diff --git a/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json b/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json index 9d96a6e..c17376a 100644 --- a/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json +++ b/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json @@ -85,14 +85,12 @@ "state": { "type": "pdf", "state": { - "file": "To sort/electronics-12-01301-v2.pdf", - "page": 11, - "left": -9, - "top": 696, - "zoom": 1.7210504035103047 + "file": "Materiales/TesisDeReferencia/tesis.pdf", + "page": 1, + "zoom": 1 }, "icon": "lucide-file-text", - "title": "electronics-12-01301-v2" + "title": "tesis" } }, { @@ -102,17 +100,17 @@ "type": "pdf", "state": { "file": "Materiales/Adicionales/sensors-14-02595.pdf", - "page": 12, - "left": -11, - "top": 298, - "zoom": 1.370001007353682 + "page": 1, + "left": -9, + "top": 846, + "zoom": 1.7200564118061852 }, "icon": "lucide-file-text", "title": "sensors-14-02595" } } ], - "currentTab": 5 + "currentTab": 6 } ], "direction": "vertical" @@ -263,25 +261,28 @@ "pdf-plus:PDF++: Toggle auto-paste": false } }, - "active": "7cdce469f2c0de5c", + "active": "ff173a9c1c5c6d06", "lastOpenFiles": [ + "Materiales/Adicionales/sensors-14-02595.pdf", + "Materiales/TesisDeReferencia/lomb.pdf", + "Materiales/TesisDeReferencia/A dataset of radar-recorded heart.pdf", + "Notas sobre material/Notas de tesis de doctorado de Ing. Edgardo Jose Marchi.md", + "Notas sobre material/Notas del libro Introduction to radar systems de Merrill Skolnik.md", + "Notas sobre material/Notas del paper Understanding the Lomb-Scargle Periodogram.md", + "Notas sobre material/Notas de paper Sensors-14-02595.md", + "Notas sobre material/Explicación del método MUSIC.md", + "Materiales/TesisDeReferencia/VanderPlas_2018_ApJS_236_16.pdf", + "Materiales/TesisDeReferencia/tesis.pdf", + "To sort/electronics-12-01301-v2.pdf", "To sort/sensors-23-00756.pdf", "To sort/sensors-20-06695-v2.pdf", "To sort/sensors-17-00290.pdf", "To sort/Respiration_and_Heartbeat_Rates_Measurement_Based_on_Autocorrelation_Using_IR-UWB_Radar.pdf", "To sort/remotesensing-13-03791-v2.pdf", - "To sort/Empirical_mode_decomposition_as_a_filter_bank.pdf", - "To sort/electronics-12-01301-v2.pdf", - "To sort/electronics-12-01301-v2 1.pdf", - "Materiales/PapersBasesDeDatos/2402.05649v3.pdf", - "To sort/ECG_Monitoring_System_Integrated_With_IR-UWB_Radar_Based_on_CNN.pdf", - "To sort/Vital_Sign_Monitoring_Through_the_Back_Using_an_UWB_Impulse_Radar_With_Body_Coupled_Antennas.pdf", "Materiales/PapersMetodos/Notas Sobre papers de métodos de análisis.md", "To sort/Cosas a descargar y buscar.md", "Duda que surge de escribir la primera simulación.md", "Lista de gente a la que mandarle mail y detalles.md", - "Notas sobre material/Notas de paper Sensors-14-02595.md", - "Notas sobre material/Explicación del método MUSIC.md", "Posible objetivo de la tesis.md", "Notas del libro Spectral analisis of signals de Stoica.md", "Notas de la reunión con Cecilia del 30-05-2025.md", @@ -298,9 +299,6 @@ "Gestión de proyectos/Presentación para Final/Resumen de IEC 60601-2-33.md", "Gestión de proyectos/Informe Practica/Informe Inicial de Proyecto de gestión de proyectos.md", "Gestión de proyectos/Informe Practica/Nueva dirección del proyecto.md", - "Gestión de proyectos/Informe Practica/Consulta de la introducción de Informe de proyecto.md", - "Simulaciones/Comienzo de las simulaciones.md", - "Gestión de proyectos/Informe Practica/Analisis FODA hecho por ChatGPT.md", - "Gestión de proyectos/Informe Practica/Consultas sobre el informe.md" + "Gestión de proyectos/Informe Practica/Consulta de la introducción de Informe de proyecto.md" ] } \ No newline at end of file diff --git a/Simulaciones/Entregable_stft.ipynb b/Simulaciones/Entregable_stft.ipynb new file mode 100644 index 0000000..03580e2 --- /dev/null +++ b/Simulaciones/Entregable_stft.ipynb @@ -0,0 +1,1434 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduccion\n", + "\n", + "La **Transformada de Fourier de Tiempo Corto (STFT)** me permitió dividir la señal en segmentos de una duración que puedo definir y aplicar la **Transformada Rápida de Fourier (FFT)** a cada uno de ellos. De esta forma, puedo observar cómo cambian las componentes de frecuencia a lo largo del tiempo.\n", + "\n", + "Durante el análisis ajusté parámetros como la **longitud de los segmentos**, el **porcentaje de superposición** y el **tipo de ventana** utilizada. Estos parámetros determinan la resolución temporal y frecuencial del espectrograma, por lo que elegí sus valores considerando el equilibrio entre la correlación entre segmentos y el nivel de detalle que quería obtener en el dominio del tiempo y la frecuencia.\n", + "\n", + "Para explorar estos efectos, utilicé distintas señales de mi banco de datos y probé diferentes duraciones de ventana. Esto me permitió analizar cómo la elección del intervalo de análisis afecta la representación espectral y qué configuraciones resultan más adecuadas para destacar las variaciones en frecuencia de cada señal.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comienzo de la exploración\n", + "\n", + "Para comenzar la exploración con la **Transformada de Fourier de Tiempo Corto (STFT)**, apliqué este método sobre una de las señales del banco de datos. En primera instancia, dividí la señal en segmentos de **1024 muestras**, ya que utilizar longitudes que sean potencias de dos permite realizar la FFT de forma más eficiente y sin introducir un *padding* no deseado. En este caso, no utilicé superposición entre segmentos, con el objetivo de observar el comportamiento básico de la transformada. Dado que la frecuencia de muestreo es de **500 Hz**, cada segmento de 1024 muestras corresponde aproximadamente a **2 segundos de señal**. Esto significa que cada FFT analiza el contenido espectral en ese intervalo de tiempo.\n", + "\n", + "Sin embargo, al trabajar con frecuencias de interés bajas (entre **0 y 2 Hz**, correspondientes a componentes cardíacas y respiratorias), la resolución en frecuencia resultó insuficiente. Con 1024 muestras por segmento, la separación entre líneas espectrales es de aproximadamente **0,5 Hz**, por lo que solo se obtienen unos cuatro puntos dentro del rango de interés. Esto es demasiado grosero para analizar variaciones finas, lo que sugiere que es necesario **aumentar la cantidad de muestras por segmento** para mejorar la granularidad en frecuencia.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "##################\n", + "### Importacion de las librerias, funciones varias y la base de datos\n", + "##################\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import pywt\n", + "import scipy \n", + "import ewtpy\n", + "from scipy.signal import ShortTimeFFT\n", + "\n", + "def Obtener_angulos(Datos):\n", + "\n", + "\tResultado = np.zeros(len(Datos))\n", + "\tDesfasaje = 0\n", + "\tfor i in range(len(Resultado)):\n", + "\n", + "\t\t### Siempre cargo el primer caso sin importar que\n", + "\t\tif i == 0:\n", + "\t\t\tAngulo = np.angle(Datos[0,0])\n", + "\t\t\tResultado[0] = Angulo\n", + "\t\t\tcontinue\n", + "\n", + "\t\t### Calculo el angulo del dato\n", + "\t\tAngulo_anterior = Angulo\n", + "\t\tAngulo = np.angle(Datos[i])\n", + "\n", + "\t\tif np.sign(Angulo_anterior) != np.sign(Angulo) and np.abs(Angulo) > 2:\n", + "\t\t\tDesfasaje += np.sum(np.pi * (-2)* np.sign(Angulo))\n", + "\n", + "\t\tResultado[i] = Desfasaje + Angulo[0]\n", + "\n", + "\treturn Resultado\n", + "\n", + "\n", + "### Cargo la tabla con las referencias y me quedo con los que no tienen escenario\n", + "df = pd.read_csv(\"Tabla_Direccionamiento_Base_Datos.csv\")\n", + "Tabla_sin_escenario = df[df[\"Escenario_principal\"].isna()]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Path_Al_Archivo = df[\"Path_datos\"][0]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(12, 10))\n", + "\n", + "# --- Calcular fase centrada ---\n", + "aux = Obtener_angulos(Datos_Complejos)\n", + "fase = aux - np.mean(aux)\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Frecuencia de muestreo ---\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "##################\n", + "### Primer grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 1024\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[0, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[0, 0].set_title(\"Espectrograma con 1024 datos por segmento\")\n", + "axs[0, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[0, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[0, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[0, 0], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Segundo grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 2048\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[0, 1].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[0, 1].set_title(\"Espectrograma con 2024 datos por segmento\")\n", + "axs[0, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[0, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[0, 1].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[0,1], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Tercer grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 4092\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma con 4092 datos por segmento\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Cuarto grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 1].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 1].set_title(\"Espectrograma con 8192 datos por segmento\")\n", + "axs[1, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 1], label=\"Amplitud\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Posteriormente, analicé el efecto del **porcentaje de superposición** entre segmentos consecutivos. Este parámetro controla cuánto se solapan los datos usados en cada FFT. Un mayor solapamiento genera más segmentos (y, por tanto, una representación temporal más densa), pero también introduce **correlación** entre ellos. \n", + "Desde un punto de vista práctico, un alto grado de superposición permite **localizar mejor los cambios de intensidad** en ciertas frecuencias, ya que una misma componente aparecerá reflejada parcialmente en varios segmentos. Por ejemplo, con una ventana de 2 segundos y un **75% de superposición**, cada nuevo segmento reutiliza el 75% del anterior. Esto hace posible detectar con mayor precisión cuándo aparece o desaparece una determinada frecuencia, ya que su potencia se distribuye de forma continua a lo largo del tiempo.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Path_Al_Archivo = df[\"Path_datos\"][0]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(12, 10))\n", + "\n", + "# --- Calcular fase centrada ---\n", + "aux = Obtener_angulos(Datos_Complejos)\n", + "fase = aux - np.mean(aux)\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Frecuencia de muestreo ---\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "##################\n", + "### Primer grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 2048\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/2), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[0, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[0, 0].set_title(\"Espectrograma con 2048 datos con superposicion del 50%\")\n", + "axs[0, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[0, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[0, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[0, 0], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Segundo grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/2), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[0, 1].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[0, 1].set_title(\"Espectrograma con 8192 datos con superposicion del 50%\")\n", + "axs[0, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[0, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[0, 1].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[0,1], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Tercer grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 2048\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma con 2048 datos con superposicion del 75%\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Cuarto grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 1].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 1].set_title(\"Espectrograma con 8192 datos con superposicion del 75%\")\n", + "axs[1, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 1], label=\"Amplitud\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "Finalmente, también exploré el efecto del **padding con ceros** aplicado a cada segmento. Esta técnica consiste en agregar ceros al final de cada ventana antes de realizar la FFT, aumentando artificialmente su longitud (por ejemplo, extender un segmento de 1024 muestras a 4096). Este procedimiento mejora la **resolución en el eje de frecuencias**, ya que genera más puntos en el espectro. \n", + "Sin embargo, el *zero padding* no incrementa la información real y puede provocar un **ensanchamiento de los picos espectrales**, lo que equivale a una convolución del espectro real con una función de ventana más ancha. Como resultado, las distintas componentes de frecuencia pueden mezclarse más entre sí, reduciendo la nitidez espectral de la representación." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Path_Al_Archivo = df[\"Path_datos\"][0]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(12, 10))\n", + "\n", + "# --- Calcular fase centrada ---\n", + "aux = Obtener_angulos(Datos_Complejos)\n", + "fase = aux - np.mean(aux)\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Frecuencia de muestreo ---\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "##################\n", + "### Primer grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=1*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[0, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[0, 0].set_title(\"Espectrograma con 2048 datos con superposicion del 50%\")\n", + "axs[0, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[0, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[0, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[0, 0], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Segundo grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=2*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[0, 1].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[0, 1].set_title(\"Espectrograma con 8192 datos con superposicion del 50%\")\n", + "axs[0, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[0, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[0, 1].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[0,1], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Tercer grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=4*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma con 2048 datos con superposicion del 75%\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "##################\n", + "### Cuarto grafico\n", + "##################\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=16*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t # <- línea corregida\n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 1].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 1].set_title(\"Espectrograma con 8192 datos con superposicion del 75%\")\n", + "axs[1, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 1], label=\"Amplitud\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Conclusiones preliminares sobre los parámetros de la STFT\n", + "\n", + "Analizando todos los gráficos y las señales procesadas, considero que el mejor resultado no se obtiene al maximizar un solo parámetro, sino buscando un equilibrio intermedio entre ellos. \n", + "\n", + "En particular, parece óptimo utilizar:\n", + "- **Entre 4096 y 8192 puntos por segmento**, \n", + "- **Un 75% de superposición** para disponer de varios segmentos de análisis, \n", + "- **Padding de aproximadamente el triple de la cantidad de muestras por segmento**, lo que mejora la definición en frecuencia sin ensanchar excesivamente el espectro.\n", + "\n", + "Es posible que un **padding menor**, duplicando la cantidad de muestras por segmento, sea suficiente para evitar la superposición de frecuencias cercanas y mantener la nitidez espectral. Sin embargo, esto requiere un análisis más detallado, orientado a resultados cuantitativos, más allá de la simple inspección visual que he realizado hasta ahora.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Problemas que tuve que resolver\n", + "\n", + "\n", + "Durante la exploración de los distintos parámetros de la STFT y la aplicación de la FFT sobre las señales del banco de datos, me encontré con varios inconvenientes. Al principio, ninguno de los resultados obtenidos era razonable: en todas las señales analizadas, las componentes correspondientes a las frecuencias cardíacas y respiratorias no aparecían claramente separadas, ni siquiera de forma aproximada. Esto me resultaba en el problema de que no podia confirmar que el proceso me estaba devolviendo un resultado correcto ya que no podia verificarlo facilmente de forma visula para ninguna de todas las señales para las que lo probe.\n", + "\n", + "Para entender mejor la causa, decidí analizar nuevamente la señal en el dominio temporal. Al hacerlo, noté que el problema provenía de la forma en que estaba **reconstruyendo la señal de fase**. Estoy trabajando con un radar UWB **de onda continua**, no impulsivo, y eso implica que la fase medida varía de forma continua en función de la distancia. \n", + "\n", + "Sin embargo, al calcular el ángulo mediante la función de fase, se produce un salto cada vez que la señal sobrepasa el rango de medición (por ejemplo, al pasar de $\\frac{-3\\pi}{4}$ a $\\pi$). Este salto artificial genera una discontinuidad abrupta en la señal reconstruida, que se traduce en **componentes de frecuencia muy altas** en la FFT. Dichas componentes dominaban el espectro y enmascaraban completamente las frecuencias más bajas que realmente me interesaban (cardíacas y respiratorias).\n", + "\n", + "Después de identificar el problema, desarrollé una **nueva forma de recomponer la señal** en la que elimino estos saltos de fase positivos o negativos, logrando una representación continua y suave. Con esta corrección, la señal resultante ya no presenta discontinuidades, y el análisis espectral posterior muestra únicamente las componentes de frecuencia reales, sin las falsas contribuciones generadas por el aliasing angular.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\usuario\\AppData\\Local\\Temp\\ipykernel_32428\\1474321509.py:22: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " Resultado[0] = Angulo\n", + "C:\\Users\\usuario\\AppData\\Local\\Temp\\ipykernel_32428\\1474321509.py:32: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " Resultado[i] = Desfasaje + Angulo\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Path_Al_Archivo = df[\"Path_datos\"][34]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "# --- Calcular fase centrada ---\n", + "aux = Obtener_angulos(Datos_Complejos)\n", + "fase = aux - np.mean(aux)\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "aux = np.angle(Datos_Complejos)\n", + "fase1 = aux - np.mean(aux)\n", + "fase1 = np.ravel(fase1) # asegurar que es 1D\n", + "\n", + "# --- Frecuencia de muestreo ---\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "fig, axs = plt.subplots(1, 2, figsize=(10, 4), sharey=True)\n", + "\n", + "# Señal original\n", + "axs[0].plot(fase1, color='tab:red')\n", + "axs[0].set_title(\"Señal mal reconstruida\")\n", + "axs[0].set_xlabel(\"Muestras\")\n", + "axs[0].set_ylabel(\"Amplitud\")\n", + "axs[0].grid(True)\n", + "\n", + "# Señal corregida\n", + "axs[1].plot(fase, color='tab:blue')\n", + "axs[1].set_title(\"Señal corregida\")\n", + "axs[1].set_xlabel(\"Muestras\")\n", + "axs[1].grid(True)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Observaciones sobre la STFT en distintos conjuntos de datos\n", + "\n", + "Luego de resolver los problemas de discontinuidad en la señal, apliqué la **Transformada de Fourier de Tiempo Corto (STFT)** a varios conjuntos de datos. En algunos casos, pude identificar segmentos donde ciertas frecuencias se mostraban de manera muy clara y estable en el tiempo. \n", + "\n", + "En ciertos segmentos se observa **una sola banda de frecuencia**, con oscilaciones muy leves a lo largo del tiempo. En otros casos, aparecen **dos bandas separadas**, que podrían corresponder a la frecuencia cardíaca y a un armónico de la respiración. Estas bandas también varían ligeramente con el tiempo, pero no están presentes durante toda la medición, sino únicamente en algunos segmentos específicos.\n", + "\n", + "Sin embargo, hay mediciones en las que no se detectan estas bandas de frecuencia, y no está claro si esto se debe a:\n", + "- La naturaleza ruidosa de las mediciones, \n", + "- Limitaciones del método STFT para captar ciertas componentes, \n", + "- O la necesidad de un **preprocesamiento adicional** para mejorar la detección de frecuencias antes de aplicar la transformada.