{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Vědecká knihovna SciPy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[SciPy](http://scipy.org/scipylib/index.html) je základní referenční knihovnou, obsahující nástroje pro vědecké výpočty. Najdeme v ní např. speciální funkce, interpolace, Fourierovu transformaci, numerické integrátory a mnohé další. Naším cílem bude ukázat některé z funkcí SciPy.\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tento notebook byl z (velké) části převzat a přeložen z J.R. Johansson: [Lectures on scientific computing with Python](http://github.com/jrjohansson/scientific-python-lectures) - díky." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Přehled SciPy\n", "\n", "SciPy staví na NumPy a poskytuje mnoho funkcí \"vyšší úrovně\" pro vědecké výpočty. Ve SciPy je asi dvacet modulů, každý z těchto modulů obsahuje mnoho funkcí a/nebo tříd pro danou oblast." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-04-11T14:02:46.112404Z", "start_time": "2024-04-11T14:02:46.102079Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", "IFrame('http://docs.scipy.org/doc/scipy/reference/index.html', 900, 450)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import SciPy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# toto je typický import scipy\n", "import scipy as sp\n", "# a potřebujeme i numpy a matplotlib\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Něco na zahřátí -- speciální funkce\n", "\n", "Speciální funkce jsou často řešením vědeckých úloh. Jejich implementace je v mnoha případech poměrně náročná. Proto existují knihovny jako je `scipy.special`: http://docs.scipy.org/doc/scipy/reference/special.html#module-scipy.special. \n", "\n", "Podíváme se např. na Besselovy funkce." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import scipy.special" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Jednoduché vyčíslení funkcí s daným vstupem." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "J_0(0.000000) = 1.000000\n", "Y_0(1.000000) = 0.088257\n" ] } ], "source": [ "n = 0 # order\n", "x = 0.0\n", "\n", "# Bessel function of first kind\n", "print(\"J_%d(%f) = %f\" % (n, x, sp.special.jn(n, x)))\n", "\n", "x = 1.0\n", "# Bessel function of second kind\n", "print(\"Y_%d(%f) = %f\" % (n, x, sp.special.yn(n, x)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Funkce jsou samozřejmě vektorové, pomocí `matplotlib` si jednoduše nakreslíme graf." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 10, 100)\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(16,4))\n", "for i, (func, label) in enumerate(zip((sp.special.jn, sp.special.yn), (r\"$J_%d(x)$\", r\"$Y_%d(x)$\"))):\n", " for n in range(4):\n", " ax[i].plot(x, func(n, x), label=label % n)\n", " ax[i].legend(loc=\"best\")\n", " ax[i].set_xlabel(\"x\")\n", " ax[i].set_ylim(-1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zkusíme najít kořeny Besselových funkcí" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found roots: [ 2.40482556 5.52007811 8.65372791 11.79153444]\n", "This should be (almost) zero: [ 0.00000000e+00 -1.41172448e-17 1.04035365e-16 -1.77008254e-16]\n", "Check using np.allclose: True\n" ] } ], "source": [ "n = 0 # order\n", "m = 4 # number of roots to compute\n", "sol = sp.special.jn_zeros(n, m)\n", "print('Found roots:', sol)\n", "# zkouška\n", "print('This should be (almost) zero:', sp.special.jn(n, sol))\n", "# využijeme allclose\n", "print('Check using np.allclose:', np.allclose(sp.special.jn(n, sol), 0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numerická integrace\n", "\n", "### Vyčíslení určitého integrálu\n", "Numerical evaluation of a function of the type\n", "Často potřebujeme numericky vyčíslit určitý integrál, tj.\n", "\n", "$\\displaystyle \\int_a^b f(x) {\\rm d}x$\n", "\n", "Numerické integraci se často říká kvadratura, anglicky *quadrature*. Podle toho se jmenují o funkce v modulu `scipy.integrate`, např. `quad`, `dblquad`, `tplquad` nebo obecné `nquad`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import scipy.integrate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zkusíme spočítat jednodychý integrál:\n", "\n", "$\\displaystyle \\int_0^1 x {\\rm d}x$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "výsledek = 0.5 ± 5.6e-15\n" ] } ], "source": [ "val, abserr = sp.integrate.quad(lambda x: x, 0, 1)\n", "print(\"výsledek = {:g} ± {:.2g}\".format(val, abserr))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Můžeme dokonce pracovat s nekonečnými mezemi." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "výsledek = 1.77245 ± 1.4e-08\n", "rozdíl od přesné hodnoty (√π) = 0\n" ] } ], "source": [ "val, abserr = sp.integrate.quad(lambda x: np.exp(-x ** 2), -np.inf, np.inf)\n", "print(\"výsledek = {:g} ± {:.2g}\".format(val, abserr))\n", "print(\"rozdíl od přesné hodnoty (√π) = {:g}\".format(val - np.sqrt(np.pi)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vícerozměrná integrace funguje podobně. Rozdíl je ovšem v tom, že vnitřní meze jsou obecně funkce vnějších proměnných. Tady k tomu využijeme anonymní (`lambda`) funkce." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7853981633974476 1.3753098510206357e-08\n" ] } ], "source": [ "def integrand(x, y):\n", " return np.exp(-x**2 - y**2)\n", "\n", "x_lower = 0 \n", "x_upper = 10\n", "y_lower = 0\n", "y_upper = 10\n", "\n", "val, abserr = sp.integrate.dblquad(integrand, x_lower, x_upper, lambda x : y_lower, lambda x: y_upper)\n", "\n", "print(val, abserr)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "výsledek = 1 ± 6.4e-10\n" ] } ], "source": [ "# spočítáme obsah kruhu s daným poloměrem\n", "r = 1 / np.sqrt(np.pi)\n", "\n", "def integrand(x, y):\n", " return 1\n", "\n", "def y_upper(x):\n", " return np.sqrt(r**2 - x**2)\n", "\n", "def y_lower(x):\n", " return -np.sqrt(r**2 - x**2)\n", "\n", "val, abserr = sp.integrate.dblquad(integrand, -r, r, y_lower, y_upper)\n", "\n", "print(\"výsledek = {:g} ± {:.2g}\".format(val, abserr))\n", "assert np.allclose(val, np.pi * r**2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Obyčejné diferenciální rovnice (ODR)\n", "\n", "`scipy.integrate` (ano, řešení ODR je v tomto modulu, protože řešením ODR je určitý integrál) obsahuje `odeint`, které je jednodušší, a objektové rozhraní `ode`, které umožňuje větší kontrolu.\n", "\n", "My teď použijeme `odeint` pro řešení rovnic dvojitého kyvadla." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ODR (nebo jejich soustava) je často zadaná jako\n", "\n", "$y' = f(y, t)$\n", "\n", "s počátečními podmínkami\n", "\n", "$y(t=0) = y_0$\n", "\n", "`odeint` pak lze použít jednoduše:\n", "\n", " y_t = odeint(f, y_0, t)\n", "\n", "kde `t` je předem zadané pole, ve kterých požadujeme řešení." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Příklad 1: jednoduché kyvadlo\n", "\n", "Rovnice jednoduchého gravitačního kyvadla (pro malou amplitudu) je\n", "\n", "$\\displaystyle {\\ddot \\theta} + \\frac{g}{L}\\theta = 0$\n", "\n", "Řešení je jednoduché:\n", "\n", "$\\displaystyle {\\theta} = \\theta_0 \\cos\\left( \\sqrt{\\frac{g}{L}} t \\right) $\n", "\n", "Zkusme si tuto rovnici vyřešit numericky. Jelikož potřebujeme rovnice prvního řádu, definujeme vektor $x = \\left(\\theta , \\dot\\theta \\right)$, takže\n", "\n", "$\\displaystyle {\\dot x_1} = x_2$\n", "\n", "$\\displaystyle {\\dot x_2} = - \\frac{g}{L}\\theta $\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import scipy.constants\n", "\n", "L = 0.5\n", "m = 0.1\n", "\n", "def dx_pendulum(x, t):\n", " \"\"\"\n", " The right-hand side of the pendulum ODE\n", " \"\"\"\n", " theta, dtheta = x[0], x[1]\n", " \n", " d_theta_dt = dtheta\n", " d_dtheta_dt = - sp.constants.g / L * theta\n", " \n", " return d_theta_dt, d_dtheta_dt" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# počáteční stav\n", "x0 = [np.pi / 8, 0]\n", "# časy pro řešení\n", "t = np.linspace(0, 10, 250)\n", "# a konečně řešení\n", "x = sp.integrate.odeint(dx_pendulum, x0, t)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# analytické řešení\n", "x_anal = x0[0] * np.cos(np.sqrt(sp.constants.g / L) * t)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 't')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(figsize=(12, 4))\n", "axes.plot(t, x[:, 0], 'r', label=r\"$\\theta$\")\n", "# axes.plot(t, x[:, 1], 'b', label=r\"$d\\theta / dt$\")\n", "axes.plot(t, x_anal, 'k--', label=u\"přesné řešení\")\n", "axes.legend(loc=\"best\")\n", "axes.set_xlabel(\"t\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Podívejme se na frekvenční spektrum pomocí FFT." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import scipy.fftpack as fftpack" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "F = fftpack.fft(x[:,0])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# takto získáme frekvence\n", "w = fftpack.fftfreq(F.shape[0], t[1] - t[0])\n", "w_mask = w >= 0" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fourier spectrum amplitude')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,4))\n", "ax.plot(w[w_mask], np.abs(F[w_mask]), label=r\"$\\theta$\")\n", "ax.axvline(np.sqrt(sp.constants.g / L) / (2 * np.pi), color='r', label=\"analytické řešení\")\n", "ax.legend(loc=\"best\")\n", "ax.set_xlabel(\"f [Hz]\")\n", "ax.set_title(\"Fourier spectrum amplitude\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fourier spectrum angle')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,4))\n", "ax.plot(w[w_mask], np.angle(F[w_mask]), label=r\"$\\theta$\")\n", "# ax.axvline(sqrt(g/L)/(2*pi), color='r', label=u\"analytické řeěení\")\n", "ax.legend(loc=\"best\")\n", "ax.set_xlabel(\"f [Hz]\")\n", "ax.set_title(\"Fourier spectrum angle\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Příklad 2: dvojité kyvadlo\n", "\n", "Popis dvojitého kyvadla najdeme např. na Wikipedii: http://en.wikipedia.org/wiki/Double_pendulum" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(url='http://upload.wikimedia.org/wikipedia/commons/c/c9/Double-compound-pendulum-dimensioned.svg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pohybové rovnice jso:\n", "\n", "${\\dot \\theta_1} = \\frac{6}{m\\ell^2} \\frac{ 2 p_{\\theta_1} - 3 \\cos(\\theta_1-\\theta_2) p_{\\theta_2}}{16 - 9 \\cos^2(\\theta_1-\\theta_2)}$\n", "\n", "${\\dot \\theta_2} = \\frac{6}{m\\ell^2} \\frac{ 8 p_{\\theta_2} - 3 \\cos(\\theta_1-\\theta_2) p_{\\theta_1}}{16 - 9 \\cos^2(\\theta_1-\\theta_2)}.