8IpatXA+NXwOfbuv+5KvwyEvxXa8U/OCPeeHzIuevIKAzYYpKKmPmTqfy6WRUlxoM+xi3cd5IPvzJm/n5PS+wck0kpmLTue8OH7+w7aEYC0hhUTlOD2Smzn767VjkZOo/8Vp9poLDLfEfwvxABIiwYOns15kLE5Vdj5cUi4HJgKNtyW9S19oDbb1jF+d69GXd/h3gglN1hdZQR1SAigQzYKI5ZeMFMNwNRz4VHrvtzzrteCIO7tvJv33jdnYd0bEnaYHj9Oz9HgD5BSVYranhuR6vwmzWlVhngvJCbRUYiKM0O4DVmorZbI4ZO/XMt4X7rbyw/eFYC0hhGTaHFrE588AiYDIZVBTOrAAZ9unOyIIw14gAERYkgYDiWLuOqUgWxXk6TbZnMHn39Pu19cNiHl2h1R9Q/Hlb5PyqLfrv1uZoC8g0BQhA933Upuk38g7DN+8B54j0VpfLwd8f/DXX/ctGrvvQuexs3xJ+zb3/s3jdWgEUj4j/6LXpwNNECsAlQnqqQV15/AJkLDIysjjzTJ2f293Zwmu79GdhMpnIzS/G6dYCarbTb8ejMNcgMENxIN5h7bKU+A9hPiACRFiQ9Nq0yySZWQsZaQaeYTjWlrxf/O292gISyg5RKmJhefHNSBXWDSugvkI/AKMtIJVVS2ns0GLLHUeH2GhOOPlsLBbdoc574NMsD4ZuNHfBj++LPOD2vfEy772olh996+McbOiCk7ZDxio9efBZ6HsYgPSMLK78wGfD9w8EFC6PDj6dyXbu1aUGVkv8pdnH4sILLwwfO4JFyHLzi/EHTFhToChvuqtMHvnZusmcM4FCbPFid+libLkiQIR5gAgQYUHS3qObuaVZk/vgK8yFo+0wMIWMkZEopVvcG+jsiue3PcSFG618+TMX4ff5uO+pyNwrt0SOQwKkoKgMTyCTVCvUV2gx09kXv4soPT2TtSedBUB7834+fVErmUGL0VO74O5HdWbMA3/4uc66yd0CJ++ArFP09VY/P//6qfzjBQf/eMHBw8/08baLPhC+/6BDP8iSHXw6kqJc7YqZjmXqggsuGDVWUFjGoENbA8YqDDdXZGcE40Ccyb/3kFP/vGaz2Z4gjIcIEGHB4R3WzdxmootnbqaBwwWNk7R1j4f+IV37oyhPi5E7bvt3An4/r7z4GH986Plw4bHaMti4Wh+7nHb6e3WlzvLKpfQM6u6sZ59gsPkkA2sKHG2Lv0LoKRvPDx+3HH6Mf3tf5LX/ewyu+Dps77kBlv4XnPAYpOgiYxVFir98o5N1S9NITUsnNS0dsyW2eXafDerKteVoJjEMg/oKA++wdltNhbKyMlauOTVmrKCwjCEnVJdMrYjdTGEYBpXF4HRPPjcRlFL4/FA6y832BGE8RIAIC46OPugdnLlvrfnZcKRFFzmbDs1dCpcXMtMMGg6/TuOx/eHX7n868hC4akskjbg1KgOmoGQpZQWwolq7OJZWGlx4qsHaOh0T0dCq6OxT4SqkY7FhY8T1sOvlJzl3ve6qGkIp8KadChXXg6EFxsbVcPsXYGXV+J10HW5FmnXmgk9HUlGkrVPxpuSOxaZzL445zysoxWSa/e638VCQbaCIP/snHhxu7dqZD9k+ggAiQIQFhlKKY206qHOmvrWGsi6au6Z+D5dH0dAaqdD6xCP3Rl5MXUKfoV0j+Vnwtqgv5tHxH0Vlyzih3iAtNbLP7AyD09cYbD3d4Iy1up5Dew8cb1djWkVWrT2NjEyt1HbvfBqlFB+/xOB/vgjvvxBKsmOjO99/IXz3E5MXduvu15absaq6zgSpVoP6cp16PVXOOveSmPPMnDJyMuau/PpE5Gfrn20yrSBDTi3iZrvZniCMhwgQYUExYNdBnTP5Lc5k0oXJDjYrPAkGfoZo7YZ+uxYzgUCApx77Q+TFyhvA0Kmi79kcW32zLUqAnLh2KdUlo+9tGAYFOQZr60y8c6PB208zWFGtXSJNnbEWEbPFwoknbwagv7czbIVZWW3w8UsM3ln5I9i5Go58hg+e/jQfv8TAPElRN5dHYTLBssrZzRypKjFIT7BBXTRLl59IaXlt+Dw9u4zKYi1u5huZ6VqcJjMdd66a7QnCeIgAERYUrd068yIZtT8mojAHega02EkUv1/R0KpIt2ox88bu5+jubAFg5YkXQtlH9cSAk60bY0teRltAzjl9+aQVXi0Wg/IigzPXGVy4waCyKFh1tVeFzfcnbzwvPH/3jqdirt//5g5wHYL2X3LRlnrioXsAakp1qfTZJD8bKou0+20qGIYRYwXJySujrGB+PowNw6CiKHmZMHPdbE8QxkIEiLBg8A4rGtoSKxjlDyj2Nyr+9LTi6d0Kvz++b89ms0FaKhxsUgmXZ+8a0EXSQu6JJ//xu/Brlad9H8zB4JWO/+WNHQ/EXNvafDR8fMpJ8dcAMQwtRM5db7DlZIOMNGgJiqdTTosEou5+5enwsVKKA3t1p7n8wtIY68B4eIcVCm39mE75+6lgGAZ1FQb+APji/DmO5Mr3f5aikkqqaldz5tlbZ82FNBXysw0Mg7j/zU7EXDfbE4SxsEw+RRDmBx192s0wllsimmGf4vGd8PI+2H1Y//INsawSPne1Ys2SESXRnXYO7n8Vv2+YDafrKM3SfGjsgKZOWBpbfXxCmjoUgYCBNcVgeNjLtifuByA1PZfXOk7Uk1QAWn/GX/9UwfnveG/42ubGYApuQQH5+YmbGCwWg/oKHWz49C5Fn01Rv/xEcnILsA32sefVZ/D7/ZjNZlqaDjNk6wdg9brT4zLNd/ZDRaFOi50Lygt1GfHOfm0NSZSKqnr++GgTTZ0BlpSbyJxhS9p0KMrVgqFvaPqF3oacsKp27prtCcJYiAVEWBAopTjerjCbRvdTiaazT3HDbfDD38P212LFB8CRVvjMz+DH9ylsDv3N0uW0c8mWAj738fO48+dfDc+1mA0y02DfcYU7gSJYLd062A9g54v/DHe2Xbrpu/Ta9H+5dNfT4D7C67u2c/zoPgDsdie93c0ALFs29QqoAKUFBict07U6PMMG60/VbpghWz8Nh14DYP8bL4fnr163cdJ7Dvt0GmcoK2cuSLEYrK7VKbkTZf9Mhs9vorJofj+MU60Gyyp1s7/pEEq/nQ/N9gQhGhEgwoJgwK4DOycKPn3lgOITP4IDjZGx7Aw4dz18+rKIFUMp+NsL8OHvwp4jivSMrHDb+yMH9+D1RFIPivOhqx8aOydfY6hAmMMdacz2xKMR94stI2LpeOeG/vDxA/f9nGce/xNf+NQ7w2PTFSCghcLKal1t9aRTo+JAXtFxIPvfjBYgp096v64BbX2YiuUhmVQV6zV0TbFxoMMNGamzl8EzHSqLtQi2O6cutpwebRErXAD7Fd5aiAARFgRtPWrcxnOBgOI3jym+/D+Rb4vlhfDTz8AD/wk3X2tw5RaD27+ghUh6sJfagB3+/XbYc1ix+gT9APb5hjlycE/43maTQU6mtoKM7J8SjVKKA0369dAvepfTzvPb/gpAZtm5tPTnAVoIfeR9F5Kalg7AQ3/6H7755Ws4tPe58P1CvUumg9lscNIyg7JCqFi6JTweigPZF7SAGIbBqrWnTXgvr0/hHYaVNcacd1G1WAxW1Rr4AjomJVG6+6GmbGGUI8/PNqgq0a0HporNoYW7pN8K8w0