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\usuario\\AppData\\Local\\Temp\\ipykernel_32428\\1474321509.py:22: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " Resultado[0] = Angulo\n", + "C:\\Users\\usuario\\AppData\\Local\\Temp\\ipykernel_32428\\1474321509.py:32: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " Resultado[i] = Desfasaje + Angulo\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd5gTZdfG7yTb+y7bl4WlI0WqIKBiQaoCVqwoIiqKjdeGBazgq6JYUBThtXfBDxVRQLCBoBQB6bDU7b0nu8l8fyTPZCaZJNOSbOD8rmsvmMmUJ5PsztzPOec+Bo7jOBAEQRAEQRAEQRAEoTvGYA+AIAiCIAiCIAiCIE5VSHQTBEEQBEEQBEEQhJ8g0U0QBEEQBEEQBEEQfoJEN0EQBEEQBEEQBEH4CRLdBEEQBEEQBEEQBOEnSHQTBEEQBEEQBEEQhJ8g0U0QBEEQBEEQBEEQfoJEN0EQBEEQBEEQBEH4CRLdBEEQBEEQBEGcdmzduhVPPfUUiouLgz0U4hSHRDdBnGKUlJSgV69eyM3NxTfffINPP/0UEyZMUH08g8GAJ598UtW+69evh8FgwPr161Wf35Xi4mJceeWVaNOmDQwGAxYsWKDbsQmCIIhTn1P9PtmaOHLkCAwGA957772An/u9996DwWDAkSNHJF8vLy/HxIkTYTabkZGREdjBEacdYcEeAEGczuzcuRNPPfUU/vrrLxQXF6NNmzbo0aMHxo8fj7vvvlvVMb/88kskJibi8ssvx+TJk9HQ0IDPP/9c55EHj/vvvx8//vgj5syZg8zMTAwcODDYQyIIgiD8BN0nCX/AcRwmT56M4cOH47nnngv2cIjTAAPHcVywB0EQpyMbNmzABRdcgHbt2uGmm25CZmYmjh8/jj///BOHDh3CwYMHVR23srISHMchJSUFDQ0NaGpqQkpKiupxGgwGzJkzR9Us/vr163HBBRdg3bp1OP/881WPQUhmZiZGjBiBjz76SJfjEQRBEK0Tuk+GPhzHwWw2Izw8HCaTKaDntlqtaG5uRmRkJAwGg+i1gwcP4quvvsLMmTMRERER0HERpycU6SaIIPHcc88hMTERf/31F5KSkkSvlZSUqD5ucnIy//+YmBjExMSoPlZrpKSkxO16EQRBEKcedJ/Uh6amJkRERMBoDHxVqcFgQFRUlM/t6uvrERsbq+u5TSaTR6HfuXNnPPLII7qejyC8QTXdBBEkDh06hJ49e0oKyPT0dLd1H330EQYMGIDo6GikpKTgmmuuwfHjx0XbnH/++ejVqxd2796NCy64ADExMcjJycELL7wg2s5isWD27NkYMGAAEhMTERsbi3PPPRfr1q1T/X5OnDiBiRMnIjY2Funp6bj//vthNpslt920aRNGjx6NxMRExMTEYPjw4fjjjz+8Hp/VZnEch4ULF8JgMPAz1xUVFXjggQfQu3dvxMXFISEhAWPGjME///zjdpzXX38dPXv2RExMDJKTkzFw4EB88sknom1OnjyJW265BRkZGYiMjETPnj2xdOlSlVeGIAiCUAPdJ5XdJwFnjfhnn32Gxx9/HDk5OYiJiUFNTY3s49bW1uK+++5DXl4eIiMjkZ6ejosvvhhbt27lt2HXccuWLRg6dCiio6PRoUMHLFq0SHQsqZrum2++GXFxcTh06BDGjh2L+Ph4XH/99QCA3377DVdddRXatWuHyMhI5Obm4v7770djY6Pbe927dy+uvvpqpKWlITo6Gt26dcNjjz3Gv+6ppvvNN99Ez549ERkZiezsbNx1112oqqoSbSP3e0IQciHRTRBBon379tiyZQt27drlc9vnnnsOkydPRpcuXfDyyy/jvvvuw9q1a3Heeee53SgqKysxevRo9OnTB/Pnz0f37t3x8MMP44cffuC3qampwbvvvovzzz8f//3vf/Hkk0+itLQUo0aNwvbt2xW/l8bGRlx00UX48ccfMWPGDDz22GP47bff8NBDD7lt+/PPP+O8885DTU0N5syZg7lz56KqqgoXXnghNm/e7PEc5513Hj788EMAwMUXX4wPP/yQXz58+DC++eYbXHLJJXj55Zfx4IMPYufOnRg+fDgKCgr4YyxevBj33HMPevTogQULFuCpp55C3759sWnTJn6b4uJinH322VizZg1mzJiBV199FZ07d8bUqVPJtI0gCCKA0H1S2X1SyDPPPIPvv/8eDzzwAObOnYuIiAjZx73jjjvw1ltv4YorrsCbb76JBx54ANHR0dizZ4/bdRw7diwGDBiAF154AW3btsX06dNlTVK3tLRg1KhRSE9Px0svvYQrrrgCgL3evqGhAdOnT8frr7+OUaNG4fXXX8fkyZNF++/YsQODBw/Gzz//jGnTpuHVV1/FxIkT8e2333o975NPPom77roL2dnZmD9/Pq644gq8/fbbGDlyJJqbm93en6/vCUHIhiMIIij89NNPnMlk4kwmEzdkyBDuoYce4n788UfOYrGItjty5AhnMpm45557TrR+586dXFhYmGj98OHDOQDcBx98wK8zm81cZmYmd8UVV/DrWlpaOLPZLDpeZWUll5GRwd1yyy2i9QC4OXPmeH0vCxYs4ABwX3zxBb+uvr6e69y5MweAW7duHcdxHGez2bguXbpwo0aN4mw2G79tQ0MD16FDB+7iiy/2eh42nrvuuku0rqmpibNaraJ1+fn5XGRkJPf000/z6yZMmMD17NnT6/GnTp3KZWVlcWVlZaL111xzDZeYmMg1NDT4HCNBEAShHbpPKr9Prlu3jgPAdezYUXS/UnLcxMREt/usK+w6zp8/n19nNpu5vn37cunp6fxnlJ+fzwHg/ve///Hb3XTTTRwA7pFHHnE7rtQ9dt68eZzBYOCOHj3KrzvvvPO4+Ph40Tr2Phn/+9//OABcfn4+x3EcV1JSwkVERHAjR44UPTO88cYbHABu6dKlbu/P1/eEIORCkW6CCBIXX3wxNm7ciPHjx+Off/7BCy+8gFGjRiEnJwcrVqzgt1u2bBlsNhuuvvpqlJWV8T+ZmZno0qWLW6pbXFwcbrjhBn45IiICgwYNwuHDh/l1JpOJNw6x2WyoqKhAS0sLBg4cKEofk8vKlSuRlZWFK6+8kl8XExOD2267TbTd9u3bceDAAVx33XUoLy/n30t9fT0uuugi/Prrr7DZbIrPHxkZydeqWa1WlJeXIy4uDt26dRO9n6SkJJw4cQJ//fWX5HE4jsPXX3+NSy+9FBzHia73qFGjUF1drer6EARBEMqh+6T6++RNN92E6OhoVcdNSkrCpk2bRJliUoSFheH222/nlyMiInD77bejpKQEW7Zs8TnG6dOnu60Tjrm+vh5lZWUYOnQoOI7Dtm3bAAClpaX49ddfccstt6Bdu3ai/V0N04SsWbMGFosF9913n6i+fdq0aUhISMD3338v2l7O94Qg5EJGagQRRM466ywsW7YMFosF//zzD5YvX45XXnkFV155JbZv344ePXrgwIED4DgOXbp0kTxGeHi4aLlt27ZuN53k5GTs2LFDtO7999/H/PnzsXfvXlFKVYcOHRS/j6NHj6Jz585u5+3WrZto+cCBAwDsDwOeqK6uFpncyMFms+HVV1/Fm2++ifz8fFitVv61Nm3a8P9/+OGHsWbNGgwaNAidO3fGyJEjcd1112HYsGEA7DfyqqoqvPPOO3jnnXckz6XFvIcgCIJQBt0n3ZFzn3Qdo5LjvvDCC7jpppuQm5uLAQMGYOzYsZg8eTI6duwo2j47O9vN/Kxr164A7LXcZ599tsdzhYWFoW3btm7rjx07htmzZ2PFihWorKx0Gx8AXvT26tXL4/GlOHr0KAD3ax4REYGOHTvyrzPkfk8IQg4kugmiFRAREYGzzjoLZ511Frp27YopU6bgyy+/xJw5c2Cz2WAwGPDDDz9IunDGxcWJlj05dXKC7oAfffQRbr75ZkycOBEPPvgg0tPTYTKZMG/ePBw6dEjfNyeAzaK/+OKL6Nu3r+Q2ru9HDnPnzsUTTzyBW265Bc888wxSUlJgNBpx3333iSICZ5xxBvbt24fvvvsOq1atwtdff40333wTs2fPxlNPPcVve8MNN3h8MDnzzDMVj48gCILQBt0nnci5TwojxkqPe/XVV+Pcc8/F8uXL8dNPP+HFF1/Ef//7XyxbtgxjxoyR+U68I8xQY1itVlx88cWoqKjAww8/jO7duyM2NhYnT57EzTffrCoTTgtyvicEIRcS3QTRyhg4cCAAoLCwEADQqVMncByHDh068DPIWvnqq6/QsWNHLFu2TDSLO2fOHFXHa9++PXbt2gWO40TH27dvn2i7Tp06AQASEhIwYsQIVeeS4quvvsIFF1yAJUuWiNZXVVUhNTVVtC42NhaTJk3CpEmTYLFYcPnll+O5557DrFmzkJaWhvj4eFitVl3HRxAEQegH3SeVo/S4WVlZuPPOO3HnnXeipKQE/fv3x3PPPScS3QUFBW6tvvbv3w8AyMvLUzzGnTt3Yv/+/Xj//fdFxmmrV68Wbcci7nIM9oS0b98egP2aC6P2FosF+fn5dN8n/ArVdBNEkFi3bp3kbOnKlSsBONOfLr/8cphMJjz11FNu23Mch/LycsXnZrO3wuNt2rQJGzduVHwsABg7diwKCgrw1Vdf8esaGhrcUrQHDBiATp064aWXXkJdXZ3bcUpLS1Wd32QyuV2bL7/8EidPnhStc71WERER6NGjBziOQ3NzM0wmE6644gp8/fXXkjdzteMjCIIglEP3Sf3uk3KPa7Va+TRuRnp6OrKzs93am7W0tODtt9/mly0WC95++22kpaVhwIABiscodc05jsOrr74q2i4tLQ3nnXceli5dimPHjole8xaFHjFiBCIiIvDaa6+JtluyZAmqq6sxbtw4xWMmCLlQpJsggsTdd9+NhoYGXHbZZejevTssFgs2bNiAzz//HHl5eZgyZQoA++z0s88+i1mzZuHIkSOYOHEi4uPjkZ+fj+XLl+O2227DAw88oOjcl1xyCZYtW4bLLrsM48aNQ35+PhYtWoQePXpI3ox9MW3aNLzxxhuYPHkytmzZgqysLHz44YeIiYkRbWc0GvHuu+9izJgx6NmzJ6ZMmYKcnBycPHkS69atQ0JCgs92H57ez9NPP40pU6Zg6NCh2LlzJz7++GO3+rORI0ciMzMTw4YNQ0ZGBvbs2YM33ngD48aNQ3x8PADg+eefx7p16zB48GBMmzYNPXr0QEVFBbZu3Yo1a9agoqJC8fgIgiAI5dB9Ur/7pNzj1tbWom3btrjyyivRp08fxMXFYc2aNfjrr78wf/580TGzs7Px3//+F0eOHEHXrl3x+eefY/v27XjnnXfc6ujl0L17d3Tq1AkPPPAATp48iYSEBHz99ddutd0A8Nprr+Gcc85B//79cdttt6FDhw44cuQIvv/+e48t3dLS0jBr1iw89dRTGD16NMaPH499+/bhzTffxFlnnSUyTSMI3QmUTTpBEGJ++OEH7pZbbuG6d+/OxcXFcREREVznzp25u+++mysuLnbb/uuvv+bOOeccLjY2louNjeW6d+/O3XXXXdy+ffv4bYYPHy7ZEuumm27i2rdvzy/bbDZu7ty5XPv27bnIyEiuX79+3Hfffee2HcfJa4XCcRx39OhRbvz48VxMTAyXmprK3XvvvdyqVatErVAY27Zt4y6//HKuTZs2XGRkJNe+fXvu6quv5tauXevzPPDQMuw///kPl5WVxUVHR3PDhg3jNm7cyA0fPpwbPnw4v93bb7/NnXfeefx5O3XqxD344INcdXW16HjFxcXcXXfdxeXm5nLh4eFcZmYmd9FFF3HvvPOOz/ERBEEQ+kD3SeX3SdYy7Msvv5R83ddxzWYz9+CDD3J9+vTh4uPjudjYWK5Pnz7cm2++KToOu45///03N2TIEC4qKopr374998Ybb4i289QyLDY2VnJ8u3fv5kaMGMHFxcVxqamp3LRp07h//vnH7Rgcx3G7du3iLrvsMi4pKYmLioriunXrxj3xxBP8664twxhvvPEG1717dy48PJzLyMjgpk+fzlVWVkq+P1ekPn+CkIOB48gNgCAIgiAIgiAIeZx//vkoKytTXFdNEKcrVNNNEARBEARBEARBEH6CRDdBEARBEARBEARB+AkS3QRBEARBEARBEAThJ6immyAIgiAIgiAIgiD8BEW6CYIgCIIgCIIgCMJPkOgmCIIgCIIgCIIgCD9BopsgCIIgCIIgCIIg/ERYsAdwKmCz2VBQUID4+HgYDIZgD4cgCIJoRXAch9raWmRnZ8NopLnuQED3ZYIgCMITwbgvk+jWgYKCAuTm5gZ7GARBEEQr5vjx42jbtm2wh3FaQPdlgiAIwheBvC+T6NaB+Ph4APYPLiEhIcijIQiCIFoTNTU1yM3N5e8VhP+h+zJBEAThiWDcl0l06wBLXUtISKCbO0EQBCEJpTkHDrovEwRBEL4I5H2ZissIgiAIgiAIgiAIwk+Q6CYIgiAIgiAIgiAIP0GimyAIgiAIgiAIgiD8BIlugiAIgiAIgiAIgvATJLoJgiAIgiAIgiAIwk+Q6CYIgiB0xWrj8M6vh7D9eFWwh0IQBEE4KGssw6J/FqGovijYQyGI0w4S3QRBEISurN9Xgrkr92Liwj+CPRSCIAjCwT0/34OF2xfi4q8uDvZQCOK0g0Q3QRAEoStbjlby/ze3WIM4EoIgCIKxs2xnsIdAEKctJLoJgiAIXWmwOIX2oZL6II6EIAiCIAgi+JDoJgiCIHTleEUD///9xbVBHAnRGvj1119x6aWXIjs7GwaDAd98843PfdavX4/+/fsjMjISnTt3xnvvvef3cRLE6cTxmuPBHgJBnFaQ6CYIgiB05URlI///gupGL1sSpwP19fXo06cPFi5cKGv7/Px8jBs3DhdccAG2b9+O++67D7feeit+/PFHP4+UIE4fNhVtCvYQCOK0IizYAyAIgiBOLYRCu6axJYgjIVoDY8aMwZgxY2Rvv2jRInTo0AHz588HAJxxxhn4/fff8corr2DUqFH+GiZBnNIcrj4sWrZxtiCNhCBOTyjSTRAEQehGbVMzapucQrvRQqKbUMbGjRsxYsQI0bpRo0Zh48aNHvcxm82oqakR/RAEYYfjOEz4ZoJo3YpDK4I0GoI4PSHRHaIcLq3DhoNlwR4GQRCEiN0FYrFTbyH3ckIZRUVFyMjIEK3LyMhATU0NGhulyxXmzZuHxMRE/ic3NzcQQyWIkMBis7it+6f0nyCMhCBOX0h0hyDmFismvPEHrnt3E5kUEQTRqvhb0C4MABpJdBMBYNasWaiuruZ/jh8nkyiCYJit5mAPgSBOe0h0hyAHiutQa7anbO44UR3k0RAEQTjZfrwKANA9Mx4AUE/p5YRCMjMzUVxcLFpXXFyMhIQEREdHS+4TGRmJhIQE0Q9BEHbGLx8vub7Z1hzgkRDE6UvIie6FCxciLy8PUVFRGDx4MDZv3uxx2/PPPx8Gg8HtZ9y4cfw2N998s9vro0ePDsRbUc3uQmf6prA1D0EQRLDJL7P35e7XLgmAuGc3QchhyJAhWLt2rWjd6tWrMWTIkCCNiCBCm/Kmcsn1ly6/NMAjIYjTl5AS3Z9//jlmzpyJOXPmYOvWrejTpw9GjRqFkpISye2XLVuGwsJC/mfXrl0wmUy46qqrRNuNHj1atN2nn34aiLejmkOldfz/SXQTBNFasNo4HCu3/03qkWWPNDZQpPu0p66uDtu3b8f27dsB2FuCbd++HceOHQNgTw2fPHkyv/0dd9yBw4cP46GHHsLevXvx5ptv4osvvsD9998fjOETREhTXF/s8bWTdScDOBKCOL0JKdH98ssvY9q0aZgyZQp69OiBRYsWISYmBkuXLpXcPiUlBZmZmfzP6tWrERMT4ya6IyMjRdslJycH4u2oprrBmQ50vJJEN0EQrYOCqkZYrDZEmIzolB4HgCLdBPD333+jX79+6NevHwBg5syZ6NevH2bPng0AKCws5AU4AHTo0AHff/89Vq9ejT59+mD+/Pl49913qV0YQahgZf7KYA+BIAiEUJ9ui8WCLVu2YNasWfw6o9GIESNGeG0jImTJkiW45pprEBsbK1q/fv16pKenIzk5GRdeeCGeffZZtGnTxuNxzGYzzGanKUWgW5NUCUT3MYp0hzTmFiu2HKlEr7aJSIgKD/ZwCEIThx2p5e3bxCA+0v59JiM14vzzzwfHcR5ff++99yT32bZtmx9HRRCnB5sKN3l9fUPBBgzNHhqg0RDE6UvIRLrLyspgtVol24gUFRX53H/z5s3YtWsXbr31VtH60aNH44MPPsDatWvx3//+F7/88gvGjBkDq9Xzg2KwW5NUNzpFd3GNGU3N9FAbqjy2fBeue3cTpr3/d7CHQhCaOeDoptAxLRYxkSYAQL2Z0ssJgiCCxR8Ff3h9/fbVtwdoJARxehMykW6tLFmyBL1798agQYNE66+55hr+/71798aZZ56JTp06Yf369bjoooskjzVr1izMnDmTX66pqQmo8K5qFLtNnqhsRGdHKicROrRYbVi+zV5PtSm/Av8WVKNndmKQR0UQ6vnjYBkAoE9uEiLD7HO6FqstmEMiCIIgCIIIOiET6U5NTYXJZJJsI5KZmel13/r6enz22WeYOnWqz/N07NgRqampOHjwoMdtgt2apMZFdBfXNAX0/KcCjRZr0A2e9hTWwmpzplzuLghsmUKg4TgOhdWNwR4G4Uf+dXyHB3dogzCj/fbSYvWcVkwQBEEQBHE6EDKiOyIiAgMGDBC1EbHZbFi7dq3PNiJffvklzGYzbrjhBp/nOXHiBMrLy5GVlaV5zP6iqsECAMhIiAQAVNRbgjmckCO/rB5nzF6FHrN/DGq96aZ8cQuP0jqzhy1Di1/3l+KKtzZgb5F4EuHhr3dgyLyf8cmmYx72JEKZsjozSmrNMBjsPbpNRgMAoMXGea3nJQiCIAJHfES82zqrjcoUCcLfhIzoBuyOp4sXL8b777+PPXv2YPr06aivr8eUKVMAAJMnTxYZrTGWLFmCiRMnupmj1dXV4cEHH8Sff/6JI0eOYO3atZgwYQI6d+7cal1Sm6021DuEYsdUe0o5iW5l3P3pVv7/rsIwkOw4US1arjxFPsfHvtmJLUcrMXrBb2hxpBY3W2344u8TAIClf+QHc3iEn9hXZK/nbp8Sg9jIMISbDPxrwowOgiAIIjDsLN0pWv7q0q/w81U/u233dzH5yhCEvwmpmu5JkyahtLQUs2fPRlFREfr27YtVq1bx5mrHjh2D0SieR9i3bx9+//13/PTTT27HM5lM2LFjB95//31UVVUhOzsbI0eOxDPPPIPIyMiAvCelCE3U8lJjsPFwOcpPEbEWKMzNzhrTAyV16NcuOC3iDpfZ+633yU3CP8erRK70oczxCmcK+aHSenTLjMfR8nrB6w3gOA4Gg0FqdyJEYSZqXTPsURQW6Qbs0e4wU1CGRRAEcdryzo53RMvdUrpJbtdiI8NLgvA3ISW6AWDGjBmYMWOG5Gvr1693W9etWzePqY3R0dH48ccf9Rye32GiOz4qDKlx9omBUyVCGigiw50TM4dL671s6T84jkO+49wD2iXjn+NVqDxFRHe4yYBmRx3vgZJadMuMx4lKpxA3t9hQa26hFmmnGAdK7JNIzNQx3OT8PWuhSDdBEETAWX9iveT6BwY+gJf+folf5kB/ownC34RUejnh7NGdFBOO5JgIAEBlA4luJRRVO2unj5QFR3SX1ppRb7HCaAD65Nody6sbQ/9zrG5o5gU3AKzZbTc+PFklNlArqm595n/15hYs/T2fJrFUctAhurtk2EW3MNJtJTM1giCIVsNZmWeJlneV7QrSSAji9IFEd4jBnMsTo8OREkuiWymWFhvK652iu7g2OOLv+52FAICc5GikxZ86hnjvbzwiWv79YBlsNg4nK8Wi+1h5QwBHJY/eT/6Ip7/bjYe/3hHsoYQkhxyZG53S7KI7TJReTm3DCIIggsm4juP4//do00P02oe7Pwz0cAjitINEd4hR5YiGJkVHICnGnp5bUX9qpCUHgmMV9RBWG5TUBMcx/IONRwEAZ7VPQZqjTKCsLvRF96/7S0XLZXUWnKxqdIt0H61oXaL7n+NVYBnQP+0u9r5xK4TjOLywai/mrdwTFKfwZqsNZQ73/ZykaACAwWAQOZgTBEEQgeNozVHRsgGefVRqLKd2y1KCaA2Q6A4xqhvcI91VFOmWzatr7f3XU3mhaw64SGm22pDvSGu//+KuSI+PAmCv129qDu22HcJ6+Y6psQDsvZtZpDs70f5ei/zQr7ugqhErdxbii7+Po+Os7zHn/+Sny63dW8L/v1dOgq7jsto4zP9pH778+7iuxxXy47/FeHP9Ibz962Hc9L+/VH2nv/j7OCa88TuOq5gQKa21C+5wk4EvewGc0W4S3QRBEIHlkuWXiJbvH3B/kEZih+M4LDuwDHsr9rq9VtZYhjvX3Inx34zHlSuuRFNL6ytBIwitkOgOMapYermgpvtUSEsOFHsL7bO5Y3plArCbetUHuFc3q2eOMBmRkxSNhOgwRITZfxXLQrxXNzNH65Aai/O6pgEAft5bzEe2B+SlAACKdM4w2HasEkOf/xl3frwVD321AzYOeH/jUb6NlS/+PlLB/1/v3u17i2rw+s8H8eBXO1DT5J+slLV7nNH5X/eX4sstJxTt32ix4qGvduCfE9X47C/lfdSLa+zf6fT4KBgFaeW86LZSejlBEEQwSY9JFy2HGQLrpfzkxicxZ8McXPXtVW6vzd00F7+d/A351fnYV7kPZ318lsQRCCK0IdEdYlQLarqTHZFuc4sNDRb92z0EI03V3xx2RJgn9M1GdLi9h1FFgNO6Cxyp1llJdoFiMBj4FHMWMQxFOI7DD7uKAAAzL+6KczqnAgC++PsE/74Gd7CL7sIqfSPdm/MrJNfP+2GPz305jsOeQmdqXU2Tvr9LdYLj3bhks67HBgCbjXMT2Ut/z1f0+/tvgbNnvMmo/LZQ7JhESU8Qt1oMcziYN5ORGkEQRKtiQOaAgJ2LRbk9UVhX6Lau2lwtsSVBhC4kukMMll6eFB2O2AgTohzpvHqLtZ/+LUK/Z1bjvT/ydT1uMOE4DiZHb+ispGg+PV9orBYICh2R7ixHqjUApMaHvuguqnGmg0WFm3CWQ2ALYSZbepv/lTiuW9vkaKy+/zwsusH+MLF+X6lPp/Q6c4uoXZveKf5NLc4o7z/Hq3Q9NgD8JYjSL79zKKLDTdhbVIuNh8tlHyNf4OLPzBqVUOIwJMyIjxKtZzXdp+IEHkEQRCjzyvmvBOxcu8t3i5Zd7wm7yt3LwZ7c8KQ/h0QQAYdEd4ghjHQbDAZkJdpNiwp1bsH0+s8HUdXQjBd/3KfrcYNJvcUKiyPNNSUmAqlxDtEd4Eg3+6yyHZ+dfTz2tOyqEO7VLSxzGNqpDRKjw3FF/7b8ur8eG4G4SHs6W4POKdyFjhrxqed0QJeMeIzulYmz8pIBOJ3iPeF6zc3N+qZC15udkW5mMqYnxYKJmr65Sbisfw4A4Nt/vL9vIcJJEDXp9Sy9PMMl0s0yza0kugmCIAJCi60FZqvvCfz4iPgAjMZOXXOdaPlk3Un+/54mZdccW+PXMRFEoCHRHWKwmm7mXM4ecotr9BXdux3ptvUW6ykTpWL9l6PCjYiOMCEpSH3Oj1fa65uzBQIsJdbRNiyETfHYhFCntFjEOsT1w6O74dwuqXjusl5Ii49ETKQ9pb/OrG8Kd0EVyx5wXtNxvbMAAKt2eRefbNzhJrtCtFhtsOpo/CUU3f74XWLf69E9M2EwGDC0UxsAzt9hOZQLJkyaVdRfs4mk9ARxpNvoyCyhjmEEQRD+Z/mB5ej3YT8M/GigaP2NPW4M0ojs2DjxTcBic95zvKWdE8SpBInuEIMJhIRou+hO9VO7KSZAAIhSb0MZJgzYNUt0XMNqFem0WtjvMPfqkhHHr0uJtY+lMoRN8Wr4CSGne3V6QhQ+nDoY1w9uDwB8pLve3KKrAGUTJyx7AQDO72Y3jdl+vMpr9JaNO12QGq1nirkwql/qB7d8lmGQ4njvZ2TZ3df3FdXInjwQfu/MKkQ369Gd1yZWtJ4X3afIxB1BEKHB4arDWLxjMRpb9O+U0ZqZvWG25PpOiZ187vvHyT/0Hg7PbatvE69w3BIOVh7Ekxuf9Nt5CaI1QaI7xKjia7rtD9hMQFboWJfMcZzI+Ci/rM7L1qHD53/ZWzYx4cdEt5oaVrVwHId9xXbR3S3TmdqVzNeXh67orjPbxSWLckvBXrNxdgNAvbA4jhUZZuLXtW8Tg4yESDRbOWw7VulxXzbpIjQB01N01wtMDputnO4lBGz8yY7sl7w2sYgKN6Kp2YYj5fXeduWpqHeOyaLwc7HaOBxwfKe7CiaSAGd6OYlugiACyYT/m4DXtr2Gq7+9OthDaRVc2ulSn9vcseaOAIzEToQpArWWWly24rKAnZMggg2J7hCC4zheICY6HrDbxOpfl9zYbBVFyLYfPzUcJLcdtwsvJnaDEekuqG5CbVMLwowGdEwVRLpZqnsIi26n8PX8ZyUm3CmK9UwxZ+eOEJzbYDDg7I72VOs/PbibA0LRGsHv36TjhECTS5Rd77ZwVY4oP5uIMxkN6JWdCEDcCs0bwhILpaI7v6wODRYrosNN6JjmIrqNLNKt6JAEQRC6cKTmSLCHEDDyqz0b30aYIjy+FgxKGkow9NOhwR4GQQQUEt0hRGOz0wgsySEY2/ghvbzOpWXSviL5taGtGeb8ftWAXABAQrQ96hpI0b3rpH0Co1NanEggskh3KNd0W1rs4jLCi+g2Gg2IibAL73o/i24AGNzBLro353t28haaE0Yx0a1jpNtVwOudzcBanLHvMwAMdbRr++1AmaxjCE3wlIruXSftfx96ZCfwbuUMll6uZ408QRAE4c74b8YHewiyuW/dfcEeAkEEHBLdIQQTB2EC4dLGUcepZ/Ss1kUMndS5p3IwsLTY+Ghe10x7NC4Yke4tR+3R9v7tk0XrWfuyQEW6DxTX4pLXf8O3/xTodkw2IRRp8v5nJZav69ZP2LI6ZFfR3a9dEgC7MLR5EH4i0e2IxOspul3ryWv91Ac8PiqcX3deF7vo/uNgmcf3LaRCg5EaS93vnZPo9hq1DCMYCxcuRF5eHqKiojB48GBs3uy5Z31zczOefvppdOrUCVFRUejTpw9WrVoVwNESpxKuJl6nG0tGLvH4mslg8viaP6k0ey75IohTFRLdIQRfzx1jbxcGOCPeNU36CUdXUcCcoUOZouom2Dh76nOaIzuAGX5VBVB0/1tgj3QzMchIdoylIkCi+7O/jmPXyRrc/ek23Y7pKdrsSiyLdFv0EZ8cxznP7SL4u6THITLMiDpzC45WNEjuLzQnjHT0vdez3rzRRcDr3QecTZLFCWrp++QmIS4yDJUNzfi3wHumSovVJpp4Uiq6WT/wwRJ92Q2sZRhFuk9rPv/8c8ycORNz5szB1q1b0adPH4waNQolJSWS2z/++ON4++238frrr2P37t244447cNlll2HbNv3+XhGnLq49obeXbA/OQFoJAzMHenztzYve9Pv5NxRsUL3v3oq9Oo6EIIILie4QwtW5XPj/mkb9omcs7ZeJo5NVjbKiZa0ZFuVuExvBT1gwoRvI3tjMsCo9XtzPmEW6a5paVLVsUsqhUqc5XotO5zPLFd0OcahXTbfQ9M/13GEmI+/m7clMTRjpDjfa99dDJG45Wom8R77HV1tOiNbrKegBoM5sH39clFN0h5uMGOJoHfbbwVKv+7tOOgmvpy/K6szYX2z/Lg121M8LMRmoppsAXn75ZUybNg1TpkxBjx49sGjRIsTExGDp0qWS23/44Yd49NFHMXbsWHTs2BHTp0/H2LFjMX/+/ACPnAhFJn03SbTcbDs1OrCoxWjwfE8emuPfumqL1YLbV9+uev+fjvyk42gIIriQ6A4hnM7lEqLbD5HuzulxMBjsEcxQdtUGpCcsmNtzoKLLgNMpPVEwDrbMooKB6BsujIr+st+7KJOLp2izK0x0N+iUXm4RTBpImbgN62wXgzO/+Ae1Er8n7LuRFB3Op0O3KBCenrjHQxaB3pFuPr3cxTWepZj/tt97Xbfr979FQVPtv4/YJzK6Z8bzE0dCWE03pZefvlgsFmzZsgUjRozg1xmNRowYMQIbN26U3MdsNiMqStzzPTo6Gr///rvH85jNZtTU1Ih+iNOP0gZ97mehRq2lVpfj/HzsZ12Ow7jlx1s07f9D/g86jaR10tDcgN7v90bv93vTffI0gER3CCEl2BIc0S1Li023h3kW6U6MiUCGo3ex3NZDrZVqiWvH0surG5tRUhuYFPpqiV7WgL32lUW/T1T6v4ZeGN1ftu2kLseUHenW2UhNaPwVLiH4r3P0CAeAtXvc01mFv1dMdOsR6Xb1QogW1ItP++Bv3LR0s+YMEo7j+IwBYaQbAM7tkgYA+PtohVffAnfRLX9MBY732MnFtZzBp5fTw8RpS1lZGaxWKzIyMkTrMzIyUFRUJLnPqFGj8PLLL+PAgQOw2WxYvXo1li1bhsLCQo/nmTdvHhITE/mf3NxcXd8H0fqptdTiwi8vdFtf0iBdxnAqsfzAcl2Os/bYWl2Ow/in9B9F2++8aado+UTdCQ9bnhoM/mQw//8X/noBNRaaLDyVIdEdQlQ1OloDCQRbbEQY3wtXr2g3e4iPjwxDL4c50j/Hq3Q5drCQFt3O/8//cb/fx9BstfHX1jXSDdgzCwDgUIn/+6KX1jqN9/YX6TNDzhuphXk3ZtE/vdx+XpPR4OaeDQA5SdG4ZVgHAMAmidZh1YI2fHykW0G0Vy7ZSfYJrNJaM1bvLsYv+0s1T7CYW2x8OrjQSA0A8lJj0TUjDs1WDuv3eX7oZOZ97NIpifKXOgwc01zKJRgmahlGqODVV19Fly5d0L17d0RERGDGjBmYMmUKjEbPjyyzZs1CdXU1/3P8+PEAjphoDSw7sExy/aO/PxrgkQSeKnOVLscxW/VtaamEdVevC9q5WwMf7fkIwz4dFuxhEH4k5ES3EgfU9957DwaDQfTjmrLGcRxmz56NrKwsREdHY8SIEThw4IC/34YqpISj0WjgU4X1qutmYig20oRuDqfvQ6WnXqQ73GTkU3KLavwf6a4RRBsTXKKSgDNa6O9rbbNxOFrhPMfR8gZdIrtyjdTY97VBJyM1OWntZ3e0m3xJ9a0WfjfCdIx0d3f0g2e0TY4BABRWO79rWifKWCmIwSDugc4Y5DA32+dlYoW1qUt3ZLUoqfEvqbE/oKUnSItull4e6p4QhHpSU1NhMplQXFwsWl9cXIzMzEzJfdLS0vDNN9+gvr4eR48exd69exEXF4eOHTt6PE9kZCQSEhJEPwRxurC5yPOzsBLqLP6f9Jfij2v/QGp0alDOHSxabNLPQJRmfuoSUqJbqQMqACQkJKCwsJD/OXr0qOj1F154Aa+99hoWLVqETZs2ITY2FqNGjUJTU+tz7GYpwa5RUr3rup2iO4w3odpxokqXYwcLT7XU70y2u3r+sr9U17p4KZi4i4sMQ5iEQGyXYhdlxyulXbb14mRVI5qabQhzRIYtVhufJqwFuaI7JoJFuvUph5CT1j4wzy4+D5TUidKpOY7j+1wL08uVpFh7wvUYOcnRAIAVgjZtWuv3WY16bEQYjBJR/rw2sQDg0bkdcH4vU+PtGTTNCt47H+mO8yC6+Ug3PUScrkRERGDAgAFYu9aZtmqz2bB27VoMGTLE675RUVHIyclBS0sLvv76a0yYMMHfwyVCGAPc/waeLrimcd925m0AgA/HfOhz355tevL//6PgD93GJJXyPrnHZMltEyKck2T39r9XtzG0Zt7d+a7k+i/2fRHgkRCBIqREt1IHVAAwGAzIzMzkf4R1ZRzHYcGCBXj88ccxYcIEnHnmmfjggw9QUFCAb775JgDvSBlS0VoASIhiDub6iMZ6QXp5/3b2ftJ7Cmt0N4AKJJ6u3aAOKchMsEf4Fv96OChjYLBI6Ek/13QfdKSvd0qL41Oe9ahplx/p9k9Nt7fzpsRGoIsjff9PR4srwD7BxKLa9ki3/Rh6RGZdXfFTJYzGXl97UNM5mJiWMpADgIwEZ0q7J1iGDHPzVxLpZt/p5Bj39wY4U9Yp0H16M3PmTCxevBjvv/8+9uzZg+nTp6O+vh5TpkwBAEyePBmzZs3it9+0aROWLVuGw4cP47fffsPo0aNhs9nw0EMPBestECGAN5fuU5nyxnK3dXf3uxs7b9qJvul9fe4/vtN4P4wKmL1httu6a7pf47buqq5XiZZv7nmzaPlUdZ9fuH2h5PrdFbsl1xOhT8j8hVLjgAoAdXV1aN++PXJzczFhwgT8+++//Gv5+fkoKioSHTMxMRGDBw/2esxg4TThco10O9LLm3RKL29yRrqzEqMQHxkGGwcc8xIta+0I63aFmIwGnNfVntK082S1X8dQ5VN02yOhJ/wc6Waiu3N6HFIdEUpvokwufE23TPdyvfp0s/P6ck1nxmI/7HKaNzFhHBlmRFS4SbdIN8dxKHNEgZ+7rBd+uPdcREW4p3/vKtD2nWP12J66C7DPl41FChYtZ+7jSt472zdeolwCcKaXU5/u05tJkybhpZdewuzZs9G3b19s374dq1at4ifBjx07JjJJa2pqwuOPP44ePXrgsssuQ05ODn7//XckJSUF6R0QoQBrB3q6UdEkLpt67pznFO3fJbmLnsPxSHp0umTqdF5Cnmg5zCi+nzRbTz3R7Sm1HLB7E2wq3BTA0RCBImREtxoH1G7dumHp0qX4v//7P3z00Uew2WwYOnQoTpywuyGy/ZQcEwheaxJfkW6pdkhqELohGwwGdEizp6jml4VuXTerfU2Iche8l/dvC8Be2+xPPKW4M/JSY2EyGlBWZ/Gr8C6otkfSc1Ni+LTg0jrtbcrkRrp50a1zpNtTtJcx7swsAMCv+0t5Eej6OxVm0kckfrvDKSAu65eDM7ISECVhMHduF201bOy9jzgjQ/L1NEfKeJmXSRX2u+GMdMt/7yxKnuDhO22ilmGEgxkzZuDo0aMwm83YtGkTBg92uvauX78e7733Hr88fPhw7N69G01NTSgrK8MHH3yA7OzsIIyaCCVO10j394e/Fy2nRim7r5yVeZaewwEg/Tf/u8u/Q1pMmtv66PBor8dacWiFbuMCABunv1GqUny5xM/+wz1LgAh9Tum/UEOGDMHkyZPRt29fDB8+HMuWLUNaWhrefvttTccNVmsSnzXdOhmpsQgkM7zqkBr6opuZdkVLRBtZCm6Jn83UPH1+jLjIMN58y5vxlVaEGRPMdVqPSDdzEWfC1RNRfOssfW58csV+n7aJiI8MQ3VjM399XSdC9Ip0/3HA2RubtQqLkjA6E7Y7U4PZx4RDSqz9861pauE/H1fcI93yx+Qr0k0twwiCCBTGU/uR1iNLdi0RLbeJbqPpeNVm7Vl/jS3uZXLRYdGIDhML7C7JXTChk3evhuc2KYvce+PhXx/G2GVjJccXSP7v4P95fb2gvsDr60RoEjJ/odQ4oLoSHh6Ofv364eBBex0l20/pMYPVmqTBYq+pZkZUDL6mW69IN0svd5yHmTHlh7CDeaND4EVLCB/WH7veYtUt+ioFc63OTIzyuE12UrRoW39QLRD/ctKP5cLMskw+UvxYFrhe5loWq/33wpfoDjMZ0dUxqXG4zJ5i7xbp5t3LtYnhHtlOUxiW8hgV7j4+i4L6aSnMLfb37kl0J0WH83XVlR5S0J2Rbvs1aLZysiLT5hYrL/o9RrqpZRhBEAEi2EIqGEilXndL6abpmOd8do6m/QFI9kuXYunIpYgwSXuC6I2Ns2Fl/kqcrDuJdceC257st5O/BfX8RHAIGdGtxQGVYbVasXPnTmRl2dNMO3TogMzMTNExa2pqsGnTJq/HDFZrErPDyMz14Z2v6dbJSE2YXg44XbVZWnIowkzgYiQi3bGRYYh1rC/RIeLriULH9WPmZVIkOcRLtU6fpRR8pDta30g3E1ZSLtpCTA6zMr3qfOW0DGO0b2P/LjN/gioXnwS9It2Nju/b5f1z+HVSke7mFm3nMTsmkyIlBD1g/yxY2rinum82WZcsMHqT8/aF7criIrzXdFN6OUEQ/mbFYX3TkEOBTUWts/a3vlkcpHnxvBclt0uKSpJcf233a3Udz/Ha4+jzQR9+ubzJ3XyOIPxNyIhuQLkD6tNPP42ffvoJhw8fxtatW3HDDTfg6NGjuPXWWwHYI1D33Xcfnn32WaxYsQI7d+7E5MmTkZ2djYkTJwbjLXqlqYWJbvHDuzPSrW+fbpZenhJnfxjX2t5Iig//PIoLX1qPrccqdT+2EJZeLiV8ACA9ACnmrC1XVqLn+iU20VHnx4i7MLrLBFl1g3aRz0S00Vek26BfWy5AXsswRhuHsGSp/uxaJPCRbn0mBJol0r6l2rKZNUa6efM6iXpxBksbr/AR6U4ROJB7SkUXwib54jy0KwME6eUU6iYIws8cqDwQ7CEEHNdU8DNSzgjSSLwzusNo/v9LRi7BOTnn4IfLf/C4/cXtL9b1/OO/ETu0v/DXC7oenyDkIB2eaKVMmjQJpaWlmD17NoqKitC3b183B1Sj0fmQW1lZiWnTpqGoqAjJyckYMGAANmzYgB49evDbPPTQQ6ivr8dtt92GqqoqnHPOOVi1ahWiojxHI4OB1cah2WFw5Ca6+ZpuvVqG2cU9E91MmFXW6x99ffuXQzhR2YgHvvwHP//nfN2Pz2h0pOZL1XQDQFp8JPLL6v0a6S5zmJWxdHYp4nU2xZNCKDSZFtKjNIFPL/ehffmUY70j3TJEd1KMWIC6ppfzkW4FZmKSY5JwVB/W2d3cptnPNd2AU3R7inTzojvOKbrlTIiwST5PqeUApZcTBEH4k/f+fU+0nJeYp+o4UaYoNFmdQQeO4/zmBj8oaxAGZQ3yuk24UXxfKWssQ2q0euNRb27hBBEoQirSDShzQH3llVf4bYuKivD999+jX79+ouMZDAY8/fTTKCoqQlNTE9asWYOuXbsG6u3IRtgj2y293BEd1UMw2mwcH2VlLtOJfkp5PlnViBOOntSHS+v9GmVmpl1S6eWAUwj7U3Q7Dcw81y/FO655nU5ZC97GkRgdzpcm6PHZMtHtM9KtUwo3Q27LMMApQCvrLVj862G8tf4QAOfEkrOmW6PodojhcMGYzshyL0ORE1H2Bis58Tbh0MYhpisk6vatgt93Ya9tOb26fZmoAc7vgl4TLARBEFI0NHvv+PHHyT8CNJLAUlwv9iS6uuvVqo7z4dgPRctCAR4MMmPFvkpa2oa1BrdyIeuPr3db9/X4r93WUVnWqUfIie7TFZHodkklZdHRPYU1mh9uGwTnYZHuOEFfZT3/CMz/cZ9o+ee9JbodW0iL1cYLMykjNQBIj3ekl9f650bDcZzHlm9C4v2cXt7U7DS/SowJd5Ym6CC6mU7zLbrt/+pmpKYg0p2RYJ9cyS+rx3Mr97itN+o0IcBPBPgYk3YjNfmRbqn0cuH3LEnQw15WpLvRcxs+Bi+66eGBIAg/srt8t9u67Fhnm7k71twRyOEEjEqzuDRvQMYAVcdpF99OtLytZJvqMX25/0vV+zJcRXdxQ7GHLX3zV9FfWoejK3f/fLfbuq7J7sG+1jZZQGiHRHeI0CQwi3KtnxQ6JWt1oWYRVpPRwEfUmejmOKeDuh78vE8ssov8FOluFGUJSItuJjj0StF3pc7cwkdPheLGFVbTrVf7N1eY8Dc6zK9YanC9xSoruukNNuFjkmmkpjWFm6FEdLdNthupHXZpf8cmXfRyL5c7Jv3Sy73VdNsnFKTSy9n3PSLMiMgwE//+5Xw28iLd9n8p0E0QhD9xTYV+YOADmHbmtCCNJnioTQkPM4r/jlc2qffZeXrj06LlDdduUH0sxsLtC1Xv68nVfvmB5aix1Kg+rl5M7TVVcj2J7lMPEt0hAot0S7kUJ0aH8wZRFRrNzvjU8giTqNURe3jWs6VW57Q40bK/UrtZPbfR4DkiyFLp68z6TSoIqRaIG0/CHwCSoh1GX436m9YJx5EQHQ6j0cCXJgDO2l61yE4v1zn6qcS9vFNanGSJQa7DoV+v1He5oltrpJudx5N7OeA0j5OKdLPPnH0PWI91WUZqTWITOinYd4H6dBME4U++2v+VaHlo9lDJ6KG/qbPUBexcetYpu7bt0vPY8RHxmo/xZ+Gfqvd1nQRgzN4wG8M+Hab6uGooayxzW3ffgPskt7Vy/nkeJYIHie4QoalZ2rmcwaKnWs3OmKiOF6SMGgwGgSjV7w8xi7xdcqa9hVtFnX+EJot0R4ebPM4Cx0Xar6u/+nTLSS0HBJ+jDm7icsYRZjLy7dK0mqlZedHtfTu/1XTLiHSbjAb0ENRWZydG4coBbdEpzd6LPkwnkze5deYWzZFuq8/zeDNSY9FqliIezrIQZLx/Jti9RbrZZ021aQRB+ItqczW+O/ydaF2X5C7onNQ5oON4ZcsrGPLpEMmaXX/Q70OxR9FLw1/S7diP//G4qv2K6ot0G4NelDaWBnsIPPnV+bK3pUj3qQeJ7hCBpZG6mqgx+NZPGiOkTHjFRorFPV/XrWMkmPWGZgZT5fV+inQ3e3cuB+CXSQUhckU365Vc3dDsF6HCWoMJx5Ggk1Ge/PRynd3LFRipAcB5XdMA2E3rfnv4Qrx0VR9+MsakQHR6oznQNd0aI93xLpFuOen1LDXdW003tQwjCMLfbCzcKLk+JjwmoONYumspgMC0o3JtFQYA/dP7azpmv/R+vjfywX3r7hMt92jTQ3rDAHGy7qTPbbSYtCnFAM/PRxkxGaLl5QeX+3s4RIAh0R0i8JFuD7WbLEJapTFCWlRtr6vOSBC3TNNblDZYWvhjdcuwpx55ammk/VzeswQA5/vzV6S7Rq7odnyOFqtN1/p5hpT4d5qpaU0vt//rqWczQ/dIt4KabgC4aWgerujfFvOu6O02QeAUnTqll/uYCGjWWNdubvZd053sTXSbWV02a5lmlD0uJZFu0twEQfiL8sbyYA9BxPHa434/x0d7PnJbZzRoe6Sf3GOyaPlE7QnFx/i3/F/R8kdj3McpFylHb6U89+dzPrcJZCR8xaEVHl9bcMEC0fLzm5/382iIQEOiO0RgD9eehCOLVlZpjFYy4Zvm0ktab1FaUmOPakeHm9CujX02WkoU6EGTQ7x6ahcGCCP5wY10R4ebePFYqbE+X4qaJvfoJGsbpjm93KasZZhe0U+lojsxOhzzr+6DS87MdntNrwkBs8wxWW2cputgtvp2L2ctwyobLG7nYhMtTDiHm+QbqSmp6ab0coIg/EVrFCdmq//ajwLAon8Wua1rE91G0zF7pfYSLevRZi3c5P2Zxxta+nIzCusLfW7z4e4PfW6jF67R6yu6XMH/v1dqLyRFJgVsLETgIdEdIjhruqU/Mr16aVc6hG+KSy9pVvOsV6T7QIndbMTcYuVrTqsamjU7aEshrOn2RGxE60gvNxgMfLRba9aCFKxfuTDVno1Jq3M7M0Yz+RDdfN10EFqG+cKffbo9oaVXN+vT7dW93PG7zHHuEzmuDuS8kZqc9HIZkW5KLycIorUQyDRif4tuV6LDojUfw7VNV4W5QvMxtZASlSJa3lW2S/ExDlYd9LmNVNZAoGgb31a03C6hnYctiVMBEt0hQlOL94drvfots2gzS0ll6C1K399wBID9/SQLBL5W93Up5KSXM+Gg1cHbE86exp4FCoM5mPsj0i01ecN/dzRGunn3ch9/VVj0U3cjNZk13d5wjk2fWmvX75zUfIRZg5manAmHMJORn8gpdzErrHUxTgxX0M6NtRdkWSJSOJ3qfR6OIAjCr8ip71XLp3s/FS1brP7J3POEniZqDKWTFJ5ac+nFtd9fK3tbqy00nL+v6XaNaPnqrleLlgM5UUT4HxLdIUJTs3cjNb0i3Ux0p8S6Rrr1Tb/eW1QLABjTO1NUV/vK6v26HF8Ii3R7Sy9notvcYtPsKC2FM6LoO9VKr/p8KaQmb/QyUmMBW1/p5SyaqpuRWovvFGu56BXpNnsYk1RwX8t18HQeV9rEOXp114mjL3Uu0Wpner3v34E6s+9It1Hn9nAEQRBClESUj9Ue89s45v89X7Q8Z8McXPvdtTj7k7MDUl4zIGOA7sd0bcPmizl/zBEt58Tl6Dkc2fxZ+CfO+vgsfLLnk6Cc3xNS7cLiIsStcyd0niBarjJX+XNIRIAh0R0iOPt0SwtHvUQ3q+lOdkkv17Omu6apGWWOh/+7L+wieu3Hf4s1H98V1qdbjns54J8UczmmU4wUL8ZXWjFLTN6w6Lt2IzV57uW6R7p1TC83Kahp9oaZn9wQj2lcb3t7vNyUaD7qreU6sNR0NpHhCeZgXlbvml4ujlaHmeRHutnfglgvkW6jzk71BEEQQi77v8tkb3vX2rv8Ng5X8f/riV+xq3wX6pvrcf4X56PGUuO3cwNAbHis7sesNFcq2v6HIz+Ilq/udrWHLf1HfnU+pv00Dc22ZszbPC/g5/fGBV9coHifhdsX+mEkRLAg0R0i8JFuT+nlrC5XY3o0a9uVFi8tuut0aBl20FHPnZEQiQ6p9hvFC1ecCQBI8lHzrIZGHz3OAXvtLav5rvNDivnuQvsNV06km5nYldXpXxMm5YLv/O7olF4ut6Y7CH26fcFHujVGJjxNBMy+tAemndsBX94+lD+XllR2uRMd7DtVUtMkWu8areaN1GSMiaWme0svZ8MizU0QhD8IhFO4ViqaKjBvU+sSgIHANXU6EPx38389vjb3nLkY32l8AEejna8PaHdwJ1oPJLpDBLlGalprulnNZ5tYsXs5M1LTI9JdUGWv+8lNdvbQZL2Tj5TX81FCvZBTewo4hYdW8enKur0lfDq9nEh3WhwTSH4U3eH+SC9notv7dnq3DOOdwk2eJ1Xkwlpm6ZdeLh5TRkIUHhvXA5mJUc7roCGqzsbpy7yOtQAsqZVOL4+LtH8H2ESAr5ZhzVZnGYZ30a3PJAZBEIQa/rzuz2APAQDw3eHvgj2EgKNHn/T7+t8nWm6xeX8G/aPAs+P6uI7jkBiZqHlMejG9z/RgD4EIMCS6QwRWi+u5ZZj9wVeLcGqwtPCmY6keWobVWbSLbtYLPCvJ6baZkRCJuMgw2DjgcGm95nMIYYZkrinzrsRF+cfBfP7qfW7n8EZ6gv3al/ol0u2eXq5XaQKLXPuKupp0iiYz/OFernVCgE1OefMRCNdB4PMTHT6ueYbjO1XsEunmo9XMvVzmmISTb97Sy9lnTS3DCIIIBv5Iu25tuLp8a+G67tfpdiw9cK1x/rNQ/SSK0WBEcmSy1iGpoqCuwG3drb1vDcJIiGBCojtEkKrFFcLaAlU1WFSn7bIod2SYEbEuYkHPmu6CKvuDf3ZiFL/OYDDgzLb2GcgtR5XVEfmCiW5XczhXWOq33g7mhVVOoRPvI9oOCFKBa5t8bKkcvtY43L1lWLVG4zb2tWvtfbq9wY9NQ/TZ0mLjJ6+8TfTw9eMargPbVW6k21V015ntn7mzpptFur2nl7Pfkcgwo9e2aNQyjGAsXLgQeXl5iIqKwuDBg7F582av2y9YsADdunVDdHQ0cnNzcf/996OpSf+/iQQRatQ3iwMTv0z6Rbdj39zzZt2OpQeuvbprLbWajnf9GddLrm+2+dclfMGWBW7rIkzSzweDMgf5dSxE8CDRHSJI1eIKYS2+bJz6iCWrIU6Ni4TB5SFeT/dyFsFNT4gSrR/Q3j4D+c/xKs3nEMIMyZgruCeYIK7VOb1cmJ2QHh/lZUvxNsV+SS93d7tm10VzejknL+oqFN16RED1bBmmR6SbeQgAQFSEl1ZeOkw+WGVmFzDRXVjtIrpdDP7kGqnVW+QZA1LLMAIAPv/8c8ycORNz5szB1q1b0adPH4waNQolJSWS23/yySd45JFHMGfOHOzZswdLlizB559/jkcffTTAIydaM4Fuy9Va2F2+22/HzorLEi0vP7Bc1XH8FTH/bO9nHl+T8zwREx6DHZN3YOdNO0Xrvz/8veaxecPVZM4brhMNlCl26kCiO0SQqsUVEm4y8g/A5Spdr1mkOzXOffZNTyM1Ju4SXUzTzmybBADYeLhc1z8yrPWWr/TyeD+ll7M6+/tGdEG7Nr5rnDIdGQBldWafEUelSJUpsM+hqrFZ03W3yawvFr6uhxjTM9Jt5IWw+utudvyuGg3eJwJMRnlRZW8wIzUflxwd0+wplscrGng3f5uNc3MvD5dp7sbEurfUckDgXk4PDac1L7/8MqZNm4YpU6agR48eWLRoEWJiYrB06VLJ7Tds2IBhw4bhuuuuQ15eHkaOHIlrr73WZ3ScOL1Q4wa9tXirH0YSWCqaKgJ2rtkbZqvaz1/1yltLPH9+cuvmXYNKAHC05qjqMalh5oCZHl9zbbX2ywn9MhmI4OI71xXAa6+9JvuA99xzj+rBEJ7x1acbsLcFqm1qUd1qijmXS6Vhx+kYBfYkuod1bgOjAThR2YiSWjMfndNKjYfzucLeo1YzOiFNzVa+bnbK0A6y9kmJiUCEyQiL1YYDxXXokZ2g43jY98gpupOi7Z+31cah3mL1aTjnCd693If2FUbCrTbOZ5TWF7zobmWR7qhwk+TN3Xku7TXdct3L0+OjkBwTjsqGZhwuq0PP7ERUNFjQYuNgMNizW4TH8fX+62Q4lwPOyQBqGRYa+ONeb7FYsGXLFsyaNYtfZzQaMWLECGzcuFFyn6FDh+Kjjz7C5s2bMWjQIBw+fBgrV67EjTfe6PE8ZrMZZrMzO6imxr8tmojgYuNsqtpwTflxCv6Z/I+uYwl0JPKBXx7g/z+mw5iAnlsuSVFJAT/nyvyVHl9bNn6Z1339ORkjlZExpdcUj9vf0usWLN65mF9+csOTWD9pvT+GRgQYWU/Xr7zyimi5tLQUDQ0NSEpKAgBUVVUhJiYG6enpJLr9RJNELa4rKbEROFLeoFp0V9Q3O44T6fYa6/NbqUPvaE8iOCYiDNlJ0ThR2YjjFQ26iW4m8hN8iG5PKbhaKHW4RUeEGXmzO18Yjfb69r+PVuLLLccxJ7unbuMx82UKToEaFW7kRX5Vg0WV6OY4TnZNd5iL6NaKni3D9Kg3ZxMb0V5+VwFn/bQWgS/XvRwA2qXEoLKhGicqG9EzO5Gv724TG8lfu3CZ6eV1Mnp0C8dFmjs08Me9vqysDFarFRkZGaL1GRkZ2Lt3r+Q+1113HcrKynDOOeeA4zi0tLTgjjvu8JpePm/ePDz11FOyxkRoZ8PJDciNz0VuQm5Qzv/Gtjfc1rWJaoPypnKv+9k4fbPHAGBn2U7fGwEobyxHm+g2up7bNRU5WNy40vOEmFbu7X8vXt36Kr9stpoRaXJ/Tt1bIf33BAC6JHdxW2eAARzsNydvEXStLPpnkaLt4yLiRMu+vtNE6CDrKTU/P5//ee6559C3b1/s2bMHFRUVqKiowJ49e9C/f38888wz/h7vaYuv9HLAGaFWK7qdhmPu4jTFkXJeb7Hy6alq8RZ5bpdiT78+Wt6g6RyMFqsN9Y7x+op056bY3dSPVzbqcm6O4/DbgTIAdvdob1FPV24amgcA2HhI3z+2Ut8jg8GAREddd5VKMzWhqPKZXi4U3XrUdOvqXu4QnTpFur2hVeCLJjpkZAu0dfxuHa+w/24x0Z2Z6Hx4kWukxrwdfBkDGg2UXh5KtJZ7/fr16zF37ly8+eab2Lp1K5YtW4bvv//e63lnzZqF6upq/uf48dbfvzlU2V6yHbevuR1jl48N2hiEkUAA6JPWB7nxwZkAuH6ltDmXK8/++azu5w43en+u0YP86nyvr/987GdsL93ut/O7unw3Nks/o5U1lik67ueXfK56TEpYf2K9aHnuOXMDcl6i9aH4KfWJJ57A66+/jm7duvHrunXrhldeeQWPP/64roOTQokD6uLFi3HuueciOTkZycnJGDFihNv2N998MwwGg+hn9OjR/n4biuHTgr0IC6foVmfAVckbjrmnl8dHhvGp7VpctTmOE0Se3R/Y2ztqno9V6CO6hU7kvkyfWN/wEzqd+6M/j+LR5fYZcDkGakK6ZsQDcHeb1grrH+0qCLW2DROKKrlGaoA2l3CGPyLdWtKhnRMb3scTJrN+2hNKJjoAwffbManEjPoyBN9Nk8wa7Fqq6T7l0eten5qaCpPJhOLiYtH64uJiZGZmejz3jTfeiFtvvRW9e/fGZZddhrlz52LevHmwefh9iYyMREJCguiH8A/bSrYF9fxLdi5xW3dv/3s9bn9Z58v8ORzZrDm2RvdjXt7lct2P6SoKP937qdft713n+dr7AzVlBVK4RpT9xYHKA6LlzFjpv3ve8EeGBhF4FD+lFhYWoqXF3WjKarW63VT1RqkD6vr163Httddi3bp12LhxI3JzczFy5EicPHlStN3o0aNRWFjI/3z6qfc/MMFAXqTbHrFiaeJKqfRiOGYwGJCZoN1Vu8Fi5aOIUpHntg5hcLxSH+HL0mB9tTYCgJxke6T7ZFWjLjVaq/c4v5fp8e6pUN5g17qyoZn/7PXAkyBkn0VtUzPmrtyDqxZtQI2C+n1htNZX0FUoELVGujmOa7U13dFeenQDgMkoL5XbE6JrLifS7fh+u0a6hV0E5L7/eoehoq++82xY1DIs9NDrXh8REYEBAwZg7dq1/DqbzYa1a9diyJAhkvs0NDTA6GIOYTLZf5/IyTf4vLzl5aCef8HWBW7rvKVtD8wc6MfRBJf2Ce11P+boPHHgqai+yOO25Y3u2XjeJkD04Id8+U7g3nDNjGhqCUxLwn7p/RTv4293dSIwKH5Kveiii3D77bdj61Zn/cOWLVswffp0jBgxQtfBuaLUAfXjjz/GnXfeib59+6J79+549913+Zu9kMjISGRmZvI/ycnJfn0farB4iFAKYWnhqiPdjvTyZA+ttdI99PpVAoukhpsMkjWvrEe12hR5V5gA8hWRA4CsxGgYDPZocFmd9vO3CFJ0E6KUpYAlRIfxIlKva2GzcWjwIAhZFkBNYwve+fUw/jpSiV/3l8o/tuBB2Jepl9Fo0K1/c7NAsOoS6TZpr+k2+2jvxwg3aY10y7/mAJDrSC9fu7cEHMfxk2fCCSE2EeArA8G1v7cnjFTTHbLoea+fOXMmFi9ejPfffx979uzB9OnTUV9fjylT7GZCkydPFhmtXXrppXjrrbfw2WefIT8/H6tXr8YTTzyBSy+9lBffROsg0JMgniJ+HRI6eCzhGpw52J9DOuUIN4mfV9YdX+dxWynXb3+1C2O8sd29nl8Pzvr4LL8c15Uwo+/n0UcHi/0rHv2d2iWeCih+Sl26dCkyMzMxcOBAREZGIjIyEoMGDUJGRgbeffddf4wRgNMBVXiz9+WA6kpDQwOam5uRkpIiWr9+/Xqkp6ejW7dumD59OsrLvdfRms1m1NTUiH78jZyUVRbpVtsyrKrBc3o54DQa00N0J0SFS94gkxwR10qVtcWusNrTGB9RR8Au2liq7QkdIu3CCKbS9FqDwcCn32vtn82ot7SADcN1EiDesSzMMFCS0SAUVb6M1ABntFur6LYIJjYidanpDmSkm10DdecRpfTLsAvomBrL//+dXw+jxPF7nKEi0s3SyxN89el2HI+ik6GHnvf6SZMm4aWXXsLs2bPRt29fbN++HatWreLN1Y4dO4bCwkJ++8cffxz/+c9/8Pjjj6NHjx6YOnUqRo0ahbffflvX99ga+GLfFxj11Sg0W/XrmhFImqyBiQ4yXFN1Gd48U1yj4IerD+s6ptOZm1bd5LbOaGhd3YjnnTsv2ENQzEXtLgr2EAg/oNimOC0tDStXrsT+/ft559Hu3buja9euug9OiBoHVFcefvhhZGdni4T76NGjcfnll6NDhw44dOgQHn30UYwZMwYbN270OKMeDJfUJhmRbt5hvEGd6Gap2J5qnzMcEbGSWvXp5b7adzHBX6uT0GxwmKjJEd2APQW3qKYJJyob0a+dtoyHckHGAavRVkJCdDjK6iy6iW4mlMJNBjeByiYnXv/5IL/upAJDOXF6uQzRbTSgxcapjvIyWAYIoE96uVMIqx8X81+I9BHpDtN4LqXXPDclBu1SYnCsogHzftjL/70QR7rlTYaw0gNfHQH0ymggAo/e9/oZM2ZgxowZkq+tX79etBwWFoY5c+Zgzpw5qs4VSjzzp90c7rzPz8MlHS9Bdly213ZCrY3lB5bjujP8G9kU0sK5lzz4wjWy+OW+L/HwoIf1GpKIq7tejS/2f8Evn5l2JnaU7tDt+K2pttdqky59MxlaVzbKJR0vCdq5j1QfUbVfeky6vgMhWgWqn1K7du2K8ePHY/z48X4X3Hrw/PPP47PPPsPy5csRFeWM7FxzzTUYP348evfujYkTJ+K7777DX3/95fYQICQYLqlNMlJWk5mRmsrU6Lom7713WUSsSENLLV/tu1h0V0k9sTeckW5580ttBXXdWmFp4Rf3yMDkocrrrtjEhF59w4W9lV2jAizVWcjSP/L56+cLofGYnFRnZwRU1uE9wkR3mNEgq67ZFywCrynSbVEW6VZ7LqFWl9vrnLniA86MGJZ2rmRMNY0s0u1ddFPLsNAn1O71ocK2km3YXrKdX65rrsNn+z7Dy1teDqnMkHmbAxNFtHE2/HTkJxytdk9nVspHez7SYUTSPH622GQwOzZb1+PLbU+mN1LO4J4mQOSkTytlw7UbdD+mFHr/7l23UjwhNbXXVF2PT4QWin8zbrnlFq+ve6qv1ooaB1TGSy+9hOeffx5r1qzBmWee6XXbjh07IjU1FQcPHsRFF0mnd7BUu0DBcZys9HIWuSqvt4DjOEUtqmw2jm+t5ckcKT2BRbq1i25PkW72EF/T2KL4PUjhrOmWN/PKzNS0ppdbbRyqHO917mW9fUY9pWDXQr9It/048RJC6bGxPfDjv+7mSHuLajGgve+Iv9JUZ6Ne6eU6tgsDnC2zNPXpbnGIbh/u5VpbhglN6OS4lwPAdYPa4ZnvdovWtROI7jCZbuPOSDe1DDtVCda9/nRge8l2TP5hssfX71t3H1698FWPrwcTqUjrgcoDkn2Q9WTFoRV44o8nJF/beVNwhCjgLtJcn1miwpR1LvHF8drAtMLrmNhRlIa/uXAzxnYUt4irtdRK7qv1uU2K+Ahl2YLdU7pjb8VedEzs6HW7sR3GYmX+Sn7Zxtl0jdS7XqMZ/aSzfeTQ2NKI6LBorUMigojiJ9XKykrRT0lJCX7++WcsW7YMVVVVfhiiHTUOqADwwgsv4JlnnsGqVaswcKBvB8sTJ06gvLwcWVlZuoxbD5qtzn683sQbaxlmbrHxYlMu9RbnjKWvSLcW93LfkW77eovVxre30gKL7kaHy4102wWIktRqKSobLHwU15MxnS/YtahpUp5OJwVLL5cqH8hNiUasRGRWbsSfCUCDQd4Nl3e11ijGLFb791wv0a3VURwAmixy+3QH1r0csEff/zflLLd1zjEZZI3JWdPt/btNLcNCl2Dd608HbvzhRq+v/3z85wCNRDmP/PaI27rLV1yO3u/3xpf7v/TbeTcXem4PyzBAvtjTK6L53eHvvL6ud2QzzKB/FFmKm3veLFpef3y92zbzNgWvVrraXC1a7v1+b9Hy2xe/jaeHPo1Px3nvRvT8uc+LlhtbtGc5ekNLFoBUqzwitFD86S9fvtxtnc1mw/Tp09GpUyddBuWJmTNn4qabbsLAgQMxaNAgLFiwwM0BNScnB/Pm2f8Q/Pe//8Xs2bPxySefIC8vD0VF9rYHcXFxiIuLQ11dHZ566ilcccUVyMzMxKFDh/DQQw+hc+fOGDVqlF/fixJY5AwAIr1Ez2IiTIgIM8LSYkN5nQUxKfI/XtYCKMzoXu/LyBSkl6uNQjMBmeghQhYbYYLRYE9HrWlq9ilcfFEn0/CJwdLLj5Rri3RX8D3PwxGmstaYTX7ITfH2Ra2X8gGDwcBnOggplCm6Waqz3IirHv2wAWffcT3quQFhnbWWSLd9TFLu/HqeiwlZuanljPO7pskYk/cJL1byIJU1IYQNjdLLQ49g3uuJ1ou3dk1Pb3waV3W9yi/n9fS8cWefO2Xt/9oFr+Gedffwy6WNpbrUzfpylc5LzNN8DiGV5kpdj+eJy7pchtkbZvPLPxz5AU8MeUIUcf7p6E8BGYsUa46uwRVdr/D4ekpUCi7r4rs/u+v3asinQ4KaOSHk4vYXY/XR1fzy2zve1hQpJ4KPLk+qRqMRM2fOxCuvvKLH4Tyi1AH1rbfegsViwZVXXomsrCz+56WXXgJg7/u5Y8cOvlZt6tSpGDBgAH777beApo/7gqWWGwzeHZoNBgOfYq60zRRrARQrUe/LyEy0i+7GZqvqlGdfRmoGg7OVWLUODubeortS9MhKAADkl9Vrqisvd9TVs+wDNbAx1+ksuj0Jpd45ifz/b3bU/hbIFd0OASg34qpXKym908v5lG8NURBW0x3pM9KtsaabiW6Fk18GgwGvXWvvE3rfCHFKKB999zImjuP43w1fv1f850yq+5QgUPf6UxUbZ8P4b8bL2rY11nUH08TLUxS7a4o8nwFXB/MWmz73VSkWXLAAAPDIIPesAKmIsRLmbprL/79/en9Nx1LKv+X/+twmISIhACMBntz4JP//Gov/OwgFg5eGvxTsIRA6o1ueyqFDh9DS4r8/YgwlDqhHjhzxeqzo6Gj8+OOPOo3Mf5h5N2Sjz+hySmwECqubUKHQwbzOEen21nc3KtyE1LgIlNVZcKKy0WNrMW/4qukGwEdcn1u5B+9NGaT4HEJ48zCZortNXCSyE6NQUN2EA8W1GNA+xfdOErBJjzYaRHdshL6im02seBJKS28+Czf/bzNuO68jn5FQINM0j0Vr5QZdjTpElAE/1HTrMC65jvl6uZerKZ+79Mws9MtN4jM7+DHJqGk3t9j4/ug+RTell59yBOpefyqyo3QH8qvzZW1b21wbMAEjl2BOBHhqQyUUnhw8j69zUmfR8lv/vIVnhj2jz+AcPDDwAQD2dk87Ju+QfF5bsnMJzs89X5fzzT13ru+NdGTepnn4v4n/5/F1k8GEH68I/DP1sE+HiZa1ttuy2qwwGfV3YP/uMu+lCK60ttZrhHYUi+6ZM2eKljmOQ2FhIb7//nvcdJN7vz5CO04TNd9/BFJUOpj7ci5n5CRF86K7lyAyKhdhn25frN9Xqvj4rtR4MQ/zRHqCXXSXq3SBB5ztwrREutlEQV0AaroBIC0+Et/fcy4AYO0eu6ma0ki37PRynQy2WJ9uvdLLnTXN6iM6jc326yxVIy91LtXp5SylX4Vru8FgELmWu47JW6SbTQIZDM6JIU/wtfsU6Q456F5v58PdHyIqLEqXtOn65nrZ2w77dFirSXNlPPyb7zZbNs7mF7FQ0VThtu7dke8iOUpea8+YcPHfu28OfqO76D4351z+/0LB3Tu1N+86vr10u27nC3RbKV/9zbdP3u7X8w/LGYY/Tv7BLx+vPY7c+Fy37QZkDNB0nvqWer9MeLVPUN7FxpVmWzPCjep8gojgo/gv47Zt20Q/O3bY+w/Onz8fCxYs0Ht8BJx9f721C2OkqE4vlxcRbtcmFgBwtFz+w4MQX+nlAHDlgLYAgJ7Z2v/oKU0vB5zGZ1Ua0tud6eXqyxTiHI7r+qeX+74W2Un2CGihzEg301Ry08tNOkVA9Y9024+jRSQyfwRfberCNKaXW1Wml3vDJMNVnvcGiAjz+XlTy7DQhe71QGFdIV746wU8vfFpN6MmNdyx5g4dRhU8fjziO4rZ1KK+u4k3fjnxi9u6QZniTDglRmp6UNVUJVrOipM24NXLTM01Jd7f4uvDMR/K3nZ6n+l+HImd54Y9Jz7nGulzKhXMU3pNES3/VfSXsoEFkBO1J4I9BEIDiiPd69at88c4CC8wIzVv7cIYKYK2YUoQ9nD2RsdUu+jeX1yn6PgMOenlVw5oi6+2nODTdLUgN4IvhO93rjBFXwib9EiN0xDpjrRfI71FNzuuN7IT7aK7ot6CpmarzywLZ3q5vIceg04RUIvORmoOza2pT3eDhfWGl+derrplGLvmOvQnd45JRqS7SX7JBvs+tMb6VMI7dK/X18n4n9J/FO/jj6hWU0sTTEaT4uNK9WmWggOHX0/8inbx7XQ3EXPFH62plFBtETtoR5qkJ9nPyz1Pl/PJmfTQk+4p3d3WHas5hnYJ7fDbid9E6+/sK8/QTguuzt9Ha46Ket0zxnUcp+i4d/W9C//b9T9++eFfH8bfN/ytaoxC9PAN6JPWR/S3o6CuAB0SO2g+LhEcFD+pXnjhhZLtQmpqanDhhRfqMSbCBSXp5UnRdpGn1OisXqboPsNhNHawRLo/oy98tQwDgPR4+42rtFZ9azJGrVl+Ojsj2VGrXqmD6G5d6eXyzK8Ae/9lJhrlpJgrddLWLdLtSAMP1829XHukm00WRcus6dZspKaj6GY13d6Mz5R8j/jJFRLdIQfd64G6ZnWTy1LcvfZuxft8vPtj3c4PAMX1xTjr47PQ/0PlBlxCAy9vvLr1Vdy19i5c+s2lis8RaKw2bRP7Dc3iLiee0updJzjUGtLN2xzYFl1SPcbHLbcL2jvX+l9ku5IY6V7SKNV+T2lbLtfJErNV+7MnoN00D3DP5lhzbI3mYxLBQ/GT6vr162GxuIuRpqYm/PbbbxJ7EFph6eW+3JABp1CrVei8LTfSnZ3kaBtWoy6FTE6kmwnVOnMLH8lUi6b08noN6eV61HQ70suFPdS1wD5jeWLJoCjFnHcvV1jTraF0GoCzn7Te7uUtNk51dJa5l/tqGWaSYVrmDaXZBXJwvn/PH0ytzL8VgH4u9UTgoXs9UNkkbs9U0lCi/lgqWj3N3zJf9fmkEKa3f7rXe/9iV4Sti7whPK6/Us314oPdH2jaf8kudX2Tvz30rar9XHtTE62bFYdWaD7GpG6TRMtf7f9K8zGJ4CH7SXXHjh18Tdfu3bv55R07dmDbtm1YsmQJcnJy/DbQ0xk+0i1DWMTzoluZUGOCLNbHgzRrG1Zaa1ZsNtXUbOX7KnuLdCdEhfMGTFUaos2AM4Lv630J0TO9vI2mmm5HenmAjNRcyXJ81nIi3Urdy5lO1BrpbtY90u18A2qFotO93L813c6JDlW7SyLHvd1X6zkhLF2f0stDB7rXO3GNmF33/XVBGok+CI2w5EauPRFlco+CuqKnaZgrnRKV94p3rVH+u1hbCrHadO/H/3hc03kJz/xv1P98b6QTzbZmPPb7Yx4nUdYdd5boDMkaouocGbEZqvYjWieylUjfvn1hMBhgMBgkU8uio6Px+uuv6zo4wo6S9PIEtZFumXWaqbGRCDMa0GLjUFpnRlZitNfthTAncYMBiPcigo1GA5JiIlBRb0FlQzPSE3zf3D3BsgR8RR2FsPRyLYJfj/TyWN2N1JQ5uec4It0FVTIi3Y75lzCl6eUaQ6BMdEeE6aM8WfQZsEd71bQNYTXdvtLLTRpbhmlxL/eEnD7ddY7vkbKabh0GRwQEutc7cTXmKm4oDtJI9ME1rfnTvZ/i2u7XqjrWj1f+iOGfD/e6zbSfpuG/5/4XYzuOVXUOb3w9/mvF+/RN7yta/vXErzqN5tSle0p37K3Y63WbOUPmBGg0wNgOY7Eyf6XH1wdmDgzYWD749wOsOLQCKw6twM6ynXh08KMet3WNWBOnJ7LDQ/n5+Th06BA4jsPmzZuRn5/P/5w8eRI1NTW45ZZb/DnW05YmR3RYjpEaE1RKI93Omm7vQsFoNKCNwxysrFaZKK1ucNZX+zJ/YineSl3YXWlUMGHBYKnvNY3qxK7VxulipBbviHSbW2ya0+wBZenlAPgJlcJq35Fulo4sFK3eYGJMa62vxZFezmqxtSKKdKu85Ow7J7dPt1b3cj3TyxVFumVkjxh0ag1HBA661zvplOQeTXV1rNbKohGL0KtNL4+vH685ruv5hMiNdktlqqREpciK3slpM6YGvfoo62F2BQBx4XG6HKe1MbnHZLd1rmUDI9qNCNRwMO9c/9S1D8sZ5nsjFxZsXcD/31e5htTfEuL0Q3aku317e385m9onUUI1ZgXCUW16ubNO03cUNCU2EsU1Zr5uWS7lfMq1byFqjzbXa4o2N1ttvHhQEulmqehqI8zldWbYOHvab5s49enlsYIJkDpzC1LC1At4AKhR6OSe5ajfL5BR082us1zxq1etr97p5cKosX0iQdmDXbPVhmbHRIBs93KrtppuPSPdbDKsxcuYlEzeGHUqIyACB93rnUildp77+bmK+2fXWqSNR9lxhuUMww/5PyAvIQ9Xf3e1aJuGlgapXQPKz8d/llz/1oi30PfDvoEdjM78Xfw3zs46W/F+Gws2ipYHZw3Wa0iSWKzaAhBquaTjJXj0d3EE9/wvzhctJ0UlBWw83nrAj2w/UvVxnxzyJC7+6mJ+uayxDKnRqaqP12wTZ5tqcfLPicvBybqTqvcnWg+ynr5XrFiBMWPGIDw8HCtWeDcGGD9+vC4DI5ywOmg5fbqdkW517uWxPiLdgFM0K41Cs97VbWREf/Woq2YRRwCIlJElwIjTKLoPldp7mGclRmsSRGEmI+Ijw1BrbkFVg0VTqrq5xcpHy+Wml6c40uyrZXwGLQpruvVKL2/ROb1cOGmgxuBM+J3zNUnWKt3LZUS6axSUKZCRWmhB93r/MPTToW7rXIX7mA5jJPf97eRv6JbSzS/jksv+iv2S601GE36d9CvO+9x7SyytAsaV+wfcr3rfvIQ8HKk5wi+rdRJ37eXsLbVYCo7jFLU8G/DRANHyU0OfUnQ+tUiNsb65PiDnVso9/e9RvW9mbKZoudZSq/g7W1RfhMzYTHAcp6pDgCfeHfkuxixz/n3YX7kfXZO76nZ8InDIEt0TJ05EUVER0tPTMXHiRI/bGQwGWK3aeysTYpw13b6FI6vprrdY0WK1IUxmBFBJ9CpFpeg+WlEv2t8bLL28UkN6ObtuBgMQqcDdml2DOnOL4hsj4DQe65gWq2g/KZJjI1BrbtHUvgwQm7HJjXQnOT4DOe3nFEe6ZYg7ObD0cr0i3UL9qkYMN1nkf+dMGq+BUvM6OfBj8hKZltOBgMHGRkZqoQHd6/VH6rsfZvD8N/i3Sb/h3M/P5Zd91dPK5Uj1EdX7Cg2hXEmOSsbOm3ai9/u9PW5zwRcX4P4B9+OGM25AhEn55LFrpsD4TuonfBaPXCyKaJpb9GkPlR6T7vV1Awzg4PwuzFw/E69c8Irq8+XEBc7McM2VazDiq8ClkKulfUJ73Y41/pvxijNaLv7qYkQYI2Cx6ZuV4PpZX7HiCsVjI1oHsp5UbTYb0tPT+f97+qGbsH9Q1Kc7JoJ/cFYiinn3ch+Oy4BTNJcrFMSrdhUBALplJvjclkW6KxvUt+0yNzszBJQIZ5ZebrVxfJaBEljafaqG1HIGuw4sS0AtrNwgNsIkOzLKRHeVAtEt99h6pR3rnV5uMBg0iWGhcZ+v75zmSLcf0svljKnK8TvJvh/eoUh3KEH3enceG/yY27rGFt8+F4xVR1a5rXtvzHset3dN1VXrkO3KY7+7vw8AOFB5wOe+eyr2iJan9Jyi+PyvbHlFdYuuKnOVaFlL/bSr6/o96+5R1Ypr8c7FirZ/YfgLomWt/ZZdTf78iZ5ZCqc6egtuQDrbgAhN9HlSJfyKkj7dJqOBT/8uqZU/gyvXvRwQpJcrEII2G4edJ+03tsv7+Z6hZanNWiLdjQoyBITEhJv4llZKa+MBQRq9hnRwRht+8kFjpNssv80Tg7V1q25s9pkGzke6ZRqpmXQy2Gp2TIrIPa8cTBrEcFOL/AkyZ59ule7ljuH5o0+3tzGxSLe3tn8MinQToc413a9xW7evYp/s/T/b+5nbuj5pfTSNSQ07ynZIrn/o14cUH0tterdrSrZcXCceosKkO5rIEScJke6T/m9se0PVuJQwOm+06n2lTLp8Rdb1RC/TOr3Ijs32y3Fn9J3hl+P6A70MAInAIivP9LXXXpN9wHvuUV9TQUijJL0cANLiI1FSa0ZJbROARFn71Jnlm2ylxCmPdNdbWvi2QazXtzdY2y4tYpNdNyUmaoA99Tk2Igx15hbUm1uQFq8sYl3G167rEOmOUZdV4EqNgjZPDJY+zHF2oz1v6cQtSiPdvLiTPRxJ+JZhOkW6AXu01wJ1BmeNjvTyKBnlDK3TvdzRMszLe2eRbnnp5RTpDiXoXi8Pk0H+PWVryVbN5/un9B+PQr2ovgjNtmbkxueqOvbBqoOK91EbedtQsEHVfq9ufVXVflJIGXEV1hfqdnwlbCrcJMuATcplXosxl558delXAT/nuyPfxdjl+rehc53M+avoL5yVeZbktn8W/qn7+ZWwv3I/erTpEdQxEMqR9QT+yivy6k4MBsNpfSP2F00KjNQAu4HXvwU1OCmjvzJgN6NqcIiFBBmRUKeRmoJIukPUR5iMsqKATiM19enlvABSKLoB++RDnblFlZkaSy+XYxjnC9ZyrKRGW90Zy2SQ2y4MACLDTIiJMKHBYkV1Q7NXkcUio7L7dOvUMqzZpm9NNyCMdCufEeAnyHw4l9vP43Avb0Xp5XJS62scke4kOaLb8bFQpDs08Oe9fuHChXjxxRdRVFSEPn364PXXX8egQYMktz3//PPxyy+/uK0fO3Ysvv/+e0Xn9QeF9YXonea5hlkri0cuxrSfpvHLN6y8QbKG02qz8vXJt595O2b0C51IXWtCq4B6eujTqvb77cRvqlzPg9Ge7Imzn8Azfz7jtj4YJn+5CeommHwxruM4vPT3S/zyLT/e4rF2Wvj76Ytuydqv0VeXfoUrv72SXy6oKyDRHYLIegLPz8/39zgILyip6QaAtsn2/sonK+XVnQlTqOVEQhNU9AKvVZC+DuhkpNYiPy3flbioMKBGW3q5lh7djLxUuxnbexuO4KHR3RAjo+ZeCr63soL0csAezWywWFHVaEE7xHjcTnmk2/6vVjHG0sv1FN1yHLw9wZc0yJgg0xzpZkZqARTdzVYb314wKcb399tAke6Qwl/3+s8//xwzZ87EokWLMHjwYCxYsACjRo3Cvn37+BpyIcuWLYPF4vzbX15ejj59+uCqq67yy/h8cUefO7Don0X88n9++Q925vnPyEhuC6sfjvzA///tHW97FN3bS7arHotrGuvrF76u+lhqcO0JrQfTek8T1WSbrcomtV3vW33T+6oaR3lTuar9xnUcp2o/LQTbQd+VJ4c8iSc3PqnrMf1Vuz5r8CzNx3C9/v/7938Y0b71m9sRYjQ9qXIcRxGMAMBEt1wH7pwkh+iuUia6YyJMssRLvBbRLdM5O1mHWmZnernyrzkzU6tXE+muc0S6Y7Wnl5+Vl8z//4edRaqPw1rIxcu8/ozEaHkO5sqN1PRxL3caqekpPB0RaBV/25j/gpxSEF7gqu3TzVqG+cG93NNEQI3ge5Agq0+3PrX7RHDReq9/+eWXMW3aNEyZMgU9evTAokWLEBMTg6VLl0pun5KSgszMTP5n9erViImJCZrontRtkqr9pARjSlSK1uHwzPpN3sP8jT/c6PV1b22z/i7+W7R8Xlvv7cH05qyPpdN7pchLyJO1ndb34Hq9osOiZe03op1YJP1y3D2bQw63nXmbqv20EB8RH/BzesN14uHGHt6/48HEtR2ZHuwolfZoIFo3qkT3kiVL0KtXL0RFRSEqKgq9evXCu+++q/fYCAe8C7fMiG2OI9J9sKRO1vZVjXZhKye1HAASou0P2zUKeoErqRkHnLXMtU0tvLBSitIMASHxKnt1cxyHsnr5/ch90Tk9HoPy7A9pW45Vqj6OkpZwQphZVk2j9+vgFN3y/qRobZfFaNa5ZRggiECrEMNmh5FatIz08tbsXu7pc2GTL/GRYbLaETpd6vUZHxFY9LjXWywWbNmyBSNGOAWH0WjEiBEjsHHjRtnjuOaaaxAbq70Noxqk6oDlsP74erd1H475UNWxmm2+77d1Fnn3/JWXrRQtX/Z/l3nc1mIVT3x7uhb+MLf6t+xfRdvPHDgTk7pN8nmNtRrZHagSO77LFVXzz58vWq5trvWwpXcCaaLG6JjYMeDn9IZr/fW03vLTvZVQUFcAQH1W3jk55wS0vRvRulF8J5k9ezbuvfdeXHrppfjyyy/x5Zdf4tJLL8X999+P2bNn+2OMpz1OR2R5H1ePLLs75/7iWl4EeIP1lZZjcAY4I90Njl7gclDijg7YI6zMq6VKZV23WiM1wB71B+wGcEqoM7fA4kh51iPSDQC3nNMBALD1qHrRrTTTgMGuQ4OP68CEo9yabhYB1RoAtejcMgzQNiHgNFKT12nAfp7W6F4u/d6rFDiXA862NpQRFXroda8vKyuD1WpFRkaGaH1GRgaKinxn72zevBm7du3Crbfe6nU7s9mMmpoa0Y9euLaZksvzm593W9cuoZ2qY6075rlXNuM/v/wHa4+u9ZmS7Rq1PFx92OO2csQ+AFzVTZyF0Detr+R2Vpv8dnOf7P1E9rYAkBCRgMfPftxnurfWFky3/uT9u+gJNZM33x8OvocB45FBjwR7CCIu6XgJ///kqGQvW6pn4faFOF5zHCO+HIH3/31f8f5vXvSmbmO5MPdC0bKS3yWidaD4L8Bbb72FxYsXY968eRg/fjzGjx+PefPm4Z133sGbb+r35fLEwoULkZeXh6ioKAwePBibN2/2uv2XX36J7t27IyoqCr1798bKleIZXo7jMHv2bGRlZSE6OhojRozAgQO++1YGEqUR2/ZtYhAfFQarjcPh0nqf2z/0lT1NRW4UVLid3EhwvcJIt8lo4I2a1KaYNynMEBDC0ssbzMr+qLF67tgIk6xopxz65iYBsE+iWFT0DQeAGpU13axvOzPa84Tq9HKNYqzFL+nlGlqGKfhdZW3OWpV7uY8xsUi3vB7d+vVjJwJPsO/1jCVLlqB3794eTdcY8+bNQ2JiIv+Tm6uf2VJMuLufhZxaY9ea3cu7XK56DN8e/la0LNUyaEPBBty3/j6c/cnZ2FuxF38X/S0pml17gXtjw0l5juPJkWLR8+FY6WjzR3s+kn3uFYdWyN5WK5VN8ie11fT19sS2km1eX3/kN7HQ/ePaP3Q7t1KuP+N60XJGTIaHLQPDvHPn4ZOxn2DLDVt0O6arKd6KQyswf8t8lDSW8CZrcj//vIQ8XXtsu6bQ9/2wr27HJgKDYtHd3NyMgQMHuq0fMGAAWlr82zeOmbHMmTMHW7duRZ8+fTBq1CiUlJRIbr9hwwZce+21mDp1KrZt24aJEydi4sSJ2LVrF7/NCy+8gNdeew2LFi3Cpk2bEBsbi1GjRqGpSX/zDrUoqRMF7LO43TPtM9l/Hanwui3HcQJBJk8Qh5uM/Fjk1nWziHGMAiHKUswrVJqpMVOrSBU13Woj3cU19u9NuMz6ezlkJEQi3GSAjQPK6tS5mPM13QrTy6P5SLd30a000s0C03qll0foeL21Gakx8z45qdfaUuz9m14uPblT3aBMdBt0ymggAo9e9/rU1FSYTCYUFxeL1hcXFyMz03tabn19PT777DNMnTrV53lmzZqF6upq/uf48eOyxyiHHZPFNZSbCjcpPsZTQ5+Sva1rhMw1Vb2ssczjvlbOiqu+vQpTfpyC/h/2F702sv1IyX3KG6VNvb7Y/4XvwQJIi0nj/z9rkL3WfMEFC9y2E7pDBxNXQ7gai36ZEd5wFXWTf5isaP+ECPc+48HiujOuC/YQ0DutNyJM2kv5GMLoOcO1hv+pjeLf41t63SJ5rOUTlus2LkC6x3xDc4Ou5yD8i+In1RtvvBFvvfWW2/p33nkH119/vcQe+qHUjOXVV1/F6NGj8eCDD+KMM87AM888g/79++ONN94AYBecCxYswOOPP44JEybgzDPPxAcffICCggJ88803fn0vSnAaqckXrGc56oC3H6vyuh0TpgAw82L57pQsYurLYIvBRJsi0e0wU6tSHelWn17OR7p9iE1X3v3d7v6rNiVeCoPBgDRHz++SWnWiW21Nd6zM9HKrI+KsNNKtNQLqz/RyNS3D2O+DnB7WfE/sVuVe7n1MSt4fQJHuUEave31ERAQGDBiAtWvX8utsNhvWrl2LIUOGeN33yy+/hNlsxg033ODzPJGRkUhISBD96Inrg/eMn/3bnuvctud6fZ2Vbihl3rnzJNdfuvxSn/uOyRvj8bVzc87FhE4TMKHTBFzT/RoA7umweuAaUVfL+bnni5bVmpp1T+muaHvh5IQvlETfg8GNZ7Re8zK1hJvc722uv2urj64WLd8/4H5suWELJvcQT6CEGdV1m/FE1+SubuuC1WOeUIcmI7Vbb70Vt956K3r37o3FixfDaDRi5syZ/I+eqDFj2bhxo2h7ABg1ahS/fX5+PoqKikTbJCYmYvDgwbINXgKBGkOwTmn2Po6lPiKjLFJtNACd0uSb1LCH7nKZUegGPtIt/48QaxtWUa9OwDZqMFJjafC1CsziAKebdpbM+ni5aJ2AqFXRpxsAomWmlytvGeYQ3Tq5l8uNsMtBS003a3HHetn76zyAf9zLfUX5S2uVOfOzz5k0d2ii171+5syZWLx4Md5//33s2bMH06dPR319PaZMmQIAmDx5MmbNcnfiXrJkCSZOnIg2bdro/t6UYjK630fqm32Xb+mJ0BtBbdoqiwo+Pvhx0Xo5pl6397nd42sGgwHPnvMsnj3nWb522WAw4O2L33bbdl/FPiVDdjuPP3jx7xdV7bf44sW+NxKQFJkke9vzPhe7rL84XN0Y9eTtEc7PU0qgnor8W+7b0C/CFIH+Gc6skiUjl/hzSDxfH/g6IOch9EHxNMyuXbvQv7/9i3Xo0CEA9vSx1NRUUdq23n8YvZmx7N27V3KfoqIir+Yt7F+lBi9msxlms1PM6mnYIgXrNy03vRxwOmeX+oiMMlEZFxmm6DM7IysBB0vq8Mu+Ugzv6nvmVlWkO0Zb2zDm+q4m0u3sE65MdDMH+KkO8zO9iFXpps5wppcru0nGyEwvV1rTbeJruhUNxw2+ZZie6eUaaq2Zo7+8SHfrcy83+hgTK5+Qa7pIke7QRc97/aRJk1BaWorZs2ejqKgIffv2xapVq/h777Fjx2B06Xywb98+/P777/jpp5/0eku6U2upRWy49GS1a5RySs8pms93qOoQOid3BgAs3SWd4ScXJXXdjE5JnRTvMzR7qNu6J/54Al9cKi9tPZAcqjrk9T3uKtuFT/aIzd2UXsdeqb3UDA2Ae8uxYDA0Zyi+uvQrtIkO/kSYvxjbYSxW5jv9n4obir1s7eTC3AvxwnkvoFtKt4C5vX+4+0NM6jYJ7RPaB+R8hDYUi+5163w7aJ7qzJs3D089Jb82Sws2G8ebZymJ2KY60pF9RaLVGmyN7JGBb/8pwG8HSmVtzwzJYhW4Z/O9ulXWdDszBJQLMnbuCoWCn4kuue7OcuFbmCnojS5EbaRbrns5i7rKdy+3/6s50t3iqOnWNb3c0adbxYyAkqwUk0mbe7lfjNR8ZCBUOsom2ISYLwx8GYEOgyMCit73+hkzZmDGDOmU7PXr17ut69atW6t3vd9Xsc9juyhXp2o1vaFjw2NF0fSpP03FL5PsadAf7/lY8fGE5Ma7G81VNlX6zQVayJ6KPX4/hxpqLd6j/dd+f22ARiKN2tZ1etMtRX4pYihyWZfLRKJbLgaDAWM6eC7B0IO/rv/LrXf9Jcsvwc6bdvr1vIQ+tI7fYBmoMWPJzMz0uj37V6nBi78NW4SYBW7VakR3Rb3Fq7BRK8Z6ZNvr5U5WNcp6MGpQUV/NG6mpjHRrSS9PiVEn+JXWvMqFtVpTG+muU90yTKZ7uVVZn24+vVzjQ3WzTf+abj7FWsXYmngjNQV9ulWG+9mvtZ6RbqFzu9TvdXWj/fdBvnu5Pp8zQbRGvNV1/3fzf0XLAzPdTel84ZqaXdFkN0Z1rS9XQ482PdzWuaYzy3Fol8OPV/yoeJ+9FdIZjHrimqXgKY34xpU3ovf7vXU77/ujxa2nPt37qaz91NbxE8pIj5bfB713qn7fCzm49idntPYJSsKO4ifVpqYmvPjiixg7diwGDhyI/v37i378hRozliFDhoi2B4DVq1fz23fo0AGZmZmibWpqarBp0yavBi/+NmwR0iQwOotSkELL0sutNs5rejYTYwkKI905SdEA7GJMjplag0MsxkbKF8ApsfYxae3TrUp0O66f3Jp1Rg3rY6zwevpCa3q5WUW2BOC/Pt0mnVqGNfujZZgGV/GmFtan2/fvqknjxAObTPNHpBuQjk5XKnUvd/xLzwOhR7Du9a2Z28/0XNPsimuLLzX0Sevjtq6ovgg/5P+g+dgAMCxnmNfX1UT7pEiLdi9BK6gr8LrPVd9e5fV1PXhs8GOiZam+6tXmamwv3a7reV37iM/dNFfWfv6qZyfEdEySnxq+ZFRgard9obSnPREcFKeXT506FT/99BOuvPJKDBo0KKB/BGbOnImbbroJAwcOxKBBg7BgwQI3M5acnBzMm2d357z33nsxfPhwzJ8/H+PGjcNnn32Gv//+G++88w4A+x+w++67D88++yy6dOmCDh064IknnkB2djYmTpwYsPflDfYQH24yIExBNE8Y+dtXVIuhnaWNj9S2kooKNyE1LgJldRacqGxEko90UxYpjVZgpJakuWWY+j7dzCiqssGCFqtN9rVn6foJ0fq6VmpJL7fZON7lO1Jh7bPfarr1MlJzpJf7x71cfaRbVp/uVule7jxWi83mZh7FJsCSouWllxv5lmGkukONYN7rWyuTuk3C2zvE0eeCugJkx2UHbAwXf3UxLm5/sap9e7bpKVp+YMAD+OOk577PczbMUXUeV6QMt0Z9PSroKbGXdLwEj/7+qGjd3oq9Ikdyll2gJ1Jp4hzHiX7HXFvEEa0D1yyT6LDoII1EzPObn3fro060PhQrg++++w4rV67EsGHeZ0j9gVIzlqFDh+KTTz7B448/jkcffRRdunTBN998g169nEYWDz30EOrr63HbbbehqqoK55xzDlatWoWoKH3dp9XCP8QraBfGYKJ4y9FKDO2cKrmN2vRywB7tZqK7V06i121ZpDQ2gEZqWlqGpcRGwGCwR+gqGixIj5f3ffBXpJulhSvtGw4422oB8tKehfDp5WZ93cv1qvU1OyaldO3TraHW2qykptuLU/jHm44iOykaF3TznOZm84t7ufM6uo6L4zjePT85Vm6fbvu/VNMdegTzXt9akWr3JEc8fjtRe9RbyOaizar2G5w1WLTMTNmEFNcXIyM2w239qYjURNJV314l+jxbbJ7vuZ56nqthf+V+Ua303T/fLXp9WDb9HgaSIVlDsLHQvYvRz8d+DsJoxIzvNB4rDq0I9jAIFSh+Us3JyUF8fLw/xiKLGTNm4OjRozCbzdi0aRMGD3beRNavX4/33ntPtP1VV12Fffv2wWw2Y9euXRg7dqzodYPBgKeffhpFRUVoamrCmjVr0LWrey+8YMH36FYhHAd1sPfqLqrxXJel1tUaAHKS7TN8/5yo8rmtM9It/32wiYB6tSnVGozUTEYDX9ddVitP9Dc1W/k07kSZ6bdyieVbmCm/FszFHVAR6XaUAzQ0+zBSsylr3cUC02rbZTGaNDjUe8Kkodaaff5yrrOnmu7fDpTiseW7MOV/f3m9Pv6OdDe7jKvO3MJPrsg1UqOa7tAl2Pf6UwktzsL9091T+avN1aJlYRsnbwxvO9znNmuOrZFcf13362SdQwl7K/bKyoK5sUdg+0F/vvdz/v+Xr7jc43Y58Tm6nfNE7Qmvr7854k3dzkX45tHBj0qu16vkQguPn/245Hqz1Xu3IiL4KFYj8+fPx8MPP4yjR4/6YzyEC1ocuPvl2l1IvaUG12iIdF/U3T4b/tWWEz7ThNkYYhWkl8dprGPWYqQGCB3g5f0hY87lBgMQp+B9yiFOwwQEiwYbDcr7WbP08kaf6eX2f5W2DNMixjiO0/wZS+GrV7U3FLmXezjPjE+28f8vq/P83XP26fZTTbfLuFhqeWSYUfb1ZoFzinSHHnSvlybK5J711GwV+44crxGbq2pJzX9/zPs+txmaI27LNbHzRMnt5Ih/VtfsmkbbM7Wn1OaauOrbq7DswDKf2w3KHKT7ub3x7KZnAfgui5naa6rqc7iWCNy3/j7+/67fJ6D1OJefLqTHSGeZrT66OsAjccdTSvv/dv0vwCMhlKL4t3jgwIFoampCx44dER8fj5SUFNEPoS9KakRdYdHR3w+WedymVmXLMAC4tE82YiJMKK01Y2+R91YbLC1aSZ9utm1Ts02lAFJ/7QAgNd4R6fYifITUNDquZWSYrtFHQNsEhDP6alL88BcTzsS+L9GtLNJt0GBWxhA7+7eWmm75k2Se+oELjQm9fd7+7NMtNS5W5iE3yg1QTXcoQ/d6aWYNnuW2ztV9uqGlIVDDkeTmnjdLrpfqrXxW5lkSWwLHao6Jls/LUd7yTMjKy6QjhHKdu/3Fc+c85/G1jQXu6cVCEiO9l9V5Y1K3SW7ryhrtz2rNNrHolmrvRviXmPCYYA9BMQu3Lwz2EAgfKA7HXXvttTh58iTmzp2LjIwMMlfxM7wbsgpRwZzCS2vN2HasEv3aufffVGukBtjraPu0TcLGw+XYXVjDtxGTQk16ubCnd72lRXGddKOGLAHAaaZWXicvvbxGQ6q+L+K0pJc7xKmaumeWXt7YbIXNxnmcTHDWdMs7h9O5W/GQeETO/rpGuh19ulW5lzsnOHyfR7p2PDE6nBfe3jIM2PD0/hscZjSgxca5vf9/C2oAAO3byH8Y4fuxk+gOOeheL83lXS53Mxh78e8XMbnnZH5Zaw9tJaREuU+AdErqhDVXrsGGgg2YvWG21/1fOf8VnPPZOaJ1Ns6GE3XidOekqCRN48xNyMUTZz+BZ/58RrR+X+U+t21LG0pFywkR/usQM77TeDz2+2OSry3dtdRv53WtrweAC764QNIf4P8m/J/fxkGo55FBjwTt3K9e8CruXXev2/oj1UeQl5gX+AERslCstDZs2ICNGzeiTx/3VhaE/vB1ySqM1IQ1mbsKajyIbvXp5QDQIS0WGw+X41h5vcdtWqw2WBxiJEZB2nVkmJEXAA1mq2LRrcVIDbCbqQHA8m0nceu5vltI1Gm8lt7Q0qebpZcrrecGxJkJjc1W0USIECbQwmS6emltl8XGA9id/VuDe3mL1ZmRIWeixyThXl5ZbxFFuhubPYtup2O8omHKGJf9d67FZTLgRKU9etc9U36dr16GeUTgoXu9MhqaG/jo2PKDy3U99txz5rq5bDPeuPANAMDaq9bioV8fwrXdrwUAZMRmYELnCT5Ft1S0tqmlCQ//+rDGUbtzVder3ES3FJXmStFyv/R+uo9FiCdjqk1Fm/x6XilKG0rdJjyk3N8J/xMfHo/aZs9ZnMF0Cz+37bmS6y/95tKgdwUgPKP4ca179+5obGz0x1gICbTUrI7s6XQgNXt4eK81q490A0Cao+65zEtbr3pBtE5Jn26DwcCLPlViU2N6eVq8/b2xCJ8v2Bj9IbpZLbyv1l1S8OnlKiL+0eEmRDhUnbfWbUw4yu0ZzTbzFU3mOA6rdxejoMr9b44WZ39vqG1nJnSJl5NVIFU7ftLlfXr7vG1+qOn2NC7Amfbuqz2gEDYyinSHHnSv98x3l33ntu6D3R/47XxCV2tXosLsNebpMel4b/R7GJU3in9NbR3w4E8Go8Yi776nBE/ZEmuPrhUt/3TkJ1n76YVU2v2/5f/69Zye+OXEL/i3LDjnJsQsuGBBsIfgkXBjOL6/7PtgD4NQiOK/yM8//zz+85//YP369SgvL0dNTY3oh9AXZ12y8ptnQlQ47r7Q3hJkn4eaay013QDQJs7RS9tLCjZrFxZmNPACTi58qyyFotsq6E2tVnSP7Z3F/5+l4XuDRbrjPESDtcAmH1QZqTXLT3l2xWAwICvJ/lDnKgiF8JFunY3U/jhYjmkf/I2blrq3yGGp11EKShZkjU1lpFvoEi/ney51HteJjUYvLeL84V7uaVyA00gtMVr+3wp+EoY0d8hB93rPSBmSsXpKq008USYUwWrpmuy5o0rnJPe2X0KWjlqKp4c+7TX6JZWiLuTqrld7H6BG7lt/n8j3wbUXur+JMLpPJF7z3TVe92EZBVpYebl7nftTG59CcUOx5mMT2vHkd9BaaJfQTnK9tzZ3RHBRrORGjx6NjRs34qKLLkJ6ejqSk5ORnJyMpKQkJCe7py8T2tDSMgxwtg37YVcRn+ItRGtKNEvB9hYFZSZcsZFhimesY1X2p24QbK/EvE1Ih9RYZCbYBecfXszoGLUOQRznh5pudh3MLcpN5djkg5r0cgBo62gNJxVtZijt0y03mrwpvxwAcKCkjq+ZZ2jxO/CGp1prX7CMgjCjAWEyRLdURNnVKb/Oi4GdP9zLAfBjd/1sWKRbjeimSHfoQfd6dWwp3iJavu3M23Q5ridx7eueelbmWbisy2Vet/n8ks+9vv7EkCe8D04Bv0z6RXL9HwV/6HYOpchtSTa+03jsmLwDKy9biVmD3A31lOLJIO2XE9LXiAgsBoMBjw2WrvdvzczbNC/YQyA8oFhprVu3zuNrO3dSHYHeaE2hHdYplTdm2ltUgzPbJole1xrpZqLbW1stJoBjVYjfmEh57tmusO1NRoNqsQkAo3tl4r0NR3DHR1vx20MXIDfFs4mUP2u6hRMHDZYWRZ8XKy1Qex341mleshksDgEs16yNdy/3IMYKqhrxyaZjeGPdQX7dzhPVGNY5lV9usmir2feE6ki3wtp5YcswjuNgMBjcrnGdlwwLf7iXC4/nyVU9SUEPeqYHqKY79KB7vXeGZg/FhoINbutd+/h6i1Ir4dlznnWLvhqgz+9+ZmymLseRg6eo+m8nfsM5OedIvuZvEiMTcUbKGdhTscfrdsPbDofBYEBugn5u4i8NfwkP/PKAaF1+db5uxye0cU33a/DcJs8O98Hm+jOudzNu/GL/F7i55826fk8JfVD8FD58+HDRT//+/bFv3z48+OCDuPdedyc9Qhta+nQD9tTTng5XcdcU86ZmKx8FVSsUmcO3t0g3q3WOUZF2HeeoAW9QGOmuFwh9LfVgNw/N4/+/bl+J123rWH28H9LLI8OMvBO0r57ZrmhxLwecLaJYyygpLArPYfJhsHX3p9tEghsA8svEZn3OSLe+olttn26l1zlM4PTOzuX6e+TNy4CVkOudXu6rpltRpFsHwzwiONC93juPD35ccv3XB772y/l6pPRwW7f6yuD3DNaLT/Z+Irn+hfNeCMj5Px7n23Hetbe2HvhqO3Znnzt1PyehnQ6JHYI9BADAPf3ukVw/dvnYAI+EkIPqEOCvv/6Km266CVlZWXjppZdw4YUX4s8//9RzbAT0ERZd0uMAAAdL6kTrWZTbYADiFLiKC2GR7qrGZo8ipUGQXq4UZiCm1EhNyzmF5KXGYmxvexSgoKrJ67ZsjP6o6TYYDPy1qFcputXUdANC0e056qo0hZ1lX3tKL99ytNJtnXu9s7aafc9jc3cVlwP7fZLr0G8SOL2zc7lGumu99enmmHmdomH6HpeOkW42NtLcoQvd66WRiiKtPbZWYkt9MBgMGJYzTLSOmajpwYdjPtTtWGopqi+C2SrOmvNmIqcn4Ubvf9eWjFziF0O3vIQ8r69P7ztd93MS2ll4YevoiR2K/cRPZxSJ7qKiIjz//PPo0qULrrrqKiQkJMBsNuObb77B888/j7POat2mA6GIWYORGqNzhr3Fj6voZjWycRFhqqNlyY4HcI7zHAmt15BertZIjZ1TbT23kC7p9uvnWlPsSg0zUvNDejng7HGuNOpvVpj67UpyrP0zrvIS6Xaatck7h9FLNLnJg9N+eZ34YUyLs783WNszpZHu4hr7pExmorwHYaHpHDsXi+Yz5/w6L33Z/e9e7qxpt9k4XnQnUE33KQ/d69Vx37r7/Hr8RSMWiZZ9RUmV0De9r27H8sXTQ5+WXH/xVxfj8d/FGQQdE3236wwEg7IG+eW4gUztJ/SDa0XuoJd3uVxyvesEFhF8ZD+FX3rppejWrRt27NiBBQsWoKCgAK+//ro/x0ZAkF6uoS1SO0cd8nFHn11GpSNymBwrvwWQK2EmIx/58pRiztoeKenRzYiJZK7dyqK7fB25DlFnlk5b7SXSC/jXvRxwvhelbcNY6rdaccpaRHkrIWCRbrnC3uilpnvFPwWiZdYXutzl/M4+7PoaqfGRXquym2pprf0Gx9royT0PYI8qW20cNh+pAAB0TI0F4Cu93M/u5YL3X2tu4aPVStLLqWVY6EH3evmM7zQ+2EMISbwZu+2v3B/AkYh5ZpjvHuL+YHKPyUE5LyEPqYmR1hRh9lT2MPCjgQEeCeEL2U+rP/zwA6ZOnYqnnnoK48aNg8mkb3SJkEaPaF6uw336RGWjqC0HSxdWki4qBW+m5sFoq55Pu1b+HpjQVJpezkS6HpFudn1YpM8T/uzTDTgNw5SKbr7WWGG7NgbLZqjyll7On0Pe9WbRWVctVt3QjIe+2iFad3ZHew9V1++XU3TrnF5ucI/0yoGNR+53Thihtto4nKx0usOf1zUNgPfvnP8i3UZ+TAw24RQdblJUpsDSMUlyhw50r5fPc+d4N1i6tOOlARpJ6DE6b7Tk+sPVhwM8EicTO08Mynmv6npVUM5LyKNDgnv9dmp0qsSWwWFY9jCPr+2r2BfAkRC+kP0U/vvvv6O2thYDBgzA4MGD8cYbb6CszHcbJUIbTLBqidjmOER3g8UqilYy468EjS2u2sR6N9riBbCK98CihkU13uup3c+pX9SZ1TTvKqj2up0z0q1/yzAAiGWmcgonIPjUb5URYTlGakpNxDyll//4bxH//6sHtsXTE3riojPSAbhH2pv8lF7Ou4orjM6yiQe519loNPA1zy02Gy+wsxKj0CPLbn5YUuM5PSyQfbrV1HMD4ppujqLdIQHd6/Xj2XOe1f2Y3078FmeknIEPxnyg+7Hv7ne37sf0xNxz56raTy/H9tZEXmJesIdAeOHeAa3bONJgMGBSt0mSr1357ZUBHg3hDdlP4WeffTYWL16MwsJC3H777fjss8+QnZ0Nm82G1atXo7a21vdBCMU4e1yrFxaRYSZkJNjF63FBNE2vdGjWvqrGQ1ROS8sw1qLrREWDjy3F1GtIaXclURDp3VdUi42HyrHlaIXbdryRmp8i3TEqjdQsVkdNt8pIN6tRLq0z83XLbudoUVjT7XhuchW2hdXO4z89oRcmD8njHfJd29L5raZbq3u5gussbBvGPAMSosKR4egP7+l62/cRH0MvpGraqxrtEx5KUssBZxkBQGZqoQLd6/XDaNC39AWwC7QvLv0C/dL76X5sqZ7iZ6aeqft5AN/GZYB/3MLVMLL9yGAPgQgiPdv0xObrN/PLnrI0gsnMATM9vmbjlGXtEf5D8R0hNjYWt9xyC37//Xfs3LkT//nPf/D8888jPT0d48dTfZPebDxcDkC7MGZ13ccE4lUv4y+WTl3rwfSpTkO0PjeZ1aM3+thSTAN/Tu2CTFijO2rBr7h28Z+44q2NOOFSI1/LjOn8VNPNjuutd7MUWiPdqXGRyE2JBscBg+eulTQ6UxrpZkLRNfrJruHt53XkxXRKrNM9Xbg938Ne70i3SV1NN+/grmA8wvppp1FZGD/RUV5v4Y3wXOH8lF7uLdKtRXRTXXdoofe9fuHChcjLy0NUVBQGDx6MzZs3e92+qqoKd911F7KyshAZGYmuXbti5cqVXvcJBmdlntqmcue0DU7vbAD477n/Dfg5B2cNdlt3dvbZfj/vD5f/4PdzEOqJDovGlhu24Pdrfg9YGzsleKsxn7tJXVYJoT+apmG7deuGF154ASdOnMCnn36q15gIB5WCdFqtddftUuzGTMfKnb2O9apBdopuT5FuR7ReRdQ5N8WeGl9Rb1HkYK5npDs3JQbp8e7mWIdKndeS4zi/13T7mtzwhNaWYYDdD4DhWnMNABaFDum8kZpLNLlewgCPffetNk7UQqvRTzXdaiPdFhWRbmH9dI1A2CbHhPPX0lOKOcsS0LuLjVRNO6vnVyq6hYE+hZeTaEVovdd//vnnmDlzJubMmYOtW7eiT58+GDVqFEpKSiS3t1gsuPjii3HkyBF89dVX2LdvHxYvXoycnBytb0V3njj7iWAPwa9I1bPqxabrNnl9Pdzk/vfG367Rb130ltu6yztLu0PrSXZctt/PQWgjwhSBxMhEv7SO04NfJv0iuf7zfZ8HeCSEJ3TJfTKZTJg4cSJWrFihx+EIB8W1ztTSntnaWoNkJ9kjZ8LaaJZeHq8xMssexF3dpRlMLMeoiDrHR4XzosvVfd0bWlLapfjlwQvc1hULUqEbm628qPBXpJsX3QprupWmfksRIxC2ru7igPLUaqfoFq+vk+ivHhVu4scudJBvsrD0cr3dy9X16WYRaSXXWRhVZtHk+KhwGAwGZCa4/84KYZMCeqeXS0W6dxfWAFBT002R7lMJtff6l19+GdOmTcOUKVPQo0cPLFq0CDExMVi6dKnk9kuXLkVFRQW++eYbDBs2DHl5eRg+fDj69Omjx9vQlQ6J0qL0vLbnBXgk+nBd9+tEyxe2u9Bv54oJj8GaK9f47fhqCDeFiyLsb170JkxG/5sJ+qMUgTi9SIlKwY09bpR87XBV8AwKCSf0W96KqWm0i6uOqbGaU2jT+RpRZ9SMT4fWGJkNdwitjzcdk3yd9R5WE+kGgJwke7T7m23uYs8TdbzQ10cAR0eYsGBSX1w7qB0m9LXPSBdLTGAYDfo4pkvBDO88ZRR4Qo0YdOU/I7vx/++bmyR6jeM4QWq13PRy+7+uQsyT0z3zDRC62Dc53le0ztdbc023gussPNcbPx8EAL6emxfd1dKim3cvD0BN9yeO322lvd6FQyPNfXpisViwZcsWjBgxgl9nNBoxYsQIbNy4UXKfFStWYMiQIbjrrruQkZGBXr16Ye7cubBalflZBIqHz3rYbd1Lw18Kwki0c3uf20XLESb1LUXlkBGb4dfjq0FYLz8sx7MztN64Zk28ceEbATs3cWpwbbdrJddP+L8JaLYqe3Yk9IdEdyuGiSs90pXZA3yJUCjy6dDaUtf7CESYq1DZXVCDAyV1ANSnyOe1safGL/09X7YQYhHRJIXpsN6Y2C8H8y7vjfaO+nhhJkKtwC3dX6lH7HtQozC9nBfEGkT35CHtMb6PfbIhweWattg4XlBFymwvxCKgrqLbU/0/m8hgGQwA0Mgi3RrS5qVwRnqVmY+oEd3Cc7HvEOsGwLJTjnkwEeTdy3Wv6XZE+iVq2od2UtYmReg0TJHu05OysjJYrVZkZIjFVUZGBoqKiiT3OXz4ML766itYrVasXLkSTzzxBObPn49nn/XsBm42m1FTUyP6CRSenINDkZSoFIztMDbYwwgqWXFZmN5nOh4Y+EBAI9CurcOiw6IDdm7i1CAzzr2nOOPlLS8HcCSEFCEjuisqKnD99dcjISEBSUlJmDp1Kurq6rxuf/fdd6Nbt26Ijo5Gu3btcM8996C6Wtz2yWAwuP189tln/n47suDdjHUQjsy9XBzp1se9/NzOzgfx8jpx/SkzggPshlxquP/irgDs4vFfH227GBWO9lbJsfrP0mckumcN8Kn6GicwvOHLJd4TzEhNaZRSSJjJiLG97X/MXWvrWfq6knN4qulukKjpBpyim7n5AwIjNZ0j3SaNNd1KauelouoXdLe3SOuYFgcAOCrwYRDiN/dylzE1C2oAhjh6pstFOB9AkpuQi81mQ3p6Ot555x0MGDAAkyZNwmOPPYZFixZ53GfevHlITEzkf3JzcwM23jCj+z00yhQVsPPrTU5c8GvnU6JSJNcHqmXYnX3vxE09bwrIuRiuE/YDMgYE9PxE6OOtK8BHez4K4EgIKUJGdF9//fX4999/sXr1anz33Xf49ddfcdtt7u0tGAUFBSgoKMBLL72EXbt24b333sOqVaswdepUt23/97//obCwkP+ZOHGiH9+JfFh6uR6RbpayWlpn5h+ma3VyLw8zGZHmMBp7+9fDIodp4QP7GY7ew0rpnB6HEY5ezZvz3Vt1uXKguBbbjlUBcEYN9SQj3n4t/zlehYHPrsZDX/3jbBfmp3puQL2RGjOyi9ZoKsf6j7uKbrMK0c2Eont6ubTpHhPhokg3axmmYTLB29iU1nRb1ES6Tc5zsfOyz5k5mBd5MFKzBci9vEHQok5pBwKq6SZSU1NhMplQXFwsWl9cXIzMTOmoTFZWFrp27QqTIHPmjDPOQFFRESwWae+QWbNmobq6mv85fvy4fm/CBwaDAdtu3Oa2LlSZ2nsqLsi9AM+f+3xAzjf3HHd35fv63xeQc7c2Vl7udOgPRC05cerh+rdICKWYB5eQEN179uzBqlWr8O6772Lw4ME455xz8Prrr+Ozzz5DQYF0nW+vXr3w9ddf49JLL0WnTp1w4YUX4rnnnsO3336LlhaxaEhKSkJmZib/ExXVOmaoawV9e7WSGhcJo8EevWLRaLVtgKQorbUfc8nv+Xht7UF+PYsA3zw0T1NErodDsB8s8ZzdwJj3w17+/2kSruNaYRMYJbVmlNVZ8MXfJ3SbwPBGvMqa7gaHOI3R6AvA2q/VeYh0hxkNsj9jIxPdbkZq0q3epCPdra2mW5mDu/1c9m2bmq38+Zh/A/ue/bq/VNK53+Yn93Ln+7d/OOzc4SaDtppuahV6WhIREYEBAwZg7dq1/DqbzYa1a9diyJAhkvsMGzYMBw8ehE3wB2L//v3IyspCRIT0RGpkZCQSEhJEP4EkzBiGRwc/CiD004Jjw2Px2oWvYVzHcQE5X2as++SLVPbA6UBufC4+GvsRvpnwTbCHQoQoYcYwTOs9TfK1j/d8HODREEJCQnRv3LgRSUlJGDhwIL9uxIgRMBqN2LTJe8sJIdXV1UhISEBYmPiP+V133YXU1FQMGjQIS5cudesd7EqgasfW7SsFoE8fYpPRwAvQ69/dhJLaJlQ5UrBTYvSNBr+yZj9sDgHhSUQphaXaHi6VTrUVIkxBz07S/+GHpeoLYULYXyZqgL1/M6C8ppv1LNc6NhbF95RerkSQMTFm9Wik5hLpdkS+G5olRLfefbo1p5crr+kWZi+w95OT5Jz823zEPcMjUO7lnlL+5UCRbgIAZs6cicWLF+P999/Hnj17MH36dNTX12PKlCkAgMmTJ2PWrFn89tOnT0dFRQXuvfde7N+/H99//z3mzp2Lu+66K1hvQRbXdr8WOybvwObrvfcgJ8QMzBiIG864QbSuxabsPncq0SetDzoldQr2MIgQZkLnCZLr52+ZT9HuIBISoruoqAjp6emidWFhYUhJSfFoxOJKWVkZnnnmGbeU9KeffhpffPEFVq9ejSuuuAJ33nknXn/9da/HClTt2LZjlQDE6btaYFG1AyV1mLxkM9/LOlkH0f34uDNEy9uOVwHwbIyllO5Z8QCAnSereUHvCXau+0d05Z3V9aSNRG06c5j2p+hOcnxO1Q3NPieGhDjTy7VGupnoFjsIq4nwspRo4Wdps3HOnu6ejNSE7uWsplv3Pt3299Hs2s/MB8ywTo17OcsICTM6o8md0+P57QqqGt32ZaI7TOfvuGukv85Dyr8chFF4Et2nL5MmTcJLL72E2bNno2/fvti+fTtWrVrFm6sdO3YMhYWF/Pa5ubn48ccf8ddff+HMM8/EPffcg3vvvRePPPJIsN6CbEI5rTxYGAwGPDxI7AA/Mm9kkEZDEKFP+4T2Hl97ZesrARwJISSoovuRRx6RNDIT/uzdu9f3gXxQU1ODcePGoUePHnjyySdFrz3xxBMYNmwY+vXrh4cffhgPPfQQXnzxRa/HC1TtGNMjI3vo01Lj6oHOyYG9RbUA7AJBj5rxKcM6iB6wmUhgkUutvcA7p8XBZDSgsdmKklrpGlfALtxOVNrPfVk//5jBSEUWC2uY6PZfShwrA7BYbbzglAOrfdY6NiaELVYbL7QB56SQkgivUaKmu15Qr+0a6WYTBo2CSDdf062z6Gbvw6JwsouPdCsQwey7xCanXKP21w9uB0DcE57BItFhuke6xX3KtWRK2P+O2/+vMHGAOMWYMWMGjh49CrPZjE2bNmHw4MH8a+vXr8d7770n2n7IkCH4888/0dTUhEOHDuHRRx8V1XgTpzax4bHBHgJBnJJ8uPtDRYEbQj+CKrr/85//YM+ePV5/OnbsiMzMTJSUlIj2bWlpQUVFhUcjFkZtbS1Gjx6N+Ph4LF++HOHh3uuXBw8ejBMnTsBs9izsAlU7luxosZWTrE+K9G3ndcQzE3uJ1uUkRfMCSAsmowHrHzgfsY4Hc5Yu+8MueyaC1kh3mMnIt1A6XindQgmwG8VZWmwwGoCsJP/V5l87SJzdUOiYZNBbAAqJjTDxIq1agYM5Sw/WGoWPFewvjHarifCySLewKxU7pslocBPwTIxKi259/4yx96E0w0RNmn0Yn15u/zxdsxGyHGZqhVKi23Hd/e1erjVbhY2ObvIEQXhj1RWrcHmXy73WM1MmAUHI47ru13l8bfw342GxSptSEv4jqKI7LS0N3bt39/oTERGBIUOGoKqqClu2bOH3/fnnn2Gz2USz5a7U1NRg5MiRiIiIwIoVK2QZpG3fvh3JycmIjNTfgEsJHMfxtbt6GKkB9gf6G89ujy7pcfy6ZJW9s6Vo3yYWo3raJ0Fqm5olnaa1wFzDS71Euk86xG9WYrRfUssZ91/cFVcPbItwh/t0QZX/08sNBgPfd7yqUd4fS5uN46PiWtPLw0xGXuAK67p5sangejuCqaL0cl7cRZjcHqzY2Jsc6ec2G8efV++abj7SrTS9XEOfbtaj2/UzYmZqRTXuopuJYvYd1AveUd0xI8ImeNS2LnT2ZNdhcARBnLLkxOXgqaFPUT0zQejALb1u8fjakZoj2FQo3xOL0IeQqOk+44wzMHr0aEybNg2bN2/GH3/8gRkzZuCaa65BdnY2AODkyZPo3r07Nm+2G5gwwV1fX48lS5agpqYGRUVFKCoqgtVqf3D/9ttv8e6772LXrl04ePAg3nrrLcydOxd333130N4ro1HgZqxH+reQwR2d/S/1qOcWEidoayWsQ9XDIZ31+S6r8yy6WRqulNmZnqTHR+GFK/vgbEff4oJq+3v1p+gGnNexukFepFs42aHH2Fjat9DB3MyLTfnHl+rT7clEDXBmELD30yRIb9c7u4CPdCtI4QfU1nTbt2WZIa4TCFmJ9iyXIi/p5SwdXC9c3cs/2HgUgPpINfusOerUTRAEQRABIT0mHSPajfD4erhJv6AbIY+Q6cnw8ccfY8aMGbjoootgNBpxxRVX4LXXXuNfb25uxr59+9DQYE893rp1K+9s3rlzZ9Gx8vPzkZeXh/DwcCxcuBD3338/OI5D586d8fLLL2PaNGmr/UDCenSbjAbdhVzXDKdBk97RYDZBUFDVyEd/AWBMryzNx06Nt08QlHmJdBfXMNEdmLZvbNKCF03+Ft2OzAS56eXMmMxgAKIUiGJPxEWGoazOIhnpVuPaLVXTLZXGzBupOd6PsKZd/5pu+/GURrrZ5IOS3ymTi5Ga6/cnM9E+eSQV6WaRaP1rusXu5TtP2rsB/HagTNXxqKabIAiCIAKLwWDAKxe8gt7v95Z8/Yf8H3B21tkBHtXpTciI7pSUFHzyySceX8/LyxNFYs4//3yfkZnRo0dj9OjRuo1RT5w9usN0r2Hq3y6Z/7/QvEoPWKRu2baT6NcuCQBwfrc0XepOWaS71Fuk2yHI0/3Qn1uKlFhxpoDeqc6usPTyinp56eUsxT863KRL7X6sRKRbXcswCdFtlnYuB5zXlbUJYxHvCJNR95rmyHAW6VZWEqEmzT7M5FLTHe4quqMdr7egwdIiMsNrsTn7o+uJpz7lw7umqTqeUcKpniAIgiAI//PIoEfw/Obn3dYvO7AMD5/1MGLCY4IwqtOTkEgvPx1hokqPtGxXeuUk8v/X+4G9W6bTVO6jP48BANqn6PMLzYvuWs+Cs9Jx3VIl2nr5gzYuotvf6eWZiZ5rfKVgkWG9xiXVNsziKNdQ5F6uML3c1b2cd9TW2P9dCiaalUS6OY7jt1cT8a/z4BAeG2Hix1PpUlLgbBmm7++w0SXSzXjikjOkNvd9PMfwyEeNIAiCIALL9Wdc7/G13eW7AzgSgkR3K+VgaR0AIC/Vv20zWCRNLy7s7uynvq/Y3pbszLZJuhybpXJXezERq2ywv5ako0GcN5JcRLfeNfKupMmoaxeiV49uRhwvugU13c3KI7xMbAqFmCfhCQhquh3vp4bPBNH/c+Yj3S022XXMLTaOfy/q3Mvt7901Vd5gMPAlBVUN4u99s9XfNd2cqDVcWpy6kg2prAaCIAg1hBupDpUglLL5+s2S629ffXuAR3J6Q6K7lXK4tB4ARE7jevLy1X0wrHMbPDSqm67HNRkNuGO42Hl0UIcUD1srgzcR81LPXOWIBib5WfwyXN3fU/2c1s7S2eWmlzORGhOuTyWJZHo5i/AqaN3Fop9WTmakmzdSs5+LeR4kROtfIRPp6AXMce7RXk8Ie3qrci9v8jzh4Ol7b/V7n24b3ykgwmRUbejorOkm0U0QhDpeHP4ismOz8coFrwR7KAQRckSHSQfYLDZqGxZIQqam+3SDPez6yxDs8v5tcXn/tn459gMju+KjP4+iztyC9PhItNWpzzgTH0xwScGESaAi3Sku4t7fBm4pjkh3eZ2ymm690rDjHMeRrOlW1DLMc3q5ZE03Sy93vB8W6Y6P9F+kG7BHu+UYo4lEt5KabofAZddTyhPA+b0Xi+4WP6WXOyPdwMlKRwu+pCjVngAGahlGEIRGRueNxui81unBQxChDMdxuntHEdJQpLuVUl5vF91pATIE05MwkxHbZl+Mvx8fgc2PjdDtl5kJ6coGi8e0Xz7SHR2YSLdrRD3Nz7XkbRRGunWv6Y6QSC9X059awlyrToaRGqvp5nvY+yHSLRTNQjHtDRbtNxrs33+5OCPdDiO1CPf3w/pwbzhULlrfbGVGavr+GWeTDJYWG98KLydJ/cSZU6uT6iYIgiCIYHB3P+l2yJ/s/QSVTZUBHs3pCYnuVgqLZLaJDT3RDdgf3PU2M2MTEOYWG/LL6iW3qWoMbE23q3u5EuGp5XxKRXe0H9PL1Yhuo0T005le7j5B4Ix0298PE6nxfqjpNhoNvNAV1jR7Q42DO+CMKrPrIBXp/vNwBQBnv2wGc3KPUpDWL4dox/Gamq26ZNxIfdYEQRAEQQSO2868TXL985ufx5UrrgzwaE5PSHS3UphRVpu4wERsQwGhydSF839xE0RNzVa+f3NigER3cmxgTV1YpLuywSKrBROfXq5TpJvV9Ur36ZZ/Dhactcrs0+1sGeZS0+0H0Q0IHMxlRrrNKlLsAbi1O4uOcN9fqjyD4zj+nHr3KRc6xTs9EtRfZwMZqREEQRBE0Lmo3UWS60saSwI8ktMTEt2tEJuN49sDuUZST3eEJls3vLtJ9Bqr5zYZDYiXEG7+IDLMhLG9MwEAA9on+9haO8mO74ONA6q8GMoxGv3UMuyb7QX8OjVRXiY2bXJruh3C0mK1ocVqc/ax90N6OQBEOs5nlim6nVFnZdfZtR5bKr38g1sG8f9nE03CcSlpUSYHNoYGSwv/HdNSrsHmFWzyO7ARBEEQBKEzzw57NthDOK0h0d0KqW5s5g2m/N2CKtRYevNZ/P//OlIpcnR21nOHB9QU4vVr+2P+VX3w9o0D/H6ucJORN9Yql9E2rJ4X3fqI0w6CFnbsO8qEoKKWYRLRT9b721ufbgBoarHxNd3+SC8HlEe6WRq/1Ni9YXT5nkqll3dIjeUnTY5XNABwinzAD5FugVN8tQ6RbmoZRhAEQRDBJy7Cc0ekbw5+g/LGco+vE9oh0d0K2e/obw34v0Y41OidkyhaZiIEcPboDlRqOcNkNOCKAW11r2H3BCs5KJdR192oc3r5QEE0n11vNZFu5oQtbMlV6yXSHRlm5FtPNVhaeCfvBJVtrHzh7NUtr6a7XqVLvGu7L6nPyWAwoFe2/Xu/Kd9e383S7E1Ggyx3dSXECJzi9fBIYG+RNDdBEARBtE6e+OMJnP/F+ahvlvZMIrRDiq4V8m9BTbCH0GqJjjBhYt9sfvmEo6URII50n8qkxspvG8YbqekkusNMRl6AMTM3JjiVRHlZJLnF6lRiTEgnSnx+BoPBWddtsaG4pgkA/DbRwVK25aaXN5jVZRSYXJzHpSLdANC7rV10H3EYCPIiX+coN+CMnDc2W/naebU9ugGq6SYIgiCI1sK5Oed6ff1IzZHADOQ0hER3K4TVUZ6V5/8a4VDkqQm9+P8z8QUA1Y6o3Kmekp8ab39/wvfuiYZmfWu6AaeZGzP7q21SLsxYLTNrewXAZ/SaCdKG5hYcLbdnOOQJ0t31JEKh6K4z28ceq/A6u9d0S++f7nDu//uova1HlSPLIMkPRn4xAqd4p6O8FiM1+78kugmCIAgiuDxx9hNeX19/fH1AxnE6QqK7FcLqNfvmJgV3IK2UxOhwTBmWBwCi1mEV9az+9NQW3ez9vbx6v89t9TZSA5zto5jor1VRX816S7fYOHAch8LqRj69PMFDpgKLwB4tb0BjsxUmo0HS2VsPmBO73Jrukhr7BITSyLube7mHyDUzVNx2rArHKxpQ6fiu+2OCia/ptlgFKf/qvz+sppskN0EQBEEEl6y4LPx+ze8eX1/0z6IAjub0IjAWz4Qi6rzUthJ2zshKAAAcKq3j15XU2kUg6+d9qhIv0SvbEyxSqZeRGgBkJtpFd2F1k2gcStLLwwUR3hYbhy//PsEveyoPYFHgfUV2z4OcpGjd65kZLP1dbqS7wHEtspKUTQLIqekGxPXyGw+V863W2vihuwEbQ0Ozle+tHa8h0u2s6SbZTRAEQRDBJjEy0fdGhO5QpLsVUq9CxJxupDgifDUC9/Ki6tNDdI87MwuAvPfZ6If08rbJMQCAY44Ub9a+S0l6uVAst1g55zEiwxDmQUiz98DqmrMc4t8f8EZqzfKM1Iqq7d4C2QrH5N6nW/pz6pTmdBx96OsdfHp9u5QYReeTQ5RjDBzn/P7oEemW0VaeIAiCIIgAkB6d7vG1groCj68R6iHR3Qrx1q+YsMMcylnrKMCZat4xzT91vq0FNhnTZPEtCPU2UgOAbhnxAIC9johznYaabgBottlQWmtPz55xYWeP+7D08vxy++fM0tz9QUKU+/fLG4U6RbpTPESue+UkIkdw7GMV9mvQro3+33WpFHctrdn4mm5S3ac1CxcuRF5eHqKiojB48GBs3rzZ47bvvfceDAaD6Ccqyn+/7wRBEKcbD571oMfXRn09ChsLNgZwNKcHJLpbIZRe7hsmioR9utn//ZFy25pgqeKNMqKwTBDrmTWRlWR/+C2rM8Nq4/he4EqEWbjAtbu5xYYiR314ppdIMRODLNKdkeC/jAanQ7sZF85fj7xHvsc/x6skt+U4Dier7JFupdF3oXt5RJjRY003AHw4dRD//yNl9kh3ez9EusNNRlH6f1p8pKbWhRTpJj7//HPMnDkTc+bMwdatW9GnTx+MGjUKJSUlHvdJSEhAYWEh/3P06NEAjpggCOLUZnSH0V5fv231bQEayekDie5WyJ+H7b1440l0e4S1laqot/AO2E7361O7ZRiLWrfYON5B3BPVXtpwqYUJ+Hpzi6iuXImwNxoNfK1vi43jv/PeotdMkFY6WsP5M9LN6soXrjuEw6V2kT9h4R98Sr2QQ6X1qG1qQUSYUXG6tzDSnRwTzrfXkiJbEOneXWhvK9i+jf6iGxBHu3MURu9dMVLLsNOel19+GdOmTcOUKVPQo0cPLFq0CDExMVi6dKnHfQwGAzIzM/mfjIyMAI6YIAji1OfZYc8GewinFSS6WxlHy51u3BTp9kxCtPPadHnsB7RYbXzEVU+B2RoRCqKBz67BzM+38473QmqamvloeLKO0f84gZEbq8WODDMqjoayuu6dJ6r5dbleRKtrijyrLfcHiR5cwc97cZ3buo2HywEAA9ol8ynwcjGJRLf3zygq3MRH4BnerpcWhNc6O0nb5IbRSKL7dMZisWDLli0YMWIEv85oNGLEiBHYuNFz+mJdXR3at2+P3NxcTJgwAf/++28ghksQBHHaMKHzhGAP4bQiZER3RUUFrr/+eiQkJCApKQlTp05FXV2d133OP/98t7qwO+64Q7TNsWPHMG7cOMTExCA9PR0PPvggWlrk1XH6g/3FzvfkJeh12uOahvvzXmeaYpyC2uJQxFXcLtt2Ep9tPua2HUvDTo+P1DX6zyaDmq0cKurt/aKV1HMzmOg+VuGMHnuLqrqLbv+0CwM8O6gDQKHDNI3x5yG76B7SqY3i8whFupz2XxnxTgGckxStWOTLReh2nx6vTXSzaH4L5ZeflpSVlcFqtbpFqjMyMlBUVCS5T7du3bB06VL83//9Hz766CPYbDYMHToUJ06ckNweAMxmM2pqakQ/BEEQxKmBjbNhT/keWG3yDG5bIyEjuq+//nr8+++/WL16Nb777jv8+uuvuO023/UG06ZNE9WFvfDCC/xrVqsV48aNg8ViwYYNG/D+++/jvffew+zZs/35ViT5+0gFLnhpPaZ98De/rmd2QsDHESq4puG+v/EIALsY91cbqdbMYUG/cgZzc9fb5VuYRn68wi5APfXW9gYzU2P13MO7pnnd/swccYsLf7rUJ8eK38+9F3Xh///ub/n8/zmOw5+OSPfZHZWLbmHGhicTNSHpgjr2qwa2VXw+uQjT5LVeZxbptlpJdBPyGDJkCCZPnoy+ffti+PDhWLZsGdLS0vD222973GfevHlITEzkf3JzcwM4YoIgiNDks0s+8/hancV7cDOQ9PmgD67+7mr0/bAver/fO9jDUUVIqJM9e/Zg1apVePfddzF48GCcc845eP311/HZZ5+hoMC7rX1MTIyoLiwhwSlkf/rpJ+zevRsfffQR+vbtizFjxuCZZ57BwoULYbFY/P22RNz8v794920AOLNtoq69lU91/jhoFz5yzMVOBRbd0F+0fLDE/Q9jscMRPF3n2meT0cBHtvcX2x3M01UIszCHiRibHGgT5110tolznsNgkCdS1ZLkEnW+9dwOGHGGvb3G7gJnBG3nyWqU11sQbjKgT67yvpfCUgjX1HEphNH9iX1zFJ9PLoM7pvD/12pMqGekm3p9hx6pqakwmUwoLi4WrS8uLkZmZqasY4SHh6Nfv344ePCgx21mzZqF6upq/uf48eOaxk0QBHE60LNNT7x+4euSrw35dEiARyOff8tCr+QoJET3xo0bkZSUhIEDB/LrRowYAaPRiE2bNnnd9+OPP0Zqaip69eqFWbNmoaHBmcq6ceNG9O7dW5T2NmrUKNTU1AS8fuyh0d1Ey/Xm4KW4hwp/zroImX4002rNjO6VhSPPj8M3dw0DAByQEt0OMeuPa8QEIhP7qXHKRXeEI9JdUmsfZ4qP9GqhKE+OifBrRoMw1TslNgLxUeG4/+KuAOw13Mu3nUDeI99j/Bt/ALCn2keGKU/1FopuOenlU4Z1gMEA3Dw0D3mp/muNd25nZ9ZBhsZMCVa3btUoumf/3y4Mff5nnKh0N7MjWi8REREYMGAA1q5dy6+z2WxYu3YthgyR90BntVqxc+dOZGVledwmMjISCQkJ/8/efYc1dbZ/AP+eAAkgS2Q5EMG998C6qla0ztq6Opy11tHWYl1tnR3UUbXD19GqtP1pte2rdlmtoujbSodUtGq1alGsAm4QkJU8vz8gRyJJCEg4B/h+riuX5JyTkyfHJCf3uZ/nfkxuRERUtB6BPfDLk78o3QyLVsetLrRs5PcjFWjJgykXqdSkpCT4+ZlO4u7o6Ahvb2+LY8IA4Mknn0RQUBBq1KiB48ePY/bs2Thz5gy2b98u79fcODPjOkuysrKQlXWvanRpjB0b0romNv4Ujwv51ZEnda/7wPus6AI8nXFo1sNo8PoPSjdFMXXz5yS/dicL6Vm5JsX3bJmGq6S8XLS4hLs4ezUv012SLsiO+UHz9bS8XiVFFXvzqXLvOXyKyIo/qKoFss7GixYN8ucnB4CXtx0rlefxcrn3OmzJdDfwd0d8RP9SeW5rmtbwQMtanriZkY12QVUfaF/GTLf+AbLUQgh8GpM3ZdR/Yy/jpd71i3gEqUl4eDjGjBmDdu3aoUOHDli1ahXS09Mxbtw4AMDo0aNRs2ZNREREAAAWL16MTp06oV69erh9+zaWLVuGixcv4tlnn1XyZRARVVhVnOx3If9BrT22VukmlApFg+45c+ZgyZIlVrf566+/Srz/gmO+mzdvjurVq6NXr144f/486tYteVAbERGBRYsWlfjx5ng4O+HAKz1wN0ePs8lpaBnoVar7r6i0jhq0C6qKIxdvAbBPVlfN3J2dUEXrgPRsPa7dyTIJupPzg257TK1lDBDPPkimO78gnLGdRVWd93G/F6Cm3rVvT5CCc4475bfTWmY9+pUeJXqegpXBzVWgV4pGI2Hn1IeQaxAP3KPgXqbbUOJ93Ei/N9zHOEVgWUhMuQtfN518gYhKZsSIEbh27Rrmz5+PpKQktGrVCrt375YvcickJEBTYM76W7duYeLEiUhKSkLVqlXRtm1bHD58GE2aNFHqJRARVXit/Vrj6NWjSjfDREZOxendpugviRkzZuCvv/6yegsJCUFAQACuXr1q8tjc3FzcvHnT5jFhANCxY0cAkMeFBQQEmB1nZlxnib3GjkmSBFetIwPuYtowtr3891eT1Tv+xF6MWeZr983Z/e+tvCJn/h6lX3DMeHHDmLz0LUHQ7ZE/LvxOZl4AXVT2umCNA2MW314cNJI8frqBn5u8PHJce5PtOoV4Y+/L3Urc1dvRQYPejf2hc9RgQIsaJW+wHUiSVCpd+OUx3Q9QSO1mgaA7I7tsLk78fO46QiP2Y+meM2XyfBXdtGnTcPHiRWRlZeHXX3+Vz8cAEB0djcjISPn+ypUr5W2TkpLw/fffo3Xr1gq0moio8mharanSTShkatRUpZtQahTNdPv6+sLX13rFYiCvkunt27cRGxuLtm3bAgD2798Pg8FgcuIuSlxcHADI48JCQ0Px1ltv4erVq3L39b1798LDw8PqFXWdTgedzn6Vk6l4PF2c8M20h5CVa7Dr3M1q5eOmw4UbGbh2517QnZyaKRfmK+3q5QBQ39/N5H7BLLSt7h/DbEu2fOnjLTDrv8ex9PEWxX6+4vpgVGts/jUB4X0ayMt6NPRD85qeOJ2Uil0vdkX9Al3OS2rt022QnqWHpw3dy8sjh/wM5oOM6S4YdKdl5Txwm2zx9q68XlbrD/2DVx9tXCbPSUREpJRqLoVnYTl76yzqV1VuSNeR5CNFb1ROlIsx3Y0bN0bfvn0xceJErF27Fjk5OZg2bRpGjhyJGjXyskOXL19Gr1698Omnn6JDhw44f/48tmzZgkcffRTVqlXD8ePH8fLLL6Nbt25o0SLvB3ufPn3QpEkTPPPMM1i6dCmSkpLw+uuvY+rUqQyqy5kWtbyUboJijNNIJabcy/4ePn9d/tseFyLq+5kGm75uxQ/s7w8ybQm6h7WrhV6N/exaudyode2qaF278HjmL58PRXpWrkk19Qfh6KCBp2vF7b5cGtXLbxUIutOzyibTncZilkREVMkN/WYo/hzzZ5k/b5Y+C+3+r13RG5Yj5eaX3ubNm9GoUSP06tULjz76KLp06YL169fL63NycnDmzBm5OrlWq8W+ffvQp08fNGrUCDNmzMDjjz+Ob7/9Vn6Mg4MDvvvuOzg4OCA0NBRPP/00Ro8ejcWLF5f56yMqqbq+eVnns/nTdwHAv/nzZ/ds5Adnp+JX1S5KPT/TTLe/Z/ED0IJFxICipwwD8ro8V3PTFZqnvSw5OzmUWsBdGTg4PHj18oJjuu+UUTDsUOA9lp1bduPIiYiIlNDOXz1Bbp+v+lhd/2SjJ8uoJaWnXGS6AcDb2xtbtmyxuL5OnTomc7gGBgbi4MGDRe43KCgIu3btKpU2EimhUUDe1Dh/Jd6ron8lJS/oblGr+HNH26Kml4vJ/ZKM6S7YJV3nqIGbrtx8HVExlH6mu2yC7uz8gm3/ndxZLvpHRERUUbXya4XIvpEYu3usou1ISk/CzcybVreZ1X5WGbWm9PCXBFE516h6XlfvY/+mIOFGBg6cvorPf8sr7nd/cFxaNBoJo0ODAABd6vmUKPPs536vS7qPwtlrsp/Srl5eFkG3wSBwNTWvRoI9ChESERGpUVv/toWWZebat3jt/Zb9vqzIbRw0pd+L094YdBOVc3WqVZGzid2WHcC4yN/ldfYKugFgTr9GmBnWEAsHlazapV+Bub2NlcKp4imVTHdGge7lmbn4Lf4meiw7gH2nkq08quRupGcjW2+AJNlnyj0iIiK1errx0yb3N/+1udSfI1ufLfdQztHnwCDyLszvT9iPHy/+aPWxM9rOKPX2lAUG3UTlnINGsjgeujSqa1viqnXE1IfrFRrfbSvfAkF3SfdB6idXLy+lKcMSU+5i+LoYXLiRgWc/tU9V08T84Rm+brpSmTaNiIiovLi/6/aqP1aV6v6T0pPQ7v/aYc7/5uBu7l1039Ydz/zwDADgpQMvWXxc9PBoHBt9DGObjS3V9pQV/pogqgCmPlyv0LKNY9uZBLZqUzDTbSwGRxVPaWS6CwbdD7AbmxlnAqhux54iREREamRuuF9qdqqZLUtm5sGZEBDYFb8LHTZ3wJ2cOzh+7Tj6/rev1cdVc6kGjVR+Q1dWLiKqAEaH1sHo0DoAgH+upcFV64gAO8zPXZq8q2jRMdgbv8bfxONtaindHLKTe2O6S6eQWkEBduj6/fuFm5j0WSwAIFfPquVERERfnPkCzzZ/9oH3k5mbibhrcWbXXU67bPFxdTzqPPBzK638Xi4gIrNCfN1UH3ADeVdSt00KxYV3+heas5sqjlLJdGeYD7pvpmebzFphK2uPmfXVcfnv6uXgc0RERGRva+LWWFz3R/IfaP5Jc6w9ttbqPr45/w3ab25foucf32x8iR6nJgy6iYjIbu7N012yrHFGdi4yc/Ie+8n4DibrsvWGYs/bHf5FHILn7sLc7X8WWperNyD+erp8f3bfRiVoMRERUcWSbTB/8VsIgTG7xwAAVsettvj4f1L+wWs/vVbi53805NESP1YtGHQTEZHdOEgPlum+cjtvfLWbzhHd6vtg5YiWmNQ9RF7/zIbfcOX2XZv2dTM9G9v/yOu+9vlvCUi5m2OyPu7SbfnvKT3q2rUQIRERUXny2NePofeXvRF3NQ65hlwIIdBvez+Tba7fvY4Pjn4gdxX/T9x/0PyT5hi8c3CJn/fQiEPQOai3RpGtOKabiIjsxjG/+ndOCcdHJ+UXNQvwdIYkSXisdd74/3UH/wEAHLt0G53f2Y+HG/piSOuaGNyqpsV9FcxiA8AHUWfx+oAmAID/RJ/D0t1n5HWv9GlYovYSERGVd6t7rcbUqKkmy87dPgcAcqVxcx7+4mEAwM5zO/HFgC+w5pjlbum2qupc9YH3oQbMdBMRkd24ODkAgNxFvLiSUvMrid83vvr+OegPnLmGl7bGyfd3/ZmIw+evm2yz8ad4k/sf/xSPa3eykJaVaxJwN67uAY2mcPVWIiKiyqC+V/0HevzVjKuFgvaS+KTvJw+8D7VgppuIiOzG2Snv2m5mjr5Ej0/OD7r976tUHjmuPR5ZeajQ9meT72D1gXPYGXfFZHld3yo4fy0v0x3iUwX/5Ge93/r+VKFt/0osvalRiIiIypvqbtUfeB8nb5x84H208W/zwPtQC2a6iYjIbpzlTHfxg+6b6dnY9HNedvr+THd9f3d8O60L3HSm144fWXmoUBANQA64ASBqRnfoHPNOf+a2/e/k0GK3lYiIqCIZ0XCEos+/bcA2RZ+/tDHoJiIiu7mX6S7cvfx6WhYif443Ox+23iDQ5o29uJ6WVzH1/kw3ADSv5YkTi8IwpFUNm9vzRNtakCQJU3rUK7Ru49h2+O21Xmgb5G3z/oiIiCqiCc0mKPbcx0cfR5NqTRR7fntg93IiIrIbFyuZ7nZv7gMA7DmZjM+f62Sybv/pqyb3fd0tVy599dHGuHz7Ln6/cEtetvbptuhcrxq6vLMfqZl504qNfygYrz6aNw3Y1Ifr4u+rd/D98URU93TG4Tk9IUkcx01ERASUThfzkjg++niFPB8z6CYiIrvR5Qfdd+8LuoW4N4VYzD83cO5qGlbt+xtPdQyCq9YBEz89YrJ9DU/TwmkF+Xk444tJoVi25wySUjPx5pBmcNXmnd6OLwwz+xhHBw1WP9kGq58s0csiIiKiUrZz8M4KGXADDLqJiMiOnB3vZbqFEIj55waa1/TExRsZ8jYta3ni+f+LxbmrafjueKLJ4x+qVw2DW9VE81qeVp9HkiTM6tuo9F8AERERlbpA90DsGroLo38YjaNXj2JEwxGo61VX6WbZDYNuIiKyG2Ohs5S7Oej17kH8cz0dvRv7I9jHVd7m2L8pFh+/akRrq13LqXxYvXo1li1bhqSkJLRs2RIffPABOnToUOTjtm7dilGjRmHw4MHYuXOn/RtKRESyCc0mYMOJDaW2v/C24QjyCEKHgA5w07oBACL7RiIzNxOuTq5FPLp8YyE1IiKym6D84Pp6WrY8Tde+v5Lx0f/irT0MABA3/xEG3BXAtm3bEB4ejgULFuCPP/5Ay5YtERYWhqtXr1p93IULF/DKK6+ga9euZdRSIiIq6LkWz5Xq/sY1G4eetXvKATcAaCRNhQ+4AQbdRERkRx7OTlbXN63hIf9drYpW/nvJ483h5ao19xAqZ1asWIGJEydi3LhxaNKkCdauXQtXV1ds3LjR4mP0ej2eeuopLFq0CCEhIWXYWiIiMnJ1ckXs07FWt5nScgq+GvgV3LXuZte/1OYl/DD0BxwffdweTSw32L2ciIjsamznOog8fMHsug1j2qNTRBQAYO0zbeHu7AidowOCfaqUYQvJXrKzsxEbG4u5c+fKyzQaDXr37o2YmBiLj1u8eDH8/PwwYcIE/O9//yuLphIRkRlaBy2ihkXh9M3TyNJn4UraFXxw9AOsf2Q92vi3kbc7POowLqZexIAdA0weP6HZhApbHK04yk2m++bNm3jqqafg4eEBLy8vTJgwAWlpaRa3v3DhAiRJMnv78ssv5e3Mrd+6dWtZvCQiokph4aCm6NcsAADwSBN/tKjliTGhQfjt1V4I8HTGx6Pb4Y3BTdEuqCoaBXgw4K5Arl+/Dr1eD39/f5Pl/v7+SEpKMvuYn376CRs2bMBHH31k8/NkZWUhNTXV5EZERKXDz9UP3Wp1wyNBj2BM0zE48vQRk4DbKMgjCN899h0AQIKEA8MPMODOV24y3U899RQSExOxd+9e5OTkYNy4cXjuueewZcsWs9sHBgYiMdG0Cu769euxbNky9OvXz2T5pk2b0LdvX/m+l5dXqbefiKgyW/N0W4vrejfxt7iOKpc7d+7gmWeewUcffQQfHx+bHxcREYFFixbZsWVERGSLII8g/DnmT6WboTrlIuj+66+/sHv3bvz+++9o164dAOCDDz7Ao48+iuXLl6NGjRqFHuPg4ICAgACTZTt27MDw4cPh5uZmstzLy6vQtkRERPRgfHx84ODggOTkZJPlycnJZs+758+fx4ULFzBw4EB5mcFgAAA4OjrizJkzqFu38JQyc+fORXh4uHw/NTUVgYGBpfUyiIiIHki56F4eExMDLy8vOeAGgN69e0Oj0eDXX3+1aR+xsbGIi4vDhAkTCq2bOnUqfHx80KFDB2zcuBFCCKv7Yjc2IiKiomm1WrRt2xZRUVHyMoPBgKioKISGhhbavlGjRvjzzz8RFxcn3wYNGoSHH34YcXFxFgNpnU4HDw8PkxsREZFalItMd1JSEvz8/EyWOTo6wtvb2+KYsPtt2LABjRs3RufOnU2WL168GD179oSrqyt+/PFHTJkyBWlpaXjxxRct7ovd2IiIiGwTHh6OMWPGoF27dujQoQNWrVqF9PR0jBs3DgAwevRo1KxZExEREXB2dkazZs1MHm8c8nX/ciIiovJC0aB7zpw5WLJkidVt/vrrrwd+nrt372LLli2YN29eoXUFl7Vu3Rrp6elYtmyZ1aCb3diIiIhsM2LECFy7dg3z589HUlISWrVqhd27d8vF1RISEqDRlIuOd0RERCWiaNA9Y8YMjB071uo2ISEhCAgIwNWrV02W5+bm4ubNmzaNxf7qq6+QkZGB0aNHF7ltx44d8cYbbyArKws6nc7sNjqdzuI6IiIiMjVt2jRMmzbN7Lro6Girj42MjCz9BhEREZUhRYNuX19f+Pr6FrldaGgobt++jdjYWLRtm1cBd//+/TAYDOjYsWORj9+wYQMGDRpk03PFxcWhatWqDKqJiIiIiIjogZWLMd2NGzdG3759MXHiRKxduxY5OTmYNm0aRo4cKVcuv3z5Mnr16oVPP/0UHTp0kB977tw5HDp0CLt27Sq032+//RbJycno1KkTnJ2dsXfvXrz99tt45ZVXitU+Y+E1FlQjIqL7Gc8NRRXppNLD8zIREVmixHm5XATdALB582ZMmzYNvXr1gkajweOPP473339fXp+Tk4MzZ84gIyPD5HEbN25ErVq10KdPn0L7dHJywurVq/Hyyy9DCIF69ephxYoVmDhxYrHadufOHQDguG4iIrLozp078PT0VLoZlQLPy0REVJSyPC9LgpfeH5jBYMCVK1fg7u4OSZJKtA9jMbZLly5xqpMi8FjZhsfJdjxWtuFxss39x0kIgTt37qBGjRosGFZGSuO8DPA9byseJ9vxWNmGx8k2PE62K3is3N3dy/y8XG4y3Wqm0WhQq1atUtkX5xe1HY+VbXicbMdjZRseJ9sUPE7McJet0jwvA3zP24rHyXY8VrbhcbINj5PtjMeqrM/LvOROREREREREZCcMuomIiIiIiIjshEG3Suh0OixYsIBTldmAx8o2PE6247GyDY+TbXicKg7+X9qGx8l2PFa24XGyDY+T7ZQ+ViykRkRERERERGQnzHQTERERERER2QmDbiIiIiIiIiI7YdBNREREREREZCcMuomIiIiIiIjshEG3SqxevRp16tSBs7MzOnbsiN9++03pJtnNwoULIUmSya1Ro0by+szMTEydOhXVqlWDm5sbHn/8cSQnJ5vsIyEhAf3794erqyv8/Pwwc+ZM5ObmmmwTHR2NNm3aQKfToV69eoiMjCyLl/dADh06hIEDB6JGjRqQJAk7d+40WS+EwPz581G9enW4uLigd+/eOHv2rMk2N2/exFNPPQUPDw94eXlhwoQJSEtLM9nm+PHj6Nq1K5ydnREYGIilS5cWasuXX36JRo0awdnZGc2bN8euXbtK/fWWVFHHaezYsYXeY3379jXZpjIcp4iICLRv3x7u7u7w8/PDkCFDcObMGZNtyvLzptbvOVuOU48ePQq9p55//nmTbSr6capsKtv/A8/N5vG8bDuem23Dc7NtKty5WZDitm7dKrRardi4caM4efKkmDhxovDy8hLJyclKN80uFixYIJo2bSoSExPl27Vr1+T1zz//vAgMDBRRUVHiyJEjolOnTqJz587y+tzcXNGsWTPRu3dvcfToUbFr1y7h4+Mj5s6dK2/zzz//CFdXVxEeHi5OnTolPvjgA+Hg4CB2795dpq+1uHbt2iVee+01sX37dgFA7Nixw2T9O++8Izw9PcXOnTvFsWPHxKBBg0RwcLC4e/euvE3fvn1Fy5YtxS+//CL+97//iXr16olRo0bJ61NSUoS/v7946qmnxIkTJ8Tnn38uXFxcxLp16+Rtfv75Z+Hg4CCWLl0qTp06JV5//XXh5OQk/vzzT7sfA1sUdZzGjBkj+vbta/Ieu3nzpsk2leE4hYWFiU2bNokTJ06IuLg48eijj4ratWuLtLQ0eZuy+ryp+XvOluPUvXt3MXHiRJP3VEpKiry+MhynyqQy/j/w3Gwez8u247nZNjw326ainZsZdKtAhw4dxNSpU+X7er1e1KhRQ0RERCjYKvtZsGCBaNmypdl1t2/fFk5OTuLLL7+Ul/31118CgIiJiRFC5H2pazQakZSUJG+zZs0a4eHhIbKysoQQQsyaNUs0bdrUZN8jRowQYWFhpfxq7Of+E5bBYBABAQFi2bJl8rLbt28LnU4nPv/8cyGEEKdOnRIAxO+//y5v88MPPwhJksTly5eFEEL85z//EVWrVpWPlRBCzJ49WzRs2FC+P3z4cNG/f3+T9nTs2FFMmjSpVF9jabB0Yh88eLDFx1TG4ySEEFevXhUAxMGDB4UQZft5K0/fc/cfJyHyTuwvvfSSxcdUxuNUkVXG/weem4vG87LteG62Hc/Ntinv52Z2L1dYdnY2YmNj0bt3b3mZRqNB7969ERMTo2DL7Ovs2bOoUaMGQkJC8NRTTyEhIQEAEBsbi5ycHJPj0ahRI9SuXVs+HjExMWjevDn8/f3lbcLCwpCamoqTJ0/K2xTch3Gb8nxM4+PjkZSUZPK6PD090bFjR5Nj4+XlhXbt2snb9O7dGxqNBr/++qu8Tbdu3aDVauVtwsLCcObMGdy6dUveprwfv+joaPj5+aFhw4aYPHkybty4Ia+rrMcpJSUFAODt7Q2g7D5v5e177v7jZLR582b4+PigWbNmmDt3LjIyMuR1lfE4VVSV+f+B5+bi4Xm5+HhuLoznZtuU93Ozo81bkl1cv34der3e5M0AAP7+/jh9+rRCrbKvjh07IjIyEg0bNkRiYiIWLVqErl274sSJE0hKSoJWq4WXl5fJY/z9/ZGUlAQASEpKMnu8jOusbZOamoq7d+/CxcXFTq/OfoyvzdzrKvi6/fz8TNY7OjrC29vbZJvg4OBC+zCuq1q1qsXjZ9yH2vXt2xdDhw5FcHAwzp8/j1dffRX9+vVDTEwMHBwcKuVxMhgMmD59Oh566CE0a9YMAMrs83br1q1y8z1n7jgBwJNPPomgoCDUqFEDx48fx+zZs3HmzBls374dQOU7ThVZZTwvAzw3lwTPy8XDc3NhPDfbpiKcmxl0U5nr16+f/HeLFi3QsWNHBAUF4Ysvvih3J1xSp5EjR8p/N2/eHC1atEDdunURHR2NXr16Kdgy5UydOhUnTpzATz/9pHRTVM3ScXruuefkv5s3b47q1aujV69eOH/+POrWrVvWzSQqdTw3k73x3FwYz822qQjnZnYvV5iPjw8cHBwKVSRMTk5GQECAQq0qW15eXmjQoAHOnTuHgIAAZGdn4/bt2ybbFDweAQEBZo+XcZ21bTw8PMrtjwfja7P2XgkICMDVq1dN1ufm5uLmzZulcvzK63syJCQEPj4+OHfuHIDKd5ymTZuG7777DgcOHECtWrXk5WX1eSsv33OWjpM5HTt2BACT91RlOU4VHf8f8vDcXDSelx8Mz808N9uiopybGXQrTKvVom3btoiKipKXGQwGREVFITQ0VMGWlZ20tDScP38e1atXR9u2beHk5GRyPM6cOYOEhAT5eISGhuLPP/80+WLeu3cvPDw80KRJE3mbgvswblOej2lwcDACAgJMXldqaip+/fVXk2Nz+/ZtxMbGytvs378fBoNB/iIKDQ3FoUOHkJOTI2+zd+9eNGzYEFWrVpW3qUjH799//8WNGzdQvXp1AJXnOAkhMG3aNOzYsQP79+8v1CWvrD5vav+eK+o4mRMXFwcAJu+pin6cKgv+P+ThubloPC8/GJ6beW62psKdm20uuUZ2s3XrVqHT6URkZKQ4deqUeO6554SXl5dJpb2KZMaMGSI6OlrEx8eLn3/+WfTu3Vv4+PiIq1evCiHypkmoXbu22L9/vzhy5IgIDQ0VoaGh8uON5f/79Okj4uLixO7du4Wvr6/Z8v8zZ84Uf/31l1i9erXqpyURQog7d+6Io0ePiqNHjwoAYsWKFeLo0aPi4sWLQoi8qUm8vLzE119/LY4fPy4GDx5sdmqS1q1bi19//VX89NNPon79+ibTbdy+fVv4+/uLZ555Rpw4cUJs3bpVuLq6Fppuw9HRUSxfvlz89ddfYsGCBaqabsPacbpz54545ZVXRExMjIiPjxf79u0Tbdq0EfXr1xeZmZnyPirDcZo8ebLw9PQU0dHRJtNpZGRkyNuU1edNzd9zRR2nc+fOicWLF4sjR46I+Ph48fXXX4uQkBDRrVs3eR+V4ThVJpXx/4HnZvN4XrYdz8224bnZNhXt3MygWyU++OADUbt2baHVakWHDh3EL7/8onST7GbEiBGievXqQqvVipo1a4oRI0aIc+fOyevv3r0rpkyZIqpWrSpcXV3FY489JhITE032ceHCBdGvXz/h4uIifHx8xIwZM0ROTo7JNgcOHBCtWrUSWq1WhISEiE2bNpXFy3sgBw4cEAAK3caMGSOEyJueZN68ecLf31/odDrRq1cvcebMGZN93LhxQ4waNUq4ubkJDw8PMW7cOHHnzh2TbY4dOya6dOkidDqdqFmzpnjnnXcKteWLL74QDRo0EFqtVjRt2lR8//33dnvdxWXtOGVkZIg+ffoIX19f4eTkJIKCgsTEiRMLfTFWhuNk7hgBMPkslOXnTa3fc0Udp4SEBNGtWzfh7e0tdDqdqFevnpg5c6bJXKBCVPzjVNlUtv8HnpvN43nZdjw324bnZttUtHOzlP+iiIiIiIiIiKiUcUw3ERERERERkZ0w6CYiIiIiIiKyEwbdRERERERERHbCoJuIiIiIiIjIThh0ExEREREREdkJg24iIiIiIiIiO2HQTURERERERGQnDLqJiIiIiIiI7IRBNxEREREREZGdMOgmqsDGjh0LSZLw/PPPF1o3depUSJKEsWPHlklbIiMj4eXlVSbPRUREpEY8LxNVTgy6iSq4wMBAbN26FXfv3pWXZWZmYsuWLahdu7aCLTMvOztb6SYQERHZDc/LRJUPg26iCq5NmzYIDAzE9u3b5WXbt29H7dq10bp1a3lZnTp1sGrVKpPHtmrVCgsXLpTv3759G88++yx8fX3h4eGBnj174tixY/L6Y8eO4eGHH4a7uzs8PDzQtm1bHDlyBNHR0Rg3bhxSUlIgSRIkSZL3W6dOHbzxxhsYPXo0PDw88NxzzwEAZs+ejQYNGsDV1RUhISGYN28ecnJyinwuIiIiNeN5majyYdBNVAmMHz8emzZtku9v3LgR48aNK/Z+hg0bhqtXr+KHH35AbGws2rRpg169euHmzZsAgKeeegq1atXC77//jtjYWMyZMwdOTk7o3LkzVq1aBQ8PDyQmJiIxMRGvvPKKvN/ly5ejZcuWOHr0KObNmwcAcHd3R2RkJE6dOoX33nsPH330EVauXCk/xtJzERERqR3Py0SVi6PSDSAi+3v66acxd+5cXLx4EQDw888/Y+vWrYiOjrZ5Hz/99BN+++03XL16FTqdDkDeSXnnzp346quv8NxzzyEhIQEzZ85Eo0aNAAD169eXH+/p6QlJkhAQEFBo3z179sSMGTNMlr3++uvy33Xq1MErr7yCrVu3YtasWQBg9bmIiIjUjOdlosqFQTdRJeDr64v+/fsjMjISQgj0798fPj4+xdrHsWPHkJaWhmrVqpksv3v3Ls6fPw8ACA8Px7PPPovPPvsMvXv3xrBhw1C3bt0i992uXbtCy7Zt24b3338f58+fR1paGnJzc+Hh4SGvL+lzERERKY3nZaLKhd3LiSqJ8ePHIzIyEp988gnGjx9faL1Go4EQwmRZwbFaaWlpqF69OuLi4kxuZ86cwcyZMwEACxcuxMmTJ9G/f3/s378fTZo0wY4dO4psW5UqVUzux8TE4KmnnsKjjz6K7777DkePHsVrr71mUsylpM9FRESkBjwvE1UezHQTVRJ9+/ZFdnY2JElCWFhYofW+vr5ITEyU76empiI+Pl6+36ZNGyQlJcHR0RF16tSx+DwNGjRAgwYN8PLLL2PUqFHYtGkTHnvsMWi1Wuj1epvaevjwYQQFBeG1116Tlxm74NnyXERERGrH8zJR5cFMN1El4eDggL/++gunTp2Cg4NDofU9e/bEZ599hv/973/4888/MWbMGJPtevfujdDQUAwZMgQ//vgjLly4gMOHD+O1117DkSNHcPfuXUybNg3R0dG4ePEifv75Z/z+++9o3LgxgLzxX2lpaYiKisL169eRkZFhsa3169dHQkICtm7divPnz+P99983uVpe1HMRERGpHc/LRJUHg26iSsTDw8Nk/FVBc+fORffu3TFgwAD0798fQ4YMMRmLJUkSdu3ahW7dumHcuHFo0KABRo4ciYsXL8Lf3x8ODg64ceMGRo8ejQYNGmD48OHo168fFi1aBADo3Lkznn/+eYwYMQK+vr5YunSpxXYOGjQIL7/8MqZNm4ZWrVrh8OHDcvVUAEU+FxERUXnA8zJR5SCJ+weLEBEREREREVGpYKabiIiIiIiIyE4YdBMRERERERHZCYNuIiIiIiIiIjth0E1ERERERERkJwy6iYiIiIiIiOyEQTcRERERERGRnTDoJiIiIiIiIrITBt1EREREREREdsKgm4iIiIiIiMhOGHQTERERERER2QmDbiIiIiIiIiI7YdBNREREREREZCcMuomIiIiIiIjshEE3ERERERERkZ0w6CYiIiIiIiKyEwbdRERERERERHbCoJuIiIiIiIjIThh0E1GZuHDhAiRJQmRkpNJNKWTp0qVo1KgRDAaD0k2xWadOnTBr1iylm0FERERERWDQXU5ERkZCkiSLt19++UXpJhbp8OHDWLhwIW7fvq10U6icOXXqFBYuXIgLFy6U+r5TU1OxZMkSzJ49GxrNva/EtLQ0LFiwAM2aNUOVKlVQrVo1tGrVCi+99BKuXLkiX0Sw5XbhwgVER0dbXD9y5EiMHTvWpn2NHTsWADB79mysXr0aSUlJpX5MiIhKG3/HqFdGRgYWLlyI6OjoMn/uS5cuYdGiRejQoQOqVq0KHx8f9OjRA/v27SvysRMnToQkSRgwYIBNz2XpPNuoUaNC2yYmJuK5555DcHAwXFxcULduXYSHh+PGjRvFfo1EAOCodAOoeBYvXozg4OBCy+vVq6dAa4rn8OHDWLRoEcaOHQsvLy+lm0PlyKlTp7Bo0SL06NEDderUKdV9b9y4Ebm5uRg1apS8LCcnB926dcPp06cxZswYvPDCC0hLS8PJkyexZcsWPPbYY2jfvj0+++wzk329++67+Pfff7Fy5UqT5b6+vvIFgxdffBHt27c3WV+nTh04ODigd+/e8rL4+HjMnz8fzz33HLp27Sovr1u3LgBg8ODB8PDwwH/+8x8sXry4VI4FEZG98XeM+mRkZGDRokUAgB49epTpc3/99ddYsmQJhgwZgjFjxiA3NxeffvopHnnkEWzcuBHjxo0z+7gjR44gMjISzs7OxXo+nU6Hjz/+2GSZp6enyf20tDSEhoYiPT0dU6ZMQWBgII4dO4YPP/wQBw4cQGxsrMlFeiJbMOguZ/r164d27dop3Qy7MxgMyM7OLvaXaUkIIZCZmQkXFxe7Pxepz6ZNmzBo0CCT99rOnTtx9OhRbN68GU8++aTJ9pmZmcjOzkaVKlXw9NNPm6zbunUrbt26VWh5QV27dsUTTzxhdl1oaKj895EjRzB//nyEhoaa3Z9Go8ETTzyBTz/9FIsWLYIkSTa9XiIiJfF3DBX08MMPIyEhAT4+PvKy559/Hq1atcL8+fPNBt1CCLz44osYPXo0oqKiivV8jo6OVs/RAPDNN9/g4sWL+O6779C/f395ube3NxYvXoxjx46hdevWxXpeIl6mqYC2bt2Ktm3bwt3dHR4eHmjevDnee+89eb2xi9ehQ4cwadIkVKtWDR4eHhg9ejRu3bpVaH8//PADunbtiipVqsDd3R39+/fHyZMnC213+vRpDB8+HL6+vnBxcUHDhg3x2muvAQAWLlyImTNnAgCCg4NNut0CgCRJmDZtGjZv3oymTZtCp9Nh9+7dAICjR4+iX79+8PDwgJubG3r16mW2G9rx48fRvXt3uLi4oFatWnjzzTexadMmk+cB8rKKAwYMwJ49e9CuXTu4uLhg3bp1APICsJ49e8LPzw86nQ5NmjTBmjVrCj2XcR/R0dHyPpo3by53zdq+fTuaN28OZ2dntG3bFkePHi3U1rFjxyIkJATOzs4ICAjA+PHjbe62lJmZiYULF6JBgwZwdnZG9erVMXToUJw/f17eJj09HTNmzEBgYCB0Oh0aNmyI5cuXQwhhsi/jsf/yyy/RpEkTuLi4IDQ0FH/++ScAYN26dahXrx6cnZ3Ro0ePQl28e/TogWbNmiE2NhadO3eGi4sLgoODsXbtWptey+nTp/HEE0/A29sbzs7OaNeuHb755ht5fWRkJIYNGwYg7+RsfO8U7Ab3n//8R37f1KhRA1OnTrWp+198fDyOHz9ukmEGIB/Hhx56qNBjnJ2d4eHhYdNrs7dHHnkEFy9eRFxcnNJNISIqNZX1d4w5BoMBq1atQtOmTeHs7Ax/f39MmjSp0Os0/i756aef0KFDBzg7OyMkJASffvqp1f1fuHABvr6+ACBfwJUkCQsXLrSpfQ+qadOmJgE3kJeNfvTRR/Hvv//izp07hR7z2Wef4cSJE3jrrbdK9Jx6vR6pqakW1xvX+fv7myyvXr06ABSZpElKSsK4ceNQq1Yt6HQ6VK9eHYMHD7bLEDkqP5jpLmdSUlJw/fp1k2WSJKFatWoAgL1792LUqFHo1asXlixZAgD466+/8PPPP+Oll14yedy0adPg5eWFhQsX4syZM1izZg0uXrwojz0F8r7YxowZg7CwMCxZsgQZGRlYs2YNunTpgqNHj8pdfY8fP46uXbvCyckJzz33HOrUqYPz58/j22+/xVtvvYWhQ4fi77//xueff46VK1fKX7DGL3oA2L9/P7744gtMmzYNPj4+qFOnDk6ePImuXbvCw8MDs2bNgpOTE9atW4cePXrg4MGD6NixIwDg8uXLckA2d+5cVKlSBR9//DF0Op3Z43jmzBmMGjUKkyZNwsSJE9GwYUMAwJo1a9C0aVMMGjQIjo6O+PbbbzFlyhQYDAZMnTrVZB/nzp3Dk08+iUmTJuHpp5/G8uXLMXDgQKxduxavvvoqpkyZAgCIiIjA8OHDcebMGbk70t69e/HPP/9g3LhxCAgIwMmTJ7F+/XqcPHkSv/zyi9WspV6vx4ABAxAVFYWRI0fipZdewp07d7B3716cOHECdevWhRACgwYNwoEDBzBhwgS0atUKe/bswcyZM3H58uVC3Z//97//4ZtvvpFfY0REBAYMGIBZs2bhP//5D6ZMmYJbt25h6dKlGD9+PPbv32/y+Fu3buHRRx/F8OHDMWrUKHzxxReYPHkytFotxo8fb/G1nDx5Eg899BBq1qyJOXPmoEqVKvjiiy8wZMgQ/Pe//8Vjjz2Gbt264cUXX8T777+PV199FY0bNwYA+d+FCxdi0aJF6N27NyZPniy/l3///Xf8/PPPcHJysvj8hw8fBgC0adPGZHlQUBAA4NNPP8Xrr79eqlnkO3fuFPoMe3t7l6irWtu2bQEAP//8M6+6E1G5wN8x5n/HWDJp0iRERkZi3LhxePHFFxEfH48PP/wQR48eLXSOO3fuHJ544glMmDABY8aMwcaNGzF27Fi0bdsWTZs2Nbt/X19frFmzBpMnT8Zjjz2GoUOHAgBatGhhsU0GgwE3b9602m4jT09Pq+dhS5KSkuDq6gpXV1eT5Xfu3MHs2bPx6quvIiAgoNj7zcjIgIeHBzIyMlC1alWMGjUKS5YsgZubm7xNt27doNFo8NJLL+Hdd99FrVq1cPz4cbz11lsYMmSI2THgBT3++OM4efIkXnjhBdSpUwdXr17F3r17kZCQUOpD5KgcEVQubNq0SQAwe9PpdPJ2L730kvDw8BC5ublF7qtt27YiOztbXr506VIBQHz99ddCCCHu3LkjvLy8xMSJE00en5SUJDw9PU2Wd+vWTbi7u4uLFy+abGswGOS/ly1bJgCI+Pj4Qm0CIDQajTh58qTJ8iFDhgitVivOnz8vL7ty5Ypwd3cX3bp1k5e98MILQpIkcfToUXnZjRs3hLe3d6HnDAoKEgDE7t27C7UjIyOj0LKwsDAREhJissy4j8OHD8vL9uzZIwAIFxcXk+Owbt06AUAcOHDA6vN8/vnnAoA4dOhQoXUFbdy4UQAQK1asKLTOeLx37twpAIg333zTZP0TTzwhJEkS586dk5cZ30MFj5GxzQEBASI1NVVePnfu3ELHs3v37gKAePfdd+VlWVlZolWrVsLPz09+j8XHxwsAYtOmTfJ2vXr1Es2bNxeZmZkmr6Fz586ifv368rIvv/yy0DEUQoirV68KrVYr+vTpI/R6vbz8ww8/FADExo0bzR1C2euvvy4AiDt37pgsz8jIEA0bNhQARFBQkBg7dqzYsGGDSE5Otrq//v37i6CgILPrDhw4YPEzbO4z8fvvvxc6XuZotVoxefJkq9sQESmNv2Os/44x53//+58AIDZv3myyfPfu3YWWG3+XFPwNcfXqVaHT6cSMGTOsPs+1a9cEALFgwQKr2xkZz+e23O4/b9vi7NmzwtnZWTzzzDOF1r3yyisiODhY/t0QFBQk+vfvb9N+58yZI2bPni22bdsmPv/8czFmzBgBQDz00EMiJyfHZNuPP/5YeHl5mbyWMWPGFNrufrdu3RIAxLJly2x8tVRZsHt5ObN69Wrs3bvX5PbDDz/I6728vJCeno69e/cWua/nnnvO5Orj5MmT4ejoiF27dgHIu9p8+/ZtjBo1CtevX5dvDg4O6NixIw4cOAAAuHbtGg4dOoTx48ejdu3aJs9RnAxh9+7d0aRJE/m+Xq/Hjz/+iCFDhiAkJEReXr16dTz55JP46aef5C5Au3fvRmhoKFq1aiVv5+3tjaeeesrscwUHByMsLKzQ8oJdhoxX47t3745//vkHKSkpJts2adLEZAyu8Wp1z549TY6Dcfk///xj9nkyMzNx/fp1dOrUCQDwxx9/mG2z0X//+1/4+PjghRdeKLTOeLx37doFBwcHvPjiiybrZ8yYASGEyXsGAHr16mVy9dXY5scffxzu7u5WXwuQN0Zq0qRJ8n2tVotJkybh6tWriI2NNfs6bt68if3792P48OFy9vf69eu4ceMGwsLCcPbsWVy+fNnqsdi3bx+ys7Mxffp0k0zxxIkT4eHhge+//97q42/cuAFHR0eTK9xA3v/Pr7/+KncljIyMxIQJE1C9enW88MILyMrKsrpfa+bPn1/oM1ySq/VGVatWLZQ1IiJSK/6OMf87xpwvv/wSnp6eeOSRR0za37ZtW7i5ucntN2rSpIlJ4U1fX180bNiw0Dn7QQUEBBT6P7R0a9myZbH2nZGRgWHDhsHFxQXvvPOOybq///4b7733HpYtW2axJ6M1EREReOeddzB8+HCMHDkSkZGReOutt/Dzzz/jq6++Mtm2Zs2a6NChA1atWoUdO3YgPDwcmzdvxpw5c6w+h4uLC7RaLaKjo80OdaDKi93Ly5kOHTpYLUAyZcoUfPHFF+jXrx9q1qyJPn36YPjw4ejbt2+hbevXr29y383NDdWrV5fHnJw9exZAXhBpjnFcq/HLvFmzZsV+PQXdX8302rVryMjIkLt+F9S4cWMYDAZcunQJTZs2xcWLF00CYCNL1VDNVU4F8rrpLliwADExMcjIyDBZl5KSYlLh8v4Ts3FdYGCg2eUFv3xv3ryJRYsWYevWrbh69Wqh57Hm/PnzaNiwIRwdLX98L168iBo1apgEzMC9LtkXL140Wf4grwUAatSogSpVqpgsa9CgAYC88WLGCwoFnTt3DkIIzJs3D/PmzTP7Oq5evYqaNWuaXVfwddz/HtFqtQgJCSn0OovD09MTS5cuxdKlS3Hx4kVERUVh+fLl+PDDD+Hp6Yk333yzRPtt3rx5oTHkD0IIwSJqRFRu8HdMnvt/x5hz9uxZpKSkwM/Pz+z6+38/3H8uB/IuzJZ28Ofs7Fyq5zEjvV6PkSNH4tSpU/jhhx9Qo0YNk/UvvfQSOnfujMcff7zUnvPll1/GvHnzsG/fPowcORJA3m/BAQMG4JdffpHfq0OGDIGHhwcWLVqE8ePHm1xcKUin02HJkiWYMWMG/P390alTJwwYMACjR49+oAvsVP4x6K5g/Pz8EBcXhz179uCHH37ADz/8gE2bNmH06NH45JNPirUvg8EAIG88lLkvCmtBX0mUZfVwc891/vx59OrVC40aNcKKFSsQGBgIrVaLXbt2YeXKlfLxMHJwcDC7b0vLRYECZsOHD8fhw4cxc+ZMtGrVCm5ubjAYDOjbt2+h5ykLD/JaSsr4Ol955RWzvQ4A+08hU61aNeTm5uLOnTuFLlAUFBQUhPHjx+Oxxx5DSEgINm/eXOKgu7Tdvn27UBEaIqLyir9j7jEYDPDz88PmzZvNri84nhyw7zm7IL1ej2vXrtm0rbe3N7RarU3bTpw4Ed999x02b95c6ELJ/v37sXv3bmzfvt2kIFlubi7u3r2LCxcuwNvbu9iFTl1cXFCtWjWTMerr1q2Dv79/oYtDgwYNwsKFC3H48GGLQTcATJ8+HQMHDsTOnTuxZ88ezJs3DxEREdi/fz/rr1RiDLorIK1Wi4EDB2LgwIEwGAyYMmUK1q1bh3nz5pkEMWfPnsXDDz8s309LS0NiYiIeffRRAPfmA/bz87N6RdPYZerEiRNW21XcbJyvry9cXV1x5syZQutOnz4NjUYjZ2KDgoJw7ty5QtuZW2bJt99+i6ysLHzzzTcmV4vv7771oG7duoWoqCgsWrQI8+fPl5cbr8gXpW7duvj111+Rk5NjsThJUFAQ9u3bVyiYPH36tLy+NF25cgXp6ekm2e6///4bACwWDTG+b5ycnIq8Ym7pvWN8HWfOnDHpupednY34+Pgi92sshhIfH2+1aIxR1apVUbdu3SLf62Xl8uXLyM7OlnswEBFVBJXxd4w5devWxb59+/DQQw/ZNTFR3Nd16dIliz0G73fgwAGb5v6eOXMmNm3ahFWrVmHUqFGF1ickJACAXOitoMuXLyM4OBgrV67E9OnTbWqXkXF4W8ELGMnJydDr9YW2zcnJAZAX6Belbt26mDFjBmbMmIGzZ8+iVatWePfdd/F///d/xWofVRwc013B3D/llEajkYOJ+8ehrl+/Xv4CAfIqd+fm5qJfv34AgLCwMHh4eODtt9822c7IeJXT19cX3bp1w8aNG+UvRaOCV1eNAZktUzkBeVds+/Tpg6+//trkqmZycjK2bNmCLl26yFc0w8LCEBMTYzJ10s2bNy1eHbb0fPe3OSUlBZs2bbJ5HyV9HgBYtWqVTY9//PHHcf36dXz44YeF1hn3+eijj0Kv1xfaZuXKlZAkSf4/Li25ubnytGtAXtC7bt06+Pr6yhW27+fn54cePXpg3bp1SExMLLS+4FV0S++d3r17Q6vV4v333zc5nhs2bEBKSorJ/JrmGIckHDlyxGT5sWPHzI6TvnjxIk6dOmW2q6ASjOPlO3furHBLiIhKR2X9HWPO8OHDodfr8cYbbxRal5uba3M7imKsEG7r/kp7TPeyZcuwfPlyvPrqq4Uq1Bv17NkTO3bsKHTz9fVFu3btsGPHDgwcOFDe/vz58ybTqGZmZpqdfuyNN96AEMJk+EKDBg2QnJxsMjUpAHz++ecAYDVbnZGRgczMTJNldevWhbu7+wPVg6Hyj5nucuaHH36Qs5UFde7cGSEhIXj22Wdx8+ZN9OzZE7Vq1cLFixfxwQcfoFWrVoWyYdnZ2ejVq5c8ndV//vMfdOnSBYMGDQKQN9ZpzZo1eOaZZ9CmTRuMHDkSvr6+SEhIwPfff4+HHnpIDuref/99dOnSBW3atMFzzz2H4OBgXLhwAd9//70cCBuDr9deew0jR46Ek5MTBg4cWGgscEFvvvkm9u7diy5dumDKlClwdHTEunXrkJWVhaVLl8rbzZo1C//3f/+HRx55BC+88II8ZVjt2rVx8+ZNm67i9unTR766PmnSJKSlpeGjjz6Cn5+f2aCwpDw8PNCtWzcsXboUOTk5qFmzJn788UfEx8fb9PjRo0fj008/RXh4OH777Td07doV6enp2LdvH6ZMmYLBgwdj4MCBePjhh/Haa6/hwoULaNmyJX788Ud8/fXXmD59unz1v7TUqFEDS5YswYULF9CgQQNs27YNcXFxWL9+vdWpQlavXo0uXbqgefPmmDhxIkJCQpCcnIyYmBj8+++/OHbsGACgVatWcHBwwJIlS5CSkgKdTifPpz537lwsWrQIffv2xaBBg+T3cvv27fH0009bbXdISAiaNWuGffv2mUxttnfvXixYsACDBg1Cp06d4Obmhn/++QcbN25EVlZWmc1fWpS9e/eidu3a7K5GROUGf8eY/x1jTvfu3TFp0iREREQgLi4Offr0gZOTE86ePYsvv/wS7733Hp544gmbj70lLi4uaNKkCbZt24YGDRrA29sbzZo1szjGvTTHdO/YsQOzZs1C/fr10bhx40KZ4EceeQT+/v6oXbu22THr06dPh7+/P4YMGWKyvFevXgAgX+xISkpC69atMWrUKLmX2549e7Br1y707dsXgwcPlh87bdo0bNq0CQMHDsQLL7yAoKAgHDx4EJ9//jkeeeQRq9O8/f333/J7skmTJnB0dMSOHTuQnJwsjxmnSkqRmulUbNam2kCBaYW++uor0adPH+Hn5ye0Wq2oXbu2mDRpkkhMTCy0r4MHD4rnnntOVK1aVbi5uYmnnnpK3Lhxo9BzHzhwQISFhQlPT0/h7Ows6tatK8aOHSuOHDlist2JEyfEY489Jry8vISzs7No2LChmDdvnsk2b7zxhqhZs6bQaDQm024AEFOnTjX72v/44w8RFhYm3NzchKurq3j44YdNpuoyOnr0qOjatavQ6XSiVq1aIiIiQrz//vsCgEhKSpK3sza9xDfffCNatGghnJ2dRZ06dcSSJUvkKbrun3bM3D7MvQ7j1BoFp4/4999/5WPl6ekphg0bJq5cuWLzlB0ZGRnitddeE8HBwcLJyUkEBASIJ554wmRKkjt37oiXX35Z1KhRQzg5OYn69euLZcuWmUx/Upw2C3Fv2qsvv/xSXta9e3fRtGlTceTIEREaGiqcnZ1FUFCQ+PDDD83u8/4psM6fPy9Gjx4tAgIChJOTk6hZs6YYMGCA+Oqrr0y2++ijj0RISIhwcHAoNA3Jhx9+KBo1aiScnJyEv7+/mDx5srh161aRx1EIIVasWCHc3NxMpnH7559/xPz580WnTp2En5+fcHR0FL6+vqJ///5i//79Fvdly5RhBY+dNUVNGabX60X16tXF66+/btP+iIiUxN8xRf+OsWT9+vWibdu2wsXFRbi7u4vmzZuLWbNmiStXrsjbWPpd0r17d9G9e/cin+Pw4cOibdu2QqvVFmv6sAe1YMGCB5pyzNLrDgoKMjkf37p1Szz99NOiXr16wtXVVeh0OtG0aVPx9ttvm0w7Z3T69GnxxBNPiMDAQOHk5CSCgoLEK6+8ItLT06225/r162Lq1KmiUaNGokqVKsLT01N07NhRfPHFFzYdD6q4JCFKuboCqV5kZCTGjRuH33//3WoF0Ypg+vTpWLduHdLS0iwWGKEH06NHD1y/fl0145yLKyUlBSEhIVi6dCkmTJigdHNstnPnTjz55JM4f/48qlevrnRziIjKTGX6HUNEFQPHdFOFcffuXZP7N27cwGeffYYuXbow4CaLPD09MWvWLCxbtkyRyvEltWTJEkybNo0BNxEREZHKcUw3VRihoaHo0aMHGjdujOTkZGzYsAGpqakW54AmMpo9ezZmz56tdDOKJSYmRukmEBEREZENGHRThfHoo4/iq6++wvr16yFJEtq0aYMNGzagW7duSjeNiIiIiIgqqQo1pnvNmjVYs2aNXKmwadOmmD9/vtXpkb788kvMmzcPFy5cQP369bFkyRJ5fkciIiIiIiKiB1GhxnTXqlUL77zzDmJjY3HkyBH07NkTgwcPxsmTJ81uf/jwYYwaNQoTJkzA0aNHMWTIEAwZMqTcFoQiIiIiIiIidalQmW5zvL29sWzZMrNViUeMGIH09HR899138rJOnTqhVatWWLt2bVk2k4iIiIiIiCqgCjumW6/X48svv0R6ejpCQ0PNbhMTE4Pw8HCTZWFhYdi5c6fVfWdlZSErK0u+bzAYcPPmTVSrVg2SJD1w24mI1EYIgTt37qBGjRrQaEqnk1RmZiays7OL3E6r1cLZ2blUnpMqB4PBgCtXrsDd3Z3nZSIiMmGP3zRFqXBB959//onQ0FBkZmbCzc0NO3bsQJMmTcxum5SUBH9/f5Nl/v7+SEpKsvocERERWLRoUam1mYiovLh06RJq1ar1wPvJzMxEcJAbkq7qi9w2ICAA8fHxDLzJZleuXEFgYKDSzSAiIhUrrd80tqhwQXfDhg0RFxeHlJQUfPXVVxgzZgwOHjxoMfAuiblz55pkyFNSUlC7dm101QyEo+RUas9TWoRBxSMIhMrnRZbUW/ZA0jB7UxKq/jyoWK7IwU/4Du7u7qWyv+zsbCRd1SM+Ngge7pY/Z6l3DAhuexHZ2dkMuslmxvfppUuX4OHhoXBriIhITVJTUxEYGFhqv2lsUeGCbq1Wi3r16gEA2rZti99//x3vvfce1q1bV2jbgIAAJCcnmyxLTk5GQECA1efQ6XTQ6XSFljtKTuoMuiU1BxkMukuKXSZLRt2fB5UTpf++q+KWd7NEz/8uKgHj+9TDw4NBNxERmVWWv6UrXNB9P4PBYDL+uqDQ0FBERUVh+vTp8rK9e/daHANeFKHXQ6gwSJMcHJRughVqbpvKs6IqfK8ZCX3RXYaVou7PA1Tb+0MSEmCH/9Zc6JELy5+zXLVfmCMiIiIqQoUKuufOnYt+/fqhdu3auHPnDrZs2YLo6Gjs2bMHADB69GjUrFkTERERAICXXnoJ3bt3x7vvvov+/ftj69atOHLkCNavX6/kyyAiqjT0QkBvZRINa+uIiIiIyoMKFXRfvXoVo0ePRmJiIjw9PdGiRQvs2bMHjzzyCAAgISHBpEJd586dsWXLFrz++ut49dVXUb9+fezcuRPNmjUrWQMkjaqzj6qk8uMlaVScZVNpRhRQeTZZxcetMjJAwGAl021tHREREVF5UKGC7g0bNlhdHx0dXWjZsGHDMGzYMDu1iIiIrDFAQM+gm4iIiCqwChV0K04YoM7CYCrOOlLJqbiXgMjNUboJ5ZdK/1+Fnbp5M9NNREREFR2DbiIiUkyOEMixEtBbW0ekVheup0MACPaponRTiIhIBRh0lyLJwQGSpL6ssqorcNujHHIpUvPYZDXP063GKv7lhlrHnNupXfoiupdbW0ekRrl6A4b852cYDAJHXn8EWkd+HxIRVXYMuomISDF6YX0ubs7TTeVNerYetzPyhtikZ+VC66hVuEVERKQ0Bt1ERKSYoiphqDTvT2RRVq6+wN98BxMREYPuUiUMAkJSX1pGzV2kVduVNp+aC4Kp7512j5rfc+oebgHVFlIDNHZ50+UKCTnC8lCJXCvriNQoK+feea1gAE5ERJUXg24iIlKMHhL0sBxYW1tHpEYFs9uZOeq+sExERGWDQXclIPS80l5iqs06qjubrGaShj+CS0ISkl3qHjLoporGtHs5z79ERMSgm4iIFGQQEgxWupBbW0ekRgUz3RzTTUREAIPu0iWKKgmkDDVnRFU/vpYqHhX3XgCg+joHpY2ZbqpoTMZ0s3s5EREBUPmvTyIiqshyhQNyrNxyRckuGq5evRp16tSBs7MzOnbsiN9++83ith999BG6du2KqlWromrVqujdu3eh7YUQmD9/PqpXrw4XFxf07t0bZ8+eLVHbqGJj93IiIrofM92lSHJwgCSpL6us6myy2rN6Ks6KShr1ZgBZR6Dk1Pp5FcI+7bJHpnvbtm0IDw/H2rVr0bFjR6xatQphYWE4c+YM/Pz8Cm0fHR2NUaNGoXPnznB2dsaSJUvQp08fnDx5EjVr1gQALF26FO+//z4++eQTBAcHY968eQgLC8OpU6fg7Oxc7DZSxcXu5UREdD/1RhRERFTh6YWmyFtxrVixAhMnTsS4cePQpEkTrF27Fq6urti4caPZ7Tdv3owpU6agVatWaNSoET7++GMYDAZERUUByLvgsGrVKrz++usYPHgwWrRogU8//RRXrlzBzp07H+TlUwVkGnTzAiQRETHTXaqEXg+hwsyo5OikdBMsU3uRJBX+fxqpOZus5rZRCdmpV4oBEgxWrv8aijk5eHZ2NmJjYzF37lx5mUajQe/evRETE2PTPjIyMpCTkwNvb28AQHx8PJKSktC7d295G09PT3Ts2BExMTEYOXJksdpIFVt2Lsd0ExGRKQbdRESkGFu7l6emppos1+l00Ol0hba/fv069Ho9/P39TZb7+/vj9OnTNrVp9uzZqFGjhhxkJyUlyfu4f5/GdURGpmO6GXQTERGD7lKl1jHdqqbiTDIAVY85V+vYX0DdFfPVrrL1EjAWTLO8Pu/fwMBAk+ULFizAwoULS70977zzDrZu3Yro6GiO1aYSMalezu7lREQEBt1ERKQgAzTQ29C9/NKlS/Dw8JCXm8tyA4CPjw8cHByQnJxssjw5ORkBAQFW27J8+XK888472LdvH1q0aCEvNz4uOTkZ1atXN9lnq1atrO6TKp8sdi8nIqL7MOguRWod0w1JvRlRNWeSAXWPh5c0Kj52avwcGKn8PVfZFFUsTZ9fNd3Dw8Mk6LZEq9Wibdu2iIqKwpAhQwBALoo2bdo0i49bunQp3nrrLezZswft2rUzWRccHIyAgABERUXJQXZqaip+/fVXTJ48ucg2UeVSMLudyUw3ERGBQTcRESnIAE2pFlIDgPDwcIwZMwbt2rVDhw4dsGrVKqSnp2PcuHEAgNGjR6NmzZqIiIgAACxZsgTz58/Hli1bUKdOHXmctpubG9zc3CBJEqZPn44333wT9evXl6cMq1GjhhzYExkx001ERPdj0E1ERIrRCwl6K7MYWFtnyYgRI3Dt2jXMnz8fSUlJaNWqFXbv3i0XQktISIBGcy/QX7NmDbKzs/HEE0+Y7KfguPFZs2YhPT0dzz33HG7fvo0uXbpg9+7dHPdNhZiO6WbQTUREDLpLlVoLqbHg1gNQcVdkNXd9V3MxMLW/59T7edWgBEnnIuUIxyIKqZVsWsFp06ZZ7E4eHR1tcv/ChQtF7k+SJCxevBiLFy8uUXuo8jCtXq7e70IiIio7DLqJiEgx+iIKqentEekT2ZFJ93JmuomICAy6S5VaC6mpPbOnZmrO2Kq6WJmKqTeTXDkZYL0LOUMWKm84ppuIiO7HoJuIiBRTdCE1Xlyi8iUrh93Lt4fKeAAAirlJREFUiYjIVIUKuiMiIrB9+3acPn0aLi4u6Ny5M5YsWYKGDRtafExkZKRc0dZIp9MhMzOz2M+v1jHdVHJq7iUgcnOUboJlzMKTjXKEAxytjulmzwQqX9i9nIiI7lehfhkfPHgQU6dOxS+//IK9e/ciJycHffr0QXp6utXHeXh4IDExUb5dvHixjFpMRFS5GefptnYjKk9MC6kx6CYiogqW6d69e7fJ/cjISPj5+SE2NhbdunWz+DhJkhAQEPDAz6/WMd3MOj4AFVcv5/8rVQRFF1Lj+5zKF9NMN7uXExFRBct03y8lJQUA4O3tbXW7tLQ0BAUFITAwEIMHD8bJkyetbp+VlYXU1FSTGxERFZ9BSEXeSN1Wr16NOnXqwNnZGR07dsRvv/1mcduTJ0/i8ccfR506dSBJElatWlVom4ULF0KSJJNbo0aN7PgKSpfJPN0spEZERKhgme6CDAYDpk+fjoceegjNmjWzuF3Dhg2xceNGtGjRAikpKVi+fDk6d+6MkydPolatWmYfExERgUWLFhVartYx3Wqu1qzmMdMAIJikoLKm1t4VdmqXoYhMNwupqdu2bdsQHh6OtWvXomPHjli1ahXCwsJw5swZ+Pn5Fdo+IyMDISEhGDZsGF5++WWL+23atCn27dsn33d0LD8/VwpmtzOZ6SYiIlTgTPfUqVNx4sQJbN261ep2oaGhGD16NFq1aoXu3btj+/bt8PX1xbp16yw+Zu7cuUhJSZFvly5dKu3mExFVCjnCocgbqdeKFSswceJEjBs3Dk2aNMHatWvh6uqKjRs3mt2+ffv2WLZsGUaOHAmdTmdxv46OjggICJBvPj4+9noJpS5bz0w3ERGZKj+Xjoth2rRp+O6773Do0CGL2WpLnJyc0Lp1a5w7d87iNjqdzuyPBY7pLj5Vz4MNdWfiJQ273ZaE2t9zla13hUFoYLBSLM3aOlJWdnY2YmNjMXfuXHmZRqNB7969ERMT80D7Pnv2LGrUqAFnZ2eEhoYiIiICtWvXtrh9VlYWsrKy5PtKDvsy6V7OQmpERIQKlukWQmDatGnYsWMH9u/fj+Dg4GLvQ6/X488//0T16tXt0EIiIipID0APycqN1Or69evQ6/Xw9/c3We7v74+kpKQS77djx46IjIzE7t27sWbNGsTHx6Nr1664c+eOxcdERETA09NTvgUGBpb4+R8UC6kREdH9KlSme+rUqdiyZQu+/vpruLu7yyd9T09PuLi4AABGjx6NmjVrIiIiAgCwePFidOrUCfXq1cPt27exbNkyXLx4Ec8++2yxn19ydIIkOZXeC6oEVJ91VPNc2I4qfq+pdVxyOaDW3hWSMMAeETAz3XS/fv36yX+3aNECHTt2RFBQEL744gtMmDDB7GPmzp2L8PBw+X5qaqpigff9U4YJISBJ7JlERFSZVaige82aNQCAHj16mCzftGkTxo4dCwBISEiARnPvR9ytW7cwceJEJCUloWrVqmjbti0OHz6MJk2alFWziYgqraLm4uY83erl4+MDBwcHJCcnmyxPTk4ulWk4jby8vNCgQYMSDfsqa0IIk0y3EECOXkDryKCbiKgyq1BBtxBFV+mOjo42ub9y5UqsXLnSTi0iIiJrcosolpbLXhOqpdVq0bZtW0RFRWHIkCEA8mYOiYqKwrRp00rtedLS0nD+/Hk888wzpbZPe8nRC9z/UyQrVw+tIy8eERFVZhUq6FaaagupqZhau9LKVDxHsJq75rPIG9mqqLm4OU+3uoWHh2PMmDFo164dOnTogFWrViE9PR3jxo0DUHhIV3Z2Nk6dOiX/ffnyZcTFxcHNzQ316tUDALzyyisYOHAggoKCcOXKFSxYsAAODg4YNWqUMi+yGMyN4c7KNcBdgbYQEZF6MOgmIiLF6IuYp9vaOlLeiBEjcO3aNcyfPx9JSUlo1aoVdu/eLRdXu39I15UrV9C6dWv5/vLly7F8+XJ0795d7on277//YtSoUbhx4wZ8fX3RpUsX/PLLL/D19S3T11YSBbuWax01yM41sII5EREx6C5NkkZSZbEUYSi6271iVN51lMeuZIRBxYGSio8bUA56f5QyZrrLv2nTplnsTn7/kK46deoUORRs69atpdW0MmcMsLWOGjgbg+4c9fZKIiKissGgm4iIFGOABgYr2Wxr64jUxhhg6xw10Dk5AJm5zHQTERGD7tIkDAJCUnFmVIVUnUmGuscmqzqbTCWm1s+ELYUqSyLHoIHGyns5h+9zKkeMAbbO0QG6/OJpmcx0ExFVegy6iYhIMaKIeboFpwyjcuRe0K2Rg25muomIiEF3KVLrmG41U/34VRVXo5cc1Ns26NX7I1PNVd8BqHbMuSQkwA6HTg8Jelj+3rS2jkht5O7lThroHPPObwy6iYiIQTcRESnGIKwXS1Npb3sis+RCag4a6JzyM93sXk5EVOkx6K4EVJ3ZU3EmOY96j53IylS6CRZJjk5KN8EiNY/Tz6PO3h+SMNjl42Aoonu5tXVEaiN3L3dyYPdyIiKSMegmIiLF5AgNJCuBdQ6DbipHsnLvVS93dmL3ciIiysOguzRJGlVmbjVadWbOAKjyeBWk5l4CGq1W6SZYpuKx+iInV+kmWKX+THzpYqa7bIwfP75EjxsyZAgGDRpUyq2puLLNFlJT73mEiIjKBoNuIiJSjAGS9THdLKRWKoKCgkr0OC8vr9JtSAVnOmVYfqY7h5luIqLKTpGge+jQocV+zNq1a+Hn52eH1hARkVIEJKuBtWDQXSoWLFigdBMqBdPq5RzTTUREeRQJunfu3Inhw4fDxcXFpu23bNmCtLQ09QfdwgBAjSdX9Xb1Vev0SDIVt08Y1NvtVuRkKd0Ei9Q+TZ1QabluIezTrlyDAySD5f+TXCvrqHh69uyJ7du3M3ttRybzdDuxezkREeVRrHv5+++/b3MQ/dVXX9m5NUREpASDKKJ7uZV1VDzR0dHIzs5WuhkVmtnu5cx0ExFVeooE3QcOHIC3t7fN2//www+oWbOmHVtUOoRBQEjqy1IJg3oLR6m9aJTas6JqJWnUWy5CrZlkI7UW7xPCPu0yFNG9nGO6qTwpWL3c2L08k/N0ExFVeor8Mu7evXuxtu/SpYudWkJEREpiprtsnTp1CklJSVa3adGiRRm1puIxFk3LG9PNTDcREeVRPB3Vs2dPdO/evVCRl1u3buHxxx/H/v37FWpZxaHmbDIzyQ9AzdOtqfk9B5VnnVQaZEpCgj0OHYPustWrVy+z4/MlSYIQApIkQa/S3hblgUn3cuOYblYvJyKq9BQPuqOjo/Hnn3/i6NGj2Lx5M6pUqQIAyM7OxsGDBxVuHRER2VOuQQPJSlHAXBUXDCyPfv31V/j6+irdjArLXPdyFlIjIiLFg24A2LdvHyZNmoROnTrh22+/RZ06dZRuUolIDg6QJBVmblVcgZtKTuTmKN0Ei9Tcg8Gg8kJSGq1W6SaYJQmDXTLdAtbHbat7BH75U7t2bfXPBFKOFaxe7uzE7uVERJRHFSmE6tWr4+DBg2jevDnat2+P6OhopZtERERlwNi93NqNqLy4N6bbgfN0ExGRTPFMtyTl/aDS6XTYsmUL3nzzTfTt2xezZ89WuGUloNJ5utVcrVmNHQMKUvOxUzNDjnor5mt0zko3wbpK1jOFY7rLTvfu3aFVaU+KisK0e3l+ppvVy4mIKj3Fg+77C7q8/vrraNy4McaMGaNQi4iIqKww6C47gYGBcCgw9OPYsWNo0qQJnJycFGxVxVKwezkz3UREZKR40B0fHw8fHx+TZY8//jgaNmyI2NhYhVpVQpJGlRWl1ZxNVnNGFFD32GRJp1O6CRZJZqojq4bKey+otXeFuYrXpUFfRCE1fQkLqa1evRrLli1DUlISWrZsiQ8++AAdOnQwu+3Jkycxf/58xMbG4uLFi1i5ciWmT59uss3ChQuxaNEik2UNGzbE6dOnS9Q+JWzevBnLly+Hu7s7AKBr166Ii4tDSEiIwi2rOMxWL2fQTURU6SkeIQYFBUGjKdyMZs2aFTvbHRERgfbt28Pd3R1+fn4YMmQIzpw5U+TjvvzySzRq1AjOzs5o3rw5du3aVaznJSKikjFAKvJWXNu2bUN4eDgWLFiAP/74Ay1btkRYWBiuXr1qdvuMjAyEhITgnXfeQUBAgMX9Nm3aFImJifLtp59+KnbblHT/hRN7XUipzOTu5SbzdLN7ORFRZadYpnvo0KE2bbd9+3ab93nw4EFMnToV7du3R25uLl599VX06dMHp06dkqciu9/hw4cxatQoREREYMCAAdiyZQuGDBmCP/74A82aNbP5uQFA6PUQKsx0q5ma5xAH1J3pRq6Kewk4Kt6JxjK1f0TVmhWz01hze3QvX7FiBSZOnIhx48YBANauXYvvv/8eGzduxJw5cwpt3759e7Rv3x4AzK43cnR0tBqUE2Wb617OebqJiCo9xX4Ze3p6mtzfsmULBg4cKHd7K4ndu3eb3I+MjISfnx9iY2PRrVs3s49577330LdvX8ycORMA8MYbb2Dv3r348MMPsXbt2hK3hYiIiiaEBGElsDauS01NNVmu0+mgMzPEIjs7G7GxsZg7d668TKPRoHfv3oiJiXmgtp49exY1atSAs7MzQkNDERERgdq1az/QPsvaqVOnkJSUBCAv03369GmkpaWZbNOiRQslmlYhmO9ezkw3EVFlp1jQvWnTJpP7X331FZYuXVqqY8tSUlIAAN7e3ha3iYmJQXh4uMmysLAw7Ny5s9TaQURE5tma6Q4MDDRZvmDBAixcuLDQ9tevX4der4e/v7/Jcn9//wcaf92xY0dERkaiYcOGSExMxKJFi9C1a1ecOHHigS4Wl7VevXqZdCsfMGAAgLyZRIQQkCQJej2DxJKSpwwzqV7OTDcRUWWn4j6gD8ZgMGD69Ol46KGHrHYTT0pKMvvjzJgJMCcrKwtZWVnyfWMGRnJwgKTGqmUqnoJI1d23kTdkQK3UfOxEgc+H2qj5uAGA5KjOStKSEIAdPg4Gg8ZqsTRD/rpLly7Bw8NDXm4uy21P/fr1k/9u0aIFOnbsiKCgIHzxxReYMGFCmbalpOLj45VuQoVnOmUYC6kREVGeCht0T506FSdOnLBLoZuIiIhCVWyJiKj4BABr9byMqzw8PEyCbkt8fHzg4OCA5ORkk+XJycmlOh7by8sLDRo0wLlz50ptn/b2ySef4JVXXoGrq6vSTamwTLqX5wfd2XoDDAYBjcprmBARkf1UyKB72rRp+O6773Do0CHUqlXL6rYBAQHF/nE2d+5cky7pqampeV0fhQGACq9oq7i4m5ozyQCgUfGPU2aTS0jFnwcAgINK2yfs0y4DJEhWKpQXt3q5VqtF27ZtERUVhSFDhuTtw2BAVFQUpk2b9iBNNZGWlobz58/jmWeeKbV92tuiRYvw/PPPM+i2IznodtLA2ene92C23gBnjYq/F4mIyK4UC7q/+eYbk/vGH0UnTpwwWT5o0CCb9ymEwAsvvIAdO3YgOjoawcHBRT4mNDQUUVFRJnOy7t27F6GhoRYfY6mADxERFY+thdSKIzw8HGPGjEG7du3QoUMHrFq1Cunp6XI189GjR6NmzZqIiIgAkFd87dSpU/Lfly9fRlxcHNzc3FCvXj0AwCuvvIKBAwciKCgIV65cwYIFC+Dg4IBRo0YVu31K4RRh9pWrN0BvyDvGBbuXA3njugsG4UREVLkoFnQbMxAFTZo0yeR+cQu6TJ06FVu2bMHXX38Nd3d3eVy2p6cnXFxcABT+sfXSSy+he/fuePfdd9G/f39s3boVR44cwfr164v/oiSNKrNoap6Wy5Cj7h+BIjtH6SZYJLmZnwZPDdSc6Vbz/ykAiBx1t6+06Q0SYLD8HaW3ss6SESNG4Nq1a5g/fz6SkpLQqlUr7N69W67fkZCQAI3m3nf1lStX0Lp1a/n+8uXLsXz5cnTv3h3R0dEAgH///RejRo3CjRs34Ovriy5duuCXX36Br69vsdunJElS7/mgvCs4dlvn6ABHBw0cNBL0BpE/1lud9RqIiMj+FAu6DYbS74a9Zs0aAECPHj1Mlm/atAljx44FUPjHVufOnbFlyxa8/vrrePXVV1G/fn3s3Lmz2HN0ExFR8dkj0w3kDTOy1J3cGEgb1alTp8gs8NatW0vUDrVp0KBBkYH3zZs3y6g1FUvBoFubn+XWOWqQka1nMTUiokquQo3ptqXr3P0/tgBg2LBhGDZs2IM/f24OSvj70L5UWg25PBC5Ks46pivdAMsMKj5uklardBOsM6i094edZkGwV9BN5i1atAienp5KN6NCMlYud3KQ4JDfw+xe0K3u+iVERGRfigTd33zzDfr16wcnJ9uCwV27duHhhx+Wu4gTEVHFYBASJBvm6S6P3n//fZu3ffHFF+3YkntGjhwJPz+/MnmuyubeHN33htfk/Z2DTM7VTURUqSkSdD/22GNISkqyeSzcyJEjERcXh5CQEDu37MFIjk6QJBVmldU8T7eKx5sD6q+urlZqziYbMtVb9R0ANE4q7YBkpyJcQhQxZZhKE/+2WLlypcn9a9euISMjA15eXgCA27dvw9XVFX5+fmUSdHM8t33dmy7s3hA2nRPn6iYiIoWCbiEExo4da3MF8MzMTDu3iIiIlGAwSJAMlgtQGkpQSE0t4uPj5b+3bNmC//znP9iwYQMaNmwIADhz5gwmTpxYqIiovbB6uX0Zu5CbBN35f2fl8AIuEVFlpkjQPWbMmGJt/9RTT8HDw8NOrSk9ah3TLal4TLfqM91qHV8LdVcIV3M2WaPiLLy62eezKvJv1tZXBPPmzcNXX30lB9wA0LBhQ6xcuRJPPPEEnnrqKbu3wVIB04sXLyI9PR2NGjUyKTRKxXNvju77u5cz001EVNkpEnRv2rRJiaclIiKVqSyF1BITE5Gbm1touV6vR3Jycpm0YePGjbh9+zbCw8PlZc899xw2bNgAIO8iwJ49exAYGFgm7alo7o3pNpPpZiE1IqJKjZe0iYhIOcKGWwXQq1cvTJo0CX/88Ye8LDY2FpMnT0bv3r3LpA3r169H1apV5fu7d+/Gpk2b8Omnn+L333+Hl5cXFi1aVCZtqYjMdS93dmKmm4iIKtiUYUpTayE1NXfhVnP3bUDdXbglG2siKMHB1VXpJlim8uJ4wkw2VBXslXEuItOtyjE7JbBx40aMGTMG7dq1k2fuyM3NRVhYGD7++OMyacPZs2fRrl07+f7XX3+NwYMHy13b3377bYwbN65M2lIRZeeaq15uHNPNoJuIqDJj0E1ERIoxGCTASrG08lxIrSBfX1/s2rULf//9N06fPg0AaNSoERo0aFBmbbh7965JfZTDhw9jwoQJ8v2QkBAkJSWVWXsqmntjus1VL1f3xT4iIrIvBt2lSLWF1FRcOErk5ijdBKs0Omelm2CRyFbvsRO5GUo3wSI1FxYEAKi4Z4pdCMl6NluNX6oPoEGDBmUaaBcUFBSE2NhYBAUF4fr16zh58iQeeugheX1SUhI8PT0VaVt5IoTAnP/+Cb0QWPZEC3kqNvPVy9m9nIiIGHQTEZGCKvI83QWNHz/e6vqNGzfavQ1jxozB1KlTcfLkSezfvx+NGjVC27Zt5fWHDx9Gs2bN7N6O8u56Wja2HbkEAHj10cbwrpJ3YTvLWvdyBt1ERJWaKoLu9PR0HDx4EAkJCcjOzjZZ9+KLLyrUquJT65huoeIxrGrPOqr62Dmp4uNrlpr/Xw33fceojUat/6/CTkFDJZkz7NatWyb3c3JycOLECdy+fRs9e/YskzbMmjULGRkZ2L59OwICAvDll1+arP/5558xatSoMmlLeXbp1r2ePLcysu8F3daql3OebiKiSk3xX3dHjx7Fo48+ioyMDKSnp8Pb2xvXr1+Hq6sr/Pz8ylXQTURExVNZpgzbsWNHoWUGgwGTJ09G3bp1y6QNGo0GixcvxuLFi82uvz8It9Xq1auxbNkyJCUloWXLlvjggw/QoUMHs9uePHkS8+fPR2xsLC5evIiVK1di+vTpD7TPsnbpZoGgOz0b8M37W+5ebjKmm93LiYhIBUH3yy+/jIEDB2Lt2rXw9PTEL7/8AicnJzz99NN46aWXlG5esah1TLdGxWO61TzeHACEmrOiKq78ruYeAqrNJOdTa0V/Yad+3kJIEFaKpVWUoNscjUaD8PBw9OjRA7NmzVK6OSWybds2hIeHY+3atejYsSNWrVqFsLAwnDlzBn5+foW2z8jIQEhICIYNG4aXX365VPZZ1v69dVf++1bGvdoa7F5ORESWKP7rMy4uDuvWrYNGo4GDgwOysrIQEhKCpUuXYsyYMRg6dKjSTSQiInupJN3LLTl//jxyy2CaOEvZ7aL06NED3bp1s7h+xYoVmDhxojzV2Nq1a/H9999j48aNmDNnTqHt27dvj/bt2wOA2fUl2WdZK5Tpzncv6C7cvTyT3cuJiCo1xYNuJycnaDR5JyU/Pz8kJCSgcePG8PT0xKVLlxRuXfFotFpoVDimGyqeaxpaFR6vAtQ8T7eq55t20BS9DZklqXSebsluGWcp/2ZtffkXHh5ucl8IgcTERHz//fcYM2aM3Z8/Pj6+RI9r1aqVxXXZ2dmIjY3F3Llz5WUajQa9e/dGTExMiZ7PHvssbfeP6TYyjttm9XIiIrqf4kF369at8fvvv6N+/fro3r075s+fj+vXr+Ozzz5jFVUiooqukmS6jx49anJfo9HA19cX7777bpGVzUvDpk2bSn2f169fh16vh7+/v8lyf39/eS7ystpnVlYWsrKy5Pupqaklen5bXLp5r3v5zYzCmW5tgaDbmfN0ExERVBB0v/3227hz5w4A4K233sLo0aMxefJk1K9fv0ymUClNhpxcGCT1ZWUklY4RBQBIWUVvoyA1Z7olVxelm2CZiucQh0ozyUZCre85YaegoZIE3QcOHFC6CRVaREQEFi1aZPfn0RsErty+F3TfTi9qTHd+pjuHmW4iospM8T6g7dq1w8MPPwwgr3v57t27kZqaitjYWLRs2VLh1hERkT0Jg1TkrSLo2bMnbt++XWh5ampqmU0ZVtp8fHzg4OCA5ORkk+XJyckICAgo033OnTsXKSkp8s1ew9MSU+4it8CFbNNMt7nq5SykRkREKsh0VyQaJ0doJPUdUjVXkhZqzogCkFxUmnUEoL95W+kmWCRp1BsoGXLUnenWOOuUbkLZqiSZ7ujoaGSbmQ0hMzMT//vf/xRo0YPTarVo27YtoqKiMGTIEAB506BFRUVh2rRpZbpPnU4Hnc7+n52CXcuB+wqpWZun+77u5Yf+vgaDEOjRUPlq7EREZH+KRIht2rRBVFQUqlatitatW0Oy0iX7jz/+KMOWERFRmRISrM61WM6nDDt+/Lj896lTp5CUlCTf1+v12L17N2rWrKlE00pFeHg4xowZg3bt2qFDhw5YtWoV0tPT5crjo0ePRs2aNREREQEgr1DaqVOn5L8vX76MuLg4uLm5oV69ejbtU0nGImrOThpk5hhMC6lZ615eINOdmaPHxE+PQAjg+MI+cHZS78VdIiIqHYoE3YMHD5avSBuvZBMRUeUjibybtfXlWatWrSBJEiRJMtuN3MXFBR988IECLSsdI0aMwLVr1zB//nwkJSWhVatW2L17t1wILSEhQZ6hBACuXLmC1q1by/eXL1+O5cuXo3v37oiOjrZpn0r6N3+6sKY1PBF78dZ983Sbq16en+kuMKY7OTVTDsJT7+Yw6CYiqgQUCboXLFhg9u/yTuj1EJLiw+QLkcqgy12FpVHf/6eRpOLp1tRcgE6j4rYBUO9UcMJOY1INUt7N2vpyLD4+HkIIhISE4LfffoOvr6+8TqvVws/PDw5qf08WYdq0aRa7fhsDaaM6depAiKKvpFjbp5Iu3crrXt68Zl7QfTsjGwaDgEYj3ct0mx3Tfe9znZx6r4BoerZKP+9ERFSqFB+A/Pvvv8NgMKBjx44my3/99Vc4ODigXbt2CrWMiIjsroKP6Q4KCgKQNy5ZSVWrVrU6lKugmzdv2rk15del/Ex3i1qeAACDAFIzc+DlqkW2jd3Lk1Mz5b8zstVdY4KIiEqH4kH31KlTMWvWrEJB9+XLl7FkyRL8+uuvCrWsBCRN3k1tVD5Fkpqp+fe+mrPJai7eBxVO61eQUOkUf7ZkJ0u2Y1TYoPubb75Bv3794OTkhG+++cbqtoMGDbJrW1atWiX/fePGDbz55psICwtDaGgoACAmJgZ79uzBvHnz7NqO8s44pjvE1w1uOkekZeXiVkZe0H1vTLe5QmqWgm4Vf1cSEVGpUTzoPnXqFNq0aVNoeevWreViK7Y6dOgQli1bhtjYWCQmJmLHjh1Wx4xHR0fL05UVlJiYWOLpToiIqBgqcNA9ZMgQJCUlwc/Pz+q5SJIk6O18oWrMmDHy348//jgWL15s0n37xRdfxIcffoh9+/bh5ZdftmtbyqvMHL3cNTywqgu8XJ2QlpWLm+nZCPapgqwc45juwpnuzJx7/79X7xToXp7Fi+JERJWB4kG3TqdDcnIyQkJCTJYnJibC0bF4zUtPT0fLli0xfvx4DB061ObHnTlzBh4eHvJ9P7+STeEhcnPUWWhXxRlRtRMqnl5K4+KsdBPKJUnF4/QBACqdbk2y15dbBa5eXrBLudLdywvas2cPlixZUmh53759MWfOHAVaVD5cvp03nttV6wDvKlp4V9Hi31t3cTu/grn1Md33/v+vMtNNRFTpKP7rs0+fPpg7dy5SUlLkZbdv38arr76KRx55pFj76tevH95880089thjxXqcn58fAgIC5JtG7T/KiYgqCMlQ9I1KV7Vq1fD1118XWv7111+jWrVqCrSofDCO5w6s6gpJkuDlqgUA3Ey/L+gu0L3cOT/TrTcI5Orz1psUUmOmm4ioUlA80718+XJ069YNQUFB8jQicXFx8Pf3x2effVYmbWjVqhWysrLQrFkzLFy4EA899FCJ9qPRaqGR1FdR2qDibK3aaZwU/4hYJGm1SjfBMjWP6VY7NdaFAACU34yzUt5//32bt33xxRft2BJTixYtwrPPPovo6Gi5nsqvv/6K3bt346OPPiqzdpQ3xsrlgd4uAABv17zz/e38acPuTRlWoHt5gax3Vq4Bjg4aJN9hppuIqLJRPKKoWbMmjh8/js2bN+PYsWNwcXHBuHHjMGrUKDg52TeArV69OtauXYt27dohKysLH3/8MXr06IFff/3V7Dhzo6ysLGRl3btSnZqaatd2EhFVVBKKmKe7zFpS+lauXGnTdpIklWnQPXbsWDRu3Bjvv/8+tm/fDgBo3Lgxfvrpp0JFTeke4xzdtaq6AsC9THdGNvQGgRx93hu5YKZb62AadFfRAVdNpgzjRXEiospA8aAbAKpUqYLnnnuuzJ+3YcOGaNiwoXy/c+fOOH/+PFauXGk1yx4REYFFixYVWm7IyYVBhZWRNWrOiFKJ6VPUe7FH48y54clGFXhMd3x8vNJNsKhjx47YvHmz0s0oV4yVywO984Ju7yp559bbGdnydGGAaXZbo5GgddAgW29AVq4eaVm5SCvQpTwji5luIqLKQBVB99mzZ3HgwAFcvXq1ULGZ+fPnl2lbOnTogJ9++snqNnPnzkV4eLh8PzU1FYGBgfZuGhFRxVOBq5dbYpx+zdZ5s0tbQkKC1fW1a9cuo5aUL5du5ncvr5rXvbxqfvfym+nZctdywDS7DeRlvrP1BmTlGHA3O9NkHTPdRESVg+JB90cffYTJkyfDx8cHAQEBJj9CJEkq86A7Li4O1atXt7qNTqeDTlc4kydpJMV+RJGdCPVWcXKo4qp0EyxS9TzdKqfWYyfs9FkoqlhaRSqktmHDBqxcuRJnz54FANSvXx/Tp0/Hs88+W6btqFOnjtVzlb2nLyuv7s90V83PdN/KyJGLqDlqJDjeH3Q7aXAnK697ubHomhEz3URElYPiQfebb76Jt956C7Nnz37gfaWlpeHcuXPy/fj4eMTFxcHb2xu1a9fG3LlzcfnyZXz66acAgFWrViE4OBhNmzZFZmYmPv74Y+zfvx8//vjjA7eFiIhsUEky3fPnz8eKFSvwwgsvIDQ0FAAQExODl19+GQkJCVi8eHGZteXo0aMm93NycnD06FGsWLECb731Vpm1ozy5k5kjF0yTg+78Md230rORlVO4crmRsbBaVq4eV+8w001EVBkpHnTfunULw4YNK5V9HTlyBA8//LB839gFfMyYMYiMjERiYqJJt7rs7GzMmDEDly9fhqurK1q0aIF9+/aZ7IOIiOyokgTda9aswUcffYRRo0bJywYNGoQWLVrghRdeKNOgu2XLloWWtWvXDjVq1MCyZcswdOjQMmtLeWHsWl7V1QluOsf8v42Z7nvdy3VODoUeawzEs3INJkXUAOAuq5cTEVUKigfdw4YNw48//ojnn3/+gffVo0cPeaycOZGRkSb3Z82ahVmzZj3w86qdyM1RugkWCYO6f1FLGhUPF1DzVHAOap32CoCV7wg1UOvnVQj7tEsSRVQvV/d/l81ycnLQrl27Qsvbtm2L3Fx1fJYbNmyI33//XelmqNL9XcsBoGqVvDHdtzJykGkl0601Bt05BiSn5mW6a3g640pKJjPdRESVhOK/jOvVq4d58+Zh7NixePfdd/H++++b3IiIqAIzVi+3diuB1atXo06dOnB2dkbHjh3x22+/Wdz25MmTePzxx+WxzqtWrXrgfd7vmWeewZo1awotX79+PZ566imb91MaUlNTTW4pKSk4ffo0Xn/9ddSvX79M21JeXMqfLiywaoGgOz/TrTcIXE/Ly2Cb7V6en/3OzNEj+U7edsG+VQBwnm4iospC8Uz3+vXr4ebmhoMHD+LgwYMm68p67tIHJTk6QpLsO7d4iai4GJikLdwVT00kR8U/IpY5qPjYqbgQk1oLlRlJKv1/lYQBsMOhs0chtW3btiE8PBxr165Fx44dsWrVKoSFheHMmTPw8/MrtH1GRgZCQkIwbNgwvPzyy6WyT3M2bNiAH3/8EZ06dQIA/Prrr0hISMDo0aNNZsRYsWJF8V90MXh5eRUqpCaEQGBgILZu3WrX5y6v/r2VX7m8QKbb2ckBrloHZGTrkZSfwdaaCbqdC3QvN2a6g32q4OdzN5CexUw3EVFloHhEoeZ5TImIyM7sMKZ7xYoVmDhxIsaNGwcAWLt2Lb7//nts3LgRc+bMKbR9+/bt0b59ewAwu74k+7zfiRMn0KZNGwDA+fPnAQA+Pj7w8fHBiRMn5O3KYgaMAwcOmNzXaDTw9fVFvXr14KjmC40KkjPd3i4my6u6apGRfRdJKXnBtLFoWkHGTHdWrh5X84PuOtWY6SYiqkxUc3bNzs5GfHw86tatW25P+oasLBhUOL+NWjNngLrbBqg7KyruZha9ERWi9vccJMVH/Vhgp3YVMaa7uEF3dnY2YmNjMXfuXHmZRqNB7969ERMTU6ImlsY+7w90lSRJEjp37lzoXJubm4tDhw6hW7duCrVMveQx3VVNp2qsWsUJl2/flTPY5quX5y3LzDEgOb+QWkh+93JmuomIKgfFf91lZGRgwoQJcHV1RdOmTeXq4i+88ALeeecdhVtHRER2JWy4ofA45KysLLO7u379OvR6Pfz9/U2W+/v7IykpqURNtMc+lfTwww/j5s2bhZanpKRw9g4zhBBy9fKC3cuBe+O6E42ZbifLQffN9Czczcm7kFsw022tACwREVUMiqeU586di2PHjiE6Ohp9+/aVl/fu3RsLFy60qdueWmh0OmgkrdLNKFckF2elm2CdiiuESx46pZtgmYqr0ouMDKWbYJVaK+ZLJSxoVuR+bRzTHRgYaLJ8wYIFWLhwoV3aZA+ZmZn44IMPcODAAVy9ehUGg+mL/uOPP8qsLUIIs93Yb9y4gSpVqpRZO8qL1MxcOViu7ml6zjIG3fcy3eamDMtblpDfRd3d2RHV3PK+v3MNAtl6g9nHERFRxaF40L1z505s27YNnTp1MvkR0LRpU3ncGxERVW6XLl2Ch4eHfF+nM3/RycfHBw4ODkhOTjZZnpycjICAgBI9d2nsc8KECfjxxx/xxBNPoEOHDmUydvt+xvm3JUnC2LFjTY6hXq/H8ePH0blz5zJvl9qlZORNl+fi5ADn++bhruqaVzxVznSbrV6et8wYdPt7OMO1QBHRjCw9g24iogpO8aD72rVrZiu/pqenK/Kj5EEYsnNgUGGT1Zo5AwApR4XV3gtSc7e/bHXO5wwAUPNnV+1julVcR8AubCyk5uHhYRJ0W6LVatG2bVtERUVhyJAhAACDwYCoqChMmzatRE0sjX1+99132LVrFx566KEStaE0eHp6AsjLdLu7u8PF5V5RMK1Wi06dOmHixIlKNU+1Uu7mfdd6uRY+X1WtojXZxtqYbmMXdX8PHZwcNNA6apCda0B6dq68HyIiqpgUD7rbtWuH77//Hi+88AKAe5VbP/74Y4SGhirZNCIisjOpiEJqVousWRAeHo4xY8agXbt26NChA1atWoX09HS58vjo0aNRs2ZNREREAMgrlHbq1Cn578uXLyMuLg5ubm6oV6+eTfssSs2aNeHu7l78F1OKNm3aBACoU6cOXnnlFXYlt9Htu9kAAE8XM0G3q2mwbK17+ZWU/KDbPa+LehWtA7JzDbjLCuZERBWe4kH322+/jX79+uHUqVPIzc3Fe++9h1OnTuHw4cOF5u1WO43WSZVjug3Z2Uo3wSI1VwcHAEmjeK1Biwx37yrdBIskC11/1UCoeJw+AECobwYEABDCjp/VUu5QMmLECFy7dg3z589HUlISWrVqhd27d8uF0BISEqAp8Nm+cuUKWrduLd9fvnw5li9fju7duyM6OtqmfRbl3XffxezZs7F27VoEBQWV3ostgQULFij6/OXN7fzu5WaD7vsy1NYKqRk7Tvnm1+Nw1TriVkYO0hl0ExFVeIoH3V26dEFcXBzeeecdNG/eHD/++CPatGmDmJgYNG/eXOnmERGRHdlaSK24pk2bZrHrtzGQNqpTp45NFaSt7bMo7dq1Q2ZmJkJCQuDq6gonJ9MAzlw18dLUpk0bREVFoWrVqmjdurXV4VtlWdStPLhtrXv5fcusjek2kjPdurwMeAanDSMiqvAUD7oBoG7duvjoo4+UbsYDU+uYbo1Wfdn3ckPF4381BcZjqo1Qce8KjbN6s/AAoE9LU7oJZtkt023jmO7ybtSoUbh8+TLefvtt+Pv7l3nNksGDB8uF04zj0sk2KRl532deLoXPpbZ0L3e+b5m/R17Q7arN+wnGTDcRUcWneNBtnJfbktq1a5dRS4iIqKzZY0y3Gh0+fBgxMTFo2bKlIs9fsEs5u5cXj7F7ubVCakY2Zbrzu5fLme5sZrqJiCo6xYPuOnXqWL3ir1f5mF8iInoAlSTT3ahRI9xVWR2G7Oxss3OG82K3KWNlcg8zY7q97890mx3TXUSmO4u/c4iIKjrFg+6jR4+a3M/JycHRo0exYsUKvPXWWwq1qmTUWkhNzSQVd98GAJGj4mm5VDydmZoLqcFJ8a89q9Q6HEQjJMAeowYqSdD9zjvvYMaMGXjrrbfQvHnzQmO6bZkOrbT8/fffmDBhAg4fPmyyXAgBSZJ4sfs+1sZ0u2gdoHPUICs378KF+erlpoG4r3t+plvLTDcRUWWh+K9Pc13t2rVrhxo1amDZsmUYOnSoAq0iIqKyYK9CamrTt29fAECvXr1MlisR6I4bNw6Ojo747rvvUL169TIfX17epBi7l5sZ0w0A3lW0SEzJBGB9nm4grwK6s1NesO3CTDcRUaWheNBtScOGDfH7778r3YxiMWRlwVBRfiGWEQdt4cyBmkgqLrolOar246turq5Kt8AqcTdT6SaYx0JqD+TAgQMW1/35559l2BIgLi4OsbGxaNSoUZk+b3llnKfbXKY7b3mBoNtc93Kne9lv43hugJluIqLKRPFf7ampqSb3hRBITEzEwoULUb9+fYVaRUREZaGyFFLr3r27yf07d+7g888/x8cff4zY2NgST0VWEk2aNMH169fL7PnKO2vzdAOAd5V7y4vqXm4czw0Arjpj9XIG3UREFZ3iQbeXl1ehrm1CCAQGBmLr1q0KtapkNK4u6hzTreKxv2qekgsAJGfnojdSioeb0i0on9SaSTZSbVdfO7WrkmS6jQ4dOoQNGzbgv//9L2rUqIGhQ4di9erVZdqGJUuWYNasWXj77bcVH19ubwbDg7+BjIXULAXdXgWKqRXVvdzP/d45Rc50s3s5EVGFp3jQvX//fpOgW6PRwNfXF/Xq1YMju88SEVVolSHTnZSUhMjISGzYsAGpqakYPnw4srKysHPnTjRp0qTM29O7d28A6hhfbm9p2bnweoDHZ+bo5SJplrqXe5sE3eYy3ea7lxsz3Rmcp5uIqMJTPKrt0aOH0k0oPbl6QGI3seJQ7fjVfJKri9JNsOxWitItKJdEeobSTbBOrT1T7NUuQ/7N2vpybODAgTh06BD69++PVatWoW/fvnBwcMDatWsVa5O18eUVTVrmg52TjV3LHTQS3HTmfzJVLRCMmx/Tbb57uTHTze7lREQVn+JBd0REBPz9/TF+/HiT5Rs3bsS1a9cwe/ZshVpGRET2JsF6x3W1dra31Q8//IAXX3wRkydPVk2dkvvHl1dkaVkPNu2jXETNxclilfeqVax3L3e2UEjNOE83M91ERBWf4kH3unXrsGXLlkLLmzZtipEjRzLoLgWGHPVeRdeouDo4AIiMu0o3wTKNisORbPXOb264q+L/U6h47nphp5RzBR/T/dNPP2HDhg1o27YtGjdujGeeeQYjR45UtE3Hjx83u1ySJDg7O6N27drQ6dT93Wyr1Lulk+n2tNC1HACqFtm9/F4g7ltwTLcuP9Odpd5zNBERlQ7Fg+6kpCRUr1690HJfX18kJiYq0CIiIiorFX1Md6dOndCpUyesWrUK27Ztw8aNGxEeHg6DwYC9e/ciMDAQ7u7uZdqmVq1aWZ2b28nJCSNGjMC6devgrOZikjZIe8CAtqjK5YBppltbRCE1ZrqJiConxYPuwMBA/PzzzwgODjZZ/vPPP6NGjRoKtapkhEFAqPAXosZFvT+a1DwPNgCIzCylm2CR5KTiOc5VXATRwbuq0k2wypCWrnQTzLPnPN3Wkujq+0otkSpVqmD8+PEYP348zpw5gw0bNuCdd97BnDlz8Mgjj+Cbb74ps7bs2LEDs2fPxsyZM9GhQwcAwG+//YZ3330XCxYsQG5uLubMmYPXX38dy5cvL7N22cODjulOza9c7mUt6C44pttM0O2qdUQNT2fkGoTpmG4d5+kmIqosCp8dytjEiRMxffp0bNq0CRcvXsTFixexceNGvPzyy5g4cWKx9nXo0CEMHDgQNWrUgCRJ2LlzZ5GPiY6ORps2baDT6VCvXj1ERkaW7IUQEVGxGTPd1m4VTcOGDbF06VL8+++/+Pzzz8v8+d966y289957mDBhApo3b47mzZtjwoQJWLlyJd5991089dRT+OCDD7Bjx44yb1tpu1NaY7pdLU8HWrWIKcMcNBJ+mN4Ne8O7w8nh3voq+ZnudE4ZRkRU4Smejpo5cyZu3LiBKVOmIDs77+Tm7OyM2bNnY+7cucXaV3p6Olq2bInx48dj6NChRW4fHx+P/v374/nnn8fmzZsRFRWFZ599FtWrV0dYWFiJXg8RERVDBR/TbY2DgwOGDBmCIUOGlOnz/vnnnwgKCiq0PCgoCH/++SeAvC7oFWGI151Sql5urXt5NTetXGLD2GX8fuYe75Jfvfxujh56g4CDmut0EBHRA1E86JYkCUuWLMG8efPw119/wcXFBfXr1y9REZd+/fqhX79+Nm+/du1aBAcH49133wUANG7cGD/99BNWrlxZsYJufTmfc0dBGi9PpZtgmXsVpVtgWa6KMzdZ2Uq3wCpJpUXoJAHADjXoKvqYbjVq1KgR3nnnHaxfvx5abV6WNicnB++88w4aNWoEALh8+TL8/f2VbGapsCXoFkLghc+PQgD4cFRrk/Hut43dy60UUnPVOuLtx5oj1yDkQNoWVQoE6Hdz9BanJCMiovJPNd/wSUlJuHnzJrp16wadTgchhNVCL6UhJiYGvXv3NlkWFhaG6dOnW31cVlYWsrLujfVNTU21R/OIiCq+SpzpVsrq1asxaNAg1KpVCy1atACQl/3W6/X47rvvAAD//PMPpkyZomQzS4UtQfftjBx8dzwvq79gQBP4FRh3nWJDphsARnaoXey2OTtpIEmAEEBGVi6DbiKiCkzxb/gbN25g+PDhOHDgACRJwtmzZxESEoIJEyagatWqchbaHpKSkgpdyff390dqairu3r0LFxcXs4+LiIjAokWLCi0Xej2EpPgw+UIkFXdZU+30SEYqLkKH1DSlW2CZXsWZbrX3/LDzxcaSs0+7JEPezdp6Kl2dO3dGfHw8Nm/ejL///hsAMGzYMDz55JNyJfVnnnlGySaWmrTMonuO3Ei/1/vlSkqmadBtQ6a7pCRJQhWtI9KycpHOCuZERBWa4kH3yy+/DCcnJyQkJKBx48by8hEjRiA8PNyuQXdJzZ07F+Hh4fL91NRUBAYGKtgiIqJyipluRbi7u+P5559Xuhl2l2rDlGE3Cwbdt++iVaCXfF8upOZiuZDag3DVOiAtK5cVzImIKjjFg+4ff/wRe/bsQa1atUyW169fHxcvXrTrcwcEBCA5OdlkWXJyMjw8PCxmuQFAp9OZHXOucdZCI9nnxPxADCr+1ararF4ekXxN6SZYJHl6KN0Ei0SWeqdaM6i5hwAATRVXpZtgnrDP9wjHdCvn1KlTSEhIkIuYGg0aNKjY+1q9ejWWLVuGpKQktGzZEh988IE8HZk5X375JebNm4cLFy6gfv36WLJkCR599FF5/dixY/HJJ5+YPCYsLAy7d+8uVrtsmTLsZvq976srt00LF8iF1OyQ6QaAKjpH4E4W5+omIqrgFA+609PT4epa+EfmzZs3S1RMrThCQ0Oxa9cuk2V79+5FaGioXZ+XiIjyMdNd5v755x889thj+PPPPyFJEkT+BRVjHRV9MYeHbNu2DeHh4Vi7di06duyIVatWISwsDGfOnIGfn1+h7Q8fPoxRo0YhIiICAwYMwJYtWzBkyBD88ccfaNasmbxd3759sWnTJvl+SX4TpNmQ6b6eVjDTnWmyzjim29o83Q/CNb/wWroN7SQiovJL8aC7a9eu+PTTT/HGG28AyDvpGwwGLF26FA8//HCx9pWWloZz587J9+Pj4xEXFwdvb2/Url0bc+fOxeXLl/Hpp58CAJ5//nl8+OGHmDVrFsaPH4/9+/fjiy++wPfff1+yF6M3AJL6rlZLdr548UDcVFyBGwCqVVW6BZapuAq3qvsvpKi78KHIUWf1ciHs0y5JCEhWsujW1lHJvPTSSwgODkZUVBSCg4Px22+/4caNG5gxYwaWL19e7P2tWLECEydOxLhx4wDkzQzy/fffY+PGjZgzZ06h7d977z307dsXM2fOBAC88cYb2Lt3Lz788EOsXbtW3k6n0yEgIKCErzLPnbtFv2/v715ulKM34E5+MFxUIbWSMlYwZ6abiKhiU7zq19KlS7F+/Xr069cP2dnZmDVrFpo1a4ZDhw5hyZIlxdrXkSNH0Lp1a7Ru3RoAEB4ejtatW2P+/PkAgMTERCQkJMjbBwcH4/vvv8fevXvRsmVLvPvuu/j4448r1nRhREQqZiykZu1GpSsmJgaLFy+Gj48PNBoNNBoNunTpgoiICLz44ovF2ld2djZiY2NNZgLRaDTo3bs3YmJiLD6/uZlD7t8+Ojoafn5+aNiwISZPnowbN24Uq20A5KDZmoJBd2LKvaA7tUDAbq+g21XHTDcRUWWgeKa7WbNm+Pvvv/Hhhx/C3d0daWlpGDp0KKZOnYrq1asXa189evSQu8mZExkZafYxR48eLW6zzVJt9XI1Z4rSM5RugXVXryvdAouEiiu/S1r7/EAtFSr8jBak1or+krBTu9i9vMzp9Xq5SrmPjw+uXLmChg0bIigoCGfOnCnWvq5fvw69Xm92JpDTp0+bfYylmUOSkpLk+3379sXQoUMRHByM8+fP49VXX0W/fv0QExMDBzOfEUtTeWbmGJCjN8DJwfLnvmD18ssFupcbK5e76xzhaOXxD4KZbiKiykHRoDsnJwd9+/bF2rVr8dprrynZFCIiUgALqZW9Zs2a4dixYwgODkbHjh2xdOlSaLVarF+/HiEhIUo3DwAwcuRI+e/mzZujRYsWqFu3LqKjo9GrV69C21uayhPIm6vbu4rlIqc30u4F69fTspCVq4fO0QG379q3iBpQYEw3q5cTEVVoigbdTk5OOH78uJJNqBREtnrH/qq9erma28f/14pJ0qpwBgTYsZs3M91l7vXXX0d6ejoAYPHixRgwYAC6du2KatWqYdu2bcXal4+PDxwcHMzOBGJpPLalmUOsjd8OCQmBj48Pzp07ZzbotjaV553MHKtBd8Hu5QCQlJKJoGpV7hVRK4OgOyOLmW4ioopM8X6WTz/9NDZs2KB0M4iISAHGTLe1G5WusLAwDB06FABQr149nD59GtevX8fVq1fRs2fPYu1Lq9Wibdu2iIqKkpcZDAZERUVZnAkkNDTUZHug6JlD/v33X9y4ccPisDOdTgcPDw+Tm9GdIqYNM3Yv1+RfK7ycX0zN3nN0A4CrLi/3UdqZ7s9+uYg3vjuFM0l3SnW/RERUMoqP6c7NzcXGjRuxb98+tG3bFlWqmFazXrFihUItKz5hEBAq/IWoseMPhgclijk1Dd0jOSr+8bVIclJv2xy8vZRuQvlkr7Hwoogsuvq+Uiskb2/vEj82PDwcY8aMQbt27dChQwesWrUK6enpcjXz0aNHo2bNmoiIiACQVz29e/fuePfdd9G/f39s3boVR44cwfr16wHkzUSyaNEiPP744wgICMD58+cxa9Ys1KtXr0SFTlOtVDA3GARu5QfddX3dcPZqGhLzx3XLc3TbqYgaAFSxQ6Y75W4O5n99AkIAG36Kx0P1qmFs52D0bOQHBw17IRERKUHxX8YnTpxAmzZtAAB///23yTqJXVSJiCo2IfJu1tZTqRg/frxN223cuLFY+x0xYgSuXbuG+fPnIykpCa1atcLu3bvlYmkJCQnQaO5dtOncuTO2bNmC119/Ha+++irq16+PnTt3ynN0Ozg44Pjx4/jkk09w+/Zt1KhRA3369MEbb7xRorm6U61kulMzc5BryHuPNa3hgbNX0+Rpw1LKZEx3fiG1nHtBtxACr+74E1k5Biwf1hKaYgbKl25mQAjAUSPBIAR+PncDP5+7gZpeLhjapiYea10TIb5upfo6iIjIOsWC7n/++QfBwcE4cOCAUk0gIiKFsZBa2YmMjERQUBBat25tdaaPkpg2bRqmTZtmdl10dHShZcOGDcOwYcPMbu/i4oI9e/aUWtvuZFrOdBu7lrvrHFHHJ6+n3ZX8acOMmW4ve2a6dcZM970LA9fSsvD5b5cAAMPbB6JTSLVi7fPSzbxZQZrV9MSHT7bGZ79cxNbfLuHy7bv4YP85fLD/HFrX9sKzXULQv0XxZokhIqKSUSzorl+/PhITE+Hn5wcg70r5+++/X2gaEXpwkouz0k2wSHJX99V2g7ur0k2wSDgqXpLBIilFxVPBqbkAHQCk3y16GyUY7FRJjYXUyszkyZPx+eefIz4+HuPGjcPTTz/9QN3KywtrmW5jEbVqblrU8HQBAFzJ715uzHTbt5Ba4THdCTfufX9+HXe52EH3v7fyvkMCvV1Rq6or5vZrjJd7N8DeU8nY/se/OHT2Oo4m3MaLW4+ie0NfuOkU7/RIRFThKfar/f6r7Lt27ZKrqRIRUeUgGYq+UelYvXo1EhMTMWvWLHz77bcIDAzE8OHDsWfPnlLPfKuJ1Ux3Wl7Q7V1FixpexqDbmOm2fyE1OdNdYJ7uiwWC7u+PJyIrt3jjvS/dynt8YFUXeZmzkwMGtqyBTeM64Je5veDu7Ai9QSDxtkov8hERVTC8vFkJiLuZSjfBIsnJfhmE0qBRcV0BUUW9PRj01dTbg8Eh8abSTbBKrcUFhbBPu4oKrBl0ly6dTodRo0Zh1KhRuHjxIiIjIzFlyhTk5ubi5MmTcHNT72e3pKxVL7+RnjdHt3cVHWp45X2nXrl9F0IIeZ5uDzt2L5cz3QW6l1+8eS/oTs3MRfSZawhrank6tfsZu5cHepvvqeXrrkNNLxecTrqDxJRM1Pd3L0nTiYioGBTLdEuSVKhQGgunERFVMsZCatZuZBcajQaSJEEIAb1KL/aUBmvVy2/mZ7qrVdGien738vRsPVIzc8tknu4qxkJqBTLdCTfyev0Zu31/HXe5WPu8lN+9vFaBTPf9AjzzLjAkpaj3ojwRUUWiWKZbCIGxY8fKlUgzMzPx/PPPF5oybPv27Uo0r0Q0zlpoJPVNzyVySnf+z9Ikeag8q5KapnQLLJIy1Nst0MFe439Lg8rrCKh1ujXJTv+nLKRWtrKysrB9+3Zs3LgRP/30EwYMGIAPP/wQffv2NakwXpFYz3TfG9PtonWAdxUtbqZn48rtu2Uzpju/e3nBTHdCfqZ6TOcgrD5wHvv+uorUzBx4OBfdDiEE/pW7l1uuSVI9P+hOZNBNRFQmFPt1N2bMGJP7Tz/9tEItISIixbCQWpmZMmUKtm7disDAQIwfPx6ff/45fHx8lG6W3d3JspLpTr83phvIC0aNQbexe7ldx3QXyHQLISBJkhx092tWHXtOJuPc1TTs/jMJw9sHFrm/a2lZyMwxQJIgj1E3J8Ajb11Sqnov3hIRVSSKBd2bNm1S6qntRnJwgCQ5KN2Mwuw4Hu2B3bildAus81DvWLdcPw+lm2CRJsPyj1yladJU/iNTrbMNGOwz/EcyCEgGy5G1tXXWrF69GsuWLUNSUhJatmyJDz74AB06dLC4/Zdffol58+bhwoULqF+/PpYsWYJHH31UXj927Fh88sknJo8JCwvD7t27S9Q+Jaxduxa1a9dGSEgIDh48iIMHD5rdrjz1MLNF6t2ix3RXc8sLrGt4ueDklVT8nZwGff57z56Zbhdt3m+GXINAtt6AHL3A9fwu77WrueKx1jWxbM8Z7Iy7bFPQbaxcXt3DGVorM1ww001EVLYqZl8yIiIqF4zdy63dimvbtm0IDw/HggUL8Mcff6Bly5YICwvD1atXzW5/+PBhjBo1ChMmTMDRo0cxZMgQDBkyBCdOnDDZrm/fvkhMTJRvn3/+eUlesmJGjx6Nhx9+GF5eXvD09LR4q2hsq16eN9StZn52+FRiKgBA66iBs5P9Lqa7au/tOyNLL08XVtXVCR7OThjUsgYAIOafGzaNvzYWUatloYiaEcd0ExGVLXUOHiynRHYOhAprwWlUnK1FlsrnTL6dqnQLLHK4dVvpJlgkMrOUboJFQqu+ugsFSV5qDXrsFHjYoXv5ihUrMHHiRIwbNw5AXob3+++/x8aNGzFnzpxC27/33nvo27cvZs6cCQB44403sHfvXnz44YdYu3atvJ1Op0NAgO1VpNUmMjJS6SYowtqYbnme7gLdywHgr/yg28vOPcWcHDTQOmqQnWtAenYuEm7mFVGrXS2vvk2gtyvaBVXFkYu38O2xK5jYLcTq/uQ5uq2M5waY6SYiKmvMdBMRkWJszXSnpqaa3LKyzF/Yyc7ORmxsLHr37i0v02g06N27N2JiYsw+JiYmxmR7IK/r+P3bR0dHw8/PDw0bNsTkyZNx48aNB3jlVFZSM3PMzkMuhLgXdBfoXg4A/1zLK6Jpz67lRlXys913s/XyHN21C2SqB7euCQDYaUMVcznTbaVyOXAv051yNwcZ2eottkpEVFEw012aHB0ASYWH1FGF48yNXNQ7LhkAkHpH6RZYJGlUPFbf31fpFlgkqbj3AgAgV6U/gA12apdB5N2srQcQGGg6nnXBggVYuHBhoc2vX78OvV4Pf39