$\n", "\n", "${\\dot p_{\\theta_1}} = -\\frac{1}{2} m \\ell^2 \\left [ {\\dot \\theta_1} {\\dot \\theta_2} \\sin (\\theta_1-\\theta_2) + 3 \\frac{g}{\\ell} \\sin \\theta_1 \\right ]$\n", "\n", "${\\dot p_{\\theta_2}} = -\\frac{1}{2} m \\ell^2 \\left [ -{\\dot \\theta_1} {\\dot \\theta_2} \\sin (\\theta_1-\\theta_2) + \\frac{g}{\\ell} \\sin \\theta_2 \\right]$\n", "\n", "Aby jsme si zjednodušili programování, použijeme notaci $x = [\\theta_1, \\theta_2, p_{\\theta_1}, p_{\\theta_2}]$, takže\n", "\n", "${\\dot x_1} = \\frac{6}{m\\ell^2} \\frac{ 2 x_3 - 3 \\cos(x_1-x_2) x_4}{16 - 9 \\cos^2(x_1-x_2)}$\n", "\n", "${\\dot x_2} = \\frac{6}{m\\ell^2} \\frac{ 8 x_4 - 3 \\cos(x_1-x_2) x_3}{16 - 9 \\cos^2(x_1-x_2)}$\n", "\n", "${\\dot x_3} = -\\frac{1}{2} m \\ell^2 \\left [ {\\dot x_1} {\\dot x_2} \\sin (x_1-x_2) + 3 \\frac{g}{\\ell} \\sin x_1 \\right ]$\n", "\n", "${\\dot x_4} = -\\frac{1}{2} m \\ell^2 \\left [ -{\\dot x_1} {\\dot x_2} \\sin (x_1-x_2) + \\frac{g}{\\ell} \\sin x_2 \\right]$" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "L = 0.5\n", "m = 0.1\n", "\n", "def dx(x, t):\n", " \"\"\"\n", " The right-hand side of the pendulum ODE\n", " \"\"\"\n", " x1, x2, x3, x4 = x[0], x[1], x[2], x[3]\n", " \n", " dx1 = 6.0/(m*L**2) * (2 * x3 - 3 * np.cos(x1-x2) * x4)/(16 - 9 * np.cos(x1-x2)**2)\n", " dx2 = 6.0/(m*L**2) * (8 * x4 - 3 * np.cos(x1-x2) * x3)/(16 - 9 * np.cos(x1-x2)**2)\n", " dx3 = -0.5 * m * L**2 * ( dx1 * dx2 * np.sin(x1-x2) + 3 * (sp.constants.g/L) * np.sin(x1))\n", " dx4 = -0.5 * m * L**2 * (-dx1 * dx2 * np.sin(x1-x2) + (sp.constants.g/L) * np.sin(x2))\n", " \n", " return [dx1, dx2, dx3, dx4]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# počáteční stav\n", "x0 = [np.pi/4, np.pi/2, 0, 0]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# časy pro řešení\n", "t = np.linspace(0, 10, 250)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# a konečně řešení\n", "x = sp.integrate.odeint(dx, x0, t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nyní použijeme naší znalosti `matplotlib` a řešení si nakreslíme." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1,2, figsize=(12,4))\n", "axes[0].plot(t, x[:, 0], 'r', label=r\"$\\theta_1$\")\n", "axes[0].plot(t, x[:, 1], 'b', label=r\"$\\theta_2$\")\n", "axes[0].legend(loc=\"best\")\n", "axes[0].set_xlabel(\"t\")\n", "# teď převedeme úhly na x, y souřadnice\n", "x1 = + L * np.sin(x[:, 0])\n", "y1 = - L * np.cos(x[:, 0])\n", "x2 = x1 + L * np.sin(x[:, 1])\n", "y2 = y1 - L * np.cos(x[:, 1])\n", "# a opět nakreslíme \n", "axes[1].plot(x1, y1, 'r', label=\"pendulum1\")\n", "axes[1].plot(x2, y2, 'b', label=\"pendulum2\")\n", "axes[1].set_ylim([-1, 0])\n", "axes[1].set_xlim([1, -1])\n", "axes[1].set_xlabel(\"x\")\n", "axes[1].set_ylabel(\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fourierova transformace pomocí `fftpack`" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "import scipy.fftpack as fftpack" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "F = fftpack.fft(x[:,0])\n", "F = np.hstack((F[:,np.newaxis], fftpack.fft(x[:,1])[:,np.newaxis]))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# takto získáme frekvence\n", "w = fftpack.fftfreq(F.shape[0], t[1] - t[0])\n", "w_mask = w >= 0" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fourier spectrum amplitude')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,4))\n", "ax.plot(w[w_mask], abs(F[w_mask,0]), label=r\"$\\theta_1$\")\n", "ax.plot(w[w_mask], abs(F[w_mask,1]), label=r\"$\\theta_2$\")\n", "ax.legend(loc=\"best\")\n", "ax.set_xlabel(\"f [Hz]\")\n", "ax.set_title(\"Fourier spectrum amplitude\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Fourier spectrum argument')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,4))\n", "ax.plot(w[w_mask], np.angle(F[w_mask,0]), label=r\"$\\theta_1$\")\n", "ax.plot(w[w_mask], np.angle(F[w_mask,1]), label=r\"$\\theta_2$\")\n", "ax.legend(loc=\"best\")\n", "ax.set_xlabel(\"f [Hz]\")\n", "ax.set_title(\"Fourier spectrum argument\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lineární algebra\n", "\n", "Modul `scipy.linalg` obsahuje velké množství nástrojů pro lineární algebru -- pro řešení lineárních rovnic, hledání vlastních čísel, různé dekompozice aj. Obsahuje také všechny funkce z `numpy.linalg`. Více informací viz http://docs.scipy.org/doc/scipy/reference/linalg.html." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "import scipy.linalg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Řešení soustavy lineárních rovnic\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "n_eq = 3\n", "A = np.random.rand(n_eq, n_eq)\n", "b = np.random.rand(n_eq)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Použijeme funkci `solve` na řešení soustavy." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "x = sp.linalg.solve(A, b)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stejné řešení pravděpodobně dostaneme pomocí inverzní matice." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "xx = np.linalg.inv(A).dot(b)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Co a kdy bude rychlejší?" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8.73 μs ± 28.4 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], "source": [ "%%timeit\n", "sp.linalg.solve(A, b)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.04 μs ± 52.3 ns per loop (mean ± std. dev. of 7 runs, 100,000 loops each)\n" ] } ], "source": [ "%%timeit\n", "sp.linalg.inv(A).dot(b)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ještě zkontrolujeme řešení." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chyba solve = 7.791361360319881e-16\n", "chyba inv = 3.2053784592957234e-15\n" ] } ], "source": [ "print(\"chyba solve = {}\".format(np.linalg.norm(A.dot(x) - b)))\n", "print(\"chyba inv = {}\".format(np.linalg.norm(A.dot(xx) - b)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vlastní čísla\n", "\n", "Vlastní čísla matice $A$ splňují rovnici $\\displaystyle A v_n = \\lambda_n v_n$, kde $v_n$ je $n$-tý vlastní vektor a $\\lambda_n$ je $n$-té vlastní číslo.\n", "\n", "`eigvals` najde vlastní čísla, `eig` zároveň i vlstní vektory." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1.3830469 +0.j, -0.03528554+0.j, 0.54065715+0.j])" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sp.linalg.eigvals(A)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "evals, evecs = sp.linalg.eig(A)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vlastní vektory jsou ve sloupcích a v odpovídajícím pořadí k vlastním číslům. Můžeme si to jednoduše ověřit." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4.47545209131181e-16\n", "3.3216670657159767e-16\n", "6.834017936133213e-17\n" ] } ], "source": [ "for n in range(len(evals)):\n", " print(np.linalg.norm(A.dot(evecs[:,n]) - evals[n] * evecs[:,n]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Řídké matice\n", "\n", "Ŕídké matice osahují jen málé procento nenulových prvků, proto se vyplatí s nimi zacházet speciálním způsobem, včetně uložení v paměti. I s tímto nám SciPy může výrazně pomoci." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "import scipy.sparse\n", "import scipy.sparse.linalg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Řídkou matici můžeme vytvořit např. pomocí standardního array obejktu." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1 0 0 0]\n", " [0 3 0 0]\n", " [0 1 1 0]\n", " [1 0 0 1]]\n" ] } ], "source": [ "# řídká matice uložená běžným způsobem\n", "M = np.array([[1,0,0,0], [0,3,0,0], [0,1,1,0], [1,0,0,1]])\n", "print(M)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Coords\tValues\n", " (0, 0)\t1\n", " (1, 1)\t3\n", " (2, 1)\t1\n", " (2, 2)\t1\n", " (3, 0)\t1\n", " (3, 3)\t1\n" ] } ], "source": [ "# vytvoříme řídkou matici ve formátu CSR (compressed sparse row)\n", "A = sp.sparse.csr_matrix(M)\n", "print(A)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Efektivnější způsob, jak vyvořit řídkou matici, je vytvožit prázdnou a poté přidávat hodnoty pomocí indexů. Použijeme na to LIL (list of list) formát." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Coords\tValues\n", " (0, 0)\t0.037233301637553784\n", " (1, 1)\t0.5367246128658247\n", " (1, 2)\t0.3455197597354325\n", " (2, 1)\t0.13455013165727092\n", " (2, 2)\t0.27712217699244457\n", " (3, 3)\t0.8700405249733052\n" ] } ], "source": [ "A = sp.sparse.lil_matrix((4,4))\n", "A[0,0] = np.random.rand()\n", "A[1,1] = np.random.rand()\n", "A[1,2] = np.random.rand()\n", "A[2,1] = np.random.rand()\n", "A[2,2] = np.random.rand()\n", "A[3,3] = np.random.rand()\n", "print(A)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Takto vytvořenou matici převedeme do CSR formátu, který je obvykle efektivnější, a zkusíme vyřešit lineární systém pomocí konjugovaných gradientů (což nemusí vždy fungovat)." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "A = sp.sparse.csr_matrix(A)\n", "b = np.random.rand(A.shape[1])\n", "x, info = sp.sparse.linalg.cgs(A, b)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "converged solution, error 1.3e-14\n", "[23.06803775 1.74106946 0.15624556 0.21287263]\n" ] } ], "source": [ "if info == 0:\n", " print(\"converged solution, error {:.2g}\".format(np.linalg.norm(A * x - b)))\n", " print(x)\n", "else:\n", " print(\"not converged, info = {}\".format(info))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolace a aproximace\n", "\n", "Scipy nabízí jednoduché možnosti pro interpolaci a aproximaci dat." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "import scipy.interpolate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Příklad interpolace\n", "Vyrobíme si nějaká zašuměná data pomocí známé funkce (např. sin) a zkusíme je interpolovat pomocí `interp1d`." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "def f(x):\n", " return np.sin(x)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "n = np.arange(0, 10) \n", "x = np.linspace(0, 9, 100)\n", "\n", "y_meas = f(n) + 0.1 * np.random.randn(len(n)) # simulate measurement with noise\n", "y_real = f(x)\n", "\n", "linear_interpolation = sp.interpolate.interp1d(n, y_meas)\n", "y_interp1 = linear_interpolation(x)\n", "\n", "cubic_interpolation = sp.interpolate.interp1d(n, y_meas, kind='cubic')\n", "y_interp2 = cubic_interpolation(x)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,4))\n", "ax.plot(n, y_meas, 'bs', label='noisy data')\n", "ax.plot(x, y_real, 'k', lw=2, label='true function')\n", "ax.plot(x, y_interp1, 'r', label='linear interp')\n", "ax.plot(x, y_interp2, 'g', label='cubic interp')\n", "ax.legend(loc=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aproximace pomocí splajnů\n", "Nyní se podívejme na splajny, které *aproximují* data, tj. nemusí procházet zadanými body." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LoNLUULqCBQvywQcfMGbMmBePHT9+nOrVq/P06VP8/f3/sM+reoxy5swpQ+kygfgkC80WHOV+uJGWpbKxoEMZsCTBycVwZDaY4zErGs6VbMXxgIKceH6W6xHX//K4qqqiWpI3LVocdY44OjhixIhFtfzpvn5OfpTMUpJSWUpRMktJivoUxaAzsPzQLWbsuYlOsTFIs53qCfsp4x4FQJJFZX9MIJaqg6nf/B1cXd/M9KJCCCFEuqCq8PNS1H0foahWTsUWom/OQExeVwBIuF+C4AVzMUckfw6cOfMnbt/eyN69e3nw4AF6vZ7q1avToEEDihcvTmBgIHny5MHFxeUfRzEajdy4cYOrV69y7do1rl69yuHDh4mIiCAgIIAWLVrQsmVL6tati5NTKk6fffcwbP6AgxgZ5pcFswJxV6uQFNEWBx8TqkVD+J4SxF/J8WKXv73obAaXbu8xqlmzJmXKlGH+/PkvHvvuu+9o164dRqPxlUPp/j+5xyjzGLP1IutPPySbh4EfBtXEI/ERbHif4PBrHHcycMI7gNN6BaP15VXZPBw9yO2emzzueXBKcOLy0csc2HqA8DvhFMhTgHp161G3bl1q166Nj89vM9upqkpUUhShxlCeJzznufE5zxOe8zT+KVfCrnAz8iZW1frSa+kUHWWzlqVh7obs/NmXo9cTyZfFhR0DquMcdom4bcNxDT0DQESCysyTVm771OOt1m1p2bIlHh4eKf+DFEIIIezFZIQdg+DSRgAWJ1ZnSWACGsfnqKpC2K7uPNvaD2y/H+RUlkKFjDRs2JBGjRpRq1atFL2oaLFYOHHiBNu3b2f79u3cuXMHZ2dnGjZsSPv27WnTps3f+oz6n0U9hK9bccL4iIF+WUjSKMRdr4DxTjecApPvoY46WpDoEwUAKYz+J90WRqNGjWLHjh1cvXr1xWN9+vTh/PnzMvmCeMneKyH0+joIRYFvelSmpOk4u/YPZaNByw3Hl6fr9DH4UDVbVapmr0rlgMq44MKmTZtYvnw5J06cwM/Pj27dutGjRw/y5cv3rzMlWBK4EnaFi2EXufj8IheeXyAs4bc5RzVoIDEfxsjiNA1swPx2NZKvkt3+Mfneo1/vg3qSoGfY7mh23TfQs1cvhgwZQvbs2f91LiGEECJNigqGbztCyEVURcso55bs9rmMok3CEufNw8Uzib9W6Q+77dz5lGbN7DMTnaqqXL9+ne+//57t27dz8uRJcuTIwcCBA/nwww/x9PRM2QCxISQub85lSzB9/fxI0CrE3ypN1M9DcC//FIDwvcWJO59bCqNfpZnCKC4ujtu3bwNQpkwZ5s6dS506dfD29iZXrlyMGTOGx48fs2bNGuC36bp79erFhx9+yMmTJ+ndu7dM1y1eEhqTSKN5R4g0mmlfVYubeQU7Y24Q/+u4X52io0zWMlTNVpVq2apRyLsQGkVDcHAwc+fOZc2aNURGRlK/fn169uzJW2+9hYPDm1/7QFVVHsU+4qfgn9h7fy+Xwy//7jkN+d1K0a30OzTJ0wS9ovl1Ne/pEJv8xvbQ5kfnDaEcv5dAx44dGTlyJEWKFHnjOYUQQohUd/cwbOoKCRFYDD60NTTilucJFMWG8W4pHnw2H2vsq9cjTEsf+C9dusTcuXNZt24djo6O9OjRg0GDBpEnT54Ue82LJ56hW9cCa/Z79MyalTidQsL9IkQcGYl7hWeoKoRtK8vR9QFp5udkT2mmMDp06BB16tT5w+NdunThq6++omvXrty/f59Dhw69eO7w4cMMGTLkxQKvo0aNkgVexQuqqtLlqxOceHoIb7+fSdDff/FcHo0zbUv34q2CbfBw/G0IWkREBDNmzGDhwoW4ubnRrVs3PvzwQ/Lnf8VaRynoUewj9j3Yx5qL3xNuvvPi8SxOWXivyHu0LdgWD0UHJ5fA8XlgikNF4aK+DB1X3eTK3Se0bNmSUaNGUbVq1VTNLoQQQrwxp1bAnlGg2ojxKU5DtTDxHqcBiP6lEY+Wf4xqefUFy7Q6DfXTp09ZtGgRS5cuJTo6mjZt2jBy5EjKly//xl/r7FloUjOUnzq3RJ/jNt2z+hOtU0h8lI+o08NwKRKDatEwrX5F3m/8msXuM5E0UxjZgxRGGZfVZmXigTV8d38lGn3yWFqtqlI3IYl2xT+gUvUxLy10lpCQwMKFC5kxYwZms5kRI0YwdOhQ3Nzc7HUKAFhtKu988T1Xog/j7Hsaqyb5XJx0TryV7y3eL/o+uRTH5OF1F78FQHXy4oRTAz5cepRr129Qu3ZtFixYQIkSJex5KkIIIcTfp6pwYBocnQ3A7VzNeTvBDK7J61eG7YzFdsSXXr0+omnTpq8czZHWFy6Nj49n9erVfPbZZ9y+fZvOnTvzySefvHJm5X/rfwvhumme82Pnt3DNcYNuWQMI1yskBBck9uJgnPLF4OKgY1PvKhTNlrk/D0thJIVRhqKqKsefHGfW6TncjUkempnFYqVtbCytFU+ytlsLAaVetLdaraxZs4YJEyYQEhJCz549mTBhwh+mgrenkOhEmsw/QqQxgRplHpPgdIAbkTcAUFCom6suXYt1pbQxHnaPgNDkmXnUbGU54tqSXlOWc/v2bQYOHMikSZPkd10IIUTaZrPCrqEQ9BUAPwV2Z4DxKlqnx6hWDc/XhtGvdi+GDRv2r2aTS2usViurVq1i7NixJCYmMmHCBAYNGvTGhu4HByevU6RNCqfAyZaEG6/zfrYAwrUKJV1rEvPoPS49jSKLmyNb+1Qlp7fzG3nd9EgKIymMMoxr4deYEzSHU09PAaCz6hgY/Zz3YmJxDKwHbb4AZ+8X7Q8dOsSAAQO4fPkybdu2Zfr06RQoUMBe8f/U4ZvP6frlaVQV5rQtSY5sT1h9ZTVHHx990aZ+rvoMKTOAXNf3woHpYIoFFKxlOrPwmjfjps7C3d2dOXPm0KFDh5d6zIQQQog0wZIEW3rAte9RFQ1f5fmQ2eYTaPTRWBP1lLhRkHkjPnujvSppRWRkJBMnTmTJkiXky5ePefPm0aRJkzf7IsYIWNOSi5E36BaQlSRFoV2B9zh2qho3nsUS6OvCpt5V8HH946K4mcE/qQ1ScZUqIf6+J3FPGHN0DO12tuPU01NoFT2FIwI4+Og+H0TH4lixD3Tc9KIoio+PZ+DAgdSpUwcPDw9OnTrFxo0b02xRBFCrYBYG1E3O99G2K3hpirKk/hK2vbWNVvlboVE0/Bj8I2/taMOnmhiiex2Aku0BFe251QzWriV41xyqV69Gx44dqVOnDleuXLHvSQkhhBC/lxgD696Ba9+D1oF5uXozx3oQjT4aJd6VBWVnsmHutxmyKALw8vJiwYIFnDt3juzZs9O0aVNatGjxYnKyN8LZGzp/T0nXXEx7Hg7Axlvf8E6dh2T3dOJuWDzdVp/BaPrztRiF9BiJNEZVVTbc2MDcoLkkWBIAaJirCTlOPGGIeUdyo5ojoc5Y+LV35MSJE3Tp0oVHjx7xySefMGDAgNRdmfo/sNpUuqw6zbHbYQRmceH7/tVxdUxeq+FW5C3mBM3h+OPjALg5uNGrZC86OOXCYfdICLuZfJDAOhz1bE334dO4d+8eQ4YMYerUqTg6Zs4rQ0IIIdKIuOewrg08vQAOroxybccu1yMoWhMe1tzs6rjupcmSMjpVVdmyZQvDhg3j2bNnzJ49m379+r250R7hd+Dzuiw32Fjk5YlW0fJRuTlM22IlymimQdGsrHi/XKYbXSJD6aQwSpdC4kOYeGIiJ56cAKBc1nKMKD+CyG/nUT0seeE3c91J6GsOAXgxZnf27NlUqlSJ1atXU7BgQXvF/9fC45JotuAYITGJtCiVjQXvln7pTevE4xPMDprNrchbAORwzcGQMv1pEHwF5ehssCaBzoCl6hBmnTAxaep0ihUrxoYNG9J0j5kQQogMLPIBfP02RNzB5uRDh5iqXMl/FUVjJkBfjG1tV+Gsz5z3vRiNRkaOHMnixYtp3rw5q1atIkuWLG/m4HcPo65tzThvD3a4ueCqd2VsmSUMWxuCyWpjRusSdKiYhmevSAEylE6kK6qqsvPuTlp/35oTT07gqHVkdMXRrGrwOb575r8oiu5VnPyiKDpz5gzlypVj/vz5fPLJJxw7dixdFkUAPq6OLHqvDFqNwo4LT/j65wcvPV81e1U2Nd/E5KqT8XXy5VHcI4YdHc0g2yOed9sFgbXBkojuyAzGeO7k0q4VxMXFUbZsWdauXWufkxJCCJF5Rd6HL5tCxB0SHLNQ/U4BruS/gqIxk9NQlu/bfZVpiyIAZ2dnFi1axPfff8/JkycpWbIk+/fvfzMHD6yF0nQWk8LCKZuYSJw5jsVXx9Cvvj8AU3de5X5Y/Jt5rQxICiNhV5GJkQw7PIwxR8cQa4qluE9xNrbYSMeC7VC39iLr7Q1YVYXNOceRt+lgbDYb06dPp3LlyhgMBoKCghg5ciRardbep/KflM/jzZgmhYHkN63zD6Neel6r0dK6QGt2vb2LXiV7odPoOPjwIK2ODGZH1e6ob68AZ18Iu0HBYwO5PLMxHdq05P3336dLly7ExcXZ4ayEEEJkOlEPYXULiHnEM6sHZS5nJaZqCIrGQi7Himx753MMOoO9U6YJLVq04OLFixQvXpyGDRsyYsQITCbTfz9w+W44VOrDvGdh5LBYeRz3mDMJc6kU6I7RZGXIxvNYrLb//joZkBRGwm6OPDrC29vfZv+D/egUHf1K9+Prpl8T6JoTNnVFe2ULZlXLeP0wGnUcQmxsLG3btuWjjz5izJgx/PzzzxQvXtzep/HGdK+el0bFsmK2qvRbd5Yo4x/fHJ31zvQv059vm31LEe8ixJhiGHt8HAPCjhLa/Qco2xkAh/OrWVH6EnuWfcSWLVsoV64c586dS+1TEkIIkZnEPEkuiqKCeRCnp/aDXOgaxKIoNnI7VuO7tktx0L6Z6aozimzZsrF3715mzZrF/PnzqVq1Kjdv3vzvB244Da/AuiwOeYabTeX88/Nky78LN0cd54KjWHrozl8fIxOSwkikOptqY9G5RfT7qR/hieHk88jH2mZr6V2qNzo0sL0fXN9Jkqqnp3kodVv3JPRxMFWqVGH//v1s376dqVOnotfr7X0qb5SiKMxqW4rcPs48jkpg8IbXX9Ep5F2Idc3WMbDMQHQaHYcfHabVvq5sK1oPtdN34JEToh7Q6OkCHq7ogI+bgcqVK7Nw4UIy2G2FQggh0oLYZ7C6JUTe40GMwttxxdHWjUFRVPI41GZb20VSFL2GRqNh+PDhnDx5kpiYGMqWLcv27dv/20G1OnhnFYEe+Zj7LBSNCj8+3MU7tZ4DMP+nW1x8FPXfw2cwUhiJVGU0Gxl+eDjLLy4H4L3C77GhxQaK+RRLXhF730dwcQNWNPQ2D8a1RDOsD89Tvnx5TCYTp06domXLlnY+i5TjbtCzpGNZHHUaDt14zpCNF15bHOk1ej4s+SEbm2+kmE8xYk2xjD8+nr73NxH2wU4o1xUAr5sbOdbRxqx+bzFw4EB69eqF2WxOxbMSQgiRocWHwZq3IPwWD6JVuloqYqoc8WtR1IBt7eeh0+rsnTLNK1euHGfPnqVRo0a8/fbbzJ49+79dzDR4wHvfUllxoVdUNAB7Q5ZQr4Qei01l8IbzJJisbyh9xiCFkUg1IfEhdN3TNXnonEbHlKpTGFNpDI7aX6eVPvYZ/LwYgOGmXpw3VMQ3+CBNmzalSpUqnD59miJFitjxDFJHsWweLH6vLHpt8mQMwzZdwGp7/RtjAa8CrG26lsFlB6PX6Dn2+Bjt9nUjqGJneP87cM+BJjqYge57uTK7Gd9+/SXNmzcnOjo6Fc9KCCFEhmSMQF3zFjy/xuMYG6OcG/G87DMURSWHth7b2s1Gq0nf9wGnJldXVzZt2sSoUaMYMWIEPXv2/G8XM70Dof1aekbHUTIxiVhzLEmea8nipufu83g++eHamwufAch03SJVXHx+kYEHBhKeGI6Xoxfz6szDN6ksYWHJz/s8WE3uCwMBmGZ5ny8sTcj1+DxH1ybfTzR16tR0P8HCP7X3Sgj91p3FYlOplTs7/SuUQqv549oDvr6Q69eZN29H3mbY4WHcjb6LVtEyuOxguuR7G2X/eDi7GoA455zUX/aQeJdc7Nq1i1y5Mte0nUIIId6QhCgsXzZHF3qJkDgb83N0YafncVAseNmqsP/9JTjqpKfo3/ryyy/p1asXNWrUYPPmzXh5ef37gx2ZxcMjM3gnezaMGoUWObvzzb7kJT1Wd6tIrYJvaLrwNEjWMZLCKE3ZcWcHk05MwmQzUcCrAAvrLsQakZ1ChSAxEVoV3sHmtp3RamwsjH6HOY6tMd7IyvNtxVi8+Cf69m1u71OwmzUHnzL+h3MoGpW4SzkI310SeLk4Mhjgxo3fiiOj2cjkk5PZfW83AHVz1mVq9am4B5+GbX0h7hk2rSOjj+j4+rKNnTt3Ua5cuVQ+MyGEEOmayUjCioY4hV0iLAG+KzuSBcatoDHhbC7F3o5f4Okks8/9V4cPH6Z169ZkyZKFnTt3kj9//n93IJsVvmrG9oiLfJTFB52io4brZL4/rcXPzZG9g2vi5ZIx7wGTdYxEmmBTbcwLmsfYY2Mx2UzUzlmbr5t8TXbX7ISFJRdFtXIfZX2b7mg1NtY8fos5jm9jNeoJ31cCcKJy5cxbFAEU9wgg7PsyqDYF1xKP8GlyEXj5WkZiIi963iB55rpPanzC+Mrj0Wv0HHh4gPY72nPNKzv0PgaBddBYk5hZLZ4vW+hpWq/mf7/JUwghROZhtRC1sg1OYZeISlIIajSLRQnbQWNCZyrE1neWSlH0htSqVYuff/4ZVVWpVKkSR44c+XcH0mjh7eW0NGtpFBePRbVwm+XkzaIjNDaJj7ZffrPB0ykpjESKsNqsTD45mZWXVwLQvXh35teZj4ve5UWb0v4X+L5DBwy6JLbfbcQkz7aAQsSPxbEZHe2UPO0x3gggbEdpVBu4lnyEd6NL/P/i6P9TFIV2hdq9KEQfxT2i0+5ObH5yBLXjFqg3ERQtjbPFcL6PG1P6tGH+/Pmpc0JCCCHSL1Xl6ar38Xx2gkSrQvDbCxkdvBqbkoCSlIf1LZaR3dPN3ikzlAIFCnDy5ElKlSpF/fr12bJly787kFdulGZzGR8eQVaLhYexwZQoeRitRmHXxaecuhv+ZoOnQ1IYiTfOarMy/vh4tt7aikbRMLXaVAaXG4xG+e3XzcEYzA8d38HdMZZD96sxWNsLm1ZD/A1/jNcC7Jg+bTJez0bYzuTiyK30w+TiSPvXM8kU8y3GhuYbqJWjFiabicknJzP9lxlYqg2ED3aDew4CHBM49aEbt78ZwYQJ42U6byGEEK9188s+BDzejU2Fx01n0v3aSixKDGpSNpbVX0Jhf197R8yQvL292bNnD23atKF9+/Z88803/+5AJdviUewdPn4ejqLCwSc7qFUmBICPd1/D9ieTPWUGUhiJN8piszDm6Bh23N2BVtHyaY1PaZW/1cuNkuLId+pd/F1DOR9Sgs73pqFmTcRq1BOxrzj//x4akcx4LTvhu0uhqsnFUbYeh3Eq+JS/6j3ycPRgQd0FDCo7CAWFDTc2MPDAQOIDSkDvo1CoGTrFxsImThS6PIeJ40ZJcSSEEOIPfvliGAWD1wMQVvcjOt/ZQiLh2JKyMKPqAqoG5rRzwozNwcGBtWvX8v7779OpUydWrVr17w7UdDYVHbPywa+z096wrMLVOZ4Lj6LZcfHJG0yc/khhJN4Ys83MyCMj+eH+D+gUHbNrzaZx3sYvN7LZYGtPnGKv8DQ2K2/v+wKlYvKVioj9MoTur8RfycHz78phiXVE75mA39tnyfruz9yLivnT/TSKhh4lejC39lwMWgNHHx+l656uPFPN8O46aPwpaHR0LKmnybPFTBnZX4ojIYQQL+xbNobSDz4HwFipD12enSHG+gSb2YOhJebQonghOyfMHLRaLStXrqRnz550796dpUuX/vODOHlC6+X0j4qlSJKJGFM0OQvtAFRm7rlBojnzrm0khZF4I0xWE8MODWP/g/3oNXo+q/MZ9XPX/2PDA1Phxi5sGkdabVxLUu1QFK2aPITuugyh+zsSbvnz5PPaRB3Pj82swZA7ghH7jzJm6yXC4pL+dN/6ueuzqtEqvA3eXI+4znu73+NG5E2o3Dt5zSODJ1Vy6uhqXsPMYV2kOBJCCMH6z8ZS+cFi9FoFS9G36WON51HCVVSrgbY5JtO9Shl7R8xUNBoNS5cuZdCgQfTt25fPPvvsnx8kd1X01Yfy6fMwHFWVR4nn8c16jcdRCaw+cf+NZ04vpDAS/1mSNYnBBwdz8OFBHDQOLKi7gNo5a/+x4cWNcGwuALt1vbiRxxMHv1isRgcZQvcPqWYd0ccK8eSLWsRfC8CmwvrTwdSZdYilh+7wIDz+tUVNiSwlWNd0HXk98hJqDKXzD5059vgY5K0JPX4Cn/zk9tTQ13Eby4e+jc1mS+WzE0IIkVYsmTGGWo8W4u6ooOapzmS/QpwNP4SqaqjgPISJjeraO2KmpCgKn332GaNGjWLo0KHMmDHjnx+k9mjyZilJj6jkIXV6v52gSWTRwdtExJvecOL0QQoj8Z8kWhIZ8NMAjj4+ikFrYFG9RVTPXv2PDR+dge39Abjt35K2S47hUfk2ABH7i71yCJ3BkLx4aWbm65v8c3gda4wzcfvKsrBVFYpndyc2ycKne65Ta9Yhqn96kBGbLrDt3GNCYxJf2i+HWw6+bvI1Ff0rYrQY6f9Tfzbe2Ai++aHHj5C3Jm6OCj3dD7BleB1s1szbrS6EEJnVks8+odbDhWRz06BmKcKXxduw7UHyTf85rV1Y/s67KIpc1LQXRVGYMWMGkyZNYuzYsUycOPGfjfTQ6qHNF3wQZya32UycJYKA3EeITbSw4KdbKRc8DZMFXsW/ZrVZGXJoCAcfHsRJ58Tieoup4F/hjw2jH8HndSHuGaHeFcjzURA5eizB5OBO1ZwBDK9S9pXH9/X9bdHSzCw4+OV1iv6///2crDaVLWcfsfnMI849jMRsffmfdn4/Vyrl9Sa3jzP+Hk4EeBjwcdWy4uqn7Lq3A4BeJXvRr3Q/FJsFdg+HoK8AOByXl+ofn0Tr4PSPMgkhhEifVn3xOX4HBtG8oB7VLYADTT5m8OnJoNhwMTZhb9fpeDjp7R1T/OrTTz9l9OjRTJo0iYkTJ/6znY/O5cSJT+nl74cGDbF3+6MxZ2f/0Frk9XX56/3TuH9SG0hhJP4VVVWZfmo6G25swEHjwLIGy15dFJniYVVjCLlIvGseAqfdxu/d6cR6FiCHlxO7B9XA3SBvrG+a0WThl/uRnLgdxok74Vx+Es3r/qUriopnwGEsHnsAKGRoRvMcvcjh6USJx9+Q5cQUNKhcMWWj6KQgHoY4U6hQ8sKyr2MwwI0bUhwJIUR6tGHDBu593oXR1R1RdQautlnOe6emYVOS0MSXZ0f7ReTySf8fmDOajz/+mHHjxrFgwQIGDBjw93e0mGB5DYYqYex3ccZFzU/I9W40LpaNZe+XS7nAqeSf1Aa6VMokMpiVl1ey4cYGFBRm1Jjx6qLIZoNtfSDkImYHTyrNu0eOht0J9yyATqOwsEMZKYpSiLODjloFs1CrYBYAoowmfr4bwfmHUYREJ/AkOpGQXzeT1Ubkk9roE/QY/HdwI3EXl34JIynkLaAQdTTDWaxfQDGHJ1yeVp2w+j+SmOj9p6+fmJjcoySFkRBCpC+7du1ix8ddWPt28hD3kMbT6frLZ9iUJGzGfKxq+qkURWnUmDFjCA8PZ+DAgXh7e9OxY8e/t6POAZrNYeTXLTnmZCBecxsHz7PsuaLhl/sRVMjz53/zMxIpjMQ/tuPODuafnQ/AqIqjaJin4asbHp8HV7djU3S0XBeDoVAtYgs2AYuNEY0KUSaXV+qFzuQ8nR1oXNyfxsX9X3pcVVXC402ERCfyJKoce4Jzsz90MQ5ep/ByUUh42pqDxjJ0NY1klcMsimvucOrHxuTrPJ3nN/OScNsPc5gbMnGGEEKkfwcPHmRa33c41MUJsGGs0o/3bn1PohqBNcmPaZVnUSGPn71jitdQFIXZs2cTERFBly5d8PT0pFmzZn9v5zzV8S/ejr73djLHxwu3gL2ExxRl2q5rbOtbNdPcSyaTL4h/5MSTE0w4PgGArsW60rHIa65G3D2cPDU3MOIghDgVxKPJUJIsNmoWzMKHNQJTK7L4E4qi4OvqSPHsHjQs5s/cJr34pMYMtIqWeIefaVDrJ85PrMu4vj3YVWoJsaoTlTQ32Jh7NLlrnSVb96Nk73UQ94p3QCOz1wkhRHp16tQpur/bku/fc8VRY8OWvwE9EiMIM93DZnGlW76ptC5TwN4xxV9QFIXPP/+cFi1a8M4773D06NG/v3ODqXQ0aclvMmEiFhf/fVx4GMXOi09TLnAaI4WR+NuuhV9jyMEhWFQLTfI0YUi5Ia9uGPMENncD1cbGm3r2PM9K7aGLuBNmJIubI3PblUKjyRxXHtKjZoHNmFNrDjqNjr339zL+xEgKZ3Oifes2uHy4mxiLgbKa26xRZ+FmNqLzTMCrznUCuh7FMXuEveMLIYT4hy5evMhbzRuzrYMrWRxN4FOAqdkrcCnqOKpNS0334QyrW8XeMcXfpNPpWL9+PVWqVKF58+acP3/+7+3omgV9/UmMC48EQONxCo3hIZ/uuY7ZmjkufkphJP6Wx3GP6ftTX4wWIxX9KzKt+jQ0yit+fSwm2NgFjGFcj9Lz0UknRi/exHcXQ1EU+KxdaXxd/zg1t0hb6uWux4I6C3DUOnLo0SEG/DSABEsCmhxleVB7D6HxvpR2usla42fwYw6sRgccssTh3+kk3o0vojFkzvUPhBAivXnw4AENGzZgaXNXSnoawdGDLZX6sTl4LQB5eJ+Frd/ONEOpMgqDwcC2bdsoUKAAjRo14tatvzn9dtkulPctSYvYeEDFNft2HkXGsyuT9BpJYST+UnRSNH1+7ENYQhgFvAowr848HLQOr268fwI8Ok2cRUuHrWaWrP+emQcfAdC3dj6qF8jkCxOlIzVy1GBJvSU46Zw4+fQkA34aQJI1CbN3GWp/tYunsVkplfUKuyr2xPZNIWLP5wTArdRDsn14iAP3Hv6z9RSEEEKkqsuXY6hbdzjdS2Tn7dwxqGj4ofAUJl1ZDICTsRbfvjcInVY+LqZH7u7u/PDDD3h5edGgQQMeP3781ztpNNBsLkMjo3Gz2lAdHqH3OsWKI3czxd90+U0Xf8pqszLi8AjuRd8jq3NWltRbgpuD26sbX94Kp5YC0Pk7I5+s3MLCICOxSRbK5fZicP2CqZhcvAkVAyqyosEKnHXOnAo5xdBDQ7HYzFwLK0zNr37gYXR2ivldZ1+7ttgO5yRkbRVMoW5onc0s+uUi7Zf/zO3QWHufhhBCiP/nzh0zpUoZyGYZwuQq9wEYdGQ0Q5+uAU0S5pj8XJk0g4hnMk9XepYlSxb279+PzWajRYsWxMXF/fVOASXxrdCTAZFRABiy7OXqsxBO3glP2bBpgBRG4k8tPr+Yk09PvljA1d/F/9UNn9+A75PnzP/kWBItRyzjuNGfCw+jcDfomP9uafRyxSldKu1XmkX1FuGodeTIoyN89XwMBicrtyPyUfOr3TyKyUYxv+tsf/c9CHHm6erqxB4tjEGn5fT9CN5efILT9+TeIyGESCtUVWX48E/wdYpiwzsfoNNY+frSO+xpdB6dy3NsJi8ezJmPMdTtTxfzFulDzpw52blzJ7du3aJTp07YbH/jfqE6Y2mHGwWTTKBNxMHnMCuO3k35sHYmn1TFax0MPsjnlz4HYFKVSRTyLvTqhklxsOF9MMVx8J6FpGojcC5WjzUnHwAwt11pcng5p1ZskQIq+Ffgs9qfodPoOBq6l97fTeSXMza2/JSHy6XmEpWooWbuEzxZ9CFBp1XOrc/Hj8NqUjGPN7FJFjqvOsXhm8/tfRpCCCGAmTNn8v32rXzTujvZ3EK4ElqYyXl8cfS/jGrT8+jLT0l8IAvRZSQlS5bk22+/ZceOHYwZM+avd3B0Q9t4BgN/7TVy9D7O4Tt3uPksY48CkcJIvNKDmAeMPTYWgI5FOtI0sOmrG6oq7BgIYTd4EquyRdOMFt2G8tG2ywAMbVCQ+kWzplZskYJq5KjBrJqz0CpafgzZzj7LJ5Qpo9K4SxOulhxNkkXFO+R7yj4bTa6cKjm8nFnTvSJ1CmUh0Wyjx+pf+OFS5rh5Uwgh0qpNmzYxevRotg3OS73AI8SZXOgY2xankrsBeP7DMGJOygx0GVGzZs2YM2cOM2fOZNWqVX+9Q9FW1MxantKJSaCx4OD7E19k8F4jKYzEHxjNRoYcGkKcOY4yfmUYVm7Y6xv/8gVc3oLZCjPuFGbM7JX0WReEyWqjYdGs9K+TP/WCixRXP3d9plZLXp9q/fX1LDi3AICq741in+s7yY1Or4DjyQsAG/Ralr9fnmYlAjBbVfp9c5bNQY/skl0IITK7kydP8v777zOjRwOaux8A4IMbA7DUXQdAzIXWhG56zfqEIkMYNGgQvXr1olevXhw6dOjPGysKSoMpDPq118jB8xe2Xb5EaGxiiue0FymMxEtUVWXyycnciryFj8GH2bVmo9fqX9346UXUvcm9Sp9d8mDCyj0M2niJZzFJ5PdzZW770rJeUQbUIl8LxlceD8AXl77g84vJwy2bj1rJ+shSyY1+nAgXvgXAQadhQYcytCufA5sKwzdd4Kvj9+ySXQghMqu7d+/y1ltv0bR6KUblv42CyoIb7bnaaA+KxkJiSCmC502wd0yRwhRFYeHChdSuXZvWrVv/9TTe2ctRPrAJ1YwJoNjQeO9lzYkHqRPWDqQwEi9Zf309u+/tRqtomV1rNn7Ofq9umBSHuqkritXE3nsK7T47zPyjjznzIBI3g44V75fD1VFmssmo2hVqx/DywwFYcG4B666tQ1EU2sz6kfXBWQBQt/WDO8lXJLUahU9al6RbtbwATNpxlUUHbmWKqT+FEMLeoqOjadasGb5eHmxo64KSEE6UWwmWVopG4xiB1ejL3ekLQdXaO6pIBXq9nk2bNpE1a1aaN29ORMRfTJBUdzyDopLvLdK7n2dN0EmMJksqJE19UhiJF86HnmfWL7MAGFpuKOX9y7++8e7hKBF3eBRjw6Xjak6FaVn7czCKAvPfLU1gFtdUSi3spUuxLvQp1QeAT09/yv4H+3FwcKDBpyf4/p4jimpB/bYTPL0AgEajML55EQbVKwDA7H03mbn3ht3yCyFEZmCz2ejcuTNPnz7l2OT66J8GoTq6846+PDqvq6g2HQ8+m4ct1sveUUUq8vT0ZOfOnYSHh/POO+9gNptf39g3P0VKvEejuHhQwOy+O8MOi5fCSAAQlhDGsEPDsKgWGuVpxPtF33994/Pr4cJ6rDaVk9m641y4JuO3XQFgWIOC1C0sky1kFn1K9aF9ofaoqIw5OobzoefxzeJHgeH7OBwMijke9Zv2EPsMSO7CH9KgIB81KwLA0kN3+PZ0sD1PQQghMrRp06axY8cOflw0GO/r3wAw0q0DIe4HAQjZOBzjrVKv3NdgAF9Zlz3DypcvH1u3buXYsWMMHDjwzxvXGkX/uCS0qorO7RrLfv4Jqy3jjfqQwkhgU22MPTqW0IRQAj0CmVJ1CorymnuDwm5h3TEEgG1Rhan54Qz6rE2ebKFxMX/6yWQLmYqiKIyuOJraOWqTZE1iwIEB3I++T5ESpTG1/pIrz60osU9hUxewmF7s16NGIMMaJC/4O2H7FYIeRNrrFIQQIsPauXMnkyZNYv6kIZR/mDwL2VbvVux2Ooai2Kjg2Zi9094jKIhXbjduQC6ZtTtDq1mzJkuWLGHZsmV89dVXr2/o5k+e8r1pFRcPQJTjdvZezngzzSpqBhvkHxMTg4eHB9HR0bi7u9s7Trqw7to6Pjn9CQatgQ3NNxDoGfjqhuZELMtrowu7xi9hTgROvUHXtZe49DiaAn6ufNevmtxXlEkZzUa67+3O5fDL5HDNwdqma/Fx8mHVrLG0CV+Eh0GBij2h6awX+9hsKn3XnWXPlRD83BzZMaA6Wd0NdjwLIYTIOG7dukWFChWoW6sGW5obUR6f4YFrcZo4e6N1uU8257x81+pbnPWyzqCAHj16sHbtWk6cOEHZsmVf3SgxmpCFZWjm64xJo5AtcQB7e/VM3aD/wj+pDaTHKJO7G3WXz4I+A2BY+WGvL4oA296x6MKuEZYAWfvuYPSOW1x6HI23iwNfdCkvRVEm5qx3ZlG9ReRwzcGjuEf0/6k/RrORD4ZPZ8mzX99gT6+A89+82EejUZjdrhQFs7oSGptE77VBJFmsdjoDIYTIOGJjY2nVqhX+/v5807s0yuMzmHSutFYKo3W5j6PGiWUN50tRJF5YtGgRxYsXp02bNoSHh7+6kcED/+rDeTc2eSKGx+pmfrkfloopU54URpmY2Wpm9NHRJFmTqJatGu0LtX9946vfozmzEoAnFSew5q4L+68+w0Gn4fPO5cjt45JKqUVa5ePkw9L6S/Fw9OBy+GVGHRmFVbXSb/73LLyUPBmHumMwPDn3Yh9XRx0r3i+Pu0HHueAoJmy7IjPVCSHEf6CqKt26dSM4OJi9y8djOLUQgM6aJph8TwMwvcZU8nrktWdMkcYYDAa2bNlCTEwMHTt2xGp9zYXKCt3pbnPH2WZDcXrKp0c2pW7QFCaFUSa29MJSrkVcw8PRgynV/uS+oqhgTJuTu0qDHKtxIVsbvjiWvA7NnLalKJfbO7UiizQuj0ceFtZdiIPGgUOPDvHJ6U9wc3Oj7uQ97LptQ7EmoW7oBPG/XWHK4+vCwvfKolFgw5mHrD0lkzEIIcS/NXPmTDZv3sz6VUvIHTQdUFmhqcZl/+QZQjsW6UijPI3sG1KkSblz52b9+vXs27ePyZMnv7qRzhHvOuPoEp3ca3Qj8Vvuh8WkYsqUJYVRJnU+9DwrLyf3AE2oPOH16xVZLcR//R4OtgTuJHoR02I5E79PnoFuRKNCtCiVLbUii3SijF8ZPqn5CQoKG25s4MsrX1KseAkSmyzgZrgVJfoRbP4ArL+tgVCrYBZGNi4MwOTvr3D63l+sqSCEEOIP9u3bx9ixYxk3bizNbXsh5jG3CWCBnw1Fm0hJ35IMKzfM3jFFGtawYUOmTZvG1KlT2blz56sblWhLZ4fseFqt4BjBnBMZp9dICqNMyGg2MuboGGyqjRaBLWiYp+Fr2yb9OB2X8EvEmRUS39tM/41XsKnQrnwO+tbOl4qpRXrSIHcDRlQYAcC8oHkcDD5Im44fsFnXhtgkFe4dgZ8mvbRPr5qBNC8ZgMWm0nddEE+iEuyQXAgh0qcHDx7QoUMHGjZsyJRW+eHaDszo6OJeHsXpMW56N2bVmoVeq7d3VJHGjR49mpYtW9KpUydu3779xwYaLa71J9MxJrnX6EToeqxWWyqnTBlSGGVCM3+ZyaO4RwS4BDCm0pjXtlMfnER/Yi4ATytPpMeuaOJNVqrm82FaqxKvH3onBPB+0fdfrHE0+uhobkXeYvinn/PJ9V/nfj2xEC5vedFeURRmvlOSwv5uhMWZ6L02CJMlY7zRCiFESjKbzbz77ru4ubmxfuEUlL1jARiib0CMT/IQuinVppDNVUZ5iL+m0WhYs2YNWbJkoXXr1hiNxj82KtCAdq6FcbLZMOmf8eW5vakfNAVIYZTJHHp4iC23tqCgML36dNwc3F7dMDGauDUd0Chwx60Sg++V52l0Ivn9XFnaqRwOOvnVEX9tVMVRVPSviNFiZMCBARhtRvou2suCs1oA1O0DIOzWi/bODjo+71weT2c9Fx9Fs+jgK65UCSGEeMm4ceM4c+YMG7/5Gvcfh6KYjeykKIcDHgDQvlB76ueub+eUIj3x8PBg69at3Llzh969e/+xgaLgXWsUbWLjAPjm6hepnDBlyKfbTCQ8IZyJJyYC0LloZyr4V3h1Q1Ulau0HuFkjeW5xYbbnGK48icHHxYEvu1bAw0m64cXfo9fomVNrDtlds/M47jHDDg/DL8CPEoM38tM9C4o5HjZ3A0vSi31yejsz9a3iACw5eJurTzLOTZ1CCPGm7dq1i1mzZvHJJ59QIeYHNCEXea66MSFrFtDGUcCrAMPLD7d3TJEOlShRguXLl/P111+zZs2aPzbIX493NNnQqSrP1ZuceXoh9UO+YVIYZSLTfp5GRGIEBbwKMLDswNe2Szz9FZ6PfsJig3X5PuGHW0YMeg2fdylPTm9Z80D8M54GTxbVXYSzzpnTIaeZeXomderW51rhwYQZbRByEX6a8tI+zUsG0KhYViw2lRGbL2DOIGOXhRDiTXr06BFdunShWbNmDGlZCuXnxQB84F4Ls/M9DFoDs2rOwqCTxbPFv9OpUye6dOlC3759uXHjxstPKgqBdUbRJC55qN3sE4vskPDNksIokzgQfIAfg39Ep+iYUX0GDlqHV7ZTw++g7kqeseanLJ2Zd8MHrUZh8XtlKZvLKzUjiwwkv1d+Pq35KQoK3974lo03NtJ31FTm3S+U3ODkIri1/0V7RVGY2qo4Hk56rjyJYfnhO3ZKLoQQaZPFYqFDhw44OTmxZvkCEjYnD3f6RFedh77Js8eOrjiafJ4yUZL4bxYtWkT27Nl59913SUxMfOk5pUhLWiclr1V4JfZnHsQ8sEfEN0YKo0wg3hzPx6c+BqBLsS4U8i706oZWM8+Xt8JJY+W2rgB9HifPVjfj7RLUK5I1teKKDKp2ztoveipnnJpBUGgQ/ebvYMXFX+83+q43xD570d7PzcDEFkUBWPDTbW4+i0390EIIkUZNmjSJkydPsn79ehL3jMcl6TkXCGBHngRsWGmcpzGtC7S2d0yRAbi6urJhwwauXbvGyJEjX35SoyF/laHUNCaAAovPLLdPyDdECqNMYNG5RTwzPiO7a3Z6ler12nahG4fgZwomzuZIl/gB2NAwvGFB2lXImYppRUbWvXh3muRtgkW1MPTQUKyuVvL0+IrzIVYUYxh81wtsvw2be7tMduoW9sNktTFi80UsMqROCCHYv38/H3/8MVOnTiXAco9sD3diVjVMCixJjPU52V2zM6HKBJk9VrwxpUuXZs6cOSxcuJDt27e/9JxnpY60jk0uKfY/3EVYQtirDpEupHhhtGTJEvLmzYvBYKBcuXIcPXr0tW0PHTqEoih/2K5fv57SMTOsK+FX+Ob6NwCMrzweJ53TK9slXN2H7/WvARhj68Nj1Zf3K+emX538qZZVZHyKojCl6hSK+hQlKimKgQcHUr1Bffa6vUu8SYW7B+Hkwpfaf/x2CdwMOi48jGLlsXt2TC+EEPb39OlTOnXqRIMGDejwblu8DyUvuzEtax1uq9fQKTpm1pz5+llnhfiX+vbtS6tWrfjggw94+PDhb09o9fjm60HJxCQs2Fh7+RUTNaQTKVoYbdiwgcGDBzNu3DjOnTtHjRo1aNKkCcHBwX+6340bN3j69OmLrUCBAikZM8Oy2CxMPjEZm2qjSd4mVMte7dUNjREkfNMZjQJbbLXZYalI42L+TGpZTK42iTfOoDOwoM4CfJ18uRV5iyk/T2HwtMXMvZY8XFP9aQo8DnrR3t/DwPhmyUPq5uy/yZ3ncXbJLYQQ9ma1WunUqRMajYYFy1bydG0vvIjlqGMgu92TP6j2L9OfkllK2jmpyIgURWHlypW4urry3nvvYbFYXjxXqElf2kYnf7/+2jriTOnzb3WKFkZz586le/fu9OjRgyJFijBv3jxy5szJ0qVL/3Q/Pz8//P39X2xarTYlY2ZY66+v51rENdwc3BhZYeSrG6kqj5a3xVuXwH3Vn/GmzlTM6828d0uj1UhRJFJGVpeszK41G62iZdfdXWy9t5UOM3ez9YaKYrPA5u6Q9Ns9RW3L56BGAV9MFhujNl/EalPtmF4IIexj5syZHDx4kK++XsePW5dTxXqGePQsLJSbRGsiFfwr0LVYV3vHFBmYt7c369ev5+TJk0yZ8tuMsgZnV/QebcljMmNUTWy5ucmOKf+9FCuMTCYTQUFBNGzY8KXHGzZsyIkTJ/503zJlyhAQEEC9evU4ePDgn7ZNSkoiJibmpU1ASHwIC88lD0kaUm4Ivk6+r2wXeXAROaLPYFY1DDT1I2fWLHzeuTwGvRSjImWVy1qOIeWGADDzl5nEexoxN57N/SgbRN6DX2dHhOSrVJ+0KYmLg5YzDyJZfeK+nVILIYR9BAUFMWHCBEaOGs3R4Hi6xKwAYEmJxlyLvYOb3o2Pq3+MViN/v0XKqlatGpMnT2batGkvfU7PXq8f70Ynz1q35uIXmK1me0X811KsMAoLC8NqtZI168uzmWXNmpWQkJBX7hMQEMCKFSvYsmULW7dupVChQtSrV48jR4689nVmzJiBh4fHiy1nTpkoQFVVpp+aToIlgTJ+ZWhToM0r29nCbmM4OAGAzyxtCfcozlfdZAFXkXo6F+1Mg9wNsNiSJ2Oo364NXxtrYbGpcHEDXN76om12TyfGNC0CwMy913kYYbRXbCGESFVGo5GOHTtSsmRJnCq1o8X9abgqiRwPKM3a+EsAjK8yHn8XfzsnFZnF6NGjqVOnDp06dSIiIgKAUvlykmSqh5/FQqg5hp13d9o55T+X4pMv/P97VFRVfe19K4UKFeLDDz+kbNmyVKlShSVLltCsWTNmz5792uOPGTOG6OjoF9tLN4NlUgeCD3Do4SF0io4JlSegUTQEB8PZs7/bzpgJnt8aJ62Nn21FWK9vzZruFQnwePXkDEKkBEVRmFptKnk98hJqDGXUkVEMmL2WZVeS10RQdw2DuNAX7d+rmItKeb1JNNv4dI9MyiKEyByGDx9OcHAw7T9agu6X5VTSXCda78JUbz021UbzwOY0ydvE3jFFJqLValmzZg0JCQn07t0bVVV5+FAhJEdv2kUnALD81CLOBNlefPb8iykG0oQUK4x8fX3RarV/6B0KDQ39Qy/Sn6lcuTK3bt167fOOjo64u7u/tGVmcaY4Pj6dvGbRB8U/IL9XfoKDoVAhKFfut233qE/Io31AtOrMoLj+3P6yMvoEVzunF5mRi96FebXn4aRz4lTIKb669RVVRm3hfIgNJSECdgwCNfmeIo1GYWKLYigK7Lz4lKAHEXZOL4QQKWvnzp0sXbqU/tMWc+DMeYbrNgIwq0QtHhufkc0lG2MrjbVzSpEZZc+enWXLlrFp0ybmz/+OQoVgQr8SWCIr4Gqz8dgaSt0eh1989ixUKO0XRylWGDk4OFCuXDn279//0uP79++natWqf/s4586dIyAg4E3Hy7AWnV9EqDGUnG456VmyJwBhYfD7hYpr5DrG2OpzABid2JOLWxsTF+xJWPqddl6kc4GegUyplnwT58rLK4n2T+BUtg8wWVW4sRsufPuibdFs7rQvnzxkdsrOa9hkIgYhRAb17NkzunXrRv23O7IvJisztUtxVCzszVeF7ZGX0SgaPq7xsUzNLeymXbt2dOrUiY8+mkdiIljjDKy48wHvRMdTzZhAUcNvHSSJiaT5z5opOpRu6NChfPHFF6xatYpr164xZMgQgoOD6d27N5A8DK5z584v2s+bN49t27Zx69Ytrly5wpgxY9iyZQv9+/dPyZgZxq3IW6y/vh6Ajyp/hEFn+EMbD8co1nXojkZR2WipyZrtvUl88OqJGYRITY3zNKZTkU4AjDs2jvr9B/HFHT8A1B9GQvTjF22HNiyIi4OWCw+j+P7CE7vkFUKIlKSqKj169AAHFxIrduU98zZKau4R4uzJFG3yRFPdi3enXNZydk4qMruFCxfi6vrbqKPb50rjH1aKMU80eIX52DHZP5eihVH79u2ZN28eU6ZMoXTp0hw5coTdu3eTO3duIHmRst+vaWQymRg+fDglS5akRo0aHDt2jF27dtG6deuUjJkhqKrK7DOzsak26uWqR9Vsr+qVU1n5fk9yGkK4b8vKoD2fYrwhvXEi7Rhafihl/coSZ45jxLER1Bi3idNPVJSkGPi+/4shdX5uBvr+uvjwp3uuk2Cy2jO2EEK8ccuXL2fn7h8o028hjtF3GKzfgg0Yn68UMeZYivoUpU+pPvaOKQSenp4vTd1tvJWVj+O6Utc8m0PmsnZM9s8pqqpmqHEoMTExeHh4EB0dnanuNzry6Aj9fuqHTqNj+1vbyeWe68VzZ88mj+3s0XgJn1cag0XV0Oj0Kg7sefulYwQFQdn09fsrMqDnxue03dGW8MRw2hRoQ6GzWlo9nYWTXoHmn0H5bgAkmq3Um3OYx1EJDKlfkEH1ZSFoIUTGcOPGDcqUKUP5XrN47JiT7xwnU1K5zdf5KjDT9gyD1sDGFhvJ65HX3lGFAH77rPk/3g0voc8SS9TRgiQF/zYyyR6fNf9JbZDis9KJlGe2mZl9Jnnmvk5FOr1UFP1P0ZK/8FnFyQB8GtydA3tapWZEIf62LM5Z+LTmpygobLm1BfemZVnzJBAAde84iLgHgEGvZXSTwgAsO3yHkOjE1x5TCCHSC5PJRMeOHclWsz3BjnnoodtNSeU2d128mEfyhDPDyw+XokikaRH7i/FsXdWXiqL0QAqjDGDjjY3ci76Hl6PXiwkXfu/28+esa9kLVyWRE7GlmLD6E+DVU6YLkRZUCqhEr1K9AJhycgrlxq7g+GMFxWxE3d4XbDYAmpcMoFxuLxLMVmbtvWHPyEII8UZMmzaN65EqtjLvkE95zAj9FszA2NwFMNnMVMtejXaF2tk7phB/Tk2fJUb6TC1eiE6KZumFpQD0L9P/DzPT3HkeR/Tx4ZTW3iHK6kr7VWuxqTp7RBXiH+ldsjfls5bHaDHy6fVZRNSZSpxJRXlwAk4tA5LXQRrfvCgAW84+4tKjaHtGFkKI/+TMmTPMXPIl2dpOANXGF55foVNNfBFYmisJIbg7uDO5yuTXrgcphPhvpDBK55ZdWEZ0UjT5PfPTusDLk1SERCcyb8UXdFe2A9Bj+0IeRf1xmB2AwQC+6au3U2RwWo2WT2t+ipejF9cjrnMxMIZNMaUBsP04CcJuA1A6pyetSmcDYOrOq2Sw2yaFEJlEYmIinbt9SPZ3p2BCx0e+h8mbcIUrLp6sIPmiz7hK48jq8vfXghQitfj6Jn+W/DPp4bOmTL6Qjt2Lvkfr7a2xqBaW119O1ey/zUQXbTTTY+keFsYMwF+J5IpLA5LqbX7tsXx9IderayYh7OrY42P0+TF55qVpFabi+Vl3amW3oOaqitJ1F2g0PIlKoO6cQySabSztWJYmJWS2RSFE+jJy1Ci+uqHgXLgG5VzD2cwITNZE2hcqw52kcBrmbsjsWrOlt0ikWcHBv61TFBISwunTp2nRosWL31l7fdb8J7WBjKlKx+aemYtFtVAzR82XiqJEs5Ueq0/TM+oz/LWRPLZ4UGzQanCwY1gh/qXq2avTrXg3Vl1exafnZzL6rWnEnRiFa/AJCPoSKnQnm6cT7UsFsvrMbSZtu453oh96rfal40jxL4RIq06ePMnyA9fxqtcTvUblK581KM8SWZi3BHeSwvEx+PBR5Y+kKBJpWq5cv/8760/Tpi3tGedfkaF06dTJJyc59OgQOkXHsPLDXjxusdro/805Cj3aRANtEElWBY+u34KDix3TCvHf9C/Tn1JZShFrjmU9R9hpLg+Abd94iH5McDDM6pYPS6wjz+KNNOgTTLlyvLQVKpR8NUsIIdISo9HI+0Mm4lWnOwBril/E7dkv/OLiwRqSF3KdXHUyXgYve8YUIlOQwigdstqszDozC4D2hdsT6PHrVMaqykfbLhN8/Qwf6dYCEFzwA1zzv2qxVyHSD71Gz8yaM3F3cOdy+GXutqrLuec6NOZ41F1DCXuukhCrI/p4QQDcK99B0b286Gti4m9d/EIIkVYMGzeZpPKdQKPl/SIKle8tIl5RGJ89JyoqrQu0plbOWvaOKUSmIIVROrT19lZuRd7C3cH9pVWvFx64zXe/3GGhfhEGxcxVU3YKdJxjx6RCvDnZXLMxtdpUANbf3sCZev0wWVWUm3vwerIVgLhLObBEO6FzTcK19AN7xhVCiJcEBycvgvn7bcXnQXwXkhOtqw+5PV2YyOco5nhm5SrMY3MM2VyyMaL8CHtHFyLTkMIonTGajSw6twiAPqX64OHoAcDmoEfM3X+Tsbp1FNI8JCxBIffg3aCR/8Ui46ibqy4di3QEYK35MFstxQHIdmE43k4RYNMQfSI/AB6V76DoLXbLKoQQ/xMcnDyc9/8P8R21zgVD7rzYkrTk330f3b0DHHFxY4smHoBp1afh6uBq5/RCZB7yqTmdWXdtHRGJEeR0y0n7wu0BOHYrjNFbLtJI8wtddPsBCK06GRe/PHZMKkTKGFJuCAW9ChKRGMGPNQtzLVKLoyWCzxqNASDucg7MUU5oXUy4lZFeIyGE/YWFJQ/n/T2nAiF4VL4DgHIwB59Wnky0RmFSQPLyA52KdKKCf4XUjipEpiaFUToSY4rhyytfAtC3dF/0Gj3XnsbQe20Q/moocx1XAHDIVJKibw2yZ1QhUoyj1pGZNWfiqHXkVOgvbKvaHpsKnUt9S6N8P/7aa1QAAPeKd6XXSAiR5ui84vFtdgGAmF/y8nHgPHydI/g4ayDPrQnkcc/DoLLyd1yI1CaFUTry1eWviDXFkt8zP03yNOFpdAIffPkLSUmJfOm6FBc1nnPPdVQcs9PeUYVIUfk8870Yd7/JdIpViaUAWN58MC76OOKvZMcc6Sy9RkKItEdrJctbZ9E4Wkh85EWVRw/oWHITBwzO7DaY0SgaplabikH3F6tlCiHeOCmM0onwhHDWXkueaa5/6f7Em2x88OUvhMQkMt39OwqYrxOZoGJquQxnNw87pxUi5bUr1I7aOWtjtpnZUNKN69G5yO35kOn1pr7ca1RJeo2EEGmHV80bOGSNwWp0IHF3QZY2HU60RsNoz+wAdC7amdJ+pe0bUohMSgqjdGLV5VUkWBIo6lOU6tlq03ftWa6HxNLK5TLtTN8BsMlUi0qN2to5qRCpQ1EUplSdQhanLIRYgvnAljwt/YCKy6mc4zTxV7JhjnBB62zCrex9DIbkRV6FEMJeDHme417xHgDhu0sytfKn5PJ4xDjXHCQ4JRHgmId+pfvZOaUQmZcURunAs/hnfHv9WyC5t2jsd5c5djuMvA5RzNYtBeDLqw50mPKNPWMKkeq8DF5Mrz4dgLiyJ1igFkKjqOzt14+g01aGNU6eoS5nw7ucvWT+3YrcQgiRujROJnx+va8o9mwuSifdp1+Fzzno7MRhH1BtGnrkmCZD6ISwIymM0oEVF1dgspko61eWy7cD2HL2EQ4aG99lXYUuKZKgJ1ZydPsKNzc3e0cVItVVyVaFD4p9AMCGQjpuWHS4J96kTOISBr6VjUBfF+JMZn4Kvm/foEKITEtVVXyaXETnmoQpzJX4I/n4ouUAYrQKoz2Sh9CF7elCfudSdk4qROYmhVEa9yj2EVtvJS9eWdW7EzP33gBgc+HDeD4/Q0wSbKIpDRo3s2dMIexqQJkBFPEuQow5lokFSmADrD9NRRfzkEH1k+81+vzoPWISzfYNKoTIlDadO4lzgWeoFg1hO0ozpso8ima5wUSPAIwGE4lP8hKzu58M9xXCzqQwSuOWXliKRbVQ0qcCC3ZZUVWYUPQZJe5+AcCoY46M+nS5nVMKYV96rZ5Pa36Kk86JK4Qz2zkrOtVM4ncDaF4igPx+rkQnmPnq+H17RxVCZDLXn0Tx7Y1nAHQpk5/zG58yvvZcfnJ24oCnFgUNH9eYzvUrjjLcVwg7k8IoDbsbdZedd5On3r57swbxJitNctv44NnHKKgsDzLRePjneHl52TmpEPaX1yMvIyuMBOBbfxeuaPUYgg+jvf49A+sl9xp9cfQu0QnSaySESB1JFisdF+0HrQMlszow6d1Ait4eRIxiZWrWAAA+KN6VttVLSFEkRBoghVEatvj8YmyqDTdrKZ6G+hHopWehdj5K/HMuh8Fxtxa89dZb9o4pRJrRpkCb5Cm8VQsjs+clSYGE7wbSrIAzBfxciUm0sPrEfXvHFEJkEmPXnyTc5owDZj7vXgPNuTXw8Gc+zpKFcCzk88hH39J97R1TCPErKYzSqOsR19n3YB+gEPKgDq6OOrbm24nuyS/EW3V88IOeOfMX2zumEGmKoihMqjIJb4M3wdpEZrj54mSJxrx3Av3rJs9Q9+XxexhNsq6RECJlHbkZypYr0QDMbV+OrEo07J/IAWcnfnB2fLGQq6PW0c5JhRD/I4VRGrXo3CIAzNElUU3+bKh8H8/LqwFovyGGIVMXkCVLFntGFCJN8nHyYXLVyQBs9XHmtMERh/OraebzlFzezkQazWz45aGdUwohMrKYRDN9vzoBQN3cDjQvkxP2jCbaHMNUPz8AuhTrQoksJewZUwjx/0hhlAZdCbvC4UeHUVUNSWH1mVldQ7GgiQB8dtYBW/4GdOjQwc4phUi7auesTZsCbVCBUX4BxGkVEr7tQe8ayYP4Pz9yF7PVZt+QQogMa/S3p4mz6XGxxbOoex24tR+ubGWWtzdhikoed1nIVYi0SAqjNGhB0DIALDGleK9wPt65PRosCVwxZWPiwQSWLl2Koih2TilE2jaywkhyuuUkTGtjspcPbvH3aJXwHVncHHkSncj280/sHVEIkQEduRnK7utRACzuUhVnkmDnUI46Gdju5oKCIkPohEijpDBKY66F3+REyCEAAnXNmWJbgBJ5n0RDVmrOu8HUadPJnTu3fUMKkQ446535uPrHaBQN+9yd2ePijPbwDAaVT15VftnhO9hsqp1TCiEykrgkCwO/PgVAzQCV2sVywKEZxMU8ZPKvw987FulIab/SdkwphHgdKYzSmGF75yV/YSzBt/luob29D1VnoOMOlfwlKtC/f3+75hMiPSntV5oPS3wIwGQfH6J0Ko1uT8fNoON2aBz7rz2zc0IhREYy+btzRJk1OJpjWdq7MTy9ACeXMMfbk2dahZxuORlYdqC9YwohXkMKozTkq9NBBJuOAzA5b0XcT84C4HtrLb4/fZ/PP/8crVZrz4hCpDu9SvWimE8x4rQKH/l64/P8BBMLPABgyaE7qKr0Ggkh/ruf74az6XwoAHPeLYeLXoEdg/jZUcdmdzcAJledjJPOyZ4xhRB/QgqjNOJ2aCyzfl6OotjIpStI6/OfASqR+d6m3cfbGTlyJCVLlrR3TCHSHb1Gz4waMzBoDfzs7MR6d1fq3ZqOh87MhYdRnLwbbu+IQoh0LsFkZcDXPwNQ1sNI8woF4PQKjE/PM+nXIXTtC7Wngn8Fe8YUQvwFKYzSAKPJQs91h1DcfgFgYvRdSIxCzV6e1itukidPHsaPH2/nlEKkX3k98jK0/FAA5np5EaWPY6bvbgCWHrpjz2hCiAxgxq7LPE8AbVIsXw5+C6Ifw4FpzPfy5LFOQzaXbAwpN8TeMYUQf0EKIztTVZVx313mkW0visZCSdWBCqF3wSMnq5MacejYSVasWIHBYLB3VCHStfaF2lMloAomjcI4Xx9qRmwkv+YpR2+FcelRtL3jCSHSqaAHkaz5OXlttCktCuPh5AA/jCRIMfONR/IQuolVJ+Kid7FnTCHE3yCFkZ2tP/2Q7y7cwsH7JAA9nz1CcXDlWb0FDBw7jR49elCrVi07pxQi/dMoGqZUm4Kb3o1LBke+9nJjjuNKQGXZYek1EkL8c4lmKwPXngJFoaA+go51S8ONH0i8sYuJWXwAaF2gNVWzVbVvUCHE3yKFkR1dfhzNpB1XcPA+iaIxUTDJRM1EE7yzit4TF+Li4sLMmTPtHVOIDMPfxZ8xlcYAsNTLA0f9LVpqTrL78lPuhcXbOZ0QIr35bP8NHsdaURJj+GZEGzDFw+4RLPH04IFeh5+TH8PLD7d3TCHE3ySFkZ3EJJrpu+4sJmsC7r5HAOgRHYPS6GO2XU1g27ZtLFiwAC8vLzsnFSJjaR7YnHq56mFRFMZk8WGUbjWuqpHl0mskhPgHrj6JYcWRuwAMr50DX3dnODSDywnPWO3hDsD4KuNxc3CzZ0whxD8ghZGdTP7+KsERRor4/0SSkkQus5mGhdsTU+Q9+vfvT7NmzXjnnXfsHVOIDEdRFCZUmYC3oxe3HRzY6KNhqG4TW84+IiQ60d7xhBDpgM2mMmLDGVQUslmf0a9VDQi5hPnkEiZk8camQJO8Taids7a9owoh/gEpjOxgz+WnbDn7CD/Nc5LcDgPQTR+AtuksPho/nsjISBYvXoyiKHZOKkTG5G3wZkLViQB85eFOSedDFLTdZeWxu3ZOJoRIDzaceciVZwmo5kTWDG4JNhvsHMIXHi7ccnDAy9GL0RVH2zumEOIfksIolYXGJjJm6yWcSKRnwCKeaxX8bNCizQZ+OXueRYsWMXXqVHLnzm3vqEJkaPVy1aNlvpbYFIXxft6Md1jJt6cfEJ1gtnc0IUQaFhFvYur2iwC8nV9P/uy+EPQlt56dZ4WnBwBjKo3B2+Btz5hCiH9BCqNUpKoqo7dcIt5oZI3rArY6xQHQtUR3NAZvevbsSenSpRk4cKCdkwqROYyqOIqsTr481Ov50TeSFpb9fHMq2N6xhBBp2ORtFzBaFZySwpndsznEPsP642QmZPHGoijUzlmbxnka2zumEOJfkMIoFa0//ZDD15+y0GExEQ43eKjX46l3pU2pnsybN4+LFy+yYsUKdDqdvaMKkSm4O7gztfrHAGxwd6O22xa2Hj1PksVq52RCiLTol/sRbL8UCsDc9yqh02pg71jWOtq47OiIm96V8ZXHy1B4IdIpKYxSyf2weKbvusyn+s9ppDnN1792t79btBOhj0OZOHEiAwYMoHz58nZOKkTmUiVbFToUag/AzCzOdDJ/ybZzj+2cSgiR1pitNoauOwVACecYmlQoBLd/Ivj6NhZ6eQIwvMII/Jz97JhSCPFfSNdECggOhrCw37632mx8dOAcw21f8Y7uCBccDVxwdECv0dOuYDu6vNMFb29vpk6dar/QQmRig8sN5XjwQYITQrnld4WI/d/Ttlw/NBq56iuESPbFkTs8jLWhmIx8Oa4VmBOw7RrKRF9vkjQKlQMq83b+t+0dUwjxH0iP0RsWHAyFCkG5cr9t9QfcpWnMF3yg2wvAwNjaQPJUngd3HuSHH35g0aJFuLnJWgdC2IOz3plptWejANvdXKmqWc5PV6TXSAiR7ElUAnP2XgOgX/Vs+Lo5wdG5bLaEccbJgJPWwMQqE2UInRDpnBRGb1hYGCT+bikUvV80I2rPZZDuOwC6H5lIeP4bALTK2YpBgwbx9ttv89Zbb9kjrhDiV2X8ytC5QDsAVmaxcuF76cEVQiQb9e1pLGjxUaMY2qoqhN0i5OcFzPX2BGBg2UHkcMth35BCiP9MCqOUpLUysP1MPnJcB8DYn8azy1dB0Vop7FKBlTNWEh8fz8KFC+0cVAgB0L/iCHLrvQjTaXnqcYCfz523dyQhhJ0duPaMo/fjUG1WvuhVH40C6q4hTPZyI16joVSWUnQo3MHeMYUQb4AURimoy1vLmOm1GICZpwbwyek+eNXaDECh2OosX76c6dOnkz17dnvGFEL8yqAzMKP+QjQq7HMzcGxPP3tHEkLYUaLZyrD1pwGon1NLmcCscGkTu0KDOObshF6jY0rVKWg1WjsnFUK8CVIYpaAnVwqSYHPki5vvMmrPVLyq70DnGkPSs5x8+/EPlC9fnr59+9o7phDid0r4leKdgOQ1SHZkjWTf1vl2TiSEsJcF+64QadKgt8SzoGcjSIgkfN9YPvXxAqB3qT4EegbaOaUQ4k2RwigF7b/RgPLLjtDr2yWgqPg0SB5SF76/I3fv3GPFihVotXKVSYi0ZlT96QRYDERotWx5sgxLktHekYQQqexZTCLLj9wDYFyzorg46uCnKXzqZCNKq6WgZwE+KP6BnVMKId4kKYxS2PWwQthULa4lj+EYcB+r0Y2oo2/ToUMHypQpY+94QohXcNA60LfsJ2hVlRNuOuYva2PvSEKIVDZ8zRGsio5sDol0qV0MHv7Cwavr+cHVBS0aplSfil6jt3dMIcQbJIVRKvFt8DUAkYdbY0typk+fPnZOJIT4M63K1KN0QjEAtroFc+3yT3ZOJIRILUH3wjj6yAzAom61UWxWYnYOZtqvQ+i6FO9KMZ9i9owohEgBUhi9Yb6+YDC8/Jhjjpu4Fv8Z1aYh/Mf30Out5MrlbJ+AQoi/rUP1OeRKUojRaph+cCCqqto7khAihamqSt8vDgBQO48TZfP4wOnlzLU8IVSnI7drDvqUkoubQmREUhi9YblywY0bEBT029Z98VoAki45UK3EHG7f1pIrl52DCiH+UoNi2fGI64JOVbngrmHhug/tHUkIkcJW/XiBZ1YXtKqVTzpUhejHnDo+ky3urgBMqjYVg87wF0cRQqRHUhilgFy5oGzZ5C13kXB+jt4FQOSP91izZrAURUKkExqNQqua7Sgf7g/AN0kneRByw86phBApxZhkYcYP1wHoWzsf/h4GjD+MYJKnEwDtC7ajvH95e0YUQqSgFC+MlixZQt68eTEYDJQrV46jR4/+afvDhw9Trlw5DAYDgYGBLFu2LKUjpqiNNzdispkw3jEyrts4cubMae9IQoh/oFXp7NxKHEDBRCvxOg0jt74nQ+qEyKAGL9uBxcENLweVfvULw829LA49ziO9Hn+DD4PLDbF3RCFECkrRwmjDhg0MHjyYcePGce7cOWrUqEGTJk0IDg5+Zft79+7RtGlTatSowblz5xg7diwDBw5ky5YtKRkzxZisJjZc3wCA2003BvQfYOdEQoh/ykGnoVPNErg8bYReVbnqYmL53qn2jiWEeMNuPgplb3DyRY8pbcpiUJO4tHc4a93dABhfbQquDq72jCiESGEpWhjNnTuX7t2706NHD4oUKcK8efPImTMnS5cufWX7ZcuWkStXLubNm0eRIkXo0aMH3bp1Y/bs2SkZM8X8cO8HwhPDMUeYWTp0KTqdzt6RhBD/QoeKubioNKZpePKkKaseb+BpzBM7pxJCvEkffLYNRe9IiQBnmpcMwHT4EyYYTNgUhea5G1MzR017RxRCpLAUK4xMJhNBQUE0bNjwpccbNmzIiRMnXrnPyZMn/9C+UaNGnDlzBrPZ/Mp9kpKSiImJeWlLKzxVT4yXjRQyFqJKxSr2jiOE+JdcHHV0rZaXw2E9KZ5oIkGnYeDGd2VInRAZxLo9x3mszw7A9DZlUJ5f5/Ora7jt4IC3zoVRlcfZOaEQIjWkWGEUFhaG1Wola9asLz2eNWtWQkJCXrlPSEjIK9tbLBbCwsJeuc+MGTPw8PB4saWle3hqFajFkvpLWNN/jb2jCCH+oy5V8hCuz0GBp+VwsKlc10ey+vRye8cSQvxHZrOZCdsuAtCmTDZKZvfgxs7+fOGRPGxuTLVJeBo87ZhQCJFaUnzyBUVRXvpeVdU/PPZX7V/1+P+MGTOG6OjoF9vDhw//Y+I3q1GjRnh4eNg7hhDiP/JycaBDxVxsSGxLlygbAIuuLOZp3FM7JxNC/Bf9Z36J1TMXBq3CyCZFsJxby0TLQyyKQl3/KjTK3cjeEYUQqSTFCiNfX1+0Wu0feodCQ0P/0Cv0P/7+/q9sr9Pp8PHxeeU+jo6OuLu7v7QJIURK6FEjLzatI6efd6R0YhJJWhi8vbsMqRMinbpz7z67H2oB6Fu3AFl1RtYen8oVR0fcNA6MqzHtTy/mCiEylhQrjBwcHChXrhz79+9/6fH9+/dTtWrVV+5TpUqVP7Tft28f5cuXR6/Xp1RUIYT4WwI8nGhdJgfHbKVpFxeIwWbjquUh66+ss3c0IcQ/pKoq709ajtbTHx8XPT1q5OXBnuEsck3+vDGi4mj8nP3snFIIkZpSdCjd0KFD+eKLL1i1ahXXrl1jyJAhBAcH07t3byB5GFznzp1ftO/duzcPHjxg6NChXLt2jVWrVrFy5UqGDx+ekjGFEOJv61UrEEWBac870j/aCMCcX2byOO6xnZMJIf6Jb7ds46F7cQCGNCiE4elpJoYeJUmjobJXEVoVfMfOCYUQqS1FC6P27dszb948pkyZQunSpTly5Ai7d+8md+7cADx9+vSlNY3y5s3L7t27OXToEKVLl2bq1KksWLCANm3apGRMIYT42wKzuNK0eADP8MbVoT1lExMxaVRG7B2MTbXZO54Q4m+IjY1l1Kq9aF08yePjTPuy/mzeO5AgJwNOaJhYZ64MoRMiE1LUDDY4PiYmBg8PD6Kjo+V+IyFEirj8OJrmC4+hV6z8kH0a77nEk6DRMLbiWDoU6WDveEKIv9B78Eh+0FRCcTCwpGNZyoavotW9b4jXaBhdegAdS/W0d0QhxBvyT2qDFJ+VTgghMpri2T2oUcAXs6rlR88hDI6IBmDWqU95GJu2ZsYUQrwsKCiITVfjUBwMlMrpSePsSUy+voZ4jYbSztl5t0R3e0cUQtiJFEZCCPEv9K2dH4C51z1pmbc1FRISMStWxhwcJUPqhEijrFYrPQaPwa10YwBGNyrErt29OObkgF6FyfUXo9Vo7ZxSCGEvUhgJIcS/UDnQmzK5PDFZbHyuf59JceBks3Eh8hLrr6+3dzwhxCssXryYR95lQKOldqEsFIjfxyem5F7ePoU6EOiVz84JhRD2JIWREEL8C4qivOg1+uKXcLxrT2NYRBQAc0/PJjgm+E/2FkKktkePHjFx/ipcitREUWB0nRx8fGo6MVotRfRedK00wt4RhRB2JoWREEL8S/WL+FEsmzvxJiuLQkvyjm8FKiUkYsLC2KNjsdqs9o4ohPjVwEGDcKveCYC3S2cn+PwY9jtq0Kkwtf5C9BpZL1GIzE4KIyGE+JcURWFI/YIArD75gOh6nzApIgZnm40LYRdYd00WfhUiLdixYwc/nL2HJqAIDloNvYs9Z3rELwB0z9mQQn6l7JxQCJEWSGEkhBD/Qb0ifpTM4UGC2crSCzZyVB/OiIhIAOYHzeNe9D07JxQi8wkOhrNnk7ejR+P58MOl5GiWPFSucWAOvvh5NBFaLfkVJ3rWnmHntEKItEIKIyGE+A8URWFIg+Reo69/fkBoyV687RBAVWMCJtXMR8c+kiF1QqSi4GAoVAjKlUveatZ0Idb7c8yu7tiSdDz/8Wt+0JvQqCpTas3EQetg78hCiDRCCiMhhPiPahfMQplcniSabSw7+ghtiwVMDovA1WbjYthFVl9dbe+IQmQaYWGQmPi7BxQbntVvAeB0VUtIvV0AvO1QjhK5a6d+QCFEmiWFkRBC/EeKojD0116jtace8My7HP4lOjAyPHlI3aKzi7gdedueEYXItFyKPUbvHY/V6EDFGtMI02vIatTSuMASe0cTQqQxUhgJIcQbUD2/LxXyeGGy2Fhy8DY0nEpLiwO1jAmYVTPjjo/DbDPbO6YQmYvGhke15N6iYnEnOZ8zHEVVeb56HA5aFzuHE0KkNVIYCSHEG/D7e43Wn37IE5MT2qazmBgWjrvVytXwq6y8tNLOKYXIXFxLPELvmYDOmIS58iYACt8M5OKptnZOJoRIi6QwEkKIN6RqPl8qB3pjstpYfPA2lHgH37z1GPvrkLplF5ZxLfyanVMKkbGpqpr8hdaKR9Xk3qIyfisIdYSsSSo/LPzCjumEEGmZFEZCCPEG/W9do41nHvIwMgGl+VwaJ6nUjzdiVa2MOz4Ok9Vk55RCZFz79+8HwK3UQ3TuieTS/ML1nI8BULb0JC7Oz57xhBBpmBRGQgjxBlUK9KFafh/MVjW518gzF9oGk/koLAJPi5VbkbdYdmGZvWMKkSFFRUUxe/ZsFJ0V98q30SgJaPNsBaD8Ax9+3DfQzgmFEGmZFEZCCPGG/a/XaFPQI4LDjVChB14BZZkQHgHAyssrufT8kj0jCpEhjR49msTER3iWv4/OLYlivqsIc1TxN1vZ97shdAYD+PraMagQIk2SwkgIId6w8nm8qVkwC1abyoIDt0CjRfPWIuolmGkSF49NtTHu+DgSLYl/fTAhxN9y/Phxli9fzpSP+5Gr8V18nc9x3/chAAPc3mHH3vwEBUFQENy4Ably2TmwECLNkcJICCFSwJD6BQDYevYRV5/EgF8RNDWHMy48Em+zhXvR91h0bpGdUwqRMSQlJdGjRw8qV66MQ/EGRCXG4pp9MwDtrE60bDuRsmV5sUlRJIR4FSmMhBAiBZTJ5UXd/AHYVBix/gpBQSrnXIeiM+Rjyq9D6tZcXUPQsyA7JxUi/fv444+5c+cO85es4POj98mXdQ3hOivZLBaGNlwMGq29Iwoh0gEpjIQQIgUEB8OGsUWwmTVceR5BzY4hlK3oSIOFi6lhTKJVbBwqKqMOjSPeHG/vuEKkW5cvX2bGjBmMHj2aE+GOWJQLhHrdAWBy1tq45Khg54RCiPRCCiMhhEgBYWFgfO5EzKl8AHjVuYais3LyUSUW//Iho8Ij8UuCZ4mPmX1mtp3TCpE+Wa1WevToQb58+eg3ZCQrj13HM9t6ANomQeWGc+ycUAiRnkhhJIQQKSjmVD4sMQZ0Hgm4V7gLwNifJhARlZ0ZEc8A2HxzM0ceHbFnTCHSpSVLlnDq1Ck+//xzvj79GDfPdcTozQRYLAyr9Sk4ONs7ohAiHZHCSAghUpBq0RJ5qAgA7pXvoHVLIM7kRo/vF1AxMYlO0TEATDoxiajEKDsmFSJ9CQ4OZuzYsfTp04diZSqyOmgvsV5XAZjsWgKXQk3tnFAIkd5IYSSEECnMeC2AxIdeaByseNW6DsD+u/VYHtSVQZHR5Eg08zzhOdNPTbdzUiHSB1VV6dOnDx4eHsyYMYPFhy/j7LcGgLZGE1WaLbZzQiFEeiSFkRBCpDiFyJ+KoargUuwJjtmTZ6UbsW8qNp0/s8LD0aiw5/4efrj3g52zCpH2bdiwgd27d7NkyRKsOid23JmNUZ9EdrOFYeVHgGsWe0cUQqRDUhgJIUQqMD3zIO5iTgC86l0FVGJN7jwuv5TiJhM9o6IBmPbzNEKNoXZMKkTaFh4ezsCBA3nnnXdo2bIlk/Zvwuh+CUVVmarPgUv57vaOKIRIp6QwEkKIVBJ1pBC2JB2OAdG4lHgEQGyWOljLdqVnVDT5E0zEmGKYeGIiqqraOa0QadOwYcMwm80sXLiQexGhnAj/DICOsQlUaLEcFMXOCYUQ6ZXO3gHsxWq1Yjab7R1DpHN6vR6tVhYOFH/k6wsGAyQm/vaYzehI1PECeNe9hlfNG9ge+OPrq0dbbBqWaz8