RIMK8Z9inONI6fvDpD/8Adz+iLRsAZ6yB278I65fHppSazVqI/O9X4NRgqxO3F266HbKq3hOety/KMgA6c6DPpjvljkUgoNh7TLHrkD7PCVo/nnvmr3jcOo+y+MSbw/MvOQtycvM57+3XjLrXqlWr+OUvf8n1118/3seREJnpBqcsN6ipXUVeQRkAr+3ajtMxRMNh7YqpqVtNZtbE6RGdfdryUDNJ/M1sUVkE1cXQ0T/53GjsLt2MbXnVwklHXVKmi5INTzEYVaffsmD2K7x1EAEizHu6+rUAGCuC/8W9in8E9YJhwP97F/znxyMukLEozjP4z4/DWev0uWcYHjpwMeRqN8X+N3fEzDeZDPKzYX8jDI0whQcCijePKnYejO0wqpTusaJvkEm7TxceS7PChcHCY+/7yJfJyS3AZDJx6lmX8ucHH2ffvn1cd911mEzJ+69ZXmSwYZXB6pP0/twuBw//+Xb8Ph8wefyHy6NQCtYsmXvrRwizWVtBUCTUpK+7X5ePn6nuvTNBWQGU5EH/FNKPI+m38+PnJgjRJPxbrr+/nxtvvJFNmzZx+eWXs2PHjjHn/eQnP+HSSy9l8+bNfPCDH2TXrl3TXqzw1sNut3PJRVv4zy9swm6LLcrh8ihu/VPk/IvvhX95e3zpoVaLwTeujYiQYZ8J1j0MuedxYIQFBLT4sTl0Wm7PgKK9R9HUqdhzWPHqIV0WPidK9Gx/6i/hGIvCtZ/DM6wTzi7YoEuzA9QsWcnvHj7Kz37Xwy9//Rcuv/TCGfuWurLGxLvfFUnH/dNvfxo+niz+o6NXP7TnKvNlPMoLdT2SzjhjQRwuRapVx8YsJGuAxWKwrMrAMYWaIKH0Wym/LsxHEhYg3//+9ykuLubJJ5/khhtu4KabbsJmG+2gzMrK4uc//znPPPMMH/7wh/niF7+IwzHNcG7hLce9v/sju3dup+HAS/zl97fFvHbPozodE+CUFbB18jjKGKwWg5uvhU0nBAdM6bDqXtraOhno746ZaxgGRXnwegM88pLi0ZcVT+xU7D6sgxlzMiMPNN/wMHf+11fC5+l1nwsfXzwitMNvZFNanMuK6pl/IF5zeaQjbG9Pe/h4zQnjf3D24EN7Ve3s1/2YDJPJYGW1rpURymiaiO5B3VW4aAFmg1QUJh7D4fMr+mxapEn6rTAfSagOiNPpZNu2bTz88MOkpaWxZcsW7r33XrZv387FF8c2evrEJz4RPr7wwgv58Y9/TFNTE6tXrx51X6/Xi9cbWxHSYrFgtVoTWV5cBAKBmL8XKrOxD79fMeSEjLSZ/QU20V5e3b03fLz9yb/w/67/JgCHW+D+bQAG1hTF568G/XxMzE9utcDNH4Gv3AGvHDDAWgqVn2X/Gy9y1uYRzcsyITNVYZjAbIz0qSsM9Pr/9sAdtDQdBmD5qR/lcDD4dHmVYlUNGFFrHHIqakshK92U1MZjY1FbW8uSJUs4fvx4eCwtLYO6pWvCaw8ROu+zBVhdC4U5M7++qVCSr1hbpzjUBEMu7a6wjBBKob1kWgMsqzQW5P/9jDRYUqrXPfJnNRZKKdq6YUk5rKmdf3uW38Pzj2TuJV4XckICpKmpiaysLIqKInl4y5cv5+jRoxNcBW1tbdhsNqqrq8d8/e677+aOO+6IGbvqqqu4+uqrE1leQjQ3N8/YvWeT2djHFCtfJ8xYezlycHf4uPHYfjzdT1K/dDn/en8ZgYBOZ/nXSwc4a/k00gSAW6618PabygkoE1R9kYYD3+O97z4x4fvY7Xb+745vhs/rT/8qh1/Xxx+6oI/a/NhuajV5+u/GRmaF0047LUaAnHjiOuqL2sadf/bKVmD21jcVCqxwRhxZyxvqWxnqh6EEA1fnCwVp+u/qvJa45tcG69h1dszQgpKA/B6efyRjL3V1dXHNS0iAuFwuMjNjUxEyMzOx28dvUenz+bj55pv54Ac/SFbW2Hlv1157LR/4wAdiFzaDFpDm5maqq6uTGug328zEPjxexbY9is5+HdCZmaa/eXX2wZIyOG21QXpq8i0h4+1lyKnYd7ApZu4fHniBrJUX8MYxvY4lZYp3nplH00DetNZgSYPzT7LzxJ5ssOTwt9c38MGBmoTuYRDgz/d8kd7eXgDOvvADPHtQlzdPsypOWVNA00BBeL7NqfB44R0bjVmryHnJJZfwpz9FAmeWrDyHbfurqSqBlGBxMaUUDleANRWtOFQla5YsjILJ3mHF0TbF/uNgj+oim2IJcOayVrLzqijINc/Z+qaLz+entbWF5w9VUlVsGjeOxeZQ2F1w1gkG1SXz0/Uiv4fnH3Oxl4R+s6Snp4+K43A4HKSnp485XynFzTffTH5+foxLZiRWq3VGxMZEmEymBf8PBpK7j9YeRWuPYklZbKv7ymKdBhtQcMZag4y0mfmlNnIvrZ0uujqOxcx56uln6D7yH+Hzz1+jMzOS4Rz4xGXZPLHLBaZ0Oo2LaeuB8qL4P9veng7uvPNOQHehXbn5Rzz3uP6sLtigP7fodfYPKeorIDtz9v4dXnDBBTHnl249g4pyE0daoLRAd191ug3ygt8z6svNC+b/SVoqrKmDqhKFzaFTrJ1uFa6GW5C7cPYyFpbgb+ucTBPtfSbKC0f/P3R7Fd2DBqetgtqy+b9X+T08/5jNvST0LjU1Ndjtdnp6ItkIhw8fpr5+7C6aP/jBD+ju7ubb3/72ovnhLFa8w7qQVmYao8psp1gMasvgWDu8tHfiglzJQinFCzsPoUb4Ixt9V4Q7hL7rTDihPnliqDjPoNL8iD4xpfKL+xNz69z9y5txOvXT7p2XfZa/7ogUzbjkrNi5gYBi2MeslwOvqKhg5cqV4fPN55zBmWsNVi/RWT752bD5JIO3nabXlTYDFq+ZJifToKpEZ46cuMzEmesW1++eE5caDPtGp4R7vIqWLlhRDatrF97PTXjrkdD/zIyMDDZv3sztt9+O2+1m27ZtNDQ0sHnz5lFzb7/9dl577TV+/OMfz7p1Q0ic5i7taomuj3DvXbdw+YVlXHJuAZdfUMhn31/IJecWUlJcwPZX+2ntTqxHSiIM2OGNNw+EzwuKyiB9OZRpS1p6Knz0ouS/7/lrm2BY53U+tz+HY+MUHxvJ7+/5AX97QFs/0jOycJZ9k55g8Mzpq/VDIZohF+RkzH5Le4Avf/nLWK1W3v/+91NVVUWq1WDjaoN3bDR426kGy6sNsiaooyLMLdUlcEK9ro8T6tRsdylaunXDuQ0r50+9FkGYiIS/Gtx00010dnZywQUXcOutt3LLLbeQk5PDo48+GhM0escdd3D8+HG2bt3KOeecwznnnMOjjz6a1MULycE7rDjYpMiIsn7Yhwa46xdfp7+vC/vQQPiP0zGAwz7A60cU/9yh+PuLipf3BUZ9G5suXf3QeDQiQK7+l8/Dkv8EUwoA15wPBTNQXGn9Seuh+XvBM4P/fmDyct9/+u1P+dVtN4XP3/HB3/H0Hh0xmJEKn79mdBXKQTuUFzEn3VivvfZahoaGuPfee8NjKRaDory5azInxI9hGKytM1hSBi1d0GdTdA/A+uVw+pqZidMShJkg4eiy/Px8brvttlHjW7duZevWreHznTt3Tm9lwqzR0q1b3deURsb2vfFyOB0rN6+InLzYKlR1FWbS0sHmhDePQle/4tSVuurmdHF7FMfaFd3tEQFSuPQKKFqiT7ztnLtqGKid9nuNZOWaU6HjEqj8V0it5tVD8K+3wjevVZSN4XN/4A8/5xc/+UL4/F8/+zV+fyRimrn+MijJj70u5H6pKp67B4VYJRc21hSDk1fAgF3hdGsr23ys1SIIE7EwwtuFGWPYpzjQqEizxra53/vaC+HjG758G+e/471jXU5+NuRmKlp74JndipNXKFZUT/0XocujeHmf9mV3tmoBYpjNPLgjKiOl8ZvseHYFS5Z8YZy7TJ3MrBzq6pZy7PB1sPp+MKdzqBk+8SP49w8ozlwX2ddD99/ObT+4IXx+7XXfoCvrc/QM6jmnroSLzhj9HiH3y0IqBy7MPwpyDM5cB4EAVM3TbBdBmIjFFZ0lJExLl64mOjIWYe/rL4aP1544IoJyBCaTTvdLtcKLe2HHfoUngf4cIULio6EVqkoCtDQdBKBg+SfYezz4T9W5HzruYvuTf0n4/vGyet1G6P8HvHYWxdm6mdyQUxcru+3PuvHcsaMHufV7nw5f895rv0H5yV/jvm26YU1Gqi4NP1aq5MDQ3LlfhMVFRZEh4kNYsIgF5C2Mz6c42Ky7g0ZbP/x+P/veeAmAopJKSsrGLiA3koIcg/RUxZtHdTrgxtUklLL7yn5FQ5tBdSn0dbXoTrKGBUfxv4fnlLr/h0787H39Rbo7WygurYr7/vGyet3pPPLgXeB4nUuW/prDgc/wbLCY2APb9R+ruZbAqj+Dt4Pc6q388Wg1gSORe3zyUigtGL33QEDhD8yt+0UQBGE+IBaQtzAdfdDeqzttRnOs4U1cTl1cbu2JZybUuCs91aCmDBpa4fk3VFzBqX02PedYe7BvhcWg6dh+/WLh5bipBODEpfDOTZFYlO1PzYwVJLo5W8OB5/jmR+H694A56n+L158Khe+G8k8w6KsmOlt442o1Ku02xJALstPF/SIIgiAC5C1MU6fCMHQGRDT7YtwvZ468bFKswbohTV3w3OuK/qHRIkQpRVe/4qW9AZ7aqV+vLo2spel4MAC15P3haz78Tjj3bVeGz2fKDbNk6VrS0nUlrgNvvIxhGFx1nsHvv6HdKuedDIYvUgvHZCjqy+FdZyp+8LEevvvxsV0voN0vFeJ+EQRBEBfMW5Uhp64bkJ89+rU3X4sSICdNHP8xHhazwZIyRVOHFiErqnV5dwCloLNP0dQJwz4oDcafpJgjlUIbj+0HSz7kvwPQHWfXLwPDWEP1kpV0dTSRX1iK3+/HbE5ueW2z2cyqtaexZ+czdHY00dZylIqqeorzDN51JpxYcYinb1sNGetYc8rb+dEPfkB6qoGBoibPQdNA4ZiVWQMBhc8PleJ+EQRBEAEyXZRSHG2D3kHF2rrZ6+kxXdp7dWDlWK6AUAZMijWV5atOnvJ7mE0GtWWK9l7tjol9Tb93RpqBwejPrOn4QSi6Akw6XfT8Uwhn1nzzh/dTVrGE9PTMUdcli1PPeBt7dj4DwAvbH+bK998Yfu313c8CCpxvsOnk98Vdd2HICTmZc1N8TBAEYb4hLphpEAjojIjn31DsOQLP7FF09M6/luUj8ft1066MtNGugv6+LtpaGgBdEyMlZXr1Ikwmg8pig/qK2D+1ZRP3lGk6th+KI6m/F2yIvFa3dO2Mig+ATVsuDR+/8MxDMa+9sfu58PEJJ58T9z0H7FBVnFhgriAIwmJFBMgU8fkUuw8rXjkAuZmwtBL6bPD0LsW+YwH8/vkrRHoGdaXRgjHcL3unGf+RDAYHehlwpEDuuYAuPb08+ckuE1Jbt5qKqqUAvLZ7O0O2SA/3kABJsabqwmVx4A9mv1TMcu8XQRCE+cpbToAMBAMiA4GpCwSPV7Fjv7Z6FOdBbpaBeUQtjBfejC8DZC5o6daxCKnW0Q/D6AJk66YY/zFdmhsPQvHVYOh/nhecMn5Q50xhGAZnnXsJAAG/n5ef120Eervbwxai1Ws3YrWmxnU/cb8IgiDE8pYTIKFOqh19U7teKcXOg4r9jVBZBFkjYj4Kcgwqi+FQCzy1S9HUqVBq/ggRl0dxvB3yssZ+fW9UAOqaObKANI5wv5y/YYLJM8imc98dPn4+6IZ5Y0/E/bJu/aa47zVg1/9epE+HIAiC5i0nQEIcaVFTsoK09egaFxVFkDaGBQH0eF0ZOFy6PPmuQzPXNTZROnr1w3AsATI87OXAvlcAqKiqp6CwdPSkWWDfoR7IPg2AqgIb1XNU6fGE9WeTnaNNFjteeJThYW8wAFVz4inxxX/4A4pAQLJfBEEQonnLZsG09GgxUVUS/zU+n2LfcS0kJvsmazIZVBSB3anYfRh6BhQb10B+9tw9hJRSHO/QlU/H6tVy+MBuhr3aRLT8hLfx4puK5m5IT4WsdMhM0z1M6it0M6yZ4vWWKkKJMVvWByaePIOYLRbOOPtdPP7Ib3E6hnjt1W3h+A/DMCYtUR/C5tBxQlJ8TBAEIcJbVoAYwMEmRXkhcbcgb+yE5i4dFBkvWRkGdam65sULbyrOWjd3IqR74P+3d+dxUZbr48c/z7BvAiKyiOwICGom7qbmVmqdNNP2b1lm57R927PFX3tZadmmebLlmx0rs5NlaWa5VWZqSm7giogom7LDAMPcvz8eGUFBQIkZhuv9evlylmeeuS+H8bm4l+uGYyfAr0P9z6/ccAxiFkKHgawviWP9+/Uf5+sFN1+muGLg2UXMLpRSiqyqAeAMKDNXDvW54HNWmhQnC6HUCM5OeiLl4Vr/HJgzDRp2JatXfArAj99/yqH9ek32yJieeHp5N+n9C0shPkyGX4QQorZ2OwQT4AsZuXovSFOUV+hLbt1dm3/RdXDQK4PmnNSTkPoqg/7dikoVW1MVVVVnLwMtLFE8/3+K7/ZNgMCp4B53znPlF8NbS+F/XoRVmxXVFzCh90ybd1dico4EwM20/ayt7JvKVK0oLFGkHdfrkHTwgP7dNcID9edzC+BgprKUgW9I34GX4ejoBMBPKz7FfKrmes/eQ5rUjmqzQikI9pPkQwghamu3PSBOjhoOBkg9ogju1HgvyMFMRW4BhAed3/sZThXlSs/Sk5DBieDTSj0hJWWKTbsVWSexXIBrrE9WzP1SnxdiYa4kPsKJxAiNmBCoqoaScv3PwUzYuEs/LOskzPoPfLkOXp6u8Pe5sHhM1TD7s3L07g+I9NwCNL7MVSn9syktx1KB1NEB3Jyhezh07awR4FvzGWtUmRRFpfpS5G379dotgQ0kCB6eHejddwRbfl9VZzJxU+t/FJbow1Yy/CKEEHW12wQEIKAjHM3V/4QFNnxcYYm+6sXXS6/ueS7lZSV8+sGL5OYcq/tegV25edpThAW6kJ4Fv7VSElKzxX1GLoQHnJ77UVGpeGUxrN1e6+Cqk3DoIS4Kz+WNB79v8Jx7jygWfg9bT23XcjATHpkHb96n8PY8/3jmfLSHvJIE/U7RH4y7yrXR11RXK47k6Bf5vvEabi7g4gQuzuDuUv+eK06OGn7e4OcNHm7o/z45ihD/+pf7Dhp2JVt+X1XnsR5N6AFRSpFfDL1jwFWGX4QQoo52nYA4O2o4OShS0xWBHeufE1BRqUhJVxSVQWQTej/+79/P8cUnsxt8/va7XyAsUJF2HP46oLikV/0TQltCRaVi8x7F4Sw9wardy/Pet3WTj7jAY6QuS4KqbBKuePyc540N1XjtX5C8X/HaZ/q8kvRsePQ9eP0ehcd5VPr87/ebWJk8DhwAZWZA8Cou/8fMc76mvEJxLE+fk5MUp9GxQ/PfNzRAw8UJNu3RlyeHBqizesMGDb2SN2fdY7kfHBJJJ//gRs99sgi8PSGmqyQfQghxpnY7B6RGQEd9Yum67XXLqCulOJanWLddsTsNgjo2Xgyr2mTix+8XNfj8918vpKqqEoNBI8Qf0rLgSHaLhVKH2axIPqA4kKnvMutY66K685Dim1PlLFyd4an/gd4e70KV3pi4hL5Neo+LYjRm361vFAewLwOe+Lee+DTHlt9/5NF5Chz00qzBTut44bmnMBga/vE8WaQPKSVEwNBe55d81AjoqDG0l0agn76D76FjyvInPUvh5x9SZ0+cxIsa7/2oNisKSvTJp17ukoAIIcSZ2n0C4uSoER4E2fnw8zZF8n4z+cWKP/cq1vypyCnQ5000Zf+OrX+sJv+EfhEfMGQ8i5btZdGyvQw6VdAq/2QOv6z5GtB7W1ycYFeaovxvqBGSdhz2HNbrlTjXmjRbWaWY/bm+Iy3A7eNhZB+NfSlbLcc0tbw4QJCfxmt36ZM8AXYchKc/gipT02LavmUtjz/9OuZOeuExR4p5+/8NO+cOt+UVisJS6B8P/eK1Fhne8PXSGN5bY2x/jcv6aYzso98P7gSHs6D/kNNFyZpS/yOvADr5QGSwJB9CCFGfdp+AgN47EBqg4ekGf+6Fn7Yokvfrxbq6dtaavEz3x+8/tdweP/F2QkJjCAmNYdL191keX/7VAsvtzr76RM79GS2bgJws0vep8XA9e+nnoh9P97rEh8HEoXpvz949egLi6xdAp85dmvV+4YEar/5Tn3MB8MceeHERje6H89efG3j8/omYQk8PWd09yZ2O3g2PDCqlOHZC3xsmLkxr0eErNxeNQD9987ywQH3TvCE9Nbp1hb4j76VX0kgGXnIFoy6/4ZznMZkVpUZICNdk6a0QQjSgXc8BOZO3h4an66n5HsHNm5tRWlLEb+uWgeaCa9gdOHYej1IKTdPo3fdSuoZ1IyN9H8lb13EkLZXQiDgcDBp+HRQpRyCks7qgYYQalVWK7fsUxaVnr9g5mKn47Cf9tqMDPHKdPqk2M+MgJcUFAMTGJ53XviuxoRovTlc89h5UVsH6ZHAwwBM3nT2nAmDXXxt59OF/URm1BDx6ABATYubKIQ33fACcKNKLeiVGtGzy0RA3F40BCeDu6ovXsz/i4wkujfSG5eZDkN+5JzYLIUR7Jz0gZ3Bw0PD1av7FbcPPX1FR7QE9f8LY9U0e/7cjz36sr6DRNI0rJ91pOfbbpe9Zbvt6aZSWw+608ysNf6aUdH3SqYs6yvKv/k1Bfi6g90a89hlUnyosesMoiDg1PFDT+wEQl9D04ZczXRSt8fzt4HQqh1izDV5ZzFl1Qnbv3MyDz3xFZcIm8B0NgINB8cBk7ZyrjCpPLZ/tEam12hJm0Ifpesdo9I+HMiNknTj3/j6VJugerrV4kTYhhLAnkoC0kOUr1kKvX6HD6fLc65Nh6iz4fZfisitvwenUzqmrvvsEY3mZ5bggPzh0HPYfhfxi1exJnKAPTaQdU+w6pM89eH7GNbzx0r/45039KMjP5dvfYG+GfmxYANw45vRr99VKQLo1Y/5HffrFazx7u97DArB6K7z2Gew4qFizTfHekqPcN9dEVehscNA3pOnkbeaDB3PoHn7ucx/L09se1fgClBZnMGh0jzBwSS8NR0d91c+ZiZXx1OfW1R9C/Fu/jUII0ZbIEEwL2LA1mxSHOeDUCYCOHcBkgqIyvWroE+/D2P6+DB19Iz9//yElxQWs/fELxl41FdC7+V2cFL/tVJYaFp5uCn8fiApu/Lf9qlN71Ow4CE6OUHziAKm79U3lso+n8/Sj15EVvJqaDVYevr7uxNS9KX9absfGX/jWswMTNJ6eqnjmQ73HZdVm/Y+uC3ienmMyrr+Ju692ID7QyJGChs9ZWKJwcYQeURqOVuxZCA3QcHeBzSn6st2unRVV1fqwi5MjdOsMPaOaPm9ICCHaK+kBuUCrNiue+7SjJfnwcclh/oPw4Qzo3/30cSv/gIrgFyz3v601GRUgsKNGRJC+pNXJQa+gmXwAftyi2HHA3OBKmaJSxcadiq179ZUogR01Nv1St4jYjnQ/cgr0C2L/7vr8iRpms5l9pxIQ/4AQOnZqmYkLQ3pozLwFGlpJa6hM5+U7jDxygxMejdQbq65W5BZCfDjnXZq9JXXy0ZftRnfRJ/QWFEN0CIy4WG+bbwvM5RFCCHsnPSDnqbxC8caXsHoLWP4Z839i9jMxlovky9MVKzbB219BRRX8mhpAUOIdHN/1Pqm7NrMvZRvd4i+2nFPTNFyc9R4QbyAAfUhmcyqkZSm6h+l1OxRY5ov8skORU6DR1f/0DrW/10pADA4OmLvcb7k/eXjdOI6m76OstBiAuO5Nq//RVMMu0njZRbFmG3i5g4Mphy8WPgSVRxnctwsDEv/TpPNk5OrDGnGhtnNh93TXGJioL3P28dITR6UgvdjaLRNCiLZBekDOw4Gjiumv1SQfpxx/n0THl4iKDLc8pGka4wdq3HnV6cNKAl+zFNyqPRm1Ib5eGpFBUF4BG/5S/PSn4qetivXJegJSWg4RgaeTj9KSInZs2wBAYHA4N/zvMugwUD9Z6U4cin+pc/69deZ/XPjwy5n6xWvMuFHj7oka3TqshdzFULiBmG7xTXp9boHC3QUujm2Zeh8tydlJI6arhr+Pdl4rh4QQoj2TBKSZVm5S3PW6vn8MgKNmhNQb4cA/GTP++npfc9VgfT8QgOIKLxxi3gDg17XLLLurnovBoBHYUSOqi0ZEkF6fIjxQv+AF+dVdsbP1j9WYTFUADBgyjqOmcadPlDmXZx+bbFlyC3UTkOYUIDsfB/ftsNyOiunV6PFlRkVJOfSO0S54ozshhBC2RRKQZvjrgF5FtKpav98tROG+bwTkfo6TkzPDR0+u93UGg8aj14PbqUJd1f5TwWcMhQV57E/dXu9rzlft+R9xF1/Dhr/0244qH3I+oyA/l2VL5lmOqT0BtVsLTEA9l4P7TycgkTE9z3lsdbW+z0v3cIhqXl00IYQQbYAkILVUm0wsWTSHZUvmUVlhrPNcYanihU+gZuXlPwbDbYPXUpT1B6CXXvfq4NvguQP9NP5ZayiGbu+Dg/dZu6xeCLPZzB+/rgDA1dWdA8WDqelg+ccghUHTe0a+WvwmxvIyqk0mDpxKgIJDIvH28WuxttTn0KkExNPLh4Cg0HMem5EDoQHQK6p1Co4JIYRoXZKA1PL9sg+Y/8YjvDnrHm6/thdbN60G9Bobry6GvEL9uN4xcN81sH71YstrR1x+XaPnv3IQ9Ol26o5LCETOZsvGlktA9qX8Sf7JHAB69R3Pys365FgnR7hpfEeGj54CQEF+Liu++YD0tBSMRr0eSbd4ffjlZNHfszdNUeFJcrOPAnrvx7nmTJwsUri7wsXdbG/ehxBCiJYhCUgta3/8wnL76JH9PHLXZTw343o+XVnIxl36494e8MTNUG2qZMPP/wXAzd2TgZdc0ej5NU3jketP75lC4G3sSnektKSoRdpfe/jFLeo+Sk914oxO0iezXj/1McvzSz6Zw+4dv1vux3bvQ/ZJRUUl5BZAepayFNZqCQf3/WW5HRXTo8HjKk2K/GLoEakvdxVCCGGfJAE5pTA/z7J6pPZv52t/28uHK08XqnjsRujkrbH5t5WUluhdIkMunYiLq1uT3iego8YdV56+b454hy2b1l14ANRefmsg5UQ/y+PXDNP/ju7Wi/5D9Emp2VlH+OT95y3HBIX3ocoEAxI0RidphAVCTj4cyVFUNnFn23OpPf8jqlvDE1CP5uj78MSESPIhhBD2TBKQU37/5TvLipQpNz3Io09/gKdfN4j/HAx6l8XVl5gYmKBfGH/64TPLa0ddXv/ql4ZcORi6dszX77jH8fmaC2//idzjloJigT3vJ7tAH35Jij295wvAjbc9brmdl5Npue0f0oc+p44N6qQX2hrZR6OLH2Rk6/VILkSdHpAGEpATRQovN+gVbd1qp0IIIf5+koCc8svaZZbbl4y4mkGjbqXTpTvBrWb97FY6nNS3jS8rLeb3DcsB8PbpxMX9RjbrvRwMGjNudgVlAmBvyRiOZF/YBX7Tbysst00B91puTxlR97geFw2mZ+9L6jwW2CWWgT07EBd2+qJvMOjb0g+7SN8N1lgBR7IV1dXn186aJbgGg4HwyIR6jykug57RWovsCiyEEMK2SQIClJeXsnXTjwB07BRI1+j+PDIPDmefqnBacRRSruWzj18g+/gRfl27zLJKZvjoyTg6OTX7PbtHuhNQ/ZV+R3Nh1qKyc+6w2piN677Vb3gNJM+orzCJDNJ7QM50w20z6tzvdVEfekTWX0zL0VEjIcLAiD4a/j6QdhxKjc1rZ7XJxOFDuwHoEhqDq5t7nedr4o4ItM5Gc0IIIVpfu0tA6rvGb974gyWh6HfJFB5boLFfX7BBxw4wJvT/oOIwFcZy5s99hDWrPre8dmQzh19qG98nC4xpAKRkuLNqSyMvaMDxzDQ2/arP/3COfMLy+OQR1JtU9Bt0OdGxF1nujxqe1OiQR0BHjUt7a/SKhuyTNGulTMaRfVRVVgD1FyDLOqn/nRgpQy9CCNFetKsEpKRMMWkmrN5Wd8Lor2uW6TcMHqTy/0hN1+/6eMKcu+Hee+/Bx1ffX3396i/ZvPEHAAICQ0noNei82zNoyAg4cI/l/ryv9dLjzfXfz97S56+4RlLZYSwAfh1g5MX1H69pGjfc/hyapuHo6MhVVzW+ggfA1UWjT6xGQgRk5um78DbFodoTUGutgFFKkZGjcD7VgdTYrr9CCCHsR7tJQKpMislPK7akavzrLX+++fXU41WV/P7Ld2Bww9Dzew7n6cXEOrjD7LsgPFDD08uH6ffNspyrZshgxOXXYTAYqK5WFJUqKipVs4ZRImN64OfwF+Tqy3+Ly+DVz05vNNcUJcWFfL/sAwAMoQ8B+kV84lBwaqA3wWxWdI0bz3++3k5KSgoxMTFNfj+DQeOiaI2IQL1YWFPaWt8EVLNZkZ6tb1I3KFESDyGEaG/aTQKilN4rAGBWGm98qfH+ckXy1vWUlhqh+9eYvfTJmR5u8NpdENXl9IXxsitvIT6xf51zjrj8eiqrFGnHoaJSL1R2+DgcOqZIz2q8oJemafQdeJneC1JxDICtqbDs16bHteKbDykvKwHHjmgBUwF9x9wrz9Exk1sAnXzgytE9iY6ObvqbneLirNE3Xp8TkpnX+PG194CJjOlJtVmRnqV/HkN6aJbdg4UQQrQf7SYBcXbS+ORJjbsnnk4KFv8Eby3zgvgvwXc0oBcJe+1f0K1r3YuiwWDgvsfessypCIvsTnBoDzJyIDYULh+gMW6gxmX99SWskcH6hf5IjqKyquFEpO+gMWA6Cftuszy24Fs4nNV4z4LJZOKrxW/rd4LvpRp9ufDYAdDBo/6LemWVoqwCEiM0PN3P/8LfwUOjb5yGs1Pjw0YHa5Vgd+8QwuHjENARhvTUpNiYEEK0U+0mAQF9+GDGjfDMzSfQNP2iedTYH/zGA+DqrJj1T4gPq/+iGJfQl4dnvk+f/qO47/GFHD+h0T0c+nfX8HLX8PXSCO6kER2iMaSnxqgkvY5GZh4cy1P1Dlf06T9aT2oKVtOhVC/tXlkFLy2qO8fiyOG9HD60p85rV61aRXbWEeg0BUKf0mPUThceq8+xPAgP1P9cqEA/jaRYjfIKKC6rPwkpLDhhqTfSJbwXRWUaPaNgaC/930sIIUT71K4SkBr/M6qE56aCo6Ha8piBCl6ertEj8twXxXETbuOZOavwDuxPj0hO9QKc/RpN05OR4b311SOebvUPV3j7+BGXoFctLUq+g2C/SgD2H4WPV+rH7EvZxtTJiUy9JpHnn7iRE7nHUUqxcOFC8B0LsZ+Apn+U142E4E71x1BYonBxgoSIllttEhkMPaP0qqn1lW6vPQG1e/cejErS6BtvuKDeFyGEEG1fu0xAAMJ99uGYOh6M6VCZxbV9fuOimMYvitVmRXY+XNwN+sQ2fiF3cNAID9JIitMwaPquume6ZMRE/YbZyAD/z3F00O9+9jMsWaP47r/vY67Wk6U1P3zGLZPieWf2g/yV1kEfPjLoy0jGDYBpDSxoqTQp8oqgewQtOudC0zQSIzRiQyEzlzqFysxmxdY/T09AHTuyFwEdJfEQQgjRThOQoqIinnhgIsbs1bAlisFu9zPtpkub9NqTReDnDXFhGg4OTb+YBnfSSIyEvIKzl68OHTnJcnvP7/O5Td+uBaVg/jewKnUgaI6WY0pLivjquy2Q8C046EuKh/eGB6+tv+6HUoqMbL3IV/fwlk8AHB315bldO8ORbP39qkyKtCzIPno6Aend+6IWf28hhBBtk2Pjh9iX6upq7r//fjIO7wUgIjqBJ1/4AIOh8VzMbFYUlsKgBHA7j23i48M0cvIVmbkQHnT68S5do4iOvYgDe5NJ3bWZp7tnUGnqahmCqex4MyQEkdjha6q8LmVvTiR4ni7y0TfOzBM3GXAw1N+mrJN60tQ7Rmtwae6FcnPR6BsPZRWKI9lQVa1XYj1xbCegT+JNSKi/BLsQQoj2p931gLz60lOsW7cOgA7eHXnh9WW4uXs26bUFJeDrCWGB53cRd3bS6B2j4eYKJwrP7AW52nL717X/5ZbLNZ68GQxU6Q/6jmKXw7vsLbumTvIR4pPNc7cbGkwsissUVSa4uJuGt+ffO/zh66WvjPFyhx6R0D++mpQUvQR7t27dcHNr2o7BQggh7F+7SkAWL17MvHdeA8Dg4MDTrywhOCSySa9VSpFfDDEh4OF2/hfyTj4avaKgsBQqak3aHDbyGsvt9T/re8QM72XC9cAEqMo96zxxoYrHJufwwZOdcXWuvz1VJkVOvp4MdO183k1uli7+GiMu1lfHFBbkEh0djYODA7161b8DrhBCiPap3QzBlJWV8eCDD1ru3/PQHC7uN+Icr6iroESvjhoedOG9CDEh+lDMgUx9FQlAaEQcYZHdST+0h91/bSQv9xgH9/1F2fEfIH8gvv2XERCSyOAecOnFENIJQn3KOVIADVXhqFlymxBR/0Zzf5eakurBwcHs2rULo9FIUVFRq72/EEII29duEhB3d3fWrVvH+CuuIqnPRUy89u5mvf5kEfSOabjAV3M4OGj0iIKsk4qTRcqy/fywkZP45NAelFL8suZr9u35U3+BMY0HrjzAJSN61DrLuYt/VVYpNA3iw+tfJtyaXF1dcXV1tWobhBBC2JZ2NQQTFxfHtys38uyzzzarR6CwVOHhBpHBLXch9/XSSIyA/GIwnVq6Wns1zJpVn/PL2q8BcPfwov/gsc06f14hdPaFAN8Wa7IQQgjRYtpVAgLg7e2Di4tLk49XSpFXqK/oaOndWqNDNEL84fgJ/X5kTA+6dNX3ZtmV/BulJYUADB52Fc4uTe9BMJsV5RUQ3aV5S4WFEEKI1tLsBCQ/P5///d//ZfDgwVx99dVs3ry53uOMRiMzZ85k6NChjB8/nh9++OGCG2sNGTn6pmln7g3TEpydNHpE6ectKVdomsawUZPOOm746MnNOm9BCfh4QnCnFmmmEEII0eKanYC88sor+Pv78/PPP3PfffcxY8aMeicYLliwgMLCQlasWMFLL73ErFmzSE9Pb5FGt5bjJxRuLjCgu9bivR81gvwgtitkn9R7LmoPwwB4eHqTNHBMs86ZXwIRQeDuKr0fQgghbFOzJqGWlZWxfv16li9fjqurK8OHD+c///kPGzZs4Ior6tYAX7FiBXPmzMHT05NevXoxdOhQfvzxR+64446zzltZWUllZWXdhjk64uzsfB4hnZtSZgA0zOc8Lq9Q4QD0i9fo7Eu9G8m1lLhQxfETihOFEBvfm4CgMLKP68naJZdOwMXZCc5ob037z4yjvELh4QJdO2uYzeeO0VbUtLOttLch9hIHSCy2yF7iAPuJxV7igJaNpSmFPaGZCciRI0fw9PSkU6fTffsxMTEcOnSoznFFRUWcOHGC6Ohoy2PdunVj9+7d9Z73o48+4v3336/z2OTJk5kyZUpzmtcsXX2OnvP5UB/9b3M5tEbHTc+Q07evuvIy/v3vfwNw3aRLCfU50uDr6o0jAEoK9D9tSUZGhrWb0CLsJQ6QWGyRvcQB9hOLvcQBLRNLREREk45rVgJSXl6Oh4dHncc8PDwoKSmp81hZWRkODg51ll56eHhQVlZW73mnTp3KjTfeWLdhf1MPSGZuNaayo2QUhKDqGYEqr1DkFEBSLMSGtl79DKUUKemKbftg5KQXyciqJKhLOGE9buRIQT277WKmq0/dOExmvcz70F4aoQFtZ/jFbDaTkZFB165dm5w52yJ7iQMkFltkL3GA/cRiL3GAdWJpVgLi5uZGaWlpncdKS0vPKrHt7u5OdXU1RqPRkoSUlpbi7u5e73mdnZ3/lmSjPpqmD6UoDGclIEopMvM0EiL0+hmtWbwLoHu4oqJKkby/I/c+/oFlv5lzDf7UjiMnX+HtqW98Z2hgXxhbZjAY2vyXGOwnDpBYbJG9xAH2E4u9xAGtG0uz3iU0NJSSkhLy8vIsj+3fv5/IyLrlzDt06ICfnx8HDhywPLZv376zjrM1eYX66pHuVkg+AAwGjV5RGvFhkJkHlaamzzvJOqFQCnpGWr/wmBBCCNGYZiUg7u7uDB06lAULFmA0Glm/fj0HDx5k6NChZx07btw4Fi5cSGlpKTt37mTDhg2MHj26xRre0ipNiqJS6BGltUi10/NVs7V9TBc4kgWlxnMnIUopMnIUDgYY0lMjogWLpQkhhBB/l2b3s8yYMYPs7GxGjhzJm2++ycsvv0yHDh1YuXJlnUmjd955J56enlx++eXMmDGDGTNmEB4e3pJtb1E1+6ZEBlm7JeDirNE3XiMxEvKL4HCWwlhZfyKSkQuebnry0ZbmfQghhGjfmr0XjK+vL2+99dZZj48dO5axY0+XC3d1deWFF164sNa1kqJShbMjJEZqODawrX1rc3fV6N9dr+eRmq44nA0aek+HqRpAEeqjF0nrF6/Rycc22i2EEEI0RbvZjK4hZrO+Zf3F3SCgo21dxDVNI6Aj+PtAZC6kHVdoBnBzxjJBdVDi31ckTQghhPi7tPsEpKAEfL0gLsx2L+IGg0bXAOhaa4jFbDaTnt4yu/MKIYQQrc0+1g1dgPwSiOoiZcuFEEKI1tSuE5Ayo8LVCUL8JfkQQgghWlO7TkDyCiHEH/y8rd0SIYQQon1ptwmIyayoNkN4kHWKjgkhhBDtWbtNQPKLoGMHCPKzdkuEEEKI9qfdJiAl5RDTBSlbLoQQQlhBu01APFyhi0w+FUIIIayi3SYgXTuDt6ckIEIIIYQ1tN8ERPZNEUIIIaym3SUgTqdqv3b2sWozhBBCiHat3SUg/qc2bXNwkB4QIYQQwlraXQIihBBCCOuTBEQIIYQQrU4SECGEEEK0OklAhBBCCNHqJAERQgghRKuTBEQIIYQQrU4SECGEEEK0OklAhBBCCNHqJAERQgghRKuTBEQIIYQQrU4SECGEEEK0OklAhBBCCNHqJAERQgghRKuTBEQIIYQQrU4SECGEEEK0Ok0ppazdCCGEEEK0L9IDIoQQQohWJwmIEEIIIVqdJCBCCCGEaHWSgAghhBCi1UkCIoQQQohWJwmIEEIIIVqdJCBCCCGEaHWSgAghhBCi1UkCIoQQQohWJwmIEEIIIVqdJCBCCCGEaHWSgAghhA2R7blsT3V1tbWbYJfsKgEpLy+3fHnb8pe4tLQUo9Fo7Wa0CLPZDLTtz6NG7c+kLcdTUlJCSUmJtZvRIk6cOMHevXuBtv2ZZGVl8d133wGgaZqVW3NhsrKyWLp0KeXl5dZuygXLzs7mrbfeYsuWLdZuygUpKioiLy/P2s04i6O1G9BSZs+ezZYtWwgLC+Pqq6+mX79+aJqGUqpNfaFfffVVNm7cSJcuXZgwYQKDBw/G3d29zcUBsHDhQjw8PJg8eTKOjm37R23OnDns3r2b4OBgJk2aRO/eva3dpPMyZ84cNm3aRNeuXRkzZgyjRo1qs59NQUEBV1xxBf369WPmzJl06tSpTX5P5syZwzfffMOUKVOs3ZQL9u677/L5558zZswYLr30UlxcXDAY2ubvubNnz+abb77BaDQSGxsL6L9QtbV4Zs+ezbp16/D392fMmDFcfvnl+Pr6WrtZgJ30gLz55pvs37+fOXPmEB0dzYcffsiyZcuAtvXbxKeffkpKSgrz58+nb9++fPvttyxatAhoW3FkZmby0EMP8dFHH7F9+3b++usvazfpvB04cICpU6dy5MgRHnjgAby9vZk1axYFBQXWblqz7N+/n5tvvpmDBw/y9ttv069fP+bPn09WVpa1m3ZelFKUlJQQFRWFj48PK1euBNrW9yQ1NZWrrrqKHTt28PXXX3PPPfdYu0kXZNeuXezevZslS5Ywc+ZM/Pz82tzFGuCnn35i5MiRHD58mNWrV3PXXXexYcMGgDYXz9y5c0lNTeWzzz5j0qRJ/PHHH+zZs8fazbJoW/+a9SguLiYtLY3bb7+dkJAQpk+fTkJCAt999x3btm0DbLtr1mQyAXobs7KyGDhwIEFBQdx6662MHz+evXv3smLFCuD0cIatqonFaDTSt29f5s2bh4eHB1u2bKGwsBCw7c+itppYCgoKiImJ4c0336RHjx488sgjGI1Gfv31V8D246mJw2w2M23aNObNm0dgYCCdO3fGaDRSVFRk5RY2Xe1YNE1D0zScnZ2JiIhg3759pKSkALY/Xl/7ZysoKIi7774bPz8/9u7dy86dO9tUUlgTC8C+ffvw9vYmKCiI5ORkFi9ezLZt2yzDfW3lu+Lg4MCLL77IO++8g6urKwaDAUdHxzYzbFkTR3FxMZmZmUycOBEvLy+uuOIKysrKOHnypJVbeFqbS0BKS0tZsGABubm5AHh5eZGWlsaJEycsxyQkJJCSksIvv/yC0Wi0yd+K8vPzeemll1i7di2g/+Z2/PhxnJ2dLccMHDiQnj17snbtWkpKSmw2+66JZc2aNQBERUUxatQoevXqxcCBAzl8+DB//vknYPu/oZ4ZS1JSEtdffz1weg5IbGys5bOw1XjOjCM2NpbBgwdTVVXFa6+9xmOPPUbfvn0tPVSVlZVWbnHDzvyuGAwGlFIUFxfTq1cvRowYgYODA+vWrQP0CwjY3gXvzM9kwIAB9OjRg+XLlzNt2jQefPBBPvroI2655RY2bdpU5+Jua878TABycnKIjo7mm2++4f777yctLY1Zs2Yxb948ioqKbP678vPPPwNw6aWXMmDAAEsiGxQUxM6dO/H09LRmMxt15mfi5eVFfn4+x44dIycnh8rKSkwmE0ajkcOHD9vEz5dtXtHOYfny5SxcuJD169dbLgg333wzs2fPZs+ePZhMJvbu3cuwYcMoLS21qWyvxvz585kwYQLl5eVceumllsdHjx7NJ598Yrnv7e1NYmIijo6OJCcnW6Gljasdy4gRIyyPd+rUCYARI0bg6+vL9u3byczMBGzvwlCjoVgiIiIAcHFxAfRJdsHBwVZpY1M0FIejoyMmk4m+ffvy+++/88ILL+Dh4cHSpUstXcy2pqHviqZpuLm5sX37drp06cLw4cPJyMjg2Wef5fPPP7ccYysa+kwuu+wySy/bV199xezZs5kwYQLff/89+/fvt2KLG9bQZ5KQkMDHH39McnIyn332GU8++SQzZsygvLycb7/91ootbljtWEaOHFnnuZpEdtCgQVRXV7N161ZrNLFJGvpMHnroIZRSzJgxg2HDhuHv78+2bduYO3cuq1atsmKLT1FtzNdff62uvvpqddNNN6kDBw5YHn/qqafUvffeq/7xj3+oBx54QKWlpalJkyapY8eOWbG1Z3v00UdVUlKSysrKqvf5SZMmqXfeecdyv6SkRN16661q/fr1rdXEJmsslqqqKqWUUlu3blUPP/yw+uqrr856zlY0FovZbFZKKZWWlqZuvPFGVVJSYnnOZDK1ShuborE4zlReXq7uvvtutXjx4r+5Zc3XWCzbt2+3fFeWLFmiRowYocaNG6f+/PNPpZRS1dXVrdbWc2ksjpSUFFVRUWG5X1paqiZPnqz++OOP1mpikzUWy7Rp09TIkSNVbm6uUkqpiooKNXv2bPXuu+/a1PdEqaZ/548fP64eeOABtXr16tZsXpM1Fkd5ebl6/vnn1Y8//mi5P2vWLDV37lyr/z/cJnpAlFKW35pPnDjBU089RXBwMF988YVlXG7mzJk8//zzvPLKK7z++uuEhYUREBBAZWWlTf3GPWnSJDw8PAgICODAgQPMnj2bZcuWWYYoHn74YT755BPL0kIPDw/c3d1tcklbQ7Fs374dOP0baJ8+fYiLiyMtLY3//ve/PP7446Smplqz6WdpLJaa7tj9+/cTGBiIh4cHu3bt4umnn7Z8VragqXHUzCdydXXFbDZbendsSWPfFTc3N77++mumT5/OF198wbhx40hISODIkSOA7UwYbCyO6OhonJ2dLZ+Nu7s7np6eNjks1lAsNb0Dd955p2XugVIKZ2dnysrK8PLysvQo2IrGvis135HAwEBLTGB7c4waiqNmDmRRURHff/+9ZSWPq6srRqMRNzc3q6+As8n1d2VlZSxatAh/f38GDx5M586dLRezyspKUlJSuOeee7j77ru59tprcXFxoaqqCm9vb7y9vSkuLua5557Dy8uL0NBQq3XFnhmHn58f/fr1o3v37gwYMICAgAAGDx7Mxo0bSU5O5vXXX2fAgAFMmTKFV155hdjYWAoKCsjMzKRHjx5WieF8Ypk3bx5z586le/fumEwmHB0dSUpK4t5776W6upobbriBxMTENhcL6Ct8nJycePXVV1mxYgXXX3+95bm2EofJZCI/Px93d3dmzZpFYWEhSUlJVonhfGJJTk7mjTfeIDY2lp49exIZGcmdd96Jk5MTH374IUFBQW0mjtqfidFoxNHRkRdeeAFHR8c29Z2v+f8rKSmJ6667jrfffpvo6GhKS0tJTk5m4sSJbSaW2t+VyspKnJ2dGTJkCOvXr+eWW26xaiLV3Dhef/11EhMTGTBgAE8//TS33XYbP//8M1u2bOH555+3Whw1NGVL3QPA9u3bmTlzJj179rT81j9s2DAmTJiA2Wxm/vz5xMbGMmrUKF599VU2bdqEj48PjzzyCPHx8axbt463336bqKgonnnmGdzd3W0mjsGDB3PNNdeQl5fHSy+9xIwZM+jcuTMA7733HuvWrePzzz+nurqa7du3s3HjRoxGI3fddZdVJ0CdTywbNmxg8eLFACQnJ/Poo4+SlJTEU089ZbXP5EJjMZvN3HbbbezevZsrrriChx56yGqfy4XEUV1dzZw5c1izZg0XX3wxTz75JB4eHlaJ43ximT9/Phs3bmTRokWUlZXV+XmyZp2GC/3ZmjNnDitWrGDQoEE88cQTbeozOfP/r507d7J582ZKSkqYPn16m/7/C+DLL7/EwcGBCRMmtMmfr4qKCt59912OHz+Ol5cXDz74oG1MqrXm+E99PvzwQ/Xyyy8rpfSx0KVLl6rrr79epaSkKKWUmjdvnlq6dKnatWuXmjJlihoyZIiaO3eu5fXZ2dnq+PHjVml7bY3FcfLkSaWUUkajUSmljwNPnDhRZWRkWM5RMwZpbecby9GjR5VSSh07dqxOXNZ0vrGkp6crpZRat26d5VhrutCfr3379qnDhw9boeVnu9CfL1txoZ/Jzp0768xrs6aW+P/LVrTEz5e150oodeH/d9V+zlZYfZC0oKDAUtSpoqKCo0eP4u/vj8lkwt3dnaioKDIzMy0FuQwGAx988AEzZszglltu4c4772Tt2rXk5OQA0LlzZwIDA202jk8//RTAUomuZuw9OTmZnj17EhISYjmntYaOWiqWLl26APoyttpxtaaWiiU0NBTQe+Pi4uLabBw1n0NMTAxhYWGtHge0/M+XtbT0Z5KYmEhUVFTrB8Lf8/+XtfwdP1/WmCvR0v931X7OVlgtATGbzbz99tuMHz+eNWvWUFFRgYuLC507dyY1NZWjR48C+j9qUlISubm5pKam0rdvX6ZMmcKiRYsYN24cN910E3fccYel28nW48jLy2Pz5s2A/gN28OBBXnzxRT766CMGDx5slRhqSCy2F4u9xAH2E4u9xAESiy3GYi9xNIXV5oCsWrWKNWvWYDAYcHBw4KabbiIuLo6Kigoef/xxSkpKiIiIYP369UyZMoW8vDwGDRrEkCFDLOeorq62+szq5sZx8uRJ+vfvzyWXXMLevXuZP38+jo6OPP744/j5+UksEotdxmFPsdhLHBKLbcZiL3E0ibXGfkpKStSOHTtUUVGR+te//qU++eQTVVBQoJTS5wz89ttv6p133rGs6b/11lvVqlWrrNXcBp1PHD/88INSSl8jXzNuZwskFtuLxV7iUMp+YrGXOJSSWGwxFnuJoylsYhLqd999p+666y7LP+iZ0tLS1L333msTk0vPxV7iUEpisUX2EodS9hOLvcShlMRii+wljoZYfRIqwPjx4/Hy8uKXX34hOzsb0MfBsrOzefnll7nxxhuJi4uzyuTS5rCXOEBisUX2EgfYTyz2EgdILLbIXuJoiNUTkJpqc5MnT2bXrl1kZGQAkJGRQVVVFeHh4XzxxRfcdddd1mxmo+wlDpBYbJG9xAH2E4u9xAESiy2ylzjOxSYKkdUUD5o3bx47duwgJSWFhIQEZs+ebdWiVc1lL3GAxGKL7CUOsJ9Y7CUOkFhskb3E0RCbKMVuMBioqKhg8+bNpKen889//tOyBXpbYi9xgMRii+wlDrCfWOwlDpBYbJG9xNEQm0hAAJYtW0ZkZCQLFiywuWIpzWEvcYDEYovsJQ6wn1jsJQ6QWGyRvcRRH5sYggHr7uHQkuwlDpBYbJG9xAH2E4u9xAESiy2ylzjqYzMJiBBCCCHaD/tMq4QQQghh0yQBEUIIIUSrkwRECCGEEK1OEhAhhBBCtDpJQIQQQgjR6iQBEUIIIUSrkwRECNHmJCUlkZSUxPLly63dFCHEeZIERAhRr+nTp1su9GeWfy4oKGDw4MGW599+++0Wf//ly5dbzi+EsD+SgAghGrV//362bdtmub9s2TIqKiqs2CIhRFsnCYgQ4pwcHfUto7744gsAqqurWbp0qeXx2goLC3nllVcYP348/fv3Z8yYMcycOZOsrCzLMQsWLCApKYkrr7yS1atXM2nSJIYMGcIdd9zB4cOHAXjmmWd49tlnLa+p6QlZsGBBnfcrKSnhmWeeYdiwYYwdO5aFCxe2dPhCiL+JJCBCiHPq1q0bXbp0Yd26dWRnZ7NhwwaysrIYOXJkneMqKiqYPn06X375JXl5eYSFhVFaWsrKlSuZOnUq+fn5dY7Pyclh5syZaJpGRUUF27dv57nnngMgJCSELl26WI5NTEwkMTGRgICAOud455132LRpE05OTuTm5vLee++xadOmv+lfQgjRkiQBEUKck8FgYPLkyZaej5qekGuvvbbOcatWreLgwYMAvPLKKyxZsoQPPvgAg8FAbm4uS5YsqXN8dXU1r776KkuXLrXMMdmxYwdGo5Fp06Yxbdo0y7Eff/wxH3/8MRMmTKhzjm7durF8+fI6PTJbtmxp0fiFEH8PSUCEEI266qqrcHNzY8mSJWzdupX4+Hh69uxZ55g9e/YA4OrqyvDhwwGIi4sjLCyszvM1PD09GTp0KACRkZGWx8/sKTmX0aNH4+TkhI+PDx07dgTg5MmTzQtOCGEVkoAIIRrl5eXF2LFjKS0tBc7u/Tjfc9ZwcHCw3G7OBt31nUM2+BaibZAERAjRJFOmTAHAx8eHMWPGnPV89+7dATAajaxbtw6A1NRU0tPT6zzfVK6urpbb5eXl59NkIYQNO3sauxBC1CM6Opqff/4ZBwcHnJ2dz3r+sssu49NPP+XQoUM89thjhIWFkZmZidlsxt/f35LANFV4eLjl9uTJk+nUqRP3338/F1100QVGIoSwBdIDIoRoMm9vbzw9Pet9zsXFhffff9+SLKSnp+Ph4cHYsWP56KOP8PX1bdZ7xcTEMG3aNPz8/MjKymLXrl0UFxe3RBhCCBugKRkwFUIIIUQrkx4QIYQQQrQ6SUCEEEII0eokARFCCCFEq5MERAghhBCtThIQIYQQQrQ6SUCEEEII0eokARFCCCFEq5MERAghhBCtThIQIYQQQrQ6SUCEEEII0eokARFCCCFEq/v/Ru6tSlxu5nUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from darts.models import GaussianProcessFilter\n",
    "from sklearn.gaussian_process.kernels import RBF\n",
    "\n",
    "# create a series with holes:\n",
    "values = train_air_scaled.values()\n",
    "values[20:22] = np.nan\n",
    "values[28:32] = np.nan\n",
    "values[55:59] = np.nan\n",
    "values[72:80] = np.nan\n",
    "series_holes = TimeSeries.from_times_and_values(train_air_scaled.time_index, values)\n",
    "series_holes.plot()\n",
    "\n",
    "kernel = RBF()\n",
    "\n",
    "gpf = GaussianProcessFilter(kernel=kernel, alpha=0.1, normalize_y=True)\n",
    "filtered_series = gpf.filter(series_holes, num_samples=100)\n",
    "\n",
    "filtered_series.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## <span style=\"color:blue\">Una palabra de precaución</span>  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Entonces, ¿N-BEATS, el suavizado exponencial o una regresión de cresta bayesiana entrenada en la producción de leche es el mejor enfoque para predecir el número futuro de pasajeros de aerolíneas? Bueno, en este punto es realmente difícil decir exactamente cuál es el mejor. Nuestra serie temporal es pequeña y nuestro conjunto de validación es aún más pequeño. En tales casos, es muy fácil adaptar todo el ejercicio de pronóstico a un conjunto de validación tan pequeño. Eso es especialmente cierto si la cantidad de modelos disponibles y sus grados de libertad es alta (como para los modelos de aprendizaje profundo) o si jugamos con muchos modelos en un solo conjunto de prueba (como se hizo en este portátil).\n",
    "\n",
    "Como científicos de datos, es nuestra responsabilidad comprender hasta qué punto se puede confiar en nuestros modelos. Así que siempre tome los resultados con pinzas, especialmente en conjuntos de datos pequeños, y aplique el método científico antes de hacer cualquier tipo de pronóstico :) ¡Feliz modelado!"
   ]
  }
 ],
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