/k+X+/v44ffq02adISkoyu31SUpJ8v2/fvhg6dCiCg4Nx/vx5vPrqq+jXrx9iYmLg4KDi71hCjl4gK9dQqJt46t1c5Oa/v4yF1IxBt/Etac8iakauWkfcyshBerZeLqIWVCDoHtC8OubtPIGTV1JxMz1bbqs5l25Zn6PbyN3ZCW46R6Rl5SIpJRMhvuqe1YGIqLxTYYRIRESVhSQAycpsZMZM96VLl+Dhce8inXG6ybIycuRI+e/mzZujRYsWqFu3LqKjo9GrV68ybQvZTpM/5Cv1bk6hoNtYRM1N5whd/sXpGl6mhQw9yyLTnT9tWEZWrhx01652L2iuWkWLAA9nJKVmIuFmhvWg+6axe7n1TDeQl+0+dzUNiQy6iYjsjt3LiYhIOUIUfQPg4eFhcrMUdPv4+MDBwQHJyckmy5OTky2Oxw4ICCjW9gAQEhICHx8fnDt3rjivlsqYMaBNNTOu+/7pwgDAz90ZDpp7xVk8y2D2D9f8acPSC3QvD7ovU23sbn7xRrrF/egNAldu5wfdRWS6AY7rJiIqS8x0lyJJq4Ukqa9Ik7iVonQTLJJ8qyndBKvEXfX+GJHKONNXHOLCJaWbYJHk76d0E6zLyFC6BeYZ7DMNXFEVyotbvVyr1aJt27aIiorCkCFDAAAGgwFRUVGYNm2a2ceEhoYiKioK06dPl5ft3bsXoaGhFp/n33//xY0bN1C9evXiNZDKlJvOCemZ5iuY37hvPDcAOGgkBHg443J+8GrvQmrAvQsDKXdz5OcNyi+kZhTo7YrfLtyUx2ybk5SaiVyDgJODBH+PoqceDPAwVjBX+TSKREQVADPdRESkHGHDrZjCw8Px0Ucf4ZNPPsFff/2FyZMnIz09Xa5mPnr0aMydO1fe/qWXXsLu3bvx7rvv4vTp01i4cCGOHDkiB+lpaWmYOXMmfvnlF1y4cAFRUVEYPHgw6tWrh7CwsAd6+WRfHvlBs7lMt3G6sGr3ddcu2MW8LAqpGTPdZ6/egd4goHPUwM/d9KJqUH538wQrQbcxIK/p5WKSrbeEmW4iorLDTHcpklxdIGnUl30U1dQ6BRGAxGtKt8AqqaZ6pwfSexY9Zk8p2V7q+xwYOV9Rb3E8AJCyVTqNnsHKwOsHIAkByUxl6YLri2vEiBG4du0a5s+fj6SkJLRq1Qq7d++Wi6UlJCRAo7l3zblz587Y8v/t3Xd8U9X/P/BXRjO60t1000KBMlsKlBakIAgI+hEHIg4QF/KhCqIfUX8yFD9WVBQEvuBiOBgiH0BAllUQyigtZUPpogOals50Jm1yfn+EhKZNumia2/p+Ph55aG9ukve9ZJz3Pee8z+bNeP/99/Hee+8hODgYu3btQr9+/QAAAoEAFy5cwKZNm1BaWgpvb2+MGzcOS5cu7fC55aR17MVCABqTPd3Fd+Z0N5wjrSumVgIAkNlafvSavnr5tTzdd5Ofiy34DZLmu8PLm0+6WzK0HADkd35DaK1uQgixPEq6CSGEWA1Pw8BrYgw5T9OGrm4AMTExZoeTHzlypNG2KVOmYMqUKSb3l0qlOHjwYJviINblINEltKbW6i4yzOk2vnCir2AOdMzwcluxrimmXxu84Xxu4G4i3dTw8pw7a3Q3t1yYHvV0E0JIx6Gkuz3VaQA+95b70XZAo6Gt+LXcO1/1VQc5WzsEs0Rllplj2x6YDXdnrvCqOdqTrCdtfi6mVWibH67aJs0NIW9bzk0IAMBBfGd4ebWpnm7dd4GbfYOebtndz2CHFFK7U1W9oFzX816/crmefnh5nrIGqjqNodp6fbkl+jW6W9rTfWdOt5KSbkIIsTTutozvwZo1a9CtWzdIJBJEREQgISHB7L4bN24Ej8czukkkHG30EkJIV9PC6uWEtIWDRNe3YKqn21T1cqBBT3dHzOkWG/d/mOrpdrUTwVYkAGNAbonpwme5xS2vXA7c7ekurlSjplbTmpBbLbOwEum3Kyz6GoQQwmVdrqd727ZtmD9/PtatW4eIiAisWLEC48ePR0pKCjw8TFctdnR0REpKiuFvHq9tPTrMVQYm4N78PsENhbVDMEsV1t3aITRJK+LudakqOffea3rSApW1QzCvjZ/vDsPV+JhlPgvtXb2ckPrs7/R0m5rTXVjRgqRb2nFzuvUaVi4HdO0SfxdbXFOUI7u4Ct1NrKudc6enuyVrdAO6XnyJDR81tVrkK2tMvm57qFLXYfKaeNRptDj69mi42XP3t4sQQiyFuxlFG33xxRd4+eWXMXPmTPTp0wfr1q2Dra0t1q9fb/YxPB4PcrnccNMX2yGEEGJh1NNNLMhB2tQ63bqLg65Nzem26/iebnM91f5NzOtW1WkMw8Rb2tPN4/HgdaeYmiXndZ/KKEJZdS0q1RrsSr5psdchhBAu61I93Wq1GklJSUZLwfD5fIwdOxYnT540+7iKigoEBARAq9Vi0KBB+Pjjj9G3b1+z+6tUKqhUd3vylEpd8RPk5AEcXKcbHK7AzfXLPnZHU5rfyUqYiru9yXwOr79e6+9m7RCaZJNTZO0QTNNaZi68pQqpEQKY7+lmjBmGl7s2mNMtk9pgwYTe0DIGR0kHrNNdr6ebxwP8XEz3VDdVwfxWaQ0YA6Q2gkZLoDVF7ihBZmGlRSuY/3290PD/287k4MURgW0eUUgIIZ0Vx1Oe1iksLIRGo2nUU+3p6QmFwvQQ6169emH9+vXYvXs3fvrpJ2i1WkRFRSE3N9fs68TGxkImkxlufn5+7XochBDyj2GBdboJ0dPP6W7Y012uqkPtnQs6DYeXA8DsUd0xZ3QPyweIu+t0A4CXo8RkkTTgboE1U2t1310uTNqqhLYjKpj/nXp3adDUggqcyym12GsRQghXdame7raIjIxEZGSk4e+oqCiEhITg66+/xtKlS00+5t1338X8+fMNfyuVSvj5+YHn7srNdbqF3L22wvjcvtpdNr63tUMwS6DibjYiqLHMms7tQXqL48V8qjlaSdhSPd0WWKebED0Hienq5UV35nPbiQSQ2JhOcjuKnfju65uqXG64705Pd7aJnu5cw3JhLRtarmeoYF5mujhbfTW1GiRlleBYaiFOphfC39UOK6eGNlpT3DiuKmTcroSAz8PoXh7442o+fknMQZi/8cogV24poWUM/XxkrYpf74eTN1CrYXhxRGCbHk8IIZbWpZJuNzc3CAQC5OfnG23Pz8+HXN6yIdY2NjYICwtDWlqa2X3EYjHEYu4l14QQ0uk0N2+bkm5yD+zFptfp1s/ndrG3/pSw+j3dAS7mi5kZku7iKjDGjHq0W1tETa8lPd2MMSzdexWbE7JQU3v3gur53DI8PdQfkd3NTyc6lqobWh7m54QXRwTij6v52HM+Dwsf6mM47gu5pXh87QkI+XycencMZK2sGJ+UVYJFuy8DAAb6yjC4m0urHk8IIR2hSyXdIpEI4eHhiIuLw+TJkwEAWq0WcXFxiImJadFzaDQaXLx4ERMnTmx9ANUqgM+9BiKvsvFVca6QlFVaO4QmSTjcE18b4G7tEMyy4fLSMFztSdYTWT8JMElrme82npY1OW+bZ6HXJf8M9hLTc7qLDJXLrX8BvaU93T7OUvB4QHWtBoUVarg73I397vDy1vZ065L0ptbqPpFehPXxmQAADwcxRvRwg0JZgxPpRfjf2dwmk+6/r+uGlt8X7I5hQS4IcLVFVlEV9l9U4PFwX5TX1OK1Lcmo1TDUajRIuFGMB/q0rpjtij+uG/7/678zKOkmhHASd8cdt9H8+fPx7bffYtOmTbh69Spmz56NyspKzJw5EwAwffp0o0JrH374IQ4dOoSMjAycPXsWzz77LLKysvDSSy9Z6xAIIeSfg6GZ6uXWDpB0Zo76dbpVddDWu4CjL6Lm1oqiY5ZiV6+n27+JpFksFMD7TpKcXWx8wTqnjcPLW9LTve5oOgDgmQh/nH5vDL6YGoq5Y4IBAPsvKVCtNr3Gd51Gi/g0XU/3yJ5u4PF4mBLuCwDYlpgDxhj+385LRoXhTmW0rpBkUlYxjqUWQsDngccDDl/JR1pBeauegxBCOkKXS7qnTp2Kzz//HIsWLUJoaCjOnTuHAwcOGIqrZWdnIy8vz7B/SUkJXn75ZYSEhGDixIlQKpU4ceIE+vTpY61DIISQfw5aMoxYkH5ON2NApfruEPOiStNrdFuDbb3q5QFN9HQDdyubNyymlluvkFpr6Od0F1aooK5rXIvj8q0yHEstBJ8HvBrd3TCkfUg3F/g4SVGhqsPhq/mNHgfohp8ra+ogk9pggK8TAODxcF/weUBCZjE+O5iC387fgoDPw/NR3QAApzNbl3Sv+CMVAPDEIF+Mu9ND/s3fGa16DkII6Qhdani5XkxMjNnh5EeOHDH6+8svv8SXX37ZPi+s0QDM9BVfYhorLbN2CE3i+XpZOwSzhMXcHZrPrFyYqClM6mDtEJrEUzdeT5gLmEYIWGKJXS2ApmZxcLcmH+kExEI+bAQ81GoYymvqDEm4YXg5B+Z020uEsBHwoGVAgKv5Od2Arif8VEYxsovuFj7LV9YYLiK0dni5i60IIgEfao0WBeU1jXrK9QnspAHeRs/N5/PwaJgPVv+Vhp1nc/Gvgd6Nnls/tHxEDzcI7kzV8pJJMbKnO46k3Mb/HdH1oL85rieeGOSLjSdu4PItJcqqayGTNj+vO/GGrpdbyOch5v4euF2hwsHL+diZfBNvjusFT0dJq84FIYRYUpfr6SaEENJ56KuXN3UjpK14PJ5hrW1lvXnd+kJqrVnT2lLEQgFWPhWGr54KazbZ1CflWfUuuu67oBu9Fx7g3Op1xfl8HjxlurnhDdfqzimuwt47zz1rZFCjxz46yAcA8HdqIW6XqxrdfyxVP5/bzWj7k4PvLrN6X7AbXh3ZHR6OEgS52YEx4ExmcYtiN/Ryh/vCz8UWg/ydMbSbC2o1DOuPZ7boOQghpKN0yZ5uYkwTyN3eWjRRQIkL+Gk51g7BLBbYuGeBK7StbPh1pFoH7sYGABIFV0cwWGj0glYL8JroztZSVze5Nw4SIYoq1UYVzPU9w64cKKQGABP7t+x3Wt/bnFNvePmeC7cAAA8PaNtvvZdMipzi6kbzur8/ngmNlmFEDzeTS3l1d7fHQF8ZzueWYc/5W3ih3nJdZVW1hvW4R/Y0Lvo5NsQTQe52UNdpsfzJgYYlxyKCXJFRWIlTGUUY20wxtTM3inE8TdfLXX899VdHBSFhYzF+Pp2NOff3aPVFCEIIsRTq6SaEEGI9NKebWJiDiQrmXBpe3hr1lw0DdMl3cnYp+DxgYpuTbv1a3XeT7pJKNbad0V10nhXduJdb79EwXW/3zmTjuScn0guhZUAPD3t4OxnPMxcJ+Tg0byTi3oyGh8PdIeDDgnRVx081M6+bMYYvD+sqlk8Z7Gs07H1UTw/09LRHhaoOm09nN/k8hBDSkainux1pfd2hFXBvDpHKmRtX8k0R1HK7F0vkz91RAsqejtYOwSyBmruJkl02V3uSdbg6p5unsVBcNKebWJijVNfUUVbffQ8XG3q6O1fSHXAnwcxXqlBTq8G+i7rh3xGBrkYJbGvITVQw//FUFqprNejj5YgRPdzMPRQPD/TGR/uu4uLNMqQVlKOHh65mxt9mhpbrCQX8Rg3QYUG6pceam9d96Eo+TqQXwUZg3MsN6IbLvzKyO97afh6r/0xDgVKFyWHe6O8jM1rXnBBCOhr1dBNCCLEamtNNLM1BbNzTzRgzJN1cqF7eGk62NnAQ69LVnOIq7Dl/Z2i5iUJmLeV1p+CYQqkrznYqowjfHdMVUJsVHdRksupqL0b0neHjP5/OxtHrt/HZwWv4/aICQOOh5U3xbMG87ip1HT747TIA4OX7gkwukfavgboku0JVh/XxmfjX6niM+eIovopLRXZRVaP9CSGkI1BPdzvi1dSCJ+DedQzbSyXWDqHTKh7lb+0QzJJdq7B2CGbxLqZaOwSzeCKOz/GTcXQEg7ZxoaR20dwQckq6yT1yuLNWt/LOnO4reUqoNVrYCHhws+fuSDBTeDwe/FxscSVPiaPXb+PyLSWEfB4m9JO3+Tnld9b+vlVag++OZSB2/zVotAwDfWWY1IK55o8O8kHctQJsiL+BDfE3DNudbG0QEejSqliam9f9VVwabpXVwMdJitfuDzb5HCIhHztmR+Hv67ex69xNHL6Sj4zblfji8HV8cfg6wgOcMTnMBxP6yuHu0Ln+/QkhnRcl3YQQQqxHo0WTY8g1NL6c3BtHqXH18p9O6eb6ju8rh4TDyxuaE+CqS7q/vdMbPbyH2z312OvndJ/LKTUUP3s0zAcfP9ofwhZ0JIwN8YSPkxQ3S6vh72KLId1cEBHoglG93GEral0zc1iQC7YkZOO0iZ7u6/nlhh74D/7VF1KR+X87kZCPsX08MbaPJ8pranHwcj52n7uJ+LRCJGWVICmrBAt3XYK3TIJ+PjIM8JXhgT5y9JJbf0lJjZZh74VbEPL5mNTGefrWdiK9ENVqDe7v7UHD+gm5g5LudpQ/whUCEffmdFd7mp+PZXUc78TyTOTm/FoAyBth/caBOT7qwOZ3shJtKxuBHU1QxtHhjxpLNZyaK5bG8S8Jwnn6nu7ymjqU19Ri9zld0a9nhwVYM6w28683rxu4t6HlwN2kGwCEfB4WPtQH0yMDWpwsSWwEOPjGSFSp69o8r1zv7rzuMqN53YwxvL/rEuq0DGNDPJutbl6fg8QGT4T74olwX+Qra7Dn/C3sOncTl28pcausBrfKanDoSj5WxqViy8vDMLhb873zhy4rUFCuwqT+XnBuxykKF3JL8f6uS7iQWwYA4PEGtbiyPVccvKzAqz8lgTFgSrgvlk7u1ykvbhHS3rjd+iSEENK10fByYmH66uXK6lrsTL6JKrUGwR72rR76zBX1q3WLBHyM69vyBNQUN3sxessdUFZdi1XTwlqUdDZkLxbCXnzvTUr9vO6Mwkok3ijGmBDdse1MvomEzGJIbPhY8q8+9/T8L90XhJfuC0J5TS0u31Li0s0y7L+kQFJWCWb/fBZ7XxsBT0fzFw+OpBTglR+TAAAf7rmCB/p6YupgPwwNdEGlqg4VqjqU19RBLpO0ePpCWXUtPj+Ygp9OZ4ExQMDnQaNlWPDrBfT1djSsz85153NKMXdrsuFre3tSLlLyy7H22XD4NKhiT8g/DSXd7ag8kIEv4V4DUZrP3aE9jlncHjpqeyzF2iGYJb3pY+0QzFKMcLZ2CGYxjl9w90zg5udVU2epdboZmuzN1nLvO5V0Lo71erp/PJkFAHgmwr/TDnsNcL2bdEf3cr/ntaj5fB72vjYCPB4PAr71z0n9ed2BbnZYH5+J7Ym5AIDXxwSbLJ7WFg4SGwwLcsWwIFdMG+qPx9eewDVFOV79KQlbXxkGsbDxd16BsgZv/nIegO5iRWGFCvsu5GHfhbxG+4oEfDw/vBtimlgv/EZhJX48lYVfEnMM68hPDvXGggd747XNyUjMKsGczWexY3aUyXi4JLekCi9uSkRNrRajerlj5vBAzNuajAu5ZXh41XGsfjoMUd05PPKSEAvjXtUvQggh/xxM2/yNkHug7+lOvFGM1IIKSG0EeCzc18pRtZ1/vZ7uex1aricU8DmRcAN31+v+6VQ2xnxxFD+dyoaqTovhPVzx0gjza4bfCzuxEF8/Fw5HiRDJ2aVYvPsyWINRNhotw7xt51BUqUZvuQOOLxiNva+NwPTIAMOFHQCwEwngZi+CWqPFN39nYNRnR/DjqSxUqeuQVVSJk+lF2J6Yg+c3JGDU50fw/fFMlNfUoYeHPTa/FIEVT4XBSybFqqfD4Gxrg0s3lYj9/ZpFjrulTmUUIT6t0Oz9yppavLDxDAorVOgtd8Dqpwchuqc7fosZgb7ejiiuVOP59WdwNpsK+5J/LurpbkfuSQxCG+71yuSNr7V2CGZNmpZo7RCa9MmX560dglnxNdxNRuZcfNraIZhVd4q7vfAAoG2iOJA1afkWikvTTGKt5e77nHQO+oSoUq0BAEwO877n3mFr8nGSwt/FFrUaLcb09rB2OO1OP6+7ulb37zWmtwdeui8Iw4JcLDo6IcDVDl9NC8PMjWew9UwOenjY4/moboZicmuPpOFEehGkNgKsfnoQJDYC9PORoZ+PDAsf6oMqlQb2EiEEfB4YYziSchsf7buC9NuVWLjrEhbuumTydUf3csf0qG6IDnYHv96FDy+ZFF88GYqZG89g44kbCHSzg4+TFKXVtSitUqOHhz1G9bLsv79Gy/DpgWv4+m9dAbtPHx+AJ4f4Ge1Trdbg1R+TcD2/Ap6OYmyYOcQw1cDPxRY7ZkchZvNZ/HG1AK/+mIS9r42ARxPD9wnpqijpJoQQYj00p5tYmL56ud4zEZ2zgJqeUMDHvtdHQKvV9dB2NZ6OEnz4SF9kF1VhWoQ/urvbd9hrj+rlgf+M74VPD6Tgo31XsfqvNNzf2wN9vWX48g/dUphLJ/dDDw/jmGwEfMhs7w4e5fF4GN3bAyOC3bAlIRtfHr6OkqpaiIV8+DhJ4eUkQV9vGZ4e6o9ububna4/u7YFZI4Pw9d8ZWHxnffL6vp0+GA+YKCpXVKHCxZu6YnSlVbrbAF8ZRrfiIk1plRqvbUnGsdS7Pdzv/O8CZLY2GN9Xt0RdWXUtXtx4BolZJbAVCfD9jCHwkhnP3ZbYCLDiqTA8uiYeqQUVmP3zWWx5eRhEwn/uYFtFWQ0kNnw42bZfET7CfV3v25oQQkjnwdBM0t1hkZAuyqHe0N9QPyf085FZMZr24dCJe+pbYnpkN6u99uzo7qhSafDz6SyUVNXif2dv4n9ndRXvHw3zweODWl5PxUbAx/TIbnhqiD8qVHVwtrVpdW/9W+N7Ibe0GpdulsFJagOZrQiVqjokZZVg/rZz2BUz3OjCxJkbxXhhwxmUqxqvvrL0kb54rgXn9mqeErN+TEJ2cRWkNgJ8+sQAHEu9jV8Sc/HalmRsmjkU3T3sMGP9GVzNU8JRIsSGmUPMfrbsxUJ8M30w/rX6OJKySvDBnsv476P9W3Ue2ou6Tovfzt+CVsvweLhvi6ZVVKjqcDVPibyyGijKqpFXVgMhn4dgTwf0ljugh4d9k8vjKWtqEZ9aiPj0QsSnFSGzsBIiAR+zooPw71E9jJa/u12uwk+nsiDk8zB7VPcWLdtHOgdKutuRw41KCIUaa4fRSMVF7i4tFb9vmLVDaNLEQ9w9dzx77lYzdYjibqNWUlhj7RCaJKji5nQQprFQXNTTTSysfoLaWZcJIx2Hx+PhrfG9MG9sMJKySnDoSj7irubDzV6MpZP7tWmIu0jIh4uwbb2aNgI+1jw9yGhbrUaLZ749jYQbxXjlh0TsmjMcDhIbHEu9jZd/0BUz83GSIsDVFk62NlDVahF3rQCLfrsMV3ux2WXIbpZWY/WfqfglMRcaLYOfixTfPDcYIV6OeLCfHKVVtTh0JR8v/5AIFzsRsour4GYvxo8vDkWIl2OTxxHoZoevngrDC5vO4OfT2ejnI8O0of4m92WMIbu4CqcyinA6oxgJN4oh4PMwoa8ckwZ4ob+PrNX/DrUaLXYk5WLVn2m4WVoNANh6JhufPjGw0ciF+k6mF2HO5rMorlSb3YfHA/p4OWJKuC8eDfOFzFb3nZNTXIXvj2fil8QcVKk1RvurNVqs+jMNO5NvYsnDfRHsaY9v/s7A9qRcqOt006qSskuw5ulB7TqipbhSjZ9PZUHLgFdGBjW53n1bVas1KKxQwcdJajRlwlIYY7hdocJ1RQWuKZS4nl8OsVCAcX09ERnkypkLFzzWsFIEaTWlUgmZTIbR4e9CKOTePJW84dxNHB2zuT1f0+FQ4+FcXMHlpFsZ1c3aIZglKTT/w8kFwgpuxlenqcGfyZ+grKwMjo5NN65aQv+9Odb9RQj55hujdVo1/rj9fbu9LrGMNWvW4LPPPoNCocDAgQOxatUqDB061Oz+27dvx8KFC3Hjxg0EBwdj2bJlmDhxouF+xhgWL16Mb7/9FqWlpRg+fDjWrl2L4ODgFsWjf3+VlZXB3t4Bk1YdR51Giz2vjaA1g0mXcLtchYdXHYdCWYNxfTzxeLgvXtucDLVGi+ie7lj3bLghodKvc/7z6WyIBHxsfGGIUSVxRVkN1h1Nx+bT2VBrdO2yB/p44rMnBhgNga6p1eD5DQk4lVEMAPB1luKnFyOaHCLf0Oo/U/H5oevg84DZo7pj3tiesKmXFCVlFeP9XZdxNU9p9jkCXG0xoZ8c0cHuCO/mbLayO2MM6bcr8Pf1Qmw4kYmcYl2y7WYvRk2tBhWqOoiEfLwxtidevi/QKDljjOGnU1n4YM8V1GkZ3B3ECHKzg1wmgVwmgapWi+v55bieX47Cer/bYiEfE/t7Qa3RYv/FPMMCHEFudhjZ0x3De7ghIsgFJ9IK8eGeK7hVpusI4PHuXmMe4CvD9fxy1NRq0c/HEetnDDGaB59XVo0LuWVIUZQjJb8c1xXlsBHwMbKnO0b3csegAGejcwoA+coafPt3Bn4+nW2olxDgaotPHhuAyO6uhv3qNFqczChCiqIctytUKKpQo6hCBaGAj16eDugl192C3OxMJrMHLinw9q/noaypg4NYiBAvR/TxdsTwHm4YG+LR6osljDFcvqVEaVUtAlxt4SWTQCjgo1ajRUJmMQ5fycfhK/mGCykNOdvaYFwfOR4a6IXh3d0MFwHq/0Z0VNuCku52oP+HGzliESeT7lpH7g5ouDWC240fyW1uVHM1xTafux9dcRn3Rnzo2Z9vvLQLp9Rx89zVaVX449bX7Z90u73QfNJduJ6Sbg7btm0bpk+fjnXr1iEiIgIrVqzA9u3bkZKSAg+PxnNIT5w4gZEjRyI2NhYPPfQQNm/ejGXLluHs2bPo168fAGDZsmWIjY3Fpk2bEBgYiIULF+LixYu4cuUKJJLmf2cbNqgYY6jVsH/0PFLS9SRnl2Dq16cMiTIATOgrx8ppoY0SUY2WYc7PZ3HgsgL2YiE++FdfpOSX4+/rt3FNUW7Yb1iQC94a18vseu3lNbV4bUsyqtUarHwqDHJZ69q9Wi3D+7svYfPpbADAQF8ZVjwVBhdbEZYdvGbYbiPgYaCvEyKCXBAR6IpKVR32XshD3LV81NTePV6pjQARQS4I8XKEDZ8HPp8HAY+HzMJKxKcXIl+pMuzrZi/Gq9FBeHZYAIor1Xj3fxdx9PptALqe+JHBbogIckWYvxO+ikvFloQcAMAjod5Y9vgAsxfsCsprsP+iAlsSso3OJQDcF+yGWSO7Y3gP10YJZ5W6Dl/FpeG7Yxmo0zKM6uWO2dHdMTTQBedzy/DixjMoqlTDx0mKNx7oiQu5pTieVoiM25VNnmMHiRAhckfweHeT+eTsUsP7pI+XI0qq1Mi7k/A/NywAD/aT4/dLefj9oqLJXn09FzsRpkcG4LlhAXC9cxEj9ver2HRnWcb6FxH0Qv2c8P8mhWBIvfeWsqYWx64XorhKDW+ZBN5OUnjLpMgqrsS+i3n4/WKe4WIJoHtf+DnborBCBWXN3SkUPB7QzdUOvTwd0FPugNvlKhy6rEBRvWPxdZbiqSF+mDLYDzWVFejm7U5Jd2dDSXfbUdLddpR0tw0l3W1jsaTbZWbzSXfxBkq6OSwiIgJDhgzB6tWrAQBarRZ+fn547bXX8M477zTaf+rUqaisrMTevXsN24YNG4bQ0FCsW7cOjDF4e3vjzTffxFtvvQUAKCsrg6enJzZu3Iinnnqq2Zis0YtBiDVsO5ONBTsuAgAeC/PBp08MMDuctqZWgxnrE3A6s7jRfUO6OWPe2J6I6t44ObSEfRfy8N7OiyirroXURgA7scDQY/zkYF+8+2AInO0a/zZUqurw57UC/JVSgGOphbhdrmq0T30iIR9DujnjgRBPTB3ibzScmjGGX5Ny8eHeK4Z10uvj8YAFE3pj1sigFp0TxhjO55ZhR1IuGBieiQhodtg9oBuGrtZoGxUNzCqqxPMbziCz0DjJ5vOA3nJH9PbSzSkP9nSAsroWR1Ju4+j122aT5iHdnDFndA9E93RHuaoOsb9fw5aE7Eb7udiJENXdFR4OErg5iOBmJ0aVug4p+eW4ptD1rOtXgxAL+Xg83Bfnc0px+ZZudMKs6CDMG9MTWcWVuHxTifO5pfg1KdcwxH5cH09EdnfFn9cKcCqjCLWaptuzEhtdAcKckmrD0HsAcLUT4f7eHnigjydGBLs1mldfp9Ei4UYx9l3Iw57ztwxJuoDPA9TVyFj+BCXdnU1LG49W48bdJZLyxnJ7uRNZBjfn1wJAaXfuFtJxucbNIdIAID6Tau0QmsRzdrJ2CCbVaVX4I2t1uyfdY5xnNJt0x5VsouSJo9RqNWxtbfHrr79i8uTJhu0zZsxAaWkpdu/e3egx/v7+mD9/PubNm2fYtnjxYuzatQvnz59HRkYGunfvjuTkZISGhhr2iY6ORmhoKFauXNnoOVUqFVSqu41vpVIJPz8/et+Qf4RtZ7JRrdZgemS3ZufQKmtq8dKmRNwsqUZUd1fc19Mdw7u7wtVe3EHR3pVXVo03fzmPE+lFAIDu7nb476P9DcvGNYcxhpT8chy7XoibpdXQMgaNVndztRchqrsbwgOcm51SUlZVi/j0QpzOKMLpzGJcU5TDUSLEyqfCWlXx3RKKK9V4Y9s53CrV/Xvphqe7QiY13QbUaBku5JbiVmkNGJiubAoAfxdbhPo5Ndo/Pq0Qi3Zfwu1yFcb1leNfA70R1b3pedB1Gi0OXFbgm78zcCG3zLDdxU6E5U8OxGgTS9kVlNdgxR+p2JqQbRhyr9fd3Q6BbvZQKKtxq7QGxZVqSG0EuL+3Byb298Lo3u6wFQmh0TIolDXIKqyERCTAQF+nFhXCA3QXnH6/mIctCdk4c6MEWlUVclY82aG/EdztAiWEENL1MYZGv8AN7yecVVhYCI1GA09P42WLPD09ce3aNZOPUSgUJvdXKBSG+/XbzO3TUGxsLD744IM2HQMhnd3UIaYLkpniKLHBL7MiLRhNy3nJdHPCtyXmoKZWg6cj/M3OzzaFx+Ppenzl95Y0yWxtMLG/l6HAXFl1LWxFgkbzoq3BxU6ETS+Yr4/RkIDPQ5i/M8Ja+JYY3sMNcW+OAmOsxSMchAI+HhrgjUn9vZCQWYwN8TfAwPDBv/qZnW7g4SDBx4/2x8yobvjqzzQUVagQ3dMdD/TxRFCDHv5qtQZ8Phq9FwR8HnycpPBxMl6WriUkNgI8NsgXjw3yRWZhJUpLSzFoRauf5p5Q0t2eJCKA3/FXCptV0/TQG2vy+qPA2iE0SeXL3SrcDje5OQwZAMRNFECxtqqRvawdQpN4tdxMMutqa4AsCzyxRgPwmngvM+6+zwl3vPvuu5g/f77hb31PNyGE2/h8ntkq5tZirhe5K2vLlAIej4eIIFdEtHBkAgAEezpg1bSwJvexREX1+gLd7KAUdXzbgpJuQggh1sMYmlyMm3q6Oc3NzQ0CgQD5+flG2/Pz8yGXy00+Ri6XN7m//r/5+fnw8vIy2qf+cPP6xGIxxGIOXvQmhBBCQEl3u2IyezAB9370q7s5WTsEs+rE3C1UBgCsA9YXbKtb93M3GeGNMl31lAvss6w/XKwpNk0XJbUajdoyV4WZVgvGM790IGPcXlbwn04kEiE8PBxxcXGGOd1arRZxcXGIiYkx+ZjIyEjExcUZzek+fPgwIiN1Q14DAwMhl8sRFxdnSLKVSiVOnz6N2bNnW/JwCCGEEIugpJsQQoj1UE93pzd//nzMmDEDgwcPxtChQ7FixQpUVlZi5syZAIDp06fDx8cHsbGxAIC5c+ciOjoay5cvx6RJk7B161YkJibim2++AaAbsjhv3jx89NFHCA4ONiwZ5u3tbVSsjRBCCOksumTSvWbNGnz22WdQKBQYOHAgVq1ahaFDzRch2L59OxYuXIgbN24gODgYy5Ytw8SJE1v9urzSCvD43KvabFtS3vxO1lLL3ergAMA03J1PWtI7xNohmKXh3oAPg/Ig7v6bAoBUwc1l9DSWKg2hZQCPku7ObOrUqbh9+zYWLVoEhUKB0NBQHDhwwFAILTs7G3z+3REmUVFR2Lx5M95//3289957CA4Oxq5duwxrdAPA22+/jcrKSrzyyisoLS3FiBEjcODAgRat0U0IIYRwTZdbMmzbtm2YPn061q1bh4iICKxYsQLbt29HSkoKPDwal7A/ceIERo4cidjYWDz00EPYvHkzli1bhrNnzxo1AJpiWDLMaxY3lwzjMkq62yzr35R0t4Xambv/pgCXk+4apH76XrsvGTZa+ASEPPNFa+pYLf6q+5WWfiKtQut0E0IIMccavxHcntzYBl988QVefvllzJw5E3369MG6detga2uL9evXm9x/5cqVmDBhAv7zn/8gJCQES5cuxaBBg7B69eoOjpwQQv6BmLb5GyGEEEJIJ9alhper1WokJSXh3XffNWzj8/kYO3YsTp48afIxJ0+eNFpmBADGjx+PXbt2tT4AGwHA5+Ap5fCSYdoy7i4tBQB8J+4uGVbjzt1khIm4O4CGX83ta421dtaOwDSthTrgmZaBNTG8vIsNxiKEEELIPxAHM8S2KywshEajMcwj0/P09MS1a9dMPkahUJjcX6FQmH0dlUoFlepuIltWVgYAqNNybz43AICrcQHQMm4PL+dz+dxV11g7BLOYhsOJUg23k26ouFkxX1uje7+1dxJcx1RN9mbXgdvfEYSb9O9TpZLbF3YJIYR0PP1vQ0de2O9SSXdHiY2NxQcffNBo+5Hc76wQDbGo29YOoAkLrB0A+ScqLy+HTHbvI0BEIhHkcjmOK35vdl+5XA6RiOplkJYrKioCAPj5+Vk5EkIIIVxVVFTULm2aluhSSbebmxsEAgHy8/ONtufn50Mul5t8jFwub9X+APDuu+8aDUkvLS1FQEAAsrOzO+wfrj0plUr4+fkhJyenUxacofiti+K3ro6KnzGG8vJyeHt7t8vzSSQSZGZmQq1ufjSJSCSiqtWkVVxcXACg0/4ut5fO/v3WHugc6NB5oHOgR+dBN0rZ39/f8FvREbpU0i0SiRAeHo64uDjDWp5arRZxcXGIiYkx+ZjIyEjExcVh3rx5hm2HDx9GZGSk2dcRi8UQixuXZ5bJZJ36zevo6EjxWxHFb10Uf/PaO3mRSCSUTBOL0C9R1tl/l9tLZ/9+aw90DnToPNA50KPzAKPlLC2tSyXdADB//nzMmDEDgwcPxtChQ7FixQpUVlZi5syZAIDp06fDx8cHsbGxAIC5c+ciOjoay5cvx6RJk7B161YkJibim2++seZhEEIIIYQQQgjpArpc0j116lTcvn0bixYtgkKhQGhoKA4cOGAolpadnW10VSMqKgqbN2/G+++/j/feew/BwcHYtWtXi9foJoQQQgghhBBCzOlySTcAxMTEmB1OfuTIkUbbpkyZgilTprT59cRiMRYvXmxyyHlnQPFbF8VvXRQ/IV0PfS506DzQOdCj80DnQI/Og3XOAY/RIqiEEEIIIYQQQohFcHzBWkIIIYQQQgghpPOipJsQQgghhBBCCLEQSroJIYQQQgghhBALoaT7Hq1ZswbdunWDRCJBREQEEhISrB2SSX///TcefvhheHt7g8fjYdeuXUb3M8awaNEieHl5QSqVYuzYsUhNTbVOsCbExsZiyJAhcHBwgIeHByZPnoyUlBSjfWpqajBnzhy4urrC3t4ejz/+OPLz860UsbG1a9diwIABhjURIyMjsX//fsP9XI69oU8++QQ8Hs9obXuux79kyRLweDyjW+/evQ33cz1+ALh58yaeffZZuLq6QiqVon///khMTDTcz/XPMCHtrbW/v9u3b0fv3r0hkUjQv39//P777x0UqeW05hxs3Lix0fegRCLpwGgto7n2jSlHjhzBoEGDIBaL0aNHD2zcuNHicVpSa8/BkSNHGr0XeDweFApFxwRsAS1pJ5rS1b4X2nIeutp3Q3NtblM64n1ASfc92LZtG+bPn4/Fixfj7NmzGDhwIMaPH4+CggJrh9ZIZWUlBg4ciDVr1pi8/9NPP8VXX32FdevW4fTp07Czs8P48eNRU1PTwZGadvToUcyZMwenTp3C4cOHUVtbi3HjxqGystKwzxtvvIE9e/Zg+/btOHr0KG7duoXHHnvMilHf5evri08++QRJSUlITEzE/fffj0ceeQSXL18GwO3Y6ztz5gy+/vprDBgwwGh7Z4i/b9++yMvLM9yOHz9uuI/r8ZeUlGD48OGwsbHB/v37ceXKFSxfvhzOzs6Gfbj+GSakPbX29/fEiROYNm0aXnzxRSQnJ2Py5MmYPHkyLl261MGRt5+2tEEcHR2NvgezsrI6MGLLaK5901BmZiYmTZqE0aNH49y5c5g3bx5eeuklHDx40MKRWk5rz4FeSkqK0fvBw8PDQhFaXkvaiQ11xe+FtpwHoGt9NzTX5m6ow94HjLTZ0KFD2Zw5cwx/azQa5u3tzWJjY60YVfMAsJ07dxr+1mq1TC6Xs88++8ywrbS0lInFYrZlyxYrRNi8goICBoAdPXqUMaaL18bGhm3fvt2wz9WrVxkAdvLkSWuF2SRnZ2f23XffdZrYy8vLWXBwMDt8+DCLjo5mc+fOZYx1jnO/ePFiNnDgQJP3dYb4FyxYwEaMGGH2/s74GSbkXrT29/fJJ59kkyZNMtoWERHBZs2aZdE4Lam152DDhg1MJpN1UHTW0bB9Y8rbb7/N+vbta7Rt6tSpbPz48RaMrOO05Bz89ddfDAArKSnpkJisoWE70ZSu+L3QUEvOwz/hu0Hf5jalo94H1NPdRmq1GklJSRg7dqxhG5/Px9ixY3Hy5EkrRtZ6mZmZUCgURscik8kQERHB2WMpKysDALi4uAAAkpKSUFtba3QMvXv3hr+/P+eOQaPRYOvWraisrERkZGSniX3OnDmYNGmSUZxA5zn3qamp8Pb2RlBQEJ555hlkZ2cD6Bzx//bbbxg8eDCmTJkCDw8PhIWF4dtvvzXc3xk/w4S0VVt+f0+ePNnou2v8+PGd9vPR1jZIRUUFAgIC4Ofn12TPT1fW1d4L9yI0NBReXl544IEHEB8fb+1w2lXDdqIp/4T3QkvOA9B1vxsatrlN6aj3ASXdbVRYWAiNRgNPT0+j7Z6enp1uTow+3s5yLFqtFvPmzcPw4cPRr18/ALpjEIlEcHJyMtqXS8dw8eJF2NvbQywW49VXX8XOnTvRp0+fThH71q1bcfbsWcTGxja6rzPEHxERgY0bN+LAgQNYu3YtMjMzcd9996G8vLxTxJ+RkYG1a9ciODgYBw8exOzZs/H6669j06ZNADrfZ5iQe9GW31+FQtGlPh9tOQe9evXC+vXrsXv3bvz000/QarWIiopCbm5uR4TMGebeC0qlEtXV1VaKqmN5eXlh3bp12LFjB3bs2AE/Pz+MGjUKZ8+etXZo7cJUO9GUrva90FBLz0NX/G4w1+Y2paPeB8J2fTZCOsCcOXNw6dIlozm5nUGvXr1w7tw5lJWV4ddff8WMGTNw9OhRa4fVrJycHMydOxeHDx/utIU1HnzwQcP/DxgwABEREQgICMAvv/wCqVRqxchaRqvVYvDgwfj4448BAGFhYbh06RLWrVuHGTNmWDk6QkhnEBkZadTTExUVhZCQEHz99ddYunSpFSMjHa1Xr17o1auX4e+oqCikp6fjyy+/xI8//mjFyNpHZ20ntreWnoeu+N1grs1tLvHuCNTT3UZubm4QCASNKhzn5+dDLpdbKaq20cfbGY4lJiYGe/fuxV9//QVfX1/DdrlcDrVajdLSUqP9uXQMIpEIPXr0QHh4OGJjYzFw4ECsXLmS87EnJSWhoKAAgwYNglAohFAoxNGjR/HVV19BKBTC09OT0/Gb4uTkhJ49eyItLY3z5x/Q9Uo0/KEICQkxDJHvTJ9hQu5VW35/5XJ5l/p8tEcbxMbGBmFhYUhLS7NEiJxl7r3g6OjYKS7CWsrQoUO7xHvBXDvRlK72vVBfa85DQ13hu8Fcm9uUjnofUNLdRiKRCOHh4YiLizNs02q1iIuLMztngKsCAwMhl8uNjkWpVOL06dOcORbGGGJiYrBz5078+eefCAwMNLo/PDwcNjY2RseQkpKC7OxszhxDQ1qtFiqVivOxjxkzBhcvXsS5c+cMt8GDB+OZZ54x/D+X4zeloqIC6enp8PLy4vz5B4Dhw4c3WvLj+vXrCAgIANA5PsOEtJe2/P5GRkYa7Q8Ahw8f7rSfj/Zog2g0Gly8eBFeXl6WCpOTutp7ob2cO3euU78XmmsnmtIV3wttOQ8NdcXvBn2b25QOex+0a1m2f5itW7cysVjMNm7cyK5cucJeeeUV5uTkxBQKhbVDa6S8vJwlJyez5ORkBoB98cUXLDk5mWVlZTHGGPvkk0+Yk5MT2717N7tw4QJ75JFHWGBgIKuurrZy5DqzZ89mMpmMHTlyhOXl5RluVVVVhn1effVV5u/vz/7880+WmJjIIiMjWWRkpBWjvuudd95hR48eZZmZmezChQvsnXfeYTwejx06dIgxxu3YTalfvZwx7sf/5ptvsiNHjrDMzEwWHx/Pxo4dy9zc3FhBQQFjjPvxJyQkMKFQyP773/+y1NRU9vPPPzNbW1v2008/Gfbh+meYkPbU3O/vc889x9555x3D/vHx8UwoFLLPP/+cXb16lS1evJjZ2NiwixcvWusQ7llrz8EHH3zADh48yNLT01lSUhJ76qmnmEQiYZcvX7bWIbSL5to377zzDnvuuecM+2dkZDBbW1v2n//8h129epWtWbOGCQQCduDAAWsdwj1r7Tn48ssv2a5du1hqaiq7ePEimzt3LuPz+eyPP/6w1iHcs5a0E/8J3wttOQ9d7buhuTa3td4HlHTfo1WrVjF/f38mEonY0KFD2alTp6wdkkn65SEa3mbMmMEY0y05tHDhQubp6cnEYjEbM2YMS0lJsW7Q9ZiKHQDbsGGDYZ/q6mr273//mzk7OzNbW1v26KOPsry8POsFXc8LL7zAAgICmEgkYu7u7mzMmDGGDz9j3I7dlIZJN9fjnzp1KvPy8mIikYj5+PiwqVOnsrS0NMP9XI+fMcb27NnD+vXrx8RiMevduzf75ptvjO7n+meYkPbW1O9vdHS04fdN75dffmE9e/ZkIpGI9e3bl+3bt6+DI25/rTkH8+bNM+zr6enJJk6cyM6ePWuFqNtXc+2bGTNmsOjo6EaPCQ0NZSKRiAUFBRm1JTqj1p6DZcuWse7duzOJRMJcXFzYqFGj2J9//mmd4NtJS9qJ/4Tvhbach6723dBcm9ta7wMeY4y1b985IYQQQgghhBBCAJrTTQghhBBCCCGEWAwl3YQQQgghhBBCiIVQ0k0IIYQQQgghhFgIJd2EEEIIIYQQQoiFUNJNCCGEEEIIIYRYCCXdhBBCCCGEEEKIhVDSTQghhBBCCCGEWAgl3YQQQgghhBBCiIVQ0k1IO3n++ecxefJka4fRZjweDzweD05OTi3a/8iRI4bHdObjJoQQQojOkiVLEBoaek/P8fzzzxvaB7t27WqXuPSo7UE6K0q6CWkB/Re8uduSJUuwcuVKbNy40dqh3pMNGzbg+vXrLdo3KioKeXl5ePLJJy0cFSGEENKx6ieO9W9paWnWDs2i3nrrLcTFxd3z80yYMAF5eXl48MEHDdvMJeGt6bSgtgfprITWDoCQziAvL8/w/9u2bcOiRYuQkpJi2GZvbw97e3trhNaunJyc4OHh0aJ9RSIR5HI5pFIpVCqVhSMjhBBCOtaECROwYcMGo23u7u6N9lOr1RCJRB0VlkW1V3tGLBZDLpe3Q0TGqO1BOivq6SakBeRyueEmk8nA4/GMttnb2ze6UqvVahEbG4vAwEBIpVIMHDgQv/76q+F+/RCpgwcPIiwsDFKpFPfffz8KCgqwf/9+hISEwNHREU8//TSqqqoMjxs1ahRiYmIQExMDmUwGNzc3LFy4EIwxwz4lJSWYPn06nJ2dYWtriwcffBCpqamtPu7z589j9OjRcHBwgKOjI8LDw5GYmNi2k0gIIYR0IvrEsf5NIBAYfofnzZsHNzc3jB8/HgBw6dIlPPjgg7C3t4enpyeee+45FBYWGp5Pq9Xi008/RY8ePSAWi+Hv74///ve/AO62CUpLSw37nzt3DjweDzdu3DBsO378OO677z5IpVL4+fnh9ddfR2VlpeH+bt264eOPP8YLL7wABwcH+Pv745tvvjE6rtzcXEybNg0uLi6ws7PD4MGDcfr0aQCNh5efOXMGDzzwANzc3CCTyRAdHY2zZ8+21ylu5MaNGyZHGIwaNcpir0lIR6CkmxALiY2NxQ8//IB169bh8uXLeOONN/Dss8/i6NGjRvstWbIEq1evxokTJ5CTk4Mnn3wSK1aswObNm7Fv3z4cOnQIq1atMnrMpk2bIBQKkZCQgJUrV+KLL77Ad999Z7j/+eefR2JiIn777TecPHkSjDFMnDgRtbW1rTqGZ555Br6+vjhz5gySkpLwzjvvwMbGpu0nhRBCCOkCNm3aBJFIhPj4eKxbtw6lpaW4//77ERYWhsTERBw4cAD5+flGw6DfffddfPLJJ1i4cCGuXLmCzZs3w9PTs8WvmZ6ejgkTJuDxxx/HhQsXsG3bNhw/fhwxMTFG+y1fvhyDBw9GcnIy/v3vf2P27NmG0XkVFRWIjo7GzZs38dtvv+H8+fN4++23odVqTb5meXk5ZsyYgePHj+PUqVMIDg7GxIkTUV5e3oaz1jw/Pz/k5eUZbsnJyXB1dcXIkSMt8nqEdBhGCGmVDRs2MJlM1mj7jBkz2COPPMIYY6ympobZ2tqyEydOGO3z4osvsmnTpjHGGPvrr78YAPbHH38Y7o+NjWUAWHp6umHbrFmz2Pjx4w1/R0dHs5CQEKbVag3bFixYwEJCQhhjjF2/fp0BYPHx8Yb7CwsLmVQqZb/88ovZ4wLAdu7cabTNwcGBbdy40exjGh43IYQQ0hXMmDGDCQQCZmdnZ7g98cQTjDHd73BYWJjR/kuXLmXjxo0z2paTk8MAsJSUFKZUKplYLGbffvutydfTtwlKSkoM25KTkxkAlpmZyRjTtSFeeeUVo8cdO3aM8fl8Vl1dzRhjLCAggD377LOG+7VaLfPw8GBr165ljDH29ddfMwcHB1ZUVGQyjsWLF7OBAweaPS8ajYY5ODiwPXv2mN3HXLsAAJNIJEbn1M7OjgmFQpP7V1dXs4iICPbQQw8xjUbTotcghKtoTjchFpCWloaqqio88MADRtvVajXCwsKMtg0YMMDw/56enrC1tUVQUJDRtoSEBKPHDBs2DDwez/B3ZGQkli9fDo1Gg6tXr0IoFCIiIsJwv6urK3r16oWrV6+26jjmz5+Pl156CT/++CPGjh2LKVOmoHv37q16DkIIIaQzGj16NNauXWv4287OzvD/4eHhRvueP38ef/31l8n50Onp6SgtLYVKpcKYMWPaHM/58+dx4cIF/Pzzz4ZtjDFotVpkZmYiJCQEgHG7Qj8drqCgAIBuyHpYWBhcXFxa9Jr5+fl4//33ceTIERQUFECj0aCqqgrZ2dltOoYvv/wSY8eONdq2YMECaDSaRvu+8MILKC8vx+HDh8Hn0+Bc0rlR0k2IBVRUVAAA9u3bBx8fH6P7xGKx0d/1h2vzeLxGw7d5PJ7ZYV+WtmTJEjz99NPYt28f9u/fj8WLF2Pr1q149NFHrRIPIYQQ0lHs7OzQo0cPs/fVV1FRgYcffhjLli1rtK+XlxcyMjKafC19Usnq1WdpOCWsoqICs2bNwuuvv97o8f7+/ob/b6odIZVKm4yjoRkzZqCoqAgrV65EQEAAxGIxIiMjoVarW/U8enK5vNE5dXBwMJrLDgAfffQRDh48iISEBDg4OLTptQjhEkq6CbGAPn36QCwWIzs7G9HR0e3+/PqCJ3r6eVYCgQAhISGoq6vD6dOnERUVBQAoKipCSkoK+vTp0+rX6tmzJ3r27Ik33ngD06ZNw4YNGyjpJoQQQuoZNGgQduzYgW7dukEobNy8Dg4OhlQqRVxcHF566aVG9+uroufl5cHZ2RmArle64WtcuXLF7IWAlhgwYAC+++47FBcXt6i3Oz4+Hv/3f/+HiRMnAgBycnKMisNZwo4dO/Dhhx9i//79NLqOdBk0VoMQC3BwcMBbb72FN954A5s2bUJ6ejrOnj2LVatWYdOmTff8/NnZ2Zg/fz5SUlKwZcsWrFq1CnPnzgWg+2F/5JFH8PLLL+P48eM4f/48nn32Wfj4+OCRRx5p8WtUV1cjJiYGR44cQVZWFuLj43HmzBnD8DVCCCGE6MyZMwfFxcWYNm0azpw5g/T0dBw8eBAzZ86ERqOBRCLBggUL8Pbbb+OHH35Aeno6Tp06he+//x4A0KNHD/j5+WHJkiVITU3Fvn37sHz5cqPXWLBgAU6cOIGYmBicO3cOqamp2L17d6NCak2ZNm0a5HI5Jk+ejPj4eGRkZGDHjh04efKkyf2Dg4Px448/4urVqzh9+jSeeeaZVveWt8alS5cwffp0LFiwAH379oVCoYBCoUBxcbHFXpOQjkBJNyEWsnTpUixcuBCxsbEICQnBhAkTsG/fPgQGBt7zc0+fPh3V1dUYOnQo5syZg7lz5+KVV14x3L9hwwaEh4fjoYceQmRkJBhj+P3331tVeVwgEKCoqAjTp09Hz5498eSTT+LBBx/EBx98cM/xE0IIIV2Jt7c34uPjodFoMG7cOPTv3x/z5s2Dk5OTYej4woUL8eabb2LRokUICQnB1KlTDXOtbWxssGXLFly7dg0DBgzAsmXL8NFHHxm9xoABA3D06FFcv34d9913H8LCwrBo0SJ4e3u3OE6RSIRDhw7Bw8MDEydORP/+/fHJJ59AIBCY3P/7779HSUkJBg0ahOeeew6vv/46PDw82niWmpeYmIiqqip89NFH8PLyMtwee+wxi70mIR2Bx+pPHiGEcN6oUaMQGhqKFStWtOvz8ng87Ny502it8ZZ4/vnnUVpail27drVrPIQQQgjpfDqiXUBtD9LZUE83IcRg2rRp8PX1bdG+x44dg729vVEVVUIIIYSQvXv3wt7eHnv37m3X56W2B+msqKebkE7GUj3daWlpAHTDylsyBL66uho3b94EANjb20Mul7drPIQQQgjpfAoKCqBUKgHoKrc3rPR+L6jtQTorSroJIYQQQgghhBALoeHlhBBCCCGEEEKIhVDSTQghhBBCCCGEWAgl3YQQQgghhBBCiIVQ0k0IIYQQQgghhFgIJd2EEEIIIYQQQoiFUNJNCCGEEEIIIYRYCCXdhBBCCCGEEEKIhVDSTQghhBBCCCGEWAgl3YQQQgghhBBCiIX8f9P5BpMd2vSdAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Path_Al_Archivo = df[\"Path_datos\"][1]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "#print(Nombres)\n", + "\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "fase = Obtener_angulos(Datos_Complejos)\n", + "#fase = np.angle(Datos_Complejos)\n", + "\n", + "# Frecuencia de muestreo (Hz)\n", + "fs = Datos[\"Fs\"][0]\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Calcular fase centrada ---\n", + "aux = Obtener_angulos(Datos_Complejos)\n", + "fase = aux - np.mean(aux)\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Frecuencia de muestreo ---\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192*2\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase)\t \n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t \n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "# Señal original\n", + "axs[0, 0].plot(fase, color='tab:blue')\n", + "axs[0, 0].set_title(\"Señal de fase\")\n", + "axs[0, 0].set_xlabel(\"Muestras\")\n", + "axs[0, 0].set_ylabel(\"Amplitud\")\n", + "\n", + "# Señal de respiración\n", + "axs[0, 1].plot(Datos[\"respiration\"], color='tab:green')\n", + "axs[0, 1].set_title(\"Señal de respiración\")\n", + "axs[0, 1].set_xlabel(\"Muestras\")\n", + "axs[0, 1].set_ylabel(\"Amplitud\")\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma completo (STFT)\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "# Frecuencia vs módulo en un instante de tiempo\n", + "columna = 3 # índice del instante de tiempo a analizar\n", + "axs[1, 1].plot(f, np.abs(Zxx)[:, columna])\n", + "axs[1, 1].set_title(f\"Espectro en t = {t_stft[columna]:.2f} s\")\n", + "axs[1, 1].set_xlabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylabel(\"Magnitud |STFT|\")\n", + "axs[1, 1].set_xlim(0, 3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Consolidación de la exploración\n", + "\n", + "Esta última muestra de datos fue la que produjo el **mejor resultado** durante toda la exploración. Ninguno de los otros conjuntos permitió observar con claridad una frecuencia consistente a lo largo de la medición. En la mayoría de los datos, es prácticamente imposible distinguir componentes respiratorias o cardíacas de manera confiable.\n", + "\n", + "Esto evidencia que, aunque el análisis mediante STFT proporciona información útil, **un procesamiento aislado de este tipo no es suficiente** para estimar de forma robusta las frecuencias respiratorias y cardíacas. Por lo tanto, se requiere un enfoque más completo o preprocesamiento adicional para obtener resultados consistentes.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparacion del analisis espectral de respiracion y UWB" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Path_Al_Archivo = df[\"Path_datos\"][1]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "#print(Nombres)\n", + "\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "fase = Obtener_angulos(Datos_Complejos)\n", + "#fase = np.angle(Datos_Complejos)\n", + "\n", + "# Frecuencia de muestreo (Hz)\n", + "fs = Datos[\"Fs\"][0]\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Calcular fase centrada ---\n", + "aux = Obtener_angulos(Datos_Complejos)\n", + "fase = aux - np.mean(aux)\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "# --- Frecuencia de muestreo ---\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 8192\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = int(Largo_de_la_ventana/4), fs=fs, mfft=2*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "Zxx = stft_obj.stft(fase)\t \n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t \n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "# Señal original\n", + "axs[0, 0].plot(fase, color='tab:blue')\n", + "axs[0, 0].set_title(\"Señal de fase\")\n", + "axs[0, 0].set_xlabel(\"Muestras\")\n", + "axs[0, 0].set_ylabel(\"Amplitud\")\n", + "\n", + "# Señal de respiración\n", + "axs[0, 1].plot(Datos[\"respiration\"], color='tab:green')\n", + "axs[0, 1].set_title(\"Señal de respiración\")\n", + "axs[0, 1].set_xlabel(\"Muestras\")\n", + "axs[0, 1].set_ylabel(\"Amplitud\")\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma completo (STFT)\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 3)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "# Frecuencia vs módulo en un instante de tiempo\n", + "columna = 3 # índice del instante de tiempo a analizar\n", + "axs[1, 1].plot(f, np.abs(Zxx)[:, columna])\n", + "axs[1, 1].set_title(f\"Espectro en t = {t_stft[columna]:.2f} s\")\n", + "axs[1, 1].set_xlabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylabel(\"Magnitud |STFT|\")\n", + "axs[1, 1].set_xlim(0, 3)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Submuestreo de las señales\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\usuario\\AppData\\Local\\Temp\\ipykernel_2820\\694915856.py:47: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " M = int(np.floor(fs/(2*nueva_frecuencia_de_muestreo)))\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "from scipy.signal import firwin, lfilter, resample_poly, welch\n", + "import matplotlib.pyplot as plt\n", + "\n", + "###################################################\n", + "##### Cargo los datos anteriores\n", + "###################################################\n", + "\n", + "Path_Al_Archivo = df[\"Path_datos\"][1]\n", + "\n", + "Datos = scipy.io.loadmat(Path_Al_Archivo)\n", + "Nombres = Datos.keys()\n", + "\n", + "Datos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "fase = Obtener_angulos(Datos_Complejos)\n", + "fase = fase - np.mean(fase)\n", + "\n", + "\n", + "###################################################\n", + "##### Parametros del filtrado y resampling\n", + "###################################################\n", + "\n", + "# Frecuencia de muestreo (Hz)\n", + "fs = Datos[\"Fs\"][0]\n", + "\n", + "fase = np.ravel(fase) # asegurar que es 1D\n", + "\n", + "fc = 2.0\t\t # Frecuencia de corte pasa-bajos [Hz]\n", + "numtaps = 40\t# Orden del filtro FIR (más grande = transición más suave)\n", + "nueva_frecuencia_de_muestreo = 100\n", + "\n", + "###################################################\n", + "##### Genero el filtro pasabajos y lo implemento\n", + "###################################################\n", + "\n", + "nyq = fs / 2.0\n", + "b = firwin(numtaps, fc / nyq) # Filtro FIR pasa-bajo lineal-fase\n", + "\n", + "fase_filt = lfilter(b, 1.0, fase)\n", + "\n", + "###################################################\n", + "##### Genero el submuestreo Elegimos factor M tal que fs_new > 2*fc (criterio Nyquist)\n", + "###################################################\n", + "\n", + "#M = int(np.floor(fs / (4*fc))) # margen de seguridad del 25%\n", + "M = int(np.floor(fs/(2*nueva_frecuencia_de_muestreo)))\n", + "M = max(1, M)\t\t\t\t # evitar M=0\n", + "\n", + "fase_dec = resample_poly(fase_filt, up=1, down=M)\n", + "fs_new = fs / M\n", + "\n", + "\n", + "# --- Genero la ventana --- \n", + "Largo_de_la_ventana = 1024*4\n", + "Ventana = np.ones([Largo_de_la_ventana])\n", + "\n", + "# --- Crear objeto ShortTimeFFT ---\n", + "stft_obj = ShortTimeFFT(Ventana, hop = 200, fs=fs, mfft=4*Largo_de_la_ventana, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + ")\n", + "\n", + "# --- CORRECCIÓN: stft() devuelve sólo la matriz S ---\n", + "Zxx = stft_obj.stft(fase_dec)\t \n", + "Medida = Zxx.shape\n", + "f = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "t_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "###################################################\n", + "##### Genero los graficos\n", + "###################################################\n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "# Señal original\n", + "axs[0, 0].plot(fase_dec, color='tab:blue')\n", + "axs[0, 0].set_title(\"Señal de fase\")\n", + "axs[0, 0].set_xlabel(\"Muestras\")\n", + "axs[0, 0].set_ylabel(\"Amplitud\")\n", + "\n", + "# Señal de respiración\n", + "axs[0, 1].plot(Datos[\"respiration\"], color='tab:green')\n", + "axs[0, 1].set_title(\"Señal de respiración\")\n", + "axs[0, 1].set_xlabel(\"Muestras\")\n", + "axs[0, 1].set_ylabel(\"Amplitud\")\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(t_stft, f, np.abs(Zxx)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma completo (STFT)\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 2)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "# Frecuencia vs módulo en un instante de tiempo\n", + "columna = 3 # índice del instante de tiempo a analizar\n", + "axs[1, 1].plot(f, np.abs(Zxx)[:, columna])\n", + "axs[1, 1].set_title(f\"Espectro en t = {t_stft[columna]:.2f} s\")\n", + "axs[1, 1].set_xlabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylabel(\"Magnitud |STFT|\")\n", + "axs[1, 1].set_xlim(0, 2)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "31" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stft_obj.p_num(2000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Comparacion de filtros notch segun el largo del filtro\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy.signal import firwin, freqz\n", + "\n", + "# Parámetros\n", + "fs = 100\t\t # frecuencia de muestreo (Hz)\n", + "f_notch = 0.15\t # frecuencia a eliminar (Hz)\n", + "width = 0.05\t\t# ancho de transición (Hz)\n", + "taps_list = [801, 1001, 1201, 1401, 1601]\n", + "\n", + "# Normalizar frecuencias\n", + "f0 = f_notch / (fs/2)\n", + "bw = width / (fs/2)\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "plt.minorticks_on()\n", + "plt.grid(True, which='both')\n", + "for taps in taps_list:\n", + "\t# Filtro notch FIR usando firwin: banda eliminada [f0-bw, f0+bw]\n", + "\tb = firwin(numtaps=taps, cutoff=[f0-bw, f0+bw], pass_zero='bandstop')\n", + "\n", + "\t# Respuesta en frecuencia\n", + "\tw, h = freqz(b, worN=4096)\n", + "\tfreqs = w * fs / (2*np.pi)\n", + "\n", + "\tplt.plot(freqs, 20*np.log10(np.abs(h)), label=f'{taps} taps')\n", + "\n", + "plt.title(\"Respuesta en frecuencia del notch FIR vs largo del filtro\")\n", + "plt.xlabel(\"Frecuencia (Hz)\")\n", + "plt.ylabel(\"Magnitud (dB)\")\n", + "plt.ylim(-20, 5)\n", + "plt.xlim(0,4)\n", + "plt.grid(True)\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Implementacion de ll filtro notch" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "##################\n", + "### Importacion de las librerias, funciones varias y la base de datos\n", + "##################\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import pywt\n", + "import scipy \n", + "import ewtpy\n", + "from scipy.signal import ShortTimeFFT\n", + "import numpy as np\n", + "from scipy.signal import firwin, freqz\n", + "import numpy as np\n", + "from scipy.signal import lfilter, resample_poly, welch\n", + "\n", + "def Cargar_datos_y_señal(Link):\n", + "\tDatos = scipy.io.loadmat(Path_Al_Archivo)\n", + "\n", + "\tDatos_Complejos = Datos['radar_I'] + 1j* Datos['radar_Q'] \n", + "\n", + "\tfase = Obtener_angulos(Datos_Complejos)\n", + "\tfase = fase - np.mean(fase)\n", + "\n", + "\treturn Datos, fase\n", + "\n", + "def Resampleo_de_la_señal(Señal, frecuencia_original, nueva_frecuencia):\n", + "\n", + "\tSeñal = np.ravel(Señal) # asegurar que es 1D\n", + "\n", + "\t### Genero el filtro pasabajos para luego hacer el resampling\n", + "\tfc = 2.0\t\t # Frecuencia de corte pasa-bajos [Hz]\n", + "\tnumtaps = 40\t# Orden del filtro FIR (más grande = transición más suave)\n", + "\n", + "\tnyq = fs / 2.0\n", + "\tb = firwin(numtaps, fc / nyq) # Filtro FIR pasa-bajo lineal-fase\n", + "\tSeñal_filt = lfilter(b, 1.0, Señal)\n", + "\n", + "\t### Busco el resampling rate y lo implemento\n", + "\n", + "\t#M = int(np.floor(fs / (4*fc))) # margen de seguridad del 25%\n", + "\tM = int(np.floor(frecuencia_original/(2*nueva_frecuencia)))\n", + "\tM = max(1, M)\t\t\t\t # evitar M=0\n", + "\n", + "\tSeñal_dec = resample_poly(Señal_filt, up=1, down=M)\n", + "\tfs_new = fs / M\n", + "\n", + "\treturn Señal_dec, fs_new\n", + "\n", + "def Implementacion_de_short_time(Señal, Frecuencia_muestr, Largo_de_la_ventana = 1024, hop = 1024, Tamaño_padeo = 1024):\n", + "\t\n", + "\t### Genero la ventana que se va a utilizar en la short time que va a ser un pulso\n", + "\tVentana = np.ones([Largo_de_la_ventana])\n", + "\n", + "\t### Genero el objeto ShortTimeFFT que va a hacer la sort time\n", + "\tstft_obj = ShortTimeFFT(Ventana, hop = int(hop), fs=Frecuencia_muestr, mfft=Tamaño_padeo, scale_to='magnitude' # opcional, asegura magnitudes normalizadas\n", + "\t)\n", + "\n", + "\t### Genero la matriz de amplitudes de las frecuencias y los dos indices de frecuencia y tiempo\n", + "\tZxx = stft_obj.stft(Señal)\t \n", + "\tMedida = Zxx.shape\n", + "\tf = stft_obj.f\t\t\t\t# frecuencias (propiedad del objeto)\n", + "\tt_stft = np.arange(0, Medida[1])*stft_obj.delta_t\t\t\t# tiempos (propiedad del objeto)\n", + "\n", + "\treturn Zxx, f, t_stft\n", + "\n", + "def generar_segmentos_centrados(señal, largo_ventana, hop):\n", + "\n", + " x = np.asarray(señal)\n", + " N = x.shape[0]\n", + " L = int(largo_ventana)\n", + " H = int(hop)\n", + " half = L // 2\n", + "\n", + " # cantidad de ventanas necesarias para cubrir la señal\n", + " num_frames = int(np.ceil((N + half) / float(H)))\n", + "\n", + " lista_ventanas = []\n", + " centros = []\n", + " idx_sin_padding = []\n", + "\n", + " for i in range(num_frames):\n", + " center = i * H\n", + " start = center - half\n", + " end = start + L\n", + "\n", + " # crear ventana vacía\n", + " seg = np.zeros(L, dtype=x.dtype)\n", + "\n", + " # intervalos válidos dentro de la señal\n", + " sig_from = max(0, start)\n", + " sig_to = min(N, end)\n", + "\n", + " # intervalos dentro de la ventana donde copiar\n", + " seg_from = sig_from - start\n", + " seg_to = seg_from + (sig_to - sig_from)\n", + "\n", + " # copiar parte válida\n", + " if sig_from < sig_to:\n", + " seg[seg_from:seg_to] = x[sig_from:sig_to]\n", + "\n", + " # Chequear si la ventana tiene padding:\n", + " # Tiene padding SI: start < 0 o end > N\n", + " tiene_padding = (start < 0) or (end > N)\n", + "\n", + " if not tiene_padding:\n", + " idx_sin_padding.append(i)\n", + "\n", + " lista_ventanas.append(seg)\n", + " centros.append(center)\n", + "\n", + " return lista_ventanas, np.array(centros, dtype=int), idx_sin_padding\n", + "\n", + "def Generar_vector_para_short_time(ventanas, largo_ventana):\n", + "\n", + " L = int(largo_ventana)\n", + " half = L // 2\n", + "\n", + " # padding inicial y final\n", + " pad = np.zeros(half)\n", + "\n", + " # concatenar ventanas\n", + " if len(ventanas) > 0:\n", + " cuerpo = np.concatenate(ventanas)\n", + " else:\n", + " cuerpo = np.array([], dtype=float)\n", + "\n", + " return np.concatenate([pad, cuerpo, pad])\n", + "\n", + " \n", + "def Agrandar_los_vectores_con_un_padeo(lista_ventanas, cantidad_padding):\n", + "\n", + " pad = np.zeros(cantidad_padding)\n", + " lista_padeada = []\n", + "\n", + " for v in lista_ventanas:\n", + " nueva = np.concatenate([v, pad])\n", + " lista_padeada.append(nueva)\n", + "\n", + " return lista_padeada\n", + "\t " + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "###################################################\n", + "##### Obtengo la frecuencia respiratoria para distintos intervalos de tiempo\n", + "###################################################\n", + "\n", + "### Cargo el path al archivo\n", + "Path_Al_Archivo = df[\"Path_datos\"][1]\n", + "\n", + "Datos, Señal_fase = Cargar_datos_y_señal(Path_Al_Archivo)\n", + "fs = Datos[\"Fs\"][0][0]\n", + "Frecuencia_resampling = 100\n", + "\n", + "Señal_remuestrada, Frecuencia_de_remuestreo = Resampleo_de_la_señal(Señal_fase, fs, Frecuencia_resampling)\n", + "\n", + "### Hago la short time de la señal\n", + "Largo_de_la_ventana = 1024*4\n", + "Salto = int(Largo_de_la_ventana/4)\n", + "Padeo = Largo_de_la_ventana*2\n", + "\n", + "Matriz_amplitud, Frecuencias, Timepos = Implementacion_de_short_time(Señal_remuestrada, Frecuencia_de_remuestreo, Largo_de_la_ventana, Salto, Padeo)\n", + "\t\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "# Señal original\n", + "axs[0, 0].plot(Señal_remuestrada, color='tab:blue')\n", + "axs[0, 0].set_title(\"Señal de fase\")\n", + "axs[0, 0].set_xlabel(\"Muestras\")\n", + "axs[0, 0].set_ylabel(\"Amplitud\")\n", + "\n", + "# Señal de respiración\n", + "axs[0, 1].plot(Datos[\"respiration\"], color='tab:green')\n", + "axs[0, 1].set_title(\"Señal de respiración\")\n", + "axs[0, 1].set_xlabel(\"Muestras\")\n", + "axs[0, 1].set_ylabel(\"Amplitud\")\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(Timepos, Frecuencias, np.abs(Matriz_amplitud)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma completo (STFT)\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 2)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "# Frecuencia vs módulo en un instante de tiempo\n", + "columna = 4 # índice del instante de tiempo a analizar\n", + "axs[1, 1].plot(Frecuencias, np.abs(Matriz_amplitud)[:, columna])\n", + "axs[1, 1].set_title(f\"Espectro en t = {Timepos[columna]:.2f} s\")\n", + "axs[1, 1].set_xlabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylabel(\"Magnitud |STFT|\")\n", + "axs[1, 1].set_xlim(0, 2)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "###################################################\n", + "##### Busco y suprimo la componente principal de la señal respiratoria\n", + "###################################################\n", + "\n", + "Pocicion_frecuencia_respiratoria = np.argmax(np.abs(Matriz_amplitud) ,axis=0)\n", + "Frecuencias_maximos = Frecuencias[Pocicion_frecuencia_respiratoria]\n", + "Guarda = np.ones([len(Pocicion_frecuencia_respiratoria)]) * 0.15\n", + "\n", + "Centro_del_notch = np.max([Frecuencias_maximos,Guarda],axis=0)\n", + "\n", + "Segmentos_para_procesar, centros, sin_pading = generar_segmentos_centrados(Señal_remuestrada, Largo_de_la_ventana, Salto)\n", + "Vector_a_procesar = Generar_vector_para_short_time(Segmentos_para_procesar, Largo_de_la_ventana)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "###################################################\n", + "##### Busco y suprimo la componente principal de la señal respiratoria\n", + "###################################################\n", + "\n", + "Pocicion_frecuencia_respiratoria = np.argmax(np.abs(Matriz_amplitud) ,axis=0)\n", + "Frecuencias_maximos = Frecuencias[Pocicion_frecuencia_respiratoria]\n", + "Guarda = np.ones([len(Pocicion_frecuencia_respiratoria)]) * 0.15\n", + "\n", + "Centro_del_notch = np.max([Frecuencias_maximos,Guarda],axis=0)\n", + "\n", + "Segmentos_para_procesar, centros, sin_pading = generar_segmentos_centrados(Señal_remuestrada, Largo_de_la_ventana, Salto)\n", + "Vector_a_procesar = Generar_vector_para_short_time(Segmentos_para_procesar, Largo_de_la_ventana)\n", + "\n", + "### Hago la short time de la señal\n", + "Largo_de_la_ventana_mod = 1024*4\n", + "Salto_mod = Largo_de_la_ventana_mod\n", + "Padeo_mod = Largo_de_la_ventana*2\n", + "\n", + "Matriz_amplitud_mod, Frecuencias_mod, Timepos_mod = Implementacion_de_short_time(Vector_a_procesar, Frecuencia_de_remuestreo, Largo_de_la_ventana_mod, Salto_mod, Padeo_mod)\n", + "\n", + "fig, axs = plt.subplots(2, 2, figsize=(10, 6))\n", + "\n", + "# Señal original\n", + "axs[0, 0].plot(Señal_remuestrada, color='tab:blue')\n", + "axs[0, 0].set_title(\"Señal de fase\")\n", + "axs[0, 0].set_xlabel(\"Muestras\")\n", + "axs[0, 0].set_ylabel(\"Amplitud\")\n", + "\n", + "# Señal de respiración\n", + "axs[0, 1].plot(Vector_a_procesar, color='tab:green')\n", + "axs[0, 1].set_title(\"Señal de respiración\")\n", + "axs[0, 1].set_xlabel(\"Muestras\")\n", + "axs[0, 1].set_ylabel(\"Amplitud\")\n", + "\n", + "# Espectrograma completo\n", + "pcm = axs[1, 0].pcolormesh(Timepos, Frecuencias, np.abs(Matriz_amplitud)[1:,1:], shading='flat')\n", + "axs[1, 0].set_title(\"Espectrograma completo (STFT)\")\n", + "axs[1, 0].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 0].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 0].set_ylim(0, 2)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "# Frecuencia vs módulo en un instante de tiempo\n", + "columna = 4 # índice del instante de tiempo a analizar\n", + "axs[1, 1].pcolormesh(Timepos_mod, Frecuencias_mod, np.abs(Matriz_amplitud_mod)[1:,1:], shading='flat')\n", + "axs[1, 1].set_title(\"Espectrograma completo modificado (STFT)\")\n", + "axs[1, 1].set_xlabel(\"Tiempo [s]\")\n", + "axs[1, 1].set_ylabel(\"Frecuencia [Hz]\")\n", + "axs[1, 1].set_ylim(0, 2)\n", + "fig.colorbar(pcm, ax=axs[1, 0], label=\"Amplitud\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 9 10 10 9 8 8 8 8 8 8 8 2 2 0 0]\n" + ] + }, + { + "data": { + "text/plain": [ + "(4097, 16)" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(Pocicion_frecuencia_respiratoria)\n", + "\n", + "Frecuencias[Pocicion_frecuencia_respiratoria]\n", + "\n", + "Centro_del_notch\n", + "len(Señal_remuestrada)\n", + "\n", + "len(Segmentos_para_procesar)\n", + "Matriz_amplitud_mod.shape" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}