wOzyMd7Jn49jjY2y+tZm2Bdva7wSESIP279/P6tWr+eKLL/D396fVNx+QpEsij8nMwNL9wDvQ3hGFEOmYomawy5IxMTF4eHgQHR2Nu7v7H55XVZWQkBCioqJSP5zIkDw9PfH390eRq5Ti/wkOTl7P6PfMVhtD9h3hSWw8HUoHMuPd5BnruHsY1rRktbsbs328cNI5saXFFnK650z94EKkQbGxsRQvXpz8+fPz448/suXGbiafGo1WVVkW50LlPsdBm2mv9wohXuOvaoPfy3TvIP8rivz8/HB2dpYPs+JfU1UVo9FIaGjy/SABAQF2TiTSmly5kreXaZjuVpQPvvqFzZfu8X7N7BTN5g6BtbCU6cr7575in8GZiy4w5tgYvmr8FTpNpnurFuIPRo8eTVhYGIcOHSI8MZyZpyYB0C0qlkrt10lRJIT4zzLVu4jVan1RFPn4+Ng7jsgAnJycAAgNDcXPz0+G1Ym/pU5hPxoVy8reK88YuvE82/tXw1GnRdd4OgnXfmBWRBitnHJw4fkFvrj0Bb1L9bZ3ZCHs6vDhwyxZsoQFCxaQJ08e+uztTQKJFEoy0dS/LUpAKXtHFEJkAJlq8oX/3VPk7CwrYYs353+/T3LPmvgnpr9dAh8XB66HxPLZ/lvJDzq64tR+JdksVsaHPQdg2YVlXA67bMekQtiX0Wike/fuVK9enX79+vH9ne85/uwEOlVlUISGfK2n2DuiECKDyFSF0f/I8DnxJsnvk/g3fF0d+bh1CQBWHLlD0IPktY3IW4OkMt1oHm+kTkwCVtXKmKNjMJqNdkwrhP189NFHPH78mJUrVxKaEMqMn6cB0C8yGtdqM1Ec5GKnEOLNyJSFkRBCpAWNivnTpmwObCoM3XiB+CQLAI5NPybeKQdTI8PxsSrcj7nPnDNz7JxWiNR38uRJ5s2bx9SpU8lfID8fHR1LvDWRkolJZE+qQunqze0dUQiRgUhhJIQQdjSxZVGyeRh4EG5kxg/Xkh/UO+HaeT0uVvgkNASAjTc3cuTRETsmFSJ1JSYm0q1bNypUqMCQIUNYe3Utp579gpPNxtDnZtyaz5AeeyHEGyWFkfjbjEYjbdq0wd3dHUVR7Drl+aFDh+yeQYg3wd2gZ1bb5BvH1/4czOGbyfcWEVASc41RVE5M4t2oWADGHx9PeEK4vaIKkaqmTJnC3bt3WbVqFXdj7jL/7DwAhkdEsd+lL9WKyZpFQog3SwqjdKJ27doMHjzYrhlWr17N0aNHOXHiBE+fPsXDwyNVXvdV5161atVUzSBESqqW35euVfMAMHLzBaKNyRN5ONUdQYRbEYZHRZLHDBGJEUw6OYkMtvycEH8QFBTEzJkzmTBhAgUKF2D0kVGYbGZqGhMwRBWjarOu0lskhHjjpDDKQFRVxWKxpNjx79y5Q5EiRShevLjdFzR1cHCwewYh3qRRjQsT6OvCs5gkJn7/6yx0Gi3e3TditeqYHfoUPRoOPTzE1ltb7ZpViJRkMpn44IMPKFmyJCNHjmThuYXcjLqFl9XKoOcmtgcMoUYBX3vHFEJkQFIYpQNdu3bl8OHDzJ8/H0VRUBSF+/fvvxhOtnfvXsqXL4+joyNHjx6la9eutGrV6qVjDB48mNq1a7/4XlVVZs6cSWBgIE5OTpQqVYrNmze/NkPt2rWZM2cOR44cQVGUF8dSFIVt27a91NbT05OvvvoKgPv376MoClu3bqVOnTo4OztTqlQpTp48+dI+x48fp1atWjg7O+Pl5UWjRo2IjIz8y3P//VC6LVu2UKxYMRwdHcmTJw9z5rx8s3qePHn4+OOP6datG25ubuTKlYsVK1b8rf8HQqQ0Jwctc9qVQqPAtvNP2H3pafITnrlQm8yikMlMv/DkYXSf/vIpD2Ie2DGtECln+vTpXLt2jVWrVnE+/Dyrr6wGYFJYBPMTu9C7aSW5KCaESBGZaoHX1zEajVy/fj3VX7dw4cJ/a02l+fPnc/PmTYoXL86UKcnrNWTJkoX79+8DMHLkSGbPnk1gYCCenp5/67U/+ugjtm7dytKlSylQoABHjhyhU6dOZMmShVq1av2h/datWxk9ejSXL19m69atODg4/O3zBBg3bhyzZ8+mQIECjBs3jg4dOnD79m10Oh3nz5+nXr16dOvWjQULFqDT6Th48CBWq/Uvz/1/goKCaNeuHZMmTaJ9+/acOHGCvn374uPjQ9euXV+0mzNnDlOnTmXs2LFs3ryZPn36ULNmTQoXLvyPzkeIlFAmlxd9a+dn0cHbjPvuEqVzepLN0wmXyh/w5JcNdI34mcMu7pwzJDDqyCi+bvI1eq3e3rGFeGN++eUXpk+fzvjx4wksGkib7W1QUWkTG0dSbHHi8jWnQh5ve8cUQmRQUhgB169fp1y5cqn+ukFBQZQtW/Yv23l4eODg4ICzszP+/v5/eH7KlCk0aNDgb79ufHw8c+fO5cCBA1SpUgWAwMBAjh07xvLly19ZGHl7e+Ps7PxiCNs/NXz4cJo1awbA5MmTKVasGLdv36Zw4cLMnDmT8uXLs2TJkhftixUr9uLrPzv3/5k7dy716tVj/PjxABQsWJCrV68ya9aslwqjpk2b0rdvXwBGjRrFZ599xqFDh6QwEmnGwHoFOHQzlMuPY+j59Rk29aqKk4OWbD3WE/FxEWaGhtA6Vy6uhF9h0flFDCk3xN6RhXgjEhIS6NKlC6VLl2bs2LGM/3k8IcYQcprNfBhm4i1zN75sJO/VQoiUI4URyT03QUFBdnndN6F8+fL/qP3Vq1dJTEz8QzFlMpkoU6bMG8n0/5UsWfLF1wEBAQCEhoZSuHBhzp8/T9u2bf/T8a9du8Zbb7310mPVqlVj3rx5WK1WtFrtH3IoioK/vz+hoaH/6bWF+L/27j0ux/t/4Pjr7nwuOopSDuVQIYxk2FhyHOZsTbaFYZgzM8JkMofJYRsjc5iZjbHNaTmOhMgpYg7lUBQ66VzX74++7t9yzCa36v3c43qs+7o/1+d6X+1a9b4/n+v9eZH0dLT4+t2GdF50kDM3Uhn/8ym+6l0flVFFdHt8R8VN/Zh+K4FPbK1ZeWYlXvZeNK3UVNNhC/GfffbZZ1y+fJnIyEj+vP4nv1/+HS1FISjxDrNzAmhU1xX3KlJwRwhRciQxAoyMjIo1cvOqMjY2LvJaS0vrkapVubm56q8LCgoA+P3336lcuXKRdvr6+s91bpVK9dRzPaCr+//TfR7MDX8Qh6Gh4XOd83EURXlkzvnjKnf9M44HsTyIQ4hXRZUKRizp58m7yyPYcvImtSuZ8VGr6pjW68jlQ+1pc+sPuqZlssnUkEkHJvFz55+pYFBB02EL8a/t37+fefPmERwcjKWTJQFbAgAISE4lMcOdrUozdvi4aDhKIURZJ8UXSgk9PT3y8/OL1dba2pr4+Pgi+6KiotRf16lTB319feLi4qhRo0aRzcHB4bnievhcFy9eJCMj47n68PDwICws7InvF+fa69Spw19//VVk36FDh3BxcVGPFglRmjStZsnUzoVTSoN3nGfP+cKRzWoBq7iaU4GJd5JwKtAiMTORKQenSAlvUWqlp6fj7++Pt7c3w0cM59O/PiUtJw237Gz8UvOZlPs+b9erjIutqaZDFUKUcZIYlRJOTk5ERERw9epVkpKSnjrK8eabb3Ls2DG+//57Ll68yNSpUzlz5oz6fVNTU8aMGcMnn3zCqlWruHTpEidOnGDx4sWsWrXqueJ68803WbRoEcePH+fYsWMMHjz4kVGZZ5k4cSJHjx5lyJAhnDp1ivPnz7N06VKSkpKKfe2jR48mLCyMGTNmcOHCBVatWsWiRYsYM2bMc8UixKvEr2lV+jZxRFFg+A8n+Pt2OujoYfXRVvKy4cv4G4UlvK/v5ceYHzUdrhD/ytixY7l16xahoaF8f/57jiQcwbCggFm37zA9613ualVkZBsZLRJClDxJjEqJMWPGoK2tTZ06dbC2tiYuLu6Jbdu2bctnn33GuHHjaNy4MWlpabz33ntF2syYMYMpU6Ywa9YsateuTdu2bdm6dSvOzs7PFdfcuXNxcHCgRYsW9O3blzFjxhSr0t4/ubi4sHPnTk6ePMlrr72Gl5cXv/76Kzo6OsW+dk9PTzZs2MD69etxc3NjypQpTJ8+vUjhBSFKo8BOdXnNqSJp2XkM/P4YKZm5mDi4c8NzHK45uXzyvxLeXx77kov3Lmo4WiGez44dO/j666/58ssvSTdLZ9GJRQBMvHOPe9oN+LngdXo2qoKTlfEzehJCiP9OpZSx+RepqamYm5uTkpKCmZlZkfeysrK4cuUKzs7OGBgYaChCUdbIfSVKWlJ6Np1D/uJmShYtXaxZ4d8YbS0VEZOb8prOOT6qZM9BAx1qWNTghw4/YKAj96F49d27dw93d3fq1KnDxq0b6flbT26k36Bd+n1mJufweloQd7Wt2Tu2FfYW//1ZVCFE+fS03OBhMmIkhBCvOCsTfb59rxEGulrsu5BI8I7CddfqT9jGpVRdZt5KwFLR5u/kv5l7bO4zehPi1TBixAjS09NZvnw5nx/+nBvpN6icl8dnSXcJMRhEApb0beIoSZEQ4qWRxEgIIUoBt8rmzOleD4Bv9l1mdfhV9E0qUPDOCgyz85l5q7AIyvqY9eyO263JUIV4pl9++YXVq1ezcOFCjuccZ9vVbWgrMPt2EhmVfViY2ABDXW2GvlFD06EKIcoRSYyEEKKU6FTPnhGtawLw2a9n2XD0Gi7endln3AnvzCzeS0kDYPLBydxMv6nJUIV4ops3bxIQEECXLl1o3rk5QRFBAAy9l4yHjjkfp/gBKvy9nbA2fb4lJIQQ4r+QxEgIIUqRkW1q8kHzwiIp4385xa9RN/AZt4pdCRaMvHsPt1yFtJw0xu4bS27+o2uKCaFJBQUFvPfee+jr67P468VMODCBzLxMXsvM4v2UVPa5TuZIohYWRroMblFd0+EKIcoZSYyEEKIUUalUTO5Qm37/K+M9asNJdp1PpOao34m9pzAn4SamaHEq6RRfHf9K0+EKUcT8+fMJCwvj+++/Z23cWs7dPYdFAQQl3iHfox+jTxYuOj6ydU3MjZ5v6QchhPivSiwxunfvHn5+fpibm2Nubo6fnx/JyclPPcbf3x+VSlVka9q0aUmFKIQQpZJKpWLG2250b1iF/AKFj384wZUCG87UHotlZh4zbt0CYFX0KvZe26vRWIV44MSJE0ycOJHRo0ejX0uf76O/B2DG7URsTSqzSPd97tzPoZqVMf2aVtVwtEKI8qjEEqO+ffsSFRXF9u3b2b59O1FRUfj5+T3zOF9fX+Lj49XbH3/8UVIhCiFEqaWlpWL2Ox50qmdPbr7CoDWRWLYezPJb7rTOyOTdlFQAPv3rU+LT4zUcrSjvMjIy6Nu3L3Xr1mXEpyOYfHAyAH1T0miVmcnt1vP5+nAiAJPa10ZXWya0CCFePp2S6PTcuXNs376dw4cP06RJEwCWLVuGl5cXMTExuLq6PvFYfX197OzsSiIsIYQoU7S1VMzrWY/s3Hx2Rt9i4PeRLBq+ju9nNmJU7WSiDI04Qypj949lpe9KdLVkapLQjNGjRxMbG0vE0QgmH57M3ay71MotYNS9e9B0CNPPVCQnPx7vGpa0rm2j6XCFEOVUiXwkEx4ejrm5uTopAmjatCnm5uYcOnToqcfu3bsXGxsbXFxcCAgI4Pbt209tn52dTWpqapFNCCHKC11tLUL6NqClizWZufmM+Pk8+X1+4Nj1fObcuoWpAicTTxJyPETToYpyasuWLXz99dfMmzePXVm7OH77OCZoMTchAX1LF47X/JjfTsWjUsGn7eugUqk0HbIQopwqkcQoISEBG5tHP/GxsbEhISHhice1a9eOtWvXsnv3bubOncvRo0d58803yc7OfuIxs2bNUj/HZG5ujoODwwu5hieJi4Pjx5+8xcWV6On/k8DAQOrXr/9Sz+nk5MSCBQte6jmFKG/0dbT5xq8hzapbkp6dx6xjufxkPx7d5Fym3y6cnrTy7Er2X9+v4UhFeRMfH88HH3xA586dcW3vysozKwGYfusWjvkKBW9/zbTtVwDo2dCBOvZPX5VeCCFK0nMlRoGBgY8UR3h4O3bsGMBjP/FRFOWpnwT16tWLDh064ObmRqdOndi2bRsXLlzg999/f+IxEydOJCUlRb1du3bteS7pucTFgasrNGz45M3V9dVNjsaMGUNYWJimw3iq0NBQLCwsNB2GEKWOga42K/wb07auLTl5BWzK9eTTOx1plZ5J3/+tbzTpr0nyvJF4aQoKCvD390dHR4fPF36ufq7o3bRM3srIhDcmsfWOHSevJWOkp83oti4ajlgIUd491zNGw4YNo3fv3k9t4+TkxKlTp7j1v6pI/5SYmIitrW2xz1epUiWqVq3KxYsXn9hGX18fff2XswBcUhJkZT29TVZWYTtHx5cS0nMxMTHBxMRE02EIIUqIga42S/o1ZNrWs3wfHsuftu/y+fUEJmkdJ8pAn2hSGL1vNKG+oehp62k6XFHGffXVV+zcuZM/dvxB0OkgUnNScS/QYVRSIlRtTlaT4cyedwCAIa2qY2NqoOGIhRDl3XONGFlZWVGrVq2nbgYGBnh5eZGSksKRI0fUx0ZERJCSkkKzZs2Kfb47d+5w7do1KlWq9DxhlkmtWrVi+PDhjBs3jooVK2JnZ0dgYGCRNnFxcbz99tuYmJhgZmZGz549iySoD0+l27t3L6+99hrGxsZYWFjg7e1NbGwsV69eRUtLSz3690BISAhVq1ZFUZTHxnj79m06deqEoaEhzs7OrF279pE28+bNw93dHWNjYxwcHBgyZAjp6enqeAYMGEBKSop6BPLBNa5Zs4ZGjRphamqKnZ0dffv2febzZ0KUR9paKqZ1rst431oAhNqMZtu9asy9nYhZgcLppNPMPjJbw1GKsi4iIoJx48YxevRoosyjOHPnDGYqXb68EYuugQV0+4bvDsVxMyULe3MDPny9mqZDFkKIknnGqHbt2vj6+hIQEMDhw4c5fPgwAQEBdOzYsUhFulq1arFp0yYA0tPTGTNmDOHh4Vy9epW9e/fSqVMnrKys6Nq1a0mEWeqsWrUKY2NjIiIiCA4OZvr06ezatQsonKbYpUsX7t69y759+9i1axeXLl2iV69ej+0rLy+PLl260LJlS06dOkV4eDgDBw5EpVLh5OREmzZtWLlyZZFjVq5cqV5r6nH8/f25evUqu3fvZuPGjSxZsuSR5EVLS4uFCxdy5swZVq1axe7duxk3bhwAzZo1Y8GCBZiZmanLtY8ZMwaAnJwcZsyYwcmTJ9m8eTNXrlzB39//v3w7hSizVCoVH7WqzoJe9dHV1mKS4adkZFTgi9uJqBTYcGEDm//erOkwRRl19+5devbsSePGjXnzozdZd34dALPib2Kflw+dF3Jby4ole/4GYHy7WhjoamsyZCGEKKSUkDt37ij9+vVTTE1NFVNTU6Vfv37KvXv3irQBlJUrVyqKoigZGRmKj4+PYm1trejq6iqOjo5K//79lbi4uOc6b0pKigIoKSkpj7yXmZmpREdHK5mZmf/qmiIjFQWevUVG/qvun6ply5ZK8+bNi+xr3LixMn78eEVRFGXnzp2KtrZ2ke/X2bNnFUA5cuSIoiiKMnXqVKVevXqKohT+9wGUvXv3PvZ8P/74o1KhQgUlKytLURRFiYqKUlQqlXLlypXHto+JiVEA5fDhw+p9586dUwBl/vz5T7yuDRs2KJaWlurXK1euVMzNzZ/Y/oEjR44ogJKWlvbMtiXtv95XQpSkvy4mKnU+26a8MeFbJfkzW2XJ/CqKW6ib0mCVp/LzX2eVyEilyBYbq+mIRWlWUFCgdOrUSalYsaISfj5cabK2ieIW6qbMX1JHUaaaKcqvHyuKoijjfjqpVB3/m9J50V9Kfn6BhqMWQpRlT8sNHlYi6xgBVKxYkTVr1jwrKVN/bWhoyI4dO0oqnDLBw8OjyOtKlSqpR2TOnTuHg4NDkap8derUwcLCgnPnztG4ceMix1asWBF/f3/atm3LW2+9RZs2bejZs6d62mKXLl0YNmwYmzZtonfv3qxYsYI33ngDJyenx8Z27tw5dHR0aNSokXpfrVq1HimksGfPHoKCgoiOjiY1NZW8vDyysrK4f/8+xsbGT7z2EydOEBgYSFRUFHfv3qWgoAAonD5Yp06dp3/jhCjHvGtY8dPgZry77BBDs0ey4t5szujrs98IJoaP4lLgevLvW6jbGxhATMyr+ZykePXNnTuXrVu3sum3TXwZ8yX3c+/jqTJm2K1zYFkTfGcRfukOPx4rLJT0WYfaaGlJeW4hxKtBlpYuRXR1iy7OqFKp1AmC8oSKf0/aD4VT48LDw2nWrBk//vgjLi4uHD58GAA9PT38/PxYuXIlOTk5rFu3jvfff/+JsT1Icp9WdTA2Npb27dvj5ubGzz//TGRkJIsXLwYgNzf3icfdv38fHx8fTExMWLNmDUePHlVPwczJyXnicUKIQnXszdg6oiXnFDem5/UnKDGJKrl56FnfoMrgCaDKV7d9UEBGiOd18OBBJkyYwLjx4zhkeoiYezFU1DZiTuwFdLR04Z3lZKDP+J9PAdDnNUcaOVXUcNRCCPH/JDEqI+rUqUNcXFyRcuXR0dGkpKRQu3btJx7XoEEDJk6cyKFDh3Bzc2PdunXq9z788EP+/PNPlixZQm5uLt26dXtiP7Vr1yYvL69IwYaYmBiSk5PVr48dO0ZeXh5z586ladOmuLi4cPPmzSL96OnpkZ+fX2Tf+fPnSUpK4osvvuD111+nVq1aUnhBiOdU2cKQxd3asTTyAzbntGHB7UT0CxRM3Q9i02WppsMTpVxSUhK9evXCy8sL136ubLuyDR2VNvNu3sQmPx/aTAX7+szdeYG4uxlUMjdgYvtamg5bCCGKkMToOVhZFU4zeRoDg8J2L1ubNm3w8PCgX79+HD9+nCNHjvDee+/RsmXLItPbHrhy5QoTJ04kPDyc2NhYdu7cyYULF4okUbVr16Zp06aMHz+ePn36YGho+MTzu7q6qgtuREREEBkZyYcffljkmOrVq5OXl0dISAiXL19m9erVfP3110X6cXJyIj09nbCwMJKSksjIyMDR0RE9PT31cVu2bGHGjBkv4LsmRPmip63N3R3uDN8yh9sZtZiadAcAm7e/wbT+Xs0GJ0qtgoIC/Pz8yM7OZtzicXx14isAxmXr0jAjFaq9AU2HEhl7jxUHCxdzDermjpmB7tO6FUKIl04So+fg6Fg49z4y8smbpubmq1QqNm/eTIUKFWjRogVt2rShWrVq/Pjjj49tb2RkxPnz53nnnXdwcXFh4MCBDBs2jEGDBhVp98EHH5CTk/PUaXQPrFy5EgcHB1q2bEm3bt0YOHAgNjY26vfr16/PvHnzmD17Nm5ubqxdu5ZZs2YV6aNZs2YMHjyYXr16YW1tTXBwMNbW1oSGhvLTTz9Rp04dvvjiC7788st/8V0SQgCknnbmnVVrqZNiQZ//Lf7q8NF49Gxe0dWpxStt9uzZ7Nixg69Cv2J29GwKlALe1rOj940LYGQJXb8mK19h3MaTKAq841mFN1xtnt2xEEK8ZCpFecKiNKVUamoq5ubmpKSkYGZmVuS9rKwsrly5grOzMwbPGvoRAMycOZP169dz+vRpTYfyypL7SpQWx49Dw4b//7qm3Xn++qANox2MiDLQJzelMn9/9gNH9lTA01NzcYrSY9++fbz55puM+3QcFxtdJOZeDG5G9oRGH0ZfUcG7P0ON1gRvP8+SvZewNtVn1yctsDCSBYaFEC/H03KDh8mIkXis9PR0jh49SkhICMOHD9d0OEKIEnAxoRa9165hdsJdbPLy0DW/QfVpgzmXKNUXxLPduHGD3r1783qL18l7M6+w2IKeOfMvnUFfAVqOgxqtOX09hW/2Xwbg8y5ukhQJIV5ZkhiJxxo2bBjNmzenZcuWxZpGJ4QonfZcbcW0rcEsvJWEfkEBehWimX52Kgv+vEBefoGmwxOvqKysLLp27YqOjg7vzHqH7bHbC4stJGdil5UOzi2h5Xhy8goYu/Ek+QUKHT0q0baunaZDF0KIJ5LESDxWaGgo2dnZ/Pjjj2hry4rkQpQFTyog823k+2wO+5jPk+4CoGe5n0VHf6DnN+HE3cl4yVGKV52iKAwePJjTp0/z+ZrPWX5hOQDj9BxpeOtvMLGDd5aDljZL917ifEIaFY31mNa5roYjF0KIpyuxBV6FEEK8Wh4UkHl4naKoqCgGDtzKn+7VGaQbxzcVzDGq9AsnY61ovzCd6W/XpWuDyk9dp0yUHwsXLmTVqlUsXL2QZfHLKFAK6GJRl94ntoFKG7qvABMbzieksmjPRQACO9fF0kRfw5ELIcTTSWIkhBDliKPjo5UzPT3rk5v7IW8NGcyFGY24rHeXXcZGmDt+z71LHzNqw0l2n7/NzC7umBtJieXyLCwsjNGjR/PxuI/ZYbyDlNQUXA2rM+nkblTAjVqfceuuN9m38/l0z0ly8xWaO9vSyaOSpkMXQohnkql0QgghGDRoEB8N/Zh6M04wPtOcWtk55Gpl4FR7LdraOfx2Kh7fr/Zz6G8pzFBeXblyhZ49e/JGmzdIbZVKbGos1vq2TIi4gmFBNltjfHHoPYKGDRU6f36Ky/dSyc/UZdOnbly7JqONQohXnyRGQgghAJg3bx5Nmr9B83lXmHtfF8u8fJLyrvN60z+oamlAfEoWfZdH8Plv0WTl5ms6XPES3b9/ny5dumBhYUG9sfWIvB2Jsa4xc1ItaGR6lavJjvTfvBQFLcy9L2Jc5yZKvorEzZ5k3DF4ZPqmEEK8iiQxEkIIAYCOjg4bNmxAZWzNh+tyWJCai16BQuTdw3R4PZI+rxXOwVv+1xW6LD7I+YRUDUcsXgZFURgwYACXLl2i/9f92XF9B9oqbeZaNqPhzV3k5OvS86dQ7mVVxKj2DSyaFz5XdHenG9lxVhqOXgghik8SIyGEEGoVKlRg69atHLl4m+UHKxGYfB+A1TGrqV/7NMvfa4SlsR7nE9LoHHKQ5QcuU1BQptYJFw/54osv+Omnnxj73Vh+uvkTABOrdsY7fAUAH28L5ujNhujZ38Oq/SkAUiKqkX7K8Yl9CiHEq0gSo3KiVatWjBw5Uv3aycmJBQsWaCweIcSry9XVlQ0bNvD15kPciG/CkOQ0AIKOzEJldJrtI1vQupYNOfkFfP77OfxWRHA7LUvDUYuSsGHDBiZNmsSQz4ewJWcLAH5OHel1cAWgkFj1fb6NfB9tswxsuh1DpVNAxkVbkvfV0mzgQgjxL0hiVE4dPXqUgQMHajqM/+TevXv4+flhbm6Oubk5fn5+JCcnazosIcoEHx8f5s+fz0dzfqSGdhfeSbtPATB+32huZESzvH8jgrq6Y6irzcG/79D+q784KIUZypQDBw7g5+dH9w+7c7r6aXIKcmhl35zRJ7dDThpU9ea6+2xUernYdD+GtnEOObfMSNpaHxQptiCEKH0kMSqnrK2tMTIy0nQY/0nfvn2Jiopi+/btbN++naioKPz8/DQdlhBlxrBhwxg4cCAdRi3hHWt/WmZkkk0Bw3Z8wNWUK/Rt4sjWj71xtTUlKT2bd7+LYN6uC+TL1LpS79y5c7z99tt4veFFVvss7mXfo3bF2sxOSED77mUwd4Aeq8hDF6vOJ9CzTiMvXZ/bPzdCyZWVQIQQpVO5T4wURSEjJ08jm6IU/4+HjRs34u7ujqGhIZaWlrRp04b79wvn/vv7+9OlSxemTZuGjY0NZmZmDBo0iJycnCf29/BUOpVKxfLly+natStGRkbUrFmTLVu2FDkmOjqa9u3bY2Jigq2tLX5+fiQ9Z6mhwMBAHB0d0dfXx97enuHDhz/X8Q+cO3eO7du3s3z5cry8vPDy8mLZsmX89ttvxMTE/Ks+hRBFqVQqQkJCeP3113l90DxGVBmAe1Y2KUouH/3Wh6SMRGrYmLJ5qDe9GzugKLAw7CL9lh/mVqpMrSutEhISaN++PfZV7bEbYsfV1KvYGNmwSMcRo0u7QccQeq9FMbYi9GQ0RtUTKcjVIvHnRuSnGWo6fCGE+NfK/cc6mbn51JmyQyPnjp7eFiO9Z/8niI+Pp0+fPgQHB9O1a1fS0tI4cOBAkcQqLCwMAwMD9uzZw9WrVxkwYABWVlbMnDmz2PFMmzaN4OBg5syZQ0hICP369SM2NpaKFSsSHx9Py5YtCQgIYN68eWRmZjJ+/Hh69uzJ7t27i9X/xo0bmT9/PuvXr6du3bokJCRw8uRJ9fuDBw9mzZo1T+0jOjoaR0dHwsPDMTc3p0mTJur3mjZtirm5OYcOHcLV1bXY1y2EeDI9PT02bdpEy5YtaTV4CfuXf8TwG2uII4Mhv77Dyu7bMNYz5ot3PPCqbsmkX05z+PJd2n91gPm96tPCxVrTlyCeQ3p6Oh07diQnP4cW01pw/N5xzPTM+NqxKzbbPi1s1GUxuTbuTP75NL9fvAbAnd/rk5Ng8dg+DQzASorTCSFKgXKfGJUG8fHx5OXl0a1bN6pWrQqAu7t7kTZ6enqsWLECIyMj6taty/Tp0xk7diwzZsxAS6t4A4P+/v706dMHgKCgIEJCQjhy5Ai+vr4sXboUT09PgoKC1O1XrFiBg4MDFy5cwMXF5Zn9x8XFYWdnR5s2bdDV1cXR0ZHXXntN/f706dMZM2bMU/uwt7cHCj/RtLGxeeR9GxsbEhISinW9QojiMTMzY9u2bXh7e9PhkzVs/qong25s5FzOPUZteodF3beiq6XL2/Ur417ZnKHrTnAuPpX+K48w7I0afNLGBS0teebkVZeXl0evXr2IuRBDr9W9iLgXgaGOIYs9RlBz08eFjV4fTWqNzgxZeZS//k5CSwWfvO6Gd89KT+zXygocpUCdEKIUKPeJkaGuNtHT22rs3MVRr149Wrdujbu7O23btsXHx4fu3btToUKFIm3++cyQl5cX6enpXLt2TZ1MPYuHh4f6a2NjY0xNTbl9+zYAkZGR7NmzBxMTk0eOu3TpUrESox49erBgwQKqVauGr68v7du3p1OnTujoFN6GNjY2j012nkSlevQPLUVRHrtfCPHf2NnZsWPHDry9vek/ZQdfB3ZgUMIfHMq8wZRfezOzy09oqbSoZm3CpiHNmPFbNGsj4gjZ/TcXb6Uzv1d9DPWK9zNPvHyKojB06FB27tzJgHUDCE8OR0dLh/mvfUb9LeMgLwtcfLneYBTvLz3EhVvpGOlps6hvA96sZavp8IUQ4oUo988YqVQqjPR0NLIV9w94bW1tdu3axbZt26hTpw4hISG4urpy5cqVYl1fcenq6j5ybEFBAQAFBQV06tSJqKioItvFixdp0aJFsfp3cHAgJiaGxYsXY2hoyJAhQ2jRogW5ublA4VQ6ExOTp25xcXFA4R9pt27deuQciYmJ2NrKL2khSkKNGjX4448/iI6O5tOQs8yxbom2ovBb6gU+39xLPb3XQFebmV3dmdezHnraWmw/m0DPb8LluaNX2BdffMG3335L/2X9Cc8IR4WKWU0+w/vP2ZB2E6xcONN0Dl2XHubCrXRszfTZMMhLkiIhRJlS7hOj0kKlUuHt7c20adM4ceKEet7/AydPniQzM1P9+vDhw5iYmFClSpUXcn5PT0/Onj2Lk5MTNWrUKLIZGxsXux9DQ0M6d+7MwoUL2bt3L+Hh4Zw+fRoonEr3cOL18PZgKp2XlxcpKSkcOXJE3XdERAQpKSk0a9bshVyzEOJRDRs2ZNOmTfz55598tyGNIEsvtBSFn1LPE7ypB8r/PkwB6OZZhbUBTahgpMvpGyl0WXyQszdTNBi9eJwlS5YwadIk+s7tS4QqAoDJjSfge3gV3DoNxjYceG0J3VeeJTEtm1p2hQU33CqbazhyIYR4sSQxKgUiIiIICgri2LFjxMXF8csvv5CYmEjt2rXVbXJycvjggw+Ijo5m27ZtTJ06lWHDhhX7+aJnGTp0KHfv3qVPnz4cOXKEy5cvs3PnTt5//33y8/OL1UdoaCjfffcdZ86c4fLly6xevRpDQ0P1VD8bG5tHkq6HtwfT7mrXro2vry8BAQEcPnyYw4cPExAQQMeOHaXwghAlrE2bNqxevZo1a9ay90AFpls3B2BNWgzzH0qOGjtVZPNQb6pbGxOfkkWPr8P5M/rR0V6hGStWrGDo0KH0mtaLU5anAPi4/jB6nt8Hl/ei6Bqzqc583tt0m6zcAlq6WLPxo2ZUMpfqc0KIskcSo1LAzMyM/fv30759e1xcXJg8eTJz586lXbt26jatW7emZs2atGjRgp49e9KpUycCAwNfWAz29vYcPHiQ/Px82rZti5ubGyNGjMDc3FydfIWGhj516p6FhQXLli3D29sbDw8PwsLC2Lp1K5aWlv8qprVr1+Lu7o6Pjw8+Pj54eHiwevXqf9WXEOL59OrVi6+++oo5c+Zw/owzn9kUTqldmX6BpT+/A/9IjqpaGvPLEG+8a1iSkZNPwOpjLD9w+bmWLBAv3tq1a/nwww/pMakH553OA+BXx4+AxFtwaj2KSpt5FpP45IAKRYF+TRz5rn8jTPTL/ePJQogySqWUsd9MqampmJubk5KSgpmZWZH3srKyuHLlCs7OzhgYGGgowhfP39+f5ORkNm/erNE4AgMD2bt3L3v37tVoHC9bWb2vhCiOwMBApk2bxhdffIF9/WsEJ+wDYIShMx923wRa/19wITe/gCm/nuWHI4XPCvZt4siMt93Qlop1L91PP/1E79696TSmE1frXiVfyadz9c7M0K+G1u+jAPhMGczq7Bbo6WgxwbcWA7ydpLiNEKLUeVpu8DAZMRIvzI4dOwgODtZ0GEKIlygwMJCpU6cyYcIErh+vzAi7lgB8lXmF1T++Dfl56ra62loEdXVjcofaqFSwLiKOcRtPkV9Qpj6fe+X9+uuv9O3bF99PfLlS94o6KZpu1QzVH4VLJszPfYfV2S3wdLTgj+Gv835zZ0mKhBBlniRG4oUJDw8vsi6REKJ8CAwMJDAwkEmTJnHrWCUGVypMjoJzYtmwviPk/n81OpVKxYevVyOkTwO0tVT8fPw643+W5Ohl2bZtGz169ODNYW9y3eM6BUoBXWt0ZapDZ5QN76NSClif14pvtLozpWMdfhrcjBo2jy7TIIQQZZFMFC4DQkNDNR2CEKKcmzp1KiqVismTJzN9xnQGvNaClfH7mZF3g8w1b9G/9xYw/P+11zp6FFaYHLE+io2R17l7B4Y09kDrMaMSskDoixEWFka3bt1oPrg58fXjURSFd2q+Qx/zjmSGdsVcyWJPfj22OoxhR3dPqloWv+KoEEKUBZIYCSGEeCGmTJmClpYWn332GYHTAvFv1prQG2F8qZVM6prWDOvxKyoLB3X7jh72JCZC4I4odl+9zpYtcGebB1A0OTIwgJgYSY7+ix07dtCtWzcav9+YpIZJKCh0du6O0ZWGmF/ojrkqlbNKNW77fsNqr1poyXNfQohySKbSCSGEeGEmT57M559/TuDUQNIOWvBxjZ4AfKuXy6z1vhQknCnSvl4Fe5K21kcpABOP61i2OwUUnVaXlQVJSS/rCsqeH374gU6dOtH4g8bce+0eCgruph04GuZMvwvDsVPd46aeE5aDttDLu7YkRUKIcksSIyGEEC/Up59+ysyZM5kWOI2rv2cyyX0wAD8YajF50zvkXdlXpH3GeXuSfmugTo4q+p7m4eRI/DshISH069eP1uNbc6fhHQD077fk6hFXVjCNyqo7ZJpXx374LuzsHZ7RmxBClG2SGAkhhHjhJk2axJdffsmsWbPYtiCCGQ0noK3AViM9Rm3/kOzTG4q0zzhnT9JvhSNHpvWuSXL0HymKwpQpUxg+Yjjt5rTjeo3rAOTcaYF2XGM2GMyiiioJpWJ1DD/8A0xsNByxEEJonjxjJIQQokSMHj0ae3t7/P39uXHjBjMXTmfKsansMTJg6MFP+SotHgxGqNtnnKtMEmDVMQrTetfIv69PygFXzV1AKZWfn8/QoUP5dsW3+C5tT5xB4bpRWbc6YJvqxlaL2VTIugUVnFD13wqmdhqOWAghXg0yYiSEEKLE9OnTh127dnH8+HEm9J7CtHqfY6TSJsLQgA/PLMb45BB0tHLV7TPOVebOdg8ALJr9jbHbdU2FXiplZ2fTu3dvVvywgmZL3+K6QRxKgTaZ1/vSzbY1e6wXUCErDiwcof9vYF5Z0yELIcQrQxKjcqJVq1aMHDlS/drJyYkFCxZoLB4hRPnRokULDh06RFpaGoM6fMT46p9hoaXPGX19hhbs4bvB7bE0vKNuf/+0AymHqgNg6XsKfYc7T+pa/ENycjIdOnRg5/ko6sxrRorOTZR8QyxSh/F9p67MTv8M3XsXwawK9N8KFvJMkRBC/JMkRuXU0aNHGThwoKbD+E/u3buHn58f5ubmmJub4+fnR3Jy8lOPURSFwMBA7O3tMTQ0pFWrVpw9e7ZIm1atWqFSqYpsvXv3LsErEaLsq127NocPH6ZSpUr09/VnUMWROBvYcEtHh5BGN5k3thV1rM+p2ycfcOX+uUqotBWsu0ZyIzVdg9G/OuLi4PjxR7effrqER4MPOG/jjMNIS/J17qDkVqCn/WzC+r5Bs719IPEcmFaC/luggpOmL0UIIV45khiVU9bW1hgZGWk6jP+kb9++REVFsX37drZv305UVBR+fn5PPSY4OJh58+axaNEijh49ip2dHW+99RZpaWlF2gUEBBAfH6/evvnmm5K8FCHKBTs7O/bu3UvLli3xf9sfn9SuNDKtT5aWFnOqwQfjO9HB5ff/tVZx5496ZN+wQNswly8OHeXu/RyNxq9pcXHg6goNGz669f3IBq2ezbF4KxKVzn2MqMra9muZUq8i+qG+cPdy4fQ5/9/BsrqmL0UIIV5JkhgpCuTc18ymFL/i0saNG3F3d8fQ0BBLS0vatGnD/fv3AfD396dLly5MmzYNGxsbzMzMGDRoEDk5T/4j4uGpdCqViuXLl9O1a1eMjIyoWbMmW7ZsKXJMdHQ07du3x8TEBFtbW/z8/Eh6zsVFAgMDcXR0RF9fH3t7e4YPH/5cxz9w7tw5tm/fzvLly/Hy8sLLy4tly5bx22+/ERMT89hjFEVhwYIFfPrpp3Tr1g03NzdWrVpFRkYG69atK9LWyMgIOzs79WZubv6v4hRCFGViYsLmzZsZNGgQHw/8mPxfVXS27gbASitDaowYzsUfgok8pnAsQpu1HzXCztSQG6kZDPz+GFm5+Rq+As1JSipc0+lhxm5XcZ4wDtM6K1Bp5VJV9zX29N1AvaxLsLID3L8Ntu7wwS5JioQQ4imkKl1uBgTZa+bck26CnvEzm8XHx9OnTx+Cg4Pp2rUraWlpHDhwAOUfiVVYWBgGBgbs2bOHq1evMmDAAKysrJg5c2axw5k2bRrBwcHMmTNHvfZFbGwsFStWJD4+npYtWxIQEMC8efPIzMxk/Pjx9OzZk927dxer/40bNzJ//nzWr19P3bp1SUhI4OTJk+r3Bw8ezJo1a57aR3R0NI6OjoSHh2Nubk6TJk3U7zVt2hRzc3MOHTqEq+ujlayuXLlCQkICPj4+6n36+vq0bNmSQ4cOMWjQIPX+tWvXsmbNGmxtbWnXrh1Tp07F1NS0WNcphHg6HR0dFi9ejJeXF4MHD8bxqCNDF3/Ed3HLCDM24lrqd4RcOYt956WgZ8Tq6o3ptvQQx2LvMf7nUyzoVR+VShYhRTsf6877sfKZg7bhNQCSdvRnxeiRGJ3fDJsGQ0EuOL0OvdeCgXzAI4QQTyOJUSkQHx9PXl4e3bp1o2rVqgC4u7sXaaOnp8eKFSswMjKibt26TJ8+nbFjxzJjxgy0tIo3MOjv70+fPn0ACAoKIiQkhCNHjuDr68vSpUvx9PQkKChI3X7FihU4ODhw4cIFXFxcntl/XFwcdnZ2tGnTBl1dXRwdHXnttdfU70+fPp0xY8Y8tQ97+8IkNiEhARubR9fdsLGxISEh4bHHPthva2tbZL+trS2xsbHq1/369cPZ2Rk7OzvOnDnDxIkTOXnyJLt27XrmNQohiu/dd9+lUaNG9OjRg7EdxvPp4k/ZqfsrF/Shd+pRZqxsSct31lHTtiZL+zXEf+URfo26SVVLY0a99eyfOWWZjsV97N9fjWmdlah0MijINuba0i9Ii2qFXbelcGZCYcO6XaHrN6Cjr9mAhRCiFJDESNeocORGU+cuhnr16tG6dWvc3d1p27YtPj4+dO/enQoVKhRp889nhry8vEhPT+fatWvqZOpZPDw81F8bGxtjamrK7du3AYiMjGTPnj2YmJg8ctylS5eKlRj16NGDBQsWUK1aNXx9fWnfvj2dOnVCR6fwNrSxsXlssvMkj/vEWFGUZ36S/PD7Dx8TEBCg/trNzY2aNWvSqFEjjh8/jqenZ7HjE0I8W61atYiIiGDEiBFMfn8yvT7shbVPMjEZNximnUXPH9szulkgzRv04/Mubkz45TQLwy5S3dqYt+uXr1LTBQUFgBZGrtexHzAXA7s/Aci66ULsvK/ITarMrNZTcTizoPCA1waB7xdQzA/HhBCivJOflipV4XQ2TWzFnAqira3Nrl272LZtG3Xq1CEkJARXV1euXLlSjMsr/nQTXV3dR44t/EVc+Au5U6dOREVFFdkuXrxIixYtitW/g4MDMTExLF68GENDQ4YMGUKLFi3IzS1cw2Tw4MGYmJg8dYuLK1yo0M7Ojlu3bj1yjsTExEdGhB6wsytcxPDhEaXbt28/8RgAT09PdHV1uXjxYrGuUwjxfIyMjFi2bBlr1qzhtx9+4+y0WDpUfAOADSYG9Do2g7ObP6B3AxsGtawGwNiNp4i6lqzBqF+uixcv8mFAABXbhuM4fJg6Kbq7vzuXpvyAQaoZG7r3Z0LzBYUHtJ4C7WZLUiSEEM9BfmKWEiqVCm9vb6ZNm8aJEyfQ09Nj06ZN6vdPnjxJZmam+vXhw4cxMTGhSpUqL+T8np6enD17FicnJ2rUqFFkMzZ+9nNSDxgaGtK5c2cWLlzI3r17CQ8P5/Tp00DhVLqHE6+HtwdT6by8vEhJSeHIkSPqviMiIkhJSaFZs2aPPfeD6XH/nBKXk5PDvn37nngMwNmzZ8nNzaVSpUrFvk4hxPPr168fkZGR6GrpMr/7NzSPb4a1lgFX9XR5NzmCZateZ3QjbdrUtiEnr4CA748Rn5L57I5Lsfz8fObNm4dHvfqktdShUs8R6BhfoiBXn2vffMHNFVOpU+Fvjga8QY+6v5KTr8vV+ovh9dHF/vBNCCFEIZlKVwpEREQQFhaGj48PNjY2REREkJiYSO3atdVtcnJy+OCDD5g8eTKxsbFMnTqVYcOGFfv5omcZOnQoy5Yto0+fPowdOxYrKyv+/vtv1q9fz7Jly9DW1n5mH6GhoeTn59OkSROMjIxYvXo1hoaG6ql+zzOVrnbt2vj6+hIQEKAupT1w4EA6duxYpPBCrVq1mDVrFl27dkWlUjFy5EiCgoKoWbMmNWvWJCgoCCMjI/r27QsUTgtcu3Yt7du3x8rKiujoaEaPHk2DBg3w9vZ+3m+bEOI5ubq6EhERwaxZs/hiyhc4ujjy+nhXjhXEsVA3iwOb3mZK/TFcu1uTmFtpDPw+kg2DvDDUe/bPoNLm/PnzvP/++xyPPUmtOS3JNzkEQPat6sQtmEd2fDX6uf/INx1HYqyXQVxKFXr+FMqSro1x0mzoQghRKsmIUSlgZmbG/v37ad++PS4uLkyePJm5c+fSrl07dZvWrVtTs2ZNWrRoQc+ePenUqROBgYEvLAZ7e3sOHjxIfn4+bdu2xc3NjREjRmBubq5OvkJDQ586dc/CwoJly5bh7e2Nh4cHYWFhbN26FUtLy38V09q1a3F3d8fHxwcfHx88PDxYvXp1kTYxMTGkpKSoX48bN46RI0cyZMgQGjVqxI0bN9i5c6e64pyenh5hYWG0bdsWV1dXhg8fjo+PD3/++Wexkj8hxH9naGjI9OnTOXXqFI42joS+9wcuZ6wxVlSc0Nfh3bPzeMcmmCqGGZy+kcLYjSeLVOks7fLy8ggODqa+Z33uuqTiMtOFfJNrKAW6JO/7kIsTN6LcrsySDp+wpttAjPUy2PH3m3h+s5+TdxpjZaXpKxBCiNJJpZSl3yZAamoq5ubmpKSkYGZmVuS9rKwsrly5grOzMwYGBhqK8MXz9/cnOTmZzZs3azSOwMBA9u7dy969ezUax8tWVu8rIV4FiqKwdu1aRo0aBaZ5NJ9QjYt62QA45hVgcKsFkakdGP2WKx+3rqnhaP8bRVH45Zdf+Oyzz7iadZV64xqQbpgKQEFGTWY0n0Ij8/qkxsXifKw/xsknUFCR4DKeeNdxoNLGygocHTV8IUII8Qp5Wm7wMBkxEi/Mjh07CA4O1nQYQogyRKVS8e677xITE0O3t3qyaVAkVQ8VUCFfIU5HiwuV/6Je1Wl8u28H28/Eazrcf0VRFHbu3Enjxo3p/WFvTLuaUmNqDdINU1HyjFAl9mZVu+V0c6+PY/oW3P5qgXHyCTCsgKrfRir1nYhnQ208PSUpEkKI/0ISI/HChIeHF1mXSAghXpQKFSrw9ddfc+jgIVLPWXJsxDkaX8lCV1G4bJSFVrWvmRc2lMNX4zQd6nM5fPgwb775Jh16daDgjQLcFriR4ZKBgkJuSn0Mbk9gw7sf06hCBvzQFzb4QVYyVG4Igw5AzTaavgQhhCgzZCqdEP+R3FdCvHwHDhwgKCiIezf34v5+ZQ5bGAJgmK9Ft5o9eL/hQGyMir8u2sukKApHjhwhKCiIP/b9Qa3+tdDx1CGPPAC0squTnvAm9gZurB3QGMdLa2D355CTDlo60Gw4tJogi7YKIUQxPM9UOkmMhPiP5L4SQnMiIyP5ctYM7I0PctW7Ihf09QDQRoVP1bd4t25/PKw9ntHLy5GYmMjq1atZsWIFMTdiqNG7BgZNDdQJUS0LDy5d8ObuHUdq2piyvrMRlrvHws0ThR04NIGOC8C2juYuQgghShlJjCQxEi+R3FdCaF50dDTffzWFGs4xHKiQxfF//L/oYeXBu3XepU3VNuhq6T6llxcvPz+fHTt2sGLFCrbu2Iqppyk1OtUgw7pwuhxAfev6tKvSny825ZOamYennS5ra+zGMPIbUApA3xzeCgRPf1mwVQghntMrkRjNnDmT33//naioKPT09EhOTn7mMYqiMG3aNL799lvu3btHkyZNWLx4MXXr1i32eSUxEi+b3FdCvDr2n7rEph+X87bhRnZZ5LHNxJjc/y0jYGVghY+TD80rN6exXWMMdErm/9ekpCQOHDjAvn372PjLRlIsUnBq74ROLR3yVHnqdp42ngzyGIRujivvhx5DlZ3CuIoH6Kv8jlbmncJGdbuC7xdgalcisQohRFn3PIlRiS3wmpOTQ48ePfDy8uK7774r1jHBwcHMmzeP0NBQXFxc+Pzzz3nrrbeIiYlRrzMjhBBCPEkLj+roGI8mYIUXvTO3s0l/M3+YafOjqSlJWUmsO7+OdefXoa1oU8u4Fj4uPrzp9CZVzao+dR22p7lx4wYHDhxg//797P9rP5dSLmHobIiNhw02U2yooFsBgDzycDJzokO1DnRw7oCDmQOH/k7ik1W7GKL8Rn/DMIwyMgo7reAE7eaAi88L+s4IIYR4lhKfShcaGsrIkSOfOWKkKAr29vaMHDmS8ePHA5CdnY2trS2zZ89m0KBBjz0uOzub7Oxs9evU1FQcHBxkxEi8NHJfCfHq+eN0PEPXHcdUSee7avvxuLWBv/S1+cvQgH0GRiTqFV2wWS9DD/Ncc8wwo4JWBaz1rLE1sqWycWWsTK1ITU0lISGBG/E3uJF4g/ikeG7fvU1iaiL39e9j4GSAZR1LtCtpU6BdUKTvigYVaefcjo7VOlLXsq46AQs/dpxLW2bRXbUHA1VuYWObOtB8VOFIkXaJfXYphBDlxisxYvS8rly5QkJCAj4+///pmL6+Pi1btuTQoUNPTIxmzZrFtGnTXlaYQgghSoH27pWY8bYbkzefocfl9nz5Vj+6Z/1C65PrUe7c4LKuDvuNTPjT2JIzunnkGOWQ+L9/1PKBVMi/lQ8KaOlroaqhghr/36TC//55oIACTHVNqWNVBzdLNxrZNaJJpSb//2xT5j24sJOEIz/R+HoYXlqFSVRB5YZovT4GXHzlOSIhhNCQVyYxSkhIAMDW1rbIfltbW2JjY5943MSJEwtXRP+fByNGoqhWrVpRv359FixYAICTkxMjR45k5MiRGo1LCCFKyrtNq3InPYf5f15g7J/30O89ik5tAlGd+Znqx76jevxJBqQkk6FSccK2Btcq1eWmsQU3tVTcyLzFzbSb3M2+i7ah9iN966h0MNQxxFDHkMqmlalrWZe6VnVxs3TD0cwRLdU/kpvkaxDzB5z/DeXqQVRKPnYAKjhn1Iia70xBp1oL+JdT+YQQQrwYz5UYBQYGPnN05ujRozRq1OhfB/TwHG9FUZ4671tfXx99fVnL4XkdPXoUY2NjTYfxn9y7d4/hw4ezZcsWADp37kxISAgWFhZPPOaXX37hm2++ITIykjt37nDixAnq16//cgIWQrx0w1vX4M79bL4Pj2XUhigM+jXkrYb9oWF/uHEcjq3A6PRGvBMuQsLFwoNU2mDnDlWbkVm5IQlWzmBUUZ0IGekYoav9mOp2+XmQcg0u74W7V+DuZbiyHxJOqZuogPMFDuwqaIiqztt81Lsr2lqSEAkhxKvguRKjYcOG0bt376e2cXJy+leB2NkVVtxJSEigUqVK6v23b99+ZBRJ/HfW1taaDuE/69u3L9evX2f79u0ADBw4ED8/P7Zu3frEY+7fv4+3tzc9evQgICDgZYUqhNAQlUrF1E51uXM/h99PxTNw9TEmtqtFwOvVUFX2hMqe4PM5nNsCVw9C3CFIjoP4KIiPwhBwBtA1Bn0T0DMGPRPQNy38t55x4fS4e1cKR4aU/McEoUVu5ddYm+zOijt1uI4tUzvV5T2vf1/wQQghxIv3XImRlZUVVlZWJRKIs7MzdnZ27Nq1iwYNGgCFle327dvH7NmzS+ScUDgilZmXWWL9P42hjmGxfylu3LiRadOm8ffff2NkZESDBg349ddfMTY2xt/fn+TkZBo0aMDixYvJysqiT58+hISEoKen99j+Hp5Kp1KpWLZsGb///js7duygcuXKzJ07l86dO6uPiY6OZsyYMezfvx9jY2N8fHyYP3/+c90TgYGBrFixglu3bmFpaUn37t1ZuHBhsY9/4Ny5c2zfvp3Dhw/TpEkTAJYtW4aXlxcxMTG4uro+9jg/Pz8Arl69+tznFEKUTtpaKhb0qo+ZgQ4/HLlG0B/nuXgrnc+7uqGvow2GFuD5XuEGkHID4sIh9lDhlngOcu8Xbs88mX5hRbkKTlDRGezcuWjhjf+PV7iRnImpgQ6hfT1p4VL6P5wSQoiypsSeMYqLi+Pu3bvExcWRn59PVFQUADVq1MDExASAWrVqMWvWLLp27YpKpWLkyJEEBQVRs2ZNatasSVBQEEZGRvTt27ekwiQzL5Mm65qUWP9PE9E3AiNdo2e2i4+Pp0+fPgQHB9O1a1fS0tI4cOAA/ywoGBYWhoGBAXv27OHq1asMGDAAKysrZs6cWex4pk2bRnBwMHPmzCEkJIR+/foRGxtLxYoViY+Pp2XLlgQEBDBv3jwyMzMZP348PXv2ZPfu3cXqf+PGjcyfP5/169dTt25dEhISOHnypPr9wYMHs2bNmqf2ER0djaOjI+Hh4Zibm6uTIoCmTZtibm7OoUOHnpgYCSHKJ11tLYK6uuNia8qM36L5KfI6V+/c5+t3G2Jp8tB0bPPK4N69cAPISoGMO5CdDjnpkHMfstMKv85OBwMzqOBcmAyZVipSPOHP6FuMWHmC+zn5OFkasbx/Y2rYmLy8CxdCCFFsJZYYTZkyhVWrVqlfPxgF2rNnD61atQIgJiaGlJQUdZtx48aRmZnJkCFD1Au87ty5s9yvYRQfH09eXh7dunWjatWqALi7uxdpo6enx4oVKzAyMqJu3bpMnz6dsWPHMmPGDLSKWeHI39+fPn36ABAUFERISAhHjhzB19eXpUuX4unpSVBQkLr9ihUrcHBw4MKFC7i4uDyz/7i4OOzs7GjTpg26uro4Ojry2muvqd+fPn06Y8aMeWof9vb2QOGUSxsbm0fet7GxURfyEEKIf1KpVAzwdsbZypiP153g6NV7vL34IN/1b4yr3VN+zxiYF27PISevgG/3X2LurgsoCnhVs2Tpu55YGD1+FF8IIYTmlVhiFBoaSmho6FPbPLyEkkqlIjAwkMDAwJIK6xGGOoZE9I14aed7+NzFUa9ePVq3bo27uztt27bFx8eH7t27U6FChSJtjIz+f/TJy8uL9PR0rl27pk6mnsXDw0P9tbGxMaampty+fRuAyMhI9uzZox7t+6dLly4VKzHq0aMHCxYsoFq1avj6+tK+fXs6deqEjk7hbWhjY/PYZOdJHjcN8VnFOoQQopWrDZuGNuODVceIvZNBtyUHCenbgDdrFX2eNS4OkpKe3I+VFTg6Ft2nKAp/nE4geMd5Yu8ULtbar4kjgZ3roqstZbiFEOJV9sqU69YUlUpVrOlsmqStrc2uXbs4dOgQO3fuJCQkhE8//ZSIiAicnZ2feuzzJAm6ukWrLKlUKgoK/rfGRkEBnTp1euzzXv8slvE0Dg4OxMTEsGvXLv7880+GDBnCnDlz2LdvH7q6us81lc7Ozo5bt2498n5iYqIU6xBCPFMNG1M2D/Hmo7WRHL58lw9WHaNfE0f8mzlRw8aUuDhwdYWsrCf3YWAAMTH/nxwdu3qXmX+c40RcMgBWJvqM83WlR8Mq8oGNEEKUAuU+MSotVCoV3t7eeHt7M2XKFKpWrcqmTZvUazidPHmSzMxMDA0LR6EOHz6MiYkJVapUeSHn9/T05Oeff8bJyUk9wvNvGBoa0rlzZzp37szQoUOpVasWp0+fxtPT87mm0nl5eZGSksKRI0fU0/EiIiJISUmhWbNm/zo+IUT5UcFYj+/fb8LULWf54Ugcaw4Xbs2qW9LctipZ2bbAk0d5srIKR5TyDNOZvf08O84WflhjqKvNwBbVGNiiGsb68mtWCCFKC/mJXQpEREQQFhaGj48PNjY2REREkJiYSO3atdVtcnJy+OCDD5g8eTKxsbFMnTqVYcOGFfv5omcZOnQoy5Yto0+fPowdOxYrKyv+/vtv1q9fz7Jly9DWfnQBxIeFhoaSn59PkyZNMDIyYvXq1RgaGqqn+j3PVLratWvj6+tLQEAA33zzDVBYrrtjx45FCi/8s8AHoC4IcvPmTaDwOTcoLBf/oGS8EKL80NPRIqirG508KhF66Cp/nrvFoUt3OHTpDpUHG5Ae5UjaSUcKMvRQ6eehY5qFtmkWOqaZaJtmMf/wfcI3xpNXoKClgl6NHfikjQs2ZgaavjQhhBDPSRKjUsDMzIz9+/ezYMECUlNTqVq1KnPnzqVdu3bqNq1bt6ZmzZq0aNGC7Oxsevfu/UKf1bK3t+fgwYOMHz+etm3bkp2dTdWqVfH19VUnX6GhoQwYMOCRZ8cesLCw4IsvvmDUqFHk5+fj7u7O1q1bsbS0/FcxrV27luHDh+Pj4wMULvC6aNGiIm0eLvCxZcsWBgwYoH79YF2uqVOnvtRn24QQrw6VSkWzGlY0q2HFjeRM1h6OZU34NVLNsrBocQFz74so+Vpo6T26RtGBuMJ/t65lw/h2tXCxLd/FgoQQojRTKU/6K7aUSk1NxdzcnJSUFMzMzIq8l5WVxZUrV3B2dsbAoOx8mvdgHaPNmzdrNI7AwED27t3L3r17NRrHy1ZW7yshyrOIo/m09o/HtGEs+vbJ6v35mbrkpxmQl2ZAfpohAf0M6NbcktecK2ouWCGEEE/0tNzgYTJiJF6YHTt28NVXX2k6DCGE+M90tbW5H12F+9FV0KlQuLBrfpoBSl7RacM9g8Dz6TVwhBBClBKSGIkXJjw8XNMhCCHEC5d3z1jTIQghhHgJJDEqA561XpQQQgghhBDi6WS1OSGEEOIhVlaF6xQ9jYFBYTshhBBlQ7kcMXqwaKkQL4LcT0KUPY6OhYu3JiU9uY2V1f8v7iqEEKL0K1eJkZ6eHlpaWty8eRNra2v09PRkNXLxrymKQk5ODomJiWhpaaGnp6fpkIQQL5CjoyQ+QghRnpSrxEhLSwtnZ2fi4+PVC3wK8V8ZGRnh6Oj4whbTFUIIIYQQL1+5SoygcNTI0dGRvLw88vMfXaxPiOehra2Njo6OjDwKIYQQQpRy5S4xgsJVznV1ddHV1dV0KEIIIYQQQohXgMz9EUIIIYQQQpR7khgJIYQQQgghyj1JjIQQQgghhBDlXpl7xkhRFABSU1M1HIkQQgghhBBCkx7kBA9yhKcpc4lRWloaAA4ODhqORAghhBBCCPEqSEtLw9zc/KltVEpx0qdSpKCggJs3b2JqavpKlFBOTU3FwcGBa9euYWZmpulwRBkn95t42eSeEy+T3G/iZZN7rvRTFIW0tDTs7e2fueZkmRsx0tLSokqVKpoO4xFmZmbyP5R4aeR+Ey+b3HPiZZL7Tbxscs+Vbs8aKXpAii8IIYQQQgghyj1JjIQQQgghhBDlniRGJUxfX5+pU6eir6+v6VBEOSD3m3jZ5J4TL5Pcb+Jlk3uufClzxReEEEIIIYQQ4nnJiJEQQgghhBCi3JPESAghhBBCCFHuSWIkhBBCCCGEKPckMRJCCCGEEEKUe5IYCSGEEEIIIco9SYxK0JIlS3B2dsbAwICGDRty4MABTYckyqhZs2bRuHFjTE1NsbGxoUuXLsTExGg6LFFOzJo1C5VKxciRIzUdiijDbty4wbvvvoulpSVGRkbUr1+fyMhITYclyqi8vDwmT56Ms7MzhoaGVKtWjenTp1NQUKDp0EQJksSohPz444+MHDmSTz/9lBMnTvD666/Trl074uLiNB2aKIP27dvH0KFDOXz4MLt27SIvLw8fHx/u37+v6dBEGXf06FG+/fZbPDw8NB2KKMPu3buHt7c3urq6bNu2jejoaObOnYuFhYWmQxNl1OzZs/n6669ZtGgR586dIzg4mDlz5hASEqLp0EQJknWMSkiTJk3w9PRk6dKl6n21a9emS5cuzJo1S4ORifIgMTERGxsb9u3bR4sWLTQdjiij0tPT8fT0ZMmSJXz++efUr1+fBQsWaDosUQZNmDCBgwcPyswL8dJ07NgRW1tbvvvuO/W+d955ByMjI1avXq3ByERJkhGjEpCTk0NkZCQ+Pj5F9vv4+HDo0CENRSXKk5SUFAAqVqyo4UhEWTZ06FA6dOhAmzZtNB2KKOO2bNlCo0aN6NGjBzY2NjRo0IBly5ZpOixRhjVv3pywsDAuXLgAwMmTJ/nrr79o3769hiMTJUlH0wGURUlJSeTn52Nra1tkv62tLQkJCRqKSpQXiqIwatQomjdvjpubm6bDEWXU+vXrOX78OEePHtV0KKIcuHz5MkuXLmXUqFFMmjSJI0eOMHz4cPT19Xnvvfc0HZ4og8aPH09KSgq1atVCW1ub/Px8Zs6cSZ8+fTQdmihBkhiVIJVKVeS1oiiP7BPiRRs2bBinTp3ir7/+0nQoooy6du0aI0aMYOfOnRgYGGg6HFEOFBQU0KhRI4KCggBo0KABZ8+eZenSpZIYiRLx448/smbNGtatW0fdunWJiopi5MiR2Nvb079/f02HJ0qIJEYlwMrKCm1t7UdGh27fvv3IKJIQL9LHH3/Mli1b2L9/P1WqVNF0OKKMioyM5Pbt2zRs2FC9Lz8/n/3797No0SKys7PR1tbWYISirKlUqRJ16tQpsq927dr8/PPPGopIlHVjx45lwoQJ9O7dGwB3d3diY2OZNWuWJEZlmDxjVAL09PRo2LAhu3btKrJ/165dNGvWTENRibJMURSGDRvGL7/8wu7du3F2dtZ0SKIMa926NadPnyYqKkq9NWrUiH79+hEVFSVJkXjhvL29H1mC4MKFC1StWlVDEYmyLiMjAy2ton8ma2trS7nuMk5GjErIqFGj8PPzo1GjRnh5efHtt98SFxfH4MGDNR2aKIOGDh3KunXr+PXXXzE1NVWPVpqbm2NoaKjh6ERZY2pq+sjza8bGxlhaWspzbaJEfPLJJzRr1oygoCB69uzJkSNH+Pbbb/n22281HZooozp16sTMmTNxdHSkbt26nDhxgnnz5vH+++9rOjRRgqRcdwlasmQJwcHBxMfH4+bmxvz586V0sigRT3p2beXKlfj7+7/cYES51KpVKynXLUrUb7/9xsSJE7l48SLOzs6MGjWKgIAATYclyqi0tDQ+++wzNm3axO3bt7G3t6dPnz5MmTIFPT09TYcnSogkRkIIIYQQQohyT54xEkIIIYQQQpR7khgJIYQQQgghyj1JjIQQQgghhBDlniRGQgghhBBCiHJPEiMhhBBCCCFEuSeJkRBCCCGEEKLck8RICCGEEEIIUe5JYiSEEEIIIYQo9yQxEkIIIYQQQpR7khgJIYQQQgghyj1JjIQQQgghhBDl3v8BmLcyl8t93J0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 9, 100)\n", "n = np.linspace(x[0], x[-1], 20)\n", "y_meas = f(n) + 0.1 * np.random.randn(len(n)) # simulate measurement with noise\n", "y_real = f(x)\n", "\n", "fig, ax = plt.subplots(figsize=(10,4))\n", "ax.plot(x, y_real, 'k', lw=1, label='true function')\n", "ax.plot(n, y_meas, 'bs', label='noisy data')\n", "for s in (0, 0.05, 0.1):\n", " spline_interpolation = sp.interpolate.UnivariateSpline(n, y_meas, k=3, s=s)\n", " y_spline = spline_interpolation(x)\n", "\n", " ax.plot(x, y_spline, label='spline, s={}'.format(s))\n", "ax.legend(loc=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fit pomocí nejmenších čtverců\n", "Tohle je trochu jiná úloha než interpolace nebo aproximace. Nyní máme předem danou funkci s neznámými parametry, o které předpokládáme, že popisuje naše data." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# fitování patří do optimalizace\n", "import scipy.optimize" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "# předpokládáná funkce, a,b,c jsou neznámé parametry\n", "def f_fit(x, a, b, c):\n", " return a*np.sin(b*x + c)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "x = np.linspace(0, 9, 100)\n", "n = np.linspace(x[0], x[-1], 20)\n", "y_meas = np.sin(n) + 0.1 * np.random.randn(len(n)) # simulate measurement with noise\n", "y_real = np.sin(x)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "výsledek: 1.03 * sin(0.988 * x +0.0646)\n" ] } ], "source": [ "# počáteční odhad parametrů\n", "guess = [1.3, 0.7, 1]\n", "params, params_covariance = sp.optimize.curve_fit(f_fit, n, y_meas, guess)\n", "print('výsledek: {:.3g} * sin({:.3g} * x {:+.3g})'.format(*params))" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,4))\n", "ax.plot(x, y_real, 'k', lw=1, label='true function')\n", "ax.plot(n, y_meas, 'bs', label='noisy data')\n", "ax.plot(x, f_fit(x, *params), 'r', label='fit')\n", "ax.legend(loc=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Zpracovnání obrazu" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "from scipy import ndimage, misc" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/dm/gbbql3p121z0tr22r2z98vy00000gn/T/ipykernel_90914/4101079354.py:1: DeprecationWarning: scipy.misc.ascent has been deprecated in SciPy v1.10.0; and will be completely removed in SciPy v1.12.0. Dataset methods have moved into the scipy.datasets module. Use scipy.datasets.ascent instead.\n", " sample = misc.ascent()\n" ] } ], "source": [ "sample = misc.ascent()\n", "\n", "samples = [sample]\n", "titles = [\"original\"]\n", "\n", "samples.append(ndimage.shift(sample, (50, 50)))\n", "titles.append(\"shift\")\n", "\n", "samples.append(ndimage.shift(sample, (50, 50), mode='nearest'))\n", "titles.append(\"shift nearest\")\n", "\n", "samples.append(ndimage.rotate(sample, 30))\n", "titles.append(\"rotate\")\n", "\n", "samples.append(sample[50:-50, 50:-50])\n", "titles.append(\"crop\")" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, len(samples), figsize=(18,6))\n", "for ax, im, tit in zip(axes, samples, titles):\n", " ax.imshow(im, cmap=plt.cm.gray)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " ax.set_title(tit)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "from scipy import signal\n", "\n", "noisy_sample = sample.copy().astype(np.float64)\n", "noisy_sample += sample.std() * 1 * np.random.standard_normal(sample.shape)\n", "\n", "samples = [noisy_sample]\n", "titles = [\"noisy\"]\n", "\n", "samples.append(ndimage.gaussian_filter(noisy_sample, sigma=3))\n", "titles.append(\"gaussian filter\")\n", "\n", "samples.append(ndimage.median_filter(noisy_sample, size=5))\n", "titles.append(\"median filter\")\n", "\n", "samples.append(signal.wiener(noisy_sample, (5,5)))\n", "titles.append(\"wiener filter\")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, len(samples), figsize=(16,5))\n", "for ax, im, tit in zip(axes, samples, titles):\n", " ax.imshow(im, cmap=plt.cm.gray)\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " ax.set_title(tit)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }