{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Filtros FIR Recursivos e Interpolados\n", "\n", "## Teoría y Aplicaciones a la electrocardiografía\n", "\n", " \n", "\n", "#### Por Mariano Llamedo Soria\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resumen \n", "\n", "En este notebook se presenta un filtro FIR de fase lineal *tipo peine* y recursivo, que a partir de la interpolación de su respuesta al impulso resulta muy útil para el procesamiento de señales biológicas como el electrocardiograma (ECG). La respuesta en frecuencia *tipo peine* posee ceros de transmisión tanto en continua (DC ó 0 Hz) como en los múltiplos enteros de la frecuencia de línea eléctrica (50/60 Hz). El cero en DC es fundamental para las interferencias de muy baja frecuencia (<1 Hz), mientras que el resto mitigará cualquier acoplamiento de señal de línea. En este documento se analizan varios aspectos teóricos relevantes del filtro y se finaliza analizando una implementación y uso en ECG real proveniente de una prueba de esfuerzo. Se trata de un registro con notorias interferencias de baja frecuencia y de línea eléctrica de 50 Hz.\n", "\n", "Funciones de PyTC2 utilizadas:\n", "\n", "* Análisis de la respuesta en frecuencia: [plot_plantilla](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.plot_plantilla), [analyze_sys](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.analyze_sys), [group_delay](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.group_delay)\n", "* Funciones de diseño digital [fir_design_pm](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/filtros_digitales/index.html#pytc2.filtros_digitales.fir_design_pm), [herrmann_lp_fir_order](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/filtros_digitales/index.html#pytc2.filtros_digitales.herrmann_lp_fir_order), [DC_PWL_removal_recursive_filter](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/filtros_digitales/index.html#pytc2.filtros_digitales.DC_PWL_removal_recursive_filter)\n", "* De presentación algebraica: [print_latex](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.print_latex), [a_equal_b_latex_s](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.a_equal_b_latex_s), [print_subtitle](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.print_subtitle), [simplify_n_monic_z](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.simplify_n_monic_z), [expr_simb_expr](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.expr_simb_expr)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parte I: Análisis Teórico \n", "\n", "En la primera parte se realizará un análisis teórico de los conceptos teóricos que fundamentan:\n", "\n", "1. la comprensión de los filtros *FIR de fase lineal*,\n", "2. la implementación recursiva de algunos filtros de fase lineal, y\n", "3. el sobremuestreo o interpolación de la respuesta al impulso de un filtro.\n", "\n", "\n", "### Filtros FIR de fase lineal\n", "\n", "En los [notebooks anteriores](aplicaciones_FIR_simetricos.ipynb) revisamos los filtros de respuesta finita, o FIR, y sus principales virtudes:\n", "\n", "* **Estabilidad**, ya que todos sus polos se encuentran en el origen.\n", "* **Fase lineal**, debido a la simetría de la respuesta al impulso.\n", "* **Retardo constante**, como consecuencia de la linealidad de fase.\n", "\n", "Tales ventajas van en detrimento del costo computacional por muestra de salida calculada. Es decir, de la cantidad de multiplicaciones y sumas, como también de la cantidad de unidades de memoria necesarias para su implementación. En este notebook se evaluará la posibilidad de implementar ciertos FIR de manera recursiva, sin afectar los beneficios antedichos. Como se verá, el costo computacional por muestra de salida disminuirá considerablemente.\n", "\n", "Recordando que la respuesta en frecuencia de un FIR de respuesta simétrica (tipos I o II) se expresan de forma polar como:\n", "\n", "$$\n", "H(\\Omega) = H_R(\\Omega) \\cdot e^{j \\cdot \\varphi(\\Omega)}\n", "$$\n", "\n", "donde la fase es\n", "\n", "$$\n", "\\varphi(\\Omega) = \\Omega \\cdot (-\\frac{N-1}{2}) = \\Omega \\cdot (-M)\n", "$$\n", "\n", "siendo $M$ el eje de simetría temporal de la respuesta al impulso, coincidiendo con la muestra media para un filtro de $N$ coeficientes, y sobretodo, con el **retardo del filtro** constante para toda frecuencia. Luego su *respuesta de fase cero* será\n", "\n", "$$\n", "H_R(\\Omega) = Q(\\Omega) \\cdot A(\\Omega)\n", "$$\n", "\n", "estando relacionada con la respuesta de módulo mediante $ \\left| H(\\Omega) \\right| = \\left| H_R(\\Omega) \\right| $.\n", "\n", "$$\n", "A(\\Omega) = \\sum_{k=0}^{M-1} a(k) \\cdot \\cos(k \\Omega)\n", "$$\n", "\n", " Luego $Q(\\Omega)$ será una función par para estos dos tipos de FIR, dependiendo del largo $nn$, como se ve en la siguiente tabla.\n", "\n", "| **Tipo** | $ Q(\\Omega) $ | $H_R(0)$ | $H_R(\\pi)$ | Transferencias posibles |\n", "|----------|----------|------------|---------------|---------------|\n", "| **I** | 1 | $A(\\Omega)$ | $A(\\Omega)$ | LP-H-BP |\n", "| **II** | $ \\cos{(\\Omega/2)} $ | $A(\\Omega)$ | 0 | LP-BP |\n", "\n", "\n", "Vemos que el tipo I será el más versátil, ya que permite diseñar cualquier respuesta, mientras que el tipo II, al forzar un 0 en *Nyquist* restringe las posibilidades.\n", "\n", "En principio se rediseñará un filtro FIR promediador (pasabajos), para convertirlo en un filtro **FIR recursivo**. Luego se usará para resolver un problema concreto: diseñar un FIR pasa-altos con un cero en $\\Omega=0$ (DC). Por último, mediante el concepto de interpolación de la respuesta al impulso, se convertirá en un *filtro peine* particularmente útil para el preprocesamiento del ECG. Se presentará la comparación con otros FIR diseñados mediante el resto de metodologías vistas hasta ahora.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Un FIR de fase lineal para remover continua\n", "\n", "Un problema fácil de explicar, pero difícil de lograr como tantos en la Ingeniería. En esta sección se retoma un artículo de 2008 de [Rick Lyons en dsprelated.com](https://www.dsprelated.com/showarticle/58.php) donde trató este tema desde una perspectiva muy interesante, ya que convierte al filtro FIR promediador de $N$ muestras\n", "\n", "$$\n", "y(n) = \\frac{1}{N} \\sum_{i=0}^{N-1} x(n-i)\n", "$$\n", "\n", "cuya transferencia es\n", "\n", "$$\n", "T(z) = \\frac{1}{N} \\sum_{i=0}^{N-1} z^{-i} = \\frac{1}{N} \\frac{\\sum_{i=0}^{N-1} z^{i}}{z^{N-1}}\n", "$$\n", "\n", "en una versión recursiva de la misma transferencia\n", "\n", "$$\n", "y_R(n) = x(n) + y_R(n-1) - x(n-N)\n", "$$\n", "\n", "Si bien a primera vista cuesta entender la equivalencia entre ambas expresiones, conviene pensar el cálculo del promedio entre dos muestras consecutivas. La sumatoria en $y(n)$ e $y(n-1)$ tendrá $N-2$ términos comunes, salvo el primer y último término, es decir $x(n)$ e $x(n-N)$. Luego aplicando *transformada z* llegamos a la consecuente transferencia recursiva\n", "\n", "$$\n", "T_R(z) = \\frac{1}{N} \\frac{1 - z^{-N}}{1 - z^{-1}}\n", "$$\n", "\n", "Del mismo modo uno pensaría que esta transferencia **no es estable**, salvo porque se da una cancelación polo-cero para $\\Omega = 0$ para todo N, resultando $T(z) = T_R(z)$. De esta forma, un promedio de N muestras pasa de costar N sumas a **tan solo 2 sumas, para todo N**, como se ve en el siguiente esquema\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$T_R(z)$ - [Filtro promediador recursivo ó CIC](href=\"https://commons.wikimedia.org/w/index.php?curid=31447636\") \n", "\n", "Esto se ve claramente en los siguientes ejemplos" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import scipy.signal as sig\n", "import matplotlib.pyplot as plt\n", "\n", "from pytc2.sistemas_lineales import group_delay, analyze_sys, plot_plantilla\n", "from pytc2.general import print_latex, print_subtitle, a_equal_b_latex_s, simplify_n_monic_z, expr_simb_expr\n", "\n", "import warnings\n", "\n", "fig_font_size = 12\n", "plt.rcParams.update({'font.size':fig_font_size})\n", "\n", "\n", "nn = 5\n", "fs = 2\n", "\n", "# Promediador de orden nn\n", "# TransferFunction los asume en potencias decrecientes\n", "num = 1/(nn)* np.ones(nn)\n", "den = np.zeros(nn)\n", "den[0] = 1\n", "\n", "my_df = sig.TransferFunction(num, den, dt=1/fs)\n", "\n", "# Promediador de orden N recursivo\n", "# TransferFunction los asume en potencias decrecientes\n", "num_R = 1/nn*np.concatenate([[1], np.zeros(nn-1),[-1]])\n", "den_R = np.zeros(nn+1)\n", "den_R[:2] = np.array([1, -1]) \n", "\n", "my_df_R = sig.TransferFunction(num_R, den_R, dt=1/fs)\n", "\n", "plt.close('all')\n", "# Visualizamos su respuesta en frecuencia\n", "figaxes = analyze_sys([my_df, my_df_R], ['típico', 'recursivo'], title_suffix = ': FIR Promediador', annotations=False, fs=fs)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Este filtro pasabajos recursivo, también se lo conoce en otros ámbitos como [*cascaded integrator comb* (CIC)](https://en.wikipedia.org/wiki/Cascaded_integrator%E2%80%93comb_filter), como sugiere su respuesta de módulo.\n", "\n", "### Filtros de Complementariedad de Demora\n", "\n", "Lo interesante de esta transferencia, es que se la puede utilizar para lograr un pasa-altos, mediante el concepto de *complementaridad de demora*, es decir\n", "\n", "$$\n", "T(z) + T_H(z) = 1 . z^{-\\frac{N-1}{2}} = z^{-M}\n", "$$\n", "\n", "esto significa que para un filtro $T(z)$ de $N$ coeficientes, cuya demora es $\\frac{N-1}{2}$ ó $M$ como se definió más arriba para el tipo I. Entonces los módulos de ambos filtros deben respetar que\n", "\n", "$$\n", "\\left| T(\\Omega) + T_H(\\Omega) \\right| = 1 \n", "$$\n", "\n", "Es decir, que se complementen en módulo. Luego, el filtro que buscamos surge como el complementario a nuestro pasabajos recursivo, es decir\n", "\n", "$$\n", "T_{H}(z) = z^{-M} - T_R(z) = z^{-\\frac{N-1}{2}} - \\frac{1}{N} \\frac{1 - z^{-N}}{1 - z^{-1}}\n", "$$\n", "\n", "$$\n", "T_{H}(z) = \\frac{1}{N} \\frac{-1 + N . z^{-\\frac{N-1}{2}} - N . z^{-\\frac{N+1}{2}} + z^{-N} }{1 - z^{-1}}\n", "$$\n", "\n", "Según comenta Lyons, conviene que N sea par para que la implementación del filtro sea aún más eficiente, siendo el producto $1/N$ una mera rotación de bits. Esto conlleva que la demora $M$ **no sea entera**, sin embargo, puede solventarse cascadeando una **cantidad par** ($C$) de CIC's, es decir\n", "\n", "$$\n", "T_C(z) = z^{-M.C} - T_R^{C}(z) = z^{-\\frac{(N-1).C}{2}} - \\left( \\frac{1}{N} \\frac{1 - z^{-N}}{1 - z^{-1}} \\right)^C\n", "$$\n", "\n", "entonces para un caso sencillo como $C = 2$, se llega a\n", "\n", "$$\n", "T_C(z) = T_2(z) = z^{-(N-1)} - \\left( \\frac{1}{N} \\frac{1 - z^{-N}}{1 - z^{-1}} \\right)^2 \n", "$$\n", "\n", "$$\n", "T_2(z) = z^{-(N-1)} - \\frac{1}{N^2} \\frac{1 - 2.z^{-N} + z^{-2N} }{1 -2.z^{-1} + z^{-2}}.\n", "$$\n", "\n", " Cuyo diagrama en bloques se ve a continuación " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Filtro\n", "\n", "$T_C(z)$ para $C = 2$.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Que de forma más explícita se puede expresar como\n", "\n", "$$\n", "T_C(z) = T_2(z) = \\frac{1}{N^2} \\cdot \\frac{-1 + N^2.z^{-(N-1)} + (2 - 2.N^2).z^{-N} + N^2.z^{-(N+1)} - z^{-2N} }{ 1 -2.z^{-1} + z^{-2} }\n", "$$\n", "\n", "Luego, reordenando y reutilizando algunas estructuras en pos de la eficiencia computacional se puede llegar a la estructura que propone [Lyons en otro artículo en *dsprelated*](https://www.dsprelated.com/showarticle/1383.php)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"Filtro\n", "\n", "$T_C(z)$ para $C = 2$. [Modificado de la Fig. 1 en dsprelated](https://www.dsprelated.com/showarticle/1383.php)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como se puede anticipar, generalizarlo para otros valores de $C$ da lugar a coeficientes **más espaciados**, producto de aumentar la demora. Es decir que a medida que escala $N$ y $C$, los coeficientes del numerador y denominador se hacen más dispersos, es decir aumenta la proporción de coeficientes nulos. Este hecho es **muy significativo para la eficiencia computacional**, y cuando se interpole esta respuesta, se ampliará aún más la escasez o proporción de coeficientes nulos (*sparsity* en inglés). \n", "\n", "Por el momento se realizará un análisis numérico de la respuesta de $T_2(z)$ para $N = 5$." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mariano/pytc2_dev/lib/python3.12/site-packages/scipy/signal/_filter_design.py:482: RuntimeWarning: divide by zero encountered in divide\n", " h = (npp_polyval(zm1, b, tensor=False) /\n", "/home/mariano/pytc2_dev/lib/python3.12/site-packages/scipy/signal/_filter_design.py:482: RuntimeWarning: invalid value encountered in divide\n", " h = (npp_polyval(zm1, b, tensor=False) /\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pytc2.sistemas_lineales import pzmap\n", "\n", "nn = 5\n", "fs = 2\n", "\n", "# T_2(z)\n", "# \n", "num = np.zeros(2*nn+1)\n", "num[0] = -1\n", "num[nn-1] = nn**2\n", "num[nn] = 2-2* nn**2\n", "num[nn+1] = nn**2\n", "num[2*nn] = -1\n", "num = (1/nn**2) * num\n", "den = np.array([1, -2, 1])\n", "\n", "w, h_iir = sig.freqz(num, den, fs = fs)\n", "\n", "mag = 20.0 * np.log10(np.abs(h_iir) + np.nanmin(np.abs(h_iir)))\n", "\n", "# resguardo el cero en DC para que funcione unwrap\n", "phase = np.angle(h_iir)\n", "phase = np.unwrap(phase[1:])\n", "\n", "this_lbl = '$T_2(z)$'\n", "\n", "plt.figure(figsize=(12, 5))\n", "\n", "plt.plot(w, mag, label= this_lbl )\n", "\n", "plt.title(f'Respuesta en Frecuencia de Módulo')\n", "plt.ylabel('Magnitud (dB)')\n", "ax = plt.gca()\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "\n", "plt.figure(figsize=(12, 5))\n", "plt.plot(w[1:], phase, label= this_lbl) # Bode phase plot\n", "plt.title(f'Respuesta en Frecuencia de Fase')\n", "plt.ylabel('Fase (rad)')\n", "ax = plt.gca()\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "\n", "plt.figure(figsize=(12, 5))\n", "\n", "gd_fir = group_delay(w[1:] * np.pi, phase)\n", "\n", "# Para órdenes grandes \n", "plt.plot(w[2:], gd_fir[1:], label=this_lbl ) # Bode phase plot\n", "\n", "plt.ylim((0,5))\n", "plt.title(f'Respuesta en Frecuencia de Retardo')\n", "plt.ylabel('Retardo (s)')\n", "ax = plt.gca()\n", "plt.legend()\n", "plt.grid(True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Del análisis de la respuesta en frecuencia se nota claramente la influencia del cero en DC en la respuesta de módulo, y las mismas ventajas de la fase lineal que se analizaron anteriormente.\n", "\n", "Para enfatizar esto, visualizamos el diagrama de polos y ceros" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "my_df = sig.TransferFunction(num, den, dt=1/fs)\n", "\n", "# Visualizamos su respuesta en frecuencia \n", "_ = pzmap(my_df, digital=True, fs= fs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lamentablemente no se observa con claridad el factor de multiplicidad de ceros y polos. Recurrimos a un análisis pormenorizado." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "#### Ceros" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "2.618 3.142\n", "2.387 1.750\n", "2.387 -1.750\n", "1.000 0.000\n", "1.000 0.000\n", "1.000 -0.000\n", "1.000 0.000\n", "0.419 1.750\n", "0.419 -1.750\n", "0.382 3.142\n" ] }, { "data": { "text/markdown": [ "#### Polos" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "1.000 0.000\n", "1.000 0.000\n" ] } ], "source": [ "roots = np.roots(num)\n", "vals = np.hstack((\n", " np.abs(roots).reshape(-1,1),\n", " np.angle(roots).reshape(-1,1)\n", "))\n", "\n", "print_subtitle('Ceros')\n", "for mag, ang in vals:\n", " print(f\"{mag:0.3f} {ang:0.3f}\")\n", "\n", "roots = np.roots(den)\n", "vals = np.hstack((\n", " np.abs(roots).reshape(-1,1),\n", " np.angle(roots).reshape(-1,1)\n", "))\n", "\n", "print_subtitle('Polos')\n", "for mag, ang in vals:\n", " print(f\"{mag:0.3f} {ang:0.3f}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como se puede observar, hay 2 polos y 4 ceros, lo que resulta en **2 ceros** en la respuesta de módulo de $T_2(z)$.\n", "\n", "## Análisis simbólico\n", "\n", "Dado que a partir de este punto la complejidad algebraica escala, surge la necesidad de continuar mediante un **análisis simbólico**, comenzamos reproduciendo los mismos resultados que se presentaron más arriba" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle T_{H}(z)=\\frac{z^{\\frac{1}{2} - \\frac{N}{2}} - z^{- \\frac{N}{2} - \\frac{1}{2}} - \\frac{1}{N} + \\frac{z^{- N}}{N}}{1 - \\frac{1}{z}}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle T_2(z)=\\frac{z^{1 - N} + z^{- N - 1} - 2 z^{- N} - \\frac{1}{N^{2}} + \\frac{2 z^{- N}}{N^{2}} - \\frac{z^{- 2 N}}{N^{2}}}{1 - \\frac{2}{z} + \\frac{1}{z^{2}}}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sympy as sp\n", "from IPython.display import display\n", "from pytc2.general import print_latex, print_subtitle, a_equal_b_latex_s\n", "\n", "z = sp.symbols('z', complex=True)\n", "N, C = sp.symbols('N, C', real=True, positive=True)\n", "\n", "# moving average\n", "Tma = 1/N * (1-z**(-N))/(1-z**(-1))\n", "\n", "# delay line of (N-1)/2\n", "Tdl = z**(-(N-1)/2)\n", "\n", "num, den = (Tdl - Tma).as_numer_denom()\n", "\n", "num = (sp.expand(num/(N*z**(N+1)))).powsimp()\n", "den = (sp.expand(den/(N*z**(N+1)))).powsimp()\n", "\n", "Tdc_removal = num/den\n", "\n", "print_latex(a_equal_b_latex_s('T_{H}(z)', Tdc_removal ))\n", "\n", "# Según Rick Lyons, este sistema sería muy bueno para implementarse\n", "# con N múltiplo de 2**NN, dado que el escalado por N sería simplemente \n", "# una rotación a nivel de bits de NN veces a la derecha, y su implementación\n", "# no necesitaría de multiplicaciones. Sin embargo esta elección impone un \n", "# retardo no entero. Por esta razón se opta por poner dos (incluso cuatro) \n", "# sistemas idénticos en cascada.\n", "\n", "# Probamos primero con 2 moving average\n", "\n", "Tdc_removal_2 = z**-(N-1) - Tma**2\n", "\n", "# emprolijamos la expresion a mano\n", "num, den = Tdc_removal_2.as_numer_denom()\n", "num = (sp.expand(num/(N**2*z**(2*N+2))).powsimp())\n", "den = (sp.expand(den/(N**2*z**(2*N+2))).powsimp())\n", "\n", "Tdc_removal_2 = num/den\n", "\n", "#display(Tdc_removal_2)\n", "\n", "print_latex(a_equal_b_latex_s('T_2(z)', Tdc_removal_2 ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Si bien no es la misma expresión, se puede verificar que estas expresiones son equivalentes a las presentadas más arriba. Esto se debe a los algoritmos de simplificación que usa **SymPy**. Ahora sí se probará más promediadores en cascada (C = 4 y 6) sólo para tener una idea de cómo escala la expresión de $T_C(z)$. Recordar que solamente tiene sentido la elección de $C$ pares, debido al **retardo no entero para $N$ pares**." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle T_4(z)=\\frac{4 z^{1 - N} + 4 z^{- N - 3} - 16 z^{- N - 2} + 24 z^{- N - 1} - 16 z^{- N} - \\frac{1}{N^{4}} + \\frac{4 z^{- N}}{N^{4}} - \\frac{6 z^{- 2 N}}{N^{4}} + \\frac{4 z^{- 3 N}}{N^{4}} - \\frac{z^{- 4 N}}{N^{4}}}{1 - \\frac{4}{z} + \\frac{6}{z^{2}} - \\frac{4}{z^{3}} + \\frac{1}{z^{4}}}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle T_6(z)=\\frac{6 z^{1 - N} + 6 z^{- N - 5} - 36 z^{- N - 4} + 90 z^{- N - 3} - 120 z^{- N - 2} + 90 z^{- N - 1} - 36 z^{- N} - \\frac{1}{N^{6}} + \\frac{6 z^{- N}}{N^{6}} - \\frac{15 z^{- 2 N}}{N^{6}} + \\frac{20 z^{- 3 N}}{N^{6}} - \\frac{15 z^{- 4 N}}{N^{6}} + \\frac{6 z^{- 5 N}}{N^{6}} - \\frac{z^{- 6 N}}{N^{6}}}{1 - \\frac{6}{z} + \\frac{15}{z^{2}} - \\frac{20}{z^{3}} + \\frac{15}{z^{4}} - \\frac{6}{z^{5}} + \\frac{1}{z^{6}}}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Con 4 promediadores\n", "\n", "Tdc_removal_C = z**-(N-1)*C - Tma**C\n", "\n", "cc = sp.Rational(4)\n", "# emprolijamos la expresion\n", "num, den = (Tdc_removal_C.subs(C, cc)).as_numer_denom()\n", "num = (sp.expand(num/(N**cc*z**(cc*N+cc)))).powsimp()\n", "den = (sp.expand(den/(N**cc*z**(cc*N+cc)))).powsimp()\n", "\n", "Tdc_removal_cc = num/den\n", "\n", "print_latex(a_equal_b_latex_s(f'T_{cc}(z)', Tdc_removal_cc ))\n", "\n", "# Con 6 promediadores\n", "\n", "cc = sp.Rational(6)\n", "Tdc_removal_cc = Tdc_removal_C.subs(C, cc)\n", "# emprolijamos la expresion\n", "num, den = Tdc_removal_cc.as_numer_denom()\n", "num = (sp.expand(num/(N**cc*z**(cc*N+cc)))).powsimp()\n", "den = (sp.expand(den/(N**cc*z**(cc*N+cc)))).powsimp()\n", "\n", "Tdc_removal_cc = num/den\n", "\n", "print_latex(a_equal_b_latex_s(f'T_{cc}(z)', Tdc_removal_cc ))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Análisis numérico de la respuesta en frecuencia\n", "\n", "Ahora que se tiene una buena idea de la expresión matemática de las transferencias pasa-alto de $T_C(z)$, se procederá a analizar la respuesta en frecuencia numérica. Para ello se usará una implementación que se incluye en PyTC2 mediante una clase de filtros, un tanto más complejos, llamada *DC_PWL_removal_recursive_filter*. Las transferencias pasa-alto $T_{C}(z)$ analizadas más arriba, pueden implementarse mediante esta clase, omitiendo los parámetros *upsample* y *fpwl*, que explicarán más abajo." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# importamos la clase donde se implementa el filtro\n", "from pytc2.filtros_digitales import DC_PWL_removal_recursive_filter\n", "\n", "# cantidad de muestras promediadas\n", "NN = [8, 16, 32]\n", "\n", "# cantidad de promediadores\n", "cc = 2\n", "\n", "fig = plt.figure(figsize=(12, 5))\n", "\n", "for nn in NN:\n", " \n", " # algunos parámetros se explicarán más abajo\n", " t_filter = DC_PWL_removal_recursive_filter(samp_avg = nn, upsample = 1, cant_ma = cc, fpwl = 0.2 )\n", " \n", " w_theoretical, H_theoretical = t_filter.frequency_response(bTeorica=True)\n", " \n", " # normalization\n", " w_theoretical = w_theoretical / np.pi\n", " \n", " # Gráficos comparativos\n", " plt.plot(w_theoretical, 20*np.log10(np.abs(H_theoretical) + 1e-5), label=f'$T_{C}(z)$: N={nn} C={cc}')\n", "\n", "\n", "plt.title(f'Respuesta en Frecuencia de Módulo')\n", "plt.ylabel('Magnitud (dB)')\n", "ax = plt.gca()\n", "plt.legend()\n", "plt.grid(True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En la figura anterior se representa la excelente respuesta de módulo de $T_2(z)$ en toda la banda. Se nota claramente la presencia de un cero de transmisión en DC y un bajo *ripple* u ondulación de la respuesta, especialmente en baja frecuencia. Ahora se continuará analizando en detalle ambos aspectos." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_ylim( [-.6, .1 ])\n", "ax.set_xlim( [0, .21 ])\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En este caso se analiza la rapidez o pendiente con la que se transiciona a la banda de paso. Tomando como referencia el nivel de $T_2(\\Omega_C)= -0.5 $ dB, se nota claramente como aumenta la pendiente con el aumento de $N$. En general, puede verse que el *ripple* máximo parece estar holgadamente por encima de -0.5 dB para todos los $N$ analizados. A continuación se analiza la banda de *stop* o detenida." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_ylim( [-60, -30 ])\n", "ax.set_xlim( [0.001, .006 ])\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Se toma como referencia para el final de la banda de *stop* la frecuencia $\\Omega_S$, que se define como $T_2(\\Omega_S)= -60 $ dB. En la siguiente tabla se resumen algunas características de la respuesta de magnitud. Se observa cómo aumenta la pendiente de transición y en consecuencia el ancho de banda (BW) del filtro de manera pronunciada.\n", "\n", "| **N** | **$\\Omega_S$** | **$\\Omega_C$** | **BW** |\n", "|-------|----------------|----------------|--------|\n", "| 8 | 0.0044 | 0.2 | 0.8 |\n", "| 16 | 0.0023 | 0.1 | 0.9 |\n", "| 32 | 0.0011 | 0.05 | 0.95 |\n", "\n", "El rendimiento de la respuesta de módulo analizado, junto con su fase lineal y el bajo costo computacional por muestra, dan cuenta de las **excelentes características de este filtro**. Recordar que la implementación de las respuestas anteriores toman $2.C$ sumas y 1 producto, **para cualquier cantidad de muestras $N$**. Sin embargo, la cantidad de posiciones de memoria necesarias sí escala con $N$, **y en consecuencia también crece el retardo del filtro**. \n", "\n", "Siguiendo la metodología propuesta por Herrmann *et.al.* [1], calculamos la cantidad de coeficientes, que es proporcional al costo computacional, para las transiciones de los filtros presentados más arriba, con un *ripple* de 0.5 dB y una atenuación de -60 dB.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N:8 Costo:22\n", "N:16 Costo:45\n", "N:32 Costo:90\n" ] } ], "source": [ "from pytc2.filtros_digitales import herrmann_lp_fir_order\n", "\n", "omega_S = [0.0044, 0.0023, 0.0011]\n", "omega_C = [0.2, 0.1, 0.05]\n", "\n", "for ii, (wc, ws) in enumerate(zip(omega_C, omega_S)):\n", " \n", " cant_coef = herrmann_lp_fir_order([ws*np.pi, wc*np.pi], [0.5, 60], ripple_in_db=True)\n", " cant_coef = np.ceil(cant_coef[0])\n", "\n", " print(f'N:{NN[ii]} Costo:{cant_coef}')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En comparativa, un filtro pasa-altos con una transición normalizada (0.001-0.05) correspondiente con $T_2(z)$, de $N = 32$, pero diseñado con el método de Parks-McClellan (PM), requiere **al menos** 90 coeficientes, es decir 90 multiplicaciones, sumas y posiciones de memoria RAM." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Convergencia exitosa!\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pytc2.filtros_digitales import fir_design_pm\n", "\n", "### Rediseñamos para N = 32\n", "# algunos parámetros se explicarán más abajo\n", "t_filter = DC_PWL_removal_recursive_filter(samp_avg = 32, upsample = 1, cant_ma = cc, fpwl = 0.2 )\n", "w_theoretical, H_theoretical = t_filter.frequency_response(bTeorica=True)\n", "\n", "# normalization\n", "w_theoretical = w_theoretical / np.pi\n", "\n", "# Parámetros comunes del filtro Pasa Bajos\n", "order = 88\n", "fs = 2.0\n", "wpass = 0.05\n", "wstop = 0.0011\n", "ripple = 0.5 # dB\n", "attenuation = 60 # dB\n", "lgrid = 16\n", "\n", "cant_coef, band_edges, desired, weights = herrmann_lp_fir_order([wstop*np.pi, wpass*np.pi], [ripple, attenuation], ripple_in_db=True)\n", "\n", "b_pm, _, _ = fir_design_pm(cant_coef, band_edges, desired[::-1], fs = 2*np.pi, weight= weights, grid_density=lgrid, filter_type='highpass')\n", "\n", "# Comparar la respuesta en frecuencia de ambos filtros\n", "w, h_pm = sig.freqz(b_pm, worN=w_theoretical, fs=2)\n", "\n", "# Graficar ambas respuestas\n", "plt.figure(figsize=(12, 5))\n", "# Gráficos comparativos\n", "plt.plot(w_theoretical, 20 * np.log10(np.abs(H_theoretical) + 1e-4), label=f'$T_2(z)$: N=32 C=2')\n", "plt.plot(w_theoretical, 20 * np.log10(np.abs(h_pm)), label='PM ')\n", "plot_plantilla(filter_type = 'highpass' , fpass = wpass, ripple = ripple , fstop = wstop, attenuation = attenuation, fs = fs)\n", "plt.title('Comparación con filtro diseñado mediante Parks-McClellan (PM)')\n", "plt.xlabel('Frecuencia Normalizada (×π rad/sample)')\n", "plt.ylabel('Amplitud [dB]')\n", "plt.legend()\n", "plt.grid()\n", "ax = plt.gca()\n", "ax.set_xlim( [0, .1 ])\n", "\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como se observa, la cantidad de coeficientes estimada **fue subestimada**, y es muy posible que el algoritmo de PM tenga problemas para ubicar ceros en torno a DC. Con esta comparativa el filtro propuesto cobra **aún más interés**. Sin embargo, en el último [artículo de Rick Lyons](https://www.dsprelated.com/showarticle/1383.php), a partir de la transferencia $T_C(z)$, se propone interpolar su respuesta de forma tal de convertirla en una transferencia *tipo peine*. De esta manera podría aprovecharse sus ceros de transmisión para anular interferencias típicas del electrocardiograma (ECG) como\n", "\n", "* el movimiento de muy baja frecuencia de la línea de base, provocado por factores tales como la respiración, actividad física, sudoración, degradación de los electrodos, entre otros.\n", "* la frecuencia de 50/60 Hz de la línea eléctrica, y todas sus armónicas.\n", "\n", "El efecto de interpolar por $U$ la respuesta al impulso de un filtro, visto desde la perspectiva frecuencial, es equivalente a comprimir la respuesta en frecuencia $U$ veces. Esto implica para $T_2(z)$\n", "\n", "$$\n", "T_2(\\mathrm{z})\\Big\\vert_{\\mathrm{z} = z^U} = \\frac{1}{N^2} \\cdot \\frac{-1 + N^2.z^{(-U)(N-1)} - (2 + 2.N^2).z^{-UN} + N^2.z^{(-U)(N+1)} - z^{-2UN} }{ 1 -2.z^{-U} + z^{-2U} }\n", "$$\n", "\n", "Como la clase *DC_PWL_removal_recursive_filter* ya implementa el factor de sobremuestreo $U$, su efecto se verá más claro al analizar la respuesta en frecuencia de diferentes filtros" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA/oAAAHJCAYAAAA1l0KLAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAgHVJREFUeJzt3Xl8U1X6x/Fvmu6lpZStBcquFEFAQFBENqUoKqKyOS4wAgUVxW1EURQURGVcGHEUHAUFnZ+KKDKKLAKCigsIirKK7JR9aUu3LPf3R5vQ0LSka9Lk835Nx+bcc+99bnJS8uQs12QYhiEAAAAAAOAXgrwdAAAAAAAAKD8k+gAAAAAA+BESfQAAAAAA/AiJPgAAAAAAfoREHwAAAAAAP0KiDwAAAACAHyHRBwAAAADAj5DoAwAAAADgR0j0AQAAAADwIyT6AAAA8Jonn3xSQUFBmjdvnrdDAQC/QaIPAABQDho3bqzGjRt75dxz5syRyWTSnDlzvHL+0lq0aJGee+45vfTSS7r99ttLtO+qVatkMpk0ceLEMsdhMpnUo0ePMh8HAHwFiT4AVCEmk8nlx2w2Ky4uTj169NCcOXNkGIa3Q6wydu/eLZPJpGHDhnk7lArXuHHjQm2n4E95JErwf472EhQUpJ07dxZZr2fPns66xX3xsHPnTt1555169NFH9eCDD1ZAxAAQuIK9HQAAoOSefvppSZLFYtGff/6pTz/9VN98843WrVunGTNmeDk6+KqxY8cqNja2UDk9meXj66+/9nYIFS44OFhWq1Vvv/22nnvuuULbd+zYoVWrVjnrFeeXX37Rs88+qzFjxlRUuAAQsEj0AaAKOrcH9rvvvlO3bt3073//Ww8//LCaNGnincDg0x544AGvDS0PBM2aNfN2CBWubt26SkhI0OzZs/XMM88oONj1o+R//vMfSdINN9ygTz/9tNhjDRw4sMLiBIBAx9B9APADV1xxhZKSkmQYhtavX19o+48//qgBAwYoPj5eoaGhSkxM1KhRo3Tw4MFCdf/66y+lpKSoefPmioiIUFxcnC6++GKNHj1ax48fd9YrOCf4iy++UJcuXRQVFaUaNWpowIAB2rFjR6Fj9+jRQyaTye01FDfHeP/+/RozZoyaNm2qsLAw1axZU/369dPPP/9cqG56erqeffZZtW7dWjExMYqOjlazZs00ePBg53MzceJE55ch7777rsswdsf5c3NzNWPGDPXt21eNGjVSWFiY4uLidPXVV2vx4sVur6E4VqtV//73v3XZZZcpJiZGkZGRuuSSSzRjxgzZ7XaXugWnFezevVtDhgxRrVq1FB4ero4dO+p///tfic/vCcc85UOHDmnEiBGqX7++zGazy2tSkrYkSSdOnNATTzyh1q1bKzIyUtWrV1fbtm312GOP6cyZM856xc1vnzhxokwmk1atWlVo29atWzVs2DAlJiYqNDRUdevW1d/+9jdt27atUN1hw4bJZDJp9+7dmjlzpi6++GKFh4erbt26SklJ0enTp92ef//+/br//vt1wQUXON8TnTp10rPPPutSz901nD59WtOmTVOvXr3UoEEDhYaGqnbt2urXr5/Wrl3r9nzF+fPPPzVw4EDVqFFDUVFR6tKli7744oti9ynJ+8cTI0eO1KFDhwq1Q4vFojlz5qhLly666KKLitx/x44duvPOO1W/fn2FhoaqXr16uvPOO93+zZCkw4cPa/jw4apbt64iIiLUrl07vfvuu0Uev7RtyZ3Tp0/r8ccfV4sWLRQeHq4aNWqoT58+Wr58uUf7A4C30KMPAH4mJCTE5fE777yjlJQUhYWFqV+/fkpMTNSOHTv0n//8R4sWLdIPP/yghg0bSpJSU1N16aWXKi0tTX379tUtt9yi7Oxs7dq1S3PnztWYMWNUs2ZNl+MvWLBAixcv1k033aQePXpo48aN+uSTT7Ry5Up9//33atGiRZmu55dfflFycrJOnDihPn366Oabb9axY8f02WefqWvXrvr000/Vt29fSZJhGLrmmmv0/fff6/LLL9eIESMUHBys/fv3a+XKlbryyivVoUMH9ejRQ6dOndL06dPVtm1b9e/f33m+du3aScpLUMeOHasuXbqod+/eql27tlJTU7Vo0SL17dtXb731lkaMGOHRNVgsFt1www1asmSJWrRoob/97W8KDw/XypUrdd999+nHH3/U3LlzC+23Z88ederUSU2bNtUdd9yhEydO6MMPP9SNN96o5cuXq2fPnmV6bt05ceKELrvsMlWrVk0333yzgoKCVLduXUkla0uStGvXLvXs2VN79uxRhw4ddPfdd8tut2v79u165ZVXNHr0aEVFRZU61q+++ko333yz8/lt3ry59u/frwULFuiLL77QypUr1b59+0L7Pfroo1qyZIluuOEGJScna+XKlXrrrbf0559/asWKFS51161bpz59+ujEiRPq1q2bbr75ZmVmZmrz5s2aOHGiJkyYUGyMW7Zs0RNPPKFu3brpuuuuU40aNbR37159/vnnWrx4sRYtWqRrrrnGo+vdsWOHLr/8ch0/flzXXnut2rVrpz///FP9+/fXtdde63afkrx/PHXrrbfqoYce0n/+8x+X987nn3+uI0eO6IUXXtCff/7pdt+ff/5ZV199tdLT09WvXz9ddNFF2rp1q+bNm6eFCxdq+fLluvTSS531jx07pi5duuivv/5S165d1bVrV6Wmpmr06NFKTk4uUdwlderUKV1xxRXavHmzLr30Uj3wwAM6duyYPvroIyUnJ+uNN97QqFGjKjQGACg1AwBQZUgy3P3p/uabb4ygoCAjNDTUOHjwoLN827ZtRkhIiNGsWTNj//79LvssX77cCAoKMvr37+8s+9e//mVIMl599dVC58jIyDAyMzOdj2fPnu2MZ9GiRS51X331VUOS0atXL5fy7t27u42/4PFmz57tLLNYLEazZs2MsLAwY9WqVS71Dxw4YNSrV8+Ij483srOzDcMwjN9++82Q5HJNDjabzThx4oTz8a5duwxJxtChQ93Gk52dbezbt69Q+alTp4xWrVoZNWrUcHk+ivP0008bkowxY8YYVqvVWW61Wo277rrLkGR89tlnhWKTZEycONHlWF999ZUhybj22ms9OrdhGEajRo0MScbYsWONp59+2uXnlVdecdZznPOOO+4wLBaLyzFK2pYMwzAuv/xyQ5Lx3HPPFYrp6NGjRlZWlkuMjRo1chu/4/lbuXKls+zEiRNGbGysUbNmTeOPP/5wqb9p0yYjKirKuOSSS1zKhw4dakgyEhMTjT179jjLLRaLceWVVxqSjB9//NFZnpOTYzRu3NiQZLz//vuF4jq3fbi7hlOnThlHjx51u29CQoKRlJTk9prd6d27t9v352effeZ87cry/jkfSUb9+vUNwzCM4cOHG2az2eU56NOnjxETE2OcOXPGeOKJJwrFY7fbjaSkJEOSMW/ePJdj/9///Z8hyWjRooVhs9mc5SNHjjQkGQ888IBL/Z9//tkIDg42JBlPP/20y7aStiXHtXXv3t2lLCUlxZBkpKSkGHa73Vm+fft2IyYmxggNDTV27drl9jwA4G0k+gBQhTg+zDuStPHjxxuDBg0yQkJCDJPJZPzrX/9yqf/AAw8Ykoz//e9/bo/Xv39/w2w2G2lpaYZhnE30Z86ced5YHIn5ucm8YeQlsM2aNTMkGbt373aWlzTRdyQwjzzyiNt9HF8ofPHFF4ZhnE30b7311vPGf75EvzgvvfSSIcn45ptvzlvXZrMZcXFxRnx8fKHk2TAM4+TJk4bJZDIGDhxYKLZGjRq5fDHg0LBhQ6NmzZoex+tI9N39FEyIJBmhoaHG4cOHCx2jpG1p3bp1hiSjXbt2LolbcTGWJDlzvPYzZsxwu48j3oJfAjgS/bfeeqtQ/XfeeceQZLz22mvOsvnz5xuSjH79+p03/vNdgzv33XefIcnlS4ei7Nu3z5BkNGnSxG2bcLy3yvL+OZ+Cif4PP/xgSDImTZpkGIZh7N692wgKCjLuvvtuwzAMt4n+t99+a0gyLr/8crfH79q1q8v7Kjc314iMjDSio6ONU6dOFarveD0rItHPyckxIiMjjWrVqhnHjx8vdJwnn3zS5foBwNcwdB8AqqBJkya5PDaZTHr77bf197//3aXcMQf4m2++cTsf98iRI7LZbNq+fbs6dOigfv36afz48br33nu1ZMkS9enTR1dccYUuuuiiIufWd+/evVCZ2WxW165dtXPnTm3YsEGNGjUq1XU64t+zZ4/bW8A55vRu2bJFffv21UUXXaR27drpv//9r/bs2aMbb7xRXbt2VceOHRUaGlri8//xxx+aNm2aVq9erdTUVGVnZ7tsP3DgwHmPsX37dp04cUIXXHCBJk+e7LZORESEtmzZUqi8Xbt2MpvNhcoTExNLNb97165d512Mr3HjxqpTp06h8pK2pR9++EGS1KdPHwUFlf+SQI54fv31V7dtY/v27ZLy2sa588U7duxYqH5iYqIk6eTJk84yxzUUNSzeU999952mT5+utWvX6siRI8rNzXXZfuDAAZcpD+5s2LBBktS1a1e3baJHjx765ptvXMpK+v4pic6dO+viiy/WO++8oyeffFL/+c9/ZLfbNXLkyCL3+eWXXyRJvXr1cru9V69e+vbbb7VhwwZ169ZNW7duVWZmpq688kpVr169UP0ePXoUO1e/LLZt26bMzExdccUViouLcxvr5MmTna8LAPgaEn0AqIIMw5AknTlzRmvXrtXw4cM1evRoNWrUyOVDtGPxvGnTphV7vIyMDElSo0aN9NNPP2nixIn66quvtGDBAkl5SdAjjzyi+++/v9C+jvnb54qPj5ekIhc484Qj/o8//tij+M1ms1asWKFnnnlG8+fP17hx4yRJ0dHRGjp0qKZOnapq1ap5dO4ffvhBvXr1ktVq1VVXXaV+/fopJiZGQUFB2rhxoxYuXKicnByPr2HHjh2FvqBxdw0FubsVnpR3i7NzF/ArL47X7VwlbUunTp2SJNWvX7/8gnMTz1tvveVRPAW5e14dq8fbbDZnWXlcw6effqoBAwYoPDxcvXv3VrNmzRQVFaWgoCCtWrVK33zzjUftyPE+Ot/7raCSvn9KauTIkbr//vu1ePFizZ49Wx06dNAll1xSZH3HNSQkJLjd7ih3PO+luebyUtJYAcDXkOgDQBUWFRWlq6++WosWLVL79u01dOhQbdu2TZGRkZLk7AU7ffq0YmJiPDpmy5Yt9eGHH8pqterXX3/V8uXL9dprr2ns2LGKiorS8OHDXeofPnzY7XEOHTrkEoMkZ8+u1WotdFsudx+YHfsuXLhQ/fr18yj+GjVq6JVXXtErr7yiP//8U998841mzpypGTNm6NSpU24XvXNn8uTJysrK0sqVKwvdZ37q1KlauHChR8dxXMNNN93k/OLElxU1cqOkbcmRTHsy6kHKaxvn9nQ7FNc2fv31V7Vp08ajc5RUSa/BnQkTJig0NFTr1q1Ty5YtXbaNGjWqUC98URzXe773m7t9SvL+KYk77rhD48aN0+jRo3XgwAE99dRTxdZ3xOMuVilvMdCC9UpzzVLJ21J5xAoAvobb6wGAH2jTpo1Gjhyp/fv365VXXnGWX3bZZZKkNWvWlPiYwcHB6tChg8aNG6f//ve/kqTPPvusUD13iYrNZtO3334rSS49fDVq1JAk7du3r9A+69atK1RWlvglqXnz5ho+fLi++eYbVatWzSU5dwx/LtiDW9Cff/6puLi4Qkm+5P6ai5KUlKTY2Fj98MMPslgsJbsAH1LS18JRf8mSJR6NPqhRo4YOHz7s9jmqiLbhCcc5SnM7RYc///xTF110UaEk3263O98jnnC8j7799lu3bdbd7eIq+jmKjY3VgAEDtH//fkVFRenWW28ttr7jGoq6td3KlSslyXmnhKSkJEVGRmrjxo1uRwYVdZyStiV3WrRoocjISP36669uvxw4N1YA8DUk+gDgJ5588kmFhYXpn//8p3Oe8ZgxYxQSEqIHH3zQOWe5oNzcXJckYP369W4/UDt61BwjBQpasWJFoftpz5gxQzt37lTPnj1d5ud36tRJUuHh1l9//bXzy4SCbrzxRjVr1kyvv/66vvzyS7fXvXbtWmVmZkrKm4P+119/Fapz8uRJ5eTkKCIiwllWo0YNmUwm7d271+1xGzdurBMnTui3335zKX/77be1ZMkSt/u4ExwcrPvuu0+pqam6//77lZWVVahOamqqNm/e7PExvaGkbalDhw7q0qWLNm7cqBdeeKFQ/ePHj7usedCpUydZrVbNnj3bpd6cOXP03XffFdr/73//u2JjYzVp0iT99NNPhbbb7XaP75VelBtuuEGNGzfW559/7rZ97t+//7zHaNy4sXbs2KGDBw86ywzD0MSJE0v0mjdo0EC9e/fWrl27NGPGDJdtCxcudPvlU0nfP6UxefJkffrpp1qyZImio6OLrXvFFVeoRYsW+vbbbzV//nyXbfPnz9eaNWt04YUXqmvXrpLybhV62223KT09vdAaA+vWrdP777/v9jwlbUvuhIaGOs997i0Ud+7cqX/9618KCQnRHXfc4dHxAKCyMXQfAPxE/fr1NXr0aE2fPl0vvviipk6dqqSkJL3zzju666671KpVK11zzTW68MILZbFYtHfvXq1Zs0a1a9fW1q1bJUlz587VzJkz1bVrVzVr1kw1atTQzp07tWjRIoWFhemBBx4odN4bbrhBN910k2666SY1b95cGzdu1OLFixUXF6d///vfLnX//ve/a9q0aZo6dap+/fVXXXTRRdq+fbsWL16sm266SZ988olL/ZCQEC1YsEB9+vTRddddpy5duqhdu3aKjIzUvn379PPPP+uvv/5Samqqs/ft5ptv1qWXXqqWLVuqXr16Onr0qBYuXCiLxeKcsy9J1apVU+fOnbVmzRrddtttuvDCC2U2m9WvXz+1adNGDzzwgJYsWaKuXbtq0KBBql69utatW6dvv/1WAwYMKJSoFGfChAn69ddf9eabb2rRokXq1auX6tevryNHjmjHjh367rvvNGXKlEKLxvmSkrYlSZo3b5569Oih8ePH65NPPlGPHj1kGIZ27NihpUuXauvWrc7FAe+77z7Nnj1bd999t77++mslJiZq48aNWrt2ra6//vpCXybVrFlT8+fP10033aTLLrtMV111lVq1aiWTyaR9+/Zp7dq1hb5MKKnQ0FB9/PHHSk5O1t/+9jfNnDlTl112mbKzs7VlyxZ9/fXXslqtxR7jwQcf1OjRo3XJJZfolltuUUhIiL777jtt3rxZN9xwgxYtWuRxPK+//rouv/xyPfDAA1q6dKnatm2rP//8U59++qnbY5X0/VMaDRs2PO9Cgg4mk0nvvvuuevfurcGDB+vGG29UUlKStm3bps8++0zR0dF67733XBZvfO655/T111/r1Vdf1bp169S1a1elpqbqww8/VN++ffX5558XOk9J21JRnn/+ea1Zs0YzZszQzz//rJ49e+rYsWP66KOPlJ6erhkzZqhJkyaePVEAUNm8vOo/AKAElH9LtKIcOnTIiIyMNCIjI41Dhw45y3/77Tdj6NChRsOGDY3Q0FCjRo0aRqtWrYyUlBTj66+/dtb74YcfjNGjRxtt2rQxatSoYYSHhxvNmjUzhg0bZmzatMnlXAVvh7do0SLjsssuMyIjI43q1asbN998s7Ft2za3Mf7+++/Gtddea1SrVs2Iiooyunfvbqxatcrt7fUcDh8+bIwbN85o1aqVERERYURFRRnNmzc3brnlFmPu3LnO29bt27fPePzxx40uXboYdevWNUJDQ4369esb11xzjfHll18WOu6OHTuM66+/3oiLizNMJlOh8y9atMjo3LmzUa1aNaN69epG7969jW+++abYWItit9uN9957z+jVq5dRo0YNIyQkxKhXr55xxRVXGFOmTDH27t3rrHu+W/8Vd5tCdxy31zvfPb/l5l7i5/K0LTkcO3bMePTRR40LL7zQCAsLM6pXr260bdvWGD9+vHHmzBmXumvWrDGuvPJKIyIiwoiOjjb69u1r/Prrr0XeEs0w8p6re++912jevLkRFhZmREdHGy1atDBuv/1249NPP3Wp67gdm7vnYeXKlW5v1WYYhrFnzx7j7rvvNho3bmyEhIQYcXFxRqdOnYwpU6a41Cvqtm6zZ8822rZta0RGRho1a9Y0+vfvb/z222/FXldRduzYYdxyyy1G9erVjcjISOOyyy4z/ve//5XL++d8VOD2eufj7vZ6Dlu3bjVuv/12Iz4+3ggODjbi4+ON2267zdi6davbY6Wmphp///vfjVq1ahnh4eFG27ZtjdmzZxf7mpW0LRXV9k+ePGk8+uijRvPmzY3Q0FCjevXqxtVXX20sWbLEo+cBALzFZBj5SzcDAFACc+bM0d///nfNnj1bw4YN83Y4AAAAyMccfQAAAAAA/AiJPgAAAAAAfoREHwAAAAAAP8IcfQAAAAAA/Ag9+gAAAAAA+BESfQAAAAAA/EiwtwOoiux2uw4ePKjo6GiZTCZvhwMAAAAA8HOGYSg9PV316tVTUFDxffYk+qVw8OBBJSYmejsMAAAAAECA2bdvnxo0aFBsHRL9UoiOjpaU9wTHxMR4OZriWSwWLV26VMnJyQoJCfF2OEAhtFH4OtoofB1tFL6ONgpfV1XaaFpamhITE535aHFI9EvBMVw/JiamSiT6kZGRiomJ8elGi8BFG4Wvo43C19FG4etoo/B1Va2NejJ9nMX4AAAAAADwIyT6AAAAAAD4ERJ9AAAAAAD8CIk+AAAAAAB+hEQfAAAAAAA/QqIPAAAAAIAfIdEHAAAAAMCPkOgDAAAAAOBHSPQBAAAAAPAjJPoAAAAAAPgREn0AAAAAAPwIiT4AAAAAAH6ERB8AAAAAAD9Cog8AAAAAgB8JuEQ/JydH48aNU7169RQREaHOnTtr2bJl3g4LAAAAAIByEXCJ/rBhw/Tyyy/rtttu0/Tp02U2m9W3b199++233g4NAAAAAIAyC/Z2AJXpp59+0v/93/9p2rRpeuSRRyRJd955p1q3bq1HH31U33//vZcjBAAAAACgbAKqR3/+/Pkym81KSUlxloWHh2v48OFau3at9u3b58XoAAAAAAAou4Dq0d+wYYMuvPBCxcTEuJR36tRJkrRx40YlJiZ6I7QqzWqz62SmRYYM1YwKkznIVO7nMAxD6TlW5VrtshuGZEiRYcGKCjXLZCq/8+Va7crIscpqt7uUB5lMCgkKktlsUnCQSSHmIAWZVKZz2+yGLDZ7/k/e73bDUJDJJJNJMsmkIFPeuYPyCpyPTef+V2cfG4ZkMwzZ7IbshiGr3ZDdnvfYZhiy25X3HEpyhG+S45xyFBQqM+Wfp+A+MkkyJEOGDCPvuIbyYnCU5Z/Keb5zz2GzWpRukY6fyVVoiFHgfAXOIdfz5J3D9Vz5/3NhOucXU/4vZ6/h7GtY8JV0HMfID77gcR3XYxQ627nndm0bJWkqRjGHLva8xYfkynTuw7MF58Za6Jpd/3P2NZD72J2vpVyf+4Kvi0u5SvfeMop74orax4M6Vkt+G83IkTnYfv4dCp2j5HFV0i7FtjX35yjFc1yawFS66/FEUS2rqCZ37nv5fPWLO4d0/r8nBZ+vc/8WFcVqtepEjnTgVJZCQqzF1i0utvO97Yp6Ljzb9zyKfT6L37u0r0XevsVc03n3Le68pX9CyvJcnu9vZ8F/O4v7d7WkHP++F/ysYDr7R142q0XZVikjx6pQu8l5PklFxlMwXsd1u/tM5Pzc5OYzkd3IO4b9nM8ljs8rdsNRdva8QSYpKMgks8kkc1Decc7+7tm/TY5z2gt8HrPZ8z6D2QxDQSbJnP950hyU99myrJ9nz/1cKUlRYWaFBZvLdNyCDMNQtsWu9GyLDCnvM3FwkKLDgsv187iDzW7oZGauJCk2IkTB5oDqoy6zgEr0U1NTlZCQUKjcUXbw4EG3++Xk5CgnJ8f5OC0tTZJksVhksVgqINLy44ivvOO02Q19semQPl6/Xxv2nVaONe/Db3CQSQ3jItW+Yaw6NIpVh4axalwz0uM3f7bFpu2HM7T1ULq2Hs7QtkPpOngqS0czcp3nKMgcZFJMeLBiwkNUPSJYMREhqh4eopiIYFWPCFFEiNn5j4ndMJSRY1NatkXp2VZlZFuVnmNVenb+T/4XCSURkp/4m4OCnL8H5//RDgnK+4fMYrPLajOUWyChz0vqS3QqPxesJ9et8nYQQDGC9eS6b7wdBFCMYE36ZY23gwCKEaxxP6/wdhBl4kj6g4LyOmPM+V862O3nJvYlP7Y5yOT8/GgOMinYbFJwUFD+50yTQsx5n6VzbYU7iiy2vPO6E2I2qVpYsPMnOjzvx/l7WLAiQ82yF+goSs+2Ki3LolNZFp3Osuh0llVp2Xm/O75EOPccdaPDVL9GhC6sG60WdaupRd1qurBuNUWGepZuGoahvSeytH7vSf2y97R+2XtSfx494/ziKSw4SB0axWpIxwZKvqhuuXcsVlTOVN5KEl9AJfpZWVkKCwsrVB4eHu7c7s7UqVM1adKkQuVLly5VZGRk+QZZQcrzzgJHs6S5f5q1J+OcHksZstqlv46d0V/Hzmj+LwckSdWCDTWJNtQo2lDNMCk6RAoyGbIaJqXnSidypIOZJh04Y9LRbMk43zf3jp5DmfK/6bPoZGb5vilN5/QlFRVT3h9YQ1LJe/nOFSQjr0dejh7S8v9m1JR/jnOPbDj/r8C36GU8v8lxhLMd/+V+jnPPl386l3MUVF7nO7d9nE9pzlvSc5zd7/yKO3JxsZ4bU+ERE+c55zmvvyfn9EWlfW1Kfp7K2akynv3SnqO8YyvqlSvpK1ps/SI2Gir8njnnV7dl7vYpXWDne++X3nn3LUNc5z901fr7UZUV9bcvkF4Dw5CseUMCyv3YtvzRl7nlfFyLrfw/Kxf8LO44x/5T2dp/Kls/7jrpUq9WuFQv0lD9qLzfqwVLIUF5eUCGRTqWLR04Y9Jf6SalWQq3Jce5cqx2fb/zhL7feUJNog3deYFNcYXTujLz9buxZWZmelw3oBL9iIgIl555h+zsbOd2dx5//HE99NBDzsdpaWlKTExUcnJyoWkAvsZisWjZsmXq3bu3QkJCyny8zalpmvTuep04Y1FUmFnDr2is61rHq3HNSBmSjqTnaMuhdK3fc1Lr95zSpoNpyrDatemkSZtOnvfwkqS4qBAlxUcrqW60kuKj1ahmpGpHh6pWVJgiQvOGHzmGDp3Otig9y6rT+d8ypuX/npb/7WOWxeYcQhZkMrl8kxkdHqJqYeb8bzNDnOVRoeZCQ4OM/G84rXbD+a2p1Z73DarVbs8fLmXImr/NYs/rxQ8yScHmvN7+EHOQQgv8Hpz/3xBzkEKC8r4dPpdjKJndOezs7OgEx78zBYek2e2GTPnDy4JMeSMM8oafqURDzoqK49yhdIZxdrje2aFzJTuHo41effXVCg7Oa6MFhxDqnPO4DAss4zAx57DBAglowakDUtnPgZIp+JqU5qmviNervP+OAuWNNlo6xU2JON/w9WK/NDnPzsXvW/rznm9n579xLsPr85THv60FPyu4Tq+TLJZcLV++Qr2u6qXg4GDX6YEexlPcZyJ7/pD8gkPmncPwncdyTHnMm1YQlH+CoAKfY6T8XnnD0UvvGHav/OmPedMgDUPOKZEypKCgvN59x2cwc4Hh/3llZ0cCmE15qavVZpc1/7OlNT/Jd5YV+Dxpy39stRsyZOR/lsz/TBlc4LPkOZ8r7YahzFybzuTalJFtVUZO3k+6mxGtWbk2lykL0eF5I2PzfvJ+d4yedXx+NplMstvzRqwey8jV4bRs7TmRqe2HM7Qtf3TusYxcHc2Wjmab9OuJ87ehELNJF9evrvYNY9U+MVat68eodrVQmUwm/XXsjL7YdEhz1u7RrnSbZmyL1PvDL1Wz2lGlaq/nqip/Rx0jyz0RUIl+QkKCDhw4UKg8NTVVklSvXj23+4WFhbkdCRASEuLTDaGg8og19XSWhr/3i06csahVvRj9Z2hHJVR3/XKkYVioGtaKVp/Wec9ljtWm3w+c1s+7T2pLappST2Xr2Jmc/D+KJtWJDlN8TLgujM9L6i9KiFHt6DCP/pEJDZViosLLdE3wHaGhoVXm/YTAVJX+5iMw0UbhqyzBQQo1SzGR4bTRShQRLtWs4HOESYqODFeTOjG67JxtxzJytCU1TVtT07UlNU0HT2fpxJlc5VrtCg0OUkx4iBrVjFKzOlHq2ChObRpUV3iI+zUFLqofqovq19CQTo2UMne9tqSmaeicdfp8TFfVjSm/fMDX/46WJLaASvTbtWunlStXKi0tzaUn/scff3Ruh3tWm113z/tFxzJylRQfrf+mXKaY8PM3tLBgszo0ilOHRnGVECUAAAAAX1CrWpiuvKC2rrygdrkdMzEuUu+P6KzBM9dqx5EMPfzRr3rvrk5uR8YGuoBaunDAgAGy2WyaNWuWsywnJ0ezZ89W586dWXG/GO+t3aON+04pOjxYs+7o6FGSDwAAAADlKS4qVG/e0UERIWZ9++cxzf1hj7dD8kkB1aPfuXNnDRw4UI8//riOHDmi5s2b691339Xu3bv19ttvezs8n3UkLVsvL9suSXr82pZqWLNqLEAIAAAAwP80q11Nj/dN0lML/9Ary7erf7v6qh5JR2RBAdWjL0nvvfeeHnjgAc2dO1f333+/LBaL/ve//6lbt27eDs1nvfHNTmXkWNU2MVZDLmXUAwAAAADv+lunhrqwbjWdyrRoxsod3g7H5wRcoh8eHq5p06YpNTVV2dnZ+umnn9SnTx9vh+Wzjqbn6L8/7ZUkPZJ8IfNfAAAAAHhdsDlIj12bJEn64Me9Op1VvrfbruoCLtFHyby3dreyLXa1TYxV1+a1vB0OAAAAAEiSeraooxZ1o3Um1+bsnEQeEn0UyWqz68Of90mSRnVryv3EAQAAAPgMk8mkkd2aSpLmfLdbNrvh5Yh8B4k+irRy21EdSc9RzahQXd2yrrfDAQAAAAAXN7RNUGxkiA6lZev7nce8HY7PINFHkRy9+QM6NFBoME0FAAAAgG8JCzbrhjb1JEmfrN/v5Wh8B9kb3ErLtmj19qOSpFs6NPByNAAAAADg3s3t60uSvvrjkDJyrF6OxjeQ6MOtlVuPKNdmV7PaUbqwbrS3wwEAAAAAt9olxqpxzUhlW+z6ZttRb4fjE0j04dbiTYckSde2TvByJAAAAABQNJPJpORW8ZKk5VsOezka30Cij0KyLTat2n5EknRN63gvRwMAAAAAxXMsHr5y2xFZbXYvR+N9JPoo5OfdJ5RtsSs+Jlyt6sV4OxwAAAAAKFb7hrGKjQzRqUyL1u056e1wvI5EH4V8uyPvthRdL6glk8nk5WgAAAAAoHjB5iD1uLC2JGnNDubpk+ijkDX5if6VF9TyciQAAAAA4JkuzfPyl7U7j3s5Eu8j0YeLYxk52pyaJkm6ojmJPgAAAICq4fKmNSVJv+0/rTMBfps9En24+GnXCUlSUny0alUL83I0AAAAAOCZxLhINagRIavd0M+7T3g7HK8i0YeL9fkLV1zaOM7LkQAAAABAyTh69df+FdjD90n04cKR6HdoVMPLkQAAAABAyXTOT/R/CfCV90n04ZRtsemPg6clkegDAAAAqHraJcZKkjYdOC2rze7dYLyIRB9Ovx84LYvNUK1qYWpQI8Lb4QAAAABAiTStFaXo8GBlW+zafjjD2+F4DYk+nH7Z6xi2HyuTyeTlaAAAAACgZIKCTGrbIFaStHHfKa/G4k0k+nDadCDvtnpt8t8YAAAAAFDVtE2sLkn6lUQfkDbnz89vVS/Gy5EAAAAAQOnQo0+ij3yZuVb9deyMJOkiEn0AAAAAVZRjhPKfRzOUY7V5NxgvIdGHJGnroXQZhlQ7Okx1osO9HQ4AAAAAlErdmDBVjwiRzW7ozyOBuSAfiT4kSX8czJuff1ECvfkAAAAAqi6TyaSk+GhJ0tbUdC9H4x0k+pAkbXYk+gzbBwAAAFDFtczvwNx2mEQfAWzrIXr0AQAAAPiHFvk9+ltS07wciXeQ6EOGcXbuygV1q3k5GgAAAAAoG+fQ/UP06CNAHU3PUXq2VUEmqXHNKG+HAwAAAABlcmHdaJlMebnO8Ywcb4dT6Uj0oT+P5vXmJ8ZFKjzE7OVoAAAAAKBsosKCVT82QpKctxEPJCT60M78YfvNazNsHwAAAIB/aFIrb7TyrqMk+ghAO/MbfrM6JPoAAAAA/EOz/I7MnccyvBxJ5SPRh3MhPnr0AQAAAPgLevSrsNTUVD322GPq2bOnoqOjZTKZtGrVqiLrf//99+ratasiIyMVHx+v+++/XxkZgfcNT0E78+foN6vDQnwAAAAA/IMz0WeOftWzbds2vfDCCzpw4IAuvvjiYutu3LhRV111lTIzM/Xyyy9rxIgRmjVrlgYOHFhJ0fqerFybUk9nS5Ka1qJHHwAAAIB/cCT6e45nymY3vBxN5Qr2dgBl1aFDBx0/flxxcXGaP39+sUn7+PHjVaNGDa1atUoxMTGSpMaNG2vkyJFaunSpkpOTKytsn7HvZKYkKTo8WDWiQr0cDQAAAACUj3qxEQoNDlKu1a6Dp7KUGBfp7ZAqTZXv0Y+OjlZcXNx566WlpWnZsmW6/fbbnUm+JN15552qVq2aPvroo4oM02ftO5GX6DcMoEYPAAAAwP+Zg0xqXDMvzwm0W+xV+UTfU5s2bZLValXHjh1dykNDQ9WuXTtt2LDBS5F5114SfQAAAAB+qnHNvOH7uwMs0a/yQ/c9lZqaKklKSEgotC0hIUFr1qwpct+cnBzl5OQ4H6elpUmSLBaLLBZLOUdavhzxFRXn7vxbTdSPDff5a4F/Ol8bBbyNNgpfRxuFr6ONwpvqVQ+TJO09nlFkG6wqbbQk8flUom+325Wbm+tR3bCwMJlMJo+PnZWV5dzvXOHh4c7t7kydOlWTJk0qVL506VJFRlaNnvBly5a5LV+/NUhSkE4f2Kkvv/yzcoMCCiiqjQK+gjYKX0cbha+jjcIbTqeaJJm1fusufWnfWWxdX2+jmZmZHtf1qUR/9erV6tmzp0d1t2zZoqSkJI+PHRERIUkuPfMO2dnZzu3uPP7443rooYecj9PS0pSYmKjk5GSX+f6+yGKxaNmyZerdu7dCQkIKbZ+x8ztJZ3Rtt0t1ZfNalR8gAt752ijgbbRR+DraKHwdbRTeFLrliD7dvVH28Fj17XuZ2zpVpY06RpZ7wqcS/aSkJM2ePdujuu6G4HtS3zGEv6DU1FTVq1evyH3DwsLcjgQICQnx6YZQkLtYDcPQ/pP5t9arHVNlrgX+qSq9nxCYaKPwdbRR+DraKLyhYf4txA+cyj5v+/P1NlqS2Hwq0Y+Pj9ewYcMq5NitW7dWcHCw1q1bp0GDBjnLc3NztXHjRpeyQHEsI1dZFptMprxbTwAAAACAP2lQI2+q9fEzucrKtSki1OzliCpHwKy6X716dV199dWaN2+e0tPTneVz585VRkaGBg4c6MXovGPfybw5Hgkx4QoNDpimAAAAACBAVI8IUXR4Xv/2gVOez3Gv6nyqR7+0Jk+eLEn6448/JOUl799++60k6cknn3TWmzJlirp06aLu3bsrJSVF+/fv10svvaTk5GRdc801lR+4l6Weyhu2X78GvfkAAAAA/FP92AhtPZSufSez1LxOtLfDqRR+kehPmDDB5fE777zj/L1got++fXstX75c48aN04MPPqjo6GgNHz5cU6dOrbRYfUnq6bw7DdSNCfdyJAAAAABQMRrUiNTWQ+naf7LoO635G79I9A3D8Lhu165d9d1331VgNFXHodN5PfoJ1Un0AQAAAPinBvkjmA8EUKLPxOwAdigtL9GPr87QfQAAAAD+qX7+wuMHT5HoIwDQow8AAADA39WJybtV+uH8js5AQKIfwFJPO3r0SfQBAAAA+Kf4/DXJjqTneDmSykOiH6DsdsP5jVY8i/EBAAAA8FOOxccPp2WXaH23qoxEP0AdO5Mjq91QkEmqHR3m7XAAAAAAoEI4hu5n5tqUkWP1cjSVg0Q/QDnm59eODlOImWYAAAAAwD9FhgYrOjzvhnOH0wJj+D4ZXoA6Oz+fFfcBAAAA+DfH8P0jAbIgH4l+gHLMz09gfj4AAAAAP1fXsfJ+Ook+/NiR/CErjvkqAAAAAOCv6kY7FuRj6D782LGMvAZeqxqJPgAAAAD/VqfAyvuBgEQ/QB3LyJUk1awW6uVIAAAAAKBiOYbuH6FHH/6MHn0AAAAAgaIuPfoIBGcTfXr0AQAAAPi3OtH5Pfrp9OjDjx3PH7pPjz4AAAAAfxcXldfBeeJMrpcjqRwk+gHoTI5VWRabJKkmiT4AAAAAP1czKi/vycixKsdq83I0FY9EPwA5evPDQ4IUFWr2cjQAAAAAULFiIoIVHGSSJJ08Y/FyNBWPRD8AHc2fn18zKkwmk8nL0QAAAABAxTKZTKqRP3z/+Bn/n6dPoh+AjjsW4otm2D4AAACAwFAzgObpk+gHoGOOhfiiWHEfAAAAQGCoEUmiDz/m7NFnIT4AAAAAASIu/9bijjXL/BmJfgA65pijX40efQAAAACBwTF0/2QmiT780LH8oSr06AMAAAAIFHHOxfhI9OGHTuY37Djm6AMAAAAIEM7F+Bi6D390KjPvvpGxkSFejgQAAAAAKkdcVN6IZhbjg186nZWX6FePINEHAAAAEBhqROXlPyeYow9/5Ej0YyMZug8AAAAgMNSkRx/+ymKzKyPHKkmKpUcfAAAAQICIK7Dqvs1ueDmaikWiH2DS8nvzJSmGRB8AAABAgKiRv0aZYUin/Hz4Pol+gDmVn+hHhwfLHGTycjQAAAAAUDmCzUGKDg+WdHY6s78i0Q8wjhX3WYgPAAAAQKCJCc/Lg0j04VfSsri1HgAAAIDA5OjwJNGHXzmVlTcXJTaCFfcBAAAABBYS/Sri66+/1l133aULL7xQkZGRatq0qUaMGKHU1FS39b///nt17dpVkZGRio+P1/3336+MjIxKjtp7TjN0HwAAAECAcuRBaX6e6Ad7O4CyGjdunE6cOKGBAwfqggsu0F9//aUZM2bof//7nzZu3Kj4+Hhn3Y0bN+qqq65Sy5Yt9fLLL2v//v365z//qR07dmjx4sVevIrK41iMrzpD9wEAAAAEmEDp0a/yif7LL7+srl27Kijo7OCEa665Rt27d9eMGTM0efJkZ/n48eNVo0YNrVq1SjExMZKkxo0ba+TIkVq6dKmSk5MrPf7K5mjQsfToAwAAAAgwjg7PtGyrlyOpWFV+6H63bt1cknxHWVxcnLZs2eIsS0tL07Jly3T77bc7k3xJuvPOO1WtWjV99NFHlRazNzF0HwAAAECgcvboZ/p3j36VT/TdycjIUEZGhmrVquUs27Rpk6xWqzp27OhSNzQ0VO3atdOGDRsqO0yvOMWq+wAAAAACVEx43qB2hu5XQa+++qpyc3M1ePBgZ5ljcb6EhIRC9RMSErRmzZoij5eTk6OcnBzn47S0NEmSxWKRxeLbDcQRn+O/pzLzVt2PCgny+dgRGM5to4CvoY3C19FG4etoo/AlUaF5fd2nMnMKtU1fb6Mlic+nEn273a7c3FyP6oaFhclkMhUqX716tSZNmqRBgwapV69ezvKsrCznfucKDw93bndn6tSpmjRpUqHypUuXKjIy0qN4vW3ZsmWSpANHzZJM2vrbL7LtMbwbFFCAo40Cvoo2Cl9HG4Wvo43CF2w/aZJk1r7DJ/Tll1+6bPP1NpqZmelxXZ9K9FevXq2ePXt6VHfLli1KSkpyKdu6datuuukmtW7dWv/5z39ctkVEREiSS8+8Q3Z2tnO7O48//rgeeugh5+O0tDQlJiYqOTnZZb6/L7JYLFq2bJl69+6tkJAQPbtplaRc9enZVUnx0V6ODijcRgFfQxuFr6ONwtfRRuFL6u07pTe3/iSFRqhv326Sqk4bdYws94RPJfpJSUmaPXu2R3XPHYK/b98+JScnq3r16vryyy8VHR3ttr5jCH9BqampqlevXpHnCgsLczsSICQkxKcbQkGOWB2rS9aoFl5lYkdgqErvJwQm2ih8HW0Uvo42Cl8QF53XwZuWbS3UHn29jZYkNp9K9OPj4zVs2LAS73f8+HElJycrJydHX3/9tdt5+K1bt1ZwcLDWrVunQYMGOctzc3O1ceNGlzJ/lWO1KddqlyRFh/tuAwYAAACAihAdlpcCn8mxyjAMt9PB/UGVX3X/zJkz6tu3rw4cOKAvv/xSF1xwgdt61atX19VXX6158+YpPT3dWT537lxlZGRo4MCBlRWy15zJsTl/rxbmU9/xAAAAAECFq5a/6r7dkLIstvPUrrqqfLZ322236aefftJdd92lLVu2aMuWLc5t1apVU//+/Z2Pp0yZoi5duqh79+5KSUnR/v379dJLLyk5OVnXXHONF6KvXBn5w/YjQ80yB/nnN1cAAAAAUJSIELOCTHmJfka2VZGhVT4ldqvKX9XGjRslSe+8847eeecdl22NGjVySfTbt2+v5cuXa9y4cXrwwQcVHR2t4cOHa+rUqZUYsfek5+TdjoHefAAAAACByGQyqVpYsNKyrUrPsaqOtwOqIFU+49u9e3eJ6nft2lXfffddxQTj4xw9+iT6AAAAAAKVI9F35Ef+qMrP0YfnzuTmJ/rhJPoAAAAAApMjHzqTQ6IPP5BOjz4AAACAAOfIh9JJ9OEPMnJI9AEAAAAEtmr5txpn6D78gnOOPkP3AQAAAASo6PyOzwx69OEPHA05mh59AAAAAAGqGok+/Iljjn4UiT4AAACAAOXIh9IZug9/4Jyjz9B9AAAAAAHKkQ9l5Fi8HEnFIdEPII45+gzdBwAAABConHP06dGHPziTS48+AAAAgMB2tkff5uVIKg6JfgBxztEPJdEHAAAAEJiiwhi6Dz+SlZv3jVUkiT4AAACAABUZYpZ0Nj/yRyT6ASTTktejHxFq9nIkAAAAAOAdkfn5UCaJPvzB2R59En0AAAAAgSmCRB/+JJNEHwAAAECAc0xlzrL4b6Jfpsnax44d07Fjx2QymVSrVi3VrFmzvOJCOTMMw9mQGboPAAAAIFCdHbrvv7fXK1Gif+bMGX388cdauHChvv/+ex07dsxle61atXT55Zerf//+GjhwoKKioso1WJRetsUuw8j7ncX4AAAAAAQqR8dntsUuu93wcjQVw6OM7/jx45o6dapmzpyp7OxstWnTRjfeeKOaNm2qGjVqyDAMnTx5Urt27dL69es1cuRI3XfffRo1apQee+wx1apVq6KvA+eRWWBYSkQIPfoAAAAAAlPBqcxZFptC/XBCu0eJfuPGjdW8eXNNmzZNt9xyi2rXrl1s/aNHj+qTTz7RrFmzNGvWLKWlpZVLsCg9x0J8YcFBMgeZvBwNAAAAAHhHePDZRD8z16bQcP/L9D1K9OfPn68+ffp4fNDatWtr9OjRGj16tJYsWVLq4FB+WHEfAAAAAKSgIJMiQszKstiUlWtTrB8m+h5dUUmS/PLcF+XHsRAf8/MBAAAABDpHB6i/rrzvf19dwC1HAw4P4SUHAAAAENjCQ/x75f0SZX2HDh3S22+/rXfffVfHjx+XJP35558aOHCg6tatq6ioKF1xxRVaunRphQSL0svMpUcfAAAAAKQCPfq5/tmj73HWt2XLFl1xxRU6deqUpLx5+EuWLNG1116r06dPq0WLFrJarfr555913XXXadmyZerRo0cFhY2ScjTgCOboAwAAAAhwjkQ/008TfY979J955hkFBwfrf//7n37++WclJSWpX79+qlGjhnbs2KENGzZo06ZN+v3331WnTh1NnTq1IuNGCWVaWIwPAAAAAKSzHaCZgT5H/7vvvtPdd9+tvn37qkOHDnr++ee1f/9+PfTQQ6pfv76z3oUXXqhRo0bpp59+qpCAUTqsug8AAAAAeRxTmrMCfY5+amqqmjVr5nzs+L1x48aF6jZp0kRpaWlljw7lxjEkJSKEOfoAAAAAAlsEQ/fz2Gw2BQefTRLN5rwnJiio8CHclcG7shi6DwAAAACSpMgQEn0nk8nkURl8D0P3AQAAACAPq+4XMHz4cI0aNcql7Prrr3f27jtYrf45z6Eqc/Tos+o+AAAAgEAXkT9H31979D1O9IcOHVqRcaCCZVvtkqTwEBJ9AAAAAIEtPCRvcHuONcAT/dmzZ1dkHKhguZa8RD8smPUTAAAAAAS2sOC8DtCc/A5Rf1Pls77Vq1erX79+SkxMVHh4uOLj43XNNdfou+++c1v/+++/V9euXRUZGan4+Hjdf//9ysjIqOSoK5/jmypHgwYAAACAQOXoAPXXRN+jHv3Vq1eX6uDdunUr1X4lsX37dgUFBWn06NGKj4/XyZMnNW/ePHXr1k1ffPGFrrnmGmfdjRs36qqrrlLLli318ssva//+/frnP/+pHTt2aPHixRUeqzflOIfuV/nvdgAAAACgTBxTmnMsATx0v0ePHi6r6xuG4dFq+zZbxT9pI0aM0IgRI1zK7rnnHjVt2lSvvvqqS6I/fvx41ahRQ6tWrVJMTIwkqXHjxho5cqSWLl2q5OTkCo/XWxyJPj36AAAAAAIdPfqSVq5c6fI4JydHjz76qDIzM5WSkqIWLVpIkrZu3aq33npLUVFRevHFF8s/Wg9FRkaqdu3aOnXqlLMsLS1Ny5Yt04MPPuhM8iXpzjvv1IMPPqiPPvrIrxP9bOfQfXr0AQAAAAS2sPyRztmB3KPfvXt3l8cPPfSQQkND9cMPPyg8PNxZfsMNN+jee+9V9+7d9dVXX6l3797lG20x0tLSlJubq2PHjum9997T77//rvHjxzu3b9q0SVarVR07dnTZLzQ0VO3atdOGDRsqLVZvcC7Gx9B9AAAAAAHO3xfj83jV/YLef/99Pfnkky5JvkNkZKTuuOMOTZkyRS+99FKZA/TUoEGDtGTJEkl5yfuoUaM0YcIE5/bU1FRJUkJCQqF9ExIStGbNmiKPnZOTo5ycHOfjtLQ0SZLFYpHFYimX+CuKIz5Hj75Zhs/HjMDiaI+0S/gq2ih8HW0Uvo42Cl9kNuUl+NkWW5VpoyWJr1SJ/pkzZ5yJszupqanKzMws8XHtdrtyc3M9qhsWFuayTsDzzz+vhx9+WPv27dO7776r3NxcWa1W5/asrCznfucKDw93bndn6tSpmjRpUqHypUuXKjIy0qN4ve10eqYkk9b9tFZHN3s7GqCwZcuWeTsEoFi0Ufg62ih8HW0UvuTPNEkK1olTac626etttCQ5dqkS/auvvlrTp09Xx44ddfPNN7ts++STTzR9+nT16dOnxMddvXq1evbs6VHdLVu2KCkpyfm4Xbt2zt9vv/12tW/fXsOGDdP8+fMlSREREZLk0jPvkJ2d7dzuzuOPP66HHnrI+TgtLU2JiYlKTk52me/viywWi5YtW6agkFAp16Je3a5Ui/hob4cFODnaaO/evRUSEuLtcIBCaKPwdbRR+DraKHzRr/tP67U/flRIeIR69768SrRRx8hyT5Qq0X/99dfVq1cvDRw4UAkJCWrevLkkaefOnTp48KCaNWum1157rcTHTUpK0uzZsz2q624IvkNoaKj69eun559/XllZWYqIiHDWdzcSITU1VfXq1SvyeGFhYW5HAoSEhPh0Qygox2pIkqpFhFWZmBFYqtL7CYGJNgpfRxuFr6ONwpdUiwiVlJcnOdqlr7fRksRWqkS/fv36+vXXXzVz5kwtXrxYe/bskSS1atVK//jHPzRy5Mhie8iLEh8fr2HDhpUmpEKysrJkGIbS09MVERGh1q1bKzg4WOvWrdOgQYOc9XJzc7Vx40aXMn+U41h1n8X4AAAAAAS4s4vxBfCq++6Eh4dr7NixGjt2bHnGU2JHjhxRnTp1XMpOnTqlTz75RImJic5t1atX19VXX6158+ZpwoQJio7OG74+d+5cZWRkaODAgZUee2WxG5LFltej72jQAAAAABCoHLcdZ9V9H3XttdeqQYMG6ty5s+rUqaO9e/dq9uzZOnjwoD788EOXulOmTFGXLl3UvXt3paSkaP/+/XrppZeUnJysa665xktXUPEKtl1HgwYAAACAQOXIi3KtdtnthpejKX8eZX19+vTR6tWrS3zwlStXlmpRvpK46667dOLECb3yyiu6++679eabb+qSSy7RqlWrNGDAAJe67du31/LlyxUREaEHH3xQs2bN0vDhw50L9vkrC4k+AAAAADiFhZwd6Zxr879efY969Js1a6bevXuradOmGjx4sK666ipdcsklqlatmku99PR0rV+/XsuXL9fHH3+sPXv2aPjw4RUSuMO9996re++91+P6Xbt21XfffVeBEfme/HX4ZA4yKdhMog8AAAAgsBXsAPXH4fseJfr//ve/9Y9//EPTp0/Xv//9bz377LMymUyKi4tTjRo1ZBiGTp48qZMnT8owDMXFxem2227T2LFj1aRJk4q+BpyHo0ef3nwAAAAAkIKDTAoy5a1nFrCJviQ1adJEr776qv75z39qzZo1Wrt2rbZu3arjx49LkmrWrKmkpCRdfvnl6tq1q0/fliDQWEn0AQAAAMDJZDIpLNisLIvNL1feL/FifMHBwerZs6d69uxZEfGgAjh69MNDWHEfAAAAACQpPCQoL9G3+F+PPl28AcAxR58efQAAAADI47j1uD8O3SfzCwAWu0nS2YYMAAAAAIEuLOTsLfb8DYl+AHAuxhfCyw0AAAAA0tkRz9l+OEefzC8AsOo+AAAAALhi6D6qtLOr7jN0HwAAAACksx2hLMaHKokefQAAAABw5Zja7I89+h7dXm/v3r2lOnjDhg1LtR/Kl3PVfeboAwAAAICkgkP3bSW/77yP8+h6GjduLJPJVOKD22z+t6hBVeT4girUTKIPAAAAANLZ/CjXZijKy7GUN48S/Xfeeccl0bfb7Zo+fbr27Nmj2267TS1atJAkbd26VR988IEaN26s+++/v2IiRonZ8nv0g0n0AQAAAECSFJI/tdliC9Ch+8OGDXN5PGXKFGVnZ+vPP/9UzZo1XbZNnDhRXbt21aFDh8otSJSNI9EPMZd8VAYAAAAA+CNHfuSPiX6punjffPNNpaSkFEryJal27doaOXKk3njjjTIHh/Jhs+c14BB69AEAAABA0tnFyi2ORc38SKkyv+PHjyszM7PI7ZmZmTp+/Hipg0L5cg7dDyLRBwAAAADpbEcoPfr5LrvsMr366qtav359oW3r1q3T9OnT1blz5zIHh/LB0H0AAAAAcHU20fe/Hv1S3UVgxowZ6tGjhzp16qTLLrtMF1xwgSRpx44d+uGHHxQXF6fXXnutXANF6Z1N9OnRBwAAAACJHv1CLrroIm3atEn333+/jh8/rg8//FAffvihjh8/rrFjx2rTpk1q1apVeceKUjq76j49+gAAAAAgSaH5+VGuHyb6perRl6S6devqlVde0SuvvFKe8aAC0KMPAAAAAK5cevT9LFXys8uBO44vqIKD6NEHAAAAAEkKyV91P5c5+nnuuuuu89YxmUx6++23S3N4lDN69AEAAADAlbNH38rQfUnSihUrZDK59g7bbDalpqbKZrOpdu3aioqKKpcAUXasug8AAAAArhxz9P1xMb5SJfq7d+92W26xWDRz5ky9+uqrWrZsWVniQjk6uxgfPfoAAAAAIPn37fXKNfMLCQnRmDFjlJycrDFjxpTnoVEGDN0HAAAAAFfcXq+E2rZtq9WrV1fEoVEKDN0HAAAAAFeOxfhI9D20bNkyRUZGVsShUQo2e16CHxxEjz4AAAAASGfn6LPqfr5nnnnGbfmpU6e0evVq/fLLL3rsscfKFBjKDz36AAAAAODKn4fulyrRnzhxotvyGjVqqFmzZnrzzTc1cuTIssSFcsQcfQAAAABwxe31zmG3+98T4c+szlX36dEHAAAAAEkKDsrLj6x2/xu6X6ou3tWrV+vo0aNFbj927BiL8fkQOz36AAAAAODCcftxEv18PXv21LJly4rc/vXXX6tnz56lDgrlyzHlhDn6AAAAAJDHMeLZ6odz9EuV6BtG8d945OTkyGw2lyqgsho5cqRMJpOuv/56t9s///xztW/fXuHh4WrYsKGefvppWa3WSo6ycjmH7rPqPgAAAABIkkKC/LdH3+M5+nv37tXu3budj7du3ep2eP6pU6c0c+ZMNWrUqFwCLIl169Zpzpw5Cg8Pd7t98eLF6t+/v3r06KHXXntNmzZt0uTJk3XkyBG98cYblRxt5WHoPgAAAAC4MvvxHH2PE/3Zs2dr0qRJMplMMplMmjJliqZMmVKonmEYMpvNmjlzZrkGej6GYej+++/XnXfeqa+//tptnUceeURt2rTR0qVLFRycd+kxMTF67rnnNHbsWCUlJVVmyJXGyu31AAAAAMBFiHPofgAn+oMGDVLr1q1lGIYGDRqk+++/X1deeaVLHZPJpKioKLVr105169Yt92CLM3fuXP3+++9asGCB20R/8+bN2rx5s15//XVnki9J99xzj6ZMmaL58+frySefrMyQK43Nueo+PfoAAAAAIPn3YnweJ/otW7ZUy5YtJeX17nfr1k1NmjSpsMBKIj09XePGjdP48eMVHx/vts6GDRskSR07dnQpr1evnho0aODc7o/sLMYHAAAAAC7O3l7P/xbj8zjRL2jo0KHlHUeZPPPMM4qIiNCDDz5YZJ3U1FRJUkJCQqFtCQkJOnjwYJH75uTkKCcnx/k4LS1NkmSxWGSxWEobdqWwWCzOofuy23w+XgQeR5ukbcJX0Ubh62ij8HW0Ufgqw26TdHbovq+30ZLE51Gif9ddd8lkMmnWrFkym8266667zruPyWTS22+/7XEgkmS325Wbm+tR3bCwMJlMJm3fvl3Tp0/Xf//7X4WFhRVZPysry7nfucLDw53JuztTp07VpEmTCpUvXbpUkZGRHsXrLXZDMvJf5m9WrlC1EC8HBBShuFt2Ar6ANgpfRxuFr6ONwtek5UpSsKx2Q4bh+200MzPT47oeJforVqxQUFCQ7Ha7zGazVqxYIZOp+GHg59vuzurVq9WzZ0+P6m7ZskVJSUkaO3asunTpoltuuaXY+hEREZLk0jPvkJ2d7dzuzuOPP66HHnrI+TgtLU2JiYlKTk5WTEyMR/F6y5msHOmHbyRJ1/bprehwMn34FovFomXLlql3794KCaF9wvfQRuHraKPwdbRR+KpTmRZNWL9SkmSXdI2Pt9HiOqfP5VGiX/C2eu4el5ekpCTNnj3bo7oJCQlasWKFvvrqKy1YsMAlJqvVqqysLO3evVtxcXGKiYlxDtlPTU1VYmKiy7FSU1PVqVOnIs8VFhbmdiRASEiITzcESTJyrM7fI8LCFBJi9mI0QNGqwvsJgY02Cl9HG4Wvo43C10SEn+2cttl9v42WJLZSzdGvKPHx8Ro2bJjH9ffu3StJuvnmmwttO3DggJo0aaJXXnlFDzzwgNq1aydJWrdunUtSf/DgQe3fv18pKSllit1XFbxVRDCL8QEAAACApLOL8Ul5U579SZkT/YyMDJ08eVKGUfiZadiwYVkPX6xevXrp008/LVSekpKiRo0a6YknntDFF18sSWrVqpWSkpI0a9YsjRo1SmZzXs/2G2+8IZPJpAEDBlRorN5ScAXJgg0ZAAAAAAJZwfzIRqKfN6d90qRJevvtt3X8+PEi69lstlIH5omGDRu6/TLhgQceUN26ddW/f3+X8mnTpqlfv35KTk7WkCFD9Pvvv2vGjBkaMWKE89aB/saS32JDzKZSrZsAAAAAAP7ITKLv6p577tG7776r/v3768orr1SNGjXKO64Kcf3112vBggWaNGmS7rvvPtWuXVvjx4/XU0895e3QKozFltejT28+AAAAAJxlMpkUYjbJYjMYui9JCxYs0IgRIzRz5szyjqdcFLdYYP/+/Qv19Pszq7NHP8jLkQAAAACAbzEH5SX6/tajX6rsz2QyqX379uUdCyqAs0efhfgAAAAAwEVIUF5KTKIv6cYbb9Ty5cvLOxZUAGv+GBRHAwYAAAAA5HF0iPrb0P1SZX8TJkzQX3/9pZSUFK1fv15Hjx7ViRMnCv3A+xw9+iH06AMAAACAi2Czf/bol2qO/gUXXCBJ2rBhg95+++0i61X0qvs4P8eq+8HM0QcAAAAAF45Fy/2tR79Uif5TTz3FrdqqCKudVfcBAAAAwB3H0H169CVNnDixnMNARckfuU+iDwAAAADnCM5fy8zfevQZz+3nbPk9+kEk+gAAAADgwpEm+VuiX6oe/WeeeabY7SaTSeHh4WrQoIG6deum+vXrlyo4lJ1jCIqZRB8AAAAAXDjyJLv8K18q9dB9xxx9w3D96uPccrPZrJEjR2rGjBkK4hZvlc6e/9UUiT4AAAAAuDIzdP+s/fv3q02bNho6dKjWr1+v06dP6/Tp01q3bp3uvPNOtWvXTtu3b9cvv/yi2267TTNnztRzzz1X3rHDA1ZHos/iiQAAAADgwnFzMhJ9Sffcc4+SkpL0zjvv6JJLLlF0dLSio6PVvn17zZ49WxdccIEee+wxtWvXTnPmzFGfPn303nvvlXfs8AA9+gAAAADgnrNH38txlLdSJforVqxQ9+7di9zevXt3LVu2zPm4b9++2rt3b2lOhTKykugDAAAAgFtmP12Mr1SJflhYmH788ccit//www8KDQ11PrZarapWrVppToUysuevlRDE0H0AAAAAcOFcjI9EX7r11lv13nvv6ZFHHtHOnTtlt9tlt9u1c+dOPfzww5o3b55uvfVWZ/2VK1fqoosuKreg4TlbfosNpkcfAAAAAFz4a6JfqlX3X3zxRR0+fFgvv/yyXnnlFedq+na7XYZh6JZbbtGLL74oScrOzlaHDh3UpUuX8osaHnMk+tzwAAAAAABckegXEB4erg8//FCPPfaYvvrqK+3Zs0eS1KhRI/Xp00ft27d3qfvUU0+VT7QoMZvh6NEn0wcAAACAghyL8flZnl+6RN/hkksu0SWXXFJesaACOFbdZ+Q+AAAAALhyLMZn87NMn25eP8eq+wAAAADgniNPMkj08yxevFi9e/dWzZo1FRwcLLPZXOgH3ueYa0KiDwAAAACuHHkSPfqSPvnkE11//fU6fPiwhgwZIrvdrltvvVVDhgxRRESE2rRpw7x8H+FYjM/M7fUAAAAAwIWzR9/LcZS3UiX6U6dOVadOnbRhwwZNmjRJknTXXXfp/fff1++//67U1FQ1adKkXANF6TgTfTOJPgAAAAAU5FiMz99W3S9Vor9582YNGTJEZrNZwcF56/lZLBZJUuPGjXXPPffohRdeKL8oUWr06AMAAACAe47+UBJ9SZGRkQoNDZUkxcbGKiwsTKmpqc7tdevW1a5du8onQpSJI9EPYo4+AAAAALhw5Ekk+pJatGihzZs3Ox+3a9dOc+fOldVqVXZ2tj744AM1bNiw3IJE6dnyl48MJtEHAAAAABeOPMnu5TjKW6kS/ZtuukkLFy5UTk6OJOmJJ57QqlWrFBsbq9q1a2vNmjV67LHHyjVQlI7d0aPP0H0AAAAAcGH20x794NLs9Mgjj+iRRx5xPr7++uu1atUqLViwQGazWdddd5169uxZbkGi9Kx2evQBAAAAwB0S/fO48sordeWVV5bX4VBO7AZz9AEAAADAHcei5XbDv/KlUg3dR9XBqvsAAAAA4F6Qn87R97hHv1+/fiU6sMlk0sKFC0scEMqXM9GnRx8AAAAAXAQH+tD9//3vfwoPD1d8fLwM4/zPgokeZJ/gWHXfzNgNAAAAAHDhr7fX8zjRr1+/vg4cOKBatWrpb3/7m4YMGaL4+PiKjA3l4GyPPpk+AAAAABTk6NH3oC+7SvE4+9u3b59WrlypSy65RM8++6wSExN19dVXa/bs2UpPT6/IGIs1Z84cmUwmtz+HDh0qVP/zzz9X+/btFR4eroYNG+rpp5+W1Wr1QuSVw5Y/2cTMAAsAAAAAcHF2MT4vB1LOSrTqfvfu3dW9e3fNmDFDX375pT744AONGTNG99xzj6699lr97W9/0w033KCwsLCKirdIzzzzjJo0aeJSFhsb6/J48eLF6t+/v3r06KHXXntNmzZt0uTJk3XkyBG98cYblRht5bGx6j4AAAAAuBXwi/EVFBISohtvvFE33nijMjIytGDBAr355psaPHiwJk6cqAkTJpR3nOd17bXXqmPHjsXWeeSRR9SmTRstXbpUwcF5lx4TE6PnnntOY8eOVVJSUmWEWqlstrxEP5hEHwAAAABc+OtifGWauJ2Tk6MlS5Zo4cKF2rBhg8LDw9W4ceNyCq3k0tPTZbPZ3G7bvHmzNm/erJSUFGeSL0n33HOPDMPQ/PnzKyvMSkWPPgAAAAC456+L8ZU40bfb7VqyZImGDRumunXr6tZbb1VWVpbeeustHTlyRHfccUdFxHlePXv2VExMjCIjI9WvXz/t2LHDZfuGDRskqVCvf7169dSgQQPndn9jdyzGx10QAAAAAMCFv/boezx0//vvv9cHH3ygjz/+WMePH9dll12m5557ToMGDVKtWrUqMsZiRUZGatiwYc5Ef/369Xr55ZfVpUsX/fLLL0pMTJQkpaamSpISEhIKHSMhIUEHDx4s8hw5OTnKyclxPk5LS5MkWSwWWSyW8ryccmez5882Mew+HysCk6Nd0j7hq2ij8HW0Ufg62ih8mZGfLxny/TZakvhMhuHZjQSCgoIUERGhvn376tZbb/VoiH779u09DkTKGy2Qm5vrUd2wsDCZiuil/vbbb9WtWzelpKTozTfflCQ9++yzeuqpp3T48GHVqVPHpX63bt2UlpamjRs3uj3exIkTNWnSpELlH3zwgSIjIz2K11ve3hak304EaVBTm66o62dfUwEAAABAGaxKNenT3WZ1qGXXnRf49pJ8mZmZ+tvf/qbTp08rJiam2LolWowvKytLn3zyiRYsWFBsPcMwZDKZipwvX5TVq1erZ8+eHtXdsmVLkYvnde3aVZ07d9by5cudZREREZLk0jPvkJ2d7dzuzuOPP66HHnrI+TgtLU2JiYlKTk4+7xPsbQtP/CKdOKZWF12kvp0beTscoBCLxaJly5apd+/eCgkJ8XY4QCG0Ufg62ih8HW0Uvuzo2j36dPc2GYZ8vo06RpZ7wuNEf/bs2aUKpiSSkpI8Po+7IfgFJSYmatu2bYXqp6amOofzO6SmpqpTp05FHissLMztLQNDQkJ8uiFIeUNQJCkk2OzzsSKwVYX3EwIbbRS+jjYKX0cbhS8KyV+o3S7fb6Mlic3jRH/o0KGlCqYk4uPjNWzYsHI51l9//aXatWs7H7dr106StG7dOpek/uDBg9q/f79SUlLK5by+xrGoRFHTHAAAAAAgUDluTubZhPaqo0y31/MFR48eLVT25Zdfav369brmmmucZa1atVJSUpJmzZrlMqXgjTfekMlk0oABAyol3srmWIKBVfcBAAAAwJXj9np+lueXbI6+L+rSpYsuueQSdezYUdWrV9cvv/yid955R4mJiRo/frxL3WnTpqlfv35KTk7WkCFD9Pvvv2vGjBkaMWKEWrZs6aUrqFiOHv0g8nwAAAAAcBGU3yHqbz36VT7RHzx4sL744gstXbpUmZmZSkhI0MiRI/X000+rbt26LnWvv/56LViwQJMmTdJ9992n2rVra/z48Xrqqae8FH3Fs+e3WIbuAwAAAIAr59B974ZR7qp8oj958mRNnjzZ4/r9+/dX//79Ky4gH2PQow8AAAAAbjk6RO1+lulX+Tn6KJ6jRz+IHn0AAAAAcOEcuu/lOMobib6fO7vqvnfjAAAAAABfw6r7qJIMevQBAAAAwC169FElnV11n0QfAAAAAAoy+elifCT6fu7sHH0vBwIAAAAAPsZfb69Hou/nnLfXI9MHAAAAABdnh+77V75Eou/nuL0eAAAAALjHYnyokmx2FuMDAAAAAHdM+XmS3ctxlDcSfT/H7fUAAAAAwD169FElOW6vZybTBwAAAAAX3F4PVdLZVfdJ9AEAAACgIHN+l77dzzJ9En0/x9B9AAAAAHDPkSf5WZ5Pou/vDHr0AQAAAMAt59B9P8v0SfT9nJ3b6wEAAACAW8zRR5XEHH0AAAAAcI9V91ElMUcfAAAAANwz0aOPqog5+gAAAADgXhCL8aEqOjtHn0QfAAAAAAoKCmIxPlRBjjn65PkAAAAA4MrRo2/3bhjljkTfzxn06AMAAACAWyZur4eq6Oyq+14OBAAAAAB8DLfXQ5Vks7MYHwAAAAC4w+31UCU5h+7TpQ8AAAAALhwdoszRR5XC0H0AAAAAcM9Ejz6qIm6vBwAAAADumYOYo48qyOD2egAAAADgVhCr7qMqOjt0n0wfAAAAAApyLsbn3TDKHYm+nzs7dN+7cQAAAACArzHRo4+qyO4cuk+mDwAAAAAFOYfuezmO8kai7+cMevQBAAAAwC1HnsTt9VClMEcfAAAAANxjMT5USczRBwAAAAD3TCzG59uWL1+uXr16qXr16oqOjlaHDh304YcfFqr3+eefq3379goPD1fDhg319NNPy2q1eiHiimcU+FqKOfoAAAAA4Mpfe/SDvR1AeZg9e7aGDx+u3r1767nnnpPZbNa2bdu0b98+l3qLFy9W//791aNHD7322mvatGmTJk+erCNHjuiNN97wUvQVx16gsTJ0HwAAAABc+etifFU+0d+9e7fuvfde3XfffZo+fXqxdR955BG1adNGS5cuVXBw3qXHxMToueee09ixY5WUlFQZIVcaW4FMn6H7AAAAAODKkSf5W49+lR+6/+abb8pms+mZZ56RJGVkZLgMWXfYvHmzNm/erJSUFGeSL0n33HOPDMPQ/PnzKy3mymIv8DwEkekDAAAAgAuTn/boV/lEf/ny5UpKStKXX36pBg0aKDo6WjVr1tSECRNkt5+9ScKGDRskSR07dnTZv169emrQoIFzuz8xXIbuey8OAAAAAPBFzh59mdx2GFdVVX7o/o4dO2Q2m/X3v/9djz76qNq2basFCxZo8uTJslqtmjp1qiQpNTVVkpSQkFDoGAkJCTp48GCR58jJyVFOTo7zcVpamiTJYrHIYrGU5+WUq5zcs4sM2qxWn44VgcvRLmmf8FW0Ufg62ih8HW0Uvsxuszl/z8m1+PQi5iV5D/lUom+325Wbm+tR3bCwMJlMJmVkZMhut+v555/XuHHjJEm33HKLTpw4oenTp2v8+PGKjo5WVlaWc79zhYeHO5N3d6ZOnapJkyYVKl+6dKkiIyM9itcbsq2S4yVeuWKFgqv8+A34s2XLlnk7BKBYtFH4OtoofB1tFL4os0DOtGzZcpl9OGfKzMz0uK5PJfqrV69Wz549Paq7ZcsWJSUlKSIiQmfOnNGtt97qsv3WW2/VV199pQ0bNqhbt26KiIiQJJeeeYfs7Gzndncef/xxPfTQQ87HaWlpSkxMVHJysmJiYjyK1xvSsizSzyslSVdffZUiwwt/yQF4m8Vi0bJly9S7d2+FhIR4OxygENoofB1tFL6ONgpflp5t1eM/r5Ak9brqKkVF+G7OVFzn9Ll8KtFPSkrS7NmzParrGIJfr1497dixQ3Xr1nXZXqdOHUnSyZMnXeqnpqYqMTHRpW5qaqo6depU5LnCwsLcjgQICQnx6T9WZsvZOSZhoaE+HSvg6+8ngDYKX0cbha+jjcIXhdnPDtU3Bwf7dBstSWw+lejHx8dr2LBhJdqnQ4cO2rFjhw4cOKCmTZs6yx1z7mvXri1JateunSRp3bp1Lkn9wYMHtX//fqWkpJQteB9U4O568t2ZJgAAAADgHUEF5uTb/WgxPh+egeCZwYMHS5LefvttZ5ndbtfs2bMVFxenDh06SJJatWqlpKQkzZo1S7YCCy688cYbMplMGjBgQOUGXgm4vR4AAAAAFC0oSGrTIEaNq/lPki/5WI9+adx444266qqrNHXqVB07dkxt27bVZ599pm+//VYzZ850GXI/bdo09evXT8nJyRoyZIh+//13zZgxQyNGjFDLli29eBUVw4++kAIAAACAchcWbNYnoy7Tl19+qcjQKp8eO1X5Hn2TyaTPPvtM999/vz7//HM9+OCDOnTokObNm1doOP7111+vBQsW6MSJE7rvvvu0YMECjR8/Xq+//rqXoq9YhvIyfZPI+AEAAAAgUPjFVxbVqlXTq6++qldfffW8dfv376/+/ftXeEw+IT+/Z9A+AAAAAASOKt+jj6I5F+Mj0wcAAACAgEGi78fODt0HAAAAAAQKEn0/xmJ8AAAAABB4SPT9mCPP50UGAAAAgMBBDujH7HZW4wMAAACAQEOiHwDI8wEAAAAgcJDo+zHm6AMAAABA4CHR92Osug8AAAAAgYdE3485evRNZPoAAAAAEDBI9P2Y3aBHHwAAAAACDYm+H2OKPgAAAAAEHhJ9P2Zwdz0AAAAACDgk+n4tf+g+mT4AAAAABAwSfT9mZ+w+AAAAAAQcEn0/xtB9AAAAAAg8JPp+zBCZPgAAAAAEGhJ9P0aPPgAAAAAEHhJ9P0aiDwAAAACBh0Tfj9nzM30SfQAAAAAIHCT6gYBMHwAAAAACBom+H2PoPgAAAAAEHhJ9P+ZcdR8AAAAAEDBI9P2Yo0c/iC59AAAAAAgYJPp+zLEYHwAAAAAgcJDo+zFHmk+HPgAAAAAEDhJ9P0aHPgAAAAAEHhJ9v5aX6Zvo0gcAAACAgEGi78fs3F4PAAAAAAIOib4fM0j0AQAAACDgkOj7MYNJ+gAAAAAQcEj0/Zhz1X269AEAAAAgYFT5RL9Hjx4ymUxuf0JCQgrV//zzz9W+fXuFh4erYcOGevrpp2W1Wr0QecVj6D4AAAAABJ5gbwdQVk888YRGjBjhUnbmzBmNHj1aycnJLuWLFy9W//791aNHD7322mvatGmTJk+erCNHjuiNN96ozLArBUP3AQAAACDwVPlEv3fv3oXK5s2bJ0m67bbbXMofeeQRtWnTRkuXLlVwcN6lx8TE6LnnntPYsWOVlJRU8QFXIufQfa9GAQAAAACoTFV+6L47H3zwgaKionTjjTc6yzZv3qzNmzcrJSXFmeRL0j333CPDMDR//nxvhFqhDDJ9AAAAAAg4fpfoHz16VMuWLVP//v0VFRXlLN+wYYMkqWPHji7169WrpwYNGji3+xMjv0/f715kAAAAAECRqvzQ/XN9+OGHslqthYbtp6amSpISEhIK7ZOQkKCDBw8WecycnBzl5OQ4H6elpUmSLBaLLBZLeYRdISwWa4HffTdOBDZH26SNwlfRRuHraKPwdbRR+Lqq0kZLEp9PJfp2u125ubke1Q0LC5PJzX3jPvjgA9WuXbvQ3P2srCznfucKDw93Ju/uTJ06VZMmTSpUvnTpUkVGRnoUrzdsOWmSZJbJJC1btszb4QDFoo3C19FG4etoo/B1tFH4Ol9vo5mZmR7X9alEf/Xq1erZs6dHdbds2VJo8by//vpLa9eu1ZgxY1zm4UtSRESEJLn0zDtkZ2c7t7vz+OOP66GHHnI+TktLU2JiopKTkxUTE+NRvN4Qtf2otDVvSkLv3r3d3m4Q8DaLxaJly5bRRuGzaKPwdbRR+DraKHxdVWmjxXVOn8unEv2kpCTNnj3bo7ruhuB/8MEHkgqvtl+wfmpqqhITE122paamqlOnTkWeKywszO1IgJCQEJ9uCGZz3strku/HCtBG4etoo/B1tFFIebdXttlsslqt569cSWw2m4KDg2Wz2RQUxOpR8D2+0EZDQkJkNpvPW8dTPpXox8fHa9iwYaXe/4MPPlCzZs102WWXFdrWrl07SdK6detckvqDBw9q//79SklJKfV5fZVjMT4W3QcAAPBvhmHo1KlTOnr0qGw2m7fDcWEYhuLj47Vv3z63U28Bb/OVNhobG6v4+PhyicGnEv2y2LBhg7Zs2aIJEya43d6qVSslJSVp1qxZGjVqlPPbkjfeeEMmk0kDBgyozHArhd2e91/+ngIAAPi3Q4cO6dSpU4qJiVFMTIyCg4N9Jqm22+3KyMhQtWrV6NGHT/J2GzUMQ5mZmTpy5Igk96PXS8pvEv33339fkvth+w7Tpk1Tv379lJycrCFDhuj333/XjBkzNGLECLVs2bKyQq00hrcDAAAAQIWz2Ww6ffq0ateurVq1ank7nEIcC26Hh4eT6MMn+UIbdawZd+TIEdWpU+e8w/jPxy/eaXa7Xf/3f/+n9u3bq0WLFkXWu/7667VgwQKdOHFC9913nxYsWKDx48fr9ddfr8RoK49hMHQfAADA31ksFhmGoaioKG+HAqAMHHd0K4/b/PlFj35QUJD279/vUd3+/furf//+FRuQj6BHHwAAIHD4ylB9AKVTnu9hv+jRh3v5HfrM0QcAAACAAEKi78cYug8AAAAAgYdE3485hu6T6AMAAABA4CDR92MGk/QBAACAQl588UUlJSXJ7rgftQfefPNNNWzYUDk5ORUYGVA+SPT9mJHfp28ykfEDAACgatq3b59MJpNHP3/99dd5j5eWlqYXXnhB48aNK9Gt1IYNG6bc3FzNnDmzLJejiRMnymQy6dixY263t27dWj169CjTOSTp559/1pgxY9SqVStFRUWpYcOGGjRokLZv3+7R/nPmzJHJZFJ4eLgOHDhQaHuPHj3UunXrMsf5xx9/aODAgWratKkiIyNVq1YtdevWTYsWLSr3a3LYuXOnRo0apaZNmyo8PFyxsbHq06eP/vWvfykrK6tM11NeMZaVX6y6D/fsjsX4vBsGAAAAUGphYWGaO3eu83FWVpZSUlLUs2dP3XXXXc5yk8mkpk2bnvd477zzjqxWq2699dYSxREeHq6hQ4fq5Zdf1n333efzdzl44YUX9N1332ngwIFq06aNDh06pBkzZqh9+/b64YcfPE7Sc3Jy9Pzzz+u1116rkDj37Nmj9PR0DR06VPXq1VNmZqY++eQT9evXTzNnzlRKSkq5XtMXX3yhgQMHKiwsTHfeeadat26tnJwcrVy5Uo8++qg2b96sWbNmlfp6yut5LysSfT9mMHYfAAAAVVydOnV0++23Ox+vW7dOknTddde5lHtq9uzZ6tevn8LDw0u876BBg/Tiiy9q5cqV6tWrV4n3r0wPPfSQPvjgA4WGhjrLBg8erIsvvljPP/+85s2b59Fx2rVrp7feekuPP/646tWrV+5x9u3bV3379nUpGzNmjDp06KCXX37ZJdEv6zXt2rVLQ4YMUaNGjbRixQolJCRIkux2u26//XYdOXJEixcvLtP1lNfzXlYM3Q8APv5lIwAAAOCx3377TZJ08cUXl3jfXbt26bffftPVV19daNv27duLnBIQGxsrSerQoYPi4uK0cOHCQvtv3bpVe/fuLXFMFaVLly4uyaYkXXDBBWrVqpW2bNni8XHGjx8vm82m559/vrxDLJLZbFZiYqJOnTrlUl7Wa3rxxReVkZGht99+25nkF9S8eXONHTu2TLGX1/NeVvTo+zE69AEAAOBvHIl+mzZtSrzv999/L0lq3759oW0xMTEuUwSkvOR9ypQpSk5Odpa1b99e3333XaH9W7Zsqe7du2vVqlUljqs4FotFp0+f9qhuXFxcsesOGIahw4cPq1WrVh6fv0mTJrrzzjv11ltv6bHHHiuyV7+scZ45c0ZZWVk6ffq0Pv/8cy1evFiDBw8+77FKck2LFi1S06ZN1aVLl/PW9fbzXlYk+n7MsRgfwzYAAAACj2EYyrLYvB2G7Ha7snJtii6nXqjffvtNtWvXVnx8fIn33bp1q6S85PVc8fHxLlMB/vrrL40bN05du3bVnDlznOVNmzYt9IVARfruu+/Us2dPj+ru2rVLjRs3LnL7+++/rwMHDuiZZ54pUQxPPPGE3nvvPb3wwguaPn16hcT58MMPOxc6DAoK0s0336wZM2ac91ieXlNaWpoOHDigG2+80aMYfeF5LwsSfT9WgruFAAAAwM9kWWy66Kkl3g7D6feJvVXNbC7zcTZt2qS2bduWat/jx48rODhY1apVK7bevn371KtXL9WvX19ffPGFIiMjndtq1KihrKwsZWZmupRX1PpYbdu21bJlyzyqW9yXH1u3btW9996ryy+/XEOHDi1RDE2bNtUdd9yhWbNm6bHHHnM77L2scT7wwAMaMGCADh48qI8++kg2m025ubnFHqck15SWliZJio6O9ihGX3jey4JE3485/tQwRx8AAAD+IDU1VceOHSt2fv6xY8c0adIkffbZZzp9+rQSExM1dOhQPfzwwx6d49ChQ7rqqqtUvXp1ffXVV4qJiXHZ7kjoK3LV/YLHrlGjhts1BUri0KFDuu6661S9enXNnz9f5lJ84fLkk09q7ty5ev7559326pc1zqSkJCUlJUmS7rzzTiUnJ+uGG27Qjz/+6Pa5Luk1OV7H9PR0j+Lxlee9tEj0/Rir7gMAAASuiBCzNj/Tx9thyG63Kz0tXREhZU9yzjc//8iRI7riiivUo0cP/fjjj6pXr55+/fVXTZgwQf/4xz9Us2ZNWa1Wpaenu+3ZPX78uK6++mqZzWYtW7ZMcXFxheqcPHlSkZGRioiIKNU1OFb7L+p+7ZmZmS53BMjNzdWJEyc8Onbt2rULJZOnT5/Wtddeq1OnTmnNmjWlXjm/adOmuv322529+ucqa5znGjBggEaNGqXt27erRYsWLttKc00xMTGqV6+efv/9d49i9JXnvbRI9P2Ys0ffq1EAAADAG0wmkyJDvf9x3263yxpqLpce8E2bNkkqOtEfM2aM2rdvr7feestZ1rZtW33++eeS5Owx3rVrV6FjnD59WsnJycrKytLq1atVp04dt+fYtWuXWrZsWepraNSokSRp27ZtSkxMdNmWmZmpffv2uSz+9/3335d6rnh2drZuuOEGbd++XcuXL9dFF11U6rilvF79efPm6YUXXii0rSxxuuP4IuTcBfHKck3XX3+9Zs2apbVr1+ryyy8vtq4vPe+l4f13PirM2WFFXg4EAAAAKAe//fabzGaz28Rp586d+uSTT7R58+Yi93ckd+vWrXNJ9DMyMnTttdfqyJEjWrNmjerXr1/kMX755Rfddttthcq3bt2qyMhINWzYsNhruOqqqxQaGqo33nhDvXr1clmtfdasWbJarbr22mudZaWdK26z2TR48GCtXbtWCxcuPG9i64lmzZrp9ttv18yZM9WoUSMFB59NJ0sb55EjRwp9qWKxWPTee+8pIiLC5bUu6zU9+uijev/99zVixAitWLFCdevWddm+c+dOffnllxo7dqxPPe+lQaLvxxwj98nzAQAA4A9+++03NW/e3O2w+a+//loXXHBBoWHeBTVt2lStW7fW8uXLdddddznL77jjDq1du1YTJkzQt99+q2+//da5rXXr1mrXrp0kaf369Tpx4oTblds9vb1enTp19NRTT+nJJ59Ut27d1K9fP0VGRur777/Xf//7X+fcdIfSzhV/+OGH9fnnn+uGG27QiRMnNG/ePJftBe8wUBJPPPGE5s6dq23btrncLq60cY4aNUppaWnq1q2b6tevr0OHDun999/X1q1b9dJLL7ksnFjWa2rWrJk++OADDR48WC1bttSdd96p1q1bKycnR998840WLlyoYcOGlel6Kup5LykSfT/GDH0AAAD4C6vVqi1bthR5e7QjR46oQYMG5z3OXXfdpaeeekpZWVmKiIiQYRhavny5JOnZZ58tVP/11193Jvoff/yxGjZsqF69epX+QpSXLDdu3FgzZszQM888I6vVqiZNmmjSpEkaN25csfdk99TGjRsl5d07ftGiRYW2lzbhbN68uW6//Xa9++67ZQnPafDgwXr77bf1xhtv6Pjx44qOjlaHDh30wgsvqF+/fi51y+Oa+vXrp99++03Tpk3TwoUL9cYbbygsLEwXXXSR/vnPfyolJaVM11NRz3tJkej7MXr0AQAA4C+Cg4OVk5NT5PaGDRtq37595z3OXXfdpcmTJ+uDDz7Q8OHDZTKZPFqJPScnR++++64ee+wxt+sNlHQh7Ntuu83tFIDycr6RBeczbNgwZ+/2uebMmaM5c+aU6fgOQ4YM0ZAhQzyqW9Zrcrjgggs0a9Ys52O73a60tDTFxMSU+UuW8oqxrMr+VRF8liHm6AMAACAw3HDDDTp9+rSmTJmizMxM2e12/fzzz3rwwQdd6lWvXl2PPvqopk2bJrvd7vHxZ8+erZCQEI0ePbq8QwfKHYm+H7Mzdh8AAAABokaNGvr666/17bffqmHDhqpVq5buvfdeXXzxxYXqjhs3Tlu3bi1R7+3o0aO1d+9ehYWFlWfYQIVg6L4/c6y67+UwAAAAgMrQqlUrLV682NthAF5Hj74fc3Tok+gDAAAAQOAg0fdjBpk+AAAAAAQcEn0/ZjB0HwAAAAACDom+H7Nzez0AAAAACDgk+n6MRfcBAAAAIPCQ6Psx59B9uvQBAAD8nmHQzQNUZeX5HibRDwDk+QAAAP4rJCREJpNJZ86c8XYoAMogMzNTUt57uqyCy3wE+Cw7i/EBAAD4PbPZrOrVq+vo0aPKyclRTEyMgoODZfKRYZ12u125ubnKzs5WUBD9jPA93m6jhmEoMzNTR44cUWxsrMxmc5mPSaLvx7i9HgAAQGCIj49XRESEjhw5orS0NG+H48IwDGVlZSkiIsJnvnwACvKVNhobG6v4+PhyORaJvh8jzwcAAAgMJpNJsbGxql69umw2m6xWq7dDcrJYLFq9erW6detWLkOSgfLmC200JCSkXHryHfwi0V+/fr2efvpprVu3ThkZGWratKlGjBihe++9t9CT9fnnn2vixInavHmz6tSpo7///e+aMGGCgoP94qlwwXosAAAAgcVkMik4ONinPtuazWZZrVaFh4eT6MMn+WMbrfKTZNavX68uXbpo9+7dGjdunF566SU1bdpUY8eO1UMPPeRSd/Hixerfv79iY2P12muvqX///po8ebLuu+8+L0VfsQwxRx8AAAAAAo3vfNVXSjNnzpQkrV69WnFxcZKkUaNGqXv37pozZ46mT5/urPvII4+oTZs2Wrp0qfNbzpiYGD333HMaO3askpKSKv8CKpCjR5+pUAAAAAAQOKp8j35aWprCw8MVGxvrUp6QkKCIiAjn482bN2vz5s1KSUlxGcp0zz33yDAMzZ8/v7JCrjQGq+4DAAAAQMCp8ol+jx49lJaWplGjRmnLli3as2eP3nzzTS1YsECPP/64s96GDRskSR07dnTZv169emrQoIFzuz9hjj4AAAAABJ4qP3R/5MiR+uOPPzRz5kz95z//kZS3mMKMGTM0evRoZ73U1FRJeT3950pISNDBgweLPEdOTo5ycnKcj0+fPi1JOnHihCwWS7lcR0XISDste06mrNl2HT9+3G8WloB/sVgsyszMpI3CZ9FG4etoo/B1tFH4uqrSRtPT0yWdHbldHJ9K9O12u3Jzcz2qGxYWJpPJJLPZrGbNmqlPnz4aOHCgwsPD9d///lf33Xef4uPj1b9/f0lSVlaWc79zhYeHF3u/0alTp2rSpEmFyps0aeJRrN62T9L8J7wdBQAAAACgrNLT01W9evVi65gMT74OqCSrVq1Sz549Paq7ZcsWJSUl6fnnn9f06dO1Y8cOVatWzbm9Z8+e2r59u/bs2aPg4GD985//1D/+8Q/t3btXiYmJLsfq1KmTzGaz1q5d6/Zc5/bo2+12nThxQjVr1pTJx1e6S0tLU2Jiovbt26eYmBhvhwMUQhuFr6ONwtfRRuHraKPwdVWljRqGofT0dNWrV09BQcXPwvepHv2kpCTNnj3bo7qOIfj//ve/1atXL5ckX5L69eunhx56SLt371bz5s2d9VNTUwsl+qmpqerUqVOR5woLCys0EuDcxf98XUxMjE83WoA2Cl9HG4Wvo43C19FG4euqQhs9X0++g08l+vHx8Ro2bFiJ9jl8+LBsNluhcsfceavVKklq166dJGndunUuSf3Bgwe1f/9+paSklC5oAAAAAAB8SJVfdf/CCy/UsmXLdPz4cWeZzWbTRx99pOjoaDVr1kyS1KpVKyUlJWnWrFkuXwy88cYbMplMGjBgQKXHDgAAAABAefOpHv3SeOyxx3T77berc+fOSklJUUREhP773/9q/fr1mjx5ssuqidOmTVO/fv2UnJysIUOG6Pfff9eMGTM0YsQItWzZ0otXUXHCwsL09NNPu12EEPAFtFH4OtoofB1tFL6ONgpf549t1KcW4yutJUuWaOrUqfrjjz+UlpamFi1a6N5779WoUaMK1f3ss880adIkbdmyRbVr19awYcP01FNP+fRtFAAAAAAA8JRfJPoAAAAAACBPlZ+jDwAAAAAAziLRBwAAAADAj5DoAwAAAADgR0j0q6icnByNGzdO9erVU0REhDp37qxly5Z5tO+BAwc0aNAgxcbGKiYmRjfeeKP++uuvCo4Ygaa0bXTBggUaPHiwmjZtqsjISLVo0UIPP/ywTp06VfFBI6CU5e9oQb1795bJZNKYMWMqIEoEsrK20Q8//FCXX365oqKiFBsbqy5dumjFihUVGDECTVna6PLly9WzZ0/VqlVLsbGx6tSpk+bOnVvBESPQZGRk6Omnn9Y111yjuLg4mUwmzZkzx+P9T506pZSUFNWuXVtRUVHq2bOnfvnll4oLuByR6FdRw4YN08svv6zbbrtN06dPl9lsVt++ffXtt98Wu19GRoZ69uypb775RuPHj9ekSZO0YcMGde/eXcePH6+k6BEISttGU1JStGXLFt1+++3617/+pWuuuUYzZszQ5ZdfrqysrEqKHoGgtG20oAULFmjt2rUVGCUCWVna6MSJE3XrrbcqMTFRL7/8siZPnqw2bdrowIEDlRA5AkVp2+jnn3+u5ORk5ebmauLEiZoyZYoiIiJ055136pVXXqmk6BEIjh07pmeeeUZbtmxR27ZtS7Sv3W7Xddddpw8++EBjxozRiy++qCNHjqhHjx7asWNHBUVcjgxUOT/++KMhyZg2bZqzLCsry2jWrJlx+eWXF7vvCy+8YEgyfvrpJ2fZli1bDLPZbDz++OMVFjMCS1na6MqVKwuVvfvuu4Yk46233irvUBGgytJGC9Zv3Lix8cwzzxiSjHvvvbeiwkUAKksbXbt2rWEymYyXX365osNEACtLG+3du7dRr149Izs721lmsViMZs2aGW3atKmwmBF4srOzjdTUVMMwDOPnn382JBmzZ8/2aN8PP/zQkGR8/PHHzrIjR44YsbGxxq233loR4ZYrevSroPnz58tsNislJcVZFh4eruHDh2vt2rXat29fsfteeumluvTSS51lSUlJuuqqq/TRRx9VaNwIHGVpoz169ChUdtNNN0mStmzZUu6xIjCVpY06vPjii7Lb7XrkkUcqMlQEqLK00VdffVXx8fEaO3asDMNQRkZGZYSMAFOWNpqWlqYaNWooLCzMWRYcHKxatWopIiKiQuNGYAkLC1N8fHyp9p0/f77q1q2rm2++2VlWu3ZtDRo0SAsXLlROTk55hVkhSPSroA0bNujCCy9UTEyMS3mnTp0kSRs3bnS7n91u12+//aaOHTsW2tapUyft3LlT6enp5R4vAk9p22hRDh06JEmqVatWucQHlLWN7t27V88//7xeeOEFPpSiQpSljX799de69NJL9a9//Uu1a9dWdHS0EhISNGPGjIoMGQGmLG20R48e+uOPPzRhwgT9+eef2rlzp5599lmtW7dOjz76aEWGDXhsw4YNat++vYKCXFPmTp06KTMzU9u3b/dSZJ4J9nYAKLnU1FQlJCQUKneUHTx40O1+J06cUE5Oznn3bdGiRTlGi0BU2jZalBdeeEFms1kDBgwol/iAsrbRhx9+WJdccomGDBlSIfEBpW2jJ0+e1LFjx/Tdd99pxYoVevrpp9WwYUPNnj1b9913n0JCQjRq1KgKjR2BoSx/RydMmKBdu3ZpypQpmjx5siQpMjJSn3zyiW688caKCRgoodTUVHXr1q1QecE2fvHFF1d2WB4j0a+CsrKyXIY6OYSHhzu3F7WfpFLtC5REaduoOx988IHefvttPfroo7rgggvKLUYEtrK00ZUrV+qTTz7Rjz/+WGHxAaVto45h+sePH9f//d//afDgwZKkAQMG6OKLL9bkyZNJ9FEuyvJ3NCwsTBdeeKEGDBigm2++WTabTbNmzdLtt9+uZcuW6bLLLquwuAFPlefnWW8g0a+CIiIi3M4Jyc7Odm4vaj9JpdoXKInSttFzrVmzRsOHD1efPn00ZcqUco0Rga20bdRqter+++/XHXfc4bLWCVDeyvpvfUhIiMsoqKCgIA0ePFhPP/209u7dq4YNG1ZA1AgkZfm3fsyYMfrhhx/0yy+/OIdFDxo0SK1atdLYsWP5IhU+obw+z3oLc/SroISEBKWmphYqd5TVq1fP7X5xcXEKCwsr1b5ASZS2jRb066+/ql+/fmrdurXmz5+v4GC+l0T5KW0bfe+997Rt2zaNGjVKu3fvdv5IUnp6unbv3q3MzMwKixuBoyz/1oeHh6tmzZoym80u2+rUqSMpb3g/UFalbaO5ubl6++23dd1117nMfQ4JCdG1116rdevWKTc3t2KCBkqgPD7PehOJfhXUrl07bd++XWlpaS7ljm8/27Vr53a/oKAgXXzxxVq3bl2hbT/++KOaNm2q6Ojoco8Xgae0bdRh586duuaaa1SnTh19+eWXqlatWkWFigBV2ja6d+9eWSwWXXHFFWrSpInzR8r7EqBJkyZaunRphcaOwFCWf+vbtWuno0ePFkqWHHOma9euXf4BI+CUto0eP35cVqtVNput0DaLxSK73e52G1DZ2rVrp19++UV2u92l/Mcff1RkZKQuvPBCL0XmGRL9KmjAgAHOuUwOOTk5mj17tjp37qzExERJeR9It27dWmjfn3/+2SXZ37Ztm1asWKGBAwdWzgXA75WljR46dEjJyckKCgrSkiVL+ECKClHaNjpkyBB9+umnhX4kqW/fvvr000/VuXPnyr0Y+KWy/B0dPHiwbDab3n33XWdZdna23n//fV100UU+3wuFqqG0bbROnTqKjY3Vp59+6vJlVEZGhhYtWqSkpCSfHxIN/5OamqqtW7fKYrE4ywYMGKDDhw9rwYIFzrJjx47p448/1g033OB2/r5PMVAlDRw40AgODjb+8Y9/GDNnzjS6dOliBAcHG998842zTvfu3Y1zX+K0tDSjWbNmRp06dYwXX3zReOWVV4zExESjXr16xpEjRyr7MuDHSttG27Zta0gyHn30UWPu3LkuP0uXLq3sy4AfK20bdUeSce+991ZkuAhApW2jmZmZRqtWrYyQkBDjkUceMf71r38Zl156qWE2m40vv/yysi8Dfqy0bXTy5MmGJOOSSy4xXnnlFeOf//yn0bJlS0OSMW/evMq+DPi51157zXj22WeNu+++25Bk3Hzzzcazzz5rPPvss8apU6cMwzCMoUOHGpKMXbt2OfezWq3GZZddZlSrVs2YNGmS8frrrxutWrUyoqOjja1bt3rpajxHol9FZWVlGY888ogRHx9vhIWFGZdeeqnx1VdfudQp6gPqvn37jAEDBhgxMTFGtWrVjOuvv97YsWNHZYWOAFHaNiqpyJ/u3btX4hXA35Xl7+i5SPRREcrSRg8fPmwMHTrUiIuLM8LCwozOnTsX2hcoq7K00ffff9/o1KmTERsba0RERBidO3c25s+fX1mhI4A0atSoyM+WjsTeXaJvGIZx4sQJY/jw4UbNmjWNyMhIo3v37sbPP/9c+RdRCibDMIxKGDgAAAAAAAAqAXP0AQAAAADwIyT6AAAAAAD4ERJ9AAAAAAD8CIk+AAAAAAB+hEQfAAAAAAA/QqIPAAAAAIAfIdEHAAAAAMCPkOgDAAAAAOBHSPQBAAAAAPAjJPoAAAAAAPgREn0AAAAAAPwIiT4AAAAAAH6ERB8AAAAAAD/y/3ZRu5hbmiEjAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cantidad de promediadores\n", "cc = 2\n", "uu = 2\n", "\n", "# algunos parámetros se explicarán más abajo\n", "t_filter = DC_PWL_removal_recursive_filter(samp_avg = nn, upsample = uu, cant_ma = cc )\n", "\n", "w_theoretical, H_theoretical = t_filter.frequency_response(bTeorica=True)\n", "\n", "# normalization\n", "w_theoretical = w_theoretical / np.pi\n", "\n", "fig = plt.figure(figsize=(12, 5))\n", "plt.plot(w_theoretical, 20*np.log10(np.abs(H_theoretical) + 1e-4), label=f'$T_{C}(z)$: U={uu} N={nn} C={cc}')\n", "\n", "\n", "plt.title(f'Respuesta en Frecuencia de Módulo')\n", "plt.ylabel('Magnitud (dB)')\n", "ax = plt.gca()\n", "ax.set_ylim( [-80, 5 ])\n", "\n", "plt.legend()\n", "plt.grid(True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "El factor de sobremuestreo $U=2$ podría entenderse como la redefinición de la frecuencia de muestreo original, escalada $U$ veces\n", "$$\n", "f_{Su} = U . f_S\n", "$$\n", "\n", "De esta manera puede observarse que el 0 en DC de la transferencia $T_C(z)$ tiene infinitas réplicas en $k.f_S$, y como\n", "\n", "$$\n", "\\frac{f_{Su}}{2} = \\frac{U . f_S}{2} = f_S = k . f_S\n", "$$\n", "\n", "para $U=2$ simplemente coincide la primer réplica (k=1) con la nueva $\\tfrac{f_{Su}}{2}$, es decir con la nueva **frecuencia de Nyquist**. Esto se hará aún más evidente para mayores factores de sobremuestreo.\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cantidad de promediadores\n", "cc = 2\n", "uu = 4\n", "\n", "# algunos parámetros se explicarán más abajo\n", "t_filter = DC_PWL_removal_recursive_filter(samp_avg = nn, upsample = uu, cant_ma = cc )\n", "\n", "w_theoretical, H_theoretical = t_filter.frequency_response(bTeorica=True)\n", "\n", "# normalization\n", "w_theoretical = w_theoretical / np.pi\n", "\n", "fig = plt.figure(figsize=(12, 5))\n", "plt.plot(w_theoretical, 20*np.log10(np.abs(H_theoretical) + 1e-4), label=f'$T_{C}(z)$: U={uu} N={nn} C={cc}')\n", "\n", "\n", "plt.title(f'Respuesta en Frecuencia de Módulo')\n", "plt.ylabel('Magnitud (dB)')\n", "ax = plt.gca()\n", "ax.set_ylim( [-80, 5 ])\n", "\n", "plt.legend()\n", "plt.grid(True)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cantidad de promediadores\n", "cc = 2\n", "uu = 8\n", "\n", "# algunos parámetros se explicarán más abajo\n", "t_filter = DC_PWL_removal_recursive_filter(samp_avg = nn, upsample = uu, cant_ma = cc )\n", "\n", "w_theoretical, H_theoretical = t_filter.frequency_response(bTeorica=True)\n", "\n", "# normalization\n", "w_theoretical = w_theoretical / np.pi\n", "\n", "fig = plt.figure(figsize=(12, 5))\n", "plt.plot(w_theoretical, 20*np.log10(np.abs(H_theoretical) + 1e-4), label=f'$T_{C}(z)$: U={uu} N={nn} C={cc}')\n", "\n", "\n", "plt.title(f'Respuesta en Frecuencia de Módulo')\n", "plt.ylabel('Magnitud (dB)')\n", "ax = plt.gca()\n", "ax.set_ylim( [-80, 5 ])\n", "\n", "plt.legend()\n", "plt.grid(True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Se observa que es conveniente que el factor $U$ sea $2^n$ múltiplo, de forma tal que **siempre haya un cero en Nyquist**, y que los ceros de la *transferencia peine* ocurran en\n", "\n", "$$ \n", "f_z = m \\cdot k_z \\quad \\mathrm{para} \\quad m=1,\\,2,\\, \\ldots,\\, \\tfrac{U}{2}.\n", "$$\n", "\n", "siendo\n", "\n", "$$\n", "k_z = \\frac{f_S}{U}\n", "$$\n", "\n", "De esta manera se obtiene un filtro para la remoción de interferencias típicas del registro de bio-potenciales, de forma compacta\n", "\n", "$$\n", "T_{C,U}(z) = T_C(\\mathrm{z})\\Big\\vert_{\\mathrm{z} = z^U} = z^{-\\frac{(N-1).U.C}{2}} - \\left( \\frac{1}{N} \\frac{1 - z^{-U.N}}{1 - z^{-U}} \\right)^C\n", "$$\n", "\n", "luego para conocer su estructura, podemos recurrir al **análisis simbólico** nuevamente" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle T_{2,U}(z)=- \\frac{1}{N^{2}}\\cdot\\frac{- 2 N^{2} z^{U \\left(1 - N\\right)} - 2 N^{2} z^{U \\left(- N - 1\\right)} + 4 N^{2} z^{- N U} + 1 - 2 z^{- N U} + z^{- 2 N U}}{1 - 2 z^{- U} + z^{- 2 U}}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle T_{4,U}(z)=- \\frac{1}{N^{4}}\\cdot\\frac{- 4 N^{4} z^{U \\left(1 - N\\right)} - 4 N^{4} z^{U \\left(- N - 3\\right)} + 16 N^{4} z^{U \\left(- N - 2\\right)} - 24 N^{4} z^{U \\left(- N - 1\\right)} + 16 N^{4} z^{- N U} + 1 - 4 z^{- N U} + 6 z^{- 2 N U} - 4 z^{- 3 N U} + z^{- 4 N U}}{1 - 4 z^{- U} + 6 z^{- 2 U} - 4 z^{- 3 U} + z^{- 4 U}}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Factor de sobremuestreo\n", "U = sp.symbols('U', real=True, positive=True)\n", "\n", "\n", "Tdc_removal_C = z**-(N-1)*C - Tma**C\n", "\n", "# Con 2 promediadores\n", "Tdc_removal_cc = Tdc_removal_C.subs({C: 2, z:z**U})\n", "\n", "# ordenar en potencias de z decrecientes\n", "k, num, den = simplify_n_monic_z(Tdc_removal_cc, poly_var = z, bSortAscending = False)\n", "\n", "Tdc_removal_cc = num/den\n", "\n", "print_latex(a_equal_b_latex_s(f'T_{{2,U}}(z)', sp.latex(k) + '\\cdot' + sp.latex(Tdc_removal_cc) ) )\n", "\n", "# Con 4 promediadores\n", "Tdc_removal_cc = Tdc_removal_C.subs({C: 4, z:z**U})\n", "\n", "# ordenar en potencias de z decrecientes\n", "k, num, den = simplify_n_monic_z(Tdc_removal_cc, poly_var = z, bSortAscending = False)\n", "\n", "Tdc_removal_cc = num/den\n", "\n", "print_latex(a_equal_b_latex_s(f'T_{{4,U}}(z)', sp.latex(k) + '\\cdot' + sp.latex(Tdc_removal_cc) ) )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como se aprecia en las expresiones, el hecho de aumentar $U$ no aumenta la cantidad de coeficientes diferentes de cero, es decir la cantidad de operaciones matemáticas necesarias por muestra de salida. En el mismo sentido, aumentar el factor de interpolación solo aumenta lo *dispersos* que estarán dichos coeficientes, aunque **también la demora total del filtro**.\n", "Por el contrario, y como es lógico, aumentar la cantidad de promediadores en cascada, $C$, sí aumenta el costo computacional, como se puede apreciar en ambas expresiones anteriores.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Referencias\n", "\n", " [1] Herrmann O., Rabiner L.R., and Chan D S K.: Practical design rules for optimum finite impulse response lowpass digital filters, Bell System Techical Journal, vol. 52 (July-August), 1973.\n", "\n", " [2] Lars Wanhammar, Tapio Saramäki - Digital Filters Using MATLAB-Springer (2020)\n", "\n", " [3] Rick Lyons. [Linear-phase DC Removal Filter](https://www.dsprelated.com/showarticle/58.php). March 30, 2008.\n", "\n", " [4] Rick Lyons. [60-Hz Noise and Baseline Drift Reduction in ECG Signal Processing](https://www.dsprelated.com/showarticle/1383.php). January 23, 2021.\n", "\n", " \n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parte II: Aplicaciones a la electrocardiografía\n", "\n", "Como se explicó anteriormente, se trata de un filtro de muy bajo costo computacional, demora constante y una respuesta de módulo muy prometedora. A partir de este momento, lo pondremos a prueba con señales de ECG registradas durante una prueba de ergometría.\n", "\n", "### La señal electrocardiográfica (ECG)\n", "\n", "\"Ergometría\"\n", "\n", "\n", "El electrocardiograma de superficie (ECG) es una medición no invasiva del potencial eléctrico producido por el dipolo eléctrico resultante en cada célula cardíaca. Por lo general, para la medición del ECG se colocan electrodos en las extremidades del cuerpo y sobre la superficie del torso, como se aprecia en la figura. Debido a que es una técnica no invasiva y su costo no es elevado, es ampliamente utilizada en la clínica médica para conocer la funcionalidad del corazón. Habitualmente se miden entre una y doce señales de ECG dependiendo de la patología bajo análisis.\n", "\n", "\n", "\"Ergometría\"\n", "\n", "La señal de ECG también es afectada por los campos eléctricos generados por todas las otras fuentes biológicas del organismo bajo estudio (ruido muscular), como también por otros factores como el movimiento de los electrodos sobre la piel y el acople de la línea eléctrica (50/60 Hz) entre otros. Una de las primeras tareas previas al análisis del ECG es el filtrado de interferencias. En el siguiente ejemplo, procederemos al filtrado de un ECG registrado durante una prueba de esfuerzo o ergometría. En dichos registros, las interferencias causadas por la actividad muscular y la respiración son muy exageradas dado al esfuerzo al que es sometido el paciente. Entonces se procede filtrar la señal de ECG con una transferencia $T_{C,U}(z)$, con $C = 2$ y $U = 20$, de manera que se elimine la interferencia de línea eléctrica de 50 Hz al mismo tiempo que otras interferencias. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Con la señal de ECG filtrada y la original, se realizará un análisis cualitativo respecto de cómo el filtro resulta:\n", "\n", "1. **eficaz** para mitigar las interferencias, e\n", "2. **inocuo** en los tramos de ECG limpio.\n", "\n", "Estos dos aspectos determinarán el correcto funcionamiento del filtro diseñado. A continuación se analiza la eficacia en los diferentes tramos ruidosos de la señal." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.io as sio\n", "\n", "mat_struct = sio.loadmat('ecg.mat')\n", "\n", "ecg_one_lead = mat_struct['ecg_lead']\n", "ecg_one_lead = ecg_one_lead.flatten().astype(np.float64)\n", "\n", "cant_muestras = len(ecg_one_lead)\n", "\n", "fs = 1000 # Hz (Normalizamos a fs/2 = f_nyq)\n", "# frec de la interferencia \n", "f_pwl_interference = 50 # Hz\n", "\n", "t_filter = DC_PWL_removal_recursive_filter(fs = fs, fpwl = f_pwl_interference, samp_avg = 64, cant_ma = 2)\n", "\n", "ECG_f_rl_fin = t_filter.process(ecg_one_lead)\n", "\n", "demora_rl = t_filter.demora\n", "\n", "# Nota: se obtuvo esta performance en una notebook estandard con:\n", "# HP 255 15.6 inch G10 Notebook PC (A82ZVUA#ABA)\n", "# 8BA5\n", "# AMD Ryzen 7 7730U with Radeon Graphics 64KiB BIOS 512KiB L1 caché 4MiB L2 caché 16MiB L3 caché\n", "# 16GiB Memoria de sistema SODIMM DDR4 Síncrono Unbuffered (Unregistered) 3200 MHz (0,3 ns)\n", "# 1129116 muestras de ECG a fs = 1kHz\n", "# %timeit ECG_f_rl_fin = t_filter.process(ecg_one_lead)\n", "# 1.18 s ± 10.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "\n", "regs_interes = ( \n", " np.array([10, 10.2]) *60*fs, # minutos a muestras\n", " np.array([12, 12.4]) *60*fs, # minutos a muestras\n", " np.array([15, 15.2]) *60*fs, # minutos a muestras\n", " np.array([18, 18.2]) *60*fs, # minutos a muestras\n", " )\n", "\n", "for ii in regs_interes:\n", " \n", " # intervalo limitado de 0 a cant_muestras\n", " zoom_region = np.arange(np.max([0, ii[0]]), np.min([cant_muestras-1, ii[1]]), dtype='uint')\n", " \n", "\n", " plt.figure(figsize=(12, 6))\n", " plt.plot(zoom_region, ecg_one_lead[zoom_region], label='ECG original', linewidth=2)\n", "\n", " # FIR con corrección de demora\n", " plt.plot(zoom_region, ECG_f_rl_fin[zoom_region+demora_rl], label='Filtrado')\n", "\n", " plt.title(f'ECG con ruido desde {ii[0]:3.0f} a {ii[1]:3.0f}')\n", " plt.ylabel('Adimensional')\n", " plt.xlabel('Muestras (#)')\n", " \n", " axes_hdl = plt.gca()\n", " axes_hdl.legend()\n", " \n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "De los tramos con ruido anteriores se puede ver claramente que **el filtro es eficiente** en mitigar las interferencias de baja frecuencia que se manifiestan en todos los tramos visualizados. Esto se debe al excelente desempeño del filtro en la banda de atenuación entre 0 y 0.5 Hz.\n", "\n", "A continuación se analizarán algunos **tramos limpios** de ECG, para analizar cualquier distorsión que introduzca el filtro de manera indeseada." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regs_interes = ( \n", " [4000, 5500], # muestras\n", " [10e3, 11e3], # muestras\n", " )\n", "\n", "for ii in regs_interes:\n", " \n", " # intervalo limitado de 0 a cant_muestras\n", " zoom_region = np.arange(np.max([0, ii[0]]), np.min([cant_muestras-1, ii[1]]), dtype='uint')\n", " \n", "\n", " plt.figure(figsize=(12, 6))\n", " plt.plot(zoom_region, ecg_one_lead[zoom_region], label='ECG raw', linewidth=2)\n", "\n", " # FIR con corrección de demora\n", " plt.plot(zoom_region, ECG_f_rl_fin[zoom_region+demora_rl], label='Filtrada')\n", " \n", " plt.title(f'ECG limpio desde {ii[0]:3.0f} a {ii[1]:3.0f}')\n", " plt.ylabel('Adimensional')\n", " plt.xlabel('Muestras (#)')\n", " \n", " axes_hdl = plt.gca()\n", " axes_hdl.legend()\n", " \n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En los últimos dos gráficos se observa que el filtro es **inocuo**, es decir, que en la banda de paso la señal de ECG no es alterada de manera evidente, sobretodo cuando la señal original no presenta interferencias. Esta característica es difícil de conseguir con filtros lineales, sobretodo cuando las bandas de transición son estrechas como en este caso. \n", "\n", "## Discusión y Conclusiones\n", "\n", "En este documento se presentó un filtro digital con algunas ventajas teóricas:\n", "\n", "1. respuesta al impulso finita, esto garantiza la **estabilidad**\n", "2. respuesta de fase lineal, o retardo constante, es decir **sin distorsión de retardo**\n", "3. implementación recursiva, o muy **bajo costo computacional**.\n", "\n", "Este filtro también demostró ser muy práctico con señales de ECG real, demostrando **eficiencia e inocuidad** tanto en la banda pasante como en la de rechazo.\n", "\n", "Un aspecto negativo que podría ser señalado para este filtro es la imposibilidad de mitigar interferencias en la banda de 35-50 Hz. Si \n", "bien la interferencia en esta banda es bastante común en la práctica clínica, también es cierto que podría subsanarse con un filtro pasabajo de bajo costo computacional y fase lineal, de forma tal que no arruine todas las ventajas que se enumeraron.\n", "\n", "En resumen, se trata de un filtro cuyas ventajas superan por mucho las desventajas y que debería ser considerado como una alternativa confiable para el preprocesamiento de señales con interferencias de muy baja frecuencia y de senoidales, como la de la línea eléctrica de 50/60 Hz.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }