diff --git a/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json b/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json index aeb081e..72c5c1e 100644 --- a/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json +++ b/BovedasObsidian/Tesis De Grado Berlatzky/.obsidian/workspace.json @@ -17,12 +17,12 @@ "state": { "type": "markdown", "state": { - "file": "Posible objetivo de la tesis.md", + "file": "Simulaciones/Comienzo de las simulaciones.md", "mode": "source", "source": false }, "icon": "lucide-file", - "title": "Posible objetivo de la tesis" + "title": "Comienzo de las simulaciones" } } ] @@ -38,10 +38,10 @@ "type": "pdf", "state": { "file": "Materiales/Adicionales/[Stoica_P.,_Moses_R.L.]_Spectral_analysis_of_signa(b-ok.xyz).pdf", - "page": 170, - "left": -14, - "top": 124, - "zoom": 1.0857980282440713 + "page": 1, + "left": -19, + "top": 652, + "zoom": 0.8362255965292842 }, "icon": "lucide-file-text", "title": "[Stoica_P.,_Moses_R.L.]_Spectral_analysis_of_signa(b-ok.xyz)" @@ -202,11 +202,11 @@ }, "active": "095d1d4b691267bf", "lastOpenFiles": [ + "Posible objetivo de la tesis.md", "Notas del libro Spectral analisis of signals de Stoica.md", "Duda sobre la explicación sobre los métodos parametricos.md", "Duda que surge de escribir la primera simulación.md", "Materiales/Adicionales/[Stoica_P.,_Moses_R.L.]_Spectral_analysis_of_signa(b-ok.xyz).pdf", - "Posible objetivo de la tesis.md", "Gestión de proyectos/Informe de Proyecto de gestión de proyectos.md", "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", diff --git a/BovedasObsidian/Tesis De Grado Berlatzky/Simulaciones/Comienzo de las simulaciones.md b/BovedasObsidian/Tesis De Grado Berlatzky/Simulaciones/Comienzo de las simulaciones.md index 625db3d..7ac2c77 100644 --- a/BovedasObsidian/Tesis De Grado Berlatzky/Simulaciones/Comienzo de las simulaciones.md +++ b/BovedasObsidian/Tesis De Grado Berlatzky/Simulaciones/Comienzo de las simulaciones.md @@ -46,7 +46,7 @@ Y finalmente, luego de sumar las dos señales se le aplica un filtro pasa bajos Lo primero que descubrí al comenzar ha hacer los primeros análisis espectrales de la señal es que estaba mal simulada la señal distancia. Estaban mal establecidos los limites de la frecuencia cardiaca. Corregí esto y ya esta bien simulada. -Para hacerle un análisis con el método MUSIC a nuestra señal le pregunte a Chat GPT que librerías podía utilizar y me menciono la librería "spectrum", así que me la descargue y comencé a trabajar con ella. Ante una primera interacción con estas funciones se puede ver que el análisis espectral MUSIC tiene algunos parámetros que modifican el resultado, los cuales son: el largo de la ventana, la frecuencia de muestreo, la cantidad de componentes de la matriz de MUSIC, la cantidad de componentes asignadas al ruido, la cercanía de las dos componentes de frecuencia. Además de estos, hay uno que quiero comprender el impacto que es el NFFT. +Para hacerle un análisis con el método MUSIC a nuestra señal le pregunte a Chat GPT que librerías podía utilizar y me menciono la librería "spectrum", así que me la descargue y comencé a trabajar con ella. Ante una primera interacción con estas funciones se puede ver que el ==análisis espectral MUSIC tiene algunos parámetros que modifican el resultado, los cuales son: el largo de la ventana, la frecuencia de muestreo, la cantidad de componentes de la matriz de MUSIC, la cantidad de componentes asignadas al ruido, la cercanía de las dos componentes de frecuencia.== Además de estos, hay uno que quiero comprender el impacto que es el NFFT. Durante mis pruebas iniciales con esta función descubrimos con Cecilia que tenia las dos frecuencias de nuestra señal muy juntas y las separé para facilitar el análisis inicial. Luego tengo que juntarlas un poco para ver los limites del método. diff --git a/Simulaciones/PrimerasSimulaciones.ipynb b/Simulaciones/PrimerasSimulaciones.ipynb index 058ea86..3f954c2 100644 --- a/Simulaciones/PrimerasSimulaciones.ipynb +++ b/Simulaciones/PrimerasSimulaciones.ipynb @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -454,14 +454,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Segunda Simulacion: Exploracion de los metodos de analisis espectral\n", - "-------------------------------------------\n", + "## Segunda Simulacion: Exploracion de los metodos de analisis espectral\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "### Librerias y funcione para generar la señal" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -563,27 +568,46 @@ "print(\"Frecuencia cardiaca:\", Lista_Parametros[1])\n", "\n", "print(\"Amplitud respiratoria\", Lista_Parametros[2])\n", - "print(\"Amplitud cardiaca\", Lista_Parametros[3])\n" + "print(\"Amplitud cardiaca\", Lista_Parametros[3])\n", + "\n", + "class Datos_Señal:\n", + "\tdef __init__(self, Lista_Parametros):\n", + "\t\tself.Frecuencia_Respiratoria = Lista_Parametros[0]\n", + "\t\tself.Frecuencia_Cardiaca = Lista_Parametros[1]\n", + "\t\tself.Aplitud_Respiratoria = Lista_Parametros[2]\n", + "\t\tself.Amplitud_Cardiaca = Lista_Parametros[3]\n", + "\t\tself.Cantidad_Armonicos_Respiratorios = Lista_Parametros[4]\n", + "\t\tself.Cantidad_Armonicos_Cardiacos = Lista_Parametros[5]\n", + "\t\t\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exploracion de frecuencia de muestreo " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Exploracion de frecuencia de muestreo general" + "#### Intervalo general" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_22508\\772136977.py:38: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", - " plt.tight_layout() # Para que no se encimen los títulos y ejes\n" + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_20340\\912760852.py:37: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " plt.tight_layout() # Para que no se encimen los títulos y ejes\n", + "C:\\Users\\Bruno\\AppData\\Roaming\\Python\\Python312\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " fig.canvas.print_figure(bytes_io, **kw)\n" ] }, { @@ -642,12 +666,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Frecuencia de muestreo bajas" + "#### Frecuencia de muestreo bajas" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -709,22 +733,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Frecuencias de muestreo altas" + "#### Frecuencias de muestreo altas" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_22508\\2887348182.py:41: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", - " plt.tight_layout() # Para que no se encimen los títulos y ejes\n", - "C:\\Users\\Bruno\\AppData\\Roaming\\Python\\Python312\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", - " fig.canvas.print_figure(bytes_io, **kw)\n" + "C:\\Users\\Bruno\\AppData\\Local\\Temp\\ipykernel_20340\\2887348182.py:41: UserWarning: Creating legend with loc=\"best\" can be slow with large amounts of data.\n", + " plt.tight_layout() # Para que no se encimen los títulos y ejes\n" ] }, { @@ -782,6 +804,250 @@ "plt.tight_layout() # Para que no se encimen los títulos y ejes\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exploración del largo de la muestra" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Intervalo genetal" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Periodo_Muestreo_Lenta = 10**-np.linspace(start=0.1, stop=4, num=11) ## Ejemplo de escala logaritmica\n", + "Periodo_Muestreo_Lenta = 0.01\n", + "Tiempo_Inicio = 0\n", + "Tiempo_Fin = 10**np.linspace(start=1, stop=2, num=11)\n", + "Cant_Componentes = 5\n", + "Comp_Ruido = 1\n", + "Seed = 42\n", + "\n", + "# Crear una figura con dos ejes uno al lado del otro\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6)) # Ancho y alto en pulgadas\n", + "\n", + "for i in range(len(Tiempo_Fin)):\n", + "\tValoresLinea, Resultado_Desfasaje, Lista_Parametros= Generacion_Muestras(Tiempo_Inicio, Tiempo_Fin[i], Periodo_Muestreo_Lenta, Seed)\n", + "\tDesfasaje_Señal_Sin_Media = Resultado_Desfasaje-np.mean(Resultado_Desfasaje)\n", + "\tEstimacion_PMUSIC = spectrum.pmusic(Desfasaje_Señal_Sin_Media, IP=Cant_Componentes, NSIG=Cant_Componentes-Comp_Ruido, sampling=1/Periodo_Muestreo_Lenta)\n", + "\tEstimacion_PMUSIC()\n", + "\n", + "\t# Superponer el espectro al mismo eje\n", + "\tax1.plot(Estimacion_PMUSIC.frequencies(), 10 * np.log10(Estimacion_PMUSIC.psd), label=f'Ts={Tiempo_Fin[i]:.5f}')\n", + "\t# Superponer el espectro al mismo eje\n", + "\tax2.plot(Estimacion_PMUSIC.frequencies(), 10 * np.log10(Estimacion_PMUSIC.psd), label=f'Ts={Tiempo_Fin[i]:.5f}')\n", + "\n", + "# Estética del plot\n", + "ax1.set_title(\"Espectros PMUSIC Superpuestos[dB] - Figura 1\")\n", + "ax1.set_xlabel(\"Frecuencia [Hz]\")\n", + "ax1.set_ylabel(\"Densidad espectral\")\n", + "ax1.legend()\n", + "ax1.grid(True)\n", + "ax1.set_xlim([0,1])\n", + "ax1.set_ylim([125,200])\n", + "\n", + "# Estética del plot\n", + "ax2.set_title(\"Espectros PMUSIC Superpuestos[dB] - Figura 2\")\n", + "ax2.set_xlabel(\"Frecuencia [Hz]\")\n", + "ax2.set_ylabel(\"Densidad espectral\")\n", + "ax2.legend()\n", + "ax2.grid(True)\n", + "\n", + "plt.tight_layout() # Para que no se encimen los títulos y ejes\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Caso limite de invervalos muy cortos" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Periodo_Muestreo_Lenta = 0.01\n", + "Tiempo_Inicio = 0\n", + "Tiempo_Fin = 10**np.linspace(start=0.8, stop=1.5, num=8)\n", + "Cant_Componentes = 5\n", + "Comp_Ruido = 1\n", + "Seed = 42\n", + "\n", + "# Crear una figura con dos ejes uno al lado del otro\n", + "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 6)) # Ancho y alto en pulgadas\n", + "\n", + "for i in range(len(Tiempo_Fin)):\n", + "\tValoresLinea, Resultado_Desfasaje, Lista_Parametros= Generacion_Muestras(Tiempo_Inicio, Tiempo_Fin[i], Periodo_Muestreo_Lenta, Seed)\n", + "\tDesfasaje_Señal_Sin_Media = Resultado_Desfasaje-np.mean(Resultado_Desfasaje)\n", + "\tEstimacion_PMUSIC = spectrum.pmusic(Desfasaje_Señal_Sin_Media, IP=Cant_Componentes, NSIG=Cant_Componentes-Comp_Ruido, sampling=1/Periodo_Muestreo_Lenta)\n", + "\tEstimacion_PMUSIC()\n", + "\n", + "\t# Superponer el espectro al mismo eje\n", + "\tax1.plot(Estimacion_PMUSIC.frequencies(), 10 * np.log10(Estimacion_PMUSIC.psd), label=f'Ts={Tiempo_Fin[i]:.5f}')\n", + "\t# Superponer el espectro al mismo eje\n", + "\tax2.plot(Estimacion_PMUSIC.frequencies(), 10 * np.log10(Estimacion_PMUSIC.psd), label=f'Ts={Tiempo_Fin[i]:.5f}')\n", + "\n", + "# Estética del plot\n", + "ax1.set_title(\"Espectros PMUSIC Superpuestos[dB] - Figura 1\")\n", + "ax1.set_xlabel(\"Frecuencia [Hz]\")\n", + "ax1.set_ylabel(\"Densidad espectral\")\n", + "ax1.legend()\n", + "ax1.grid(True)\n", + "ax1.set_xlim([0,1])\n", + "ax1.set_ylim([125,200])\n", + "\n", + "# Estética del plot\n", + "ax2.set_title(\"Espectros PMUSIC Superpuestos[dB] - Figura 2\")\n", + "ax2.set_xlabel(\"Frecuencia [Hz]\")\n", + "ax2.set_ylabel(\"Densidad espectral\")\n", + "ax2.legend()\n", + "ax2.grid(True)\n", + "\n", + "plt.tight_layout() # Para que no se encimen los títulos y ejes\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Exploracion de la cercania de las frecuencias\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "def Generacion_Muestras_Directa(Tiempo_Inicio, Tiempo_Fin, Periodo_Muestreo_Lenta, Objeto_Datos_Señal, Seed = None):\n", + " \n", + "\tif Seed != None:\n", + "\t\tnp.random.seed(Seed)\n", + "\n", + "\t###### Defino las constantes para las generaciones de los pulsos de señal lenta\n", + "\t### Comienzo por la definicion de las constantes de la señal lenta\n", + "\tDistancia_Paciente_Minima = 400\n", + "\tDistancia_Paciente_Maxima = 1000\n", + "\n", + "\t###### Comienzo las simulaciones de la señal lenta\n", + "\t### Muestra de las variables aleatorias\n", + "\tDistancia_Paciente = np.random.uniform(Distancia_Paciente_Minima, Distancia_Paciente_Maxima) \n", + "\n", + "\tAmplitud_Respitatoria = Objeto_Datos_Señal.Aplitud_Respiratoria\n", + "\tAmplitud_Cardiaca = Objeto_Datos_Señal.Amplitud_Cardiaca\n", + "\n", + "\tFrecuencia_Respiratoria = Objeto_Datos_Señal.Frecuencia_Respiratoria\n", + "\tFrecuencia_Cardiaca = Objeto_Datos_Señal.Frecuencia_Cardiaca\n", + "\n", + "\tFase_Respiracion = np.random.uniform(0, np.pi)\n", + "\tFase_Cardiaca = np.random.uniform(0, np.pi)\n", + "\n", + "\tValoresLinea = np.linspace(Tiempo_Inicio,Tiempo_Fin,int(Tiempo_Fin/Periodo_Muestreo_Lenta))\n", + "\t\n", + "\tResultado_Desfasaje = Evaluacion_Señal_Lenta(ValoresLinea, Distancia_Paciente, Amplitud_Respitatoria, Frecuencia_Respiratoria, \n", + " Fase_Respiracion, Amplitud_Cardiaca, Frecuencia_Cardiaca, Fase_Cardiaca)\n", + "\n", + "\treturn ValoresLinea, Resultado_Desfasaje\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Frecuencia respiratoria: 0.24966462104925913\n", + "Frecuencia cardiaca: 0.7890046601106091\n", + "Amplitud respiratoria 1.1605714451279328\n", + "Amplitud cardiaca 0.01731993941811405\n" + ] + }, + { + "data": { + "image/png": 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h8ucHMPLD3RrLVu06i/uWpmrV7j93Dc9+d1BjWe6VKo2AcrN16flaf2DrM3QPz28+VIDv0nI1lv1rwxGs/jNXq3bx1lMY8O4OjXV/vz9PY8PbIFV6GXPWZ2ssO3+lCpv1nAa5OTA0OFagvbECgLyr1dh48KLGxvrT1DPYpGPde05fxpD3U1Fde2Nj+N+DF9H/nR1ataeKK/DKf49ovL68q1VYmaK9UQGAozra19iplVTpJY3P0h85l7H1mO5TPVHLduFSxY2N2+7TlzHiwz1addcV9Zi78QhOFd/YaRSVX8cbPx/TuV5dG9/Ghs+PF5ZrtLm2Tomfswt11j7y6Z8ap0vPXKrEI5/u0zk0Pmd9Nn45cmM95dUKzFqTpXO9OZcqkXFe8zTeJVkN6vT09ZVKudb7cOvfZYOZ3x3EoZuCn6JeiYmfpSHl1CWt2ilfHsCnu85q1E77Kh3pudo7qJNFMiTtOae+LYTAySIZTuk5pZB7pVrrfdEXYBb+ckLrwCzmP2k6/2ZHL9+D13+68VkQQuDprzN0bpP2n7uG+B+zNZZl5F5Dqo6+AFSfyVt9tOO0jkrgq73nsfeWv/FHPt2HL3W8xpC3tyNho+Y29oW1h/DACu0Dg+TDhXjk35oHF3+euYItR3R/Rr/445zWsm/SdH82tp8o0TotPWHVPvx6pEir9tFP9+GFdYc0ls1ef0jndiZpzzlEr9I8YNh35orOtgGq0a6bCSGw74zu/dWuU5eQoePz2BoYakzsk5QzqG5kTkXSnrOQ19VDVqNA5JIU/HZU984lM68U/d/ejrLqWtTWKZG46YjGCM3NLpZex/yfjqG2TgkhBM5cqtRK6TcrKq/R2Pi+9/sp5F3VP+9nXXo+Kv463zv0g116NyAAELE4BXlXqyCEQMJ/j2Bduu6jeQCY//Nx9TyYwxfK8EeO7rAEABU1dai96Sjl9Z+OaRy13Gr7iRL1OfhhH+zSGA241Zjle3D0oiooLPjlOKbrGL1p8PKGw9iUdREAcDDvGv5sZJ5EYXkN9pxW3S+E0LvDb5CVX4ayatV7/OAne7VGR272xJcH1HM0lm2TImJJit7ap1Zn4N9/HaUfzCvFVj2fOUA1kvDF3lwAqqC08eDFRtucfv6aup9fXHsI3+rZUAOqEakdJ1Tzgj7bfRbdX9cOpQ0eWLEXcT9kA1DNzflir+4NLwAcyi9TB9m6eiUO5Tc+n2i39LJ6/sJHO07j16PaO4sG/049o96ZfJeWi7BFO/XWhr6zQ32a6WSRDO/+qj1y2eD348WISUpXt7lE1vhcs2/T8tRztbYdL9G5Y2/wy+FC9Wjl/46XaJzOutWULw9g0uf7AajC/0vrD+mt/erP8+oDM0W9EmcuNT73Yl16vno7U1at0BnYGmTll+Hn7AIIIXCqWIaJn6Xhqp75Nl/uPY/oVfugVApcrpCr+1yXTYcKMOVLVZvrldAZBG+24ZbPe2Ofjdp6JXacKEG9UqBKXofYLw5ojGDcLPdqNSas2ofq2jrUKOoxYdU+rdH8BmnnriLmP2m4VlWLeqXAjhMlqGpkn3Jz2BFCYIuO8HOzjNxr6gOGyV8caHQb/dTqdJTIaiCEwGP/2a8x2nezCnkdJn6WhmMFul9TS5IIQ2bbmQGZTAYnJyeUl5fD0dHRpOtWKBR459utyKnvgH3nmk6rvbwd4etir/do+WZ9OznBso2FQRM/x/TyRIVcgT/1pOmb2Vu3waAAVxTLagz6IPq7tcXQ7h10HpXdqr29FYYHemBjVuM7RADo6GyHXt6O2Hai6UmwLm2t4Gklx/U27XC+kRDWwEICxIT6YL2e0yS3mhPVFR/v1D06cqtJYT6NbgxuNqx7B5wuqTR4Ut2jIR11jv7o8vzQAI2j+MZMH+yv8whVl0AnJSot2uJiqWFtHt/XG8mHdR+l3mrmfQH4bLfp23xvVzdIiys0RpoaM6aXp9bpS32M6ednhtyjMVrSmF7tlbiksMVlPQcst7q/tye2/bUjbcpjoT74Qc9pzVvNHt4FK1J077B0tSH7Qpn6tElj2tlY4t6ubjhzqVLjdLU+Y3p5Ivdqld6RpZvFhHbCjpOXDJpsHN3PG3tPFqDkuu75NTfzdLRF/87tcbJIhnOXm55g26eTEzq7tjXo89/TyxH21m2QacD2fFj3DqioqTOotqt7O3Rxb4eM3Gt6D35v5udqj/5+7XVOXbiVdRsLxAzohO/3Nz0p/tUx3eBVfgJjx46FlZVVk/WGMmb/zVBjAgqFAl3nbzPpOomIiO4m/xrZFT6VJ1s11PD0ExEREZkFhhoiIiJqtjvhxA9DDRERETVb60cahhoiIiIygTtgoIahhoiIiJrvDsg0DDVERETUfJxTQ0RERGah9SMNQw0RERGZwh2QahhqiIiIqNnEHZBqGGqIiIio2e6AKTUMNURERNR8d0CmYaghIiKi5uNIDREREZkFzqkhIiIi89D6mYahhoiIiJpPyVBDREREZBoMNURERGQWGGqIiIio2SSS1m4BQw0RERGZAL/STURERGQiDDVERETUbDz9RERERGaBp5+IiIiITIShhoiIiMwCQw0RERGZBYYaIiIiMgsMNURERGQWGGqIiIjILDDUEBERUbMJtP53uhlqiIiIyCww1BAREVGzSdD6lxRmqCEiIqJm4+knIiIiMgtJf+Tik+OtGysYaoiIiMgkKhStewqKoYaIiIjMAkMNERERmQWGGiIiIjILDDVERERkEq39pW6GGiIiIjILDDVERERkFhhqiIiIyCww1BAREZFJcE4NERERkQkw1BAREZFptPJQDUMNERERmQWGGiIiIjIJzqkhIiIiMgGjQ01BQQGmTJkCV1dX2NnZISgoCJmZmQAAhUKBhIQEBAUFoW3btvD29sbUqVNRWFiosY7OnTtDIpFo/CxZsqTR5x06dKjWY2bOnGls84mIiOg2ae2RGktjiktLSxEZGYlhw4Zh69at6NChA3JyctC+fXsAQHV1NbKysjB//nz07dsXpaWlmDNnDsaPH68OPg0WLlyIGTNmqG87ODg0+fwzZszAwoUL1bft7e2NaT4RERGZMaNCzXvvvQcfHx+sXr1avczf31/9u5OTE7Zv367xmJUrVyIsLAz5+fnw9fVVL3dwcICnp6dRjbW3tzf6MURERPTPYNTpp+TkZISGhmLixIlwd3dHSEgIPv/880YfU15eDolEAmdnZ43lS5YsgaurK0JCQrB06VLU1dU1+fxr1qyBm5sbevfujcTERFRXVxvTfCIiIjJjRo3UnDt3DqtWrUJ8fDzmzZuHjIwMzJ49G9bW1pg2bZpWfU1NDRISEjBp0iQ4Ojqql8+ePRv9+vWDi4sL9u3bh8TERBQVFeHDDz/U+9yTJ0+Gn58fvL29ceTIESQkJEAqlWLTpk066+VyOeRyufq2TCYDoJr3o1AojHnZTTL1+oiIiO5GEonp94nGrE8ihBCGFltbWyM0NBT79u1TL5s9ezYyMjKQlpam1Yjo6GhcvHgRu3bt0gg1t/rqq6/w7LPPorKyEjY2Nga1JSUlBVFRUThz5gwCAgK07n/rrbewYMECreVr1669LXNx5qQZlQ+JiIjMTqe2Aq/0qTfpOqurqzF58mSUl5c3miUAI0dqvLy80LNnT41lPXr0wMaNGzWWKRQKxMTEIC8vDykpKU02Ijw8HHV1dcjNzUX37t0Nakt4eDgA6A01iYmJiI+PV9+WyWTw8fHBqFGjmmyPsRQKBZCWatJ1EhER3Y1GjhwJKysrk62v4UyLIYwKNZGRkZBKpRrLTp8+DT8/P/XthkCTk5OD1NRUuLq6Nrne7OxsWFhYwN3d3eC2ZGdnA1AFLV1sbGx0jvpYWVmZtLOJiIjoBlPvZ41Zl1GhJi4uDoMGDcKiRYsQExOD9PR0JCUlISkpCYAq0EyYMAFZWVnYsmUL6uvrUVxcDABwcXGBtbU10tLScODAAQwbNgwODg5IS0tDXFwcpkyZov5qeEFBAaKiovDtt98iLCwMZ8+exdq1azF27Fi4urriyJEjiIuLw5AhQ9CnTx9jXgIRERHdJnfVdWoGDBiAzZs3IzExEQsXLoS/vz+WL1+O2NhYAKowkpycDAAIDg7WeGxqaiqGDh0KGxsbrF+/Hm+99Rbkcjn8/f0RFxencapIoVBAKpWqv91kbW2NHTt2YPny5aiqqoKPjw+io6Px+uuvN+e1ExERkRkxaqLw3Uwmk8HJycmgiUbGUigU6Dp/m0nXSUREdLfxaSuQ8upok8+pMXT/zf/9RERERGaBoYaIiIhMorXn1DDUEBERkVlgqCEiIiKTkLTyUA1DDREREZkFhhoiIiIyCww1REREZBYYaoiIiMgk+O0nIiIiIhNgqCEiIiKzwFBDREREZoGhhoiIiEyC16khIiIiMgGGGiIiIjILDDVERERkFhhqiIiIyCR4nRoiIiIiE2CoISIiIpPgSA0RERGRCTDUEBERkVlgqCEiIiKzwFBDREREJsErChMRERGZAEMNERERmYho1WdnqCEiIiKzwFBDREREJsHr1BARERGZAEMNERERmQWGGiIiIjILDDVERERkErxOjRkQonW/wkZEREQMNSbBTENERNT6GGqIiIjILDDUmAAHaoiIiHidGiIiIiKTYKgxAU4UJiIi4kiNWWCkISIian0MNURERGQWGGpMgGefiIiIWh9DDREREZkEryhsBjhQQ0RE1PoYaoiIiMgsMNSYAifVEBERtTqGGhNgpCEiIuJ1aoiIiIhMgqHGBHj2iYiIqPUx1BAREZFZYKgxAcFZNURERLxOjTng6SciIqLWx1BDREREJsFvP5kBDtQQERG1PoYaIiIiMgsMNSbAOTVEREStj6GGiIiITIJzaswCh2qIiIhaG0ONCfD0ExERUetjqCEiIiKzwFBjAhyoISIi4hWFiYiIiEyCocYEOKeGiIio9THUmAD/oSUREVHrMzrUFBQUYMqUKXB1dYWdnR2CgoKQmZkJAFAoFEhISEBQUBDatm0Lb29vTJ06FYWFhRrr6Ny5MyQSicbPkiVLGn3empoazJo1C66urmjXrh2io6NRUlJibPOJiIjoNrmrrlNTWlqKyMhIWFlZYevWrThx4gSWLVuG9u3bAwCqq6uRlZWF+fPnIysrC5s2bYJUKsX48eO11rVw4UIUFRWpf1588cVGnzsuLg6//PILNmzYgN27d6OwsBCPPvqoMc2/bXj6iYiIqPVZGlP83nvvwcfHB6tXr1Yv8/f3V//u5OSE7du3azxm5cqVCAsLQ35+Pnx9fdXLHRwc4OnpadDzlpeX48svv8TatWsxfPhwAMDq1avRo0cP7N+/HwMHDjTmZRAREdFtcFeN1CQnJyM0NBQTJ06Eu7s7QkJC8Pnnnzf6mPLyckgkEjg7O2ssX7JkCVxdXRESEoKlS5eirq5O7zoOHjwIhUKBESNGqJcFBgbC19cXaWlpOh8jl8shk8k0fgDVKbLb8UNERES3Zz9rKKNGas6dO4dVq1YhPj4e8+bNQ0ZGBmbPng1ra2tMmzZNq76mpgYJCQmYNGkSHB0d1ctnz56Nfv36wcXFBfv27UNiYiKKiorw4Ycf6nze4uJiWFtbawUjDw8PFBcX63zM4sWLsWDBAq3l27Ztg729vRGvummVCsDIriQiIjI/EmidsWmu6upqw59eCMNnhFhbWyM0NBT79u1TL5s9ezYyMjK0RkwUCgWio6Nx8eJF7Nq1SyPU3Oqrr77Cs88+i8rKStjY2Gjdv3btWjz11FOQy+Uay8PCwjBs2DC89957Wo+Ry+Ua9TKZDD4+Prhy5Uqjbfk7isuqcO+yP026TiIiortNsKsSa2dFwcrKymTrlMlkcHNzQ3l5eZP7b6OGF7y8vNCzZ0+NZT169MDGjRs1likUCsTExCAvLw8pKSlNNiI8PBx1dXXIzc1F9+7dte739PREbW0tysrKNEZrSkpK9M7LsbGx0RmQrKysTNrZAGBpyVEaIiIiCUy/nzVmXUbNqYmMjIRUKtVYdvr0afj5+alvNwSanJwc7NixA66urk2uNzs7GxYWFnB3d9d5f//+/WFlZYWdO3eql0mlUuTn5yMiIsKYl0BERERmyqghhri4OAwaNAiLFi1CTEwM0tPTkZSUhKSkJACqQDNhwgRkZWVhy5YtqK+vV895cXFxgbW1NdLS0nDgwAEMGzYMDg4OSEtLQ1xcHKZMmaL+anhBQQGioqLw7bffIiwsDE5OTpg+fTri4+Ph4uICR0dHvPjii4iIiLgjvvnEr3QTERG1PqNCzYABA7B582YkJiZi4cKF8Pf3x/LlyxEbGwtAFUaSk5MBAMHBwRqPTU1NxdChQ2FjY4P169fjrbfeglwuh7+/P+Li4hAfH6+uVSgUkEqlGpODPvroI1hYWCA6OhpyuRyjR4/Gp59++ndfNxEREZkZoyYK381kMhmcnJwMmmhkrIJrlYh8f7dJ10lERHS3CXFV4seXxph8orCh+2/+7ycT+IfkQiIiokbdVRffIyIiIrpTMdSYAMdpiIiIWh9DDREREZkFhppmOn+lCvcu3dPazSAiImp1klaeVMNQ00xKThImIiK6IzDUNFNrz/QmIiIiFYYaIiIiMgsMNc0kae0TiERERHeI1t4jMtQQERGRWWCoaabWTqVERER3itbeJzLUNBPPPhEREd0ZGGqIiIjINHidmrubpLXfQSIiIgLAUENEREQm0tqH+Qw1zcQ5NURERHcGhhoiIiIyCww1REREZBYYapqJp5+IiIhUWnuXyFBDREREZoGhppn4v5+IiIjuDAw1zcRIQ0REdGdgqCEiIiKTaO2TFww1zdTabyARERGpMNQQERGRSbT2cT5DTTPxfz8RERHdGRhqiIiIyCww1DQT59QQERHdGRhqmomZhoiISKW194kMNURERGQWGGqaq7VjKRER0Z2C16khIiIiaj6GmmbiV7qJiIhUWnuPyFDTTPz2ExER0Z2BoYaIiIjMAkNNM3GghoiI6M7AUENEREQm0doH+gw1zSThpBoiIqI7AkNNMzHSEBERqbT2PpGhhoiIiMwCQ00z8ewTERHRX3hFYSIiIqLmY6hpJl5RmIiISKW194gMNc3V2u8gERERAWCoISIiIjPBUNNMnChMRER0Z2CoISIiIpNo7eN8hppmau03kIiIiFQYaoiIiMg0eJ2auxv/9xMREdGdgaGmmRhpiIiIVFp7n8hQQ0RERGaBoaaZePaJiIjozsBQQ0RERGaBoaaZ+L+fiIiIVFp7j8hQ00w8/URERHRnYKghIiIik2jt43yGGiIiIjILDDVERERkGryi8N2Nc2qIiIjuDEaHmoKCAkyZMgWurq6ws7NDUFAQMjMzAQAKhQIJCQkICgpC27Zt4e3tjalTp6KwsFDnuuRyOYKDgyGRSJCdnd3o8w4dOhQSiUTjZ+bMmcY23+T47SciIiKV1t4jGhVqSktLERkZCSsrK2zduhUnTpzAsmXL0L59ewBAdXU1srKyMH/+fGRlZWHTpk2QSqUYP368zvXNnTsX3t7eBj//jBkzUFRUpP55//33jWk+ERERmTFLY4rfe+89+Pj4YPXq1epl/v7+6t+dnJywfft2jcesXLkSYWFhyM/Ph6+vr3r51q1bsW3bNmzcuBFbt2416Pnt7e3h6elpTJNvO55+IiIiujMYNVKTnJyM0NBQTJw4Ee7u7ggJCcHnn3/e6GPKy8shkUjg7OysXlZSUoIZM2bgu+++g729vcHPv2bNGri5uaF3795ITExEdXW13lq5XA6ZTKbxA6hOkZn6h4iIiFRacz9r1EjNuXPnsGrVKsTHx2PevHnIyMjA7NmzYW1tjWnTpmnV19TUICEhAZMmTYKjoyMAQAiBJ598EjNnzkRoaChyc3MNeu7JkyfDz88P3t7eOHLkCBISEiCVSrFp0yad9YsXL8aCBQu0lm/bts2oINWUegEY2Y1ERERmSQJonbFprsYGMLSeXwghDC22trZGaGgo9u3bp142e/ZsZGRkIC0tTaNWoVAgOjoaFy9exK5du9ShZsWKFfjxxx+xe/dutGnTBrm5ufD398ehQ4cQHBxscMNTUlIQFRWFM2fOICAgQOt+uVwOuVyuvi2TyeDj44MrV66o22IK9UqBwDdN+wYSERHdjUZ4K7Hi/6JgZWVlsnXKZDK4ubmhvLy8yf23UUMMXl5e6Nmzp8ayHj16YOPGjRrLFAoFYmJikJeXh5SUFI1GpKSkIC0tDTY2NhqPCQ0NRWxsLL755huD2hIeHg4AekONjY2N1nMAgJWVlUk720JpcCYkIiIybxLT72eNWZdRoSYyMhJSqVRj2enTp+Hn56e+3RBocnJykJqaCldXV436FStW4J133lHfLiwsxOjRo/HDDz+og4ohGr4C7uXlZcxLMDnOEyYiIlJp7X2iUaEmLi4OgwYNwqJFixATE4P09HQkJSUhKSkJgCrQTJgwAVlZWdiyZQvq6+tRXFwMAHBxcYG1tbXGN6AAoF27dgCAgIAAdOrUCYDqWjhRUVH49ttvERYWhrNnz2Lt2rUYO3YsXF1dceTIEcTFxWHIkCHo06dPszuBiIiI7n5GhZoBAwZg8+bNSExMxMKFC+Hv74/ly5cjNjYWgCqMJCcnA4DW/JjU1FQMHTrUoOdRKBSQSqXqyUHW1tbYsWMHli9fjqqqKvj4+CA6Ohqvv/66Mc2/LfiVbiIiIpXW3iUaNVH4biaTyeDk5GTQRCNjCCHgn/ibydZHRER0txrVUYl/zxxj8onChu6/+b+fmknCoRoiIqI7AkMNERERmQWGGiIiIjKJ1j53wVBDREREZoGhhoiIiEyjlYdqGGqIiIjILDDUEBERkUlwTg0RERGRCTDUEBERkYm07vV8GWqIiIjILDDUEBERkUlwTg0RERGRCTDUEBERkUm09r9DZKghIiIis8BQQ0RERGaBoYaIiIjMAkMNERERmQS//URERERkAgw1REREZBYYaoiIiMgsMNQQERGRSfA6NUREREQmwFBDREREZoGhhoiIiMwCQw0RERGZBK9TQ0RERGQCDDVERERkEhypISIiIjIBhhoiIiIyCww1REREZBYYaoiIiMgkeEVhIiIiIhNgqCEiIiKzwFBDREREZoGhhoiIiEyC16khIiIiMgGGGiIiIjILDDVERERkFhhqiIiIyCR4nRoiIiIiE2CoISIiIrPAUENERERmgaGGiIiITILXqSEiIiIyAYYaIiIiMgmO1BARERGZAEMNERERmQWGGiIiIjILDDVERERkEryiMBEREZEJMNQQERGRWWCoISIiIrPAUENEREQmwevUEBEREZkAQw0RERGZBYYaIiIiMgsMNURERGQSvE4NERERkQkw1BAREZFJ8NtPRERERCZgdKgpKCjAlClT4OrqCjs7OwQFBSEzMxMAoFAokJCQgKCgILRt2xbe3t6YOnUqCgsLda5LLpcjODgYEokE2dnZjT5vTU0NZs2aBVdXV7Rr1w7R0dEoKSkxtvlERERkpowKNaWlpYiMjISVlRW2bt2KEydOYNmyZWjfvj0AoLq6GllZWZg/fz6ysrKwadMmSKVSjB8/Xuf65s6dC29vb4OeOy4uDr/88gs2bNiA3bt3o7CwEI8++qgxzSciIiIzZmlM8XvvvQcfHx+sXr1avczf31/9u5OTE7Zv367xmJUrVyIsLAz5+fnw9fVVL9+6dSu2bduGjRs3YuvWrY0+b3l5Ob788kusXbsWw4cPBwCsXr0aPXr0wP79+zFw4EBjXgYRERHdBnfVnJrk5GSEhoZi4sSJcHd3R0hICD7//PNGH1NeXg6JRAJnZ2f1spKSEsyYMQPfffcd7O3tm3zegwcPQqFQYMSIEeplgYGB8PX1RVpamjEvgYiIiMyUUSM1586dw6pVqxAfH4958+YhIyMDs2fPhrW1NaZNm6ZVX1NTg4SEBEyaNAmOjo4AACEEnnzyScycOROhoaHIzc1t8nmLi4thbW2tEYwAwMPDA8XFxTofI5fLIZfL1bdlMhkA1bwfhUJh4CsmIiIiY5h6H2vM+owKNUqlEqGhoVi0aBEAICQkBMeOHcNnn32mFWoUCgViYmIghMCqVavUyz/55BNUVFQgMTHRmKc22uLFi7FgwQKt5du2bTNodMg4RnUjERGR2bp1GkpzVVdXG1xr1N7Yy8sLPXv21FjWo0cPbNy4UWNZQ6DJy8tDSkqKepQGAFJSUpCWlgYbGxuNx4SGhiI2NhbffPON1vN6enqitrYWZWVlWqexPD09dbY1MTER8fHx6tsymQw+Pj4YNWqURntMYU7aNpOuj4iI6G4kkQAjR46ElZWVydbZcKbFEEaFmsjISEilUo1lp0+fhp+fn/p2Q6DJyclBamoqXF1dNepXrFiBd955R327sLAQo0ePxg8//IDw8HCdz9u/f39YWVlh586diI6OBgBIpVLk5+cjIiJC52NsbGy0ghMAWFlZmbSziYiI6AZT72eNWZdRoSYuLg6DBg3CokWLEBMTg/T0dCQlJSEpKQmAKtBMmDABWVlZ2LJlC+rr69VzXlxcXGBtba3xDSgAaNeuHQAgICAAnTp1AqC6Fk5UVBS+/fZbhIWFwcnJCdOnT0d8fDxcXFzg6OiIF198EREREfzmExEREQEwMtQMGDAAmzdvRmJiIhYuXAh/f38sX74csbGxAFRhJDk5GQAQHBys8djU1FQMHTrUoOdRKBSQSqUa59E++ugjWFhYIDo6GnK5HKNHj8ann35qTPOJiIjIjEmEEKK1G9ESZDIZnJycUF5ebvI5NZ1f/dWk6yMiIrobTQ6ox4In7zf5nBpD99/8309ERERkFhhqiIiIyCww1BAREZFZYKghIiIis8BQQ0RERGaBoYaIiIhMorW/Ts1QQ0RERGaBoYaIiIjMAkMNERERmQWGGiIiIjILDDVERERkFhhqiIiIyCww1BAREZFZYKghIiIis8BQQ0RERGaBoYaIiIjMAkMNERERmQWGGiIiIjILDDVERERkEpJWfn6GGiIiIjILDDVERERkEhypISIiIjIBhhoiIiIyCww1REREZBqtfP6JoYaIiIhMgnNqiIiIiEyAoYaIiIjMAkMNERERmQWGGiIiIjIJzqkhIiIiMgGGGiIiIjILDDVERERkFhhqiIiIyCww1BAREZFJSHhFYSIiIqLmY6ghIiIis8BQQ0RERCbB69QQERERmQBDDREREZkFhhoiIiIyCww1REREZBYYaoiIiMgkOFGYiIiIyAQYaoiIiMgsMNQQERGRafDfJBAREZE54JwaIiIiIhNgqCEiIiKzwFBDREREZoGhhoiIiEyCc2qIiIjILFjw209ERERkDjhSQ0RERGZBwpGau5+tFbuRiIiotfeGrf38ZuGXWREY61NvcP3E/p3QxsATj9082uH+3p4Gr/vF4V0Mrn15ZDeDayeF+cLG0rCPi79bW4zv623wuv9vsL/BteN9De/nqRF+cGlrbVBtQIe2GNfHC95OtgbVPxbqA3+3tgbVPjc0APbWbQyqffa+e+Dnam9QbbCPMx4O9ja4zff39sSYXoZ9lvq4KBHs42RQ7aQwX4T6tTeo9t6uboju1wntbCwNqh8e6I5HQzoaVBvQoS1iw30Nqu3byQkPBHkZVBtxjyui+3UyqBYAhnbvgBE9PAyqdbYWmDM8wKDaDg42eHbIPQbVurWzxqQwH4NqrdpIMKx7B9zb1c2gekD1mTbU3DHdDa59YqCfwbX3dnVDmL+LwfXDvZQG1/5rlOHbxqcjDd9+DbzHBRH3uBpcP92IbaMx2/NnDPwcAUCYvwvu69bB4HqfdsLg2tvBsC0LNaqza1uM7iQwcXh/7M65iq/35eqtfW5oABLGBOLth3tjXXo+FvxyQm/tk4M6441xPWFhIcGc9Yfwc3ah3toZ9/pjXB9v9PVxRr1S4NNdZ/XWejraYspAX7wwvCsiAlyxLv0CNmZdbLR+8aNBmD+uB3JKKvHQv//UW+vjYofUfw0FAAwKcMWrm47qrR3SrQP+Naob+nRyRme3tnj9p2N6a22tLDB1oC961Z3B9HED8cH2M/gj54reemtLCyx8qDdevT8Qp4or8Oin+/TWAsDOl1VtLi6vwcDFO/XWtbe3wvf/F45e3k5IO3sVkz7f3+h6pwz0RcKYQEwO88XM7w/ieKGs0frE+3tgTlRX7M25gme+O9ho7U+zItW/d37110ZrU/81FP5ubVFaVYvfjxc3Wjs5rBMGWOTivqh+eHjVAeRfq260XvUZBZKzC/HKf480Wvvd9HAAwFJlH9wz77dGazNfHwG3djYAgE2HChqtfXbIPZgd1RXWlhbYcbIEJTJ5o/VJU0Ph7mCD0H3tG/0bBIDPpvSHk70V3n2kNwLn/95o7am3x8DWShVgm3pP/jWyK5xLT+KxYQFYm3ERlyv0t9nG0gLrZoSji7sDPJ1s8fHOHJRVK/TWL4sJxn3dOmDu6ECM/Gg3rlTW6q3NfH0knOysDGrzBxP74t6ubvBwtMX/jhXj3JUqvbVu7Wyw4vFgDOriBic7K6zZn48TRfo//6+M7o5Zw7rgheFdsGTrKWxu5D3/+PFgPBSsCruDFu9EYXmN3tqkJ/oj0KMtDv2ZgkobV6Tnluqt7eXtiBeHd8GY3l7wdrbDz9mF2H36st76Cf074Y0He2LGEH9sOVyEd387qbd2fF9vrJgUonqtGw5jw0H929z4kd0woX8neDvboaJGgR8z9dcOCnDFwyEdERPqg+6eDvhoRw5ONtLP4f4umDe2B56O9MfJIhme+jpDb61bOxv8+GwEAGDb8eJGt0kjenjgrXHdcXBvit6alsCRGhMa3MUV8Y0k/CcG+qlHJWyt2iDEt/Gj2/HB3rD4a0Rn3tgejR4NNwQaAPjXqO7Y8uJgvbVpicPxwvCuAIDQzi5YFtNXb238yG7473OqD7W9tSUC3Ns12ubXxvbUaH83D/3193XrgD6dVG2eFOaLr58aoLd2/TMReOWvvu3p5ajeOeqydEIf7Ii7T93mfo30s7WlBZZNvPH63R1sENBB/wjMfd06oJe3agQjIsAVn/y1kdLlxeFd8M7DQQAAHxd7/Dr7Xr21bz3YE3/MHaZu86hGRlR8XOzwxrieGsvuaWTUqKeXo3pUqX1bayx/LFjvKFOgpwMWPNgTFhLAwdYKu18Zqnfdk8J8sO/V4bCzbgMbyzaYGKp/ZMDD0UbjSNLCQoKgjvpHghxtLdWBBlDtxAYF6D/CTRzbA21tLGHVxgJ7E4brPXru4eWIQ/NHwsPRFhKJBE9F+iPQ00FnrUQCPD80AE72qh2+rVUbDOve+BFrQ6ABVGFobJD+9/HZIf5wUK0af8wdhs+m9NNbe2LhGHRxV7XzqUh/PNLI6NXzQwMw5K9Rl/ZtrZsckWp70yjid9PD0LeT/vdlQv9O8HBUjQxumT0YW+fo/0xnvBaFQV1U7YgN98O8sT301s4d0109KuHhaIvQzo1vGyO73BhV+nRKf3g1Mlo5tLu7+v7PYkPw1ZOhemt/nX0vxvRW9dej/Trhm6fD9Na+H90Hb43vBQDwcrJrdNSonY0l5ozoqr49a1gXWLXRP1ofEeAKb2c7AMCbD/bCe9FBemu/eToMMX/97Y3q5dnoe/L1UwPwxTTV6/d0ssXQRj7PHZ3t8J8nbnwmB3RufFRscBdX9WejNTHUmJiDjSUG3qP7zX/74d5wvWlDHezjjM+m9Id1G+23YUf8EI2dsYejLf773CCd630o2Bt9btoQWVhI0LuRHYZEx0yuwV10Dz3PjuqKTu1vnA5pZ2OJT2P7oYeXo1Zt5usjMOamU2X21pbYFncfeuqofbRfR41TBW0sJBobn1t11nFKZlRP3UP8E0N94HtL/X+e6I8RPdy1ao8vGI3o/jdOLVhYSLAt7j7MGqY9vP5UZGe8+WAvjWUP9vXGSD3teChY+xTcZD2nR4YHesDHRbPNq58aoPM03h9zh+PpW4al/xc3BN9N194Azx3THatvCYsPh3TUe2piwXjN1yeRSDAhVPepl4gAN/WGt8GPz0bo3Lh/Nz0cL0Z11Vi2YWYEtsUN0ar96LG++P0lzeUPBXfEq/cHatU62Vnhsyn9NZZZtbHQu4MZ1r0D2t9ySnL548E6g+xrY3tg7hjN5/x3bD+d4XvphD7Y9+pwjWVjenvi09j+WrXdPNrh/eg+Gstsrdqgu6f23wmgOgK+9XT1zPsCNEJfg6hAd8wdE6jxN/7q/T2wdEIfrdrpg/2RPi8Kljdtf+7t2gE/v6B9QNTdw0ErSNtbW+rcDgCqcHzrdqafn7POU9iOtpZ4fmgXjUD4WKgPXtMRgvr5OuPIW6M0XnuwjzPSEqO0ah1sLfHK6O6wvuk5HWwtMTxQ99+rvlPVlnqmCsQM8NE4jdrXx1nvKaDsN0YioMONA7zObm1xfMEYnbXxI7tpHMC2tbHEYwN0bzes21jobJ+rntcytLs7HGyt1LclEglevT9QPVJ3sz9fHY7+fjf+jtq3tcbhN0fpPH32+gM9EGvEqcPbiaHGxCQSCdbNGKixgwnxddZ7dDCmtyfefaS3xrJ3Hu6tPiq71VdPqobNG3wY0xcfPx6iM6hsnXMv4m/6I3s/ug92vzJU53q/mx6GP2/aKI/s6YHljwXrrB0b5IXFj2oeObw4vIvOjSwAvD+hDxxu+uOfca8/PowJ1tiINVg3YyCmRtz444gf2Q1/zB0GZ3vtP9LPpvRH+rwbG7Mh3Trg7Yd6adUBwOhenlg6QXNEalKYD6x0BMo2FhLEhmv+gQ7p1gFvPthLa4cIAO8+0lsjwET364TM10fofA/ffqg3fp19Y6cR6tcer94fqBXCAGBYd3f1cHVDu0b30r1BtmpjgVA/zR15p/Z2eH5oF51HT08M7IzRvW7sLHt6OeLU22MQrmOD9cy99+D76eFo/9eIRUCHtkgYE4hxOkYAwvxd1MPVDfr7tUeXDtojdrZWbdDNw0HjswEAj4R00gpLABDU0QljgzzhbH9jA5z9xkiNIN1gdC8PrIrth+C/Ri/trdvg7Yd6YfYtwQoAAj0dsfPloRojNkEdnfB4mPaOxN7aEkO7u2uNQI7r462zzYAqyHa46W92W9x9iBmgHSr93dpi5eQQjdGdjx8PxkePaY+kejjaIuO1KI25PqF+7bHw4d5atXbWqlG0W8P31Ag/uOs5sn5xeBeNA4wNz0VoBekG/3miv0ZIXvt/4fjhls8AoOq7w2+OwlsP3ghHQ7t3wLpnBmrVWraxwIwh9+DZ+zTnfrwyOhCOtto7YAB4+6FeGiHj++nhmDVM9xzDr58agGk3bWd+nhWpd9t45K1RGiM2j4R0xHodbQaAF6O6ar1fHz8erBEcG1hbWmDlZM2R3vej+2B2VFed2/MNMyM0tjNfTgtF9psjddbuemUofrkpnD4x0A+rn9Q9Ej7zvgCsnXFj5NvB1lIrwDZwsrPSOhsxfbA//u/ee3RuS1uF+IcoLy8XAER5ebnJ111bWyt++uknUVtbq7H8tyOFIqekosnHK5VKcbygXFyvrROFZdUGPWdx+XWx/XixqK9XNll7MO+aSM4uMGi9u6WXRMb5qwbVHr1YJq5VykVZVW2TtXX1SlFRoxA7ThQLuaK+yfozlyrEugN5ou6m16evnw/ll4qtR4sMavPJonJx/nKluF5b12Tt9do6oairF3tzLosquaLJ+hLZdbFmf56orGm6NqekQqxP13x9+py7XCkyc6+J+nqlUCobr6+SK4RcUS8OXygV5debfl+q5ArxQ0a+uFxRo16mr5+Ly6+Lb/edN+j1FZRWi+3Hi5tsrxCqfi6tkovcK5XiWqW8yfr6eqX4ObtA5F+tarJWdr1WfLPvvCiRXW+y9mqlXPycXWDwZyP/apUorZKLS7KaJuuFUP1tnSqSqW/r62dFXb1YeyBPnLnU9LajSq4Q/828YFC/yRX14ujFMlGjqNN4v/VRKpXi6MUykZV3rclaIYT4ObvAoFpFXb34b+YFg94/RV29yMy9KmoUdaKs2rDtzIVrVSLt7BWN5fr6+o/Tl0XKqZIm1yuEEL8cLhBHLpQ1WadUKkXa2SuirKrW4M9SWXWtSDt7xaDt+bGCMvGzgdvzPacviVQDX9/+s1dE/tUqg9pQVlUr5ArVe6Oou7E919fPzWXM/lsihGjdqcotRCaTwcnJCeXl5XB01D1k+ncpFAr89ttvGDt2LKysdB9FUPOxn1sG+7llsJ9bDvu6ZdyufjZm/230eFFBQQGmTJkCV1dX2NnZISgoCJmZmQBULyghIQFBQUFo27YtvL29MXXqVBQWan5rZ/z48fD19YWtrS28vLzwxBNPaNXcaujQoZBIJBo/M2fONLb5REREZKaMCjWlpaWIjIyElZUVtm7dihMnTmDZsmVo3141qam6uhpZWVmYP38+srKysGnTJkilUowfP15jPcOGDcOPP/4IqVSKjRs34uzZs5gwYUKTzz9jxgwUFRWpf95//31jmk9ERERmzKjr1Lz33nvw8fHB6tWr1cv8/W9MHnNycsL27ds1HrNy5UqEhYUhPz8fvr6qiXdxcXHq+/38/PDqq6/i4YcfhkKhaHTIyt7eHp6ehl+IjoiIiP45jAo1ycnJGD16NCZOnIjdu3ejY8eOeP755zFjxgy9jykvL4dEIoGzs7PO+69du4Y1a9Zg0KBBTZ6DW7NmDb7//nt4enriwQcfxPz582Fvr/vqq3K5HHL5jYtZyWSqixEpFAooFPovWvV3NKzP1OslTeznlsF+bhns55bDvm4Zt6ufjVmfUROFbW1VX/GLj4/HxIkTkZGRgTlz5uCzzz7DtGnTtOpramoQGRmJwMBArFmzRuO+hIQErFy5EtXV1Rg4cCC2bNkCV1f9F9dKSkqCn58fvL29ceTIESQkJCAsLAybNm3SWf/WW29hwYIFWsvXrl2rNwgRERHRnaW6uhqTJ082aKKwUaHG2toaoaGh2LfvxiXnZ8+ejYyMDKSlpWnUKhQKREdH4+LFi9i1a5dWQ65cuYJr164hLy8PCxYsgJOTE7Zs2aLzO/e6pKSkICoqCmfOnEFAgPaF0nSN1Pj4+ODKlSu35dtP27dvx8iRIzmz/jZiP7cM9nPLYD+3HPZ1y7hd/SyTyeDm5mZQqDHq9JOXlxd69tS8KE+PHj2wceNGjWUKhQIxMTHIy8tDSkqKzka4ubnBzc0N3bp1Q48ePeDj44P9+/cjIkL7ok26hIerLhakL9TY2NjAxkb7YnBWVla37UN9O9dNN7CfWwb7uWWwn1sO+7plmLqfjVmXUaEmMjISUqlUY9np06fh53fjyowNgSYnJwepqamNnlJqoFSq/nvqzSMrTcnOzgagClpERERERn2lOy4uDvv378eiRYtw5swZrF27FklJSZg1axYAVaCZMGECMjMzsWbNGtTX16O4uBjFxcWorVX9l9gDBw5g5cqVyM7OVo/kTJo0CQEBAepRmoKCAgQGBiI9PR0AcPbsWbz99ts4ePAgcnNzkZycjKlTp2LIkCHo00f7f5oQERHRP49RoWbAgAHYvHkz1q1bh969e+Ptt9/G8uXLERsbC0AVRpKTk3Hx4kUEBwfDy8tL/dMwD8fe3h6bNm1CVFQUunfvjunTp6NPnz7YvXu3+nSRQqGAVCpFdXU1ANVcnh07dmDUqFEIDAzEyy+/jOjoaPzyyy+m7AsiIiK6ixl1+gkAxo0bh3Hjxum8r3Pnzmhq3nFQUBBSUlIarbl1PT4+Pti9e7exTSUiIqJ/kDvk32oSERERNQ9DDREREZkFo08/3a0aTmc1XFnYlBQKBaqrqyGTyfh1wduI/dwy2M8tg/3cctjXLeN29XPDftuQy+r9Y0JNRUUFANX8HCIiIrq7VFRUwMnJqdEao64ofDdTKpUoLCyEg4ODwVctNlTD1YovXLhg8qsV0w3s55bBfm4Z7OeWw75uGbern4UQqKiogLe3NywsGp81848ZqbGwsECnTp1u63M4OjryD6YFsJ9bBvu5ZbCfWw77umXcjn5uaoSmAScKExERkVlgqCEiIiKzwFBjAjY2NnjzzTd1/gNNMh32c8tgP7cM9nPLYV+3jDuhn/8xE4WJiIjIvHGkhoiIiMwCQw0RERGZBYYaIiIiMgsMNURERGQWGGqa6d///jc6d+4MW1tbhIeHIz09vbWbdFdZvHgxBgwYAAcHB7i7u+Phhx+GVCrVqKmpqcGsWbPg6uqKdu3aITo6GiUlJRo1+fn5eOCBB2Bvbw93d3e88sorqKura8mXcldZsmQJJBIJXnrpJfUy9rNpFBQUYMqUKXB1dYWdnR2CgoKQmZmpvl8IgTfeeANeXl6ws7PDiBEjkJOTo7GOa9euITY2Fo6OjnB2dsb06dNRWVnZ0i/ljlVfX4/58+fD398fdnZ2CAgIwNtvv63xv4HYz3/Pnj178OCDD8Lb2xsSiQQ//fSTxv2m6tcjR47g3nvvha2tLXx8fPD++++b5gUI+tvWr18vrK2txVdffSWOHz8uZsyYIZydnUVJSUlrN+2uMXr0aLF69Wpx7NgxkZ2dLcaOHSt8fX1FZWWlumbmzJnCx8dH7Ny5U2RmZoqBAweKQYMGqe+vq6sTvXv3FiNGjBCHDh0Sv/32m3BzcxOJiYmt8ZLueOnp6aJz586iT58+Ys6cOerl7Ofmu3btmvDz8xNPPvmkOHDggDh37pz43//+J86cOaOuWbJkiXBychI//fSTOHz4sBg/frzw9/cX169fV9eMGTNG9O3bV+zfv1/88ccfokuXLmLSpEmt8ZLuSO+++65wdXUVW7ZsEefPnxcbNmwQ7dq1Ex9//LG6hv389/z222/itddeE5s2bRIAxObNmzXuN0W/lpeXCw8PDxEbGyuOHTsm1q1bJ+zs7MR//vOfZrefoaYZwsLCxKxZs9S36+vrhbe3t1i8eHErturudunSJQFA7N69WwghRFlZmbCyshIbNmxQ15w8eVIAEGlpaUII1R+hhYWFKC4uVtesWrVKODo6Crlc3rIv4A5XUVEhunbtKrZv3y7uu+8+dahhP5tGQkKCGDx4sN77lUql8PT0FEuXLlUvKysrEzY2NmLdunVCCCFOnDghAIiMjAx1zdatW4VEIhEFBQW3r/F3kQceeEA8/fTTGsseffRRERsbK4RgP5vKraHGVP366aefivbt22tsNxISEkT37t2b3WaefvqbamtrcfDgQYwYMUK9zMLCAiNGjEBaWlortuzuVl5eDgBwcXEBABw8eBAKhUKjnwMDA+Hr66vu57S0NAQFBcHDw0NdM3r0aMhkMhw/frwFW3/nmzVrFh544AGN/gTYz6aSnJyM0NBQTJw4Ee7u7ggJCcHnn3+uvv/8+fMoLi7W6GcnJyeEh4dr9LOzszNCQ0PVNSNGjICFhQUOHDjQci/mDjZo0CDs3LkTp0+fBgAcPnwYe/fuxf333w+A/Xy7mKpf09LSMGTIEFhbW6trRo8eDalUitLS0ma18R/zDy1N7cqVK6ivr9fYwAOAh4cHTp061UqtursplUq89NJLiIyMRO/evQEAxcXFsLa2hrOzs0ath4cHiouL1TW63oeG+0hl/fr1yMrKQkZGhtZ97GfTOHfuHFatWoX4+HjMmzcPGRkZmD17NqytrTFt2jR1P+nqx5v72d3dXeN+S0tLuLi4sJ//8uqrr0ImkyEwMBBt2rRBfX093n33XcTGxgIA+/k2MVW/FhcXw9/fX2sdDfe1b9/+b7eRoYbuGLNmzcKxY8ewd+/e1m6K2blw4QLmzJmD7du3w9bWtrWbY7aUSiVCQ0OxaNEiAEBISAiOHTuGzz77DNOmTWvl1pmPH3/8EWvWrMHatWvRq1cvZGdn46WXXoK3tzf7+R+Op5/+Jjc3N7Rp00br2yElJSXw9PRspVbdvV544QVs2bIFqamp6NSpk3q5p6cnamtrUVZWplF/cz97enrqfB8a7iPV6aVLly6hX79+sLS0hKWlJXbv3o0VK1bA0tISHh4e7GcT8PLyQs+ePTWW9ejRA/n5+QBu9FNj2w1PT09cunRJ4/66ujpcu3aN/fyXV155Ba+++ioef/xxBAUF4YknnkBcXBwWL14MgP18u5iqX2/ntoSh5m+ytrZG//79sXPnTvUypVKJnTt3IiIiohVbdncRQuCFF17A5s2bkZKSojUk2b9/f1hZWWn0s1QqRX5+vrqfIyIicPToUY0/pO3bt8PR0VFrB/NPFRUVhaNHjyI7O1v9ExoaitjYWPXv7Ofmi4yM1LokwenTp+Hn5wcA8Pf3h6enp0Y/y2QyHDhwQKOfy8rKcPDgQXVNSkoKlEolwsPDW+BV3Pmqq6thYaG5+2rTpg2USiUA9vPtYqp+jYiIwJ49e6BQKNQ127dvR/fu3Zt16gkAv9LdHOvXrxc2Njbi66+/FidOnBDPPPOMcHZ21vh2CDXuueeeE05OTmLXrl2iqKhI/VNdXa2umTlzpvD19RUpKSkiMzNTREREiIiICPX9DV81HjVqlMjOzha///676NChA79q3ISbv/0kBPvZFNLT04WlpaV49913RU5OjlizZo2wt7cX33//vbpmyZIlwtnZWfz888/iyJEj4qGHHtL5ldiQkBBx4MABsXfvXtG1a9d//FeNbzZt2jTRsWNH9Ve6N23aJNzc3MTcuXPVNeznv6eiokIcOnRIHDp0SAAQH374oTh06JDIy8sTQpimX8vKyoSHh4d44oknxLFjx8T69euFvb09v9J9J/jkk0+Er6+vsLa2FmFhYWL//v2t3aS7CgCdP6tXr1bXXL9+XTz//POiffv2wt7eXjzyyCOiqKhIYz25ubni/vvvF3Z2dsLNzU28/PLLQqFQtPCrubvcGmrYz6bxyy+/iN69ewsbGxsRGBgokpKSNO5XKpVi/vz5wsPDQ9jY2IioqCghlUo1aq5evSomTZok2rVrJxwdHcVTTz0lKioqWvJl3NFkMpmYM2eO8PX1Fba2tuKee+4Rr732msZXhNnPf09qaqrObfK0adOEEKbr18OHD4vBgwcLGxsb0bFjR7FkyRKTtF8ixE2XYCQiIiK6S3FODREREZkFhhoiIiIyCww1REREZBYYaoiIiMgsMNQQERGRWWCoISIiIrPAUENERERmgaGGiIiIzAJDDREREZkFhhoiIiIyCww1REREZBYYaoiIiMgs/D+qXY1fNl17AAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Lista_Datos = list([0.24966462104925913, 0.7890046601106091, 1.1605714451279328, 0.01731993941811405, 1, 1])\n", + "Objeto_Datos_Señal = Datos_Señal(Lista_Datos)\n", + "\n", + "Tiempo_Inicio = 0\n", + "Tiempo_Fin = 1000\n", + "Periodo_Muestreo_Lenta = 0.01\n", + "Seed = 42\n", + "\n", + "ValoresLinea, Resultado_Desfasaje = Generacion_Muestras_Directa(Tiempo_Inicio, Tiempo_Fin, Periodo_Muestreo_Lenta, Objeto_Datos_Señal, Seed)\n", + "\n", + "plt.figure()\n", + "plt.plot(ValoresLinea,Resultado_Desfasaje)\n", + "plt.grid()\n", + "\n", + "print(\"Frecuencia respiratoria:\",Lista_Datos[0])\n", + "print(\"Frecuencia cardiaca:\", Lista_Datos[1])\n", + "\n", + "print(\"Amplitud respiratoria\", Lista_Datos[2])\n", + "print(\"Amplitud cardiaca\", Lista_Datos[3])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Modificación de la cercania de las " + ] } ], "metadata": {