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zU~{Dn)Mj;!6`%-3m4M6qP!BA|1qUcXQ4{8`?Zl|zKbExyDv6^MZ|zGVDsoV_ zNhCw#(1p63qMV{>8}iq!M+4D3fk+sE+CULP^rzgltKUQ8${YXn;|A1?j1Y)y>@_pjgHc9g{Y@lzf;4^(2K_5nH%bS|PPe?GsaTUYu=R2dC63u8p2;NYa$$)x`a D!Tv~@ literal 0 HcmV?d00001 From 1dc65b52ae35e483a415164d84120eee331145f5 Mon Sep 17 00:00:00 2001 From: lordome Date: Mon, 1 Feb 2021 23:37:21 +0100 Subject: [PATCH 02/39] 01/02 - 1,2 completed --- Project.ipynb | 147 +++++++++++++++++++++++++++++++++++++++++++------- 1 file changed, 127 insertions(+), 20 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 72c396c..1f44160 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -19,7 +19,7 @@ "1. Compute the process leading-order cross section, $\\sigma(\\theta; \\sqrt{s})$, as a function of the scattering angle $\\theta$ and with the center of mass energy $\\sqrt{s}$ as a parameter. Start by computing it in the center of mass system. N.B.: textbooks reports such cross section in the relativistic limit, i.e. for $\\sqrt{s}\\gg m_\\mu$, which is clearly not the case here ($\\sqrt{s}\\sim 2m_\\mu$);\n", "2. compute and display the angle and momentum components distributions of the emerging muon pairs;\n", "3. boost muons four-momenta in the laboratory frame, i.e. in the frame where the electron is at rest and the positron has enough energy to give rise to the process;\n", - "4. write a Monte Carlo simulation that generates scattering events following the distrubtions that you found analytically; \n", + "4. write a Monte Carlo simulation that generates scattering events following the distributions that you found analytically; \n", "5. produce a synthetic dataset of about $N=10^5$ (or more) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);\n", "6. assume a $3$ cm thick Beryllium block is used as target and a rate of positron on target of $10^6$ Hz. Compute the rescaling factor (weight) you need to apply to the $N$ simulated events such that they represent the statistics that would be gathered in a week of countinuous operations;\n", "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n", @@ -37,15 +37,14 @@ "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", "Moreover, we are not interested in considering the annihilation in the usual Ultra Relativistic limit ($m \\sim 0$), but we are interested in the range of energy close to the threshold for the muon pair production: $\\sqrt s \\sim 2m_\\mu$. \n", "\n", - "The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression:\n", - " $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)cos^2\\theta^*\\right]$$\n", + "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", "\n", "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che cms frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta$ angle, and not on the other angle $\\phi$.\n", "\n", "The total cross section can be found integrating over the solid angle. \n", "$$ \\sigma (\\sqrt s) = \\int_{4\\pi} d \\Omega^* \\frac{d\\sigma^*}{d\\Omega^*} = \\int_0^{\\pi} d\\theta^* sin\\theta^* \\int_0^{2\\pi} d\\phi^* \\frac{d\\sigma^*}{d\\Omega^*} = 4\\pi\\frac{\\alpha^2}{3s^3}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}(2m_e^2+s)(2m_\\mu^2+s) $$ \n", " \n", - "The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", + "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", "\n", "As we are considering a case in which we have a stationary target, we need to pass from the CM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", @@ -66,17 +65,7 @@ "And analogously, $$\\beta^*_{\\mu^\\pm} = \\sqrt{1-\\frac{4m_\\mu^2}{s}}$$\n", "(The factors we have in the cross section formula).\n", "\n", - "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", - "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", - "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", - "\n", - "Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", - "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", - "\n", - "If we are consider, without loss of generalities, a boost towards the x axis, the relatoins between the energy and momentum components become: \n", - "$$ E_1 = \\gamma ( E^*+\\beta p^*) \\,\\,\\,\\,\\,\\, p_1 = \\gamma(\\beta E^*+p^* ) $$\n", "\n", - "$$ E_2 = \\gamma ( E^*-\\beta p^*) \\,\\,\\,\\,\\,\\, p_2 = \\gamma(\\beta E^*-p^* ) $$\n", "\n" ] }, @@ -89,17 +78,135 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "It can be also verified that this function is well reproduced at different values of s.\n" + ] + } + ], + "source": [ + "import numpy as np \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "#import spingi as sp\n", + "#import amonoi as ano\n", + "\n", + "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", + "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", + "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", + "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", + " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", + "\n", + "\n", + "def dsigmadtheta(s,theta, phi = 0):\n", + " return (alpha**2/(4*s))*(1-(4*m_muon)/s)**0.5*((1-(4*m_e)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e)/s)*(1-(4*m_muon)/s)*np.cos(theta)**2)\n", + "\n", + "def sigma(s):\n", + " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon)/s)**0.5*((1-(4*m_e)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", + " \n", + " \n", + "def f(s, theta, phi = 0):\n", + " return dsigmadtheta(s,theta)/sigma(s)\n", + "\n", + "\n", + "x = np.linspace(0,np.pi,100)\n", + "plt.title(\"Angle Distribution\")\n", + "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", + "plt.ylabel(r'Angle distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", + "plt.plot(x, f(s,x))\n", + "plt.show()\n", + "\n", + "print(\"It can be also verified that this function is well reproduced at different values of s.\")" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", + "\n", + "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(x, 2\\pi)$. For simplicity we will consider $\\phi^* = 2\\pi$ as the contribution in $\\phi$ is actually neglected.\n", + "\n", + "\\begin{aligned}\n", + "g(\\theta) = \\int _{0}^{x}d\\theta ^{\\ast }\\sin \\theta ^{\\ast }\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2\\theta^\\ast \\right)\\\\\n", + "\\end{aligned}\n", + "\n", + "\n", + "\\begin{aligned}\n", + "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( - \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)\\cos\\theta^{\\ast}+\\left( - \\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)\\cos^3\\theta^\\ast \\right) \\Big\\rvert_0^x\\\\\n", + "\\end{aligned}\n", + "\n", + "\\begin{aligned}\n", + "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos x)+\\left(\\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)(1-\\cos^3 x) \\right)\\\\\n", + "\\end{aligned}\n" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def g(s, x):\n", + " return s**2*0.375*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + "\n", + "plt.title(\"Cumulative function for the angle distribution\")\n", + "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", + "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", + "\n", + "plt.plot(x,g(s,x))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", + "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", + "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", + "\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, sin\\theta^* cos\\phi, sin\\theta^* sin\\phi, cos\\theta^*) $$\n", + "\n", + "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", + "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", + "\n", + "If we are consider, without loss of generalities, a boost towards the x axis, the relatoins between the energy and momentum components become: \n", + "$$ E_1 = \\gamma ( E^*+\\beta p^*) \\,\\,\\,\\,\\,\\, p_1 = \\gamma(\\beta E^*+p^* ) $$\n", + "\n", + "$$ E_2 = \\gamma ( E^*-\\beta p^*) \\,\\,\\,\\,\\,\\, p_2 = \\gamma(\\beta E^*-p^* ) $$" + ] }, { "cell_type": "markdown", From b67e75bdc0c7ea5896e960416fc575e17e75155d Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Tue, 2 Feb 2021 10:53:50 +0100 Subject: [PATCH 03/39] point 8 done and started point 4, calculated the inverse cdf --- Project.ipynb | 208 ++++++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 192 insertions(+), 16 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 1f44160..8b5eb5d 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -78,19 +78,16 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -106,6 +103,7 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", + "import math\n", "#import spingi as sp\n", "#import amonoi as ano\n", "\n", @@ -122,7 +120,6 @@ "def sigma(s):\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon)/s)**0.5*((1-(4*m_e)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", " \n", - " \n", "def f(s, theta, phi = 0):\n", " return dsigmadtheta(s,theta)/sigma(s)\n", "\n", @@ -143,30 +140,30 @@ "source": [ "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", "\n", - "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(x, 2\\pi)$. For simplicity we will consider $\\phi^* = 2\\pi$ as the contribution in $\\phi$ is actually neglected.\n", + "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(\\theta^*, 2\\pi)$. For simplicity we will consider $\\phi^* = 2\\pi$ as the contribution in $\\phi$ is actually neglected.\n", "\n", "\\begin{aligned}\n", - "g(\\theta) = \\int _{0}^{x}d\\theta ^{\\ast }\\sin \\theta ^{\\ast }\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2\\theta^\\ast \\right)\\\\\n", + "g(\\theta^*) = \\int _{0}^{\\theta^*}dx\\sin x\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2x \\right)\\\\\n", "\\end{aligned}\n", "\n", "\n", "\\begin{aligned}\n", - "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( - \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)\\cos\\theta^{\\ast}+\\left( - \\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)\\cos^3\\theta^\\ast \\right) \\Big\\rvert_0^x\\\\\n", + "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( - \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)\\cos x+\\left( - \\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)\\cos^3 x \\right) \\Big\\rvert_0^{\\theta^*}\\\\\n", "\\end{aligned}\n", "\n", "\\begin{aligned}\n", - "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos x)+\\left(\\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)(1-\\cos^3 x) \\right)\\\\\n", + "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos \\theta^*)+\\left(\\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)(1-\\cos^3 \\theta^*) \\right)\\\\\n", "\\end{aligned}\n" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -178,8 +175,8 @@ } ], "source": [ - "def g(s, x):\n", - " return s**2*0.375*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + "def g(s, x): #x is a dummy for theta star\n", + " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", "plt.title(\"Cumulative function for the angle distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", @@ -208,6 +205,185 @@ "$$ E_2 = \\gamma ( E^*-\\beta p^*) \\,\\,\\,\\,\\,\\, p_2 = \\gamma(\\beta E^*-p^* ) $$" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.interpolate import UnivariateSpline\n", + "from scipy.interpolate import InterpolatedUnivariateSpline\n", + "from matplotlib import pyplot as plt \n", + "\n", + "fig, ax = plt.subplots(1,3)\n", + "N = 10**5\n", + "\n", + "theta_star = np.linspace(0, np.pi, N)\n", + "#theta_star_sorted = np.sort(theta_star) #sort the angles\n", + "inv_cdf_nostro = UnivariateSpline(g(s,theta_star_sorted),theta_star_sorted, ext=0)\n", + "inv_cdf_nostro2 = InterpolatedUnivariateSpline(g(s,theta_star_sorted),theta_star_sorted, ext=0)\n", + "\n", + "\n", + "ax[0].plot(theta_star_sorted,\n", + " g(s,theta_star_sorted),\n", + " '*',\n", + " color = 'grey',\n", + " label = 'Samples')\n", + "ax[1].plot(theta_star_sorted,\n", + " g(s,theta_star_sorted),\n", + " '*',\n", + " color = 'grey',\n", + " label = 'Samples')\n", + "ax[2].plot(theta_star_sorted,\n", + " g(s,theta_star_sorted),\n", + " '*',\n", + " color = 'grey',\n", + " label = 'Samples')\n", + "\n", + "#versione mastrovalenz\n", + "inv_cdf = interp1d(g(s, theta_star), theta_star, fill_value=\"extrapolate\")\n", + "\n", + "numeri = np.random.rand(N)\n", + "num_sort = np.sort(numeri)\n", + "\n", + "ax[0].plot(inv_cdf_nostro(num_sort),\n", + " num_sort,\n", + " color = 'red',\n", + " label = 'Quantile predictor')\n", + "\n", + "\n", + "ax[1].plot(inv_cdf(num_sort),\n", + " num_sort,\n", + " color = 'green',\n", + " label = 'inv_cdf mastrovalenz')\n", + "\n", + "ax[2].plot(inv_cdf_nostro2(num_sort),\n", + " num_sort,\n", + " color = 'green',\n", + " label = 'inv_cdf nostra 2')\n", + "plt.show()\n", + "\n", + "\n", + "#https://stackoverflow.com/questions/6216881/python-interp1d-vs-univariatespline" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.interpolate import interp1d\n", + "inv_cdf = interp1d(g(s, theta_star), theta_star, fill_value=\"extrapolate\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(theta_star_sorted,\n", + " g(s,theta_star_sorted),\n", + " '*',\n", + " label = 'Samples')\n", + "plt.plot(quantile_func(g(s,theta_star_sorted)),\n", + " g(s,theta_star_sorted),\n", + " color = 'red',\n", + " label = 'Quantile predictor')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", + "$$\\sqrt {s} > 2m_\\mu \\rightarrow \\sqrt {s} > 4m_\\mu^2 $$ \n", + "So, rewriting the invariant quantity $\\sqrt{s}$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", + "$$ s = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-P_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-p_{e_+}^2$$\n", + "Joining the two conditions:\n", + "$$2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", + "And finally the condition on the energy of the positron:\n", + "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}$$\n", + "But:\n", + "$$E_{e_{+}}=E_0e^{-\\frac{Z}{\\chi_0}}$$\n", + "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of the target ($Z_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", + "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{Z_{max}}{\\chi_0}}$$ " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "47571.03165490111 MeV\n" + ] + } + ], + "source": [ + "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", + "z_max = 3 #cm\n", + "\n", + "result = ((4*m_muon**2-2*m_e**2)/(2*m_e))*math.exp(z_max/rad_length)\n", + "print (result, 'MeV')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\\begin{aligned}\n", + "CDF(g(x))=\\int_{0}^{x}dx \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos x)+\\left(\\frac{1}{3}\\frac{\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)}{\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right)^{-1}} \\right)(1-\\cos^3 x) \\right)\\\\\n", + "\\end{aligned}" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -258,7 +434,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4, From 22785929055cb57e33dd65ddbeefd4b1abb1051c Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Tue, 2 Feb 2021 14:59:32 +0100 Subject: [PATCH 04/39] 2 feb --- Project.ipynb | 149 ++++++++++++++++++++++++++++++-------------------- 1 file changed, 91 insertions(+), 58 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 8b5eb5d..487345e 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -83,11 +83,14 @@ "outputs": [ { "data": { + "image/png": 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zbT+3vD+fqjxJmjHR4v3ZmUyYuZYrBrfjhO7R3Ty4OJ5maFHV/Tg//qVOAKqa514++wKIBV5R1YUiMs5d/5yINAPSgXpAgYhcB3RR1d0iMgEYDDQWkUzgX6r6MvCAiPTCuXy2Gri8tDFGg/5tG3HTiI7c//kSjp7ZmHP7tfI7JGNMMVZk7eW2iQvo2yaBm0Z09DuccmNTAEfI8PWlUVCgXPTqTGau2s6k8cfQsVnlq0IbE+1ycvP58zM/sXFXNpOvHUjz+jX9DqnMwjoFcMBOm5ei2bAJk5gY4ZGzelE3vhrj355D9kHr9GhMpLnvsyUs2ribh87sWSmSyeGUtb3af4ElIhKsA6KpAIl1a/Do2T3JyNrLXZ8u8jscY0yAqYs389pPq7n06DYM69zU73DKXag95TsFW66qw4G2wKvhDMp4MzA1kTED2/L2jLV8vdTG7zQmEmzbe4C/vT+PTs3q8rcTKu99k0Ch1lAmu50FD7nzq46FYY7LeHTDcR3o2LQuf/vfPHbsO+h3OMZUaarKPz5cwO7sPB49uxc14mL9DqlChJpQOgG/AN+KyGMiEl09AquA+GqxPHJ2T3bsP8htEytti2ljosJHc9fz+cJN3DCiA52b1/M7nAoTaj+Ug6r6JNAZp2PiDBH5t4hYs6II0rVFfa4b3oFP5m1k4tz1fodjTJW0YWc2t09cSFrrhowZ2NbvcCqUp5vyqpqjqg8B3YEcYE7R4eWNvy4f1JYjWjXgjkkL2WrzpxhToVSVWz+cT16+8vBZPYmNqRyDPobKU0Jxh7EfCVwGtAL2APeWR2CmdOJiY3jg9B7sO5DPnR9bqy9jKtLEuRv4ZmkWfx3ZkdaNavsdToULtZXXPBHZDnyEM798A2AacBFQp5xiM6WU2rQuVw9tz8e/bmDKos1+h2NMlbB17wHu/HghvVs14MKjUvwOxxehDr1yGrBSq3K3+ihz+bHt+HT+Rv750Xz6tU2odKOaGhNp7vx4EfsO5HP/6T2q3KWuQqHelF+hqioiqSLysog8Vd6BmbKpHhfDA2f0IGvPAf4zeYnf4RhTqX21aDMf/7qBq4e2r5SjCIfKa0/5/wL/wxl1GBHpJiJvhD0qExY9khrwl2PaMGHmWmavqXKTXBpTIfYfzONfkxbSoWkdLj+2ckzlW1peE0qMqn4G5AOo6gKgW9ijMmFz3fAONK8fzz8+XEBufoHf4RhT6Tw+dTnrd2Zzz2ndqR5XeWZfLA2vn36DiLTBnWFRnImQK/doZ1Gudo04/nVKV5Zs2sNrP672OxxjKpWlm/bw8verOCstiSNTEvwOx3deE8p1OLMhNhORS4B3qMQTWVUWx3dtyrBOTXj0q2Vs2JntdzjGVAoFBco/P5pP3fg4bjmhs9/hRASvHRtXAyOBa3AGhfwWuMDrQUVkpIgsFZEMEbklyPpOIvKziBwo2nHSHVNsi4gsKLI8QUSmiMhy97mh17gqKxHhjj91pUCVOz+2YdeMCYf/zclk1uod/P3EziTUru53OBEh1H4oQwvH71LVPFX9n6repqrPqGqOlwOKSCzwNM7UwV2A0SLSpUix7ThJK9iw+K/hJLWibgGmqmoqMNV9b1zJCbW4emgqXyzczHfLsvwOx5iotis7l/s/W0Kf1g05o3eS3+FEjFBrKF8B80Vkg4h8KSIPichFInJEKSbY6gtkqOpKVT2Ic9lsVGABVd2iqrOA3KIbq+p3OAmnqFHA6+7r14FTPcZV6V02sA2tG9Xizo8XcjDPbtAbU1qPfbWM7fsPcuefuhJTRfucBBNqQrkG2AA8AdwNLAX6AI8AazwesyWwLuB9prusrJqq6kYA97lJsEIiMlZE0kUkPSurav2lXiMulttP7sKKrH28/tNqv8MxJiot3bSHN35ew+i+rejWsr7f4USUUDs2PgUcjdO66zGcmsO1qjpEVZt5PGawdF5hPfBV9QVVTVPVtMTEqjcK/7DOTRnSMZHHpy5ny25PVyuNqfJUlTsmLaROjThuHlE1Js3yIuSb8qqarar3A4OB9sBMEelXimNmAskB75Nwaj9ltVlEmoMz1z1gUxcW4/ZTunIgL5/7Prce9MZ48dmCTfy8chs3jehAQ7sRf4hQb8oPdC8VPQL8H84N9X1Ao1IccxaQKiJtRKQ6cA4wqRT7KWoSzmCVuM8Tw7DPSqlN49r85Zi2fDBnPb+u2+l3OMZEhZzcfO6dvJhOzeoyuu8hk9caQq+hfAtcAWwCrlDVPqo6WFUnez2gquYB44EvgMXAu6q6UETGicg4ABFpJiKZwA3AP0UkU0TquesmAD8DHd3lf3F3fR9wnIgsB45z35tiXDWkHY3rVOeuTxZhY34aU7JXflxF5o5sbju5C3GxVbtHfHFCHW34CpxJtU4CbhKRrcB897FAVT/yclA3EU0usuy5gNebcC6FBdt2dDHLtwHDvMRRldWNr8YNx3Xk1g/nM3n+Jk7q0dzvkIyJWFl7DvDM1ysY3rkJR7dv7Hc4ESvUm/LPq+p4VT1WVZsAI3Ca5uYCp5dngKb8nH1kMp2a1eW+zxeTk5vvdzjGRKxHpiwlJzefW0+0HvGHE3K9ze29/jcReQK4GafGMklVPfeUN5EhNkb450ldWLc9m9esGbExQS3euJv/m7WOC45qTdtEm0/wcEK9Kf83nA6IAszEubEuwIRgQ6eY6HFMamOGdWrCU9My2GZz0BtziHsnL6ZufDWuHZbqdygRL9Qayl+AI1X1PlV9033ch9Pr/S8lbGsi3N9P7Ex2bj5PTsvwOxRjIsp3y7L4fvlWrhmWSoNa1ky4JKEmlAKgRZDlzd11Joq1b1KHs49M5s3pa1i9dZ/f4RgTEfILlP98toTkhJqc39+aCYci1IRyHTBVRD4TkRfcx+c4gzBeW27RmQpz3fBUqsfF8OAXS/0OxZiI8NEv61m8cTc3H9+JGnGxfocTFUJqNqyqn4tIB5xLXC1x7p9kArNU1ZoHVQJN6sYzZmBbHp+6nMvW7uCIVjb6v6m6cnLzefjLpfRIqs/J3a1Jfai8DL1SoKrTVfV9d/j66ZZMKpcxg9rSuE4N7p282Do7mirttZ9Ws2FXDrec0MlGE/bAa7PhYSJSp8jyYHOTmChUp0Yc1w1PZdbqHUxbYkOhmapp1/5cnvk6gyEdExnQzjoxehFqs+FrcMbGuhpYICKB85fcWx6BGX+cfWQyKY1q8cDnS8kvsFqKqXqe/XYFew7k8deRnfwOJeqEWkMZA/RR1VNxRhu+TUQKb8ZbfbASqRYbw40jOrJ08x4m/bre73CMqVCbduXw6o+rOLVXSzo3r+d3OFEn1IQSq6p74bd55QcDJ7ijD1tCqWRO6t6cri3q8fCXy2xmR1OlPDFtOQWqXD+8g9+hRKVQE8omEelV+MZNLicDjXGGYDGVSEyM8NeRncjckc2EmWv9DseYCrFq6z7+b9Y6zu3bilaNavkdTlQKNaFciDN0/W9UNU9VLwQGhT0q47tBqY3p3zaBJ6ctZ9+BPL/DMabcPfzlUmrExTB+qA2xUlqhjjacCTQI1soLqBv+sIzfRJxayta9B23gSFPpLdqwm0/mbeTSo9uQWLeG3+FELV9aeYnISBFZKiIZwQaXdJso/ywiB0TkplC2FZE7RGS9iMx1Hyd6jcv8Ue9WDRnWqQnPf7uCXdm5fodjTLl5ZMpS6sXHMWZQW79DiWoV3spLRGKBp3GmEe4CjBaRLkWKbQeuAR7yuO2jqtrLfXieTdIc6oYRHdidk8fL36/0OxRjysWctTv4avEWLj+2HfVrVvM7nKjmRyuvvkCGqq5U1YM4w+IH1nhQ1S2qOgtnAi9P25rw6tqiPid1b87LP6yy4e1NpfTwl0tpVLs6Fw9I8TuUqOdHK6+WwLqA95nusnBsO15E5onIKyJig1GFyfXHdSA7N5/nvl3hdyjGhNVPK7byY8Y2rhjcjto1Qp0R3RTHj1ZewWo0oXbJPty2zwLtgF7ARuDhoDsQGSsi6SKSnpWVFeJhq7b2Tepw2hFJvPHzGjbvzvE7HGPCQlV5+MtlNKsXz/n9W/sdTqUQcisvVd1UzLofPR4zE0gOeJ8EbCjrtqq6WVXzVbUAeBHn8liweF9Q1TRVTUtMTPQYetV13fBU8guUZ762SbhM5fDd8q3MXrOD8UPbE1/NhqcPh5AHhwyjWUCqiLQRkerAOcCksm4rIoFjTJ8GLAhjzFVeckItzkxLYsLMdWzYme13OMaUiaryyJRltGxQk7PSkkvewITEc0IRkaGBz16pah4wHvgCWAy8q6oLRWSciIxz991MRDKBG4B/ikimiNQrblt31w+IyHwRmQcMAa4vTXymeOOHpqIoT1stxUS5aUu28Ou6nVwzrD3V4/z4u7pyEq/zXojIHFXtXfhcTnFViLS0NE1PT/c7jKhy20cLeGfWWqbdOJjkBBuewkQfVeXkJ39gT04eU288lmqxllC8EpHZqppWdHlZzqQNClkFXTmkHSLCU9OslmKi05eLNrNww26uGZZqySTM7GwaT5rXr8m5fVvxvzmZrNm2z+9wjPGkoEB5dMoy2jauzam9WvgdTqVjCcV4duXgdsTFWC3FRJ8vF21iyaY9XDMslTirnYSdnVHjWZN68ZzXrzUf/LKe1VutlmKiQ0GB8thXy2mbWJtTelrtpDyUJqHsdZ/3hDMQE13GHdvWqaVYiy8TJb5Y6NROrh2WSmyM3QIuD54TiqoOCnw2VVNhLeVDq6WYKFBQoDw+1amdnNzDaiflJdTh6/PLOxATfayWYqKF1U4qRqg1FPsGzCGauGMgWS3FRDKrnVScUBOKt96Ppsq43GopJsIV1k6uGWq1k/JmrbxMmTSpG8+5/Vrx4S/rrV+KiTi/1U4aW8uuiuApoYjItyJSz309TkSucwdpNFXYuGPbERsjPPO1zZdiIsuUxZtZsmkP44e2t9pJBfBaQ2mgqrtFpA/OtMANcYaKN1VY03rxnNu3Fe/PyWTd9v1+h2MM4IzZ9cTU5aQ0qsWfrHZSIbwmlFwRicOZcOt+Vf0X0DX8YZloM+7YdsSI8Mw3di/FRIavFm9h4YbdjB9qveIritez/CTwK870vx+7y+qENSITlZrVj+ecvsm8l55J5g6rpRh/qSqPT11Gq4RaNmZXBfKUUFT1daAf0E1Vs0WkPfBzuURmok5hLeXZb+xeivHX10u3sGD9bsYPaW+1kwrkuR+Kqu5V1Wz3dYaqXlIukZmo06JBTc5MS+K99Ew27rJZHY0/nHsnGSQ1rMlpvVv6HU6VEmpCeUtEbhWRlHAcVERGishSEckQkVuCrO8kIj+LyAERuSmUbUUkQUSmiMhy97lhOGI13lwxuB0Fqjz/7Uq/QzFV1PfLtzJ33U6uGtLe5jupYCGdbVW9AHgFOFVEHhGRi0WkVPdORCQWeBo4AegCjBaRLkWKbQeuAR7ysO0twFRVTQWmuu9NBUtqWIvTeyfx9sy1bNmd43c4popx7p0sp0X9eE7vneR3OFVOyOlbVTep6mOqegMwA7hORO4WkeEej9kXyFDVlap6EHgHGFXkWFtUdRaQ62HbUcDr7uvXgVM9xmXC5Moh7cgvUJ7/zmoppmL9vGIbs9fs4IohNle8H0p7xtcDm4CBwL9EZICHbVsC6wLeZ7rLyrptU1XdCOA+Nwm2AxEZKyLpIpKelZXlIWwTqtaNanNqr5a8NWMNWXsO+B2OqUIen7qcpvVqcGYfq534wXNCEZERwA9AM+BiVR2oqj952UWQZaGOFVaWbZ3Cqi+oapqqpiUmJnrZ1Hhw1ZB2HMwr4KXvrZZiKsaMlduYsWo7lw9qR3y1WL/DqZJKU0NJx0kkd6vqqlJsnwkkB7xPAjaEYdvNItIcwH3eUorYTJi0TazDKT1b8N/pa9i+76Df4Zgq4MlpGTSuU4Nz+7XyO5QqK9T5UAKbDW9X1TmHK1OCWUCqiLRxxwE7B5gUhm0nARe5ry8CJoa4T1NOxg9pT3ZuPi//YLUUU75mr9nBDxlbuXxQW6ud+CjUGsrXInK1iPwh9YtIdREZKiKv8/uP+WGpah4wHvgCWAy8q6oL3cEmx7n7bSYimcANwD9FJFNE6hW3rbvr+4DjRGQ5cJz73vgotWldTuzWnNd/WsOu/UXbVxgTPk9OW05C7eqc199qJ36KC7HcSOBSYIKItAF2AvFALPAl8Kiqzg31oKo6GZhcZNlzAa834VzOCmlbd/k2YFioMZiKMX5oez6dv5FXf1rFdcM7+B2OqYTmZe7km6VZ/HVkR2pVD/UnzZSHUM/+/ap6rYi8htOUtzGQrao7yyswUzl0bl6PEV2a8soPq/jLMW2oG1/N75BMJfPE1Awa1KrGhUel+B1KlRfqJa/Cv/y/V9VcVd1oycSE6uqhqezOyeP1n1b7HYqpZBZu2MVXizdz6dFtqFPDaid+CzWhfC4iPwPNRORSEekjIvHlGZipPLon1Wdopya89MMq9h7I8zscU4k8NS2DuvFxXDQgxe9QDKEPvXITcB6QD7QBbgPmi8hCEfm/cozPVBJXD23Pzv25vDl9jd+hmEpi6aY9fLZgE5cMSKF+TbuUGglCriOq6koRGa6qywqXueN5dSuXyEylckSrhgxMbcyL363koqNSqFndmnaasnnq6wxqV4/l0mPa+B2KcXmdD2VZkfd7VXV6eEMyldW1w1LZtu8gb82wWoopm4wte/lk3gYuHJBCg1rV/Q7HuGz0NFNh0lISGNCuEc9/t5Kc3Hy/wzFR7JmvM4iPi+Uyq51EFEsopkJdMyyVrD0HeGfmWr9DMVFq9dZ9fDR3PRcc1ZpGdWr4HY4J4KmdnYjUAE4HUgK3VdV/hzcsU1n1b9uIvikJPPftSkb3a0WNOLuXYrx5+usMqsXGcNlAq51EGq81lIk4847kAfsCHsaE7NrhqWzancN76Zl+h2KizLrt+/ngl/Wc1681Tepaz4VI47UnUJKqjiyXSEyVMaBdI/q0bsiz36zgrLRkmwjJhOyZbzKIjREuP7at36GYILz+T/5JRLqXSySmyhARrhmWyvqd2bw/x2opJjSZO/bzXnomo49Mpmk9q51EIq8J5RhgtogsFZF5IjJfROaVR2CmchuU2pieyQ14+usMcvML/A7HRIFnv1lBjAjjBrfzOxRTDK8J5QQgFRgBnAKc7D4b44mIcO2w9mTuyObDX9b7HY6JcBt2ZvNu+jrOTEuief2afodjiuG1Y+MaoAFOEjkFaOAuM8azIR2b0L1lfZ6aZrUUc3jPfbsCVbjCaicRzVNCEZFrgbeAJu7jTRG52utBRWSke9ksQ0RuCbJeROQJd/08EekdGIOILHDHEbsuYPkdIrJeROa6jxO9xmUqVuG9lLXb9/OR1VJMMTbuyuadmU7tJKlhLb/DMYfh9ZLXX4B+qnq7qt4O9AfGeNmBiMQCT+NcPusCjBaRLkWKFV5aSwXGAs+623Zzj9cX6AmcLCKpAds9qqq93Mchk3CZyDO8cxO6tqjHU19nkGe1FBPEc9+soECVKwe39zsUUwKvCUVwRhwulO8u86IvkKGqK1X1IPAOTt+WQKOAN9QxHWggIs2BzsB0Vd3vTgf8LXCax+ObCOLcS0llzbb9fDR3g9/hmAizaVcOE2au44w+SSQnWO0k0nlNKK8CM9zLS3cA04GXPe6jJbAu4H2muyyUMguAQSLSSERqAScCyQHlxruXyF4RkYYe4zI+Oa5LU7o0r8dT05ZbLcX8wXPfOrWTq4ZY7SQaeL0p/wjO3PLbgR3AJar6mMdjBqvRaChlVHUxcD8wBfgc+BWn1z44l8XaAb2AjcDDQQ8uMlZE0kUkPSsry2PopjyICNcOT2X1tv1MtFqKcW3encPbM9dyem+rnUQLz12UVXW2qj6hqo+r6i+lOGYmf6xVJAFFf0WKLaOqL6tqb1UdhJPYlrvLN6tqvqoWAC/iXFoLFv8LqpqmqmmJiYmlCN+UhxFdmtK5eT2etFqKcT37zQryC6x2Ek1CSigi8oP7vEdEdgc89ojIbo/HnAWkikgbEakOnANMKlJmEnCh29qrP7BLVTe6MTRxn1sBfwYmuO+bB2x/Gs7lMRMlCu+lrLZ7KQbn3snbM9dyRu8kWjWy2km0CGksL1U9xn2uW9YDqmqeiIwHvgBigVdUdaGIjHPXPwdMxrk/kgHsBy4J2MX7ItIIyAWuUtUd7vIHRKQXzuWz1cDlZY3VVKzjuzr3Up6ctpxTe7UgLtbG+Kqqnvkmg4ICZfxQq51EE6/D19+vqn8raVlJ3Ca9k4ssey7gtQJXFbPtwGKWX+AlBhN5RITrj+vAmDfS+eCX9ZyVllzyRqbS2bDz934ndu8kunj9E/C4IMtOCEcgxoDTL6V7y/o8OW259Z6vop75JgPF7p1Eo1DvoVwhIvOBTm6z3MLHKmB++YZoqhIR4brhqazbns0HNhJxlbN+Zzb/N2sdZ6YlW6/4KBTqJa+3gc+A/wB/4/dmvXtUdXt5BGaqrqGdmtAzqT5PTsvgtCOSbL6UKuTprzMArHYSpUL6n6qqu1R1NbAEuBi4yH2MF5Hbyy06UyWJCNcd14HMHdm8N3tdyRuYSmHd9v28O2sd5xzZipYNbEThaOT1T7+9/D7tbz7O/ZOUMMdkDIM7JNKndUOenJpBTm5+yRuYqPf41OXExoi17IpiXnvKPxzwuAcYzKHDphhTZiLCjcd1YNPuHCbMXOt3OKacrczaywdzMjm/f2ubjTGKlfXidC3AJnc25WJA+8Yc1bYRT3+9guyDVkupzB77ajk14mJtvpMo53U+lPkBLbwWAkuBx8snNGPgxhEd2Lr3AG/8vNrvUEw5WbppDx/P28DFR6fQuE4Nv8MxZeCpYyPOlL+F8oDN7jDyxpSLtJQEju2QyLPfruDcfq2oG1/N75BMmD0yZSm1q8cxdqBd7Ih2nqcADnist2RiKsJNIzqyc38uL32/yu9QTJj9um4nXyzczJiBbWlYu7rf4Zgy8nrJK15EbhCRD0TkfRG5XkTsDpopV92T6nNCt2a89P1Ktu876Hc4Jowe+nIpCbWr85eBbfwOxYSB15vybwBdgSeBp3BmUPxvuIMypqgbR3QgOzefZ7/J8DsUEyY/rdjK98u3cuXgdtSp4fXqu4lEXr/FjqraM+D91yLyazgDMiaY9k3q8ufeSbz+8xouPaYNzetbx7dopqo89MVSmteP5/z+rf0Ox4SJ1xrKL+78JACISD/gx/CGZExw1w5LRVV5YqrVUqLd1MVbmLN2J9cMSyW+Wqzf4ZgwCXVwyPkiMg/oB/wkIqtFZDXwMzCoHOMz5jfJCbU4t28r3k1fx8qsvX6HY0opv0B56MulpDSqxRl9kvwOx4RRqDWUk4FTgOOBNsCx7qMNzkRYxlSI8UNTqREXw8NfLvM7FFNKH/2yniWb9nDT8R2pZpOoVSqhfptvqeoaYCHOcPWFjwWUYqpdERkpIktFJENEbgmyXkTkCXf9PBHpHbDuWhFZICILReS6gOUJIjJFRJa7zw29xmUiX2LdGowZ2JZP529k7rqdfodjPMrJzeeRKcvokVSfE7s1L3kDE1VCHW34tymAVbVewKOuqtbzckARiQWexhlYsgswWkS6FCl2ApDqPsYCz7rbdgPGAH2BnsDJIpLqbnMLMFVVU4Gp7ntTCY0Z1JZGtatz32eLcSb3NNHizelrWL8zm1tGdiImRkrewESVkOubbq0hHHOy9gUyVHWlqh4E3gFGFSkzCnhDHdOBBiLSHKeZ8nRV3e92qvwWOC1gm9fd168Dp4YhVhOB6tSI45phqUxfuZ1vl2X5HY4J0a7sXJ76OoNBHRIZ0L6x3+GYchByQnHnef8oDMdsCQROcpHJoSMWF1dmATBIRBqJSC2c+zeFSa6pqm50Y90INAl2cBEZKyLpIpKelWU/RtFqdN9WtEqoxX2fLaGgwGop0eD5b1ewc38ufz2+o9+hmHLi9Y7YdBE5sozHDFbPLfqLELSMqi4G7gemAJ8Dv+KMKRYyVX1BVdNUNS0xMdHLpiaCVI+L4cYRHViyaQ8f/rLe73BMCTbuyublH1YxqlcLurWs73c4ppx4TShDgJ9FZIV7s7ywObEXmfxeqwBIAjaEWkZVX1bV3qo6CNgOLHfLbHYvi+E+b/EYl4kyp/RoQc+k+jz4xVIb3j7CPfjFUhRnXDZTeXlNKCcA7YChOM2IC5sTezELSBWRNiJSHTgHmFSkzCTgQve+TX9gV+HlLBFp4j63Av4MTAjY5iL39UXARI9xmSgTEyP846QubNqdw8s/rPQ7HFOMBet38eEv67nk6BSSE2r5HY4pR14TypVFRhxeA1zpZQfuzfTxwBfAYuBdVV0oIuNEZJxbbDKwEsgAXixyjPdFZBHwMXCVqu5wl98HHCciy4Hj3PemkuvbJoHjuzbl2W9WkLXngN/hmCJUlXs+XUyDmtW4aohN7VvZiZdmlyIyR1V7F1k2T1V7hD2yCpCWlqbp6el+h2HKaGXWXkY8+h1nH5nMPad19zscE2Daks1c+lo6d/6pKxcNSPE7HBMmIjJbVdOKLg916JUrRGQ+0ClgxsZ57vAr88McqzGetE2sw/n9WzNh5lqWbd7jdzjGlZtfwL2Tl9CmcW3O7dfK73BMBQj1ktfbOPdKJrrPhY/eqnpeOcVmTMiuHZZK3fhq3PXJIuvsGCHenL6GjC17ufXEzjbEShURak/5Xaq6GvgA2O7eO7kAeElEjijH+IwJScPa1blueCrfL9/KV4utgZ/ftu87yKNTljEwtTHDOwftEmYqIa9/NtymqntE5BicgSJfB54Lf1jGeHd+/9a0b1KHuz9dxIE8a0bsp0emLGXfwXxuO7kLIjbESlXhNaEU/i89CXhWVScCNhG0iQjVYmO47eQurNm2n1d/XO13OFXW4o27eXvGWi7o35oOTev6HY6pQF4TynoReR44C5gsIjVKsQ9jys2xHRIZ3rkJT03LYMueHL/DqXJUlbs+WUS9mtW4bnhqyRuYSsVrMjgLp//ISFXdCSQAN4c7KGPK4h8ndeFgXgH3TV7idyhVzqfzN/LTim3ceFwHGtSyixdVjaeE4o7y+4GqLnffb1TVL8snNGNKp03j2owd1JYPflnPjJXb/A6nyth7II+7PllE1xb1OLefzRNfFYXaD+UH93mPiOwu+ly+IRrj3VVD2tOyQU1un7iQ3PwCv8OpEp6cupzNuw9w16ndiLW5Tqqk0k6w9Yfn8g3RGO9qVo/l9lO6sHTzHt74eY3f4VR6yzfv4eUfVnF2WjK9W9lkqVVVXCiFROSGw61X1UfCE44x4TOiS1MGd0zk0SnLOLlHc5rWi/c7pEpJVbl94kJq14jjryNtNOGqLNR7KHXdRxpwBc5kVy2BcTjT+BoTcUSEO07pysH8Av798SK/w6m0Ppiznp9XbuPm4zvSqE4Nv8MxPgr1ktedqnon0BhnuJUbVfVGoA/OXCXGRKSUxrW5Zmh7Pp2/kamLN/sdTqWzfd9B7v50EX1aN+TcvjZeV1XntdlwK+BgwPuDQErYojGmHIwd1I4OTetw+8SF7DvgaYJPU4K7P13Enpw87j2tOzF2I77K85pQ/gvMFJE7RORfwAyc4VeMiVjV42L4z5+7s35nNo9MWeZ3OJXGD8u38sGc9Yw7th0dm1mPeOO9H8o9wCXADmAncImq/sfrQUVkpIgsFZEMEbklyHoRkSfc9fNEpHfAuutFZKGILBCRCSIS7y6/Q0TWi8hc93Gi17hM5dWndQLn9WvFqz+uYl7mTr/DiXrZB/P5x0fzSWlUi/FDbeIs4/A8bIqqzlHVx93HL163F5FY4Gmc6YS7AKNFpOiN/ROAVPcxFnjW3bYlcA2QpqrdgFicKYQLPaqqvdzHZK+xmcrtbyd0IrFuDW5671cbPLKMHvpyKWu27efe07oTXy3W73BMhPBjHK6+QIaqrlTVg8A7wKgiZUYBb6hjOtBARJq76+KAmiISB9QCNlRU4Ca61Yuvxn1/7sGyzXt5Yupyv8OJWrNWb+eVH1dxfv9WDGjf2O9wTATxI6G0BNYFvM90l5VYRlXXAw8Ba4GNwK4iQ7+Mdy+RvSIi1rvKHGJIpyac0SeJ575daZe+SiH7YD43v/crLRvU5O8ndPY7HBNhPCUU997G+SJyu/u+lYj09XjMYE1Bik6xF7SMmyRGAW2AFkBtETnfXf8s0A7ohZNsHi7mM4wVkXQRSc/KyvIYuqkMbju5C43rVLdLX6Xw4BdLWb1tPw+c3oPaNULqF22qEK81lGeAo4DR7vs9OPdDvMgEkgPeJ3HoZaviygwHVqlqlqrm4swgOQBAVTerar6qFgAv4lxaO4SqvqCqaaqalpiY6DF0UxnUr/n7pS9r9RW66Su38epPdqnLFM9rQumnqlcBOQCqugPvE2zNAlJFpI2IVMe5qT6pSJlJwIVujag/zqWtjTiXuvqLSC1xpoEbBiwGCLjHAnAasMBjXKYKGdKpCaP7JvPCdyv5eYWNSFySXftzueH/5tI6oZZd6jLF8ppQct1WWgogIomAp6FcVTUPGI8zr8pi4F1VXSgi40RknFtsMrASyMCpbVzpbjsD+B8wB5jvxv+Cu80DIjJfROYBQ4DrPX42U8XcdnIX2jSqzQ3vzmXX/ly/w4lYqso/PprPlj0HePycI+xSlymWqBa9fXGYwiLnAWcDvXE6NJ4B/FNV3yuf8MpXWlqapqen+x2G8dG8zJ38+ZmfOL5rM5469wib/zyID+ZkcsO7v3Lz8R25aoj1OTEgIrNVNa3ocq8dG98C/gr8B+fG96nRmkyMAeiR1IAbRnTg0/kbeW92pt/hRJw12/Zx+8SF9E1JYNyx7fwOx0Q4z3VXVV0C2NyqptK4fFA7vl+2ldsnLqBHUn06NbMpfgBycvO58q05xMYIj5zd0ybNMiUKdcbGwBkaC1/bjI2mUoiNER4f3Yu68dW48q057LUBJAG48+NFLNywm0fP7klSw1p+h2OiQKjD1wfO0Fj42mZsNJVGk7rxPDn6CFZv3cff3p+Hl3uLldEHczKZMHMtVwxux9BOTf0Ox0QJT5e8ipm5cRcwW1XnhiUiY3zSv20jbjq+Iw98vpS01g255Og2fofkiyWbdvOPDxfQr00CNx7Xwe9wTBTx2mw4DWeWxsIZG8cCg4EXReSv4Q3NmIo3blA7hnduyt2fLubHjK1+h1Phtu09wGWvp1M3Po4nRx9BXKwfozOZaOX1X0sj/jhjYxqQCAwCLg5zbMZUuJgY4dGze9IusTZXvjWHVVv3+R1ShTmYV8AVb81hy54DvHBhGk3qxfsdkokyZZ2xMRdorarZwIGwRWWMj+rGV+OlC48kRuCy12exO6fyd3pUVf41aQEzV23nwTN60Cu5gd8hmSjkNaG8DUwXkX+5Mzb+CEwQkdrAorBHZ4xPWjWqxTPn9WHNtv1c9dYcDuZ5GhAi6rz0/SomzFzHVUPaMapX0cG/jQmN146NdwFjcGZr3AWMU9V/q+o+VT2vHOIzxjdHtWvEvX/uzvfLt3Lz/36loKBytvz68JdM7pm8mJO6N+fG4zr6HY6JYqXp2DgbmF0OsRgTcc5KSyZrzwEe/GIpjevU4J8nda5Uw7N8s3QLN783jwHtGvHI2T2Jsc6Lpgy8NhuuAZwOpARuq6r/Dm9YxkSOKwe3I2vPAV7+YRWN6lTnysGVYzyrOWt3cMWbc+jQtC7PX9CHGnE2la8pG681lIm4/U6wm/CmihARbj+5Czv2H+SBz5cSIxL141rNXrODi16ZSZN6NXjt0iOpG1/N75BMJeA1oSSp6shyicSYCBYTIzx8Zk8KFO77bAkFqlFbU5m9ZjsXvTKLxnWqM2Fsf5rUtebBJjy8JpSfRKS7qs4vl2iMiWBxsTE8elZPYgQe+HwpefnK1UPbR9U9lRkrt3Hpa7NoUi+eCWP606y+JRMTPl4TyjHAxSKyCueSlwAFqtoz7JEZE4HiYmN45KxexIrwyJRlbNmTwx2ndI2KHuWfztvI9e/OJalhTSaM6U9T67howszr/4ITgFRgBPAn4ApgvdeDishIEVkqIhkickuQ9SIiT7jr54lI74B114vIQhFZICITRCTeXZ4gIlNEZLn73NBrXMaEIjZGeOjMnow7th1vTl/LuDdns/9g5I5QrKq8+N1Krnp7Dj1a1uf9cQMsmZhy4bUfyhqgIXAV8A1wF850vSFzpxB+Gic5dQFGi0iXIsUKE1cqznhhz7rbtgSuAdJUtRsQizMnPcAtwFRVTQWmuu+NKRcxMcItJ3TirlFdmbZkC2c9/zPrtu/3O6xD5OTmc+uHC37rZ/LmZf1oWLu632GZSirU+VA6iMjtIrIYeApYhzN98BBVfcrjMfsCGaq6UlUPAu8Ao4qUGQW8oY7pQAMRae6uiwNqikgcUAvYELDN6+7r14FTPcZljGcXHJXCixemsWbbfk564nu+WrTZ75B+s2bbPk5/9qffhqF/cvQRxFezpsGm/IRaQ1kCDANOUdVjVPVJIL+Ux2yJk5AKZbrLSiyjquuBh4C1OFMQ71LVL90yTVV1I4D73CTYwUVkrIiki0h6VlZWKT+CMb8b1rkpn149kFaNanHZG+nc8+kicnJL+9+j7FSVj3/dwMlP/EDmjmxeviiNv43sZJ0WTbkLNaGcDmwCvhaRF0VkGM4N+dIItl3RMS2ClnHvi4wC2gAtgNoicr6Xg6vqC6qapqppiYmJXjY1plitGtXif+MGcEH/1rz4/SpOePx7fl6xrcLj2LAzmzFvpHP1hF9o26QOn1x9DMM62wRZpmKEOmPjh6p6NtAJ597J9UBTEXlWREZ4PGYmkBzwPonfL1uVVGY4sEpVs1Q1F/gAGOCW2Vx4Wcx93uIxLmPKJL5aLHed2o23LutHgSqjX5zOze/9ysZd2eV+7JzcfF76fiXHPfItP2Zs4x8ndub9cUeRnGBT95qK4/Wm/D5VfUtVT8b5kZ+L95vfs4BUEWkjItVxbqpPKlJmEnCh29qrP86lrY04l7r6i0gtcRr/DwMWB2xzkfv6Ipxe/cZUuKPbN+bzawcx7th2fDR3Pcc++A13fryQLXtywn6sA3n5/Pfn1Rz74Nfc/eli0lIS+PL6QYwZ1DYqmjKbykX8mDtbRE4EHsNppfWKqt4jIuMAVPU5N1k8BYwE9gOXqGq6u+2dwNlAHvALcJmqHhCRRsC7OHO2rAXOVNXth4sjLS1N09PTy+MjGgPAuu37eXLact6fs564GOGEbs0468hk+rdpVKZ7Gqu27uPd9HW8PzuTLXsOkNa6ITeM6MCAdo3DGL0xwYnIbFVNO2S5HwklUlhCMRVl1dZ9vPzDSibO3cCenDySE2oyuEMTBrRrRL+2jUgooSlvTm4+v6zdyc8rtvJ9xlZ+WbuTGIEhHZtw4YAUBqU2jqoe+ya6WUIJwhKKqWg5ufl8vmATE+euZ+aq7ew76LQGS6hdneSEWiQ1qEmNOOdSVb4qm3fnsG57Nht3ZVOgECPQPakBI7o05Yw+SdZB0fiiuITieT4UY0zpxVeL5dQjWnLqES3JzS9gXuYuZq3ezppt+8ncsZ/FG3eTW+DMDikITerWoG+bBJIb1qRHUgP6tk2gno0MbCKUJRRjfFItNoY+rRvSp7WNEmQqB2sGYowxJiwsoRhjjAkLSyjGGGPCwhKKMcaYsLCEYowxJiwsoRhjjAkLSyjGGGPCwhKKMcaYsKjSQ6+ISBawppSbNwa2hjGcihbt8UP0f4Zojx+i/zNEe/zgz2doraqHTChVpRNKWYhIerCxbKJFtMcP0f8Zoj1+iP7PEO3xQ2R9BrvkZYwxJiwsoRhjjAkLSyil94LfAZRRtMcP0f8Zoj1+iP7PEO3xQwR9BruHYowxJiyshmKMMSYsLKEYY4wJC0soJRCRkSKyVEQyROSWIOtFRJ5w188Tkd5+xFmcEOIfLCK7RGSu+7jdjziLIyKviMgWEVlQzPpIP/8lxR/p5z9ZRL4WkcUislBErg1SJtK/g1A+Q8R+DyISLyIzReRXN/47g5SJjO9AVe1RzAOIBVYAbYHqwK9AlyJlTgQ+AwToD8zwO26P8Q8GPvE71sN8hkFAb2BBMesj9vyHGH+kn//mQG/3dV1gWTT9H/DwGSL2e3DPax33dTVgBtA/Er8Dq6EcXl8gQ1VXqupB4B1gVJEyo4A31DEdaCAizSs60GKEEn9EU9XvgO2HKRLJ5z+U+COaqm5U1Tnu6z3AYqBlkWKR/h2E8hkilnte97pvq7mPoq2pIuI7sIRyeC2BdQHvMzn0H2IoZfwSamxHudXpz0Ska8WEFjaRfP5DFRXnX0RSgCNw/kIOFDXfwWE+A0Tw9yAisSIyF9gCTFHViPwO4ir6gFFGgiwr+pdBKGX8Ekpsc3DG5dkrIicCHwGp5R1YGEXy+Q9FVJx/EakDvA9cp6q7i64OsknEfQclfIaI/h5UNR/oJSINgA9FpJuqBt6Xi4jvwGooh5cJJAe8TwI2lKKMX0qMTVV3F1anVXUyUE1EGldciGUWyee/RNFw/kWkGs4P8Vuq+kGQIhH/HZT0GaLhewBQ1Z3AN8DIIqsi4juwhHJ4s4BUEWkjItWBc4BJRcpMAi50W1n0B3ap6saKDrQYJcYvIs1ERNzXfXH+TWyr8EhLL5LPf4ki/fy7sb0MLFbVR4opFtHfQSifIZK/BxFJdGsmiEhNYDiwpEixiPgO7JLXYahqnoiMB77AaTH1iqouFJFx7vrngMk4LSwygP3AJX7FW1SI8Z8BXCEieUA2cI66zUYigYhMwGmB01hEMoF/4dyUjPjzDyHFH9HnHzgauACY717DB7gVaAXR8R0Q2meI5O+hOfC6iMTiJLp3VfWTSPwdsqFXjDHGhIVd8jLGGBMWllCMMcaEhSUUY4wxYWEJxRhjTFhYQjHGGBMWllCMMcaEhSUUY0zEE5EuInKxOxR9Xb/jMcFZQjFBuT2H3xGRFSKySEQmi0iHUuyngYhcWR4xuvu/Rpx5Lt4qr2NUNBH5qSK2KW8isrfkUn8oHysij7tzfswXkbYBq6sBVwOnAXvd8ikikh3QWbGs8b4sIieJMx/KwUgceiXSWUIxh3CHoPgQ+EZV26lqF5yexU1LsbsGgKeE4g4fEeq/zSuBE1X1PK+BRSpVHVAR20SgvwMrVbUr8AR//HeTDLyK0xM8sIayQlV7BduZ27Pci17Ar+7+ImossqjhxyQs9ojsBzAU+K6YdecDM4G5wPNArLs8BWeeiReBhcCXQE2cOViy3fIPFrePgO2fAX7BGfk18Lg3AAvcx3XusueAg8B84Poi5VNwxjt6yd3mLZwxkH4ElgN9A8p+BMx24x7rLqsNfIozKdkC4Oxgy0I9Rx7j2VvcsQ6zfG9x5+lw30+Q2IOdi8NuC9zmfrYpwATgpsCYDvfvJmB9bWB2wPvhwEdFyjQL8h0vKLLsPeAR4GvgnzhDqkx3z9cPQGJA2Q7usvnA9cD6gHWrgcZ+/1+MtofvAdgj8h7ANcCjQZZ3Bj4GqrnvnwEudF+nAHlAL/f9u+6PyB/+0xe3D7dcAUVmonPL9HH/09cG6rg/ake464L+xw+IpztOTXw28ArOMN+jAn+sgAT3uSbOD3Ej4HTgxYAy9YMtC/UceYxnb3HHOszyvSWcp6DfT5D4g52LYrcF0nCSRE2cmsNyiiSU4s5JkeOOwpnrY677WIsz9tzh/p2mcGhCWQL8O+B9o4DX/wKucl/H4SS4vgExTQ0ouxpLKJ4fdsnLeDEM50drlnvdehjO9MKFVqnqXPf1bJz/8F72sUad2eaKOgb4UFX3qTPE+AfAwBDiXaWq81W1AOfHdao6vxbzi8R2jYj8ivOXbDLOPBjzgeEicr+IDFTVXcUs8/L5Qo2HwxzrcDGUdJ5C+X6CnYvDbXsMMFFVs9WZDfFjj+ekUC/gdlXtpc4lpy9xEkvIRCQeSAD+HbD4YnHnY8e5hJbjLv8zzujDM933C70ezxzKRhs2wSzEuVRQlACvq+rfi9nuQMDrfJy/WkPahzgz6e0rZr/BJg8KRWA8BQHvC3D/7YvIYJzLK0ep6n4R+QaIV9VlItIHZwTX/4jIl6r672DLPHy+EuMpVNzxi1secOxQz8ch309x56KEbUP5bkr6dwPQEFjlxhEHjADuCWHfgbrizKWe5+7nQpxpsIeqM3HWdzj/tgF64CTGQn1w5hkxZWA1FBPMNKCGiIwpXCAiRwLzgDNEpIm7LEFEWpewrz388Sbq1FLs4zvgVBGpJSK1cVr6fO/pExWvPrDD/QHtBPR342oB7FfVN4GHgN7BlgXZX2k+3yGKO1YJMZT1PAU9FyX4AThFROLFmRHxpCBlQjknywKOdz3wqaqu8hA7OJcT5xV5/5ObTE4HBuDU8MCZ66SbG08fYDRWQykzq6GYQ6iqishpwGMicgvOZYLVwHU4Nzq/dFth5QJXAWsOs69tIvKjiCwAPlPVm0Uk2D42HWYfc0TkNZxr3gAvqeovZfyYhT4HxonIPGApzqUecH6MHhSRAjfGK4pZVjTWRV4/XzGKO1axMYThPBV3LoqlqrNEZBLOTe81QDqwq0iZ4s5J4L+bCcBnIpIB/AyM9RB3oe78/tkBXgcmisgZOPOFrFTVwlrwf4HJ7iW4pcBOnIYHpgxsPhRjTJmISB23FlALp5Y0VlXnVMBxU4BPVLVbOex7NZCmqlvDve/KzC55GWPK6gX3L/05wPsVkUxc+UD9cHVsBGeKXXd/1XDubRkPrIZijDEmLKyGYowxJiwsoRhjjAkLSyjGGGPCwhKKMcaYsLCEYowxJiwsoRhjjAkLSyjGGGPCwhKKMcaYsLCEYowxJiz+HxMqhP0vxPNeAAAAAElFTkSuQmCC\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -158,12 +161,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -194,15 +197,17 @@ "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", "\n", - "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, sin\\theta^* cos\\phi, sin\\theta^* sin\\phi, cos\\theta^*) $$\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*, cos\\theta^*) $$\n", "\n", "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", "\n", - "If we are consider, without loss of generalities, a boost towards the x axis, the relatoins between the energy and momentum components become: \n", - "$$ E_1 = \\gamma ( E^*+\\beta p^*) \\,\\,\\,\\,\\,\\, p_1 = \\gamma(\\beta E^*+p^* ) $$\n", "\n", - "$$ E_2 = \\gamma ( E^*-\\beta p^*) \\,\\,\\,\\,\\,\\, p_2 = \\gamma(\\beta E^*-p^* ) $$" + "If we are consider, without loss of generalities, a boost towards the x axis, the relations between the energy and momentum components become: \n", + "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", + "\n", + "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", + "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2=\\pi-\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2=\\phi^*-\\pi$$" ] }, { @@ -212,14 +217,14 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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0xb0S4VRJJRlkzOtNYvdDEvo8y/P5WNjbS9m2bVZ3RYSZDx9DDFFIodVdEWFgFOqrY/+zQ1wloc+zzRcvcnvRIurXrQtqj8RqL2amkkoWspC1rA20SVztz7i6JdKerDgVSejzxOPxEN/fT67PR+XGjehoOSR3AvN0ixcvG9gg0y0OU0klmWSSRFKgLVILtST0eVRQXU3MyAgVpiXmhDPUUccww7YYxYnpGYW6iy6ucc02cZWEPo8KKyroTkmhPT34WUmRWu1F6KqpJpFE1rAm0CZxtb9qqgEi9Zk8k0hCnwcej4cFd+6Q3dBARWGhXHvuEOabibx4ySdfplscpoYa0klnceBpw5FdqCWhz5MNVVVEaS3TLQ7URBMDDLCe9VZ3RYSBUag/53Muc9lWcZWEPk8KKyq4mpbG1eXLg9ojudqL0FRTTSyxcjORw9RQA9hnugUkoc85j8dD0q1brG1pkdG5A/nxU0stueQSS6zV3RFhVEMNaaSRanqycKQXakno86CgZrTSV623z6GbuDfjsLyNNu5wx1aH5eLujLj20EMzzbaLqyT0eVBQXU1XairXJ6z6EunVXkyvmmqiiCKXXKu7IsKollo02lbTLSAJfU55PB4SenvJbGqipsBeO4aYnkZTQw3ZZJPA+CIlUqjtr4YakklmJeOPt7ZDXCWhz7E8r5corSWhO4hxWN5JJ9102+6wXEzNiOsAA9RTz3rWo7DXJcaS0OdYQU0Nt5KSuLxqVVC7Haq9uDfjppN88i3uiQgnHz5GGLFloZaEPkc8Hg8xg4Pk1NWNjs6j5J/aaWqoYQ1rWMSiQJsUavuroYYFLCCDjECbXeIqWWYO5dTXEzs8TI1c3eIY5ptOOum03UkzcW8jjODDRz75RNkwPdqvxzaSV1tLX0ICzWvXBrXbpdqLu/PhA5CrWxzCKNSttDLAgG3jKgl9rvj95Pp81OXk4JdH5TqOFy9LWGKrm07E9Lx4iSKKdYyvV5CcnHyPn4gsktDngMfjYeWVKyzq6aEuJ8fq7ogwMUZxQwzRSCO55NruKghxbz58rGUt8cQH2l577TULezQzktDnSI5v9JBcErrzNNLIMMPkkWd1V0QYGIW6m2666LJ1XCWhz5Fcn4/2VavoXbQoqF0Oy+3Ph49YYmWpOYcxzotIQhcBHo+HxN5e0tvbqcu154kVcXcajRcv2WTLw7gcxouXpSzlAR4ItNmtUEtCnwPr6uuJ0hqfTLc4hnlJspvctPUoTowzrwnbRJPt4yoJfQ7k+Hz0JiZyWZaacxwvXkAuV3Qa47yI3eMqCT2MPB4P+P3k1NVRl5ODlrtDHceLlxWssM2SZCI0XrzEEWf78yKSccJsZUcHC3t75eoWBzEOy/voo5VW24/iRDCNxoePbLKJIcbq7syKJPQwy2pqAqAhOzuo3Y7VXgSrow6Ntv08qxhlfmrmLW45Iq4hJXSl1DNKqVqlVJ1S6tt32eZLSqkqpVSlUurn4e2mfWQ2NtKVmkpPUpLVXZnWsWPHyM/PByiUuE7Ph48FLCCd8XMjkVioJa4zM9VjHJ5//nmrujMr0yZ0pVQ08CPgWWADcEAptWHCNrnAvwf2aK03Ava5tSpMPB4PUSMjrGlpoSkz0+ruTGtkZISDBw9y9OhRgEokrlMyRnF+/PjwkUNORD+0SeI6c168rGQlSYwPwrZv325hj+5fKHvmLqBOa92gtR4EfgG8MGGbPwF+pLXuBtBaXw1vN+1hZUcH8YODtkjoZ8+eJScnh+zRqSGNxPWe2mmnj76Inz+XuIbGKNS99NJGW8THNVShJPR0oNX0fdtYm1kekKeUOq2UKlFKPTPVL1JKvaKUKlVKlXZ1dd1fjyNYZmMjwKSEHomH5e3t7WRkZJibJK734MWLQpHD+Mluiav9Oe28SLiOHWOAXOBx4ADwv5RSKRM30lq/obUu0loXpU1YMNnOjGqf2dTE1bS0Sbf725ir42rmw0cGGSSSaHVXwkHiOsY4L7KK8RXFIrFQhyqUhN4OmEv+6rE2szbgsNZ6SGvdCHjBIccwIbLT/DlAeno6ra3mAy+J60RGob7FLa5wxRajOInr9MznReqoI5fciD4vMhOh/BXngFylVJZSKg74MnB4wjb/j9Fqj1IqldFDuoYw9jPirWpvJ25oiKasrKD2SK32O3fuxOfz0Tg6TaSQuN6VnRazkLiGro02W5wXmYlpE7rWehh4FXgPqAbe1lpXKqV+oJTaP7bZe8B1pVQVcBz4d1rr63PV6UiUOXb9edOE1YkiVUxMDIcOHWLfvn0AG5G43pUXL8kks4xlgbZILdQS19AZ50XMi1lEalxDFdJtUVrrI8CRCW3fM32tgT8f+89VzPPnncuW0bdwocU9Cl1xcTHFxcUopSq01j8EiavBiOswwzTQwFa22mYxC4lraIzFLBxyXgSQO0XDImp4eHT+fMJ0i7C/JpoYYshRh+VuZhTqm9ykk07HxVUSehikt7cTOzxsi8sVxcz48BFDDFmMF2uJq/05YTGLqUhCnwXzdIvGPvPnIjTGYhZZZMliFg7jxUsKKY5b5FsSehhkNjXRuXw5/QsWWN0VEQZGob7Odbrpdtwozq0mLvKdR55tzouEShL6LEUPD5PR2mqbyxVF6GQxC2dy8nkRSej3yaj26W1txA4P02iTG4pE6Lx4WcYyUhi/iVIKtf158RJLLJlkBtqcEldJ6LOUNTZ/3iLz545gFOp++mmhxZGjODczFrNw6nkRSeiztLapiY6VK+lPHL+W1SnV3s3qqcePX+bPHcK8yPfnfO7YuEpCn4XooSEyWltplukWx/HhI4EEVrM60CaF2v7s9BiH+yEJ/T4Y1T6jrY2YkRGZP3cY82IW0URb3R0RRl68LGc5ySQH2pxUqCWhz0JmUxN+pWT+3CGMQt1BBz30OHYU5zbmRb6dfl5EEvosZDY20rFyJQMJCYE2J1V7tzIuVzQvZrF7926ruiPCpJ56Ry1mMRVJ6DNkVPuYwUHS29tt8/xzETofPlazmoWMP2ht7OmFwsZ8+Egk0dHnRSSh3ydj/lwSujMYhfo2t7nMZUeP4tzILot8z5Zz/7I5ltnYOGn+3GnV3o3qqAOcexWE2xiF+jKX6aXX8XGVhH6fMpuauLxqFYPx8VZ3RYSRFy9JJLGCFYE2KdT2N9Ui3wtttHZBqCShz4BR7WNl/txRzItZ1FPvyIc2uZ2xyPcCxh+g95d/+ZcW9mhuSEK/DxmtrUT7/bKghcO00MIgg44/LHcL83mRDjpcEVdJ6Pchs7GRkagoWjIyAm1yWG5/PnxEE0022YE2iav9OXUxi6lIQg+RUe1hfP58SObPHcWLl0wyiSPO6q6IMPLiZTGLbbHI92xJQp+h2IEBVl2+LNMtDmFezOI6110xinMDt54XkYQ+Q2taWkbnz00nRJ1a7d3E6Q9tcqtmmh27mMVUJKHPUGZTEyNRUbSa5s+F/XnxkkoqS1kaaJNCbX9evK5a5FsSeggmzp+3p6czFCfzrHZnxHWAAZppds0ozk18+Fx1XkQS+gzE9/ez6vJlGmX+3FEaaGCEEZk/dwijUF/jGje44aq4SkKfgbXNzURpHZTQnXz45hY+fMQTzxrWBNokrvbnxvMiktCnETTd0tjIUEwMbatX3+MnhJ0Ya0yuY50sZuEwXrykkcYSlgTanF6oJaHPQFZjI60ZGYzEOm9xWbcxCvUVrnCb264axTmZeZFvN54XkYQeosSeHlZ0dgZdf+70au8GxmIWbvvgO10DDfjxk0++1V2ZV5LQQ5TZ3AwgJ0QdxouXdNJZxKJAmxRq+/PideUi35LQ78E8f57V2MhgbCyXV62ysEciHIy43uEO7bS76ioIN3DzIt8hJXSl1DNKqVqlVJ1S6tv32O5fK6W0UqoofF2MDJmNjTSvXYs/2jk7yLFjx8jPzwcodGNcnfrQJrfG1byYRQ89jotrKKZN6EqpaOBHwLPABuCAUmrDFNslAd8CzoS7k1ZbdPs2adeuOepyxZGREQ4ePMjRo0cBKnFhXJ24mIXEderFLNwilBH6LqBOa92gtR4EfgG8MMV2/wH4G6A/jP2zzMTLFQFHPZDr7Nmz5OTkkJ2dDaBxSVwNTn1ok9vjCqMJfeJiFnYv1KEKJaGnA62m79vG2gKUUtuBDK31b+/1i5RSryilSpVSpV1dXTPurFWyGhvpS0jgyooV029sE+3t7WQEP4/GFXE1CrWxmIXTDsvdHtdb3OIKVxwX11DN+qSoUioK+C/AX0y3rdb6Da11kda6KC0tbbZvPT+0Zl19PY1ZWeio0X8uN1R7p8fVi5doooMe2uQGTo+rG+8ONQslobcD5pK/eqzNkAQUAh8ppZqA3cBhO59oMU+3pF67RvKtW9SvW2dhj8IvPT2d1lbzgZfz42rQaGqpJYusoIc2OaFQuzmuMFqok0l2xWIWUwkloZ8DcpVSWUqpOODLwGHjRa31Ta11qtY6U2udCZQA+7XWpXPS43m2rq4OgPocZ51g2blzJz6fj8bR8wMKF8TVvJhFN92OPCx3Y1wNQwzRQIPjzovMxLQJXWs9DLwKvAdUA29rrSuVUj9QSu2f6w5abV19PdceeICbKSmAc6p9TEwMhw4dYt++fQAbcVFcjbtDnZjQ3RhXo1A30cQQQ46Ma6hiQtlIa30EODKh7Xt32fbx2XcrMkQPDZHZ1MSFHTus7sqcKC4upri4GKVUhdb6h+COuHrxsoxlpJASaHNKoQZ3xzWWWDLJDLRFRbnr3kl3/bUhMM+fr21pIXZ4mDqHzZ+7kRHXPvpoocXVozgn0mi8eMkmm1jGH5733e9+18JezT9J6Pewrq6O4ehomk3rhwp7q6ceP35J6A5hFOqrXOUmN10fV0no97Cuvp6WNWsCy8056bDcrXz4SCTRdQ9tcjq3X65okIRuYp5uSbp1i+VXrzru6hY3Mz+0KUp2fUfx4mUFK1jM4kCbGwu17NV3kesbrfh1ktBtzyjUbbTRS6/rD8udwohrDz200ipxRRL6XeXV1tKdksLVZaM3KLix2jtNDTVEEeX6w3Kn8eJFoymgwOquWE4S+hjzdEvM4CDZDQ148/JAufMGBafRaGqoIYssEkgItEuhtr8aaljMYlayMtDm1rhKQp9CdkMDscPD1Oa7a/kqJzIKdRdd3OCGjOIcZpBB6qmngALX3h1qJgl9Cvm1tfTHx9O8di3g3mrvJLXUArhujUmnMgp1Aw0MMyxxHSMJfSK/nzyvl7qcHPwxId1IK2yghhpWscr1V0E4TQ01xBMfdHfo888/b12HLCYJneD58/TLl1nU04NXpltsz/yM7HbaZbrFYUYYoZZa8sgLWjt0+/btFvbKWpLQJ8ivrcWvFD65XNExjOkWSejOYBTqVlrpo0/iaiIJ3UxrCqqraV67lv4Fo8tXyWG5/dVSyxKWkMb4Ig0SV/urpZZool25dujduD6hm6db0q5eJe3aNao2TFpTV9iMEdd++mmgQa6CcBjzZajxxAfa3V6oXZ/QzTZWVaGB6vXrre6KCJM66vDjl8NyhzA/jKubbonrBJLQTTZUVtK8di09SUmAVHsnqKGGBSwgw7SKosTV/mqoAeQy1IlcndCnnG7ZuNHCHolwGmYYHz7yyJOHcTlMDTWkk04SSYE2KdQuT+hmGyor0UCVTLfYnlGoG2lkgAHWIzF1AiOu3XTTQYfEdQqS0MdsqKqS6RaHqaKKeOJZx/iKU8uWLbvHTwg7qKYagA3IxQsTuTahB023dHayrKtLrm5xkBFGqKGGfPKJMS2d+2d/9mcW9kqEQyWVrGQlS1kaaJMB2CjXJnSzLeXl+JWiUubPbc883dJHn4ziHMKI6+d8TjvtEte7cH1CV34/m8rL8eXm0rtoESDV3gmqqCKOuKDpFmF/Mt1yb65M6ObplszGRhbfvk355s0W9kiEkzHdkkde0ArwUqjtr4oqlrOcB3gg0CZxHefKhG62ubyc/vh4eRiXAxiFuplmeumVUZxDmB+y1kqrxPUeXJ3QYwcH2VBVRdXGjQzHjo7kpNrbXxVVxBIrS805jDHdshE513U3rkvo5umWgupq4oaGuLhli4U9EuHkx0811TLd4kCVVHq6pz4AAA7WSURBVLKMZaSSGmiTuAZzXUI32/rZZ3SnpNCSkTH9xiKimadbeuiRw3KHMOJ6m9u00CJxnYZrE/qS69fJbmykbPt2iBr9Z5Bqb38VVMh0iwNVUgnIdMt0XJXQzdMtOy5cwK8UZVu3WtgjEU7DDFNJJQUUEEdcoF0Ktf2VU84KVsgz7afhqoRuiBoeZmtZGbX5+dxZvHj6HxARzSjUddTRTz+bkUtQncCI63Wuc5nLEtcQhJTQlVLPKKVqlVJ1SqlvT/H6nyulqpRS5UqpD5RSa8Pf1fApqKlhYW8v53fsCLS5sdofO3aM/NHLNQudENdLXGIBC8gmO9C2evVqC3tkDSfGFaCQQot7EvmmTehKqWjgR8CzwAbggFJq4pmJMqBIa70Z+BXwn8Pd0dkKmm45f57Pk5NpWOfeuwhHRkY4ePAgR48eBajE5nHtp59aatnIxqAFg7/5zW9a1TVLOCWuBo2mnHIyyWQx40fTbhyAhSKUEfouoE5r3aC1HgR+Abxg3kBrfVxr3Tv2bQkQscMi42TohR070FGunHEC4OzZs+Tk5JCdnQ2gsXlca6hhmGHXH5Y7Ja5Gob7MZW5ww/VxDVUoGS0daDV93zbWdjffBI5O9YJS6hWlVKlSqrSrqyv0XobRrrNnGYmKomzbtkCbG6t9e3s7GcGXa9o6rpe4RAoprDblJokr4IC4RhMtzz4PUViHqEqpPwaKgL+d6nWt9Rta6yKtdVFaWtpUm8wJo9rH9fezrayMisJC7iQlTfNTwhDpcb3DHRpoYBObZCHoGYjUuBr8+KmgglxySSQx0O7GQh2qmOk3oR0wl/zVY21BlFJPAX8NPKa1HghP98JrW1kZ8YODnNm92+quWC49PZ3WVvOBl33jeolLaDSb2GR1VyznhLgahbqBBu5wR+I6A6GM0M8BuUqpLKVUHPBl4LB5A6XUNuB/Avu11lfD3837Z+wcyu/nwTNnaF6zho5VqwKvu7Xa79y5E5/PR2NjI4DCZnE1aDRllJFOOssYX41I4mrvuAKUUUYiibIQ9AxMm9C11sPAq8B7QDXwtta6Uin1A6XU/rHN/hZYBPyjUuozpdThu/w6y+TV1rLk889ldD4mJiaGQ4cOsW/fPoCN2Cyu5pNmV7nKNrZN8xPu4JS49tJLDTVsZnPQilNuLdShCmXKBa31EeDIhLbvmb5+Ksz9CrvdJSV8npxMjekxuW7fOYqLiykuLkYpVaG1/iHYL65llBFDjFyjbOKEuF7iEiOMSKGeIUdft2dU+/S2NjKbmznz4IPo6OhpfkpEOiOuQwxxiUtsYAMJJARed3uhdoIyyljJSlawItAmcZ2eoxO64ZFTp+hLSAi6M1TYXzXVDDAgoziHMAp1Bx1c4YrE9T44PqEv6+ykoLaWM7t3MxQfH2iXam9/ZZSRQgprGb9zXeJqf2WUEU20TKPdB8cmdKPaP3LqFANxcZzZtcviHolwMOJ6gxs00shWthLl3N3YNYy4DjJIOeUUUMACFgRel0IdGkd/EpZcv87GykpKi4roXzC+c8TGxt7jp4QdnOMcUUSxne1Wd0WEUQUV9NPPTnZa3RVbcmRCD4zOT5/GHxVFyUMPBb3+V3/1V1Z0S8ySeRRXRhkFFMgDmxxEoznHOdJIk2m0++TIhA6QcuMGWz77jLLt2+U2f4cxRnG7kGk0JzAKdTvtdNDBLnbJIxzuk+MSurFzPHbiBP6oKE5+4QtBr0u1tzcZxTnXWc4SR5w8WXEWHJfQAVK7uthcXs65nTtlRSKHMAp1G20yinMQI6499FBJJVvZSjxyNdr9cmRCf/z4cYZiY/n4kUeC2mXnsL8znJFRnAOd5zwjjMjJ0FlyVEL3eDys6OhgY1UVJbt307dwodVdEmFgjOK66aaSSoooklGcA5jv+D3DGXLJlUWgZ8lRCR1g74cf0peQwKcPP2x1V0SYlVCCQvEgD1rdFRFGF7lIDz08jHxmZ8sxCd3j8ZDV0ECez8fHjzzCQEJC0OtS7e3J/PS9C1xgE5tIJjnwusTV3vz4+YRPWMUqMskMtEtc749jErry+/m9996jOyWFMw/KCM5pznGOIYZkFOcQRqGuoYYb3GAPe+Qkdxg4IqF7PB62fvYZKzo7ef+ppxiZcCeoVHt7Mj70AwxwhjPkkMNylgdel7jam0ZzilMsYUnQmqFRLl68fbYc8S8XNzDAEx98QOvq1VRt3Gh1d0SYneUsvfTyOI9b3RURBkahrqWWDjp4lEeDnsfz3e9+16qu2Z7tE7rH42HPxx+zqKeH9/btAxV82CajOHsyPvT99HOa0+SSy2pWB16XuNqbHz/HOc5SlsolqGFk+4Se0t3NQ59+yqXCQtozMqb/AWErJZTQTz972Wt1V0QYGIW6mmo66eQxHiOa8UVnpFDPjq0Tuuf73+fZI0fQSvH+009Pel12Dnsy3z34KZ9SQAGrkIW97c6I6wgjHOc4qaSyiU0W98pZbJ3Q82tryfP5+Ojxx7mVnDz9DwhbOc5xBhnkSZ60uisijEop5RrXeIqngubOpVDPnm0T+n/867/mmaNH6Vy2jDO7d096XXYOezJGcZ10cp7z7GKX3D3oAOb7CY5znCyyyCd/mp8SM2XLhO7xeHj05ElSbt7kt889h18WfnYUjeYYx0gggcd4zOruiDD6iI8YYIBneCbounMp1OFhy4Se2tXFQ598QtnWrbSuXTvpddk57MkYxZVTTiON7GWvLEPmAOYnZZ7jHEUUyf0Ec8R2Cf0Hr7/O/t/8hsG4ON5/6imruyPCxPjQ3+EOxzhGBhkUUWRxr8RsGXEdZpjf8BsWsUjOicwhWyV0j8fDrjNnyGhr4+izz9K7aNGkbaTa25dGc4QjDDLIfvbLCTMHOcUpuujieZ4ngfHnLElcw8tWCX3J9es8+cEH1OblcWnz5JsRZOewJ2MUd57zVFHFXvYGnQgV9mTEtYkmTnKSzWwmjzyLe+VstknontdfZ//hw4xER/PbL35x0h2hwp6MD/0VrnCUo6xj3aQHcEmhth/zFNqv+BVLWcpzPBe0jcQ1/GyR0D0eD0WlpWQ2N/Pevn3cnmJZOdk57Mf40N/mNm/xFokk8iIvylSLzZkXrvglv6Sffv6QP5RFSeZBxCd0j8fDkuvXefpf/oW6dev4bNu2SdvIzmE/5icp/pyf00svBzjAIiafFxH2YcTVj593eIdWWnmRF1nBCot75g4xVnfgbowdI2pkhH/1zjuMREfzz/v3y1SLAxix7aOPN3mTK1zhAAdIJz1oOynU9mK+ouXX/JpqqtnHPjYS/ARUievcibiEbuwUhkdPnGB1ezv/+Ad/MOXt/bJz2MPEuF7nOr/kl1zjGl/iS5NOlklc7eHSpUu88847ge976eWf+CfqqedpnuYhHgraXuI6t0JK6EqpZ4C/A6KB/621/k8TXo8H/gHYAVwHXtJaN82kIxM/8AAZLS184dQpPtuyharCwkmvy84xO8eOHeNb3/oWQKFS6tvzEVc/fi5ykWMcQ6H4Cl9hHeuCtpG4zo4VcQXw4eNd3uUOd3ie59nBjqDXJa5zb9o5dKVUNPAj4FlgA3BAKbVhwmbfBLq11jnAfwX+ZrYdi+vv58V33uFmcjJHn3120uuyc8zOyMgIBw8e5OjRowCVzHFce+ihjDLe4A1+w29YxjL+lD+VZB5m8x3XAQaoppqf8lPe5E1iiOEbfEOSuUVCGaHvAuq01g0ASqlfAC8AVaZtXgC+P/b1r4BDSimltdbT/fKpKj3As0ePknzzJj95+WUGZcHnsDt79iw5OTlkZ2cDaCDscR1kkB/zY+5whx56AEgllRd5kc1snrSGpMR19uYjrgA/42d00skd7qDRJJHE0zzNgzxIzIS0InGdP6Ek9HSg1fR9GzBxFebANlrrYaXUTeAB4Jp5I6XUK8ArAGvWrLn7O2rNjQce4MTjj9M2YTvZOcKjvb2djOAFQcIe11hiWcpS0klnCUvIIot00qdcDFjiGh7zEVeApSwliSQWs5i1Y/8zL1RhkLjOr3m9bFFr/YbWukhrXZSWNnon4JQBV4pTjz7KycfGn7T3+uuvy84Roe4WV4XiJV5iP/v5Al9gNaslmdvIvT6vxRTzAi+wl71kky3JPEKEMkJvB8wlf/VY21TbtCmlYoBkRk+2zJrsFHMjPT2d1lbzgZfE1Qkkru4WSkI/B+QqpbIY3RG+DPzRhG0OA18DPgX+APgwlPk4g+wE82/nzp34fD4aGxsBFBJXR5C4utu0Uy5a62HgVeA9oBp4W2tdqZT6gVJq/9hmPwYeUErVAX8OfHuuOizCIyYmhkOHDrFv3z6AjUhcHUHi6m5qBoU5rIqKinRpaakl7y2CKaXOa63D8vBxiWvkkLg6073iGvHPchFCCBEaSehCCOEQktCFEMIhJKELIYRDWHZSVCnVBTRPaE5lwt1qDhSJf+NarXVY1nyTuEYUievsReLfeNe4WpbQp6KUKg3XWflI5Ya/cSI3/M1u+BsncsPfbLe/UaZchBDCISShCyGEQ0RaQn/D6g7MAzf8jRO54W92w984kRv+Zlv9jRE1hy6EEOL+RdoIXQghxH2ShC6EEA4REQldKfWMUqpWKVWnlHLck9+UUhlKqeNKqSqlVKVS6ltW92k+SFydSeIauSyfQx9bhNoLPM3oclnngANa66p7/qCNKKVWAiu11heUUknAeeD3nfQ3TiRxdSaJa2SLhBF6YBFqrfUg44vaOobWukNrfWHs69uMPlc+3dpezTmJqzNJXCNYJCT0qRahtsU/3v1QSmUC24Az1vZkzklcnUniGsEiIaG7hlJqEfBPwGta61tW90eEh8TVmewY10hI6KEsQm17SqlYRneON7XW71jdn3kgcXUmiWsEi4STojGMnmR5ktEd4xzwR1rrSks7FkZKKQX8FLihtX7N6v7MB4mrM0lcI5vlI/S7LUJtba/Cbg/wb4AnlFKfjf1XbHWn5pLE1ZkkrpHN8hG6EEKI8LB8hC6EECI8JKELIYRDSEIXQgiHkIQuhBAOIQldCCEcQhK6EEI4hCR0IYRwiP8PJfRQsXO2YlIAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -233,6 +238,7 @@ "source": [ "from scipy.interpolate import UnivariateSpline\n", "from scipy.interpolate import InterpolatedUnivariateSpline\n", + "from scipy.interpolate import interp1d\n", "from matplotlib import pyplot as plt \n", "\n", "fig, ax = plt.subplots(1,3)\n", @@ -240,22 +246,22 @@ "\n", "theta_star = np.linspace(0, np.pi, N)\n", "#theta_star_sorted = np.sort(theta_star) #sort the angles\n", - "inv_cdf_nostro = UnivariateSpline(g(s,theta_star_sorted),theta_star_sorted, ext=0)\n", - "inv_cdf_nostro2 = InterpolatedUnivariateSpline(g(s,theta_star_sorted),theta_star_sorted, ext=0)\n", + "inv_cdf_nostro = UnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", + "inv_cdf_nostro2 = InterpolatedUnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", "\n", "\n", - "ax[0].plot(theta_star_sorted,\n", - " g(s,theta_star_sorted),\n", + "ax[0].plot(theta_star,\n", + " g(s,theta_star),\n", " '*',\n", " color = 'grey',\n", " label = 'Samples')\n", - "ax[1].plot(theta_star_sorted,\n", - " g(s,theta_star_sorted),\n", + "ax[1].plot(theta_star,\n", + " g(s,theta_star),\n", " '*',\n", " color = 'grey',\n", " label = 'Samples')\n", - "ax[2].plot(theta_star_sorted,\n", - " g(s,theta_star_sorted),\n", + "ax[2].plot(theta_star,\n", + " g(s,theta_star),\n", " '*',\n", " color = 'grey',\n", " label = 'Samples')\n", @@ -266,6 +272,8 @@ "numeri = np.random.rand(N)\n", "num_sort = np.sort(numeri)\n", "\n", + "\n", + "\n", "ax[0].plot(inv_cdf_nostro(num_sort),\n", " num_sort,\n", " color = 'red',\n", @@ -289,51 +297,76 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "from scipy.interpolate import interp1d\n", - "inv_cdf = interp1d(g(s, theta_star), theta_star, fill_value=\"extrapolate\")" + "rand = np.random.rand(N)\n", + "theta_star = inv_cdf_nostro2(rand)\n", + "phi_star = np.random.uniform(0, 2*np.pi, N)\n" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plt.plot(theta_star_sorted,\n", - " g(s,theta_star_sorted),\n", - " '*',\n", - " label = 'Samples')\n", - "plt.plot(quantile_func(g(s,theta_star_sorted)),\n", - " g(s,theta_star_sorted),\n", - " color = 'red',\n", - " label = 'Quantile predictor')\n" + "\n", + "\n", + "\n", + "def mom_mu_cm(m_muon, s, t, p):\n", + " p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", + " p_x_cm = p_norm * np.cos(t)\n", + " p_y_cm = p.norm * np.sin(t)*np.cos(p)\n", + " p_z_cm = p.norm * np.sin(t)* np.sin(p)\n", + " return p_x_cm, p_y_cm, p_z_cm\n", + "\n", + "def e_pos_lab(s, m_e):\n", + " return s/(2*m_e)-m_e\n", + "\n", + "def p_pos_lab(s, m_e):\n", + " e_pos = e_pos_lab(s, m_e)\n", + " return np.sqrt(e_pos**2-m_e**2)\n", + "\n", + "def beta(s, m_e):\n", + " e_pos = e_pos_lab(s, m_e)\n", + " p_pos = p_pos_lab(e_pos, m_e)\n", + " b = p_pos / (e_pos + m_e)\n", + " return b\n", + "\n", + "def gamma(s, m_e):\n", + " beta = beta(s, m_e)\n", + " return 1/np.sqrt(1-beta**2)\n", + "\n", + "def Ecm(s):\n", + " return np.sqrt(s)/2\n", + "\n", + "def boost(s, t, p, m_e, m_muon):\n", + " e_cm = Ecm(s)\n", + " b = beta(s, m_e)\n", + " gamma = gamma(s, m_e)\n", + " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p)\n", + " px = gamma (b*e_cm + px_cm)\n", + " e = gamma (e_cm +b*px_cm)\n", + " return e, px, py_cm, pz_cm\n", + "\n", + "#quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*\n", + "#phi* e phi*-pi\n", + "\n", + "def mc_sampling(s, m_e, m_mu, N):\n", + " x = np.linspace(0, np.pi, 1000)\n", + " inv_cdf_ = InterpolatedUnivariateSpline( g(s,x), x, ext=0 )\n", + " prob = np.random.uniform(N)\n", + " theta = inv_cdf(prob)\n", + " phi = np.random.uniform(0, 2*np.pi, N)\n", + " \n", + " e1, px1, py1, pz1 = boost(s, theta, phi, m_e, m_muon)\n", + " e2, px2, py2, pz2 = boost(s, np.pi-theta, phi-np.pi, m_e, m_muon)\n", + " return\n", + " \n", + " \n", + " " ] }, { @@ -341,9 +374,9 @@ "metadata": {}, "source": [ "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", - "$$\\sqrt {s} > 2m_\\mu \\rightarrow \\sqrt {s} > 4m_\\mu^2 $$ \n", - "So, rewriting the invariant quantity $\\sqrt{s}$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", - "$$ s = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-P_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-p_{e_+}^2$$\n", + "$$\\sqrt {s} > 2m_\\mu \\implies s > 4m_\\mu^2 $$ \n", + "So, rewriting the invariant quantity $s$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", + "$$ s = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-p_{e_+}^2$$\n", "Joining the two conditions:\n", "$$2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", "And finally the condition on the energy of the positron:\n", @@ -434,7 +467,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4, From cc73df72ac9ac92a104e81dc0b2b5a666875fdbe Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Tue, 2 Feb 2021 16:57:34 +0100 Subject: [PATCH 05/39] Cleaned point 4 --- Project.ipynb | 117 +++++++++++++++++++++++++------------------------- 1 file changed, 58 insertions(+), 59 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 487345e..25f994b 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -81,9 +81,17 @@ "execution_count": 2, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -166,7 +174,7 @@ "outputs": [ { "data": { - "image/png": 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jjAkfVeWjDft4dMkmth3IZmiX5jw3fggndW0R7dBint3nYIypkVLSMvjL+xtYui2d49s0YcZ1SYw6oY1dUwhRpZKDiLQH0q0pqzEmVhzKyuOxJZt5fcUumjeqx/+N6cfYYYm1vvWRV5U9c3gF6CEib6nqXeEIyBhjKqKwyMecpTt58uMt5OQX8auR3Zh6ds9acTdzJIR6h3QfVd0UOF1VR4lzjtY37JEZY0yIVv5wmD8uSGHjnqOc1rMVf7q4L8e3aRrtsKq1UM8cFovIZ8CfVfUH/xluF9vrwx2YMcaUJyOngEc/3MS8b3+gbdMG/Gv8EEaf2M6uK4RBqMmhD3AT8LmIvAP8VVUPRC4sY4wpnaryQcpeHnhnPYdz8pl0ajfuOLcXTepbG5twCfU+h3zgWRGZAUwFlonIHOBxVc2MZIDGGONv39Fc7l+Ywkcb9nFix+OYPfGkWtcpXlXwdPleVXNV9QmgP5ALrBQRuxBtjIk4VeXNFamMevJzPt9ygD+c34eFt5xqiSFCPJ2DuV139wF6A4lAJvAw8ETYIzPGGNfejFzuXbCOTzbtZ1jXFjx2xQC6tmoc7bBqtFBbK60FOgE/AJuAjcAnwHPA5ohFZ4yp9d5Zncb9C1PIL/LxwEV9mXBKV+rUsQvOkRbqmcOlwDa3ZZIxxkTckZx87luYwntr9zA4MYEnfzmIbna2UGVCvSD9PYCI9ATuAY6p6tRIBmaMqb2+3nqQ37y+hoNZedx1Xi+mnNHD7nCuYl739ivAm8DpACJyooi8HPaojDG1Un6hj799sJHxLyyjUf04FtxyKlPP7mmJIQq8Ngquo6ofiMjDAKqaIiInRiAuY0wts+NgNrfNX8Xa1AzGDkvk/otOoFE9u28hWrzu+d0i0g13NDi364yGYY/KGFOrvLM6jT8uSCGujjDtmqGMPrFdtEOq9bwmhzuAmUA7EZkIjMYZ8McYYzw7ll/Enxet57XluxjapTnPjB1MxwT7vRkLQm3KejawTlV3iMho4BJgIPA5MCty4RljaqptB7K4Ze5KNu3N5JYze3Dnub2oa9cWYkaoZw7/AfaLiA/nTGEtsM79a81bjTGevLd2N79/cy314uswe+JJnNm7TbRDMgFCTQ63ATcArwNf49whPRSYAJwAWAWhMaZcBUU+/rZ4E7O+2s6QxAT+OW4IHawaKSaFdA6nqv8ETsU5S3gKKABuV9WzVNUSgzGmXPuP5jJuxlJmfbWdiad25bWbTrbEEMNCruBT1WOq+ihwJnA88K2IDI9UYMaYmmPFznQufPZLUtKO8vTVg/jTxf3s+kKMC/WC9Gk41Ud93L9tcDrda1mRQt2L2k8DccBMVX0kYH4zYA5O537xwBOq+mJFyjLGRNfcZTv586L1dExoyJxJw+ndzkZoqw5CvebwObAGmAc8o6o7KlqgiMThdNh3LpAKJIvIIlXd4LfYr4ENqnqxiLQGNovIXHdcCWNMNZBX6DRTnfftLs7s3ZqnrxpMs0Y2nnN1EWpyuBlnDIcLgd+KyCGc1krrgBRVXeihzGHAVlXdBiAi84ExgH9yUKCpe5NdEyAdKPRQhjEmig5k5nHznBUs33mYW87swW/P602c9aRarYTa8d6//V+LSCdgAE7CuBxY6KHMjsAuv9epQOC1i38Ci4DdQFPgKlX1Ba5IRCYDkwESExM9hGCMiZSUtAwmv7yc9Jx8nh07mIsHdoh2SKYCKtRxiaqm4nypL67A24P9fAi8V+IXwGrgbKAH8LGI/E9VjwbEMR2YDpCUlGT3WxgTZR+s28Odr6+meaN6vDnlFBulrRoLOTmISB+c6p+OOF/mu4FFqrrRY5mpQGe/153cdfmbCDzijh+xVUS241wM/9ZjWcaYKqCqPPfpVp74aAtDEhP497VJtG5aP9phmUoIqS2ZiPwemI/zq/9bINl9Pk9E7vFYZjLQU0S6iUg94GqcKiR/PwDnuGW3xbnpbpvHcowxVSC3oIg7X1vNEx9t4ZJBHXj1xhGWGGqAUM8cJgH9VLXAf6KIPAmsBx4J+q4gVLVQRKYCH+I0ZZ2lqutFZIo7fxrwf8BsEVmHk4R+r6oHQy3DGFM10rPzmfzycpbvPMxvz+3F1LOPx2lHYqq7UJODD+gA7AyY3t6d54mqLibgeoWbFIqf7wbO87peY0zV2XYgi4mzk9mTkcs/xw3mogF24bkmCTU53AH8V0S+46eWRok4d0rfGoG4jDExbNm2Q0x+ZQXxdYR5N45gaJfm0Q7JhFmoTVmXiEgvnHsUOuJU9aQCyapaFMH4jDEx5p3Vadz9xlo6t2jIixOGkdiyUbRDMhHgpSlrL6Ax8KGqZhVPFJHRqrok7JEZY2KKqjLt8208umQTw7q1YMa1SXbHcw0Wamul24B3cKqQUkRkjN/shyMRmDEmdhT5lPvfSeHRJZu4eGAHXpk0zBJDDRfqmcONwFBVzRKRrsCbItJVVZ8m+E1txpgaIregiNvmreKjDfu46fTu/H50H+pYVxg1XqjJIa64KskdKvRMnATRBUsOxtRYh7PzmfRSMqt2HeHPF/dlwqndoh2SqSKhdqi+V0QGFb9wE8VFQCuc/pWMMTVM2pFjXDHta1J2H+W5cUMsMdQyoZ45XEdAr6iqWghcJyL/Dv4WY0x1tXlvJtfP+pbs/EJeuWEYw7tXaOgWU42FOkxoKpAgIueISJOA2TZyhzE1yPId6Vw57Wt8qrx+08mWGGopa61kjPnRJ5v2cc0Ly2jZpD5v3XwKJ7Q/LtohmSix1krGGAAWrErlrjfW0rf9ccyeeBItm1jnebWZtVYyxvDiV9t58N0NnNy9JdOvG0rTBnYPQ21nrZWMqcVUlaf+s4UH393AeX3b8uLEkywxGMBaKxlTa/l8ykPvbWD21zu4YmgnHrmsP/Fxof5eNDVdqB3vpZYx76vwhWOMqQqFRT7ueXsdb65I5YZTu3HfhSfYXc/mZyo0hrQxpvrKL/Rx+/xVfJCylztG9eT2c3raAD2mBEsOxtQix/KLmDJnBZ9vOcD9F/Vl0ki769kE57mCUUTO9v9rjKkesvIKmfDit3zx3QEeuay/JQZTpopcfXoi4K8xJsZl5BRwzcxlLN95mKeuGsTVwxKjHZKJcZWpVrJKSmOqgUNZeVz7wrds3Z/Fv8YP4bx+7aIdkqkG7JqDMTXY/qO5jJu5jF3pOcy4PokzerWOdkimmrDkYEwNtfvIMcbNWMr+zDxeumEYI6wDPeOBJQdjaqBd6TmMnbGUjJwCXpk0nKFdmkc7JFPNVCQ5ZLl/M8MZiDEmPLYfzGbcjKXk5Bcx98bhDOiUEO2QTDXkOTmo6un+f40xsWPr/izGzVhKoU+Zd+MI+nawLrdNxYSUHESkSFXjIh2MMabituzLZNyMZYCTGHq3s3G4TMWFeuZgzVaNiWGb9h5l/IxlxNURXr3xZI5vEzhgozHehHoTnEY0CmNMhW3YfZSx05dSN64O8yePsMRgwsLTHdIi8rmIHOc+nyIid4hIvciEZowpT0paBuNmLqVh3Theu2kE3VtbYjDh4bX7jARVPSoiQ3GGDm0OzAh/WMaY8qxLzWD8zGU0rhfP/Mkn06Vl42iHZGoQr8mhQETicQb/eVRV/wT081qoiIwWkc0islVE7illmTNFZLWIrBeRz72WYUxNtjb1CONnLqVJ/XjmTx5BYstG0Q7J1DBem7I+C6wBGgDFX+qezmNFJA54DjgXSAWSRWSRqm7wWyYBeB4Yrao/iEgbj3EaU2OtTT3CNTOXcVzDusyfPIJOzS0xmPDzdOagqi8Bw4ETVfWYiBwPfOOxzGHAVlXdpqr5wHxgTMAy44C3VfUHt9z9HsswpkZyzhiW0ayRJQYTWaEmhx+bsqpqlqoec59vVdWJHsvsCOzye53qTvPXC2guIp+JyAoRuc5jGcbUOMWJIaFRXebdaInBRFao1UpnhrHMYPdMBDaVjQeGAucADYFvRGSpqm752YpEJgOTARITrX96U3NZYjBVLdQzhxtF5F4R6RqGMlOBzn6vOwG7gyyzRFWzVfUg8AUwMHBFqjpdVZNUNal1a+uK2NRMlhhMNISUHFT1WmAWcImIPCkiE0Skog2qk4GeItLNvUfiamBRwDLvAKeJSLyINMK5zrGxguUZU22tS83gGksMJgpCbq2kqnuBpwBE5ATgDhFpAHymqv/xsJ5CEZkKfAjEAbNUdb2ITHHnT1PVjSKyBFgL+ICZqpoSahnG1AQpaRlc84LTKskSg6lqFR3PIQ3YC1wLnCEiOar6dahvVtXFwOKAadMCXj8OPF7B+Iyp1tbvdm5wa1I/3hKDiQqvN8EhIucBXwLtgAmqepqXxGCMKduG3Ud/TAzzJ4+gcwtLDKbqVeTMYTlOUlgZ7mCMqe027jnKeLevpHk3WmIw0RPqeA6iqgqgqulAelnLGGO827w3k/Ezl1E/3kkM1iWGiaZQq5U+FZFbReRnNxOISD0ROVtEXgKuD394xtQOW/dnMn7mUuLrCPMmj6BrK+tEz0RXqNVKo4EbgHki0h04jHNzWh3gI+Afqro6IhEaU8N9fyCLsTOWAU5i6GaJwcSAkJKDqubidIT3vIjUBVoBx1T1SARjM6bG234wm3EzlqLqDO3Zw8ZjMDHC0wVpEfkOWIfTM+tqEVmtqjsjEpkxNdzOQ9mMnb6UgiInMfRsa2M+m9jhtSnrv3HubzgEnA+sF5F1IvKQe0ZhjAnBrvQcxs1YRm5hEXN/NZze7SwxmNjitSnrNao6qPiFiEwDJgJHgSeBW8MXmjE1U9qRY4ydsZTM3AJevXEEJ7Q/LtohGVOC1zOHDBEZUPzCvQg9QlWfAE4NZ2DG1ER7Mo4xbsZSMo4VMOdXwzmxY7Noh2RMUF7PHG4C5orIamA10Bun7yOAeuELy5iaZ9/RXMbNWMahrHxemTSMAZ0Soh2SMaXyOhLcJpyR3JYAbYCtwEUi0hhnRDdjTBAHMvMYN2Mp+4/m8tINJzE4sXm0QzKmTJ67z1DVIuAN9+HvL2GJyJga5lBWHuNnLmX3kVxeumEYQ7u0iHZIxpTLc8d7xpjQHc7OZ/zMZfyQnsMLE5IY1s0Sg6keKtpltzGmHBk5BVzzwjK2Hcxm1vUncUqPVtEOyZiQVerMQUTai0j9cAVjTE1xNLeA62Yt47t9WUy/digje1piMNVLZauVXgE2icgT4QjGmJogM7eA62d9y4Y9R3l+/BDO7N0m2iEZ41mlqpVUdZSICNA3TPEYU61l5xUy8cVk1qVm8Nz4IYzq2zbaIRlTIZW+5uCO4bA+DLEYU63l5Bdyw+xkVu06wrNjB/OLfu2iHZIxFea14736wOVAV//3qupD4Q3LmOrlWH4Rk2YvJ3lHOv+4ahAX9G8f7ZCMqRSvZw7vABnACiAv/OEYU/3kFhQx+ZXlLN1+iCd/OZAxgzpGOyRjKs1rcuikqqMjEokx1VBeYRFT5qzgy60HeezyAVw6uFO0QzImLLy2VvpaRPpHJBJjqpm8wiJunrOSzzYf4OFL+3NlUudoh2RM2Hg9cxgJTBCR7TjVSoJzTXpA2W8zpmbJL/Qx9dVVfLJpP3+55ETGDkss/03GVCNek8P5EYnCmGqkoMjHbfNW8fGGfTw0ph/XjOgS7ZCMCTuvvbLuBBKAi91Hgg0TamqTgiIft89fxZL1e3ngor5cd3LXaIdkTER4Sg4icjswF6e77jbAHBGx0d9MrVBY5OOO11azeN1e7rvwBG4Y2S3aIRkTMV6rlSYBw1U1G0BEHgW+AZ4Nd2DGxJIin/Kb19fw/to93HtBH351Wvdoh2RMRHltrSRAkd/rIneaMTVWkU/57eurWbRmN78b3ZvJp/eIdkjGRJzXM4cXgWUissB9fQnwQlgjMiaGFPmUu99Yw8LVu7n7F7255czjox2SMVXCU3JQ1SdF5HPgVJwzhomquioikRkTZUU+5XdvruXtVWn89txe/PosSwym9vDcZbeqrlDVZ1T16YomBhEZLSKbRWSriNxTxnIniUiRiFxRkXKMqSifT7nnrbW8tTKVO0b15NZzekY7JGOqVEjJQUS+dP9mishRv0emiBz1UqCIxAHP4dwz0RcYKyIluvx2l3sU+NDL+o2pLJ9P+f1ba3ljRSq3n9OTO0b1inZIxlS5kKqVVHWk+7dpGMocBmxV1W0AIjIfGANsCFjuVuAt4KQwlGlMSAITw53nWmIwtZPX+xweDWVaOToCu/xep7rT/NfZEbgUmFZOPJNFZLmILD9w4IDHMIz5uSKf8jtLDMYA3q85nBtkmtcuNYI1fdWA108Bv1fVoiDL/vQm1emqmqSqSa1bt/YYhjE/Kb74/KYlBmOAEKuVRORm4Bagh4is9ZvVFPjaY5mpgH/3lZ2A3QHLJAHznRFIaQVcICKFqrrQY1nGlKvIp9z95hreXpnGnaN6cfsou/hsTKhNWV8FPgD+Bvi3LspU1XSPZSYDPUWkG5AGXA2M819AVX/sl0BEZgPvWWIwkVDkU+56Yw0LVqXxm3N7cZu1SjIGCLFaSVUzVHUHkA9kqOpOt8M9FZFZXgpU1UJgKk4rpI3A66q6XkSmiMgUb+EbU3GFRT7ufG01C1alcdd5lhiM8ef1DukBqnqk+IWqHhaRwV4LVdXFwOKAaUEvPqvqBK/rN6Y8xZ3ovbd2D78bbXc+GxPI6wXpOiLSvPiFiLTAe4IxJqoKinzcNn8V77md6FliMKYkr1/sfwe+EZE33NdXAg+HNyRjIievsIiprzoD9dx34QnWu6oxpfDat9LLIrIcONuddJmqBt68ZkxMyi0o4pa5K/lk034eGtPPBuoxpgyekoOI1AcGAce5771CRFDVhyIQmzFhcyy/iJvmrOCLLQd4+NL+jBtuYz4bUxav1UrvABnACiAv/OEYE37ZeYVMeimZZdvTeeyKAfwyqXP5bzKmlvOaHDqp6uiIRGJMBBzNLWDii8ms3nWEp64axJhBHct/kzHGc2ulr0Wkf0QiMSbMjuTkc+3MZazZdYRnxw62xGCMB17PHEYCE0RkO061kgCqqgPCHpkxlXAwK49rZi5j24Fspl0zlFF920Y7JGOqFa/JwWsne8ZUub0ZuYyfuZS0I8d4YUISp/W0ThmN8cprU9adkQrEmHDYlZ7D+JnLOJSVx8s3DGdYtxbRDsmYaslrU9YHgk23pqwmFmzdn8n4mcvILfAx98YRDOqcEO2QjKm2vFYrZfs9bwBchNN5njFRlZKWwXWzvqWOCK/dNII+7Y6LdkjGVGteq5X+7v9aRJ4AFoU1ImM8St6Rzg0vJtO0QTxzbxxBt1aNox2SMdVeZTvNawRY5zQmaj7bvJ8pc1bQoVlDXvnVcDomNIx2SMbUCF6vOazjpyE944DWgF1vMFHx/to93PHaKnq2acrLk4bRqkn9aIdkTI0R6jChr6jqtcALwAJ3ciGwzx28x5gqNXfZTu5bmEJSl+bMvP4kmjWsG+2QjKlRQr1DeqiIdAEmAkeBTOAYcJw7poMxVUJVee7TrfxxQQpn9W7DyzcMt8RgTASEWq00DViCc31hBc6d0cUUu+5gqoDPp/x18UZe+HI7lw7uyGNXDKBunNceYIwxoQgpOajqM8AzIvIvVb05wjEZU0J+oY+731zDO6t3M/HUrtx/YV/q1JHy32iMqRCvTVktMZgql51XyJQ5K/jfdwf53eje3HxGD0QsMRgTSTb+s4lpB7PymDQ7mXVpGTx2+QB+eZKNxWBMVbDkYGLWzkPZXD/rW/YezeXf1yZxrvWsakyVseRgYtLa1CNMfDEZnypzfzWCoV2aRzskY2oVT009xHFNcQd8IpIoIsMiE5qprT7dtJ+rpy+lYb043rz5FEsMxkSB13aAzwMnA2Pd15nAc2GNyNRqry77gUkvJdO9dWPevvkUerRuEu2QjKmVvFYrDVfVISKyCkBVD4tIvQjEZWoZn0954qPNPP/Z95zVuzX/HDeExvWt1tOYaPH631cgInG4/SuJSGvAF/aoTK2SW1DEXW+s4b21exg7LJH/G9OPeLu5zZio8pocnsHpW6mtiPwVuAK4L+xRmVrjUFYek19ZwYqdh7nn/D7cdHp3u4fBmBjgNTm0AR4HBuB0oXGJqtpgP6ZCtu7P4obZyew7msu/xg/h/P7tox2SMcblNTkch9PPUjow3/1rjGdfbDnAr19dSf34OOZPHsHgRGuRZEws8VSxq6oPqmo/4NdAB+BzEfmP10JFZLSIbBaRrSJyT5D540Vkrfv4WkQGei3DxK6Xv9nBxNnJdExoyDtTT7XEYEwMqmhzkP3AXuAQTlVTyNwL2s8B5wKpQLKILFLVDX6LbQfOcFtDnQ9MB4ZXMFYTIwqKfDz07gZeWbqTc/q04emxg2liLZKMiUleR4K7GbgKZwS4N4EbA77UQzEM2Kqq29x1zgfGAD+uR1W/9lt+KdDJYxkmxqRn53PL3BUs3ZbOTad353ej+xBnvaoaE7O8/mzrAtyhqqsrUWZHYJff61TKPiuYBHxQifJMlG3em8mvXk5m39E8nvzlQC4bYrnemFjntcvuEtcHKiDYz0UNMg0ROQsnOYwsZf5kYDJAYmJiGEIz4bZ43R7uemMNTerH85pdeDam2gjpgrSIfOn+zRSRo36PTBE56rHMVMC/3+VOwO4gZQ4AZgJjVPVQsBWp6nRVTVLVpNatW3sMw0RSkU95bMkmbpm7kj7tmvLurSMtMRhTjYQ6EtxI92/TMJSZDPQUkW5AGnA1MM5/ARFJBN4GrlXVLWEo01Shw9n53P7aar7YcoCxwzrz5//Xj/rxcdEOyxjjgddeWR8NZVpZVLUQmAp8CGwEXlfV9SIyRUSmuIs9ALQEnheR1SKy3EsZJnrWpWZw0bNfsvT7Qzx8aX/+dtkASwzGVEOiGrS6P/jCIitVdUjAtLWqOiDskXmUlJSky5dbDokWVeW15F08sGg9rRrX41/XDGVg54Roh2WMKYeIrFDVpMDpIVUruU1YbwG6i8hav1lNga+Dv8vUFjn5hdy3MIW3V6ZxWs9WPH31YFo0ts56janOQm2t9CpOc9K/Af4tljJV1brQqMW27s/ilrkr+G5/FneM6smtZ/e0+xeMqQFCvSCdAWQAY0WkOdATaAAgIqjqF5EL0cQiVeXNFak88M56GtWL4+UbhnFaT2sxZkxN4fUO6V8Bt+M0P10NjAC+Ac4Oe2QmZmXlFXL/whQWrEpjRPcWPH31YNoe1yDaYRljwsjrHdK3AycBS1X1LBHpAzwY/rBMrFqz6wi3z1/FD+k53DmqF1PPPt6qkYypgbwmh1xVzRURRKS+qm4Skd4RiczElCKf8u8vvufJj7bQpml95t04guHdW0Y7LGNMhHhNDqkikgAsBD4WkcMEubvZ1Cyph3P47etrWLY9nQsHtOfhS/rTrFHdaIdljIkgr30rXeo+/bOIfAo0A5aEPSoTE1SVt1am8eCi9Sjw2BUDuHJoJxvG05haoMKd6avq5+EMxMSWA5l53LdwHR+u38ewbi34+5UD6dyiUbTDMsZUkVBvgsvE6TnV/ydj8WtV1eMiEJuJAlXl3bV7+NM7KWTnF3HvBX2YNLK7XXQ2ppYJ9T6HcHS4Z2Lc/qO5PPDOepas38ugzgk8ceUAjm9jh96Y2sjrfQ4PBJuuqg+FJxwTDarK68t38df3N5Jb6OP3o/tw42ndiI/z1C+jMaYG8XrNIdvveQPgIpyeVU019f2BLO5bkMI32w4xrFsLHrmsP91bN4l2WMaYKPPaWunv/q9F5AlgUVgjMlUit6CI5z/dyrTPt1G/bh0evrQ/V5/UmTp2bcEYQyVaK7kaAd3DEYipOp9s2seD725g56EcLhnUgT9e2JfWTetHOyxjTAzxes1hHT+N9xwHtAbsekM1seNgNg+9t4FPNu2ne+vGzJk0nJE9W0U7LGNMDPJ65nCR3/NCYJ87spuJYUdzC3ju0628+OUO6sYJ917QhwmndKNevF1wNsYE5/Waw85IBWLCr7DIx/zkXfzj4y0cys7n8iGd+N3o3taDqjGmXF6rlZKAPwJd3PcW3wQX9WFCzU9UlSUpe3n8o81sO5DNsG4tmH1hX/p3ahbt0Iwx1YTXaqW5wN3AOsAX/nBMZagqX209xOMfbWbNriMc36YJ068dyrl921p/SMYYT7wmhwOqak1XY9DSbYd48uMtfLs9nfbNGvDY5QO4bEhHu5HNGFMhXpPDn0RkJvBfIK94oqq+HdaoTEhUlS+3HuSfn2xl2fZ02jStz4P/rx9XndSZBnXjoh2eMaYa85ocJgJ9gLr8VK2kgCWHKlTkUz7esJd/fb6NNbuO0Pa4+tx/UV/GD0+0pGCMCQuvyWGgqvaPSCSmXDn5hby1IpWZX25n56EcOrdoyMOX9ufyoR2pH29JwRgTPl6Tw1IR6auqGyISjQlq56FsXvlmJ68v38XR3EIGdk7g96P78It+7awrbWNMRHhNDiOB60VkO841B2vKGiEFRT7+u3Ef877dxRffHSBOhNEntmPCKV0Z2qW5tT4yxkSU1+QwOiJRmB9t3HOUBavSeHtlGgez8mh3XANuPbsn44cn2s1rxpgqY3dIx4Bd6TksXreHhat3s3HPUeLrCGf1acPYYZ05o1cbqzoyxlQ5G+wnClSVrfuz+M/G/SxJ2cOa1AwABnZO4KEx/bhoQAdaNK4X5SiNMbWZDfZTRXLyC1m2LZ3Ptxzg08372XkoB4CBnZrxh/P7cEH/9nRu0SjKURpjjMMG+4mQ7LxCVv5wmOTt6Szbns7KHw5TUKTUj6/DyT1aMvn07pzTpy3tmtl1BGNM7InKYD8iMhp4GmdMiJmq+kjAfHHnXwDkABNUdWUlY42YzNwCNu/NZOPeTNalHmFtagZb9mXiU6gj0K9DM244tRun9WxNUtfmdqOaMSbmVflgPyISBzwHnAukAskisijg3onzgZ7uYzjwL/dvVBQW+UjPzmd3Ri57M46RdiSXHQez2e4+0o4c+3HZFo3rMaBTM87r146kLs0Z0qU5TepXNgcbY0zVCulbS0SOB9pScrCfHkCaxzKHAVtVdZu77vnAGMA/OYwBXlZVxbnxLkFE2qvqHo9llevdNbv578Z9FPqUIp+SX+gjO7+Q7LwisvIKSc/OJ+NYQYn3NW0QT7dWjRnapTnjhifSp11TerdrSseEhnYPgjGm2gv1J+1TwL2BTVlFpL0772IPZXYEdvm9TqXkWUGwZToCP0sOIjIZmAyQmJjoIYSfpB05xqpdR4irI8TXEeLr1KFJ/XhaNalHl5aNaNm4Hs0b16Nl43q0a9aQ9s0a0CGhIc0b1bUkYIypsUJNDl1VdW3gRFVdLiJdPZYZ7BtVK7AMqjodmA6QlJRUYn4oppzRgyln9KjIW40xpsYKtbP/sprUNPRYZirQ2e91J2B3BZYxxhgTIaEmh2QRuTFwoohMAlZ4LDMZ6Cki3USkHnA1JZvDLgKuE8cIICMS1xuMMcYEF2q10h3AAhEZz0/JIAmoB1zqpUBVLRSRqcCHOC2eZqnqehGZ4s6fBizGaca6Facp60QvZRhjjKkccRoEhbiwyFnAie7L9ar6SUSiqoCkpCRdvnx5tMMwxphqRURWqGpS4HSvd0h/CnwatqiMMcbEJBt93hhjTAmWHIwxxpRgycEYY0wJni5IxzIROQBUdDCiVsDBMIYTDdV9G6p7/FD9t8Hij75obEMXVW0dOLHGJIfKEJHlwa7WVyfVfRuqe/xQ/bfB4o++WNoGq1YyxhhTgiUHY4wxJVhycEyPdgBhUN23obrHD9V/Gyz+6IuZbbBrDsYYY0qwMwdjjDElWHIwxhhTQq1KDiIyWkQ2i8hWEbknyHwRkWfc+WtFZEg04ixNCPGfKSIZIrLafTwQjThLIyKzRGS/iKSUMj+m9z+EtA2xfgw6i8inIrJRRNaLyO1BlonZ4xBi/LF+DBqIyLcissbdhgeDLBP9Y6CqteKB0z3490B3nK7G1wB9A5a5APgAZyS6EcCyaMftMf4zgfeiHWsZ23A6MARIKWV+zO5/D9sQ68egPTDEfd4U2FLN/g9CiT/Wj4EATdzndYFlwIhYOwa16cxhGLBVVbepaj4wHxgTsMwY4GV1LAUS3HGyY0Eo8cc0Vf0CSC9jkVje/0BI2xDTVHWPqq50n2cCG3HGZ/cXs8chxPhjmrtfs9yXdd1HYMugqB+D2pQcOgK7/F6nUvJDFcoy0RJqbCe7p6sfiEi/qgktbGJ5/3tRLY6BO/77YJxfrv6qxXEoI36I8WMgInEishrYD3ysqjF3DDyN51DNSZBpgdk6lGWiJZTYVuL0k5IlIhcAC4GekQ4sjGJ5/4eqWhwDEWkCvAXcoapHA2cHeUtMHYdy4o/5Y6CqRcAgEUnAGWXzRFX1v44V9WNQm84cUoHOfq87AbsrsEy0lBubqh4tPl1V1cVAXRFpVXUhVlos7/+QVIdjICJ1cb5Y56rq20EWienjUF781eEYFFPVI8BnwOiAWVE/BrUpOSQDPUWkm4jUA64GFgUsswi4zm0pMALIUNU9VR1oKcqNX0TaiYi4z4fhHN9DVR5pxcXy/g9JrB8DN7YXgI2q+mQpi8XscQgl/mpwDFq7ZwyISENgFLApYLGoH4NaU62kqoUiMhX4EKflzyxVXS8iU9z504DFOK0EtgI5wMRoxRsoxPivAG4WkULgGHC1uk0fYoGIzMNpSdJKRFKBP+FcjIv5/V8shG2I6WMAnApcC6xz67wB7gUSoVoch1Dij/Vj0B54SUTicBLX66r6Xqx9F1n3GcYYY0qoTdVKxhhjQmTJwRhjTAmWHIwxxpRgycEYY0wJlhyMMcaUYMnBGGNMCZYcjDFVSkT6isgEt/vtptGOxwRnyaEWcO8YnS8i34vIBhFZLCK9KrCeBBG5JRIxuuu/TZx++udGqoyqJiJfV8V7Ik1Esspf6mfLx4nI0+54BetEpLvf7LrArcClQJa7fFcROeZ3Y1tl431BRC4UZzyH/FjtPiOWWXKo4dxuBBYAn6lqD1Xti3NHadsKrC4B8JQc3Nv/Q/2c3QJcoKrjvQYWq1T1lKp4Twz6A7BNVfsBz/Dzz01n4EWcu3/9zxy+V9VBwVbm3k3sxSBgjbu+mOkXqlqp6gEk7FG1D+Bs4ItS5l0DfAusBv4NxLnTu+L0kz8DWA98BDTEGUPimLv846Wtw+/9zwOrcHrI9C/3N0CK+7jDnTYNyAfWAXcGLN8Vp++Zme575uL0R/MV8B0wzG/ZhcAKN+7J7rTGwPs4AySlAFcFmxbqPvIYT1ZpZZUxPau0/VTW8QkSe7B9UeZ7gfvdbfsYmAfc5R9TWZ8bv/mNgRV+r0cBCwOWaRfkGKcETHsDeBL4FLgPp1uMpe7++hJo7bdsL3faOuBOIM1v3g6gVbT/F6vbI+oB2CPCBxhuA/4RZPoJwLtAXff188B17vOuQCEwyH39uvuF8LN/4NLW4S7nI2B0K3eZoe4/cGOgifsFNdidF/Sf2C+e/jhnuyuAWTjdGo/x/+IBWrh/G+J8qbYELgdm+C3TLNi0UPeRx3iySiurjOlZ5eynoMcnSPzB9kWp7wWScL7wG+L8ov+OgORQ2j4JKHcMzjgFq93HDzh9gZX1Oe1KyeSwCXjI73VLv+d/An7tPo/HSVbD/GL6r9+yO7Dk4Plh1Uq11zk4X0DJbj3vOThDkBbbrqqr3ecrcP55vaxjpzojWAUaCSxQ1Wx1ulV+GzgthHi3q+o6VfXhfFH+V53//HUBsd0mImtwfmF2xunHfx0wSkQeFZHTVDWjlGleti/UeCijrLJiKG8/hXJ8gu2Lst47EnhHVY+pM8raux73SbFBwAOqOkidap2PcJJEyESkAdACeMhv8gRxx17GqabKdadfhtNL67fu6/VeyzMl1ZpeWWux9Tin44EEeElV/1DK+/L8nhfh/JoMaR3ijNCVXcp6gw1iEgr/eHx+r324n2MROROnCuNkVc0Rkc+ABqq6RUSG4vRy+TcR+UhVHwo2zcP2lRtPsdLKL226X9mh7o8Sx6e0fVHOe0M5NuV9bgCaA9vdOOKB84C/hrBuf/1wxk0udNdzHc5QuWerM4jPFzifbYABOEmu2FCcMRJMJdiZQ833CVBfRG4sniAiJwFrgStEpI07rYWIdClnXZn8/ALifyuwji+AS0SkkYg0xmmx8j9PW1S6ZsBh98uwD87A7IhIByBHVecATwBDgk0Lsr6KbF8JpZVVTgyV3U9B90U5vgQuFpEG4oy0dmGQZULZJ1v8yrsTeF9Vt3uIHZwqu7UBr792E8PlwCk4Z17gjNVwohvPUGAsduZQaXbmUMOpqorIpcBTInIPzqn4DuAOnIt8H7mtiQqAXwM7y1jXIRH5SkRSgA9U9W4RCbaOvWWsY6WIzMapIwaYqaqrKrmZxZYAU0RkLbAZpzoFnC+Wx0XE58Z4cynTAmPd4HX7SlFaWaXGEIb9VNq+KJWqJovIIpwLvjuB5UBGwDKl7RP/z8084AMR2Qp8A0z2EHex/vy07QAvAe+IyBU4Yx1sU9Xis9NXgMVuNddm4AjORXdTCTaegzHmRyLSxP113gjn7GWyqq6sgnK7Au+p6okRWPcOIElVD4Z73TWZVSsZY/xNd3+BrwTeqorE4CoCmoXrJjhwhuB011cX51qQ8cDOHIwxxpRgZw7GGGNKsORgjDGmBEsOxhhjSrDkYIwxpgRLDsYYY0qw5GCMMaYESw7GGGNKsORgjDGmBEsOxhhjSvj/wafpFvxxEMcAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -213,20 +221,22 @@ { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "4" + ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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i/YFeX+A9vGOtfmje5u2YZ9m6H+fccuCNUGxXgCV4+2v/tqiPFWEm3lrgcNHhnNsH/Ave2r6zQFdgUxEeczne7/UzvDXXt4ne1D4n9P9MM/MPxP8y3oHp+/C2lr1P7i4zN0PxnMH73PwZ8ILz9uWOfB0r8A4ePoR3QPtDCyX0cXi7UBwht6Et6FiaUkO5oPTngiIq6vetIFvxDj6/gLf78eSIwn8a3lakU3gnRviRc25VjMf4PV5OOBl67vQ84/+Nd/zMZTP7oBDfw+mhxzuC9/1/O8/j/QSvidwYep3/CLzivGNdiizU5G4B+hNddD7odT3Ig74Lv8Db++GSmf17IT7DVfF+D5fxcmJzvF01I6UBGcBq4J+dcyuKGHOUUMM+AW+3LT+v/AVloH4qScrHSZePi5rjCrIA7+yfl/B+p5NCzTd4n6VbePXil0I//xDAeWd//Te8k8hkkHsymVLPonfNl0RhZg5oG7ELiiQZMzsKfK2AwlCShHJByTHvYslfc84NDDoWeTTmnUL9CFDBPdxJLEQeSPm45JjZj4E2zrkvBR1LItEaIRERERERkQSjRk1ERERERCTBaNdHERERERGRBKMtaiIiIiIiIglGjZqIiIiIiEiCeZirxheLunXruhYtWgT19CJSAnbu3HnBOVcv6DgehXKTSNmk/CQiieh+uSmwRq1Fixbs2LEjqKcXkRJgZseCjuFRKTeJlE3KTyKSiO6Xm7Tro4iIiIiISIJRoyYiIiIiIpJg1KiJiIiIiIgkGDVqIiIiIiIiCUaNmoiIiIiISIJRoyYiIiIiIpJg1KiJiIiIiIgkmAdeR83M/gcYB5xzznWJMW7AL4AxwE3gK865XcUdqIjEx/Tp02Mu/9GPfhTnSB5M+UkkeSg3iUgi2r59O0uWLIk59qj5qTAXvP4d8Bbw+wLGRwNtQ//6AL8O/V9EEtTs2bPZv39/0GEUh9+h/CRSphTUkJUyv0O5SaRMCSI3PbBRc86tN7MW95kyAfi9c84B6WZW28yecM6dLqYYRaQY+AmmxeHDODNo2fKh7p9Ia6+Vn0RKvwcVPw7HTW5yhSvc5CZ3Qv/lkEN3uis3iUiJeVB+ustdrnCFa1wL56a73KUpTWlAg0fOT4XZovYgjYHjEbdPhJblSzZm9nXg6wDNmjUrhqcWkfuJTDApd+8ybPVq+qanc7hlS94uYqNWShUqPyk3icTXvHnz+PTTT/MtzyGH05zmVOi/05zmIhfJIivm4zzFU5QrnYfbq3YSSVAFNWdXucpxjodz03nOc41rMeemkkoDGjxyLMXRqBWac+63wG8Bevbs6eL53CLJJG+SaXjqFJPmzaPehQts7d2bVcOHP9TjJtIa6+Kk3CQSH7EKoJvc5CAHySCDwxzmFrcAqEpVnuAJmtOc2qH/qlKVylSmEpUoRznKUx4ou7kJlJ9E4mHx4sXs2LEjalkOORzjGJ/xGYc4xDnOAVCOcjSgAa1oxWOh/2pQI5ybUkihClXCj/Mo+ak4GrWTQNOI201Cy0Qkjnbs2MHixYujltm9ewzctIlB69Zxo1o13n71VQ63bh1QhIFQfhJJAHkbtLvc5QAH+JRPySCDHHKoTnXa055WtKIZzahFLQwLKOISp9wkkgBirTw6zWk+4RP2sIdrXKM85WlGM4YznJa0pAENSInTtq7ieJaFwDfN7D28A2GvaB9rkfiKlWhqXb7MpLlzaXb8OJ926cKSMWO4XbVqkR+7lK+pVn4SCVDe3HSFK2xnOzvZyS1uUYMa9KUvXejCEzxRpMZMuUlEHtZ//dd/cfJk7rqRbLLZz362spUTnKAc5WhLW7rSlba0pRKVCv3YxZmbCnN6/neBwUBdMzsB/AioAOCc+w2wBO/0shl4p5h9rdiiE5H7Kmg/6k579/LcwoWYc8ybNIlPu3W77+OU1oJH+UkkMeXNTec5z3rWs4c9ALSnPb3oRUtaPvAYs9KYn5SbRBJXZH66y112sINNbOI616lDHVJJpRvdqMr9V27HIzcV5qyP0x4w7oA/K7aIROSBCmrQKmRlMWrZMnrs2sWJxo2Z+8ILXK5TJ+bc0lj85KX8JJJYMjIymDFjRvh2JpmkkcanfEoKKfSlL73pzWM8VuBjKDeJSEnI26DtZCcb2ch1rtOCFoxnPG1oc9+VR/HOT3E9mYiIPJqLFy/yy1/+MuZYgzNneOH996l74QIbBw5k7ZAh5JQvHzWnLBRAIpKYIougW9wijTS2sY1ylKMf/ehPf6pTPeZ9lZtEpKT88pe/5OLFi4B3uY8DHGA5y7nMZZrTnMlMpgUtCrx/kPlJjZpIKVHgtTyco/e2bYxYsYJbVarw9pe/zJFWrcLDlSpV4o033ohTlCKSbNatW0daWhrgnSVtN7tZzWpucpPudGcIQ6hBjZj3VYMmIiUpsnY6xzmWspQjHKEe9XiVV2lN7BOsJUpuUqMmUgoU1KRVunWLCQsW0PHAAT5r25YFzz/PzWrVgMRJMiJSdkXmpgtcYAELOM5xmtGMVFJpRKOY91N+EpGStHLlSjZv3gx4JwrZEPqvIhUZzWh60jN8eY9IiZab1KiJJLACt6IBDU+fZsrs2dS6coXlo0aR3rcvmCVckhGRssnPTznksIUtrGUtKaQwgQk8xVMxz+Co/CQiJS2ydjrFKRawgLOcpStdSSWValTLd59EzU1q1EQS1P12dXx6927GLF7MzapV+d1XvsKJZs2AxE00IlJ2/PrXv+bcOe/Cr5e5zFzmcpzjtKc94xgXczdH5SYRiYfIFUgb2MA61lGNakxlKh3okG9+vXr1+MY3vhHvMAtNjZpIAiqoSUvJymLMkiU8/dFHHGrVinkvvMDNatVUBIlIXETmpv3sZwELcDgmMYmudM23FU25SUTi4fDhw7z99tsAXOMa85jHEY7Qla6MYQxVqJLvPqUhP6lRE0kgmzdvZuXKlTHH6mRmMmX2bBqcPcu6QYNYP2gQb95n10gRkeLkN2nZZLOc5WxnO41oxGQmU4f8lwEpDUWQiJR+kSuQMshgHvO4y90Cd8MuTblJjZpIgrjf8WhtDx5k0rx55JQrx4wvfYlDbdqUqkQjIqWbn5+ucY1ZzOIEJ+hHP4YxjJQ8pYRyk4jEi5+bHI6NbGQ1q6lPfaYwhXrUyze/tOUnNWoiCeB+x6MN3LCBoWvWcPqJJ5j10ktcrV271CUaESmdsrOz+elPfwrASU7yHu9xm9u8yIt0olO++cpNIhIvfu2URRYLWcge9tCFLoxnPBWpGDW3tOYmNWoiASuoSauQlcWEDz6g8759fNK1Kx+OH89f/e3fxjk6EUlWH374Ibt27QLgEz5hAQuoTnW+yldpSMN880trISQipY9fO13hCu/xHqc5zTCGMZCBpXpXx7zUqIkEqKAmrfalS7z03nvUP3eOFSNGsKV/f3704x/HNzgRSVo/+9nPyMrKwuFYz3rWspbmNOdFXsx3auvSXASJSOnj105nOcs7vMMd7jCNabSnfb65pT0/qVETCUhBTVqLI0eYMns25hwzX3lFx6OJSFxFnt56CUvYwQ660Y3xjNfxaCISKD8/HeUo7/IuFanIV/kqDWgQNa+s5CY1aiIBKKhJ67FjB2MWLybz8cd5b9o0vvXv/x7nyEQkmfm56S53mctcDnCAAQxgGMMoR7mouWWlEBKR0sHPT3vZyzzm8RiP8SW+RG1qR80rS7lJjZpInMVs0nJyGLFqFf03b+bzNm14f/Jkvv+zn8U/OBFJWn5uus1tZjKTL/iCVFLpS998c8tSISQiic/PTzvYwSIW0ZSmTGMaVakaNa+s5SY1aiJxFKtJS8nKYuL8+XTav59tvXqxLDWVN3/ykwCiE5Fk5eemW9xiBjM4yUle4AW60jVqXlkrgkQk8fn5KZ10lrGMdrRjClOoQIWoeWUxP6lRE4mTWE1atWvXmPbuuzQ6dYplqals7dNHJw0Rkbjyc9NNbvIO73CGM7zIi3SkY9S8slgEiUhi8/PTJjaxkpV0oAOTmZw0x8uqUROJg1hNWr2zZ3l55kyq3rzJrKlTOdihQ5lNNCKSmPzcdIMbvM3bnOc8L/FSvrOnKTeJSLz5+Wk961nDGjrTmUlMojzlo+aV5fykRk2khMVq0pofOcLU997jboUK/O611zjdqFGZTjQikngit6T9nt+TSSbTmEYb2kTNU24SkXjL26R1oxsTmJBUTRqoURMpUbGatI779jFp7lwu1qnDjFde4Wrt2mU+0YhIYvFz0x3uMIMZXOACL/MyrWkdNU+5SUTizc9PW9kabtKe5/mkPPOsGjWREhKrSeuxYwdjFy3iRJMmzHz5ZW5XrZoUiUZEEkfkKfhnMpNTnOIlXlKTJiKB8/PTbnazlKV0oAMTmJCUTRqoURMpEfmaNOd4Ni2NIevW8VnbtsyZMoXsihWTJtGISGLwc1M22cxiFsc4xgu8QAc6RM1TbhKReIu8TtpCFtKa1kxmctLt7hhJjZpIMcvbpFlODqOXLqXX9u189OSTfDh+PDnlyydVohGR4Pm5KYcc5jGPDDJ4jud0Cn4RCZyfnz7nc+Yyl6Y05SVeSpqzOxZEjZpIMcrbpJW7d4+J8+bRZe9eNg0YwKrhw8Es6RKNiCQGh2MZy9jHPkYykh70iBpXbhKRePNrp5OcZDazqU99XuZlKlIxal4y5ic1aiLFJG+TVj47m8lz5tDh4EFWjhjB5gEDgORMNCISLD8/bWEL29hGX/rSn/5Rc5SbRCTe/Nx0iUvMZCbVqMYrvEJlKkfNS9b8pEZNpBjkbdJSsrJ4adYs2hw6xOIxY9jRuzeQvIlGRILj56c97GEFK+hEJ0YyMmqOcpOIxFvkJULe4R3ucY+v8BVqUCNqXjLnJzVqIo8oPT096nbFO3eY+u67tDh6lAXjx/NR9+5AcicaEQmGXwgd4xjzmU8zmjGRiVFnUFNuEpF4izz77Lu8y2Uu82W+TD3qRc1L9vykRk3kES1fvjz8c6Xbt3nlnXdofPIk8yZNYk+3boASjYjEn18IXeAC7/IutanNVKZSgQrhOd1COUpEJF7+6Z/+CfBObDSf+RznOFOYQnOaR81T7aRGTeSRRO7yWPnWLV79/e9pcPYs70+Zwv5OnQAlGhGJPz833eIWM5lJecrzJb5EVapGzZs4cWIQ4YlIErt58yYAaaSxj32MYASd6Rw1R7WTp9yDp4hILJFNWqXbt/nS229T/9w5Zr30kpo0EQmMn5vucY85zOEyl3mJl3iMx6LmKT+JSLxFXistjTSe4imd2Og+1KiJPITIJq3inTu88s47NDxzhjkvvsjn7dsDSjQiEqyVrOQwhxnHOJrRLGpM+UlE4s2vnU5zmvnMpylNGcc4DAvPUW6KpkZNpIgim7QKWVm8PGMGjU+e5P0pU/gs1KSJiATBz0+72EU66fSlL93pHjVHhZCIxJufm65znXd5l6pUzXdBa+Wm/NSoiTyklKwsps2cSdPjx5n7wgsc6NgxPKZkIyLx5hdCX/AFi1hEK1oxghFRc5SbRCTe/NyUTTazmMVNbjKVqVSnesCRJT41aiJF4Ceb8nfvMvW992hx9CgfTJzIvi5dwnNUCIlIvPm56SpXmcUsalObKUyhPOXDc5SbRCRIS1nKcY7zPM/TiEZRY8pPsalREykkvxCye/d4Ye5cWh8+zIIJE/g04vTWSjQiEm95Tx6SRRZTmUoVqoTnVKhQoaC7i4iUGD8/7WY3O9nJAAbQhS5Rc1Q7FUyNmkghhI9Lc47nFi2i44EDLE1N5eOnnw7PUaIRkSCtZCXHOc54xlOf+lFjP/jBDwKKSkSSlV87neEMi1lMC1owlKFRc1Q73Z8aNZEHiDx5yPBVq3h6927Snn2WbX37hpe3atUqiNBEJMlFnuo6nXR605uudI2ao0JIROIt8lqOs5hFFaowmcnaHbuI1KiJFFL/TZsYsGkTO3r2ZN2QIVFjr776akBRiUiy8guh85xnAQtoQhNGMjJqjgohEYm3n//85wA4HB/wAVe4whSm6OQhD0GNmsh9+IXQU7t3M2LlSvZ07sySMWPAdM0PEQmOn5vucIfZzCaFFKYwRae6FpHAXbt2DYBNbOIgBxnJSF3L8WbkXJMAACAASURBVCGpURMpgF8ItfnsM55buJBDrVoxf+JEXLncr40SjYgExeFYxCIucIHJTKYWtYIOSUSSnF87HeUoq1lNZzrThz5Rc1Q7FZ4aNZEY/ETT8PRppsyZw9kGDZj10kvkpGhttYgEy89PH/Mxn/IpgxhEK6KPk1V+EpF483PTTW4yl7k8xmOMZzyG9kJ6WIVq1Mws1cwOmlmGmb0RY7yZma01s91m9omZjSn+UEXiq+aVK7w8Ywa3qlRh5ssvc7dSpaBDkjyUmyTZ+IXQBS6wmMU0pznP8mzUHBVCiUH5SZLJggULAG9L/wIWcIMbTGYylcitnZSbiu6BjZqZlQd+BYwGOgHTzKxTnmk/BGY7554GpgL/UdyBisTL9OnTqXj7Ni/PmEHFrCxmvvIK12vWjJqjZBM85SZJNn6Tlk027/M+KaQwiUmUQ7tjJxrlJ0k2H330EQDb2c5BDjKCEfkuai1FV5gtar2BDOfcYedcFvAeMCHPHAf4lWwt4FTxhSgSP9OnT6fcvXtMmTOHeufPM/vFFznXoEHUHBVCCUO5SZLSKlZxhjNMYELUcWnVqlULMCrJQ/lJkkbk9dKWs5y2tKUvfaPmqHZ6OCkPnkJj4HjE7ROQ56hA+DGwwsy+BVQDhhdLdCJxNGfOHHCOMUuW0ObQIRY+9xyH27SJmqNEk1CUmyRp+IXQZ3wWvl5aBzpEzXn99deDCE1iU36SpODnpiyyeJ/3qUIVJjBBx6UVk+I6mcg04HfOuSbAGOBtM8v32Gb2dTPbYWY7zp8/X0xPLVI89u3bR69t2+ixcycbBwxgd48eQYckj065SUo9vxC6ylU+4AMa0IARjIiao0KoVFJ+kjJjGcu4wAUmMSnqemnKTY+mMI3aSaBpxO0moWWRvgrMBnDObQEqA3XzPpBz7rfOuZ7OuZ716tV7uIhFSsD06dNpfuQIqcuWcbBdO1YPG5ZvjpJNwlFukjLvN7/5DQA55DCf+dzlLpOZTAUqhOcoNyUk5Scp8/yVSHvZyy52MZCB+c5AK4+mMI3adqCtmbU0s4p4B7wuzDPnC2AYgJl1xEs2Wu0jpcL06dOpdekSL86eTebjjzNv0iQoF/3VUCGUkJSbpMw7e/YsAFvZyhGOkEoq9VCxXgooP0mZ5jdp17jGIhbRiEYMYUjUHNVOj+6BjZpzLhv4JrAc2I93hqK9ZvYTMxsfmvZd4I/M7GPgXeArzjlXUkGLFKcKWVlMfe89zDnemzaNrMqVo8aVaBKTcpOUdX4hdI5zrGIV7WhHd7pHzVF+SkzKT1KWzZgxA8g9Ff9d7jKJSZSnfHiOclPxKMzJRHDOLQGW5Fn2ZsTP+4ABxRuaSMmb/uMfM/mDD6h/7hwzX3mFi48/HnRIUgTKTVJWRZ6Kfz7zqUQlXTi2lFF+krIqIyMDgB3sIIMMRjOauvn32pViUFwnExEpdaZPn86AjRvpvG8fq4YP51CeMzyCCiERCdZ61nOa0zzHczpAX0QC569EyiSTFaygFa3oRa+oOcpPxUeNmiSt5keOMHTNGvZ07syW/v3zjSvRiEgQ/ELoBCfYwAae5Ek60jHgqEQk2fm56R73mM98ylOe53mechHthGqn4qVGTZLSP7/+OpPff5+Lderw4fjxYPbgO4mIlLDIaxLNYx41qcloRkfNUSEkIkHaxCZOcIKxjKVm+Jrtyk0lQY2aJJ2fvPkmL8ydS6U7d5j94otkVaqUb46SjYgEaSUruchFnud5KpN7giPlJhEJgr8S6TSnWcc6OtOZrnQNOKqyT42aJJ0ha9fS8uhRFo0bx/kGDfKNqxASkSD4hdAhDrGd7fSlLy1pGXBUIpLsIk9uNI95VKMaYxkbNUe1U8lQoyZJZeYrr/DMxo3s6t6dT556KuhwRESA3ELoDndYyELqUpdh3iW2wlQIiUiQ0kjjPOcZz3iqUjW8XLmp5KhRk6Tx8+9+l+fnz+dMgwYsHT065hwlGxEJ0kpWcoUrTGACFagQXq7cJCJBiNzlcSMbeYqnaEvbgKNKHmrUJDnk5PD8/PmkZGfz/pQpZFeokG+KCiERCYJfCB3hCDvYQV/60pSmAUclIskucpfHD/iAalRjFKOi5qh2Kllq1CQprBw1ilZHjrAsNZXMuvkvylilSpUAohKRZBd5lseFLOQxHmMoQ6PmqBASkSBtZCNnOcs4xlGF3HpJuankqVGTMu+3f/zHDF2zhn0dO7K7e/eYc773ve/FOSoRkVyrWc0lLjGBCVSkYni5CiERCYK/EuksZ1nPerrQhQ50CDiq5KNGTcq2GzeYNHcu16tX58Pnnot5vTQVQiISBL8Q+oIv2MpWetGLFrQINigRSXqRF7b+gA+oTGVdzzEgatSkTNv17LM8npnJ/IkTuV21ar7xSjGuoSYiUtL8Qugud1nAAmpRi+EMj5qjQkhEgrSFLZzmNGMZSzWqhZcrN8WPGjUps96dNo3uu3axaeBAjrWMfS2iN954I85RiYjkWsc6MslkPOOpRO6KIxVCIhIEfyXSec6zlrV0pCOd6RxwVMlLjZqUTZmZPPfhh5xp0IC1gwfHnKJCSESC4BdCJznJZjbTne60pnXAUYlIsvvFL34BQA45LGABFamoC1sHTI2alEmfDBlClVu3+GDiRHJSUoIOR0QEiD72YyELqU51RjIyao4KIREJwuXLlwHYwQ5OcIJUUqlO9fC4clP8qVGTMmfWSy/R7dNPWf/ss5xt2DDmHCUbEQlSOumc5SyjGU1lKoeXKzeJSBD8lUhXucoqVtGKVnSjW8BRiRo1KVvOn2fcokWcbtiQjc88E3OKCiERCYJfCF3iEmtZS3va05GOAUclIpJrKUvJIYdxjMPIPVO2aqdgqFGTMmXPkCFUvn3b2+WxfPmgwxERieJwLGYx5SjHGMaoEBKRwPkrkQ5wgP3sZxCDqEOd8LhyU3DUqEmZsfgP/5Aue/eybvBgzjVoEHOOko2IBMEvhPawhwwyGMpQalErPK7cJCJB8HPTHe6whCXUpz796R9wVOJToyZlw+XLPDtnDqcbNmTTgAExp6gQEpEg+IXQTW6yjGU0ohG96R1wVCIiudawhqtc5Tmeozy5eySpdgqWGjUpE3aMGEG1Gzf4cPx4nHZ5FJEEtIpV3OQmz/Ec5SL+/KoQEpEgRF4qZCtb6UUvmtI0PF6pUqWC7ipxokZNSr/Nm+m5Ywfb+vThdKNGMaeoEBKRIPiF0FGOsotd9KMfT/BEeHzq1KlBhSYiSSzWpUKGMSxqzhtvvBFEaBJBjZqUbllZnHv+ea7UrMmaIUNiTlGTJiJB8AuhbLL5kA+pTW0GMzhqTvv27QOITETE418qZAxjdKmQBKRGTUq11aNHU//8eZaMHctdbaIXkQS0kY1kkslYxlKRiuHlKoREJAi6VEjpoUZNSq/PP2dQWhp7O3XiswLWSqsQEpEg+IVQJplsYANd6EJb2gYclYiIx+FYwhJdKiTBqVGT0sk5MkaPJjslhWWpqUFHIyKSj18IpZDCKEZFjakQEpEgRF4z7XM+ZzCDdamQBKZGTUqnDz6gzaFDrB0yhOs1a8acomQjIkHwC6F97OMQhxjKUGpQIzyu3CQiQfBzUxZZLGUp9alPH/oEHJXcT0rQAYgU2a1bXPrDPySrfn229+oVc4oKIREJQuTFY5exjIY0pCc9A45KRCTXetZzlau8wAu6ZlqC0xY1KXXWjRnDY5cvs3T0aF0zTUQSUhppXOMaYxmrQkhEAuevRDrPeTazmSd5kuY0D49XqFAhqNDkPtSoSely9CgDNm5kT+fOHGvZMuYUFUIiEgS/EDrHOdJJpzvdoy4e26pVq6BCExEJHzdbkYqMYETU2A9+8IOAopL7UaMmpcr+0aNxZqwYOTLm+GuvvRbniEREYMGCBYBXCC1mMZWolO/isa+++moQoYlIkvNXIu1hD0c4wlCGUp3q4XGt4E5catSk1Jj/jW/Q8cABNjzzDNdq1Yo5p1mzZnGOSkQEPvroIwA+4ROOcYzhDKca1cLjKoREJAh+k3ab2yxnOU/whI6bLUXUqEnpcPcuA+fMIbNOHbb07x9zigohEQmCXwjd4hYrWEFjGvM0TwcclYhIrnWs4zrXGctYykWU/6qdEpsaNSkVFk+cSL0LF1g5ciT3UnSyUhFJPGtZy01uqhASkYTgr0Q6wxm2spUe9KAJTcLjyk2JT42aJL6rVxm8di1HmzfnYPv2Maco2YhIEPxC6BSn2M52etKTRjQKjys3iUgQ0tPTAcghh8UspgpV8h03K4lPjZokvA1jx1Lt5k3vBCJm+cZVCIlIEGbMmAHkFkJVqcpQhgYclYgILF++HICP+ZjjHGc4w6lK1fC4aqfSQY2aJLR3/u7v6JuezsfdunG6ceOgwxERCcvIyABgN7s5yUlGMpIqVAmPqxASkSBEHje7kpU0oQlP8VTAUcnDUKMmCa3rrFmYc6wZGnsttQohEQlCZCG0ilU0oxnd6BZwVCIiudawhlvc0nGzpZgaNUlYv/3jP+bJTz4hvV8/rtauHXQ4IiL5rGUtt7nNGMZg5O6arUJIRILgr0Q6y1l2sIOe9OQJngiPKzeVLmrUJDE5x8jly7lRtSobBg6MOUXJRkSCEFkIbWc7PehBQxqGx5WbRCRIDsdSllKZygxhSNDhyCMoVKNmZqlmdtDMMszsjQLmvGhm+8xsr5nNLN4wJdm8+8ortDh2jHWDB5NVuXK+cRVCAspNEhyHYxnLqEQlnUBEYlJ+knjzVyLtZz9HOcoQhugEIqXcAy9IZWblgV8BI4ATwHYzW+ic2xcxpy3wfWCAc+6SmdUvqYAlCeTkMHT1ajLr1GFXjx5BRyMJSrlJguAXQgc4wBGOMJrRKoQkH+UniTc/N93lLstZTn3q0wPVUKVdYbao9QYynHOHnXNZwHvAhDxz/gj4lXPuEoBz7lzxhinJZO6UKTQ4d461Q4aQU758vnEVQhKi3CRxlbcQqkc9etIz4KgkQSk/SSA2s5krXGE0oylPbg2l2ql0Kkyj1hg4HnH7RGhZpHZAOzPbZGbpZpZaXAFKcvmbN99kyNq1nGnQgL2dOwcdjiQ25SYJxBa2cJnLKoTkfpSfJG78lUhXuMIGNtCRjrSkZXh86tSpQYUmj+iBuz4W4XHaAoOBJsB6M+vqnLscOcnMvg58HaBZs2bF9NRSljy9ezd1Ll1i5rRpUC7/egQVQlJEyk1SLPxC6CpX2cAGOtCBVrQKj7/22mtBhSall/KTFKuVrARgJCOjlrdv3z6IcKQYFGaL2kmgacTtJqFlkU4AC51zd51zR4DP8JJPFOfcb51zPZ1zPevVq/ewMUsZ9dMf/pBn09L4omlTPm/XLt/4N77xjQCikgSm3CRxt5KV5JDDKEZFLVcBLXkoP0lc+CuRjnGMPeyhP/15jMfC41rBXboVplHbDrQ1s5ZmVhGYCizMM+cDvDVCmFldvM35h4sxTkkCvbZto+a1a6wZNgzM8o3rD5TkodwkceEXQl/wBZ/yqQohKQzlJylxfm7KIYelLKUmNRlI7EsaSen0wEbNOZcNfBNYDuwHZjvn9prZT8xsfGjaciDTzPYBa4G/cM5lllTQUvb87PvfZ+DGjWS0bs2xFi3yjasQkryUmyQe8hZCNajBMzwTcFSS6JSfJJ52s5sznGEEI6hIxfBy1U6lX6GOUXPOLQGW5Fn2ZsTPDvhO6J9IkUyfPp3BW7ZQ9dYtb2uaSCEpN0m8fMRHnOY0k5ikQkgKRflJSpK/EukWt1jNaprRjC50CY9bjD2TpPQp1AWvRUpS1Rs36LtlC3s7deJ0o0b5xlUIiUgQ/ELoNrdZzWqa0pSudA04KhGRXGmkcZObjGY0Rm5z9uabb97nXlJaqFGTQE2fPp3+mzdTMSuLdUOGBB2OiEg+aaRxgxv5CiGtRBKRIPgrkc5znm1sowc9eIInwuPKTWWHGjUJVJUbN+i1bRt7unThQoyThSjZiEgQIguhrWylO91pRO4Wf+UmEQnCb37zGwAcjmUsowIVGMrQgKOSkqJGTQIzffp0+m3ZQoW7d1k/aFC+cRVCIhKEGTNmAF4htJzlKoREJGGcPXsWgIMc5BCHGMxgqlEtPK7aqWxRoyaBWLduHVVu3qT3tm3s7dw55tY0EZEgZGRkAPA5n5NBBoMYRHWqh8dVCIlIEPwt/dlks5zl1KUuvekdcFRSktSoSSDS0tLou2ULFbOytDVNRBJGZCG0jGU8zuMqhEQkoaSTziUukUoq5SkfXq7aqexRoyZxN336dCrfvEmfrVvZ16kT5+vXDzokEZEoW9nKRS6SSiopEVeyUSEkIkHwVyJd4xrrWU972tOGNuFx5aaySY2aBKJvejqVtDVNRBJIZCGURhrtaEdb2obHlZtEJGirWMU97jGKUUGHInGgRk3iavr06VS+dcvbmtaxI+caNIgaVyEkIkFbzWqyyVYhJCIJwV+JdIITfMzH9KMfdagTHlftVHapUZO465OeTuU7d2JuTRMRCUJkIfQRH9GPfjzO4+FxFUIiEgQ/N+WQwxKWUJ3qPMMzAUcl8aJGTeJm+vTpVLp1i77p6ezv0IGzDRtGjasQEpEgRBZCS1lKdarzLM8GHJWISK6P+ZhTnGIEI6hEpfBy1U5lmxo1iQu/EOqzdau2polIQvqETzjJSYYxTIWQiATOr51uc5tVrKIxjelK14CjknhSoyZxU+n2bfqmp3OgfXvOPPFE1JgKIREJgl8I3eFOuBB6kicDjkpEJNd61nODG4xmNOUiSnfVTmWfGjUpcX4h1HvrVqrcvq2taSKScNaznutcVyEkIgnBr50ucIF00nmKp2hCk/C4clNyUKMmcVHxzh36bdnCwXbtON2oUdSYko2IBMEvhDLJJJ10nuRJFUIiklCWs5wUUhjGsKBDkQCoUZMSFd6atm0bVW7fJi3P1jQVQiIStBWsoDzlGc7woEMREQnXTp+H/hvEIGpQIzyu2il5qFGTElfhzh36bd7MZ23bcrpx46DDEREJF0IZZHCQgzzLsyqERCRwfm7KJptlLKMOdehDn4CjkqCoUZMSE96atn07VW/d0tY0EUkIfm66x71wIdSXvgFHJSKSaxvbyCSTVFJJISW8XLVTclGjJiXCL4T8rWmft2nDqSZNHnAvEZH42cY2LnCBUYxSISQigfNrp+tcJ4002tCGdrQLj3fr1i2o0CQgatSkRPXasYNqN29qa5qIJAS/ELrBDdaxjta0jiqEGmv3bBEJ2GpWc5e7pJIatXzixIkBRSRBUaMmxS68NS0ri/6bNpHRujUnmzYNj9eoUaOgu4qIxEVkIWRYePnXvva1AKMSkWTl106nOMVudtOHPtSlbnhcK7iTkxo1KTE9C9ia9p3vfCegiEQkmUUWQrvYRW96U4964XEVQiIShHXr1gHgcCxlKdWoxiB0zVlRoybFzC+EUkJb0w63bMmJZs3C4yqERCQIV69eBXILoapUVSEkIgkhLS0NgE/5lOMcZxjDqEzl8Lhqp+SlRk1KRM+dO6l+4wZpgwcHHYqICP/6r/8KwB72hAuhKlQJj6sQEpEg+Cu473CHlazkCZ7gKZ4KOCpJFGrUpNiEt6bdvRvemvZF8+bhcRVCIhIEPzdlkcUKVtCQhjzN0wFHJSKSayMbucY1RjOachHluWqn5KZGTYqFXwgB9Ni5kxrXr+c7Nk1EJEgqhEQkkfi100UuspnNdKUrzdDhIpJLjZoUq/J37zJg40aOtGjBFy1ahJcr2YhIEPxC6BKX2MxmutCF5mhLv4gkjhWsoBzlGMGIoEORBKNGTR5Z1Na0XbvybU17/vnngwhLRCRsBSswTIWQiCQEv3Y6zGEOcIBneIaa1AyPayWSgBo1KUb+1rSjzZtzrGXL8PInn3wywKhEJFn5hdARjrCf/QxkILWoFR5XISQiQfBz0z3usZSl1KY2/egXcFSSiNSoySOJ3JrWffdual67FrU1TYWQiAThpz/9KRBdCPWnf8BRiYjk2sEOznOeUYyiAhXCy1U7iU+Nmjy0n//85+Gfy2dnM3DDBo41a8bRiK1pIiJByM7OBmAnOznHOUYyUoWQiATOX8F9gxusZS0taUkHOgQclSQqNWry0K5duxb++eldu7ytaYMHgxmgQkhEguEXQje5yRrW0JKWdKRjwFGJiORawxrucIfRjMaw8HLVThJJjZo8lMhdHstnZzNw40a+aNqUI9qaJiIJwi+EUklVISQigfNrp9OcZic76U1v6lM/PK7cJHmpUZNH9tTu3dS6elVb00QkcH4hdIYz7GQnvehFAxqEx5WbRCRIDsdSllKVqgxmcNDhSIJToyZFFrk1rVxoa9rxJk043KoVoEJIRILlF0KVqcwQhgQdjohIuHbawx6+4AuGMpQqVAmPq3aSWNSoySN56qOPqH3lStTWNBGRIPiF0F72coxjDGOYCiERCZyfm7LIYgUraEhDutM94KikNFCjJkWS99i0Z9ev53iTJhxq3RpQISQiwVAhJCKJbiMbucY1RjOachEluGonKYgaNSm0yCYNoMfOndS6epW1Q4dqa5qIJIRNbOIqV1UIiUhC8GunS1xiE5voSlea0zw8Xq1ataBCk1JAjZo8lApZWTyzfj1HWrTgiI5NE5EA5S2EutAlqhCqUKFCQXcVEYmL5SynHOUYzvCo5a+//npAEUlpoEZNCiXv1rTe27ZR/cYN1gwdGlBEIiLRVrACwxjBiKjlP/jBDwKKSESSmV87HeIQBzjAMzxDLWqFx7WCWx5EjZoUWaXbtxmwcSOftW3LiWbNACUbEQmGXwgd5jD72a9CSEQSwi9+8QsA7nGPZSyjNrXpR7+Ao5LSplCNmpmlmtlBM8swszfuM+8FM3Nm1rP4QpSg5d2a1nfLFqrcvs3aId5pr1UISVCUm5LbW2+9BXiF0FKWqhCShKL8lNwuX74MwHa2c57zjGIUFcjdDVu1kxTGAxs1MysP/AoYDXQCpplZpxjzagD/B9ha3EFKcH7zm99E3a5y8yb9tmxhX8eOnGnUKKCoRJSbBDIzMwHYwQ4VQpJQlJ+Sm7+C+wY3WMtaWtGKDnQIOCopjQqzRa03kOGcO+ycywLeAybEmPc3wD8At4sxPgnY2bNno24P2LSJillZrNPWNAmeclMSUyEkCU75SVjDGrLIIpVUjNyzY6t2ksIqTKPWGDgecftEaFmYmXUHmjrnFhdjbBKwvLs8Vr92jd5bt/JJt26cr18/oKhEwpSbhDWs4Q53VAhJolF+SlJ+7XSKU+xkJ33oQ31yayblJimKRz6ZiJmVA34OfLcQc79uZjvMbMf58+cf9aklzp5dv57y9+6RNngwoGQjiU25qezyC6HTnGYnO+lNbxVCUqooP5VtDsdSllKVqgxiUNDhSClWmEbtJNA04naT0DJfDaALsM7MjgJ9gYWxDop1zv3WOdfTOdezXr16Dx+1lLi8W9PqXLhA95072dmzJ5fq1FEhJIlAuSmJRRZCgxkcdDgieSk/JSG/dtrDHo5znGEMowpVwuOqnaSoCtOobQfamllLM6sITAUW+oPOuSvOubrOuRbOuRZAOjDeObejRCKWQAxbvZrslBTSBmnNkCQM5aYk5BdCn/IpX/CFCiFJVMpPScbPTXe4wwpW8ARP8DRPBxyVlHYPbNScc9nAN4HlwH5gtnNur5n9xMzGl3SAEn95t6Y1OX6cTvv3s7l/f25Ur65CSBKCclPy8XPTbW6zghU0opEKIUlIyk/JK400rnGNMYyhXESZrdpJHkZKYSY555YAS/Ise7OAuYMfPSwJSt4mDecYsWIF16pXZ0s/XZ9IEotyU3Jaxzquc51pTFMhJAlL+Sl5+LXTOc6RTjpP8zRNI/Z8bdeuXVChSSn3yCcTkbKt/YEDNDt+nHWDB3O3UiUVQiISCL8QOstZtrKVHvSgccRJ9Dp1yneJKhGRuHE4lrCEilRkOMOjxqZNmxZQVFLaqVGTsLxb0+zePYavWsX5unXZ/fTT9OjRI6DIRERyC6HKVGYYw6LGpkyZElBUIpLMIk8gcpSjDGMY1agWHtcKbnkUatSkQN1376ZuZiarhw/HlS/PuHHjgg5JRJJQ5AlEjnGMYQyjKlXD4yqERCQIsU4g0gOt1Jbio0ZNgPxb0yrevs3gtWs51qwZB9u3VyEkIoGIdQKR7nQPOCoRkVw6gYiUFDVqkv8EIngXt65+4wbLR40CswCiEhHJ5Z9AZCxjVQiJSOAedAIRU+0kxUCNmuRTJzOTvunp7H7qKU43bqxCSEQC8aATiFSpUqWgu4qIlLj7nUDkzTdjnuBTpEjUqCW5WFvTRi5fTnZKCquHDaNOnToBRCUi4rnfCUS+973vBRSViCQzv3bay16dQERKlBo1idL6889p/9lnrB80iBs1avCtb30r6JBEJAnpBCIikogiTyCynOU6gYiUKDVqSSzv1rRy9+4xavlyMuvUYWufPiqERCQQOoGIiCQ6nUBE4kGNWpKKtctjr+3bqXfhAitGjeJeSkoAUYmI5NIJREQkkTzoBCIixU2NmgBQ9fp1Bq1bR0br1nzWrp0KIREJhF8IneZ0zBOI1KpVK6jQRERwOBazOOYJRFQ7SXFTo5aEYp5AZMUKKmZlsSw1lXbt2wcQlYgku1OnTgGQQw6LWEQVquQ7gci3v/3tIEITkSTn104f8RHHOMYIRugEIlLi1KglmbfeeivfshZHjvDkJ5+wacAAMuvVY9q0aQFEJiLJ7j//8z8B2MlOTnKSUYzSCUREJHB+k3aDG6xgBU1pytM8HXBUkgzUqCWZzMzMqNvls7MZu2gRl2rXZsOzz6oQEpFA+IXQNa6xilW0pCXd6BZwVCIiuVaykjvcYRzjdNysxIUatSQSa5fH/ps3UzczkyVjxpBdoUIAUYmI5FrOcrLJZixjMSy8SkO2EgAAHx1JREFUXIWQiATBr52OcpSP+Ih+9KMBDcLjffv2DSo0SQJq1JJY7YsXeWb9evZ17EiGTiAiIgHxC6EMMtjDHp7hGepSNzyu3CQiQfBzUzbZLGIRtanNIAZFzRk1alQQoUmSUKOWJPJtTXOOMUuWkFOuHMtSU1UIiUgg/Nx0l7ssZjGP8zgDGRhwVCIiuTazmQtcYAxjqEjF8HLVTlLS1KglgVi7PHbeu5e2GRmsGzyYazrdtYgEbD3rucQlxjGOFHKv46hCSESC4NdOF7nIetbTiU60o13AUUmyUaOWhKreuMHoJUs42agRW/v0USEkIoHwC6HznGcTm+hGN1rSMuCoREQ8/jXTylGOVFKjxlQ7STyoUSvjYm1NS126lMq3b7NgwgRc+fIBRCUi4nE4FrGIilRkJCOjxlQIiUgQ/NppD3s4xCGGMYya1AyPKzdJvKhRK8NiXTOt3YEDdN2z5/9v786DozrvNY9/X7QgQKy2zI4BC8sYG9sgNmNjgsMukDGbLFbbqeTeVHJnKrdulWsmlQxOuZyZqXLV5N5Ublw3mQFswiYQAkQQYblsBoOxCWaXsS0WY4ldCKEFvfOHukW31BINSOecVj8fFVWt7rfVP47oh/fX55z3sHPUKIo6d1bYiIgrQl08NpHEmseVTSLiBn82lVLKZjbTjW4MYYjLVUm0UqPWjNW+ZlrL0lLSNmzgYufO7H7pJU2ERMQVgddM28xmetFLF48VEU/JI48SSnTNNHGVGrVmKtQhj+Pz8mhTUkJOejpVsbEhniUi4pxNbKKCCqYyVRMhEXGdf+50hjN8zue8yIt0o1vN4zE6XUQcpkYtSjyRn88Ln3/O3pEj+a5bN02ERMQV/onQcY5zjGO8witB10ybOHGiW6WJSBTzZ1M55axnPZ3oxGhGB4355S9/6UJlEs3UqDVDtfemtbp1i/TsbAqTktjxyitq0kTEFYHnfmxkI53pzEhGBo0ZOnSoG6WJiACwne1c5SpTmUoccTX3a+4kblCj1syEurD15A0baH3rFmtef507cXGhnygi4pAtbKGEEtJJJ4a7hxJpIiQibvDPnc5znn3sYzCD6U1vd4sSQY1aszfw8GEGHDvG9jFj+L5rV02ERMQVged+HOIQIxgRdO6HiIgb/NlUSSXrWEciiYxlbNAYzZ3ELWrUmpHae9PaX73KpNxcvu3Vi70vvkjLli1dqkxEolk4535oIiQibtrDHgopJI00EkiouV/ZJG5So9ZM1G7STFUV09auBWDttGnYFi1455133ChNRAS4e+7HFKYQT3zN/ZoIiYgb/HOnIorYyU4GMIAUUlyuSuQuNWrN1It79/J4QQGbJk7keseOmgiJiCtCnfvRhz4uVyUi0e6DDz4AoIoqcsghnngmErzqrOZO4jY1as1A7b1pPQoKGLN1K0effprDzz/vUlUiEu382VRBBdlk69wPEfGM4uJiAPaxj7OcZQITSCSx5nFlk3iBGrUIV7tJS7h1i+lZWVxv3571U6eCMQobEXHVDnZQRBFTmapzP0TEdYGHPG5lKymkMJCBLlclUpcatebEWtLXraNtcTGrZ86kLCFBEyERcYV/InSWs+xlL4MYRD/6uVyViEQ7/yGPd7jDWtYSTzxppGEwNWM0dxKvUKMWwWrvTRu2fz9PnTzJlrFjudC9u0tViUi0C1zlcS1raUc7xjEuaIwmQiLiBv8hj3vYwwUuMJnJtKVtzePKJvESNWoRqnaT1u38ecbm5XEiJYX9w4cDChsRcddWtnKFK6STrkMeRcR1/rnTRS6ygx08zdM8wzMuVyVSPzVqzUDCrVvMWLWKm4mJrEtP13lpIuIa/0ToG75hP/sZwhD60tflqkQk2gVe2DqbbFrRislMDhqjuZN4jRq1CBS4N81UVTE9K4t2N26wauZMbrdu7WJlIhLN/NlURhnZZNORjlrlUUQ8ZRe7uMhF0kijDW1q7lc2iRepUYswtQ95/MH27SR/9RWbJk3ifM+egMJGRNy1hS1c4xqv8ZoubC0irvPPnS5wgZ3sZCAD6U9/l6sSuTc1ahHsqePHeXnXLg698AKfDR4MaCIkIu7wT4ROcYqDHGQEI3icx12uSkSiXeDiRmtYQyKJurC1RAw1ahEkcG/aI0VFvLZ2Lee7dSN30iQwpoFniog0HX823eQm61hHZzozhjFBYzQREhE35ZHHJS4xjWm0olXN/com8bKwGjVjzARjzEljTL4x5p0Qj//CGHPMGPN3Y8xWY4w+Rm1kgU1a/O3bZCxfTmVsLCtnz+ZOXBygsJHoo2zyDotlHeu4zW2mM5044moeUzZJNFI+uc8/dzrJyZo9/VrcSCLJPRs1Y0wM8HtgIvA08IYx5ulawz4HUq21A4HVwP9q7EKjWajFQzpducKqmTO50b49oImQRB9lkzf48+kABzjNacYxjsd4zOWqRNylfHKfP5uKKa7Z0/8qrwaN0dxJvC6cPWpDgXxr7RlrbTmwHEgPHGCt3W6tveX7dh/Qo3HLFL9xeXk8efo0uZMm8W2fPgD07atPhyQqKZtc5p8IFVJIHnkkk8xQhgaN0URIopTyyQP8e/rLKWc604kltuYxZZNEgnAate7A2YDvz/nuq8/bwKaHKUruCtybNvjgQYbv28e+YcP4bMiQmvvnzZvnRmkiblM2uSjwmkRrWEM88aSTjuHu+bKaCEkUUz65yJ9Pn/Ip+eRrT79ErNh7DwmfMWYukAq8Us/jPwZ+DNCrV6/GfOlmKbBJ6/PVV0zauJFT/fqRN358zf2aCIncm7Kp6WxjGxe5yBu8QVva1tzfpUsXF6sSiRzKp8ZVe09/P/oxhCFBYzR3kkgRzh6180DPgO97+O4LYoz5IfDfganW2rJQP8ha+6G1NtVam5qUlPQg9UalR4qKmLVyJUVJSWRNn45tUf1rU9BIlFM2ucQ/Econn73sJZVUUkgJGvOTn/zEjdJEvEL55ILApfhXs5oEErSnXyJaOI3aAaCfMaaPMSYeyAByAgcYY14A/kh10BQ2fpnRxx82rUtKyFy2jMrYWP7yxhuUJyS4XJmIZyibXODPphvcYA1reIzHGM/4oDGaCIkon9y0iU0UUsg0ppFIYs39AwcOdLEqkft3z0bNWlsJ/AzYDBwHVlprjxpj3jXGTPUN+99AIrDKGPOFMSannh8nYfBPhOLKysj8+GPaFhezIiOD6x071ozRREiinbLJeb/5zW8AuMMdVrOaCiqYxSwtxS9Si/LJef6502EO8zmf8zIvk0xy0Jhp06a5UZrIAwvrHDVrbS6QW+u+XwXc/mEj1xW1/EHT4s4dZq5aRdfvvmPF7Nmc63n3CApNhESqKZucVVVVBcAOdlBAAa/zOo/yqMtViXiT8sk5/rlTEUVsYAOP8zijGR00RnMniURhXfBaHGYtU3Jy6Jefz8a0NE499VTNQ4MHD3axMBGJVoHnpe1iF4MYxECCDyPSREhEnBZ4XtoqVhFHHNOZTgwxNWOUTRKp1Kh5iD9sxmzbxvOHD7N99GgO1WrM0tLS3ChNRKJYqPPSJjIxaIwmQiLipr/yVwop5HVepx3t3C5HpFGoUfMI/0RoyP79vLxrFwcHD2bnK8Er9WoiJCJO82dT4HlpM5mp89JExHWB56Ud4lDI89KUTxLJ1Kh5gD9oBh4+zMRNmziRkkLu5MlgtJysiHhDHnkUUMAUppCElggXEXf5507f8R3rWa/z0qRZUqPmMn/Q9D92jPTsbL7u04fVM2bUXCsNdIFLEXFH4KfV+9nPcIbrvDQRcZ0/m0ooYTnLaU1rZjJT56VJs6NGzQOST51i+urVnOvRg+UZGdyJiwt6/M0333SpMhGJVqE+rR7L2KAxmgiJiNPef/99oPpw7CyyuMlNZjM76HppIs2FGjUXLVq0iN5ff82slSv5vnNnls2ZQ0XLlkFjNBESEafp02oR8ary8nIAtrGNM5xhMpPpTvegMconaS7UqLlk0aJF9Dh7ljeWLeNqx458NHcuZQkJQWMUNCLitMDFQ/RptYh4iT+fvuRL9rCHVFIZxKCgMZo7SXOiRs0FixYtotu5c8z56COK27Zl6fz5lLZpEzRGQSMibvobf9On1SLiGYGHY69jHT3pyQQmBI1RNklzE+t2AdHGvydtzkcfcat1a5bMn8/Ntm3dLktEpGYidJCDfMInDGWoPq0WEdcFXstxGctoRStmMYvYgGmsskmaI+1Rc1jPggLmLl1KSZs2LF64kBsdOtQZo7AREaf5J0Jf8RUb2UgyyYxnfNAYZZOIOM2fTeWUs5zl3OY2mWTSFn3ILc2fGjUH/d+33mLu0qUUt21b3aS1b19njCZCIuI0/0SoiCJWspIkkpjBDC0eIiKu2rdvHwBVVLGWtVzgAjOYQRe6BI1TPklzpUMfHfL/3nyTOR9/zPX27VmyYEHIwx0VNCLitMAVHpexjFhiySSTBBLu8UwRkaa1efNmoHqFx+McZxzjSCElaIzmTtKcaY+aA5bMn0/mxx9zrUMHFqtJExGP8DdpFVSwnOXc4AYZZNCB4EOylU8i4jR/Ph3iELvZzWAGM4IRQWOUTdLcaY9aE1s5ezZzVq+mKCmJpfPmcSux7hLXw4cPd6EyEYlmgcvwr2Y1ZznLTGbSk55B4zQREhGn+fPpJCdZz3qe4AkmMQmDqRmjbJJooEatCeWkpzNj/XrO9ejBssxMylq1Cjlu/PjxIe8XEWlKFstGNnKSk0xkIgMYEPS4JkIi4jR/k1ZAAatYRVe6MotZOmdWopIatSayZdw4pm7ZwunkZFbNmkVFfHzIcQobEXGafyK0ne0c4hAv8zLDGBY0RtkkIk7zZ1MhhSxjGe1oxxzm0JKWLlcm4g41ao3NWnaPGsXY3bv5csAA1k6bRlVs6M2siZCIOM0/EfqUT9nJTl7gBcYwJmiMsklEnObPputc5yM+IpZY5jGPNrQJGqd8kmiiRq0xVVby2bBhvHToEAcHDyZ38mRsi9DrtShoRMRp/onQF3xBLrmkkEIaaTrvQ0Rc5c+mYopZzGLKKONN3qQjHYPGKZ8k2qhRayw3b3Jq0CAGnz7NrpdeYturr4IxIYcqaETEaf6J0BGOsI519KVvnWulderUya3yRCRK+bPpJjdZzGJucpN5zNO10kRQo9Y4Ll7kwqBBJF+8yMbJkzk4ZEi9QxU0IuI0/0ToKEdZwxp60YsMMogjLmjcz3/+czfKE5EoFXgdxyUs4TrXmcMcrT4r4qNG7WGdOMHVESN4tKSE5RkZnE5JqXeogkZEnOafCJ3gBFlk0YMeZJJJPMELHCmfRMRJ/mwqpZSlLOUKV8gkk970DhqnbJJopkbtYezeTenYscTFxLB44UIudO9e71AFjYg4LXBPWhZZdKFLyBXUlE8i4qTAwx2XspRLXCKDDPrSN2icskminRq1B7ViBZVz5lDSoQMfz53LtY4d6x2qoBERpwUuHLKOdfSgB3OYQwIJQeOUTyLipMDVHZeylGtc4w3eIJnkoHHKJhE1avevqgrefRcWLeJ8r16syMigtHXreocraETESQcOHCA3NxeoXoI/l1z60pcMMnS4o4i4yt+kXeEKS1jCLW4xl7k63FGkHmrU7kdJCSxYAFlZfP7882xMS+NOPddIAwWNiDjrvffeo7KyEotlF7vYxjZSSGEGM+osHKJ8EhEn+Zu07/mej/iISipZwAK6E3zaiLJJ5C41auEqKID0dKoOH2bLuHHsGzGi3uX3QUEjIs7yT4LucIdccvmMz3iWZ3mN14KW4Aflk4g4p7y8nPfffx+AM5xhBSuII46FLKQznYPGKptEgqlRC8cnn1AxZQp3bt4kKzOT/H79GhyuoBERJ/mbtDLKWMUq8snnJV5iDGNoQYugsconEXGKP5ug+nzZHHJ4hEeYwxw60CForLJJpC41aveyZAmVb71Fcbt2/OVHP+JSUlKDwxU0IuIk/0ToBjdYxjK+53vSSCOV1DpjlU8i4hR/Nlks/8l/soMd9KEPs5mtRY1EwqRGrT7l5fCLX8Dvf09Bnz6snjmzwUVDQEEjIs4J/KT6W75lJSupoIJMMulH8F7/li1b8s477zhdoohEKX8+3eY22WRzghM8x3NMYQqxtaaemjuJ1E+NWijnz1Px2mvEHTzI3hdf5G+vvoqNiWnwKQoaEXFK4CfVn/Ipm9lMBzqwgAU8xmNBY5VNIuKU3/3ud1y9ehWAIopYwQouc5nxjGc4wzEEn9uvfBJpmBq12nbs4GZaGnEVFaycOZPjAwbc8ykKGhFxwokTJ1ixYgVQfT7aRjbyd/7OkzzJ67yuw4lExDWBe/mPcYxssokllvnMpw996oxXPoncmxo1P2vhgw+o+pd/4XanTixeuPCe56OBgkZEnBE4CTrPebLI4gpXGM1oRjFKi4aIiCvWrFnDkSNHACinnL/yVw5xiG50YxaztGiIyENQowZQXMzR4cMZcOwYJ/r3Z116OuUJCQ0+RUEjIk4InARVUcUe9rCd7SSSyEIW1rlQLCifRMQZgR8gXeACWWRxmcuMZCQ/4Ac6H03kIUV9o/bhP/wD01etov/Vq2wZO5a9L77Y4PXRQEEjIs4InAQVUsh61nOWszzN00xhCq1oVec5yicRaWqB2VRBBTvZyR720IY2LGCBDnUUaSRR26idOH6cr//5n3krL49brVuzeOFCCh5//J7PU9CISFMLnARVUsku31dLWjKNaQxkoE7KFxHH/fa3v6WsrKzm+2/4hvWs5zKXeY7nGM94WlN3hWzlk8iDibpG7datW/zrokVMzclh4okTnHzySdalp1Papk2Dz1PIiEhTC2zQLJbTnGYzm7nMZZ7lWcYznkQS6zxP+SQiTekPf/gDhYWFNd/f4AZb2cphDtOBDsxlLskk13mesknk4URNo/bHP/6Rixcv0qOggJ9kZdG2uJjN48ezb/hwHeooIq4KbNAALnKRPPI4wxk60YlMMnmSJ+s8T9kkIk2pdjaVU84e35fFMpKRvMIrxBNf57nKJ5GH1+wbtZqQqapi5J49jNm2jevt2/Pnt9/mQvfuDT43KSmJn/70pw5UKSLRpvYECKobtJ3s5BjHaEUrJjCBVFLrnJAPmgSJSNOpnU9llHGAA3zCJ5RQwgAG8EN+SEc61nmuskmk8TTLRq12wLS7do3XsrPp8803fDlgABumTKFMqzqKiMOWLFnC119/HXSfxVJAAXvZy0lOEk88L/ESIxmpxUJExDGhPjwqppjP+Iz97KeUUp7gCUYzmp70DPkzlE8ijatZNGqhwgUAa3n2yBEmbdyIsZZ1U6fyxQsvNHioo0JGRBpLZWUl7733XsjHSinlCEc4wAGKKCKBBEYzmmEMC9mggfJJRBpPfXOnKqr4lm85yEGOc5wqqniSJxnFKHrQI+RzlE0iTSOsRs0YMwH4P0AM8B/W2t/WerwlsAQYDFwGZltrv2mMAuttwu4hobSUyRs28MzRoxT07MnaadO41qlTveMVMiKRx81sgvvPp1JKOcUpjnKUfPKpooqudGUqU3mGZ0Ke5wHKJ5FIFElzpyqqOM95jvq+iikmgQSGMpRUUnmUR0M+T9kk0rTu2agZY2KA3wNjgXPAAWNMjrX2WMCwt4Gr1tpkY0wG8D+B2U1RcDj6nDlDenY2iTdvsm3MGHaPHImNiQk5ViEjEpkiIZuKKeYiFymggDOc4QIXsFja0Y5hDOMZnqE79Z8rq3wSiUxez6cKKiikkPOc52vf121uE0MMySQzgAE8xVP68EjEZeHsURsK5FtrzwAYY5YD6UBg2KQD/8N3ezXwb8YYY621D1rYg+xJi6mo4NWtWxmxbx+XHnmEP739Nt/Vs2CIQkYk4rmSTXA3n/LJ5za3qaCCcsopoYTrvq8iiiihBIAWtKA73RnFKJJJpjvdaUGLen++8kkk4rk6d7rEJQoppML3dZvbXOc6N7jBFa5wiUtYql+mPe3pT3/60pd+9COB+s/hVzaJOCucRq07cDbg+3PAsPrGWGsrjTHXgUeAS4GDjDE/Bn4M0KtXrwcsuX6DDh1ixL59fDpkCFvGjqUyXsvFijRjrmfTWtbWNGMABkNb2tKe9iSTTFe60oUudKUrLWnZ4M9SNok0K67m05d8yQ52BN2XQALtaEdHOtKf/jXZ1IEOGHSZIhEvcnQxEWvth8CHAKmpqQ1+YvTrX//6vveqHUxN5fvOnSno3bvOzxIRqc/9ZBPczad5zKMFLYjzfbWiFTGEPsy6vp8jItKQB5k7DWIQKaQQTzxxxNHS93U/lE8i7gunUTsPQeuw9vDdF2rMOWNMLNCe6hNjHWVjYijo3VvhIhIdXM+mLnS5r/HKJpGo4Wo+tfN93Q/lk4j3hNOoHQD6GWP6UB0qGUBmrTE5wALgE2AGsO1hzwEBhYaINMi1bALlk4g0SHMnEXlo92zUfMdN/wzYTPUSs3+21h41xrwLHLTW5gB/ApYaY/KBK1QHkohIk1E2iYhXKZ9EpDGEdY6atTYXyK11368Cbt8GZjZuaSIiDVM2iYhXKZ9E5GHVvz60iIiIiIiIuEKNmoiIiIiIiMeoURMREREREfEYNWoiIiIiIiIeo0ZNRERERETEY9SoiYiIiIiIeIwaNREREREREY8x1lp3XtiYIuDbMIc/ClxqwnLul+qpn5dqAW/V46VaoGnqedxam9TIP9NR95lN4K3fq5dqAdXTEC/VAt6qp6lqibZ88tLvFLxVj5dqAdXTEC/VAg7PnVxr1O6HMeagtTbV7Tr8VE/9vFQLeKseL9UC3qsnUnlpO3qpFlA9DfFSLeCterxUSyTz2nb0Uj1eqgVUT0O8VAs4X48OfRQREREREfEYNWoiIiIiIiIeEymN2oduF1CL6qmfl2oBb9XjpVrAe/VEKi9tRy/VAqqnIV6qBbxVj5dqiWRe245eqsdLtYDqaYiXagGH64mIc9RERERERESiSaTsURMREREREYkanmrUjDETjDEnjTH5xph3Qjze0hizwvf4fmNMb5frWWiMKTLGfOH786MmrOXPxphCY8yX9TxujDG/89X6d2PMIBdrGW2MuR6wXX7VVLX4Xq+nMWa7MeaYMeaoMea/hBjjyPYJsxbHto8xJsEY86kx5rCvnkUhxjj6vopEyqYGa/FMNoVZj5PvP89k033U48j2UTY1Hi/lk5eyyfd6nsknZdND1xOdcydrrSf+ADHAV0BfIB44DDxda8xPgX/33c4AVrhcz0Lg3xzaPqOAQcCX9Tw+CdgEGGA4sN/FWkYDGxz8t9MVGOS73RY4FeJ35cj2CbMWx7aP7++b6LsdB+wHhtca49j7KhL/KJvuWY9nsinMepx8/3kmm+6jHke2j7Kp0bajZ/LJa9nkez3P5JOy6aHrcXL7eCafvLRHbSiQb609Y60tB5YD6bXGpAOLfbdXA68aY4yL9TjGWrsTuNLAkHRgia22D+hgjOnqUi2OstZ+Z6095LtdDBwHutca5sj2CbMWx/j+vjd938b5/tQ+MdXJ91UkUjY1wEvZFGY9jvFSNt1HPY5QNjUaL+WTp7IJvJVPyqaHrscxXsonLzVq3YGzAd+fo+4vqWaMtbYSuA484mI9ANN9u4RXG2N6NlEt4Qi3XqeM8O0y3mSMGeDUi/p2Pb9A9acfgRzfPg3UAg5uH2NMjDHmC6AQ2GKtrXfbOPC+ikTKpofjtWwCF/LJS9l0j3rAoe2jbGoUXsqnSMsm8F4+KZs8kE2+OjyRT15q1CLReqC3tXYgsIW7nXW0OwQ8bq19DvhXINuJFzXGJAJZwH+11t5w4jUfsBZHt4+19o619nmgBzDUGPNMU76eeIKyqX6O55OXsimMehzbPsqmqKRsqp+yySPZBN7JJy81aueBwE9WevjuCznGGBMLtAcuu1WPtfaytbbM9+1/AIObqJZwhLP9HGGtveHfZWytzQXijDGPNuVrGmPiqH5zf2ytXRNiiGPb5161uLF9fK91DdgOTKj1kJPvq0ikbHo4nskmcP7956VsCqceN/JJ2fRQvJRPkZZN4KF8UjZ5L5t8r+VqPnmpUTsA9DPG9DHGxFN9Yl5OrTE5wALf7RnANmttU10I7p711DpWdyrVx9S6JQeY71ulZzhw3Vr7nRuFGGO6+I/TNcYMpfrfWZP95+p7rT8Bx621H9QzzJHtE04tTm4fY0ySMaaD73YrYCxwotYwJ99XkUjZ9HA8k03g+PvPM9kUbj1ObR9lU6PxUj5FWjaBh/JJ2eSNbPL9fM/kU2xj/8AHZa2tNMb8DNhM9cpBf7bWHjXGvAsctNbmUP1LXGqMyaf6hMwMl+v5J2PMVKDSV8/CpqrHGPMXqle8edQYcw74NdUnN2Kt/Xcgl+oVevKBW8CbLtYyA/hHY0wlUApkNPF/riOBecARU308McB/A3oF1OTU9gmnFie3T1dgsTEmhupQW2mt3eDW+yoSKZsa5qVsCrMeJ99/XsqmcOtxavsomxqBl/LJa9kE3sonZdND1xOVcyejD6dERERERES8xUuHPoqIiIiIiAhq1ERERERERDxHjZqIiIiIiIjHqFETERERERHxGDVqIiIiIiIiHqNGTURERERExGPUqImIiIiIiHiMGjURERERERGP+f+lLkoLE4m22AAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -241,54 +251,52 @@ "from scipy.interpolate import interp1d\n", "from matplotlib import pyplot as plt \n", "\n", - "fig, ax = plt.subplots(1,3)\n", - "N = 10**5\n", - "\n", - "theta_star = np.linspace(0, np.pi, N)\n", - "#theta_star_sorted = np.sort(theta_star) #sort the angles\n", - "inv_cdf_nostro = UnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", - "inv_cdf_nostro2 = InterpolatedUnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", - "\n", - "\n", - "ax[0].plot(theta_star,\n", - " g(s,theta_star),\n", - " '*',\n", - " color = 'grey',\n", - " label = 'Samples')\n", - "ax[1].plot(theta_star,\n", - " g(s,theta_star),\n", - " '*',\n", - " color = 'grey',\n", - " label = 'Samples')\n", - "ax[2].plot(theta_star,\n", - " g(s,theta_star),\n", - " '*',\n", - " color = 'grey',\n", - " label = 'Samples')\n", - "\n", - "#versione mastrovalenz\n", - "inv_cdf = interp1d(g(s, theta_star), theta_star, fill_value=\"extrapolate\")\n", + "fig, ax = plt.subplots(1,3, figsize = (15,5))\n", "\n", - "numeri = np.random.rand(N)\n", - "num_sort = np.sort(numeri)\n", + "N = 10**5 \n", "\n", + "#angles on which we sample the inverse CDF\n", + "theta_star = np.linspace(0, np.pi, N)\n", "\n", + "#three version of inverse CDF sampling\n", + "inv_cdf1 = UnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", + "inv_cdf2 = InterpolatedUnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", + "inv_cdf3 = interp1d(g(s, theta_star), theta_star)\n", + "\n", + "#same plot on each ax of the points\n", + "for i in range(3):\n", + " ax[i].plot(theta_star,\n", + " g(s,theta_star),\n", + " '*',\n", + " alpha = 0.1,\n", + " color = 'grey',\n", + " label = 'Samples'\n", + " )\n", + " \n", + "random_num = np.random.rand(N)\n", + "num_sorted = np.sort(random_num)\n", "\n", - "ax[0].plot(inv_cdf_nostro(num_sort),\n", - " num_sort,\n", + "ax[0].set_title('CDF sampled with UnivariateSpline')\n", + "ax[0].plot(inv_cdf1(num_sorted),\n", + " num_sorted,\n", " color = 'red',\n", - " label = 'Quantile predictor')\n", - "\n", + " label = 'inv_CDF'\n", + " )\n", + "\n", + "ax[1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", + "ax[1].plot(inv_cdf2(num_sorted),\n", + " num_sorted,\n", + " color = 'green',\n", + " label = 'inv_CDF'\n", + " )\n", + "\n", + "ax[2].set_title('CDF sampled with interp1d')\n", + "ax[2].plot(inv_cdf3(num_sorted),\n", + " num_sorted,\n", + " color = 'green',\n", + " label = 'inv_CDF'\n", + " )\n", "\n", - "ax[1].plot(inv_cdf(num_sort),\n", - " num_sort,\n", - " color = 'green',\n", - " label = 'inv_cdf mastrovalenz')\n", - "\n", - "ax[2].plot(inv_cdf_nostro2(num_sort),\n", - " num_sort,\n", - " color = 'green',\n", - " label = 'inv_cdf nostra 2')\n", "plt.show()\n", "\n", "\n", @@ -297,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -408,15 +416,6 @@ "print (result, 'MeV')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\\begin{aligned}\n", - "CDF(g(x))=\\int_{0}^{x}dx \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos x)+\\left(\\frac{1}{3}\\frac{\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)}{\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right)^{-1}} \\right)(1-\\cos^3 x) \\right)\\\\\n", - "\\end{aligned}" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -467,7 +466,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4, From edb41e26c03b268cd393a722489ba3cdff9f09d7 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Wed, 3 Feb 2021 22:44:40 +0100 Subject: [PATCH 06/39] Ancora su 4 e 5 --- Project.ipynb | 370 ++++++++++++++++++++++++++++++++++++++++++-------- 1 file changed, 315 insertions(+), 55 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 25f994b..5e8ddf9 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -78,27 +78,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { - "image/png": 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\n", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -169,9 +158,17 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { "image/png": 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\n", @@ -215,26 +212,26 @@ "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", "\n", "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", - "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2=\\pi-\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2=\\phi^*-\\pi$$" + "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2=\\pi-\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2=\\phi^*+\\pi$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "4" + "4 To find out the inverse cumulative distribution function we sample " ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -305,29 +302,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 267, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 267, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "rand = np.random.rand(N)\n", - "theta_star = inv_cdf_nostro2(rand)\n", - "phi_star = np.random.uniform(0, 2*np.pi, N)\n" + "sns.distplot(inv_cdf2(num_sorted))\n", + "sns.distplot(inv_cdf1(num_sorted))" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 270, "metadata": {}, "outputs": [], "source": [ - "\n", - "\n", + "import math\n", "\n", "def mom_mu_cm(m_muon, s, t, p):\n", - " p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", + " #p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", + " p_norm = math.sqrt(s/4-m_muon**2)\n", " p_x_cm = p_norm * np.cos(t)\n", - " p_y_cm = p.norm * np.sin(t)*np.cos(p)\n", - " p_z_cm = p.norm * np.sin(t)* np.sin(p)\n", + " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", + " p_z_cm = p_norm * np.sin(t)* np.sin(p)\n", " return p_x_cm, p_y_cm, p_z_cm\n", "\n", "def e_pos_lab(s, m_e):\n", @@ -335,46 +364,277 @@ "\n", "def p_pos_lab(s, m_e):\n", " e_pos = e_pos_lab(s, m_e)\n", - " return np.sqrt(e_pos**2-m_e**2)\n", + " return math.sqrt(e_pos**2-m_e**2)\n", "\n", "def beta(s, m_e):\n", " e_pos = e_pos_lab(s, m_e)\n", - " p_pos = p_pos_lab(e_pos, m_e)\n", - " b = p_pos / (e_pos + m_e)\n", - " return b\n", - "\n", + " p_pos = p_pos_lab(s, m_e)\n", + " return p_pos / (e_pos + m_e)\n", + " \n", "def gamma(s, m_e):\n", - " beta = beta(s, m_e)\n", - " return 1/np.sqrt(1-beta**2)\n", + " return 1./math.sqrt(1-beta(s, m_e)**2)\n", "\n", "def Ecm(s):\n", - " return np.sqrt(s)/2\n", + " return math.sqrt(s)/2.\n", "\n", "def boost(s, t, p, m_e, m_muon):\n", " e_cm = Ecm(s)\n", " b = beta(s, m_e)\n", - " gamma = gamma(s, m_e)\n", - " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p)\n", - " px = gamma (b*e_cm + px_cm)\n", - " e = gamma (e_cm +b*px_cm)\n", - " return e, px, py_cm, pz_cm\n", + " g = gamma(s, m_e)\n", + " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz sempre uguali -> no boost\n", + " px = g*(b*e_cm + px_cm) #energia e px dipendono dall'angolo\n", + " e = g*(e_cm +b*px_cm)\n", + " return px, py_cm, pz_cm\n", "\n", "#quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*\n", - "#phi* e phi*-pi\n", + "#phi* e phi*+pi\n", "\n", "def mc_sampling(s, m_e, m_mu, N):\n", - " x = np.linspace(0, np.pi, 1000)\n", - " inv_cdf_ = InterpolatedUnivariateSpline( g(s,x), x, ext=0 )\n", - " prob = np.random.uniform(N)\n", - " theta = inv_cdf(prob)\n", + " prob = np.random.rand(N)\n", + " theta = inv_cdf2(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", - " \n", - " e1, px1, py1, pz1 = boost(s, theta, phi, m_e, m_muon)\n", - " e2, px2, py2, pz2 = boost(s, np.pi-theta, phi-np.pi, m_e, m_muon)\n", - " return\n", - " \n", - " \n", - " " + " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", + " muon_2 = boost(s, np.pi-theta, phi+np.pi, m_e, m_muon)\n", + " return np.asarray(muon_1 + muon_2)" + ] + }, + { + "cell_type": "code", + "execution_count": 275, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "N = 10**5\n", + "events = mc_sampling(230**2, m_e, m_muon, N)\n", + "events = events.T\n", + "df = pd.DataFrame(events, columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )\n", + "df.to_csv('Events.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 276, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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100000 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 29463.052013 11.131884 41.036140 22297.795791 -11.131884 \n", + "1 17665.159037 14.940396 -22.483996 34095.688767 -14.940396 \n", + "2 25628.343493 -18.796055 41.312968 26132.504311 18.796055 \n", + "3 35951.816300 -3.117423 6.989628 15809.031504 3.117423 \n", + "4 16188.751739 -4.492219 13.658840 35572.096065 4.492219 \n", + "... ... ... ... ... ... \n", + "99995 16248.009851 -15.142084 -0.265979 35512.837953 15.142084 \n", + "99996 23361.329738 38.084911 -22.035255 28399.518066 -38.084911 \n", + "99997 31227.132111 -31.479553 22.492356 20533.715693 31.479553 \n", + "99998 26026.748627 -42.488384 -15.988188 25734.099177 42.488384 \n", + "99999 24166.462459 30.410547 -32.840582 27594.385346 -30.410547 \n", + "\n", + " $pz_{\\mu_2}$ \n", + "0 -41.036140 \n", + "1 22.483996 \n", + "2 -41.312968 \n", + "3 -6.989628 \n", + "4 -13.658840 \n", + "... ... \n", + "99995 0.265979 \n", + "99996 22.035255 \n", + "99997 -22.492356 \n", + "99998 15.988188 \n", + "99999 32.840582 \n", + "\n", + "[100000 rows x 6 columns]" + ] + }, + "execution_count": 276, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 290, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (15,4))\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "plt.show()\n" ] }, { From ac8633a3b55c76d01d1963fd98d01656e88bef72 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Wed, 3 Feb 2021 23:08:17 +0100 Subject: [PATCH 07/39] =?UTF-8?q?La=20h=20=C3=A8=20quadrata?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Project.ipynb | 250 ++++++++++++++++++++++++-------------------------- 1 file changed, 121 insertions(+), 129 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 5e8ddf9..214fc42 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -78,16 +78,19 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -158,17 +161,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { "image/png": 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\n", @@ -224,14 +219,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -302,34 +297,36 @@ }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 23, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 267, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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hXqRACLdU3dLNLf/MIsBk5OZT0gjwGby7bFben1BYKY05x8kJ3Y/V6MO+cXcS2bKPxNr/HvW40aC4aEY8l8xKIL+mnauf3UJdm2eubiucQwqEcDvmPivff2UnneY+bliUSrDf4KNvIpt2k1q1ngNpN46ZYa2DyShd8/WXsvbSZYpgZt6fMVgH3/Niflo41y1M4WBNG5c/tZmShg4nJxaeQgqEcDu/WX+AHSVNPLpyJjHBvoMfpK3MOfB7On2iyEm/1bkB3ZkyUBq7lJCOYsaXvHrMwybHBbP69kW0dfdy5dNfUVDX7sSQwlNIgRBu5Z1dFfxzczG3npbGhTPijnlcauV7RLbsY8+Eu+nz8ndiQvfXHDie5sAMZh58gomF//y6dXGknMpWrl+USnuPhRV//ZI/fXTQBWmFO5MCIdzGHz/M46dv7CE1IoCUiIBvTZIbaHzxy2Tm/JZ233gMlp4xOaz1uJSiJPY8DNZekmqO7osYKDbYl9tOS0MpeO7zQg5UyWqw4htSIIRbaOnq5ZWtpfh6G7l6fhJGw7GHq8bVf2kb1ho3doe1DqXbJ5KaiPlENe/Cv6vyuMdGB/ty2+J0vIwGrn52C/srWpyUUrg7KRDC5axWzU/W7KGp08w185MJGmQ462H+XZXE139FffBU2v1lJvDxVESdTp8xgNTqDUcNez1SZKAPty1OJ8DkxbXPbSWvus1JKYU7kwIhXO6pTwv4KKeGC6bHkRJx/GUyZuX9GYAyGdY6JIvRl7KYJQR1lhHRmj3k8eEBJlbfvhBfbwM3/GMrZY2dTkgp3JkUCOFSn+fX8ccP81g+M55F6RHHPTa8JZvUqvepiliA2RTipISerS50Fu2+cSRXf4RX39DDWZPC/fnXLQvo7rVy/fNbZZ7EGCcFQrhMRXMXP3x1F+Ojg/jd5dO/tb7SUbRmVu5jdHuHURV5qvNCejqlKIk7H+++Nqbn/23Iw1/ZWsqOkiZWzUuiormLFU9+QZfZ4oSgwh05tEAopZYppfKUUoeUUvce57jLlVJaKZXpyDzCfbR19/Kdf26nz6J56ro5+JuOv7BwXP0XxDZuY/+472IxHmNuhBhUu38itWFzmFjyMqGteXadkxIRwNXzk6lq7ubqZ7fw8paSby0CeKwRZmJ0cViBUEoZgSeB84EpwNVKqSmDHBcE3A1sPfIxMTr1Waxc/tRmDta0sXJuIlsKG4/5hpNRuoaMktdYsO8Buk1hWDE6Oe3oUBZ9NmavYOZlPwTavg2EJsUGc/bkaHaXNfNVYYODEwp35MgWxHzgkNa6UGttBlYDKwY57iHgEaDbgVmEm9Ba87//yeZgTTsrZiUwPiZoyHMim/fi31NLWfQStEEKxImwePmxa9I9RDXvIaP8bbvPO3NiNJNig1i/r4rielmSY6xxZIFIAMoG3C7vv+9rSqk5QJLW+r3jPZFS6nalVJZSKquurm7kkwqnefqzQl7dVsoZE6KYlxo+5PHK2ktS7Sba/eJpDD6qASqGwWAx0+qfzJwDjzCx8EX7zlGKK+YmEeZv4tVtpbTLCrBjiss6qZVSBuAx4H+GOlZr/YzWOlNrnRkVFeX4cMIh3ttbxe/ez+WiGXEsnRJj1zmxDVsx9bXZVmuVSXEnRymK4y7AaOkhqWaj3af5mYxcsyCZTrOF/+yuQA8xp0KMHo4sEBVA0oDbif33HRYETAM+UUoVAwuBtdJRPTrtKGnix6/vJjMljD9cMRODHW/2JnMz8fVf0hQ4nraAVMeHHAO6fKOpjlhIdPNuohp32n1eXIgf50yJIbuylT3lsivdWOHIArEdGK+USlNKmYBVwNrDD2qtW7TWkVrrVK11KrAFWK61znJgJuECJQ0d3PavLOJDfHnmhkx8ve3rR5hW8AxGq5mymLMdnHBsqYg+nR5vW4e1OsaS4INZPD6S5HB/1u6ppKXL/vOE53JYgdBa9wF3ARuAA8DrWutspdSDSqnljvq5wr0891khlz+1me5eC5fNSeSD/dV2DZEM6KxgfMlq6kJn0uUb7YSkY4fVYKIkdhmh7YeYVPQvu8+z9UckYrFq3tpZLpeaxgCH9kForddrrSdorTO01g/333e/1nrtIMeeKa2H0aWnz8K/t5bS1NnLdQtSiAz0sfvcGfl/RSsDFdFnOi7gGNYUNJGymLOZcehvBLcV2H1eRKAP50+LI7+2nVe3lQ19gvBoMpNaOITWmvve3k9xQwcr5yaSGnn8NZYGCm3NJbXyPfJSr8XsHezAlGOYUmyf+v/oNfqzaN//Q1ntH520IC2c9KgAHn4vh/ImWa9pNJMCIUbMwFm2d/57J2/sKOfsSdHMTBzedqCz8/6E2TuYnPTvOCipANuS4FlT7yOiZT+Ti/5p93lKKS6fnQjAL97aJ5eaRjEpEGLE5VS2siG7mukJISyZZH//QUbpGmbnPEJc/Waqw+eTXLXBgSkFQGnseZTGLGV6/t8Iacu3+7ywABO/uGAyn+fXs3q7XGoaraRAiBFV09rN61llJIT5sXJu4vEX4DuS1iTXfEyPdwg14fMcF1J8Qym2T70Ps3cQp+y5F4PFbPep18xP5pSMCB5+7wAVzV0ODClcRQqEGDE9vRZe3lqKycvAdQtS8DYO79crqnkXAd1VlEWfhTYcf/E+MXJ6fCLYOv1BwtoOMjP/CbvPMxgUj1w+A6vW3PvmXrnUNApJgRAjQmvNW7sqaGjvYdX8JIL9jr0r3GBM5haSaj6m1T+JhpDpDkopBsooXfP1l193LTVhc5lc9CIx9Vvsfo6kcH+51DSKSYEQI+LFzcXsq2jh3KmxpEcGDvv8mQefwMvSTXHcBbKkhouUxi6lNSCVRXvvw7t36H2pDw9IUEB6VAAPrM2WS02jjBQIcdJ2ljbx8PoDTIoNYvH4yGGfH96SzbiyNVSHz6fL1741msTIsxpMbJ75O3zNjczf/9CQ+1gfZlCKy2YnojVyqWmUsatAKKXeUkpd2L/AnhBfa+ww8/2XdxIb4ssVc5PsWmNpIGXtZV72Q3T7RFARfYaDUgp7NYZMZe/475FSvYHUynftPi88wMSyabF8nl/Pv74qcWBC4Uz2vuH/DbgGyFdK/U4pNdGBmYSHsFg1d6/eRUOHmaeunYufafh7NUwteI6IlmyyJt8rO8W5gYzSNfR4BdPqn8SC/Q8w+dCzdp+7IC2cJZOieXj9AXIqWx2YUjiLXQVCa71Ra30tMAcoBjYqpTYrpW5WSg2vN1KMGn/5bz6f59fz6+VTmZYQMuzzw5v3M63gaYriL6Is7jwHJBQnRBkoSLgUgIyKt1Havj2plVI8unIGIX7e/ODVnXSaZe8IT2f3JSOlVARwE3ArsAt4HFvB+MghyYRb+yK/nsc/zueyOQmsmpc09AlHMFq6WLT3F3T5RJI15RcOSChOhtkUSnHcBQR3lnHaznu+NeIpo3TNMc+LCPThz1fNorC+gwfX5TgxsXAEuwabK6XeBiYCLwEXa62r+h96TSklC+yNMbVt3fzotV2Miwrk4UumD28yXL85Bx4lpKOYj+c9S6+st+SW6kOmE9p2kITaT2gJTKfDL37Icw6v1Hv6+ChWby9Da3hk5QxHRxUOYu9spGe11usH3qGU8tFa92itZYOfMcRi1fz4td20dPVy7YIU3t5VMfRJR0gve4vxZWvISbuZmsiFDkgpRoRSFMVfSGBnORnlb7M/4zasBpNdp54zOYbi+g7e3lXBbaenMS566L3Hhfux9xLT/w1y31cjGUR4hqc+OcSXhxq4eEY8McHD71SOaNrDvOz/oypiEXsm3u2AhGIkWYx+FCaswM/cQHK1/duUGg2KVfOT8TYq7vj3TjpkL2uPdNwCoZSKVUrNBfyUUrOVUnP6v84E/J2SULiNbUWNPPbRQZbPjGduStiwz/ftrmPxrh/T5RvNl7MeRavhj3oSztcamEZVxEJimrIIbTto93khft5cNS+Zgrp2fvm2rPrqiYa6xHQeto7pROCxAfe3Ab90UCbhhpo6zNy9ehfJ4f48fOk01u2pGvqkfhmlazBaephc/CI+5may02/BbBr+qCfhOmXRSwhuLyK9Yh17x91h93njogO555wJ/PGjg2SmhnP9whQHphQj7bgFQmv9IvCiUupyrfWbTsok3MgrW0vRWvPSlhJq23q444yMYRUHAGXtY3zZa/h113Iw+Sq6fGOOOxJGuB9t8KIg8VKmFT5LWuW75KXdaPeSKN8/axw7Spt4aF0OMxJCmJk0vP1BhOsMdYnpuv5vU5VS9xz55YR8wg18WdBAbnUb50+LJSHUb3gnaysZFe8Q0lFMUcLFtASNd0xI4XBdvtGURS8hvC2PtIr/2H2ewaD405WziAry4Xsv76Spw/4lxYVrDdVJfXifyEAgaJAvMcqVN3WyYX81k+OCWZQeMbyTtWbugd8T0ZpDaczZ1IfOdExI4TTVEQtp9U8hM+d3BHTaP4ItLMDE366dQ21bN/e8vhurVfojPIHytI6jzMxMnZUlUy+coctsYfHv/0uvRfODJePwNw09KnrgpaO4ui9Jrv2YqvAFlMaeK6u0jhImczPTCp+nMWQyH89/HoaxRNuWwgbW7qlk6ZQYnr1BRsg7k1Jqx3CnJdi7WN/vlVLBSilvpdTHSqm6AZefxCj12/cPUN9uZuXcRLuKw0CRzXtIrv2Y+pBpUhxGGbMplB1Tfk5MYxaTil8a1rkL0sKZkRjCxpwavjxU76CEYqTY+1d/rtb6Z0qpS7GtxXQZ8Bnwb0cFE671SV4t//qqhFMzIsiIGt7+DiFt+aRXrKUlIJ3C+BVSHEahwoRLSKjZxMyDT1AdsZDmYPvW71RKcensBKpaurn9pR3cddY4QgZsLnXNgmRHRRYnwN624eFCciGwRms99G4iwmM1dZj52Rt7GR8dyLlTY4d1bmBnOePL3qDDN5aDSVegDTLXYVRSim3TfkWPdwiLd92Dd2+b3af6eBm5dn4yvX1WVm8rxSL9EW7L3gLxrlIqF5gLfKyUigK6HRdLuIrWmvve2UdTp5k/r5o1rH2lQ1vzmFjyCr3eQeSlXI3V6OPApMLVenwi+HLWHwjoqmTh3vtAW+0+NzrYl0vnJFDS2MnHuTUOTClOhr3Lfd8LnAJkaq17gQ5gxVDnKaWWKaXylFKHlFL3DvL4HUqpfUqp3UqpL5RSU4b7DxAj55Wtpfzsjb2s31fNkkkx7Cmzv6EY1FHMWdtvx2IwcSDlOvq8hr/tqPA8deFz2DnpJyTVbmJK4T+Gde7MxFDmJIfy2cE6KmWrUrc0nB3iJgFXKaVuAFYC5x7vYKWUEXgSOB+YAlw9SAF4RWs9XWs9C/g9356tLZyspauXtXsqSYnwH9bWof5dVSzZdhsKyE29DrNJJkKNJQdTrqE47gJmHnyCxJqPh3XuhdPjCTB58ebOcvqs9rdAhHPYO4rpJeAPwGnAvP6voYZLzQcOaa0LtdZmYDVHtDq01gO3nQoA5GKki2it+c/uCqxas3JOot1bh/r21HP2tlvx7uvgv/Oepttn+HtSCw+nFFunP0C7Xzyn7foJMw/8cch9Iw7zMxlZMcvWaf3ZwTonhBXDYe8opkxgih7epIkEoGzA7XJgwZEHKaW+D9wDmIAlw3h+MYLW7a0it7qNC6bFEhFoX9+Bb3cdZ2+7Fd+eOjbNe4bm4ElENO9zcFLhjixGPw4mX82UoheYWLqanLSb6PKNtuvcKfHBzEgMYVNuHXnVbUyMlTm47sLeS0z7geENZ7GT1vpJrXUG8HPg/w12jFLqdqVUllIqq65OPmWMtMYOMw+szSYxzI9TxtnXAvDvqmbp1pvw767i07lPUh82y8EphTs5coe5jNI19Hn5k5tyLVaDF5NKXsa3x/55DhfPiMfH28B9suqrW7G3QEQCOUqpDUqptYe/hjinAhi4F2Vi/33Hshq4ZLAHtNbPaK0ztdaZUVFRdkYW9nro3Rzaunu5zM5LSwGdZZyz9SZ8zI1smvcMtRHznJBSeAKzKZTclGtR2sLk4hcJaTtk13kBPl4smxpLVkkT7+we/iZUwjHsvcT0wAk893ZgvFIqDVthWAVcM/AApdR4rXV+/80LgXyEU23KreXtXRXcffZ4u96N40kAAB/ZSURBVDYACm/ezxk7vo9B9/Hf+c8R1pJDSJv8bxPf6PKNISftRiYXv8TZW2/hv/Ntlx+HMicljIL6Dn6zPpdzJscQ5Os95DnCsewd5vopthnU3v3fbwd2DnFOH3AXsAE4ALyutc5WSj2olFref9hdSqlspdRubP0QN57YP0OciLbuXu57ex8TYgL53lkZQx4/d///sXTL9ShtJTflOsJaZFN6MbhunyhyUm/EYjSxdMtNxNd+NuQ5BqV4cPlU6tt7eOJj+dDhDuwdxXQb8AbwdP9dCcA7Q52ntV6vtZ6gtc7QWj/cf9/9Wuu1/d/frbWeqrWepbU+S2udfWL/DHEifv9BHlWt3Txy+Qx8vI4z41lrJhf+gwllr9PlG012+i0yWkkMqccngg8X/pu2gGRO3/EDJhb9C4boX5iZFMqqeUm88GUx+TX2z84WjmFvH8T3gVOBVoD+y0L2DVEQbmlbUSMvbSnhllPTmJ187O1Dvfo6OG33/zA77080Bk/mQOoNMglO2K3LL5aPFvyT8pglzM19lEV7fzHkshw/PW8SAT5e/GpttnRYu5i9fRA9Wmuz6u/AVEp5IXMWPNaLm4v5y3/zCfP3JinMn1e2lg56XEhbPqfu/inB7UXsnPg/9Br9ZeE9MSyH50JURSxCWftIrVxPVNNuNs/8LfVhs486/vDv4hkToli7p5Jfvr2f6Qkhsoifi9hbID5VSv0S8FNKLQW+B6xzXCzhSJ8erKO+3cwtp6Zh8hqkEak1i/bcS0r1h1gMPuSlXEOvV8DRxwlhL6WojD6d1sA0Uqo/5JwtN3Eg/Wb2jbuTtIqjB0Ra01ayvbiR9fuqmBgj8yJcxd5LTPcCdcA+4LvAeo4xZ0G4t6L6Dj49WMfMxBDGRR99qchkbuG0XfeQVrWeVv9k9mV8l9bAdBckFaNRu38S6099g6KE5UwtfJ7zv7ySgM7yo44zKMXymfG0dPWyKa/WBUkF2NmC0FpblVLvAO9orWWmmofSWnP/f/bjbVRcMD3uqMejGndyyp6f49dTT2nMOVRFLJJLSmLE9XkHsnXGQ5TGncf8/Q8wtegFqiIWUR59JtrwzVtSSkQAs5NC+SK/nsK6dtKHuS+JOHnHbUEomweUUvVAHpDXv5vc/c6JJ0bSur1VfJ5fz9Ipsd8aYz6uZDWnZ32fc7behNHSQ07ajVRFniLFQThUVdRprD/tbepCZxHfsJnpBc8QeERrYtm0WLyMigfW5UiHtQsM1YL4MbbRS/O01kUASql04Cml1I+11n9ydEAxMlq7e3no3RxmJIawIC386/uD2wqYUvgPArurqA+ZTnHcBVhkHwfhQEcu4leUcDGNIVNIq1zHlKIXqI5YQFHCcqxGH4J8vTlncgzv7atiQ3YNy6Y5ZMUfcQxD9UFcD1x9uDgAaK0LgeuAGxwZTIysxz48SH17D/93yTTbchrayqSiFzl/85X49DaTn7iSgsRLpTgIl2gJzGBfxp3Uhs0hrmELS7fcgH9XJQAL0yOYGBPEQ+/m0GW2uDjp2DJUgfDWWh+14lZ/P4TMg/cAr2wt5dENeby4uZgFaeHsr2gloLOcs7fewpzcP1AVeQp7x91JY4js1SRcy2L0oTj+QvKSriKos5RlX15FbP1mjAbFgyumUtHcxd8+sW9tJzEyhioQ5hN8TLgJrTVrd1cQ4OPFuRMjmFT0Ihd8cTlhbXl8Nf0hPpvzhEx8E26lOXgiG05ZTbdPJGdtv4MpBc+yIDWMFbPiefrTQorrO1wdccwYqkDMVEq1DvLVBkx3RkBxcvZVtFDW1MX3Uiq4bPsq5uT+gQ6/eLLTbsFg7SWj7A1XRxTiKG0BKWxY9DIlccuYdfAJeO1a7lsSj7dR8et1MsPaWY7bSa21Ps4CPcLd9fRZ2L1/P8/5v8Q5pZtp90sgL+kqmoMmyAgl4dYOd2TXhGWCtpKc9wF+ZWdzdcr9PJdn4f7/ZPPQJdNcnHL0G86e1MKT9PWw55Vf8Zb1R5yhs9g77nu8t/gdmoMnSnEQnkMpaiIWcCDtBoyWbu6t+AHf9f+Ud/dU0N0rHdaOJgViNMrfiOXJhcwv/At7DZPZP+4OunwiSa2Q1VGEZ2r3T+aDU1+nLmwWv7A+zZ/6Hublj7a4OtaoJwViNGmvhdeuh5cvp7mzl5vMP6MsbSVmU6irkwlx0rp9Itk072m2T/klC425rNx6Bc2bngBLr6ujjVrK0zp7MjMzdVZWlqtjuF7WC998rzVU7KB335sYrWYOhZ/JJZXXsSC8iztSq12XUQgH6Wxrwbv4Y04z7IeIcbD0IZh4vlw+PQ6l1A6tdeZwzpEWhKezmGHXS7D733SbwtmXcTuPmS+lR5u4LK7B1emEcAj/oBCyMn7Azeaf0tVrhdVXw/NLoWjoneuE/aRAeLLOBvjyz1C5CyZeQE7azVSqOD6uD+X0iBaifaTpLUavub6V7PeaxgWt93Io7iLM1bnw4sXwrxVQvsPV8UYFKRCeqrEQPv8jdDXB/Ntg/LmgDKytCceiFZdK60GMciaD5vrEWoq6A3mlbwm7x/8AplwC1fvguSWw+lqokX3TT4a9GwYJd5K/EbY8BX6hMP92CIgCoKnXyMa6UBZHtBAjrQcxBswPbWNaUAevVUZxSngrjD8TkhfaLjUd2gi570HCXFj1MgTJQn/DJS0IT5P9Nry6CgKj4JQffl0cANZVR2DRistipfUgxgal4MakGrosBl6r7P9b8PK1taiX/C9knAVVu+AvmbYPVZY+1wb2MFIgPMnOl+CNW2yfiBbdBT7fbMXY1KPYWB/KqeGtxPpK60GMHcl+ZpZGNfNxXSgFbQMWfzAFwOTlcPq9kDQfPrjXdumpNtd1YT2MFAhP8dWTsPYuSD8Trn8LvP2/9fBLBX70WA0sl9aDGIMuj6vHZLDyx/2D7J0eGAWTLoI5N0HDIfj7qfD6jWC1Oj2np5EC4e60hk2/gQ2/tH0aunq17ZPRAN0WeLHAn1nB7ST7ySK7YuwJ8bZwUUwT6yt82d04SNeqUhA/C07/OUROhJx3bJdqu1udH9aDSIFwZ1arrVn86SMw+zpY+QJ4Hb2hz5slvjT0GLg4ttEFIYVwDxfFNBLhY+WRfYEcc/6vbzDMuxWmXW7rxP7HedBe59ScnkQKhLvSGj74OWz9Oyz8Piz/KxiP/mRk0fDcQX+mh/UyNbDTBUGFcA9+Ris/mNzBV3UmPqsxHftApSB1sW0EYH0+PL0YNv/FeUE9iEOHuSqllgGPA0bgOa317454/B7gVqAPqANu0VqXODKTR9AaNj4A256xdUaf+3/HXELgo0oTRe1e/GVBC0oGaIgx7pr0Lp7P9+eR/QEsjjFjON7KG1ETbXOItj1jGwDi7Q/qiM/MmTc7NK+7c1iBUEoZgSeBpUA5sF0ptVZrPXDmyi4gU2vdqZS6E/g9cJWjMrmdgespHZZ5M3z+B9sM6cxbbMVhxz+P+RTP5AWQ6G/h/IQedkhpFWOcyQA/mdrO3dtCWFfmw4rknuOfEDnBdrlp72uQ/yFMWOacoB7CkS2I+cAhrXUhgFJqNbAC+LpAaK03DTh+C3CdA/N4hrV3w85/QkImxEw7bnHIqvdmZ6M3D8xqw0suFgoBwMVJPTx9sJc/ZgdyfmIPpqH+NpIW2kY35X8E8bMhMOabx471IW6McOTbSgJQNuB2ef99x/Id4P3BHlBK3a6UylJKZdXVjeIOpY562LsaQlNg5qqjm7tHePqgP6EmK1emdjkpoBDubWtRI9uLG1kRWU1ph5HfbbeytWiIwRtK2ZboMHrbJqJ62ArXjuQWnzuVUtcBmcCjgz2utX5Ga52ptc6Miooa7BDPp7WtmQsw50YwHL9xV9BmZGOlievTu/CXBVOE+JaZwR1MCezkrapIeqx2LAHuE2S7vFSXa2tNCMCxl5gqgKQBtxP77/sWpdQ5wH3AGVrrIS4YerDBmqoDVe2Ghnzb9VD/8CGf7tmD/ngb4IZxMnJJiCMpBVcl1PGrvBQ21IZxeoYdJ6WcYhv6WrgJIsc7PKMncGQLYjswXimVppQyAauAtQMPUErNBp4Glmutax2Yxb1Z++DAWghOgJRThzz8/bxW1hT7ckZEM4VVDWwtahy6GS3EGDMpsItZwe38pzqCtl47WhFGE6SeBrU50CYbbYEDC4TWug+4C9gAHABe11pnK6UeVEot7z/sUSAQWKOU2q2UWnuMpxvdKnbalu2edOGQ/Q4A79WGoTUsj5GiIMTxXBVfR7vFyPP5fvadkHoaGLyh+HPHBvMQDr16rbVeD6w/4r77B3x/jiN/vkfQVij4GILiIWrykIc3mxUb60JZFN4qGwIJMYT0gB7mh7bx3MEAbszoIsxniA5oUyDETrNtwjX10iH7Akc7t+ikHtPqcqG9BjKW2LWf7r8O+dFtNXKJLKshhF2ujK+jo0/x9zz/oQ8G2xDz3k7b3+YYJwXC1cq3g3eAbSGxIXT2wQuH/JkT0k6y3+jtzxdiJCX5mbkkuYcXC/yp7bLjLS9qku1vskK2LZUC4Uq9nbbtERPm2NWUXV3kR5PZwApZ0luIYfnRlA76rPBkrh2tCIPR9oGtej9YxvbqyFIgXKlqj20EU+K8IQ9t61X89UAAi6LMTAqUiXFCDEdKoIUrUrt5pdCP8g473vZipoG1d8zPiZAC4UoVOyEgGkKShjz02YP+NJoN/GJ6uxOCCTG6bC1qZHFgBaD5321eQw8LjxhnG81Ue8Ap+dyVFAhX6e2CxgKInT5k53Rtl4FnD/pzUWI3M8JlyVYhTkSEqY+lUc182hBCZbf38Q82etsW8qvNGdNLb0iBcJW6A7YhrjHThjz08QP+9FrhJ9M6nBBMiNHrktgGvA2aNZV2LNkTMwU6G6Bj7M7hlQLhKjU5tq1Dw1KOe9jbB9p5tdCPsyObqamrkxnTQpyEEG8LF0Q3srkpmAPNxuMffHheUu3YHe4qBcIVtNXWdI2eMuTM6VcrojAZrFweV++kcEKMbhfFNOJvtPDH7MDjH+gfDn7htkvBY5QUCFdoLrMNcR1i5vTOBi+2NQdxcUwjId4WJ4UTYnQL9LJycUwjG6t82NUwxPDyiHHQUGD7UDcGSYFwhYZ823+Ps2Kk1vC7fYGEePVxkay5JMSIuiC6kQgf69CtiIgM6O2AthrnBHMzUiBcoSEfgmJta9Afw8dVJrbVm1gZX4+vceyOohDCEXyNmjsndvBFrYmvao8zoilinO2/Y3Q+hBQIZ7P2QWMRRBy79WDR8Mj+QNID+1gS2ezEcEKMHddldBHrZ+EP2QHHHsnqFw5+YVIghJM0l9qm7x/+ZDKIN4t9yW/14qfTOvCyYxl7IcTw7Slt5KKoOnY0mHh6T8/gIwSVgrB0aCp2ej53IAXC2Q5/EjlGgei2wGM5AcwK72VZgizIJ4QjnRXZTIzJzOqKKKzHakWEJUNPC3SNvda8FAhnayqGwFjbHIhBvJDvT3WXkXunt9uz+rcQ4iR4KVgZX09xly/bmo/RJxjaP1epucR5wdyEFAhn0tpWIAaZHLe1qJGN+c385YAfc0LaUe01MilOCCc4LbyVBN8eXq+MxDJYKyI40bbCa5MUCOFIHXW2+Q9hqYM+/E51BF0WA1cnjN2p/UI4m0HBlfH1VHT78E6p79EHGL1s+8VLC0I4VHOx7b+hqUc9VNfjxQe1YZwR0UKy39heg14IZ5sf2kaqXzd/zgnAPNicuNAUaCkD69iasCoFwpmaisHLF4Jijnro9cooFHBFvCypIYSzGRSsSqijrMPI60WDtCJCU2yjD9urnR/OhaRAOFNTCYQmH7X+Uk6zF583BnN+dBORJlnOWwhXmBXcwdwIM385EED3kQ2Fwx3VY6wfQgqEs/T1QGvloP0Pj+wLwN9ola1EhXAhpeAnUzuo6Tby7wK/bz8YEAne/rZ5TGOIFAhnaS4F9FEFYkudN5/W+HBpbAOBXmNzQTAh3MWi6F5Oizbzt9wA2nsHjDNXytb6H2Md1VIgnOXrDupvhrhqDY9lBxDja+G86CbX5BJCfG1rUSPnh1fSaDbw4Hbb7a+Hm4emQFs19LS5NqQTSYFwlqZi2/7TpoCvf+me39vNtnoTF0bVYTLIgnxCuINxAd1khrTxbk047X0D3iLDUgANlbtcls3ZpEA4g9a2zq2wb7ceXq+MJMK7lyWRLS4MJ4Q40pXx9XRZDKyrCf/mzsOt//Is14RyAYcWCKXUMqVUnlLqkFLq3kEeP10ptVMp1aeUWunILC7VVATm9m/1P+xpDeBghz+Xxtn2yBVCuI8U/x4WhbXxfm04zb39W5OaAsA/Eip2uDacEzmsQCiljMCTwPnAFOBqpdSUIw4rBW4CXnFUDrdw+BNHf4E43HqIMvVyVsTYWwBMCE9wRXwdvVbFO9UR39wZmgIVO10Xyskc2YKYDxzSWhdqrc3AamDFwAO01sVa673A6B6+U54FRpNtkT5gZ0sABZ1+XBZXj5dc5BPCLcX79nJGRAsf1YVS2dn/hxqaDG2VtiHrY4Aj354SgLIBt8v77xs2pdTtSqkspVRWXV3diIRzqvLttl8sg7G/9RBFjMnM6RHS9yCEO7s8rh6N4i8H+ldfDku2/XeMtCI84vOr1voZrXWm1jozKirK1XGGp7cbqvd93cH1YaWJ4i5fLo+vl82AhHBzUT59nBPZzJpiX8o6DLZF+wxeY6YfwpEFogJIGnA7sf++saV6L1h7ISwFq4Y/5QQQ52PmtPBWVycTQtjhktgGDApbK8JogpipUiBGwHZgvFIqTSllAlYBax3489xT+Xbbf0NT+KDCh9wWby6Pq8corQchPEK4qY9r07t4s8SX4nYjJGTa5kJYR3fXKTiwQGit+4C7gA3AAeB1rXW2UupBpdRyAKXUPKVUOXAF8LRSKttReVymfDuEJGHxCeFPOQGMC+rjVGk9COFR7pzUibcBnjjgDwlzoaf1m+2DRzEvRz651no9sP6I++4f8P12bJeeRq/yLEjM5N0yH/JbvfjrghYMsmCrEB4l2tfK9eldPJ/vx4+WpJMMtstMURNcHc2hPKKT2mO1VUNLGZb4uTyeE8DE4D4uSOxxdSohxAn47sQOfIzw2E4rmILGRD+EFAhH6p8g93lXKoXtXvx4agcG6XsQwiNF+mpuyOjkP3tr6IyaLgVCnKTy7ViUF7/YrEj16yakp+qblSGFEB7j8AKbmX6VeBsNrG+Itw1f7xvdVwSkQDhSxQ4qfDKo6lRcEV8vrQchPFywl4VT0iPY2JpoG75evd/VkRxKCoSjWPrQFTvZ3J1GQqgfc0PaXZ1ICDECThsfSbahv3O6fJtrwziYFAhHqdmH6u3gK3M650yORknrQYhRwd/kxbiMCZRZo2jN+8zVcRxKCoSD9BZ+DkB58BwmxAS5OI0QYiSdNi6SXYbJULrZtjzzKCUFwkEqdm+k2BrD7OlTUdJ8EGJU8TMZCRi3mGBLM9n7R+/CfVIgHKC1q4ew+ixKgmaTHhno6jhCCAdYtOQiAD7fuBY9SlsRUiAc4J0PPiSEDjIyz3V1FCGEg/jHTabLO4yoxh18ctADtyGwgxSIEVbf3kP5ro0AJM5e6uI0QghHeWVbGbXhcznVmMMv39zLv7eU8MrWUlfHGlFSIEbY4xvzWcRuzCGptk2ChBCjVnXkKcTSQEBbAXvLR9/2wVIgRlBOZStvbM3nNGMOpknLXB1HCOFgVVGnAnCx/wE+yqmh1zK6lgCXAjFCXt5Swvdf2cli7zy8tZlNlpmjrrkphPi2Tr94WgLSuDAgh6bOXr44VO/qSCNKCsQI2V/ZSlF9B9dG5NFn8KU2PNPVkYQQTlAVeSqp7buZHefDJ3m1VDZ3uTrSiJECMQK6zBbe31dFXLAPc7q3URMxD4vR19WxhBBOUBm1GC9rD7fFFaM1/Pb9XFdHGjFSIEbAk5sO0dzVy+0ZzQR1lVMWI6OXhBgraiLm0e0dypSmjZw+IYp1eyrZWtjg6lgjQgrESdpf0cJTnxYwOymURZ2bsBhMlMWe4+pYQggn0QZvymLPIaH2E85KDyQh1I9frc0eFR3WUiBOgrnPys/e2Et4gImLpkWRUvU+FVGn0+stay8JMZaUxi3D29JFauMX3H/xFHKr23j60wJXxzppUiBOwqMbcsmpauU3l04no3UbfuYGSuIvcHUsIYST1YZn0ukTzbjytzhvaiwXzYjj8Y/zya1udXW0kyIF4gRtyq3l2c+LuH5hCkunxDCp6EU6faKpiD7T1dGEEE6mlZGDKauIq98MNTn8evlUQvy8+eGru+gyW1wd74RJgTgBh2rb+OHqXUyOC+a+CydDxQ5iG7eRm3YDVoO3q+MJIVzgUNIV9Bl8YcvfiAj04bErZ5Ff2879/9nvsYv5SYEYptrWbq58egtWDRfPiOOtHeVUvPMAZq8gDiWtdHU8IYSLmE2hFCauwLJ7Nev++xnlTV2cOSGaNTvKee7zIlfHOyFSIIahtq2bq5/dQnt3H9cvTCHU30RS9Uck1H3G/ozb6fMKcHVEIYQL7R93BxajD5nZD4PWnD05mukJITy8/gBv7ih3dbxhkwJhpwNVrVz2t81UtXRz4ympJIf749ddS+aB39IYPJm81OtcHVEI4WLdPpHsnfAD4hq2MK5sDQalWDk3kVMyIvifNXt44UvPaklIgRiCxap54csiLvvbZnotVl69bSFpkQGYzM2ctf27ePV1smX6Q2iDl6ujCiHcQH7yVVRGnkpmzm9IqPkEb6OBf9w0j3OnxPDrdTncvXoXLV29ro5pF4cWCKXUMqVUnlLqkFLq3kEe91FKvdb/+FalVKoj8wxHl9nCWzvLOf/xz/j1uhzmp4Wz7q7TmJkYQkz9Fs7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\n", 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+ "text/plain": [ + "
" ] }, "metadata": { @@ -339,13 +336,13 @@ } ], "source": [ - "sns.distplot(inv_cdf2(num_sorted))\n", - "sns.distplot(inv_cdf1(num_sorted))" + "sns.displot(inv_cdf2(num_sorted))\n", + "sns.displot(inv_cdf1(num_sorted))" ] }, { "cell_type": "code", - "execution_count": 270, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -356,7 +353,7 @@ " p_norm = math.sqrt(s/4-m_muon**2)\n", " p_x_cm = p_norm * np.cos(t)\n", " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", - " p_z_cm = p_norm * np.sin(t)* np.sin(p)\n", + " p_z_cm = p_norm * np.sin(t)*np.sin(p)\n", " return p_x_cm, p_y_cm, p_z_cm\n", "\n", "def e_pos_lab(s, m_e):\n", @@ -382,12 +379,11 @@ " b = beta(s, m_e)\n", " g = gamma(s, m_e)\n", " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz sempre uguali -> no boost\n", - " px = g*(b*e_cm + px_cm) #energia e px dipendono dall'angolo\n", - " e = g*(e_cm +b*px_cm)\n", + " px = g * (b * e_cm + px_cm) #energia e px dipendono dall'angolo\n", + " e = g * (e_cm + b * px_cm)\n", " return px, py_cm, pz_cm\n", "\n", - "#quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*\n", - "#phi* e phi*+pi\n", + "#quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*, phi* e phi*+pi\n", "\n", "def mc_sampling(s, m_e, m_mu, N):\n", " prob = np.random.rand(N)\n", @@ -400,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 25, "metadata": { "scrolled": true }, @@ -423,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 276, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -458,48 +454,48 @@ " \n", " \n", " 0\n", - " 29463.052013\n", - " 11.131884\n", - " 41.036140\n", - " 22297.795791\n", - " -11.131884\n", - " -41.036140\n", + " 23216.656504\n", + " 38.859770\n", + " -20.276250\n", + " 28544.191300\n", + " -38.859770\n", + " 20.276250\n", " \n", " \n", " 1\n", - " 17665.159037\n", - " 14.940396\n", - " -22.483996\n", - " 34095.688767\n", - " -14.940396\n", - " 22.483996\n", + " 17595.283048\n", + " -19.754242\n", + " 17.769370\n", + " 34165.564756\n", + " 19.754242\n", + " -17.769370\n", " \n", " \n", " 2\n", - " 25628.343493\n", - " -18.796055\n", - " 41.312968\n", - " 26132.504311\n", - " 18.796055\n", - " -41.312968\n", + " 21526.384271\n", + " -40.631222\n", + " -6.008620\n", + " 30234.463533\n", + " 40.631222\n", + " 6.008620\n", " \n", " \n", " 3\n", - " 35951.816300\n", - " -3.117423\n", - " 6.989628\n", - " 15809.031504\n", - " 3.117423\n", - " -6.989628\n", + " 29238.270636\n", + " -42.054883\n", + " -8.370996\n", + " 22522.577168\n", + " 42.054883\n", + " 8.370996\n", " \n", " \n", " 4\n", - " 16188.751739\n", - " -4.492219\n", - " 13.658840\n", - " 35572.096065\n", - " 4.492219\n", - " -13.658840\n", + " 28704.845829\n", + " 43.304223\n", + " -5.342623\n", + " 23056.001975\n", + " -43.304223\n", + " 5.342623\n", " \n", " \n", " ...\n", @@ -512,48 +508,48 @@ " \n", " \n", " 99995\n", - " 16248.009851\n", - " -15.142084\n", - " -0.265979\n", - " 35512.837953\n", - " 15.142084\n", - " 0.265979\n", + " 20460.592822\n", + " 5.509652\n", + " 38.091569\n", + " 31300.254982\n", + " -5.509652\n", + " -38.091569\n", " \n", " \n", " 99996\n", - " 23361.329738\n", - " 38.084911\n", - " -22.035255\n", - " 28399.518066\n", - " -38.084911\n", - " 22.035255\n", + " 16036.059037\n", + " 11.795093\n", + " -2.953289\n", + " 35724.788768\n", + " -11.795093\n", + " 2.953289\n", " \n", " \n", " 99997\n", - " 31227.132111\n", - " -31.479553\n", - " 22.492356\n", - " 20533.715693\n", - " 31.479553\n", - " -22.492356\n", + " 17839.323405\n", + " 17.293470\n", + " 22.035957\n", + " 33921.524399\n", + " -17.293470\n", + " -22.035957\n", " \n", " \n", " 99998\n", - " 26026.748627\n", - " -42.488384\n", - " -15.988188\n", - " 25734.099177\n", - " 42.488384\n", - " 15.988188\n", + " 22941.460376\n", + " -18.889619\n", + " 39.165641\n", + " 28819.387428\n", + " 18.889619\n", + " -39.165641\n", " \n", " \n", " 99999\n", - " 24166.462459\n", - " 30.410547\n", - " -32.840582\n", - " 27594.385346\n", - " -30.410547\n", - " 32.840582\n", + " 26260.367385\n", + " -44.565128\n", + " 8.509219\n", + " 25500.480420\n", + " 44.565128\n", + " -8.509219\n", " \n", " \n", "\n", @@ -562,35 +558,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 29463.052013 11.131884 41.036140 22297.795791 -11.131884 \n", - "1 17665.159037 14.940396 -22.483996 34095.688767 -14.940396 \n", - "2 25628.343493 -18.796055 41.312968 26132.504311 18.796055 \n", - "3 35951.816300 -3.117423 6.989628 15809.031504 3.117423 \n", - "4 16188.751739 -4.492219 13.658840 35572.096065 4.492219 \n", + "0 23216.656504 38.859770 -20.276250 28544.191300 -38.859770 \n", + "1 17595.283048 -19.754242 17.769370 34165.564756 19.754242 \n", + "2 21526.384271 -40.631222 -6.008620 30234.463533 40.631222 \n", + "3 29238.270636 -42.054883 -8.370996 22522.577168 42.054883 \n", + "4 28704.845829 43.304223 -5.342623 23056.001975 -43.304223 \n", "... ... ... ... ... ... \n", - "99995 16248.009851 -15.142084 -0.265979 35512.837953 15.142084 \n", - "99996 23361.329738 38.084911 -22.035255 28399.518066 -38.084911 \n", - "99997 31227.132111 -31.479553 22.492356 20533.715693 31.479553 \n", - "99998 26026.748627 -42.488384 -15.988188 25734.099177 42.488384 \n", - "99999 24166.462459 30.410547 -32.840582 27594.385346 -30.410547 \n", + "99995 20460.592822 5.509652 38.091569 31300.254982 -5.509652 \n", + "99996 16036.059037 11.795093 -2.953289 35724.788768 -11.795093 \n", + "99997 17839.323405 17.293470 22.035957 33921.524399 -17.293470 \n", + "99998 22941.460376 -18.889619 39.165641 28819.387428 18.889619 \n", + "99999 26260.367385 -44.565128 8.509219 25500.480420 44.565128 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -41.036140 \n", - "1 22.483996 \n", - "2 -41.312968 \n", - "3 -6.989628 \n", - "4 -13.658840 \n", + "0 20.276250 \n", + "1 -17.769370 \n", + "2 6.008620 \n", + "3 8.370996 \n", + "4 5.342623 \n", "... ... \n", - "99995 0.265979 \n", - "99996 22.035255 \n", - "99997 -22.492356 \n", - "99998 15.988188 \n", - "99999 32.840582 \n", + "99995 -38.091569 \n", + "99996 2.953289 \n", + "99997 -22.035957 \n", + "99998 -39.165641 \n", + "99999 -8.509219 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 276, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -601,24 +597,20 @@ }, { "cell_type": "code", - "execution_count": 290, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -632,8 +624,8 @@ "source": [ "fig, ax = plt.subplots(1,3, figsize = (15,4))\n", "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", "plt.show()\n" ] }, @@ -657,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { From ac57e01baeda928e9b402124365aa5c451c24a96 Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Thu, 4 Feb 2021 22:12:41 +0100 Subject: [PATCH 08/39] 4 feb --- Project.ipynb | 355 ++++++++++++++++++++++++++++++++++---------------- 1 file changed, 244 insertions(+), 111 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 214fc42..101aea2 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -78,12 +78,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 74, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -118,10 +118,9 @@ "\n", "\n", "def dsigmadtheta(s,theta, phi = 0):\n", - " return (alpha**2/(4*s))*(1-(4*m_muon)/s)**0.5*((1-(4*m_e)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e)/s)*(1-(4*m_muon)/s)*np.cos(theta)**2)\n", - "\n", + " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", "def sigma(s):\n", - " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon)/s)**0.5*((1-(4*m_e)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", + " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", " \n", "def f(s, theta, phi = 0):\n", " return dsigmadtheta(s,theta)/sigma(s)\n", @@ -161,12 +160,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 75, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -179,7 +178,8 @@ ], "source": [ "def g(s, x): #x is a dummy for theta star\n", - " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + " #return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", "plt.title(\"Cumulative function for the angle distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", @@ -219,14 +219,14 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 76, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -245,7 +245,7 @@ "\n", "fig, ax = plt.subplots(1,3, figsize = (15,5))\n", "\n", - "N = 10**5 \n", + "N = 10**5\n", "\n", "#angles on which we sample the inverse CDF\n", "theta_star = np.linspace(0, np.pi, N)\n", @@ -297,22 +297,22 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 23, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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SCnEKQtLEGLfuaAawpIkxbt3RDGBJE2WcuqM5ByxJhRjAklSIASxJhTgH3AK3HktqwgBugVuPJTVhALfErceSFuIcsCQVYgBLUiEGsCQVYgBLUiFFAjgiHo+IHRHxQETcV40dFxG3R8R3q+/H1t5/eUTsiohHI+K8EjVL0rCVPAN+S2aemZmzXTIuA+7IzHXAHdVzImI9cCFwGrAR+GxEHF6iYEkapi5NQZwPXFc9vg64oDZ+U2Y+l5mPAbuAs0ZfniQNV6l1wAn8S0Qk8LeZuQVYlZl7ADJzT0QcX733RODu2mdnqjFJmlfX+wOXCuBzMnN3FbK3R8Qj87w3BowN3NcbEZuATQBr1qxZepWSxlrX+wMXCeDM3F193xsRN9ObUngyIlZXZ7+rgb3V22eAk2sfPwnYPcfP3QJsAdiwYcPImi/Y+0Hqri73Bx55AEfELwCHZea+6vFvAX8JbAMuBj5Rff9K9ZFtwA0RcSVwArAOuHfUdc/H3g+SFqPEGfAq4OaImP39N2TmbRHxbWBrRLwPeAJ4F0BmPhQRW4GdwH7g0sw8UKDuedn7QdKhGnkAZ+b3gV8dMP4j4K1zfGYzsLnl0iRppLq0DE2SpooBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVEipfsBjr96C0vaTkhbDAF6kegtK209KWgynIJZgtgXl8hUnlC5F0hgygCWpEANYkgoxgCWpEC/CSZoaXbtNvQEsaWp07Tb1BrCkqdKl29Q7ByxJhRjAklSIUxCSplbpi3IGcEP13g9g/wdpEpS+KGcAN1Tv/QDY/0GaECUvyhnAh2C29wP0/p9SkpbCi3CSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmFGMCSVIgBLEmF2I5Skir9d8ho++4YBrAkVep3yBjF3TEM4Dl4CyJpOo3yDhkG8By8BZGkthnA8/AWRJLa5CoISSrEAJakQgxgSSrEAJakQgxgSSrEAJakQlyGJkkD9G9LhuFvTTaAJWmA+rZkoJWtyQZwxa3Hkvq1vS3ZAK649VjSqBnANW49ljRKroKQpEIMYEkqxACWpEIMYEkqZGwCOCI2RsSjEbErIi4rXY8kLdVYBHBEHA58BvhtYD3wnohYX7YqSVqacVmGdhawKzO/DxARNwHnAzvn/dQhqi89e/ap3Rzxvz/jx694xYLPD+W9XfrZk/Ln8Bh163dN6p+jlw9nMEzjEsAnAv9dez4D/Fr/myJiE7CpevpsRDx6iL9nBfDUoiocLescvnGp1TqHr3Gtb7z2rxb7O27LzI39g+MSwDFg7CX7hDNzC7Bl0b8k4r7MbO8e1ENincM3LrVa5/CVrHUs5oDpnfGeXHt+ErC7UC2SNBTjEsDfBtZFxCkRcSRwIbCtcE2StCRjMQWRmfsj4v3A14HDgWsy86EWftWipy9GzDqHb1xqtc7hK1Zr2HJRksoYlykISZo4BrAkFTJ1AbzQlubouap6fXtEvL5EnVUtC9V6bkQ8HREPVF9/VqjOayJib0Q8OMfrnTimDersyvE8OSLujIiHI+KhiPjggPcUP6YN6+zKMX15RNwbEd+pav2LAe8Z/THNzKn5oncB73vAa4Ajge8A6/ve83bgVnprj88G7ulwrecCX+vAcf0N4PXAg3O83pVjulCdXTmeq4HXV49fCfxXF/87bVhnV45pAMurx8uAe4CzSx/TaTsDPrilOTOfB2a3NNedD1yfPXcDr4qI1aMulGa1dkJmfgv48Txv6cQxbVBnJ2Tmnsy8v3q8D3iY3m7QuuLHtGGdnVAdp2erp8uqr/4VCCM/ptMWwIO2NPf/B9PkPaPQtI43Vf+sujUiThtNaYesK8e0iU4dz4hYC7yO3hlbXaeO6Tx1QkeOaUQcHhEPAHuB2zOz+DEdi3XAQ9RkS3Ojbc8j0KSO+4FXZ+azEfF24J+AdW0XtghdOaYL6dTxjIjlwJeAD2XmM/0vD/hIkWO6QJ2dOaaZeQA4MyJeBdwcEadnZv16wMiP6bSdATfZ0tyVbc8L1pGZz8z+syozbwGWRcSK0ZXYWFeO6by6dDwjYhm9UPtiZn55wFs6cUwXqrNLx7RW0/8A/wb0N8cZ+TGdtgBusqV5G3BRdUX0bODpzNwz6kJpUGtE/FJERPX4LHr/e/5o5JUurCvHdF5dOZ5VDV8AHs7MK+d4W/Fj2qTODh3TldWZLxFxFPA24JG+t438mE7VFETOsaU5Iv6oev1zwC30robuAn4K/H6Ha30ncElE7Ad+BlyY1eXcUYqIG+ld7V4RETPAx+ld5OjUMW1QZyeOJ3AO8F5gRzVnCfAxYE2t1i4c0yZ1duWYrgaui97NHQ4Dtmbm10r/3XcrsiQVMm1TEJLUGQawJBViAEtSIQawJBViAEtSIQawJBViAEtSIf8PbYeotKL65RkAAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +387,7 @@ "\n", "def mc_sampling(s, m_e, m_mu, N):\n", " prob = np.random.rand(N)\n", - " theta = inv_cdf2(prob)\n", + " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", " muon_2 = boost(s, np.pi-theta, phi+np.pi, m_e, m_muon)\n", @@ -396,13 +396,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 79, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "N = 10**5\n", + "\n", "events = mc_sampling(230**2, m_e, m_muon, N)\n", "events = events.T\n", "df = pd.DataFrame(events, columns = [\n", @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -454,48 +454,48 @@ " \n", " \n", " 0\n", - " 23216.656504\n", - " 38.859770\n", - " -20.276250\n", - " 28544.191300\n", - " -38.859770\n", - " 20.276250\n", + " 26926.446822\n", + " 35.398592\n", + " -28.047170\n", + " 24834.400982\n", + " -35.398592\n", + " 28.047170\n", " \n", " \n", " 1\n", - " 17595.283048\n", - " -19.754242\n", - " 17.769370\n", - " 34165.564756\n", - " 19.754242\n", - " -17.769370\n", + " 15851.207984\n", + " -8.168405\n", + " 2.930731\n", + " 35909.639821\n", + " 8.168405\n", + " -2.930731\n", " \n", " \n", " 2\n", - " 21526.384271\n", - " -40.631222\n", - " -6.008620\n", - " 30234.463533\n", - " 40.631222\n", - " 6.008620\n", + " 20574.149148\n", + " 2.045961\n", + " -38.745155\n", + " 31186.698656\n", + " -2.045961\n", + " 38.745155\n", " \n", " \n", " 3\n", - " 29238.270636\n", - " -42.054883\n", - " -8.370996\n", - " 22522.577168\n", - " 42.054883\n", - " 8.370996\n", + " 32772.375097\n", + " 26.579393\n", + " -20.420667\n", + " 18988.472707\n", + " -26.579393\n", + " 20.420667\n", " \n", " \n", " 4\n", - " 28704.845829\n", - " 43.304223\n", - " -5.342623\n", - " 23056.001975\n", - " -43.304223\n", - " 5.342623\n", + " 23702.503883\n", + " -25.822980\n", + " 36.066979\n", + " 28058.343921\n", + " 25.822980\n", + " -36.066979\n", " \n", " \n", " ...\n", @@ -508,48 +508,48 @@ " \n", " \n", " 99995\n", - " 20460.592822\n", - " 5.509652\n", - " 38.091569\n", - " 31300.254982\n", - " -5.509652\n", - " -38.091569\n", + " 26866.662068\n", + " 17.575641\n", + " -41.631717\n", + " 24894.185736\n", + " -17.575641\n", + " 41.631717\n", " \n", " \n", " 99996\n", - " 16036.059037\n", - " 11.795093\n", - " -2.953289\n", - " 35724.788768\n", - " -11.795093\n", - " 2.953289\n", + " 29956.888456\n", + " -6.278266\n", + " -41.155643\n", + " 21803.959348\n", + " 6.278266\n", + " 41.155643\n", " \n", " \n", " 99997\n", - " 17839.323405\n", - " 17.293470\n", - " 22.035957\n", - " 33921.524399\n", - " -17.293470\n", - " -22.035957\n", + " 18312.224841\n", + " 2.889360\n", + " 30.365205\n", + " 33448.622963\n", + " -2.889360\n", + " -30.365205\n", " \n", " \n", " 99998\n", - " 22941.460376\n", - " -18.889619\n", - " 39.165641\n", - " 28819.387428\n", - " 18.889619\n", - " -39.165641\n", + " 22043.308470\n", + " 35.238769\n", + " 22.996322\n", + " 29717.539334\n", + " -35.238769\n", + " -22.996322\n", " \n", " \n", " 99999\n", - " 26260.367385\n", - " -44.565128\n", - " 8.509219\n", - " 25500.480420\n", - " 44.565128\n", - " -8.509219\n", + " 34365.323226\n", + " -1.129068\n", + " 25.269800\n", + " 17395.524578\n", + " 1.129068\n", + " -25.269800\n", " \n", " \n", "\n", @@ -558,35 +558,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 23216.656504 38.859770 -20.276250 28544.191300 -38.859770 \n", - "1 17595.283048 -19.754242 17.769370 34165.564756 19.754242 \n", - "2 21526.384271 -40.631222 -6.008620 30234.463533 40.631222 \n", - "3 29238.270636 -42.054883 -8.370996 22522.577168 42.054883 \n", - "4 28704.845829 43.304223 -5.342623 23056.001975 -43.304223 \n", + "0 26926.446822 35.398592 -28.047170 24834.400982 -35.398592 \n", + "1 15851.207984 -8.168405 2.930731 35909.639821 8.168405 \n", + "2 20574.149148 2.045961 -38.745155 31186.698656 -2.045961 \n", + "3 32772.375097 26.579393 -20.420667 18988.472707 -26.579393 \n", + "4 23702.503883 -25.822980 36.066979 28058.343921 25.822980 \n", "... ... ... ... ... ... \n", - "99995 20460.592822 5.509652 38.091569 31300.254982 -5.509652 \n", - "99996 16036.059037 11.795093 -2.953289 35724.788768 -11.795093 \n", - "99997 17839.323405 17.293470 22.035957 33921.524399 -17.293470 \n", - "99998 22941.460376 -18.889619 39.165641 28819.387428 18.889619 \n", - "99999 26260.367385 -44.565128 8.509219 25500.480420 44.565128 \n", + "99995 26866.662068 17.575641 -41.631717 24894.185736 -17.575641 \n", + "99996 29956.888456 -6.278266 -41.155643 21803.959348 6.278266 \n", + "99997 18312.224841 2.889360 30.365205 33448.622963 -2.889360 \n", + "99998 22043.308470 35.238769 22.996322 29717.539334 -35.238769 \n", + "99999 34365.323226 -1.129068 25.269800 17395.524578 1.129068 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 20.276250 \n", - "1 -17.769370 \n", - "2 6.008620 \n", - "3 8.370996 \n", - "4 5.342623 \n", + "0 28.047170 \n", + "1 -2.930731 \n", + "2 38.745155 \n", + "3 20.420667 \n", + "4 -36.066979 \n", "... ... \n", - "99995 -38.091569 \n", - "99996 2.953289 \n", - "99997 -22.035957 \n", - "99998 -39.165641 \n", - "99999 -8.509219 \n", + "99995 41.631717 \n", + "99996 41.155643 \n", + "99997 -30.365205 \n", + "99998 -22.996322 \n", + "99999 -25.269800 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 26, + "execution_count": 80, "metadata": {}, "output_type": "execute_result" } @@ -597,22 +597,26 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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QSitctLAan3/ruYgmUmiu8uC2K5ecMTHP/fuDly7Et586hAqPAxsP9WJTax82Hu6Dx2nDK0f6cN78ABoDHthE0Dcaw+O7O/HvTx7AUDiBBdVefPWmVbCLDZ+8eumMH2eP044rltVh3cJqvHi4F5sO9+G6b72IP7tqKf7qLcsR8DiL/jgBQFop9I7E8MSeTrx0uBeD4QTiyRReOtyL4/1hvHKkDx1DUfxu5ylcvLAaVV4nqn1O7Dk1jJdb+9AxFIE3+9luxmUoRIUaCsfx880nsK9zGC67DRcvqkbA60TfaBwHOofx7P4erJxXiXWLq7GqKTDr32OVOdBUMfD5gz347rOHMBJN4tpzG3DdqsYpK6KL+blV43fhM9edg5YaH57Z341Nh/tw/X9tRHOVB6uaKtFQ6UZnMIIT/SGMxpLoGYlh2/EBdAxFsPFwLwZDcQyEE/i/j++HApBKK9T4nXi5tQ8r5lXgsiW1WLuoBg/vOFW0MQNAIpXG/s5hPHegB88f6EFKKVR6HLhiWR0+sL4FJ/rDcNhtiCVS6BmJ4UjvKP750X1w2gVXLKvHLRfPh3+G1SHlTMtHaqJalvGfnlPd5iqlVIeINAJ4WkQOKKU2nvVLRO4AcAcALFpk/oBSiO7hKL7zzCE8tbcb+zqH85fbbYLX24ZgEyCWTCORSuOF7KQ057fZN6zfZUdDpQfvvLAZFyyowsULq7H9xCBsImdMGG++aD5Go0lcv6YJ3SNR3P3CEXQEI/j4lUtLd8BkKv2jMbT2jqJ3JIbtJwbhcgj6R+NoqfEhEk/B65rdukWiUlFK4UcvH8e3njqIUDyFeQE3mgIe9I7EcM+LR5FMK/xi60nccvF8/OklLVi7sLoov3cuE+OhcBz3bjyCn7xyAqeGzl7H++S+bgDA9186inkBD86bH8BlS2vnNN6cY30hPLu/G0f7Qqjzu/Cpq5fi1ksXYWm9H8D0k1u7TbCgxosPX74If/nm5bhv0zEc6R3Fwa4R7D4VxB/3dJ1x+yqvE9etypQCf/3m82C3yawm0GMfb7fTjuvXNOGyJbVo7R3F3S8ewS+3tuED6xfi/esX4pzG2VcMKqXQPhjB7lNB/N/H92PnySHsaBtCPHV6aYnHaYPHYcdwNInRaBL7Ein0h+JIpNJ44+QQYsnTt/3Fa2ce67/98QAqPA48uqsDsUQafaMx9I3GsKDaO+sxA9b5okbmFYwk8K7/twmdQ1F86R0r4XPa8Yk3Lc2/Nu9+8Qi2HR/AptY+3PTdl/CXb16Ov37rCt3GO5dGi8V+r40dSzCSwL8+tg+/2taOxko3PrphsSZVYYVoqHTjQ5ctwkg0AbfDhvtePo4XD/Xi+YOZ7yv/77nWM25vtwkCHgdq/S6sbqrEBS1VEAj2dgQxGI5jb0cQj+/phFKZioXmKg+W1vuxtN6PxXV+eJzTzznHP2+ptEJrzyi++Os38Ic3OhBLpjEv4MYVy+vwN9efiwsXVMFhn/wE7dpF1fjKb3dj4+FeXPetF/DVm1bj5ovmz/YhKytaJibaASwc8/8WAB2F3kYplfu7R0QeRmZpyFmJiWwlxb0AsH79et1PG8x1cjSZSDyF108M4rXjA2gbCEMAXLK4Bjec14TbrliMXaeCqHQ78JENi88Yx/vXtyCSSCEaT+HX29vxkcsX4Q9vdObP9I39vTvahib9/S6HDX9/wyqEYkk8sKUN33/pKN5/ScuMj7VYzDJh0nOcpVynnEyl8fCOU/je8635L0Uuuw0NlWFEsxNsAPjl1jbccH4z/mTtAqRncZaPTYVIa2ml8IVf7sTvdnbgulWNWNMcwBffsRJA5jX2nrXz8c+P7seeU0E8/PopPLClDec0VuCchgq8bU1jSceqlMLRvlG8fLgPB7pGoAAsqPbi+jXzsKjWh09dvQxP7u2CUsDb1jTinhePosbvwu93nsKz+3vwzP4ezK/24NIltbiopXrGv3/r8QH8cNNRHOkNocLtwD+8aw0+cvmi/ERwtjHI47TjvPlVOG9+FT58+SKEYkkMhOLZM2QuPLarM59AL/Z63mqfC9/+wMVorvLiUPcIfrDpGO7ZeBTnzQ/g0iW1iMRTaKh0o9LjgN/tgE0yv18phUgihWAkgbaBMB7e0Y6n93XjJ68cR99oLB8DXXYb1swP4JLFNWip8eL2K5dgy9GBfMJ2bI+JsdUl0ezPvn9LGyLxFCLxJMLxFCKJFBbV+vDKkX5EEim09oxie9tg/nju39KGt62eh7etbjyryofIyCLxFO57+Rii8RTuuGYZPvOWc876nA94nLhu1TxsWFaHx3d34XvPH8HT+7rx9tVNWFAzt8RcPJlJCm481Istx/rxD7/fA5sg8wXYLvjRy8egFLDtxADmBTyYV+nGoe5RBLxOVHmdSKd1/0oCADjYNYI7nz2MnpEo/vLNy9EU8OjaNy6n0uPEhy9fBJfDjngyjYsWVuFX29qxfnENfC47GgNuvHpkAH9x7TL8elt7/n5jl8Hk/h+MJPLfkR7f1YmXW/ux8XAfBMD8ai+W1vtRX+HC6uYA5k+QsFVKYSSWxCNvdOCV1j48f7AH3cMxVLodOD978varN63GL7eexLpF0y8/Wd0cwAfWL8SGZXV4ubUPn3twJ3634xQuX1pXnAfPwrRMTGwFsEJElgI4BeBWAB8ed5tHAHw223/icgBBpVSniPgB2JRSI9l/Xw/g/2g4VsPqCkbxT7/fg9/uOIWRaBL1FW7cdH4TLlpYjb+4djke2NKGK8+px/H+8IT3d9ptcNptCHicqPG5UO1zzWlisqopgI9fuQQ/fuU4/vyn2/Dui+YbIsBZSamSGcX4Iq+UwhN7uvAPv9+LvtEY5gXcuOmCZqxqqkSd35VPlN236RhO9GeSFI/v7sRvXm9Htc+JgVAcTrsNVV5n0RuNEs3GE3u6sKm1D29b3Yjv37Yev3jt5BnX+1wOXLCgChcsqMLNF8/HY7s68Ktt7Xhibxee2teFBdVedA9HccXyukkrhAppcjh+LfJY8WQaf9zTiR+8dAy7TwXhc9nx5pUN+Kd3n4dXjvTnb9dUdXoC2lLjw+rmAD58+SI0BTwIRjJnq+7deBS/39mBx3d34kDXMD502SIopSAy8edEMpXGswd68JNXjuOVI/2ocDtw0wXNuGxJLVwOW0Fnp2bK73aUvBR2QbUXX3rHSvSOxPDwjnY8u78Hv9x6EpHE6aUwAsAmgm/8YS/SSiGROvOLiCBzdvAtqxpxUUsVOoNRfP5t58LlsOWf3/MXVGFXe3Da8XicdnicdjQFPGddNz6ZcfPF8/HdZw7j1GAY0WQaP331OO57+RgCHgcuXVKL61Y1oqnq7J8zETYiJr38YVcH+kdjuP9TG3CsLzTlbX0uB/70khb8r+vOwVd+uxt3vdiK61bNw7XnNsz49wbDCXzxoTfwSmsfQvEUWmq8aKnxodrnxAULqrDn1DDiqTRqfE7sORXElqMD6BmJnvX+/+6zh1DtdeG1Y/1IK2BxnQ/zskvSSiEST+HxPZ3YfmIQKxorcM/HrsJFC6sNOT9yOWxYu6gG+ztH8L4xJz0Pdo2e9R1johhT5XXiLasa8ZZVjVhY40M8mcbJwTCO9YVwrC+EzUf7sak1s5eC22FDhduBn20+gdFoAj/cdBRtA+H881fpceDK5XWo9bvxT+9eg9++nqk0n8l3p9xjvKjWhy995ir89NXj+OYTB/Dq0X7Mq3LjPRcvmPmDVCY0+6RXSiVF5LMAngRgB3CfUmqviHw6e/3dAB4HcBOAVgBhAJ/I3n0egIezEyMHgAeUUk9oNVajyL2Q48k0fr3tJH7xWhtebxuCy27DjRc0obHSgyV1vkknjIX87GJY1lCB969fiF+81oZoMo1bL104/Z2KPIZyZZRJn1IKLx3uxX88eRC72oNorHTjno9dgr6R2ISvT4/TjpVNlfjw5YvwjVvOw9cf2Yttxwfx7acPQQCcO68SFy+sxrsvakalRmu6iaZzoGsYm1r7cPsVi3HuvMppY22F24EPXroIH7x0Eb7zzCGkFfDw6+2487nD+O6zhwEA1T4nnjvQg2Q6jYYKN85fEEAsMbs+DycHwnhqXxe+/fQh9I3GsKzej1suno+1C2vgctiwpN5/RmJiKlXezNkqt8OG9sEIth4fwKO7OvOlvquaAqj1O7GrPYgbzm9Cx1AUr7cN4tE3OtARjKK5yoOv3bQaTrut4H3ux9L786DQ399Q6cYd1yzHHdcsRzKVxneeOYyBUBwjscySi7RSWNVcCZsIAp7MmdL9ncO4/coleKW1Dw677YwzfA9tb9c8hle4HflS5g9fvgg/fvk4GgNu/NfTh/DsgR688M3n8O4Lm3HHNcuxZv7s1+QTaeVg1zB2nhzCW1Y24orlddMmJnLesqoRT37+Gtx23xY8s78bB7uGsWFZLVbMm76543Ak07/g/i1tGI0lsXJeJa45twFfvWlVPkE9vpIpNydLpxUGw3H86OXjGIkmMBRJoKHCjZcO9+HlI/3oHYkBAHwuO5bV+6GgcNXyek36w6SVws62ITyxtwuhWKaXxD0fu6RoSWO9Y3chXA4bljdUYHlDZgleIpXG+QsCaO0ZxZHeEF490o9kKg23045zGirQFPCg2ufColof/vb6c+GwZ5LHxXjMfrn1JD5x1VK8eWUjbr/vNXzhl2/g8d1dWL+4ZtbzXaN8F9CCpqcglFKPI5N8GHvZ3WP+rQB8ZoL7HQVwkZZjM6JkKo1XjvTjxUO9iCRSWN7gx00XNONf33M+avyus4KBnsHhggVVWHbTavzr4/vxhNeJj2bPjBeDld9wZjPRa+xYXwjP7O/Gsb4QFlR78Z/vvwjRRArvOK9p2tdk7rm9sKUaF7ZU403n1OMff78H29sGcbB7BA/vOIWrzqlDjc+F8+ZXaXVYRGdJpNJ4dFcnGirc+No71+Ch7e3T32mMxsrMGei/fPM5uPH8Juw8OYQHX2tD53AUx/tDONo7irQCfp39ufdsPAq/244DXcNY3lCBE/1h1Fe4EAwn4LALIvEUBsNxPLGnCzvaBvHCwV4c7B6BAHjr6kZ85PLFuPbcBjy49eQUo5qeiGBhrQ8La324KZGCx2nH9186ik2tvdh4OLPm939eOAIAcNoFG5bV4bpVjfj6zeflJ2/lwmG3YX6196xS4LGfVw9sacPq5gDOaazAa8cG8pcV+pmmxePpcthw0wXNGAon0D8aw1AkgQdfa8PvdnbgmnMbsKKxYsoqGaJSSiuFx/d0oaHCjbesPF3xUOh7o8rnxAcvXYTVzUP4/c4O3Pjdl/DRDYsxb4JqIwA43D2C+14+hl9ta4dSCu++aD4W1frQXJV5nxfyvrDZBHUV7mxsyNwvl7j40GUL8b3nj+Q/B470hvC1h/cAAKq9Trx2fACReAr1FS4sqvOhOeCdVcJCKYVXj/Tj3o2ZCoCFNV7cfsUSLKjxalLJZkSTvUacdhsuWVyLSxbXnnW7sckmAPneEcW2tN6PO65ZhnA8if986hBebu07o+8Ev/dksE2oQZwcCOOejUdxaiiCc+dV4J9vOR+tPaMQEdT4XZr93rkkAT519VI8e6AHm1r78NkHXsd/f3jdrMehlMLJgXB2P/skKj0OOGyCap8LQ+E4Al7nrMrfookUOoNRdAYjONQ9gleO9MHtsKGx0nNGmfN4Vk+OzHTym1uC8YvX2rD1+CAq3Q584+bzcOtlC+F22Gfd+2FTax+uP68Jb1szDycHwkgrhSf2duHkQASP7u5Efyg2YekyUbG9eqQfA6E4/uyqpbOqABirxu/CW1Y1ojMYBZCZcPz0lePoD8WxujmA377ejgqPA68dG8BvXz+F0Vgyf99/f/LgWT/PaRdctrQW7123Csm0yq+1tk1TWjrRe2+q96PHac/HvXgyjXWLq/Hrbe24ekU9GgMerJxXCa8r836favI22/g5k62LZ3pslFFX4cb/eusK/PV1K/DzLSdw1wtHsPFQL147llnLnTLIuniylqmWpo23v3MYvSMxfPDShXP6knhhSzWWNVTgWN8ofrb5RL7S84KWKgQ8Tmxq7cP9W05gb8cwXA4b1i+uwdUrGvDZ687sZVFoXJnsdiKCWr8LtX4X1i2qgVIK/aNx1FS48OBrbdh6bAAdwSieyjYoBjIx/4ebjqG52oNIPIWOoQhODoZR5XFmdySJwWm3YTAcx8utfdh6fACP7erE4Z5RVLodeN+6FqxdVF30ZSPFjrGljtnFmNvP5WfYRHDHNcvxlpWN+MSPt+LBrSext2N40saYxdjty2yfi0xMGMBINIFb792M/lAMH718EdbMr8Lly+pwpLew0jW9KilEBO+6sBnDkQQe29WJd13YiRvOb57RzwhGEvjZq8fx/ZeO4Wu/25O//FfbzjxbaRdBtS/XJ8OJKp8Trxzpw9Ur6uGw2TAaS2I4ksDLR/rx/MEe7O0I4j+fOoiBbMOxnB+/cvz0+JEp022u9qKx0o1gOIEKjwOpdBo72obgtAt2tA3C77ZDRGCTzDj2dQTx2rEB9I/GEM2eYSyUVp2Xi/0z02mFvpEYjvaFcKR3FP/3j/sxEk1iab0fN53fhMuW1uH2K5ecNY7ZsolgcV2m7PirN63Gfzx5EJta+/A/LxxBc5UHkUSq4JI3swVh0l8ylcarR/uxrME/p90XpuKw2zAv4MEN5zdhIBTPn6XJNd3qHYmhfzSOC1qqkEqnsbNtCFU+Fz582SIsa/DneywU8/U91c9yOWy4sKUae04N4/rzmor2O/Uy2bGWa7yo8jnxmbecgwq3AzvbhrCzfQiffWAHav0uAAp/eklhSzSJikkphRcO9qLO78IFC+ZeNVnhduD/vvdC/NWbz8E//G4PuoajuG/TMSRSCk67YO3CGvzvd67Ge9YuwFN7u6f/gbMwPsaICOor3fjw5YtgzyYOookU1i6qxqmhCLqCUTx/oAfVPhc6gxEc6Q3hjfbgGUnD/36+ddzPBC5dXItvvu8CRBNp9n4zuBXzKvEX1yzHxsO9eG5/D472heB3O/C+SxbA7SiP6pbJMDGhs2QqjZ9tPoGBUByfvGrZnLsIl5pNBB9YvxA/3HQUn3twJ370CSeuXF4/7f16hqP44aZj+bV8Kxor8MXrz8XJgQj8bgeUUkgphcuX1uGh7e0YDMcxEIpjMBzHga5o/gzjo7s6z/i5bocNi+t8qHA7cO25tZhf5cGJgTCqvE44bII3r2zEE3u6sGZ+JZ7c2436Chc6g1GcHAjj5GAE4VgSzx3oAXB6a9VfT1DS/fPsB823nzmEFY0VqHRnfv51qzNd+bWa7CZTaRzoGsbh7lG0DYSx/cQglAIGw3G09YdR43OitsJdcBlgPJlGfyiGx3d34oWDPdjRNojNR/vxL4/tQzieWQcf8DjwjvOa8L51LdiwrPasZoDFJiJoqfHh1ksX4a+vc+Mv79+O+7e04ZNvWsoPW9LEM/t7EIwk8O4Lz0ysluJLq2R7EwQ8TixvOLvj+AUtVZap4CrXJEAxaPUacNptuHRpLf7zAxfh6X3d+NfH9uEffr8X//XMYaxdVI0rltbBV+LGo1S+9nUO49RQBDdfND9/tr8YJ98W1vpw/XlN+PDli5BMpZFMK/xme3u+QbfePE471i6qwdrsjg8+l+OMz4IPrG/B9186huFIAsFIAufOq0AyrbC3YxjvXbcAF7ZUo8rrzN9eL8WKU1b5zJuK3SZ4y8pGrGqqxO92nMJXH96N/3jyAG66oBkbltVhSZ0fXcNRbD8xgEPdI3h0VwccNlvBJ0/M+hjy00Znv9rWjvbBCO780FqMRpPT32GGSlFN4XLYcNsVS/CrbSfx8fu24j/efyFumaTjbP9oDC8d7sPX/7AXyVQa77xwPv7y2uXYeXLorHVeAPCmFfVoGzh7x5FkKo1YMo0bL2hCMqXw1L5ufPzKJfnGYmPfkGN/Zq6J0gcvXYRU+uy1wam0wg3nN+HX207i3RfNx+92nMJNFzZDKYW0yqx9fPSNTly+rBa/39GB+TVe7G4fwpZjA/i73+yCCLCwxoc1zQGsbg6godI9p8dWKYXD3SN48VAvXjzUm2nYM0Gp7fMHe874/38/dxgBrxNbjw+gzu+C22mDw2bLbKnUNoiRaBL9ozEMj3vNNVS6UeF24APrFyIYSWBxnQ8NFW7dPrzftmYe3n/JQjzwWhue2tuFd154drkbv+zQXP1s83FUe51Y2cRGgBMpZBeRsbed6++aagx6msmxmS0u2W2CG85vQv9oDCvmVeKeF4/g2f09eOlwH96+eh4+eOnCSbvSm+1Yybge2dkBmwAXFqFaYjIOuw0Oe2G9I4zCkd29rMrrxEKcmcC+esXMdx6xEiN8NszU2JjZXOXFp69djsV1fjy4tQ2/ff0U7h9z/Z3ZRtpjK77PnVeBq86x5tajTEzoKJZI4XsvHMHiWh/efWGz5meiteR3O/DrT1+BT/1kGz734E48tqsTn3zTUsSTaQyF43i9bRAPvNaGvaeCsNkEH7x0If7immVYXOcHAOw8OTSj35f5YLGhpcYHIFOuN9NmdROx2wQNlW5U+1xYWOtDXYU739U35/UTQ7h6RQNODkTywfD+zSewdlENntrXhV9tPYkn9nbhib1dqK9w40R/CG9aUV/wso+hcBx/99Au2AT4454uBCMJAMDyBj8uW1qLD166ECsaK7GswY/fbG+HiOA9a+fjnhePYjAcR/9oHLV+F1450octR/sxFEkgmkghrYBKtwNOhw2VbgfOaaxAXYUbdX4XPrphMbYeG8An3rT0jC8hOXpu5Xn+gipcsrgGm48N4Kpz6lHt067nCpWf/tEYXj3Sj2vPbZzTVspT4Rc3MguRTD+Ty5bW4r+ePoQ/7unEY7s7EU2kcOeH1p5xW76uqZjSSuGRNzpw7rxKVumUoXKOJyKCN62ox5tW1CORSuNg1wgefO0kkuk0brygGa+09uG961oQS6bwcms/vvvsIXz0h1tw+4YllnuvWOtoTOSBLW3Y3jaIvtEY/vSaZabK3E6m2ufCL+7YgHs3HsX/PN+ab+Tz9T/sBQB4nXZcvaIeV55Tj09fuxyAfpnOYgdAEcGa+QHsPDmEz163AkPhOPZ3jeBA5zDue/kY7tl4NN/T4mevHkfA64TP5UDHUAS7TwWxo20QbQOZPZd7sttKVbodWFTnw9/fsArXnFuPlhofHtjSlq9GeWBLW/5143M5MC/gyXednqhq5NZLF8JmkwmP/fwFVdjVHizqY1JM161qxM62ITx/sAd/sjazx3U5f4hR8Tx/sBdpBaxpnrxaYrIKrFIrdT+hufz8Uj1OZjxbprViPfbzAh7cfsUSbDk2gEd3deATP96Kd2er1mbb8JjKy0xeCyf6w+gMRnGNxhUAxY4ZjEFnsur7f6LPX62W152/oApr5mfm5KcGI1hc58fKpsyWtxe2VCMYSeC+Tcfwq+0n8fErlxZ9DHpiYkJHO9qGcN78ABZlqwaswGm34TNvOQefuGoJnj/Qiz+80YF1i6uxqimA4/0hOGyZHgGlCOSFdnKf6v5T/aypVPtcuGJZHa5YVoebL56PnW1D+NErx3BqMILBcALH+8OIJFJ48VAPBILaChcW1/oy2dJkGovr/PjC28/FL7eeLNrjNF0H/9kqxYdQjc+FSxbXYHvbIG48v7lstr4i7T2zrxvzAm7Mr5797i+leA9YdbJnREbb8UPP3y2S2SL2zSsb8De/egMuuw0fu8IY6/LJGnLzq4NdI3DYBKuyX8DMhPF5YnxctLGo1oe/u2El/uWx/WjrL2yjBLNgYkInPSNRnBqK4BNXLdF7KJrwuRx454XNCEYS+S/W7VsiOo9qYlonSSrcjgl7ZSil8JENi8/6/blArlVZuVmtW1SN144PYH/ncL5BFNFcJFJpbDzciz9Zu6CoVWtzjSmczNFsaFnF8N51Ldh5cgg/ffUE3pjh0kui6TywpQ1HekexdlE13AWeeLBqnLTqcQHFOzYrP0aF+vDli/Ctpw7hpdY+fHmS25jxcWKLe53sbBuCABM2MrQaM74xSsFIy3dm+xyV8rltqfWhyuvE7lPGXXJC5tI2EEY4nsJ1qxpL9jsZD8uTFZ73L71jJXwuO7719CG9h0ImN/79EImn0DEUKWhXN63HQuXNLK8Hn8uBy5bWYl/HME5OsEmAWTExoZMDXSNYWu9HwOOc8PpSryXW63fRzJXr82MTwQULqnC4exSR7FamRHNxoj/zYb5+ca3OIzGfB7a0cQlLman0OHHNigZsPNSL433Tlw/nnjs+hzSdo32jUACuOqf0iQmiUipm1cilS2qhgHxPPytgYkIHg6E4uoajWNZQ2F60RlUuJVlajs/ox240588PIKUUWntH9R4KWcDJgTDOaaxAlW/iBDGdZrZYxWR+xmz6ZUx1/YZldXA7bNh2YmDOYyPKvdaO9I7CZbfh4oXV+g6ICMWP6cX8eWN/Vq3fhfoKNzYe6i3az9cbExM62HIs84G+rN46TS+ptPSYCBth8r2gxgenXXDCYs1+qPime70qpdA2EMYlc+hXotd7wgjvRb2U87EX02yrMl0OG86fX4W9HcNIpNJaDI3K0In+MBbV+eBy8GvJXDA+Ts6qj82KeRXYcqzfMvGYEUAHW471w2kXtNR49R6KoZghaJhhjFZmtwlaanz5Enyi2TraF0IkkcK6xdWa/Py5nJXW6nfqwYhjorm5aGE1Ysk0DnSN6D0UsoBEKo3u4SgWVHNOPF45x89yPvaZOLexAtFEuqDldWbAxIQONh8dwMJaHxx24zz8DACzp1WJ1vjLZvN7zNDUcqYW1/nQGYwglmSfCZq9108MAgDWGWyHFyO/94yKj1lpLWvwo8LtwK72Ib2HQhbQPRxFWqEoiQmtY4GZf34hP9ussdQM4y7GGCf6GUvrK+CwCQ73WGOJs3G+GZeJaCKFA13DWMplHKZmhiA4nhnHPJHFtX6kFdA+aMztZ8kc3mgfgtthw/IJev3M5L1ilfdVocrteIHyPOap2ESwqqkSR3pHkVbW31mMtHVqKPNZzoqJyenZEL/UrHxsWnA5bGiu8lhmTszERIl1BaNQRcoMkzb4pcTYFtX6IACOs88EzULuPXuoaxTzAh7YbIVt28v3OhmVHpVxS+v9iCbS6ApGZ/0ziADg1GAEXqcd1Ro1IbZypQBg/eMrJ7Pd7aq52ovOYARqmkSxGV4HTExobPyLoGs48yHeFPDoMRwyMG69Vxivy476Sjc6LJIdptJTSuFQzwjmBdwArPG+ICqlXNXnMYusa6bSmCjWnhqKoKXGC5HCksREVjfTOcn8Ki9iyTQGwwmNRlQ6TEyUwNgXWNdwFJUeB6q81t+ejpP9wvGxmpl5lW50j8T0HoZliMh9ItIjInvGXFYrIk+LyOHs38ZqxjAHo7EkhsIJzDNBgpixQT9aPfZWeE6rfS7U+JysXCuycovFyWzjy/msIrZEXCB9NFdl5jIdQ+Y/YcfERIl1BaOo87sMlRk2y369RDmNAQ8GQ3HLbI9kAD8GcMO4y74M4Fml1AoAz2b/bwndw5mkVmOl8RMTREa1tN6PY32hacuHaUZ+jDKKxX2jcaSV9lXEVpxLWvGYaHaaqjwQAJ1BJiZoBpRS6B6OoqmKk+FyMts1Y0ZklI7U8wIeKAC9rJooCqXURgAD4y6+BcBPsv/+CYD3lHJMWuoZySypyy3lIKIz428hsXhJnR/heAr9o3Eth1VWyi0W945mPsMbKo0Tiwudh1hlXmd0fD6m57Tb0FDpRqcFev4wMVFCQ+EEYsm0KcqHzWKq7TVne3+jMPLY9NaYncR0D5s/CBvYPKVUJwBk/27UeTxF0z0cQ7XPiQq3Q++hlAzjifnp+RxO9LubqzLl952Mw1qzbCzOnVyorzBOYoLIjOZXe7mUg2Ym1/iymYkJUzLyxN7IY9NCfYUbdhH0sGLCEETkDhHZJiLbent79R7OtHqGozi3sdJQS+qMQo9YwjNi5tQYcEPABLGRmC0W943GUO11wuUo3tcRxgkqR42VbgxHk4glU3oPZU6YmCihXGa4kYkJojmx2wR1FS5OiLXVLSLNAJD9u2eyGyql7lVKrVdKrW9oaCjZAGerZySGc+ZV6D0MIlNz2m2or3Bzy1DtWTYW947EUD9mGQeTCqfxsdBGMR5XIz43tX4XAGAgZO6ldUxMlFB/KA6fyw6P0673UMhkjBgE9d7edF7Aw4oJbT0C4Pbsv28H8Hsdx1I0kXgKkUQKi2t9eg+FyPSaqjz5alDSjCVjsVIKvaMxNFh0GYcR521UXEZ6juv8mfeR2Xv+MDFRQoOheD6jRURz01DpxmAojiR35pgzEfkFgFcBrBSRdhH5JIB/A/B2ETkM4O3Z/5veYDjzob2IiQkqstlMUo00sZ2NeQEPBkJx05cPG0U5xeKRaBLxZLqkjS/N/n4zKj6u+rNKxUT5dP4ygIFwHC01M9+rmW947Vn5MbbqsdX6XFAAgpEE6ix6xqVUlFIfmuSqt5Z0ICWQ+9De0zGMBdUzj8dEdFpzdpex7uEYk31FUE6xOLcjBxtfEs2d12WHz2U3fWKCFRMlkkorDIXjqPWxYoKMy0xJjGq/E0Am4UdUqFzFBGMxGZlZYnFTtmcW+0zQTOX6rhlpq1AiM6v1u9AfMvcSZyYmSiQYSSCtMOlSDrNMQoqpHI+Ziif3xXIwlNB5JGQmA6E4PE4bvC72+iGaq2qfEw6boG/U3JNhKr2hcBx2m6DSU/ri7dz800rzUCsdC81Ord/FigkqTO6FonWPCaMEpvHjMMq4yDoCXidscvoMOFEhBsPs9UNULCJiickwld5gOIFqrxM2bttMVBR1fjeGwgkk0+btvcbERInkSmusPiE2WgLCaOMpFaMct5bjsImg2udiYoJmZCCUQA2XcVCBjBJLjYyJCZqNwXAcNRafE5dKoXGK8cy8Cnnu6vyZ3mtDYfNWEjMxUSKDoUzJWsDr1HsoRJZR43NikBNiKlBaZXv9cDJMVDR12cSEUkrvoZCJDGUrJsoVkwRUbLm5jZm3DGViokQGQnHU+FwsWSMqohqfC4MmzgxTaY1Ek0imFSsmiIqoxu9CPJXGaCyp91DIJBLZ1wsrJkhvVkoQVfsyib7hiHnnxUxMlMhgOIEan/kyw2PfsNO9efV6c1spqNDM1PpdGI1l9kInms7gBL1+GD+oGMrhdTTZMdZl309czkGFyi3BNOO8mMioKj1OCIBglIkJmsZwNMFlHBZXDhNTo6nO7czBPhNUgGD2LEIVYzFR0dT6M9s9MjFBhcqtga/2smKCqFjsNkGF28GKCZpaKq0wGk1yMkxUZLXZsy1MTFAhhqNMTBAVW40vc5aun4kJKlC+YoJLOYiKKuB15uc6ZsTERAmMxpJQAAIeToaJiqkqWzExEuHaZprecCQBl90Gt4MffUTF4rDbEPA6WTFBBRsKJ2AXQaXHofdQiCwl4HVi2MRzYs7OSiBXPhzwMgATFVOF2wEBJs0Oc3kNjTUcTSLgdUDYhJioqLhlKM3EYDiOKp+TDeGJiizgceS/d5oRExMlkFvrw4oJouKy2wR+t8PUZWtUOsORBOMwkQZqfE5TT4aptMp9q1AirVR5nYgkUkikzNkUnomJEsh9aWLzS6LpzbTKIeBxmLpsjUqHTYiJtBHwODESTSCtlN5DIRMYjibY64dIA7k5jlkbYDIxUQLDkUTmzK7LrvdQiCynMjshJpqKUiqzlINrmomKLuB1Iq2A0SiTxDQ1pRRGIklUsnqNKK9YS49zVaFmrWBjYqIEcpNhrmsmKr6A14FhToZpGqF4Cqm0YsUEkQZyZ7/NOhmm0hkMJ5BSin3XyPDM2Kcs974y6xJnJiZKIMh1zUSaqfQ4EYolkUqzhJgmx14/RNrJlw+bdDJMpdM9HAUAVkwQaaDKk1vKYc4TdkxMlMBwhOuaibQS8DihkNmWl2gy7PVDpB1WTFChcokJLqsjKj630w63w4agSZPETExoLLOuOcEATKSR3HvLrI1+qDRyZw8Yi4mKz+eywy7COEzTemRnBwBWrxFpJeBxmjYWa5qYEJEbROSgiLSKyJcnuF5E5M7s9btEZN246+0iskNEHtVynFqKJtJIpBS7DxNpJHcGnA0waSrD0QQELB8m0oJNhP1+qCC510gFk8REmqjwOBAyaRWxZokJEbED+B6AGwGsAfAhEVkz7mY3AliR/XMHgLvGXf85APu1GmMpjMQyX5YqOBkm0kRlrmKCE2KawnAkAb/bAbuNTYiJtBDwOLmUg6Y1Ek3A67TDaWfRNpEWKtwOjMZSeg9jVrSMCpcBaFVKHVVKxQE8COCWcbe5BcBPVcZmANUi0gwAItIC4J0AfqDhGDWXW/de4WZmmEgLfrcDNmHTNZraaCyZT2IRUfEFvOYtH6bSGYkmuSMHkYb8blZMTGQBgJNj/t+evazQ23wHwN8BSE/1S0TkDhHZJiLbent75zRgLYSyGSsmJoi0YRNBpcdp2g7EVBqjsSTjMJGGqryZigmluEMSTS7Td41VxERaqXDbEUmkkExP+RXakLRMTExULzv+02rC24jIuwD0KKW2T/dLlFL3KqXWK6XWNzQ0zGacmhqN5pZycEJMpJVM2RrP1NHkQrEk/ExMEGkm4HUimVaIxM1ZQkylMRJNstcPkYZyc52QCZdzaJmYaAewcMz/WwB0FHibqwDcLCLHkVkCcp2I/Fy7oWpnNJaCINOxmoi0UeF2mDIAU+mwYoJIWwH2+6FppJXCCHeqI9JUZT4xYb5YrGViYiuAFSKyVERcAG4F8Mi42zwC4Lbs7hwbAASVUp1Kqa8opVqUUkuy93tOKfVRDceqmVAsCZ/bAZuw4RqRVvxue76fC9F4sWQKiZRiYoJIQ7nKUMZimkwolkRagf1+iDSUq5gwYyzWLDIopZIi8lkATwKwA7hPKbVXRD6dvf5uAI8DuAlAK4AwgE9oNR69ZM7SsVqCSEu5Rj9KKQiTgDROrpqGSzmItFORnwxzWR1NLPdFiUs5iLRTwcTExJRSjyOTfBh72d1j/q0AfGaan/ECgBc0GF5JjHJdM5HmKtwOJNMK8WQabicTgXSmfK8fxmIizVS6M182R7mUgybBJDGR9iq4lIMmE+K6ZiLNmblsjbQ3yt2RiDTncdpgtwnjME0q99pgLCbSjsthg8MmpkwSMzGhMTZcI9Ke32Xe7DBpLz8Z5rpmIs2ISHaHJDYipomFmJgg0tzpWGy+OTETExpKpNKIJdMMwEQaO72ejhNiOlvuw9nP3ZGINMWtm2kqo7EkbJKpriEi7fjdDoTiTEzQGCxZIyoNf7bBLCsmaCKjsSQ8Thscdn7kEWmJOyTRVHJVxGxSTaStCreDSznoTLkvSWzyQ6St3HvMjNlh0h57/RCVRoXbacrJMJVGiA3hiUqCSznoLKyYICoNp90Gt8NmyiBM2uPuSESlUeF2IBRLIbPpGtGZ2HeNqDT8Jo3FTExoKHfWgEGYSHt+k2aHSXucDBOVRoXHgZRSiCbSeg+FDIgVE0Sl4XfbkVIKsaS5YjETExriUg6i0smcqWNigs7GpRxEpZF7n42wASZNgEliotLwZZt9h+PmagrPxISGwvEUHDaBy8GHmUhrubI1orFSaYVIPMUEMVEJnN4hiUliOlM8mUYipRiLiUrA58q8z8Im673Gb8waCnEyTFQyFW47KyboLJFECgqnzx4QkXYqPNnEBBtg0jin+64xFhNpjRUTdJZwPMnJMFGJ+F2ZPZvTJmv0Q9rKnS3InT0gIu3kKiaYJKbxuLyZqHRYMUFnCcdT8DIxQVQSPrcDaQXE2HSNxghnl/f4GYuJNOdz2SHgUg46G3eqIyodVkzQWcLxFPw8S0dUEqeDMCfExSQiXxCRvSKyR0R+ISIevcc0E7kPZVZMEGnPJgKfy46QySbDZmD2WBxiYoKoZLzZJDETE5THpRxEpWPW7LCRicgCAH8NYL1S6nwAdgC36juqmckv5eC6ZqKS8LkdjMNFZoVYPMqlHEQlYxOBx2k33ck6JiY0klaZTvBMTBCVhlnX05mAA4BXRBwAfAA6dB7PjJyumGAsJioFn8uOMJdyaMH0sdhpFzjt/OpBVAo+l910SWJGB41E853gmRkmKgVWTBSfUuoUgP8E0AagE0BQKfXU+NuJyB0isk1EtvX29pZ6mFMKx5OZbZs5GSYqCb+LFRPFZpVYzDkxUekwMUF5uYZrPEtHVBpMTBSfiNQAuAXAUgDzAfhF5KPjb6eUulcptV4ptb6hoaHUw5xSKFu5JiJ6D4WoLGR6TLBiopgsEYtjKTYhJiohn8thuipiJiY0wi3qiErL48w1+jFXEDa4twE4ppTqVUolAPwWwJU6j2lGwvEU4zBRCfmzPSYUt24uJgvEYlZMEJUSKyYoL/dC8LPhGlFJ2ETgNWEQNrg2ABtExCeZkoO3Ativ85hmJBxjE2KiUvK57EilFeJJbt1cROaPxfEUmxATlVCm34+55sRMTGgkxC3qiErOjNlhI1NKbQHwEIDXAexG5jPjXl0HNUNhNiEmKqncvIdbhhYPYzERzZTP7UA8lUYyZZ4kMb81a+T0Ug4GYaJSMeN6OqNTSv0TgH/SexyzFYon4XP79R4GUdnw5/v9JFHrd+k8GuswcyxOpRWiCS6rIyqlsb3XAl5z1CKYY5QmFI6nYBPA7eBDTFQqrJigsbhtM1Hp5d5vIZOVEJN2Ivmd6hiLiUollwg007yY35o1kmvyw07wRKXDxASNFUukoZDZvpCISsPnzk2GWb1GGbnXAmMxUen4xlSvmQUTExrhWjqi0uNSDhorxCV1RCXnN+FZOtJWrgEfYzFR6YxdymEWTExohFvUEZWez2VHIqWQMFGjH9JOmE2IiUrO7bTBJqcTg0SMxUSl53VmEhORBBMTZS+zlIOZYaJS8powO0zaCcdYMUFUajYReJ3m26aOtJNvCM/tQolKJjcnjphoTlxQYkJEfiMi7xQRJjIKFImn8i8IIiqN041+yvdMHeP1aeEEy4eJ9OBzc1kdY/FppysmGIuJSsVlz1SvWbFi4i4AHwZwWET+TURWaTgmS4gkUvkSGiIqDTOup9MA43VW7iwBk8REpeV32REq7zgMMBbnheJJOGwCl73sczREJSMi8DjtiFotMaGUekYp9REA6wAcB/C0iLwiIp8QEaeWAzSjRCqNREoxM0xUYkxMMF6PFUmkIAA8TBITlZTP5UAoVt4VE4zFp+UawnOnOqLS8jrtlqyYgIjUAfg4gE8B2AHgu8gE26c1GZmJ5V4AnAwTlVZuKYeZ1tNpgfE6IxJPZRvxcTJMVEo+l7kmw1phLM5gQ3gifXhddlPNiQuKEiLyWwCrAPwMwLuVUp3Zq34pItu0GpxZRbiWjkgXueVTZipbKzbG69MiCU6GifTgdZprMqwFxuLTwjE2hCfSg9dkSzkKnbH9QCn1+NgLRMStlIoppdZrMC5Ty70A2GOCqLScdoFdpNzP1DFeZ4XjScZhIh14XXYk05mtm53l21eAsTgrHE9hXsCt9zCIyo7HacdgOK73MApW6KfFv0xw2avFHIiVhNlwjUgXIgKPycrWNMB4ncXdkYj0YcZt6jTAWJwVSTAWE+nBbNVrU1ZMiEgTgAUAvCKyFkBuoW4AgE/jsZlWhBUTRLrxOm1lWTHBeH22SCKFap9L72EQlZ3c/CeSSCHgLas+j4zF4yiluFMdkU68LjuiiTSUUqZoPjvdUo53INO0pwXAt8dcPgLgqxqNyfS4RR2RfszWgbiIGK/HYcUEkT7KvGKCsXiMREohlVZMTBDpwOu0I6UUEikFl8PkiQml1E8A/ERE3qeU+k2JxmR63KKOSD9elx2hWPlNhhmvz5Q7S+djHCYqubEVE+WGsfhM+Z3qmCQmKjnPmFjschi/3890Szk+qpT6OYAlIvI3469XSn17gruVPW5RR6Qfj9OOvlHzNPopFsbrM8WSaaQVK9eI9JBPTJRhxQRj8Zm4vJlIP/nqtUQKVSZYVjfdUg5/9u8KrQdiJVxLR6Qfs22NVESM12NwMkykn7GT4TLEWDwGlzcT6cdsSeLplnLck/37G6UZjjVE4in4XIXuxEpExZRp9JMyTaOfYmG8PlPuQ9jHyTBRyXmcdgjKMzHBWHymKJPERLrxODPLN8xywq6gxSYi8u8iEhARp4g8KyJ9IvJRrQdnVuF4kgGYSCdepx1plSnlL0eM1xm5bZu5rpmo9GwicDtt+fdhOWIszjidJOYJO6JSM1u/n0K7YFyvlBoG8C4A7QDOBfAlzUZlcpFEmiVrRDoxWxDWAOM1Tj//Picnw0R6KONldTmMxeCyOiI9mW2HpEITE7luGTcB+IVSakCj8VgCe0wQ6cdjsvV0GmC8Btc1E+nN53KUcxwGGIsBnN6pzu00/o4ARFbjMdnJukJPJf1BRA4AiAD4KxFpABDVbljmpZRCJJ7kZJhIJ2XedA1gvAbAs3REevM67QjHk3oPQ0+Mxcgsq+NOdUT6sInA7bCZpnqtoPSlUurLAK4AsF4plQAQAnCLlgMzq3gqu0UdJ8NEusi998wShIuN8TojEk/CYRM47ZwME+nB47IjkijPXj8AY3FOlFXERLryuuymqV6byeLb1cjsyTz2Pj+d6g4icgOA7wKwA/iBUurfxl0v2etvAhAG8HGl1Osi4gGwEYA7O8aHlFL/NIOx6oblw0T6Mtt6Oo3MOF5bTTiemQyX084sREbic9rLuXItp+xjcSSe4pyYSEdeE8XighITIvIzAMsB7ASQOzKFKYKriNgBfA/A25Fp+rNVRB5RSu0bc7MbAazI/rkcwF3Zv2MArlNKjYqIE8AmEfmjUmrzDI5NFywfJtJXuTe/nE28tqJIIsUdOYh05HXZEY1ntm4uR4zFGey7RqQvj9USEwDWA1ijZvbpchmAVqXUUQAQkQeRKWEbm5i4BcBPsz93s4hUi0izUqoTwGj2Ns7sH1N8skWzZYvMDhPpw+WwQVC+iQnMLl5bDsuHifTlddqRUgrxVNku52AsRqZiIhBw6z0MorLlddrRH4rpPYyCFNoidw+Aphn+7AUATo75f3v2soJuIyJ2EdkJoAfA00qpLRP9EhG5Q0S2ici23t7eGQ6x+HLl4x5OiIl0YRPJZIfLdynHbOK15fAsHZG+uKyOsRjIxmKerCPSjddEc+JCKybqAewTkdeQWWYBAFBK3TzFfSZa2Ds+azzpbZRSKQAXi0g1gIdF5Hyl1J6zbqzUvQDuBYD169frnpWOcikHke68LvOUrWlgNvHacqKJNBorGYeJ9FLuy+rAWJzZqY5JYiJdmWlOXGhi4uuz+NntABaO+X8LgI6Z3kYpNSQiLwC4AZnss6HlnngP92sm0o3XaS/bXTkwu3htOZF4inGYSEesmGAsTqQUUmnFxASRjjxOOxIphWTa+MvqCt0u9EUAxwE4s//eCuD1ae62FcAKEVkqIi4AtwJ4ZNxtHgFwm2RsABBUSnWKSEO2UgIi4gXwNgAHCjwmXUUTXMpBpDczbY1UbLOM15aSVoo9Joh0Vu4VE4zFY07WcSkHkW5ySeKoCbZvLigxISJ/DuAhAPdkL1oA4HdT3UcplQTwWQBPAtgP4FdKqb0i8mkR+XT2Zo8DOAqgFcD3AfxV9vJmAM+LyC5kAvnTSqlHCz0oPUUSKbgdNti4RR2RbjJbIxk/AGthNvHaauLJNBSYICbSU7lXTDAWc6c6IiPwZqtHzRCLC13K8RlkdtnYAgBKqcMi0jjdnZRSjyOTfBh72d1j/q2yP3v8/XYBWFvg2AyFZ+mI9GemPZs1MKt4bSWcDBPpr9wrJsBYnP8ixOaXRPrJxWIzLHEudAFuTCkVz/1HRBwwyfadpRZJpHmWjkhnHqcd0XgKZbpLW9nHay6pI9JfpnrUHGfpNMJYzCQxke7MlCQuNDHxooh8FYBXRN4O4NcA/qDdsMwrym2RiHTnddmRUgqJVFnNAXPKPl7zLB2R/iS3dbMJJsMaYSyOMzFBpLfcSRozJIkLTUx8GUAvgN0A/gKZ5Rn/W6tBmVmmEzwDMJGezJQd1kDZx2uepSMyhjJfVlf2sTj33Ptcha4cJ6Jiy/f7MUEsLihSKKXSIvI7AL9TSvVqOyRzy/SY4BZ1RHoq56ZrjNfINz5lkphIX2W+QxJjcSIFAeDmvJhINx6r9JjIbuP5dRHpQ2a7zoMi0isi/1ia4ZlPJMGKCSK9lWPFBOP1aWx+SWQMPlf5VUwwFp8WiafgdnKnOiI9Oe02OGxiiiTxdCnMzwO4CsClSqk6pVQtgMsBXCUiX9B6cGaTSivEkmlOhol0ZqYOxEX0eTBeA8g87zxLR6Q/j7MsKyY+D8ZiAJkkMefERPrzmiRJPN2s7TYAH1JKHctdoJQ6CuCj2etojJFoAgDLh4n0VqZLORivs3iWjsgYvE47wuUVhwHG4rxInA3hiYzALP1+pktMOJVSfeMvzK6Vc2ozJPMajiQBsHyYSG+e7JlyMwThItIkXotItYg8JCIHRGS/iFwxp1GWQJRn6YgMweuyI5pIIZ0uqx2SGIuzWDFBZAxm2SFpusREfJbXlaVhVkwQGYKnDHtMQLt4/V0ATyilVgG4CMD+OfyskmCvHyJj8DntUABG40m9h1JKjMVZkTgTE0RG4HXaTbG8ebpdOS4SkeEJLhcAHg3GY2rDkUxigmVrRPqyicDjtJXbUo6ix2sRCQC4BsDHAUApFYcJktJMTBAZQ24+FAwnEPCUTaEtY3FWJMGlHERG4HXZ0TMS1XsY05oyMaGUYjSZgWAkVzHBhmtEejNLdrhYNIrXywD0AviRiFwEYDuAzymlQmNvJCJ3ALgDABYtWqTBMGYmmkihzu/WexhEZS93tjwYSWChzmMpFcbiDKUUl3IQGYRVlnLQDOSWcjAIE+nPLI1+DM4BYB2Au5RSawGEAHx5/I2UUvcqpdYrpdY3NDSUeoxniSa4OxKREXhdmfNfuRM3NGumi8XRRBqptGIsJjIAr9OOWCJt+H4/TEwUUa75JUuIifTncZXlNnXF1g6gXSm1Jfv/h5CZHBtaJJ5i5RqRAYytmKA5MV0szlcRcykHke68rky/n5GYsfv9cOZWRMFIAgLA7eDDSqQ3VkzMnVKqC8BJEVmZveitAPbpOKRpJVJpxFNprmsmMoDc+3AozMTEXJgxFucSE6yYINKfN3uyZtjgSeLpml/SDAxHE/A47RARvYdCVPaYmCia/wXgfhFxATgK4BM6j2dKwxHujkRkFKyYKCpTxeIgG8ITGUZuTpRrO2BUTEwU0XAkwQBMZBBeJ5dyFINSaieA9XqPo1DD0UyZIs/SEenPaRfYbYKhiOE3kDA8s8ViVkwQGUc+MRHhUo6yMRxNcl0zkUF4XXYk06qsduagMds2czJMpDsRgddpN/xkmIqPiQki4/CapGKC36KLKBhJMAATGYRZytaouIJcykFkKJnEBONwucnFYp+LxdlEejtdMWHsWMzERBENRxKcDBMZhNckQZiKK79tM5fVERmCx2ljj4kylG8Iz0piIt2drpgwdvUao0URDUdZMUFkFLkvpkGWEJcVVkwQGYvXZWflWhkajiTgdtpgY0N4It25nTYIjH+yjomJIhqOJDkZJjIIVkyUp9xadiaJiYzB67SzYqIMcXkzkXHYROB22gyfJGZiokjiyTQiiRTLh4kMgj0mytNwNAG7CJx2nqUjMgIPExNlKcid6ogMxQyxmImJIsl9+WHFBJExnF7KYewgTMUVjCTgcdogLB8mMgSvK9P8Mp1Weg+FSmgoHGfFBJGBmGGHJCYmiuT0FnV8SImMILd1L5dylBc2ISYyFq/TjrQCQnFjT4ipuLiUg8hYPE7j9/vht+giyXU55YSYyBgcNhucdmHFRJlh+TCRseS+nDIWl5dgJMlYTGQgHhNs3czERJEE8xUTDMJERmGGsjUqruFoknGYyEA8TEyUHaUUhlkxQWQoXqcNI9wutDwMc4s6IsMxQ6MfKq4RLuUgMpTcWXMmictHNJFGPJVmYoLIQFgxUUZya3YYhImMw2uC9XRUXFzXTGQsXMpRfnLPtYdLOYgMw+u0YySWRMrAjYiZmCiS3JkAnqkjMg6vixUT5UQpheEoKyaIjCSXmDD6mToqHi5vJjKe3Nxo1MDLOZiYKJJgJAGXPdNsj4iMwQwdiKl4IokUEinFhmtEBpJfysFYXDbyiQnGYiLDyCeJDRyLmZgokuFoAgGvAyJMTBAZhddpRzBs3ABMxXW6co0fbURG4XLYYBMu5SgnrJggMh4zNCLm7K1IhiMJBDxOvYdBRGN4suvp0gZeT0fFw14/RMZjE0Glx2noyTAVFxMTRMbjcWW+9ht5WR0TE0UyHE2i0svEBJGReF12KAWMxIy7no6Kh5NhImOq8jIxUU64lIPIeLiUo4wEIwlUMTFBZChep/Gzw1Q83LaZyJiqvE7G4TISjCQgwlhMZCQep/G3bmZiokhGIglUehx6D4OIxuA2deWFFRNExsSKifIyHEmg0u2AjX3XiAyDFRNlJBhJoJoVE0SGkttDnWfqykPui4+H5cNEhhLwOpiYKCPBSAJVPs6JiYzE5bBBxNhzYiYmikApxaUcRAZkhuwwFQ8rJoiMqcrrxHDUuOXDVFycExMZj00EAY+xYzETE0UQjqeQTCsGYSKD4VKO8hKMJFDhdsBuY/kwkZEEuJSjrDAxQWRMAa+DFRNWl/uwZRAmMhYzNPqh4uFkmMiYAh4n4sk0oomU3kOhEhgKxxmLiQwoYPCtm5mYKIKhMBMTREbkdthgE1ZMlItgOIEA4zCR4eTmR4zF5SEYSXJOTGRAmaUcxo3DTEwUASsmiIxJRBDwGjsIU/FkKia4OxKR0eTmR0YuIabiUEphOJJAldel91CIaJzMUg7jVhEzMVEEucQEz9QRGQ+3qSsfmd2ROBkmMhpWTJSPSCKFeCqNau7KQWQ4rJgoA8OsmCAyrIDHybN0ZYI9JoiMKcDERNnILW+uZiwmMpyA19hzYiYmiiC/lIPZYSLDYcVE+QhGEozDRAaUX8ph4DN1VBzsu0ZkXAGPE6F4CslUWu+hTEjTxISI3CAiB0WkVUS+PMH1IiJ3Zq/fJSLrspcvFJHnRWS/iOwVkc9pOc65CkYSsAlQ4eLaZiKjCXgdht6zmYojmkghlkxzMkxkQPmlHGEmJqyOJ+uIjCvXh2vEoPNizRITImIH8D0ANwJYA+BDIrJm3M1uBLAi++cOAHdlL08C+Ful1GoAGwB8ZoL7GkYwkukEb7OJ3kMhonFYMVEe2OuHyLgqPZnJcNDATdeoOIKROACw3w+RAQUMXr2mZcXEZQBalVJHlVJxAA8CuGXcbW4B8FOVsRlAtYg0K6U6lVKvA4BSagTAfgALNBzrnGQarnEyTGRERt+zmYqDuyMRGZfTboPfZWcsLgP5HhOsmCAynIAnt0OSMZPEWiYmFgA4Oeb/7Tg7uTDtbURkCYC1ALZM9EtE5A4R2SYi23p7e+c65llhwzUi4wp4nYgn04gmUnoPhTSU+8LDJDGRMVVx6+aywCQxkXEZvRGxlomJidY1qJncRkQqAPwGwOeVUsMT/RKl1L1KqfVKqfUNDQ2zHuxc5JZyEJHx5MvWDBqEqTiCbLhGZGgBLqsrC0ORBJx2gc9l13soRDROINtjwqhJYi0TE+0AFo75fwuAjkJvIyJOZJIS9yulfqvhOOdsmBUTRIbFbvDlgWfpiIyNiYnyMBROoMrrggj7rhEZzemlHMaMxVomJrYCWCEiS0XEBeBWAI+Mu80jAG7L7s6xAUBQKdUpmWj2QwD7lVLf1nCMRTHExASRYVUZvGyNioOJCSJjq/I6DTsZpuIJRuLsL0FkUEZvfqnZ/pZKqaSIfBbAkwDsAO5TSu0VkU9nr78bwOMAbgLQCiAM4BPZu18F4GMAdovIzuxlX1VKPa7VeGdLKcUeE0QGFsh2gzdqox8qjiHuykFkaFVeJ/YyMWF5nBMTGZffZYdNjDsn1iwxAQDZRMLj4y67e8y/FYDPTHC/TZi4/4ThhOIppNKKQZjIoFgxUR6GIwlUehywc9tmIkPiDknlYSicQFPAo/cwiGgCIoKAgRsRa7mUoyywfJjI2IxetkbFwbN0RMZW5XUiFE8hmUrrPRTS0FA4gSou5SAyLCMvq2NiYo7YCZ7I2HKNfnLvVZo5EbGLyA4ReVTvsUyGiQkiY6vKd4M3ZgmxGTAWE9FcBTxOw8ZhJibmiBUTRMbmctjgddpZMTE3nwOwX+9BTIWTYSJjC3BZXTEYOhYnUmmMxpKo9rr0HgoRTSLgdWAoHNd7GBNiYmKOgmy4RmR4VdymbtZEpAXAOwH8QO+xTIWJCSJjY7+fuTFDLM6Vh3NXDiLjMvKcmImJORpmxQSR4QW8DsN2IDaB7wD4OwCGXhg+FE5wMkxkYExMzNl3YPBYPMTEBJHhVXldCBp0TszExBwFGYSJDM/I2WEjE5F3AehRSm2f5nZ3iMg2EdnW29tbotGdppTCcCTByjUiA8vNkxiLZ84ssZhVxETGl5kTx5HZHNNYmJiYo2AkAbtNUOHWdOdVIpoDJiZm7SoAN4vIcQAPArhORH4+/kZKqXuVUuuVUusbGhpKPUZEE2nEU2lWrhEZWLUv03cgaNC1zQZnilicazJdzVhMZFjVPicSKYVIIqX3UM7CxMQcBSMJBDwOiIjeQyGiSVT7XExMzIJS6itKqRal1BIAtwJ4Tin1UZ2HdRY2ISYyvtz7c4g7JM2YWWLxUCSTdMoloYjIeKoNHIuZmJijITZcIzK8aq8TgzxLZ1lMTBAZn9NuQ4XbgUEDToapOHJfdBiLiYzLyP1+uP5gjtgJnsj4qn1OhOMpxJIpuB12vYdjSkqpFwC8oPMwJsTEBJE5VHmd+bPqNDtmiMUBD79eEBlVlY8VE5YVZMM1IsOryq1tNmB2mOYutx93tZflw0RGVu1z5vsQkPUMhROo9DjgsPPrBZFRGbligpFjjoZZMUFkeLn1dJwQWxMrJojModrnzG8pSdYTjHDbZiKjyzciNmD1GhMTc8SlHETGl5socUJsTUxMEJlDtdeVr3Ai6xkKxxmHiQyOFRMWpZRiYoLIBHIl/kZcT0dzNxxJQASo5LpmIkOr8nHrZisLRhJcUkdkcH6XHQ6bGHJOzMTEHITiKaTSiokJIoPLV0zwTJ0lBSMJVLodsNm4bTORkVV7nRgKJ6CU0nsopIGhSCLfWI+IjElEso2ImZiwFJYPE5lDbqLEM3XWlFnXzLN0REZX7XMimVYIxVN6D4U0EAwn8j2diMi4jFq9xsTEHOQa6bHRD5GxVbodsNsEg6yYsKQhLqkjMoXTy+oYi61GKcVYTGQSVV5j7pDExMQc5PdrZhAmMjQRyZcQk/Ww1w+ROVTll9UxFltNbnkzT9YRGV+1lxUTlsOlHETmUcVt6iyLiQkic6g2cDd4mptcFQybXxIZX6bHhPEq15iYmIPc/q+cEBMZX7VBy9Zo7oYjCVauEZlArhcMKyasJ/ecMhYTGV+1z2XIOTETE3PAigki86j2uQyZHaa54bbNROaR3yGJsdhyhiPsu0ZkFgGvE8PRJFJpY+2QxMTEHAQjCdhtggq3Q++hENE02GPCmiKJFBIpbttMZAa59yljsfUMMTFBZBq5ZXXDBltWx8TEHAyFM2fpRETvoRDRNKp8XMphRYPZ57TWz8kwkdF5nHZ4nDb2mLCgXLKJPSaIjO909ZqxYjETE3MwFE6ghplhIlOo9rowEksikUrrPRQqosFQtuGaj5NhIjOo9rowEOJSDqsZYt81ItOo8WfmTEaLxUxMzMFAKI5aPyfDRGaQyw7zTJ215D5UGYuJzKHW78rv4EDWEYwk4HLY4HHyqwWR0dXkGxEbKxYzeszBYDief2KJyNjyZWsGC8I0N4PZ55OxmMgcav2smLCiwVAcNT4ubyYyg1ofKyYsZyDExASRWdT53QCAgRArJqxkkBUTRKZS43fle8OQdQyEEqjNfs4SkbFV+43ZiJiJiVlSSmV6THAyTGQKNdkgPBCK6TwSKqaBcAIiXNdMZBa1Pif6RxmHrWYgFGMTYiKTqHQ74LAJBgxWRczExCyF4inEU2kGYSKTqM03+jFWdpjmZigcR5XXCbuN5cNEZlDjd2E4ykbEVjMYZsUEkVmICGoM2O+HiYlZypUPcykHkTnk3quDBgvCNDcDoXh+rSQRGV8uSWy0EmKam/7RGGq5Ux2RadT4nOwxYRVsuEZkLh6nHX6X3XBBmOZmMBzPNzYlIuPLJSaYJLaORCqN4WiSFRNEJlLjM16/HyYmZin35YY9JojMo4bd4C0n03CNcZjILIzaDZ5mL5dk4vJmIvOo8bnyKwCMgomJWTodhDkhJjKLOiYmLGeI2zYTmUruhI7RJsQ0e4PZ3k2smCAyDyPukMTExCzlGuhxbTOReWSCMCfDVqGUymzbzAQxkWnkTuj0MzFhGf3Z3a5qWDFBZBo1PicGw3EopfQeSh4TE7M0FI7DJkClx6H3UIioQLU+VkxYSSSRQiyZZsUEkYnkesKwYsI6chUTdayYIDKNWr8LqbTCcDSp91DymJiYpYFQpnzYxi3qiEyDPSasJfdccl0zkXm4HXZUuB0YYPWaZQywYoLIdKp9uR2SjBOLmZiYpcEwy4eJzKbW70I4nkI0kdJ7KFQEue0GWTFBZC61fuM1XaPZyy1vZiwmMo/cSR0jnbBjYmKWBkJx9pcgMhluU2ct3B2JyJxq/C4MGKzpGs3eQCiGgMcBp51fK4jM4nTFhHFiMSPILA2FE/l1kkRkDjXcps5ScgkmnqUjMpdanzNf/k/mNxBOoK6C/SWIzMSIWzczMTFLA6E4twolMpm6CuMFYZq9/lFu20xkRjV+V75hIpnfQCiGGp6sIzKVGgNWETMxMQvptEJ/KJ7/kkNE5sCKCWvpG43BbhNUezkhJjKTWp8L/aGYobapo9kbCCVQyx05iEwls/xK0DdqnDkxExOzMBRJIJVWqGfZGpGp5M6sMzFhDf2jcdT5uTsSkdnUV7oRTaQRirMRsRUMhGLcHYnIZEQEdX43+kaNs6yOiYlZyD2BTEwQmUu11wm7TfJLAMjc+kZjjMNEJpR73/aNGGdCTLOTTisMhOKMxUQmVF/pKp/EhIjcICIHRaRVRL48wfUiIndmr98lIuvGXHefiPSIyB4txzgbuQ9SBmEic7HZBHV+YwVhmr2+0RjqKxmHicymIfu+ZSw2v2AkgURK5Z9TIjKP+ooyqZgQETuA7wG4EcAaAB8SkTXjbnYjgBXZP3cAuGvMdT8GcINW45uL3uwT2FDJHhNEZlNf4UYvz9JZQt9oHPXs9UNkOrn3LWOx+Z2eEzMxQWQ29RVuQ1URa1kxcRmAVqXUUaVUHMCDAG4Zd5tbAPxUZWwGUC0izQCglNoIYEDD8c1arkkIKyaIzKeh0p2fSJF5KaXQy6UcRKbEignryCWXGhiLiUwnl5gwSiNiLRMTCwCcHPP/9uxlM72N4fSNxuC0C6rYCZ7IdBoq3VzXbAEjsSTiyTQrJohMqNbngggrJqwgn5hgxQSR6dRXuBBPpTEcSeo9FADaJiYmapM+Ph1TyG2m/iUid4jINhHZ1tvbO5O7zlrfSAx1fjdE2AmeyGzqKzIVE0bJDtPssNcPkXk57DbU+V3oNVAJMc0OExNE5pWbQxmlkljLxEQ7gIVj/t8CoGMWt5mSUupepdR6pdT6hoaGWQ10pjIN13iWjsiMGirdSKQUgpGE3kOhOeCSOiJzM1rTNZqdvtEY3A4bKtwOvYdCRDOU3yHJILFYy8TEVgArRGSpiLgA3ArgkXG3eQTAbdndOTYACCqlOjUcU1FkGq5xMkxkRlzbXDgRWSgiz4vIfhHZKyKf03tMOdy2mcjc2Ii4cEaOxb0jMTRUsoqYyIxyJ9qN0gBTs8SEUioJ4LMAngSwH8CvlFJ7ReTTIvLp7M0eB3AUQCuA7wP4q9z9ReQXAF4FsFJE2kXkk1qNdab6RjNLOYjIfHI9CXo4IS5EEsDfKqVWA9gA4DMT7K6ki3xigtVrRKbUUMmKiRkwbCzuHY1xGQeRSRmtYkLTuiul1OPIJB/GXnb3mH8rAJ+Z5L4f0nJss6WUQv9onJNhIpNqzE6geKZuetkKts7sv0dEZD8yDYr36TowZHpMiGSa6BGR+dRXuNA7kun3w7PtUzNyLO4diWFRrU/vYRDRLNT4XLCJcRITWi7lsKThSBLxVJrbIhGZVEOFBwATEzMlIksArAWwZYLrSt+EOBRHrc8Fh50fY0Rm1FDpRiyZxmjMGN3gzcJosTi3lIOIzMduE9T6jVO9xhndDPVyXTORqQW8DrjstnzzRJqeiFQA+A2Azyulhsdfr0sT4pEY4zCRiZ0uIWYsLpTRYnEilcZAOM7EBJGJZarXjBGHmZiYoV5uUUdkaiKSLyGm6YmIE5mJ8P1Kqd/qPZ4crmsmMrcGLqubESPG4oFQHEpxq1AiMzPSDklMTMxQ93AUANBUxSBMZFYNlW7D7NlsZJJZ+P1DAPuVUt/WezxjdQWjmBfw6D0MIpql3JfZnpGoziMxPqPGYp6sIzK/eQEPeoaNEYeZmJihrnxiwqvzSIhothoq3YYJwgZ3FYCPAbhORHZm/9yk96BSaYWekRiaq5iYIDKr5kBmHtUVZCwugCFjcS6pxIoJIvNqqnKjeySGVFrpPRRtd+Wwoq5gFJVuByrcfOiIzGpewINtJwb1HobhKaU2ATBcu/y+0cwHaBMTE0SmFfA64HXa0cnExLSMGos7hjLP3XyerCMyraYqL1Jphf7RGBp1rkRlxcQMdQYjnAwTmdz8ai+GwglE4im9h0KzkPsiw4oJIvMSETRXe1gxYWKdwQgcNmHFBJGJNWeTEUZIEjMxMUNdwSgTE0Qml/tC2xGM6DwSmo2u7PPGHhNE5tZc5WEcNrHOoUyvH7vNcMUcRFSg3PdaJiZMqDMY5Vk6IpNrruLaZjPrYsUEkSU0BbyMwybWEYwwDhOZXC4x0WWAJDETEzOQSKXROxpj40sik5tfna2YGNI/CNPMdQ5H4bLbUOt36T0UIpqD+dUe9IzEkEyl9R4KzUJnMIrmas6Jicys1ueCy25DpwGawjMxMQM9IzEoBTSxfJjI1IxUtkYzl1tSl9lBj4jMqqnKg1RacftmE1JKoTMYxXxWTBCZms0mmFflRrcB5sRMTMxArsSFZWtE5uZ22FFf4UKnAcrWaOY6g1EmiIksILebA5PE5tMfiiOeTHNOTGQBzQGvIeIwExMz0BXMZPTZ/JLI/JqrvPmtzshc2ISYyBpOr21mLDabzuznJ5dyEJlfU5UHXVzKYS6drJggsozmKg8rJkxIKYWuYTYhJrKC/A5J7PdjOrnPz/nsu0Zkek1VHnQGo1BK6ToOJiZmoCsYhcdpQ5XXqfdQiGiOmqs8+TM+ZB6D4QTiyTS3CiWygCqvE16nnRUTJpQr+26uZiwmMrumgAfxZBpD4YSu42BiYgbaByOYX+1lwzUiC2iu9mIklsRIVN8gTDPTNhAGALTU8CwdkdmJCJqrPOhg9ZrpdAQjcDlsqOPuSESmNz+7JKt9UN9YzMTEDBzvD2FJnV/vYRBREeSCMPtMmMuJ/hAAYDFjMZElLKrz4UR/WO9h0Ay1D0Ywn7sjEVnColofAODEQEjXcTAxUSClFNoGwvknjojMbXH2vXy8X98gTDPTlv0Cw1hMZA1L6vw40R/WfW0zzcyJ/hCW1DNBTGQFi+uyiQmdk8RMTBSobzSOcDyVf+KIyNxyE6rjfUxMmMmJgTAaK93wuux6D4WIimBxnQ+jsST6Q3G9h0IFUkrheF+YVcREFuF3O1Bf4c6f/NELExMFasuWtjAIE1lDldeJWr+LFRMm09YfZoKYyEJy8yq9z9RR4fpG4xiNJbGEsZjIMhbX+biUwyxyH5iLGISJLGNxnQ/H+zgZNpMTAyH2lyCykEX5EmImic0i3+uHSzmILGOxAfr9MDFRoOP9YYiwEzyRlSyt87NiwkQi8RS6h2P5/iBEZH4tNV7YJDPPInM4ll0CuZRJYiLLWFzrR9dwFNFESrcxMDFRoLb+EOZXeeF2cF0zkVUsqfejMxhFJK5fEKbC5bYKZeUakXW4HXbMr/ayYsJEjveHYLcJFvBkHZFlLK7zQSmgfVC/JDETEwU6McB1zURWk2uAmfvCS8bGrUKJrCm3MweZw/H+MBbWeOG082sEkVUsMsDOHIwoBWLDNSLryTXuOsadOUwh92HJpRxE1rKozseKCRM53setQomsJteIWM9ldUxMFKB3JIb+UBznNFbqPRQiKqL8lqGcEJvCwe4R1Fe4UeN36T0UIiqiZfV+DIYT6BuN6T0UmkY6rTKJCVauEVlKjc+Jap8TrT0juo2BiYkCHOgaBgCsbmJigshKAh4n5gXcONilXxCmwh3oGsbqZsZhIqtZ0xwAAOzvHNZ5JDSd9sEIQvEUVnJOTGQpIoLVTQHs72RiwtAOZJ+gVdkPTiKyjvPmV2FfByfDRpdMpXGoexSrGYeJLGc1ExOmsa8zCOB0MomIrGNVcyUOdo0glVa6/H4mJgqwv3MY8wJu1LJ8mMhy1jQH0No7quv2SDS94/0hxJNprOJZOiLLqfG70Fzl0fVMHRVmX8cwbAJWTBBZ0OrmACKJlG5N4ZmYKMD+rhGsamJmmMiKzpsfQCqtcKibE2Ijy31hYSwmsqbVzQFWr5nAvs5hLG+ogMdp13soRFRkq5v0rV5jYmIa8WQarT0jLB8msqg18zPv7b2cEBvaga5hOGyC5Y1suEZkRaubK3GkdxSxJKvXjGxvxzDOm885MZEVrZhXAZsAB5iYMKajfaNIpBQbrhFZ1MIaHyrdDp6pM7gDnSM4p7ECbgfP0hFZ0ermAJJphcPdo3oPhSYxEIqjMxjNJ/SJyFo8TjuWNVRgn07L6piYmMYbJ4cAgNlhIouy2QSrmwPY2xHUeyg0CaUUdp4c4mSYyMLOm18FANh9irHYqHIJ/DXNVTqPhIi0sqY5gD2nglCq9A0wmZiYxpajA6jzu7C8oULvoRCRRi5eVI09p4YRibOE2Ihae0bRH4pjw7I6vYdCRBpZUudDQ6Ubm4/26z0UmsRrx/phE+DChUxMEFnVZUtr0TUc1aUBJhMTU1BKYfPRfmxYVgcR0Xs4RKSRK5bXIZ5KY9uJAb2HQhPIfVHZsJSJCSKrEhFsWFaHzUf7dTlTR9N7+Ug/LmipRsDj1HsoRKSR3EmgV4+UPknMxMQUTg5E0BGMYsOyWr2HQkQaumxJLRw2wcutPFNnRJuPDaC5yoOFtV69h0JEGrpiWR26h2M41hfSeyg0zmgsiTdODuGq5UwQE1nZ8gY/6iv0qV5jYmIK+bN0LB8msjS/24G1i6rxypE+vYdC4yilsIWVa0Rl4Yrsl95XuZzDcLYeH0AyrXDl8nq9h0JEGspUr9Vi89GBklevMTExhU2tfajzu3BOI/tLEFndlcvrsftUEMFwQu+h0BgHu0fQNxrH5UtZuUZkdUvqfGgKePAKq9cM55XWPrjsNqxfUqP3UIhIY1csr0PXcBRHS1y9xsTEJMLxJJ7Z343rz2viWTqiMnDtygYoBTy1r0vvodAYv9/ZAbtN8LY18/QeChFpTETw1tWNePZAN0ZjSb2HQ1nptMLju7uwYXkdPE5u2UxkddetaoQI8OgbnSX9vUxMTOLpfd0Ix1N4z8Xz9R4KEZXA2oXVWFrvx0Pb2/UeCmWl0wqP7OzAm86pR32FW+/hEFEJvHfdAkQTaTyxh0lio9h8rB+nhiJ437oFeg+FiEqgucqLDUvr8PCO9pIu52BiYhIP7ziFBdVeXLqE5cNE5UBE8KeXtGDLsQG09Zd+iyQ627YTgzg1FMF71jJBTFQu1i2qweI6Hx7ewSSxUfxm+ylUuB24fk2T3kMhohL5k3ULcLw/jJ0nh0r2O5mYmMCR3lFsPNSLWy6eD5uNyziIysV71y2ACHD/ayf0HgoB+Mkrx+Fz2fF2ToaJyoaI4E/WLsArR/pxuHtE7+GUvYFQHH/c04l3XtAMr4vLOIjKxY3nN8HtsOFnm0s3J2ZiYgLfeuogvE47/uxNS/UeChGVUHOVF+++cD5+/PJxdAxF9B5OWdtzKojHdnfiU29aigq3Q+/hEFEJ3XbFElS4HPj3Jw/qPZSy991nDiGWTOPPr+GcmKicVHqcuP3KJXh4xykc6Bouye9kYmKcrccH8PjuLnzq6mVc00xUhv7uhpVQAP7tjwf0HkrZSqUV/vWx/aj2OfGpa5bpPRwiKrFavwuffvNyPL2vG6+0chtnvRzuHsH9W9pw66ULcU5jpd7DIaIS+6s3L0eF24F/fWw/0mnte01ompgQkRtE5KCItIrIlye4XkTkzuz1u0RkXaH31cKpoQj+8uevY3GdD3/OyTBRWWqp8eEvr12OR97owA83HdN7OLrTIxb/+xMH8OrRfnz5hlUIeJyl+JVEZDB/dtVSLKv347O/2MG+Pyh9LB4IxfHnP92GgNeJz7/tXK1/HREZULXPhS9evxIvHe7Dd545pPnv0ywxISJ2AN8DcCOANQA+JCJrxt3sRgArsn/uAHDXDO5bVNtPDOIDd7+KWCKFH96+nqXDRGXsr9+6Ajec14R/eWwfvv3UQSRSab2HpItSx+JoIoV/+N0e3LPxKD62YTFuvWyRVr+KiAzO67LjB7evRyqt8MF7X8Vrxwb0HpJuSh2LD3QN49Z7X0VHMIrv37YeDZWsICYqV7ddsRgfXL8Qdz7Xin9+dB9iyZRmv0vLb9+XAWhVSh0FABF5EMAtAPaNuc0tAH6qMvuQbBaRahFpBrCkgPvO2Yn+EDYf7ccf93ThhYO9aKnx4uefupzlakRlzm4TfOfWi/G1h/fgzuda8ZvXT+F9l7TgimV1uHhhdTk1ACskjs9JNJHC9hOD2NTah19va0ffaAx/fvVS/P0Nq4r1K4jIpJY1VOD+T12OzzzwOj5wz6u4ekU9brqgGRuW1WFpvV/v4ZWS5rH45EAYW48P4Km93Xh6fzdqfC786OOX4pLFNcX6FURkQiKCf/mT8+Fx2vDDTcfw6K4OvP+ShbhyeR3WLqop6pxYy8TEAgAnx/y/HcDlBdxmQYH3nbMv/HInXm8bwryAG19427n4+FVLUOVl2TARAR6nHd/6wEV454VN+P7GY7jz2cO489nD+O8Pr8W7Liyb7Ss1j8Wbj/bj4z/aCrtNcM2KevzFtcuxYVldMX8FEZnY+Quq8NhfX40fbTqGB15rw1d+uxsrGivw9N9cq/fQSknzWPzZB17HG+1B1Pic+NSbluKOa5ahjr3WiAiA027DN245H9ef14R7Nh7F/7zQiv9+vhV3fWQdbryguWi/R8vExET7bI7vmjHZbQq5b+YHiNyBzDIQABgVkRm3cD4B4DUAny/s5vUArNyJicdnbjy+cT5S5AG8+5uzutviIg+jVAqKxcWIwwBwFMCPZ3PH4rHK+8cqxwFY51ischyAAeLwCQDytzO+m1njMFDCWHwCwE4AX53pHYunrN8rBmWV4wCscyyzOo5ix+Kbijwn1jIx0Q5g4Zj/twDoKPA2rgLuCwBQSt0L4N65DrZQIrJNKbW+VL+v1Hh85sbjoyIrJI6XPA5rxSqvL6scB2CdY7HKcQDWOhYTKZtYbKXXl1WOxSrHAVjnWKxyHONpuSvHVgArRGSpiLgA3ArgkXG3eQTAbdndOTYACCqlOgu8LxERaYuxmIhIf4zFRGR5mlVMKKWSIvJZAE8CsAO4Tym1V0Q+nb3+bgCPA7gJQCuAMIBPTHVfrcZKRERnYywmItIfYzERlQNN98RUSj2OTPJh7GV3j/m3AvCZQu9rEKYukSsAj8/ceHxUVAaOxVqwyuvLKscBWOdYrHIcgLWOxTTKKBZb6fVllWOxynEA1jkWqxzHGSSTGyAiIiIiIiIiKj0te0wQEREREREREU2JiYkpiMh9ItIjInvGXPZ1ETklIjuzf27Sc4xzISILReR5EdkvIntF5HPZy2tF5GkROZz9u0bvsc7GFMdniedQRDwi8pqIvJE9vm9kL7fK8zfZ8Vni+SN9FPr+EJEbROSgiLSKyJcnuP6LIqJEpF77UU84vjkdh4j8h4gcEJFdIvKwiFSXbPBTjGvM9SIid2av3yUi6wq9b6nN9lgm+4zSy1yek+z1dhHZISKPlm7UZEZWicPZMTAWGyAWWyUOZ8dUvrFYKcU/k/wBcA2AdQD2jLns6wC+qPfYinR8zQDWZf9dCeAQgDUA/h3Al7OXfxnAN/Uea5GPzxLPITL7mldk/+0EsAXABgs9f5MdnyWeP/7R508h7w9kmssdAbAMme2r3wCwZsz1C5FpQncCQL0ZjwPA9QAc2X9/s5RxYrrHN3ubmwD8MRsHNgDYUuh9S/w8zOVYJvyMMttxjLn+bwA8AOBRvZ4P/jHHH6vE4WIcC2Ox7sdhmDg812MZc71pYzErJqaglNoIYEDvcWhFKdWplHo9++8RAPsBLABwC4CfZG/2EwDv0WWAczTF8VmCyhjN/teZ/aNgnedvsuMjmotC3h+XAWhVSh1VSsUBPJi9X85/Afg76Pt6nNNxKKWeUkols7fbDKBF2+EWNq4xbgHw02wc2AygWkSaC7xvKc36WAz2GTWX5wQi0gLgnQB+UMpBk2lZJQ4DjMVGiMVWicNAmcdiJiZm57PZ0pn7JivZMhsRWQJgLTJnpecppTqBzJd7AI06Dq0oxh0fYJHnMFuutRNAD4CnlVKWev4mOT7AIs8f6aKQ98cCACfH/L89exlE5GYAp5RSb2g90GnM6TjG+TNkzr6USiHjmuw2hR5TqczlWPIm+Iwqtbkex3eQ+ZKY1mh8ZC1WicMAY/FU9y0Vq8RhoMxjMRMTM3cXgOUALgbQCeBbuo6mCESkAsBvAHxeKTWs93iKbYLjs8xzqJRKKaUuRibDfpmInK/zkIpqkuOzzPNH2hCRZ0RkzwR/Cj2bIxNcpkTEB+BrAP6xeKOdYhAaHce43/E1AEkA9891vDMw7bimuE0h9y2luRxL5kpjfAbP+jhE5F0AepRS24s/LDIrq8RhgLF4ktsYKRZbJQ4DZR6LHXoPwGyUUt25f4vI9wGYr7HIGCLiROaNeL9S6rfZi7tz5U3Z0qAe/UY4NxMdn9WeQwBQSg2JyAsAboCFnr+cscenlPrP3OVWef6ouJRSb5vsOhEp5P3Rjsz65ZwWAB3IJMSWAnhDRHKXvy4ilymluop2AFkaHkfuZ9wO4F0A3qqUKuWEcspxTXMbVwH3LaW5HMtkn8F6mMtx/CmAmyXTiNgDICAiP1dKfVTD8ZLBWSUOA4zFk9zGSLHYKnEYKPNYzIqJGcqt4cn6EwB7Jrut0Ukmov8QwH6l1LfHXPUIgNuz/74dwO9LPbZimOz4rPIcikiDZLs3i4gXwNsAHIB1nr8Jj88qzx/pppD3x1YAK0RkqYi4ANwK4BGl1G6lVKNSaolSagkyk4N1Wk2GpzHr4wAyXb8B/D2Am5VS4RKMt6BxjfEIgNskYwOAYLZMupD7ltKsj2WKz2A9zPo4lFJfUUq1ZN8TtwJ4zkwTYdKFVeIwwFhshFhslTgMlHssVgbowGnUPwB+gUypeAKZwPdJAD8DsBvALmReGM16j3MOx/cmZMqDdgHYmf1zE4A6AM8COJz9u1bvsRb5+CzxHAK4EMCO7HHsAfCP2cut8vxNdnyWeP74R58/k70/AMwH8PiY292ETHfuIwC+NsnPOg79duWY03EAaEVmjWouNt5d4vGfNS4Anwbw6ey/BcD3stfvBrB+Js+NGY5lss8osx3HuJ/xZpiwEzz/lPaPVeJwMY6FsVjf4zBaHJ7rczLmZ5gyFkt28EREREREREREJcelHERERERERESkGyYmiIiIiIiIiEg3TEwQERERERERkW6YmCAiIiIiIiIi3TAxQURERERERES6YWKCiIiIiIiIiHTDxAQRERERERER6YaJCSpLIvKgiPxSRLaIyAkReWf28udF5O3Zf/+LiNyp70iJiKxpojgsIheIyMtjbrNORJ7Tc5xERFY2xZz4ORHZmf0TFZH36z1WsjYmJqhcXQTgqFLqcgAfAfBP2cv/CcDXROQjANYC+IJO4yMisrqJ4vBeAMtFxJ69zbcAfFGn8RERlYMJ58RKqeuUUhcDuAfAIwB+q9sIqSw49B4AUamJiBdAPYBvZC/aB6AGAJRSG0VEAPwNgDcrpVL6jJKIyLomi8NKqbSI7AVwnoisANCmlHpdr3ESEVnZVHPi7PW3AbgRwPs4JyatsWKCytH5AA4rpaLZ/68D8AYAiMgFAJoBxJRSI9nLzhORv8/++79FpFKHMRMRWcmkcRjAZgBXAfg6gK8CjMNERBqZak78fmQqKD6glEowDpPWmJigcnQRgEUi4hERPzJZ4v8SkWYA9wO4BUBIRN6Rvf16nJ4wB3IJCyIimrUJ43D2us0A/gXAw0qpU9nLGIeJiIpvsjnxuwD8FYD3jklaMA6TppiYoHJ0ETIJiBcAbAVwF4AdyKyd+1ul1H4A/4zM2ToAuBTAvmzAhohcIyIPlnjMRERWclYcVkrlml4eABAD8M0xt2ccJiIqvsli8U8AtAB4Odv88pMYF4cBxmIqLvaYoHJ0EYA/V0r9/bjLr8j9Qym1ccz/lwL4GoBhAI3ZPhRXlmSkRETWNFkcBoDPAfiKUio05jLGYSKi4pswFiul6sbfUEQew5g4nL0dYzEVDRMTVI6WAzhcyA1FxAmgXyn1F9oOiYiorJwVh0VkOYDHALyslPrJmMsZh4mItFHQnJhxmEpBlFJ6j4HIVETkIgD/H4D/p5R6Qu/xEBGVG8ZhIiL9MRZTMTExQURERERERES6YfNLIiIiIiIiItINExNEREREREREpBsmJoiIiIiIiIhIN0xMEBEREREREZFumJggIiIiIiIiIt0wMUFEREREREREumFigoiIiIiIiIh0w8QEEREREREREenm/wfNvPLgEsnKPgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { @@ -622,13 +626,128 @@ } ], "source": [ - "fig, ax = plt.subplots(1,3, figsize = (15,4))\n", + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", "plt.show()\n" ] }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to compute the scaling factor that retrieves the statistics for a one week data gathering we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", + "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", + "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, l is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", + "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", + "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", + "\n", + "It is possible to express $\\rho^-$ as:\n", + "$$\\rho^-=N_A \\frac{\\rho_{Be}Z}{M_t}$$\n", + "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", + "\n", + "Then the rescaling factor is given by W=$f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1650669.7560994898\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f=10**6\n", + "rhoBe = 1.848 # g/cm^3\n", + "N_a = 6.022*10**23\n", + "Z = 4\n", + "M = 9.012 #u\n", + "l = 6 #cm\n", + "rho_elec = N_a * (rhoBe*Z) / (M)\n", + "fmu = f * rho_elec * l * sigma(230**2) * 1e-24 *389\n", + "deltaT = 60 * 60 * 24 * 7\n", + "fweek = fmu * deltaT \n", + "print(fweek)\n", + "\n", + "weights = np.full((N), fweek/N)\n", + "print\n", + "#print(weights)\n", + "\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), hist_kws={'weights': weights}, kde=False)\n", + "#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\n", + "#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -649,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 84, "metadata": {}, "outputs": [ { @@ -700,6 +819,20 @@ "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -718,7 +851,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4, From 7b515100069830d8baf3d09ca6574847e57bda9c Mon Sep 17 00:00:00 2001 From: Confizolo Date: Thu, 4 Feb 2021 23:33:00 +0100 Subject: [PATCH 09/39] 4_Feb_2 --- Project.ipynb | 356 +++++++++++++++++++++++++++++++------------------- 1 file changed, 220 insertions(+), 136 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 101aea2..f6ffbf3 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -27,6 +27,16 @@ "9. (optional) take the former point into account when generating the events (i.e. the proccess $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from jupyterthemes import jtplot\n", + "jtplot.style(theme=\"onedork\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -78,19 +88,17 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -160,19 +168,17 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -396,14 +396,14 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [], "source": [ "\n", - "events = mc_sampling(230**2, m_e, m_muon, N)\n", + "events = mc_sampling(220**2, m_e, m_muon, N)\n", "events = events.T\n", "df = pd.DataFrame(events, columns = [\n", " '$px_{\\mu_1}$',\n", @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -454,48 +454,48 @@ " \n", " \n", " 0\n", - " 26926.446822\n", - " 35.398592\n", - " -28.047170\n", - " 24834.400982\n", - " -35.398592\n", - " 28.047170\n", + " 33879.045588\n", + " 0.953023\n", + " 28.234590\n", + " 17881.802216\n", + " -0.953023\n", + " -28.234590\n", " \n", " \n", " 1\n", - " 15851.207984\n", - " -8.168405\n", - " 2.930731\n", - " 35909.639821\n", - " 8.168405\n", - " -2.930731\n", + " 21926.906587\n", + " -34.120540\n", + " -24.258716\n", + " 29833.941217\n", + " 34.120540\n", + " 24.258716\n", " \n", " \n", " 2\n", - " 20574.149148\n", - " 2.045961\n", - " -38.745155\n", - " 31186.698656\n", - " -2.045961\n", - " 38.745155\n", + " 21024.131495\n", + " 34.515147\n", + " -20.108912\n", + " 30736.716309\n", + " -34.515147\n", + " 20.108912\n", " \n", " \n", " 3\n", - " 32772.375097\n", - " 26.579393\n", - " -20.420667\n", - " 18988.472707\n", - " -26.579393\n", - " 20.420667\n", + " 30959.590334\n", + " 37.847913\n", + " 10.930599\n", + " 20801.257470\n", + " -37.847913\n", + " -10.930599\n", " \n", " \n", " 4\n", - " 23702.503883\n", - " -25.822980\n", - " 36.066979\n", - " 28058.343921\n", - " 25.822980\n", - " -36.066979\n", + " 22195.363480\n", + " 34.799991\n", + " 24.127694\n", + " 29565.484324\n", + " -34.799991\n", + " -24.127694\n", " \n", " \n", " ...\n", @@ -508,48 +508,48 @@ " \n", " \n", " 99995\n", - " 26866.662068\n", - " 17.575641\n", - " -41.631717\n", - " 24894.185736\n", - " -17.575641\n", - " 41.631717\n", + " 18751.343064\n", + " -9.056593\n", + " -31.237791\n", + " 33009.504740\n", + " 9.056593\n", + " 31.237791\n", " \n", " \n", " 99996\n", - " 29956.888456\n", - " -6.278266\n", - " -41.155643\n", - " 21803.959348\n", - " 6.278266\n", - " 41.155643\n", + " 15982.217814\n", + " 10.264774\n", + " -4.636048\n", + " 35778.629990\n", + " -10.264774\n", + " 4.636048\n", " \n", " \n", " 99997\n", - " 18312.224841\n", - " 2.889360\n", - " 30.365205\n", - " 33448.622963\n", - " -2.889360\n", - " -30.365205\n", + " 21500.397648\n", + " 37.134870\n", + " 17.421818\n", + " 30260.450157\n", + " -37.134870\n", + " -17.421818\n", " \n", " \n", " 99998\n", - " 22043.308470\n", - " 35.238769\n", - " 22.996322\n", - " 29717.539334\n", - " -35.238769\n", - " -22.996322\n", + " 20096.633481\n", + " 34.729102\n", + " -13.953577\n", + " 31664.214323\n", + " -34.729102\n", + " 13.953577\n", " \n", " \n", " 99999\n", - " 34365.323226\n", - " -1.129068\n", - " 25.269800\n", - " 17395.524578\n", - " 1.129068\n", - " -25.269800\n", + " 32336.163405\n", + " -9.613974\n", + " -33.852615\n", + " 19424.684400\n", + " 9.613974\n", + " 33.852615\n", " \n", " \n", "\n", @@ -558,35 +558,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 26926.446822 35.398592 -28.047170 24834.400982 -35.398592 \n", - "1 15851.207984 -8.168405 2.930731 35909.639821 8.168405 \n", - "2 20574.149148 2.045961 -38.745155 31186.698656 -2.045961 \n", - "3 32772.375097 26.579393 -20.420667 18988.472707 -26.579393 \n", - "4 23702.503883 -25.822980 36.066979 28058.343921 25.822980 \n", + "0 33879.045588 0.953023 28.234590 17881.802216 -0.953023 \n", + "1 21926.906587 -34.120540 -24.258716 29833.941217 34.120540 \n", + "2 21024.131495 34.515147 -20.108912 30736.716309 -34.515147 \n", + "3 30959.590334 37.847913 10.930599 20801.257470 -37.847913 \n", + "4 22195.363480 34.799991 24.127694 29565.484324 -34.799991 \n", "... ... ... ... ... ... \n", - "99995 26866.662068 17.575641 -41.631717 24894.185736 -17.575641 \n", - "99996 29956.888456 -6.278266 -41.155643 21803.959348 6.278266 \n", - "99997 18312.224841 2.889360 30.365205 33448.622963 -2.889360 \n", - "99998 22043.308470 35.238769 22.996322 29717.539334 -35.238769 \n", - "99999 34365.323226 -1.129068 25.269800 17395.524578 1.129068 \n", + "99995 18751.343064 -9.056593 -31.237791 33009.504740 9.056593 \n", + "99996 15982.217814 10.264774 -4.636048 35778.629990 -10.264774 \n", + "99997 21500.397648 37.134870 17.421818 30260.450157 -37.134870 \n", + "99998 20096.633481 34.729102 -13.953577 31664.214323 -34.729102 \n", + "99999 32336.163405 -9.613974 -33.852615 19424.684400 9.613974 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 28.047170 \n", - "1 -2.930731 \n", - "2 38.745155 \n", - "3 20.420667 \n", - "4 -36.066979 \n", + "0 -28.234590 \n", + "1 24.258716 \n", + "2 20.108912 \n", + "3 -10.930599 \n", + "4 -24.127694 \n", "... ... \n", - "99995 41.631717 \n", - "99996 41.155643 \n", - "99997 -30.365205 \n", - "99998 -22.996322 \n", - "99999 -25.269800 \n", + "99995 31.237791 \n", + "99996 4.636048 \n", + "99997 -17.421818 \n", + "99998 13.953577 \n", + "99999 33.852615 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 80, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -597,31 +597,29 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -635,14 +633,14 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, @@ -652,20 +650,18 @@ "" ] }, - "execution_count": 82, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -674,6 +670,96 @@ "sns.distplot(df['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Montecarlo with real beam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For the energy we assume a gaussian with mean 48.4 GeV with variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. Inverting this formula we get the value for s." + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mevents\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mE_gauss\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mevents\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mevents\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmc_sampling\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm_e\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm_muon\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0;31m#events_2=np.asarray([ mc_sampling(i, m_e, m_muon, 1) for i in E_gauss])\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mevents\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mevents\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mhstack\u001b[0;34m(*args, **kwargs)\u001b[0m\n", + "\u001b[0;32m~/.local/lib/python3.9/site-packages/numpy/core/shape_base.py\u001b[0m in \u001b[0;36mhstack\u001b[0;34m(tup)\u001b[0m\n\u001b[1;32m 344\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marrs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 345\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 346\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marrs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 347\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 348\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mconcatenate\u001b[0;34m(*args, **kwargs)\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "# E_gauss=np.random.rand(10**6)/500 + 48400\n", + "# theta_star=np.linspace(0,np.pi,1000)\n", + "# events=np.zeros((6,1))\n", + "# for i in E_gauss:\n", + "# events=np.hstack((events,mc_sampling(i, m_e, m_muon, 1)))\n", + " #events_2=np.asarray([ mc_sampling(i, m_e, m_muon, 1) for i in E_gauss])\n", + "# events=events[:,1:]\n", + "# events = events.T\n", + "# df = pd.DataFrame(events, columns = [\n", + "# '$px_{\\mu_1}$',\n", + "# '$py_{\\mu_1}$',\n", + "# '$pz_{\\mu_1}$',\n", + "# '$px_{\\mu_2}$',\n", + "# '$py_{\\mu_2}$',\n", + "# '$pz_{\\mu_2}$'\n", + "# ]\n", + "# )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Berillium target" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -694,7 +780,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -708,20 +794,18 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -851,7 +935,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.1" } }, "nbformat": 4, From 766479e347ad4614f3299b157486bdcdef8ad50d Mon Sep 17 00:00:00 2001 From: lordome Date: Sat, 6 Feb 2021 23:28:19 +0100 Subject: [PATCH 10/39] Angle distribution with sin\theta, px not working --- .ipynb_checkpoints/Project-checkpoint.ipynb | 1266 +++++++++++++++++++ Project.ipynb | 645 +++++++--- 2 files changed, 1750 insertions(+), 161 deletions(-) create mode 100644 .ipynb_checkpoints/Project-checkpoint.ipynb diff --git a/.ipynb_checkpoints/Project-checkpoint.ipynb b/.ipynb_checkpoints/Project-checkpoint.ipynb new file mode 100644 index 0000000..7f151da --- /dev/null +++ b/.ipynb_checkpoints/Project-checkpoint.ipynb @@ -0,0 +1,1266 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Simulation of a positron-induced Muon Source (part 1)\n", + "\n", + "### Description\n", + "\n", + "The production of a high brillance muon beam is one of the most important challenge for the future of Particle Physics. A particularly interesting idea consists of shooting high energy positrons on a target, aiming at the production of muons by means of the process $e^+ + e^- \\rightarrow \\mu^+ + \\mu^-$. To mimize the divergence of the resulting \"muon beam\", the positrons energy is chosen so that the reaction occurs close to threshold (assuming the electrons in the target to be at rest). The main goal of this project is to produce a Monte Carlo simulation of such a process. \n", + "\n", + "### Assignments\n", + "\n", + "The project is split into two parts, which are both reported here for consistency. This group has only to cover _part 1_.\n", + "\n", + "#### Part 1: generate a simulated dataset of $e^+ + e^- \\rightarrow \\mu^+ + \\mu^-$ events.\n", + "\n", + "1. Compute the process leading-order cross section, $\\sigma(\\theta; \\sqrt{s})$, as a function of the scattering angle $\\theta$ and with the center of mass energy $\\sqrt{s}$ as a parameter. Start by computing it in the center of mass system. N.B.: textbooks reports such cross section in the relativistic limit, i.e. for $\\sqrt{s}\\gg m_\\mu$, which is clearly not the case here ($\\sqrt{s}\\sim 2m_\\mu$);\n", + "2. compute and display the angle and momentum components distributions of the emerging muon pairs;\n", + "3. boost muons four-momenta in the laboratory frame, i.e. in the frame where the electron is at rest and the positron has enough energy to give rise to the process;\n", + "4. write a Monte Carlo simulation that generates scattering events following the distributions that you found analytically; \n", + "5. produce a synthetic dataset of about $N=10^5$ (or more) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);\n", + "6. assume a $3$ cm thick Beryllium block is used as target and a rate of positron on target of $10^6$ Hz. Compute the rescaling factor (weight) you need to apply to the $N$ simulated events such that they represent the statistics that would be gathered in a week of countinuous operations;\n", + "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n", + "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm, Dudo) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target;\n", + "9. (optional) take the former point into account when generating the events (i.e. the proccess $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#from jupyterthemes import jtplot\n", + "# jtplot.style(theme=\"onedork\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simulation of positron-induced Muon Source\n", + "\n", + "The main goal of this project is the simulation of a muon source induced by an electron-positron pair annihilation.\n", + "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", + "Moreover, we are not interested in considering the annihilation in the usual Ultra Relativistic limit ($m \\sim 0$), but we are interested in the range of energy close to the threshold for the muon pair production: $\\sqrt s \\sim 2m_\\mu$. \n", + "\n", + "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", + "\n", + "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che cms frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta$ angle, and not on the other angle $\\phi$.\n", + "\n", + "The total cross section can be found integrating over the solid angle. \n", + "$$ \\sigma (\\sqrt s) = \\int_{4\\pi} d \\Omega^* \\frac{d\\sigma^*}{d\\Omega^*} = \\int_0^{\\pi} d\\theta^* sin\\theta^* \\int_0^{2\\pi} d\\phi^* \\frac{d\\sigma^*}{d\\Omega^*} = 4\\pi\\frac{\\alpha^2}{3s^3}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}(2m_e^2+s)(2m_\\mu^2+s) $$ \n", + " \n", + "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", + "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", + "\n", + "As we are considering a case in which we have a stationary target, we need to pass from the CM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", + "\n", + "In the CM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", + "$$p_{e^\\pm}^* = (E^*, \\pm \\vec p_e^{\\,*}) \\,\\,\\,\\,\\,\\,\\, p_{\\mu ^\\pm}^{\\prime\\,*} = (E^*, \\pm \\vec p_\\mu^{\\,\\prime\\,*})$$\n", + "\n", + "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest is given by: \n", + " $$ \\beta^* = \\frac{p_{e^+}}{E_{e^+}+m_{e^-}}$$\n", + "Moreover, as we consider a process in which there is the production of two muons ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $\n", + "\n", + "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $\\sqrt s = \\sqrt{p_{e^-}^2+p_{e^+}^2} = 2E^*$ ( $\\sim 2m_\\mu$ in the considered case).\n", + "\n", + "And so, it follows:\n", + "\n", + "$$\\beta^*_{e^\\pm} = \\frac{\\lvert\\vec p^{\\,*}\\rvert}{E^*} = \\frac{ \\sqrt{(E^*)^2-m_e^2}}{E^*} = \\sqrt{1-\\frac{4m_e^2}{s} } $$\n", + "\n", + "And analogously, $$\\beta^*_{\\mu^\\pm} = \\sqrt{1-\\frac{4m_\\mu^2}{s}}$$\n", + "(The factors we have in the cross section formula).\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Compute and display the angle and momentum components distributions of the emerging muon pairs;" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "It can be also verified that this function is well reproduced at different values of s.\n" + ] + } + ], + "source": [ + "import numpy as np \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "import math\n", + "#import spingi as sp\n", + "#import amonoi as ano\n", + "\n", + "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", + "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", + "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", + "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", + " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", + "\n", + "\n", + "def dsigmadtheta(s,theta, phi = 0):\n", + " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", + "def sigma(s):\n", + " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", + " \n", + "def f(s, theta, phi = 0):\n", + " return dsigmadtheta(s,theta)/sigma(s)\n", + "\n", + "\n", + "x = np.linspace(0,np.pi,100)\n", + "plt.title(\"Angle Distribution\")\n", + "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", + "plt.ylabel(r'Angle distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", + "plt.plot(x, f(s,x))\n", + "plt.show()\n", + "\n", + "print(\"It can be also verified that this function is well reproduced at different values of s.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", + "\n", + "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(\\theta^*, 2\\pi)$. For simplicity we will consider $\\phi^* = 2\\pi$ as the contribution in $\\phi$ is actually neglected.\n", + "\n", + "\\begin{aligned}\n", + "g(\\theta^*) = \\int _{0}^{\\theta^*}dx\\sin x\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2x \\right)\\\\\n", + "\\end{aligned}\n", + "\n", + "\n", + "\\begin{aligned}\n", + "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( - \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)\\cos x+\\left( - \\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)\\cos^3 x \\right) \\Big\\rvert_0^{\\theta^*}\\\\\n", + "\\end{aligned}\n", + "\n", + "\\begin{aligned}\n", + "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos \\theta^*)+\\left(\\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)(1-\\cos^3 \\theta^*) \\right)\\\\\n", + "\\end{aligned}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def g(s, x): #x is a dummy for theta star\n", + " #return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + "\n", + "plt.title(\"Cumulative function for the angle distribution\")\n", + "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", + "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", + "\n", + "plt.plot(x,g(s,x))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", + "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", + "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", + "\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*, cos\\theta^*) $$\n", + "\n", + "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", + "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", + "\n", + "\n", + "If we are consider, without loss of generalities, a boost towards the x axis, the relations between the energy and momentum components become: \n", + "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", + "\n", + "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", + "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2=\\pi-\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2=\\phi^*+\\pi$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4 To find out the inverse cumulative distribution function we sample " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.interpolate import UnivariateSpline\n", + "from scipy.interpolate import InterpolatedUnivariateSpline\n", + "from scipy.interpolate import interp1d\n", + "from matplotlib import pyplot as plt \n", + "\n", + "fig, ax = plt.subplots(1,3, figsize = (15,5))\n", + "\n", + "N = 10**5\n", + "\n", + "#angles on which we sample the inverse CDF\n", + "theta_star = np.linspace(0, np.pi, N)\n", + "\n", + "#three version of inverse CDF sampling\n", + "inv_cdf1 = UnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", + "inv_cdf2 = InterpolatedUnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", + "inv_cdf3 = interp1d(g(s, theta_star), theta_star)\n", + "\n", + "#same plot on each ax of the points\n", + "for i in range(3):\n", + " ax[i].plot(theta_star,\n", + " g(s,theta_star),\n", + " '*',\n", + " alpha = 0.1,\n", + " color = 'grey',\n", + " label = 'Samples'\n", + " )\n", + " \n", + "random_num = np.random.rand(N)\n", + "num_sorted = np.sort(random_num)\n", + "\n", + "ax[0].set_title('CDF sampled with UnivariateSpline')\n", + "ax[0].plot(inv_cdf1(num_sorted),\n", + " num_sorted,\n", + " color = 'red',\n", + " label = 'inv_CDF'\n", + " )\n", + "\n", + "ax[1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", + "ax[1].plot(inv_cdf2(num_sorted),\n", + " num_sorted,\n", + " color = 'green',\n", + " label = 'inv_CDF'\n", + " )\n", + "\n", + "ax[2].set_title('CDF sampled with interp1d')\n", + "ax[2].plot(inv_cdf3(num_sorted),\n", + " num_sorted,\n", + " color = 'green',\n", + " label = 'inv_CDF'\n", + " )\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "#https://stackoverflow.com/questions/6216881/python-interp1d-vs-univariatespline" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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9999721919.407416-27.9683899.34196225438.30022427.968389-9.341962
9999821730.059418-29.184052-1.62532725627.64822329.1840521.625327
9999926961.55061022.504075-14.04721920396.157030-22.50407514.047219
\n", + "

100000 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 17485.642623 3.283367 9.889465 29872.065017 -3.283367 \n", + "1 23274.112071 25.093981 17.408752 24083.595570 -25.093981 \n", + "2 28661.361762 -18.176873 -8.376944 18696.345879 18.176873 \n", + "3 29817.381187 -8.709146 6.876430 17540.326453 8.709146 \n", + "4 29688.947135 -3.713884 11.958806 17668.760505 3.713884 \n", + "... ... ... ... ... ... \n", + "99995 29240.892281 14.375974 -7.875873 18116.815359 -14.375974 \n", + "99996 23310.396827 -10.515891 28.684386 24047.310813 10.515891 \n", + "99997 21919.407416 -27.968389 9.341962 25438.300224 27.968389 \n", + "99998 21730.059418 -29.184052 -1.625327 25627.648223 29.184052 \n", + "99999 26961.550610 22.504075 -14.047219 20396.157030 -22.504075 \n", + "\n", + " $pz_{\\mu_2}$ \n", + "0 -9.889465 \n", + "1 -17.408752 \n", + "2 8.376944 \n", + "3 -6.876430 \n", + "4 -11.958806 \n", + "... ... \n", + "99995 7.875873 \n", + "99996 -28.684386 \n", + "99997 -9.341962 \n", + "99998 1.625327 \n", + "99999 14.047219 \n", + "\n", + "[100000 rows x 6 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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8M2Y72GKRENsPDXDF+mWT13/6ZwfZf2qUvHPcu+8033uqB4D1HQleeE4nl65ro7t/nFWt8Xk9VqUE5YWzEJlcnhNDKeLREN99sqdmZ+/yznFyOMVXHj7CT3af5NjgOE0NEQ73jfPi8zsnb7eYQXHeOd5/26PcueskjbEwb796A5eubaM1Hl3wz4xFQrzz2o184qf7+eh3dnLTpas9+8AgUlLPOcoP8nnHth09fOKn+zk2mATgsrVtvPu6jQyOZ3jP9ZtY257ge0/2zJgP3nb1ej73i0O8astKTo2k+MYjx7hgZTM/3dvLSCrLSCpD90CSo/3jjKVz3LXn1LPu/39/tJe17QlCZjx+dIAVLXFWtDbQ1dzA4b4xjvaP+7rjsBYnB/y+1assbZXI0fWW56u9+0TpZ1f6b6a8svSoMFFjU19kPUNJDvePc9Olq2r2IbUxFuF569p5+zUb+OIDh7nmnOXcd+A0X37oKD/YeYKvbD86edvP3X+I81e0cMHKZk6PTvC8dW1kcvmz/PT655xjYDzNI4cH2N0zzFe3H2V8Isv9B/pI5xyZXJ50Ns/Dh/onr+8bm+Dk0ATpXJ6P3LETgFg4xOr2OIPJNCGM1sTCP8DPZmg8w0/2nOSRwwMMjp/ZZvbufb3k8g6Arzx8lGWNUc7paubSNa2cu2L+BbL9p0b5t3sPcrh/nJdf2MXf/srz+PHuUzPedr5vMi3xKH/86gv46Hd2sWl5E5esaZt3fCKLtdQHR1MHnHMNPs92/Vz37R4Y58233MejRwbpbG7gtZet5pI1rfz+y8+bvH8pB8xWpDQzGqLhyU7CvSdGefs1G4hFwpO3efs1G7jtwSPk8o5XbVnBqeEJeoZSfPfJ46xui3N8MMWT3YPcvbe3OA3kzM//1L0HiYSMVW1x1rQnaGoI88JzO2eIZHal4ymfd/QMJfnSQ0c42DvK9kMDAOw5Mczp0TRb1rSWXQRZ6seo+J+O0dmNpDL0j6W5a89J9p4YYcexIYaSGVriZz6m1WInoaCrxO9Ub0WpoFFhwkM7jg1hwFUblnny+GbGeSuaOW9FM5FQiLddvZ5jg0k+dc9BeoaSxCIh9p0c5e69p8jmHV/d3o0BX7j/EM9b1046m2dte4LV7TN3V5zNwFiavSeGOTqQ5N59vZwaSXFyeIJENMzunmEyuTxvuGINTQ3eH6LdA+Pcs6+Xg72j/P0P9zAw5UP+VEZhnYRoJETPcJJsztHV0sCm5Y30jkzQ1BDhpRd2kcrk+fGukxzpH+fvfrCXkBWOgddcsmrRsZYG2w8c7OP/bNvNyESW81c088qLVvKBV5zHz54+zTuv28h4Osu//vQAnc0xvvZINzuPD/HI4QHi0RBPHB2iuSHMucXjYjbJdI6P/XAvt/7sIGEz3vz8dfz9m59X8a6Gd1y7kc/ff5ifPX1ahQmpG/U4KJzNXAO9ZDrHtx8/xkPP9LO8ubAuTTqbr3rBPhwyVrclWN2W4PL10D+Wfk4BJpd39I1N0DsywVcf7mbLmha+80QPxwaTPHF0kIee6QdgVWucc7uaWNnawNWbO2Z8vFy+0L12qG+MA71jfOxHe+kfSwPQEAmRiIYxg/29o4yksmx7qod4NMQ5nc00REK88uIVtDfGqvo3EfGjaq/RU2v/+cBhNi5v5JuPdrP/1CiDycK48lP3HgTg8/cfAgo56vP3HSIaDtHV0kBnc4z2xhhPHB3k5HCKXceHGZ3IThY2Sv8GxtPsOznKAwf7ONI/TiIWpikWoS0RZUVLA6MT/tnFb7bnYmAsze6eYQ71jdE3muZrjxzlcN84/3r3fiIhI5nJ0dwQ4aFn+ljRGmdFSwMHesdoT0TpHZmgszmmLtsA8v5T3xK27+QoGzoaaSzzw/fZEnMlkuyXHjrK26/ZwMWrW7l4devkz0tn83zip/u5YGUL33i0m3DIuP9AHyeGU0DhA/ltDx7hsnVtpLN5upobeKp7iPbGQnJ4/Ogge3qGOTGc4r4Dp9lxbIhDfeOT993c1cSq1jhNDWHG0zluf+wYoxNZ7njiOL/2gvV84BXnz+v3qMTfIpd3bHuqh1vvPcCf3/4UUBh4vmbLKlLZHG+8ci0PP9PPW1+wgaaGMN95oodo2CaTYOmM3NRBbulygES0cPbu+vOW86ffeIqHnuljx/EhIiHjXddtXPAOKqdGUnz9kW66B5K85IIuLl/Xxuq2BACbOpu470AfUOicWdOemDyTmM3l2d87ylPdQ/xo1wlGUlni0RBbVrfSmohwYijFscEkYxNZ9p4Y4euPHOWpY0Nkco7XX76GS9a00hKPVuVNIBIOcdGqFr6/4wQnh1OsnGWaUclS+sAnEnTHB5P88sd/zv5To7zw3OXc8s7nn3VdmloLh6wwnaMlzoWrhvi1F2yg1DiYyzsuW9fGL/af5puPdvPgM/384kAf4ZCxqjXOsqYYjx4ZYN/JEb75aDe7eoYZT+cAaEtEedXFKzGDP3jF+axbluDLDxc6Ft9+zQY+dc8B1rQn+ML9h9l3coQ/+doThEPGdecsp70xysWrW7h4dSvxaHi20J/Dqw9jXn8IFP9aasdG/1iae/f18tChfvrH0sQiIc5f0cz153XS1dJAIhom7xxXbVzGtqd66B9LE4+GefzIIHtODE92b33m588A8E8/efo5jxELh1jWFCWTcwyOpxlKZhhP55iYskbPJ+85MFmkONI/zsB4mqs3d5B37jk/bz7yecfoRJZdx4c52j9OLBKiIRJiIps76/2ccxztT/LwoX5uf6ybz/7iGfafGgUgbMby5hgXrGxh/bIE565oJptzk4v8bz88QO/IxHN+v1gkxJq2OGuXJdi0vInnb1xG/1gaN8/fcTFdggvl5cLaXlNhogrKOaB6RyY4NpjkNVXYbWC2+Z+zLdw210Edi4RY2Rrntc9bzVAyM/lzbrnnAMcHkpPzgH/29Gl6RyYA+Pf7Dk3e///9eN/k1+uWJbhkTSu/9oIN9I1OsHZZgt+4fvOz4vjVrev42x/spW9sgs/fd4ivb+/munOXc/15c7fLLvYFmss7vrr9KLfcfYCDp8dY3hTjv77mAsDoaIpNFhxefuEKegZTk4uGxiILKyRsXN7E6y9fw7XndPC9J3v4X9/dxTcf6+Zvf+V58+oOyOcd9x04zQ92nCAWCfHWF6zn//yXy/jSQ0fnvjOlD/+tXLSq9VlFil09w7z/tscA+Oe7zrwBNkRCXL6unf/9xku5eHXrov/uc93/yg3L+NHOkzx8qJ/XaQtRqZGlNmiupbxzfOqeA8Xde2L85vWbOW9F86zr0tRq8DWf5zwcMq5Y384V69tZ1hgjk8tz/opmbr33IEcHxjkxlKR/dIJUNs+5XU386tb1jE1kWd/RyPKmGL9+7UZue/DIcxafhsI0tl++fA0jqcKCnJeubeOHO0/w1e1HOT2a5rtP9hAJGWuXJVjeFCOZzpGIRUhEQ8SjYVKZHM+cHmNFSwP5vCPk0zUxRILg3+49yP7eUU4OpUhmcuw9McyK1vjkSZs1bfEZT8zc9uARfuX5a9ndM8wffvkxvv/UCdK5PJuWN/HR11/CwFia6Awnon7pklX0jRa6qaZOPRsoFhpeeO5y7tx1kpdd2EVzQ5TmeISOxhgdzTGaYmHMbDKXlXJnNpdncDzDqZEJ1iyLc+fOk5wYTvGZnx8kk3N85eGjRMPG1x/pJhYOkXeO7oEk4+ksjbHnflwcm8iy9+QIu3uG2XFsiHv29vKRO3aQyT33g//f/XAvTQ0RvvzwEbI5x8OHCp1m6Vyex48M8tfbdk92ccSjIV54bidvunItg+MZ1i1LEA2HznrCzznHZ39+iMFkmsHxDOetaOb4YJLuwSTHB5Pc8fhxvli8/e2PdXP+ihZetWXFvI8DqT4VJmpk+qDqnn29AFywsqXs+/hFKTG0xqO0ro5y0ZTuik/efYDB8TTP37iMwWSG7Yf6+aVLVvHwM/2saI3zmy/a/KyfM5Ovbu9mc2cTmzub+P2XncvffH8vP9pVWCvhwlUtXHvO8or/TqlMjq9uP8o//Ggfg8kMW1a38q+/fhX9Y2neURw8ni3mxVrREuc9L9zEsqYYf/Htnbz+47/gd19yDu9/xXkzviFMtev4MB/+1lM8dmSQi1a18KYr1y6qe+FZRYp8nqs2LOM/HzjMRDbPKy5awcbljTxxdIhwyLh4deuCHmO+mhsibFnTyuNHB7npstU1eUyR6Rby+k+mc+w8PsQv9p+mZyjJtqd6ODWSomcoRd7Bx360l1ze4Vzhw2PIjMJnSGMim8OAj9/1NOOZHJ+8Z3/xemNsIsv3d/SQTOcYTKbpHZ6gb3Si0r/y5O/wVPcQTx0bIpnOEQkbe0+McGIoxaq2+U/lO9o/zqd/dpBDfeNsWd3KF3/7Gr6/48Tcd/S5aDjEC8/rnOwIhNm756Y727FlZly+vp3L17eztj3BUDLDOV3NPNk9SPdAkr6xCY4Ppjg+lCKVKZwZ/cmURT3/9e4DXLaujXgkTGdzjKs2Fgq9IvWqEkVl5xz3H+jj8/cdYt/JERwQMianHA+nCh+k/+OBw7QlomxZ3cqWNa2sbU/w2JEBNnc18+NdJyen1bbGI7zt6vW0N8ZY2Rrn9Zevmdd7SjhkdDY30NncwCsvXsnJ4QluuHT1nOv6lETCITpbGuhsaeDt12ygPVGYFpbN5+kdmWDj8iZuf7SbnHM8fnSQh4rFg1uK3RXRsNEQCfPpnx3k1MgEY+kspeaDtkSUrpYGfvPyNRwbTNISL9w+nc0zkcmzuauJnz3dSyIWYU/PMKOHs5O/UyIWZkNHI6+7fDVbN3bw8KF+QmbPKqrMxazwcxKxwtS86Sdif+0F6/nHH+/jUN84PYNJfrDzBHfuPsmV69t5yQXzWyNoPpxzTGTzJNM5jvaP890ne/iVq9YyOpFlcDxNKGREiu/7pXHAQtXLiRQVJjxyz75eWhoirF7AoM7P2hJR2hLRyfUSsjk3mUAX4rwVLXz63Vv5n9/ZybceO8Zbb32At75gPX9248W0NS5+wchTwyn+84HD3PbQEU6PptnQ0cgbrljDR19/yWTFeS7zeWM5W+IwM266bDUvPHc5f/m93fzr3Qf4xqPd/N5Lz+UtW9c/5/bHBpP8270H+Y8HDtOeiPKW56/jivXtFZ1OEQmFuHRtG89b1w7AL19e6FbYcWx4zt9nIc72t9yyupWnjg1xbCBZsceT+ubVG/XhvjH+/od7GU5leeBg3+Q2ly3xCO2JKFvWtNIajxIy48JVLYSs8Pp3zpF3hW6CvIP9p0ZwDjZ3NnGgd5RNy5umXDfKcCrLwVOjbD9cWDTx3+87xLLGKA8c7OP5G5dx1YZlkwvdzmb6WTXnHIf7xnnoUD8PP9PPw4f6n/VBG+Bbjx8DCvOgN3Q0cvXmDl5yQVfxrP3sUwsyuTyfvPsAH7/rabJ5x8fecjkTmZzvixJeToGYzsxob4xxw6WruOHSVTPeNpd33HTZKv7t3sIHiNZElMeODvLIoQHufbpwUmRZY+GDxONHB+hsbsBROKOazTt2HR/mqWODtCViXLSq5Vlt2H49YSLBVu6H60r9zLkc7R/n7f/2IPcf7KOpIcJLLujikjWtrGqLEwkVzt6PTWT5l588zdqORnYdH2ZXz/DkSZyS5U2F12pjLMKHX3sxsUjId6+hSCjE6rYEb37+OtLZ/OTi+IPJDD2DKU4Mp1jTHufRI4OksznOX9nC8uEULzqva3JK2bplicnp4DP9fm+/ZgOdzQ3PKtROf+8pPVePFN/PKmnqekJvv2YD//Tjp3ngYB8PHern5R+7m+dvXMart6ykq6VhUY/zybsPsPfECKFQ4fc42j8+Of3m73+0F4C//cEeAP562+7n3P9/fHsHYTOaGsLc9tBhDCOXz/Pa562ho2nx6wsFoXihwoRHHjsywKbOprpemKXc5FvOC+X8FS384SsvoGcoyb/97CA/3n2KD914EW+6cu28t22byOa444nj/OcDh/nIHTvI5h2vuHAFv/3iczjYO4qZefq8tDfG+NhbLi9Mx/j+Hj76nV38n+/vYX1HIx1NhUWP9pwc4anuQcyMX926jj+94SK2PeXvwf1inbeiGQP2nRop+z5BSMISfNlcnvv2n2bbUz3sOTHCn99eKMSe29XEu67dyDXnLOdA7+jkNIWZBmMzHatTb3O26XivvWw1/3zX06xsbeDbjx/nwWf6uOOJ4wBEw8Z3njzOlRva2dDRyMqWOIf7xibvm0zn+I8HDnPnzpP0DCWftcBve2OUrRs7uHBVK2+6ci07jg3R1BDhdc9bzX/cf5gVrQ08fKifn+w+ydcf6SZksKGjiaFkhsvWtrGqrYG8g909w3z0jp185eGjJDM5XnXxSq5c386bn7+u6tvX+fFnVVs4ZPxw50k2LG9iw/KmyePm8/cd4vhgkiP94xzpH2dwPMPde3vpG0sTssIHlEjIyDnHgd4xhpJpMjlHLBIiEg7xDuVSCbhydgb67c8/zI93n2J5U4yP/PIWwmYzrvvV1BB51usLCkXBkVSGr27v5jeu38TXtndP5u+FTvmttdsePIKZsawxxrLGGFvWtD7nPWu2v2NQ8mRXSwO/fPkaXnx+J92DSb780BFe9vc/5Xdecg5txTWOyh07ZnJ57njiOP9eXBfDAZ3NMZ6/cRmbljfRGAuTiIa59tzl3H+gcNLgwWf6uXJ9O3nn2H5ogMvWtfHYkUEuWdPKY0cGGZvI0pKI8NiRQf7Ht3fyv7+7m3det5F1yxLV/cP4gAoTHhidyNI9kORSH+4wMD2p+OmDXSwS4s9uuphfvnwNH779Kf7r157gX+/ez3teuIkbL109Y6XztgePMD6R5b4Dp9l+aIBvPX6MI33jZPOOlniEd167iXddt5FNnU0APHN6bMaf4YWtmzr4xu+9kEePDPCdJ47zgx0nODaQ5HDfGOuXNfKBV5zPr75gPWvb/ZOoqvm3amooLNj59MnRqj2GCBQW/H3q2BCPHC60sj5wsA8zJlsuM7k89+zrZTiZ4YsPHmZPzwg5V9jW8ZzOJt7/8nMZSWX5wCvPLNzb+2D5XWNnG/TNdHlbY5Rzu5p5+zUbaG6I8rar13N8KMWjhwf40kNHGEvn+MzPniF7lu6JkMHK4gK/z1vfxgs2dXBeVzOhUKFz7IZLV03uILG+o5FNnYUB+W+/+Bxyecff/2APe06OsPfEyOQZoalKi7x99PWX8IJNHb4ZwM73PW62NZxqYbGPEw2H2Li8iY3LmyYvO9txlss7HjsywJ998yn+x7d2cODU6Fmnn4oEUSaX5959vfzHA4e5e28vbYkor96ykn/8tStoaojM63X3lYePFvNwZMa1I8Rf2htj/P7Lz2NVa5wf7TzBP/74aeLREFs3dvCi8zpnXP8HmNz97rtPHuf2x46RyuRpb4zy8otW8Lx1bfzhK89/Ttf1r25dTzbnePs1G541VeUlF3TN2kFy24NHuGpjO5/9+TN85ufPsLwpxmsuWeWrcX+lqTBRJWdLZMeLi0VWuvIV5D2O5/NYl65t4/bfv55tO3q49d6D/MW3d/KRO3ayubOJWDhELBLizl0nONA7xuB4enIeoFlhZ41rNnfwh6+6gH0nR3jHtRtrFvdCXbWh0JJ9/orCgLAShSK/fCiYr/NXNnPvvl4+87NnztoyLjIfU6cxbD/Uzz/+eB+nigv5fuPRY8+5/dce6QagKRbmyg3LuP68Tt5x7QaODSZpiISfNbgo54NvpV+PZsba9gRr2xOMpLK8/ZoNZHN5To+mOTmc4vbHCr+TAfFomPdcv4k7d52cHCzNVzhkk2fnX7NlFa+5ZCV7T4zQVyxk7Dw2xAdfdQG3P3aMF2yaeSvNpcjPebh03G7d1MG7X7iJ/adG+dx9h/i1reu5fH271+HJEjX1NTOUzPDwM/18f0cPd+89VdyKd3xynr6Z8YX7D5HK5Lhrz0la41F6hlKcGEqy4/gwe04Mc9/+Po4PJRlP51jeFOOXtqzk//7aFdzx+PE5t6v3++s3CPwSZ2GayUYuWdPK//j2Du47cJqXfuynXL6uneaGCOlsjmgkRP9omj0nR3jwYB+nR9M0xcJcvKqV//ZLF3Lw9NjkFteV7Lq+aFUrf/fmy3nTlet4z78/xK/ecj+3v++FFfv5fqPChAe6B5KYwZoKVLz88qKutVDIeN3z1vDay1azu2eEu/ac5InuIXYcGyKdzeNcYcukc7uaWdkaZ1VbnA++6vzJ6Q5Xb+5g/6lRX3WEzGS29m4/x1xpU4/x81Y0c/feXg71jT1r4c2l9jeRhZkrX/7Dnfv45mPHuGpDO//z9ZdwoHeMNz9/Hd9+/BjOQc458vnCGY9tT50gHDpz1uM1l6yqyO401TqOI+EQq9oKuXDn8eFnXbeyNT45oKqEzuYGOs8708E2msrOq5C4VN/X/KZ0PIbM+P9eezE/3XOK2x8/xrkrmmkuc5tzkZks9DWeyzueOjbEw4f6+fC3nsK5QmH03K4mVrbGOberaTKX5Z0jlcljZhwfTPHI0ADJTI4HnunDucKaP63xKG9+/jqcKyxGHw5ZoI7t6TvsaRy0OJevb+etL9jA0KUZMrk8d+89xQMH+/j5/tOTt1nbnuCF53Zyw6WrePmFK7j9sWPPWfR4JotdK+W6c5fzWy/azGd+/gwf+sZTvPKi+txVJDivvjpybGCczqaGee0/7jd+GTiaGVvWFFZChufOyZ6qvXHxC8fUQrXfXGr93FXy8da1N2IUFv6s1Y4gsjQ8crifbzx6jK0bl/G191432Ya5qi1Oy7QtLJc3N8x7bZup/NzdNt+5w7UeDC+FwXcl12eqlEg4xJuuWss//fhp7j/Qx6ursNW5LE3lHO/OOXYeH+YHO0/QP5amoynGB15+Hted28m+kyO8+4Wbzvqzpo4J3/qC9dz20JHJHdfms/uDLA1tiShvv2YDf/DK8/nPBw5zw6WryOYcP9x5YvJY88K6ZY386Q0X8b++u4tljYUtp+uNJkB54NhgkrVLYAETqY3FvKEG7c04FgnR1dKgnTmkoiYyOX6w4wRXb+rgjVeurVgbZtBeXyJns6IlzsWrW3ngYN+zduqYiY59qZRkOsdtDx3htoeOEAuHeOe1G/njV1/AH7/mQq47d/m813Iobcs8l0odw9V4Lcy0HpyXvH78agpZYZvWVW3xZx1r07tVpqvW3+Q9L9zEFevbuWvPSbK5/Nx3CBgVJmpsdCLLcCq7qGkc9ZwA5nLbg0dq8vvXw9+4Hn6HmaxtT3BsMLmo/Z5Fpr4+7n36NGPpHB9+7cWEytwm2EuLaQmd732D3GFVicf067HgVVwvuaCLZCbH40cHPXl8WVo+ftd+PnH3fnb3DHPDJat438vP4+LVrRWderYQfs0Ltaa/w8wW+j5bzv1CIeN9Lz+PgfEM33uqZ0Hx+ZkKEzXWW1xQbcUi98r1gp8SUL0UJ/y6wKifrV2WmCzwiSxWNpfn/oOnuWRNayAW9auX17HUTrmFl3LO+m3oaKSzOcauaeuUiFRK6Zg70jfOrfceIJnO8TsvPoeXXNC1qCl0QTLX61KWnqnHwSsvWsGKlgY+dc/Bed/X71SYqLHTxcJEV3PwChN+FKQXm1RGaZukmaZz6HiQ+dp3cpRUJq/dImag15P/efEcbVndyoHeUZLps0/nECmZ73E6ksrwW59/mEzO8TsvPudZW9wu5ucu9D4ifjpuQiHjms0d7OoZ5tRIyutwKkqFiRrrHZ0gEjLaGqNz31iWLD8lQL9Z3ZYoLoB59hWQRWDu19KTxwZpjIU5t6u5Kj9/KZhtvvNsZ/30Nwu2LatbyTvYd3LE61CkTv357Ts4eHqMt1+zgVVt8ao+lp8XI5byLIUph9NtWdMG8JxdtoJOhYkaOz06QWdzw1nnx/nhgPeLoP4tghp3EMQiITpbGjgxPOF1KBJw4+ksu3uGuXRtm2ctwuXkimrnE7/nq1qcFfXyb+D3v/906zoaaW6IsKunvgbE4g/7To7wnSeO8wevOH/BBWO/qkUuD1o+kZnNNQWvLRHlqg3t7Dw2VMOoqk+FiRrrHZmgszkY21aW1GJFYTk7DZqfrau5YXJalMhC3X+gj0zOcWnxzIMf+PH1Nl0QYpTqCZlx3opmDp0e0yLEUlGZXJ47njjOOZ1NvPdl53gdjlTYXO8dem+ZnxsvXc3xoRT9Y2mvQ6kYFSZqKJvPMzCepjOAC1/ORR+cpZY6mxvoH0uTy2tQLAv38KEBwmZs6Gic1/2CmHOCGLP414aORkYmshwbnH3rZh1zMl/fe7KH/rE0f37TxTREwl6HI0V+eC37IQa/ecXFKwA40DvqcSSVo8JEDfWPpsk77xa+9MuL2i9xLEa5v0M9/K6LUa3fv6slRs45Bsfrp0ostbf9UD9r2uPEIpV9K/TbHvOyMHreZre+WMx77Mjgc67T300WwjnHp+49yIqWBl5x0Yo5bz+fdWv8tg2x17yOzU/TE736W1Ticc/pbKIxFuZwX/2suabCRA2dHi20nndqR46q8zrpVlK5W70FzWJiL72Gekc1nUMWJpPL82T3EJumrPYe5NcTBGOBSb/GJfOzqjVONGwzFiZEFuL+A33s7hnmRed1Eloi24LK0lPJ90AzY+PyJg73jVX1cWpJhYka6ivOAfJTYaJaB26QXhAzrSAv/lZ6DWmdCVmo7oEk6VyeTZ0zb0MXZIvNZUHOhX5YTNSrx6qlcMhY257g0SMDXocideLbjx+nuSHC5evbvQ5F5Fm8zuNnO+mwaXkjfWNpRlKZWodVFSpM1NDgeIaGSIh4VH92qaxaJU2vk3NJU0OERDTM6VFN5ZiLmX3WzE6Z2Y4pl33UzI6Z2ePFfzfNct8bzGyvme03sw/VLurqK51hmO/6ErPxy2tjKq39I9W0vqORnceHSGVyXociATJTbsjlHT/cdYJXXbyCaNg/Y+Rq5jHlyLOr5N8nCN2EC7WxOIapl+kc/nn1LwGDyQxtiSh2lq1CpXz1llxkfrpaGjSVozyfA26Y4fL/55y7ovhv2/QrzSwMfAK4EdgCvM3MtlQ10ho6PpRiQ0cjTQ0Rr0OZkfKblMurY2Vte4JMzvHxu/Z78vgSDOUcn8+cHmNwPMONl62uQUQyE62dFkxr2hNEQsaRfhUmZJ6GxtMsawzWVqHzoWS1NHn1vHc2N0yu2yKzc87dC/Qv4K5XA/udcwedc2ngy8AbKhqch04Op7hgZYvXYQSacv7StqI1DsApTambkzrXzm7HsSEaY2FeekHX5GVByi+3PXgkUPEuBUtlqnokHGJVW5yeodl3SAoSFSZqaDCZoa0x6nUYIovil6S8vDnGSCpLJpf3OpSger+ZPVkcMC+b4fq1wNEp33cXLwu8bD5P3+gEF6xs9joUWSL8kjcrqbMpRsigdyTldShB8DnUuTar/b2jXH9eJ9989JjXocgSFtQ8vbIlzsnh+igQqzBRI+lsnvF0jvaEChN+oO38gq/0WhoaLyz4o+dwXj4JnAtcAfQA/3eG28w058zN9MPM7GYz225m23t7eysWZLWcLm7dfOGq2Tsm6ul4qqffxW+Csr5PNbZTjIRDbFre9KyOCR1rM1Pn2uyGkhn6x9Jcs7nD61BkAer1NR+k32tlawOjE1n66qCLWIWJGhkcLyzS117HUzlEaqn0WhpM1sdKxLXknDvpnMs55/LAv1EY/E7XDayf8v064PgsP+9W59xW59zWrq6umW5SU3O11Z4aLpzhPX+FpnLMJkiDMvHOuSuaNZVjcSrauRa0IjHAoeJCxFcHtDChXLl0+eW5X1mcVrfv5KjHkSyeChM1UvrwpI4JkcoovZZKRT8pn5lNXWHsTcCOGW72MHC+mW02sxjwVuCOWsRXbSeHUxhwTlf9bRUaJH4Z1MnCnb+imb7RCXL5GZup5Owq2rkG/isSl+PQ6TFikRBbVrd6HYpUiXJ9dZ0pTIx4HMniqTBRI4PFdvP2Jb7GxEKSk9/2pRd/aE1EMdQxMRcz+xJwP3ChmXWb2W8Bf2dmT5nZk8DLgT8q3naNmW0DcM5lgfcDPwR2A191zu305JeosJPDEyxvbiAeDXsdikignbeimbyjLlqIa63SnWtBdahvjI0djURqvE2oxo3+ol1BFq4lHiERDbO3DgoT/twnrQ4NJtOEDFriS7swIVIp4ZDRmohOFv1kZs65t81w8Wdmue1x4KYp328DnrMgW9CdGklNnmGYiwZBS4+e8/Kdt6KwgOypkYnJXTqkPGa22jnXU/x2zs414BiFzrW31yjEqkumc5wcnuCyte1eh1J1yitSLWbGytYG9p0Y4dI1bV6HsyjqmKiRofEMrfEo4dBMXXkishBtiaimcsi85J2jfyxNZ3OD16FIHVpqHz4eOTwAoK2b56DOtZmdKK73s7Y94XEkEiRLLc+WY0VrnB3Hh3Au2NPq1DFRI4PJDG1aX0LmoRqrqNeb9sYo3QP1sXez1MZwMkPeQYcWIq4J5an61hAJ09QQYUAF4rNS59rMSoWJVW3qthFZjM6mGKlMnmQmR2MsuB/v1TFRIyOpDK0qTMgcNIifn/ZEjKFkhnzAK8RSO/2lHZKalI9FKmFZY5QBTamTBTgxlCIRDdMaD+4HKRE/6GgqnGzpHwt2kViFiRoZSWVpVuIVqaj2xii5vGN0Iut1KBIQA2OFD1DqmFg6/FLw9UsclbasMcZAwAfD4o0TQ0lWtcUxW/w053p9fYnMZuoxv0yFCSlXOptnIpuntWFpFib0ZiHVUtrlZkhn66RMA+NpDGhb4jskiZQsduerZY1RBtW5JvOUd46TIxOs0qKpgaSxvb+UTrYEvXtNhYkaKJ3NbdaOHFWlJLn0lNZt0ZahUq6BsTStiSiRkN7+gkq53l/aG2OFzrWUOtekfIPjGdLZvNaXEKmAhmiYxlhYHRMyt5FU4UNTi6ZyiFRUa7HYV3qNicxlYDzNMnVLiFTMsskzdcEeEEttnRgqLFxd6phQwVEqbakdUx1NscDnYRUmamCkeBZBhQmBpZcoqykRCxOyM68xkbkMjGcmP0iJyOKVCn1BbyGW2jo1UthidkWrtm6WhdOY+oyOppg6JmRuZzomdJZOpJJCZrTEoypMSFmy+TzDyczkIlEisnjtxULfYMDP1Elt9Y+laW6I0BAJex2KSF1Y1hhjcDwd6PV+VJiogZGJLCGDxpiSr0ilNTdEGJ3QmTqZ29B4BseZ1nOdaRFZvFgkRFNDJPAtxFJbfWPpyS0ORfwoaGOEjqYYeQdDAV53TYWJGhhNZWluiBCqwHZIIvJsLfGIOiakLKVWc60xIVJZyxqjmsoh89I/lma5ChMiFdNRB1uGqjBRAyOpLM1aX0KkKlriUYZVmJAyDBen1ZV2cxGRymhPRDWVQ8qWyRWm1aljQqRy2otjm6EAF4lVmKiBkYkMLQ0aCEvlBK29rJpa4hHGJ7Lk8sGdUye1MZLUej8iZ7PQ95aWhNb6kfINjKVxoMKESAW1FgsTwwHeqU6FiRoYSWW1I4cPePVhXkWE6mqJR3DA2IQGxXJ2w6ks8WiIWERvfSKV1BqPMpHNM5HNeR2KBECp1Xy2qRwaN4nMXzQcIhENqzAhs8s7x9iEpnKIVEupG0ln62Quw6mMuiVEqqC1OMZRHpZy9BULEx3N/tsqVEURCbKWeIThZHDzsAoTVTaezpF30NKgwoRINZS6kUa0M4fMYSSVnfwAJSKVUyr4BflMndRO/1i6sJuLdqsTqai2RDTQeViFiSobLbaXN+ssnUhVtOhMnZRpOJWhVblYpOIm83CAz9RJ7ZR25DDtVidSUa3xKMPaLlRmM14sTDSqKixSFc0NpcJEcBOxVJ9zjpFkVlM5RKqgVR0TMg+DyTTtjVr4UqTSWhMRRlLBXRBehYkqG0sXFoJq0lQOkaqIFBf7UceEnM14OkfOOVoTysUilRaPhoiGTXlYyjKUzGjbZpEqaE1EA70gvAoTVVY6MDSPTqR6WuKRyWlTIjMpnclVx4RI5ZkZLfFgz22W2pjI5khl8ipMiFRB0LvXVJiosrF0aSqHztKJVEtTQySw1WGpjdKZXC1+KVIdLfGIOiZkTqUdA9rUvSZSca3Fgl9Q15lQYaLKxiZyxKMhwiEt8CNSLU2xMGMTOa/DEB8rvUlr8UuR6gj6omtSG0OlXKyOCZGKK518GQpokViFiSobT2dpUreESFU1NUQmu5NEZjJcfJNuUceESFW0qmNCylAqXrWpSCxScU0NEUKmjokZmdkNZrbXzPab2YdmuN7M7J+L1z9pZldNua7dzL5uZnvMbLeZXVfNWKtlbCKrhS9FqqypIUIynSPvgrkKsVTfSCpDIhomElY9XqQaWuJR0rk8Exl1r8nshlLqmBCpllBpvR8VJp7NzMLAJ4AbgS3A28xsy7Sb3QicX/x3M/DJKdf9E/AD59xFwOXA7mrFWk3j6ZwWvhSpsqZYGEfh9SYyk9GJrLolRKqo9PoaVteEnMVQMkNjLExURWKRqgjygvDVzApXA/udcwedc2ngy8Abpt3mDcAXXMEDQLuZrTazVuAlwGcAnHNp59xgFWOtmrGJLI3qmBCpqlJXkhbAlNmMqntNpKqai4WJoA6IpTaGtVWoSFU1B3hB+GoWJtYCR6d83128rJzbnAP0Av9uZo+Z2afNrGmmBzGzm81su5lt7+3trVz0FeCcY2wipzUmRKqstOuN1pmQ2YxN5FSYEKmi0lgnqANiqY3hZEaLEItUUVODOiZmMtM2FNMngM92mwhwFfBJ59yVwBjwnDUqAJxztzrntjrntnZ1dS0m3oqbyObJOUdTg6ZyiFRT6TWmnTlkNmMTWZqVi0WqprlBBWKZ25A6JkSqqtAxkcMFcN21ahYmuoH1U75fBxwv8zbdQLdz7sHi5V+nUKgIlNJZA3VMiFSXpnLI2eTyjmRG3Wsi1dRYLPwF9UydVF8ml2csndPClyJV1NQQIeccqUze61DmrZqFiYeB881ss5nFgLcCd0y7zR3Au4q7c1wLDDnnepxzJ4CjZnZh8XavBHZVMdaqKC3Ep44Jkepq0lQOOYvScaGpHCLVEwmFiEdD6lyTWZW2k23VQsQiVVPqXgtikbhqmcE5lzWz9wM/BMLAZ51zO83svcXrbwG2ATcB+4Fx4Dem/IgPAF8sFjUOTrsuEEpnbxt1lk6kqsIh04BYZjXZvabChEhVBXnRNam+0eJWodohSaR6phYmuloaPI5mfqqaGZxz2ygUH6ZedsuUrx3wvlnu+ziwtZrxVdvYZMeEErBItTXFNCCWmZUKVs3KxSJV1aTChJxF6Qxuc4OmcohUS1OAp9VpE+EqOtMxoakcItXW1BBhXFM5nsPMPmtmp8xsx5TL/t7M9pjZk2Z2u5m1z3LfQ2b2lJk9bmbbaxZ0hY1OdkwoF4tUU1MsuKvBS/WNlAoT6pgQqZrmAK+7psJEFSUzOcJmNET0ZxaptqZYWFM5ZvY54IZpl90JXOqcex6wD/izs9z/5c65K5xzge1gK705N2tanUhVaSrHzFQgLlCRWKT6GmMRDHVMyDTj6RyJWBizmXZFFZFKamqIaPHLGTjn7gX6p132I+dc6Y/1AIUdkerW2ESWkEFc3WsiVVXoXMuRD+A2dVX2OZZ4gRhgNJUlEQ0TCenjh0i1hENGIhZWYUKeLZnOktBAWKQmSnObg7hvs8d+E/j+LNc54Edm9oiZ3VzDmCpqdCJLUyxCSEVikapqagjjOLMrmRSoQFwwOpHVNA6RGghq95oKE1U0nsnRGFVhQqQWGmNh8g4mssHbt9krZvZhIAt8cZabXO+cuwq4EXifmb1klp9zs5ltN7Ptvb29VYp24cbSOS1CLFIDQZ7b7LG6LxBDsTChXCxSdU0NwVzvR4WJKkoWp3KISPWVFplN6kxdWczs3cDrgF93s7SZOOeOF/8/BdwOXD3L7W51zm11zm3t6uqqVsgLNjaR1ZxmkRpoUmFi3ipVIC7+LF8XiUdTKkyI1II6JuQ5kumcduQQqZFEtDDYUQvx3MzsBuBPgdc758ZnuU2TmbWUvgZeA+yY6bZ+NzqRVceESA1MFiaUh8tSyQJx8Ta+LhJrKodIbTSrY0KmG8/kSGgqh0hNlLqTxjPBS8TVZGZfAu4HLjSzbjP7LeDjQAtwZ3Gl91uKt11jZtuKd10J/NzMngAeAr7nnPuBB7/Coo2pMCFSE6Wz4UEcENfaUisQZ3J5JrJ5WpSLRaquqSFMKpMnmw/W9GZlhyrJ5vOks3kS2p5OpCY0lWNmzrm3zXDxZ2a57XHgpuLXB4HLqxhaTWTzhcFwk7rXRKquMRbG0FSO6YoF4pcBnWbWDXyEwi4cDRQKxAAPOOfea2ZrgE87526iUCC+vXh9BLgtqAXi0VRx22YVJkSqrjF2pou4NR6cPgRlhyopfTjSVA6R2ii91jSVQ6Y6k4v1didSbSEz4tEw49q6+VmWeoEYznTRqDAhUn1Tx8St8ajH0ZQvOCWUgCkNhrX4pUhtJFSYkBmMKxeL1FRjLKw8LM8xWZjQGhMiVXemYyJYRWIVJqokmSmepdMaEyI1EQmFiEVCJAOWhKW6xtW9JlJTKkzITDSVQ6R2JjsmJoKVi1WYqBKdpROpvcaoBsTybKVClaZyiNRGYywSuLN0Un2jxWNCCxGLVF/pdRa0MbEKE1Wiec0itZeIhSe7lURgSseEutdEaqIxFtYixPIc4xNZYpEQ0bA+eohU25k1JoJVJFZ2qJLx4ocjbRcqUjsJtRDLNJrKIVJbmsohMxlL57Q7kkiNRMMhomELXC5WYaJKkuksBjRE9ScWqZXGWERn6uRZxtM5wmbEIsrFIrWQiEWYyObJ5vNehyI+Mp7OqotYpIYK0+qCNSbWSK1KxtM5ErEwocLe0yJSA43apk6mSWayNMbCmHKxSE2UupNUJJapxiZyNDWoY0KkVgrda8EaE6swUSXJTE7TOERqrLTGhHPO61DEJ0pFYhGpjUZt3SwzUMeESG0FcVqdChNVkkznNKdZpMYaY2HyDiayaiGWgnHlYpGaKn34DNqAWKpLa0yI1FYQd0hSYaJKdJZOpPZ0pk6m01k6kdoK6mrwUj3ZXJ50Nk+jtgoVqRl1TMikVCZHXFM5RGoqES0MejS3WUrUvSZSWyoQy3TaHUmk9koLwucDNL1ZhYkq0RoTIrVX6lIaz+hMnYBzTt1rIjWmqRwy3Vixe6ZJ3WsiNdMYC+OAVIBysQoTVeCcU8eEiAd0pk6myuQc2bzTVA6RGoqGjUjINJVDJk12TGhXDpGaCeKYWIWJKsjkHHmHOiZEaiyhbepkitIHI7UPi9SOmQVybrNUz9iEOiZEau1M91pwisQqTFRBKlN4M1bHhEhtlYqBpdegLG2lD0YqEovUVmluswhojQkRLzQ1qGNCKKwvARCP6s8rUkuRkBEOmQoTAqh9WMQriVg4UGfppLrGJrvX1DEhUiulkzIqTCxx6pgQ8YaZkYiGSWbyXociPlAqEjdGNRgWqSVN5ZCpxidyxKMhwiHzOhSRJWNyenOATtaVVZgws2+Y2WvNTIWMMpQKE2ofFqm9eDQcqCQ8H8rF81NaiVq7cojUViIartupHMrD8zeWzqpbQqTGSifIgzQmLjepfhJ4O/C0mf2NmV1UxZgCL1U8W6uOCZHaS0RD9TyVQ7l4HjStTsQbiVj9FohRHp638XSOJhWIRWoqZEY8GgpULi5rtOac+7Fz7teBq4BDwJ1mdp+Z/YaZRasZYBBpMCzinXg0XLeFCeXi+UlmcoQMYmHlYpFaSkTDZPOOTK7+ptUpD8/f+IQ6JkS8kIiGJ7tHg6Ds0ZqZLQfeA/w28BjwTxSS8p1ViSzAtMaEiHcSsfptIQbl4vlIZXLEo2HMNK9ZpJaC2EI8H8rD8zOeyWlHDhEPJAI2vbms8qWZfRO4CPgP4Jedcz3Fq75iZturFVxQpTI5IiEjqrN0IjVX52tMKBfPQzKT01o/Ih6YXHQtnaM1Xl9NBMrD85dMqzAh4oV4wNb7Kbev6tPOuW1TLzCzBufchHNuaxXiCrRkJq9uCRGPJIpTOZxz9XimXLl4HlKZnBa+FPFAqSBYp9PqlIfnIZd3TGTzysUiHkjEwvSOTHgdRtnKPaX/lzNcdn8lA6knpfZhEam9RDRM3kG6Duc2o1w8L8m0crGIFxL1PZVDeXgektqpTsQzdTWVw8xWAWuBhJldCZROP7YCjVWOLbAKhQlN4xDxQnzyTF2ehkh9DISUixcmlcnT1hjzOgyRJWeyMBGgFuK5KA8vTHJy22YtfilSa0HbunmuLPFLFBb3WQf8w5TLR4A/r1JMgZfSvGYRz5SKgslMjrZE3cxtVi5eAK0xIeKNeKwuOyaUhxcgmc4CaI0JEQ8kYmd2SArC2odnLUw45z4PfN7MfsU5940axRR4yUyedp2lE/HE5NzmAFWI56JcvDCFIrH/34hF6k09rjGhPLww45rKIeKZ+JRcHPjChJm9wzn3n8AmM/vj6dc75/5hhrsteVpjQsQ7iTo8U6dcPH+ZXJ5s3ikXi3ggHDJikVCgWojnojy8MKVjQB0TIrU3dVpdSwB2SJprKkdT8f/magdST3SWTsQ78To8U4dy8bxNLrimwbCIJwqLrtXVIsTKwwswnlYuFvFK0E7WzTWV41PF//9nbcIJPp2lE/FWvA5Xg1cunr/SVB7lYhFvBG01+LkoDy9MMpPDUC4W8ULQdkgq67S+mf2dmbWaWdTMfmJmp83sHdUOLohKZ2mVgEW8EbQkPB/KxeVLaV6ziKfi0XC9da4BysPzNV7ctjlkNveNRaSigrZDUrnzDV7jnBsGXgd0AxcA/61qUQVYqti2qMKEiDfCISMWDtXV4pdTzDsXm9lnzeyUme2YclmHmd1pZk8X/182y31vMLO9ZrbfzD5UyV+k2pIqEot4KhEL1jZ186Ax8TykMjlN4xDxSGmHpKAUicstTJRWy7gJ+JJzrr9K8QTembN0WmNCxCvxaGiySFhnFpKLPwfcMO2yDwE/cc6dD/yk+P2zmFkY+ARwI7AFeJuZbVlg3DVXmtuujgkRbySiobrsXGMBeXipFogBxtNZ5WERjwSti7jcT8/fMbM9wFbgJ2bWBaSqF1ZwaSqHiPcSsfqa2zzFvHOxc+5eYPrA+Q3A54tffx544wx3vRrY75w76JxLA18u3i8QzuRiFYlFvFBva0xMsZAx8edYggViKLSQa0cOEW8EbYekskZszrkPAdcBW51zGWCMAA1Qa0ntwyLei9fpgLiCuXilc66n+DN7gBUz3GYtcHTK993Fy57DzG42s+1mtr23t3cB4VReUmtMiHgqHguTzubJ5Z3XoVTUQvLwUi0QQ2GNCU3lEPFOkHZImmu70KkuprB389T7fKHC8QSe1pgQ8V4iGmYomfE6jGqpVS6eaaWyGT9hOOduBW4F2Lp1qy8+haTSOaJhIxJWx4SIFxL1uXVzSSXy8LMKxGZWboH4mtl+oJndDNwMsGHDhnmGUx3JTE4FYhEPBal7razChJn9B3Au8DhQ+s0cKkw8h1aCF/FePBrm5HD9zTarYC4+aWari4Ph1cCpGW7TDayf8v064Pg8H8czyUxOBWIRDwVtbnO5ajwmLrtADP4rEued01QOEY/Fo8FZiLjcjomtwBbnnOdJzu9SmRwhg2hY2yKJeCVI1eF5qlQuvgN4N/A3xf+/PcNtHgbON7PNwDHgrcDbF/m4NaPChIi3grZN3TxUKg/XfYF4IpPHAYnYfBq0RaSSErEwA2Npr8MoS7k9rjuAVdUMpF6UBsOm/ZpFPBOPhpnI5MnXXy113rnYzL4E3A9caGbdZvZbFAoSrzazp4FXF7/HzNaY2TYA51wWeD/wQ2A38FXn3M6K/SZVllL7sIinEgHbpm4eKjUmLhWIoYwCsZnFKBSI76jAY9dE6QRBo3KxiGeCdLKu3BJmJ7DLzB4CJkoXOudeX5WoAiyls3QinktEQzgKZ2vqzLxzsXPubbNc9coZbnucwhZ4pe+3AdsWHK2HUpk8zQ06SyfilXidTuVgAXm4WCB+GdBpZt3ARygUhL9aLBYfAd5SvO0a4NPOuZucc1kzKxWIw8Bng1QgLnXLaFws4p0gbd1c7qjto9UMop6kMnmdpRPxWB2fqfuo1wEERTKTo7M55nUYIktWva4xwQLy8FItEE/ujqQ1JkQ8kwjQDkllFSacc/eY2UbgfOfcj82skULlVqYpTOXQKvAiXqrXM3XKxeVLaos6EU+VXn/1tsaE8nD5tG2ziPeCNCYu6xO0mf0O8HXgU8WL1gLfqlJMgaapHCLeC1ISng/l4vI455SLRTwWDYeIhKzuOteUh8uXSqtjQsRrk1s3B6BIXO6p/fcB1wPDAM65p4GZ9lte8jQYFvHeZBKuswExysVlmcgWV4JXLhbxVJAWXZsH5eEylZ57dRKLeGeyey0AubjcTDHhnJvcZ8TMIpxlH+WlTGtMiHivjrepUy4uQ0rtwyK+EI+GlYeXsGQmR8ggFlZhQsQrQVrvp9xMcY+Z/TmQMLNXA18DvlO9sIIpk8uTzuVVGRbxWLx+OyaUi8tw5iydChMiXkrE6rJjQnm4TMliF7GZeR2KyJJVj4WJDwG9wFPA71JYHfj/q1ZQQTWaygIaDIt4rSEawoBk/W0XqlxcBhUmRPwhEQ2TUh5eslKZnDrXRDwWpIWIy92VI29m3wK+5ZzrrW5IwTWcygBqHxbxWsiMhgDt21wu5eLypNKFD0JacE3EW4lYmN7RCa/DqCjl4fJpdyQR7wWpi/isHRNW8FEzOw3sAfaaWa+Z/UVtwguW4aQ6JkT8onCmzv9JuBzKxfOjNSZE/CEeDQXiLF05lIfnL6mOCRHPlXZICkIunmsqxwcprDz8AufccudcB3ANcL2Z/VG1gwuaUseEChMi3ovXUWEC5eJ50UrwIv5QKhDn83WxNuQHUR6eF+1UJ+IPQVnvZ65R27uAtznnnild4Jw7CLyjeJ1MMZwsFSY0GBbxWp1tU6dcPA9aY0LEHxLRMA4YTWe9DqUSlIfnSVM5RPwhKGPiuT5BR51zp6dfWJxTF53rh5vZDWa218z2m9mHZrjezOyfi9c/aWZXTbs+bGaPmdl353osPxgpLn6ptjUR79XZNnWLysVLTSqToyESIqSV4EU8VfpQOjSe8TiSilAengfnnKZyiPhEvRQm0gu8DjMLA58AbgS2AG8zsy3TbnYjcH7x383AJ6dd/4fA7jli9A1N5RDxj3paY4JF5OKlKJnWYFjED0rjoaFkXRQmlIfnIZnJkXc6WSfiB4lYmFQATtbNtSvH5WY2PMPlBsTnuO/VwP5imxtm9mXgDcCuKbd5A/AF55wDHjCzdjNb7ZzrMbN1wGuBvwL+uIzfxXPDyQwGxCKayiHitXg0VE/b1C0mFy85qYzah0X8oPShtHTiJuCUh+ehVIxSYULEe4lomJPDKa/DmNNZCxPOucVkk7XA0Snfd1NYJGiu26wFeoB/BP470LKIGGpqOJWlIar2YRE/SMTCpHN5Mrk80XCwi4WLzMVLTjKTV+eaiA+UCoTDddAxoTw8P5M71alILOK5eJ1M5ViMmT6dT1+WecbbmNnrgFPOuUfmfBCzm81su5lt7+31djvp4WRGlWERn6izFmKZB60EL+IPCeXhJUsdEyL+kYiFSWXy5Hy+Q1I1CxPdwPop368Djpd5m+uB15vZIeDLwCvM7D9nehDn3K3Oua3Oua1dXV2Vin1BhlNZDYZFfKI0GCotSitLhxZcE/EHFYiXriHtVCfiG2fGxP7OxdXMFg8D55vZZjOLAW8F7ph2mzuAdxV357gWGHLO9Tjn/sw5t845t6l4v7ucc++oYqwVMZzKqDAh4hOl12I9tBDL/KQyORIaDIt4rrA7zpm2flk6htUxIeIbQTlZN9filwvmnMua2fuBHwJh4LPOuZ1m9t7i9bcA24CbgP3AOPAb1YqnFoaTKkyI+EW8vhZdkzJlc3kmslpjQsQPzIx4NKyOiSVociqH1pgQ8dzU7rX1c9zWS1UrTAA457ZRKD5MveyWKV874H1z/Iy7gburEF7FjaSyrGxt8DoMESE41WGprNLzrcGwiD/Eo2EViJegM1M5lItFvBaPFbpI/d5FrF7XCtJUDhH/KM1r9XsSlsrSYFjEXxLqmFiShlOZ4lQe7VQn4rWgbN2swkSF5POO0QktfiniF0FJwlJZpedb85pF/CERDatAvAQNJTPqXBPxiTPrrvm7i1iFiQoZmcjinM7SifhFLBLC8H8SlsoqPd/KxSL+EI+GGNaUuiVnOJlRgVjEJ4KydbMKExVyZvVh/UlF/KC06Jo6JpaWIa0EL+IriZimcixFw0l1EYv4xeTJOp+PifUpukJKT7SSsIh/JGJqIV5qzuRivb2J+EFcUzmWpCF1TIj4Rqh0ss7nuVgjtwoprQSvwoSIf6iFeOkZVseEiK8komEmsnlSmZzXoUgNDadUmBDxkyCMiVWYqJBhrQQv4jtBqA5LZQ0lM4Ss0LYoIt6LayHiJUmLX4r4SxC6iDVyq5BSBUrVYRH/SGiNiSWntG2zaYs6EV9IBGQ1eKmcTC7PeDqnKXUiPhIPwNbNyhgVcqZjQn9SEb8odExoMLyUaME1EX9Rx8TSoyl1Iv4ThJN1+hRdIaU1JhoiSsIifhGEJCyVpQXXRPyl1M7v9zN1UjmTuyNpKoeIbwThZJ0KExUynMrQ3BAhHFL7sIhfxKMhxtM5Mrm816FIjWjBNRF/KXWS+n1us1TOkNZdE/GdIJysU2GiQoaTGVriEa/DEJEpSoOiEZ+vQuwFM7vQzB6f8m/YzD447TYvM7OhKbf5C4/CLdtwMqMpdSI+MrnGhPLwkqF110T8Jx4N+/5knUZvFTKcytAaj3odhohMcWbRNX9XiL3gnNvrnLvCOXcF8HxgHLh9hpv+rHQ759z/qmmQCzCUzKp9WMRH4srDs6rXAvGQ1pgQ8Z1EALrXdIq/QoaTWVoT+nOK+IkWXSvbK4EDzrnDXgeyWKVdOUTEH6LhEA2RkK8Hw15xzu0FrgAwszBwjNkLxK+rYWiLMjmVQ0ViEd+IT+leW97c4HE0M1PHRIWMTKhjQsRv4tqmrlxvBb40y3XXmdkTZvZ9M7uklkHNVyqTI53N6yydiM+0JaIqEM+tfgrE6pgQ8Z1SN6mfi8QqTFTIcDKrNSZEfCahjok5mVkMeD3wtRmufhTY6Jy7HPgX4Fuz/IybzWy7mW3v7e2tWqxzGdaCayK+1JqIaleOudVFgRgKubghEiIa1scMEb8ojYn9nIuVMSpkKJmhLaGOCRE/0WrwZbkReNQ5d3L6Fc65YefcaPHrbUDUzDpnuN2tzrmtzrmtXV1d1Y94FqUClM7SifhLazyizrWzqESBuPhz/FEkTmVo1ZhYxFeCML1ZhYkKyOcdI0rCIr6jjomyvI1ZztKZ2Sozs+LXV1N4z+irYWzzMlT84KOOCRF/aVPHxFwWXSAuXu+LIrFO1on4TxCmN2vuQQWMprPkHUrCIj4Ti4QImb+TsJfMrBF4NfC7Uy57L4Bz7hbgzcDvmVkWSAJvdc45L2Itx+S8Zi24JuIrrYkoB0+PeR2Gn521QAycdM65IBSIoVCYaNX0ZhFfCcLJOmWNCigNhlvjUbJ5347ZRZYcM6NVi67Nyjk3DiyfdtktU77+OPDxWse1UKXnOR5RM6CIn7TGo5pSN4t6KxBD4WRAZ3PM6zBEZIpo2IiGzdfdaypMVEDpCW5NROkfS3scjYhMpQHx0jGkjgkRXyrsypHFOUdxdpgU1VuBGAq5+JyuJq/DEJEpzMz3Y2KdVqqAUpt4a0J1HhG/aU1EGE5pKsdSMDSuwoSIH7UmIuTyjrF0zutQpAaGkhnaNb1ZxHdai0Viv1JhogJKZ+m0xoSI//i9OiyVM5TMkIiGiYT01ibiJ63xwvhIubj+5fOO4ZQWvxTxo9aEv8fEGr1VQGlec+mNV0T8ozWuNSaWCq0EL+JPpdeln+c2S2WMpLI4B22NWmNCxG9a4xFf52EVJiqgVHlqa9SAWMRvWhMRRnzctiaVo8KEiD+VtlP385k6qYzBZGGtNeViEf/x+4LwKkxUwHAygxk0x7TGhIjfaCrH0qHChIg/TU7lUJG47pXOxmqNCRH/KYyJ/ZuHVZiogMJ+zVFCIa00LeI3rYkoY+kc2Vze61CkyoaSmckzsyLiH5rKsXQMqYtYxLcKC8L7Nw+rMFEBw6msduQQ8anWeOG1qekc9W9YHRMivlQaI6l7rf4NjmtBeBG/aktESWfzpDL+3CFJhYkKUPuwiH+1TLYQa0Bc75SLRfxJeXjp0FQOEf/y+w5JKkxUwHBxKoeI+M+ZRdfUMVHPMrk8Y+mcChMiPhQOGS0N/l4NXiqj9BxrWp2I/0yOiX1aJFZhogJ0lk7Ev0pTOfyahKUyJndH0rQ6EV9qTfh70TWpjKFkhng0RDwa9joUEZmmNCYe8mkuVmGiAoZT6pgQ8SttU7c0aME1EX9rTUTVMbEEDI3rZJ2IX7X5fEyswkQFDCUzGgyL+JTf29akMiYLExoQi/hSa9zfq8FLZQwm08rDIj7l9zGxChOLNJHNkcrkJ1tjRMRfJqdy+LRtTSpDhQkRfytM5fDnYFgqZyiZoT0R8zoMEZmBFr+sc6UPOxoMi/hTUyxCyPxbHZbKUGFCxN/aVJhYEgbHM1r4UsSnJrduTvnzZJ0KE4tU+rCjJCziT6GQ0RLXgLjeDWsleBFfa41HfTsYlsoZTmZo1/RmEV9qiISJR0O+Xe9HhYlF0rZIIv7XmohoQFzn1DEh4m+tiQijE1myubzXoUgVaac6EX9r9fHJOhUmFmnyLJ125RDxLT8nYamM0hZ1DRFtUSfiR6UPqyMqEtetTC7PWDqnwoSIj7Umor6d3qzCxCLpLJ2I/7XGtU1dvdNZOhF/m1x0zacDYlm80vuspnKI+FdrPOLbMbEKE4tUag8vLSYiIv7TllBhot6pMCHib5Pb1GmHpLo1OK6TdSJ+5+cxsQoTi6SpHCL+197o3yQslaHChIi/lV6fg8m0x5FItaiLWMT/2htjvh0TqzCxSMPJDA2REPGo5jWL+FVbIsqgT5OwVMZQMqvBsIiPldr7/ToglsUbVmFCxPfaEtHJ7ia/UWFikXSWTsT/2hqjpLN5Upmc16FIlQwnM9odScTHSmMlFSbqV6kbRuNiEf9qS0QZSWXJ5Z3XoTyHChOLNJzSYFjE7zQgrn8qEov42+RUDp+eqZPFGxovLX4Z8zgSEZlNqXvNj7vVqTCxSBoMi/hfe6IwSNKAuD5lc3lGJzSVQ8TP4tEw8WhIBeI6Nji57poWhBfxqzPr/fgvF6swsUjDyawSsIjPqWOivpV2R1JhQsTf2hMxBse1+GW9GkpmaGmIEAnr44WIX/l5vR9ljkVSx4SI/5WSsAbE9UkrwYsEg58XXZPFG9JaPyK+d2Zanf/GxCpMLJLWmBDxP3VM1DcVJkSCoU1bN9e1oXGdrBPxu7bi9GY/5mIVJhYhn3cMq2NCxPfafNy2JounwoRIMLQnVJioZ0PJzGSHooj4k6Zy1KmxdJa8g9a4krCInzXHIoTMn0lYFk+FCZFgaG/UVI56NqiTdSK+N9lF7MNcrMLEImgwLBIMoZDRqrnNdUu5WCQY2htjDCb9N69ZKkMdEyL+Fw2HaIqFtStHvRlOFlaCb01oVw4Rv1MLcf0q7cWt9X5E/K0tESWVyZPK5LwORSrMOcfQuNZdEwkCvy5ErMLEIgxpMCwSGG2JqC+rw14ys0Nm9pSZPW5m22e43szsn81sv5k9aWZXeRHnXIaSGeLREPFo2OtQROQsSl1Nw8rFdSeVyZPO5dW5JhIAbY0xX56s06n+RRhOFQsTWmNCxPf8moR94OXOudOzXHcjcH7x3zXAJ4v/+8rgeFqDYZEAmNy6OZlhRWvc42j8wcwOASNADsg657ZOu96AfwJuAsaB9zjnHq11nHMpvb+2F1f8FxH/KnQR+29anTomFkHzmkWCoy0RZciHezb73BuAL7iCB4B2M1vtdVDTDWnBNZFAKH1o9WMLscde7py7YnpRomhqgfhmCgVi3ymtHaJcLOJ/bT6d3qzCxCJoXrNIcGiNiRk54Edm9oiZ3TzD9WuBo1O+7y5e5isqTIgEQ+l1Oqgi8XwEo0BcLDZp8UsR//PrDkkqTCzCcDKDGbQ0aEaMiN+VqsP5vPM6FD+53jl3FYUzcu8zs5dMu95muM9z/oBmdrOZbTez7b29vdWI86yGklkVJkQCoPShVUXiZ6lYgdjLXDyoLmKRwPDrumsqTCzCUDJDS0OEUGimsbuI+El7Y5S8g9F01utQfMM5d7z4/yngduDqaTfpBtZP+X4dcHyGn3Orc26rc25rV1dXtcKd1XBSK8GLBEGbChMzqUiBGLzNxZreLBIcbY1R0ln/7ZCkwsQiDIxn6GjSIj8iQVD64Drkw9Y1L5hZk5m1lL4GXgPsmHazO4B3FXfnuBYYcs711DjUOWkqh0gwtDRECIfMly3EXqlUgdhrpenNbZrKIeJ7pfV+Bnw2rU6FiUUYGE/T3qjChEgQdDT6Mwl7aCXwczN7AngI+J5z7gdm9l4ze2/xNtuAg8B+4N+A3/cm1Nllc3lGJzSVQyQIzIy2RFR5uKieCsSD4xlCBs0xTW8W8btlxQLiwJi/isTKHoswMJ6mq7nB6zBEpAzLmgpJuH9MA2IA59xB4PIZLr9lytcOeF8t45qv4VRhao4KEyLB0N7oz7nNHlkJ3F7YEZQIcFupQAyT+Xgbha1C91PYLvQ3PIr1rAaThW2bNb1ZxP9KJ9b9thCxChOLMDCW4YIVLV6HISJlWNaoberqUanQpGl1IsHQ0RhjQAVioH4KxFAYEy9THhYJhNKYqd9nhYmqTuUwsxvMbK+Z7TezD81wvZnZPxevf9LMripevt7Mfmpmu81sp5n9YTXjXKhBTeUQCYxSYUIdE/WlVO1fplwsEgjLmmLKw3Wofyw9OWVSRPyt1EU84LOTdVUrTJhZGPgEhVWGtwBvM7Mt0252I3B+8d/NwCeLl2eBP3HOXQxcS2GV4un39VQ6m2csnZucoyMi/taaiBIy/7WtyeKoY0IkWJY1ao2JejQwnlbHhEhATC5+6bMicTU7Jq4G9jvnDjrn0sCXgTdMu80bgC+4ggeAdjNb7Zzrcc49CuCcGwF2M8uezV6ZPEunJCwSCOFQYdE1v7WtyeKUPuC0q0gsEgjLmmIMjGUozFCQetE/lma5xsQigRCLhGhpiPiuSFzNwsRa4OiU77t5bnFhztuY2SbgSuDByoe4cKXWF7UPiwTHsqaY79rWZHH6iytKq2NCJBg6GmOkc4WuU6kPzjl1TIgETHtTdEl1TMy0LO/08vhZb2NmzcA3gA8654ZnfBCzm81su5lt7+3tXXCw81VqH9ZUDpHgWKZF1+rO4HiahkiIRDTsdSgiUobSh1fl4voxOpElk3NaY0IkQDoa/XeyrpqFiW5g/ZTv1wHHy72NmUUpFCW+6Jz75mwP4py71Tm31Tm3taurqyKBl2Nwsn1YSVgkKJb5MAnL4vSPpeloilHcbk9EfK704dVvLcSycAPFzjV1TIgER3tjzHd5uJqFiYeB881ss5nFgLcCd0y7zR3Au4q7c1wLDDnneqwwwvwMsNs59w9VjHHBJqdyNKljQiQoljX6r21NFmdAuyOJBErpw6t25qgfpbWbOjQmFgmMDh/ukBSp1g92zmXN7P3AD4Ew8Fnn3E4ze2/x+luAbcBNwH5gHPiN4t2vB94JPGVmjxcv+3Pn3LZqxTtfA9qiTiRwOpoK1WHnnM6w14lCx4QGwyJBUVoPxm9n6mThBsY0JhYJmvbGKIM+6yKuWmECoFhI2DbtslumfO2A981wv58z8/oTvjE4niYRDRPXvGaRwGhvjDGRzZPM5GiMVTX9SY0MjGdY057wOgwRKVNpKkdp4VoJPm3bLBI8HY0xRieypLN5YpFqTqIonz+iCKCB8YwWvhQJmNJrVutM1I+B8bQGwyIB0hKPEA6ZptXVkckuYuVikcBoL75eB33UvabCxAINal6zSOBoNfj6ks3lGUpmlItFAiQUMpY1RifXJZDg6x9LEwkZLQ3qRBQJisnuNR/lYhUmFqh/LK2FL0UCZplWg68rQ8kMzkGHutdEAkVbN9eXgfE0y7Q7kkiglD7HDvhoWp0KEws0OJ7RIj8iAVNaJNFvqxDLwqh9WCSYlvlwNXhZuP6x9OTZVxEJBj+erFNhYoH6x9MqTIgETKnlX2fq6kNprRCtMSESLMsao74aDMviDIxl1EUsEjB+3CFJhYkFyOTyDI5n6Gxu8DoUEZmHZY0xzNQxUS/6tUWdSCB1NMW0K0cd6dcixCKBUxo79Y36Z0yswsQClM62Lm9WEhYJknDI6GiMcVqFibpQysWayiESLB1NMQbG0+TzzutQpAL6x9RFLBI0sUiI1niEvtEJr0OZpMLEAvQWn8BOFSZEAqezuYHTI/5JwrJwp4u5eLkKEyKB0tncQC7vfNVCLAuTzeUZGE+ri1gkgDpbGjitjolgK7W8KAmLBM/y5tjkB1oJttOjaVoaIsSjYa9DEZF5KI2f/DQgloXpH0vjXOEDjogES2dTw+QJdz9QYWIBJs/SqTAhEjidzQ30aSpHXegdndBgWCSAzhQm/DMgloUpfajp0phYJHA6W/x1sk6FiQUodUxojQmR4NFUjvpxemRCU+pEAqirpfC69dOAWBamt/h+WnpORSQ4OpsbtPhl0J0enSAWCdHSEPE6FBGZp86WGGPpHMl0zutQZJFOj07QpY4JkcDpao4DZz7USnCd1vRmkcDqbG5gKJkhnc17HQqgwsSCnB5N09kUw8y8DkVE5qmzSS3E9eL0qBZcEwmi1kSEWDikNSbqQKm4pFwsEjyl7v++MX+MiVWYWIDTmtcsElidaiGuCxPZHEPJjAbDIgFkZixvjqljog6cHp2gMRamSV3EIoEzud7PiD+KxCpMLEDf2IS2pxMJKK0GXx+0O5JIsHU2N6hAXAdOj04oD4sE1OSYWB0TwdU3mtaOHCIBpdXg60Pp+dPilyLB1Kmtm+tCrxYhFgmsrsmOCX/kYhUm5sk5R5/mNYsEVkex28kvSVgWZrIwoWl1IoHU1aKOiXqgjgmR4DozvdkfXcQqTMzTcCpLOpdXdVgkoOLRMC3xCH1j/kjCsjCl+ZBdGhCLBFJpm7p83nkdiizC6dG0dkcSCajGWIRENOybIrEKE/NUeuKWqzAhElhdzQ30+iQJy8KUnj8NiEWCqbO5gWzeMZTMeB2KLFAml6d/TF3EIkHW2RKjzydjYhUm5qnU/r28SUlYJKg6mxs0lSPgTo9O0NwQIR4Nex2KiCxAaRqWisTB1V/sPNSUOpHgKixE7I8uYhUm5ulk8cPMyta4x5GIyEJ1tTRom7qAOz2a1pQ6kQArvX5VJA6u0vtol3KxSGB1NTdwaiTldRiAChPzdnKo8MStUmFCJLBWtsY5MZzCOc1tDqrekZTah0UCrHSC56RPBsQyf5OFCXVMiATWqrY4J4b8kYdVmJinE8MpEtEwrYmI16GIyAKtboszns4xMpH1OhTPmNl6M/upme02s51m9ocz3OZlZjZkZo8X//2FF7HO5OTwBCvbVCAWCarSCZ4TQ0u3YyLoebindLKuLeFxJCKyUKva4gynsoynvR8T69P1PJ0YTrGqLY6ZeR2KiCxQ6QPtiaEUrfGox9F4Jgv8iXPuUTNrAR4xszudc7um3e5nzrnXeRDfrJxz9AwledXFK7wORUQWqKkhQms8womhpNeheCmweRjgxFCSkMEKdUyIBNaZInGKc7qaPY1FHRPzdGIoxcpWJWCRIFtdLEz0+KR1zQvOuR7n3KPFr0eA3cBab6Mqz1AyQyqT11k6kYBb3ZZQHg5oHobCe2hXSwPRsD5OiATVqtLJumHvc7EyyTydGEppfQmRgCu9hk8u4QHxVGa2CbgSeHCGq68zsyfM7Ptmdsks97/ZzLab2fbe3t5qhgrA8cHC87ZaUzlEAm1VW9wXg2E/WGweLv6MmubinqGUCsQiAbe6+Br2wzoTKkzMQz7vODWiJCwSdKVF15bymboSM2sGvgF80Dk3PO3qR4GNzrnLgX8BvjXTz3DO3eqc2+qc29rV1VXVeAFODBdav1epMCESaKvb4pOFxqWsEnkYap+Le4aSrNbJOpFAW+WjMbEKE/PQP54mk3Os0lQOkUCLRUJ0NseW/Jk6M4tSGAx/0Tn3zenXO+eGnXOjxa+3AVEz66xxmM9RevNcoyKxSKCtaotzenSCdDbvdSieCWoeLqz1k2J1uwoTIkGWiIVpS0Q56YMxsQoT83BicvVhJWGRoCtsj7R0F12zwgq+nwF2O+f+YZbbrCreDjO7msJ7Rl/topzZiaEU4ZBpizqRgCsVF/0wIPZCkPPwyESW8XROU+pE6sCq1rgvOia0K8c8lAoTK9W2JhJ4q1rjdA8s3cIEcD3wTuApM3u8eNmfAxsAnHO3AG8Gfs/MskASeKtzznkQ67P0DKVY0dJAOKTdkUSCbOqia+s7Gj2OxhPBzcOD2ipUpF6saov7okCswsQ8lNq+VysJiwTeqrY4jxwe8DoMzzjnfg6c9ZO9c+7jwMdrE1H5eoaS6lwTqQNLfYekoOdhgDXKxSKBt7otzq6e6cvb1J6mcszDyeEUIYPO5pjXoYjIIq1uSzAwniGVyXkdisxTz1BK7cMidWCyY2IJT6sLKk1vFqkfK1sL6/1kct6u96PCxDwcH0yxoiVORPs1iwSeduYIJuccJ4ZS6lwTqQMt8SjNDRHl4QA6PpTCDFa0qDAhEnSr2+I45/16P/qEPQ9H+8fZsDTnQIrUnXXLCh9sj/aPexyJzMdwUguuidST1W1xji3t9X4CqWcwSWdzA7GIPkqIBN26ZYXPt0f7vc3FyibzcLh/bKkuziRSdzYuL7yWD6swEShHBwrP19p2dUyI1IONyxs5ojwcOIf7x9moMbFIXSiNiY/0j3kahwoTZUplcpwcnph84kQk2Fa2xIlFQhzp8zYJy/wc7it8gNnU2eRxJCJSCRs6mjjcN44PNpqQeTjSN87G5crDIvVgdVucSMgmx1heUWGiTKV2b03lEKkPoZCxoaPR8yQs83OoWEhSLhapD5s6G0lmcvSOTHgdipQpmc5xYjilk3UidSISDrFuWcLzLmIVJspUajPcoCQsUjc2qYU4cA73jdHV0kBTg3a7FqkHpbPuh1QkDozS+6YKEyL1Y8PyJo6oYyIYSmdVNZ9OpH5s6GjiSL9aiIPkUN84mzQYFqkbpXHVYU2rC4zSc7VJUzlE6sbGjkbP87AKE2U60j9OUyxMR1PM61BEpEI2Lm9kPJ2jd1QtxEFxuG9M85pF6sjaZQnCPpjbLOWbXOtHuVikbmxc3shwKsvgeNqzGFSYKNOR/nE2LG/CzLwORUQqpDQ1y+vWNSlPMl1YhFgdEyL1IxoOsbbd+7nNUr5DfWO0N0Zpa4x6HYqIVMiGye4173KxChNlOtI/zoYObU8nUk82+iAJS/nOzGvWWTqRerJxufctxFK+w9qRQ6TulF7TXhaJVZgoQzaX50j/uFrWROrMumWNhExzm4OitCOHFlwTqS8blzdy6LTycFAc7h/TmmsidWayY8LDXKzCRBkO9Y2Tzua5YGWL16GISAXFIiE2dzax58SI16FIGZ45XSpMqEgsUk/O7WpmOJXl1EjK61BkDsl0jmMDSTZ3Kg+L1JNELMy6ZQn2nRr1LAYVJsqw58QwABetVmFCpN5ctLpVhYmA2NMzzJq2OG0JzWsWqScXrWoFYHePcrHf7T05Qt7BxRoTi9Sdi1a1srtn2LPHV2GiDHt6RgiHjPNWNHsdiohU2MWrWjjSP87oRNbrUGQOu3qGuXh1q9dhiEiFbVldKkx4NyCW8pSeoy2r2zyOREQqbcvqFg72jpLK5Dx5fBUmyrDnxAjndDbREAl7HYqIVFjpTN1edU34WiqT40DvGFvWqDAhUm/aGqOsaYurMBEAu3uGaW6IsG6ZFoQXqTcXrW4l72C/R9M5VJgow54Tw1yks3Qidak0Ras0ZUv86emTo+TybvLMqojUl4tXe9tCLOXZ3TPMRataCIXM61BEpMIuWlUYE3uVi1WYmMNIKkP3QHLyiRKR+rK2PUFLQ4Q9mtvsa7t6hgA0lUOkTl28upUDvWOetRDL3PJ5x+6eEeVhkTq1cXkT8WjIs7XXVJiYw76ThSdGhQmR+mRmXLS6RWfqfG7X8WGaYuHJ7axEpL5cvLqVXN551kIsc+seSDI6kVVhQqROhUPGhStbPOsiVmFiDo8eHgTgsrVa5EekXl26to0dx4dIZ/NehyKz2NVTmFKn9mGR+nRJcf2YJ7uHPI5EZrPjeOG50Vo/IvVry5o2njw6RC7vav7YKkzM4cFn+tjc2cSK1rjXoYhIlVyzuYNUJs+T3YNehyIzSGVyPHF0iKs2tHsdiohUycbljXS1NPDAwT6vQ5FZPHCwj0Q0rLV+ROrYNZs7GJnIetJJrMLEWeTyjoee6eeazR1ehyIiVXT15uUAPPhMv8eRyEwePTxAOpfnhed2eh2KiFSJmXHdOcu5/2AfztX+TJ3M7YGDfWzdtIxYRB8fROrVNecUPvd6USRWZjmLPSeGGU5lJ58gEalPHU0xLlzZojN1PnXfgT7CIeMFKhKL1LXrzl1O78gEB0+PeR2KTHN6dIJ9J0e57tzlXociIlW0ui3BxuWNnpysU2HiLB48WHhCSmdTRaR+XXtOB48cHiCT0zoTfnPfgdNcvq6N5oaI16GISBVde05hvHX/ARWJ/aZUuL/uHI2JRerdtZuX89Az/eRrvM6EChNn8fP9p1nfkWBte8LrUESkyq49Zznj6RyPHh7wOhSZYnQiyxPdQzpLJ7IEbFreyKrWOL/Yf9rrUGSa+w700dwQ0WLwIkvAted2MJTMTC54WysqTMxiYCzNvft6ufHS1V6HIiI18JILukhEw9zxxHGvQ5Ep7tx1glze8dILVngdiohUmZnxqi0ruGvPKUZSGa/DkaJMLs8PdpzgpRd0EQnro4NIvXvZBSuIho3v1HhMrOwyi207esjmHW+4Yo3XoYhIDTQ1RHj1lpV876kebRvqI9989BjrOxJs3bjM61BEpAbedOU6JrKFD8LiD/fs7aV/LM2brlzrdSgiUgPLmmK89IIV3PHE8ZpuG6rCxCy+/fhxzlvRrC2RRJaQN165hsHxDPfu6/U6FAF6hpL8fP9p3nTlOkIh8zocEamBqza0s3F5I996/JjXoUjR7Y8do6Mpxksv7PI6FBGpkTdeuYaTwxM1XRhehYkZ7Dg2xEPP9POmK9dipsGwyFLx4vO76GyO8e/3PeN1KAJ8+aGjOAe/cpXO0oksFWbGm65cy30H+nj65IjX4Sx5J4ZS3Ln7JL/8vNVENY1DZMl41cUraWmI8IX7D9XsMZVhZvCxH+2lLRHlnddt9DoUEamhaDjEe196Lr/Y36fF1zx2aiTFp392kF+6ZCUblzd5HY6I1NC7rttEUyzC3/1wr9ehLHn/78594OC3X3yO16GISA3Fo2F++8Xn8MOdJ3n86GBNHlOFiWnu2dfL3Xt7+b2XnUtrPOp1OCJSY++4diNr2uL89bbdTGRzXoezZP3Dj/Yxkc3zoRsv9joUEamxjqYY733pOdy56yT3HVCR2Cs7jw/xtUeO8s7rNrK+o9HrcESkxn77xZtZ3hTjr763qyZrTVS1MGFmN5jZXjPbb2YfmuF6M7N/Ll7/pJldVe59q+Fw3xh/8KXHuGBlM+++blMtHlJEfCYeDfMXv3wJO48P8//dvgPnaruHcy0tJkdX020PHuHLDx/lN1+0mc2d6pYQWYpKr/8P3PYYR/vHvQ6navyah3tHJrj5C4/Q2dzA+19+Xi0eUkR8pqkhwp/ddDEPHxrgr7ftrvrjVa0wYWZh4BPAjcAW4G1mtmXazW4Ezi/+uxn45DzuW1EPHuzjVz91P2bwb+/aSiIWrubDiYiP3XDpKv7gFefxtUe6+eBXHq/LbesWk6OrJZd3/Ovd+/kf397BSy/o4r//0oXVfDgR8bHGWITPvHsr2bzj1z51Pw8f6vc6pIrzYx6GQqfEr916P/1jaT7z7hewrClW7YcUEZ968/PX8RvXb+IzP3+GD9/+FKlM9bqJI1X7yXA1sN85dxDAzL4MvAHYNeU2bwC+4AqnJB8ws3YzWw1sKuO+i3bo9Bj3Hejj+zt6+NnTp9nc2cS/v+cqzWcWET74qguIhEP844/3cffeXn7lqnW8+IJOrt7UQVNDNVNnzSw4RzvneioVRCqT46ljQzx4sI+vP9LNob5xXnvZav72zc8jooXWRJa0c7qa+eJvX8P7bnuUt9xyPy+9oIsbL13FNecsr5duKl/kYYCj/eM8+Ew/P9p5gh/vPklXSwP//hsv4LJ1bZV8GBEJoA/fdDGxcIhP3XuQH+48wVu2ruf6czt5/sZlFT2ZX83R9Vrg6JTvu4FryrjN2jLvu2h//NXHefTIIKvb4vy3X7qQd79wE8318YFDRBYpFDL+4JXn89ILurjlngP8xwOH+OwvnuETb7+K1z5vtdfhVcJicnTFBsQPHOzjPf/+MABbNy7jT2+4iBsuXaUdkUQEgEvXtvHdD7yIf//FIW578Aj37Ovl/BXN3PnHL/U6tErwRR4GeP9tj/JE9xDLm2L87kvP5XdefA4d6pQQESASDvFnN13MKy5awafuPcin7jnAJ+8+wCd//SpuvKxyY+JqfgqfaVQ5fbL2bLcp576FH2B2M4XWNoBRM5v3Es6HofMBOP3++d6xOjoBP6z05Jc4QLHMxi+x+CUOmCGWX6/wA7zubxcUix+3+FlMjn72jSqQhwEOA99YyB3Pzk/HZ4liKp8f4/JjTODPuDqB05XOw4cB+5N5362u8zBUbEzMo0CFF3fz7bHpdRAz8GNcfowJ/BmXH2OCKuXim8ofE081ay6uZmGiG1g/5ft1wPEybxMr474AOOduBW5dTKBmtt05t3UxP6NS/BKLX+IAxTIbv8TilzhAsczTYnL0s1QiD1eLH58HxVQ+P8blx5jAn3H5MSafqVgeBv/mYj8eB36MCfwZlx9jAn/G5ceYwL9xTVfNCbwPA+eb2WYziwFvBe6Ydps7gHcVVxy+Fhgqzpkr574iIrJwi8nRIiKyeMrDIiJFVeuYcM5lzez9wA+BMPBZ59xOM3tv8fpbgG3ATcB+YBz4jbPdt1qxiogsNYvJ0SIisnjKwyIiZ1R1pUfn3DYKCXXqZbdM+doB7yv3vlXkp7Y3v8TilzhAsczGL7H4JQ5QLPOymBwdIH58HhRT+fwYlx9jAn/G5ceYfEV52DN+jAn8GZcfYwJ/xuXHmMC/cT2LFfKdiIiIiIiIiEjtaZN4EREREREREfHMkitMmNlnzeyUme2YdvkHzGyvme00s7/zIg4zu8LMHjCzx81su5ldXe04io+73sx+ama7i7//HxYv7zCzO83s6eL/yzyM5e/NbI+ZPWlmt5tZuxdxTLn+v5qZM7POasYxVyweHLezPT81PXbNLG5mD5nZE8U4/mfxci+O2dliqekxu1SV+5yb2Q3F18p+M/vQlMv/d/E5etzMfmRma3wSV8WPnwrE9JbiMZ43s0Wt7j3bY0y53szsn4vXP2lmV5V7Xw/jmnF84VVMZ3vv8DCmGfOlBJ8fc7Ef83CF4qrrXOzHPLyYuJSL58E5t6T+AS8BrgJ2TLns5cCPgYbi9ys8iuNHwI3Fr28C7q7R32Q1cFXx6xZgH7AF+DvgQ8XLPwT8rYexvAaIFC//22rHMlscxe/XU1io6jDQ6eHfxIvjdrZYanrsUtjXvbn4dRR4ELjWo2N2tlhqeswu1X/lPOcUFpU7AJxDYTvqJ6a8nlun3O4PgFt8ElfFj58KxHQxcCFwN7B1EXHM+hhTbnMT8P3i6+ta4MFy7+tFXMXrnvO+7mVMnOV9zMOYZsyXlfp76Z93/yqQXyqeiysQU1XexysQV93m4sXEVLyu4nm4An8r5eIy/y25jgnn3L1A/7SLfw/4G+fcRPE2pzyKwwGtxa/bmGWf6irE0uOce7T49QiwG1gLvAH4fPFmnwfe6FUszrkfOeeyxZs9QGEf75rHUbz6/wH/ncLzVXVnicWL43a2WGp67LqC0eK30eI/hzfH7Iyx1PqYXcLKec6vBvY75w4659LAl4v3wzk3POV2TVTudb3YuKpx/Cw2pt3Oub0ViGPWx5gW6xeKr68HgHYzW13mfb2Ia7b3dc9imuN9zKuYZsvdEnx+zMV+zMOViKuec7Ef8/Ci4lIuLt+SK0zM4gLgxWb2oJndY2Yv8CiODwJ/b2ZHgY8Bf1brAMxsE3AlhcrZSlfcK7v4/woPY5nqNylU/2oeh5m9HjjmnHuiVo8/Wyx4fNxOi+WD1PjYNbOwmT0OnALudM55dszOEstUNT1ml5hynvO1wNEp33czZVBgZn9VPHZ/HfgLv8Q1RaWOn0rGtBjlPMZst6lmfIuJq1oqEtNZ3k9rHlMZ+VKCyY+52I95uNJxLYYfc7Ef83DF4lIuPruqbhcaIBFgGYUWlxcAXzWzc5xzta4c/R7wR865b5jZrwKfAV5Vqwc3s2bgG8AHnXPDZlarh54zlimXfxjIAl+sdRzFx/0whda+mpvh+fHsuJ0hlr+kxseucy4HXGGFOZ+3m9ml1Xy8+cbinNsBtT9m65GZ/RhYNcNVHy73R8xw2eTrxDn3YeDDZvZnwPuBj/ghruJjzOv4qUVMFVDOY8x2m2rGt5i4qmXRMc32fupVTGfLl+JvfszFfszDtYqrAvyYi/2Yh8t9TOXiRVJhoqAb+GbxA91DZpYHOoHeGsfxbuAPi19/Dfh0rR7YzKIUXixfdM59s3jxyVILUrFFqupTBc4SC2b2buB1wCtr9OH7WXGY2WXAZuCJYtFmHfComV3tnDtRy1iKF3ty3M4Si2fHrnNu0MzuBm7Ao2N2llh21PqYrVfOuVmLXGZWznPeTWFtmJJ1zDzd6Dbge5RZmKh2XAs5fmr4t1qMch5jttvEqhjfYuKqlkXFNNv7qZcxlUzPlxWKTarIj7nYj3m4FnFViB9zsR/z8KLjUi4uj6ZyFHwLeAWAmV1A4cV22oM4jgMvLX79CuDpWjyoFT5lfwbY7Zz7hylX3UHhAyfF/7/tVSxmdgPwp8DrnXPjXsThnHvKObfCObfJObeJwov9qhoUJWZ7fr5FjY/bs8RS02PXzLqKFV7MLEGhO2MP3hyzM8ZS62N2CSvnOX8YON/MNptZDHhr8X6Y2flTbvd6CseRH+KqxvGzqJgqqJzHuAN4lxVcCwwVW56rGd9i4qqWBcd0lnztZUyz5W4JPj/mYj/m4UXHVUF+zMV+zMOLiku5eB6cx6tv1vof8CWgB8hQ+GD5WxQ+0P0nhSrRo8ArPIrjRcAjFFZVfRB4fo3+Ji+i0NbzJPB48d9NwHLgJxQ+ZP4E6PAwlv0U5kiVLqvIyvnzjWPabQ5Rm105ZvubeHHczhZLTY9d4HnAY8U4dgB/Ubzci2N2tlhqeswu1X+zPefAGmDblNvdRGEl7APAh6dc/o3i8/Yk8B0Ki+36Ia6KHz8ViOlNFN6vJoCTwA8XEctzHgN4L/De4tcGfKJ4/VNMWXl+tvgq9LwtJq7nvK97GRNlvI95ENOM+VL/gv+vAvml4rm4AjFV5X28AnHVdS5eZExVycOLiQvl4rL/WTE4EREREREREZGa01QOEREREREREfGMChMiIiIiIiIi4hkVJkRERERERETEMypMiIiIiIiIiIhnVJgQEREREREREc+oMCEiIiIiIiIinlFhQkREREREREQ8o8KELElm9mUz+4qZPWhmh83stcXLf2pmry5+/Zdm9s/eRioiUp9mysNmdpmZ/WLKba4ys7u8jFNEpJ6dZUx8l5k9XvyXMrO3eB2r1DcVJmSpuhw46Jy7Bvh14CPFyz8CfNjMfh24Evgjj+ITEal3M+XhncC5ZhYu3ub/Av/Vo/hERJaCGcfEzrlXOOeuAD4F3AF807MIZUmIeB2ASK2ZWQLoBP5n8aJdwDIA59y9ZmbAHwMvc87lvIlSRKR+zZaHnXN5M9sJXGJm5wNHnHOPehWniEg9O9uYuHj9u4AbgV/RmFiqTR0TshRdCjztnEsVv78KeALAzC4DVgMTzrmR4mWXmNmfFr/+uJm1eBCziEg9mTUPAw8A1wMfBf4clIdFRKrkbGPit1DooPhV51xGeViqTYUJWYouBzaYWdzMmihUif+fma0Gvgi8ARgzs18q3n4rZwbMraWChYiILNiMebh43QPAXwK3O+eOFS9THhYRqbzZxsSvA34f+C9TihbKw1JVKkzIUnQ5hQLE3cDDwCeBxyjMnfsT59xu4H9TOFsH8AJgVzFhY2YvMbMv1zhmEZF68pw87JwrLXq5B5gA/nbK7ZWHRUQqb7Zc/HlgHfCL4uKXv8W0PAzKxVJZWmNClqLLgd9xzv3ptMuvK33hnLt3yvebgQ8Dw8CK4joUL6xJpCIi9Wm2PAzwh8CfOefGplymPCwiUnkz5mLn3PLpNzSz7zElDxdvp1wsFaPChCxF5wJPl3NDM4sCfc65361uSCIiS8pz8rCZnQt8D/iFc+7zUy5XHhYRqY6yxsTKw1IL5pzzOgaRQDGzy4G/Bv7FOfcDr+MREVlqlIdFRLynXCyVpMKEiIiIiIiIiHhGi1+KiIiIiIiIiGdUmBARERERERERz6gwISIiIiIiIiKeUWFCRERERERERDyjwoSIiIiIiIiIeEaFCRERERERERHxjAoTIiIiIiIiIuIZFSZERERERERExDP/P+K75aZ3UuT/AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Montecarlo with real beam" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For the energy we assume a gaussian with mean 48.4 GeV with variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. Inverting this formula we get the value for s.\n", + "\n", + "As the icdf method is not runnable, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# E_gauss=np.random.rand(10**6)/500 + 48400\n", + "# theta_star=np.linspace(0,np.pi,1000)\n", + "# events=np.zeros((6,1))\n", + "# for i in E_gauss:\n", + "# events=np.hstack((events,mc_sampling(i, m_e, m_muon, 1)))\n", + " #events_2=np.asarray([ mc_sampling(i, m_e, m_muon, 1) for i in E_gauss])\n", + "# events=events[:,1:]\n", + "# events = events.T\n", + "# df = pd.DataFrame(events, columns = [\n", + "# '$px_{\\mu_1}$',\n", + "# '$py_{\\mu_1}$',\n", + "# '$pz_{\\mu_1}$',\n", + "# '$px_{\\mu_2}$',\n", + "# '$py_{\\mu_2}$',\n", + "# '$pz_{\\mu_2}$'\n", + "# ]\n", + "# )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[48881.9047797 48519.95684171 48712.24072756 ... 48539.16894447\n", + " 48624.59148457 48487.54882231]\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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.....................
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" + ], + "text/plain": [ + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 19359.985810 -22.255033 -6.204417 27997.722610 22.255033 \n", + "1 22911.304951 1.849884 -30.334340 24446.403235 -1.849884 \n", + "2 29620.999323 4.889275 12.264870 17736.708850 -4.889275 \n", + "3 25766.499181 28.393126 6.007176 21591.208669 -28.393126 \n", + "4 28093.580690 -20.780436 9.159067 19264.128671 20.780436 \n", + ".. ... ... ... ... ... \n", + "95 23819.501102 5.589400 30.077229 23538.207660 -5.589400 \n", + "96 19329.434544 22.274707 5.648326 28028.273195 -22.274707 \n", + "97 23440.971993 -30.296628 -4.147419 23916.736736 30.296628 \n", + "98 23418.233401 4.310025 30.269885 23939.475637 -4.310025 \n", + "99 18373.118099 3.189502 17.850364 28984.590555 -3.189502 \n", + "\n", + " $pz_{\\mu_2}$ \n", + "0 6.204417 \n", + "1 30.334340 \n", + "2 -12.264870 \n", + "3 -6.007176 \n", + "4 -9.159067 \n", + ".. ... \n", + "95 -30.077229 \n", + "96 -5.648326 \n", + "97 4.147419 \n", + "98 -30.269885 \n", + "99 -17.850364 \n", + "\n", + "[100 rows x 6 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Berillium target" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to compute the scaling factor that retrieves the statistics for a one week data gathering we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", + "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", + "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, l is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", + "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", + "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", + "\n", + "It is possible to express $\\rho^-$ as:\n", + "$$\\rho^-=N_A \\frac{\\rho_{Be}Z}{M_t}$$\n", + "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", + "\n", + "Then the rescaling factor is given by W=$f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1650669.7560994898\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "ename": "ValueError", + "evalue": "weights should have the same shape as x", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;31m#print(weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'$px_{\\mu_1}$'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'weights'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mweights\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkde\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[1;31m#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36mdistplot\u001b[1;34m(a, bins, hist, kde, rug, fit, hist_kws, kde_kws, rug_kws, fit_kws, color, vertical, norm_hist, axlabel, label, ax, x)\u001b[0m\n\u001b[0;32m 2610\u001b[0m \u001b[0morientation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"horizontal\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mvertical\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"vertical\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2611\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"color\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2612\u001b[1;33m ax.hist(a, bins, orientation=orientation,\n\u001b[0m\u001b[0;32m 2613\u001b[0m color=hist_color, **hist_kws)\n\u001b[0;32m 2614\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1436\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0mbound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mhist\u001b[1;34m(self, x, bins, range, density, weights, cumulative, bottom, histtype, align, orientation, rwidth, log, color, label, stacked, **kwargs)\u001b[0m\n\u001b[0;32m 6601\u001b[0m \u001b[0mlen_xi\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6602\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mwi\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwi\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6603\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'weights should have the same shape as x'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6604\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6605\u001b[0m \u001b[0minput_empty\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: weights should have the same shape as x" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "freq = 10**6\n", + "rhoBe = 1.848 # g/cm^3\n", + "N_a = 6.022*10**23\n", + "Z = 4\n", + "M = 9.012 #u\n", + "l = 6 #cm\n", + "rho_elec = N_a * (rhoBe*Z) / (M)\n", + "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *389\n", + "deltaT = 60 * 60 * 24 * 7\n", + "fweek = fmu * deltaT \n", + "print(fweek)\n", + "\n", + "weights = np.full((N), fweek/N)\n", + "print\n", + "#print(weights)\n", + "\n", + "sns.distplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), hist_kws={'weights': weights}, kde=False)\n", + "#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\n", + "#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", + "$$\\sqrt {s} > 2m_\\mu \\implies s > 4m_\\mu^2 $$ \n", + "So, rewriting the invariant quantity $s$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", + "$$ s = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-p_{e_+}^2$$\n", + "Joining the two conditions:\n", + "$$2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", + "And finally the condition on the energy of the positron:\n", + "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}$$\n", + "But:\n", + "$$E_{e_{+}}=E_0e^{-\\frac{Z}{\\chi_0}}$$\n", + "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of the target ($Z_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", + "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{Z_{max}}{\\chi_0}}$$ " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", + "z_max = 3 #cm\n", + "\n", + "result = ((4*m_muon**2-2*m_e**2)/(2*m_e))*math.exp(z_max/rad_length)\n", + "print (result, 'MeV')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Part 2: use the synthetic dataset to design an experiment\n", + "\n", + "Assume a $2$ meter long, $1.7$ Tesla dipole magnet is placed after the target. Assume a number of tracking detectors can be placed before the target, after the target before the magnet (one line) and after the magnet (two lines, one for positive the other for negative muons); those could be made of silicon pixels, with a single-hit resolution varying from 50 to 200 ${\\rm \\mu m}$. \n", + "Try to address the following items keeping in mind that money matters (i.e. you cannot buy an infinite number of detectors and the smaller the single-hit resolution the higher the cost) and that the layout of the experiment has to be as compact as possible (say whithin 20 m).\n", + "\n", + "1. Define the sizes of the various detectors, such that all the particles traverse them (i.e. $100\\%$ detector acceptance); \n", + "2. have each event of the synthetich dataset \"interacting\" with the detectors, i.e. generate a dataset with the hits (properly smeared due to detector resolutions) left by particles crosssing each detector. That should correspond to the actual measurments gathered by the experiment;\n", + "3. add some random noise to such measurements (e.g. for each detector accordingly to poisson statistic of mean about 1);\n", + "4. develop an algorithm to track the particles, both the incoming positrons and the outgoing muons.\n", + "5. keep in consideration the fact that the two muons emerge synchronously from the target: how small the pitch (the distance between individual pixels) have to be of the detectors prior to the magnet? If that is too small, adjust the tracking algorithm accordingly (i.e. the reconstruct muon tracks could share hits in those detectors) \n", + "6. compute the resolution of the muon momenta and of the $\\sqrt(s)$;\n", + "7. (optional, a though one..) correct the muon trajectories for the transverse position of the hard scattering on the target section. Actually the incoming positrons are both dispersed in space (the flat distribution with $r=1$ cm) and divergent; one would need to correct for that too.\n", + "\n", + "### References\n", + "\n", + "* [LEMMA](https://arxiv.org/pdf/1509.04454.pdf) paper. The original paper describing the positron-induced low emittance muon source, ehere all the relevant kinematic features of the process have been studied\n", + "* [Babayaga](https://www2.pv.infn.it/~hepcomplex/babayaga.html) event generator. You may want to install and run it as a comparison for your results.\n", + "* [2018 Experiment](https://arxiv.org/pdf/1909.13716.pdf): the paper describing the (very poor..) results of the experiment carried out in summer 2018\n", + "* [2021 proposal](https://cds.cern.ch/record/2712394?ln=en): the proposal for the experiment in 2021\n", + "\n", + "\n", + "### Contact\n", + "\n", + "* Marco Zanetti \n", + "* Camilla Curatolo \n", + "* Jacopo Pazzini \n", + "* Alberto Zucchetta " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Project.ipynb b/Project.ipynb index f6ffbf3..7f151da 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -29,12 +29,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "from jupyterthemes import jtplot\n", - "jtplot.style(theme=\"onedork\")" + "#from jupyterthemes import jtplot\n", + "# jtplot.style(theme=\"onedork\")" ] }, { @@ -88,17 +88,19 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -168,17 +170,19 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -301,37 +307,41 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -342,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -350,7 +360,7 @@ "\n", "def mom_mu_cm(m_muon, s, t, p):\n", " #p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", - " p_norm = math.sqrt(s/4-m_muon**2)\n", + " p_norm = np.sqrt(s/4-m_muon**2)\n", " p_x_cm = p_norm * np.cos(t)\n", " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", " p_z_cm = p_norm * np.sin(t)*np.sin(p)\n", @@ -361,7 +371,7 @@ "\n", "def p_pos_lab(s, m_e):\n", " e_pos = e_pos_lab(s, m_e)\n", - " return math.sqrt(e_pos**2-m_e**2)\n", + " return np.sqrt(e_pos**2-m_e**2)\n", "\n", "def beta(s, m_e):\n", " e_pos = e_pos_lab(s, m_e)\n", @@ -369,10 +379,10 @@ " return p_pos / (e_pos + m_e)\n", " \n", "def gamma(s, m_e):\n", - " return 1./math.sqrt(1-beta(s, m_e)**2)\n", + " return 1./np.sqrt(1-beta(s, m_e)**2)\n", "\n", "def Ecm(s):\n", - " return math.sqrt(s)/2.\n", + " return np.sqrt(s)/2.\n", "\n", "def boost(s, t, p, m_e, m_muon):\n", " e_cm = Ecm(s)\n", @@ -396,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -419,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -454,48 +464,48 @@ " \n", " \n", " 0\n", - " 33879.045588\n", - " 0.953023\n", - " 28.234590\n", - " 17881.802216\n", - " -0.953023\n", - " -28.234590\n", + " 17485.642623\n", + " 3.283367\n", + " 9.889465\n", + " 29872.065017\n", + " -3.283367\n", + " -9.889465\n", " \n", " \n", " 1\n", - " 21926.906587\n", - " -34.120540\n", - " -24.258716\n", - " 29833.941217\n", - " 34.120540\n", - " 24.258716\n", + " 23274.112071\n", + " 25.093981\n", + " 17.408752\n", + " 24083.595570\n", + " -25.093981\n", + " -17.408752\n", " \n", " \n", " 2\n", - " 21024.131495\n", - " 34.515147\n", - " -20.108912\n", - " 30736.716309\n", - " -34.515147\n", - " 20.108912\n", + " 28661.361762\n", + " -18.176873\n", + " -8.376944\n", + " 18696.345879\n", + " 18.176873\n", + " 8.376944\n", " \n", " \n", " 3\n", - " 30959.590334\n", - " 37.847913\n", - " 10.930599\n", - " 20801.257470\n", - " -37.847913\n", - " -10.930599\n", + " 29817.381187\n", + " -8.709146\n", + " 6.876430\n", + " 17540.326453\n", + " 8.709146\n", + " -6.876430\n", " \n", " \n", " 4\n", - " 22195.363480\n", - " 34.799991\n", - " 24.127694\n", - " 29565.484324\n", - " -34.799991\n", - " -24.127694\n", + " 29688.947135\n", + " -3.713884\n", + " 11.958806\n", + " 17668.760505\n", + " 3.713884\n", + " -11.958806\n", " \n", " \n", " ...\n", @@ -508,48 +518,48 @@ " \n", " \n", " 99995\n", - " 18751.343064\n", - " -9.056593\n", - " -31.237791\n", - " 33009.504740\n", - " 9.056593\n", - " 31.237791\n", + " 29240.892281\n", + " 14.375974\n", + " -7.875873\n", + " 18116.815359\n", + " -14.375974\n", + " 7.875873\n", " \n", " \n", " 99996\n", - " 15982.217814\n", - " 10.264774\n", - " -4.636048\n", - " 35778.629990\n", - " -10.264774\n", - " 4.636048\n", + " 23310.396827\n", + " -10.515891\n", + " 28.684386\n", + " 24047.310813\n", + " 10.515891\n", + " -28.684386\n", " \n", " \n", " 99997\n", - " 21500.397648\n", - " 37.134870\n", - " 17.421818\n", - " 30260.450157\n", - " -37.134870\n", - " -17.421818\n", + " 21919.407416\n", + " -27.968389\n", + " 9.341962\n", + " 25438.300224\n", + " 27.968389\n", + " -9.341962\n", " \n", " \n", " 99998\n", - " 20096.633481\n", - " 34.729102\n", - " -13.953577\n", - " 31664.214323\n", - " -34.729102\n", - " 13.953577\n", + " 21730.059418\n", + " -29.184052\n", + " -1.625327\n", + " 25627.648223\n", + " 29.184052\n", + " 1.625327\n", " \n", " \n", " 99999\n", - " 32336.163405\n", - " -9.613974\n", - " -33.852615\n", - " 19424.684400\n", - " 9.613974\n", - " 33.852615\n", + " 26961.550610\n", + " 22.504075\n", + " -14.047219\n", + " 20396.157030\n", + " -22.504075\n", + " 14.047219\n", " \n", " \n", "\n", @@ -558,35 +568,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 33879.045588 0.953023 28.234590 17881.802216 -0.953023 \n", - "1 21926.906587 -34.120540 -24.258716 29833.941217 34.120540 \n", - "2 21024.131495 34.515147 -20.108912 30736.716309 -34.515147 \n", - "3 30959.590334 37.847913 10.930599 20801.257470 -37.847913 \n", - "4 22195.363480 34.799991 24.127694 29565.484324 -34.799991 \n", + "0 17485.642623 3.283367 9.889465 29872.065017 -3.283367 \n", + "1 23274.112071 25.093981 17.408752 24083.595570 -25.093981 \n", + "2 28661.361762 -18.176873 -8.376944 18696.345879 18.176873 \n", + "3 29817.381187 -8.709146 6.876430 17540.326453 8.709146 \n", + "4 29688.947135 -3.713884 11.958806 17668.760505 3.713884 \n", "... ... ... ... ... ... \n", - "99995 18751.343064 -9.056593 -31.237791 33009.504740 9.056593 \n", - "99996 15982.217814 10.264774 -4.636048 35778.629990 -10.264774 \n", - "99997 21500.397648 37.134870 17.421818 30260.450157 -37.134870 \n", - "99998 20096.633481 34.729102 -13.953577 31664.214323 -34.729102 \n", - "99999 32336.163405 -9.613974 -33.852615 19424.684400 9.613974 \n", + "99995 29240.892281 14.375974 -7.875873 18116.815359 -14.375974 \n", + "99996 23310.396827 -10.515891 28.684386 24047.310813 10.515891 \n", + "99997 21919.407416 -27.968389 9.341962 25438.300224 27.968389 \n", + "99998 21730.059418 -29.184052 -1.625327 25627.648223 29.184052 \n", + "99999 26961.550610 22.504075 -14.047219 20396.157030 -22.504075 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -28.234590 \n", - "1 24.258716 \n", - "2 20.108912 \n", - "3 -10.930599 \n", - "4 -24.127694 \n", + "0 -9.889465 \n", + "1 -17.408752 \n", + "2 8.376944 \n", + "3 -6.876430 \n", + "4 -11.958806 \n", "... ... \n", - "99995 31.237791 \n", - "99996 4.636048 \n", - "99997 -17.421818 \n", - "99998 13.953577 \n", - "99999 33.852615 \n", + "99995 7.875873 \n", + "99996 -28.684386 \n", + "99997 -9.341962 \n", + "99998 1.625327 \n", + "99999 14.047219 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 30, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -597,29 +607,31 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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3H3L+VZDd2wBIiDMvQ5zfizE7g1T7egDGjPffdFPP+yzsjkFk5q/DiejVEOfegnHhzSn372S/GE/uzf06llt/N0WiMWzavMXXMpA+2LDRE+8LUTjxsz03KSKQsRYg2gQZawKMmJrKK20g1gLkx5A1BiEdHKkgAaD1ErUmxfK7gfQF4NxbECd3Qki7ooRnqWOFtIHR0+qfSBINHV0YaF0NdN0EmFF1jmV3qn8vvR2w84Cdg2xaAphx9ZtMmEC8TU1BWXQj5MhxwMoDY+c8Wwi0XniWuMik0xgc7Edn12L0XTgHAOhc1I1MJo3Bgb6qj50gJVDG+hfStktOJ3HCbNeREIBtT/x78t9mHAdMHCuNBGTXDUAkAQwehjj8mAoa8XmQTUshO9YD89fCaloCZIchbLvoh2Xi+uOBevJ1pl+3WJkLdbLnrQPOv1W87pOvXOQ8s5le56KvSZHXrNh/z1hgtMjrXuyahfrJwrGTyzOtPkXLX6K+01+bWcsz7fG5XrtS76WZ55YT789S96Tiuk17rezYPOCKz6kvt6HDwNBxiPOvjx8/7fWf68tl+j2wcxDvfg/yis9CdqyHfe51YPL9gyj6fpIQkO0bJt4b5dbfTV7EI6JiZPv6WeM4kZs40oLCys81kJy4rgSAhi7I1tWQ89cCjUsAYQD5lJpiYaXVj3dhAIn5kJEEzkQagcY8kO5X04EHPqiuDEYUaOoGuj6iFmofPQPx4f8CmpYCQMVJi0qJfAqtmQ8w/OEB2LZUoys6robo2w/Ztgaw8xDnXgMKv6Em/dawO64GzDhE+jxk83K15sb8NbA71gH94zteZgaYyKiRp7uK7H1jD27cug0njh+BbVnYeut27HvrNUg5c6eAUsdeuXYDDn/wLjKZNBZ0LsKWW7bj0Nv+9pyWq9JFdSQArPyY+p/TL0HYOYhUj/r/sV6Igfdgp/uARDvQtARouwKyZRXQ+5paB8Ceud2sV6rJZLNBU1rNO3i4/INFQgCLtgKLbgDOvQFx6mdA25XOnLswXNrOAh/+M+TaLwDzr3Lk3FTfav5cVfn8Ys+TkQagaSlk+5VAYj5gZYFMv2rIVV1Cb0hhqh66WKvaKSjeqhbcjTSqemSHgNFTnm5LV4tKv5PYg0tEBeXGD2nEgMZFkC0rgGgzYEQAYUK2XaHWYEgugMgOAmPnIc0EYKUdjZ8y0gA0LgaaFqv/zvRDXDgAnHwesqELQtozv6c6roaARHebgZPp+WpaR8dGYNkOIDsMmWiDGHgfGD1V/KIApJmEbOiCXPkJoP0KIJ+G6HkFOL8XaLtSJQLGExdeEpAqWZNPQWSHACsz/veJicjTjgdgZSAGP4AY/AAy3QdpJiDsLOS8y4CWFYCdg93UDTF6Bkj1QBoxyAWbVTJEmOp70kxAxlon7j+EAbReqrZztdKQIjLjvtfTQp6eJi5273oOyYZGfOFLfwAhBA4d3I/nd/4EAHDXfQ8AAJ56/McljwWAa669AXfd9wBM08TI8BAO7HsDL+96zsvqeKd5hQomZ16BsHNFDxEAkO4D0n2QfYcgzAjk4q3Aktsgz78F0fsG0LLS9aJKjGdMhQlIS2Uny36uUM+DrYZuBZQujVa/yiHNOLBgk5oXePY1GCd3qr87fZ1CxnvgA8juW4EzLzt8BSJF9bjsrez4Kj97UkQgl+0AFlyjEhVj54ChY6pBk5gPtK6G3bwU4uwvgMH3ff3hL4UJGW0C5l0OJDvUHN+mZarRKgw1lXH4GJDqhbDSkI1L1KjBhk7INZ8HciOQMg/0ve1dmTWJz0HE146CTJfdQSbaLu3rkRcxyJbFkMlOFTelrbbvzA4DuRQgLYjUacim5UAkAdl6CRBpUHHUzsPuugHIDkJc2A8ZmwfR81JlZTETQOd1asHLxsVqxMTQMYgTO4F5l01Z6HIuBvIQY+eAsfMQ59+E3XmD2iEuuRCy8zrVAMyngNyw2uoeABoXQy7cBCQ7ATurRiWc/QWQ7ps0KtY/peJdOe8dYaUhzr8Jce512AuuBRoWAMKAXLARSCxQo1MAyOU7pp1crZuhfkdZkPMuVdNzzDggBOzFN6r3R/oCMFjl6JaAJjk8TVxI28bOJx/Dzicfm/FYIWFRzrEA8L2/f9iVMupGiggw7xIVRMrcvVbYWYjeV4GeV4B5l0MuvBZy/Q1AZgAY7QFGTjrW0yUh1II58y4DmpepD+L4nLACe+m28QVrhAq6VkZlEo0IYCbUSBFhqq0vC+e1cqqnceQkxPBxYOR4leWDGsrWsgqydRXQ2A25eAtgW0BuSE0TGDuHYPT7Vcftxubk88uGLmDRjUBuFOLg3wHzrnDtuhOGjgENXSoxd4GNagouGW8HCg2SnlcgMgNTDxj8ADLSCEQbIFd9Qo1c6HkF6DtQNNk7uWHiRByQkUZg4WbIhkXq87b8LtUIyw6pBlT6gorZvb+AbFgEIa2p1+yYtL7UwHuQy++BXHI7sPgWtRDa8AlHFjULyw9sr+tRdORPQBu3VH9qShgDkMKY+KXsVIuwaLJEGED7WsjO63Aq0aESvKmzEEcfV+ssdGyccrw4/ybQkZqYmoDzb0J2fkSNyog1q5Fti25Ubd1FN6iEcEOX+qGb6lEjs6WlqhZtUtNA5l0KJBeo6eZjvRB9ByH734XIq40QRH60pqSBsNLA8DGVxFiwGSJ1BnLBNUBhjQxIIJ+BGHgXGDkB2dgNo1C/EJIdV0PIvBoxWWgvCwNy4fWAYaqd8qSlpuFYGci2NVPegxefY0J23QAx1gvZsQlo6oZc/3vqPve/pxYcDTlPExdUhfnrVObtwgFgfmVbJglpA/3vQPS/AxlvUw3ExkWQ634bsLKwWy9RB2aHVDDLlbewjoSATLRDXvZr4yvsJoChIxB9b6uhT41LVGLAMAEjCjF8TK0IbMZVwLIyKqNs51UvXGIBRP9ByMal6oMrTCCSUNseNS2F7LxeZaHTFwBrDBg8PLNMk388C0OVb8ntwLzLVGIkM6hWIrayEAPvqbLFWlW5mjdBtl8BjJ6BHHqvote4rNerVNbWTAJNi4Fkp0oAmTE1PLBjvVrop2GhGmKdHVBJljLv08T5IdQ8PSOqstoukQ1dqsdg5ATQ9w5EfsyTbLmADZzZDbn0jqlrhBBVwbf5xQ2LIC97EEj3qz3oZ5n+JPKjED0vQZ5+EVh4DeSSbWpkXd/balhvqmdi/m3VZZmc8DBiQNeNkAuvAWItkKkeYOQ0MHRkvFdwBMa516Y8V4yeKtlDJ/KjqqfoyKNqdfbFt6jFp2EDF/Y6MuouLAkMp/D1oHonASDeDjR2qVEOrZcA0UZg2Xb1Qx+AXLoNMtOv2qrZQUiImlsWElBT/+ar9eiklQVSZ7EofxBnL4yoa4xPpyjVbipMSYCVAdLn1d/Ovwl7wbUQYz2QCzarjsGWFWqNCghIO6/avYW1KnKjQOoscG4vjMIoDZe++4S0pnwnTLTVJ8ejxm5Xrl2KIwn9KhO+QtrjiQpApM6UdS0hLdUxOPCe+l0w8C6QOgO54l5g8RbIvoMQIyeqqkdQMHGhMQkAnderobbTkhZTfqiX8wHJ9AODH6p/+g9Bdt+i5ku1rgZaVqqVe3Oj4wFtRAW97KDK/CXa1ciN1lWw2i7HiZblkC0CSJ2DOPlTYOB9td5AQXy++rcNAGMQw0fVaruFskwPEh1XQwwdAWLzLv4tN6yGV2F81EnLSsiuGyCX3aUSIOk+NUIjMwCZXKgCcrQBsu1KYOkdKvkxdASi5+eqcdy6+uJCOgPvXrxOPg0pTAjYkIu2wF73v6MvdxIyeqzka1otCQCxVmDRFvUltvwu9QU01qvuSW4EkDbEyHHIlktUsqehE/KSX1J1z40C+THIZAdEblTNIZcWYMYgm1eo/481q6z64i1AtBlyxd3q2tLGKTsF2+iHyA079oUsF28FFmwE+g6qETJe6z8ILN+hGiFlCmtmn7zh5I9AGW8Dlt6u1p0ZuwAh86Ubr1YaOLMbOPsqMO8KyPnrIK/8nEpEZ4dV7DZiU2NzJWWKNkEuvxfouApy7DwwcgpIvQ6jR03JcurzI+w80Du+flXzMsjum4FFN0KOnII4/mTV55VGFDKSVMOR4/PUqCzbUqNGzCRgjXmS5pQQao2PzuvVvOWGLkCOL2yXvgCMnYWwM6VPNPmcTEBQHStnO+eJOf+RBrV+wtI7VHs31qI6cTKDKsmbHQZGeyAu7IVsVtOpxcgxINEB2bFetbsgYSc7IM7vhRg7W1lZIw1qscnGxZCRBND/HnBur9odY/56xNpslBpNXW6sFTKvfrQmOi6OzujbD9l1E8TQYdVOzI2o74gS5yx1TcYgfYhUD9D7BmTjYmD+VWqadgVTW4OGiQudRZvVnOZzbzl6WmGNqWFp599Ui8cAEEMfqh+6HRuBSKMaiRBrvdj7375G7eQw8B4WRM7h3Pl+QEo1ysJlQuaBwffVqJDzb6mpKYu2QLasVGWMNgB2HnKsV2UiTz4LGW+Hce71iXPM9SOgMJxZSgkjP4zsiu2w1/4HtZjQ4IfOTKmJNKrkS8d6NTzPiEKOnFRD+D78F8jGxUWHyYmB96YND7xBLVTUsUHtK53sAOLz1agMK6sSG3ZWJXZsS422aVg0Pp9yHYQZRUtrI/rEAshV9wMA7PYrII4+AZEdqKJeSaDzWpX5PfsLiPQFB16tygk7Bzl6BnbHRgCHfCkD1YfZtuyt+nyJ+cDCa4Czr0KceqHiXi9h59VUkb4DKs60roJcsEk11GPNkJnB8R/I51VCuv0qtehYsbIIU42cal6qRtMNfgCcfU0lqGtIVJTTyBXSBoaOQg6fgDAiKlG94ctqnY9oI2S0GWheDkCoH/1mHGhegf54FPayJZBmI9CwQA2VjjYDK+5R1x4fuSEX3XixPEtuUd8ZueGLi4XmR4suelZ1nWMtam53x0YV70dPq7pAAkZcxfBEO2DGYaXP44IxCrtdqKlvVcTiomWY43WXwlA/qsyYWpfEykAatdW/0rVgiNwgzbhKFjQsUnHAyqiRumPngYEPIXpempgSMbHY9/gPfgAQw8dUh6G0gb4DkEu3A4l2yDW/BZk6C3H+LUhhzD6tLZJU7bzGbiDRNr5uxBFg9AyM3j3j0wa8WcdN2HkgOzSjF77a0bCVdpoGldPf814Qo6ch7RywcBPkwOV+F8c1TFxoomgDo2EhMHpq1h4zpzKeAlAr5maH1A9QTB0VMbGQUMfVMPr2InnJOghpqCkjkwKXW9nXKdeAVFMR+g/NCJ4TIyqGjgAd86aUu9g5p5dXABBDh9E5uhsnzw7BXroD6L4VdvMyIDOkesZmef6UodUAEG+DbFykRoAk56svz+yQyvJfeBtIn4fR+wt1nrGzKhtfaq9pQK0iPZ7EKTbcbsaXSqQBIjuoVqLOpyDyEs25Pgz0n4LsOwC55E7Vy3nVf4BM9UKceFrNUS9xTwBANi2DXPVxNeXn4N+o3oxynudkT/Xk12z4BLDoBljDHwKwHDk/kZtkQxewYAMw8AGMUy+ov9VwPpEfBS7sB0Tk4nzmRIeKQc3L1EJo2SHI7BCGIwOQySzk0h0Q6XOqt2beZWq02ugZoO9FGGdeGl81vrZyVVQHaQGWBZx6QZWra4vaWq6hE3L+OrXtuTW+SLWdQc7IAEhNjFgTA+9CNi6GOL9X7a5l51Q8O//m+BS8TSqGxppU72v7VWra4Ip7ATMBu/2K8WHUPRM/biohkwtVUmL5XWrdjr6DQKp3YjrNlO8rQHVOdN0I2dIGuegmYMV96vpWFsin1Kr8+bRaTT7ZpUbl2Tn1HWNEAYhZE1ETZQKAeDtk42I1Im/epcCyO1UiS9qQC6+dWJvKXrgZGD0NMXwU0oxDWJWNBpm45rSdq9hDS5Wq9D0jYy2Ql/yyen/nhoGRUxDv/wCyaemUjqFKPtfCzql1CY49oZKnHRsguz4CxFpgt69R03fzKZVMbVquOtLi89RnePQ0cH5fINYdCGsSQud6uVE2MXYOsv992Et3wBrb5fj5dcDEhc4aFkI4PNqCShMAxMhxiLN71JZ+Zhzo2ACI9bDbLh+fptIAyDxk8wqI0VNqSkckOb7n9WLVoMyPqUTF8AmIM7tUr2cVgcqtwCvsPJA6M/GPXHYX5GWfAcbOquHnA+8V3UpXNcw3Ao1dQM/Pgczg+LQTb8o9q+wgkB9DOtIB4OJwTp2/uCh4pDAhW1erH9KLtwLp82q+6YX9lZ2n42o1verC247NSZ3c0BeAGhacGwGGj6ppYeleyIXXAbEWDMcvgYzH1PMyA+qH+tGfQEaa1LoxPlNx+CQw8O7FpPT0f0NiYZuNk8cPQNq2+lv/O2rR56alU3fhKrw2Mq9GlxVGNRhx9e/zb0EuvkUtYtexAWi/Uo1WiSTUazfHjx0pDGDeZSoutqxSIxoP/YP6bpgj/qjdwC4AIyfQET2G9IcHYC24DiJ9QSVpIg1AbB5kQ0LVKdaqEgxGFHLxTeray7ZDjic2YKWBfFptp9e4WL1HF2xSvb6FaYZDR9UPsd49kA2LATunftQJQw0pzw5ANnarJEq8Tb0GY73A2NnAbF9L9UUa0fH1yparHYrO7FajDACI9HnAoa00RW4YOPMScOYlyMW3jq/RNl8lH6UE7AzEqV9ARpvVVD4fTd8eU9eRErMlp+b6u5d0eq3KNnQEaOzCQPwKAOFLFjNxoSlpxNSaD4PvA41L/C6ONrzutRHZIbXo0dgFINGmvqji81SDMNkBmHHVg2VEgPwYxOBhNXLhzEtqi8DCecanUPi5tdNcRKpH7Zk9+C+QC69Rc9uX3wc5ekot/hRvUw3hpm7VgzvWC3Hw2+MrG+sR2AUADB3GWPNCTE5cEDnFElG1bgwADB5RvfsdG9SUgO7b1EiFSUmIoot2iYhqZDctAc69pT57NSg3JgpIlQhILICAxOI2Gyf61ci5qTt/TN2JpF4ISLWt4Pk31ar8kQa1mHXbGrWQX3ZIrSs0dg7Ijaq1lRZsUnGxdbXqcb1wQO0A1rRsYqG9Ssj29RBWZmJUHTBz9CMw/j1iqASGGDqsFsg2x/+JJNQIFUg1ym7gPSDTrxbBtnMXkz7j74WJ+ksbyI1AXNivtlYEIBdtUQvqJRdCXvFZwM7BbuqGGPzA0Wk1RNWS0WbISz+tknxnXoZx+oWq4tZszyn2dwFMxAox7RjRd8C1RS6DzM3vklp/F4Tte05AAv2HMNJ5LYxIg9/FcRwTFxqZ8uFJdqjek7FzWiUuylkUSVe1BCcBtavJ5C+q6b1/QGHbqqvVjigOldstRb+Qc8MQp16AnRmCyFxQ64nE21WjIDsE0fu6mvfesgpirNeHUpcwdBjpth3av/YUPBIC5xuuAfI5tR6FtNVCv5EG4IN/AlovgVyyDXLtb0/sgDT5x500E0DbFaon24hCHPoHtVBjnZgr/lYam50812xEPqXWODr/Juyum9QP+GiTSgpEGtSoh+yAGl1x/Bk1MkSqKWqyaZkjZZi1bMDElBGROjOz4Z5PT/l+AjB18etyr5EbBXJHVA9e/0HI7m1qp6tldwGRJOy2y1QSQ6LqRWCJqiWjTZCX/YZqJ597c+LzF1RO7XBB7ipn4VI3rlnReyN9AVF7BPkFm4DMsOPl8RMTFz6a840Ynwdk+h2bW+xnMHP62pVkxqs5TxA5PRJFQE4sUDU5UTNxPceu5CwxdASWiENEmyveNpZoLrJtDbJGK8S5F9WibZMISJXQizaPL8S7HHL5PWrNhEUfUQdFm9Tiwb17IK3xH5yzJC6c7DH0it/XL0e1ZRT5FDB8tOjaT2EzW72ElVHTic6/qda36r4VkJZacDoxH3LwCDDwvvcFprpkw4S96pNqqt4HP1KL4DokrJ9tr/jdFg/C/XP7+1IAaMkcxoWOTcCpF0M1Om7uPXjIP/FWtT5ClYLQiAwzr17/INxnL8sorDHE7CE155TIIRKA7LoBzdkjJRcrFPlRiL6DEG/9BXBmN8TxZ1SP/JmXIfb9FUTPzz1bUT7oGN/KV0s5Kn2ugITIDMA4/SLE298Cel9X0wg7r4MUZtXlICrXYOIywIxDHH605OK0TtDlcw7oVZZSglTWsGnInVG7RiXaSx4bpPvExIWGJAQQawEyA7WdR+M3os5lq1QYkhRhWvAolh+AjLe6dn4Kl7Lei8mFQKwVzdkjZT9XQKo1cgbeVf+MLxbnlDDFUJ14lQBwazixU9cp93kCgBg7D5zerRaoXjp1qh7fp+Q0GW3CUGwVjONPlb3rjRPvQ76XnVPPr6VX3zEGLDXNr6GzrHME5Z4wcaGjWAsAobbPdEFQ3pxE1YhZA2r1fSKnNHVD9B2AKXOljyXHefGd5VUiIayEnQV6X4NsX4OxSGfpJxBVSbZdiYbcGYiRY34XpWr1FBuoNNd2Dxx4T20m4MrZ/cHEhY7irWp1b58XGmJgnUnn10Tnsrltct3j1oBaRG+OIcv1/FpRZaQwgOQCtdPDbMc40NMd5PdkkMvuhHqofzl1FLkRiHOvYyBxeagayqQPGW0EkgvQmnnPn+vXwWe9Xuh2L90YsSeGPlC7TTV0aVffajFxoaPYvIlpImF5o1Wr3uvvpyC+9rJ9PaL2sFo8cdqoiyDWh9xV1nuisF7KcO29e14tVEz6CdJ0vJp24Or5OfJGQ13tmEMeal4BpM8jZnPx7WrwO6O+iPwYkB0Ampf7XRTHMHGho1gTkPV3+5rpwY3BLlicul9BvO8CUk2z4joX5ITkQmDsnO8j4MLKjxhTuKau8U3XcpVDWGNoyp6AbFrqd1EoBCZ/FqQRUdP2ho46fm6i0EoPQDZ2+10KxzBxoRkJANFGtX+619f2sQFZ6WNuXdMtfn9B+n19z2UHmLggZyQXAKneqp9ed589qnuNudNAsgPSTPpdFAqTllVqNOXYOQBqhCXjK3kh0O+zTD/QtCQ00/eYuNCNGQeMKJDjMLhy+BlMAh3IQk5kh4Fok9/FoICTRgyINqgvfo3VGosqHYGgY+yrx4S0X0rVO2b1A1YacukdHpWI6oGcdxkw1jtj+1M31hPy67Pt9i5ATpw7CHEvCGWsVNV1ygwAsWa11kUIMHGhm2gTYOcBK+3YKb38APu9HVytZPv62p6vYZ2cFJhtlHKjQKQxNBlm8kl8HmBlgXzKk8u5/TnS7nNKZQvSvRMAMHoGaFzsd1EoJCQEMO/Smka/EdUjYaXV9OlEm99FcQQTF7oZnyYi/C5HFXRpWOlSjiAKzWuXGwEME4hwqDIVV9Z7PT4PyAwEMh4TuW2uz5BI9QKJNkg2M6lGsuNqoGkpYMQmpolQ/QhCu1T7deVGTgFxJi7IDdGmulnfgqjA8fefnQWsHKeLUFlkx9XF34PxeUB20PPy6IbfDzSbWd8b2QEAAoi3eFkcCqvm5cDICe0XSWas9Adf9+IKo8hF6jQQC0csZuJCN9FGrm9RJ5yal+6VIH0xCEB9jqKNfheFAkoCaoHX8a2pwy5In2+qjB/3VkgbyAwC8XbPr03BN2NdhaZuYOSkT6UJtyDH/iCX3VNj54FoU9Hp00F7DSN+F4CmiTYBw+UH56C94Wgmp++hjvPkfXmf5kY54oKqF29XCyXXSeLCLV589mtdm8iRMkxb4LTcBQDF+TddLZevMn1qXvWQ+t9Cfdluqc6Va9dj8/Vb0Nm1GKnUKB76xtcmHhOGgTvuvA/rNlwDIQQOHdyPp594FFY+72OJqzMjaQEAjd0QZ/cAsbl3C+N7i4LOlffw2DnAjKnpVnbW+fN7iCMuNCKFoebk5zniwin8EnOX1q9vniMuqAbJBUA+DWHnAOjx47hA688d1bUpn5N0PxBv4yLJDhkbG8Pre3bjZ88+NeOxm7Zuw/KVq/Gth76Oh//qz9CxoBPbtt/rQymrM2dMizYDkQRkYr53BSIKk+yg2vghFvzOPCYudFLY8zw35m85yBX8sTGV66/H+M4iRFVJzOe0vSIYx6qn82vnyla4mX7Vy8cEsiOOHn4fBw/sxeDgzO2ZN2y6Di/vehYjw0NIpUax64VnsH7jZggRgqWFE21AdhjCdm70iBOfRZ0/zzrj6+Y9NX16VCUBA45TRXw25QMcSQJ2DkLqE5wZYCiwcqOql0ZEHP1MUX2QifmuLJTMmEr1Qtg5yPwYEG3xZdHxehFPJNDa2oazPacn/nb2zCnE4wm0zmvHQP+FWZ8rDAPC8LsP8+KYHFWWqWN0ZHwekOmHGP/79H/Ppdj5ajX5nJWef8pzK6hHNddy4vnlPKfSepR7LTfuXckyOFSXKTo2Onu+aYq9TjM+K4YB5IaBaFPJsvgdD0pdn4kLnUSSQJ6jLSgYtP8BVvgsRZIqYFNV6mVe9QzJDjXUnWhcIeaFel0Kp2WH1fDklN8FCa9YLA4ASKfTE39Lp9X3Xywen/O53SuvhGX5vVOHffE/29ZN/X8Ap5PNaM4eQ3Pb1L8vaZMo+cO2yPlqNvmclZ6/yPFl1aOaaznx/AqeU3Y9yr2WG/euTDXXxUtzvE4T9Whbh0FzCGOJTnTJEq9p2zrHi1gJ0zTnfJyJC51EEnWbuPD7R/Bc1/e7bF4LS32FtCCtDBMXNSrMq25sbMa1N2yd8tjkedW2ZeGTD34O27bfi51PPuZTaZ0hATVVpIKFknURls+v24L0OjlZVs/rnRueMjw5SK97UGSzGQBAPJ7A6Ij6rksk1NTjbCYz53NPHXkH+Zy/i/VNXhdF9O2b8v8SArKlCf0DIxjIqJ5YAYklbRIn+wUk5p4KM/18Tph8zkrPP+W5FdSjmms58fxynlNpPcq9lhv3rmQZHKqLl4q9TtPrIfr2we7uguxowon+uUc0iL59bha3pEg0hk2bt8z+uIdloVIiSSCfLn2cQ9iAqI7frxu3Qa1APq0+V1S1o4ffBwBcdsXaGY9t2HQdnt/5E4wMq20Ddr3wDB74lV/HT5/6N0gZkN6KYsy4+qeCNS6Y/KwfvJ8VyI4ADV1+lyLUMuk0Bgf70dm1GH0XzgEAOhd1I5NJY3Cgb87nStuGtP3p1QaK7CDSvmHq/0cbAWFC5kaAKT8kpUpqlPpxadvO/wCdfM5Kzz/j+DLrUc21nHh+2c+poB7lXsuNe1cWB+ripVlfp0n1sG3I3ChgxmEbsYlFx2c7n59KxSMmLnQSSQKpc36Xgig88mNqJBM5LkzzqmeINkLaeQhrbKI54PTcVz/m705c2415vJPPX868aAfmW7tdDwCezk8udp1Sr1O188Ldev/NuCe5IchIAyAExBxDlP2PB3qUYS5CCBimCcMwISBgRiKAlLAsC3vf2IMbt27DieNHYFsWtt66Hfveei3YCWRAjdbJpx1dmNNJTGI6Z0YSi6+tY2TH1aojT0r1WzM7R+JCc0xc6MTkGhdEjsqPccSFS0I1r3qa4VgDRuQIFrXNPMaxua8+zt8tcG0ebzl1c3C+daDmI0/Xtg6FshetR6nXqdp54S6//wp1sTGEEwA62xsRtwdLlMdfpeZW+23dhmvw0U98auL/v/LVr2FgoA8PfeNr2L3rOSQbGvGFL/3BxHpDz+/8iY+ldUi0iVM9iRwgYENaaSDSAGSH/C5O1Zi40IQEVM+wxcQFkWOsMSA+z+9ShFKY5lVPZ7c3A9bolLmgQZz7Ohu36+LV3OQw3BPRtw9ov2rWepR6LaudF+7WPSp6TxpSOJtugRid/Qeo3/OqgdJzq/22/63XsP+t14o+Jm0bO598LPDrC80Qa1bTjarEXnuiSULQmcfEhS7MBCCMuhhxwS8S8kwIgrSugjyvGsDcP3TNJJAbLXJMwOa+zsnFung6Nzng98S2oebuF6/H9Dn/xZ5fzbzwkuetybS65IYhY83A6Bzl8jkeAKXnVpMPok3AGKdQE82mot9U+VTg28R6T+irJ5EkIG3AmrunkogqML7GhWSoq5oQai715HnVhSHVhXnVTc0taGhoDM+86kiSo9+InJJLqeHJRBWQEEC0UW2pGxLsuCNf5ccCH4s54kIXEbW+RUD7jIj0VBjBFEmoTDNVrC7nVUe43hCRY/JjanthokpEkuMjkUf9LokWmPSgmuXHAr/LExMXujDjHG1B5DQ7B9j58R+iTFxUo97mVUthAmaMiQsip4RgeDL5INIA2DltdxQhCpzxWCyBwHaUc/y0Lsw4YKVLH0dEZRMA17mgyhTeK0xckAec7kXVslc2nwLMGKRgXxlVINqgphmRI7SMDeSt/BhgRAAj5ndJqsbEhS7MBEdcEM2ipi9cK6MSg0TliCQBKwsh/d6ulSgkCknAKBPIVAFO2SNyVj6t1lMMcGceExe6MGNAnokLIsdZaSYuqHxsLFOABKEXVUhbNZgDvigceSzSwCmeRA4SkKpNHA1uLGbiQhcccaEVN/a3J59YGfX5IioHExdEzstzZxGqEBMXRM7LpwPdJmbiQhcRLs5J5ApOFaFKmExcEDmOaw1RpbioNpHzAj4KmYkLDUhhAEaUiQsiN+SZuKAKRJKAxcQFkaM44oIqII2ImkKdYywmclQ+2KOQmbjQQeFHFRMXRM6z0kAkDul3OSgYIgmOuCByGrdEpUpEGgAptYzFQVhXhmhW423ioGLiQgdmXK3yamf9LglR+FgZQJhqCyiiOUhgfGtqJpGJHJVPM3FB5Ys0AFYaArbfJSEKl4Cv+8bEhQ7GG8rC73IEDLPeVJbCj9AAB2ryiBEDhKF+ZFHVGJtpBisNGBFIYfpdEgoCjnwjcsf4GhdBHYXMxIUOuKMIkWuEtAA7z3UuqLSJaXsc/UbkqEIyMMIEMpXBTKgfWETkrHxGjUAWwRyFzMSFDjg0mchd3FmEyhGJA1aWw5OJHHYxgczEBZXBTKgfWOQrjp4LoUJCMKDrXHiabhGGgTvuvA/rNlwDIQQOHdyPp594FFY+X/WxkUgEn//SH6CpqRl//qdf9aoqzmLigshdAd/+iTzC0W9E7mEcpnJFEkB20O9SEIWOkBaknVPtndyo38WpmKcjLm7aug3LV67Gtx76Oh7+qz9Dx4JObNt+b03H3nzbDgwN9LtddHcxcUHkLo64oHIwFhO5J5/miAsqjxnnVBEitwS4Texp4mLDpuvw8q5nMTI8hFRqFLteeAbrN26GEDOXpSzn2K5F3Vi1+nK8svsFD2vhAjPGxjKRmwK+bzV5hI1lIvdYGa5xQSWp3Z0SXCSZyC0BTiJ7NlUknkigtbUNZ3tOT/zt7JlTiMcTaJ3XjoH+CxUdKwwD93zsk3j6iUeLJj5mIwwDwnAvX1M49+zXmLmOqzRjEFYGIgBrvBbKGISyVoP1C7ZZ62elIWMtRevtZjwoh9/Xp0nMOJBP+V0KonCy0mqbS6K5GFHAMNmhR+QWK8M1LkqJxdQLlE5fzKCm02qro1g8XvGxH7nxFvScOY0Tx45g2YpVZZeje+WVsCyrihpUpnvlmlkembno23EzhoUNGSTiwVkQbkmbRLEkTFiwfsE2vX4j0QyGYlEsbivyGWtb513BijBNbg+oDTMOZAI+9ZBIV/k0EG/3uxSku0JPMEe/EbkjwElkzxIX2azKnMbjCYyODAMAEomkeiyTqejYtvb52LT5Bnz7m39RcTlOHXkH+Zx7W90Jw0D3yjU4deQgpD3zR5JsXz/1/4UB2RpB72AOIqd/z6uAxJI2iZP9AhLlj3QJCtYv2Garn0zmIONxnOif+RkTffu8LOIMkWgMmzZv8bUMNI4r2RO5h1NFqByF3Z1kcDrziALFygLxNr9LURXPEheZdBqDg/3o7FqMvgvnAACdi7qRyaQxONBX0bHrNlyDxqYmfPH3vgIAMAwDsVgcX/6jP8a//PA7OHHsyKzlkLZdNKHgtNmuM/3HojTUCBJp5YDA/JCUkAjnD1+F9Qu2mfWTVhYworAhZtbag3gwFy/iEZWm5lVzjQsi14zvKiIRnNYO+YC7OxG5y8qo9RUDyNPtUPe+sQc3bt2GE8ePwLYsbL11O/a99RqknDlkfa5j33l7L44efn/i2O4ly3HfJz6Fbz/8F0iNjnhZpdoV3jh2zt9yEIWZnQWEoebO8rNGxRgRzqsmclM+PR6HYyomExVjJphAJnKTlVVxOIA8TVzs3vUckg2N+MKX/gBCCBw6uB/P7/wJAOCu+x4AADz1+I9LHpvP5TCcu7i/cyo1AkBieCiAez4bMTUkLsTrDRD5zhpvJJsxJi6ouMLWYExcELmj8NmKJIAsExc0iwh3FCFylZ0FzBgkROB+f3qauJC2jZ1PPoadTz4247FCwqKcY6c7fvQw/vxPv+pYOT1lsueByHXSUv8YMQCjfpeGdGTGATsPId1fvJmoHglINW3PDOZq9uQRMw5kh/wuBVF4FZLIZixwnTX6rwYZdmbsYm8wEblCAOpzFtA5feQBg7GYyHVWJrBDlMkjZjxwP6aIAqXQ1glgLGbiwm+c60nkjQDP6SMPmHHGYiK32UwgUwlmnElkIhcJSDVtOoCj35i48BtHXBB5gw1mmgtjMZH7OFWE5qB2dwre8HWiwAnoKGQmLvzG4clE3ghokCaPcPQbkfsCvA0feUBEAGGyXUzktoDGYiYu/MbFOYm8YXOqCM2BIy6I3McpezSXwg8pmyMuiFwV0FjMxIXf2Fgm8gZHXNBcGIuJ3GdzqgjNwYyrHcDsvN8lIQq3gE6fZuLCbxyeTOSNgGaXySOMxUTuC+jwZPLIeAJZ+F0OorAL6HpDTFz4SEIARpS9fEReCGh2mTzCERdE7hsf+Sb9Lgfpieu+EXkjoFtTM3HhJyMKCMEgTeQFNphpFhIYbzBzXjWRq6ysWnxRRPwuCenIjDMOE3khoJ15TFz4yYyqf9s5f8tBVA/YYKbZFJLInCpC5K7CoosBbDCTB7hgPZE3ArruGxMXfjKigLTVQkRE5K5CY6iQMCQqKHx5c/QbkbvsvGr3BHBuNXmAIy6IvGFlASMKKYKVCghWacPGiAF2josQEXmhMLLJYOKCpjFiKoHMJDKRqwTABTppdlxriMgbhc68gK1zwcSFn7gwJ5FnVIM5F7ggTR4w41zJnsgr3OGJZmNwxAWRJwq/PwPWmcfEhZ/MKNe3IPKSneVUEZqJvXxE3rGDuQ0feYCxmMgTAlJN3QtYm5ir1PnJYOKCyFN2LnDZZfKAwQXhiDzDqSKuaGxqxo577seyFasAACeOH8EzT/wrhocGfS5ZeSTE+OKcHHFB5Ak7eKOQOeLCT0ZMDV0nIm8EMEiTB9jLR+QdTtlzxV33PgDTNPHQN76G/+9f/L+Qy2Zx78d/xe9ilY+LJBN5a3yBziBh4sJPRpS9fEReCmCQJg8wFhN5h1P2XNHWPh/vHNyHbDaDfC6Ht/e/iYWdi/wuVvkKySx26BF5w84FbvQbp4r4yYwCuWG/S0FUP+wcG8wuCPoQZRhRIDfqdymI6gNHvrni1VdexBVrrsL7774NaUtcteEavP/uwTmfIwwDwvCzD1Ne/E8zCmnnYWDu3Z3E+HPE5OcGEOuhn7DUpdx6SFt15k0+zt94UPr6TFz4iWtcEHnLzgGRBr9LETp33fsADMPAQ9/4Gmxp456PfhL3fvxX8IPvfsvvopXHjDEWE3nFygauly8ITh4/gg1XX4vf/8qfQEqg9+yZkjG4e+WVsCw/t4G2J/5rNBJBP7JY0mbPcfxFS9okEPAfmADroaOw1KVUPS5EspDRCDomfQ7Rts79gs3BNM05H2fiwk9GlEPiiLzEqSKuaGufj5+//DNks2pRtbf3vxmsudWcKkLkHS6S7Dwh8OBv/DbefecAfvjItyFtGx+56Tb82m9+Ed9++C9g28WTAaeOvIN8zr/YJ9vXX/zv5jhkJIcT/XP3uApILGmTONkv1IKeAcV66CcsdSm3Hva8HBBrwdikz5zo2+dFEWcVicawafOW2R/3sCw0ncFePiJPcaqIKyodouz/8GRgci+ENGIQVnbOYZVhGUIKhKcurId+yqqLlYE0IgAExHhPn//xQI8yVCuZTGLevHa89upLyGVVImLPKy/i5tvuRFv7fFw4f67o86RtQ86S1PDC5B9Vcnx3p/J+MEpIBPvHpcJ66CcsdSmjHuNJ5CnH+BgPAJSMR0xc+ERt+8RePiJPsafPFZUOUfZ/eDJQGKIsARw3o+hsyiCeLP2FHZYhpEB46sJ66GeuuuRFBqcALG43EZF59UefhycDpYco62wslULfhXO45tob8eLzT8OWEtd+ZAvGxlIYGOj3u3jl4U57RN4K4LQ9Ji78Yoy/9BxxQeSd8UXhJBD4XLo2qhii7PfwZODiEGVpRIFW4OxAHiI/e49rWIaQAuGpC+uhn3LqIkUeaAFODycgcqoN5PfwZKD0EGXd/fMP/h637/gYfvf3vwohBM739uBH3/9bWPm830UrDzvziLwVwM48Ji78wm2fiLxnZQEhABEBZEAac5qrZoiy38OTgYtDlKURV/+28iidzgrLEFIgPHVhPfRToi5SAnYe0owBufFjfI4HQOkhyro7f64XP/ze3/hdjOoZMSA/5ncpiOrHxFSR4HTmBXdCX9CZUUDa/PFE5KXCCCeuc+GYyUOUI5EIDNMM1hBlxmIi73FLVJrOjKnOBSLyhpUFhHFxFkAABKekYTO+FWpQMlxEoWDnVG+fEQPAnh2nBHqIMmMxkfe4wxNNx92diLxV6MwzYoAdgPYamLjwz3hjmYi8IwDIAM7p012ghyhzW2oi79m5wC0KRy7j4pxE3prozAtOm7iiqSJLlq5wqRh1iI1lIn/U2ZaojNslmDH28hF5za6/EReMxbPjTntE3hNA4NrEFY24+Mzn/gMunO/Fm6//HAf2voF0mkOtq8YRF0T+qLO51YzbJTAWE3nPqq84DDAWz6mQxOIaF0TeClibuKLExV//1f/Ahquvw0duvBW33XEP3n3nAN58/ec4ceyIW+ULLyMamPlERKFi5wK1EFGtGLdLMGJMXBB5zc4CsRa/S+EpxuI5FKYNMRYTeStg6w1V1HofHOjHi88/jRdfeAarL70CGzZdh1/9jd/GQH8f3nz9Vezf+xrGUim3yhouRoQBmsgPdbbGBeN2CUYUsNJ+l4KovtThiAvG4jkYUUBa6h8i8k7A2sTVdTtKiQ/eewcfvn8ImzbfgNt33Ifb77wXt2y7Cwf2vYEXfvoExsbqNPiWy4gCuRG/S0FUf+x8oIK0Yxi3izOjQG7Y71IQ1Rc7G6h51Y5iLJ7JVAtzcncnIo8FrE1cVeJiXtt8bNx0HdZv3AwzEsFbb+zBm6+/ipaWVmy5ZTs++enP4rt/99dOlzVcjAinihD5wc4BkUa/S+E5xu1ZcKoIkfcCNq/aSYzFRXArVCJ/hHnExZp1G7Bx0/VYtuIS9Jw5iReeewoHD7yFfE41+s6dPYPz587ii7/3FVcKGypcEI7IH3W2xgXjdglGlAvCEXnNygJGBBKom152xuI5cCtUIn/YOSAW97sUZauo9X73Rz+Jt/e/iWefeRxne04XPWZ0ZBi7X3zWkcKFGhMXRP6wgpVdrhXjdgkmYzGR5+w8IAxARABZH6NPGYvnwDhM5I8wj7j4q6//N+Syc/dM5fN5vPSznTUVqi5wqgiRP+x8XY24YNyenQSYRCbyQ+EzZ0QAqz7aQozFc+BUESJ/BCxxYVRy8B/85/+GhsaZc8OTyQb85//rzxwrVNixsUzko4AF6Voxbs+hkMBiLCby1kTigrGYsRhsExP5JWCLc1aUuBCzTEQ0TBO2bTtRnvogIurF5IgLIu+NJy6k3+XwCOP2HApf1ozFRJ4SkOpzV0c7izAWz4GJCyJ/BGzdt7JKum7DNQAAKYEr125AJpOZeMwQAstXrkZ/33l3ShhG7OUj8o+dVy3IkM+tZtwuw0TigrGYyHN1MvqNsbgMRpSLcxL5YaIzT6iEsubKSlzc+7FfnvjvO3Z8bMpjlmVhcKAPP336350tWZgVvqhD/KOJSFt1MreacbsM47189bKrAZFW6iRxwVhcBo64IPLH5DZxAD6DZSUu/uy//WcAwJf+j/+Cv/vWX2IslXK1UKFnRADbgpB1PjSQyA+FaQFGFLDS/pbFRYzbZTCinCZC5JeAza2uFmNxGbirCJE/JreJA/AZrGhSy0N/+TW3ylFfAvLmIAojARvStuqiwQwwbs8pID0MRKEUsLnVtWIsLk5CsF1M5JeALZRc8htjzVUbcejgftiWhTVXbZzz2IP733KoWCHHrVCJ/BXyBjPjdpnYWCbyTx1MFWEsLgPXfSPyjQAgA9QmLlnKjz/wII4efh+p0VF8/IEHZz1OyjoOupViY5nIXyFvMDNul4mxmMg/Vg4wY36XwlWMxWUofBdzcU4ifwSoTVwycfG1P/lK0f+mGrCxTOQvOxfqbfgYt8vE0W9E/rFzQLTR71K4irG4DEZUZW64YD2RPwK03pCn40KEYeCOO+/Dug3XQAiBQwf34+knHoWVnxmsSh274977cellaxBPJJDNZPDOwX14budPYFuWl1WqDhvLRP4KUJAmFxlRwM76XQqi+hSgXj5ykcndnYh8ZQUnFleUuFix6lLkczmcPHEUALBx03XYeM1HcP7cWTzzxL8im83M+fybtm7D8pWr8a2Hvg7bsvDJBz+Hbdvvxc4nH6v42Nf37MZzzzyOXC6HZEMDHvjlX8dNW7dh1ws7K6mSPzjigshfAZrPV6ta43aoGVEgN+p3KYjqU50lLhiLZ2HE2CYm8lOA2sRGJQdv234vkg1qWF/7/A7suPd+9Jw+iUWLl2DbnfeWfP6GTdfh5V3PYmR4CKnUKHa98AzWb9wMIWbmWUsde/5cL3I5FegEBKSUaGvvqKQ6/uEWfET+qqMGc61xO9Q4+o3IP3Y+1FP2pmMsngU784j8FaA2cUXplbb2+TjX2wMAuOyKdThy+H089ZMfo3vJctz/K5+Z87nxRAKtrW0423N64m9nz5xCPJ5A67x2DPRfqPjYG7bchptuvh2xWByp1Cie/97flKyDMAwIo6J8TUUK5579GhLSiEDYWQhI18rhlkKZg1j2crB+wVZu/aSdAyIJCEhX40E53L5+LXE79NhgJvLPeC+fBOpimgBj8Sy4LTWRv+w8YMb9LkVZqhgXon4QLFuxCkc+fA8AMDw8iGRy7gWWYjH1gqTT6Ym/pdNj6rF4vKpjX3npebzy0vOY37EQ69ZfjZGR4ZKl7155JSwP1sHoXrlmlkdsnIlG0IQcmk3b9XK4ZUmbBEL64xdg/YKuVP0GY1mMRaPoarOBtnXeFawI0zQ9uEp1cTv0mLgg8o+dA4QJCH+Tx95iLJ7BiHFHESI/2Tkg1uR3KcpSUeKi9+wZbNp8A95/7yBWrFyN5555HADQ0jIPqdTInM8tzN2LxxMYHU8wJBJJ9VgmU/WxAHDhfC/O9pzBx+7/NB75zjfnLMepI+8gn3NvMTZhGOheuQanjhyEtGcmJmT7etgNUfSP5DEwGrwvawGJJW0SJ/sFZAj7SFi/YCu3frLJgmyJ4kS/AdG3z8MSzhSJxrBp8xbXzl9L3A49Ji6I/FP47AVkiHKtGItnwThM5K8ArXFRUSmf/+kT+OSnfxPX3XAz9r65B+fP9QIAVl9+Jc6cOjnnczPpNAYH+9HZtRh9F84BADoXdSOTSWNwoK/qYwsM00D7/AUl6yBtu2hCwWmzXUdCAEYU0s4juIMjJSTC+cNXYf2CrXT95PiuIhIC8CAezMXteFRL3A4zCQMwTK5xQeSXOktcMBbPwowC2TG/S0FUv8K6xsXJ40fxl/+fP0EsHkdm0jSOt17fg1wZoxj2vrEHN27dhhPHj8C2LGy9dTv2vfUapJw5pHuuY+PxBC67ch3eO3QAmXQaCzoXYcvNd+Dwh+9WUh1fSIALwhH5LUDZ5VrVGrdDq3D/2dNH5AshbUhpBabBXCvG4llwwXoif4135gVBxS13KeWUgAtgysKac9m96zkkGxrxhS/9AYQQOHRwP57f+RMAwF33PQAAeOrxH5c8VkJi3fpNuGPHR2GaJkZHR/DuOwew6/mnK62O9wrzOdlYJvLPeHZZQoR23MlktcTt0Cp8STMWE/nHCk5PnxMYi4vgVBEifwVooeTKEhdCYP2Ga7Bi1aVobGqesY3p90usLyFtGzuffAw7n3xsxmOFhEU5x2YzGfzjP/yvioquDTaWifw3MUS5DkZd1Bi3Q8uIANIGpPuLNRPRLAI0RLlmjMXFcVcRIn8FaKHkilrtt995HzZfdyOOHH4fgwN9KDLDg0qZGJ7MYXFEvil8/uogccG4PYvx4cm69y4QhZqdr4s4DDAWz4ojLoj8FaD1hir6tlh71dV47F++j0MH97tVnvAzooC0IGRwt0IlCryJxIX+QbpWjNuzMNlYJvJdHY24YCyeSS1YzxEXRL4KUOKiojEhhmGg58xpt8pSH7gIEZHvBGTdNJgZt2fBWEzkPzunkoh1gLG4iMJoG4uJCyLfFKbNBqBNXFHi4sC+N3DFmqvcKkt9YGaZSA8BWkW5Fozbs2AsJvJfnSSQAcbioibWfWMSmcgvAghMm7iiqSKZdBofuelWdC9djt6e07CsqYuavbzrOUcLF0qcy0ekhzrZEpVxexaMxUT+s3NAJOl3KTzBWFyEEQWkBCQTF0S+CkibuKISXrXhGmQzGXR2LkZn5+Ipj0nI+gy6lTIizCwT6aBOevoYt2fBxAWR/wLSy+cExuIixuMwF0km8llA2sQVJS4e+suvuVWO+sHGMpEe6qTBzLg9CyMC5NN+l4KovgWksewExuIi2JlHpAcrGLG46g1bk8kGJ8tRPxikifQQkGFxTmLcnoRJZCL/1WEcBhiLJzAOE+khIJ15FX1bCCGw5Zbt2Hz9TYjH43j4//5/Y6C/D7fecTcG+/vx5us/d6uc4WFEgXzK71IQkZ0DjJjfpXAd4/Ys2GAm8l9Aevmc4EUsvuTSK3DLth1on78Q2WwGr778M7z68s8cKL1LGIeJ9BCQJHJFIy5u2HIbrtp4DXY++diURYXOnjmNqzZudrxwocQt+Ij0EJDscq0Yt2fBWEzkv/HGshRVDwAODLdj8cpLLsM9H/0knnvmJ/j6//h/4uH/+89w+INDNZ/XVYzDRHoIyLS9ir4prtpwDZ56/Mc4sO8N2LY98fdzvWfQPr/D8cKFErfgI9JDQLLLtWLcngVjMZH/Cp9BM+FvOTzgdiy++bYdeOnFn+LokQ8gbRvZTAbnes/WfF5XMQ4T6SEgiYuKWu0trW04f25mELRtG9Go/pXVAofFEemhToYoexW3gzREWQKMxUQ6mJy4CPk0WjdjcTQaxeLuJTj8wSH8zu/+JyQSSZw6dRw7n3wMgwP9sz5PGAaE4eNoFyMCWBkIFZXLUji2kufoiPXQT1jqUlU97BykGfE3HgAlr19R4mJwoA+dXYsxNDgw5e8rVl2KC+d7Ky5cXeLinER6CEh2uVZexO3CEOV/f/QHOHbsMKLRKFpb5zlyblcYUUAYTFwQ+U1agLSBSALI+F0Yd7kZixPJBghh4PIrr8IPvvc3GB0dwfa7PoZf+tRn8bff/Masz+teeeWUaSteOxuPIm4NY16bXfrgaZa0SSDgPzAB1kNHYalLJfUYjWTRH4liySXr3C1UCaZpzvl4RYmLN37xCrbf9XHk8+qHd1t7B1atvhy33n43fvr0v1dfyjrBXj4ijdTJGhdexO3JQ5QBlByi7HsvX7QBEoCwc2X3SISlJwYIT11YD/1UWhcBwLZzENEG7Xv6auVmLM5mVNbnF6++NDHC4oVnn8R//KM/QUvrvBnJkoJTR95BPpet6dq1sNZuQWY0j+Hh8l97AYklbRIn+wUkhIulcxfroZ+w1KWaeshEHjIZxckPD7hcurlFojFs2rxl9scrOdlre3Yj2dCAX/rUZxGNRvDpz/wW8vk8Xt71HPa9+YuaCxt67OUj0oedAwwTUpgQ0r8eJ7e5HberGaLsdy9f1mjGGQBLWzIQqKynLyw9MUB46sJ66KeSupxCDvMWX4rGBf5uEVqqp69WbsbiTCaNgYE+QFb2/pG2DWlXPtrBMUYU0s4DFf9IlJAI9o9LhfXQT1jqUlk95Hhnnm1LX5PopeJRxSvT7XphJ956Yw8am5ohhMD53h7kcvwhXpbC4lOcKkLkv4m51fHQz612M25XM0TZ714+2bgEuMzCyX6g3DWqw9ITA4SnLqyHfqqpi53I48L5c+g/r3dPnxPcjMVvvvZzXPuRrTj84XtIpUZxy2134czpE7OOttACRyET6aHw29SMA1ba37LMoezERUNDI2694x5cfuU6xOPqB3gmk8ahg/vxs2efRCo16lohQ8OMq38zSBP5byJIh3dROC/idjVDlP3u5ZNGHLByVfxIDEtPDBCeurAe+qmwLnYOMOP+9vyjdE9fLbyIxa/sfgGJRBK/9TtfBoTAyeNH8S8//Ieaz+sWNX2a674RaaHw2zSSCH7iIhKN4tf/ty8h2dCIA/vewPnes4AAFizswtqrrsbSZSvwt9/8xsS8PZqFGb+4EBUR+Uvm1bDakC4K51XcrnaIsq/MOBvLRLqwc5BmIhQpm2I8a0NLied/+gSe/+kTzhTcbSICCJOdeUQ6mNyZp7GyEhfXXHsjIpEo/uav/ydGhoemPPbyrufw2d/6XWy69kbseeVFVwoZGpEEYOdD++VMFCQCgBzv6QsjL+N24IYoRxJsLBPpwspp31iuBdvQs4gUpk8zFhP5TUAGok1c1uTeyy5fg5d3PTcj4ALAyPAQXnnpeVx2xVrHCxc6JhvLRFqx86FtMHsZt1/Z/QI+fP8Qfut3vozf+/2voqm5ReshyozFRBqxcxd/xIYQ29CzMJm4INJKANrEZY24mN+xECeOH5n18RPHD+Pm2+50rFChZSY4PJlIJ3Z4e/o8jdsBG6IsGYuJ9GHngYjevXy1YBt6FmZcTZ3m9GkiPQSgTVzWiIt4IoGxsdkXr0ulUogn9K6oFsw4M8tEOrFzoW0wM27PgVNFiPRh5wAz6XcpXMNYPIvxOMzp00SaCEASuazEhRDG3KstSwkhyttSrp7JCHv5iLRi51Xvewgxbs+BU0WI9BHiBDLAWDwrxmEivYwvlKyzsqaKCAHc/yu/Dsuyij5umqajhQotBmkivQRgPl+1GLfnYMaB/JjfpSAiINRxGGAsnhWn7BHpJQBTRcpKXOx76/WSxwz099VcmNDjVBEivQRgBeVqMW7PIZIAssN+l4KIgIk4LIFQThtgLJ4Fp+wR6cXOa98mLitx8ZPHfuR2OeoDR1wQ6SUA2eVqMW7PgbGYSB92DhCGajBbGb9L4zjG4uIk4zCRXgKww1MdTqrzEbPLRHoJwEJE5AI2mIn0UZguoHlPHzmMU0WI9BKAaXtMXHjJjDNIE+kkxCMuqDgJMBYT6aSQRGQsri9mHLCYQCbSRgCmTzNx4SWucUGkFyYu6o+ZUKvlMRYTaUFAAlZW+yHK5DCOQibSC0dcUIHq5WOQJtJKABYiIocV7jdjMZE+rLT2DWZyGNvERHrhGhc0QUQAI8LhyUQ6sXOAGYMUDIV1o/DjiLGYSB95Ji7qDte4INLLxA5P+u7vxNa6VwoZLGaXifQhC4vCscFcNyIJwMqo4elEpAcrzdFv9SbC6dNEWgnAQslMXHiFw5OJ9DOxKJy+QZocZiZU7y4R6cPKQEaSfpeCPMLp00QaCsBCyUxceMVMALYFSNvvkhBRgZ0HpNQ6SJPDzITq3SUifXDERX0xYoAwOFWESCeFz6PG61wwceGV8cayvrOGiOqPAAArwwZzPRmfKkJEGuEaF/WF06eJtKN2eNK7TczEhVcicTaWiXRkpbXOLpOzJEdcEOmHu4rUF5OJCyItWRmtYzETF15hY5lIT5oHaXKYGecaF0SaEUwg1xczAVhZLpJMpJu83tP2mLjwisnhyURa4tzq+hJhEplIO3m9hyeTwxiHifSkeRKZiQuPSPbyEekpn1bTB6g+MIlMpB9OFakvHIVMpCcro3WbmIkLr0SSDNJEOtI8u0wOMxMQ+TG/S0FEkzEO1xczrkbZEJFeNB+FzMSFV8wEwMYykX40X0GZHMZdRYj0Mz6vWnLvtbog2ZlHpCfNd3hi4sIrkTgEG8tE+uHinPWFQ5SJ9FP4TDIW1wfGYSI9ad4mZuLCKyazy0Q6EpxbXV+43hCRfgrtowhHv9WFCEchE+lI7fCkbxxm4sIrbCwT6UnzrZ/IOVIYgBljEplIN1YGkFJ18lD4ccQFkZ4078xj4sIr3PqJSE9WhovC1YvCjyLGYiKtCIDrDdWTSAKCnXlE+tF8jYuIlxcThoE77rwP6zZcAyEEDh3cj6efeBRWPl/RsaZp4s577seKVavR0NCIkZFhvP7qbry2Z7eX1SmbBCZll1t9Lg0RTaH5CsrkoEKCig1mIv1wZ5H6UWgTC09/hhBRKZonkD2NGDdt3YblK1fjWw99HbZl4ZMPfg7btt+LnU8+VtGxhmFgdGQYP/jut9Df34eFnYvw4Gc+j9HRYbzz9j4vq1QeIwYIg41lIh1NWs1eqDQjhZWZAGwLsLN+l4SIptN8iDI5yEyq795ok98lIaLJxhPIuraJPZ0qsmHTdXh517MYGR5CKjWKXS88g/UbN0OImdtfzXVsLpfDi88/jf6+C4CU6O05jffePYgly1Z6WZ3yFXoQODyZSD9czb5+jG/Bxw0XiTSk+RBlclAkAVhcnJNIOxNtYj1HXXg24iKeSKC1tQ1ne05P/O3smVOIxxNondeOgf4LVR0LAIZhYNnylfj5yz8rWQ5hGBCGe/mawrmnXCPaAAlA2FlAw+xVJQrZNx2zcE5g/YKtqvrJnPp8RpMQ0vsti92MRzQNF4Qj0peVhowkmFgMOSkigBHhKGQiHeXH28FmXMv2kmeJi1hMZW7S6YsvQjqtsq2xeLzqYwFgxz33I5PJYP/e10uWo3vllbAsq8LSV6575ZqJ/06b89Er81h6yRoAtuvX9sKSNomgJ2HmwvoFWyX1k22rcRzAwuVrEbcHXS1XMaZpen7NuhVJsLFMpCvN51aTQyJcJJlIW1NGIXvfJi7Fs8RFNqsyOPF4AqMjwwCAREIFr2wmU/Wxt+/4KLqXLscj33kYdhkJiVNH3kE+5978ZmEY6F65BqeOHIS0VZJCtl4KuTSFkx8egGxf79q1vSAgsaRN4mS/gAxhvwjrF2zV1E/07QM23InenpMQw8dcLuFMkWgMmzZv8fy6dYkjLoj0lU8D0Ua/S0FuK0wHYhKZSDsCElLj3fY8S1xk0mkMDvajs2sx+i6cAwB0LupGJpPG4EBfVcfecdfHsGLlanz/O9/EWCpVVjmkbU8kFNw0+TrSiAP5tPpbKH4sSkiE84evwvoFW4X1s231+RQx9d8e8yIekSIjSSDPedVEOhJWGjI53+9ikNsiCcDOQ8h8iMd9EgWYldF2vSFPJ1fvfWMPbty6DU3NLWhoaMTWW7dj31uvQcqZoavUsdvv/jhWrroU3//ON5FKjXpZjcpF2MtHpDWuZl8fOOKCSF+Mw/XBTDCBTKSz8d32dOTpdqi7dz2HZEMjvvClP4AQAocO7sfzO38CALjrvgcAAE89/uOSx7a0zsO1129BPp/Dl778XybOf+LYEfzwkW97WaWySDaWifRmZYCInkGaHBRJAKkhv0tBRMVo3FgmB7Ezj0hv41ui6sjTxIW0bex88jHsfPKxGY8VEhblHDs0OIA//eP/5Fo5HWdyQTgirVlpSJOr2YeemYDgFnxEerIygJn0uxTkNraJifRmZbRtE3MfPi8wu0yktzyHKNcF7ipCpC8rzZFvdUBGkmwTE+nM0nf0GxMXXuBUESK9cRu++mCywUykrXwaMKKQgltEhxrXuCDSm8adeUxceCGSgGAvH5G+NJ7PRw7iiAsifRWSipo2mIMiEongi/+Pr+AP/+t/97soxXEUMpHeuKtIneOICyKtCY2DNDlDChMwogDXuCDSU6GdxCRyTW6+bQeGBvr9Lsbs2CYm0prQeNoeExde4EJERHrjNnw107+Xb3zRP8ZiIj3ZOcC2OG2vBl2LurFq9eV4ZfcLfhdldhyFTKQ3jdvEnu4qUreYXSbSW55TRWpV6OVramr2uyjFFb6EGYuJtCQASI0bzLoThoF7PvZJPP3EoxCivP0AhGFAGB73YUaSgJ0Zv66s+Oli/DmiiufqhPXQT1jqUks9hGEAdhYykvA+NhSuPwcmLlwmhQmYUTaWiXTGxnJNCr18zz7zOH7pU79R8nhfGsvRJKRtQcCqqsEclgYNEJ66sB76qbYuE/HAygDRBi0bzLr7yI23oOfMaZw4dgTLVqwq6zndK6+EZVkul2yqE7EmzF/QiYY2ALCrPs+SNolqEh+6YT30E5a6VFWPtnVIm/PRG23EkkvWuVKuuZjm3IszM3HhtsKPIQ6LI9JXfgwwY5DCgJDVN6TqUTW9fH40llORhbiAPJZOfBFXd5/D0qABwlMX1kM/FdelTX0uz0QEmrpWobnd+yRCqQazztra52PT5hvw7W/+RUXPO3XkHeRzWZdKNZMEYG+8GxdOvou+0ZOQ7esrPoeAxJI2iZP9AhLlfefoiPXQT1jqUks9RN8+yORCyCtvxIkPD0LUkFysRiQaw6bNW2Z/3MOy1KcIhycTaW9iNfskkB/1tywBU00vn9eNZQCw29dBdo3g5IcHAKDiBnNYGjRAeOrCeuin2rqIvn0AAOuStegf7cNgzwG3ijirUg1mnS1ZthKNTU344u99BQBgGAZisTi+/Ed/jH/54Xdw4tiRos+Ttg1pe/fDRBoRwIhA5lKAbdfwfpeQCP7nhfXQUVjqUmU9bFt9PgFIIwbkUy6UbXal4hETF24zE2qxKTvnd0mIaDb5SavZM3FRtmp7+bxuLAMAjDiQH5u4bnWNkrA0aIDw1IX10E8VdSnEg3wK0kh4Hx9QusGss3fe3oujh9+f+P/uJctx3yc+hW8//BdIjY74WLJpzPFFktmZR6SviTZx0vPERSlMXLhtfGHOMDRFiELLzo6vZs91LipRbS+fH2SEuzsRac/iQsnVyOdyGM4NTvx/KjUCQGJ4aHD2J/lhYvo0t6Um0padBaStZZuYiQu3RbijCJHuJlazL2yZSWUJTC8fMJ5EZmOZSGv5NJBs8bsUgXf86GH8+Z9+1e9izBRJAHYOQnq7xhERlU8AkPkxLZPITFy4zWQvH1EgcGeRigWmlw9gLCYKAGGNqdFRFE6Mw0TBoGmbONh7PwUBR1wQBYOm2eUg0baXD1CjaRiLifSWH+PItzBjm5goGPJ6jkJm4sJl0mSQJgoEK31x4TAKn0gCgrGYSG95PXv5yCEccUEUDBxxUafMBJDP+F0KIioln+YQ5TAzE1wQjkh3lhpxIf0uB7lCcuQbUTDk9Zy2x8SF2yJcEI4oEPJjWmaXySFmkj19RLrLpwEjov6h8GECmSgYNB2FzMSF20wOTyYKBG7DF26cW02kv8JnVMMGMzmAcZgoGDRd942JC7dxqghRIAhNs8tUOynGe3A54oJIb4XeeA0bzOQAMwnBOEykPcE1LuoUp4oQBYOm2WVyQGFlbPb0EWlNSAuwckwihxXbxETBwF1F6pQZByyOuCDSHlezD6/CfWWDmUh/FpPIocVdRYiCQdN135i4cJEEGKSJgsLSM7tMDogkADuv/iEiveU5bS+0uMYFUTBouu4bExduMuOAEAzSREGQHwOMiFoPgcJlPIEs/C4HEZXGERehNNGZxzYxkf7yacCIatcmZuLCTYUhNhxxQaS/QmOKDebw4bxqouDIpyE5+i18DC6STBQYlp4LJTNx4SYuCEcUHIXGFIcohw97+YiCQ9PV7KlGJtvERIGhaZuYiQs3RZJAfgxCDZAjIo0JmVer2WuWXabayUiSvXxEQZEf43pDYVT4bs1z9BuR7nRtEzNx4abxxAURBYQ1BkQa/C4FOY0jLogCQzBxEU5mErCyastbItKfhm1iJi7cZDYwcUEUJPkUG8xhFEkwFhMFBeNwOLEzjyhYNIzFTFy4SEYZpIkChT194RRJcsQFUVDk9evlIwdEGtQPISIKBg3bxExcuMlMMkgTBUl+DJIN5vAxkxA5xmKiQNCwl48cwBEXRMGiYZuYiQs3RZLcgo8oSNhgDif29BEFR34MMKKQRsTvkpCDJOMwUbBwxEWdiSTVIlNEFAwcohxO7OkjCo7CZ5WxOFwYh4mCJZ/SLg4zceGmCBfnJAoSrmYfPlKY44tzsqePKBAsJi5CKdLAzjyiANGxTczEhZsiXOOCKFA4VSR8CveTDWaiQBDS1nKIMtWIbWKiYNEwDjNx4SYOiyMKFg2DNNWo0GvLBjNRcDAWhw9HIRMFi4adeUxcuEQKEzDjDNJEQZIfA8wkJITfJSGnRJKAlYGQlt8lIaJycb2h8OGIC6Jg0bBNzMSFWzg8mSh48ilACLUmAoUDe/mIgiefgtSsp4+qJ4UxvtYQYzFRYOTHVJvY1KdNzMSFW8xC4oLZZaLAKDSqTDaYQ4Nb8BEFj4ar2VMN2CYmCp7C51WjJDITF26JJAEry+HJREFiZwHbAqJsMIcG1xoiCh6ucREuhXtpMRYTBUahTaxRLGbiwi1sLBMFjgAm5vRROEiOuCAKHB234aMaRBpUZ56d97skRFQmAahko0aj35i4cImMJJlZJgoiS79VlKkGXBCOKHg4VSRc2JlHFEya7SzCxIVbTDaWiQKJq9mHS6RB9d4SUXAwDocLF0kmCibNRr8xceEWBmmiYMqPcTX7MIk0ADkmkYkCJZ/ilL0w4cg3omDKj6kpt5pg4sIt0UYgN+p3KYioUrlR9fmlcGCDmSh48mOAGYU0on6XhBwgo+zMIwokzdrETFy4REYaIJi4IAqefAqI6BOkqUZcnJMoePLj7SfG4nCINF68p0QUHJq1iSNeXkwYBu648z6s23ANhBA4dHA/nn7iUVj5masMlzr2yrXrsfn6LejsWoxUahQPfeNrXlaltGgjG8tEASRyo5AaZZepetKIAmaUPX1EQZMfA6SttqbODvhdGqpVtBFi7JzfpSCiCqk2cZ1OFblp6zYsX7ka33ro63j4r/4MHQs6sW37vVUdOzY2htf37MbPnn3Kq+JXJtLAqSJEQZQf5aJwYVHoJWAsJgoUAYwPUW7yuyjkhAinTxMFUn5UqxEXniYuNmy6Di/vehYjw0NIpUax64VnsH7jZgghKj726OH3cfDAXgwO9ntZhbJIYHx4MoM0UeCMz+eTfpeDahdtBGyLW1MTBZFmDWaqQZRTRYgCSbM2sWdTReKJBFpb23C25/TE386eOYV4PIHWee0Y6L9Q1bGVEoYBYbiXrxGGAVvEAGFAWGNFrqXLra+OGC+/CHg9ZsP6BVs19ZvxGbXGII0IRCQJYWecLF551yfnjDeWZ6bGiUh7mi0KR9WREByFTBRUuVHAiABmHLDcbxOX4lniIhaLAwDS6fTE39Jp1QsWi8erPrZS3SuvhGVZNZ2jlKyIqWstXQED069lu3ptryxpkwh6EmYurF+wVVS/tnVT/tdGBCcAdF2yEVHb/YaWaZquX6NuRZvYWCYKqvH1hph4DLhIAyAEkBvxuyREVKmJhZIb6itxkc2qysbjCYyODAMAEgm1R3c2k6n62EqdOvIO8rlsTeeYizAMtK/eClhZnP5w74zHZft6167tBQGJJW0SJ/uFyqKHDOsXbNXUT/Ttm/L/EgA2bkfP6VMQoyedL+Q0kWgMmzZvcf06dYnzqomCKz8KxOb5XQqqVWHUDBesJwoeKwPYefU5zvi/PINniYtMOo3BwX50di1G3wW1snDnom5kMmkMDvRVfWylpG1D2u6OerCNOJAfLXqdcPxYlJAI5w9fhfULtgrrVywe5FOQZrL4Yw5zOx7VM8l51USBJXKjkI3dfhcjEEzTxJ333I8Vq1ajoaERIyPDeP3V3Xhtz26/izY+ZW8MQro72pmInCcASI22RPV0O9S9b+zBjVu34cTxI7AtC1tv3Y59b70GKWcO6S51rBAChmnCMEwICJiRCCCl69NAymGJOJBjZpkosDi3umzaN5jT1a+JREQ+Yhwum2EYGB0Zxg+++y309/dhYeciPPiZz2N0dBjvvL2v9AncxJFvRMGmUSz2NHGxe9dzSDY04gtf+gMIIXDo4H48v/MnAIC77nsAAPDU4z8ueSwArNtwDT76iU9N/P9Xvvo1DAz04aFvfM3DGhVniTh7+YiCjHOry6Z1gznaBDF83N8yEFF1uDV12XK5HF58/umJ/+/tOY333j2IJctWahCHGzlNhCjINNrhydPEhbRt7HzyMex88rEZjxUSFuUcCwD733oN+996zZVy1so2YhD52qa0EJGPNArSutO6wcyePqLgyo0CkSSkMDnNoEKGYWDZ8pX4+cs/m/M4t3faAwAZa1K7OxW9TuWLhIdldzTWQz9hqUst9Sj2ORX5FBBr8mQXvFLX8DRxUS84VYQo4HKjQKLd71IEUjkNZi8aywCAaCOElXKkwRyWBg0QnrqwHvqpti5FP6PWGCQAEWuCyA07ULoqyhBQO+65H5lMBvv3vj7ncV7stHc+2Q1D5tF+yboij1a/xlNYdkdjPfQTlrpUVY+2mZ/T/kQD8kYDFsSKfYadVWqnPSYuXMCpIkTBJvKjkJGlfhcjkMppMHvRWLZh4oQZQ9eixYjaLUWPqEZYGjRAeOrCeuin4roUaSxLCByXEgtXrkfcGnSucLMIy9bUt+/4KLqXLscj33kYdok46/ZOewBgrV4LMXISqZ4DMx6rZqe9sOyOxnroJyx1qaUe03faAwB7YRJy3uU4+eHMz7DTSu20x8SFCywjzvl8REGm0UJEQVJug9mLxrKMzQNagZ7Db0FY6ZmPV9hgDkuDBghPXVgP/VRbl2KNZQDAVbeht6cHYuhDh0o4uzBsTX3HXR/DipWr8f3vfBNjqdLtUC922kOkEciOOLzTXlh2R2M99BOWulRZj2LxIKvWG/JiF7xS12DiwmESgC3iMLLuD2skIpfkRoBokxqm7HdZAqKSBrMXjWUZaQDsPOQs0/aqa5SEpUEDhKcurId+qqjLbPEgNzL+Wfa/way77Xd/HCtWrsYjf/8wUimNRv1yW2qiYMuNANFmLdrETFw4LZIEhAl4MB+TiFySHQbMGGDGASvjd2m0p2WDeXxhTr+/ZImoBuMNZppbS+s8XHv9FuTzOXzpy/9l4u8njh3BDx/5tm/lksIYH3Ex5FsZiKhG2SFt2sRMXDit8AWbG/G3HERUvULiMdrse5DWna4NZkSb2MtHFHTZIchYMxOQJQwNDuBP//g/+V2MmaJNgBCqM4CIgkmjNjETF06LNsOwMxDSCskSW0T1R9g5yHwaiDUD6fN+F0drujaYZayFvXxEQZcbBhoW+10Kqla0GbAtJpGJAkynNnF49n7ShIw1w5QzF4IjooDJDQHRYrtRUCDEmpm4IAo4kR1Wn2UKplgLkBvmiBmioMsNazFtj4kLp0WbEbGZuCAKPDaYgy3WAsHEBVGwZYcYh4Ms1sxpIkRhoEmbmIkLp0WbYTJxQRR82WFIDbLLVKVYCxvMREGXG1bb8AnObA4iGW1WoxeJKNhyerSJmbhwmIw2w5RjfheDiGqV0yO7TJWTgBrSyAYzUbAVko+MxcHEBDJROGSH1efZZ0xcOC3GqSJEYcC51QEWaQSMCNe4IAo6Kw1YWcbioIo1Q+SYuCAKOsE1LkIq2sTFOYnCQJMgTVWINQNScltqooATwHgs9r+nj6oQ5SLJRKGQHQJiTX6XgokLJ0kjAkSSXOOCKAyyQ0C0EVKYfpeEKhVrAXIjENL2uyREVCuOfgukiSl7nCpCFHzZYSDa5HubmIkLJ433zkZsrnFBFHiF4a0cdRE8sRb28hGFRXZIi0XhqEKRRsAwL36XElFwTbSJ/R11wcSFk2ItgJWFQN7vkhBRrfJjgJ1jT18AqZXs2VgmCoWcHovCUYViLZyyRxQW+RRg532PxUxcOCneBmQH1JxMIgo0AQCZQfW5pmDhiAui0BDZISDe6ncxqFLxViA3zCl7RCGg2sQDQHyer+Vg4sJBMj4PyPT7XQwickqmH5KJi+CJtaofO0QUfOk+IN6m1kyg4Ii3sU1MFCbZAd/bxExcOCneBpEZ8LsUROSUTL/v2WWqQqJN/dghouDL9ANmHIg0+F0SqoCMtwFpJi6IQiPtf5uYiQsnxdvUMBoiCgWRGeBUkYCRRkwtHsWePqJwyA4BtsVYHDTxNgjGYaLQENkB3+MwExdOis9TN5WIwoEjLoIn3qYWhGODmSgUBCSQ5XpDgcOpIkThwhEX4SHNBBBJMkgThUmmH4g2ql58CoZEO5AdgpCW3yUhIqdk+pm4CBApTLVIMtvEROGR6QeiTZBG1LciMHHhlHgbIG3VK0BE4ZAZ/zyzwRwc8TYgw/UtiEIl068WQKdgiLUCQjBxQRQmhVkFPraJmbhwSnzeeC8ft30iCgsh82p+NRvMgSET7VwQjihkRKZfLbpLwZBoA/IpCCvjd0mIyCHCzgPZYSYuQoELcxKFExvMwRJvg+CIC6JwSXOqSKCwTUwUTpkBXzvzmLhwiEy0c0gcURil+yHj7X6XgsoVZywmCp2JudVcbygIuBUqUUhl+nxtEzNx4ZTkQoixXr9LQUQOE+lzQHKh38WgMkgjBsSagDRHXBCFSqZfbYma7PC7JFSO5AKI9Hm/S0FEDhNj54CGBb5dn4kLB0gI9WWaYuKCKHRSvUByAaTf5aDSkgvUjxtOFSEKFSEtIH0eSHb6XRQqQQIq2Z8663dRiMhpY71AcqFvbWImLpwQbwOMqLqZRBQuY72AGeMCnUHQ0Amkz3GRZKIwGuuFbODoN+1Fm4BoI9vERGE0dg4w42rnIB8wceGEhoVqRxEr7XdJiMhhIp8CciPs6QsA2dDJXj6ikBLjPX2kueRCwMoA2UG/S0JETsuNALlR32IxExcOkMmFKgNFROGUYoM5EBq6IJi4IAqnlL9DlKlMyYVAqhfC73IQkeMEoEZT+TT6jYkLJ3AuH1G4cYiy9tRaQwsYi4nCaqwXiCSAWIvfJaE5yIaFnCZCFGZj51SnvQ+YuHBCcqFaZZWIQolDlAMgMX98rSEmLohCaWKIMqftaS25kCPfiEJM+DgKmYmLGslII5BoA0ZP+10UInLL6Bkg0Q4ZSfpdEppNQyeQGYCwMn6XhIhcIAAg1QPZuNjvotAspBEFEh1MIBOFWeoMkJgPaSY8vzQTF7VqXqp6Abj9HlF4pc+rnr6mZX6XhGYhm5YCo6f8LgYRuUiMnACaGYe11bQEkHkg1eN3SYjILWO9gJUGmpZ6fmkmLmokm5YBw8e5CBFRiAkAGDkByQazvpqXQwwd9bsUROSm4WNA42JIEfG7JFSEbF4OjJzkltREISYAYNifNjETF7VqXgYxfNzvUhCRy8TwMfb0aUpGm4FkBzB81O+iEJGbRk8DUgJN3X6XhIppXqa+K4ko1MSIP21iJi5qIM2EmlfNxAVR+A0fB5KdvszpoxKalwOZAfUPEYWWkDYwelL17JNWpBEFGharUTFEFG7DJ4CGLkgj5ullmbioRctKNe89zR1FiEJvrBfIj6kfyaQV2bICGD7GKXtEdUAMHwNaVvhdDJquaSkgLa5vQVQPUj2AlfW8TczERQ1k+1qg/xAby0R1QADAwLvqc0/akMIAWldDDH7od1GIyAv97wJNSyFjLX6XhCaR7WuAgfe5vgVRHRCQ423iNZ5el4mLKkkzDrReAtH3tt9FISKPiL4DwLxLPR8aR3NoXQ0IExh43++SEJEHRPo8kDoLMImsDSkiQNsV6juSiOqC6HsbmHeZmibmESYuqjXvCiCfAkZO+F0SIvLK8An1uW+73O+S0Dg5fz3QdxBC5v0uChF5RFzYD9m+zu9iUMG8SwHbAoYO+10SIvLK0FHAzqrPv0eYuKiCBCAXbgYu7Oc0EaI6IiCBCwcgF14L6XdhCDLapKaJXNjnd1GIyEt9B4FkB2TTEr9LUvckALlgE9B/kNNEiOqIgAT63oZcuNmzNjETF9VouwJItEGcfdXvkhCRx8TZV4HEfGAeR134TS6+RW2POHrK76IQkYdEbhg4vxey+zYmkf3WshJoWgLR84rfJSEij4meV4GGLqD1Ek+ux8RFhaQRUY3ls69C5Mf8Lg4ReUzkU8DZPZDdt6p5veQLmewEOtZDnPwpR74R1SFxehfQuAiYd5nfRalbUhiQ3duA3tchskN+F4eIPCZyw0DvayqJLNxPK3ja6haGgTvuvA/rNlwDIQQOHdyPp594FFZ+5tzkUsdWci6nSABy+X3q+j0cbUFUr0TPK5DtV0KuuAc48m91/8PZ63gsIw2QlzygpuuNnnblGkSkN5EbBk7vglxxH/DO30Nk+vwukq88j8MA5NIdQCQJ0bPblWsQkf7EmZch266EXHY3cOwnrraJPR1xcdPWbVi+cjW+9dDX8fBf/Rk6FnRi2/Z7qzq2knM5QRoR9eXYegnEB/8EYWdduxYR6U3YWYj3fwS0Xgq54j5Io75HXngZj2W8DfKyB4HcCMSxJ125BhEFRM8rwOCHkJf9KmTjYr9L4ytP47AwIZfeCcxfp9rEHIFMVLeElYb44EdA+xrIZXdBCtO1a3mauNiw6Tq8vOtZjAwPIZUaxa4XnsH6jZshxMzcTKljKzlXtSQAmeiA7PoI5NovAo3dEIf+oe6z+kQEiEwfxLv/ADR2Q679oooTiQV1Od/a7XgsRQSyaSnsZTsg13wBSPdDfPAjCGk5cn4iCiYBQBx9HBh4F/Ly34C98mOQLas83Z5PF67HYQAy3q4Wp17728C8SyHeewRi7Kwj5yei4BJj5yDe/S7Qsgpy7e9Adl4HmZjveJvYs27CeCKB1tY2nO25OKz37JlTiMcTaJ3XjoH+C2UfOzY2Wva5povG4hBGefkau32tGgaX6oW48AuIvrfVlnvxxKzPEYYB0zQRjScg7ZmrK8tIsJcVEZAwTYFoRECGcIA86xds1dRPzPF5LskehvzwEcj56yA71gHLtkGceAZGBXvZRyLBbmBXEtsLKonDAGBd+Xkg0gCMnIBx4nFg+DBERACR6u9dpbE4TJ+dsNSF9dBPtXWpKQ4DQO8uyJEPIBdsgrz0fsDKwnjnWxW9mkGOxdXEYaDSNvE6Ncpi7AJE3z71j52bs01cSjVt4rB8XlgP/YSlLrXUo6ZYbA1AfvhdyParIBduBJbfAXH8KRj9B8s+Rak47FniIhaLAwDS6fTE39JpNbQsFo9XdKxl5cs+V0EkGgMA3H3/b1ZY8mEASQDXjf9Tnk2bt1R4nWDZ5HcBXMb6BVtl9bvRwSsPA5fdAOCGip8ZicaQzwVvClolsb36OAwAYwA6ANw+/o8/wvTZCUtdWA/9VF4XJ+PweBxd94Wqnh3EWFxJHAZqbRPHoO6wv+/YsHxeWA/9hKUu1dXD6TbxTQBuqviZs8VhzxIX2WwGABCPJzA6MgwASCSS6rFMpqJjKzlXQTo1gid+/HeB+zIiovCLRGNIp0b8LkZVKonHjMNEpLOgxuJK28WMxUSkq7nisGeJi0w6jcHBfnR2LUbfhXMAgM5F3chk0hgc6KvoWCll2eeaLIhfRkQUfkFuPFYS2wHGYSLSV1BjcaVxGGAsJiI9zRWHPV1wYe8be3Dj1m1oam5BQ0Mjtt66Hfveeg1Szly6o9SxlZyLiIjcw3hMROQvxmEiCjtx/c33ehbRhGHgjh0fxbr1myb2mH7miUeRz+dx130PAACeevzHJY8t53EiIvIG4zERkb8Yh4ko7DxNXBARERERERERVSLYe3MSERERERERUah5tjhn2Fy5dj02X78FnV2LkUqN4qFvfG3isfs+8SmsvWojLMua+NuPf/RdHP7gXT+KWhXTNHHnPfdjxarVaGhoxMjIMF5/dTde27MbwPiQxDvvw7oN10wMSXz6iUdhBWRIYqn6heEe7rj3flx62RrEEwlkMxm8c3Afntv5E9iWFfj7N1fdwnDvyB/t8xfgno99EosWL8HIyDBefO5pvL3/zZqPX3nJZXjw17+A1/bsxjNP/KuLNai8bOUcv3jJMmy99U4sWtQNYRg423Mazz7zOM6eOeV4uSuJTaWO9TPOOVWPUt9VXnDynhREIhF8/kt/gKamZvz5n37Vq6pQQIQlFjMO+/97ISyxmHFYYeKiSmNjY3h9z240Njbj2hu2znj8zddf9ayB6gbDMDA6MowffPdb6O/vw8LORXjwM5/H6Ogw3nl7H27aug3LV67Gtx76OmzLwicf/By2bb8XO598zO+il6VU/YDg38PX9+zGc888jlwuh2RDAx745V/HTVu3YdcLOwN//+aqGxD8e0feE4aBX37wN3Honf34x+9+C0uXrcQnP/2buHDhHHpOn6z6+Gg0ijvv/jhOHD8a2LokEkns3/saHvvnR5DJZnDdR7bi05/5PB76xp8il8s5WvZKYlOpY/2Mc07Vo5zvqqDUZbKbb9uBoYF+NDU1e1IHCo6wxGLGYf/jsJN18TsWMw4rnCpSpaOH38fBA3sxONjvd1Fckcvl8OLzT6O/7wIgJXp7TuO9dw9iybKVAIANm67Dy7uexcjwEFKpUex64Rms37gZQgifS16eUvULg/Pneie+zAQEpJRoa+8AEPz7N1fdiKqxbPlKNDY146UXdsLK53H08Pt4/923sWHjtTUdf8vtd+Pt/W+iv++8F9WoqGzlHn/4g3dxcP9bSKfHIG0br778MyQSCbR3LHS87JXEplLH+hnnnKqHDt9VTt4TAOha1I1Vqy/HK7tf8KwOFBxhicWMw/7HYSfr4ncsZhxWmLhwydqrrsZ//Mqf4Lf/9z/EjVu3QRjBfqkNw8Cy5SvRe/YM4okEWlvbcLbn9MTjZ8+cQjyeQOu8dh9LWb3J9SsIwz28Yctt+MP/+t/x5T/6YyzsWoxf/HxXaO5fsboVhOHekbcWdi7ChfO9U6YY9Zw5hYWdXVUfv7h7KVauuhQvv/S8ewWvsmy1HL902UrYto3+C87+AKgkNpU61s8452Q9piv2XeUmp+siDAP3fOyTatiyFYypieStsMRixmF/47DTdZnOy1jMOHwRp4q44BevvoTndj6OVCqFrkXd+MQv/SoikShefP5pv4tWtR333I9MJoP9e19HY2MTACCdTk88nk6PAQBi8bgv5avV5PoB4bmHr7z0PF556XnM71iIdeuvxsjIMGIxdY+Cfv+K1Q0Iz70j53zik7+GNes2zvr49/7+rxGLJaZ8JgAgkx5DLJ4o+pxSxxuGgXs+9st46ic/hj2pIVorP+oyWWNTMz76wKfxwrNPIZvNVF6BOVQSm0odW2iM+RHnnKzHdNO/q9zmdF0+cuMt6DlzGieOHcGyFavcKzhpKSyxmHG4vGP9jMPllK/aYwFvYzHj8EVMXLhg8kI5PadP4sUXnsHNt94Z2B9Ot+/4KLqXLscj33kYtmVNBMl4PIHR8R+LiUQSAJDNOBtAvTC9fkD47uGF870423MGH7v/0/jnH34HQHju3+S6PfKdb4bu3lHtnvi3f8bTTzw66+OZdBqdXYsRn9ZAjCeSyGbSRZ+TzabnPP6GLbfh9KnjOHHsSI2ln8qPuhQ0NjXj1z77Ozi4/60pI5ycUsl3S6lj/fyecrIekxX7rnKbk3Vpa5+PTZtvwLe/+ReelJ30E5ZYzDhc3rF+/14ISyxmHL6IiQsvSAkEZO2A6e6462NYsXI1vv+db2IslQKgAvLgYD86uxaj78I5AEDnom5kMmkMDvT5WdyKFatfUQG+hwWGaaB9/oJQ3b+CQt2KCsG9o9pksxkgO/cxvWfPYOutd8IwzYmGSNeibvT29lR1/IpVl6KzazEuu2IdACAWi0FKYNnyVfibv/6fgaoLcLGx/N67b+OFZ5+suvxzqSQ2lTpWSulbnHOyHgVlf1dpXJd1G65BY1MTvvh7XwGgesJjsTi+/Ed/jH/54XccT/KRfsISixmHyzvWzzjsdF0K/IjFjMMXMXFRJSEEDNOEYZgQEDAjEUBKWJaFK9duwOEP3kUmk8aCzkXYcst2HPJo9W8nbb/741ixcjUe+fuHkUqNTnls7xt7cOPWbThx/Ahsy8LWW7dj31uvQUrpU2krN1f9gn4P4/EELrtyHd47dACZ9Hgdbr4Dhz9UW4IG+f6VqlvQ7x354/ixIxgdHcHWW+7ASz/7KZYuW4lLL1+D7/39w1Ud/+iPvqu+F8bdseOjyGazrjU23axLU3PLeGP5IF74qbvlryQ2lTrWzzjnZD3m+q7yglN1eeftvTh6+P2JY7uXLMd9n/gUvv3wXyA1OuJllUhjYYnFjMP+x2Gn6+JnLGYcVsT1N9+r/y8VDV21cTM++olPTfnbwEAfHvrG1/CZ3/wiFnQugmmaGBkewoF9b+DlXc/Btm2fSlu5ltZ5+N3/+H8in89NKfeJY0fww0e+rfYI3vFRrFu/aWKP4GeeeBR5j/ZlrlWp+gX9HsbicfzSpz6LrkXdME0To6MjePedA9j1/NPI5XKBvn+l6hb0e0f+md+xAPd89JPoWrwUoyPD+NlzT+Ht/W9OPP6H//W/44ff+zZOHD9S1vGT3feJTyGbzXi2Ta+Tddlyy3bcfNudM+ZSP/nv/zJrfas1V2y6674HAABPPf7jkseW87ibnKpHqe8qLzh5TyZbtmIVfuVX/zf8+Z9+1ZN6UHCEJRYzDvsbh52si9+xmHFYYeKCiIiIiIiIiLTFPQKJiIiIiIiISFtMXBARERERERGRtpi4ICIiIiIiIiJtMXFBRERERERERNpi4oKIiIiIiIiItMXEBRERERERERFpi4kLIiIiIiIiItJWxO8CEOnAjETwh//lv+PF55/GJasvx6LupRgbS+HlXc/hjV+8AgC45NIr8Cu/+jl8+5t/id6e0wCADZuuwx07Porv/8P/wplTJ/ysAhFRoJUTh7/4e3+Egwf24sXnn554XiKRxO/83h/huZ0/wf63XvOr+EREoVBOLL7muhux4577Zzz3g/ffwY8e+Vuvi0x1gokLIgALOxfBNE1cvfkj2PnkYzjXexabrr0BO+75BE4cO4JzvT348P1DOH70MG7ddhd+9P2/xaWXr8Wdd38c//SPf8+kBRFRjcqJwydPHMPi7qVTnnfzbXdioP8CkxZERA4oJxbve+s1HDq4f+I5V65Zj1vvuAd7XtnlY8kp7DhVhAhA16JuAMCj//Q9vP/uQQz0X8DzO3+CXC6HJctWTBz37M6f4JJLL8dHbroVH/+lB/Hvj/4QRw+/71OpiYjCo5w4fOrEMSyalLhY0LkIV2/+CJ554l99KDERUfiUE4tz2SxGR4YxOjKMFasuxc3bduCf/vFv2SYmVzFxQQSgq6sbx45+OGXkhJQSuWwWAmLibz2nT+K9dw9i2/Z78ewzj+PQwX1+FJeIKHTKicMnTxxBMtmA9vkdAIA77/449u99A2dOn/SlzEREYVNumxhQU6bvvPvj+NH3/xbHjnzodVGpzjBxQQSgc1E3es6cmvK3eW3z0djUjDNnLjaIFy1eghUrV8OyLIylRqcc/+Bv/DYWLOwEAJimid/9/f/T/YITEYVEOXH4XO9ZpNNjWNS9DGvWbURn12K88OwTE8czDhMR1abcNvE1192I2+64Bz/43t/g5PGjE39nHCa3MHFBdU8YBhYs7IIQU7PIN2y5FWd7Tk9knOd3LMCnfu238MpLz+P1Pbtxy+13QxgXP0LzOxbg/PlzAICOhV0433vWu0oQEQVYuXEYAE6dPI4VKy/Btjvvxa4XdiI1ejGJzDhMRFS9cmPx9Tfegq23bMc/FlmcnnGY3MLEBdW9jgWdiEajuOzytVh5yWWY1zYft95+N9atvwZP/Ns/AQCaW1rx6V//Ag7sewMv73oOL+96Dk1Nzbj6musnHh8dGYG0bQBAZ+cinD17xrc6EREFSTlxuODUiaNYv3EzMuk0Xtuze+LvjMNERLUpJxbfsOU23HTz7fjXf34EIyPDaGxqRmNTM6KxGOMwuYq7ilDd6+pajOHhQTz9xKO4674H0NzcgjOnT+L73/kmzpw+iWSyAQ/++hdw/Ohh/PTpfwcApFKj+MXPX8LWW7Zj/97X0dm1GL2TAvOixUtx8sRRAMC8tnbcuPV2JBIJ/PhH3/WjikREWisVhyfrOXMKQhjY+dS/TTSOATAOExHVqJxYfMOW25BIJPGrn/2dKc/d+eRj6O+/wDhMrmHigupe16JunO05jQ/fP4S//sv/MePxsbEU/tf/789n/P3F55/Gi88/DUA1mCMR9XFqaZ2HK9euxxuv/xwAMNDfhyf+7Z/wwK/8uou1ICIKrlJxeLKrNlyDQwf3z1i9nnGYiKg25cTi//k//q9Zn3/TzbczDpNrOFWE6l7nom709tQ2jK2zazGklPj8f/h93H7nfejt7cH6Ddc4VEIionArFYeFEGhobMS112/Byksuw86nHpt5DsZhIqKa1NomZhwmN3HEBdW9hZ2L8Pqel2s+x99966+QSacdKhURUf0oFYeXrViFX/2N30Zf3wX8+EffxfDQYNFzMA4TEVWv1jYx4zC5iYkLqntzDXkrRywWhzCMWYN0MtmAW26/C51d3bhhy2145aXna7oeEVHYlIrDx458iK/9yVdmfZxxmIiodrW0iRmHyW3i+pvvlX4XgoiIiIiIiIioGK5xQURERERERETaYuKCiIiIiIiIiLTFxAURERERERERaYuJCyIiIiIiIiLSFhMXRERERERERKQtJi6IiIiIiIiISFtMXBARERERERGRtpi4ICIiIiIiIiJtMXFBRERERERERNr6/wNNeSIF2WEKBAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -633,14 +645,14 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, @@ -650,18 +662,20 @@ "" ] }, - "execution_count": 32, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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6zNBkgve/dmNFfyHMjPrqMO311bQDU4kUt964FeCsRPKFHx/mDRe1c2psmm88dSLTO5DtJWiIhplKpIiGg4SCRjSS6S5tioWJhkPEIkHesn0Na7IHHWsbqolFQmc9B5zdIzHnyzuPMjiZoCEa5ks7j/KFHx8mmXLUVIW4orOBizvquGp9/hLRSk3OzPL44SH+89keDvZP8tF/zxyY1FWHuG5LC9vXNbCxJcbvvWkb33jyxGlJ+zWbmtnfNwFQ9HI0RMNctaGJqzY0kZhN81LfOGPTSe5//iTvvOMnbGiO8QuvWsdbr+jgojV1y47POcfenjG+/Wwv3362h+7hOJFQgHdc1UlDNMyG5hjvvW4jAM92j57n0c6vKhxkU2sNm1pr5rclU2n6xqYZmkywubWGEyOZA4BD/ZN0D8fpaoqyvibGazY1MzAxw5r6arqaovzG67fMP8Yzx1cfW7611lXx81d28PUnT7Dz0CCv26qBeMuhJO8zs6k0D710ivVNUS5aU7es+/qlW2slPSBVoSCbW2vY3FrDwf7J0247V2ty4ev1i1d1rSjOucc3M1prq+YHL/78lR38v/e9yHMnRtl9ZIh3fPInrG+OcsuVnUVdfGhkKsEz3aM8eXSYxw4O8uSxYWbTjlDA2NRSw1suXcPW9lr+8M0XEQy8MtJ6sbEGS32+cl3RbCm57hsJBbi8s4H3XLuBz//oMPXRMP/x9Ak+8dABPv6DA2xojnHjha3Mphw3XNBKV1P0rMdwztE/McOzx0d5/MgQD+7r4/DAJKGAccO2Vl67pYXL1jXwa9dvKtr3KhwMnDbddc5iU9oWxlSoUzq5PG6ur83VG5p4+vgID7/Uz46NzfkIr2IoyfvMD/cPMBpP8nNXdHje6vOb1V4gYzkVaV11mMs7G7i8s4HpZIqGaJj/eKaHTz6cWYHwu8+f5E2XtPOGi9q5cn0DVaHVDeBLptIcHcxcv6B/fIZdhwf50f6B+Za6GVze2cBv3riFGy5o5cCpidO6mMt11cPqcJBfenUXv/TqLk6NT/O9fad4cN9J/v3JE0wmUty9+zjV4QCxSIho9sDlcz86RN/YzPz0z0gwwGs2N3HrjVu46bK1NNVEfHPAXCrMjDddvIZP//AQuw4P8mvXb1rxYxVquepSpSRf4pZbWXztyW5ikSAXrV1eKz5fvLx6XKlXrCuNrzoc5J2v7uKdr+6if3yGv/jWXgYmZvjUo4f45MMHiYQCXNHZwEVr6xiZStIYC3OofwIzI2Dw1LFh0g5ePDnGH331GaYSKSZnZtlzZIjukblzuvHTBgZ2NFSzpr6aHRub+MD1m7i8s+G0aYpz595XW9ZSes/a66p5z7UbeM+1G5hNpfnYgy+zsSXG/r4J9hwdJp5IAbC1vYYbLmhlU2sNl3TU86r1jXmfJVEqr0u+4sjH93VTaw0XtNXy6Mv9TCVm+eZTPXmJze+U5H0knkjx4N4+Xr2xiVCgOBcYXGklUCqVWLlpq6vidVtb52cY7Dw8yO7DQzzTPcK3nulhbHqW/3yu97T7fOrRQ2c9TsCgPhrmwvY6dmxsYqStlra6qsxPbRUfvGHz/Ht0ZGCqZM6DFmu2QCjb9f0rrzn71Mxynr+cP+elGPubLmnnU48e4iu7jhGLKH3lQq+Sjzx7YoREKs3VG5rOuq0Uv7CyOg2xMG+5bO388p/OOT77w8PcsK2Vrz3RjXOZ9RJ+6sI2zGDXoSFikSDRSHD+WgKLjS9YSikv4pMv5ytjJbwGpeLMz+XGlho2NMe4Z89xPvDaTYuektT7czpdT95Hnjw6THtdFesaq8+/cwkp5gHIV3YdK/jzFfuAau75zIyaqhCXdNSzta2WC9pruXBNHT99cebc/frmGC21VcQipb0SXLGdOQhttY+xmn0W268UD9CL8T06l1etb+Tlvgl6R6c9ef5yoyTvE6PxJMeH4wWdZlWKlY0XvHgd5irVUn0PSjWuUqPXafWu6GogHDSeOjbsdShlQUneJ/b3jQNw0Vot/biQXyvVuXKttnz5fH1K9bUuZFyFHJhWDryIOxYJ8caL23mmezSzENUSyvV1zScleZ94Obs++5r64l2uVUTEC++4uouJmVkOnJrwOpSSpyTvA2nnOHhqggval79Sl4ioxVdufvqidqLh4Glr+MvilOR94MRwnHgyxbY1tcu6n58rNq/LpqmF+eXV61LK4yCWUo7rSCxHJBTggvZaDpwaz8tV+PxMSd4HXj41jgHb2paX5OV05VwJlnPsIiuxrb02c6Go8RmvQylpSvI+sL9vgs6mKDEPrpO+WitJTqWa0Eq51Vdqca12ieBCK8Sa+X5RKq/NBe2ZRs2B7KDjSnsfcqUkX+amkym6h6fmP/B+Uwpf3FKIwWv5mEsukk+NsQhtdVXs1+C7JSnJl7nu4cya45taas6/s4iIj2xrr+XwwCTJVNrrUEqWknyZ6x7OXChkfVPM40hkpTRIzz9K6ZTNYrGUSmz5sq29jtm048jg5Pl3rlDldxJXTnN8aIrW2gjRSH6vglWp/FYJiuSiXD/3m1trCAaMA30TbGv35sqbpU4t+TLmnOP4cFyteCmKck0ExVIur0+5xJmLSChAZ2OUo0NLX/q4kinJl7GReJKJmVm6mpXkJb/8lAjEfxZ+Ptc3RekZiZ+2xK0+v69Qki9jx4fmzsdHPY5EZHHLrWxVOctyrW+OMZt2nNRV6RalJF/GuofjhALG2obyurSsH+U7Oflp/QCRQlqf7ck8Pqwu+8UoyZex40NTrGuMEgrobZRzU/IXP2uMhqmtCs33bMrplB3KVCrtODESV1e9iEcKcfCkA7LlMzPWN0U5Phz3OpSSpCl0Zap/YobZtKNTSV4kL0o9wZZ6fF5a3xzjhZPjxBMpTSc+g1ryZaovO8hkbb2SvMhKKGn6R1d2GnG3zsufRUm+TPWNTRMwaK2LeB1K2dMgN5Hy1tUUxdDgu8UoyZepvrFpWmurNOhOzqIDEKk01eEgrbVVnNB5+bMoQ5Spk2PTrKnX1DmRM+kgpzKtbajm5Jjmyp9JSb4MzcymGJ5KKsmLiGStqa9meCrJTDLldSglRUm+DJ0amwFgbX2Vx5GIiJSGtdlGz6nxGY8jKS1K8mWoL9slpZa8iEjGmmyjR132p1OSL0N9Y9OEg0ZTjUbWi4gANNVEiAQDSvJnUJIvQ31jM7TXVRMw8zoUkYqkwX2lJ2BGe33V/BoikqEkX4ZOjk3Pn38SWa1yTFjlGLMU3pr6zAh759z5d64QSvJlZnJmlomZ2fnzTyIikrG2vpqpRIqJmVmvQykZSvJlpj87crStTi15EZGF5gYj941phP0cJfkyMziZ+fC21mrQnYjIQmsbMkleg+9eoSRfZgYmEgQMGmNK8iIiC9VWhaiJBDX4bgEl+TIzMDFDc02EYEAj60VEztReX03/hLrr5yjJl5nBiQQtNRp0JyKymNbaCANK8vMKmuTN7CYze8nMDpjZ7Yvcbmb28eztz5rZ1QtuazSzr5nZi2b2gpm9tpCxlgPnHIOTMzofLyJyDq21VUwlUkwlNMIeCpjkzSwI/DNwM3Ap8G4zu/SM3W4GtmV/bgXuWHDbPwHfdc5dDFwJvFCoWMvF2PQsyZSjpVYteRGRxbRm68fBiYTHkZSGQrbkrwEOOOcOOecSwN3ALWfscwtwl8vYCTSaWYeZ1QM3Ap8DcM4lnHMjBYy1LMx1QbUqyYuILKol29OpLvuMQib5TuD4gv+7s9ty2WcL0A98wcyeMrPPmlnNYk9iZrea2R4z29Pf35+/6EvQ3JFpi7rrRUQW1VwTwcjMRJLCJvnFhn+fudbgufYJAVcDdzjnrgImgbPO6QM45z7tnNvhnNvR1ta2mnhL3uDEDKGA0RANex2KiEhJCgUCNNVo8N2cQib5bmD9gv+7gJ4c9+kGup1zu7Lbv0Ym6Ve0uelzujCNiMi5tdZGGFSSBwqb5HcD28xss5lFgHcB956xz73A+7Oj7K8DRp1zvc65k8BxM7sou9+bgH0FjLUsDEwmdD5eROQ8WmqrGJhI6EI1ZLrFC8I5N2tmHwbuB4LA551ze83stuztdwL3AW8FDgBTwAcXPMTvAl/OHiAcOuO2ipN2jqHJBBevrfM6FBGRktZaW0UilWZ8Zpb66so+vVmwJA/gnLuPTCJfuO3OBX874EPnuO/TwI5CxldORqeSpNKOVi2EIyKypNYFI+wrPclrxbsyMTiZGSnarJH1IiJLmmsMDY5rhL2SfJkYmcp8WJt0YRoRkSU1xMKEAsbApAbfKcmXiaGpzNXnNH1ORGRpATOaayKaK4+SfNkYmUpSHw3r6nMiIjloqYkwPKkkryRfJoYmE+qqFxHJUVNNhKFJTaNTki8TI1MJmpXkRURy0hSLkEilmUykvA7FU0ryZSCZSjM2PUtjjc7Hi4jkorkm0yiq9C57JfkyMDKVBFBLXkQkR01zSX5KSV5K3NyHtFFJXkQkJ02xTM+nWvJS8uaS/Fz3k4iILK0qFKQmEmRILXkpdcOTSYJm1FUXdBViERFfaaqJMDyZ9DoMTynJl4HhqQSNsbAuMSsisgxNsYha8l4HIOc3PJWYH0QiIiK5aa6JMDqVJF3Bc+WV5MvAsBbCERFZtuZYhJRzjMUrt8teSb7EzcymmEyk5keKiohIbuZ6QIcqeIS9knyJm5sjr+56EZHlmZ9GV8Hn5ZXkS9xckm/U1edERJalMRbBgKEKHmGvJF/iRrPnknSJWRGR5QkGjIZoWC15KV2j8QQG1FUryYuILFdThV9yNqckb2ZfN7O3mZkOCopsNK7ryIuIrFRjNMyIRtef1x3Ae4D9ZvY3ZnZxAWOSBUbjSeq10p2IyIo0xMKMTydJpStzrnxOSd459z3n3HuBq4EjwINm9hMz+6CZqR+5gEbjSRo0R15EZEUaoxHSDsanK7M1n3P3u5m1AL8G/AbwFPBPZJL+gwWJTHDOMRpPamS9iMgKzQ1aHq3QLvuc+oHN7BvAxcAXgZ93zvVmb/o3M9tTqOAqXTyZIply1CvJi4isSGN2rvxIPMlGj2PxQq4nez/rnLtv4QYzq3LOzTjndhQgLkHT50REVmu+JT9VmS35XLvr/2qRbY/lMxA526gWwhERWZXqcJDqcKBiR9gv2ZI3s7VAJxA1s6uAuXlc9UCswLFVvNFpteRFRFarMRrROflzeAuZwXZdwMcWbB8HPlqgmCRrdCpJwKBWU+hERFasIRpmtEJXvVsyezjn/gX4FzN7p3Pu60WKSbIyc+TDBEwL4YiIrFRDLMzx4Smvw/DE+brr3+ec+xKwycz+7zNvd859bJG7SZ6MxpPqqhcRWaXGaJipRIrEbJpIqLIWbj1fP3BN9ndtoQORs43Gk6xrjHodhohIWVs4V76trsrjaIrrfN31n8r+/ovihCNz5hbCubSj3utQRETKWkOscpN8rheo+TszqzezsJl938wGzOx9hQ6ukk0lUsym3fyHU0REVqYxmlkafKQCB9/lenLizc65MeDngG7gQuCPChaVzE/3qNclZkVEVqU+GsKozKVtc03yc5nmrcC/OueGChSPZM19GBvVkhcRWZVQIEBtdagiF8TJdQL2t8zsRSAO/I6ZtQHThQtLRrSkrYhI3jREw2rJn4tz7nbgtcAO51wSmARuKWRglW4sniRoRk2VFsIREVmtxmiYkQpcv345GeQSMvPlF97nrjzHI1mj8ST10ZAWwhERyYPGWISX+sZxzmEVVK/meqnZLwJbgaeBVHazQ0m+YEamtBCOiEi+NETDJFOOeCJFrIJ6SHMt6Q7gUuecK2Qw8oqx6SRdTVoIR0QkH+YaTSPxZEUl+VxH1z8PrC1kIPKKdHYhHF1iVkQkPxoXLIhTSXI9nGkF9pnZ48DM3Ebn3NsLElWFm5yZJZV26q4XEcmThS35SpJrkv/zQgYhpxuLzwLQkF2lSUREVqemKkQwYBV3ydmckrxz7hEz2whsc859z8xiQLCwoVWu0XjmQ6iWvIhIfgTMaIiGK64ln+va9b8JfA34VHZTJ/DNAsVU8eYXwtFqdyIiedMQDTNaYXPlcx149yHgemAMwDm3H2gvVFCVbiyeJBgwaiLqLBERyZdGteTPacY5N38iI7sgjqbTFchIPDNHvpIWbBARKbSGWJjx6SSpdOWkr1yT/CNm9lEgamY/C3wV+Fbhwqpso3EthCMikm+N0QhpB+PTldOazzXJ3w70A88BvwXcB/xZoYKqdGNK8iIieVeJc+VzHV2fNrNvAt90zvUXNqTKlk47xuKzSvIiInlWiXPll2zJW8afm9kA8CLwkpn1m9l/z+XBzewmM3vJzA6Y2e3nePyPZ29/1syuPuP2oJk9ZWbfXk6hytnAxAwpp4VwRETyba5eraQR9ufrrv8DMqPqX+Oca3HONQPXAteb2UeWuqOZBYF/Bm4GLgXebWaXnrHbzcC27M+twB1n3P77wAs5lMM3ekenAc2RFxHJt+pwkOpwQC35Bd4PvNs5d3hug3PuEPC+7G1LuQY44Jw7lB2ZfzdnX4P+FuAul7ETaDSzDgAz6wLeBnw259L4QO9oHFCSFxEphMZopKLOyZ8vyYedcwNnbsyelz9fFuoEji/4vzu7Ldd9/j/gj4H0eZ7HV3pG1JIXESmUzII4lbO07fmS/FKvxPlepcUmeZ85OXHRfczs54BTzrknzvMcmNmtZrbHzPb095f/mMDe0TihgBHTQjgiInlXaUvbni/JX2lmY4v8jAOXn+e+3cD6Bf93AT057nM98HYzO0Kmm/+NZvalxZ7EOfdp59wO59yOtra284RU+npHp7UQjohIgTTEwkwlUkwnU16HUhRLJnnnXNA5V7/IT51z7nz9ybuBbWa22cwiwLuAe8/Y517g/dlR9tcBo865Xufcnzjnupxzm7L3+4Fz7n0rK2J5mUvyIiKSf3P169wgZ7/L9VKzy+acmzWzDwP3k7li3eedc3vN7Lbs7XeSWVTnrcABYAr4YKHiKRe9I3HW1Fd7HYaIiC/NJ/mROJtbazyOpvAKluQBnHP3kUnkC7fdueBvR+biN0s9xsPAwwUIr+Sk0o6+8RkuXFvndSgiIr7UmE3yPRXSks91WVspgv7xGVJpLYQjIlIo9Qta8pVASb6E9GiOvIhIQYWDAWoiQbXkpfhOarU7EZGCa4iF5xce8zsl+RLSM6KWvIhIoTVEI/SOqCUvRdY7Ok00HCQa1kI4IiKF0hANz58e9Tsl+RJycnSajsZqLYQjIlJAjdEw49OzTMzMeh1KwSnJl5Ce0TgdDZojLyJSSA0VNMJeSb6E9I5M09EQ9ToMERFfa6igufJK8iViNpXm1Pg069SSFxEpqIaYWvJSZKfGZ0g7WKuWvIhIQdVXhzFTS16KaG7OZkejWvIiIoUUDBjtdVVqyUvx9GTnbK5TS15EpOA6GqIVcSU6JfkSMbfanVryIiKFt66xuiLmyivJl4ie0Tg1kSB1VQW9MKCIiJBtyY9Mk7kYqn8pyZeI3pFpOhqjWghHRKQIOhqqiSdTjMaTXodSUEryJaJ3bFoL4YiIFMm6xsz4px6fr2GvJF8ieke02p2ISLHM1bd+vxqdknwJSMym6Z+Y0Wp3IiJFMt+S9/kIeyX5EnBqfBrnMqM9RUSk8FprqwgFzPdz5ZXkS8DcXE2tdiciUhzBgLGmvtr3c+WV5EtAT/ZIUuvWi4gUz7rG6vn616+U5EvAKwvhqCUvIlIslbDqnZJ8CegdnaauKkStFsIRESmajsZqTo5Ok077d0EcJfkS0DMS13K2IiJFtq4hSiKVZnAy4XUoBaMkXwJOjk1r+pyISJGtrYC58kryJaBnZFrT50REimzuqp9+XvVOSd5jM7MpBiZmWFuvlryISDHNnSZVS14Kpm90BtAlZkVEiq2lJkIkFPD1CHsleY/NHUGu0zl5EZGiMjM6Gvw9V15J3mOvrHanlryISLF1NPh71TsleY+dmFvtTt31IiJFt64h6uv165XkPdY9HKe5JkIsooVwRESKrbMpSt/4DLOptNehFISSvMdOjMTp1HK2IiKe6GyMkko733bZK8l77MTwlJK8iIhHuppiwCunTv1GSd5DzrlMS75JSV5ExAtd2fq3e1hJXvJsaDLBdDI9/yETEZHimluj5ISSvOTbXPeQuutFRLxRFQqypr6K7uEpr0MpCCV5D80dOaq7XkTEO52NUXXXS/7NteS7GmMeRyIiUrm6mmIaeCf51z0cp7YqRH1Uc+RFRLzS1RSlZyROKu28DiXvlOQ9NDdH3sy8DkVEpGJ1NkWZTTv6xvw3V15J3kMnhjV9TkTEa36eK68k7yGtdici4r25etiPI+yV5D0yMTPLaDyplryIiMfm1irx41x5JXmPzE+fU0teRMRT1eEgrbVVvpxGpyTvkbluIbXkRUS819nkz7nySvIeeWWOvJK8iIjXupqiGngn+XNscIrqcIC2uiqvQxERqXhdTVFODPtvrrySvEeODk2xoTmmOfIiIiVgY3MNiVSakz6bK68k75Fjg1NsaK7xOgwREQE2tmTmyh8dnPQ4kvwqaJI3s5vM7CUzO2Bmty9yu5nZx7O3P2tmV2e3rzezh8zsBTPba2a/X8g4i805x7FsS15ERLw3Vx8fHfTXXPmCJXkzCwL/DNwMXAq828wuPWO3m4Ft2Z9bgTuy22eBP3TOXQJcB3xokfuWrf7xGeLJ1PyRo4iIeGtdY5Rw0JTkl+Ea4IBz7pBzLgHcDdxyxj63AHe5jJ1Ao5l1OOd6nXNPAjjnxoEXgM4CxlpUx4YyH6INSvIiIiUhGDDWN8U4NqTu+lx1AscX/N/N2Yn6vPuY2SbgKmBX/kP0xtyR4kZ114uIlIyNLTGODKgln6vFho2fOTdhyX3MrBb4OvAHzrmxRZ/E7FYz22Nme/r7+1ccbDEdHZrC7JWLIoiIiPc2ttRwbGgK5/wzja6QSb4bWL/g/y6gJ9d9zCxMJsF/2Tn3jXM9iXPu0865Hc65HW1tbXkJvNCODU6yriFKJKTJDSIipWJjS4yJmVmGJhNeh5I3hcwyu4FtZrbZzCLAu4B7z9jnXuD92VH21wGjzrley0we/xzwgnPuYwWM0RNHNbJeRKTkzA2GPuKjwXcFS/LOuVngw8D9ZAbO3eOc22tmt5nZbdnd7gMOAQeAzwC/k91+PfCrwBvN7Onsz1sLFWuxHR+a0sh6EZESM7d2iZ8G34UK+eDOufvIJPKF2+5c8LcDPrTI/X7E4ufry97EzCwDEwmNrBcRKTHrm6OY+WuuvE4KF9mx+ZH1Wu1ORKSUVIWCrGuIKsnLys11A+mcvIhI6dnYEvPV0rZK8kU2d4So7noRkdKzsSU2v2CZHyjJF9nB/glaa6toiIa9DkVERM6wqaWGgYkEo/Gk16HkhZJ8kR04NcHWNp2PFxEpRRe01wKZutoPlOSLyDnHwf7J+Q+RiIiUlrn6+aCSvCzXXBeQkryISGnqaooRCQU40K8kL8s01/2ztU1JXkSkFAUDxpbWGvb3jXsdSl4oyRfRweyRoVryIiKla9uaOrXkZfkOnJogFgnS0VDtdSgiInIOF7TV0j0cJ55IeR3KqinJF9HB/gm2ttWSuf6OiIiUogvaa3Huld7XcqYkX0QHT02oq15EpMTNj7BXkpdcTc7M0jM6rTnyIiIlblNrjGDAfDFXXkm+SA71Z9ZCVkteRKS0VYWCbGyOKclL7g70Z6ZjKMmLiJS+re217FeSl1zt75sgFDA26BKzIiIl74L2Wo4MTJKYTXsdyqooyRfJ3p4xtq2pIxLSSy4iUuou6ahnNu3KvsteGacInHPs7RnlsnX1XociIiI52J6tr5/vGfU4ktVRki+CU+MzDEwk5j80IiJS2ja11FATCbL3hJK8nMfe7JHgZZ0NHkciIiK5CASMy9Y18HzPmNehrIqSfBE8f2IMs8w5HhERKQ+Xddazr2eMVNp5HcqKKckXwd6eUTa31FBbFfI6FBERydH2dQ3EkykOD5Tv4Dsl+SLY2zPGpTofLyJSVrZnT7E+f6J8u+yV5AtsZCpB93Ccy9bpfLyISDnZ2lZDVSjA82U8+E5JvsD2ZQdtbO9US15EpJyEggEu6agv62l0SvIFtjeb5NWSFxEpP9s769l7Yox0mQ6+U5IvsD1Hh1jfHKW5JuJ1KCIiskxXdDYyPjPLoTIdfKckX0DOOR4/PMS1m1u8DkVERFbgms3NAOw8NORxJCujJF9A+09NMDyVnP+QiIhIednYEmNtfTU7Dw16HcqKKMkX0K7sh+I6teRFRMqSmXHtlmZ2HR7CufI7L68kX0A7Dw+xtr6a9c1Rr0MREZEVum5LC/3jMxwamPQ6lGVTki+Q+fPxW5oxM6/DERGRFbo2e8p1Vxmel1eSL5DDA5P0j89o0J2ISJnb3FpDW10Vuw6X33l5JfkC2XU4c8SnQXciIuXNzLhuSws7Dw2W3Xl5JfkC+eH+ftrqqtjaVuN1KCIiskrXbWmmb2yGA6fKa768knwBTCdTPPRiP2++dI3Ox4uI+MDPXLIGgO8+f9LjSJZHSb4AHnm5n3gyxc3bO7wORURE8mBNfTWv3tjEfUrycv/zJ2mIhrl2i87Hi4j4xc3b1/JC7xhHymgqnZJ8niVm0zz4Qh8/e+kawkG9vCIifnHz5Zne2e+UUWteWSjPfnJwgPHpWW7evtbrUEREJI86G6Nc2dXAd57v9TqUnCnJ59m3numlJhLk+gtavQ5FRETy7ObLO3i2e7RsuuyV5PPo1Pg033qmh3e+uovqcNDrcEREJM/ecVUn4aDxhR8f9jqUnCjJ59GXHjtKMp3mg9dv9joUEREpgPb6at5+ZSf37OlmZCrhdTjnpSSfJ9PJFF/ceZSfuWQNm1u1AI6IiF/9xus3E0+m+PKuY16Hcl5K8nny9Se7GZ5K8hs3qBUvIuJnl3TU8/ptrfzLT44wM5vyOpwlKcnnwehUkn98cD9Xrm/UWvUiIhXgt27cyqnxGT7z6CGvQ1mSknwe/K/vvMDwVIK//oXtWsZWRKQC3LCtlbdd0cHHv3+gpNezV5JfpZ2HBrl793F+/YbNbO9s8DocEREpkj//+cuIRoL8yTeeJZ0uzavTKcmvwuGBST78lafY0BzjIz9zodfhiIhIEbXVVfFnb7uE3UeG+ctv7yvJy9CGvA6gXHUPT/Hez+zEOcfnf+01RCOaFy8iUml+6dVdvNw3zmd+eJiqcIDbb7q4pE7bFrQlb2Y3mdlLZnbAzG5f5HYzs49nb3/WzK7O9b5e+u7zvdzyiR8zMTPLXb9+DRe013odkoiIeMDM+OhbL+F9123gU48c4rYvPUH/+IzXYc0rWEvezILAPwM/C3QDu83sXufcvgW73Qxsy/5cC9wBXJvjfYvKOcdPDg7yhR8f5nsvnGJ7Zz0f+79exYVr6rwKSURESoCZ8Zdv305XU4yPPfAyb/7HR/gv12/mV65ZT3tdtaexFbK7/hrggHPuEICZ3Q3cAixM1LcAd7nMiYydZtZoZh3AphzuW1BHBiY5MjjJ0cEpnj4+ws5Dg/SOTtMUC/NHb7mIW2/coqvMiYgIAIGAcdtPbeVNF7fzl9/exz88+DL/9P1XplZftKaOjS0xtrbXUl8dLlpchUzyncDxBf93k2mtn2+fzhzvW1C//KnH5rtcWmsjXLu5hTdd0s5bL+/QuvQiIrKobWvq+OKvX8vhgUm+9sRxHjs4yGcePcRsdvT9R996MbfeuLVo8RQyyS828uDMoYfn2ieX+2YewOxW4NbsvxNm9lLOEeam9SgMPAF8Ms8P7KFWYMDrIPLIb+UB/5XJb+UB/5XJb+WBJcr03iIHMue3/hZ+a+V3X6w8G5e6QyGTfDewfsH/XUBPjvtEcrgvAM65TwOfXm2w52Jme5xzOwr1+F7wW5n8Vh7wX5n8Vh7wX5n8Vh7wX5lWUp5CnlTeDWwzs81mFgHeBdx7xj73Au/PjrK/Dhh1zvXmeF8RERFZQsFa8s65WTP7MHA/EAQ+75zba2a3ZW+/E7gPeCtwAJgCPrjUfQsVq4iIiB8VdDEc59x9ZBL5wm13LvjbAR/K9b4eKdipAA/5rUx+Kw/4r0x+Kw/4r0x+Kw/4r0zLLo+V4jJ8IiIisnqa6C0iIuJTSvILmNnnzeyUmT1/xvbfzS6xu9fM/s6r+FZisTKZ2avMbKeZPW1me8zsGi9jXA4zW29mD5nZC9n34/ez25vN7EEz25/93eR1rLlYojx/b2YvZpd7/ncza/Q41Jydq0wLbv+vZubMrNWrGJdjqfKUa92wxOeuLOsGM6s2s8fN7Jlsef4iu71c64VzlWf59YJzTj/ZH+BG4Grg+QXbfhr4HlCV/b/d6zjzUKYHgJuzf78VeNjrOJdRng7g6uzfdcDLwKXA3wG3Z7ffDvyt17GusjxvBkLZ7X9bLuVZqkzZ/9eTGVB7FGj1OtZVvkdlWzcsUaayrBvIrK1Sm/07DOwCrivjeuFc5Vl2vaCW/ALOuUeBoTM2/zbwN865mew+p4oe2Cqco0wOqM/+3cA51iAoRc65Xufck9m/x4EXyKyQeAvwL9nd/gX4BU8CXKZzlcc594Bzbja7204ya0WUhSXeI4B/BP6YcyxuVYqWKE/Z1g1LlKks6waXMZH9N5z9cZRvvbBoeVZSLyjJn9+FwOvNbJeZPWJmr/E6oDz4A+Dvzew48L+BP/E2nJUxs03AVWSOcte4zBoLZH+3exjaipxRnoX+C/CdogeUBwvLZGZvB044557xNqqVO+M98kXdcEaZ/oAyrRvMLGhmTwOngAedc2VdL5yjPAvlVC8oyZ9fCGgi01XyR8A9ZiV0seCV+W3gI8659cBHgM95HM+ymVkt8HXgD5xzY17Hs1rnKo+Z/SkwC3zZq9hWamGZyJThT4H/7mVMq7HIe1T2dcMiZSrbusE5l3LOvYpM6/YaM9vucUirslR5llMvKMmfXzfwjWz3yeNAmsz6weXsA8A3sn9/lcwVA8uGmYXJVExfds7NlaPPMlcwJPu7bLpOz1EezOwDwM8B73XZk3DlYpEybQU2A8+Y2REyFdeTZrbWuyhzd473qKzrhnOUqazrBgDn3AjwMHATZVwvzDmjPMuuF5Tkz++bwBsBzOxCMuvql/tFHHqAn8r+/UZgv4exLEu2pfQ54AXn3McW3HQvmQqK7O//KHZsK3Gu8pjZTcB/A97unJvyKr6VWKxMzrnnnHPtzrlNzrlNZBLk1c65kx6GmpMlPnPfpEzrhiXKVJZ1g5m1zY00N7Mo8DPAi5RvvbBoeVZSL2gxnAXM7F+BN5A5Gu8D/gfwReDzwKuABPBfnXM/8CjEZTtHmV4C/olMd+M08DvOuSe8inE5zOwG4IfAc2RaTgAfJXM+8R5gA3AM+GXn3JkDDkvOEuX5OFAFDGa37XTO3Vb8CJfvXGVymVUs5/Y5AuxwzpV8UlziPfoeZVo3LFGmMcqwbjCzK8gMrAuSabze45z7SzNroTzrhXOV5wDLrBeU5EVERHxK3fUiIiI+pSQvIiLiU0ryIiIiPqUkLyIi4lNK8iIiIj6lJC8iIuJTSvIiIiI+pSQvIksys7vN7N+yF2I5amZvy25/yMx+Nvv3X5nZx72NVETOpCQvIudzJXDIOXct8F4yqyaS/f2nZvZeMlcx+4hH8YnIOWjFOxE5p+y62ceA9c65aTNrBnY557Zlb38EqAXekL0uuYiUELXkRWQp24H9zrnp7P9XA88AmNnlQAcwM5fgzewyM/tv2b8/YWZ1HsQsIllK8iKylCuBDWZWbWY1wF8A/5i9bOeXgVuASTN7S3b/HWQPAoB6te5FvKUkLyJLuZJMMn8Y2A3cATxF5prjf+icewH4n8CfZ/d/DbAve0CAmd1oZncXOWYRydI5eRE5JzN7FPhN59xLOe7/n2SuFT8GXO6cu8nMbnfO/U0h4xSRxYW8DkBEStpWYH8uO5pZGBh0zv1WYUMSkVypu15Ezsk51+mcS+e4b9I59/6F28zsSuD1ZnZTQQIUkSWpu15ERMSn1JIXERHxKSV5ERERn1KSFxER8SkleREREZ9SkhcREfEpJXkRERGfUpIXERHxKSV5ERERn/r/AYUL2vvo+IEUAAAAAElFTkSuQmCC\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -688,29 +702,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For the energy we assume a gaussian with mean 48.4 GeV with variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. Inverting this formula we get the value for s." + "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For the energy we assume a gaussian with mean 48.4 GeV with variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. Inverting this formula we get the value for s.\n", + "\n", + "As the icdf method is not runnable, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" ] }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 11, "metadata": {}, - "outputs": [ - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mevents\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m6\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 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48712.24072756 ... 48539.16894447\n", + " 48624.59148457 48487.54882231]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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.....................
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100 rows × 6 columns

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" + ], + "text/plain": [ + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 19359.985810 -22.255033 -6.204417 27997.722610 22.255033 \n", + "1 22911.304951 1.849884 -30.334340 24446.403235 -1.849884 \n", + "2 29620.999323 4.889275 12.264870 17736.708850 -4.889275 \n", + "3 25766.499181 28.393126 6.007176 21591.208669 -28.393126 \n", + "4 28093.580690 -20.780436 9.159067 19264.128671 20.780436 \n", + ".. ... ... ... ... ... \n", + "95 23819.501102 5.589400 30.077229 23538.207660 -5.589400 \n", + "96 19329.434544 22.274707 5.648326 28028.273195 -22.274707 \n", + "97 23440.971993 -30.296628 -4.147419 23916.736736 30.296628 \n", + "98 23418.233401 4.310025 30.269885 23939.475637 -4.310025 \n", + "99 18373.118099 3.189502 17.850364 28984.590555 -3.189502 \n", + "\n", + " $pz_{\\mu_2}$ \n", + "0 6.204417 \n", + "1 30.334340 \n", + "2 -12.264870 \n", + "3 -6.007176 \n", + "4 -9.159067 \n", + ".. ... \n", + "95 -30.077229 \n", + "96 -5.648326 \n", + "97 4.147419 \n", + "98 -30.269885 \n", + "99 -17.850364 \n", + "\n", + "[100 rows x 6 columns]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "df" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", @@ -780,7 +1095,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -794,30 +1109,46 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, + { + "ename": "ValueError", + "evalue": "weights should have the same shape as x", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;31m#print(weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'$px_{\\mu_1}$'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'weights'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mweights\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkde\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[1;31m#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36mdistplot\u001b[1;34m(a, bins, hist, kde, rug, fit, hist_kws, kde_kws, rug_kws, fit_kws, color, vertical, norm_hist, axlabel, label, ax, x)\u001b[0m\n\u001b[0;32m 2610\u001b[0m \u001b[0morientation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"horizontal\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mvertical\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"vertical\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2611\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"color\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2612\u001b[1;33m ax.hist(a, bins, orientation=orientation,\n\u001b[0m\u001b[0;32m 2613\u001b[0m color=hist_color, **hist_kws)\n\u001b[0;32m 2614\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1436\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1437\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1438\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1439\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1440\u001b[0m \u001b[0mbound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mhist\u001b[1;34m(self, x, bins, range, density, weights, cumulative, bottom, histtype, align, orientation, rwidth, log, color, label, stacked, **kwargs)\u001b[0m\n\u001b[0;32m 6601\u001b[0m \u001b[0mlen_xi\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6602\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mwi\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwi\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6603\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'weights should have the same shape as x'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6604\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6605\u001b[0m \u001b[0minput_empty\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mValueError\u001b[0m: weights should have the same shape as x" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "f=10**6\n", + "freq = 10**6\n", "rhoBe = 1.848 # g/cm^3\n", "N_a = 6.022*10**23\n", "Z = 4\n", "M = 9.012 #u\n", "l = 6 #cm\n", "rho_elec = N_a * (rhoBe*Z) / (M)\n", - "fmu = f * rho_elec * l * sigma(230**2) * 1e-24 *389\n", + "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *389\n", "deltaT = 60 * 60 * 24 * 7\n", "fweek = fmu * deltaT \n", "print(fweek)\n", @@ -852,17 +1183,9 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "47571.03165490111 MeV\n" - ] - } - ], + "outputs": [], "source": [ "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", "z_max = 3 #cm\n", @@ -935,7 +1258,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.8.5" } }, "nbformat": 4, From 4fcb427991b830df4ba1a4b931be5615ae4cd820 Mon Sep 17 00:00:00 2001 From: Confizolo Date: Sun, 7 Feb 2021 22:41:49 +0100 Subject: [PATCH 11/39] 7_Feb - Corrette delle formule --- Project.ipynb | 448 +++++++++++++++++++++++++------------------------- 1 file changed, 224 insertions(+), 224 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 7f151da..6a5381e 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -93,7 +93,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -175,7 +175,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -217,7 +217,7 @@ "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", "\n", "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", - "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2=\\pi-\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2=\\phi^*+\\pi$$" + "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1^*=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1^*=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2^*=\\pi+\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2^*=\\phi^*$$" ] }, { @@ -229,14 +229,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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hsIXQH+jNeT4idK7VX1to93bcq2zlxzm3CvhheG53gOWEjtf+RVGfK8LHhLYC5xQdzrkjwH8ltLXvG6Ar8GURnnMVoZ/rcUJbrjOI3tX+Wfj/N8zMOxH/W4ROTD9CaG/ZPJ4eMvMwPJ8rhH5v/gCY5kLHckd+H6sJnTx8itAJ7c8sHOgTCB1CcYanDW1e59KUGsqC0p8FRVTU91tedhA6+fw6ocOP34go/GcT2ot0idCFEd53zq2N8xy/IZQJF8Nfe3vM+n8jdP7MbTNbWIj3YWr4+c4Qev9/EPN8PyHURG4Jf59/D7zlQue6FFm4yd0GvEp00VnQ91WQfyL/98I/Ezr64ZaZ/Y9C/A5XJfRzuE0oE1sROlQz0ibgJLAO+Efn3OoizjlKuGGfTOiwLS9X/pwyUD+VJOVx0uVxUTMuL4sIXf3zFqGf6dRw8w2h36V0QvXi2+GP/xrAha7++k+ELiJzkqcXkyn1zEUdmi9BYWYOaB9xCIokGTNLA34rj8JQkoSyoORY6GbJv+Wce83vucjzsdAl1M8AFdyzXcRCpEDK45JjZj8G2jnn3vZ7LkGiLUIiIiIiIiIBo0ZNREREREQkYHToo4iIiIiISMBoj5qIiIiIiEjAqFETEREREREJmGe5a3yxqF+/vmvdurVfX15ESsCePXuuO+ca+D2P56FsEimblE8iEkT5ZZNvjVrr1q3ZvXu3X19eREqAmZ31ew7PS9kkUjYpn0QkiPLLJh36KCIiIiIiEjBq1ERERERERAJGjZqIiIiIiEjAqFETEREREREJGDVqIiIiIiIiAaNGTUREREREJGDUqImIiIiIiARMgfdRM7NfAhOAq865LnHWG/DPwDjgIfCec25vcU9URBIjNTU17vL3338/wTMpmPJJJHkom0QkiPLKJnj+fCrMDa9/BfwL8Js81o8F2of/6wv87/D/RSSgfvazn5GRkeH3NIrDr1A+iZQp+RU9pcivUDaJlCl+ZFOBjZpzbrOZtc5nyGTgN845B2w3s9pm1sQ5d7m4Jikiz88LmEaXL9P61i2+7tz5mR4fpK3XyieR0q+g4sfhyCCD29zmIQ95FP73hCf0oIeySURKTEH5lEUWd7jDPe7lZNNjHtOUpjShyXPnU2H2qBWkGXA+4vML4WW5wsbMvgd8D6Bly5bF8KVFJD+RAWPZ2by6dStD16/nVp06HOvYEZeS4uPsEqJQ+aRsEkm8eAWQw3GVq1zgApe4xGUuc4MbPOJR3OfoSldSKJU5ptpJJKDyas4e8pBznONS+N9VrnKXu3HHjmAETWjy3HMpjkat0JxzvwB+AdC7d2+XyK8tkkxiQ6bWrVtMWbCAVufOcbhzZ5ZNmPBMTVqQtlgXJ2WTSGLEK4AyyeRE+N8pTnGPewBUohJNaUp3ulM7/K8a1agU/pdCChWoAJTdbALlk0iixOaTw3GZy3zN15ziFBe5CIBhNKABrWlNnfC/mtTMyaYKVKAylXOe53nyqTgatYtAi4jPm4eXiUiCxSuCuh48yPilS3FmLJgyhYPduoGZD7PzhfJJJABisymbbE5zmoMc5Gu+JpNMKlOZF3iBdrSjFa2oQx3Kld2LUyubRAIiNp9uc5sDHOArvuI61zGMZjRjMIN5gRdoQhMqUjEhcyuORm0x8H0z+5TQibB3dIy1SGLFa9AqPnrE2OXLefnAAc62bMmCqVO5U7t2kZ+7lG+pVj6J+Cg2mzLIYD/72clObnKTylSmS/hfa1oXqTFTNonI84jMJ4cjjTR2sINjHMPhaEUr+tGPznSmKlUL/bzFmU2FuTz/J8AQoL6ZXQDeh9CxBs65fwWWE7q87ElCl5j9drHNTkTylddx1E0uXWLavHnUuXWLjYMHs3nQoHwPdSytBY/ySSSYYrPpIQ/ZxjZ2sINMMmlOc4YylBd5kfIFlCKlMZ+UTSLBFdugHeMYG9nIFa5QhSoMYAC96U1tauf7PInIpsJc9XF2Aesd8AfFNiMRKVCeVyHKzqb/9u0MX7uW+9Wr8+t33+Vc69Zxh5bG4ieW8kkkeCLzKYMMtoX/ZZLJS7zEq7xKM5rl+Xhlk4iUhNgG7QQn2MAGLnOZutRlEpPoStecc1/jSXQ+JfRiIiLy/PJq0qrdv8/rCxbQ7tQpjnbqxOJJk8ioGr2rviwUQCISTJHZlE02+9nPOtbxgAe8yIsMYQiNaJTn45VPIlJSIvPpKldZyUpOc5o61OF1Xs/3CrJ+ZpMaNZFSIr97ebQ+c4Zp8+ZR6dEjlo4fz57evaMuGKICSERKUmQ+XeACy1nOJS7Rgha8xVs0pWncxymbRKQkxe7h38hGdrCDSlRiLGPpTe9ANmgeNWoipUB+hzq+tmULQzds4Ea9evzmW9/iWqOnW6yDEDIiUnZFZlMmmaxnPdvZTg1qMJWpdKUrRu6rzCqbRKSkRebTcY6zhCXc4x696MUwhlGNanEfF6R8UqMmEnB5NWmVHz5kyoIFdDhxgq+6dGHJxIk8rlQJCFbIiEjZFJlNZznLIhZxk5v0oQ/DGU4lKuV6jLJJREpaZDalk84qVrGf/TSgAbOYlec5skHMJzVqIgGV36GOTS5eZMbcudS4d49l48ax+5VXwCyQISMiZY+XT094wnrW8yVfUoc6vMu7tKFNrvHKJhFJhMjaKY005jOf+9xnIAMZzOC4V5kNcj6pURMJoDybNOfovXs3o1eu5H716vzyO9/hUvPmgQ4ZESk7IrPpNreZxzwucIFe9GI0o+PeBFb5JCKJ4OVTNtl8wRdsZCN1qMNv8Vtx96KVhmxSoyYSMHk1aeUfP2bCkiV0P3iQE+3asWDqVNKrVi0VQSMipV9kNn3N1yxkIdlk8wZv0IUuucYrm0QkUbx8us995jOfM5yhK12ZwIRSfRi2GjWRAMmrSat55w4zP/2Uppcvs2HIEDYPGsT7+RwaKSJSnCK3VG8K/2tCE6YznbrUzTW+tBRBIlK6RdZNl7jEp3zKQx4yiUn0oEeuixmVtmxSoyYSAFu2bGHdunVx17U4e5YZc+dS4fFjPpk1i+OdOpW6oBGR0ssrhDLJZAELOMpRutOdCUzIdWNYZZOIJEpkk3aIQyxkIdWoxnf5Lk1okmt8acwnNWoiPsvvoiE9d+9m3PLl3K5dm1+/9x7XGzQolUEjIqWTl0+3uc2nfMo3fMMoRtGf/qV+S7WIlF6Re/k3spHNbKYFLZjJTKpTPWpsac4mNWoiPsqrSSuXlcXYlSvpvXs3J9q1Y/60afzw7/4uwbMTkWTm5dMVrvAhH/KYx7zJm7Snfa6xpbkQEpHSxcumLLJYxCK+4it60IPxjM91VcfSnk1q1ER8kleTVuXhQ2bMmUPrs2f5csAA1g0fzo90PpqIJJCXT2mk8QmfUJGKfIfv0IhGUeNKexEkIqWLl02PeMRc5nKKUwxnOK/xWpncy69GTcQHeTVpda9f582PP6bWnTvMnzqVQ926lYmgEZHSw8unIxxhPvOpQx3e5m1qUztqnLJJRBIp8sqOH/ERV7jCZCbTgx65xpaVfFKjJpJgeTVpLdPSmDlnDs6MX7/7LhdatiwzQSMipYOXT3vYwxKW0JzmvMmbVKVq1Dhlk4gkUuT5sr/hN9zlLrOZTQc6RI0ra9mkRk0kgfJq0rodOMCkRYu4WbcuH7/5Jn/8z/+c4JmJSLLz8mknO1nOctrRjhnMyHUT67JWCIlIsHnZdItb/Jpfk0467/IuLWgRNa4sZpMaNZEEidukOcfgjRsZsmkTZ1q3Zu7MmfyFLhoiIgnm5dN2trOSlXSkI9OZXuZOzBeR0sXLppvc5Nf8mkc84l3epSlNo8aV1WxSoyaSAPGatHJZWUxavJjuBw+y7+WXWTphAn/zt3/rw+xEJJl5+bSVraxmNZ3oxBu8oSZNRHzlZdMNbvBrfs1jHvMu7+a6R1pZziY1aiIlLF6TVvHRI2bMmUPb06dZP2wYXwwcyPs//nHiJyciSS22SetMZ6YxjRRSosaV5UJIRIInck/ar/gVT3jCu7xLYxpHjSvr2aRGTaQExWvSqj54wJsffUSTy5dZNHky+3v0KPNBIyLB4+XTbnarSRORwPCy6Q53+A2/IYss3uO9pLw9iBo1kRISr0mrdesW73zwATXv3mXOrFkc79gxKYJGRILFy6ev+IqlLKUd7ZjKVDVpIuIrL5se8IAP+CDnwiHJ2KSBGjWREhGvSWt45Qpvf/gh5bOy+OBb3+K8Lr8vIj7w8uk4x1nAAlrRihnM0DlpIuIrL5syyOADPuA2t3mHd5LmwiHxqFETKWbxmrSWZ88y++OPyaxYkX//zne41rBhUgWNiASDl09ppDGXuTSmMbOZrUvwi4ivvGzKJJOP+ZirXGU2s2lFq6hxyZZNatREStgLp04x65NPuFOrFh+88w53a9dOuqAREf95hdA3fMMnfEId6vAWb1GZylHjlE8ikkheNmWTzXzmc45zTGc67WkfNS4Zs0mNmkgxit2b1uHYMabPncv1+vX54J13eFi9elIGjYj4y8umu9zlIz6iIhV5m7epRrWocconEfGDw7GSlRzjGGMZy0u8FLU+WbNJjZpIMYlt0jofPszU+fO50rgxH779NhlVqyZt0IiIf7xsesQjPuIjMsjg23ybWtSKGqd8EpFE8/JpG9vYyU7605++9I0ak8zZpEZNpBjENmndDhxg8sKFnG/Rgo/ffJPMypWTOmhExB9eNj3hCXOZy1Wu8hZvJdUNY0UkmLx8OszhnFuEjGRk1JhkzyY1aiLPKbZJ67l7NxOWLuVMmzZ8Ons2jytWzOORIiIlz+FYylJOcYpJTKId7aLWJ3shJCKJ59VOZznL53xOC1owhSmUo1zOGGWTGjWR5xKvSZu4dCnH27fnsxkzyKpQAVDYiEjiefm0la3sYx+DGERPekaNUTaJSKJ52XSLW8xhDrWoxWxmU4EKPs8seNSoiTyj2Cbt5b17c5q0uTNn8qR86O2lQkhEEs3LpxOcYC1r6UxnhjI0aoyySUQSLfKc2U/5lCc84U3epCpVo8Ypn0LKFTxERArSbf9+Ji1ezMm2bZk7Y4aaNBHxjVcIXeMa85hHIxrxOq9jWM4YZZOIJFrkZfgXsICrXGU606lP/ahxyqen1KiJPIPIvWldDh5k8qJFnGnThjmzZvFEhzuKiE+8bEonnU/5lBRSmMWsXDe0FhHxyyY28TVfM5KROme2AGrURIoosknrfPgwUxYs4FzLlnwye7bOSRMR30RurZ7HPG5xi5nMpDa1o8Ypn0Qk0bx8OsIRNrGJ7nSnP/2jxiibclOjJlIEkU1ah2PHmDZvXs4l+LPCV3dU0IiIn9ayllOcYjzjaUWrqHXKJxFJNK92+oZvWMACmtGMCUzQ4diFoEZNpJAim7RWaWlMnzuXy02a8PFbb/G4UiUfZyYiyS5ya/VWttKb3vSiV9QYFUIikmheNmWQwRzmUIlKzGJW1BUelU15U6MmUkSNL19m1iefcKtOHT566y0yI5o0hY2IJJpXCF3nOgtZSDOaMYYxUWOUTSKSaF42ORyLWMQtbjGd6dSghs8zKz3UqIkUghc2dW/c4K0PPySjcmU+eOcd0qtVyxmjQkhEEs3LpkwymctcUkhhOtMpH3H3HWWTiPhpG9s4ylFGMlKHYxeRGjWRAniFUI27d3nnN7/BnOPDd97hXq1aOWMUNCLiF4djKUu5ylWmMS3XxUNERBLNq53OcpY1rOFFXtTFQ56BGjWRfHhBU/nhQ97+4AOqpKfz0dtvc6P+03t+KGhExA9ePu1hDwc5yBCG6FLXIuI7L5vucY/P+Iw61GEyk3XxkGegRk2kAClZWcycM4e6N2/y6ezZXG7a1O8piUiS8wqhi1xkBStoS1sGMShqjAohEUk0L5ue8IT5zCeDDGYwg8pUzhmjbCo8NWoieUhNTQXnmLRoEa3PnmXR66+T1qZN1BiFjYgkWuRV1D7jM6pRjalMpVzEn3Rlk4j4aRObSCONCUygMY39nk6pVahGzczGmNkxMztpZj+Ms76lmW0ws31mdtDMxhX/VEUSxyuEhm7YQLevvmLd8OEc6to1aowKIf8pmyRZeeel3eEOb/AG1ahW8IMkoZRPkmy82ukMZ9jMZrrTnZd5OWqMaqeiKbBRM7MU4OfAWKAzMNvMOscM+2tgrnOuBzAL+F/FPVGRRPGC5uW9exm0eTN7e/Zky2uvRY1R0PhP2STJyMun/eznEIcYwhBa0jJqjPLJf8onSTZeNj3kIZ/zOXWpyziitz0om4quMHvU+gAnnXOnnXOZwKfA5JgxDqgZ/rgWcKn4piiSeC+cPMnEJUs42bYty8aPB7OCHySJpmySpBJ5v7TlLKc1rRnIwKgxKoQCQ/kkSSP2fmkPeMAbvEEldJ/Z51W+4CE0A85HfH4B6Bsz5sfAajP7Q6AaMKJYZieSYKmpqdS/epUZc+dytWFDPps+neyUlKgxCpvAUDZJ0vAKoSyymMc8ylNe56UFm/JJks4udnGMY4xmNE3RhdeKQ3FdTGQ28CvnXHNgHPCBmeV6bjP7npntNrPd165dK6YvLVI8UlNTqfzwIbM/+YTHFSrwyZtvklm5ctQYFUKljrJJypS1rOUKV5jMZGrm7IyRUkr5JKWetxHpCldYxSra055+9Isao9rp2RWmUbsItIj4vHl4WaTvAnMBnHPbgMpA/ZgxOOd+4Zzr7Zzr3aBBg2ebsUgJsSdPeGPePGrevcucmTO5G3FDa1DQBJCySZKCVwgd5zjb2U4f+tCJTlFjlE+Bo3ySMs/Lpkwymcc8qlBF90srZoVp1HYB7c2sjZlVJHTC6+KYMeeA4QBm9iKhsNFmHyk1UlNTGbVmDW1Pn2bZ+PFcaNmy4AeJ35RNUuZ5hdB97rOQhTSiESMZGTVGhVAgKZ8kaaxmNde5zhSmUJ3qOcuVTc+vwEbNOZcFfB9YBRwldIWiw2b2EzObFB72Z8Bvm9kB4BPgPeecK6lJixSn1NRUuu/bR7/t29nRty/7e/bMNUZhEzzKJkkWDsdiFvOIR0xjGhWokLNO2RRMyicp67yNSCc4wW5205/+tKWtz7MqewpzMRGcc8uB5THLfhTx8RFgQPFOTaTkpaam0vz8eSYsXcrpNm1YNWpUrjEqhIJL2SRlmVcI7WMfxznOaEbTkIY+z0oKS/kkZVXkpfgXsYiGNGQYw6LGqHYqHsV1MRGRUqna/fvMmDOHuzVrMm/6dFzMFR4bN27s08xEJJl5hdAtbrGSlbSmNX1jLhqoQkhE/OJwLGUpD3nIFKZoT38JUaMmSesn77/PtHnzqJyRwdyZM0mvWjXXmN/5nd/xYWYiksy8Ji2bbBawAMN4ndd1KX4R8Z2XT1/xFUc4wlCG0oQmPs+q7FKjJkkpNTWVoRs20CYtjWXjx/NNnD1nKoRExE/b2MY5zjGWsdSmds5yM8v7QSIiJcRr0u5wh2UsowUtGBBz9K5qp+KlRk2SUvvjxxn4xRfs7dGDAz165FqvoBERP0Tek2g96+lEJ7rTPWrMj370o3gPFREpMZF7+heykGyymcIU7ekvYWrUJOn805/8CVM+/5zLjRuzYtw4v6cjIgI8LYSyyGIBC6hMZSYyUfckEpHA2MUuznCG0YymLnX9nk6Zp0ZNksp/+pu/YcbcuZhzfDZjBlkVKuQao0JIRPy0kY18wzdMYhLVqJazXNkkIn7wNiJd5zprWEN72tOLXlFjlE8lQ42aJJURa9fS9PJlFr7+Orfq5t4SpKARET94hdBFLvIlX/IyL9ORjj7PSkSSXeQhj4tYRHnKM4lJ2tOfIGrUJGl89Pbb9Nu+nZ19+nDsxRf9no6ICBB9yOMiFlGd6oxmdNQYFUIi4qed7OQ85xnDGGpQI2e5sqlkqVGTpPCPf/7nTF64kG8aNmT1yJFxxyhsRMRPm9nMVa4ygQlUoUrOcmWTiPjB24h0k5usZS3taZ/r4kZSstSoSdmXnc3khQup9OgR8994gyc6L01EAsIrhC5zmS1soRvddMijiPgu9pDHFFKYwAQd8phgatSkzFs1bhztT55k9ejRXGvY0O/piIgATwuhJzxhEYuoQhXGMCZqjAohEfHTbnZzlrOMZjS1qJWzXNmUGGrUpEz719/9XYavXcvXHTuyu3fvuGMUNiLipy1s4QpXmMAEqlI1Z7mySUT84G1EusUt1rCGF3iBHuS+56yUPDVqUnZlZDD1889Jr1KFxZMmgVmuISqERMQPXiF0latsYhMv8RIvoosciYi/vGxyOJawBMN0lUcfqVGTMuvLESNoeO0aiyZPJr1atYIfICKSAJGHPC5kIZWpzDjGRY1RISQiftrLXk5zmpGMpDa1c5YrmxJLjZqUSf/23e/Sf+tW9vTsyan27eOOUdiIiJ+2sY1LXGIc43RjaxHxnbcR6Q53WM1qWtM6142tJbHUqEnZ8/Ahry9cyN2aNVk9enTcISqERMQPXiF0gxtsZCOd6MRLvOTzrEREQhyOZSzjCU+YxCTKRbQKqp0ST42alDk7hg2j3s2bLHr9dTIrVfJ7OiIiURyOpSwlhRTGMU7nfoiI77yNSEc5ynGOM5Sh1KVuznplkz/UqEmZ8qv33qPvjh3s6NOHtDZt4o5R2IiIH7xC6AAHOMMZRjCCmtTMWa9sEhE/eNmUQQbLWU5jGtOPfj7PSkCNmpQlDx4wedEibtSty7oRI+IOUSEkIn7wCqEHPGAVq2hBC537ISKBspa1POABE5lICik5y1U7+UeNmpQZ20aOpM7t2yyePJnHFSv6PR0RkVxWs5pHPGICE3Tuh4j4ztuIdI5z7GY3felLM5r5PCvxqFGTsmH3bvpu387uXr0416pV3CEqhETED14hdIpTHOAAAxhAIxrlrB87dqxfUxORJOZlUxZZLGEJtajFUIZGjVHt5C81alL6ZWVxeeJEHlSrxtqRI+MOUdCIiB+8QiiTTJaylLrUZRCDosb06dPHj6mJiADwJV9yjWuMYxyVeHoRNtVO/lOjJqXemnHjaHLlCsvHjeNR5cp+T0dEJJfNbOYWt5jIRCpQIWe5CiER8YO3Eek619nMZjrTmY509HlWEkuNmpRup08zZMMGvu7Yka9ffDHuEBVCIuIHrxC6whW+5Ete5mXaEP9qtCIiieJlk3erkPKUZyzRh2CrdgoGNWpSejnHqZEjyS5XjuXjx4NZwY8REUkArxDKJpslLKEKVRjFqKgxKoRExE/72U8aaYxkJDWokbNc2RQcatSk1Jr/xhu0PX2adSNGcK9mzbhjFDYi4qdd7OIiFxnDGKpSNWe5sklE/OBtRLrP/ZxbhfSkp8+zkryoUZPS6e5dRq1ezcWmTdndu3fcISqERMQPXiF0l7usYx1taUtXuvo8KxGRp1azmkwymchE3SokwNSoSam0bcwYqt+/z/Jx43Dl9GssIsGzmtU84QnjGIfx9NBsFUIi4gdvI1IaaRzkIAMYQEMa5qxXNgWPKlwpfQ4fpu/27ezr2ZNLzZvHHaKwERE/RN4z7RCHGMhA6lEvZ72ySUT8EHnPtGUsoxa1GMhAn2clBVGjJqWLc5yZMIFHlSqxdvjwuENUCImIHyILoeUspw51GMAAn2clIvLUdrbn3DOtIhVzlqt2CiY1alKqzJs+nTZpaawfPpz0atX8no6ISC5b2coNbjCOcbpnmoj4ztuIdJvbbGITHcP/JPjUqEnpce8eo1av5lKTJuzp1SvuEBVCIuIHrxC6xa2cm8e2p73PsxIReWoVq3A4xjAmarlqp+BSoyalxpaxY6l57x4rdAEREQkgh2M5yzGM0YyOWqdCSET84G1EOs5xjnKUwQymDnVy1iubgk3VrpQOZ87Qb/t29nfvzoUWLeIOUdiIiB+8QugYxzjBCYYwhFrUylmvbBIRP3jZ9JjHrGAF9alPf/r7PCspCjVqUiocnjABZ8Z6XUBERALEK4QyyWQFK2hAA/rRz+dZiYg8tYUt3OIW4xhHecrnLFftFHxq1CTwfvnd7/LSkSN8OWAA92rW9Hs6IiK5bGYzd7jDBCaQQkrOchVCIuIHbyPSDW6whS10pSsv8ILPs5KiUqMmwZadzahVq7hbowZbB8S/zLUKIRHxg1cIXeMaW9lKd7rTilY+z0pEJMQ7b7Y85RnFqKh1qp1KBzVqEmjzp0+n+cWLrB8+nMcVKxb8ABGRBHI4lrGMilRkJCOj1qkQEhE/eBuRjnCEU5xiGMOoQY2c9cqm0kONmgRXejoj1q7lUpMmHOjWLe4QhY2I+MErhL7iK9JIYzjDqU71nPXKJhHxg5dNj3jESlbSmMb0prfPs5JnpUZNAmv9hAnUunuX1aNGQZzL8asQEhE/eIVQBhmsYhVNaUov4t/bUUTEDxvZyD3uMZ7xOm+2FCtUo2ZmY8zsmJmdNLMf5jFmhpkdMbPDZvZx8U5Tks0//uAHvPbFFxzt1Imzbdr4PR0JKGWT+GkjG3nAA8YznnIRf05VCAkonyTxvI1IV7nKdrbTk560IP4tjaR0KF/QADNLAX4OjAQuALvMbLFz7kjEmPbAfwQGOOdumVnDkpqwJIdBmzdTPiuLtSNHxl2vQkiUTeKHyEJoBzvoRS+a0cznWUnQKJ/ELw7HClZQiUoMJ/qWRqqdSp/C7FHrA5x0zp12zmUCnwKTY8b8NvBz59wtAOfc1eKdpiST//HHf0yvPXvY26sXN+vVy7X+Bz/4gQ+zkgBSNokvIguhYQyLWqdCSMKUT5JQ3kakoxzlDGcYxjCqUS1nvbKpdCpMo9YMOB/x+YXwskgdgA5m9qWZbTezMcU1QUk+QzZsILtcOTYNGhR3fbVq1eIul6SjbJKEUiEkRaB8koTxsimTTFaxioY01HmzZURxXUykPNAeGALMBv6vmdWOHWRm3zOz3Wa2+9q1a8X0paUs+dff/V26ffUV2/v1436cm1urEJIiUjZJsVAhJCVA+STF6ku+5A53GMc4XUCkjChMo3YRos5EbB5eFukCsNg599g5dwY4Tih8ojjnfuGc6+2c692gQYNnnbOUUampqQxft470ypX5Mo+bW4tEUDZJwqkQkkJSPklCeBuRbnGLLWyhC11oTWt/JyXFpjCN2i6gvZm1MbOKwCxgccyYhYS2CGFm9Qntzj9dfNOUZNAqLY32J0+yZeBAHlWpkmu9CiGJoWyShFAhJM9A+SQJtYpVlKMcI4m+CJtqp9KtwEbNOZcFfB9YBRwF5jrnDpvZT8xsUnjYKuCGmR0BNgB/7py7UVKTlrIn9cc/ZvjatdytUYOdffr4PR0pBZRNkmgqhKSwlE+SCN5GpFOc4mu+ZiADqUWtnPXKptKvwMvzAzjnlgPLY5b9KOJjB/xp+D+RIut47BgtLlxg8cSJZFWokGu9wkbiUTZJSYsthIYxTIWQFIrySUqSl01PeMIKVlCHOrzKqz7PSopbcV1MROSZ/eT99xm2bh3X69Vj/8sv51qvQkhE/OAVQllkqRASkUDawQ6uc50xjKF8xP4X1U5lgxo18VVqairdDh6k4bVrrB82DJeSUvCDREQSaCc7VQiJSGB4G5HucY+NbKQd7ehAB59nJSVBjZr4qtyTJwzatInLjRtztHPnXOtVCImIH1QIiUjQrWUtWWQxhjEYlrNctVPZoUZNfJOamkq3Aweoe+sWG4cOBbOCHyQikkAqhEQkSLyNSOc5zwEO0J/+1Kd+znplU9miRk18Uy4ri0GbN3OxaVOOd8i9pVphIyJ+UCEkIkHkZVM22axgBdWpziAG+TwrKUlq1MQXqampvHzgAHVu3467N02FkIj4QYWQiATdPvZxiUuMYhSVqJSzXLVT2aNGTRIuNTWVlKwsBm7ezIVmzTjZrp3fUxIRiaJCSESCxNuIlE4661hHC1rQla4+z0pKmho18UWPffuofecOG7Q3TUQCQoWQiATdRjbykIeMY5zOm00CatQkoVJTU0l5/JjXvviCcy1acLptW7+nJCISRYWQiASJtxHpG75hJzvpTW+a0CRnvbKp7FKjJgnXc+9eat29q3PTRCQwVAiJSBB52eRwrGAFlanMMIb5PCtJFDVqkjCpqamUf/yYgV98QVqrVpxp0yZqvQohEfFDbCFUiUoqhEQkUI5whDTSGMYwqlI1Z7lqp7JNjZokhFcI9dqzhxr37+u+aSISOCqERCRIvNopk0xWsYpGNKIXvXyelSSSGjVJmPKZmbz2xRecad2as61bR61TISQifohXCPWmt8+zEhF5agtbuMtdxjGOchGlu2qnsk+NmpQ4rxDqvXs31R88CO1NExEJEBVCIhIkXu10k5t8yZd0pSutaJWzXtmUHNSoSUJUyMzktS1bOPXCC5xr1SpqncJGRPygQkhEgm4VqyhHOUYy0u+piA/UqEmJ8gqhV3bupNrDh7n2pqkQEhG/qRASkSDxaqeTnOQYxxjEIGpSM2e9aqfkoUZNSlzFR48Y8OWXnGjXjgstWvg9HRERFUIiEkheNmWRxQpWUJe69Ke/z7MSv6hRkxLjhU2fnTupmp7OxiFDotarEBIRP6gQEpGg28EObnCDMYyhPOVzlqt2Si5q1KREeIVQxYwM+m/dyvH27bnUvLnPsxIReUqFkIgEiVc73eMem9hEe9rTgQ4+z0r8pEZNSlRfb2+azk0TkQBQISQiQbeGNTzhCWMYE7VctVPyUaMmxc4rhCqF96Yd69CBy02b+jwrEZGn1rJWhZCIBIZXO53jHAc5SH/6U496OeuVTclJjZqUmL47dlAlI0PnpolIIEQWQgc4oEJIRALBy6ZsslnBCmpQg4EM9HlWEgRq1KRY5exNS0+n37ZtfN2xI1ci9qapEBIRP6gQEpGg28teLnOZUYyiEpVylqt2Sl5q1KTYeIUQPN2btilmb5qIiJ/2sU+FkIgEhlc7pZPOOtbRilZ0oYvPs5KgUKMmxa5Sejr9t23jaKdOXGnSJGe5CiER8UNsIdSSliqERCRQNrCBDDIYy1gMy1mu2im5qVGTYhG5N63f9u1UfvSITYMH+zgjEZFoG9hAOukqhEQkELza6QpX2MUuetObxjTOWa9sEjVqUqwqp6fTb/t2jnbqxDfamyYiPotXCDVB2SQiweBwrGAFlanMUIYW/ABJKmrU5LnF25sWeaVHFUIi4icVQiISNF7tdJjDnOUswxlOVarmrFftJKBGTYpR5fR0+m7fzpEXX+Rq48YFP0BEpATFFkLDGKZCSER852VTJpmsZjWNaUxPevo8KwkiNWryXCL3pvXfti3XuWkqhETED/EKoV708nlWIiJPfcEX3OUu4xhHuYiSXLWTeNSoyTOLbNIqP3xI3+3bOdy5s/amiUhgqBASkSDxaqcb3GArW+lGN1rS0udZSVCpUZNi0X/bNipmZmpvmoj4ToWQiATdKlaRQgojGRm1XLWTRFKjJs8kcm9alYcP6btjB4dfeolrjRr5OCsRkae8QmgEI6KWqxASET94tdMJTnCc4wxmMDWokbNe2SSx1KjJc3t161YqZmayWXvTRMRnsYXQIAZRk5o565VNIuIHL5uyyGIFK6hHPfrS1+dZSdCpUZMii9ybVu3ePfrs2MGhLl241rAhoEJIRPwRrxDqRz+fZyUi8tR2tnOTm4xhDOUpn7NctZPEo0ZNiiSySQMY+MUXlM/KYuNQ3ZtIRIJBhZCIBIlXO93lLpvYREc60p72Ps9KSgM1avLMat6+Ta89e9jfowc369UDVAiJiD9UCIlI0K1hDdlkM5rRUctVO0le1KhJocXuTRu8aRNA1JUeRUT8pEJIRILEq53Ocpav+IoBDKAudXPWK5skP2rU5JnUvX6dl/fvZ3fv3tytVQtQ2IiIP2ILoVd5VYWQiPjOy6ZsslnBCmpSk9d4zedZSWmiRk0KJXZv2pCNG8kqX54tAwcCKoRExB/xCqGBDPR5ViIiT+1hD1e4wihGUZGKOctVO0lB1KhJgWKbtEZXrtD10CF29OvHg+rVfZqViMhTKoREJEi82ukhD1nPelrTmpd4yedZSWlTqEbNzMaY2TEzO2lmP8xn3DQzc2bWu/imKEEzdP160itXZuurrwIqhMQ/yqbkpkJIgkz5JADrWU8GGYxlLIblLFftJIVRYKNmZinAz4GxQGdgtpl1jjOuBvDHwI7inqT4J3ZvWrPz5+l4/DhbX32VjCpVfJqViLJJnlIhJEGjfEpuXu10mcvsYQ996EMjGuWsVzZJYRVmj1of4KRz7rRzLhP4FJgcZ9zfAj8DMopxfhIkzjF83TruV6vGjr59AYWN+ErZlMRiC6FXeEWFkASJ8inJORwrWEEVqjCEIX5PR0qpwjRqzYDzEZ9fCC/LYWY9gRbOuWXFODfxWezetPYnTtAmLY3NgwfzuFIlFULiN2VTkssmm+UspwpVGMpQv6cjEkn5lKS82ukgBznHOYYznCo8PQJJtZMUxXNfTMTMygH/DfizQoz9npntNrPd165de94vLQlkT54wYs0abtSty55evfyejkiBlE1ll1cIHeAA5znPCEaoEJJSRflUNnnZlEEGq1lNM5rRgx4+z0pKs8I0aheBFhGfNw8v89QAugAbzSwN6AcsjndSrHPuF8653s653g0aNHj2WUuJi92b9vKBAzS8do11I0aQnZKiQkiCQNmUhLxsSiedNayhOc15mZf9nZRIbsqnJLaBDTzgAeMZT7mIUlu1kxRVYRq1XUB7M2tjZhWBWcBib6Vz7o5zrr5zrrVzrjWwHZjknNtdIjOWEhfbpFXIzGTo+vWcb96coy++6NOsRHJRNiWx9awnnXQVQhJUyqck49VOV7jCTnbSm940panPs5LSrsBGzTmXBXwfWAUcBeY65w6b2U/MbFJJT1D812/bNmrcv8+aUaPATIWQBIKyKfl4hdAlLrGLXbzCKzShic+zEslN+ZScsslmGcuoQhWGMzxqnWoneRblCzPIObccWB6z7Ed5jB3y/NMSv8TuTat6/z4DvvySo506cb5lS3TYhQSJsin5eIVQNarluoCICiEJEuVT8og9b3Yyk3XerBSL576YiJRtgzdtosLjx6wdMQKA3//93/d5RiKSjLxCaB/7uMhFRjFKhZCI+C72vNkWtKA73X2elZQVatQkR+zetLrXr9Nrzx729O7Nzfr1VQiJiC+8bHrIQ9aylpa0pBvdfJ6ViMhT61hHOumMY5zOm5Vio0ZNgNxNGsDoVat4XKECGwcP9mFGIiLR1rKWDDIYz3gMy1muQkhE/BB53uxudtOHPjpvVoqVGjWJq92JE3Q4cYLNgwfzsHp1FUIi4guvELrABfayl770pRGNfJ6ViEiIzpuVkqRGTXLtTSuXlcXolSu5Xq8eO/r0oV+/fj7NTESSmZdNXiFUneoMYUjUGBVCIuKHeOfNVqZyznplkxQHNWpJLt4hj3127qT+jRusGj2a7PLlGT16tA8zExEJ2cMeLnOZ0YxWISQivvNqpwc8YC1raUUrnTcrJUKNmkSpev8+gzdt4kS7dpzs0EGFkIj4wiuE7nOfdayjNa3pQhefZyUi8tQ61pFBBuMYp/NmpUSoUUti8famDVu/ngqPH7NKe9FEJADWspZMMnUBEREJhNjzZvvRT+fNSolRoyY5Gl+6RM+9e9nZty83GjRQISQivvAKoTTS2M9++tOfBjTIWa9sEhE/eNn0hCcsZSk1qKHzZqVEqVFLUrn2pmVnM275ch5WrcqmQYMUNCLiCy+bsshiKUupRS0Go1uEiEhw7GAHV7jCWMZSiUo5y1U7SXFTo5aE4h3y2HPfPlpcuMCaUaN4VKWKD7MSEXlqK1u5znXGM56KVMxZrkJIRPzg1U63uc0GNtCe9rzIiz7PSso6NWpC1QcPGLFmDWmtWnGge3cVQiLiC68QusENNrGJznSmAx18npWISIjDsZzlALqAiCSEGrUkE29v2sjVq6mYmcmy8ePBLM6jREQSw+FYxjJSSGEMY6LWqRASET94tdPXfM1xjjOEIdShTs56ZZOUFDVqSa5lWhovHzjAtldf5XrDhgobEfGFVwh9xVec5jTDGU5NauasVzaJiB+8bHrEI5aznEY0oh/9fJ6VJAs1akkkdm9auawsxi9bxu1atXQBERHxjZdN6aSzilU0pSmv8IrPsxIReWo967nHPSYwgRRScpardpKSpEYtScQ75LH/tm00vHaN5ePGkVWxYpxHiYgkzlrW8pCHTGQi5SL+PKkQEhE/eLXTJS6xk530pjctaOHzrCSZqFFLUnVv3GDwpk0c7dSJEx07qhASEV94hdA5zrGHPfSjH01o4vOsRCTZRd4zbQlLqEY1hjM8aoxqJylpatSSQLx7pk1cvJgnKSmsGDfOn0mJSNKLvXlsTWrq5rEiEii72MVlLjOGMVTh6e2LlE2SCGrUyrh4hzz23rOH1mfPsnr0aO7VrKmwERFfbWMbV7nKeMbr5rEi4juvdrrDHdaznna04yVe8nlWkozUqCWZmrdvM2LNGk698AL7evRQISQivoi8Z9pGNtKJTnSko8+zEhEJ8e6Zlk227pkmvlGjVobl2pvmHBOWLsWcY8nEibpnmoj4yuFYwhJSSGEc0YdhqxASET94tdNhDnOMYwxlKHWpm7Ne2SSJpEatjIp3yGP3Awdof/Ika0eM4E6dOgobEfGFl0972UsaaYxilO6ZJiK+87LpIQ9ZznKa0lT3TBNfqVFLEtXv3mX0ypWcbdmSXa+8okJIRHzhFUJ3uctqVtOa1vSkp8+zEhF5aiUrySCDSUzSPdPEV2rUyqB4hzxOXrSI8llZLJ40Ccrpxy4i/nE4lrKUJzxhIhN17oeI+M6rnU5wgoMc5DVeozGNfZ6VJDtV7Emg965dtDt1itWjR3Ozfn0VQiLii8hzP45znGEMox71fJ6ViCQ7L5se8YilLKU+9RnEoKgxqp3ED2rUypjYvWn1rl9n1OrVnGjXjt29eytoRMQXXjY94EHOuR996Rs1RvkkIn5axzrucIfJTKY85XOWK5vEL2rUypDYJq3ckydM+fxzHleowOLJk3WVRxHx3SpW6dwPEQkMr3Y6y1l2spO+9KUFLXyelUiIGrUybNDmzTS7dImlEydyv0YNFUIi4gud+yEiQeRl02Mes5jF1KIWwxgWNUa1k/hJjVoZEbs3rdn58wzcvJn93btztHNnn2YlIsnOy6YMMljCEp37ISKBs5nN3OAGE5lIJSrlLFc2id/UqJUBsU1a5fR03pg3jzu1arFy7FhAYSMi/lrNau5xT+d+iEggeLXTRS6yhS28zMu0o53PsxKJpkatrHGOiYsXU+PePea/8QaPKldWISQivog85HEve3mVV3Xuh4j4LvKQxwUsoDrVGc3oqDGqnSQI1KiVcrF7017ZtYvOR4+ybvhwLjZv7tOsRCTZedmUTjqLWUwDGjCEIVFjVAiJiJ82sIHrXGcyk6lClZzlyiYJCjVqpVhsk9b48mVGrVrFiXbt2Na/P6CwERF/rWAF97nPFKZQgQo5y5VNIuIHr3Y6xzm2spVe9NIhjxJYatTKiIqPHvHGZ5/xsGpVFk6ZAuXKqRASEV94hdDXfM1BDjKQgTSlqc+zEpFk52VTJpksZCG1qc0oRkWNUe0kQaJGrZSK2pvmHOOXLqXOrVt8Pm0aD6tV829iIpLUIm9svYQlNKaxrvIoIoGylrXc5CaTmayrPEqgqVErhWIPeeyzcyfdvvqKTUOGcLZ1a0BhIyL+Ws5y0knndV7XVR5FxHde7XSGMzk3tm5DG59nJZI/NWqlTGyT1uLsWUatWsWxDh3YPHAgoEJIRPzh5dMhDnGYwwxhiG5sLSK+87LpEY9YxCLqUpfhDI8ao9pJgkiNWilW/d49pn/2Gbdr12ZB+Lw0ERE/eIXQXe6yjGU0pSkDGBA1RoWQiPhpJSu5wx1e53UqUjFnubJJgkqVfSkSuTetXFYW0+fOpdKjR8yZOZNHVUKXlVXYiIhfsslmIQvJIoupTCWFlJx1yiYR8YNXOx3hCPvYx2u8Rkta+jwrkcJRo1ZKxB7yOHr1alqeP8/iyZO51qgRoEJIRPzh5dMOdnCa04xhDPWp7/OsRCTZRe7pX8ximtJU93OUUqVQjZqZjTGzY2Z20sx+GGf9n5rZETM7aGbrzKxV8U9VPN337aPPzp1s69+fw126AAoaSU7KJv95hdAVrrCWtXSkIz3pGTVG+STJSPkUDNlks4AFPOEJ05imPf1SqhTYqJlZCvBzYCzQGZhtZp1jhu0DejvnugHzgL8v7okms8i9aS3PnmXikiWcbtOGNSNG+DgrEX8pm/znZdNjHjOf+VShCpOYhGE5Y1QISTJSPvnPy6ftbOcMZxjDGOpRz+dZiRRNYfao9QFOOudOO+cygU+ByZEDnHMbnHMPw59uB5oX7zSTV2STVvvmTWZ++im36tThsxkzcCmhrUIqhCRJKZsCYg1ruMY1Xud1qvH0Po4NGjTwcVYivlI++cirnS5zmbWspROdtKdfSqXCNGrNgPMRn18IL8vLd4EVzzMpya1SRgazP/kEc45P3nyTDF08RETZ5COvEDrOcXayk370ox3tosb8/u//vh9TEwkC5ZNPvGzKJJP5zKcqVbWnX0qt8gUPKTwzexvoDQzOY/33gO8BtGypK+4UxAsbe/KEafPmUe/GDT585x1u1tOue5GiUDYVLy+b7nOfRSyiIQ11TyKRZ6R8KhlrWMN1rvMO71CVqjnL69at6+OsRIqmMHvULgItIj5vHl4WxcxGAH8FTHLOPYr3RM65XzjnejvneuuQmPxFHvI4evVq2p88yfLx40lr0yZnuQohSXLKJh942ZRNNvOZzyMeMY1pVKBCzhhlk4jyyQ9ePh3mMLvYRX/605a2UWP+8A//0I+piTyTwjRqu4D2ZtbGzCoCs4DFkQPMrAfwfwgFzdXin2ZyiWzS+m7bRt8dO9jerx97e/XKWa5CSETZ5Kcv+IIznGEc42hEI7+nIxI0yqcE82qnm9xkMYtpRjNGEH3RNdVOUtoU2Kg557KA7wOrgKPAXOfcYTP7iZlNCg/7B6A68JmZ7TezxXk8nRRB50OHGL1qFUdefJHVo0b5PR2RQFE2JZ5XCJ3hDBvZSDe60YMeUWNUCIkonxLNy6YssviMzzCM6UzXpfil1CvUOWrOueXA8phlP4r4WNeJLyZe2LQ6c4YpCxZwrmVLFkydiiv3tKdW2IiEKJsSJ/K8tPnMpy51Gc94naAvkgflU+KtZjWXucwsZlGb2n5PR+S5FeqG15IYXiHU8JtvmBW+DP+ns2aRVUHnfoiIfyLPS1vAAjLIYDrTqUSlnDHKJhHxg5dPRziScwXaTnSKGqN8ktJKjVpAeEFT884d3vrwQzIrVuTDt98mo+rTKxUpaETET1vYwilOMZaxNKax39MRkSQXeV7aIhbRlKY6L03KFDVqAVLl4UPe+vBDKmZm8tFbb3G3dm2/pyQiSc4rhE5zmg1soAtddONYEfGdl02Pecxc5gIwnemUjzirR9kkpZ0atQBITU2lYkYGb334IXVv3mTOrFlcbRy9tVphIyKJ5hVCt7nNZ3xGfeozkYk6L01EAsHhWMpSrnCFqUylDnX8npJIsVKj5rPU1FTKZ2Yy+5NPaHzlCnNnzIi6VxqoEBKRxIvcWj2HOWSTzUxm6rw0EfGdl0+72MUBDjCYwXSkY9QY5ZOUBWrUfJSamkpKVhYz5s6l1dmzLJg6lRMdFTQiEgze1urLXGYqU6lPfb+nJCJJzmvSznKWlaykAx0YzOCoMaqdpKxQo+aT1NRU7MkTps6fT/uTJ1kyaRKHu3Txe1oiItpaLSKB5GXTXe7yGZ9Rm9pMYQrl0C2MpGxSo+aX7GwmLV5M56NHWTl6NPt69sw1RGEjIonmFULnOMdKVtKe9tpaLSK+i72p9SMeMZOZVKGKzzMTKTlq1HyQ+v77TFqyhJcPHGDD0KHs6N8/1xgVQiKSaJEXD5nDHGpTm6lM1dZqEQkE73Ds85xnMpNpRKOo9conKWvUqCVY6vvvM2nxYnrs28fGwYPZPHhwrjEKGhFJNK9JyyCDj/mYLLKYzWxtrRYR33n5tJWt7Gc/gxhEF6JPF1HtJGWRGrUE+onXpO3fz8YhQ9g0dGiuMQoaEUk0rwjKJpv5zOca15jBDBrQIGqc8klEEs3Lp6McZQ1reImXGMKQqDHKJimryhc8RIrDT95/n0mLFoUOdxwyhM1Dhvg9JRGRKKtZzQlOMJ7xtKVt1DoVQiKSaF6TdpnLfM7nNKUpr/O6DseWpKFGLQF+8v77TF64kO4HD7J+6FC+iHO4IyhsRCTxvEJoN7vZznb60pdXeCVqjLJJRBIt8gqPH/MxVajCbGZTgQo+z0wkcXToYwn727/5G6bOnx9q0oYNU5MmIoHhFUInOMFyltOOdoxiVNQYZZOIJJqXTY94xMd8TAYZzGY2NagRNU75JGWd9qiVpIcPmTlnDh1OnGDNyJFsHTAg7jAFjYgkmlcIXeACc5lLQxryBm+QQkrOGGWTiCRa5GX45zCHb/iG2cymCU2iximfJBmoUSspd++S1q0b7c+eZcnEiezt1SvuMAWNiCSaVwhd5zof8zHVqMZbvEVlKvs8MxFJZj/96U+B0IWNFrGI05xmMpPpQIeocaqdJFmoUSsJ169zqVs3WnzzDfPfeIPDXbrEHaagEZFE85q0e9zjQz4E4B3e0SFFIuK7rKwsANawhq/4iuEMpwc9osYomySZqFErbhcvcu3ll2lw+zafzprFyQ4d4g5T0IhIokXeK+0jPuIBD3iP96hHvahxyicRSbTIe6VtYxt96MNrvBY1RtkkyUYXEylOx45xq0sXat69y4dvv51nkyYikmiRJ+d/xEdc5SozmEEzmkWNUyEkIonm5dMudrGa1bzES4xhDIbljFE2STJSo1ZcvvyShz16UOHxY3793nuca906z6EKGxFJJK8IyiSTT/iEC1zgDd6gPe2jximbRCTRvHzay16WsYwOdGAKU3SvNBHUqBWPzz/n8ZAhpFepwr9997tcbto0z6EKGxFJJK8Iesxj5jCHNNKYwhQ60zlqnLJJRBLNy6eDHGQxi2lLW6YznfI6M0cEUKP2/P7n/8RNm8aVxo35t+9+l9t16+Y5VIWQiCRS5GWuP+MzTnGKyUymG92iximbRCTRvHw6zGEWsIDWtGYmM3Pd0Fr5JMlMmyyeVXY2/MVfwD/+I1936sTn06aRVaFCnsMVNCKSSJF70uYylxOcYDzjdQU1EfFd5J60BSygOc2ZzWwqUjFqnPJJkp0atWeRng7f/jbMmcPOV15h5dixuHJ575xU0IhIIkVeOOQTPiGNNCYwgd70jhqnbBKRRIs8J20xi2lFK97kTSpRKWqc8klEjVrRXb4Mr78OO3eyZsQItg4YAGZ5DlfQiEgieUVQOul8xEdc5CJTmEJ3ukeNUzaJSCJ52QSwne2sZCXtaMcMZmhPmkge1KgVxb593BkyhCrp6SyYOZOvX3wx3+EKGhFJpMibWXuX4J/OdF04RER85WWTw/EFX7Ce9XSiE2/wRq4LhyifRJ5So1ZYCxaQOXMmVKnCL7/zHb5p0iTf4QoaEUkkrxC6xrWcm1nPZrYuwS8ivvKy6QlPWM5y9rCHbnRjMpNJISVqrPJJJJoatYI4B3/3d/CXf8nVZs34dNYsHtSoke9DFDQikiiRhxOd5Syf8AkppPAe7+lm1iLiq8jzZecxjxOc4DVeYzjDo25mDconkXjUqOUnPR2+9z348EMOdu3K4kmTeJLPlR1BQSMiiRPZpB3iEAtYQG1q8xZvUZfoW4Uom0QkkSIPxf6Yj7nClbgXNQLlk0he1KjlJS2NOyNGUOvUKdYPHcoXgwble9EQUNCISOJ4RVA22axnPVvYQgtaMJvZVKVq1Fhlk4gkSuQGpPOcZw5zeMQjZjGLjnTMNV75JJI3NWrxrFnDw8mTqZSdzcezZ3OiY+5giaWgEZFEibyy43zmc5KT9KQn4xinE/NFxDeRTdoe9rCMZdSiFm/zNo1pHDVW2SRSMDVqkZyDn/2M7L/8S+41aMCcmTO5Va9evg9R0IhIokQWQVe4whzmcIc7OpxIRHzn5dNjHrOSlexhD21pyzSmaS+/yDNSo+a5d48jffvS+ehRjrz0EosnTeJxpUr5PkRBIyKJEnl56x3sYA1rqEIV3uM9WtIy13jlk4gkQuQGpG/4hvnM5ypXGcAAhjOccpSLGq9sEik8NWoAX3/NtYED6XTjBqtGjWJ7//46H01EAiGyCLrPfRaxiBOcoAMdmMxkqlEtaryySUQSITKbHI5d7GI1q6lEJd7irVy3BgHlk0hRJX2jtmDqVMYvXUrVChX44FvfIq1NmwIfo6ARkZIWWwQd4hArWMEjHjGWsfShjy5vLSK+iMynW9xiKUs5xSna0Y7XeZ3qVM/1GOWTSNElbaP207/6K8YtX86U/ftJa9WKz6dN417Nmvk+RiEjIokQWQTd4Q7LWMZxjtOUpkxmMo1olOsxyicRKWmR2ZRNNjvZyTrWYRhjGcsrvKJDHUWKUdI1aqmpqdS/epXf/uwzGly7xuZBg9g4eDAuJSXfxyloRKSkRRZBWWSxne1sZjPZZDOKUfSjX64iCJRPIlKyIrMJ4BznWMlKLnGJdrRjAhOoTe1cj1M2iTyfpGnUvJDpvn8/45Yt43GFCnz4zjucbtu2wMcqaESkJMUe5niUo6xmNbe5TXvaM5axuW5gDcomESlZsQ3abW6zhjUc5jA1qMFUptKVrrkOwwblk0hxKPONmhcyFTIzGbt8OT327+dM69Z8Pm0a92vUyPexChkRKSmxBZDDcZzjbGITl7hEQxryDu/Qlvgbk5RPIlIS/uEf/oGHDx9GLbvNbbawhX3swzAGM5gBDKAiFXM9XtkkUnzKZKMWWwA1vXiRqfPnU/fmTTYOHszmwYNx5XIfPhRJQSMixS02mwCe8ISjHGULW7jCFWpTm4lM5GVeJoXch2Qrm0SkJMTLp6tcZTvb2c9+AHrQg0EMoha1co1VNokUvzLRqMULFwDLzua1LVsYvHEj96tX59fvvcfZ1q3zfS4FjYgUl7yyCUIXCdnLXvawh/vcpw51mMxkutFNDZqIlLi88imLLI5xjF3sIo00UkihF70YwIC456GB8kmkpBSqUTOzMcA/AynA/3PO/V3M+krAb4BewA1gpnMurTgmmF+hk59at24xZcECWp07x1ddurBs/HgeVamS53iFjEjp42c2QdHz6R73OMpRDnGIc5wDoB3t6EMf2tEu7oVCQPkkUhqVptopiyzSSOMQh/iar8kgg1rUYgQj6EGPXPdr9CibREpWgY2amaUAPwdGAheAXWa22Dl3JGLYd4Fbzrl2ZjYL+BkwsyQmXCDn6HrwIOOWLwfg8ylT+KpbtzxvYK2QESmdgp5NDsdd7nKZy6SRxmlOc5WrADSgAUMZSle6xr1IiEf5JFI6BT2fMsnkG77hPOc5zWnOcpbHPKYSlehEJ7rQhba01cYjEZ8VZo9aH+Ckc+40gJl9CkwGIsNmMvDj8MfzgH8xM3POuWed2LPsSauUns74ZcvoeugQZ1u2ZMGUKdypUyfuWIWMSKnnSzbB03w6yUkyyOBx+N997nOHO9zmNle5SjrpAKSQQita0Y1utKd93PugeVq2bMm3v/3t55meiPjP19rpOte5xjUyyeQxj0knnbvc5Q53uBH+56lPfXrQg7a05QVeoAIV8nx+1U4iiVWYRq0ZcD7i8wtA37zGOOeyzOwOUA+4HjnIzL4HfA9CxUhxG7xpEy8dPsz6YcPY8tprcS8YopARKTN8z6aFLOQ+958+D0YNalCLWnSiE01oQmMa04Qm+RY/oGwSKWN8zadDHGIjG6OWVaYytahFAxrQla40pjFNaUpNaub7XMomEf8k9GIizrlfAL8A6N27d75bjN5///0i71XbOGQIh7p25VKzZrmeS0QkL0XJJniaT2/zNuUoR4XwvypUiXshkPyeR0QkP89SO/WkJx3pSEUqUoEKVAr/Kwrlk4j/CtOoXQRaRHzePLws3pgLZlYeqAUR+9UTJLNyZS41a6ZwEUkOvmdTYxoXabyySSRp+JpPNcP/ikL5JBI8hWnUdgHtzawNoVCZBbwZM2Yx8C6wDXgDWP+854CAQkNE8uVbNoHySUTypdpJRJ5bgY1a+Ljp7wOrCF1i9pfOucNm9hNgt3NuMfBvwAdmdhK4SSiQRERKjLJJRIJK+SQixaFQ56g555YDy2OW/Sji4wxgevFOTUQkf8omEQkq5ZOIPK/4N8gQERERERER36hRExERERERCRg1aiIiIiIiIgGjRk1ERERERCRg1KiJiIiIiIgEjBo1ERERERGRgFGjJiIiIiIiEjDmnPPnC5tdA84Wcnh94HoJTqeoNJ+8BWkuEKz5BGkuUDLzaeWca1DMz5lQRcwmCNbPNUhzAc0nP0GaCwRrPiU1l2TLpyD9TCFY8wnSXEDzyU+Q5gIJrp18a9SKwsx2O+d6+z0Pj+aTtyDNBYI1nyDNBYI3n9IqSK9jkOYCmk9+gjQXCNZ8gjSX0ixor2OQ5hOkuYDmk58gzQUSPx8d+igiIiIiIhIwatREREREREQCprQ0ar/wewIxNJ+8BWkuEKz5BGkuELz5lFZBeh2DNBfQfPITpLlAsOYTpLmUZkF7HYM0nyDNBTSf/ARpLpDg+ZSKc9RERERERESSSWnZoyYiIiIiIpI0AtWomdkYMztmZifN7Idx1lcysznh9TvMrLXP83nPzK6Z2f7wf79VgnP5pZldNbNDeaw3M/sf4bkeNLOePs5liJndiXhdflRScwl/vRZmtsHMjpjZYTP74zhjEvL6FHIuCXt9zKyyme00swPh+aTGGZPQ91VppGzKdy6ByaZCzieR77/AZFMR5pOQ10fZVHyClE9Byqbw1wtMPimbnns+yVk7OecC8R+QApwCXgAqAgeAzjFjfh/41/DHs4A5Ps/nPeBfEvT6DAJ6AofyWD8OWAEY0A/Y4eNchgBLE/i70wToGf64BnA8zs8qIa9PIeeSsNcn/P1WD39cAdgB9IsZk7D3VWn8T9lU4HwCk02FnE8i33+ByaYizCchr4+yqdhex8DkU9CyKfz1ApNPyqbnnk8iX5/A5FOQ9qj1AU4650475zKBT4HJMWMmA78OfzwPGG5m5uN8EsY5txm4mc+QycBvXMh2oLaZNfFpLgnlnLvsnNsb/vgecBRoFjMsIa9PIeeSMOHv93740wrh/2JPTE3k+6o0UjblI0jZVMj5JEyQsqkI80kIZVOxCVI+BSqbIFj5pGx67vkkTJDyKUiNWjPgfMTnF8j9Q8oZ45zLAu4A9XycD8C08C7heWbWooTmUhiFnW+i9A/vMl5hZi8l6ouGdz33ILT1I1LCX5985gIJfH3MLMXM9gNXgTXOuTxfmwS8r0ojZdPzCVo2gQ/5FKRsKmA+kKDXR9lULIKUT6UtmyB4+aRsCkA2hecRiHwKUqNWGi0BWjvnugFreNpZJ7u9QCvnXHfgfwILE/FFzaw6MB/4E+fc3UR8zWecS0JfH+fcE+fcy0BzoI+ZdSnJryeBoGzKW8LzKUjZVIj5JOz1UTYlJWVT3pRNAckmCE4+BalRuwhEbllpHl4Wd4yZlQdqATf8mo9z7oZz7lH40/8H9CqhuRRGYV6/hHDO3fV2GTvnlgMVzKx+SX5NM6tA6M39kXPu8zhDEvb6FDQXP16f8Ne6DWwAxsSsSuT7qjRSNj2fwGQTJP79F6RsKsx8/MgnZdNzCVI+lbZsggDlk7IpeNkU/lq38TGfgtSo7QLam1kbM6tI6MS8xTFjFgPvhj9+A1jvnCupG8EVOJ+YY3UnETqm1i+LgW+Fr9LTD7jjnLvsx0TMrLF3nK6Z9SH0e1Zif1zDX+vfgKPOuf+Wx7CEvD6FmUsiXx8za2BmtcMfVwFGAl/HDEvk+6o0UjY9n8BkEyT8/ReYbCrsfBL1+iibik2Q8qm0ZRMEKJ+UTcHIpvDzByafyhf3Ez4r51yWmX0fWEXoykG/dM4dNrOfALudc4sJ/RA/MLOThE7InOXzfP7IzCYBWeH5vFdS8zGzTwhd8aa+mV0A3id0ciPOuX8FlhO6Qs9J4CHwbR/n8gbwe2aWBaQDs0r4j+sA4B3gKwsdTwzwl0DLiDkl6vUpzFwS+fo0AX5tZimEQm2uc26pX++r0kjZlL8gZVMh55PI91+Qsqmw80nU66NsKgZByqegZRMEK5+UTc89n6SsnUwbp0RERERERIIlSIc+ioiIiIiICGrUREREREREAkeNmoiIiIiISMCoURMREREREQkYNWoiIiIiIiIBo0ZNREREREQkYNSoiYiIiIiIBIwaNRERERERkYD5/wFgFbkLMnY7iwAAAABJRU5ErkJggg==\n", 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" ] @@ -255,7 +255,7 @@ "\n", "fig, ax = plt.subplots(1,3, figsize = (15,5))\n", "\n", - "N = 10**5\n", + "N = 10**6\n", "\n", "#angles on which we sample the inverse CDF\n", "theta_star = np.linspace(0, np.pi, N)\n", @@ -307,22 +307,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -352,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -400,13 +400,13 @@ " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", - " muon_2 = boost(s, np.pi-theta, phi+np.pi, m_e, m_muon)\n", + " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", " return np.asarray(muon_1 + muon_2)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "metadata": { "scrolled": true }, @@ -429,7 +429,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -464,48 +464,48 @@ " \n", " \n", " 0\n", - " 17485.642623\n", - " 3.283367\n", - " 9.889465\n", - " 29872.065017\n", - " -3.283367\n", - " -9.889465\n", + " 17316.527301\n", + " -5.433461\n", + " 5.765209\n", + " 30041.180339\n", + " 5.433461\n", + " -5.765209\n", " \n", " \n", " 1\n", - " 23274.112071\n", - " 25.093981\n", - " 17.408752\n", - " 24083.595570\n", - " -25.093981\n", - " -17.408752\n", + " 27503.182990\n", + " 15.413692\n", + " 19.573076\n", + " 19854.524651\n", + " -15.413692\n", + " -19.573076\n", " \n", " \n", " 2\n", - " 28661.361762\n", - " -18.176873\n", - " -8.376944\n", - " 18696.345879\n", - " 18.176873\n", - " 8.376944\n", + " 19427.628277\n", + " -22.880844\n", + " -4.770555\n", + " 27930.079364\n", + " 22.880844\n", + " 4.770555\n", " \n", " \n", " 3\n", - " 29817.381187\n", - " -8.709146\n", - " 6.876430\n", - " 17540.326453\n", - " 8.709146\n", - " -6.876430\n", + " 27114.107028\n", + " -2.264480\n", + " 26.009866\n", + " 20243.600613\n", + " 2.264480\n", + " -26.009866\n", " \n", " \n", " 4\n", - " 29688.947135\n", - " -3.713884\n", - " 11.958806\n", - " 17668.760505\n", - " 3.713884\n", - " -11.958806\n", + " 20442.471294\n", + " -24.703165\n", + " -10.001350\n", + " 26915.236346\n", + " 24.703165\n", + " 10.001350\n", " \n", " \n", " ...\n", @@ -517,86 +517,86 @@ " ...\n", " \n", " \n", - " 99995\n", - " 29240.892281\n", - " 14.375974\n", - " -7.875873\n", - " 18116.815359\n", - " -14.375974\n", - " 7.875873\n", + " 999995\n", + " 27497.574150\n", + " -15.641352\n", + " 19.415469\n", + " 19860.133491\n", + " 15.641352\n", + " -19.415469\n", " \n", " \n", - " 99996\n", - " 23310.396827\n", - " -10.515891\n", - " 28.684386\n", - " 24047.310813\n", - " 10.515891\n", - " -28.684386\n", + " 999996\n", + " 18537.896416\n", + " -16.499060\n", + " -9.681793\n", + " 28819.811224\n", + " 16.499060\n", + " 9.681793\n", " \n", " \n", - " 99997\n", - " 21919.407416\n", - " -27.968389\n", - " 9.341962\n", - " 25438.300224\n", - " 27.968389\n", - " -9.341962\n", + " 999997\n", + " 19736.455940\n", + " -18.891004\n", + " -15.621396\n", + " 27621.251700\n", + " 18.891004\n", + " 15.621396\n", " \n", " \n", - " 99998\n", - " 21730.059418\n", - " -29.184052\n", - " -1.625327\n", - " 25627.648223\n", - " 29.184052\n", - " 1.625327\n", + " 999998\n", + " 22654.349050\n", + " 30.183344\n", + " 1.619473\n", + " 24703.358591\n", + " -30.183344\n", + " -1.619473\n", " \n", " \n", - " 99999\n", - " 26961.550610\n", - " 22.504075\n", - " -14.047219\n", - " 20396.157030\n", - " -22.504075\n", - " 14.047219\n", + " 999999\n", + " 29066.439399\n", + " -4.004324\n", + " 17.143094\n", + " 18291.268241\n", + " 4.004324\n", + " -17.143094\n", " \n", " \n", "\n", - "

100000 rows × 6 columns

\n", + "

1000000 rows × 6 columns

\n", "" ], "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 17485.642623 3.283367 9.889465 29872.065017 -3.283367 \n", - "1 23274.112071 25.093981 17.408752 24083.595570 -25.093981 \n", - "2 28661.361762 -18.176873 -8.376944 18696.345879 18.176873 \n", - "3 29817.381187 -8.709146 6.876430 17540.326453 8.709146 \n", - "4 29688.947135 -3.713884 11.958806 17668.760505 3.713884 \n", - "... ... ... ... ... ... \n", - "99995 29240.892281 14.375974 -7.875873 18116.815359 -14.375974 \n", - "99996 23310.396827 -10.515891 28.684386 24047.310813 10.515891 \n", - "99997 21919.407416 -27.968389 9.341962 25438.300224 27.968389 \n", - "99998 21730.059418 -29.184052 -1.625327 25627.648223 29.184052 \n", - "99999 26961.550610 22.504075 -14.047219 20396.157030 -22.504075 \n", + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 17316.527301 -5.433461 5.765209 30041.180339 5.433461 \n", + "1 27503.182990 15.413692 19.573076 19854.524651 -15.413692 \n", + "2 19427.628277 -22.880844 -4.770555 27930.079364 22.880844 \n", + "3 27114.107028 -2.264480 26.009866 20243.600613 2.264480 \n", + "4 20442.471294 -24.703165 -10.001350 26915.236346 24.703165 \n", + "... ... ... ... ... ... \n", + "999995 27497.574150 -15.641352 19.415469 19860.133491 15.641352 \n", + "999996 18537.896416 -16.499060 -9.681793 28819.811224 16.499060 \n", + "999997 19736.455940 -18.891004 -15.621396 27621.251700 18.891004 \n", + "999998 22654.349050 30.183344 1.619473 24703.358591 -30.183344 \n", + "999999 29066.439399 -4.004324 17.143094 18291.268241 4.004324 \n", "\n", - " $pz_{\\mu_2}$ \n", - "0 -9.889465 \n", - "1 -17.408752 \n", - "2 8.376944 \n", - "3 -6.876430 \n", - "4 -11.958806 \n", - "... ... \n", - "99995 7.875873 \n", - "99996 -28.684386 \n", - "99997 -9.341962 \n", - "99998 1.625327 \n", - "99999 14.047219 \n", + " $pz_{\\mu_2}$ \n", + "0 -5.765209 \n", + "1 -19.573076 \n", + "2 4.770555 \n", + "3 -26.009866 \n", + "4 10.001350 \n", + "... ... \n", + "999995 -19.415469 \n", + "999996 9.681793 \n", + "999997 15.621396 \n", + "999998 -1.619473 \n", + "999999 -17.143094 \n", "\n", - "[100000 rows x 6 columns]" + "[1000000 rows x 6 columns]" ] }, - "execution_count": 8, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -607,24 +607,24 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -645,14 +645,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, @@ -662,13 +662,13 @@ "" ] }, - "execution_count": 10, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -734,7 +734,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 35, "metadata": { "scrolled": true }, @@ -743,13 +743,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[48881.9047797 48519.95684171 48712.24072756 ... 48539.16894447\n", - " 48624.59148457 48487.54882231]\n" + "[50031.41629793 50392.73718415 49263.85097294 ... 48973.02755221\n", + " 52511.17379926 50960.78180381]\n" ] }, { "data": { - "image/png": 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" ] @@ -763,17 +763,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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8OosvPRnGQDSBSi7S53HimfAUfvGG7ataMjCXyuGzD/eiK+TDD46exSMnJ/HSyCz+8oGXkSsobGtpwC172nHV1mb80RsuwX3Pj+Jdr9qBLz4Rxqu72zE+l8b4bAoT8xkoVUpOHD8Tg9MhcIhg3+5WuJ0OHBqawWwyi8h8BqMzSXzqh6cWYgh4XfjnR/vgdjpw78FhnJlLIxrPYHH4DW4n2nweBP0aukN+vO7SELqCPoQjCXzw9m4c6BnGRCwD95I39MtV3/2Puy7D5iYvXh6bw6GhGTzeG0HxNPB/nxkCAHz2kVe+3iGlRPJMMotEpgCPy4E2n4afv3479u1qxY27WvGDl0vj+S/euB0AcHqi1NzfAwcu39KEG3e14cZdbQCAN165CT3haTwbnsJPjk8gHJ3C473Rc54vFNCwucmLzc1ebGluwEQsjaBfQ+/EPHKF4sI5Gl31Xe+YlDDAyExp7VVlacVGrDTQigg6Al68Z/9OaK5SEmRx9rRYVPjWwZGF44tKYTqexeBUAr2T8YUExr2HRrC1xYuRmSRu2xNE32Qcv3bL7g3HXw3rWbO70gChZ4ZTKYXeyTh6BqYwMp3Ep39yGtF4BkBpEn3JpgC6Q360+jzwOB14dXc7nA5Bg7uUBb5+Zwu+88LSjWxKbulux8tjc3joxCSu29F6zmSfiOwtkcnj2JkYjpTfzB8dm8NANLFwv9MhCHhd6Ar60NroRlfIj9GZJBSATU1epHMFTMWzOBtL4+xcGslsAancK42UHQJcsbUJr9kTwp4OPz7y5svgcb0ymVuOiKAr5Mf1O1sB4Jw30Xs6/HhuYPqc4zWXE/u72rG/q33htngmj5ly8uAHL5+Fx+nAr716F751cARKKWTzRfzMZR040DOMa3Y0YzKWQSpXwKHBGeSLRXSH/Mjkizg5HsO21gZk8kUMRosIeN24YVcrPvi6bly7vRnfPjR6zt/HmXIS/8tPDuDrPUP4t6cGzjs/j8uBbS0NuOPyDnQF/djR2gCX04FUtoDOUCM+/2g/esJTiMaz8LgceGl0FndftxW37rn4ksr14gSYaG0eOx3BX9x/FKMzKbidgtv2hvDWa7ZicCqBXEHh7Fyq3MtgHO0+DwpFhV+4Yds5jzEQTeDhExP4Rs8w/t/vvrzQ083lEHSH/AgFNLxz33a8/opNuH5HC775XGneXRk/HQ5BwOvGy2Ox86rnAGBLc8M5z/ee/TvPSxa85eotODY+h2NjMfzg5bOYT+eQKyg0Nbhx2eYmbG72Ymw2haBfQ9DnQaPmOu8xK8+5nnm12+nA9Ttbcf3OVqRzBUzE0rhmewue6I3gbdduLVVX+DU8eHQcDpFzxtqlCda1CPo1vOWaLXjLNVtw+ZYmFIoKt+5px+BUAg8cHsfO9kacnUthfC6NgWgCT/dNYT5Tuuj3tWeHIChVkn//6Bnk8goup+DWPUFsa2lYiGdpjEWlcHpiHsfPxFBUCk1e1znJDVofJiUMMDqdhNMh2NzsNToUOJa8aXWILJRl7dvdhl9+1Q783Y9Pwae5cN/zo/ji42F8/tF+uJ2CR09H8As3bEO+ULxoaVS1LDcwVFtlgiuCVQ0uuUIRL4/NIZHJY3wuhdZGz7LHTcUzeG5gGv95eAyf+2kfxmZLiSmf5sLO1gbcsLMFO9oasa2lAb/5ms5zBuXFA/Wru9vPedyl3wuHCG6/JIT/++wQjo7NnddIlYjMaSCawJO9ETx4dBxHx+aQK5f9/8cLoxAAyWweO9sacTaWxuhMEvFMHifGY/jSE2GcGJ/HkdFZ9EXiC1fCSltKt2Fvhx/bWhuwpbkBPo8TssxkEMB5V9wrt+eLRWRzpVi8Hid+9eZdC/dVJtRrtdZJp19zwa+5cKBneKFfTuVvl4hAczuxO+jD7qAPP3fN1vOep3I+Vy9ec3zpKx/euKt12edt9Xnwzn07kCsovO26rXhhaAb3PT+KXKEIr8uJYEDDH7/xkmWTxA0eJ+64bBPOzmXwy6/agU88eAIvjczi4RMTuP/FMbT7PNjT4Uebz40bd7Ut2z8jXyzi2Jk5HBycRu/kPKYTWYzOpNDu8+CSTX7ki1waQrRe8Uwev/P15/GDl8+itdGNu6/biuu2t+A3XtMJ4Nxx6h03bsePjp3Fp354En/5wDH8zfeOY1OTF//10hkMTSVwZi4NoLTs4bdf24VUroDfuq0LPz05uTBmrnXeutZxsrnRjVu6g7ilOwifdv7bu8Xjut68bid2tfvwlmu2YC6Vwy2LkrBLe2BUI6bF31+no5QIfzY8jZs625ZdIvmlJ8KYimdx6eYA/uulUhV5IlPAybMxPDdYSpTvam/ELd3tSGQKaCsvfZ9JZvHA4TMYmk4gnTt3/P16+bE/+Lpu/PDlc6v7mCxeHSYlDDAyk8LWZi9cjo29ka/F4OJ0CLa3NuI9+3eitdGDt123FT3hKXzpiQG8MDSDR05OotHjxI07W3Hn5R3Y1LT2RIveZc4rPX6+UMSDL5/FA4fP4Pmh6YX10QGvq9RwqNkLv9eFjoCGfEFhZCaJI6NzePTUJCZiaSzdEelTPzq5cGUOCvjSk2GEI6WrlR6nA7dfGsKH7tiDqXgWrY3uNS+zWOnnfsnmAIJ+DU/2RXDt9tU3/iGi2vn6s0MYmkriEw+ewEMnJhbGiEs3BdAd8uH6na04MjoHESyUxFZ89uHecx4r6Pfgmu0teMs1WzCdyOK/3bEXPzk+UZVJqMvhgEuz/9Wflb5Pfs2F114Swmi50rHC677wMszKYzrLV0u7Q3784o3b8NipCL770hn8+NhZ9JQrRba1NEBzOdDgceKRk5M4MR7D2Vh64Ypro8eJoF/DbDKL59N5/Pj4BNxOwZO9Ubz9+m3n7bZFRBf2/NA0/umRXqTzRfz3N12KgNd10Tm5x+XAW6/divl0HldsbcJnfnIaY7MpZAtFvKqzDdfvaMGdl2/CE73RhXF3W0vDuptQrpdRPdAu9pgX+3w1X6/H+4NGjwuNbS68/fptSGZL1YDv2b8TX392CPt2t+Lpvik83T+F+18cQzpXPGcTgaDfg6u3NeNdr9qJ/kgcTodgKp7Fy2fm8KUnwnjg8Bn8wg3bsL1149Xw9YZJiRrLF4oYm01i3+62dT/GSi/qtdy/2gGicpxfc+HOyzdhIpbBW67Zgv7JOA4OzeCp/ihu+dtHcOOuVnz6l65d1WOu1ucf7ceWZi8eOjGBvsk4eifnkcyW/jCkc4WLTgovpqgU7n9xFP/wUC8Gp5Jo8rrw5qu2YDaZhQIQmc9gfC6N3sn5hT4bFU1eFzqavHjtJSH88r4daGpw43tHxjGTKDUOmklmkSmXPQe8bvz3N12Km7vacfxMDO99dakJpV7bETlEcEt3Ox546QzOxtJVeQ4iqo6Xx+Zw/4tj+PahEcyn83CK4JY97bhiSxMu39yE37tjz3kJ1QM9w/jZqzdjaCqJA88N48ZdrXhhaAZtPg9+67auheTmgZ5hdAS8Vdm1Qi9mmZRW63nXej6ay4k3XrkZ0XgW+3e34cptTTg0OIPvHx3HbDKHyHwGhaJCg9uJW7rb8c59OzAYTeBDP7NnYallIpPHjrZGfPXpAbw0OosfH59AS4PbFNWXRGb3yMkJ/M7XX4BPc+H+D9yMK7c2r2lefN2OFrzpys0AsK7qBz2bFltJreJdrqH0hThEcNnmJrwwNIsvvW8fvv7sEObTebz2kiB+dGwCH3htFx44XEpQZPLFhcTDluYGXLWtGdf8fDN++2vP44tPhPHB13Wft+yGLo5JiRo60DOM8bkUcgWFHa3W/EVd/OJ2iGDvpgD2bgpgOpHFY6cjeH5oBq/71KO4cXcrfuay0LJfWygqjM4kEZnPwOV0YCaRPWctVjZfxNGxOfz4+FmcOjuP8XJZnKC03CGdK+CJchMbQamBze6gD53tPtxxWcdF4z7QM4xCUeG/XjqDf3i4F5H5DDY3efGv770RkfnMOaXJFflyJnwmkcUjJyfxa6/ejR1tDQtrAt989RYAWNgFZTmV79mps/Or+h5v1NXbmvG9I2dwZHRuw49FRBsXjWfwrYPD+PP75+BxOrCnw49rtjfjkk2B85ZsLael0YOWRg+OnYnhl/btQL5QujLe5vNUfaJrhcntxWI0W6nshWJ1OR0LDdsCXvfC7YsrXN527VYc6Bk+Z6mlT3Phrqs2YzqRxS+/agd+enIS//M/X8b/838P4fZLQ6Y6dyIzeX5oGh/82gu4dHMAb71263kJiYsx07i40vi31q/RK5ZaPL+eHCJobnDjyq3NeGlkbiEhcSFXbWvG/b97C17/6cfwjZ5h/N7te6q2e0s9YFKixs6W32BvrXH2TO/BoM3nwc9fvw13XNaBn56axPODM3jtp36KPSE/5tM5+DQXHjo+gS8/GcbZuTQS2cI5X/93PzmFjoAXTodgcj6NXEHBIcDONh/uunIz/uD1e3FwcBq/9urd+MazQ7jrqs04OjaHrz87hOHpJF4amcVzA9O499DIQsOafEFhJpnF6Yn5hWqK7x4ew4nxGGLpPDoCGv75V27AdCKLN125+aITx8u3lLqmD04lsbPd/CVZPs2FPR1+HBmdvei2eESkv8lYGu/+4rMYmkriD+7ci9+8tXNhr3UjLDfWme2NPGCOSazeMWz08Z0Oweuv2IQzcyk8cPgMHj0VwT1PD+J9JmlETWQWsVQOv/21FxDwunD3dVvR6NHnLdBaXtO1TiDYQS0rLNbznB1NXrznpp3418fDeOTkBN6yqM8RXRyTEjUWjWchANr8yzdErCU9XtjNDW68/bpteN3eEKaTWdz3/Cj+9w9Kewg7BNjc5MXV25vxC9dvx/HxGG7bG8T3j4xje2sDzsylEY7E8dZrt+Lqbc04O5deyDBevqUJLw7PAig1Nmv3a7j90g6cmS0leQpFhbOxNNp8HvzXS2cQzxRw6mxsYb0uANx7cARaee/i//OGSzA5n8HPXr3FtoP/NdtacN8Lozg8MruwRSwR1VahqPDrXzmI8bk0fuPWTvxReRvf9bhQMsEoS5tk6v08en+NVR3oGYbL4cDbr9+GeCaPv/7ecdxxWcc5O3yZMelEVEsPvjyO2WQWv/cze3RLSCxmxTHIjEmS1S5JN8P3uzLO7mwv9YXqGZjGbXtDaGpwr/zFxKRErUXjGbT6PBtucml2rT4Pfu+OPegO+fFz127BN54tdU2vbFH5S6/agQM9pT2Q9+1uWyhXvWFn68LHayl5cjoE21oa8J79O9Hgdi48xi/csA1feWoQ6VwBmsuBgNcNp0PwxgtURlxsQLbahO7yLU1wCPDj4xPYwYY7RIZ4qi+K4+Mx/Muv3ojpRLamY4kZJmnrZYbY9YhBz5+/QwR3X7cNn/7JKXzyhydxS7c+244SWc1ANIEjo3O447L1NWS/mLUmZ80wtpmRWebZ1fr53HFZBw6PzOCx0xG89VpWS6yGvd8Zm9BUIoN2n/FVErVQeWE3ed1obnAvJCSq8Zir5XU70dzgxqYmL1oaPReMYSODkFn/wDR4Slsy/fTkpNGhENWliVgaD5+cwBuv2IS7rtpsdDi6W08TS7MxY0xr0dzgxm17Q/jekXGcmU2t/AVEdeChExNo8rrw2r3n9zpbDbMv46KLO9AzXPPvcZuvtCvWiyMzyBe4ffNqMClRQ0opTMWzCPpr0xndzoOcEQPMRmx0W6T1umxzACfPzmM2ma3J8xHRKw70DCNfULh6m3225jXruGv3Nw1rKau+tTsIj9OB5xdtI0tUryZiaQxEE7ilOwiPq/Zve4weO8g41+1oQTpXxOmJlZvcE5MSNRXP5JHJF9Fugn4SZqPX9phmYkRsl24KAABOcUAkqqlCUeFbB4exd5Mf7UsS0atJUl5snWw9jJfVZLbz1DueBo8Tb7hyE14anUW+yCt0VN96BqbhdAhu2NValccz23hC66f3z7I75IdPc+HwyCx/b1aBSYkaisZLV6trVSlBK1vvIFHrwWW9zxcKaNjR1rCqrUiJqHpOjMcwEctgf2f7mr5uvY3G1tspvNqMbsZph4nfas5hpWPeceN2JLMFjv1U19K5Al4cnsHV25rh19hGr16YpTmy0yG4ZlszTp6dRyZfWPkL6hyTEjU0Fc8AgOV7Slhh0mfmGDey7nqtXysiuG1vCAPRBNe0EdXIgZ5hHBmbQ0Bz4dLNgYXb7MrO52ZVt+0Jwqe5cHRszuhQiAxxoGcYz/RPIZMv4trtLUaHU9fq+W/E5VuakC8qDEYTRodiekxK1NBUIgunCFoarZ2UsINqZ1HNPODe2h1EJl/k5JSoRgpFhd6JeVy6OQCHbLzBL5mDmcf5pVxOBy7p8KNvMo5iURkdDpEhPv9oPzxOB7pCPl0efy0Xjaw0ftD6Lf0572pvhMsh6JuMGxSRdTApUUNT8QxafdXZhaJWqjGIVqMju1WWWZjRzV1tAICn+6cMjoSoPgxOJZDJF3FZuUqCyAh7OvxIZgs4Ph4zOhSimlNK4eTZGPZu8sPt5NsdMobb6cDudh/6IkxKrISv0hqaS+XQ0sAqCaqtdr+GzU1ePMOkBFFNnDo7D6dD0N3hNzoUS2IyuTr2lH///vHhXoMjIaq9M7NpxNJ5XL65yehQqM7t6fBjIpbB5Hza6FBMjUmJGoql82hqcBsdBtWZAz3D6A75cHBwmo12iGrg1MQ8OoM+aC6n0aGsCZMB5rORKsGA140tzV70smyY6lDvZKnJ6yWsWCODVS5QPN3Hi4MXw6REjeQLRcync2huYPdfq7PixL0r5EcmX8QLQ7NGh0Jka198PIzIfAbdQX3WMBOtRXfIj+HpJLcGpbozOJVAKKBx1w0y3JZmLzwuB54fmjE6FFNjUqJGovEsigqslCiz4ht7K+sM+uAQ4Jn+qNGhENna8HQSALCznUkJq7Dz36MdbY3IFxXOzrFs2ApE5N9EZFJEXl502/8nIidF5IiI3C8iLQaGaAmFosLQVBK7LTgO23k8Woldz90hgu2tDTg8Mmt0KKbGpESNjM+lAADNTEqQAbxuJ67e3sJml7QsToSrZ2gqCWd5AkJktJ1tjQBeSZaR6X0VwF1LbvsJgKuUUtcAOA3gz2odlNWcPBtDJl9EZ7DR6FCIAAA7WhtxYjyGdI7LqC+ESYkaqVylYFKCjHJrdzsOj8wikckbHQqZz1fBiXBVDE8nsLXFy27vZArNDW40eV0YYVLCEpRSjwOYXnLbj5VSlT/czwLYXvPALOa5gdK30IqVEmRPO1pLVWvHzswZHYppcdZUI+OVpISXSQkyxi3dQeSLCgcHp1c+mOoKJ8LVkc0XMTqTwi5OhMlEdrQ1YmQmZXQYVB2/CeAHy90hIh8QkUMicigSidQ4LHM5NDiDlgY3Whq54x2Zw462UvXki8OzxgZiYkxK1MjZWBouh6DBY61u7GQfN+5qhdsp3BqU1uOCE2GAk+GK4+Mx5IsKO9pYMkzmsaO1EdOJLKbiGaNDoQ0Qkb8AkAfwjeXuV0p9QSm1Tym1LxQK1TY4kzk8MstxmEwl4HVjW0sDXmRfiQtiUqJGng1PobnBDRExOhSqUw0eJ67b0YLvHx03OhSykJUmwgAnwxUvj5XKMtlPgsxke/kK3ZFRlg1blYj8OoCfA/ArSillcDimNp3IYmw2hW0tHIfJXK7d0bwwT6DzMSlRI3OpHHfeIMPt72zHmdkU4uwrQavAifDaHB+PocHtRAvHejKRrc2lN2fHx2MGR0LrISJ3AfhTAG9TSrE5yAqOlt/0bWNymEzmii1NGJpK4itPDhgdiikxKVEjsVSOTS7JUAd6hpHI5lFU4F7JtCJOhNfu2JkYtjR7WRFHpuJ1O9Ha6GZSwgJE5JsAngFwqYiMisj7AfwTgACAn4jIYRH5F0ODNLnKlWhWSpDZXLG1CUBpST+dz2V0APWgWFSIpfJoYpNLMtiuNh8cUlpO9LpL6rfMns5VngjfDiAoIqMA/hKl3TY0lCbCAPCsUuqDhgVpcvlCEcfG5rC/s83oUIjOs6W5AT1hNjk2O6XUu5e5+cs1D8TCjozOojPog9fNHm5kLldsaQYAnJljUmI5TErUwFwqh4JSCHj57SZjeVwObG9tRE+YzS7pFZwIb9xANIF8UWErr86RCW1p9uLEeAzJbB6NHs5FyL5eHouh3c9dN8h8NjVpaG10Y3yWuyEth8s3aiBa7njtZ1KCTKAz6MOR0Tkks+wrQVQtldL4LUxKkAltafZCATh1dt7oUIh0wyaXZGbffG4EbT4PxlkpsSwmJWogUklKaExKkPE6gz7ki4p9JYiq6PiZGFwOQcivGR0K0Xm2sNkl1YGTleRwM5MSZE5bmhswEUsjXygaHYrpMClRA989fAYAkxJkDrvaGuF0CNcXE1VR32QcQb8Gp4NNLsl8Whrd8LodOMGkBNnYyXIl0KYmJofJnLY0e5EvKgxOJYwOxXSYlKiBRHn7RSYlyAw0txNXb2vGs+EpHOgZNjocIlvoj8QRDHAiTOYkIugIeHF6Im50KES6OXk2hqDfgwAby5NJdTR5AQC9HIvPw6REDcTTeTgEaPCwEzCZw/6uNrw0OotsnuVjRBuVzRcxMpNCiM3VyMQ2NWkL2yUS2dHJs/O4bHOT0WEQXVDIr0EA9E4yKbEUkxI1EM/k4dNccHDvejKJmzvbkSsojMwkjQ6FyPKGpxMoFBWC7CdBJtYR8CKZLWCq3OeKyE4KRYXTE/O4bHPA6FCILsjjcqCl0Y3TE2w6vBSTEjUQz+S5dINMZd/uVjgECEe4po1oIw70DKO//DoKcfkGmVhH+ffz84/1GxwJUfUNTSWQzhUxk8wZHQrRRW1q8qKPlRLnYVKiBpiUILMJeN24alszBqJMShBtVH+kNLlgpQSZWWUt82SMlRJkP5Uml5ubvQZHQnRxHQENvZNxfO2ZIaNDMRUmJWqASQkyo5u72jEyk0Q6VzA6FCJLC0cS6Aho8LrZN4jMq8nrguZyYHI+bXQoRFXXOxGHyCsVQURm1RHwolBUmE5kjQ7FVJiU0JlSCvF0qacEkZns72xDoajw4vCs0aEQWVo4EkdXyGd0GEQXVdqBQ2OlBNlSfySObS0NcDv51obMraO8ZS0TxOfS9ZUrIneJyCkR6RORjyxzvyYi95bv7xGR3eXbd4tISkQOl//9i55x6imRLSBfVKyUIFM50DOMfbvbIAB6BqaMDofIspRS6I8k0B3yGx0K0Yo6mryYnGdSguwnHI1zHCZLqPSf4lh8Lt2SEiLiBPA5AG8GcAWAd4vIFUsOez+AGaXUHgCfAfDJRff1K6WuK//7oF5x6i1a/oXze5mUIHNpbnBjS4sXz4aZlCBar0S2gLlUDl2cDJMFdAQ0xDN5zLBsmGxEKYVwJIFcgduck/lpLidaGt2YiLFSYjE9KyVuAtCnlAorpbIAvgXg7iXH3A3gnvLH9wG4U8Re+2ZGy1tvsVKCzOZAzzA62314cXgWmXwBB3qGjQ6JyHIqiWcu3yAr6AiUmgD2Rdj5nezjbCyNZLbAZsNkGZsCXkRYKXEOPZMS2wCMLPp8tHzbsscopfIA5gC0l+/rFJEXReQxEbltuScQkQ+IyCERORSJRKobfZUwKUFm1hn0I5Mv4qWROaNDIbKkyhjfHWSlBJlfZS3z6Yl5gyMhqp4wt2Umi+kIaIjMZ1AoKqNDMQ2zdoMZB7BTKXU9gA8DOCAiTUsPUkp9QSm1Tym1LxQK1TzI1ZhOlPZLZqNLMqPdwUaIgEs4iNYpEs/A5RA83mvOxDjRYi0NbnhcDvROsFKC7OPeg6VroCFWSpBFdDRpyBcVhqeTRodiGnomJcYA7Fj0+fbybcseIyIuAM0AppRSGaXUFAAopZ4H0A/gEh1j1c1MsrRus9HDreLIfBo9Lly2uYnNLonWKTKfQbvfA4e9Vh6STVV24OibZFKC7CMyn4HP40SA/dvIIipL6Xon5rl8ukzPpMRBAHtFpFNEPADeBeCBJcc8AOB95Y/fAeARpZQSkVC5USZEpAvAXgBhHWPVzXQiC4/TwS2KyLRu7mrD80MzyBfZIIporaLxDNcxk6V0BDT0TnL5BtlHNJ5Bd4cfNmtLRzbWUV5q1MsE8QLd3imXe0R8CMCPAJwA8G2l1DER+WsReVv5sC8DaBeRPpSWaVS2DX0tgCMichilBpgfVEpN6xWrnmaSWTRqrJIg89rf2Y50roixmZTRoRBZyteeGcJ0IsuSYbKUjoAXE7EM5lI5o0MhqopIPIOuIJsNk3VobieaG9zoZX+fBbrWOSmlHgTw4JLbPrro4zSAdy7zdf8B4D/0jK1WZhJZLt0gU7upsw0AMBBNGBwJkbVMJ7IoKiDI5mpkIZUrdH2T87hxV5vB0RBtTCpbwGyS2zKT9Wxq0tA7GcdNne0rH1wHuKZAZ9PJHHwernEj82rzeXDZ5gDCTEoQrUllOy9WSpCVdDSVtwVl2TDZQOWCCrdlJqsJ+jUMRBNQijtwAExK6G42yUoJMr/9nW0YnkoiV2BfCaLVqmwHym3oyEpaGt1wOYRJCbKFcLT0e9zNSgmymKBfQzJbQCydNzoUU2BSQmcTsTQaWSlBJre/qx3ZQhFHx+aMDoXIMiLxDPyaC143E89kHQ4RBP0a+iOsjiPr659MQAB0sqcEWUylSXblAke9Y1JCR7lCEelckY0uyfRGy00unw1za1Ci1YrOc+cNsqZQQMPhkVmjwyDasHA0juZGN5PDZDmVKksmJUqYlNDRbLLU2Zo9Jcjs/JoLHQENPWFLbnJDZIhIPMOlG2RJoYCGmUQW6VzB6FCINiQcSbCvD1lSwOtCg9uJ6DyTEgCTErqaSWYBgD0lyNQO9AwDKJU+HhqcRp59JYhWNJPIIpktIOT3GB0K0ZqFAhoUuOsSWZtSCuFIHMGAtjCXIbIKhwg6gz5E41mjQzEFJiV0NJOoJCVYKUHm1xn0IZEt4OUzMaNDITK9SnM1bgdKVlTZFrQ/wmaXZF0TsQwS2QIrJciyOkM+RLh8AwCTErqqVEr42FOCLKDSJKqHfSWIVtQ/WbrCzMkwWVHQr0HAbUHJ2sLlpBqX0ZFVJTMFzCSyyOS5lI5JCR1NJ0o9JVgpQVYQ8LrRHfKx2SXRKvRH43A6BC2NXL5B1uN2OtDS6OYOHGRplUofNhwmqwr6PVAARqaTRodiOCYldMSeEmQ1+7vacWhwBoWiMjoUIlMLRxJo93ngdIjRoRCtSyigsVKCLK0/koDP40STlxf/yJpCC0vpmCBmUkJHM4ksPE4H3E5+m8ka9ne2YT6Tx3H2lSC6qHAkzqtzZGkdAS96J+ZRZBKaLCocTaAr5IcIk8NkTZV5BJsOMymhq+lkllUSZCk3d7UDAJdwEF1ErlDE0FSS65jJ0kJ+DfmiwthsyuhQiNalfzKOrpDP6DCI1s3rdsKvuRb6o9QzJiV0NJvMMSlBlrKpyYvOoA89A0xKEF3IyHQS+aJik0uytEpSrY+TYbKgdK6AM3MpdAX9RodCtCFBv4Ywl28wKaGn2WQWDUxKkIUc6BnG/s429AxMs68E0QVUJg/cDpSsbGEtM/tKkAUNRBNQCqyUIMsL+j1cvgEmJXQ1l8qhgTtvkMXs72rDfDqPz/zktNGhEJlSOFreho6VEmRhPs2FRo9zYQcDIiup/N52h1gpQdYWCmiYSmQxl8wZHYqhmJTQ0VwqhwY3KyXIWm7qLPWVGJxi1pZoOf2TpY7vrIQjqwsFNDzdz+V6ZiEi/yYikyLy8qLb2kTkJyLSW/6/1cgYzaJSsfbcwLTBkRBtTKXZZeWCR71iUkInSinMpdhTgqxnW0sDtrc2sJSsjnAivDbhaJxNLskWOgIaIvMZo8OgV3wVwF1LbvsIgIeVUnsBPFz+vO6FI3G0NLjhcfGtDFnbQlKizvtK8JWsk1SugFxBsVKCLOdAzzBu6mzDYDQBpdhXok58FZwIr1o4kuB2oGQLIb+GZLaA6UTW6FAIgFLqcQBLL/3fDeCe8sf3AHh7LWMyq3A0weQw2UKbzwOHcFtQJiV0MlteF8SkBFmSAhLZAtca1wlOhFdvNpnFVCLLyTDZQijgBQCO9ea2SSk1Xv74LIBNRgZjBkop9E/GmRwmW3A6BK2NHi7fMDoAu5pLlZMSXL5BFtQZLHWzfjbMtZp1bNUTYRH5gIgcEpFDkUikNtEZpL+y8wYnw2QDC9uCcgcOS1Cl8sVlSxjraRyenM8gkS1wBySyjVCA24IyKaGThUoJJiXIgtp8HjR5XWwgRQAuPhEu3/8FpdQ+pdS+UChUw8hqL1y+osxKCbKDlkY3XA7htqDmNiEiWwCg/P/kcgfV0zhcqezhDkhkF0G/hoFoAsVi/S6bZlJCJwuVEly+QRYkItgd9KFnYIp9JerXqibC9SYcTcDtLJVaElmdQwShgIY+Lt8wswcAvK/88fsAfNfAWEyhUrHG5DDZRdCvIZMv4sxcyuhQDMOkhE5iXL5BFre73YeJWAbD00mjQyFjcCK8jFLHdw+cDjE6FKKqCAU0vDQyiwM9w0aHUvdE5JsAngFwqYiMisj7AfwtgDeISC+A15c/r2vhSByNHieavC6jQyGqiqC/dKGjnptd8tWsk9lUqZM1KyXIqip9JXrC09jV7jM4GtJTeSJ8O4CgiIwC+EuUJr7fLk+KhwD8knERmkd/JMF1zGQrIb+Go6NzyBWKRodS95RS777AXXfWNBCTe6ovis6gDyJMDpM9VOYV3z44gtv22nv51YUwKaGTuVQODgE07p9MFtUR0NDocaJnYBq/9KodRodDOuJEeHXyhSKGphJ4dVe70aEQVU0ooEEBiMYzRodCtCqR+Qx2tDUaHQZR1QQ0FzwuByLx+t2eme+YdTKbzMHrdjKLS5YlIugM+vDc4NTCbSzvpXo2OpNCrqC4jplspfL7PDnPpASZXzpXwGwyxyaXZCsigpBfw1Q8U7dzbSYldDKXyqGR/STI4na3+zAyncKZ2fptvENUUdlDnNuBkp0E/RoEpavPRGY3OJWAAriMjmwn6PcgUscVa0xK6GQulWM/CbK8Sl8Jbg1KBPRPlju+MylBNuJ2OtDq8yAyX79X6Mg6OA6TXQX9GuaSubrt78OkhE7CkQR33iDL29zsRcDrQs/A1MoHE9lcOFrq+N6osR0T2UvIr7FSgiwhHGHFGtlTsNzfZ6pO+0owKaGTVK7ASgmyPIcIXrW7DT2slCBCfyTBq3NkS6GAhmg8g6JSRodCdFHhaALNDW542EiebKaSaKvXJRx8ResklS2wUoJsYX9nG8KRBCbn00aHQmSoMLcDJZvqCGjIFxVmEvV5hY6soz8SZ7NhsqWg3wMAmGJSgqqlWFRI5wpocLPEl6zvps42AMDBgRmDIyEyzlwqh2g8w0oJsqXKm7x6vUJH1qCUKiWHOQ6TDWkuJ5q8rrpdSsekhA7mM3kogJUSZAtXbWtGo8eJ59hXguoY1zGTnS0kJep0MkzWEJnPIJ7JI1S+okxkN0F/aSldPWJSQgdzyRwAsKcE2cK/HxrFjbta2VeC6lo4Uu74zrJhsqFGjws+rX6v0JE19JWTw6GA1+BIiPQRDGiIxrNQddjfh0kJHcylSkmJRlZKkE3s72zDybPzSGbzRodCZIj+SBwOAdp8vEJH9hTya5hkUoJMrJIcDrJSgmwq6NeQyhUwXYf9fZiU0EElKeFlpQTZxE2d7QCAwWjS4EiIjBGOJNDm88DpEKNDIdJFR6C0Leg3nh0yOhSiZYUjCbidgqYGt9GhEOmisjRpIJowOJLaY1JCB7OpUnaLlRJkF9fuaIbmcmAgGjc6FKKaO9AzjHA0zn4SZGuhQOkKXSJbMDoUomX1R0rjsEOYHCZ7qswzKlVB9YRJCR1UKiXYU4LsQnM5cf3OFgxM1d8gSVRUCoNTSe68QbbGZpdkduEotwMle2tp9MApgjArJagaZiuNLlkpQTZyc1c7xmfTmEvlcKBn2OhwiGpmNplDNl/kZJhsrfL7PTmfNjgSovOlcwWMzqRYsUa25nQI2vyehR2/6gmTEjqIpXJwOQRuJ7+9ZB/7O9uhABwa5C4cVF8qV445GSY7a25ww+0URFkpQSY0OJWAUmDFGtle0K+xUqLaROQuETklIn0i8pFl7tdE5N7y/T0isnvJ/TtFJC4if6JnnNU2l8qxSoJs5/qdLXA6hFuDUt2JlPcMD7JSgmzMIcIdOMi0uC0z1YuQ34OhqQQKxfraFlS3pISIOAF8DsCbAVwB4N0icsWSw94PYEYptQfAZwB8csn9nwbwA71i1MtsMsd+EmQrB3qG4XU7saO1AT3hKaPDIaqp6HwGzQ1u+JhsJpsLBbSFJByRmVTK2VmxRnYX9GvIFRRGZ+prxzs9KyVuAtCnlAorpbIAvgXg7iXH3A3gnvLH9wG4U6TUUldE3g5gAMAxHWPUBSslyI4O9AyjM+jH0bE5pHPszk71IxLPoCvkg7DjO9lcKKBhNplDMps3OhSic4QjCWxp9sLj4tJosreFHTjqbAmHnq/sbQBGFn0+Wr5t2WOUUnkAcwDaRcQP4H8A+KuLPYGIfEBEDonIoUgkUrXAN2o2xUoJsqfOoA9FBQxN1Vf2lupbNJ5BV9BvdBhEuqtMhgejHOPJXPojcXSHOA6T/VWWitbbtqBmTTd+DMBnlFIXbT2qlPqCUmqfUmpfKBSqTWSrEEvl0MhKCbKhnW2NcDsFA3WWvaX6NZ/OYT6dR3eHz+hQiHS3kJTg9s9kIkophCMJdIU4DpP9+TxONHlddbcDh0vHxx4DsGPR59vLty13zKiIuAA0A5gCsB/AO0TkUwBaABRFJK2U+icd462auVQOu9sbjQ6DqOo8Lgeu2d6CgWh9DZRUvyoJuK6gH9OJrMHREOmr3ecBACaeyVQi8QzmM3l0BZmUIPsTEXSF/Himznq46VkpcRDAXhHpFBEPgHcBeGDJMQ8AeF/543cAeESV3KaU2q2U2g3g7wF8wioJiVyhiHgmDy8rJcimbu5qw9hsCokM1xyT/X3tmSEAQDev0FEd0NxOBDQXBqMJHOgZNjocIgBA/2QpSdbdweUbVB+6gr66255Zt6REuUfEhwD8CMAJAN9WSh0Tkb8WkbeVD/sySj0k+gB8GMB524ZaTSyVAwA0sqcE2dT+znYUFfD80IzRoRDpLhrPQADsZPUb1Yl2v4fLN8hUvnWwlCA7OjpncCREtTGfySOWztfVBUA9l29AKfUggAeX3PbRRR+nAbxzhcf4mC7B6WS2nJTg7htkVzfuaoVDgJ6BKbz2EvP0ciHSQySeRavPA83FMZ3qQ7tf4/INMpXofAZetwNNDW6jQyGqiUp/n4FoAldtazY4mtowa6NLy5qrJCXcuuZ7iAzj01zY1tKAnvC00aEQ6S46n0GoPDkgqgdBv4ZoPMutn8k0IvEMOoN+OLgtM9WJoL/U36eetgVlUqLK5lgpQXWgM+jHS6OzSGU5aSX7KhYVphIZhAIa19dT3ag0u5yKs7ErmUM0nmVfH6orC5USdbQtKJMSVTaXrFRKMClB9tUZ9CFXUHhhmH0lyL7OzKWQK6iFyQFRPaj8vkcT9dVkjcwpnStgJpFFV4hNLql+uJ0OtDS4Ea6j3e6YlKiyWJqVEmR/u9obS30l6my7Iqov/eUrFMGAx+BIiGqnbaFSgkkJMt7QVBIK3AGJ6k8wUF/9fZiUqLLK7hteN7+1ZF9etxNXbWvGswPsK0H2FY6UrlCwpwTVE4/Lga3NXkS5fINMoDIOd7NSgupM0K8hHElAKWV0KDXBd85VFkvn4XYKXA5+a8meKmvrb+5qx+GRWTZDI9sKRxLQXA74NTYupvri9ThZKUGmUGn01xlkpQTVl5Dfg3gmj8n5+hiL+c65ymKpHPtJUF3Y39mGbL6IwyOzRodCpItwNI5QQIOw4zvVmaBPY6UEmUL/ZBxNXhd8TA5TnQkFvACA/kh99JVgUqLKYukcNCYlqA4MRpMQAZ5lXwmyqXAkwaUbVJfa/R6kyg0GiYzUH00gFOA4TPWn8nv/redGDI6kNpiUqLJYKs9KCaoLDR4nrtzahJ4w+0qQ/SQyeYzPpRHkZJjq0MJ2dFP102SNzEcphXAkjqCf2zJT/WnyutDocSJaJ0vpmJSoslg6xyaXVDeavW68MDyDTJ59JcheKh2vuR0o1aN2f2kHjsE66vxO5hOJZzCfzrNSguqSiKAr5EOEPSVoPWKpHLyslKA60RXyI5Mv4qWROaNDIaqqfu68QXWszeeBgEkJMxGRPxKRYyLysoh8U0S8Rsekt4EIk8NU37qCfkRYKfEKEfmOiLxFRJjEWEEszeUbVD92t/vYV8Jkqj1e1+NEGCj1kxB55YoxUT1xORxoaXRjYCppdCiWVc2xWES2Afh9APuUUlcBcAJ410Yf1+wqFWtMDlO96g75MZfMIZW1f0XyagfKfwbwHgC9IvK3InKpjjFZllKKlRJUVxo8Tly+uQk9A6WkBNd8mkLVxut6nQgDpW3otrU0wO1kLp7qU9CvsVJiY6o9d3YBaBARF4BGAGc2GqDZff/oODwuB5ob3UaHQmSI7g4fFF5J0NnZqmZbSqmHlFK/AuAGAIMAHhKRp0XkN0SEI0VZOldEvqhYKUF15eaudjw/xL4SZqHDeF13E2EACEfi6Ar5jQ6DyDDtfg0D0QSUUkaHYknVHIuVUmMA/g+AYQDjAOaUUj+udsxmE41nsautEQ5uy0x16tTZeQClLcrtbtWXgESkHcCvA/gtAC8C+AeUBtqf6BKZBcXSOQBgpQTVlf1dbUjnijgyyr4SZlGt8Xq1E2ER+YCIHBKRQ5FIZIPRG69YVAhHEugO+YwOhcgwQb8H8Uwe0Ti3BV2vao3FItIK4G4AnQC2AvCJyK8uOcZW4zAAROMZdAY5DlP9avdpEAD9k6yUAACIyP0AnkDpKtlblVJvU0rdq5T6bwB4KakslqokJVjuS/VjZDoJEaCHfSVMoZrj9WomwgCglPqCUmqfUmpfKBTa+EkY7GwsjVSuwEoJqmvtvtI6/kFuC7ouVZ47vx7AgFIqopTKAfgOgFsWH2C3cbhQVJiOZ9HJ5DDVscrypUrzbTtb7bvnLyqlrlBK/W+l1DgAiIgGAEqpfbpFZzGslKB61Ohx4dJNATwbnjY6FCqp5ni94kTYjsLlju9cT0/1LFhu8loPa5l1Us2xeBjAzSLSKCIC4E4AJ6obrrl8/tF+FJRCFyslqM6F/BqXbyzy8WVue6aagdhBLJUHAPaUoLpT6SuRLxaNDoWqO17X3UQYAO49NAKA29BRfWtp9MDlECbn1q9qY7FSqgfAfQBeAHAUpfn7F9YfmvlFy9sgdgZZsUb1LRTQEI7Yv7+P62J3ishmANtQanJ2PYBKp5kmlMrRaBFWSlC9urmrHV99ehBjMymjQ6lbeozXSqkeEalMhPMorYm29UQYAKLzGfg8TjR5L/onksjWnA7BzrZGPHY6gj+96zKjw7EMvebOSqm/BPCXG4/QGl5JSvjQN2n/q8REFxL0a0hmCzgbS2NLc4PR4ehmpRnXm1Bq0LMdwKcX3T4P4M91ismy2FOC6tXIdGkve5b5GkqX8breJsJAaTLc3OiGsOM71bndQR+On4kZHYbVcO5cBdF4FprLgR8fO8uxmOpaKFCq2uyfTNRvUkIpdQ+Ae0TkF5VS/1GjmCwrli4t32ClBNUbn+bC5iYvkxIG4nhdPZF4BrvaWAxItLvdhyd6I1BK8Y3hKnEsro6peAZBv8bfO6p7ofJS0nA0jtfsDRocjX5WWr7xq0qprwPYLSIfXnq/UurTy3xZ3YqlctBcDridrJSg+rM76MMLQzPIFYp8DRiA43V1pLIFzCZzuHEX+0kQdQYbkSsoTMQy2NzsNTocS+BYXB3ReAY7mBwmQsDrgl9zod/my5hWeudQaXnrBxBY5h8tEkvn0dTgNjoMIkN0BX3IFoo4OjZndCj1iuN1FVSqfUJsckmE3eWdD1gFtyYcizconSslh9lsmAgQEXSHfOiP2HscXmn5xr+W//+r2oRjbbF0jo3RqG5VJq/Phqdww85Wg6OpPxyvq6Oy7RYnw0TAkdFSkvnegyN4dXe7wdFYA8fijRueTkKB4zBRRVfIj57wlNFh6GpVNdYi8ikRaRIRt4g8LCIREflVvYOzmlgqx0oJqlt+zYWOgIZnw9NGh1LXOF5vTLh8JYKTYSKgucENl0MwVd4JgVaPY/H6vTIOewyOhMgcukM+nJlLI5nNGx2Kbla78PuNSqkYgJ8DMAhgD4D/rldQVhVL5xHwMilB9asr5MPzg9PIFYpGh1LPOF5vQDgSR3ODGx4X+6IQOUTQ5vMgmsgaHYoVcSxep8EpJoeJFusK+QG8krCzo9XOuiprEt4C4N+VUlw0voz5FJdvUH3rDPqRyBbwMvtKGInj9QaEo4mF7beICGj3a6yUWB+Oxes0EEnAr7m4mx1R2cmz8wCA/oh9m12uNinxPRE5CeBGAA+LSAhAWr+wrCmW5vINqm+dC30luITDQByv10kphXAkwatzRIsE/R5MJbIoFJXRoVgNx+J1GogmuHSDaJF2nwcC2LrZ5aqSEkqpjwC4BcA+pVQOQALA3XoGZjVKKcRSeTRx+QbVsUpfiZ4BezfjMTOO1+s3OZ9BPJNHiJNhogVBn4ZCUeHMbMroUCyFY/H6haMJtDM5TLTA7XSg1edB2MaVEmtZa3AZSnsuL/6a/1vleCwrky8iWyhiIBLHTu6rTHWsM+jDwYFp5AtFuJxcl28QjtfrUCmLDHL5BtGC9nKSbnAqgR2c36wVx+I1iqVziMYzuHEXd/EiWizk12xdKbGqpISIfA1AN4DDAArlmxU4sC6IpXIAAK+H69+ovnUGfegZmMaxMzFcu6PF6HDqDsfr9as0kArxCh3RgsoV64FoArftDRkcjXVwLF6fwSh33iBaTtDvwfPDMygWFRwOMTqcqlttpcQ+AFcopbig8AJi6dIWLWzKQ/Xulb4SU0xKGIPj9TqFIwl43Q72BiJapMnrgsfpwEDUvlfodMKxeB0Gotx5g2g5oYAX6VwRZ+ZS2N5qv6q11dZWvwxgs56BWF0sXaqUaGBSgupcwOvGng4/vvPCmNGh1CuO1+sUjsbRFfTDIfa7AkG0XiKCdr+HSYm141i8DgPRBARAm4+VEkSLVXYGs+u2oKutlAgCOC4izwFY2BdKKfU2XaKyoIXlG0xKEOHmrjb8+6FR9pUwBsfrdQpHErhme7PRYRCZTtCvMSmxdhyL12EgmkBLoxtuzh2IzlFZ0vTtQyN47SX2W0q32qTEx/QMwg4Wlm+4OIgS3dzVjq8/O8y+Esb4mNEBWFE6V8DITBJvv36b0aEQmU7Qr+HYmTlk80V4OM9ZrY8ZHYAVlbYD5dINoqX8mgtetwOR+czKB1vQarcEfQzAIAB3+eODAF7QMS7LYaNLolfs72wHUOorQbXF8Xp9hqaSUAroDvmMDoXIdIJ+D4oK+OdH+4wOxTI4Fq+dUgoDEW4HSrQcEUHIryESr+OkhIj8PwDuA/Cv5Zu2AfhPnWKyJPaUIHrFT45PIBTQmJQwAMfr9ans/X36rH33ACdar8qV66l41uBIrINj8dpF41nMZ/LceYPoAkIBDdF6rpQA8HsAbgUQAwClVC+ADr2CsqJYKg+nQ+Cy4RYtROvRFfTh4OAM8oWi0aHUG47X63D/i6XGrJwME52vkpSI2vQKnU44Fq8Rd94guriQX0MsnUc8kzc6lKpbbVIio5RaSI+LiAulvZapLJbOwet2Qti1nQhAaWvQeCaPY2diRodSbzher0NkPoMmrwsaq92IztPgccLncdp2LbNOOBav0UC0VKnGpATR8oILO3DYr6pztUmJx0TkzwE0iMgbAPw7gP/SLyzriaVyaHCz+RNRRWewtDafSzhqjuP1OkTjGU6EiS4i6NcQ5fKNteBYvEbhaAJOEbQ0uo0OhciUQuV5Sn8dJyU+AiAC4CiA3wbwIID/udIXichdInJKRPpE5CPL3K+JyL3l+3tEZHf59ptE5HD530si8vOrPiODzKfz3A6UaJGA1409HX4mJWpvXeN1PVNKIRLPLFyBIKLzBf0aprh8Yy04Fq/RYDSBNr8HDlYdEy2r9PoobWFuN6vaElQpVRSR/wTwn0qpyGq+RkScAD4H4A0ARgEcFJEHlFLHFx32fgAzSqk9IvIuAJ8E8MsAXgawTymVF5EtAF4Skf9SSpl2AU0snWOTS6Ilbu5qw3++eAb5QhHfPjSK9+zfaXRItree8breTSeySOeKC1cgiOh8Qb8Hzw/nMZ/OIeDlleyVcCxeO24HSnRxLocDrY2e+quUkJKPiUgUwCkAp0QkIiIfXcVj3wSgTykVLq+p+xaAu5ccczeAe8of3wfgThERpVRyUQLCCwuswYulcqyUIFri5q529pWokQ2O13UtzOZqRCuqVBINRpMGR2JuHIvXp1BUCEcSbDZMtIJQQLNlpcRKyzf+CKXOwa9SSrUppdoA7Adwq4j80Qpfuw3AyKLPR8u3LXtMOQkxB6AdAERkv4gcQ6ns7YPLVUmIyAdE5JCIHIpEjE1Cx9J5eNlTgugc+zvbAbCvRI1sZLyuawORSlKCk2GiC6kk7cJR+12hqzKOxetwZjaFfFExOUy0gpBfQziaQKFo+mv2a7LSu+j3Ani3UmqgcoNSKgzgVwH8mp6BKaV6lFJXAngVgD8TEe8yx3xBKbVPKbUvFArpGc6KWClBdL5QQEMooDEpURuGjddW970jZ+AUQauPSQmiC2nzeSB4ZdtGuiCOxetQ+b1qZ3KY6KJCAQ3ZfBFnZlNGh1JVKyUl3Eqp6NIby2vjVlpQOAZgx6LPt5dvW/aY8lZJzQDOefeilDoBIA7gqhWezzDpXAGZfJE9JYiWONAzjK6gDwcHZ2yX0TWhjYzXdS0az7K5GtEK3E4HWhrdtiwbrjKOxeswwGV0RKtSeY302ayvxEpJiYvt/bTSvlAHAewVkU4R8QB4F4AHlhzzAID3lT9+B4BHlFKq/DUuABCRXQAuAzC4wvMZZj5dWlnCSgmi83UGfYhn8hizWUbXhDYyXte1SDzDJpdEqxD0a6yUWBnH4nUYiCbgcTkQ0FbVg5+oboXK/X36J+2VlFjplX+tiCzXoU5QakB5QeWdMz4E4EcAnAD+TSl1TET+GsAhpdQDAL4M4Gsi0gdgGqXEBQC8BsBHRCQHoAjgd5fLOptFLJ0DwKQE0XL2hPwQAfom540Oxe7WPV7Xs3yhiOl4FpdvDhgdCpHptfs1vDw2B6UUhJVFF8KxeB2e7o8i6Pfw94poBT7NhUaPc6FJt11cNCmhlNrQu2yl1IMo7cu8+LaPLvo4DeCdy3zd1wB8bSPPXUuxVCkp0cBGl0TnadRcuHpbM3ptltE1m42O1/VqbDaFgmJzNaLVCPo9iGfyiMQz6Ajw/fVyOBavTzSexfbWBqPDILKEoF+zXaUE30VXQYzLN4gu6ra9QYxMJzFfrioiMotwhOuYiVar8joZYF8JqqJMvoCZRJbjMNEqhQKa7SolmJSognku3yC6qEy+iKICnunnLhxkLpU/6sEAJ8NEK6n0XmFfCaqmkekkFLgtM9FqhfwaIvMZfPmJgZUPtggmJaoglipVSnD3DaLl7WxrhMfpwBO9pm0NQ3UqHImjwe2Ez8Pxm2glzY1ueFwOJiWoqlixRrQ2lWaX0XjG4Eiqh0mJKmCjS6KLczkc6Ar58ODRcRzoGTY6HKIFA9EEm6sRrZJDBLvbG21XNkzGqiS52n1MShCtRqVqLcKkBC0WS+XgEMDt5KSW6EL2dPgxlchiOsEd0cg8wpEEr84RrUFn0IdwxF4N1shYA9EEfB4nGlixRrQqrT4PHAJE5pmUoEVi6Ry8bievtBFdxJ4OPwCgl1uDkkkkMnmcjaXZT4JoDTqDfgxPJ5EvFI0OhWwiHGVymGgtnA5Bu0/j8g0615HROfaTIFpByK+hucGNPpttYWR3ItIiIveJyEkROSEirzY6pmqplAxzMky0epOxNHIFhbHZlNGh1BU7j8WDTEoQrVkwoLFSgs6VzhXYT4JoBSKCvR1+9EfivMJmLf8A4IdKqcsAXAvghMHxVM3Czhvs+E60apU3j+Fogj2CasuWY3E8k8fkfAbtHIeJ1iTk1zCVyNpmTs2kRBWkc0VWShCtwp4OP9K5Io6MzRkdCq2CiDQDeC2ALwOAUiqrlJo1NKgqGmDHd6I1qyx3qrx+SH92Hos5DhOtTyigoVBUGJ2xR9UakxJVkMoV4HXzW0m0kj0hPwTAE6e5NahFdAKIAPiKiLwoIl8SEZ/RQVVLOBrHtpYGuJ0cv4lWy+dxosnr4ragtbXiWCwiHxCRQyJyKBKJGBPlOoSjpSWd7O1DtDahcnVRv00aD3MmVgUZLt8gWpVGzYVtrQ14otc6E6Y65wJwA4DPK6WuB5AA8JGlB1l1MjwQTaArZJscC1FNiAg6Q34mJWprxbFYKfUFpdQ+pdS+UChkRIzrMhBNQAC0+7h8g2gtKom8sE2q1piUqIJUrsDlG0SrtKfDjxdHZhFL54wOhVY2CmBUKdVT/vw+lCbG57DiZFgphXAkgc4gkxJEa9XFbUFrbVVjsRUNRBNoaXSzYo1ojRo9Lvg8TlZKUEk2X0SuoODl3spEq7Knw49CUeGZ/imjQ6EVKKXOAhgRkUvLN90J4LiBIVVNJJ5BPJNHF5MSRGvWGfThzFwa2bw9GqyZnZ3H4gHuvEG0bqGAxkoJKpkvX+31uvitJFqNnW2NaPQ48WQv+0pYxH8D8A0ROQLgOgCfMDac6qj8Ee8K+Q2OhMh6KhVGUwn7bEdnAbYbi5VSGIgk0M6kBNG6hAKabSolXEYHYHWxdB4A2FOCaJVcDgf2d7bhyT4mJaxAKXUYwD6j46i2ynr4zqDPNp2riWqlkpSIxrMGR1I/7DgWR+IZzGfy3JaZaJ2Cfg0HB2cwm8yipdHaryNe3t+gWKpUKcGeEkSr95q9IQxEExidSRodCtWpcCQOl0Pw2GnrNOYkMouFSok4KyVo/bgdKNHGhMrNLvttsISDSYkNqjTrY6UE0erdtjcIAFzCQYYZiCbQ7vfAIWJ0KESW49Nc2NSkIcqkBG1ApWKNSQmi9Qn5K0kJ6y/hYFJig2Kp8vINNrokWrW9HX5satLwBJdwkEHCETZXI9qIrqCfyzdoQwaiCbgcgpZGt9GhEFlSS6MHThFbbNHMpMQGVSoluHyDaPVEBFubG/DTk5MoFpXR4VCdyRWKGJ5OMilBtE4HeobRGfIhMp+BUhzDaX3C0QTafKxYI1ovp0PQ5vMsLIWyMiYlNmhh9w03v5VEq3WgZxh7OvxIZgs4diZmdDhURw70DGNkOol8US2UPRLR2nWH/EjlCphOsFqC1ofbgRJtXNDvYaUElZZvOATwOPmtJFqLPR2lrRif6GOjQaqt8EJzNWt3qiYyUleo1OzSDg3WqPbyhSKGppiUINqooF/DwFTC8pXHfCe9QbF0Dl63E8LSM6I1CXjd2NzkZbNLqrmF5moBToaJ1mtPqJRYtkODNaq9sdkUcgXF5DDRBgUDGrL5IsZmrb29OZMSGxRL5bjzBtE67enw49DgDFLZgtGhUB0JR+No83nQ6HEZHQqRZT12OgKXQxBmUoLWIcydN4iqovIasvoSDiYlNiiWzrOfBNE67enwI1so4rnBaaNDoToSjiTQGfQZHQaRpTlEEPRrXL5B61JpzMeKNaKNqVQbMSlR51gpQbR+u9t98DgdeLKXfSWodsLRBLqYlCDasGBA4/INWpeBaAJNXhd8Hs6hiTbCr7mguRxMStS7WDrH7UCJ1snjcuDGXa14gn0lqEbSuQIi8xl0hpiUINqokF/DyHQSmTyX4NHaDEQT6Az52ZONaIOkXLUWZlKivsVSeVZKEG1AwOvCybPziMxnjA6F6kA0Xvo9G5uxdkMoIjMIBTQUFTA0lTQ6FLKYcCTOijWiKgn6PZbv78OkxAaxUoJoYypbgz7Vx2oJ0l8lKcHmakQbFyr3A+iftPZkmGorlS3gzFwa8+mc0aEQ2ULQr2FsNoV0zrpVa0xKbEC+UEQyW2CjS6IN2NrSgJZGN57ojeJAz7DR4ZDNReNZiADtPm5DR7RRlQZr7CtBazE4xZ03iKop6NegFDA8bd2qNb6b3oD5dB4AuHyDaAMcIri1O4gn+yJQShkdDtlcZD6DlgY3XE7++SPaKM3lRHODG2HuwEFrMMDtQImqqvJasvJYzFnZBsTKZWdcvkG0MR6nAxOxDCbZV4J0NhXPLJScE9HGhfzcgYPWppKUaPezYo2oGipVa+GodcdiJiU2IJZipQRRNVT6SvRxXTLpSCmFaDyLdl6dI6qa0ragCVa60ao9fGICm5u80FycPxNVg+Z2oiOgYYCVEvWpUinBpATRxrT6PGj3eXi1jXQ1EcsgWygixKQEUdWE/B7EM3lWutGqReNZdHLnDaKq6gz6FqqQrIhJiQ2IpSpJCX4biTaqu8OPcDSBXKFodChkU5XtsriOmah6QgEvADa7pNWLzGfQGWJSgqiaikoxKVGv2FOCqHr2hPzI5os4MjprdChkU+GF5mpcx0xULQvbglq4bJhqZyaRRSpXQBcrJYiqKujXMJXIYi5pza12mZTYAPaUIKqerpAPAuDJ3imjQyGbCkcScDsFTQ1uo0Mhso0mrwuNHif62ROIVqGSHB6esu7WhURmtLADh0WbXTIpsQGxdA4CwOPit5Fooxo9LmxtacBTfVGjQyGbGojGEfRrcIgYHQqRbYgIukI+Lt+gVVnYDpS7IBFVVSUpYdUlHHw3vQHz6Ty8bicnuERV0h3y48WRGSQyeaNDIRsKRxPsJ0Gkg+6QH2Eu36BVGIjG4RCgtZHL6IiqqdXnhtMhTErUo1gqxyaXRFW0p8OPXEHhucFpo0Mhm8nkCxiZTrKfBJEOukN+jM2mkMoWjA6FTG4gmkCbzwOngxf0iKrJ5XBgZ1vjwhIpq+E76g2IpXNscklURbvaG+FxOfBUL5dwUHWNTCdRVNx5g0gP3SE/AOuuZabaCUdYsUakF4/TYdmqNV2TEiJyl4icEpE+EfnIMvdrInJv+f4eEdldvv0NIvK8iBwt/3+HnnGuVyyVh8akBFHVuJ0O7NvViu8dGTc6FLKZys4AnAwTVV9XeXtH7sBBF1MslrYs5DhMpI+g34PBaALFojI6lDXTLSkhIk4AnwPwZgBXAHi3iFyx5LD3A5hRSu0B8BkAnyzfHgXwVqXU1QDeB+BresW5EXMpVkoQVdute4I4G0sjGs8YHQrZSGWNZYjN1YiqrjNY2j0pzGaXdBHjsTQy+SLauYyOSBfBgIZUroCJ+bTRoayZnpUSNwHoU0qFlVJZAN8CcPeSY+4GcE/54/sA3CkiopR6USl1pnz7MQANImK6mSSXbxBV3617ggCAp/u5NShVTzgSh19zcQtnIh1854UxtDS6WSlBFzXAijUiXS3swGHBsVjPpMQ2ACOLPh8t37bsMUqpPIA5AO1LjvlFAC8opUx32XQulUODhxNcomp6eWwOXjf7SlB1lUqGeXWOSC+hgIb+SVZK0IUNlHuOhJiUINJFJSnRb8Fml6ZudCkiV6K0pOO3L3D/B0TkkIgcikQiNY0tVygimS1w9w2iKnOIoCvox5N9UShlvTVxZE5srkakr5BfQzgat+RaZqqNcDQBj9OBgNdldChEttTkdaHB7WSlxBJjAHYs+nx7+bZljxERF4BmAFPlz7cDuB/Aryml+pd7AqXUF5RS+5RS+0KhUJXDv7hYKgcAXL5BpIM9HaXt5Yank0aHQjYwl8xhKpFlUoJIR8GAhnSuiPGY9dYyU22UksMeiHA7UCI9iAg6g76FqiQr0TMpcRDAXhHpFBEPgHcBeGDJMQ+g1MgSAN4B4BGllBKRFgDfB/ARpdRTOsa4bnOVpASXbxBVXWV7uU//5LTBkZAdVLYpZJNLIv1UXl9cwkEXMhBNoJ3JYSJdOR2y0NzbSnRLSpR7RHwIwI8AnADwbaXUMRH5axF5W/mwLwNoF5E+AB8GUNk29EMA9gD4qIgcLv/r0CvW9agkJdg0jaj6gn4PmhvcnNxSVVT27GbHdyL9VPoE9HMHDlpGJl/A6EySFWtEOgv6NYzMpJDNF40OZU10XdSllHoQwINLbvvooo/TAN65zNd9HMDH9Yxto2LpPAAu3yDSg4igO+THifEYikUFh4OlnrR+A9EEHAK0+ZiUINJLaXcbB5MStKyR6SSKCmw4TKSzoN+DQlFheDqJPR1+o8NZNXZpXKc59pQg0lV3yIdUroDj4zGjQyGLC0fjaG30wOXgnzwivYhIqdmlBRuskf4qvxdcRkekr4VtQS22hIMztHVaWL7BnhJEuuguZ3ef7OPWoEYTEaeIvCgi3zM6lvXgzhtEtREKaKyU0JGVx+LKG6R2H8diIj29kpSw1ljMpMQ6cfcNIn01ed3oCGh4ikkJM/gDlHoDWU6xqDA4lWDJMFENhPwaJmIZzKdzRodiV5Ydi8ORBHyaiw3iiXTW4HEi6PewUqJexFI5aC4H3E5+C4n00t3hx7PhKaRzBaNDqVvl7ZnfAuBLRseyHuOxNNK5IoIsGSbSXeV1xiUc1Wf1sXggyuQwUa10Bn3ot9g4zHfU6zSXyqG5wW10GES2tifkR66g8MLwjNGh1LO/B/CnAKzVxrksXC4lD3H5BpHuuAOHrv4eFxmLReQDInJIRA5FIpGaBrYa4SiX0RHVSlGxp0TdmEvl0MSkBJGuOoM+OARcwmEQEfk5AJNKqedXOM60k+HKH2VOhon01+7X4BAmJaptNWOxUuoLSql9Sql9oVCohtGtLJbOIRrPcBwmqpGgX0Nk3lpL6ZiUWKdYmpUSRHrzup3Y3tqIp/qmjA6lXt0K4G0iMgjgWwDuEJGvLz3IzJPhcCQBn8eJgFfXHbCJCIDTIWjzaeibZFKiylY1FpvVYDk5HOLyDaKaqCyVGowmDY5k9ZiUWKe5VA7xdN7oMIhsrzvkx5HR2YUdb6h2lFJ/ppTarpTaDeBdAB5RSv2qwWGtSTiaQGfIBxExOhSiulDagcNaZcNmZ/WxeGHnDVZKENVEpSopbKEdOJiUWKe5VI4dhIlqYE+HH0UFPBtmtQStXTgSR1fQb3QYRHWjI6BhaCqBXMGSbWhIB+FIAiJAu4+VEkS10O7zQMRaTYeZlFinWCoPL7cDJdLdjrYGNLideJp9JQyllHpUKfVzRsexFulcAWOzKXQGfUaHQlQ3Qn4NuYLC8LR1yoatxIpjcTiaQEuDGy7uWEdUEy6nA9tbGyzV7JKjwzoUiwqxdA4NTEoQ6c7lcGBHWwOeZFKC1mhoKgmlgK4QkxJEtRIqbwvaz74SVPb80DSbXBLVWGfQz6SE3c1n8lAKaHDz20dUC90hP/ojCYzPpYwOhSyksh3o6bN8c0RUKwtJCQuVDZN+lFKIxrNMShDVWFfQh4FoAkopo0NZFb6rXodYueEee0oQ1caejlJPAO7CQWsRXtgOlOuYiWrF63aiI8AdOKhkcj6DbL7IcZioxqYSWcQzeUTmM0aHsipMSqxDZRcALt8gqo1NTV74POwrQWsTjiTQ5HVB41hNVFN+rwv9ESYlCAu/B8EAKyWIaqmSCAxbZAkHkxLrUKmU8LJSgqgmHCLoCvnxZF/UMmVoZLyBaJxb0BEZIOTX0D8Z53hNC93/QxyLiWqqsmTKKn0lmJRYB1ZKENXeng4/JuczLAmmVQtHE5wIExkgFNAwb6GyYdJPOJKA2yloanAbHQpRXWlucMPlECYl7CyWZlKCqNb2hEp9JbgLB63GTCKL2WSO65iJDNAR8AIA+riEo+6Fo3EE/RocIkaHQlRXHCII+jU8fjpidCirwqTEOrBSgqj2Wn0etPk8bHZJqxKOch0zkVG4LShVHBmd484bRAZp93sQjWeNDmNVmJRYh7lUDg4BPC5++4hqqTvkx7PhKeQLRaNDIZOrbEfIyTBR7TV5XfC4HNwWtM6lcwXMJLILSSoiqq2gX8N0ImOJeTPfVa9DLJWH1+2EsBSNqKb2dPgRz+Tx0uic0aGQyQ1EE3AI0NrI5RtEtSYipWaXXL5R14amklBgcpjIKEG/hqICRmdSRoeyIiYl1mEulePSDSIDdAV9EAG3BqUVhSNxtPk0OB1MHhMZIRTQ2Ji4zoXLSSk2HCYyRmhhW1Dzj8VMSqzDXCoHL5MSRDXn01y4YksTvvPimNGhkMm9ODy78MeYiGovFNAwPpdGPJM3OhQySDhaWUbHsZjICJUqpbAFltIxKbEOc6kcGjxMShAZ4TV7ghieSiKZ5USXllcoKkwlsiwZJjJQ5er4gAUmw6SP/kgcTV4XNF7IIzJEo+ZCg9tpiW1BmZRYh1iayzeIjJLNF1FQCs8NTBsdCpnU6EwShaJiczUiA1Vef32ReYMjIaOEIwkmh4kMFvR7mJSwqxh7ShAZZle7D06H4Ol+bg1Ky6uUKTIpQWScdr8HToegf9L8k2GqPqUUwpE4t2UmMlgooDEpYUdKKfaUIDKQx+XAzrZGPNnLZpe0vH42VyMynMvhwK62Ru7AUaemElnE0nmOw0QGC/pL/X3MvuyZSYk1SueKyBUUe0oQGWhPhx/Hx2OYimeMDoVMqD8SR6PHiUbNZXQoRHVNczm4A0edYsUakTm0V/r7mLxagkmJNZpL5QCAyzeIDLQn5AcAPBPmEg46X38kwatzRCYQCngxOJVAvlA0OhSqsUqFDHtKEBmrsvsNkxI2U0lKeN381hEZZWtLAwKaC0/1cQkHnS8cifPqHJEJhAIacgWF4emk0aFQjYUjcXhcDrQ0uo0OhaiutfussRMS31mvUSxdrpTg8g0iwzgdgu1tjXiSSQlaYi6ZQzTO7UCJzKCSHOw3+WSYqi8cSaCz3QeHiNGhENU1j8uBlgY3wqyUsJe5JJdvEJnBnpAPI9MpDE/xChy9oj9abnLJSgkiw1WWUbHZZf0JRxPoCvmMDoOIUFpGxaSEzbCnBJE5dJf7SjzVz2oJekX/JJMSRGbR4HEiFNDY7LLOZPNFDE8nkcoWjA6FiFDaonkgEodSyuhQLohJiTViUoLIHEIBDZuaNC7hoHOEowk4RdDa6DE6FCIC4NdcrJSoM8PTSRSKCkEmh4lMIejXEEvnMZ3IGh3KBTEpsUaVnhIakxJEhhIR3LoniKf7oigWzZv5pdrqn4yjze+B08F1zERm0BHQ0D9p7it0VF3hchKKuyARmUOletTMSziYlFij2WQOTV4XJ7xEJvCaPUHMJHM4diZmdChkEv2ROCfCRCYSCpSu0EXiGaNDoRqpvPFhw2Eic6i8Fs28AweTEms0nciizceyYCIzuG1vCADweG/E4EjIDHKF0jpm9pMgMo+FHTgmzTsZpuoKR+II+j3cqY7IJFoa3XCKsFLCTmaSWbRwrTKRKYQCGq7Y0oTHTjMpQcDIdBK5gmKlBJGJcAeO+tMfScCvuY0Og4jKHCJo83swEDXvOMykxBrNJFkpQWQWB3qGEfRreGFoBvPlfi9Uv8LlskQ2VyMyj+YGNzxOB3fgqCPhSByhAOfKRGYS8msYYKWEfcwkcuzqTmQiezf5kS8qPNM/ZXQoZLB+NlcjMh0RQSigsVKiTswksphJ5thPgshkgn4PBqdKO+OYEZMSazSdyGIiljY6DCIq29XeCI/Twb4ShP5IHH7NxXXMRCYTKu/AQfYXjjI5TGRGQb+GbL6IsZmU0aEsS9ekhIjcJSKnRKRPRD6yzP2aiNxbvr9HRHaXb28XkZ+KSFxE/knPGNcinSsglSugkRNeItNwORzoCvnw/SPj3HKuzoUjCV6dIzKhoF/Dmbk0Epm80aGQzvq5jI7IlBaaDpu0r4RuSQkRcQL4HIA3A7gCwLtF5Iolh70fwIxSag+AzwD4ZPn2NID/F8Cf6BXfeswkswAAn8dlcCREtNjeTQHMJHMYnEoaHQoZqD8S584bRCbUUX5dmnk9M1VHOJKAU4RLnYlMZqHpsEmr1vSslLgJQJ9SKqyUygL4FoC7lxxzN4B7yh/fB+BOERGlVEIp9SRKyQnTmE6UkhKNGisliMzkkg4/AOBx7sJRt6bL65iZlCAyn8rrks0u7S8ciaPN54HTIUaHQkSLNGouNHqcpu3vo2dSYhuAkUWfj5ZvW/YYpVQewByAdh1j2pDZZKm7fyMrJYhMpd2voc3nYVKijoUXmlzy6hyR2bT7PBBwW9B6EI4muHSDyKQ6Apppk8OWbnQpIh8QkUMicigS0f/NyEKlBHtKEJnO3g4/nglPIZsvGh0KGWBh542A1+BIiGgpl9OBNp+HSQmbyxeKGJpKMDlMZFKlnZDMuYxOz6TEGIAdiz7fXr5t2WNExAWgGcCq9/VTSn1BKbVPKbUvFAptMNyVLfSU0FgpQWQ2l2wKIJkt4NDQtNGh2IaI7Cg3HT4uIsdE5A+MjulCwpEEXA5BS6Pb6FCIaBkhE1+hMzurjMUjMynkCooNh4lMKhTwYjqRXbjQbiZ6JiUOAtgrIp0i4gHwLgAPLDnmAQDvK3/8DgCPKBO3z59JlJZvNLhZKUFkNl1BHxwCPH46anQodpIH8MdKqSsA3Azg95ZpWGwK/ZE42v0eOITrmInMqCOgYTCaRL7AarZ1sMRYvLCMjss3iExpodmlCavWdEtKlHtEfAjAjwCcAPBtpdQxEflrEXlb+bAvA2gXkT4AHwawsG2oiAwC+DSAXxeRUTMMvjPJLJq8LjbvITIhze3ErnYfHmNfiapRSo0rpV4ofzyP0li+tDeQKfRHEgt/bInIfEIBDdlCEaMzKaNDsRyrjMXhclk4x2Iic1rYFtSEVWu6rkNQSj0I4MElt3100cdpAO+8wNfu1jO29ZhOZNHm4zo5IrPa2+HHj49PYHI+jQ72FqgqEdkN4HoAPQaHcp5MvoDh6SRu2xs0OhQiuoDKG9W+yTh2B30GR2NdZh6L+ybjaPd50MhlzkSm1NLohsshplxKZ+lGl7U2k8yihfsuE5nW3k0BAMATXMJRVSLiB/AfAP5QKRVb5v6aNh1eaiCaQKGosImJKCLTqjShNWPZsFVcbCw2ehwGgN7JeTQ1sK8PkVk5RMrNLs03DjMpsQYzSVZKEJnZlmYvgn4PHu/lEo5qERE3SpPgbyilvrPcMbVuOrzU6YnSH9eOJpYME5lVg8eJoN+ck2ErWGksNnocVkqhdzKODvaTIDK1UEBDnwnHYSYl1mA6nkUrKyWITMshgtv2hvBEbxTFoml75lqGiAhKvX9OKKU+bXQ8F9I7MQ8B1zETmV13yGfKsmGzs8JYPBHLYD6dR0cTK9aIzCzk1zA6k0I6VzA6lHMwKbFKSilE4hleiSMyuddeEsR0Iou/+/Fpo0Oxg1sBvBfAHSJyuPzvZ40OaqneidLOGy4n/6QRmdmeDj/6IwmYeKM1szL9WNw7OQ8ArJQgMrlQQINSrzSmNQt2olmluVQOuYLilTgik7ttb6lstTJBovVTSj0JwPTbDZ2enGdjUyIL6A75MZfKIRrPctvINbDCWNxbWUbHnyuRqS3swBGJ44qtTQZH8wpeVlqlyHwGAPdeJjK7Hx+bwJVbm3B6gkmJepDJFzAYTbCKjcgCujv8ANjs0o56J+NocDvh584bRKYW9GsQMd84zKTEKjEpQWQdr70khOHpJObTOaNDIZ0NRBMoKnDnDSILODY2B8B8k2HauL7JeXQ0aSi1vyAis3I7HdjR2mi6/j5MSqxSJM6kBJFVvO6SEIoKeLp/yuhQSGfceYPIOpoa3HA7xXSTYdoYpRROT8S5jI7IIrpDPhwanDE6jHMwKbFKrJQgso7TE/PwuBx4/DS3BrW7ys4bQfb7ITI9hwhCAQ39JmuwRhsTjWcxl8qxnwSRReSLCtF4BvlC0ehQFjApsUqR+Qw0lwMBrpUjMj2Xw4HuoA8PHh1nl3ebq+y84ebOG0SWEPJr6GelhK1UGktv4nagRJawKeBFvqgwNJ00OpQFnMWtUmQ+g1BAwzefGzE6FCJahb2bAphJ5jA4ZZ4Bl6qPO28QWUsooGFsNoVkNm90KFQlleU4rJQgsoZKAvH0WfM0hWdSYpUi8QyXbhBZyN5yl3cu4bAv7rxBZD2hchIxzCUcttE7EYfX7UDAy2piIisIBTQIgFMm2qmOSYlVisxnEOKaZSLLaPdraPN5mJSwMe68QWQ9lQs83IHDPnrLFWvceYPIGjwuB9p8HpxmUsJ6Kss3iMg6Ltnkx9P9U8jkC0aHQjrgzhtE1hP0eeAQsK+EjfRNxrl0g8hiNjV5cYrLN6wlVyhiKpHlumUii7mkI4BUroCDA+ba9oiqgztvEFmPy+nAzrZG9LFSwhZmEllE41kmJYgsZlOThsGpJNI5c1y4Y1JiFabiWQDcDpTIarpCfrgcgp+emjQ6FNLBqbPz3HmDyIIaPC5TXaGj9TtZ/jl2cOcNIkvZ1ORFoahMs5SOM7lVmJxPAwCCfo/BkRDRWnhcDnQGffju4TGjQyEdnDgbw+bmBqPDIKI12tLsxUA0YZordLR+x8djAEo/UyKyjs3l1+zJcXMkiJmUWIWxmRQAYFsrJ79EVnPp5gCi8SwGo+z0biexdA4j0yls5USYyHI2N3lRVDBVkzVanxPjMfg0FwJet9GhENEaBP0a3E7BsTMxo0MBwKTEqoyWkxLbWxsNjoSI1uqyzU0AwCUcNlPJ7G9mUoLIcsx2hY7W78R4jFUSRBbkEMHmJi+Oj88ZHQoAJiVWZXQmiYDXheYGZoGJrKbN50HQr+GRk0xK2MmJhZJhVrARWU2bzwO3UxZK/8macoUieifi2MJ+EkSWtKW5AcfPxKCUMjoUJiVWY3QmxSoJIgu7bHMAPeFpJDJ5o0OhKjl+JoZGjxNNXpfRoRDRGlWu0J08y6SElYUjCWQLRWxpYVKCyIq2tHgRS+cxNpsyOhQmJVajlJTg1Tgiq7p0cwDZQhFP908ZHQpVyYmzMWxtboCIGB0KEa3D5uYGnDw7b4ordLQ+lYo1NhwmsqZKtelxE/SVYFJiBUopjM4kmZQgsrBd7Y3way4u4bCJfKGIU2fn2U+CyMK2NHsxm8yZ4godrc+xM3PwOB0I+TWjQyGiddjc5IUApmh2yaTECmaTOSSyBS7fILIwl8OB1+wJ4pGTEygWeVXO6k6enUcmX+SOSEQWVrnYc2TUHE3WaO1eGp3DpiYNTgcr1oisyONyIBTQcGR01uhQmJRYySs7b3DyS2RlAa8LE7EMDptg4KWNean8M9zBZDGRZW1u8sLtlIXXM1lLvlDE0dE5XrQjsridbY04PDJr+FI6JiVWMDqTBMCkBJHVXba5CU4R/PDls0aHQht0eHgWjR4nWhu5IxKRVbmcDlyxpQlHRlgpYUV9kThSuQJ2tHF+TGRlO1obMZPMYWgqaWgcTEqs4JVKCWaCiaysweNEd4cP/35oxPBsMG3M4ZFZ7GhtZJNLIou7ZnsLjo7NcVmdBb00MguA82Miq9vRVnoNvzgyY2gcTEqsYHAqgSavC80NvCJHZHVXbm3GTDJnioY+tD7z6Rz6InFenSOygWu2NyOeySMcjRsdCq3R4ZE5NHldaPd5jA6FiDago0mDz+PE4eFZQ+NgUmIFJ8ZjuGxzEwDgQM+wwdEQ0UZcvqUJAnAJh4UdHZ2DUrw6R2QHlWrUFw2eDNPaHR6ZxbU7WlixRmRxDhFcs70FL5arnwyLw9BnN7liUeHU2XlcviVgdChEVAV+zYXOoA8/eHnc6FBonZ4dmIZD2OSSyA5CAQ2tjW70DEwbHQqtwWwyi5NnY9i3q83oUIioCvbtbsWxMzHE0jnDYmBS4iJGZpJIZAu4fEuT0aEQUZVcua0Z/ZEEeifmjQ6F1uHpviiu3t6CBo/T6FCIaIMcIri5qx3P9E+x14+FPBueglJAMps3OhQiqoJUroBCUaEnbFyCmEmJizgxXlp3zqQEkX1cWX49P3iUSzisJp7J4/DILG7tbjc6FCKqErfTgbHZFIanje38Tqv3dP8UGj1ObOPOdES2sLO1EQ1uJ57qixoWA5MSF3F8fB4OAS7dzOUbRHbR1ODGzV1t+I8XRtnx3WKeG5hCvqhw656g0aEQUZV0hXwAgGf6pwyOhFbr6f4p3NTZBpeDbyOI7MDldOCmzjY8yaSEOZ0cj6Ez6IPXzTJhIjvZ0dqI4ekk1zFbzFN9U/C4HLhxV6vRoRBRlYT8GjoCGp5iUsISJmJp9E3GcQsr1ohs5TV7guibjGN8LmXI8zMpcQFKKRw7E+PSDSIbumpbMwJeF/790IjRodAqKaXwk+MT2N/ZxkQxkY2ICF53SQiPnpxEOlcwOhxawY+PlZY+vu6SDoMjIaJqet2lIQDAT45PGPL8TEpcQDiawNhsCvu7mAkmshu304ErtjThe0fHEZnPGB0OrcLhkVkMTyfx1mu3cntmIpv5uWu3Yj6Tx2OnI0aHQiv4r5fGcckmP5c2E9nMJZsCuGxzAN89fMaQ52dS4gIeOTEJALjjMmaCiezoNXuCyBeK+MpTA0aHQqvwwEtn4HE5cNdVm40OhYiq7JbudrT5PPivl4yZDNPqnJlN4bnBabz1mq1Gh0JEOnjbdVvx/NAMRgxoPMykxAU8dGICl20OYFsLOwsT2VG7X8Obr9qCrz0zZOi+zLSyXKGI7x0Zxx2XdqDJ6zY6HCKqMrfTgTdftRkPn5jEPMdj03qgnDR667VMShDZzYGeYbyt/Nr+zxfHav78TEosYy6Zw6GhGdx5OaskiOzsd27vRjybxz881Gt0KHQR//H8KCLzGfzyq3YYHQoR6eRdr9qJVK6Ae54eNDoUWkY6V8CXnxzAzV1t2B30GR0OEelge2sjbtsbxFefHkQik6/pczMpsYxvHhxGoajwpitZJkxkZ1dta8Z7btqJrzw1gJfH5owOh5aRyRfw2Yd7cd2OFtxebsJERPZz9fZm3HlZB774xACrJUzo688OITKfwR++/hIAYG8fIpv6ozdcgqlEFl+tcYJY16SEiNwlIqdEpE9EPrLM/ZqI3Fu+v0dEdi+678/Kt58SkTfpGedis8ks/vmnffiZS0O4ZntLrZ6WiAxwoGcYf/qmy9Dm0/B7B15ANM6ml0utNI7r7R8f7sOZuTT++I2XQERq/fREVAOVN7h/+PpLMJfK4W9/cNLgiMzHyLF4ZDqJf/ppH27pbsfNbABPZGs37GzFHZd14F8e7Ud/JF6z59UtKSEiTgCfA/BmAFcAeLeIXLHksPcDmFFK7QHwGQCfLH/tFQDeBeBKAHcB+Ofy4+kqXyjio989hvlMHn9612V6Px0RmUBzoxv/+t4bMRFL433/9hyGp2rf3MesVjmO6+bbh0bwTz/twy/t247X7AkC4NU5Iju7enszfvt1XfhGzzC+9EQYSimjQzIFI8fiaDyD37rnEIpFhY+//apaPCURGeyv3nYlPC4HfuueQzg7l67Jc+pZKXETgD6lVFgplQXwLQB3LznmbgD3lD++D8CdUroUdjeAbymlMkqpAQB95cfTRSKTx1N9Ufz6Vw7igZfO4MOvvwSXb2nS6+mIyGRu3NWKz//qjRieTuLN//A4Pv694zg0OI1YOlfvk+LVjONVNZfM4fHTEfzuN57Hn953BK/uasfH3341qySI6sSfvukyvP7yTfj490/g/fccwk9PTmI2mTU6LKPVdCzOF4roj8TxxcfDeONnHsdANIHP/coN6Ar59XpKIjKByoWfHW2N+Jf33ojxuRTe+JnH8M+P9qF3Yh65QlG353bp9sjANgAjiz4fBbD/QscopfIiMgegvXz7s0u+dls1g8sXinjNJ3+KRCaP+XIjjyavCx9/+1X41Zt3VfOpiMgCfubSDvzgD27D//7BSXz16UF86cnSVqFOhyDgdcHrcsLpEPzwD29DoH52gFjNOL4hX3oijC89MYBUroB0roBMvvQHr9HjxIffcAl+5/ZuuJ1sf0RUL5wOwb++90b825MD+OzDvXjkZGmLds3lgNfthNftwK/s34Xfv3OvwZHWlK5jca5QxO3/36PI5AtIZQtI5QoolvPx+3a14hO/cDUu2RSo1tMRkQW8ancbfvAHr8Vf3H8Un/rhKXzqh6fgEKDB7SyPxU786I9eC79WnXSCnkkJ3YnIBwB8oPxpXERObfQx3/tXCL4XiG70cSwiiPo4V56n/VTtXH9ljcc3/dm6nsbWmU49xmIA+IO/Af6gGg+0PDu+XnhO5me38wGqdE5rGYufw7rGBo7D6zAE4D9+txqPtCy+HqyB52QNNR+LA1WcE+uZlBgDsHj/tu3l25Y7ZlREXACaAUyt8muhlPoCgC9UMWaIyCGl1L5qPqZZ1cu58jztp57O1WCGjcV6s+PvEM/J/Ox2PoA9z8mEVhyLOQ6bA8/JGnhO5qNnTexBAHtFpFNEPCg1rnxgyTEPAHhf+eN3AHhElRZwPwDgXeXdOToB7EUpMU5ERLWzmnGciIj0xbGYiGxNt0qJco+IDwH4EQAngH9TSh0Tkb8GcEgp9QCALwP4moj0AZhGaZBF+bhvAzgOIA/g95RSBb1iJSKi811oHDc4LCKiusKxmIjsTteeEkqpBwE8uOS2jy76OA3gnRf42v8F4H/pGd8FWKr0bYPq5Vx5nvZTT+dqqOXGcZuw4+8Qz8n87HY+gD3PyXRsOhbb8XeH52QNPCeTkTrf7o6IiIiIiIiIDMJ91oiIiIiIiIjIEHWdlBCRfxORSRF5edFtHxORMRE5XP73s0bGWA0iskNEfioix0XkmIj8Qfn2NhH5iYj0lv9vNTrWjbjIedrxZ+oVkedE5KXyuf5V+fZOEekRkT4RubfcEMuyLnKeXxWRgUU/0+sMDpVMaLVjnIi8r3xMr4i8b5n7H1j8d8JIGzknEWkUke+LyMny6+lvaxv9OfHdJSKnymPVR5a5XyuPYX3lMW33ovv+rHz7KRF5U00Dv4j1npOIvEFEnheRo+X/76h58BewkZ9T+f6dIhIXkT+pWdBkKhyHzTsOl+Ox1VjMcdjC47BSqm7/AXgtgBsAvLzoto8B+BOjY6vyeW4BcEP54wCA0wCuAPApAB8p3/4RAJ80OladztOOP1MB4C9/7AbQA+BmAN8G8K7y7f8C4HeMjlWn8/wqgHcYHR//mfvfasY4AG0AwuX/W8sfty66/xcAHFj8d8Kq5wSgEcDPlI/xAHgCwJsNOAcngH4AXeU4XgJwxZJjfhfAv5Q/fheAe8sfX1E+XgPQWX4cpwl+Lhs5p+sBbC1/fBWAMaPPZ6PntOj++wD8u93+BvPf6v9xHDbnOFx+fluNxRyHrT0O13WlhFLqcZR2/bA1pdS4UuqF8sfzAE4A2AbgbgD3lA+7B8DbDQmwSi5ynrajSuLlT93lfwrAHSgNPoA9fqYXOk+i1VjNGPcmAD9RSk0rpWYA/ATAXQAgIn4AHwbwcf1DXbV1n5NSKqmU+ikAKKWyAF4AsF3/kM9zE4A+pVS4HMe3UDqvxRaf530A7hQRKd/+LaVURik1AKCv/HhGW/c5KaVeVEqdKd9+DECDiGg1ifriNvJzgoi8HcAASudE9YvjsDnHYcB+YzHHYQuPw3WdlLiID4nIESkt77D0koalyiU916N0xXmTUmq8fNdZAJuMiqvalpwnYMOfqYg4ReQwgEmU/tj1A5hVSuXLh4zCBkmZpeeplKr8TP9X+Wf6GZP84SDzWc0Ytw3AyKLPF79u/gbA3wFI6hbh2m30nAAAItIC4K0AHtYhxpWsGN/iY8pj2hyA9lV+rRE2ck6L/SKAF5RSGZ3iXIt1n1P5jeT/APBXNYiTzI3jcInZxmHAfmMxx2ELj8NMSpzv8wC6AVwHYBylgdAWyr+c/wHgD5VSscX3qVJ9jy2uQC9znrb8mSqlCkqp61DKsN8E4DJjI9LH0vMUkasA/BlK5/sqlEoj/4dxEZKRROQhEXl5mX/nXElY6xgnpT4l3Uqp+6sc8mqeW5dzWvT4LgDfBPBZpVS4SmHTBonIlQA+CeC3jY6lCj4G4DOLKt3IxjgOcxy2C47DxnEZHYDZKKUmKh+LyBcBfM/AcKpGRNwovVH/hlLqO+WbJ0Rki1JqXES2oHQl2tKWO0+7/kwrlFKzIvJTAK8G0CIirnKmdDuAMWOjq55F53mXUur/lG/OiMhXAJi7eQ/pRin1+gvdJyKrGePGANy+6PPtAB5F6fW0T0QGUfpb2SEijyqlbofOdDynii8A6FVK/f3Go12XMQA7Fn2+3FhVOWa0PHlvBjC1yq81wkbOCSKyHcD9AH5NKdWvf7irspFz2g/gHSLyKQAtAIoiklZK/ZPuUVPNcRy25DgM2G8s5jhs4XGYlRJLlAeXip8HYIpOvxtRXlf0ZQAnlFKfXnTXAwAqHY7fB+C7tY6tmi50njb9mYbKZX8QkQYAb0Cph8ZPAbyjfJgdfqbLnefJys+0/DN/O2zwMyVdrGaM+xGAN4pIa3lp1xsB/Egp9Xml1Fal1G4ArwFwuhYT4VVY9zkBgIh8HKUJyx/qH+oFHQSwV0q7BXlQasz1wJJjFp/nOwA8Ur4i+QCAd0mp23gngL0AnqtR3Bez7nMqj3HfR6lx3lO1CngV1n1OSqnblFK7y6+fvwfwCbNOhEl3HIfNOQ4D9huLOQ5beRxWJui2adQ/lMqmxgHkUFqj834AXwNwFMARlH7IW4yOswrn+RqUSsuOADhc/vezKK2hehhAL4CHALQZHatO52nHn+k1AF4sn9PLAD5avr0LpT8KfSh12tWMjlWn83yk/DN9GcDXUd6hg//4b/G/C41xAPYB+NKi436z/JrpA/AbyzzObpin6/u6zwmlKywKpQRmZYz8LYPO42dR2iGpH8BflG/7awBvK3/sLY9hfeUxrWvR1/5F+etOwaCu9dU8JwD/E0Bi0c/kMIAOo89noz+nRY/xMZi86zv/6fo7xHHYpONwOR5bjcUch607Dks5UCIiIiIiIiKimuLyDSIiIiIiIiIyBJMSRERERERERGQIJiWIiIiIiIiIyBBMShARERERERGRIZiUICIiIiIiIiJDMClBRERERERERIZgUoKIiIiIiIiIDMGkBNUdEfmmiNwrIs+JyJCIvKV8+09F5A3ljz8uIv9obKRERPa13FgsIleJyNOLjrlBRB42Mk4iIju7yLz4ERE5XP6XFpFfMjpWsi8mJageXQsgrJS6CcCvAPjL8u1/CeAvRORXAFwP4A+NCY+IqC4sNxYfB9AlIs7yMZ8G8N8Nio+IqB4sOy9WSt2hlLoOwL8CeADAfxgWIdmey+gAiGpJRLwAQgD+qnzTcQCtAKCUelxEBMCHAdyulCoYEyURkb1daCxWShVF5BiAK0VkL4AhpdQLRsVJRGRnF5sXl+//NQBvBvCLnBeTnlgpQfXmKgC9Sql0+fMbALwEACJyNYAtALJKqfnybVeIyEfKH/+jiAQMiJmIyG4uOBYDeBbArQA+BuDPAY7FREQ6udi8+J0oVU78klIqx3GY9MSkBNWbawHsFBGviPhQygx/RkS2APgGgLsBxEXkrvLxrwJwuPxxcyVZQUREG7LsWFy+71kAHwdwv1JqrHwbx2Iiouq70Lz45wD8LoBfWJSw4DhMumFSgurNtQC+A6AHwEEAnwfwYvm2P1ZKnQDwN3ilz8SrABwvD9QQkdeKyLdqHjURkb2cNxYrpZ4q33cSQAbAJxcdz7GYiKj6LjQW3wNgO4Cnyo0u348l4zDAsZiqhz0lqN5cC+ADSqnfX3L7qysfKKUeX/R5J4C/ABAD0FHuO3FLTSIlIrKvC43FAPAHAP5MKZVYdBvHYiKi6lt2LFZKtS89UES+j0XjcPk4jsVUFUxKUL3pBtC7mgNFxA1gSin12/qGRERUd84bi0WkG8D3ATyllLpn0e0ci4mI9LGqeTHHYdKbKKWMjoHIMsrNMD8B4B+VUj82Oh4ionrEsZiIyHgci6lamJQgIiIiIiIiIkOw0SURERERERERGYJJCSIiIiIiIiIyBJMSRERERERERGQIJiWIiIiIiIiIyBBMShARERERERGRIZiUICIiIiIiIiJDMClBRERERERERIZgUoKIiIiIiIiIDPH/AzVtBC4vLN5TAAAAAElFTkSuQmCC\n", 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" ] @@ -785,7 +785,7 @@ } ], "source": [ - "energies_gauss = np.random.rand(200294)*500+ 48400\n", + "energies_gauss = np.random.rand(2000294)*5000+ 48400\n", "print(energies_gauss)\n", "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", "check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", @@ -854,7 +854,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -889,48 +889,48 @@ " \n", " \n", " 0\n", - " 19359.985810\n", - " -22.255033\n", - " -6.204417\n", - " 27997.722610\n", - " 22.255033\n", - " 6.204417\n", + " 25799.384484\n", + " -29.619806\n", + " -2.666577\n", + " 21707.730778\n", + " 29.619806\n", + " 2.666577\n", " \n", " \n", " 1\n", - " 22911.304951\n", - " 1.849884\n", - " -30.334340\n", - " 24446.403235\n", - " -1.849884\n", - " 30.334340\n", + " 25068.324203\n", + " -21.989850\n", + " 21.810327\n", + " 22516.048052\n", + " 21.989850\n", + " -21.810327\n", " \n", " \n", " 2\n", - " 29620.999323\n", - " 4.889275\n", - " 12.264870\n", - " 17736.708850\n", - " -4.889275\n", - " -12.264870\n", + " 27611.921015\n", + " -24.568400\n", + " -7.175687\n", + " 19897.709454\n", + " 24.568400\n", + " 7.175687\n", " \n", " \n", " 3\n", - " 25766.499181\n", - " 28.393126\n", - " 6.007176\n", - " 21591.208669\n", - " -28.393126\n", - " -6.007176\n", + " 23206.071483\n", + " -5.423152\n", + " -30.686218\n", + " 24313.437045\n", + " 5.423152\n", + " 30.686218\n", " \n", " \n", " 4\n", - " 28093.580690\n", - " -20.780436\n", - " 9.159067\n", - " 19264.128671\n", - " 20.780436\n", - " -9.159067\n", + " 18042.167681\n", + " -0.982502\n", + " -16.546313\n", + " 29478.485133\n", + " 0.982502\n", + " 16.546313\n", " \n", " \n", " ...\n", @@ -942,86 +942,86 @@ " ...\n", " \n", " \n", - " 95\n", - " 23819.501102\n", - " 5.589400\n", - " 30.077229\n", - " 23538.207660\n", - " -5.589400\n", - " -30.077229\n", + " 1291248\n", + " 23692.892912\n", + " -17.742681\n", + " 26.629262\n", + " 24009.827664\n", + " 17.742681\n", + " -26.629262\n", " \n", " \n", - " 96\n", - " 19329.434544\n", - " 22.274707\n", - " 5.648326\n", - " 28028.273195\n", - " -22.274707\n", - " -5.648326\n", + " 1291249\n", + " 18648.823630\n", + " 14.235151\n", + " -15.168538\n", + " 28978.076004\n", + " -14.235151\n", + " 15.168538\n", " \n", " \n", - " 97\n", - " 23440.971993\n", - " -30.296628\n", - " -4.147419\n", - " 23916.736736\n", - " 30.296628\n", - " 4.147419\n", + " 1291250\n", + " 28335.070728\n", + " -9.577444\n", + " 23.468056\n", + " 19503.149797\n", + " 9.577444\n", + " -23.468056\n", " \n", " \n", - " 98\n", - " 23418.233401\n", - " 4.310025\n", - " 30.269885\n", - " 23939.475637\n", - " -4.310025\n", - " -30.269885\n", + " 1291251\n", + " 28416.190626\n", + " -16.694015\n", + " 15.134513\n", + " 19093.502966\n", + " 16.694015\n", + " -15.134513\n", " \n", " \n", - " 99\n", - " 18373.118099\n", - " 3.189502\n", - " 17.850364\n", - " 28984.590555\n", - " -3.189502\n", - " -17.850364\n", + " 1291252\n", + " 29676.484593\n", + " -0.640733\n", + " 17.055663\n", + " 18010.594931\n", + " 0.640733\n", + " -17.055663\n", " \n", " \n", "\n", - "

100 rows × 6 columns

\n", + "

1291253 rows × 6 columns

\n", "" ], "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 19359.985810 -22.255033 -6.204417 27997.722610 22.255033 \n", - "1 22911.304951 1.849884 -30.334340 24446.403235 -1.849884 \n", - "2 29620.999323 4.889275 12.264870 17736.708850 -4.889275 \n", - "3 25766.499181 28.393126 6.007176 21591.208669 -28.393126 \n", - "4 28093.580690 -20.780436 9.159067 19264.128671 20.780436 \n", - ".. ... ... ... ... ... \n", - "95 23819.501102 5.589400 30.077229 23538.207660 -5.589400 \n", - "96 19329.434544 22.274707 5.648326 28028.273195 -22.274707 \n", - "97 23440.971993 -30.296628 -4.147419 23916.736736 30.296628 \n", - "98 23418.233401 4.310025 30.269885 23939.475637 -4.310025 \n", - "99 18373.118099 3.189502 17.850364 28984.590555 -3.189502 \n", + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 25799.384484 -29.619806 -2.666577 21707.730778 29.619806 \n", + "1 25068.324203 -21.989850 21.810327 22516.048052 21.989850 \n", + "2 27611.921015 -24.568400 -7.175687 19897.709454 24.568400 \n", + "3 23206.071483 -5.423152 -30.686218 24313.437045 5.423152 \n", + "4 18042.167681 -0.982502 -16.546313 29478.485133 0.982502 \n", + "... ... ... ... ... ... \n", + "1291248 23692.892912 -17.742681 26.629262 24009.827664 17.742681 \n", + "1291249 18648.823630 14.235151 -15.168538 28978.076004 -14.235151 \n", + "1291250 28335.070728 -9.577444 23.468056 19503.149797 9.577444 \n", + "1291251 28416.190626 -16.694015 15.134513 19093.502966 16.694015 \n", + "1291252 29676.484593 -0.640733 17.055663 18010.594931 0.640733 \n", "\n", - " $pz_{\\mu_2}$ \n", - "0 6.204417 \n", - "1 30.334340 \n", - "2 -12.264870 \n", - "3 -6.007176 \n", - "4 -9.159067 \n", - ".. ... \n", - "95 -30.077229 \n", - "96 -5.648326 \n", - "97 4.147419 \n", - "98 -30.269885 \n", - "99 -17.850364 \n", + " $pz_{\\mu_2}$ \n", + "0 2.666577 \n", + "1 -21.810327 \n", + "2 7.175687 \n", + "3 30.686218 \n", + "4 16.546313 \n", + "... ... \n", + "1291248 -26.629262 \n", + "1291249 15.168538 \n", + "1291250 -23.468056 \n", + "1291251 -15.134513 \n", + "1291252 -17.055663 \n", "\n", - "[100 rows x 6 columns]" + "[1291253 rows x 6 columns]" ] }, - "execution_count": 13, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1032,24 +1032,24 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1258,7 +1258,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.1" } }, "nbformat": 4, From dce9ec8b9a53003248bae28ce9005d3c372a4dab Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Mon, 8 Feb 2021 22:25:42 +0100 Subject: [PATCH 12/39] 8 feb --- Project.ipynb | 741 +++++++++++++++++++++++++++++++++----------------- 1 file changed, 487 insertions(+), 254 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 6a5381e..3cb561b 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -93,7 +93,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -229,14 +229,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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hsIXQH+jNeT4idK7VX1to93bcq2zlxzm3CvhheG53gOWEjtf+RVGfK8LHhLYC5xQdzrkjwH8ltLXvG6Ar8GURnnMVoZ/rcUJbrjOI3tX+Wfj/N8zMOxH/W4ROTD9CaG/ZPJ4eMvMwPJ8rhH5v/gCY5kLHckd+H6sJnTx8itAJ7c8sHOgTCB1CcYanDW1e59KUGsqC0p8FRVTU91tedhA6+fw6ocOP34go/GcT2ot0idCFEd53zq2N8xy/IZQJF8Nfe3vM+n8jdP7MbTNbWIj3YWr4+c4Qev9/EPN8PyHURG4Jf59/D7zlQue6FFm4yd0GvEp00VnQ91WQfyL/98I/Ezr64ZaZ/Y9C/A5XJfRzuE0oE1sROlQz0ibgJLAO+Efn3OoizjlKuGGfTOiwLS9X/pwyUD+VJOVx0uVxUTMuL4sIXf3zFqGf6dRw8w2h36V0QvXi2+GP/xrAha7++k+ELiJzkqcXkyn1zEUdmi9BYWYOaB9xCIokGTNLA34rj8JQkoSyoORY6GbJv+Wce83vucjzsdAl1M8AFdyzXcRCpEDK45JjZj8G2jnn3vZ7LkGiLUIiIiIiIiIBo0ZNREREREQkYHToo4iIiIiISMBoj5qIiIiIiEjAqFETEREREREJmGe5a3yxqF+/vmvdurVfX15ESsCePXuuO+ca+D2P56FsEimblE8iEkT5ZZNvjVrr1q3ZvXu3X19eREqAmZ31ew7PS9kkUjYpn0QkiPLLJh36KCIiIiIiEjBq1ERERERERAJGjZqIiIiIiEjAqFETEREREREJGDVqIiIiIiIiAaNGTUREREREJGDUqImIiIiIiARMgfdRM7NfAhOAq865LnHWG/DPwDjgIfCec25vcU9URBIjNTU17vL3338/wTMpmPJJJHkom0QkiPLKJnj+fCrMDa9/BfwL8Js81o8F2of/6wv87/D/RSSgfvazn5GRkeH3NIrDr1A+iZQp+RU9pcivUDaJlCl+ZFOBjZpzbrOZtc5nyGTgN845B2w3s9pm1sQ5d7m4Jikiz88LmEaXL9P61i2+7tz5mR4fpK3XyieR0q+g4sfhyCCD29zmIQ95FP73hCf0oIeySURKTEH5lEUWd7jDPe7lZNNjHtOUpjShyXPnU2H2qBWkGXA+4vML4WW5wsbMvgd8D6Bly5bF8KVFJD+RAWPZ2by6dStD16/nVp06HOvYEZeS4uPsEqJQ+aRsEkm8eAWQw3GVq1zgApe4xGUuc4MbPOJR3OfoSldSKJU5ptpJJKDyas4e8pBznONS+N9VrnKXu3HHjmAETWjy3HMpjkat0JxzvwB+AdC7d2+XyK8tkkxiQ6bWrVtMWbCAVufOcbhzZ5ZNmPBMTVqQtlgXJ2WTSGLEK4AyyeRE+N8pTnGPewBUohJNaUp3ulM7/K8a1agU/pdCChWoAJTdbALlk0iixOaTw3GZy3zN15ziFBe5CIBhNKABrWlNnfC/mtTMyaYKVKAylXOe53nyqTgatYtAi4jPm4eXiUiCxSuCuh48yPilS3FmLJgyhYPduoGZD7PzhfJJJABisymbbE5zmoMc5Gu+JpNMKlOZF3iBdrSjFa2oQx3Kld2LUyubRAIiNp9uc5sDHOArvuI61zGMZjRjMIN5gRdoQhMqUjEhcyuORm0x8H0z+5TQibB3dIy1SGLFa9AqPnrE2OXLefnAAc62bMmCqVO5U7t2kZ+7lG+pVj6J+Cg2mzLIYD/72clObnKTylSmS/hfa1oXqTFTNonI84jMJ4cjjTR2sINjHMPhaEUr+tGPznSmKlUL/bzFmU2FuTz/J8AQoL6ZXQDeh9CxBs65fwWWE7q87ElCl5j9drHNTkTylddx1E0uXWLavHnUuXWLjYMHs3nQoHwPdSytBY/ySSSYYrPpIQ/ZxjZ2sINMMmlOc4YylBd5kfIFlCKlMZ+UTSLBFdugHeMYG9nIFa5QhSoMYAC96U1tauf7PInIpsJc9XF2Aesd8AfFNiMRKVCeVyHKzqb/9u0MX7uW+9Wr8+t33+Vc69Zxh5bG4ieW8kkkeCLzKYMMtoX/ZZLJS7zEq7xKM5rl+Xhlk4iUhNgG7QQn2MAGLnOZutRlEpPoStecc1/jSXQ+JfRiIiLy/PJq0qrdv8/rCxbQ7tQpjnbqxOJJk8ioGr2rviwUQCISTJHZlE02+9nPOtbxgAe8yIsMYQiNaJTn45VPIlJSIvPpKldZyUpOc5o61OF1Xs/3CrJ+ZpMaNZFSIr97ebQ+c4Zp8+ZR6dEjlo4fz57evaMuGKICSERKUmQ+XeACy1nOJS7Rgha8xVs0pWncxymbRKQkxe7h38hGdrCDSlRiLGPpTe9ANmgeNWoipUB+hzq+tmULQzds4Ea9evzmW9/iWqOnW6yDEDIiUnZFZlMmmaxnPdvZTg1qMJWpdKUrRu6rzCqbRKSkRebTcY6zhCXc4x696MUwhlGNanEfF6R8UqMmEnB5NWmVHz5kyoIFdDhxgq+6dGHJxIk8rlQJCFbIiEjZFJlNZznLIhZxk5v0oQ/DGU4lKuV6jLJJREpaZDalk84qVrGf/TSgAbOYlec5skHMJzVqIgGV36GOTS5eZMbcudS4d49l48ax+5VXwCyQISMiZY+XT094wnrW8yVfUoc6vMu7tKFNrvHKJhFJhMjaKY005jOf+9xnIAMZzOC4V5kNcj6pURMJoDybNOfovXs3o1eu5H716vzyO9/hUvPmgQ4ZESk7IrPpNreZxzwucIFe9GI0o+PeBFb5JCKJ4OVTNtl8wRdsZCN1qMNv8Vtx96KVhmxSoyYSMHk1aeUfP2bCkiV0P3iQE+3asWDqVNKrVi0VQSMipV9kNn3N1yxkIdlk8wZv0IUuucYrm0QkUbx8us995jOfM5yhK12ZwIRSfRi2GjWRAMmrSat55w4zP/2Uppcvs2HIEDYPGsT7+RwaKSJSnCK3VG8K/2tCE6YznbrUzTW+tBRBIlK6RdZNl7jEp3zKQx4yiUn0oEeuixmVtmxSoyYSAFu2bGHdunVx17U4e5YZc+dS4fFjPpk1i+OdOpW6oBGR0ssrhDLJZAELOMpRutOdCUzIdWNYZZOIJEpkk3aIQyxkIdWoxnf5Lk1okmt8acwnNWoiPsvvoiE9d+9m3PLl3K5dm1+/9x7XGzQolUEjIqWTl0+3uc2nfMo3fMMoRtGf/qV+S7WIlF6Re/k3spHNbKYFLZjJTKpTPWpsac4mNWoiPsqrSSuXlcXYlSvpvXs3J9q1Y/60afzw7/4uwbMTkWTm5dMVrvAhH/KYx7zJm7Snfa6xpbkQEpHSxcumLLJYxCK+4it60IPxjM91VcfSnk1q1ER8kleTVuXhQ2bMmUPrs2f5csAA1g0fzo90PpqIJJCXT2mk8QmfUJGKfIfv0IhGUeNKexEkIqWLl02PeMRc5nKKUwxnOK/xWpncy69GTcQHeTVpda9f582PP6bWnTvMnzqVQ926lYmgEZHSw8unIxxhPvOpQx3e5m1qUztqnLJJRBIp8sqOH/ERV7jCZCbTgx65xpaVfFKjJpJgeTVpLdPSmDlnDs6MX7/7LhdatiwzQSMipYOXT3vYwxKW0JzmvMmbVKVq1Dhlk4gkUuT5sr/hN9zlLrOZTQc6RI0ra9mkRk0kgfJq0rodOMCkRYu4WbcuH7/5Jn/8z/+c4JmJSLLz8mknO1nOctrRjhnMyHUT67JWCIlIsHnZdItb/Jpfk0467/IuLWgRNa4sZpMaNZEEidukOcfgjRsZsmkTZ1q3Zu7MmfyFLhoiIgnm5dN2trOSlXSkI9OZXuZOzBeR0sXLppvc5Nf8mkc84l3epSlNo8aV1WxSoyaSAPGatHJZWUxavJjuBw+y7+WXWTphAn/zt3/rw+xEJJl5+bSVraxmNZ3oxBu8oSZNRHzlZdMNbvBrfs1jHvMu7+a6R1pZziY1aiIlLF6TVvHRI2bMmUPb06dZP2wYXwwcyPs//nHiJyciSS22SetMZ6YxjRRSosaV5UJIRIInck/ar/gVT3jCu7xLYxpHjSvr2aRGTaQExWvSqj54wJsffUSTy5dZNHky+3v0KPNBIyLB4+XTbnarSRORwPCy6Q53+A2/IYss3uO9pLw9iBo1kRISr0mrdesW73zwATXv3mXOrFkc79gxKYJGRILFy6ev+IqlLKUd7ZjKVDVpIuIrL5se8IAP+CDnwiHJ2KSBGjWREhGvSWt45Qpvf/gh5bOy+OBb3+K8Lr8vIj7w8uk4x1nAAlrRihnM0DlpIuIrL5syyOADPuA2t3mHd5LmwiHxqFETKWbxmrSWZ88y++OPyaxYkX//zne41rBhUgWNiASDl09ppDGXuTSmMbOZrUvwi4ivvGzKJJOP+ZirXGU2s2lFq6hxyZZNatREStgLp04x65NPuFOrFh+88w53a9dOuqAREf95hdA3fMMnfEId6vAWb1GZylHjlE8ikkheNmWTzXzmc45zTGc67WkfNS4Zs0mNmkgxit2b1uHYMabPncv1+vX54J13eFi9elIGjYj4y8umu9zlIz6iIhV5m7epRrWocconEfGDw7GSlRzjGGMZy0u8FLU+WbNJjZpIMYlt0jofPszU+fO50rgxH779NhlVqyZt0IiIf7xsesQjPuIjMsjg23ybWtSKGqd8EpFE8/JpG9vYyU7605++9I0ak8zZpEZNpBjENmndDhxg8sKFnG/Rgo/ffJPMypWTOmhExB9eNj3hCXOZy1Wu8hZvJdUNY0UkmLx8OszhnFuEjGRk1JhkzyY1aiLPKbZJ67l7NxOWLuVMmzZ8Ons2jytWzOORIiIlz+FYylJOcYpJTKId7aLWJ3shJCKJ59VOZznL53xOC1owhSmUo1zOGGWTGjWR5xKvSZu4dCnH27fnsxkzyKpQAVDYiEjiefm0la3sYx+DGERPekaNUTaJSKJ52XSLW8xhDrWoxWxmU4EKPs8seNSoiTyj2Cbt5b17c5q0uTNn8qR86O2lQkhEEs3LpxOcYC1r6UxnhjI0aoyySUQSLfKc2U/5lCc84U3epCpVo8Ypn0LKFTxERArSbf9+Ji1ezMm2bZk7Y4aaNBHxjVcIXeMa85hHIxrxOq9jWM4YZZOIJFrkZfgXsICrXGU606lP/ahxyqen1KiJPIPIvWldDh5k8qJFnGnThjmzZvFEhzuKiE+8bEonnU/5lBRSmMWsXDe0FhHxyyY28TVfM5KROme2AGrURIoosknrfPgwUxYs4FzLlnwye7bOSRMR30RurZ7HPG5xi5nMpDa1o8Ypn0Qk0bx8OsIRNrGJ7nSnP/2jxiibclOjJlIEkU1ah2PHmDZvXs4l+LPCV3dU0IiIn9ayllOcYjzjaUWrqHXKJxFJNK92+oZvWMACmtGMCUzQ4diFoEZNpJAim7RWaWlMnzuXy02a8PFbb/G4UiUfZyYiyS5ya/VWttKb3vSiV9QYFUIikmheNmWQwRzmUIlKzGJW1BUelU15U6MmUkSNL19m1iefcKtOHT566y0yI5o0hY2IJJpXCF3nOgtZSDOaMYYxUWOUTSKSaF42ORyLWMQtbjGd6dSghs8zKz3UqIkUghc2dW/c4K0PPySjcmU+eOcd0qtVyxmjQkhEEs3LpkwymctcUkhhOtMpH3H3HWWTiPhpG9s4ylFGMlKHYxeRGjWRAniFUI27d3nnN7/BnOPDd97hXq1aOWMUNCLiF4djKUu5ylWmMS3XxUNERBLNq53OcpY1rOFFXtTFQ56BGjWRfHhBU/nhQ97+4AOqpKfz0dtvc6P+03t+KGhExA9ePu1hDwc5yBCG6FLXIuI7L5vucY/P+Iw61GEyk3XxkGegRk2kAClZWcycM4e6N2/y6ezZXG7a1O8piUiS8wqhi1xkBStoS1sGMShqjAohEUk0L5ue8IT5zCeDDGYwg8pUzhmjbCo8NWoieUhNTQXnmLRoEa3PnmXR66+T1qZN1BiFjYgkWuRV1D7jM6pRjalMpVzEn3Rlk4j4aRObSCONCUygMY39nk6pVahGzczGmNkxMztpZj+Ms76lmW0ws31mdtDMxhX/VEUSxyuEhm7YQLevvmLd8OEc6to1aowKIf8pmyRZeeel3eEOb/AG1ahW8IMkoZRPkmy82ukMZ9jMZrrTnZd5OWqMaqeiKbBRM7MU4OfAWKAzMNvMOscM+2tgrnOuBzAL+F/FPVGRRPGC5uW9exm0eTN7e/Zky2uvRY1R0PhP2STJyMun/eznEIcYwhBa0jJqjPLJf8onSTZeNj3kIZ/zOXWpyziitz0om4quMHvU+gAnnXOnnXOZwKfA5JgxDqgZ/rgWcKn4piiSeC+cPMnEJUs42bYty8aPB7OCHySJpmySpBJ5v7TlLKc1rRnIwKgxKoQCQ/kkSSP2fmkPeMAbvEEldJ/Z51W+4CE0A85HfH4B6Bsz5sfAajP7Q6AaMKJYZieSYKmpqdS/epUZc+dytWFDPps+neyUlKgxCpvAUDZJ0vAKoSyymMc8ylNe56UFm/JJks4udnGMY4xmNE3RhdeKQ3FdTGQ28CvnXHNgHPCBmeV6bjP7npntNrPd165dK6YvLVI8UlNTqfzwIbM/+YTHFSrwyZtvklm5ctQYFUKljrJJypS1rOUKV5jMZGrm7IyRUkr5JKWetxHpCldYxSra055+9Isao9rp2RWmUbsItIj4vHl4WaTvAnMBnHPbgMpA/ZgxOOd+4Zzr7Zzr3aBBg2ebsUgJsSdPeGPePGrevcucmTO5G3FDa1DQBJCySZKCVwgd5zjb2U4f+tCJTlFjlE+Bo3ySMs/Lpkwymcc8qlBF90srZoVp1HYB7c2sjZlVJHTC6+KYMeeA4QBm9iKhsNFmHyk1UlNTGbVmDW1Pn2bZ+PFcaNmy4AeJ35RNUuZ5hdB97rOQhTSiESMZGTVGhVAgKZ8kaaxmNde5zhSmUJ3qOcuVTc+vwEbNOZcFfB9YBRwldIWiw2b2EzObFB72Z8Bvm9kB4BPgPeecK6lJixSn1NRUuu/bR7/t29nRty/7e/bMNUZhEzzKJkkWDsdiFvOIR0xjGhWokLNO2RRMyicp67yNSCc4wW5205/+tKWtz7MqewpzMRGcc8uB5THLfhTx8RFgQPFOTaTkpaam0vz8eSYsXcrpNm1YNWpUrjEqhIJL2SRlmVcI7WMfxznOaEbTkIY+z0oKS/kkZVXkpfgXsYiGNGQYw6LGqHYqHsV1MRGRUqna/fvMmDOHuzVrMm/6dFzMFR4bN27s08xEJJl5hdAtbrGSlbSmNX1jLhqoQkhE/OJwLGUpD3nIFKZoT38JUaMmSesn77/PtHnzqJyRwdyZM0mvWjXXmN/5nd/xYWYiksy8Ji2bbBawAMN4ndd1KX4R8Z2XT1/xFUc4wlCG0oQmPs+q7FKjJkkpNTWVoRs20CYtjWXjx/NNnD1nKoRExE/b2MY5zjGWsdSmds5yM8v7QSIiJcRr0u5wh2UsowUtGBBz9K5qp+KlRk2SUvvjxxn4xRfs7dGDAz165FqvoBERP0Tek2g96+lEJ7rTPWrMj370o3gPFREpMZF7+heykGyymcIU7ekvYWrUJOn805/8CVM+/5zLjRuzYtw4v6cjIgI8LYSyyGIBC6hMZSYyUfckEpHA2MUuznCG0YymLnX9nk6Zp0ZNksp/+pu/YcbcuZhzfDZjBlkVKuQao0JIRPy0kY18wzdMYhLVqJazXNkkIn7wNiJd5zprWEN72tOLXlFjlE8lQ42aJJURa9fS9PJlFr7+Orfq5t4SpKARET94hdBFLvIlX/IyL9ORjj7PSkSSXeQhj4tYRHnKM4lJ2tOfIGrUJGl89Pbb9Nu+nZ19+nDsxRf9no6ICBB9yOMiFlGd6oxmdNQYFUIi4qed7OQ85xnDGGpQI2e5sqlkqVGTpPCPf/7nTF64kG8aNmT1yJFxxyhsRMRPm9nMVa4ygQlUoUrOcmWTiPjB24h0k5usZS3taZ/r4kZSstSoSdmXnc3khQup9OgR8994gyc6L01EAsIrhC5zmS1soRvddMijiPgu9pDHFFKYwAQd8phgatSkzFs1bhztT55k9ejRXGvY0O/piIgATwuhJzxhEYuoQhXGMCZqjAohEfHTbnZzlrOMZjS1qJWzXNmUGGrUpEz719/9XYavXcvXHTuyu3fvuGMUNiLipy1s4QpXmMAEqlI1Z7mySUT84G1EusUt1rCGF3iBHuS+56yUPDVqUnZlZDD1889Jr1KFxZMmgVmuISqERMQPXiF0latsYhMv8RIvoosciYi/vGxyOJawBMN0lUcfqVGTMuvLESNoeO0aiyZPJr1atYIfICKSAJGHPC5kIZWpzDjGRY1RISQiftrLXk5zmpGMpDa1c5YrmxJLjZqUSf/23e/Sf+tW9vTsyan27eOOUdiIiJ+2sY1LXGIc43RjaxHxnbcR6Q53WM1qWtM6142tJbHUqEnZ8/Ahry9cyN2aNVk9enTcISqERMQPXiF0gxtsZCOd6MRLvOTzrEREQhyOZSzjCU+YxCTKRbQKqp0ST42alDk7hg2j3s2bLHr9dTIrVfJ7OiIiURyOpSwlhRTGMU7nfoiI77yNSEc5ynGOM5Sh1KVuznplkz/UqEmZ8qv33qPvjh3s6NOHtDZt4o5R2IiIH7xC6AAHOMMZRjCCmtTMWa9sEhE/eNmUQQbLWU5jGtOPfj7PSkCNmpQlDx4wedEibtSty7oRI+IOUSEkIn7wCqEHPGAVq2hBC537ISKBspa1POABE5lICik5y1U7+UeNmpQZ20aOpM7t2yyePJnHFSv6PR0RkVxWs5pHPGICE3Tuh4j4ztuIdI5z7GY3felLM5r5PCvxqFGTsmH3bvpu387uXr0416pV3CEqhETED14hdIpTHOAAAxhAIxrlrB87dqxfUxORJOZlUxZZLGEJtajFUIZGjVHt5C81alL6ZWVxeeJEHlSrxtqRI+MOUdCIiB+8QiiTTJaylLrUZRCDosb06dPHj6mJiADwJV9yjWuMYxyVeHoRNtVO/lOjJqXemnHjaHLlCsvHjeNR5cp+T0dEJJfNbOYWt5jIRCpQIWe5CiER8YO3Eek619nMZjrTmY509HlWEkuNmpRup08zZMMGvu7Yka9ffDHuEBVCIuIHrxC6whW+5Ete5mXaEP9qtCIiieJlk3erkPKUZyzRh2CrdgoGNWpSejnHqZEjyS5XjuXjx4NZwY8REUkArxDKJpslLKEKVRjFqKgxKoRExE/72U8aaYxkJDWokbNc2RQcatSk1Jr/xhu0PX2adSNGcK9mzbhjFDYi4qdd7OIiFxnDGKpSNWe5sklE/OBtRLrP/ZxbhfSkp8+zkryoUZPS6e5dRq1ezcWmTdndu3fcISqERMQPXiF0l7usYx1taUtXuvo8KxGRp1azmkwymchE3SokwNSoSam0bcwYqt+/z/Jx43Dl9GssIsGzmtU84QnjGIfx9NBsFUIi4gdvI1IaaRzkIAMYQEMa5qxXNgWPKlwpfQ4fpu/27ezr2ZNLzZvHHaKwERE/RN4z7RCHGMhA6lEvZ72ySUT8EHnPtGUsoxa1GMhAn2clBVGjJqWLc5yZMIFHlSqxdvjwuENUCImIHyILoeUspw51GMAAn2clIvLUdrbn3DOtIhVzlqt2CiY1alKqzJs+nTZpaawfPpz0atX8no6ISC5b2coNbjCOcbpnmoj4ztuIdJvbbGITHcP/JPjUqEnpce8eo1av5lKTJuzp1SvuEBVCIuIHrxC6xa2cm8e2p73PsxIReWoVq3A4xjAmarlqp+BSoyalxpaxY6l57x4rdAEREQkgh2M5yzGM0YyOWqdCSET84G1EOs5xjnKUwQymDnVy1iubgk3VrpQOZ87Qb/t29nfvzoUWLeIOUdiIiB+8QugYxzjBCYYwhFrUylmvbBIRP3jZ9JjHrGAF9alPf/r7PCspCjVqUiocnjABZ8Z6XUBERALEK4QyyWQFK2hAA/rRz+dZiYg8tYUt3OIW4xhHecrnLFftFHxq1CTwfvnd7/LSkSN8OWAA92rW9Hs6IiK5bGYzd7jDBCaQQkrOchVCIuIHbyPSDW6whS10pSsv8ILPs5KiUqMmwZadzahVq7hbowZbB8S/zLUKIRHxg1cIXeMaW9lKd7rTilY+z0pEJMQ7b7Y85RnFqKh1qp1KBzVqEmjzp0+n+cWLrB8+nMcVKxb8ABGRBHI4lrGMilRkJCOj1qkQEhE/eBuRjnCEU5xiGMOoQY2c9cqm0kONmgRXejoj1q7lUpMmHOjWLe4QhY2I+MErhL7iK9JIYzjDqU71nPXKJhHxg5dNj3jESlbSmMb0prfPs5JnpUZNAmv9hAnUunuX1aNGQZzL8asQEhE/eIVQBhmsYhVNaUov4t/bUUTEDxvZyD3uMZ7xOm+2FCtUo2ZmY8zsmJmdNLMf5jFmhpkdMbPDZvZx8U5Tks0//uAHvPbFFxzt1Imzbdr4PR0JKGWT+GkjG3nAA8YznnIRf05VCAkonyTxvI1IV7nKdrbTk560IP4tjaR0KF/QADNLAX4OjAQuALvMbLFz7kjEmPbAfwQGOOdumVnDkpqwJIdBmzdTPiuLtSNHxl2vQkiUTeKHyEJoBzvoRS+a0cznWUnQKJ/ELw7HClZQiUoMJ/qWRqqdSp/C7FHrA5x0zp12zmUCnwKTY8b8NvBz59wtAOfc1eKdpiST//HHf0yvPXvY26sXN+vVy7X+Bz/4gQ+zkgBSNokvIguhYQyLWqdCSMKUT5JQ3kakoxzlDGcYxjCqUS1nvbKpdCpMo9YMOB/x+YXwskgdgA5m9qWZbTezMcU1QUk+QzZsILtcOTYNGhR3fbVq1eIul6SjbJKEUiEkRaB8koTxsimTTFaxioY01HmzZURxXUykPNAeGALMBv6vmdWOHWRm3zOz3Wa2+9q1a8X0paUs+dff/V26ffUV2/v1436cm1urEJIiUjZJsVAhJCVA+STF6ku+5A53GMc4XUCkjChMo3YRos5EbB5eFukCsNg599g5dwY4Tih8ojjnfuGc6+2c692gQYNnnbOUUampqQxft470ypX5Mo+bW4tEUDZJwqkQkkJSPklCeBuRbnGLLWyhC11oTWt/JyXFpjCN2i6gvZm1MbOKwCxgccyYhYS2CGFm9Qntzj9dfNOUZNAqLY32J0+yZeBAHlWpkmu9CiGJoWyShFAhJM9A+SQJtYpVlKMcI4m+CJtqp9KtwEbNOZcFfB9YBRwF5jrnDpvZT8xsUnjYKuCGmR0BNgB/7py7UVKTlrIn9cc/ZvjatdytUYOdffr4PR0pBZRNkmgqhKSwlE+SCN5GpFOc4mu+ZiADqUWtnPXKptKvwMvzAzjnlgPLY5b9KOJjB/xp+D+RIut47BgtLlxg8cSJZFWokGu9wkbiUTZJSYsthIYxTIWQFIrySUqSl01PeMIKVlCHOrzKqz7PSopbcV1MROSZ/eT99xm2bh3X69Vj/8sv51qvQkhE/OAVQllkqRASkUDawQ6uc50xjKF8xP4X1U5lgxo18VVqairdDh6k4bVrrB82DJeSUvCDREQSaCc7VQiJSGB4G5HucY+NbKQd7ehAB59nJSVBjZr4qtyTJwzatInLjRtztHPnXOtVCImIH1QIiUjQrWUtWWQxhjEYlrNctVPZoUZNfJOamkq3Aweoe+sWG4cOBbOCHyQikkAqhEQkSLyNSOc5zwEO0J/+1Kd+znplU9miRk18Uy4ri0GbN3OxaVOOd8i9pVphIyJ+UCEkIkHkZVM22axgBdWpziAG+TwrKUlq1MQXqampvHzgAHVu3467N02FkIj4QYWQiATdPvZxiUuMYhSVqJSzXLVT2aNGTRIuNTWVlKwsBm7ezIVmzTjZrp3fUxIRiaJCSESCxNuIlE4661hHC1rQla4+z0pKmho18UWPffuofecOG7Q3TUQCQoWQiATdRjbykIeMY5zOm00CatQkoVJTU0l5/JjXvviCcy1acLptW7+nJCISRYWQiASJtxHpG75hJzvpTW+a0CRnvbKp7FKjJgnXc+9eat29q3PTRCQwVAiJSBB52eRwrGAFlanMMIb5PCtJFDVqkjCpqamUf/yYgV98QVqrVpxp0yZqvQohEfFDbCFUiUoqhEQkUI5whDTSGMYwqlI1Z7lqp7JNjZokhFcI9dqzhxr37+u+aSISOCqERCRIvNopk0xWsYpGNKIXvXyelSSSGjVJmPKZmbz2xRecad2as61bR61TISQifohXCPWmt8+zEhF5agtbuMtdxjGOchGlu2qnsk+NmpQ4rxDqvXs31R88CO1NExEJEBVCIhIkXu10k5t8yZd0pSutaJWzXtmUHNSoSUJUyMzktS1bOPXCC5xr1SpqncJGRPygQkhEgm4VqyhHOUYy0u+piA/UqEmJ8gqhV3bupNrDh7n2pqkQEhG/qRASkSDxaqeTnOQYxxjEIGpSM2e9aqfkoUZNSlzFR48Y8OWXnGjXjgstWvg9HRERFUIiEkheNmWRxQpWUJe69Ke/z7MSv6hRkxLjhU2fnTupmp7OxiFDotarEBIRP6gQEpGg28EObnCDMYyhPOVzlqt2Si5q1KREeIVQxYwM+m/dyvH27bnUvLnPsxIReUqFkIgEiVc73eMem9hEe9rTgQ4+z0r8pEZNSlRfb2+azk0TkQBQISQiQbeGNTzhCWMYE7VctVPyUaMmxc4rhCqF96Yd69CBy02b+jwrEZGn1rJWhZCIBIZXO53jHAc5SH/6U496OeuVTclJjZqUmL47dlAlI0PnpolIIEQWQgc4oEJIRALBy6ZsslnBCmpQg4EM9HlWEgRq1KRY5exNS0+n37ZtfN2xI1ci9qapEBIRP6gQEpGg28teLnOZUYyiEpVylqt2Sl5q1KTYeIUQPN2btilmb5qIiJ/2sU+FkIgEhlc7pZPOOtbRilZ0oYvPs5KgUKMmxa5Sejr9t23jaKdOXGnSJGe5CiER8UNsIdSSliqERCRQNrCBDDIYy1gMy1mu2im5qVGTYhG5N63f9u1UfvSITYMH+zgjEZFoG9hAOukqhEQkELza6QpX2MUuetObxjTOWa9sEjVqUqwqp6fTb/t2jnbqxDfamyYiPotXCDVB2SQiweBwrGAFlanMUIYW/ABJKmrU5LnF25sWeaVHFUIi4icVQiISNF7tdJjDnOUswxlOVarmrFftJKBGTYpR5fR0+m7fzpEXX+Rq48YFP0BEpATFFkLDGKZCSER852VTJpmsZjWNaUxPevo8KwkiNWryXCL3pvXfti3XuWkqhETED/EKoV708nlWIiJPfcEX3OUu4xhHuYiSXLWTeNSoyTOLbNIqP3xI3+3bOdy5s/amiUhgqBASkSDxaqcb3GArW+lGN1rS0udZSVCpUZNi0X/bNipmZmpvmoj4ToWQiATdKlaRQgojGRm1XLWTRFKjJs8kcm9alYcP6btjB4dfeolrjRr5OCsRkae8QmgEI6KWqxASET94tdMJTnCc4wxmMDWokbNe2SSx1KjJc3t161YqZmayWXvTRMRnsYXQIAZRk5o565VNIuIHL5uyyGIFK6hHPfrS1+dZSdCpUZMii9ybVu3ePfrs2MGhLl241rAhoEJIRPwRrxDqRz+fZyUi8tR2tnOTm4xhDOUpn7NctZPEo0ZNiiSySQMY+MUXlM/KYuNQ3ZtIRIJBhZCIBIlXO93lLpvYREc60p72Ps9KSgM1avLMat6+Ta89e9jfowc369UDVAiJiD9UCIlI0K1hDdlkM5rRUctVO0le1KhJocXuTRu8aRNA1JUeRUT8pEJIRILEq53Ocpav+IoBDKAudXPWK5skP2rU5JnUvX6dl/fvZ3fv3tytVQtQ2IiIP2ILoVd5VYWQiPjOy6ZsslnBCmpSk9d4zedZSWmiRk0KJXZv2pCNG8kqX54tAwcCKoRExB/xCqGBDPR5ViIiT+1hD1e4wihGUZGKOctVO0lB1KhJgWKbtEZXrtD10CF29OvHg+rVfZqViMhTKoREJEi82ukhD1nPelrTmpd4yedZSWlTqEbNzMaY2TEzO2lmP8xn3DQzc2bWu/imKEEzdP160itXZuurrwIqhMQ/yqbkpkJIgkz5JADrWU8GGYxlLIblLFftJIVRYKNmZinAz4GxQGdgtpl1jjOuBvDHwI7inqT4J3ZvWrPz5+l4/DhbX32VjCpVfJqViLJJnlIhJEGjfEpuXu10mcvsYQ996EMjGuWsVzZJYRVmj1of4KRz7rRzLhP4FJgcZ9zfAj8DMopxfhIkzjF83TruV6vGjr59AYWN+ErZlMRiC6FXeEWFkASJ8inJORwrWEEVqjCEIX5PR0qpwjRqzYDzEZ9fCC/LYWY9gRbOuWXFODfxWezetPYnTtAmLY3NgwfzuFIlFULiN2VTkssmm+UspwpVGMpQv6cjEkn5lKS82ukgBznHOYYznCo8PQJJtZMUxXNfTMTMygH/DfizQoz9npntNrPd165de94vLQlkT54wYs0abtSty55evfyejkiBlE1ll1cIHeAA5znPCEaoEJJSRflUNnnZlEEGq1lNM5rRgx4+z0pKs8I0aheBFhGfNw8v89QAugAbzSwN6AcsjndSrHPuF8653s653g0aNHj2WUuJi92b9vKBAzS8do11I0aQnZKiQkiCQNmUhLxsSiedNayhOc15mZf9nZRIbsqnJLaBDTzgAeMZT7mIUlu1kxRVYRq1XUB7M2tjZhWBWcBib6Vz7o5zrr5zrrVzrjWwHZjknNtdIjOWEhfbpFXIzGTo+vWcb96coy++6NOsRHJRNiWx9awnnXQVQhJUyqck49VOV7jCTnbSm940panPs5LSrsBGzTmXBXwfWAUcBeY65w6b2U/MbFJJT1D812/bNmrcv8+aUaPATIWQBIKyKfl4hdAlLrGLXbzCKzShic+zEslN+ZScsslmGcuoQhWGMzxqnWoneRblCzPIObccWB6z7Ed5jB3y/NMSv8TuTat6/z4DvvySo506cb5lS3TYhQSJsin5eIVQNarluoCICiEJEuVT8og9b3Yyk3XerBSL576YiJRtgzdtosLjx6wdMQKA3//93/d5RiKSjLxCaB/7uMhFRjFKhZCI+C72vNkWtKA73X2elZQVatQkR+zetLrXr9Nrzx729O7Nzfr1VQiJiC+8bHrIQ9aylpa0pBvdfJ6ViMhT61hHOumMY5zOm5Vio0ZNgNxNGsDoVat4XKECGwcP9mFGIiLR1rKWDDIYz3gMy1muQkhE/BB53uxudtOHPjpvVoqVGjWJq92JE3Q4cYLNgwfzsHp1FUIi4guvELrABfayl770pRGNfJ6ViEiIzpuVkqRGTXLtTSuXlcXolSu5Xq8eO/r0oV+/fj7NTESSmZdNXiFUneoMYUjUGBVCIuKHeOfNVqZyznplkxQHNWpJLt4hj3127qT+jRusGj2a7PLlGT16tA8zExEJ2cMeLnOZ0YxWISQivvNqpwc8YC1raUUrnTcrJUKNmkSpev8+gzdt4kS7dpzs0EGFkIj4wiuE7nOfdayjNa3pQhefZyUi8tQ61pFBBuMYp/NmpUSoUUti8famDVu/ngqPH7NKe9FEJADWspZMMnUBEREJhNjzZvvRT+fNSolRoyY5Gl+6RM+9e9nZty83GjRQISQivvAKoTTS2M9++tOfBjTIWa9sEhE/eNn0hCcsZSk1qKHzZqVEqVFLUrn2pmVnM275ch5WrcqmQYMUNCLiCy+bsshiKUupRS0Go1uEiEhw7GAHV7jCWMZSiUo5y1U7SXFTo5aE4h3y2HPfPlpcuMCaUaN4VKWKD7MSEXlqK1u5znXGM56KVMxZrkJIRPzg1U63uc0GNtCe9rzIiz7PSso6NWpC1QcPGLFmDWmtWnGge3cVQiLiC68QusENNrGJznSmAx18npWISIjDsZzlALqAiCSEGrUkE29v2sjVq6mYmcmy8ePBLM6jREQSw+FYxjJSSGEMY6LWqRASET94tdPXfM1xjjOEIdShTs56ZZOUFDVqSa5lWhovHzjAtldf5XrDhgobEfGFVwh9xVec5jTDGU5NauasVzaJiB+8bHrEI5aznEY0oh/9fJ6VJAs1akkkdm9auawsxi9bxu1atXQBERHxjZdN6aSzilU0pSmv8IrPsxIReWo967nHPSYwgRRScpardpKSpEYtScQ75LH/tm00vHaN5ePGkVWxYpxHiYgkzlrW8pCHTGQi5SL+PKkQEhE/eLXTJS6xk530pjctaOHzrCSZqFFLUnVv3GDwpk0c7dSJEx07qhASEV94hdA5zrGHPfSjH01o4vOsRCTZRd4zbQlLqEY1hjM8aoxqJylpatSSQLx7pk1cvJgnKSmsGDfOn0mJSNKLvXlsTWrq5rEiEii72MVlLjOGMVTh6e2LlE2SCGrUyrh4hzz23rOH1mfPsnr0aO7VrKmwERFfbWMbV7nKeMbr5rEi4juvdrrDHdaznna04yVe8nlWkozUqCWZmrdvM2LNGk698AL7evRQISQivoi8Z9pGNtKJTnSko8+zEhEJ8e6Zlk227pkmvlGjVobl2pvmHBOWLsWcY8nEibpnmoj4yuFYwhJSSGEc0YdhqxASET94tdNhDnOMYwxlKHWpm7Ne2SSJpEatjIp3yGP3Awdof/Ika0eM4E6dOgobEfGFl0972UsaaYxilO6ZJiK+87LpIQ9ZznKa0lT3TBNfqVFLEtXv3mX0ypWcbdmSXa+8okJIRHzhFUJ3uctqVtOa1vSkp8+zEhF5aiUrySCDSUzSPdPEV2rUyqB4hzxOXrSI8llZLJ40Ccrpxy4i/nE4lrKUJzxhIhN17oeI+M6rnU5wgoMc5DVeozGNfZ6VJDtV7Emg965dtDt1itWjR3Ozfn0VQiLii8hzP45znGEMox71fJ6ViCQ7L5se8YilLKU+9RnEoKgxqp3ED2rUypjYvWn1rl9n1OrVnGjXjt29eytoRMQXXjY94EHOuR996Rs1RvkkIn5axzrucIfJTKY85XOWK5vEL2rUypDYJq3ckydM+fxzHleowOLJk3WVRxHx3SpW6dwPEQkMr3Y6y1l2spO+9KUFLXyelUiIGrUybNDmzTS7dImlEydyv0YNFUIi4gud+yEiQeRl02Mes5jF1KIWwxgWNUa1k/hJjVoZEbs3rdn58wzcvJn93btztHNnn2YlIsnOy6YMMljCEp37ISKBs5nN3OAGE5lIJSrlLFc2id/UqJUBsU1a5fR03pg3jzu1arFy7FhAYSMi/lrNau5xT+d+iEggeLXTRS6yhS28zMu0o53PsxKJpkatrHGOiYsXU+PePea/8QaPKldWISQivog85HEve3mVV3Xuh4j4LvKQxwUsoDrVGc3oqDGqnSQI1KiVcrF7017ZtYvOR4+ybvhwLjZv7tOsRCTZedmUTjqLWUwDGjCEIVFjVAiJiJ82sIHrXGcyk6lClZzlyiYJCjVqpVhsk9b48mVGrVrFiXbt2Na/P6CwERF/rWAF97nPFKZQgQo5y5VNIuIHr3Y6xzm2spVe9NIhjxJYatTKiIqPHvHGZ5/xsGpVFk6ZAuXKqRASEV94hdDXfM1BDjKQgTSlqc+zEpFk52VTJpksZCG1qc0oRkWNUe0kQaJGrZSK2pvmHOOXLqXOrVt8Pm0aD6tV829iIpLUIm9svYQlNKaxrvIoIoGylrXc5CaTmayrPEqgqVErhWIPeeyzcyfdvvqKTUOGcLZ1a0BhIyL+Ws5y0knndV7XVR5FxHde7XSGMzk3tm5DG59nJZI/NWqlTGyT1uLsWUatWsWxDh3YPHAgoEJIRPzh5dMhDnGYwwxhiG5sLSK+87LpEY9YxCLqUpfhDI8ao9pJgkiNWilW/d49pn/2Gbdr12ZB+Lw0ERE/eIXQXe6yjGU0pSkDGBA1RoWQiPhpJSu5wx1e53UqUjFnubJJgkqVfSkSuTetXFYW0+fOpdKjR8yZOZNHVUKXlVXYiIhfsslmIQvJIoupTCWFlJx1yiYR8YNXOx3hCPvYx2u8Rkta+jwrkcJRo1ZKxB7yOHr1alqeP8/iyZO51qgRoEJIRPzh5dMOdnCa04xhDPWp7/OsRCTZRe7pX8ximtJU93OUUqVQjZqZjTGzY2Z20sx+GGf9n5rZETM7aGbrzKxV8U9VPN337aPPzp1s69+fw126AAoaSU7KJv95hdAVrrCWtXSkIz3pGTVG+STJSPkUDNlks4AFPOEJ05imPf1SqhTYqJlZCvBzYCzQGZhtZp1jhu0DejvnugHzgL8v7okms8i9aS3PnmXikiWcbtOGNSNG+DgrEX8pm/znZdNjHjOf+VShCpOYhGE5Y1QISTJSPvnPy6ftbOcMZxjDGOpRz+dZiRRNYfao9QFOOudOO+cygU+ByZEDnHMbnHMPw59uB5oX7zSTV2STVvvmTWZ++im36tThsxkzcCmhrUIqhCRJKZsCYg1ruMY1Xud1qvH0Po4NGjTwcVYivlI++cirnS5zmbWspROdtKdfSqXCNGrNgPMRn18IL8vLd4EVzzMpya1SRgazP/kEc45P3nyTDF08RETZ5COvEDrOcXayk370ox3tosb8/u//vh9TEwkC5ZNPvGzKJJP5zKcqVbWnX0qt8gUPKTwzexvoDQzOY/33gO8BtGypK+4UxAsbe/KEafPmUe/GDT585x1u1tOue5GiUDYVLy+b7nOfRSyiIQ11TyKRZ6R8KhlrWMN1rvMO71CVqjnL69at6+OsRIqmMHvULgItIj5vHl4WxcxGAH8FTHLOPYr3RM65XzjnejvneuuQmPxFHvI4evVq2p88yfLx40lr0yZnuQohSXLKJh942ZRNNvOZzyMeMY1pVKBCzhhlk4jyyQ9ePh3mMLvYRX/605a2UWP+8A//0I+piTyTwjRqu4D2ZtbGzCoCs4DFkQPMrAfwfwgFzdXin2ZyiWzS+m7bRt8dO9jerx97e/XKWa5CSETZ5Kcv+IIznGEc42hEI7+nIxI0yqcE82qnm9xkMYtpRjNGEH3RNdVOUtoU2Kg557KA7wOrgKPAXOfcYTP7iZlNCg/7B6A68JmZ7TezxXk8nRRB50OHGL1qFUdefJHVo0b5PR2RQFE2JZ5XCJ3hDBvZSDe60YMeUWNUCIkonxLNy6YssviMzzCM6UzXpfil1CvUOWrOueXA8phlP4r4WNeJLyZe2LQ6c4YpCxZwrmVLFkydiiv3tKdW2IiEKJsSJ/K8tPnMpy51Gc94naAvkgflU+KtZjWXucwsZlGb2n5PR+S5FeqG15IYXiHU8JtvmBW+DP+ns2aRVUHnfoiIfyLPS1vAAjLIYDrTqUSlnDHKJhHxg5dPRziScwXaTnSKGqN8ktJKjVpAeEFT884d3vrwQzIrVuTDt98mo+rTKxUpaETET1vYwilOMZaxNKax39MRkSQXeV7aIhbRlKY6L03KFDVqAVLl4UPe+vBDKmZm8tFbb3G3dm2/pyQiSc4rhE5zmg1soAtddONYEfGdl02Pecxc5gIwnemUjzirR9kkpZ0atQBITU2lYkYGb334IXVv3mTOrFlcbRy9tVphIyKJ5hVCt7nNZ3xGfeozkYk6L01EAsHhWMpSrnCFqUylDnX8npJIsVKj5rPU1FTKZ2Yy+5NPaHzlCnNnzIi6VxqoEBKRxIvcWj2HOWSTzUxm6rw0EfGdl0+72MUBDjCYwXSkY9QY5ZOUBWrUfJSamkpKVhYz5s6l1dmzLJg6lRMdFTQiEgze1urLXGYqU6lPfb+nJCJJzmvSznKWlaykAx0YzOCoMaqdpKxQo+aT1NRU7MkTps6fT/uTJ1kyaRKHu3Txe1oiItpaLSKB5GXTXe7yGZ9Rm9pMYQrl0C2MpGxSo+aX7GwmLV5M56NHWTl6NPt69sw1RGEjIonmFULnOMdKVtKe9tpaLSK+i72p9SMeMZOZVKGKzzMTKTlq1HyQ+v77TFqyhJcPHGDD0KHs6N8/1xgVQiKSaJEXD5nDHGpTm6lM1dZqEQkE73Ds85xnMpNpRKOo9conKWvUqCVY6vvvM2nxYnrs28fGwYPZPHhwrjEKGhFJNK9JyyCDj/mYLLKYzWxtrRYR33n5tJWt7Gc/gxhEF6JPF1HtJGWRGrUE+onXpO3fz8YhQ9g0dGiuMQoaEUk0rwjKJpv5zOca15jBDBrQIGqc8klEEs3Lp6McZQ1reImXGMKQqDHKJimryhc8RIrDT95/n0mLFoUOdxwyhM1Dhvg9JRGRKKtZzQlOMJ7xtKVt1DoVQiKSaF6TdpnLfM7nNKUpr/O6DseWpKFGLQF+8v77TF64kO4HD7J+6FC+iHO4IyhsRCTxvEJoN7vZznb60pdXeCVqjLJJRBIt8gqPH/MxVajCbGZTgQo+z0wkcXToYwn727/5G6bOnx9q0oYNU5MmIoHhFUInOMFyltOOdoxiVNQYZZOIJJqXTY94xMd8TAYZzGY2NagRNU75JGWd9qiVpIcPmTlnDh1OnGDNyJFsHTAg7jAFjYgkmlcIXeACc5lLQxryBm+QQkrOGGWTiCRa5GX45zCHb/iG2cymCU2iximfJBmoUSspd++S1q0b7c+eZcnEiezt1SvuMAWNiCSaVwhd5zof8zHVqMZbvEVlKvs8MxFJZj/96U+B0IWNFrGI05xmMpPpQIeocaqdJFmoUSsJ169zqVs3WnzzDfPfeIPDXbrEHaagEZFE85q0e9zjQz4E4B3e0SFFIuK7rKwsANawhq/4iuEMpwc9osYomySZqFErbhcvcu3ll2lw+zafzprFyQ4d4g5T0IhIokXeK+0jPuIBD3iP96hHvahxyicRSbTIe6VtYxt96MNrvBY1RtkkyUYXEylOx45xq0sXat69y4dvv51nkyYikmiRJ+d/xEdc5SozmEEzmkWNUyEkIonm5dMudrGa1bzES4xhDIbljFE2STJSo1ZcvvyShz16UOHxY3793nuca906z6EKGxFJJK8IyiSTT/iEC1zgDd6gPe2jximbRCTRvHzay16WsYwOdGAKU3SvNBHUqBWPzz/n8ZAhpFepwr9997tcbto0z6EKGxFJJK8Iesxj5jCHNNKYwhQ60zlqnLJJRBLNy6eDHGQxi2lLW6YznfI6M0cEUKP2/P7n/8RNm8aVxo35t+9+l9t16+Y5VIWQiCRS5GWuP+MzTnGKyUymG92iximbRCTRvHw6zGEWsIDWtGYmM3Pd0Fr5JMlMmyyeVXY2/MVfwD/+I1936sTn06aRVaFCnsMVNCKSSJF70uYylxOcYDzjdQU1EfFd5J60BSygOc2ZzWwqUjFqnPJJkp0atWeRng7f/jbMmcPOV15h5dixuHJ575xU0IhIIkVeOOQTPiGNNCYwgd70jhqnbBKRRIs8J20xi2lFK97kTSpRKWqc8klEjVrRXb4Mr78OO3eyZsQItg4YAGZ5DlfQiEgieUVQOul8xEdc5CJTmEJ3ukeNUzaJSCJ52QSwne2sZCXtaMcMZmhPmkge1KgVxb593BkyhCrp6SyYOZOvX3wx3+EKGhFJpMibWXuX4J/OdF04RER85WWTw/EFX7Ce9XSiE2/wRq4LhyifRJ5So1ZYCxaQOXMmVKnCL7/zHb5p0iTf4QoaEUkkrxC6xrWcm1nPZrYuwS8ivvKy6QlPWM5y9rCHbnRjMpNJISVqrPJJJJoatYI4B3/3d/CXf8nVZs34dNYsHtSoke9DFDQikiiRhxOd5Syf8AkppPAe7+lm1iLiq8jzZecxjxOc4DVeYzjDo25mDconkXjUqOUnPR2+9z348EMOdu3K4kmTeJLPlR1BQSMiiRPZpB3iEAtYQG1q8xZvUZfoW4Uom0QkkSIPxf6Yj7nClbgXNQLlk0he1KjlJS2NOyNGUOvUKdYPHcoXgwble9EQUNCISOJ4RVA22axnPVvYQgtaMJvZVKVq1Fhlk4gkSuQGpPOcZw5zeMQjZjGLjnTMNV75JJI3NWrxrFnDw8mTqZSdzcezZ3OiY+5giaWgEZFEibyy43zmc5KT9KQn4xinE/NFxDeRTdoe9rCMZdSiFm/zNo1pHDVW2SRSMDVqkZyDn/2M7L/8S+41aMCcmTO5Va9evg9R0IhIokQWQVe4whzmcIc7OpxIRHzn5dNjHrOSlexhD21pyzSmaS+/yDNSo+a5d48jffvS+ehRjrz0EosnTeJxpUr5PkRBIyKJEnl56x3sYA1rqEIV3uM9WtIy13jlk4gkQuQGpG/4hvnM5ypXGcAAhjOccpSLGq9sEik8NWoAX3/NtYED6XTjBqtGjWJ7//46H01EAiGyCLrPfRaxiBOcoAMdmMxkqlEtaryySUQSITKbHI5d7GI1q6lEJd7irVy3BgHlk0hRJX2jtmDqVMYvXUrVChX44FvfIq1NmwIfo6ARkZIWWwQd4hArWMEjHjGWsfShjy5vLSK+iMynW9xiKUs5xSna0Y7XeZ3qVM/1GOWTSNElbaP207/6K8YtX86U/ftJa9WKz6dN417Nmvk+RiEjIokQWQTd4Q7LWMZxjtOUpkxmMo1olOsxyicRKWmR2ZRNNjvZyTrWYRhjGcsrvKJDHUWKUdI1aqmpqdS/epXf/uwzGly7xuZBg9g4eDAuJSXfxyloRKSkRRZBWWSxne1sZjPZZDOKUfSjX64iCJRPIlKyIrMJ4BznWMlKLnGJdrRjAhOoTe1cj1M2iTyfpGnUvJDpvn8/45Yt43GFCnz4zjucbtu2wMcqaESkJMUe5niUo6xmNbe5TXvaM5axuW5gDcomESlZsQ3abW6zhjUc5jA1qMFUptKVrrkOwwblk0hxKPONmhcyFTIzGbt8OT327+dM69Z8Pm0a92vUyPexChkRKSmxBZDDcZzjbGITl7hEQxryDu/Qlvgbk5RPIlIS/uEf/oGHDx9GLbvNbbawhX3swzAGM5gBDKAiFXM9XtkkUnzKZKMWWwA1vXiRqfPnU/fmTTYOHszmwYNx5XIfPhRJQSMixS02mwCe8ISjHGULW7jCFWpTm4lM5GVeJoXch2Qrm0SkJMTLp6tcZTvb2c9+AHrQg0EMoha1co1VNokUvzLRqMULFwDLzua1LVsYvHEj96tX59fvvcfZ1q3zfS4FjYgUl7yyCUIXCdnLXvawh/vcpw51mMxkutFNDZqIlLi88imLLI5xjF3sIo00UkihF70YwIC456GB8kmkpBSqUTOzMcA/AynA/3PO/V3M+krAb4BewA1gpnMurTgmmF+hk59at24xZcECWp07x1ddurBs/HgeVamS53iFjEjp42c2QdHz6R73OMpRDnGIc5wDoB3t6EMf2tEu7oVCQPkkUhqVptopiyzSSOMQh/iar8kgg1rUYgQj6EGPXPdr9CibREpWgY2amaUAPwdGAheAXWa22Dl3JGLYd4Fbzrl2ZjYL+BkwsyQmXCDn6HrwIOOWLwfg8ylT+KpbtzxvYK2QESmdgp5NDsdd7nKZy6SRxmlOc5WrADSgAUMZSle6xr1IiEf5JFI6BT2fMsnkG77hPOc5zWnOcpbHPKYSlehEJ7rQhba01cYjEZ8VZo9aH+Ckc+40gJl9CkwGIsNmMvDj8MfzgH8xM3POuWed2LPsSauUns74ZcvoeugQZ1u2ZMGUKdypUyfuWIWMSKnnSzbB03w6yUkyyOBx+N997nOHO9zmNle5SjrpAKSQQita0Y1utKd93PugeVq2bMm3v/3t55meiPjP19rpOte5xjUyyeQxj0knnbvc5Q53uBH+56lPfXrQg7a05QVeoAIV8nx+1U4iiVWYRq0ZcD7i8wtA37zGOOeyzOwOUA+4HjnIzL4HfA9CxUhxG7xpEy8dPsz6YcPY8tprcS8YopARKTN8z6aFLOQ+958+D0YNalCLWnSiE01oQmMa04Qm+RY/oGwSKWN8zadDHGIjG6OWVaYytahFAxrQla40pjFNaUpNaub7XMomEf8k9GIizrlfAL8A6N27d75bjN5///0i71XbOGQIh7p25VKzZrmeS0QkL0XJJniaT2/zNuUoR4XwvypUiXshkPyeR0QkP89SO/WkJx3pSEUqUoEKVAr/Kwrlk4j/CtOoXQRaRHzePLws3pgLZlYeqAUR+9UTJLNyZS41a6ZwEUkOvmdTYxoXabyySSRp+JpPNcP/ikL5JBI8hWnUdgHtzawNoVCZBbwZM2Yx8C6wDXgDWP+854CAQkNE8uVbNoHySUTypdpJRJ5bgY1a+Ljp7wOrCF1i9pfOucNm9hNgt3NuMfBvwAdmdhK4SSiQRERKjLJJRIJK+SQixaFQ56g555YDy2OW/Sji4wxgevFOTUQkf8omEQkq5ZOIPK/4N8gQERERERER36hRExERERERCRg1aiIiIiIiIgGjRk1ERERERCRg1KiJiIiIiIgEjBo1ERERERGRgFGjJiIiIiIiEjDmnPPnC5tdA84Wcnh94HoJTqeoNJ+8BWkuEKz5BGkuUDLzaeWca1DMz5lQRcwmCNbPNUhzAc0nP0GaCwRrPiU1l2TLpyD9TCFY8wnSXEDzyU+Q5gIJrp18a9SKwsx2O+d6+z0Pj+aTtyDNBYI1nyDNBYI3n9IqSK9jkOYCmk9+gjQXCNZ8gjSX0ixor2OQ5hOkuYDmk58gzQUSPx8d+igiIiIiIhIwatREREREREQCprQ0ar/wewIxNJ+8BWkuEKz5BGkuELz5lFZBeh2DNBfQfPITpLlAsOYTpLmUZkF7HYM0nyDNBTSf/ARpLpDg+ZSKc9RERERERESSSWnZoyYiIiIiIpI0AtWomdkYMztmZifN7Idx1lcysznh9TvMrLXP83nPzK6Z2f7wf79VgnP5pZldNbNDeaw3M/sf4bkeNLOePs5liJndiXhdflRScwl/vRZmtsHMjpjZYTP74zhjEvL6FHIuCXt9zKyyme00swPh+aTGGZPQ91VppGzKdy6ByaZCzieR77/AZFMR5pOQ10fZVHyClE9Byqbw1wtMPimbnns+yVk7OecC8R+QApwCXgAqAgeAzjFjfh/41/DHs4A5Ps/nPeBfEvT6DAJ6AofyWD8OWAEY0A/Y4eNchgBLE/i70wToGf64BnA8zs8qIa9PIeeSsNcn/P1WD39cAdgB9IsZk7D3VWn8T9lU4HwCk02FnE8i33+ByaYizCchr4+yqdhex8DkU9CyKfz1ApNPyqbnnk8iX5/A5FOQ9qj1AU4650475zKBT4HJMWMmA78OfzwPGG5m5uN8EsY5txm4mc+QycBvXMh2oLaZNfFpLgnlnLvsnNsb/vgecBRoFjMsIa9PIeeSMOHv93740wrh/2JPTE3k+6o0UjblI0jZVMj5JEyQsqkI80kIZVOxCVI+BSqbIFj5pGx67vkkTJDyKUiNWjPgfMTnF8j9Q8oZ45zLAu4A9XycD8C08C7heWbWooTmUhiFnW+i9A/vMl5hZi8l6ouGdz33ILT1I1LCX5985gIJfH3MLMXM9gNXgTXOuTxfmwS8r0ojZdPzCVo2gQ/5FKRsKmA+kKDXR9lULIKUT6UtmyB4+aRsCkA2hecRiHwKUqNWGi0BWjvnugFreNpZJ7u9QCvnXHfgfwILE/FFzaw6MB/4E+fc3UR8zWecS0JfH+fcE+fcy0BzoI+ZdSnJryeBoGzKW8LzKUjZVIj5JOz1UTYlJWVT3pRNAckmCE4+BalRuwhEbllpHl4Wd4yZlQdqATf8mo9z7oZz7lH40/8H9CqhuRRGYV6/hHDO3fV2GTvnlgMVzKx+SX5NM6tA6M39kXPu8zhDEvb6FDQXP16f8Ne6DWwAxsSsSuT7qjRSNj2fwGQTJP79F6RsKsx8/MgnZdNzCVI+lbZsggDlk7IpeNkU/lq38TGfgtSo7QLam1kbM6tI6MS8xTFjFgPvhj9+A1jvnCupG8EVOJ+YY3UnETqm1i+LgW+Fr9LTD7jjnLvsx0TMrLF3nK6Z9SH0e1Zif1zDX+vfgKPOuf+Wx7CEvD6FmUsiXx8za2BmtcMfVwFGAl/HDEvk+6o0UjY9n8BkEyT8/ReYbCrsfBL1+iibik2Q8qm0ZRMEKJ+UTcHIpvDzByafyhf3Ez4r51yWmX0fWEXoykG/dM4dNrOfALudc4sJ/RA/MLOThE7InOXzfP7IzCYBWeH5vFdS8zGzTwhd8aa+mV0A3id0ciPOuX8FlhO6Qs9J4CHwbR/n8gbwe2aWBaQDs0r4j+sA4B3gKwsdTwzwl0DLiDkl6vUpzFwS+fo0AX5tZimEQm2uc26pX++r0kjZlL8gZVMh55PI91+Qsqmw80nU66NsKgZByqegZRMEK5+UTc89n6SsnUwbp0RERERERIIlSIc+ioiIiIiICGrUREREREREAkeNmoiIiIiISMCoURMREREREQkYNWoiIiIiIiIBo0ZNREREREQkYNSoiYiIiIiIBIwaNRERERERkYD5/wFgFbkLMnY7iwAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -307,22 +307,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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RbQv4xur7z7eVJfDa5a2O6qJ9wYWDblJvdBXAmXlZryuiemhfajw55YccqZe6XYp8w2LlmfnA8lZHpdnylfqn2y6I72t7PAlcC3wJWFIAR8RFNGdUXEmzK+OngReAj9Oc6vaXwDsy81vV8XcAN9GcgfFzmfnpqvyNwH3AecAngVsz0x7Lc+TKN51O664ZnUuTx8bGnB1xlrrtgvjZ9p8j4kLgt8/h9/4a8KnMvD4iVgLnA3cCT2Tm+yPiduB24L0RcTmwBbgC+C7gjyLib2XmUeAeYCvwRZoBvBl49BzqJekMWnfNaBzYz9jk6mPfXaRx9pa6HeXfABuXcmJETAM/CLwLIDMPAYci4jrgzdVh9wOfA94LXAdsy8yDwIsRsQO4OiL+EpjOzCer130AeCsGcNda/b2tlszY2JgbrqgrrUU545NTx767XPnsddsH/Accn4w0DnwvsH2Jv/O1wALwXyPi9cCfALcCazNzDiAz5yLiNdXx62m2cFt2VmWHq8ed5YvVfyvNljKXXHLJEqs9fNr7e8cmV7NixTg//w82OO1MS+Jy5bPXbQv4l9oeHwH+KjN3nurgLn7nG4CfzcynIuLXaHY3nEosUpanKT+5MPNe4F6ATZs2GS9tWv2945NTHD2wlzsf/AJrNl5VuFYaVC5XPjtdfUaoNuX5U5o7or0KOHQOv3MnsDMzn6p+fohmIM9HxDqA6vuutuPbh+M3AC9X5RsWKdc5WLl6unQVpJHRVQBHxDuAp4G3A+8AnoqIJW1HmZn/F/hGRPztquha4DngEY4v+LgReLh6/AiwJSJWRcRlNPuen666K/ZGxDUREcANbedIUu112wXxC8D3ZeYugIhYA/wRzdbrUvws8GA1A+IvgJ+i+Z/B9oi4Cfg6zbAnM5+NiO00Q/oIcEs1AwLgZo5PQ3sUB+C6csJ93eyQ0TLzhp7d6zaAx1rhW/lrzuGW9pn5ZWDTIk9de4rj7wLuWqR8luZcYp0FF1uolxyM6163AfypiPg08LHq5x+jOe9WA8rFFuolB+O6c6Z7wn0PzelhPx8R/wL4+zRnHzwJPNiH+kkaUFntqNdoNFwldwpnagH/Ks0VamTmJ4BPAETEpuq5f9bDummZ2ferfjq4bw//6kOzTH3nd9sdcQpnCuBLM/OZzsLMnI2IS3tTJS2nRtsdDOz7Vb+tXD1td8RpnOnzwORpnjtvOSui3pifn+fH/tPv8MwzzxzbYnLV1EWlqyWJM7eA/zgi/mVmfri9sJoq9ie9q5aWU8T4sc1TbPlK9XGmAH4P8PsR8RMcD9xNwErgn/ewXlpm3tFYddBwjvAJThvAmTkP/EBE/EOOz7f9H5n5mZ7XTNLQaY1DAA7K0f1+wJ8FPtvjukgaAc5BP26p+wFLUtfalyefci/DEWQAD5nOPjapDlrLk1sDwa1paaPeJ2wAD5lWH1tmgw9e776+qo/2geBsWxT03oe+AjGafcIG8BCanJ7hwCu7j009O3LkcOkqSSfobBG3bmc0aq3g0XmnQ65RrbtvX2bsogvVWfvfz4P79nDLhx8/3k88ImwBDwmXGWvQrbrgotJV6DsDeIg4vUfDYJQG5gzgAdV5S/mFhQV3ONNQGKXFGgbwgOq8pbz7PGiYTE7PjMStjQzgAdLe6m3tbAbVLeXd50EDLvPExRqjcGsjA3iAtLd69+/5Jms2Os9Xw+PQ/ldO2rVv2PcSNoAHTGug7fDhQ4VrIi2/Udu1zwCWVGvD3BdsANeY+zpIw90XbADX2KL7OjjVTCNocmrm2HJlGJ6WsAFcQ+13L56cmuHA3t3eUkgjr9USXrFinA9efxWve93rBj6EB7v2Q6rV8n3PfZ/n8OHmRjru6yA1/x1EjA3NvhG2gGuks+UraXErV08PRXeEAVwjbqgjdac1Z3jQB+YM4JroXN0m6fSGYWDOAC6svdvh3b/+MDOv/TulqyQNjM6BubVr1w5UEBvAhbV3O4xPnl+6OtLAmZya4eiBvQPZJWEAF7LYgNvh3bsK10oaXIPYJWEA91mj42aEB/c54CYtl0HrkjCA+6xzpsOqKF0jabgMUpeEAdwnzvGV+qu1lWXrhrVQv24JA7hPnOMr9V82Gjz33HP80udfhqjfLY4M4GXUeZ+2lrGxMRqNhjfNlPrs4L493PngLGs2XnVsgK7173NsbKx4i9gAXkaL3adtbHI1ExMTfOBtry9dPWkkrVw9DRwfoGv/d1m6RWwAL7NWK7d1n7bxySlWrBj3rsVSDbTuuDE+OVWLWx3Vpzd6iDU/Bn3h2M5mkuqjNUjX2XXYDwbwOWj9wb300ku89NJLzQngp2jltj4GSaqX+fl5fuw//Q7PPPNM34PYLoiz1H6boEajwU//5h+d0OfrDAdp8ESMc9u22b4v4DCAz1JroA3gA297/Ul9vpIGQ/vNPmHxBRxr167t6dLmYgEcEePALPBSZv5IRMwAHwcuBf4SeEdmfqs69g7gJuAo8HOZ+emq/I3AfcB5wCeBWzOz50Ndk9MzZKPhwJo0wNpnRRw5cnx8prWAA05scPVixkTJPuBbgefbfr4deCIzNwJPVD8TEZcDW4ArgM3A3VV4A9wDbAU2Vl+b+1N1B9akYdDNrb4mp2d6Noe/SABHxAbgnwK/1VZ8HXB/9fh+4K1t5dsy82BmvgjsAK6OiHXAdGY+WbV6H2g7Z9m1BtzaB9ocWJOGU7ZtHdDLT7mluiB+Ffh3wFRb2drMnAPIzLmIeE1Vvh74YttxO6uyw9XjzvKecCmxNDrauyfOX3Nxz7a57HsLOCJ+BNiVmX/S7SmLlOVpyhf7nVsjYjYiZhcWFrr8tU3tLV/vTCyNjvZ/781AnuVddz+2rHdjLtECfhPwoxHxw8AkMB0R/w2Yj4h1Vet3HdDanXwn0N7k3AC8XJVvWKT8JJl5L3AvwKZNm87qA4UtX0lw4uDccul7Czgz78jMDZl5Kc3Btc9k5juBR4Abq8NuBB6uHj8CbImIVRFxGc3Btqer7oq9EXFNRARwQ9s5y2py2pavpOVXp3nA7we2R8RNwNeBtwNk5rMRsR14DjgC3JKZR6tzbub4NLRHqy9JGghFAzgzPwd8rnr818C1pzjuLuCuRcpngSt7V0NJ6h33gpCkQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSrEAJakQgxgSSqk7wEcERdHxGcj4vmIeDYibq3KZyLi8Yj48+r7q9rOuSMidkTECxHxlrbyN0bEV6vnPhQR0e/3I0lLVaIFfAT4t5n5vcA1wC0RcTlwO/BEZm4Enqh+pnpuC3AFsBm4OyLGq9e6B9gKbKy+NvfzjUjSueh7AGfmXGZ+qXq8F3geWA9cB9xfHXY/8Nbq8XXAtsw8mJkvAjuAqyNiHTCdmU9mZgIPtJ0jSbVXtA84Ii4FrgKeAtZm5hw0Qxp4TXXYeuAbbaftrMrWV487yxf7PVsjYjYiZhcWFpb1PUjSUhUL4Ii4APg94D2Z+crpDl2kLE9TfnJh5r2ZuSkzN61Zs+bsKytJPVAkgCNigmb4PpiZn6iK56tuBarvu6ryncDFbadvAF6uyjcsUi5JA6HELIgAPgI8n5m/3PbUI8CN1eMbgYfbyrdExKqIuIzmYNvTVTfF3oi4pnrNG9rOkaTaW1Hgd74J+EngqxHx5arsTuD9wPaIuAn4OvB2gMx8NiK2A8/RnEFxS2Yerc67GbgPOA94tPqSpIHQ9wDOzP/J4v23ANee4py7gLsWKZ8Frly+2klS/7gSTpIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqRADWJIKMYAlqZCBD+CI2BwRL0TEjoi4vXR9JKlbAx3AETEO/BfgnwCXAz8eEZeXrZUkdWdF6Qqco6uBHZn5FwARsQ24DnhuOX/JgVd2c3DvHsYOH6ZxYP+x74f2v8KBvbtPKDvV926OXe7Xq8Oxg1LPUX9Po/7+u329oxMTyxktAx/A64FvtP28E/h7nQdFxFZga/Xjvoh4oQ91W06vBr5ZuhJLMIj1HsQ6g/Xum+/6j8DZ1/tTmbm5s3DQAzgWKcuTCjLvBe7tfXV6IyJmM3NT6XqcrUGs9yDWGax3vy1XvQe6D5hmi/fitp83AC8XqosknZVBD+A/BjZGxGURsRLYAjxSuE6S1JWB7oLIzCMR8a+BTwPjwEcz89nC1eqFQe0+GcR6D2KdwXr327LUOzJP6jKVJPXBoHdBSNLAMoAlqRADuCbOtKQ6It4cEd+OiC9XX/++RD07RcRHI2JXRHztFM9HRHyoel/PRMQb+l3HRep0pjrX9VpfHBGfjYjnI+LZiLh1kWPqeL27qXftrnlETEbE0xHxlare/2GRY87tememX4W/aA4g/h/gtcBK4CvA5R3HvBn4w9J1XaTuPwi8AfjaKZ7/YeBRmnO2rwGeGoA61/VarwPeUD2eAv5skb8ndbze3dS7dte8uoYXVI8ngKeAa5bzetsCrodjS6oz8xDQWlJde5n5BWD3aQ65Dnggm74IXBQR6/pTu8V1Uedaysy5zPxS9Xgv8DzN1aDt6ni9u6l37VTXcF/140T11Tlr4ZyutwFcD4stqV7sL+j3Vx+HHo2IK/pTtXPW7Xurm1pf64i4FLiKZqusXa2v92nqDTW85hExHhFfBnYBj2fmsl7vgZ4HPES6WVL9JeC7M3NfRPww8N+Bjb2u2DLoarl4zdT6WkfEBcDvAe/JzFc6n17klFpc7zPUu5bXPDOPAn83Ii4Cfj8irszM9rGDc7retoDr4YxLqjPzldbHocz8JDAREa/uXxWXbOCWi9f5WkfEBM0QezAzP7HIIbW83meqd52vOUBm7gE+B3RuqHNO19sAroczLqmOiO+MiKgeX03zz+6v+17Ts/cIcEM1WnwN8O3MnCtdqdOp67Wu6vQR4PnM/OVTHFa7691Nvet4zSNiTdXyJSLOA34I+NOOw87petsFUQN5iiXVEfHu6vnfBK4Hbo6II8D/A7ZkNQxbUkR8jOYI9qsjYifwPpqDFa16f5LmSPEO4G+AnypT0+O6qHMtrzXwJuAnga9W/ZIAdwKXQH2vN93Vu47XfB1wfzRv/DAGbM/MP+z4d3lO19ulyJJUiF0QklSIASxJhRjAklSIASxJhRjAklSIASxJhRjAklTI/wdCvzy3VqOX4wAAAABJRU5ErkJggg==\n", 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" ] @@ -352,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -406,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 24, "metadata": { "scrolled": true }, @@ -415,7 +415,7 @@ "\n", "events = mc_sampling(220**2, m_e, m_muon, N)\n", "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", + "df_monochromatic = pd.DataFrame(events, columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -424,12 +424,12 @@ " '$pz_{\\mu_2}$'\n", " ]\n", " )\n", - "df.to_csv('Events.csv')" + "df_monochromatic.to_csv('Events.csv')" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -464,48 +464,48 @@ " \n", " \n", " 0\n", - " 17316.527301\n", - " -5.433461\n", - " 5.765209\n", - " 30041.180339\n", - " 5.433461\n", - " -5.765209\n", + " 19384.075991\n", + " 11.185892\n", + " 20.325721\n", + " 27973.631649\n", + " -11.185892\n", + " -20.325721\n", " \n", " \n", " 1\n", - " 27503.182990\n", - " 15.413692\n", - " 19.573076\n", - " 19854.524651\n", - " -15.413692\n", - " -19.573076\n", + " 18130.477825\n", + " 4.070783\n", + " -15.981318\n", + " 29227.229816\n", + " -4.070783\n", + " 15.981318\n", " \n", " \n", " 2\n", - " 19427.628277\n", - " -22.880844\n", - " -4.770555\n", - " 27930.079364\n", - " 22.880844\n", - " 4.770555\n", + " 29105.052618\n", + " 16.843094\n", + " -4.149648\n", + " 18252.655023\n", + " -16.843094\n", + " 4.149648\n", " \n", " \n", " 3\n", - " 27114.107028\n", - " -2.264480\n", - " 26.009866\n", - " 20243.600613\n", - " 2.264480\n", - " -26.009866\n", + " 19098.979896\n", + " -21.392290\n", + " -5.101811\n", + " 28258.727744\n", + " 21.392290\n", + " 5.101811\n", " \n", " \n", " 4\n", - " 20442.471294\n", - " -24.703165\n", - " -10.001350\n", - " 26915.236346\n", - " 24.703165\n", - " 10.001350\n", + " 19322.169802\n", + " 20.066387\n", + " 11.137386\n", + " 28035.537838\n", + " -20.066387\n", + " -11.137386\n", " \n", " \n", " ...\n", @@ -518,48 +518,48 @@ " \n", " \n", " 999995\n", - " 27497.574150\n", - " -15.641352\n", - " 19.415469\n", - " 19860.133491\n", - " 15.641352\n", - " -19.415469\n", + " 19950.465307\n", + " 10.665063\n", + " -22.860028\n", + " 27407.242333\n", + " -10.665063\n", + " 22.860028\n", " \n", " \n", " 999996\n", - " 18537.896416\n", - " -16.499060\n", - " -9.681793\n", - " 28819.811224\n", - " 16.499060\n", - " 9.681793\n", + " 24853.833998\n", + " 0.445090\n", + " 30.105091\n", + " 22503.873642\n", + " -0.445090\n", + " -30.105091\n", " \n", " \n", " 999997\n", - " 19736.455940\n", - " -18.891004\n", - " -15.621396\n", - " 27621.251700\n", - " 18.891004\n", - " 15.621396\n", + " 29735.690713\n", + " 9.278094\n", + " -7.651838\n", + " 17622.016928\n", + " -9.278094\n", + " 7.651838\n", " \n", " \n", " 999998\n", - " 22654.349050\n", - " 30.183344\n", - " 1.619473\n", - " 24703.358591\n", - " -30.183344\n", - " -1.619473\n", + " 29502.308137\n", + " -14.067857\n", + " -2.561903\n", + " 17855.399504\n", + " 14.067857\n", + " 2.561903\n", " \n", " \n", " 999999\n", - " 29066.439399\n", - " -4.004324\n", - " 17.143094\n", - " 18291.268241\n", - " 4.004324\n", - " -17.143094\n", + " 22323.971470\n", + " 29.928788\n", + " 0.980045\n", + " 25033.736170\n", + " -29.928788\n", + " -0.980045\n", " \n", " \n", "\n", @@ -568,63 +568,63 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 17316.527301 -5.433461 5.765209 30041.180339 5.433461 \n", - "1 27503.182990 15.413692 19.573076 19854.524651 -15.413692 \n", - "2 19427.628277 -22.880844 -4.770555 27930.079364 22.880844 \n", - "3 27114.107028 -2.264480 26.009866 20243.600613 2.264480 \n", - "4 20442.471294 -24.703165 -10.001350 26915.236346 24.703165 \n", + "0 19384.075991 11.185892 20.325721 27973.631649 -11.185892 \n", + "1 18130.477825 4.070783 -15.981318 29227.229816 -4.070783 \n", + "2 29105.052618 16.843094 -4.149648 18252.655023 -16.843094 \n", + "3 19098.979896 -21.392290 -5.101811 28258.727744 21.392290 \n", + "4 19322.169802 20.066387 11.137386 28035.537838 -20.066387 \n", "... ... ... ... ... ... \n", - "999995 27497.574150 -15.641352 19.415469 19860.133491 15.641352 \n", - "999996 18537.896416 -16.499060 -9.681793 28819.811224 16.499060 \n", - "999997 19736.455940 -18.891004 -15.621396 27621.251700 18.891004 \n", - "999998 22654.349050 30.183344 1.619473 24703.358591 -30.183344 \n", - "999999 29066.439399 -4.004324 17.143094 18291.268241 4.004324 \n", + "999995 19950.465307 10.665063 -22.860028 27407.242333 -10.665063 \n", + "999996 24853.833998 0.445090 30.105091 22503.873642 -0.445090 \n", + "999997 29735.690713 9.278094 -7.651838 17622.016928 -9.278094 \n", + "999998 29502.308137 -14.067857 -2.561903 17855.399504 14.067857 \n", + "999999 22323.971470 29.928788 0.980045 25033.736170 -29.928788 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -5.765209 \n", - "1 -19.573076 \n", - "2 4.770555 \n", - "3 -26.009866 \n", - "4 10.001350 \n", + "0 -20.325721 \n", + "1 15.981318 \n", + "2 4.149648 \n", + "3 5.101811 \n", + "4 -11.137386 \n", "... ... \n", - "999995 -19.415469 \n", - "999996 9.681793 \n", - "999997 15.621396 \n", - "999998 -1.619473 \n", - "999999 -17.143094 \n", + "999995 22.860028 \n", + "999996 -30.105091 \n", + "999997 7.651838 \n", + "999998 2.561903 \n", + "999999 -0.980045 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 28, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df" + "df_monochromatic" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -637,22 +637,22 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "sns.distplot(df_monochromatic['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", + "sns.distplot(df_monochromatic['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df_monochromatic['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, @@ -662,13 +662,13 @@ "" ] }, - "execution_count": 25, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -681,7 +681,7 @@ ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" + "sns.distplot(df_monochromatic['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" ] }, { @@ -734,7 +734,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -743,13 +743,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[50031.41629793 50392.73718415 49263.85097294 ... 48973.02755221\n", - " 52511.17379926 50960.78180381]\n" + "[52608.52265967 52372.09185455 52826.49659446 ... 52130.65430508\n", + " 52436.74472364 50458.31245701]\n" ] }, { "data": { - "image/png": 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+ "image/png": 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" ] @@ -763,17 +763,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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1291253 rows × 6 columns

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1301924 rows × 6 columns

\n", "" ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 25799.384484 -29.619806 -2.666577 21707.730778 29.619806 \n", - "1 25068.324203 -21.989850 21.810327 22516.048052 21.989850 \n", - "2 27611.921015 -24.568400 -7.175687 19897.709454 24.568400 \n", - "3 23206.071483 -5.423152 -30.686218 24313.437045 5.423152 \n", - "4 18042.167681 -0.982502 -16.546313 29478.485133 0.982502 \n", + "0 22137.885033 -9.319154 36.042762 27574.045626 9.319154 \n", + "1 32990.943380 16.463446 20.938228 17932.042923 -16.463446 \n", + "2 32422.907268 11.293056 19.566273 17635.756988 -11.293056 \n", + "3 32314.949724 -35.738228 -2.864611 19550.542436 35.738228 \n", + "4 17146.415557 -4.625353 14.779005 31947.580942 4.625353 \n", "... ... ... ... ... ... \n", - "1291248 23692.892912 -17.742681 26.629262 24009.827664 17.742681 \n", - "1291249 18648.823630 14.235151 -15.168538 28978.076004 -14.235151 \n", - "1291250 28335.070728 -9.577444 23.468056 19503.149797 9.577444 \n", - "1291251 28416.190626 -16.694015 15.134513 19093.502966 16.694015 \n", - "1291252 29676.484593 -0.640733 17.055663 18010.594931 0.640733 \n", + "1301919 21262.088588 -23.631895 -21.978373 27245.418852 23.631895 \n", + "1301920 23218.309735 -36.686862 19.388485 27590.048296 36.686862 \n", + "1301921 25768.000978 -13.765107 -40.964582 25240.060842 13.765107 \n", + "1301922 21743.315107 6.336789 -40.009310 29564.248716 -6.336789 \n", + "1301923 17208.846836 3.005428 -16.870490 32162.869304 -3.005428 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 2.666577 \n", - "1 -21.810327 \n", - "2 7.175687 \n", - "3 30.686218 \n", - "4 16.546313 \n", + "0 -36.042762 \n", + "1 -20.938228 \n", + "2 -19.566273 \n", + "3 2.864611 \n", + "4 -14.779005 \n", "... ... \n", - "1291248 -26.629262 \n", - "1291249 15.168538 \n", - "1291250 -23.468056 \n", - "1291251 -15.134513 \n", - "1291252 -17.055663 \n", + "1301919 21.978373 \n", + "1301920 -19.388485 \n", + "1301921 40.964582 \n", + "1301922 40.009310 \n", + "1301923 16.870490 \n", "\n", - "[1291253 rows x 6 columns]" + "[1301924 rows x 6 columns]" ] }, - "execution_count": 33, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1032,24 +1032,24 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1095,41 +1095,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 57, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1650669.7560994898\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "ename": "ValueError", - "evalue": "weights should have the same shape as x", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;31m#print(weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'$px_{\\mu_1}$'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'weights'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mweights\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkde\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[1;31m#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36mdistplot\u001b[1;34m(a, bins, hist, kde, rug, fit, hist_kws, kde_kws, rug_kws, fit_kws, color, vertical, norm_hist, axlabel, label, ax, x)\u001b[0m\n\u001b[0;32m 2610\u001b[0m \u001b[0morientation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"horizontal\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mvertical\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"vertical\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2611\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"color\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2612\u001b[1;33m ax.hist(a, bins, orientation=orientation,\n\u001b[0m\u001b[0;32m 2613\u001b[0m color=hist_color, **hist_kws)\n\u001b[0;32m 2614\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1436\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1437\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1438\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1439\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1440\u001b[0m \u001b[0mbound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mhist\u001b[1;34m(self, x, bins, range, density, weights, cumulative, bottom, histtype, align, orientation, rwidth, log, color, label, stacked, **kwargs)\u001b[0m\n\u001b[0;32m 6601\u001b[0m \u001b[0mlen_xi\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6602\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mwi\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwi\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6603\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'weights should have the same shape as x'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6604\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6605\u001b[0m \u001b[0minput_empty\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: weights should have the same shape as x" - ] - }, { "data": { - "image/png": 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+ "image/png": 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" ] @@ -1151,16 +1122,19 @@ "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *389\n", "deltaT = 60 * 60 * 24 * 7\n", "fweek = fmu * deltaT \n", - "print(fweek)\n", "\n", - "weights = np.full((N), fweek/N)\n", - "print\n", - "#print(weights)\n", "\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), hist_kws={'weights': weights}, kde=False)\n", - "#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\n", - "#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\n", - "plt.show()" + "weights = np.full(int((N)), fweek/N)\n", + "df_monochromatic['weights']=weights\n", + "\n", + "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", + " weights= df_monochromatic['weights'], \n", + " bins = int(np.sqrt(N)), \n", + " kde=True\n", + " \n", + " )\n", + "plt.suptitle('One week activity histogram')\n", + "plt.show()\n" ] }, { @@ -1183,17 +1157,276 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 59, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "47571.03165490111 MeV\n" + ] + } + ], "source": [ "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", "z_max = 3 #cm\n", "\n", - "result = ((4*m_muon**2-2*m_e**2)/(2*m_e))*math.exp(z_max/rad_length)\n", + "result= ((4*m_muon**2-2*m_e**2)/(2*m_e))*math.exp(z_max/rad_length)\n", "print (result, 'MeV')" ] }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-8.87530605371248\n", + "211.31675100000004\n" + ] + }, + { + "data": { + "text/html": [ + "
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$px_{\\mu_1}$$py_{\\mu_1}$$pz_{\\mu_1}$$px_{\\mu_2}$$py_{\\mu_2}$$pz_{\\mu_2}$
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420755.2885421.67308211.48978323654.751642-1.673082-11.489783
.....................
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1000000 rows × 6 columns

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" + ], + "text/plain": [ + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 20253.541275 16.891412 11.272150 25698.818028 -16.891412 \n", + "1 22762.211964 -0.618814 -24.098438 23209.671842 0.618814 \n", + "2 28298.631431 19.281847 -12.831340 19225.990371 -19.281847 \n", + "3 25995.719587 9.613904 -4.297550 19164.672996 -9.613904 \n", + "4 20755.288542 1.673082 11.489783 23654.751642 -1.673082 \n", + "... ... ... ... ... ... \n", + "999995 21209.165018 -4.425512 2.232337 22625.870393 4.425512 \n", + "999996 22222.799938 -4.348394 0.712065 21556.424431 4.348394 \n", + "999997 23552.241549 -9.743815 20.413653 22184.344119 9.743815 \n", + "999998 24739.605338 5.253011 22.058312 21233.290922 -5.253011 \n", + "999999 25731.891372 -15.321550 -2.414643 19702.836474 15.321550 \n", + "\n", + " $pz_{\\mu_2}$ \n", + "0 -11.272150 \n", + "1 24.098438 \n", + "2 12.831340 \n", + "3 4.297550 \n", + "4 -11.489783 \n", + "... ... \n", + "999995 -2.232337 \n", + "999996 -0.712065 \n", + "999997 -20.413653 \n", + "999998 -22.058312 \n", + "999999 2.414643 \n", + "\n", + "[1000000 rows x 6 columns]" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def s_berms(z):\n", + " return 2 * m_e**2 + 2* result * np.exp(-z/rad_length) * m_e\n", + "\n", + "print( (s_berms(3) - s_berms(0))/s_berms(3)*100)\n", + "print(np.sqrt(s_berms(3)))\n", + "def mc_sampling(m_e, m_mu, N):\n", + " prob = np.random.rand(N)\n", + " theta = inv_cdf3(prob)\n", + " phi = np.random.uniform(0, 2*np.pi, N)\n", + " z_coord = np.random.uniform(0,3,N)\n", + " s_berms_vec = s_berms(z_coord)\n", + " muon_1 = boost(s_berms_vec, theta, phi, m_e, m_muon)\n", + " muon_2 = boost(s_berms_vec, np.pi+theta, phi, m_e, m_muon)\n", + " return np.asarray(muon_1 + muon_2)\n", + "\n", + "\n", + "events = mc_sampling( m_e, m_muon, N)\n", + "events = events.T\n", + "df_radiation = pd.DataFrame(events, columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )\n", + "df_radiation" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + " warnings.warn(msg, FutureWarning)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.distplot(df_radiation['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", + "sns.distplot(df_radiation['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", + "sns.distplot(df_radiation['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1258,7 +1491,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.8.5" } }, "nbformat": 4, From 945058289b83bdd81c51198ce4cf601df9d93980 Mon Sep 17 00:00:00 2001 From: Confizolo Date: Tue, 9 Feb 2021 23:16:02 +0100 Subject: [PATCH 13/39] 9_Feb Aggiunta simulazione trasversale --- Project.ipynb | 64 ++++++++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 61 insertions(+), 3 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 3cb561b..a97e568 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -88,12 +88,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1068,6 +1068,64 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Real beam 2: Spatial Distribution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since cross section and differential cross section don't depend on position the only difference in the simulation must be about the collision position. We proceed defining the new distribution and showing how collision points follow it. The points can be simply generated using a uniform distribution over the axes y and z by selecting the points that satisfy r < 1." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) # Point generation\n", + "acc = pts[np.sum(np.square(pts), axis=1) < 1] #Accepted points\n", + "acc = acc[:10**5] #List of 10**5 valid points" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,10))\n", + "plt.scatter(acc[:,0],acc[:,1])" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1491,7 +1549,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.1" } }, "nbformat": 4, From 94d7f99eb8c6defd2e2cfa8aef1e26c9c568745b Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Thu, 18 Feb 2021 11:02:56 +0100 Subject: [PATCH 14/39] 18-02 mattina --- Project.ipynb | 558 ++++++++++++++++++++++++++------------------------ 1 file changed, 288 insertions(+), 270 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index a97e568..cba02e1 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -27,16 +27,6 @@ "9. (optional) take the former point into account when generating the events (i.e. the proccess $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "#from jupyterthemes import jtplot\n", - "# jtplot.style(theme=\"onedork\")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -88,12 +78,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -117,8 +107,6 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import math\n", - "#import spingi as sp\n", - "#import amonoi as ano\n", "\n", "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", @@ -131,11 +119,11 @@ " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", "def sigma(s):\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", - " \n", "def f(s, theta, phi = 0):\n", " return dsigmadtheta(s,theta)/sigma(s)\n", "\n", "\n", + "\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", @@ -143,7 +131,7 @@ "plt.plot(x, f(s,x))\n", "plt.show()\n", "\n", - "print(\"It can be also verified that this function is well reproduced at different values of s.\")" + "print(\"It can be also verified that this function is well reproduced at different values of s.\")\n" ] }, { @@ -170,12 +158,14 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, + "execution_count": 52, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -188,13 +178,13 @@ ], "source": [ "def g(s, x): #x is a dummy for theta star\n", - " #return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", "plt.title(\"Cumulative function for the angle distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "\n", + "#plt.plot(x,f(s,x))\n", "plt.plot(x,g(s,x))\n", "plt.show()" ] @@ -229,14 +219,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -307,36 +297,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, "metadata": { @@ -346,13 +314,17 @@ } ], "source": [ - "sns.displot(inv_cdf2(num_sorted))\n", - "sns.displot(inv_cdf1(num_sorted))" + "fig, ax = plt.subplots(1,2, figsize = (15,5))\n", + "\n", + "sns.histplot(inv_cdf2(num_sorted), ax = ax[0])\n", + "sns.histplot(inv_cdf1(num_sorted), ax = ax[1])\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -406,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 6, "metadata": { "scrolled": true }, @@ -429,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -464,48 +436,48 @@ " \n", " \n", " 0\n", - " 19384.075991\n", - " 11.185892\n", - " 20.325721\n", - " 27973.631649\n", - " -11.185892\n", - " -20.325721\n", + " 20414.754570\n", + " -26.021524\n", + " 5.409762\n", + " 26942.953071\n", + " 26.021524\n", + " -5.409762\n", " \n", " \n", " 1\n", - " 18130.477825\n", - " 4.070783\n", - " -15.981318\n", - " 29227.229816\n", - " -4.070783\n", - " 15.981318\n", + " 19389.229557\n", + " -23.008041\n", + " -3.137497\n", + " 27968.478083\n", + " 23.008041\n", + " 3.137497\n", " \n", " \n", " 2\n", - " 29105.052618\n", - " 16.843094\n", - " -4.149648\n", - " 18252.655023\n", - " -16.843094\n", - " 4.149648\n", + " 28028.474122\n", + " 22.930232\n", + " 1.494283\n", + " 19329.233518\n", + " -22.930232\n", + " -1.494283\n", " \n", " \n", " 3\n", - " 19098.979896\n", - " -21.392290\n", - " -5.101811\n", - " 28258.727744\n", - " 21.392290\n", - " 5.101811\n", + " 24098.134995\n", + " -22.564846\n", + " 20.575268\n", + " 23259.572646\n", + " 22.564846\n", + " -20.575268\n", " \n", " \n", " 4\n", - " 19322.169802\n", - " 20.066387\n", - " 11.137386\n", - " 28035.537838\n", - " -20.066387\n", - " -11.137386\n", + " 28746.381951\n", + " 7.502573\n", + " 18.051150\n", + " 18611.325690\n", + " -7.502573\n", + " -18.051150\n", " \n", " \n", " ...\n", @@ -518,48 +490,48 @@ " \n", " \n", " 999995\n", - " 19950.465307\n", - " 10.665063\n", - " -22.860028\n", - " 27407.242333\n", - " -10.665063\n", - " 22.860028\n", + " 25171.740762\n", + " -21.807050\n", + " -20.314140\n", + " 22185.966879\n", + " 21.807050\n", + " 20.314140\n", " \n", " \n", " 999996\n", - " 24853.833998\n", - " 0.445090\n", - " 30.105091\n", - " 22503.873642\n", - " -0.445090\n", - " -30.105091\n", + " 25335.544621\n", + " -26.928916\n", + " 12.325247\n", + " 22022.163019\n", + " 26.928916\n", + " -12.325247\n", " \n", " \n", " 999997\n", - " 29735.690713\n", - " 9.278094\n", - " -7.651838\n", - " 17622.016928\n", - " -9.278094\n", - " 7.651838\n", + " 27591.894916\n", + " 5.643653\n", + " 23.958794\n", + " 19765.812724\n", + " -5.643653\n", + " -23.958794\n", " \n", " \n", " 999998\n", - " 29502.308137\n", - " -14.067857\n", - " -2.561903\n", - " 17855.399504\n", - " 14.067857\n", - " 2.561903\n", + " 29447.787524\n", + " -11.627744\n", + " 9.105092\n", + " 17909.920117\n", + " 11.627744\n", + " -9.105092\n", " \n", " \n", " 999999\n", - " 22323.971470\n", - " 29.928788\n", - " 0.980045\n", - " 25033.736170\n", - " -29.928788\n", - " -0.980045\n", + " 19651.751069\n", + " -12.191180\n", + " -20.921409\n", + " 27705.956571\n", + " 12.191180\n", + " 20.921409\n", " \n", " \n", "\n", @@ -568,35 +540,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 19384.075991 11.185892 20.325721 27973.631649 -11.185892 \n", - "1 18130.477825 4.070783 -15.981318 29227.229816 -4.070783 \n", - "2 29105.052618 16.843094 -4.149648 18252.655023 -16.843094 \n", - "3 19098.979896 -21.392290 -5.101811 28258.727744 21.392290 \n", - "4 19322.169802 20.066387 11.137386 28035.537838 -20.066387 \n", + "0 20414.754570 -26.021524 5.409762 26942.953071 26.021524 \n", + "1 19389.229557 -23.008041 -3.137497 27968.478083 23.008041 \n", + "2 28028.474122 22.930232 1.494283 19329.233518 -22.930232 \n", + "3 24098.134995 -22.564846 20.575268 23259.572646 22.564846 \n", + "4 28746.381951 7.502573 18.051150 18611.325690 -7.502573 \n", "... ... ... ... ... ... \n", - "999995 19950.465307 10.665063 -22.860028 27407.242333 -10.665063 \n", - "999996 24853.833998 0.445090 30.105091 22503.873642 -0.445090 \n", - "999997 29735.690713 9.278094 -7.651838 17622.016928 -9.278094 \n", - "999998 29502.308137 -14.067857 -2.561903 17855.399504 14.067857 \n", - "999999 22323.971470 29.928788 0.980045 25033.736170 -29.928788 \n", + "999995 25171.740762 -21.807050 -20.314140 22185.966879 21.807050 \n", + "999996 25335.544621 -26.928916 12.325247 22022.163019 26.928916 \n", + "999997 27591.894916 5.643653 23.958794 19765.812724 -5.643653 \n", + "999998 29447.787524 -11.627744 9.105092 17909.920117 11.627744 \n", + "999999 19651.751069 -12.191180 -20.921409 27705.956571 12.191180 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -20.325721 \n", - "1 15.981318 \n", - "2 4.149648 \n", - "3 5.101811 \n", - "4 -11.137386 \n", + "0 -5.409762 \n", + "1 3.137497 \n", + "2 -1.494283 \n", + "3 -20.575268 \n", + "4 -18.051150 \n", "... ... \n", - "999995 22.860028 \n", - "999996 -30.105091 \n", - "999997 7.651838 \n", - "999998 2.561903 \n", - "999999 -0.980045 \n", + "999995 20.314140 \n", + "999996 -12.325247 \n", + "999997 -23.958794 \n", + "999998 -9.105092 \n", + "999999 20.921409 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 25, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -607,24 +579,24 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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eT/Hy0Dh3PbKHf314Fx2xCI/uOkZXZT65oj9Z12O5UIqd9VFiogmKJcePXj7KxSv7uHjlzKVPU0190i7rS/Jrr13Pr712PRPZAk/vPcknfrSLI6NZhseyfPKRPeQmvUj/5aGdDPQkeHjHUX7j9etnLLs6WxVF2D/E+f139NP4MvkimXyRobEMS7s7Zr/BHJWc4+hYlr3HU+w9nuKTP9rN9qExJiezDXjF8l5uuHQFP37hIG+4cJCuRDlsTX0ev3JVP8WNq/nCk/u5Yu1iVvS15s1GpNGOjGb47rYjfOqRPfzVN7Yxmpm571BHLMJXnznIK1f1M5opsLI/Sb5YmvbYfLHE0bEs33vhCLuOpthTWf+7+9gEB06kmXoiaeoH/c54lLVLuoiYkckXefHIGHuPp8gVStyz+QARg3VLuzlvsJt1S7vLZ7BwdCWipHJFxjIFHnppmHufOcDju45TcjDQk+Bd16+lOxFjZX+Sd11/LjD9+9Rf/Mxl3P3YXpxzjGcLjKYLZApFrlm3hAdeGubHXzHID3cc5eeuWsWK/iTffX6o9gFiujO6hWKJv//Odro6ojzw0jAPbR/mgZeGiRicu7Sb8wd7WN5XnizvOjpBd0eM9QPdLO1JMJ4t1M68LSRul5zj5eFxfubDP2TX0Qn+8J7natcN9nawvC/JK1f1ky+WiEcbUwnmpwmyn97zZP78sGQiky+y73iKjz28i6f2nODZAyfZfzyNA/7qGy8A8A/3b6c3GePRncc4d2kXB09mahWWpZJjNJNn/4kU+0+kOXgyzb7jadL5In9679ba/fyv+15gzZJO1izp4vzBHjYs72H9QDcDPeVE8eGRciL3C0/u46m9J4kYvH7DIK/bMMCFy3v59deVTyLeeu0a/v4723l63wme3HOCX/rYYyztTnBiIsdIJs/O4XFSuSJP7z3BozuP8c2th8kVSrxqdT9/845XkcoVa0mFfcfTAETMWN6X5IJlPdx23VoSsei8q1eqepNx3nTxct508XJW9HcC8M6Nq/nM4/tOi693P7Z32mTq5Pta0p3gNecP8JrzB8jki6zoT/KvD+0iVyzx7P6THB8vJ51jEWNoLMvirjiLuxKcP9jDkdEMXYko/Z0JfmHjap7cc4L+zji/VHnPqBpJ52tfV2/7xguX8TNXnsPD24/y0Qd38tjO4xwdz/L5J/ezalEng70drF3SxSuW93D+YA+LuxN1/338KqixVYmJJthzfIJUrsiVaxYt6OdMPuPb3RHjdRsGTlsS8ovXrOGfv7+DobFyoiIRi/DQ9mG2HBzlvucOETHoTMTo7YiRjEf5xpZDDI1miUWNaMRIRCOs6E+ysr+TcxYl6YhFp73/mb6f6TIv+PkF2MzS7IWUFk6VyRf55pbDfOf5Izy4fZixyoeh//2tF4kY9HTEWNSV4NGdxziRynHgZIpUrsjmvSdJ54vlf7kizsG3nz/MuUu6GK68saxcVH4zOzyS4cXDYzy19wSP7zpeK9lOxiNct34pK/qTvPmS5bx0eIz+zjhLuhNzOsPxwRsv5otPHeCpPSe46ZUr676dSDMauFbli6VKmakjWyjinMPs1Bm3knNsOTDC/duG+NymfbUPp4u74pw32MNNr1zB/hNpfvryc+iMR2vLFY6MZfnaMwfJFErc9eipRPU//2AHi7sS3PvMAZwr92n45x/s4NBI5rQy1t6OGOsGurlizWJuvnwVO4fHec0FA2zed5J4NMJbLllGXzLO8r4k33thiHg0ctqZsNuuW8unHt3DiYkcG5b38PyhMV46PMbuYxM8tP0o2UKJb2w5fNrfIhYxLl7Zx+suGOR33nwBV6xZTDRic/r7mxm9yXhtEnzDZSs4PpGr/b/t0BhXrl18xlnNqT0eAFYt7uS269byvjdewMcf3sWqxZ1sPTjK9iNj7Bye4JGXj5LKF2slwp99Yl/t5/31N19gaXeCFf1JUrkCb754ed2/QzpX5GMP7+KOH+zg6HiOrkSU8wd7WNGfpDMerZVdbx8aZ8uBER54cYjL1yzimnVL6r4PET+baU5SKjlOTOQYzZQrtFK5IvliiZJz/HDHMZwrx5GJXIHvvzDEaKbAkdEMf/KVLbVKqlWLOrli7SI2LOulNxmrJVOX9iR4dOdxNu87ydeePXhGMhbKVcmrF3eyfqCbJd0JepNxXr9hgCcqydTxbIGeZIy9x1J8btM+Urnpe+Bcek4fP3npCv787Zeyoj95RowzM1b0J7mxfyVvvng5i7ri/N13XuJvv/MScKoSDMrvBbdcs4ZfvGYNl57TX/v7eSUWjdRdNTKTZDzKTa9cyclUftrrpz43Jv++15+3lJ3DE2fc5mx/k65EjLdeuoKj4zluuWYNf/vtl1jak2DTnuM89NJRNu87yb3PHATKlXZLuxMs6oozlikQMeN7LwxxaCSNmfHozmPsO54iYkZnIkosYrxiRS8blvXQXUc/i+pY/fq5xUtKTDTB8wdHiUWMDct75v0z6gk40YixtKeDpT0dXLzyVMZyNJNn77EUAz0JHtl5jLFMgWyhxHi2wFg2T6HoKJYc6XyRTZVyLKO8BuuFw6Ncfe5ihsYy9CXjdMQip02gAXKFEunKG0W+WCJXLPHU3hO8PDzO/7pvG7ddt5ZzKh9Ep/5OzXwR1tPfoZkW0qxmPreZLmhXL3Ou3FD13x7ZM+ubx4GTaTbtPs7/+sY2xjIFlvd1cMFgD8v6knQnoly5dhH3bxtiNJPnZCrP5n0nOXgyzY9ePkZnvByQOxNROuNRBnvLlRXDY1me3H2CsWyB+6Z8MDGDDcvKjZTWLuli7ZIuBno7+KXrzz1tvdt8LO5OcP5gN1sPjnDjZSvOeO5Keznb82nyWfPN+07y6M5jTGQLjGfzXLiij2x+YQ0Xnz84yj1P7+crmw8yPJY97Yxb+QNtB4u64mQLJfYcmyBfdBiwZkkX/+0nL+QtlyzniV3HMbPa7zDdh9Jo5fp8scSH7t/OkdEMS3s6eODFYYqlcgKkrzPORSt6GUnnWdrdwa3XrWHd0vKke/JrpPo3iVQu+4mLltcun+lsfcTK70M3XLaS4xN5fu8trwDKHy4++aPd3PSqlaRyxcrShBhffvoA76q81q8+98zfx8vJdjIe5ScvXcGx8Ry/95ZX1Mbyi9es4WMP72I8U+D685ZwbCLHt7YeZu2SLr73whB7j6X4y69v4y+/vo0VfUkuOaePV63uPyMB5Zxj876TfOmp/Tyz/yT5omPtki7euXEZl53TT2yav3HJOV48PMb2oTG+seUw33thiIMn0/zqa9exenEXMHNTzbsf28vPXbWKTbtP8M0th/jutiPsGBonHjUGejpIxiO89oIBls+juqye93NNvGU2xVK5wuCzj+9l876TPPjS8Gl9Zj7y4M5pb/fFp/YD5XlwXzLGQE8HP3vlKk6m8vynN23gey8MzRj7L1nZz23XrSVXKPGRB16mUHI4V56b/Mbr1/PVZw6dcRuAV58/UPu6+rwulRx3PPAyV6xZxIlUrhwPuxM8t3+E3/ix87j7sb0zLhWYPLZ4NMLNV6xiIlvkhstW8KH7t/Oq1f10JWJsPTjCf37zK4gsMBHQSLPF6UbG8XrjSD1jqv6cSMRYtbj8OeWf33U1n350DydTeYbGMqxe3MV3tx1hoLeDk6kcw2NZSg4OjaQ5Np6j6BwT2QInUzlKDiayhdrmBQCrF3dy/mAPhWKJk+kczx8cJR6NkM0XSeWLbD04wuZ9J5nIFvnYwzsZGs3yv7/1AqlckVIlU9bdEaM3GePux/bw1ktXcNGKXi5e2cfqxZ0zzmurr6Xf+/fNjGYKLOqKc9MrV7CoK1HX38cvlJhoMOcczx8c5YJlPWdUIDTaTE+yvmScy1b1nxGUpwvSo5k8B0+m2X8izZ5jE3zhyf3cVVlzC+WsdDRi/MXXnidXKGesJ5eaVv3j93bUvv7IgztJxCKc099JKlegUHT0dTZ+raxfzRREq+vdvvv8Ee5/YYh41LjhshUcPJmmuyPGJ3+0u65S3amPYbHkeOnIGJt2H+e5Ayd5eu9Jth8Zp+hOBbivbD5QG8PSngSZfImXjozx5acPMDSWJRYx3vaqlbzzmjVcv37paWcFb7tuLdFI5LTvpzvzONlt163FOcfHHt7F9ect5fBIhkgEBno6OG+wh56OWMMSMlNdurKfe44c4PBohpX9ZybIRKC89ve/f/V57nl6PycmnbG5/4UhoLx29bkDI7xj4+q6+zhk80Xufmwvn31iL8/uHyERjbB2aReXrernrZcsr511Wbu0i6PjWU6m8nTEIizr7eAdV6/m6HiOno5Y7Tm+afeJM+5jptdAPBphZX9n7Tn/S9efe8aH1eprbrqEQKNFIkZHPHrGh94gJgujEaOno7yz1msuKH84GcsUuO26tbXkwOs3DPDt54/wb4/s5vsvDPG9F4bo74yzalEnz+w7yXMHRjhwMs1IOk88aly+ehF/9vZLeXb/yFnvO2LlCpO/+JnL+JtvvsjDO4b5fz/azf/70W7OG+iurU0fzxb48tMHyObLJwoeeGmYXUfHax/yopHyWux41MgVysm4x3YdB+D8we5av5KuRJSRdJ69x1P8aMcxRtJ5/s+3X6QzHuWJ3ceJmnH+sh762+g9XebubO/vJ1I5/ul72/nSUwf4H19/nolKxUF/Z5zB3mqSM8eirjg/fflKHnjxKDdfeQ4RM772zEEiZpiVz9p3JaK1RGo1xtXbMyARi5y2OwQwY1LibL/j4q4Er71g4LTL69kFYiZLuhO8YnkvP3fVagCOT+TmlJSY73Ltsz1mXicZ66ngXsjPMzMWdydY3J2oValPneNOrRasfl1yjtddMMCLR8oVgy8NjfPk7uMMj2f54cvHTr8fyifQohGjOxHjFct7WdKd4JKVfewYGicaieBwTGSLjGfzHBrJ8PfffalWsdfbEePCFb1ctLKXQyczOOD5QyNsOzTGtkOjZ1TvfOf5I3zxt169oL9Vqykx0WDDY1lOpvO88aJltcv8nKXqS8bpWxHnohXlfhTv3LiaFw6P8ckf7WY8W2A8W6BUcly6qp8XD48RqbwZxKMR4tHycpB4NMJbLl3Ow9uPUig6Ll3Vx0uHx7hvyyH+8uvbMOD8wXJDscnZu4WorjMeSed5bOcxXjg8Sq5QIhGLUCyVKJbg0Z3HyBdLlWx4OWG0qCvByVSu7jHMNRincgWOT+S495mD7D02wfdfGObYRI4P3b+dw6OZM46fnASC8oeheDTC//3uS7W/cTwaIRaNkKh8fXwiRzRi3PfcIbYdGuVEJWsL5Tf2K9YsYllvB12JGIVSiZOpPPliiecPjdYmolBOOq1d0sV15y3litWLeM/rp18yMd/n72ce30dXIsZlq/q5bFX/vH7GfFy0shfbDFsPjioxIWfYdmiUP/jiszy3f4SIGZec08cNl/WzdkkXvckYP/2qc3juwAj/cP92vvP8Eb709AEWdcUZGsvys1euYt3SrtN+3kgqzw9eGuLux/fy0uExcsUSF63o5c9++hJ+5spV3PdcuWLolmvLcaRQctNWO/3cVasX9F4x36V2U2Nco96vZpvkhs1D24/yntetpzMeZTxbYFFnnE8+spuhsSw/eGmIYgnWLuni3a8+l9F0ueP9bEmJqVYt7uQXr1nLHRcO8qlH9/CZx/fWSo//6fs7zjh+WW8H79y4mh+/cJC9x9KnNQsuOccVaxbx4e/vIJUr8qOXj/LozlPvD+W13HEWdcVJxCJk8kUefKn8fgawvK+DPccn+PFXDHLlmsV0Jpp7IkaCr+QcD28/yrefP0zJlZdb/PzVq0nnivzWG85n/UA3n3l83xlJ1BcPj3P+YLkCeWoiYTphiS+zVcaKP0TMWDfQzbqBbn7y0hXAqc8oP3/1av7tkT3kiyU6YlE64pFadTCcfqJvpuftzVecwz9+bweHRzL0JmO8cHiUrzx9kLFsebl1X7KcrHjnxjWMZwusXdxFf1ecQyfTfOGpA/z6Jzbx7lefW+vP5nfBGGWAVD98rl4czA9EsWiEy1b1c+XaxaddPlt5/RsvXMahk+XfvVB0/PHbLuG8wR6uP28Jf/G1bTyz/yRfevoAX332IGuXdPHWS1cw0NNBf2ecLQdG+OaW07PUWw+OEItEeOTlY0QMRjMFRtLl6o77tx1heDzL0bEcuSlN3iaf6Qdqk7bJPv7DXVyxZhE/ffk5tT2e5xPsiyXH/hPlbr//+vBODp3MnLbNHUBvMsaS7nI2fSSdY0l3B7deu4bvvzBMvljix14xyNeePUgqW2QiV6itpTxvsJtcwZEvltg5PM6K/s5KkqVctZLPl5fmnLOok8tW9Zcb9yzu4j++6QLMzlyvfdt1a/n0o3t48yXLK2fsIqxe3MnnN+0/7bhmvOlNDrqteEPtTZbXh748PD6nNd8Sbqlsgd//wjN8btN+ErEIr98wwGsuGKBvSrOu/q54rZ/Pz73nWr619TD/+L0d/OP3tvOh+7cz2NtBMhbhC0/uq+wgU2461tsR44o1i/jgTRdxxZpFfObxfWckQP0yYW7l5DYIE+lGPy49HTHeec2a2nr3qR3q51stVnXOok5+/4aLWLWok+MTOQ6cTLNuoJtNu4+TiEZ4+xWr2HNsgt5kfMbKtogZl63q5/UbBrnturX82yN7mMgWuOGyFbX3rc88fvr7ack5joxm2DE0zotHxvjYQ7v4yAM7iUaMi1f2sqQrwVXnnj538MtzXrx3/7Yhvv/iEJed08edv3w1D750tPbaOG9w/kufg8br10Qz7t/r38mPzIxkPFpXz4mz/f2+svlgbdkzlJtAA3zq0fKJzcnNPyf/nLVLu/nou6/m5/75Rzy68zg/MemEuZ8pMdFgR0YzRKy8R6/XGr3Gaz7OG+zhLZcs580XL+PAyTSFkuOrzxzkow/uPK0J292PT//zP/nI7jMuW9QVZ7Cng3XryuWn77h6NT/acYxELMLPX7WaaNSImvGVzQd4x9WriUYMM+NTj+zh6ESWxV0J/v2JffzF154nFjGePzTKsp6OM9YDT2ff8RQPbT/KD3cc5YcvH6017VnRl+RVq/tZ2p1gSXcHv/zqc1m7pIt7ni4voZg8Mb1y7WK2HRoD4NXnL2XX0TMb+Ey+zfXnLZ32jOZ0yaKZxn/3Y3uxSrfmaml1I54frXyDq/fsL5Qn7s/sP1lLPEm4VR/3mc4wnZjI8bEf7mI0nec3f/w8lvUkz3qGt/rzkvFobd3vGy4c5LvbjrB530me3T9CMh7l8tWLeOfVa3jthgGePzhKxOyMpO7Zfv5Ct20823KqIGh00mIuMSIMzE71mbrturXcPakZ6FwraKKRci+SdQPdMx4TMastF3r9hkEy+SLnLu3iqb0neGrPSR7ecZSHth8lHo2wqDMeyGU70hyHRtI88NIQV65ZxDuuXs2DLx0945gwvTb9ZL5xdqEJVGmeux/bW1vCdDYvHBrj2vVLeGbfSd544WAgYrISEw12eDTL0p6OaZtYLUS9jab8ysxYvbiL265by7ql3fziNWsYy+QZSef5wpP7z9hB4evPHqJQcvzYKwb47vND/MyV59DfGWdZb7L2Yb/q9RsGa2ct104qs+5Nxk8r+5u8fmygp4Mr1iziz7+6lW9vPcJ4tsAPXhrmHVevZuO6JSzv6+Cepw4wms5z1yO7eW7/CI/tOl7bFWVFX5I3X1xeM37+YPcZWyRduKJ3xr+Fnx8nP5rPm+ryviSZfOm0baOkfUx+zmQLRf7l4Z1k8kX+/TdfzdXnLp7Ta3Bysuvdr17Hu199ZlLgqrWLeaGSbJzp+TrX+2zG8opmqmd9chB+j9ksNJkShr9BVTIe5cholv/2kxcB8JEHXubrzx3ib771Im+8cBlvueTMirUgVNBI433t2UN0xqP81CtXBuLDkd/44XXT6tgVpN+51ZXBc/GzV67ig196joMnM7WGn36mxESDHRnNTLsjxXT8OEFp1Itq8hnM6UQjxqKuBIu6Eqzs7+TilX2nXf/03pMAvOb8AXYfTfGq1YsaMp7JLjmnj5uvWMXHf/Ua/vieLWwfHuMvv75t2tsv7U5w5dpF/Ppr1/G6DYOcP9g97ZKJRmpWc8iFWuhZyUaOcab7WVGpCpmur4e0lx+8OMzJVJ7bX38eV587ezXDTJr92grLpM+PE7Nm8eN7+FStfDx6k3F+ceMazh/s4d7NB7l8dT/L5rHjh4TLSDrPrqMTvOWS5XU1hZz8uprpa78KwhjbmRfvswu5vhFuumwlf/zlLWzed0KJiXbziR/u5sREjqvWLvJ6KL411xdhK1603R0xrlm/hL+/5QoOnEyz5cAIx8ZzPLHrOD3JGL/1hvNZ2Z9Ulj9AqstVjowoMdHOjk/keHjHUa5cs+isJeqTaWJ5Ov09zuTH9zGvVX9HM+OPf+pivrnlMF977hC//trpmypL+MyUBNt6sNzk9bJzWtcEu100+mSizN9sJ2SnHtcq/V1x1g90s+vY9MvG/UaJiQYaGitv3TKfPcHPphVd0v3ws1sdYKc7btWiTlZNqXiZqQJmPuXgC9Wubx5Tz5rM9jzprHSUPzyaadu/mcDTe09QKjneWumU3SxTn2Otes6F5bkdlt8jTBbymCzt6eC1Fyzlu9uGGEnnz9haVI93e9lyYJRlvR0M9s6/91o79DuYywfaoP1uYRO0v/85/Ul++PIxiiVHdA5bz3qhsY0Q2tyRStl4oxMTYdaKF7cXASRoQSuMVvQlOTKa9XoY4qHnD42ydknXGR+M5qvRr2uv40S9Z3gk3Jrx+FfPjj9/cG5bokq4HB3PsufYREu3DG+FuTaXVYydHy//bmF6zFb2d1IsOYbHTs2J/fr+r8REAw2P5YiasaQ7MfvB8+C3J89C+a0ctt5sddgeh7Ba3pdkeCx72u4v0j72HU9xaCTDJeec3r+mla/foCcy5jr59pOgjLNR/PT73v3YXpb1JRns7WDLwVGvhyMeenb/SRxwfsi3A/XT66/Kj2MKgrD93e5+bC8r+8snzA+NpD0ezeyUmGig0Uyevs5YXVu4+JmfX5RBmij79UOJX/9ejTbQk6DoHKPamaMtfWvrYQAuDeG65ma8htslLrSK35dOtsJl5/Sx++gE49mC10MRj1S3Rq9+MJpJUJ7T8+H1SbX5HiunC/LfbqC3g3jUOBSAvmtKTDTQSDpPX7IxJcPtZra1c0EOCH50tr/xQnp0+Em1fF9bhobX2Z6DD+84ymBvhyrYfMLrv5fX999oQfh9XrG8F0e5ekna07ZDoyzuipOMR70eSlsLQryQ5omYsbwvyUFVTLSX0XSevgatZRZ/8aq5ncxf9bU4klFioh29cGjsjEa2IvMRlmRtvRq1zLK6bXMQyoelOV44PFZ7Hog0w92P7Q1N7J2ven7/lf2dHDqZwTl/L29WYqJBnHPlpRxJbXTipXYPTn7XysenWjGhpRztJ5UtcHg0c0b5sOJDsAW5P0g76ohHWdKdmLF8WH/jcMsXS7w8NM6K/tYkiP32fPLbeCTcZnu+Le/rIJ0v+n5pnRITDZLJl8gXnSomfKZR25g28uc1Sjtsn7UQHbEIiVhEiYk2c/djezlU2SEpyGfq2uW12ugYLQv7ezT6b7myP8nhSmJCj1N7GRrN4oAVs/SX8EJQnoth2rkuKH/zsFpUO1mnxERbGK2UizdqWzqRMFtoH5F6jjUz+pJx9ZhoQ9UPQs2eEAdpoqVqA/HCyv4kxydyZAtFr4ciLVZdwjNb40sRmb9632/7O8v9tkbSuWYOZ8GUmGiQ6ocfNb+UudAEvrn6O2NKTLShwyMZujti9C4wHofpbFUzBHnsMwnj7zSTVvyuK/s7ccCRAHSDl8YaHssSi1jTGhC3q3aKUXKm+T7+fZ3lVgMnfT4nVmKiQarl4lrKIc2gN6L56e+MM5rxd9maNN7h0QwrA7yMQyQsqlVL1eVV0j5GMnn6O+NEzLweikjb6+6IEY2Y75c3NzUxYWY3mNmLZrbDzD4wzfVmZh+qXP+smV1VufxCM9s86d+omf1uM8e6UNWlHGp+WR8vP2iH/UN+2H+/uehLxhnL5Cn5vAuxNE7JOY6MZpq2jEOvL5H6LeqM0xGLcGQ06/VQPGVmHzezITPbMumyPzOzA5PmujfNcNuzzqX9aiTl753q/BrL/TqusGqXv3fEjP7OePtWTJhZFPgwcCNwCXCrmV0y5bAbgQ2Vf7cDdwA45150zl3hnLsCuBpIAfc0a6yNMJou0JWIEouqCEXEL/o645QcjLdx1US7TYjHMwUKJafyYREfMDMWdanXD/AJ4IZpLv/76nzXOXff1CvrnEv70kg6X2u4JyLeC0LftWZ+ir4W2OGc2+mcywGfBW6ecszNwF2u7FFgkZmtnHLMm4CXnXN7mjjWOZuaYRtJ59X4sgG8yFz6ddcNWbjalqEZfwfiJvsEbTQhrr7pakIs4g/9nXHfN1xrNufcg8Dxedy0nrm075ScYzTj74oJkXazqCve1ks5VgH7Jn2/v3LZXI+5BfjMTHdiZreb2SYz2zQ8PLyA4S7MaCavxpciPlOdFPk9Q9xM7TYhHlG/H5HTeJ1w7+9McDLVvjF4Fu+vLGX+uJktnub6eubJNX6ZE49nCpTc7DvVef3cFGkn/Z1xRtMFXy9vbmZiYrpuN1P/Emc9xswSwNuBz890J865jzrnNjrnNg4ODs5roI0wkS3Qo/4SoXD3Y3v1ZhkS1Z4vfs8Qe6ShE2K/UMWEiL8s6oqTyhXJF0teD8Vv7gDOB64ADgF/O80x9cylT13hkzlxNQ6rkljEP/o64xSdYzzr3+XNzUxM7AfWTPp+NXBwjsfcCDzlnDvSlBE2UCpXpCsR9XoYIjJJV6KcmEjlih6PxHcaOiH2y1k6KE+IYxGjU/FYxBf6Vbk2LefcEedc0TlXAv6FcpXaVPXMpX1HiQkR/6mesBnxcQVbMxMTTwAbzGx9pfLhFuDeKcfcC7y7sjvH9cCIc+7QpOtv5SzLOPwiVyhRKDm64poIi0zHqwqUaMToiEVI5ZWYmKzRE2K/nKWDU/1+TFvUifiCEhPTm9JT7WeBLdMcVs9c2neUmBDxnyDE4qatPXDOFczs/cC3gCjwcefcVjN7b+X6O4H7gJuAHZR33vi16u3NrAt4C/CbzRpjo6QrH3o6E1rKIeI3XYkoaVVMnMbMVk5KAs86IQYOUJ4Q39aiIc7bSDpPf5cmwyJ+EYSzdM1mZp8B3gAMmNl+4E+BN5jZFZQr0XZTme+a2TnAvzrnbpppLt3632BuqpVrqiSWs9Gy6dbqrSxvHvNxQ/imfpKudHq/b8pld0762gHvm+G2KWBpM8fXKKlcea2OArCI/3QlYrXXaDtqxwnxeQPdXg9DRCqqjWhP+vgsXbM5526d5uKPzXDsQcon7arfnzGX9jtVron4TxCWN+sUfwNUH2CtaRbxn65E1NdBuNnaaUJcco6xjComRPwkHo3QnYi2/Zah7aB6BryamBAR/4hGjGQ84us5cTN7TLSNapm4KiZE/KezzRMT7WSszi3qRKS1FnUlfL2uWRprNJPXls0iPuT3KmIlJhogVUtMqABFxG/UY6J9qOGaiD/1d8Y52cY9JtpNKlukWyfrRHzH71XESkw0QLqSeerUrhwivtOViJHJFym5Gbd+l5BQYkLEn/o6Y4xl/HuWThqnUCyRK5bUEF7Eh5SYaAOpXJFYxEjE9OcU8ZuuRBQHZHwciKUxJrLlDz49HZoQi/hJNUFcLClBHHbVDz3dHTpZJ+I3WsrRBlL5ovpLiPhUtZLJzxliaYxTOyQpMSHiJ92VBHF1e3UJLy1vFvEvv/ddU2KiAVK5onbkEPGpU9sj+TdDLI0xkSvSEYsQjWiLOhE/6apUMaWyisNhN1FLEGteLOI33Yko2UKJQqnk9VCmpcREA6RzBWWGRXyqOjlK6Uxd6KVzRbq1jEPEd2px2Mdn6qQxUtqpTsS3qp9X/doUXomJBkjlimp8KeJTmhC3j1SuoMmwiA91q3KtbWhJnYh/+X1OrMREA6Rz6jEh4ld+zw5L40xkFYtF/Kj6upxQHA69tComRHzr1PJmf8ZiJSYWyDmn5pciPtYRj2DoTF07SGlZnYgv+X0yLI2TyhWJR414VB8xRPzmVMWEP+fEihoLlCuWKJac9msW8amIme+7EEtjpFS9JuJLiViEeNTU/LINTGSVIBbxKy3lCDmVrIn4X5cSE6FXKJXIFkqKxSI+1ZWIaSlHG1CCWMS//F69psTEAlUfWDW/FPGvznhUPSZC7lSSWGfqRPyonCBWxUTYpXKFWrNTEfGXeNSIRcy3sViJiQXKFCqJCWWHRXyrMxGtvVYlnCZUvSbia92JmG/P0knjpHJFzYlFfMrMfF1FrMTEAmXzJQA6YvpTivhVRyxKpvJalXCqZv+7O3SmTsSPOhNRJtRjIvS0lEPE37p8nCTWp+kFyhaqiQkFYRG/SsYjZFUxEWqprComRPysu8O/Z+mkMUrOkckXtaROxMc6E1HSWsoRTtUPOx1x/SlF/KojFq1VN0k4pdRjQsTXuhIxMvkixZLzeijSJOlcEYcSxCJ+loxHayfW/UafphdISzlE/K8jFiFXLFFymhCHVXUphybEIv7UlYjigHReVRNhVU0Qd3coDov4VTIWIePTOKxP0wuUKRQxIBHVn1LErzoqu+aoaiK8Urki8agRVywW8aXu2jZ1/iwhloWrPradcVWuifhVRzyiiomwyhZKdMQjmJnXQxGRGSQrFU3qMxFeqVxByzhEfKyrcha92g9Gwqf6YSep5c0ivlVd3ux8WEWsyLFA2XxJjS9FfK5WMeHTDLEsnDrBi/hbZyUO+7WEWBau+thW33NFxH+SsQhF5yj4sN+PEhMLlC0U1V9CxOeqr9GsJsShlckXSWoyLOJbycpJnIwq10KrVjGhebGIb3X4OEmsyLFA2UJJiQkRn6tOkjKqmAitTL6kxISIj1V3L8uo109oVZP/isUi/lU7WefDObE+US9QVmfpRHwvoaUcoZctFHWWTsTHkrUmxP47SyeNUU3+JxSLRXwr6eOG8IocC5RRxYSI7yW1lCP0MvlS7YysiPhPLGJETJVrYZbNF0nEIkTUEF7EtzpqVcT+mxNrFrdAuYKaX4r4XfU1qoqJcHLOVSomFItF/MrMSMajvlzXLI2RKZRUuSbic6qYCLFMvqizdCI+V1vb7MPssCxcvugoOXWCF/G7jlhECeIQy+aLisMiPneqx4T/5sRN/URtZjeY2YtmtsPMPjDN9WZmH6pc/6yZXTXpukVm9gUze8HMtpnZq5s51vlwzqliQiQAImYkohFfZodl4apvrlpWJ+JvqpgIt6wqJkR8r7Yrhw+TxE2LHmYWBT4M3AhcAtxqZpdMOexGYEPl3+3AHZOu+wfgm865i4DLgW3NGut85YolHJoMiwRBRzziy+ywLFy1y78aEYv4W0csqoqJEMuoYkLE9/zcd62Zn6ivBXY453Y653LAZ4GbpxxzM3CXK3sUWGRmK82sD/gx4GMAzrmcc+5kE8c6L9Wzr1rKIeJ/HbGItqkLqWrCSWfqRPwtGY+oYiLE1GNCxP9i0QjRiPkySdzM6LEK2Dfp+/2Vy+o55jxgGPh/Zva0mf2rmXU3cazzkqlNhpUdFvG78pk6TYjDKFNLEisWi/hZMq6KiTBTjwmRYCifrPPfnLiZiYnp9gpydR4TA64C7nDOXQlMAGf0qAAws9vNbJOZbRoeHl7IeOcsV1DFhEhQlJdyaEIcRtU316RisYiv+XUyLI2hHhMiweDXJHEzo8d+YM2k71cDB+s8Zj+w3zn3WOXyL1BOVJzBOfdR59xG59zGwcHBhgy8XrWzdKqYEPG9ZCyq5pchVX1zVSwW8bdkvByHnZt6nkqCruQc2UJJFRMiAeDXJHEzExNPABvMbL2ZJYBbgHunHHMv8O7K7hzXAyPOuUPOucPAPjO7sHLcm4DnmzjWeVEneJHgKG9T578gLAtXq5hQLBbxtWQsQtE5CqX2SkyY2cfNbMjMtky67G8qO889a2b3mNmiGW6728yeM7PNZrapZYOeo2oVseKwiP/5tRFx06KHc64AvB/4FuUdNT7nnNtqZu81s/dWDrsP2AnsAP4F+O1JP+I/Ap82s2eBK4D/2ayxzlf1AVUneBH/64hH27L5ZTtMiGtJYsViEV+rbVPnwzN1TfYJ4IYpl30HuMw59yrgJeCDZ7n9G51zVzjnNjZpfAtWfUwVh0X8LxmP+HJXjlgzf7hz7j7KyYfJl9056WsHvG+G224GfBuA4dQ2K6qYEPG/ZKViwjmH2XTtbULrE8A/AXdNuuw7wAedcwUz+2vKE+I/mOH2b3TOHW3uEBcmmy8RjxrRSFs9riKBU+0Dk82X6E16PJgWcs49aGbrplz27UnfPgq8o6WDarBTS+o0Jxbxu2Q8ytBY1uthnEHRYwEUhEWCoyMWoeRouxJi59yDwPEpl327UtUG5Qnx6pYPrIEyhaL6S4gEQPV1mtGyuql+HfjGDNc54Ntm9qSZ3d7CMc1JttaEWLFYxO86Yv6smNAn6gXIFkpEI0Ysqj+jiN+1cQnxbAI/Ic7kS9qRQyQAkrU43H7L6mZiZn8EFIBPz3DIa51zVwE3Au8zsx87y8/ybKe6jHpMiARG2/WYaAfZQpGEkhIigVCtbMr5MBB7pVETYi8nw1COxaqYEPG/ahxWI+IyM/sV4G3Au9wMW5U45w5W/h8C7gGunennebtTnXpMiARFMh6hUHIUiv6aE+tT9QLkCo6EMsMigRCvJBFzPgvCXmnkhNjLyTCUz752qGJCxPdUMXGKmd1AubfP251zqRmO6Taz3urXwFuBLdMd6zUtbxYJjurrNOOzk3WKHguQK5aUmBAJiIQqJmrCNyEuklTFhIjvVcv8221JnZl9BngEuNDM9pvZeyg3Je4FvlPZ+ejOyrHnmFm1cfxy4GEzewZ4HPi6c+6bHvwKs1KPCZHgSFTmTH6bEzd1V46wy2kph0hgJNq0YqIyIX4DMGBm+4E/pbwLRwflCTHAo86595rZOcC/OuduojwhvqdyfQy4278TYvWYEAmCapl/uy3lcM7dOs3FH5vh2IPATZWvdwKXN3FoDVM986oTdiL+VztZ57M5sRITC6ClHCLBUX2t5n2WHW629pgQq8eESBBEI0Y8alrKEULZfJFELEKkvbbjFgmk2sk6n82J9al6AfLFkiomRALCr9lhWRjnnComRAKkIxZtu6Uc7SBXLKm/hEhA+HV5syLIAuQKJeIKwiKBUE0i+nF7JJm/XLGEA1VMiARERyyiBHEIZQs6WScSFEpMhFCuWKJDQVgkENp1KUfY1TrBq2JCJBASsYjvJsOycLmCGsKLBIVf+64pgiyAKiZEgkPbhYZTNdGkM3UiwZCIKjERRtqpTiQ4/HqyThFkAXLqMSESGNGIEYsYuYLzeijSQFl1ghcJlISWcoRSTks5RAKjtrzZZ7FYEWSeiiVHseRIxNR9WCQo4tEIuaKaroVJTokJkUDRUo5w0lIOkeBQj4mQyRdVPiwSNOUJsSomwiSnWCwSKB1KTISSqohFgiMaMaIR810sVgSZp1Plw+oELxIUiahKiMNGFRMiwRJXHA4lVUyIBIsf58SKIPNUa7impRwigVGumNBSjjCpJia0XahIMKhiIpxyhRIdSkyIBIYfl9UpgsyTyodFgkdLOcKnFos1IRYJhEQsQqHSp0vCoeQchZLTTnUiAaKKiRCpZpgUhEWCIxGN1PrDSDjktF2oSKBUX6t+O1Mn81erXFMcFgkMP1YRK4LMkyomRIIn7sOyNVmYbKGEAbGoltWJBEG1N5ffztTJ/OlknUjw+LGKWBFkntRwTSR4/Fi2JguTL5aIxyJETIkJkSDw6zZ1Mn/V91X1mBAJDj9WESuCzJMqJkSCx4+NfmRhsgVtUScSJB1KTISOltSJBE8iFqntMukXiiDzpIoJkeBRxUT45ApFxWGRAIlXPrxmi/5a2yzzl63NibU7kkhQqGIiRPKqmBAJnETMKKobfKjkik7lwyIBUn295n12pk7m79ScWEvqRIKiXDHhrwSxZnPzpEY/IsGjbvDhkysUa2dgRcT/qhVOfishlvlTxYRI8CRiEfJqfhkOuUKJWMTUcE0kQNQNPnxyhZIqJkQCRM0vwyev5c0igZOIRSg6R6Hkn1isCDJPuWJJAVgkYBKxciJRJcThoVgsEiy1yjUliEMjW1RiQiRoqrHYT1UTiiDzlCtoMiwSNJoQh09Ou3KIBIoqJsJHu3KIBE/19eqnPhOKIPOUK2oyLBI0ca1tDp2sksQigVJeBqvERJjkCiUMiKv5pUhg1JLEPjpZ19TZnJndYGYvmtkOM/vANNebmX2ocv2zZnbVpOt2m9lzZrbZzDY1c5zzoYoJkeDpqJat+SgIy8LktZRDJFDMrNwNXnE4NHKFIvFYBFPfNZHASMT8t5Qj1qwfbGZR4MPAW4D9wBNmdq9z7vlJh90IbKj8uw64o/J/1Rudc0ebNcaFyBVL6gQvEjBxlRCHSsk58kWnxIRIwCSiEfX6CZFc0amKWCRgajskFdtjKce1wA7n3E7nXA74LHDzlGNuBu5yZY8Ci8xsZRPH1DB5dYIXCRz1mAgXrWsWCaZELKIldSGSKxSVIBYJmFPNL/0Ti5sZRVYB+yZ9v79yWb3HOODbZvakmd3etFHOkyomRIJHTdfCJadO8CKBlIhFFIdDRBUTIsGT8GHftaYt5QCmW2g2dRHL2Y55rXPuoJktA75jZi845x48407KSYvbAdauXbuQ8c6JekyIBE+tYsJHQVjmr/o4qnpNJFgS0agq10JEFRMiwZPwYd+1ZkaR/cCaSd+vBg7We4xzrvr/EHAP5aUhZ3DOfdQ5t9E5t3FwcLBBQ59dXtlhkcCp9pjwUxCW+dNSDpFgSsRMCeIQyWl5s0jg+HGnumZGkSeADWa23swSwC3AvVOOuRd4d2V3juuBEefcITPrNrNeADPrBt4KbGniWOcsr6UcIoETMSMWMSUmQqKWmIhFPR6JiMxFIhZVYiJEtLxZJHj82GOiaUs5nHMFM3s/8C0gCnzcObfVzN5buf5O4D7gJmAHkAJ+rXLz5cA9lW2HYsDdzrlvNmusc1VyjkLJEY9pWySRoIlHI+SK/tkaSeZPPSZEgqkjGtFSjhBRxYRI8MSj5c+xfpoTN7PHBM65+ygnHyZfduekrx3wvmlutxO4vJljW4i8yodFAisR0zZ1YZFVLBYJpHgsQrbgny3qZGFyhVKtLFxEgsHMiEf9VUWsKDIP1Sy/ytZEgiceNZ2pC4laklgTYpFA6YhFyBf8c5ZOFiZXLClBLBJA8WgkeIkJM/uimf2UmSnqUG58CUpMiASR34LwXCgWny6rpRwigRSPGkXnKJaCl5xQHD6dc4580WlOLBJAftu6ud4ocgdwG7DdzP7KzC5q4ph8L1+rmFCPCZGgCXJiAsXi02hZnUgw+XGbujlQHJ6kUEkuJTQnFgkcv82J65rNOee+65x7F3AVsBv4jpn9yMx+zczizRygH1UfQE2GRYInEYvUqp6CRrH4dNUlOTFNiEUCpdqPIIjL6hSHT1c926oeEyLBk4j6a05cdxQxs6XArwK/ATwN/APloPydpozMx2o9JhSERQInHvVX2dpcKRafUt622YiYEhMiQeLHbermYq5x2Mw+bmZDZrZl0mVLzOw7Zra98v/iGW57g5m9aGY7zOwDDf9lFkgn60SCK+6zHZLq7THxJeAhoAv4aefc251z/+6c+49ATzMH6EfVhk1aTycSPH7rQDwX84nFYZ8QKw6LBE/1deunCXG95jkn/gRww5TLPgDc75zbANxf+X7qfUWBDwM3ApcAt5rZJQ35RRpEDeFFgisR89ecuN4o8q/OuUucc//LOXcIwMw6AJxzG5s2Op9SjwmR4Er4bD3dHM0nFn+CsE6IC05n6UQCqNqwNqAVE3OOw865B4HjUy6+Gfhk5etPAj8zzU2vBXY453Y653LAZyu3843qyTo1IRYJHr9VEdcbRf5ymsseaeRAgkRlayLB5beytTmacywO9YRYFRMigXSqYsI/a5vnoFFz4uXVxEbl/2XTHLMK2Dfp+/2Vy6ZlZreb2SYz2zQ8PDyPIc2dKiZEgstvJ+tiZ7vSzFZQDoCdZnYlUC0R6KNcwtaW1GNCJLiC2PyyCbH4tAmxmdU7Ib5uhvHdDtwOsHbt2nkMZ35yhRLxmCrXRIImiLtyeDQnni7AzfgG5pz7KPBRgI0bN7bkjU5VxCLBVT5Z55858VkTE8BPUm7usxr4u0mXjwF/2KQx+V71Q40qJkSCJx41iiVHoVgiFpzXsBexuO4JsReTYShPiBWHRYKn+iHWTyXEdWh0HD5iZisryeGVwNA0x+wH1kz6fjVwcB731TTVx1BLOUSCx299186amHDOfRL4pJn9vHPuiy0ak+/lVbYmEljV1206X6Q3IK/hJsTicEyIiyU641GvhyEic1TrMeGjCfFsmhCH7wV+Bfiryv9fmeaYJ4ANZrYeOADcAtzWgPtuGM2JRYIrHouQL5RwzmE+2OFstqUcv+Sc+xSwzsx+b+r1zrm/m+ZmoZcvlIgYRCPeP4AiMjenJSaSwdhyvgmxODQT4v7OYDyGInJKEHflWEgcNrPPAG8ABsxsP/CnlOPv58zsPcBe4Bcqx55DucHmTc65gpm9H/gWEAU+7pzb2uBfbUFURSwSXIloBAdkCyWSPjjRM9tSju7K/223JejZqOGaSHBVJ0+ZXHAmxCwgFod5QpwrKBaLBFFAd+WYdxx2zt06w1VvmubYg8BNk76/D7hvrvfZKqqYEAmu6us2ky/6PzHhnPtI5f8/b81wgiFX1BZ1IkFVbVqbzhc9Hkn9FhKLwz0hViwWCaJYxDCCVTGhOfH0TjWEVxWxSNAkJlURL/J2KECd24Wa2f82sz4zi5vZ/WZ21Mx+qdmD86t8saQdOUQCKlFpupbKFTweydwpFp+uXL2mybBI0JgZ8WjwdkgCxeGpqsubYxHNi0WCpvp5NpXzx8m6eqPIW51zo8DbKDdEewXw35o2Kp/TZFgkuCb3mAggxeIK51xlu1BNhkWCKB61oO3KUaU4PImWN4sEV/VkXTpgiYlqd7GbgM845443aTyBoCAsElyT19MFkGJxRa5YwqGGayJBlYhFArUrxySKw5PktG2zSGD5bU48W/PLqq+a2QtAGvhtMxsEMs0blr/lCk6JCZGAqvWYCFbzyyrF4opqdl+xWCSY4tFIoHpMTKI4PEm+6FS5JhJQiSAu5XDOfQB4NbDROZcHJoCbmzkwP8srOywSWIkAL+VQLD6l+vglNCEWCaSgVkwoDp8uV9CcWCSo/La8ud6KCYCLKe/dPPk2dzV4PIGgHhMiwVV97folCM+DYjGnsvuqmBAJpng0EtQeE6A4XKM5sUhwBXIph5n9G3A+sBmojtzR1kFYk2GRIKpVTARzVw7F4orqUo6EJsQigZSIRhjPKg4HXU471YkEVtxnzS/rrZjYCFzinAvevk5NkNN6OpHAikUD3WNCsbiimt1XLBYJpngsQm5CcTjo8sUSnfH47AeKiO8EsscEsAVY0cyBBIl6TIgEVzRiRCMW1KUcisUVqVrFhGKxSBAlohbIHhMoDp9GDeFFgiuoPSYGgOfN7HEgW73QOff2pozKx5xz5AtaTycSZPGo+WY93RwpFldU30Q1IRYJpgDvyqE4PIlO1okEVyxiGAHrMQH8WTMHESS5YgmHztKJBFkiGvHNero5+jOvB+AXaVVMiARaIhrMXTlQHD5NvlgiHtPJOpEgMjPisYhvlnLUlZhwzj1gZucCG5xz3zWzLiDa3KH5U6ayLl3rmkWCKx6NkPJJdnguFItPSavHhEigxWMR8kVHqeSIRILzwVZx+HS5ghrCiwRZPBrxzVKOuiKJmf0H4AvARyoXrQK+3KQx+ZrKh0WCLxELZsWEYvEp6jEhEmzV126mEKxYrDh8SqnkKJSc4rBIgCWiRsYnc+J6I8n7gNcCowDOue3AsmYNys9SlS0GlZgQCa54NOKb9XRzpFhcUduVQ/1+RAIp7rNu8HOgOFxRTSppTiwSXPGof5Zy1BtJss65XPUbM4tR3rO57VQrJhKaDIsEVjwa2F05FIsrUrkCESvvsiIiwVOdRwWwek1xuKL62GlJnUhwJWIBW8oBPGBmfwh0mtlbgM8DX53tRmZ2g5m9aGY7zOwD01xvZvahyvXPmtlVU66PmtnTZva1OsfZdBkt5RAJvAA3v5xXLA6jdK68rtlMiQmRIPLbNnVzoDhcoSV1IsEXuB4TwAeAYeA54DeB+4A/PtsNzCwKfBi4EbgEuNXMLply2I3Ahsq/24E7plz/O8C2OsfYEulK88uYgrBIYMV9lB2eoznH4rBK54tKEIsEWPXDrF9KiOdAcbhCS+pEgi8eNd8sb653V46SmX0Z+LJzbrjOn30tsMM5txPAzD4L3Aw8P+mYm4G7nHMOeNTMFpnZSufcITNbDfwU8D+A36vzPpuutpRDZWsigRUPaMXEPGNxKKVzBcVhkQCrlv8HLRYrDp9yanmzYrFIUCWC0mOistTiz8zsKPAC8KKZDZvZn9Txs1cB+yZ9v79yWb3H/F/g94GzbnJtZreb2SYz2zQ83Pz3h7SywyKB56eytXosMBaHUrliQnFYJKgStaUcBY9HUh/F4TOl1GNCJPD8dLJutkjyu5Q7D1/jnFvqnFsCXAe81sz+8yy3nW7GOLU50LTHmNnbgCHn3JOz3AfOuY865zY65zYODg7OdviCpSu7cig7LBJcieA1v/xd5h+LQymVKyoOiwTYqYqJs55/8pPfRXH4NKqYEAm+eMw/O9XNFkneDdzqnNtVvaCyNOOXKtedzX5gzaTvVwMH6zzmtcDbzWw38FngJ8zsU7PcX0uk1ehHJPDi0Qi5QoliKTCN1BcSi0Mpox4TIoF2qsdEMComUBw+g3blEAm+wCzlAOLOuaNTL6ysqYvPctsngA1mtt7MEsAtwL1TjrkXeHelPO56YMQ5d8g590Hn3Grn3LrK7b7nnPulen6hZkvny5l9BWGR4Kr2JghQ1cRCYnEopXJF9ZgQCbDqUiy/nKmrg+LwFDpZJxJ81eXN5ZaP3pqt+WVuntfhnCuY2fuBbwFR4OPOua1m9t7K9XdS7mR8E7ADSAG/Vu/AvZLOFzEgFtHaZpGgqm1TlyvS01FXD2CvzTsWh1U6X6Q7EYjHTkSmEcBdORSHp0ip75pI4CUqr99soUQyHvV0LLPN6i43s9FpLjcgOdsPd87dRzn5MPmyOyd97YD3zfIzfgD8YLb7apV0rkA8GsFMQVgkqKqJiQCdqVtQLA6jdK7I4s6E18MQkXmKB69yTXF4iowqJkQCrxqLU7mivxMTzjlvR+dD6gQvEnzV13BQJsSKxWdK5YrEY4rFIkEVMSMWMd90g5+N4vCZtCuHSPCd2iHJ+1isSDJH6VxJAVgk4BKTlnJIMKXz2pVDJOiCtnWznC6dLxKLGBFVEYsEVtxHc2LN6uYonS9oMiwScAEsIZZJiiVHrqAksUjQJWL+6QYvc1dd3iwiweWn5c2KJnOUzmmLOpGgU8VEsFUTSkoSiwSbKiaCLZ3X7kgiQZeI+acRsaLJHJV7TOjPJhJkcR+tp5O5S+UKAIrFIgGXiAWnx4ScKaWTdSKB56e+a4omc5TOl0io4ZpIoNWCsCbEgZRWJ3iRUIhHI4rDAZbJF2tbDYpIMKnHRIBpPZ1I8KnHRLBVHzf1mBAJtkQ0QkpxOLDKuyMpDosEWaI2Jy54PBIlJuZMneBFgi/ho0Y/MncpVUyIhEI8GiHjg7N0Mj+aE4sE36mKiZLHI1FiYs7SuZIqJkQCrvoa9kOjH5m76geZuJbViQRaIhYh5YOzdDI/aggvEnwJH/VdUzSZo4w6EIsEXjRixKPmiyAsc6eKCZFwKPeY8P4snVfM7EIz2zzp36iZ/e6UY95gZiOTjvkTj4Z7Bu3KIRJ81ZM86Zz3SeKY1wMIEuccqVyh1jhPRIIrGY/6otGPV8zsQuDfJ110HvAnzrn/O+mYNwBfAXZVLvqSc+6/t2iIM6quSdeZOpFgS0TNF5NhrzjnXgSuADCzKHAAuGeaQx9yzr2thUOrSypXZFmv4rBIkEXNiEb8cbJOiYk5yBVLlJwmwyJh0BmPtnWPiSBPiKtLOXSmTiTY4rEI6XwR5xxmbX/S503Ay865PV4PpF6ZnHblEAk6M6MzHvVF9ZpmdXOQqTxgSkyIBF9XIuqL7LBPBGpCnKqcYVUsFgm2RDRCyUG24P2E2AduAT4zw3WvNrNnzOwbZnZpKwc1E+ccqbx25RAJg2TcH3NiRZM5qDZo0lk6keBLxqNqfnnKgibEZna7mW0ys03Dw8PNG2VFOl/+EKMeEyLBdqobfHvHYjNLAG8HPj/N1U8B5zrnLgf+EfjyWX5Oy2JxvugolpzisEgIdCWivlhWp2gyB9U3Tp2lEwm+zkR7L+WoasSE2Dn3UefcRufcxsHBwaaNtSpdq5hQCbFIkFVP9PjhTJ3HbgSecs4dmXqFc27UOTde+fo+IG5mA9P9kFbGYs2JRcKjUxUTwVN9wLSeTiT4Otu8+eUkDZkQt1IqV6QzHtWadJGA09bNNbcyQ9Wama2wSrAzs2spz92PtXBs0zo1J9ZHCZGgSyaitWpUL6n55Rxk1AleJDQ641FG0nmvh+EHZ50QA0ecc85vE+KuRNTrYYjIAlU/1LZz9ZqZdQFvAX5z0mXvBXDO3Qm8A/gtMysAaeAW55zzYqyT1Xr9aHmzSOB1xf2xlEOJiTlIqRO8SGh0qvllYCfE6VyRZFyJCZGgi8fKVU/tXDHhnEsBS6dcduekr/8J+KdWj2s2qiIWCY/ORJShMe9P1ikxMQdaTycSHlrKEewJsSomRIKvWjHR7kniINKcWCQ8/DInVjSZg7SWcoiEhiomgiuVU2JCJAxO7crhfQmxzE2tYkJVxCKB15lQYiJwMgrCIqHhl+ywzF06r6UcImGgXTmCK6WKCZHQ0K4cAXQqCGs9nUjQJeNRsoUSpZLnLRNkjtKqmBAJBe3KEVwZ7cohEhp+qSJWNJkDLeUQCY/OygfbTMH7QCxzk8oVao+fiARXrceEEhOBUztZpypikcBLxqNk8t6frFM0mYNMrogZxCKqmBAJuuoZd52pC55MvkRnXL2bRYKuuiuHEhPBU33MVDEhEnxdPjlZp2gyB6lcka54FDMlJkSCrtqjQBPi4EnlClrKIRICsUiEWMR8UUIsc3OqilhzYpGg6/TJnFiJiTlI54sqHxYJiWoQzmhCHDiKxSLh0ZmIqnItgNK5ItGIEVUVsUjg1RITHs+JlZiYA3WCFwkPvwRhmZtSyVWWcigWi4RBZzyqBHEApXJFOlVFLBIK1ZM9qpgIkEy+qMmwSEj4JQjL3FQTSaqYEAmHLlVMBJIq10TCwy8n65qamDCzG8zsRTPbYWYfmOZ6M7MPVa5/1syuqlyeNLPHzewZM9tqZn/ezHHWK6Ut6kRCo5aY0Jm6QKk+XorFIuGQjPtjmzqZm3SuoJN1IiHhl5N1TUtMmFkU+DBwI3AJcKuZXTLlsBuBDZV/twN3VC7PAj/hnLscuAK4wcyub9ZY65XOaSmHSFj4pdGPzE318dKEWCQcuhJRxeEASud1sk4kLKqJiVSIKyauBXY453Y653LAZ4GbpxxzM3CXK3sUWGRmKyvfj1eOiVf+ebuxKpWlHArCIqHgl7I1mRst5RAJl86EKiaCKKWTdSKhUWsIH9aKCWAVsG/S9/srl9V1jJlFzWwzMAR8xzn32HR3Yma3m9kmM9s0PDzcqLFPS0s5RMJDSzmCqboWXbFYJBw64zH1mAigjComRELDLyfrmpmYmK5N79SqhxmPcc4VnXNXAKuBa83ssunuxDn3UefcRufcxsHBwYWMd1balUMkPJJayhFIqVwBQLFYJCQ6E9qVI4iqu3KISPBVk4xeJ4mbmZjYD6yZ9P1q4OBcj3HOnQR+ANzQ8BHOkXblEAmPahDWhDhYMrXmlzGPRyIijdAVj9YSjhIc2pVDJDySPpkTNzMx8QSwwczWm1kCuAW4d8ox9wLvruzOcT0w4pw7ZGaDZrYIwMw6gTcDLzRxrHVJKzssEhrxaIRYxDzPDsvcpNT8UiRUOtX8MpA0JxYJD780hG/aKSfnXMHM3g98C4gCH3fObTWz91auvxO4D7gJ2AGkgF+r3Hwl8MnKzh4R4HPOua81a6z1cM6R0no6kVDp1DZ1gZNWjwmRUFHzy2DSrhwi4VE9Wed1LG5qLaxz7j7KyYfJl9056WsHvG+a2z0LXNnMsc1VtlDCuVOlLiISfEmtbQ4c7cohEi6d8Sj5oiNfLBGPNrOQVxoplStqTiwSIp2JqOdVxHoHqFP1w4vK1kTCozOuEuKg0VIOkXDp0g5JgVMsOXKFEl1x9foRCYvOuPcn65SYqFNaiQmR0OlSCXHgpJWYEAkV7ZAUPKcq1/QxQiQs/LCsThGlTrWzdCpbEwmNZNz7sjWZm3S+SEcsQiQy3W7TIhI0tYoJxeLAqCWItTuSSGh0+mBOrMREnXSWTiR8/FC2JnOTzqnhmkiYVOdVXk+IpX6aE4uET6cP+q4pMVGnjBquiYSOH8rWZG5SuSJdOksnEhqd6jERONXHSklikfDwQ981JSbqlNIWdSKh44cgLHOTzhdIxvXWJRIWneoxETipXAFQxYRImHRpV47gqGaHkwrCIqGRjEfJ5EteD0PmIK2KCZFQqb6eVTERHNq2WSR8kj5Y3qzERJ20XahI+JSzwwWvhyFzkMoVFYdFQqS6s4NicXCox4RI+HTGvV/erMREndLalUMkdNRjIngy+aLisEiIVHd28PpMndRPPSZEwscPc2IlJupU6zERVwmxSFhUl3KUSs7roUidUtqVQyRUurQrR+BUHystbxYJj071mAiOWo+JhP5kImFRLUPNFtRnIii0lEMkXLQrR/BkVDEhEjqd8Si5Qomihyfr9Cm7Tpl8kYhBIqo/mUhYdFZ2d9CEODi0lEMkXDpiEcy0K0eQpLS8WSR0qid9vFxWp0/Zdap2gjczr4ciIg2ibvDBo4oJkXAxM23dHDDVxyoZUywWCYtqBZSXyzmUmKhTKl/UWjqRkElWS4jVDT4QnHOk8+oxIRI2XYkoKSWIAyOdL5KMR4hEdLJOJCySqpgIjkyuWNvSSkTCoXrmPZ1Tj4kgyOTLj1O1i7+IhEMyHiWjionAqFYRi0h4+KHfjz5p1ymdV/mwSNjUEhM6UxcI1cep2htERMKhywfd4L1iZrvN7Dkz22xmm6a53szsQ2a2w8yeNbOrvBjnZFpSJxI+fljKoXRnnVK5os7SiYRMtQqqXRMTZrYbGAOKQME5t3HK9Qb8A3ATkAJ+1Tn3VKvHWZWqLLnRmTqRcOmMR9s2Dle80Tl3dIbrbgQ2VP5dB9xR+d8zakIsEj7JWhWxEhO+V66Y0Fk6kTDpjFeaX7bpmbqKwEyIaw3XNCEWCZXOhJpfnsXNwF3OOQc8amaLzGylc+6QVwNK5QqqmBAJGe3KESAZLeUQCZ1T6+nU/HIGtQmxc+5RYJGZrfRqMNUzql2KxSKh0uYVEw74tpk9aWa3T3P9KmDfpO/3Vy7zTFoVEyKhox4TAZLOKQiLhI2aXzZmQmxmt5vZJjPbNDw83KShnlr3qF05RMKlKxGrLdVqQ691zl1FuULtfWb2Y1Oun27rCzfdD2pVLE6rx4RI6HRVqoi1XWgAlBv9aOWLSJio+WVjJsTOuY865zY65zYODg42Y5zAqcdJSzlEwiUZb9+lHM65g5X/h4B7gGunHLIfWDPp+9XAwRl+VstisRLEIuGS9EHfNSUm6lRu9KM/l0iYVIOwl+vpvNTICXErpFUxIRJKXYn2XMphZt1m1lv9GngrsGXKYfcC767sznE9MOJlfwnQrhwiYVTrMaGKCf9TEBYJn0Q0QjRiTGTbr4Q4iBPianmhYrFIuHS273ahy4GHzewZ4HHg6865b5rZe83svZVj7gN2AjuAfwF+25uhnqJdOUTCpzq30nahPlcsOdL5It0d+nOJhImZ0dXeE+J7yjuCEgPurk6IAZxzd1KeEN9EeUKcAn7No7ECp8oLNSEWCZfOeJRsoUSx5IhGpltBFk7OuZ3A5dNcfuekrx3wvlaOazY6WScSPrFohEQs4mm/H33SrkP1AepO6M8lEjY9HbG2rJgI4oQ4XYnFmhCLhEt3R/VMXYHeZNzj0cjZlEqOVK5Il07WiYROT0eMcQ/nxFrKUYeJbPksnSomRMKnKxFlon27wQfKeDUWK0ksEirV+VV1viX+lapUrvV0KEEsEjbdHd5WESsxUYfqh5ZuBWGR0ClnhzUZDoKJbIGuRJRIG5V6i7SDnkpiwsszdVKfaoWhTtaJhE93QhUTvlcLwjpLJxI63R0xUpoMB0IqV9BkWCSEqvOrdlxWFzTVDy09isUiodPt8fLmpiYmzOwGM3vRzHaY2Qemud7M7EOV6581s6sql68xs++b2TYz22pmv9PMcc5mXNlhkdDq8jg7LPUbzxY1GRYJodpSDi2r872UltSJhFZoExNmFgU+DNwIXALcamaXTDnsRmBD5d/twB2VywvAf3HOXQxcD7xvmtu2TC0IaymHSOj0eLyeTuo3kS0oDouEUI96TARGNZHfpVgsEjo9HVEmQtpj4lpgh3Nup3MuB3wWuHnKMTcDd7myR4FFZrbSOXfIOfcUgHNuDNgGrGriWM/qVI8JZYdFwsbr7LDUbzxb0Fk6kRCqJhwVi/1vQks5REKrOxHSignKiYR9k77fz5nJhVmPMbN1wJXAY9PdiZndbmabzGzT8PDwQsc8La2nEwmvbo+3RpL6TWQLisMiIdSt5peBoZN1IuHl9Zy4mYmJ6dqmu7kcY2Y9wBeB33XOjU53J865jzrnNjrnNg4ODs57sGdTXcrRlVDZmkjYdCdiZAslCsWS10ORWZSXcmgyLBI2p7YLVWLC73SyTiS8qtuFOjf1I3trNDMxsR9YM+n71cDBeo8xszjlpMSnnXNfauI4ZzWuXTlEQqtWQqw+E743ni0qMSESQl1xLeUICm0XKhJe3R0xiiVHtuDNybpmJiaeADaY2XozSwC3APdOOeZe4N2V3TmuB0acc4fMzICPAducc3/XxDHWZSJboCsRJRKZrsBDRIKsOrlKqRu875WXcqhyTSRsIhGjOxFlXM0vfa/6GFWTSSISHtWT8F4t52hautM5VzCz9wPfAqLAx51zW83svZXr7wTuA24CdgAp4NcqN38t8MvAc2a2uXLZHzrn7mvWeM9mIlekS9USIqGkEuJgKJYc6bwqJkTCqrsjpgRxAOhknUh41U7WZYvQ0/r7b+oMr5JIuG/KZXdO+toB75vmdg8zff8JT+gsnUh4VV/bOlPnb9WGa1rXLBJOPWpEHAjq9SMSXqfmxN7E4mYu5QgNBWGR8KpWQ6U0IfY1rWsWCTdt3RwM49odSSS0alXEHlWvKTFRh4lcQY0vRUKqR9vUBYISEyLh1t0RZUKVa76XyhVrTaNFJFyqJ+u8ShIrMVGHiayCsEhYeZ0dlvpUl9poWZ1IOGkpRzCMZ3WyTiSsemp917xJEisxUYeJbIEunaUTCaXuRHWbOp2p87MJbdssEmrdHTEliANgQks5REKreiJeFRM+NpEr0KPJsEgoaVeOYBjXUg6RUOtKqMdEEKjvmkh4eb1dqBITdSgv5VAQFgmjzspe7BM5VUz4WfUDi87UiYRTT0dUSzkCYFzLm0VCq7ZdqJpf+pNzrtz8UkFYJJQiEaM7EdWZOp9T80uRcOvuiJHJlyiWnNdDkbOYUI8JkdBKxCIkopFaX69WU2JiFul8Eec0GRYJM21T53+nml8qFouEUY8aEfteseRI51VFLBJm5R2SVDHhS1rXLBJ+5aZrWsrhZxPZAhGDZFxvWyJhpH4//ldNGilBLBJeXQnvGhFrhjeLaqf+aud+EQkfL7PDUp/xSsM1M/N6KCLSBEpM+J+W1ImEX4+HVcRKTMxCQVgk/LoTMTVd8zltUScSbj2VXl5erW2W2dVO1qnvmkholU/WqceEL6kTvEj4dXfEPOtALPUpNyFWHBYJq2pDRVVM+JfmxCLhV17erIoJX6o+MF1ayiESWuXmlzpL52fj2rZZJNSqr29Vr/lXNTHRpV05REKrO6GlHL41lik/ML3JuMcjEZFm6UvGGMvkvR6GnEV5KYcSxCJhVT0LP55RYsKvxlUxIRJ6vclY7fNvqykxMYuRdPnDSn+nEhMiYdXXGWckncc55/VQZAbjmUKt1FtEwqevMs9Skti/RisfVvo6FYtFwqq/Mif2ghITsxitPDAKwiLh1ZeMky86MvmS10ORGYyk80oQi4RYX7I8zxpJq2LCr3SyTiT8+jrjpHJF8sXWz4mVmJjFSDpPMh6hI6YSYpGwqk6yvMoQy+yUmBAJt1g0Qk9HTHHYx6qPjZY3i4RXda416kEsVmJiFqPpAn0KwCKhVq2IGlUJsS/lCiXS+aISEyIh15eMKQ772Gg6T29HjGjEvB6KiDTJqTlx66vXlJiYxWhGZ+lEwk4VE/5W/aDS36VYLBJmfR6ubZbZjabztV4gIhJOXs6JlZiYxYiCsEjoVauivChbk9lpXbNIe1Biwt+0pE4k/LycEysxMQtVTIiEnyom/G2k1oRYsVgkzPo740oQ+9hoJq9m8CIh16eKCf8aSedrnaJFJJz6PGz0I7NTxYRIe1Biwt9UMSESfrXmlx70+1FiYhaj6YKCsEjI9bbhNnVmtsbMvm9m28xsq5n9zjTHvMHMRsxsc+Xfn3gx1lElJkTaQl+yvZZyBCkOgxITIu2gupTDi1isUoCzKJVcpWxNQVgkzOLRCN2JaLt1gy8A/8U595SZ9QJPmtl3nHPPTznuIefc2zwYX01tKYd2SBIJtf7OOBO5IoViiVi0Lc6dBSYOg07WibSDZDxCIhph1IOTdW0R9edrPFfAOU2GRdpBX5uVEDvnDjnnnqp8PQZsA1Z5O6rpqWJCpD30e7hNnReCFIer2zZrTiwSbmZGX2dMPSb8RpNhkfbR38bd4M1sHXAl8Ng0V7/azJ4xs2+Y2aWtHVnZSDpPZzxKIqa3LJEw87LpmtcaEYfN7HYz22Rmm4aHhxs6vlqvH23bLBJ6fZ1x9Zjwm1Od4LXiRSTs+pLeBGGvmVkP8EXgd51zo1Oufgo41zl3OfCPwJdn+BlNmwyD1jWLtIv+Nm1E3Ig4DOCc+6hzbqNzbuPg4GBDx1h9f1QsFgm/vqQ3VcRKTJxFdW2NekyIhF9fZ7ytml8CmFmc8mT40865L0293jk36pwbr3x9HxA3s4FpjmvaZBiUmBBpF+1YMdGoONxs6vUj0j682iGpqYkJM7vBzF40sx1m9oFprjcz+1Dl+mfN7KpJ133czIbMbEszx3g2CsIi7aOvM9ZWZ+nMzICPAducc383wzErKsdhZtdSfs841rpRlikxIdIe+tssMRG0OAw6WSfSDvo8Wt7ctDUKZhYFPgy8BdgPPGFm907pNHwjsKHy7zrgjsr/AJ8A/gm4q1ljnI3K1kTah1dlax56LfDLwHNmtrly2R8CawGcc3cC7wB+y8wKQBq4xTnnWj3QkXSBVYs6W323ItJitaUc7bOsLjBxWH3XRNpHf2fMkybEzWyecC2wwzm3E8DMPgvcDExOTNwM3FUJsI+a2SIzW1npUvxgpRGQZ0aVHRZpG/2dccayBYolRzRiXg+n6ZxzDwNn/UWdc/9EOUHsqdF0notX9no9DBFpsmqFartUTAQtDoP6rom0g75kuWLCOUelYKslmrmUYxWwb9L3+zlzC6R6jvHMaDqPGfR2KAiLhF01ATnWPmfqAmNUSzlE2kIyHiERjdR6fIl/jKhiQqRt9HfGKZYcqVyxpffbzMTEdOmVqaVn9Rxz9jtpYjf40UyB3o4YkTY4eyrS7k51g9eE2E+KJcdYtqDJsEgbMDPP1jbL2Y2k8yTjETpiUa+HIiJN5lUj4mYmJvYDayZ9vxo4OI9jzqqZ3eBH0nkt4xBpE33JcmWUJsT+onXNIu2l3RoRB8VoWglikXbhVSPiZiYmngA2mNl6M0sAtwD3TjnmXuDdld05rgdGnHOHmjimOTk6nmVpd8LrYYhICyztKb/Wj05kPR6JTKbyYZH2srgrwfGJnNfDkClOpHKKwyJtYnFXeU58osWxuGmJCedcAXg/8C1gG/A559xWM3uvmb23cth9wE5gB/AvwG9Xb29mnwEeAS40s/1m9p5mjXUmR8dzDPZ2tPpuRcQDgz1JAI6OKTHhJ8cqiaKlPYrFIu1gsKeDo+OKw35zdDyrObFIm6i+1odbHIub2tXROXcf5eTD5MvunPS1A943w21vbebY6jE8luXy1f1eD0NEWmCgt1IxMa4zdX4yXEkUDSoxIdIWBnoTPLZLiQm/GR7PcvXaxV4PQ0RaoDrnGm7xybpmLuUItGLJcXxC2WGRdtGViNGViLY8CMvZ1RITisUibWGwJ8mJVJ5coeT1UKTCOcfRsRwDShCLtIW+zhiJaKTlFRNKTMzg+ESOkkNBWKSNDPaqhNhvhseyRAyWqN+PSFuoJiGPqd+Pb0zkiqTzRSWIRdqEmTHQk+DoWEh6TARd9cOJgrBI+xjQ2mbfGR7PsrSng6i2bRZpCwPVRsQtnhDLzFS5JtJ+Bjw4WafExAyqD4QqJkTax0BPQokJnxkey6q/hEgbOdV0LePxSKRKiQmR9jPY06EeE35RfSCqmXsRCb/B3tYHYTm74TH1+hFpJwMeNV2TmZ2aEysWi7QLL6qIlZiYgZZyiLSfgZ4OTqTy5ItquuYXSkyItJfq6107JPmH5sQi7Wewt4NjEzlKJdey+1RiYgbDY1k6YhF6Opq6o6qI+Eh10nV8QhNiP3DOMTyuxIRIO0nGo/QmY6qY8JHhsSzRiLG4S1XEIu1ioCdBseQ4kWrdnFiJiRkcHc8x2NuBmRquibQLlRD7y0g6T77o1GNCpM14sbZZZjY8lmVpd0JNiEXayGBvEmht9ZoSEzMYHstqLZ1Im6klJtQA0xfUcE2kPQ2o34+vDI9rTizSbqp9FlsZi5WYmMFRBWGRtrOsurZZE2JfUGJCpD0NerBNncxMvX5E2s9Ard+PEhOeO6p1zSJtRxUT/jKshmsibUlLOfxFc2KR9lPbulkVE97KF0scm8gpCIu0mc5ElJ6OGEOjmhD7gSomRNrTYG8HY9kC6VzR66G0vVLJqYpYpA31dsToiEUYGsu07D6VmJjGvuMpnIO1S7q8HoqItNiaJV3sPZ7yehgCHDiZpisRpVe7I4m0ldWLOwHYd0Kx2GtHxjLki45VlcdERNqDmbV8TqzExDR2H5sAYP2AEhMi7Wb9QBe7j054PQwBdh2dYP1At3ZHEmkz65Z2A+UYIN6qPgbrK4+JiLSPdUu72X1UiQlPVR+AcxWERdrOuqXd7D2eolAseT2Utrf76ATrBhSHRdpN9XWvJLH3qomJdTpZJ9J21i3tYvexCUol15L7U2JiGruPTdDbEWNpd8LroYhIi61b2k2h5Dh4snVr6uRMuUKJfSfSnKfEhEjb6e+Ms6Q7UatgFe/sPjpBIhbhnH4t5RBpN+sGuskWShwebc2cWImJaew+luLcgS6VD4u0oeqZul2aEHtq34kUxZKrlXSLSHtZt7RLSzl8YNfRFOcu6SIS0ZxYpN2sr1avtWhOrMTENHYfndBkWKRNrVtaLldVCbG3qn//9YOKxSLtaN1Aa9c2y/R2H5uofTgRkfZybm1O3JpYrMTEFLlCif0nUkpMiLSpwd4OuhJRlRB7rHqmVEs5RNrT+qXdHB7NaMtQDxVLjr3HUkpMiLSpc/o7ScQiqpjwyv4TKUoONVwTaVNmxrlLu1Ux4bFdRydY1BVnUZd6/Yi0o3UtLiGWMx08mSZXLGlOLNKmIhHj3CWt261OiYkptFWoiKwf6GL3MZUQe6m6VaiItKf12pnDc9U5saqIRdrXuUu7VTHhlWf2jRAx2LC81+uhiIhHLl7Rx+5jE5xM5bweSltyzvHi4THOH+zxeigi4pHzBruJRYwtB0e8Hkrb2npwFIANyxWLRdrVxSt7eXl4gvFsoen3pcTEFI/tOsYl5/TRl4x7PRQR8ci165fgHDyx+4TXQ2lL24fGOTaR49r1S7weioh4pCsR47JV/Ty687jXQ2lbj+48xgXLehjo6fB6KCLikWvXL6FYcjy5p/lzYiUmJskWijy99yTXrV/q9VBExEOXr1lEIhbhsZ3HvB5KW3rk5fLf/dXnKRaLtLPrz1vKs/tPqgGmBwrFEpt2n+D685QgFmlnV5+7mFjEWjInVmJikmf3j5AtlHSWTqTNJeNRrliziMd360ydFx7deYxVizpZs0S9fkTa2XXnLSFfdDy1V9Vrrbb14Cjj2YJO1om0ua5EjFeu7uexXc2fEysxMUk1E3TtOiUmRNrd9euXsOXACGOZvNdDaSulkuPRnce4XtUSIm1v47mLiUaMR1W91nLVv/l1qpgQaXvXrl/Skuo1JSYqnHN8Z9sQF63oZXG3tqcTaXfXn7eUkoPvvzjs9VDayrMHRjiRyvPq85WYEGl3vck4l63q5/5tQzjnvB5OW/neC0OcP9jNst6k10MREY+9+ryl5IuOB15q7pxYiYmKJ3af4Jl9J3nXdWu9HoqI+MB15y3lvIFu/uXBnZoQt9C/PLiT3o4Yb710uddDEREfuOWaNTx/aJQfvayqiVZ5Zt9JHtt1nF+8Zo3XQxERH3jdBQOsWtTJvz60s6n309TEhJndYGYvmtkOM/vANNebmX2ocv2zZnZVvbdttI888DJLuhO842oFYRGBaMT4Dz92Hs8dGOGRkJYRLyRGN8PLw+Pct+UQv/zqc7UzkogA8LNXrmKwt4M7H3jZ66E0hd/iMMAdP3iZvmSMW6/VyToRgVg0wn94/Xo27TnBpib2X2taYsLMosCHgRuBS4BbzeySKYfdCGyo/LsduGMOt22YTz26h/tfGOJXX7OOzkS0WXcjIgHzs1euYllvBx/80nMMjWa8Hk5DLSRGN8N4tsB/+/wzdMQi/Prr1jfrbkQkYJLxKL/xuvU8tP0odz2y2+vhNJTf4jDAF57czze3HuZXXrOOXiWIRaTindesYUl3gj/44rMcHc825T6aWTFxLbDDObfTOZcDPgvcPOWYm4G7XNmjwCIzW1nnbRds3/EU/9+Xt/D/fWULb7poGb/1hvMbfRciEmDJeJSP/PLVDI9l+fk7f8QXntxPvljyeliNspAY3TDFkuObWw7zC3c+wjP7R/i/v3gFAz0djbwLEQm4X3/det5yyXL+5Ctb+aN7nmPPsQmvh9QovojDAPtPpPjvX32e3//CM7zuggHe98YLGn0XIhJgXYkYd7zrKg6cTPMLdz7CVzYfaPicuJmJiVXAvknf769cVs8x9dx2wX7r00/y2Sf2css1a/jwu64iHlXLDRE53ZVrF3PXr19LdyLGf/38M3z1mYNeD6lRFhKjG+b+bUd476eeZDSd5453XcUNlzV8vi0iARePRvin267kXdet5fOb9vMrH388LL1/fBGHAf7DXU9y1yO7+bmrVvMv795IMq4KYhE53XXnLeX//eq1RCPG73x2M/c9d6ihPz/W0J92OpvmsqnvIjMdU89tyz/A7HbKpW0A42b24jSHDQBHZxgnf1X512JnHZNH/DYmv40HNKZ6+W1MZ4znXfP8QT//1/O62bnzvLtmWkiMPv2g+uLwWe0BfvKDc71Vjd+eb1P5eXx+Hhv4e3x+Hhv4e3y1sc0nFm8HIr8/55uFOg5DY2Lx31b+zVMgnnM+5efx+Xls4O/x+XlsUBnffOfEP9PgOXEzExP7gcmdJFcDU081znRMoo7bAuCc+yjw0bMNxMw2Oec21jfs1tCYZue38YDGVC+/jclv4/GJhcTo09QTh5vJ74+vn8fn57GBv8fn57GBv8fn57G1WMPiMCgWn42fxwb+Hp+fxwb+Hp+fxwb+G18z1y48AWwws/VmlgBuAe6dcsy9wLsrHYevB0acc4fqvK2IiMzfQmK0iIgsnOKwiEhF0yomnHMFM3s/8C0gCnzcObfVzN5buf5O4D7gJmAHkAJ+7Wy3bdZYRUTazUJitIiILJzisIjIKc1cyoFz7j7KAXXyZXdO+toB76v3tgvgWVnbWWhMs/PbeEBjqpffxuS38fjCQmK0z/j98fXz+Pw8NvD3+Pw8NvD3+Pw8tpYKURwGfz+ufh4b+Ht8fh4b+Ht8fh4b+Gx8FpKuxiIiIiIiIiISQNofU0REREREREQ8E7rEhJl93MyGzGzLlMv/o5m9aGZbzex/ez0mM7vCzB41s81mtsnMrm3heNaY2ffNbFvl7/E7lcuXmNl3zGx75f/FPhjT35jZC2b2rJndY2aLvB7TpOv/q5k5MxvwejxePb/P8rh5+fxOmtnjZvZMZUx/Xrncs+e3LFy9j5+Z3VB5Lewwsw9MuvwvKnFks5l928zO8dHYmhrnGjC+X6i8lkpm1pDu3TPd16Trzcw+VLn+WTO7qt7b+mB8085DvB7bbO9pPhjftLFb/MPPcbhB42taLPZjHD7b/U263rNY7Oc4vJDxtSIWBzYOO+dC9Q/4MeAqYMuky94IfBfoqHy/zAdj+jZwY+Xrm4AftHA8K4GrKl/3Ai8BlwD/G/hA5fIPAH/tgzG9FYhVLv9rP4yp8v0ays2q9gADHv+NPHt+n2VMXj6/DeipfB0HHgOu9/L5rX8NeVxnffwoN497GTiP8rbTz0x6zfZNOu4/AXf6aGxNjXMNGN/FwIXAD4CNDRjPjPc16ZibgG9UXs/XA4/Ve1svx1e57oz3fD+MjbO8p/lkfNPG7kb/DfVvQY+vb+Nwg8bXtFjcgLE1NA7Pdn+TjvEkFi9kbJXrmhaHG/C3a2osXuDYPI3DoauYcM49CByfcvFvAX/lnMtWjhnywZgc0Ff5up8Z9qRu0ngOOeeeqnw9BmwDVgE3A5+sHPZJ4Ge8HpNz7tvOuULlsEcp79/t6ZgqV/898PuUH0evx+PZ8/ssY/Ly+e2cc+OVb+OVfw4Pn9/SEPU8ftcCO5xzO51zOeCzldvhnBuddFw3jX3tLnRszY5zCx3fNufciw0cz4z3NWXMd1Vez48Ci8xsZZ239XJ8M73nez62Wd7T/DC+mWK3+Ief43AjxtfMWOy3OHzW+5sybi9isZ/j8ILG14JYHNg4HLrExAxeAbzezB4zswfM7BqvBwT8LvA3ZrYP+D/AB70YhJmtA66knBFb7ip7Y1f+X+aDMU3265Szey03eUxm9nbggHPuGS/GMnU8+OT5PWVMv4uHz28zi5rZZmAI+I5zzjfPb5m3eh6/VcC+Sd/vZ9KbvZn9j8pz8l3An/hpbJM0I841cnyNUM99zXRMK8a5kPE1W0PGdpb3WU/HN0PsFv/wcxxuyPgmaXQs9lscrvf+vIrFfo7D9d63V7E4sHG4qduF+kgMWEy5VOUa4HNmdp5zzstM/G8B/9k590UzeyfwMeDNrRyAmfUAXwR+1zk3amatvPtpTR3TpMv/CCgAn/ZyTJUx/BHlcj9PTPO4ef78nmZMf4mHz2/nXBG4wsrrQ+8xs8tadd8yf2b2XWDFNFf9Ub0/YprLaq8D59wfAX9kZh8E3g/8qV/GVrmPece5Voyvgeq5r5mOacU4FzK+Zlvw2GZ6n22QBY1vutjtnGvaGnE5k5/jcCvGV7mPecXigMXheu/Pq1js5zhc7317FYsDG4fbJTGxH/hS5YPa42ZWAgaAYQ/H9CvA71S+/jzwr628czOLU34xfNo596XKxUeqJUaVUqiWLnmZYUyY2a8AbwPe1Opk0tQxmdkrgfXAM5VEzmrgKTO71jl3uNXjqVzs6fN7hjF5+vyucs6dNLMfADfg8fNbZuecmzF5ZWb1PH77Kfd/qVrN9MuI7ga+zhwmxM0e20LjXAv/do1Qz33NdEyijtt6Ob5mW9DYZnqf9cv4qqbEbiUmWsjPcbgV41tILA5YHK73/ryKxX6Ow/Xet1exOLBxuF2WcnwZ+AkAM3sF5RfTUS8HRPnB//HK1z8BbG/VHVv5E/XHgG3Oub+bdNW9lD9QUvn/K16PycxuAP4AeLtzLtWq8cw0Jufcc865Zc65dc65dZRf2Fe1KCkx0+P2ZTx6fp9lTF4+vwcrWV7MrJNypcYLePj8loao5/F7AthgZuvNLAHcUrkdZrZh0nFvp/yc8MvYmh3nFjS+Jqjnvu4F3m1l1wMjlfLnVoxzIeNrtnmP7Szx2i/jmyl2i3/4OQ43YnzNjMV+i8P13p9XsdjPcXhB42tBLA5uHHYt6rLZqn/AZ4BDQJ7yh8b3UP6g9inK2Z6ngJ/wwZheBzxJuVPqY8DVLRzP6yiX6zwLbK78uwlYCtxP+UPk/cASH4xpB+U1UNXLGtrBeT5jmnLMblq3K8dMfyPPnt9nGZOXz+9XAU9XxrQF+JPK5Z49v/WvIY/rtI8fcA5w36TjbqLc4fpl4I8mXf7FyvPhWeCrlJvr+mVsTY1zDRjfz1J+78oCR4BvNWBMZ9wX8F7gvZWvDfhw5frnmNSFfqZxNvhvtpDxnfGe74exUcd7msfjmzZ2659//jUgljQtDjdofE2LxQ0YW8Pj8Ez3N4dY19RYvMCxNTUOL2R8tCAWL2BsnsZhqwxCRERERERERKTl2mUph4iIiIiIiIj4kBITIiIiIiIiIuIZJSZERERERERExDNKTIiIiIiIiIiIZ5SYEBERERERERHPKDEhIiIiIiIiIp5RYkJEREREREREPKPEhLQlM/usmf27mT1mZnvM7Kcql3/fzN5S+fovzexD3o5URCScpovDZvZKM/vhpGOuMrPveTlOEZEwO8uc+HtmtrnyL2Nmv+D1WCXclJiQdnU5sNM5dx3wLuBPK5f/KfBHZvYu4ErgP3s0PhGRsJsuDm8FzjezaOWYvwX+q0fjExFpB9POiZ1zP+GcuwL4CHAv8CXPRihtIeb1AERazcw6gQHgzysXPQ8sBnDOPWhmBvwe8AbnXNGbUYqIhNdMcdg5VzKzrcClZrYB2Ouce8qrcYqIhNnZ5sSV698N3Aj8vObE0myqmJB2dBmw3TmXqXx/FfAMgJm9ElgJZJ1zY5XLLjWzP6h8/U9m1uvBmEVEwmTGOAw8CrwW+DPgD0FxWESkSc42J/4FyhUU73TO5RWHpdmUmJB2dDmw1sySZtZNOUv892a2Evg0cDMwYWY/WTl+I6cmzH3VhIWIiMzbtHG4ct2jwF8C9zjnDlQuUxwWEWm8mebEbwN+G/i5SUkLxWFpKiUmpB1dTjkB8QPgCeAO4GnKa+f+i3NuG/AXlM/WAVwDPF8J2JjZj5nZZ1s8ZhGRMDkjDjvnqk0vXwCywF9POl5xWESk8WaKxZ8EVgM/rDS/fA9T4jAoFktjqceEtKPLgf/gnPuDKZe/uvqFc+7BSd+vB/4IGAWWVfpQvKYlIxURCaeZ4jDA7wAfdM5NTLpMcVhEpPGmjcXOuaVTDzSzrzMpDleOUyyWhlFiQtrR+cD2eg40szhwzDn3m80dkohIWzkjDpvZ+cDXgR865z456XLFYRGR5qhrTqw4LK1gzjmvxyASKGZ2OfA/gX90zn3T6/GIiLQbxWEREe8pFksjKTEhIiIiIiIiIp5R80sRERERERER8YwSEyIiIiIiIiLiGSUmRERERERERMQzSkyIiIiIiIiIiGeUmBARERERERERzygxISIiIiIiIiKeUWJCRERERERERDyjxISIiIiIiIiIeOb/ByGgY/f+Re1AAAAAAElFTkSuQmCC\n", + "image/png": 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" ] @@ -645,30 +617,30 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -709,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -734,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 49, "metadata": { "scrolled": true }, @@ -743,13 +715,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "[52608.52265967 52372.09185455 52826.49659446 ... 52130.65430508\n", - " 52436.74472364 50458.31245701]\n" + " energies angles check label\n", + "1 48302.953443 2.724178 0.025130 2.724178\n", + "3 48546.977902 0.719561 0.011664 0.719561\n", + "6 48664.867409 1.306019 0.012620 1.306019\n", + "7 47817.234431 2.447818 0.020943 2.447818\n", + "9 47474.916087 2.295566 0.026907 2.295566\n", + "... ... ... ... ...\n", + "2000288 48934.613742 1.364045 0.067044 1.364045\n", + "2000289 48596.725854 2.090598 0.004960 2.090598\n", + "2000291 48267.205206 1.021847 0.057070 1.021847\n", + "2000292 48189.625745 1.466768 0.051119 1.466768\n", + "2000293 48090.792935 2.497783 0.017145 2.497783\n", + "\n", + "[1290359 rows x 4 columns]\n" ] }, { "data": { - "image/png": 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" ] @@ -763,17 +747,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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Ekvllt0pZK7MsV6i3ULKaYyiVFYaiSRwZn8c/PHoKjxybRDJXRKmkUFIK333xLPxuO2LJPA6OzcHvdsDjtMFus8FhE2wP+ZHMFRFYklD1/r0kotVL54s4NZXEs8PTeOjwOeSKZThsgg2dHly3tRsepw1Hx+OYzxTw+Mkoosncsu2yAmCgL4A3X7EOdhvwsbftQl/Qgz37RvDGXX3YM3d+rgu4Hbh1IIRbB0KYmM/ghTOz2BuZOW9Z4aYuL955zQa8ZkcY5+az+PXXbgdQyUX9ocDC47b0+LBn38glixJLLc5ni/8vIvC67Lh6YydeWvfyifhrd1Z26To5mVy4bdf6IDZ1e3HDZT04cS6JkZk07rppK06cS+KyXv+yHQ21GB0228L7W3p82NLjw8Rc9rwc+697zyBfLOOtV69DPFNEPFvAD14axzVbujCTymN8LoOx2QxGptN4/GQU+WKlpbrH70KuWMavvHrLBXl8td8bIlrZ0fF5fPKhY0hki7hyQweuWB9Eb8CNN1/ZhzPTKXzlmTN4bngG7/rMU9jRF8C7b9gMKKBj0cU/pRTOTKfw4sgszsyksefZM5hNFaCUgsdph9tph8dpg8dhh9NhQ65QwvhcBl955jQKpTLS+RL+/flRzKULcNoFj52YQjpf6U6bSeehFNDtc+L2q9dj92Xd+M+v67/ooMd6nv8Ouw2vvzyMs7MZ/PyrNuLA6CzmMgV898VxJHNFiAABlwPhoBu/cN0mTMazuOGybsyk84gl8phJ5XByMol9wzPIFcvYtT6A2wZ6cfXGTmzu9uJ91U7ti33tGy7rxg3VLvHFj6tdXAWAX75hEwankjg2kcB3XqgUmg+MzmH/mVl878A4un1ObA/5UShVzpsj0RRcdoHTYYPdBhyfiOPQ2DzmMwUUS+WFjvBYModDZ+fx2197EQ8fObeQex02WSiEAEA46Mahs3N41eYu9Phd6PQ60e1z4acnpvBrt21f9thW+v6zo3l1WJjQwFQih1yxjK09voY/x1r3TL7rpq1429XrMZ3M42/efQ0ePDyB+56I4O8ePQmlgIePnsMdr9yAWDKHl0bnkMwV8dzpGcyk8nh6KIbZdB4BtwO71nfgtTtD2H1Z90VbvbRwsUSh1Qmcqg4pnZjP4ivPnMG6Djd+cnwK0UQO08k8SoteOXRXW34ddoHbZoPNVjm5zhVLmIxnkcoVkS2WF9YXApXketuOEN58RZ8mS3OIqHlKZYV4toDDZ+cRTeRwZjqFE5MJ/OxUDGdnM1Co5IlXbOzER940gNGZDJx223kv3IHKCV+uWMJ9j0cwny0gXyzDJoJfvn4zXhiZxQdv3bbw+L5g/bMjNnR68Y5XefHFD23G2Gwa33nxLD5023Y8dGhi4cr/pf5G6elErZmx2ETgcdqxudsHVFdpRqIp/IfdWy547Ff3nkEyV0RvwI1/ePQU/vcPjuJTj5zEe27cgi6fq2kxEdHL9uwbwb7hadx/YBybur340G3bsa7j5dxX60YulSvzcfxuO+55fAiffOg4ACAUcOPBQxPIFUs4Oh5HKl+Z4+Z22PDqbT24fF0QNhFkCyVkC2Wcnk7B4ROkMyW4HTZ4nHZs6fHBZbchEk0imS1CKYV0vowz02n43Has7/Tgg7duw2t2hnB0PN6SJSVelx23DIQW/mZkCyU4bLKw3K1WLFhaDF7u39VY7hx88edwOypF5qs3diJfLOOum7biq3vPYCaVx7pOD144M4tnT89gPl3A154dQSZfQu1M+AcHJwAAX6ku1furh4+j2+dCoVRe6Ijp8btwzeYuXLUhiK09fnhddrzzmg34h0cHMTKdwunpNB44OIGvPTt6QeyffOg4QgE3DozOYve2Hswk8/jwGwZWdfy0MhYmNDA6nQaAZQsTWpywdfqceO+NW6EU8MYrwvg/PziG8bkM/vrhEwBebm0DKkM0t/T4oFSlzeqRo5P49KOnsD3kx7tv2Ix337AZjx6bWvbKFlBJfmOzaZyOpeBy2JBs0fCw1VjL91wphcGpJJ6JTGN8NoOZdB6FUhlfeeY0csUy5tJ5fPKhY8gWywsVWqDyfez2udAXdOOK9R1417UbEYkm8ZE37sD3Dpy/q+7i5L80of/LM2fwqs2d+MT9R/D4ySgm5jN43031tQQTUWutNAw3Wyjh6cEYXhydw/FzCYzNpnF2NlPdcen8z+V1Vk5Y37CrD7vWB/E/3rYL//bcKN50xbpL5jC3w47egBu9AffCba/c3IlDZ+cv2oVQL5fDhv5wABs6vejxu3RVnAba+/d0tVvWiQiCHifyxTJ+4/UDuGpjBz7/5DC+8NRpKKVwZHwer9sZxvhcFh99y07YbRdZ450uVJaQnIzisl4flFK6+zkQaWlxbotEk7j/wDguXxfEe2/cesmuLa/LjvfcuBVlBdwy0Iu/ePAYRmfSSOeLcNhtuGJ9B37x+kpnwboOD96/ZDnWcudtS3PuYsud6x2fSFzw+dbiYp/D47Rf9PHtvpi39GuKCHoDbvzK7i34ld1bzvsefXXvGRTLCoViGW97xXrs2TeC67Z24YFDE9jW60c0mYPLbsPGLg+mk3n8j7ftWii+1HR4Kl0Y20N+vB7Ae169BWfnMpjPFPDtF87ihsu68fCRc9ge8uPhI+fwo6OTC5/j+wfH0Rd0Y9f6IF65qXNVXYC0PBYmNDAyk4bPZUdvQH9XRTZ0evGaHZUqajSRwz89PoRbBnrhddrx4sgcOrzOhROku27aikS2gIePTOIb+0fx1w+fwP/70QkMhAN48lQUv3zDZpw4l8BX953Bd188i6/uO4MT5xLntU199rFBrO/w4OxcGm/c1af5sJuVknBZKZybz+KLTw3jWy+cxWQ8u7AVa8DtQK/fBZ/Ljst6fXDabTg7m4HdJrhhWzfWd3iwodODoxMJfOSNA/jW82cXPu+7b9iMPftG4K+zjbcWp90mODIex3/YvQXbQ35858Wz+ObzY/jALSxOEOnB0hPBqUQWPzx8Dj88fA57I9MLBYgtPV647Da8YVcYsWQeQY8Dd7xyA8JBN54bnkHA7TjvBefFXqg2EtPS2/XU0XApjca5mo9r1/fi2i1d+If3XoePv/0KfPybB/H00PTCMpl7Hh+E3+3AQDiAZLaIh4+cw4lzCfzZA0eRrl6x/cfHKsM+N3V58d4bV7czFJEVzKcL+NpzowgF3HjPq7es6kXk9pAfb9jVBwDLdhGYQSNLylsZQz1EBE67LMzT29Ljw1uvXo9YMr9s10c9HcU2m2BLjw8/2zeCHX0BzGcKuLm/F3fdtBXrOjxQSuGGbd341COnMJvK4/GTUfz0RBQuhw1Xb+xAp8eJ1+4MYcsauuKtjIUJDYzMpLGl26ebqxoXa62666at6A8H8OYr1wEATlc7PRYLepwLnRKnYyl8Y/8ovrF/DA8ePocHF01J9zrt2NTlxd2v68fl64J4aXQOuWIZfR1ufO/AOO59PILP/nRoYVhZt8+JI+NxpHJFJHNF/PXDx2G3CfqCHlyzpRN3vHIDbh0IrenkHAAKpXKlFUwpzKXzyORLiGcLEFQSXjJbxJHxeTx6bBIjM2mMzKSRq3Y+dHmdeP2uMOwi6A8H0O1zLvxMl2uprplJFeB2XLw63ajd23qQzBXxo6OTuP+l8ZU/gIjaJlso4cFDE/jE948gXyxjR18Ar90Zxq+9Zjuu2dyJLp/rguf/265eD+D8q2ZLrXQyaZaT5lZr5fdpNcWBTV1evP2VG/DlX7sRZ2bSuOexQfT43dgbmYbTLkjmiphN59Htc2Jrrw9vuqIPYzMZ/Pw1G3BsIo5P/vA4PvPTU7jz2o0tOx4io1j8vL7n8SGkc0V86NZtcF+kQ6Cez7PS48xaCLRK4XolIoIr1nfg9ZeHcddNW/H5nw1jKJpEwOPAC2dm8cSpKF7/1z/Fx99+Bf7La/tbEoOZsTDRZtlCCdFkDtds6Wrp12lk3ddabQv58Xu3X4HN3T4ksgW8ensPfnRkEu+7aSueOBmFLJqmXrvKc9dNW9EX9OAdr9qAJ0/F8PknIxiZSeHw2SLKSiHgdmBjlxfXbulCSSmMzWbw7RfO4mvPji7sKOJ12rGh88L10bU/EKWywsR8BiMzaUzMZ/H5JyOYTuXxv39wBNnCy8sr/uzBYwCA//PA0Qs+lwDo63Dj2i1duKzXj4++ZSceP3Hh9PV6tSphvnZnGMfPJfDxbx3C/1hmGygiar90roi3fuoJjM6k8cs3bMZvvK4fO9cFsWffCF5/eVjr8JrqUq3KZtGOFx+26mDja7d0X/KqbO2+oWgKv3rbdsSzRXzmJ4P49S8/hw/esk03F0CItFTrdL1mSxc2dnnX/PmWe5Feb8dBK/LHWrrH9BJLPZ+3XUWf1RyD12XHKzZ1LsR2z2NDODg2h//74HEkskVs6Fz775uVsDDRZrFkpe1/fYd7hUc2V7tOEGtfJ+hx4vqt3Tg+URnYttLJ0QMHJ3DXTVsxnylccv0dUNnq5/i5BGLJXHW6scK6DjdOT6ewsy+Iw2fnq4Mic/jegbM4Mh5fmGXhcdoQCrixrdePV2/rxnAsBbfDDhHg+q3deP7MLK7b2gWlgBdGZnHLQC+u3NCBw2fnz+tyWG1RYqWWv2b9fOw2wbuu2YjP/HQQTw3G8GuvWX6KMBG1R1kpfO25EYzPZfCeG7fiL37plRc8Rm/Dehth1iJEsyydQl/P41f7s9+zbwShgBs/d9U6PHBoAkfG43jFps5Vx0pkNl96+jSKZYW3VDuA69VIXmvHErNm09uwYqP8PVkuzk6vE5+963q8+96n8dmfDuLDrx+oDESmurAw0WaxZB4AzhtEZlRrHZzW6Nd02m14ZbU6OZvK40/uP4KDY/P48jNnzhsw6bAJXrGpE7943SZkCyVs7fGdN6BtaaHgrpu2wuO0L9z+2p3hhWM6tWjLubXE3g4bu7y4akMHnhyMYS6d54R3Ig09OzyDoWgKv3DtJrxyU6ehig31MMoJZDs1WlRo1u/FLQO9eCYyjb2RaRYmyPJKZYVvvTCGN+7qQ49fH+dD9eRN5tYLteJ70qzPufjz2GyCd75qI8bnsvj2C2fxW2/aYbq//a3C8aFtFkvmIMCakmO7k1W9ldR2J9o9+0bQ7Xfh5v5e3P26fvzRO67Ex966C7/9ph342Ft34U9+/mp89yO34f/8witw3dZu9Abcl+zcaHZsWnrzlX3IFcv4t+cu3PKIiFqr9vzPFkp4+Mg57OgL4NXbulvyNbSkhxjazQhXD20iuOGybkRiKUxXuzSJrOrUZALRRA6/snvzio81S04zy3FooVnfO4/Tjt+7fRfOxbOIRFNN+ZxWwMJEm00nc+jyOeGsYzKsnuipGHIxDpsNPX7XwtZ1ax2MuVat/p5d6vNv6PRiW68Pe54dQXnpvoNE1HJ79o3g+TOzyBXLeOtV6y5aFG310EWzMuOxNbNt/Pqt3RBUliQSWdnzI7MIBVx44xV9dT2+lTMSWvFYLT+nkb6+FhLZInwuO/YNT2sdimEY69Wxwe3ZN4JYMm+KZRz10GIAZzs+p1HcuL0HZ6bTeHqICZGo3cpK4ZnINLb2+C5YX6qnvKSnWJqp3XOV9KbT68SOvgBeGpvXOhQizRRLZZyaTGIgHDDcBUFqfn5dy+dr5GOddhtu2NqNYxNxxDOFhr+2lfBZ2kZKKcSSOYQCxlnjpsXX1ToR6e1Es9F4rt7YiW6fE19/Tl/HQ2QFQ1NJzKTyuHWgd9n79ZZnaHXW8ndsNVsPrsUV64OYSeVxZpptxGQ9e/aN4PR0GvlSGZevC2odDjVZvcPktV5+t3tbD8oKODzOInE9WJhoo1S+hFyxjJAOOibMNE+Blue023DHKzfg0WNTSOeLWodDZClHJ+Jw2W24ckNHXY9nHl2ZFb5HzTzGHX2VF2M/OxVr2uckMpKTkwnYbYL+sF/rUMiiwkE3ev0unJxMaB2KIbAw0UaxRGUIVa9f+8IEWcM7XrUBmUIJPz2+uu1NiahxSikcm4hj5zprtg9boYBgBKGAC51eJ55kYYIs6uRkAtt6fedt907na8WuFHS+y9cFEYmmkC2UtA5F96x3xqSh6VSlMKGXpRy0Mr0l2tXGc9P2XoQCbjxwaLxFERHRUmfnMohni7hyfX3dErQ8veVfoxER7OwL4KmhGP7lmTNah0PUVvOZAqYSuYVlHFrmE+ay1mvG8rlWuXxdEMWywicfOq5pHEbAwkSb7Nk3grl0AQKg0+fUOhyC9omqHew2wR2vXI+fHJ9CJs9KLVE7HJtIQADsWs91ze1ihXzeiIG+ABLZIibmM1qHQtRWtdkq20NcxkHa6g/74bAJTnA5x4pYmGij+UwBfrcDDpt+v+08uTMfuwiyhTKeibCdl6gdItEkNnd74Xc71vy5mJNpLbb2VHaEGZ1lYYKsZXQmDaddsKHTq2kczOHns+L3w2m3YWuvD2diHES8Ev2+QjaheLaATi+7JRazYoJqt+0hP1x2G/7p8YjWoRCZ3pefPo2xuQy29fIqHWmvy+tEwO3A2Exa61CI2mpkJo1NXV7YbaJ1KETY2uPDuXiWw+hXwMJEG81nCuhgYaJhyxUxrFjYWO0xO+w2DPQFcGIyAaVUi6IiIxORL4jIlIgcXnTbX4vIcRE5KCLfEZEuDUM0jLOzGZTKCpexMGEZev47JCLY0u3F6CwLE0bAXNwc2UIJ43PZhY6hZtLz872drPx9aOTYt/b4UFbAoTFuG3opLEy0UTxTRKd37a297WLlpLOYGb4PV6wLYi5dwKmppNahkD59CcDtS257BMArlFKvAnASwO+3Oygjqq1rvqy3+SfEtDZmyOWN2NLjQyyZx3y6oHUotLIvgbl4zQ6fnUdJqZYUJogasaW78rv4wsictoHoHAsTbZIvlpEplNDpYccEtd/l1SF8T5zktqF0IaXUEwBmltz2I6VUredwL4DNbQ/MgE5PpxEOupsyX4KoGTZXT4j/7scnNY6EVsJcvHZ79o3gxeqLvy0sTJBO+N0O9PpdeHFkVutQdI2FiTaJZypXKriUg7TQ6XUiFHDhmaFpy141pDX5NQAPaR2E3imlMDKTxmU8GSYd2dzthQBczmEOzMV1ODI+j06vE0FeDCQd2drjwwsjc1xWfQksTLTJfLZSmODwS9JKfziAJwdjKJWZEKl+IvKHAIoAvnqJx9wtIvtFZH80at2unM/8ZBCZQolX6UhXPE47evwuTMxntQ6F1oC5uH5PD01jQ6dH6zCIzrO524tYMofJeE7rUHSLhYk2mc+wMEHaGggHkCuWMT7HbeOoPiLyQQDvBPA+dYkSv1LqPqXUbqXU7nA43L4AdWa8+sJvY5e229MRLbW+08PChIExF9evUCojlsyxMEG6s766de2xibjGkegXCxNtwqUcpLXtocouAUNRDsCklYnI7QD+J4B3KaXYA16H8bkMbAKsC7q1DoXoPBs6PZhJ5fHFp4a1DoVWibl4dSbjWZQVsKGTBWLSl1qx7OhEnMuqL4KFiTaZzxTgddrhtPNbTtoIuB1Y3+FBJJrSOhTSGRH5GoBnAOwSkTER+XUAnwEQBPCIiBwQkXs1DdIAxucyWNfhgYN5nnSm9iJtkl0TusZcvHa1ziB2TJDeeJx2dPuc7Ji4BI4Nb5N4psBlHNR2SyuyA2E/9g3PIFcswe2waxQV6Y1S6r3L3Pz5tgdiYEopjM9lcMWGDq1DIbrA+uqLtIk4CxN6xly8dhPzGbgcNnT7XVqHQnSB9Z1eHJuI49aBkNah6BIv67RJPFtEh5d1INJWfziAYlktbKVFRM1xLp5FKl/ifAnSpS6vEx6njXMmyPQm5rLY0OGBTUTrUIgusKHTg+FYCvliWetQdImFiTZJ5ooIcF970tj2kB8C4OnBmNahEJnKkbOV1syNbB8mHRIRrO/w4hwLE2RiSilMJrJYxzxMOrW+w4OyqsxCoQuxMNEGSikWJkgXPE47NnV78fTQtNahEJnKyakEAGBdB0+ISZ/Wd3owGc/iEps6EBnaVCKHbKHMAcSkW7XZJyxMLI+FiTZI5IoolRX8LEyQDgyEAzgwOodUrqh1KESm8aMjk+j0OuFxcnYL6VNf0I1csYxzPCEmkzo5WSkQ97FATDrV7XfBYRNMJXJah6JLLEy0Qaz6y8eOCdKD/pAfxbLC/jOzWodCZBpTiSz6eJWOdKz2+zk4xS2jyZxOTVZ+t5mLSa9sIggF3IiyMLEsFibaYDqVB8DCBOnDZb1+OGyCvREu5yBqhnJZIZrI8WSYdK12Ffnrz45qHAlRa5yaSsDnsvN8m3QtHHQjmmRhYjksTLTBQseEh4mStOdy2LCxy4tnOGeCqCnGZjMolBTbh0nX/C47fC47W4jJtE5NJtEXdEO4IwfpWDjoxmwqj2yhpHUousPCRBvEqlUxzpggvegP+3Ho7DySnDNBtGanqoMv2TFBeiYilSt1Cc6YIPNRSuHkZIIFYtK9vqAbCsBwLKV1KLrDwkQbxJJ5CAC/i4UJ0of+UAClssJzp2e0DoXI8E5N1dY184SY9K0v6MFkPMedOch0ookc4tkiC8Ske2HO+7koFibaIJbMweuyw25jaxnpw9YeH5x2wV4u5yBas5OTCXR4HPC6uCMH6Vtf0I1MobQw+4rILAZZICaDCAXcELAwsRwWJtpgOpnnIB7SFZfDhuu2dOMHBye0DoXI8PZFZngyTIbAnTnIrCLVtvhQwKVxJESX5rTb0O13YSjKPLxUSwsTInK7iJwQkUER+fgy94uIfLp6/0ERuX7RfadF5JCIHBCR/a2Ms9ViyRwLE6Q7Nw/0Ynwug3i2oHUoRIZV25Ej3MH2YdK/2vr7UyxMkMlEoik47YIOr1PrUIhWFA64WSBeRssKEyJiB/BZAG8HcBWA94rIVUse9nYAO6tvdwO4Z8n9b1RKXauU2t2qONshlsxx8CXpzs39PVAAnhvmnAmiRo3PZ5AvlbGOHRNkAB0eB9wOGwYnE1qHQtRUw7EkQgE3bNyRgwwgHKwUJkplzvtZrJUdEzcCGFRKRZRSeQBfB3DnksfcCeArqmIvgC4R2dDCmDQxncxzq1DSneu3dsNhE24bSrQGpyZr65rZMUH6V9uZgx0TZDbDsRR6A8zDZAx9QTeKZYWzsxmtQ9GVVhYmNgEYXfT+WPW2eh+jAPxIRJ4XkbtbFmWLZQslJHJFLuUg3fE47djS48MzERYmiBrFrULJaPqCHrYQk6nki2WMzmYQ5nwJMoiFnTmi7F5brJWFieV6qZb2q1zqMbcppa5HZbnHR0Tkdct+EZG7RWS/iOyPRqONR9sitcnXAW4VSjqzZ98I+sN+HJ2IYz5dwJ59I1qHRGQ4pyaTCLgd8LH4TAbRF3RjKpHDfJrzhcgc/vGxQZTKCiF2TJBB1AoTQ1MpjSPRl1YWJsYAbFn0/mYA4/U+RilV+3cKwHdQWRpyAaXUfUqp3Uqp3eFwuEmhN89stTDhd3MbOdKf/lAASgH7htk1QbRae/aN4ORUEn0cfEkGUvt95ZU6MotYonKuzcIEGYXP5YDf7WD32hKtLEw8B2CniGwXEReA9wC4f8lj7gfwgeruHDcDmFdKTYiIX0SCACAifgBvBXC4hbG2zGy6kiy97JggHdrS7YXbYeNyDqIGKKVwbCLOrULJUGq/rzwhJrOIJXMAWJggYwkH3BjklqHnadmrZaVUUUR+C8DDAOwAvqCUOiIiH67efy+ABwHcAWAQQBrAh6ofvg7Ad6QyWdcBYI9S6oetirWVZmodEy52TJD+OOw2bO72Ym9kBjv7glqHQ2Qo8WwR+WJ5oSWTyAi6fE447bIwuJXI6GLJHHr9Lnh5rk0G0hd048RkAkopCHeTAdDCwgQAKKUeRKX4sPi2exf9XwH4yDIfFwFwTStja5e56hpOrj8mvdoeCuDHxyaRyhW1DoXIUGpX6cK8SkcGYhNBKODGEK/UkUnEkjn0h/1ah0G0KuGgG8+ensF0Ks9un6pWLuUgvNwx4XWyikv6NFD9Yz4c4wAeotV4uX2Yk+DJWEIBNyLM+WQS0WQe20MsTJCx1Lotef79MhYmWmw2nYfXaYfdxhYd0qfN3T74XHZEYrx6RrQa08k8HDZBh9epdShEqxIOujE6k0auWNI6FKI1mc8UkMoVEc+w65OMpdYlEWH32gIWJlpsNl2Aj2veSMfsNsGrt/VgKMqKLdFqxJI5hAJu2Lg2lAwmFHCjrIAz02luFU2Gdrp6tZmda2Q0XT4nHDZBhOffC1iYaLHZVJ6FCdK9WwZ6EU3kMJXIah0KkWHEkjn08mSYDCjMK3VkErVuT67RJ6OxiaDH7+KFwUVYmGixmVQefg6+JJ27daAXAPD/Hj6pcSRExlAolTHDgVVkUKFgpaDGE2IyuuFoCgKgx88iMRlPKODGMJdSL2BhosXm0uyYIP07ODYPj9PGORNEdRqbzaCseJWOjMntsKPD4+DOHGR4Q7EUuv0uOOx8SUPGEw66MTKTRrFU1joUXeCzuMVm0nn4XOyYIH2ziWB7r59Xz4jqNLzQPsyrdGRM4aCbOZ8MbziaYh4mwwoF3CiUFEZnM1qHogssTLRQJl9CtlCGnx0TZAD94QBmUnmcnWNyJFpJbVhVmB0TZFChgBuRaBJKKa1DIWpIuawwHEsxD5NhhatFNc77qWBhooVm03kAYMcEGUJ/uLIH+DND0xpHQqR/w7EUvE47fJwhRAYVDrqRyBaRzHGbRTKmyUQWmUIJvSxMkEHVloMOx9i9BrAw0VIzqWphws2OCdK/dR0e+Fx2FiaI6vDM0DTbh8nQaleZo8mcxpEQNWahcy3IwgQZk8/tQLfPyWV1VbzU00Jz6QIAdkyQMdhE0B/y45mhGJRSEBGtQyLSrVgyh4FwQOswiBoWqr6YiyXyGkdCtHp79o2gVF2GxCHEZGT94QCXclSxY6KFZhaWcrBjgoyhPxzA+HwWIzNprUMh0q1Uroh4trjwwo7IiDq9TnicNkQTWa1DIWrIcDQFp10Q9PACIBlXf8iPCJdyAGBhoqXmqoUJP9cgk0HU5kw8zeUcRBd1erpyAsGrdGRkNhFsDwUQS7JjgowpEksiFHDDxg5PMrDtYT+iiRwS2YLWoWiOhYkWmk1VfsG8TnZMkDGEA26Eg27OmSC6hH955gwAbhVKxtcf9nPGBBnWcCzFAjEZXn+osiz0nseGNI5EeyxMtNBcJo+A2wG7jZVcMgYRwa0DvXh6aJpbyBFdRO0Kc6+fJ8RkbAPhAGZTeeSKJa1DIVqVYqmM0Zk0CxNkeMcm4gAqs6usjoWJFprPFNDpdWodBtGq3NLfi1gyhyEO4rEMEfmCiEyJyOFFt/WIyCMicqr6b7eWMerJdDKHTq8TLgf/hJKxDYT9UADOTHOukB4wF9dvJpVHWbFzjYyv1++CTYAoBxGzMNFK82kWJsh4oolKxXZvZEbjSKiNvgTg9iW3fRzAo0qpnQAerb5PqFzV6OXJMJnAyclKAXpoioVonfgSmIvrUru6zK1Cyegcdhs2d/vYMQEWJlpqPlNAl4+FCTKWHr8LGzo92BvhnAmrUEo9AWBpJepOAF+u/v/LAH6hnTHplVIK0WSO7cNkCrWrzZwIrw/MxfWrLaljLiYz6A/7WZgACxMtNcelHGRAIoKb+3uxNzLDORPWtk4pNQEA1X/7NI5HF2bTBWQLZYR5Mkwm4HbY0eFxsGNC35iLlxFN5hBwO+DhgHkygf5QALFkDuWytc+7WZhoIXZMkFHdtL0HsWQOf//oKa1DIQMQkbtFZL+I7I9Go1qH01LDscoLOK5rJrMIB90YYseEKVgpF8eSOeZhMo3pVA6FksK5eFbrUDTFwkSLKKUwny6ggx0TZEA39/cCqGzFRZY1KSIbAKD679TFHqiUuk8ptVsptTscDrctQC1EopXnBNuHySxCATci0SQ75PSLuXgZsWSeeZhMo/a7XDvHsCoWJlokWygjXyqjy8tqLhnPZb0+rO/wWD5BWtz9AD5Y/f8HAXxPw1h0IxJLwSZAl4+5ncwhHHQjkS0iyvXNesVcvMR8poBUrsjCBJlG7Xe51pVpVSxMtMhcpjKUhzMmyIgqcyZ6MBxL8SqaBYjI1wA8A2CXiIyJyK8D+CSAnxORUwB+rvq+5Q1HU+jxu2G3idahEDVFmFfqdIO5uD61bk7uyEFm0eFxwOWwYcjiedihdQBmNZ8pAAC6fE7MpQsaR0O0ejf39+K7B8YRiaUwEA5oHQ61kFLqvRe5681tDcQAhmMprmsmUwlVX9wNRZMLy/hIG8zF9YlEK1eVuW0zmYWIIBRwWX6HJHZMtEitGMGOCTKqaKLS1sttQ4kq/nXvGQxPp9g+TKbS6XXC47SxY4IMY7i6pK7Hz8IEmUdt3o+VsTDRIrWOiWeG+KKOjKnH70KHx4G9kaVbqhNZ03ymgHyxzMIEmYpNBNtDAcufEJNxRKIpdPtccNj4MobMIxRw4+xsBtlCSetQNMNndIvMVzsmvC7ur0zGJCLYHvJjb2SacyaIUNmeDuBWoWQ+A2G/5dc2k3FEYuxcI/MJB9xQAM5Mp7UORTMsTLRIrWPC62Rhgoxnz74RAEB/KIBoImf5NW9EQGV7OoBbhZL59IcDGJtNW/pKHRlDuawwHEuyQEymU5v3Y+XuNRYmWmQuk4fdJnA7+C0m49oe9gPgnAkioNIx4XfZEfRwbjSZy7n5LMrK2lfqyBjOxbPIFsoLL+KIzCJUnZli5YuBfNXcIvOZAjq9TohwSzkyrl6/C+s63JwzQQRgOpnD9rCfeZ1MJ8wrdWQQta1C2blGZuN22tHhcVh6EDELEy0yly6giztykMGJCG7u78U+zpkgQiyZx/YQt84l86m1xVv5Sh0ZQ614xsIEmVEo4EYkZt0CMQsTLTKfKaCDhQkyARsEU4ncwlUKIivKFUuYTeWxPeTXOhSipnM77Oj0OjE0Zd0TYjKGSCwFn6tyZZnIbEJBNyLRlGUvBrIw0SLzmQK6fCxMkPHVXohxOQdZ2ch0GgpAPwsTZFKhgAtDLECTzkWiKWwPcUkdmVMo4MZ8poCZVF7rUDTBwkSLjM1m0MmOCTKB3oALfUE3B2CSpdVa3NkxQWYVCrgRmUpa9kodGcNwLIX+MJfUkTmFLb6sjoWJFsnkS5wxQaZQmzOxl3MmyMJqS5n2n57VOBKi1ggH3Ujkiogmc1qHQrSsXLGEsdk0C8RkWrXZKVYdRMzCRAuUywrZQgkjMxmtQyFqipv7ezlngixtOJqC3+2A12XXOhSilghXT4iHppjnSZ9GptMoK2AgzMIEmVO33wWX3caOCWqeRLYIBcDHE1gyiViicgWNcybIqoZjqYWdC4jMaGHLUAtPhCd9G4pySR2Zm00E20I+yxaIWZhogblMZWCJ18nCBJlDbc7EvmHOmSBrisRS3J6OTK3D64TTLohErXlCTPo3zFk/ZAED4QCXclDzzGcKAMCWXzINzpkgK4tnC4glcyxMkKnZRBAKuDFk0RNi0r/hWBLhoBtBD2e4kXkNhAM4M5NGvljWOpS2Y2GiBebS1cIEOybIRG7q78FkPIfT02mtQyFqq9PVq3RcykFmFwq42TFBuhWJprhlM5neQJ8fpbLCyIz1cnFLCxMicruInBCRQRH5+DL3i4h8unr/QRG5fsn9dhF5UUR+0Mo4m40dE2RGN/f3AgC3DSXLGV4oTLBjgswtHHRjdCaNbKGkdShEF6hsFcrCBJnbqclK19qgBedMtKwwISJ2AJ8F8HYAVwF4r4hcteRhbwews/p2N4B7ltz/UQDHWhVjq8xVCxMcfklm0h/yIxx0szBBlhOJpiAAev3smCBzCwXcUADOsDOOdGY+XcB0Ko+5dAF79o1oHQ5RyyzskGTBZXWt7Ji4EcCgUiqilMoD+DqAO5c85k4AX1EVewF0icgGABCRzQDeAeBzLYyxJeIZLuUg8+GcCbKq4VgKXT4nHHaufiRzq+3MYcUTYtK32m4x7Fwjs3M77Vjf4bFkHm7lWdYmAKOL3h+r3lbvY/4OwO8BMNzkj7l0Hk678CSWTGXPvhHYBJiM5/APPxnUOhyithnmjhxkEaFqV1Bt+RKRXtRmnzAXkxUM9PkXtse1kla+cpZlblt6mXXZx4jIOwFMKaWeX/GLiNwtIvtFZH80Gm0kzqabzxTYLUGm1B8KAACGLZgsyZqUUohEkzwZJktwO+0Iehx49NiU1qEQnWc4loJNgB4uqSML6A8FEJlKWq5DuZWFiTEAWxa9vxnAeJ2PuQ3Au0TkNCpLQN4kIv+63BdRSt2nlNqtlNodDoebFfuazKUL8LkcWodB1HShgAvhoBvD0yxMkDVEEzmk8iXuyEGWEQq4EUvmtA6D6DyRWBLdPhfstuWuaRKZy0DYj0SuiKjFcnErCxPPAdgpIttFxAXgPQDuX/KY+wF8oLo7x80A5pVSE0qp31dKbVZKbat+3E+UUu9vYaxNNZ8pwMOOCTIhEcFN23sQiVqvikvWFOGOHGQxoYCLhQnSnUg0tTADhcjsBvoqHcpDFtuZo2WFCaVUEcBvAXgYlZ01vqGUOiIiHxaRD1cf9iCACIBBAP8M4DdbFU87zWcK3JGDTMtuE8SzRZzm1HayAG4VSlYTCriRzpcwl85rHQoRAKBcVjg9zVk/ZB0D4WphwmIDMFu63kAp9SAqxYfFt9276P8KwEdW+ByPAXisBeG1zHymgI2dXq3DIGqJ2pyJZ4amsT3kx559I7jrpq0aR0XUGsOxFFwOGzp9Tq1DIWqL2ou/4VgK123lEibS3kQ8i2yhzMIEWcb6Dg9cdpvlChPcNqIF5tIFeNkxQSYVCrjQ4XHg6aGY1qEQtVwkmsK2Xh9swnXNZA29Ae7MQfoyvLAjBwtlZA02myAUdOHJU9Y612ZhoslyxRIyhRILE2RaIoL+cADPDE1zzgSZ3nAsie0hv9ZhELVNj98FAQsTpB+RWOWqcYgzJshCwgE3h1/S2sxnCgDA7ULJ1AbCfkyn8jg5aa0WM7KWYqmMkZk0+qtrPYmswGGzodvvWhj8SqS1SLSypC7o5o53ZA179o0gHHRjLl1AJl/Cnn0jWofUFixMNFm8VphgxwSZWO2FGpdzkJnd89gQCiWF7b3smCBrCQVceOHMrNZhEAGo7I4UCrggXFJHFhIOegC83DFkBSxMNNl8pgiAHRNkbt0+F3r8Ljw9NK11KEQtU2uhtNrwKaJQwI1YMsfleqQLh8bmOPiSLCdc/Z0filqne42FiSaLZysdEx4WJsjkBsJ+7I1Mo8wTVzKpWKJSmAjzhJgsJhRwo1BSmIxba30z6U+2UMJcusA8TJbTG6jM+xmass7FERYmmqy2lMPj5LeWzK0/HEAiW8T4XEbrUIhaIprMw+eyw8d1zWQxi7cMJdLSyEwaCmDHBFmO025Dl89pqa5NvnpusniWSznIGvqrOxVEoins2TdimcE8ZB2xZI4nw2RJIW4ZSjoRiXJHDrKucNCNCJdyUKNe7phgYYLMLehx4vJ1AUtVcslaYokc24fJkjq8TjhsgmELDV0jfaqtrw/5XRpHQtR+4YAbkVjSMsumWZhosni2AIdN4LTzW0vmd+tACKenUyiWy1qHQtRU8WwBiVyRV+nIkmwiCAXc7JggzQ3HUujwOODmBT+yoHDQg2yhjPnqhW+zq+vVs4h8S0TeISJ8tb2CeKbIbgmyjFsGelEoKYzOcM6EXjQ7X4vI74rIERE5LCJfExFPMz6v3tVaJ8MBXqUja+oNuBBhYaJhzMXNEYkm0cvONbKocPXiSDRhjUHE9SbLewDcBeCUiHxSRK5oYUyGFs8WWJggy7h5ey8EL68BJV1oWr4WkU0A/j8Au5VSrwBgB/Ce5oSpbwvrmnlCTBYVCrhxOpZCscSOuAYxFzfBcCzFJXVkWSxMLEMp9WOl1PsAXA/gNIBHRORpEfmQiDhbGaDRxDMFeLkjB1lEp8+JjV1eS+2xrHctyNcOAF4RcQDwARhvXrT6FYmmYBOghx0TZFGhgBtlBYzNsiOuEczFazebymM2XeCSOrIsv8sOr9OOaJKFifOISC+AXwXwnwG8CODvUUm2j7QkMoOKZ7mUg6ylP+zH6Ewa+SKvqulFs/K1UuosgL8BMAJgAsC8UupHTQ1WpyKxJLp9LjhsLDSTNXFnjrVjLl6b2lKiEAvEZFEignDQzY6JxUTk2wB+hkqF9ueVUu9SSv2bUuq3AQRaGaDRJDJcykHWMhAOoKQUzszw5FUPmpmvRaQbwJ0AtgPYCMAvIu9f5nF3i8h+EdkfjUbXfhA6EImmFlooiayotoyJcyYaw1y8drUldVzKQVYWDrgRY2HiPJ9TSl2llPoLpdQEAIiIGwCUUrtbFp0BxbMFeFmYIAu5rNcHm8BS+yzrXDPz9VsADCulokqpAoBvA7h16YOUUvcppXYrpXaHw+G1xq+5UllhOJbifAmyNF+1hZhbhjaMuXiNhmMp2EXQ5WPHBFlXOOhGIle0xM4c9RYm/myZ255pZiBmoJTirhxkKXv2jcDtsGNLtw9DHICpF83M1yMAbhYRn4gIgDcDONZwZAYxPpdBrljmVTqyNBFBKODiUo7GMRevUSSaQo/fBbtNtA6FSDO17k0rDJp3XOpOEVkPYBMqw3auA1DLDB2otKbRIrliGflSmcMvyXIG+gL46fEpxLMFdHg4D1cLrcjXSql9IvJNAC8AKKKyRvq+JoSra7UiGweukdWFAm4MsxtuVZiLm6fSucZuCbK2WvfmUDSF67Z2axxNa12yMAHgbagM7dkM4G8X3Z4A8Actismw4tUWG4+LHRNkLf1hP35yHHg2MoO3XLVO63CsqiX5Win1JwD+ZE2RGUxtWRJPiMnqegNuvDg6h0y+BC/PberFXNwEpbLCUDSJWwZ6tQ6FSFM9fhdsAkt0Jl+yMKGU+jKAL4vILyulvtWmmAwrnq0WJriUgyxma7cPDpvg6aFpFiY0wnzdPJFYEkGPAwH3SrV7InOrFedOT6dw5YYOjaMxBubi5hify6BYVpz1Q5Zntwl6/W4u5RCR9yul/hXANhH5b0vvV0r97TIfZlnzmSIAcPglWY7DbsO2Xj+eHoppHYplMV83TySawkA4gMpSbiLrqr0oHI6xMFEv5uLmeHmrUBYmiMJBN4YssKxupWEI/uq/AQDBZd5oEXZMkJX1h/04fi6B6aQ1tjTSIebrJolEU+gP+1d+IJHJ9VY7JjgAc1WYi5ugdnWYS+qIKoWJM9MpFEplrUNpqZWWcvxT9d8/bU84xrYwY4LDL8mCBsIBAJPYG5nBO161QetwLIf5ujlSuSLOxbPV32cia3M77OjwOLgd9CowFzfHcCwFj9PGJXVEAMIBNwolhdGZNPpNfH5S1ytoEfkrEekQEaeIPCoiMRF5f6uDM5p4lks5yLo2dnnhdtjwFJdzaIr5em1qV4b7Q+yYIAIqAzCHY+Zf29xszMVrE4mmEAq4uaSOCC9vGWr25Rz1Xtp/q1IqDuCdAMYAXA7gf7QsKoN6uWOChQmyHrtNsD3kx8OHz2kditUxX69Bber1sXMJjSMh0odQwM2lHI1hLl6DylahnC9BBCzeMtTcReJ6CxPO6r93APiaUmqmRfEYWjxbgMMmcNq5lIOsqT8cwHQqj/G5jNahWBnz9RoMRVMQAL1+rmsmAipr/GfTBcym8lqHYjTMxQ3K5Es4O5dhYYKoyuuyIxx045Ejk1qH0lL1voL+vogcB7AbwKMiEgaQbV1YxpTIFtktQZY2UB0Y+MzQtMaRWBrz9RpEokl0+ZwsMBNVLezMMc2uiVViLm7Q6enajhwsEBPVDIT9iJp8wHxdZ15KqY8DuAXAbqVUAUAKwJ2tDMyI4pkCCxNkaes6PPC57HiahQnNMF+vTSSaWljLSUSLChMmX9vcbMzFjasNW2UuJnrZQDiAaCIHpZTWobTMakbdXonKnsyLP+YrTY7H0OLZIrzckYMszCaC/nAAzwzFoJTi0CrtMF83oFxWGI6lcP3WLq1DIdKNbr8TdptwzkRjmIsbUBu22utnYYKopj8cQKZQwnQqb9plTnUVJkTkXwAMADgAoFS9WYHJ9TzsmCCqtJodPjuPM9NpbOPOBm3HfN24ex8fQqZQQohX6YgWOGw2dHmdLEysEnNxY/bsG0EkmkKn1wmXgxf7iGpqy6WHppLWLkygsj7uKmXm3pEmiGcL8Lu43zJZ20Cosr/y00PTLExog/m6QbFkZbifWf/gEzUqFHAjwsLEajEXN2goluJ8CaIlBsKV8+tILIWb+ns1jqY16i1FHgawvpWBmEE8U4SXHRNkcb0BF9Z3ePD0UEzrUKyK+bpB0URlLl2YhQmi84QCLpyOpUy9trkFmIsboJTCcNS8V4SJGrWpywuHTTA0Zd4tQ+u9vB8CcFREngWwMA5UKfWulkRlUPEsl3IQiQg2dHrwzNA050xog/m6QdFkHn6XHUEPO9+IFusNuJEplDAZz2F9p0frcIyCubgBqXwJ8WyRhQmiJWw2QTjoxlCUhYlPtDIIM8gWSsgXyxx+SYTKgJ4XR+dwcjKJXeuDWodjNZ/QOgCjiiVz6A8HWEwjWqL2IjESS7IwUb9PaB2AEcUSlRoOd+QgulAo4MaQiXdIqne70McBnAbgrP7/OQAvtDAuw4lnCwAAj4sdE0T91QE9XM7RfszXjYslcgu/u0T0stp6fw7ArB9zcWNiyUphgh0TRBcKB90YnU0jWyit/GADqqswISL/BcA3AfxT9aZNAL7bopgMKZ4pAgCXchAB6Pa50ON34anBaa1DsRzm68Zk8iXMZQoLw6WI6GUdXiecdsGwia/UNRtzcWNiyRwcNkGXz6l1KES6smffCMJBN5QCTk+bMxfXu+7gIwBuAxAHAKXUKQB9rQrKiGodExx+SVQxEPZjX2QaxVJZ61Cshvm6AbUrweyYILqQTQS9fjc7JlaHubgB0WQePX4XbFxSR3SB2nDuoSlz5uJ6CxM5pVS+9o6IOFDZi5mq4pnqUg4WJogAVOZMJHJFHBmPax2K1TBfNyASqwyT6g+xY4JoOaGAi4WJ1WEubkAsmeMyDqKLqD03Bk26M0e9hYnHReQPAHhF5OcA/DuA77cuLOOJZ2tLOTj8kggA+kO1ORNcztFmzNcN+O6LZwEA20PsmCBaTijgxshMGgV2wdWLuXiViqUyZpJ5Dr4kugiXw4ZNXd6FiylmU++r6I8DiAI4BOA3ADwI4I9aFZQR1TomuJSDqCLoceLydQEOwGw/5usGRBM5dHmd8HKAMdGyQgE3imWF0Zm01qEYBXPxKp2dy6Ck1MKwVSK6UH/Yj4hJ5/3UtV2oUqosIt8F8F2lVLTeTy4itwP4ewB2AJ9TSn1yyf1Svf8OAGkAv6qUekFEPACeAOCuxvhNpdSf1Pt1tbCwKwcLE0QLbh0I4evPjSBfLMPlYDdROzSar60ulswjxKt0RBe1eGeOfg6JXRFz8erVXmxxKQfRxRVKCpFoEkop021vfslXClLxCRGJATgO4ISIREXkf630iUXEDuCzAN4O4CoA7xWRq5Y87O0Adlbf7gZwT/X2HIA3KaWuAXAtgNtF5Ob6D6v94pkiHDaB084XX0Q1tw70Ilso48DonNahmN5a8rXVKaUQra5r3rNvROtwiHSpVrgz65W6ZmEubtxQtNKezsIE0cWFAy6k8iVMJXJah9J0K72K/h1UJgq/WinVq5TqAXATgNtE5HdX+NgbAQwqpSLV4T9fB3DnksfcCeArqmIvgC4R2VB9v7Z4xll90/XAoHi2ADe7JYjOc1N/L2wCLudoj99B4/na0qYSOeSLZa5rJroEn8sBn8uOCAdgruR3wFzckOFYCl6nHX53XQ3dRJYUDnoAvFzIM5OVChMfAPBepdRw7QalVATA+6v3XcomAKOL3h+r3lbXY0TELiIHAEwBeEQptW+Fr6epeKYALwdfEp2n0+vEKzZ1cgBme6wlX1ta7Y97mFfpiC4pFHAjYsKT4SZjLm5QJJrifAmiFdSeI0Mm7F5b6ZW0Uyl1waXO6lo55wofu9yil6VdDxd9jFKqpJS6FsBmADeKyCuW/SIid4vIfhHZH41qt4Qvni1yvgTRMm4Z6MWLI7PI5Etah2J2a8nXlvbyumaeEBNdSijgxtEJbgG9AubiBg3HUuxcI1pBh9cJp11MWSReqTCRb/A+oNL9sGXR+5sBjK/2MUqpOQCPAbh9uS+ilLpPKbVbKbU7HA6vEFLrVDomWJggWipXKKNQUvirHx7XOhSzW0u+trRINAWnXdDh5WsGoksJB1xIZItIVAd+07KYixuQyhVxLp7lfAmiFdhEqt1r1uuYuEZE4su8JQC8coWPfQ7AThHZLiIuAO8BcP+Sx9wP4APVQUE3A5hXSk2ISFhEugBARLwA3oLKACHdimcL7JggWmLPvhFs6/XDaRdTroXTmbXka0t7cjCKUMANm8mmWxM1W2/1ReO9j0U0jkTXmIsbcM9jQwA4+JKoHqGAGwfH5rQOo+kuOV1GKdXwK22lVFFEfgvAw6hsF/oFpdQREflw9f57UdnT+Q4Ag6hsF/qh6odvAPDl6s4eNgDfUEr9oNFY2iGeKaLXz2RKtJTLYcP1W7sxyMJES60lX1tdNJHD5m6f1mEQ6V6tzT6WNN80+GZhLm5MtPo7xW2biVYWDrpx+Ow8soWSqS6Mt3TsrVLqQVSKD4tvu3fR/xWAjyzzcQcBXNfK2JptLp2H1xnUOgwiXXrNjhD+9pGTmEnl0ePnOn7Sj2yhhLl0Addt5ckw0Up6/C4IXn4RSdQssWQOAqCX5whEKwoH3FAAzkynsWu9eV5/chuJJsgWSiiWlakqVkTNdNvOEBS4bSjpz5npNBS4IwdRPZx2G7p8TnZMUNPFEjl0+Zxw2vnShGgltc4isy2T5rO/CeLVIVAsTBAt71WbOuFx2vDUIAsTpC+1qdZsHyaqTyjgZmGCmi6WzHO+BFGdaruImW1nDhYmmiCeKQIAd+UgugiH3Yb+UABPsjBBOhOJcatQotWoFCbyqKzGJVo7pRRiyRwLE0R1cjvs6PA4TLczBwsTTcCOCaKVDfQFMDqTwch0WutQiBYMRZPo8DjgdjB/E9UjFHQjXyxjKsGuCWqOaCKHXLHMAjHRKoSCbgzFWJigJeKZSmHC6+S3k+hidoQDAMCuCdKVSDTFZRxEq/ByC7G5TohJOwuda8zFRHULB9yIRJOm6l7jK+kmiGcrSznYMUG0vD37RhAKuNDpdXLOhMGISJeIfFNEjovIMRG5ReuYmkUphaFokoMviVah9nyJxMy1tlnvzJyLa0UuLuUgql846EYiW0Qsmdc6lKZp6XahVlHrmPC4WJgguhgRwUA4gJ8cn0KprGC3idYhUX3+HsAPlVLvFhEXAJ/WATVLLJlHIlvkyTDRKnR4nXDaBcPsmGg30+bi4VgSTrug0+vUOhQiw6iduwxFkwibpNuIHRNNUJsxweGXRJe2oy+ATKGEo+NxrUOhOohIB4DXAfg8ACil8kqpOU2DaqLaNGuz/EEnagebCHr97oX2e2o98+fiFHr9btiEFyyI6rXQvWaiIjELE00QzxRhtwkcvAJMdEkDYT8AzpkwkH4AUQBfFJEXReRzIuLXOqhmqb2w4lIOotUJBVwYZmGinUydi4djKQ6+JFqlTp8TbofNVFuGsjDRBPFsAR6nHcJKL9ElBT1OrO/wcM6EcTgAXA/gHqXUdQBSAD6+9EEicreI7BeR/dFotN0xNiwSTcJhE3T62D5MtBqhoBsjM2nki2WtQ7EK0+biQqmMkZk0B18SrZJNBNtDflN1r7Ew0QTxTIE7chDVaSDsx7OnZ5AtlLQOhVY2BmBMKbWv+v43UTk5Po9S6j6l1G6l1O5wONzWANciEk0hFGD7MNFqhQJulMoKo7Pc/rlNTJuLR2fSKJYVZ/0QNcBht+Gl0Tmtw2gavppugni2yB05iOq0oy+AfLGM/adntQ6FVqCUOgdgVER2VW96M4CjGobUVBG2DxM1xIxrm/XMzLm49jvEJXVEqxcOuDCbziNXNMfFPhYmmqDSMcHCBFE9toX8cNqFcyaM47cBfFVEDgK4FsD/1Tac5sgX2T5M1KjeakFvmFuGtpMpc3FtVgk7JohWLxRwo6yAkWlzdK9xu9AmSGQL8Ln4rSSqh9thx6YuH+dMGIRS6gCA3VrH0WwjMymUyopX6Yga4HM54HPZOQCzjcyaiyOxJPwuO7wuXuAjWq3armJD0RR2rgtqHM3asWOiCbiUg2h1dvT5cfjsPGZTea1DIYsaivIqHdFahAPuhecRUaOGqrN+iGj1as+diEm611iYaAIOvyRanR3hABSAZyLTWodCFrWwrplLOYgaEgq42TFBazYcS3FJHVGDPE47gh6Haeb98NX0GmULJeSKZXZMEK3Cpm4f3A4bvvjUaa1DIYuKRJMIuh3M3UQNCgXdiCZySGQLWodCBpXIFhBN5NgxQbQGoYAbkSg7JghAIlsEAJ7cEq2C3SboD/kxZJJESsYT4VU6ojUJLQzANMeVOmq/2u9OmLsjETWstqxOKaV1KGvGwsQaxatXCrgrB9Hq7OgLYCaVN80kYTKWSDTJq3REaxDilqG0RrXfnV7mYqKGhYJuzGcKmDHB3DYWJtYonqkUJtgxQbQ6A30BAMBTQ9ydg9prJpXHbLrAq3REa9Drd8Emle4jokZEYikIKr9LRNSY2rmMGXIxCxNrFK8u5eDwS6LVCQfc6PA48CS3DaU2q63F5FIOosY57DZs7vaZZm0ztV8kmkS33wWHnefQRI16uXvN+LmYmWCN2DFB1BgRwY6+AJ4ejKFcNv66ODKOhR052D5MtCbbQ37OmKCGDcdSC7NKiKgx3X4X7DYxxbI6FibWqDZjwuNiYYJotQbCAcymCzg6Edc6FLKQoVgSdpugy8cTYqK16A9XChNmGLpG7aWUwnAsxQIx0RrZRNDrd2GIhQmKZ2pLOViYIFqtgXBlzsTTQzHs2TeicTRkFZFoCr3VKwxE1Lj+kB/pfAmT8ZzWoZDBTMZzSOdLHHxJ1AThoDm2DGVhYo3i2QLsNoGDJ7hEq9bhdSIccOOpwWmtQyEL4Y4cRM3RXy0um+GEmNqr9jsT5qwfojULBdwYmUmjUCprHcqasDCxRvFMAR6nHSIsTBA1YqDPj+dOz6BYNnYyJWMolsoYmUnzZJioCbaH/ADMMQ2e2muo+jvDIjHR2oUDbhTLCiMzaa1DWRMWJtYoni1yRw6iNRgIB5DOlzA2k9E6FLKA0dkMCiXFk2GiJljf4YHTbo6ha9Rew9EUnHZBh8ehdShEhlfbZczouZivqNeo1jFBRI3pDwUgAgyxFZjaYGiq2j7MSfBEa/b150YRCrgxHGP+ptWJxCpL6thxTLR2YZNsGcrCxBrFswUOviRaA6/Ljlds7DTFNGHSv0j1BVSISzmImqI34OZSDlq1ylahzMNEzeB12eF3O9gxYXXxTAFuFiaI1uTWHb0YnUkjnS9qHQqZXCSagt9lh8/F9mGiZggHXBidSSNf5Jwgqk+uWMLoTJqFCaImCgdchu8+ZmFijThjgmjtbhsIoaQUnjs9q3UoZHKRaIrdEkRNFAq4UVYw/NA1ap/RmTTKCggHuaSOqFlCJuhe4yvqNeKMCaK1272tG3YRPD0Y0zoUMrlILLmwFpOI1i5kkrXN1D61pZvsmCBqnnDQjZlUHnPpvNahNIyFiTXIFkrIFcucMUG0Rt99cRxbenx4emha61DIxOYzBcSSeZ4MEzVR7fk0bPArddQ+w9wqlKjpas8nI89sY2FiDRLZynp4dkwQrd1Anx+Hx+cNXeklfatd0Q1zKQdR05hl6Bq1TySaRNDt4PkzUROFg8bvXmNhYg3i2QIAFiaImmEgFIBSwN4IuyaoNSJsHyZqiVDAtbDjDdFK9g3PoJd5mKipun0u2EXYMWFV8UylMMHhl0Rrt7nHC5/LzuUc1DJD0SQcNkGPnwPXiJopHHCzY4LqFkvkOPiSqMns1fMbdkxYVJxLOYiaxmGzYXO3F09xACa1SCSawtYeH+w20ToUIlMJB92YNvjQNWqP+XQBqXyJnWtELRAKGntnDhYm1qDWMcHCBFFzDIQDGIqmcG4+q3UoZEKRWBL94YDWYRCZTtgEQ9eoPWpLfliYIGq+cMCFM9MpFEtlrUNpCAsTa1CbMcFdOYiaY6D6ovGZCLsmqLlKZYXT02kMhP1ah0JkOrWha0MGbiGm9uCsH6LWCQfdKJQUxmYzWofSEBYm1iCe4VIOomZa3+lBt8+JpwY5Z4Ka6+xsBvliGf0sTBA1XZfPBbtNWJigFQ3HUrAJOOuHqAVqBT+jDiNuaWFCRG4XkRMiMigiH1/mfhGRT1fvPygi11dv3yIiPxWRYyJyREQ+2so4GxXPFmAXgdPO9cpEzWATwS0DvXh6MAallNbhkIkMVf9ID02x1Zyo2ew2Qa/fxecXrSgSS1Z2D+CsH6KmW1hWZ9Bc3LLChIjYAXwWwNsBXAXgvSJy1ZKHvR3Azurb3QDuqd5eBPDflVJXArgZwEeW+VjNzWcK8DhtEGFyJWoWh82G8fksPvOTQa1DIRNZaB8Osn2YqBXCQbehp8FTe0SiqYWlP0TUXD63A90+JzsmlnEjgEGlVEQplQfwdQB3LnnMnQC+oir2AugSkQ1KqQml1AsAoJRKADgGYFMLY21IPFOA18VlHETNtKM6Z2KQJ7jUREPRJDq9TviZs4laIhx048xMGvmiMYeuUeuVywqnp1OcL0HUQkGP07CDiFtZmNgEYHTR+2O4sLiw4mNEZBuA6wDsW+6LiMjdIrJfRPZHo9G1xrwq85kCB18SNVlvwIWNnR4MTrEwQc0TiSbR4XGww42oRcIBN0plhX/8KbvdaHkT8SyyhTILE0QtFA64cXQ8rnUYDWllYWK5s7+li8Yv+RgRCQD4FoDfUUot+x1WSt2nlNqtlNodDocbDrYR7Jggaj4RwWt2hhCJplAqc84ENUelfdijdRhEplVrz48lcxpHQnpVW+oTCnLwJVGrhINuJHPFhd0jjaSVhYkxAFsWvb8ZwHi9jxERJypFia8qpb7dwjgbVpkxwcIEUbO9ZmcYmUIJf/PwCa1DIRNIZAuYSuQQDvBkmKhValfBowkWJmh5wzFuFUrUags7cxhwOUcrCxPPAdgpIttFxAXgPQDuX/KY+wF8oLo7x80A5pVSE1Lptf08gGNKqb9tYYxrwqUcRK1xbj4LADjF5RzUBAsnwxy4RtQyHqcd6zrciLJjgi4iEk3B7bAh6HZoHQqRadU6koYMeA7dssKEUqoI4LcAPIzK8MpvKKWOiMiHReTD1Yc9CCACYBDAPwP4zerttwH4TwDeJCIHqm93tCrWRiilEM8WWZggaoGA24GNXZU5E3v2jWgdDhncwo4cvEpH1FJ+t4MdE3RRQ9EkQgE3Z/0QtVCP3wWbAN9/aelCBf1raclSKfUgKsWHxbfdu+j/CsBHlvm4J7H8/AndSOVLKJUVZ0wQtciOcBBPDcaQK5S0DoUMLhJNwiZAr59LOYhaKRxw46WxOSil+OKTLjAcSyHEJXVELeWw2dDtcxmye62VSzlMbT5TGSjCjgmi1tjRF0BJqYU2fNKOiNhF5EUR+YHWsTRiKJZCl88Fh51/8ohaKRx0I1soG/KE2AiMnIuzhRLOzmXYuUbUBuGg25CDiHmW1qD5dKUwweGXRK1xWa8PDpvgVNR4a+RM6KOoLMkzpKGpJMI8GSZqudrOHENTLCi3iGFz8ZnpNJTirB+idggH3JhO5g23ux0LEw1a6JjgUg6ilnDabdge8mPQgMN7zERENgN4B4DPaR1LI8plhdPTqYUXTETUOrUC4BALyk1n9Fy8sFUoi8RELRcKulEsK4zPZbQOZVVYmGgQl3IQtd6OvgCiiRwm5o2VWE3m7wD8HoCyxnE0ZHw+g2yhzJNhojbo8DrhtAsePDShdShm9HcwcC6OLGwVyhkTRK1WO+cZNFiRmIWJBsWzLEwQtdqOvgAA4GenYhpHYk0i8k4AU0qp51d43N0isl9E9kej0TZFV5+FHTmCPBkmajWbCMIBY65t1jMz5OKhaBLrOzxwO3jeTNRqtS7R2jmQUbAw0aA4l3IQtdz6Dg8CbgeeZGFCK7cBeJeInAbwdVS2cP7XpQ9SSt2nlNqtlNodDofbHeMl1dqHOWOCqD1CQTe3DG0+E+TiFAb6/FqHQWQJfpcdHqdt4RzIKFiYaNB8pgAB4HLwW0jUKiKCHX0BPDUYQ9lgA3zMQCn1+0qpzUqpbQDeA+AnSqn3axzWqkRiKbgdNgTcLd0dm4iqwkE35tIFZPLc6rlZjJ6LlVIYiiYxEA5oHQqRJUi1e40dExYxnynA47TDxn26iVpqR18A06k8jk7EtQ6FDCgSrQy+FOZqorYIB9xQALd6pgXRZA6JbBH9IXZMELVLOOhGJMaOCUuYzxS4jIOoDWpzJj7zk0GNI7E2pdRjSql3ah3Hag1Fkxx8SdRGC1uGGqyF2CiMmItrV20H+tgxQdQuoYAbk/EcEtW5iEbAwkSD5jMFDr4kaoMOjxO71gW5bSitWjpfxMR8lluFErVRKOCGgIUJelntd+HQ2LzGkRBZR+2ijJG611iYaFCchQmitnnNzhBOT6eQLXDNMtVvYUcOdkwQtY3TbkOXz4khg61tptaJRFNw2gUdXqfWoRBZhhF35mBhokHzmQI8XMpB1Bav2RlCsazwlw8d1zoUMpBI9SoBd+Qgaq9w0I0hdrlRVW1JHeeyEbVPr98FAQy1MwcLEw2azxTZMUHUJjdt74HdJlzOQasSiSYhAvQGXFqHQmQp4YAbw7EUd1MiAJXCBJfUEbWXw25Dt9+FIS7lMDelVHUpB799RO3gczlwWY8Pp1iYoFWIRFPo8jrhtDNXE7VTKOhGplDCRDyrdSiksWyhhLHZDJfUEWnAaFuG8mytAdlCGflSmR0TRG20oy+Ac/Esoomc1qGQQURi3JGDSAsLO3OwmGx5p6dTUArsmCDSQCjgwnAsaZjuNRYmGjCfqWy7whkTRO2zsy8IAHhqMKZxJGQESilEoimEeDJM1Ha1uS7cmYNqV2s564eo/UJBN7KFMsbnM1qHUhcWJhoQr+4Hy44JovbYs28EG7o88LnseOJUVOtwyADOxbNI50s8GSbSQMDtgMdpY2GCFrpm2L1G1H61cyCjLOdgYaIBtY4JLzsmiNrGJoKBcABPnopBKWO0pJF2Fq7SsWOCqO1EBOGAG0NTxjgZptaJxFLY1OWFy8GXHETtFlrYMtQYRWJmiQbMp9kxQaSFnX0BTCVyHIJJK6r9EeZVOiJthINudkwQnh2eQX/Yr3UYRJYUdDsQdDsWtk/XOxYmGrDQMcHCBFFb7egLAACeOMnlHHRpQ9EUXA4bOjwOrUMhsqRwwI2pRA6J6vJXsh6lFKLJHAbCAa1DIbIkEUF/2M+lHGbGwgSRNrp8LoQCLjzJAZi0gkgshVDABRHROhQiSwoHjbW2mZpvKpFDvljGdCqvdShEltUfDhime42FiQbUhl9yVw6i9tvRF8C+yAxyxZLWoZCORaLcKpRIS7W1zUY5Iabmqw2+5BBiIu0kskVMzGeRzhe1DmVFLEw0YD5TQNDtgI1X4ojabmdfEJlCCc+fmdU6FNKpbKGEs3MZngwTaajX74ZNWJiwsqEYhxATac1I3WssTDRgPlNAh9epdRhElrQ95IfdJnjyFJdz0PKGYyko9fIVWyJqP7tN0OPnzhxWNjSVhMvOWT9EWlrYMtQAAzBZmGhAPFNAmdsVEmnC47Tjui1dnDNBF7WwVSg7Jog0xZ05rG0omkQ46OasHyIN9QZcEDHGlqEsTDRgPlOAh4MviTTz2p1hHBqbxywHatEyuFUokT6EAy6cnk6hWCprHQpp4NDZeYQCLq3DILI0p92GTV1eDHEphznNZwrckYNIQ6/ZGYIC8NQQuyboQpFYCp1eJ1wO/okj0lI46EahpDA6m9E6FGqzTL6EuXSB8yWIdMDrtLNjwqzimSK83JGDSDPXbO6Ex2njnAlaViSa5DIOIh2oPQ9ruzOQdQxX17Ozc41Ie6Gguzp/S9+jCFiYaAA7Joi05bDb0B8K4IeHz+k+yVJ7KaUQiaYQCrJ9mEhrtQG0kRgLE1ZTmy3Cjgki7YUDbqTzJZyLZ7UO5ZJYmFilfLGMTKHEGRNEGtvRF8BcprBwVYYIAKLJHBK5Iq/SEemAz+VAKODizhwWFImmIGDHBJEeGGXLUBYmVmk+UwAALuUg0tjOvgAAcHcOOk/tBRCXchDpQ384wJ05LGgomkSXzwmnnS81iLRWKxDqfc4Es8UqLRQm2DFBpJk9+0bQ43eh2+fEEydZmKCX1VrG2T5MpA8D4QCOTsS1DoPabCiaZLcEkU50eBxwOWy635mDhYlVimdZmCDSAxHBjr4g9kamUeBWdFQViabgtAs6vE6tQyEiVC7opPMlzHB7Z8solyuzflggJtIHEaksq2PHhLnMp7mUg0gvdvQFkMwVcWB0TutQSCci1at0NhGtQyEiAOFAZRCt3k+IqXnOxbPIFEosTBDpSCjg5owJs6lV/P0sTBBpbkc4AAHwxMmo1qGQTrw0Ns/2YSIdCQc9ALhlqJXUXvwwFxPpRzjgxvh8BtlCSetQLoqFiVWaTVcLE26HxpEQkddlx5YeHx5nYYIA5IolzKbyPBkm0pEunxMOm7BjwkK4VSiR/oSDbigFXe9mx8LEKs2k8nDYBG4Hv3VEenD5ugAOjs0jlsxpHQppbGQ6DQUgHHRpHQoRVdlEDNFCTM0zFE3C7bAhyIt4RLrx8s4c+s3FfHW9SrPpPLr9LgjXLxPpwuXrggCAJ09xdw6rG2L7MJEuhYJuDLJjwjJqgy95rkykH7VzIz13r7EwsUozqTx6fLwaR6QXG7u88LnsXM5BL7cPszBBpCvhgBujM2ldr22m5uFWoUT643LYsLHTgwgLE+Yxmyogz60JiXTDJoLL1wXxxMkoymWldTikoUg0hQ6PA25u50ykK30dbpR1vraZmiOVK2JiPsv5EkQ65HM5ENFxHm5pYUJEbheREyIyKCIfX+Z+EZFPV+8/KCLXL7rvCyIyJSKHWxnjas2m8/BxRw4iXdnZF8B0Ko8j43GtQyENRWK8SkekR33VF6mnuDOH6dWKT8zFRPoTClbm/Silzwt5LStMiIgdwGcBvB3AVQDeKyJXLXnY2wHsrL7dDeCeRfd9CcDtrYqvUbPpPPwuDvMh0pOd1TkTj52Y0jgS0opSCpFoCiFepSPSnVDADZsAgyxMmB535CDSr3DAhWSuiGhCnwPjW9kxcSOAQaVURCmVB/B1AHcuecydAL6iKvYC6BKRDQCglHoCwEwL41u1cllhNl2Az82OCSI9Cbgd2NTl5ZwJC5tJ5TGfKXC+BJEOOe02dPlcGGJhwvSGoinYBOj1cx4bkd7ULt7odRhxKwsTmwCMLnp/rHrbah9zSSJyt4jsF5H90WhrX5QkskWUyoodE0Q6tHNdAC+MzGI+XdA6FNJAhO3DRLrWF3Tj1FRC6zCoxYaiSWzu9sFp5xg7Ir0J63zL0FZmjeX2CFq6oKWex1ySUuo+pdRupdTucDi8mg9dtZl0HgA4Y4JIhy7vC6KsgKeGuG1os4jIFhH5qYgcE5EjIvJRrWO6mAjbh4l0rS/oxnAshSIHiK+asXJxCgNhv9ZhENEyOrxOeJw2SxYmxgBsWfT+ZgDjDTxGN2ZSlcKE382OCSK92dLjQ9DjwBeeHNY6FDMpAvjvSqkrAdwM4CPLzArShaFoCg6boMvn1DoUIlpGX9CDQknhzExa61CMyBC5uFxWGI4l0R8OaB0KES3DJoLtoQAiMest5XgOwE4R2S4iLgDvAXD/ksfcD+AD1d05bgYwr5SaaGFMazKbYscEkV7ZbYLX7gzh5GRCt9OGjUYpNaGUeqH6/wSAY1jlcrt2iUST6PG7YJPlGvGISGu1biYOwFw9o+Ti8fkMsoUyBliYINKtgbAfB8fmtQ5jWS0rTCiligB+C8DDqCTQbyiljojIh0Xkw9WHPQggAmAQwD8D+M3ax4vI1wA8A2CXiIyJyK+3KtZ6zVaXcnDGBJE+vf7yMOLZIk5O8sS32URkG4DrAOzTOJRlDU4l0dfh0ToMIrqIPhYmmkLPubj2s9Xr1VgiAtL5EmZTeWQLJa1DuUBLX2ErpR5Epfiw+LZ7F/1fAfjIRT72va2MrRGznDFBpGszqcrgy8dPTmHX+qDG0ZiHiAQAfAvA7yil4svcfzcqWz5j69atbY4OyBZKGJlJ4w27+tr+tYmoPm6nHZ1eJwsTa6D3XFz72a4LskhMpFehgBsKwJnptO7OlTkydxVmUgW47Da4HPy2EelRp9eJdR1ufP250ZUfTHUREScqJ8JfVUp9e7nHtHMI8XKGYymU1ctXZIlIn7gzR+OMkItPTSbR63dxFhuRjr28M4f+isR8hb0KM6kcuv1OCNcwE+nW5X1BnImlkcoVtQ7F8KSS7D4P4JhS6m+1judiTk1xRw4iIwgH3ThxLoFymXOAVsM4uTiBDi8HEBPpWSjgAvDyNut6wsLEKkQTOZ74EuncznVBlJTCM0PTWodiBrcB+E8A3iQiB6pvd2gd1FKDU0nYpNKeSET6FQ66USgpnJ3LaB2K0eg+FyulcGoqyc41Ip1zO+3o8DgwpMOOCfZarUI0mUMf180R6dq2Xh9cdhsePxnFW65ap3U4hqaUehKA7lvEBqcS2Nrjg9POWjuRntXOoQajSWzp8WkcjXEYIRdPJXJIZIscQkxkAKGgG5EoOyYMLZrILazLISJ9ctht6A/78djJKW4bahGDU0ns6NPXACciutDCzhzcOcl0TlV/puyYINK/cMCNSDSpu/NkFibqVC4rxJJ5LuUgMoDL1wUxOpPB6em01qFQixVLZQxNpbCjL6B1KES0Ar/bAb/Lzp05TKg21JSFCSL9CwXciGeLiCXzWodyHhYm6jSTzqNUVixMEBnA5esqV88fPzGlcSTUamdm0igphZ0sTBAZQjjowaAO1zbT2pyaSqLL50SAO3IQ6V7t9azeduZgYaJO0UQOACvBREbQ43eh1+/C4yejWodCLVZrH2bHBJEx9HW4cWoyobsWYlqbwckkdvYFuHMdkQHUhoXrbWcOFibqVCtMsGOCyBguXxfEM5FpZAslrUOhFhqstg+/cGZW40iIqB59wUoLcTSZ0zoUahKlFE5OJTjrh8ggunxOOGzCjgmjmmJhgshQLl8XRLZQxrPDM1qHQi00OJVEp9cJt9OudShEVIeFnTk4ANM0plN5zKULiGcKWodCRHWwiSAU0N/OHCxM1IkdE0TGsj3kh8th43IOkzs1leQSOyIDqZ1Hcc6EeSzsyNHBXExkFKGAi0s5jCqayCHgdsDn4lAfIiNwOWy4rMfHwoSJlcsKQ1EWJoiMpMPjgNthW3gxS8b38o4cHo0jIaJ6hYJujMykkS+WtQ5lAQsTdYomc+yWIDKYneuCGJxKYmyW24aa0dm5DLKFMk+GiQxERNAXdHPLUBM5NZmEx2lDh4cX74iMIhxwo1RWGJnRT9cECxN1mopnEQ6wMEFkJJdXd2pg14Q51V7YsGhMZCx9QQ9OsTBhGqemEugLergjB5GB1HbmGNLRnAkWJurEjgki4wkH3ej2OfHT4yxMmNGJyWr7MNc1ExnKug43YskcprkzhymcmkzyHJnIYBbm/eioSMzCRJ2i8UphYs++Ea1DIaI6iQguXxfE4yenuG2oCR2biKPT6+TsHyKDWd/pBQAcm0hoHAmt1VQii+lUHus7uKSOyEg8Tjs2dXlx/Jx+8jALE3WYzxSQyBWxqcurdShEtEpXrA+iUFLcNtSEjk3EeTJMZEDrOyvP2+Pn4hpHQmt1dLzyM9zQyVxMZDRBjwPHJvSTh1mYqENtcN7mbhYmiIxmeygAh03wk+NTWodCTZQtlDAUTfFkmMiAAm4Hgh4HjurohJgaU+t62dDJc2Qio9nQ6UEkmtRNVzELE3UYm80AADZ3+zSOhIhWy+WwYSAcwP0vjUMppXU41CSDU0mUygob2MlGZEjrOzxcymECxybi2NTlhddl1zoUIlql9Z1elBV0s30zCxN1eLkwwRNgIiPatT6ImVQewzH9TB6mtaldad3ApRxEhrSh04PBqQQKpbLWodAaHJuI48oNQa3DIKIG1LpO9bKcg4WJOozOpOF32dHlc2odChE1YNe6ykkTl3OYx7GJOLxOO3oCLq1DIaIGrO/0olBSGIrq40odrV62UEIklkKpzG5EIiPq8bvgtItultWxMFGHsdkMtvT4uD8zkUF1+13oC7rx2AluG2oWxybiCAVcsDEvExlS7UrdkbP6OCGm1Ts5mUCprBZ2WSEiY7GJVJfV6SMPszBRh7HZNJdxEBncrnVB7BueRjJX1DoUWqNSWeHQ2Dw2MS8TGVY46IbPZcfBsTmtQ6EGHRybBwDuWkdkYBu7vDgyHtdF5xMLEytQSuHsbIaDL4kM7ooNHSiUFP7sB0e1DoXWaCiaRCpfwhbmZSLDsolgXYcHB6ovbsl4XhqdQ4/fhW4udSYyrC3dPiRzRUR0sKyOhYkVzGcKSOSK7JggMrjLen3wux04Mq6PdjVq3IGROQDcKYnI6DZ3e3FsPI58kQMwjejA6BzCATeXOhMZWO017oHROW0DAQsTK+KOHETmYBPB1Rs6cOJcQjf7NVNjDozNocPjQC8HXxIZ2uZuH/KlMo6fY8HYaBLZAgajSWzu4fkxkZGFgm4E3A68pINldSxMrOD0dGV7wS09vDJHZHRXb+xAvlTGk6diWodCa3BgZA59HR4OviQyuNpFn5d0cKWOVufQ2DyUApfUERmcTQR9HW68NKr9sjoWJlZwfCIBu00wEA5oHQoRrdH2sB8epw0PHT6ndSjUoEy+hBOTCWxhFxuR4XV5nQgFXHiRhQnDqf3M2FFMZHxbun04NhHXvKOYhYkVHJuIYyDsh8dp1zoUIlojh82GK9d34MfHJlEocU2zET1/ZhalssLWHr/WoRDRGokIXr2tB/siM1BK+4nwVL/9p2fQH/LD53JoHQoRrdHWHh+KZaX5nAkWJlZwbCKOKzd0aB0GETXJ1Rs7MZ8pYF9kRutQqAFPDsbgsAm2hdg+TGQGtw704uxcBqMzGa1DoToVSmU8OzyDW3f0ah0KETXBtl4/bAI8PajtUmcWJi5hLp3H+Hx2oTCxZ9+IxhER0VrtXBeA12nHQ4cntA6FGvD0UAzXbe2C28EuNiIzmE7lAVSe22QML43OIZUv4TU7QlqHQkRN4HXZ8crNXXhqaFrTOFiYuIRjEwkAYMcEkYk47Tbs6AvgocPnuEWdwcyl8zh0dh638WSYyDTCATf6gm48rfEJMdXvycEYRICb+9kxQWQWr9nRi5dG55DMFTWLgYWJSzg2Udm+6soNQY0jIaJmun5rN2ZSefz42KTWodAq7I1MQymwMEFkIiKCWwd68fTQNMplzpkwgqcHp/HKTZ148BAHSROZxW0DIRTLCs8Oa1ckZmHiEo6MxxEKuNAX9GgdChE10c51AWzo9ODfnhvVOhRahR8dmUTQ48A1m7u0DoWImuj1u8KIJXN4cXRW61BoBTOpPF4YmeUyDiKTuf6ybniddvz42JRmMbAwcRHlssLPTkVxE9vUiEzHJoJ337AZT5yKYnQmrXU4VIdMvoSHj5zDHa/YAJeDf7qIzOQtV66D22HD91/i7B+9e+DQBIplhXe+aqPWoRBRE337hbP4uavW4cFDE5otdebZ3UUcHp/HVCKHN1/Rp3UoRNQCPpcDDpvgviciWodCdXj0+CRS+RLuvJYnw0Rm8/2XJvCmK/rwg4MTKHE5h65978WzuHxdgMuciUzozms3Yi5dwM9ORTX5+ixMXMSjx6YgArxhFwsTRGbU6XXil6/fjH/bP4qpRFbrcGgF333xLPqCbtzU38sdkohM6Oev2YhYMoenNN6uji5udCaN/Wdmcee1myAiWodDRE32usvD6PY58d0D45p8fRYmLuInx6dw/dZu9PhdWodCRC3y4dcPoFgq49OPntI6FLqEYxNx/PjYFP7jq7fAbuPJMJEZvemKPoSDbvzjY4Nah0IX8c8/i8BhE/zCdZu0DoWIWsBpt+HOazfhoUMTGJlu/1JnFiaW8cLILA6dncfbrl6ndShE1EJPD03jg7duw1f3jWD/6Rmtw6GL+NQjJxH0OPCfX9OvdShE1CIepx3/9fUD2BuZwdND7JrQm9GZNL727Aj+46u3YFOXV+twiKhF/usbBuCwC/7uxyfb/rVbWpgQkdtF5ISIDIrIx5e5X0Tk09X7D4rI9fV+bKsopfDJh44jFHDhfTdd1q4vS0Qa+dhbd2Fjpxf/7RsvcUnHMrTKxTWPHJ3Ej45O4j+/ph+dPme7vzwRtdFdN23Fug43/vT+o0jlilqHoyta5uJSWeET9x+BTQS//aadAMAldUQmta7Dgw/eug3fOXAWeyPt3Tq0ZYUJEbED+CyAtwO4CsB7ReSqJQ97O4Cd1be7Adyzio9tiX/dewbPDs/go2/eCb/b0Y4vSUQa8rsd+PR7r0M0kcMHPv8sd+lYRMtcDAAvjszio19/Edds7sRvvJ7dEkRm53Ha8dfvvganphL4nX87gGyhpHVIuqBlLi6VFf7sgaN49PgUfv/tV2B9p6cdX5aINFArOH7kjTvQH/LjN/7leZw4l2jb129lx8SNAAaVUhGlVB7A1wHcueQxdwL4iqrYC6BLRDbU+bFNUyiVcXQ8jj/67iH88feO4I27wnjPjVtb9eWISEf27BvBDZd143Mf3I2x2Qze+qkn8OcPHMX+0zNI5opQytIT4tuaiwEgnS/ihZFZfOL+I3j3vc+g2+fCfR/YDY/TDoBX6YjM7nWXh/HH77wKjxydxB2f/hm+8dwoxucyKFt7t4625mKlFKKJHB44OIF33/s0vvjUafzqrdvwq7dtb9WXJCId6fA48cVfvRFOu+DnP/MkPvnQcRwcm8N8utDS8+JWtgRsAjC66P0xADfV8ZhNdX7smn34X57HM5FpJLIFlBXgsAnef/NW/MnPXw2nneM3iKzkth0h/Oh3X4c/f+AYvvjUafzzz4YBVPKC3+2A12mH3Sb4i196JV53eVjjaNum5bl4/+kZ/H9fexGZQgmZQgnZQmXvbIdN8EvXbcIfveMqLuEgspgP3bYdO/uC+OPvHcbvfesggEpO8Drt8LjseMXGDnzxQzdqHGVbtTwX/+ZXn8f+07PIVvNwvlTJxaGAG5/6j9fgF67lwEsiK9na68ODH30t/vf3j+KfnhjCvY8PAQBcdhs6fU44bYK/evc1eM3OUNO+ZisLE8uNTl9aYrnYY+r52MonELkblWUgAJAUkRN1R7iMPwdCfw5YZepSCNY4VqscJ2CdY23qcb5vFY99/e839CWMOrCmrlzc7Dxc8zfVtxYx43OFx2QMPKZlrCYP7wfwpV9b9Zcwah4GNMzFZwD80h+v9bNcktmeD2Y7HoDHZBRNOabV5OLX/kFDX+KiubiVhYkxAFsWvb8ZwNJNUS/2GFcdHwsAUErdB+C+tQZbIyL7lVK7m/X59Mwqx2qV4wSsc6xWOU4dqCePNz0Pt4MZf4d4TMbAY6IGMBcbhNmOB+AxGYUZjqmV6xWeA7BTRLaLiAvAewDcv+Qx9wP4QHV3jpsBzCulJur8WCIiai3mYiIi7TEXE5HptaxjQilVFJHfAvAwADuALyiljojIh6v33wvgQQB3ABgEkAbwoUt9bKtiJSKiCzEXExFpj7mYiKygpfthKqUeRKX4sPi2exf9XwH4SL0f2yaGaoFbI6scq1WOE7DOsVrlODWnYS5uNTP+DvGYjIHHRKvGXGwYZjsegMdkFIY/JrH4VnhEREREREREpCHuiUlEREREREREmrF0YUJEviAiUyJyeNFtnxCRsyJyoPp2h5YxNoOIbBGRn4rIMRE5IiIfrd7eIyKPiMip6r/dWse6Vpc4VlP9XEXEIyLPishL1eP80+rtpvqZXuI4TfXzpNao9/kgIreLyAkRGRSRjy9z/8dERIlI8zbrbtBaj0lE/lpEjovIQRH5joh0tS34OuJbdL+IyKer9x8Ukevr/VitNHpMF/u7pQdr+TlV77eLyIsi8oP2RU16wjys3zx8qRgX3c9crDFL5WGllGXfALwOwPUADi+67RMAPqZ1bE0+zg0Arq/+PwjgJICrAPwVgI9Xb/84gL/UOtYWHqupfq6o7GkeqP7fCWAfgJvN9jO9xHGa6ufJt9a81fN8QGWQ3BCAflS2qn4JwFWL7t+CysC5MwBCRj8mAG8F4Kj+/y+1yBErfc+rj7kDwEPVHHAzgH31fqxGP5e1HNOyf7eMfEyL7v9vAPYA+IHWx8M3bd6Yh/WZh+v5vlcfw1xs0ONZdL9h8rClOyaUUk8AmNE6jlZTSk0opV6o/j8B4BiATQDuBPDl6sO+DOAXNAmwiS5xrKaiKpLVd53VNwWT/UwvcZxE9ajn+XAjgEGlVEQplQfw9erH1XwKwO9BP793azompdSPlFLF6uP2Atjc2nCXtdL3HNX3v1LNAXsBdInIhjo/VgsNH5OO/26t5ecEEdkM4B0APtfOoEl3mIf1mYcvGeMizMXaslQetnRh4hJ+q9oK84WLtWcZlYhsA3AdKlee1ymlJoDKC3oAfRqG1nRLjhUw2c+12pp1AMAUgEeUUqb8mV7kOAGT/TypJep5PmwCMLro/bHqbRCRdwE4q5R6qdWBrsKajmmJX0PlKku71RPfxR5T77G121qOacEyf7e0tNZj+jtUXkyWWxQfGQPzcIXe8jDAXHzRx+goF1sqD7MwcaF7AAwAuBbABID/p2k0TSQiAQDfAvA7Sqm41vG00jLHarqfq1KqpJS6FpVK+40i8gqNQ2qJixyn6X6e1BgR+bGIHF7mrd4rN7LMbUpEfAD+EMD/al609WnVMS35Gn8IoAjgq2uNtwErxneJx9TzsVpYyzFV7tTf3+iGj0lE3glgSin1fPPDIr1hHl7+Uyxzm57yMMBcvOxjdJaLLZWHHVoHoDdKqcna/0XknwHof1BIHUTEicqT7KtKqW9Xb56stS5VW36mtIuweZY7VrP+XAFAKTUnIo8BuB0m/ZkC5x+nUupvareb7edJq6OUesvF7hORep4PY6isX67ZDGAclcLXdgAviUjt9hdE5Eal1LmmHcAyWnhMtc/xQQDvBPBmpZQWJ5KXjG+Fx7jq+FgtrOWYLvY3WmtrOaZ3A3iXVAYTewB0iMi/KqXe38J4SSPMw4bMwwBz8QWP0WEutlQeZsfEErU1OVW/CODwxR5rFFLJ5p8HcEwp9beL7rofwAer//8ggO+1O7Zmu9ixmu3nKiJhqU5xFhEvgLcAOA6T/Uwvdpxm+3lSy9TzfHgOwE4R2S4iLgDvAXC/UuqQUqpPKbVNKbUNlT/817f6ZLgODR8TUJnuDeB/AniXUirdhniXc9H4FrkfwAek4mYA89WW6Xo+VgsNH9Ml/kZrreFjUkr9vlJqc/W58x4AP9HzyTC1FPOwPvPwJWNchLlYW9bKw0oHEzi1egPwNVTawAuoJLtfB/AvAA4BOIjKD3qD1nE24Thfg0rbz0EAB6pvdwDoBfAogFPVf3u0jrWFx2qqnyuAVwF4sXo8hwH8r+rtpvqZXuI4TfXz5Ftr3i72fACwEcCDix53ByrTt4cA/OFFPtdp6GMa/JqOCcAgKmtRa/nxXo2O44L4AHwYwIer/xcAn63efwjA7tX8vIx0TBf7u6X18az157Toc7wBBpgGz7eW/Q4xD+s0D18sRuZifeViK+VhqQZLRERERERERNR2XMpBRERERERERJphYYKIiIiIiIiINMPCBBERERERERFphoUJIiIiIiIiItIMCxNEREREREREpBkWJoiIiIiIiIhIMyxMEBEREREREZFmWJggSxKRr4vIv4nIPhE5IyLvqN7+UxH5uer//0xEPq1tpERE5rRcHhaRV4rIU4sec72I/ETLOImIzOwS58Q/EZED1besiPwHrWMlc2NhgqzqGgARpdRNAN4H4E+qt/8JgD8UkfcBuA7A72oUHxGR2S2Xh48AGBARe/Ux/w/AxzSKj4jICpY9J1ZKvUkpdS2AfwJwP4BvaxYhWYJD6wCI2k1EvABCAP60etNRAN0AoJR6QkQEwH8D8AalVEmbKImIzOtieVgpVRaRIwCuFpGdAEaUUi9oFScRkZld6py4ev8HALwdwC/znJhajR0TZEWvAHBKKZWtvn89gJcAQEReCWADgJxSKlG97WoR+Z/V/39GRIIaxExEZCYXzcMA9gK4DcAnAPwBwDxMRNQilzon/g+odFD8ilKqwDxMrcbCBFnRNQC2iohHRPyoVIk/JSIbAHwVwJ0AUiLyturjd+PlE+aOWsGCiIgatmwert63F8CfAfiOUups9TbmYSKi5rvYOfE7AfwmgF9aVLRgHqaWYmGCrOgaVAoQjwF4DsA9AF5EZe3cf1dKHQPwf1C5WgcArwZwtJqwISKvE5GvtzlmIiIzuSAPK6VqQy+PA8gB+MtFj2ceJiJqvovl4i8D2Azgqerwy1/HkjwMMBdTc3HGBFnRNQD+i1Lqfy65/Zbaf5RSTyx6fzuAPwQQB9BXnUNxa1siJSIyp4vlYQD4KIDfV0qlFt3GPExE1HzL5mKlVO/SB4rIA1iUh6uPYy6mpmFhgqxoAMCpeh4oIk4A00qp32htSERElnJBHhaRAQAPAHhKKfXlRbczDxMRtUZd58TMw9QOopTSOgYiQxGRawD8XwD/oJT6odbxEBFZDfMwEZH2mIupmViYICIiIiIiIiLNcPglEREREREREWmGhQkiIiIiIiIi0gwLE0RERERERESkGRYmiIiIiIiIiEgzLEwQERERERERkWZYmCAiIiIiIiIizbAwQURERERERESaYWGCiIiIiIiIiDTz/wOP4iUgfxntcAAAAABJRU5ErkJggg==\n", + "image/png": 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"text/plain": [ "
" ] @@ -785,9 +769,14 @@ } ], "source": [ - "energies_gauss = np.random.rand(2000294)*5000+ 48400\n", - "print(energies_gauss)\n", + "#energies_gauss = np.random.rand(2000294)*500+48400\n", + "\n", + "#generazione energie nel laboratorio\n", + "energies_gauss = np.random.normal(48400, 500, 2000294)\n", + "\n", + "\n", "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", + "#check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", "check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", "\n", "accepted = pts[check < f(energies_gauss, pts)]\n", @@ -798,7 +787,7 @@ "pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", "pd_df[\"label\"] = pd_df.angles[pd_df.check < f(pd_df.energies, pd_df.angles)*np.sin(pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", - "pd_df\n", + "print(pd_df)\n", "\n", "\n", "\n", @@ -854,7 +843,33 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.07862079 0.07854992 0.0785355 ... 0.07855948 0.07858024 0.07860677]\n", + "[0.08149084 0.08163256 0.08166142 ... 0.08161346 0.08157193 0.08151888]\n" + ] + } + ], + "source": [ + "print(f(energies_gauss,np.pi/2.))\n", + "print(f(energies_gauss,0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -889,48 +904,48 @@ " \n", " \n", " 0\n", - " 22137.885033\n", - " -9.319154\n", - " 36.042762\n", - " 27574.045626\n", - " 9.319154\n", - " -36.042762\n", + " 31815.092076\n", + " 30.139394\n", + " 24.848282\n", + " 20363.269197\n", + " -30.139394\n", + " -24.848282\n", " \n", " \n", " 1\n", - " 32990.943380\n", - " 16.463446\n", - " 20.938228\n", - " 17932.042923\n", - " -16.463446\n", - " -20.938228\n", + " 19895.628803\n", + " 4.768682\n", + " 32.138193\n", + " 29961.050351\n", + " -4.768682\n", + " -32.138193\n", " \n", " \n", " 2\n", - " 32422.907268\n", - " 11.293056\n", - " 19.566273\n", - " 17635.756988\n", - " -11.293056\n", - " -19.566273\n", + " 30819.616918\n", + " 39.111448\n", + " -13.884047\n", + " 21338.491696\n", + " -39.111448\n", + " 13.884047\n", " \n", " \n", " 3\n", - " 32314.949724\n", - " -35.738228\n", - " -2.864611\n", - " 19550.542436\n", - " 35.738228\n", - " 2.864611\n", + " 21064.875279\n", + " -38.603138\n", + " -3.957160\n", + " 30125.812567\n", + " 38.603138\n", + " 3.957160\n", " \n", " \n", " 4\n", - " 17146.415557\n", - " -4.625353\n", - " 14.779005\n", - " 31947.580942\n", - " 4.625353\n", - " -14.779005\n", + " 22349.858130\n", + " 37.672916\n", + " -6.326997\n", + " 27608.164910\n", + " -37.672916\n", + " 6.326997\n", " \n", " \n", " ...\n", @@ -942,86 +957,86 @@ " ...\n", " \n", " \n", - " 1301919\n", - " 21262.088588\n", - " -23.631895\n", - " -21.978373\n", - " 27245.418852\n", - " 23.631895\n", - " 21.978373\n", + " 1301228\n", + " 18600.074703\n", + " -21.338281\n", + " -21.678880\n", + " 32491.450385\n", + " 21.338281\n", + " 21.678880\n", " \n", " \n", - " 1301920\n", - " 23218.309735\n", - " -36.686862\n", - " 19.388485\n", - " 27590.048296\n", - " 36.686862\n", - " -19.388485\n", + " 1301229\n", + " 18101.375654\n", + " -10.631301\n", + " -22.529161\n", + " 31764.040780\n", + " 10.631301\n", + " 22.529161\n", " \n", " \n", - " 1301921\n", - " 25768.000978\n", - " -13.765107\n", - " -40.964582\n", - " 25240.060842\n", - " 13.765107\n", - " 40.964582\n", + " 1301230\n", + " 25496.322894\n", + " -38.586761\n", + " 4.434302\n", + " 24138.433875\n", + " 38.586761\n", + " -4.434302\n", " \n", " \n", - " 1301922\n", - " 21743.315107\n", - " 6.336789\n", - " -40.009310\n", - " 29564.248716\n", - " -6.336789\n", - " 40.009310\n", + " 1301231\n", + " 27231.363476\n", + " 40.259113\n", + " 12.835958\n", + " 23695.692552\n", + " -40.259113\n", + " -12.835958\n", " \n", " \n", - " 1301923\n", - " 17208.846836\n", - " 3.005428\n", - " -16.870490\n", - " 32162.869304\n", - " -3.005428\n", - " 16.870490\n", + " 1301232\n", + " 24929.052804\n", + " 35.228892\n", + " -24.400818\n", + " 25973.240592\n", + " -35.228892\n", + " 24.400818\n", " \n", " \n", "\n", - "

1301924 rows × 6 columns

\n", + "

1301233 rows × 6 columns

\n", "" ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 22137.885033 -9.319154 36.042762 27574.045626 9.319154 \n", - "1 32990.943380 16.463446 20.938228 17932.042923 -16.463446 \n", - "2 32422.907268 11.293056 19.566273 17635.756988 -11.293056 \n", - "3 32314.949724 -35.738228 -2.864611 19550.542436 35.738228 \n", - "4 17146.415557 -4.625353 14.779005 31947.580942 4.625353 \n", + "0 31815.092076 30.139394 24.848282 20363.269197 -30.139394 \n", + "1 19895.628803 4.768682 32.138193 29961.050351 -4.768682 \n", + "2 30819.616918 39.111448 -13.884047 21338.491696 -39.111448 \n", + "3 21064.875279 -38.603138 -3.957160 30125.812567 38.603138 \n", + "4 22349.858130 37.672916 -6.326997 27608.164910 -37.672916 \n", "... ... ... ... ... ... \n", - "1301919 21262.088588 -23.631895 -21.978373 27245.418852 23.631895 \n", - "1301920 23218.309735 -36.686862 19.388485 27590.048296 36.686862 \n", - "1301921 25768.000978 -13.765107 -40.964582 25240.060842 13.765107 \n", - "1301922 21743.315107 6.336789 -40.009310 29564.248716 -6.336789 \n", - "1301923 17208.846836 3.005428 -16.870490 32162.869304 -3.005428 \n", + "1301228 18600.074703 -21.338281 -21.678880 32491.450385 21.338281 \n", + "1301229 18101.375654 -10.631301 -22.529161 31764.040780 10.631301 \n", + "1301230 25496.322894 -38.586761 4.434302 24138.433875 38.586761 \n", + "1301231 27231.363476 40.259113 12.835958 23695.692552 -40.259113 \n", + "1301232 24929.052804 35.228892 -24.400818 25973.240592 -35.228892 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -36.042762 \n", - "1 -20.938228 \n", - "2 -19.566273 \n", - "3 2.864611 \n", - "4 -14.779005 \n", + "0 -24.848282 \n", + "1 -32.138193 \n", + "2 13.884047 \n", + "3 3.957160 \n", + "4 6.326997 \n", "... ... \n", - "1301919 21.978373 \n", - "1301920 -19.388485 \n", - "1301921 40.964582 \n", - "1301922 40.009310 \n", - "1301923 16.870490 \n", + "1301228 21.678880 \n", + "1301229 22.529161 \n", + "1301230 -4.434302 \n", + "1301231 -12.835958 \n", + "1301232 24.400818 \n", "\n", - "[1301924 rows x 6 columns]" + "[1301233 rows x 6 columns]" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1032,24 +1047,24 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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ZfG4Xg7EUIzMLHB+f5/zcIlOpLC8Mz5JI50ik83zib1+lYC0dQR83b4gQCXi5fanqazUy+QKHz06X7nsySYvXzU0bIrz/TVvo6w7xbP/U8m3feWsvuUIRa+GZ/jhBn5tfvWfn6/rYPXxwmELR8pM3RTlxPsGRc7P8/avjfO7ZM/zPHw8R9Lm5qTdCZ8jHO27sJuir7EfPyyXQr+fnaU2tDiUlHPDgs2c4NZHgbbu6ca1yb+vVXhRul+GBfdswwC0bI/zPHw0xOrvI5HyGsdnSh9180eJzuwh4XUQCXu7Y2s62ziD33dJL21JJbypbYHI+zenJJMPTCwB888URfvKmHn7ihi4m5tMEvG68rlJ5a7m063LxXksGdC2Pux5dWKVybnqBP3jsOI+9Ms7IzOKKt39wfylb/fvfOXbR5Xs2tnL3ri7uu6WHwViKvzl0jhfOzvChN2+jO+Kv+OMQkdWz1vLtI2McHJrm5+/YxO2b2wj5X3sLfmDfNmYXsnzyu6eIJzNk8kX8Hhc9rQG2dQYv2mqx0jYIlzF0hHz85E09jM2mL/q55XX4LTs7efjgMHuXPpyXXbhOHx2b546t7etWLhv0efi5N2xifjHPH77/DTx8cJh/fNdmvnRgmPfdsZFHXhzlI3fv4JEXRvjwW7dftQ/GerwnBLxubuyNsLM79LrLy9wug9vlJuB109bi5fYtpZLk4+MJ3trXxWAsxb03Xjz1a2apOuNCl/vA8vDBYT70lq389Q8H2dUT5qEDZ8nkC3z1+XMs5go8slSd8SffO0Vbi5enTkywtTNILJGhM+SjfzJx1fHhIrI6a0kuXK+x2UU+/fQgXzp4llyh1CC4M+QjVyiSyuTZPzhFoWj5/skYnSEfPreLSMBDT8TPvr4uvC7DswNTDMVTjM+l+e7R8+zuDfPWnV2XbThcrmT4k++dYjKR4eYNET74pi3cvqUNj8u1/JjPTi0sf8+xsfnly/snkwArNtaH0nq5tTO4vEZ99J4+MrkCpyZL2/tOnE/w8YcOY4DtXUFu6ImQyuSZTKSXk+JBnwev28WTxyeYT+cYn0szFEvx3JlpUpk8haLliwfOsq2zhcVsAZeBHd0h5hdzTCbSnJte4OGDw3zrpVHGZxeZW8zhdbvY1N5CyO8mXyhqy3SNU1LCAaMzixQtrzsgupy1zCh2GcObtndy8nzyouvKH4LLHcjLl134IlrIFpav+9BbtvJnT/ZzciLBfDrHFw+c5TM/Hlrxfv/Td44R8Lr5zstj9EVDvGFLO7ML2VXFXElrXSAuvX06VyCRzmGMIehzX+E7V6do7XIG/Bf/ej9np1JMzGdwG8M7buzm4/fuYnwuTUeLF7fLsJgrMLeY47bNbTz2yji7e8IE/R52RcMMxpLL+7sB/tMv3MY/efNWfvkzB/nKoWE+fu8uPC5t5xCpFT84FePg0DTv2B3lT3/pzovWYnht/bl5Y2vVYnLqICrgddPic9PTGqA14OWbL45WtPlkpSZWXPhz1/peA6VKx9YWL+/c00sskeGBfdvIF4p86oeD3LG1ja8fHqG3tVRlMjKzyLMDU8vv019YSlb/5Q/6aWvxkskX+MCbtqzjoxNpLms51r5cUvdyiksnof7N3xzhb18apWgtd27t4K7t7fy799zM1w6NXHRMXk5aGmNWXGc2LF02s5Dl8NkZnj8zzRcOnOXJE5O8/67N7N3RSSTgYXR2kR+cjPH3r4yTyha454Zufvb2jXzifXte9x50Pc/JSvxeN7dvbuP2zW0UipYzSz2CWrxuTk0kODezwP7Bqdd934Xb4qIRPyGfh41tLbhdhq6Qj4FY6ec8fTq+fLs//IcTy18HvC42trWwuydCJl/g7FSK/+MrLxH0udm7vYN7buhmW1fwmh+XVI6SEg4oVyBs7Vzbi+J6Foe1HnwaY+iO+OmO+Jf2Cxd4ZXSOb7wwQjZXJLdUoporFMkXikvTQQr87UtjPHSgFOeTJya5eUOEW1ZxkF3NLPXl7ns6leUL+8/wN4dGODuV4t9/85Xl27hdhq8dHuHeG6N88E1bVvW7iyczPHV8kq8fPsfEfIbJRJr/+K1SKa7P7WJ3b5i3745yy4ZWPvr2ncuxlPm9btqDPt53xyYS6fzy8/POPb08fDDzuvt7eWSOP3r/G/jYFw/z1IlJ3rVnw3U+MyKyHsZmF3ny+AS3b27j3bf2Vm36Q71Z7XaR9bifWjijtdLj9bhddIZ8vH13lHPTixe9L37pwFlS2QLTqSy3bIzw7SNjtLX4ePpUjN/79jH+6B9O8L43bKqJxybSiFZam4pLvdkeOnCWF87O8OK5WTK5Al/Yf4bpVJaihUQ6RyZfJOhz8+F92+htDdAeLG25WGk7BLDi+8Sla1dH0MdP39LLT93Uw7HxeYbiSf7s+/0XbQMM+z38zO0b6W0N8G/ffRMPHxxet/eg1a7VbpdhVzTMrmj4okq4X9y7hc89c4aFbIHFbJ5Mocj9d27m6VMxwn4Pv3rPztfdR3m74r03RhmKp/j64RHevLOTk+Pz/It7d/H0qdhFj69oLdu7gvznx07w4/449/637/OO3VE+8KYtbO8K4jKGc9MLPH9mmnzB0tvq55n+KX757u2revxab9ePkhIOGJ5eoDPkW25EWS3Xc6DX4nPzlp2dyyVcKylXY5yeTPLfHz/JyYkEXzo4w4bWAJ0hH0Vr1/QCXk2817sg5ApFXh2d49EjoxwYnAZKvTh2RcO8c08vJ88nKFrL3EKOxVyBP3/qNP/fk6e554Zu/smbt/KuW3sv+nnpXIHvHZ/gkRdG+eGpGIWiJeRzs7G9hTfv6ORn37CRM/EFtnS0XLYMbqXHeKV/X+hdt27gji1tPNMf5yd2da/x2RCR9Wat5VsvjRL0ebj/jk01l5CodAKgmvdVzceyWmtZv692O2MMYb+HsN/D/XduJpUpLB/g3765jd/48gt87fAIN/ZG+LV39K1L/CKNbj6d4+T5BBPzaebTOX7cHyObLzI2m+aZ/jjxZIaw34PFcnxsnrDfw3ND05yeTPCV584xGEuSWqpgKp3Zd9Pa4mVbZxCPy2CM4YaeENs6g3zifbfy6Etj6/4Y3C7D7Zvb+M//+HY+86Mh9mxqZSGbp7c1wO7eMH6P+4prz3p8uL6Wn+Fxuwj5PUtbGUvbju/c2s6xsfkrfp/LvLZdZGTmteTt1s7g695jXcaUkrxvLW3pyOQLfPm5YX7jyy9edLu/+uHABd8Dn31miK2dQTK5AuNzi6RzpZOzR87NcnIiwYHBKaaSGdK5Atu7ghc1C5Vro6RElZX7COy6SoPLWsq+lRey1cRjjOHQmRnuvamHv/jwXfz2I6/w/ZOT/O9feoFo2M+9N0bJF4vXtbXAWstkIsNALEk8mWEqmeHo2DydIS839ITZ3hW64gf+YtHy/Jlp/vbIGI+8MEI6V2R7V5B37enlP/7sHn50upRlvXRf8wP7tjE2u8jXD4/w1efP8RtffpGQz83mjha+cXiEtqCX589Mk0jn2dAa4Nfe3sf9d27ihbMzy4vklfZKr5efuqmHl0fmeGYgrgNTEYf9uL9Uev+P7ty83LSxUaxXE2An7rtWXWsS4/YtbfzqPTv56vPn+IPHjnPXGid7iTSylY6pB2NJ/vmDz/PDU7Hlprl+j4stHS0EvG6mU1nS+QLjs2kWcwWePDG5/L3lSUatgVJD+L5oiH953262dQavuC1ipZOR672Wtfjc3L2ra/ln37Z57SM6a9nVkitX0tbi5YF9u/j1n7qBTz5xiju3tmOBZ/vj/PSeXtzGMD6X5tsvjxHyeRieXqB/MslzZ6YJeErbuIfiKbL5IjMLWcZmF3lm4LUtKN8+MsbO7hAfeNMWTcS7Bo11hFQHZhdzJDL5NW/dqLb1WCT/5lCpk/gdW9tpa/Hy//7dcb7+wgjffnmMvmiYnoif6VSGV0ZLGdGJ+TQvDM/w6JExtncGOXF+nqKFZwbiYEvd0F8ZLY1QWykj+Q9HzwOlrRG3bIzg97p5pj/Ou5bKpeOJDCfOz/Oj03HG59K0eN3cvKGVN23v4D/8zC185flzbOsKYvovfyZzU3sL//K+3XSGfGzvCvL40fN879gk5+fSbGpv4d23buAX7tzM3bu6lpsNvTg8e93P5Vr0tAa4dVMr+wemSGXyFzXTE5Hq+tQPB4gEPLxxW/vyZbVenbDe8dVLAqGSZxKr8Zx6XC7ef9cWRmZO8+++8TL/7K3b8ayyIk+kUV36WpldyPKbX3+Z7x6boDvs51fetoOihc3tpWTEhSePyl/ni0XetWcDXzxwlmQ6x3239LKtM8gz/fHlk07bu0KOr3VO33+tWqnp/paOIPFklgf2bWMqmeXtu6PL12XyxYtGjl7Y3+PCvw9rLe+5bQP9k0k+8+MhxufSPHpkjGcH4jzyv/2EeleskT6tVNno0oSFrR0tDkfymkpXZbiM4X13bGJ+McfpySSvjs5xZmqBk+fnl+caAzx+9Dwel8HrdjEUT5IrWFwGUtk8ZunntPjc/PQtPfRFw5yZShEN+/m1d/Tx0P6z7N3RyenJBCfOJ3hlZI4Xz82QzhX5u1fGl++jI+hl745Ofuu9N/POPb1868VSGd1aZz6Xy8HevjvKno2rrySplrft6ubVsXn+4dXzvF/Nz0Qc8cknTvFM/xTvuXWDPhxWUTUaW9aqgNfN/Xds4gsHznJkZJY3be90OiSRmvDwwWHmFnO8789/zPm5NO+5dQN/8kt3EvBeeWsDlBJ+G9oCbG5vAVp4x9LknWcHXt+osRbU8lq1nrFV63F++blzFyUpyowxPH50ggf2bWMgluJDb9nK7zx6lK8dGuGDf/0sX/sXb1NiYg2UlKiyeLLUoDC6ipGNtbyoXAtjDDf2RrixNwKUMoz/5M1b+dLBYayFf3b3dr7yfKnsbaVM9aWNMMvXe92uUpffLW3LY9sAvnTgLAvZAqlsnp97w0Y6gj46Q77lbOdKs5LX8pyvJplTrd/hpfezvStIZ8jHN14YUVJCxCGvjMziMlS1lP56SlubQTM8BzdtiLC7J8yBwWklJUSWpHMFHnz2DIl0jo/e0/e6UcuyOlcb27zWn1Ur1iMWYww3b2jl197Rx+eeGeK3v/kyD310X831kqpVOnVTZfFkhtaAB7/H+YXw0nKmtdz+eu6rzBjD3xwawet24fO41lStsNLPu/QyYwwhv4eeSIAbeiJ0hf2XXRjW8/HXwiJrjOGN29rZPzjF6Oyi0+GINB1rS9vN7t7VVfWmxrXuereU1MIaW8uMMfzy3dsZnV3k3NK0L5Fm98SxCSbm03zql9/Etitsob7W9cXJHjvrodGSDNfret6nNrQG+M1338Qz/VP87VJj00Z6bipFSYkqiyezdIevXiXR7Jx6U7jen3WtI+0qkRR649YOrIXvHFn/Ts8icmXn59PEk1l+5vaNq/6eejloUTVG7ftHb9yMz+3i8NkZp0MRcdz43CIHBqfY19fJ23dHL7qu1nv81KJaeBy1EMOVPLBvO7dvbuNPvneKYtFe/RtESYlqevjgMPFkpqGTEk4sEqupmrja5ddzX5e7zukFszPk49ZNrTxxbMLROESa0auj8xjg3bducDoUaUKRgJfdvWFOTiSwVgfE0tweP3p+qSfZxWPcnT5OuxKnT7I1smo8H26X4Vfv2cGZqQUODNZm75Fao6REFS1k8ixkC3SHfU6H0pRqLWlQDe/c08vh4RliiYzToYg0lYFYks0dLXz3qJKCsjrrvUXypt4Ic4s5jo8nrvvni9Sb8t/7VDLDqYkkd/d1EfR51tw77FquqyXa+lZ5l3te33vbRlq8br70nJ731VBSoorKTS7Xq1Ki0RaX1VY3OP2462mBf+eeXqyFp07og5FItXzumSFGZhbYFQ07Hcpl1fraVctq6bm70vvmTRtKTaW/f3KymiGJ1JSDQ9O4DLx5h5q+ltXCFulatZ6PMeB1c9e2dr579DwL2XxTPH/XQ0mJKoons8D6JSVk9eopkXA9Ln1seza2srm9hSeO6aBUpFrOTi1QtNDXHXI6FLmM9X4fqMX3lUjAy+b2Fp46MVmT8YlUWiZf4PDZGfZsaqO1xet0ONKEbuBNLcMAACAASURBVNvcRq5g6Z9MOh1KzVNSooriyQwuAx0hbd+Q6jDGcO9NUQ4MTpEvFJ0OR6QpDMaSuI1he1d1khL6wNn4rvV3vLsnzEvnZsnmtf5L89k/MMVirsBdW9uv+2fVysmtRl/va+V5Xq/739IRpK3Fy6kJJSWuRkmJKoqnsnQEfbjXMPryWjj9Ipbacs8N3SQzeY6MzDkdikhTGIyn2NLZgs+jt1hx1rauIIWiZWRWo0Gl+TxxbAKf28WuntrdSnclOp6vXw8fHObhg8O4XYZ7dndzeiJBUU2Hr0hHTFU0t5ClPajysUqr5UXcidju7uvCAM/2x6t+3yLNJp0rMDa7yI4qVUmIXMm2jiAA56aUlJDmUrSWJ45NcGNvGK9bH3caWS0f9wP85I1REpk85+fSTodS0/QqraK5xRxtLdq6ISur1KLaEfKxsS3Aj5WUkMswxnzWGDNpjHn1gsv+qzHmhDHmZWPMN40x11//2gSOjs1TtLC1o8XpUEQI+j10h/2cnVZSQprL6Mwik4kMeza1Oh2KNLl7b4wCpalcUPtJFKcoKVEl+UKRRDpPW4vH6VDqll7Ea1d+znb1hHlxWPuK5bI+D7znksueAG6z1r4BOAX8drWDqkefe2YIKO0jrRSthbIW2zqDDE8vYFU6LE3k1GQCY+DG3ojToUiT+97xSTpDPoaVHL4iJSWqZDKRwYIqJcQRu6JhsoUiZ6dSTociNcha+zQwfcll37XW5pf+eQDYUvXA6tDIzCKtAY86vUvN2N4ZZCFbYCqVdToUkaoZiqe4ZUMrQZ9OBsrlrTbJf70nA7Z2tHBOyeErUlKiSsbnFgFoa+ADVZ29q107ukJ43Yb+mLr/yjX5VeDvL3elMeZjxphDxphDsVisimHVnnPTCxWtkhBZqy2dpa1EozOLDkciV6OtdOsjky8wPLXAW/u6nA5FBICtnUHm03nG1VfispSUqJLyH2EjJyWkdvk8Lu7a1rG8n01ktYwx/wHIA1+63G2stZ+21u611u6NRqPVC67GzC5kmUpl2aJ+ElJDeiIB3C6zfHJEatrn0Va66/byyBz5omVfX6fToYgApW10AC8OzzocSe1SUqJKxmeVlBBnRQIexmfTzKiEV1bJGPMrwM8BH7aqObyqV0fngcr2kxBZK7fL0Bvx6wxdHdBWuvVxcHAKA+zbqaSE1IYNbQE8LsOXn1NV+eUoKVElY3OL+DwuAl495eKMXdEwFtg/OOV0KFIHjDHvAX4T+HlrrbozrcKx8TkANrYFHI5E5GIb21oYm13Ufub6d9mtdNpG95qDQ9P0tgZoD6qPm9QGj8vF5vZSXwlZmT4hV8n5uTRtAS/GGKdDkSa1pSOIz+1i/4CSEnIxY8yXgf3ATcaYEWPMR4E/ByLAE8aYl4wxn3I0yDpwfDxBa8BDyK/GalJbNrYHSGULxBIZp0ORa3S1rXTaRldireX5M9Ns7VTFmtSWje0tjM+nKSo5vCIdOVXJ2FyatqC2bkj1lRuQul2G7V1BHj96nv/0C7c5HJXUEmvth1a4+DNVD6TOHRubZ2Ob+klI7Sn/XR4dn6enVZU89eaCrXT3aSvdlZ2ZWiCdK7K1o0UN2KWmbGwLkM0XtY36MlQpUSXn5xbVT0Ict7M7xGQiw7QWRJF1lc4V6I8l2diuD3xSe8pbio6NzTsciayVttKtzZFzpUaCm9VwWGpMeR1Wf5+VKSlRBflCkclEhtaAkhLirJ3dIQCeG9IWDpH11D+ZpFC0qpSQmhTwuukIejlxPuF0KHIF2kp3/Y6MzOJ1G3oiShBLbeltDWCA8/NKSqxE2zeqYDqVxdrS9AMRJ23uaMHrNhwYnOY9t210OhyRhlE+A60ml1KreiIBDp2ZvvoNxTHaSnf9jpybZVN7C26XerhJbfG6XXSH/YzPajzzSlQpUQWTS42lwmp+Jg7zuFxs7wxxQBM4RNbVsfF5gj43nSF1e5faFI34iSUyFIpqSSCNKVcocnRsni3tqliT2rShLcC4KiVWpKREFcSTpaSEKiWkFuzoDnFyIsHsgvpKiKyXUxMJdvdGcGnCktSonoiffNEyMqO2BNKYBmJJMvmi+klIzdrYFmB2IcfcYs7pUGqOkhJVEE+WPvypUkJqwc7uENbCc0Mq4xVZL0dG5vCoXFhqWDTiB0r9T0Qa0fHx8jY6JSWkNvUuTT/qn1R/n0spKVEF5UqJsColpAZs7WjB73FxYFBJCZH1MJXMkMrklw82RGpRufGfkhLSqI6PJ/B5Svv2RWpRz1Jy+EsHNK72UkpKVEEskcHnduH3uJ0ORQSP28Vd2zo4qAkcIuvi1ETpQ15vqw6EpXa1+NxE/B4lJaRhPXVikht7w2pyKTWrI+TD4zLL/QblNUpKVMGhM9OqkpCasq+vk2Pj89rTJrIOTk2UyjB7NYJOalw04qc/pqSENKbxuTS3bGh1OgyRy3IZQ3e41HRYLqakRBUkM3n1k5Casm9nF9ai8XAi6+DkRIIWr1vNjKXmRSN++ieSWKsJHNJYJhNpUpk8t2xUUkJqWzTiZzKhCRyXUlKiCpSUkFpzaqK071KjQUWu36nzCXpb/RhN3pAa1xPxk8jkVTosDef4eKlibWx20eFIRK6sp9XP7EKOxWzB6VBqipISVZBM57V9Q2qK1+3izq3tHNQEDpHrYq3l1bE5etTkUupAVM0upUGdWJq8saFNa7HUtp5IAEtphK28pqJJCWPMe4wxJ40x/caY31rher8x5qtL1x80xuxYunyHMWbRGPPS0n+fqmSclZQvFFnIFlQpITXnrTs7eWVkjkRafSVErtXEfIZ0rqjJG1IXelo1FlQa06mJJJGAh6BPx9tS28rjmZWUuFjFkhLGGDfwF8B7gT3Ah4wxey652UeBGWvtDcAfA390wXUD1to7l/77eKXirLTpVBYLSkpIzXlrXxcWOHR2xulQROrWyXKTS03ekDoQ8XuIBDSBQxrP6cmEmg1LXegO+TAoOXypSlZKvAXot9YOWmuzwFeA+y+5zf3Ag0tffx24zzTYptxYsrRvU0kJqTVv3NaB2xj1lRC5Dqc1eUPqiDGGG3rCPNMfdzoUkXVTLFpOTySXK4FEapnH7aIr7FNS4hKVTEpsBs5d8O+RpctWvI21Ng/MAV1L1+00xrxojPmhMebtFYyzouLJLIC6skvNafG52dLRwsFB9ZUQuVYnzycI+z2ElHiWOnFDNKxGl9JQRmcXWcwVlByWuhGNBDitpMRFarXR5TiwzVr7RuBfAw8bY14348cY8zFjzCFjzKFYLFb1IFcjnlClhNSund0hXhmdI5XJOx2KSF06NZHQ1g2pKzf0hElm8swtqJ+QNIb/8fQggColpG70RPyciafIFYpOh1IzKpmUGAW2XvDvLUuXrXgbY4wHaAOmrLUZa+0UgLX2MDAA3HjpHVhrP22t3Wut3RuNRivwEK7fzEKpUkJn0aQW7YyGKBSt+kqIXINi0XJqIqkml1JXRpdGJvbHEg5HIrI+JpZOAPaoUkLqRDTiJ1+0nJ1acDqUmlHJpMTzwG5jzE5jjA/4JeDRS27zKPCRpa8/ADxlrbXGmOhSo0yMMX3AbmCwgrFWzHQqi9sY/J5aLUqRZra9M4THZTiovhIia6aSYalHPRoLKg1mcj7NhtYALT6306GIrEpPRJOQLlWx0/fW2rwx5teBxwE38Flr7VFjzO8Dh6y1jwKfAb5ojOkHpiklLgDeAfy+MSYHFIGPW2vrcuP7zEKWoN9Ng/XvlAbh87i4fUsbB4fq8uUl4qiT5zV5Q+pPe9CLx2UYjKWcDkVkXUwmMoTVu03qSDSssaCXqugr2Fr7GPDYJZd94oKv08AHV/i+bwDfqGRs1TKVzBLSzGSpYRG/l/2DcRayec33FlmD8jjQHm3fkDriMoausI8BJSWkAVhriSczvHFbh9OhiKya3+umrcW7PMFLarfRZcOYWcgSVDmZ1LC+aIhcwfLC2VmnQxGpK6cnEmxubyHg1Rov9aU77GdQZ+ikAcSTWTL5It1hn9OhiKxJT8RPv9bhZUpKVNh0KktQTS6lhm3vDOJ2GT7z40EePjjsdDgidePkRJLdvWGnwxBZs2jEz9npBbJ5dX6X+vbppckb3WFto5P6Eo34GZhMUSxap0OpCUpKVNjMQo6QKiWkBpUTEH6vm41tAYbiKuUVWa18ocjAZJKCDiakDkXDfgpFy/C0Or9LfZtKliZvKCkh9SYa8bOYKzA+n3Y6lJqgpEQFFYqW2YWs9ulLzdvZHeLczKLmJYus0pmpBbKFosaBSl2KRtRkTRpDPJnB7TK0B71OhyKyJsvrsCZwAEpKVNTcYo6ihZBflRJS23Z2h3TWTGQNys2plJSQelQ+q6wJHFLv4sksXSEfLk25kzqjCRwXU1KigqZTWQBN35Cat6MrhMuUDlDVV0Lk6k5OJDDmtYMKkXoS8Lrpifh54tiE06GIXJd4MqOtG1KXwn4PLV43/aqUAJSUqKiZhVJSIqhKCalxAa+bTe0tDMa1MIqsxunJJFs7gvg8ehuV+rQrGiaW0F5mqV+FomUqldXkDalLxphSs0tVSgBKSlSUKiWknvR1hxiZXlQ3dpFVGJhMckOPJm9I/drVEyKezGKtmrVKfRqbXaRQtKqUkLoVjfjpn9Q2OlBSoqJmlpISQU3fkDrQFw1TsJaz01ocRa6kWLQMxVP0dYecDkXkmvV1h1nMFZhaOlYRqTeDS1PDlJSQehUN+4knM8wt5JwOxXFKSlTQ1HJSQpUSUvu2dwWX+0qIyOWNzi6SyReZSurDnNSvXUuVPlrzpV4NLZW9d0eUlJD61LP0t9uvLRxKSlTSTCqL122051jqgt/jZktHkKG4DlBFrmT57JwOhKWOlSt9tJ9Z6tVQPEXA6yKkimSpUxrP/Bp9Wq6gw2dnCPlVJSH1o687xMjMAqlM3ulQRGpWeaa4mqtJPfvhqRgel1n+exapN4PxFN1hP0bjQKVOdYR8uLUOA0pKVNRCtqB+ElJX+qJhihaePzPtdCgiNWswniTgdRFW0lnqmGup8/ugquOkTg0tJSVE6pXLGLrDPlVKoKRERS1k8+onIXVlW2cQtzHsH5xyOhSRmjUYSxHV2TlpAN1hjaOT+pTOFRidXaRLFWtS56JhPwPq7aOkRCUt5gq0eFUpIfXD53GxpbOFAwNKSjQTY8xnjTGTxphXL7is0xjzhDHm9NL/O5yMsZYMxJLL+0BF6lk04ufc9AKZfMHpUETW5OzUAtZq8obUv2gkwNmpVNOvw0pKVNBitkCLtm9InenrDvPK6BzzaY0naiKfB95zyWW/BTxprd0NPLn076aXzOSZmM/oQFgaQnfYT9GWPuCJ1JOheLm3j9ZiqW/RiNZhUFKiYqy1LOYKBFUpIXWmLxoq9ZUYUl+JZmGtfRq49Bd+P/Dg0tcPAr9Q1aBq1F9+vx9AlRLSEMp/x59/5oyzgQigqrW1WJ6CFNL2Dalvy2NBm7zZpZISFZLKFihaVCkhdWdbZxCfx8V+beFodr3W2vGlr88DvZe7oTHmY8aYQ8aYQ7FYrDrROSSezAA6OyeNoTxBpvx3LY77PKpaW5WhWIpIwINfJ/+kzpWPJ5p9AoeSEhUyu5AFUE8JqTtet4u7trVzYEhJCSmx1lrAXuH6T1tr91pr90aj0SpGVn2xRAaXgS6dnZMG4Pe42dgWIJZQUqIWqGpt9TR5QxqFz+OiPejle8cnnA7FUUpKVMjsQmk/violpB7d3dfN0bF55hbUV6KJTRhjNgIs/X/S4XhqQiyZZVtnEI9bb5/SGEI+DzFVStSyVVetNZNSUkLJYWkM0bC/6ddhHVVVyPyikhJSv+7e1YW1cFDVEs3sUeAjS19/BPhbB2OpGfFEhr5o2OkwRNZNd8RHLJGhVBAltexKVWvNtI1ubiHHVCqrSglpGD0RP7FEhmKxeddhJSUqZHYpKRH0ehyORGTtTozP4/e42D+opEQzMMZ8GdgP3GSMGTHGfBT4Q+CdxpjTwE8v/bupFYuWeDLDrmjI6VBE1k007CeTL2oLR+1aVdVaM22jG5paanKppIQ0iO6In1zBMj6fdjoUx+gTc4Vo+4bUM4/bxd4dHWp22SSstR+6zFX3VTWQGjc6u0i+aOmLhtFJZWkU0UgAgIFYip7WgMPRyArKVWt/iKrWgNfGgXZp+4Y0iJ6ldbh/Msnm9haHo3GGKiUqZK68fUONLqVO3d3XxYnzCaZTWadDEakJA7HSgfBgLOVwJCLrp7wvv/z3Lc5R1drqDMVSGKBTDYelQZTHMzfzBA5VSlTI7GIWj8vgdRunQxG5Jol0HoCDg1O89/aNDkcj4rxyMqJ88CDSCFpbvPjcLiXbaoCq1lZnMJ6iI+TD49K5VWkMIZ+bFq+7qZPDejVXyNxCjhavG2OUlJD6tKUjiM+tvhIiZYPxJAGvi5C25UkDcRlDd9jHQCzJwweHnQ5H5Ko0eUMajTGGaMRPfxNXSigpUSFzizn1k5C65nYZtncFOaCkhAgAA5MpomG/ks3ScLoj/qY+Qyf1w1q7lJRQxZo0lmjEz9GxeafDcIySEhUyu6CkhNS/vmiYUxNJ4k0+O1kESpUS2rohjSga8TM6u0iuUHQ6FJErmkxkWMgWlJSQhtMT8ZPM5JlbGpbQbJSUqJDZxZyaXErd6+sujT5UtYQ0u0Q6x8R8RgfC0pCiYT/WogS01Lxy7xOtxdJookt/0/1NWrWmpESFzC/mCKpSQurcpvYW/B6XRoNK0xuKq8mlNK7y33U8qWlLUtvKa7F6SkijafYJHEpKVMjsQlaVElL33C7Djq6Qml1K09PZOWlkXaHS33UskXY4EpErG4on8bgMrS1ep0MRWVeliTKmafv7KClRAblCkVS2oJ4S0hD6oiEGYykm5nWwKs1rIJbE7TJ0hXR2ThqPz+OiPeglltD2Dalt5SaXLjUclgZTmoTUvBM4lJSogLnFUoOSFp/H4UhErl9fdxhQXwlpboOxFFs7WvC49bYpjSka9mv7htS8wXiKLm3dkAbVzJOQdHRVAbNLXVOD2r4hDWBje4CAV30lpLkNxJLsioadDkOkYqIRP7FEBmut06GIrChfKDI8taBtdNKweiJ+hqcXSOcKTodSdUpKVMDcYulMg7ZvSCNwGcPOrhAHBqd4+OCw0+GIVN1DB84yFE/RFw05HYpIxUQjfrKFIue1VU9q1MjMIvmiVVJCGlY07Kdo4cxUyulQqk5JiQpY3r6hSglpEH3RMGemFpb/tkWayexCjky+SJ8qJaSBlT/oDUw238Gw1AdN3pBGV57AUW6u3UyUlKiA5e0bqpSQBrGzu3SGeLBJ97lJc4snS83/tH1DGtnyODqt81KjBuOagiSN7bXkcPOtw0pKVIAqJaTRbGgL0B70NmXmVqQ8kUDbN6SRRfwe/B6XkhJSs4biSdpavDrpJw2rPAmpGddhJSUqoFwpEdCiKQ3CZQyb2loYjDffIikSS2Zo8bo1DlQamjGGaMSv5LPUrKF4ip3dIYzGgUoDi4b9DDThOqykRAXMLeYIeF2aoSwNpS8aYmYhx7npBadDEamqeCJDd9inA2FpeKWDYSWfpTYNxVJoFZZGF10aC9psk5AqmpQwxrzHGHPSGNNvjPmtFa73G2O+unT9QWPMjkuu32aMSRpj/m0l41xvc4s5bd2QhlNu8rd/UKNBpbnEkpnl/fYijSwa8TM+lyaZyTsdishFFrMFxubSdKmfhDS4aMTPQrbQdJOQKpaUMMa4gb8A3gvsAT5kjNlzyc0+CsxYa28A/hj4o0uu/yTw95WKsVJmF7IEfR6nwxBZV70RPyGfmwMDSkpI80ikcyTSeaI6EJYmUG6yNtSEpcNS28ojEjV5QxpdtEknIVWyUuItQL+1dtBamwW+Atx/yW3uBx5c+vrrwH1mqT7WGPMLwBBwtIIxVsTsYo4W9ZOQBmOMYWc0zIHBKb504KzT4YhUxfIIOlVKSBPQBA6pVeW1WFVr0uiadR2uZFJiM3Dugn+PLF224m2stXlgDugyxoSBfwf83pXuwBjzMWPMIWPMoVgstm6BXy9t35BG1dcdYmwuzXQq63QoIlVRPihQpYQ0g66QD7fLNN3BsNS+clKiK6S1WBpb2O8h4G2+SUi12ujyd4E/ttZe8bdhrf20tXavtXZvNBqtTmSrMLegSglpTH3dpZGI5VnhIo1uMJbCZaBTJcPSBDxuF+0tzTmOTmrbYCzFxrYAPk+tfnQRWR/GmOWmww8fHHY6nKqpZOODUWDrBf/esnTZSrcZMcZ4gDZgCtgHfMAY81+AdqBojElba/+8gvGuC2sts4s5gqqUkAYUjfiXRsbpgFWaw0AsSUfQh8flaqqDA2le0Yi/6fYyS+0biifZuXRiRKTRNeM6XMl04/PAbmPMTmOMD/gl4NFLbvMo8JGlrz8APGVL3m6t3WGt3QH8CfAH9ZCQAEhlCxSKVpUS0pCMMby1r4vBeKrpRhVJcxqMpbSHWZpKNOJnaCpFoag1XmrHifMJJSWkaUTDfs7Pp8nkCk6HUjUVS0os9Yj4deBx4DjwN9bao8aY3zfG/PzSzT5DqYdEP/CvgdeNDa03swulvfbqKSGN6u6+LhLpvLZwSMMrFC2D8dTyRAKRZhAN+8nmi4zOLDodiggAM6ksC9mCkhLSNMonQ2LJjMORVE9F51Zaax8DHrvksk9c8HUa+OBVfsbvViS4CpldyAEQVKWENKi7d3UBsH9gil3RsMPRiFTO2Owi2XxRlRLSVC7s/L6tK+hwNCIwtDQOdHh6gZs3tDocjUjllSd+xRLNk5RQt5h1Nr9YSkoElJSQBrWjK0hrwMOBwSmnQxGpqHKzP1VKSDMpT5pRs0upFUOxpdHMWoulSXSF/LhMc1VKKCmxzmaXkhJBb0WLUEQcY4yhLxrmwOC0+kpIQxtYOhBWpYQ0k6DfQ9DnVlJCasZQvDQFqSOoKUjSHNwuQ2fIr0oJuXbl7RtqdCmNrK87RDyZoX9SB63SuAZjSVq8bkJaz6XJNGPnd6ldQ/EUnSEfbpdxOhSRqolGlJSQ6zCfXkpKqNGlNLC+pV4S+7WFQxrYQCxJd9iHMToQluYSDftVKSE1Qw2HpRlFw36mklnyhaLToVSFkhLrLJHO4TLgdesgVhrTwweH6Qh62dzewv4BJSWkcZXGgQacDkOk6qIRP1Op7PJEMRGnFIuWoXhSSQlpOtGIn4K1nGuSSUhKSqyz+cU8Aa9bZ9akoRlj6G31c2BwiqJm2UsDSqRzTCYyRMPawyzN57Vml9rCIc4am1sknSsu/02KNIvlSUhNslVaSYl19vLILAFt3ZAm0NcdZmYhx8mJhNOhiKy7QTW5lCZ24VhQESeV1+JurcXSZJptEpKSEussnSuqn4Q0hZ3REIC2cEhDGoxrHKg0r/agD5/bxXeOjDkdijS510Yzq2pNmkuLz03Y71FSQq7NYq5AwKunVRpfR9BHR9DLATW7lAY0MFkaQdepA2FpQm6XYUd3kMkm6vwutWkwliLgdRH2e5wORaTqohF/02yjW9WnZ2PMI8aYnzXG6NP2VaRzBW3fkKbRFw1zcGhafSVqyHqv18aYf2WMOWqMedUY82VjTFN0fhyMJ+kI+vC49LYnzcnrdhFPqtHltdKx8/oYiCWJhv3q1SZNKRrx0z+ZxNrGP85e7UL5l8ADwGljzB8aY26qYEx1LZ0raPuGNI2+7hBzizmOjc87HYq8Zt3Wa2PMZuBfAnuttbcBbuCX1ifM2laavKGtG9K8usN+ZlLNM46uAnTsvA60Fkszi4b9zC3mmE41foJ4VUkJa+33rLUfBu4CzgDfM8Y8a4z5X40x3koGWG/SuaIqJaRp9EXDANrCUUMqsF57gBZjjAcIAg2/ybxQtAzGU+r2Lk2tK+SjYC2js80xjm69rfda3IxVa8lMnvPzafX2kab1WtPhxt/CseqSMmNMF/ArwD8HXgT+lNJC+0RFIqtDuUKRbKGonhLSNNpavHSFfGp2WWPWa7221o4C/w0YBsaBOWvtd1e4v48ZYw4ZYw7FYrHrjN55Y7OLZPNFdXuXplb+IDgYb/yD4UpZr7W4WavW/ur7A4CmIEnzWl6Hm6DZ5Wp7SnwT+BGls2Tvs9b+vLX2q9ba3wDClQywniTSeQBVSkhT6YuGeW5oWiW+NWI912tjTAdwP7AT2ASEjDH/9NLbWWs/ba3da63dG41Gr/9BOKw/pskbIuWk3FATnKGrhAocOzdd1VosWWq0qrVYmlV70IvP42qK5PBqT+n/D2vtHmvtf7bWjgMYY/wA1tq9FYuuzswv5gDUU0KaSl80RCKT5+iY+krUiPVcr38aGLLWxqy1OeAR4G3rG27tGVz6EKazc9LMQj43Aa+LM1ONfzBcIeu2Fq+maq3RKtYAYokMLlPaSiTSjFzGsLMrxNOnGuM1fSWrTUr8Pytctn89A2kEqpSQZtTXHQJgv/pK1Ir1XK+HgbcaY4Km1Pr8PuD4NUdWJwZiSVq8bkI+reXSvIwxdIX8DDXBGboKWbe1eDVVa41WsQYQT2bY1hnE49a2aGlefdEQ8WTjj2e+4tBfY8wGYDOlcrE3AuV5PK2USsfkAvPpUqWEkhLSTCIBL9GwnwODU3z83l1Oh9O0KrFeW2sPGmO+DrwA5Cntif70OoRb0wZjSaIRjaAT6Q77liuHZHUqdOy8XLW2dB/lqrWHrjPcmhZLZNizqdXpMEQctZgtMJ3KkisU8TZwgu6KSQng3ZQa9GwBPnnB5Qng31coprpV3r6hRpfSbPqiIZ4dmGr4BbPGVWS9ttb+DvA71xVZnRmMpdjSoby7SHfYz8ujc6RzBZ1wWb1KrMXLVWvAIqWqtUPXEWPNKxYt8WSGXdGQ06GIOKo77Kdo4dz0wvLUu0Z0xaSEtfZB4EFjzPuttd+o+52RPgAAIABJREFUUkx1q1wpoZ4S0mz6omEODk3zyugcd23rcDqcpqT1en0k0jkmExneqL9jEbrDfqyFv/rBAP/qnTc6HU5dqMRa3IxVa6Ozi+SLlr5oGGudjkbEOeWmw4OxVPMmJYwx/9Ra+xCwwxjzry+93lr7yRW+rWnNL6qnhDSnneW+EgNTSko4ROv1+lhuchlWYzWRrqXXQTPsZ14vlVqLm61qrTxtYDCWWj7GEGlG0eXxzEmg19lgKuhqddblVSAMRFb4Ty4wn85hAJ9H5evSXMJ+D72tpb4S4hit1+tgQONARZaVXwfxZNbhSOqK1uJ1MLi0FmsKkjS7Fl+p8Xaj9/e52vaNv176/+9VJ5z6lkjnCXjduNQcTZpQX3eYQ2dmyOaLSsw5QOv1+hiMpXC7DJ2qlBAh4HXTHfYzpUqJVdNavD4GYkkCXpemIIlQ2sLR6EmJVX1yMMb8F2NMqzHGa4x50hgTu3QUkZQaXarJpTSrvmiIxVyBIyOzPHxw2OlwmpbW6+szGE+WRtC5tJaLQGnss7ZvrJ3W4uszGEsRDWsKkgiUqtYGG3w882qPut5lrZ0Hfg44A9wA/F+VCqpezadz6ichTWtnVwhjSn0lxFFar6/D4bMz6vYucoGitdq+cW20Fl+HV0fntHVDZEk07CeezCwPVWhEq01KlLd5/CzwNWvtXIXiqWvzi3klJaRpBf0ebt7Qqr4SztN6fY0KRctUMtvQ3a1F1qor7CeZyZNo4IPhCtFafI2SmTzz6fxygz+RZlfu79PIWzhWm5T4jjHmBPAm4EljTBRIVy6s+jSfzmkcqDS1u/u6OHx2hnyh6HQozUzr9TX6qx8MlEbQqdO7yLLupf4qZ+ILDkdSd7QWX6Nyk8tuVUqIANAdKa3D5ddGI1pVUsJa+1vA24C91tockALur2Rg9ajUU0JJCWled+/qIpMvMjyzoL4SDtF6fe1iidK++V09qpQQKeu+aBydrJbW4mv32mhmJSVEADpDPtwu09CVElecvnGJmynNXL7we76wzvHUtUQ6z85uNUeT5vWWnZ24TOmAoq9bH+wcpPX6GsSWmvn1dYc4PaEPYCJQOhg2wFCDN1mrEK3F12AglsRl0BQkkSUel4utHS0NvQ6vKilhjPkisAt4CSgsXWzRwrqsULQkMnn8qpSQJtbW4uXWTW2lTO4tTkfTnLReX7t4IkOL101nSAfCImVet4u2oLehD4YrQWvxtRuMpegI+jQFSeQCfo+bgQbevrHaSom9wB5rrf3/27vz+Mju8s73n6eqVKWlSr2oSm27vfQebAg2YLOZEC5LAlkwMyETuFl4ZUicm4QbIMncMWEuQwjJHZI7IZnsXAhDCA4kDhBP8IRLWGy80KaBtsHd7m4t7V7dqlJrq1KpVMtv/qhTshDqbqlUpXNO1ff9eunlUulIek7LenTqOc/v+bUzmDDLL1QANFNCut5L9g7xkQfHWaxoroRPlK+blM2XyKQS/N2jp/0ORSRQ0skEJ1WUWC/l4iaNZvPaeUNkhUwqwaGnLlKrOSKRztsqd60lyO8AV7UzkLBrbNGimRLS7V6yZ4hqzXHqooai+UT5ukm5udLS+nkReUY6GWcsV0Cvr9dFubgJtZpjPFdQLhZZIZ1MsFCucW6m6HcobbHWTok0cMTMHgVKjSedc69vS1QhNFOsFyX6etRqJt2tMVeik1vMAk75ugmzC2XmShXdnRNZRTqZYG6hwmRhUS8W1065uAlnp4uUKjXlYpEVntmBo8C12/p9jqb11lqUeG87g+gEc97yDXVKSLcbSMS4blu/ihL+ea/fAYTRM9PeNU9CZKWhgfoLxA/dP8Zv/agGBq3Re/0OIIwa1w4qfol8t6WdkLJ5Xn4g43M0rbfWLUHvB04CPd7jrwPfbGNcoaPlGyIsbQO6dzjJ2aniUgeRbB7l6+Y09v5O6+6cyPdIe8W6yULpCkdKg3Jxc5YKxMrFIt8llYiRTMQ6dujwmooSZvaLwD3AX3lP7QQ+266gwmi2qKKESMOezAAO+IN/OeZ3KF1H+bo59z52rr4FnXbeEPkeW/vj9ESNXH7R71BCQ7m4OaPZPFv6ehiI63paZDkzY0tfD2PdXJQAfhW4HZgFcM6dAIbbFVQYzWr3DZEl12/rpydqWsLhD+XrJmTnStqCTuQSohHj+u395PLqlFgH5eImjGUL7MkMYNZ5uwuIbFQmlVjqJuo0a736KjnnlsrjZhajvteyeBqdEgkNuhQhFo2wa2hARQl/KF83IedtByoiq9udTqoosT7KxU0Yy+XZm0n6HYZIIKWTcc5OFykuVv0OpeXW+gr6fjP7LaDPzF4D/APwP9oXVvjMLpRJxCJEVNkVAWBvJsnEXImJuQW/Q+k2ytfrVK05JvOLZDRYTeSSdqf7mcwvUqvpdfUaKRev09xCmQuzJfZkBvwORSSQGsMuO3GuxFqLEncBWeDbwC8B9wH/qV1BhdHcQkVLN0SWaVxUPDI66XMkXUf5ep3OThWp1Jw6JUQuY3c6SaXmOD+rQvMaKRevU+OFljolRFbXyUWJNW0J6pyrmdlngc8657Jr/eJm9lrgj4Eo8GHn3H9Z8fEE8DfAC4BJ4KeccyfN7IXAhxqHAe91zn1mrd/XD7PFsoZciixzzdY+ensiPDSS445bdvodTtdoNl93s9GctqATuZLd6XqheTxbYOfWPp+jCT7l4vVrLPk8em6W4cFen6MRCZ7l24J2mst2Sljde80sBxwDjplZ1szec6UvbGZR4M+A1wE3AW82s5tWHPZWYMo5tw/4IPAB7/nvALc6524BXgv8lbcWL7BmF8r0ap6EyJKIGXvSSR5Wp8Sm2Ei+7nb/cOgMoC3oRC6n0f02nuu8i+FWUi5u3li2QDRibE9qFySR1cRjkY7dgeNKr6LfSX1y8G3Oue3Oue3Ai4DbzeydV/jcFwIjzrkxb9DPJ4E7VhxzB/Ax7/E9wKvMzJxz8865ivd8LyEYDDRbrKhTQgS4++Cppcd7h5OcmSpyanLex4i6xkbydVfLzZXo64kykAh07VvEV8OpBPFohPGc8vkVKBc3aTSb5/rt/doFSeQyMslE93VKAD8LvNk5N954wjk3BvwM8HNX+NydwOll75/xnlv1GK8IMQMMAZjZi8zsCepr8f6PZUWKQJpdKGumhMgKe71234dGcz5H0hU2kq+7WlY7b4hckZkxlIyrU+LKlIubNJYtsCetIZcil5NOxRnLFnAu8Pfs1+VKRYke59z3vJrw1sb1tCekpe9x0Dn3bOA24F1m9j2Ly8zsTjM7ZGaHsll/l+vl8iV1SoiskEklSPXGeHh08rs6KKQtfMvXYZebK2nnDZE1SCcTHTlgrcWUi5tQrTlGJvLsHdaQS5HLSScTzJUqZDtsi+YrFSUWm/wYwFngumXvX+s9t+ox3syILdQHXi5xzh0F8sBzVn4D59yHnHO3OuduzWQyVwinfWo1R6lcU1FCZAUzY28mySOjuY6r6AbQRvJ115pdKDNXqpBWp4TIFaWTcU5PFSlXa36HEmTKxU04N13fBUmdEiKXt7QDR7azCsRXKkrcbGazq7zNAd9/hc/9OrDfzHabWRx4E3DvimPuBd7iPX4j8CXnnPM+JwZgZjcAzwJOruO8NlVhsYID+jToUuR77M0kyeUXuTDbWRXdANpIvu5ajT/qaQ1WE7mioWSCas1x+qLmSlyGcnETGjtvqFNC5PIanZ2dNuzyslO9nHNN3/p3zlXM7G3A56lvCfrXzrknzOx9wCHn3L3AR4CPm9kIcJF64QLgZcBdZlYGasCvrNYKFxSzC/VxF+qUEPlee72J7aMdOJQnSDaSr7tZoxVd24GKXNnSHbpcgT0ZvXhcjXJxc0a9AvGe9AAnLuh6QeRStvT3EItYxw27bOuocefcfcB9K557z7LHC8BPrvJ5Hwc+3s7YWmm2WAZUlBBZzdb+OEMDcRUlJJDGcwUMGBpQp4TI5dx98NRSR5HmSkirjWXz9PVE2a5cLHJZETPSyQRjXbZ8Q9ZARQmRy9ubSTKeK1DROmQJmPFcga39PcSi+nMociX98Rj98aiKEtJyo9k8mVQCM/M7FJHAG0rGO275hq7CWqCxfENbgoqsbu9wklKlxuNnZ/wOReS7jOcKWrohsg5DA3EeGZu88oEi6/DEuVnlYpE1yiQTnLo431FDh1WUaIG5hUanhP45RVaz25um/fBIYEfDSBdyzjGeKzCkC2GRNUsnE0zmtYmEtM7cQpm5hQqZVELbh4usQTpVHzp8qoOGDutVdAto+YbI5SUTMa7e0svDo7q7JsGRzZfIlyraeUNkHdKpBDPFMsXFqt+hSIdorI3PKBeLrMnSDhwdNFdCRYkW0O4bIle2N5Pk0FNTLJR1ISvB8Mx2oOqUEFmrxu/Ln39lxOdIpFOM5eqDsNMp5WKRtWjk4X/8xhmfI2kdFSVaYLZYJh6NEI1oOI/IpezNDLBYqfGNp6b8DkXWwcy2mtk9ZvakmR01s5f4HVOrnJxUUUJkvRqdRTkt4ZAWGZ0oEDG084bIGvXFowzEo+TyJb9DaRkVJVpgdqGseRIiV7BraIBYxHh4VHMlQuaPgX9xzj0LuBk46nM8LTOWKxCPRtja3+N3KCKhMTRQL+J10sVwGHRygXgsl2dbf5xYRNfSImuVTiXIdlAe1m9/C8wtVLR0Q+QKEj1Rbr5uKw+NaK5EWJjZFuDlwEcAnHOLzrlpf6NqnfFsfTvQiLagE1mzeCzCYG+MyQ66GA6Jji0Qj04UyGjphsi6ZJKJjupYU1GiBWYXytoOVGQNbt87xONnppn1dqyRwNsNZIGPmtm3zOzDZjbgd1Ctop03RJqT7rCL4aDr5AJxteYYnywsDe4TkbVJJxMUShVmip1xTa2iRAvMFtUpIbIW8+UqNQcHxy76HYqsTQx4PvAXzrnnAQXgrpUHmdmdZnbIzA5ls9nNjrEp1Zrjqcl57bwh0oR0KqHlG5urYwvEZ6eKLFZq6pQQWafG78xYNu9zJK2hokQLaKaEyNpcv62fnqjmSoTIGeCMc+6g9/491IsU38U59yHn3K3OuVszmcymBtisc9NFFqs1DbkUaUI6mWB+scpUQd0Sm+SKBeIwFocBRhs7bygXi6zLkHdTpVO2BdUr6RaYLZbVKSGyBrFohBuGBnhYcyVCwTn3NHDazL7Pe+pVwBEfQ2qZsZx23hBpVqPDaHyyMy6GQ+CKBeIwFocB7jlU39JQnRIi67N9IE7EntlSN+xUlNgg5xyzCxXNlBBZo72ZJMcuzJGdU+tvSPyfwCfM7HHgFuD3fI6nJU4uFSW0fENkvRrFvE65Qxd0nVwgzs6V6OuJMpCI+R2KSKjEIhG29ccZz3VGHlYG2KBiuUq15tQpIbJGezP1ZbAPj+a445adPkcjV+KcOwzc6nccrTaeK5CIRUjqQlhk3bb11+/QjXfIHbqQaBSI48AY8PM+x9MS2XxJXRIiTcqkEh1THFanxAbNFisA6pQQWaNrtvYx2BvjkVEt4RD/jOUKpJMJTNuBiqxbNGJsH+icO3Rh4Jw77C3PeK5z7g3OuSm/Y2qF3FxJO2+INCmdTDCeK1CrOb9D2TAVJTaosbVhQoMuRdYkYsaL9wzxkIZdio/Gc/mlIVEisn7pZOfcoRN/zC6UmStVSKtTQqQp6WSCUqXG2emi36FsmF5Jb9CstzesOiVE1u72fWlOXyxy+uK836FIFypVqpyZKmrIpcgGpJMJRrP5jrhDJ/5oFLXUKSHSnHTK24GjA7rWVJTYoEanhGZKiKxdYxu5h0bULSGb79TkPM5pyKXIRgwl45SrjqdnF/wORUJqLOttB5pSLhZpRmZp6HD45/uoKLFBmikhsn6ZVIJUb4yHNVdCfDCu7UBFNqxxMay5EtKs0WyeiMHQgHKxSDOSiRiJWKQj8rCKEhs01+iUiKsoIbJWZsbeTJKHRydxTq2/srkaf7x1ISzSvKVtQTvgYlj8MZYtsH0gTjSigcMizTAzMqkED4+E/yafihIbNLtQ75TojemfUmQ99mYGyOVLHL8Q/pYzCZfxXIF0Mk6fiskiTUv1xohHIx3RNiz+GMsW1LEmskHpZIJsvuR3GBumV9IbNFssE4sYsaj+KUXWY08mCWiuhGy+sVyBgXjM7zBEQs3MSCe1Lag0p1pzjE8WyGjnDZENSSfjzBTLzC9W/A5lQ/RKeoNmF8qaJyHShG39cbYPxDVXQjZdvVNCF8IiGzWUTKgoIU05O1VksVLTzhsiG5TukPk+Kkps0Gyxop03RJq0N5Pk4NgklWrN71CkS8wtlMnOlbTzhkgLpJMJTl+cZ7GiHC7rM+ot+1GnhMjGNH6HVJTocrMLZXp79M8o0oy9mQHmShW+fXbG71CkSzw1OQ/U7/CKyMakk3FqDk5dnPc7FAmZRlFCXWsiG9MY2j2WVVGiq80uVDQsTaRJjbkSWsIhm6WxU0Bad+dENqxT2oZl841mC/THowwkNN9HZCPisQhb+npCP3RYRYkNmiuWScRUlBBpRjIR41lXpXh4VMMuZXOMZwsYMDSg5RsiG/VMUSLcF8Oy+cayeXVJiLRIJpUI/fbMKkpskAZdimzM0ECcQyenWChX/Q5FusCXj02wpb+HHu2YJLJhffEoQwPagUPWbyxX0JBLkRZJJxOMTuRxzvkdStN0VbYBzjkNuhTZoL3DSUqVGt94asrvUKQL5PIl0gO6EBZplT2ZAUZDvpZZNtesN3BYQy5FWiOTjFNYrDIxV/I7lKapKLEBpUqNxWqNPg26FGna7qEBIgZfPZHj7oOnuPvgKb9Dkg7lnCOXLzGknTdEWmZ3ekCdErIujYF8Wr4h0hqZVC/wzADZMNKr6Q2YXSgD0KtBlyJNS/REuX57Pw+OZP0ORTrcZGGRhXJNF8IiLbQ7nSQ7V2LOuyYSuZLRCW0HKtJKjW3Ow9y1pqLEBswWKwBaviGyQfuGkzxxbpZCqeJ3KNLBTuZ0d06k1XanBwA4mdO2oLI2Y7k8sYixXQOHRVpisK+H/ng01DtwqCixAUudEtp9Q2RD9g2ncC7cbWcSfEvbgWr5hkjL7MnUixJj2oFD1mh0osD1Q/1EI+Z3KCIdIWLG1r4edUp0q9livSihmRIiG7Nzax+DvTFGJnRRK+3zucfPEzVja7+KEiKtcv32fgw0V0LWbCyXJ6EdkERaKp1KqFOiW80uaPmGSCtEI8ZL96YZCfl2RhJsuXyJ7QNx3Z0TaaHenihb+3tUlJA1qdYco9kCac2TEGmpTDLB2ekiC+Wq36E0RUWJDWh0SmjQpcjGvWx/mulimcn8ot+hSIfK5UtauiHSYncfPEU6mVjaUUHkcs5MzVOtOTKa7SPSUplUAufC27WmosQGzHmdEn3qlBDZsB/YnwbgRIhbzyS4ajXHZH5RQy5F2mAomWA8V1Cnm1xRo3ilnTdEWqtxfRPW+WwqSmzA7EKZaMSIqRVYZMMeGplkW3+P5kpIW5ybKVKpORUlRNognYyTL1XI5kt+hyIB13jBpE4JkdZqXN+EtWtNRYkNmC2W6Y1FMFNRQqQV9g2nGMvmKVdrfociHabRzjiU0vINkVZrvMAcD+nFsGye0WyB/niU/kTM71BEOko8FmFrX09oh12qKLEBswsVDbkUaaF9w0lKlRqPnZ72OxTpMONL24Hq7pxIqzV+r8K6llk2z2g2rzws0ibpVCK024K2tShhZq81s2NmNmJmd63y8YSZfcr7+EEz2+U9/xoz+4aZfdv77yvbGWezZotl+jTkUqRl9mYGMOCrJ3J+hyIdZixbIB6LkNLdOZGW29LfQzwWUVFCrmgsW9A8CZE2ySQTHLswF8r5Pm0rSphZFPgz4HXATcCbzeymFYe9FZhyzu0DPgh8wHs+B/y4c+77gbcAH29XnBsxu1BWp4RIC/XHY+zc1seDIypKSGuN5wqkk3EttxNpg4hZvW1YRQm5jJlimVy+pHkSIm2STiVYrNS4MBu++T7t7JR4ITDinBtzzi0CnwTuWHHMHcDHvMf3AK8yM3POfcs5d857/gmgz8wCl8FmiypKiLTavkySw6enmV0o+x2KdJB6USJwf0ZEOkba24FD5FIaa93VKSHSHpmlYZfhmyvRzqLETuD0svfPeM+teoxzrgLMAEMrjvkJ4JvOucCVfGaKFW0HKtJi+4aTVGuOr41O+h2KdIhSpcrpi/MqSoi0UTqZ4KnJAhUNKpZLaOwKoFws0h6Ngl8YtwUN9KBLM3s29SUdv3SJj99pZofM7FA2m93U2Jxz9ZkSKkqItNT12/vpiZqWcEjLnL44j6O+baGItEc6GadcdZydLvodigTUaDZPxGD7gHKxSDsM9saIRyOhHHbZzqLEWeC6Ze9f6z236jFmFgO2AJPe+9cCnwF+zjk3uto3cM59yDl3q3Pu1kwm0+LwL2+hXGOxWqOvJ9B1HZHQiUUj7E4P8KCGXUqL6O6cSPs1fr80V0IuZSxbYPtAgmhEs31E2sHMSKfi6pRY4evAfjPbbWZx4E3AvSuOuZf6IEuANwJfcs45M9sKfA64yzn3UBtjbNpMsb7evVe7b4i03L7hFGO5gu64SUs01rkPDagoIdIuaa9teDyEd+hkc4xm82TUsSbSVulkYulmTJi0rSjhzYh4G/B54Cjw9865J8zsfWb2eu+wjwBDZjYC/DrQ2Db0bcA+4D1mdth7G25XrM1oFCW0fEOk9fYNJwF48MTmLsuSzjSeKzCQiGkLZ5E2GohH6e3RtqCyukq1xlOT8xpyKdJmmVSCczNFiotVv0NZl7Zu2O6cuw+4b8Vz71n2eAH4yVU+7/3A+9sZ20Y1dgbQRa5I6+1IJRhOJfjbr53ip2673u9wJOTGvO1ARaR9zEw7cMglnZkqslitaRmdSJtlkgmcq9+QuemaQb/DWTMNRGjSzLw6JUTaxczYubWP0WyeWs35HU7XM7OomX3LzP7Z71iaoe1ARTZHOpngO2dn/A5DAmgsp+1ARTZD43fsbx456Wsc66WiRJO0fEOkvfYNJ5lfrHLk/KzfoQi8nfoyvNCZWyiTnSupKCGyCdLJONPFcujahsMizAXi0Yl6B01GuVikrRrzs7L5ks+RrI+KEk1SUUKkvfZ6cyUe0FwJX3k7If0o8GG/Y2nGydw8oO1ARTZDo/inJRxtE9oC8Vguz/aBOP2Jtq4cF+l68ViErf095OZUlOgK2n1DpL0Ge3u4arCXe75xxu9Qut0fAf8XUPM7kGY0WobVKSHSfipKtE/YC8SPjF5kT3rA7zBEukImmVCnRLeYKZZJxCJETHsti7TLvuEkT03OqxXYJ2b2Y8CEc+4bVzjuTjM7ZGaHstlgdbaM5wqYwfYBdUqItFujKDGWzfscSUcKdYE4my+xJ6OihMhmSCcT5PKLOBeeuWwqSjRpdqGsnTdE2mzfcJJqzfHoyYt+h9Ktbgdeb2YngU8CrzSzv115kHPuQ865W51zt2Yymc2O8bLGcwV2bu2jJ6o/dyLtFo9F2NrXw6iKEi21lgJxkIvDM/NlCqUKezNJv0MR6QqZVILFSo0Ls+HpltBVWpNmi2XNkxBps11DA0QjxoOaK+EL59y7nHPXOud2AW8CvuSc+xmfw1qX8VyB3WoZFtk06VSCMS3faLUrFoiDXBwe9ZbRnZkq+hyJSHdodK2FqUCsokSTZlSUEGm7eCzCDdv7+eqJnN+hSAg55xjPFrSOWWQTZZIJRifyoWobDrqwF4jHstp5Q2QzNbYFDdNSOhUlmjRT1PINkc2wbzjJk0/PkQ3ZFOFO45z7inPux/yOYz1y+UXmShV1SohsonQqQWGxGqq2YWmv0WyeiME2zfYR2RSDvTHisQij2fB0rako0aSZYpledUqItN0+b2vQh0bULSHr09gBYLfWMYtsmoyGXbZVGAvE9x/LMjSQIBrRcHiRzWBm9a61EOVhFSWapOUbIpvjmq199PVEtYRD1u2Tj54C0PINkU3UaBsO08WwtFcuXyKd0tINkc2UTsaXlk6FgYoSTShVqiyUa1q+IbIJImbsHU7y4EhWa5RlXXL5EvFohGu29vkdikjXGOyNMRCPhqptWNqnUq0xmV8kk9TSDZHNlE4lODtdpLhY9TuUNVFRogmzxQqAOiVENsn+TJILsyVGJnTnTdYul1/khqF+tQyLbCIzY08mqU4JAeo7blSdW+qgEZHNsbSULheOXKyiRBNmimVARQmRzdKYK/GAlnDIOuTyJXqiEe4+eMrvUES6yp7MQKjahqV9GsWptHbeENlUz+zAEY5crKJEE5aKElq+IbIptg3E2TXUz1dPZP0ORUKiWnNMFhZJq2VYZNPtzSRD1TYs7aPtQEX8MTSQwFBRoqPNekUJ7b4hsnmu2tLHQyM5Fsq6yJUrOzddpFpzujsn4oO93o43YWkblvYZzebpj0fpT8T8DkWkq8RjEbb094RmKZ2KEk3Q8g2RzXdgOEm56jh0csrvUCQExrztQIdUlBDZdE8+PQuE5w6dtM9YtqB5EiI+ySQToSkOqyjRBC3fENl8uzMDRCPG/ccn/A5FQmB8aR2zlm+IbLZ0MoGZtgUVeOL8rJZuiPgknUowli2EYvc6FSWaoE4Jkc2XiEXZNdTPPx0+53coEgLjuQKJWISkWoZFNl1PNMLOrX3aFrTLzcyXKZQqWkYn4pNMMsH8YpWnZxf8DuWKVJRowmyxTH88qm3mRDbZ/uEUE3Mlzs8U/Q5FAm4sV/Du1ipPi/ihPx5lTJ0SXW3UaxvX8g0RfzR+90Yngl8gVlGiCTPFMlv6evwOQ6TrHNiRAuCB49qFQy5vLFtgSEs3RHyTSdbbhmu14LcNS3uMTnhFCXVKiPii0aUUhrkSKko0YaZYJgRLc0Q6zo7BBIO9Me5XUUIuo7hY5dxMUXfnRHyUTiUolsPRNiztMZYrEDWo0vFbAAAgAElEQVRj24AKxCJ+GOyNMRCPLhUIg0xFiSbMFMv09uifTmSzmRn7h1M8eCJHpVrzOxwJqPFcAed0d07ET43fPw277F6jE3m2D8S13FnEJ2bG1v740o5kQaZX1k2YKZY15FLEJ/t3JJldqPDYmWm/Q5GAGtM6ZhHfpZfWMqso0a3GctoOVMRvGW8HjqBTUaIJs8WytgMV8cm+4SQRg/uPaQmHrG50ooAZDA3oYljEL6lEjEQsEoo7dNJ6lWqNpyYL2nlDxGfpZJyz00XmFyt+h3JZKko0QZ0SIv7pj8e4+bqt3H8ix90HT/kdjgTQaDbP1r4e4jH9iRPxi5mRSSW0fKNLnZ4qUq46MinNkxDxUybVC9SXtgaZrtjWqVKtUVis0qtOCRHf/OCBDI+fmaZQCnbVV/wxlsvr7pxIADR24JDu89EHxwHN9hHxW9rbiWw04LlYRYl1ml2ovwhSp4SIf37wQAbnYERrlWWFWs0xOqF1zCJBkEklOD+zQF4F5K6TzZeAZ2aLiIg/0skEZjAW8K41FSXWaaZYBlSUEPHTc6/dSl9PlBMTc36HIgHz9OwCxXJVRQmRAGh0LI0H/A6dtF52rsRAPEp/POZ3KCJdrScaYefWPnVKdBoVJUT8F40Y+4aTHL+Qp1ZzfocjAdJoFdfyDRH/NYqDjR1xpHtk8yV1SYgExJ5MMvA7IakosU5LRQnNlBDx1YEdKfKlCkefnvU7FAmQxlA9dUqI+G9oII6hbUG7UW6upHkSIgGxL5NkPFcI9I08FSXWqVGU6FWnhIiv9g8nAXjgeM7nSCRIRrN5ErEIqYRahkX8FotG2DYQZzTgU9+ltabnFyksahmdSFBMFkoUy1XOzRT9DuWSVJRYJ3VKiPjv7oOnGOzr4arBXu4/PuF3OBIgo9k8mVQCM/M7FBGhvvuCOiW6y6iW0YkESqNAGOS5EipKrNOsZkqIBMaBHUkOnZzSZHdZMpYtqGVYJEAyqUTg24altca0jE4kUIZTvUCwl9KpKLFO0/OLJGIReqL6pxPx2/4dKSo1xyOjk36HIgGQL1U4P7OgC2GRAMkkE5QqNc5OB7dtWFprNFsgasa2/rjfoYgIMBCPsqWvh5EAbwuqV9brdLFQZmhASVYkCG7Y3k9/PKolHAI8s+2gWoZFgiO91DYc3Ithaa2xbJ7tyTjRiJbRiQSBmbGlr0edEp1kan6RbSpKiARCLBrhpXuHuP94FufUGtztGtsOqlNCJDiWtgUN8Fpmaa3RbF7L6EQCJpNKaKZEJ7lYWGS7ihIigfGDBzKcvljk5OS836GIz0Yn8kQMdbOJBMhAPEpfT1SdEl2iXK1x6uK8isMiAZNJJsjlS8zMl/0OZVUqSqzT1LyKEiJBMu0l1/uPaQlHtxvNFrh+ez8xzfwRCQwzI5NKqFOiS5y+OE+56rSMTiRgGoXCoM6V0JXbOl0sLGpwj0iADCUTDA3Euf941u9QxGej2Tx7M0m/wxCRFdLJhDolukSj+JRJ6lpZJEiGAz7fp61FCTN7rZkdM7MRM7trlY8nzOxT3scPmtku7/khM/uymeXN7E/bGeN6lKs15hYqnJlSm7hIkOzfkeJrYxdZKFf9DkV8Uq05xnMF9mQG/A5FRFbIpBJMzJWYWwhm27C0TuMFT1rLN0QCZWt/nHg0Ethhl20rSphZFPgz4HXATcCbzeymFYe9FZhyzu0DPgh8wHt+Afi/gd9sV3zNmJpfBKA/HvM5EhFZ7sBwkmK5yqGTU36HIj45N12kVKmpU0IkgBp3zbWEo/ONZQsMxKO6VhYJmGjE2Nrf05WdEi8ERpxzY865ReCTwB0rjrkD+Jj3+B7gVWZmzrmCc+5B6sWJwJgq1Cv8AwklWpEg2Z0ZIB6NaGvQLtZYI7l3WEUJkaDRtqDdYyyX15BLkYAaDvAOHO0sSuwETi97/4z33KrHOOcqwAwwtNZvYGZ3mtkhMzuUzbZ/PfnFQqNTItr27yUia5eIRblt9zYeOJ7zOxTxSeMO7OFT0z5HIiIrDQ0kiJg6JbrBaLagIZciAZVJJTh1cZ5SJXjLnUM96NI59yHn3K3OuVszmUzbv19j+caAWtJEAufl+zMcuzDH+Zmi36F0DDO7zpvvc8TMnjCzt/sd06WMZvNs7e9RJ5tIAEUjxvaBuDolOtxUYZGLhUV1SogEVCaVoFpzPDUZvPmI7SxKnAWuW/b+td5zqx5jZjFgCzDZxpg2ZKlTIqFOCZGgKZTqVd8HtAtHK1WA33DO3QS8GPjVVWYDBcIjo5OaJyESYBntwNG0sBSIx3L1n29GnRIigZRJ9QIEcthlO4sSXwf2m9luM4sDbwLuXXHMvcBbvMdvBL7knHNtjGlDprR8QySwdgwmGOyNaQlHCznnzjvnvuk9ngOO8r3L8AIhO1dir3beEAmsTCrBydw8lWrN71DCKBQF4sZade28IRJMaW/ocBALxG3rc3XOVczsbcDngSjw1865J8zsfcAh59y9wEeAj5vZCHCReuECADM7CQwCcTN7A/BDzrkj7Yp3LS7OL5JKxIhFQr3qRaQjmRn7h1N89USWSrVGLKrf01bytmx+HnDQ30i+1/T8IvlSRZ0SIgGWSfWyWK1xeqrI7rQKiOvhnDsPnPcez5lZo0Ds63XxSqMTeeLRCNv6436HIiKrSMSibOnrYSSAnRJtXXzrnLsPuG/Fc+9Z9ngB+MlLfO6udsbWjKnCItsGlGhFgmr/jiTfODXFY2emecEN2/0Op2OYWRL4R+AdzrnZVT5+J3AnwPXXX7/J0cEJ74/rgR0pzs8EatMmEfEMe3fPT1yYU1FiAy5VIPY7DwOMTOTZkxkgGjFfvr+IXFlQd+DQrcR1uDhfVlFCJMD2DScx4H4t4WgZM+uhXpD4hHPu06sds9lDh1c6caFelDhy/nvqJSISEEtFiQDeoQuLyxWI/c7DUP/Z7tO2zCKBlk7V5/sEbWKCihLrMFVYZHt/j99hiMgl9MdjXLutj09/84zfoXQEMzPqy+yOOuf+0O94LuX4hTni0Qhb+pSfRYIq0RNla18PJy7M+R1KKK2lQOyn4mKV01PzFBeDt9WgiDwjk0wwv1gNXGepihLrMJkvqVNCJOAO7Ehxdqq4tFuObMjtwM8CrzSzw97bj/gd1EojE3kyqQQRU8uwSJANDybUKdGEMBSI63deYXiw1+9QROQyGl1rQRt2qaLEGjnnyOZLDKeUbEWC7MCOFA54cERLODbKOfegc86cc891zt3ivd135c/cXMcvzLFjUNPeRYJuONXLyESeai1YbcMhEPgCcWNw3rB23hAJtEyjKBGwArGKEms0PV+mXHWcvjjvdygichk7t/XR1xPl/mNZv0ORTTAzX2ZiTgVjkTAYTiUoVWqcmdK11HqEoUB8YmKOiMFQUh3FIkGWTMTo7Ykwok6JcMrmSwCketu6YYmIbFDEjH3DSR44kQ3cEB9pvRMT9fXpw+qUEAm8Rmt/YzitdI4TF/IMDSSIRfTSQiTIzIxMMsHoRLB24FDmWKOJ2UZRQoPURILuwI4U2bkSR89roFqnO7HUMqxOCZGg0w4cnWtkIq/isEhIDKd6+fbZGb/D+C4qSqzRxFx9Qqk6JUSCb7+3Jdn9x7WEo9MdvzBHT9TYqp2RRAKvtyfKYG9MO3B0mFKlysnJguZJiITEjsEE+VKFSW8lQBCoKLFG2TmvUyKhooRI0A329XDVYC/3H5/wOxRps5GJPMOpXu28IRISOwZ71SnRYU7m5qk5dayJhMWOLfXf1WNPB6dArKLEGk3MleiPR0n0RP0ORUTW4MCOJN94aop8qeJ3KNJGxy/M6e6cSIgMpxKMTOSpaQeOjqHZPiLhcpU33+dJFSXCJztX0oWvSIjs35GiXHU8MjrpdyjSJjPFMhdmS0vD80Qk+IZTvRTLVc5OF/0ORVrkxIU8BqSTuk4WCYNkIkZ/PKpOiTCamFtY2tdVRILvhu39xKMRLeHoYCPe3bkdys0iodG4m964uy7h98UnJ9g+EKcnqpcVImFgZlw12MuTAZrvo+yxRvVOCd2NEwmLWDTCnswA9x/X1qCdqrGtoDolRMKjcS2lbUE7x8TsgrqJRUJmx5ZeTlyYC8xSOhUl1mhirqROCZGQ2b8jxemLRU5OzvsdirTB8Qt57bwhEjJ98SjDqQTHVZToCOVqjcn8oorDIiFz1WAv84tVTk8F4xpZRYk1WChXmVuoqCghEjIHGluDHtMSjk507MKsdt4QCaHBvh6OXZj1OwxpgacmC1Sd0zWySMgEbdilihJr0NgOVK1pIuEylEwwNBDngRM5v0ORFnPO8a1T01y1RXfnRMLm6sFejl/IU6nW/A5FNujo+foLmquVi0VCpTHfJyjDLlWUWIOnZxcArVsWCaP9O5I8MjrJQrnqdyjSQhNzJeYXq7oQFgmhq7b0slipMZYr+B2KbNCR87NEzdQpIRIyiViU67f3qygRJqcv1tfaXLetz+dIRGS9DgynKJarHDo55Xco0kJHztdbv6/eorwsEjaN39uj57WEI+yOnp8lk0oQi+glhUjYDCRiPPl0MPKwMsganL5Y30v7mq26+BUJm92ZAaIR44ETWb9DkRY6cq5RlFCnhEjYZFIJohFb+j2W8DpyblZ5WCSkrhpMcHJyPhDdxCpKrMHpqXl2DCbo7Yn6HYqIrFMiFuWGoX7uP6aiRCc5en6Wbf09yssiIRSNGDtSiaWOJwmnXL7ExFxJRQmRkNox2Eu15hiZ8H83JBUl1uD0xXmu29bvdxgi0qQDwymOXZjj/EzR71CkRY6en9XSDZEQu2pL39KQRAmnxvKbq5SLRUKpsQNHEOZKqCixBmemily3XUUJkbA6sCMFwFePaxeOTjC/WGE8V9DOGyIhdvWWXnL5Ehe8YeISPkfPaxmdSJgNJRPEY5FAzJVQUeIKytUa52eKXKshlyKhtWMwwY7BBPcf1xKOTvDtMzPUnIYPi4RZ47rqsdPTPkcizXrszAw7t/YxkIj5HYqINCEaMW66epDHzsz4HYqKEldyfnrBu/hVp4RIWJkZ127r54ETWRYrNb/DkQ167Ez9RcxO5WWR0Lpmax+xiC39Pkv4HD41zbaBuN9hiMgG3HLdVr59ZoZK1d/rYxUlruD0VH070Gu3646cSJjdeNUgcwsVHh2/6HcoskGPnZ7huu19JHV3TiS0eqIRhgcTPHba/zt0sn7ZuRJnp4vqWBMJuZuv20KxXGUk6++wSxUlruD0xXpRQp0SIuG2bzhJb0+Efz16we9QZIMOn57mluu2+R2GiGzQtdv6eezMNLWa8zsUWafD3rIbXR+LhNvpyfoQeL+X0qkocQWnp+aJRkxDfERCLh6LsHtogC8cuYBzugAOq4m5Bc5OF7n52i1+hyIiG3Tdtj7mFiqM5Qp+hyLrdPj0FNGIcc1WdUqIhNlQMs5gb4zDPnetqShxBceezrM7PUAsGuHug6f8DkdENuDGqwc5O13kiXP+TxmW5jRavbNzJZ8jEZGNuta7y/6tU1M+RyLrdfj0NM+6KkU8ppcSImFmZtx83dal7ie/KJNcwdHzs9x09aDfYYhIC9x49SCxiPHPj5/3OxRp0tfGJknEIro7J9IBMqkEW/t7OKhZP6FSrtY4fGqa512/1e9QRKQFXnDDNp58epaZ+bJvMagocRnT84ucnS5y0zUqSoh0goFEjD2ZAf758XNawhFSD43kuHXXNnqi+vMlEnYRM16yZ4iHR3LKySFy+PQ0hcUqL9uX9jsUEWmBl+5N4xw8MjbpWwy6qruMI+frLd7qlBDpHM/duZUzU0Xf29Rk/SbzJZ58eo6X7tWFsEineOm+NOdmFnhqct7vUGSNHjyRwwxeske5WKQTPPn0LH09UR4ZzfkWg4oSl3HEW3d+o4oSIh3jpmsGiUaMfzp8zu9QZJ0aFfyX7h3yORIRaZXG7/PDo/7doZP1eWgkx3N3bmFLf4/foYhIC8QiEW7bvZ2HfMzDKkpcxpHzswynEmRSCb9DEZEW6e2J8uxrBvnMt86yUK76HY6sw0Mjk6QSMb5/p3beEOkUe9IDXDXYy0Mj/t2hk7XLlyocPj3N7Vq6IdJRbt87xMhEnguzC758fxUlLuPIuVnNkxDpQLft2s5Mscx939bAy7CoVGt84cgFXrY/zd8fOuN3OCLSIn/36Gle8X0ZvnJsguKiCsVBd/+xLJWa4wf2Z7QrnUgHefmBDABfOHLBl++vosQlZOdKHLswx/Ov3+Z3KCLSYnvSA+wa6ucTuqAKjYPjF8nlS/z4zdf4HYqItNiP33wNhcUqXz424XcocgWfPXyW4VSCF+7e7ncoItJC33xqin3DSe59zJ/lzSpKXMKXnryAc/DqG3f4HYqItJiZ8exrtvCNp6Z4VFvRhcK9h8+RTMR45bOG/Q5FRFrsxXuGSCcT/A+fLoZlbabnF/nKsQlef/M1RCPmdzgi0kJmxutvvoZHxy9ybrq46d9fRYlL+MKRCXZu7ePGq1N+hyIibXDbru2kk3H+2xdP+B2KXMFCucr//M55fuimHfT2RP0OR0RaLBoxfuy5V/PFJyeYmS/7HY5cwn3ffppy1fGG5+3U0g2RDvR6rxvVj2HwKkqsorhY5cGRLK++cRgzVYJFOlE8FuHOl+/hwZGcBqwF3N9+7SlmFyr81G3X+R2KiLTJT912HYuVGh95cMzvUGQV5WqNDz0wyo1XD/JszVsT6Ui70gO8aPd2PvrQ+KYPg1dRYhWfPXyWhXKNH3r2VX6HIiJt9LMv3sWuoX7u+vTjFEoVv8ORVcwvVvjL+0e5fd8QL9qjrUBFOtHdB09x49WDvO45V/HXD51ken7R75BkhX/8xhlOTs7z6685oBt2Ih3sna85wMRcib/92lOb+n3bWpQws9ea2TEzGzGzu1b5eMLMPuV9/KCZ7Vr2sXd5zx8zsx9uZ5zLFUoV/vALx3n+9VuX9s4Wkc70mW+d5fffeDNnpoq8+zPfplZzfocUOFfK4+32B58/Ri6/yDtffWCzv7WIbLK3v3o/+VKF9/3zEZxTPl7Oz1x8YXaB//qF49xy3VZefaPm+oh0shfvGeJl+9L86ZdHOH1xftO+b9uKEmYWBf4MeB1wE/BmM7tpxWFvBaacc/uADwIf8D73JuBNwLOB1wJ/7n29tqrVHO//3FGycyXe/aM3qRIs0gVeuHs7v/GaA3z28Dn+wz2Pa0u6ZdaYx9vCOcfHHj7JRx86yc/fvotbd9UnvWsds0jnetZVg/zaq/bz6W+e5c+/MqrChMfPXDw9v8gvfOwQhVKF3/s3369rY5Eu8L47nk2t5njrx75OLl/alO8Za+PXfiEw4pwbAzCzTwJ3AEeWHXMH8F7v8T3An1o9290BfNI5VwLGzWzE+3qPtCPQ4mKVx89M81cPjPGlJye48+V7eMEN2gpUpFu87ZX7KVcdf/zFEzx6cpKfe/EuXn4gw650P4lYVw9WXEseb6np+UW+dXqaT3ztFP969AKv+L4M7/6RG9v17UQkYN7xqv2MTuT5g88f42tjk7zlJbt4/g3b2Nbf080viDc1F1eqNU5dnOcrx7L8+VdGmZ5f5K9+9gXcpFkSIh3t7oOn+N9fdD17Mkn+4mdewM9/9Ou85g/v51desY9X3jjMDdv7iUXb09PQzqLETuD0svfPAC+61DHOuYqZzQBD3vNfW/G5O1sZXKVa42Uf+DKFxQpzC/W15APxKP/pR2/krS/b3cpvJSIB1kjA73zNAV6yd4j/538+ye/ed5Tfve8oAIlYhGQiRiIWwcz4l3f8AKneHp+j3jRryeMb8uGvjvHhr45TLFdZKFcpVWoApBIx7nrds/iFl+1u2x9AEQmeSMT4kzc/j9t2beOD/3qCX/ibQ0B9OHFfT5Tengg//aIb+LVX7fc50k3V1lxcrtZ4xR98hVKlSnGxSrFcpbGa8ZbrtvKxf38bz75mS6u+nYiEwO370nzu117Guz/znaXr4ohBfzxGb0+ERCzK59/5cpKJ1pQT2lmUaDszuxO403s3b2bHNvo1f/F3SP8idMMo/jTdcZ7QPefaLecJLT7Xn17HsYPvaupb3NDUZ4VEO3IxwC+/D365FV9odZ34+6JzCr5OOx9o0TmtJw8/Crx9/d9CebgJTwH/9LZWfKVV6fchHHRO4bDpuTjVwmvidhYlzgLL92+71ntutWPOmFkM2AJMrvFzcc59CPhQC2PGzA45525t5dcMom45T+iec+2W84TuOlef+ZaL260T/x/SOQVfp50PdOY5BdAVc7HycDDonMJB5xQ87eyJ/Tqw38x2m1mc+uDKe1cccy/wFu/xG4EvufpUo3uBN3m7c+wG9lMvjIuIyOZZSx4XEZH2Ui4WkY7Wtk4Jb0bE24DPA1Hgr51zT5jZ+4BDzrl7gY8AH/cGWV6knmTxjvt76gN8KsCvOuc0El9EZBNdKo/7HJaISFdRLhaRTtfWmRLOufuA+1Y8955ljxeAn7zE5/4u8LvtjO8SQtX6tgHdcp7QPefaLecJ3XWuvlotj3eITvx/SOcUfJ12PtCZ5xQ4HZqLO/H/HZ1TOOicAsa0B7SIiIiIiIiI+EH7rImIiIiIiIiIL7q6KGFmf21mE2b2nWXPvdfMzprZYe/tR/yMsRXM7Doz+7KZHTGzJ8zs7d7z283sC2Z2wvvvNr9j3YjLnGcn/kx7zexRM3vMO9ff9p7fbWYHzWzEzD7lDcQKrcuc5383s/FlP9Nb/I5VgmetOc7M3uIdc8LM3rLKx+9d/nfCTxs5JzPrN7PPmdmT3u/Tf9nc6L8rvtea2TEvV921yscTXg4b8XLarmUfe5f3/DEz++HNjPtymj0nM3uNmX3DzL7t/feVmx37pWzk5+R9/Hozy5vZb25WzBIsysPBzcNePB2Vi5WHQ5yHnXNd+wa8HHg+8J1lz70X+E2/Y2vxeV4NPN97nAKOAzcBvw/c5T1/F/ABv2Nt03l24s/UgKT3uAc4CLwY+HvgTd7zfwn8st+xtuk8/zvwRr/j01uw39aS44DtwJj3323e423LPv5vgbuX/50I6zkB/cD/5h0TB74KvM6Hc4gCo8AeL47HgJtWHPMrwF96j98EfMp7fJN3fALY7X2daAB+Lhs5p+cB13iPnwOc9ft8NnpOyz5+D/APnfY3WG9rf1MeDmYe9r5/R+Vi5eFw5+Gu7pRwzj1AfdePjuacO++c+6b3eA44CuwE7gA+5h32MeAN/kTYGpc5z47j6vLeuz3emwNeST35QGf8TC91niJrsZYc98PAF5xzF51zU8AXgNcCmFkS+HXg/ZsQ61o1fU7OuXnn3JcBnHOLwDeBazch5pVeCIw458a8OD5J/byWW36e9wCvMjPznv+kc67knBsHRryv57emz8k59y3n3Dnv+SeAPjNLbErUl7eRnxNm9gZgnPo5SfdSHg5mHobOy8XKwyHOw11dlLiMt5nZ41Zf3hHqJQ0reS09z6N+x3mHc+6896GngR0+hdVyK84TOvBnamZRMzsMTFD/YzcKTDvnKt4hZ+iAoszK83TONX6mv+v9TD8YkD8cEjxryXE7gdPL3l/+e/M7wH8F5tsW4fpt9JwAMLOtwI8DX2xHkFdwxfiWH+PltBlgaI2f64eNnNNyPwF80zlXalOc69H0OXkvJP8j8NubEKcEm/JwXdDyMHReLlYeDnEeVlHie/0FsBe4BThPPRF2BO9/zn8E3uGcm13+MVfv7+mIO9CrnGdH/kydc1Xn3C3UK+wvBJ7lc0htsfI8zew5wLuon+9t1Fsj/6OPIYqPzOxfzew7q7x9152E9eY4q88p2euc+0yrY17D927LOS37+jHg74D/5pwba1HYskFm9mzgA8Av+R1LC7wX+OCyTjfpYMrDysOdQnnYPzG/Awga59yFxmMz+/+Af/YxnJYxsx7qL9Q/4Zz7tPf0BTO72jl33syupn4nOtRWO89O/Zk2OOemzezLwEuArWYW8yql1wJn/Y2udZad52udc/+v93TJzD4KBHt4j7SNc+7Vl/qYma0lx50FXrHs/WuBr1D/fbrVzE5S/1s5bGZfcc69gjZr4zk1fAg44Zz7oxaE24yzwHXL3l8tVzWOOeNdvG8BJtf4uX7YyDlhZtcCnwF+zjk32v5w12Qj5/Qi4I1m9vvAVqBmZgvOuT9tf9iy2ZSHQ5mHofNysfJwiPOwOiVW8JJLw78BAjHpdyO8dUUfAY465/5w2YfuBRoTjt8C/NNmx9ZKlzrPDv2ZZry2P8ysD3gN9RkaXwbe6B3WCT/T1c7zycbP1PuZv4EO+JlKW6wlx30e+CEz2+Yt7foh4PPOub9wzl3jnNsFvAw4vhkXwmvQ9DkBmNn7qV+wvGMTYr2UrwP7rb5bUJz6YK57Vxyz/DzfCHzJuyN5L/Amq08b3w3sBx7dpLgvp+lz8nLc56gPznto0yK+sqbPyTn3A865Xd7vzx8BvxfUC2FpO+XhYOZh6LxcrDwc5jzsAjBt06836m1T54Ey9TU6bwU+DnwbeJz6D/lqv+NswXm+jHpr2ePAYe/tR6ivofoicAL4V2C737G26Tw78Wf6XOBb3jl9B3iP9/we6n8URqhP2k34HWubzvNL3s/0O8Df4u3QoTe9LX+7VI4DbgU+vOy4f+/9zowAP7/K19lFcKa+N31O1O+wOOoFzEaO/AWfzuNHqO+QNAq823vufcDrvce9Xg4b8XLanmWf+27v847h09T6Vp4T8J+AwrKfyWFg2O/z2ejPadnXeC8Bn/qut7b+P6Q8HNA87MXTUblYeTi8edi8QEVERERERERENpWWb4iIiIiIiIiIL1SUEBERERERERFfqCghIiIiIiIiIr5QUUJEREREREREfKGihIiIiIiIiIj4QkUJEREREREREfGFihIiIiIiIiIi4gsVJaTrmNnfmdmnzOxRM3vKzFHrB54AAALZSURBVH7Ue/7LZvYa7/H7zexP/I1URKRzrZaLzew5ZvbwsmOeb2Zf9DNOEZFOdpnr4i+Z2WHvbcHM/p3fsUrnUlFCutHNwJhz7oXATwP/2Xv+PwPvNrOfBp4HvMOn+EREusFqufgIsMfMot4xfwj8B5/iExHpBqteFzvnXumcuwX4K+Be4B/9C1E6XczvAEQ2k5n1Ahngt72njgDbAJxzD5iZAb8OvMI5V/UnShGRznapXOycq5nZE8CzzWw/8JRz7pt+xSki0skud13sffzngNcBP6HrYmkndUpIt3kOcMI5t+C9/3zgMQAz+37gamDROTfnPXeTmd3lPf4TM0v5ELOISKe5ZC4GvgbcDrwX+C1QLhYRaZPLXRf/JPXOiX/nnCsrD0s7qSgh3eZm4Hoz6zWzAeqV4Q+a2dXAJ4A7gLyZvdY7/jbgsPd4S6NYISIiG7JqLvY+9jXg/cBnnHNnveeUi0VEWu9S18U/BvwK8G+XFSyUh6VtVJSQbnMz8GngIPB14C+Ab3nP/YZz7ijwOzwzZ+I24IiXqDGzl5vZJzc9ahGRzvI9udg595D3sSeBEvCBZccrF4uItN6lcvHHgGuBh7xBl29lRR4G5WJpHc2UkG5zM3Cnc+7XVjz/ksYD59wDy97fDbwbmAWGvbkTL92USEVEOtelcjHA24F3OecKy55TLhYRab1Vc7FzbmjlgWb2OZblYe845WJpCRUlpNvsBU6s5UAz6wEmnXO/1N6QRES6zvfkYjPbC3wOeMg597FlzysXi4i0x5qui5WHpd3MOed3DCKh4Q3D/D3gT5xz/7/f8YiIdCPlYhER/ykXS6uoKCEiIiIiIiIivtCgSxERERERERHxhYoSIiIiIiIiIuILFSVERERERERExBcqSoiIiIiIiIiIL1SUEBERERERERFfqCghIiIiIiIiIr5QUUJEREREREREfKGihIiIiIiIiIj44n8BX3HS67GzLhcAAAAASUVORK5CYII=\n", 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" ] @@ -1084,7 +1099,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -1422,20 +1437,37 @@ "\n", "print( (s_berms(3) - s_berms(0))/s_berms(3)*100)\n", "print(np.sqrt(s_berms(3)))\n", - "def mc_sampling(m_e, m_mu, N):\n", + "\n", + "def mc_sampling(m_e,\n", + " m_mu,\n", + " N):\n", " prob = np.random.rand(N)\n", " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", " z_coord = np.random.uniform(0,3,N)\n", " s_berms_vec = s_berms(z_coord)\n", - " muon_1 = boost(s_berms_vec, theta, phi, m_e, m_muon)\n", - " muon_2 = boost(s_berms_vec, np.pi+theta, phi, m_e, m_muon)\n", + " muon_1 = boost(s_berms_vec,\n", + " theta,\n", + " phi,\n", + " m_e,\n", + " m_muon\n", + " )\n", + " muon_2 = boost(s_berms_vec,\n", + " np.pi + theta,\n", + " phi,\n", + " m_e,\n", + " m_muon\n", + " )\n", " return np.asarray(muon_1 + muon_2)\n", "\n", "\n", - "events = mc_sampling( m_e, m_muon, N)\n", + "events = mc_sampling(m_e,\n", + " m_muon,\n", + " N\n", + " )\n", "events = events.T\n", - "df_radiation = pd.DataFrame(events, columns = [\n", + "df_radiation = pd.DataFrame(events, \n", + " columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -1517,20 +1549,6 @@ "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1549,7 +1567,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.7.4" } }, "nbformat": 4, From 284ffc53f5fee6e6723c2a9935b7bbc9fe9f627b Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Thu, 18 Feb 2021 12:35:16 +0100 Subject: [PATCH 15/39] 18-02 pulizia grafici --- Project.ipynb | 404 ++++++++++++++++++++++++++------------------------ 1 file changed, 208 insertions(+), 196 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index cba02e1..607770a 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -78,19 +78,16 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -122,8 +119,6 @@ "def f(s, theta, phi = 0):\n", " return dsigmadtheta(s,theta)/sigma(s)\n", "\n", - "\n", - "\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", @@ -158,11 +153,19 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { "image/png": 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\n", @@ -203,7 +206,7 @@ "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", "\n", "\n", - "If we are consider, without loss of generalities, a boost towards the x axis, the relations between the energy and momentum components become: \n", + "If we are considering, without loss of generality, a boost along the x axis, the relations between the energy and momentum components are the following: \n", "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", "\n", "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", @@ -219,16 +222,16 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -243,7 +246,7 @@ "from scipy.interpolate import interp1d\n", "from matplotlib import pyplot as plt \n", "\n", - "fig, ax = plt.subplots(1,3, figsize = (15,5))\n", + "fig, ax = plt.subplots(2,3, figsize = (15,10))\n", "\n", "N = 10**6\n", "\n", @@ -257,74 +260,55 @@ "\n", "#same plot on each ax of the points\n", "for i in range(3):\n", - " ax[i].plot(theta_star,\n", + " ax[0][i].plot(theta_star,\n", " g(s,theta_star),\n", " '*',\n", " alpha = 0.1,\n", " color = 'grey',\n", " label = 'Samples'\n", " )\n", + " ax[1][i].set_title('Angles distribution')\n", " \n", "random_num = np.random.rand(N)\n", "num_sorted = np.sort(random_num)\n", "\n", - "ax[0].set_title('CDF sampled with UnivariateSpline')\n", - "ax[0].plot(inv_cdf1(num_sorted),\n", + "ax[0][0].set_title('CDF sampled with UnivariateSpline')\n", + "ax[0][0].plot(inv_cdf1(num_sorted),\n", " num_sorted,\n", " color = 'red',\n", " label = 'inv_CDF'\n", " )\n", "\n", - "ax[1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", - "ax[1].plot(inv_cdf2(num_sorted),\n", + "ax[0][1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", + "ax[0][1].plot(inv_cdf2(num_sorted),\n", " num_sorted,\n", " color = 'green',\n", " label = 'inv_CDF'\n", " )\n", "\n", - "ax[2].set_title('CDF sampled with interp1d')\n", - "ax[2].plot(inv_cdf3(num_sorted),\n", + "ax[0][2].set_title('CDF sampled with interp1d')\n", + "ax[0][2].plot(inv_cdf3(num_sorted),\n", " num_sorted,\n", " color = 'green',\n", " label = 'inv_CDF'\n", " )\n", "\n", - "plt.show()\n", + "sns.histplot(inv_cdf1(num_sorted), ax = ax[1][0])\n", + "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1])\n", + "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2])\n", "\n", + "ax[1][0].set_ylim(0,12000)\n", + "ax[1][1].set_ylim(0,12000)\n", + "ax[1][2].set_ylim(0,12000)\n", "\n", - "#https://stackoverflow.com/questions/6216881/python-interp1d-vs-univariatespline" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,2, figsize = (15,5))\n", - "\n", - "sns.histplot(inv_cdf2(num_sorted), ax = ax[0])\n", - "sns.histplot(inv_cdf1(num_sorted), ax = ax[1])\n", + "plt.show()\n", "\n", - "plt.show()" + "#https://stackoverflow.com/questions/6216881/python-interp1d-vs-univariatespline" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -378,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": { "scrolled": true }, @@ -401,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -436,48 +420,48 @@ " \n", " \n", " 0\n", - " 20414.754570\n", - " -26.021524\n", - " 5.409762\n", - " 26942.953071\n", - " 26.021524\n", - " -5.409762\n", + " 21306.224057\n", + " 27.770770\n", + " 6.603734\n", + " 26051.483583\n", + " -27.770770\n", + " -6.603734\n", " \n", " \n", " 1\n", - " 19389.229557\n", - " -23.008041\n", - " -3.137497\n", - " 27968.478083\n", - " 23.008041\n", - " 3.137497\n", + " 21978.994374\n", + " -23.417774\n", + " 18.043259\n", + " 25378.713267\n", + " 23.417774\n", + " -18.043259\n", " \n", " \n", " 2\n", - " 28028.474122\n", - " 22.930232\n", - " 1.494283\n", - " 19329.233518\n", - " -22.930232\n", - " -1.494283\n", + " 28770.746254\n", + " -17.030467\n", + " -9.314190\n", + " 18586.961386\n", + " 17.030467\n", + " 9.314190\n", " \n", " \n", " 3\n", - " 24098.134995\n", - " -22.564846\n", - " 20.575268\n", - " 23259.572646\n", - " 22.564846\n", - " -20.575268\n", + " 23216.594744\n", + " -29.645847\n", + " -7.267744\n", + " 24141.112896\n", + " 29.645847\n", + " 7.267744\n", " \n", " \n", " 4\n", - " 28746.381951\n", - " 7.502573\n", - " 18.051150\n", - " 18611.325690\n", - " -7.502573\n", - " -18.051150\n", + " 27173.283203\n", + " -24.984421\n", + " 6.969238\n", + " 20184.424437\n", + " 24.984421\n", + " -6.969238\n", " \n", " \n", " ...\n", @@ -490,48 +474,48 @@ " \n", " \n", " 999995\n", - " 25171.740762\n", - " -21.807050\n", - " -20.314140\n", - " 22185.966879\n", - " 21.807050\n", - " 20.314140\n", + " 25627.336303\n", + " 28.622410\n", + " 5.927429\n", + " 21730.371337\n", + " -28.622410\n", + " -5.927429\n", " \n", " \n", " 999996\n", - " 25335.544621\n", - " -26.928916\n", - " 12.325247\n", - " 22022.163019\n", - " 26.928916\n", - " -12.325247\n", + " 28776.219715\n", + " -19.020891\n", + " -3.713910\n", + " 18581.487925\n", + " 19.020891\n", + " 3.713910\n", " \n", " \n", " 999997\n", - " 27591.894916\n", - " 5.643653\n", - " 23.958794\n", - " 19765.812724\n", - " -5.643653\n", - " -23.958794\n", + " 17157.413569\n", + " -4.251207\n", + " -0.669617\n", + " 30200.294072\n", + " 4.251207\n", + " 0.669617\n", " \n", " \n", " 999998\n", - " 29447.787524\n", - " -11.627744\n", - " 9.105092\n", - " 17909.920117\n", - " 11.627744\n", - " -9.105092\n", + " 18297.999325\n", + " -15.921981\n", + " 7.614132\n", + " 29059.708315\n", + " 15.921981\n", + " -7.614132\n", " \n", " \n", " 999999\n", - " 19651.751069\n", - " -12.191180\n", - " -20.921409\n", - " 27705.956571\n", - " 12.191180\n", - " 20.921409\n", + " 25082.907530\n", + " 14.030200\n", + " 26.399219\n", + " 22274.800110\n", + " -14.030200\n", + " -26.399219\n", " \n", " \n", "\n", @@ -540,35 +524,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 20414.754570 -26.021524 5.409762 26942.953071 26.021524 \n", - "1 19389.229557 -23.008041 -3.137497 27968.478083 23.008041 \n", - "2 28028.474122 22.930232 1.494283 19329.233518 -22.930232 \n", - "3 24098.134995 -22.564846 20.575268 23259.572646 22.564846 \n", - "4 28746.381951 7.502573 18.051150 18611.325690 -7.502573 \n", + "0 21306.224057 27.770770 6.603734 26051.483583 -27.770770 \n", + "1 21978.994374 -23.417774 18.043259 25378.713267 23.417774 \n", + "2 28770.746254 -17.030467 -9.314190 18586.961386 17.030467 \n", + "3 23216.594744 -29.645847 -7.267744 24141.112896 29.645847 \n", + "4 27173.283203 -24.984421 6.969238 20184.424437 24.984421 \n", "... ... ... ... ... ... \n", - "999995 25171.740762 -21.807050 -20.314140 22185.966879 21.807050 \n", - "999996 25335.544621 -26.928916 12.325247 22022.163019 26.928916 \n", - "999997 27591.894916 5.643653 23.958794 19765.812724 -5.643653 \n", - "999998 29447.787524 -11.627744 9.105092 17909.920117 11.627744 \n", - "999999 19651.751069 -12.191180 -20.921409 27705.956571 12.191180 \n", + "999995 25627.336303 28.622410 5.927429 21730.371337 -28.622410 \n", + "999996 28776.219715 -19.020891 -3.713910 18581.487925 19.020891 \n", + "999997 17157.413569 -4.251207 -0.669617 30200.294072 4.251207 \n", + "999998 18297.999325 -15.921981 7.614132 29059.708315 15.921981 \n", + "999999 25082.907530 14.030200 26.399219 22274.800110 -14.030200 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -5.409762 \n", - "1 3.137497 \n", - "2 -1.494283 \n", - "3 -20.575268 \n", - "4 -18.051150 \n", + "0 -6.603734 \n", + "1 -18.043259 \n", + "2 9.314190 \n", + "3 7.267744 \n", + "4 -6.969238 \n", "... ... \n", - "999995 20.314140 \n", - "999996 -12.325247 \n", - "999997 -23.958794 \n", - "999998 -9.105092 \n", - "999999 20.921409 \n", + "999995 -5.927429 \n", + "999996 3.713910 \n", + "999997 0.669617 \n", + "999998 -7.614132 \n", + "999999 -26.399219 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 7, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -579,24 +563,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 24, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -609,38 +581,34 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df_monochromatic['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df_monochromatic['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df_monochromatic['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", - "plt.show()\n" + "\n", + "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000,\n", + " ax = ax[0],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True\n", + " )\n", + "sns.histplot(df_monochromatic['$py_{\\mu_1}$']/1000,\n", + " ax = ax[1],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True\n", + " )\n", + "sns.histplot(df_monochromatic['$pz_{\\mu_1}$']/1000,\n", + " ax = ax[2],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True\n", + " )\n", + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -653,7 +621,9 @@ ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", - "sns.distplot(df_monochromatic['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" + "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)), kde = True)\n", + "\n", + "plt.show()" ] }, { @@ -706,7 +676,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 30, "metadata": { "scrolled": true }, @@ -716,24 +686,24 @@ "output_type": "stream", "text": [ " energies angles check label\n", - "1 48302.953443 2.724178 0.025130 2.724178\n", - "3 48546.977902 0.719561 0.011664 0.719561\n", - "6 48664.867409 1.306019 0.012620 1.306019\n", - "7 47817.234431 2.447818 0.020943 2.447818\n", - "9 47474.916087 2.295566 0.026907 2.295566\n", + "1 47828.140622 1.287216 0.024840 1.287216\n", + "2 48289.678403 2.095527 0.042686 2.095527\n", + "4 47809.396221 0.556084 0.037257 0.556084\n", + "5 48561.164687 0.856510 0.059560 0.856510\n", + "7 48336.671545 2.479937 0.047454 2.479937\n", "... ... ... ... ...\n", - "2000288 48934.613742 1.364045 0.067044 1.364045\n", - "2000289 48596.725854 2.090598 0.004960 2.090598\n", - "2000291 48267.205206 1.021847 0.057070 1.021847\n", - "2000292 48189.625745 1.466768 0.051119 1.466768\n", - "2000293 48090.792935 2.497783 0.017145 2.497783\n", + "2000286 48043.626138 0.667098 0.044914 0.667098\n", + "2000287 48169.741975 2.777280 0.019095 2.777280\n", + "2000288 48845.000453 2.512930 0.033819 2.512930\n", + "2000289 48621.515416 1.433050 0.059964 1.433050\n", + "2000293 48569.681964 0.241318 0.006622 0.241318\n", "\n", - "[1290359 rows x 4 columns]\n" + "[1290647 rows x 4 columns]\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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" ] @@ -774,9 +744,7 @@ "#generazione energie nel laboratorio\n", "energies_gauss = np.random.normal(48400, 500, 2000294)\n", "\n", - "\n", "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", - "#check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", "check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", "\n", "accepted = pts[check < f(energies_gauss, pts)]\n", @@ -785,12 +753,11 @@ "pd_df = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", "pd_df[\"angles\"] = np.random.uniform( 0, np.pi, len(pd_df.energies))\n", "pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", + "#pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", "pd_df[\"label\"] = pd_df.angles[pd_df.check < f(pd_df.energies, pd_df.angles)*np.sin(pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", "print(pd_df)\n", "\n", - "\n", - "\n", "# def boost(s, t, p, m_e, m_muon):\n", "# e_cm = Ecm(s)\n", "# b = beta(s, m_e)\n", @@ -843,15 +810,15 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[0.07862079 0.07854992 0.0785355 ... 0.07855948 0.07858024 0.07860677]\n", - "[0.08149084 0.08163256 0.08166142 ... 0.08161346 0.08157193 0.08151888]\n" + "[0.07851826 0.07849066 0.07847416 ... 0.07859947 0.07848746 0.07834931]\n", + "[0.0816959 0.0817511 0.0817841 ... 0.08153348 0.0817575 0.08203379]\n" ] } ], @@ -862,10 +829,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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energiesangleschecklabel
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [energies, angles, check, label]\n", + "Index: []" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd_df" + ] }, { "cell_type": "code", From ac4df2fcd29bcab2b047cda609fa74ef2022b837 Mon Sep 17 00:00:00 2001 From: Confizolo Date: Thu, 18 Feb 2021 15:45:13 +0100 Subject: [PATCH 16/39] 18_Feb_Sistemazione non monocromatico --- Project.ipynb | 711 ++++++++++++++++---------------------------------- 1 file changed, 229 insertions(+), 482 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 607770a..25d0dcf 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -78,16 +78,19 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { @@ -118,12 +121,14 @@ " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", "def f(s, theta, phi = 0):\n", " return dsigmadtheta(s,theta)/sigma(s)\n", - "\n", + "def pf(s,theta, phi = 0):\n", + " return f(s,theta)*2*np.pi*np.sin(theta)\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Angle distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "plt.plot(x, f(s,x))\n", + "plt.plot(x, pf(s,x))\n", "plt.show()\n", "\n", "print(\"It can be also verified that this function is well reproduced at different values of s.\")\n" @@ -153,22 +158,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -187,8 +184,7 @@ "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "\n", - "#plt.plot(x,f(s,x))\n", - "plt.plot(x,g(s,x))\n", + "#plt.plot(x,g(s,x))\n", "plt.show()" ] }, @@ -222,14 +218,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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- " 18586.961386\n", - " 17.030467\n", - " 9.314190\n", + " 18369.925260\n", + " -16.498972\n", + " 7.474009\n", + " 28987.782381\n", + " 16.498972\n", + " -7.474009\n", " \n", " \n", " 3\n", - " 23216.594744\n", - " -29.645847\n", - " -7.267744\n", - " 24141.112896\n", - " 29.645847\n", - " 7.267744\n", + " 20070.309036\n", + " -5.259116\n", + " 25.052770\n", + " 27287.398604\n", + " 5.259116\n", + " -25.052770\n", " \n", " \n", " 4\n", - " 27173.283203\n", - " -24.984421\n", - " 6.969238\n", - " 20184.424437\n", - " 24.984421\n", - " -6.969238\n", + " 24843.867898\n", + " 14.527988\n", + " -26.380967\n", + " 22513.839743\n", + " -14.527988\n", + " 26.380967\n", " \n", " \n", " ...\n", @@ -474,48 +470,48 @@ " \n", " \n", " 999995\n", - " 25627.336303\n", - " 28.622410\n", - " 5.927429\n", - " 21730.371337\n", - " -28.622410\n", - " -5.927429\n", + " 22702.275168\n", + " 6.310743\n", + " -29.595626\n", + " 24655.432472\n", + " -6.310743\n", + " 29.595626\n", " \n", " \n", " 999996\n", - " 28776.219715\n", - " -19.020891\n", - " -3.713910\n", - " 18581.487925\n", - " 19.020891\n", - " 3.713910\n", + " 20967.776186\n", + " -24.962667\n", + " 12.432218\n", + " 26389.931454\n", + " 24.962667\n", + " -12.432218\n", " \n", " \n", " 999997\n", - " 17157.413569\n", - " -4.251207\n", - " -0.669617\n", - " 30200.294072\n", - " 4.251207\n", - " 0.669617\n", + " 24200.375271\n", + " 26.556866\n", + " -15.005702\n", + " 23157.332369\n", + " -26.556866\n", + " 15.005702\n", " \n", " \n", " 999998\n", - " 18297.999325\n", - " -15.921981\n", - " 7.614132\n", - " 29059.708315\n", - " 15.921981\n", - " -7.614132\n", + " 28677.414149\n", + " 12.342536\n", + " -15.645323\n", + " 18680.293492\n", + " -12.342536\n", + " 15.645323\n", " \n", " \n", " 999999\n", - " 25082.907530\n", - " 14.030200\n", - " 26.399219\n", - " 22274.800110\n", - " -14.030200\n", - " -26.399219\n", + " 22340.134236\n", + " -24.856358\n", + " -16.727038\n", + " 25017.573405\n", + " 24.856358\n", + " 16.727038\n", " \n", " \n", "\n", @@ -524,35 +520,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 21306.224057 27.770770 6.603734 26051.483583 -27.770770 \n", - "1 21978.994374 -23.417774 18.043259 25378.713267 23.417774 \n", - "2 28770.746254 -17.030467 -9.314190 18586.961386 17.030467 \n", - "3 23216.594744 -29.645847 -7.267744 24141.112896 29.645847 \n", - "4 27173.283203 -24.984421 6.969238 20184.424437 24.984421 \n", + "0 25238.584081 28.407975 -8.763293 22119.123559 -28.407975 \n", + "1 22781.240787 -29.011363 -8.789833 24576.466853 29.011363 \n", + "2 18369.925260 -16.498972 7.474009 28987.782381 16.498972 \n", + "3 20070.309036 -5.259116 25.052770 27287.398604 5.259116 \n", + "4 24843.867898 14.527988 -26.380967 22513.839743 -14.527988 \n", "... ... ... ... ... ... \n", - "999995 25627.336303 28.622410 5.927429 21730.371337 -28.622410 \n", - "999996 28776.219715 -19.020891 -3.713910 18581.487925 19.020891 \n", - "999997 17157.413569 -4.251207 -0.669617 30200.294072 4.251207 \n", - "999998 18297.999325 -15.921981 7.614132 29059.708315 15.921981 \n", - "999999 25082.907530 14.030200 26.399219 22274.800110 -14.030200 \n", + "999995 22702.275168 6.310743 -29.595626 24655.432472 -6.310743 \n", + "999996 20967.776186 -24.962667 12.432218 26389.931454 24.962667 \n", + "999997 24200.375271 26.556866 -15.005702 23157.332369 -26.556866 \n", + "999998 28677.414149 12.342536 -15.645323 18680.293492 -12.342536 \n", + "999999 22340.134236 -24.856358 -16.727038 25017.573405 24.856358 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -6.603734 \n", - "1 -18.043259 \n", - "2 9.314190 \n", - "3 7.267744 \n", - "4 -6.969238 \n", + "0 8.763293 \n", + "1 8.789833 \n", + "2 -7.474009 \n", + "3 -25.052770 \n", + "4 26.380967 \n", "... ... \n", - "999995 -5.927429 \n", - "999996 3.713910 \n", - "999997 0.669617 \n", - "999998 -7.614132 \n", - "999999 -26.399219 \n", + "999995 29.595626 \n", + "999996 -12.432218 \n", + "999997 15.005702 \n", + "999998 15.645323 \n", + "999999 16.727038 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 22, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -563,12 +559,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -603,12 +599,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -651,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -676,7 +672,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 91, "metadata": { "scrolled": true }, @@ -686,24 +682,24 @@ "output_type": "stream", "text": [ " energies angles check label\n", - "1 47828.140622 1.287216 0.024840 1.287216\n", - "2 48289.678403 2.095527 0.042686 2.095527\n", - "4 47809.396221 0.556084 0.037257 0.556084\n", - "5 48561.164687 0.856510 0.059560 0.856510\n", - "7 48336.671545 2.479937 0.047454 2.479937\n", + "2 49679.753930 2.031917 0.236564 2.031917\n", + "3 49354.304879 1.871847 0.220991 1.871847\n", + "6 48337.155374 1.513986 0.012230 1.513986\n", + "8 49158.501979 1.440988 0.429686 1.440988\n", + "9 49449.263304 1.826534 0.056377 1.826534\n", "... ... ... ... ...\n", - "2000286 48043.626138 0.667098 0.044914 0.667098\n", - "2000287 48169.741975 2.777280 0.019095 2.777280\n", - "2000288 48845.000453 2.512930 0.033819 2.512930\n", - "2000289 48621.515416 1.433050 0.059964 1.433050\n", - "2000293 48569.681964 0.241318 0.006622 0.241318\n", + "2000287 49396.132868 2.321544 0.115897 2.321544\n", + "2000288 49425.784316 1.726024 0.338867 1.726024\n", + "2000289 49664.740067 0.124068 0.055574 0.124068\n", + "2000291 49619.618208 2.324321 0.187288 2.324321\n", + "2000292 48785.242831 1.516292 0.264171 1.516292\n", "\n", - "[1290647 rows x 4 columns]\n" + "[1295810 rows x 4 columns]\n" ] }, { "data": { - "image/png": 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" ] @@ -717,17 +713,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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eW6MhQkEjl3ekMnkePjxEJpfnvn39QOE2333mDG9/0ebzysnqwXyDY6XXAld68uXlZK4SP/uTDx5haDLN1584yTOnxvnOM2f4+I8PceDMBKWXybrOGPFIkIAFODwwyb17TvOhe/dx45Zurt/cXYFHIiLzGZlKc2Ikyf7T4yQyObpawoSDAUJB48CZCaKhAJFQgGNDU0wWu6gXzsAYmVyeqXSO0USGA2cm+MIjfQxPpRmeSvOtp07xz99/liODU9O/qzUSJBwKUDpnc3hwktFEZnos+OrjJ86LL1Qssz3YP8ELt/aQzOTmbTQ2mcqy58QYv//5x/nGU6cYT2YJB43nX7SCy9a0c+W6Dn7SN0oym2fX4WG+v3+ALz12nFc/ZzWxcHD6rGI+7zg+kuBA/wTPnpngm0+don88xRcf7WNVR5SpVOE52LqqjU3dLWV95iUzOU6PJfnkg0e5an0Hhwem+EnfCA8cHGQqnWPjijhvev4Grl7fOZ0kKR00mBmrO2K85uq1/P2t1/LvPz7Mv//wEN946hQ7Dw3xc1ev5bpNK5hKZ8vqJF9rDTJFGsGOnUe59YaNHBuaYjyZ4ccHBrhyXSedLeEL3ufFl/Tw5ceO88jRYZxz/OL1m7iop4WO2Pz3u9DPKzEz7t1zevqgteSinlZ+dGBw0T/7Qr/rQpfJ+eZ6noKBwjj/km0rpy/7Sd/oksbQq9Z38vYXbiYcCvB/vrqHn/rb+/mT113BbTdsmrd/hSgpUXU7Dw3y8OFhfuMVW1nXGeetN27iX35wkOu3dPPV3Sd4xeWraIuG+P6+fmLhIL/0gk18ZfcJfqlYLgZnJxk7dh4lnc1zZjzJvtPjPHNqnN/81KN0xsOMJtK8afvG6dvPlM3lSWRyHB9JEA8HaYkEF70lz3yDYTNPfmrpw2DPiTHueqSPPSdHp7sfm8GKlgjXbeoqvPZecBHP9k/wzpdvPSdjPDiR4v/78pM8dHiYhw8PsaI1wjtessXPhyNSEyqxA8LwZJqdhwa5+/Hj/PuPDrF/xmQVCuWzc/m/39kPwJ/f8zTBgBE0Iz1jK7YPzOq03hEL8cKtPdx6wyaet7GLp0+MEZ2VTLjtxk186sEjZPOOVDbPT1+xmolUlvFklnueOEkik+P0aKEZ2X88eIR//eEhAgZrO+M8dnSY3vYoT58cY8/JUfafnuDRo8Nkco72aIhXX7ma9miYratapystzq5p3sTHf3SYvafHmUxl+doTJ5lIZbnzgcNEQwHed/dT5zy2lkiQ3rYo4WCAp0+Oc2RwcjohX/KnX32KaCjAR+9/ltZoiIAVqkRyecd4MssffemJc25vBlt6WvmFa9fz5u0beerE2Lx/s5lWtEZ496sv5R0v3sL/+sJP2H96nD+5+6lz/k6tkRDf2nOKyVRhzfbqjiir2mP0tEX45pOnyTvHw4eHitv15ZhMZQtfp7NMpHJMpbM80TfK/fvOMJXOcWo0STwSpH88xXgqw6bulunntJJLfJr9M1zqz8zX7MH+CV794e9PJwA+ufMoZnDVuk66WyO8/UUXsb6rcLb65GiC7z5zhn2nx/mjLz1BMGA8f9MKXnZpL+961SW+zudm/+5K75w0+7J6es979Xfx4ueaGW/evpGB8RRffPQ4f/ylJ/n8rj5+56e28dJLVi78A5qQkhJVlMs7fnhggIu6W/iDmy9nx86jBAJGeyzMdZtW8MzJcV5+aS8Ae08Vuvu2x8IELpBVi4QCbFjRwoYVLfzz27bz3WfO8IGvP8PffGsff/OtfXTGw7REgmTzjr+852kSmdx0E5yZnW6joQCf3XWMGzZ3T3elbYsu/+WxUNWCl2phsK1GDDN/R9/wFB/61j6+vPs4kWCAK9Z2sGVlK7/y4s1sW9XOlx47Pn1g8OorVtO/M3Xez+tpi/KSbb38xeuv5rZ/2cn/+c89pLI5uuIRTx+HSKOZSGV55uQYDx4c5InjI9y3t3+6sVk4aLzg4h7+y7XruXhlK48dHSEeCfKaq9fw1cdPctNzVnHPEyfJZPOkc45rN3Xx/X39XLGug6lUYRxvjQRpiYZ48vgor7isl0cOD9PVEuGdr7iYLz924pyx52D/5JwxmhnhYKEcdfPK1unLDw2ce/vXX7eev/7mXp49M8HRoaniuukUzkFHPMzmla386ou3kMs7/uDmy4mEAhecXEdCAa5e38ltN27izh8f5mD/JKs6ovzwwADP3dDJRd2tXLKqja29red0bb/txk38xwOHedHWlXz8R4e5uLeVHz87SCqbI5XNs64zxkQqN91xPhgwLu5t5aXbelndEeOpE6PcdsMmNqxoIR4JnhdXub72xElefmkv//y25/MP39nPttXt3L37OL3tUR46PMzARIpDA1M8fHhozvv/0/3Pznl5MGC0xwqfvVPpHC3RIMlMIbnxd9/Zh3OF525rbxs55zg6OEUkFCCdzZPJ5fn6EycJBoz1K+JcVux7UQufhSKVMtfr+Sd9I3x+Vx+belp4w3UbWNsZ48aLu3ns6Ag/3D/AD/b3c/+sRKYBaztj/P7PXEbAbHoJdSXjlNrgZWJnIV0tEX71xYWqib/91j5+9d8fprc9yqWr2njuhk6uXKel0iVKSlTRk8dHGZnK8PPPXefJzw8GrHCgOZ7ihi3dfO+ZM3ztiZMkMzlCASMeCRILB4mHC/+/+JIeEukck+nC2t+8c/zHg0dIZ/N8+uGjvODiHm66fBXbN3ezeWUrrZHg9Hq35dJgPbfxZIZssfHOhcz+UB6dyvCuHY+y89AQGNz+sotZ1RabnnQ/d0PXomPpaolw6w2b2HVkiA9+Yy9vf+HmRf8MkWZyZjzJw4eHeOzoMPft7T/n7HxXS5iVrVHe/VOX8sKtPew5OcYvz3hPlbqBX76mg0ePjEwnqkvevH0j2Zw7b/zdsfMo12/u5pbnrWcyVej43RIJnXN9JcbsWDjI1t42tvYW+iiUqiyA6cZvpd8XCV24R8Ts8T8cDHDZmnZuu3ETK1oiC8YbCgS4ZFUbV6zr4LYbN825nGTmOuzS91DYCm5bGU0q54qzdNns6oKetig3X7WGocn0OdUgO3Ye5fXXrad/PMWndh5lsrg8xazQab41GqI1EqI1GuQbT5wiEg4QCgTO+xklP3/NWj7w9b3sOzPO/tPj/H9ffvK8+D7+48PTX7dHQ2xYEWfrqjaef9EKLl3dptJhaRil98YzpwqVoRu643z5N1/M1544CcBLtxV6Qvz3m7bxsR8e4pqNnZwcTQKwuiPG48dGaImEznufLTQ/9Xv+utTeC0v5GY3Ij8deqpq45Xnr+N4zZ/jSY8f59p4zvPYffsj2i1bwystXsaLl7Im/Zk0kKylRRY8dG6a7NTLntmLzvUlKly+2bPiSVW1csqqN1gtUO/zi9Wd/XmkimMzk+Otv7iUYML799Gne99U907cJBYxIKMD/u+8A6WyeaCjArsNDbF3VxuBEms0rK9PEZXbzmeX8DK9MprKcHksylszw+59/nBsv7uHRI8OEgsaV6zq4qKeFrpZzKwvm+xt+9L5n+dGzAxwZLOzVDNAeC7GuM44Z3PScVaxqj80ZR/94ivv3nuED33iGsUSGNzx/A+9+9aXct7d/ztsvxo6dRwkGjA+84bk8eHCQux7t47dvumS6oZOIFDx9coz/+bnHp7cN626NsKo9yi+/8CL6x1Os7YrTEQthZtNjwL7ThRLjep58eH2AW6vbli7m8yUWLnS439R97ufjS7f1nhNHSxmVie2xMFes6+CKdR0453jJtkK1SCaXJxIKEgkat1y7nv98/CQDEykCAeObT53i6VPj/OdPTrKyLcqLtvYQLVap+NlgVKQSsvk8b//YQ8TCQd5640Xz9o+IhYM8/6Jze2TtPz0x521rmRdz22ZKUCx3Z5blioaC3HzVWm6+ai3/+oODREIB/vobe3nqxBjvfPlWetube36tpESV5J3j6NAUV63rvOByDPB3gCidDbvtxk380c8+h6ODU/zk+AgnRhKMJjLsOjzM+hVx9p0aZyqT49tPn+aLjx0HCktAHj48zC9cu46XX7qK4Bxb4NSKxQ442VyeH+wf4O7Hj/PJB4/wzKkxZvZWm7mFUGlN+KbuluI+zLE5O8wfHZzio99/ls8+fIx83vGqy1dx6w2bCAeNZ/sn+eZTp/jDLz6BGVy7sYsXX7KSI4NTpLI5vr3nNF94tI/dx0bI5R0vu7SXazZ08j9/+rLlPTFziIWD/OL1m/jId/fz99/Zz/tvuariv0Ok3pSaqv37jw7zF/c8TSho/MbLtxIKBvjdn9o2XVXmx3heC5PMpcTgdeM2L5+Xaj/nZsZFPa3nVX08Z20Hjx0dYf2KOLfduImr13cyPJWmty3Kj58d4EfPDtI/nuKbT53ijc/fWNWYZWFm9jHgtcAZ59xVs677n8DfAL3OuQE/4qs1uw4Pc3osxdtecFFFlhzPZbnv7VrbvcJrM0+mzr5ssT9jocuW+vO9sNgYShWNd//2S/i5v/8Bn37oKL/xiq1ehFY3lJSokoHxFMlM/ryzJbXwRiqZ60B9U0/L9DY2O3YeZf3zWuYsKf3rb+xlz8kxfnRggK8+foL1XXHecv1GwguU8c52ajTJT/pGODI4xed2HePESIIvPtrHVes7pxtyLubs3Hgyw7P9k+TyecaSGdoX+aF14Mw4n3+kjy89epwz4ykiwQDXb1nBu161jdOjSTriYdqjIX7huvV8ZfcJUtkcV63v5MjgJA8eHOL7+/r5lYODhU7xvW2cGktiFNY/3r+vn1AgwPM3reCl21by2zdtO+dvcNW6Dp6/eQX3PnWab+45xUe+dwDn4O7HTxAOGleu6+Q3X7GVoBn/49WXevpaWtMRY/vmbnbsPMo7XrKFi3paF76TSIP7yHcP8KF79/GcNe284fkb+PWXXsyOnUeXVUFQTunwzPL+SvxMubB6f/5WtER48/UbefP1G3HO8f6v7uFrT5zk4z8+xLWbuvwOT871ceAjwH/MvNDMNgI/DdT3i7GCsrk89+/rZ1N3C5fPUYEsArW1HGeuz+0tK1t50/M3cucDh/lecRfFZqWkRJWUyvJnJyVqzVLenO2xMJev7eDytR3k8o49J8c4NjTFh+7dR8Dg8WMjvP66DVy3qYvu1gjOwVQ6y2Qqx+Bkin/9wUHueeIkf/OtvQxNpoFCE7jrNq1gVXsUs8LWltm847vPnOEt12/k9c/fMOd2Tc45To8l2XtqnH2nx3nvV56cbuwJsLItwv37+ufcy7hkYCLF1588xV2P9PH4sRGCAeOVl63ijc/fwJnx5PQ68JnP1cbuFrpbC8s1fubKNezYeZSP/cr13Pnjw2xYEeef7nuWQwOT/H2xg/7Ktij/9aUX82sv2cJ3nj4zZxxmNr1XdU9blDdt38C//fAQb96+kXueODm9I8tSOzXPlc2+kFddvoon+kb5++8c4ENvvqas+4g0qieOj/Lph47yC9eu5/kXrViwAq6kEuuBy7XYyVglls4tVr0f8M9nobOEfp31MzO2rW7nnd0t3PnAYf7XXT/hN5v87Fwtcc5938w2z3HVh4H/BXyluhHVrkePjjCayPCG6zbUVa8Uv8e8eqk+ayaXrWnn6vWdPHBwkLFkxu9wfKOkRJUcHZoiFg6wsrheqBbeyF6caQsGjKvXd/KXr7+aQwOTvPfLT3L/vn6+/uQpoJBsyOUds7eVb40EuainlRdc3MPmnhbWdsZ52wsvmo7xYz88xON9Ixzsn+R9X93DX379GS5e2crPP28dvW1RJlJZnj45xo8ODHJ8JAEUzu6/46Vb2H5RNz/cP8DARIqnTozyrT2nuXfPaX6wf4CbnrOKi3tbefrkGP98/7Pct7efnYcGyTu4bHU7P3vVGv70lqum13mV8zzMvE04GOCm56zm9Fhhl4s3b9+AAz6/q7DcY3XH3L0i5koYhIMBOmJhulsjZR8ALcV8j7EjFuaajZ18efdx/uhnL6dHvSUahkqGF2d0KsNXdh/neRu7+Ks3XM0XHjnuSxy1sm3dXE0Zl/uzva4C8SoBUwuf7SUXiiUWDvKW6zfxT/cd4POP9PGuV11SxchkMczsFuC4c+7xCx18m9ntwO0AmzbVZ5+axdh1ZIg1HTG29pZXuTnzPV9L71OpLZVYRriU19fLL+3lieOjfOrBoxXfCaZeKClRJUeHptjU3bKsg0m/1iYvddK2ZWUrr7l6La++YjVHh6ZY0xljYCJNOGgc7J+kJRKkpzXCyrbogk2+YuEgN27p4f++5Vqe6BvlrkeOcffjJ/jgN/ZO32ZFS5jrN3dzw+ZuLl3TTmc8PB17/3iKy2jnxZesZGgyzWNHhzk0MMmffe3pc37P1t5W3vXKS3jN1Wu5fE07n37o2HmNZ5bznISC52+TN/Pn1roXbOnhwYNDfObhY/zWKzWJbSAfRyXDZfvwt/eRSOd4ySUriYbO3/mhEVV7fKr076uH8bXaOuNh/vjnnsMffOEJ7tu3/ObIUnlm1gL8EYVx+IKcc3cAdwBs377dLXDzurb/9Dh9wwl+9uq1C1ZJ6L1fv2ol8V6J2y1kXVecbavauPPHh5s2SaykRBUkMzn6x1Nctb7T71DmVM7OH8sRCga4uNg8s/Tz1nbGl/zzrt7QydUbOrlsTQfJTI5XX7GaWDjIyrYIZjbnGbyZulsj3PSc1dx24yYGJlL86w8OYUBPa4Rff9nF0/d7ztqO6a/hwmfUlppZXc5zu9jkSCX+nquKZyU+9eAR3vnyrTXdzFTKp5Lh+c1+n50cTfAfDxzm+s3drOta+jhW+tmyOHrOlma+z4vXX7eBv7jnGf75/md53TXrfYhMFrAV2AKUqiQ2AI+a2Q3OuVO+RuaD0vv/rkf7CBhcs+HC8+py5mYaU86l56NyFvtcXrupi8/t6qNvOOFRRLVN+0FVQd9wAkfhoHch9dLldykqWdpbUtpurbc9uqQ1hd966jSbulvY2N1CSzTk+fNXy38fKO8DfPvmbk6MJnno0FC1whIfzCwZ9juWWvKpB4/iHLzs0l6g9t/TS9GIj0nmFg4GeNHWQgVc3/CU/vY1xjn3hHNulXNus3NuM9AHXNeMCYkS5xz/+fhJtq1qp32O3mIi9eqy1R0EzXjq+KjfofhCSYkqODZcaHLZXUZSolz1OnGo17iXo9Ee83PWdBAPB/nqT0403GOTghklw+8t8/a3m9kuM9vV39+4ZeDZXJ5PP3SUy9a0V3Q8bzTVGBdqqaP6ciwmTi+q73bsPMr1m7uJhALsPjayqPtK5ZnZp4EHgMvMrM/M3uF3TLWmfyLF8ZEEl69tnB036mW8koLlVjnPJx4JsnVVK0+eGMW5hl6BNSclJaqgVIbT1VLdSexyJjD1WrFRrd9bqx8g1YgrEgrw6itW8/UnTpKb3bFUGsXMkuHDnC0ZXjPXjZ1zdzjntjvntvf29lYxzOrac3KMwck0L7y4p+q/u1bHHPFPpV4TsXCQl23r5akTY+SbcCJcS5xztzrn1jrnws65Dc65f5t1/eZmbThcer3vPz0BwKWrGicpIY2v3OOtq9Z1MjyV4ZlT4033ua+kRBX0DU0RDBjtscZo4eHngX8luuIu9ffX8uBQ7dh+/pp1DE9lOHBmoqq/V6pDJcNz23NyjJ7WCFtXtc15fS2PESIX8pqr1jCayHC8SdcyS/3Yf2aci1e2skLVatKASvOLZlwiraREFfQNJ+iKhz3dxlEahxfVK5U+WHrptpXEw0H2nh6r6M8Vf6hkeGGpbI69p8bZsrLV97G8msnZRtdMfYR27Dw6bzw/9ZzVBM148kRzrmWW+pDJ5Tk0MMnqzrm3U5+plt57IjNd6LXZFQ/TGQ/z8OHmS0o0xqn7GndseErrj5dBE/DaEwsHedHWHh49OoxzbklNRqV2OOduXeD6zVUKpWY9eHCIVDbPFcVdeUQaSWdLmC0rW6dL40VqUd9wgkzOcUnv3NVqIvXOzLiop4Xv7+v3Zamon1QpUQXHhqZYUeV+EnKWEhiVt2PnUVqjIYanMjzbP+l3OCKeu3fPKSLBwLxLN+ZS7X3OpT551dtpsTavbOX0WJKRqXRVf69IufqKjeM3drf4HImIdy7qaWUsmWUkkfE7lKpSUsJjqUyO4akMK1q0bZHXltJ1XJbustWFJlP37T3jcyQi3nvw4BCbV7YQDi78samxRerNjp1H2byyBQfsOjzsdzgic+obTrCiJUxbdO5Cb4290gg29xSSbkcGm+ukn5ISHhueKmS5qt2QRwPz0tX6czczPj9jXdEaobc9yv37GncLSGlupffXyFSaA2cm2NzT6nNEIt7ZuKKFYMC484HDfociMqe+4SnWr1CVhDS21R0xoqEAR4em/A6lqpSU8NCOnUcZLpZBavmGNKKLV7by6JFhsrm836GIeOaRI4Uzx5t6NBmWxhUOBtjQFefwQHOdnZP6MJHKMjyVYeOKuN+hiHgqYMbqjhinRpN+h1JVSkp4bCxZqJToiGv5hjSezStbmUzn2HNSu3BI43r48DABgw1dSkpIY9u8spXjIwkS6ZzfoYico9RPYoMqJaQJrOmIcWosiXPO71CqRkkJj02mCh/srZGgz5F4p9aXO4h3SuXszbifsjSPR44Msb4rTiSkj8z56HOgMWxYESfvYO/pcb9DEQHOji3HhxMYsK5r4e1ARerd6s4YyUye02Mpv0OpGs2wPDaZyhINBQiV0RxNpN50xsN0t0aUlJCGlcs7Hu8b5SL1k5AmsLazUBr/tKrfpMacHk+xojVCNNS4J/lEStZ0FJJvz5xqnrFYR8oem0xnaZ2nS7BII9jS08rDh4fI55unxEyax8BEinQ2r7Nz0hS6WsJEQgG+svuE36GInKN/PMmq9qjfYYhUxeqOwmv9Mw8d8zmS6lFSwmOTqWxDL90Q2dTTwvBUpum6BEtzOD1WaDS1ukNJCWl8AbPCWubRhN+hiEzL5vIMTKTpVVJCmkRLJERHLDQ9B2kGSkp4bDKVU6WENLT1XYVy3yeOj/ociUjlnR5LEgwYK9s0GZbmsLaz+RqsSW37p/ueJZd39GocliayutjsslkoKeGxyXSWtiZNSlSz8ZmarPlnVUeUYMCUlJCGdHosxeaeFsLqCyRNYk2xwVrfsKolpDacGS80+9PyDWkmq9qj9I+nmiZB7Oksy8xuNrO9ZnbAzN4zx/VRM/ts8fqdZrZ5xnXPNbMHzOwpM3vCzOqudtY5x5QqJaTBhQIB1nbGeKJPSQlpPKfGksTDWoInzWPtdIM17cAhtaG/mJToba+7QwGRJetui5LNO86Mp5ri5KtnSQkzCwL/CLwGuAK41cyumHWzdwDDzrlLgA8DHyjeNwR8Eninc+5K4BVAxqtYvZLM5Mk5p54S0vDWdcV58sSoml1KQ0ln8wxPplndqYmwNI9S/5R92hZUasSZ8RTt0RBxzaelifS0RgCapmebl5USNwAHnHMHnXNp4DPALbNucwtwZ/Hru4CbzMyAnwZ+4px7HMA5N+icy3kYa8Xt2HmUyXQWQJUS0vDWd8UZT2Y50iQDpzSHM+NJHLBaZ+ekiUTDQdqiIY4OajyX2tA/nmSllm5Ik+kuJiWONMlY7GVSYj0wcx+TvuJlc97GOZcFRoEe4FLAmdk3zexRM/tfc/0CM7vdzHaZ2a7+/v6KP4DlmkwpKSHNQc0upRGV1jFr5w1pNj1tEQ4NTjZFybDUvsHJtJoNS9PpagljwNHBSb9DqYpa7dwVAl4CvLX4/y+Y2U2zb+Scu8M5t905t723t7faMS5oMlUo7miNKCkhjW1Ve6HZ5T6tQZYGMjSZxoAVrWG/QxGpqp7WKM+cHPM7DBFS2RxT6RzdLRqHpbmEAgE6W8JavlEBx4GNM77fULxsztsU+0h0AoMUqiq+75wbcM5NAfcA13kYqyfOLt/QGjhpbKFggO6WiNYgS8PYsfMoQ5NpOuNhQoFazd+LeKOnLcJYMks6m/c7FGlyI1OFlnJdLRGfIxGpvu7WSNMsjfZypvUwsM3MtphZBHgLcPes29wNvL349RuB77rCviffBK42s5ZisuLlwB4PY/WElm9IM1nVEWX/mQm/wxCpmOHJNCtaNRGW5lNqsDY4mfI5Eml2w1NpAFaoUkKaUE9rpGn6+3iWlCj2iHgXhQTD08DnnHNPmdn7zex1xZv9G9BjZgeAdwPvKd53GPhbComN3cCjzrmveRWrVyZTWSLBgPa3l6awuiPGkcFJkpm66kkrMq+hqTTdOjsnTainuH5/cCLtcyTSzHbsPHq2UkIJYmlC3S0RBifTpDK5hu/x4+kpfOfcPRSWXsy87L0zvk4Cb5rnvp+ksC1o3ZpM57R0Q5rGqvYoeQfP9k9w5bpOv8MRWZZMLs94MqtKCWlKpUqJoUklJcRfw1NpggGjTVXH0oS6iwnioak0azvjPkfjLZ3C99BUOkuLmlxKkyjtULD/tJZwSH3bsfMow8WDsW4lJaQJxcJBWiNBLd8Q341MZeiKhwmY+R2KSNWVli0NT2Z8jsR7Skp4KJnJEw+rUkKaQ09bhFDA1OxSGsLQlJIS0tx62qIMTKQbvmRYatvwVJoVWkYnTaojXkhKjCWVlJBlSGRyRMN6iqU5hAIBtqxsZZ8qJaQBlMrW1VxNmlVXS5jRRONPhKW2DU9l6NI4LE2qLRoiYDDWBGOxjpg9lMrkiKlSQppIJBTg0ICSElL/hifThINaxyzNqzNeSEo451QtIb7I5PJMprLaDlSaVsCM9lhzJIiVlPBQMpMnFtJTLM2jpzXKsaEEubzzOxSRZRmayrCiJYJpHbM0qc54mFzeMZnWjkriD20HKlIYi7V8Q5Ysl3ekc3lVSkhT6WmLkM7lOTGS8DsUkWUZS6hkWJpbV3Et8+hU40+GpTaNJbIAdGoslibWEQsxWnwvNDIlJTySyhbOLCgpIc2kp61QYnloYNLnSESWZyyRoSOmibA0r1KDtdGEtgWV6tux8+j02WGNxdLMOuNhxopL6RqZkhIeSWbyAMTU6FKayMrWwn7KhweVlJD6lcs7JlLZ6YMykWbUOZ2UUKWE+GM8WTg73B5Tbx9pXh3xMOlcnlQ273contIRs0eSGVVKSPNpj4VoiQQ5PDDldygiSzaRyuLQ2Tlpbq3REMGAKSlRRWb2MTM7Y2ZPzrjsr83sGTP7iZl9ycy6fAyxqsaTGaKhANGQ5tLSvDqaJEGspIRHklq+IU3IzLiop1WVElLXSltvdejsnDSxgBmd8TAjDT4RrjEfB26eddm9wFXOuecC+4A/rHZQfhlLZlUlIU2vdIKk0bcFVVLCI6nS8g1ld6XJBA0Oq6eE1LHpdcxaviFNrrQtqFSHc+77wNCsy77lnCt1uXsQ2FD1wHwynszQroo1aXKlpXSNvgOHkhIeSUwv39BTLM2lpy3K4cFJsrnGXvvWSFQyfK7S2QidoZNmp6REzfk14OtzXWFmt5vZLjPb1d/fX+WwvDGuSgmR6arNRh+LdcTskVJPiaiWb0iT6WmNkHdwcjTpdyhSvo+jkuFpY8ksQTNao5oMS3MrdX3PN3jX93pgZn8MZIFPzXW9c+4O59x259z23t7e6gbnAecc40ntgiQSCgZojQQbfltQJSU8ot03pFmtaC1sC3psWM0u64VKhs81lsjQHgsRMPM7FBFfdcbD5F2h+av4x8x+BXgt8FbX6PsCFqWyeTI5p0oJEaA9Fm74cVhHzB5JZXKEAkYooKdYmsuKlkJSom8o4XMkUkHzlgxD45UNjyUzmgiLcHYJ00SysSfDtczMbgb+F/A651zTZPtL6+c1FotAazTIpJISshTJbE47b0hT6oyHMaBPlRINYaGSYWi8suGxZFZNLkWA9uISpnElJarCzD4NPABcZmZ9ZvYO4CNAO3Cvme02s4/6GmSVlF5zanQpAm3RUMNXSij96JFkJq+lG9KUgoHCNnJ9w6qUqHczSoZvapaSYSgs37ikt83vMER811Y8IGz0yXCtcM7dOsfF/1b1QGrAuColRKY1Q1JCR80eSWZUKSHNa0VrhEeODvsdhixDs5YMT6WzpLL56W7XIs2sLVpavpFhx86jPkcjzaRUKaFGlyKFsTidzZNI5/wOxTNKSngkmckRCykpIc1pRUuYkanG3rqokahk+KyB8TSgkmERgEgoQCQUaPgzdFJ7xpNZwkEjGtKhikhpN7CBiZTPkXhHp4I8kszmtSZZmtaKlghjiRFS2RxRJedqnkqGzxqYLHzgaztQkYL2aIhxJSWkyiZSWdqiIUy7IInQFjublNjY3eJzNN5Q+tEjyUyOuJZvSJNa0RLBASdHkn6HIrIogxOFSonWqMZvESiuZVajS6myyVRWyWGRotJSui8+etznSLyjpIRH1FNCmllXa6FK6NjwlNYhS10ZLJZGtmkyLAIUztCpUkKqbTKVpTWicVgEZvT3aeCxWEkJD2RyeTI5R1S7b0iT6m6JAPCFRxo3oyuNaXCyVCmhybAIFHY/UKWEVNOOnUeZTOdUsSZS1KqkhCzFnT8+DKBGl9K02mNhDBhNqNml1JeBiRTRUIBwUB+PIlA4Q5fI5Mjm836HIk3COadKCZEZwsEA0QZvOqxZlwfS2cIHtzoGS7MKBoz2WIgxJSWkzgxNplUlITJDe7SwHG8y1bhb0UltSWfzZPNOY7HIDI3e30dHzR4oJSXCSkpIE+uMhxlNKikh9WVwIq1+EiIzlLq+j2s8lyqZTBcSYFq+IXJWWzTEpColZDHSuWKlhMp/pYl1xMNaviF158CZCZ2dE5mhGRqsSW0pHXhp+YbIWW2xUEOPwzpq9kCqWCkRUaWENLHOeFjLN6TuTKaytOnsnMi0UqVEI5cNS22ZTkooQSwyrTWqpIQsUlpJCRE642FS2TzJjNYhS33I5x2TaTVXE5lJlRJSbZNpJSVEZmuNhEikc+Tyzu9QPKGjZg8oKSFSWL4B2oFD6sdoIkPeaSIsMlM4GCASCjT0WmapLaWmqq0RVa2JlLREgjho2CpkHTV74OzuGxpMpXl1xpSUkPoyOJkCUKNLkVlaI0Gm0qp6k+qYTGUJBUwn90RmaCkm6Yan0j5H4g292z2QKja6jKjRpTSxzmKlRKNmdKXxDEwUPuhVKSFyrpZIaLqkXsRrk+ksrdEQZuZ3KCI1o6W4tFRJCSlbOls4m6AMrzSz9ngIQ5USUj++svsEoEoJkdlao6qUkOqZTOW0dENkltIWucOTjTmv1lGzB9JZRyhgBAPK8ErzCgUCtEVDSkpI3Tjb8V2TYZGZWiIh9ZSQqilVSojIWaqUWAYzu9nM9prZATN7zxzXR83ss8Xrd5rZ5uLlm80sYWa7i/8+6mWclZbO5VQlIUKh2eVYUkkJqQ+l8vQW7b4hcg71lJBqmkwpKSEyW6mnxMhUY86rPTtyNrMg8I/Aa4ArgFvN7IpZN3sHMOycuwT4MPCBGdc965x7XvHfO72K0wvpbF5JCREKfSVUKSH1IpHOEQ0FVOUmMktLNEQqmyeVVWJCvDeZzk0fgIlIQTQUIGDwwwMDfofiCS+PnG8ADjjnDjrn0sBngFtm3eYW4M7i13cBN1kDdLVJZfNqcilCoVJCSQmpF1OaCIvMqdHP0EntSGfzpLN5jcUis5gZ8UioYavWvDxyXg8cm/F9X/GyOW/jnMsCo0BP8botZvaYmd1vZi+d6xeY2e1mtsvMdvX391c2+mVIZ/NEVSkhQmc8TDKT11pkqQtT6ayWbojMobX4vhiabMy1zFI7/v1HhwAtoxOZS2EpXWPOqWv1yPkksMk5dy3wbmCHmXXMvpFz7g7n3Hbn3Pbe3t6qBzmfdDZPWEkJETrjhUnFqbGkz5GILEyVEiJza5nu+q6khHirdBY4rrFY5DwtDdzfx8sj5+PAxhnfbyheNudtzCwEdAKDzrmUc24QwDn3CPAscKmHsVZUOpcnquUbInTEwwCcHFFSQmrfVDqnibDIHKYrJRq067vUjkTxgKslrLFYZLaWSEiVEkvwMLDNzLaYWQR4C3D3rNvcDby9+PUbge8655yZ9RYbZWJmFwPbgIMexlpRKTW6FAGgM1ZMSowmfI5EZGEJVUqIzKn0vlClhHgtkSkmJbR8Q+Q8jVwp4dk73jmXNbN3Ad8EgsDHnHNPmdn7gV3OubuBfwM+YWYHgCEKiQuAlwHvN7MMkAfe6Zwb8irWSivsvqGJrUipUuLUqColpLbl8o5kJqeJsMgcWqZ7SqjRpXhLyzdE5ldKSjjnaIC9Ic7h6ezLOXcPcM+sy9474+sk8KY57vcF4AtexualdE6NLkUAwsEALZEgP9g/wG/ftM3vcETmNZrI4ECVEiJzCAaMWDjAsJZviMdKpekai0XO1xIJkcs7ptI5WqONdRJFR84Vls87Mlq+ITKtS9uCSh0oHWxpIiwyt9ZISLtviOcS6RwBQyf3ROYwvZSuARPEesdXWDKbwwERNboUAQpLOMaSSkpIbRuZKrxGtXxDZG4tkWBDToSltkxlcsTDwYYrTRephNIcZbgBl9LpyLnCPvHAEQBVSogUdapSQurASPFgK66O7yJzaomEGJxQUkK8VdgFSclhkbmoUkLKls7mAZWdiZR0xsNMpXMkM43ZLVgaw/B0pYSSEiJzaYkElWAWzyXSWY3DIvMoNYAdacCxWEfOFZbOFZISqpQQKeiIaQcOqX0j0z0ldIZOZC5xJSWkCrQ1s8j8SkmJRhyLdeRcYaVKCSUlRAraY4WDvDPjKZ8jEZnfyFSGgEEsrLFbZC7xSJCJVJZM8eSLVJ6ZfczMzpjZkzMu6zaze81sf/H/FX7G6LWpdE7L6ETmUXpvjCkpIQtJlZZvqNGlCADtxUqJM+OqlJDaNTyVVnM1kQto5MlwDfk4cPOsy94DfMc5tw34TvH7hjWVUaWEyHzCwQChgDXkOKwj5wo7WymhAVUEzlZK9KtSombp7FyhUkLN1UTm19LAa5lrhXPu+8DQrItvAe4sfn0n8F+qGVM1pbN50tm8xmKRC2jUpXRKSlSYekqInCseCRIwLd+ocR+nyc/ODU+ldXZO5ALi4cKBYiNOhmvcaufcyeLXp4DVc93IzG43s11mtqu/v7960VVQ6bWlsVhkfrGwkhJShlKlRDioEmARgIAZ7bEwZ8aUlKhVzX52DgqTYU2EReY33WBtqvEmw/XCOecAN891dzjntjvntvf29lY5sso423BYY7HIfOJKSkg5MqqUEDlPeyyknhL1p6yzc41iNJFRczWRC2gJl5ZvpH2OpOmcNrO1AMX/z/gcj2dKS4PiSkqIzEtJCSlLaflGWI0uRaa1R0PqKVHHLnR2DhqnbDimibDIvFQp4Zu7gbcXv3478BUfY/HUSPG1pQSxyPzUU0LKksk6QgEjoA7uItPaYmElJepP2Wfn6r1sOJd3jCezmgiLXEAsrEaXXjOzTwMPAJeZWZ+ZvQP4K+DVZrYf+Kni9w2ptKOAxmKR+cXDwYbcfUPtbSssk8urSkJklvZYiMHJtN4f9aV0du6vaPCzc+NJTYRFFhIMGNFQYPpstlSec+7Wea66qaqB+GRUSQmRBcUjQcaTWfJ5RyDQOCfBdXRQYYWDrsZ5gYhUQmlb0IEJVUvUomY/O6eJsEh54pHGPEMntWGsmCCOaiwWmVc8HMQB48ms36FUlColKiytM8Ei5+mIhQE4M5ZibWfc52hkNp2dU3M1kXK0hINaviGeGU1kiIYCBBvo7K9IpZWW0o0mMnS2hH2OpnJ09FxhmZzTzhsis7RFC/lP9ZWQWjSWKJxtiOnsnMgFxSPB6W0bRSptLKHePiILic9ISjQSHT1XmNbMi5yvtHzjjJISUoNUKSFSnkbdik5qw1gyo+SwyAKmd0JqsLFYR88VlsnmiSgpIXKOtumkRNLnSETOp54SIuWJR0INNxGW2jGayCg5LLIAVUpIWdToUuR8oUCA7taIKiWkJikpIVKelkiQkakMzjm/Q5EGNJZQpYTIQkqJu1Jj2EahpESFpXOOsHpKiJxnVXtUPSWkJo0mMgTNlFAWWUA8HCSbd0ylc36HIg1oLJFRclhkAaqUkLKop4TI3Hrbo6qUkJo0msgQiwQxU1JC5EJKZ+i0A4d4YSyZJR7WHFrkQsJBI2impIRcWDqrpITIXHrbo/SPqaeE1B6dnRMpT+l9oh04pNKyuTwTqSwx9ZQQuSAzIxYOKCkhF5bJ5YmoBFjkPKvaY/RPpLQWWWrOaCKjs3MiZSit9x9PZn2ORBpN6TWlBLHIwuKRxtsJSbOwCsrnHdm8U6WEyBxWtUfJ5BzDU401iEr9G0uq47tIOeJKSohH1HBYpHyxcLDhxmEdPVdQMlto/KSkhMj59p0eB1CzS6k5o1q+IVKWWLGiaKzBztCJ/0o7CWj3DZGFFZISjTUO6+i5ghLFbtTafUPkfO2xMABnxtVXQmrLaEKVEiLlKB0wNtpWdOI/VUqIlC8WCqhSQuaXyBSSEuopIXK+9lgIgDNjqpSQ2pHPOzW6FCnTdFIi0ViTYfFf6TWlRpciC4uFgw1XsVZWUsLMvmhmP2dmSmJcQDKj5Rsi85lOSmj5hqc0Xi/ORDpL3qlkWKQcwYARCQZUKVEGjcWLo0oJkfI1c0+J/wfcBuw3s78ys8s8jKluJdJ5QEkJkblEQ0FaIkEt3/CexutFGNNEWGRRYuFAw61l9ojG4kUoJbo0FossLBYOkMjkyOTyfodSMWUdPTvnvu2ceytwHXAY+LaZ/djMftXMwl4GWE8SqpQQuaBV7VE1uvSYxuvFmS4Z1kRYpCyFsuHGOkPnBY3FizOayBA0I6wl0CILKs1ZJhqoWqLso2cz6wF+Bfh14DHg/1IYaO/1JLI6pJ4SIhe2qj2m5RtVoPG6fOPq+C6yKLFwUMs3yqSxuHxjiQyxcAAzzaFFFhILNd72zKFybmRmXwIuAz4B/Lxz7mTxqs+a2S6vgqs32n1D5MKmMjmmUll27DzKbTdu8juchqTxenHGih/oKhkWKU9cSYmyaCxenLFkVslhkTJNb8/cQGNxuUfP/+Kcu8I595elQdXMogDOue3z3cnMbjazvWZ2wMzeM8f1UTP7bPH6nWa2edb1m8xswsx+r/yH5B81uhS5sLZoiBOjCb/DaHRLGq+b1dlKCY3bIuWIhQNavlEejcWLMJ7MKCkhUqZG3J653FnYn81x2QMXuoOZBYF/BF4DXAHcamZXzLrZO4Bh59wlwIeBD8y6/m+Br5cZo+/UU0LkwtqiIZKZfEM15qlBix6vm1mp0aUmwyLl0fKNsmksXgRtzSxSvtKcpWmWb5jZGmA9EDeza4HSQq8OoGWBn30DcMA5d7D4sz4D3ALsmXGbW4D3Fb++C/iImZlzzpnZfwEOAZNlPxqflZZvRJSUEJlTW7Qw5EymGmcQrRXLHK+bVukDXUkJkfLEi1vROee0/n8OGouXZjyZJaqKNZGyNF1SAvgZCg16NlCoWigZB/5ogfuuB47N+L4PuHG+2zjnsmY2CvSYWRL4A+DVQF0s3YCZlRL6kBaZSykpMaGkhBeWM143rbFkhnDQCAY0bouUIxYOkss7ptI5WqNltSZrNhqLl2A8mWX9irjfYYjUhVixf2Ejbc98wU8T59ydwJ1m9gbn3BeqFBMUqic+7JybuFAW3sxuB24H2LTJ/6Z5yUyOgKHJrcg82mKqlPCKj+N1XRtXczWRRZm5lllJifNpLF6asWSGS8JtfochUheipXG4gfr7LLR845ecc58ENpvZu2df75z72znuVnIc2Djj+w3Fy+a6TZ+ZhYBOYJBCRcUbzeyDQBeQN7Okc+4js37/HcAdANu3b3cXeizVMJXOEQ5qOyOR+ahSwjvLHK+b1ngyO721logsbLrreyLL2k6fg6lBGosXL5vLM5XOafmGSJmCASMSDDRPpQTQWvx/KanLh4FtZraFQvLhLcBts25zN/B2Co1/3gh81znngJeWbmBm7wMmZickalEik1OTS5ELmE5KNNAauBqynPG6aY0lM9p5Q2QR4g3Y9b3CNBYvUulEhRLEIuWLhQPN01PCOffPxf//dLE/uNgj4l3AN4Eg8DHn3FNm9n5gl3PubuDfgE+Y2QFgiELiom4l0zn1kxC5gEgoQCQYUKWEB5YzXjezMS3fEFmUsw3WlJSYi8bixVPDYZHFi4aDjKcaZxwu6/SQmX3QzDrMLGxm3zGzfjP7pYXu55y7xzl3qXNuq3Puz4uXvbeYkMA5l3TOvck5d4lz7obSTh2zfsb7nHN/s9gH5gdVSogsrDUaVFLCQ0sdr5vVeCKjibDIIsQacC2zFzQWl2+0uDVzXFVrImWLhRqrUqLcd/9PO+fGgNcCh4FLgN/3Kqh6lcjkiIQ0oIpcSFs0pKSEtzReL4IqJUQWZ7qnhColFqKxuEylA6uoxmKRssXCQcYSjTMOl3sEXVrm8XPA551zox7FU9cSaVVKiCykLRZmMpXzO4xGpvF6EUam0jo7J7IIZyslGmcy7BGNxWUqLQVSglikfLFwsCkrJf7TzJ4Bng98x8x6gaR3YdWnZEY9JUQW0hYNMa5KCS9pvC5TMpMjm3eaCIssQjgYIBQwxhpoMuwRjcVlKr2WYqo2FilbLBxsqHG4rHe/c+49wIuA7c65DDAJ3OJlYPVIPSVEFtYWDTKVypLL+76Lb0PSeF0+NVcTWZp4OKhGlwuo9FhsZr9rZk+Z2ZNm9mkzi1UqVr+VXktxjcUiZSvsvtE44/BCW4LOdDmFPZdn3uc/KhxPXUtkcrRGFvOUijSftmgIBwxPpVnZFvU7nEal8boMZ0uGlUwWWYxoOKhGl+WpyFhsZuuB/w5c4ZxLmNnnKOxY9/GKROkz9ZQQWbxYOEgqmyeVzRFtgO10yzqCNrNPAFuB3UBpMbhDk9xzJNJ5wh2a3IpcSFssDMDAREpJCQ9Uerw2s98Ffr34M54AftU51xAlyKqUEFmaeDigRpcL8GDuHALiZpYBWoATy42xVownM4SDRjCgJdAi5Tq7PXOWaFv9z2PKPa2/nUJ2VvXWF6CeEiILa40WBs6B8TSs8TmYxlSx8brRz86VDqpiDXCGQaSaGq3ru0cqNhY7546b2d8AR4EE8C3n3Ldm3sbMbgduB9i0adNyf2VVjSWyWrohskilHizjyWxDnOQr97T+k+jw4YKcc4WeEmrSI3JBbdFCLnRwMuVzJA2r0uN16exciIY7O6dKCZGlaLQGax6p2FhsZiso9KPYAqwDWs3sl2bexjl3h3Nuu3Nue29vbyV+bdWMpzJauiGySGcrJRojQVxupcRKYI+ZPQRMH0k4517nSVR1KJNz5PKOiBpdilxQe7SwfKN/XEkJj1RsvC7n7BzU7xm60ple9ZQQWZx4OMjJ0YTfYdS6Ss6dfwo45JzrBzCzL1JoovnJSgTqt/FkVjtviCzSzOUbjaDcpMT7vAyiESQyheWC2n1D5MJi4QBBMwYm0n6H0qjeV6kfNOvs3AjweTP7JefcORNh59wdwB0A27dvr5tlfqqUEFmaWLHRpXMOMy1bncf7KvizjgIvMLMWCgnim4BdFfz5vhpLZDQOiyxS6YRKoyylKysp4Zy738wuArY5575dHBQ1esyQVFJCpCxmRms0yOCEKiW8UOHxuqHPzo0lMxgQ0Rk6kUWJhQOkc3lS2bwOJudRybHYObfTzO4CHgWywGMUE8GNYDyZpTWq3etEFqPRKiXKmomZ2X8F7gL+uXjReuDLHsVUlxLpUlJCZwxEFtIWCzGgpIQnKjxeT5+ds8Lp0JuAp5cdZI0YT2aJhgMEdKZXZFFKk+FGOUPnhUrPnZ1zf+Kcu9w5d5Vz7m3OuYb5EB1LZpXcElmkUpPuRtkJqdzTQ78FvBgYA3DO7QdWeRVUPdLyDZHytUVDWr7hnYqN1865nRQm1Y9S2A40QAOdnRtLZNTxXWQJSu+bRpkMe0Rz5zKNJzPq7SOySNHw2d03GkG5tVIp51y6tG6w2IW9btYNV8NUsVJCZcAiC2uLhjg1mvQ7jEZV0fHaOfcnwJ9UKLaaorNzIkszXSnRIJNhj2juXIZUNkcqm1eCWGSRAmZEQ4GGSUqUewR9v5n9EYVt4V4NfB74qndh1R/1lBApX6lSogLbt8v5NF6XqXB2ThNhkcWKN1iDNY9oLC5D6YBKW4KKLF5he+bGGIfLPYJ+D9BPoXz3vwH3AP/bq6DqkXpKiJSvNRoincvrLJs3NF6XaUzb0IksSVSVEuXQWFyG6V2QNBaLLFosHGC8QZIS5e6+kTezLwNfLnVhl3OVekpEVCkhsqC2YpftwYkUnfGwz9E0Fo3X5RtPZuhti/odhkjdiavR5YI0Fpen9BpS1ZrI4sVCweZYvmEF7zOzAWAvsNfM+s3svdUJr35MN7pUpldkQW2xQlJCzS4rR+P14o0ltHxDZClianQ5L43FizNdKaGxWGTRYuEmSUoAv0uhc/D1zrlu51w3cCPwYjP7Xc+jqyPqKSFSvlKlhLYFrSiN14uQzzsmUll1fBdZgnDQCJo1zGS4wjQWL0Kp9FxjscjiRRto+cZCI8DbgFudc4dKFzjnDgK/BPyyl4HVm1JPCS3fEFnYzOUbUjEarxdhMp0l73R2TmQpzIxYOKDlG3PTWLwIqpQQWbpCo8vGSA4vdAQdds4NzL6wuDZOC8FnKC3fCKnRpciCWiIhDOjX8o1K0ni9CJoIiyxPI02GK0xj8SKUlgBpS1CRxYuHg4wnMw2xm91CSYkLHTHoaGKGRCZHKGAETEkJkYUEA0Y8EtTyjcrSeL0IY0k1VxNZjlg4qEqJuWksXoSxZBYDIurJJrJosVCATM6Ryub9DmXZFtp94xozG5vjcgNiHsRTt5LpnPpJiCxCWzSk5RuVpfF6Ec5WSmjcFlmKeDioRpdz01i8COPJDJFQQCf1RJYgOqPpcL2fZLlgUsI5V9+ProoSmZyyvCKL0BYLafeNCtJ4vTilM7wqGRZZGvWUmJvG4sUZS2Tr/mBKxC/TOyElsqxq9zmYZdJRdIUkMnnC6ichUra2aEjLN8Q305USIU2GRZaikbaiE/+MJzNKDossUbxY7dkIO3AoKVEhCS3fEFmUwvINVUqIP0of4FEt3xBZkpiWb0gFjCezGodFlqhUKdEICWKNAhWSzCgpIbIYbdEQE6ksyeLONSLVNKbdN0SWJRYOkszkSTdAgzXxz3gqo4o1kSWKKikhsyUyOSJKSoiUrS1aaGmjJRzih7FkhlDAlEwWWaJYA5UNi3/GElniESUlRJYiFmqccVizsQopLN9QTwmRcp1NSmgJh1SfmquJLE98uut7/Z+hE/+MJzNE1SheZEliM3bfqHcaBSokmckR1qAqUra2WDEpMa5KCam+8WRG24GKLMPZtcz1PxkWfzjnGE3U/1aGIn4pbKer5Rsyw5QaXYosSqlSYnBSSQmpvrGkKiVElmPmVnQiS5HI5Mg79fYRWaqAGW3RkJISclZCjS5FFqVVyzfER4VKCU2ERZZKPSVkuaa3ZlbVmsiStcfCWr4hZxUaXaqnhEi5wsEA0VCAfi3fEB+MJTLTDaJEZPEaaS2z+KOU0FKCWGTp2mOhhqhY04ysAnJ5RzqbV6WEyCK1RUMMTqpSQqpvXMs3RJaltI1jI5QNiz+mt2bWlqAiS9YRDzdExZqnR9FmdrOZ7TWzA2b2njmuj5rZZ4vX7zSzzcXLbzCz3cV/j5vZL3gZ53IlMzkAJSVEFqktGlKjS/HFWDIzvXuAiCxeNBzAKFQdiSxF6bUT1/INkSXriKmnxAWZWRD4R+A1wBXArWZ2xaybvQMYds5dAnwY+EDx8ieB7c655wE3A/9sZiGvYl2uRCkpoVJgkUVpi4UYmFBSQqornc2TzOSJRZSUEFmqgBnRcEBbgsqSlQ6kokoQiyxZeyzMeKr+k8NeHkXfABxwzh10zqWBzwC3zLrNLcCdxa/vAm4yM3POTTnnSp9yMcB5GOeyJdKFpERElRIii9IWVVJCqm96HbMSySLLEgsF1VNClqz02lHVmsjSnRxNqFJiAeuBYzO+7yteNudtikmIUaAHwMxuNLOngCeAd85IUtScs8s31OhSZDHaoiGGpzJkc3m/Q5EmMr2OWRNhkWWJhYMN0WBN/DGusVhk2WLhIOPJLM7V9Dn8BdXsaSLn3E7n3JXA9cAfmlls9m3M7HYz22Vmu/r7+6sfZFFp+YYqJUQWp7Qt6JCaXUoVjevsnEhFxMKBhmiwJv4YS2QImE7qiSxHLBQkl3dMFSv365WXR9HHgY0zvt9QvGzO2xR7RnQCgzNv4Jx7GpgArpr9C5xzdzjntjvntvf29lYw9MUpLd9QTwmRxWkrJiX6tYRDqqh0ZlfrmEWWJxYOqqeELNlYMkMsHMRMSQmRpSpVGtX7Eg4vj6IfBraZ2RYziwBvAe6edZu7gbcXv34j8F3nnCveJwRgZhcBlwOHPYx1WRLafUNkSdpjhaTEwIQqJaR6tI5ZpDIKZcOqlJClGU9mNQ6LLFOsuHtNvY/Fnu1o4ZzLmtm7gG8CQeBjzrmnzOz9wC7n3N3AvwGfMLMDwBCFxAXAS4D3mFkGyAO/6Zwb8CrW5VJPCZGlKVVKaFtQqabpRpfahk5kWQo9Jep7Iiz+GUtk1E9CZJlK76F6bzrs6Tabzrl7gHtmXfbeGV8ngTfNcb9PAJ/wMrZKUk8JkaWZTkpo+YZUUWn5hibDIssTDweYSGXJ5x2BgE7MeMnMuoB/pbCc2QG/5px7wNeglmksmVVyWGSZziYltHyj6SXShZ0DtHxDZHEioQCxcIBBNbqUKhpLZjAKrz8RWbpYOEjewWS6vifDdeL/At9wzl0OXAM87XM8yzaeVKWEyHKVtjdXTwlRTwmRJTIzelqjWr5Rw8ysy8zuMrNnzOxpM3uh3zEt13gySywcJKDmaiLL0ihn6GqdmXUCL6Ow7BnnXNo5N+JrUBUwlsgqKSGyTGcbXdb38g0dRVfAdE+JkCa4Iou1sj2q3TdqW8OdnSusY9bHn8hyNcpkuA5sAfqBfzezx8zsX82s1e+glmssmVGjS5Flmk4OJ+o7OaxZWQUk0jmCASOos24ii9bbFtHuGzWqYc/OqWRYpCJKyb16nwzXgRBwHfBPzrlrgUngPTNvYGa3m9kuM9vV39/vR4yLks3lmUrnlCAWWaZw0AgFrO6TwxoJKmAqnSOufZZFlmRlW1SNLmtXg56dU8mwSCXEQqqUqJI+oM85t7P4/V0UkhTTnHN3OOe2O+e29/b2Vj3AxSqtf9dYLLI8ZkZ7LKSeElLoKaFBVWRpVrZFGZpMk887v0OR8y14dg7q7wydtqETqYx4g2xFV+ucc6eAY2Z2WfGim4A9Poa0bGPTWzNrLBZZLjNVSgiFnhLxiJ5KkaU4PDhJLu8Y0V73tWjBs3NQn2fo4ioZFlm2WKRUKVHfZ+jqxG8DnzKznwDPA/7C33CWp/SaUU8JkeWLhQJ133A45HcAjSBRXL4hIovXFi0MQwMTKbpbIz5HIzM5506Z2TEzu8w5t5cGODsHhTN0F/W0+B2GSN0rbUU3pqSy55xzu4HtfsdRKaXXTFQJYpFli4WDdV8poaREBSQySkqILNV0UmI8xaWr232ORuZQOjsXAQ4Cv+pzPMuSzzsmUuopIVIJoWCAaAOcoZPqKy3f0PxZZPkKSYn6HoeVlKiARCanD2SRJSolJbQtaG1qtLNz46kszmkds0iltMfCdX+GTqqvtGOLxmKR5YuFA5weq+95tGqmKiCZyREOaucNkaVoi5WWb2hbUPHe+PTZOX38iVRCRzykLUFl0aYbXYaUlBBZrmg4WPcNhzUrq4BEOkc4qKdSZCni4SChgGlbUKmK0sFTVBNhkYpIZ/N1PxmW6htLZjHUU0KkEuLhIBOpbF3vZKeRoAISmRwRJSVElsTMaIkEGVRSQqpgeh1zREkJkUqIh4NawiqLNpbIEA0HCJgqjUWWKxYK4BxMpOt3LNaRdAUkMznCIT2VIkvVFg1p+YZURakRlNYxi1RGI3R9l+obT2a1dEOkQkpzmnpudqkj6QpIpFUpIbIcbbGQlm9IVZS2oYspkSxSEbFwQD0lZNHGkhklh0UqJDqdlKjfBLFmZcvknCOhRpciy9IWDTEwrqSEeE/b0IlUVqwBGqxJ9Y0llJQQqZRYsTdLPSeIlZRYpnQuT96hRpciy1BavuFc/TbokfpQKm2MajIsUhGxcJB0Nk8yk/M7FKkj48msdkESqZC4KiUkmc4DSkqILEdbNEQ6l1ezNPHcWCJDJBggGFB1m0glNMJaZqk+Ld8QqZxSf5Z6Hod1JL1MieKZAfWUEFm61mgIQDtwiOcKE2GN1yKVUurPUs9n6KT6tHxDpHJKW+vW8zismdkylZIS4ZDOuoksVVuskJTQDhzitfFkVhNhkQoqlQ2r0k3Klc87JlIai0UqJdYA47CSEsuUSBeTEqqUEFmytmgpKaFKCfGWSoZFKivWAGuZpbom01nyDlWtiVRIOBggEgrUddNhjQbLlMgUMlJKSogsnZISUi1jiax23hCpoOkzdHXc9V2qq3Q2V2OxSOV0xELqKdHMEmp0KbJsrdEQBtoWVDw3rp4SIhU1vRVdHZ+hk+oqVdWoak2kctpjYSUlmpkaXYosX8CMlmiIflVKiMfG1FNCpKK0fEMWq1RVo7FYpHLaYyHGEvU7DutIepmmG10G1ehSZDk6YiHOjCkpId5xzqnju0iFRUIBAqblG1K+0oGTqtZEKqcjFq7r5LBGg2VKlhpdhvRUiixHeyzEGS3fEA8lM3myead1zCIVFDAjGgpq+YaUrfRa0VgsUjnt6inR3M5WSuipFFmO9liYM+NJv8OQBlaaCEd1dk6komLhAKN1XDYs1VU6cIoqKSFSMUpKNLmptHpKiFRCeyzEwESaXN75HYo0qFLJsM7OiVRWPBJUUkLKpuUbIpXXruUbzS2RzmIGIfWUEFmW9liYXN4xNJn2OxRpUKVt6NRTQqSy4mElJaR8Y8kM4aARCugwRKRSOmJhJtM5srm836EsiUaDZZpK54iHgwRMSQmR5WiPhgA4PaYlHOKNMW1DJ+IJJSVkMca1C5JIxbXHCvPoel3CoaTEMk2mc7REQn6HIVL3OoqDab+aXYpHVDIs4o14JFjXW9FJdY0ltQuSSKV1xsMAddt0WDOzZUqks7RENLCKLFd7cTBVs0vxSunsgXpKiFRWqVLCOfUEkoWNJbIah0UqrJSUqNeqNSUllqlQKaGBVWS5Sss3zoypUkK8oeUbIt6Ih4Nkcm56RzKRCxlPZlSxJlJhnS1KSjS1qXSW1qiWb4gsVygYIB4OclqVEuKRsUSWSDBAKKAeQCKVFCuenKnXybBU15h6SohU3A/3DwD1Ow57mpQws5vNbK+ZHTCz98xxfdTMPlu8fqeZbS5e/moze8TMnij+/yov41yOKVVKiFRMeyykSgnxzGgiTWdLGFNjYpGKKpXi1+tkWKprLKGeEiKVVu/jsGdJCTMLAv8IvAa4ArjVzK6YdbN3AMPOuUuADwMfKF4+APy8c+5q4O3AJ7yKc7mmUkpKiFRKRzzMGTW6FI+MJjLTay5FpHLipUqJqfqcDEv1OOcYT6qnhEilxeu8Ys3LSokbgAPOuYPOuTTwGeCWWbe5Bbiz+PVdwE1mZs65x5xzJ4qXPwXEzSzqYaxLNpXJavcNkQppj4a0+4Z4ZmQqQ5eSEiIVV+9n6KR6kpk86VyeWEgryEUqKRQwIsFA3Y7DXo4I64FjM77vK142522cc1lgFOiZdZs3AI865847UjGz281sl5nt6u/vr1jgi6FKCZHKaY+FOTOeVAd38cTIlColRLxQOjlTr5NhqZ7SaySuE3oiFWVmdMTDdbs9c02nKc3sSgpLOv7bXNc75+5wzm13zm3v7e2tbnBF6ikhUjntsRCZnGNYJcDigdFEZro7tYhUjiolpFwjiTRwttRcRCqnMx6q23HYy6TEcWDjjO83FC+b8zZmFgI6gcHi9xuALwG/7Jx71sM4lyyfL2x/peUbIpXRHituC6odOMQDo4kMp0b12hKptGg4gBl1e4auXphZ0MweM7P/9DuWpRopnnTQCT2RyuuMh5WUmMPDwDYz22JmEeAtwN2zbnM3hUaWAG8Evuucc2bWBXwNeI9z7kcexrgspf24W6MaWEUqoSNWOIutHThqSyNMhDO5PBOprM7OiXggYEZ7tH7P0NWR3wGe9juI5SglJdToUqTylJSYQ7FHxLuAb1IYQD/nnHvKzN5vZq8r3uzfgB4zOwC8GyhtG/ou4BLgvWa2u/hvlVexLtVkOgtoXZxIpZQqJU6P6Wx2jan7iXDpDG6LJsIinuhsqd/JcD0oVhD/HPCvfseyHKPF5RuqlBCpvHpOSnh6NO2cuwe4Z9Zl753xdRJ40xz3+zPgz7yMrRKmUsVKiUiQZCbvczQi9a+9VCmhHThqxoyJ8J9TSB7XpbPN1TQRFvFCPU+G68TfAf8LaPc5jmWZHouVIBapuM54uG63Zq7pRpe1bipdSEoo2ytSGZFQQNuC1p6/ozARruvM68j0RFiVbSJeUFLCO2b2WuCMc+6RC9zG9x3pyjEylSlsXagtQUUqrjMeZjyVJZ+vv13sNCIsw1Rx+YYaXYpUTiwcVKPLGlHORLh4u5qfDKtSQsRbnfEwY8ms32E0qhcDrzOzw8BngFeZ2Sdn3qAWdqQrx0giQ1dLGDPzOxSRhnOgfxLnYLwOx2IlJZahVCmhRpcildMeC6nRZe1YcCIM9TEZLpUzqqeEiDc64+HpJoZSWc65P3TObXDObabQOP67zrlf8jmsJRmdytAZ19bMIl4oLYsaS9bfWKykxDKUKiVUDixSOe2xEKdVKVETGmkiPDJVaK4WU6WEiCeODycZTaRxrv7KhqV6RhJpuloifoch0pBKSYl6XEqnpMQyqFJCpPLaY2HOjKU0sZWKGk2Uksgar0W80BIJksk5JotzI/GGc+4+59xr/Y5jqUZUKSHimdISVSUlmkzpg1drlEUqpz0WIpXNa21yjan7iXAiTVs0RDCgdcwiXiidoBmeTPscidSy0URGrxERj6hSokkliss3vvaTkz5HItI4OorbgvZrCYdU0GhCZ+dEvFRq+q2+EnIho1MZncwT8UjpvVWP47CSEsswmSpUSoSDehpFKqU9VpjYnlazS6kgNVcT8VZpe/ThKZ0Fl7llcnnGU1klJUQ8UqqUGEnU3ziso+llSGRyxMNBAtrWSKRiSgeOJ0dVKSGVM1rchk5EvBFXUkIWMJbQLkgiXoqEAsTCgbpcIqWkxDJMprJqcilSYR3FpMSp0YTPkUgjGdHyDRFPlZZv1ONkWKpjpJiUUKWEiHdWtEQY1vKN5jKVzmlgFamwcDBAd2uEE6qUkAoamdI2dCJeKpUN1+NkWKqj1HwvHg75HIlI4+pqiUxvg15PlJRYhql0ltaIBlaRSlvTEePkiColpDLyecfwVIaTqr4R8UwwYHTEQnU5GZbqGC0mrFp0Qk/EM92tYYbqsGJNR9TLoEoJEW+s64rRN6wDSKmM8WSWXN4piSzisRWt9Vk2LNVRar4XV08JEc+MJbJMprJ+h7FoqpRYhql0TpNcEQ+s7Yyr0aVUzFDxzK3Ozol4q6slokaXMq+hyULCqjWqubOIV1oiwboch5WUWIZJbWsk4ok1nTFGExmm0vWX6ZXaUypj1ERYxFsrWsKMqFJC5jE0mSIYMKJhHX6IeKUlEmIkkSGXd36HsigaFZZhPJmlPaZJrkilreuKAdoWVCqjtBuAKiVEvLVClRJyAUOTGVa0hAmY+R2KSMNqiQRx7uwWvPVCSYllGE9m6IhpizmRSlvTEQfg5IiSErJ805USWm4n4qnTY0lVSsi8hiZTdLdqFyQRL5VOwNRbglhJiSVyzjGRytKmcmCRijtbKaFml7J8pZ4SWr4h4q2WSJCJVJZ0Nu93KFKDhiczrNDWzCKeKs11lJRoElPpHHmHlm+IeGB1h5ZvSOUMT6aJhgKEgyoZFvFSS7EaqbTLgshMg5MpetqUlBDx0nSlxGR9Va0pKbFEE8WtVtqUlBCpuC8+epye1ogqJaQihibTdLdGMK1jFvFUaTKsJRwyl+EpVUqIeK2UHFalRJMYTxY+cNvVU0LEE+tXxOkbVlJClm94Kq2JsEgVTE+GJ+trMizey+Udw1NpetRTQsRT6inRZMaThUqJdq1RFvFEPu84rqSEVECpUkJEvNUaLUyGh5SUkFlGExmcgxUai0U8FQ0FCAWM4TqrWFNSYommkxJaviHiiRUtEfpGEuTrbJ9lqT3DUxlNhEWqoNT8e2Ai5XMkUmuGJguvCSWIRbxlZnS1RBhRpURzUE8JEW91tUZIZ/Oa3MqyDU2m6W7RUjsRr7VEQpjBwER9TYbFe0PFpnu7j434G4hIE+huDdddxZqSEkuknhIi3lpRPIjsG9ESDlm6bC7PaCJDd2vU71BEGl4wYKxoiTA4qWSynKtUKdEa0ck8Ea91tUS0+0azKC3faFNPCRFPlBoTqtmlLEdpTWV3qxLIItXQ0xphYLy+ztCJ90qVEq2aN4t4bmVbhIE6Sw4rKbFESkqIeKurVCkxPOVzJFLPSt2n1VNCpDpWtkVVKSHnKVVKlHYGEBHvrGyLMjBeX+OwkhJLNJ7M0hoJEgxo33sRL0RDQVoiQVVKyLKUepKouZpIdUyksgyqp4TMMjSZoTUSJBzUoYeI11a2RRlLZkllc36HUjaNDEs0kcqon4SIx1a0RJSUkGXpL54peOjQkM+RiDSHtmiIfjUollmGJlN0tyk5LFINK9sKfbTqKUGspMQSjSez2nlDxGMrWsJaviHLUkpKtEeVRBaphtZoiPE6O0Mn3hucTNPdoqSESDWsLCYA62kHOyUllmgilaVdSQkRT5UqJfJ553coUqf6J1JEQgFiYX3ciVRDe7HXVj2doRPv9Y+n6G3XLkgi1bCy+F5TUqIJjCWzanIp4rHutgjpbJ5TY0m/Q5E61T+Worctipn6/4hUQ6uSEjKHQlIi5ncYIk2ht7h8o552QlJSYokmkhk61FNCxFM9rYVB9fDgpM+RSL3qn9DZOZFqaosWdleot+3oxDuZXJ7ByTSrNBaLVEWpp0Q99fdRUmKJxlUpIeK5nuKauMMD6ishS6OSYZHqKlVK1Nt2dOKdUgn5qg6NxSLVEI8EaY0EtXyjxMxuNrO9ZnbAzN4zx/VRM/ts8fqdZra5eHmPmX3PzCbM7CNexrhU6ikh4r3OeJhgwDiiSglZov7xlM7OiVRRqQn44GT9lA2Lt0oNh0sl5SLirR07j7KyPcpAHS2j8ywpYWZB4B+B1wBXALea2RWzbvYOYNg5dwnwYeADxcuTwP8H/J5X8S1HNpdnKp3T7hsiHguY0d0a0fINWZJMLs/QVFqVEiJVFAkWGssO1tEZOvHWmbHCa+GxoyP+BiLSRFa2ReuqYs3LSokbgAPOuYPOuTTwGeCWWbe5Bbiz+PVdwE1mZs65SefcDykkJ2rOZKqwzVW7ekqIeK6nNaLlG7IkgxNpnENJCZEqMjNWtkU5U0eT4VpnZhuLFcR7zOwpM/sdv2NajNJrQRXGItWzsi2i5RtF64FjM77vK142522cc1lgFOgp9xeY2e1mtsvMdvX39y8z3PKNJTPA2W2vRMQ7K9uiHBma1LagPqj3ibBKhkX8saYjxqnRmjyvVK+ywP90zl0BvAD4rTmqj2vWmfHCa0EVxiLVs7ItqqREtTjn7nDObXfObe/t7a3a7x1NFJISHXENriJe626NkMzkOT2uCa4P6noi3D9ReM2oUkKkutZ0xjitrZwrxjl30jn3aPHrceBpzj/RV7P6x1N0t0YIBer6sEOkrqxsizI8lSGTy/sdSlm8HB2OAxtnfL+heNmctzGzENAJDHoYU0UMTxWahnS3Rtmx86jP0Yg0ttIOHIcG1Fei2hphIgxKSohU25qOGCdHkzinCrdKKzaFvxbY6XMoZTsznlLFmkiVleY+g3XS7NLLpMTDwDYz22JmEeAtwN2zbnM38Pbi128Evuvq4BNsaLKUlFBPCRGvlSYyB/uVlPDThSbCfi2lW0gpKbFSk2GRqlrTGSOVzU9XlkplmFkb8AXgfzjnxmZdV5PjMBSSEtoOVKS61nTEADhVJ1VrniUlij0i3gV8k8LZtc85554ys/eb2euKN/s3oMfMDgDvBqa3DTWzw8DfAr9iZn21VDI8XExKrGiJ+ByJSOPrjIdpjQQ5cGbC71Ca1oUmwuDfUrqFnB5L0RkPEwsH/Q5FpKms6ayvyXA9MLMwhXH4U865L86+vlbHYYD+saQq1kSqbG1XYRw+OZLwOZLyeNoUwTl3D3DPrMveO+PrJPCmee672cvYlmNoKoNZ4WBJRLxlZlyyup39Z8b9DqUpLTQRrmUnRhKs64r7HYZI0ymdoTs5muTyNR0+R1P/zMwonMh72jn3t37HsxjOOfonUqxqj/kdikhTWddZmP+cqJOmw+o4swTDk2k642FCQT19ItWwbVUb+06rUqLa6nkiDHB8JMH6Lk2ERaptdTEpcbpOJsN14MXA24BXmdnu4r+f9TuochQa7TlWqVJCpKrueeIk0VCAU6P1USmho+olGJpK062lGyJVs21VG/3jKUam6qNZTwOp24kwnK2UUENikepaXWdrmWudc+6Hzjlzzj3XOfe84r97Fr6n/44PFw6IVLUmUl1mxrqueN1USmhPyyUYnkyzolVJCZFq2ba6DYADZybYvrnb52iah3Puh4D5HcdSjCczjCWzrNdEWKTq7nqkj5VtEU7VyWRYvNM3PAXAhhXx6UbxIlIdaztjddNTQpUSSzA0mVaTS5Eq2raqHYD9anYpZToxUjgY0layIv5Y0xlTpYRwvHhAtGGFEsQi1bamM1Y3yWElJZZgeCqt7UBFqmh9V5xw0Nh3Ws0upTwnihPhLjUkFvHFmo76mQyLd/qGE7RGgmoOL+KDdZ1xTo+nyOWd36EsSEmJRXLOMTyZ0fINkSoKBIzVHTGeOamkhJSndHauU1VtIr5Y3RHjpJISTe/4SIL1K+J8+qFjfoci0nTWdsXI5R1nxmt/LFZSYpEmUlnSubwaXYpU0Y6dR1nXGeepE6M4V/vZXvHfiZEE4aDRHlPrJBE/bFjRwmgiw3gy43co4qO+4QQbVrT4HYZIU1rbWWg6XFrSWsuUlFik4cnCh2u3KiVEqmpdV5yxZJa+4fpo2CP+OjGSYE1njIDVZZ9Okbp3UU/hQPTI4JTPkYifjg9PqeGwiE/Wdhbee/WwlE5JiUUaKm5JqKSESHWt6ypke588PupzJFIPjo8kWNepibCIXzZ1F5ISR4eUlGhWY6VdkNTkUsQXpXnQiTrYgUNJiUUaLm5npJ4SItW1uiNGMGA8eUJJCVnY8eGEzs6J+EiVEnK8WNmosVjEH50tYbpawhwerP2dyJSUWKTSHsvqKSFSXeFggG2r2njy+JjfoUiNS2ZynBxLclFPq9+hiDSt9liYntYIR+pgMizeKCUltB2oiH8297TWxfboSkos0vCUKiVE/HLV+k6ePK5ml3JhhwYmcQ62rlJSQsRPm3paVCnRxI4NF/72Wr4h4p+LV7ZyWEmJxtM/kSIcNDrU0V2k6q7Z0MngZFrNLuWCnu2fAODilW0+RyLS3C7qblFPiSb2bP8E7bEQvW1Rv0MRaUo7dh5l88pWTowmSaRzfodzQUpKLNLx4QTruuKYOrqLVN32zd0APHx4yOdIpJY9e2YSM9iyUpUSIn7a1NPKidEEqWxtT4bFG/tPT3DJqjbNmUV8VJoLHRmq7WoJJSUW6YQ6uov45pEjw7THQkpKyAU92z/B+q448UjQ71BEmtaOnUfZ3NOCc6i6rUk92z/BtlWqWBPxUykpcahfSYmGcnwkobVxIj4JmLH9ohU8fHjY71Ckhh0cmODiXk2ERfx2dgeO2p4MS+UNT6YZmEhziZISIr7aXExKHKzxvhJKSixCOpvnzHiKddraSMQ34WCAA2cmpnfCEZkpn3c8e2aSrb1auiHit0tWtQPwzKlxnyORajtQ7O2jpISIv9qiIVa1R2u+2aWSEotwajSJc7BBSQkR32wubvOoJRwyl1NjSRKZHFt729ix86jf4Yg0ta/95CQbVsTZc0JbOTebA2cKSYk9J5SQEvHblpWtqpRoJH0j2tpIxG8buuO0RoLcv6/f71CkBu0vToS3avmGSE14ztoOnj6ppESzOXBmglg4QFdLWAliEZ9dvqadZ06Okc87v0OZl5ISi3BiJAkwvXxDg6xI9YUCAV6ybSX3PXMG52p3cBV//OTYCABXru/wNxARAQpJiUMDkzW/HZ1U1v4zE1y8so2Adt4Q8d3VG7qYTOdqulpCSYlFOF7sHr22M+ZzJCLN7ZWXreLEaJK9p1UWKud6vG+Erb2tdMTCfociIsAVazvIOzReNxHnHE/0jXDFOiWHRfy2Y+dRrl7fCcATx0f8DeYClJRYhBMjCVa2RYmFtc2ciJ9eefkqAL77zBmfI5Fa4pxj97FRnrdxhd+hiEjRFWsLB6ZawtE8Dg9OMTyV4fkXaSwWqQVbe1uJh4P8pG/U71DmpaTEImg7UJHasLojxlXrO/jWU6f9DkVqyInRJAMTKZ63sdPvUESkaMOKOG3REE+dqN3JsFTWo0cK23Zft0lJCZFaEAoGuHJdB08er91xWEmJRTg2PKWdN0RqwI6dR/n5565j97ERDha3HRPZfXQEgGs2dqnnj0iNCASMazZ2suvwsN+hSJU8enSY9miIbdoOVKQm7Nh5lKvWd/Lk8TFyNdrsUkmJMo0lMxwZnOI5a9v9DkVEAOcgYPDlx477HYrUiN3HhokEA1y+RuuYRWrJi7au5JlT4wxMpPwORarg0aMjPG9TF4GAmlyK1IprNnaSyORqdimdkhJlKpW7XLVeZcEitaAjHubFl6zki48dr+ktjqR6vr9vgOsu6iIS0kebSC158SUrAfjxs4M+RyJem0hl2XtqjGu1dEOkprx4a2Ecvn9fv8+RzE0ztzI9UWwMcrWSEiI1Y11XnL7hBN9Rw8umd2xoir2nx/mp56zW0g2RGlLq/N4eC/HjAwN+hyMeu39vP3kHL9rao7FYpIasKvZj+16NzpmVlCjTE8dHWd8Vp6ct6ncoIlJ01bpONqyI80/3HcA5VUs0s28/XWh6+uorVvsciYjMFgwYL7i4hx89O6CxusF946lT9LRGuH5zt9+hiMgMO3Ye5ZWXreLRo8OMTKX9Duc8SkqU6Ynjo6qSEKkxwYBx+8su5tGjI+w8NOR3OOKjbz99mktWtXFRT6vfoYjIHF5xWS/HhhI8ebw21zPL8iUzOb779Gl++srVBNVPQqTmvPLyVeRdbS7hUFKiDKNThSaXV29QUkKk1rzp+RtZ2xnjT7+6h2wu73c44oPjIwkePDjET6tKQqQm7dh5lNc+dx3RUIDPPKyS/kb1w/0DTKZz/MyVa7R0Q6QGXbOhi9UdUe56pM/vUM6jpEQZflhcA3ntpq7pyzTYitSGLz12nD/5+St4+uQYH//xYb/DER98/EeHAHjrCy7yORIRmU9nPMzPXb2Wu3efIJHO+R2OeODOBw7T0xrhRcWGeiJSW4IB420vuIgf7B9g/+lxv8M5h5ISZfjCo32s6Yhx45Yev0MRkTkMTqR51eWr+OA39vLY0WG/w5EqGktm+PRDx/i5q9eyvivudzgicgFvvn4j46ksn3/kmN+hSIXtPjbCD/YP8OsvvVg7IInUsFtv2EQ0FOBjPzrsdyjn0KixgDNjSe7f18/rr1uv9XEiNcrM+NCbrmF1Z5R3fvIRDvZP+B2SVMkHv/EME6kst7/sYnbsPKoqNpEatWPnUW7c0s0LL+7hQ9/ax+BEyu+QpELyeceHvrWXrpYwb3vhRRqHRWrUjp1H6WmL8qbtG/jcrmM8fmzE75CmeZqUMLObzWyvmR0ws/fMcX3UzD5bvH6nmW2ecd0fFi/fa2Y/42WcF/KpnUfJ5R1veP4Gv0IQkTJ8/clT/MK1G8jmHG/66APsPDjod0gNYaFx3E/feuoUn3zwKP/1pVu4So2IRWqemfH+W65kMpXlf3/5SXJ57cRRrloeiz/6/Wf5wf4B3v3qS2mLhvwOR0QW8Ps/czmr2qP87ud2M57M+B0O4GFSwsyCwD8CrwGuAG41sytm3ewdwLBz7hLgw8AHive9AngLcCVwM/D/ij+vqh46NMRHvneAn716DVt726r960VkkdZ0xPj8O19IWyzEW/7lQf7wiz/h6OCU32HVrTLH8apzznHXI3381o5HuXJdB7/3M5f5HZKIlGHHzqNsW93OH9x8OV9/8hS/9/nHmUpn/Q6r5tXqWJzPO/7pvmf5m2/u5bXPXcvbXqAqCZFat2PnUTrjYf76jddwZHCKN//zgxwfSfgdFl6mM28ADjjnDgKY2WeAW4A9M25zC/C+4td3AR8xMyte/hnnXAo4ZGYHij/vAQ/jBQqT3b7hBF974iT/+N0DbFwR56/e8NxzbqMBV6R2PXhwiF950Wbu3XOazz3cx2cePsa1G7u4fks3l69pZ9uqdnrbo3TGw8TCVc911ptyxnHPOecYnExzciTJ7r4RvvhoH48dHeEFF3fzz7+0nWgoqHFZpI7815ddTDKT40P37uPBg4PcdsMmXnppLxf3ttIeDVGYCsoMNTEW5/KOock0J0cTPHJkmM8+fIxnTo3zc1ev5YNvfK7+biJ1ojRn+tivXM9vfPIRXvk39/Gm52/gpuesYsvKNtZ0xIhHqjtH9jIpsR6Y2cmoD7hxvts457JmNgr0FC9/cNZ911cyOOccL/3g98jnHTnnyOUh7xzjyQyZXKGc8BWX9fL+111FRyw8fT9NfEVqXzQU5LXPXcfLtvWSyeW59+nTfOyHh6bf2yXhoBEKBAgFjXAwQDBghAM258SqdNHXf+eltM8YExpcOeP4svzrDw7y7z86TN458sWx2LnCuJzPO/IOUtncOX+7zT0t/MUvXE0u7/jaEycrGY6IeKw0j/rtm7bxwq09fPAbe/nQvfv40L37gMJY2xYNEQsHseL3hmEGgeJAfOsNG3nXq7b59RD84OlYnMs7Xv7X38M5psfivCuOxcVxOJ93TKSzuBkfo5evaedv33wNv3DtesxMc2SROnN8OME3/8fL+Pvv7OcLj/bxqRnv4ZZIkFDACBXnx0EzggFj5hT5W7/7MloilUkn1PXCLzO7Hbi9+O2Eme0t864rgYGFbnRn8Z+HyoqjChTHuRTHuWohjlqIAWBlx3uWFEdD71W5jLF4SY4A9xe+rJXXRbU02+OF5nvMTfN433r2y0U/5h8Dv734X6lxuMKOAN8sfNk0r9siPd7G1myPF5b4mFuX1t1mzrHYy6TEcWDjjO83FC+b6zZ9ZhYCOoHBMu+Lc+4O4I7FBmZmu5xz2xd7v0pTHIpDcdRPDLUURxV5OhYvV7P9PZrt8ULzPeZme7zQnI95CRYci/0ah6H5/oZ6vI2t2R4v1MZj9nL3jYeBbWa2xcwiFBpX3j3rNncDby9+/Ubgu845V7z8LcXdObYA24CHPIxVRETOV844LiIi3tJYLCINzbNKiWKPiHdRqOwKAh9zzj1lZu8Hdjnn7gb+DfhEsZHlEIVBluLtPkehgU8W+C3nXM6rWEVE5HzzjeM+hyUi0lQ0FotIo/O0p4Rz7h7gnlmXvXfG10ngTfPc98+BP/coNF/K2+agOM6lOM6lOM6qhRigduKomrnG8RrSbH+PZnu80HyPudkeLzTnY140jcU1RY+3sTXb44UaeMzmnFv4ViIiIiIiIiIiFeZlTwkRERERERERkXk1VFLCzD5mZmfM7MkZl73PzI6b2e7iv5+d5743m9leMztgZkvb4OTCcXx2RgyHzWz3PPc9bGZPFG+3axkxbDSz75nZHjN7ysx+p3h5t5nda2b7i/+vmOf+by/eZr+ZvX2u2ywzjr82s2fM7Cdm9iUz65rn/l4/H1V9fVwgjmq/PmJm9pCZPV6M40+Ll28xs53Fx/nZYkOtue7/h8Xb7DWzn/Egjk8Vf/aTxfdTeJ7752Y8b0tu+nWBOD5uZodm/I7nzXP/irxf5HyVGrPM7O6ZY3KtWs7jNbMWM/tacWx9ysz+qrrRl2+hMdUKja4/W7x+p5ltnnFdRcafalvqYzazV5vZI8Wx/xEze1XVg1+C5fyNi9dvMrMJM/u9qgUt89JYrLG4EcZijcPnXV8747BzrmH+AS8DrgOenHHZ+4DfW+B+QeBZ4GIgAjwOXFHJOGZd/yHgvfNcdxhYWYHnYi1wXfHrdmAfcAXwQeA9xcvfA3xgjvt2AweL/68ofr2iwnH8NBAqXv6BueKo0vNR1dfHfHH48PowoK34dRjYCbwA+BzwluLlHwV+Y477XlF8DqLAluJzE6xwHD9bvM6AT88VR/E+E8t9LhaI4+PAGxe4b8XeL/o35/O77DELeD2wg3nG5Fr6t5zHC7QAryzeJgL8AHiN349pjvgXHFOB3wQ+Wvz6LcBni19XbPypo8d8LbCu+PVVwHG/H4+Xj3fG9XcBn2eBz2j9q9rfVGNxmY9XY3Ft/tM4XNvjcENVSjjnvk9hF4/FugE44Jw76JxLA58BbvEiDjMz4M0UDrQ845w76Zx7tPj1OPA0sJ7C47qzeLM7gf8yx91/BrjXOTfknBsG7gVurmQczrlvOeeyxZs9SGHPbc9c4PkoR8VeHwvFUcXXh3POTRS/DRf/OeBVFAYgmP/1cQvwGedcyjl3CDhA4TmqWBzOuXuK1zkK2wF7/fqY7/koR8XeLzKnZY1ZZtYGvBv4M+9DrYglP17n3JRz7nsAxbHqUTx+7yxROWPqzOfhLuCm4vhYsfGnypb8mJ1zjznnThQvfwqIm1m0KlEv3XL+xpjZfwEOUXi8Uhs0Fp9PY3F9jcUah2t4HG6opMQFvMsKywQ+Nk/51Xrg2Izv+yj/gHWxXgqcds7tn+d6B3yrWBp0eyV+YbEU51oKZ39XO+dOFq86Baye4y6ePB+z4pjp14Cvz3M3r58P8On1Mc/zUbXXh5kFrbBM5AyFD9JngZEZyaL5HmdFn4/ZcTjnds64Lgy8DfjGPHePmdkuM3uwOHgu2QXi+PPi6+PD83wAVXP8aEbLHbP+D4XqoynPIqysiozRVlgS9/PAdzyIcbnKec9M36Y4Jo0CPWXetxYt5zHP9AbgUedcyqM4K2XJj7d48PoHwJ9WIU4pn8bi82ksvvB9a43G4Roehz3dErRG/BOFgdBxdkD8NR/juZULnwV/iXPuuJmtAu41s2eKlRdLUnxRfQH4H865sWLyCyicHTazqmy/MjuOGZf/MZAFPjXPXb1+Pnx5fcz3fFDF14dzLgc8r/iB+SXg8qX8nOWaHYeZXeWcK603/X/A951zP5jn7hcVn4+Lge+a2RPOuWcrFQfwhxQmIxEK2yX9AfD+pfx8mZ+ZfRtYM8dVfzzzm8WOWVboAbLVOfe7s9dJ+smrxzvj54cojCN/75w7uLQopdaY2ZUUljv+tN+xeOx9wIedcxMz5yziPY3F0zQWy5w0Dnun4ZMSzrnTpa/N7F+A/5zjZseBjTO+31C8rKKKg9PrgefPdxvn3PHi/2fM7EsUSm+WdNBZPMv8BeBTzrkvFi8+bWZrnXMnzWwthbPCsx0HXjHj+w3AfUuJ4QJxYGa/ArwWuKlYpn8er58PP14fF3g+qvr6mPEzR8zse8ALgS4zCxWzpfM9Tk/eLzPiuBl40sz+BOgF/tsF7lN6Pg6a2X0UKk+WlJSYKw7n3N8UL06Z2b8DczX6qej7pRk5535qvuvMbDlj1guB7WZ2mMLn3Sozu8859wp85OHjLbkD2O+c+7vlR+uJcsaQ0m36imNjJzBY5n1r0XIeM2a2gULy+JeXmnitsuU83huBN5rZB4EuIG9mSefcRzyPuslpLD5LY/F5t2mEsVjjcC2Pw64GGnFU8h+wmXMbXa6d8fXvUlj/NPs+IQrNabZwthHIlZWMo3jZzcD9F7hPK9A+4+sfUzgwWsrvN+A/gL+bdflfc27jng/Ocd9uCmuIVhT/HQK6KxzHzcAeoNfn56Oqr4/54vDh9dELdBW/jlNowvRaCs1sZja6/M057nsl5zY3OsjSG13OF8evFx9f/AL3XQFEi1+vBPaz9Aak88Wxdsbf7e+Av/Ly/aJ/c/5tKjJmMceYXIv/lvt4KazX/gIQ8PuxXOAxLjimAr/Fuc23Plf8umLjTx095q7i7V/v9+OoxuOddZv3oUaXNfFPY7HG4nofizUO1/Y47PsTVuEn/9PASSBDYd3MO4BPAE8APwHu5uxBxjrgnhn3/VkKOyE8C/xxpeMoXv5x4J2zbjsdB4XuqI8X/z21nDiAl1BYkvATYHfx389SWBf1HQoHcN+eMXhuB/51xv1/jULTmgPAr3oQxwEKa5hKl5XeENV+Pqr6+pgvDh9eH88FHivG8STF3T6Kv+Oh4t/n85w96H8d8P4Z9//j4nOxl2V0lL5AHNnizy89R6XLp1+nwIuKf7vHi/+/w4M4vlv82U8Cn+TsDh2evF/0b86/TUXGLOpnIrzkx0vhLIij0EC39N75db8f0zyP87wxlcLSqNcVv44Vx6ADxTHp4hn3rcj4Uy+PGfjfwOSMv+luYJXfj8fLv/GMn/E+lJSoiX8aizUWN8JYrHG4dsdhK/4yEREREREREZGqapbdN0RERERERESkxigpISIiIiIiIiK+UFJCRERERERERHyhpISIiIiIiIiI+EJJCRERERERERHxhZISIiIiIiIiIuILJSVERERERERExBdKSkjTMbNPm9lnzewhMztiZj9XvPx7Zvbq4td/Zmb/4G+kIiKNa66x2MyuMrMfz7jNdWb2HT/jFBFpZBeYF3/XzHYX/yXN7M1+xyqNS0kJaUbXAAedczcAbwX+pHj5nwB/bGZvBa4F/oc/4YmINIW5xuI9wMVmFize5m+B3/cpPhGRZjDnvNg59yrn3POAfwbuBr7gW4TS8EJ+ByBSTWYWA3qBPy1etAdYAeCc+76ZGfBu4BXOuZw/UYqINLb5xmLnXN7MngKuNLNtwBHn3KN+xSki0sguNC8uXv/LwGuAN2heLF5SpYQ0m6uA/c65ZPH764DHAczsamAtkHbOjRcvu8LM3lP8+h/MrN2HmEVEGs28YzHwIPBi4H3AH4HGYhERj1xoXvwmCpUTb3bOZTQOi5eUlJBmcw2wycxiZtZKITP8YTNbC3wKuAWYMLObi7e/Hthd/LqzlKwQEZFlmXMsLl73IPBnwJecc8eLl2ksFhGpvPnmxa8FfhN4/YyEhcZh8YySEtJsrgG+COwEHgb+CXiseNn/dM49DfwfzvaZuB7YUxyoMbOXmdlnqh61iEhjOW8sds79qHjdM0AK+MCM22ssFhGpvPnG4juBDcCPio0u38GscRg0FkvlqKeENJtrgNudc/991uUvLH3hnPv+jO+3AH8MjAGrin0nXlSVSEVEGtd8YzHA7wB/6JybnHGZxmIRkcqbcyx2zvXMvqGZfY0Z43DxdhqLpSKUlJBmsxXYX84NzSwMDDrn/pu3IYmINJ3zxmIz2wp8DfiRc+7OGZdrLBYR8UZZ82KNw+I1c875HYNI3Sg2w/wL4B+cc9/yOx4RkWaksVhExH8ai6VSlJQQEREREREREV+o0aWIiIiIiIiI+EJJCRERERERERHxhZISIiIiIiIiIuILJSVERERERERExBdKSoiIiIiIiIiIL5SUEBERERERERFfKCkhIiIiIiIiIr5QUkJEREREREREfPH/AyU6acOoH/vqAAAAAElFTkSuQmCC\n", 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" ] @@ -739,22 +735,22 @@ } ], "source": [ - "#energies_gauss = np.random.rand(2000294)*500+48400\n", "\n", - "#generazione energie nel laboratorio\n", - "energies_gauss = np.random.normal(48400, 500, 2000294)\n", + "#generazione energie nel cdm ( 220**2 )\n", + "energies_gauss = np.random.normal(48400 , 500, 2000294)\n", + "#Il check su energia di soglia non serve perché è > 3sigma dalla media\n", "\n", "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", - "check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", + "check = np.random.uniform( 0, pf(energies_gauss[0],np.pi/2), len(energies_gauss) )\n", "\n", - "accepted = pts[check < f(energies_gauss, pts)]\n", + "accepted = pts[check < pf(energies_gauss, pts)]\n", "\n", "#with pandas\n", "pd_df = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", - "pd_df[\"angles\"] = np.random.uniform( 0, np.pi, len(pd_df.energies))\n", - "pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", + "pd_df[\"angles\"] = pts\n", + "pd_df[\"check\"] = check\n", "#pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < f(pd_df.energies, pd_df.angles)*np.sin(pd_df.angles)]\n", + "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", "print(pd_df)\n", "\n", @@ -810,273 +806,24 @@ }, { "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.07851826 0.07849066 0.07847416 ... 0.07859947 0.07848746 0.07834931]\n", - "[0.0816959 0.0817511 0.0817841 ... 0.08153348 0.0817575 0.08203379]\n" - ] - } - ], - "source": [ - "print(f(energies_gauss,np.pi/2.))\n", - "print(f(energies_gauss,0))" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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energiesangleschecklabel
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$px_{\\mu_1}$$py_{\\mu_1}$$pz_{\\mu_1}$$px_{\\mu_2}$$py_{\\mu_2}$$pz_{\\mu_2}$
031815.09207630.13939424.84828220363.269197-30.139394-24.848282
119895.6288034.76868232.13819329961.050351-4.768682-32.138193
230819.61691839.111448-13.88404721338.491696-39.11144813.884047
321064.875279-38.603138-3.95716030125.81256738.6031383.957160
422349.85813037.672916-6.32699727608.164910-37.6729166.326997
.....................
130122818600.074703-21.338281-21.67888032491.45038521.33828121.678880
130122918101.375654-10.631301-22.52916131764.04078010.63130122.529161
130123025496.322894-38.5867614.43430224138.43387538.586761-4.434302
130123127231.36347640.25911312.83595823695.692552-40.259113-12.835958
130123224929.05280435.228892-24.40081825973.240592-35.22889224.400818
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1301233 rows × 6 columns

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" - ], - "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 31815.092076 30.139394 24.848282 20363.269197 -30.139394 \n", - "1 19895.628803 4.768682 32.138193 29961.050351 -4.768682 \n", - "2 30819.616918 39.111448 -13.884047 21338.491696 -39.111448 \n", - "3 21064.875279 -38.603138 -3.957160 30125.812567 38.603138 \n", - "4 22349.858130 37.672916 -6.326997 27608.164910 -37.672916 \n", - "... ... ... ... ... ... \n", - "1301228 18600.074703 -21.338281 -21.678880 32491.450385 21.338281 \n", - "1301229 18101.375654 -10.631301 -22.529161 31764.040780 10.631301 \n", - "1301230 25496.322894 -38.586761 4.434302 24138.433875 38.586761 \n", - "1301231 27231.363476 40.259113 12.835958 23695.692552 -40.259113 \n", - "1301232 24929.052804 35.228892 -24.400818 25973.240592 -35.228892 \n", - "\n", - " $pz_{\\mu_2}$ \n", - "0 -24.848282 \n", - "1 -32.138193 \n", - "2 13.884047 \n", - "3 3.957160 \n", - "4 6.326997 \n", - "... ... \n", - "1301228 21.678880 \n", - "1301229 22.529161 \n", - "1301230 -4.434302 \n", - "1301231 -12.835958 \n", - "1301232 24.400818 \n", - "\n", - "[1301233 rows x 6 columns]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1111,7 +858,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1122,22 +869,22 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 34, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1180,12 +927,12 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" 25995.719587\n", - " 9.613904\n", - " -4.297550\n", - " 19164.672996\n", - " -9.613904\n", - " 4.297550\n", + " 22014.740380\n", + " 0.801623\n", + " 17.918896\n", + " 22957.323591\n", + " -0.801623\n", + " -17.918896\n", " \n", " \n", " 4\n", - " 20755.288542\n", - " 1.673082\n", - " 11.489783\n", - " 23654.751642\n", - " -1.673082\n", - " -11.489783\n", + " 23768.175678\n", + " 16.316129\n", + " 23.328749\n", + " 23106.270457\n", + " -16.316129\n", + " -23.328749\n", " \n", " \n", " ...\n", @@ -1360,48 +1107,48 @@ " \n", " \n", " 999995\n", - " 21209.165018\n", - " -4.425512\n", - " 2.232337\n", - " 22625.870393\n", - " 4.425512\n", - " -2.232337\n", + " 22847.339901\n", + " -13.636317\n", + " -2.724732\n", + " 21635.603015\n", + " 13.636317\n", + " 2.724732\n", " \n", " \n", " 999996\n", - " 22222.799938\n", - " -4.348394\n", - " 0.712065\n", - " 21556.424431\n", - " 4.348394\n", - " -0.712065\n", + " 21582.335795\n", + " 15.047423\n", + " -4.723398\n", + " 23138.425813\n", + " -15.047423\n", + " 4.723398\n", " \n", " \n", " 999997\n", - " 23552.241549\n", - " -9.743815\n", - " 20.413653\n", - " 22184.344119\n", - " 9.743815\n", - " -20.413653\n", + " 24732.929886\n", + " 22.639624\n", + " 5.530548\n", + " 21336.371693\n", + " -22.639624\n", + " -5.530548\n", " \n", " \n", " 999998\n", - " 24739.605338\n", - " 5.253011\n", - " 22.058312\n", - " 21233.290922\n", - " -5.253011\n", - " -22.058312\n", + " 19869.017851\n", + " 0.590114\n", + " -9.714262\n", + " 24723.181227\n", + " -0.590114\n", + " 9.714262\n", " \n", " \n", " 999999\n", - " 25731.891372\n", - " -15.321550\n", - " -2.414643\n", - " 19702.836474\n", - " 15.321550\n", - " 2.414643\n", + " 20107.405918\n", + " -25.000322\n", + " -1.681123\n", + " 27070.755778\n", + " 25.000322\n", + " 1.681123\n", " \n", " \n", "\n", @@ -1410,35 +1157,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 20253.541275 16.891412 11.272150 25698.818028 -16.891412 \n", - "1 22762.211964 -0.618814 -24.098438 23209.671842 0.618814 \n", - "2 28298.631431 19.281847 -12.831340 19225.990371 -19.281847 \n", - "3 25995.719587 9.613904 -4.297550 19164.672996 -9.613904 \n", - "4 20755.288542 1.673082 11.489783 23654.751642 -1.673082 \n", + "0 20929.379615 3.568543 -12.124099 23542.403440 -3.568543 \n", + "1 25658.470411 16.818550 -17.893401 20884.513731 -16.818550 \n", + "2 22450.012592 6.464774 12.576809 22029.710469 -6.464774 \n", + "3 22014.740380 0.801623 17.918896 22957.323591 -0.801623 \n", + "4 23768.175678 16.316129 23.328749 23106.270457 -16.316129 \n", "... ... ... ... ... ... \n", - "999995 21209.165018 -4.425512 2.232337 22625.870393 4.425512 \n", - "999996 22222.799938 -4.348394 0.712065 21556.424431 4.348394 \n", - "999997 23552.241549 -9.743815 20.413653 22184.344119 9.743815 \n", - "999998 24739.605338 5.253011 22.058312 21233.290922 -5.253011 \n", - "999999 25731.891372 -15.321550 -2.414643 19702.836474 15.321550 \n", + "999995 22847.339901 -13.636317 -2.724732 21635.603015 13.636317 \n", + "999996 21582.335795 15.047423 -4.723398 23138.425813 -15.047423 \n", + "999997 24732.929886 22.639624 5.530548 21336.371693 -22.639624 \n", + "999998 19869.017851 0.590114 -9.714262 24723.181227 -0.590114 \n", + "999999 20107.405918 -25.000322 -1.681123 27070.755778 25.000322 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -11.272150 \n", - "1 24.098438 \n", - "2 12.831340 \n", - "3 4.297550 \n", - "4 -11.489783 \n", + "0 12.124099 \n", + "1 17.893401 \n", + "2 -12.576809 \n", + "3 -17.918896 \n", + "4 -23.328749 \n", "... ... \n", - "999995 -2.232337 \n", - "999996 -0.712065 \n", - "999997 -20.413653 \n", - "999998 -22.058312 \n", - "999999 2.414643 \n", + "999995 2.724732 \n", + "999996 4.723398 \n", + "999997 -5.530548 \n", + "999998 9.714262 \n", + "999999 1.681123 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 71, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1493,24 +1240,24 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1579,7 +1326,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4, From 1b3a5656c92c8301d1983d29915f0960444b27bc Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Thu, 18 Feb 2021 17:28:37 +0100 Subject: [PATCH 17/39] 18 feb pt2 --- Project.ipynb | 706 ++++++++++++++++++++++++-------------------------- 1 file changed, 336 insertions(+), 370 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 25d0dcf..3d741c5 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -47,6 +47,9 @@ "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", "\n", + "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $\\frac{\\partial(x,y,z)}{\\partial(\\rho,\\theta^*,\\phi^*)}=sin(\\theta^*)$ getting \n", + "$$ pf(\\theta^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}*2\\pi*sin(\\theta^*)$$ \n", + "\n", "As we are considering a case in which we have a stationary target, we need to pass from the CM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", "\n", "In the CM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", @@ -73,17 +76,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "2. Compute and display the angle and momentum components distributions of the emerging muon pairs;" + "## Computing and displaying the angle and momentum components distributions of the emerging muon pairs;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At first, we define physical constants and import libraries" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -106,7 +116,7 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", - "import math\n", + "\n", "\n", "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", @@ -114,20 +124,21 @@ "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", "\n", - "\n", + "#differential cross section\n", "def dsigmadtheta(s,theta, phi = 0):\n", " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", + "#full cross section\n", "def sigma(s):\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", - "def f(s, theta, phi = 0):\n", - " return dsigmadtheta(s,theta)/sigma(s)\n", + "#theta probability distribution\n", "def pf(s,theta, phi = 0):\n", " return f(s,theta)*2*np.pi*np.sin(theta)\n", + "#plotting pf\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", - "plt.ylabel(r'Angle distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "plt.plot(x, f(s,x))\n", + "plt.ylabel(r'Angular distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", + "\n", "plt.plot(x, pf(s,x))\n", "plt.show()\n", "\n", @@ -138,10 +149,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "### Computing the cumulative function $g(\\theta^*$)\n", "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", "\n", - "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(\\theta^*, 2\\pi)$. For simplicity we will consider $\\phi^* = 2\\pi$ as the contribution in $\\phi$ is actually neglected.\n", - "\n", + "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(\\theta^*, 2\\pi)$. \n", "\\begin{aligned}\n", "g(\\theta^*) = \\int _{0}^{\\theta^*}dx\\sin x\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2x \\right)\\\\\n", "\\end{aligned}\n", @@ -158,14 +169,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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N/XJ11tWw2H5K0jHABcAE4FTbcyUdD8yyPRP4IPANSe+nHCo7MuNqRUT0DtX5Tpb0L5QryXegtD4WUs60mgNcb/ucLsZYy7Rp0zxr1qzRDiMiYkyRdLXtaU2fV6vlYfvr/SrbBNiekkwOAc5pWnFERIxddQ9bPYPtBZRTbM/vbDgRETEW1E4ekramXMy3cbXoDmCm7Ru7EVhERPSuusOT/Culs1zA76ubgDPajU0VERHLt7otj6OBbW0/2bpQ0heAucBnOx1YRET0rroXCS4BNmqz/HnVuoiIGEfqtjyOBS6S9CeWjks1mXKl+Xu6EFdERPSwuqfq/kLSlpQRcVs7zK+y/XS3gouIiN7U5FTdLSkj3F5ge3HfQknTbf+i45FFRETPqnu21XuBn1EOUV0v6eCW1Z/uRmAREdG76rY83g7sbHuxpCnAjyVNsf0lyim7ERExjtRNHiv0HaqyPV/SXpQEshlJHhER407dU3XvlrRj34MqkRxAmWNj+y7EFRERPaxu8ngzcFfrAttP2X4zsGfHo4qIiJ5WdxraBcBakvaRtHq/1RM7H1ZERPSynG0VERGN5WyriIhoLGdbRUREYznbKiIiGsvZVhER0VjdgREXDLLut50LJyIixoK6LY+IiIi/S/KIiIjGGicPSXu3/o2IiPFnOC2PE/v9jYiIcWZZDlvl+o6IiHEqfR4REdFYkkdERDSW5BEREY0NJ3ksrv4+1MlAIiJi7GicPGzv2fo3IiLGn7rzeTzd7UAiImLsqNvyyGm5ERHxd3WTh7saRUREjCmN+jwkXSppjer+OyQdK2mlppVKmi7pJknzJH1kgG3+WdINkuZK+kHTOiIionuadpivaftvknamTE27NvCNJgVImgCcBOwHTAUOlzS13zZbAMcBL7W9LXBswzgjIqKLmiaPJyU9hzI51Am2PwZs27CMXYB5tm+x/QRwJnBwv23eDpxk+wEA2/c0rCMiIrqoafL4CnAtZQran1fLVm9YxsbA7S2PF1TLWm0JbCnpt5KulDS9YR0REdFFtWYS7GP7O5J+Ajxt+1FJLwCu6FJcWwB7AZsAl0ra3vaDrRtJmgHMAJg8eXIXwoiIiHYan6pre7HtR6v782wf1bDOO4BNWx5vUi1rtQCYaftJ27cCN1OSyTPYPsX2NNvTJk2a1DCMiIgYrrrJY68O1nkVsIWk51dnah0GzOy3zTl9dUpaj3IY65YOxhAREcugbvJ4m6R/k7TZslZo+yngGOAC4EbgLNtzJR0v6aBqswuAhZJuAC4GPmx74bLWHRERnSG73vV/kjYEXg9MBuYAP7L9cBdja2TatGmeNWvWaIcRETGmSLra9rSmz6vdYW77LuBLVWVbA8dKWhW4xPYvm1YcERFjV6OzrVrcCdwNvAl4uaRHbF/eubAiIqKXNR6SXdKrgMuADYEjbb8siSMiYnwZTstjFiVp/KHTwURExNhQK3lIkqueddv3A/cPtk1ERCzf6h62uljSeyQ94zJuSStJ2lvSd4C3dD68iIjoRXUPW00H3gqcIWlz4AFgVUryuRD4ou1ruhNiRET0mlrJw/ZjwNeAr0laEVgPeLT/WFMRETE+NOowl/QnygWC1wKzJc22fVtXIouIiJ7V9FTdrwN3AQspkznNlTSnGlpkxY5HFxERPanpqbpH2N6x74Gkkyl9IX8DvgC8p3OhRUREr2qaPBZJ2sH2dQC2Z0t6ue0XSsp1HxER40TT5PEvwPclzQZmA1sBj1TrVupcWBER0csa9XnY/iNlDvJfAOsD84ADJK1GmYs8IiLGgcbDk9h+GvhRdWv1yY5EFBERPa/xwIgRERFJHhER0dgyJQ9Jz5O0cqeCiYiIsWFZWx6nA3+UdGIngomIiLFhuDMJAmB7X0kCpnYonoiIGAOWKXkAVHN4zO1ALBERMUY0HRhxZeAQYErrc20f39mwIiKilzVtefwMWARcDTze+XAiImIsaJo8NrE9vSuRRETEmNH0bKvLJW3flUgiImLMaNry2AM4UtKtlMNWovSZ79DxyCIiomc1TR77dSWKiIgYU5qOqnsbsBZwYHVbK9PQRkSMP42Sh6T3Ad+nDMe+PvA9SZk9MCJinGl62OpoYFfbDwNIOgG4AvhKpwOLiIje1fRsKwFPtzx+uloWERHjSNOWx7eB30k6u3r8auBbHY0oIiJ6XqPkYfsLkn4NvLRadJTtazofVkRE9LLhTEN7NWV4koiIGKdqJQ9Jl9neQ9JDgFtXUS4SXKMr0UVERE+q1WFue4/q70Tba7TcJg4ncUiaLukmSfMkfWSQ7Q6RZEnTmtYRERHd0/Q6jxPqLBuijAnASZSr1acCh0t61mRSkiYC7wN+16T8iIjovqan6r6yzbKmQ5bsAsyzfYvtJ4AzgYPbbPcJ4ATgsYblR0REl9VKHpLeKWkOsLWk61putwJzGta5MXB7y+MF1bLW+l4EbGr73CHimiFplqRZ9957b8MwIiJiuOqebfUD4HzgM0BrH8VDtu/vZECSVgC+ABw51La2TwFOAZg2bZqH2DwiIjqkbof5ItvzgSeARbZvqwZEtKRTG9Z5B7Bpy+NNqmV9JgLbAZdImg/sBsxMp3lERO9o2uexg+0H+x7YfgDYqWEZVwFbSHq+pJWAw4CZLWUusr2e7Sm2pwBXAgfZntWwnoiI6JKmyWMFSWv3PZC0Ds2vUn8KOAa4ALgROMv2XEnHSzqoYTwRETEKml5h/nngSklnUS4QPBT4dNNKbZ8HnNdv2UcH2HavpuVHRER3NW01fFfSLGBvypXmr7V9Q1cii4iIntUoeUhaGdgRWKN67qGSsH18F2KLiIge1fSw1c+ARZSBER/vfDgRETEWNE0em9ie3pVIIiJizGh6ttXlkrbvSiQRETFmNG157AEcWQ1L8jhLh2TfoeORRUREz2qaPJoOghgREcuhpqfq3tatQCIiYuxoeqruQBfy5VTdiIhxpOlhq4db7q8CHEAZYiQiIsaRpoetPt/6WNKJlDGqIiJiHGl6qm5/z6UMqR4REeNI0z6POZQxrQAmAJOA9HdERIwztZKHpNNtvwn4FnB2tfgp4O5qiPWIiBhH6h622lnSRsBRwN+Ah4BHgTWqOT0iImIcqXvY6mTgImBzyqCIalnnanlERIwTdecw/7LtbYBTbW9u+/kttySOiIhxptHZVrbf2a1AIiJi7FjWU3UjImIcSvKIiIjGkjwiIqKxRslDxRF9AyRKmixpl+6EFhERvappy+NrwO7A4dXjh4CTOhpRRET0vKaj6u5q+0WSrgGw/YCklboQV0RE9LCmLY8nJU2gGt9K0iRgScejioiIntY0eXyZMrbVBpI+BVwGfLrjUUVERE9rethqA+AEYEfKECWvtp3JoCIixpmmLY+JwCnAYdXj+zsbTkREjAVNhyf5L9vbAu8Gngf8WtIvuxJZRET0rOFeJHgPcBewEFi/c+FERMRY0PQiwXdJuoQyPPu6wNtt79CNwCIionc17TDfFDjW9uwuxBIREWNEo+Rh+7huBRIREWNH3TnML7O9h6SHqC4Q7FsF2PYaXYkuIiJ6Ut2ZBPeo/k60vUbLbeJwEoek6ZJukjRP0kfarP+ApBskXSfpIkmbNa0jIiK6p2mH+Ql1lg1RxgTKYIr7AVOBwyVN7bfZNcC0qjP+x8B/N6kjIiK6q+mpuq9ss2y/hmXsAsyzfYvtJ4AzgYNbN7B9se1HqodXAps0rCMiIrqobp/HO4F3AZtLuq5l1UTg8oZ1bgzc3vJ4AbDrINsfDZzfsI6IiOiiumdb/YDyBf4ZoLWP4iHbXRuiRNIRwDTg5QOsnwHMAJg8eXK3woiIiH7qdpgvsj3f9uHA3ygDJG4GbCdpz4Z13kG5XqTPJtWyZ5C0L/DvwEG2Hx8grlNsT7M9bdKkSQ3DiIiI4Wp0nYektwHvo3zhzwZ2A64A9m5QzFXAFpKeT0kahwFv6FfPTsDXgem272kSY0REdF/TDvP3AS8GbrP9CmAn4MEmBdh+CjgGuAC4ETjL9lxJx0s6qNrsc8DqwI8kzZY0s2GcERHRRU2HJ3nM9mOSkLSy7T9K2qpppbbPA87rt+yjLff3bVpmRESMnKbJY4GktYBzgP+T9ABwW6eDioiI3tZ0bKvXVHc/LuliYE3gFx2PKiIielrTlsff2f51JwOJiIixo+5Fgn0DIqplcd/jDIwYETHO1Eoetid2O5CIiBg7ml7n8dF2y20f35lwIiJiLGja5/Fwy/1VgAMo12pERMQ40vRsq8+3PpZ0IuViv4iIGEeaXmHe33PJcOkREeNO0z6POSydhnYCMAlIf0dExDjTtM/jgJb7TwF3V2NVRUTEONK0zyNDkUREROPDVtMoc2xsVj237yLBHboQW0RE9Kimh62+D3wYmAMs6Xw4ERExFjRNHvfaztwaERHjXNPk8TFJ3wQuAv4+Naztn3Y0qoiI6GlNk8dRwNbAiiw9bGUgySMiYhxpmjxebLvxzIEREbF8aXqF+eWSpnYlkoiIGDOatjx2A2ZLupXS55FTdSMixqGmyWN6V6KIiIgxJVeYR0REY5kMKiIiGstkUBER0Vgmg4qIiMYyGVRERDSWyaAiIqKxWslD0guADXj2ZFDPB/7ahbgiIqKH1T1s9UXgb7Zva7ndASyq1kVExDhSN3lsYHtO/4XVsikdjSgiInpe3eSx1iDrVu1AHBERMYbUTR6zJL29/0JJbwOu7mxIERHR6+qebXUscLakN7I0WUwDVgJe04W4IiKih9VKHrbvBl4i6RXAdtXic23/qmuRRUREz2p6hfnFwMVdiiUiIsaIZb3CfFgkTZd0k6R5kj7SZv3Kkn5Yrf+dpCmjEGZERAxgxJOHpAnAScB+wFTg8DazEx4NPGD7BcD/ACeMbJQRETGY0Wh57ALMs32L7SeAM4GD+21zMPCd6v6PgX0kaQRjjIiIQTQdkr0TNgZub3m8ANh1oG1sPyVpEbAucF/rRpJmADOqh49Lur4rEY8969FvX41j2RdLZV8slX2x1FbDedJoJI+OsX0KcAqApFm2p41ySD0h+2Kp7Iulsi+Wyr5YStKs4TxvNA5b3QFs2vJ4k2pZ220kPQdYE1g4ItFFRMSQRiN5XAVsIen5klYCDgNm9ttmJvCW6v6hwK9sm4iI6Akjftiq6sM4hjID4QTgVNtzJR0PzLI9E/gWcLqkecD9lAQzlFO6FvTYk32xVPbFUtkXS2VfLDWsfaH8oI+IiKZG5SLBiIgY25I8IiKisTGXPDK0yVI19sUHJN0g6TpJF0nabDTiHAlD7YuW7Q6RZEnL5WmadfaDpH+uPhdzJf1gpGMcKTX+PyZLuljSNdX/yP6jEedIkHSqpHsGuhZOxZerfXWdpBcNWajtMXOjdLD/GdicMhz8tcDUftu8Czi5un8Y8MPRjnsU98UrgOdW9985nvdFtd1E4FLgSmDaaMc9Sp+JLYBrgLWrx+uPdtyjuC9OAd5Z3Z8KzB/tuLu4P/YEXgRcP8D6/YHzAQG7Ab8bqsyx1vLI0CZLDbkvbF9s+5Hq4ZWUa2qWR3U+FwCfoIyT9thIBjeC6uyHtwMn2X4AwPY9IxzjSKmzLwysUd1fE7hzBOMbUbYvpZy5OpCDge+6uBJYS9LzBitzrCWPdkObbDzQNrafAvqGNlne1NkXrY6m/LJYHg25L6pm+Ka2zx3JwEZYnc/ElsCWkn4r6UpJ00csupFVZ198HDhC0gLgPOA9IxNaT2r6fTK2hyeJeiQdQZn58eWjHctokLQC8AXgyFEOpRc8h3Loai9KS/RSSdvbfnA0gxolhwOn2f68pN0p15ZtZ3vJaAc2Foy1lkeGNlmqzr5A0r7AvwMH2X58hGIbaUPti4mUGTAvkTSfckx35nLYaV7nM7EAmGn7Sdu3AjdTksnyps6+OBo4C8D2FcAqlAETx6Na3yetxlryyNAmSw25LyTtBHydkjiW12PbMMS+sL3I9nq2p9ieQun/Ocj2sAaE62F1/j/OobQ6kLQe5TDWLSMY40ipsy/+AuwDIGkbSvK4d0Sj7B0zgTdXZ13tBiyy/dfBnjCmDlu5e0ObjDk198XngNWBH1XnDPzF9kGjFnSX1NwXy72a++EC4FWSbgCeBj5se7lrmdfcFx8EviHp/ZTO8yOX0x+aSDqD8qNhvaqP52PAigC2T6b0+ewPzAMeAY4asszldF9FREQXjbXDVhER0QOSPCIiorEkj4iIaCzJIyIiGkvyiIiIxpI8IiKisSSPiBhRkqZKOlLSppImjnY8MTxJHuOApA0lnSnpz5KulnSepC2HUc5akt7VjRir8t8r6UZJ3+9WHSNN0uUj8Zxuk7S44fYTJH2pmjNkjqTNW1avSBmE8DXA4mr7KZIelTS7Q/F+U9KBkmZLeqK6mj46KMljOVcNR382cIntf7C9M3AcsMEwiluLMl9Ko/qrgQnreBfwSttvbBpYr7L9kpF4Tg86DrjF9rbAl3nm52ZT4NuUq5lbWx5/tr1ju8IkTWhY/07ANVV5y+1Q66NqtCcpya27N2Bv4NIB1h0B/B6YTRkDa0K1fApwI/ANYC5wIbAqZU6ER6vtPzdQGdXzbwK+Wz1/s371fgC4vrodWy07GXgCmAO8v9/2U4A/AqdRBvL7PrAv8FvgT8AuLdueA1xd1TujWrYacC5lQqDrgde3W1Z3HzWMZ/FAdQ2yfPFA+2mw96dN7O32xaDPBf6zeu8uA84APtQa02Cfm5b1qwFXtzzeFzin3zYbtnmPr++37EdV+VcC/0EZq+7Kan9dBkxq2XbLatkcykCgd7Ssmw+sN9r/i8vbbdQDyK3LbzC8F/ifNsu3AX4OrFg9/hrw5ur+FOApYMfq8VnVF8Yz/sEHKqPabgmwW5t6d67+wVejjLs1F9ipWtf2n7wlnu0preWrgVMps54d3PrFBKxT/V2V8qW7LnAI8I2WbdZst6zuPmoYz+KB6hpk+eIh9lPb96dN/O32xYDPBV5MSQirUFoEf6Jf8hhon/Sr92Dgnqqs2ZQBCE8d4nM6hWcnjz8Cx7c8Xrfl/seAd1f3V672zy4tMV3Usu18kjw6fsthq/FrH8oX1FXVceZ9KFN29rnV9uzq/tWUf+4mZdzmMiNZf3sAZ9t+2PZi4KfAy2rEe6vtOS5zLcylfDmY8gXbGtt7JV1L+YW6KWW48TnAKyWdIOllthcNsKzJ66sbD4PUNVgMQ+2nOu9Pu30x2HNfCvzM9mO2H6IkiSb7pM+OwEdt7+hy2OhCShKpTdIqwDrA8S2Lj5T0++o1vYulM0K+mjLY4e+rx3MprZPoojE1qm4My1xKc78/Ad+xfdwAz2ud++Npyq/XWmVImgI83DzUQbXGs6Tl8RKqz7GkvSiHSHa3/YikS4BVbN9czSS4P/BJSRfZPr7dsn51Dvb6hoynz0D1D7R8GPvjWe/PQPuiznOHMNTnBmBt4NYqjucArwI+1aAOgG0p82g/VZXzZsrUsnvbXizpUspnG0oL8OqW5+4MXNKwvmgoLY/l36+AlSXN6FsgaQfgOuBQSetXy9aRtNkQZT3EMzs4LxpGGb8BXi3puZJWo5xx85tGr2hgawIPVF+WW1MmfULSRsAjtr9HGab+Re2WtSlvOK/vWQaqa4gYlnU/td0XQ/gtcKCkVSStDhzQZps6++TmlvreD5zrMvFUE9tTPqOtjy+vEschwEsoLTcok71tV8WzM2WGwLQ8uiwtj+WcbUt6DfBFSf9KaerPB46ldEJeWJ0N9STwbuC2QcpaqDL39fXA+bY/LKldGXcNUsYfJJ1G6XAF+Kbta5bxZfb5BfAOSTdSOn37DpttD3xO0pIqxncOsKx/rDc0fX0DGKiuAWPowH4aaF8MyPZVkmZSvrTvpnw5L+q3zUD7pPVzcwZwvsqcOlcAM2hue5a+dignJ/xU0hsph8Fusd3Xuj0dOK86jHYT8CBwwzDqjAYyn0dE/J2k1atf988FLqWcpfWHEah3CvC/trfrQtnzgWm27+t02eNZDltFRKtTql/wfwB+MhKJo/I0sGanLhIEkLRqVd6KlL6o6KC0PCIiorG0PCIiorEkj4iIaCzJIyIiGkvyiIiIxpI8IiKisSSPiIhoLMkjIiIaS/KIiIjGkjwiIqKx/w8NyWrF+MKvbQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -177,14 +188,16 @@ } ], "source": [ + "#pf cumulative density function\n", "def g(s, x): #x is a dummy for theta star\n", " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", - "plt.title(\"Cumulative function for the angle distribution\")\n", + "#plotting g(x)\n", + "plt.title(\"Cumulative function for the angular distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "\n", - "#plt.plot(x,g(s,x))\n", + "plt.plot(x,g(s,x))\n", "plt.show()" ] }, @@ -192,11 +205,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Boosting muons four-momenta in the laboratory frame\n", "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", "\n", - "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*, cos\\theta^*) $$\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", "\n", "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", @@ -213,19 +227,19 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "4 To find out the inverse cumulative distribution function we sample " + "4 To find out the inverse cumulative distribution function we define a uniform U(0,1) distribution and by interpolating the cumulative density function we extrapolate the angular value from the fitted function" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 25, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -244,7 +258,7 @@ "\n", "fig, ax = plt.subplots(2,3, figsize = (15,10))\n", "\n", - "N = 10**6\n", + "N = 10**5\n", "\n", "#angles on which we sample the inverse CDF\n", "theta_star = np.linspace(0, np.pi, N)\n", @@ -293,23 +307,29 @@ "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1])\n", "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2])\n", "\n", - "ax[1][0].set_ylim(0,12000)\n", - "ax[1][1].set_ylim(0,12000)\n", - "ax[1][2].set_ylim(0,12000)\n", - "\n", + "ax[1][0].set_ylim(0,3000)\n", + "ax[1][1].set_ylim(0,3000)\n", + "ax[1][2].set_ylim(0,3000)\n", + "plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0.3, hspace=None)\n", "plt.show()\n", - "\n", - "#https://stackoverflow.com/questions/6216881/python-interp1d-vs-univariatespline" + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be noticed how changing the interpolating function leads to different distribution. In particular the 'Interpolate Spline' method is not able to fit the extrema of the distribution leading to a wrong angular distribution.\n", + "From now on, we will use interp1d as fitting method." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ - "import math\n", - "\n", + "#CoM momentum cartesian components \n", "def mom_mu_cm(m_muon, s, t, p):\n", " #p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", " p_norm = np.sqrt(s/4-m_muon**2)\n", @@ -318,53 +338,59 @@ " p_z_cm = p_norm * np.sin(t)*np.sin(p)\n", " return p_x_cm, p_y_cm, p_z_cm\n", "\n", + "#positron energy in the laboratory frame\n", "def e_pos_lab(s, m_e):\n", " return s/(2*m_e)-m_e\n", "\n", + "#positron momentum in the laboratory frame\n", "def p_pos_lab(s, m_e):\n", " e_pos = e_pos_lab(s, m_e)\n", " return np.sqrt(e_pos**2-m_e**2)\n", "\n", + "#lorentz beta function\n", "def beta(s, m_e):\n", " e_pos = e_pos_lab(s, m_e)\n", " p_pos = p_pos_lab(s, m_e)\n", " return p_pos / (e_pos + m_e)\n", " \n", + "#lorentz gamma function \n", "def gamma(s, m_e):\n", " return 1./np.sqrt(1-beta(s, m_e)**2)\n", "\n", + "#CoM energy\n", "def Ecm(s):\n", " return np.sqrt(s)/2.\n", "\n", + "#boosting the muon-four momentum to the laboratory frame\n", "def boost(s, t, p, m_e, m_muon):\n", " e_cm = Ecm(s)\n", " b = beta(s, m_e)\n", " g = gamma(s, m_e)\n", - " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz sempre uguali -> no boost\n", - " px = g * (b * e_cm + px_cm) #energia e px dipendono dall'angolo\n", - " e = g * (e_cm + b * px_cm)\n", + " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz does not change \n", + " px = g * (b * e_cm + px_cm) #boost px\n", + " e = g * (e_cm + b * px_cm) #boost energy\n", " return px, py_cm, pz_cm\n", "\n", - "#quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*, phi* e phi*+pi\n", "\n", + "#montecarlo sampling to get theta^* distribution with inverse cdf method\n", "def mc_sampling(s, m_e, m_mu, N):\n", " prob = np.random.rand(N)\n", " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", - " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", + " muon_1 = boost(s, theta, phi, m_e, m_muon) \n", " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", " return np.asarray(muon_1 + muon_2)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 33, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "\n", + "#generating 10^5 events\n", "events = mc_sampling(220**2, m_e, m_muon, N)\n", "events = events.T\n", "df_monochromatic = pd.DataFrame(events, columns = [\n", @@ -381,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -416,48 +442,48 @@ " \n", " \n", " 0\n", - " 25238.584081\n", - " 28.407975\n", - " -8.763293\n", - " 22119.123559\n", - " -28.407975\n", - " 8.763293\n", + " 29936.468601\n", + " 9.550662\n", + " 0.249436\n", + " 17421.239039\n", + " -9.550662\n", + " -0.249436\n", " \n", " \n", " 1\n", - " 22781.240787\n", - " -29.011363\n", - " -8.789833\n", - " 24576.466853\n", - " 29.011363\n", - " 8.789833\n", + " 28582.241239\n", + " -16.190485\n", + " 12.462730\n", + " 18775.466401\n", + " 16.190485\n", + " -12.462730\n", " \n", " \n", " 2\n", - " 18369.925260\n", - " -16.498972\n", - " 7.474009\n", - " 28987.782381\n", - " 16.498972\n", - " -7.474009\n", + " 28909.847562\n", + " 8.673033\n", + " -16.449374\n", + " 18447.860078\n", + " -8.673033\n", + " 16.449374\n", " \n", " \n", " 3\n", - " 20070.309036\n", - " -5.259116\n", - " 25.052770\n", - " 27287.398604\n", - " 5.259116\n", - " -25.052770\n", + " 21580.326703\n", + " 24.623046\n", + " -15.328999\n", + " 25777.380938\n", + " -24.623046\n", + " 15.328999\n", " \n", " \n", " 4\n", - " 24843.867898\n", - " 14.527988\n", - " -26.380967\n", - " 22513.839743\n", - " -14.527988\n", - " 26.380967\n", + " 19650.786742\n", + " 22.277817\n", + " -9.479529\n", + " 27706.920899\n", + " -22.277817\n", + " 9.479529\n", " \n", " \n", " ...\n", @@ -469,86 +495,86 @@ " ...\n", " \n", " \n", - " 999995\n", - " 22702.275168\n", - " 6.310743\n", - " -29.595626\n", - " 24655.432472\n", - " -6.310743\n", - " 29.595626\n", + " 99995\n", + " 28070.090238\n", + " 9.926393\n", + " -20.533999\n", + " 19287.617402\n", + " -9.926393\n", + " 20.533999\n", " \n", " \n", - " 999996\n", - " 20967.776186\n", - " -24.962667\n", - " 12.432218\n", - " 26389.931454\n", - " 24.962667\n", - " -12.432218\n", + " 99996\n", + " 19891.410575\n", + " -24.824996\n", + " 3.235090\n", + " 27466.297066\n", + " 24.824996\n", + " -3.235090\n", " \n", " \n", - " 999997\n", - " 24200.375271\n", - " 26.556866\n", - " -15.005702\n", - " 23157.332369\n", - " -26.556866\n", - " 15.005702\n", + " 99997\n", + " 21144.503818\n", + " 4.599481\n", + " 27.866550\n", + " 26213.203822\n", + " -4.599481\n", + " -27.866550\n", " \n", " \n", - " 999998\n", - " 28677.414149\n", - " 12.342536\n", - " -15.645323\n", - " 18680.293492\n", - " -12.342536\n", - " 15.645323\n", + " 99998\n", + " 28706.707870\n", + " -8.920108\n", + " 17.641080\n", + " 18650.999771\n", + " 8.920108\n", + " -17.641080\n", " \n", " \n", - " 999999\n", - " 22340.134236\n", - " -24.856358\n", - " -16.727038\n", - " 25017.573405\n", - " 24.856358\n", - " 16.727038\n", + " 99999\n", + " 23197.853244\n", + " -27.119818\n", + " 13.993940\n", + " 24159.854397\n", + " 27.119818\n", + " -13.993940\n", " \n", " \n", "\n", - "

1000000 rows × 6 columns

\n", + "

100000 rows × 6 columns

\n", "" ], "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 25238.584081 28.407975 -8.763293 22119.123559 -28.407975 \n", - "1 22781.240787 -29.011363 -8.789833 24576.466853 29.011363 \n", - "2 18369.925260 -16.498972 7.474009 28987.782381 16.498972 \n", - "3 20070.309036 -5.259116 25.052770 27287.398604 5.259116 \n", - "4 24843.867898 14.527988 -26.380967 22513.839743 -14.527988 \n", - "... ... ... ... ... ... \n", - "999995 22702.275168 6.310743 -29.595626 24655.432472 -6.310743 \n", - "999996 20967.776186 -24.962667 12.432218 26389.931454 24.962667 \n", - "999997 24200.375271 26.556866 -15.005702 23157.332369 -26.556866 \n", - "999998 28677.414149 12.342536 -15.645323 18680.293492 -12.342536 \n", - "999999 22340.134236 -24.856358 -16.727038 25017.573405 24.856358 \n", + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 29936.468601 9.550662 0.249436 17421.239039 -9.550662 \n", + "1 28582.241239 -16.190485 12.462730 18775.466401 16.190485 \n", + "2 28909.847562 8.673033 -16.449374 18447.860078 -8.673033 \n", + "3 21580.326703 24.623046 -15.328999 25777.380938 -24.623046 \n", + "4 19650.786742 22.277817 -9.479529 27706.920899 -22.277817 \n", + "... ... ... ... ... ... \n", + "99995 28070.090238 9.926393 -20.533999 19287.617402 -9.926393 \n", + "99996 19891.410575 -24.824996 3.235090 27466.297066 24.824996 \n", + "99997 21144.503818 4.599481 27.866550 26213.203822 -4.599481 \n", + "99998 28706.707870 -8.920108 17.641080 18650.999771 8.920108 \n", + "99999 23197.853244 -27.119818 13.993940 24159.854397 27.119818 \n", "\n", - " $pz_{\\mu_2}$ \n", - "0 8.763293 \n", - "1 8.789833 \n", - "2 -7.474009 \n", - "3 -25.052770 \n", - "4 26.380967 \n", - "... ... \n", - "999995 29.595626 \n", - "999996 -12.432218 \n", - "999997 15.005702 \n", - "999998 15.645323 \n", - "999999 16.727038 \n", + " $pz_{\\mu_2}$ \n", + "0 -0.249436 \n", + "1 -12.462730 \n", + "2 16.449374 \n", + "3 15.328999 \n", + "4 9.479529 \n", + "... ... \n", + "99995 20.533999 \n", + "99996 -3.235090 \n", + "99997 -27.866550 \n", + "99998 -17.641080 \n", + "99999 -13.993940 \n", "\n", - "[1000000 rows x 6 columns]" + "[100000 rows x 6 columns]" ] }, - "execution_count": 6, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -559,12 +585,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -576,18 +602,22 @@ } ], "source": [ + "#plotting momentum components distribution in the \n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", + "#px\n", "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000,\n", " ax = ax[0],\n", " bins = int(np.sqrt(N)),\n", " kde = True\n", " )\n", + "#py\n", "sns.histplot(df_monochromatic['$py_{\\mu_1}$']/1000,\n", " ax = ax[1],\n", " bins = int(np.sqrt(N)),\n", " kde = True\n", " )\n", + "#pz\n", "sns.histplot(df_monochromatic['$pz_{\\mu_1}$']/1000,\n", " ax = ax[2],\n", " bins = int(np.sqrt(N)),\n", @@ -598,28 +628,10 @@ ] }, { - "cell_type": "code", - "execution_count": 8, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", - "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)), kde = True)\n", - "\n", - "plt.show()" + "$p_y and p_z$ components distributions are, as expected, uniform, equal and centered in zero. While $p_x$ distribution displays a concavity and is maximum at the interval extremities due to angular distribution and laboratory boost." ] }, { @@ -640,90 +652,65 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For the energy we assume a gaussian with mean 48.4 GeV with variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. Inverting this formula we get the value for s.\n", + "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For $s$ we assume a Gaussian with mean in 48.4 GeV and variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. \n", "\n", - "As the icdf method is not runnable, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" + "As the icdf method is not runnable, due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 63, "metadata": {}, - "outputs": [], - "source": [ - "# E_gauss=np.random.rand(10**6)/500 + 48400\n", - "# theta_star=np.linspace(0,np.pi,1000)\n", - "# events=np.zeros((6,1))\n", - "# for i in E_gauss:\n", - "# events=np.hstack((events,mc_sampling(i, m_e, m_muon, 1)))\n", - " #events_2=np.asarray([ mc_sampling(i, m_e, m_muon, 1) for i in E_gauss])\n", - "# events=events[:,1:]\n", - "# events = events.T\n", - "# df = pd.DataFrame(events, columns = [\n", - "# '$px_{\\mu_1}$',\n", - "# '$py_{\\mu_1}$',\n", - "# '$pz_{\\mu_1}$',\n", - "# '$px_{\\mu_2}$',\n", - "# '$py_{\\mu_2}$',\n", - "# '$pz_{\\mu_2}$'\n", - "# ]\n", - "# )\n" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": { - "scrolled": true - }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " energies angles check label\n", - "2 49679.753930 2.031917 0.236564 2.031917\n", - "3 49354.304879 1.871847 0.220991 1.871847\n", - "6 48337.155374 1.513986 0.012230 1.513986\n", - "8 49158.501979 1.440988 0.429686 1.440988\n", - "9 49449.263304 1.826534 0.056377 1.826534\n", - "... ... ... ... ...\n", - "2000287 49396.132868 2.321544 0.115897 2.321544\n", - "2000288 49425.784316 1.726024 0.338867 1.726024\n", - "2000289 49664.740067 0.124068 0.055574 0.124068\n", - "2000291 49619.618208 2.324321 0.187288 2.324321\n", - "2000292 48785.242831 1.516292 0.264171 1.516292\n", - "\n", - "[1295810 rows x 4 columns]\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, + } + ], + "source": [ + "\n", + "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", + "\n", + "thetas = np.linspace(0,np.pi,100)\n", + "ax.plot(thetas, pf(220**2,thetas), label=r'$pf(\\theta^*)$')\n", + "ax.axhline(pf(220**2, np.pi/2), color='red', label='Max value')\n", + "ax.set_xlabel(r'$\\theta^*$')\n", + "ax.set_ylabel(r'PDF')\n", + "ax.set_ylim([0,0.55])\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", + " head_width=0.2, head_length=0.01, fc='g', ec='g')\n", + "\n", + "plt.text(np.pi/4-.65, 0.45, 'Reject', fontsize=16)\n", + "plt.text(np.pi/4-.65, 0.04, 'Accept', fontsize=16)\n", + "ax.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "scrolled": true + }, + "outputs": [ { "data": { - "image/png": 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\n", 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WB/jwG69g88oIH7nxfrLZNJ+7Y1ehz4GvsilC0Gu4sD/AZ196Ae//3l6OTue5f8iwdyLOOetHeNkFKxdM1MZSWW5+5AT/9sun2T+cxu+BNRHDQKefl1+6jh8+epz1Kzv52YFJPn7nAeAAIZ/hePxppuJJ7jk4wXg2SHYyy1d2nOSuwylOxfJY4mzs8fP3r72Yqzf18NGbduCZZ2xe3eHlZZs97B613L5nhEeO/4JPv+VKrt6yYt64S8fAj9+8g1BH11nNLD93xy7e98bn0dHRccbXFltuMd/fylpLzkLeQjKW4EPf28mfvPKZ5G2hr0Y2b5lI5vFh8Vc5YS79Hh6vr+LnXaRRyt8/M/1ngpGGLl0qzXff94ZnF09459/afqGT7eHhYT57x2P82fWXzvtYs6vCSvNsWNpFr9J41NnTN+/3VHsxs5L7nG32PLm8d0ioo2vOnyn9/n92/aVLmvfW+iLhXAmj0nMjtaOjkCzb7Dd/+eduT8IsppoT9vmSM6XBrPw+FjqIlX//YomOSpIi1VwZ02ArUrmHj01z+1PT/PvDj9AZ9PGS81YyNjZGrz9Hhx88xpC3llgGRhKWEzE4MmU5MJnk+Z/4FS+5YBUvOqeXF567ktKQYa1lbHKax05Ms/NEnN/6t508dmIaa2Flh591nV56A3m6AobejhC/+/xz+PJPn+IF56/i9j2jbFnTy4GROE/F4dB0lsduf2om3p6wn6s2drMmbPiLa7dy+4MH8Pi8bFoRPrNcunjVqNLu+SVej2HbiiAfff02/urbj/LYSJYP3HGQL997gs3dXo4MTXDBlsJYlcnlefTYJDc+dIybHz5OLJ3jgtWdPHedn/WRHD6PIRAK8NpLBzh8fJB3XLOWlSHDW685j3sPjvPvvzjIg0enGItnue/ovpkYfnr4GF0Bw0UDfv7ulefzg0dP8MzNvRXF7zGGy/oNm/oC7B61/MYX7+WPX3wu//2562a+Z64rZqUrd+UT6VzeMpUP8u1HBjkwluaefZN87/EHCPj9xFJZfnrkUaYSGe4+vJuxaBKM4b4vPgDA4GSCHx24j3Quz0SMYlIiN+cIfvPn7p/zdwn54ozmDmCymYqv7jX6hE+kUvF4nM/9cPeCJ/XzmT0HK5+XVnsxaXZScrbFTtoX+tmFvq8WJ9n1WCJWfp/ZfJ6RRJ6xVJ5P/+wIO4/ESNx9hH2jWVZ1Fb4+e55cem7Kl9WU5rVnjLEuqkTOpJP884/28MHfWQW4K7ZWUvcEhTHGCzwIHLfWvsoYswL4FrAFOAT8hrV2vPi97wfeAeSAP7PW/rDe8Un7mu/kvrxypNoT9rkGqlLp3N/85jUzty12gCt9/3yJnfJJ8kduvI93v/wyBgYG5jzYVnpAXOh3EJHTctbywPEU//noE3T4Pfzvl2/nt5+7DZtJ8YGv3002b/GYwuHVYwxdAegKGLb2FK50j2UDrFjRx0+fGuP2R0/i8xjW94UJ+71MJzOcmEhgMRjgsvUB/vza83jJBQNs7fXxsZt2zIxPgZCHzX0h+sOGq1Z5OTgc5C9ffh4AH/j63eS9Qf7Hy68kb+H//fBh/vY3ngvAJ25/lHP6T7/Py6+e14LHGDZ1e9nc5+fybWv58n0nuOdonJd/8RF6w7sJB3yMxtKks3mCPg+vumwdv/WsjVzQH+CjN+0gm83Pe99rukO8/vK1HDg2zB++aBuf+vF+rr14Dd+89wDBgJc/v+4C/vNnT+Dxedm8YmnLG1d1eLnxjVfw8bsO8c8/3c9PnzjFhmCO1d3eM5IQ5ay1HBlPsn/Kw1989ynuO5QkZ+HOo0foi/jx5C2RgJfzBwIcGrNsX9PBU6eibO4LkUmnMMawsS+MtZZ0OsOlG3sIeA2PHDiFAfw+g9eAxxQqcwzgDwS49qK1/HTPcTxeD9dfup4f7jpKLJ1lIuPlF09PMJ3KcXL6IJu6taJXmttS5yazKxA++I278Xh9C86x5mOtZXA6zUQuSHIiy02PDnFgIovfb3n42DTJrMUfCC78ewQjFV04cstuGjD/xTprLYOxHB/8/lP88PGhmQrCXUPDGCyHJ4ZJZvMwmOGn//hLnrWll0zSw+HBcS7cWkj2zK7YK827l5KMmh1bpRfnFlqqMddFRn+VfUqkeo2ooHg3sBfoLn7+PuAua+1HjTHvK37+XmPMRRS2XroYWAfcaYw5rxW7Fpc3+UkkEnVfEiBzq3Q5Sk0y13OUzi108Fms1K58klxqhLrQwdZNBzqRZhZN5fjJ4TSD8TxvvGQFEW+e37p6PZGAj1gmtejPez2G9d0+3vvK8/nYmyLcu+8kP3tqlFPRLIlMjoDH0ufL8lvPWMveU9O8/zVXzLyvh4aG5rzCnUkn+eJde+ntHzjjdp/HsKa7cIWrc5GJeD2unhtjeOE5fVyzrZe/+95jDCYs29f3k8PQHfBw5ZZ+Xri9H5/NEIlEql4nbIwhEvBw+fouftbpxePz0huuzbSmM+jjn958OS+9YBX/66ZH2ZPI0h/O0tF1glMpHw8fm+boZJpvPTTIz44kGEnCVx97DICNvUHO7fMyELS891WXsHV1XzHxkiY2dYpnrRngPa84h3+5+2n+6MXn8Nk7duPxeXnvay8BCgmkv3zlhQB84OunyOYh4D87wRAI+XndpQMcOT6Ix+flBRtD7Nmfhw4PgVCId7zoPP7ihkfZdSrBo4OG6/ePcv3lzVnNKFKN2Sen5fO4QDCCx+et6r5OTWf48I8P8aMnJvj3h8dnvvbzI4eLH2X42eEnCvfvgZWRBF0/O8Rzt69iS0eO2SfJpUqLapbS1UI8k+fGXUPcfTDKjn/dSTJrCfkMk9MpOoNebtw1xFA8R1/kzPGmfL6czuY5Gc1xbDrP0WlLPJsg7E/x4vP6mZ4YZ3WXn796+UV88WcH+KMXn8NHb32M4ZRl/aqV/HL/GMcmkrziS7u4dN0BrlrfwYlUgF4sYZPj4KlxQuEwMRvgoWPTHJ5Ic8vuYR4bTPD5Xx4jnoV4OsfBoTgbHx9hOjX/KWI1F+dmJ55zeUsskyeetnhSCT52y04++FsvXN4fX6pS13eFMWYD8ErgQ8B7ije/Fnhx8eOvAHcD7y3e/k1rbQo4aIzZDzwLuLeeMTqh9EZ4xzXb+OJPn1xyFrfSZQDz/awTzbAa1aehUs1cLXDGATd0ZnlcIROcJxqNlm5d9P6i0ei86ypFBPLW8r5b9zMUz/PsNQY7PYjp6VtyoyxjYHufj8tfspXOzk6gUMH1kRvv53lbunh6uPLlFT6Hd3hY6LhijGFl2MNAl5f3vqJQ4fGRG+/jJedsIx6d4J/Krm5Wep+N8sJt3bxkTYaDUQ+Ho/CFXx0H4M6nCycjP346StgLAxEPb3nmRg4MTvBXLzuPz96xm2w2zequ4BnHOn+Fz1PpWLmc3z3s93LRSj+rfAnuGwnwrm8+xmfw8pJze11zDBaZrRa9sJbSH2G2XD7PrQ8d5su/Osyu49NE/DFWdfh505VreOjpU0SCXt582UpuePAEJhDkuks28tV7DjKezDKWsnz+54f4vz8/hM9Y1nX5OHfXKX7tgv6Z+2/krjxTacvuUcvR6Th272EifsOl3SE2ruhgbDrO0ZTlZCzDx+4qJVzS3H30Hs5f083qTj/YHA+fyvO2rzzM4yenSWTyeIDVHXDV2iCf/O1n0hHw8ZEb78fj85wxtkT8hi0hL3/6wvX89cvO5f3fuJ/jcUvOwNd2DpLLWwrjXILvPrlr5ue+u3cKgLsOFOaxD51M0hv2EfZ7OTmZ5AN3FPou/erYvbzsolVMpPJ0zso7zb44d/qYcrasJ8S3Hh7k+09N8fVHHypUfpTZ+X/v54XbVzKVhl5/dX9/qV6903afBv4KKE9frbbWngSw1p40xqwq3r4euK/s+44VbzuDMeadwDsBNm3aVIeQq7eUwXSmyc8Sd9iY3Zyy2p+tpuS/lsqzsKUrZq04UZprDV2jlJdrf+ymQn6vlKVf6ESqVGq3nAO6SCt74ESaJ0czPHedn82deaAwwZyv7H8xpffqX77mmYVqgDo2p52rTLWWqj0hWGwtd/l9+gPBqk7W06kEnnztEgGRcITz/WkuXRvmbS/Yzj99/3Fi8RidXV386bXn8ZW7duHxB3jTFav4l7unK3rcxZzemSQLnuVN1SI+uGZNnnuHDH/+rV28eKOPz7zt+U3bG0paW2meuFAzykosJwEwkczz1n/byWMnY6ztDvDcDRH+9mWbuOHhQX7jytWcGhwmm03znV/tJRjupDPs5blbe3jgSR/ZbJ5AKMy7rr+CnUcm+dQPH+d4NM//uuUJ/v4HHlZHDFu7LKvCLGvuW8kFv1zesms4zxPjFq+BC/v9/J9Xns+tO/aTy8V4z6+fz8dv3sHWLT78wRBvfvY5fOqHTzCZgQ0DfTw1FGPHgWFyFvxeD90dYV5/xVpOnBpmZTCL32MIhPxE/N6Kdgl5z6uuojfkYUWnl/e+9hlMTE3z9997mKm0JZsHjy/ASy5cw31Pj/LGZ6znx7tP8vsv2MJ3HjjKn7z0nJlE/sdv28V1l6zjs3cfJBQK89X7j5HNW1YE4dyVGUZjaVZ2BM6KIx6Pzyzxec+rriKesRydSPPOb+3lkeNRYIK+kJfXXTrAwVNj+MiRt5aE9dPZGeYbDx4nk4O1HWmuOzjOs7f0Lvn5k4XVbVGiMeZVwJC1dmelPzLHbWe90q21X7LWXm2tvXpgYGCOH2m82dvY1GrbmcXuZzlX/50s+S/FvdTtf+b7u7hpu5/5fre5YqxH3KXnNxAMnXGQXiiueDyOP+DsVVgRtxpKwJOjGd5y1WrO6T37hHGp43EgGJnzGFJIcBaqoKLR6LLHh0wqySdu3cnw8DD1qkhYygnBYseiQLDQo+GLd+2ty5aCpeUxld53d8jHQMTDht4gqzq8DHSePQkuWe7Yvpzj9OzqE78Hrt3awaa+EL88nmV4eu7lSOlUknQ6O+fXROqhfNlz+U4ds7cPLv/+E6OTHJrMsms4z70n8/zscIIP//gQe0YyDCcs+SW+52LpLI+MwA8PpTk6keIFmzq48fcv45xuy5fufOysWBaqiOoM+njR9pU8e22AN14Q4Wv/7UpefelqTkzn+OmxPN8/lOfJ8Typ7NJiXWwO/fipGN8/mGLvuGVLt+FVWz1cvS7ItpVhjDEzF0hL44wxhjXdQdZ3eblkVYCPvO5Cbnzn1bzp/AhvPNfHmy7s4Kv/7Ur++vrtbOjy4veYM2KZ/VydNQYFQ2clMfxeD71Bw6YuD9t6PJy30s/rL1vF1r4Az9rUzYqwl25vFn+xMqL0+jDGcO5AhIsGQvzft1zKT/78uTxjtZ+8hR0nUrz4U/fw+199hCdGswzHc4xE00wlM5yYTDKaCbJ73MPb/msPN+1L8sCJNNPJHFetDXPDf7uE11/Uw3tesontfT42dhk2d3u4bHWAL/72Zfzk3c/l4j4YS+Z5x9d28Xtf3cVgtHFb3baTenZNej7wGmPMIeCbwEuNMV8DBo0xawGK/w8Vv/8YsLHs5zcAJ+oY37LMnniUT06Xsp/wXBa7HzedkMPSynGXMqkvH5Rnb8W0nP2OF1Kr3y0ej5/1nNYi7vm67adTScbjWY5HLfvGMtyye5iRtJ9Y+sx1e5lUkn/58WNkspqYisyWs/DwSKHR5R8//6zCvpo44xhSPGlOxKb52E338g83/HLO8aHacckYw+fu2DXnyXg6lSCdWd77v5qT22p3CKnVEpa5/mb1Wh6TSaf45x/tWXISfjmJpFL1SflzHfQZPvyqc8jkLO/97p6yJYAizinNgUZGRs6aC81O0j01HOeup6d4/Vee5JfHMzw5bhlJFrbX/fnT4zw8lOWuo3luPZDn4eE8Y4nK2thZa7lj90le84UHeGoStvZ4ueG/Xcp5/UF8xRPx5VRkGGO4cmMPf/vK83nDeSGevcYQ9MLDw5bv7I3xd3ccYCiWXXA+P9e4MGdj9lyenSfivOMbj5PJWV603sOz13gI+epbqTz7uZo9Bs01Js2lvFF9+c/MNX8uWdkR4MKVPq7f4uXV28P8wfM3MzSd4sHBDD/Yn+BFn7qHy/7uR1z32fu460iaPcMZgj4Plw/4eM15Eb7x9ku4Ym2YLYs0Vl7REeDiFfDqbQH+8iWbODAS4/anpvkf33iUvScL1XNzPU9uWK7YbOq2xMNa+37g/QDGmBcD/5+19neMMf8EvB34aPH/m4s/cgvwdWPMJyk0ydwO7KhXfMsVj8f5xK07+ctXP2POktlSZnKhF2UubxmJ5/jOwycYjObYd3KcPcdTeD2GxE8Oc2wiy7ru+bsBz7U7xFyWum1ltUoZ1GCks66lxAWGaDQ6s39y6TGXumRmMfF4nA/f8HNCnctf/jBnw8wqEjWVDHTxjOWpsTyHJn1EswbIAynuPXYIgLu+8DDP29JDj+/0GrtK10aLtJuDUxDLGq7dGiTkr7y52nwqWW5ROmkOBEPzjmulyRtQ8TKARq57Xop0KkE2bwn4lzc9mT1Ozkx6s9RlKdt843Kl3d7TyQTRaLSwBWsqMdNAbznm+vltK8M8c0OE+w5P8aO9w7zhmZ3LegyRWji97HnuMTGdy3Pf0Rj/8fAefAbO6/OwsdOwIlTYNSgQCvMnv3Yh/3jbY5yYTnF4yrJv3PLkeIJDX3+cvmChuWIkcOb4nc/nueepU3zxV0f5xb4RzlvVwUVdKVZ1+WvWcHc2n8ewtdvD1m6YSFkORD3cvW+ceCbPvv/3IL/73K38+nm9Z/1cJcuzR+JZ3v5fj7N/JMkrL1pJRy6Gxzb2Cn/5WDh7DKp0TJvvPiqZ4/eFvfzZS7bypy/ewt986z7G04bnX7iRTC7PXY/spyvoZU1PmPe87MJig+Lqr9XnsymOHz/OTb9/Oe/5zl4eOTrJm768ky29fl701DFu37n/jOfJyaX1zapxrWNP+yhwgzHmHcAR4M0A1to9xpgbgMeBLPAut+/gYYyZWVM1n/IXpbWWoViWL91znB/sm+Lrj46TzFq+v/8pfB5DyJPH7zVYPHz/8RFi6TycyHBg+glWBu1MWVO5St6slWxbWR5vNdtqzhYIRipOnCxXPB7nC3fuweP11aQh0mIC80w0G91vYqFeEZOJDJ+76wA37y9scbcqZDmnGwY6vHR3hPjd553Dv/z8ECt7Ity2e4SpVI5I5Agmr6yuyFxS2Rx7x2FF0LJudgeuMtVcISlfj1uJharlAsEQ6VSyovtptIUSMeW9H6y1VTX0rUQmPf8xIRAMLfh8LaVfx0KPN9/9z37s8mNaPRNJ568MMBTL8Yk7D/CKKzbVJOkmUgtzvTeSWcu7bz7EE8Mp3nzFKkhM4Z3npDvkKywX2NQFqZzlWMLHcDLH7lNJXvCJX3H15h7GJzL4fTn+7vYneeDQBIfGEvSGffzvV17Im68Y4EPf/HmDflvoDRqe0xPi937rPP76licYSxn+9/d28+GAl3URWN/tY3BsipndSOZZ9vX0cJT/e9eT3PrEFCs7/PzaOZ387fXbis16K4ul2qq2+ZTvUOLkfRhj6PB76Ap7+e1nFiofTxw/QTabxu9h2VUOgVBha/AL+2BzxNLbv5b/3HGSt9+wny3dHq705c/4e2o3veo0JEFhrb2bwm4dWGtHgWvn+b4PUdjxo2nMlyAon+CkTYjdJ1K85suPMjidxjBFX9jLy8/vZWQqznt+/Xy2re7ln773ANlsmkAozB9fewH/cPNjHI9bTk2nePh4mjd86UH+8AWbl3QiHAiFK14SstjV/Ir2b65TJcNZj1O2Nd7sgax8N4vZk83ldEifXZGy2J7N48k8R6JZfvc/HuLQaJzpZJa7jz6GJ5dhY6+PTC4/588tZK7f9buPDvGFex5hMp5hS4+Xi/osQZsBj4+A3xAIeFjfG2J9t58/etEm/vtz1vMnN+zhmw8PMhD28Oz+wvZYInLa7buHSOTgqmLLo/kmNaWr3sCc1QzpVLL4Xix8rZoxspTQ+MOXnL/k36NWTo+ri39vaZL5p9dffvbXistYIp2dkM3MNPQFKq4GKS8FnstCk9uFqk8yqSQfvfEe3vfG552R1F9sAl/pZHrh5Entt3udLZdOsc4X45djPr6x4wi/9/ytdX08kUrNvtiUzFp+eixPMp/ipVs7+ONn9/Ovv5iq6KQ76DVc2B/gn6+9gA/c/iR9Pd08eGSCp0azWODQ1DAXreliXYfh0799Fav6empygg7VJzk7Al4u6A/xnldcyr6xDF/51QFue/QU+ydy/Pw/nqAv7GUweYCToxk6AnnufGKYWCrHg8fj/Na/7eTR49P4vYaLVoX4zJsu5Ov3HV78QeuoFgnWeiZp59rmdfZrr5pqvs6OCH/0/A1MjY/z2FCK/ZOWw1NxbOAQ7772XFZ1zV8NL3PT6UidZFJJ/unWnXzsjie5eX+KJ0YzbB8I88LNHdz5x1fyugt7+LMXrGV9OMu3frGHVDJxxs97jKE35OHSVQFu/L1LeeHmDrJ5y1/e9Dg3PzHFrw5MVJ2oqFVTyvkaF7lNKc5EbHrOvg9L/R3m+juWJ3VKVwOPTqb5g2/t5fYDKXYPZUhnc3SRZEuPl3NWhjkVy/GLI4XE1RPDSbL56hMVANPpPD89lucjdx7m/NVdfPu/P4Pnrw/QFVh4OU9n0MtzNnbwoVeew2gizy8HvWQXCMFtPU9E6s1ay7ceOEa337IqNPca2vLbqplQzU70Lt4UubKExmIJ5OU2QYzH43zm9p1kKuxXsdDfpLz3w+yGvnNZqMnwUpLNCz3eUifHlcazWBVHPZQ/3obeIJev6+TffnWwuM2fSGMsOtYV33vZXJ6fH0sTzcCHr9/EunC+oh4GsxljWNPp539dv52b3vlM3npRmN+5tIN7/r8X8OXfuZwLBkIzu1DUan4zV1PiSt7vxhiu3NTHh15zAW++IMRLN3i4cIWHoNdw3+EpHhrM8oujKd797T38r1ue4LHBQvXc/3zZ+dz5Z8/l2RsidIcWP6FOpxILHgeafb4Xi8UWTTbNNcYvNykS8hmuXOXhVVs9nL/Sz+2Pj/DqL+zgOw+fmPlbNkOjfzdQgqJO0jnLT4/DVx88xbZeL68/P8InX3ce564M0jVr8Fhs4unzejh3ZZDv/eEz+djrLiSTs/zF9/bxo0NpTkwv3FRnNn8wXNGEqPwq2Zwn5E1SqjSzm8VcfR+W8TvMV2WSy+e54b79/Po/7+DHT0c5NZXmGav9vPmiDv7tty7i2Wt9PGO1n4+95lzeeF6Il24Jsq7Lxz1H47zxSw/yi/2jFceQt5avPnCS255OMZaC9//aZr75zudw4drq1rhdd/4KrtkYYCJteHCYeXcYqWcTUhE3evjgELtPxdjcmae0uq5Wk5q5GojVornyGdtT1sl8y93qrfxvVBqT0snFG69VU/Vx9s9UN1mc/bwudFJSadO4Wpn9eL/9jDUcHUvwwz2nGvL4IlD5xbLP/+o4Q/E8z1xtuGp9oZKpVlfVPbOWS9djfjO7KXG1F8a8xrAqYris38N128L84A+v4M3nh3jNeRFu/IOr+f67nsXbrujjG7//DN71knPpX2BHoWrV6nhUL+XjaiXJiErva7HvqfR4EPYZnrU+yDffdgkXr+3ib297ivtOZsgXj1sfv3nHWX9bzbHPpARFHWTzlp+fyDOWyPPhV53Dc9cF6KhB7bzXY3jVpat5w0U9vPfazUQzee48mORVn9/BZ35ygONTGU5NJUmkc3Nm5qDyCdHsq2TL2dK0ErXIHFpriWfy7Dk5zS/3jXDnE8OciOYYSVimUnmiqeqSOdXEPJ3K8cVfHefbuyf44J3HyVnDs9b4uOn3L+XClb45uycbY1gVyHJuYIoXbQ6Ryub5o288xl2HU4wv0nl6JGG5fV+Cz/3iGGs7PLxis4fXX7ZqyXtqb+zycmlfnhNxw96Rs68OlwbMer8ORJw0exy66ZGTeAxs6lhaddNizmogVqOlcU4mkOtdFVD6G5XvPLTYScvM8ayKpM1Sd+CAM5/X0nKO+Y65jW5aWv54Lzynl80rI/zHPYcaGoPIYnOJkXiO/3rwFNv7vGzpbsypSiXzm6r7FJzVJHJ5Y3PQa+gJGjZ2GTb1hfF6TN2uvJfG2tIOT266wl9+LrPcY04l50VLTdhs7Avx5d+5nP9xzWaensjx88NJsrn8vK8DzbFPc6JJZst7dMQykoAXbgrxa+et4PEDZ++Werqx4sL3Ndcbz+sxvPHyVRw5PsiRmCXtCfKv9xwhZ+GHn7kPgIDXg8dAOpunMLWOcdOTO/FiCfv8rAzlWdeTJZ7OMV/fzEqvki2lodhs5c05F2vkWS6XtxydthyLWgbjlmQuznf27pzrEfjeP/6SsN+DzwM7B/cyPp2mI+Dhy786wpq+wmPmLUxMTvHESIav7ThGLm95bDDBV3ac5IlxMN4s//XgKR4bTPDxHz3F3U8Mgi/AobEkhknWdnq4qgsG/CmCkTB+7+IH1mAoxOaQj0+/9Sq+8cBxPn3X09y2L0H6O3v4zWdv5hmbV9Ad8jESTXPfgVG+ds/T3H80T8Rv+MfXnMuj+49XtWZ5vufr3K48w0kPD59Kc2Akxrb+2l6xEHG7eDzOh79zL+9++WWsXNnPDx8fZn2nh6ALegiWHzMqzUMud2xeSq+e0gn5fOPGcvr/zFbNzkOBYJhslUsZKt2BY/HHducY6vUY3njVBj7546c4MZFY/AdEGiBvLfcdT7Gyw8+Vq7xQg10oajFPhfmbNy52klxJU95Kx8TS8pE/eukFQGE8/ewdj83bB61Wqm3uvJjyyralXFsrPQelxvHLGWcr+dmlXkDwGMOfvHgrO546wc7BDJ+8+ygLPVrp7xIOh0kkEhXtwNiKlKCosd0nozw1YdneY9jSO/+ft3D15wj+cCcLtU5ZaHcKr8dwTp+P9772CqaSGf73tx5gMpnhBZdsIZnzkEqn2fHUSbA5vD4fF61fwb1PjzCdyrF3zPL4WJKfffyXPPecfq67cBXXXriaHv+Zj1HJwFmrQWt2H4cF11HnLF9/eISb9iVJ5SDohTURw6ouP297wXms7uvCk0/z/378GIlMlnTOcvX29YzGMtx3cAyvMYwncpyI5tj7kwNzPsaOE/tnPn7g+LHiR1l2DR8FYOeJBBG/h8vXBxkIG/7m5du54Z59ZLNp0qkl/P5eD29/zkYOHjnO46M57j04xg/3DgOFwbuUzOrv8HN5v+Gi1RFefG4fj+4/XtXjzNe4zhi4sh/uOgEf/P5T/PvvXlH9LyHS5Izx8MnbHuLVz7uM4Wia563zL/5DDVCqGPCHOyvegjOTXt7YnEmnTjeyrEL5ZG92QuKMJSgVNsN0SjPtXb/UBNY1G4N8Evjew9UdR0Tq5fC0ZSxh+ftXbOHJQycr3oViIbU8uZ7rZHaxXScW+nq1u9CVGi6X/8xSrrzP1QdpseRx+Un6TOPnJeYFSpVtHn9o0WPaYhd1l5sEnt3Euh4uXOkjkYPv7BriBevnn1eUJ5w+e8djVV+4bRXunh00GWstn7z7CGEfXNY/9wyhfECo9OpPJW+87pCftZ1e1vcG+IPnb6ajo4NYLMZHJkfIZi2BUJA/eckmPpuaIptNk8lbJnMB1q/u5+f7x/mbm/fwNzfv4dyBCCafpf+RIQbj4PMk+cfbdtHZ3cPgVApf0nB8dIpj0znSNs9XHzjJQ4MZEpk8f37jXvYPpzDk8XsTTN3yBNsHOjh3IMJlGzKsWdFT8d9y9vaspcz3RDzDl+4+yPf2JUnnk6zt8HBeL6yOlPbCDvDS8/tnfv+BiJdsNgcY3nhRN1+4cw/XbOziT37tAj5+8wN4/CH+x3UX8ek79vCul19JZ0cHY6Mj/Psv9vHnr7gSjwc+/6PH+YMXbuXTtz2E8Qd513UX82+/PMifvPQcvvSzA/zRi8/hX+5+mjXdtenSG/QaLl2R56Jey/XPuZx9oymiySwrOwNcvK6HjeEMn/n+w/i91WVUF9qbuiTsgyvXBLn/8CR3PjFSg99GpPkEQmHu2H0Sg2VNOFfY+NoFFjtmzHVCvdxlI74FKiEqOXkvT3L4vYVGdIFgmGx2ellxVWo5SYbFqkHcpNoElrWWkZERvnHPQfojXn74xCjPWdWAQEUWkLeWx0ctfSEP152/gicPnVzW/Z0x76nz7nKLjRO1bsq73HFp9vi21IT0clRa2VYa3yI9/U2TNJ7LlWv8GK+PHScTTCSyzDfklvoFNmpHRDdSgqKGHj42xe6TMZ6xyuD3mjknRrXY27cW/B7DuoiPv7ruXD7wug6eHo5y195BfvbkIDsPJ/jHn5S2KDKAH47H+fbee8+6n3uOHcNjChUMHn+hDC+bh3Te8ov9o3xv16mZe7lqUw/XnLuCsUSWfD5PIpFgwUxtMIK1luHhYT5z19P0Dazihp0niKVzbOzy8NfXbeaXT5yqaHlDKfs6e9mKtZZ8OklvZ5huX46B7iCeVICw30NvpJDh9HsNIb8Xnwc8HkNn0EvAa85qsrTY41c7qIYjEZ6ztY9rLzmdObXWcujQoaqavZVU+to7t8/LSDLMx+98mheurf5xRJpR+Xs0n89z974x1nQU3uvL2PSioRp5fKnm5L2U5HDi+LfQdqKVcPpYXY1qlryUn4xs7fHywMkEF/UEzpgUlo6b7VpiLI13ZCrHdAZetDZQ1RxrPnNtJ1lSSWPFZqqiWorZ49t8CenlqkWFgj8Ycm3SeLElPKXKlFw6zRpPksfzfv75Z4f4zO+unXNsrbaqphUpQbFM5S/Kr9x7lO6gl63dZzaknD0w1vqNNVdZ1lxdbRfaM/6cgU7OGejkrc9Yw8dv28XrnrGRT33/URJZSw4PXn+Al164hrsfP86bnrWVHz9yhHDQy59ddwFfvutxcrkMf/iSc/jXXxwkm00TCIV572uvZiyWZsdTx/nPBweJpXJ8+icHAbjnM/fSYdJs6gtzYiLJ2p6zqw9SOcvx8QRv+cpuBpMePE8f5dWXr+P3nr2Ob/98Nxs7LJUeNMonY+XPRflg98nbHuJvfvOaiu6vWuWT5MCsyq50Kok1vorWR55REreEA2clr71cOsW6oOUXJ/IcjPjZ3LhkuogjSonQD9/wczz+EGnr5dhknqsGDIX0avOo5D1eq0m3E1f9FjLf7xUIhgoTZDlD6WRkdbCQgTs2lWFL2SFoqb2hRJbqibEcXX7Y1FO7xj/LGXPcclGxVqoZ+92anHHquahkR6a5YitVhHu8hXOPga4Q26Jpbnl8jD84MswlmwZmdqYq1yqvuaVSgqIK5VcTSkovSk+kh7uejPP2Z60lOTE08/WlvMCqHRTKX/yzM8SVPl7572WMYW13kFXhQjVEwO8hEPLz+stWMTg2zTXbenn4qWN4fB46At4Fr6wEyfCrx/Zz+ao+3vvaqxmcSvE3391FMBjkF0+Pc3A6yc8+dx+dQS8hL+wZe4ScNZyYiHNistDIIezzcNkqP5/4zWewff1KYrEYmXSy6lK0+TLDpeeoEeV/802Sq1krXiqJKx8Ql9pdeb7X2paVYYazlseGE2zsaK4TNJFqzZ5ADCYK74fVkdZ87ZcnZpdyzHCr5VZLtKvOgKHLDydjli2RMxsKqqu81NJcfQ9Kn+8fjjOSyHPlgHFVxU6jThRr1chzIdWMkRpPzzT77zH7tbzwEp7IGReIL+jJcyjq5Sv3HeMD/R185Mb76t7ktNlom9EqzLdHbSAY4vBkFgu88qKVy36cuba8SScTMxURc64zDp7dYLLSk9V67L1rrSUajRKNRvGXddBZ3R3k/P4QH331ubz5/BAvPyfM/3nFdl596Wr8xpJMZwn4PFy5sYfLB3y8dIOHV2/1cMWaIOt6Q2f87nMlHJzaBqkWmebZCZLy53zenylbO/jPP9pTVjlTeTfoubZXMsbwjuesI5op7JIi0urKx9DBOIS80F27beVdp1WvzrTq71VvazsMQwnI5U8nzGs5JxCB8ia5mbM+/95jw3gMbOl2T3Ki1tKpJOnM3GsGS7tzDA8PL3kOW8lctJox0u3jaSU7ItbyvOCMLaQX2Z60/Dxo9vMR9MKWbg+3PHqK4emUEsFzUIKiSvO9iA5PZjlnZZhNfbV5My80KCz2pigN+ItNLsrftLV+c2RSST5207186pYd8+497zGG/oiHV13Qy19fv51rNwf5f2+5kK//wXP4x9dfxKUDflZFTvd6KJVhz3SAn+dxazWxOv33yVe0k8li+yjPvt9al835g+GzDv6VmO+1ds05vXQFDE9NKEEh7cNaGIpbVkcafxXPrSW1bqK/UX2s7TDkLAynCq/5dm7OJvVVngwufZ7LW+7YO8qmLi/BKhuAL9VC1RxOMcYsaw5bzVy0FZSaZ5afZ8xOSNTyvGC2xc7VPnXLDj5920NzPh/bunKkc5b/uv/wHD8tSlDUQCJrGYrlCZOc8w2QTiVJ17jLWulNMd9V9tkHgLnU801biCE0Z9Ou8piriWF2Gfa8j1ujiVXp8RKx6eKAv/BzWGmmuVReXa8DSCXPfSU8xnDBCh+jSXjsRLQm9yniJnNd4ZjOQDIHqyp4Gy10NayaGEo9hE5PLpukK6cDWnUCXskWf/U0EC5MCEeSrXv1WtzrVCzHVCrHlmLviUYkC+Lx+BljyWLjby3G+0osZQ5bPq92e9VDrc0+zyg9j+XnFaW/aTqVaMhzWB7bfMvLu/ywptPLDx4fJZ9f/EJou1GCogZORAsvqC0rQouWGi1VvZYuVDsQLuegMW8DsypiqNXJd7WPV+sBv1kOINt6vfg9cMMjg06HIlJz8XicD37jbj52070zk9SRYpuYVeHGnKiVGviWHt/NY4MbrjCCu/9GSzX7ddBoPo+hLwSjqTNf904tm5T2cngiS0fAw9qOwmlJoxKRs8eSVhxb2tHs59GtzUG39fo4Npni5ESiJRPvy6EERQ0MJgrrlTtInVVqtBRzZWlLPQacXhO6nIPGUpYfuF0lfSKamd9j2NJl+Om+cSYTrfO8iZQEgpEzJjNjqcL60E7/Aj9UY/Xa2q0S1UzGVOFRX06+DgD6Q4bxtCFf9lKod6WlSN5ajkxluWZbL17P6QSZk8kCtyRjZWlmV6RVc+xq5HFuU4+PoM/DwclsoZF+i59TVEMJimWy1jIct6wqrleuZh/yavmD9VkTutD2o3NZzkGjERUQCzWmqcV9t9tBa1uPIZ2z3LZbVRTS+sZTsDKEq7rI11O1kzFdYTyt1Y4H/WFD3homUmfern4UUg+l989QPEc6B8/bFKFR76XFmivWeyluK1nKOFjvsXOuijQ3NgcNeA0vPKeXw1M5VanNogTFMkUzkMgV1m82s0aWcdZ7rW2pQWd52XbN7ruOBy23Tnb7QoYLVkW48eGTTociUlfpPExnDCtD7ZGcKFHSYWmcriip9TGjvziPGU0t/H0iy1Xe9PzYVBYP8ODeg3POreoxZ5yrueJsyxkXa92vwi3zw7niWEpldSPGTqcr0ip1zbZeUjkYSzodibsoQbFMQ4nCm7RR65UXM98gtmi2uIFlnIutta3Jlp3BUN0m3ZXeb7W/h5ubv73q4n6eHIwxllBpt7Su8eL6+3ZLUEhl5jpRcjK5U+tjRthniPgso5ooS52VXrser49TcUt/GHwe5jypr6Y/y0JNEGfPyepZ8VxrbpkfzhfHTOP+KhIzSowXPGdLDwY4EXPXxUmnKUFRpdmVBsOJwnrl7oDDgRXNN3jMly0uT1xUUsZZqw64C2U2l9OrYrlZ69PP75LvYsZSqi3mG7CdblT2/I0hDJZ9IwnHYxGpl/F0ITGxQvMmmYPTjSxLyo9ztZ7krwhYJipf8SmyZIFgiGTWMpGCNR0LJ4WXezU8nUoSi0ZdcZK/VG45oXdLHK2iN+yjP+zhpBIUZ1CCokqzKw1GE5Z+l61Xnm/wmCtbXEmZW72dPuHNz/SOCNSp38Zi4vE4n7l9J5lFkhyVVkfUaiCPx+N85Mb7HGtU1hv2sbbTy6GJLNFYzNFYROplPGXo9FsCXveM5+IuzVI2vFQ9AUs8a0hlNVmW+jsVL7zO1kSWN+Y2ek5WT27dcaIRFqv2blXrOj2MpSCpcXeGz+kAmlGp0iCTt0xnYHO3c5PZWqzNc7rMrVT1AfDp2x7C5/c5ehCpJDlSirkRcZYOQE43Ktva4+VXxzM8eiJKINTY7V5FGmEybVQ9IW2tN1CYS4wncw5HIu1gMA4BD/QFIbOMyp3yeSSe5j61mf27BPzz/z6LzUXTqQTZvF3wPtykdNHUH+5smphrYV2nl13D2Zm2AaIKimWZLDaS6g06l6BwS8npcpUGV18de0fUWqPiLC15yWTSjmbKN3R58Rj4yVPjWuYhLSeds8Rzhh6XLNcTcUJPMUExlsjP3KbxXuplOGEZCNemCrlZ5o6VcOOOE43i9EVTJ/SFDD4DwypMnqEExTKMpwoH676gs3E0Q8lpM5ShuTnGQDDS0I7xc/0t/B7Dui4vP90/TjqZmLOpaiwW0x7O0pRKWysqQSHtLOSFoNcyljydoGhkE21pH8msJZopbG8r0s48xrAyDMNJ951/OEUJimUYTxVK0yINqkJy8wn0YtzSgXghTm8ZV4lGZcrne7429/gYnE4zmrSOLzkRqaXJdGFcVYJC2l1vAMbLKiigsibaItUYKe4WM6AEhQgDYcNECqIpLa8DJSiWZSJp6Q02rkHmUnaFqJVabf3pds0QY6PM9bfY0OXD6zEcndIAKq1lIgUBjyXkdToSEWf1BGAimSedzS/+zSJLNJKweIzzVcjNfPGvZHY/ulb4ndpB+fNUStTtHlSlGihBUbHZb/Zc3jKZLqwbaiSnTqCbobqgFbntIBP0Ga7e2MWxaSUopLVMpCzdfouLNmQScURPoHDEOTSedDoUaWHDCcuKIHg9zg66zVDhu5jZ/eg0Z28O5a+9lSEwwMNHp3DLnN9JSlBUwFrL8PAwH795x8yb//hUmpwtlEK2C6eSI+lUknS6sYOsGxID1lpGRkbOeN0t9v2NiPkFW3uZTFumU7q6Jq3BWstE6nSDwFbihrFMmkuXv/D/kycm0OtG6iFnLeMp9/SfaIXq2dn96Frhd2oHM5sEeAzdActP9401dbKsVpSgqEBpFwWP93SziaMThf2QugPuGFxrSRNaZ5fTnI6hkBEvf90t/P2Nifn523oAODZdSBqpw7s0u1gWcha6/a33Gm6Fq4PSWKUExbcfPKLXjdTFVAryFm3rTPEiXEaVDgJ9ActkxqP5NEpQVCwQjJzx+bHiHqNdNaigqEdCYPZ6tGq0emlYpX9vN2Sfq92hpRExb+gN0R0wHCv2oYjH43zkxvvU4V2a1lQh3zxzYtZq3DCWSfPweqDDD/F8gzqAS9s5vQte613kE1mq3oAlnTfEWvP0qypKUCzR0Yk0QS8EvMsfXOtxhWv2erRqVTuhXU5CpNFaPQFTT6XkzvouD4OxHLHi0ptAKLLIT4q413RxB4+uFqygEFmK7gBMpfR+kPoYT4LPA50tmhQWWYre4jJTtf9RgmLJjk6ma1I9UVKPK1zVXn1fjuUmRBqt3a8oLjWhVErurA5b8hZ+9eTgTCmalnpIs5pKF7aMDuiIKAIUlq9OZSCv8VzqYCxl6WvgLngizaAnYDHYmQqjdqbp2BIdnUjR5a98YG2Hvg6NTIjI8iwnoRQIhhgIgdfAF+7eP7O0o9SrRUs9pNlMpS3dAbSDh0hRd6DQIyDWHNccxMVmX7zIF5sSa3mHyJm8pjD2jiVb91yxUkpQLEE6ZxlP5OiuooLCDU0XRcotJ6Hk9RgGwjCYOPP22b1aRNwqFosVk8YwnYauFmx4LLJUPcX3w3Ta4UCk6c3uUzWVsuQs9OmalshZegMwnnI6CucpQbEEk8lCc8DOKiooQMsKpLUMBHNMpiyDmsFKE0vnLMkcVSWcRVpdaQnrVFpX8mT5yvtUjRe3KFcFhcjZugOQykEy295jrxIUSzAeK6S2wp6cw5GIOGdVqDDJeODIlMORiCxdqRFgK24ZLbJUQa8h4IGoij6lxiaSFkNtdsETaTXdxcaxk21+7U8JiiUoHLAtHS3Wfbgd+mRI7XT7IeiFnUeVoJDmNZkuJNo0WRY5U6cfpjOaD0htTabydAXAq6Y/ImfpVvUaoATFksQyEPIWmpm0kmq3O1VCo70ZAwMRDw8dm3Y6FJGqlcav6XQeg7a7E5mtM2BUQSE1N5GyMz1ORORMIS/4PTCZau/d8ZSgWIJYxhLxteaLpZo+GdUmNFrRUrfrbBWrwh5OTqWZTmm5kzSXeDzO5+7YxVQqT8QHHl3NEzlDpx/i2mpUasRay+jEFNGMpSfodDQi7mQM9ARgMm3JpJJ88raH2nJ3PCUoliCWhQ6v01G4Q7s3/lzOdp2tYFWkMIScimYdjkSkeoFgiFjG0qnlHSJn6fQXUu/aalSWy1rL8PAwf//dnQCqoBBZQHfQzFRQBEJhp8NxhBIUVcpbSzwD4RatoJDqLWe7zmbXEzT0hHycmtYMVppTNFP9jkwi7aD0vtAyD1muUsXtVLZw2qEm8yLz6wlAOl/YzaNdKUFRpWS2cEWhQwkKEYwxXLG+k8GYKiik+WRyllRO/SdE5lJqHBtVo0ypgUAwxFQKDFZjrsgCShVG7byThxIUVSqdh0V8zsbRbtSQ070uW9fJVCrPWFyX2aS5lK4Mq4JC5GylZuDRNp4kS21NpS1dfvBoyJUWk04lSWdqc7GulByebuOdPJSgqEAsFiObLRyhY8UrCa3aJNOtMmk15HQjay3nrShk6x49EXU4GpHqnE5QOBuHiBsZY+j0q4JCamc6A51+vZ5EFhLxFZLD7bx6WgmKKpWaRUXUJLPh2r0hpxtl0knufHgfHqMEhTSf0olXhxIUInMqJCicjkKaVTQaZWhoCLDkrSWahs4aXOCr5dVqEbeZSQ6rgkIqFcsWyx71lxMBIBwKsTLs4eGjk2gJjjSTaAYCHgh4VW8sMpcOvyGWKVTLiVSrtJ1zNpspbFmLKihEKtEVUAWFVCGWsUR0tU3kDCuClr2DcVJpLVaW5hHNqFmbyEI6/JC1kG7jbvKyPKXq19LJVqd6uIksqtNviGYKu0e2IyUoqpTIQocGV5Ez9IcMeQwTqdO3lRqb6sqbuFUsU7hCLCJzi/iKW42m8w5HIs2u1PBPFRQii+sKQN6e7n3YbpSgWMBcJ1jxLIR9mtCKlFtRbA8ymix7r8TjfOTG+4jH4w5FJTK/vLXEs+o/IbKQ0vujXSfJUjvTGfB7IKgzD5FFdRUvnkyn2jM5rGFiAbNPsDJ5SzYPYVVQiJwh4iv0ZhlLnXm7PxhWFYW40lg8S94qQSGykNL7QxUUslzTxS1Gja7xiSyqtNXolBIUMpdAKDLzcaLYMFgJCpEzGWNYEYKx5JmJiEwqySdve0hVFOI6p6YK2bSIKuJE5hXwgM+ogkKWbzoDnQGNtyKVCHkLY+9Uqj3HXiUoqnA6QaEBVmS2FSHDVBqGxqfOqJgIhMIORiUyt5NThYauqqAQmZ8xhohfFRSyPDlriWegS+OtSEVKW41Op/NtWYmsBEUVEtnCi0MVFCJnWxkqJO4+9oMnVDEhrmat5cjINFBYniQi8+vwQSzdXpNjqa14prAJeWfA6UhEmkeHH6KpXFtWIitBUQUt8RCZX6lR5lROl0jcwhgTMsbsMMbsMsbsMcZ8oHj7CmPMj40x+4r/95X9zPuNMfuNMU8aY17mXPT1Ya1leHiYH+0+gd9jCXhVESeykA6/IZpRBcVytPtYHC1uMdqhCmSRinUUtxr1F7fqbSdKUFQhni10IPZ7NMBK+7DWFjO3C19BC3oNYa9lok0b+rhUCniptfZy4ArgemPMc4D3AXdZa7cDdxU/xxhzEfAW4GLgeuDzxhivE4HXSzwe5+M37yCR96h6QqQCET+kcxBLZZ0OpZm19Vhc6mHSqesXIhXr9EPOQirndCSNpwRFFRJZq+oJaTuZdIov3rWXbDaz6Pf2BCwTSZUCu4UtiBY/9Rf/WeC1wFeKt38FeF3x49cC37TWpqy1B4H9wLMaF3FjBIIRElmj8VykAh3F98mJyaSzgTSxdh+LoxnwGFUgi1Sjo7jVaDv2AFKCogqJrAZXaU++CsvLevyWqbQllW3DdK9LGWO8xphHgCHgx9ba+4HV1tqTAMX/VxW/fT1wtOzHjxVvm+t+32mMedAY8+Dw8HDd4q+XeFb9J0QqUWoMPjiddjiS5laPsbhZxuFYxtLhKzT+E5HKlJp4T8Tbr3pNCYoqFBIUGlxF5tMTsFjg6eH2aubjZtbanLX2CmAD8CxjzCULfPtcA9ycJTHW2i9Za6+21l49MDBQg0jrz1pLLBYjncuTsUYJCpEKlN4nQ9MpZwNpcvUYi5tlHI5mtGOSSLVK75loG27zrARFhay1hQRF064AFKm/nkBhEH1yMLrId0qjWWsngLsprGceNMasBSj+P1T8tmPAxrIf2wCcaFyU9VXqPzGVLCxXimg8F1lUqXJ0cEoJilpox7E4loFOvy7wiVTD7zEEPHamh0s7UYKiQqlcIXWtJR4i8+v0gdfAE0pQuIIxZsAY01v8OAz8GvAEcAvw9uK3vR24ufjxLcBbjDFBY8xWYDuwo6FB11mh/0ThY43nIovzegxBryoolqOdx+J0zpLOq4JCZCk6fJZoOk8sFsPa9klUaHpWodMTWmWAReZjDPQGjSoo3GMt8JVi93cPcIO19jZjzL3ADcaYdwBHgDcDWGv3GGNuAB4HssC7rLUt11Akni0c5FURJ1KZiN+jHhTL07ZjcazYX1sVFCLVi/hgIp3nE7fu5C9f/QwGBgbaopdL3RIUxpgQ8HMgWHyc71hr/9YYswL4FrAFOAT8hrV2vPgz7wfeAeSAP7PW/rBe8VWqtMViKUERUkpHZEG9IQ9PDrZXptetrLWPAlfOcfsocO08P/Mh4EN1Ds1RhfHcajwXqVDEb7TEYxnaeSwuJShUQSFSvQ6f5US8kJD45G0P8Te/eQ0dHR0OR1V/9Vzi0RJ7PmdSSf7lx48RSxcS1yHHIxJxt96gYSqZ5aQms+JS8QwEvYVt70RkcRG/0RIPWZJYsWJNCQqR6oV9YDEkcxAIhZ0Op2HqlqBopT2f/cEQqWJhna64iSysL1gYVrTMQ9wqkbWEvarwEalUxO9hLJ7RFtJStVgGfAYC6nonUrVIca4SzzgcSIPVdbiox57PTknlCs3/1IJCZGE9wcKbRAkKcau4dmQSqUqk2D9gSJVxUqHSts7xjCXipy3WzYvUWthXTFBkHQ6kweqaoKjHns/GmHcaYx40xjw4PDxco0gXl8wVlndogBVZmN9r2NgX4olTSlCIOyWypw/6IrK4gC1cvhucSjociTSLeDzOZ27fSTRjiaj6WGRJStuhl5p7t4uGFFzVcs9na+2XrLVXW2uvHhgYqGfYZ0jltLxDpFLnr+7kyaGY02GInCWbL2x5pwoKkcqVtuQ9OakEhVQuEAyTyJ6uwBGR6vg94DV2ptlsu6hbgqLV9nwuVVCIyOLOX93J0bEEmbydKfPUrh7iBvFMaYtRvR5FKlW6An5kZEpjuVQsm4dU3tChC3wiS2JMYfxVBUXtrAV+aox5FHiAQg+K24CPAtcZY/YB1xU/x1q7Byjt+XwHLtvzOZWDoBpQiFTkvFUdWGAyZcmkknzytoeIx+NOhyUyc5APa8IsUjG/pzAHum3nIY3lUrFEcd18RDt4iCxZ2Nd+TTLrNkVrpT2frYVUXhUUIpXa1h8BYCqVp9ffXlsjibupgkKkesYY+iM+knrbSBVKjf0iusAnsmQRL5xKOx1FY2nTnwqk8gBGCQqRCm3sC+PzGCZTms2Ku5QqKDSei1Snv8NHPJ13OgxpIqUEhZZ4iCxd2FdoNZDLt8+cWgmKCqSKC01CygCLVMTv9bBpRZhJTWbFJUq9UBJZi98DPh39RKrS3+EjltGYLpUrJCisltSJLEOpB1CpArQdaIpWgWSukJjQFTeRym3rj6iCQlwjHo/z8Zt3EE/nNJaLLMFAh594Jq8mmVKxeLYwd/Z6dIFPZKlKCb52ShArQVGB0xUUzsYh0ky2rYwQTVtymsyKSwSCERI5NcgUWYr+Dh95C8dHJpWkkIrEsxpvRZYrrAoKmUsqrwoKkWpt649ggWibNfYRd0tmtVxPZCn6OwpbMXzy+49qJw+pSCILYc2dRZal9B5SgkLOkMqBh8K6ZRGpzLaBDgCmlKAQl7DWasIsskQDxU6HGU/A4UikWahiTWT5fJ7CVs9KUMgZUjlDwFvYZktEKrN1ZXGr0XT7DKjibtk85KyW64ksxUCxgqKdJsmydLF0lkxe1ccitRD2QSKrHhRSJpWHoAZYkYpZa7GZJB1+VVCIeySKW4zqip5I9VZEfBgg3kaN2mTphqcLB39VrIksX8jbXslhJSgqkM5BUH8pkYqVdkzo8quCQtyjlKAIeVUNJ1Itr8cQ8rXXJFmWbnA6BahiTaQWIj7TVmOvTrsrkMoXlniISOUCwQjdAcNUGnV8F1dQBYXI8oTbbJIsSzc0VUhQqIJCZPkKSzxs28ynlaCoQDqnJR4iS9EdKKz5j2lCKy6QyBb+1xU9kaWJ+A3xrMZzWdxQcQsvjbciyxf2Qd7CWCxNLBZr+USFEhSLyFlLxhoC+kuJVK07UCiln0xpzbI4L5G1eAwaz0WWKOIzJNSDQiowNJ3CZ9AOeCI1EC5uj35kZIqP3Hhfy2/1rGFjEaniFTdVUIhUr7u4G91kUhNacV4iawlpRyaRJQv5DKkcpHMa02Vhg1MpLacTqZHSe2kkmiYQijgbTAMoQbGIVK5QQqMEhUj1Qr5C9ZEqKMQNklmrCbPIMpSu4o3FtD2TzM1aSywWYyia1ngrUiOl99JQNONsIA2iBMUiksW1lioJFlma7oAqKMQdShUUIrI0pQTFcFQJCplbPB7nIzfex+BkUg0yRWokVFZB0Q502r0IVVCILE9XwGirUXGFRNbOnGCJSOWstcTj8babJMvS+AIhhmNpwj4d+0VqwWsMIa9hOKYKCgFSucL/SlCILE1XoFCJFC01dBFxQDqXJ5VTR3mRpcikU3zxrr34KYzjSlDIQqbjSXJ5CBpVT4rUSthv2qZ6TQmKRRSWeFgt8RCpUGn9KRSunHT5C1esj44lHIxK2t1o8aCukmORpfEFQ6qgkIokiluLh1RBIVIzEb9hRD0oBApLPAIeUNN3kcpk0kk+d8custnCINpZ3MnjsBIU4qDSVYeQlniILJnXGIJeGFGTTFlAvNi/TQlhkdoJ+7XEQ4qSOQjqryRSlUAwNPNxl7/wvxIU4qTSFV91lRdZnrDPowoKWVApQRHyqoJCpFYiPsNYLEPetv77Sqfei0hlLQENsCJL5vMYwj7DkXElKMQ5pRMq7eIhsjwhv1GCQhY0s8RD461IzUT8Hiyn31+tTAmKRaRyVhUUIsvUHTQcHos7HYa0seFoClCTTJHlCvtgaDqFbYOreLI08eKWzh6tqBOpmUixp1s80/rNZ3XqvYhkzhJQBlhkWboCHo5oiYc4aDiaJugFjxoKiSxLwOQZnEoVmyGLnC2RsVpOJ1JjpW3SY0pQtDdrLekcBDy6SiCyHF1BD6OxDNPJ9mjuI+5hrSUajXJqIjFzcBeRpQt7IWchls45HYq4VDxriShBIVJTqqCYxRjz/EpuayXWWkYnp8lbtMWoyDJ1F9dJPXlsVGXBS9SO43AtxONxPviNu9l9bEwN20RqoN23GtVYvLhE1iohLFJjweKyqXhaCYqSz1V4W8uIx+P84807AVVQiCxXd6AwUfnMDx4lHlcviiVqu3G4VgLBCMm8RxNmkRoobdU73KYJCjQWLyiVzZHKacckkVrLplMEPZZYOut0KHW34PBhjHku8DxgwBjznrIvdQMt25nBWkssFsP6gkBaPShElqmjmKCI5fVmqla7jsO1ZK0llVVHeZFaCBffR8dHp7B2HaZN+rpoLK7M0LS2dBapl4jfENcuHgSATgqJjK6yf1PAm+obmnPi8Tgfv3kH8WKGSks8RJYpkyLktUwmWz/rWwdtOQ7XUioHeTRhFqmF0hKPb92zj+HhYWeDaSyNxQsoXdwbmirsmKSKNZHaC/vaY5vRBadr1tqfAT8zxvyHtfZwg2JyhUAwQjpeGGT9WuIhsmxdAcNUqvXXzdVaO4/DtZLMFsZwbTEqsnwBT+HqVmbhKWTL0Vi8sHg8zkduvI8Lt64DlBAWqYew1zCUaP25dKXDR9AY8yVgS/nPWGtfWo+g3CKdK0xqVUEhsnxdfsOJuJJ9y9CW43AtJEoJCq+u6IkslzGGkA+S7buJh8bieQRCEYajhd26wj5ARZMiNRXyQToHyUyODqeDqaNKExTfBv4F+DLQNoekVPE3VQ8KkeXrCkByyhJNZelo5VG1ftpyHK6FZE4VFCK1FPKerkxqQxqLFzAay+AxhYt72lhcpLZKlUmjsTQrex0Npa4qna5lrbVfqGskLpTOg8+ALrqJLF+n3wCWo2MJVq/ocTqcZtSW43AtpIpX8YJKNovURMgH8fa9Oq6xeAEjsQxhn2mb5qkijVSoBLUcHZ5i+7qVLfs+q3Txwq3GmD82xqw1xqwo/atrZC6Qzql6QqRWugKF/w+PJZwNpHm15ThcC4msxaDleiK1EvIZ2rjnscbiBYzFM+o/IVInpUrQf//5k8TjcWeDqaNKh5C3F///n2W3WWBbbcNxl3TOKkEhUiOd/sL/SlAsWVuOw7WQzFlCXlr2SoNIo4W9hWWwuXxbLvPQWLyA0ViGkHbwEKmLUvIvY/zOBlJnFSUorLVb6x2IG6VyuuImUis+jyHsMxwcnsZaq5PFKrXrOFwLyawlqCt6IjUT8hXOyMcTWdY6HUyDaSxe2Egsw0BIx3eReigtVW31HkAVTdmMMW+b63Zr7X/WNhx3SeehJ+B0FCKto8Nnuf/ACPF4nA51yqxKu47DtZDMFiooRKQ2wsV10GOx9muDqLF4fnlrmUhk2dTpo5DCEpFa8hhD0AuJTGtvNVrpNaVnln0cAq4FHgJaejBO5SCgDpkiNdPhN4wknY6iabXlOFwLyVxhm1sRqY3QTCf59ktQoLF4XolMacekQgJLRGov5D29fXqrqnSJx5+Wf26M6QG+WpeIXMJaqyaZIjXW6Ycj05Z0Lt/S+zfXQzuOw7UQjUaLSzyUoBCplVKCYiSWdjYQB2gsnl/pqm5Y461I3YR8rZ+gWGqHhTiwvZaBuE02X8j9BtWDQqRmOvyF99XJSZVR1EDLj8O1kMjkyVm0xEOkhkrvp9F4W1ZQzKaxuCieVYJCpN5CXkMy09oJikp7UNzK6VotL3AhcEO9gnKDVK7w66qCQqR2Ov2Fss/jE0ku2uh0NM2lHcfhWhgrnkApQSFSOz6Pwe9pzyUeGovnd7qCwuFARFpYuFhBYW3rJikqHUI+XvZxFjhsrT1Wh3hcI5Ur/K8eFCLLl04lweOj0184Szw2rgqKJWi7cbgWxuJZAG17J1JjIe/p91eb0Vg8j5keFF6Dbe0efiKOCXkhZyGaytHZ6XQ09VHRAgZr7c+AJ4AuoA9o+UWH6WIFRVBX3URqJuwDj4Gj4wmnQ2k67TgO18J4sYJCY7lIbYV87VlBobF4fvFMnu6gF69HCWGRepnpARRt3aGnogSFMeY3gB3Am4HfAO43xrypnoE5bWaJh3pQiNSMMYZOv+H4hCooqtWO43AtaImHSH0UKijaL0GhsXh+iWyelZ1+p8MQaWmlitBWblJc6RKPvwaeaa0dAjDGDAB3At+pV2BOKy3xCHqBnKOhiLSUzqCHYxOqoFiCthuHa6FUgh7UmmiRmgr5DKfasIICjcXzSmQsm7r8FFa+iEg9hIsXXI6PTmOtxZjWq1iqtD7AUxqIi0ar+NmmVFri4ddVN5Ga6gp4OKoeFEvRduNwLYzHM/g94G3BA7iIk0JemE7lSGXb7iqOxuJ5xDN5eoKFZtgiUh+lJR437jhAPB53Npg6qfSa0h3GmB8C3yh+/pvA9+sTkjukchafKUxq2+7QK1JHnQHD1GiGyUSGnrBKQavQduNwLYzFM1reIVIHpUnyaDTNut6ws8E0lsbiWay1RKNREpk8R4bGGVgTcDokkZYV8IAB0hWfxjefBX8zY8y5wGpr7f80xrwBeAGFv8m9wH81ID7HpHPaYlSkHgpbjcLRsRg963udDaYJtPM4XAvj8ezMiZSI1E7IW7hSPjydaosEhcbi+cXjcT76vQfIWUNHQAOuSD0ZYwgVtxptVYuVpH0amAaw1t5krX2PtfYvKGSKP13f0JyVyll1fRepgxCFNcu7D55q6T2ca+jTtOk4XAtj8YzGcpE6KFUmjURTzgbSOJ9GY/G8sp4QgBLCIg0Q8kKyjRMUW6y1j86+0Vr7ILClLhG5REoVFCJ10VFc1fGN+1p37VyNte04XAtj8WzxSq+I1FLpRHR4um0SFBqLF1A6WSrtMCAi9RP2FZrStqrFEhShBb7W0vV86ZwloH2cRWou4DUEPJCwygBWqG3H4eXK5vJMJrXEQ6Qegp7C5Hi4fSooNBYvoFRuHtahXaTuQl7T1ks8HjDG/MHsG40x7wB21ickd9ASD5H66fRDNNW6A2uNte04vFxjxT3CNZaL1F4+m8bvsZwajzkdSqNoLF5AorizqBLCIvUX8hWqlnL51pxLLzaM/DnwXWPMWzk9+F4NBIDX1zEuR+WtVZNMkTrq8Bsm0nmnw2gWf04bjsO1MBItJCi0xEOkPkI+DyPRNLFYjEgkgmnt7Xz/HI3F80pmLR4KOwyISH2FvIXNfCcSGbq7nI6m9hZMUFhrB4HnGWNeAlxSvPl2a+1P6h6Zg2KpHBYlKETqpdMPx2Otm/mtpXYdh2uh1LxPV/RE6iPkhaGpJB+58T7e/8bn0NHR4XRIdaOxeGGJrCXko9WTVCKuUOj1YhmNptm0yuloaq+iaZu19qfAT+sci2tMJAq7DASVBRapiw4/5C0MTafo7up0Opym0G7jcC2MxooJCiWbReoi5DOMxjMEVkecDqVhNBbPLZG1GmtFGqT0Xjs2OsUVW1e1XGJQp+BzmCwmKAIqCxapi05/4b11bCLpcCStzRiz0RjzU2PMXmPMHmPMu4u3rzDG/NgYs6/4f1/Zz7zfGLPfGPOkMeZlzkW/fKNR9aAQqaeQ1zAaS1MoNpb5tMNYXKqgEJH6Cxffa1/71b6W3BFPCYo5TBQ7/WhSK1Ifpa1Gj40nnA2k9WWBv7TWXgg8B3iXMeYi4H3AXdba7cBdxc8pfu0twMXA9cDnjTFNOxIOR1P4vQa/jnQideE3WWLpPKl02ulQ3K7lx+Jk1hLWFqMiDVFKBmbwOxtInWjaNofTFRQOByLSojr8YFAFRb1Za09aax8qfjwN7AXWA68FvlL8tq8Aryt+/Frgm9balLX2ILAfeFZDg64Ray2D4zH6Ql4KrzYRqbVSmXErb3dXC60+FmfzeZI5LacTaRSfAa8pJAZbkRIUcyj1oFAnYpH68BhDxG9UQdFAxpgtwJXA/cBqa+1JKEycgVKLpfXA0bIfO1a8ba77e6cx5kFjzIPDw8N1i3up4vE49+8/RSqVIpPNOh2OSEsqVZq26iS5Hmo5FrtlHB6LFebNWuIh0hiZdIqQ17Zsclin4HOYLC7xUAWFSP10BTyqoGgQY0wncCPw59baqYW+dY7b5jz6WWu/ZK292lp79cDAQC3CrLlU3lPsdC0i9aAKiurUeix2yzhc2tJZSzxEGifobd2xVwmKOUwmMvg9hau8IlIfnQHDUVVQ1J0xxk9hQvxf1tqbijcPGmPWFr++Fhgq3n4M2Fj24xuAE42KtdaSWfUSEqmn0vsrkWnNSXIttfJYXEpQaImHSOOEvK079tYtQdHMHYsnE1mC2sFDpK46A4bRWIZ4SuX39WIK+079K7DXWvvJsi/dAry9+PHbgZvLbn+LMSZojNkKbAd2NCreWrLWksxZQt7WPHiLuIGWeFSm1cfikVgxQaElHiINU6igyDsdRl3Us4KiaTsWTyYyWt4hUmdhU0hM7Dsx5nAkLe35wO8CLzXGPFL89wrgo8B1xph9wHXFz7HW7gFuAB4H7gDeZa3NORP68kRTOfJWFRQi9eQ1hX5drVpmXEMtPRYPT6uCQqTRQl5I5yCda70kRd1yncVmP6XGP9PGmPKOxS8ufttXgLuB91LWsRg4aIwpdSy+t14xzmcikVEFhUiddfoNYDk6keByp4NpUdbaXzL/FhbXzvMzHwI+VLegGmSseEUv6NGJk0g9hXyQbNGreLXS6mPxSCyN3wM+j+bOIo1SSgiOxdL0dTsbS601pAdFs3UsnkxkCShBIVJXHcWtm4+rUabUQankWBUUIvXVyo3apDIj0bQaZIo0WGl+U+oB00rqnqBoxo7Fk4mMJrUidRb0gs+DGmVKXZS2vQuqB4VIXYV9pmUbtUlllKAQabxSzxclKKrUjB2Lc7k8U8msEhQidWaModNvODwSw1pNbqW2RmeWeDgciEiLC3nVJLPdjcTS2tJZpMFKSzxKFaOtpJ67eDRlx+LB8SnyFnxG6ylF6q3DZ3n02ATxeNzpUKTFnK6gcDgQkRYX8kEmD8mMa3s4Sp0VKiicjkKkvbTyEo96DieljsWPGWMeKd72vyh0KL7BGPMO4AjwZih0LDbGlDoWZ3GoY/FEojCp1S4eIvXX4TcMJqwqKKTmRuNpgl5QzzaR+ipdxRuNpVnZ62go4oBYKks8nSPs8zHHymwRqROvKZyvKkFRhWbtWDyZKGx9GNSsVqTuOvyQzcOx4Qk2AB0dHRSKr0SWZzSaJqRmxyJ1V3ifWUaLVUvSXoanUwDFJR5KUIg0UthnWjJBodW5s0yqgkKkYQpbjcJHb97JP9zwSy31kJoZi2e0JlqkAVq5UZssbjhaSFCoSaZI44V8HvWgaAelCgolKETqL2ALE5sUfgKhsMPRSCsZU9M2kYZo5UZtsrhSBYUSFCKNF/aZlqxeU4JillIFhRqridRfR/HKWyzrbBzSekZjmZkruyJSP0FVULQ1JShEnBP2a4lHWyg1yfTrLyNSdz4PBD2WFhxbxUHpbGG7aPWgEKk/rzEEvKe39pX2MjSdxGvAY/X8izRa2GeIp3PEUq11pU+n4bNMJrIEPOBRoz6Rhoj4IZZVYy2pndFYedM2Eam3sM8wqkxzWxqeTtEX8WveLOKAUuXSSLEXTKtQgmKWiUSGgK66iTRMhw+irbd8ThxUOlFSBYVIY4RbtFGbLG54OkVf2It2CxdpvFCx2XxpqVWrUIJilslEVv0nRBoo4oN4BvKa3UiNlLrKqweFSGOEWrRRmyxucDLBVDRGJttaJeYizaBUQTGkBEVrUwWFSGN1+Ao7p8czSlBIbYxMa4mHSCO1aqM2WdxILE3Eryt7Ik4oJShUQdHiJhMZgkpQiDRMh7/wfzSddzYQaRmlEyV1lRdpjFCxUVsinXM6FGmgfN4yGk3PbDUrIo0V9Bk8RgmKlqclHiKNVdpqdDqtCgqpjdFoirDfg8+jBIVII5SSgUeGxrFartc2xuJpclbL6USc4jGGFR0BJShaWTZX2JpOSzxEGifsA4MqKKR2RqIpVnYEnA5DpG2UEhSfvO1h4vG4w9FIo5ROilRBIeKc/o7ATO+tVqEERZmpZKHBj5Z4iDSOxxQaZUZVQSE1MhJNK0Eh0kClfi9Zj9537UQJChHnDXSpgqKljccL65aDKlUTaagOvyoopHaGoyl6Qh4K7VdFpN7Cxa3uEhmN4+1kJkGhebOII6y19AY9LZeg0JBSZqKUoFAFhUhDdfgNp+I6mZTaGJlOkomnWbdGhziRRihVUCSyGsfbycyWzqqgEHFEJpVk/0ickWihaa2nRXpvqYKizES8sIe3elCINFanvzCxTWTUAV6WJ5e3jMczRAJ+p0MRaRseY+gJ+VRB0WaGpwsNif06mxBxTEfQTzZvZ1YCtAINKWXGiwkK7eIh0lilrUaPTySdDUSa3ng8Td5qi1GRRrLW0hf2KkHRZoamUwx0BZ0OQ6StBSicvx4ZmnA2kBpSgqKMlniIOKOzuH5ZCQpZrpFSybESFCINk0kliSUSxFUF11aGp5P0qyGxiKNCxfPWkZgqKFrSeDyN16BSNZEGK1VQHBtPOBuINL2R6cIBWmuiRRor7PeSVA+KtjI8naK/UwkKESeVmtSORJWgaEkT8QzdIR9GF95EGirkBa+BY6qgkGVSBYWIM8JeNclsN0pQiDgvXLwgowRFixqZSpDNZshmM06HItJWjDF0Bjxa4iHLpgSFiDNCPsjmIZbOOh2KNEAyk2MqmdUSDxGH+TyFi3xa4tGiJhIZQj7VBYs4oTNgODahJR6yPCPRNH6vIaCjm0hDlZZVjUZ1kacdDE8XksEDXUpQiDjJGEPYb1RB0aomEhkCyk+IOKIz4OHYeBJrVSIsSzcSTbGyI4DRWj2RhipVLY220FU8md9wsVpNFRQizgv7lKBoWZOJrHbwEHFIV8AQS+eYiOvqmyxdIUHhdzoMkbYzU0GhBEVbKFVQqAeFiPOUoGhhk4mMEhQiDuks1uQfHY87HIk0s1IFhYg0Vit2kpf5KUEh4h5hv0c9KFpRMpMjkckT1BIPEUd0BgrJwSNjSlDI0o1G06xQgkKk4YKqoGgrw9MpjIEVqlgTcVzYZ5hMZEllc06HUhNKUBSVysoD6vwu4ohSBcXTpybVh0KWxFrLaDStJR4iDvAYQ9CrCop2MVysVvN5dCoh4rRSD6BWGX81qhRNJApPqJZ4iDgj4DX0hHzc9vBh4nFVUUj1phJZ0rm8lniIOCTs9zAaUx+hdjA0laK/M+h0GCIChP2F89fS0qtmpwRF0XjxgKolHiLOWdcTIJ5VklCWptRVvtNnAVXhiDRayGe0xKNNDEdTDHQFicViaLwVcVbYpwRFS5qIq4JCxGnreoJMp/NOhyFNaqSYoLjrkafJZnUVV6TRWq2TvMxvZDpFX9jLx2/eQTabdTockbamBEWLmkgUe1AoQSHimPU9QaLpPLm8rsZI9UaLJ0ad4ZDDkYi0p7AqKNqCtZbh6RT9HQECwYjT4Yi0vZASFK1pfKaCwuFARNrYup4geQtDLTLASmOVKijCanYs4oiQz5DI5ImldEW9lZX6/Qx0qd+PiBt4PYbesI/haNLpUGpCCYqiiXiGoM+Dz6OJrYhT1nUXGm4dm2iNAVYaaySawmMgoESziCNarVGbzG1ounCMVkNiEffo7wy0zNirBEXReCxNb9jndBgibW1dTylBkXA4EmlGI9EUfRE/HqNEs4gTTm911xqTZJnbqalCgqLbr4bEIm7R3xlgcKo1xl4lKIomEhl6wn6nwxBpa2u7C1djjo+rgkKqNzyd1hU9EQe1WqM2mVvpJOiW+/aqIbGIS6zqDDI01RrzZyUoiibiaSUoRBzm93ro8Hs4riUesgSjsZQSFCIOCquCoi0MliooImGHIxERKDSu7QsZhqZT5Fug0bwSFEXj8YyWeIi4QFfQw1Et8ZAlGImmWNmhRLOIU4I+gwGGtdVoSzs1maQ75FPfNhGXyKSSPHZokGzeMhZv/vFXCYqiiXia3ogmtiJO6wqogkKqV9r2rido0JpoEWd4jGFFh19LPFrcqakkq7uCTochImW6IoX35KnJ5p9DK0FBYWI7Ec/QqyUeIo7rCnoZmk6TzOScDkWayFQiQzKTZ/ehU1oTLeKglR0BLfFocUNTSVZ1azmdiJtEikvsSrvsNDMlKIBoKks2b+nREg8Rx3UFC8PS4dG4w5FIMzk8NAFAxK/DmoiTWmmrO5nbqakkqzpVQSHiJpHiNs+nJpt//NVMDpiIF662qYJCxDnWWmKxGN3FBMWh0ZjDEUkzKa15L21zKCKNZ62lJ+hRBUULy+byDE+nWKUlHiKuEvYXegANtsBOHkpQAOPFZiIhT45stvkbi4g0o0wqyefu2EXEmwfgsBIUUoXSFVsVwok4J5NKcuDUGCPTKaxVL5hWNBJNk7ewWks8RFyl1ANICYoWUaqg6A5pZivipEAwRNBn6A37OKQlHlKFoWIFhRIUIs7qDPlJZvNEU1mnQ5E6KJ389PhBDYlF3GVVV1AJilZRqqDoUYJCxBU2rQhzaEQVFFK54Wganwf82vZOxFGlZVYj2mq0JZ0qnvz8YOdTakgs4jKFBEXzL7FTgoLTFRRqkiniDptXRNQkU6oyMp0irP4TIo4rvQ/VKLM1zVRQRMIORyIis63qCqiColVoiYeIu2zqC3NiMqGtRqViQ9G0EhQiLqAERWs7NZnEayDk1fIOEbdZ1RVkNJYmnc07HcqyKEFBYYlHV9CHT6XBIq6waUUYa+HYuKoopDLDSlCIuEK4uNXvqRa4iidnOzYWJeCx5HLqMSLiNqu6Cs1rh6abe/xVgoJCgqKvQ92IRdxi04pC6eihESUoZHHWWoanU2qQKeICQS8EfZ6WKDOWsw1Pp+kI6PRBxI1WF7f/bfY+FBphgLFYmhVKUIi4xqa+EAAHR6IORyLNIJrKksjkiaiCQsRxxhhWdQU4OakERSsaVL8fEdca6CwkKIaaPEGsBAUwGk2zUgkKEdfw2wwBD+wfnHI6FGkCpSsFYb8mzSJusLoryKASFC1paDpFRGOtiCut7i6czzb7EjslKFAFhYgbdYe8HB1POB2GNIHSWktd1RNxh1VdwaafIMvZYqks0VROY62IC1lr8efT+L1GSzyanbW2kKDoVIJCxE26g16OjClBIYsr7RagSbOI89LJBCvCHk5NJbFWOz20klJfES2nE3GfTCrJp25/mIHO5t9qtO0TFNFUlnQuryUeIi6RTiaIxWJ0Bz2cmEw2/VZJUn+lA7ESFCLusKrTTzqbZ7y4jbu0hlJVjJZ4iLhTIBRmVVdQCYpmNx4rHDz7IkpQiLiBtZZ4PE530EPewlFtNSqLGJpKEfZ78Lf9EU3EHQaKVamn1IeipSgZLOJ+rbDEru2nc6OxQmnwSi3xEHGFTDrFF+/aS4evUBp8eDTmcETidoPTKfo7AxijSbOIG5QSFM1+FU/OdGqyMGfWEg8R91rVFWBIPSia21gsDcCKjqDDkYhIiS8YoitYGJ4OjaiCQhY2NJVkVZfGcBG3WN3lB5q/k7ycaXAqSUfAi9+rBIWIW63qChJNZYmmsk6HsmRtn6AYLSYo1INCxF2CXugKejmkCgpZxNB0auaKrYg4b2XEjzFa4tFqBqeSrFYyWMTVSu/RZq5ga/sExekKCk1uRdzEGMOmFREOjihBsRzGmH8zxgwZY3aX3bbCGPNjY8y+4v99ZV97vzFmvzHmSWPMy5yJujpDU0kGNGkWcQ2f10N/Z1AJiqJWGYdPTSVZ1a35soibDXQ1/xI7JShiaYI+D5GA1+lQRGSWc/oj7B+KOh1Gs/sP4PpZt70PuMtaux24q/g5xpiLgLcAFxd/5vPGGFcPjtFUllg6pwoKEZdZ0x3SEo/T/oMWGIcHJ5Os6lQyWMTNVEHRAkajaVZ2qLmaiBtt649wcjLZ1OvonGat/TkwNuvm1wJfKX78FeB1Zbd/01qbstYeBPYDz2pEnEs1VDwAK0Eh4i6ru0NNPUGupVYYh7O5PKemkqztCTkdiojMI51M0OEpzJlLTW2bUd0SFM1SzjYWS7FCE1sRV9rWHwHgaVVR1Npqa+1JgOL/q4q3rweOln3fseJtrjU0XTgAq0mmiLus7VEFxSKaahwenE6Rt7C2R2OtiJtFAl56wn5OTiacDmXJ6llB8R80QTnbWDyjHTxEXGprMUGhZR4NM1cpmZ3zG415pzHmQWPMg8PDw3UOa36lK7T9SjSLuMqanhAT8QzJTM7pUJqNK8fhExOFkx1VUIi439qe0Mx7thnVLUHRLOVsY7GUdvAQcSFrLSsDeXwew/5hJShqbNAYsxag+P9Q8fZjwMay79sAnJjrDqy1X7LWXm2tvXpgYKCuwS5keKaCQuO4iJus7i6cyKpR5ryaahyeSVB066KeiNut7w1zYqJ5x95G96BYdjlbrbPFY9G0dvAQcaFMKslnf/AIm1aEtcSj9m4B3l78+O3AzWW3v8UYEzTGbAW2AzsciK9ig1NJgj4PXUGf06GISJk1pQSFlnnMp6nG4ePFBMUaLfEQcb11vWFOaInHslVczlbLbHE8Xej+3t8ZxFpLLBbDzvmoIuKEQCjMtv6IKiiWwRjzDeBe4HxjzDFjzDuAjwLXGWP2AdcVP8dauwe4AXgcuAN4l7XW1fXZp6ZSrO4OqdGxiMusKS4FUKPM1hiHT0wk6I346QgoGSziVqXz2bXFJXbxdHM2mW/0KDNojFlrrT251HK2WhqZTgOFtcvxeJzP3L4Tjz9EwK/BV8QttvVH+OlTo6SzeQI+t+RUm4e19rfm+dK183z/h4AP1S+i2jo5kdCaaBGXsdbS7S+cU2uJR2uMwycmkqzrCTsdhogsIJNO8c8/2sOzLr8IKLxvz13V6XBU1Wv0bN9V5WzD0cLa5YFi9/dAUAOviNtsWxkhl7ccHo05HYq40MnJJOt6NXaLuEk8Hueztz1IR8DLSSUoWsKJiYTGWpEm4A+GZ3bbadZGmfXcZtT15Wyl5mr9nVpPJ+JW2wY6AO3kIWfL5S2nppKs61UFhYjbBEIRVncFtcSjRRyfSLCuN0QsFmOeVdgi4hJriz2AmjVBUbe1DM1QzjYSLXV/DwKOL+8TkTlsXamtRmVuw9MpcnnLWpUdi7jS6u6gmmS2gOlkhulkloGIl4/fvAOPV0uhRdxsoCuAx8CJJq1ga+sF3cPTKYxBu3iIuFgk4GV9b1iNMuUspQ7VqqAQcadVXQEGm3SCLKeVtitc2xMiEIw4HI2ILMbv9bCqK9S0FRRtnaAYiaZYEQng87b1n0HE9c5Z1akKCjnLyeKkuTdQaMonIu6yuivIULHSSZrXsfE4AOu0xahI01jXqwRFUxqeTqn/hEgTOHegk6eHo+Q1yZUyJ4sVFN/42WPE43GHoxGR2db2hMjmLUPTqqJoZkfHCuPrejXJFGka6/siHFeCovmMRFP0d2l5h4jbnbOqg2QmP1PSLwKFsuOw30NHOKzGbSIuVFp+dWxcY3czOzqeIOz3srLD73QoIrIIay2xWIwNxQqKZqxga+sExXA0xYAqKERc79yBwh7OWuYh5U5MJFjbHSKbTvHJm+8nntBJkIiblJYEHFeCoqkdHYuzoS9MPB4nm007HY6ILCCTTvLJ2x5iVaePTM42ZaPitk1QWGsZmU5riYeIi5WywNtXFRIU+waVoJDTTk4mWFM8AfIH1ShTxG3W9pQqKLQEq5kdHU+wcYWaY4o0i0AozIZiBVtpiVYzadsERSydI5HJMdClBIWIW2VShSxwgAyrugLsPTnldEjiIicmk6zt1hgu4lZhv5f+zkDTroOWwoWCY8UKilgshvoRizSH9UpQNJ+R6RSAKihEXC4QKpSV+vJZHj8x6XQ44hLJTI7h6RRrelQ5IeJm63vD6kHRxCYTGaZTWVZ3+vjM7TvJZLNOhyQiFVjbE8KYQgVUs2nbBMVwtJCgUAWFSHNY2Rng6ZEYmVze6VDEBUpbZ5VKGEXEnTb0RdSDookdHTs91gaC2sVDpFkEvB7Wdoc4pgqK5jE8rQSFSDNZEfaSyVkOjsScDkVcoHRFYL0SFCKutr4vzLGJhLaJblJHi/1DNmiLUZGms6EvMvMebiZtm6A4OVnoaLqmW5NbkWbQF/YCqA+FAKfXVCpBIeIu1lri8TjW5onFYqzrCZHO5hmJpZwOTZagNNZu6NNYK9IsZrYa7QvPVEE1k7ZNUAxOJQn4PPRGtKezSDPoCXrxeQxPnJp2OhRxgaPjcQJeD6tUBSfiKpl0ii/etZdEbJpP3vYQA5HCVFPLPJrTkbE4vRE/nUGf06GISIVKTebXdPkYnE6SyuacDqkqbZugODmZLDYPMU6HIiILKGWBc+kEW1aEePyEKigEjo0nWN8XxqMxXMR1fMVtfwOhMOuKjWybsVGbwKHRGFtWdjgdhohUKRAKs743jLU0XaPitk1QDE4mWa3lHSKul0kl+dwdu8hmM5y/KsKeE5NY7XPW9krb3omIu5Xep8241Z3AoZE4W/uVoBBpRptWFMbfw6PN1b+tbRMUp6aS6j8h0iQCxatxF6zqYCSaZnBKa5nb3dHxBBv6Ik6HISKLiAS8rOoKckgNjptOMpPjxGRCFRQiTWpzMUFxcKS5EsRtmaCw1nJqqrDEQ0Sag7WWzT2FIWv38UmHoxEnxVJZxmJpNq5QBYVIM9i8MsJhVVA0ncOjcayFLf1KBos0oxURP11BX9MliNsyQTEez5DO5rXEQ6SJZNIp7nrkIAbYfUIJinZWWku5sS9MLBYDtORHxM02r+xouhJjYWZbby3xEGlOxhi29HdwqMnG37ZMUJwqbTFarKAoNeHTJFfE3cLhMFv7I6qgaHOltez9YQ8fv3kH2WzG4YhEZCFbVkYYnEqRSDdXJ/l2Vzqp2aIEhUjT2tLfMZNsbBbtmaCYKlx9KyUo4vF4cZKbdTIsEanARWs62X1cO3m0s9KkedOKMIGgSo9F3G5TsYfBES3zaCqHRmKs7AjQHfI7HYqILNHWlRFOTCSaaqvR9kxQTBYa7JU3ydQkV6Q5XLS2i1NTSYamk06HIg45MBKjL+KnN6xJs0gz2LKyMMdqtjLjdndwJKbqCZEmt6W/g7xtrp2U2jRBkcAYGOgKOh2KiFTpsvXdADxyZMLZQMQxB4c1aRZpJptXFN6v6kPRXA6NxtiyskNLoUWaWGm+1Ew7ebRngmIqSX9nEL+3LX99kaZ24ZpO/F7Dw0cnnA5FHHJoNKambSJNpCfipzfi5/Bo80yQ291kIsPgVIpNvQFisZiWQos0qa3FJXbNtJNHW56hH59IsK5X29OJNKOQ38tFa7t5+Mi406GIAxLpHCcnk2xTgkLE9UpX3q21bFnZfI3a2tn+oSgAD+87Sjwe11JokSbV1xFgRUeAp4ejTodSsbZMUBwdS7CxTwkKkWZ15aY+Hj02SS6vctN2o67yIs0jk0ryydseIh6Pc85A58xJr7jf/qFpAPq7lZgQaXbbV3Xy1OC002FUrO0SFLm85cREgo0rNOCKNKsrNvYST+eaarCV2ihdgdUSD5HmEAgVLghtX93J0HSKyYS2BW4G+wajhHweugJtd6og0hLKK9i2r+5k31AUa5vjwl7bjTqnppJk85aNfUpQiDSb0mB7xcYeAB7SMo+2U0pQbFmpBIVIMzl3oBNAVRRN4qmhKNv6IxhjnA5FRJagvILtvNVdTCezDE6lnA6rIm2XoChtsbJxhZZ4iDSbTLow2PaHCrvwPHBwzOmQpMEODMdY3R2kI+hzOhQRqcL21YUExdNKUDSF/YPTnDOgRLBIMytVsJ27qjD+7htqjsrj9k1QqIJCpCkFQmGMMTx76wruPzjWNOVqUhv7h6bZvqrL6TBEpEob+iIEfJ6mmSC3s+lkhhOTSc7p11xZpBWct7owb3pqsDkSxO2XoBhPYAzaxUOkyT176wpOTiY5Np5wOhRpkHze8tRgdOZAKyLNw+sxbOvv0BKPJlB6jlRBIdIaVnYE6Iv4Z5rful3bJSiOjcVZ0x0i4Cv86qU17aCrsCLN5FlbVwJwv5Z5tI2j43ESmRznr+l0OhQRWYLtq7vY30Rb3bWrx09OAXDeqg7Nk0VagDGG7au7VEHhVsfGE2cs74jH43z85h1ks+oqLdIMSpOlcwc66Iv4uf/AqNMhSYM8eaqQ+VcFhUhzOnegk2PjCeLprNOhyAL2nJiiO+RjfW+ITCrJ5+7YpXmySBMq38njgjVdPHlqmnze/cnGtktQHB2Ps2FWg8xAUGvsRJpFqStxMpngWVtXcM/To+pD0SZK28puX92lq3oiTeiCtV1YC0+cao4y43a158QUF63rntnBIxAMORyRiCxF+U4eF6/rJprKcrjYj9HN2ipBkcrmODWVVINMkSZX6kp8zfYBjk8kZraelNb25GCUDX1hOoM+Vb+JNKGL13UDhRNgcadsLs8TJ6e4eG23ksAiLaA0Z754XQ8Au49POhlORdoqQeH3eLjzPS/it5+9yelQRKQGXrh9AIBf7BtxOBJphCdPTXF+2fIOVb+JNJf1vWF6wn4eP+H+CXK7OjASI5XNc25/SElgkRZy3uou/F7D7iYYf9sqQeHxGM4Z6GR1t0rVRFrBppURtqyM8It9w06HInWWyuY4MBzjvDXqPyHSrIwxXLyuWxUULranePJy4ZpOJYFFWkjA5+H8NV3sOe7+8betEhQi0hrKm/5cs32Ae58eJZ3NOx2W1NETJ6fJ5i2XFEsURaQ5XbS2mydOTZPNacx2oz3Hpwj6PGztV3JCpNVcsq6H3ScmXd+7TQkKEWk65U1/XnTeALF0jh3abrSlPXpsAoDLNvSoQaZIEylPKANcvL6bdDbP08PqHeRGjxyd4OJ13fg8OkUQaTUXr+9hIp7h+ETC6VAWpNFHRJqSPxgiGo1y+ZogYb+HH+455XRIUke7jk2yoiPAhr6wGmSKNJFSQnl4eJhYLNZUjdraTSqb49Hjk1y9ZYXToYhIjaSTieJFHbh8Q2H8ffjIhIMRLU4JChFpSplUko/ddC8f+dbdrAjk+fHjp1xfsiZL9+ixCS7b0FO27Z3Kj0WaRamLPMA5A510BX08dGTcwYhkLntOTJHO5rlqU5/ToYhIDZUq2S5Y00XY72XnYXePv0pQiEjTCgRDBIIhtvQFOTWVYncTNP6R6sVSWfYPRblsQ6/ToYjIMnk9his29bp+gtyOHio+J1dt7nU2EBGpqXg8zkduvI9MKskVG3t58LC7l0UrQSEiTW99tw+vge/vPul0KFIHu49PkrenSxNFpLldvXkFTw5OM5nQMi032Xl4nE0rIqzq0m53Iq3CWks8Hp+pZHvmlj4ePzFFNJV1OLL5tXWCQo3WRFpDyGd47rYV3PLICfJ5vZ9bzYPFq3qXb+x1NhARWRJrLdFolGg0irWWZ27pw1q0zMNFrLU8eHicZ2wuLO+IxWJks2mHoxKR5cqkU3zxrr0zfbuesWUFeQuPuLgPRVsnKNRoTaT5pVNJ0uksr7pkFccnEuzUhLfl3HdglPNWd9LfGQQ0cRZpNplUkk/dsoN//N4DxONxrtjUi9dj2HlI47Vb7B+KMjyd4tlb1SBTpNX4gqeroq7a1IvHwI5D7l3m0dYJClCjNZFW8dIL+gn7vXzv4eNOhyI1lM7mefDQOM/dttLpUERkGfzBEP5gocQ4EvBx8bpubQ/tIj/fNwLANecNOByJiNRTV8jPpRt6+eW+YadDmVfbJyhEpDV0BHy87OLV3LrrBIl0zulwpEZ2HZsgkcnx3HOUoBBpJc8/t5+HjowznVQVqxv8Yt8w5wx0sL43vPg3i0jTKbU2sNbyovMGeOToBBNxd1ajtm2CQv0nRFrPbz97M1PJLLfuOuF0KFIj9z49ijHw7K2FBMXpA6zDgYlI1conyC8+b4Bs3vKr/SNOh9X2Utkc9x0Y5Zrtqp4QaVWZVJJP3vYQ8XicF58/QN7CL/a5c/xt2wSF+k+ItJ5nbunjvNWdfPW+w06HIjXyy30jXLCmm76OAFAYuz9z+04yWfd2nxaRuWXSpyfIV23uoyvo4+4n3Vtm3C4eODhOMpPnhef1Ox2KiNRRaSePyzf00hvx87On3Dn+tm2CAtR/QqTVGGP4neds5rHjk+x0+R7PsriRaIoHDo9x3YWrzrg9EFQJskizKk2Q/V4PL9jez91PDmNVEuWoH+w+SSTg5bnblKAQaQdej+Ga7QPc/eQQ2Vze6XDO0tYJChFpDaWy4Xw+z/UX9NEX8fOFu592OixZpjsfH8RaeNkla5wORUTq4CXnr+LUVJJHj006HUrbyuby3LH7FC+9YBXhgHfWlrBORycitVS+zO4Vl6xhJJrmvgPuu6CnBIWINL1S2fDIyAifvfVB3vrM9dy5d4i9J6ecDk2W4Yd7TrGhL8yFa7pmDqgi0jpedvEaAl4P33tEuy855b4DY4zG0rzqsrVAYRndB79xN5+6ZYeW0om0mPI+FC+5YBVdQR83u3D8VYJCRFrCTNlwMMzrLu6jM+jjEz96yuGoZKkm4xl+tX+Ul128hkQiwYe/cy/DwyoFF2klPRE/L71gFbfuOuHKMuN2cOuuE0QCXl58/umldIFgBH8w5GBUIlIvpflyyO/lZZes4Y7dp0hm3LX7nRIUItISSmVrmVSCL9/5KP/9eRu5c+8g9z496nRosgQ3PXyMdC7P669cD4AxHj5x606Gh4fR7ksireP1V61nJJrmF9rNo+Em4xlu2XWCV122lpDf63Q4ItJgr7tiPdOpLHfsPuV0KGdQgkJEWkImleRzd+wim80QCIX53WdvYH1vmA/e9jgZXZlrKtZa/uv+I1yxsZdL1vfM3G6MKT7HKjsWaVbla6ABXnz+AP2dAb5yzyFnA2tD3955lEQmx9ueu8XpUETEAc87ZyXnDHTw5V8ecFWFqhIUItIyAsWS1FQiztT4KP/7lRey9+QUX/yZGmY2k/sOjLF/KMpbn73prK8FVHYs0tTK10ADBH1e/tvztnD3k8PqG9RA+bzlq/cd5urNfTOJ4FLySFVqIu3B4zH8/gu2svv4FDsOuqdZphIUItJyMukU//yjPbxwWzevumwtn7lrH4+pS3xTsNby6Tufor8zwKsuW+d0OCJSB6U10CW/85zNRAJe/kXJ5IaZSGTYvLKDtz9vy8xt8Xicj9+8g2w241xgItJQb7hyAys6Anzmrn2uqaJoywSFMsQirc8fLEyAP/jaS1jVFeIPv/ogo9GUw1HJYn721DD3Hxzjz67dTjigNdEirejMrSwtvZEAb3vuFm5+5AQ7D487HV5bWNER4D9//1m8+vJ1Zyy7CQQjTocmInU0e5ldOODl3ddu556nR/nR44MOR1fQlgkKZYhF2seKjgD/8jvPYCSW5vf/4wGmk3rfu1UinePvb3ucjSvCvOWZZy/vEJHWkEkl+dhN9/IPN/xyZqnHn770XNZ0h/jf39utvkENFo/H+ciN9808FyLSumYvswN467M3cd7qTv7+tseZcsE8uS0TFIAyxCJtoJQlvnhdF594w0XsOTHF2/5thyopXOpD33+cp4djfPj1lxLwec7K8otI6wgEQ2cs9egI+vi711zE3pNTfOj2vQ5G1p4CIc2LRdrF7GV2Pq+HD7/+Uk5OJnnvdx51fN7VdgkKLe8QaQ/WWoaHh/nwd+7l8OHD3L97Px9/w0U8fmKK133+VzxydMLpEKXMv/3yIF+77wh/cM1Wrtk+AOiqnkirm52EvP6StbzjBVv5j3sO8e+/OuhwdK2v/O+v+bFI+7DWMjQ0RDQanfn8woEg//Nl5/OD3af40O17HU1SuC5BYYy53hjzpDFmvzHmfbW+/3g8zodv+DnxRKLWdy0iLpJJF7YdzeWyfO6OXRivl+dtivCNP3gO2ZzlDZ//FR+4dY+qKeZQ73G4XC5v+dSPn+KDtz3O9Rev4a+uv+CMr/uDYU2aRVpUbGqCj313B7FYbOZE+f0vv4DrLlrNB259nI98fy/pbPsu92jEnLiUBC7fqltEWlsmleSzP3iE4eFhrLUzY8HvPGM1b3/uZr78y4P85bd3EUs5s627qxIUxhgv8H+BlwMXAb9ljLmo1o8TCIYX/yYRaXqlLSkDwRCZVJJP3LqTDeEMP3j3C3jjlWv5yj2HeP7HfsJffWcXP31iiHjamYHYTRo1Dufzll/sG+YNX7iHz9y1jzdctZ7P/taV+L2eMxroZVIJTZpFWpgvEJqpdhseHsbrMXzhrVfx28/exBd/foBXfe4XfP+xk+Ty7ZWkbNRYbC0MDw8DVts4i7QRYwz//KM9MwniQCiMMYa/e83FvPva7Xz34eP8+qd+zrceOEIyk2tobL6GPtringXst9YeADDGfBN4LfC4o1GJSEswxvCJW3fyRy+9gEBijG+87WK+/egot+46wQ0PHsPvNVy1qY/zVndxzkAHqzu8bBzo5vw13fi9rsrn1lPdx+EbHjjCp+58ipOTKdb2hPjUb1zOr5/fh88D0WiUWCzGJ255gEQsij/cqUmzSAsrVbsFgiE+edtD/M1vXkNHRwcffv2lXHvBKj546+P88X89xG89ayMfecNlTofbSA2ZE2fSSb54114inZ21vFsRaQL+YHhm84hQRxdQmCv/xXXn8fxzV/KBW/bw3hsf44O3Ps5zt/XxnHMGeMuzNtEZrG8KwW0JivXA0bLPjwHPrvWDpFMJ8nkgf+avn0klMR5fRbfX63t1H7oP3Uf97qPkkzffjz8Y4ms/vA+Al6yA515yLl99cJBYIsV3H54kmjqdLd71f36dnkjbJCjqPg7nshnIpPi767fymis3kE0l+eDX7+aPfu0iPnv7Q2SzGfzFpEQ2lXT8daP70H3oPup7Hz6/j3QqSSAYmrmaB/CcTZ18820X8ZffeJA3XLaKNtOwOXHh/+QZtzfD60b3ofvQfSz/PkrjbTqZmPkYYEtHjovD07zrTefzoyfH+PHeYe5+apS3Pnsz9eZb/Fsaysxx2xk1fcaYdwLvLH4aNcY8WfblfmCkTrFVww1xKIbT3BCHG2IAd8ThhhhgVhxfWOAbez+2pPuv/wheH4uOw1Cbsfi+WZ//Y6URVs8tr7kSxbMwxbMwN8VT81jmG26/8Z6Kfnx2PM06DsPy58ROcNNrs0QxLc5t8YBiqkRN4vlk2cdzjb//NOvzyEcWvLv5YqpqLHZbguIYsLHs8w3AifJvsNZ+CfjSXD9sjHnQWnt1/cKrjBviUAzuisMNMbglDjfE4KY4XGjRcRiaYywuUTwLUzwLUzzzc1Ms4L54lmlZc2InuPHvr5gW57Z4QDFVwm3xQO1iclvN8gPAdmPMVmNMAHgLcIvDMYmItBONwyIiztNYLCJtyVUVFNbarDHmT4AfAl7g36y1exwOS0SkbWgcFhFxnsZiEWlXrkpQAFhrvw98f4k/7pYyNzfEoRhOc0McbogB3BGHG2IA98ThOssch8F9f1vFszDFszDFMz83xQLui2dZajAWN5ob//6KaXFuiwcUUyXcFg/UKCZjbXvtKy0iIiIiIiIi7uO2HhQiIiIiIiIi0oaaNkFhjPk3Y8yQMWb3rNv/1BjzpDFmjzGmjrvWzR2DMeYKY8x9xphHjDEPGmOeVecYNhpjfmqM2Vv8nd9dvH2FMebHxph9xf/7HIrjn4wxTxhjHjXGfNcY09voGMq+/v8ZY6wxpr9eMSwWR6Nenws8H41+fYaMMTuMMbuKcXygeHvDXp8LxNCw12YrqvQ5NMZcX3zN7zfGvG+Or9fkfbnceIwxf198LTxijPmRMWadw/HU9PVZg3jeXHz/5I0xS+rQXcFrwRhjPlv8+qPGmKsq/VkH4plzDuJEPPON9w7GM+eY61Q8ZV/3GmMeNsbcVot42pXbxtoaxdRy4+1ij1H29bYed5cTU73G3mXG1Brjr7W2Kf8BLwSuAnaX3fYS4E4gWPx8lQMx/Ah4efHjVwB31zmGtcBVxY+7gKeAi4B/BN5XvP19wMcciuPXAV/x9o/VM475Yih+vpFCo6nDQL9Df4uGvT4XiKHRr08DdBY/9gP3A89p5OtzgRga9tpsxX+VPIcUGrs9DWwDAsCu0nuy+PWavS+XGw/QXfZ9fwb8i8Px1PT1WYN4LgTOB+4Grl7C4y/4Wih+zyuAHxTfs88B7q/0ZxsZT/FrZx3/nYqHBY59DsUz55jr5PNV/Pp7gK8Dt9XiOWvXfzUYS2o61tYoppYabyt5jLLvadtxtwZ/o5qPvTWIqSXG36atoLDW/hwYm3Xz/wA+aq1NFb9nyIEYLNBd/LiHWXtW1yGGk9bah4ofTwN7gfXAa4GvFL/tK8DrnIjDWvsja222+G33UdjHu6ExFL/8KeCvKDw/dbVAHA17fS4QQ6Nfn9ZaGy1+6i/+szTw9TlfDI18bbaoSp7DZwH7rbUHrLVp4JvFnyup5ftyWfFYa6fKvq+jBjEtN55avz6XG89ea+2Ty3j8xV4LpRj/s/ievQ/oNcasrfBnGxnPfMd/R+JZ5NjnRDzzjfuOxANgjNkAvBL48jLjEPeNtbWIqdXG20UfY1as7TruLiumOo29y42pJcbfpk1QzOM84BpjzP3GmJ8ZY57pQAx/DvyTMeYo8HHg/Y16YGPMFuBKCtmy1dbak1A4WQVWORRHud+nkF1raAzGmNcAx621uxrx2PPFgUOvz1kx/DkNfn0Wy7oeAYaAH1trG/76nCeGcg17bbaQSp7D9cDRss+PFW+jDu/LZcVTjOlDxffGW4H/43Q8ZWrx+qxlPEtRyX3P9z31iGs58dRDTeJZ4Pjb0HgqGHMbGg/waQrJ0Pwy4xD3jbU1ialMK4y31TxGO4+7NYuphmPvsmNqhfHXdduMLpMP6KNQWvJM4AZjzDZrbd2vmpf5H8BfWGtvNMb8BvCvwK/V+0GNMZ3AjcCfW2unjDH1fsiK4ii7/a+BLPBfjYyh+Jh/TaF8r6HmeE4a/vqcI4Z/oMGvT2ttDrjCFNZ0ftcYc0k9H6/SGKy1u6Gxr81mY4y5E1gzx5f+utK7mOM2a4yJsIT3Zb3imfnA2r8G/toY837gT4C/dTKe4mNU/PpsRDzLUMl9z/c99YhrOfHUw7Ljme/460Q8C425jY7HGPMqYMhau9MY8+JlxNA23DbWNiKm4mO0ynhbzWO087hb6eM1cuxddkytMP62WoLiGHBT8YRvhzEmD/QDww2M4e3Au4sff5sGlBMaY/wU3hj/Za29qXjzYKn8qFhiU9flLgvEgTHm7cCrgGvrnSyaHYMx5lJgK7CrmLTZADxkjHmWtfZUo+Io3tzQ1+c8MTT89VlirZ0wxtwNXI8Dr885YtjdyNdmM7LWzpu8MsZU8hweo9BnomQDhWVF57CE92Ud45nt68DtLDJprnc81b4+G/j3WYpK7nu+7wnUIa7lxFMPy4pnvuOvU/GUzB5zHYrnTcBrjDGvAEJAtzHma9ba31lGPC3NbWNtI2JqsfG2msdo53F32THVYexddkwlTT3+2ho1GXHiH7CFMxtU/hHwweLH51EoNTENjmEv8OLix9cCO+v8+Ab4T+DTs27/J85s0POPDsVxPfA4MNCA18OcMcz6nkPUv0nmfH+Lhr0+F4ih0a/PAaC3+HEY+AWFCUDDXp8LxNCw12Yr/qvkOaSQBD9AIRlRaqx08Rzft+z35XLjAbaXfd+fAt9xOJ6avj5r9Xyx9CaZldz3KzmzydaOal5HjYqn7Otb+P/bu78Qy8c4juPvbygSxUqtpDS5WmtYJGzatiRLCa2bLTebyI1YtTFlyaZcSPmTXG6RdUPRigtLW1O7ye5id6lFKMmFG9raaePr4vdMTjPnjFnnzzN+v/erTnvmOc+c+fb7/eZznvnOmWdHt0nmMMfnX1/7JlxP38ytfb7KnA24Seaw18aKytoR1dSqvD3Nr9HZ3B3BMRp59o6gplbk78gO5qRvwFvAL8Apmq7N1nLQ3qDpEh0ENlaoYT3weTl5B4Brx1zDepq32XwJHC63TcAq4GPgePn3wkp1fEvzg/j82NC7NZ9uDQvm/MD4GxSDjsXErs8lapj09XkVcKjUcQR4qoxP7PpcooaJXZttvA06h8AlwAc98zbR7Gz9HTAz4LmG/r4cth6a34AcKdfJ+zSb/NasZ6TX5wjquZvmdW4O+BX46D/UsOi5aRq3D5X7AbxaHv+KnoX5cq6jCdez6PW/Vj0s47VvwvX0zdya56vnOTZgg2LY87CisnZENbUub5f6Gsv9vhlU35DHZkXl7jA1MabsHbKmVuRvlE+QJEmSJEmqpm3/i4ckSZIkSfofskEhSZIkSZKqs0EhSZIkSZKqs0EhSZIkSZKqs0EhSZIkSZKqs0EhSZIkSZKqs0EhSZIkSZKqs0GhToiI3RHxdkQciIgfI+KOMv5JRNxa7u+MiJfqVipJ7dUviyNibUTM9sxZFxF7a9YpSW22xLp4b0QcLreTEbG5dq3qHhsU6opp4PvMvAHYAuwo4zuAmYjYAlwDPFqpPknqgn5ZfBSYiogzypwXgMcr1SdJXdB3XZyZGzPzauB14D3gnWoVqrPOrF2ANG4RcQ5wEfBMGToGXACQmfsiIoDHgA2Z+WedKiWp3QZlcWb+FRFHgTURcQXwU2YerFWnJLXZUuvi8vj9wO3Ava6LVYPvoFAXXAkcz8yT5eN1wBcAEbEWWA3MZeYfZWxNRGwv91+JiPMq1CxJbTMwi4H9wM3A08CTYBZL0pgstS7eTPOOivsy85Q5rBpsUKgLpoHLIuLsiDiXpmP8YkSsBt4E7gJORMRtZf51/LNoPn++cSFJGkrfLC6P7Qd2Au9m5s9lzCyWpNEbtC6+E3gYuKeneWEOa+JsUKgLpmkaEZ8CnwGvAYdo/q5uW2Z+DTxL85s7gOuBYyW0iYhbImL3hGuWpLZZlMWZOb855jfAHPB8z3yzWJJGb1AW7wIuBWbLJplbWZDDYBZr/NyDQl0wDTyQmdsXjN84fycz9/V8fDkwA/wOXFz2qbhpIpVKUnsNymKAR4AnMvNEz5hZLEmj1zeLM3PVwokRsYeeHC7zzGKNlQ0KdcEUcHw5EyPiLOC3zHxwvCVJUucsyuKImAL2ALOZuatn3CyWpPFY1rrYHFYtkZm1a5BWtIiYBp4DXs7MD2vXI0ldZBZLUn1mscbNBoUkSZIkSarOTTIlSZIkSVJ1NigkSZIkSVJ1NigkSZIkSVJ1NigkSZIkSVJ1NigkSZIkSVJ1NigkSZIkSVJ1NigkSZIkSVJ1NigkSZIkSVJ1fwO7gCEQFrGgiQAAAABJRU5ErkJggg==\n", 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" ] @@ -735,53 +722,30 @@ } ], "source": [ + "#generating energie in CoM (s=220**2 )\n", + "energies_gauss = np.random.normal(48400 , 500, 200294)\n", + "#we are sufficiently (>3 sigma) far from threshold. Pair production is ok\n", "\n", - "#generazione energie nel cdm ( 220**2 )\n", - "energies_gauss = np.random.normal(48400 , 500, 2000294)\n", - "#Il check su energia di soglia non serve perché è > 3sigma dalla media\n", - "\n", + "#accept and reject method for theta generation\n", "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", - "check = np.random.uniform( 0, pf(energies_gauss[0],np.pi/2), len(energies_gauss) )\n", + "check = np.random.uniform( 0, pf(energies_gauss,np.pi/2), len(energies_gauss) )\n", "\n", - "accepted = pts[check < pf(energies_gauss, pts)]\n", "\n", - "#with pandas\n", "pd_df = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", "pd_df[\"angles\"] = pts\n", "pd_df[\"check\"] = check\n", - "#pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", - "print(pd_df)\n", - "\n", - "# def boost(s, t, p, m_e, m_muon):\n", - "# e_cm = Ecm(s)\n", - "# b = beta(s, m_e)\n", - "# g = gamma(s, m_e)\n", - "# px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz sempre uguali -> no boost\n", - "# px = g * (b * e_cm + px_cm) #energia e px dipendono dall'angolo\n", - "# e = g * (e_cm + b * px_cm)\n", - "# return px, py_cm, pz_cm\n", "\n", - "# #quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*, phi* e phi*+pi\n", - "\n", - "def mc_real_sampling(s, theta, m_e, m_mu, N):\n", - " phi = np.random.uniform(0, 2*np.pi, N)\n", - " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", - " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", - " return np.asarray(muon_1 + muon_2)\n", + "pd_df = pd_df.iloc[:N]\n", "\n", + "#redefining sampling in order to use dataframe and multiple number of energy values\n", "def mc_df_sampling(df, m_e, m_muon):\n", " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", " return np.asarray(muon_1 + muon_2)\n", "\n", - "hist, bin_edges = np.histogram(pd_df.angles, bins=100, density=True)\n", - "bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.\n", - "plt.step(bin_centers, hist, linewidth=2)\n", - "plt.show()\n", - "\n", "\n", "events = mc_df_sampling(pd_df, m_e, m_muon)\n", "\n", @@ -795,35 +759,35 @@ " '$pz_{\\mu_2}$'\n", " ]\n", " )\n", - "df\n", "\n", + "#plotting momentum components\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde=True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde=True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde=True)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -858,35 +822,25 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) # Point generation\n", - "acc = pts[np.sum(np.square(pts), axis=1) < 1] #Accepted points\n", + "acc = pts[np.sum(np.square(pts), axis=1) < 1] #Accepted points, accept-reject method\n", "acc = acc[:10**5] #List of 10**5 valid points" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -896,22 +850,25 @@ } ], "source": [ - "fig = plt.figure(figsize=(10,10))\n", - "plt.scatter(acc[:,0],acc[:,1])" + "fig,ax = plt.subplots(1,1,figsize=(7,7))\n", + "plt.scatter(acc[:,0],acc[:,1], label='Collision points', alpha=0.02, c='r')\n", + "ax.set_xlabel('Y coordinate')\n", + "ax.set_ylabel('Z coordinate')\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Berillium target" + "## Berillium target statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In order to compute the scaling factor that retrieves the statistics for a one week data gathering we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", + "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, l is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", @@ -927,12 +884,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -973,6 +930,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Longitudinal energy loss\n", + "\n", "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", "$$\\sqrt {s} > 2m_\\mu \\implies s > 4m_\\mu^2 $$ \n", "So, rewriting the invariant quantity $s$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", @@ -982,14 +941,14 @@ "And finally the condition on the energy of the positron:\n", "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}$$\n", "But:\n", - "$$E_{e_{+}}=E_0e^{-\\frac{Z}{\\chi_0}}$$\n", - "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of the target ($Z_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", - "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{Z_{max}}{\\chi_0}}$$ " + "$$E_{e_{+}}=E_0e^{-\\frac{x}{\\chi_0}}$$\n", + "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of it ($x_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", + "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{x_{max}}{\\chi_0}}\\approx47.6 \\, \\mathrm{ GeV}$$ " ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -1008,9 +967,16 @@ "print (result, 'MeV')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now recompute results taking into account the longitudinal energy loss. Then, now s will depend on coordinate x along the target." + ] + }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1053,48 +1019,48 @@ " \n", " \n", " 0\n", - " 20929.379615\n", - " 3.568543\n", - " -12.124099\n", - " 23542.403440\n", - " -3.568543\n", - " 12.124099\n", + " 18756.765649\n", + " -18.539403\n", + " -9.440417\n", + " 28721.913726\n", + " 18.539403\n", + " 9.440417\n", " \n", " \n", " 1\n", - " 25658.470411\n", - " 16.818550\n", - " -17.893401\n", - " 20884.513731\n", - " -16.818550\n", - " 17.893401\n", + " 20320.662284\n", + " 3.099249\n", + " -3.503243\n", + " 23720.512545\n", + " -3.099249\n", + " 3.503243\n", " \n", " \n", " 2\n", - " 22450.012592\n", - " 6.464774\n", - " 12.576809\n", - " 22029.710469\n", - " -6.464774\n", - " -12.576809\n", + " 18673.834313\n", + " -17.018780\n", + " 5.998979\n", + " 28246.842437\n", + " 17.018780\n", + " -5.998979\n", " \n", " \n", " 3\n", - " 22014.740380\n", - " 0.801623\n", - " 17.918896\n", - " 22957.323591\n", - " -0.801623\n", - " -17.918896\n", + " 26782.332005\n", + " 6.413326\n", + " -15.736629\n", + " 19267.359871\n", + " -6.413326\n", + " 15.736629\n", " \n", " \n", " 4\n", - " 23768.175678\n", - " 16.316129\n", - " 23.328749\n", - " 23106.270457\n", - " -16.316129\n", - " -23.328749\n", + " 21231.172096\n", + " 2.546593\n", + " -2.401666\n", + " 22549.578033\n", + " -2.546593\n", + " 2.401666\n", " \n", " \n", " ...\n", @@ -1107,48 +1073,48 @@ " \n", " \n", " 999995\n", - " 22847.339901\n", - " -13.636317\n", - " -2.724732\n", - " 21635.603015\n", - " 13.636317\n", - " 2.724732\n", + " 22737.382390\n", + " 0.953377\n", + " -7.675936\n", + " 21240.801129\n", + " -0.953377\n", + " 7.675936\n", " \n", " \n", " 999996\n", - " 21582.335795\n", - " 15.047423\n", - " -4.723398\n", - " 23138.425813\n", - " -15.047423\n", - " 4.723398\n", + " 23162.887157\n", + " 3.955594\n", + " -6.338351\n", + " 20868.263043\n", + " -3.955594\n", + " 6.338351\n", " \n", " \n", " 999997\n", - " 24732.929886\n", - " 22.639624\n", - " 5.530548\n", - " 21336.371693\n", - " -22.639624\n", - " -5.530548\n", + " 18884.808927\n", + " -1.063943\n", + " 11.166324\n", + " 26613.593068\n", + " 1.063943\n", + " -11.166324\n", " \n", " \n", " 999998\n", - " 19869.017851\n", - " 0.590114\n", - " -9.714262\n", - " 24723.181227\n", - " -0.590114\n", - " 9.714262\n", + " 21474.480307\n", + " 10.795282\n", + " 25.951564\n", + " 25686.929796\n", + " -10.795282\n", + " -25.951564\n", " \n", " \n", " 999999\n", - " 20107.405918\n", - " -25.000322\n", - " -1.681123\n", - " 27070.755778\n", - " 25.000322\n", - " 1.681123\n", + " 19905.023075\n", + " 11.590215\n", + " 2.205203\n", + " 24886.974135\n", + " -11.590215\n", + " -2.205203\n", " \n", " \n", "\n", @@ -1157,35 +1123,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 20929.379615 3.568543 -12.124099 23542.403440 -3.568543 \n", - "1 25658.470411 16.818550 -17.893401 20884.513731 -16.818550 \n", - "2 22450.012592 6.464774 12.576809 22029.710469 -6.464774 \n", - "3 22014.740380 0.801623 17.918896 22957.323591 -0.801623 \n", - "4 23768.175678 16.316129 23.328749 23106.270457 -16.316129 \n", + "0 18756.765649 -18.539403 -9.440417 28721.913726 18.539403 \n", + "1 20320.662284 3.099249 -3.503243 23720.512545 -3.099249 \n", + "2 18673.834313 -17.018780 5.998979 28246.842437 17.018780 \n", + "3 26782.332005 6.413326 -15.736629 19267.359871 -6.413326 \n", + "4 21231.172096 2.546593 -2.401666 22549.578033 -2.546593 \n", "... ... ... ... ... ... \n", - "999995 22847.339901 -13.636317 -2.724732 21635.603015 13.636317 \n", - "999996 21582.335795 15.047423 -4.723398 23138.425813 -15.047423 \n", - "999997 24732.929886 22.639624 5.530548 21336.371693 -22.639624 \n", - "999998 19869.017851 0.590114 -9.714262 24723.181227 -0.590114 \n", - "999999 20107.405918 -25.000322 -1.681123 27070.755778 25.000322 \n", + "999995 22737.382390 0.953377 -7.675936 21240.801129 -0.953377 \n", + "999996 23162.887157 3.955594 -6.338351 20868.263043 -3.955594 \n", + "999997 18884.808927 -1.063943 11.166324 26613.593068 1.063943 \n", + "999998 21474.480307 10.795282 25.951564 25686.929796 -10.795282 \n", + "999999 19905.023075 11.590215 2.205203 24886.974135 -11.590215 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 12.124099 \n", - "1 17.893401 \n", - "2 -12.576809 \n", - "3 -17.918896 \n", - "4 -23.328749 \n", + "0 9.440417 \n", + "1 3.503243 \n", + "2 -5.998979 \n", + "3 15.736629 \n", + "4 2.401666 \n", "... ... \n", - "999995 2.724732 \n", - "999996 4.723398 \n", - "999997 -5.530548 \n", - "999998 9.714262 \n", - "999999 1.681123 \n", + "999995 7.675936 \n", + "999996 6.338351 \n", + "999997 -11.166324 \n", + "999998 -25.951564 \n", + "999999 -2.205203 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 19, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1240,24 +1206,24 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n", - "/home/filippo/.local/lib/python3.9/site-packages/seaborn/distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", + "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1326,7 +1292,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.8.5" } }, "nbformat": 4, From fb1b93450395f3dfecb281d12a8121bea01c19b2 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Fri, 19 Feb 2021 08:57:36 +0100 Subject: [PATCH 18/39] fixati typos --- Project.ipynb | 493 +++++++++++++++++++++++--------------------------- 1 file changed, 230 insertions(+), 263 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 3d741c5..9bab9f4 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -88,12 +88,20 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 2, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -132,7 +140,7 @@ " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", "#theta probability distribution\n", "def pf(s,theta, phi = 0):\n", - " return f(s,theta)*2*np.pi*np.sin(theta)\n", + " return dsigmadtheta(s,theta)/sigma(s)*2*np.pi*np.sin(theta)\n", "#plotting pf\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", @@ -142,7 +150,7 @@ "plt.plot(x, pf(s,x))\n", "plt.show()\n", "\n", - "print(\"It can be also verified that this function is well reproduced at different values of s.\")\n" + "print(\"It can be also verified that this function is well reproduced at different values of s.\")" ] }, { @@ -169,14 +177,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -196,8 +204,8 @@ "plt.title(\"Cumulative function for the angular distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "\n", "plt.plot(x,g(s,x))\n", + "\n", "plt.show()" ] }, @@ -232,14 +240,14 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -310,9 +318,16 @@ "ax[1][0].set_ylim(0,3000)\n", "ax[1][1].set_ylim(0,3000)\n", "ax[1][2].set_ylim(0,3000)\n", - "plt.subplots_adjust(left=None, bottom=None, right=None, top=None, wspace=0.3, hspace=None)\n", - "plt.show()\n", - "\n" + "\n", + "plt.subplots_adjust(left=None,\n", + " bottom=None,\n", + " right=None,\n", + " top=None,\n", + " wspace=0.3,\n", + " hspace=None\n", + " )\n", + "\n", + "plt.show()" ] }, { @@ -325,7 +340,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -384,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 6, "metadata": { "scrolled": true }, @@ -407,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -442,48 +457,48 @@ " \n", " \n", " 0\n", - " 29936.468601\n", - " 9.550662\n", - " 0.249436\n", - " 17421.239039\n", - " -9.550662\n", - " -0.249436\n", + " 23328.871827\n", + " 28.198048\n", + " -11.770068\n", + " 24028.835813\n", + " -28.198048\n", + " 11.770068\n", " \n", " \n", " 1\n", - " 28582.241239\n", - " -16.190485\n", - " 12.462730\n", - " 18775.466401\n", - " 16.190485\n", - " -12.462730\n", + " 21218.516195\n", + " 25.077701\n", + " -13.296100\n", + " 26139.191446\n", + " -25.077701\n", + " 13.296100\n", " \n", " \n", " 2\n", - " 28909.847562\n", - " 8.673033\n", - " -16.449374\n", - " 18447.860078\n", - " -8.673033\n", - " 16.449374\n", + " 28243.755090\n", + " 8.741091\n", + " 20.253559\n", + " 19113.952550\n", + " -8.741091\n", + " -20.253559\n", " \n", " \n", " 3\n", - " 21580.326703\n", - " 24.623046\n", - " -15.328999\n", - " 25777.380938\n", - " -24.623046\n", - " 15.328999\n", + " 28637.853050\n", + " 19.924448\n", + " 2.937995\n", + " 18719.854590\n", + " -19.924448\n", + " -2.937995\n", " \n", " \n", " 4\n", - " 19650.786742\n", - " 22.277817\n", - " -9.479529\n", - " 27706.920899\n", - " -22.277817\n", - " 9.479529\n", + " 18326.001336\n", + " 10.063636\n", + " -14.720529\n", + " 29031.706304\n", + " -10.063636\n", + " 14.720529\n", " \n", " \n", " ...\n", @@ -496,48 +511,48 @@ " \n", " \n", " 99995\n", - " 28070.090238\n", - " 9.926393\n", - " -20.533999\n", - " 19287.617402\n", - " -9.926393\n", - " 20.533999\n", + " 26863.932163\n", + " 2.362928\n", + " -26.679571\n", + " 20493.775477\n", + " -2.362928\n", + " 26.679571\n", " \n", " \n", " 99996\n", - " 19891.410575\n", - " -24.824996\n", - " 3.235090\n", - " 27466.297066\n", - " 24.824996\n", - " -3.235090\n", + " 28178.010067\n", + " 10.164077\n", + " 19.903891\n", + " 19179.697574\n", + " -10.164077\n", + " -19.903891\n", " \n", " \n", " 99997\n", - " 21144.503818\n", - " 4.599481\n", - " 27.866550\n", - " 26213.203822\n", - " -4.599481\n", - " -27.866550\n", + " 29840.351343\n", + " 9.347159\n", + " 5.446836\n", + " 17517.356297\n", + " -9.347159\n", + " -5.446836\n", " \n", " \n", " 99998\n", - " 28706.707870\n", - " -8.920108\n", - " 17.641080\n", - " 18650.999771\n", - " 8.920108\n", - " -17.641080\n", + " 24155.625484\n", + " 23.326242\n", + " 19.679653\n", + " 23202.082157\n", + " -23.326242\n", + " -19.679653\n", " \n", " \n", " 99999\n", - " 23197.853244\n", - " -27.119818\n", - " 13.993940\n", - " 24159.854397\n", - " 27.119818\n", - " -13.993940\n", + " 29561.055886\n", + " -13.630641\n", + " 1.957881\n", + " 17796.651754\n", + " 13.630641\n", + " -1.957881\n", " \n", " \n", "\n", @@ -546,35 +561,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 29936.468601 9.550662 0.249436 17421.239039 -9.550662 \n", - "1 28582.241239 -16.190485 12.462730 18775.466401 16.190485 \n", - "2 28909.847562 8.673033 -16.449374 18447.860078 -8.673033 \n", - "3 21580.326703 24.623046 -15.328999 25777.380938 -24.623046 \n", - "4 19650.786742 22.277817 -9.479529 27706.920899 -22.277817 \n", + "0 23328.871827 28.198048 -11.770068 24028.835813 -28.198048 \n", + "1 21218.516195 25.077701 -13.296100 26139.191446 -25.077701 \n", + "2 28243.755090 8.741091 20.253559 19113.952550 -8.741091 \n", + "3 28637.853050 19.924448 2.937995 18719.854590 -19.924448 \n", + "4 18326.001336 10.063636 -14.720529 29031.706304 -10.063636 \n", "... ... ... ... ... ... \n", - "99995 28070.090238 9.926393 -20.533999 19287.617402 -9.926393 \n", - "99996 19891.410575 -24.824996 3.235090 27466.297066 24.824996 \n", - "99997 21144.503818 4.599481 27.866550 26213.203822 -4.599481 \n", - "99998 28706.707870 -8.920108 17.641080 18650.999771 8.920108 \n", - "99999 23197.853244 -27.119818 13.993940 24159.854397 27.119818 \n", + "99995 26863.932163 2.362928 -26.679571 20493.775477 -2.362928 \n", + "99996 28178.010067 10.164077 19.903891 19179.697574 -10.164077 \n", + "99997 29840.351343 9.347159 5.446836 17517.356297 -9.347159 \n", + "99998 24155.625484 23.326242 19.679653 23202.082157 -23.326242 \n", + "99999 29561.055886 -13.630641 1.957881 17796.651754 13.630641 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -0.249436 \n", - "1 -12.462730 \n", - "2 16.449374 \n", - "3 15.328999 \n", - "4 9.479529 \n", + "0 11.770068 \n", + "1 13.296100 \n", + "2 -20.253559 \n", + "3 -2.937995 \n", + "4 14.720529 \n", "... ... \n", - "99995 20.533999 \n", - "99996 -3.235090 \n", - "99997 -27.866550 \n", - "99998 -17.641080 \n", - "99999 -13.993940 \n", + "99995 26.679571 \n", + "99996 -19.903891 \n", + "99997 -5.446836 \n", + "99998 -19.679653 \n", + "99999 -1.957881 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 35, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -585,12 +600,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -660,12 +675,12 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -687,10 +702,6 @@ "ax.set_ylabel(r'PDF')\n", "ax.set_ylim([0,0.55])\n", "\n", - "\n", - "\n", - "\n", - "\n", "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", " head_width=0.2, head_length=0.01, fc='g', ec='g')\n", "\n", @@ -703,14 +714,14 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -722,7 +733,7 @@ } ], "source": [ - "#generating energie in CoM (s=220**2 )\n", + "#generating energies in CoM (s=220**2 )\n", "energies_gauss = np.random.normal(48400 , 500, 200294)\n", "#we are sufficiently (>3 sigma) far from threshold. Pair production is ok\n", "\n", @@ -730,7 +741,6 @@ "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", "check = np.random.uniform( 0, pf(energies_gauss,np.pi/2), len(energies_gauss) )\n", "\n", - "\n", "pd_df = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", "pd_df[\"angles\"] = pts\n", "pd_df[\"check\"] = check\n", @@ -768,44 +778,6 @@ "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", - "plt.show()\n" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -833,12 +805,12 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -851,7 +823,7 @@ ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(7,7))\n", - "plt.scatter(acc[:,0],acc[:,1], label='Collision points', alpha=0.02, c='r')\n", + "plt.scatter(acc[:,0],acc[:,1], label='Collision points',marker = '*', alpha=0.02, c='r')\n", "ax.set_xlabel('Y coordinate')\n", "ax.set_ylabel('Z coordinate')\n", "plt.show()" @@ -889,7 +861,7 @@ "outputs": [ { "data": { - "image/png": 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t+x7fe2hZodByIBlvtVp+dJ1GAadUbTGe15S6h6LjUC5PGm4Hd8/XAaglM494nksiUf5Q+qpk8j4538XPZHnypR3s6O5l+dZe8r5y0/xXQYQEyuTRbRx92CiOHJNC1QcRfjB3NV/60Ckkk8nCDRBdXE6sTbPaZxlQOgGSyeqnv/iGi2c41z6ygi9fcMqA7URBrVS6ii/24u1HaYu2V0s644MLrn9s5YDjEwWRcl/6j2ps6XS65DKlbtB4eqqlb3+b0qKa6tXnzyaZTNZ0niKVrosouJY6Z9E6USYX7Tuan81ma7rWov189zdL8X2fVFt7ySacSumsFPASTpJsNsv1j63iKx85ddCxGXg9BQGrs7NzwDLx71RE6fW8PKpS8ZyVK5DE84p4bSPql+jLe7y4eRdbu7Ns2dXL3JVbSDhJfvz7zSzp2sfN818h5QgL123nI6dOY9qEdk6Y3DkgUJQ6Rv3XdmMKSBYsSojas6MSUHyorO/7lLtn1u3o5cWtPXztV6vZ2eOyc1+Grl19ZF0dcDofWDHwOyBLX+spebrbk8LkziRHjGlj2eZdzJ46PpbGoNT/pQ+dQiqVGrBeVBqqNZMZSvDwPI8bHl/NFeccT8JxBly0xZlNuf044XqlMor4DRlPVy3BMX6jB31OAzO9eDp83yebzfLDJ9fylY+8rWKaitfN5/OFzysiAwJkcdCJrqX29vYh1X6KB0qUC8DFoqD5xfNmD7ouou0WOk8TiUIh4vrHVvKPHz510L6LtxnPDOOZWPz8iISZrpRv9w8C1zK+fMGppFKpwjmJPqvv+2FmWVuTVVx/oSjPDY+v5msfPT127MH3XW58Yg1Xnz8bx3G49pEXQRI4TrJwvkoVFKPjkGprD/eTZ3dPhl19Plv2ZNndm6M3n+Ubv1rJ63tzrNzSzZ2LtpDJ+9y1aGvR1rIs7uoB4IWufYWpv9/4EgDtyQRHjXE4/aiOEunoP5a3zF9bOBaZTIZkMkl7e3vZY3MgLFhUoL7HzU+9TEfnGPL5fFg91UE3zO7ePL/bsJvbnw1G9R6xO89R49o5ZkI7SXzSSaEtobSnEozp6ODvzjyW9oTPvc9vJJ10+MK5JwSlpcdX8WfvmM72Hpf/fG4zO3o8tnbn2LSnh0/e9SKdbQ6HjUqSV2HW5DHs6PXp2tXL4WMgJV7VjKhcc1Cl5YtLTMlkEkQG3DRRAPnyBaeUb1MtKr3e8PhKrvrg4IDieR4/mLsaJ9lWWC9qFrl53jq+fMEphbQNXtdFYvuuqckkFpSue3Q5V59/StV1PM8rZDbJZLJsiT3+uaNMMH7cBqUlFkzixzsKfF/5yKlV0wa19Xnc8PhqPn/2LK5/bCVXnHPCoKbWeA0P+tvEi8WnRYWX4Ji4qILjDKzlRZ/T87wBI33iabv2keV85syZ3DxvLclUWyE4V2qWKxeIo+AY1EZWAILr+ezJ+nzxvmWcOPUwntnUR9b1yXtK3lMWbuplx74ci7qWkZAEkgj2raq8vicD7OHXK3bweneWu5Y8MygtL+3IctykTiZ0OHQkHTrbHD7xjqlMnTCKiR0Odz6zFpEEV5x9PLf99hUSkuDvzzyOW59+lU/MOZr127p5ZsMe7l+2jS17XT44ezdnzDy8ZO03Om9+iXM23CxYVCHhBR1kEKvxPRdS/Rf5ks17eHDVbgT40tkz2LprH1857wSSyaAP44a5q4HgZPq+T3tHitlHjSWTyeDg4/tCNpvlxrkrcJwUU8elmX54JwvXvc4JkzrwfZeMK7ztmMO5e+Fmtvd4/N/fb8IN28J/tXwnAAkBRyCZEB5d0017yqGjzaEj5dCeTNC1q4ete19mdEdbMC+VoD3lkMSnPZWgM52isz3F6HSS8Z1pxrQnacPDK9PmPqh5CvrbUH1lx94se/ry9OSVrOvju3nue249n3rPcYwflSavicJniAel4mATHfcrzz2xZGk7qoFEpUHH2f9uuKF8ga542XLrBt+xWcWXPhQEIUULJeioluJ5XiHoXPvIcpDEoP6FKNOLZ7pDqRHGjxf0Z/61DDmNjm38PEX9EvHaWHHAibpEoyB5xTknFP6/7tHl+Dqw4zbadrSdeEZ/4xOruPLck8rWbKLvMrWlRw363L19Gb7xi8Vs6xG27XPZ2p0lH1Yc5r2yj1GpBG2OBK9kgrHtSfZkXMakk0gi+Ayvbu9G1SeZCGpObztqNOPbhQ+edCSTx7az4KUttCd8Otsc2tNprjh7FjfPX1/oT3j/rMNwHIdsNksyAYiQdBIkREgmU4wK79Wjx6f5+cLX+eq5J5LL9PLU+n1c8Ys1/PrSt3N45+CaYiNZsChS3FfhewMvYt/rv0Df2NvHV361hvaUcN7xE7j47Udw07zumiN8tO0bHgsyiOJszvNcUJ+0k+Cct4zjlfCC/dxZs9i2z+XGp9byx8dO5LHVOzjpyE6eWbcDFYdZk8eQcX2yrtLn+rzRk2NXn8uSrm6yrk9f3qcv59Xc0vmzJTtICDz20i7GdiR5sydHUsAHlm/tIecp63fs41fLd9KdcenL+/zkueJqd+Dhl5cV3v/0D78nlRDuX76TnOvz3KYeRqcTbOvOkE4mybjKmPYkL+3M8dDK7byyYx/PvPw67W0pXNfjnoWv4KTaWLxxN5lsjq3deSTh88z6N0gmEuzcl2Pj9j1MGt/JmI7S/RLlxGtd8ZJ2lInncn1kMhlGjx5dWCeqBXX3Ztiws4cNb/SSC4c+fvHexaQdoTOdYlynDijdxymgvo+qzw/mruar/+v0MD15enp6uHney1z+/uMLAxmK+0+ijv94IMrlsoV1nWR6wGcaynEoXu/aR17E932+8pHTSzZ5xZeP91Xs68uS88Dzfd7sydGrWXr7snT35Xll+1529eZYu30vb/bm8VX599+sYFS69v61bN5j6aY3Wb61l237XO56/nVyXnC1j213mDGhjcmdSSaOSfO1807gx79dN+Ce/+yZM/nx7zdzxdmzCsf3usdWksv04qTaaWtr4zN/Mp2b5q3lkndNJZlMsnbLTtx8DipcY57ncdOTq0ESSELDc5VHxCm8jx+r8R0OZ83o4KG1vXzvyQ18+6Ozym67ESxYlFBuxEKUuSfCUtV3Hl/HGz15Lji+k9FtMqiEPKDkE1bLS81LOMmKnenF6Uk5CWYcPorpE9q58NQj2Lqnj78540iyvXtItXXwhXOPByi0H/f19XHLglf4wrknkE6nC8NxVRyue2wll7znLfiJJDlf2Jd16c0rezMuO/fsY+7qbZw8dTyLNuxi2vgOet2gKt7j+SRE2JtxSTnC6Dbh1GnjWL9tN23JNlLikU46pJMJPvHO6agk+OWSzZw3+yh688qvl23mbVPHsXDDbo6dOJoXt3TTnhTWvL6XvC/k/Dxrd/aSD2/y328IHiP26EuDn035wPKBfUCPrllaeP8/y7aHx0wY35Fi/Kg2xrY7bO/uo2t3lk27+vivRV3MOmIMPVmP3t5eIOj0js5V/NxENZ3oht6bcVm5pZsXNu7iip8tYeGru+jOelQaBJVM7OHpV7vJ5V3ymuDYiZ3MmDiaMe1J9mU9UA/fB5UEq7bsZm/GZcMbvVz+sxdwSXLL0xt55tVuurrXkAsH2/iqOGEfxPrt3cxb9zyzp44nmRBWbd3N0+sWkUwmcRJ97P71apZs3MNr3WtZs62HdW+sZt2OfSzftoSc67HpzR4WvLIXXyHv+eRdn919OR5c/QK9OY8HVv2ehAg92WCAwNxXFpJICHv78jyyehcisLs3CwgKPLDyTfb05rl78Xayrs9/PLetcCzuWfb8gGNz79LgXN63dOeg4/bLFQtJCqzYlmV3b56s/zJJJ0E66fDMq3vo7svTk/O5c9HWQnAYk3aYeXg7E9t9poztYMLodnK5DKqQSqVIJYKanl808ihesysuZNTS91R83cSb3nxfC03cqh7gcOPclTipwc2T49oTnHpkO0+8/CaLNu7hjOnjBsz3vdLNvvVgwaIE9T1uX7CeRGrgyI1CFd73+H/uX8bDL/dw8uQ2Dh/lDChxFTchRBdi1J5erq+gXCeu+h63znuZto7OAQWX/qaMDDc+vgJJDFzP8zx++OQa/uE90weOYnpoCZJo4/KzZ9GRTjJpdKow6iaZTBZujkxmLFt3voHk+/jj6Z24+RxXnnsiP/rdxrCZQbjsfcdy49wVMLGTK885lh8+tSYIiuoHtaVEglOnBE0DC8ckOfv4wxAR1m15nWzvPuZM7cD3spzzlnF87r0zuWneWhwnSTKZ4u//aCo9mRw/emYjF50xkzuf3cSHTpmCksB18/zmxS04TpILT5tCNpPl18u3ICJ8Ys50MnmXny/ZQtb1mTPjcLqzHnszHnuzHrt6cvRkPV7o2sebvXlWPr6+cMweWLWLUakE75p5OMcc1sGRY9pYt7OPx1ZtJ+k4dL3RzdLXc+zLZVjw4yVseLOvUAjobOthYmeKj59+BDMP7+CZdTtw1MNXn5wHOV/IuLDPFQ7rTLO0K8OdC7vwKgSWn784ODgu2rSPlCN0Z31GpRJBaVaVnT05Du9sY0/GR4GlXd24vrKnL4cq+OqiwObdGbKux2t7ciSdBEknQ1/OJ5N32banj7ST4KixadpSDo4EWf7abXs5Zdo4Vm3p5pRpE0CEpRt34ivMnjoOSSRYtWUPb5nUyZrX9zKhwwEEJ5HglKljWfN6N3OOmcCKrd38yVsm8uy6bQjCOSdNob0the+7zHtpe9Dp7uVR3yOVbMP38uR8yHpw3OQxLNq4h70Zl027Mmxc/FrQxKlB8+vodIKx6SQfeduRbN65h4mjHMa0t5FIJMj07SMxhCZK3+9v/ixuJfD9oIYgTqr0/Vr4flQWVEESA2oVEXEc1PXwi/raip00Oc0ru1x+uWwbpx81CtBBzYqNYMGiDAkvLN9zyfs+P5y7qtB/AbB+l0tC4KRJ6UHrep7HLfPXctlZg6uNxdV/33MHXCy3PLWGy84+AVB8r/9CEscJh+j2B5xcto8fPL4KSUih+hu1JUM4ioiolOPxg7mruPz9xyOOg++5/HDuKpy2dBhUXsJxklx57lvxPI90Ol0oHSWcRPh38E1z4xOrQZyigCqFz1Z8iXmex41zV+LrwLbpYvl8lusfWUYikSSdTjN1bIrDRzmcccxYHMfhe79ZwqSOJO3tbcw5eizff+gPTO5sQ0Q4cVKaW+a9yvTxHYjA37w7eLzYTU+t5VsfPjEY/fP4SnK9vThtY/j0e99K116X2xes5ahxHfz+1d0s3bybR1ZuK9QQ5q1b3n9tAKNSwtuPGcWHTz6C2VNGM3/lJtLJIDj27dvNyu5dTGhzwqX72/QTiQRtbe1cec6soGkjl+Xj75rF9l6f7t4c9y/ZRM7zSQi0OQ4fPX0a7Qnl4eVddKQc2hzhirOO5SfPdnFFURPWzfPXF5pHAK76QJDRfe/hZQMC+JXnnMAPn1qD57qk2tq5/KzjuGneWj7//lncsmA9vu9z1QdOpL29vdBnEcyfyc3z13HlOTNJJpN8/5EeVIWrzwuaa657bCWXve84blmwHjefw0m2IQKXvW8mtyxYz2XvO4bbfruBS955JN17d6MqXPSOKbS3t5PJZHjtjb1hxu7he+CkHHzXQxLJIB76Gd43vZ3LzprFnc9v4/PvP46b5q3n8rOO5QdPrCGfz5JKtXPVucdx3WMrBwzOUN/H9TKF+8f3XPKU7rSPVOrPCVoDPH745Mt88byTYt918Ml5Ljc/sZpkun1A4W4oLQiu6+LlgyDvpJJ84IQJ/PLFHYynl1GdHXheUIAUxyFR24jmA2bBokbxQOH5yvo3c0wbkyCdLN1GWe5Cq9pWLHDb/HUkkoOvgFKZrzhOkAmE3HyWGx5djiQcPn9OEHQKy4qEVV8d9JkSThJJBB1wt8xfy5Xnntg/1DDcr4gMGK2j2t+PE1Wr44GrWFTiikrClXieCyKFDuEoOF7/2Cq+eN5JiJNEtUSbuO8VAnv06cqNvhEngYgwvj3BkePH8tvJHfzNGUcxtk259D3TuWXBK/zFu47lzmc3cvG7piPiMCal3PXbl5CEwxVnH08qlcJxHBa+3BWU3sNmASlxA8fPXxSIk8kU0w/r4LjJwYCIlZu3D+hEPuvYsagqi9YHgUZVyWWzhc8dlWqz2Sy5XPQlsv6A7bpBRlncVOGHGWgpvjd41Fx0Djw3z3WPLA/OM5Q814WMMyzcxJtkCgUM+jvZ+7/vMPj6jlMUjbXvRdsVkUJtOPpuRbwJudTnU9+HGjPZwU2R/f9L+PmKS/hSQy0manGIFnXzWX7w6HKS6cHNUR8+6XD+Z9kONu1T3toZ7cMpbKcR7Bvc+6Gr2yXnKcdOqH61xdtCayUVxtPHm5PK3fDiOCBw81MvD/oGcfG24xlDVL1WZMBNHC3nuflB24x/vvjFW+ozR81pxWnyvf5OWd/Lk8/nymdk6g/IDEqJf8bCaJq5K6p+m9oP0+e6Ljc9uRrHcZg6vp3xHUmOnzyaE6eMYeLotkLGFHRSr6Knpwf1vcJnKZf2eJqiDKb4kSUD2rnDkmv0LeDoHPxo/lo81+XGJ1YTPWfspidX47luyeNbSfHoonLXajzNQWl24JDNaJlMJlM4FuUMCOyxzzcU/cfNH5BZu/ks1z/yIrnYo3eq3YPx+eXOTXzZ+PmNgp/uxzf1SykXZN46eRTj0sKru12Km8WjdA/lQYb7w4LFftiwO09HSjiys//wlbt4h9tQbrBSQaf4xilkUl6+0NQU1RJKPuYjLOmXUuqmLL7hygVCN5/lh3NXlc3ooowsqjl47sDnBcWPd3RD53MZ8rksNz/1MlFRv9K3cOOjWYprhplMhn379g2uFYpw05Orh5RB+37QFOfm83huvuL5LFVyjTKUAV+wC49r1MRYawGl4vGIfdbiQF+8j6jWUS5YDSiUDBhhOLQ2lP6g6gbH0HW57pFlxB+4Fx2DakG75PbD/sp4J3S1e63ssOnwcxbX1AYFnBrOl4hw9FiHnb0+edflR/PXDghQ6nvc+tTL3Dh39X4F31pYsBgiVWXbPpcpox0SsSq4+h4/mr8Wfz9Kd8WqXTy13mDxEnu54BW/OQbuZHAmFV3kXokbsdzNGWUy8dJxuZu4Uo2q3HK+73Hj4ysKwaOYHzZnRaLRTMUlwUJzTWy94u8UxEtt8SBb62iU+GeXWAYjicSAB0bG9+37Hrc89VLJkmtUayoVrFSVffv20dfXN2i9+GftPz/+oBJ18VNtS52faoWBcoWo+LGIP4Op1LU1YHu+x23z1wWZOYQBPlH2miy+j6ptP/gMAzuhy4k+Q7X79UCfWxatP6kzgQI7e72SNRBxEjXfQ/vDgsUQdeeUrAeTRg1ucolOYLVmpCjjGerFE8+sq42Rj5aNglilanL8wqt1Pd8LOuBqKsGWadctl+ahKA4GleRyQe2g/1EStcnns9z42ApufnJNIejFS9rV2v+L53mxTEZ9v9D8V65EWK5woL7HzU+sLtn9UxykKxHHwctnueXJNYUS9W3z19W0rvoeNz3xUtknBhfS4bqFTD4ufi0XZ7rlMuFaaszVpsPAgF/u/BXXvPenWblsgazc8iVGX94672UObw+u8+099X9oYCnWwT1EO8ITNbnTIfha2tCo73HLky8hkigMzR3yNoZYUqmls20o6xUPBa6meCjyUJUaaRWlozhd9VKq1Dacpbhq36T2PbfwbeLidJXfaG1BuuS2EonCr8H1F2xKB+VyxyE6H+I4qOdWrJlUeu5V8Wf3PbfQr1XqmNQqyoSV8g+bjIJouWu33HkpNpR7sFS6xHFoQxmfFnb0eDCx8eV8CxZDtL3Xp92BsWmJD0IapFKGHozCGaaLXGu7WGu9qOul1M1SanRXKVEtJ5FM9o/CaYIDbU4oJ/jCZrwEq0P6TkA58SAdDa8sF3hLrXvTE9GjarwBx77WoFwY9l3huouu5c+9//jCOkMpiAxV8fajQFZqucj+FrYORLl0Tep02LDbxdckToNvBWuGGqIdvcqkzsFPFy1WbuTPcKlH2+T+VLHLbafW5qRa93kgN2y0j3KjSIpHvJRT7ZzW8ll8L+hIHzQQYIhNFUM9boX9VuiEHryuE74GN1MOSPuBBtEh1oBa0f52qA/VpFEJ8j7syTb+WFmwGIKenE9PXpk8qraSfK1t6Wbo9ufmLNUPU3HkV4mhoPXsQCzOlPcncNdyXIb7MwylYFRyxNwQA2W57TQqw26mSWHes7O38Z/TgsUQ7MoEJ+iwDjtsw6XRN3jJGkqZkq2GHc/1qh3WYrhqe/VWy3DVSp+lGU09I1FnSnAEug+mmoWI3CEi20VkRWzat0TkNRFZGr4uiM37uoisE5E1InJebPo7RGR5OO9GGcqjQ4dZdza40Mel7cI+mFQqGe/vr90ZUw8iwrj2BN25gyhYAHcC55eYfr2qnha+HgYQkZOAi4DZ4Tq3iBQemHArcCkwK3yV2mZD7Mn4tCcp+4gPMzyaUZoeynBMY5ppbDrBnuxB1Aylqk8Dgx+ZWdrHgHtVNauqrwLrgDNEZAowVlWf1aAH8m7gwrokuAZ7sr7VKkxDNKv93QJk6xuXTtCbp/DjYY3SjJzv8yLyYthMNSGcNhXYHFumK5w2NXxfPL0kEblURBaLyOIdO3aUW2y/qCp7Mj5j26xWYUyrOBSD27j2INtudL9Fo4PFrcBxwGnAVuDacHqpHLjcQPCyR0hVb1fVOao6Z9KkSQeY1IH6XCXvw7i0BYtD3aEw6sa0rrFh60ajm6IaGixUdZuqeqrqAz8GzghndQFHxxadBmwJp08rMb3h9oQjocZasDjoHYqlVTNyjGkThP4BN43S0GAR9kFE/hSIRko9CFwkImkRmUnQkb1IVbcCe0Xk3eEoqE8BDzQyzZE9NhLKGNMCnETwM8aN/mJe3cYFisg9wFnARBHpAr4JnCUipxE0JW0APgOgqitF5D5gFeACl2vw47QAnyMYWdUBPBK+Gq4769PmQLuNpDTGNNnYtDS8ZlG3rE9VLy4x+ScVlr8GuKbE9MXAycOYtP3SnVXGphNVH/NhjDH1NrZNeH1f8AibRuVJ1qZSo56cT2fKDpcxpvlGpQRPIVuf3zkqyXK/GqgqPXml04bNGmNaQGcqyIt6co1rirJgUYOMC772nyBjjGmmUVGwyDeuk9uCRQ168kH07myzw2WMab6o4Nqbt5pFS4mit9UsjDGtoM0BR6CngQ8UtGBRg94oWFjNwhjTAkSEzjYptHo0guV+NejJKakEtDX6dwyNMaaMzpRYzaLVBCOh7FAZY1rHqJRYB3er6cn71l9hjGkpnakEGVfxGvSocgsWNbDvWBhjWk3/iCgLFi0h7yk5D0bZt7eNMS2k/7sWjenkthywil4bNmuMaUFWs2gxva4NmzXGtJ5CzaJBI6IsB6yizw3+diStZmGMaR1OQmhzIONasGgJ0Ylot2BhjGkx7Umhz4JFa+jLK8kEpOwLecaYFtORTJBxrYO7JWRctSYoY0xLak8KfdbB3Rr6XGuCMsa0po6UWJ9Fq7CahTGmVbUnhbwPbgO+xV23YCEid4jIdhFZEZv2PRF5SUReFJH7RWR8OH2GiPSJyNLwdVtsnXeIyHIRWSciN0qDfwS7z4KFMaZFRXlTI2oX9axZ3AmcXzRtLnCyqr4NeBn4emzeelU9LXx9Njb9VuBSYFb4Kt5m3bi+kvetGcoY05o6wu9aREP866luwUJVnwbeLJr2uKpGH2shMK3SNkRkCjBWVZ9VVQXuBi6sQ3JLiqJ1h3172xjTgtoPkppFNX8LPBL7f6aI/EFEFojImeG0qUBXbJmucFpJInKpiCwWkcU7duw44ARGowysZmGMaUUHSzNUWSLyDcAFfhpO2goco6qnA1cDPxORsUCpXLrsUVHV21V1jqrOmTRp0gGns1CzsGBhjGlB6aQg0JAv5iXrvociInIJ8BHgnLBpCVXNAtnw/Qsish44nqAmEW+qmgZsaVRa+yxYGGNaWEKEdFLIjOQ+i1JE5Hzgq8BHVbU3Nn2SiDjh+2MJOrJfUdWtwF4ReXc4CupTwAONSm9f+OjfdMNDqjHG1KZRj/yoWzYoIvcAZwETRaQL+CbB6Kc0MDccAbswHPn0XuDfRMQFPOCzqhp1jn+OYGRVB0EfR7yfo676XKXdCaK3Mca0oo6kNOSRH3ULFqp6cYnJPymz7C+AX5SZtxg4eRiTVrOMq9a5bYxpaR0poTt7kHZwjxR9eQsWxpjWFjRDQdgFXDcWLCrIekq79VcYY1pYe1LwFerdEmXBooKsq6Tt0eTGmBYW5VEZz2oWTeGFj/pIWzOUMaaFRXlUts4joixYlJENo3S70+SEGGNMBVG/atar734sWJQRfcnFahbGmFYWNUNZzaJJopqF9VkYY1pZVKC1PosmiZ4LZd/eNsa0slQCEmI1i6aJDny71SyMMS1MREg7FiyaJuspArRZB7cxpsWlk0LGOribI+NCmyM0+FdcjTFmyNodsZpFswTf3rZAYYxpfWmnf1BOvViwKCPjqnVuG2NGhHSyRWoWIvKeWqYdTKxmYYwZKdKOkPPBr+PDBGutWfywxmkHDXsulDFmpIgeeFrP2kXFhhYR+SPgj4FJInJ1bNZY4KAdJ+SrkvWwmoUxZkQoPEywWcECaANGh8uNiU3vBv53vRLVbLlwCJo96sMYMxJE/av1/MW8isFCVRcAC0TkTlXdWLdUtJioKmfNUMaYkaARz4eqdbxPWkRuB2bE11HVs+uRqGaLqnLWDGWMGQkKz4eqY7CotYP758AfgH8G/jH2KktE7hCR7SKyIjbtMBGZKyJrw78TYvO+LiLrRGSNiJwXm/4OEVkezrtRGvAtuULNwoKFMWYESIc9yPVshqo1WLiqequqLlLVF6JXlXXuBM4vmvY14ElVnQU8Gf6PiJwEXATMDte5RUSiDvRbgUuBWeGreJvDLmNPnDXGjCAJEVKJ+jZD1Rosfi0il4nIlLB2cJiIHFZpBVV9GnizaPLHgLvC93cBF8am36uqWVV9FVgHnCEiU4CxqvqsBr9GfndsnbqxmoUxZqRJJ6Wu3+Kutc/ikvBvvOlJgWOHuL8jVHUrgKpuFZHJ4fSpwMLYcl3htHz4vnh6SSJyKUEthGOOOWaISeuX8xRHIJkQ/Do/nMsYY4ZDus7Ph6opWKjqzLqlIFCqCK8VppekqrcDtwPMmTNnv4+afSHPGDPS1Psx5TUFCxH5VKnpqnr3EPe3TUSmhLWKKcD2cHoXcHRsuWnAlnD6tBLT6yrr2XOhjDEjS5sjdOea32fxztjrTOBbwEf3Y38P0t+kdQnwQGz6RSKSFpGZBB3Zi8Imq70i8u5wFNSnYuvUTdZV2qxmYYwZQYKHCTbpS3kRVb0i/r+IjAP+s9I6InIPcBYwUUS6gG8C3wbuE5G/AzYBHw+3v1JE7gNWAS5wuapGvQWfIxhZ1QE8Er7qKusp49P2QF5jzMiRdoS8D3mvPgFjfxtbeglK/2Wp6sVlZp1TZvlrgGtKTF8MnDzUBB6IrKukO61mYYwZOaLvWuzpc5kwbvi3X2ufxa/p71h2gBOB+4Y/Oc3n+0rO6z/wxhgzErSFQ/139+Xrsv1aaxbfj713gY2q2lVu4ZGsO+Oi2BfyjDEjS5Rn7e6tT7CoqWE+fKDgSwRPnp0A5OqSmhYQRWXr4DbGjCSFYNHn1mX7tf5S3ieARQQd0p8AnhORg/IR5VFUtm9vG2NGkqjpvNnNUN8A3qmq2wFEZBLwBPA/dUlVE+2KgoX1WRhjRpCogLunTsGi1vGhiShQhN4YwrojShSVrc/CGDOSOAIJ6S/wDrdaaxaPishjwD3h/38BPFyXFDWZNUMZY0YiEaE9KXXrs6j2G9xvIXj43z+KyJ8Bf0LwvKZngZ/WJUVNtrsvjwCpg7LeZIw5mKUdaVoz1A3AXgBV/aWqXq2qXySoVdxQlxQ12e7ePG1JoQG/sWSMMcMqnUw0bejsDFV9sXhi+K3qGXVJUZPt7stb57YxZkRK17EZqlqwaK8wr2M4E9IqdvXm7Le3jTEjUjOboZ4XkX8onhg+CLDaz6qOSLt7XftCnjFmREong2AR/LDo8Ko2Guoq4H4R+ST9wWEO0Ab86bCnpgV84h1HsWDlxmYnwxhjhmxUW4JpEzrozXl0DvOP8lTcmqpuA/5YRN5P/5NfH1LVp4Y1FS3kr951NBu3bMGv02N+jTGmXk6YmOYnl5w67IECav89i3nAvGHfuzHGmBHBvk1gjDGmKgsWxhhjqrJgYYwxpioLFsYYY6pqeLAQkRNEZGns1S0iV4nIt0Tktdj0C2LrfF1E1onIGhE5r9FpNsaYQ93wj6+qQlXXAKcBiIgDvAbcD/wNcL2qxn/CFRE5CbgImA0cBTwhIserqtfIdBtjzKGs2c1Q5wDrVbXSt+A+BtyrqllVfRVYB5zRkNQZY4wBmh8sLqL/NzIAPi8iL4rIHSIyIZw2FdgcW6YrnGaMMaZBmhYsRKQN+Cjw83DSrcBxBE1UW4Fro0VLrF7ywScicqmILBaRxTt27BjeBBtjzCGsmTWLDwFLwkeKoKrbVNVTVR/4Mf1NTV3A0bH1pgFbSm1QVW9X1TmqOmfSpEl1TLoxxhxamhksLibWBCUiU2Lz/hRYEb5/ELhIRNIiMhOYBSxqWCqNMcY0fjQUgIiMAj4AfCY2+bsichpBE9OGaJ6qrhSR+4BVgAtcbiOhjDGmsZoSLFS1Fzi8aNpfV1j+GuCaeqfLGGNMac0eDWWMMWYEsGBhjDGmKgsWxhhjqrJgYYwxpioLFsYYY6qyYGGMMaYqCxbGGGOqsmBhjDGmKgsWxhhjqrJgYYwxpioLFsYYY6qyYGGMMaYqCxbGGGOqsmBhjDGmKgsWxhhjqrJgYYwxpioLFsYYY6qyYGGMMaYqCxbGGGOqakqwEJENIrJcRJaKyOJw2mEiMldE1oZ/J8SW/7qIrBORNSJyXjPSbIwxh7Jm1izer6qnqeqc8P+vAU+q6izgyfB/ROQk4CJgNnA+cIuIOM1IsDHGHKpaqRnqY8Bd4fu7gAtj0+9V1ayqvgqsA85ofPKMMebQ1axgocDjIvKCiFwaTjtCVbcChH8nh9OnAptj63aF04wxxjRIskn7fY+qbhGRycBcEXmpwrJSYpqWXDAIPJcCHHPMMQeeSmOMMUCTahaquiX8ux24n6BZaZuITAEI/24PF+8Cjo6tPg3YUma7t6vqHFWdM2nSpHol3xhjDjkNDxYi0ikiY6L3wAeBFcCDwCXhYpcAD4TvHwQuEpG0iMwEZgGLGptqY4w5tDWjGeoI4H4Rifb/M1V9VESeB+4Tkb8DNgEfB1DVlSJyH7AKcIHLVdVrQrqNMeaQ1fBgoaqvAKeWmP4GcE6Zda4Brqlz0owxxpTRSkNnjTHGtCgLFsYYY6qyYGGMMaYqCxbGGGOqsmBhjDGmKgsWxhhjqrJgYYwxpioLFsYYY6qyYGGMMaYqCxbGGGOqsmBhjDGmKgsWxhhjqrJgYYwxpioLFsYYY6qyYGGMMaYqCxbGGGOqsmBhjDGmKgsWxhhjqrJgYYwxpqqGBwsROVpE5onIahFZKSJfCKd/S0ReE5Gl4euC2DpfF5F1IrJGRM5rdJqNMeZQl2zCPl3gS6q6RETGAC+IyNxw3vWq+v34wiJyEnARMBs4CnhCRI5XVa+hqTbGmENYw2sWqrpVVZeE7/cCq4GpFVb5GHCvqmZV9VVgHXBG/VNqjDEm0tQ+CxGZAZwOPBdO+ryIvCgid4jIhHDaVGBzbLUuKgcXY4wxw6xpwUJERgO/AK5S1W7gVuA44DRgK3BttGiJ1bXMNi8VkcUisnjHjh3Dn2hjjDlENSVYiEiKIFD8VFV/CaCq21TVU1Uf+DH9TU1dwNGx1acBW0ptV1VvV9U5qjpn0qRJ9fsAxhhziGnGaCgBfgKsVtXrYtOnxBb7U2BF+P5B4CIRSYvITGAWsKhR6TXGGNOc0VDvAf4aWC4iS8Np/wRcLCKnETQxbQA+A6CqK0XkPmAVwUiqy20klDHGNFbDg4Wq/o7S/RAPV1jnGuCauiXKGGNMRfYNbmOMMVVZsDDGGFOVBQtjjDFVWbAwxhhTlQULY4wxVVmwMMYYU5UFC2OMMVVZsDDGGFOVBQtjjDFVWbAwxhhTlQULY4wxVVmwMMYYU5UFC2OMMVVZsDDGGFOVBQtjjDFVWbAwxhhTlQULY4wxVVmwMMYYU5UFC2OMMVWNmGAhIueLyBoRWSciX2t2eowx5lAyIoKFiDjAzcCHgJOAi0XkpOamyhhjDh0jIlgAZwDrVPUVVc0B9wIfa3KajDHmkJFsdgJqNBXYHPu/C3hXvXamnot6gCrq+SDB+2Be//82z+bZPJvXSvM04VEvIyVYSIlpOmghkUuBS8N/94nImrqmamgmAjubnYj9YOluvJGadkt3Y5VM978f+Hanl5o4UoJFF3B07P9pwJbihVT1duD2RiVqKERksarOaXY6hsrS3XgjNe2W7sZqdLpHSp/F88AsEZkpIm3ARcCDTU6TMcYcMkZEzUJVXRH5PPAY4AB3qOrKJifLGGMOGSMiWACo6sPAw81OxwFoyeaxGli6G2+kpt3S3VgNTbeoDuonNsYYYwYYKX0WxhhjmsiCRR2IyB0isl1EVsSmnSYiC0VkqYgsFpEzmpnGYiJytIjME5HVIrJSRL4QTj9MROaKyNrw74Rmp7VYhbR/T0ReEpEXReR+ERnf5KQOUC7dsflfFhEVkYnNSmMpldItIleEj+VZKSLfbWY6i1W4Tlr63gQQkXYRWSQiy8K0/2s4vXH3p6raa5hfwHuBtwMrYtMeBz4Uvr8AmN/sdBaleQrw9vD9GOBlgkerfBf4Wjj9a8B3mp3WIaT9g0AynP6dVkt7uXSH/x9NMKBjIzCx2Wmt8Xi/H3gCSIfzJjc7rTWmu6XvzTBdAowO36eA54B3N/L+tJpFHajq08CbxZOBseH7cZT4nkgzqepWVV0Svt8LrCb45vzHgLvCxe4CLmxKAisol3ZVfVxV3XCxhQTfz2kZFY45wPXAVyjx5dNmq5DuzwHfVtVsOG9781I5WIV0t/S9CaCBfeG/qfClNPD+tGDROFcB3xORzcD3ga83NznlicgM4HSC0ssRqroVgpsNmNzEpFVVlPa4vwUeaXiCahRPt4h8FHhNVZc1N1XVFR3v44EzReQ5EVkgIu9sauIqKEr3VYyAe1NEHBFZCmwH5qpqQ+9PCxaN8zngi6p6NPBF4CdNTk9JIjIa+AVwlap2Nzs9Q1Eu7SLyDcAFftqstFUSTzdBOr8B/Esz01SLEsc7CUwgaB75R+A+ESn1qJ6mKpHuEXFvqqqnqqcR1JDPEJGTG7l/CxaNcwnwy/D9zwmepNtSRCRFcBP9VFWjtG4TkSnh/CkEpZqWUybtiMglwEeAT2rYsNtKSqT7OGAmsExENhBkDEtE5MjmpXKwMse7C/hl2GSyCPAJnl/UMsqku+XvzThV3Q3MB86ngfenBYvG2QK8L3x/NrC2iWkZJCwB/gRYrarXxWY9SHAzEf59oNFpq6Zc2kXkfOCrwEdVtbdZ6SunVLpVdbmqTlbVGao6gyADfruqvt7EpA5Q4Vr5FcG1jYgcD7TRQg/oq5Dulr43AURkUjSaT0Q6gHOBl2jg/WlfyqsDEbkHOIugVLUN+CawBvgBQVU9A1ymqi80K43FRORPgN8CywlKhAD/RNCmex9wDLAJ+LiqFnfeN1WFtN8IpIE3wmkLVfWzjU9haeXSrcHTCqJlNgBzVLWVMt1yx/sJ4A7gNCAHfFlVn2pGGkupkO5uWvjeBBCRtxF0YDsEhfz7VPXfRORwGnR/WrAwxhhTlTVDGWOMqcqChTHGmKosWBhjjKnKgoUxxpiqLFgYY4ypyoKFMcaYqixYGGOMqcqChTHDSETuFZH/Dh+mt1FEPhxOnyciHwjf/7uI3NjclBozNBYsjBlepwKvqOq7gE8SfHuf8O83ROSTBE87/WKT0mfMfrFvcBszTMJn9mwCjlbVjIgcBjynqrPC+QuA0cBZ4e8pGDNiWM3CmOFzMrBWVTPh/28HlgGIyCkEv9SWjQKFiMwWka+G728SkTFNSLMxNbFgYczwORU4Jvy95E7gX4Hrw0dH/5TgV816ROS8cPk5hMEEGGu1DdPKLFgYM3xOJQgK84HngVuBPxD8VsKXVHU18H+Ab4XLvxNYFQYWROS9InJvg9NsTE2sz8KYYSIiTwP/oKpralz+IYLfq+gGTlHV80Xka6r67Xqm05j9kWx2Aow5iBxHjT+cE/5i2xuq+pn6JsmY4WHNUMYME1Wdqqp+9SVBVfOq+qn4NBE5FTgz/IU/Y1qKNUMZY4ypymoWxhhjqrJgYYwxpioLFsYYY6qyYGGMMaYqCxbGGGOqsmBhjDGmKgsWxhhjqrJgYYwxpqr/Hx1lidwY7fGLAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -948,7 +920,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -963,7 +935,7 @@ "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", "z_max = 3 #cm\n", "\n", - "result= ((4*m_muon**2-2*m_e**2)/(2*m_e))*math.exp(z_max/rad_length)\n", + "result= ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(z_max/rad_length)\n", "print (result, 'MeV')" ] }, @@ -976,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1019,48 +991,48 @@ " \n", " \n", " 0\n", - " 18756.765649\n", - " -18.539403\n", - " -9.440417\n", - " 28721.913726\n", - " 18.539403\n", - " 9.440417\n", + " 18252.517055\n", + " -6.291344\n", + " 11.654280\n", + " 28292.879618\n", + " 6.291344\n", + " -11.654280\n", " \n", " \n", " 1\n", - " 20320.662284\n", - " 3.099249\n", - " -3.503243\n", - " 23720.512545\n", - " -3.099249\n", - " 3.503243\n", + " 22888.674854\n", + " -13.113268\n", + " -14.468101\n", + " 22304.280118\n", + " 13.113268\n", + " 14.468101\n", " \n", " \n", " 2\n", - " 18673.834313\n", - " -17.018780\n", - " 5.998979\n", - " 28246.842437\n", - " 17.018780\n", - " -5.998979\n", + " 21450.113688\n", + " -9.686614\n", + " -7.532852\n", + " 22878.325235\n", + " 9.686614\n", + " 7.532852\n", " \n", " \n", " 3\n", - " 26782.332005\n", - " 6.413326\n", - " -15.736629\n", - " 19267.359871\n", - " -6.413326\n", - " 15.736629\n", + " 27880.671575\n", + " -7.402018\n", + " 13.802346\n", + " 18617.728404\n", + " 7.402018\n", + " -13.802346\n", " \n", " \n", " 4\n", - " 21231.172096\n", - " 2.546593\n", - " -2.401666\n", - " 22549.578033\n", - " -2.546593\n", - " 2.401666\n", + " 18781.209461\n", + " -8.760421\n", + " -11.825818\n", + " 27351.859564\n", + " 8.760421\n", + " 11.825818\n", " \n", " \n", " ...\n", @@ -1072,86 +1044,86 @@ " ...\n", " \n", " \n", - " 999995\n", - " 22737.382390\n", - " 0.953377\n", - " -7.675936\n", - " 21240.801129\n", - " -0.953377\n", - " 7.675936\n", + " 99995\n", + " 19784.989351\n", + " -13.609314\n", + " -13.750277\n", + " 26291.895724\n", + " 13.609314\n", + " 13.750277\n", " \n", " \n", - " 999996\n", - " 23162.887157\n", - " 3.955594\n", - " -6.338351\n", - " 20868.263043\n", - " -3.955594\n", - " 6.338351\n", + " 99996\n", + " 22587.590642\n", + " 1.451559\n", + " 1.014268\n", + " 21164.087692\n", + " -1.451559\n", + " -1.014268\n", " \n", " \n", - " 999997\n", - " 18884.808927\n", - " -1.063943\n", - " 11.166324\n", - " 26613.593068\n", - " 1.063943\n", - " -11.166324\n", + " 99997\n", + " 27341.909214\n", + " -6.646244\n", + " -21.158470\n", + " 19565.443483\n", + " 6.646244\n", + " 21.158470\n", " \n", " \n", - " 999998\n", - " 21474.480307\n", - " 10.795282\n", - " 25.951564\n", - " 25686.929796\n", - " -10.795282\n", - " -25.951564\n", + " 99998\n", + " 23497.904117\n", + " 7.088622\n", + " -6.123189\n", + " 20713.905459\n", + " -7.088622\n", + " 6.123189\n", " \n", " \n", - " 999999\n", - " 19905.023075\n", - " 11.590215\n", - " 2.205203\n", - " 24886.974135\n", - " -11.590215\n", - " -2.205203\n", + " 99999\n", + " 18334.835699\n", + " 7.319726\n", + " 4.861411\n", + " 27489.231874\n", + " -7.319726\n", + " -4.861411\n", " \n", " \n", "\n", - "

1000000 rows × 6 columns

\n", + "

100000 rows × 6 columns

\n", "" ], "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 18756.765649 -18.539403 -9.440417 28721.913726 18.539403 \n", - "1 20320.662284 3.099249 -3.503243 23720.512545 -3.099249 \n", - "2 18673.834313 -17.018780 5.998979 28246.842437 17.018780 \n", - "3 26782.332005 6.413326 -15.736629 19267.359871 -6.413326 \n", - "4 21231.172096 2.546593 -2.401666 22549.578033 -2.546593 \n", - "... ... ... ... ... ... \n", - "999995 22737.382390 0.953377 -7.675936 21240.801129 -0.953377 \n", - "999996 23162.887157 3.955594 -6.338351 20868.263043 -3.955594 \n", - "999997 18884.808927 -1.063943 11.166324 26613.593068 1.063943 \n", - "999998 21474.480307 10.795282 25.951564 25686.929796 -10.795282 \n", - "999999 19905.023075 11.590215 2.205203 24886.974135 -11.590215 \n", + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 18252.517055 -6.291344 11.654280 28292.879618 6.291344 \n", + "1 22888.674854 -13.113268 -14.468101 22304.280118 13.113268 \n", + "2 21450.113688 -9.686614 -7.532852 22878.325235 9.686614 \n", + "3 27880.671575 -7.402018 13.802346 18617.728404 7.402018 \n", + "4 18781.209461 -8.760421 -11.825818 27351.859564 8.760421 \n", + "... ... ... ... ... ... \n", + "99995 19784.989351 -13.609314 -13.750277 26291.895724 13.609314 \n", + "99996 22587.590642 1.451559 1.014268 21164.087692 -1.451559 \n", + "99997 27341.909214 -6.646244 -21.158470 19565.443483 6.646244 \n", + "99998 23497.904117 7.088622 -6.123189 20713.905459 -7.088622 \n", + "99999 18334.835699 7.319726 4.861411 27489.231874 -7.319726 \n", "\n", - " $pz_{\\mu_2}$ \n", - "0 9.440417 \n", - "1 3.503243 \n", - "2 -5.998979 \n", - "3 15.736629 \n", - "4 2.401666 \n", - "... ... \n", - "999995 7.675936 \n", - "999996 6.338351 \n", - "999997 -11.166324 \n", - "999998 -25.951564 \n", - "999999 -2.205203 \n", + " $pz_{\\mu_2}$ \n", + "0 -11.654280 \n", + "1 14.468101 \n", + "2 7.532852 \n", + "3 -13.802346 \n", + "4 11.825818 \n", + "... ... \n", + "99995 13.750277 \n", + "99996 -1.014268 \n", + "99997 21.158470 \n", + "99998 6.123189 \n", + "99999 -4.861411 \n", "\n", - "[1000000 rows x 6 columns]" + "[100000 rows x 6 columns]" ] }, - "execution_count": 16, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1206,24 +1178,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "/home/giulia/anaconda3/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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c2VURkcXlRHeI4VCMP3rbyoy8vrWWYDDIzfVOxmKW//TD6Rsii+QJF7Ad+Iq19lYgwOWKYGC8WTDz3JbAWvv1ZDPiHfX19QsWrCxe082Z04+dvjTAt/e2cv/NjWxbXjnv1/+L31qPz+1kb0d0xnm5x6el1TI3mUxEZGTQVfY3/7QOx+kPJXjwtiXEI2H+7qlX+fyufZNKuoBZe0akBsm3LPURjVu+8nLLxGPKroqILB6BcIzj3WMs8cO66szsEh6NjCe367xxarxwahCi8YSS1pKv2oA2a+1ryftPMD5H7kpV/ya/dicfbwdWpD1/efKYyKymmzOnH/vyK204DPyHd629ptf3mxj/8Z0r6BlLcEbL4uQ6ZTIRkZFBV9nf/NM8OL527N4ba4HxhIN7Do0q06V2ySh1JfjI9iU8caiD4bSyL2VXRUQWh+/vbycch1uXzrxb0kLweH0YY9hc42AkYnn2cNukCbiq6SRfWGs7gVZjzA3JQ3cDJ4BdwEPJYw8BO5O3dwEPJhu53wkMpVUTi8xqujmzx+fnzZ4gu5v72dLgo7HCe82vf9+NtdSVOHi9K0IgHNNYK9csY4kIDbrFoS9k6AsbttS7cTuv779TapeMf/sbq/G4HBzuji5EiCIikiUjoSjf2tvK0jIHdX7ndb9eagnGbMWTy8ug0mt4dP8l3GnrmlVNJ3nm3wPfM8YcBbYBfw38LfBeY8xp4D3J+wDPAeeAM8A3gE9nP1wpBOk92r7+63bKvU5uavDN2rvtaowx7GhyE4pZvvGrixpr5ZplpmbystSg62F8QP0k48mPx40xnwJagI8mz30OuJfxQTeYPFfy3LlRBy5jWV/tXrDXrCvz8Mm7VvDll1s4fmmUO9aXXv1JIiKSc995tYWhsRh3rbn2q23popEwX9tzkqq6mSsgjRlPhv+6bYzVFZOTH6qmk3xhrT0M7JjmobunOdcCn8l4UFLwUhXHo8bPy2fH+OO3LiMaGps47vWXEQwGsRZm6Fs5rboSB2urXDy6t5Xf3b5EY61ck4xu32mtPZxcRnGztfYBa+2AtbbPWnu3tXaDtfY91tr+5LnWWvsZa+06a+1Wa+2BTMYm1y8Us7QHDCvLwO289j3iI6GxZFb2sj+4cwU+J/zfX7ZdUeqlEjARkdxLjcWJxHhvhuGxCF9/+RxvW1NJXcm1vydM5ZrDUr+11S4aytwc7w4t2PcVESkEHq+fw50RKn0uPra9cdLxaDjEV3cfu6Kv21zc2uTBYQyf23NuIcOVIpLRRIQUtrODMRIY1lQs3GumJrZ+j5Ot9W4OtY3w8pn+SY8FAoGJEjAlJUREciNVjtvb28vfPLmXf/zFGYbGopREBonFFn5p3WylxAb47c1VXBqJcbYncMXjIiLFqjsYp2M0zkO3N1HquXLJ3Gx93WYbd0s9Dv7NW1fw/IkeegJqXCnzp0SEXJOEtZweiFPrTVDpub7XSl8DHA2H+Nyz49uwbah2sqLKy+f3nCORPCeVgEiVgGldmohI7ri9JeOTVLePb+9t5Tc31NJUmZkS3VQp8XTbQEfDIVpbzuMw8P0D2lxARCTlSHeMEpfhI7c0zPu50fD4DkXTJZettfzuzbVU+90c6ghOOq6LhDIXSkTINXn13ACjUcva8sTVT76K1Brg1CDn8Y03G3MYw7992zJO9wQ40xciEAhMPJZO69JERHIjNUk93hlkOBTj0+9cPeO5qaTz9cxNU02Np1NW4mVluYOdRzoZDqnZsYjI3vMDdAUT3NTgxue+tgbCnhkqJqLhEF974QgP7miifSTG/pbBieOpi4ois1EiQq7J4wc78DphqX98Rnk93Xdh5jXAdy7zUuO1HOwY4x+emz4jKyIiOeTycqI3wrs21rJlSfmMp13PWuS52ljtYiya4KmDbRn7HiIii4G1li+9dB6/y7CxZuGayqfz+Er48C0N+N2GL/z83EQVxHQXDkWmUiJC5q13NMzP3+xlXZWLVI/K2Uq3rocxhu1NXsZicGHsOteAiIjINZup3PbNQUskDp95x+pJx6drRDzbWuSFUFPi4OZl5Xzn1RYSKgsWkSJlreVfjrZyuG2YrfUunI7rbyA803uAz+1gW1MJr7cO88rZ/uv+PlI8lIiQedt5uIO4hbVVU7ZJy9AEs6nUyRI/nOi3hGOaWIqI5MJ0PXkicUvzgGVFhZPNs1RDZNPv37acc70BXj03kOtQRERyIhAI8BdPH2dppZd1U+br11rFnLroON2Siw21XpZX+fjCi2ex9vqXbUtxUCJC5u2pQ21sbvRT5V247dmu5pZ6B9EEHO+JZO17iojIZFN78pzqjxFNwC2N+VOx9r7N9dSVefj+/iubVqqJmogsdtONY1OPvXh6gP6Q5Q/vXIrDmEnnRMNjszagnC1JMdNFR6fD8OCOJk52BWkfHn/d1E53IjNRIkLm5eSlId7oGMYXD2S1X0OV17C6wnCyN0rXSDhr31dERKY3HIpysi/G0pIEpY5E3nzA97gcfOL2lfzidB/D4fikx7TTkogsdtONY+nHEtby5VfaqPY5uWdzLTCeYOjt7eWLPx1PQMzWgHI8STH/Xj733lhLiQtO9KsiQuZGiQiZl8f3tWCwrKq4ts6785G+rSfA1trxjO6j+zoz/r1FRGR2P9jfQTQBm6riRCP51SX9E3eswukwnOq5MnGtnZZEZLGbbhxLHTvVG6Z1MMyOZSUTvSFSzYKN03X1155lqfXUufmk57kc3FjrpnsMegLxK58sMoUSETKt6cq+YvEEzxzrYlm5E58r88syopHQpG09S92GddUudh7vIRBRtlVEJFdGQ1Ee3dvKsjIHVclVGVO7pM82Yc20xgov71hXxem+MH2DIyoPFpFFba7LHEbDcV7vCLJtqZ/lFZN3yliIZsHRSHjS3Dwl9blhfbUDjwOOaSm1zIESETKt6cq+XjnTS+9ohLWVma+GSJm6refWBg8JC8e6xrIWg4iITPbor84yFIqxuXrmc2aasGZDMBgkEegnHLfsOa0u7iJSHL53oJNwHP74jkaMycxFw6lzc7i8pMMkYmysNrQNxzl2sS8vlutJ/lIiQmY0tezrB6+exe2wNPpyV25V5nFw7+ZamnvD9KhXhIhI1oVjcb71aitNfgd1JbNPdKebsGbLssoSKr2GJw935ywGEZFsCUYTfO9gJ6sqnGxqKLn6ExZYaknHhiqD08Bf/vTMxAVNNQqW6SgRIXMyEory0plBVpU7FmQv4uvxyTuWkLDwrb2tOY1DRKSYBAIBYrEITx/upHc0wk31V19rvFDms91c6lxjYGOtm+OdAU5cGsl8kCIiWTLdB/vXL40RS1i2NWRvbE6JhMeIRMcbXHqdhjUVhtagg4HgeEWcGgXLdJSIkDn56bFOwrEEaypym4QAWF7lY12Nh8cOdNA7qjVoIiKZMN1EN2Et33q1lW3LK2j0Z28KcbmT+9WXeQSDQR7ZuY9YLMq6ajc+l4MfHuzIQpQiItkRDYf47DMH6enpwVrL2Z4Ab/aG+fAt9ZR7sjc2z5Qk3lhtSFh46mjPxDE1CpaplIiQOXnyUBsrq33U5K7KdkIgEGBLnYtIPMG3VRUhIpIR013Bah2K0TYY4qE7l2ds/fFMZuvknpKaFHu842XJHqfh/ZtqeO54F0Nj2e9VISKSKcaYid2K/uHFc7gc8G/uWJrVGGba7rPCY2jyw5NHuonE1GBepqdEhFxVa3+Q1873c++NtVmZeM6lBLfS5+CeLQ388EA7Y9HEnLsJi4jI3E29gvVGT5hSF2yttuRiN4yriUaurJz48C0NjEUTPHWoLYeRiYgsPI+vhIMXB3nxzT5ubiqh2u/O+o5FMyWJN1Y76A1Eee7YpazEIYuPEhFyVT9+vR2AezbXZuX7zZRdnerht60kFE1woieUlbhERIrZic5ResfGS26//MLRnOyGMRdTJ8U3NPi5qamU7+5tUaM0ESko1lo++7NzNJR72NIwPvZFIyG+tuck0Whkzr11MmGJH1ZW+/jWr85r7JVpKREhs7LW8uShNm5bVUVTuSdr33cuJbhLSg3LSi0nukOMhmdPWoiIyPX5/sEu3A5YW2HmNEbnA2stvb29+G2Qsz0B9rUM5jokEZEFc3E4zpH2YT7zztW40prJu7y+efXWyQRjDL93awNH2obYd7abfKyik9xSIkJmdbR9mAt9QVzR0bzsdHtzg49oAn6k7dlERDKmY3CMPW/2s7bS4HZOv0RvPjtbZEs0HOKru4+xstJDhc/FYwfUtFJECkPCWl6/FGZdnZ8Hbmma9pxcJ43vvbGOUo+T//3MibytopPcUSJCZrXzaBc+l4O1dWUEg0FyXVmVWveWiqOmxMGycic/ONRFIBzTHsUiIhnw3b0tWMb3h59Jrq++zcTt9eFyGD60rYk9zb0Eo2qcJiKLy3S7GF0YtgxHLA/ftRSXIz8/0pV6nHzw5kZaA4ZQTPNzmSw//9dKXognLD99o5u7N9VhYmG+uvsY0av0bci01NWtaPRyHFsbPAyOxfjBvhbtUSwisoCstQwOj/DYgVbevraKMvfsDYtzffVtNh/dvpRYwvJmbzjXoYiIzEswGJzYIQPGqyHe6LdUe+Gd6yrzrhot3cfesoyEhTP90WkTKlK8lIiQSdIHiNahKMOhGB+8ebzcy50nE8ypcTSUOrl1WTnf3d+J01OSo6hERApPNBziPz9+iL7RCB++uSHX4Vwzay11Pstb11ZzqjdELJGY9JgmxiKS7zy+y3Pcs4NxAlHYWutgbGyMR3buy7tqtJT1DaU0+h0090UZGQ3ooqFMUCJCJknfN/50f5i6Mg93rqnKdVhXmLoW+ZN3LKEnEOV0v650iYgspLPDhiUVHm5fVZ7rUK5ZNBLis88c5J71pQSjll+82TfxWPr7nohIvovEEhzriVHrgyWl48c8Xv/sT8qR1Hx9Y42TQNTy6wtDV2wLLcVLiQi5gsfnp2skQttQlN+5pSkv151N3Sv+jlUVbG70c6xz8pUuERG5dkPhBF2BBPWeKKGxsVyHc12MMRw8dR6/2/DDg5ObVmpiLCKLxZOHLxGMWW6qdWDM7Mvlci0YDPLIzn0sKYlT4jI8drCDfF1CItmXf58wJS88+0YvFvjQtiW5DmVG6WuRjTF88o6ljEQS7DzUphJbEZGrmMuShNMDMRzAxvqSvGhYfL18Ph8ba9z8+twA53sDuQ5HRGRe4gnLo3tbqSsxNC2S/KnH68dhDOsqYV9rgP7A7NXLWi5XPJSIkCskrGXnsR6WlrtYWbN4ei68Y10VlV7DI3vOMRrQBFNEZDZXW5IwFo1zbjDO8nKDK54fDYsXwrpqJ06H4du/PKOJrojkvcsfzOHlM320DoTYVOPK+2qIqdZVGgxwsnssubx6elouVzyUiJArtA9H6RyJcEOdLy/3hZ+JwxhuqnMxHIEXm3tzHY6ISN6baUlCIBBg56FWIglYXzk+2c2XhsXXy52I0OSL84P9bfQPjeQ6HBGRWQWDQb7wk4NEozH++bU2miq8rKxwApe3tV8M8/QSl2F5meH8kCUUjc96rpbLFQclIuQKzb1hqktcrKx0T6ztytdOvFOtqnBS7jF8/ZWWGa90qeRLRGR66ePjU0d7qPQa6hdPYdycbaxxEUnAT0905zoUEZGr8nhLGAwleO3CIB/bsRRHshoiGgnztT0nF808fUOVIZKAF5r7cx2K5AElImSSnpEwrUNR3r+xEqdjfJDL106803EYw031Ht64NMrLp6evilDJlxQbY8wFY8wxY8xhY8yB5LEaY8xuY8zp5Nfq5HFjjPmiMeaMMeaoMWZ7bqOXbEqNj4fO9/BGZ4AN1Yuv/HcuGkqg0mt47EDH1U8WEckDbw7E8bkc/O6tSycddy2iarX6Eqj0wBOHu3VBUJSIkPErYKOjo4yOjvLU4UtY4L7N+bdl51ytqXLSUObm/754esZzVPIlRehd1tpt1todyft/Duyx1m4A9iTvA9wDbEj+eRj4StYjlZzy+Pz8+FgPXpeDtZXOXIeTEcYYNta6OdYxwhuXtDxDRPJbOA4tw3F+++ZGqvzuXIdzzYwxrK8ynOoO8nrrYK7DkRxTIqKIpUpwA3XvLQgAACAASURBVIEAf/mDl/jLH77M4wfbafI7WF7pzXV41ywRDbOsJMb+CwPsO6/SL5EZ3A88mrz9KPBA2vHv2HF7gSpjTP5unyMLLpawvNDcz7s3VONxFl41RMq6ajclbgePHWif9nEt4xORfHFhBOIWfv+2ZTOek2993WbqX7G6wlDqcfDdV1tyE5jkDSUiilj6EgWP10/XmKFzJMrayvwYwK7H5kY/NX43X/zZKbq7Vf4lRc8CLxhjDhpjHk4ea7TWXkre7gQak7eXAa1pz21LHpMicXEwwmg4zn1b6nIdSsZEwiGIx7nvpkaePd5NOHZl4zQt4xORfGCt5fww1PoMGxrKZjwvGg7xpeePEMuT3Y1m6l/hdhjuvbGOZ49eom909q08pbApEVHk0pconB1K4HXCstLxK2D5llmdzdRYnQY+tr2BV84O8N+eOKiJpBS7t1trtzO+7OIzxph3pD9oxzN18/pFN8Y8bIw5YIw50NPTs4ChSq6d7o/QWO5hx4ryXIeScfdvqSYcS9DcMzZt9YOW8YlIrh1tH2Y4Cmurrr5UzpNn/SJm6l/x4VsaiMQTPHbg8nWPVJW2FA8lIgSAsZilfRTWVJiJJpWXM6v534k3GAxOijUaDnGpo4NSt+HkoFF5rRQ1a2178ms38DRwO9CVWnKR/JraPqAdWJH29OXJY1Nf8+vW2h3W2h319fWZDF8yLH0JQtdwmI7hKPfdWDvRlb2Q3dBQSl2Jobk3wmefOUhPT8/Ev8ViScSLSOGy1vL4gTacxrKyvHB69qytLeGutbV8b+9F4gmrpXBFSokIAeDsQAwLrK2cPPHMt8zqbKbG6nU5WOoJ0Toc538+qaoIKU7GmFJjTHnqNvA+4DiwC3goedpDwM7k7V3Ag8ndM+4EhtKWcEiBsdbS09MzsQThmWNd4w2LbyzcZRlTbax2MRKF/rhnUu+kxbR1tYgUpt7BEZ493s0yv8XtNAWVJH3wrlW0D47x4qkuenp6eGTnPs3Vi4wr1wFI7iWs5fRgnIYSqPAsvitgqWY41sLUC3gbqx2cC1qah5Rzk6LVCDyd3ILRBXzfWvu8MWY/8Lgx5lNAC/DR5PnPAfcCZ4Ag8MnshyzZkqp8K6usxlrLj49corHMxYrqxZOEvl6rKpwc6IzS3BclGAzytZ838ycf2L6otq4WkcK0+2QPMWtYXTbexyYYDPLIzn04nIv/I9x7b2ykscLLt391jmX0F8TfSeZHP/EidPmD+3g29bWWYQJRyy11iy8JAeMT6a/uPoa7pAyPe/J/aa8T1pTD2cEYrQNjbCotzVGUIrlhrT0H3DLN8T7g7mmOW+AzWQhN8kSqmuxI2zDn+8Z4+8ri+ACeurLodIxXAzYPxOkNRPH4SnIdmhQgY8wFYASIAzFr7Q5jTA3wGLAauAB81Fo7YMYzx19gPCkcBP7AWnsoF3FL7lhreeJQO+UeQ633cgWEx+snFovkMLKF4XI6+MTtq/j8z97kg+t8+MmPJpuSPRm9TGyMuWCMOWaMOWyMOZA8VmOM2W2MOZ38Wp08bowxXzTGnDHGHDXGbM9kbMVsaifwHx/tmdSkcjFyz7KEZEPleKXEP/36YhYjEhFZXJ44NL4OeUX54n0vmI9o5HIfpHWVBgv85KT2tZeMepe1dpu1dkfy/p8De6y1G4A9yfsw3lh4Q/LPw8BXsh6p5Nyptj4OtY2wpuLKit/FLpUI/vjtK3A5DG8OKAlRjLJRr65BNw+lOoEHowlePjvAuirXRJPKQlPigvXVLp4+0knnUCjX4YiI5J1YwrK7uZ+VFS7czsJ8L5hOqhqk3GNYWubk2ZMDJNQsTbLnfuDR5O1HgQfSjn/HjtsLVKWaC0txsNbyowMXMcDq8sW3m93VpC6KljrjvG9zPWcH40TTmlYWwt9Rri4XC+c16OaRN3tDxC2sryrsHgpbGjwkEpZvvHxWA5yIyBStwzFGw3HWJbeHK8bJ4MZaN73BGK3D8VyHIoXJAi8YYw4aYx5OHmtMawbcyXhPH4BlQGvac9uSxybRNsqFa2Q0wA8OdNDkB787uZtdZPHsZjcXqYuiv3/7MqIJaBm2Ez0wCuXvKLPLdI+I1KBrga9Za7/O/AfdSd3ak4P3wwArV67MYOiFL2Etzb1h6n0J/M7CnniVexzcd1Mj3993kd7281RWlOc6JBGRvHG2P0ZTuYdG/3hSOrUl8mLaOel6La9w0lDm4s0+TYAlI95urW03xjQAu40xp9IftNba5Hx5zpLz6q8D7Nixo3iyhgUm1bvN7/eTbCzN3vMDjMUNt1ZOvlBYaGOytZb1VU5qfIbTg+MVEWoUXDwyfRn87dba7Ywvu/iMMeYd6Q8mm6LNe9DV3vUL47UL400qN1QXzr7Es/nDt60kFE1wdtSd61BERPJGMGrpGI1z3411E5NgKLwJ79U4jOEDm6u5NBrn4oCW8cnCsta2J792A08DtwNdqerf5Nfu5OntwIq0py9PHpMCktoqeGrvNoCnj3TiccKyAu+xHgwG+eyu/ayvhKEIHO7Q9p3FJKOJCA26+e2po93jTSrLimM98Lr6Ut6zqY7m/hiRuC4ciIgAXBgZHw/v21Kb40hy754bqjDAM8dV5i4LxxhTaowpT90G3gccB3YBDyVPewjYmby9C3gw2cj9TmAorZpYClBqmQLAUDDKnlM9rKlwFmz/tnQer5+V5QaPA5442kMxLQksdhlLRGjQzW/BSIJXzg2ON6kstFa807DWMjo6yr9+SwPRBDSr9FZEhHBojHNDCRpLHSyvKq4KiOnUlbpZVu7k2RN9alopC6kReMUYcwTYB/zEWvs88LfAe40xp4H3JO8DPAecA84A3wA+nf2QJVd2He0gEresrcr0CvrcSC1FSU84uByG1WVxfn0xwNDY4t+aVOYmk//DG4Gnk2WeLuD71trnjTH7gceNMZ8CWoCPJs9/jvH9ks8wvmfyJzMYW9F7sy9M3JJcllH4W+ZEwyH+7qlXAVhS6uaNngij4Rh+/5Xr8kREikVfGEajhpsbLy9ZS00SrS28LePmYkONm5+3hGgfNayqznU0UgisteeAW6Y53gfcPc1xC3wmC6FJHnriQCsbG0qp8cWJF2ALt2gkzNf2nKSqbvIS+7XlCd4cdnBmyHKbWrkVhYxVRFhrz1lrb0n+2WKt/avk8T5r7d3W2g3W2vdYa/uTx6219jPW2nXW2q3W2gOZiq3YxROW5r4w25eVUuIo/CREisfrw+P1sbXWQSQO39nbNu26PBGRYnFhBJzGsqry8nWJaDjEV3cfIxornveHdMsqnNSVujmjfe1FJEtSOxUdPt/FkbYhfmdbU0FfIHNN04PI74Ilfjg3ZIknVJFWDAp7z0aZkGqIA/Dq+QECkQQf2FyV46hyo8ZnWFnh5Nt7WxkMRietyxMRKRahaJzW0fFmaG7n5Amvu8gaVaZzGMMHttTRMZogGE3kOhwRKQLRcIjPPXuIHx1oxeUwfOCmxqs/qQCtq4BwHC4MKRFcDJSIKEI/PnwJr9PwttXT1z1Nt3ar0Gxr8hCMxPnmry/mOhQRkayz1vKTI+1EE7CqLNfR5J/f3lKHBc70azIsItnh9Pj46ck+fnNDLTWlnlyHkxP1Pih3o22Ui4QSEQUsVeZl0xpuDQYj7GnuZV2NB49z+h9/au1WLFa4g0CVz8kHtjby/f3tuuIlIkUnGAzy/146i99pqSve4ocZraj20eh3cGYgqqaVIpIVLUMx+oMxPrJ9Sa5DyRljYF2loSeY4M2u0VyHIxmmREQBm67/wa4j451419d4JpqRTWe6tVuF5tPvWE0sYTnSOQbA6Ogo3d3dWGunTeKIiBSKS0MhusYMK8sSGHM5cV3IlXDztb7ayWjEsu/CYK5DEZECZ63lZG+UVdU+3rauJtfh5NSaSoPDwOOHOnIdimSYEhEFbmr/gx8daGNTYxkVzlhRNyMDWFlTwoe2NdHcG6Z9cIxgMMjnnj1EMBhUE0sRKWi7jnYBsKp0vCIsGg7xpeePFHQl3HytKHficcKTr2sncRHJrN6xBH1jCX7v1kYcBdykci68TsOqSie7jnYyGtJ7UiFTIqKINHeNcqx9vBMvFHczMhjPPv/rtzRggC+/3AKAx1cy8biaWIpIIUokLE8evkSj30Hp5V078RT5e8JULodhTZWb3ad6GAhEVCknIhlzqj+Oxwn33lib61DywtpySyCS4MkDF3IdimSQEhFF5OkjnXicjqLtxDtVMBjkn188zA21bnYd7eRs71iuQxIRybiXT/fQPhhiQ7Uz16HkvfXVTqJxy9Ovt6tSTkQy4tJQiIvDcdZXu/F7NC4D1Pmgyufg8YOXl2coGVx4lIgocKlf2kgszrPHurh7cwNuG0HrgMd5vH5uavBQ6nHy/15pzXU4IiILKn3ilrr9vdcuUuN3s6JCE96rKXdEqfHCD15rwVqrSjkRWXA/ONAOwKY691XOLB7GGDbWuHjj0ihH28b79CgZXHiUiChwqX2JXzjewUAwygdvqueRnfu0DjiN1wkP3raEV84N0TUaz3U4IiILJn3iFgwG+W8/fJU9J7v40LYlOIt8HfJMpjbu3Fjn5XRPgGMdI7kNTEQKTjAS50eHLrGi3EGZp7g+ll2tSfLaajclbgfff+3ixDElgwtLcf2PL1IeXwm7jvfSUO7hliYvHm/J1Z9U4NIHv2g4RFdnB3WlLg52hlXyJSIFJX3idmHUgbUU9fZwVzO1cefqKhclboeaVorIgnv2WBfDoRibal0Tx4plF6OrNUn2OA33bmlg5+EOhtW0siApEVEEgtEEey8Mcc+mGv7hmf2qhuDKwc/v9/PJHfX0BhPsPtWb4+hERK5dIBBITmIniyUSNPeGeOu6alZUKyE9m/TGnR6n4f03NvDcG91E44X9wUBEssNay8joKN95rY0tS8qoL7n8kSwYDBZN9fLVmiR/9C1LGYvG+fHr7VmKSLJJiYgClZ5NvTAYI27hvi11eLwqaUqZOvi9f2MVlV4HX3jxHNF4IkdRiYhkxs+b+whGLR/dvjTXoSw6H751CcFInPMDkVyHIiIFIBgM8l9+uJ/zfUH+1e3LMVOWymm+Pm5NpZMtS8r43t6LV1Qsq3nl4qdERIFKz6aeH4yxqcHP6hpdAZuN02HYvsTDhf4xnjqsElwRWRzmMhmz1vLNX1+k3OvgXRvrshhdYbh1eQVra/282RfW5FdEFsSZESe1fje/saqUQl+GcT0++palNHeN8Hrb8KTjal65+CkRUcA8Xj8jEUvfWIL3b9K+xHOxrMzBtmVl/L9fXCASS2iyKSJ5by6TsX0tgxzrGOGmBh+hsaDGtXkyxvDhW5fQHYhxvLVPk18RuS7negN0jCb47Rur+OJPDhTFMoxrdc+WBsq9rklbeaaoeeXipkREgWsZGZ9svveGmhxHkt+stQSDQaLhMHWOIH2BKEcvjfK5Zw9psikieW+2yZi1lq/+soXaUjerSxMa12aQeh+YKUfz2zc34jCw63iPJr8icl2+t78dh4EP3litZRhXUepx8cCty/iXE92EYlo6XUiUiChg1lpahi1NpU4ayj25DievRcMhvrr7GNFYjKXVft61vpoTfTHiLm+uQxMRuS4dIzH2XRjk4bevwukweHxapjed9PeB6dSWelhZ6ea5E33EE6ooEZH5s9bS0TvIziOdrKl0Ul3iuvqTilT6MrhP3LGSSNxypi+c67BkASkRUWDSf2n7Q5aRKKyp0iA3F+605pWffvsy4gk42hXR8gwRyVtX2+YtYS0HO4IsqfSqSeUcuKfp4J7+vrqxzsvgWIyLQyqjFpH5CwaD/LvvvMZYNMGmmivn58WydedcpHa4CwQCrKxwsm15Bad6w5qTFxAlIgpM+lrhC0NxHAZWVioRMV+rakpYX+3kzb4Y//upg8lyXTUoE5H8kmpMHI1OnzR9+nAnvcE4//6da/C49JZ/LaLh0MRyliVlLhrKXLzZG5pxm1QRkXTpY0UskaB5IMG2pX6qfeaKc4PB4KTt5Yudx+ub+GzzwE21DIcTvHZhMNdhyQLRrKQAeXx+EtbSMhxjiR+8LqMM6zXYWufGYeCNgfFfk/Qkj5ISIpIvPF7/pA/LKQOBCJ/bc5bGMhcfvLkxhxEufqnlLPFImBpnmPaRGB1DKhEWkfnZc6qXQDSBLzo8Y7Jh6vbyMv7Z5t0bavA6DY8f7JhxDq4E8eKiRESBOtUVIBiD5eXj2VZlWCeLhENEotOvA07xuw2bqg0XhmIc6xjfMijVoExbBolIvpna++Hv/+UUI6EYd63wX7FHvVy7DTVuAJ453pvjSERksfnuvnbK3IaVVerdNl8+t4P1tV5+1tzL/3js1Yk5uC4OLl5KRBSoX5wdxABLSy9PPpVhnb9N1QavE/7PC6evGODUNV1E8tXh1iF+uK+Vf3XHcmrUDG1BlboNS8udPPNGD7HE5Q7umgyLyGyOtQ1xqHWIG2pcOJQcnpfU+LqpzkM8YTk7fPnfTxcHFy8lIgrUL84M0uB34HVqoLsebqdhS43hYOsIv2zuzHU4IiKzstYyNDLKXz7XTIkL/mBHQ65DKkgba9x0j0b55Zn+iWOaDIvIbL71q/P4PU7WVTlzHcqik2pcWepK8I51VZzoCROMxCce18XBxUmJiAITCAToHx3jXN8YK8r1410I6yoNJS7DN17tyHUoIiKzCgaDfPqf99PcHeSOFWWUejThzYTlFU5qS9386NClSZUQmgyLSEr62NAzEuaZox18aFsTnuRFQmttMnFpJ91XUdX0UpXdD922hEjc8uNjPeqBt8jpk2oBujAQAqDJP14yqoHt+jgdhpsa3BxqG+HSiHpsiEh+stbS0j3IGwOG25aXsrrKPXFcSwauz9TJrsMYfntLHb8808e5zn5VQojIFdKrpB472EEsYfnEbcsmHo9Gwnxtz8mJ/m3RcIiv7j5GNDZ7D7Nit3VpGU1lLr5/sJNQaEw98BYxJSIKUPuopcoDZe7xjKsGtvmZLru6odpFrd/F65fGcheYiMgsouEQ/+mpZuIW/sPbl0w0qJxuRw2Zn1RZcGqya63lvetKSVh4bN/FKxqFiojA+JKBcCzBYwc7ePemBuq8lvT5pWtK/za3+rnNydZGH92jUS4MxdUDbxFTIqLADI5F6R2DZWWTe0NoYJu7qRNOgEQ0zHJvmM7RGPsuDOQwOhGR6XUFLW1BB5urDdXuGOmT3fQPyiplnb9IOASOy00/o+EQT/76JDuWl/Ld/e1EopEcRici+Wx3cz/9wSifeMsSHtm5T1fvF8DyCjfr60o40RtTtd8ipkREgXnl3BCWKxMRMj/TZVc31ropcRm+/PKF7AckIjILay2HexL4XbC+LDKp3Heq6ZKtMn8er48PbK4mGDN0jMSveFxLYkSKy3S/84lEgu8d6GB9vZ+b6t14vKqemo+pfTRSjDE8eNsShiKW9tHcxCbXT4mIAvPSmQH8Lqj25jqSwpPqFbG/ZUhVESKSV1pHYSAMW+sMTnNlue9UKmVdGG9dVY7PCaf7r0zqaBcNkeIy3e9820CQs31hHrixks/u2q8E8DxN7aOR7j031FDuMbzRn1DCd5FSIqKAjEXivNYyzLIyM7E2WBbWxho39WUeVUWISM4FAoGJq2/H+xJUemBVucb+bLHWEg2Psa7KSdtwnJ7RK5dnaBcNkeIy9Xe+uT+GxwHvWV+Jx6vx4FrMlFh3OQxbal0MhJm2Kk3ynxIRBcJay8+OtxGOJVhWqonoQoqEQ0Si440+nQ7DH71tJftbhrSDhojkhdaRBMMRuLHG4FASOmtSV+pWl1ss8MwbvbkOSURyLH15RuvAGK0jCdZXGbwufeTKhDVVTvwuONodUVXEIqTfigIRDAb5hxdOUupx0KCEa0Z9ZPsS6ss82kFDFg1jjNMY87ox5tnk/TXGmNeMMWeMMY8ZYzzJ497k/TPJx1fnMm65Omstb/RGKXXDilmqIdSgMjNcXh/lHkNTmZOdyT3tRaR4pe9S9P397RhgQ5USxJniNIbNNYaeYIL9LYO5DkfmSYmIAhFPWNpHE9yxskxXxDLM43Tw4G1NdI7GeC2tV4Qak0ke+w/AybT7fwd83lq7HhgAPpU8/ilgIHn888nzJI8d7RilL2TZXD17NURgeJDPP3NQ65MzZEONi0vDETpGtE22SLHz+EoYDUV58vVLrKpwUOLSvDyT1lQYfC7D115pmXRc8/L8p0REgTjcNkQoZrl9iRf9vmVWMBjkwoUWSlyGr/6yZWKgCwQCakwmeccYsxy4D/jH5H0DvBt4InnKo8ADydv3J++TfPxuo4Yzee2poz24HbCq4sof09QqiKs1sJRrt7LCRVWJi+beUK5DEZE88PiBVgKROBsqcx1JYUm9r0VCweT7W7JXRL2bvecHOdI2NHGuGgbnPyUiFrnUL+SLzb04gMPN54jGdEUm00pK/Gypd7PvwiCvNF+aGOjUmEzy0D8A/wVIJO/XAoPW2tRA0QYsS95eBrQCJB8fSp5/BWPMw8aYA8aYAz09PZmKXWYxEIzwszf7WVPpxO24MhGhbTqzx+kwfODGOloGo7R0D05MkEWk+Fhrefz1LupKHNSWmBm3oJT5m+l9bUO1iwqf84qqCM3L85sSEYtcMBjkr594lT2nemgsdeAv0RWvTEq/wrix1k1tqZuv/vKCBjrJS8aYDwDd1tqDC/3a1tqvW2t3WGt31NfXL/TLyxw8dbiTaNyysdo54znapjN77t9ahwV+oqaVIkWtfSRO62CYzTXjY/NsW1DK/E37vhYLs7I0wS9O93OycyT7Qck1USKiAAStl9bBMCvK9ePMtPRMbCIS4uPbG/nV2QF6AqpCkbz0NuCDxpgLwA8ZX5LxBaDKGONKnrMcaE/ebgdWACQfrwT6shmwzC6VDI3HEzx+oJ1ab4Iyl7YtywerakpoKnPx9NEu4onE1Z8gRUeNg4vDid4ojeUeVlRcThJraVzm3dTkp9Tj5BuvXMx1KDJHGf/kqkE38873j699WuLXxCcb0jOxH76lgcoSF4eTO2ioMY7kE2vtf7XWLrfWrgY+Brxorf194OfAR5KnPQTsTN7elbxP8vEXrf4z55XUmtc9b7TTNhRmwyzVEJJ96yoNHcNRXj7VmetQJD+pcXCBSs3/BkJxOkfjfOSWBjWPzzKP0/C72xp44WQPZ7pVFbEYZOMSugbdDGsdjlPjRV15c8DvdvDx7Y20Dkc51RUgMDzA3z29T41xJN/9GfAnxpgzjPeA+Gby+DeB2uTxPwH+PEfxySw8Pj+PH+ygusTFijKN+/lkZbkTjwN2HtfyDJlMjYMLy9QLT8FgkEd27uNkbxSngQe2asliLnx8eyNel4Mvv3Q216HIHGQ0EaFBN/O6R8L0hSzLNBnNiWAwSGd7Gx4n/NNrHQC4vSU5jkrkStbal6y1H0jePmetvd1au95a+7vW2nDyeCh5f33y8XO5jVqmE4oleOl0H/feWItzmiaVkjtOh2F1heGlMwMMBCO5DkfyS0YaB0tupHq09fT0TCQjEs4SWkYs66pdVJa4rvIKkglVJS5+5+Z6dh7uoHVgLNfhyFVkuiJCg26GvfTm+PLt5UpE5EyZ38+mWjcvnRlkMJzraESk0J0fiBBLWO65sS7Xocg01lYaonHLM8e6ch2K5IlMNQ7W7kW5ZYyDzz17aKIK9s2BGHELm+o8OY6seAWDQYKDPTgMfPPX6hWR7zKWiNCgmx17mnspcxsqNObl1OY6D6UeBycHch2JiBS6s/0RNtSXsqFO1Vf5In1HpSqv4aamUp44dEn9giQlI42DtXtR7nl84+NwKBqnuT/G0lKo8ql5fKbNtiVqZZmfB25p4sdHOglG1T8vn2XyN0WDboaNhmO8dmGAFeVOtIol+9IHQa/L8LvbGmkNwFA4MekcNa8UkesRCAQmxpHm9j66AzHev6k612FJmql729+/tZ6zvUG6AzG9B4gaBxeBXUe7CMdhU7WSENkw25ao1lp+75Y6YnHLie5QDqKTucrYb4sG3cz7RXMP0bjVtp05MnUQ/Pj2RpwGTvRd3soz1eFezStF5HoFg0H++9NHAbjY1qFxJc+k76j03htq8HucnOoOTirdFplCjYMLQMJavr23lVqfoV6Falkz05ao0XCIJ351gndtqOZUb5hAODbteZJ7ufgEq0F3gbxwopNqv5s6vxIRuZI+CFb73ayvgIvDCVr6Lk86PT5/LkITkQJirWV0dJSWUQcNJVBVrnEln/k9Tu7Z0sCFoTi4p58sS3FS4+DC8/PmXlr6x7ix1qUK5Tzh8ZXw4G1NROKWH71+CVCVcj7KyidYDboLJ/VLFI7G+fmpbt65oVb7FOeRjVXgMPCNX6lBjogsnGAwyF88vp/RqGV1hcb8xeAjty4hbuHCoK7GiRSyf3q1leVVPlZUOHMdiqS5samMpjIX//xaG5FYQlXKeUiX0heZ1C/RL052MByKcfcN6pqeD1IJohKXZV2Vk2eOddHar4FORBZOa9CF08AK7ZK0KGxdWk6V13C6/8o1zCJSGLoDcQ63DfPgHct1YTAPbW300TkcZteRdgKBwERzUckPc0pEGGPeNpdjkh0en589zb34PU7eulYNy/LB5UZlMTbVuDAGvvzSWUClYLIwNA4Xt2g8QctwnGVlBrdTk93FwBjD+moXfWMJTnaOTHtOqhGpLB4aiyXdiZ4IFT4Xv7NtSa5DKXqpJvLp0+3lFW7W1Zbw5RdP839+vG/a5paSO3OtiPjSHI9JFlhr2dPcy7tuaMDnVhlYvkg1KvO7DR/atoQnDrZyaShENBxSszJZCBqHi9irF4YIx2F1uZIQi8maSicOA08d7lRSunBoLBYAhsMJLg7H+diOpfg9l+fj6dv5SvZEwyG+uvsY0djl5XDGGP7VrReWXAAAIABJREFUjibO9Y3RE/XkMDqZjmu2B40xdwFvBeqNMX+S9lAFoE/AOdIdiNE7GuGd66tyHYrM4A/fupInX7/EP73aigNUCibXTOOwADx3og+vE5pKcx2JXE3qQ4jf78frNKyqdPHssS7+9O4RPr9rP//1w3dSWqof5GKjsVjSBQIBTvRGcBj4/duWT3osVSXrmWFXB8kc9zT/5m9f4aPEaXmjN8rKam8OopKZXK0iwgOUMZ6wKE/7M8zlLTgly1oGo7idhnesr1HGNU8trfLxkbcs54lDHQSj+vnIddE4XOSGQ1FeOTfI6kqn1iAvAtFImP/7whsTVXAbalwMh2LsPtmjXZQWN43FMmEgGOX8sGVttYu6siuvtCsJkT9cTsOmGgc9Y+MXc1WZlj9mrYiw1v4C+IUx5tvW2pYsxSSzsNbSMhjh9pUVOOIRHtm5D4dz1h+j5Minf3M9PzrQyom+KLcv189Iro3GYXnhZA+RuGVNpQvQDgyLgdt7uQqusdTJypoSHjvUwa31ei9YrDQWS7ofHe4mbmFLncr981mqb8SaCsMbfZbjXePLpf/77/2GKtPywFzfEb3GmK8Dq9OfY619dyaCkpk1dwUYiSR45/rxJpUer59YLJLjqGQ6K2v93Le1kZ8c62JrUyLX4cjip3G4SD1ztItV1T5qfRCP5zoamS9jDB97y1L+fvf/z96dx8d9lYf+/5zZZ7RvlmRZ3rc4ceLEWQlQICGFtmwlAQoX0h/0QlvaXi4tvfT29rbQFkibhiW3QCAhJCEhIRtJnDSJ42yO9y1eZVuybGuXRtJomX2+8z2/P6SRZUe2ZUsz31me9+ull6XvjPx6LGueOd/nnPOcY8wvKrU6HDFzkosLXCSe5Im9fTQUQZlHDiDMZmN9I9pweotZWm7j0KAmqmR7RraYbiHiceCnwL2ADIMyLFXN8/l8vHLYjwLeu0T6Q2Q7rTWfv6qG5/b1csgvXXrFjEkeLkDtg2F2tg3zpzc2EAwMWh2OuEifWFPH3a8f55A/anUoYuYkFxeoVP+XR3d1MRQxuGqeFCGy1eSGoam+EcvLFYcDmoP++MRzUvdXSrY9WmK6ryBDa/0TrfV2rfWu1EdaIxMTwuEw331yK6FQiJcO+aktdlDpc1odljiPcDjM4xv301iiODKQYCg8/WKEdFcXU5A8XICeebsTgA+trLI4EjETJW4HH76kitbBOIGwrGLMcZKLC1Q4HOafHnmdH7zSzCVzvNR4ZbyWrVINQycf1+lxKBaVKo4FDPzB2MT9lZxqZ53pFiKeU0r9uVKqXilVmfpIa2TiNC6Pj6N9IVoHwiyukP1o2Wzym5LL7ePSSoVhwoPbOqb9d0hyFFOQPFwAUvnDNE2CwSBP7elk7fwy5pbJUtJcFg6HCQXG9pQ/safb6nDEzEguLmB9cTfBBHz6iiqUUiRiUf7juV34/X7isTDxhPTxyRZTNQxdWaEwNTyyfazILw2ErTXdQsTtwDeAzcCu8Y+d6QpKTO2/DvZhV7CgzCnV1yyWiI81wkkVEcrcigVldh7e0cFwZPqrIiQ5ijNIHi4AqSJkf38/33h4C63+EB9ZXWt1WGIWlLkUc3yKX+/oJGHIiv4cJrm4AJxtpcOhAYNil+LdC0smrimlxmffpQiR7Upcivlldh7d1UUoJv9fVptWIUJrvWiKj8XpDk6corXmxUN9XL+4ArsZ5+4X98pseRZzebynfX1ZjZNgLMkvNx23KCKR6yQPF45UEfJkUOG0K353VY3FEYmZmLxXeXGxSe9onOf2tFkdlrhIkosLw1QrU3e3D9MfMVlV7cRuO72ngBzXmTsuq3ExEjV4XFanWW5azSqVUl+Y6rrW+sHZDUecTX84SXsgylfes4DDLW2S8HJMiS3B3CK4d2Mrn1pTQ4nHSVFRkTTHEdMmebiwGEmT1kCc9y2rotTjJBQ6va9AqsmW1iBpJLul9ioD1PsclLgUP9/UxieuXmhtYOKiSC4uHGeuTL1/cxtuOyytlD5tuazKa2PtvBIe3NrBh5bI6mMrTffUjGsmfe4BbgJ2A5J002RyJ1eA1sEYTrvi+gYvh1tkS0YuuqzKxsttSf7k3o2snuN6xxnGZ/6fC3EGycMFZOvJEaKG5pbl5ZimOTGjnjJ2JNl+nN5iXM7pvpULq7jcHuKxKErB6jkuNncEee1IH9c1FlsdmrhwkosL0DF/kNeODnBZtQOHTaq/uSwRi1KkNb2jJq2B098/T61gQyYMM2Baoxet9V9O/lopVQ48mpaIBHBqSdjfffJ6TK05HohR7TL58Qs7cLk9EzetkwemInvFY1GK7Q7qixTNI3ZWN7xzRcvk/3MhziR5uLC82DSA2w7bDh1jVZnBvW804/acnjecsjIua03ejnGmxRUOTgYVP9rQwq9uv0IGujlGcnFhunfjcZx2xYpKh6xIywMLKr0siZrs740QDAYnjvAMh8N8+9evY7M73jFhKGbfxR6AGwIWzWYg4p1cHh9aazYf7SVswMIy+8SWjEQ8xj0bmk47lkZkv8urbMRN2N936gzjyc2QpEGluACSh/NUzDB5oyXAglI7DpuNn67fj7LLqodckoi/8+i4FJtSfOmGRt5uH2JLa8CC6MQsk1yc5/qDMZ7c3cHHrqjD41ATK9IS0pwyZyml+Pw1dQxFTf7msd2n9QJxuX3v6PUm0mNahQil1HNKqWfHP54HjgBPpzc0AWOz5P/2YhN2BXOLTy+7OmQ2LOdUeBQLSxVN/Qm6hqJyTKeYNsnDheNYIE4sqVlSPlZ8kJUPuelcvZxuWVaKzwE/fkMaGOcaycWFJRQKce8bzSSSJrdf1zhxXfJy7rtlZRXFTsXBAHISoUWmO8Vy56TPDeCk1rojDfGIMximpiOkmFukcMqetLywukrRNqq5+/XjfPfjl8gqCDFdkocLxNH+GCvm+KjyamTCLT+5HDYur/OxtWOUjS0DfOgKWf6bQyQXF5BoIsmvd3Zy8yW1LKqW8Vo+cdgUq2scbOlK8NrRAT5ylfTsybTpHt/5BnAYKAEqgPi5v0PMll3tI8SSML9EihD5osipuKTayXP7e9l9vA/p8yGmQ/JwYTjUPcpgJMnHLpMjO/Pdimo3jeVu/n39MYykaXU4YpokFxeW5w72Mxwx+MK1c2XWPA8tKrNT4lL8+M0T8v9rgeluzfgUsB24DfgUsE0pdWs6AxNjXj48iNMG9TJZkldWz3FR6nHwP584SCIhYxhxfpKHC8OjO9qwK3jPfA9SpMxvNgVfvraGY/1hHtp68rTHzuwfJLKH5OLCYWrNI7t6WTXHy4vbDsk22jxkU4rLa1009QR5+VDvxHXJwZkx3WaVfw9co7W+XWv9BeBa4B/SF5aAsXPkX20eZF6JTY4KyjMuu+Kr755Hf1RxfEjWXotpkTycx7TW9A+N8GLTIPOKFfe/dkCaEee5RCzK7sPHuW5BKXe+dITu4cjEY9I/KKtJLi4QJwNxOodjFJuj2J1Oq8MRabKo3MGCSi8/fKV5ovCQiEW5a91uycFpNt1ChE1r3Tfp64EL+F4xDVNV3k4OhAnFTebLlqWcc66j21I+urqaKo9iV3ec0ei5ixFSmRVIHs5r4XCYv3pwK6F4kiVl6pyNDkX+cHs8fPOmBSS15ptP7MU0T23RcLq9kvezk+TiPKe1JhgMsq8nTJHdpKHYbnVIIg1CoRCGEcemFH/6ngUc6h5hw5H+icfl5Iz0m27ifFEp9ZJS6o+VUn8MPA+8kL6wCs9Usx/HR5K47VArvXFyTiJ29qPbUmxKcW29i4ih+c83T5zz75PZMYHk4byVGvQeHTJpLHNRI2OfgtJQ7uFr71/MG80D/GJjy8R1mZHLWpKL81w4HOabj+1gIKpZVqZRsig57/3eZXNYVF0kvSIy7JyFCKXUUqXUjVrrbwD3AJePf2wBfpaB+ArK5NMTgjGDztEk80sURjxGPCHL93PNdGY0q7w2llc6eGR7B4d7guf+++R0jYIkeTj/pQa9/eEkt15eiZJRb16basXcf7u2gXmlDv7t5Raauocnrk+ekZOVcdaSXFwYUq+zoyN23HaYX2Sedl169+QfrTWxSIS//MBSjvSGaB+V5sGZcr4VET8ARgC01k9prb+utf46Y+cl/yDdwRWyDYf7SWpYIKdl5L0r69yUeZ384/NHMGWAKd5J8nABaB4dG/Tesqzc6lBEmk21Yk4pxfV1Dmxo/uLh3UQSyXd8Xzgc5luPvIbf789kuOIUycUFIBwO838f305n0GRpmcIxfqc0nZWuIjelVp/dtKyMhZVe9vkTUvDNkPMVImq11vvPvDh+bWFaIhIAPH+wlyKnokq2Cec9t0Pxzd9dyoGuUZr8MavDEdlH8nCeOzkQpmPUZHmVE49TtpoXgqlWzHkcinfP93CsP8z3Xjq1RWPySgiXW1bGWUhycYFoGXVgV7Cs/PTJQOndk79cHi8Om40/e+9ChmKajnMvUhaz5HwjnnNNzcgu1jTxj8bY2hpgUZldlugWiA+vquFdC8vY1RWmayhqdTgiu0geznMPbu/ApmBllXRlL3RzSxx86V2NPLGnm5PDBlpr/H6/9AjKDpKLC4A/GKN1OMmiUoXHIWPwQvPhS+dQ4oT9/UlZFZEB5ytE7FRK/fczLyql/gTYlZ6QxAv7u0lqWFgqXXoLRSQSocIcAuCf1jURDEopVkyQPJyntNZ0+of47ds9LCqz45XVEAL4y/ctYs28UrZ2JwiMRrj7xb3YHA6rwxKSi/PSmb1XHtnRialhRYUUIfKZ1ppwOMyZtQa7TbGqAkYSirbhd26RE7PrfO9sXwOeVkp9jlNJ9mrABXwinYHlu9QLwOfzvWPVwzNvd7J8ThHlHhNDelQWjIpiH2tqk2w6Psz6I4NWhyOyh+ThPDE574fDYUKhEH/+0B6ihskllW6rwxNZYKxpWph/+t0FfOr+/WzuNrlpvvxuZAnJxXkodSrZ333yepTTzaM7u2gssVHikkJEPkvEovx0/X6c3mJczrHb4dR7dGOx5lAA9vbFpXdbmp1z+kVr3au1fhfwLeDE+Me3tNY3aK170h9e/jrbcYztgQi724b4/ctqLYpMWGlltZNVtUX8x2ttRA3p2iskD+eTM/N+3DA5Gkhyw8Iyyj2yGkKMDY7veGoLD76ym2tqbQzG4PCgDISzgeTi/JU6lew3O9oZiRqsqpIVSIXAeUbPj3A4zJ3PbMdMGqwsh6GoyXN72gkGg5imKacWpcG0Rj5a69e01nePf7ya7qAKxVTHMb5woA8YO89W5K+zHQNlU4r/fctCRqIGOzpkP7A4RfJwfkjlfa01z+7tJmJoPrtWCs/iFJfbg8vtobFEMb9EcXBQMxSVwnS2kFyc+6Y6CtcwTe7bdJw180qp8cnW6EKVagg8rwhKXfC9l4/xz49tpL+/X3r1pIFMwWQRrTXrDvRy7cJK5pZJZ958dq5joJbX+PhvV9fRPBhn6/GABdEJIWZiqkHumUKhED/d3EmFx8a180szGJ3IBfFYlHjC4KoahUPBjq6YzMQJMUumWpX8SlM/7YMRvnhDo4WRiWyhFFxaqRhJKLpjY42kp5pAFjMjhQiLTR6wDkaStPaH+eia+ilny0V+cbk9Y4PN+OmNQLTW/NHl5ZS6bfzT80eITnGevBDTpZTyKKW2K6X2KqUOKqW+NX59kVJqm1KqRSn1mFLKNX7dPf51y/jjC62MPxedbevdZNtOjjCSUKyqdsrpSOKsPA7FpVWK7mCSLSeGrQ5HiLwx+aZSa839W9tZWOXjmgYvMv4WAI0lilIX7O1NYGo9rUkGcWGkEGGxyQPW1kAch03xviVl3PnM9ilny0V+01rT39/PPev3c12Di/ZAlB+80jzxmCRAcRFiwAe01lcAa4APKaWuB+4Avq+1XgoEgC+NP/9LQGD8+vfHnycu0PlmTh7e1YPHDgvLZS+yOLel5YoSl+KHb7ZL4zQh0qAnaHCga5Tbr5vH95/bIeNvAYxtl76sSjEcM9lwdJBELMpd63bL9oxZJIWILODy+DC1pnUwzo1LKqjwuSb2KInCkuriq+wO6osdfOKKOn6+sZWmntEpE6AUJ8T56DGp82Cd4x8a+ADwxPj1B4CPj3/+sfGvGX/8JiVT9rPqaG+QbSdHWF6hsNvkRyvOza4Ua+pcHB+I0j4iK+SEmC2pMdT+3ggVXgcfWT1Hxt/iNPOKFWVuxf3butFa4/J4rQ4pr0ghIksc6A4SSpj83qXStKzQTe7i+zcfXEK5z8k/PNuEqc13JMDpLAEXQillV0q9DfQB64FjwJDWOrUvqANoGP+8AWgHGH98GKia4u/8slJqp1Jqp9/vT/c/Ia88sK0Dj8PGkjIpQoizNy+ebEGZg0WVHvb3G7IqQohZEg6H+b+Pb6djxKDBl8RMxKwOSWQZm1JcWuOipT9C50jc6nDyjhQissQrRwPYFfzOskrpDyEmlHud/N0tS2nqDdPUP3UClOY54ny01kmt9RpgHnAtsHIW/s6faa2v1lpfXVNTM+MYC0U4YbJufy8fubQat10KEeLUkXHnWg6ugM+uqWIoptnUKr0ico306sleLaMO7ApW1cpYqpCdqyC8qNxBpc/B4YCcXjTb0laIkKQ7fVprXj06SEOpE1syLv0hCsy5kp/Wmvcs8NFQbGNfvyYYlyQoLp7Wegh4DbgBKFdKpRoUzAM6xz/vBBoBxh8vAwYyHGreSb3OD/VFSZqaz1wlq9/EKedbDp6IRTnYcgKvA37zdm+GohKzSHr1ZKFAOMHx4SQLSxUehxSGC9m5TrOz2xSfuLSCnjAEorI9bjalc0WEJN1p8oeT9AUTLCh3EgqFcLll/1EhScTPnvzC4TD/8ewOrqoZmxHb2ilHuIkLo5SqUUqVj3/uBT4INDFWkLh1/Gm3A8+Mf/7s+NeMP/6qll+6i5YqQIRCIb739HYO90e5aUU1jRVyRLO4MB6Ph6Vlim0nRzjmD57/G0TWkF492UdrzaM7O0lqWF4uP1oxdprd2Xx0VSV2BYf8MlE8m9JWiJCkO30nxk/LqPeYZ70hFfntXMnP5fZR5FRcXq3oGk3y/IE+YHr7ioUA6oHXlFL7gB3Aeq31OuB/AV9XSrUw1gPivvHn3wdUjV//OvBNC2LOG5P7uLRHXMSTcLucUy8u0uJScNoUD24+AUjD4lySjl494uJFIxEe2d1HvQ/K3AVxuyFmoNRjZ3GZ4viQgX9UeonMlrT2iJAGaeentebEUJy184rAiIBNjnITU1tarqj22bjj5RYCofi09hULobXep7W+Umt9udb6Mq31t8evt2qtr9VaL9Va36a1jo1fj45/vXT88VZr/wW5z+XxkTQ1hwcNqr02rpxXOuXztNaEw2HknrJwpP7Pp1tQtptx6r0mT+zqIBgzpGFxDklHr558GxNn0omRJDFTsaJC2uWJ6VlerjA1PLyj8/xPFtOS1lefNEg7v6beMMG4iREawjCM83+DKFg2pbihwc1I1OBfnm8Czr+vWAhhnVOz1SavHOphNK5ZVeNk8mK/ySubUsf3JuS9oGAk4jHu2dB0QQXl5VUuQvEkT+5qB6Rhca6ZzV49+TYmzhStNU0DBmUuSPWojEcj47lYiNOlCsbFTsX8UjuP7eoiFJP36dmQkTKgNEg7uw1HB1HA/HKX1aGIHFDhtfPFGxp5cncHW1oHrQ5HCHEOqVVLkdAoP3ijDZ8D5pedvurtzAZZznNs0xL5yXGB/+el9jiVbnhg8wnZkpEjpFdPdtl6PMBQTLOiQlEgu8DFDEyeJLi0xsVI1ODxne1Wh5UX0nlqhiTd89Ba83pLgLoimxzjJqbtT9+7gEXVRXzrhaMYZl6/RITIeS63j8GoZiBmGxv0AsFgkGAwOLEF41w9YoSYysoaN639YfZ0jFgdipge6dWTRR7Y1oHHDgtKZOwtpic1SVBTZGfNvFJ+sekESRmDz1g6GxLUAw8opeyMFTx+o7Vep5Q6BDyqlPoXYA+nJ92HxpPuIPCZNMZmqVQH9aGoSftQjGvrnIAcyyhOd7ZmlG6Hne/+4Wo+87Ot7LM5uLpB+ooIkS2met02D2kcChaVKhKxKHc8tYVELIrTW4zLKa9fceEWlDvY22fw5J5uKu1WRyPOR2u9D7hyiuutjG1dPvN6FLgtA6EVnObeUTa2DHJ5jQO7TW4kxYX74+sb+doTB3n5YA8fXl1vdTg5LW0jIEm659c2HAegocSOFCLEmVJLtqeaLb1+cRW3XlnPk3u6WViRnLj58fnGNjuGw2F8Pp8sORQiw1LbMTxFJQBEDc3JUc3iUoVrfOWbrIAQM+W0KX7v0jk8t7+XWy+duvmpEIUsta9/8lhIa82PX2nCrjSLS0zGDkY//flyEpk4nw+sqGZBlY+fvdnKexeXynh7BqRVrIXahxOsrB07mlGIqZzrhuVvbl6C16HY1B4jMBLkO09swe/3EwqFpIu6EBaa3ES2ZcjA1LBMzqkXs0hrzfsXeogaJi39EavDESLrnHmijNaaoye7ePZAHwtLbXgcp+fki2kcKwqT3ab4k3cvYk/7EP/jwU0y3p4BKURYZCCUoC9kcH1jEVJ9FRejxOPg+rlOhmMm923tQikbd63bTTgcli7qQmQBw9QcHUwyxyvn1IvZlYhFWb/rKGUuaB6UGychpjJ5LBQOh/n6Y3tIasXysxSGL7RxrChct13dSE2xi4MDcg83E1KIsMim40MAtHV2SfVVTEs8FiUeP/24oLnFdpZWOHhwRzf9EROXx2tRdEKIM208FiBsaJbLOfUiDdweD0vKFAMRkyO9QavDESKrxQ2TYyOKeh94iRFPyPGL4uJ5nHa++K5GuoMGbx3pmXRctxQmLoSMjjJIaz3RLf3NY0MUORU1xW6rwxI55sxkd/VcN9VFTrZ0xSc6+EpCFMJ6T+z1U+RUzC2yOhKRrxaUKmwKnnq72+pQhMhqzx/sJZqEFVIYFrPktqvm4rHDfVu73rEVSEyPvBozKBwO8+1fv86/PrGFbSeHmVdsk+Ym4oKdmexcdsXf3byQ4ZhmX99YA9TQSIA7nt4uCVEIi4zGTXa0jbCk3I5N8rxIE7ddMb/UwbP7eokmklaHI0RW0lrz4NYOyt2KWtm5KmaJ12lnVZWD7W0j7G4bkm3RF0EKERnmcvsIJN3EDM28EjlzS1ycM5PdjYvLWVxm50BfgsO9IQCcbtmmIYRVjg0mUMCScsnzIr2WVjoYiRq8fKj3tOupo8KFKHQbm/s52hfikiqHTACKWbWwyMBt0/xoQzOpnn+yKnn6pBBhga6Qxue0MadIfvxi5uLRCKFQiLV1TjwOxbdfOk5Scp8QljG1piVgcPW8IjkVSaRdfbGdhnIPj+1oszoUIbLSzze2UlPsYmGpFIbFzJxZZHDYYFkZ7OgI0T0SBcZWLn/rkdfw+/1WhpoT5E44w7TWdIc0axuKsEtVVlygVAKc6qQVt11x/Tw3Lf0RmodPf75UZYXInJ6QSTihUdFhaUYs0k4pxSeuqGNTywBtA7IdT4jJjvQG2djcz+euacBuk3G3mJlELMpd63ZPWnGmWVwKLhvs641PPG/yMd7i7KQQkWHDMU3YgGvnF1sdishBiXiUu1/ce9rNjdZ6vBeEprHUwbsXl3FoECIJLc1zhLDAsaEkLhssKHdZHYooEB+/og6bgsd3tVsdihBZ5YGt7fhcdm5bO9fqUESecHm8hMNh7nxmO4Zh4LDBykpF52iS/Z0jZ50wFO8khYgM6wyONZO6rlEKEeLiuM445zoRj3HPhqaJ4sTX3zcfU8Pb/rGvpXmOEJkzFE7QPppkYamS2TeRMfVlHn5neQ2/2dGGkTStDkeIrBCOmzx/oI9PXd1IuddpdTgiz0xe9bCsTOGyw4/faB0vUMhqyOmQQkSGdQVNylxQUywJUcwex6TixLxyDyvK4eSIyZ6OUQujEqLwrDvQi6lhUZkUIURmpLbgfXR1Db2jcdbv77A6JCEsceZ21P3dQUyt+cxVtbJFVaSV065YVe3izWNDBE3P+b9BAFKIyKhQzMAfNqkvkgGqmJmz9YpIXb+kQuNzwJ2vncSUN18hMkJrzZN7uqn0KCrckudFZqT2LF/b4MXjUDy5p9vqkISwxOTtqKG4QXPA4D2LSvjVq3tli6pIu5XVTorddvb3y2qI6ZJCRAZtPR7ABClEiBlLxN7ZK2LydUyDNXOcNPsjNA/ELIpSiMJysGuEo30hlpQ7rA5FFBiXx4vTbmNppZvXmwfwj0reF4UptR316bd7iJvwqcurcLq9sm9fpJ3LrvjMlbW0j5oMxeR3bTqkEJFBG48N4rRBjdfqSEQ+OLNXxJnXG0tsXDG3mF1dEUajRiZDE6KgpFYiPbqjDbfDxqIyOSJOZE48FiUeH8vxy6vdGKbmqd2yPUMULsM0eWhbBzVexcISSMQiU07eCDHbPnNVLU4bHByQXj3TIYWIDNFas7FlkLoiGzY5tlNkgFKK//m++UQNzT1vnbQ6HCHyVjgc5p8f38Izezp539JyXHbJ8SKzUsWwMrfiirnF/HrbSUxTBsKiMD2/v4+OoSjLy/REM++zTd4IMZtKPQ6WVzhoD8LRroD0JjkPKURkyNHeUXpGYswtlh+5yJxVdUUsq3Tx0LYODrX7JSEKkSbdUQejsSS3LC1Blv+KTEsd7RwJjeKIDXFiMMLm5j6rwxIi40yt+fmmk6yoLWKu7/Rm3kJkwopKBzY0//f5ZulNch5yV5wh6w90AlDrkRkKkRmpGbK1DV6cdsVXHtwpCVGINDk6EKOuxMlb+1pk+a+wRGrGd1GFC6cNnj3gtzgiITInNeY5MRTn+ECEr7x7AbIAWWRS6nfQ54TGYs3JoGIwFLc6rKwmhYgM2dgySLlb4XNKVhSZkZohc6kkf3xtPe2jJluPB6xboVL/AAAgAElEQVQOS4i8MPmYuI5AhO5Rgw+tKMftkdk3YS2HTbGw3MErRwMMRaQoJvJbKheHQiH+/bfbebs7wuJqHx+8pMbq0ESBmdxIfllpkqSGR3d2WR1WVpNCRAYEYwa72oaZWywNzERmpWbIPru2jmKXjTtebiFpyrJxIWZq8jFxT+7pRgEfXlFudVhCALCiyknMMHlk60nZkify2uRc3JdwMxQ1+fKN86Ufm0ibVPFrqm2YqXF3qRPmFtl4ZGcnkXjytMkLcYoUIjJgU0s/hqmlP4SwjNth45oGH0f7xjr7TybJUYiL4/L4SCRNnt7bw7xSJ3OKnVaHJAQAlV47V8718YutHQyPBq0OR4i0cnl8mFqzz5+g2KX48GVzrA5J5LHJKx/OZWWVg0A4wZO7O04rmIlT5M44A14/0keRy0aNT6qzIvNShYaF5Q7Wzi/jP14+yvD4cl2tNX6/X5KjEBfpzeYB/ME4K6rdUz4ej0WJJ+T4XJF5t11eRcSA9U2n94qQ4rPIN/FohBcP9BCIaq6odWFX6qwz1kLMhumcwlLjVayqL+b+t1oZHR3F5fFmILLcIoWINNNa89rhPsqdSXRSBqMi81KV22TS4O9uWUogHOf/vdo8UYS485nt2BwOq8MUIic9vqebOSUu5pXJagiRXa6bX0yJS/Hgto7Tig4yMyfyjak19+/0U+pSLCp3EA6HufOZ7RiGjLuFdZRS/OHqao71h/nGr7dJI+spSCEizY72BukZiTGv1DVxTWs9PgCQSq3IjFTl9pL6Ej61tpFfbj7BrqPtY0UI+6kihMyUCTF9wViSt1oG+cM19bIfWWQdm1JcUu1kf9cou9tOb1Ts8vgsikqI2XdyJMnJQIwrahwTudjllt9xYb1bVlTissGJkExWTEUKEWn26uFeABom9YdIxGPcs6FJKmPCEn99y3JcdsVfPLoPZTu9garMlAkxfUcHYgB8ck29xZEIMbUlFU5KPQ7u3Xjc6lCEmDWpSRPTNBkeGWWf32BxpZv5pdIUXmQXj9POknIHHUFNOGFaHU7WkUJEmr3a1EuZS+NSpy8Pc0xjb5EQs2nifGObwfLSJD0RxcnRKTr+ykyZEOcVN0yODMS4cUkFZc4kssJNZCOnXfGZtXN58WAPLX2jVocjxKxITZr09/fzV4/sZDSu+eI1c1CyMk1koeWVdjTQPHjqXlBWII+RQkQajUYT7GkfZl6JLMcR1kvEonzvyc34/X4uqfFS5YE9fk0sef4kKAlTiFO01jy9u51IQvOpK2rG9yLLCjeRnT5/3Tw8Djs/fu2Y1aEIMWtcHh9xw6RpyEalG961oNjqkISYUonLRr0Pjg4kSCTHVkXICuQxUohIIzm2U2SbVK8Im1JcU2sjnhwrRpyPJEwhTgmFQvzwtVbKPTauW1Aqe5FF1kn1ojJNjZsEn722kWf2dtE2IDlc5I9nDvgJJTSrqxSRSARZmSay1dJyGxFD81/7Oicm9WQFshQi0uq1w35K3HZqfPJjFtmn3K24pFJxYkTTOXr+ztKSMIUYs6k1wHBccWm1U5YCi6yUiEX56fr9hENB7lq3m89dXYdNwU/eaLE6NCFmhWFqfrGtmxqvjUpHXHqviaxWXwQ+B/zg1WMyqTeJ3CGnidaa14/2ce2CUmwyThVZ6tJKRakLtnTECMbkmCshpuOXW9rxOmBhuRx7K7KXc3wFnNPtQUVHWFhq44ldHbT2BJCZY5HrmvxRBkIJ1sxxoJT0XhPZzaYUC4uS9Ibh5KAUIlKkEJEmTd2j9I7EGAkMSoVWZC27TXFdrY1IQnPnK7J/WIjzOdg1zJbjAZaXK+xSZRY5IBGLcveLe1ld68Y0NV//zdsyLhE5Z3KvqlDMYH9vlOsWlFJbJCdliNywoNhEAY/v7rY6lKwhhYg0ee1IHwCN5V6LIxHi3Kq8ilU1Th7f3c2W1kGrwxEiq/1oQzM+p40lZacXIVJ78qWfq8hGLreHYpeND6+qpnVEETHkGDmRWyb3qvrV9k6ihuYr72qwOiwhps3rgIZiG7/d20NccjAghYi0eeOIn0vqivE5ZcZMZL81tS4WV/n4h3VHSEzjFA0hCtGOE4O8dLCXz19Tj8t+em5P7clPGLLFSWSv26+pI6nhkP+dKyLkdCSR7VweH8ORBPdvaaOxzMll9XJShsgtSyrsBMIJ1h/2Wx1KVpBCRBoMhxPsagvwnqWVVocixLTYbYp/+egKekdi7Og8tXdNBqZCjNFa86/PN1Fb6uZza2unfI5T9iiLLLeg0suCUjtHBhJ09Q+fltvldCSRCx7Y2sFoLMmVdR5CoRDS70TkkjqfjcYKD4/v7rI6lKwghYhZlLppe7PZT9LUvHdpFfFYhHhCZshEdkgtHz/zjVtrzdIKB1+4bh6H+2NsPR4AZGCa65RSjUqp15RSh5RSB5VS/2P8eqVSar1Sqnn8z4rx60op9SOlVItSap9S6ipr/wWZda7C27p93bzdPsRff3A5Hqf9tOfLQFjkktXVDgwTvvbY2+/I7XI6kshmkYTJQ9s7uGl5BaX2BHe/uFf6nYisNdUYQSnFrVfOZcfJYYaiSeuCyxJSiJhFqZu2DYe6KfM6ubyh1OqQhDhNIh6b8oirRCzKXet288Vrail12/g/zzYxGh17jgxMc5oB/LXWehVwPfBVpdQq4JvABq31MmDD+NcAHwaWjX98GfhJ5kO2zpmFt1AoRCgUImYkueO/mih3Kz608tRKt1QTQBkIi1xS7rExrxiODmlGovK7K7Lb5ALx/t4o0UQSZ2SsEbxLVqGJLJaITz1G+MSaOhw2xZH+qEWRZQ8pRMwyp9vLxpYB3rusmmjknTPPQljtbEdcuTxePE4bN9Q76B6J86/rDmQ4MjHbtNbdWuvd45+PAk1AA/Ax4IHxpz0AfHz8848BD+oxW4FypVR9hsO21JmFN601977RTMdQlOsai99xUoYMhEUuurTSRsKEX23vtDoUIc5Ka43f7+e7T26lrW+IJn+U311ZRXWJTJCI3DDVGKGqyMUHV1bTPBAnmijsVRFpK0QU6pLg/rDBQCjB9QtLufOZ7RjSuEzkmBqfnVXVTh7d2cW2EwGrwxGzRCm1ELgS2AbUaq1T50f1AKmmBw1A+6Rv6xi/NtXf92Wl1E6l1E6/P/ebLp25hDL1ddfAMD/ccIzrF5TSUOq0NkghZkmFR9FYauehbR30Dg5LH6A0K9Qx8UyFw2HufGY7NoeD+7d3Y2r47zfMPef3yJY5kc1Sv5+3XVVPPKl56VDuj59mIp0rIgpySXDbYASAtXO9uNxSsRW5Y/Kb95o6FwsqvfzDc3KKRj5QShUDTwJf01qPTH5Mj92BXPB/stb6Z1rrq7XWV9fU1MxSpNZJDXhTSyjD4TD//ttt/OT1VuIm/OV7Gy2OUIjZdfkcFyNRg6/cL32AMqAgx8SzweX2EYwn+e0+P8uqXMwrP/cqNNkyJ7JZIj62FfrSGhelbhuP7uwo6EJw2goRhbokuDNoUuW14dZxpBorcsnkN2+7gr//4AK6hqLs7JIBai5TSjkZK0I8rLV+avxybyq/jv/ZN369E5h8xz1v/FpBOLN4HDJsPNM0zNIKB8tqfGitCQaDBINBCnjcIPJElc/OjYvKaBpM0hcYGS9Ei3Qo1DHxbDnQE8UwTS6ttk9rtYNsmRPZzOn2EA6HWVpuY19XkLeP953/m/JURnpEzPaS4Gw1FE4wEDGp82qpxoqclHrzTsSivLqnmU9fVUuTP8au9pHzfKfIRkopBdwHNGmt75r00LPA7eOf3w48M+n6F8aXBV8PDE/K1wVn/yAoBWvqXMDY6+KOp7bw/We3k5BtdyLHpFa9xWPhidO8vnT9XGJJzZN7C3cgnGmzOSbOty1yU4kammPDmgWlY5N8Mr4WuS418beg2MSm4DcFfJRn2gsRs70kOJuT7lvHBtHA3CIl1ViRU+Kx6DuOmXV5vPz5jQ2Uum3888snZItGbroR+DzwAaXU2+Mfvwd8D/igUqoZuHn8a4AXgFagBfg58OcWxJwV9nWO0B6EZWXgc556q3S5PTglv4scdGrV26lcf1l9MQ0lDh7Z1UPMMC2MrjDM9pg437bITaVpwCCpYVXlWKNgGV+LfOBye3DbFQvLHDy3v5dwvDAnN9JaiEjHkuBsTrpvNA/gsUOl5EiRB+LRCMl4lHcvKKJ7OMYu2aKRc7TWb2mtldb6cq31mvGPF7TWA1rrm7TWy7TWN2utB8efr7XWX9VaL9Far9Za77T632AF0zT53ktH8dg1y8qsjkaI2TP5Ji61QmJ1rYfBsMGLTQOnHZUoZpdsk5ueyb+Dw5EERwMGjcWKUtdYIWKqiRMhctWyKifBWJLn9hbmqoh0nppRUEuCjaTJW8cGmVtsZ+yfLkR+qCt28ukraznkj7H9REAGqSIvhUIhDCMOwEsHutjbGWRlmYlTDrkWeSq1QqLGq1lW4+WR3T3EoxHuWrdbmlfOskIbE89EOBzmu0+ONVB9ZEcnCfPUaggh8s0cn42lNT4e3tZWkGPrdA6xCmpJ8O62ACNRg4YSGbWK/PNn726gxG3jH549zD8/vkUGqSJvaa356aZOSlyKhcWyVF3kt9QKiVsvq+D4QJSuoInL47U4qrxUUGPimXJ5fITiBg9t76Ch2EaFRwoRIj8ppfjM1Q3s6xhm58mA1eFknCNdf7HW+i3gbJnjpimer4GvpiuedNFaEw6HWbf7BApNjTvJ2f/ZQuSO1O82aLxOOzc2+nixJcghj5tQKITP55PVPyLvnBw2aOmPcWODE5uKWx2OEGmXiEVpOjZEtc9L06BBY4XL6pDyTqGMiWfTb3Z1MRwxuH6hC0haHY4QaaG15palJfynz8k9b7RyzcJKq0PKKJm+n6HUErK3jgWo8SpcdrkxE/khEY9xz4YmEok4oVCIapfB/CKTA70x/vHJXbIqQuQdU2v29sZZXOVlQand6nCEyBi3280frCihJ2QyGJGbPmEtw9Tcv7mNGrdJhUt+H0X+SsSi/PilvXxm7VxeaeqlpS9odUgZJYWIWRBTbloHY9QXSRFC5BeH2zOp03qCq2odOGywu18V5F42kd9OjmqGY5qvvGsutkmrfVLN0y6wob0QOSMRj9HT3YVDweF+ORpRWKs1EGcgbHBpddoWbguRNVweL5+9pgG3w8a9G1utDiejpBAxC04OjM0Mz3HLfmKRn1L7iD0OxRXVit5Qkuf291oclRCzxzA1Bwc0lR4b71tacdpjk4txQuQrn9fD/FLF8SGDkaj8rgtraK052BdlcaWbWp/V0QiRfvFoBDcJbl07j6d2d3Kid7BgJvukEHERQqHQ+OzYmM5gkiKHpthpYVBCZMg8T5wqr+Lf1x9jKHxqD/2ZrwshcslrzQGCCVg9xznRG2UyObteFIKlZYqkhmf39coJScIS204MEYgk+eTqSulDJQqC1ppgMMhn19aSSJp89cHtE2PqfM/BUoiYoWgiSU/IpM5rIvlSFAKl4OpaJ8ORBP/20hGrwxFixrTWPLyzhxIn1LkTsvpBFKxKj6LKa+PRnR185wk5IUlkltaa+zefwONQ3Ly0zOpwhMiIRDzGD9bt5qFXdvP+ZRUcDZj0Do7w3Se35n1BQgoRM7T9xBBJDXXe/PwFEWIq5W7Fp6+q5ZFtbexuK7zjhkR+2XZ8kEO9IVZUKJRSsvpBFLTllQ6OD0QJJJ0T/VHydRAssktTez9vtQ6zvNKBEY8iv3aiUDjcHlweL1+8fi4JU/PYnl5cHt/EoQj5WhSWQsRFmPzG/EbLAHYF1R7JlqJwJOJRYsN+6krd/P3TBzCS0h9F5K6fv9lKudfBwlJZ1iZEg9fAqTRNfdG8HwQL600eUz+0vQObgkXFSX66fj8Jw7A6PCEyanmNj/llTn69u5d4cuze0uXJ32YpUoi4COFwmLvW7SYUCvFm8wD1RTbk1E5RaIp8Pr55y1Kaukf45eYTVocjxEVp6Rtlw+E+blszB4dNErkQDptiUZmNk8MGgXAirwfBwnqpYlf3wDC/3dvDwlI7XofCKSvTRIFaU+9lNJakyR+1OpS0k0LERXJ5vBzzh+kajtFQIufNi8J088pqPrByDt9ff5SekfxPmCL/3PfWcdwOG7deMcfqUITIGkvKFKaGdQf7rQ5FFACXx8eTe7qJJExWVsmRnaKwVfsc3LiojAO9UfqHRsnno8OlEDEDb7QMADC3WAoRojAppfjWRy8lqTXffanF6nCEuCDD4QRP7+nkE1c2UOGTY4+ESClzK2qLbDy9zy/9IUTamVrz8I5O1s4rodIjK9OE+NL1c4klNX/71MG8bp4thYgZeLN5gBW1RRQ5JWmKwqS1ptKt+asPLOOVw/2sb/Kf9pg0ORPZSmvNw1uOEU2YfP76BeO/q1ZHJUT2WF7ppGM4Rteo7NMX6XViKE7PSAyPMZLXN11CTNdl9cXUF9loHrVjmPk7OJFCxEWKGZo97cP8ztIqq0MRwjKpvZ2fXVvLytpi/uXFZobDidMekyZnIhsFQyF+8kYra+aVUuOM8cPnd0ljNCEmmV/moNzr4HAB7FMWmTPVJMWhvhjzytwsqPBaGJkQ2SH1Glld4yCWhCMDCYLBIKOjowSDwbya4JNCxEXqDhokNbx3mRQiRGFKJUqn20M8GuHbf7CcQCjOd15omniONDkT2Wpza4DRuOb3l5dw5zPbsdllX7IQk9ltio9cWk3bcIK+0ZjV4Yg8ceYkxb7OEfpCBp++qhabkhXGQiRiUe5+cS/FOkSNR3OwL853ntjCP/5qA//ym7fyaoJPChEXqTuYpMRt5/KGUqtDEcISqUQZCY1y17rdLCyz88c3NPLYznbW72sjGAySzw12RO7SWvOrrW147HCg5YQUIYQ4i09cXoMGntjTbXUoIo9MnqR4cFsHTht8YKEXGTMIMcY1fmrMynKIJqE96sLl9uDy5NeqISlEXKTuYJLrFlZgl+PeRAFLJcpUYrx97RyKnZqv/WYf//rEFtnrKbJSc9cAG1sDLC5TeD1yRJwQZzOv3ENDiYMn93RjJE2rwxF5pmsowsuH+lhcprjv1QMyZhAFLbXSeHJBrtoD1V5oCmiSedgrQgoRF6FzKEowrrl+cYXVoQiRFVLJ0+1Q3DDXTchQHAm6rA5LiCn9Zlc3CsWSMikkC3EuoVCIZZUOekZivHq4z+pwRJ55cMtJNLCsXE1MbAhRqFIrjScX5JSCyyptRAw4PqKJRyPjxYr8IIWIi7C9bQSAGxZJIUIIGEueP/qvt+nv76e2yMbSMsXRgKY7EM6rhClyXzSR5Mm3u5lXYpMTj4Q4B6014XCYhhI7tSUuHt7WZnVIIo+E40l+vb2N9y2toFhysRAAUxbkan1Q5YFDg5pkHjWqBClEXJRtJ0fwORULKvNrn44QM6GU4p4NTRhGgiuqFR4HbO81SchyXpFFnt/XTSCcYHmF3epQhMhqiViUn67fT9JIcuuVc3mz2U/bQP40SRPWenZfD8ORBB9fVSZHJwtxDkopLq20ETbgxEh+vVikEHEBtNaMjAbZ2T5CfbGdUCgkDfmEmMQxXsl12hVXz7ExHIdfbu8mFAphmuY7juwSIhMmHxf34ObjlDg11e6k1WEJkfWc4zn9k1fWY1OKR7bLqggxc1prHtrWwaraIjbsbJKjk4U4j/oiqHCPrYow8qhXhBQiLkA4HOZvH97MSDRJjSvJHU9t4Y6npCGfEFNpKFbML1Hcv62L//XIZvr7+/nOE1vw+/1SjBAZlToubkdLD3s7R1hR6UTJMXFCTIvWmmK7wU0r5/Cbne3EDCniiZnpGElwYjBCqQ5id8ipRUKcj1KKy6pshBLw0uEBq8OZNVKIuEC94bEbqEq3OXaMijTXEeKsrqpR+Fx2tvUkSZoapWzctW53Xp2BLHKDy+PjV9vasCvN/GLZLiTEdCXiUe5at5tb19QyGIrz4oEeQqGQ9P8RF+1gX5Q5xU4WV8kWZyGma24RlLvh/m3deXOChhQiLlB3yKTUqfHI9mIhzsvjUPzFu+rwh5I88fZYx/V8OwNZZK/JWzJihslLhwdZVObAZZfVEEJcCJfHyw2LK1hQ5eOXm09YHY7IYUd7g3SNGty2phabrEwTYtpSvSLaAlHW7euyOpxZIYWICxBNJOkLm8zxyGyaENN189JS5pU6+fGmDkIJee2IzEltyQiHw7QMxokZJssrZRmwEBdDAZ+7ei572oZ4u2PY6nBEjvrV9g7sCj6+usbqUITIOfOKYXGVl7tfbcHMg1URUoi4AG93jGBqmOPN/f94ITJFKcUNjT5MDTt7pJ+KyCyXx4epNU3+KKvri6j0yNueEBdKa43f7+fYyXZK3HYe3NohzYfFBdFa09YX4Ln9vSyrclPmlaKwEBdKKcX/d109LX1B1jf1Wh3OjMmI7AJsaQ2ggGq3vPEKcSFK3Ha+dH097aMmHSPSHVtk1o62EUZiJretqSUeixBPyO+gEBciEYty94t7cbuc3HrVXNYf9vPtp3dJvx8xbeFwmL94aDvxpGbVHOmvJsTFuml5JfMqvPzszVarQ5kxKURcgC3HA9T4bDjkpybEtGitxweqms+traPUpdjeFSOakK7rIjO01jy2qxuPQ/GBZRVWhyNEzko15/7cNQ0o4NioTVZFiGmLGyZHBw2unuulXFamCXHRHDbFn7x7EbtOBth1ctDqcGZEMsE0DYXjHOoepa5IfmRCTFciHuOeDU0YRgKn3ca19U6Ccc3P3pKz6EVmDAXDvHVihCUVDhKxCCA3TULMRH2Zh5uWV9I8aHDHM7IqQpyf1prf7mknmgRHdIhEIj5+6orkYyEuxm1Xz6PM6+CeN1pPa8yda+Suehq01rx2qAsN1EshQogL4nB7JpJkXZGNxeUOfrGljWP+YE4nT5EbmgNJQLGoOMndL+7FMGRbhhAz9dm1dRgmnAjLPn9xfqFQiB++2kqJU1Nf6prY6mMY0jdKiItixGn0adYf6uVgm3+iMXeukbvqaQiHw/x4w2GKXDaqvPIjE+JCTR50XFXnwu2w8fdP7iUYDOZs8hTZL540aQkYzC2CYqeaWFouhJiZVXVFzPHCIX+CuCGnIYlz29k2zFBcsbQkSerETsnHQszMiionSsFPX2/G5fFaHc5FkbvqaeoNa9Y2lsqZx0JcpNSgw2HGWFIUZ+uJIX67pwOXx2dxZCJfvdLkJ5qEZeXyVifEbJi8iu2SShsRQ/Pc/h5Z2SbO6cGt7bjtML9IfkeEmC1eh2JRqeKFpgCjkZjV4VwUGZ1NQ+dQhJGYyTXzS60ORYi8sKLKSZXXxg/eaCeelNk0kR6P7uqi2Kmok1qXELMiEYvyH8/tor+/n1ovVHhs3Lepje88sUVWtokpnegP8trRAZZV2LHLXYcQs2pFhcJEcXggN7c5SUo4h1Tlf3NrAIDVNU6ksY4QM2fEY6yd42AwlGB3V+Ssz5MeEuJiHeoaYVfbMMsr7ChZySbErFFK8dP1+zGSSS6b4+RkIEp3zGl1WCJL3ftmCwrNklJ5Hxdips4cF5e6FA1FcGQgQSieez2wpBBxDuFwmO8+uZVNLf14HfDM1sPSWEeIWVLptfHJK+bQ5I9xqHt0yuekXoMy0yYu1P2bjuN12lhSIc30hJhtzvGtdgvKHDSUudnXE8E0TSkcC2DsZikYDNLlD/DUnm4WlNnxOqQgLMRMJeIx/t/LB08bF19SaSOehMe25d6JdFKIOA+n28uOthHqi+y4PdJYR4jZ9Gc3NuBxKP7Pc4eJJowpB7HSQ0JcqP5gjN++3cnvr6rGbZfBrxDpYlOKz11dR384yVtHe6VwLICxSYRv//p1vvKLjYQTJsvKrI5IiPzhdJ/emLLaq6j2wCO7ezBybLuzFCLOYyBsMBQxqJNjO4WYdSUeBzfOL+JIb4g7Xjgkg1gxKx7e2kYiqfnIyhJkO50Q6fUHq6rxOBQPbO+WwrGY4HB5OTZqp8YLlR4pCAsxW1LbMyaPb1ZWKLpH4rywv9u6wC6C3F2fR0dgbP96jSdpcSRC5Kf55S4+vXYu929pxx+XfcazTSn1C6VUn1LqwKRrlUqp9Uqp5vE/K8avK6XUj5RSLUqpfUqpq6yL/OLEjCQPbT3JjYvKZDudEGmmtSYZj3DpHDdbT44wEDakt48AoGPUJGzACjm1SIhZlYhHufvFvaeNb2qccYodmv989Sijo6M5k38lO5xHd8ik1IXsbRMijb7xwSUsrvKx8WSQoXBCBrKz65fAh8649k1gg9Z6GbBh/GuADwPLxj++DPwkQzHOmuf2dtEfjPHpK+fIOfVCpFkiNjYgXlpuw+e0sa83Ir19BABNAwZFTphbbHUkQuSfM8c3SsGyMjjSF+avHngrZ/Jv2goR+TALFzdM+sImdT4pQggx2yYvLfM67fzbJy4hami+8fQhRoMhGcjOEq31m8DgGZc/Bjww/vkDwMcnXX9Qj9kKlCul6jMT6cxprblvYytlLsViXxypYwmRfi63B2XEaPAmOBFI0DkUlS0aZ8iHMfGFONA1gj9isrxcYZNTi4TIiPnF4LHDkeHcec2lc0XEL8nxWbi3O4ZJaqiVQoQQs+7MpWWX1JfwrsYiNrcG+MGrrTKQTa9arXVqI2EPUDv+eQPQPul5HePXcsK244M09QRZWeXgnlcOkDBy7ygrIXLVqmonSsGvdvXIqrZ3+iU5Pia+EL/YdAKHDRaXyvhZiEyx22BZuaJrNMnR3qDV4UxL2goR+TALt+V4AAXM8Z73qUKIi5BaWpYatC6vHusX8Yst7bQOxiaeJ4Pa9NFjP9QL/sEqpb6slNqplNrp9/vTENmF+8VbxynzOFhUZps4XlAIkRn2ZIyFpXbWHehnJBThrnW7ZVXbuHwYE09Xz3CUV44GWFyqcMqpRUJk1NJyhcMG929tP+ieHFIAACAASURBVP+Ts0Cme0TMeBYuk4PfrccDVHttkkiFSLNwOMydz2zHMBJ885YlXNFQzFttIY72hScel60as6o3NbAd/7Nv/Hon0DjpefPGr72D1vpnWuurtdZX19TUpDXY6Tg5EGL9oV7mehJgykoIIaywsspOPKk5Mmjg8sgsznnk1Jh4uh7ccgKtNcsrZOwsRKa57YqlFU5eONBH93CEUCg0vg06O1nWrPJiZ+EyNfgdjiQ40DUqx3YKkSEu99hWjEQsygLHKC674m+eaSaSGDsTWbZqzKpngdvHP78deGbS9S+M71G+HhieNFDOaj97sxWHXXFJjayEEMIqpS4b719WwdFBg3hSVrBNV7aPiacrEk/yyLY2blxYQpE0eRfCEqtqnGituX/TiaxfUZzpu+wZz8JlytbWAUwN9cVSiBAinSY3rUx9Xlrk5f0LPAQiBq+0jDA0kht73bKRUurXwBZghVKqQyn1JeB7wAeVUs3AzeNfA7wAtAItwM+BP7cg5AvWNxLl8Z3tNPpMXEpWQwhhpS9cU0fchOZBOTr3PHJmTDxdT+3pYCiSQAf7pUePEBYpdtm4ZdUcHtnWRl9gJKu3yWX6LjtnZuE2tfTjc9mp9kohQoh0Sh3/ZhgJQiNDfP+5XRhGgkqvjb/9nXr8EZMfvtWdtdXcbKe1/iOtdb3W2qm1nqe1vk9rPaC1vklrvUxrfbPWenD8uVpr/VWt9RKt9Wqt9U6r45+OH79yiHjSZGWV3epQhChoWmsWlCjqfDYO+RPEDdPqkLJZzoyJz0drzWgwyP2bTnBpfTH1JW6rQxKioH3xhkaCMYOn9vmzeptcOo/vzOlZuLea+7lmQZkcOyREBkw+D9kx/nkiFuVgywlWVSqePzxEkz92tm8XBWw0muCJvX00FitKXZKvhbBS6jSkFRUQMTTP7e+1OqSskOtj4vMJh8P85QObaekL8oXrGpGhsxDW0VqzoNTGu5dW88iuHgwzeyfyHOn6i7XWf3SWh26a4rka+Gq6YrlQnUMRWvtDfOyySrq7hq0OR4iC5XJ7WO3SVJQWs/nEKFtaB7l5dZHVYYks8uvtbQRjSd5VK6vXhMgGLreHOpem0mPjvk0n+ewNi3HYC/v1mctj4uk6HNDUlbr53VU17NrfZHU4QhSsRCzKXet28+UbV/OFB/o5OpC9+Td7I7OI1prXDo5txVtd40RWgwthLaUU//v9cynz2Pj6Ewc51ObHNM2sbr4jMiNmJLnvreNc3VhCpUem4ITIFkopVlZoTgairNvTZnU4Is32dY7QEzS4/bp5xKMRLqLvphBiFrk8Xq5qLGPNXB8H/QliRtLqkKYkhYgzhMNh7n2jmUqfg2c2H5RmO0JkAZ/LzvvmOYkmDD5773Y6uvvkOE/B07s76f3/27vzMLnqOt/j729VdXX1ku70kqWzEAIJhLAkRhMWRR0cFLdhXK46j+OK14V7dbjXqxcHvaOiI6CPzIw6E0QGEBEVAxIGWQMmECAJ2cjSCUk6JOkOna2zdVV319K/+0edDkVIQ+juqnOq6vN6nn5Sfar61OepyvnWqe/5nd850sen5473O4qIHGdSrTEqatzy9E66u7vVOC5RzjlufnI70bDx3jPrvUtxa99ZxG+JRIKa5EF60o4Fqzv9jnNCakQcp985OhOOeafUURngyT1Eyk1tNMSFLWEOJeHHj++gorJKoyLKWKbfcdPirTTEjHOa83aWoYgMUciMmWOirNt9lKvueFqN4xLV2r6fx7d0cUZjhOpo+NiluEXEfxPqKmmuyjaEgzh5sBoRx9nc2U1v2nHBqfV+RxGR47TUGOeNreD+Dftp7ewO9CWJJL8e2dDJ9gM9nDe+mp6eHp1GJxJA0xoiNFZHaD3odxLJl9ufbSdkxlnNFX5HERGPc454PI6Z4+ymCJ1H+liwqt3vWK+iRsRxlrZlPy3nTVEjQiSIzhsXZd4pdazoTNHton7HER845/j5E1uZPLqSiVVp5j+6TqfRiQRQOGR8Ys44Oo6kWLV9r0awlYiBLzn7jvbyp7WdnFYfJhYx4vE4mh9CxH+pvuwVjNLpNONrQpw7YRQ/f3wLyYDNFaFGxHGWtnXRWBWmiiQqpiL+c855ox6y22PIjGvfdxqVYVi8o5cjvSl/A0rBOOfo7u7mobU72bD7COMqeunPpKnIufyriATLR84bS0UIrrmvVSPYSkQikeBHC57llsVbSKb7OaspnPPFR5/JIkEQ9faNzIzPzhtPx6Fe/rBs+7FGYhAaw2pE5Ij3pVm18zDjq+1YF0lE/JVK9nHTotZjOzfOOaIuycWTonQnHd9euDkQxVTyyznHiy++yLdvf4zv/Gk9Y2sjTG9WA0Ik6EbFIkxviLDrqGNzxwHV6xJhFVX89rkOWqodNeHsUdaomsIigfS2qfU0VYWZ/+QODh/tDsyE72pE5Fi2/QDpfkdLTUjFVCRAIjnb48BRlxoXZ/bYCIs27+fmJ9uOHS3X7OylKZFI8K8PrKQrFWF/L7RU9OEyahaLFIMZjRHM4JsL1gdi51eGbuBo6qb9vRzpzXDuWO0viwTZwMjiOROqaD/Uy71rO4nGgjGprKYaz7Hkhf3EIiHGVodw/cE6h0ZEXhatjJHs6+WMhjBjmhq4/qHNnNkc44GlqwmFI3zn4xdTU1Pjd0wZYdHKKjYdcFSGYXqTJkYTCbqBL63VFXDqKKPtiGN/d1L1uYglEgmuu3c56/aEOH9KHWOqU2gAsUhwpZLZA3jj60Yza1Id/7F4O5dNC0YN1oiIHEu27GPOpFGE9aqIFAUz49oPnsmUxmq+fs9GMuEqorrsbsnq6oW9PcaMBiMSMr/jiMjryJ03YEaj0e/gzuXBm7ld3pidiSi9acfnz5/gdxQROQnRyhhmxn+/oIW93Sla9wZjZJq+cnvaDyZo2xcncfSQJtoRKSK1lRH+/e/n0N2b5qn2JP06LaNktR6CipBjWr2aECLFJJlKUxc1TqkL89vnOjjSk/Q7kgxRXzrDhgMpxtWEOaMhRDqt91KkWMydPIpx1SHW7U3Rk/J/9L8aEZ7FL+wDYPLoSp+TiMgb4Zxj8qgw33nfdPYk+lnTmQzUjMAyMrbs7aYjDqfXQUVYjQiRYnTmaEd3X4ZfPdGq+lyk7lnTSU8azh1bQSKRQG+jSHEYmCti1tgIvWnH7Uu3+16H1YjwPLr+JWoijuqQTnQTKSaJRIJ//uMzXNQSZtroMOv3pbhvRVtgZgSWkXHz0p1ELNuIEJHi1BQzxlbBzUvbOXSk2+848gbE43EOHj7CzU/tYEyV0RRJMv/RdaQ0QYRIURg4Va4xmqGlGm5a2s729k5fmxFqRADxvhTPtHUxuS6CmY60iRSLgZEPZtlL7r6p2dFQCT96ooM+0+imUvHi/jgPbtjL6XVQGfY7jYgMx8zGED0ZuH/dHr+jyBt094pd7DmaZGajYWZU6ApzIkVl4KqQ5zSHSPbD13632teDdmpEAI+t76Av42ip1vgykWIyMBNwOp0iWhkjHDLe2hLCAU9s7yaZ6QeyR3Li8bi/YWXI5i/eRiRknDHa7yQiMlzjqqExFuLWZ3aS6dd+V7FIZfq5dflummLG+GBc+U9EhqgpZkysgc0HHYd7/JsbUY0I4PHN+4mGYIwm2xcpOtHjjsjURo1vvGMC+xMZblzU5lMqGSkvHe5hwap2PjS7hSpdcFqk6JkZ54ytYPuBHu5ftcP3c5Tl5Ny7tpOXjiQ5d0yFRg+LlIBzm0Ok+uG2Z3f5lqHsGxHpTD+Ltxxg4qgwIRVWkaLnnGPu+Agzx1Ty62XtPLyh0+9IMkTOOX6xaDP9Dv5udjOgLywipeCU+giT6iu59r82arRaEehNZZi/ZAdnj6tiYq32lUVKwehK49T6CHcsa2fHnoO+NIXLvhGxcsdBDvWkmaDTMkRKQirZx02LWnnTuAhnt9TyjbvX8sLuLh11K0K79h3irhUdXDajkd/+ZS1pTYomUhJCZvz93PEc6HUs33HI7zjyOu5ctpM9R/to5CiZjOqwSDFL9vWSTGW349njoyTT/XzxtmW+zBVR9o2IRzbuoSJsjK/xO4mIjJSIN1/ETz48k37nuOI3azl8VDO0F5s7lrWTcfDZeS1EK3VSskgpef/MZqoixi1P7/Q7iryGeF+af39iK3Mm1jChTpNAi5SSUVHj/Wc18MLBDJs7DhT8oF1ZNyKcczy6cQ/zTqmjIqShZiKlxDlHLN3NeaPTdPUZP13k//WS5eQd7klx13MdnDq6gubKfnRahkjpcM6R7uth5tgYS7cdZH3HYb8jySBue/pFDsST1CYP6FKdIiUm1ddL6vBeQgZX3b2+4KMiyroRsXnPUXZ2JXj76ZqKXaTUDFwv+ZT6CKePyrBgfRcLV+3wO5acpFuXbqe7L8PMhtCxK6OISGkYqM/TG0LUVoa5aYkmFg6iw4kkNy3exjunNzG+TpfqFClF9TUxzmwwdh51bHjpaEGfu6wbEfet2U04ZLxjWoPfUUQkD45dL7mhn4aY8e2Fm9jVpYnRgq5j30FuXtLGu85sprEq9Koro4hIaXDpNB86dwwPPL+bDTv3atRawPzi8c0c6U3zyVn1aFSaSOk6q8GoDFPwq82VbSOiv9+xcM1uLp7eTGN1hd9xRCSPwgZzm/vpTWX4H3euJJXp9zuSvIZfPbWdeDLDFfPG+R1FRPIolezlQOcuDMdX7njOl8nS5NWcc+zYc5A7lrUzpS7Mgys2a7JgkRJWETZmNhrPbD/Ik1v2Fex5y7YRsXLnQToO9fDes5rVgRcpA7UVcOGkSp7vOMpPHt7sdxwZRFc8ye9X7WFKfZiWaoeOwomUtrrqGDMaQr4MC5YTSyQSXHHrMpIZx6wxEY1KEykD0+qNlroo1z24if7+wux7lW0jYsHKdmKRECtbt7F//37UixApfVPqI3z4vDHctKSNB9fsVBMygG5avI2eVD8zRzvNDSFSJmb4NCxYTqy18yhbD2X42Oyx1FWW7VcFkbISDhlfeetENuw+wh9X7irIc5ZldenuS7Nw7W7GV2UIuQzzH12nmYBFykCqr5dQ4gDTmqu46u51tHV2+R1JcnQe7uXXz7zIxOo0VaGMjsKJlImKsHHu2GjBhwXLKznn6O7u5rqHt1IZNr5wwQS/I4lIAb1tcozmKuP6hzbReeBw3g/YlWUjYuGa3SSSGc5syu7kVmhnV6RsVFdX86MPnE7GwTfvbSWt+SIC4/qHNpHpd8xqjvgdRUQK7IzGCC11UX7052wdkMJLJBJcedvTPLfzMHMmVDEqplosUk7MjAtPqaUrnuJztzyT93l7yq4R4ZzjzmU7OGNsDc1V5nccEfHBlMYqLppcw8qdh7n+zxuIx+M6TcNnq3Ye5N7VHXzyLeOpqdB7IVJu+lN9TK1JsfGlI/zmWV1q2Q/xZJpVezOc3lTFGU1R4vE4mqdHpDw450gkEtSHU0yp7WdTV4a2/fm90lzZNSKe2XaADbuP8HdvmYiZGhEi5cY5RzweZ1pTlL85p5mbl+7ky7cu1WztPurvd3zv/o2MqY1yaO9uzc4uUqYm1xrnT6njhoc20Xm4x+84ZedfH99Od7Kfr711LJlkr+bpESkjqWQfNy1qJZ1OMXtshEgIrn1gM/39+Rs5XHaNiPlL2miureTyWbosnEg5SvVld65SqSRXnt/EzHFVPLM7RWunZmv3yz2r21m76xBXvnUiNVVVfscREZ+YGV+9cCw9qQzfu2+d33HKyrK2A9y5ooNp9bDouU2k0ynN0yNSZiLeNh+LGLOajeU7j3D7U9vy9nxl1YjYsPswS17YxyfnTiDV24OGm4mUp2hljFRfL7944Dkm0UU0bHztD+vZ393nd7Sys7+7jx8+0EpjpeP51hd09E2kjDnnaKhIM3t8jAc37uMvm/f6Haks9CQzfHPB80waHeO8xpe/jIhI+Tq93mipDXPDo1vZ1ZWfUcNl1YiorYzwkdnj2bG9jevveUY7vCJlrqIyRm11jHdOiXEgnuKzty7nSK/qQqE45/j2vevp7ktz0aQYlTHt/IqUs4GhwTMaQ5zaGOP/LniernjS71gl74d/3siOAwm+/4EziJTVNwMRGYyZceHEKCEz/s/da+nPwyTCZVVupjTV8P0PzqC2ulrDzUTkmObqMP/y0bPZ9NJRPnvLMhJ9mqOgEH6zbCcPbejkSxdNZHSl5uwRkezR+P5UH2fWJumKJ/nmH/OzAyxZf1rdzm+e3cmMxjBTa9JotLCIHNN7hBl1aZZt7+KXT7aN+OrLqhEhInIizjnmtFTy3cumsmrXYb746xX0pjJ+xyppq3Ye5Nr7N3LxtEb2dOzSCDUReYWx9VV89eJJPNa6lxsfe8HvOCVp5Y6DXL1gHc0xx3lNzpucUo14EXnZtKYY7zlrDDc8tIklL+wb0XWrESEiZS/V18v19zzDqg2buWBilKe2dfGpW5ZxOKEvx/mwdW83V9y2gvH1Mb5z6RTCEV2rXkReKdXXy/a2NqbWGT97fCsPre/0O1JJGajDY2oreOcpMUJmGi0sIif0rXdNZvq4UXz3/g1kRnCEmvb+RETg2A7YqZUZMs1pVu88xOW/eIr5n3ozM8bX+ZyudDjn+OpdqwmHjDuumEdVJr/XqBaR4lUZi3HRKTEuqWvkwtOb/I5TUjL9jgn1lZwaPUpEXwdEZBCpZC/zH1nLv330LdTW1hAOjdyptIEaEWFml5nZZjPbamZX+51HRMrTaQ1RfvrBKcSTGb58x0rSmfxdQzmI8lmLzYwbPz6L2z43l6ZKR3d3N06nJIvIIEIGX7pgPHWx8vqynO994jPHj+IPX3gzjbXVI71qESkx0VgVkxqqmDh6ZC+xHpiqbmZh4BfApUA7sMLMFjrnNo7k88TjcdJpzcAsIoNLJftY/Px27r7iIo6mw0TCgerZ5lUhavGZ40axb98+vn/XU/TEu6moqiVaEZiPIxEJkFRfLz/9r1V85+MXU1NT43ecgihEHXbOkUgk0OSUIuKXIO1dzwO2OufanHNJ4HfA5T5nEpEyFYnGqA6lOWdi2Z2WkfdanEgk+Ml9ywmFI1TonGQReR3R2MgehSsCBavDmihYRF6Pc454PI4b4SGsQToENRHYlfN7O3B+Pp4o2df7it9Tfb1YKAL9kSEvz9djtQ6tQ+vwZx3pVJrrFjzNtZ++tGyOwnkKWouD9J5rHVqH1hHMdZShotgnDvr/G61D69A6hreOgWXx/vzsExddpTezLwJf9H7tNrPNfuYBmoH9Pmd4Lco3dEHOBso3HCed7cYrh7T+KUP6qyKSx1oc5P83x1PWkVcsOUFZ8+WEWa+/YkjrKularDoMKGu+KGt+FHXWkd4nDlIjogOYnPP7JG/ZKzjnfgn8slChXo+ZPeece4vfOQajfEMX5GygfMMR5GwB4GstLqb3RllHXrHkBGXNl2LKmkeqwydJWfNDWfNDWV8pSHNErACmm9lUM4sCnwAW+pxJRKTcqBaLiPhLdVhESl5gRkQ459Jm9j+Bh4Ew8J/OuQ0+xxIRKSuqxSIi/lIdFpFyEJhGBIBz7s/An/3O8QYF5jSRQSjf0AU5GyjfcAQ5m+98rsXF9N4o68grlpygrPlSTFnzRnX4pClrfihrfihrDhvpy3CIiIiIiIiIiAwmSHNEiIiIiIiIiEiJUyPiDTCz/zSzvWa2PmfZbDN71szWmNlzZjbPp2yTzewJM9toZhvM7B+85Y1m9qiZbfH+bQhYvh+b2SYze97M7jWz0UHKl3P/183MmVlzkLKZ2Ve912+Dmd1Q6GyvlS9A20bMzJab2Vov3/e85VPNbJmZbTWz33sTgkkBnGxdMrPPeI/ZYmafyVn+UM77Od/MwkHMambVZvZAzjZ6Xb5yDjert/yHZrbLzLrzlO8yM9vsbXNXn+D+Sm9b3Optm6fm3Pctb/lmM3tPPvKNRFYza/LqYbeZ/TzAOS81s5Vmts7795IAZ53nfY6s8bb7D+U7azlQHQ5eVm95Xuuw9xxFUYuLpQ4PM2t512LnnH5O8gd4OzAHWJ+z7BHgvd7t9wF/8SlbCzDHuz0KeAGYCdwAXO0tvxq4PmD53g1EvOXXBy2f9/tkshNG7QCag5IN+CvgMaDSu29skF67AG0bBtR6tyuAZcAFwB+AT3jL5wNf8SNfOf6cTF0CGoE2798G73aDd19dznu7YOB9DFpWoBr4K+8xUeDJgW0iaFm9+y7wtufuPGQLA9uA07zXYu1Ajc15zJXAfO/2J4Dfe7dneo+vBKZ66wnn8XUcTtYa4G3Al4Gf5yvjCOR8EzDBu30O0BHgrNW8vJ/QAuwd+F0/w3pPVIcDltW7L2912Ft/UdTiYeYsWB0egaxlXYs1IuINcM4tAbqOXwzUebfrgd0FDTUQwrmXnHOrvNtHgVZgInA5cLv3sNuBvw1SPufcI865tPewZ8leKzsw+by7bwS+Sfa9DlK2rwDXOef6vPv2BixfULYN55wbOLJQ4f044BLgj95y37aNMnUydek9wKPOuS7n3EHgUeAyAOfcEe8xEbIfpPncNoec1TmXcM494WVOAqvIb40b7uv6rHPupTxlmwdsdc61ea/F77y8uXLz/xF4l5mZt/x3zrk+59x2YKu3vnwZclbnXNw59xTQm8d8I5FztXNuoCZvAKrMrDKgWRM5+wkxfPosLkGqwwHL6mXMZx2G4qnFxVKHh5u1rGuxGhHDdxXwYzPbBfwE+JbPefCG0LyJ7JHfcTkFrRMY51OsY47Ll+vzwIOFznO83HxmdjnZ7uRaX0N5jnvtzgAu9oZNLTazuX5mg1flC8y2YWZhM1tDtnv7KNlu8KGcgtrOy40nyb+TqUsTgV05v7/iPTKzh8m+n0d5uaGUD8POCmDZ084+CCzKR0jPiGTNk5N53mOP8bbNw0DTSf7tSBpO1kIaqZwfAVYNNLXzZFhZzex8M9sArAO+nFO7ZehUh/MjyHX4ZJ87CLW4WOrwK3J4VItPUqAu31mkvgL8L+fcAjP7GHAL8Nd+hTGzWrJD5K5yzh3JNjCznHPOzHw9knB8vpzl1wBp4E6/snk5juXz8vwj2dNHfHeC9zZCdljfBcBc4A9mdprzxkwFIN8PCMi24ZzLALO9nZB7gRl+5CgnZvYYMP4Ed12T+8tQ65Jz7j1mFiNbMy4h22Aaknxn9bbVu4B/c861DS3lsXXlNauUFzM7m+xpkYH4nBuMc24ZcLaZnQXcbmYPOucKdbSzaKkOv2L9qsMSWOVai9WIGL7PAAOTB94N/MqvIGZWQfaL4J3OuXu8xXvMrMU595KZDZzPE6R8mNlngQ8A7/LrS7SX4xX5zOxcsufArfUaOpOAVWY2zznX6Wc2b3E7cI/3mi03s36gGdhXyGyvkS8w28YA59whM3sCuBAYbWYRr5s7CejwN11pcc4N2nQys5OpSx3AO3N+nwT85bjn6DWz+8gOIxzyDnABsv4S2OKc+5ehZixg1nzpIDvfTu7zHr/NDTym3fvSUA8cOMm/HUnDyVpIw8ppZpPINmY/7ZzbFuSsA5xzrZadxO8c4Ln8xS0NqsOqw4M8dzHU4mKpw7k5BqgWnySdmjF8u4F3eLcvAbb4EcI7d+sWoNU599OcuxaS/UKI9+99hc4Gg+czs8vIzr/wN865hB/ZBsvnnFvnnBvrnDvVOXcq2S/+c3xoQgz23v6J7ISVmNkZZM/R3F/IbK+TLyjbxhhvJARmVgVcSnYeiyeAj3oP823bKFMnU5ceBt5tZg2WnXX83cDDZlbr7dwNHOF6P7ApiFm9jD8g+yF+VR4zjkjWPFsBTLfs1WqiZCfAWnjcY3LzfxR43Gu0LgQ+YdmZvKcC04HlAc1aSEPO6dXEB8hOqrc04Fmnets6ZjaF7Ii2FwuQudSpDgcwawEUSy0uljoMqsVD5/I8k2gp/ZAd0vUSkCL7pfQKsrOyriQ76+gy4M0+ZXsb2UlDngfWeD/vI3tOzyKyXwIfAxoDlm8r2fOQBpbND1K+4x7zIv5cNWOw1y4K/AZYT3bypUuC9NoFaNs4D1jt5VsP/D9v+WlkP0C3kh2xUelHvnL8GawuAW8BfpXzuM97789W4HPesnFkP0gH3s+fkccZ9IeZdZK3bbTmbBtfCGJWb/kNZD/b+r1/vzvC+d5H9qo624BrvGXfJ9uIhuzkV3d7uZYDp+X87TXe320mjzPej1DWF8lObN3tvY4zg5YT+DYQz/l/uYY8X3lpGFk/RXYStzVkP+v+Nt/vfzn8DLO2qQ7nIau3PK912HuOoqjFw8z5IgWqw8PJSpnXYvNWLCIiIiIiIiKSdzo1Q0REREREREQKRo0IERERERERESkYNSJEREREREREpGDUiBARERERERGRglEjQkREREREREQKRo0IERERERERESkYNSJEREREREREpGDUiJCyYGZ3mdnvzWy5me0ws/d7y58ws0u92z8ws5/5m1REpHSdqBab2Tlm9nTOY+aY2SI/c4qIlKrX2Cd+3MzWeD+9ZvYxv7NKaVMjQsrFLKDNOTcP+CTwT97yfwKuMbNPAm8CrvIpn4hIOThRLd4InGZmYe8xPwW+4VM+EZFSd8J9YufcJc652cBNwEJggX8RpRxE/A4gkm9mFgPGAN/zFm0EGgCcc0vMzID/DbzTOZfxJ6WISGkbrBY75/rNbANwtplNB3Y451b5lVNEpFS91j6xd/+ngfcCH9E+seSbRkRIOTgH2OKc6/V+nwOsBTCzc4EWIOmcO+otm2lmV3u3f2Zmo3zILCJSagatxcCzwFuB7wL/CKrFIiJ58Fr7xP+N7AiJjznnUqrBkm9qREg5mAWcYmYxM6sh2wW+0cxagDuBy4FuM7vMe/xcYI13u36gQSEiIsNywlrs3fcs8APgXudch7dMtVhEZGQNtk/8AeBK4MM5TQrVYMkrdLmUhQAAAWRJREFUNSKkHMwC7gGWASuA/wBWe8u+7pxrBa7l5Xkj5gIbvQKNmb3dzH5X8NQiIqXlVbXYObfUu28T0Adcn/N41WIRkZE1WB2+HZgELPUmq7yC42owqA7LyNIcEVIOZgFfdM597bjlFw7ccM4tyfl9KnANcAQY680jcVFBkoqIlK7BajHAPwDfcs7Fc5apFouIjKwT1mHnXNPxDzSzB8ipwd7jVIdlxKgRIeXgdGDLyTzQzCqAA865L+U3kohI2XlVLTaz04EHgKXOudtzlqsWi4iMvJPaJ1YNlkIw55zfGUQCzZvQ8p+BnznnHvE7j4hIOVItFhHxl+qwjCQ1IkRERERERESkYDRZpYiIiIiIiIgUjBoRIiIiIiIiIlIwakSIiIiIiIiISMGoESEiIiIiIiIiBaNGhIiIiIiIiIgUjBoRIiIiIiIiIlIwakSIiIiIiIiISMGoESEiIiIiIiIiBfP/Aa2s4GfwAW7BAAAAAElFTkSuQmCC\n", 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" ] @@ -1236,9 +1196,9 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df_radiation['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df_radiation['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df_radiation['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "sns.histplot(df_radiation['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df_radiation['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df_radiation['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", "plt.show()\n" ] }, @@ -1274,6 +1234,13 @@ "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1292,7 +1259,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4, From f890ea86a2e46aa9eb5bb33e43c41df2fe97c169 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Fri, 19 Feb 2021 10:03:56 +0100 Subject: [PATCH 19/39] =?UTF-8?q?rifatto=20la=20stessa=20cosa=20in=20modo?= =?UTF-8?q?=20diverso,=20ora=20confiz=20far=C3=A0=20laccettarigetta?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Project.ipynb | 680 ++++++++++++++++++++++++++++++++++---------------- 1 file changed, 458 insertions(+), 222 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 9bab9f4..c6128b0 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -88,17 +88,11 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, + "execution_count": 9, + "metadata": { + "scrolled": true + }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { "image/png": 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FNJ2JKkdbDMu25DDh0j6cdVxzryMZV51asbxwRT9O6pTK3R8sY9JcKxCRLqCje6qar6qPAT2AQ8ACEflDSJKZqHK0MCzf6hSG07s38zqSKSEhPpbnLu/L8M6p3PPhMt6xAhHRAioOIpImIqOAa4E2QC7w11AEM9Ej70gh17w6j+Vbc5hohSGsJcTH8uxlToG496NlfLRoi9eRTIj4e7bSUhHZA3wEXAmkANOAKwAbMcRU2uHCIq5/YwELNv7EE2N6c5oVhrB3tEAMateIP7y3lP8u3+F1JBMC/rYczgMaq2pvVb1EVcer6nuqulxVj4QyoIlcBUXF3Pr2Ir5bt5tHLzzOjjHUIAnxsbx4ZT+Oa5XCbe8sYubabK8jmSDz94D0elVVEekoIi+JyNOhDmYim6pyzwfL+HLlTh46tzu/6mdnJdU0SbXjeHXsANKb1OWGNxawaNNPXkcyQRTo5aZvAO/j9M6KiPQQkdeDnspEvL9/sYYPFm7hjlM6cuUJaV7HMZWUkhjPa1cPoEm92lz96jwysw94HckESaDFIUZVPweKAFR1Oc6ZS8b47ZVZG3hmRia/GdiG20/u6HUcU0WpybV5/eoBxMYIV7w0l537872OZIIg0OKwTUTa4Y4GJ05/BnUC3aiIjBKRNSKSISL3HGO5C0VERaRUd7KmZpqydDvjP1vJad2a8pfRPaxLjAjRtlESr4wdwL68I1z58lxy8wu8jmSqKNDicAfwAtBMRK4CJuEM+OM3EYkFJuAMEtQNuEREupWxXDJwOzAnwIwmTC3Y+BO/fXcxfdo04MlLehMbY4UhkvRslcKzl/clY9cBbn57EYVFxV5HMlXg76msJ4tIqqpmAaOA23A63JsJXB7gNgcAGe5B7iM4BWZ0Gcv9BXgUsDZqBNi0J49xr8+neUoCL1zRj4T4WK8jmRA4sWMqD5/Xg2/XZnP/5BVEymBi0cjflsNXwDIR2QZMBQYDGcCPuLuYAtASpwuOo7a4034mIn2A1qo6JcB1mzCUk1fAVa/OpbBYeWVsfxom1fI6kgmhMQPacOPwDrw9ZxMvfLfe6zimkvwdlf1W4BrgXWA20BlnDOmxOP0tBe3KJRGJAf7lrruiZcfhjGlNmzalOow1YaCwqJib317Ipr15vHnNQNqn2jWT0eDO0zqzaU8ef/t8Ne0b1+WUbk29jmQC5O91DhOAITithMeBAuB2VR2hqoEWhq2A70ntrdxpRyXjnAE1Q0SygEHA5LIOSqvq86raT1X7paZaR7Hh6OEpq/g+YzePnN+Tge0beR3HVJOYGOGfFx9PjxYp3D5pEWt32nCjNY3fB6RV9ZCqPgqMANJxemYdWIltzgM6ikg7EakFjAEm+2wnR1Ubq2qaqqbh7Lo6V1XnV2JbxkOT5m7i1dlZXD2kHRfbRW5RJyE+luev6EudWnFc+9p8fjponSnUJP4ekB4mIuNE5F84B5DPAA4CAf8rqKqFwC3AF8Aq4F1VXSEi40Xk3EDXZ8LTvKy9/PmT5ZzYsTH3ntnF6zjGI81T6vDc5X3ZkZPPzW8vtDOYahDx52wCESkGFuMUhnfds5bCSr9+/XT+fGtchIOd+/M568nvqVs7lk9uHkpKYrzXkYzH3l+whT+8t4TrTmzHfWeVOnPdeEhEFqhqqd32/h6QvhHnOMBZwO/dHlqXubflqvpx0JKaGu1IYTE3vbWQg4cLeevagVYYDAAX9W3F0i37eOG7DRzfuj5nH9fC60imAn4VB1V9zvexiLQCegLHARcCVhwMAI9MWcmCjT/x1CW96dws2es4Joz86axurNi2n7veX0qnpsl0amq/H+Es0CukAVDVLar6uao+qqqBXgRnItRHi7bw2g8buXZoO8453v4zNL9UKy6GiZf2Ial2HNe/sYD91sVGWPO7OIhIFxG5W0SedG93i0jXUIYzNce6nbnc++FyBrZryD1n2AFoU7am9RKY8Js+bNqbxz0fLLUrqMOYv2cr3Y1zMFqAue5NgHeO1XGeiQ55Rwq56a2FJNWO46lLehMXW6kGqYkSA9o15K7TOzN12Q5e/2Gj13FMOfw9IH0N0F1Vf9EOdE9tXQH8X7CDmZpBVfnTR8vJyD7Am9cMpEm9BK8jmRrguhPbM3fDXh6espJeretzfOv6XkcyJfj7L14xUNZO5ObuPBOl3p2/mQ8XbeX2kzsyJL2x13FMDXH0CuomyQnc/PZCcvLs+EO48bc43AFME5HPReR59/ZfYJo7z0ShjF25PDB5BUPSG3HrSBu0xwSmfmItnv5Nb3bk5HPvR8vs+EOY8fdU1v+KSCec7raP9qC6FZinqkWhCmfCV35BEbe8vYikWnH8++JeNjaDqZTebRrwh9M783+fr2bovMZcMsA60AwXgRw57AQkAV+o6geq+qOqFonIqBBlM2Hsb1NXsXpHLo/96ng7zmCqZNyJ7Rma3piHPl3BOuugL2z4e7bSbcAnOF13LxcR38F5/hqKYCZ8fbVyJ6/9sJFrhrZjRJcmXscxNVxMjPCvi48nqVYct76ziPwC2xkRDvxtOVwH9FXV84DhwJ9F5HZ3nu1PiCK79udz1/tL6N6iHneN6ux1HBMhmtRL4LGLj2f1jlwe/e9qr+MY/C8OMap6AMDtdG84cIZ7KqsVhyihqtz5/lIOFRTxxJje1I6zoT5N8Izo3ISxJ6TxyqwsvluX7XWcqOdvcdgpIr2OPnALxdlAY5w+lkwUeOPHjcxcm829Z3YlvYmN6GaC754zupDepC5/eG8J+/Js/Acv+VscrgB2+E5Q1UJVvQIYFvRUJuxk7DrAI1NWcVKnVC4f1NbrOCZCJcTH8vive7H34BHu+2i5nd7qIX+HCd0C1BeRk0Wk5L+M1rVihCsoKua3/1lMYq1Y/nHRcYjYnkQTOj1apvDbUzsxZdl2Plq0teInmJCws5VMhSZOz2TZ1hz+en5PO23VVIvrh3WgX9sGPDB5BdtzDnkdJyrZ2UrmmJZvzeGpb9YxulcLzujZ3Os4JkrExgiP/ep4CouUuz+wq6e9YGcrmXIdLizi9+8uoWFSLR46t7vXcUyUSWucxB/P7MK3a7OZNG+z13Gijp2tZMr1+NfrWLMzl0cvPI76ibW8jmOi0GUD23JCh0Y8/NlKNu/N8zpOVLGzlUyZlmzex3MzM7m4Xyu7Ctp4JiZG+Lt7EsTdNjhQtfL7bCVV3VHOvFnBjWS8driwiDvfX0KT5AT+dHY3r+OYKNeqQSJ/PLMLszP32O6lamRDdplSJkzPZO3OAzxyfg/qJcR7HccYLunfhsHtG/HIlFV29lI1seJgfmHltv1MnJ7B+b1bcnLXpl7HMQZwdi89euFxFBUr935oZy9Vh4CLg4iM9P1pIkdhUTF3fbCE+om1eOAc251kwkubRoncNaoz09dk8/Fiuzgu1CrTcnisxE8TIV76fgPLt+5n/OjudnaSCUtXDk6jb9sGjP90JXsOHPY6TkSrym4lu74hgmzak8e/v17Lqd2ackaPZl7HMaZMMTHC3y7oyYHDhTw8ZZXXcSKaHXMwqCr3frSMuJgY/jK6h/WdZMJap6bJ3HhSBz5atJWZa61r71Cx4mD4cOFWvs/Yzd2jOtMsxfpOMuHvphHptE9N4r6PlpF3pNDrOBHJikOU23vwCA9PWUnftg24dKB1xW1qhoT4WP7vguPY8tMh/v3VWq/jRKTKFIcD7k8bCTwC/G3qKnLzC/nbBT2JibHdSabmGNCuIZcMaM3Ls7JYuW2/13EiTsDFQVWH+f40Ndec9Xt4b8EWrhvWnk5NbVgOU/PcPaoLKXXiue/jZRQX27UPweTveA5FwdyoiIwSkTUikiEi95Qx/wYRWSYii0XkexGxk+6D7EhhMfd9vJxWDepw28iOXscxplLqJ9bivjO7smjTPt6Zt8nrOBHF35ZD0PY3iEgsMAE4A+gGXFLGl//bqtpTVXsBfwf+FaztG8cL360nY9cBxo/uTp1asV7HMabSLujTkkHtG/Lo56vJzrVrH4LF3+IQzPbaACBDVder6hFgEuA7shyq6rsDMSnI2496m/fm8eS0dYzq3oyRXayLDFOziQgPn9eTQwVF/HWqXfsQLAEdcxCRb0Wknnv/BhG5Q0QCvZS2JeDbteIWd1rJbd0sIpk4LYfbyskzTkTmi8j87Gw739lfD326ktgY4X7rIsNEiPQmdbl+mHPtw5z1e7yOExECPSCdoqr7RaQvztChDYAXgh8LVHWCqnYA7gb+VM4yz6tqP1Xtl5qaGooYEWfaqp18vWont5/ckRb163gdx5iguXlEOi3r1+H+T1ZQUFTsdZwaL9DiUCAicTiD/zyqqg8AgY4fuRVo7fO4lTutPJOA8wLchilDfkERD366gvQmdblqSDuv4xgTVHVqxfLAOd1YszOX12ZneR2nxgu0ODwFLMEZIvRTd1rdANcxD+goIu3cXVJjgMm+C4iI7+kzZwHrAtyGKcOzMzPZvPcQ48/tTq04u/7RRJ5TuzVlROdUHv96HTv353sdp0YL6BtCVV8DBgI9VPWQiKQDPwS4jkLgFuALYBXwrqquEJHxInKuu9gtIrJCRBYDvwOuDGQbprRNe/KYOCOTc45vwQnpjb2OY0xIiAgPntudI0XFPGId81VJnJ/L/Xwqq6oe8LmfAVwV6EZVdSowtcS0+33u3x7oOs2x/WXKSuJihPvO7Op1FGNCqm2jJG4Y1p4nv8ngskFtGdCuodeRaiR/Ww7DQxnChNbMtdl8tXInt47saB3rmahw4/B0WqQk8MDkFRTZldOV4m9xuFZE7hUR65mthjlSWMxDn64grVEiVw9N8zqOMdWiTq1Y7jurG6u27+eduXbldGX4VRxU9QrgZeA8EfmniIwVkaTQRjPB8NrsLNZnH+T+c7pRO86uhDbR48yezRjUviGPfbmGfXlHvI5T4/h9QFpVd6jqE6r6e+BH4A4ReVhETgldPFMVu3LzeWLaOkZ0TrUroU3UOXpwev+hAv75pXXrHajKns+4DdgJnAg8ICInBC+SCZbHvljD4cIi/ny2XQltolOXZvW4fFBb3pqzkdU7rFvvQARcHETkNOB7oBkwVlVPVNXZQU9mqmT51hzeW7CFsSek0T410EtRjIkcd5zSieSEeP7y2UpU7eC0vyrTcpiPUxQeVtUNwQ5kqk5VGf/pShom1uLWk607bhPdGiTV4rendGRWxh6+XrXL6zg1hr/jOfhe57BXVRceaxnjranLdjA3ay+/O60T9RLivY5jjOcuHdSW9CZ1eWTKSo4UWr9L/vC35fCNiNwqIm18J4pILREZKSKvYVcxh4V8t9viLs2SGdO/TcVPMCYKxMfG8KezupK1J8/6XfKTv8VhHVAEfCQi20RkpYisd6dfAjyuqq+GKKMJwMuzNrB13yHuP7sbsTYmtDE/G965CSM6p/LktHXsOWCDAlXE3+LQX1Un4nSj0QY4Geijqm1V9TpVXRSyhMZv2bmHmTg9k1O7NbX+k4wpw31ndSWvoIgnpllfnhXxtzhME5EfgKY43XW3AA6FLJWplH9/vZb8giL+eEYXr6MYE5bSmyTzmwFteGvOJjJ25XodJ6z5e4X0H4DLcHYttQP+DCx3e079TwjzGT+t3ZnLpLmbuGxQWzt11ZhjuOOUjiTGx/K3qau9jhLW/O2VFVXNFJFTVPXnSw1FpC7QIyTJTEAembKKurXjuN1OXTXmmBrVrc3NI9P5v89XMytjN0NsF2yZAh3PYW2JxwdU9cfgRjKB+nZtNjPXZnPbyR1pkBTokN7GRJ+xJ6TRsn4dHp6yynptLYcNB1bDFRUrf526ijYNE7l8sHWaa4w/EuJjufuMLqzavp+PFh1rlOLoZcWhhvto0VZW78jlrlGdrddVYwJwznHNOb5VCv/8cg35BUVexwk7VhxqsPyCIv755RqOb12fs3o29zqOMTWKiPDHM7uyPSefl2dZT0Al+X1AGkBEagMXAmm+z1XV8cGNZfzx8qwNbM/J5/Ff98J6LzEmcIPaN+KUrk14ZnomY/q3oaEds/tZoC2HT4DRQCFw0OdmqtmeA4d5Znomp3RtysD2jbyOY0yNdc8ZXTh4pJAn7cK4Xwio5QC0UtVRIUliAhswkr8AAB6KSURBVPLUNxnkFRRxj13wZkyVpDdJ5tf92/Dmjxu5akgabRvZIJcQeMthtoj0DEkS47fNe/N4a85GLu7XivQmdsGbMVX121M6Eh8bYyPG+Qi0OAwFFojIGhFZKiLLRGRpKIKZ8v3zyzXExgh3nNLJ6yjGRIQm9RK4Zmg7Ji/ZxvKtOV7HCQuBFoczgI7AacA5wNnuT1NNlm/N4ePF27h6SDua1kvwOo4xEWPcSe1pkBjPo/+1bjUg8CukNwL1cQrCOUB9d5qpJn//Yg31E+O5/qQOXkcxJqLUS4jnlpEd+W7dbr5bl+11HM8FVBxE5HbgLaCJe3tTRG4NRTBT2uyM3Xy7NptbRqSTUsdGeDMm2C4b1IaW9evw6H9XUxzl3WoEulvpGmCgqt6vqvcDg4Drgh/LlKSqPPrf1bRISeCyQdZNhjGhUDsult+f1onlW/czZdl2r+N4KtDiIDjddh9V5E4zIfbFih0s2ZLDHad2IiHeuskwJlRG92pJ56bJ/OurtRQURe9404EWh1eAOSLyoIg8CPwIvBT0VOYXCouKeezLtXRITeKC3i29jmNMRIuNEf5wemc27D7I+wu2eB3HM4EekP4XcDWw171dpaqPhyKY+Z8PF20lY9cB7jy9M3Gx1h2WMaF2Stcm9GlTnye+Xhe1nfIF/E2jqgtU9Un3ZmNHh9jhwiKe+Hodx7dK4fTuzbyOY0xUEBHuPL0LO/bn88YP0XlCpl/FQUS+d3/mish+n1uuiOwPdKMiMsq9kC5DRO4pY/7vRGSle6HdNBGJ2iOwb/24ia37DnHXqC7WuZ4x1Whwh0YM65TKhBkZ7M8v8DpOtfN3DOmh7s9kVa3nc0tW1XqBbFBEYoEJOBfUdQMuEZFuJRZbBPRT1eOA94G/B7KNSHHwcCETpmdwQodGNpShMR646/TO7Msr4KXvoq9L70Cvc3jUn2kVGABkqOp6VT0CTMLp6fVnqjpdVfPchz8CrQLcRkR4dXYWew4e4c7TO3sdxZio1KNlCmf0aMaL361n78EjXsepVoEeczi1jGlnBLiOlsBmn8db3GnluQb4vKwZIjJOROaLyPzs7Mi6ojHnUAHPzczklK5N6N2mgddxjIlavzu1E3kFRTw7M9PrKNXK32MON4rIMqCLexzg6G0DsCxU4UTkMqAf8I+y5qvq86raT1X7paamhiqGJ174dj378wv53anWajDGSx2bJnN+r5a8NjuLnfvzvY5TbfxtObyN05fSJ/yvs71zgL6qemmA29wKtPZ53Mqd9gsicgpwH3Cuqh4OcBs12u4Dh3l51gbOPq453VoEdEjHGBMCd5zSiaJi5elvMryOUm38GuxHVXOAHBFZDYz1nScigQ4TOg/oKCLtcIrCGOA3JdbZG3gOGKWquwJYd0R4ZkYm+QVF/PZU65LbmHDQplEiv+7fmknzNjFuWHtaN0z0OlLIBXrM4QD/Gxq0COd4Q1ogK1DVQuAW4AtgFfCuqq4QkfEicq672D+AusB7IrJYRCYHmLPG2pGTzxs/buSCPq3okGoD+RgTLm4d2RERiZrhRAMaJlRV/+n7WEQew/mSD4iqTgWmlph2v8/9UwJdZ6SYMD2D4mLl9pM7eh3FGOOjWUoClw1sy2s/ZHHTiHTaNY7s4USr2hdDIlF6mmkobPkpj0nzNnFx/9ZR0Ww1pqa5cXgH4mOFJ76O/OFEA73OYZnPmUorgDWA9a0UJE9/k4Eg3DIi3esoxpgypCbX5srBaXyyZBvrduZ6HSekAm05+J6pdBrQQlWfDnqqKLRxz0HeW7CF3wxsQ4v6dbyOY4wpx/UndSAxPpbHv47sYw+BFoedwIXAv4EngVtExAYyDoInpq0jLka4abgN/2lMOGuYVIurhrRjyrLtrNwWcNdyNUagxeF1oDvwFPC0e/+NYIeKNpnZB/h40VauGNyWJvWs1hoT7q47sT3JCXE8HsHHHgI6Wwnooaq+neRNF5GVwQwUjZ6ato7acbFcf5K1GoypCVIS47lmaDse/3ody7fm0KNliteRgi7QlsNCERl09IGIDATmBzdSdMnYdYDJS7ZxxeC2NK5b2+s4xhg/XT20HfUS4iL22IO/fSstE5GlQF9gtohkuf0q/YDT95GppCenrSMhPpZxw9p7HcUYE4B6CfFce2J7vl61k2VbcryOE3T+thyOnqU0CmgHnAQMd+8H2iurca3bmcunS7dx5QlpNLJWgzE1zlVD0kipEx+Rxx787VspOsfJC7Enpq0jMT6WcSdaq8GYmig5IZ5xw9rzjy/WsHjzPnq1ru91pKDxZJhQA2t35jJl2XbGDkmjQVItr+MYYyrpyhPSaJAYH3F9Lvk9TKg4Axh3r+owocbxpNtquHaotRqMqcnq1o7j2hPb883qXSzZvM/rOEHj99lKqqrAlBBmiRrrrNVgTES58oQ06ifG80QEtR4qcypr/5AkiSJPfpNhrQZjIkjd2nFc57Yelm6JjNZDoMVhIPCDiGS6ne8dPcXV+Gndzlw+c89QslaDMZHjisFtndZDhFz3EOgV0qeHJEUU+bnVYGcoGRNRkhPiue5E58ylpVv2cVyrmn3mUqAth5tUdaPvDbgpFMEiUcYup9VwxQlpNLRWgzER54rBbUmpExmth0CLw6llTLOL4Pz09DcZ1ImP5TprNRgTkZIT4rl2aDumrd7F8q01+6ppf69zuFFElgFdfAb7WSoiWcCykCaMEOuznT6ULh/U1loNxkSwK4ekkZwQx1Pf1OzWg7/HHN4GPgf+BtzjMz1XVfcGPVUEmjA9k1pxMXaswZgIVy8hnquHtOOJaetYtX0/XZvXzEvB/L0ILkdVs4APgb3usYbLgRdFpHcI80WEjXsO8vHirVw6sC2pydaHkjGR7uoh7ahbO46nv8nwOkqlBXrM4c+qmisiQ4FTgJeAZ4MfK7JMnJ5JbIxwvfW8akxUSEmMZ+wJaUxdvp21NXSs6UCLQ5H78yzgeVWdAtgO9GPYvDePDxZu4ZL+rW2UN2OiyDVD25EYH8tTNbT1EGhx2CoizwG/BqaKSO1KrCOqPDMzkxgRbrCxoY2JKg2SanHZ4LZ8tnQbmdkHvI4TsEC/2C8GvgBOV9V9QEPgzqCnihDbcw7x/vwtXNSvFc1T6ngdxxhTza47sT2142KYOD3T6ygBC6g4qGqeqn6oquvcx9tV9cvQRKv5npu5nmJVbrSxoY2JSo3r1uY3A9ry8eKtbNqT53WcgFR2PIdcG8/h2Hbl5vPO3E2c37slrRsmeh3HGOOR609qT2yM8MzMmnXswe/xHNyfyb7jONh4DuV74dv1FBQVc/OIdK+jGGM81LReAr/u15r3F2xh675DXsfxm18XwYnI7441X1X/FZw4kWHvwSO8+eMmzj2+BWmNk7yOY4zx2A3DOzBp3iaem5nJ+NE9vI7jF3+POSS7t37AjUBL93YD0Cc00Wqul7/fQH5hkbUajDEAtKxfhwv7tGLSvM3sys33Oo5f/N2t9JCqPgS0Avqo6u9V9fdAX6BNKAPWNDmHCnhtdhZn9GhGx6bJXscxxoSJG4d3oLComBe/2+B1FL8EeiprU+CIz+Mj7rSAiMgoEVkjIhkick8Z84eJyEIRKRSRiwJdv5den51F7uFCazUYY36hbaMkRvdqyZs/bmTvwSMVP8FjgRaH14G5IvKgiDwIzAFeDWQFIhILTMDp6rsbcImIdCux2CZgLE6HfzXGwcOFvDxrAyd3aUL3FilexzHGhJmbhnfgUEERr8wK/9ZDoNc5PAJcBfzk3q5S1b8FuM0BQIaqrlfVI8AkYHSJ7WSp6lKgOMB1e+rtOZv4Ka+Am0daq8EYU1rHpsmM6t6MV2dlkXOowOs4xxRw1xequlBVn3BviyqxzZbAZp/HW9xpARORcSIyX0TmZ2dnV2YVQZNfUMTz361nSHoj+rRp4GkWY0z4unlEOrmHC3l9dpbXUY6pRveLpKrPq2o/Ve2XmprqaZb35m8mO/ewHWswxhxTj5YpjOzShJdnbSDvSKHXccrlRXHYCrT2edzKnVZjFRQV8+zM9fRt24DB7Rt5HccYE+ZuHpHOT3kFvD1nk9dRyuV3cRBH64qXrNA8oKOItBORWsAYYHIQ1uuZjxdtZeu+Q9wyIh0R8TqOMSbMHf1H8oXv1nO4sKjiJ3jA7+KgqgpMreoGVbUQuAWnd9dVwLuqukJExovIuQAi0l9EtgC/Ap4TkRVV3W6oFBUrz8zIpHuLegzv7O2uLWNMzXHLyHR27j/M+wu2eB2lTP6OIX3UQhHpr6rzqrJRVZ1KiUKjqvf73J+Hs7sp7H2+fDvrdx9k4qV9rNVgjPHbCR0a0at1fZ6dmcmv+7UmLja8DgEHmmYg8IOIZIrIUhFZJiJLQxGsJlBVJkzPpENqEqO6N/M6jjGmBhERbhmRzua9h5i8ZJvXcUoJtOVwekhS1FDT1+xi1fb9PPar44mJsVaDMSYwI7s0oUuzZCbOyOS8Xi3D6nsk0IvgNgL7cbrMaOtzizqqytPfZNCyfh1G92rhdRxjTA0UEyPcNCKdjF0H+HLlTq/j/EJAxUFErgW+xTmY/JD788Hgxwp/czbsZeGmfdxwUnviw2xfoTGm5jirZ3PSGiUycUYGznk/4SHQb7Xbgf7ARlUdAfQG9gU9VQ0wYXoGjevW5lf9gnF2rzEmWsXGCDec1IGlW3L4PmO313F+FmhxyFfVfAARqa2qq4HOwY8V3pZu2cd363Zz3YntSIiP9TqOMaaGO79PS5rVS2DC9PAZSjTQ4rBFROoDHwNficgnwMbgxwpvE6ZnUC8hjksHReXhFmNMkNWOi+W6Ye35cf1eFmzc63UcIPAD0uer6j5VfRD4M/AScF4ogoWrdTtz+WLFTsYOaUfd2oGe7GWMMWW7ZEBrGiTG8/Q34dF6qPSRVFWdqaqT3W63o8YzMzKpEx/L2BPSvI5ijIkgibXiuHpIO6avyWbltv1ex/GvOIhIrojsd3/mlnjs/auoJpv35vHJkm38ZmAbGibV8jqOMSbCXDE4jaRasTwzM9PrKH6PIZ2sqvXcn8klHtcLdchw8fy364kRuO7E9l5HMcZEoJTEeC4b3JYpS7eRtfugp1kC2mkuIveXNV1VxwcnTvjalZvPf+Zv5qK+rWiWkuB1HGNMhLpmaDtemZXFc99m8rcLjvMsR6DHHA763IpwxoFOC3KmsPTy91kUFhVz/bAOXkcxxkSwJskJXNyvFe8v2MKOnHzPcgR6ttI/fW6PAMOBiN/HkpNXwJs/buSs41qQ1jjJ6zjGmAh3/bAOFCu8+N16zzJUtd+HRGpI19pV8foPWRw4XMiNJ1mrwRgTeq0bJnLu8S14a84mfjrozQmhgfattMztqnupOwDPGuCJ0EQLD4eOFPHK7CxGdE6lW4uoOfZujPHYjcM7cKigiFdnZ3my/UCv4jrb534hsNMd2S1iTZq3ib0Hj3DTiHSvoxhjokinpsmc0rUpr87OYtyw9iRV80W3gW7twpITRCQHWKCqi4MTKXwcKSzmhW/X0z+tAf3TGnodxxgTZW4a0YELJu7knbmbuLaaT6EP9JhDP+AGoKV7ux4YBbwgIncFOZvnPlm8lW05+dw03FoNxpjq16dNAwa3b8QL363ncGFRtW470OLQCuijqr9X1d8DfYEmwDBgbJCzeaq4WHl2ZiZdm9djeOdUr+MYY6LUTSM6sHP/YT5auLVatxtocWgCHPZ5XAA0VdVDJabXeF+u3EFm9kFuHN4BkfAZus8YE12GpjemZ8sUnp2ZSVFx9Q0GFGhxeAuYIyIPiMgDwCzgbRFJAlYGPZ1HVJWJMzJp2yiRM3s08zqOMSaKiQg3De9A1p48Pl++vdq2G+hFcH8BxuGM/rYPuEFVx6vqQVW9NBQBvTArYw9Lt+Rw/bAOxNkQoMYYj53evRntU5OYOD2z2oYSDfibT1Xnq+oT7m1+KEJ57ZmZGaQm1+aCPi29jmKMMcTECDcM68DK7fuZuTa7WrYZaMd7tXFOZ03zfW4kdby3ZPM+ZmXs4Y9ndLEhQI0xYeO83i3599drmTgjk+Gdm4R8e4G2HD4BRuNcAOfbCV/EmDjDhgA1xoSfWnExXHtie+ZuqJ6hRAO9CK6Vqo4KSZIwkLHLGQL01pHpNgSoMSbsXDKgNU9/s45nZmTy4pWhvTA30JbDbBHpGZIkYeDZmetJiI+xIUCNMWEpsVYcY09ox9erdrF6R2gH4Qy0OAwFFojIGrfzvWUisiQUwarb1n2H+HjRVsb0b0OjurW9jmOMMWW68oS2JNaK5dkZoR1KNNDicAbQETgNOBe4Cajey/ZC5Gi/6dcNi/jhKYwxNVj9xFr8ZkAbPl26nc1780K2nUCvc9gINARuAWYA44GpwY9VvfYePMKkuZsZ3aslLevX8TqOMcYc07UntidGnHHtQ8Wv4iAindyrolcDTwGbAFHVEar6dKAbFZFR7q6pDBG5p4z5tUXkP+78OSKSFug2AvHqrA0cKijihpOs1WCMCX/NUhK4oHcr3p2/mezc0PRc5G/LYTUwEjhbVYeq6lM4Y0gHTERigQk4u6i6AZeISLcSi10D/KSq6cC/gUcrsy1/HDhcyGs/bOS0bk3p2DQ5VJsxxpiguv6k9hwpKuaVWRtCsn5/i8MFwHZguoi8ICInA5XtjW4AkKGq61X1CDAJ59oJX6OB19z77wMnS4h6v3tnziZyDhVw43AbAtQYU3O0T63LmT2a88YPG9mfXxD09ftVHFT1Y1UdA3QBpgN3AE1E5BkROS3AbbYENvs83uJOK3MZd6S5HKBRyRWJyDgRmS8i87OzK3dJ+dZ9hxia3pjebRpU6vnGGOOVG4d3ILF2LOuzg38tckBXeqnqQeBtnJ5YGwC/Au4Gvgx6Mv/yPA88D9CvX79K9Ub14LndKSgqDmouY4ypDj1apvD93SOJD0EHoZVeo6r+pKrPq+rJAT51K9Da53ErSp8O+/MyIhIHpAB7Kpu1IqF4Y40xpjqE6vvLi2/FeUBHEWknIrWAMcDkEstMBq50718EfKPV1U+tMcaYgPtWqjJVLRSRW4AvgFjgZVVdISLjgfmqOhl4CXhDRDKAvTgFxBhjTDXxpHc5VZ1KiYvnVPV+n/v5OMczjDHGeMB2thtjjCnFioMxxphSrDgYY4wpxYqDMcaYUiRSzhAVkWxgYyWf3hjYHcQ4Xqjpr8Hye6+mv4aanh+8eQ1tVTW15MSIKQ5VISLzVbWf1zmqoqa/BsvvvZr+Gmp6fgiv12C7lYwxxpRixcEYY0wpVhwcz3sdIAhq+muw/N6r6a+hpueHMHoNdszBGGNMKdZyMMYYU4oVB2OMMaVEVXEQkVEiskZEMkTknjLm1xaR/7jz54hIWvWnLJ8f+ceKSLaILHZv13qRszwi8rKI7BKR5eXMFxF50n19S0WkT3VnrIgfr2G4iOT4fAb3l7WcV0SktYhMF5GVIrJCRG4vY5mw/Rz8zB/un0GCiMwVkSXua3iojGW8/y5S1ai44XQPngm0B2oBS4BuJZa5CXjWvT8G+I/XuQPMPxZ42uusx3gNw4A+wPJy5p8JfI4zPvkgYI7XmSvxGoYDn3md8xj5mwN93PvJwNoyfo/C9nPwM3+4fwYC1HXvxwNzgEEllvH8uyiaWg4DgAxVXa+qR4BJwOgSy4wGXnPvvw+cLCJSjRmPxZ/8YU1Vv8UZn6M8o4HX1fEjUF9EmldPOv/48RrCmqpuV9WF7v1cYBWlx3AP28/Bz/xhzX1fD7gP491byTODPP8uiqbi0BLY7PN4C6V/qX5eRlULgRygUbWkq5g/+QEudHcFvC8ircuYH878fY3hbrC7y+BzEenudZjyuLsqeuP85+qrRnwOx8gPYf4ZiEisiCwGdgFfqWq5n4FX30XRVByiwadAmqoeB3zF//7zMNVnIU5fNccDTwEfe5ynTCJSF/gAuENV93udJ1AV5A/7z0BVi1S1F9AKGCAiPbzOVFI0FYetgO9/0q3caWUuIyJxQAqwp1rSVazC/Kq6R1UPuw9fBPpWU7Zg8eczCmuquv/oLgN1RjyMF5HGHsf6BRGJx/lifUtVPyxjkbD+HCrKXxM+g6NUdR8wHRhVYpbn30XRVBzmAR1FpJ2I1MI5yDO5xDKTgSvd+xcB36h7RCgMVJi/xH7hc3H2x9Ykk4Er3LNlBgE5qrrd61CBEJFmR/cNi8gAnL+xcPkHAzfbS8AqVf1XOYuF7efgT/4a8Bmkikh9934d4FRgdYnFPP8u8mQMaS+oaqGI3AJ8gXPmz8uqukJExgPzVXUyzi/dGyKSgXPQcYx3iX/Jz/y3ici5QCFO/rGeBS6DiLyDcyZJYxHZAjyAczAOVX0WZ1zxM4EMIA+4ypuk5fPjNVwE3CgihcAhYEwY/YMBMAS4HFjm7vMGuBdoAzXic/Anf7h/Bs2B10QkFqdwvauqn4Xbd5F1n2GMMaaUaNqtZIwxxk9WHIwxxpRixcEYY0wpVhyMMcaUYsXBGGNMKVYcjDHGlGLFwRhTrUSkmzjdy7cWkWSv85iyWXGIAu4Vo5NEJFNEFojIVBHpVIn11BeRm0KR0V3/bSKySkTeCtU2qpuIzK6O54SaiByoeKlfLB8rIk+44xUsE5H2PrPjgVuB84ED7vJpInLI58K2quZ9UUTOccdzOBKu3WeEMysOEc7tRuAjYIaqdlDVvsAfgaaVWF19nH7mA9q+iPj7e3YTcKqqXhpwsjClqidUx3PC0B+B9araHXiSX/7etAZewbkC27flkOl2RleKezVxIHoDi9z1bQvwuQaiZ7CfaL0BI4Fvy5l3GTAXWAw8B8S609Nw+mV6AVgBfAnUwRlD4pC7/D/KW4f7/DXA6+7z25bY7u+A5e7tDnfas8ARYBnw2xLLp+H0PfMqzuAubwGnALOAdcAAn2U/Bha42x3nTksCpuAMkLQc+HVZ0/x9jwLMc6C8bR1j+oHy3qdjfT5lZC/rvTjmc4E/u5/d98A7wB98Mx3r98ZnfhKwwOfxKcDHJZZpVsZnvLzEtPfc9f8I/AmnW4wf3ffreyDVZ9lO7rRlwH3AVp95WUBjr/8Wa9rN8wB2C/EHDLcB/y5jelecLr7j3ccTgSvc+2k4/TP1ch+/634h/OIPuLx1uMsVU2J0K3eZvu4fcBJQ1/2C6u3OK/OP2CdPT5zW7gLgZZwRtUb7fvEADd2fddwv1UbAhcALPsuklDXN3/cowDwHytvWMaYfqOB9KvPzKSN/We9Fuc8F+uN84Sfg/Ee/jhLFobz3pMR2R+OMU7DYvW3C6QvsWL+naZQuDquB8T6PG/ncfwC42b1f231/BvhkmuazbJm/V3Y79s12K0Wvk3G+gOa5+3lPxhmC9KgNqnp0/+8CnD/eQNaxUZ1RxEoaCnykqgfV6Vb5Q+BEP/JuUNVlqlqM80UwTZ2//GUlst0mIktw/sNsDXR0lzlVRB4VkRNVNaecaYG8Pn/zcIxtHStDRe+TP59PWe/FsZ47BPhEVfPVGWXt0wDfk6N6Aferai91dut8iVMk/CYiCUBDYLzP5LHijr2Ms5sq351+Hk6HdXPdxytwWhemCqKmV9YotgKnOV6SAK+p6h/Led5hn/tFOP99+rUOd4SugwEnPTbfPMU+j4txf49FZDjOLozBqponIjOABFVdKyJ9cHoafVhEpqnq+LKmldjmsV5fhXmOKm/75U2vxPtR6vMp773w57kVqOj3BqABsMHNEQecBjwSwDYAuuOMXV3orucKnKFyR6rqARH5Fud3G5wW3AKf5/YFZgS4PVOCtRwi3zdAbREZd3SCiBwHLAUuEpEm7rSGItK2gnXl8ssDiNMqsY7vgPNEJFFEknDOWPkuoFdUvhTgJ/fLsAswyM3VAshT1TeBfwB9yppWxvoq8/pKKW9bFWSo6vtU5ntRgVnAOSKSIM5Ia2eXsYw/78lan+39FpiiqhsCyA7OF/7SEo9nu4XhQuAEnJYXOGM19HDz9AUuwVoOVWYthwinqioi5wOPi8jdOE3xLOAOnIN8X7pnExUANwMbj7GuPSIyS0SWA5+r6p0iUtY6dhxjHQtF5FWcA5oAL6rqoqq+Ttd/gRtEZBXOQdWju7V6Av8QkWI3443lTCuZdWWgr68c5W2r3AxBeJ/Key/KparzRGQyzpfyTpwv35wSy5T3nvj+3rwDfO6ORfADMI7A9eR/rx2cg/8fisilOLup1qvq0dbpG8BUdzfXGmAfsLIS2zQ+bDwHY8zPRKSu+995IvAtzllOC6thu2nAZ6oa9LGURSQL6Kequ4O97khmu5WMMb6ed/8DXwh8UB2FwVUEpATrIjhwhuB01xePcyzIBMBaDsYYY0qxloMxxphSrDgYY4wpxYqDMcaYUqw4GGOMKcWKgzHGmFKsOBhjjCnFioMxxphSrDgYY4wpxYqDMcaYUv4fE7HPQFD/iSoAAAAASUVORK5CYII=\n", @@ -135,12 +129,15 @@ "#differential cross section\n", "def dsigmadtheta(s,theta, phi = 0):\n", " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", + "\n", "#full cross section\n", "def sigma(s):\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", + "\n", "#theta probability distribution\n", "def pf(s,theta, phi = 0):\n", " return dsigmadtheta(s,theta)/sigma(s)*2*np.pi*np.sin(theta)\n", + "\n", "#plotting pf\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", @@ -153,6 +150,49 @@ "print(\"It can be also verified that this function is well reproduced at different values of s.\")" ] }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: divide by zero encountered in true_divide\n", + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sqrt\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pos = np.linspace(0,230**2, 100)\n", + "plt.scatter(pos,sigma(pos))" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -177,9 +217,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { @@ -240,14 +280,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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90FiD90d+VYFbeOe2vWbe4fuEV127F+dcFvDjSN8uAfPx5rr/prjPFWMK3l7q6MDFObcT+Ee8PY6ngKeAtcV4ziy83+uXeHvWbxA/leDDyP+fMzP/4gkv4V1MYCfeUb7fc3e60PVIf07ifW6+CzznvHnwsa9jEd5J3fvwLkJw3yLBPxpvisgB7hbLBZ2jlPSUEcmfEcVU3O9hQTbiXSzgLN5U7a/GFBWT8I5+Hce7kMVPnXNLEjzHO3hZcSzyszfkWf+feOckXTSzmUX4fmZGnu8AXi68m+f5foZXoK6JvM6/B77uvPOHii1SQK8HehM/aC3sdRWmsO/Cr/Bmc1wws/9ThM9wdbzfw0W8rGyBN3011kpgL7AU+Afn3KJi9jlOZGfAOLzpan6u/Dkam903ZXW5y+ri5l9BZuFdJfYC3u90QqSwB++zlI03xvxG5N+vATjvCsL/jHdBoL3cvTBQUrD40xUklZiZA9rETL+RcsbMDgLfKmBwKeWcMqL0mHej8W855/oG3Rd5MOZdqv8AUMnd30VHRB6Isrr0mNkbQGvn3DeC7ktZ094mERERERGRckRFoIiIiIiISDmi6aAiIiIiIiLliI4EioiIiIiIlCP3c0PN0Ktfv75r2bJl0N0QkQJ8+umnZ51zDYLuR9gou0TCS7mVmHJLJLzulVspWQS2bNmSTZs2Bd0NESmAmd3vjadTmrJLJLyUW4kpt0TC6165pemgIiIiIiIi5YiKQBERERERkXJERaCIiIiIiEg5oiJQRERERESkHFERKCIiIiIiUo6oCBQRERERESlHAr9FhJn9FzAaOO2c65hgvQG/AkYC14FvOuc2l20vRSSRzMzMfMt++tOfBtCTsqXcEklev/rVr7h48WLcsoEDBzJgwICAelQ2lFsiya2kx1yBF4HA28CvgXcKWJ8BtIn81wP418j/i0gZSBQ6otwSCbO9e/fy3nvvFbn9ihUrUr4IRLklEnplOeYKvAh0zq0ys5b3aDIOeMc554ANZlbXzBo7506USQdFyiE/hOqfPs2j2dkcadGi2Num8hFB5ZZI+BQ2eHI4rnKVa1zjJje5wQ0Moy1t47ZP1exSbomET1GKvmyyucKVaG7d5jataEVVqj5QbgVeBBZBU+BIzOOjkWVxoWRm3wa+DdC8efMy65xIqogNIsvNpde6dQxavpwzDRrwm+98B8wC7F3SKVJugbJL5EEUNIC6yU2ORf53nOOc5SwXuEAOOXHtqlGNv+Avoo8HDhxYmt0NO+WWSBn49a9/zblz5/Itv8MdTnIyml2nOc0FLnCDG/na/jF/TFWqPlA/kqEILBLn3G+A3wB07drVBdwdkaSwZcsWZs2aFbes3tmzPDtzJo8ePcoXTzzB3NGji10Apuqe9NKg7BIpvkTF32lO8yVfsoc9HOEIueQCUI96NKABrWnNQzxETWpShSpUpSqVqBT3HOVgSmiJUG6JFF+i3LrCFb7kS/ayl33s4xa3AKhBDRrRiKY0pR71qEUtqkb+V4lK1KNe9Dnud8yVDEXgMeDRmMfNIstE5D69/fbbHDp0KH5hbi49Pv6YIUuWkFOxItMnTGD7U0/pCOD9UW6JlIK8g6grXOFzPmcb2zjJSQAe4RF605uWtKQJTahO9SC6moyUWyKlIG9u3eIWu9jFVrayn/04HLWpzVM8RSta0ZSm1KEORumOv5KhCJwNfM/MpuKdoHxJ89NF7s8nn3zC/Pnz8y2vfekSz370EY8dPMiXbdowZ8wYrtauXezn1xHAKOWWSAnKO4g6ylE2sIEd7MDhaEITMsigPe2pTfGyS7kVpdwSKUF5c+sSl9jIRj7lU25ykzrUoS996UhHGtKw2EXfg2ZX4EWgmb0PDATqm9lR4Kfgzc9wzv1fYD7e5Yr34l2y+JVgeiqS3Ao6d6bDjh2MnjOHtDt3mD12LJ917nzPo38aMCm3RMpKbG45HPvYx0pWcoQjVKEKPelJF7rQgAb3fB7llnJLpKzkHW+d4QwrWckOdgDQgQ50oxvNaU6FQm7ZXprZFXgR6JybVMh6B3y3jLojknIKKv4q37hBxoIFfGXrVo42bcqMCRO48PDDCdtqABVPuSVSun72s5/hfY08hzjEUpZymMPUoQ7ppNOZzlShSoHPodyKp9wSKX2xY64LXGAFK9jGNipRiV70ojvdqUvdArcvy9wKvAgUkdJx9uxZ3nrrrYTrmh05woTp06lz6RIr+/dn1YAB5KalxbXRAEpEgpB3ELWQhexmNzWpyUhG0oUuVCxg+KLcEpEgxObWTW6ykpVsYAMVqEAvetGHPtSgRsJtg8otFYEiKaigo3925w79V6+m/8qVXKpTh7dfeYUjMZf31gBKRIISm1u3uc1a1rKGNRjGEIbQgx5UpnLCbZVdIhIUP7scju1sZxGLuMIVOtOZQQwq8DzloHNLRaBIiimoAKx1+TLP/f73tDh8mC2dOrEgI4NbVb17zAQdRCJSvsXm1iEOMYtZnOc8T/IkwxlOHeok3E7ZJSJBic2ti1xkNrPZz34a05gXeIFmNEu4XVhyS0WgSIooqPgDeHzvXsbPmEGl27eZMX48n3fqBIQniESk/PKz6za3WcYy1rOeutTlJV6iFa0SbqPsEpEgxR79+4zPyCKLXHIZyUi60jXhBV/CllsqAkVSwL2mfw5asYJ+q1dzqmFDPnz+ec418K6iF7YwEpHyJTa3TnCC6UznLGfpSleGMSzhRV+UWyISpIMHD/Lf//3fAFzjGrOYxZd8SQtaMI5xcTdx94U1t1QEiiS5okz/3NylCwvS08mpXDm0YSQi5UfsXvRNbGIhC6lOdb7BN2hN63ztlVsiErS809Z/z++5znVGMIIe9Mh39K9t27ZMmnTPi/IGSkWgSBIrqABstXcvE/JM/9QgSkTCwM+tm9xkDnPYznYe53EmMCHh1fOUXSISND+3csllPetZwhLqUpdv8S0a0zhf+2TILRWBIknot7/9LYcPH86/wjn6rlnD4KVLOR0z/TMZwkhEUp8/kDrHOd7nfc5xjsEMpi998+1FV26JSBjE7rj6iI/YxS7a055xjKMqVePavvLKKzSPuep6mKkIFEkyBd78/eZNxs2cSYcvvuDzjh2ZM3YstzX9U0RC4PPPP2fGjBkAHOAA05gGwIu8mPDiL8otEQkDf8x1kYu8z/uc5jQjGEFPemJYXNtkyy0VgSJJpKACsN7Zs7zwwQfUP3uWrOHD2dCrFz99442y7ZyISAKxMxc+5VPmMY961GMyk/NdRGHixIm0a9cuiG6KiMTxx1xHOMJUppJDDpOZTBva5GubbAUgqAgUSRoFFYBtd+9m/IwZ3ElL490XX+Rgq1ZJGUYiknpiz6NZwhLWsY7HeZzneT7fNCrlloiEhZ9dO9jBDGZQm9q8zMs0pGFcu2TOLRWBIkkgYQHoHP1XrmTQihUcb9yYaS+8wKW6dZM6kEQkdfi5dYc7zGY2W9lKN7qRTjpppMW1VW6JSBhs376d6dOnA7CJTcxlLo/yKBOZmO/CVcmeWyoCRUIuUQFY8fZtxs6axVPbt7P16aeZO2YMo59/nk6Rm8CLiAQp9gbwH/IhX/IlgxhEf/on/Xk0IpKa1qxZw9KlS3E4VrGK5SynDW14nuepTOW4tqmQWyoCRUIsUQFY48oVJk6dSrNjx1gydChr+/TR+X8iEhp+bmWTzfu8z2EOM4pRdKNbvrapMJASkeQXO3U9iyw2spFOdGIsY1N25oKKQJGQSlQANjx5kknvv0/169f54IUX2NW+fcqEkYgkv9gC8B3e4RSn+CpfpSMd49opt0QkLGILwLnMZTOb6UUvhjEspW9doyJQJIQSFYBtdu/muenTuVmlCr995RVONmmSUmEkIsnNz63rXOdd3uU0p5nIRNrSNq6dcktEwiK2AJzDHD7jM/rTn0EMSvmp6yoCRUImUQHYfeNG0hcs4ETjxkydNIkrtWunXBiJSPKKLQDf4R3OcIYXeEEFoIiEVqICcAADGMjAuAIwVW9doyJQJETyFYC5uQxdupQ+a9fyxRNPMGPCBHJ0A3gRCZFEBeBEJua7l5ZyS0TCIrYAnM1strCFAQxgEIPi2qVybqkIFAmJvAVghZwcxs6eTadt2/ikWzcWZGTgKlRI6UASkeTi59ZNbvI7fqcCUERC78MPPwTA4ZjP/HJZAIKKQJFQyFsAVr55k+enTaP1vn0sGzyY1f36gVnKB5KIJI/Y20BMZSonOKECUERCb+fOnQAsYxmb2EQf+pS7AhBUBIoELm8BWOPKFSZPmUKjkyeZNW4cWzp3BspHIIlIcoi9Efx0pnOAA4xnPO2IP29GuSUiYeJn1zrWsZrVdKELQxka16a85JaKQJEA5S0A6164wIvvvEPNq1d5f9Ik9rb1LqpQXgJJRMLvzTffBO5eTGEXu8ggg050imun3BKRMPHHXJvZzCIW0YEOjGZ03EVgylNuqQgUCUjeArD+mTO8+M47VLp9m3defpljzZoB5SuQRCT8cnNzAVjMYrawhYEMpAc94toot0QkTPwx1xd8wRzm8DiPM4EJcfcBLG+5pSJQJAB5C8BHTpzgxXffxZnx9iuvcPqRR4DyF0giEm5+dm1gA+tZT3e6M4ABcW2UWyISJn5uHeUo05lOE5rwAi9QMaYMqlevXlDdC4yKQJGANT1yhK+/9x63KlfmnZde4nz9+oAGUiISLv5Aahe7WMhC2tGOdNLL7VQqEQk/P7fOc54pTKEWtZjMZCpTOa7d97///SC6FygVgSJlLPYoYMv9+5n0/vtcrVmTd15+mUt16wIaSIlIuPi5dYxj0T3pz/FcuZ5KJSLhFnsP0/d4j1xy+TpfpwY14tqV1+xSEShShmILwFZ79zLp/fc5X68e7770Eldr1QLKbxiJSDj5uXWRi0xhCjWokW9PupkVtLmISJnzcyuHHD7gAy5ykRd5kfrUj2tXnsdcFQpvIiIlIbYAfGzfPiZOncrZ+vV5+5vfVAEoIqHk59YNbvAe75FDDpOZTE1qxrV7/fXXg+ieiEg+ly9fBrybwc9mNoc4xDjG0ZKWce3K+5hLRaBIGUg0BfR8vXq889JLZNfwpiVUq1YtqO6JiOTj51YuuUxnOuc4xwu8QEMaxrUr7wMpEQmXf/qnfwJgLWvZxjYGMYineTqujXJLRaBIqYstAFscOMDkKVO8AvDll6MFIMCPfvSjILonInJPy1jGHvaQQQataBW3TgMpEQkTf8z1JV+yhCU8yZP0p39cG+WWR0WgSBlpfvAgk6dM4cJDD/HOSy9xPaYAVCCJSJj4A6ntbGcNa3iGZ+hGt7g2yi0RCRM/t85ylulMpxGNGMc4XcG4ACoCRUqRH0jNIreBuFSnDu+8/DLXa949n0aBJCJh4ufWCU4wk5k8yqNkkBHXRrklImESe/7y+7xPGmlMZGLcBayUW/FUBIqUEj+QGp46xeT33uNKrVq88/LLXFMBKCIh5efWVa4ylalUp3q+myort0QkTPKev3yBC3yNr1GXugH3LNxUBIqUAj+Q6p4/zzfefZfblSrx7osvRq8CChpIiUi4+Ll1hzt8yIdc4xoTmZjvSqAiImG0nOXsYQ/ppOtKoEWgIlCkhPkDqZqXL/PSO++QducO7774IpceeijaplGjRkF1T0TknpaylEMcYgxjaEKTuHUaSIlImPhjrt3sZjWr6Uxnnb9cRCoCRUpB1evX+cbvfkf169d57+tf52zD+Euqf+c73wmoZyIi+fkDqS/4gnWsoytd6USnuDYaSIlImPi5dYELfMRHNKIRIxmpC8EUUeBFoJmlm9luM9trZj9OsL65mS03s8/MbJuZjQyinyJFkZmZScVbt5g8ZQoPnzvHBxMncrxZs7g2CqTUoOySVOEPpM5znpnMpAlNSCc9ro1yKzUotyRV+LmVQw4f8iEOx9f4GpWoFG2j3Lq3QItAM0sD3gIygA7AJDPrkKfZa8A051xnYCLwL2XbS5GiyczMxHJzmTBjBs2OHmX6c89xoJXuqZWKlF2SKvyB1G1uM41pGMbzPK8LwaQg5ZakoiyyOM5xnuVZ6lEv6O4klaCPBHYH9jrn9jvnbgFTgXF52jigduTfdYDjZaEgZD4AACAASURBVNg/kSLxB1IjsrJov2sXCzMy2NUh/m+rBlIpRdklKWUhCznJScYznod4qPANJBkptyQl+GOubWzjEz6hN71pT/u4NhpzFS7oIrApcCTm8dHIslhvAN8ws6PAfOD7iZ7IzL5tZpvMbNOZM2dKo68i99Rj/Xp6bNzI+p49+bhHj6C7I6VL2SVJzx9IbWUrn/IpfelLO9rFtdFAKqUotyTp+bl1hjPMYQ7Nac4QhsS1UW4VTdBFYFFMAt52zjUDRgLvmlm+fjvnfuOc6+qc69qgQYMy76SUX5mZmTyxcycjsrLY2b49i4YPz9dGgVQuKbsktGIHUnOZSwtaMIhBcW2UW+WScktCy8+tW9xiGtOoRCW+yldJIy3aRrlVdEEXgceAR2MeN4ssi/U/gGkAzrn1QFWgfpn0TqQQmZmZND1yhAkzZnC0WTM+mjABKsR/rRRIKUnZJUkr9jzA3/N7KlGJ53hOA6nUp9ySlLCIRZzhDBOYQO3o7GUprqCLwE+ANmb2mJlVxjsJeXaeNofBO85rZu3xAklzDyRwmZmZ1L50iYlTp3KlVi2mTppETqVKcW00kEpZyi5JektYwilO8SzPaiBVPii3JGnF3sZmE5voTW9a0zqujcZcxRNoEeicywG+B2QBX+BdkWqHmf3MzMZGmv0Z8IdmthV4H/imc84F02ORuyreusULU6dS6fZt3p88mes1agTdJSkjyi5JVv5A6ku+ZCMb6UEP2tI2ro0GUqlJuSXJys+tS1xiFrNoQhMGMziujXKr+CoW3qR0Oefm4518HLvs9Zh/7wT6lHW/RO4l8403mDB7No1PnOD9SZM4m+CcCAVSalN2SbLxB1JXuMJMZvIIjzCUoXFtlFupTbklycbPrVxymcEM7nCH53hOt7EpAUFPBxVJOpmZmfRZs4antm9n2ZAh7GnXLl8bBZKIhEnsQOojPuIWt/gqX9WNlUUkKaxmNYc4xChG8TAPB92dlKAiUKQYZs2aRdvduxmydCmfd+zImr5987XRQEpEwmo969nPfjLIoAG6qqOIhJe/8+owh1nBCjrSkU50imujMdf9UxEoUgxHlixhwvTpnGjcmNljx4JZ0F0SEbknfyB1jGMsZSntaU8XusS10UBKRMLEz61sspnOdOpQh9GMxrg77lJuPRgVgSJF9Dc/+QnPT5vGnbQ0PnjhBXIqV87XRoEkImESe1+tGcygJjUZy1gNpEQkKSxgAZe5zHM8R1WqRpcrtx6cikCRIsh84w1GzZ1Lw9OnmfHcc1yuWzdfGwWSiITVEpZwjnM8y7NUo1p0uXJLRMLG33m1k51sYxv96c+jcbe4lJKgIlCkCLps3kynbdtYOWAA+1q3zrdeAykRCRt/ILWPfXzMx/SgB61oFXCvREQKFnsV4znMoTGN6U//uDYac5UMFYEihfi373yHjPnz2fv446waMCDo7oiIFCr2fJpZzKI+9XU7CBEJta1btwLgcMxhDre4xQQmkEZatI1yq+SoCBS5h1/8+Md8bdo0rtWowUcTJuAq5P/KKJBEJKwWsIArXGE843U7CBEJtZkzZwLwGZ/xJV8ylKG6inEpUhEoUhDnGD1nDrUvX+b3zz/P9Ro18jXRQEpEwsY/CriDHWxjGwMYQFOaBtwrEZGC+bl1nvMsZCEtaUkPesS10ZirZKkIFCnA7Gef5cmdO1k+eDBHH9UJySISfrHn08xlLk1oQj/6xbXRQEpEwsTPrVxymclMDONZnqVCTJmi3Cp5KgJFEvj1979P+oIF7H/sMdb27p2wjQJJRMLI4ZjNbG5zm/GM1/k0IpIU1rOewxwmgwzqcvcq7Mqt0qEiUCSvW7eYMH06ORUrMnP8eNB5gCKSBPy96ZvZzB725DufJi0traBNRUQC4efWKU6xjGU8wRN0olPAvSofVASK5LF20CCanDjB7LFjuVK7dtDdEREplD+QusQlssiiJS3pTve4Nq+99loQXRMRScjPrTvcYRazqEIVRjMaw6JttNO99KgIFInxzssv02fdOjZ17cru9u0TtlEgiUgY+ZdVdzjGMlbn04hIUljPeo5znJGMpCY1o8uVW6VLRaCI7+JFnv3oI87Ur0/W8OEJmyiQRCRs/L3pW9jCXvYyhCHUo150fUZGRlBdExFJyM+tM5xhOctpT3ue5MmAe1W+qAgUifhs0CBqXr3KzPHjyalcOejuiIgUyh9IXeYyWWTRnOb5poF279490aYiIoGIvRroLGZRmcqMZKSmgZYxFYEiwJTJk+m8ZQtr+vbleNPE99NSIIlIGDkc85hHDjmMY5ymgYpIUtjIRo5ylHTSqUWt6HLlVtlQEShy/jxj5szhVMOGrBowIGETBZKIhI2/N30729nNbgYzmId5OLr+hz/8YVBdExFJyM+tc5xjKUtpS1ue5umAe1U+qQiUcm/roEFUv36dmc8+y52KFYPujohIofyB1FWuMp/5NKUpPekZ16ZGjRpBdE1EJKGf//zngDcNdDazSSNNVwMNkIpAKdemTpxIp23bWN2vHyebNEnYRoEkImE1n/nc4pamgYpI6OXk5ACwiU0c4hAjGEFt7t6KS7lVtlQESvl14QKj587lRKNGrO7XL2ETBZKIhI1/FHAHO9jJTgYykIY0jK7v2bNnQZuKiATCz60LXGAxi3mcx+lM54B7Vb6pCJRy69OhQ6l+/Tqzx40jV9NARSQJ+AOp61xnPvNpTGN60zuuzYgRI4LomojIPfn3MjWMMYzRNNCAqQiUcum3f/AHPLN5Mxt69eJk48YJ2yiQRCSsssgim2zGMY400qLLlVsiEjax9zLdz36GMYy61I2uV24FQ0WglD83bzJ6zhwu1qnDioEDEzZRIIlI2PgDqX3sYytb6UMfGtEout7MCtpURCQQsRex8u9l+gzPBNwrARWBUg4tT0+nwdmzzBs9mtu6KbyIJAF/IHWLW8xlLvWoR3/6x7V5/fXXg+iaiEihssjiNrcZwxhdxCokVARKufLr732PfqtX83nHjuxt0yZhGwWSiITVSlZygQuMYQyVqBRdrtwSkbDxd17tYQ+f8zn96EcDGkTXT5w4MaiuCSoCpTxxjtFz53K7UiWy0tMTNtFASkTCxh9IneQk61hHZzrzGI8F3CsRkYLlnb1Qn/r0pW9cm3bt2gXRNYlQESjlxkfPPUfLQ4dYMmwY12rWDLo7IiKF8gdS/s2Vq1OdYQyLa6OdVyISVstZziUuMYYxVOTuldiVW8FTESjlw+XLDFu0iKNNm7K5c+L70iiQRCSsPuZjjnOcdNKpTvXocuWWiISNv/PqOMfZwAae4Rla0CLgXkleKgKlXFifnk6Na9dYMHIkVMj/sddASkTCxh9IXeQiS1lKa1rTkY4B90pEpGB+bt3hDrOZTQ1qMJShcW005goHFYGS8t767nfpvnEjm7t04XjTpkF3R0SkyByOecwDYBSjdHNlEUkKG9nISU6SQQbVqBZdrtwKDxWBktqcI2PBAm5VrszSIUMSNlEgiUjY+HvTd7CDPexhMIN5iIei65VbIhI2fm5d4ALLWU472tGBDgH3SgqiIlBS2rQXXqDVgQMsGzyY7Bo18q1v0KBBgq1ERILjD6SyyWYBC2hMY7rTPeBeiYgUzuGYy1wMYyQjNXshxFQESsr6+U9+woisLE4+8gifdu2asM2rr75axr0SESmaxSzmOtcZy1jSSIsu10BKRMLG33n1OZ+zj30MYQh1qBNdr9wKHxWBkrL6rl1LncuXmT9yJE4XgxGRJOAPpA5ykM1sphe9aEzj6Pq2bdsG1TURkYT83LrOdRaykKY0pRvdAu6VFEZFoKSkX/7gB/Reu5bPO3bkSAtdllhEws8fSOWQw1zmUpe6DGRgXJtJkyYF0DMRkcItYQnZZDOGMVSIKTG00z2cAi8CzSzdzHab2V4z+3EBbb5mZjvNbIeZTSnrPkryGbxsGeYcS4cOTbhegSQPQrklpWk96znLWUYykspUji5XbsmDUnZJSfN3Xh3hSHT2QiMaRdc//fTTQXVNClExyB9uZmnAW8Aw4CjwiZnNds7tjGnTBvhLoI9z7oKZNQymt5Is/u073+E7W7eypk8fLtWtm2+9BlLyIJRbUhpi7wm4kpU8wRO0RVM/peQou6Skxd4TcC5zqU1tBjAgrs348eOD6JoUQdBHArsDe51z+51zt4CpwLg8bf4QeMs5dwHAOXe6jPsoSSTzjTcYvmgR16pXZ02/fkF3R1KTcktKzQIWYBjppMct184rKQHKLikVH/MxpzhFOulUoUp0uXIr3IIuApsCR2IeH40si9UWaGtma81sg5mlk4CZfdvMNpnZpjNnzpRSdyXs2u7ezWMHD7Ji4EBuVq2ab70CSUpAieUWKLvk7t70XexiN7sZyEDqcncWg3JLSojGXFJi/Ny6zGWWs5w2tKE97QPulRRH0EVgUVQE2gADgUnAv5tZvjl+zrnfOOe6Oue66t5v5dObr7/OsMWLOVO/Pp8+80y+9a1atQqgV1JOFSm3QNlV3vkDqVvcYgELaEADetIz4F5JOaYxlxTLQhaSSy4ZZOiegEkm6CLwGPBozONmkWWxjgKznXO3nXMHgC/xAkokKjMzk66bNlH/3DkWDxuGS0vL1+bFF18MoGeSgpRbUuJWsYpLXGI0o3VPQCktyi4pEf7Oq73sZSc76Uc/6lEvul65lRyCLgI/AdqY2WNmVhmYCMzO02Ym3h4pzKw+3lSF/WXZSQm/qtnZDFixgv2PPcaeBPfRUiBJCVJuSYnwB1KnOc061vEVvkIL7t7SRkdYpIQpu+SB+bl1m9vMZz4P8zB96BNwr+R+BFoEOudygO8BWcAXwDTn3A4z+5mZjY00ywLOmdlOYDnw5865c8H0WMIoMzOTPmvWUC07m0XDh4NZ4RuJ3CfllpSEv/3bvwXA4ZjPfCpTmWEMi2vz6quvBtE1SVHKLilJa1jDec4zilFUjLnZgHa6J49AbxEB4JybD8zPs+z1mH874AeR/0TyqXnlCj02buTzp57iVOPG+dYrkKSkKbfkQd26dQuAbWzjIAcZzWhqUCO6XrklpUHZJQ/CPwp4jnOsYQ0d6Ugr7l5vIS3BqTgSXkFPBxV5IJmZmfRftYoKubmsGDQo33oNpEQkbPyBVDbZLGIRTWlKF7oE3CsRkYJ9+OGHwN3ZCxWpyAhGxLV57bXXguia3CcVgZK0MjMzqXv+PF0+/ZTPunThQr16hW8kIhISS1nKda4zmtFUiPlzrJ1XIhI2O3fuBGAHO9jHPgYzmFrUiq5XbiUfFYGS1AauWEFuhQqs7N8/3zoFkoiEjX8U8BjH2MQmutOdxtydxq7cEpGw8XPrBjdYyEIa0YiudA24V/KgVARKUsrMzKTBqVM8vW0bH3fvztXatYPukojIPfkDqVxymctcalKTQeSfxi4iEkYrWMFVrupWNilCRaAkrcHLlnGzShXW9u2bb50CSUTCahObOMEJ0kmnKlWjy5VbIhI2/s6rE5xgIxvpSlea0Sy6XrmVvFQEStLJzMyk6dGjPLF7N+t79ya7evW49QokEQkbfyB1hSssZSmtaMWTPBlwr0REChY7e2Ee86hGNYYwJOBeSUlREShJxQ+kwUuXcq16dTb07Blwj0REim4Ri8ghh5GMxLh7T1PtvBKRsPqMzzjKUYYznGpUiy5XbiU3FYGSdB7bv59WBw6wun9/blWpErdOgSQiYePvvNrPfj7nc/rSl/rUj65XbolI2Pi5dY1rLGYxLWhBJzoF3CspSSoCJWlkZmaCcwxeupRLtWuz6Zln4tY3aNAgoJ6JiCTmD6RyyGEe83iIh+hL/vOYRUTCaDGLucUtRjFKsxdSjIpASQp79uwBoN2uXTQ7dowVAwdyp1KluDavvvpqEF0TESnUOtZxjnOMZCSVuJtdGkiJSNj4O68OcYgtbKEXvWhIw+h65VZqUBEoSWHKlClYbi6Dly3j7MMPs7VT/JQEBZKIhI0/kLrABVaxig50oA1tAu6ViEjB/Ny6wx3mMY861GEAAwLulZQGFYESen4gPbVtGw3PnGH54MG4tLRCthIRCZ7DMZ/5VKACIxgRt047r0QkrDawgdOcJoMMKlM5uly5lTpUBEpSqJCTw8AVKzjRqBE727ePW6dAEpGw8Xde7WIXe9jDQAZShzrR9cotEQkbP7cucYkVrKAtbXmCJwLulZQWFYESan4gPbN5Mw9dvMjSIUOgwt2PrQZSIhI2fm7d5CYLWMAjPEIPegTcKxGRolnIQhyODDLilmvMlVpUBEpo/fznPweg0q1b9F+5koMtWrCvdeuAeyUiUjSrWMVlLjOKUaRxdwq7BlIiEjb+zqsv+ZIv+IIBDOAhHoquV26lHhWBElo5OTkAdN+4kZrXrrFsyBAwXZ5YRMLLH0id4hTrWU9nOtOc5tH1rVq1CqprIiIJ+bl1m9ssYAH1qU8vegXcKyltKgIllPxAqpKdTZ+1a/myTRuONG9eyFYiIsHZunUr4F0MZh7zqEIVhjI0rs2LL74YRNdERAq1mtVc4AKjGEVFKkaXa6d7alIRKKHWZ906qt24wbLBg+OWK5BEJGxmzpwJwFa2cpjDDGMYNagRXa/cEpGw8Xe6n+Usa1nL0zzNYzwWcK+kLKgIlNDxA6nG1av02LCBzzt25FTjxtH1GkiJSNj4uXWd6yxiEY/yKF/hKwH3SkSkcP7shYpUZDjD49ZpzJW6VARKqPgDKYB+q1ZRMSeHFYMGBdgjEZGiW8pSsslmFKOogK5kLCLh5Y+5trOdAxxgCEOoSc3oeuVWalMRKKFU5+JFum7axGedO3P+4YejyxVIIhI2/kDqKEf5lE/pSU8a0Si6XrklImHj59YNbpBFFk1oQle6BtwrKUsqAiU0Yo8CDly+HGfGqgEDAuyRiMi9vfnmmwDc4Q5zmUstajGQgcF2SkSkiJaxjKtc1eyFckhFoIRO/dOneXrbNj7p3p3LdepElyuQRCRscnNzAfiETzjJSdJJpwpVouuVWyISNv5O9+Mc5xM+oRvdaErT6Pq2bdsG1TUpQyoCJRRijwIOXraM25Uqsbpv3+gyDaREJGz83LrMZZaxjNa0pgMdAu6ViEjBNmzYAEAuucxjHtWpzmDir8A+adKkILomZUxFoAQutgBscvQo7XftYn3v3mTXqHGPrUREwiGLLO5whwwyMCy6XDuvRCRssrKyAPiUTznGMUYwgmpUi65XbpUfKgIlVIYsXcq16tVZ36tXdJkCSUTCxt95tY997GAH/ejHw+giViISXn5uXeUqS1lKS1ryFE8F3CsJiopACVTsUcDH9u+n1YEDrO7Xj1tVqtxjKxGR4Pi5dZvbzGMe9ahHH/oE3CsRkaJZzGJucYtRjNLshXJMRaCEg3MMXrqUS7Vrs6nr3UsUK5BEJKzWspbznGcUo6hEpehy5ZaIhI2/8+ogB9nKVvrQhwY0iK5XbpU/KgIlMLFHAZ/YtYtmx46xYuBA7lTyBlMKJBEJGz+3znGO1azmSZ7kcR4PuFciIgXzcyuHHOYyl7rUpR/9Au6VBE1FoAQitgC03FwGLVvGmfr12dqpU4C9EhEpnMMxn/mkkcYIRsSt084rEQmrDWzgLGfJIIPKVI4uV26VTyoCJXBPb9tGwzNnWD5oEC4tDVAgiUj4+DuvdrKTfexjMIOpTe3oeuWWiISNn1sXuchKVvIET9COdgH3SsJARaCUudijgGk5OQxcvpzjjRvzRQfv/lpVdFEYEQkZP7ducpOFLKQRjehGt4B7JSJSNAtYAEA66XHLtfOq/FIRKGVqz549cY+f2bSJupcusXTIEDDvClU//vGPg+iaiEihVrCCK1xhNKNJIy26XAMpEQkbf+fVLnaxm90MZCB1qRtdr9wq31QESpmaMmVK9N9VsrMZsHIl+x97jP2PexdWUCCJSNj4A6mTnGQDG3iGZ2hGs4B7JSJSMD+3bnGLBSygAQ3oSc+AeyVhoiJQykzsNFCAvmvWUC07m8XDh0ePAoqIhFEuucxlLtWoxhCGxK3TzisRCatVrOISlzR7QfJRESiBqH3xIj03bGDb009zsnFjQIEkIuHj77z6jM84ylGGM5zqVI+uV26JSNj4uXWa06xjHV/hK7SgRcC9krAJvAg0s3Qz221me82swJPBzOw5M3Nm1rWgNhJeeY8CDl62DIBlgwcDGkhJ8lF2pT4/t65xjSUsoTnN6YRuYyPJS7lVfvi3sqlMZYYxLG6dxlwCAReBZpYGvAVkAB2ASWbWIUG7WsD/BDaWbQ+lJOQtABsdP87T27axoWdPLtetW8BWIuGl7CpflrCEm9xkNKMx7k5d10BKkolyq3zwx1zb2MZBDjKUodSgRnS9ckt8QR8J7A7sdc7td87dAqYC4xK0exP4BXCjLDsnpcA5hi1eTHa1aqzp1w9QIElSUnalOH8gdZjDfMZn9KIXDWkYXT9kyJCCNhUJK+VWivNzK5tsFrGIZjSjC10C7pWEVdBFYFPgSMzjo5FlUWbWBXjUOTfvXk9kZt82s01mtunMmTMl31O5L3mPArbes4dWBw6wcsAAblatGlCvRB6YsiuF+bl1hzvMZS61qU1/+se16du3bxBdE3kQyq1yYilLuc51RjGKCjFDfe10l1hBF4H3ZGYVgF8Cf1ZYW+fcb5xzXZ1zXRs0aFD6nZNiszt3GLZ4Mefq1WNTV+80AwWSpCJlV2pYxzpOc5qRjKQKVaLLlVuSipRbyS129sImNtGDHjSmcXR906ZNC9pUyqmgi8BjwKMxj5tFlvlqAR2BFWZ2EOgJzNaJyskh71HALps30/DMGZYOGUJuxYoaSEkyU3alKD+3znOelaykPe15gicC7pVIiVBupSg/t3LIYQ5zqEMdBjEors23vvWtILomIRZ0EfgJ0MbMHjOzysBEYLa/0jl3yTlX3znX0jnXEtgAjHXObQqmu1JUeQvAqtnZDF62jIMtWvBFh3znoYskG2VXCnM45jKXClQgg4y4ddp5JUlMuZXi1rGOM5zR7AUpkkCLQOdcDvA9IAv4ApjmnNthZj8zs7FB9k1K1sDly6l64wYLMzLATIEkSU3ZlZr8nVef8zn72c9QhlKb2tH1yi1JZsqt1OTn1jnOsYpVdKAD7WgXcK8kGVQMugPOufnA/DzLXi+g7cCy6JM8mLxHARucOkW3Tz5h8zPPcKpRI9LS0gLqmUjJUXalFj+3rnOdhSykKU3pimbBSWpRbqUmh2Me80gjjXTS49Zp55UUJOjpoJJi8haAOEf6woXcrFKFZYO8+emvvfZaAD0TESncYhaTTTZjGKOr6olIqMXeE3A/+xnCEM1ekCJTESil6oldu2h14ADLBw0iu0YNBZKIhI4/kDrIQT7jM3rTm0Y0CrhXIiIFi529kEUWzWim2QtSLCoCpcTkPQqYdvs2w7OyONWwYfSWECIiYZL3qnp1qcsABsS10c4rEQmrRSziBjc0e0GKTUWglJre69bx0MWLLExPx6WlKZBEJLTWsIZznGMUo6hM5ehy5ZaIhI2/8+oAB9jCFnrTm0d4JOBeSbJRESglIu9RwIfOn6ff6tXs6NCBg61aaSAlIqHj59ZZzrKa1XSkI21oE3CvREQKFjt7YS5zqUtd+tM/ro3GXFIUKgLlgSW6GEzG/PnkVqhAVnp64o1ERELAvydgJSrpqnoikjRWs5pznGM0ozV7Qe6LikApcR127qTN3r0sGzyYK7VrK5BEJHT8nVdb2MJBDjKMYdSkZnS9cktEwsbPrTOcYQ1reIqnaE3rgHslyUpFoDyQvEcBK9+4QfqCBRxv3JhPunWjQYMGAfVMRCQxP7eucpUssmhOczrTOeBeiYgUbOvWrQDkkssc5lCJSoxgRFwb7byS4lARKPct3zRQYPDy5dS8epV5o0fj0tJ49dVXA+iZiEjh5jOf29xmLGN1VT0RCbWZM2cCsIlNHOYw6aRr9oI8EBWBUmIaHz9Ot48/5pNu3TjetKkCSURCx995tTPyv4EMpD71o+t79uwZVNdERBLyc+siF1nCEh7ncTrRKeBeSbJTESj3Je9RQLtzh9Fz5nCtRg2WDRkSUK9ERArm51Y22cxnPo1oRG96x7UZMWJEok1FRALlX8TK4RjNaAyLrtNOd7kfKgKl2BJNA+2zbh1NTpxgQUYGN6tWVSCJSGhlkcU1rjGOcaSRFl2u3BKRsPHHXFvZyl72MpShPMRD0fXKLblfKgLlgdU/c4YBK1awo0MHvnjySQWSiISOP5Daxz62sIU+9KExjQPulYhIwWIvYrWQhTzKo3SjW8C9klShIlCKJd800Nxcxs6axa3KlVkwcmRAvRIRKZifWze5yWxm8zAPM4ABcW2080pEwkoXsZLSoCJQiuzNN9/Mt6zHhg08evQoCzIyuFazpgJJREJrGcu4xCXGMpZKVIouV26JSNjkvYjVAAbQAN12S0qOikApstzc3LjH9c6dY/CyZexq147tTz2lgZSIhI4/kDrMYTayke50pwUtAu6ViEjBEl3Eqg994tpozCUPSkWgFElB00DvpKUxb9QoMCtgSxGRYPi5dZvbzGY2dajDEOKvXqyBlIiElX8Rq7GM1UWspMSpCJRC/cd//Ee+Zb3WraPF4cMszMjgau3aCiQRCa1VrOIsZxnDGKpQJbpcuSUiYePvvNrL3uhFrJrQJOBeSSpSESiFOnbsWNzjR06cYPCyZexs356tnTppICUioeMPpI5ylDWs4St8hda0DrhXIiIFi50GOpvZ1Ke+LmIlpUZFoNxT3mmgFW/fZsKMGVyvXp25Y8ZoGqiIhE7sNNCZzKQWtUgnPa6NBlIiElZZZHGFKzzLs7qIlZQaFYFSoF/+8pf5lg1ZsoSGZ84w69lnya5eXYEkIqG1jGWc5SxjGUtVqkaXK7dEJGz8nVe72c0WttCXYvRc2wAAIABJREFUvjSjWcC9klSmIlAKdOXKlbjHrfbto+fGjWzs3p19rVtrICUioeMPpA5xiPWs5xme0TRQEQk1P7euc505zKEhDTUNVEqdikBJKO800GrXrjFu5kzO1K/PkmHDAuqViEjB/Ny6xS1mMpO61GU4w+PaaCAlImE1n/lc5zrjGU9FKkaXK7ekNKgIlHzyFoDk5jL+o4+ofv06M557jpxKlRRIIhJaS1jCBS4wjnG6GqiIhFrsTeG3s53+9KcxjQPulZQHKgKlUL3XraPN3r1kjRjBycaNNZASkdDxB1L72c/HfEwPevAYjwXcKxGRgvm5dZWrzGUujWlMP/rFtdGYS0qLikCJ8//Yu/c4q+r73v+vjyDeULwB4eoVSMDcDDEXNdGoiZpEtIoBbyRtj0lrfqd9nKY5SdtHUhJz2qZNT5tTTxJPEuMlUYmgIiFaNWpqUu/xBoRxarxAgEFBEVFg4Pv7Y68Ne4aZYQb2Ze29Xk8f82D2Wt+993c2zNv1Weu7vt/uVwHHvfACp9x9N4smT+aR9763Qb2SpN6Vc+tN3uRWbuVgDnZReElNIZH4GT9jIxs5h3NcFF51YxGobXa4D3DDBs696SZeOfBAbjvrLIgwkCTl1h3cwTrWcTZnM4Qh27abW5LypnzM9SRPsoQlnMzJjGBEg3ulIrEIVM+2buXsm29mv9df56bp09m4994eSEnKncr7aX7Dbzie4xnP+Ab3SpJ6V86ttazlZ/yM8Yzng3ywSxuPuVRrFoECdrwKePyvfsXEZ57h3z/6UVaMHt2gXklS78q5tY513MZtjGIUJ3FSlzYeSEnKk3/9138FYAtbmMc8guAczmGPikNyc0v1YBGoHQrAo555hlPuvpunjjmGh487DjCQJOXTVrZyC7fQSSfncq7TqkvKtVdeeQWA+7mfF3mRMzmTgzho2/6IaFTXVDAWgerioDVrOHfuXFaNHMl87wOUlFPlk1cP8iDP8iwf42McyqEN7pUk9a6cW8tYxr3cyzEcwzt4R5c2X/nKVxrRNRWQRWDBVV4F3HPjRj51ww2kCG6cMYPOIUP6eKYkNUY5t1aykru4i0lM4j28p0sbT15JypNybm1kI/OYxwEcwMf5OMH2K3/mlurJIrDAugwDTYmz5s9n+OrVzD3vPF45qDQ0wUCSlCfl3NrMZuYxj33Yh7M4ywMpSU3hDu5gDWs4h3PYh322bTe3VG8WgQXV/T7AD/7qVxyzaBF3n3IKzx51FGAgScqvu7iLDjqYxjT2Y79t288444wG9kqSdlQ+5lrCEh7jMU7gBA7n8MZ2SoVnESgmLVnCqXfdxdNTpvDr448HYNCgQTt5liTVV/lAailLeZAHOY7jmMCELm2OyyazkqQ8KOfWK7zCrdzqLMbKDYvAAqq8Cjjq97/nD+bNY/mYMdx69tmQzUr1N3/zN43qniTtoJxbr/Iqt3ALb+EtnMZpXdp4ICUpT8q5tYUtzGUuW9nKeZznLMbKhYYXgRFxekQsjYj2iPhSD/v/R0QsjognI+LuiDisEf1sFZUF4P6vvsrMn/yEDfvuyw0zZ9K5556AgSTtjLlVX5UHUjdxE1vYwnSmsyd7bmtjbkk7Z3Y1xi/4BS/yIp/kkxzCIY3ujgQ0uAiMiEHAFcAZwGRgZkRM7tbsN8DUlNI7gJuAb9a3l62j+0ygM6+/niGbNvGTCy7g9aFDAQ+kpJ0xtxrnHu7xQEraRWZXfZWPuZ7hGX7Fr3gP7+HtvL1LG4+51EiNvhJ4HNCeUno2pbQJuAGYVtkgpXRPSmlD9vABYGyd+9hyYutWzp07l5GrVvHT6dNZPXJko7skNRNzq47KB1LttHM/93Msx3ogJe0as6tOyrm1jnXczM2MYASnc3qXNuaWGq3RReAY4MWKx8uybb35I+DnPe2IiEsj4pGIeGT16tVV7GJr2HYVMCXOXLiQSW1t3H7GGfzXhO2TKhhIUr9ULbfA7OpL5YHUPOZ5ICXtHo+56qD7fYCb2ezwdeVSo4vAfouIi4CpwD/2tD+ldGVKaWpKaerw4cPr27mcqxwG+qH77mPqI4/wq+OP5+GKWfQMJKn6dpZbYHb1pvJAah7zth1IDWHItjbmllQbHnPtvvu4j+d5no/zcYbjZ6T8GbzzJjW1HBhX8Xhstq2LiDgV+GvgwymljXXqW0uoLADf88gjnHzvvTz+zndy16mnbtvugZQ0IOZWHf2CX/Acz3E2Z3sgJe0es6vGysdcbbTxS37Ju7L/KnnMpbxo9JXAh4EJEXFERAwBZgDzKxtExLuB7wFnpZQ6GtDHlvDWxYs582c/o23CBG4766xtS0FIGjBzq8bKB1KLWbxtQgUPpKTdZnbVUDm31rCGeczjLbyFj/PxLm3MLeVJQ4vAlFIn8HngDmAJMCeltCgivhYRZ2XN/hEYCvw0Ih6PiPm9vJy6KQfSYb/7HefOncvyMWP46fTpbK1YCN5AkgbG3Kqtcm6tZjW3cAtjGMMZnNGljbklDZzZVTvl3NrEJm7kRgA+xae8D1C51ujhoKSUFgILu237SsX3p+7wJO1UOZBGLV/OjBtuYO1BB3H9BRfQOcT7aaTdZW7VRjm3NrKRG7mRwQzmfM53YWWpSsyu2kkkbuM2VrGKC7mQgzio0V2S+tTo4aCqgfKB1MiVK7n42mt5Y599uO7ii3lj3323tfFASlIeJRK3cAsv8zLTmc4whjW6S5LUq/Ix10M8xFM8xcmczAQmdGnjMZfyyCKwxZTD6NCODi6+5ho2DRnCNbNmsW6YB1KS8qucXb/iVyxhCadxGkdwRJc2HkhJypNybj3P89zBHUxkIidyYpc25pbyyiKwBR308stccs01bN1jD6655BJeOajrkAQDSVKelA+klrKUu7iLKUzhA3ygSxtzS1KelHNrLWu5kRs5kAM5h3PYo+LQ2txSnlkEtpDZs2czbO1aZl19NXts3cq1l1zCmkMP7dLGQJKUJ+UDqVWsYi5zGcUopjGNYPsMxuaWpDypvH/5eq5nC1u4gAvYh30a3DOp/ywCW8Ts2bMZ9sorzLr6aoZs2sS1F1/M6hEjurTxQEpSnpQPpNaznuu5niEMYSYzuywIP2PGjEZ1T5J28P3vfx+ArWxlLnNZzWrO53wOxZPuai4WgS1g9uzZHLRmDZ++6ir2fvNNrrv4YlaNGtWljWEkKU/KBWAnndzIjaxnPTOZyQEc0KXdpEmTGtE9SerR8uXLAbiLu2ijjTM4g6M4qksbj7nUDBq+RIR2z+zZsznkpZe45OqrGdzZyTWzZrGyWwEoSXlUnlL9RV7kPM5jDGO67PdASlKelE9e/Ybf8Gt+zXt5L8dxXJc25paahUVgE5s9ezbDOzq45OqrAbj605+mY+TIHdoZSJLypHwg9Ut+yRM8wUmcxDEc06WNuSUpT8q59SzPchu3cSRHcjqnd2ljbqmZWAQ2sZErV3JxeRbQWbN4afjwHdoYSJLypPJM+j3cwzt4Bx/mw13amFuS8qScWytZyY3cyCEcwnSmM4hB29qYW2o2FoFN6vt//MfM+vGPt60DuOaQQ3ZoYyBJypPygdQzPMN85nMkR3IWZzkTqKTcKufWK7zCdVzHXuzFRVzkTKBqehaBTei6iy7ikjlzWD90KNf2sA4geCAlKV/KB1LLWc4c5jCSkXyKTzG44n9D73jHOxrVPUnaQTm3NrCB67iOzWzmD/lDhjGsSzuPudSMLAKbzNxzz2XmLbfQMWIEP77oIl4fOnSHNoaRpDwpH0itYQ0/4Sfsx35cyIXsxV5d2p1zzjmN6J4k7aCcW5vZzPVcz1rWcjEXM5Kucy94zKVmZRHYRH5+xhmce/vt/O7ww7lxxgw27r33Dm0mTpzYgJ5JUs/KB1Kv8irXcA1b2cpFXMT+7N+lnQdSkvKicgmbOczhRV5kOtM5nMO7tDO31MwsAptBSvzypJM445e/ZMlb38rcc89ly5579th05syZde6cJPWscjH4a7iGN3iDWcxyUWVJuVXOrS1sYS5zeYZn+CSfZApTurQzt9TsLALzbvNmHnvf+/jQb37DY8cey4KPf5w0aFCPTQ0kSXlReS/NNVzDOtZxMRczmtFd2plbkvLiW9/6FgBb2cot3MISlnA6p/Me3tOlnbmlVmARmGevvMKzxx7Lsb/7Hfd96EPce/LJENFjUwNJUl6UC8A3eZNruZaXeZkLuZDxjO/SztySlBdXXXUV69evJ5FYwAKe4ik+wkd4P+/v0s7cUquwCMyr556j47jjOOzll7ll2jSeePe7e21qIEnKi3IB+AZvcB3XsYpVzGAGR3Jkl3bmlqS8+Pa3v83atWvZylYWspDHeIwTOZEP8aEu7cwttRKLwDx6+GHWn3wyB3R2ct1FF/HckUf22tRAkpQX5QLwdV7nWq6lgw6mM52JdJ2wytySlBfl3NrKVuYzn8d5nOM5no/wkS7tzC21GovAvLn5Zjaffz6bhw7l6k9/mpeGD++1qYEkKS+6TwKzhjXMZCYTmNClnbklKS8qJ4G5mZt5mqc5iZP4MB8m2H77jbmlVmQRmBcpwT/8A+nLX2bVmDFcP3MmG3pYA7DMQJKUF92XgVjHOi7gAoeASsqtymUg5jKXJSzhVE7lBE7o0s7cUquyCMyDDRvYMGMG+952G08fcwzzp02js5clIMBAkpQf5QOpDjq4jut4kze5iIs4jMO6tDO3JOVF5eRVN3ADz/Ecp3O6k8CoUCwCG+3551n5/vczcuVK7jz1VH59/PG9zgAKBpKk/CgfSD3P81zP9QxmMJ/hM4xiVJd25pakvCjn1jrW8WN+zGpWcw7n8E7e2aWduaVWZxHYSPfdx+tnnsmBW7bwkwsuoH3ixD6bG0iS8uBb3/oW69evB2ARi5jHPA7kQC7iIg7ioC5tzS1JedHTyIULuZCjOKpLO3NLRWAR2AgpwXe/y5bPf54NBx/MDTNmsObQQ/t8ioEkKQ/KB1GJxH/wH/yCXzCOccxkJvuyb5e25pakPPj617/O1q1bAXiGZ7iJm9iTPR25oEKzCKy3DRtYd9FFHHDzzbRPnMjNf/AHbNx77z6fYiBJyoNyAbiJTdzKrSxiEcdwDNOYxp50vY/Z3JKUB5Unrn7Fr7iLuxjJSGYykwM5sEtbc0tFYhFYT0uXsupDH2JERwf3fvjD3PfhD8Mee/T5FANJUqNdddVVvPDCCwC8wivcwA2sZCWncRof5INdplIHc0tSPpQLwM1sZj7zeYqnmMIUpjGNIQzp0tbcUtFYBNbLnDlsvPhihg4ezHUXXcSzRx/dZ3PDSFIelA+iAH7Lb7mFW0gkLuTCHdYABLNLUuNV5lYHHdzETXTQwSmcwgmc4IkrCYvA2tu0iQdPPJH3PfQQHWPHctP06awbNqzPpxhGkhrtjjvu4IEHHgBKZ9Hv5E4e4iFGMYrzOI9DOKRL+yOPPJKLL764EV2VpG0qh38+xmP8nJ+zF3txERdxNDuegPeYS0VlEVhLL7zAsg9+kPctX84D738/d556KlsH9/2RG0aSGq3yLPoqVjGPeaxiFR/gA5zCKQzu9r8Oc0tSo1Xm1uu8zkIWsohFHMmRnMM57M/+XdrvtddefOlLX6p3N6XcsAiskTnnn88nb7uN4Vu3Muf881kyefJOn+OBlKRGqjyI6qST/8j+25u9uYALmMiOy9iYW5Ia6ZprruF3v/sdULr6t4hFLGQhb/Imp3AKx3M8e9B1/gVzS7IIrLr/9dd/zem33875jz3G8tGjmXvuuaw95JA+n2MYSWqkyuIPYBnLmM98Oujg7byd0zmd/dhvh+eZXZIaqTK7XuVVfs7P+S2/ZTSjmcY0RjJyh+eYW1KJRWCVzJ49m5ErVvDf5s7l0Jde4v4TTuCek05y+Kek3Ope/K1jHXdxF0/yJPuzPzOZySQm7fA8c0tSI1Vm12Y282t+zf3cz1a2ciqn8gE+wCAG7fA8s0vaziJwN82ePRtS4n0PPMCpd93FG/vsw7WXXMLvjjxyp881jCQ1Qvfi703e5EEe3HYQdQIncCInshd77fBcc0tSI/zd3/0dmzZt2vZ4K1t5mqe5m7t5lVd5G2/jo3yUgzhoh+eaW9KOLAJ3QeUB1H6vvca0W29lQns7SydO5NZp03hjvx2HTVUyjCTVW0dHB9/5zne6bNvIRh7kQf6T/+QN3uCtvJWP8lEO5uAdnm9uSWqE7ietysXffdzHy7zMSEZyNmdzBEf0+HyzS+qZRWA/dQ8hgMmLFvHxBQsYsmkTC888k4ff+16I6OHZJfvssw9f/OIXa9lNSdrmuuuu47/+67922L6WtTzMwzzGY7zJm0xgAidxEmMY0+PreBAlqZ56OuZ6kzf5Db/hYR5mDWsYwQimM5238bYdJn4Bc0vaGYvAXvQUQGV7b9jAmQsX8vann2b56NHccs45vDR8eJ+vZxhJqrW+cmszm2mjjSd4gjbaCIK38TY+yAcZy9gen2NuSaq1vnJrK1t5gRd4iqd4kifZzGbGMY5TOMXiT9pNDS8CI+J04F+BQcD3U0p/323/XsA1wHuAl4FPpZSeq8Z79xU8vTm6rY2z5s9n3w0b+MXJJ3P/CSeQBu1483GZYSS1pkZl10By63Ve51mepY02lrKUTWxiKEM5kROZylSGMazH55lbUmtqhmOuTWziBV6gnXYWs5h1rGNP9mQKUziO4xjN6B6fd+KJJ/KRj3ykGl2VCqGhRWBEDAKuAE4DlgEPR8T8lNLiimZ/BKxNKR0dETOAfwA+Ve++Dtm4kY/dcQfHPvYYq0aM4CcXXsjKUaN6be9BlNS68pZdicQbvMFa1rIi+285y1nJSgD2YR+Oyf47nMN7PHsO5pbUyvKWW1Aq+F7hFVaxihWs4Pf8nhd5kS1sYRCDOIqjOI3TmMQkhjCkx9ew+JN2TaOvBB4HtKeUngWIiBuAaUBlIE0D/jb7/ibg3yIiUkppV990oFcAx73wAufMm8ewV1/l/uOP596TT2ZLL0s/eBAlFULds6ucW7/n99zLvWxiE5vZzEY28iqvspnN29ruzd6MYhQf4SMcxVGMYlSvhR+YW1JBNOyYazObmctcNlX89xqv8QZvbGs3iEGMZCTHcRxHcRTjGd9r4QfmlrS7Gl0EjgFerHi8DHhfb21SSp0R8SpwCPBSZaOIuBS4FGD8+PFV7+iWQYO46jOfYVkPr20QSYXTsOzawhbWsY4hDGFv9uYADuAojuLA7L+RjOQgDiLofZIqMLekAmpYbg1iEGtZy57syRCGsB/7MY5xHMiBDGMYIxjBcIb3uLZfd2aXVB2NLgKrJqV0JXAlwNSpU/s8Y/XVr351QFcDXxw/nv972WWkPbafSTeEJFVDf7OrnFvjGMfn+NwuvZe5JakaduWY60/4k11+P7NLqr5GF4HLgXEVj8dm23pqsywiBgPDKN2sXFdf2YVJZCS1rKbILg+cJFUwtyRt0+gi8GFgQkQcQSl4ZgAXdGszH5gF/CdwHvCL3RmbXmbISNoNDckuc0vSbvCYS9I2DS0Cs/HmnwfuoDRd8Q9TSosi4mvAIyml+cAPgGsjoh1YQym0JKlhzC5JzcbcklSp0VcCSSktBBZ22/aViu/fBKbXu1+S1BezS1KzMbcklfU+Z7gkSZIkqeVYBEqSJElSgVgESpIkSVKBWARKkiRJUoFYBEqSJElSgUQVln/JnYhYDTzfz+aHAi/VsDv9lYd+5KEPYD/y1geofj8OSykNr+LrtYQBZFer/rvYVXnoRx76APnoRx76AOZWXTThMVce+gD56Ece+gD2o5Z96DW3WrIIHIiIeCSlNNV+5KMP9iN/fchTP1SSl78P+5GvPuSlH3noQ576oe3y8HeShz7kpR956IP9aFwfHA4qSZIkSQViEShJkiRJBWIRCFc2ugOZPPQjD30A+1EpD32A/PRDJXn5+7Af2+WhD5CPfuShD5Cffmi7PPyd5KEPkI9+5KEPYD8q1a0Phb8nUJIkSZKKxCuBkiRJklQgFoGSJEmSVCCFKQIj4vSIWBoR7RHxpR727xURN2b7H4yIwxvQh09HxOqIeDz7+uMa9OGHEdEREU/3sj8i4ttZH5+MiGOr3Yd+9uOkiHi14rP4Sg36MC4i7omIxRGxKCL+rIc2Nf88+tmPenwee0fEQxHxRNaP2T20qfnvibbLQ271sx+FyK485Fb2Pg3PLnNLvTG3urxHw3Orn/0oxDGXudVNSqnlv4BBwH8BRwJDgCeAyd3a/Cnw3ez7GcCNDejDp4F/q/Fn8SHgWODpXvafCfwcCOD9wIMN6sdJwIIafxajgGOz7/cH2nr4O6n559HPftTj8whgaPb9nsCDwPu7tanp74lfXT7rhufWAPpRiOzKQ25l79Pw7DK3/Orl78Pc6voeDc+tfvajHr+r5tb298hFbhXlSuBxQHtK6dmU0ibgBmBatzbTgKuz728CTomIqHMfai6l9EtgTR9NpgHXpJIHgAMjYlQD+lFzKaUVKaXHsu9fA5YAY7o1q/nn0c9+1Fz2M67PHu6ZfXWfOarWvyfaLg+51d9+1FwesisPuZX1o+HZZW6pF+ZWhTzkVj/7UXPmVpd+5CK3ilIEjgFerHi8jB3/0re1SSl1Aq8Ch9S5DwDnZpfAb4qIcVV8//7qbz/r4QPZpfKfR8SUWr5Rdpn93ZTOxlSq6+fRRz+gDp9HRAyKiMeBDuDOlFKvn0eNfk+0XR5yq7/9ALOrrG65BfnILnNLFcytgclLbkHBjrnMreIUgc3iNuDwlNI7gDvZfgagiB4DDkspvRP4P8AttXqjiBgKzAX+PKW0rlbvs5v9qMvnkVLaklJ6FzAWOC4ijqnF+6jlmF0ldcstyEd2mVtqYubWdoU65jK3SopSBC4HKs/wjM229dgmIgYDw4CX69mHlNLLKaWN2cPvA++p4vv3V38+q5pLKa0rXypPKS0E9oyIQ6v9PhGxJ6Ug+HFKaV4PTeryeeysH/X6PCre7xXgHuD0brtq/Xui7fKQW/3qh9lVUs/f0zxkl7mlHphbA9Pw3IJiHXOZW9sVpQh8GJgQEUdExBBKN1jO79ZmPjAr+/484Bcppe7jc2vah27jns+iNFa53uYDl2QzNL0feDWltKLenYiIt5THPkfEcZT+rVb1H3/2+j8AlqSU/rmXZjX/PPrTjzp9HsMj4sDs+32A04DfdmtW698TbZeH3OpXP8yuknr8nmav3fDsMrfUC3NrYBqeW1CcYy5zq6vB1XyxvEopdUbE54E7KM0Y9cOU0qKI+BrwSEppPqV/FNdGRDulm2dnNKAP/z0izgI6sz58upp9AIiI6ynNfHRoRCwDvkrphlRSSt8FFlKanakd2AB8ptp96Gc/zgP+JCI6gTeAGTX4n8TxwMXAU1Ealw3wV8D4in7U4/PoTz/q8XmMAq6OiEGUQm9OSmlBPX9PtF0ecmsA/ShEduUktyAf2WVuaQfmVld5yK1+9qMox1zmVoXwZJgkSZIkFUdRhoNKkiRJkrAIlCRJkqRCsQiUJEmSpAKxCJQkSZKkArEIlCRJkqQCsQiUJEmSpAKxCJQkSZKkArEIlCRJkqQCsQiUJEmSpAKxCJQkSZKkArEIlCRJkqQCsQiUJEmSpAKxCJQkSZKkArEIlCRJkqQCsQiUJEmSpAKxCJQkSZKkArEIlCRJkqQCsQiUJEmSpAKxCNRORcSnI+L+Gr/H4RGRImJw9vjnETGrSq99YkQsrXj8XEScWo3Xzl5vUUScVK3Xk7T7zK2dvr65JeWQ2bXT1ze7qmRwozug6oqIe4F3Am9JKW1scHd2WUrpjP60i4gETEgptffxWv8BTKpGvyLiR8CylNLfVLz+lGq8tlRU5laPr2VuSTlndvX4WmZXk/BKYAuJiMOBE4EEnNXQzuRE+SyXpHwyt3Zkbkn5Z3btyOxqLhaBreUS4AHgR0CXy/oR8aOIuCIifhYRr0XEgxFxVMX+j0bE0oh4NSL+b0TcFxF/3NObRMRbI+LOiFiTPef8in1nRsTi7D2WR8QXenmNQRHxTxHxUkQ8C3y82/57y+8fEUdn/Xk1a39jtv2XWfMnImJ9RHwqIk6KiGUR8T8jYiVwVXlbty68N+vn2oi4KiL2zl5zh2EY2ZCJoyPiUuBC4IvZ+92W7d821CEi9oqIf4mI32df/xIRe2X7yn37i4joiIgVEfGZnj4fqUDMLXNLakZml9nV1CwCW8slwI+zr49FxMhu+2cAs4GDgHbgGwARcShwE/Bl4BBgKfDBnt4gIvYD7gR+AozIXvP/RsTkrMkPgM+mlPYHjgF+0Utf/xvwCeDdwFTgvD5+rq8D/571eyzwfwBSSh/K9r8zpTQ0pXRj9vgtwMHAYcClvbzmhcDHgKOAicDf9NJum5TSlZQ+229m7/fJHpr9NfB+4F2Uhogc1+213wIMA8YAfwRcEREH7ey9pRZmbpWYW1JzMbtKzK4mZRHYIiLiBEq/gHNSSo8C/wVc0K3ZzSmlh1JKnZR+sd6VbT8TWJRSmpft+zawspe3+gTwXErpqpRSZ0rpN8BcYHq2fzMwOSIOSCmtTSk91svrnA/8S0rpxZTSGuDv+vjxNmc/2+iU0psppZ3dML0V+GpKaWNK6Y1e2vxbxXt/A5i5k9fsrwuBr6WUOlJKqyn9D+Diiv2bs/2bU0oLgfVUaey81GzMrS7MLalJmF1dmF1NyiKwdcwC/j2l9FL2+Cd0G55A15DZAAzNvh8NvFjekVJKQPdL+WWHAe+LiFfKX5R+Cd+S7T+XUsA9nw0n+EAvr9PlPYHne/3J4ItAAA9FaVaoP+yjLcDqlNKbO2nT/b1H76R9f42m68/S/bVfzkK/rPLvQSoac2s7c0tqHmbXdmZXk/IGzhYQEftQOsszKBuTDbAXcGBEvDOl9MROXmIFpUv+5deLysfdvAjcl1I6raeKWAvsAAAgAElEQVSdKaWHgWkRsSfweWAOMK6X96zcPr63zqWUVlIaylA++3ZXRPyyj9mpUm+vVaH7e/8++/51YN/yjoh4C13t7LV/Tym0F/Xw2pIy5taOT+nttSqYW1KDmV07PqW316pgduWQVwJbw9nAFmAypeEG7wLeBvwHpTHrO/Mz4O0RcXaUZna6jO1nmbpbAEyMiIsjYs/s670R8baIGBIRF0bEsJTSZmAdpWECPZkD/PeIGJuNz/5Sb52LiOkRUQ7ItZRCofy6q4Aj+/EzdndZ9t4HUxpTXh7b/gQwJSLeld24/Lfdnrez97se+JuIGJ6N+/8KcN0u9E9qdebWwJlbUuOZXQNnduWQRWBrmAVclVJ6IaW0svwF/BtwYexkyt5sOMN04JvAy5SC7RFghzVvUkqvAR+ldHPy7ykNd/gHSmfBoDQW+7mIWAd8jtKwhZ78P+AOSgHwGDCvjy6+F3gwItYD84E/Syk9m+37W+DqbJjE+b29QA9+QunG52cpjeW/PPv52oCvAXcBzwDdx8L/gNL4+1ci4pYeXvdySp/dk8BT2c92+QD6JRWFuWVuSc3I7DK7WkKUhiJL20XEHpTGp1+YUrqn0f2RpJ0xtyQ1I7NLjeKVQAEQER+LiAOjtL7KX1G6KfiBBndLknplbklqRmaX8qBmRWBE7B0RD0XEE9nsQrOz7UdEadHM9oi4MSKGZNv3yh63Z/sPr3itL2fbl0bEx2rV54L7AKVL9C8BnwTO7mOqX6klmVtNx9ySMLuakNmlhqvZcNCICGC/lNL6KM1adD/wZ8D/AOallG6IiO8CT6SUvhMRfwq8I6X0uYiYAZyTUvpUlBbEvJ7SApCjKY0bnphS2lKTjksqLHNLUjMyuyQNVM2uBKaS9dnDPbOvBHwEuCnbfjWlWZYApmWPyfafkoXaNOCGbBHK3wHtlMJJkqrK3JLUjMwuSQNV03UCI2IQ8ChwNHAFpUvfr1Qs3LgMGJN9P4ZsMcmUUmdEvAockm2vHCdd+ZzK97oUuBRgv/32e89b3/rWqv88kqrj0UcffSmlNLzR/ehJPXMrez+zS2oCec4t8JhL0o76yq2aFoHZ8IF3RcSBwM1AzVIipXQlcCXA1KlT0yOPPFKrt5K0myLi+Ub3oTf1zK3s/cwuqQnkObfAYy5JO+ort+oyO2hK6RXgHko3wh5YsYbKWGB59v1yYBxAtn8YpfVTtm3v4TmSVBPmlqRmZHZJ6o9azg46PDsbRUTsA5wGLKEUTOdlzWYBt2bfz88ek+3/RSrNWjMfmJHNZHUEMAF4qFb9llRc5pakZmR2SRqoWg4HHQVcnY1R3wOYk1JaEBGLgRsi4nLgN8APsvY/AK6NiHZgDTADIKW0KCLmAIuBTuAyZ6mSVCPmlqRmZHZJGpCaLRHRSI5Pl/ItIh5NKU1tdD/yxuyS8svc6pm5JeVXX7lVl3sCJUmSJEn5YBEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQViEShJkiRJBWIRKEmSJEkFYhEoSZIkSQVSsyIwIsZFxD0RsTgiFkXEn2Xb/zYilkfE49nXmRXP+XJEtEfE0oj4WMX207Nt7RHxpVr1WfnU2dnJokWLtn11dnY2uktqUeaWpGZjbknaFYNr+NqdwF+klB6LiP2BRyPizmzf/04p/VNl44iYDMwApgCjgbsiYmK2+wrgNGAZ8HBEzE8pLa5h35UjS5cu5XNXLGDoiLGs71jGdy+DKVOmNLpbak3mlqRmY25JGrCaFYEppRXAiuz71yJiCTCmj6dMA25IKW0EfhcR7cBx2b72lNKzABFxQ9bWUCqQoSPGMmz0kWzduoX29vZt2ydNmsTgwbU8l6EiMbckNRtzS9KuqMs9gRFxOPBu4MFs0+cj4smI+GFEHJRtGwO8WPG0Zdm23rZ3f49LI+KRiHhk9erVVf4JVE/dh3+2t7eTUgLg9ZdWcPn8J/jCTx/nc1csYOnSpQ3urVpVPXIrex+zS1JVmFuS+qvmRWBEDAXmAn+eUloHfAc4CngXpTNX36rG+6SUrkwpTU0pTR0+fHg1XlINUh7++YWfPs4Xfvo4s6+/jzff3Lht/36HjmHY6CMZOmJsA3upVlav3AKzS1J1mFuSBqKm4+giYk9KgfTjlNI8gJTSqor9/w9YkD1cDoyrePrYbBt9bFeLKg//BHitY1mDe6MiMbckNRtzS9JA1XJ20AB+ACxJKf1zxfZRFc3OAZ7Ovp8PzIiIvSLiCGAC8BDwMDAhIo6IiCGUbmaeX6t+Syouc0tSszG3JO2KWl4JPB64GHgqIh7Ptv0VMDMi3gUk4DngswAppUURMYfSDcidwGUppS0AEfF54A5gEPDDlNKiGvZbUnGZW5KajbklacBqOTvo/UD0sGthH8/5BvCNHrYv7Ot5KiZnClW1mVuSmo25JWlXeMSsplWaKfQ5Dh233vUDJUmSpH6yCFRTK88UKkmSJKl/LALVMJ2dnV3W+dud4Zzdh4bu7utJkiRJrcojZDVMeT3AoSPG7vZwzsqhoYDDQyVJkqReWASqoSrXA9xdDg2VJEmSds4iUHVVOQS0vb2dlFKDeyRJkiQVi0Wg6qpyCOiq3z7KAYeVhmtW3tNncShJkiTVjkWg6q48BPS1jmXbtlXe01dZHEqSJEmqrj0a3QGprHxP374Hj2x0VyRJkqSWZREoSZIkSQXicFBJkqqks7OTtra2bY8nTpzoeqWScs/sKh7/dlVzzggqqSja2tr47BULGDp8LOtXL+N7l32CyZMnAx5kScqv3rLL3Gpd/i2q5nqbEVSSWtHQ4WMZNvqILrMeQ+kk2DdvX8L+I8btUCBKUqP1lF3mVuuyCFRd9DQjaC11P/iaNGmSZ64k1dWGl1dw+a3Pcci49QB0LH2UA8ZPYdjoIxrcM0nqXWV2mVuty6NitaTKJSfWdyzju5fBlClegZRUX6VZj0sHT+tXbz8J1v1ElUOsJOVJObvMrdbl35xaVnnJCUkaiHrcA1N5pv21Vc/zxTOmcPTRR9fs/SS1NnNLA+XfliRJFfqa3KWaKs+0X37rExwybr333EjaJeaWBsoiUFVXORsoOCOopOZTniChUi3PtFcOG5WkXdGf3ILqZZe51dwsAlV1lbOBAs4IKqkl1OtMuyRVS2VuAWaXtrEIVE2UZwMF6jYjqCTtzECv5nWfKt0z35LqzdxSLVgEqipcEF5SM+jPgsiVGdbTVOnd9fbcXeHse5K6q0VuQfWyy9xqTv4NqSpcEF5Ss9jZgsjdD5p2NlV6X88dqMqDt94O9sCDLKloqpFbUJvsMreak38Tqpp6Lwi/K7pPWuMi8lJx9bYgcveDpmo/d2d6Grrl/YiSYPezp1bZZW41H49+VSiVVyxdRF5Sb2fLa/3cXdHTzH+Simd3s6ee2WVu5ZdFoAqnctIaSZIkqWgsAiVJaiJOwiCp2Zhb+eOnL0lqadWcvTMPepuEQVLrMLdUaxaBanndZ8Jq9iCVNDCVkxPs7uydeeG6X1JrM7dUaxaBanmvv7SCy+c/x6Hj1rt8hVRQ5ckJ6jWJSzV4AksqNnNLtWQRqEIonX3K9/IVklSpvws+S1JemFvNwyJQkqSc2tlU7k62IClvzK3m4CcuSVKTqjzr/tqq5/niGVM4+uijAQ+sJOWTuZUPe9TqhSNiXETcExGLI2JRRPxZtv3giLgzIp7J/jwo2x4R8e2IaI+IJyPi2IrXmpW1fyYiZtWqzxqYzs5OFi1axKJFixz3rZZgbqkZlc+6xx6DuPzWJ/iLOY/z2SsWbJtZUK3P7FKzMbcar5aldifwFymlxyJif+DRiLgT+DRwd0rp7yPiS8CXgP8JnAFMyL7eB3wHeF9EHAx8FZgKpOx15qeU1taw7+qHpUuX8rkrFjB0xFgnXFGrMLfU1Jx9r7DMLjUtc6sxanYlMKW0IqX0WPb9a8ASYAwwDbg6a3Y1cHb2/TTgmlTyAHBgRIwCPgbcmVJak4XQncDpteq3BmboiLEMG30k+x48stFdkXabuSWpGZldkgaqLoNuI+Jw4N3Ag8DIlNKKbNdKoFw9jAFerHjasmxbb9u7v8elwKUA48ePr17n1UVnZydLly4Fmn/q3+43Jk+aNMlx6NqmHrmVvY/ZVQOtttCy1F8eczUvc0v1VPMj3ogYCswF/jyltC4itu1LKaWIqMq/8JTSlcCVAFOnTvW3pkZaaQho5fqB6zuW8d3LYMqU5v15VD31yq3s9cyuKul+APXN25ew/4hxhZym3Nn3isljruZjbm1nbtVXTT/ZiNiTUhj9OKU0L9u8KiJGpZRWZEMPOrLty4FxFU8fm21bDpzUbfu9tey3+lYeAtoKa+6V1w+Uysyt5tXW1sZnr1jA0OFjtx1ANdtCy9VSOfve+tXL+N5ln2Dy5MmN7pZqyOxqTubWduZWfdVydtAAfgAsSSn9c8Wu+UB5tqlZwK0V2y/JZqx6P/BqNoThDuCjEXFQNqvVR7NtUtWUzz6VZztdtGgRnZ2dje6W6szcaj6dnZ0sXryYxYsX097evm2CAe9T3j7ZwtDhYxvdFdWY2dVczK3emVv1U8srgccDFwNPRcTj2ba/Av4emBMRfwQ8D5yf7VsInAm0AxuAzwCklNZExNeBh7N2X0spralhv1VAlUNDAYeHFpe51WR6OouurhxiVQhmVxMxt3bO3Kq9mn2aKaX7gehl9yk9tE/AZb281g+BH1avd9KOHBoqc6s5DR0+trDDp/rDIVatz+xqPuZW38yt2rOkliSpxbkOl6RmY27VVs3uCZQkSZIk5Y9XAiVJKgjvs5HUbLrnFphd1eCnJ0lSQXifjaRmU5lbgNlVJRaBkiQViPfZSGo25lb1WQRKkppKZ2cnbW1tALS3t1Oa6FCS8svcUt5YBEo96D7+fNKkSY49l3LCNbYkNRtzS3njUa12qrOzk6VLlwLFOXtVuXi8C8dL+eMaW5KajbmlPLEI1E4tXbqUz12xgKEjxrLqt49ywGHFKIZcPF6SJEmtyCJQ/TJ0xFiGjT6S1zo8eyVJrcDlIiQ1I7OrOvzEJEkqIJeLkNSMzK7qsAiUJKmgytOue2ZdUjMxu3afn5IkKfecXr22PLMuVZ+5VXtm166zCJQk5Z7Tq9eeizFL1WVu1YfZtWssArWDyiUhwLNXkvLB6dXrw+FVUvWYW/Vjdg2Mn4x2ULkkBFCoZSF64sLxUn1UDp0C/wfeKA6vkgbG7MoHs2tg/BeqHpWXhAAKvyyEC8dL9VE5dOq1Vc/zxTOmcPTRRwOOSKg3h1dJ/ddbdplb9Wd29Z9FoNQPLhwv1Ufl0KnLb32CQ8atB/B+Gkm51lN2mVvKM4tASVIuVZ7R9X4aSc2inF3mlvLMIlBA18lgHL7QO+8PlCRJUrPz6FVA18lgij4RTF+8P1CSJEnNziJQ25Qngyn6RDA7U74/0KuCkiRJakYesUq7yKuCkiRJakZ79KdRRBzfn21S0ZSvCpbXVFR+mFuSmo25Jale+nsl8P8Ax/ZjmyTlhbmVU5ULK3d2dgIwePBgJ6WSzK1cM7vUSvosAiPiA8AHgeER8T8qdh0ADKplxyRpV5hb+Ve5sHLH0kcZtO+BHDLuKNfUUmGZW83B7FIr2dmVwCHA0Kzd/hXb1wHn1apTqg+XhVCLMreaQOXCyoOHHuqaWk2i8koIwMSJE50QqzrMrSZhdjUfc6tnfX4CKaX7gPsi4kcppefr1CfVictCqBWZW1L1dJ8Fub29nW/evoT9R4xj/eplfO+yTzB58uQG9rA1mFtSdVVml7nVs/6WwXtFxJXA4ZXPSSl9pBadUu10v/q33/AxLguhVmVuSbtpw8sruPzW5zhk3HqAbcPeho0+osE9a1nmllQFldllbvWsv0XgT4HvAt8HttSuO6o1r/6pQMwtqQpKsyCXDp4c9lZz5pZUJeXsMrd61t8isDOl9J2a9kR146LwKghzS1KzMbck1UW/1gkEbouIP42IURFxcPmrpj2TpN1jbklqNuaWpLrobxE4C/hL4NfAo9nXI309ISJ+GBEdEfF0xba/jYjlEfF49nVmxb4vR0R7RCyNiI9VbD8929YeEV8ayA8n1Uv5BuRFixZt+yqvIaSGGXBugdklqaHMLUl10a/hoCmlXbmT8kfAvwHXdNv+v1NK/1S5ISImAzOAKcBo4K6ImJjtvgI4DVgGPBwR81NKi3ehP1LNvP7SCi6f/xyHZpMnrO9YxncvgylTvOeyUXYxt8Dskvql+8yhTru++8wtqbbMre369VNHxCU9bU8pdQ+byn2/jIjD+9mPacANKaWNwO8ioh04LtvXnlJ6NuvHDVlbA0m5U7oB+chGd0OZXcmtbL/ZJfVD5ex7TrteHeaWVFvm1nb9LX3fW/H93sApwGPseMapPz6fhdwjwF+klNYCY4AHKtosy7YBvNht+/t6etGIuBS4FGD8+PG70C1JLaaauQVm126pXKy3vb2dlFKDe6RqKM++59n1qjG3cqT7IuNmV2swt0r6Oxz0/6t8HBEHAjfswvt9B/g6kLI/vwX84S68zg5SSlcCVwJMnTrV31Cp4KqYW2B27ba2tjY+e8UChg4fu23NJrUOz65Xh7mVL5W5BZhdLaboubWr5e7rwIDHraeUVpW/j4j/ByzIHi4HxlU0HZtto4/tUm51P7s0adKkQp1dyqldyi0wu6pl6PCxrtnUwirXE1TVmFsNVs4tcJ3MVlTk3OrvPYG3UTqTBDAIeBswZ6BvFhGjUkorsofnAOVZrOYDP4mIf6Z0k/IE4CEggAkRcQSlIJoBXDDQ95XqrXKiGCeJaYxq5Vb2WmaXpJoztyTVS38vTVTOLNUJPJ9S6vN0SERcD5wEHBoRy4CvAidFxLsoBdxzwGcBUkqLImIOpZuPO4HLUkpbstf5PHAHpTD8YUppUT/7rExnZydLly4FHM9eT04U03ADzi0wuyQ1lLklqS76e0/gfRExku03LD/Tj+fM7GHzD/po/w3gGz1sXwgs7E8/1bOlS5fyuSsWMHTEWFb99lEOOMwrUo1SWZCDw0RraVdyK3ue2SWpIcwtSfXSr8XiI+J8SkMFpgPnAw9GxHm17Jiqa+iIsQwbfST7Hjyy0V0ptHJB/oWfPs7nrljQpSBUdZlbkpqNuSWpXvp7CeKvgfemlDoAImI4cBdwU606poHxClN+VU4S097ezn7DHSZaJ+aWpGZjbkmqi/5WCXuUAynzMv28iqj6qBzy+drK5/nLM6Zw9NFHA94H2GiVk8Q4HLeuzC1JzcbcklQX/S0Cb4+IO4Drs8efwjHjDdd9wpfyFabXOpZx+fwnOHTcegALjxwoTxLzWofTS9eRuSWp2ZhbkuqizyIwIo4GRqaU/jIi/gA4Idv1n8CPa9059a2vCV8qZ6a08FCRmFuSmo25JanednYl8F+ALwOklOYB8wAi4u3Zvk/WtHfaqfKELxZ6zccF5WvG3JLUbMwtSXW1syPOkSmlp7pvTCk9FRGH16RHUkG4oHzNmFs50dnZSVtbG+C9ydJOmFs5YW6pKHZWBB7Yx759qtkRqYhcUL4mzK2caGtr47NXLGDo8LF0LH2UA8Z7kkPqhbmVE+aWimJnM049EhH/rfvGiPhj4NHadEmSdou5lSNDh49l2OgjXKO0QMpD3RcvXszixYvp7OxsdJeagbmVI+ZW8RQxt3Z2JfDPgZsj4kK2h9BUYAhwTi07Jkm7yNxqIIdSacPLK7j81uc4ZNx61q9exvcu+wSTJ09udLfyztxqIHNLRcytPovAlNIq4IMRcTJwTLb5ZymlX9S8Z5K0C8ytxnIolaA81P2IRnejaZhbjWVuCYqXW/2aijCldA9wT437ol5UrgcIziIp9Ye51TjloVTrVztrsTQQ5lbjmFsqGiuJJlC5HqCzSBaDhb8kSZJqxaPKJlFeD1Ctqfuage3t7fzj7b9l/5EW/so/76eR1GzMLRWdRaCUA5VrBgKs+u2jHHDYFAt/NQXvp5HUbMwtFZ1FoJQTlWsGvtbR8z0JDhNVXnk/jaRmY26pyDx6bDKVwwYdvlA83h8qSZKk3WUR2GQqhw2WhwyqWLw/VJIkSbvDIjCHug/5637FrzxssLchg2otXv2VJElSNVkE5lDlkD/AK34F59VfSc2q+8zHEydO9D5mSblWlNxqvZ+oRVQO+fOKn7z6q7xxenX1x4aXV3D5rc9xyLj1rF+9jO9d9gkmT57c6G6poMwt9UdRcssiUJI0YE6vrv4qncQ6otHdkMwt9VsRcmuPRndAktScytOr73vwyEZ3RZL6xdySSrwSmBOVk8E4REGS1Moqh+VB695zI6l1tFpuNW/PW0zlZDBO/qH+6H7jsgvHS8qz7jMdf/P2Jew/YlxL33Mjqbm1cm55xJgj5clgnPxD/VE5a6gLx0vKu8rJFsr3Y7X6PTeSmlsr55ZFYB10X/evfMXGIaDaXeVZQ7tfFQSvDErKn/JkC+tXe7JTUnNo1dzyCLEOKod6Vl6xcQioqqXyqiDglUFJkiT1yiKwTirX/etpu0NAtbvKVwX70ttVaUmSJBWHR39SgfR2VVqSJEnFYRFYZ91nGfI+QNVbb1elJUmSVAwWgXVWee+W9wFKaiaVayR5EktSMzC3pJ7tUasXjogfRkRHRDxdse3giLgzIp7J/jwo2x4R8e2IaI+IJyPi2IrnzMraPxMRs2rV32rq7Oxk0aJF2766h0753q19Dx7ZwF5K6kmRs2tn2tra+OwVC/iLOY8z+/r72PjmxkZ3SRLmVl/MLalnNSsCgR8Bp3fb9iXg7pTSBODu7DHAGcCE7OtS4DtQCjDgq8D7gOOAr5ZDLM/K91194aeP84WflkLnTUNHahY/oqDZ1R9Dh49l2OgjPIkl5cuPMLd6ZW5JO6pZEZhS+iWwptvmacDV2fdXA2dXbL8mlTwAHBgRo4CPAXemlNaklNYCd7JjyNVV96t8nZ2dO2xvb29nv+Glq31e8ZOaS6tml6TWZW5JGqh63xM4MqW0Ivt+JVCujsYAL1a0W5Zt6237DiLiUkpntBg/fnwVu9yVa/6p2VQuC+H9ELus6bNrV3k/jdS0zC3MLak3DZsYJqWUIqJqv5UppSuBKwGmTp1a09921/xTM/EERXU1c3btivL9NEOHj6Vj6aMcMN5/P6quylmzASZOnOj6pVVmbplbqq5WyK1693ZVRIxKKa3Ihh50ZNuXA+Mq2o3Nti0HTuq2/d469LNfXO5BzaKnExTdA8yF4/vUUtk1UOX7adav9gSXqm/Dyyu4/NbnOGTcetavXsb3LvsEkydPbnS3WoG5ZW6pRloht+p9xDcfmAX8ffbnrRXbPx8RN1C6IfnVLLTuAP5XxY3JHwW+XOc+98rlHpRX/TlBUfnvt/vC8ZVDSMECkRbLrp1xKJXqrTRr9hGN7karMbekGmr23KrZUV1EXE/pjNKhEbGM0oxTfw/MiYg/Ap4Hzs+aLwTOBNqBDcBnAFJKayLi68DDWbuvpZS63/jcUOXlHhwCqjzp7wmK8r/f7lcF29vb+cfbf8v+I8fuUCC2uqJkV18cSiU1F3PL3JIGqmZFYEppZi+7TumhbQIu6+V1fgj8sIpdkwphICcoKotGYFvh2NO9r63O7CpxKJXUPMytEnNL6r9Cj++StF25aAS8si1JktTCarlYvCRJkiQpZ7wS2IPuk2KAE2OouJxFVJIkqbV4JNeDynXVAF5b+Tx/ecYUjj76aGecUuH0NYuoJFVTK6y9JalYmjW38t/DBqlcEP61jmVcPv8Jl4JQYVXeLyhJtdIKa29JKpZmzS2LwEzlENCerva5FITk0FBJtdfsa29JKp5mzC2P3jKVQ0C92if1rHJoaOUwabAglCRJahaFPmLrfvVvv+Fe7ZN2pvKqeHmYtPcKSqq2Zr3PRlJxNVNu5bNXdeLVP2n3eK+gpFpp1vtsJBVXM+VWoYtA2D4BjFf/JEnKl2a8z0ZSsTVLbrlYvCRJkiQViEWgJEmSJBWIRaAkSZIkFYhFoCRJkiQViEWgJEmSJBWIRaAkSZIkFYhFoCRJkiQViEWgJEmSJBVI4ReLlyRBZ2cnbW1tALS3t5NSanCPJKlv5pa06ywCJUm0tbXx2SsWMHT4WDqWPsoB46c0ukuS1CdzS9p1FoGSJACGDh/LsNFHsH71skZ3Repi69YttLe3b3s8ceJEBg/2EEbmlvKre25BvrIrH72QJNWdQ6nULDa8vILLb32OQ8atZ/3qZXzvsk8wefLkRndLDWBuqVlU5haQu+yyCJSkgnIolZrJfoeOYdjoIxrdDTWYuaVmkufccnZQSSqw8lCqfQ8e2eiuSFK/mFvS7rMIlCRJkqQCsQiUJEmSpAKxCJQkSZKkArEIlCRJkqQCsQiUJEmSpAJxiQhJktQ0XDheUjPKW3aZmpIkqWm4cLykZpS37LIIlKQC6ezspK2tDYD29nZSSg3ukTRweV6AWdVnbqlV5Cm7LAIlqUDa2tr47BULGDp8LB1LH+WA8VMa3SVJ6pO5JVVfQyaGiYjnIuKpiHg8Ih7Jth0cEXdGxDPZnwdl2yMivh0R7RHxZEQc24g+S1KrZNfQ4WMZNvoI9j14ZKO7IqnGzC1JPWnk7KAnp5TelVKamj3+EnB3SmkCcHf2GOAMYEL2dSnwnbr3VJK2M7skNRtzSzSAUrkAAApPSURBVFIXeVoiYhpwdfb91cDZFduvSSUPAAdGxKhGdFCSepD77Ors7GTx4sUsXrzY+2kkgbklFV6j7glMwL9HRAK+l1K6EhiZUlqR7V8JlK/3jwFerHjusmzbioptRMSllM5aMX78+Bp2XVKBNWV2eT+NWlXeplzPKXNLypk8ZFejkvKElNLyiBgB3BkRv63cmVJKWVj1WxZqVwJMnTrV00WSaqFps6t8P8361ctq9RZS3eVtyvWcMreknMlDdjWkCEwpLc/+7IiIm4HjgFURMSqltCIbetCRNV8OjKt4+thsmyTVldkl5U+eplzPI3NLyqdGZ1fd7wmMiP0iYv/y98BHgaeB+cCsrNks4Nbs+/nAJdmMVe8HXq0YwiBJdWF2SWo25pak3jTiSuBI4OaIKL//T1JKt0fEw8CciPgj4Hng/Kz9QuBMoB3YAHym/l2WJLNLUtMxtyT1qO5FYErpWeCdPWx/GTilh+0JuKwOXZOkXpldkpqNuSWpN3laIkKSJEmSVGMWgZIkSZJUIBaBkiRJklQgrqgqSZKaXh4WX5b0/7d3fy9ynXUcx99f0sS2RC01oYYkbSr0pilao8SIIAURohfNhb2IF2oKUlGKemfwQtE/wAu1WooNVBFbqSIxtJSCBa+MraXV/jDL2pumFBNbTA3VyMrXiznJTiabnbPZOec8Z877BQNnds7u+cyzM5/l2Tkzj9aqq+6yHSVpziwtLbGwsHDh+uLiIqPPe5DmVwmLL2t9xrvL3tJQdNVdTgIlac4sLCzwpfuOsXnrDgBOnfgT77pxd8eppOZ1vfiy1me8u+wtDUkX3eUkUJLm0OatOy78QTl7+mTHaSSpnvPdZW9JzfKDYSRJkiRpQJwESpIkSdKAOAmUJEmSpAFxEihJkiRJA+IHw0iSpLkyue4WuG6gpPK1uWagbShJc8D1taRl4+tuAa4bWDC7S1rW5pqBTgIlaQ64vpZ0MdcM7Ae7S7pYW93lewIlaU6cX1/r2utv6DqKJNVmd0ntcxIoSZIkSQPiJFCSJEmSBsRJoCRJkiQNiJNASZIkSRoQJ4GSJEmSNCAuESFJPeX6WlI9bS7ArOnsLmm6pnvLBpSknnJ9LameNhdg1nR2lzRd073lJFCSeuz8+lpnT5/sOopUNBePL4vdJU3XZG/5nkBJkiRJGhAngZIkSZI0IE4CJUmSJGlAnARKkiRJ0oA4CZQkSZKkAfHTQSVJ0mC4ZqCkvmmit2w9SeoRF1mW1sc1A7thd0lXronechIoST3iIsvS+rlmYPvsLml9Zt1bvidQknrm/CLL115/Q9dRJKk2u0sqR28mgRGxPyJORMRiRBzuOo8kTWNvSeobe0sahl5MAiNiA3Af8CngVuCzEeEJ/JKKZW9J6ht7SxqOvrwncC+wmJmvAETEw8AB4KX1/uCzp04C8Pabf2fDuXOcuebqi7ZXu63Ott/f/vf3MXPfv3/0PLp9vU/HedNcb50e663/jP0+Vtiuu1/J296HMrb7eh9Wyz16LtldYxrrLVhbd5W23dfc3ocytmeZe1a91ZdJ4Hbg1bHrJ4GPjO8QEfcA91RXz0bEiZay1bUF+EfXISaYqb4ScxWV6bYfH4b6mW5qNk0RpvYWXHF3lfK7N0dZGcAck6bm2P2jb9T9WfZWxd6aCXOUlQF6lGMWvdWXSeBUmfkA8EDXOS4nIp7JzA93nWOcmeorMZeZ5sOVdFcp42yOsjKYo9wc88beMse8ZRhijl68JxB4Ddg5dn1H9TVJKpW9Jalv7C1pIPoyCXwauCUibo6ITcBB4GjHmSRpNfaWpL6xt6SB6MXpoJm5FBH3Ak8AG4Ajmflix7HWqsRTVc1UX4m5zFSwhnurlHE2x7ISMoA5JpWSoxfsrVaZY1kJGWBgOSIz2ziOJEmSJKkAfTkdVJIkSZI0A04CJUmSJGlAnATOWETsj4gTEbEYEYdXuP1QRJyOiOeqyxcbznMkIk5FxAuXuT0i4vtV3j9HxJ4m86wh1x0RcWZsnL7VQqadEfFURLwUES9GxNdW2KfV8aqZqdWxioirI+KPEfF8lek7K+zzjoh4pBqn4xGxq8lM86pGnzQ+zqV0WgldVkpvldJVJfSTfVSeEnqrZo7Gu6uE3qqZo/HusrcuOUb33ZWZXmZ0YfQm6r8B7wM2Ac8Dt07scwj4YYuZPg7sAV64zO2fBh4HAtgHHC8k1x3AsZZ/f9uAPdX2O4GFFX5/rY5XzUytjlV13zdX2xuB48C+iX2+AtxfbR8EHmnzdzkPl5p90ug4l9RpJXRZKb1VSleV0E/2UVmXEnprDTka764Seqtmjsa7y966JEfn3eUrgbO1F1jMzFcy87/Aw8CBLgNl5u+BN1fZ5QDw0xz5A3BdRGwrIFfrMvP1zHy22v4X8DKwfWK3VserZqZWVff9bHV1Y3WZ/ISpA8BD1fajwCciIlqKOC/q9EnT41xMp5XQZaX0VildVUI/2UfFKaG36uZoXAm9VTNH4+ytS3J03l1OAmdrO/Dq2PWTrPzA+kz1MvejEbFzhdvbVDdzFz5avUz+eETsbvPA1UvuH2T0n5lxnY3XKpmg5bGKiA0R8RxwCngyMy87Tpm5BJwB3tN0rjlT57HW9Dj3qdNK6bK2n4u7KKCruuwn+6goJfRW3RzQfXeV0lvQYnfZWxeO32l3OQls32+BXZn5fuBJlmf4utizwE2Z+QHgB8Bv2jpwRGwGfgV8PTPfauu4q5mSqfWxysz/ZebtwA5gb0Tc1vQxVSw7bVmrz8VSuqrrfrKPdIXsrmWtdZe9tazr7nISOFuvAeP/SdpRfe2CzHwjM89VV38CfKilbJczNXMXMvOt8y+TZ+ZjwMaI2NL0cSNiI6NS+Hlm/nqFXVofr2mZuhqr6nj/BJ4C9k/cdGGcIuIq4N3AG21kmiN1HmtNj3OfOq3zLmvzuVhKV5XUT/ZREUrorVo5CumuznsL2nue2lsr66q7nATO1tPALRFxc0RsYvQmzqPjO0yc23wno3ORu3QU+Hz1iUz7gDOZ+XrHmYiI954/7zki9jJ6rDb6R7s63oPAy5n5vcvs1up41cnU9lhFxNaIuK7avgb4JPDXid2OAl+otu8CfpeZk+e6a3VT+4Tmx7lPndZ5l7X1XCylq0roJ/uoOCX0Vq0chXRX570F7XSXvXXJMTrvrqtm9YM0Ol83Iu4FnmD0yVRHMvPFiPgu8ExmHgW+GhF3AkuM3qR7qMlMEfELRp9ytCUiTgLfZvTmUzLzfuAxRp/GtAi8DdzdZJ415LoL+HJELAH/Bg628Ef7Y8DngL9U52gDfBO4cSxX2+NVJ1PbY7UNeCgiNjAqxl9m5rGJx/mDwM8iYpHR4/xgg3nmUs0+aXScS+q0ErqsoN4qpatK6Cf7qCAl9NYacjTeXSX0Vs0cbXSXvXWxzrsr/GeYJEmSJA2Hp4NKkiRJ0oA4CZQkSZKkAXESKEmSJEkD4iRQkiRJkgbESaAkSZIkDYiTQEmSJEkaECeBkiRJkjQg/wdOhiEL8kh1WQAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -340,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -399,7 +439,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -422,7 +462,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -457,48 +497,48 @@ " \n", " \n", " 0\n", - " 23328.871827\n", - " 28.198048\n", - " -11.770068\n", - " 24028.835813\n", - " -28.198048\n", - " 11.770068\n", + " 26555.778135\n", + " -24.612059\n", + " -12.326471\n", + " 20801.929506\n", + " 24.612059\n", + " 12.326471\n", " \n", " \n", " 1\n", - " 21218.516195\n", - " 25.077701\n", - " -13.296100\n", - " 26139.191446\n", - " -25.077701\n", - " 13.296100\n", + " 26815.655222\n", + " -13.953671\n", + " -23.005744\n", + " 20542.052418\n", + " 13.953671\n", + " 23.005744\n", " \n", " \n", " 2\n", - " 28243.755090\n", - " 8.741091\n", - " 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8.441991\n", " \n", " \n", "\n", @@ -561,35 +601,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 23328.871827 28.198048 -11.770068 24028.835813 -28.198048 \n", - "1 21218.516195 25.077701 -13.296100 26139.191446 -25.077701 \n", - "2 28243.755090 8.741091 20.253559 19113.952550 -8.741091 \n", - "3 28637.853050 19.924448 2.937995 18719.854590 -19.924448 \n", - "4 18326.001336 10.063636 -14.720529 29031.706304 -10.063636 \n", + "0 26555.778135 -24.612059 -12.326471 20801.929506 24.612059 \n", + "1 26815.655222 -13.953671 -23.005744 20542.052418 13.953671 \n", + "2 25621.082260 -28.465188 6.680941 21736.625381 28.465188 \n", + "3 19350.909251 11.059386 20.242960 28006.798389 -11.059386 \n", + "4 24962.751623 -8.497509 -28.784152 22394.956018 8.497509 \n", "... ... ... ... ... ... \n", - "99995 26863.932163 2.362928 -26.679571 20493.775477 -2.362928 \n", - "99996 28178.010067 10.164077 19.903891 19179.697574 -10.164077 \n", - "99997 29840.351343 9.347159 5.446836 17517.356297 -9.347159 \n", - "99998 24155.625484 23.326242 19.679653 23202.082157 -23.326242 \n", - "99999 29561.055886 -13.630641 1.957881 17796.651754 13.630641 \n", + "99995 22787.703130 -2.028346 30.249886 24570.004511 2.028346 \n", + "99996 18777.420312 -17.647472 10.316569 28580.287329 17.647472 \n", + "99997 20261.734076 -26.096945 1.808857 27095.973565 26.096945 \n", + "99998 22852.689157 23.705428 18.963936 24505.018483 -23.705428 \n", + "99999 28278.821755 20.209173 -8.441991 19078.885885 -20.209173 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 11.770068 \n", - "1 13.296100 \n", - "2 -20.253559 \n", - "3 -2.937995 \n", - "4 14.720529 \n", + "0 12.326471 \n", + "1 23.005744 \n", + "2 -6.680941 \n", + "3 -20.242960 \n", + "4 28.784152 \n", "... ... \n", - "99995 26.679571 \n", - "99996 -19.903891 \n", - "99997 -5.446836 \n", - "99998 -19.679653 \n", - "99999 -1.957881 \n", + "99995 -30.249886 \n", + "99996 -10.316569 \n", + "99997 -1.808857 \n", + "99998 -18.963936 \n", + "99999 8.441991 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 7, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -600,12 +640,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -646,7 +686,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "$p_y and p_z$ components distributions are, as expected, uniform, equal and centered in zero. While $p_x$ distribution displays a concavity and is maximum at the interval extremities due to angular distribution and laboratory boost." + "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. While $p_x$ distribution displays a concavity and is maximum at the interval extremities due to angular distribution and laboratory boost." ] }, { @@ -675,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -714,14 +754,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -794,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -805,12 +845,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -856,12 +896,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", 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" ] @@ -920,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -948,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -991,48 +1031,48 @@ " \n", " \n", " 0\n", - " 18252.517055\n", - " -6.291344\n", - " 11.654280\n", - " 28292.879618\n", - " 6.291344\n", - " -11.654280\n", + " 21032.037908\n", + " -21.541651\n", + " 8.552316\n", + " 25126.782206\n", + " 21.541651\n", + " -8.552316\n", " \n", " \n", " 1\n", - " 22888.674854\n", - " -13.113268\n", - " -14.468101\n", - " 22304.280118\n", - " 13.113268\n", - " 14.468101\n", + " 19429.995888\n", + " 5.743418\n", + " -7.470213\n", + " 25407.493268\n", + " -5.743418\n", + " 7.470213\n", " \n", " \n", " 2\n", - " 21450.113688\n", - " -9.686614\n", - " -7.532852\n", - " 22878.325235\n", - " 9.686614\n", - " 7.532852\n", + " 26226.686275\n", + " 15.723912\n", + " -18.879651\n", + " 20524.611692\n", + " -15.723912\n", + " 18.879651\n", " \n", " \n", " 3\n", - 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"2 21450.113688 -9.686614 -7.532852 22878.325235 9.686614 \n", - "3 27880.671575 -7.402018 13.802346 18617.728404 7.402018 \n", - "4 18781.209461 -8.760421 -11.825818 27351.859564 8.760421 \n", + "0 21032.037908 -21.541651 8.552316 25126.782206 21.541651 \n", + "1 19429.995888 5.743418 -7.470213 25407.493268 -5.743418 \n", + "2 26226.686275 15.723912 -18.879651 20524.611692 -15.723912 \n", + "3 18903.976973 9.965497 -15.290930 27780.772717 -9.965497 \n", + "4 19151.589514 -4.750738 -1.956587 25564.513220 4.750738 \n", "... ... ... ... ... ... \n", - "99995 19784.989351 -13.609314 -13.750277 26291.895724 13.609314 \n", - "99996 22587.590642 1.451559 1.014268 21164.087692 -1.451559 \n", - "99997 27341.909214 -6.646244 -21.158470 19565.443483 6.646244 \n", - "99998 23497.904117 7.088622 -6.123189 20713.905459 -7.088622 \n", - "99999 18334.835699 7.319726 4.861411 27489.231874 -7.319726 \n", + "99995 24929.480551 -25.602557 -11.126283 21996.918037 25.602557 \n", + "99996 20978.620325 -1.547179 15.221827 23809.651529 1.547179 \n", + "99997 25900.001947 18.598703 -10.920790 20294.051205 -18.598703 \n", + "99998 22300.135267 4.811552 1.080988 21502.658653 -4.811552 \n", + "99999 20309.368737 12.745858 4.563126 24491.442733 -12.745858 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -11.654280 \n", - "1 14.468101 \n", - "2 7.532852 \n", - "3 -13.802346 \n", - "4 11.825818 \n", + "0 -8.552316 \n", + "1 7.470213 \n", + "2 18.879651 \n", + "3 15.290930 \n", + "4 1.956587 \n", "... ... \n", - "99995 13.750277 \n", - "99996 -1.014268 \n", - "99997 21.158470 \n", - "99998 6.123189 \n", - "99999 -4.861411 \n", + "99995 11.126283 \n", + "99996 -15.221827 \n", + "99997 10.920790 \n", + "99998 -1.080988 \n", + "99999 -4.563126 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 20, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1135,33 +1175,9 @@ "print( (s_berms(3) - s_berms(0))/s_berms(3)*100)\n", "print(np.sqrt(s_berms(3)))\n", "\n", - "def mc_sampling(m_e,\n", - " m_mu,\n", - " N):\n", - " prob = np.random.rand(N)\n", - " theta = inv_cdf3(prob)\n", - " phi = np.random.uniform(0, 2*np.pi, N)\n", - " z_coord = np.random.uniform(0,3,N)\n", - " s_berms_vec = s_berms(z_coord)\n", - " muon_1 = boost(s_berms_vec,\n", - " theta,\n", - " phi,\n", - " m_e,\n", - " m_muon\n", - " )\n", - " muon_2 = boost(s_berms_vec,\n", - " np.pi + theta,\n", - " phi,\n", - " m_e,\n", - " m_muon\n", - " )\n", - " return np.asarray(muon_1 + muon_2)\n", "\n", "\n", - "events = mc_sampling(m_e,\n", - " m_muon,\n", - " N\n", - " )\n", + "events = mc_sampling(m_e, m_muon, N)\n", "events = events.T\n", "df_radiation = pd.DataFrame(events, \n", " columns = [\n", @@ -1178,12 +1194,232 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3963.2474388002447\n" + ] + } + ], + "source": [ + "sigma()\n", + "\n", + "print(s_berms(0)-s_berms(3))" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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$px_{\\mu_1}$$py_{\\mu_1}$$pz_{\\mu_1}$$px_{\\mu_2}$$py_{\\mu_2}$$pz_{\\mu_2}$
021846.545488-4.774882e-071.156762e-0621846.5452814.774882e-07-1.156762e-06
121846.5453591.209051e-07-1.337530e-0621846.545410-1.209051e-071.337530e-06
221846.545463-4.597497e-071.209692e-0621846.5453064.597497e-07-1.209692e-06
321846.545636-3.469528e-07-4.669721e-0721846.5451333.469528e-074.669721e-07
421846.545282-1.250118e-06-8.993547e-0821846.5454881.250118e-068.993547e-08
.....................
9528226.225494-2.236659e+01-8.179074e+0019344.8061592.236659e+018.179074e+00
9628274.379524-1.747225e+01-1.589478e+0119296.6521281.747225e+011.589478e+01
9728874.8000099.810926e+001.838805e+0118696.231643-9.810926e+00-1.838805e+01
9830506.2253323.601158e+002.735550e+0017064.806321-3.601158e+00-2.735550e+00
9926562.2625505.796982e+002.813473e+0121008.769102-5.796982e+00-2.813473e+01
\n", + "

100000 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 21846.545488 -4.774882e-07 1.156762e-06 21846.545281 4.774882e-07 \n", + "1 21846.545359 1.209051e-07 -1.337530e-06 21846.545410 -1.209051e-07 \n", + "2 21846.545463 -4.597497e-07 1.209692e-06 21846.545306 4.597497e-07 \n", + "3 21846.545636 -3.469528e-07 -4.669721e-07 21846.545133 3.469528e-07 \n", + "4 21846.545282 -1.250118e-06 -8.993547e-08 21846.545488 1.250118e-06 \n", + ".. ... ... ... ... ... \n", + "95 28226.225494 -2.236659e+01 -8.179074e+00 19344.806159 2.236659e+01 \n", + "96 28274.379524 -1.747225e+01 -1.589478e+01 19296.652128 1.747225e+01 \n", + "97 28874.800009 9.810926e+00 1.838805e+01 18696.231643 -9.810926e+00 \n", + "98 30506.225332 3.601158e+00 2.735550e+00 17064.806321 -3.601158e+00 \n", + "99 26562.262550 5.796982e+00 2.813473e+01 21008.769102 -5.796982e+00 \n", + "\n", + " $pz_{\\mu_2}$ \n", + "0 -1.156762e-06 \n", + "1 1.337530e-06 \n", + "2 -1.209692e-06 \n", + "3 4.669721e-07 \n", + "4 8.993547e-08 \n", + ".. ... \n", + "95 8.179074e+00 \n", + "96 1.589478e+01 \n", + "97 -1.838805e+01 \n", + "98 -2.735550e+00 \n", + "99 -2.813473e+01 \n", + "\n", + "[100000 rows x 6 columns]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "slices = 100\n", + "N_perslice = 100\n", + "positions = np.linspace(0,3,1000)\n", + "energy_slice = s_berms(positions)\n", + "df_tot = pd.DataFrame()\n", + "\n", + "for i in energy_slice:\n", + " events = mc_sampling(i, m_e, m_muon, N_perslice)\n", + " events = events.T\n", + "\n", + " df_temp = pd.DataFrame(events, \n", + " columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )\n", + " df_tot = pd.concat([df_temp, df_tot])\n", + "\n", + "df_tot\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1196,9 +1432,9 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df_radiation['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df_radiation['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df_radiation['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df_tot['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df_tot['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df_tot['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", "plt.show()\n" ] }, From b76011dd9bd4ce23c7713dbfc5c96a69877c7eb2 Mon Sep 17 00:00:00 2001 From: Confizolo Date: Fri, 19 Feb 2021 10:57:04 +0100 Subject: [PATCH 20/39] 19_Feb_Completo1 --- Project.ipynb | 600 ++++++++++++-------------------------------------- 1 file changed, 144 insertions(+), 456 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index c6128b0..98a223d 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -88,14 +88,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -150,49 +150,6 @@ "print(\"It can be also verified that this function is well reproduced at different values of s.\")" ] }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: divide by zero encountered in true_divide\n", - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sqrt\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pos = np.linspace(0,230**2, 100)\n", - "plt.scatter(pos,sigma(pos))" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -217,14 +174,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -280,14 +237,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -380,7 +337,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -754,14 +711,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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100000 rows × 6 columns

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" - ], - "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 21032.037908 -21.541651 8.552316 25126.782206 21.541651 \n", - "1 19429.995888 5.743418 -7.470213 25407.493268 -5.743418 \n", - "2 26226.686275 15.723912 -18.879651 20524.611692 -15.723912 \n", - "3 18903.976973 9.965497 -15.290930 27780.772717 -9.965497 \n", - "4 19151.589514 -4.750738 -1.956587 25564.513220 4.750738 \n", - "... ... ... ... ... ... \n", - "99995 24929.480551 -25.602557 -11.126283 21996.918037 25.602557 \n", - "99996 20978.620325 -1.547179 15.221827 23809.651529 1.547179 \n", - "99997 25900.001947 18.598703 -10.920790 20294.051205 -18.598703 \n", - "99998 22300.135267 4.811552 1.080988 21502.658653 -4.811552 \n", - "99999 20309.368737 12.745858 4.563126 24491.442733 -12.745858 \n", - "\n", - " $pz_{\\mu_2}$ \n", - "0 -8.552316 \n", - "1 7.470213 \n", - "2 18.879651 \n", - "3 15.290930 \n", - "4 1.956587 \n", - "... ... \n", - "99995 11.126283 \n", - "99996 -15.221827 \n", - "99997 10.920790 \n", - "99998 -1.080988 \n", - "99999 -4.563126 \n", - "\n", - "[100000 rows x 6 columns]" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "def s_berms(z):\n", - " return 2 * m_e**2 + 2* result * np.exp(-z/rad_length) * m_e\n", - "\n", - "print( (s_berms(3) - s_berms(0))/s_berms(3)*100)\n", - "print(np.sqrt(s_berms(3)))\n", - "\n", - "\n", + "def max_d(E0, m_e, m_muon, rad_length):\n", + " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length\n", + "def s_berms(z, E0):\n", + " return 2 * m_e**2 + 2* E0 * np.exp(-z/rad_length) * m_e\n", + "def sigma_berms(z, E0):\n", + " return sigma(s_berms(z, E0))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "pts = np.random.uniform( 0, 3, 3*10**5)\n", + "check = np.random.uniform( 0, sigma_berms(0, result), 3*10**5 )\n", + "energies_berms = s_berms(pts[check < sigma_berms(pts,result)])\n", "\n", - "events = mc_sampling(m_e, m_muon, N)\n", - "events = events.T\n", - "df_radiation = pd.DataFrame(events, \n", - " columns = [\n", - " '$px_{\\mu_1}$',\n", - " '$py_{\\mu_1}$',\n", - " '$pz_{\\mu_1}$',\n", - " '$px_{\\mu_2}$',\n", - " '$py_{\\mu_2}$',\n", - " '$pz_{\\mu_2}$'\n", - " ]\n", - " )\n", - "df_radiation" + "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 47, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3963.2474388002447\n" - ] - } - ], + "outputs": [], "source": [ - "sigma()\n", "\n", - "print(s_berms(0)-s_berms(3))" + "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", + "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", + "\n", + "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", + "pd_df[\"angles\"] = angles\n", + "pd_df[\"check\"] = ang_check\n", + "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "pd_df = pd_df.dropna()\n", + "\n", + "pd_df = pd_df.iloc[:N]\n", + "\n", + "events = mc_df_sampling(pd_df, m_e, m_muon)\n", + "\n", + "events = events.T\n", + "df = pd.DataFrame(events, columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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100000 rows × 6 columns

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\n", "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 21846.545488 -4.774882e-07 1.156762e-06 21846.545281 4.774882e-07 \n", - "1 21846.545359 1.209051e-07 -1.337530e-06 21846.545410 -1.209051e-07 \n", - "2 21846.545463 -4.597497e-07 1.209692e-06 21846.545306 4.597497e-07 \n", - "3 21846.545636 -3.469528e-07 -4.669721e-07 21846.545133 3.469528e-07 \n", - "4 21846.545282 -1.250118e-06 -8.993547e-08 21846.545488 1.250118e-06 \n", - ".. ... ... ... ... ... \n", - "95 28226.225494 -2.236659e+01 -8.179074e+00 19344.806159 2.236659e+01 \n", - "96 28274.379524 -1.747225e+01 -1.589478e+01 19296.652128 1.747225e+01 \n", - "97 28874.800009 9.810926e+00 1.838805e+01 18696.231643 -9.810926e+00 \n", - "98 30506.225332 3.601158e+00 2.735550e+00 17064.806321 -3.601158e+00 \n", - "99 26562.262550 5.796982e+00 2.813473e+01 21008.769102 -5.796982e+00 \n", - "\n", - " $pz_{\\mu_2}$ \n", - "0 -1.156762e-06 \n", - "1 1.337530e-06 \n", - "2 -1.209692e-06 \n", - "3 4.669721e-07 \n", - "4 8.993547e-08 \n", - ".. ... \n", - "95 8.179074e+00 \n", - "96 1.589478e+01 \n", - "97 -1.838805e+01 \n", - "98 -2.735550e+00 \n", - "99 -2.813473e+01 \n", - "\n", - "[100000 rows x 6 columns]" + "
" ] }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "slices = 100\n", - "N_perslice = 100\n", - "positions = np.linspace(0,3,1000)\n", - "energy_slice = s_berms(positions)\n", - "df_tot = pd.DataFrame()\n", - "\n", - "for i in energy_slice:\n", - " events = mc_sampling(i, m_e, m_muon, N_perslice)\n", - " events = events.T\n", - "\n", - " df_temp = pd.DataFrame(events, \n", - " columns = [\n", - " '$px_{\\mu_1}$',\n", - " '$py_{\\mu_1}$',\n", - " '$pz_{\\mu_1}$',\n", - " '$px_{\\mu_2}$',\n", - " '$py_{\\mu_2}$',\n", - " '$pz_{\\mu_2}$'\n", - " ]\n", - " )\n", - " df_tot = pd.concat([df_temp, df_tot])\n", + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non monochromatic analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "energies_gauss_brems = energies_gauss / (2 * m_e)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "pts = np.random.uniform( 0, max_d(energies_gauss_brems,m_e,m_muon, rad_length), len(energies_gauss_brems))\n", + "check = np.random.uniform( 0, sigma_berms(0, energies_gauss_brems), len(energies_gauss_brems) )\n", + "pd_df_brems = pd.DataFrame(pd.Series(energies_gauss_brems), columns = ['energies'])\n", + "pd_df_brems[\"pts\"] = pts\n", + "pd_df_brems[\"check\"] = check\n", + "pd_df_brems[\"label\"] = pd_df_brems.pts[pd_df_brems.check < sigma_berms(pd_df_brems.pts, pd_df_brems.energies)]\n", + "pd_df_brems = pd_df_brems.dropna()\n", + "energies_berms = s_berms(pd_df_brems.pts,pd_df_brems.energies)\n", + "\n", + "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [], + "source": [ + "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", + "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", + "\n", + "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", + "pd_df[\"angles\"] = angles\n", + "pd_df[\"check\"] = ang_check\n", + "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "pd_df = pd_df.dropna()\n", + "\n", + "pd_df = pd_df.iloc[:N]\n", + "\n", + "events = mc_df_sampling(pd_df, m_e, m_muon)\n", "\n", - "df_tot\n", - " " + "events = events.T\n", + "df = pd.DataFrame(events, columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 73, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1432,9 +1120,9 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df_tot['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df_tot['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df_tot['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", "plt.show()\n" ] }, @@ -1495,7 +1183,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4, From 304dc5969d51b3c4f2fa671c5ee7ef2ac54cce36 Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Fri, 19 Feb 2021 11:29:00 +0100 Subject: [PATCH 21/39] 19 feb comments --- Project.ipynb | 283 ++++++++++++++++++++++++++++---------------------- 1 file changed, 157 insertions(+), 126 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 98a223d..dc57366 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -88,14 +88,14 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 28, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -174,14 +174,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -237,14 +237,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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-18.732735\n", " \n", " \n", "\n", @@ -558,35 +558,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 26555.778135 -24.612059 -12.326471 20801.929506 24.612059 \n", - "1 26815.655222 -13.953671 -23.005744 20542.052418 13.953671 \n", - "2 25621.082260 -28.465188 6.680941 21736.625381 28.465188 \n", - "3 19350.909251 11.059386 20.242960 28006.798389 -11.059386 \n", - "4 24962.751623 -8.497509 -28.784152 22394.956018 8.497509 \n", + "0 25355.234125 17.038577 24.193985 22002.473516 -17.038577 \n", + "1 19783.814383 -23.811669 -6.473976 27573.893258 23.811669 \n", + "2 18234.474318 17.043584 2.482067 29123.233322 -17.043584 \n", + "3 26302.349829 -27.392301 -6.118750 21055.357811 27.392301 \n", + "4 21884.614908 16.293768 -24.522397 25473.092733 -16.293768 \n", "... ... ... ... ... ... \n", - "99995 22787.703130 -2.028346 30.249886 24570.004511 2.028346 \n", - "99996 18777.420312 -17.647472 10.316569 28580.287329 17.647472 \n", - "99997 20261.734076 -26.096945 1.808857 27095.973565 26.096945 \n", - "99998 22852.689157 23.705428 18.963936 24505.018483 -23.705428 \n", - "99999 28278.821755 20.209173 -8.441991 19078.885885 -20.209173 \n", + "99995 24150.014165 15.321841 26.396179 23207.693476 -15.321841 \n", + "99996 27027.267102 -13.371795 22.705700 20330.440539 13.371795 \n", + "99997 18949.766260 -20.907355 4.070096 28407.941381 20.907355 \n", + "99998 21056.898670 3.259927 27.880541 26300.808970 -3.259927 \n", + "99999 26688.151600 19.747535 18.732735 20669.556041 -19.747535 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 12.326471 \n", - "1 23.005744 \n", - "2 -6.680941 \n", - "3 -20.242960 \n", - "4 28.784152 \n", + "0 -24.193985 \n", + "1 6.473976 \n", + "2 -2.482067 \n", + "3 6.118750 \n", + "4 24.522397 \n", "... ... \n", - "99995 -30.249886 \n", - "99996 -10.316569 \n", - "99997 -1.808857 \n", - "99998 -18.963936 \n", - "99999 8.441991 \n", + "99995 -26.396179 \n", + "99996 -22.705700 \n", + "99997 -4.070096 \n", + "99998 -27.880541 \n", + "99999 -18.732735 \n", "\n", "[100000 rows x 6 columns]" ] }, - "execution_count": 14, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -597,12 +597,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -672,12 +672,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -711,14 +711,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 36, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -791,7 +791,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -802,12 +802,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -853,12 +853,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -917,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -940,50 +940,50 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We now recompute results taking into account the longitudinal energy loss. Then, now s will depend on coordinate x along the target." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Monochromatic analysis" + "## Monochromatic analysis\n", + "\n", + "We now take into account the energy loss along the target lenght. \n", + "This leads to a variable pair-production probability depending on the cross-section value at that energy, that now is a function of position x. \n", + "We then generate x-coordinates spread and retrieve the $\\theta^*$ distribution, both through an accept-reject method. " ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ - "def max_d(E0, m_e, m_muon, rad_length):\n", - " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length\n", + "#s depending on x-coordinate (z)\n", "def s_berms(z, E0):\n", " return 2 * m_e**2 + 2* E0 * np.exp(-z/rad_length) * m_e\n", + "\n", + "#correspondent cross-section\n", "def sigma_berms(z, E0):\n", " return sigma(s_berms(z, E0))\n" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ + "#accept-reject: energies\n", "pts = np.random.uniform( 0, 3, 3*10**5)\n", "check = np.random.uniform( 0, sigma_berms(0, result), 3*10**5 )\n", - "energies_berms = s_berms(pts[check < sigma_berms(pts,result)])\n", + "energies_berms = s_berms(pts[check < sigma_berms(pts,result)], result)\n", "\n", + "#checking for threshold condition\n", "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ - "\n", + "#accept-reject: angles\n", "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", "\n", @@ -997,6 +997,7 @@ "\n", "events = mc_df_sampling(pd_df, m_e, m_muon)\n", "\n", + "#momentum coordinates distribution\n", "events = events.T\n", "df = pd.DataFrame(events, columns = [\n", " '$px_{\\mu_1}$',\n", @@ -1011,12 +1012,12 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1039,24 +1040,39 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Non monochromatic analysis" + "## Non monochromatic analysis\n", + "Now, we have to take into account that the impinging beam energy follows a Gaussian distribution. Then for each starting energy, the beam will have a different cross-section value and maximum pair-production distance. \n", + "In our analysis this leads to different pair-production energy distribution." ] }, { "cell_type": "code", - "execution_count": 52, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ + "#max distance to have pair-production for that impinging energy\n", + "def max_d(E0, m_e, m_muon, rad_length):\n", + " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "#from CoM to lab\n", "energies_gauss_brems = energies_gauss / (2 * m_e)" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ + "#accept-reject method to get pair-production energies\n", "pts = np.random.uniform( 0, max_d(energies_gauss_brems,m_e,m_muon, rad_length), len(energies_gauss_brems))\n", "check = np.random.uniform( 0, sigma_berms(0, energies_gauss_brems), len(energies_gauss_brems) )\n", "pd_df_brems = pd.DataFrame(pd.Series(energies_gauss_brems), columns = ['energies'])\n", @@ -1071,10 +1087,11 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ + "#accept-reject: angle distribution\n", "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", "\n", @@ -1102,12 +1119,12 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1159,6 +1176,20 @@ "* Alberto Zucchetta " ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -1183,7 +1214,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.8.5" } }, "nbformat": 4, From 2ba5ad0676cb880a496eee2539f543e3d8586f04 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Fri, 19 Feb 2021 13:13:17 +0100 Subject: [PATCH 22/39] piccoli typos --- Project.ipynb | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index dc57366..b2cca89 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -839,7 +839,7 @@ "source": [ "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", - "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, l is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", + "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, $l$ is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", "\n", @@ -881,7 +881,6 @@ "deltaT = 60 * 60 * 24 * 7\n", "fweek = fmu * deltaT \n", "\n", - "\n", "weights = np.full(int((N)), fweek/N)\n", "df_monochromatic['weights']=weights\n", "\n", @@ -1053,7 +1052,7 @@ "source": [ "#max distance to have pair-production for that impinging energy\n", "def max_d(E0, m_e, m_muon, rad_length):\n", - " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length\n" + " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length" ] }, { @@ -1214,7 +1213,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4, From f8db59cbb115fbf31aab55050a2c01b86fab382a Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Fri, 19 Feb 2021 17:30:29 +0100 Subject: [PATCH 23/39] typosini fixini --- Project.ipynb | 26 ++++++++++++-------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index b2cca89..0e921bb 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -34,30 +34,31 @@ "### Simulation of positron-induced Muon Source\n", "\n", "The main goal of this project is the simulation of a muon source induced by an electron-positron pair annihilation.\n", + "\n", "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", "Moreover, we are not interested in considering the annihilation in the usual Ultra Relativistic limit ($m \\sim 0$), but we are interested in the range of energy close to the threshold for the muon pair production: $\\sqrt s \\sim 2m_\\mu$. \n", "\n", "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", "\n", - "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che cms frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta$ angle, and not on the other angle $\\phi$.\n", + "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che CoM frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta^*$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta^*$ angle, and not on the other angle $\\phi^*$.\n", "\n", - "The total cross section can be found integrating over the solid angle. \n", + "The total cross section can be found by integrating over the solid angle. \n", "$$ \\sigma (\\sqrt s) = \\int_{4\\pi} d \\Omega^* \\frac{d\\sigma^*}{d\\Omega^*} = \\int_0^{\\pi} d\\theta^* sin\\theta^* \\int_0^{2\\pi} d\\phi^* \\frac{d\\sigma^*}{d\\Omega^*} = 4\\pi\\frac{\\alpha^2}{3s^3}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}(2m_e^2+s)(2m_\\mu^2+s) $$ \n", " \n", "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", "\n", - "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $\\frac{\\partial(x,y,z)}{\\partial(\\rho,\\theta^*,\\phi^*)}=sin(\\theta^*)$ getting \n", - "$$ pf(\\theta^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}*2\\pi*sin(\\theta^*)$$ \n", + "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi^*$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $$\\frac{\\partial(x,y,z)}{\\partial(\\theta^*,\\phi^*)}=sin(\\theta^*)$$ getting \n", + "$$ pf(\\theta^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}\\times 2\\pi\\times sin(\\theta^*)$$ \n", "\n", - "As we are considering a case in which we have a stationary target, we need to pass from the CM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", + "As we are considering a case in which we have a stationary target, we need to pass from the CoM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", "\n", - "In the CM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", + "In the CoM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", "$$p_{e^\\pm}^* = (E^*, \\pm \\vec p_e^{\\,*}) \\,\\,\\,\\,\\,\\,\\, p_{\\mu ^\\pm}^{\\prime\\,*} = (E^*, \\pm \\vec p_\\mu^{\\,\\prime\\,*})$$\n", "\n", - "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest is given by: \n", + "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest, is given by: \n", " $$ \\beta^* = \\frac{p_{e^+}}{E_{e^+}+m_{e^-}}$$\n", - "Moreover, as we consider a process in which there is the production of two muons ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $\n", + "Moreover, as we consider a process in which two muons are produced ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $\n", "\n", "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $\\sqrt s = \\sqrt{p_{e^-}^2+p_{e^+}^2} = 2E^*$ ( $\\sim 2m_\\mu$ in the considered case).\n", "\n", @@ -88,21 +89,18 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { From 5e2c81e9ae86a79843f8e35a6c0563af57d81fea Mon Sep 17 00:00:00 2001 From: lordome Date: Fri, 19 Feb 2021 22:15:38 +0100 Subject: [PATCH 24/39] comment fix up to real beam --- .ipynb_checkpoints/Project-checkpoint.ipynb | 1215 +++++++++---------- Project.ipynb | 512 ++++---- 2 files changed, 826 insertions(+), 901 deletions(-) diff --git a/.ipynb_checkpoints/Project-checkpoint.ipynb b/.ipynb_checkpoints/Project-checkpoint.ipynb index 7f151da..541f6b1 100644 --- a/.ipynb_checkpoints/Project-checkpoint.ipynb +++ b/.ipynb_checkpoints/Project-checkpoint.ipynb @@ -27,16 +27,6 @@ "9. (optional) take the former point into account when generating the events (i.e. the proccess $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "#from jupyterthemes import jtplot\n", - "# jtplot.style(theme=\"onedork\")" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -44,27 +34,31 @@ "### Simulation of positron-induced Muon Source\n", "\n", "The main goal of this project is the simulation of a muon source induced by an electron-positron pair annihilation.\n", + "\n", "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", "Moreover, we are not interested in considering the annihilation in the usual Ultra Relativistic limit ($m \\sim 0$), but we are interested in the range of energy close to the threshold for the muon pair production: $\\sqrt s \\sim 2m_\\mu$. \n", "\n", "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", "\n", - "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che cms frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta$ angle, and not on the other angle $\\phi$.\n", + "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che CoM frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta^*$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta^*$ angle, and not on the other angle $\\phi^*$.\n", "\n", - "The total cross section can be found integrating over the solid angle. \n", + "The total cross section can be found by integrating over the solid angle. \n", "$$ \\sigma (\\sqrt s) = \\int_{4\\pi} d \\Omega^* \\frac{d\\sigma^*}{d\\Omega^*} = \\int_0^{\\pi} d\\theta^* sin\\theta^* \\int_0^{2\\pi} d\\phi^* \\frac{d\\sigma^*}{d\\Omega^*} = 4\\pi\\frac{\\alpha^2}{3s^3}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}(2m_e^2+s)(2m_\\mu^2+s) $$ \n", " \n", "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", "\n", - "As we are considering a case in which we have a stationary target, we need to pass from the CM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", + "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi^*$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $$\\frac{\\partial(x,y,z)}{\\partial(\\theta^*,\\phi^*)}=sin(\\theta^*)$$ getting \n", + "$$ pf(\\theta^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}\\times 2\\pi\\times sin(\\theta^*)$$ \n", + "\n", + "As we are considering a case in which we have a stationary target, we need to pass from the CoM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", "\n", - "In the CM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", + "In the CoM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", "$$p_{e^\\pm}^* = (E^*, \\pm \\vec p_e^{\\,*}) \\,\\,\\,\\,\\,\\,\\, p_{\\mu ^\\pm}^{\\prime\\,*} = (E^*, \\pm \\vec p_\\mu^{\\,\\prime\\,*})$$\n", "\n", - "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest is given by: \n", + "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest, is given by: \n", " $$ \\beta^* = \\frac{p_{e^+}}{E_{e^+}+m_{e^-}}$$\n", - "Moreover, as we consider a process in which there is the production of two muons ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $\n", + "Moreover, as we consider a process in which two muons are produced ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $ (The energy of the incoming positron needs to be over a certain threshold to produce the muon pair ( $\\sim 45 \\, GeV$ )\n", "\n", "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $\\sqrt s = \\sqrt{p_{e^-}^2+p_{e^+}^2} = 2E^*$ ( $\\sim 2m_\\mu$ in the considered case).\n", "\n", @@ -73,27 +67,50 @@ "$$\\beta^*_{e^\\pm} = \\frac{\\lvert\\vec p^{\\,*}\\rvert}{E^*} = \\frac{ \\sqrt{(E^*)^2-m_e^2}}{E^*} = \\sqrt{1-\\frac{4m_e^2}{s} } $$\n", "\n", "And analogously, $$\\beta^*_{\\mu^\\pm} = \\sqrt{1-\\frac{4m_\\mu^2}{s}}$$\n", - "(The factors we have in the cross section formula).\n", - "\n", - "\n", - "\n" + "(These two factors also appear in the cross section formula)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "2. Compute and display the angle and momentum components distributions of the emerging muon pairs;" + "## Computing and displaying the angle and momentum components distributions of the emerging muon pairs;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At first, we define physical constants and import libraries" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, + "outputs": [], + "source": [ + "#import cell\n", + "import numpy as np \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy.interpolate import UnivariateSpline\n", + "from scipy.interpolate import InterpolatedUnivariateSpline\n", + "from scipy.interpolate import interp1d\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -107,53 +124,48 @@ "name": "stdout", "output_type": "stream", "text": [ - "It can be also verified that this function is well reproduced at different values of s.\n" + "It can be also verified that this distribution is well reproduced at different values of s.\n" ] } ], "source": [ - "import numpy as np \n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "import math\n", - "#import spingi as sp\n", - "#import amonoi as ano\n", - "\n", "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", - "\n", - "\n", + "#differential cross section\n", "def dsigmadtheta(s,theta, phi = 0):\n", " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", + "\n", + "#total cross section\n", "def sigma(s):\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", - " \n", - "def f(s, theta, phi = 0):\n", - " return dsigmadtheta(s,theta)/sigma(s)\n", "\n", + "#theta probability distribution\n", + "def pf(s,theta, phi = 0):\n", + " return dsigmadtheta(s,theta)/sigma(s)*2*np.pi*np.sin(theta)\n", "\n", + "#plotting pf\n", "x = np.linspace(0,np.pi,100)\n", "plt.title(\"Angle Distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", - "plt.ylabel(r'Angle distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "plt.plot(x, f(s,x))\n", + "plt.ylabel(r'Angular distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", + "\n", + "plt.plot(x, pf(s,x))\n", "plt.show()\n", "\n", - "print(\"It can be also verified that this function is well reproduced at different values of s.\")" + "print(\"It can be also verified that this distribution is well reproduced at different values of s.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "### Computing the cumulative function $g(\\theta^*$)\n", "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", "\n", - "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(\\theta^*, 2\\pi)$. For simplicity we will consider $\\phi^* = 2\\pi$ as the contribution in $\\phi$ is actually neglected.\n", - "\n", + "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $CDF(f(\\theta^*, \\phi^*)) := g(\\theta^*)$. \n", "\\begin{aligned}\n", "g(\\theta^*) = \\int _{0}^{\\theta^*}dx\\sin x\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2x \\right)\\\\\n", "\\end{aligned}\n", @@ -171,11 +183,13 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -187,14 +201,14 @@ } ], "source": [ - "def g(s, x): #x is a dummy for theta star\n", - " #return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x))/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", + "#function computing the cumulative density function of the angle distribution\n", + "def g(s, x): #x stands for theta star\n", " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", - "plt.title(\"Cumulative function for the angle distribution\")\n", + "#plotting g(x)\n", + "plt.title(\"Cumulative function for the angular distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "\n", "plt.plot(x,g(s,x))\n", "plt.show()" ] @@ -203,42 +217,46 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "## Boosting muons four-momenta in the laboratory frame\n", "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", - "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", + "The momentum components' distributions can be simply derived knowing the center of mass energy - $\\sqrt s$ - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", "\n", - "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*, cos\\theta^*) $$\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert ( \\frac {\\sqrt s}{\\lvert\\vec p^{\\,*}_\\mu \\rvert}, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", "\n", "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", - "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", + "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\frac{\\beta}{\\beta^*_\\mu})} $$\n", "\n", "\n", - "If we are consider, without loss of generalities, a boost towards the x axis, the relations between the energy and momentum components become: \n", + "If we are considering, without loss of generality, a boost along the x axis, the relations between the energy and momentum components are the following: \n", "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", "\n", - "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", - "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2=\\pi-\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2=\\phi^*+\\pi$$" + "$$ E_2 = \\gamma ( E^*-\\beta p^{\\,*}_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^{\\,\\,\\,\\,*}_x ) $$\n", + "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1^*=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1^*=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2^*=\\pi+\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2^*=\\phi^*$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "4 To find out the inverse cumulative distribution function we sample " + "4) To find out the inverse cumulative distribution function we define a uniform U(0,1) distribution and by interpolating the cumulative density function we extrapolate the angular value from the fitted function\n", + "\n", + "4) In order to sample the angles accordingly to the angle distribution, we use the inverse CDF method. \n", + "So we define a uniform distribution for $\\theta ^* \\in [0,\\pi]$ and we interpolate with three different methods available in the scipy library the $g(s, \\theta^*)$ function - the ordinate is represented by $g(s, \\theta^*)$, the abscissa by $\\theta^*$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { - "scrolled": true + "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -248,12 +266,7 @@ } ], "source": [ - "from scipy.interpolate import UnivariateSpline\n", - "from scipy.interpolate import InterpolatedUnivariateSpline\n", - "from scipy.interpolate import interp1d\n", - "from matplotlib import pyplot as plt \n", - "\n", - "fig, ax = plt.subplots(1,3, figsize = (15,5))\n", + "fig, ax = plt.subplots(2,3, figsize = (15,10))\n", "\n", "N = 10**5\n", "\n", @@ -267,99 +280,90 @@ "\n", "#same plot on each ax of the points\n", "for i in range(3):\n", - " ax[i].plot(theta_star,\n", + " ax[0][i].plot(theta_star,\n", " g(s,theta_star),\n", " '*',\n", - " alpha = 0.1,\n", - " color = 'grey',\n", + " alpha = 0.005,\n", + " color = '#B0A084',\n", " label = 'Samples'\n", " )\n", + " ax[1][i].set_title('Angular distribution')\n", " \n", "random_num = np.random.rand(N)\n", "num_sorted = np.sort(random_num)\n", "\n", - "ax[0].set_title('CDF sampled with UnivariateSpline')\n", - "ax[0].plot(inv_cdf1(num_sorted),\n", + "ax[0][0].set_title('CDF sampled with UnivariateSpline')\n", + "ax[0][0].plot(inv_cdf1(num_sorted),\n", " num_sorted,\n", - " color = 'red',\n", - " label = 'inv_CDF'\n", + " color = '#73683B',\n", + " label = 'inv_CDF',\n", + " linewidth = 3\n", + "\n", " )\n", "\n", - "ax[1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", - "ax[1].plot(inv_cdf2(num_sorted),\n", + "ax[0][1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", + "ax[0][1].plot(inv_cdf2(num_sorted),\n", " num_sorted,\n", - " color = 'green',\n", - " label = 'inv_CDF'\n", + " color = '#4F5D75',\n", + " label = 'inv_CDF', \n", + " linewidth = 3\n", " )\n", "\n", - "ax[2].set_title('CDF sampled with interp1d')\n", - "ax[2].plot(inv_cdf3(num_sorted),\n", + "ax[0][2].set_title('CDF sampled with interp1d')\n", + "ax[0][2].plot(inv_cdf3(num_sorted),\n", " num_sorted,\n", - " color = 'green',\n", - " label = 'inv_CDF'\n", + " color = '#D64045',\n", + " label = 'inv_CDF', \n", + " linewidth = 3\n", " )\n", "\n", - "plt.show()\n", + "sns.histplot(inv_cdf1(num_sorted), ax = ax[1][0], color = '#73683B' )\n", + "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1], color = '#4F5D75',)\n", + "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2], color = '#D64045')\n", + "\n", + "ax[1][0].set_ylim(0,3000)\n", + "ax[1][1].set_ylim(0,3000)\n", + "ax[1][2].set_ylim(0,3000)\n", + "\n", + "for i in ax[0]:\n", + " i.set_ylabel(r\"$g(s, \\theta^*)$\")\n", + " i.set_xlabel(r\"$\\theta^*$\")\n", + " \n", + "for j in ax[1]:\n", + " j.set_ylabel(r\"Counts\")\n", + " j.set_xlabel(r\"$\\theta^*$\")\n", + "\n", "\n", + "plt.subplots_adjust(left=None,\n", + " bottom=None,\n", + " right=None,\n", + " top=None,\n", + " wspace=0.3,\n", + " hspace=0.3\n", + " )\n", "\n", - "#https://stackoverflow.com/questions/6216881/python-interp1d-vs-univariatespline" + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 5, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "sns.displot(inv_cdf2(num_sorted))\n", - "sns.displot(inv_cdf1(num_sorted))" + "It can be noticed how different interpolating function lead to different distribution. \n", + "\n", + "In particular the 'Interpolate Spline' method is not able to fit the extremes providing a wrong angular distribution.\n", + "\n", + "From now on, we will use interp1d as fitting method." ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "import math\n", - "\n", "def mom_mu_cm(m_muon, s, t, p):\n", - " #p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", + " #CoM momentum using cartesian components \n", " p_norm = np.sqrt(s/4-m_muon**2)\n", " p_x_cm = p_norm * np.cos(t)\n", " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", @@ -367,55 +371,70 @@ " return p_x_cm, p_y_cm, p_z_cm\n", "\n", "def e_pos_lab(s, m_e):\n", + " #positron energy in the laboratory frame\n", " return s/(2*m_e)-m_e\n", "\n", + "\n", "def p_pos_lab(s, m_e):\n", + " #positron momentum in the laboratory frame\n", " e_pos = e_pos_lab(s, m_e)\n", " return np.sqrt(e_pos**2-m_e**2)\n", "\n", "def beta(s, m_e):\n", + " #lorentz beta function\n", " e_pos = e_pos_lab(s, m_e)\n", " p_pos = p_pos_lab(s, m_e)\n", " return p_pos / (e_pos + m_e)\n", " \n", "def gamma(s, m_e):\n", + " #lorentz gamma function \n", " return 1./np.sqrt(1-beta(s, m_e)**2)\n", "\n", "def Ecm(s):\n", + " #CoM energy\n", " return np.sqrt(s)/2.\n", "\n", "def boost(s, t, p, m_e, m_muon):\n", + " '''boosting the muon-four momentum to the laboratory frame'''\n", " e_cm = Ecm(s)\n", " b = beta(s, m_e)\n", " g = gamma(s, m_e)\n", - " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz sempre uguali -> no boost\n", - " px = g * (b * e_cm + px_cm) #energia e px dipendono dall'angolo\n", - " e = g * (e_cm + b * px_cm)\n", + " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz does not change \n", + " px = g * (b * e_cm + px_cm) #boost px\n", + " e = g * (e_cm + b * px_cm) #boost energy\n", " return px, py_cm, pz_cm\n", "\n", - "#quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*, phi* e phi*+pi\n", "\n", "def mc_sampling(s, m_e, m_mu, N):\n", + " '''montecarlo sampling to get theta^* distribution with inverse cdf method'''\n", " prob = np.random.rand(N)\n", " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", - " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", - " muon_2 = boost(s, np.pi-theta, phi+np.pi, m_e, m_muon)\n", + " muon_1 = boost(s, theta, phi, m_e, m_muon) \n", + " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", + " return np.asarray(muon_1 + muon_2)\n", + "\n", + "\n", + "def mc_df_sampling(df, m_e, m_muon):\n", + " #redefining sampling function in order to use dataframe and multiple number of energy values\n", + " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", + " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", + " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", " return np.asarray(muon_1 + muon_2)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ + "N = 10**6 #generating 10^6 events\n", "\n", "events = mc_sampling(220**2, m_e, m_muon, N)\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", + "df_monochromatic = pd.DataFrame(events.T, columns = [ \n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -424,12 +443,12 @@ " '$pz_{\\mu_2}$'\n", " ]\n", " )\n", - "df.to_csv('Events.csv')" + "df_monochromatic.to_csv('Events.csv')" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -464,48 +483,48 @@ " \n", " \n", " 0\n", - " 17485.642623\n", - " 3.283367\n", - " 9.889465\n", - " 29872.065017\n", - " -3.283367\n", - " -9.889465\n", + " 25894.683782\n", + " 12.344074\n", + " 26.037954\n", + " 21463.023859\n", + " -12.344074\n", + " -26.037954\n", " \n", " \n", " 1\n", - " 23274.112071\n", - " 25.093981\n", - " 17.408752\n", - " 24083.595570\n", - " -25.093981\n", - " -17.408752\n", + " 21379.083627\n", + " 21.927569\n", + " -18.475746\n", + " 25978.624013\n", + " -21.927569\n", + " 18.475746\n", " \n", " \n", " 2\n", - " 28661.361762\n", - " -18.176873\n", - " -8.376944\n", - " 18696.345879\n", - " 18.176873\n", - " 8.376944\n", + " 17700.462459\n", + " -10.699834\n", + " -7.107830\n", + " 29657.245182\n", + " 10.699834\n", + " 7.107830\n", " \n", " \n", " 3\n", - " 29817.381187\n", - " -8.709146\n", - " 6.876430\n", - " 17540.326453\n", - " 8.709146\n", - " -6.876430\n", + " 27100.985089\n", + " -25.781861\n", + " -4.344934\n", + " 20256.722551\n", + " 25.781861\n", + " 4.344934\n", " \n", " \n", " 4\n", - " 29688.947135\n", - " -3.713884\n", - " 11.958806\n", - " 17668.760505\n", - " 3.713884\n", - " -11.958806\n", + " 27551.622749\n", + " 4.996805\n", + " 24.241969\n", + " 19806.084891\n", + " -4.996805\n", + " -24.241969\n", " \n", " \n", " ...\n", @@ -517,114 +536,102 @@ " ...\n", " \n", " \n", - " 99995\n", - " 29240.892281\n", - " 14.375974\n", - " -7.875873\n", - " 18116.815359\n", - " -14.375974\n", - " 7.875873\n", + " 999995\n", + " 17440.359370\n", + " -2.408273\n", + " 9.520175\n", + " 29917.348271\n", + " 2.408273\n", + " -9.520175\n", " \n", " \n", - " 99996\n", - " 23310.396827\n", - " -10.515891\n", - " 28.684386\n", - " 24047.310813\n", - " 10.515891\n", - " -28.684386\n", + " 999996\n", + " 22742.574795\n", + " 25.022251\n", + " 17.066842\n", + " 24615.132845\n", + " -25.022251\n", + " -17.066842\n", " \n", " \n", - " 99997\n", - " 21919.407416\n", - " -27.968389\n", - " 9.341962\n", - " 25438.300224\n", - " 27.968389\n", - " -9.341962\n", + " 999997\n", + " 28443.439570\n", + " 20.998907\n", + " 2.335892\n", + " 18914.268071\n", + " -20.998907\n", + " -2.335892\n", " \n", " \n", - " 99998\n", - " 21730.059418\n", - " -29.184052\n", - " -1.625327\n", - " 25627.648223\n", - " 29.184052\n", - " 1.625327\n", + " 999998\n", + " 29071.765894\n", + " 17.344809\n", + " -2.799770\n", + " 18285.941746\n", + " -17.344809\n", + " 2.799770\n", " \n", " \n", - " 99999\n", - " 26961.550610\n", - " 22.504075\n", - " -14.047219\n", - " 20396.157030\n", - " -22.504075\n", - " 14.047219\n", + " 999999\n", + " 20771.217072\n", + " 11.416606\n", + " -24.970433\n", + " 26586.490569\n", + " -11.416606\n", + " 24.970433\n", " \n", " \n", "\n", - "

100000 rows × 6 columns

\n", + "

1000000 rows × 6 columns

\n", "" ], "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 17485.642623 3.283367 9.889465 29872.065017 -3.283367 \n", - "1 23274.112071 25.093981 17.408752 24083.595570 -25.093981 \n", - "2 28661.361762 -18.176873 -8.376944 18696.345879 18.176873 \n", - "3 29817.381187 -8.709146 6.876430 17540.326453 8.709146 \n", - "4 29688.947135 -3.713884 11.958806 17668.760505 3.713884 \n", - "... ... ... ... ... ... \n", - "99995 29240.892281 14.375974 -7.875873 18116.815359 -14.375974 \n", - "99996 23310.396827 -10.515891 28.684386 24047.310813 10.515891 \n", - "99997 21919.407416 -27.968389 9.341962 25438.300224 27.968389 \n", - "99998 21730.059418 -29.184052 -1.625327 25627.648223 29.184052 \n", - "99999 26961.550610 22.504075 -14.047219 20396.157030 -22.504075 \n", + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 25894.683782 12.344074 26.037954 21463.023859 -12.344074 \n", + "1 21379.083627 21.927569 -18.475746 25978.624013 -21.927569 \n", + "2 17700.462459 -10.699834 -7.107830 29657.245182 10.699834 \n", + "3 27100.985089 -25.781861 -4.344934 20256.722551 25.781861 \n", + "4 27551.622749 4.996805 24.241969 19806.084891 -4.996805 \n", + "... ... ... ... ... ... \n", + "999995 17440.359370 -2.408273 9.520175 29917.348271 2.408273 \n", + "999996 22742.574795 25.022251 17.066842 24615.132845 -25.022251 \n", + "999997 28443.439570 20.998907 2.335892 18914.268071 -20.998907 \n", + "999998 29071.765894 17.344809 -2.799770 18285.941746 -17.344809 \n", + "999999 20771.217072 11.416606 -24.970433 26586.490569 -11.416606 \n", "\n", - " $pz_{\\mu_2}$ \n", - "0 -9.889465 \n", - "1 -17.408752 \n", - "2 8.376944 \n", - "3 -6.876430 \n", - "4 -11.958806 \n", - "... ... \n", - "99995 7.875873 \n", - "99996 -28.684386 \n", - "99997 -9.341962 \n", - "99998 1.625327 \n", - "99999 14.047219 \n", + " $pz_{\\mu_2}$ \n", + "0 -26.037954 \n", + "1 18.475746 \n", + "2 7.107830 \n", + "3 4.344934 \n", + "4 -24.241969 \n", + "... ... \n", + "999995 -9.520175 \n", + "999996 -17.066842 \n", + "999997 -2.335892 \n", + "999998 2.799770 \n", + "999999 24.970433 \n", "\n", - "[100000 rows x 6 columns]" + "[1000000 rows x 6 columns]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "df" + "df_monochromatic" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -636,52 +643,41 @@ } ], "source": [ + "#plotting momentum components distribution in the LAB frame\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", - "plt.show()\n" + "\n", + "\n", + "\n", + "#px\n", + "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000,\n", + " ax = ax[0],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#73683B'\n", + " )\n", + "#py\n", + "sns.histplot(df_monochromatic['$py_{\\mu_1}$']/1000,\n", + " ax = ax[1],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#4F5D75'\n", + " )\n", + "#pz\n", + "sns.histplot(df_monochromatic['$pz_{\\mu_1}$']/1000,\n", + " ax = ax[2],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#D64045'\n", + " )\n", + "\n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 10, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ - "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax=ax, bins = int(np.sqrt(N)))" + "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. On the other hand, the $p_x$ distribution displays a negative concavity and peaks at the interval extremes." ] }, { @@ -695,85 +691,68 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;" + " \n", + "7. Repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For the energy we assume a gaussian with mean 48.4 GeV with variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. Inverting this formula we get the value for s.\n", + "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For $s$ we assume a Gaussian with mean in 48.4 GeV and variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. \n", "\n", - "As the icdf method is not runnable, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" + "As the usingInvCDF method is not feasible due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, - "outputs": [], - "source": [ - "# E_gauss=np.random.rand(10**6)/500 + 48400\n", - "# theta_star=np.linspace(0,np.pi,1000)\n", - "# events=np.zeros((6,1))\n", - "# for i in E_gauss:\n", - "# events=np.hstack((events,mc_sampling(i, m_e, m_muon, 1)))\n", - " #events_2=np.asarray([ mc_sampling(i, m_e, m_muon, 1) for i in E_gauss])\n", - "# events=events[:,1:]\n", - "# events = events.T\n", - "# df = pd.DataFrame(events, columns = [\n", - "# '$px_{\\mu_1}$',\n", - "# '$py_{\\mu_1}$',\n", - "# '$pz_{\\mu_1}$',\n", - "# '$px_{\\mu_2}$',\n", - "# '$py_{\\mu_2}$',\n", - "# '$pz_{\\mu_2}$'\n", - "# ]\n", - "# )\n" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "scrolled": true - }, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[48881.9047797 48519.95684171 48712.24072756 ... 48539.16894447\n", - " 48624.59148457 48487.54882231]\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, + } + ], + "source": [ + "#Showing the accept-reject method main idea\n", + "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", + "\n", + "thetas = np.linspace(0,np.pi,100)\n", + "ax.plot(thetas, pf(220**2,thetas), label=r'$pf(\\theta^*)$')\n", + "ax.axhline(pf(220**2, np.pi/2), color='red', label='Max value')\n", + "ax.set_xlabel(r'$\\theta^*$')\n", + "ax.set_ylabel(r'PDF')\n", + "ax.set_ylim([0,0.55])\n", + "\n", + "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", + " head_width=0.05, head_length=0.01, fc='g', ec='g')\n", + "\n", + "plt.text(np.pi/4-.65, 0.45, 'Reject', fontsize=16)\n", + "plt.text(np.pi/4-.65, 0.04, 'Accept', fontsize=16)\n", + "ax.legend(loc = 'best')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -785,56 +764,29 @@ } ], "source": [ - "energies_gauss = np.random.rand(200294)*500+ 48400\n", - "print(energies_gauss)\n", - "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", - "check = np.random.uniform( f(energies_gauss,np.pi/2.), f(energies_gauss,0), len(energies_gauss) )\n", + "#generating energies in CoM (s=220**2 )\n", + "energies_gauss = np.random.normal(48400 , 500, 200294) \n", + "#48400: s=220**2=48400\n", + "#500: std_dev of the gaussian distribution\n", + "#200294: Number of generated events\n", "\n", - "accepted = pts[check < f(energies_gauss, pts)]\n", - "\n", - "#with pandas\n", - "pd_df = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", - "pd_df[\"angles\"] = np.random.uniform( 0, np.pi, len(pd_df.energies))\n", - "pd_df[\"check\"] = np.random.uniform( 0, f(pd_df.energies,np.pi/2), len(pd_df.energies) )\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < f(pd_df.energies, pd_df.angles)*np.sin(pd_df.angles)]\n", - "pd_df = pd_df.dropna()\n", - "pd_df\n", - "\n", - "\n", - "\n", - "# def boost(s, t, p, m_e, m_muon):\n", - "# e_cm = Ecm(s)\n", - "# b = beta(s, m_e)\n", - "# g = gamma(s, m_e)\n", - "# px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz sempre uguali -> no boost\n", - "# px = g * (b * e_cm + px_cm) #energia e px dipendono dall'angolo\n", - "# e = g * (e_cm + b * px_cm)\n", - "# return px, py_cm, pz_cm\n", - "\n", - "# #quindi avremo un muone con angolo theta* e l'altro con angolo pi-theta*, phi* e phi*+pi\n", - "\n", - "def mc_real_sampling(s, theta, m_e, m_mu, N):\n", - " phi = np.random.uniform(0, 2*np.pi, N)\n", - " muon_1 = boost(s, theta, phi, m_e, m_muon)\n", - " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", - " return np.asarray(muon_1 + muon_2)\n", + "#we are sufficiently (>3 sigma) far from threshold. Pair production threshold is ok\n", "\n", - "def mc_df_sampling(df, m_e, m_muon):\n", - " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", - " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", - " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", - " return np.asarray(muon_1 + muon_2)\n", + "#accept and reject method for angular distribution generation\n", + "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", + "check = np.random.uniform( 0, pf(energies_gauss,np.pi/2), len(energies_gauss) )\n", "\n", - "hist, bin_edges = np.histogram(pd_df.angles, bins=100, density=True)\n", - "bin_centers = (bin_edges[:-1] + bin_edges[1:]) / 2.\n", - "plt.step(bin_centers, hist, linewidth=2)\n", - "plt.show()\n", + "df_energies_real_beam = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", + "df_energies_real_beam[\"angles\"] = pts\n", + "df_energies_real_beam[\"check\"] = check\n", + "df_energies_real_beam[\"label\"] = df_energies_real_beam.angles[df_energies_real_beam.check < pf(df_energies_real_beam.energies, df_energies_real_beam.angles)]\n", + "df_energies_real_beam = df_energies_real_beam.dropna()\n", + "df_energies_real_beam = df_energies_real_beam.iloc[:N] #Taking only the first N values\n", "\n", "\n", - "events = mc_df_sampling(pd_df, m_e, m_muon)\n", + "events = mc_df_sampling(df_energies_real_beam, m_e, m_muon)\n", "\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", + "df = pd.DataFrame(events.T, columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -843,215 +795,50 @@ " '$pz_{\\mu_2}$'\n", " ]\n", " )\n", - "df\n", "\n", + "#plotting momentum components\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde=True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde=True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde=True)\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Real beam 2: Spatial Distribution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the total and differential cross sections do not depend on the position, the only difference in the simulation regards the collision point. We proceed defining the new distribution and showing the new collision points. These can be simply generated using a uniform distribution over the axes y and z by selecting the points satisfying r < 1." + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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$px_{\\mu_1}$$py_{\\mu_1}$$pz_{\\mu_1}$$px_{\\mu_2}$$py_{\\mu_2}$$pz_{\\mu_2}$
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428093.580690-20.7804369.15906719264.12867120.780436-9.159067
.....................
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100 rows × 6 columns

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" - ], - "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 19359.985810 -22.255033 -6.204417 27997.722610 22.255033 \n", - "1 22911.304951 1.849884 -30.334340 24446.403235 -1.849884 \n", - "2 29620.999323 4.889275 12.264870 17736.708850 -4.889275 \n", - "3 25766.499181 28.393126 6.007176 21591.208669 -28.393126 \n", - "4 28093.580690 -20.780436 9.159067 19264.128671 20.780436 \n", - ".. ... ... ... ... ... \n", - "95 23819.501102 5.589400 30.077229 23538.207660 -5.589400 \n", - "96 19329.434544 22.274707 5.648326 28028.273195 -22.274707 \n", - "97 23440.971993 -30.296628 -4.147419 23916.736736 30.296628 \n", - "98 23418.233401 4.310025 30.269885 23939.475637 -4.310025 \n", - "99 18373.118099 3.189502 17.850364 28984.590555 -3.189502 \n", - "\n", - " $pz_{\\mu_2}$ \n", - "0 6.204417 \n", - "1 30.334340 \n", - "2 -12.264870 \n", - "3 -6.007176 \n", - "4 -9.159067 \n", - ".. ... \n", - "95 -30.077229 \n", - "96 -5.648326 \n", - "97 4.147419 \n", - "98 -30.269885 \n", - "99 -17.850364 \n", - "\n", - "[100 rows x 6 columns]" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "df" + "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) #point generation\n", + "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", + "acc = acc[:10**5] #array of 10**5 valid points" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n", - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1061,27 +848,29 @@ } ], "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)))\n", - "sns.distplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)))\n", - "plt.show()\n" + "fig,ax = plt.subplots(1,1,figsize=(7,7))\n", + "plt.scatter(acc[:,0],acc[:,1], label='Collision points',marker = '*', alpha=0.02, color = '#73683B')\n", + "#FILIPPO TROVA UN MODO MIGLIORE PER FARLO\n", + "ax.set_xlabel('Y coordinate')\n", + "ax.set_ylabel('Z coordinate')\n", + "ax.set_title(\"Points distributions\")\n", + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Berillium target" + "## Berillium target statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In order to compute the scaling factor that retrieves the statistics for a one week data gathering we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", + "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", - "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, l is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", + "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, $l$ is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", "\n", @@ -1095,51 +884,9 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1650669.7560994898\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\loren\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", - " warnings.warn(msg, FutureWarning)\n" - ] - }, - { - "ename": "ValueError", - "evalue": "weights should have the same shape as x", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;31m#print(weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'$px_{\\mu_1}$'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mN\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhist_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'weights'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mweights\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkde\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[1;31m#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;31m#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py\u001b[0m in \u001b[0;36mdistplot\u001b[1;34m(a, bins, hist, kde, rug, fit, hist_kws, kde_kws, rug_kws, fit_kws, color, vertical, norm_hist, axlabel, label, ax, x)\u001b[0m\n\u001b[0;32m 2610\u001b[0m \u001b[0morientation\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"horizontal\"\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mvertical\u001b[0m \u001b[1;32melse\u001b[0m \u001b[1;34m\"vertical\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2611\u001b[0m \u001b[0mhist_color\u001b[0m \u001b[1;33m=\u001b[0m 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\u001b[1;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwi\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6603\u001b[1;33m \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'weights should have the same shape as x'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6604\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mlen_xi\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6605\u001b[0m \u001b[0minput_empty\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mValueError\u001b[0m: weights should have the same shape as x" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "freq = 10**6\n", "rhoBe = 1.848 # g/cm^3\n", @@ -1151,22 +898,26 @@ "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *389\n", "deltaT = 60 * 60 * 24 * 7\n", "fweek = fmu * deltaT \n", - "print(fweek)\n", "\n", - "weights = np.full((N), fweek/N)\n", - "print\n", - "#print(weights)\n", + "weights = np.full(int((N)), fweek/N)\n", + "df_monochromatic['weights']=weights\n", "\n", - "sns.distplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), hist_kws={'weights': weights}, kde=False)\n", - "#sns.histplot(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= fweek)\n", - "#plt.hist(df['$px_{\\mu_1}$']/1000, bins = int(np.sqrt(N)), weights= weights)\n", - "plt.show()" + "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", + " weights= df_monochromatic['weights'], \n", + " bins = int(np.sqrt(N)), \n", + " kde=True\n", + " \n", + " )\n", + "plt.suptitle('One week activity histogram')\n", + "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ + "## Longitudinal energy loss\n", + "\n", "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", "$$\\sqrt {s} > 2m_\\mu \\implies s > 4m_\\mu^2 $$ \n", "So, rewriting the invariant quantity $s$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", @@ -1176,9 +927,9 @@ "And finally the condition on the energy of the positron:\n", "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}$$\n", "But:\n", - "$$E_{e_{+}}=E_0e^{-\\frac{Z}{\\chi_0}}$$\n", - "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of the target ($Z_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", - "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{Z_{max}}{\\chi_0}}$$ " + "$$E_{e_{+}}=E_0e^{-\\frac{x}{\\chi_0}}$$\n", + "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of it ($x_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", + "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{x_{max}}{\\chi_0}}\\approx47.6 \\, \\mathrm{ GeV}$$ " ] }, { @@ -1190,10 +941,191 @@ "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", "z_max = 3 #cm\n", "\n", - "result = ((4*m_muon**2-2*m_e**2)/(2*m_e))*math.exp(z_max/rad_length)\n", + "result= ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(z_max/rad_length)\n", "print (result, 'MeV')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Monochromatic analysis\n", + "\n", + "We now take into account the energy loss along the target lenght. \n", + "This leads to a variable pair-production probability depending on the cross-section value at that energy, that now is a function of position x. \n", + "We then generate x-coordinates spread and retrieve the $\\theta^*$ distribution, both through an accept-reject method. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#s depending on x-coordinate (z)\n", + "def s_berms(z, E0):\n", + " return 2 * m_e**2 + 2* E0 * np.exp(-z/rad_length) * m_e\n", + "\n", + "#correspondent cross-section\n", + "def sigma_berms(z, E0):\n", + " return sigma(s_berms(z, E0))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#accept-reject: energies\n", + "pts = np.random.uniform( 0, 3, 3*10**5)\n", + "check = np.random.uniform( 0, sigma_berms(0, result), 3*10**5 )\n", + "energies_berms = s_berms(pts[check < sigma_berms(pts,result)], result)\n", + "\n", + "#checking for threshold condition\n", + "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#accept-reject: angles\n", + "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", + "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", + "\n", + "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", + "pd_df[\"angles\"] = angles\n", + "pd_df[\"check\"] = ang_check\n", + "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "pd_df = pd_df.dropna()\n", + "\n", + "pd_df = pd_df.iloc[:N]\n", + "\n", + "events = mc_df_sampling(pd_df, m_e, m_muon)\n", + "\n", + "#momentum coordinates distribution\n", + "events = events.T\n", + "df = pd.DataFrame(events, columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Non monochromatic analysis\n", + "Now, we have to take into account that the impinging beam energy follows a Gaussian distribution. Then for each starting energy, the beam will have a different cross-section value and maximum pair-production distance. \n", + "In our analysis this leads to different pair-production energy distribution." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#max distance to have pair-production for that impinging energy\n", + "def max_d(E0, m_e, m_muon, rad_length):\n", + " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#from CoM to lab\n", + "energies_gauss_brems = energies_gauss / (2 * m_e)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#accept-reject method to get pair-production energies\n", + "pts = np.random.uniform( 0, max_d(energies_gauss_brems,m_e,m_muon, rad_length), len(energies_gauss_brems))\n", + "check = np.random.uniform( 0, sigma_berms(0, energies_gauss_brems), len(energies_gauss_brems) )\n", + "pd_df_brems = pd.DataFrame(pd.Series(energies_gauss_brems), columns = ['energies'])\n", + "pd_df_brems[\"pts\"] = pts\n", + "pd_df_brems[\"check\"] = check\n", + "pd_df_brems[\"label\"] = pd_df_brems.pts[pd_df_brems.check < sigma_berms(pd_df_brems.pts, pd_df_brems.energies)]\n", + "pd_df_brems = pd_df_brems.dropna()\n", + "energies_berms = s_berms(pd_df_brems.pts,pd_df_brems.energies)\n", + "\n", + "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#accept-reject: angle distribution\n", + "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", + "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", + "\n", + "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", + "pd_df[\"angles\"] = angles\n", + "pd_df[\"check\"] = ang_check\n", + "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "pd_df = pd_df.dropna()\n", + "\n", + "pd_df = pd_df.iloc[:N]\n", + "\n", + "events = mc_df_sampling(pd_df, m_e, m_muon)\n", + "\n", + "events = events.T\n", + "df = pd.DataFrame(events, columns = [\n", + " '$px_{\\mu_1}$',\n", + " '$py_{\\mu_1}$',\n", + " '$pz_{\\mu_1}$',\n", + " '$px_{\\mu_2}$',\n", + " '$py_{\\mu_2}$',\n", + " '$pz_{\\mu_2}$'\n", + " ]\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1221,7 +1153,7 @@ "\n", "### Contact\n", "\n", - "* Marco Zanetti \n", + "* Marco Zanetti (very poor..) \n", "* Camilla Curatolo \n", "* Jacopo Pazzini \n", "* Alberto Zucchetta " @@ -1234,6 +1166,13 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/Project.ipynb b/Project.ipynb index 0e921bb..541f6b1 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -58,7 +58,7 @@ "\n", "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest, is given by: \n", " $$ \\beta^* = \\frac{p_{e^+}}{E_{e^+}+m_{e^-}}$$\n", - "Moreover, as we consider a process in which two muons are produced ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $\n", + "Moreover, as we consider a process in which two muons are produced ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $ (The energy of the incoming positron needs to be over a certain threshold to produce the muon pair ( $\\sim 45 \\, GeV$ )\n", "\n", "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $\\sqrt s = \\sqrt{p_{e^-}^2+p_{e^+}^2} = 2E^*$ ( $\\sim 2m_\\mu$ in the considered case).\n", "\n", @@ -67,10 +67,7 @@ "$$\\beta^*_{e^\\pm} = \\frac{\\lvert\\vec p^{\\,*}\\rvert}{E^*} = \\frac{ \\sqrt{(E^*)^2-m_e^2}}{E^*} = \\sqrt{1-\\frac{4m_e^2}{s} } $$\n", "\n", "And analogously, $$\\beta^*_{\\mu^\\pm} = \\sqrt{1-\\frac{4m_\\mu^2}{s}}$$\n", - "(The factors we have in the cross section formula).\n", - "\n", - "\n", - "\n" + "(These two factors also appear in the cross section formula)." ] }, { @@ -90,45 +87,58 @@ { "cell_type": "code", "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#import cell\n", + "import numpy as np \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from scipy.interpolate import UnivariateSpline\n", + "from scipy.interpolate import InterpolatedUnivariateSpline\n", + "from scipy.interpolate import interp1d\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "It can be also verified that this function is well reproduced at different values of s.\n" + "It can be also verified that this distribution is well reproduced at different values of s.\n" ] } ], "source": [ - "import numpy as np \n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "\n", "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", - "\n", "#differential cross section\n", "def dsigmadtheta(s,theta, phi = 0):\n", " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", "\n", - "#full cross section\n", + "#total cross section\n", "def sigma(s):\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", "\n", @@ -145,7 +155,7 @@ "plt.plot(x, pf(s,x))\n", "plt.show()\n", "\n", - "print(\"It can be also verified that this function is well reproduced at different values of s.\")" + "print(\"It can be also verified that this distribution is well reproduced at different values of s.\")" ] }, { @@ -155,7 +165,7 @@ "### Computing the cumulative function $g(\\theta^*$)\n", "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", "\n", - "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $f(\\theta^*, \\phi^*) := g(\\theta^*, 2\\pi)$. \n", + "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $CDF(f(\\theta^*, \\phi^*)) := g(\\theta^*)$. \n", "\\begin{aligned}\n", "g(\\theta^*) = \\int _{0}^{\\theta^*}dx\\sin x\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2x \\right)\\\\\n", "\\end{aligned}\n", @@ -172,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 3, "metadata": { "scrolled": false }, @@ -191,8 +201,8 @@ } ], "source": [ - "#pf cumulative density function\n", - "def g(s, x): #x is a dummy for theta star\n", + "#function computing the cumulative density function of the angle distribution\n", + "def g(s, x): #x stands for theta star\n", " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", "#plotting g(x)\n", @@ -200,7 +210,6 @@ "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "plt.plot(x,g(s,x))\n", - "\n", "plt.show()" ] }, @@ -211,18 +220,18 @@ "## Boosting muons four-momenta in the laboratory frame\n", "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", - "And the momentum components' distributions can be simply derived knowing the center of mass energy - s - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", + "The momentum components' distributions can be simply derived knowing the center of mass energy - $\\sqrt s$ - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", "\n", - "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert (\\sqrt(s)/\\lvert \\vec p^{\\,*}_\\mu \\rvert, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert ( \\frac {\\sqrt s}{\\lvert\\vec p^{\\,*}_\\mu \\rvert}, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", "\n", "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", - "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\beta / \\beta^*_\\mu)} $$\n", + "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\frac{\\beta}{\\beta^*_\\mu})} $$\n", "\n", "\n", "If we are considering, without loss of generality, a boost along the x axis, the relations between the energy and momentum components are the following: \n", "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", "\n", - "$$ E_2 = \\gamma ( E^*-\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^*_x ) $$\n", + "$$ E_2 = \\gamma ( E^*-\\beta p^{\\,*}_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^{\\,\\,\\,\\,*}_x ) $$\n", "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1^*=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1^*=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2^*=\\pi+\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2^*=\\phi^*$$" ] }, @@ -230,19 +239,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "4 To find out the inverse cumulative distribution function we define a uniform U(0,1) distribution and by interpolating the cumulative density function we extrapolate the angular value from the fitted function" + "4) To find out the inverse cumulative distribution function we define a uniform U(0,1) distribution and by interpolating the cumulative density function we extrapolate the angular value from the fitted function\n", + "\n", + "4) In order to sample the angles accordingly to the angle distribution, we use the inverse CDF method. \n", + "So we define a uniform distribution for $\\theta ^* \\in [0,\\pi]$ and we interpolate with three different methods available in the scipy library the $g(s, \\theta^*)$ function - the ordinate is represented by $g(s, \\theta^*)$, the abscissa by $\\theta^*$." ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -254,11 +266,6 @@ } ], "source": [ - "from scipy.interpolate import UnivariateSpline\n", - "from scipy.interpolate import InterpolatedUnivariateSpline\n", - "from scipy.interpolate import interp1d\n", - "from matplotlib import pyplot as plt \n", - "\n", "fig, ax = plt.subplots(2,3, figsize = (15,10))\n", "\n", "N = 10**5\n", @@ -276,11 +283,11 @@ " ax[0][i].plot(theta_star,\n", " g(s,theta_star),\n", " '*',\n", - " alpha = 0.1,\n", - " color = 'grey',\n", + " alpha = 0.005,\n", + " color = '#B0A084',\n", " label = 'Samples'\n", " )\n", - " ax[1][i].set_title('Angles distribution')\n", + " ax[1][i].set_title('Angular distribution')\n", " \n", "random_num = np.random.rand(N)\n", "num_sorted = np.sort(random_num)\n", @@ -288,38 +295,51 @@ "ax[0][0].set_title('CDF sampled with UnivariateSpline')\n", "ax[0][0].plot(inv_cdf1(num_sorted),\n", " num_sorted,\n", - " color = 'red',\n", - " label = 'inv_CDF'\n", + " color = '#73683B',\n", + " label = 'inv_CDF',\n", + " linewidth = 3\n", + "\n", " )\n", "\n", "ax[0][1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", "ax[0][1].plot(inv_cdf2(num_sorted),\n", " num_sorted,\n", - " color = 'green',\n", - " label = 'inv_CDF'\n", + " color = '#4F5D75',\n", + " label = 'inv_CDF', \n", + " linewidth = 3\n", " )\n", "\n", "ax[0][2].set_title('CDF sampled with interp1d')\n", "ax[0][2].plot(inv_cdf3(num_sorted),\n", " num_sorted,\n", - " color = 'green',\n", - " label = 'inv_CDF'\n", + " color = '#D64045',\n", + " label = 'inv_CDF', \n", + " linewidth = 3\n", " )\n", "\n", - "sns.histplot(inv_cdf1(num_sorted), ax = ax[1][0])\n", - "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1])\n", - "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2])\n", + "sns.histplot(inv_cdf1(num_sorted), ax = ax[1][0], color = '#73683B' )\n", + "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1], color = '#4F5D75',)\n", + "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2], color = '#D64045')\n", "\n", "ax[1][0].set_ylim(0,3000)\n", "ax[1][1].set_ylim(0,3000)\n", "ax[1][2].set_ylim(0,3000)\n", "\n", + "for i in ax[0]:\n", + " i.set_ylabel(r\"$g(s, \\theta^*)$\")\n", + " i.set_xlabel(r\"$\\theta^*$\")\n", + " \n", + "for j in ax[1]:\n", + " j.set_ylabel(r\"Counts\")\n", + " j.set_xlabel(r\"$\\theta^*$\")\n", + "\n", + "\n", "plt.subplots_adjust(left=None,\n", " bottom=None,\n", " right=None,\n", " top=None,\n", " wspace=0.3,\n", - " hspace=None\n", + " hspace=0.3\n", " )\n", "\n", "plt.show()" @@ -329,50 +349,53 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It can be noticed how changing the interpolating function leads to different distribution. In particular the 'Interpolate Spline' method is not able to fit the extrema of the distribution leading to a wrong angular distribution.\n", + "It can be noticed how different interpolating function lead to different distribution. \n", + "\n", + "In particular the 'Interpolate Spline' method is not able to fit the extremes providing a wrong angular distribution.\n", + "\n", "From now on, we will use interp1d as fitting method." ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ - "#CoM momentum cartesian components \n", "def mom_mu_cm(m_muon, s, t, p):\n", - " #p_norm = math.sqrt(1-(4*m_muon**2)/s)\n", + " #CoM momentum using cartesian components \n", " p_norm = np.sqrt(s/4-m_muon**2)\n", " p_x_cm = p_norm * np.cos(t)\n", " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", " p_z_cm = p_norm * np.sin(t)*np.sin(p)\n", " return p_x_cm, p_y_cm, p_z_cm\n", "\n", - "#positron energy in the laboratory frame\n", "def e_pos_lab(s, m_e):\n", + " #positron energy in the laboratory frame\n", " return s/(2*m_e)-m_e\n", "\n", - "#positron momentum in the laboratory frame\n", + "\n", "def p_pos_lab(s, m_e):\n", + " #positron momentum in the laboratory frame\n", " e_pos = e_pos_lab(s, m_e)\n", " return np.sqrt(e_pos**2-m_e**2)\n", "\n", - "#lorentz beta function\n", "def beta(s, m_e):\n", + " #lorentz beta function\n", " e_pos = e_pos_lab(s, m_e)\n", " p_pos = p_pos_lab(s, m_e)\n", " return p_pos / (e_pos + m_e)\n", " \n", - "#lorentz gamma function \n", "def gamma(s, m_e):\n", + " #lorentz gamma function \n", " return 1./np.sqrt(1-beta(s, m_e)**2)\n", "\n", - "#CoM energy\n", "def Ecm(s):\n", + " #CoM energy\n", " return np.sqrt(s)/2.\n", "\n", - "#boosting the muon-four momentum to the laboratory frame\n", "def boost(s, t, p, m_e, m_muon):\n", + " '''boosting the muon-four momentum to the laboratory frame'''\n", " e_cm = Ecm(s)\n", " b = beta(s, m_e)\n", " g = gamma(s, m_e)\n", @@ -382,28 +405,36 @@ " return px, py_cm, pz_cm\n", "\n", "\n", - "#montecarlo sampling to get theta^* distribution with inverse cdf method\n", "def mc_sampling(s, m_e, m_mu, N):\n", + " '''montecarlo sampling to get theta^* distribution with inverse cdf method'''\n", " prob = np.random.rand(N)\n", " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", " muon_1 = boost(s, theta, phi, m_e, m_muon) \n", " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", + " return np.asarray(muon_1 + muon_2)\n", + "\n", + "\n", + "def mc_df_sampling(df, m_e, m_muon):\n", + " #redefining sampling function in order to use dataframe and multiple number of energy values\n", + " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", + " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", + " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", " return np.asarray(muon_1 + muon_2)" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "#generating 10^5 events\n", + "N = 10**6 #generating 10^6 events\n", + "\n", "events = mc_sampling(220**2, m_e, m_muon, N)\n", - "events = events.T\n", - "df_monochromatic = pd.DataFrame(events, columns = [\n", + "df_monochromatic = pd.DataFrame(events.T, columns = [ \n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -417,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -452,48 +483,48 @@ " \n", " \n", " 0\n", - " 25355.234125\n", - " 17.038577\n", - " 24.193985\n", - " 22002.473516\n", - " -17.038577\n", - " -24.193985\n", + " 25894.683782\n", + " 12.344074\n", + " 26.037954\n", + " 21463.023859\n", + " -12.344074\n", + " -26.037954\n", " \n", " \n", " 1\n", - " 19783.814383\n", - " -23.811669\n", - " -6.473976\n", - " 27573.893258\n", - " 23.811669\n", - " 6.473976\n", + " 21379.083627\n", + " 21.927569\n", + " -18.475746\n", + " 25978.624013\n", + " -21.927569\n", + " 18.475746\n", " \n", " \n", " 2\n", - " 18234.474318\n", - " 17.043584\n", - " 2.482067\n", - " 29123.233322\n", - " -17.043584\n", - " -2.482067\n", + " 17700.462459\n", + " -10.699834\n", + " -7.107830\n", + " 29657.245182\n", + " 10.699834\n", + " 7.107830\n", " \n", " \n", " 3\n", - " 26302.349829\n", - " -27.392301\n", - " -6.118750\n", - " 21055.357811\n", - " 27.392301\n", - " 6.118750\n", + " 27100.985089\n", + " -25.781861\n", + " -4.344934\n", + " 20256.722551\n", + " 25.781861\n", + " 4.344934\n", " \n", " \n", " 4\n", - " 21884.614908\n", - " 16.293768\n", - " -24.522397\n", - " 25473.092733\n", - " -16.293768\n", - " 24.522397\n", + " 27551.622749\n", + " 4.996805\n", + " 24.241969\n", + " 19806.084891\n", + " -4.996805\n", + " -24.241969\n", " \n", " \n", " ...\n", @@ -505,86 +536,86 @@ " ...\n", " \n", " \n", - " 99995\n", - " 24150.014165\n", - " 15.321841\n", - " 26.396179\n", - " 23207.693476\n", - " -15.321841\n", - " -26.396179\n", + " 999995\n", + " 17440.359370\n", + " -2.408273\n", + " 9.520175\n", + " 29917.348271\n", + " 2.408273\n", + " -9.520175\n", " \n", " \n", - " 99996\n", - " 27027.267102\n", - " -13.371795\n", - " 22.705700\n", - " 20330.440539\n", - " 13.371795\n", - " -22.705700\n", + " 999996\n", + " 22742.574795\n", + " 25.022251\n", + " 17.066842\n", + " 24615.132845\n", + " -25.022251\n", + " -17.066842\n", " \n", " \n", - " 99997\n", - " 18949.766260\n", - " -20.907355\n", - " 4.070096\n", - " 28407.941381\n", - " 20.907355\n", - " -4.070096\n", + " 999997\n", + " 28443.439570\n", + " 20.998907\n", + " 2.335892\n", + " 18914.268071\n", + " -20.998907\n", + " -2.335892\n", " \n", " \n", - " 99998\n", - " 21056.898670\n", - " 3.259927\n", - " 27.880541\n", - " 26300.808970\n", - " -3.259927\n", - " -27.880541\n", + " 999998\n", + " 29071.765894\n", + " 17.344809\n", + " -2.799770\n", + " 18285.941746\n", + " -17.344809\n", + " 2.799770\n", " \n", " \n", - " 99999\n", - " 26688.151600\n", - " 19.747535\n", - " 18.732735\n", - " 20669.556041\n", - " -19.747535\n", - " -18.732735\n", + " 999999\n", + " 20771.217072\n", + " 11.416606\n", + " -24.970433\n", + " 26586.490569\n", + " -11.416606\n", + " 24.970433\n", " \n", " \n", "\n", - "

100000 rows × 6 columns

\n", + "

1000000 rows × 6 columns

\n", "" ], "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 25355.234125 17.038577 24.193985 22002.473516 -17.038577 \n", - "1 19783.814383 -23.811669 -6.473976 27573.893258 23.811669 \n", - "2 18234.474318 17.043584 2.482067 29123.233322 -17.043584 \n", - "3 26302.349829 -27.392301 -6.118750 21055.357811 27.392301 \n", - "4 21884.614908 16.293768 -24.522397 25473.092733 -16.293768 \n", - "... ... ... ... ... ... \n", - "99995 24150.014165 15.321841 26.396179 23207.693476 -15.321841 \n", - "99996 27027.267102 -13.371795 22.705700 20330.440539 13.371795 \n", - "99997 18949.766260 -20.907355 4.070096 28407.941381 20.907355 \n", - "99998 21056.898670 3.259927 27.880541 26300.808970 -3.259927 \n", - "99999 26688.151600 19.747535 18.732735 20669.556041 -19.747535 \n", + " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", + "0 25894.683782 12.344074 26.037954 21463.023859 -12.344074 \n", + "1 21379.083627 21.927569 -18.475746 25978.624013 -21.927569 \n", + "2 17700.462459 -10.699834 -7.107830 29657.245182 10.699834 \n", + "3 27100.985089 -25.781861 -4.344934 20256.722551 25.781861 \n", + "4 27551.622749 4.996805 24.241969 19806.084891 -4.996805 \n", + "... ... ... ... ... ... \n", + "999995 17440.359370 -2.408273 9.520175 29917.348271 2.408273 \n", + "999996 22742.574795 25.022251 17.066842 24615.132845 -25.022251 \n", + "999997 28443.439570 20.998907 2.335892 18914.268071 -20.998907 \n", + "999998 29071.765894 17.344809 -2.799770 18285.941746 -17.344809 \n", + "999999 20771.217072 11.416606 -24.970433 26586.490569 -11.416606 \n", "\n", - " $pz_{\\mu_2}$ \n", - "0 -24.193985 \n", - "1 6.473976 \n", - "2 -2.482067 \n", - "3 6.118750 \n", - "4 24.522397 \n", - "... ... \n", - "99995 -26.396179 \n", - "99996 -22.705700 \n", - "99997 -4.070096 \n", - "99998 -27.880541 \n", - "99999 -18.732735 \n", + " $pz_{\\mu_2}$ \n", + "0 -26.037954 \n", + "1 18.475746 \n", + "2 7.107830 \n", + "3 4.344934 \n", + "4 -24.241969 \n", + "... ... \n", + "999995 -9.520175 \n", + "999996 -17.066842 \n", + "999997 -2.335892 \n", + "999998 2.799770 \n", + "999999 24.970433 \n", "\n", - "[100000 rows x 6 columns]" + "[1000000 rows x 6 columns]" ] }, - "execution_count": 33, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -595,12 +626,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -612,26 +643,31 @@ } ], "source": [ - "#plotting momentum components distribution in the \n", + "#plotting momentum components distribution in the LAB frame\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", + "\n", + "\n", "#px\n", "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000,\n", " ax = ax[0],\n", " bins = int(np.sqrt(N)),\n", - " kde = True\n", + " kde = True,\n", + " color = '#73683B'\n", " )\n", "#py\n", "sns.histplot(df_monochromatic['$py_{\\mu_1}$']/1000,\n", " ax = ax[1],\n", " bins = int(np.sqrt(N)),\n", - " kde = True\n", + " kde = True,\n", + " color = '#4F5D75'\n", " )\n", "#pz\n", "sns.histplot(df_monochromatic['$pz_{\\mu_1}$']/1000,\n", " ax = ax[2],\n", " bins = int(np.sqrt(N)),\n", - " kde = True\n", + " kde = True,\n", + " color = '#D64045'\n", " )\n", "\n", "plt.show()" @@ -641,7 +677,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. While $p_x$ distribution displays a concavity and is maximum at the interval extremities due to angular distribution and laboratory boost." + "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. On the other hand, the $p_x$ distribution displays a negative concavity and peaks at the interval extremes." ] }, { @@ -655,7 +691,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;" + " \n", + "7. Repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n" ] }, { @@ -664,18 +701,17 @@ "source": [ "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For $s$ we assume a Gaussian with mean in 48.4 GeV and variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. \n", "\n", - "As the icdf method is not runnable, due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n", - "\n" + "As the usingInvCDF method is not feasible due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -687,7 +723,7 @@ } ], "source": [ - "\n", + "#Showing the accept-reject method main idea\n", "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", "\n", "thetas = np.linspace(0,np.pi,100)\n", @@ -698,25 +734,25 @@ "ax.set_ylim([0,0.55])\n", "\n", "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", - " head_width=0.2, head_length=0.01, fc='g', ec='g')\n", + " head_width=0.05, head_length=0.01, fc='g', ec='g')\n", "\n", "plt.text(np.pi/4-.65, 0.45, 'Reject', fontsize=16)\n", "plt.text(np.pi/4-.65, 0.04, 'Accept', fontsize=16)\n", - "ax.legend()\n", + "ax.legend(loc = 'best')\n", "\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -729,33 +765,28 @@ ], "source": [ "#generating energies in CoM (s=220**2 )\n", - "energies_gauss = np.random.normal(48400 , 500, 200294)\n", - "#we are sufficiently (>3 sigma) far from threshold. Pair production is ok\n", + "energies_gauss = np.random.normal(48400 , 500, 200294) \n", + "#48400: s=220**2=48400\n", + "#500: std_dev of the gaussian distribution\n", + "#200294: Number of generated events\n", "\n", - "#accept and reject method for theta generation\n", + "#we are sufficiently (>3 sigma) far from threshold. Pair production threshold is ok\n", + "\n", + "#accept and reject method for angular distribution generation\n", "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", "check = np.random.uniform( 0, pf(energies_gauss,np.pi/2), len(energies_gauss) )\n", "\n", - "pd_df = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", - "pd_df[\"angles\"] = pts\n", - "pd_df[\"check\"] = check\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", - "pd_df = pd_df.dropna()\n", - "\n", - "pd_df = pd_df.iloc[:N]\n", + "df_energies_real_beam = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", + "df_energies_real_beam[\"angles\"] = pts\n", + "df_energies_real_beam[\"check\"] = check\n", + "df_energies_real_beam[\"label\"] = df_energies_real_beam.angles[df_energies_real_beam.check < pf(df_energies_real_beam.energies, df_energies_real_beam.angles)]\n", + "df_energies_real_beam = df_energies_real_beam.dropna()\n", + "df_energies_real_beam = df_energies_real_beam.iloc[:N] #Taking only the first N values\n", "\n", - "#redefining sampling in order to use dataframe and multiple number of energy values\n", - "def mc_df_sampling(df, m_e, m_muon):\n", - " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", - " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", - " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", - " return np.asarray(muon_1 + muon_2)\n", "\n", + "events = mc_df_sampling(df_energies_real_beam, m_e, m_muon)\n", "\n", - "events = mc_df_sampling(pd_df, m_e, m_muon)\n", - "\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", + "df = pd.DataFrame(events.T, columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -784,28 +815,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Since cross section and differential cross section don't depend on position the only difference in the simulation must be about the collision position. We proceed defining the new distribution and showing how collision points follow it. The points can be simply generated using a uniform distribution over the axes y and z by selecting the points that satisfy r < 1." + "Since the total and differential cross sections do not depend on the position, the only difference in the simulation regards the collision point. We proceed defining the new distribution and showing the new collision points. These can be simply generated using a uniform distribution over the axes y and z by selecting the points satisfying r < 1." ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ - "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) # Point generation\n", - "acc = pts[np.sum(np.square(pts), axis=1) < 1] #Accepted points, accept-reject method\n", - "acc = acc[:10**5] #List of 10**5 valid points" + "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) #point generation\n", + "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", + "acc = acc[:10**5] #array of 10**5 valid points" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -818,9 +849,11 @@ ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(7,7))\n", - "plt.scatter(acc[:,0],acc[:,1], label='Collision points',marker = '*', alpha=0.02, c='r')\n", + "plt.scatter(acc[:,0],acc[:,1], label='Collision points',marker = '*', alpha=0.02, color = '#73683B')\n", + "#FILIPPO TROVA UN MODO MIGLIORE PER FARLO\n", "ax.set_xlabel('Y coordinate')\n", "ax.set_ylabel('Z coordinate')\n", + "ax.set_title(\"Points distributions\")\n", "plt.show()" ] }, @@ -851,22 +884,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "freq = 10**6\n", "rhoBe = 1.848 # g/cm^3\n", @@ -914,17 +934,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "47571.03165490111 MeV\n" - ] - } - ], + "outputs": [], "source": [ "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", "z_max = 3 #cm\n", @@ -946,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -961,7 +973,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -976,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1009,22 +1021,9 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", @@ -1055,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1065,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1084,7 +1083,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1116,22 +1115,9 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", @@ -1167,7 +1153,7 @@ "\n", "### Contact\n", "\n", - "* Marco Zanetti \n", + "* Marco Zanetti (very poor..) \n", "* Camilla Curatolo \n", "* Jacopo Pazzini \n", "* Alberto Zucchetta " @@ -1211,7 +1197,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4, From db8ef1d9e274f58197930fd5ac8d876d96f28c95 Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Sat, 20 Feb 2021 10:28:55 +0100 Subject: [PATCH 25/39] 20 feb --- Project.ipynb | 278 ++++++++++++++++++++++++++++++-------------------- 1 file changed, 167 insertions(+), 111 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 541f6b1..b280f84 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -95,6 +95,7 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", + "import matplotlib.colors as clr\n", "from scipy.interpolate import UnivariateSpline\n", "from scipy.interpolate import InterpolatedUnivariateSpline\n", "from scipy.interpolate import interp1d\n", @@ -254,7 +255,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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20256.722551 25.781861 \n", - "4 27551.622749 4.996805 24.241969 19806.084891 -4.996805 \n", + "0 27413.532926 24.318443 -6.627569 19944.174714 -24.318443 \n", + "1 27046.287350 20.410877 -16.582920 20311.420291 -20.410877 \n", + "2 20123.855342 3.156629 25.565857 27233.852299 -3.156629 \n", + "3 28282.959142 5.888772 -21.075542 19074.748499 -5.888772 \n", + "4 27601.176448 -13.978531 -20.221422 19756.531193 13.978531 \n", "... ... ... ... ... ... \n", - "999995 17440.359370 -2.408273 9.520175 29917.348271 2.408273 \n", - "999996 22742.574795 25.022251 17.066842 24615.132845 -25.022251 \n", - "999997 28443.439570 20.998907 2.335892 18914.268071 -20.998907 \n", - "999998 29071.765894 17.344809 -2.799770 18285.941746 -17.344809 \n", - "999999 20771.217072 11.416606 -24.970433 26586.490569 -11.416606 \n", + "999995 27023.256790 -22.901232 -13.056282 20334.450850 22.901232 \n", + "999996 22587.941307 -29.936152 -3.801602 24769.766333 29.936152 \n", + "999997 19013.072546 -4.378231 21.150631 28344.635095 4.378231 \n", + "999998 28613.491409 -9.474367 17.917957 18744.216232 9.474367 \n", + "999999 29960.092780 5.522230 -7.374948 17397.614860 -5.522230 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -26.037954 \n", - "1 18.475746 \n", - "2 7.107830 \n", - "3 4.344934 \n", - "4 -24.241969 \n", + "0 6.627569 \n", + "1 16.582920 \n", + "2 -25.565857 \n", + "3 21.075542 \n", + "4 20.221422 \n", "... ... \n", - "999995 -9.520175 \n", - "999996 -17.066842 \n", - "999997 -2.335892 \n", - "999998 2.799770 \n", - "999999 24.970433 \n", + "999995 13.056282 \n", + "999996 3.801602 \n", + "999997 -21.150631 \n", + "999998 -17.917957 \n", + "999999 7.374948 \n", "\n", "[1000000 rows x 6 columns]" ] @@ -631,7 +632,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -745,14 +746,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -820,7 +821,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -831,14 +832,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -848,9 +849,10 @@ } ], "source": [ - "fig,ax = plt.subplots(1,1,figsize=(7,7))\n", - "plt.scatter(acc[:,0],acc[:,1], label='Collision points',marker = '*', alpha=0.02, color = '#73683B')\n", - "#FILIPPO TROVA UN MODO MIGLIORE PER FARLO\n", + "fig,ax = plt.subplots(1,1,figsize=(8.5,7))\n", + "h=ax.hist2d(acc[:,0], acc[:,1], bins=1000, cmap='autumn', norm=clr.LogNorm())\n", + "fig.colorbar(h[3], ax=ax)\n", + "\n", "ax.set_xlabel('Y coordinate')\n", "ax.set_ylabel('Z coordinate')\n", "ax.set_title(\"Points distributions\")\n", @@ -884,18 +886,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "freq = 10**6\n", - "rhoBe = 1.848 # g/cm^3\n", - "N_a = 6.022*10**23\n", + "rhoBe = 1.848 #g/cm^3\n", + "N_a = 6.022*10**23 #Avogadro's number\n", "Z = 4\n", "M = 9.012 #u\n", "l = 6 #cm\n", - "rho_elec = N_a * (rhoBe*Z) / (M)\n", - "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *389\n", + "rho_elec = N_a * (rhoBe*Z) / (M) #\n", + "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *38937\n", "deltaT = 60 * 60 * 24 * 7\n", "fweek = fmu * deltaT \n", "\n", @@ -934,9 +949,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "47571.03165490111 MeV\n" + ] + } + ], "source": [ "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", "z_max = 3 #cm\n", @@ -958,7 +981,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -973,7 +996,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -988,7 +1011,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1021,9 +1044,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", @@ -1043,7 +1079,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1054,7 +1090,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -1064,7 +1100,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1083,7 +1119,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1115,9 +1151,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", @@ -1173,6 +1222,13 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, From 48843f0043ee881f26b6c22a7b1c305d86f60ad9 Mon Sep 17 00:00:00 2001 From: lordome Date: Sat, 20 Feb 2021 12:05:10 +0100 Subject: [PATCH 26/39] sono troppo forte --- Project.ipynb | 385 +++++++++++++++++++++++++++++++------------------- 1 file changed, 241 insertions(+), 144 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index b280f84..e8da0bc 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -60,7 +60,7 @@ " $$ \\beta^* = \\frac{p_{e^+}}{E_{e^+}+m_{e^-}}$$\n", "Moreover, as we consider a process in which two muons are produced ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $ (The energy of the incoming positron needs to be over a certain threshold to produce the muon pair ( $\\sim 45 \\, GeV$ )\n", "\n", - "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $\\sqrt s = \\sqrt{p_{e^-}^2+p_{e^+}^2} = 2E^*$ ( $\\sim 2m_\\mu$ in the considered case).\n", + "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $ s = (p_{e^-}+p_{e^+})^2 = 4E^{*2}$ ( $\\sim 4m_\\mu^2$ in the considered case).\n", "\n", "And so, it follows:\n", "\n", @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +255,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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19074.748499 -5.888772 \n", - "4 27601.176448 -13.978531 -20.221422 19756.531193 13.978531 \n", + "0 22416.292379 -0.915700 30.017813 24941.415261 0.915700 \n", + "1 23906.316516 22.044845 21.194715 23451.391124 -22.044845 \n", + "2 17210.200175 5.708715 -0.853988 30147.507466 -5.708715 \n", + "3 17433.668801 -0.870430 9.688830 29924.038839 0.870430 \n", + "4 23627.487595 -28.304509 11.623490 23730.220046 28.304509 \n", "... ... ... ... ... ... \n", - "999995 27023.256790 -22.901232 -13.056282 20334.450850 22.901232 \n", - "999996 22587.941307 -29.936152 -3.801602 24769.766333 29.936152 \n", - "999997 19013.072546 -4.378231 21.150631 28344.635095 4.378231 \n", - "999998 28613.491409 -9.474367 17.917957 18744.216232 9.474367 \n", - "999999 29960.092780 5.522230 -7.374948 17397.614860 -5.522230 \n", + "999995 24987.114335 20.346568 -22.031555 22370.593306 -20.346568 \n", + "999996 26334.690770 9.833471 26.218229 21023.016870 -9.833471 \n", + "999997 21501.302026 -25.698568 -13.174368 25856.405614 25.698568 \n", + "999998 29319.383966 10.108614 12.146536 18038.323674 -10.108614 \n", + "999999 19608.921104 -1.052522 24.036192 27748.786536 1.052522 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 6.627569 \n", - "1 16.582920 \n", - "2 -25.565857 \n", - "3 21.075542 \n", - "4 20.221422 \n", + "0 -30.017813 \n", + "1 -21.194715 \n", + "2 0.853988 \n", + "3 -9.688830 \n", + "4 -11.623490 \n", "... ... \n", - "999995 13.056282 \n", - "999996 3.801602 \n", - "999997 -21.150631 \n", - "999998 -17.917957 \n", - "999999 7.374948 \n", + "999995 22.031555 \n", + "999996 -26.218229 \n", + "999997 13.174368 \n", + "999998 -12.146536 \n", + "999999 -24.036192 \n", "\n", "[1000000 rows x 6 columns]" ] @@ -632,7 +632,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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+Ngz2MZU8V/7rK1cjTlZKbbMgWljha6qVqH0cvN3/Egtrsz/FIlHk9SilsfTp3+LK635vwG0MCmtHWGc7kOO23PY4joOlC+/DldfeG3qfco9Bf6pIMsHusxGKHSNau+mHhmFks9qi3tfgfYPC7u/fV2td9Wy5/O8L/+cofnbErTdcXpPPSX6bgNz6D+7v7qobt990RehzBE/G8/8WdYIlAsx/YjnuvPkqGIYBy7JyTpQH8x3ht8UPnoQdG34QJeq7vNTzRh0XA2l32GP8AMJtN14e8ojqCO6bUvcDih+ntQ7WDUGzAPw7gDmB234MYJXW+mci8mPv978UkbMA3ArgbADHA3hWRE7TWjsA/hPADwG8AWAJgCsALK12Y/0rr8fdc1dZ9w+rLRClP+gRXdfFH5AB0ecPSmvsnj0XKdPE7vtnY8o9d4bezzTNbPbGlLvviNymffQoOpatRNfLr8Da8gmCo/J9z78Eo70dqZNnIHX6aWg58wxgxozsNImoc60DD87DcT+425tiobJtnnLnbZH7J186nc4J4Fp79iL9yadwNm9Bx5MLkRo7BpmdO9G5Zi1Skyfh4MIlOO53Ct83rTW0ZUP39qJv02ZYe/Zg99/+/wDLgk5ncOz+WbA/+Ai7X3kVzSecAHv/fiCZhN3ehl3/9HNgzJjQz3RYpoi2bahjHeh77Q3YGzZi/y9+BefQIfSt34Ddq56Hc+QI4DhIA9j/7Cr3QSJAczMs24Z2FHTHMXS/8BJUd3f2vdj/5ls52975zFJIU5P7WBFoy8LOxcsgXhaHNKWwb8unsA8cwJHePvSMHw+npRlq23Z0L12Onu5uOEeOwjl8BPbBg8js2Imtjz8FeK9z15MLc7bX81Tu7wAgAA69/mb/a29uxv5du2D3pSFTJoVm8zhKwTAEEggQKa2xb/ZcHP+792RvM4pcEMhOKxnEeUDUeXj+1JNSRUSrlfmTj2fZZTDEgB1Y515pjeVLZsE0zIIvdMdx02VSqdSADpzwE2RkT9byT4YqOQmMUosDq1igJv9+oRHQEvsuaoAx2LY2it8GP5262ElvNRTbb47jwLYdJBK5Jx1AZfuo1HtU+N73d7h+gCWVSoUen8Hb8jOd/CAiAKRSqbw2FT/eg4PRsGPRvy3uWSMjkZ/hMv/x5bjzlqsAFH+v/UGff99iggPEWvUTweMt6vj1RRVtHKjgFZywfkcphfmPL0Ei2RTZhmB6tf85evjJZUimmiO3W3j1085+f857dDGuu/JbUFplP28DfY1+UOWu71/tbae/7wmr21PudoLBmlIDdv//qBR3IHowFtaX1vN7q5z9wSlwxWmtXxKRGXk3XwfgIu/n2QBeAPCX3u0LtNZpAJ+KyGYAF4rIVgCjtdavA4CIzAFwPWoQpAAqu/I62EGKbdvZ797IbTi5afdK6Zy6FP3Bj37BQKI/4MsZTGuNvvdX4+hzL6Dn9TcB20bq9NPQdsuN6Nu+HUg1AbaNttNPB/buRXrLJ+h4ciE6Hn3CfYKWFuzfuQuJCeNhjh0DSaZgrVmLw799APaRI8isW49dr78Ja+8+QClYIoAhOPThR9CWjYOpJFIzT4VOpyNft3X4MHb/63+gafRopFd/AGf/gezfut5fnf15/8uvuT+IYMfzz8Nob4d9+Aj6XnwZzuEj2Pb4k4A3lji8dHnBdnq2bIE2DEgqBefQIagDB4F0GnAcd4+J4MiHH0FMEx3HHYemacfDaG1FpqcX+x57HNLRCd3ZCbujAzu9gf6xFSvddm7aDHP8BIhpoumcs2GMG4fuzZthtrZBtTRj0p2348AzSyAAFDQm3XEbjj38KMbffiv2PzgPk2/8Hg4+OB9jL/02rCNHcXTZCohtQTIWUqecDEMEIkDP2vVQWqF55kyk160HMhk4HR3Qhw6j+/kX0NXdk329x95+FwBgtLcjMXECjHHjYBw3BW0XfAFIJND90RqMuvACGMkkut55D4ZhoP2rX4YSAMkkpKkZR196BUqAsRd9E2Ymg/Sefeh4dhXSa9YC3rb2rP4Q7Rd+ES1fOB+pc88uOD6DNZXyP3NKa+ydMxfjb70l9NjwzxsqGXM6SuUE4KLuEwzsl6pZUisMUhRR7A0pZ5BSzS/tYJaF37ZSB2TYFbqwvw1E8IR6MJkXYY8rh1LuspfX3PAHkdsNa8dAAziDPREs93n89/mq634fIhIalIp6LwcrLGhg23a2HZWyLAvLnrkf197wh2U/ppw50VEDN59SCoue/DVMQ3DtjX9U9rYdx52nuWLxLHzn6h8U/j0vXZJxitoIy4YACo/P/Pv5GQamGf61Fva5CRuQR10dD5tnX4sBouNEZ0EN5LmCn6XIueNKYf7jy0ODMH46dak+wLIszH1kMZRykEi6n9FK+41goAPQeGzRs0ilmhAxhbYs7hVXhYSZDL293OfI/91xbIhhwjBzr/j6wTLDMJAYQLZV1PvjH9th/b1/vDQq0O5/HvwMn3IfE3VuVE6Giv8cQHyyHAdgitZ6DwBorfeIyGTv9mlwMyV8O73bLO/n/NtDicgP4WZd4MQTT6xis6OzrTK2lQ386UwG6uBBOEePwenrQ0dHJ6yt29D96uvQ6QzQmsgJEu6bPbcgG0Jrnb1I5wZAFbRS6Ht/NTLvvOteBU+nkVEOep5ZAq0V9q9dD2P8OFgHD6Fr8iT0rFmLyb9zDxzbxp4HZqMZQPe776PjnXdhL1mOw48/BSSTGH3NlWi/4nKY0453C4/PfzjbjvZrr0ZLSwsAwOrtRWbLJ9g3ey5w+DDsnTvR9977kECx2M7Nm2GMHgMoB8lTT4GVTAKGAdMQKMuBtLfB3rQFh2fPzT5m9+tvIDljBoyxY5D+5FPs27ULzs5dyGzdBgDobWmBHjsWY//w95E4+SQcefEljLnpBqQsGwcWPIJRF34RRmcnOl94CU1Tj4Pq7oZj27C1dgff538OvZu2QCUTaL/4IvS8/S7M5mboZBI6mcDke+7CvgcfgimCKffciX1z5sGyLdidXUh1dcE5chSSTMLesBEHfv5vBceEBoC2NsjoUWi/7BJ0b9+BMTfdgJ7X38CUe38HWmscnPsQJtx1BxzHQc+cuTAME4YIzPHj3M+61gUD9YRpwhw1Ck5rCw69+jom3nErjHXrYXiX9zszGaRMA8fdcxfScx8ClEKv0kheeAFMw8BxP7gbux6YjePuvhPNqRS6DxzA/gfnYcL3b0Fi7Bhow0BzczMsy8K+2XMx9p474TgOujNptF33XaRSKfQd6wAAtF52Sc7xLxs2Ao6DpvM+i1QqhUQmg2NHjiCZTAC9fXD27EUqlULHqudx7JklgGEAbW3AmNHA6NFAayt2/+wfMOG710AfPgyVSCC9aTMc2waUgjp4CKIcWOvWQx06DPvAARiTJhX/bCoF01BwOjqR3rEDaucudC5ajL4PP8JhAOrTTyGjRkF1dgITJhR9LqUUds+eCzMb4KsvBikCskVSlIIZyG1xSkR3o/hp9Vd893cBVF7ELf+AiMv8zUoOVNu2syds1RaX/VENwS98P5ti2aL7cqb+VPp8/iAqeMJXKaUUliy8D5df/QO0tbVlby83kyUsmOdHjsOu2iqlIoMEYaIycQwxsl9gwb+VMygRFJ9vT7UVzHAoNe0h/37lHuN+ICDseAhedS+2/WIDqVJXzoP3q0WwQ6nwQIcfjLjl+ksLHuNfMalU8HvN3f9R1dRLVCVXbm2YR55eidtuuCLbJqXcYJIBs6Lv0GqKCpyFcetrLMH3v3d50fsW60P99y94dSx4v2KP9feRiGTfE78dUYH8SvnbF5FsX55IJKr2newfp6X6gGEs7MDRRW4PpbX+NYBfA8AFF1xQ0w+N0hr7HnwICSuDjocWoG/FKuijR/vvkEigb89e6K4uHNuwETAMOCdMR/e5Z6PpnLPdz3jIqwsW2Rxz4QVwVn8ItWMnDj/xNJBMAGPHAuPGwkgk0HzG6ehbuw4wDFibP4G9dy+Ort8AANj5/IvZ5+wFsOvpZ9wB48QJGPUH98LasQvj7/1BNsgY1sdkj/tkEs1nngF9yskwTjkJE++8HQfmzQeUxuRbb8bRJ57GpLtuRyaTwZH5j2DCPXei5/7Z0MqBmUwBWmPM92/CsUceg+E4GPulC3HwoYfRNHYMrO07kNm0CaqnF1ZPD5LTpmHU17+G3l27Mf4Pfw9HH30Co66+0u0H33gTB55ciCl33gZ79Ch0bNyIab/7A2QOH8HEu24HAOyd/SAyXrHETuUgMfNUQCskvnA+5NNtMEwDSgOIODcSEaC1FcaY0XCmTkWfbaH9jDMw+btXQR04CLu7Cw4ER155FU5rCwwzAcMQjL7zdvTMmQc58QSot97B3tkPYtKdt+c8t6MUTBGImNksmGBRx+zU+kAthFI1L/x6D/7KGv6SptnXY5owx4yB8gIF2jCwd85cnPh7vxv6+oNTWfxM3HL7OWlrg3nKSZh4z11IimDbP/wTmidNRvcrrwGHDsHZuSt73/2vvg4ASAPYs3JVwXMde/FlAMDO518ADAPG2DHQGjiwdRvMceOQaGkGbAeZNWuhO7tgdXWie8Gj2ccffd2NeXavXe++LgAHXnwZienT0PrZc5E460zo3t6cbWa/LwyjZOZFrTBIUSFHqeyJreM4SPd1Ye/uTzBxUngwO3fOq8IzT/0G37nqnpInv34nGTzJiRpsRkW0i83FHuigtVL+/H2/DkA15nb7J/ZOxFzA4MA1LFV/oCc9wStkUYOSstOtyrh/JQOuqOdyHLf4zuKnfoOrr//9sp6vkGDF4lm47qb+rIT8zJ7g9qKWuPUHho7jZAMRUVk4wd97e3tDrxL6V1hs2y44TXOUqijbKedzqjWWLX4Al11xd2iwkGqv2BQhABUHJQa7/air2w8/ubJkqn/+8wCDzzJzHHdaRHNzs5dFUti3RQ3oDW/5ucLpA+5zNjU1BQIOpflBne9/77LQvxcrmBnWztw2KfT2ZeBnp65e8zFeffMDXHvFN5H22urvn2ANjOoHfcKndSgVHvgMO378f/79y5luFNX/KKWw4IlluOPmq0P/5mc0LHhiOe64+arI7LNKgi/52/D3x9xHFuGW6y/PBkWqZThdhChin4hM9bIopgLY792+E8AJgftNB7Dbu316yO01F5z/HjwuHad/CoZs2w77gw/RpTWMSRNhnnM2jEmToMeMhmMI+jIWmkwDYy/8IjpmzYG9dTsO/NX/hHn8VLReegl0X1/ONrXWyGzfDrVuPext23DwsScAw4BMPQ6jb78V3Zs3Q4lAKTdINvbO23D4oQWY5F2p3zNrDuzOLrRYFkZ99lwcfeElN6uqqRmTb7kROGkG9j78GJq++hWkH3k8+7p2zZqDSbff6mZMQrIXPCzLwu5ZD2LKXbeH9jFiGDC8Prns/WoYwMxTYZ4+ExPuvjO7Tw/OW4CJd9yKg/MWYPT3rkV6/iOQRKKgvwwO2sOmswRll2rVGgceWoCEmYDh1XIol2kYgADGpIloOn4qlLcihLFmLZRj59w3uJ1UIKssKiPYPY40tBYv4KCxd+5DaE4kAq+reFv7pzJEB3Dz+6nQFVCc/iU2d896MBtA2zP7QUy+8/bSWV5eAMYnySSSxx2H9ltuQq9ynzspAqTTkL4+jPrWN3B4+UokIBhzyUXQEGgBjj33AiCCtm9/Cz2rXsCYL3we6tBhpPfuRe+atXAOHETm402AbUMSSahMBtLaApk6FW3f/DqS06eh8613MOHO23H4mSUYd9MNOHD/A5CubrSefBLsDRvR+cKL0EuWAQB2rVmP9m9+DbqnN7sf8oNH9cQgRQj/CkFQNg1VORAAXZ2HsHXTu+jt6cCa91YgkUhi1JjJmDBpOnp7u5BMjiuIALpvNrD8mQdw1XW/B9MsrGnhb3/x07/FFdf8Tt4JUWExw/yBtz8oXbroflwZyOAInpD6y0Ve870fhl4NDJ7oVWOQFhws+oPbK757b81Spcv5+0C27WfGXH397xcEhKpRUG8w+7nUFcb8VHWtNGCW396wVPdKTiLzj6PgHHM/qFFsTmvUifqip34DZdtoaQ6f9+4HRqIopbBy6WxcfV1uACcqwJENshVZSoziqdRn339vw24PfrZyjuMBDKTKDRL7x2544MHNOLjz5uhsD6UUHlv0LBKJZN7tDvr6+vD4M8/hzpuvznnOh59ajttvvAoPP7kct98UPXhWyoEY/cEBwyg/SJP/WdbaHXCnLQtHjnajo7MX/++/zMHmT3cik8k96X35zY8AAC+98SEAoCmVxKj2FlgOcORoBzq6ujFuzOiKth92H78/jyrA6gcbpEggNKxwaPB2wzAGNRAvZ0WX4H38rMZksv948IMNt90YHmSIOj9ws5CcbMZG/uejWN2NKKX2VXD7tcg+apCFAO4B8DPv/6cDtz8kIv8Mt3DmTABvaa0dEekUkS8DeBPA3QAK8+6rIBh8APqvagePn/4+UwObNkOvXQeZPBmT/tf/B50vvNT/XEoBjg3TMCCGgdQZp8M477NIffZcNE2fjp6Vq9A5x532sPO91UhOmoTMzp3oXrYCzqHDAACZPAmj7r4TPTt3QlIpNH/5QnRu2VJQoNP2jk/D25Y5ahTMVAqjrroCR/fshXYcJFIptF3wBfTmXTn2Za/MewNNrY3scVisTsdA6nL4GSjJROFFGMdxslnd/u+WY2cDJWHPtXfOXCS9ukZuJlr/+ZX72iTnNUa+Fqewvkf2NSoHux+YgxN+73dCH5tfSFNrVfz8Lu9vSmvsmzvfPV4gUFpj16w57kDZqOxcOZiNYVkW9s2Zh/G33ZLNsPD7yFLfDZbtFnMVEex78KGcQFXY+be7AIMBEfe5bdvOrmziE9ME2tpgtLchcc7Z0O9/AGUYOLx2HY7zAlad69zMh9Q5Z6N7zTq0XnYJTNNEb28vrIcexqS73ICJP57cM+tB98KAUujq6MSUL5wPtWEjMKodIgJJJiDt7ZD2UWj73nVIpVJImia6N2zEgQdmw9DAkQcfAkwTXZ85AcmLvullpki2T8h/f2tpRISqq0FrjWeXzQG0Ribdg03rXoPj2Jhx6hdwy13/N7741e+iu+swNm94E//wv27F7F//FR745V+ho+MQMpm8gjgiWPbM/bkBjLwPaeQyp95VsGID0vzH+4Pr4Pb8v/t/y2QyBUudFvvQDibtdjAnZmFXpKrRpnIfn9/2SpYyjYoe+7dlP/hlNj/42OB7HDaoispuqIfge5a9+lKFSsCO465xLl5aX6nns+0Mjh3Zi5efexiPP/R3+ODdFfjFP/0B1r7/HJY+/Uv09nSHDKA00uk00uk0bNUfAORUkPrwj5ngMV2NwGkYN8V8WWjGxEOPLckGpirdfv7V9oEsSxl87LxHF8NR5QUJi9+nPzgx79HFsOxM5IoomUwGjqpsn9u2jc6uXhw4dAyvvf0RPt2+FyteeAuLV76Kj7fswBPPvID5T6zAG++tx3OvfoBnX/oA7364GZu37kJ3Tx+mTByLmScdj/POOgkXfv50fPn8M/Df/vhWXPj503HemTNwxqnTMWniGFi2g5Uvvo033l2HP/ivf48f/d8/xy8eeBwvvPoeurp7vYGU+x5E9fH5/aVlWUWXJ/UvOGT3pC5cts+yLMx7bEnO87r/LMx9NPr9dxwHthO+FHKQn6HinwCX+u7yj2+lcpdMhHj1RAJtyn7HBh4TRWuFRxc+G3qf/L4/7Lsg7H7BNg/0sxI3IjIfwOsATheRnSJyL9zgxGUisgnAZd7v0FqvBfAIgHUAlgH4E+2u7AEAfwTgtwA2A9iCGhXN9NqRzVbM2A523T8bfX192eNcKYVds+bAOXIUWL8BOH4qzG98FYmpx3nTpKPfN0cpOGLg6PYdGPe//waT/v3nSJx9FhKTJ8Pp7AQcBy3nfRZj/uiHMK68HOY3vobURd8EkqnA57jwef3VM6xAfQg/cFHs5CrsM+y303YU9j34UNWPQ0cpWHb4ygl+8ML/TCvtZhVonVuzIbgv/MwPy3GXPM0fYxR7PyoZeLqZqsiOG4IBjeD+KjXVUSldtF3B5/Sv5Aen5RdbQcYX3I/+69v74Dw4SuHAvPkF76njZYYUC6j4y84GtxH1XLbjZmIEj8fC15m7782ccV70awu+z5ZlYdf9s3L2ef/KINHPAbjBktTMU4GZp2LC3/4/mHbfL2FMnIAj//6f6F3xbMH9lVLYO2cu7JDxS7XPjZlJkcf/sCklBdF6/8Ttk41vQykHp5/zTbS1j8VZn/06zv38t6CRRHfnIbSPGo11H76CY0fdzL11q5/HhEnHY9ToCTh29DCSTc1IpVqw+p3nMHHS8WgbNS570NuWUxAsyJc/hSK//WED4ewH3BvcB4MYfg2EFYtn4Zrv/TAnK8PfB/lX/5RSWPL0b3FVIKsjeCVmMAes3/78ebP+yVhUWmlwvxSbAhJFKYWFj/8SV1//+0gmkzlX1Pzn0Krw6lipwULYvshPs/Wnkjy7bA5S3pXPqOkswdcUfG3B9+aZp36Diy69LXSKhOM4OQMuoLzMkqjX4T9fJelgWmv0dHegs+MgDh7YgXRvFyzbwjtvLMbB/duxa/tGTJ1+Klpb2woeW+qKW1BPdwfWfvgqNq57HZs3votMuhcbPnoJo8dOQjKRwpSpJ2Hntg144+WnAACnn/XFggHlsmcegG1ZSCTd7tIQo+yCe3EgIvcDuAbAfq31Od5t4wE8DGAGgK0AbtFaH/H+9hMA9wJwAPyZ1nq5d/sX4C6j1wJ36bs/13WK1vgp7Ddfl1tLYaBT16L6g6g0/VKr4YS1x79y7fchOUHoiCl7weeJqnRvGAZsy4JI8DgNrgxi4VhnN95evQEff7ILvX0Z7NzzILq6e5DJ2DjW0Yk1G7eis6sbjlqOXbv3o6kpiVTSQHNzCnYZARilcle4sWwbn27fje279uPIsU4cPdaNZ1a+Dtt2n+uNd92rQR9t2Jp9zEcbPoGIoK21GWNHt2H61PEYM7oNE8ePwx03XYkFTyz1lmnzC6M6OP2UE/Dxlm2wrQw0+vut6678NmbNX4TjpkzCy298gDfeWYNVL73jbvu9tWhKJdDe1oYxo1/DR2s3oqW1BfsPHin6WitZQUUphYceX4Lbb8ydWhFVb0LE8E7SnYJ+PCj4PaGUA43wwb1SKrt8a7Hv3XKyL6JuD34fhk0hGoiwaUrBbeU/dy1rXNWa1jpqzclLIu7/UwA/Dbn9HQDnVLFpkZTW2D1rTnZAqLXKFiDMadPqDyCJBIzPf67ijFJ/wJ2cPg1y5ukYf6d7hfrIQw9j4l23o7e3F13zFrhtmTMPzckEIIJ9c+cDAAxBQUZT1AoJpV7rnjlzMeHWW0IHdeWsdBK8ah8UHMSXw79//jb92gDB7fhTKvyr9vntzR/M+7/7gRHHywxVyh3MG4ZAIzfwEZlRkffZ9adaiLgZJ3aFge1qyRaO1DrbnuA+ML3+1AzpW/yxmNa5GQN+YCZKMLCQPy2l1LHjB6CC00OUUtj74DwkAqtIhp3vBJfqde+jct5zPyMlu28cf1UcCc8AcRykJk9G6lvfBDZvRuesB4FvfA169OiCQEpwf9uOwr7ZczHjD3+/qlluNQtSDIcT4zC9PR3oOLYf02eci5bW3LRSEcGoMRNxyRV34aLv3INnnvwFujuPYMpxJ+DY0X04duQAjh3dByvTB0Bj25b3s481zAT273Erum77ZE3Jebz5mRYDvbLoDvxLL6uolMKKZx7ImWoCCBY//Rtcde3vQUSwcvEsXHHtvdkTp5WLZ+E714SngxVrT7DjCw4Sss+7ZDYuueKu0McC/Ve/HcdBS0tLWR8Y/7HBgb5f9HSghSsBZNfnDhZQBbyVLwKFMZVSWLb4ASRDViaICiQUDwQJnl06JyeIlH1dT//Wi7CGfMkUCeYEp+rkP18wuu+vCtLVdRSdHYewZvWLOHZ0P44c2ovDh/fi6OF9OHRwF9546eGCbezctgYA8PG61yAimDL1JBw37VQcd/wpmHbCaZg2fSbMltbCtmmNZYvuwyWX34md2zdg17a1OHZ0H1598WFopdA+ahzOOe9b6Oruwve+/yO0tLRjxeJZuOSKu7Bq2YO48CtX4Ff/8md4csHfY+ZZX0NTc39wRMTIrrnt7xulVEOzUyo0C8C/A5gTuO3HAFZprX8mIj/2fv9LETkLwK0AzoabZvysiJzmXcX7T7iV4t+A2xdfgRpdxQsbvIQPGt0rwPfc+t3s4/xurJzAZCX8mg3B1HP/M+gP3JRyMP/xZbjtRrfw44InlgHSf7riDzqjBmc+v4DknV7NgZxArWPBPffS2HfgMLbv3If1m7bjH/7jIezeexAHDx+D1hovvOZOiWhuSsIwTIxub0NrSzO6e7px8NARZCwbz738LjJW7pXD5175EKlkAq+9sx6JhJlduu9oRye0Bt58bwM6OrugtcZLr3+Irp5eWJaNRSvc5e9M08DYMe244uIvY8fO3V4AJIFk0q0r872rLsbSZ1/HTdddDMMw8MSi52DbGVjZZbYr/z5LJROYMG40rr70K7CsDL5//XewZ/9hzH1kCfYdOIyunj4cOtKJTx7un77/6ltrAQCrXnoPo0e1wbYtdPakceLxkzF1ygT0ed8h+QUrDx05hm079mDH7gPeiaCJhctewc49h/DB2k2YMH4s0pnwwnulBI/Zru4e7Np7CAuXvojjp07Buo2fQGuN7p4Mjps8AUeOdeWceOe3M2y6aVhwtdS5RpBlWXh04bO4+drCwqtRzx9sU9SqPeXys1PuKDIViaorW8dAOTm/Z3V0Qg4fAc45G9LUNKAsSb8fDS5zGDYwNvMHZ4Hj28+WsB0FCckGCN4/rI3uYBzYO/ehnPoJwb/nXzVG4GKPUjobMGhJNWXPzfK3lcnL1BgIpTX2zVuApGlkX1u1Tkcs2wFMnR0gV1vYvo8a3Jf7fEppmGb/dITs7RoFgYXgAD6YraCUygYK9s2dj4m33ZLNkChrDOFlM+yd+5BbE6PMYJ0f2AkrThkMNLn9q8a+OfMw2SvKWk7WS1jWjf84pRT2zZkXOm1HRDDuR3+KPX/yI+g166C+8qVsECvqdRQL4gxULTMpZmGInRj3v4HRDu7bChHBxMmfKXicfzXZ/zJubRuD5pZRuPSq30EqlcLCJ36FqSee41XE7sUFF16G3p5jePXFp9Db04GuzsPYv3crHvjP/wYxTOzbtREzTj0PR4/sQzrdO5DPb8kT9eCJRVhkNGe/eHOrgidDhvRnYSS9jt0/QYreZngBpmL8wfBlV95dsiCivyIFtMa1N4Yvf+lnRRRTzas1/nMFAwv5txV7XWEBCaUUVi6Zhcuu+kHOfbNXvKKujImB/M4t+B70dHfgwL5P0d15BA/P2YE9uz9FKtmEZ5eY2L1zE1a/+xza28fi6OF92LDmdRzYtw3pvm5YmV7M3bsFu7ZvxJuvPA7Lcqc5ffSeu052S8sojBk3GRMmToOZaMI5530DEyYej43r3kEy1QIxDXzl69fiuRXzcOppn8M7rz+DlpY2fLzuTax+ewUAN2DQPmocRo0ej9a20di/bycADce2YGX68NoLD2f3UWvbGHz927fg9LO+guOmnozlS2ZjbNMoNDe3FRxzY8cfh9PO+hrWf/g8tn/yAWae9dXo92CI1aPQWr8kIjPybr4OwEXez7MBvADgL73bF2it0wA+FZHNAC4Uka0ARmutXwcAEZkD4HrUMNXYF3VC41/pMApWsCh/0JV/JVspB/BWkijcrnu1/PvXX569Wu7XU7j1hivw8JPLczKUsiv15GXmzH98GfypFsUKxxb0D4aBXXsO4NPt+3HoSAeOHO3CklVvA3DPh6YdNwnJpIkbrv4Wtm3fhWu+83W88d6HSCVTuO2GK7wsiwwWPLkMtm1BxMDtN16F+U+sQHd3D7p7e9HXl8HMU2bg/Q83Yvq0Kdi6fQ+mTZ0Ey7KRsdwAzYnTpmDnbrd/Ofkz07Btxx60tjSjtTmF9vZmtLe1wDBM3PTdi7DgiaWAt369e94maGlOwTQFTyx6DrdcH15sM7i/gMoyvfx9d+K0KfjM9Mk4bvJoiBhIpZpx1aVfw7xHFyNtOfjsWTPx6lsf4TMnHIfDRzrw8Sfb8frba7Cqt79433OvvI/px7urQu7acwALV7yazQ4JWvfxVgDAh+s+DTx2NZJJEy3NzThw+Bja21rQ2tKE7bsOoqW5CRs3b0dndy8OHjqKox1dOHasE3sPHMHHW7bjg7Wb8MzKt7LPtXnrnuzJ4evvrEFPr9u3frh+G847+1R8/cJzs6/f/WdhwZPLQpcfj97X5X1u/OPSth1s27kXBw93wLI1Xn37I+zdfxi79x7MCY4Es4IeemwJbr3hiqLLSJc6JxiKWRTD2o6d0CKQ6W7x+LABZ6nUfKWUmw0QOMGtNNjh1zFwRafKO4EgcVggMT/VPv+U2896PTT/EffxeYNRN2DgZm6Mv/WWos+V0yaN0O+EKOVkdlSSwZE/yCz1/MHv4cFMg/Ff+4H5DyOVSLhZh372RgXrvEdNV3GzKgCgcOqDf8z4QSk/UJAfDKtke/mZDQWvNy+QUmkWsuldMAsGqQq2EchoCbIcpyAIl//6gq/LHDcOLZdejJ6nFgJ9fTBbW/vPcVR9imnWLEgxFE+MldZ4dukc7y0IL2h5cP82jB0/FWYiBa0VtBY3TX/5g+4bJgKlFJ5dOgemdyD4X7oiBrR2r7qlUi04fvpMpFIpbN60FlorXHbl3Xh26SycfOq5eHHlAvT1deOFlXMBrbH2g+fR0joKbe1jkcn0YMe2jXh++YNIp3vQ3XUUXV3H0NVxCB3HDiGd7oFyHLz58qNobRuD0WMnIt3Xi+aWJhx3/CnIpHvR1NRaclqJPx8RABYv/C2SZiJymombFtY/p/TZpXMKihmGfXCzH4iIZgQzK4KDeDfqHn01UsQApHAgHgyOBAcPA7niGjV48lO7w1N93aVFL778rpxOfvHC+yDwOlQ/3Uz1D3gymQxWLZ2Tl8mSm4rbcewwnls2B9u3rsWObRuhlYNPP34LkyafgN7ebnyy+QN8ZsaZoa/l6JH9WPfRK1j7wSvY+smH0ErBMEwcObwHIoLuzsN4adUCaK2wecPb2cetfmdF9udEIgVDgJbW0Tjj7C9hzNjJ+HTLGlxyxZ2YMHEqkqmW7D5bsvB+HDt2FBd+7Trs2L7JjWRrhbb2sWhuGYXTzvwyDu7fgSuv/T2k02kcObwX+3Z/gr27P0FnxyF0dR5GT3cHHMed52cmUmgfNQ5nnvtVTDvhNGxY9x7MRBKXXPGD7P4RLzjjT+HIT8FvahmFcROmY//eLUj39RQcW1q7dWnyCxEOUVO01nsAQLuV5Sd7t0+DGxD27fRus7yf82+vuvyTx/yrV1prPLpwFW674fLQx+cHHnzBwZJllZ7z7+vt7YXt2NlCioCbGnrg4BHs2X8I6XQGS1e9gc1bd0MMQcI08fbqDZg2dRIcR4WcZ+mypgsprwbKjl37cN/cp9GbsbF95z4AQEtzClMmj8OVl3wVJ06bjNfeWo2br70UTy19ETd999tY8MQynDh9Ct56H9lgjj/fWikne6FHRNCUSiJhtqGtLQWtgeuv/AZsqw83XXsZFi57BTddezEymQwefmqZ9x2mMWHcSdkpC+ec8RmYZgLQ/a9La4X5Tyx1g0h5K1Q9unAlkslUNjuu0tpCtp3JTgPJfZxbKDTlXcV0/9le1on7vre1NmNUewvGmAl8/UufxYFDR3DLdZeir68Pjy1aieuv/Da6uvuwfdc+LH/+TXR0dqG5yR1QTxw/GuedPRNbd+xCS3MKTUkTzc1NSDU14forL8JDjy/B17/0BXR192L5c6+huzcNy7aRTttY//FWdHR252StvL36YwDAsy+9m/M6JowbjdGjWnHNd76Gk06Yivc+XI+7v381Hlv4LBzl4OZrL0NXdy9+O/cptLS04v2PPsYrb36I9rYWjBk1Cl+90J0JUG5BuFIcx8buvQewY9d+bNm6E2++tx6vvb0OBw8fw5JV/YGU9z7aDAB46/2NEBF8tGErzj3rFJx7xsn4YM1G3HrD5QwwDDPaUcCOncDkSYB3vudffU4lk4AIMl69lFJMr8hj1H37px0Yub9L7oDSCUyBSHiZqW6xx/7nUlpj76w5GH/7raHbippCAXgDvQfnIWEmslfww9oaXElj95x5MKR/QBgMXPjyzx8ruBg/KE5EgMEf6IbFlvzAgl9AMurx5dSM8JUs5JkNooSvYOJnl0Rdzc8/JoLbLSeQVPB8yqu7AXcalA4JggxUTnsCDQpOvSknSJX/fIAueFxB0VKv3oQfyGi5+FvoefJpYMcOODNnFjzWzdir3YW7etekqOmJsYj8EG7WBU488cQBNVAMA9p709LptFePwT0oujsPw7bSGD+p/7m11li5ZLZ3xhc4GAwpUWzKS2+z7ewJ1Mols5FMpnDG2V/Btk834tIr70I63YOnH/kXdHUcQm9vBzo7DuG9N5chnenFzm1rkUw2obVtDGzbwrQTT8O0E89AqqkFW7eshdYax039DDqOHcChA7vw7JIHsttPJpux7qMX8bkLLkPH0f3IpAurHCulsGTRfe5+8T66BdNMclLg3VVDLrrs9pyr+MErgflp8u6A8X40JVOlsz6KRNbLyYIpuK/OHbhEzaXMudKqC68Q+X1lcFpHsDZGftZG/iorV157LwwxSka8w07wtNbYsPZ1vPr8o9ixbR0gguOOPxmjRk+AiIFx4ydj396tOHJoN377b38BwzDQ0joGo0ZPQDLZjIWP/Qt279iEXTs2AgAmTTkRX//2LTh86CBa28dmt2EYBi678i48t2wOvvCl76Cj4zDee2MFvvbtG/D6K4thJlJoSjXh4svvxAsrH8KV196LTCaDQ4cPYvzE6Ugkk9mgWMLr/KIyPfr3u8p+aY8ZOxnjJ0zFGed8FSKCZDIJpRQWPfkb2LYF0zTQ3NSES664BwCygb8oEpJNAgCTjjsZ+/ZsxsF9W0MHSv4x7DgOVKL6qZAxEPYhiMrhCv1mqkY/7PMLc6VSblD44aeW46bvXlqQ2h4WFOzrS+OTbbux6dOd+LffPoodu/Zjz/6DSCYSaG5KYfy40VDKwTurN+C0U6ajKVU8+NTd04f9B4/hH38xH5u37kJvb39B5NVrP8m5b/CKentbMyZNGIuZqzfg9FNPLBiUB/sXx3GQTCbx6fY92LB5J/7H//cX2LvfrW5/+qkn4o4bv4Odu3ejuSmJRCKJb33lc3AcB2+ahZla7hUbBRHlZXAsxfVXXRT62vzARXCagP/4/M+BXx/B/VkKnsc9sXeX7XOc8Joa/n3DAuV+IGMgJ+h+2/JXRXFfh40FTyzLyYTSWqOvrw8LnlwO03TbPXZMO1a88BpOPel4aOXg5uu+A9M08cjTK3H9ld/Ek0tecDO3bBuJRAIJ00RTKonWlibMPHk6UqkUPt68BY5SSCQSSCab8P3rL0Mmk8GchxfBsh1oCL5ywWex6qW3cf55Z6KtpRnt7S044fjj0NbahAVPLsPVl34Fpmli/cdbAnWR3ClHo0e1YdpxE3DDNZcAELz+zho8tugFzHl0GR575nkcN2ksPnPCFLS1NmdfZ/C4CJty4b8PvX1pvPLmB9iydRe27dyHTZ/swKKVb2bf77bWFpxzxkmYOH40Lr/4K3jzndVIplK45rJvYOHyF3HWaafghVffg5lIYPGK17Bw2StIJhPo7E4jne6D7TiIzqOgOOlfzjGctXkzpK8P+uzcix/FBlA5fQykaGZi1NXqsHbm16YIG4wVpP4XOWcMm0LhZyb4wRD/QmWpNroD4UBGXciAWWmNA3MfwqQ7b++vIzCATrA/6FDeOXG5afpOSI2kSgbKTuC7pFgQuhSldTbrIj/Akr+fw+i8VZkcpaAF2Syccna5/xpMQ2B7B0kwsBVUbP/mr7gSfI2758xD0jRghEwBLya/5ki2bfPml308Bd/XxPHHA+PHA9t2AHlBinqIS+HMQZ8YA4DW+tcAfg0AF1xwwaBCO1prrFw6G4Y3Hx1wlx0FgFGjJ+TcV7xIHOAeDCuWzi659rD//Fdc01+nIGzQ1to6CuMnTsfYCcfDNAwkEwlcetU9WL7oAVxy5V3ZudBLFz2Ay6++J5vSu3KpO8vm4u/cAcMw8OKz8/Hty27Frp2b8MLKh9DVeQRdHYfw/PLZAIANH72EltbRsK0unHTyuThhxplobRvbvwpIxAdfKQfdXcfQ030MmUwvbCuD995ahgP7PkVLcyv27NoCRzlY9sz92WUe8zupsGkO5XZk2UrldvjVcaDwSpJlWVj89G+RME2vNsT9uPTKu92TtpDIdtTVn/wAi3ub9irhu8vFXnfzHxdtf6mpK1Ecx8aH7z+P995aileem4+x46fghJPOw023/3eMnzAlO3jXWmH0uGkQ0Tj9zPOxY9t6rH5nFfbv2wrl2Di4fxsmH/cZXHLlD3D2Z7+BSVNOhOM4WLLwfgA6b3BiwjRTmDDpBIybMA1bPv4AU6ediuaWUXCr52ssXzILpmEWVEe2LAtLFt2Hy/OmpmT/btsASqd3WpaFVcsexDXf+2GZ+yk3QixS/Hhqbh2F9tETcXD/Vjy7bA6uuvb3Cu6jIgpJDTH7RGSqFyyeCmC/d/tOACcE7jcdwG7v9ukhtxeoVj+c/7l1B8AhV60cCw8+shjfv/4y7DtwBPsPHcVP/vaX2LZzb/b4HTd2FKYfPxlKjcXMk09EXzqDvfsO4ZPte/D3/+4WVDtlxvEwDcGY0W1oa2nFhk3bcODQEXy0fgveem9dNsV+yqRxmDhuFEZNn4xxY0ejuSmB6668CMtWvYZ0pg+WrXDxNy7EwcOdWPH86zh0tAPbdu7HP/3nfBiGYOzodkwcPxrvf/Qxpk6ZCECjq7sXO3bvx5r1n2Dtxk9wrKMbIsCZM2dgysSxmDJpLO7+/jVwHAcLnoxebUFrhQVPLge8rIKcfalsPPL0SiS84Jq/vr3j2IEMCI3HFq3KXh20rD7Me2wxbr42elqGW2dAR16Byl3+Wnm/m0WvWLlZFnbOY8Oe179v7j6I7rcNw4DKya5ReOSp5QVf1VHzbt3tFq+9EKY/AGUikTCRSCRw9uknYcPHn+BbX/lcTvv6+vpyHpcfGH9s0Sp8//rvZG9PpZLZrJDPnXMalq56A2+9vw6fbN+HKZPG4sTp0/GlL5yNR550p974BTb9TJa+dAZvvbceH677BG+v/g/s3e+e55iGgZNnTMP0qRNxyTe/iJNOPB5TJo3DouUv4cZrLsajC1fii587A5u3bIGjNMaPbce4Me1uWw4exi3XX4aurh58tH4Lnlj8At58bx360hms2fjPuOBzZ+DCz59ZVpq4bbuBypaWloJ9CgxsOXEauODny/p4k3vjxNxzYv9KuyQKP0fBlPOoq/i+YJ2ARpWA8qcLRC03nF8folxhA3z/tvyihAPNhApOLfCfq8JmFlXqHDmMP8Vi4m23DHi7lQRHKhE2xcQ/loNZPMFASfC4rLQ2SH8Aoz87yDQUIFK0lkSx58vPavCDaaaZcAuJhjxn/8Xa3Mdlj7tpxwMfrYHu6YaEFLOvpXoHKWp2YlwL7tWG/gOlu/MwUk1t3lQPHRmDCJvzDwQHN0b2+YN/c5/Pq9MQmDOntHdi5xU7zGQysLwTuBVLZuM7V90T2g7tTV+59Mq7AQDNLW2YcfK5mHL8TEyB+4G68GvXYMlTv8SU407Ah+8+hw/few5vv/ZMYB+YMBMpd31dEQgEaz54Dpl0L3p7OqG1wtuvPJ6z3U3rX8v+vGHNKzAME63tY5EwgFNO+zws28KyZ+7HtTeE14vw98czT/4Kl1xxNywrjf17PsXeXZuw7On/xOaN72DtB8+h49hBvPXyo26qMQRmIoFkqgVHD+3A0cMHkEw14+3XnkGqqSknjdAwDBw6sAMJ08Qnmz9AX28Xenu78NJzjyJhJLL3S2csLHryV7jyu/dGriiSPwXF8epzaEjBXPlyKKWgAu9x/pSDzo7DePfNZXjj5afQcewgWlpH47rv/1ec89lvYcXSB9HSOrrgqqeIG9yaecaF+HTLOpxx7kUwDYEhBi67+p5sdoC/HTct3M1O8OOE2asf3rG4ZNF9MI3C+c7Fgi7+3/yrEfkDTv949YN1fipZwfNETKPxC8AG1672pyuVOpH12wQA4ydOx/ZPVsO2+oo+ZohbCOAeuEve3QPg6cDtD4nIP8OtDzQTwFtaa0dEOkXkywDeBHA3gH+rZQMrueKyY9c+/N5f/Ax96QwMEZwx8zO4/spv4KQTp2L9xk9xx81XwHEcPLpwJZRSuONGtyDlowufxdFj3Th0pAOOAj7+ZFf2OV94fTUAoLkphdGjWnHSiVMwacJY3HHj5Xhi8XMAgEQiCce2sHjlyzBNca+sJ4CTTjwep5+awvYdO93lJJXG+eeehY/Wf4KX3liNjz/Zhb//93kFr2NUeyvOOeNkdHV1YPKkcbj7lmvw+KJVFQ2K3YG4yn6uc/9W+kpK/n1KBQn8wIMZCERUO63fz/QohzuQfxbfv/7ybNv85/C7nP7pL5bbxVVwYpl/MpcvP7AQVush6th2C6augGEY2SKtfmaIP3Ul7D30n+vUk6bjj3/ne2hvTeDTHfuxa88h/OKBJ/CbBxdiVHsL2tuakUomcf9Di7B3/2Gs/3gr0hkLwLtImCbOOfNkTBg3CjddcxHeX/Mxbrvhcsx/fCku+urnISJIp9Ohn0d/n7v1tjLZk96nlqyCBnDe2TNg2wqHj3ahqakZb7y7Fi+8+j6SyQR60zYu/eYFmHHi8UWzGe2QaQMMVNSf0hp7H3wIk27/PqyPN0G3NGenepQrbJCZn7Xhf//XY957OYpNCYh6PaUyg/MDBmH1PModoEa1N+p6bzUCFn7AYcqdUQvXhKtVkKGe6vka/KBINbfpB9eakwkopbB79tzs588PdmSP3/Hj3P+PHIVuaXX7Y0chYUjOuXMt1DtIEesT41JXSLs6j6B99ITsSU9UZDXIPxmKOmkLO1Hx02z91QeCS9HlT2sodSU+PzvDv6Ljt6e1dTTGjp+Kb1x8G/rSFgRAJt2NU087D8eOHsBHH7wMx1uWR8OtlDt12qlINbVg984tMEwTZ57zVXy6+UMkkk1IJJvwjYtuwisvPgFTNGaecT5eXPUoursO47UXH8crzz/iFT8cD1EWxk2YisMHd8E0E/h4/dvIZNLo7DiEnq4jWP/RK3j7tYXo6+vOfnj27mxFU3Mbpk4/DcmmNqRSzTjplHOxaeN7sKw0rEwfjh7ei8MHd8O2M9i1fW3R/fPxOjeg8u4bi2CaCaSaWrFn1waMGTsJe3ZvQyKRxPtvr8Cmje/iK1+/Fj3dx9DZcQjto8ZGPqdhGHBCwqn5qdR9vV1I93Xjrdeewc5ta6C9IjqmYeL+X/wPGIaB1158HMqxcejgHmxY+zpeWjXPPRk9/Qu45sY/wyeb1+Dsz34rm82zcunsbMZKaNvEAOCdtGuNZc/cn5PNE8UPIPgFz8KOu/7PRe4c9Eoi7VHThPzj1p9fnzN9KC99L/j4FYtnQWuNy666x507GHLikP+Zah/lXhXq7jxc0AGXGqDEkYjMh1sLaKKI7ATwN3D74EdE5F4A2wHcDABa67Ui8giAdQBsAH+i3QLGAPBH6F9paSlqXDRTKYWHn1yGm0Ku4gcLn63duA2fbt+HsWPacPbpJ2DShLG48+arMf/xJTjv7FOx5dPt2eXF3GO0v2ilaRqYNHEsJoxrxw3XXILHFq5CZ08fHFvjoq+fj7Gj3avDTy19Phuo9LcbPM6DA8fgVD5/sGqI4MN1H+PGay6G46RhOwpf/sJ56OrpQzqdQUtzEyZPHIvJE8chmUzgoccWQ8OvvWOV9V0TvR+jp9H5A+rBHtfBAEDp+yovCFqdgaXjFE4b6Z/XHf6itFZ4dOHKkm0oJ5subH55Kf6UlrDtG97ScI8tehY3fffSnABxWNvCXmNLcxPOnHkCzpx5As7/7Nl494ONeP2dD7F3/xHYtoNdew9h4vgxmDh+NMaMbscNV38L73+0EbfdcDkeW7gKnznhOKxeuynn+Hj06ZW47spvRb4mvz9+bNEqJJOJ7H7TgHclz8CUSWNx2w1XImPZ+GDtJjy28DmseukdrHzxbZx+6om4/cbv4JTPHB/6mtwpS0uAQLZkfhCfqstRCgY0HK1zvgdFBAceWoDUps3AuHFFH6+LLN9YLBW+1CC7nLYXy4AI3060YnUqKnneqCU9/W34mSN+AUkA2cFkKcHXnHu1X0duc7AMqV4thoEYSJHNevHb5qjcrN6BrIRRagpVWCZEqSBUwWo5IefGSilgzGhowwAOH4GaOjUwraW/MG6tjq9aLkE6JE+Mo2TSvbAyvWhrH1/R47TWWLX8QVz53cJikyWJZK8su+shKwCSTakHcqO1USctUVdsbBTOyTNNE+3t4/D5L14Gy7LQ0dmZvb/WGslEApd7y4ouf2YWlFb44leuQUfH0ez92kaNRzLVgmQygbPP+xY+/XQTRDQuvuw2PPXov6Lj6D50HN2PN19dBKX6C4mt/eD5nNfe1NSKtvZx+PI3voep007B2jVv4err/gAvr3oY37z0VqxYMhvJRAKXXPkD2A6yxe0uv/oHWL54NpRy8M1vfw/QGpZt4+XnH8OXvvZdmIaBl557HFrb0MqBbaUx/TOnY91HryKT7kW6rwdbPn4fx44eAKCxY+tHAICP174KAFj9tnsIJpNNbpZCqgnbt65BS+toHNi/E01NLTDMFExD8NpLT8HK9GHrltV4Yv4/4pPNq5Hp68bLz82H9r6Acl53Hn/bzS3tSDW14puX3oHPfv4iTJ12MjKZDLZsXoPlS2Zlp1H4J7SO8rMVClPX3M7EPX4MMbxiegrN3tUQx3G8dbNzHy+GAdtx0NvbC6UVTMlfVcHPBsoNNKxcMtsNEmidrfMS3qZcfpDhkivcIqPPLZ+Liy67HZZjRxZwzefXmHl22Rzkn+hk5+1701T8KzYtbaNhGCa6Og+XfP6hQGsddZnjkoj7/xTAT0NufwfAOVVsWqjglejwZUf7+7Odew7i0+37MOOEyTjj1Ok5xS2zhRmV8pZOdAeF/glmNlMtkL6fSJgYN6YdCTOJz51zGhzvePdprfD4M6sK5vQHuQPQZ3Hr93ILewZfS8I0sHrNRtx1y9U5A66iV95K/B3wMw6qf0KavYJYo4ua/dNAKj/R9KdAiOjsSZo/WC42vSssIyE/YBn1Xka1IxjQyGaYmLnP6wdzE4kEHMfO9onusSnZk81goOXxZ57LTtPJf92333hlzu3+58fNujBw+qkn4vRTTwSQgYgB00zgthvczKKHHl8M00zi5M8cj/c/Wu99XsKPs/LfG130WNVawzQEnz3zZGz5dBvOPv1E7Nh9EJ9s34O/+bvf4tQZU/GTP78bSvfPYQ8O+PIz5qgxzEwG6sBB4OyzsreFzYcf6CAypxDiIDqe0FoUSsGveWU5duSyo/kqSecPBgnKaaPLKLoUZaVqdbW/IBji1dfIf++p+oJjPn96iFKqv47JQJ4zIhsiON0KY8YAR44AqO6St6XUcnWPIXViXEp3lztgaWuPjhpHyZ5swF8nvJzK7u6AL7S4YHZ+VOFjVi6dg4u/c0fFbcwPZCilsitORJ2MVyrV1ILxE47H2PHHQSmFVCKBr3zreix9+jcQAS78ylWACEaNnoDRYybi+eXz4CiFr37rZqxcNgdNTa0Rc9LD5wgbhoHRYyYC8FYnSbXgnTeW49Ir70ZTSxsAjVTSrWh//peuQWd3Fwwx8J2r7kEqlcLTj/8KttWHL3/tu3jtpcdx7ue+iTdfW4zTz/gCenu70NN9DFs+fh/KseHYGezdvRnHjhyAv+IEAHy6+T3A24d792xBU3MbRo2ZiPPP/BJ279qC5pZRaG0dBTFScN9qye5/d8WXO9Hc1AwxElj+zCz09PVh7Pipkdk0flAg/0vOT520HTs0YLVyyWxcfb2bgbFiqff4kH2ttcaqZQ/CKBKida+UuoEPDQ3DmxaivGCBYbgnyn5AJepqp3/V+9mlc/Dt79wBiGS3nX/CrJSCHTI9JruPvMrh+a/FX4XH8FYt8D93re3j0D1MghTD1dFjXVizYSvGjWnHmTOnI+pqm7/qQ7F+LD9Dwp8HH3UslVLOfYKD0PwihioiOyhfOYGLgQprRy2mcpQrP4AQ5GcflLqtFKUUnlzyfM5rDKtzFNW+qICGGzR5NvQxjzztFgm97YYrC1YTevyZ52AYEpqp47Yt/CLEQOVPNc1vq3u82dm/D+TY8zOkvnf1xQDcmhqnzJiKk06cit4+G8+/+h4eemIlRrW3Zh9jWRbmP7E0G+Cp5XFPZTpy1P1/fOXnxMVkM9Gc4gUHBxuI9bMWoAtXPBisbB2AKj6vXxuhHkGAcrc10NdZaZZMNogTedGtPvz9UpPnDXnibI2KIvx9mV98syrtcpzsxTs9bhxk61ZoxwbKCLxVS1wKZ8ZeT9dRiAha2sYU/C0szT1Iax16JbdStm1DxJ/6Ef5cxU5ssyfi3rq8/VeSVfb2IEPc4mVhhcksy6q4eFhhWwXt7WPRPnoCTMPAiSedXTDHNHt1Soyc4m5+e/OvUEXNuVaOO+AV7+pqsKaI8gbeiWQiZ7eKCMxEEmPGTUb7qPE4eebnsXnThzj/S1dixZLZuOSK34GWJFLJBL5z9e8gk8lgycL74F5JsmEaBi678g6kUs1YsWQeHK/wn9Yavb1pTJoyw635YRje0nQ6u13DMKC14OVVj+KKa++FZVnugF+CyyWF95ZiGECJKQ2A3wFK9jH+3919nXvfbNAsUEi2GKVUfwHZAMMoDDCUEtxeOdvOb0ewDkyx5w5OHWkbNR77dm+ClUmHPo7qJ/TYdWysfPEtWLaD884+yftcBf8etiJFeGDX8KZK+Wnq9boQpLXC/MeX4ebrLo2seVP6OQpX89A6N5DgTy/zfx7MNqK+4wYSvCg2DSVs+klURoF//3K3GZUR4r9O/zX6GTYC4JGnVyCZLGdNCj/wmrvN4PS0fIYh0fWtAt9nwWyTR55e4f3dwKMLV+IGb8Bfil/ktOgr8LKF/KVc82/vn35nY8GTyyM/L25GX/hxEXZbImHinu9fiq07dmHVy+/hy184M2eaS3BVGYqBo0cBwwDGFp4T+ypdhhJwj9GD8x8ZZOOK8wd/YSnupR4HIJZTC6op7HUWG6AHpxYUm2bjfkfp3BoL9VhndQhxVPELFPnTiIKFWwdyQTk4XbHY1EU9fiyMTxTQ0eGu9lEnw/uTVkXpvi6kmtpgGIUp7n4kL1g7Iv9vUcX+oubHF1uWqZioqxuOl/K8fPGs7FV2/6q4Vgqrlj0IFchICJ7kh72u5UtmlbyCU+q1FCsslJ0L613tdueTO9mCkv7Vfj9Vf6BXk/xIbFjtjqjn8wcD0Vf1DJhmEoaZQFPzKBhmqiCm5G8vf9+GPZdSCssWP5Dzfix75n5YllX26/azBoplLVT7ylSxeinuCbcTeXwEX1fYcRR1bEXN345qg1uMTuV8VgG407q0xq6dH5d8Hqq+4MDYvYq6rKAPWvHCW5gwbhRamlMFX6rB4GtuEcPo2gv5AU6/rkS1rlSHDcpFBJZlYcGTyysYaAeLQbpX6P3/K2lm9rNSYrtucGBV0X2Q36bgc+b/XvjYwky4qMeEDdoHIioI8sTi57P9e9R285UKGkdtf6Btd9vT//3R/5zhxSUrVaxdhRlsTskVGiohIjjj1BMwdfIEfLB2CzIZq2gwayD7nqqkqxvG5ElAxLSbwVzlHkgGQrHthf1tIAGUOCi1X+udXTBQw6F4ZqXKrX8SlH+c+kGJYJ83mH3pFz/V3njqwEMLwvvTMW4wUjo6B7ytgRh5R8kApfu60dRc+6VX/CVMoXXBwClf2DwivwZG1AAvP0LnD5ajrlDnt8EPLEQNQPOzHJYtfqBg6kHUwDwqhTOsbcHtD3QZz2qKartSCksX3Z+dSlDpl0dwIBE8GcsuDZv3nFHbUErlBEos287OXy8WSKr0GKzkNWqt8dyKuQXHRzn3sx0HyxbdH3pshR1zlWptGwsAePWFx3gC3ABaKzz81PLscZk/ODpyrBu9fRkcP2XwEf1igQul3AKL0cG98pejDA6o/EGq1u5qDqWugJQajBXLZIgKXPuD8rDnzH9MYWZG4SB7oMU341SMNj8IUk67/CKccegngsEq/xiL69SIYE2YnBNu08BtN1yK3r4M3v1wY859g4/1g0nznyg/wEdV1N0NY/Lk2Hx2aeCGSmCjGsp5rQMJJpTzfEorHJj/8KC/K4oFJcp5ffn3yS+gGWxzdh+0tECLQLp7Bt7wAWj86G4I0FojnY4OUvgnm5UOQvMHiP7gvdJBd/5AMXhC6Q/w/FUNgoPRsPb2F+gcmPwBZTmvJT9o4Z+ADLTjjCoCM1BRgwO/nbpENN49oa/sJDF7TGmdk/0SDFYMJuMmu51AUKwRyk0RD7tfZGCtxP4u5/hIppohholMur4dMvUrdmzs3nvIXZljwqjIK/iVzpnPDwRmp5oZUtBHBR9T7kcnKiPBHxhHBSL8dvnLp1bKnyYR1s6oDIGwx5Rz9d+/T9h+GWj2QFRQpF5KBbHcaZjRQaZimQDlPH+5r9uyMujt7S1YXcldatWOfFxwqlCwnY5jZ2sG1TpbIf/zddZpM9DSnMLLb3xQ8rGNqpEyomkNdPcg03Gs7sG5oZoBUYmRFDQIisvr9qejVOvYdpftnQfHqW6dkkoUq3sRemEzfx8YBtDaAvQwSBE7tp2BcuyqZ1I4joOVAxwgBk+ow9Lb86eaaN1fUHEgV/Sj2hA21aXUSUO52y81FSJM+Pz18k+wajHtIf/5K31NYfPTqhlc8ANJlQ7qKplaUUz+PqlaACbkOCv3NYq3ukw63T2oNtDA5F9dzXf4aCfGjx0VWeHfn/v66MJn4TgDnxLwyNMrcq5KF5vWEP06+p+v1N8fXbjSrT+jC/ui0FT7wN+LtafYdIXox+uC1zyU5A/+Kw12FE5bqU1GQn9Qx8+aG/hUz/zMGLfWyrM5ryMYfHDvo7IBsOCUoeBjH124ctD9MeC+1nK+MwxDMP34iVi7cSt6ejOh9+kPrsQzU2S4CB3cWBbEtiFt7Y1pFA051c5OqLVqBxPiPL0lGKgI/pzfZt3aBunuznlcrfve+O61GOnrcefgVCtIUcmAvvBxhYOuclLmgfKKDvptK3a1udxBf6kBuWW7J0tA/8GutYZt20Wv/ERvy91esdoL+Wxv2kM57a2sLeVNcQH6O4X+wFN5J9HBLJWoxxUGkqIzfizLwvJnHii6D4KP9WuaFDv2BjrFpdQx7e6rwpVKyqmTEpwOVUxTcxvSvV3lN5xqxrYt73OicayjC909aYwd3VryccUyBaKOFaUc2I6VzaIYCL9+TqXdSXDFj0qDhlRbtc4oUErhkaeWD+r5w47X/CVRtXZXFAkGLvzHRdXOys/OLHVcltpXYX9XgVVFHMfB9Knuylx79h2OzDByg4hDY9AzrPgDlTa3D47LFXCKr2pnJwxXsf4stbUC3T05dQ2jCm1WC1f3KML9cnbrUQDlBSn8qzcDLVgbPcCNviIcthwjUHylj2Lbd7wT7LDsjFoX4lXKXQ4TAphmeYdn/v6pdAWIfGFX8kudmAWzCvJXtCjFf8+zq41EHEPB/R88Tqo5mBHDgK7gqql4hT2rHSSudQpvYR2Nwvs0Nbeh49gBfqk2UHAw46+AMe/xZQCAsaML++Ooq/7+7cEBm79SgV8jYrDHXDUyDvwpIT5/CcpaGkybi+3voaCSdvrvTS36Jv/7o15LywzmNfhTgUoVE31i8fMFy8AagfnOTyx+HqlUsuB7znFsPPL0SrS2NKG1pQmHj3Zl71v4OrgyQCNk56W3hZ8Tj5RVMCha2GA7ztkEjRJcGSXudGsrDNuGtiwgmcoW2hzIWLNcQ2TXNFY2SNFU+8KZ5arkivBAnjt/KkEwUyEqFb+cDAIn5D75ZADLVBZuc+DrqStVWHzRX0Uk7PUpLzuhVFbBQJRb5KdWx0I1lDt9o1rTkKol1dQGrRxYmb5GN2XECkth7+jsBQCMHtWfSREcLJd7xbvyJTOrW+DRL7qZP9APtmsgg7ChOj0DqH/bK91eNQMUweOpWN2QWnNXBCldayTYtnKOy1L36a/14v6ee+HFfey4se041tHNVQrjJi+Tgogaqy4ZGP7nPTDlo9aBJwYpypBOdyGZaoYRMf85qJ4DrVpdbVZKQSIu6ZST4h/1nFHLrQ6kfdUckIe9Z/l1GjRKFzTNz+CoRX2LqH2WX32/1P6p53E60GOm0fzMqXQfp3w0Uv5g52hHN0a1tSCRCO+PowpUBv8ePdXDLYRY6aE6kABG2AAtroHGOAkLLNQjuFHrbdQyKyA/JbeSOg7VfN3FvvP9GhjBdo4b3YaMZaO3L7wuhft5tTgtqt56eqCbmyKXH6X6iPXUABp2dDZIUb/imQxSlCHd112XLIrBDBz9dNFqdlhR7RnsdApfLTMABrMv8yv8h9VHCAYvoorHRGUQ5LetkrY2ImuiGgGNah0zxVSr4KavP0jB4plx4TgOjnV0Y0yJehTFArhh2RmN5qa4D4359dUYtCqvGB8DM41T67nEYYpljOQWKXWDhWPGuH3w0Q72wXEi3T1Aa24fXI0B81Arrkg0orQWZlLUGoMUZcike5BqindaW9xT/qME56jG9YQ1bMBTTnFHrTWeXTan6hkEXHItXLUzNlJNLYAI+phJERvptAXbURjdPrj+uNyr1qUG5OUO2Mu530j7XMcxWDRSOI6Ts8JHPeV/9op9NtpammCaBo519F+5i/O5wojR0wPdWv1zYhZXzOUoBduxmS1B8WCa0M3NzKSIE601LCuNZKq50U0pqVEnucVOGMq9Cu+vypF/NaXUYyud+lHqanvx7AedM4WjnP1dreVYqTzVzNgQMdxlSHt5FS8uenrTAIDWllSDW9J4pQZrQ6E2RSMKHw6F/VKJgQza4xYginpPRARjRrXiWGdukOLxZ54bVu/hkKI1kE4DzbU5J2ZxRaIYa2kGeutXp429QQmOnQG0RiLZNKjnqXYdhbgoN8W+dMFNVbcpAcUyIMr5e1RtjXKLicZRpVMlhlpwZaDvQyrVAsvqrUGLqJSwOg/9QYrB9cdDjR8czZ+KVqz2xmC2NQS6rCGhHvuy0uOgf6WbwQeIKgn4DDQ41N7WjJ6edM7r46oeDZTJQLSGbhpZfTARwf3cp9N12x6DFCVYGffNGAqZFKXUYsBcboq91horlswqurxltQfKUYUrS2U3lJrPnj+txnEcrFg8qyaFIctdknbgz92/IkKp6SsjUSLVDCvTN6QCMsOVUgrdvX0QETQ31zaTolrL+hYbmFU6aAsbjI60KSKNMpjsi3pMTyj1nTWUp0e0tjTBUQp9fRl+PcWBP0Bprk6Qov/4rMrTEVEtNTcBaWZSxIZluW9GcpCZFMNNcIBbbgaEYRhFB9hhA+XBFhMd6MlZsYBO2AlhqX1QyetoVJYCBzyFkskmLkFaZ8VOWHt6M2hpTkFqvCZhI5eELIaf0aGn0VMr6rX9Wk2jafECkt299bt6R0X0ue9DtTIplNY48NCCIRtEIxpJdFMTJGMBdZpuxzOeEvwgRSI59DMpaqlaA+tqnoT7hSs5dzXaUJmO0ijJVLO3XJ/d6KYQgN7edN3qUTClnKql3sdSfsBgKB/L/tSuHgYp4sHPpKjidI/hUIeiGqubON6qR0Sx5X/u6zTlY+j3DDWWne7BTIqGG8gSk7zyOPzUM9Mk6QUnbYvZFPWWP9DSWqOnL4OWKqUZx8lwK+ZIVC3NXuYUgxQx0Vfd6R5ENIT4QYo+Biliwbb6IIYJw0w0uimDNtSKHeZj3QSqN78WjR+spMbJWDYcR3FlD6IGaFQgzRBBS3OKQYq4SKehTRMwzUa3hGhQqpH9MtLoZmZSxIqVSSOZbKr5HGgqz3DKjOBUi/jzM6gsZlI0XL1W9qjGYGyoFyskipPWlhR6evpPiqtV2JYGIN3nXk3lOTHRyONlUkidimcOnxFfjVhWXzblm4aegUwRiZOhnv0y1CVS/nQPXsVrtN7eDAAMieketVoelGgkam1pQk9v/zKkcS1sOyL0pataj4KIhpCUl8nK6R7xYGX6kGA9iiGr3CVSicIkEilAhCt8xEBf2g1SNDcNjal3wynri6iR/GVIM5n+AsZDuRjokJZOsx4F0UhlmtDJJKd7xIVtpbPz0mloKneJVKqO4ZSKKyLuMqTMpGi4dMaGaRowOReaYorTfGqj2VuGtLcv0+CWEPrSVVt+lIiGoOYmCIMUjaeVgm1nuLIHAeDUi3JprbFq+YPD5kQ9mWzm6h4xkMlYaEolG90MokhDfZpPXFeZaUq52VPpjNXgloxwjgOxLE73IBrJmpo53SMOLNt9ExLMpCCqyHBKdU8km7i6RwykM3Z2sEIUV8Op74sLPzjJIEWDZbxMFk73IBq5mps43SMObG9gwkwKopErmWrm6h4xkM5YSDGTgmjESSWZSREL3sCE0z2IRrCmJneVnzpkDDJIUYRtu1HjRIIdMtFI5U73SA/ZFO7hIp2xmElBNAKJCJpSCaTTduk7U82IV7wYKZ4TE41YTSmIo4A61J5jkKIIxwtSmAlevSMaqfzVfRybV/EaxbYdOI5iJgXRCNWUSjKTotEsb/+zHyYaufxlSK3a98cMUhRhe4OSRCLV4JYQUaP4QUo/s4rqL+0tPchMCqKRiUGKGPAHJUkGKYhGLP/zX4f+mEGKIvozKRikqBWumEFx5wcpHQYpGibjfRlydQ+ikSnVlEQ6zSBFQzFIQUTeeZgwk6KxbNuCYZis1k00gvlBCpvTPRrGv4KaYiYF0YjUlEoiY9lQrA3UMJKxoBMJgOfERCNX0rtwn6n9hTv2NEU4ToZZFEQjnD/dw3GYSdEo/dM9eAWPaCTyp3plMiye2TCWxSwKopHOPw+zat8XM0hRhGNbrEdBNMKZ2ekezKRolHTGggiQTJiNbgoRNYAfoMywLkXjWBaLZhKNdH6g0mImRUPZdoYrexCNcIls4UyeHDeKu/xoEiLS6KYQUQM0Nbn9cJqZFA0jGWZSEI14pgktwpoUjcZMCiISMWCYCRbObKBMxuLyo0QjmJ9JwRU+Gsiy+pcfJKKRScTtB7i6R2PZdiZ7FZWIRq5EIsUlSBsoYzlIJVk0k2ik8mtSMEjRQFaGmRRE5PYDzKRoLMe2WDiTiGAmkqxJ0UCWZbMeBdEIZhgGEqYJy3Ia3ZSRSWv3yimDFESUYpCioZRyoLViJgURIZFIcbpHA1m2gyQzKYhGtGTShFWHivIUwnEgWrNwJhEByaRbo6bGGKSI4Kd2M5OCiEwzycKZDaK1hm07zKQgGuGSyQQsm5kUDeFfNWVNCqIRTydTzKRoJD+1m4UzichMpOA4DFI0gj8oSSYZpCAayZIJE5bNTIqG8K+acroHEXG6R2P1Z1KwQyYa6RKJJGw7A611o5sy4vQHKTjdg2gkSyYTw7ImhYj8hYisFZE1IjJfRJpFZLyIrBSRTd7/4wL3/4mIbBaRjSJyeV3aaDFIQUSeZBJi24BSNd0MgxQRmElBRD4zkQK0hlK8ildvtjcHndM9iEa2VNIcdtM9RGQagD8DcIHW+hwAJoBbAfwYwCqt9UwAq7zfISJneX8/G8AVAH4hIrXvHDndg4h8fm2aGmdTMEgRwWFNCiLy+AV07Tqkt1GuDDMpiAhAMpGAbTvDMaMtAaBFRBIAWgHsBnAdgNne32cDuN77+ToAC7TWaa31pwA2A7iw5i30p3uwcCYRJb2xcY2LZzJIEcEvkpdgahvRiOcHK7nCR/3ZXno3MymIRja/Ls1wyqbQWu8C8I8AtgPYA+CY1noFgCla6z3effYAmOw9ZBqAHYGn2OndVkBEfigi74jIOwcOHBhcQy3vu4/nxEQjnmYmRWO5gxGBYfDqHdFI59emsVk8s+78QnnMpCAa2ZIJtw8YTnUpvFoT1wE4CcDxANpE5M5iDwm5LTS1RGv9a631BVrrCyZNmjS4dloWtAhgMlhMNOL5wcpMbS/cMUgRwXEsJBJJiIR9HxDRSOLXpnEsZlLUm8VMCiJCMJNiWNUGuhTAp1rrA1prC8ATAL4KYJ+ITAUA7//93v13Ajgh8PjpcKeH1JZluQMTnhMTUZKZFA3lODYMk2ltRASYXl9gD7PpHkOhqrxl20gkTAaMiUY4P5tqOGVSwJ3m8WURaRW3k7sEwHoACwHc493nHgBPez8vBHCriDSJyEkAZgJ4q+attG2A2WxEBASCFLUNGDckSDEUTowdx4ZpskMmIsD00oyVM3yu4A2VqvKW5TCLgoj6p3sMo0wKrfWbAB4D8B6Aj+Cel/8awM8AXCYimwBc5v0OrfVaAI8AWAdgGYA/0VrXPmpj2UCC58REhP6+oMZ9cd2DFEPlxFjZFoMURAQA2do0zvCrSRH7qvKW7bAeBRH1T/cYXpkU0Fr/jdb6DK31OVrru7w+9pDW+hKt9Uzv/8OB+/9Ua32K1vp0rfXSerRRbBs6wexiIgJgmtCGAdjDc7pH7E+MHceGwQ6ZiACICAwzAWcYZVLUsqp8NVk2MymIqL8uzXBa3WPIsJlJQUQBicTwm+4xVJZbchxmUhBRP9NMDKtMilpVla/qsncALMtGipkURCOeiCCZMGHV+MSYQlisSUFEAYnEsJzuMSSWW1KsSUFEAaaZhDOM5kKjRlXlq9kPA/50D2ZSEJE75YOZFA3ATAoiChqOQQoMkeWW3MKZnO5BRK7hlkmBIVBVXmsN23ayBfOIaGRLJhLMpKg3rRmkIKJcicSwXII09ifGSjnQWsFgJgUReQwzOdxqUsS+qrztXTFNsCYFEYGZFA2hFERraE73ICKPTtY+k6LuPY7W+k0R8U+MbQDvwz0xbgfwiIjcCzeQcbN3/7Ui4p8Y26jDibE/EOF0DyLymWYCVqan0c2oKq313wD4m7yb03CDx2H3/ymAn9a6XT4/SMHCmUQEuJkUXd3pRjdjZPEzV5hJQUS+Okz3aEiPE/cTY8dbUoXTPYjIZyaGVybFUGA7CgAzKYjIlUgYsB1mUtSVv8wggxRE5BuOq3sMBYqZFESUxzAT2QAm1QenexBRUMI04dgOtA6tn061YDOTgojy1GG6B4MUIfzieAYzKYjIY5oJr14NT47rxb9imjAZpCAiN2CpAThKNbopI4d3tVQneU5MRC6dSECUAmqY2cYgRQg/SGEyakxEHn/61zBb4SPWbNuf7sGvKiLqD1j6fQPVATMpiCif3x/UMJuCZ34hWDiTiPL5/YFiXYq6yWZScLoHEaE/YGlzhY+6EQYpiCgfgxSN4Q9CON2DiHx+f8C6FPWTrUnB6R5EBMD0ApYsnllHLJxJRPkYpGiM7HQPZlIQkcfvD7jCR/3YjoKIwDCk0U0hohhIZqd7MEhRN9klSBksJiJP0hsj13CFDwYpQji2DREDhsEOmYhc/UEKZlLUi207SCQMiDBIQUSc7tEQtg1tGAAz2ojIo5lJ0RiOYzGLgohyGMykqDvbcTjVg4iyTD+TwmHhzLqxbE71IKJcXp8gNZwCzSBFCMexswMSIiIAMBNuTQrFTIq6sW3FoplElOX3B8ykqCPb6k/tJiICAO+cmNM96kw5Vna5QSIigDUpGsG2HSRMfk0RkcvvDxikqB+xmUlBRHmSnO7REI5jc7oHEeUwDC9IwdU96sZ2HGZSEFGWiMA0Da7uUU+23T//nIgIAAwDWoRBinpzHAtGgpkURNRPRGCYCWZS1JFtK9akIKIcCdNkJkU9sSYFEeUTcfsFizUp6krZzKQgokKmmeTqHnXkOE62mj8REeDWpbAYpKgfTvcgojDJBDMp6o2rexBRGNNMQDGToi601rBtJ1vNn4gIcJchdbi6R/2wcCYRhUkk3Jo1NcIgRQjHsbPzz4mIfGaCmRT1opSGBliTgohyJExmUtSV7TCTgogKJZhJUVdaa2ituAQpERUwDGZS1Is/55yrexBRUCLBmhR1oxREKWieExNRvkTCDWLWCM/+8vgDEKYYE1E+0zThsKp8XfjV+5lJQURBCa7uUT/+fuY5MRHlM02ghhfuGKTI4yh3Z3O6BxHlM8wElGImRT1Y2UwKnhwTUT9mUtSRn8rNYDER5WMmRX35mRSc7kFE+Tjdo36y0z24ugcRBSRME0ppKKUb3ZThzx+AsCYFEeVjJkV9KS+1zTAYNSaiXKZpwlG8glcPtle9n5kURBTkBy455aMO/AEI+2EiysdMivryp3twCVIiymeYCWjlQGtewau1/kwKnhwTUT8/cMkpH3WQzaRgP0xEeRImRClA1WZJaAYp8mSnezCTgojymF6tGk75qD2u7kFEYfzAJYMUdeB913F1DyIq4PcLNcpq49lfnux0D3bIRJTH7xcUp3zUnONN9zAZpCCiAD9wyekedcBMCiKK4vcLNQoY8+wvj+NwdQ8iCmd4acYOMylqznEciAgMg19TRNTPzPbDtUkxpgB/8MELd0SUzy+oW6NzYp795VHZmhSMGhNRrux0Dy5DWnO2ozjVg4gK+NlVDFLUgcMlSIkogslMirriEqREFCU73YNpxjXnOIpTPYiogJmd7sEgRc1lMykYpCCiPAnWpKgrf3lBEe4aIsrlByk43aP2GKQgojCJbCYFg8U159jQIgCn3RFRPi94KTane9SFcmwYZgIi0uimEFHMmN6qPyycWXu243DaHREVYCZFHdmOOxDhOTER5fOngTGToj6UY2fnnRMRBfVP92AmRa05rElBRCEMw4CIsCZFPdg261EQUTh/ugczKerDUQ7rURBRqP4lSBmkqDVO9yCiKAnT4HSPenAcruxBROFM1qSoK3e6B6PGRFTIz7JiTYrasx0HJudBE1EI0zQ43aMebLv/aikRUZCfZcVMivpwON2DiCKIN2hmTYracxwFk2nGRBTCNE1O96gHx+HKHkQUzjCgAQgzKepDcboHEUUQERhmgjUp6oA1KYgoSsI0YNsMFtcca1IQURQRN9OqRn0xzwDz+Kt7EBGFMY0EMylqTGsNRylO9yCiUKZpMJOiHmwHmtM9iChKwgRqdOGOZ4B5HMeGYTBqTEThDNNkTYoa8wcfLJxJRGESnO5RH47N6R5EFM1kJkXdKGXDZCYFEUXgdI/asxmkIKIi3MKZzGirOdth4UwiipYwubpHvSjHgcHCmUQUweB0j5rzlxZM8AoeEYXgdI86YeFMIirGTHB1j3pQSkFrxZoURBTJZCZFzTGTgoiK4XSPOlAKohQzKYgoWsKENHK6h4h8rZzbhjql3IGHyagxEUUwDDPbV9TTSOmHgf5MCgYpiCiMaRpwlILWuu7bHjF9sX91lOfERBTFTDR8use/lXnbkOZfHeV0DyKKYpiJ7CC6zkZEPwywcCYRFef3DQ3KphgZfbH/PcdMCiKKoBNmzaZ7FO15ROQrAL4KYJKI/JfAn0YDGHahVb9iP6d7EFGUek/3GGn9MNA/3SPBIAURhUgk3K7PrmOQolZ9sYiMBfBbAOcA0AB+F8BGAA8DmAFgK4BbtNZHvPv/BMC9ABwAf6a1Xj7QbRfFTAoiKsVsXOHMFIB2uMGMUYF/HQBuqkmLGsgfeHC6BxFFcad71DWTYkT1wwDg2P50D/bFRFSoP5NiWPTF/wJgmdb6DADnAVgP4McAVmmtZwJY5f0OETkLwK0AzgZwBYBfiEhtOkovSKGZSUFEURK1m+5RtOfRWr8I4EURmaW13laTFsSIozjdg4iKM8wEtFZ1C1SMtH4YYOFMIirOz7KqZyZFLfpiERkN4JsAfuBtIwMgIyLXAbjIu9tsAC8A+EsA1wFYoLVOA/hURDYDuBDA69VoT47sdA8Gi4koQiIBUQpaVb8vLnc03iQiv4abdpZ9jNb64qq3qIEUp3sQUQmm1z+o+telGBH9MMDCmURUnJ9l1aD6QNXsi08GcADAAyJyHoB3Afw5gCla6z3e8+4Rkcne/acBeCPw+J3ebdXH6R5EVIrfP9SgLkW5o/FHAfwS7py5hnwj1IM/6DAMdshEFM7PtHLqvwzpiOiHAffqqAhgiDS6KUQUQw0unFnNvjgB4HwAf6q1flNE/gXe1I4IYZ1i6BInIvJDAD8EgBNPPLHyltksnElEJSQaH6Swtdb/WfWtx4yTXYKUHTIRhfMzrRoQpKh6PxzXgm2O48A0TQiDFEQUohHTPQKq2RfvBLBTa/2m9/tjcIMU+0RkqpdFMRXA/sD9Twg8fjqA3WFPrLX+NYBfA8AFF1xQ+Vqt2UwKnhMTUQSvf9B29a+dlZtLu0hE/lhEporIeP/fQDcqImNF5DER2SAi60XkK95zrhSRTd7/4wL3/4mIbBaRjSJy+UC3WwqXICWiUvxMq3qu8OGpaj/siWXBNttRXNmDiCL50z3sGpwYl6FqfbHWei+AHSJyunfTJQDWAVgI4B7vtnsAPO39vBDArSLSJCInAZgJ4K0Bv5Ji/O841qQgogjZwroNzKTwO8r/HrhNw51LNxD+ifFNIpIC0Argr+CeGP9MRH4M98T4L/NOjI8H8KyInKa1rvo3E5cgJaJSzMZlUlS1H45zwTbHUaxHQUSRGjzdo9rnxH8KYJ53PvwJgN+BexHxERG5F8B2ADcDgNZ6rYg8AjeQYQP4k1qcDwPon+7BmhREFMXvH2pwTlzWaFxrfVK1NhjnE2OlbIgIDMOA1g354iOimGvUdI9q9sOe2BZs86d7EBGFSTRmCVIA1e+LtdarAVwQ8qdLIu7/UwA/rWYbQtk2tAhgGIgoe0FEI52XaaUblUkhIneH3a61njOAbdbsxHiwRYKU43CqBxEV1ajpHlXuh4EaFWwbdLE2ALbNTAoiimYYBkSkITUpatAXx5PjuEUzRQDNIAURhchO96h+wLjcEfkXAz83w43uvgdgIB1yzSoZD7ZIkOPYnOpBREVlp3uouk/3qGY/DNSoYNugi7XBvTra1JQcyEOJaIQwTaNRS5BWuy+OJ9vmVA8iKs5scCaF1vpPg7+LyBgADw5wmzWrZDxYyrGZYkxERTVqCdIq98PQWu8VkR0icrrWeiP6C7atgzvn+mcoLNj2kIj8M9z6QDUr2GY7Cq3MpCCiIhKm0ZBMimr3xbFl2yyaSUTFxaBwZr4euCeoFYvzibFSNqd7EFFRfrZVA1b3yDfgfjgglgXb3MKZPDkmomimaTaqcGa+avTF8WM7XH6UiIrzz9UaWJNiEfqnWJgAzgTwyCC2G9MTY073IKLi/LnQ9c6kqEE/HNuCbbbjcAlSIioqYRoNWYK0Fn1xLDnMpCCiEgwDWqRx0z0A/GPgZxvANq31zoFuNK4nxsqxkUw11XozRDTEGUYCjmPVe7NV7YfjSmvNJUiJqCS3JkVDMilGRF8M2waaeE5MREWIuNkUNQgYl3UWqLV+EcAGAKMAjAOQqXpLYsBxON2DiEozTBOqzgXbRko/nLHcaDynexBRMaZpwm7MEqQjoi92p3uwHyaiEhKJmkz3KCtIISK3wK0DcTOAWwC8KSI3Vb01DaaUw+keRFSSm0lR9+keI6If7ku75/uc7kFExSQalEkxUvpid7oHz4mJqATTbOh0j78G8EWt9X4AEJFJAJ6FuzLHsOGu7sEOmYiKM836BykwQvrhtBek4HQPIiqmgUuQjoi+mJkURFSWhAnUoC8u9yzQ8Dtjz6EKHjskuPOgbRgGO2QiKs4wE41Y3WPY98MA0NuXBgAkeHJMREWYDVqCFCOkL3aXIOWFOyIqwUw0NJNimYgsBzDf+/37AJZUvTUNZNsWAM3pHkRUkmGYcOx0vTc77PthgJkURFSehLcEqVJ1D1QM+75YWxagNTMpiKgknTABq/rF5IuOyEXkVABTtNb/XURuAPB1AALgdQDzqt6aBrIyvQDA6R5EVJJhJpBJ99RlWyOpHwb6a1IwSEFExfh9RCZjoa2t9tsbSX2x6u1zf+ASpERUimkCvb1Vf9pSZ4E/B9AJAFrrJ7TW/0Vr/RdwI8Y/r3prGiiddncup3sQUSmmYdZzusfPMUL6YQDoS7vReE73IKJi/D7CD2zWwc8xQvpi1ecNODjdg4hKSSSgG7AE6Qyt9Yf5N2qt3wEwo+qtaaCMH6RgJgURlWDUt3DmiOmHAWZSEFF5/D6ijkGKEdMXa682EKd7EFFJCbMhS5A2F/lbSzUb0miZtJvaxukeRFSKH6TQWtdjcyOmHwZYk4KIytOAIMWI6YtVLzMpiKhMZqIhQYq3ReT3828UkXsBvFv11jRQJuNP92CHTETFudPCNGy7LifHI6YfBvoHHJzuQUTFJOofpBgxfbFmTQoiKpM2TUBrt+BuFZUakf8IwJMicgf6O+ALAKQAfK+qLWmw/uke7JCJqDg/4yqT7kVzc2utN/cjjJB+GOgfcBiG1CtThYiGINOvSdFXtyDFjzBC+mLV5wUpmF1MRKV4wUzV2wc0F0s4q/Bpi/1Ra70PwFdF5NsAzvFuXqy1fq5qLYiJNKd7EFGZ/AK7fsHdWhpJ/TDgTvcwTQMiDFIQUTR/uke6TpkUI6kv7i+cyQt3RFSCNy1M9fYC48ZW72nLuZPW+nkAz1dtqzHE6R5EVC4jkElRLyOhHwbcTApO9SCiUhLeALq3fpkUAEZGX9w/3YPnxERUgnfOls3AqhJWJvNwugcRlcsPZtYjk2Kk6fMyKYiIiukvnJlucEuGn/7pHjwnJqISvICx7q3uOTHPBD2ZjDfdg5kURFSCPxfaylQ3akxAui+TLYhHRBSlAYUzRwxmUhBR2bzsYmZS1Egm3QsRA2JwlxBRcf50D2ZSVF9fOgOT86CJqAQRgUj9alKMJKqvFxABeE5MRCXobOFMZlLURDrdy6KZRFQWf7pHPWtSjBRuTQp+NRFRcSIC0zSZSVEDui/NLAoiKg8zKWrLyvRlr44SERXjT/dgJkX1uTUpmElBRKUlTINBihpQvb1c2YOIypOtSVHdIAVH5Z5vf+dO9PRZjW4GEQ0BhpGAiAHl2I1uyrDTl86grSXV6GYQ0RBgmib66ry6x0iQOmkG8PGmRjeDiIYCMwEYBrRd3XNiZlJ4JkyahvZR4xvdDCIaAsxEEl/51s346rduaHRThp00MymIqEzMpKiNsTdcD3z+c41uBhENBakkmm+8HmOvvaaqT8sgBRERxYLWmjUpiKhszKQgIhqeeCZIRESxYFk2lNIwGaQgojIkEsykICIajngmSEREseAPNjjdg4jKYXK6BxHRsMQgBRERxUJvXxoAON2DiMqS4BKkRETDEs8EiYgoFtrbWnDv7ddg3Nj2RjeFiIaA1pYmHH/cxEY3g4iIqoxLkBIRUSy0tbbg218/H7v37oFSqtHNIaKYO/kzx+Hu71/b6GYQEVGVMZOCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiKhBRMQUkfdF5Bnv9/EislJENnn/jwvc9ycisllENorI5Y1rNRFR7TBIQURERETUOH8OYH3g9x8DWKW1nglglfc7ROQsALcCOBvAFQB+ISJmndtKRFRzDFIQERERETWAiEwHcDWA3wZuvg7AbO/n2QCuD9y+QGud1lp/CmAzgAvr1FQiorphkIKIaARjmjERUUP9HMD/AKACt03RWu8BAO//yd7t0wDsCNxvp3cbEdGw0rAgBU+MiYhigWnGREQNICLXANivtX633IeE3KYjnvuHIvKOiLxz4MCBAbeRiKgRGplJwRNjIqIGYpoxEVFDfQ3AtSKyFcACABeLyFwA+0RkKgB4/+/37r8TwAmBx08HsDvsibXWv9ZaX6C1vmDSpEm1aj8RUU00JEjBE2Miolj4OZhmTETUEFrrn2itp2utZ8C9IPec1vpOAAsB3OPd7R4AT3s/LwRwq4g0ichJAGYCeKvOzSYiqrlGZVL8HDU4MWZqGxFReWqVZsx+mIho0H4G4DIR2QTgMu93aK3XAngEwDoAywD8idbaaVgriYhqJFHvDQZPjEXkonIeEnJb6Pw7rfWvAfwaAC644ILQ+xAREYD+NOOrADQDGB1MM9Za7xlImjH7YSKiymmtXwDwgvfzIQCXRNzvpwB+WreGERE1QCMyKWo2/46IiMrDNGMiIiIiiqO6Byl4YkxEFGtMMyYiIiKihqn7dI8ifgbgERG5F8B2ADcD7omxiPgnxjZ4YkxEVFVMMyYiIiKiuGhokIInxkRERERERETka9TqHkREREREREREORikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiI6kxEThCR50VkvYisFZE/924fLyIrRWST9/+4wGN+IiKbRWSjiFzeuNYTEdVO3YMU7JCJiBqPfTERUcPZAP6r1vpMAF8G8CcichaAHwNYpbWeCWCV9zu8v90K4GwAVwD4hYiYDWk5EVENNSKTgh0yEVHjsS8mImogrfUerfV73s+dANYDmAbgOgCzvbvNBnC99/N1ABZordNa608BbAZwYV0bTURUB3UPUrBDJiJqPPbFRETxISIzAHwewJsApmit9wBuXw1gsne3aQB2BB6207st7Pl+KCLviMg7Bw4cqFm7iYhqoaE1KardIRMRUeXYFxMRNY6ItAN4HMCPtNYdxe4acpsOu6PW+tda6wu01hdMmjSpGs0kIqqbhgUpatEhM2pMRFSZavfF7IeJiMonIkm4ffA8rfUT3s37RGSq9/epAPZ7t+8EcELg4dMB7K5XW4mI6qUhQYpadciMGhMRla8WfTH7YSKi8oiIALgPwHqt9T8H/rQQwD3ez/cAeDpw+60i0iQiJwGYCeCterWXiKheGrG6BztkIqIGY19MRNRwXwNwF4CLRWS19+8qAD8DcJmIbAJwmfc7tNZrATwCYB2AZQD+RGvtNKbpRES1k2jANv0O+SMRWe3d9ldwO+BHROReANsB3Ay4HbKI+B2yDXbIRETVwL6YiKiBtNavIHwqHQBcEvGYnwL4ac0aRUQUA3UPUrBDJiJqPPbFRERERBRHDV3dg4iIiIiIiIjIxyAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcUCgxREREREREREFAsMUhARERERERFRLDBIQURERERERESxwCAFEREREREREcXCkAlSiMgVIrJRRDaLyI8b3R4iopGG/TARUeOxLyai4W5IBClExATwHwCuBHAWgNtE5KzGtoqIaORgP0xE1Hjsi4loJBgSQQoAFwLYrLX+RGudAbAAwHUNbhMR0UjCfpiIqPHYFxPRsJdodAPKNA3AjsDvOwF8qdob0VpBKQVoQGkV+EPg94H+rRHPw7bHf5tDue2N2GaM2q5U4LaRoS79MAAopbx/2rtFA9ARvxf7WyX3rdbzNGKbbPvI2eZQbnv1twkIRqC69MWOUtBKQWlAB74Dg78X+1sl943b84yUbbLtI2ebtW67U4Nz4qESpAj7FtIFdxL5IYAfer92icjGmraquIkADjZw+6XEvX0A21gtcW9j3NsHRLXx9h8N5Lk+M8i2NEoj+uGhcGwEsb21xfbW1pBs7x/fO+DHsy8u35A8NhrdiAoMpfYOpbYCbG+t9bf3T/9kII+P7IeHSpBiJ4ATAr9PB7A7/05a618D+HW9GlWMiLyjtb6g0e2IEvf2AWxjtcS9jXFvHzA02lgHde+Hh9p+Z3tri+2tLbZ3yGBfXALbWztDqa0A21trtWzvUKlJ8TaAmSJykoikANwKYGGD20RENJKwHyYiajz2xUQ07A2JTAqttS0i/xeA5QBMAPdrrdc2uFlERCMG+2EiosZjX0xEI8GQCFIAgNZ6CYAljW5HBWIx7aSIuLcPYBurJe5tjHv7gKHRxpprQD881PY721tbbG9tsb1DBPviktje2hlKbQXY3lqrWXtF64JaO0REREREREREdTdUalIQERERERER0TDHIMUgicj9IrJfRNYEbvuciLwhIqtF5B0RubDBbTxBRJ4XkfUislZE/ty7fbyIrBSRTd7/42LYxn8QkQ0i8qGIPCkiY+PUvsDf/5uIaBGZ2Ij2lWqjiPypiGz0bv/7uLUxTp8ZEWkWkbdE5AOvjf/Luz02n5fhpNz9KiJXeMfwZhH5ceD2/+31D6tFZIWIHB/z9ta1T6tCe2/2PgdKRGpSwTtq24G/i4j8q/f3D0Xk/HIfG8P2FpwzxLW9pb73Ytje0L6bSmM/zH642PYDf2df3ID2NqIvjkU/rLXmv0H8A/BNAOcDWBO4bQWAK72frwLwQoPbOBXA+d7PowB8DOAsAH8P4Mfe7T8G8HcxbON3ACS82/+uUW2Map/3+wlwC1htAzAxhvvw2wCeBdDk/W1yDNsYm88M3DXo272fkwDeBPDlOH1ehtO/cvYr3OJwWwCcDCAF4IPA52904H5/BuCXMW9vXfu0KrT3TACnA3gBwAU1aF/ktgP3uQrAUu+z+WUAb5b72Di11/tbwTlDXNuLIt97MW1vaN9dj/081P9VoZ9gP1zb9ta0Hy61/cB92Bc3Zv/WtS8eZFur1g8zk2KQtNYvATicfzOA0d7PYxCyfnU9aa33aK3f837uBLAewDQA1wGY7d1tNoDrG9JARLdRa71Ca217d3sD7nrgsWmf9+f/A+B/wH3fG6ZIG/8IwM+01mnvb/tj2MbYfGa0q8v7Nen904jR52WYKWe/Xghgs9b6E611BsAC73HQWncE7teG2n8OB9veevdpg23veq31xhq2L3LbAdcBmON9Nt8AMFZEppb52Di1N+qcIZbtLfG9F8f2RvXdVBr74dqKez9cdPsB7Isb0N4G9MWx6IcZpKiNHwH4BxHZAeAfAfyksc3pJyIzAHwebmRritZ6D+AOHgFMbmDTsvLaGPS7cKN2DRVsn4hcC2CX1vqDxrYqV94+PA3AN0TkTRF5UUS+2NDGefLa+CPE6DMjIqaIrAawH8BKrXVsPy/DQDn7dRqAHYHfdyLwBS0iP/WOnTsA/M8athWoQnsD6tGnVbO9tVDOtqPu04h2D6a9jVCV9hb5Xq62QbU3ou+m0tgP11bc++Fyt8++eOCGUl8ci354yCxBOsT8EYC/0Fo/LiK3ALgPwKUNbhNEpB3A4wB+pLXuEJFGN6lAfhsDt/81ABvAvEa1zWtHtn1ee/4abtpgbIS8zwkA4+CmY30RwCMicrLWumFXmELa+LeI0WdGa+0A+Jw3T/VJETmnUW0ZDkTkWQDHhfzpr8t9ipDbssev1vqvAfy1iPwEwP8F4G8qbmRwYzVur7eNqvVp9WhvDZWz7aj7NKLdg2lvIwy6vVHfyzUyqPaG9d1a67rNOY8z9sMA2A8PdvvsiwduKPXFseiHGaSojXsA/Ln386MAftvAtgAARCQJ98Cep7V+wrt5n59G5KU/NWwaABDZRojIPQCuAXBJgwfWOe0TkXMBnATgAy/gMx3AeyJyodZ6bxza6N28E8AT3r57S0QUgIkADsSojbH7zACA1vqoiLwA4ArE7PMylGitIwNOIlLOft0Jt/aLbzrCpwQ9BGAxBnlyXOv2VrtPq+P+rYVyth11n1QZj622wbS3EQbV3qjv5Rqqyv7N67sZpAD74fz2sh8e0PbZFw/cUOqLY9EPc7pHbewG8C3v54sBbGpgWyDuCPo+AOu11v8c+NNCuINDeP8/Xe+2+aLaKCJXAPhLANdqrXvi1D6t9Uda68la6xla6xlwP7DnNzBAEfU+PwX3OISInAb3y+Rg3RuIom2MzWdGRCZ50V+ISAvcjI4NiNHnZZgpZ7++DWCmiJwkIikAt3qPg4jMDNzvWrjvVS0Ntr317tMG1d46KGfbCwHcLa4vAzjmpUw3ot2DaW8jDLi9RfrruLY3qu+m0tgPx7i9dcK+uLaGUl8cj35Y16Gi6XD+B2A+gD0ALLiD1HsBfB3Au3Crob4J4AsNbuPX4abgfAhgtffvKgATAKyCOyBcBWB8DNu4Ge6cJ/+2mlaMrrR9effZisau7hG1D1MA5sKNYr4H4OIYtjE2nxkAnwXwvtfGNQD+p3d7bD4vw+lf1H4FcDyAJYH7XQW3ovUWAH8duP1x7336EMAiuAV349zeuvZpVWjv9+B+t6UB7AOwvAZtLNg2gD8E8IfezwLgP7y/f4RAdfuodtd4nw6mvQXnDHFtL8r43otZe0P7bv4ra5+zH453e2veD0dtv4K+jX1xjdqLBvTFg2hr1fph8Z6QiIiIiIiIiKihON2DiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikICIiIiIiIqJYYJCCiIiIiIiIiGKBQQoiIiIiIiIiigUGKYiIiIiIiIgoFhikoBFPRBaIyMMi8qaIbBORq73bnxeRy7yf/1ZE/rWxLSUiGp7C+mEROVdEXg3c53wRea6R7SQiGs6KnBM/JyKrvX99InJzo9tKwxuDFETAeQA+0Vp/CcAdAP7Gu/1vAPy1iNwB4PMA/qJB7SMiGu7C+uG1AE4REdO7zz8B+G8Nah8R0UgQek6stb5Ya/05AL8CsBDAEw1rIY0IiUY3gKiRRKQFwEQA/8u7aR2AcQCgtX5JRATAfwFwkdbaaUwriYiGr6h+WGutRGQtgLNFZCaA7Vrr9xrVTiKi4azYObH397sBXAngRp4TU60xk4JGunMAbNJa93m/nw/gAwAQkXMBTAWQ1lp3eredLSJ/6f387yIyqgFtJiIaTiL7YQBvAPgagP8HwF8B7IeJiGqk2DnxzXAzK27RWlvsh6nWGKSgke48ACeKSLOItMGNHv8fEZkKYB6A6wB0i8jl3v0vQP/J82g/eEFERAMW2g97f3sDwN8CeFJrvcu7jf0wEVH1RZ0TXwPgjwHcEAhgsB+mmmKQgka68+AGI14A8DaA/wTwPty5dv9Va70ewP+GexUPAL4IYJ3XeUNEvikiC+rcZiKi4aSgH9Za+wUzNwBIA/i7wP3ZDxMRVV9UXzwbwHQAr3qFM+9FXj8MsC+m6mJNChrpzgPw+1rrv8y7/Sv+D1rrlwK/nwTgrwF0AJjs1a34al1aSkQ0PEX1wwDw5wB+orXuDtzGfpiIqPpC+2Kt9YT8O4rIYgT6Ye9+7IupahikoJHuFACbyrmjiCQBHNJa/0Ftm0RENKIU9MMicgqAxQBe1VrPDtzOfpiIqDbKOidmP0z1IFrrRreBaMgSkfMA/L8A/k1rvazR7SEiGmnYDxMRNR77YqomBimIiIiIiIiIKBZYOJOIiIiIiIiIYoFBCiIiIiIiIiKKBQYpiIiIiIiIiCgWGKQgIiIiIiIiolhgkIKIiIiIiIiIYoFBCiIiIiIiIiKKBQYpiIiIiIiIiCgWGKQgIiIiIiIiolj4/wMTen/PfuLFZAAAAABJRU5ErkJggg==\n", 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\n", + "image/png": 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\n", 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" ] @@ -832,12 +832,12 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -870,7 +870,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", + "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced per positron bunch on target $n(\\mu^+ \\mu^-)$:\n", "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, $l$ is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", @@ -880,7 +880,7 @@ "$$\\rho^-=N_A \\frac{\\rho_{Be}Z}{M_t}$$\n", "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", "\n", - "Then the rescaling factor is given by W=$f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week\n", + "Then the rescaling factor is given by $W=f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week\n", "\n" ] }, @@ -891,7 +891,7 @@ "outputs": [ { "data": { - "image/png": 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v6682vVxLQun8pd+p0ubTvn6e4XrDINaXGkhps3u5sqU0KO6a/137hONgd/IPEN/re5NW9zKqrNya5zuPL+U3s9/mvJ+8wm/mbeUf73mN//OHpbyxvp1nFrfwfx8NRqYhOz+u6AkcnJT5XgvHcidZ2HxXye4WLp47HoVCoXvwQ5jvXC7H9Y+9QT6f54d/nN+9/J72IfXVQBduYT7LFej9aYrp7bMI5XKd7Nixw110VC8kBqtfJs7PrNox3FlQVr9YqdQ/F56f5S52+nueeP7Oz393vlvhMezq6uL7f5hTcdnoun1Vip7fY1+q7UP0/8G4fcECzADyIkGmWCyyY8cOurq6drnaKRaLvN2a4+H525m5fAdPLtyMAAeObmJENklShBdXbuWV1e1c8euF/Pz1LXz63rm8vLqdZ5duoa2r4K6Y5vTpSQC+V/5EVtUeBVDYjDUQBUV4LHZ+GXZeBd74xHwIutxIJFOuYJ6zSx9SueHe5ZqSqik3AKKv9ypFt1mpZlba6d/fAj267r4uGwwoWUwul+sO3P3ZTn/1ZdloM8+e1B52Jy+JZArf73uALs33Dx6dQ0dHR48r+t7yWCmgRmsi0QvC3pYL83L9Y29U/FzzhQJvbengtudW8sSSVk696SXumbWZ99/4Cr+cs4UfzFjJtX+Yt0uTWbXtDtTFViV717CTGvK9IpLo/XAWi0WeW9LCHxdvpzGV4NSDh3HtXx/Gva+8zRXTpvDDJ+ZzxbTDAbju8fl89N3j+cmfVyOS4LU1HVz50EISspAjxw8noT6Pz1vPmOYM2zuLbGzLkehU2nN5WnbkefWtbazelieXz/Ob19eTaWgAVRICT85dw1lHj2fl5g5eWd7Cu/YZRnPCx/eDwv7L57wXEUFVcU/n6bEPlZRrsgiCSJEfPbmQq848omz1vfTL2J+CulAIAm6YV1Xt/j8IcAv44rTDAO3ul/ritHdTLBZJJpOISHfgamhoIJXqW5u753kg8MM/zufqs4/q8zLhNnubt1zTT8jzi9zw+FyyDU1lpw9UoREWQH05JntSWwrzm0qlenx+lfISXq0nIwVxdMRd+Jn2dq56ntddmCeSqR4FcfQziqYHFz4Fbpq+kK/9zXGk0+k+7WO47I+eXMBXzn1v+ZlEuPmphaQzDcGFlCR5dvEmnlrcwlOLNlHwFFm4hVFNKT46ZTQrN+1g6oGjeHJRCw+9sREUPjRl1y7n4HswjytOP4KGhoY+5XcgWIAZYMVicOI3NzeXLUQ2tuX46m8XMTyb4PSDm8gklEI+R1iQqGr31XVaPN47vonjJw7j0g8dyI1PLuADU8Yzf1OBl1ds5bXVbXzp1wu61/3QvFk9tvXQnI3d759btZxSM5e3ATB96RtAcANRUybBiGySHd4i1m/v5JKPTOHd40cwZli2ZD93FghRYQHuFT1KL8IGogAqTQvTb35qMVecfjipVIpcLscPHp3Dl84KCn1flesfm0Mm29QdzMIr7qvPPmqXfQjXG14Flitcw6YZJEGyXMCk57EJA9jNTy3m3/76mKoFdrFYdAXRfJKpzC7HMVTpeIbbCrcRLZjDtHB6NpvtEfTK5b1QKKCq3YW5iOyyb+VqmqXrqba/0eMc1mCvOvOIqvP/8PE5XHHGUW6ZoMYcFvrhugqFArlcjmQy2Z0WDRY3PjEPz1fXfKbdx/3y0w7vURB7nsfNTy3uvpDwvCKJRM/jG6ZXOhYANzw+l2Qq010LL3d8cn6C5Rs7ueJXC3hx5TbynjKqMcVBozIcOCrL108/mF+8upYvnjaFm2cs5tIPTiSfa2d7m/Ds6gJffWQZ06aMLFvTi+Yp2rfUl89pd1iAGWDqe9z69BKuOOMIRIRkMtndLOP7HjfMWEHBU844dBiNaaFYyHPns2/SNGIfIGj+uHn6QlS97qv6MGglE3DCpOFMe88+FD9c5AePL+Cs9+zP/zy/jJwHH5qyH03ZNEmUZ5a08Mmpk/jta6ugmCOdSvG5095NOp0lXyhw1/Nv8snjJ3DPCys4/YjxtOWVFRtbeXbZFtryPn9ctJkdOY8/r3wNgFFNaQ4Z28SUfYdx8Lhmxg3LMKY5w74jGhnVmGSf5p0BKJFMQZUrx3y+i3R616uoaKHY3/6s0vbkaFNFuZFY0Xl6rKfM1fPO2kSwpfDzSCSTFUfoVRJeZfelFtPXgLwntZWwMP/Kue+pWMh4nsePn15KNpvdJSCXK1yjgS3aNFluf3traooOdFFJsOjtNpa1dPLm5k6eWZlj0a8WsmpLJ0VPSSeUhlSCrj8sZP9Rzew3LM2ohgSPzl7JVacfTiKVIZ1RcvkC//XIHP72hMmsa/PY3pHjX+57nU4/wetr57GsZQczls+moxCcg7mCz5OLt9LaVeTF1a/QlEmwfms7mWQC7/FFjGzM0JxJsHxTJ8OyKTbtyNGc9ClX+wxr89HPrOD5bGjNcedzy3lk3mY2tgfNdPuPzHL+ce9i644Ovnnu4fzkT8vxfZ//eX4JSKJHn5LvFWnOJjljSpaX1uT40/JWWnd0sM+IYb02eccZZCzAxECSSTzP47aZS7ni9CMoFnLcNmMxm4spnli6g4tPGk8h3wnqu/kTPZpEFO3RZOT7Hrc/swQpuZRNJYUj3zWM/Uek8YpFPnbkKO547k0+d8ohLNuwjamThvOXJWnyXQUkkWDfYRnS6RSqSYZnhN/NWsaoTILZK1v44rTD+OGKt/jgAY0kUym+cOqhXPfEIrZ1+hx/8H682dLOn5ZuYtGGHezI7drOLUBjOkljJkG+6JESSKc6mb/xDdZtbSeZgEwqRXtxGXPWdpJOFrj92TeZvWY7D762nqWbcvxlxTYOHS+8a1gaz+vZFxRePZdrOgnSS66CfaWtM0exUCTv+aj6FPw8HV35ql+2sAZ2xelH9CgIrn/sDTyvSDKVQTW4Uk6lMz22DXQ/0aG5ubn7M40Gk0Ihx3W/f52v/c1xZLPZ7umhcJ9Lm8fCQjbZxz6XcF2+7/fIRzmVRhxFC5xEMll2vrCQKy2cwppDNpvlhsfncvlph9Hc3NyjDy2sUd3w+FyuPOOIHk1NYWDZ1lnk/llruf+VtWzpUtrzwbmXSQpNaWFUwSeVENIJyBWUzZ0ef5i7gbaSc/S3C1/dZb8feGN29/vg/E3QkE7RnE5w5LuGMbwxA+rzxtpWDh7bzMK3WxmeTbIj77GtyyPvFfnFK2spllwLPbLgeRICwzIJFm56nUmjm9hvRJZsUpi3bgcAtz63io1tedZuzzFvXRtdRR9oYXRjkmPe1cDBY5v4P+ceTj6f544/LSeZEDyviOrOfsvworVYLKLugqwhleDqUw/gyoeX8sUH53HXhcfzoyfn87lTDunOX9hU5/vx30tlASYG4RdaEonugkKSCZa8nWN4NsmnjxvLvS+91WMZ3w/GtGuFK2KJjMKqdkUSXiGHhVPYdJBMQC6X4+anFnHlGUHhGQaxnW3QSdeXlEBEaM4kGN6Q4VPH70cul2OfjMdVZxzBlo4C1z86m7OPOZC2PDw8ey3HHTCazrxHR8HjtVVbyBc8PIX2XJHWnEfBUzwtsnb727TnPXzN8fq6dgBeXBU01f151eLu/WhKC6+u6eBdIxtYt7WDvzpmAplkghnz13L6UeNpL0BLaydb2nNs7/JYsG47M5e/wY68R2tnka6iz90vb9jl+Pzs1U0A3PfqZhD431nrSScTpJMSFFTJBK2def6yejabd+R4fd1sMqkEa7a2I0A21UVzRmhKCcMbCuw7PEtDOtqclOPGJxZwzcePR0S44fG5fPmc95QU1sH70qa80qabggpFBXJdvLl+Cw+8soarzzm64l3l0WASrTGE90t85dxjyp4zoUr9D6FqjyPxVckXfdZv76Qz79PZ1cU9zy3iwg8dxtYuj28/MpfPTzuCxmwavALZVIJkUruXbWvvYMOOApvai8xZvZXpizbz27mb2NCWB4LC+vTDRnPigSN57a2tXHPOu7l5+nwu+eBk7p31djC4oJAHSfBvf3UMeV9Yu7WddVs7uO+Flbxv8hhIJPEUUOXVlS383XETmbl4Axkp0pRJks1kueyUg/jxM0v5wqmHdPfn3fnn1Vz6oQO4/bnlfOnMIwH4wWNzgsI+kcDzfT553P7c+cJqOgrC+w4ayx/eWEtbzqetq8BTCzewub3noJIXVrUypjnD/iOzfOL48azf2s7YJiErQctFOp3C931+PGMhkkwHn69XAJKIBC0ldz77Jqky/SknHTiCCSNSvPF2F9vae47gDD/fm56cRyKVqXo+DAQLMAMoLJyB7hrHrU8vCfpVPGX19gJ/feRY7npuCcl0luh3OGjTTQA7L4fKXcmGN1FdftqU8nlwtZ1MY3PZ6eWGJvbcTpCpYrGIV8hDOuiv+PGMhaSzTYgII7MJ9mlMcfz+TTQ0NLBkXQuf++DE7kL0+4++jlcokmlo4srTD+fmGYvxfZ9MpoErpk3hB4/Nwfc1CHzpRi76wIHc9swSzjl6Am/vKPCrV1fTlvNQYPaaVta35pi9bkl3fp9bEQSkhEA2KUwc1YiIcODoBkY2phnRkGL+uu28/6DRJAReXLEVxUdIcNLBY3h+aQvHTtqHV9/aztH7j6DgK75Crujh+bBwfStjm1O0duZICHQVPDoLPp6vbO4o0pH3I59IGyMbkqxtLfKe8cPY3FFkTHN2l5FhlTrtJZFk7bYuFm3Ywaur2/jYHS9T1ATrt+d6zPngnCAw/u/rMxEglYRMMkEmmeCZZdtICGxqy/GXla28va2D8fs0kEok2NCWo6W9wFub8jw5fwNHH+BxwOjG7s84FNZabnh8Lpd++CCSySQNDQ3s6Myxaksn61rzdBbz3PLMcja05dmwo8CG1i7augq057zu5qR7Z20k6veufw/g4QUv9dx3IJNK4Kty18s9nwXYnEmwb3OKD04ewVemHcRvZi0HzTFtyj68ubGVYj6HX8xzx8xlZJuCcz0caFMsFsmkUhw0polJIzO8sDTLP75vfPcAjmKxyA3tbZx66D4sWr+FfC4Y3BJtlvU8j1ufWcKlHz4Y3y9y8/T5JFK71jgBRH0eeGkFoxqyjMr6rN+0lePelQYSXHnGEdz+7Jtcfc57ae/Kc8Mf55FIJPnymYeTSkh3fm55eimqPsVCzyHuSKK72V1Ve4yFkWTlQcDv2S/DH1s7+MZv5zNl32AgSLieL5x22C7nZVy3BFiAiUlY45BkEi16rGnzKPpw9hFjeH5RR49gFPK9IsVCHpEEkghOrDtmLiOR6nlCV+o72FlbqtyMUq6g8/0ggPh++SvXcJvRk1F9j1tnLO7OW7k23GjfU+kzSEWEZELIpBKMac4wPJvk2InDAViyZgNIgi+edhie5/GTP6/in95/MEiCO59dymfeN4lfvLCUhEAylebzHzmEO/60gss/OqU7DzfPWExr23Y+f+oU2rtyqPqIJLj4/RNp72jn8x+exE+e97n0Qwdw6zNLufKMoEM5lUrxo+kL+df3T+KOP63gytPfjYhw68xlwX0Hvk8+10l7XtnhJdmWg5YdBV5auY3HFgRBIJXYwcJNczh032be3NDGo3PfJinw0CvLUUnQWYCvPzyf1Vs7mbu2lZ++tLOmNbIhyckHjWRsU4JMEhrTKXwvTyHvIeksH5iyLzMWridf9PE0QdFXJozM4qnSnisyPJtkU1LIJBP4GgTHP8zdSM5TXlmzCIB0Upg8upFDxjZxwJhm5q5p5daZb9KZ93hxVTvLtizh7dYcKzZ30lXsWfD8aXkr+w7PsP8+TRw6rpnGVBAMGlMJ5q5r5dz3TODphWvxCnkkkeDc905i+qKNFPIF1NWuTzp4LEUfij54JHhh2QbSCfib9+7PpLEjmLxPmp//ZQnJVAYRGD88FZyX7vsSPV+TJd+N8JzLZrM9mtyKxWL34BlVxfc9bpmxBEQr9veJCLc/s4RkJguScK0MC7j8tGBEYvScVhT1fURcS4Bf6P6+JJJJkgmhKZOkMZ0IlvU9KBl1GrY2JMoEjrAc6U24zXFNCZrTwsptBQ4ZG9m/SKtK2FR228xl/RoN1x8WYGLie0VEEuDO/xXbijRnhCP3zfL8okoPfd6VsusXoFxTRaVgtMv63FWMJHpuP7iXIF99n/ygf+Lzp07ZJW/hFXCxWMR3eQsLgkQqQyKx6/763s4bRMv1E0RrTqMag0JmWDbB+JFZMpmg36mSaBNgb6p1pnuex83Tg5tBk6kMyVSKhAjDMsLIdJrJ6aBP5rMfOIDrZ7zJxrY8mzqDvoJH525ge1eRl96av8t6F2zs5Mh3DefgMQ2cf8IEDh6V4cm5b9GQbeDK0w/nxifnowrpdIZ8TvG9JJmGRi7+wAFs3roZ9SGTbSCRSHDl6cGw9lueXsZlp0zmpqcWcumHDkJVuf255SQSCXIFj9MO35efzXqbKeNHsXhDG3PWtjF90WY8VV5YuY1UQkgItOc99hsejFhqziQ494gxvLq6lRGNab5yxhQaMmnS6TSq2v1kiR/PWMiR+zZy3nvHsWpjC4V88HmfduhIlm3YRrEAyVQG3y+yddt2vnDaYTQ0NNDQ0MB1+R0U8nlWt2zjghMP6HFuV2qWi56vnhe538P3+PGMxXzhtMPKfpY3TV/A5acd7taRxPd3HfEV/b6JazYO5k90DyMOJpb/Dnte0CeiCrdMX1CxNSHcXl8GafiRpu5qNNJfe+A+KRa2FMhFOok81x+cSKcAj1ufWkimaViv299dFmAGQdFXNrT7HD4mzU9mLkXZtabge72fZOVqH9EOvnLBqBxJJrsHGJTbdqXmHN+r/qNH5YTzR4NJuW2pX+yuvpcuH15p/eRPK7r7tbTKfobTlWDYbSHfie8r6UxDj3nCmwJL97NnzQvEjYorV+sMiQjDs0maU2kOGp3gS2ceSTqd5vonFnLOUfvxs78sRUiQTCVpzqTIplN8/iMH85PnV/L3x+zHDx+fQ7Jv1xzdgoJ15/Hp7GjlhsfeQBLCrU8v4dJTDgaCY5/EZ+aCNRy270i+cuYUOjs78TyPpqYmbnxqKZd8cBLpZILbn1vBv75/Irlcjv95eR2qytnvHs3abZ2kUinSyaDJ9JYZS7jCBbbwc+p+oniZ5pbofWKlNezuAjmpuwSX6HnaZwI/fmohqUyDu/8pMinSR1m6/t7uPfLd8U4kU0GB7/7vuY9BM7fvBzXmvrQm7NKi4BXxevSl9u/EUBR8nwNHpljQUmDllq7uYdjQs2mtWjPbQLA7+QfB5k4fX2G/YcmqJ1xvwo69vg6N7RF8Il+e3h5rE14FldtOuS/hHj2DK9LcUVp9786vm6evNZLe9mPns9CCK+/wKQO+77sRTvngQqCX4xwGzXKBKnyCQQKfR2evYnRThpENwT1G6aRQLOS46ckF3XmTMg8/Df8v9xlG9yWXy3Hz9HlBE2ekabZUmFYsBvfZ3DJjSdAkg4/ozmPgebseN8/bGZBLnwARVe0CxPeqXxj0ploAKD2nJZks27nt+x63TF+AV6a5yfc9bnt6Eb47H8LvSjTPu/NIqHyuk7a2NgqFAr5X6B6MkcvluOnJefz4qV1/5iPMS2/nYLVjMroxaCZb21rsV7kxkCzAxMz3imzcEZzM45p2P7iEJLnz4ZXVTq7SadWCRvntlM9rufWEzXO7++C87g7HyLrLbSc6Sqq0FlexHT2yH2HNxCvmu9e988p7AR0dHdz81ELU135d2YV5LRYKPfIR/SmGssuh3bW6vhS+RTdCTXscEy9ospFd+yLCkUfRPOXzO5/JFRbAPZ/EG7wv9/mHxymXy/UYRl7tqr/H8t6uI91Ka6PRJqPSwrzccQ77Lcv//Lh7Npdf5PZnlux82KrrLyknkUxW/K7sboBU3+OmJ+Zzw2Ozg3PbBZfwoim4rWHXdfflMUDVvtciwr7NSTZ1+sGImBqwADMIWjp8RmSFbGrgPuTgi1jYefVfItoRGgrbk/vzJfHclzRagFS7Ot5T0fVUKuSqBcpqbdrFQo5bpi/ovtKPFmBhh265B4r2Vnj6XrFse7xX4Wo3ut3+FNBQvtDpcYd2vguvWER9r9daWG+/ghjNf3dw8D1+/NSiHs+WCz+PsEbX2/mlvsdtTy+mq6uLzs5OtMr9GKXHp6/nme8V8YuFnedKIuGCTeVt9TgfBuh8DknkPqIwKPS4181te3eCWLW8jmtO0lWE9kJtnlhufTAxU1VaOnwOGDmwJ2wouALveUKGAwzKTeuv8MsQ9BslKvZBRB9xU63duPuKtZ/NXRDu1661kt7azcN8dw+8qCDaoQuVB0T0VfeNceHopzAvkdVFh6CGwiHiqkC6+r0KfpXBDKW1sHD71Zo5qwW67o7mVKa7NnPx+w/otbYXBqoex17g1hmL3Siunc+QKx3oETYLJ9K7V1R13z9WZj3hZx09R/oieo70pe+0Wr7iNrYp2KeWDp/hg/cIsm5Wg4nZ9pxPwYd9B6B5LFSp+SMuffkyBFe2C3dpT45ekUU7z6NXbNGr5P5evUWv1OMY09/bwIlybfL96e/qyzaiyjWl9Jfn7dq+73lBoPMi/Q+9EZGqtaTw865Ua4he1cPOYFva1DpQHdFxd2hXszt9NwNhn4YEqQRs6hj8bYMFmNi1tAcf7LimgTvUfWn+qAVJVh/E0NeOy/5vN9Hdrn3LUwvcY//jOTa9FRRh08ytTy+pu88nKuGekVfa/NTXcys8DtUK7d4GpZQ7lpJMVu1T29v096Kqv4EqIcKYxoQFmL3Vti6fVAKGZQa2k62WV2O7q1JfRX+Wr9RO3d2Up1qzETNR0UC7J1evcV75qrvZMDxWfQka/c3TQJ+nezoSrR4M9j6MbRS2dvkUbRTZ3qc15zMiI70+ObdW4jzZB7tZYOcQ3d07rYdC4VV6TPd46G8/mudMT0PluzO6MYESXOwOttgCjIjcLSIbRWReJO1bIrJWRGa717mRadeIyDIRWSwiZ0XSTxCRuW7azeJKahHJisgvXfpLIjI5ssxFIrLUvS6Kax/7YnsuGEFm6s9QCCiVDFQBVG09teg36O+oOtO7sPxpze1FAQa4Bzi7TPqNqnqsez0GICJHAhcAR7llbhPpHth/O3AJMMW9wnVeDGxV1UOBG4Hr3LpGA98ETgJOBL4pIqMGfvd6V/CUjoIyMjv4FcVadSqWszt5GcqF/56Iu4Dt7wiy/t7nsqefWb32Lw5lwzOCsJcFGFV9Dtj1tzvL+zjwgKrmVHUFsAw4UUTGAyNU9QUNhgbdB5wXWeZe9/7XwDRXuzkLmK6qW1R1KzCd8oEuduEHajWYPRN3sIxj/bu7zv7cELs726h0o2ylQr0WBf5Q7F+sZwkRhmdk7wowVVwuIm+4JrSwZjEBWB2ZZ41Lm+Del6b3WEZVi8B2YEyVdQ267bngS2kBxpRT6Yo/7nskyt8oW+3+oL4XE/VUczY7jcgm2N6193fy3w4cAhwLrAducOnlSuBKd+uFR2l3lulBRC4RkVkiMqulpaXcLHtke85HCKqo5p1pMJr6rFA3vRmRFdryftkHkcZpUAOMqm5QVU9VfeC/CfpIIKhlTIrMOhFY59InlknvsYyIpICRBE1yldZVLj93qupUVZ06bty4Pdm1slpzyoiskKjTEWTGmHeGEdng94Ha83txgHF9KqG/BcIRZo8AF7iRYQcRdOa/rKrrgTYROdn1r1wI/C6yTDhC7BPA066f5gngTBEZ5ZrgznRpg6415zOiBh38xhgT1T2SbJADTGzPIhOR+4FTgbEisoZgZNepInIsQZPVSuBSAFWdLyIPAguAIvAFVQ2fF3EZwYi0RuBx9wK4C/iZiCwjqLlc4Na1RUS+C7zi5vuOqvZ1sMGA8VVpyyuTRlqAMTtV+00ZY+IyIhOcc625vSTAqOqnyiTfVWX+a4Fry6TPAo4uk94FnF9hXXcDd/c5szHoKgZRdFjGChNjTG1lU0JDSgY9wFjpF5Pw8djN1sFvjKkDwzLCjkF+bL8FmJiEAaYpbYfYGFN7zekEHRZg9g4drjOtOW01GGNM7TVnhPaCDujPWfTGAkxM2gtKJgnppAUYY0ztNacFXyG3e79svlsswMSkvaBWezHG1I2wub69MHg35VqAiUlHQWm2/hdjTJ0IBxwNZj+MlYAxaS8oTVaDMcbUifCCdzDv5rcAE4O8pxR86+A3xtSPTBKSsnOE62CwABODDtfGaffAGGPqhYjQnBZrIhvqdtgQZWNMHWpKi9VghrqO7pssLcAYY+pHc1psFNlQ11EIfgemIWUBxhhTP5rSQlcRvEH6hVILMDHoLCgNKex3YIwxdaU5HfwdrH4YCzAx6CwqjVZ7McbUmbDZvrNoAWbICmowFmCMMfUlLJc6rQYzdHVZDcYYU4e6A0xxcDr6LcAMMF+VrmLQB2OMMfUkmwQhuAgeDBZgBljeUxQbQWaMqT8iwS9bWhPZEBV+cI12D4wxpg41pmTod/KLyN0islFE5kXSfiAii0TkDRF5WET2cemTRaRTRGa71x2RZU4QkbkiskxEbhYJxv6KSFZEfunSXxKRyZFlLhKRpe51UVz7WE74wVkfjDGmHjWk944msnuAs0vSpgNHq+p7gSXANZFpb6rqse71uUj67cAlwBT3Ctd5MbBVVQ8FbgSuAxCR0cA3gZOAE4FvisiogdyxasIajPXBGGPqUePe0ESmqs8BW0rSnlTVovv3RWBitXWIyHhghKq+oMHvfN4HnOcmfxy4173/NTDN1W7OAqar6hZV3UoQ1EoDXWzCK4MG+yVLY0wdakgJXcXB+enkWvbB/AvweOT/g0TkdRF5VkQ+7NImAGsi86xxaeG01QAuaG0HxkTTyyzTg4hcIiKzRGRWS0vLnu4PEDSRpRL2U8nGmPrUmBKUwfnp5JoEGBH5BlAEfu6S1gMHqOpxwNXAL0RkBMGIulJh2K00rdoyPRNV71TVqao6ddy4cf3ZhYo6C3YPjDGmfjV232wZ/70wgx5gXKf7XwOfcc1eqGpOVTe7968CbwKHEdQ+os1oE4F17v0aYJJbZwoYSdAk151eZpnYdRXVRpAZY+pWeAvFYHT0D2qAEZGzga8BH1PVjkj6OBFJuvcHE3TmL1fV9UCbiJzs+lcuBH7nFnsECEeIfQJ42gWsJ4AzRWSU69w/06UNis6iT0PKRn8bY+pTdw1mEAJMbGOdROR+4FRgrIisIRjZdQ2QBaa70cYvuhFjpwDfEZEi4AGfU9VwgMBlBCPSGgn6bMJ+m7uAn4nIMoKaywUAqrpFRL4LvOLm+05kXbHrLCjjh1kNxhhTn3o+jyzesiq2AKOqnyqTfFeFeR8CHqowbRZwdJn0LuD8CsvcDdzd58wOEM9XCr7dxW+MqV/ppJBK7IVNZHu77iHKFmCMMXWsYZDu5rcAM4DCYX8WYIwx9azR3QsTNwswAyjnPrCsBRhjTB3LWoAZero8F2DsJktjTB1rSEn3BXGcLMAMoJz1wRhjhoBsUsh58T8uxgLMAOryFAEyyVrnxBhjKsumBF8h7pv5LcAMoFwx+ODcPT7GGFOXwlaWuJvJLMAMoJyn1v9ijKl7YTnVFfMDLy3ADKCuolr/izGm7lkNZgjKeUrWfmjMGFPnwlspcp4FmCEjZzUYY8wQsPOJyvFuxwLMAPFVyXl2D4wxpv6lEkJS6qQGIyIf7EvaO1neHhNjjBlCBuNmy77WYG7pY9o7Vpc9JsYYM4RkUxL7KLKqXdIi8n7gA8A4Ebk6MmkEYLcTRnQ/h8yayIwxQ0BDSuiK+U7L3sY8ZYBhbr7hkfRWgl+RNE74HDJrIjPGDAXZpLC9K95tVA0wqvos8KyI3KOqq+LNytBmT1I2xgwl2ZTE3snf17s2siJyJzA5uoyqnhZHpoaicLifNZEZY4aChpRQ9KHoxxdk+hpgfgXcAfwUiLlbaGjKeUo6AcmEBRhjTP3rflxMMb5+mL6OIiuq6u2q+rKqvhq+qi0gIneLyEYRmRdJGy0i00Vkqfs7KjLtGhFZJiKLReSsSPoJIjLXTbtZ3JMkRSQrIr906S+JyOTIMhe5bSwVkYv6ejD2RK5ozyEzxgwdg/G4mL4GmN+LyOdFZLwLEqNFZHQvy9wDnF2S9nVghqpOAWa4/xGRI4ELgKPcMreJSDhK7XbgEmCKe4XrvBjYqqqHAjcC17l1jQa+CZwEnAh8MxrI4hI8JsYCjDFmaMim6qcGcxHwVeAvwKvuNavaAqr6HLClJPnjwL3u/b3AeZH0B1Q1p6orgGXAiSIyHhihqi9o8Ms495UsE67r18A0V7s5C5iuqltUdSswnV0D3YDLefY7MMaYoSNscYmzBtOnPhhVPWiAtrefqq5361wvIvu69AnAi5H51ri0gntfmh4us9qtqygi24Ex0fQyy/QgIpcQ1I444IADdn+vCD6kERl78o4xZmjIDkITWZ8CjIhcWC5dVe8boHyUa1vSKum7u0zPRNU7gTsBpk6dukdHOW9NZMaYISRsccnF2ETW11Fk74u8bwCmAa8RNFn1xwYRGe9qL+OBjS59DTApMt9EYJ1Ln1gmPbrMGhFJASMJmuTWAKeWLDOzn/nsl4LnU/BtiLIxZuhIiJBJ7rxJPJZt9GUmVf1i5PVZ4DiCu/z76xGC/hzc399F0i9wI8MOIujMf9k1p7WJyMmuf+XCkmXCdX0CeNr10zwBnCkio1zn/pkuLTbbO4ObYLLWB2OMGUIyyXgfeLm7P4/VQRAEKhKR+wlqEmNFZA3ByK7vAQ+KyMXAW8D5AKo6X0QeBBYAReALqhreb3MZwYi0RuBx9wK4C/iZiCwjqLlc4Na1RUS+C7zi5vuOqpYONhhQ2zoLAGSsicwYM4Rkk3XQRCYiv2dnP0YSOAJ4sNoyqvqpCpOmVZj/WuDaMumzgKPLpHfhAlSZaXcDd1fL30Da2hEEmAZrIjPGDCHZpHQ/CT4Ofa3BXB95XwRWqeqaSjO/03TXYCzAGGOGkGwStudr3wfzLLCI4InKo4B8bDkagrZ3WB+MMWboyaQk1iayvv6i5SeBlwmapD4JvCQi9rh+J6zB2DBlY8xQ0pAMHniZK8TziMm+NpF9A3ifqm4EEJFxwFMEd9C/423rLJCU4HeujTFmqAjvhdnWWWDk8Orz7o6+3nqeCIOLs7kfy+71tnUUrPZijBlywnv3trmBSgOtrzWYP4rIE8D97v9/AB6LJUdD0LbOovW/GGOGnKyLAFtrEWBE5FCC54d9VUT+DvgQwaNYXgB+HkuOhqBtnQW7i98YM+R012A64wkwvTVz/QhoA1DV36jq1ar6JYLay49iydEQtL2zYDdZGmOGnEzMTWS9BZjJqvpGaaK7+XFyLDkagoImMgswxpihJWzaj6uJrLcA01BlWuNAZmSo8n1le2fB+mCMMUNOMiGkErVrIntFRD5bmuieJVb1J5PfKVq7Cvhq98AYY4ambCpRs1FkVwEPi8hn2BlQphI8SflvY8nREJNMCJd/ZDLL1qyvdVaMMabfGlJSmxqMqm5Q1Q8A3wZWute3VfX9qvp2LDkaYoY3pPnchw9kbJO1kRljhp5sUmozTDmkqs8Az8SSA2OMMTVzwoQm/vWjR8Sybrsb3xhj3sFGN6U4fL9hsazbAowxxphYWIAxxhgTCwswxhhjYmEBxhhjTCwGPcCIyOEiMjvyahWRq0TkWyKyNpJ+bmSZa0RkmYgsFpGzIukniMhcN+1mERGXnhWRX7r0l0Rk8mDvpzHGvNMNeoBR1cWqeqyqHgucAHQAD7vJN4bTVPUxABE5ErgAOAo4G7hNRMKbTm4HLgGmuNfZLv1iYKuqHgrcCFwX/54ZY4yJqnUT2TTgTVVdVWWejwMPqGpOVVcAy4ATRWQ8MEJVX1BVBe4Dzossc697/2tgWli7McYYMzhqHWAuYOePmAFcLiJviMjdIjLKpU0AVkfmWePSJrj3pek9llHVIrAdGFO6cRG5RERmicislpaWgdgfY4wxTs0CjIhkgI8Bv3JJtwOHAMcC64EbwlnLLK5V0qst0zNB9U5VnaqqU8eNG9f3zBtjjOlVLWsw5wCvqeoG6H7umaeqPvDfwIluvjXApMhyE4F1Ln1imfQey4hIChgJbIlpP4wxxpRRywDzKSLNY65PJfS3wDz3/hHgAjcy7CCCzvyXVXU90CYiJ7v+lQuB30WWuci9/wTwtOunMcYYM0j69LDLgSYiTcAZwKWR5O+LyLEETVkrw2mqOl9EHgQWAEXgC6rquWUuA+4h+PGzx90L4C7gZyKyjKDmckGMu2OMMaaMmgQYVe2gpNNdVf+pyvzXAteWSZ8FHF0mvQs4f89zaowxZnfVehSZMcaYvZQFGGOMMbGwAGOMMSYWFmCMMcbEwgKMMcaYWFiAMcYYEwsLMMYYY2JhAcYYY0wsLMAYY4yJhQUYY4wxsbAAY4wxJhYWYIwxxsTCAowxxphYWIAxxhgTCwswxhhjYmEBxhhjTCwswBhjjImFBRhjjDGxsABjjDEmFjUJMCKyUkTmishsEZnl0kaLyHQRWer+jorMf42ILBORxSJyViT9BLeeZSJys4iIS8+KyC9d+ksiMnnQd9IYY97halmD+aiqHquqU93/XwdmqOoUYIb7HxE5ErgAOAo4G7hNRJJumduBS4Ap7nW2S78Y2KqqhwI3AtcNwv4YY4yJqKcmso8D97r39wLnRdIfUNWcqq4AlgEnish4YISqvqCqCtxXsky4rl8D08LajTHGmMFRqwCjwJMi8qqIXOLS9lPV9QDu774ufQKwOrLsGpc2wb0vTe+xjKoWge3AmNJMiMglIjJLRGa1tLQMyI4ZY4wJpGq03Q+q6joR2ReYLiKLqsxbruahVdKrLdMzQfVO4E6AqVOn7jLdGGPM7qtJDUZV17m/G4GHgROBDa7ZC/d3o5t9DTApsvhEYJ1Ln1gmvccyIpICRgJb4tgXY4wx5Q16gBGRZhEZHr4HzgTmAY8AF7nZLgJ+594/AlzgRoYdRNCZ/7JrRmsTkZNd/8qFJcuE6/oE8LTrpzHGGDNIatFEth/wsOtzTwG/UNU/isgrwIMicjHwFnA+gKrOF5EHgQVAEfiCqnpuXZcB9wCNwOPuBXAX8DMRWUZQc7lgMHbMGGPMToMeYFR1OXBMmfTNwLQKy1wLXFsmfRZwdJn0LlyAMsYYUxv1NEzZGGPMXsQCjDHGmFhYgDHGGBMLCzDGGGNiYQHGGGNMLCzAGGOMiYUFGGOMMbGwAGOMMSYWFmCMMcbEwgKMMcaYWFiAMcYYEwsLMMYYY2JhAcYYY0wsLMAYY4yJhQUYY4wxsbAAY4wxJhYWYIwxxsTCAowxxphYWIAxxhgTi0EPMCIySUSeEZGFIjJfRK506d8SkbUiMtu9zo0sc42ILBORxSJyViT9BBGZ66bdLCLi0rMi8kuX/pKITB7s/TTGmHe6WtRgisCXVfUI4GTgCyJypJt2o6oe616PAbhpFwBHAWcDt4lI0s1/O3AJMMW9znbpFwNbVfVQ4EbgukHYL2OMMRGDHmBUdb2qvubetwELgQlVFvk48ICq5lR1BbAMOFFExgMjVPUFVVXgPuC8yDL3uve/BqaFtRtjjDGDo6Z9MK7p6jjgJZd0uYi8ISJ3i8golzYBWB1ZbI1Lm+Del6b3WEZVi8B2YEyZ7V8iIrNEZFZLS8vA7JQxxhighgFGRIYBDwFXqWorQXPXIcCxwHrghnDWMotrlfRqy/RMUL1TVaeq6tRx48b1bweMMcZUVZMAIyJpguDyc1X9DYCqblBVT1V94L+BE93sa4BJkcUnAutc+sQy6T2WEZEUMBLYEs/eGGOMKacWo8gEuAtYqKo/jKSPj8z2t8A89/4R4AI3Muwggs78l1V1PdAmIie7dV4I/C6yzEXu/SeAp10/jTHGmEGSqsE2Pwj8EzBXRGa7tH8HPiUixxI0Za0ELgVQ1fki8iCwgGAE2hdU1XPLXQbcAzQCj7sXBAHsZyKyjKDmckGse2SMMWYXgx5gVPV5yveRPFZlmWuBa8ukzwKOLpPeBZy/B9k0xhizh+xOfmOMMbGwAGOMMSYWFmCMMcbEwgKMMcaYWFiAMcYYEwsLMMYYY2JhAcYYY0wsLMAYY4yJhQUYY4wxsbAAY4wxJhYWYIwxxsTCAowxxphYWIAxxhgTCwswxhhjYmEBxhhjTCwswBhjjImFBRhjjDGxsABjjDEmFnt1gBGRs0VksYgsE5Gv1zo/xhjzTrLXBhgRSQK3AucARwKfEpEja5srY4x559hrAwxwIrBMVZerah54APh4jfNkjDHvGKlaZyBGE4DVkf/XACfFtTHf80AFVAFQzwcBVHu8t2n1Oa3W27dpNq1W09TziMveHGCkTJr2mEHkEuAS9+8OEVkce676ZyywqdaZ2A2W78Fl+R58QzXvZfP93T1b54GVJuzNAWYNMCny/0RgXXQGVb0TuHMwM9UfIjJLVafWOh/9ZfkeXJbvwTdU8z7Y+d6b+2BeAaaIyEEikgEuAB6pcZ6MMeYdY6+twahqUUQuB54AksDdqjq/xtkyxph3jL02wACo6mPAY7XOxx6o2+a7Xli+B5fle/AN1bwPar5FVXufyxhjjOmnvbkPxhhjTA1ZgKkDInK3iGwUkXmRtGNF5EURmS0is0TkxFrmsRwRmSQiz4jIQhGZLyJXuvTRIjJdRJa6v6NqndeoKvn+gYgsEpE3RORhEdmnxlndRaW8R6Z/RURURMbWKo/lVMu3iHzRPdJpvoh8v5b5LFXlXKnr76eINIjIyyIyx+X72y59cL+bqmqvGr+AU4DjgXmRtCeBc9z7c4GZtc5nmXyPB45374cDSwgey/N94Osu/evAdbXOax/zfSaQcunX1Vu+q+Xd/T+JYFDLKmBsrfPax2P+UeApIOum7VvrvPYx33X9/SS4D3CYe58GXgJOHuzvptVg6oCqPgdsKU0GRrj3Iym5h6ceqOp6VX3NvW8DFhI8QeHjwL1utnuB82qSwQoq5VtVn1TVopvtRYJ7p+pKlWMOcCPwb5TcUFwPquT7MuB7qppz0zbWLpe7qpLvuv5+amCH+zftXsogfzctwNSvq4AfiMhq4HrgmtpmpzoRmQwcR3CltJ+qrofgCwrsW8OsVVWS76h/AR4f9Az1QzTvIvIxYK2qzqltrnpXcswPAz4sIi+JyLMi8r6aZq6KknxfRZ1/P0UkKSKzgY3AdFUd9O+mBZj6dRnwJVWdBHwJuKvG+alIRIYBDwFXqWprrfPTV5XyLSLfAIrAz2uVt95E806Q128A/1nLPPVFmWOeAkYRNN98FXhQRMo95qmmyuS77r+fquqp6rEENfETReTowc6DBZj6dRHwG/f+VwRPh647IpIm+OL9XFXD/G4QkfFu+niCK6i6UiHfiMhFwF8Dn1HXUF1vyuT9EOAgYI6IrCQoUF4TkXfVLpe7qnDM1wC/cU06LwM+wfOy6kaFfA+J7yeAqm4DZgJnM8jfTQsw9Wsd8BH3/jRgaQ3zUpa70rwLWKiqP4xMeoTgC4j7+7vBzls1lfItImcDXwM+pqodtcpfNeXyrqpzVXVfVZ2sqpMJCu3jVfXtGma1hyrnym8Jzm9E5DAgQx09RLJKvuv6+yki48JRkCLSCJwOLGKQv5t2o2UdEJH7gVMJrtw2AN8EFgM3ETQhdAGfV9VXa5XHckTkQ8CfgLkEV54A/07QRv0gcADwFnC+qpYOYqiZKvm+GcgCm13ai6r6ucHPYWWV8q7BUyvCeVYCU1W1ngrqSsf8KeBu4FggD3xFVZ+uRR7LqZLvVur4+yki7yXoxE8SVCQeVNXviMgYBvG7aQHGGGNMLKyJzBhjTCwswBhjjImFBRhjjDGxsABjjDEmFhZgjDHGxMICjDHGmFhYgDHGGBMLCzDG1JiIPCAiv3QPfFwlIn/l0p8RkTPc+/8SkZtrm1Nj+scCjDG1dwywXFVPAj5D8CQH3N9viMhnCJ7i+6Ua5c+Y3WJ38htTQ+45UW8Bk1S1S0RGAy+p6hQ3/VlgGHCq+z0SY4YMq8EYU1tHA0tVtcv9fzwwB0BE3kPwi4q5MLiIyFEi8jX3/sciMrwGeTamTyzAGFNbxwAHuN9Qbwa+DdzoHqX+c4JfIGwXkbPc/FNxAQgYYbUaU88swBhTW8cQBJKZwCvA7cDrBL818mVVXQh8F/iWm/99wAIXjBCRU0TkgUHOszF9Yn0wxtSQiDwHfFZVF/dx/kcJfu+lFXiPqp4tIl9X1e/FmU9jdkeq1hkw5h3uEPr4Y1XulxU3q+ql8WbJmIFhTWTG1JCqTlBVv/c5QVULqnphNE1EjgE+7H6N05i6Yk1kxhhjYmE1GGOMMbGwAGOMMSYWFmCMMcbEwgKMMcaYWFiAMcYYEwsLMMYYY2JhAcYYY0wsLMAYY4yJxf8DZJyW8CugshkAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -903,19 +903,19 @@ } ], "source": [ - "freq = 10**6\n", - "rhoBe = 1.848 #g/cm^3\n", + "freq = 10**6 #[Hz] frequency of positrons on target\n", + "rhoBe = 1.848 #[g/cm^3] Beryllium density\n", "N_a = 6.022*10**23 #Avogadro's number\n", - "Z = 4\n", - "M = 9.012 #u\n", - "l = 6 #cm\n", - "rho_elec = N_a * (rhoBe*Z) / (M) #\n", - "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *38937\n", - "deltaT = 60 * 60 * 24 * 7\n", - "fweek = fmu * deltaT \n", + "Z = 4 #Beryllium charge\n", + "M = 9.012 #[amu] Be mass\n", + "l = 3 #[cm] Beryllium target thickness\n", + "rho_elec = N_a * (rhoBe*Z) / (M) #Be Electron density\n", + "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *38937 #[Hz] muon pair production frequency\n", + "deltaT = 60 * 60 * 24 * 7 #Seconds in a week\n", + "fweek = fmu * deltaT #RESCALING FACTOR (number of mu in a week)\n", "\n", - "weights = np.full(int((N)), fweek/N)\n", - "df_monochromatic['weights']=weights\n", + "weights = np.full(int((N)), fweek/N) #array of rescaling factors\n", + "df_monochromatic['weights']=weights \n", "\n", "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", " weights= df_monochromatic['weights'], \n", @@ -924,7 +924,7 @@ " \n", " )\n", "plt.suptitle('One week activity histogram')\n", - "plt.show()\n" + "plt.show()" ] }, { @@ -933,39 +933,45 @@ "source": [ "## Longitudinal energy loss\n", "\n", - "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", - "$$\\sqrt {s} > 2m_\\mu \\implies s > 4m_\\mu^2 $$ \n", - "So, rewriting the invariant quantity $s$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", - "$$ s = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-p_{e_+}^2$$\n", + "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons:\n", + "$$\\sqrt {s} \\sim 2m_\\mu \\implies s \\sim 4m_\\mu^2 $$ \n", + "\n", + "So, we can compute $s$ taking into account the electron at rest:\n", + "$$ s = (p_{e^+}+p_{e^-})^2 = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-\\vec p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-\\vec p_{e_+}^2$$\n", "Joining the two conditions:\n", "$$2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", "And finally the condition on the energy of the positron:\n", - "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}$$\n", - "But:\n", + "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}} \\sim \\frac{2m_\\mu^2}{m_{e_-}} $$\n", + "\n", + "The energy trend along the target:\n", "$$E_{e_{+}}=E_0e^{-\\frac{x}{\\chi_0}}$$\n", - "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of it ($x_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", + "\n", + "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28 \\, cm$ (PDG). In order to have the condition satisfied along the whole length of the target we impose the energy threshold at $x_{max} =3\\, cm$. Finally, to find $E_0$ satisfying the condition we explicit for $E_0$ and we obtain:\n", + "\n", "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{x_{max}}{\\chi_0}}\\approx47.6 \\, \\mathrm{ GeV}$$ " ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "47571.03165490111 MeV\n" + "Threshold energy: 47571.03165490111 MeV\n" ] } ], "source": [ - "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", - "z_max = 3 #cm\n", + "rad_length = 35.28 #cm radiation length of Beryllium\n", + "x_max = 3 #cm target thickness\n", + "\n", + "E_0_thres = ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(x_max/rad_length)\n", + "print ( f\"Threshold energy: {E_0_thres} MeV\")\n", "\n", - "result= ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(z_max/rad_length)\n", - "print (result, 'MeV')" + "#print \"{:10.4f}\".format(x)" ] }, { @@ -975,8 +981,11 @@ "## Monochromatic analysis\n", "\n", "We now take into account the energy loss along the target lenght. \n", - "This leads to a variable pair-production probability depending on the cross-section value at that energy, that now is a function of position x. \n", - "We then generate x-coordinates spread and retrieve the $\\theta^*$ distribution, both through an accept-reject method. " + "This leads to a variable pair-production probability depending on the cross-section along the target.\n", + "We then generate the x-coordinates spread and retrieve the $\\theta^*$ distribution, both through an accept-reject method. \n", + "\n", + "We have observed that with an $s = 220^2 \\, MeV$ the energy is not sufficient to reach a non-zero cross section through all the target. \n", + "We then choose a new value of $s = 225^2 \\, MeV$, corresponding to a positron energy $E_0 = 48658.5 \\,MeV$" ] }, { @@ -986,12 +995,15 @@ "outputs": [], "source": [ "#s depending on x-coordinate (z)\n", - "def s_berms(z, E0):\n", + "def s_bremss(x, E0):\n", + " '''This function computes the s variable depending on the initial energy E_0 and the position z'''\n", " return 2 * m_e**2 + 2* E0 * np.exp(-z/rad_length) * m_e\n", "\n", "#correspondent cross-section\n", - "def sigma_berms(z, E0):\n", - " return sigma(s_berms(z, E0))\n" + "def sigma_bremss(x, E0):\n", + " '''simgma_bremss computes the cross section directly from the initial energy and position of interaciton. \n", + " Basically a wrapper for the sigma function'''\n", + " return sigma(s_bremss(z, E0))\n" ] }, { @@ -1000,13 +1012,98 @@ "metadata": {}, "outputs": [], "source": [ - "#accept-reject: energies\n", - "pts = np.random.uniform( 0, 3, 3*10**5)\n", - "check = np.random.uniform( 0, sigma_berms(0, result), 3*10**5 )\n", - "energies_berms = s_berms(pts[check < sigma_berms(pts,result)], result)\n", + "#accept-reject: uniform distributions on points and energies \n", + "num_samples = 3*10**5\n", + "E_0 = 48658.5 #MeV positron beam energy\n", + "pts = np.random.uniform( 0, x_max, num_samples) #uniform from 0 to x_max\n", + "check = np.random.uniform( sigma_bremss(x_max, E_0), sigma_bremss(0, E_0), num_samples)\n", + "energies_bremss = s_bremss(pts[check < sigma_bremss(pts,E_0)], E_0)\n", "\n", "#checking for threshold condition\n", - "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" + "energies_bremss = energies_bremss[energies_bremss > 4 * m_muon**2]" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "101889\n", + "50118\n", + "24526\n", + "11953\n", + "5943\n", + "2827\n", + "1476\n", + "666\n", + "381\n" + ] + } + ], + "source": [ + "n_steps = 10\n", + "steps = np.linspace(0,x_max,n_steps)\n", + "num_points = 2*10**5\n", + "pepo = []\n", + "energies_bremss = []\n", + "for i in range(9): \n", + " pts = np.random.uniform( steps[i], steps[i+1], num_points) #uniform from 0 to x_max\n", + " check = np.random.uniform( sigma_bremss(steps[i+1], E_0), sigma_bremss(steps[i], E_0), num_points)\n", + " acc_reject = pts[check < sigma_bremss(pts,E_0)]\n", + " energies_bremss.append(s_bremss(acc_reject, E_0))\n", + " print(len(acc_reject))\n", + " num_points -= len(acc_reject)\n", + " pepo = np.concatenate((pepo, pts[check < sigma_bremss(pts,E_0)]))\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([100803., 49009., 24351., 12249., 6332., 3432., 1786.,\n", + " 984., 493., 340.]),\n", + " array([1.35249526e-06, 2.99040760e-01, 5.98080167e-01, 8.97119574e-01,\n", + " 1.19615898e+00, 1.49519839e+00, 1.79423780e+00, 2.09327720e+00,\n", + " 2.39231661e+00, 2.69135602e+00, 2.99039543e+00]),\n", + " )" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# plt.hist(pts[check < sigma_bremss(pts,E_0)])\n", + "# plt.hist(np.array(pepo).reshape(-1))\n", + "# plt.show()\n", + "pepo = np.asarray(pepo)\n", + "pepo.ravel()\n", + "plt.hist(pepo)\n", + "\n", + "#for i in pepo: print(i)" ] }, { @@ -1016,10 +1113,10 @@ "outputs": [], "source": [ "#accept-reject: angles\n", - "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", - "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", + "angles = np.random.uniform( 0, np.pi, len(energies_bremss))\n", + "ang_check = np.random.uniform( 0, pf(energies_bremss,np.pi/2), len(energies_bremss) )\n", "\n", - "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", + "pd_df = pd.DataFrame(pd.Series(energies_bremss), columns = ['energies'])\n", "pd_df[\"angles\"] = angles\n", "pd_df[\"check\"] = ang_check\n", "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", @@ -1049,7 +1146,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1095,7 +1192,7 @@ "outputs": [], "source": [ "#from CoM to lab\n", - "energies_gauss_brems = energies_gauss / (2 * m_e)" + "energies_gauss_bremss = energies_gauss / (2 * m_e)" ] }, { @@ -1105,16 +1202,16 @@ "outputs": [], "source": [ "#accept-reject method to get pair-production energies\n", - "pts = np.random.uniform( 0, max_d(energies_gauss_brems,m_e,m_muon, rad_length), len(energies_gauss_brems))\n", - "check = np.random.uniform( 0, sigma_berms(0, energies_gauss_brems), len(energies_gauss_brems) )\n", - "pd_df_brems = pd.DataFrame(pd.Series(energies_gauss_brems), columns = ['energies'])\n", - "pd_df_brems[\"pts\"] = pts\n", - "pd_df_brems[\"check\"] = check\n", - "pd_df_brems[\"label\"] = pd_df_brems.pts[pd_df_brems.check < sigma_berms(pd_df_brems.pts, pd_df_brems.energies)]\n", - "pd_df_brems = pd_df_brems.dropna()\n", - "energies_berms = s_berms(pd_df_brems.pts,pd_df_brems.energies)\n", - "\n", - "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" + "pts = np.random.uniform( 0, max_d(energies_gauss_bremss,m_e,m_muon, rad_length), len(energies_gauss_bremss))\n", + "check = np.random.uniform( 0, sigma_bremss(0, energies_gauss_bremss), len(energies_gauss_bremss) )\n", + "pd_df_bremss = pd.DataFrame(pd.Series(energies_gauss_bremss), columns = ['energies'])\n", + "pd_df_bremss[\"pts\"] = pts\n", + "pd_df_bremss[\"check\"] = check\n", + "pd_df_bremss[\"label\"] = pd_df_bremss.pts[pd_df_bremss.check < sigma_bremss(pd_df_bremss.pts, pd_df_bremss.energies)]\n", + "pd_df_bremss = pd_df_bremss.dropna()\n", + "energies_bremss = s_bremss(pd_df_bremss.pts,pd_df_bremss.energies)\n", + "\n", + "energies_bremss = energies_bremss[energies_bremss > 4 * m_muon**2]" ] }, { @@ -1124,10 +1221,10 @@ "outputs": [], "source": [ "#accept-reject: angle distribution\n", - "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", - "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", + "angles = np.random.uniform( 0, np.pi, len(energies_bremss))\n", + "ang_check = np.random.uniform( 0, pf(energies_bremss,np.pi/2), len(energies_bremss) )\n", "\n", - "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", + "pd_df = pd.DataFrame(pd.Series(energies_bremss), columns = ['energies'])\n", "pd_df[\"angles\"] = angles\n", "pd_df[\"check\"] = ang_check\n", "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", @@ -1156,7 +1253,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] From 3c005e87ffb9ce76270fcb3bae2766b3db9f4bdd Mon Sep 17 00:00:00 2001 From: lordome Date: Sat, 20 Feb 2021 18:34:23 +0100 Subject: [PATCH 27/39] angles distribution nel lab --- Project.ipynb | 274 ++++++++++++++++++++++++++++++++++++-------------- 1 file changed, 198 insertions(+), 76 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index e8da0bc..2b0968b 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -24,7 +24,7 @@ "6. assume a $3$ cm thick Beryllium block is used as target and a rate of positron on target of $10^6$ Hz. Compute the rescaling factor (weight) you need to apply to the $N$ simulated events such that they represent the statistics that would be gathered in a week of countinuous operations;\n", "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n", "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm, Dudo) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target;\n", - "9. (optional) take the former point into account when generating the events (i.e. the proccess $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." + "9. (optional) take the former point into account when generating the events (i.e. the process $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, { @@ -104,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 165, "metadata": { "scrolled": true }, @@ -120,13 +120,6 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "It can be also verified that this distribution is well reproduced at different values of s.\n" - ] } ], "source": [ @@ -154,9 +147,7 @@ "plt.ylabel(r'Angular distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "\n", "plt.plot(x, pf(s,x))\n", - "plt.show()\n", - "\n", - "print(\"It can be also verified that this distribution is well reproduced at different values of s.\")" + "plt.show()\n" ] }, { @@ -359,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 214, "metadata": {}, "outputs": [], "source": [ @@ -381,7 +372,7 @@ " e_pos = e_pos_lab(s, m_e)\n", " return np.sqrt(e_pos**2-m_e**2)\n", "\n", - "def beta(s, m_e):\n", + "def beta(s, m_e = 0.51099895):\n", " #lorentz beta function\n", " e_pos = e_pos_lab(s, m_e)\n", " p_pos = p_pos_lab(s, m_e)\n", @@ -1025,66 +1016,117 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 190, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "101889\n", - "50118\n", - "24526\n", - "11953\n", - "5943\n", - "2827\n", - "1476\n", - "666\n", - "381\n" - ] + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(19,)" + ] + }, + "execution_count": 190, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "n_steps = 10\n", + "n_steps = 20\n", + "cane = []\n", "steps = np.linspace(0,x_max,n_steps)\n", + "for i in range(len(steps)-1):\n", + " cane.append((steps[i+1]+steps[i])/2)\n", + "#print(cane)\n", + "steps = cane #middle points for each slice\n", + "#print(steps)\n", "num_points = 2*10**5\n", "pepo = []\n", "energies_bremss = []\n", - "for i in range(9): \n", - " pts = np.random.uniform( steps[i], steps[i+1], num_points) #uniform from 0 to x_max\n", - " check = np.random.uniform( sigma_bremss(steps[i+1], E_0), sigma_bremss(steps[i], E_0), num_points)\n", - " acc_reject = pts[check < sigma_bremss(pts,E_0)]\n", - " energies_bremss.append(s_bremss(acc_reject, E_0))\n", - " print(len(acc_reject))\n", - " num_points -= len(acc_reject)\n", - " pepo = np.concatenate((pepo, pts[check < sigma_bremss(pts,E_0)]))\n", + "cost = x_max/n_steps* 1e-24 *38937 *rho_elec\n", + " \n", + "fmu = rho_elec * x_max/n_steps * sigma(230**2) * 1e-24 *38937 #prob of muon production\n", + "\n", + "n_i = 60*60*24*7*10**6\n", + "n_imenouno = 60*60*24*7*10**6\n", + "part_per_fetta = []\n", + "for i in range(n_steps-1):\n", + "# print(\"sez d'urto\", sigma_bremss(steps[i], E_0))\n", + "# print(steps[i])\n", + " n_i = n_i*(1-(rho_elec * x_max/n_steps * sigma_bremss(steps[i], E_0) * 1e-24 * 38937))\n", + " part_per_fetta.append((n_imenouno - n_i))\n", + " #print(n_i, n_imenouno, n_imenouno - n_i)\n", + " n_imenouno = n_i\n", + " \n", " \n", - " " + " \n", + "plt.scatter(steps,part_per_fetta)\n", + "plt.title(\"Conto totale delle particelle stoppate\")\n", + "plt.show()\n", + "part_per_fetta = np.asarray(part_per_fetta) #lessa\n", + "plt.scatter(steps,part_per_fetta/part_per_fetta.sum())\n", + "plt.title(\"Distribution of interaction points\")\n", + "plt.xlabel(\"x [cm]\")\n", + "func_pts_dbt = interp1d(steps,part_per_fetta/part_per_fetta.sum(), fill_value = \"extrapolate\")\n", + "plt.plot(steps, func_pts_dbt(steps))\n", + "plt.show()\n", + "\n", + "np.array(part_per_fetta).shape" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 275, "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ "
" ] @@ -1096,39 +1138,26 @@ } ], "source": [ - "# plt.hist(pts[check < sigma_bremss(pts,E_0)])\n", - "# plt.hist(np.array(pepo).reshape(-1))\n", - "# plt.show()\n", - "pepo = np.asarray(pepo)\n", - "pepo.ravel()\n", - "plt.hist(pepo)\n", - "\n", - "#for i in pepo: print(i)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject: angles\n", - "angles = np.random.uniform( 0, np.pi, len(energies_bremss))\n", - "ang_check = np.random.uniform( 0, pf(energies_bremss,np.pi/2), len(energies_bremss) )\n", + "#accept-reject: points distribution\n", "\n", - "pd_df = pd.DataFrame(pd.Series(energies_bremss), columns = ['energies'])\n", - "pd_df[\"angles\"] = angles\n", + "pts_dbt = np.random.uniform( 0, x_max, 3*100000)\n", + "check = np.random.uniform( func_pts_dbt(3), func_pts_dbt(0.16), 3*100000) \n", + "accepted = pts_dbt[check < func_pts_dbt(pts_dbt)]\n", + "plt.hist(accepted) #Graph of point distribution (ok)\n", + "plt.show()\n", + "\n", + "angles = np.random.uniform( 0, np.pi, len(accepted))\n", + "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", + "\n", + "pd_df = pd.DataFrame(pd.Series(s_bremss(accepted, E_0)), columns = ['energies'])\n", + "pd_df[\"angles\"] = angles\n", + "pd_df[\"emission_pt\"] = accepted\n", "pd_df[\"check\"] = ang_check\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", "\n", - "pd_df = pd_df.iloc[:N]\n", - "\n", - "events = mc_df_sampling(pd_df, m_e, m_muon)\n", "\n", - "#momentum coordinates distribution\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", + "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T, columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -1136,7 +1165,100 @@ " '$py_{\\mu_2}$',\n", " '$pz_{\\mu_2}$'\n", " ]\n", - " )" + " )\n", + "\n", + "\n", + "def theta_lab(theta_star, s):\n", + " betas = beta(s)\n", + " beta_star = np.sqrt(1-4*m_muon/s)\n", + " return np.arctan(np.sin(theta_star)*np.sqrt(1-betas**2)/(np.cos(theta_star)+betas/beta_star))\n", + "\n", + "pd_df[\"cane\"] = theta_lab(pd_df.angles, pd_df.energies)\n", + "pd_df[\"random\"]=np.random.randint(1,3, len(pd_df))\n", + "pd_df[\"cane\"] = pd_df[\"cane\"]*(-1)**pd_df[\"random\"]\n", + "\n", + "pd_df[\"cane\"].hist()\n", + "\n", + "\n", + "# x = np.linspace(0, np.pi, 30)\n", + "# angle_distr = []\n", + "\n", + "# for i in range(len(pts_dbt)):\n", + "# to_push = []\n", + "# for ang in x: \n", + "# to_push.append((pf(s_bremss(pts_dbt[i], E_0), ang)))\n", + "# angle_distr.append(to_push)\n", + "\n", + "\n", + "\n", + "#plt.plot(x, pf(s,x))\n", + "\n", + "#ang_check = np.random.uniform( 0, pf(energies_bremss,np.pi/2), len(energies_bremss))\n", + "\n", + "# pd_df = pd.DataFrame(pd.Series(energies_bremss), columns = ['energies'])\n", + "# pd_df[\"angles\"] = angles\n", + "# pd_df[\"check\"] = ang_check\n", + "# pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "# pd_df = pd_df.dropna()\n", + "\n", + "# pd_df = pd_df.iloc[:N]\n", + "\n", + "# events = mc_df_sampling(pd_df, m_e, m_muon)\n", + "\n", + "# #momentum coordinates distribution\n", + "# events = events.T\n", + "# df = pd.DataFrame(events, columns = [\n", + "# '$px_{\\mu_1}$',\n", + "# '$py_{\\mu_1}$',\n", + "# '$pz_{\\mu_1}$',\n", + "# '$px_{\\mu_2}$',\n", + "# '$py_{\\mu_2}$',\n", + "# '$pz_{\\mu_2}$'\n", + "# ]\n", + "# )" + ] + }, + { + "cell_type": "code", + "execution_count": 266, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-1.0\n" + ] + } + ], + "source": [ + "print((-1)**np.random.randint(-1, 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 250, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "plt.show()" ] }, { From a2dd10622c52de508cc340a78c40eee9f6d48fc4 Mon Sep 17 00:00:00 2001 From: Confizolo Date: Sat, 20 Feb 2021 18:52:53 +0100 Subject: [PATCH 28/39] Cancellati file non necessari --- .ipynb_checkpoints/Project-checkpoint.ipynb | 1205 ------------------- Cross section calculations.pdf | Bin 2633288 -> 0 bytes Introduction_to_the_SM-Mastrolia.pdf | Bin 1669948 -> 0 bytes hep-ph0505236.pdf | Bin 274827 -> 0 bytes 4 files changed, 1205 deletions(-) delete mode 100644 .ipynb_checkpoints/Project-checkpoint.ipynb delete mode 100644 Cross section calculations.pdf delete mode 100644 Introduction_to_the_SM-Mastrolia.pdf delete mode 100644 hep-ph0505236.pdf diff --git a/.ipynb_checkpoints/Project-checkpoint.ipynb b/.ipynb_checkpoints/Project-checkpoint.ipynb deleted file mode 100644 index 541f6b1..0000000 --- a/.ipynb_checkpoints/Project-checkpoint.ipynb +++ /dev/null @@ -1,1205 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Simulation of a positron-induced Muon Source (part 1)\n", - "\n", - "### Description\n", - "\n", - "The production of a high brillance muon beam is one of the most important challenge for the future of Particle Physics. A particularly interesting idea consists of shooting high energy positrons on a target, aiming at the production of muons by means of the process $e^+ + e^- \\rightarrow \\mu^+ + \\mu^-$. To mimize the divergence of the resulting \"muon beam\", the positrons energy is chosen so that the reaction occurs close to threshold (assuming the electrons in the target to be at rest). The main goal of this project is to produce a Monte Carlo simulation of such a process. \n", - "\n", - "### Assignments\n", - "\n", - "The project is split into two parts, which are both reported here for consistency. This group has only to cover _part 1_.\n", - "\n", - "#### Part 1: generate a simulated dataset of $e^+ + e^- \\rightarrow \\mu^+ + \\mu^-$ events.\n", - "\n", - "1. Compute the process leading-order cross section, $\\sigma(\\theta; \\sqrt{s})$, as a function of the scattering angle $\\theta$ and with the center of mass energy $\\sqrt{s}$ as a parameter. Start by computing it in the center of mass system. N.B.: textbooks reports such cross section in the relativistic limit, i.e. for $\\sqrt{s}\\gg m_\\mu$, which is clearly not the case here ($\\sqrt{s}\\sim 2m_\\mu$);\n", - "2. compute and display the angle and momentum components distributions of the emerging muon pairs;\n", - "3. boost muons four-momenta in the laboratory frame, i.e. in the frame where the electron is at rest and the positron has enough energy to give rise to the process;\n", - "4. write a Monte Carlo simulation that generates scattering events following the distributions that you found analytically; \n", - "5. produce a synthetic dataset of about $N=10^5$ (or more) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);\n", - "6. assume a $3$ cm thick Beryllium block is used as target and a rate of positron on target of $10^6$ Hz. Compute the rescaling factor (weight) you need to apply to the $N$ simulated events such that they represent the statistics that would be gathered in a week of countinuous operations;\n", - "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n", - "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm, Dudo) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target;\n", - "9. (optional) take the former point into account when generating the events (i.e. the proccess $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Simulation of positron-induced Muon Source\n", - "\n", - "The main goal of this project is the simulation of a muon source induced by an electron-positron pair annihilation.\n", - "\n", - "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", - "Moreover, we are not interested in considering the annihilation in the usual Ultra Relativistic limit ($m \\sim 0$), but we are interested in the range of energy close to the threshold for the muon pair production: $\\sqrt s \\sim 2m_\\mu$. \n", - "\n", - "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", - "\n", - "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che CoM frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta^*$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta^*$ angle, and not on the other angle $\\phi^*$.\n", - "\n", - "The total cross section can be found by integrating over the solid angle. \n", - "$$ \\sigma (\\sqrt s) = \\int_{4\\pi} d \\Omega^* \\frac{d\\sigma^*}{d\\Omega^*} = \\int_0^{\\pi} d\\theta^* sin\\theta^* \\int_0^{2\\pi} d\\phi^* \\frac{d\\sigma^*}{d\\Omega^*} = 4\\pi\\frac{\\alpha^2}{3s^3}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}(2m_e^2+s)(2m_\\mu^2+s) $$ \n", - " \n", - "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", - "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", - "\n", - "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi^*$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $$\\frac{\\partial(x,y,z)}{\\partial(\\theta^*,\\phi^*)}=sin(\\theta^*)$$ getting \n", - "$$ pf(\\theta^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}\\times 2\\pi\\times sin(\\theta^*)$$ \n", - "\n", - "As we are considering a case in which we have a stationary target, we need to pass from the CoM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", - "\n", - "In the CoM frame, the 4-momentum for the incoming and outgoing particles can be written as: \n", - "$$p_{e^\\pm}^* = (E^*, \\pm \\vec p_e^{\\,*}) \\,\\,\\,\\,\\,\\,\\, p_{\\mu ^\\pm}^{\\prime\\,*} = (E^*, \\pm \\vec p_\\mu^{\\,\\prime\\,*})$$\n", - "\n", - "The speed of the center of mass $\\beta^*$, in the case in which we consider the electron at rest, is given by: \n", - " $$ \\beta^* = \\frac{p_{e^+}}{E_{e^+}+m_{e^-}}$$\n", - "Moreover, as we consider a process in which two muons are produced ($m_\\mu \\sim 207 m_e$), we can well approximate the parameter $ \\beta^* \\sim \\frac{p_{e^+}}{E_{e^+}} = \\beta_{e^+} $ (The energy of the incoming positron needs to be over a certain threshold to produce the muon pair ( $\\sim 45 \\, GeV$ )\n", - "\n", - "The energy of the CoM $E^*$ can be written in terms of the Mandelstam variable *s*: $\\sqrt s = \\sqrt{p_{e^-}^2+p_{e^+}^2} = 2E^*$ ( $\\sim 2m_\\mu$ in the considered case).\n", - "\n", - "And so, it follows:\n", - "\n", - "$$\\beta^*_{e^\\pm} = \\frac{\\lvert\\vec p^{\\,*}\\rvert}{E^*} = \\frac{ \\sqrt{(E^*)^2-m_e^2}}{E^*} = \\sqrt{1-\\frac{4m_e^2}{s} } $$\n", - "\n", - "And analogously, $$\\beta^*_{\\mu^\\pm} = \\sqrt{1-\\frac{4m_\\mu^2}{s}}$$\n", - "(These two factors also appear in the cross section formula)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Computing and displaying the angle and momentum components distributions of the emerging muon pairs;" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "At first, we define physical constants and import libraries" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "#import cell\n", - "import numpy as np \n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "from scipy.interpolate import UnivariateSpline\n", - "from scipy.interpolate import InterpolatedUnivariateSpline\n", - "from scipy.interpolate import interp1d\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "It can be also verified that this distribution is well reproduced at different values of s.\n" - ] - } - ], - "source": [ - "alpha = 1/(137.035999084) #dimensionless CODATA 2018 Fine-Structure constant\n", - "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", - "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", - "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", - " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", - "#differential cross section\n", - "def dsigmadtheta(s,theta, phi = 0):\n", - " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", - "\n", - "#total cross section\n", - "def sigma(s):\n", - " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", - "\n", - "#theta probability distribution\n", - "def pf(s,theta, phi = 0):\n", - " return dsigmadtheta(s,theta)/sigma(s)*2*np.pi*np.sin(theta)\n", - "\n", - "#plotting pf\n", - "x = np.linspace(0,np.pi,100)\n", - "plt.title(\"Angle Distribution\")\n", - "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", - "plt.ylabel(r'Angular distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "\n", - "plt.plot(x, pf(s,x))\n", - "plt.show()\n", - "\n", - "print(\"It can be also verified that this distribution is well reproduced at different values of s.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Computing the cumulative function $g(\\theta^*$)\n", - "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", - "\n", - "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $CDF(f(\\theta^*, \\phi^*)) := g(\\theta^*)$. \n", - "\\begin{aligned}\n", - "g(\\theta^*) = \\int _{0}^{\\theta^*}dx\\sin x\\frac{3}{4}\\frac{2\\pi}{4\\pi} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right) +\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\cos^2x \\right)\\\\\n", - "\\end{aligned}\n", - "\n", - "\n", - "\\begin{aligned}\n", - "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( - \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)\\cos x+\\left( - \\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)\\cos^3 x \\right) \\Big\\rvert_0^{\\theta^*}\\\\\n", - "\\end{aligned}\n", - "\n", - "\\begin{aligned}\n", - "= \\frac{3}{8} \\dfrac{s^2}{\\left( 2m_e^{2}+s\\right) \\left( 2m_{\\mu }^{2}+s\\right) }\\left( \\left( 1+\\dfrac{4}{s}\\left( m_{e}^{2}+m_{\\mu}^{2}\\right)\\right)(1-\\cos \\theta^*)+\\left(\\frac{1}{3}\\left( 1-\\dfrac{4m_{e}^{2}}{s}\\right)\\left( 1-\\dfrac{4m_{\\mu}^{2}}{s}\\right) \\right)(1-\\cos^3 \\theta^*) \\right)\\\\\n", - "\\end{aligned}\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#function computing the cumulative density function of the angle distribution\n", - "def g(s, x): #x stands for theta star\n", - " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", - "\n", - "#plotting g(x)\n", - "plt.title(\"Cumulative function for the angular distribution\")\n", - "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", - "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "plt.plot(x,g(s,x))\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Boosting muons four-momenta in the laboratory frame\n", - "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", - "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", - "The momentum components' distributions can be simply derived knowing the center of mass energy - $\\sqrt s$ - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", - "\n", - "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert ( \\frac {\\sqrt s}{\\lvert\\vec p^{\\,*}_\\mu \\rvert}, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", - "\n", - "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", - "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\frac{\\beta}{\\beta^*_\\mu})} $$\n", - "\n", - "\n", - "If we are considering, without loss of generality, a boost along the x axis, the relations between the energy and momentum components are the following: \n", - "$$ E_1 = \\gamma ( E^*+\\beta p^*_x) \\,\\,\\,\\,\\,\\, p_{1,x} = \\gamma(\\beta E^*+p^*_x ) $$\n", - "\n", - "$$ E_2 = \\gamma ( E^*-\\beta p^{\\,*}_x) \\,\\,\\,\\,\\,\\, p_{2,x} = \\gamma(\\beta E^*-p^{\\,\\,\\,\\,*}_x ) $$\n", - "The relation $$\\vec p^*=\\vec p_1^*=-\\vec p_2^*$$ turns out, setting $$\\theta_1^*=\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_1^*=\\phi^* $$ in the following relation between the angles of the two emerging muons: $$\\theta_2^*=\\pi+\\theta^*, \\,\\,\\,\\,\\,\\, \\phi_2^*=\\phi^*$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "4) To find out the inverse cumulative distribution function we define a uniform U(0,1) distribution and by interpolating the cumulative density function we extrapolate the angular value from the fitted function\n", - "\n", - "4) In order to sample the angles accordingly to the angle distribution, we use the inverse CDF method. \n", - "So we define a uniform distribution for $\\theta ^* \\in [0,\\pi]$ and we interpolate with three different methods available in the scipy library the $g(s, \\theta^*)$ function - the ordinate is represented by $g(s, \\theta^*)$, the abscissa by $\\theta^*$." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(2,3, figsize = (15,10))\n", - "\n", - "N = 10**5\n", - "\n", - "#angles on which we sample the inverse CDF\n", - "theta_star = np.linspace(0, np.pi, N)\n", - "\n", - "#three version of inverse CDF sampling\n", - "inv_cdf1 = UnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", - "inv_cdf2 = InterpolatedUnivariateSpline(g(s,theta_star),theta_star, ext=0)\n", - "inv_cdf3 = interp1d(g(s, theta_star), theta_star)\n", - "\n", - "#same plot on each ax of the points\n", - "for i in range(3):\n", - " ax[0][i].plot(theta_star,\n", - " g(s,theta_star),\n", - " '*',\n", - " alpha = 0.005,\n", - " color = '#B0A084',\n", - " label = 'Samples'\n", - " )\n", - " ax[1][i].set_title('Angular distribution')\n", - " \n", - "random_num = np.random.rand(N)\n", - "num_sorted = np.sort(random_num)\n", - "\n", - "ax[0][0].set_title('CDF sampled with UnivariateSpline')\n", - "ax[0][0].plot(inv_cdf1(num_sorted),\n", - " num_sorted,\n", - " color = '#73683B',\n", - " label = 'inv_CDF',\n", - " linewidth = 3\n", - "\n", - " )\n", - "\n", - "ax[0][1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", - "ax[0][1].plot(inv_cdf2(num_sorted),\n", - " num_sorted,\n", - " color = '#4F5D75',\n", - " label = 'inv_CDF', \n", - " linewidth = 3\n", - " )\n", - "\n", - "ax[0][2].set_title('CDF sampled with interp1d')\n", - "ax[0][2].plot(inv_cdf3(num_sorted),\n", - " num_sorted,\n", - " color = '#D64045',\n", - " label = 'inv_CDF', \n", - " linewidth = 3\n", - " )\n", - "\n", - "sns.histplot(inv_cdf1(num_sorted), ax = ax[1][0], color = '#73683B' )\n", - "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1], color = '#4F5D75',)\n", - "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2], color = '#D64045')\n", - "\n", - "ax[1][0].set_ylim(0,3000)\n", - "ax[1][1].set_ylim(0,3000)\n", - "ax[1][2].set_ylim(0,3000)\n", - "\n", - "for i in ax[0]:\n", - " i.set_ylabel(r\"$g(s, \\theta^*)$\")\n", - " i.set_xlabel(r\"$\\theta^*$\")\n", - " \n", - "for j in ax[1]:\n", - " j.set_ylabel(r\"Counts\")\n", - " j.set_xlabel(r\"$\\theta^*$\")\n", - "\n", - "\n", - "plt.subplots_adjust(left=None,\n", - " bottom=None,\n", - " right=None,\n", - " top=None,\n", - " wspace=0.3,\n", - " hspace=0.3\n", - " )\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It can be noticed how different interpolating function lead to different distribution. \n", - "\n", - "In particular the 'Interpolate Spline' method is not able to fit the extremes providing a wrong angular distribution.\n", - "\n", - "From now on, we will use interp1d as fitting method." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "def mom_mu_cm(m_muon, s, t, p):\n", - " #CoM momentum using cartesian components \n", - " p_norm = np.sqrt(s/4-m_muon**2)\n", - " p_x_cm = p_norm * np.cos(t)\n", - " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", - " p_z_cm = p_norm * np.sin(t)*np.sin(p)\n", - " return p_x_cm, p_y_cm, p_z_cm\n", - "\n", - "def e_pos_lab(s, m_e):\n", - " #positron energy in the laboratory frame\n", - " return s/(2*m_e)-m_e\n", - "\n", - "\n", - "def p_pos_lab(s, m_e):\n", - " #positron momentum in the laboratory frame\n", - " e_pos = e_pos_lab(s, m_e)\n", - " return np.sqrt(e_pos**2-m_e**2)\n", - "\n", - "def beta(s, m_e):\n", - " #lorentz beta function\n", - " e_pos = e_pos_lab(s, m_e)\n", - " p_pos = p_pos_lab(s, m_e)\n", - " return p_pos / (e_pos + m_e)\n", - " \n", - "def gamma(s, m_e):\n", - " #lorentz gamma function \n", - " return 1./np.sqrt(1-beta(s, m_e)**2)\n", - "\n", - "def Ecm(s):\n", - " #CoM energy\n", - " return np.sqrt(s)/2.\n", - "\n", - "def boost(s, t, p, m_e, m_muon):\n", - " '''boosting the muon-four momentum to the laboratory frame'''\n", - " e_cm = Ecm(s)\n", - " b = beta(s, m_e)\n", - " g = gamma(s, m_e)\n", - " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz does not change \n", - " px = g * (b * e_cm + px_cm) #boost px\n", - " e = g * (e_cm + b * px_cm) #boost energy\n", - " return px, py_cm, pz_cm\n", - "\n", - "\n", - "def mc_sampling(s, m_e, m_mu, N):\n", - " '''montecarlo sampling to get theta^* distribution with inverse cdf method'''\n", - " prob = np.random.rand(N)\n", - " theta = inv_cdf3(prob)\n", - " phi = np.random.uniform(0, 2*np.pi, N)\n", - " muon_1 = boost(s, theta, phi, m_e, m_muon) \n", - " muon_2 = boost(s, np.pi+theta, phi, m_e, m_muon)\n", - " return np.asarray(muon_1 + muon_2)\n", - "\n", - "\n", - "def mc_df_sampling(df, m_e, m_muon):\n", - " #redefining sampling function in order to use dataframe and multiple number of energy values\n", - " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", - " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", - " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", - " return np.asarray(muon_1 + muon_2)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "N = 10**6 #generating 10^6 events\n", - "\n", - "events = mc_sampling(220**2, m_e, m_muon, N)\n", - "df_monochromatic = pd.DataFrame(events.T, columns = [ \n", - " '$px_{\\mu_1}$',\n", - " '$py_{\\mu_1}$',\n", - " '$pz_{\\mu_1}$',\n", - " '$px_{\\mu_2}$',\n", - " '$py_{\\mu_2}$',\n", - " '$pz_{\\mu_2}$'\n", - " ]\n", - " )\n", - "df_monochromatic.to_csv('Events.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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$px_{\\mu_1}$$py_{\\mu_1}$$pz_{\\mu_1}$$px_{\\mu_2}$$py_{\\mu_2}$$pz_{\\mu_2}$
025894.68378212.34407426.03795421463.023859-12.344074-26.037954
121379.08362721.927569-18.47574625978.624013-21.92756918.475746
217700.462459-10.699834-7.10783029657.24518210.6998347.107830
327100.985089-25.781861-4.34493420256.72255125.7818614.344934
427551.6227494.99680524.24196919806.084891-4.996805-24.241969
.....................
99999517440.359370-2.4082739.52017529917.3482712.408273-9.520175
99999622742.57479525.02225117.06684224615.132845-25.022251-17.066842
99999728443.43957020.9989072.33589218914.268071-20.998907-2.335892
99999829071.76589417.344809-2.79977018285.941746-17.3448092.799770
99999920771.21707211.416606-24.97043326586.490569-11.41660624.970433
\n", - "

1000000 rows × 6 columns

\n", - "
" - ], - "text/plain": [ - " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 25894.683782 12.344074 26.037954 21463.023859 -12.344074 \n", - "1 21379.083627 21.927569 -18.475746 25978.624013 -21.927569 \n", - "2 17700.462459 -10.699834 -7.107830 29657.245182 10.699834 \n", - "3 27100.985089 -25.781861 -4.344934 20256.722551 25.781861 \n", - "4 27551.622749 4.996805 24.241969 19806.084891 -4.996805 \n", - "... ... ... ... ... ... \n", - "999995 17440.359370 -2.408273 9.520175 29917.348271 2.408273 \n", - "999996 22742.574795 25.022251 17.066842 24615.132845 -25.022251 \n", - "999997 28443.439570 20.998907 2.335892 18914.268071 -20.998907 \n", - "999998 29071.765894 17.344809 -2.799770 18285.941746 -17.344809 \n", - "999999 20771.217072 11.416606 -24.970433 26586.490569 -11.416606 \n", - "\n", - " $pz_{\\mu_2}$ \n", - "0 -26.037954 \n", - "1 18.475746 \n", - "2 7.107830 \n", - "3 4.344934 \n", - "4 -24.241969 \n", - "... ... \n", - "999995 -9.520175 \n", - "999996 -17.066842 \n", - "999997 -2.335892 \n", - "999998 2.799770 \n", - "999999 24.970433 \n", - "\n", - "[1000000 rows x 6 columns]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_monochromatic" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#plotting momentum components distribution in the LAB frame\n", - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "\n", - "\n", - "\n", - "#px\n", - "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000,\n", - " ax = ax[0],\n", - " bins = int(np.sqrt(N)),\n", - " kde = True,\n", - " color = '#73683B'\n", - " )\n", - "#py\n", - "sns.histplot(df_monochromatic['$py_{\\mu_1}$']/1000,\n", - " ax = ax[1],\n", - " bins = int(np.sqrt(N)),\n", - " kde = True,\n", - " color = '#4F5D75'\n", - " )\n", - "#pz\n", - "sns.histplot(df_monochromatic['$pz_{\\mu_1}$']/1000,\n", - " ax = ax[2],\n", - " bins = int(np.sqrt(N)),\n", - " kde = True,\n", - " color = '#D64045'\n", - " )\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. On the other hand, the $p_x$ distribution displays a negative concavity and peaks at the interval extremes." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Montecarlo with real beam" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " \n", - "7. Repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For $s$ we assume a Gaussian with mean in 48.4 GeV and variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. \n", - "\n", - "As the usingInvCDF method is not feasible due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Showing the accept-reject method main idea\n", - "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", - "\n", - "thetas = np.linspace(0,np.pi,100)\n", - "ax.plot(thetas, pf(220**2,thetas), label=r'$pf(\\theta^*)$')\n", - "ax.axhline(pf(220**2, np.pi/2), color='red', label='Max value')\n", - "ax.set_xlabel(r'$\\theta^*$')\n", - "ax.set_ylabel(r'PDF')\n", - "ax.set_ylim([0,0.55])\n", - "\n", - "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", - " head_width=0.05, head_length=0.01, fc='g', ec='g')\n", - "\n", - "plt.text(np.pi/4-.65, 0.45, 'Reject', fontsize=16)\n", - "plt.text(np.pi/4-.65, 0.04, 'Accept', fontsize=16)\n", - "ax.legend(loc = 'best')\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#generating energies in CoM (s=220**2 )\n", - "energies_gauss = np.random.normal(48400 , 500, 200294) \n", - "#48400: s=220**2=48400\n", - "#500: std_dev of the gaussian distribution\n", - "#200294: Number of generated events\n", - "\n", - "#we are sufficiently (>3 sigma) far from threshold. Pair production threshold is ok\n", - "\n", - "#accept and reject method for angular distribution generation\n", - "pts = np.random.uniform( 0, np.pi, len(energies_gauss))\n", - "check = np.random.uniform( 0, pf(energies_gauss,np.pi/2), len(energies_gauss) )\n", - "\n", - "df_energies_real_beam = pd.DataFrame(pd.Series(energies_gauss), columns = ['energies'])\n", - "df_energies_real_beam[\"angles\"] = pts\n", - "df_energies_real_beam[\"check\"] = check\n", - "df_energies_real_beam[\"label\"] = df_energies_real_beam.angles[df_energies_real_beam.check < pf(df_energies_real_beam.energies, df_energies_real_beam.angles)]\n", - "df_energies_real_beam = df_energies_real_beam.dropna()\n", - "df_energies_real_beam = df_energies_real_beam.iloc[:N] #Taking only the first N values\n", - "\n", - "\n", - "events = mc_df_sampling(df_energies_real_beam, m_e, m_muon)\n", - "\n", - "df = pd.DataFrame(events.T, columns = [\n", - " '$px_{\\mu_1}$',\n", - " '$py_{\\mu_1}$',\n", - " '$pz_{\\mu_1}$',\n", - " '$px_{\\mu_2}$',\n", - " '$py_{\\mu_2}$',\n", - " '$pz_{\\mu_2}$'\n", - " ]\n", - " )\n", - "\n", - "#plotting momentum components\n", - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde=True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde=True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde=True)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Real beam 2: Spatial Distribution" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Since the total and differential cross sections do not depend on the position, the only difference in the simulation regards the collision point. We proceed defining the new distribution and showing the new collision points. These can be simply generated using a uniform distribution over the axes y and z by selecting the points satisfying r < 1." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) #point generation\n", - "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", - "acc = acc[:10**5] #array of 10**5 valid points" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig,ax = plt.subplots(1,1,figsize=(7,7))\n", - "plt.scatter(acc[:,0],acc[:,1], label='Collision points',marker = '*', alpha=0.02, color = '#73683B')\n", - "#FILIPPO TROVA UN MODO MIGLIORE PER FARLO\n", - "ax.set_xlabel('Y coordinate')\n", - "ax.set_ylabel('Z coordinate')\n", - "ax.set_title(\"Points distributions\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Berillium target statistics" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced for positron bunch on target $n(\\mu^+ \\mu^-)$ that is given by:\n", - "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", - "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, $l$ is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", - "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", - "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", - "\n", - "It is possible to express $\\rho^-$ as:\n", - "$$\\rho^-=N_A \\frac{\\rho_{Be}Z}{M_t}$$\n", - "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", - "\n", - "Then the rescaling factor is given by W=$f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "freq = 10**6\n", - "rhoBe = 1.848 # g/cm^3\n", - "N_a = 6.022*10**23\n", - "Z = 4\n", - "M = 9.012 #u\n", - "l = 6 #cm\n", - "rho_elec = N_a * (rhoBe*Z) / (M)\n", - "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *389\n", - "deltaT = 60 * 60 * 24 * 7\n", - "fweek = fmu * deltaT \n", - "\n", - "weights = np.full(int((N)), fweek/N)\n", - "df_monochromatic['weights']=weights\n", - "\n", - "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", - " weights= df_monochromatic['weights'], \n", - " bins = int(np.sqrt(N)), \n", - " kde=True\n", - " \n", - " )\n", - "plt.suptitle('One week activity histogram')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Longitudinal energy loss\n", - "\n", - "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons\n", - "$$\\sqrt {s} > 2m_\\mu \\implies s > 4m_\\mu^2 $$ \n", - "So, rewriting the invariant quantity $s$ in the laboratory frame while taking into account that the electron is at rest we obtain\n", - "$$ s = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-p_{e_+}^2$$\n", - "Joining the two conditions:\n", - "$$2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", - "And finally the condition on the energy of the positron:\n", - "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}$$\n", - "But:\n", - "$$E_{e_{+}}=E_0e^{-\\frac{x}{\\chi_0}}$$\n", - "where $\\chi_0$ is the radiation length of the Berylium: $\\chi_0=35.28$ cm (from PDG). In order to have the condition satisfied along the whole length of the target we impose it at the end of it ($x_{max} =3$ cm). In the end, to find the $E_0$ that satisfies the condition we explicit for $E_0$ obtaining:\n", - "$$E_0>\\left(\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}}\\right)e^{\\frac{x_{max}}{\\chi_0}}\\approx47.6 \\, \\mathrm{ GeV}$$ " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "rad_length = 35.28 #cm (radiation length of Berylium taken from PDG)\n", - "z_max = 3 #cm\n", - "\n", - "result= ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(z_max/rad_length)\n", - "print (result, 'MeV')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Monochromatic analysis\n", - "\n", - "We now take into account the energy loss along the target lenght. \n", - "This leads to a variable pair-production probability depending on the cross-section value at that energy, that now is a function of position x. \n", - "We then generate x-coordinates spread and retrieve the $\\theta^*$ distribution, both through an accept-reject method. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#s depending on x-coordinate (z)\n", - "def s_berms(z, E0):\n", - " return 2 * m_e**2 + 2* E0 * np.exp(-z/rad_length) * m_e\n", - "\n", - "#correspondent cross-section\n", - "def sigma_berms(z, E0):\n", - " return sigma(s_berms(z, E0))\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject: energies\n", - "pts = np.random.uniform( 0, 3, 3*10**5)\n", - "check = np.random.uniform( 0, sigma_berms(0, result), 3*10**5 )\n", - "energies_berms = s_berms(pts[check < sigma_berms(pts,result)], result)\n", - "\n", - "#checking for threshold condition\n", - "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject: angles\n", - "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", - "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", - "\n", - "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", - "pd_df[\"angles\"] = angles\n", - "pd_df[\"check\"] = ang_check\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", - "pd_df = pd_df.dropna()\n", - "\n", - "pd_df = pd_df.iloc[:N]\n", - "\n", - "events = mc_df_sampling(pd_df, m_e, m_muon)\n", - "\n", - "#momentum coordinates distribution\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", - " '$px_{\\mu_1}$',\n", - " '$py_{\\mu_1}$',\n", - " '$pz_{\\mu_1}$',\n", - " '$px_{\\mu_2}$',\n", - " '$py_{\\mu_2}$',\n", - " '$pz_{\\mu_2}$'\n", - " ]\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Non monochromatic analysis\n", - "Now, we have to take into account that the impinging beam energy follows a Gaussian distribution. Then for each starting energy, the beam will have a different cross-section value and maximum pair-production distance. \n", - "In our analysis this leads to different pair-production energy distribution." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#max distance to have pair-production for that impinging energy\n", - "def max_d(E0, m_e, m_muon, rad_length):\n", - " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#from CoM to lab\n", - "energies_gauss_brems = energies_gauss / (2 * m_e)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject method to get pair-production energies\n", - "pts = np.random.uniform( 0, max_d(energies_gauss_brems,m_e,m_muon, rad_length), len(energies_gauss_brems))\n", - "check = np.random.uniform( 0, sigma_berms(0, energies_gauss_brems), len(energies_gauss_brems) )\n", - "pd_df_brems = pd.DataFrame(pd.Series(energies_gauss_brems), columns = ['energies'])\n", - "pd_df_brems[\"pts\"] = pts\n", - "pd_df_brems[\"check\"] = check\n", - "pd_df_brems[\"label\"] = pd_df_brems.pts[pd_df_brems.check < sigma_berms(pd_df_brems.pts, pd_df_brems.energies)]\n", - "pd_df_brems = pd_df_brems.dropna()\n", - "energies_berms = s_berms(pd_df_brems.pts,pd_df_brems.energies)\n", - "\n", - "energies_berms = energies_berms[energies_berms > 4 * m_muon**2]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject: angle distribution\n", - "angles = np.random.uniform( 0, np.pi, len(energies_berms))\n", - "ang_check = np.random.uniform( 0, pf(energies_berms,np.pi/2), len(energies_berms) )\n", - "\n", - "pd_df = pd.DataFrame(pd.Series(energies_berms), columns = ['energies'])\n", - "pd_df[\"angles\"] = angles\n", - "pd_df[\"check\"] = ang_check\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", - "pd_df = pd_df.dropna()\n", - "\n", - "pd_df = pd_df.iloc[:N]\n", - "\n", - "events = mc_df_sampling(pd_df, m_e, m_muon)\n", - "\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", - " '$px_{\\mu_1}$',\n", - " '$py_{\\mu_1}$',\n", - " '$pz_{\\mu_1}$',\n", - " '$px_{\\mu_2}$',\n", - " '$py_{\\mu_2}$',\n", - " '$pz_{\\mu_2}$'\n", - " ]\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Part 2: use the synthetic dataset to design an experiment\n", - "\n", - "Assume a $2$ meter long, $1.7$ Tesla dipole magnet is placed after the target. Assume a number of tracking detectors can be placed before the target, after the target before the magnet (one line) and after the magnet (two lines, one for positive the other for negative muons); those could be made of silicon pixels, with a single-hit resolution varying from 50 to 200 ${\\rm \\mu m}$. \n", - "Try to address the following items keeping in mind that money matters (i.e. you cannot buy an infinite number of detectors and the smaller the single-hit resolution the higher the cost) and that the layout of the experiment has to be as compact as possible (say whithin 20 m).\n", - "\n", - "1. Define the sizes of the various detectors, such that all the particles traverse them (i.e. $100\\%$ detector acceptance); \n", - "2. have each event of the synthetich dataset \"interacting\" with the detectors, i.e. generate a dataset with the hits (properly smeared due to detector resolutions) left by particles crosssing each detector. That should correspond to the actual measurments gathered by the experiment;\n", - "3. add some random noise to such measurements (e.g. for each detector accordingly to poisson statistic of mean about 1);\n", - "4. develop an algorithm to track the particles, both the incoming positrons and the outgoing muons.\n", - "5. keep in consideration the fact that the two muons emerge synchronously from the target: how small the pitch (the distance between individual pixels) have to be of the detectors prior to the magnet? If that is too small, adjust the tracking algorithm accordingly (i.e. the reconstruct muon tracks could share hits in those detectors) \n", - "6. compute the resolution of the muon momenta and of the $\\sqrt(s)$;\n", - "7. (optional, a though one..) correct the muon trajectories for the transverse position of the hard scattering on the target section. Actually the incoming positrons are both dispersed in space (the flat distribution with $r=1$ cm) and divergent; one would need to correct for that too.\n", - "\n", - "### References\n", - "\n", - "* [LEMMA](https://arxiv.org/pdf/1509.04454.pdf) paper. The original paper describing the positron-induced low emittance muon source, ehere all the relevant kinematic features of the process have been studied\n", - "* [Babayaga](https://www2.pv.infn.it/~hepcomplex/babayaga.html) event generator. You may want to install and run it as a comparison for your results.\n", - "* [2018 Experiment](https://arxiv.org/pdf/1909.13716.pdf): the paper describing the (very poor..) results of the experiment carried out in summer 2018\n", - "* [2021 proposal](https://cds.cern.ch/record/2712394?ln=en): the proposal for the experiment in 2021\n", - "\n", - "\n", - "### Contact\n", - "\n", - "* Marco Zanetti (very poor..) \n", - "* Camilla Curatolo \n", - "* Jacopo Pazzini \n", - "* Alberto Zucchetta " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - 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zU~{Dn)Mj;!6`%-3m4M6qP!BA|1qUcXQ4{8`?Zl|zKbExyDv6^MZ|zGVDsoV_ zNhCw#(1p63qMV{>8}iq!M+4D3fk+sE+CULP^rzgltKUQ8${YXn;|A1?j1Y)y>@_pjgHc9g{Y@lzf;4^(2K_5nH%bS|PPe?GsaTUYu=R2dC63u8p2;NYa$$)x`a D!Tv~@ From 12eea772255bb95d6c9a176cee434a7c21fcd454 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Sat, 20 Feb 2021 23:18:14 +0100 Subject: [PATCH 29/39] ... --- Project.ipynb | 478 +++++++++++++++++++++++++------------------------- 1 file changed, 241 insertions(+), 237 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 2b0968b..8398f83 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -104,14 +104,22 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -181,7 +189,7 @@ "outputs": [ { "data": { - "image/png": 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4G59tPUizhvW49ezeTDq5O80b1Y92aDHBa3L4FfA7EVkJdHQ7vMsFRgNpkQrOGGPCbcu+TP7x4TY+2rSfFo3qcft5fZk4uhtNE8PVd2jN4LXjvWLgPhH5J3A2MBhoAWwA7opYdMYYEyYpR3L5x4fbeGPNHprUr8uvzunDlDHH06RB7bnI7IevvaKquTh9Hy2KTDjGGBNeGbkFPP5ZMk9/uRMRuO7Unkw7rYdVH1XAUqYxpkYqLCpmwfLvePijbaTnFXD50M786pw+dGzeMNqhxYUqJQcR6QActqasxphY8mXyIf701ka27c9mVI+W3H3RAPp3PC7aYcWVqp45PAv0FJFXVfU34QjIGGMqa29GHn95ZzPvrNtL15aNmPGLYZw3oF2tvE+hqrzeId1PVbcET1fVs8XZ6/3DHpkxxnhUUFTMvC938MjH31BUrPzqnD5MPbUHifUSoh1a3PJ65vCuiHwG3KOq3wXOcLvY3hjuwIwxxouvvzvCna9vYPPeTM4+oS1/vHhARIbNrG28Jod+wHXAYhF5E7hPVQ9GLixjjClf9tFCHnx/C/OX7qJd00SemjCM8wa0j3ZYNYbX+xyOAf8SkVnAdGCZiDwHPKiqWZEM0Bhjgi3edpA7X1tPakYeV4/uzm/O62v3K4SZrwFMVTVfVR8CTgTygdUiYheijTHVIiOvgF+/tJar5y6nYf0EXpl2Mvf8eIAlhgjwtUfdrrv7AX2BrkAW8FfgobBHZowxAT7beoA7Xl3PweyjTD+jFzed1YsGde2Cc6R4ba20DugMfAdsATYD/wEeB7ZGLDpjTK2Xc7SQv7yziQXLd9O7bRNmThzGoM7Nox1Wjef1zOEyYLvbMskYY6rFql1HuO3FNew+kst1p/XgtrP7WPPUauL1gvS3ACLSG7gDyFPV6ZEMzBhTexUUFfPYJ9/w+KfJdGzekBenjmbE8S2jHVat4uuCNM4d0a8ApwKIyEARmR/2qIwxtdZ3abn87Kmv+Nd/krlsSGfeu+VHlhiiwO8l/jqq+p6I/BVAVTeIyMAIxGWMqYXeXLOHu17fgAj866ohXHxSx2iHVGv5TQ6pInI87mhwbtcZ1sWhMaZKco8V8sc3N/LyqhSSurXgkSsH1/phOqPNb3K4FZgNtBeRycBYnAF/jDGmUrbuy+LGF1bz7cFsbjqzF7ec1Zu6CX5rvE24eW3KeiawXlV3ishY4FLgJGAxMDdy4RljarKXV+7mD29uoEmDejw7ZSRjereOdkjG5fXM4WPggIgU45wprAPWu3+teasxxpf8giLufnMDL61MYXSPVjx61WDaNk2MdlgmgNfkcDMwBXgJWIJzh/QwYBJwAmC9XRljPNmVlsO051azeW8m08/oxW3n9CGhjo23EGs8Veyp6r+BU3DOEh4BCoBbVPUMVbXEYIzx5JPN+7noX1+Qmp7HvMnD+c15fS0xxCjPV31UNU9VHwBOB3oBy0VkZKQCM8bUHMXFysMfbeOaZ1bStWUj3r5pDGf0bRvtsEw5vF6Q/hFO9VE/929bnE73WlWmUPei9qNAAjBbVf8WNL8Z8BxO5351gYdUdV5lyjLGRFdmfgG3LlzDf7Yc4IphnfnLpQOtC4w44PWaw2JgLbAAeExVd1a2QBFJwOmw7xwgBVghIotUdVPAYjcCm1T1YhFpA2wVkefdcSWMMXEi+UA2U+ev5LvDudx7yQAmjOpm4znHCa/J4XqcMRwuBH4tImk4rZXWAxtU9Q0fZY4AklV1O4CILAQuAQKTgwJN3ZvsmgCHgUIfZRhjouyTzfu5ZeEaEuvV4flfjmRkj0pVNJgo8drx3lOBr0WkMzAIJ2FcDrzho8xOwO6A1ylA8LWLfwOLgFSgKfBzVS0OXpGITAWmAnTt2tVHCMaYSFFVZizezt8/2MKAjscxc0ISHZtbRwrxplLDJ6lqCs6X+ruVeHuoc8rgeyXOA9YAZwI9gY9E5L+qmhkUx0xgJkBSUpLdb2FMlOUXFPHbV9fx5ppULj6pI3+/fBAN69v1hXjkOTmISD+c6p9OOF/mqcAiVd3ss8wUoEvA687uugJNBv7mjh+RLCI7cC6GL/dZljGmmhzIyufa+atYuzud28/ryw2n97TrC3HMU1NWEfktsBDnV/9yYIX7fIGI3OGzzBVAbxE5XkTqA1fiVCEF+g44yy27Hc5Nd9t9lmOMqSabUjO59N9fsm1fFjN+MYwbz+hliSHOeT1zuAYYoKoFgRNF5GFgI/C3kO8KQVULRWQ68AFOU9a5qrpRRKa582cAfwaeFpH1OEnot6p6yGsZxpjq8/Gm/dy88GuaNazHy9NGM7BTs2iHZMLAa3IoBjoCu4Kmd3Dn+aKq7xJ0vcJNCiXPU4Fz/a7XGFN9VJV5X+7kz+9s4sROzZg9MYm2x1n/SDWF1+RwK/CJiHzD9y2NuuLcKX1TBOIyxsSwwqJi7n17E/O/2sV5A9rxyM+H2IXnGsZrU9b3RaQPzj0KnXCqelKAFapaFMH4jDExJudoITct+Jr/bDnA1FN7cMfYftSx/pFqHD9NWfsAjYEPVDW7ZKKIjFXV98MemTEm5hzIzGfKMyvYlJrJfZcNZPzIbtEOyUSI19ZKNwNv4lQhbRCRSwJm/zUSgRljYss3+7O47IklbD+Yw5yrh1tiqOG8njlcCwxT1WwR6Q68IiLdVfVRQt/UZoypQZZtT+Pa+StpUC+Bl66zFkm1gdfkkFBSleQOFXo6ToLohiUHY2q0d9bt5bYX19ClZUOenjyCLi0bRTskUw28juewT0QGl7xwE8VFQGuc/pWMMTXQ3C92MH3BagZ1bsar159siaEW8XrmMJGgXlFVtRCYKCJPhX6LMSZeqSoPvL+VGYu/5bwB7Xj0yiE2BkMt43WY0BSguYicJSJNgmY3DX9YxphoKSgq5tcvr2XG4m8ZN7IrT4wfZomhFrLWSsaY/8k9VsjU+St5bfUebju7D/ddOtDGeK6lrLWSMQaA9NxjTHl6BWt2p9s9DMZaKxljYF9GPhPnLmPnoVweHzeU80/sEO2QTJRZayVjarkdh3K4/Mkl7DmSx9OTh1tiMIC1VjKmVtuYmsHVc5dTrLBw6mhO7Gw3txmH1473UsqZ92X4wjHGVJcVOw8zZd4KmibWZf41I+nVNrghoqnNKjWGtDEmvn269QDTnl1FpxYNefaakXRq3jDaIZkYY8nBmFrmnXV7ufXFr+nTrinzp4ygVZMG0Q7JxCCvF6T/R0TODPxrjIkfL674jpsWrGZwl+YsmDrKEoMpk+/kADwU9NcYEwfmfLGD3766njG92zB/ykiOS6wX7ZBMDKtKtZLd32BMHFBVHv80mYc+3MZ5A9rx2FVDaFDXusMw5bNrDsbUYIEd6P1kSCf+fsUg6iZUpsLA1DaWHIypoYqLlT+9tZFnvtrF+JFd+fMlA22sZ+OZJQdjaqCiYuXO19bz4srd/HLM8dx14QmIWGIw3lUmOWS7f7PCGYgxJjwK3S6331yTys1n9uK2c/pYYjC++U4Oqnpq4F9jTOw4VljMzQu+5v2N+7j9vL7ceEavaIdk4pSn5CAiRapqzRuMiWH5BUXc8Pxq/rPlAH+4qD/XjDk+2iGZOOb1zMHOSY2JYXnHipj67Er++80h/nzpQCaMsrEYTNV4TQ4a0SiMMZWWe6yQa55eydIdafz9ikH8LKlLtEMyNYCvBs8islhEjnOfTxORW0WkfmRCM8ZUJPtoIZPmrmDZjjT++bPBlhhM2Pi9G6a5qmaKyDCcoUNbALPCH5YxpiKZ+QVMnLOMVd8d4bGrhnDpkE7RDsnUIH6TQ4GI1MUZ/OcBVf0jMMBvoSIyVkS2ikiyiNxRxjKni8gaEdkoIov9lmFMTZaRV8CE2ctYl5LB4+OGcNGgjtEOydQwfpuy/gtYCyQCJV/qvkYIEZEE4HHgHCAFWCEii1R1U8AyzYEngLGq+p2ItPUZpzE1VnruMSbMWc6WfZk8+YthnNO/XbRDMjWQrzMHVX0GGAkMVNU8EekFfOWzzBFAsqpuV9VjwELgkqBlxgGvqep3brkHfJZhTI10JOcY42YtY+v+LGZOSLLEYCLGa3L4X1NWVc1W1Tz3ebKqTvZZZidgd8DrFHdaoD5ACxH5TERWichEn2UYU+OkZR/lqllLST6YzayJSZzRz06oTeR4rVY6PYxlhrpnIripbF1gGHAW0BD4SkSWquq2H6xIZCowFaBr165hDNGY2HIo+yjjZy1jZ1oOc68ezpjeraMdkqnhvJ45XCsid4pI9zCUmQIEtrfrDKSGWOZ9Vc1R1UPA58BJwStS1ZmqmqSqSW3atAlDaMbEnoNZRxk3aym7Ducwd5IlBlM9PCUHVZ0AzAUuFZGHRWSSiPi6EB1gBdBbRI5375G4ElgUtMybwI9EpK6INMK5zrG5kuUZE7dKEsPuw3nMnTScU3pZYjDVw3NrJVXdBzwCICInALeKSCLwmap+7GM9hSIyHfgASADmqupGEZnmzp+hqptF5H1gHVAMzFbVDV7LMKYmOJCVz7hZy9hzJI95k4czqkeraIdkapHKjuewB9gHTABOE5FcVV3i9c2q+i7wbtC0GUGvHwQerGR8xsQ1Swwm2nyPFygi5wJfAO2BSar6Iz+JwRhTvgNZ+Vw1cymp6Xk8bYnBREllzhxW4iSF1eEOxpja7kBmPlfNWsrejHzmTRrOSEsMJkq8jucgqqoAqnoYOFzeMsYY/ywxmFjitVrpUxG5SUR+cDOBiNQXkTNF5Bng6vCHZ0ztYInBxBqv1UpjgSnAAhHpARzBuTmtDvAh8E9VXRORCI2p4Q5kWWIwscdTclDVfJyO8J4QkXpAayBPVdMjGJsxNV7JxWdLDCbW+LogLSLfAOtxemZdIyJrVHVXRCIzpoZzbnBbZonBxCS/TVmfwrm/IQ04H9goIutF5F73jMIY48HBLKcTvT1H8iwxmJjktynrL1R1cMkLEZkBTAYygYeBm8IXmjE1U0mXGCU3uFliMLHI75lDhogMKnnhXoQepaoPAaeEMzBjaqJD2UcZP3spKUecvpLsBjcTq/yeOVwHPC8ia4A1QF+cvo8A6ocvLGNqnjS32+3vDucyd9JwRve0xGBil9+R4LbgjOT2PtAWSAYuEpHGOCO6GWNCSMs+yvjZy5xut68ezsk9rXdVE9t8d5+hqkXAy+4j0F/CEpExNczhnGOMn72MHYec8RhOtm63TRzw3fGeMca7IwGJYfbVSTYeg4kble2y2xhTgZLE8O3BbGZPTOJHvW20QhM/qnTmICIdRKRBuIIxpqZIzz3GL+YsI/lgNrMmJnFqH0sMJr5UtVrpWWCLiDwUjmCMqQlKEsM3+7OZOWEYp1liMHGoStVKqnq2iAjQP0zxGBPXMnILmDBnOdv2ZfPUxGGc3rdttEMyplKqfM3BHcNhYxhiMSauZeQVMGHuMrbuy+KpCcM4wxKDiWN+O95rAFwOdA98r6reG96wjIkvGXkFTJyzjM17M5nxi2Gc0c8Sg4lvfs8c3gQygFXA0fCHY0z8ycwvYOLc5Wzam8mT44dx1gntoh2SMVXmNzl0VtWxEYnEmDiUmV/AxDnL2ZSawRPjh3F2f0sMpmbw21ppiYicGJFIjIkzJYlhw54MHh83lHMsMZgaxO+ZwxhgkojswKlWEpxr0oPKf5sxNUtgYnhi/FDOHdA+2iEZE1Z+k8P5EYnCmDiSmV/A1XMtMZiazW+vrLuA5sDF7qO5DRNqapOSxLA+JYN/j7PEYGouX8lBRG4Bnsfprrst8JyI2OhvplYITAyPjx/K2IGWGEzN5bda6RpgpKrmAIjIA8BXwL/CHZgxsSQ4MZxnZwymhvObHAQoCnhd5E4zpsb6QaskSwymlvCbHOYBy0Tkdff1pcCcsEZkTAzJyHNvcEu1i8+mdvGVHFT1YRFZDJyCc8YwWVW/jkhkxkRZSZcYm/Zm8sT4YXYfg6lVfHfZraqrVPUxVX20solBRMaKyFYRSRaRO8pZbriIFInIFZUpx5jKcnpXXfa/LjEsMZjaxlNyEJEv3L9ZIpIZ8MgSkUw/BYpIAvA4zj0T/YGrRKRUl9/ucg8AH/hZvzFVlZ57jPFzlrJlr9O7qnWJYWojT9VKqjrG/ds0DGWOAJJVdTuAiCwELgE2BS13E/AqMDwMZRrjScnQnskHnfEYrNttU1v5vc/hAS/TKtAJ2B3wOsWdFrjOTsBlwIwK4pkqIitFZOXBgwd9hmHMD6VlH+WqWUtJPuiM4GaJwdRmfq85nBNimt8uNUI1fdWg148Av1XVohDLfv8m1ZmqmqSqSW3a2FCMpvIOZjmJYcehHOZcnWQjuJlaz1O1kohcD9wA9BSRdQGzmgJLfJaZAnQJeN0ZSA1aJglY6IxASmvgAhEpVNU3fJZlTIUOZOUzbtYy9hzJY96k4Zzcq3W0QzIm6rw2ZX0BeA+4HwhsXZSlqod9lrkC6C0ixwN7gCuBcYELqOrxJc9F5GngbUsMJhL2ZeQzbtZS9mXmM2/ycEb1aBXtkIyJCZ6qlVQ1Q1V3AseADFXd5Xa4pyIy10+BqloITMdphbQZeElVN4rINBGZ5i98YypvT3oeP5/5FQeyjjJ/yghLDMYE8HuH9CBVTS95oapHRGSI30JV9V3g3aBpIS8+q+okv+s3piK7D+dy1aylZOQV8Ow1IxjStUW0QzImpvi9IF1HRP73XyQiLfGfYIyJqh2HcvjZU1+RlV/IC78cZYnBmBD8frH/A/hKRF52X/8U+Gt4QzImcr7Zn8W42csoKlYWXDuK/h2Pi3ZIxsQkv30rzReRlcCZ7qSfqGrwzWvGxKTNezP5xexl1KkjvDh1FL3bheOeTmNqJl/JQUQaAIOB49z3XiEiqOq9EYjNmLBZl5LOhDnLaVgvgReuHUmPNk2iHZIxMc1vtdKbQAawCjga/nCMCb+VOw8zed4KmjWqx4JrR9GlZaNoh2RMzPObHDqr6tiIRGJMBCxJPsQ1z6ykQ7NEnr92JB2aNYx2SMbEBb+tlZaIyIkRicSYMPtk834mPb2Cri0b8eJ1oy0xGOOD3zOHMcAkEdmBU60kgKrqoLBHZkwVvL0ulVsXrqF/x+N4ZvIIWjSuH+2QjIkrfpOD3072jKl2L63czR2vriOpW0vmTEqiaWK9aIdkTNzx25R1V6QCMSYc5n6xg3vf3sSPerdm5oQkGtZPiHZIxsQlv01Z7w413ZqymmhTVR795Bse+fgbzh/YnkeuHEyDupYYjKksv9VKOQHPE4GLcDrPMyZqiouV+97dzJwvdnDFsM787ScnUjfB9/DoxpgAfquV/hH4WkQeAhaFNSJjfCgsKua3r67n1dUpTD6lO3+4sD916oQaT8oY40dVO81rBPQIRyDG+JVfUMRNC77mo037+dU5fbjpzF64A0QZY6rI7zWH9Xw/pGcC0Aaw6w2m2mXlFzB1/iq+2p7Gn348gKtP7h7tkIypUbwOE/qsqk4A5gCvu5MLgf3u4D3GVJuDWUeZNG85W/dl8cjPB3PpkE7RDsmYGsfrVbthItINmAxkAllAHnCcO6aDMdVi9+FcfjpjCd8ezGbW1UmWGIyJEK/VSjOA93GuL6zCuTO6hGLXHUw12Lw3k6vnLudoYTHP/3IUw7rZID3GRIqn5KCqjwGPiciTqnp9hGMyppSvvk1j6vyVNEmsy8vTRtPHxmIwJqL8NmW1xGCq3Xvr93LLwjV0bdWI+VNG0LG5daBnTKTZ+M8mpj2zZCf3vLWRoV1bMOfqJJo3sg70jKkOlhxMTCouVh74YAtPLd7Ouf3b8eiVQ6yfJGOqkSUHE3OOFhbx21fW8caaVCaM6sY9Px5Agt31bEy18nsTnADjgR6qeq+IdAXaq+ryiERnap2M3AKue24lS7cf5vbz+nLD6T3trmdjosDvmcMTQDFwJs6d0VnAq8DwMMdlaqGUI7lMmreCXWk5dnObMVHmNzmMVNWhIvI1gKoeERG7QmiqbF1KOtc8s5L8giKemTKCk3u2jnZIxtRqfpNDgYgk4PavJCJtcM4kjKm0Dzbu45aFX9OqcQNe+OVIets9DMZEnd/k8BhO30rtROQ+4Arg92GPytQKqsqcL3Zw37ubOalzc2ZNTKJN0wbRDssYg//k0BZ4EBiE04XGpapqg/0Y3wqKirn7zQ0sWL6bC05sz8M/G0xiPWuqakys8JscjsPpZ+kwsND9a4wv6bnHuP651Xy1PY0bTu/Jb87tawP0GBNjfI2lqKp/UtUBwI1AR2CxiHzst1ARGSsiW0UkWUTuCDF/vIiscx9LROQkv2WY2PTtwWwue2IJq3Yd4R8/PYn/G9vPEoMxMaiyN8EdAPYBaThVTZ65F7QfB84BUoAVIrJIVTcFLLYDOM1tDXU+MBMYWclYTYxYvO0g019YTb2EOjx/7UiGd7fe3o2JVb7OHETkehH5DPgEaA1cq6qDfJY5AkhW1e2qegyneuqSwAVUdYmqHnFfLgU6+yzDxBBVZfZ/tzN53nI6NW/IoumnWGIwJsb5PXPoBtyqqmuqUGYnYHfA6xTKPyu4BnivCuWZKMovKOLO19fz2uo9nD+wPQ/99CQaN7BeW4yJdX677C51faASQlUwa4hpiMgZOMlhTBnzpwJTAbp27RqG0Ew4pabnMe25VaxLyeC2s/tw05m97PqCMXHC6xjSX6jqGBHJ4odf5AKoqh7no8wUoEvA685AaogyBwGzgfNVNS3UilR1Js71CJKSkkImGBMdy7anceMLq8kvKGbWxCTO6d8u2iEZY3zwOhLcGPdvOG5dXQH0FpHjgT3AlcC4wAXcDv1eAyao6rYwlGmqScmNbfe/t4VuLRuxcGoSvdo2iXZYxhif/F6QfsDLtPKoaiEwHfgA2Ay8pKobRWSaiExzF7sbaAU8ISJrRGSlnzJMdOQcLeSmBV/zl3c2c/YJbXlz+imWGIyJU6LqvTZGRFar6tCgaesq0WIp7JKSknTlSssh0fLN/iyuf3412w9mc/t5/Zh2Wg/ratuYOCAiq1Q1KXi612sO1wM3AD1EZF3ArKbAkvCEaOLVG1/v4XevradxgwSevWYkp/SyHlWNiXdeWyu9gNOc9H4gsMVSlqpaFxq1VH5BEfe+vYkXln3HiO4t+de4IbQ7LjHaYRljwsDrBekMIAO4SkRaAL2BRAARQVU/j1yIJhYlH8hm+gur2bIvi+tO68Ht5/alboKvS1jGmBjmd5jQXwK34DQ/XQOMAr7CGRnO1AKqymur9/CHNzeQWC+BeZOHc0ZfXz2oGGPigN9bVW/BGRJ0qaqeISL9gD+FPywTizLzC/jDGxt4c00qI45vyWNXDqF9M6tGMqYm8psc8lU1X0QQkQaqukVE+kYkMhNTVu06wq0vfk1qej6/PqcPN5zRiwS729mYGstvckgRkebAG8BHInKEEHc3m5qjoKiYf33yDf/+NJmOzRvy0nWjGdatRbTDMsZEmN++lS5zn94jIp8CzYD3wx6ViQnfHszmthfXsC4lg8uHduaeH/enaWK9aIdljKkGle4eU1UXhzMQEzuKi5W5X+7gwQ+20qh+Ak+OH8r5J3aIdljGmGrk9Sa4kg73AiuZS1777XjPxLBdaTnc/vI6lu88zFn92nL/T06krd27YEyt4/U+h3B0uGdiWFGx8vSSnTz0wVbqJggP/fQkLh/aybrAMKaW8nufw92hpqvqveEJx0TDtv1Z/N8r61izO50z+7XlvssG0qFZw2iHZYyJIr/XHHICnicCF+H0rGriUH5BEY9/msyMxd/SpEFdHr1yMD8+qaOdLRhjfLdW+kfgaxF5CFgU1ohMtfgy+RB3vb6enWm5XDakE3ddeAKtmzSIdljGmBhR1cF8GwE9whGIqR77MvL5yzubeHvdXrq3asRz14xkTG/rRdUY80N+rzms5/thQhOANoBdb4gDxwqLmfflDh795BuKipVbz+7NtNN6klgvIdqhGWNikN8zh4sCnhcC+92R3UyMUlU+3nyA+97ZxM60XM4+oS13XzSArq0aRTs0Y0wM83vNYVekAjHhtzE1g/vf3cIXyYfo1bYJT08ezunWg6oxxgO/1UpJwF1AN/e9JTfBRX2YUPO9lCO5PPzhNl5fs4dmDetxz8X9GT+qG/VsvAVjjEd+q5WeB24H1gPF4Q/HVMWh7KM8+dm3PLvUOcG77tSeXH96T5o1tP6QjDH++E0OB1XVmq7GmPTcY8z673bmfbmT/IIifjK0M7ed04dOze1GNmNM5fhNDn8UkdnAJ8DRkomq+lpYozKepGUfZfYXO5i/ZCc5x4q4aFAHbjunDz3bNIl2aMaYOOc3OUwG+gH1+L5aSQFLDtVoT3oec/67gwXLvyO/sIgLT+zA9DN70a+99X9ojAkPv8nhJFU9MSKRmApt2JPBnC92sGhtKgL8+KSO3HBGT3q1tX4RjTHh5Tc5LBWR/qq6KSLRmFIKi4r5aNN+5n25k+U7D9OofgKTTu7OlDHH2zUFY0zE+E0OY4CrRWQHzjUHa8oaIanpeSxcsZuXVuxmX2Y+nVs05K4LTuBnw7tY6yNjTMT5TQ5jIxKFAZxeUj/evJ9XVqXw+baDKHBq7zbce8kAzjqhHQl1rLdUY0z1sDuko6yoWFm6PY2316Xyzrq9ZOYX0qFZItef3pMrh3elS0vr5sIYU/1ssJ8oOFZYzNLtaXy4aR/vb9jPoeyjNKqfwLn923HFsC6M7tnKzhKMMVFlg/1Uk30Z+Xy+7SCLvznI51sPknW0kIb1EjijXxsuGtSRM/q2pWF96yHVGBMbbLCfCDmQmc/ynYdZtv0wS7en8c2BbADaNm3ABSd24NwB7TilV2vrMtsYE5OiMtiPiIwFHsUZE2K2qv4taL648y8AcoFJqrq6irFGzMGso2zZl8mm1EzWpqSzdncGe9LzAGhcP4Fh3VtyxbDOnNqnDf3aN7VhOI0xMa/aB/sRkQTgceAcIAVYISKLgu6dOB/o7T5GAk+6f6PiWGExaTlHSU3PJzU9jz3peew8lMP2gzlsP5TNoexj/1u2c4uGDOnanMmndCepe0sGdjyOutYbqjEmznhKDiLSC2hH6cF+egJ7fJY5AkhW1e3uuhcClwCByeESYL6qKs6Nd81FpIOq7vVZVoXeWpvKJ5v3U1isFBUrxwqLyT5aSO6xIrLyC0jLOUZWfunxjFo3qc/xrRtzZr+29G1/HCe0b0q/DsfRsnH9cIdojDHVzuuZwyPAncFNWUWkgzvvYh9ldgJ2B7xOofRZQahlOgE/SA4iMhWYCtC1a1cfIXxvT3oeX+9OJ6GOULeOULdOHZo0qEvrJvXp3roxrRrXdx5NGtCheSIdmzWkY/NEmibajWjGmJrLa3Lorqrrgieq6koR6e6zzFAV7lqJZVDVmcBMgKSkpFLzvZh2Wk+mndazMm81xpgay2tleGI58/x28JMCdAl43RlIrcQyxhhjIsRrclghItcGTxSRa4BVPstcAfQWkeNFpD5wJaWbwy4CJopjFJARiesNxhhjQvNarXQr8LqIjOf7ZJAE1Acu81OgqhaKyHTgA5wWT3NVdaOITHPnzwDexWnGmozTlHWynzKMMcZUjTgNgjwuLHIGMNB9uVFV/xORqCohKSlJV65cGe0wjDEmrojIKlVNCp7u9w7pT4FPwxaVMcaYmGR3ZxljjCnFkoMxxphSLDkYY4wpxdcF6VgmIgeByg5G1Bo4FMZwoiHetyHe44f43waLP/qisQ3dVLVN8MQakxyqQkRWhrpaH0/ifRviPX6I/22w+KMvlrbBqpWMMcaUYsnBGGNMKZYcHDOjHUAYxPs2xHv8EP/bYPFHX8xsg11zMMYYU4qdORhjjCnFkoMxxphSalVyEJGxIrJVRJJF5I4Q80VEHnPnrxORodGIsywe4j9dRDJEZI37uDsacZZFROaKyAER2VDG/Jje/+BpG2L9GHQRkU9FZLOIbBSRW0IsE7PHwWP8sX4MEkVkuYisdbfhTyGWif4xUNVa8cDpHvxboAdOV+Nrgf5By1wAvIczEt0oYFm04/YZ/+nA29GOtZxtOBUYCmwoY37M7n8f2xDrx6ADMNR93hTYFmf/B17ij/VjIEAT93k9YBkwKtaOQW06cxgBJKvqdlU9BiwELgla5hJgvjqWAs3dcbJjgZf4Y5qqfg4cLmeRWN7/gKdtiGmquldVV7vPs4DNOOOzB4rZ4+Ax/pjm7tds92U99xHcMijqx6A2JYdOwO6A1ymU/lB5WSZavMY22j1dfU9EBlRPaGETy/vfj7g4Bu7470NwfrkGiovjUE78EOPHQEQSRGQNcAD4SFVj7hj4Gs8hzkmIacHZ2ssy0eIlttU4/aRki8gFwBtA70gHFkaxvP+9iotjICJNgFeBW1U1M3h2iLfE1HGoIP6YPwaqWgQMFpHmOKNsDlTVwOtYUT8GtenMIQXoEvC6M5BaiWWipcLYVDWz5HRVVd8F6olI6+oLscpief97Eg/HQETq4XyxPq+qr4VYJKaPQ0Xxx8MxKKGq6cBnwNigWVE/BrUpOawAeovI8SJSH7gSWBS0zCJgottSYBSQoap7qzvQMlQYv4i0FxFxn4/AOb5p1R5p5cXy/vck1o+BG9scYLOqPlzGYjF7HLzEHwfHoI17xoCINATOBrYELRb1Y1BrqpVUtVBEpgMf4LT8mauqG0Vkmjt/BvAuTiuBZCAXmByteIN5jP8K4HoRKQTygCvVbfoQC0RkAU5LktYikgL8EediXMzv/xIetiGmjwFwCjABWO/WeQPcCXSFuDgOXuKP9WPQAXhGRBJwEtdLqvp2rH0XWfcZxhhjSqlN1UrGGGM8suRgjDGmFEsOxhhjSrHkYIwxphRLDsYYY0qx5GCMMaYUSw7GmGolIv1FZJLb/XbTaMdjQrPkUAu4d4wuFJFvRWSTiLwrIn0qsZ7mInJDJGJ013+zOP30Px+pMqqbiCypjvdEmohkV7zUD5ZPEJFH3fEK1otIj4DZ9YCbgMuAbHf57iKSF3BjW1XjnSMiF4oznsOxWO0+I5ZZcqjh3G4EXgc+U9Weqtof547SdpVYXXPAV3Jwb//3+jm7AbhAVcf7DSxWqerJ1fGeGPQ7YLuqDgAe44efmy7APJy7fwPPHL5V1cGhVubeTezHYGCtu76Y6RcqrlT3ABL2qN4HcCbweRnzfgEsB9YATwEJ7vTuOP3kzwI2Ah8CDXHGkMhzl3+wrHUEvP8J4GucHjIDy/0VsMF93OpOmwEcA9YDtwUt3x2n75nZ7nuex+mP5kvgG2BEwLJvAKvcuKe60xoD7+AMkLQB+HmoaV73kc94sssqq5zp2WXtp/KOT4jYQ+2Lct8L/MHdto+ABcBvAmMq73MTML8xsCrg9dnAG0HLtA9xjDcETXsZeBj4FPg9TrcYS9399QXQJmDZPu609cBtwJ6AeTuB1tH+X4y3R9QDsEeEDzDcDPwzxPQTgLeAeu7rJ4CJ7vPuQCEw2H39kvuF8IN/4LLW4S5XTNDoVu4yw9x/4MZAE/cLaog7L+Q/cUA8J+Kc7a4C5uJ0a3xJ4BcP0NL92xDnS7UVcDkwK2CZZqGmed1HPuPJLquscqZnV7CfQh6fEPGH2hdlvhdIwvnCb4jzi/4bgpJDWfskqNxLcMYpWOM+vsPpC6y8z2l3SieHLcC9Aa9bBTz/I3Cj+7wuTrIaERDTJwHL7sSSg++HVSvVXmfhfAGtcOt5z8IZgrTEDlVd4z5fhfPP62cdu9QZwSrYGOB1Vc1Rp1vl14AfeYh3h6quV9VinC/KT9T5z18fFNvNIrIW5xdmF5x+/NcDZ4vIAyLyI1XNKGOan+3zGg/llFVeDBXtJy/HJ9S+KO+9Y4A3VTVPnVHW3vK5T0oMBu5W1cHqVOt8iJMkPBORRKAlcG/A5Enijr2MU02V707/CU4vrcvd1xv9lmdKqzW9stZiG3FOx4MJ8Iyq/q6M9x0NeF6E82vS0zrEGaErp4z1hhrExIvAeIoDXhfjfo5F5HScKozRqporIp8Biaq6TUSG4fRyeb+IfKiq94aa5mP7KoynRFnllzU9oGyv+6PU8SlrX1TwXi/HpqLPDUALYIcbR13gXOA+D+sONABn3ORCdz0TcYbKPVOdQXw+x/lsAwzCSXIlhuGMkWCqwM4car7/AA1E5NqSCSIyHFgHXCEibd1pLUWkWwXryuKHFxA/qcQ6PgcuFZFGItIYp8XKf31tUdmaAUfcL8N+OAOzIyIdgVxVfQ54CBgaalqI9VVm+0opq6wKYqjqfgq5LyrwBXCxiCSKM9LahSGW8bJPtgWUdxvwjqru8BE7OFV264JeL3ETw+XAyThnXuCM1TDQjWcYcBV25lBlduZQw6mqishlwCMicgfOqfhO4Faci3wfuq2JCoAbgV3lrCtNRL4UkQ3Ae6p6u4iEWse+ctaxWkSexqkjBpitql9XcTNLvA9ME5F1wFac6hRwvlgeFJFiN8bry5gWHOsmv9tXhrLKKjOGMOynsvZFmVR1hYgswrnguwtYCWQELVPWPgn83CwA3hORZOArYKqPuEucyPfbDvAM8KaIXIEz1sF2VS05O30WeNet5toKpONcdDdVYOM5GGP+R0SauL/OG+GcvUxV1dXVUG534G1VHRiBde8EklT1ULjXXZNZtZIxJtBM9xf4auDV6kgMriKgWbhuggNnCE53ffVwrgUZH+zMwRhjTCl25mCMMaYUSw7GGGNKseRgjDGmFEsOxhhjSrHkYIwxphRLDsYYY0qx5GCMMaYUSw7GGGNKseRgjDGmlP8HvVvfXukpSSYAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -239,14 +247,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 38, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -280,10 +288,14 @@ " label = 'Samples'\n", " )\n", " ax[1][i].set_title('Angular distribution')\n", + " ax[1][i].set_ylim(0,3000)\n", " \n", "random_num = np.random.rand(N)\n", "num_sorted = np.sort(random_num)\n", "\n", + "\n", + "#------UnivariateSpline plots------\n", + "\n", "ax[0][0].set_title('CDF sampled with UnivariateSpline')\n", "ax[0][0].plot(inv_cdf1(num_sorted),\n", " num_sorted,\n", @@ -293,6 +305,14 @@ "\n", " )\n", "\n", + "sns.histplot(inv_cdf1(num_sorted),\n", + " ax = ax[1][0],\n", + " color = '#73683B',\n", + " kde = True\n", + " )\n", + "\n", + "#------InterpolatedUnivariateSpline plots------\n", + "\n", "ax[0][1].set_title('CDF sampled with InterpolatedUnivariateSpline')\n", "ax[0][1].plot(inv_cdf2(num_sorted),\n", " num_sorted,\n", @@ -301,6 +321,14 @@ " linewidth = 3\n", " )\n", "\n", + "sns.histplot(inv_cdf2(num_sorted),\n", + " ax = ax[1][1],\n", + " color = '#4F5D75',\n", + " kde = True \n", + " )\n", + "\n", + "#------interp1d plots------\n", + "\n", "ax[0][2].set_title('CDF sampled with interp1d')\n", "ax[0][2].plot(inv_cdf3(num_sorted),\n", " num_sorted,\n", @@ -309,29 +337,27 @@ " linewidth = 3\n", " )\n", "\n", - "sns.histplot(inv_cdf1(num_sorted), ax = ax[1][0], color = '#73683B' )\n", - "sns.histplot(inv_cdf2(num_sorted), ax = ax[1][1], color = '#4F5D75',)\n", - "sns.histplot(inv_cdf3(num_sorted), ax = ax[1][2], color = '#D64045')\n", - "\n", - "ax[1][0].set_ylim(0,3000)\n", - "ax[1][1].set_ylim(0,3000)\n", - "ax[1][2].set_ylim(0,3000)\n", + "sns.histplot(inv_cdf3(num_sorted),\n", + " ax = ax[1][2],\n", + " color = '#D64045',\n", + " kde = True \n", + " )\n", "\n", "for i in ax[0]:\n", - " i.set_ylabel(r\"$g(s, \\theta^*)$\")\n", - " i.set_xlabel(r\"$\\theta^*$\")\n", + " i.set_ylabel(r\"$g(s, \\theta^*)$\")\n", + " i.set_xlabel(r\"$\\theta^*$\")\n", " \n", "for j in ax[1]:\n", - " j.set_ylabel(r\"Counts\")\n", + " j.set_ylabel(r\"Count\")\n", " j.set_xlabel(r\"$\\theta^*$\")\n", "\n", "\n", - "plt.subplots_adjust(left=None,\n", - " bottom=None,\n", - " right=None,\n", - " top=None,\n", - " wspace=0.3,\n", - " hspace=0.3\n", + "plt.subplots_adjust(left = None,\n", + " bottom = None,\n", + " right = None,\n", + " top = None,\n", + " wspace = 0.3,\n", + " hspace = 0.3\n", " )\n", "\n", "plt.show()" @@ -350,7 +376,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -475,48 +501,48 @@ " \n", " \n", " 0\n", - " 22416.292379\n", - " -0.915700\n", - " 30.017813\n", - " 24941.415261\n", - " 0.915700\n", - " -30.017813\n", + " 20080.896880\n", + " -23.767314\n", + " 9.594841\n", + " 27276.810760\n", + " 23.767314\n", + " -9.594841\n", " \n", " \n", " 1\n", - " 23906.316516\n", - " 22.044845\n", - " 21.194715\n", - " 23451.391124\n", - " -22.044845\n", - " -21.194715\n", + " 23174.277580\n", + " 1.138153\n", + " 30.487998\n", + " 24183.430061\n", + " -1.138153\n", + " -30.487998\n", " \n", " \n", " 2\n", - " 17210.200175\n", - " 5.708715\n", - " -0.853988\n", - " 30147.507466\n", - " -5.708715\n", - " 0.853988\n", + " 17160.537742\n", + " 4.348954\n", + " 0.697771\n", + " 30197.169898\n", + " -4.348954\n", + " -0.697771\n", " \n", " \n", " 3\n", - " 17433.668801\n", - " -0.870430\n", - " 9.688830\n", - " 29924.038839\n", - " 0.870430\n", - " -9.688830\n", + " 27307.043889\n", + " 18.020244\n", + " -18.097027\n", + " 20050.663752\n", + " -18.020244\n", + " 18.097027\n", " \n", " \n", " 4\n", - " 23627.487595\n", - " -28.304509\n", - " 11.623490\n", - " 23730.220046\n", - " 28.304509\n", - " -11.623490\n", + " 19715.574635\n", + " 9.081362\n", + " 22.690624\n", + " 27642.133005\n", + " -9.081362\n", + " -22.690624\n", " \n", " \n", " ...\n", @@ -529,48 +555,48 @@ " \n", " \n", " 999995\n", - " 24987.114335\n", - " 20.346568\n", - " -22.031555\n", - " 22370.593306\n", - " -20.346568\n", - " 22.031555\n", + " 26889.388786\n", + " 7.757974\n", + " -25.567231\n", + " 20468.318854\n", + " -7.757974\n", + " 25.567231\n", " \n", " \n", " 999996\n", - " 26334.690770\n", - " 9.833471\n", - " 26.218229\n", - " 21023.016870\n", - " -9.833471\n", - " -26.218229\n", + " 28326.556249\n", + " -19.072133\n", + " -10.315302\n", + " 19031.151392\n", + " 19.072133\n", + " 10.315302\n", " \n", " \n", " 999997\n", - " 21501.302026\n", - " -25.698568\n", - " -13.174368\n", - " 25856.405614\n", - " 25.698568\n", - " 13.174368\n", + " 26659.741290\n", + " -4.343173\n", + " 26.938633\n", + " 20697.966350\n", + " 4.343173\n", + " -26.938633\n", " \n", " \n", " 999998\n", - " 29319.383966\n", - " 10.108614\n", - " 12.146536\n", - " 18038.323674\n", - " -10.108614\n", - " -12.146536\n", + " 28178.894705\n", + " 21.712591\n", + " -5.278723\n", + " 19178.812936\n", + " -21.712591\n", + " 5.278723\n", " \n", " \n", " 999999\n", - " 19608.921104\n", - " -1.052522\n", - " 24.036192\n", - " 27748.786536\n", - " 1.052522\n", - " -24.036192\n", + " 20952.770382\n", + " -23.729827\n", + " 14.588672\n", + " 26404.937258\n", + " 23.729827\n", + " -14.588672\n", " \n", " \n", "\n", @@ -579,30 +605,30 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 22416.292379 -0.915700 30.017813 24941.415261 0.915700 \n", - "1 23906.316516 22.044845 21.194715 23451.391124 -22.044845 \n", - "2 17210.200175 5.708715 -0.853988 30147.507466 -5.708715 \n", - "3 17433.668801 -0.870430 9.688830 29924.038839 0.870430 \n", - "4 23627.487595 -28.304509 11.623490 23730.220046 28.304509 \n", + "0 20080.896880 -23.767314 9.594841 27276.810760 23.767314 \n", + "1 23174.277580 1.138153 30.487998 24183.430061 -1.138153 \n", + "2 17160.537742 4.348954 0.697771 30197.169898 -4.348954 \n", + "3 27307.043889 18.020244 -18.097027 20050.663752 -18.020244 \n", + "4 19715.574635 9.081362 22.690624 27642.133005 -9.081362 \n", "... ... ... ... ... ... \n", - "999995 24987.114335 20.346568 -22.031555 22370.593306 -20.346568 \n", - "999996 26334.690770 9.833471 26.218229 21023.016870 -9.833471 \n", - "999997 21501.302026 -25.698568 -13.174368 25856.405614 25.698568 \n", - "999998 29319.383966 10.108614 12.146536 18038.323674 -10.108614 \n", - "999999 19608.921104 -1.052522 24.036192 27748.786536 1.052522 \n", + "999995 26889.388786 7.757974 -25.567231 20468.318854 -7.757974 \n", + "999996 28326.556249 -19.072133 -10.315302 19031.151392 19.072133 \n", + "999997 26659.741290 -4.343173 26.938633 20697.966350 4.343173 \n", + "999998 28178.894705 21.712591 -5.278723 19178.812936 -21.712591 \n", + "999999 20952.770382 -23.729827 14.588672 26404.937258 23.729827 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -30.017813 \n", - "1 -21.194715 \n", - "2 0.853988 \n", - "3 -9.688830 \n", - "4 -11.623490 \n", + "0 -9.594841 \n", + "1 -30.487998 \n", + "2 -0.697771 \n", + "3 18.097027 \n", + "4 -22.690624 \n", "... ... \n", - "999995 22.031555 \n", - "999996 -26.218229 \n", - "999997 13.174368 \n", - "999998 -12.146536 \n", - "999999 -24.036192 \n", + "999995 25.567231 \n", + "999996 10.315302 \n", + "999997 -26.938633 \n", + "999998 5.278723 \n", + "999999 -14.588672 \n", "\n", "[1000000 rows x 6 columns]" ] @@ -623,7 +649,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -638,8 +664,6 @@ "#plotting momentum components distribution in the LAB frame\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", - "\n", - "\n", "#px\n", "sns.histplot(df_monochromatic['$px_{\\mu_1}$']/1000,\n", " ax = ax[0],\n", @@ -703,7 +727,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -725,6 +749,7 @@ "ax.set_ylabel(r'PDF')\n", "ax.set_ylim([0,0.55])\n", "\n", + "#freccia verde\n", "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", " head_width=0.05, head_length=0.01, fc='g', ec='g')\n", "\n", @@ -744,7 +769,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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y/hnLZH4OMyFPSQE41sF8Hyrb5ex9IUQikVhS0NzaWE6FXWtNKBSqKitrquvPJkRs2+bO2P0spP+c8zhJSItFvu6LiaTy6qjVwZ3AVcBOrfURZ4FSqk0pZcZ+LwaWAfsq1L4JRTnfk2IogE4epkzft2Jek4KSJ53O1t5E1/NykcnL0rkH+fZJuV3BBaEWSdTtCqlclE5HtCwL27Zi/9tp9chc5GniuZL3y+YtnW59OBzm1jVbq14XT15fapkdDwEqoiEh23VJPrrUiNGiQBKVw3xcwlwl8SzA1Sw5624+bS01icaffPrQUcxKfU2Jg/505yqG1T+VsCrU3dDpo0LaV03PjOAepdSPgZeAFUqpI0qpT8VWfZTxCTgvAbbESqD+Avis1jplEk9h4lPu2a9qDwEp1exXpn6WGUhhspGqAh+ULtw2OWdOvnJI2za3PryFYDCYct0dj+0kEom41u8yXW8xB7W2ZWHbUZmWy7WXKhy6WklnRC7VcymyfzyeSjeg1nAssdmSajrJZSqBo1g5bSxUEUw8Xj7VTxIVvXT7V/rldHuNufZl4rOQS98V0h/J91+Y3GitP5Zm+Z+lWPYg0RKoQhYSvwX5yMVqJ27oxMxrf601kUgEiMozR9EzzfyOlyvZZufyaYszUPjydaviy5INGemOOdGfF0EoJoXqnblSLINppuM465J1s3yvtdr0xHz13cT25LNvORG9urJI7+eIG+umbdusXtueNjlQoVa5bPvn4+KV6K2Q7E5q24WFFRTq4povufRzoYk6Mx339gzPQioS70E+bSnEvVEQBHdUwn2zGmey0rXJtm1ufWQrt68rryxK52lWrH5LVlpTfd9Sna/cz4vjoSlZ9oVapFR6TD6yoNRyNzG0OJc2FRL6lazXF0NOuB0rpOpPbdvctX5XSeRjNX43hfwQo0UeGIaRNUlZqdxc3bqnujl/Lq6uhV5PLVgnS9XGSrg8V7ubtSBMBGpBrlUSwzBqXhYlfydTfTcTn4NM39V8nhdJyCZMVqpZdhT7vZwoemIhx1RG6bzwSpFYOpdnwM22IuuzU70SocpJlaQsU0KYdFbRnOtM51AaKFt1k2J4QJTagpmu3xLzWWQ6fy79a8WSlqbK/5HNop0oEMth1XVzjsT7byXELCbv77a9bvpSLNrCRCabLJgoz3+6mPJMODN11aR4FeN+JM/4Jse/p9o+l+9qtmfKbbltt+dy890UhHJSiefR7TkzepJVOFGinYMeVyoP72T5VSrPrsS8G27aNW7/mDdLvlWaEnV8p8CBZVlZnwGnfZk84J1txEs6O2K0KAC3syaZXio3FR2ShYDb5J9uqptkuoZKKja5nDvTgNzNh8XZXieFcmQS0qlc2+5+fGfcQJCve3KyMaGQrMj5VLfJ9MEpNExIEGqZXJTCYsjOSsnfdOd1a8jIJHOrZbCcSUanWpc8e5htNrEYHjiJ7ajmGWdBKCVuB8vJ2+aiv+Vy3kQq5WlXSjlaiNEhURevRkNUNOfGeH3Ybdj/Nx7egmXZY4wLbsZjznI3clxkfWakd0pELq5IhYZy5OqOWsyZsFyPlW37UszSOX3g5tgFubap0r9OufZPsT+qIlAFobhUk2dCsUgnd8p1rROxTwVBEGqRfEMzyinH3ejKiduILlwZpNdLhLZt7n1i15jQDNuyiIQjrq3GiYTDYb7+280pEzpmcke1LQsrEhljXbRtm9vXbM3qUeCGZHembMeKukhtIxwOY9vjBVK+s/mu3Ltix457ViSF9rhJalTppGZOf6e6hnQ4YS+R0CiWlfoaE4+X6rjZQo0EQXAnS5O3SZzlyVe+5CLD07nZloNyuL86rrhuQzSqxfsjmWptlyAI+eFGvrvVRbORqWxsLvK/GHLITvBEznW/2xK+jan03XLJScuysCLhuC6crQ9T3cdKjx8mAmK0KBIpXUrV2KQyyS/duAF7lgc6k2VvXEbzZMU46e9iWAlzcXlK5s5Ht2NbVkoDRT7HcxNm4xy7WIpzpZRK5xrcxjnrDB+M5OfCCofjx00MT8kWaiIKtjBRKcZsT7ZjFMszoRTJxopNvt+eQrzMxPNCECYupXi/JXFiccnXE7mUIThy/2oPMVoUiYn28Jf6ehzFtZguVrkcK9O21XIvs7Ujp+tVuYTImCm3lUoJwkQm2fDm/B0Oh/nGI1sIh8N5yYRCZv5z9TxzZqYi4XDKpMLpzpMrxZCRyfHnybNS46p2xPoiHA67brdzDCuNgbwYxtZ8Z0ZLYegV47EwkUn3fKfLSZDobZBZxow/l23brF7XnlHua9uOTsAVYQKs2PpmKgN2sswt1OPOjbxJbkeiXK+Ern3aU8KOen4/sjWlB3upz1/p8UWtIqOQImHbNveUqMZwKorlQpaOWku6mK/LcyqhW4xrz0d5TOU2nvhMuT1mpo+RFQ67Vt7tIn2QBWEiUKhMyJawK51Mz9WwaxhG1qTCmbz63MiZXDLnJ2e4d+NWa1nRxMi3rRmrULrpi3RGn1z7sdQGADEwCEJ+OO9Oot6Xz6RKOBzm9jVbMw4g70zyaE1+b1PJlVK+2+m+HSn1t1i1jPTfm+LozJm2sW2bux7dHjcMhcNhbotV0chWiQlSf6uctmdqS7KBxvntVGOKRCLcvrYdlMp4LcUO6chlfCHhJOMRo0URcVNjWOtouZxIJJIhb0B1WODKnWimHHkT3J6jWpLsKMN0/Vy43S6XWtjV0g+CUGlq7l1QqqTfk3J4XhWjzyt136rtey4IwniyyYdqk/u5yBWn7ZVMvp/YjlR/F6N/c22Tc85KeQ8nX7N8K9xTXW/jBMO2LUbDNmvbj/Pv697k1SND7Oka5r8e3sbqdeMtbY4FMJv7q2N9K5YVLhdjQXwWrICXLNE6bidZQO98dPu4Y7q9TrfJOG9fs4VIJL+SV5UQLs5sQDbLrLZt7i6Bt4/WmlAolPW4MnMoCFGqQQnRsZm25Pc2XUKznI/v8hpTyW+nzn05+8e2Cishne3YqWY6kz1FcvlmZ3PvTvV3OkrtmSkI+VKo3pDtncrn+LkeM9v7FZU7dtZt3XgO5OMJXKj3cLLnRLJ3RCk9AsblXUsja1N5bJRCJy30WpO9DS3LIhgMug4fneyI0aKE9AQtft1+ii/+op1fbOpg2/ERnt4/wI+3dPP0vn7aOwfH7aMMY5xbUyZ32mxCLl0da8vWbO8c4M2uYX6ysYObfvIG+08O0dE77Ora3Ca+TN2m4pUcTXb7uitLckrbsoDU7mBulPlkw0CpBupuEqdGkrJD25aFTvFKu7muTNfhJOG0EryDxEAhTGQKVqRTDFiLeX63LsKlnCXM9xsAp12XU+1bbbLFTUhLOgrp/0T37mxYRTDIFOMYgpAP1WDkrSXykSuVyh9XLpRh1NRzlNzWauzTasRT6QZMVAZHLdbuHsRjGHz7j87jXUumcfuaLXQNWezpHmX3ySAf/9+ttDV4OXt2A6OREuan0Jr+oMWvNnfS3jnAG4d72XFskPtfOwHAE292x7d9bPdrTK/3MK25gXCa8pgOlXjJtNbRWLgiJKfMl8TwinJm68/FIyYUsVm77TjP7e+jeyhEyNJ4DMUUv8G8lgBDoxEa/O5ff8MwSFRlnfuQnKE/eZkgVDuJMkVliW/NBTfJfmv9XUl3jW7kYqlktXM/q7mCiluUYYALD4nE58ntM5z8DNaKsi9MPGzb5q71u7jlmpWYZurwVceYacQm9uIJetPImlxlbLYBbzqDXqGeHrZtc6RnmOMDIbYd7WNeS8BVe3MlFw+BrG2uEsNy8j12DL1fvG5V2ufILZFIJDbpkFThUePauy3Z2J3Yb453yC3XrMx4nHxk+0RGjBYlwNaaZw8OooHrV0zhXYunYhoKQylmNHqZ2eTjrfMamDm1ge+8eISn9vRy5Z0v0RowmdHkY/2O4/g8Hg73BHl69yn2do/ys9eP8fqRAW57fDcvH+zHevYQ2zoG+OFrR6n3e9l1Yoi17cexbU3vcIiNhwf4+4d28uKeXnqCESI2PLitm3qfSbNPcVZbHR//nYVsOtTLp35nHvc/v5+hkM3S2VP54StH+M/H9xHwGiyceYQPXzC3oP5w65pqx15mw0wvFJwEcJ+/clnS8XMfcCQK5pODITr6Q/SFQtz7zAFe2t/L4KO7afB7aarzsOPEMH6PSZ2haQxA2LLxmtHSo3ev3zXuQ5fKfTAUCuHz+cYJU2e7xOXJyesi4agAve+pPZg+/7htHE4OhfmXtbv5zZYTRF7pwGsqWupMGrwGYVtzqC/M7u4Ql69+kQ9fOIfQaH4fHsfd8AsJAtdZ9qXrz8nrmIJQCRyZcsvVZ2ZUdLIpaonKRbbZeUdJ/3KO74rWmnA4PEaBcc4biURixhc73l6VMCC1LGvc9SUrRLl6OYwJ79P26eRo4RC3r23PluMsJ2zLgixl85z+uffJPXh93pTbpJK36XD6Q2vN6OiocxbSeeulanOhyr1tWWCY4xTXRCOxbdusXtvOLdetwufzuTuubbP6sZ18+bpVANy2tp0vXH1mQW0VhGyke//cGjGdxI43XLUCOO396qurG7fdnY9u5+Ysg0IHx3PspthxS8nQqMXPNhzhqV1dvLj3JIMxPeyh7dEJxJZ6D4bh4Y/eNpfWpvRGDMfbNrkvU4VUuPEWK8SrzC3J50gX/uFGPtu2zd2P7+Sm95yWW4nPUTZjktZ2/JuSrHNDNPl24jfU1u5lvxvcPPOOfuLIaXD37ZqoiNGiBDyy7QTHBiO8c16AZn/qh8tnGvzhW2bSMxjk2GAEW5k8uauLPd2jvHiwPb7dw9tPAvDMgWgoycYjgyhgR9dRLA2vHhqIb/vk7p4x55jRO4rXVCxvDdDW4OHL163kjOn13LGuHduyuHZlG/u7BmkJmDR4TZr8Hj75jnkMDgzyrhWz+OpDb/KPD+3gh68cZnmrv8i9FCUfT4VizE5qrWnv6Oex7Sd48s2T7Ok6HRbzwoF+DAW7T40yGraxUljef7r5aVobfcxq9jMSijA9YNLiN5g5tbTCJJWQOzUUYt22Th7a2UfXcIQ6j8GS6XX8/XvP5JltR+LGIIga1LpDiojy8P2XDqPR2IaHz7x7AdMb3Cm7mdoiLm5CLVIMmeIo07dcf44rpUKNmeF2Vwo1HKv+84WEGUmnzOlNCYbcXNrsDFxzVYRSVWxyQsm01himmdVLoNBQkOT9bdvm7se2Y3jrMuzl7riJaNtm9dptoAxMj5lRbXV7P3NBJ8zKOffJeRYcI3E+sjfxua91rx9h4uHohyohqbBSKkVix9SyK+d3In6efFs8FtvW9AyHOHxymL2ngnQNWzzz3Q3sOj4EdDBrSh3XrpzB0a5e6n0eNJqz50/jwc3HueeZ/fz3Cwf5/Qvm8Ol3L2JmU2762WRBZTFkpyLRazmTYd2Nt2Q5PPpENp9GjBZFYOxsk+Z/X+2gpc5k6bTUMz2JKKWYN9XPjVcsY/Vai6Bt8L63zANl8JNXDvKht8zm1xsP8ZnLlvKT1w5D7Dw3XLmMbz13kI+/YwGjFvzPCwf56NsXYBqKBq/BD18+wM1XLeeOde1oFEoplrY1jDu/tm3uWb8Tw/QBKm4FPW9uEx84ezpnzp3Orev38Nv2QUI/eYO/uWY5s5tzE55RxdImFAoRiUTGnf/u9buyvpTJM4nJHzI32FrT0R9iX3eQw/2D/PcrnZgKLlwwhS9esYjth7tpafDz1feexT3rd3HDFcvwer0Mhy1uX7udUQuGgiGGInDO/Gkc6x+lo2+E/SeH2XMy5iWi+tl1KsTFi1u4emUbs5rrgNzqUaeydmutGRq16BkKEcJi/c6TbO4c5pP/u5mNh/qwNUytM3nHgia+8Qer+N+XDvLWhS08136UiB2doTRU1NtnZqOXm65cxhcuX8QtP9/GTzd08Os3jvHJd8wjbGncmqec5z7VYCeX2UxBmCiUJzxt/DkKUWqKrRA5niaVIh8lNpFED4ZE7z1lGFk9PUqJGImFyULceywU5va17dx89Znc+eh2brxqBaZpjhl02raFstMPZdLpXnGvsIgFygaPB7TNHeva8fiya0GhiE3vSJjewRC/3HyMVw70MjhqMxiyeGr/JtAu5g8AACAASURBVHpHIvSOhLESdDmPobhg/hTesWgKf//es1g+o5FgMMjta7ZimF4Umo9fNItQxOa9583lf148xM83HOXnG4/y0Qvn8rnLFtPa6H4C0bYs7Dx1sEy58izLHhd644TPaK3Z0zXMvlNBgrYi4DM5PhimxW+UPKxEa81QyGLDwV6O9o1yrG+EU0MhuoeiieT3nBjEayimBrx85WebaQl4aAzkZwxyPHMMjyfnUM9M/eB4zzgec6UwgtcyYrTIk3QP0muH+th1Yoh3L2hwFa5gxwbfEDVg1PtMzpnTjGmaPN3u5cltR2j2m7Q2+vAYiohF3NpsGoopgahhpNGrWTw9gGlG3UhNw70LUzolTynFtatmcPGSqXz2h5t5ZvdJnnrzJB84dyZYEaY3eNMOsPuDEU4OjnL3k3s4MTDKK/t6WLPjFZbPbOREf5DWeg/zWgIEDMdKnj1RJMAdj+1EKVi9Zis3XLWCe9fv4i8vOeN0f2pN10CQwXCQ7qEQPcNhXjnQy6d+sIlX9ncTsjSmgnlT6/iH65Zz8ZIWmvwGd6xrZ3ajB4/PxFAqLlR8Ph8NPg+NfpNGZdDiB2V6uOnyxfF23fPkboaDYY73B+kcsjkxEOIbT+znG0/sZ2aDhyWtAboGgvz45YN88bpVaZ8Lx/1se0cf7ceH+a/1B3hxXy9r3tzEiYFR/uf1V+Pb/mZb1ANnSavis5ecwdUrZ/LQy2+iPF6a6zwZhaK2ox/mm95zJpcsmcqtHzqH1U/s5d5nDxLwKC6Y10zYstFpXAWTXflAjBPC5KLYilcqF1k4/V4V43zZjlGo14NzjMTwlFJSjPamIp9Qi0LIxSW7lPK2WuLUhclBtjwP96zfBShMb1THTTTQadvm3id34/GcnhhMN4ni5A74fFLYhx1L3K61RgPdg2G6h4L0By1GIkEOP9jOjs5+Iho2dmxkJGTR0RfkkZ09DIcseoZPJ1le+2Y/Cqj3GjT4TRZOC3BRcx1tTQGm1JnUmxav7TtFa5OfL7xnBd98Zh8rZjYltcfCSNANl7Y18LUPnMUNl53Bfc/s50evHeXnr3fwgfNmExrNXHkpZNnsPD7Evu4gA+Egf//QTl7e18NDO19FASMhi+f29xOOWDQ9f4CO/tGcPDmcylQ3J4STHe4Z4UevdfDrLae4f0PXuH08BiyeHuCyMwfGrXMMHoY3+0RvfJ+IzUv7e9jcOcyXfrWTN44O8L2XjhKM2Pxw04n4dg0+k5Z6L6DpGQ4TimjC9kh8faPP4EBfmIGREJuP9HHWrCYcsZ8pJNG2LAzTjBsv8gmLdlPRqhwhO7WEGC2KzE83dtIS8LB4mh/06dKg+c5mKWUUtTxdPu2o85pcMK+J2z7yFu59eh+/2txB2NI015kc7A1ztHeE4NpddA+F2Ns1xIFTwwyFoi/ho7t6mBrwgNZ4TcWB7iCHekawbGD/AFPrTBa21LF4mp9pATOroccwjFgcmuJIzzC7ToX4+pOHeHFfL73BCKMRzfeSBKYCls9sZElrPXMbDWYEFA2NjXzgvFmEw+GYEaiwfq7zGsxt9rFgupeb37OCPcf6+Ld1e9h7coQXDw5w1d2vMrvZx4xphzl/4TTmTg1goBkcjXDg5CBvHOln85F+3jjSR38w6o3SeHyEgEdx0cImjpxUXLlyJq8fOEV9wM+fvXMhv92wn69cv4pAIBrz+NscAsgTDVVntDaw+kOreONIP1/8xVZeONDH+7/5CjdftlASswmTmtNJOgvbv5jeDMVO4jlRkoIWk1w9GGopa306JsI1CBMHZUQHhGnXK/eGu3Tv88lhix0nhjnYG2LUOv3cBzwGwxHN4KiNx1R4DEVro4+RUIRz50/FbyraGn1s7+wnoCw+fckZPPR6B0ZssvCmq5YTCATwer0Eg0GGh4fZd6xvjFEiW1J5Z5uZjV7+5f1n8ql3LeT+Fw/x682djEZsnt77EvUe6ArtxAYGRiL0j1oc6h7m5GCIH7x+OsF+W3cQU8HbF00FYHtHP1MCHrZ2jHD7E/sA8JmKI/0RIpEIwyGLpkDm/nWqdbx2sI91O7v59osdmIZibrOPP3/nPFbNaWZWSxNDoxG+8chWDvWG2HcqyB9//w3aGrwsnT0VW+sxfZKNkbDFzzceZc3WTl7c38P3N0aNEwtbNM11Ht53znT2Hh/gE+86g0WtDbQ1eKnzmvGcct98ai9WJEJImfSNRDg5GObEUJhtHQN09I3y0gOb8RiKlbObOH/+FA6fHKGt0R/LZZGpM9SYb2ihcrScoSe1hhgtCiA5pjdia57f18P7z27Do8JYVjQ5WS7JgGDsA2vbFjpDiU63CWvySTKUrMTMnlLHv31gJTdesoC/+/V2jvSNsqWjn+P9IfZ0jTC13svCaQHef84MOnqGmd7g5f+9fxU+A+54dAcAn7lkEfc9vY/uEYvOwQiHe4Js6Rzijc4hGn0Gi1r8LJ5ej2Vrki+reyjEgZNDHOkLcbh3hPs3ngKg0TdCvVexYKqfBp/B1atm0dYcoKXey7R6L2u2HuMr157J6kd3EB4Nxg0V4XCYOx/dzucuX0oq4ZBOmXfT7wumBXjL3EbObfPSHdTs6w5yoDfM19btTrm9ApbOaOCalTM4b04jWw6e5MvvWcJ9T+3lr65YzH1P7eVP3zaHwcEhTJ+fVbObeNQ04mEzUWNP+uRGbjhvXjPvXdbMkWHY1z3KF3+5k4VTffxR/6irsqmCMNGwbZtbH96C4fFkTb+VMlu4i2Rwyfs5Wcu9aWadnFmuW65diVIqZsg9LatTJTlLTvKbmEwsHAxy65qtaZOClmsG3k2izWTK7ekV7TsTJ4Q+nqgzFub41+8/P+v+TpudcEfn+xKJRMYl20xF8nc5VwU3Mdlcoreo22sQhGJQyLs7GLLoDlqYpiJg2ExVEUzTZSJPrXl210m+9+JBNhzqw2PAwql+Fk4LMM0PAY+irs7PjVcs5e71b2KYJrdccxaWZXHX+jfjvwHufWov4dEgc6f44waLMeeK5fj59MULU66749HtfCbBUziZcDjMXY/t5JbrVrFoej3//sFV/O01y/nrn2+mud7Pc3tO8vL+XrymotHvYUq9j8uWt3LweC9/cMEcXtl3imlNAT5/+WLuenwXn3/P8ni7P3vJIu57Zj+funQZ/+/XWznYM8orB/voGQ7zwuoXuXRZK9esnMHvLG5hWqMZl3WWZTEUsjjYF+SD397A3pPD+D2Kv3jnfD503gx+vuEw7z97BqZpEgj4ocnPohY/85u9/M6iKcyd3sS9zx7gr3+1gya/ydmzGjg1FIr2SYrvVf+oxc9fP8aaXX10DoTRHGPuVD/nzGrgry5dxHPbO/jStWfynecP8rlLz+Dep/Zy8dLpca/zZJRS1HtNAoZmZoOHs1U9N121nFsf381FZ7Sy5Wg/WzsG+fnGo4yEo/Lx4R3PctbMRkZHg8xp8hJKqvaobZs7HtsZT2R8x2M7+avLFmd8DjPh5KlK/AyIV3MUMVrkiaNoJmZo7+gPEQzb9PUP0ZiQ9yFVkqBMiqBt29zzxO68M6+ncyfSsVI9bgegjnJ8Y1KCt2kNPs6e3cDZsxv43KWLufepvXz+quVxIWFZFvc9E7XeBrzjBYdSitYGLzOa6zhnhp9RbXCoJ8j+7iA7Toyw7fgIj+9+njNaG5ga8LD/5BC/2XaKzv5o9nZTwaxGD8unB5jb7OGvr17Cf79wOK7o/dFFc8a49a7fcSKlgnbXo9vRGu59YldKq72dwgUuFZFQKG5YSnVfp/gVF86p520LvXz4rQu4ff1e3rG0jYhl0+D3MKvJxznzptAYK0EaCoXYf6zHdTWUxAom6faw7WgG+mxWbaUUC1v83PaH5/I/LxzgzqcO8IFvv8Zb5zawaIqIC2HyUagHgoqX6HMXl+pkRP/CtavSbqNiFSNuW7OVL1yzMirPHtvJDWmScWbLyJ4ukV2hON9HZ6YrV+NHKnmaS3b5bGQ7Vi4hKOn6MN057KSJhHA4zN1P7OZLWZKi2jEF+aYrl2Fb0eSsq9e2j8sol0nHSHddpXoOBCEduZRy33ioj7ufOcjrR/rHLK/zKBa21PGWXSe49MzZ1Kd4f4ZDFts6h3j/fa9xsHuEWc1+3j6/kWXTvPi9HkyPBzsSxrKKmz8g0/cjW8lorXXco8ExaDYHvCyfUc/nLl3MnY9G+OL1Z8d170AggGVZfP2h17ly+TT2HOvHk8GYo7Wm0WeweFodZ0wL8NlLF/OPD+2gob6O9Tu7WLc96skwryXAzCYfWkNnXzCui6+a3cS/vX8FB070c+OlC8fIlFSTfj6PwUcunE1X3xBnz2/hPx7dy0sH+7nyrleZXh8Ng/c+tQ+NorN/lI0HezjcMwKcYorf5Py5jfzT765i0RQP9z61l985o4VX3zyWy+1IS4PP5MoVrVyxPGrwiNg2//zrrZwatpg3vYltnf1s7xpl24lRnr13E20NHua31LGwpY4m39jksMXwWox7lQtjkFFIEXBezoO9IRp8JrOLkOXXTX32UrkJJ87YOC9iKV2I6zwGK9oCLJtex2gowtEhi9ktjRzqGYmGSmg4b14Tf/y2eew82sOMRh9ERtHKRJF7qVMHZRhg2RndDN18VFyfTylmNfs5o7Wej1w4B9u2UUoRiUTwegtTFvN3Z059bz2GwSfePo/DXf3s7Y3w1L5+zp1Zx9sWuo85FITJSLIczaSUp5sld5tMMvG9n4hJGUcjNu2dAxzsDkYN7iie2X2K6U0Bptb7qDNspgS81PmgJl1plTHm/ru9h8a477JCwp6FWsTxRnNKuacyqGmt2dI5xH+/upW2Rj9vnROgrdGHaRicGgrSOWix71SQz/1kG011O7l0eRsrZjSw/fgw333hMGu3d/HAKx0MhyxWzW7k1t9fyZUrpnPv+l1Fy73jGGjd6qOWZREKjhIKhcat07E+iXoBn87x8cVYZapMxtxknMSOqdCx/D3KMDBME9NQzG72ceMVi/mH65bz+pE+NhzoZe/JYU4MjKIUXLBgCl29QyyYFuCffzdqWL/nyfF5Kuwk74NElFJctmw67Ud66QtGmNYY4FebO9jfHeSbzx7AUDCjyc85c6cwt0Exq9FDS8CDLxBg5exmRkZGxh0zV2zLQisT00wy9to2dz2+C7TNtICH1kY/t1yzHMuy+I/fbObYoMX0KfWs23GKwwf6efFAP81+kzlT/MyYcoSzZjYwGhlrvImXpk66R5JHKHfEaFEEtG1z7xM7Odw7yruXTMM0iA9mbdvCtkszexE97y5uuHJF2oSJtq1RLpNyOsdTyozv60y86ITZnVxmb1ItcxLYpMJrKpZMD3Dze5bGZ5tWr2vHilj82Tvmcff6YTQQiYxPXJSNVCX68sX5iNyYItzGzeycneDF4rj/ZZs5dO5Jqq1sK5rE00zaPp2lVutoIiufvy5eqvHzKVzYp9R5uP9PVvHR777GluPBtPdNECYr4+RbzOvB8EQ/rzomK1JlpLdtm9se2YLhGWvozrXaUPr3XHO8f5TRiI2hI8ycmlleFpLXIFkB01ozGLII2TabDvURsjVWOExHzzBbjvTSNTDK7uMDWMrDqcEgb3aN0D9q8ze/2sGhnhF2nxgiGLH5/saxOYrW7+4dd26PoWjwGWw4Msip/hEa/aPMmuLnWGxGsFCSBzbZQgTdKqM65lXjC9Tn1S4npCNqEVOuvFCSw1KE8qCU+h7wPuCE1vrs2LJ/Bv4ScB7yv9Nar4mt+yrwKcACPq+1frTsjS4T2Yx1//faUV4+NMhVK6bzr+9bzref2IFG4fF4mF7nZ0WbB8u2OT5s09hQzwt7u3l4SycAzx8YoMlvsqDZw9LWJv7tg6vwxCo+uCWdTpesUzpywvEsA/KeLR9f1jX39zXRE9zteRyvvVuuW8VbF7Zwwbxm7l6/i39//9nc88RubrxyWTxsJpdriI6Fxn9XpvgN/vKdcxkdHkIZBl+45iwM08Tr8WCaJv/+4GvYKJRLo3QuYfO2bY0L67EsC5SK5rmLedM7995rKuZN8XLjlYto9kLvUIiOIYsjfaMc6A7yL2vejB/nF2904TcV+7qDHOsd5iNvnc/gqBgoCkWMFkWiL6QYiWjeuXgqh4+PV6qSycUlLtO+6bwE8k3kopSZft8cS4wWk0rNImaq51xom5z98z1OoYnTEp+dTG3wmgYXL2pCa83mjiF+vqmDD18wJ2u7RCkWJguOkuq8i8nPfrLbvWVZRMKxHAbKIBIeOxumdTRE8IvXrRq3n2NMThUGeKx/lDe7hunoG+XkUJi+UYvvbTwZX+8xFFPrDNoafTyy7TjvXto6Zn/HgHlDkjE2UzxtojJ/on+ELR1DHO4b5cRghHCsfb/e3jNmn4e2R5PE/aq9e8xyBRwfjDC/pY4zptXRXGfw0bfO57k3u0BHE6L+/oXzGQrb/PSVAwTDNm9ZNI3n9nQzNBohbGlODEU40Btiy7FhHtv1Mk1+k74Q9A6MEorYuCkI4mR1d1s9JFoFLD+DrluvmnTKuDJMtBVJs1eK48QGJZ/PEvYoFJ0HgHuAHyQtX621vjVxgVJqJfBRYBUwB1ivlFquta75UU9iAko3XgmHe0e5/9VjLGrx843fOzPtRJXHUCxoqeMr741W/ekeGOb2tVu54fJlfP+lg/Ew3nw9cxPbn0m/GRPakeZc1Z5oMZ3BpFCd1811K6VymowsJpn0/VQ015m0NNVx9qx6MEx+99yZ3P74XoYimoXTG3hpfw9vHh/iUM8IWx7aBUD7ye3MqC9OgYXJSMmMFpPNqtw1FP2WnDu7IaXRItHrIWqdtbjv6d14vYEx26WboUlUUJ1ZciODshN1L2sHZeLJUc5obfPNp3ZjGp4xyrZOo9CWG8ergKyp8QqvcWzFknUa5ulEfM49KrZrV6p4wExizXkObkmIfXfzUXBymuTyWVBK8fa5fobCmv94dA/nzGlOf/yYV86Xrksfky8IwnjCls2u44Ps7wkRweL/Xj3CGx2D/GTDURrrvHiV5khfCL/X5JUDvew5OcL3XjrM+t29nBgM89+vRWOQ/R5FW72H2U0+fu+CudT7PAwGQ3T0j7Ju23F2nwzy5Qejib5a6z3Mm1rHq/tPce7cppwV02DY4rldp1i3q4f7Xz2OpaElYLK0tY4Wv0HAZ/KRty+kwe9laCTIgxuPct05s/ntGx1cc85cpjQGmFpn8ouX99AU8PHFa87EsizufWovaJsrlk9nV2dffFbz3LlNmKbJpn0nCIfCfPJts7EiFtq2uOGKZdy5rh3b8NIXslkxewo/ee0ov9p8jGDE5uk7XuZdS6Zz+fLpXH7mDFobx3u/aK0ZCdts6xzgxJDF8b4gm44OEbZsbMA0DAxD0fDCQdqa6phe72E4bFNv1o4SmukeJw7KCh3gCafRWj+rlFrkcvMPAD/RWo8C+5VSe4C3AS+VqHllI7EEabbZ8JBl89y+Pha31nPxwsacBrONfg/1XpN6nztjoltP3EyeqTBWL0t3fYk51dyQLk9dqu3Stjtdbp2E3BlucePBkQrHsyyV12EyuebjSbddchJqrXXaMUTUg3onhukD08jtOrXmwVf2sXCqD6/Pyw2XL+G+Zw9w4+VLuOPxXVx/3lz+45EdHB+OsLUzyCf/bytntpa+pPZEo5SeFg8wiazKJ4Yi+E3F/KnZX0bbjr4w+c7MgDNLnlmIKWXkbcfVGiJWBMOO5jCIx+slvcCWZWHFsp47wiE+G5jgdpWvkHP2TRxixxOJ5qFQOX2fbl1odHyMoWO4KSS8JJ1rXDJOsjpt23zzyV0oY3wOiURjSfIz5HwUHFfhYtZ3NpTi0sVTeGJvH199aCeXLmpIv614WQgTAMfoqUgh9ywLKxIeI/sSjYahiM2eriGODYQJWhoI8fj2Y3g9XkKhqEfE/S8c5OXDQ/QGIzz+7U109I1y/yunE4u9cDAaK/zSgbGJ5wB+0x6tnvTknl4afQYzGr189vzZ7O8aZKpPxzwyTD560VwgKltM08QYHUabXq45bz4v7uvhp68dZvPRQf7kfzbR6DeZHjCZ0tzJefOnErZsvCkSuQ2HIhzoCbKna4gfv/EqQyGLBp/Bn75tDv1DQVoCnpiciqAMD29fOCVW/s/PK3u6uGRpC9sOd3P92TPiyeMe32zGQxnjM5UJ54wez07qb5u71+/EX1c/ZlvTUMxs8vEnb5tHd98gn7p4Mf/02x001dfx3N4e1u/sQv12J/OmBpjR5MPvMekPhukZDnNqMEQwYvPjrWO9QzxGVAZqDZbWbD46OGZ9nUext28Tly6bPs4N2HletLZzSu6ZCxFbc+DUMDZBlGHQOxIhGE49AZJqls+pKmPbNreubefLLkIWhaJwo1LqT4ENwJe01j3AXODlhG2OxJZNCNzqghs7hhkK2/zTdct4dmdxEi4Wg6whFy50eyenWiLV7oFRDNx4lrkpFZ6prxK9XXL1SHbr+ZZu31RnMZRi+YxGzptdz19cfAZf+dVONnUMsb1zgOvP7efcueknAYWxlMxoMdmsyl3DFjMaPJNyZiKdu1yl6r4nt6eQUJxS4PbDVIi7can6POA1+Ltrl3Hzz9tprVMp73syiR+gyfh+CJMDrTUnBkP8yQOvc7Q/TF/QiteRd1i/Z+uYv5/eGy251+w3eevCRmY3evjQW2bz4pvHaAjUceOVy7n/+X188uIljEagbyjIA8/vJWxrPnTBXNZtO8bNVy3j/146gG1r/uii2Xzr2QPYkTCZ5IuhFOfNm8IFC6cxMjjISNiicyDM4b5RjvaHue3JA/FtA16D5w8MMDXgJWJrTgyEOHBqCFuDz1Rcv7KN954zi5d2HeVz757Ht589MOZcUcPCLr6QZmay0EG8UmYsPCN99Yw6r8mCqX5uuGIpXq+XnccHeW5PN7tPDHG8P8hI2KKl3ssZrfVMC3jZdbSbj7xtPgumN9LW4OGB5/fFZ3kdA/xfXLqUgXA0m/59T+ykO6jZ2zXEM7ujxqTXj71Ok1dxuGeEJTN9RTEi21pzrHeEwz1BfvTaUV48NEhf0KYvGGEwZPP9TSfHbP/zLV1Mq/eC6WUwOD6EJLGPosa5KIZhxJeL4aKk3Af8K9GX9V+B24A/z+UASqlPA58GWLBgQbHbVzH6ghF2do1yVlsdT7cfzWoosG0LZXvylieJVfVS5efJ1ZiQj97peDk7Rthk/bmakjam89xwEx5sRSKxycGxnaO1JhQKYRgG9zyxm5uuWo6tbUihCydO0CW2B07nnLvhyuXR/HHrtvO5K5YWdsFFwjQUK9oC/PU1y/njB17nMz/exrc/dnalm1UzVCKnRUFW5WoU0MGITf+ozdJpLrwsChjEF7KvQ7IQzCdUAKIZiZU5NtHczUlKqRNa8bnLl+Z0jnTC0G2oR3KpUicTczgcxrJP7x91EaNs8XPOdTmugYa3eK5hudxHx9skmz05ncHpiuXTuXjJNF7e38Ot63bwN+/NLHBl5k6YyATDFg9t6uBHrxxm14khTAWzm7wsaw3w4Qvn8tT2TvyeaEjBH79rKabpITga5NebjvCVa8/im49uw9KaG69cwrefPcBVK6ax83AXHp/J1Hovfo9BW6MfwzAI1itmNXkBxYULpvDK3pNMCRRe0cfvMThjWjSPhG1ZfOTti3jzVJAHXjjAUNimpd5L30gEj2mwYlYj162awf7jfcwIwE1XLcbj8fDyro60x6+2UprLWgOcOXNBNBN/zKAaDoejGd5tm9vXjHDp0mn4fL5Y3pHxkrXeZzK10cf8lgDPtNWhPD6+cPUK9p8a4WtrdjASUbx6eID3fWsjq2Y38Z4zp9M7Ek7r6ecQtmwO9wbZe7yf9mND9I2EGBjV9I9a/M+rxxiNRL9hD28/iddQTAmYzGz0srzO5A8unEfA58E0DX698TDLZjXz263H+fZzBwGwtOIz75xTdYb8yYrW+rjzWyn1XeDh2J9HgfkJm86LLUt1jO8A3wG46KKLJswdfb1jGEPB+XMacvbSzbW8sh0f7FqgjHG6kR0Lt/b4AuN3jm9z2iPYtqOliL/19L6Ubc/ktZvOCJsvyQYYNxOJifsk/p9qv2Rj7JgCAUnnjifP15p7n9iF1x8Yo7M6Ywknwf1dj+2M5QZJ3c5ME3ROWfB7n9idl1d2qXD6ccG0AO9dMYXnDg1zy4M7uG5la/adhbIbLQq2KldSQKeztp4Yis5gzGgoXDGrVfewdErpmJwYLvI0JG+bd5iBGusFkG9J0FLdh1ouT6iU4ktXLeaD397A9q7UpbSSkXARoVpInkHON+9NMGyxpWOQ99z1EicHQ6yY2cA75tWxbEYTfkOjUbx55BRzmrzxUnirZjfh8/kYHDR50m/S4I9557kYPTqx1LZmTOb2XGbwLWt8laFUTKs3uWRqC1sPngRlcMs1ZwHRPjPNaHWp29ZsIxwKxRM75mJQT1SAE2dG7aTfShU/zM22be5Yuw3T5+OWa1bGz796zVY+f83KvA2r0YGIzeLWes6b3cANVyzjP9fuZPa0Rh7feYo7njoAwCO7nufMWU20NnjZd2IABUQY4tVDA+zpGuK7Lx3FSrhe04Bmv4cpAQ+/e14ri1sb2HSgm1uuWsr/PvcmKANt2yjD4H1nz4i3v/1gFzdcshBDW/zBhfO5+Wdb+cmGDp7dfYoLZ/njFW3cxoeDeF0UG6XUbK11Z+zP3wO2xX4/BPxIKXU70ZDpZcCrFWhiRTjYPcK+7lFWzaij3lt+3SGV/pdP2ECx9bxsxsbTSU7zP3ZxdF4j67EcT+Lk8yaOGaIhNO7OmLZ8uGGgC/RQcfo1euziGUAafCa3/96ZfOL/trJ+1yn+9rraGvdVgrIaLYphVa4ktm1z29p2DHPsC3lqOPpCTAvk3p22baH16f0cK2WyBbJSVTsSbz8q8wAAIABJREFUz21bFjqN8uimzFC2PA1j8lYkeUvkilO26YYrl+Wk8DqCz7YTkpEmtrGAexA/thWJJmWlNLHNiRb/VOuSZ/qSBwVuEowubWtg4RQv20+MMBCMMN1lln1BqHW01qxtP85/Pbqb4wMh3r5oKnd8+BzOnlnH6rXb8JgGxNIxFUNhcs5p2zYoAwpILJzL+XLJol6s6ywX0fxMyVU4ij84avKbfOLt8/jzdy7kX3+zhY6BMAvaprDn5DD7Tw1zYiiMbYPfazCzuY6ZTT6uXjWLha0NzG32se6NI/iVheHxYpoGN16xBNM0OdYzRGujD6XcFQKcPaWOS5ZMZel0Py8fGmLt7gGuXT6F2b6EgQ7FVMeFZJRSPwYuA1qVUkeAfwIuU0qdT1SZPAB8BkBr3a6U+hmwHYgAN9RSjrdC+dmmTpSCs2dGPRsSc6LFdWGVqC9argy/zv7ZcPRw05Neryk0yXs+OGEP6fW7qFdxLp4UDk64hWFmHsekyjeUTGKYSzacvi4kx1/icdLds0xjqGQdOBIJAT4U0b4Kh8Pcu34Xibk73Y4Hso3dlrbV89Wrl/CPj+zmF5tOeyvaLid4JxtlNVpMBKuyYRhY4TB3rGuPv9w9wQhNPgOvWZxPfq4vb6q4t+QQECiuQpKtxJvj/qaSaiDncm0qFleb6jhu94+3xaWAcTI/kyJRqmMMSHYVti0Lrcxx/ZucoVjr00LVti1UUiye27rSyi7Na3s66aA7zp9Vx8FdAzy4+RifvmRx2mNWUxymIDgkP5duZpMPdo/w221dHHn+CGfNauSt8xr4zz84F5/Px8jISNr9bMuKe0fk807Yts3qNVvJ1eEgF9mSfL571u8aUzWpEqWMkw29DpYVLRnrNiGzs326GGxndnKcIj9m9q6wL2iT32SZz+Tmq86goaGBYDDI6nXb0baNt66Om65Yyl3r3+Smy87A5/MRCoV4etsR7CyPSi7f95mNXr77kRX8yf+2s253H793tpdwOJyzp4yQO1rrj6VYfH+G7b8GfK10LapOhkMWv9lynEUt/op4WTgUOoh2Q6L3sVvpogxj3OThmIo/KRJ8uiXRm6TQnHQ56foF9PVYA3vp7lm0X0ujy/7uOTP41vOHuPXxvXxwVUtJzjFRKJlEiFmVXwJWKKWOKKU+BXxdKbVVKbUFuBy4BaJWZcCxKq+jBqzKiS93z4hFS6AywrXcsam5hHjUKm4FXz59UY4PYS4U4hI4vd7DzAYPD24+ljVOW6gcSqnvKaVOKKW2JSz7Z6XUUaXU5ti/6xPWfVUptUcptUspdU1lWl0ZLMtKGw+95+QIH/ne65wYCPEP1y3nJ39+AXOac/MwKsSIp7Uu63uW7Ilg2za3r20nHA6XrQ3O7FkpLztTeIsdm33M5fyZwlm0HU1KGg6Hx8Z6J8WQp3pGsnnAufGQ07bNg6/t56rF9RgKHn+zh+HQ6Sz7btohCMUmcVLp4a2dDIxanNWWPn9Eqv3Skel9dLN/KUOFtba57+nd49rgfpJNx9/Te9bvioUwuDlv9nFDPBzR5TErhTPRmNxfYw3edlWPW5RSXLx4KkOhCG90DI1b70a2TxZKNtLWWn9Maz1ba+3VWs/TWt+vtf641vocrfW5WuvfTfC6QGv9Na31Eq31Cq312lK1q9hEbM3AqE1LXYawiAoIvUztSLVlJBIak6Qy3T7pBETy9tmu1baipVKdj0m2cqK5GmeyCf3TXhAp1tmxcJgM5VEhplBn6It82+Zm/2IJMJ1CKU8+fqakVsum+zjUE+Slvadkpq56eQC4NsXy1Vrr82P/1sC48tPXAt9U1WZpKwCtNZFIhEgk4vp51Vqz6eggT+7t58yZjXz0wln88dvmYebh/VXrVCIXTzEfv3TfEWUYaWcWCymBl4pSJSVN1/7ka1bKpNFncNmiJnpGItz59IGStEcQ0pFJh/nV650snh5gZmNxPErdeguk0/dS6UjOcfPNtZOoA+Yq3xzd2fGMvfuJ3di2jTJM121yQrWz9Uu55H02XdvRydORqg+tcJi710fvW/I4qRhFDeJtSw6vTtPWbPdmit/gvWfPpP3EMCcH3eWKm4xIdrwC6Q1GB/RTMxotcp8tyjaITyTVC5vqpXQrqJL3uWf92FmojGEhts3dj2/Hslx8JHIQHE5W4XTbF1MI5UK1jOccI0w24Z6KZKXctscmwwuFQmmPuWiqjyl1Jv++1r2VXygvWutngW6Xm8fLT2ut9wNO+ekJgW3b3PrIVm6LeQwkh9UlKtLOYG9TxzAbjwyyrLWO7/7R2TT63SnTjnKZeI5cXG6dsnCZNk1lJI6EQlh5ugenbUusb3JpfzZFNOv+Bcj0dN/PTF4VjkHekWOpPA2S25S4jdM3uRjEnOMlD+IiWUoCppK1ye2PL09zzXOafayaVc9PN3bSNTTWe0Zm9oRK0NkXZOOhXq5b1VZV5dELMVyW2hs6XyNoMXTXbJOU5fYETybxGsupq+c7Uf3Zixdg2/CDV45kPO5kniAUo0WB9IxEK4e01GXuykwvTLYXO5cwhGzb5vPi5iqwC06ok+aFr7ayeUK05vTVZ07nYO9o3M24VF5FQtG5USm1JRY+4gRSzgUOJ2yTsfy0UmqDUmpDV1dXqdtaNAzDwLYsbl/bntHQZts2N/xoM693jrC8LcBli5vxmvl/Mp2EXne6dLnVOmqodWbVUm5TwvCJVANqKxzmjhK4DBe7QkgmMs0eppwAsMe3LWUiu9j9KkbfRCucbI0b/x0jTLZKLem+vSr2zCdfx1vnNdHa6OOlw8M5K8ISPiIUSvIztGbrMQCuPast676JRlHnt/Nejjey5te+VIbnXHEmCy0rv+NYaQyYxSDVJJdTBSmx39L1Y7bwuXQG01JjZfCkhsIN6mOOlWpyIo+wQtuymN3oYWGLn19u7iRi63GThrZtc/u68RMukwkxWhSAbVl0j1iYCpr8+XelFVNkLSuS2j0tRQhIdDZ8/PZ2Cs+IaiaVQugo4uHRUExYp94u1XGcj1a27Qslm1AsJ5Vuy3tWTMey4cmdXehY1Zdaef4mMfcBS4DzgU6i5adzQmv9Ha31RVrri9rasiuZ1Uby4DU5dGTn8UFeOjTI3GYvF5/RHJ/5y3e2I27Qy8EI7MZQm2sOnkKV30KNx4UMJBLvUaUNo6meg3z7JtW9STdZUEyXbZ/H4K8uXsDJ4QhHByJFO64g5MPDW49x9pwmFkyLVQ0pUI9L9i5ONjamGry6XZaNRNngyGhnEJpbRbtoJY50p0/nFVXIjHxiGLhlWVgRK+24Ip2ccu5dJnmVi0e5s301GkpTPadKGRnbm85Qf1ZbgN6RCPu7g2n3WV0DuUZKhRgtXJBJSe0dsZhSZ46rKJEr2ZSd3DLxVs9tzcVLJJFqCbtIRbGU/2rySsj3PgGcN7eReq/Buh3R2fZKxL0LuaG1Pq61tnS0Ztt3OR0CUhPlp0tBdBZ7B6vXbScYivDXv9qBz2NwycLGMfLdCodZnc1LI8mQaNsWlm3llQMnX5IVbTuNV0auiqOrc2dQmBNnHjMmlkwxUNDa5q7Ht3PnY9vj11FqA7VzjnEzkrFZxGIoj6XymAm5CBV6/zkzaPQZbD42KsZmoWIMjlq0dw5w9VkzinrcatYl3VKIp3axzllN44pyUor+zaT7z2n2sqAlwPbj4xNyOkxmHXvyXnkO2LbNrWmU1L5Ra0w+i2qLN8pkIXYS+WTbP9v1ZDpHPnk08iWffA7OfrlY0dNZvnNVnhNznVQ6Vi1bgtVEkl06DaVYPM3PC/t6CIarzwoujEcpNTvhz+Ty0x9VSvmVUmdQxeWnS4EyTJRh8P2XD7Pv5DCXLGoikKLsXr5KQz4KdCEGxXzOn+186RSuXIyw6drhRg4qZeZ2HSUUqemeg3zOne2aSmXk9poG580KcGrE4vigeFsIleFQT3Rm+bLl04Hi5CnLlHC9XOSqXyaHusSXp5m1T847V3Ci91SeJlmOWa0eEMnk4zGTi27s+phpjNROH/7++bM4NhBmYLT6+7TciNHCJalq01u2ZihkuwoNyZodt0jJzTIpfG4y9GaqqBGv9JGjccCtop7tuPkaJbKdM5sQSxWzVizrfdxtsATlpdwYQXLNYp3u47SwxU/Y0hztk6zH1cZELz9dCMkGONuyGBqN8K3nDnD58unMn+pPuV/ie1BMg2PKXAlZkhAXgmO4TpSt2SpSpQoBs2MheencmFPngIgmlYyGepxOAFysvBBOv2XKCTJun/i9tF3d03QGnlLcs2RFN517cT65JpZM8+MzFTu6RuLVoiwrfflfQSg2h3qCzJniZ0lrfcr1lZ7YyYVyJ6CsBi+IcngOl+IZcNPufPX9TM9BJsP9e1ZEDXf7u0fzOu9EpvJPeg0zGLLRQLOv8u5ntSTQhTQoNe4eVjqExO0s78xGL01+k8NitKg69CQpP50LmYzEb3QOEYrYfOWqJWO2j4THD36d5JqZklMmJ4xLnBGLJtnKPkBPFz6YbHR1XdkjIVmdU3UocQCcGIOdKlEbacIhc1Hu0lW7KGbC5eRjZesfx/vNtqPedNmMJ9FEc6nvfTGuI9lQ77Z/kw0a2SZFPIZiaYuXg70hKbcnlJ2IrTnaF6TZp07LxyTZ5hgC8zFoRsLFr6jkkEpHcwy/+SbfrEVShR8WOtE4rlpTOMwdsUSU0e9X6jyAuVBoaN74MMzTsjdV9UU37Xnw1X201nvYH/M+qhVPlnIgRosC6I+57hSShDMduQpZrW3uziDQi5EtN1kAFetFSuXCV6zsvoUacoqZZTgbOoWinC0JU8nblGXW1cFQit85YyqHe9OXRxWEaicYsdl5YoT3nTMzngzODbUWY1o9Rm6jStpxGscw4CaOHHTW7U4nd81+7krel+WtPjT8f/buPMiy7K4P/Pfc+/Ytl6qszFq6unpHjRAt3CxmC7A8E8DYYCYYYgiHAZtBdgxMDLaHMdgRY2I8M4GxhIRoJIcMhGACY7OaRWq6pZYQA5aAVtN0d1V3dXd17ZX78vb37r3nnPnj3vvqVdbLzJdvu9v3E1FRVS8zK0++yvy9c3/39/sd/OHFwScBhed7huJmvWHDUcD5AyrbfJNMaE7qe/mgPdpBcWFSn9f/d/x9ef9R9dPSv+cftP/f/zUfOUB/pOdC3NdyftDBBEP/i1OYe9IbRDpCFYwwTDy0mMVm08GdKqst+kVrpxUy9a57cVnJut/wk+w9HgWPBI2+QcEz6EFSw37+b3xkAW1HYatpT3lFRNPx+mYHjtL4oW948L63zbrkd5BRk6j7X5uOSnLPitbu0XC2beOwarJR+7QPqhQZ96Jh2GSydGz83POX8JHnXx/qc+pDhnsqJeFIZ6yho4d9/8xlTZwspPD869sD327bNj7wqVcD/56h+LlTsyEArJTTU/9c00i+Bb1HG1bQ1yiTEpXn+yiHfS9eWHATeH/6zt6slxVqTFqMoWZJpA0gl/KPwhvurjSNZhZT4kc1jXkbYbb/mFUlJb7ufBkAcHOPmWEKr/tKTr1SekdpXN7q4txcBo8uFe/7uP0DuQ6aKTCr4W/Dbryl18Jyz9F/SkKP+fLvP4/713H8pIAY++SMIOLvoI3zQXcfj3NDYZiqnUmWC/f//12YT+ONjSaq7fsHcroXO+OdkkY0yFrDxsliChnzkOMzJ/TzrcZoMwm6TP+g15z+tx8+F25wu0KY99bA6P//s6yUPq7+E8UGfS/O5VKoZE184VoVwGiziuKISYtj8nubtdaodRXKWROir7931AxgmH+4RjXK1zSpM7KnLY5BdFwLhTQW8yncqbEnmqLnC+/sou1oPLF0cFvItO/wTONOWK+VYd/ajzMvZ9qzdYK6cxb0zKCwuTCfAQBc2W4HvBJKipYlsdl0cHqCVRZHxdFRq5L9f1epGQ6d3Pf3cT/ncdoVkhQfg/paD3vtOzuXwZdu1iCVTtT/xWGYtBhDvStRmcI8i1kIQ6nztCXhawybM5U01usWnBBn7Yl8juPAsiwo6eC/vLKGrCnwwNy9fdUH3YXqv6s1qWTDNKr1Drq7ppXbmuE/fFi1gtr3vkA4jhPsN+j/4OgTs+7/uqbNH8A66K7Z0KeI9feW7x9YOEIyyn/PYsbAV54p4eqOOwCOd/do2l6+VYXSwOlyZiL/nl9ZNo0Tl7T2qzTck5KkM2Lb2hA3r/a/FhzVkjaJ16D7Y4nCMy+8ATng9S9OF9FKSUhHjvVaMMzr4WH/R4OqeM5VMmjbCusN+77XqqTOGIrmFXcIKK3RsBRKGSNUG7dhuT3Ng3tnjxKVagGt1X0De0Z10NccdFvILIYvHcfpSgZSA2scHkQh5ici/I1Ax1b4/Nu7eHghDdNwK+eOsyEYZUr4QaZRdXDQ3bVh77q5McZ9XkYtJZ72BfCox4z2PweTqg68730O+V468qhxrY/VcjNoiv9BBn3ffuPD89huOdjkKSI0ZVJK/MXVHQgAp0qpif7b/dUUk6yM9f9drTH1ffD+14LDPue02tMPPppz+CHxx6mgnmULzv6TvdDX/uY4FqR3fXTQPv+431fH+T9SUmKlnIJpCNz2qpfvfa1S+MCzFxM3Y4hJixE1LQWlgXJm+j14wzruD3uQw2xm9fzEZWBPVJwupSEA3K51excp7sWf4l07CiUhDNzc68KWGg/NH69Eub+aa5Qp4VEwuSqS6Q+BG1T2Hac7gsM6zuve/u/bv/nQHADgv76zO9E1EfXzfy7/6mYVJwoHz7MY9DHJ+Uke7KDnwf+5n9XzNI39ddzj9XGes4xp4N0rRazVBw+3NyJ2atkkJO8rnpCm7Wa3SpnwDKZKYkCPw9ccpa+h/wg/4P4+u0zKwImCybkWFCnXdrs4WUzjZMHdUPgJtqPucO8fzhlHWt1fsXZYKezBVWmjVb6Nm+Ce1LHRkzh15L5/M4RVi48vFZBPG/gzJi1oipRS+NlnX8PF1QaWisNVWQyKRUl01B37KB8K0GtJkTo08THIdXzl2TK2Wg46Nm/4AUxajKxpuUmLYjo8T2FSAnp/ABk1OAfd1tEvShc+bk/n63jGKz8edEGwXEpjq2HDcpJVtkbRJJXGrb0uvumRhXuGKg8riGquWSc6J/U1BlX5FraKuzAnqoUQeGA+iy9c3RvYy040KbWuRtOSODVk0gI4+mf5sFlmQc85m+TP/VHPwyxj3qTjWdjidZCeOluC0sDFtWbQSwmF8FxxR0zDT1oc0B4SlCT+sMfhaz5OWV/Q5XNCmPc85/uf/+ViClIDl9bqs14a0bGt1m3YSuNbHls88n3dgV0OlFIzueg86O7+JBLUk0jchvnie9p3x44c8nnA/53qDQqczAyUaTg3l0Wt4+CN9cZ9b2ObH41i0PfNZtM9WtevtDisxXnYn+eDBg8DwVcgROnG4qDXh/3x3v8/idLXFTXvOVMGALx8qxbwSsIhXFfcEeBvRJqWQjYlkDLGbw8J65DHMDrqOdFau6cBzHqeyD3VH6Nn84d5UdV6+EFrh9n/XPb/fdSLESVlbwPy8s3qPW/jZpfC6HbdhimArz5fGfpjgt78Aocna2dVzjqr52HoC5YITVPfP0siqDlYg56v5aL7vfXSzRrjNk3EwKRFy0Epax44G25Uh80X2h83Z/1zF+WbbFLaeOaFwQmhKH9d0+LvqY+aN7h/6Hd/XJ7LpzCfM/Hybd4EBJi0GFnTVihNqTUkLH1cURSGi4lRe7d9wwT/Sb1AHNZ/PuqdwELaQDlr4qV9SQuioBx2PNhq3cZyOYNc+ng/U9ykufg8hEd/snmc5HkxY+LsXBYv3awl9mg9mr7NpoMvXymO1JZHwWC8n6xhbhAul9L469t1xmAwaTGyhqVC1xpCrjAE1TCsYVzjnIawXErjr25WGWQpFAYdD6a1xka1iZ22xEopNbG7yXGqkItTAn3/5tCxLFiWOzDYse8eb7f//cdtw+sdWzrkczlOy03/Md/jlmy/91wFf3XLrbT48HOXoJSa6XGEFG9dR2G3LfHkSnFi/2ZQlbZ0sGFfD+P0WnMc/THbt/+5WCqm0OhK1LqcE8er7hE1mbQ4VK8sat85yOqQH0waXhifu/67ccvlDLYaFq5usA+PwmH/8WBaKfzfn3wDAHCmkhn4Mf0XnGFPRBz3gnJgPB4wePE4sSaMccm3vwrvqOdrnFNHRn0elHLX9JHnL92TYDuOw+YNHcd7z5Wx27JxdbsNkcCj9Wjy+ltE3lyvQwN44pSbtJhEa1f/BeC0YnaUWtDCapzXicM+9qDXsLA7Kk6fLLpHsW+3nHseT2ISma9EI7Ckgq10qE4OCYMwD2Wj2VoquUH2tVX24VF4rTUlUgZwsmAydiXAcS/ik3raidYa7znjXky+dINtfjR5b264pyE8vJiFX800iVakoH92iCbF/3mYz5nImAJb+5IWScSr7hH0Tg5JI7R3lYIwzhyEOIrC3dnjGjZDvphPIW0KXGTSgkJsveHgVDEFofXdsnqt4TgOHMe5L4kRhkqCINcw6ueedUI7jrHXd9yvbZTnQiuFP3zpOuZyKSaeaSre3GghZQB/8Fc3etVMWis888JbI1cZ0XAGxfE4x8yo8lv8BIDHlgpMWoBJi5E0e0mLcD19YdhQjzMHYVoYjGfH/x40DYEnThXx2h1ueCmcbKmw21FYKrin3fSOHVYKP/fcJTzzmdenHjekDD5mz8K0j8SbxWvfcWdTTNu0h2MaRgrvWinitTu1SJZcU7i9udHEQs6EYaTueVwYrJSg0U1qFlFY+PuSd62UsN3itUz4rjAjoJe0SPhMi0GTyuMSKKIuDK06X366jEurjUM3+JxMT0Hx71qcLKbue5sQxtTLjGcRM8MUl1m2HT3vWinh7c0WHCYtaIK01nhzs4XFfDAxYeQj3UOSsBzFtF4LwvacSGnj5z/zxkiziIYR1Gvqu5aLsJXGXstKdBI52VfdI2raCgJALpXsY5rumVQ+xtCyOJlmsuA4F/ezPvp10Nf95adLaFoS17ZbB37coFMdiKZBSQnLsqC1+7222fSSFoXxN86jDGfTSuEXXrg8dsw8bPjYtOLyNKvXkjhcbNqUkm670zH/z55cLsJRGjste0oroySQ+36m612JRldiIe9eghw1XHHSsWbQiQ2DPm+YLsbHFYc9+rD/J9NMkA/zPE7je/ZdKyUAwFbDSvRNPiYthuBeLN69qGrZErm0gMGzpSc2qTwuwvRiOOz/xyTWMyhJ8uRpN8i+evvwE0T2n+pANAubTQfljIFcKrjvv1nETMbl2QlDhdukaK3x+FIOALDVYNKCJmfbS4It5oKLTUmMi0n8mqfhuM/jJKozHjqRhwCw20l2Qp9XCyNo2xqFADe6FG5JfWHY/3U/fKKAXMrA62uNgFZEdLCtloOlYnx+VuN0wTwrk25Nm3WF2zgG3Q3s31xrrfBbf3EVWVNgo2mzjY8mZtdrzZsPMGlB1G/cm3eD4qn/b2o9flVlNmWgkjWw22bSgobkV1y0bIX8CEM441ZuRsNJ4v+7khLQCo+eKuLyOpMWFKz+ajklJRqWRMtWOBlQT/VxDHv2fJQumH1xjI1hSFqPfsrLvaXPhpHCyUIKW817Ky32l/sTHcde28FyOYO0yWplSoZJvC4s5FP3VFokcSYckxYjaDsahTSDLdFRHj9VxBtrjUQFVQq/He9uRRCD4KZZERGGC+aoYGXKYPu/hxbyJvbaDodx0sTsthw8dCI/8G1x/rkMIkkb9uczjonrSRj0vCzkTdS7CrZ0b8BopfDh599I1Ew4Ji2OSSqNjqNHqrSg4wnT5HsazRPLJey1bbTs5ARVCi//iNHdjvv9uDCBpIVSElI6A8+9H7QZm/bxn1EUzGY+vJUps3o+jvo8SknM5wwoDdzYbd/zNlZbHI8Q4peFEBtCiNf6Hvt3Qog3hBCvCCF+Vwgx7z1+QQjRFkK87P3698GtfLKU1thtO7iwmLv3cb+UXik885k3QvlzeZAwX3jPMs6F+XmIOillr51qp2n1Yq9I2Ey4qX21cQzQlmWh0XV78QpMWkzMQZN24zDtOKn8EwAeP1UEAGw3LADc6FI47LYlShkDmYDKkyddETHN0zzijJUpR/M3ylc220e8Jx3hEwC+bd9jnwbwbq31ewC8CeAn+952RWv9lPfrn8xojVPRX8a+Wu3AURoPLQ6utADcI6dpchjn4mHBi8X+TJgkmmZk+ARiGKDbtrsxzCf8uNNZYbA9XFirUbTWcBwHj5xw76ZsNzl9nsJjt6N6GwAiOth8zoQA8PZmM+ilRJrW+k8A7Ox77HmttX8F8kUA52a+sBlQSuHnnrsEpRTe2XKPQD+oPYSIBitnDZgCiT6CempJi7gGaL/MnZUWFAZhrUbRWuEXPnsZn/j/rmClkr1vkBtRUBylUe+qA+dZhKlqgeW2xxPX52uWX9f+z2UaApWcibc2W6F7nYmZfwTg2b6/PySE+CshxOeFEN8U1KImxS9jv+Ilvx7a1x5CRIP5NyeFEJjLuTOGkirIK+9IBmg/acGZFhQWYa1GEcIEhIHHlgqstKDQ2Ou4Q8kmMc9iFP0XhXG9yKZ4Wcib+NKNKqTjsL1vCoQQ/wqAA+DXvIdWAZzXWr8XwD8D8B+FEJUDPvb9QogXhRAvbm5uzmbBY7iy2UQuJTBfSA98e5iSxhScMH8fTON1+7CBqVLaeOYFd85LJWtgr31vHE5S23UgV95RC9BS3j1yrmUrCAA5todMHDfw4TDJlhPp2Kg22thr22h37dC+CFFy+CeHBJW0IIqahXwKdUvBUTqRx+xNkxDiBwH8HQB/X3tPqta6q7Xe9v78JQBXADw+6OO11h/XWj+ttX56aWlpRqse3dXtFubzqaCXQRQqRw1M9W9OzmUNNCwFy0nmcPuZJy2iHqDbtkIuJWAIJi2igsnUpazlAAAgAElEQVSQ45l0y8mJYhpKA//XH7yWqKOZKJz2OgqmAMoZ9+WP8YHocAveReZeR0IphQ978wloPEKIbwPwvwP4Tq11q+/xJeFdpQghHgbwGIB3glnlZF3faaPCeUJE9xmmarqSNaBx/2lOSTHTpEWUA7R/d6Fla86zoNibZMvJorfh3WlL3qULQBxPchpHtSMxlzUgmHimiDqslHga5ryLzFonmcfsTYIQ4tcBfAHAE0KIW0KIHwLwDIAygE/vi7ffDOAVIcTLAH4LwD/RWu8M/IcjpNl1sNWwUMkwaUE0ikrWjb1Xt91LaJWg1hAAmFqNlhegvwXASSHELQD/Gu5pIVm4ARoAvuidFPLNAP5PIYQNQCGEAVorhZ9//hJatkIxw80uTZZSEnGdclbJmTAFsN1yoJTCh567hP/tO74CABIVbAP0Cbib41/te+zTAH5Sa+0IIf4t3Nj8L7y3XdFaPzXbJc7OXkdiqchN8yyxmmWy/FJi08wA8F4/ABhT2pqUvJ1iteN4SefpfJ4401p/34CHf+mA9/1tAL893RXN3s3dDgCw0oJoRJWs+7NzbTuZlRZTS1rEMUALYaDjKJwssB+PaFiGEFjIp7DtHdPEu3SzpbX+EyHEhX2PPd/31y8C+J5ZrikoLUuiaWs8mj1406yUBIxwbarjnNQMwnGTKNNOCoxi2Gq4Saw9ZQiUMgLVjoNnPnMZqUx29H+MEuv6jnuhNcekBdFIMqZAPm3g2nYLK4Xk7aWT9xWPQWuNjqORS/FpIzqOxUIKO63kHtMUcpE8yWkY+9uRepvmbLhi+CSH3xJNQyVrotpVECFL6FF0XNt2jzutHJI0pnhj1d345rImrm23oHXy5gqFa+cWQv1HyXSlhgZPDiE6Dse2MJ8z0XE0thpW0MuhPlE7yem4lFL4wLMXe0MD/T7QuVy4XvomPfyWwiuKCSqlJMoZA7Uu5xHR6K7vtHGymEbaDFf8JYqSuZyZ2PYQRo5jaNvui3WeSQuiY1nwykGvbLWOeE+alaif5DQso68d6Z2tNgTunhwSJpMcfkvhFdUE1VzWgKPcY9+JhqW1hmVZUErhxm4bDyzkoLWa6SBZoqBNssKkkjVQ7ThoJzAWh2/nFmId71zcDJMWNGOznhY/aX4Pq3+nm4IV5ZOcxnF1u4Vy1oAZpuEElDhRTFCVvZaqaofDk2l4Sil86NmL0NodxNlodaGkwkc/e5lVO0QjKKbcn5taO3kt10xaHEPbYaUFBcOfFh/VF/lC2kDaELia0JK2IPGovbuubrdDN8+CKArmmLSgERmGAVtqbDdtVHLuIPsoJu6IwqDkxeJaN3mxmMdgHINfisOZFhSEKL/ICyEwnzdxdbuFxcLAEQk0JXE8yWkUWmvc2uvg0YV00EshipxCWsAUydwo0/jq3vdNKcP9M9E4Sl57a63DSgs6RMfREACyJoMuTUZSJikrJTGXM3F1uw3VN9yWaBaklKh3JLqO6pW50/2UisagxaTEzTARQqCUMVBjpQWNoG653zflTHRvvhCFQdoQyKcEal3OtKBDtB2FXEpACCYtiI5rPpfCRt2C5aj7jqIkmjb/rkSFSQuikZQyRu/iUzL5TEeQUsKyLGitev33YRyCTBQ15azRq15KEkaPY+g4mq0hRCPyh3HuNC3Yto0P9h1FSTRtfi9+Jcs7fUSjKGcM1LuKyWY6trolkU8bSBuKVVJEYypnTCYt6HBtWzFpQTSieS9psefdcek/ipJoGtxqHjcxVus4SJsChTRjONEoSlkBR2m07eRtlmk8ja7CmUqGlcpEE1DOGmjaCo5KVgKQVw3H0HY0cik+ZUSjqGRNpAyBvQQOD6Lg7bUdnJ3LweCmmQIS9Vkc5d4AOLaI0PHULYUzc9mgl0EUC34srnedRMVhXoEfQ8eJV6VF1DdQFB1KuQH1gYUc9trynjvgRLNQ6zp4YCEX9DKIIqvU2ygnY4NMk6G1RsOSOFNh0oJoEspem2vSBiMzaTEkWyo4CsjHKGlBNGsXFnPYbbPSgmZHaw3HcVDrSpybywBgopZoFL2j9pi0oCFJKdGy3P3zSjnN6Es0AUlNIDNpMaS27d4VjlOlBdEsaa3x4EIOta6ELVllQbOhlcJP/+FFSAVc3aiCxWVEo0kZAvm0SNxGmcbT8E6cefnGFoe4Ek1ALiVgCqCRsFjMpMUR/F6hVte9O8ykBdFotFZ4e20PWgPXt1tQCRsgRMFp2O73WjmbCngldJTecchBL4QGKmfM3vHBRMOod92bFOUM4y/RJAghUMyYTFrQYB3HDbpZDuIkGtl8Lg0AuLbTDngllCT+neFyhsedhp3WCh/747d4Rzak3GNPk7VRpvE0LHf/XMxw/xw2nG0XXaWM0atiSgpGkCHdTVqw0oJoVHPesadXt5m0oNmpc9McKUIwuRRWxYyBlqXY4kdDa9oSGRPImNw/E01KKctKCzpA28tm5Rh0iUaWMQUKaQPXmLSgGap3JQppgZTB+E00jmLGgAawVmUMp8P5rV4NS6GY5uUG0SQVMwZatoLlJCeBzCgypI6jYAiA3SFE45nPmbi63Qp6GZQg9a5Eia0hRGPzp9avVrsBr4TCTEoJ27bxkecuoWkpVrkRTZi/p1mrJScWM4oMQUqJjq2QSwkIwTt1ROOYy5m4vtthzzpNTW+Yo/c91rAUytw0E43Nv2N+e48xnI4mDIOVFkRT4CeQb+22EhOLGUWG1HE0smwNIRpbJef24XUSVNJGs6WUwgeevQilFKTSaFoKpSxf7ojG5W+Uf+/l21CKMZwOZ0kFS+re9w0RTYZfafH//tdriYnFjCJD6kiNHHtDiMZWTrvJv1onWQOEaLYMw43XDcs9PpMnhxCNzzQE8imBph30SigKmv4Q5DRv+hFNilISee9giKbtVpZalgUp472vHuoqXAjxDcM8FmcdR/HkEKIJqGTdi8dqxwl4JdHCODyaupcc450+oskoJvCovX6MxYfrb8/jcadE02Ea7mD7JMXiYaPIzw/5WGx1HY0ckxZEYytlDBiClRYjSHwcHpa7YXY3y9W2BQAosz2EaCJKGaN3MZpQjMWHUErhg157nn9BxZkWRJNXzBhodCWklLGvsgCA1GFvFEL8TQBfD2BJCPHP+t5UAZCYWlvb68njcadE4zMNgZVKlpUWQ2IcHk+9qyAAFLhpJpqIYsbEzaqdmOFvPsbi4fXa87z4m2d7CNHEldIGttvxT1b4jtrFZQCU4CY3yn2/agC+Z7pLC49q2724YnsI0WScn8+y0mJ4jMNjaFoShYwBgyc/EU1EKWNAamCnlbjBFozFxyClRL3roMj4SzQVpYyBpiWhEpJAPrTSQmv9eQCfF0J8Qmt9fUZrCp3dtvvCzEGcROPTWuPsXBYv3aon7k7dKBiHx9PoSpRYZUE0Mf58mNVqFw8uB7yYGWIsPh4pJZqWYpUb0ZQUvQTybsvG6Ww26OVM3aFJiz5ZIcTHAVzo/xit9d+axqLCZq/lVlpwpgXR+LRWuL5VgyU19tqJu1M3jkTH4VE1LIWlAiu3iSbFvwjdaFgBryQwjMVDatkaJwpMWhBNg3/s6Z1qF6cXSgGvZvqGTVr8JoB/D+AXASSuptuvtMhypgXRRFSyKQBdvLPZAMBqiyElOg4fl9YatuOgaUlcmE8HvRyi2PCHKq7XugGvJDCMxUfQWsNxHLQdhUKa8ZdoGvxTedYSEouHTVo4WuuPTXUlISWlxE7TvZvASguiyfCPPf3FP3kHT56dC3g1kZHYODwKrRT+7ScvQml3cCARTUYuJWCIRFdaMBYfQSuFDz3/BhwF5NkeQjQVfqvenWon4JXMxrCR5A+EEP+zEOK0EGLR/zXVlYWI3x7CQZxEk1HKGBAAat1EH5t3XImOw6No2m4VD2daEE2OEAKFtIGNejLu7g3AWDwEb4Y9Z1oQTUk2ZSBtCKxWO4mYETdspcUPeL//eN9jGsDDk11OOFU7DjKmgCFEYia0Ek2TaQiUMgaPPT2eRMfhUTQst3LbL6EkovEpJVFIC6zXE1tpMVIsFkL8MoC/A2BDa/1u77FFAP8Z7nyMawC+V2u9K4QQAH4OwHcAaAH4Qa31SxP8GqauZbs3JQo87pRoKpSSKGYE/uztbSgV/5uAQ+3ktNYPDfh15EZZCPHLQogNIcRrfY8tCiE+LYR4y/t9wXtcCCE+IoR4WwjxihDiq0b/ssYnpYSU7oa32nE4z4JoTErdeyxTOXs3adH/80aDjRqHk6zZZdKCaBrcSotkJi3GiMWfAPBt+x77CQAvaK0fA/CC93cA+HYAj3m/3g8gcu0oba/SjZUWRNNTypi9qtK4G6rSQgjx/YMe11r/6hEf+gkAzwDofz8/QP+0EOInvL//C9wboL8WboD+2mHWNw1aayiloLVGte2wNYRowipZE+/sWokoaZuEMeJwYjUshZTBIcpEk1ZIG3hnr5vI+D1qLNZa/4kQ4sK+h78LwLd4f/4VAH8Md0/8XQB+VbtP8BeFEPNCiNNa69XRVz5bfqVFPmWAA7eJpqOYNrDZdPfSUkoYhgG3UCt+hk1/fnXfr28C8FMAvvOoD9Ja/wmAnX0PfxfcwAzv97/X9/ivatcXAcwLIU4Pub6JU0rhg596FbZte5UWzBQTTVIla8KSGh0n/iVtEzJSHE4qJSUaXYlixoztCzhRUAppAx1boZ7MFr9JxuLlvkTEGoBl789nAdzse79b3mP3EEK8XwjxohDixc3NzRGXMB0tWyFtAGkmjYkmTikJrTWKGQNdqdHo2PjQc5di3SYyVKWF1vp/6f+7EGIewH8a8XMeN0Dfk1UWQrwfbqkczp8/P+IShiMMN1HBSguiyatk3Z+vvZYd8EqiYcJxOBEalmRrCNEU+CX/t3dbWCjlAl7NbE0rFmuttRDiWCUJWuuPA/g4ADz99NOhKmdo2ZonhxBNmT8zZqPe7V23xtWoX10TwEPjfnKv7O3YAVpr/bTW+umlpaVxlzCUGmdaEE2cf+xptZ3IO3WTMJE4HGdNS6HE406JJq7oXYyu15Jx1N4RxonF635Vsff7hvf4bQAP9L3fOe+xyGg7ikM4iabMTyAnYTDysDMt/gB3kwsmgHcB+I0RP+e635cXhQDtKI16VyK7kA56KUSx4h97yqTFcEaNw0mbWO+TSqNlK1ZaEE2BfzG6nsBjTye8J/59uKeR/LT3++/1Pf6jQoj/BHe+WzVK8ywAt9JiqcCkMdE0+XucJAxGHvbI0w/0/dkBcF1rfWvEzxmpAF3z+jWzKW58iSbJNASKGQO1Lk8NGdKocfgTiOhA5HE0Lbevk5UWRJPnl/2vVRNZaTFSLBZC/DrcoZsnhRC3APxruHvh3xBC/BCA6wC+13v3T8FNHr8NN4H8Dye2+hnQ2k0aF9LDXmYQ0Sj8SouNRvwTyMPOtPi8EGIZ7tAhAHhrmI+LQ4CuttzMVYbtIUQTV86avcQgHW7UOJy0ifW+esedlVJk0oJo4kxDYLGQxlq1AyklTDM5P2djxOLvO+BN7xvwvhrAj4y2wuB1HA2lgTzbQ4imyoBCxhTYqFuYz4pYx+OhygeEEN8L4C8A/A9wkwx/LoT4nqM+Tmv9fVrr01rrtNb6nNb6l7TW21rr92mtH9Na/22t9Y73vlpr/SNa60e01l+htX5xnC9sUna9IYGcaUE0eeWMwaTFkEaNwwcYa2K9t57QTq0H3CGcAFBIAVI6UAk8mpFompZKaawmcKbFhGNxLLV68ZdVykTTVkgbbA/p868AfLXWegMAhBBLAD4D4LemtbCw2Gt7SQueHkI0ceWMgbat0LIkyvl4ZoYnaCpxeJSJ9d7HhXZqPXC3PcQdGMgWJKJJO1XKYKPWhZQShmEk6WjhxO6Jh9W03ZjLSgui6SukDazXu3j8ZDbopUzVsClQww/Onu1jfGyk+XeB2R5CNHkl79jTW7vtgFcSCZOMw7GdWA8AUko0uhJZUyDN2E00FafKGazXu/jQc5eglAp6ObOU2D3xsFpe0rjAI0+Jpq6YSUalxbDR5I+EEM8JIX5QCPGDAD4JdwZF7PknG+S48SWaGKUklNYoe/MGbu62Al5RJEwyDvsDkYH7ByJ/v3B9HUIyEHkUTcs9OcT/XgNwz5+JaDxLpTT22g4kErc/SuyeeBhSSjQtd++cZ5Uy0dQV0ga2m1bs9zeHtocIIR6F2/v840KI/x7AN3pv+gKAX5v24oKmtcZuy4IAvLt18f5mIJq1ildpcXOHlRYHGTcOx2Eg8igatuolxYhosrTWOFlwt5DNhJwAlfQ98TCklJBSomUpZE0B02DSgmjaCmkDSt+tcIqro2ZafBjATwKA1vp3APwOAAghvsJ729+d6uoCppXCn729g4wp3F7NmGewiGZJKYmUYSBjCtxke8hhxorDSZpY369pKayU0kEvgyiWtFb44hV3AK9/Vz0BEr0nPo6mrVDgPAuimfDbsJpWvBPIR7WHLGutX93/oPfYhamsKGQsySGcRNMihEAll8INVlocJvFx+LialgNLah53SjRFxUyyKi3AWDy0liWR5zwLopkoeHudetuGlPGNx0dFlPlD3paf5ELCqutoHndKNEXljIGbu61eWSndJ/Fx+Di01rjtzUgppNy/E9Hk+Xf3GjG/u9eHsXhILUtxCCfRjBRZaQEAeFEI8cP7HxRC/E8AvjSdJYVLVzJpQTRNpYyBW7ttKMWLywMkPg4fh1IKH33hTQDuRG0imo6MKVBIG0mqtGAsHoJUGi22hxDNTC4lkDJE4mda/BiA3xVC/H3cDchPA8gA+O5pLiwsuo7CfO6op4mIRlXOmrCkxkaji7ML/FkbIPFx+LjatpsA450+ouk6Vc7G/u5eH8biIey0LGgw/hLNihACS6U0mna8Y/GhVwha63UAXy+E+FYA7/Ye/qTW+rNTX1lIsNKCaLrKWe/Y0502zi4UA15N+DAOH1/Tdu82uJvmeN95IArSqXIG13favdY+04zvHBnG4uFs1C0APO6UaFa01jhZTGOrYQW9lKka6ram1vpzAD435bWEjqM0HMVBnETTVPGSFje2m/jah08EvJrwSmocPo79x+0ZPKmaaKqWyxlcXK1DShnrhEU/xuKDSSmxtufOFGJ7HtFsaK1Qa3XRtOK94WFEOUTXce/QsdKCaHqKGQOGAH7zL6/Dtu2gl0Mx0LQl+6mJpkxrjROFFNq2guLAW/LcrbTgJQbRrBTSBlq2jPXwcUaUQzBpQTR9piGwUsmi1mUZP00GJ9cTTZ/WChdv7UJpYH2vCcdxgl4ShcCGV6KeZ+KYaGYKaQOOAhoxHozMXd0hOo6brcqwPYRoqs7O51CPcaCl2ZFSommx0oJoFooZtyXkI59+E0ox8UzAZr2LfNqAIRiDiWbF3/Os17sBr2R6mLQ4RNty7xqw0oJous7N51Bj0oImwJYKbUez0oJoBvLez1nbiW9JMh3PRsNCkfGXaKb8Pc96jUmLROp6L8JMWhBN17n5HNq2QjvmxzXR9G16pclMWhBNX8GrRG3ZrLIgd87JRr2LfFrEureeKGz8SosNVlokU2+mBdtDiKbq7HwOAHBrtx3wSijq/LsMbA8hmj6/0oJJCwIApRSub7eYNCaaMVZaJFzH0TAFkDK4+SWapnO9pEUn4JVQ1Pl3GXJMNhNNnWkIZE2BlsWkBbnteR225xHNXMqLxWtMWiRTVypk2BpCNHV+0uImKy1oTH7SgpUWRLOR947aI9piex5RYAoZg+0hSSSlRMdWvFtHNAPljEDaEGwPobGt17owBGcREc1KIS3YHkIA+pPGvLwgmrVC2uDpIUnVlZobX6IZEEKgnDVxc49JCxrPRr2LQtqA4HF7RDNRSBtMWhAAYKPuVlpkzYAXQpRAhbSBTSYtkqnraGRYaUE0E+WsiZucaUFjWq932RpCNEN5L2lhOw6kZJtIkrHSgig4+ZTAdtNC17KDXspUMKocousoVloQzUgla+DWbhuO4wS9FIqw9VoXRW6YiWamkDagNbDXiudGmYa3We9CgIOQiYJQSBtQ+u5smbjhzu4AWmt0HI1sik8R0SyUcya6jop1aRtNl9a61x5CRLNR8PZJGzHdKNPw/Eo3tucRzV7eSxau1+JZtcyd3QFaloQGh7kRzUrZa4K9sduG1hpSSmitA14VRYWUEnvNLtq2YtKCaIbyXjtWXO/u0fA26l3kGX+JApFPub+vVeM5H46R5QB7bbfMkUkLotmoeEmL61sN2LaNDzx7EUpxuBsNb827u1DI8KWNaFb8JGGcj9qj4WzULSaNiQLiJ5DjGosZWQ7g92Zm2ZdHNBOljAkB4KZ37KlhMDzR8fh3FwqM20Qz499Z36yz0iLpNjkImSgwuZSAALBWZXtIouy13WGArLQgmi6/FcQ0gJVKFjd24lnWRtO3XvMn1zNuE81KyhDImgIbjS7b+hKsY0tUOw4rLYgCYgiBfFpgrdaJZRxmZDlArz2Ed+yIpkorhV944TK0Bs4t5HBzp8Vj8+jYtNa9uwvsqSaarXzawEa9iw89d4ltfQm14SWN89w3EwUmnzLw4rWdWMZh7uwO0GsPYaUF0dQJ4c6zODef77WHEA1LSgnbtvGZS2vImgIM20SzVcgY2GrYEGzrS6z1ujdTiEljosAU0gZadvwSFgCTFgeqstKCaCaUklBeGdu5hRw2GxbaNist6PiatuIQTqIAFNIGNnl6SKL5xywyaUEUnELaQMuKZ9IiNetPKIR4AsB/7nvoYQD/B4B5AD8MYNN7/F9qrT814+X17LVtpA0BQ4jeBRURTde5+RwA4BarLeiYpJRoWgpFbpiJZq6QNnBtN5591NMUlT3xMNZ77SEBL4QowfJpgY6j0HUUCqYZ9HImauahRWt9GcBTACDcmvDbAH4XwD8E8CGt9QdmvaZB9to2qyyIZmyl5Iaka5sNaB3PTDFNT8tSOJFPB70MosQppA04SqMT07LkaYnKnngY67UOsikDafbnEQWm0DvNqYMHs/HaDwV9S+p9AK5ora8HvI77VNsOkxZEM9artNiL53FNND22VGg7iqXJRAEopN07ek229o0jtHviYaxX22B3HlGw/D3Qmlf5FCdBh5f/EcCv9/39R4UQrwghflkIsRDUogB3EGfWDPrpIUqW+XwKaUPgNpMWdExbXj99IQ229BHNmD9LptVl0mIMx94TCyHeL4R4UQjx4ubm5qB3mZn1epdJY6KA+T+DG0xaTI4QIgPgOwH8pvfQxwA8ArdMbhXABw/4uJkEaLaHEM2eUgrlrMFKixkQQjwhhHi571dNCPFjQoifEkLc7nv8O4Je6zDW6+4LNDfNRLPn/9w1LSYtRjHqnlhr/XGt9dNa66eXlpZmstaDrNc6jL9EAcun3WtX/zSfOAkyunw7gJe01usAoLVe11pL7Tay/wcAXzPog2YVoKttGzkmLYhmrpw1mbSYAa31Za31U1rrpwD8DQAtuL3UgNtL/ZT3K9TD3wBAa421KifXEwUl30tacKbFiEbaE4fJRq3L05uIApY1BQzBSotJ+z70lcEJIU73ve27Abw28xV5pNKotR22hxAFoJQ2cHuPU+hnLNK91Eop/OZf3gAAFNJMNhPNWsoQqORSaLHSYlSh3RMPo9F10LQkk8ZEARNCoJgxsVGPX9IikIOJhBBFAP8NgH/c9/DPCCGeAqABXNv3tpmqtW1ogO0hRAEoZw10HIU2p9DP0qBe6u8H8CKAf6613g1mWcNrOxqGcO8ycKYF0ewtlTJsDxlB2PfEw1ivsdKNKCwKGRNrtfhVLAeStNBaNwGc2PfYPwhiLYPsttyBbqy0IJodrTWklCh55aXVjhPwipKhr5f6J72HPgbg38DdLP8buL3U/2jAx70fwPsB4Pz58zNZ62GaXfcunxACYNKCaOaWShlc3W4FvYzICfueeBire+7/O5MWRMErZgy2hyTFXtsGwEoLollRSkJKiY9+9nIvaVFj0mJWQj1faFhNm8edEgWJlRbJ5V8gMQYTBa+QNrFej1+bNaPLAHt+pQWTFkQzJYSJUsaAAFBrM2kxI5Hupfa1mLQgCtTJUgYtS8Zuo0xH653eFEj9NhH1K6QFml2JWtsKeikTxR3eALtNt9Iix/YQopkzDYFT5QwrLWagr5f6d/oe/hkhxKtCiFcAfCuAfxrI4o5Ba42WrVDk5HqiwCyVMlAa2G3ZQS+FZmyj1kExY4LbZqLg5b2b7mt78WrXY050gHvbQ3jHgGjWzs5lsRrDfrywiUMvNQDUOw4c5b5Q8y4vUTBOlTMA3PkGi8UMTNMMeEU0K+u1LpZKGXDPTBQ8v+p0vdbFE2cCXswEMSc6wF7LgiGAjMn2EKIgnJ3PodZhbzQNxz/ai+0hRMHQWmMx7yYp4njUHh1uvdZBx7IgFZMWREFSSiLnVVrELRZzhzfAbtNCJZeCYM6CKBDn5nNoWhIdm4kLOtp6bwgcgzZREKRj45Mv3wQAbMZso0xH26h3UUyzsoYoDIreDRwmLRJgp2lBK8WMMVFAzs5lAQC3dtsBr4SiwB8Cl2elBVFgCpk0gPhtlOlgWmt0u11s1LtMGhOFRNo0kDZE7GIxd3gD7LYsZFN8aoiCoLXG6Yq7+b25E68hQjQd67UOALaHEAUpZQhkUwIb9XhNrKeDKaXw//zBa+g6PL2JKEwKGaN3QycuGGEG2G3ZvX4gIpotrRX+6K/dMuMbrLSgIazXusiaAimDcZto1pSSUN4A3ELa7CURKRnajvt/z0o3ovAoZMxe62xcMMIMsNeykGOlBVFg8ukUUoZgpQUNZb3e5V0+ohAoZAxsNuK1UabDtSx39hRjMFF4FNMGNmodSBmf2XCMMPtorbHTspHlySFEgRFCoJIzcXOHlRZ0tLVqh/3URCFQSJux66OmwzV7SQvGYKKwKGRMbNStWHFrbh4AACAASURBVB0Dz6TFPm1bwnIUKy2IAlbJpXBjl5UWdLQNVloQhUI+JbAZs40yHc5PWrA9hCgclJIopA1YUqHatoNezsQwwuyz03QHSGU504IoUOWsW2nBzS8dxpEK202Ld/mIQqCQMeAojd1WfDbKdLhm10HGFGCBMlF4FDLuJX6chnEyabHPnvdCy0oLomBVcim0bcn+aDrUZqMLpdlPTRQG/s8hW0SSo2lJFDOMv0RhUsyYAICNGA3jZJTZx6+08P6viSgglVwKAI89pcOtVXncKVFY3E1a8ASRpGjZCoWUwapIohDxY3GcTnPiLm+f3ZabtOCRp0TBKmfd8HR9m0kLOpj/gsz2EKLgFdLxu7tHh2tZkkljopApeHff43TsKaPMPrv+TAs25xEFquhtgm5sNwNeCYWVlBJ39twTZrhpJgqWUhJ5L3nI9pBkUEqjZSsO4SQKmZQhMJdPxSoWM8rss9uyIQQHcRIFLWUIFDMmrrM9hA6xUesgbQhWxxGFQMoQqORSrLRIiJ2W5c4U4kwLotA5Vc6yPSTOdlsW5nJpGIIbYKKgVXIm20PoUGu1LpbKWQjGbKJQWCplsMEByongJ6fYnkcUPqfKWVZaxNluy8Z8IR30MogIwFwuhRustKBDrNc6WK5kg14GEXmWShlsxOjuHh1steq+PrM9jyhclJRYKqZZaRFnu00LC0xaEIXCXM7EVsNCvWMHvRQKqfVaF8tlJi2IwmIpZnf36GDrvUoLXk4Qhc1SOYvNhgXLdoJeykQwyuyz07Qwn2fSgihoSkqUvJJTtojQQdZrHZwsMWYThcVSKYONepdHYCaAn5xi0oIofJbLGUilseMdMhF1jDL77LUsLBQzQS+DiODOtACAazxBhAaodxw0LbcEkhdIROGwVM7Alhq7LVbIxd1GvYt8yuAcOKIQWvKqUOPSIsKkxT47LVZaEIWBkhJl75zpq5uNgFdDYeS/EJ8qM9FMFBanSu5GeaMej40yHWyj1uXJIUQhdark7o3i0q7HSNOnbUl0bMWZFkQhkTYFlkoZXGN7CA2w7r0Qn+JMC6LQWCy4yeZ1Hnsaext1Ji2Iwmo+51ZArbHSIn52W27Pz0KRSQuiMNBa4/xCDtfZHkID+JUWJ7yLJCIKXq/SIiYbZTrYWq2LYspgex5RCC0W0hC4ezRx1DFp0cdPWsznWWpMFAZaKdTbFistaKBe0iKfArfMROHgD8aNS0kyDdZ1JLabFoqstCAKpbRp4EQp06tKjTpGmj67TXdo1FzOhGLWmCgU5vIpbDUsVFvxCLo0OevVLiq5FH7x82/yTh9RSOTSJiq5FCstYs6/e8ukBVF4LZXSWK/GIxYz0vTpVVpwpgVRaFSyKQA89pTut1br4FQ5AyH4UkYUJkvlLGdaxNyqdyHE406JwklrjZPFTGyGIjPS9OnNtGDSgihQSsletdOcd+wpkxa033qtyyGcRCGipISUEqfK2dhslGmw1WobACstiMJKKYWNais2CWRGmj699pB8KuCVEJGv4iUtrm412AJA99iod5i0IAoZKSVOltKx2SjTYGtepQWTFkThVciY2GnZsBwV9FLGxkjTZ7dloZJLQfDCiCg00qaBpVIGn3rlDpSKftClyXCkwka9i+UyBycThc2pUhab9S4TzTG2Wu2glE0hY/JSgiisil77Vhwq3wKLNEKIa0KIV4UQLwshXvQeWxRCfFoI8Zb3+8Is17TbsjBf4AaYKGweXMyj2pFBL4NCZL3ehdLA6blc0Eshon1OlbOwpMJ2I/ob5VkI4574KOu1DlYqrHQjCrO8dyL87d3ot1gHnR79Vq31U1rrp72//wSAF7TWjwF4wfv7zOw0LSwU0pBSAjxAjyg0HljIo9q2g14GhcidPbef+jQ3zUShs+RVQG2wReQ4QrUnPspqtYOVCpPGRGHmt2+txuAEkaCTFvt9F4Bf8f78KwD+3iw/+W7LTVp85LlLYEUjUXg8uJhHy1ao8dhT8vhJi5U5Ji2IwsafNbNRZ8weQ6B74qOsVTuMv0Qh5Q9FLmbcUgsmLcajATwvhPiSEOL93mPLWutV789rAJZnuaDdpo35QhrCCFsuhyjZzi/mAQDXd9oBryReoliS7Luz574An+adPqLQ0Fq7gziLbqXFegz6qGdkpD2xEOL9QogXhRAvbm5uzmqt3kyhDk6VMlCKd/mIwipjCpSyZu9GT5QFeXX+jVrrrwLw7QB+RAjxzf1v1O70pvsi4TQDtF9poeTd4xaJKHi9pAWPPZ2GSJUk++7stTGXTyFrBr0SIvJprfDRz72F+ZwAAGyy0mJYI+2JtdYf11o/rbV+emlpaUZLBTYb7kyhZbbnEYXeSiXLSotxaK1ve79vAPhdAF8DYF0IcRoAvN83BnzcVAJ0x5ZoWRLzeQ7iJAoTJSXOVtyfy6tbzYBXkwihLkn23am2cbqS4+kERCEjhIl82kQ5l+Kxp0MadU8cFP8C6FQpDc6AIwq3lXIWq3tMWoxECFEUQpT9PwP4bwG8BuD3AfyA924/AOD3ZrWmvZY75G+hmJ7VpySiIRUyJkpZE+8waTFpI7fpBVWW7Luz20ara/EYXKIQklLiVCnDpMUQwrgnPsqal7R4/q9vQLI6mSjUVuayWK1Gvz0kFdDnXQbwu0IIfw3/UWv9R0KIvwTwG0KIHwJwHcD3zmpBuy0LALCQT+ParD4pEQ1tIZ/Clc0mpJQwDANe/KDxfKPW+rYQ4hSATwsh3uh/o9ZaCyEG7ka11h8H8HEAePrpp2e+Y71T7eBshUlmorBarmR7F7d0qNDtiY/iV1qUsilA8zhyojBbKWex07LRsSVy6ej21AaStNBavwPgKwc8vg3gfbNfEbDb9JIWBW6CicJGSom5nIkrW038u0++gh//794D04xu4A2L/pJkIcQ9Jcla69WwlST7ml0H1baNJ05meUQ1UUitVHL40ys7QS8j9MK4Jz7KWrWNfNqAod0qC4P3EIhCa8WbPXNnr42Hl0oBr2Z0PCbDs+UlLRZLnGlBFEbz+RTatkLT4QXqJESxJNnnlzkW0wZ+4YXLPKKaKIROz2Wx2ejCctjCFTer1Q6WKzlWPBJFwIo3Fy7qwziDag8Jne2G23d5osikBVFYKCUB4eZW5/NuuNptOUEuKU4iV5Lsu+0NlCplDAhhQLM8mSh0lis5aA1s1Ds4t1AIejk0QWvVjnf3lhljojDyj5/WuLfSIsqYtPBsNbowDYG5HNtDiMJoPueGK39oLo0niiXJPv+Ft5QxwU0zUTid9jbKq1UmLeJmtdrB3zg/ByDad26J4kprhY/98VswzQyWy37SIto/r2wP8Ww3LJwoZmCwMY8olPJpA5VcCrttJi2SbnWvDUMAhQxfwojCamUuByD6d/foXkpprNc6vbu3RBROQriz3zIpAydLmcifIMIdn2erYeFEiQGYKKyEEHjoZIHtIYTbex2cquRgsJ+aKLT8i1qeIBIvW80uHKWxzKQFUWScmcvjdsQTyExaeLabXZzkEE6i0PH78gCNh04U2B5CuL3XwhlumIlCrZRNoZRNRX74G93LT0Kx0oIoOk7P5yIfi5m08PjtIUQULlor/PynL0FKjYdP5NGyFWpsEUm01WoHp+dzQS+DiI5wei4X+ZJkupd/4bNcYQwmiorTczms7rWhI3zcGpMWnq1Gl+0hRCHl9+U9fNId5nZlsxnkcihASmmsVjtYKWehNY9SJAqb3tR6rbEyF/27e3QvVloQRc9KOYumJVFrR7fFmkkLAC3LQcuSOMH2EKLQUUpCaQ0lJc4vuHd2rmw1Al4VBWW7acFyFE7P8S4fURhprfALn30LSrk/p1GfWE/3ulNtI2MaWCjwtD2iqPD3THciXPnGpAXc1hAAOFlk1pgozFbKaRgCeIeVFol1e7cFgHf5iMLMr447M5fDVqOLriMDXhFNyu3dNs4u5DkImSgipJRYKroxOcqnOTFpAffOHQAsFtNuSWPA6yGiwVKGwFwuhSsbTFok1Z09L2lRZmUcUdj5s2dWWW0RG7d22zg7nw96GUR0DP6NnjsRbtdj0gLAdqMLAFgspPGzz16M9JASojiTUmI+n2J7SIL5peastCAKP/+Un6gftUd33d5j0oIoKvwZQ4uFNFKGwGqEYzGTFnCHcALAiVIGhsGnhCjM5gtp3Nhpw3I4hDGJ7lTbbsVNPhX0UojoCGe8i9vbu9HdKNNdHVtis97FuQUmLYiiwJ8xJKCxUsmyPSTqtryZFic404IotPxs8XzOhFQab2/Ug14SBeDOXgfFjAHbtsGiOKJwW6lkYQjgVoQ3ynSXf8FzlkkLosjwZwytzOXYHhJ12w0LxYyJfMYMeilEdACtFT762ctYyLk/p6+v1gJeEQXh5m4blayJZz5zma18RCFnQONUOYtb3gBdija/zefMXJbxlygi/Jt+p+dyka56Y9ICwGajixMlVlkQhZ0QJuayJgwBvLHGSoskurnTQjlrQhhMMhNFwZn5fKQ3ynTXLe//8fe/dA1KsUWTKAq0VnjmM5dxdi6H1Wobtozmzy6TFgA2ah0se8OilJTMHhOFmGEILBbSeGOt5p72w5/XxKi2bNQ6DspZk7GaKCLOzuc4iDMmbu+6M4VKuXTQSyGiYxCGiXMLOSgd3dOcmLQAsFnv4lQ5F/QyiGhIi4UU3lit4wPPXuTdngS56ZWYlzN86SKKirPzeaxVO5CKScaou7Xbcm/yKQUpZdDLIaJjeMCbRXMzou163PkBWK91sFRmewhRVJwoprHZsNB1uAlOkps77gttJXe3NUQpCcWKC6LQOjOfg6M01mvRvLtHd93ea+PMXK7XIw8w9hJFxdl59wb9jR0mLSKp2XXQtCSWK6y0IIoCJSUWvOMut5tWwKuhWfJfaIspMFFBFBFn59z91S3OtYi8W7ttnJ3PQdo2PvL8JZ7gRBQhK5UcUobo3QCKmsQnLTbqXQDAKVZaEEXGiYKftLADXgnN0s3dFubzaWTMxL90EYVe/8R6ADxBJOI6tsRardMrMdeayWOiKDENgbMLedyMaAI58Tu/Da9c8VSFSQuiKFBKIpcycLKYwRYrLRLl5k4b57wNMxGFl5QOms0mPvTsazgzl4EQ0S1JJtet3Ra0vtsXT0TR88BCIbKxmEmLXqUF20OIouTx5SK2GhaHgSXIzZ0WHlh0N8ycZUEUXlorfPRzb0EpDaHcFtwb29HcKJPruvf/58dgIooOJSWklHhgMY9bTFpEkz8Yiu0hRNHyxHIJuy0bTkTPm6bjUUq7/dRzOXD4G1H4CXF3YO6Di/nI3t0jl5+0OM9KC6LIemCxgO2mhWbXCXopx5b4pMVmvYuMaWC+wDOniaLk8eUSpAaucSOcCHeqbVhS4fLqHjQrLIgi5fxiAdcZqyPtxk4LxYyJBe6XiSLrgYUCgGgee5r4pMVGvYulchZCiKCXQkTH8GXLJQDA5bVGwCuhWbi25b7AcsNMFD3nFwvYrHfRsqJ3d49cN3ZaOH+iCKUUE8dEEXXhRBHA3T1VlDBpUe9wCCdRBD18sghDAJfXmbRIgqvbTQDAXI5JC6Ko8E8Q8Yc3skUkuq5vN/HgYiHoZRDRGC6cdH+Gr241A17J8TFpUetyngVRxCgpAeVgLpfC66u1oJdDM3Btq4l82kQxk/iXLaLI0FrhmRfewrkFd9j5dQ7jjCSlNG7utvHgCSYtiKJKSolC2sDJUhbXmLSIno16lyeHEEXUyWIKl1brQS+DZuDqVhMPniiwlY8oYoRh4rzfR81Ki0haq3VgOQoPsNKCKLKkd4LIQycLverVKEl00qLZdVBt2zg9fzdpoSSP0SMKM6UkpFSQUuJkIY3NhtU7BYji69pWExdOFBijiSJGSYly1kAll2KlRURd8y5wHjxRgJSS5zcRRdiFE0W2h0TNarUNADg7z+ObiKJEa4VnPnMZJwspAMArt6oBr4imyZHKHQK3yFhNFFXnFwu4tsUZRFH0zqZ7gXO2nMLPfuoVDuIkirALJ4vYrHfRiNixp4lOWtzec+/Onp7L94ZFgfljokgQhokThRQMAbxyay/o5dAU3d5rw1EaD7GfmiiyHl4q4p0I3t0jN2lRyJhYrmQhRKIvHYgi7+GT/gki0YrHM488QogHhBCfE0JcEkJcFEL8r97jPyWEuC2EeNn79R3TXsvqnltpcWY+B6UUPvjsRWaPiSIkZQo8ulRkpUXM+WWMHAJHFD3+TaGHTxZxe6+DtiWDXlJohGlPfJgrmw08dLIIgzOFiCLLn2lxwU9aRGyuRRDpUgfAP9daPwng6wD8iBDiSe9tH9JaP+X9+tS0F3Jnrw1DAMsVd6aFYTB7TBQ17z5Twau3q0w4HlNUNssAcMUrTX7IO1+ciKJDa4WPfOYyLpxw27ui2Es9RaHZEx/mna0GHl4qBbkEIpqQC95e6upmtGLxzK/StdarWuuXvD/XAbwO4Oys1wG47SHLlRzSJpMVRFH17jNl7DQt3NptB72UqInEZhkA3t6oY7GQxolSJuilENEIhGH2SpKvbHKuhS9Me+KDdGyJW7ttPLLEpDFRHOQzJs7O5yMXiwO9WhdCXADwXgB/7j30o0KIV4QQvyyEWDjgY94vhHhRCPHi5ubmWJ9/tdrG6TmeHEIUZV9xxr3789KN3YBXEi1R2Cz73lpv4JGlIqtpiCLswokChLg71JHuFfSe+CDXtpvQGqy0IIqRR0+V8NYGkxZDEUKUAPw2gB/TWtcAfAzAIwCeArAK4IODPk5r/XGt9dNa66eXlpbGWsOdvTbO8OQQokh77FQJhYyJF6/t8KJ2RGHdLANuP/xbGw00OxaUUlBS8v+ZKIJy6Wje3ZuFMOyJD+InmVhpQRRd/mwhf//02KkS3t5oQKro7KcCSVoIIdJwg/Ovaa1/BwC01utaa6m1VgD+A4CvmeYatNa4U+3g7Hy+N5iEiKLDsS3Ytg2hFd5ztoJnX12FUiroZUVOmDfLALDZ6KLatrFYYGsIUdQ9dLLIpMU+YdgTH+Zt727sBQ5CJoosrRU++rm3YNs2pJR4fLmMrqNwa7cV9NKGFsTpIQLALwF4XWv9s32Pn+57t+8G8No017HdtGA56r72EN7BI4qe9z4wj+2mjZYVrTOngxb2zTLgtoYAwFzOYHKZKOIeWSrinc0mVITu7k1TWPbEh3lrvY5y1kQuxflvRFEmhNn786PLbrvXm+vRSSIHEYG+AcA/APC39k2n/xkhxKtCiFcAfCuAfzrNRdzpHXfK9hCiqPLL3d77wBw0gFdv14JeUmREYbMMuBtmAFjMp4JcBhFNwCNLRbRtidt7HJzsCcWe+DBvrNVxoshKN6I4eeyUm7R4a6Me8EqGN/NdoNb6TwEMOuh5phPq/ZMGmLQgii6tFZ554S388PveBQD40vVdfP2j02tViBl/s/yqEOJl77F/CeD7hBBPAdAArgH4x8Esz/XWRgNz+TTyad7lI4q6L1spAwAur9XxwCLbDcKyJz5I15G4utXEe86UWOlGFCPlXBqn53K9atYoSOytq+vbbg/PgycKvbu17h6diKJEGCbm82mcKKbxF1d3gl5OZIR9s+y7vFbHo6eKEELAsixunIkiyLEsWJaFx5fdpMUbazX87SeXA14VHeXKRhOO0lgspINeChFN2GPLZby5Hp1Ki8Teurq+3cTJUgblXBpKKXz4uUucZ0EUUZZl4XQlixev78GWHMYZF0ppvL5aw5OnK0EvhYgmoJRN4fxiAa+vRWejnGSX192Wy8WCecR7ElFU+DfrH192jz2Nyr45sUmLq1tNXDhx9/gmYST2qSCKhTNzWbRtiZdvsNoiLq7vtNC0JL6cSQuiSFN9p7R92UoZb6xy/lAUvLFWR9oUmMu5hdmSA+uJIk1KiU6ngw986lU8uVKG5ajInOiU2Cv169stPHiCZ04TRZ2fMT5dcctX/5wtIrFx8U4VAPDEMmM1UVQpJaG8C10pJZ5YLuHqVhMdm61eYffGah2PLBVhGqL3WsuUBVE0aa3hOA4cxwGEgSfPuDeELkZkiH0ikxZtS2Kt1rnnzGklJY/gIoog6dj4yPOXkEuZeOxUEV+4sh30kmhCLt6pIWWI3pRrIoq+L1spQ2lEagBcUr2xVuvNIVFK4cN/dJGVFkQR5Q6vv4yPPP86tNZ4+GQRubSBi3eYtAitGzveEM6TvHtHFAf+2dNf99ACXry+xzt4MXHxTg2PnSohk0rkSxVRLD3hnSByabUa8EroMOu1DtZrXTy54iaNpZQDJzcTUXQIYUJKCduyAa3wrtMVvHYnGrE4kTvBa9tNAMBDfe0hin16RJH3TY+eQNdRbBGJiUt3ar3yRYD91ERx8OBiAeVsCq/cisZGOan++uYeAOA9ZzlTiCiuvvxMBa/fqUWi2yCZSYstN2lx3msPkWwNIYqFr35wHtmUgc9f3gx6KTSm1WobW40unjxdDnopRDRBhiHwngfm8Ne39oJeCh3ilVtVmIbAl62wPY8ojqSUeHKljHrX6XUhhFkykxbbLSwWM5jL89xpojjJpU18zYUFfP7NjaCXQmN66bp7QfNV5///9u48So76PPf49+3RaLShfUdCGxIgCQECxE4wZhHYBBJjQmIHErwEnJtrYuNrHHIMThzHgFlFrokv+Jj4csFg7IARssQiBywjFgntC1qQ0C6QBFpH3V313j+qetQatEw03V013c/nnDnTXV2aetRV/Xb121W/6pFwEhEptZMHd2fJhh06lS/F5q79iOP6daFjfZ0G4RSpUice3Q2gTTSRa7JpsWxTNBqyiFSf847txYoPdrGmDXSN5eBmrd5Gh/oMJ+hIC5Gqc9Kg7uRDb7pCkKSLuzNv7cdNH2g8DHlw2hKdnidSJQqNyJF9O9O5fR2zVm9LOtJh1VzTwt1ZsnEHJwzY/xy94ktyiUjb9anj+gAwbdGmhJNIa8x6fxvjBnWnvi5DEATkc1my2ay+6RNpgwo7yGEYEgQBJw2KPgzPWaOmRRqt3rKbj/fkGDeoW9Mp1JapuY8MIlXLw5AHpi0hY3DyMd15e5WaFqmzdtsedu7NN41eLSLVw90Z1L2B4/sfxdQFG5OOI0eoMRewaP3HnDpk36khHob8+HfL9E2fSBsUXWpvGfl8nvumLqJ3l/YM7NaBOWvSf0hyLSp863rK4O4JJxGRcik0Ik8d0pMlG7ezc28+4USHVnNNi6UbdwBwfH+NhixSDQpHSeWzWXbt2sU9L8zn4hP68NbqrXywY2/S8eQIzF/3MbnAObXZeBaFS9uKSBtk0VFTWLTrecqQHrz13lY1IlNo5sotdO9Uz8i+GoRTpNqdNqQHocM776f7aIuaa1os2bgdQEdaiFQpy9Rxyei+uMO0RTraoi16M75k7fj4SItsNksQhklGEpFW8jDk3hfmkc9Hg2+eNbwXG7c3smqLxh9Km5nvbeGMYT1xD9VUEqlypxzTnYyR+lNEaq5psXjjDo7p2YkuDe2AfedZojOlRarGqL5dGN6nM8/OWZ90FDkCry37gDEDu9Kzc/uko4hIiYRhAFjT/bNH9ALgDys+TCiRHMi6j/awZuseJgztwT1TFhKGIWEQEOTzamCIVJHCZ+AuDe0YM7Abr6/YknSkQ6q5psWSDds5vugoizAMuWfyPIJQhVikWpgZnxs/iDff26qriLQxu/bmmbV6G+eO7J10FBEpo2G9O9O/a4fU7yjXmjdWRuvjzOG9yGSiU3qCIK/B6kWqSBgG5LNZ7pu6iFwux7nH9mL2+9vY0ZhLOtpB1VTTojEX8N6Huzi+2ZVDMlZTT4NIVWq6jrxHt684sR9m8MysNfF07XC1BW+8t4Vc4Jw/sk/SUUSkDMIgIAgCzIyzR/Ti9RVbVJ9TZMbyaDyLUX277HtfTTqUiJSFZaKxws4b2Zt86PwhxU3kmvq03r4uw29vPp9rTx+cdBQRKbEgn+Ohl6PryOdyOR7//bsM7NrAL2ev464XFhBqTIQ24bVlH9KhPsMpg7oShiH5fJ58Pq+dZpEqdPaxvdmyK8vC9duTjiJAEDrTl27mglF9yGQMD0MeemmJmkoiVe6Uwd3p3L6OV9/9IOkoB1VTTYtMxhjV7ygGdu+YdBQRKYPiq0tYJsOYAV1Yu20Paz/SVUTaAnfnlSWbOWNYTya9tIS9e/dy17OzeWDqAu00i1SZIAg4f2QvMgbTFmrQ5DSY/f42tu7KctHofk3TTEcji1S99u0ynDWiN//17gep3d9SJRKRqhLk82SzWdxhWK+O9OvawLz1O5KOJS2wcP12Vm/ZzcQx/cnE1w+3TEaXOhWpMkEQkM1m6d6hjtOH9mTqwk1JRxLgpUWbqK8zzh+l0/NEql0YBgRB2HQK9UUn9GXttj0sWJfOI99qvmkRXUovSDqGiJSIe8iD0xaRz+UIslmuGT+ANdsaeXeTGhdp9/y8DbTLGBeP7pt0FBGpkEvH9Gfpph2s+nBX0lFqmrvz4qJNnDm8F1071CcdR0QqIMjl+NHz88jlckwc2592GeM389J55b2ab1qISPUp/mb+z8YPpL7OmDR9RYKJ5HDcncnz13P2sb3p0al902B9IlJd8rks2Wy26f4lY6JTESbP35BUJAHmrf2YlR/uYuLY/k0DcKLRhESqnmUyuDtHNdRx/sjeTJ63gTCFV9VU00JEqk4YBk0Ft3unesYNPIopCzayaP1HqT1Xr9a9tWoba7bu4bPjBsSHKmrgVJFaMKhHJyYM68lTb69J5Y5yrXh61hoa2mW44qSB5HI57nlhvt4vRapUGAaE7oRhdGpIGIb8aMpCLj+xP+s+2sPbq7clHfETar5poUshilS/cQM606m+jht/PktXEUmpx15fRdcO7bhi3MCko4hIhf3FhGNYvWU3M1em93J71awxF/DsnPVcNrY/neszTfvGaiKJ1IboxwtkjAAAE45JREFUMtRwyeh+HNXQjp/PXJ10pE+o+aaFiFS/DvV1fO2PhvH+tkZeXrw56TjSzKbtjUxdsJFrThtMx/bRqT2Fw5PVUxapLvte29HvIAiYOLY/3TrW8/ib7ycdryb9Zu56djTm+fxpg5OOIiIJcXca6uDqU49myvwNbPy4MelI+6nppkWgc6ZFqlY+nyWXyxEEAWEQ8BenDaBHp3q+9/wiPtqlS6CmyU9nvEfgzhfPHNJUl4NcjnsmzyGvGi1SVdxDHnxxCblcrmlah/o6rj19MFPmb2DFBzsTTFd7gtD58e9WcMKArpw9oldTDQ51JLJITfEw5N4pC8jubSRw57HXVyUdaT813bRo6vYnHUREymLfN3ohGZwLR/Vk4/a93P7cwqSjSWzjx438bMYqrjr5aIb27rzfY7rUqUh1Kry2i4+6+Mr5w2loV8eDLy9LOF1teWH+BlZ+uIu/u/BYzCzpOCKSIMtk6NapPZeN7c/PZqxi0/b0HG1R002LMAyZNG2ROskiVco95KGXlxEGAZNeWkqfTnXcdN4Qnp27gf94fVXS8QS498WluMM3Lh4FRJeh3rNnj86lFqlyQRDQ2NjI3fHl9np3aeD6s4fy3Nz1zFv7UdLxasKebMBdU5cwsm8XJo7p/4kjkHW0hUhtCIJgv/2uWy4eRT4MuXfauwmm2l9NNy0AzGr+KRCpau6Qz+cJAiefy3PDmUfz6eP7cMdzC3l+zlqdIpag6Us389Tba/nrc4YyuGenpOOISIW4O/l8nnw+j2X2fbt/0wUj6HdUB7719Dz25lWby+3BV5axZuse/unKsWTi9RAEAdlsVo1jkRqTz2bJZXOEoTOkVyeuO2soT81aw2vvpmMsOH1iF5GaUpcx7rn6RE4a1I2vPzWPX89eq2+SErDh4z186+l5HN//KP7+opHk83lyuRy5XI58Pk8Y5gm1XkSqknvIQy8t5sEXF5HL5puax9061vODPx3L0k07+JfJi1Wby2jz9kYeeW0lnz91EGeN6LVfI0nPu4h885JRDOvVmVuenseHO5MfC65d0gFERMopDANwx4gOdQ2CgI7t4dHrxnPj4+9wyzMLWLRxB9++7AQa2tU17TzX1Wk8hXLZsnMvX3zkDfbmAu6/9mQyhNz57BzC0Mnnszhg6NxqkWpmVocVjSqWzWbJZrOcNaQrXzpnKI/OWMWAbh256YIRCaasXn27duCJr5zJiD5dyGazBEHAj56fRxDk+NtPHwdE759qHovUjjAICPJRI7lT+/Y88GcncfW/z+S6R9/k/33lDLp3ap9YttQdaWFmE81sqZktN7Nbk84jItWpS0M7/s8XTubEgV346YzVTLz/NaYt3KhvmCh/HX5o+nLWbtvDI9efxrG9O5HP58EyWCaDWUYDcIrUkOLBOAtunXgcnx03gDt/u4Tbn11Qs6eKlLsWnza0Jz06t29aB9EpIpm4ea/3QpFaUHj9H+g1P3pgVx7+4iks37yTqx9+nWWbdlQ+YCxVTQuL9lT/DbgMGA38uZmNLvVyCufr6Vx2kdoRhgFhGDYd/prL5SDMc+7wHvzsr04D4Ks/n8WlD/yeSS8vY/nm5ApzkipRh7898Tie+PIETj66C3c/P5f7pizA3TXom0gNCoIcdz8/l507dzadmuAecu/nx/GV84bx2OurufS+V3n13Q+SjlpRldwnbmxs5P6pi6JvWMOAh15eQqAxLURqQpDP8cC0hU2v+eanip13bG8evf5Utu3O8scPzWDN1t2J5ExV0wKYACx395XungWeBK4s5QIKIyM3DTSkHWSRmhCGQbwztpT7pixg9+7dPDB1Ebm9exnXt54nrx/Lv151Al07tOP+V1Zw0b2vcv5d07n5yXfYuiubdPxKKnsdrs8Yk99azvbt2wmCkCAIyWX3EoRhKRcjIm2GMenFxTw4bTFhGEZfKnnIbZ8ZzX/cMAEzmPP+tqRDVlrF9okBgnzQVIN1tJtIbSl+zef2NnLXb+Zw53NzyOVyhGHIH97dyH/eeAbfuHhkYgOnp21Mi6OBNUX31wJnlHohxY0L9xD3qGC7Ax42fdNXfP9IHyvXvGn7O8qe/mW25eylXGahMBd21DzeQc4AV4ztyxVj+/LDF5YwtH93Zr63lbdXb6NLQ9pKZVlVpA5DtA48DNlXhx08bPqt10Y6l6nstbPMSmY323f1ioIgCDhnRE9+87WzyNTeOEMV3Sd2L/y0ve00iWW25ex6vmon+393mY7hHmDxcQ3F9bh353puOGcoSWlze+Jm9lXgq/HdnWa2tNksvYEPK5vqgJRjf8qxvzTkSEMGSCjH7UW3v3uYHA1HdibxkCP6V21EC2rxYX23tJGKpWXbLqZMh5e2PKBMLVWyTLcffpaW6o3qcFKqehstIWVquTTmqvpM/1h0uxWD6pSkFqetabEOGFx0f1A8rYm7/wT4ycH+gJm97e6nlSdeyymHcqQ9RxoyKEcqHbYOw+FrcZLSuC6V6fDSlgeUqaVSnGlo0jlaodX7xElJ8fagTIeRxkyQzlzK1DKlqsVpG9PiLWCkmQ0zs/bAtcBzCWcSEaklqsMiIslTLRYRiaXqSAt3z5vZ/wCmAnXAT919YcKxRERqhuqwiEjyVItFRPZJVdMCwN1fAF5oxZ9Iy2FyyrE/5dhfGnKkIQMoR+qUoA4nLY3rUpkOL215QJlaSpnKoA3X4jQ+98rUMmnMBOnMpUwtU5JMVhg9VEREREREREQkTdI2poWIiIiIiIiICNDGmxZm9lMz22xmC5pN/zszW2JmC83sriRymNnJZjbTzOaY2dtmNqECOQab2XQzWxT/378eT+9pZi+a2bL4d48EMtwdr5N5ZvZrM+tergyHylH0+DfNzM2sd1I5KrmdHmK9VHQ7NbMOZvammc2Nc3wvnj7MzN4ws+Vm9ot40LEkcjxuZkvNbEH8uq4vZw45ci2ta2Z2fTzPMjO7vmj6b4vW/8NmVpdkJjPrZGaTi2rCD5PME0//FzNbY2Y7S5BlYvzaWm5mn7hympk1xK/95XEtGFr02Hfi6UvN7NLWZmltJjPrFdfTnWb2UKnytDLTxWY2y8zmx78vTDjPhPh9ZU78OvuTUuRpTaaix4+J190tpcpUi1SDy58pnq46XON1uAS5qqMeu3ub/QHOB8YDC4qmfQp4CWiI7/dNKMc04LL49uXA7yqQYwAwPr59FPAuMBq4C7g1nn4rcGcCGS4B2sXT7yxnhkPliO8PJhrYajXQO6F1UtHt9BA5KrqdAgZ0iW/XA28AZwJPAdfG0x8Gbkoox+XxYwY8Ue4c+mnVOjxsXQN6Aivj3z3i2z3ix7oWbQvPFLa/pDIBnYBPxfO0B14rvDYTfI7OjGvHzlbmqANWAMPj/9vcQj0umudrwMPx7WuBX8S3R8fzNwDD4r9TV4J11ZpMnYFzgRuBh0q4Tbcm0ynAwPj2WGBdwnk6se89fwCwuXA/qUxFj/8SeBq4pVTrrhZ/SlBfqr4Gl+h5Uh2u4TpcolxVUY/b9JEW7v4qsLXZ5JuAH7r73niezQnlcKBrfLsbsL4COTa4++z49g5gMXA0cCXwWDzbY8BVlc7g7tPcPR/PNpPoeuNlc4jnAuA+4H8RraOyOkSOim6nh8hR0e3UI4VvC+rjHwcuJCpcUOZt9FA53P2F+DEH3qTM26m0Skvq2qXAi+6+1d23AS8CEwHcfXs8TzuiN9tS1IMjzuTuu919epwtC8ym9dtfa5+jme6+oZUZACYAy919Zfx/ezLOdrCsvwQ+bWYWT3/S3fe6+3vA8vjvJZbJ3Xe5+++BxhLkKFWmd9y9UL8XAh3NrCHBPLuL3vM7ULr329ZsS5jZVcB7RM+RtI5qcJkzxVlUh2u7DpciV1XU4zbdtDiIUcB58SEo/2VmpyeU42bgbjNbA/wI+E4lFx4ffnMK0TfI/YoK3kagXwIZit0ATKlEhuY5zOxKos7n3Eot/0A5SHA7bZaj4tupmdWZ2RyiTu+LRF3aj4oK6lr2NZgqlsPd3yh6rB74S+C35c4hR6wlde1oYE3R/f22LTObSrT+d7CvaZZopjhXd+AK4OU05CmBliyjaZ64FnwM9CpjvtZkKpdSZfocMLvQFE8qj5mdYWYLgfnAjUU1PpFMZtYF+DbwvRLkENXgimYqAdXhymYqVR0uSa5qqMepu+RpCbQjOrzqTOB04CkzGx5/c1pJNwF/7+7PmNk1wKPARZVYcLwhPAPc7O7b44YWEH2VbGZlfy6aZyiafhuQBx4vd4bmOeLl/gPRqSoVdYB1ksh2eoAc36fC26m7B8DJ8U7Br4Hjy7m8luYws7HuXhiX5n8Dr7r7a0lkk4iZvQT0P8BDtxXfOdK65u6XmlkHonp0IVETLdFMcW14AnjQ3VcmnUfaFjMbQ3QKZsXf55qLG8FjzOwE4DEzm+Lupf5W9L/jDuA+d99ZvF8kB6cafPgaXIlM0rakqQ4XVEM9rsamxVrgV4XDu80sBHoDH1Q4x/VAYdDFp4FHKrHQ+BviZ4DH3f1X8eRNZjbA3TeYWeFcpkpnwMz+Cvgs8OlKNJGa5zCzE4nOxZsbv0AGAbPNbIK7b6xUjnhyxbfTg+RIZDsFcPePzGw6cBbQ3czaxV3YQcC6BHJMBBaY2e1AH+BvKpVBDszdD9pAM7OW1LV1wAVF9wcBv2u2jEYze5boEMbD7jBXINNPgGXufv/hslQoTymsIxpLqHgZzV/jhXnWxh8augFbWvhvK52pXFqVycwGETWCr3P3FUnnKXD3xRYNIjgWeDvBTGcAV1s08HV3IDSzRncv6SB+1UQ1uGVUhxPJVC5pq8MlyVXQlutxNZ4e8p9EgxxiZqOIzpP7MIEc64E/im9fCCwr9wIt+iT+KLDY3e8teug5og+nxL+frXQGM5tINI7EH7v77nIt/1A53H2+u/d196HuPpSocTC+zA2Lg62Tim6nh8hR0e3UzPrERzZgZh2Bi4nG15gOXB3PVtZt9BA5lpjZl4nOLf1zdw/LmUFarSV1bSpwiZn1sGjE9kuAqWbWJd55LHyr9hlgSZKZ4izfJ3pDv7kEWVqdp4TeAkZadJWg9kSDcT13iKxXA6/ETd3ngGstGoF8GDCSaLyZJDOVyxFniuvZZKIB/2akIM+w+LWFmQ0hOqJuVZKZ3P28ovf/+4EfqGHRKqrBFchUQqrDZc5UpjpcilzVUY+9RKOaJvFDdPjWBiBH9AH0S0Qf/v4vsIBoEJ0LE8pxLjCLaCTVN4BTK5DjXKLBVeYBc+Kfy4nOZ3qZ6APpS0DPBDIsJzqnqTDt4SSei2bzrKL8Vw852PNR0e30EDkqup0C44B34hwLgO/G04cTvQEuJzrioyGhHHmiMTYKz9F3y5lDP61ahwesa8BpwCNF890Qb1fLgb+Op/UjerMtrP9JlGYk7dZkGhS/RhcXbX9fTipPPP0uove0MP59RyuyXE501aIVwG3xtH8iamRDNDjY03GGN4HhRf/2tvjfLaUEo/mXKNMqogG4d8bPzegkMwH/COwq2nbmUIKrUrUiz18SDa42h+g97qo0rLeiv3EHunpIa9eDanCZM8XTVYdrvA6XIFdV1GOLZxYRERERERERSZVqPD1ERERERERERKqAmhYiIiIiIiIikkpqWoiIiIiIiIhIKqlpISIiIiIiIiKppKaFiIiIiIiIiKSSmhYiIiIiIiIikkpqWoiIiIiIiIhIKqlpITXBzJ4ws1+Y2ZtmttrMPhNPn25mF8e3v29mk5JNKiJSvQ5Ui81srJn9oWie8Wb2cpI5RUSq2SH2i18xsznxT6OZXZN0VhFQ00Jqx0nASnefAHwBuD2efjtwm5l9ATgFuDmhfCIiteBAtXgRMNzM6uJ57gW+lVA+EZFacMD9Yne/0N1PBv4deA54JrmIIvu0SzqASLmZWQegD/C9eNIioAeAu79qZgZ8A7jA3YNkUoqIVLeD1WJ3D81sITDGzEYCq919dlI5RUSq2aH2i+PHrwMuAz6n/WJJCx1pIbVgLLDM3Rvj++OBuQBmdiIwAMi6+4542mgzuzW+PcnMjkogs4hItTloLQZmAucAdwD/AKrFIiJlcqj94s8THXlxjbvnVIclLdS0kFpwEnCMmXUws85EneX7zGwA8DhwJbDTzCbG858OzIlvdys0M0REpFUOWIvjx2YC3wd+7e7r4mmqxSIipXew/eLPAl8D/rSooaE6LKmgpoXUgpOAXwFvAG8BPwbeiad9090XA//MvnEuTgcWxYUcMzvfzJ6seGoRkeryiVrs7jPix5YAe4E7i+ZXLRYRKb2D1eLHgEHAjHggzi/RrA6DarEkQ2NaSC04Cfiqu//PZtPPKtxw91eL7g8DbgO2A33jcS/OrkhSEZHqdbBaDPB14DvuvqtommqxiEjpHbAWu3uv5jOa2WSK6nA8n2qxVJyaFlILRgDLWjKjmdUDW9z9b8obSUSk5nyiFpvZCGAyMMPdHyuarlosIlIeLdovVh2WNDF3TzqDSKrFg3X+AJjk7tOSziMiUotUi0VEkqdaLElQ00JEREREREREUkkDcYqIiIiIiIhIKqlpISIiIiIiIiKppKaFiIiIiIiIiKSSmhYiIiIiIiIikkpqWoiIiIiIiIhIKqlpISIiIiIiIiKppKaFiIiIiIiIiKSSmhYiIiIiIiIikkr/H2hZ4HOb4OUpAAAAAElFTkSuQmCC\n", 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" ] @@ -823,12 +848,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -841,12 +866,20 @@ ], "source": [ "fig,ax = plt.subplots(1,1,figsize=(8.5,7))\n", - "h=ax.hist2d(acc[:,0], acc[:,1], bins=1000, cmap='autumn', norm=clr.LogNorm())\n", + "\n", + "h = ax.hist2d(acc[:,0],\n", + " acc[:,1],\n", + " bins=1000,\n", + " cmap='autumn',\n", + " norm = clr.LogNorm()\n", + " )\n", + "\n", "fig.colorbar(h[3], ax=ax)\n", "\n", "ax.set_xlabel('Y coordinate')\n", "ax.set_ylabel('Z coordinate')\n", "ax.set_title(\"Points distributions\")\n", + "\n", "plt.show()" ] }, @@ -882,7 +915,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -924,13 +957,14 @@ "source": [ "## Longitudinal energy loss\n", "\n", - "In order to have threshold production of a muon pair, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons:\n", + "In order to have threshold production of a muon pair along the entire length of the target, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons:\n", "$$\\sqrt {s} \\sim 2m_\\mu \\implies s \\sim 4m_\\mu^2 $$ \n", "\n", "So, we can compute $s$ taking into account the electron at rest:\n", - "$$ s = (p_{e^+}+p_{e^-})^2 = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-\\vec p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-\\vec p_{e_+}^2$$\n", - "Joining the two conditions:\n", - "$$2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", + "$$ s = (p_{e^+}+p_{e^-})^2 = E_{e_+}^2 + E_{e_-}^2+2E_{e_+}E_{e_-}-\\vec p_{e_+}^2 = E_{e_+}^2 + m_{e_-}^2+2E_{e_+}m_{e_-}-\\vec p_{e_+}^2=$$\n", + "$$=\\vec p_{e_+}^2+m_{e_-}^2+m_{e_-}^2+2E_{e_+}m_{e_-}-\\vec p_{e_+}^2$$\n", + "By joining the two conditions we obtain:\n", + "$$2E_{e_+}m_{e_-}+2m_{e_-}^2>4m_{\\mu}^2\\Rightarrow 2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", "And finally the condition on the energy of the positron:\n", "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}} \\sim \\frac{2m_\\mu^2}{m_{e_-}} $$\n", "\n", @@ -944,7 +978,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -981,33 +1015,37 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ - "#s depending on x-coordinate (z)\n", + "#s depending on x-coordinate (x)\n", "def s_bremss(x, E0):\n", " '''This function computes the s variable depending on the initial energy E_0 and the position z'''\n", - " return 2 * m_e**2 + 2* E0 * np.exp(-z/rad_length) * m_e\n", + " return 2 * m_e**2 + 2* E0 * np.exp(-x/rad_length) * m_e\n", "\n", - "#correspondent cross-section\n", + "#cross section depending on x-coordinate (x)\n", "def sigma_bremss(x, E0):\n", - " '''simgma_bremss computes the cross section directly from the initial energy and position of interaciton. \n", - " Basically a wrapper for the sigma function'''\n", - " return sigma(s_bremss(z, E0))\n" + " '''sigma_bremss computes the cross section directly from the initial energy and position of interaction'''\n", + " return sigma(s_bremss(x, E0))" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "#accept-reject: uniform distributions on points and energies \n", + "\n", "num_samples = 3*10**5\n", "E_0 = 48658.5 #MeV positron beam energy\n", - "pts = np.random.uniform( 0, x_max, num_samples) #uniform from 0 to x_max\n", - "check = np.random.uniform( sigma_bremss(x_max, E_0), sigma_bremss(0, E_0), num_samples)\n", + "\n", + "#uniform from 0 to x_max\n", + "pts = np.random.uniform(0, x_max, num_samples) \n", + "check = np.random.uniform(sigma_bremss(x_max, E_0), sigma_bremss(0, E_0), num_samples)\n", + "\n", + "#energies calculated on the points that respect fall within the range of acceptance imposed by the cross section\n", "energies_bremss = s_bremss(pts[check < sigma_bremss(pts,E_0)], E_0)\n", "\n", "#checking for threshold condition\n", @@ -1016,12 +1054,12 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 69, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1049,7 +1087,7 @@ "(19,)" ] }, - "execution_count": 190, + "execution_count": 69, "metadata": {}, "output_type": "execute_result" } @@ -1058,11 +1096,12 @@ "n_steps = 20\n", "cane = []\n", "steps = np.linspace(0,x_max,n_steps)\n", + " \n", "for i in range(len(steps)-1):\n", " cane.append((steps[i+1]+steps[i])/2)\n", - "#print(cane)\n", + "\n", "steps = cane #middle points for each slice\n", - "#print(steps)\n", + "\n", "num_points = 2*10**5\n", "pepo = []\n", "energies_bremss = []\n", @@ -1074,8 +1113,6 @@ "n_imenouno = 60*60*24*7*10**6\n", "part_per_fetta = []\n", "for i in range(n_steps-1):\n", - "# print(\"sez d'urto\", sigma_bremss(steps[i], E_0))\n", - "# print(steps[i])\n", " n_i = n_i*(1-(rho_elec * x_max/n_steps * sigma_bremss(steps[i], E_0) * 1e-24 * 38937))\n", " part_per_fetta.append((n_imenouno - n_i))\n", " #print(n_i, n_imenouno, n_imenouno - n_i)\n", @@ -1099,34 +1136,12 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 89, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -1143,7 +1158,8 @@ "pts_dbt = np.random.uniform( 0, x_max, 3*100000)\n", "check = np.random.uniform( func_pts_dbt(3), func_pts_dbt(0.16), 3*100000) \n", "accepted = pts_dbt[check < func_pts_dbt(pts_dbt)]\n", - "plt.hist(accepted) #Graph of point distribution (ok)\n", + "\n", + "sns.histplot(accepted) #Graph of point distribution (ok)\n", "plt.show()\n", "\n", "angles = np.random.uniform( 0, np.pi, len(accepted))\n", @@ -1156,8 +1172,8 @@ "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", "\n", - "\n", - "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T, columns = [\n", + "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", + " columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -1168,17 +1184,6 @@ " )\n", "\n", "\n", - "def theta_lab(theta_star, s):\n", - " betas = beta(s)\n", - " beta_star = np.sqrt(1-4*m_muon/s)\n", - " return np.arctan(np.sin(theta_star)*np.sqrt(1-betas**2)/(np.cos(theta_star)+betas/beta_star))\n", - "\n", - "pd_df[\"cane\"] = theta_lab(pd_df.angles, pd_df.energies)\n", - "pd_df[\"random\"]=np.random.randint(1,3, len(pd_df))\n", - "pd_df[\"cane\"] = pd_df[\"cane\"]*(-1)**pd_df[\"random\"]\n", - "\n", - "pd_df[\"cane\"].hist()\n", - "\n", "\n", "# x = np.linspace(0, np.pi, 30)\n", "# angle_distr = []\n", @@ -1220,55 +1225,61 @@ }, { "cell_type": "code", - "execution_count": 266, + "execution_count": 71, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1.0\n" - ] + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "print((-1)**np.random.randint(-1, 1))" + "def theta_lab(theta_star, s):\n", + " betas = beta(s)\n", + " beta_star = np.sqrt(1-4*m_muon/s)\n", + " return np.arctan(np.sin(theta_star)*np.sqrt(1-betas**2)/(np.cos(theta_star)+betas/beta_star))\n", + "\n", + "pd_df[r\"$\\theta_{lab}$\"] = theta_lab(pd_df.angles, pd_df.energies)\n", + "pd_df[\"random_number\"]=np.random.randint(1,3, len(pd_df))\n", + "pd_df[r\"$\\theta_{lab}$\"] = pd_df[r\"$\\theta_{lab}$\"]*(-1)**pd_df[\"random_number\"]\n", + "plt.hist(pd_df[r\"$\\theta_{lab}$\"])\n", + "plt.xlabel('x [cm]')\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 250, + "execution_count": 72, "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n" + ] } ], "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", - "plt.show()" + "print((-1)**np.random.randint(-1, 1))" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 73, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1281,10 +1292,12 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "\n", "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", - "plt.show()\n" + "\n", + "plt.show()" ] }, { @@ -1298,7 +1311,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1309,7 +1322,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -1319,7 +1332,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -1338,7 +1351,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -1370,12 +1383,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1388,10 +1401,29 @@ ], "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", - "plt.show()\n" + "\n", + "#px\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + " ax = ax[0],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True\n", + " )\n", + "\n", + "#py\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + " ax = ax[1],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True\n", + " )\n", + "\n", + "#pz\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + " ax = ax[2],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True\n", + " )\n", + "\n", + "plt.show()" ] }, { @@ -1426,34 +1458,6 @@ "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1472,7 +1476,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4, From c48b1faa1bf293b9caf15afb3f4aaeaf179b1145 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Sun, 21 Feb 2021 09:17:46 +0100 Subject: [PATCH 30/39] pulizia --- Project.ipynb | 492 +++++++++++++++++++++++++++++--------------------- 1 file changed, 288 insertions(+), 204 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 8398f83..038e566 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -31,8 +31,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Simulation of positron-induced Muon Source\n", - "\n", + "# Solution" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Compute the process leading-order cross section, $\\sigma(\\theta; \\sqrt{s})$, as a function of the scattering angle $\\theta$ and with the center of mass energy $\\sqrt{s}$ as a parameter. Start by computing it in the center of mass system. N.B.: textbooks reports such cross section in the relativistic limit, i.e. for $\\sqrt{s}\\gg m_\\mu$, which is clearly not the case here ($\\sqrt{s}\\sim 2m_\\mu$);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "The main goal of this project is the simulation of a muon source induced by an electron-positron pair annihilation.\n", "\n", "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", @@ -74,7 +86,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Computing and displaying the angle and momentum components distributions of the emerging muon pairs;" + "## Angle and momentum components distributions of the emerging muon pairs;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. compute and display the angle and momentum components distributions of the emerging muon pairs;" ] }, { @@ -86,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -98,25 +117,16 @@ "import matplotlib.colors as clr\n", "from scipy.interpolate import UnivariateSpline\n", "from scipy.interpolate import InterpolatedUnivariateSpline\n", - "from scipy.interpolate import interp1d\n", - "\n" + "from scipy.interpolate import interp1d" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 37, "metadata": { "scrolled": true }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { "image/png": 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\n", @@ -162,7 +172,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Computing the cumulative function $g(\\theta^*$)\n", + "## Computing the cumulative function $g(\\theta^*)$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "In order to write the actual components of the momentum of the emitted muons, we need to generate some random numbers distributed accordingly to the angle distribution just shown.\n", "\n", "In order to achieve such a result, we need to calculate the cumulative density funcion (CDF) of the angle distribution $CDF(f(\\theta^*, \\phi^*)) := g(\\theta^*)$. \n", @@ -182,7 +198,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "metadata": { "scrolled": false }, @@ -206,10 +222,12 @@ " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", "#plotting g(x)\n", + "\n", + "plt.plot(x,g(s,x))\n", "plt.title(\"Cumulative function for the angular distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Cumulative function, $g(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", - "plt.plot(x,g(s,x))\n", + "\n", "plt.show()" ] }, @@ -217,7 +235,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Boosting muons four-momenta in the laboratory frame\n", + "## Boosting muons four-momenta in the laboratory frame" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. boost muons four-momenta in the laboratory frame, i.e. in the frame where the electron is at rest and the positron has enough energy to give rise to the process;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "We can now observe that the norm of the momentum of the outgoing muon can be written as follows:\n", "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", "The momentum components' distributions can be simply derived knowing the center of mass energy - $\\sqrt s$ - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", @@ -247,14 +278,14 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -367,16 +398,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It can be noticed how different interpolating function lead to different distribution. \n", - "\n", - "In particular the 'Interpolate Spline' method is not able to fit the extremes providing a wrong angular distribution.\n", + "It can be noticed how different interpolating function lead to different distribution: in particular the 'Interpolate Spline' method is not able to fit the extremes providing a wrong angular distribution.\n", "\n", - "From now on, we will use interp1d as fitting method." + "From now on, we will use **interp1d** as fitting method." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "4. write a Monte Carlo simulation that generates scattering events following the distributions that you found analytically; " ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -441,9 +477,16 @@ " return np.asarray(muon_1 + muon_2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "5. produce a synthetic dataset of about $N=10^5$ (or more) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);" + ] + }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 69, "metadata": { "scrolled": true }, @@ -466,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 70, "metadata": {}, "outputs": [ { @@ -501,48 +544,48 @@ " \n", " \n", " 0\n", - " 20080.896880\n", - " -23.767314\n", - " 9.594841\n", - " 27276.810760\n", - " 23.767314\n", - " -9.594841\n", + " 29930.644194\n", + " -1.989907\n", + " -9.428147\n", + " 17427.063446\n", + " 1.989907\n", + " 9.428147\n", " \n", " \n", " 1\n", - " 23174.277580\n", - " 1.138153\n", - " 30.487998\n", - " 24183.430061\n", - " -1.138153\n", - " -30.487998\n", + " 19130.579356\n", + " 18.012049\n", + " 12.862710\n", + " 28227.128285\n", + " -18.012049\n", + " -12.862710\n", " \n", " \n", " 2\n", - " 17160.537742\n", - " 4.348954\n", - " 0.697771\n", - " 30197.169898\n", - " -4.348954\n", - " -0.697771\n", + " 27873.084913\n", + " 18.011855\n", + " 15.239810\n", + " 19484.622728\n", + " -18.011855\n", + " -15.239810\n", " \n", " \n", " 3\n", - " 27307.043889\n", - " 18.020244\n", - " -18.097027\n", - " 20050.663752\n", - " -18.020244\n", - " 18.097027\n", + " 23599.912735\n", + " -30.537316\n", + " 1.909323\n", + " 23757.794906\n", + " 30.537316\n", + " -1.909323\n", " \n", " \n", " 4\n", - " 19715.574635\n", - " 9.081362\n", - " 22.690624\n", - " 27642.133005\n", - " -9.081362\n", - " -22.690624\n", + " 29704.784134\n", + " -0.504606\n", + " -12.346573\n", + " 17652.923507\n", + " 0.504606\n", + " 12.346573\n", " \n", " \n", " ...\n", @@ -555,48 +598,48 @@ " \n", " \n", " 999995\n", - " 26889.388786\n", - " 7.757974\n", - " -25.567231\n", - " 20468.318854\n", - " -7.757974\n", - " 25.567231\n", + " 23991.850435\n", + " -20.236503\n", + " 22.905840\n", + " 23365.857206\n", + " 20.236503\n", + " -22.905840\n", " \n", " \n", " 999996\n", - " 28326.556249\n", - " -19.072133\n", - " -10.315302\n", - " 19031.151392\n", - " 19.072133\n", - " 10.315302\n", + " 26264.450014\n", + " 26.704234\n", + " 8.883781\n", + " 21093.257626\n", + " -26.704234\n", + " -8.883781\n", " \n", " \n", " 999997\n", - " 26659.741290\n", - " -4.343173\n", - " 26.938633\n", - " 20697.966350\n", - " 4.343173\n", - " -26.938633\n", + " 23250.906400\n", + " 27.209402\n", + " -13.856549\n", + " 24106.801240\n", + " -27.209402\n", + " 13.856549\n", " \n", " \n", " 999998\n", - " 28178.894705\n", - " 21.712591\n", - " -5.278723\n", - " 19178.812936\n", - " -21.712591\n", - " 5.278723\n", + " 25270.538627\n", + " 22.553671\n", + " -19.312356\n", + " 22087.169014\n", + " -22.553671\n", + " 19.312356\n", " \n", " \n", " 999999\n", - " 20952.770382\n", - " -23.729827\n", - " 14.588672\n", - " 26404.937258\n", - " 23.729827\n", - " -14.588672\n", + " 21689.021193\n", + " -28.955319\n", + " -3.528734\n", + " 25668.686447\n", + " 28.955319\n", + " 3.528734\n", " \n", " \n", "\n", @@ -605,35 +648,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 20080.896880 -23.767314 9.594841 27276.810760 23.767314 \n", - "1 23174.277580 1.138153 30.487998 24183.430061 -1.138153 \n", - "2 17160.537742 4.348954 0.697771 30197.169898 -4.348954 \n", - "3 27307.043889 18.020244 -18.097027 20050.663752 -18.020244 \n", - "4 19715.574635 9.081362 22.690624 27642.133005 -9.081362 \n", + "0 29930.644194 -1.989907 -9.428147 17427.063446 1.989907 \n", + "1 19130.579356 18.012049 12.862710 28227.128285 -18.012049 \n", + "2 27873.084913 18.011855 15.239810 19484.622728 -18.011855 \n", + "3 23599.912735 -30.537316 1.909323 23757.794906 30.537316 \n", + "4 29704.784134 -0.504606 -12.346573 17652.923507 0.504606 \n", "... ... ... ... ... ... \n", - "999995 26889.388786 7.757974 -25.567231 20468.318854 -7.757974 \n", - "999996 28326.556249 -19.072133 -10.315302 19031.151392 19.072133 \n", - "999997 26659.741290 -4.343173 26.938633 20697.966350 4.343173 \n", - "999998 28178.894705 21.712591 -5.278723 19178.812936 -21.712591 \n", - "999999 20952.770382 -23.729827 14.588672 26404.937258 23.729827 \n", + "999995 23991.850435 -20.236503 22.905840 23365.857206 20.236503 \n", + "999996 26264.450014 26.704234 8.883781 21093.257626 -26.704234 \n", + "999997 23250.906400 27.209402 -13.856549 24106.801240 -27.209402 \n", + "999998 25270.538627 22.553671 -19.312356 22087.169014 -22.553671 \n", + "999999 21689.021193 -28.955319 -3.528734 25668.686447 28.955319 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -9.594841 \n", - "1 -30.487998 \n", - "2 -0.697771 \n", - "3 18.097027 \n", - "4 -22.690624 \n", + "0 9.428147 \n", + "1 -12.862710 \n", + "2 -15.239810 \n", + "3 -1.909323 \n", + "4 12.346573 \n", "... ... \n", - "999995 25.567231 \n", - "999996 10.315302 \n", - "999997 -26.938633 \n", - "999998 5.278723 \n", - "999999 -14.588672 \n", + "999995 -22.905840 \n", + "999996 -8.883781 \n", + "999997 13.856549 \n", + "999998 19.312356 \n", + "999999 3.528734 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 7, + "execution_count": 70, "metadata": {}, "output_type": "execute_result" } @@ -644,12 +687,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 71, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -696,6 +739,85 @@ "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. On the other hand, the $p_x$ distribution displays a negative concavity and peaks at the interval extremes." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Berillium target statistics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "6. assume a $3$ cm thick Beryllium block is used as target and a rate of positron on target of $10^6$ Hz. Compute the rescaling factor (weight) you need to apply to the $N$ simulated events such that they represent the statistics that would be gathered in a week of countinuous operations;" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced per positron bunch on target $n(\\mu^+ \\mu^-)$:\n", + "\n", + "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l\\, \\sigma(\\mu^+ \\mu^-)$$\n", + "\n", + "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, $l$ is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", + "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", + "\n", + "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l\\, \\sigma(\\mu^+ \\mu^-)$$\n", + "\n", + "It is possible to express $\\rho^-$ as:\n", + "\n", + "$$\\rho^-=N_A \\frac{\\rho_{Be}Z}{M_t}$$\n", + "\n", + "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", + "\n", + "Then the rescaling factor is given by $W=f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "freq = 10**6 #[Hz] frequency of positrons on target\n", + "rhoBe = 1.848 #[g/cm^3] Beryllium density\n", + "N_a = 6.022*10**23 #Avogadro's number\n", + "Z = 4 #Beryllium charge\n", + "M = 9.012 #[amu] Be mass\n", + "l = 3 #[cm] Beryllium target thickness\n", + "rho_elec = N_a * (rhoBe*Z) / (M) #Be Electron density\n", + "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *38937 #[Hz] muon pair production frequency\n", + "deltaT = 60 * 60 * 24 * 7 #Seconds in a week\n", + "fweek = fmu * deltaT #RESCALING FACTOR (number of mu in a week)\n", + "\n", + "weights = np.full(int((N)), fweek/N) #array of rescaling factors\n", + "df_monochromatic['weights']=weights \n", + "\n", + "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", + " weights= df_monochromatic['weights'], \n", + " bins = int(np.sqrt(N)), \n", + " kde=True\n", + " \n", + " )\n", + "plt.suptitle('One week activity histogram')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -707,8 +829,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - " \n", - "7. Repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n" + "7. Repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV; \n" ] }, { @@ -722,7 +843,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -762,14 +883,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 64, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -825,7 +946,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Real beam 2: Spatial Distribution" + "## Real beam spatial distribution" ] }, { @@ -837,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -848,12 +969,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 68, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -887,76 +1008,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Berillium target statistics" + "## Longitudinal energy loss" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced per positron bunch on target $n(\\mu^+ \\mu^-)$:\n", - "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", - "where $n^+$ is the number of positrons in the bunch, $\\rho^-$ is the electron density in the medium, $l$ is the target thickness and $\\sigma(\\mu^+ \\mu^-)$ is the muon pairs production cross-section.\n", - "Then, expressing it as a function of the impinging positrons rate $f^+$ it holds:\n", - "$$f(\\mu^+ \\mu^-)=f^+ \\rho^- l \\sigma(\\mu^+ \\mu^-)$$\n", - "\n", - "It is possible to express $\\rho^-$ as:\n", - "$$\\rho^-=N_A \\frac{\\rho_{Be}Z}{M_t}$$\n", - "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", - "\n", - "Then the rescaling factor is given by $W=f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "freq = 10**6 #[Hz] frequency of positrons on target\n", - "rhoBe = 1.848 #[g/cm^3] Beryllium density\n", - "N_a = 6.022*10**23 #Avogadro's number\n", - "Z = 4 #Beryllium charge\n", - "M = 9.012 #[amu] Be mass\n", - "l = 3 #[cm] Beryllium target thickness\n", - "rho_elec = N_a * (rhoBe*Z) / (M) #Be Electron density\n", - "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *38937 #[Hz] muon pair production frequency\n", - "deltaT = 60 * 60 * 24 * 7 #Seconds in a week\n", - "fweek = fmu * deltaT #RESCALING FACTOR (number of mu in a week)\n", - "\n", - "weights = np.full(int((N)), fweek/N) #array of rescaling factors\n", - "df_monochromatic['weights']=weights \n", - "\n", - "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", - " weights= df_monochromatic['weights'], \n", - " bins = int(np.sqrt(N)), \n", - " kde=True\n", - " \n", - " )\n", - "plt.suptitle('One week activity histogram')\n", - "plt.show()" + "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target; " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Longitudinal energy loss\n", - "\n", "In order to have threshold production of a muon pair along the entire length of the target, $\\sqrt {s}$ should be slightly grater than the sum of the mass of two muons:\n", "$$\\sqrt {s} \\sim 2m_\\mu \\implies s \\sim 4m_\\mu^2 $$ \n", "\n", @@ -966,7 +1031,7 @@ "By joining the two conditions we obtain:\n", "$$2E_{e_+}m_{e_-}+2m_{e_-}^2>4m_{\\mu}^2\\Rightarrow 2E_{e_+}m_{e_-}>4m_{\\mu}^2-2m_{e_-}^2$$\n", "And finally the condition on the energy of the positron:\n", - "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}} \\sim \\frac{2m_\\mu^2}{m_{e_-}} $$\n", + "$$E_{e_+}>\\frac{4m_{\\mu}^2-2m_{e_-}^2}{2m_{e_{-}}} \\sim 43.7\\,\\mathrm{GeV} $$\n", "\n", "The energy trend along the target:\n", "$$E_{e_{+}}=E_0e^{-\\frac{x}{\\chi_0}}$$\n", @@ -978,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -994,28 +1059,40 @@ "x_max = 3 #cm target thickness\n", "\n", "E_0_thres = ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(x_max/rad_length)\n", - "print ( f\"Threshold energy: {E_0_thres} MeV\")\n", - "\n", - "#print \"{:10.4f}\".format(x)" + "print ( f\"Threshold energy: {E_0_thres} MeV\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Last Point" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "9. (optional) take the former point into account when generating the events (i.e. the process $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Monochromatic analysis\n", + "### Monochromatic analysis\n", "\n", "We now take into account the energy loss along the target lenght. \n", "This leads to a variable pair-production probability depending on the cross-section along the target.\n", - "We then generate the x-coordinates spread and retrieve the $\\theta^*$ distribution, both through an accept-reject method. \n", + "We then generate the x-coordinates spread and retrieve the $\\theta^*$ distribution, **both through an accept-reject method**. \n", "\n", "We have observed that with an $s = 220^2 \\, MeV$ the energy is not sufficient to reach a non-zero cross section through all the target. \n", - "We then choose a new value of $s = 225^2 \\, MeV$, corresponding to a positron energy $E_0 = 48658.5 \\,MeV$" + "We then choose a new value for the invariant mass $s = 225^2 \\, MeV$, corresponding to a positron energy $E_0 = 48658.5 \\,MeV$" ] }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1032,7 +1109,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -1054,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -1087,7 +1164,7 @@ "(19,)" ] }, - "execution_count": 69, + "execution_count": 77, "metadata": {}, "output_type": "execute_result" } @@ -1136,12 +1213,12 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 78, "metadata": {}, "outputs": [ { "data": { - "image/png": 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ar/sDwMaI2JcCxEZgXtV3aGZmo5a3BvcFwKSI+LSkfw/8Xtr1U+Db1V5E0gzgYuCxdL49adevyF5TQRZIdpYcNpDKhiovv8ZiYDFAd3d3tU0zM7Mq5D1ZfJlsvW0i4gcR8cmI+CTZVOVfruYCks4Evg98IiJeKt0XEcHx8RujEhGrIqInInq6urpqcUozM0vychaTImJbeWFEbEtPC8OSNJYsUHw7In6Qil+QNDki9qTXTIO5kF3A9JLDp6WyXcDlZeUP513bzIrnrrWdIy9YjB9m35uGOzD1broTeCYilpfs6iVbH+OL6fc9JeVLJa0jS3AfTAHlfuC/Szon1bsKuCWn3WZWB56MsHPkBYvNkv5jRHy9tFDSnwBbco69DLge2CbpyVT2WbIgsV7STcDzwHVp3waybrP9ZF1nb4RsNT5Jnwc2pXq3eYU+s+bh3lGdIS9YfAK4W9Ifczw49ACnAR8e7sCI+AnZAL5KrqxQP4AlQ5xrNbA6p61mZlaQYYNFRLwA/K6k3wfemYr/PiIeLLxlZtZynMNoX9XODfUQ8FDBbTGzFufpQdpXtSO4zcyq4ulB2pODhZkVqjR4eM2M1uVgYWZ14zUzWpeDhZnVlbvatqaTXYPbzMw6iIOFmZnlcrAwM7NcDhZmZpbLCW4zayiP+m4NDhZm1lCeubY1OFiYWcPlDdzzk0bjOViYWVPxk0ZzcrAws6bjgXvNx72hzMwsV2HBQtJqSXslPV1S9jlJuyQ9mX6uLtl3i6R+Sc9K+kBJ+bxU1i/p5qLaa2at4fDhw2zatOkNP4cPH250s9peka+hvgl8FVhbVn57RHyptEDSbGABcCEwBfiRpLen3SuA9wMDwCZJvRFx4rSVZtYRtm7dytIV9zBuykzAOY16KSxYRMQjkmZUWX0+sC4iDgE7JPUDc9O+/oj4JYCkdamug4VZhyjvHdXX18e482Y6p1FnjUhwL5V0A7AZ+FRE7AemAo+W1BlIZQA7y8ovqXRSSYuBxQDd3d21brOZNUh576jdT/0j4992MRMa3K5OU+8E90rgbcAcYA/wN7U6cUSsioieiOjp6uqq1WnNrAkM9o6aMGM2b544pdHN6Uh1fbKIiBcGtyV9Hbg3fdwFTC+pOi2VMUy5mZkH8dVJXYOFpMkRsSd9/DAw2FOqF/iOpOVkCe5ZwOOAgFmSZpIFiQXAH9WzzWbW3DyIrz4KCxaSvgtcDkyUNADcClwuaQ4QwHPAnwJExHZJ68kS10eAJRFxNJ1nKXA/cCqwOiK2F9VmM2tNHsRXvCJ7Q320QvGdw9RfBiyrUL4B2FDDppmZ2Qh5BLeZmeVysDAzs1wOFmZmlsuzzppZW6nUlRbcnXa0HCzMrK2Ud6UFd6etBQcLM2s77kpbew4WZtb2PMp79BwszKzteZT36DlYmFlH8Kup0XHXWTMzy+VgYWZmuRwszMwsl3MWZtbxDh8+zNatW99Q5t5Sb+RgYWYdp9K63ise/DlnTz0fcG+pShwszKzjDLmut3tLDamwnIWk1ZL2Snq6pOxcSRsl/SL9PieVS9LfSuqX9JSkd5UcszDV/4WkhUW118w6i9f1HpkiE9zfBOaVld0MPBARs4AH0meAD5ItpToLWAyshCy4kK2wdwkwF7h1MMCYmVn9FBYsIuIRYF9Z8XxgTdpeA1xTUr42Mo8C4yVNBj4AbIyIfRGxH9jIiQHIzMwKVu+cxaSI2JO2fwVMSttTgZ0l9QZS2VDlZmaF8VxSJ2pYgjsiQlLU6nySFpO9wqK7u7tWpzWzDuS5pE5U70F5L6TXS6Tfe1P5LmB6Sb1pqWyo8hNExKqI6ImInq6urpo33Mw6S2kCfNyUmY1uTsPVO1j0AoM9mhYC95SU35B6RV0KHEyvq+4HrpJ0TkpsX5XKzMysjgp7DSXpu8DlwERJA2S9mr4IrJd0E/A8cF2qvgG4GugHXgVuBIiIfZI+D2xK9W6LiPKkuZlZobxUa4HBIiI+OsSuKyvUDWDJEOdZDayuYdPMzEak0lKtB3b2s/R9fcyefXwgXzsHD4/gNjOrQvl6GAd372D5fds6JgnuYGFmdpI6aUElT1FuZma5HCzMzCyXg4WZmeVyzsLMrAbafYoQBwszsxpo9ylCHCzMzGqknXtHOWdhZma5HCzMzCyXg4WZmeVyzsLMrADt1jvKwcLMrADt1jvKwcLMrCDt1DvKOQszM8vlJwszszpo9RxGQ4KFpOeAl4GjwJGI6JF0LvA9YAbwHHBdROyXJOAOspX0XgUWRcQTjWi3mdnJavUcRiNfQ/1+RMyJiJ70+WbggYiYBTyQPgN8EJiVfhYDK+veUjOzGhjMYUyYMZtxU2Y2ujkj0kw5i/nAmrS9BrimpHxtZB4Fxkua3IgGmpl1qkblLAL4v5IC+F8RsQqYFBF70v5fAZPS9lRgZ8mxA6lsT0kZkhaTPXnQ3d1dYNPNzEav1XIYjQoWvxcRuyS9Bdgo6WelOyMiUiCpWgo4qwB6enpGdKyZWb21Wg6jIcEiInal33sl3Q3MBV6QNDki9qTXTHtT9V3A9JLDp6UyM7OW1krjMOqes5D0ZklnDW4DVwFPA73AwlRtIXBP2u4FblDmUuBgyesqMzOrg0Y8WUwC7s56xDIG+E5E/IOkTcB6STcBzwPXpfobyLrN9pN1nb2x/k02M+tsdQ8WEfFL4KIK5S8CV1YoD2BJHZpmZmZD8AhuM7MmUKl3FDRPDykHCzOzJlDeOwqaq4eUg4WZWZNo5t5RzTSC28zMmpSDhZmZ5fJrKDOzJtVMU4I4WJiZNalmmhLEwcLMrIk1S9LbOQszM8vlYGFmZrn8GsrMrEU0MuHtYGFm1iIamfB2sDAzayGNSng7Z2FmZrkcLMzMLJdfQ5mZtah6JrxbJlhImgfcAZwKfCMivtjgJpmZNVQ9E94tESwknQqsAN4PDACbJPVGxIkrhZiZdZB6JbxbIlgAc4H+tCQrktYB84FCgsVLu3cc2/6X3+xmzGuv8eKb/9VJfa7FOXwNX8PXaK5rNGu7s79dv0MRWiVYTAV2lnweAC4prSBpMbA4fXxF0rOjuN5E4DejOL5ZtMt9gO+lWflemszcNcvg5O/lrUPtaJVgkSsiVgGranEuSZsjoqcW52qkdrkP8L00K99LcyriXlql6+wuYHrJ52mpzMzM6qBVgsUmYJakmZJOAxYAvQ1uk5lZx2iJ11ARcUTSUuB+sq6zqyNie4GXrMnrrCbQLvcBvpdm5XtpTjW/F0VErc9pZmZtplVeQ5mZWQM5WJiZWa6ODRaS5kl6VlK/pJsr7D9d0vfS/sckzah/K6tTxb0skvRrSU+mnz9pRDurIWm1pL2Snh5ivyT9bbrXpyS9q95trEYV93G5pIMl38lf1buN1ZI0XdJDkvokbZf08Qp1WuV7qeZemv67kXSGpMclbU338d8q1Knt37CI6LgfsiT5PwPnA6cBW4HZZXX+HPha2l4AfK/R7R7FvSwCvtrotlZ5P/8GeBfw9BD7rwbuAwRcCjzW6Daf5H1cDtzb6HZWeS+TgXel7bOAn1f4b6xVvpdq7qXpv5v0v/OZaXss8BhwaVmdmv4N69Qni2PTh0TEYWBw+pBS84E1afsu4EpJqmMbq1XNvbSMiHgE2DdMlfnA2sg8CoyXNLk+rateFffRMiJiT0Q8kbZfBp4hm1WhVKt8L9XcS9NL/zu/kj6OTT/lvZVq+jesU4NFpelDyv+DOVYnIo4AB4EJdWndyFRzLwD/Ib0euEvS9Ar7W0W199sK3pteI9wn6cJGN6Ya6VXGxWT/ki3Vct/LMPcCLfDdSDpV0pPAXmBjRAz5ndTib1inBotO80NgRkT8DrCR4//asMZ5AnhrRFwEfAX4Pw1uTy5JZwLfBz4RES81uj2jkXMvLfHdRMTRiJhDNqPFXEnvLPJ6nRosqpk+5FgdSWOAs4EX69K6kcm9l4h4MSIOpY/fAN5dp7YVoS2mfomIlwZfI0TEBmCspIkNbtaQJI0l++P67Yj4QYUqLfO95N1Lq303EXEAeAiYV7arpn/DOjVYVDN9SC+wMG1fCzwYKVPUZHLvpezd8YfI3tO2ql7ghtT75lLgYETsaXSjRkrSeYPvjyXNJfv/YjP+Y4TUzjuBZyJi+RDVWuJ7qeZeWuG7kdQlaXzafhPZWj8/K6tW079hLTHdR63FENOHSLoN2BwRvWT/QX1LUj9ZonJB41o8tCrv5WOSPgQcIbuXRQ1rcA5J3yXrjTJR0gBwK1nyjoj4GrCBrOdNP/AqcGNjWjq8Ku7jWuDPJB0B/h+woEn/MQJwGXA9sC29Iwf4LNANrfW9UN29tMJ3MxlYo2xhuFOA9RFxb5F/wzzdh5mZ5erU11BmZjYCDhZmZpbLwcLMzHI5WJiZWS4HCzMzy+VgYWZmuRwszMws1/8HRPGImzaIffUAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1225,12 +1302,12 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 79, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1257,7 +1334,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 80, "metadata": {}, "outputs": [ { @@ -1274,12 +1351,12 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 81, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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RxyHPjO7DOcfGOF1aEzHcxqPYJkNZTrexOVJmfaP+q2HeE/F87wRBRCcTN2vC5XO0Poo4QxRiefZYx8nK+UaG9UiyOuYEopxj844Ww3ExM+qb3SOSDNfCXeIJ1yAjeSg0GhmClQW0qqpQAtY8/Xk+nw+/eMlvZRRCxLQYt1paNFUkoixr16cyFo4gCCISQggoigJFUWKukpFs7FSA4u13sstwJoLZM0wnYz9BEOkjkjyIVT5n04LWKDTCLtnPJDnqvZNBJoS7TAdoFDMEqwvwSAttLSY2VuNCoi9T+A5esK8WLZnh14ULV7PdI7O2E3meVMQNEwQxc+Cc4+cv7cddWw5Yksk+nw93J9GYaqdc0rdtNO9YWYSH58GIZXdK8xoQQsDr9UJRlKh91vqkGfVDPjPZZbRq4DZyL9bnq7A0Hkn8vmhOIgg/6faQCvYjFlkSRZ+O5klgtpufDrT5QZOBfg8w4xxIkZ7LH04x6TWiD6/Qj5nR3CSEiNh2pDHOlN/PdIQMERmEVeum2UJbf712Du3GJAejcbRj94wgiOmHJEm6XZnoaLI8E5TJmPoQ9ozhxgluoCiqqhpTRVIjBd3n800x5JspjtFcms3mYUn3ncTriptMjz1KhEkQ2Uk26ufJ6KvR2iVVXgVW72PlOe3ysJipkCFimqCPJ9Urjla8I6JZ+uzeVYnV4yEZ97OqWOstt+EKpJlSGX7c6Fn0wo52rQiCmK6kStEMNyAk0wU6mcQyHtm0UCGIbCOaLmjH+xeun28yMIqahWFrn8WTT8HICBwL0by2w9s0WqxzVYXim+qJFk74tVp4o8fjgaIotnonWFoz6TwsNEiPjx8yRGQIqo27G9kYx2TXS51Iu0Y7YpIkGbYZbcwplwVBEBrxyCXNJTUVhuJM2XmPRQEVnONek6RlsaC5/9rtmWLoXRdnQjoi82CMPcoY62aMHdAd+3fGWDtjbF/gv2t1n/2YMXaEMdbCGLsqPb2e2YQvvpOdQFZVVQgYu4NxzrHZQjnmSKFs8cptszYjGXD1cxHnApxz3LOlMa78D4Jz3P9qS/Bazjl+8dJ+bHwlVBZGm/tCwjMijEd4O9H0d/98kBlz4nQg+1aoBJGhxGo9z0YDEUEQ8ZNtO9ypdEG1Y2zCk5al6r7JvF82JaQjIvIYgKsNjt8jhFgd+O9lAGCMrQBwA4CVgWseYIxF/zETScfc0yrydcmQK3a8+6mUd2Y6rpU+hP/cJUkyHI9MnlMzuW+ZBM1wNmBlhyrTdvwjWVWttJfo9XaR6P1juZ4nYfcqnv6me4wJYiYSr3trvDJC79Ibfu/gLlSS5bDRrlY05Urrp1Euh0ihaP7d/4PB6k/xELIDxs13wHjIeZO17fW7Zl6vF16v1/J9rXhMqKoKriqmZfrMdu20ZJwej4fmhyxFCPEWgH6Lp18P4I9CCI8Q4jiAIwDOs61zhGVEIJxCjVIFycjr1Uhu60OqU+F5ZtXTwu4+WK2OZyS/NPmtqv78QJssPE+4N4vm6RbetlVZbgXyfLYGGSIykEwqZ5ZsUmkhTIc1MtW7V2RxJaJBLsH2YsU9VK/YWHFvTWf/wgnf1Uq0xHI07GxbY4rBJoZEopbbNEHxehG+3gi6NJvI8kwrs00klZsYYw0BOT0rcGwugJO6c04FjhEZQKKJ5c1IlT6n738s94y2NonFgy7aGKpcYNSj4nD3GJo6RtAz6sPQhIJxb2whI1aw2u94vh/yfI6OI90dmEloP2Ir+QM2bW2C7MpJyv2sutVqypAsJ9cDMGRXjHNs3tGCO69dFfU++peemaRVjzSmmvJ2xzUr43qmVIxHIggh4PP5cNeWA7jjmjOT0iYxLXkMwH0Afht2/B4hxC/0B8JcgmsA7GCMLRNC0JaqDWjyizGWUQbFaHNVMgyuQohgSctkt62/h5U5NxuYDs9ATOFBAP8Jv5L2nwDuAvCtWBpgjH0HwHcAYP78+cnu34xHb2AUgoNF2b9NxLNBcI5fvNiA269ZGVPfNB3VSGeNpm8KznHXy/txx7WrDD/XPAe0czdva4bsdBr3h3Pcu70ZjsDaZULhGPeqUBnHe8f60TYwAUXl2NrUjUPd43huXwf2d4xhzKfiJ39pxp62Abx+fBfa+sfhUfxj+Kf9oU5ET+3vh1Ni2Nu1Fyuqi7Bidr6hcSIWeJTn0p9395ZG3HT5Ur/3mm7cAUwZd/JEswYZIlKI5qZzZwQho/1ww5Uxox+6lftt3NZsWBotnvaShVVFUxuv2688w7SfemODEalW3lJZa1h7djMjDUEAfpdgxthCi6cHXYIBHGeMaS7B79nUvRlHiGIbCNW4ZUM9Nm5tws0b6i1fPzyhYNCt4EjPGEpzZUODbazKkOYdIbjAxm3NpnJVfz4Q3zyieVbon5mrKoDQtuKVp0IIeH0Kfr6lCT+6ztxQa+Sem2607yHaoofIboQQXdrfjLFfAngx8M92APN0p9YGjhm18TCAhwFg7dq1mWHJJKYQrdy7pquyQKlnv/dT8r7OSEbZSDq5Uf+M6B31YOfhXnxwyo1e9yieangbg25f8PPnDvQF/95+ZAgA8NqRQX+bDOgcUcA5x9I5uXAIjlwZyM+R8fk1tchxOfHi3lOY8Ck4e14pdjT3QAjg6T0dmFD8XmLvnxzFhXVlWDu/CB4leiWU8HGwui6hnD3JhwwRKSbVC2N//frJlzLbXPmtjFc27BQZjbteIMZrTAj/fgkiBm5ijH0dwC4AdwghBuB3/31fdw65BNsMi6LgaXgVjuMDHhwf8OL5je+hZ9S/S/Xkxz0AgFwHQ3WRC2cd7MGG5bNNcrHH3i87SeY9xrwqth3sxsenhvFyUz96Rn1QA+L2iX1vYkllPmRwLKnIR2UB5f0j0g9jrFoI0RH45+cBaOFzzwN4nDF2N/yeaUsBfJiGLk57wr0K9KiqCq+P4+nd7figdQh72wbhkCXMLnRiUYkTJfmTldSi6WHaxtHNly8NOS4CXsK36A2ynGPz1iZAl2w3Uj+tPud/vdiENYsq8UHbCFqeOYiRCRXdIx44ZYaOsQOoKclBTXEO5pfnY25pLqqKc+Hz+fDA60dw21Urgm0pXPhDJjpH8ZPnGrG7bRDHe8cBAA4JqChw4srllWjtGUaekyHX6cCNFyzEn3e1AYLjxvPn4endp/HNixbhjx+cQI5Dwq1X1GPTtoO46fJluG9HCxRFhSTL2FBfDofDgQOtPVBVJ762rhpj4xO4/eoVULjAgZMD2PzGCcgOGU/tOY3ffcjBAOw9PY4LFpbi/LpZWDO/JGjY1aop6Z8nmZh5+hHmkCEiA0hGQkXORXAfycg1TH8PTRiahW5Y2eVKlcurnR4GWgIwvSEgGeEYRpOSNgndFvDu0JKW3bO1CbdftSLEtQ6Y6uIVfszonnaEkRDTFnIJthkriqPevdMMhQs0tQ/jys070TXiRa6DYf2yCvQOjaIg14XrVteiZ3gCT+8+ifZhL255cj/ml+XhexcvxDUrK8EEN1WyI8lWK7I3EcN2JBfm8HYnlTv/516Fo7l9BPs7x9E9puDFg++jY9iD3+3qglNmmJXnwLJyFwpyHJBlGctrStHUMYJdbYPY3zmOqiInLlg8gAuWzI6r37HOSVbnsUgJNuO9N5EZMMaeAHApgArG2CkA/wbgUsbYavjl8AkA/wAAQohGxtiTAJoAKAB+QOFx0UnU01f/fgkh8Kdd7fhjQy8mlB7kORiKcySMezn2to9hbzuwuCwH33L7UFYYej+z99081G1qf5kkBTVzTaeM9P7rP9P+FkJgX9sAXjvUj6cO9GNoQsWT+/shM2ARZxh1eyEYw6iX48MTA+gangjJX+OQGKqKXZjwqdh5aje6hibg9nGM+zge/bATAFCaN4rV80rwhdXVWF1TiFf3n4TT5cKtVyzFxlcaIcAgOxw4b+Es7GzphKqqWFpZgJIcCX/e1QoX4wAkf58VFffuaIE+CYWWMNnIaO2QGFZUF2L13EJ895KF2LStGRcum4OHd7YDDPjVu23433da4ZIllOZKqCx0oSJfwuyi3LjnrGjX6T25CWuQISILUWLI5h2OPx7Z/7cWuhGeSdYKWvb3O03iyqz0A4g/pirawtua0pdYDgmje2pKpNEiRJuEwic7o5g+K/23YoUnCCPIJTj9RKtJL4TAK03deHL/AMZ9HOfUFmP1nFzUlLhw25X1uHd7M5jswNXLK6CqKnr6BiEYw+pFc/AfL7Xgx385iIfePoE7L6/DZfWVUfujyRyumte21/fdL+847n/9SNzzQLCdwD01gzDnHPe9ehi3Xn0m2vrH0dwxhN/vPI5BD8cbx/fgRL8bvoC7Q6FLwieXlKNu3IObL1+KFVVFuH/HQXg9HjDJAafLiduvWgpVVfGzlxpxuHcCDZ3j+NbjjfjcWb340ZVL4jZ4JyqDY5nzUhn2RyQfIcSNBocfiXD+fwH4L/t6RJjh9qr4u9/twdtH+lFV6MBPr1uCD4/2QlUUyM4ceBQV+9pH0NjtwfX/uwubv7wqY7yNuRBoODmEl/d34LmPe/DLDzrhkBjmFDqwck4+br18MbZ+3I7vXVqHh948DtnhgCQx/PDqlXB7vDjZN4rOUQWnhzxoH3CjtW8UB06PoDzfiZFxL8rzHSjOdeAL59SgoX0IP71+VTDHkdfrxesHrPviMUmC4GrYMRlCVaacZwWHw4Fz5xVj3fwR3HH1CgyNTeDDEwP4qHUIrxzoQEuPG41cABjFu60f4LKl5VhfX45z5xVb7rMVssFLO5MgQ8Q0It6MriqPT7mZDrFSmSowtB3ARMI2CMIMcgnObMa8Km5+cj9ebe5FRb4Dly4uwc/+ahU2bW2KaCSQGMPl9RVobOvD8tpZ2PT6Cdz8VBMuWVKGH125OGn9C0kkbLCbFw8ehaN3XEHvuIofPnsQu1sH8etdr0HRbdEVuSScXZuHi5eU45wFs/DewXYU5Dpx6xX1uO+1w1hdWxLxHjkOCWdW5WNpmQsNXRN4fn8XPmwdxNmzE0sMTRBE5mPFkNfW78YzH3dh1KPin6+oQ2fPIN5r6YDscAXPyXfJWFuTh0VledjbNYFv/GYPLqorwT1bm/CDy5Ykpa9cVSFYFG85n4LWvjF0jylo6RrDrtYB7Dk5hP4xH5yyP1Tvx1ctwfrls/Ho6y2AJOGMOYXYLhnPITIDntvdhps31ENeWApZluF2u3H/a0fAVQXLZpWAMQZJlnHdmbPR1j9uST81MqJyVY26hojX+Kpdl+eUsO94D+688gw4FDdUAQyM+9A7IeBwOPHU3g78YddpLCrPQ1WhjPrZBTHfi0gcMkSkgWQkijTaiRGB5F/fNxCEdrl0zpQdmmR5H8TicaL31khnclEiuyGX4PTDVRVg1oye7x4dwNMf9wCM4R+vWIK+/gHIDqepwmck2xljWL+sHBcvnoXHd53G/75zEtc/tAtnVhXgb90+zHa54p4T9C60RnNNOJGUyTGvisd3ncYLzYPoGp3cBZs/S0FpngM3nFeDxZUFWFDqwkt7WuGQJfxg/RK4XC7IsoyPj5yOuf8A4JQZ1tYW4J+urseP/9KMLYeHUf1WGyQhAHUyS7w+ZC7eTPipgELzCCIxhBA41DWMv/t9AzwKx2dWluPL51Th3u1DCE+gq1Ge78Dj31yD255qxGtHBjHsTSw3gBACnSM+bH7jBF45MoIRL8dfWnbC7VUxoXA8+lG3P1xD+D0fBIBH90wmgawtzcUnF5Xh4iXl+GRdMX6zsxXXn10Vk1wwMywzi/NXNGKt5pcoemOHxBjK8hyoLPYbr0fcXuxo7sXju05jZ+so9rSPo6KkAIqaubJ+OkKGiDSg3+1OOgEXqVS95PEyncqq2YXVsckUl0AiMyGX4OxACIGH32nFvW+cwKx8B37/rbWoK8/HXS8Nxt2mU5bwt+fX4rNnVWPja8fwXEMXNmzciS+dOxfXnzUHy2YXmMqZaApjNE8Is+u7RzzY3tyLLfs7sfvkEIA+zMqTsaYmH1VFLlQWunDr5Yvx0FvHcfvli8E5h6Io2CazpM9qZ9cW4+m/PxdffeQjPPp+O6qKnFi/ZFaS7zJ1vhNCYNSjYMA9gd5AXHaupELlgpQygl4AvB0AACAASURBVIgDM53SqsH19MA4/vqRPch1ybj+zAqU5kgh15mF0s3Kd+KXXz0LNzyyC7vahnHnnw+iOi+2TTqvyvHozjb8saEPY14OhzSEkhwJFfkOrK0rR2GOA3tb+7CurgKyLIOrKj460Q8mOD67ugYLKgqxqKIA5fl+6SHLMrxeryU9m6squDq1v0IIKIoCRVEQTbWMRQcVnOP+V1vAonh7RLoP55Nlr71eb9xG4nyXjOtWVuBoew8WzyrF3o5x/HzHMRS4JCydW4bPnDk7+OxWvTP0m5YUPm0NmvPSgFa2TKvba8VCqH8BIv2wBefYtLURDleetb6Y7PTEswMf7ZpJYRXICryjZUpscabvPJkR/h0a1Xe2SyAJzrFpWzP+8dNn2dI+QRDxo6oqFJ8CyeEIyj8NxeeF5HDCq3K8engQR3rduHp5OaoKZNSV51tqP1z2+GWoGlRAGWOoKHTh//3sGXAyjnFVwh8+PInH3mvDnKIcrJpbjM6hcUhvnUBRrgNN3W4IMEiM4bu/3wMIASZJeHpPO2RZguL14UifB7JDwStNvWjtn8Du1kEU5zkw5lXh9qlBY/vGbc1w+1S8e7QfH50aRceID7/6oBMCwNLZBVhTk49/uWYZXtzTCjAZsuxXmLVa9Pq67eFjajQOHo8nmLtCI5oCme+ScfGCQnzjwnn495eP4pmGHqyafxqfPtM8kaXZXKdygUG3gh0Hu9E76sXe9jFMKBwehWPr5ndRmp+DYz2jcCscv/qwa0q7EgPmFk/gvCX9EEJAqCo4n1TTyPOBIIyJVso9EsMTPvzd7/bCqwo8+pWVeL25O1BK2Bouh4RPLSpBeYEL25p6UFHgwNc+6QEQWS8emVCwr9ONpp4BeBSBmmIn1tXkY16JEzITYJIDd1y7DLIs455XvLjlsjq4XC54vV5s3uEDV3z4/NlVcLlcIffSEJxj87Zm3HLlGablgM1CJLTKHT7FC9mRGzFrEOccm7Y24XthHnJaeIkssxAdOB4jhGYIeuC1FjDJGfTIe+C1FjhzpoZURDJAhc8JkiRjTqGE65aXY92icvzkLy340bON2LT9EC5aVBpzX6PdnwiFDBFpgukSF/p8vmCpnmQoGXoXKn8SsOQQnpU3VoOBJqxklz8eN1p8WKTFe2jCx/RbHLXMvpLD/JWyWn4pHuE1HfJ1EMR0wSx0bvO2ZshOZ8hxhQvc+uR+HOl147bL6vC1tXPwwOtHDZPYci7AwuJ7uW6HSftEcI77drTgpg31IW2UFzjxH1ecgUH3GfjR0/uQn+tCc+co2ocmcKCjNeIzvX28acqx14/668G/0jzpHvz7Pd2QGPCHPd0Y9fhl2R/29oLBX9btpkvrcO2qaswrceLulw/gpb1t/lwTusfSz2GWPcMC84uq+iA7cgNjo0KSmCWZes2KSjScHMDrR4fx478045m9Hbj98sVYu7DM9JqxCS9O9rux8bWj+EtjPx7btRNeVeCPe7uD58gSkCNLyHPJmFfmQFWRE3lOGdecNReVxbkozXVAlhg6B0bxu/dOoHVIwT88sR9zi524eGERSqOkryBllyD8xONhq3KBH/xxP473jeHKZaU4Y04hXm/ujn5hGIwxnDOvGDesq8UdzzTh8w/vwpp5xfCpU6sWuX0q7t5+GL997wRGPCrmz8rFzz63HK8eaA8aBlTFF/WemteCJEmmemUiuiGTJMtGg1TpoMH+sIDHCpNDNjnDCfnMQrq18xaU4nNnlqOqrAg/23YEzzT0oL7mNHkc2wgZImwi1tADrVRPpBcqHI/Ccbh7FOMTXgx7VJQ4HJAzKK+hfgy0+GYzYWVneIFRP+wg2nedqn4QBJGZMEkK8WDwqQJvNPehY9iLixeV4O8+OT+Yn0A/F0STFkbKoj50Irz8ZXmhC8tn5+PmDcsAAJt3HML3LluCMY+KB19tDibEFPAbUCWHE9/+1BJIkgyP14tH3jgEJsv48poa/GFXJz67Zh6GJ3x45qNWrFlQhrcO92JFTQlaOoeRKwNf/8RC7GzugNPpwPc/VRd0HQ72k8dvTA4ZJ2ZdcTaiJNeBT59RiuryYjzwdhu++us9qJ9TiE/UleJE3yheOdCJvlEPGtsH0dI1iqbOUXhVAZn1oaLAgRvOrUFb/xi+d+kSVBXn4DdvH4YUGENnbi5uu6Ied73UACY78HcXLQzm/xFCYGwsB81tXTh/QQ6qyovwix1H8VzTAK5ZQWoaQVjFSkU1/efvt42gscuNu794JppP9iR8/8vrK/D5lbNwdFDBG4f7ceXm93DpsgrMLy/Ah61D2P94A3YeH4AAsKG+AjnqBOaUFmBFVQFePRC1+RAE57h3RwtkScbtETxBNCO2NiTJrMBjtvOvqiq4zsCcbG9nv7G9GUJM/i3JLsPzNgeqA1rVuxlj+Mq5NTjeOYA3j4/gP7ccxtKKXHz9AjVpY0d53yahGc4mOOe4Z1sz7rTgJqbf6dLcoSDJU9LjKFzgnWO9eOPYEF44+BE6hj145L3JynoyA2YXOrGgxIFFFU4kk3hePC1k4IcWymNqLrjfu3RR3P0z66PP58O9O1pwx7WrLL/00Z5Xu59W29kK2i7lrVetIOFDEDMUTS6qnOOttnF0DCv4788tx4nuoZDzeEBeJMM4yw28McI9tJyyhNJ8CXlOCQIMggcSr0kSHC4Zc0vzAgYEGcU5Mpgk4cW9rSjPy8OFdf4M6wfbevGtC2vh8Xpx0/oluO+1w+CqivMXlODDQx1m3bP+HAaLDE3RTNaOnMQYvrymGtefXY0XD3TjpQNdeOz9UxAAXj+8DwBQmCNj2ewCfOXcavQMufHTz67AI28dwQ/W1+HBN4/hrLn+cnAOiUHxKcHvUFVVKIoCmYV6uqiqinu3NUEIAVli+JvzanG4vQ/bDg/jhQM9+OLagaQ8G0EQk2xr6kZjlxt/e8E8fPqsahxs67a8EQhMeiQE/hU8XpLrwG++fib++bmDGPNyvLC/E2MeFQzAgrI8rKouxM++tBq1RTJ+/sK+hJ6BMdmy7EtWosho7aQqISVjEhAM9zAfAyZJEHGsYfJdMq6unwVXTg7uf6sV337iIM6tsRb2TljHNkMEY+xRAJ8G0C2EODNw7N8B/D0Azez4EyHEy4HPfgzg2wBUALcIIbba1bdUYXWHPFzR1LwjNNxeFX/4qB2/fu8kOoc9cMkMn1pahvmzXPjSubWQGfDMR20Y9AqcGvTg/VNufHDKja6JBuQxjqoiZ/A+qd6Jj0U5jJY0LZHElpkSupCsUncEQWQvTJLwwYkxnBpW8MmFJbj+7Gps3DY4ZT5gkgSoyQk9iyQDo8lYs8+TlUk9Foz6Eo98j/TMQgjkyAw3rJ2LG9fV4mcvfIwJ4cDXL1qCfCdDqWtyLr3/9aMoyIlflQoq7UyCX/3xMyvP752x5fAwvvv4Ply1LL5YZYIgpnJqwI2fPNeIinwHbrtsIYDJzSKHyzweiqtqMNeCEBybtx2EEGLKNZxzzC2UoCoC9//oEnAm495tB/GDS+vw4FsnsHR2Idxud8Q+arl+NMOr5kUWiUgbY6rPh83bmgy9xmLJaaC148zJM87Xwznu3d5s6M3HuRrMQWQEV1UIE88Jzv1eFibVR6Oi+LwAk+CwMF94vV6oKofscOB7lyzE0a4hvHlsGB3DE/jr88Zj2iAg74fI2KlFPAbgaoPj9wghVgf+04wQKwDcAGBl4JoHWCL+lVmCllyHm7ilciHw2M7juOQXb+C/tx5BTUkONn5xJf7mnEr87LPLcHZ1Ia5eMRvrl5VjWUUuzq8twF+dWYbP1hdhVVU+9rQN4cWD/Xhmfy++/4e9GB6fiPjyWA2PMHNN0l9vlgTTLPNwxPtxjnteaYTP50O4hVXzJklGaIeRIE4k4UwyktUoihLMfkwQRGaj7XhH21VrODWExu4JLK9wYUWVP9GWtrNvNh8k2i9VUabIkaBnF+fYtPUgfD6fYb9Vnw8btzaBcx4i42OW5THIRCFEICN66HhoniKJjpPgHJu3N4fMK0pA+fT5fNgUeF7A79lQkudAfVURakrz4jLoGyUV1XJE3bNlv+Hz5LtkXHtGGfKcEl5p7sfAeGjceCzjScnTiJmGmV6ocoE7n94PLoD1i4rglPVGzdiWHkySo+7GS4wh3+XPBZNukrW0itZOLEbqVJf0jIf5pTm4/4tnYEIRuOXZQ/Ao6c9NN12wzRAhhHgLQL/F068H8EchhEcIcRzAEQDn2dW3dKFPYKYpEGY7UD2jPjz7cTf+86UWLJtdiN98/Wz8+m/OQmNrd0RroOAcs3IlrJtXhO03n49PLSoGA8O7bWO46K538fNthzDiUQyv1ap5RFLwIiWQ1LKk+3w+qIrPVEmNN8ZqUyDOy+ze90TpezTiUdT0z8JVf3Z803i5WJN7BpTUaN8JQRCZgxZmZiarukZ8+ODUOOaVOLG2Jjfks/Cdfa5b9KdiERkpFCSZ3lxGspbz0AWDPrY3XH7q+8JNjCxam/rrphpPWHDnLhyz5413QS8CYZeG94qg1BfmyHjghrPg9nH85IXDUPnU8SAIYipmm31P7e3AnpND+D/XLEVx7tR3z2wjLV7CE70nc2MpXG7GS6oNlXrZrPegyGRW1RRiw+JinBqcwPYjQ1DUyBu7RoZ0Yirp8Fe/iTHWwBh7lDGmFeyeC+Ck7pxTgWNZQ6w78mYWQC4E9p4ex/PNgxj3qrjnS6vwm2+ci3Pn+90y9YpqtHvmOmXUV+bh8ytn4dqlxagpzsGjO9vw+O5u/PCZRuxqHTQMC4kVfT/sDIGI1namhF8km+n6XAQxXTEzMHtVjjeOD6HAJeGSBYWm7qmpInweitfYYNeOVipkX7zhJfE8c7zPs7KmGBfVleCD1iE89l5bXG0QxEwkXBb3jHqw6bVjuKBuFq4+owxqkkLf7MZOY3Qy2uaqGvTejcdbLh1hfhqc+z0Zw/ts9Bw1xS78xzWL0TWqYMehPvgU481HbmBcIa80Y1L9zT8IYDGA1QA6ANwVawOMse8wxnYxxnb19CSe4TZZcM7xiy3+8AErPzQt263+R+5ROG57+iB2nx7H4rIc3LCmCtetqgJjLCQzePBvrmJzwAMh0kvPGMPsAgnrF5fgiytKsKoqD+8fH8TXHtuDpxt6sff0KI50DeuS7kwSbsk1e+HMQieSLTwjtRdNMcyWMIfJRJih37nX6zX8joywswoJQRChWFEwuKri/bZRjHo4LllYCFcGlDgyUpbibWfj1qYQeRNt194/ZkrCO49a3LCdGHm7mSmakT0wQs+NZW6sr8zDZUvLsOn1YzjUPWp6Him7BGHOz7YewYTC8a/X1c+I6mVWDaaxVOxLxnXpJhEdeUN9Gc6fV4AT/RN45N1Jw3D4WKTTuJJNpHSUhBBdQghV+H37f4nJ8It2APN0p9YGjhm18bAQYq0QYm1lZaW9HY6RWJIpclWF0A3/qFfFCwcH8e6xAVw4vwCfqiuCyzH5uT6DugjUjdcbJaxSnOfEutpCbLtpHf7t2qVwygy728fxV4824CuP7sXuUyNoaB+GGodyGK6Ucd1i2kofrRotwtvTrhMGynBI+xZDT/T/JZtIz+j1ekOSEQnddz4xMYG7Xp6MI1YD1me90qvvs2YY059PyilBpI/WQS8O9U7grOp8VBUmp6pRUPGJ9Xx9Qsw4YnmN7hfLbn+s/U4EO42yqVQ0GWP4P1ctQlGOA//85yYKzSCIGHn3aD9eOtCFb19Yi7ry/OBxI33KKvrwOc1YaabnaccVrxdutzupOlm4/qihXy9EggfLYUbPEaedw1UVExMT2BRB7za7NpFzTK/lBiF/JqF7miE53tCJlbPzsLgiD5teO4aPjvcH8/3c/fJ+qAZeEvp1BcnuUFJavpMxVi2E0Gp4fR6AVjX3eQCPM8buBlADYCmAD1PZt3TSNezBy4eG4VEFHr7xTOxs6fCXTwsoUIwx/49aF0eaaMKZPKeML62pQUffMAbHPDgx4IVbSPiobQRf+dUuFOU4cHZtMRZVFKCuPBdzivNQlOtArgPoHvVh98lhtPa78ZePO9A/6sGuU6Nwe1X4xAQau/ahpWMYqhDIcUhoGz2I6pJ8zC/Lw6khL0ryAZ9N7nCZEL4xMqHgxMAEHnq7FQNuFSrnKM2VcXzAgzkFsb1yelfpWN2mE6kyQhCEOZpCYTULtlfleO/kGMryZKypKQiWHANi8xrjXAXT5SFXfT7cu70JTHKG7O5xVYUqMKWP+pLKEe9j0h/Oub/MJKS4dhP1z6rVgNc/G+cyGPxlQ5O1VymE36B704b64PhpbZs9ZyIogQWBLMtRFc5oBmKuqpB039+sfCd++pkzcPOf9iNX4lg3vyRp/SaI6QwXAj/bdhjzZuXiWxfOi35BksgE71Sr64V4DatMkiGyMBdCIoZkxhg+tXgWfHwAd/65Cc9+Zx1K8xyB6kdELNhZvvMJAJcCqGCMnQLwbwAuZYytht9H6ASAfwAAIUQjY+xJAE0AFAA/EEJMy+3bcKXTo3B8/8lGeBSBa+pLcO78Euxs8dtqtB3+mzfU495tTYDkxNRiOIlT6JKxcnYubr6iHpteO4ZVCyrw/rF+NHWO4r2PThpWj3uu0Z+HdMvBvuAxl8yQ65SQn+NEjsOv7nm5wJGecbxzdABu32RDTze8jYIcBxo6xpHvkiEz4HDHENpGjuBIzzhah5sgAWjtHYUkH0Nz5xgqi3NQVuCK+zkVLjDoVvDxqWF0DHux82gf+sc8mPCpKDBYUOgXG1HdjLlA25AXzT0T+N2+D6BwgW2HhlCa5wRjwJDbBx4oZXRitAmfOasKPpWHZGsmCCKzEEKAcw5JmrrwjqWs8McdbrgVgcsXF0KWGLjJ7Gbm5hrJvTZWo3Sixlh/7faEmtC1kxrlNVmJNkPyIdnk1h3+Gwj/7jecUYnPnlWFF/d3YkllvnlDBDEN0fRnIyMwV829WY/0uHG4eww///wZcDARmhg3STlujIzKWhj2HdeuiqkdIQRgIGO0OYmrSiAkLbIcilYu06h9s3ktXsNtpPHlqgrB5JCn4NxfzlgKbMJO9WbwG62torUXTz8jhZ44mMBdn1+Orz62F//yl4NYWioBTIp7lRbptz2dsc0QIYS40eDwIxHO/y8A/2VXfzIRIQR2HB5Ex7AXGxYXobJgqruupjQyJqXEjTXXKeHq5RW4duVsMMZw9ytN+NyaWowrwPCEgtEJH7Y0tOP61TXYdrAH37tsKQpdMh59swVcUeHMzcVtV9TjrpcaoKockizjlivq4XQ60TPqxc9e+BgjPgnL55bitZYeDLsVdA1PwKcK9I8p8HSOYXhCAe8ag8o5Ooc9aHpby2M6CokB77aOYPmcAqysLsbKmiJ4FB4iqLgQOD3oRnPnKHafHMYdzzThwxMD+NX7HVC4wB/3dgMAXjg4AAD4077XUFWSi9W1xVgztwjrFs7CsqoiS+M1PKHgwbdO4Nl9negY9iDPwfA362rQNzyO/+czK1FamAcAGHNP4F+fbUDroAcnBybwL8+3INchYWVVPvrHvKhyxW9gIQjCHrQQpzuvWTlFOeCcY/OOFtx+1YqIbRzvHUNjzwSWlDkNZbweVfHhvleb4XDkBnLC+KByAUnIQfda/W6+kW1UVdWggprq3bhwRVxTXNPpjmqmtOqVXWBy3PT6erAUK/zjzjnHPVsa8d1LF4X8HvyLH56UxYy+Woj2703bmoP9UlUVd15eh62NXXj3+HDQtVhbOBgps/pjM1XZJaYXZr/j8A0kITi8KsdHJ4ewvKoQG+rLce+2g/ihzjDAOcf9O0Llqx59Hhqj5az2ucNhvKRKxBA6JRQ5UH0HMbTJuQpIsiVjhKr4sHlbE265MvK8FtO9BcP9r7YkrXSoXag+/7M7c/KCxwTn2PhKIyTZ+LtdNjsf51Tn480j/ZAWF2NxWa7heYQ5KQ3NIEJp6BzHyUEPfnLlYnT2Dk753K/EyVOOqariV6CitB+P8qcpPbdeeQZk2S+4aktzQ4R9Y1svzl9Qgr2tA5hX6n/pJMag7W3p76sppi6XC7OLclBV6ES1w4VbLquDzDhuv3J50MJ798sH8J1LFuKX757ELRuWQVVV3LvjEL59cR3+Z0szBr1Av1tBnsuBF/Z345l9XcE+PfFxHxwSoHC/58ND75wKflZbmouSPAe+cE41jnWP4Mtra/HCnjYIIeARMs6aX44jPWP46MQAXmn0GylK85xYu6AEa2qLsWbBLNTOyoNP5egdmUBr3xh2tw5iS2MnGtpHAACfWDQLy8sdmFeai9vX1+He7c3I0X11TllCZYEDFfkybtqwDA2dbvz0xRbsPjWK9Rt34gvnzMU3LpyHqgLJMHMv5XcgiPQQyeOBSVLEd1MIgf/7ymHIjGFN1aSCou1SGbbJZAgxNa7Xf1w1jIM1Q8st9L3LlkQ4JzRcIVG8Xm/UTPSxGkfMzucB40F4SWu/8pu44YNzjvtfPRxyb7Pfg78EnT9MJlGECN2xZVKo90hZgQtrawvxbusIXtzfiSPtfbhpQz3y8vwKNOUEIgg/Qgg8vbsdwxMq/mf9IkiM+UMJwvLUMEmCoftvivoYixGTSaEbk0KIYCJzKx560RJM2mEwyEQjROi4+ycRo36ahXBo16+Yk4txzrDzxAiqi1woJCNvTJAhIgVoVlk9A24Vu0+NYlFZLr68pgqbtxkbImJxo01WvGuke0YzbsSyaBac456tTbhlQ73hGGnkOCTMynOgrEDC4rIc3LxhGTZvO4gvrKtDc/c4nvyoDStrS7HzaB+ckoRcl4xPn12D+jlF2PpxG27bsBQPvnkMN61fhPteO4yLl5Rj95FOCDDIDgf+4eIF2LitGf99y/lo6xvH3vYR7GobwkcnBrGjuTekL4+8fzr49/KqQqyrLUBdqQv/8pmV2PRKI4TO4mwWR84Yw7oFpbhyWQn6x/IBZw6e2duOP350EvNLXfj365ZhXV25pTEEtMSnPBiXTDtdBJF69GEcGm8c6sM7R/txfm0+8pyxhURohodECd+Nm1RCk7ODnw0k4nrtX6BYPNdGZTs8LKS+MheHeifwP9uP4jNnlNp2X4LIZnw+FXftOIqqIic+WVca9CDS57tJJmZGU1VVoSrGVfVEIHGi2a57eDucCwjBg+Eb/sTmBwEm4barIuf/Afx5cx584zCczjwbgr2jh0Jws9jEFCMExwOvH/ab4U0GQltXGX2sfW8Aw9ISGY0dAu+1juCK+jLb+jwdIUNEGuBC4J22MbgcDBfVlWRNCaFElDlNSQ+PaGOSFFf5H8YYamflYkFFAQ6e7MXNly6Eg/sAJsHhdODGdf5kRK8fOBWlJT9aDLjW5l+tmQtVVXGyfwzH+j3oGPJge1MnrjyzGh8d7cU/XV2P2YVObNx6MGIGeCPXaP3zluY5cNtVy/CPV5+BX79zHL/e2Ypv/uEAVtcWoyKXYV6JE3ISYvsIgkiMaC7tPp8vJBEkFwJ3v3oUC8vzsbwyF8JE+TIy3mqutHageb1xVQ0qYVZnIH3Yh91oiRoF54bK+2RfoqP3MJkSixxwWQ4u8iO0Y2Ywt+LhoYRltI+1OpOW/f72a1YFvRUvqivBcwd6sat9zFIbBDGdMdK3Dva4Me7jWL+42K+DhlcMSoMdNt7qRVFzBcWQKDETPRTCiXVtEN9aQo4pV5H+HowFwuaFwKwCF86pzsPu026c6J+w3gEiteU7ZyLBci06heP5hi70jKs4b24BchzM1l2pWErhhHs7aEqXvgRntJrzpmWLODcs8aN4vZiYmAiJiQWsGT0inRNJwTPy6uCqOhkPrOtHTUku1tdX4qvn1eKc2mJ87fz5qCvPQ3XJpJu1P6Z3sixoSGiKQclQHhYDDAAVhTm4df0i3HB2Bf7p8oXoGfFix5EhPHNgAAe73ZjQJfo0ejYhBHw+HzZuO6j73HrpVIIgEkfvTXas34MjPWO4+dI6y4nCrJCM0peTuYeySBlNsJ1UPau95UJDn6Gy0Im/OqcajV3jONHnTvr9CCJb8OvZCu7b0RLUtya8PuzvGENVkQtVhQ7cG/hMCOEv12ljslyjEOXgZ4rfaB1eOjKavs6jlOIMlz2WymVy6wZd8/vFdXkwtI5z435qnhuqOrX8pnF//OfbmRNJcI4HXmsxvMeqOXkozZXxftuwbZUBpyNkiLAJs50ThQvc9+YJVOTLqCt1gFtY3KcLTZBqC2fOuaHV1mouikghH+GfaTV+Ixo9Akl7hDDuQ6RwD2BSSGvnWakrbNZmJCXX6LnNxkIGx5dWz8bz3z0X6xcVwSX7k3N+9pf70NAxBrfXZ7iTpu2WgUlB40c6y0URxExG5QJ72sdwxpxCXL1ydlLbFoLj/tcOB7zMQpVIVVECteQN8ilwa3Ja36YVJVVTsnkcOYmsYKRcxuOdl4jCHQtCcNz36mHDeUTrQzRjBecqlGBW/Mjc9KmFcDCGe14/btqm0f308wgZq4npgj4U7ZXGbox6Oc6qyguEMwR0uEA+FzV8Q4qbGw/s7KfZQtzwugi6pjY3RNJhk4mWXNlK3+OVvzFXhQqcH0muRftuo31u1ieJMZw/rxDDEyqe2N0RQ69nNmSISDFNnWPoHPZgbU1eMCQjkVq2ySKaYpdoybd4iDQuwf7GOHZRn9OgvfCY6lSs7x0Sw6KyHHx6WTGuXVaC+tn5+KBtBNc/+CHePNRreI1eOKbj+yKImYCVhduhHjeGPSpuuWxRUr0hNMwUIS3mNZqM0naijI6bLo5Nvd0mDRF2GT/Dn1dE2RlMN9qCR49eERcRjN5GixIjI4823hWFLqyuKcAbh/vxj099HOKZp/XByDOPIKYD4UY27d+cczyysw2luTLmlUytSqbJlER39TONVHu5TRnHlN4986gtcWFeaQ4efqcNbh+PanQmyBCRy1+4uwAAIABJREFUdCIpqT6V4+PTo1i3oAQ1RdYyayteL9xud8xKo9W+asqNVQU23vsk07KstaftCmrHzLKqa/f2Jwuy5oGi77PP58M9L+8HV43DS6KRiGWdMYbqYhfu/eIZuKp+FoQQ+Pvf78U//7kR417axSKITMOrcOxuH0FlgQOXLrOedDZZTFm0T1MFMV1hJWYLn1jHN54NCDOldlV1PqqKXHivdRgqN/a4IOM0MR3RSiz7fD6/1wPnuHdHC9481IOWrlGsmhO5nKLew8zyPVO4sDTTn1Pl4WXlvn5PEtX2sAirpKLSXCQvlgsWFGHcq2Jvx7i//GcUI/BM90qjmSmFbDvYizEvxzcvnJfurhiSDfHCeqz018jabc3rIVTABGOq41DmEknyqWd+aQ6e//75+O7FC/F8Qxe+/tuPMeqZucKLIDINrqp4dm87xrwc584tzIhExJFiWu0mVoXd710xGZKQSoXfDMXnhapTIgX3G+01xdKfsd6ae3KsaK7iWtlulauGYR8OieHmT81H35gPz3/cQR4QxIwiPEE3k2T86p0TmFOUg0WzcqJen6m6b7y76bHqnMnSUTN1HJNBLAbnWXlOfGlNNVp6PRiaUMgIHAUanRQhhMBvP2zHrDwHLlocW2mXZLr1hLt4xqvo6ftk6o0QxWJrFlMcrzXT6FkED7V268/RxwNqrr6cG8f3clWF4lOC50ezYOonECM34njGnasqZAjcun4R/vevV6Fj2IPnDvRicEKJqR2CIOyBC4FH3zuJygIn5hZb83qzyzVYrzilpqxkLOemf9csViKNZ7hxO1mKvSFMMmz7quUVKM934IG3TsCnclJ+iRlL35gP7x8fwNfOr4UsTRqDU7FTrkfT82K5b0gIlwg1elq+L+fYtLVxSg6M8PY19B7RITmCoiSTtPockc7JlrkgFoM+V1V86/waSAzYd2oEKiWujAjNVCmie8SD5q4xnFldEDVm2K6kX1aJJDQ5n6wukYloBgN9/0KT15gnANPOY0kom6dPGsRVNaRWdXhW43gShn1iURke+5uzwAXwcsswRsgzgiBSTvjC+ni/BycHJrB6boGpN0S4EVIIjvt2JN9jIZYM4okompqsiyRb9X0yS+Ro1Ha8n0drO56xFgbVjkzPFdZyWFjdZTPKLxHetsQY1s0rwqnBCTy9lxKlETOXpq5x5DolfHFNTbq7kgSkmAzVmkyJ1RtPb1ydruF8GvEaimMx6FcUurCsIgdH+j3kuRwFMkTYjPaDP9TrQY6DYUlFXrq7lFHYsXNktOsWq2BNzs6dZOme8d5r6ewCfHpFGVQusP3YCLxkdSWIlCICZYm1knANneNYWJaHhaVTk6NFbEcg6vsfz+I7GZ4QVu4bfp9IxuxkGHrThZGXgZl3G2OyBYNKfGEzZvkl5pXmYO38Ejz0dmtI+Tirla0IIlsw27zxKBxH+ty47sw5KMmz5pUWK2bvtV7PjKbTWfWSMMphEUmuWDWCxnpPu0llzgujnHh23H/VnDwIATR0jAGgXBBmkCHCJvSlL3/+YgOO9ntw6ZIyuGTjIbdSWi1RNyazTOnR8Cd5NPaCsPJihbvuclWF1+v1hzqoqiWhqY1PNMMFV/3Z2zeH1WhWfT7cu916oknOeUg96lgIhmQY7HQaGUR8Ph/u3tIY173K8p24fHERhic43joxFmxfH0Yy5d5Z4gpHENkAkyQIIfD2kT70jSv45oW1GZEbgoiPVGfRT2bYDGMMt15Wh74xH/YHlF+CmM54vd4QHfRIvxcKB/56Xa3lNpIVImDkvp+MBa4VQ7WeZMiU6ZzvAYjt+eL9DgtdMpaUudDcPY6uIXfM188UyBCRAk4NK/CqAsLniWwh5dlvLTOy8mqLerNnNxMIRsYZs3wLk2XK/Nfod660SSbmesRJ2LkLb8PMXTqReN6aYhfOq83HyeHIyifnHP/zYgN8Pl/c9yIIYiqcc/znSy0ocEq4bmWlwefpyXBuBA8YlpOpLBsp8sFQuDh34tM1ZkIYeykoijcjYn2jLZrOmVeCTy0tw772UYxQ/iBiBiGEwMHeCcwucGBFdVFa+mDXAn66h0skk0zadFs1Jw9cAL/78FS6u5KxkCEiBRwf8CDXwVBdHD17b6aQ7JCJZLrjxlQtI2l3TR6R+h+vAF1ekYP5JU580DqEIz2Txojw9sKzSxMEkTgtXaPoGFWwYnYuJIiU7aYT9hBtjrE1GWUS+P4lC+FVBR7/iJRfYubQPuLDiIdjxez4Q6Bj9Y5IlcE0lpw/dpFJBvVIaOEpei/jVPU9PFSvJFfGglkuPLWnA2MT3oibzTM1dINWJUkg0o/Ho6g4OeTDvGJH1CSVyUB72bTwh3h3pLhJQizT85NkfYx1EW4aq6fzwogkgLRxsit+1mxczEJxImVJnvxO1ZBjnAswxvDJeQVwyRL+9cWWyazHnOOesDJuM1XYEUQiGL03fm8sjsc/Og2HBCwtc+G+HS1TPA5mCtoCnfPUG4JjmYMSVUqNYozTgdn8tbK6CPNKXXjsvTYMuz2m19NcQEwnmnsmkOtgWGihZGc2Mt3DJZKLcXWhdLC8MhfDEwpeaepOd1cyEjJE2MzOowPwcYEFJfYkzbETs4RY2UK2JkUzm2yieUvkOiV8oq4EDe0jaO6ZjEejMm4EER/+9y2yO77bq+CFA91YXJaDHIcUEs/r9Xrh9Xqj3sdKjqDw8zPR0KHt2nGuxpWEMZsQApaMGenYRVRVFedUF2DQreBPu05P+YyMD0S2of/dhutCXFXRNeTGySEflpTlhJbsjFG22kV4wlgjr91s8TjIBqIZi1M51nPyZZTmyvjTbqpmZAStUJKIUSnG7c3dcMkMVYWO4DlerzelwsY8ftdKxt7k7GzFsluVKW6vZlmN9d9zcCJMNMbaUtLPyZKgZmO0pCIP6xaUYE/7GCZ8kdsjhZQgYidcCT7U64Eq/LsehK4MMu3epZXZhU5csLAUj+5shTvKXEAQ2QTnfEqC7xcPdEMAWDLLAUVRQrxHU2G4jVUH1OeiSZcBItK4ZKqxW8NK/6wai+2GMYblc/Kx//QImrtC87hF0sNnio5OhggbURUFbx/pR22xE7LETF8cIyFkhxCIp02jLMB2Y5SQMhPIBMEshGZZNw6dYYzhHzcsxoQisPfUSMS2ZoqQI4hkoaoqfD4fNgbCnXggOVp1kRNleY609s2KMptOGTaTdvvStrAIM5L/w0Xz0Dfmw1O721PeF4KwE32+KyEEnmvowuwCB0py5eCx8M2aWDbWUpFnjIy1M4elFXnIdUh4el9nRiXTzATIEGED2o+sf9yH3lEvaktiqymfaTAmRxbqNrxMmSCgM11YmIXOrKguwtKyHOzvGMWpASoZRBDJRgt3ah3wYMybWHK06U6meLhFIpOTGyfCmnklOHdeCX7/0emohpFMn++yHcbYo4yxbsbYAd2xnzPGmhljDYyxPzPGSgPHFzLG3IyxfYH/HkpfzzMXzejWPerD8T43lpVP5obw+XzY+EpjyGaN1YSP/txbatqTQxLWSJeBPRZP7xyHhKtXVGJLUy88XiW4mUGQIcIWtN3qk4P+JFFzi63lhzBShlKhIIXv3hiFCRjFWwnOsXlbs39nMIN2uzShFG8CTR7cUTJPHJkMkiE8zZ5xTU0eJMZw16tHLYV9aJCXBEFER5PLB7vdKHBKqC2SSWE1QQiOe7c3QeWT8dzJljHJSD4Zvuiw04CSbMU5Ul+/dn4tTg95cKJ/IqKhgXOOX4S5uxNJ5TEAV4cd2w7gTCHEWQAOAfix7rOjQojVgf++m6I+ZiXN3ePIc0qoC0tSabRZE8smVyZsiBHThy+vqYLbx3Gk102523TQSNgEYxJODnmxbHYBClzWhJmWAyBUGQpVkNK54DcSyrG8TOGL5kwyXgDG/dE/c6YkPbJCgUvG2TWFeKWxG92j0ZPlEdMX2olLPoJz/N8XG3FqyIul5TkpqYhkN3bK42xQ6MP7qJWAy6ApypRI4YyXLStHTUkO9neMYWNg48DM4Ezlne1DCPEWgP6wY9uEEErgn+8DqE15xzIYKxsj414Vx/omcOXyCjjlxOVwNDmYCSG60bBDlifSZqbp+pEI1/MjVt2L8blWVhdhaWU+DvWSp7IemnVsQuECXSNefKKuNMw1LPIui+FiPw4lLhtdTdPR52xwG46Xs2oKUZLnwO6TkXNFENOex0A7cUnnSL/fwLe0fHqWigsnWbIym+ambDCgaJj1VZYY/nptDbpGfegZUwzPITKCbwHYovt3HWNsL2PsTcbYxenqVKaz7WAPfFzgc2fNSXdXCCIq166oQPeoD0NuksUaZIiwie4xBVwAp/tGQrwZVFW1bZdFb53TZ+TNFvTeH/pn0dxJY7FEW7VUxrvrZXcIQ3ipp3hwOSR888L5aB3w4OOTg1PapxCMmQHtxCUfVVHQ0uNGTbETRTnWF6vZsJtmRrKSCGfj3JQNRPLY+/zZc+CUGPZ3jBp+TvNBemGM/QsABcAfAoc6AMwXQpwD4IcAHmeMFZtc+x3G2C7G2K6enp7UdDhDEELg2X0dKMmVcU5tccjxWI2mydy1Dze2TucNr5mGWXGBcNnrl6nKlHOvWVEBAGjpHguubWZ6bh4yRNhE54gPDEBV8dRElanaZYl0n0wVjOnYgbIyTuGjNCk8kt+fZH43Xz2vFjkOhgffOhHMezHThR4xBdqJi5HTIz6MejnqK2ZWkspkyeds8jTIZKzMFUII5DkYllXm4mjvOLpHPKnrIBEVxtg3AHwawFdFYGIWQniEEH2Bv3cDOApgmdH1QoiHhRBrhRBrKysrU9Rre4i1lOGxnjHsOTmMZZV5YLrwOKOcZqkkPKQ63f2xg2wKt/j/2bvz6Liu+07w3/te7Qv2IgBuIimRFElL1kLZcbwktqS04+Q4nTlJTud0J053pj096Z5z0pnpTs/JmTPT0zPdOd2SLdmSPO3sOenOdOJlvEiUKFGyHdtaTG0kAIKiuGLfl9rrvXfv/PGqwEKhABSAKrz3qr6fc3AIPBSISxB1677f/d3fb6tKm8aN0B3xYW9bAO/P5oobrLLlC1cyENEgkykDXREffFBrbvrc8ASW6+xubbXA42aFx5xIw61vZLta3Q4FwzCKP7/N2+VtdSybvWiVfqZSro22VooFfbi3L4rvvz+PP/j6u5CWhSeL54SJuBO3Pe/N5hHQBe7obI1jGeROStqFQA1z/deCUvHsk4kwpAK+/vb4yueYCeEsIcSnAfxrAJ9VSmXKridEMVonhDgC4CiAa86M0r2+fXEKAnZrxEpOBzsrv39597nmvH2nWh3tCWE5b+GtWwtQSrV84crW/tfXQbUX8oIpMZM20RdrbF/5nd5w78ZEXWu7pK3Y7UDOmiJm0k4txjrtMxvxPcuVFpZrgkjrpOae6g2jPeTDm2N2Wm6rT3pk407c1imlMJ/K4cZCHnd2BeHTvF+kkrytltdxITS0hXTsaw/im+9MOL4R0oqEEH8N4FUAx4UQo0KI3wbwFIA4gBcrigN/AsAFIcQ7AL4G4J8ppear/sUtyCq21/zuwDT2t/trLgjvtEash5uBGzZnd9OhzhB0Dfj3Z97jpiCAxt4pt5hStHNgIglLAb2x2tp2ell5hHe9JbnTkelGKEW3nfv+GoDaJrCAT8M/+tBePP2DW5hNG+iJcRe31ZXtxP1M5U4cgHmllMWduNtKAWcpJX7/axdgKeBYT2jbLYKpMUoLWsaHqju+J4KXryzg/M1FfOTOnnUfV9pc0fXme+12ilLq16tc/pN1Hvt1AF9v7Ii8o7TOLO/qMpE0MJUs4JOH4w6ObOuacT3cbBqduRLwabijI4Crc1kULAYiuDVaR5Zh4MkXhvD2yBIAIBHRPLVIrVYgcjPbjfCWF6CUStW0oHdL1LR8HJXF57YzgTWqZkP5sZlfu78XAV3grbH0psdpNsPiOt7Cnbj6ujqfR3tQR3eEcfxmVuvrjVtel2pxuDuMWFDHN96ZcHooRDWTUuILZwZX7R6/P5tD2K/hYMfaOmxEO7GV+5rK+b/W9p93dYWQNxV+fJXLKwYidqjyaIbQdAxMpBAPaAj5tv/j9dLixmsR3kb+bOtdEX694xZVJ7+Kj03DRKFQgJQK8aAPp3rDuLGQx8IO2wZJKfFYxaKA3Esp9etKqX6llF8ptV8p9SdKqbuUUgcq23Qqpb6ulDpVvPaAUuo7To/fTaaW85hIGjjSFVhVHI3IbaoFjP26hl/4QC9eGJxGKsf2ceQdpWwIy7KQyRu4Np/Dw8e74dc5Dzc7J+6HGnlfIy0LvRGBgC7w/NA0gNau18NARAMMjKeQiO7OzTmL37iPWwIzlRXVT/VG4NcE3hlP7/jv1lhngprQZouB0qLhSAOKVO5Wa08pLZhV2opt9jWNWgh6uaWpmykp8dRLl2EYxqqf7393/17kTIlnBybXfM1Os+WIdsMP3p9DwVL4zKk9Tg+FaFt0TeCOzhDODc/AtFr79Y93E3WWLliYThXQE/FtunjbqO93rZwsftMs56O3ssiutmh2U/aKtCwUCgUopeyOH2WdUUI+DSf2hHFtPo+r09X7yRPR+p4dnEYi6kN7yB3BRvKuXdlEENqq76GUwsneCO5KRPH1t8Z5zI486dmBaYR9Gj58qMPpoRBt2+HOIFJ5CyOLOaeH4qiGBSKEEH8qhJgWQgyUXftPQohhIcQFIcQ3hRAdxeuHhBDZ4lnl8vPKnjOdMgDY9SF2i1t24IHa+ppT41QubstbRgEK9/RFoAngj388smYBWrkoLf+YC1ZqddfnMhiaSOHO7tCO/h43BS69ppkyABuxibBmDperjwoqKfHkC0P47D0JvDO6hBuz6ZV2zvbX8bgdudty1sD3r8zhzm52LSLvqLaG3tsWQFAXuDbHQESj/DmAT1dcexHAB5RS9wJ4D8D/Wva5q5Xnlb1oOmVAE0Bni+6YKSXxzCtX1rSW3P7ft/sLTzcvdisDPZU3NXY67vDqAIO8nRkR9mu4OxHCc4PT+HffuggpJZRSME0T2WwWjz17EYZhrHQIeOzMICzLgmEYeOzMAOtCUNPa7FjGc8We9bUGIpjmXn9Ot7+r9zGSWjYR1vue1QJaStnHMcrnaSF0+ziOaa78PWOzywCAl4Zn2M6ZXGe9udiyLJwZmIRhKdzVE165vtlcy+AvfwZOU1Liyy8Or5qbdU3gUFcQNxZyyJutu1Zo2CuQUuoHAOYrrp1VSpUqJL0GYH+jvr9TZjMmusI69Bojtc14Pna9xdV2JsJ6F3/czvd00/9RLYEeu7Xn7Z+3lBZU2VP9nj1h6JrAu5NZWJaFXC6H//Tdd/HFMwNARQE+TdMgpcTjZwZZnI9aRrXsoO8OTOGhOzo807O+WbkpA9CNhLb5z6ctHMA9e+M4Ozy7CyMiqg/LsvCdC5O4oyuMRPR21yIGfZtHswZMpGUBWLuGPtIVgmEp/N2V2Zp+h5uxqKWTofB/AuBM2ceHhRBvCyG+L4T4uFOD2gmlFOazlufbum2WEbDbGQObLTwbMZ7dWuzevuGp/Wt2OrZIQMMv3bsH781mMbFkp4QJTdtwZ4zFKamVVHaGeW86hRtzGXz6ZMLhkRHVbk03JcuuSyUtC4/e3YOB8SSSeXbPIG+YWs7jJzcX8Qsf2LNqY4RHgsmr9rUFEPQJPD804/RQHOPI3YUQ4g8AmAD+S/HSBICDSqn7AfwegP8qhGhb52s/L4Q4L4Q4PzPjzH/cehGpZF6iYCl0h2/fKLopulfrWErpr9Y6ldWdTo+t5LbxVLPez7587LtZg+G3PrwPCsCfvTqy5nOVv988O0zNrtrzrzz4dnZoGgLAzx7trNuxMyInPXK3HVS7Pt/a55PJnaqts88MzUAB+MUP9K66vl6mqJvW343UKv9OL1vv/0jTBA53hfDKe3PIGavX3c2W+bCeXQ9ECCF+C8AvAviHqrjqU0rllVJzxfffBHAVwLFqX6+U+qpS6rRS6nQi4a7dqdmMXajSKxkRG01em+26uy091m3j2YrdHHup00l/WxDHekL42tsTmE7mV3bKtquVJk1qPqXjR+vVQDk7NI0HDrTjv/zoGlTxuJOUat05lAtDaqSd/H6V6kXsaw/g7t4Yrrd4oTTyjueGZnDP3jgOdoXXfM7La0BqbUe6wsgULPzo2oLTQ3HErgYihBCfBvCvAXxWKZUpu54QxVlECHEEwFEA13ZzbPUwlzEhAHS0aKFK8pb790YhFfDM9284PRQix613/Ggxa+DyVAqPnOhhYT9qKo+e6MFUysD4wspyjEFlcqXFrInLU2l8+kTPyu+ntcMNFKJ62U4tudIG4N72ADrCPrzQosczGtm+868BvArguBBiVAjx2wCeAhAH8GJFm85PALgghHgHwNcA/DOl1HzVv9jFZjMmOkI6WwqRJ7SFfPjVB/rx9bfHsZTjOWGicqXjGtdmswCAT97VCZ5BpmahlMIjx7oAAC9dZtFKcrdr8/Y8/Mjx7i3X1SJyMwHg4eM9eOW92VXHM0p2++j2bmtk14xfV0r1K6X8Sqn9Sqk/UUrdpZQ6UNmmUyn1daXUqeK1B5RS32nUuBpFKYW5tIHuCLMhqL4aWRz0f/jYHfDrAudH0w3424m8pXw32DIMfPHMIK7NZnDP3jj+9rVrqxa/te6AeHEBwaMlzUmW/S5KKfHt8zfQEdLx0nBr7sSR+5Xm5KuzOXxwXxyJmB9PvbS7ndSIarHd100lJdLpDLKGxA+uzK35vGEYeOy5i+seHfU65pnWyUyqgKyp0BX2Rn0Isrl5wV0aWz1amJbOtFfqiQXwmz91AFfncpjLGCttsJRSKBQKTTvxEdUibShMpww8eiKx5WMZzb6LQe60lcC10DQc7Ajg7ZFlpNg9g1ygFHgoDwq/P7WM+ayJR493A6itRS2Rl+xtC6I95MOLl6arfr6Zj4U2779sl703lQIAdIT4I90ONwcE3KCRhZj+yU8fRFAX+ElZVoRhGPjCcxd5E0UtS1oWbizYhfweObFn48dWmb+Uknjq3HswDIMHOmjXWKaBp84Nbzp3l87X728PwJQKr15bWAlEE7lBKaj2/KB9c/bI8S6HR0TUGJom8DNHu/Dy5RkUzNbaAORdc51cnkoCADrDjNSSt7SF/LhvbxSjSwVMJAsr1zeLwHLHl5rdzcUCOiM+HOwIbloUrXowVew4m8lNGDD2hq0ErhNhDdGAjh9cYZ0IclZloVQpJZ54YQhnhqbRG/NhTzxoX+e6g5rQw8e7kcyZePXa2uMZzYyBiB0q3Yy9N5VC2CcQ0FTLL9S4WPWeU30RRPwafjKarvkFXkqJxzZoeUjkZXlTYjJp4FCVVnFbwbZy5GYCwEMH2/DDq/O8uSPXWcxZuDKdxpHOoNNDIWqojxzuRDSg4/mBSQCts9nHQMQOSSnx5NlhDE8m0VmH+hDbaQFDVLLR70+1z5V2IHyawAP7ophOGfjelfmVtN2NUnUty4JggxhqAvaL/eqA2uhSAQrAHZ2hlWub7cQxCEteo5REIZ/H5HIeC1key6Dds6o48DprjauzWQgAd3QEdnl0RNuz3QLzQZ+GnznWg7ODk8gXDPuI9PNDTb/Zx0BEHSghcHUmgy4eyyAPO9YTQntIxxOv3IBhNffER7SZW4t5hHwCe+JcAFNz299u7zaPLOZbYgeOvOPqbBa9MR8i/o1vVxgEJrfYSYH5nzu5B3PpAt68uYAnXxhC+W7fesE6r2Mgog6WcxYKlmQggjynfGLThMCHDsRwYz6Lb7wzxXOY1LJMS2JkqYAD7QFAytXnlvm8oCZRunmLBnTclYhgZDGPL790GbL4O9+Mi15yn/VS0K/OpLGQs3C4K7TOVxK503aPZH78rm4EfBrOXpqG0LSy50adB+giDETUwXzGAIC6HM1oBdtNW6L6qvbif6DNj9MH2vCVH95CgVkR1KLO35hH3lI40LH6XDJ33ahZfeRQOyZTBkzF83a0u6SUeLxKvakXLs0AAA62+Rj8pZYQ8Wvoj/vx4qUZKKWgpMSTLww19e8/AxF1sJA1IQB0hJgRUYudpC01KyeCM0pKPH3O3v1a2eVVCn1hiYWMgQuTuapfV+08PVGzUErh3PA0NAHsa/M7PRyiXfHRI52QChhfLmz+YKI606p06XphaAZ9NRzLIGomR7ojmFzOYzZtAkBFZkTz3Tfx2V0Hi1kT+zpC8GncSagVK8mvtlvBmcod3Wr/D4loAJ8+0Y3B6SxS+dWpuUzXpWYnpcQ33hpDX8yPgL7+S2S9siOYZUFucP/+OHwaMLbEQATtjo3WE9fnMrg6m8HhdbplbFRIm8gL1isuf6grBF0A1+ZvbwaqYivbZixcyUBEHSxmTRxJRJ0eRs14NMKd3BSc+Z2P7QcAnB9NOjwSot11cz6DxZyFA+12NkRpvgRnTGpifl3DnqifGRHkiMod33PD9rGMUrcMpRRM04RpmpyJqamF/DoeuqMDNxbyqwIVokrWUDNozn/VLpJK2YGI7ojTQ6kZj0a0tlqK3/S3BXEiEcSV2RwuTd4ORpimiUKh0NSFc6i1fe+9OQCwC1UCsAwDXzo7xN958rzNsm/6434sZE3MpRmMoN1ln4W/BMMwisfjZnCyL4ZY0N6gUUriqXOX8dRLl7h2paZTGYh7+Hg3lnIWFrOmwyNrPAYidsCyLIzMpWEpeCojAnDX7jvtLqUkvvzS8KYpXvfsCSLoE3jspWsrk6OUEl86O8yFADUlpRReuTyDzrAPbcHbcyTnS2oF/XG74PYbNxYcHgm1itLxjFKdqi+/dBmTS1m8O7qMh4/3rHqsEDrnYvK8ap23lJR4qtixCAA+eawbAHBtLgvTMJt6zc1AxA5dn8sAAI70eCcjgqiWF/OgT8N9/VG8fmMRtxbyt7+2Ij2smYvoUGuthOTbAAAgAElEQVRZyhTwxs1FHCymAxO1Csuy0B3W4dcEXr++uHKN5/BpNwlNx/fem4UC8KmKQARRMxNaKftHoSusY0/Mhxtla+9mxUDENpRenC3LwvszaQDAkR5vZUQQ1eJ4dxBtQQ2v3VyumtIrLQuGYVRtvUXkNT+8OgelgH1xtouj1qMJgb62AN64scAgBDnmpeFZHOwM467E5ht8LPZLXlYtO8LI5fDEC4M41BHEXMbEcq65j2cwELFDN+YyCPk0dEbY5o2aj64JPLQ/hoWsieHJ9LqPq9Z6i8hNqmXuVF77u6sLCOoCe6I+p4ZJ5Ki9bQFcn8tgOtn8O3HkPgVT4rXr83j47h4IwU501JqE0HGo2DHmxmJz1+zh3cMOXZvNoiPsKy5muSNM3lC+i2BZFqRcf0fhUGcQvTE/3ri5hFRu4wmx2i4aj26QG0gp8VhF5k75NaUUfnx9Efva/Cgtf6vtVhA1s71t9rGkV6/OMSOCdt3IUh6GpfDw3Yl1H8MsCGoGpd/j9dYZ8aCOrrCOkWXDgdHtHgYidujGXAYdYRbPIW+Tcv1ghBACHz7Yhowh8TdvTdiP30LabrUbQCInVMvcKV2bTRtYyJjY38bsNmpdXREf2kI+vHFz0emhUAu6uZBHV8SPe/pjKBQKG26SEDWbyk3tA+0BTKdM5E256jHNFCRmIGKblFKYTWaxkDXRESpmRDg9KKIG6WsLYH97EH/26igMa+sBBR7dILe7OZ8FAOyNrw5EcPeNWoqUePBAG964sXEggpluVG9SKYwu5fHxo93QtY2PZZR+/8CVN3nEypy5hc8faPNDARhdat6jcjXdHQghPlrLtVahlIJhGPj33xkAALQHBVsaUtM7fTCOhayJoWn7hq38SMdGi1IeW6oPzsONUcruGVks4ERvFGG//bJYGYBgQIJaxUN3tGN0MYfR+fS6O2+tnOnGubgxZtIm8qbCzxzt3vSxSkk888oVcEomr1BK4ivfu7LuvWKphWf553uiPgR9YlXnumZT6zbll2u81hKklHjy7DAWs3Yl0/aQb01LQ6JmIi0Le6J+fPRIBy5MZFAwVy8+lZR44uxwSy5KdxHn4QZZyhqYThn4yOF2p4dC1HCVu8mVO3EPHrSfB2+NLG/497Rwphvn4gYYXTYgAHz0zq6aHl9LG3IiN9nsd7bUwrNEEwL7436MLOWbdiNkw9LgQoiPAPhpAAkhxO+VfaoNQEvPAELTsJgzoQsgFmjZF2NqIUopfP4je/Gja4sYqNJBg8G4xuA83Hiv31iEAvDTh9rxo8s5p4dD1FCl3WRRLMuqlMQzL1+G0OxjSUcTUcSCOt4aXcavPOTkSN1lp3OxEOJPAfwigGml1AeK17oA/DcAhwDcAPBrSqkFYbeMeBLAZwBkAPyWUuqt+v1r3KE842Z02UBv3I+oX4Npmjx6QS1DSgsQ2kp2gF23TYcAsL/dj6sLBUwlC7AsayUArJSClBKapnm6w8xmdw4BADHYAYt42dsygF9p7NDcbylnoT2kQwjB6urU9JSUeHlgFAfaA7gwkV7T23grBSxpSzgP18l6R4h+eHUeAV3gVH/MoZER7a7Knbnyj3VN4IP72jbNiGhBO52L/xzApyuu/RsA55RSRwGcK34MAD8P4Gjx7fMAvrLDsbtKZcG9VMHCfNbCgXa7ZaGUEk+fu8yjF9Ty9sbsgMTN+RyeLMs8bpbjcRtmRCilvg/g+0KIP1dK3dylMXnGYtZCT4T95ql1CKHh/v4Ivj28iL96Y8zp4bSEnc7D3IW7TUmJx5+7iP/5M/cgELDbFCql8KOr89jXFoBQEgqAd/cWiHamFKy7f38cP/rBAmaTOfR3+T2941YvO52LlVI/EEIcqrj8SwB+tvj+XwD4HoDfL17/S2VHTV8TQnQIIfqVUhPbHL6rjS7ZrcEPdARXrvHoBREQ0AV6437cWszjQwfbVn2uGY7H1fovCAohviqEOCuEeLn01tCRuVB5BNeUCsmCREeIEyV5V/lZYSlry+rpjvhwqCuEv/rJ+KqWQtRw252H/xzchQNgZ+2oijDDfMbEVLKAfXEdT51j0WFqXVJaMIwCvvTiMO7bFwcA/NtvD3h+x60B6rkm7i0LLkwC6C2+vw/ASNnjRovXVhFCfF4IcV4IcX5mZmabQ2i8ai0Hy6/dWswj6hfoCOlN156QaCO1FMI+0B7EfMZEKn/7edEsheBr3c7/WwD/D4A/BsDZAVhJS48HANM0oXG3gDxo1VnhLfwKP7Avhm9cnK1aK4IaZlvzMHfhNnZrwa4JsS/uhxAMQhAJoeNUfwx+XWAyaTg9HDdqyJpYKaXEFichpdRXAXwVAE6fPu3JCaxgSowtG7iz0868KS+eypU1kZ0p9JPRFEYWm697Rq2BCFMp1VQ7Yzu1lLNfe9qCzIggbxNCB7YYVe2J+vGxIx04f2sJmQJjk7uknvPwVnfh1gQihBCfh501gYMHD9ZpWLtvZDGHo3uiiAY0GNyFIwIABH0aTvXHML5oB+pKO9S6zjUP6jsXT5WCvUKIfgDTxetjAA6UPW5/8VrTOX9rEaZU2Ndm35JIebt4Ko8EUSsprzcopbWyyd0R0hHxaxhbylXNLAK8OzfXejTjO0KI3xFC9AshukpvDR2Zy61kRAS9fz6HqFwtxzUs08RvnO5FzlT42lvjuz/I1tSQebiY/bDlnTSl1FeVUqeVUqcTicROh7HrlFJYzuQxsZzHx+7sdHo4RK5z//42zKYNZArm5g9uLfWci78N4HPF9z8H4Ftl139T2H4KwFIzZqYppfDD92ehCaAventvlPUhiG4TQmBfewDjy4Wma+NZ61305wD8KwA/BvBm8e18owblBUs5EyGfQEBntJaaS+m4RuVcVx6pVVLiR8Nj6I358Wev3oIlq0+MPOtZV/Wch6eKu29o1V04KSV+/2/ehlTARw51rERiajmvSdQKHtgfh1TAmzfmnR6K22xrLhZC/DWAVwEcF0KMCiF+G8AfAnhUCHEFwCPFjwHgOQDXALwP4I8A/E69/xFuIKXEt96dRG/MDz/X09TCNlt77GsLIGcqvDfVXEeiazqaoZQ63OiBeM1yzuKxDGpatRzXEELHfXujeOG9RVyZzeL4nsguja411XkeLu3C/SHW7sL9CyHE/wvgw2jSXbhSgGx0KQ+fJvDj4QmwTxzRavcWC1aev7mIjx/b4/Bo3GO7c7FS6tfX+dTDVR6rAPzz7XwfL5lLFzCfMfHgXq4fiDayr93u9PXq9QXcf9h7WajrqSkQIYT4zWrXlVJ/Wd/heMdSzkR/zAepFDQGcamJScuCpusr0dryNKp9bQGc6IvhnfEUjibCq76O2RD1td15uLgL97MAeoQQowD+d9gBiL8p7sjdBPBrxYc/B7t15/uw23f+47oM3qVGlwrY2+aHz6fDNPi7SlQuHvShO+LD+ZuLTg/FVbgmrp/XbywBsIsFA2ChSqJ1RAM6OkI6Xru+0FTpUbUWq3yo7P0Q7OjtWwA2WwA3Zf/6nGEhXZBoY30IanFCCHz+Y4fwL782gBvzuZVFRDP0Nnahbc3D3IVby7IsjC5ksZy3cKo3vO7jpLSDEww2U6vqawvg3dFF5AoGQgG/08Nxi23NxXRbaaPi9ZtLCPoEuiI6lLSgpMRTLw1DKYB1KolsplEAfD7sawvgzVtLyJsSviZ5ftR0t6CU+p/K3v4pgAcAxGr40j9HE/avv7WQBcCOGUQA8OiJBNpDOt4eS8GyLHzxhSH2nW+AHczDVKYULHv1+gIAYG9bwOEREblXfzyArCExNJ50eiiuwbm4PpRSePX6IvbGAyvdAQBACG5kEFWztz2AnCnx9q0Fp4dSN9t9tqcBbHpGTin1AwCVVY5+CXbfehT//Ptl1/9S2V4D0FEqpuY2t+ZLgQhOlk5ar6MDbU0txfnKC1VW0jWB+/bGMJcx8cOr8xDrZEPwqEbd1TQP02pKSnzp7DBevbaAqF9DR4gBZaL19MXtQN1Pbsxz/l4f5+IarBy7KK4lrs5mMJs2sL+9ejC4tDZhAWEiex3eF/NBF8CPrs45PZy6qelOWgjxHSHEt4tvzwK4DOCb2/yeW+1f7zo35zIAgHiAgQgiADjaE0Y0oOGPfzSy+YNpW+o8D7c2IfD6jUXsaw+wTz3RBiIBHQe7wnjzFutElHAu3h4pJR47M7iSMfnqdft3ah+z0ohqEtA13LM3jh+93zyBiFprRDxW9r4J4KZSanSn31wppYQQWwpzCiE+D/voBg4ePLjTIWzLrfksQj4NQZ8Go7hDwIgtNSspLWCDVEnLsqAJhQ/2x/Djm0s42BlcuV7aQWPtiLpoyDzciuYyJpZyJh7Yx0rtRNUopWAYBqRUOH2wAy9fnoVhmtB1Hbre8llEnIu3qXwN8Nr1RRzqCiEW1CGZbUNUkw8f6sAf/XgEyZzRFGvrWmtEfB/AMIA4gE4AhR18zx31r1dKfVUpdVopdTqRcKZ9ya2FLNqYzkstqtqRGGlZONoVQEfYh3fGkmuOYViGgS8Ud0J4RGN76jwPN731fs+kZWF0yf7RcSeOqDopJZ55+TIs08T9+9uwmDVwbdbOBi0UCigUWnf64Vy8cwVT4vzIEj58qMPpoRC5Xvlm94MH2yEV8PbIEpSUeMLjddlqPZrxawDeAPCrsNu8vS6E+JVtfs9S/3pgbf/63xS2n4KL+9ffnMugPVRrMglRa/DpAr96fz+uz2VXji+VW692BNWmzvNwSxtfLuBoIoJIgAFlovUIYT8/HjzYDgB4k208AXAuroeLY8vIGRIPHWxzeihEnnLP3jh8mlhpq+z1tXWto/8DAA8ppT6nlPpNAB8C8L9t9kXF/vWvAjguhBgt9qz/QwCPCiGuAHik+DFg96+/Brt//R8B7myTmjMsTCznEQ8IHsUgqvAPHuyHJoC/eO2W00NpRtuah2k1UypMpYyVnbiNCrESEXCgM4SeWIB1Im7jXLwNdqFKe+f29evzEAAePMBABNFWRAI6TvbHcf5mc3TOqHVbX1NKTZd9PIcaghjN1L++dA6ntNPL1p1Ea/XEAji2J4KvvzWG//FjB9ARCUApxZ7g9bGteZhWm0oZsBTwkcMdePdm8xR8ImoEpRSklHjwQDvO31xk0M7GuXiHXru+gGO9UbSH/U4PhcgzSveiDx7swF+9MYIP9oXh1729uK514nxeCPGCEOK3hBC/BeBZ2BkMLUNKicfPDOLGbAoAWCOCCPZucuU5/Hv3xZE1JH73v70L0zTxxecurpxfsywLpmmuauFFNWv5ebgWa+qTVHw8njSgCeCBA+3MhiCqYqXNIgClJL780mXctz+OieU8RufTTg/PDTgX70DelHh7ZBEPFY/8EFFtlJR46qXLuH9/HIalMLWcd3pIO7ZhIEIIcZcQ4qNKqX8F4D8DuLf49iqAr+7C+FxF0zRcn7VfhJkRQVRdV0jHTx3qwOBUFrmCseb8mpQSjz93EYZhODRCb+E8XF/jywb2RP2sD0G0DqXsQpWlIJ1SwH17YwCwci65FXEuro93RxaRNyUeuoOBCKKNVOvIKDQdHyzOx5PJQtUNQS/ZLCPiCQDLAKCU+oZS6veUUr8Hu1/yE40enBvdmrcLVQZ9zMIjqkYphX/00F5kDIkXh6unvnu9uM4u4zy8RSs7uhUv4FlDYi5rYW8b04GJNlIqVFlyVyICvy7wk5sLrZzRxrl4C8rn4dvvF+tDCOCB/QxEEG1HR8SPjpCOyaT3G/ZsdjfQq5S6WHmxeO1QQ0bkcjfnszjYFXZ6GES7olo0djNKSrx1dQrtQR1/dX6iVRes9cR5eItKR+kqW1qNLmQBsG0n0VbpmkBfPIDzNxdXWjG3IM7FWyClxGPF3xUpJb743EWYhoFXr87hZF8cbWF2nyPaCint483ZbBa9MR+mUgZMy9tz8WaBiI0a/Lbk3fit+Qx306il1RqcOLUniOGpNMaXeQRjhzgPb4MQYs3O7dhyAQFdoCfKBTDRVvXFA7g6k0bBu1nAO8W5eIu0suxHoWkwpcLbo0v40OHOlSwJgJsVRFvVG/XBsBTmM6bTQ9mRzQIR54UQ/7TyohDivwfwZmOG5F6WlJhazqO/Lej0UIhc786uINpDOi7N5JweitdxHt4GJSWeODu8aud2PFlAX8wHrdjCRVpbz/ghalV9cTuTaDJZWNWKsYVwLt6h6VQBBVPipw53QUqJp89dBqdgoq3rjdkbKpMpY93jqF6w2bbQ7wL4phDiH+L2JHsaQADALzdyYG6Uytpt3/rbAphe9HYEiqjeKgvm+DSBXziVwF+/OYlU3kK7j7vQ28R5eBukZUHz385eG1vIIpmXONkTWv04acE0Aa6GiTaWiPnh1wUmmuBc8jZxLt6G8s5FE8sFaAI4fUcHYOZXapGUMi1ZPYqoNrGAjlhAswtWFo9B/S8/fwq67q1C3BveGSilpgD8tBDikwA+ULz8rFLq5YaPzIWSeXsitQMRGYdHQ+S88gJU5e+X/PK9CfzXNyfx/lwOD0aZSbQdnIfr4/Ub8wCAvrhvVXtCIqqNLoB79sZXaq20Gs7FOzexbOBEfxwRv4aMwRmYaCf2RH2YStkb46VjUEopSCmhaRpEMfvTzWraolRKvQLglQaPxfWWi4GIvW1BvO3RFBiielLK7mkMCCgl8fTLV6AJbeW5cagrjL6YD5dnc3jgQJuzg/U4zsNbIy0L0O2XOMuy8NrVOQR1gfagttKLm3M4Ue2UlLAMAzNpA5kWLhTBuXh7LKkwnS7g0ZO9+MKZQXz+43cAsOdqzsVEW5eI+HBtoYDxxczKUTmvZUcwC2oLShkRvXEWq6TmtNUuGVJaKE+mrGz5BgDHuwNIFSRGl/J1GSPRdrx+YwF9Mf/KDoHQ3P8CTeQ2ffEAlAIGJpJOD4U8Zi5jwpLAgwfbVxWxJKLtSRQLb18cXz0fe+n55Z2RukAqbyHq1+DX+WMjqtXBdj9CPoFLUzzORM64OZvC6EIWfTEGH4i2S1rWysL3rZFlAKvP/xOtx7IsTCTtDlr3H2xfU1OKiLauK6xDE8DFsaRnn1O8o96C5byFWJA/MqKt0DWBo90h3FzIYzq5cVYEF7XUCG8U60OUqkxLaUFKpgIT1apUkd0vFLrCOt66tcTnEG3JVMpAW1BHIsZ6UUT1oGsC3REfLox7N0ONd9VbkMqbiAX4IyPaTOURj6PdISgA374w6dygqGX95OYSgrpAZ4jzN9FO9cX9uDCeZOtbqplSClMpc9OjzVKyXgTRRsqLbUtpIRHxYWgiBdMwPbmRx1VZjQqmRKogEQ9orLZOtEXtIR29MT/+v3cnucigXXf+5iL6YqztQ1QPvTE/sobEbMpgFhvV5PpcFnlLoS8WcHooRJ6mlMRXvndlZS2diPqRMyXms6bDI9seBiJqNLGUAwBE/GLVLwAR1eZoIoyrM2kMTXj3LBt5z9hiFqOLOfTFa2oSRUSb6C0G9SaWWYCYavPWyBIAFnsnqofywvCluj1TycLKETovYSBiE6UUmJF5u9BePKBV7QxARBu7szuMgK7hW8WsCC9OmOQN9u+W3crqjRsLAIB+ZkQQ1UXEr2FfexCTFYEIzutUjWVZeOvWIkI+gbYg189E9RQLaOiK+DGdMvClly5DSun0kLaEgYhNlPqxjiykAYA1Ioi2KejT8KnjPfjuwBRM08Ljz15AOp3mopUa6ic3FtAW8qEzzAUwUT0oKRHSLEwsF1bN36X1ktcWwtR4b48sY0/Ut9I+mYjqQwiBe/fFMZ0yPdmWnHfVtVAKI3MZCNhHM4hoa0oFqD77wT4sZAyMLhcACDzxwhAMw3B6eNTE3rq1hPv2t3EBTFRHvcVzydfnVrdl9lL/emqsUmbadDKPkcUceqP6qutEVB/37o1jKW8hZ3jvecVXjBqNLeUQDWjQuJgl2raP3dmF7qgfV2btlN5q0dtSeq+Ukmm+tCM5w8K12TTu2x93eihEnlWtps+emD13v3lryYkhkUdIy8KbN+3jcXuiPkjLQqFQYOtXojq6Z5+9xplaznmu/hoDETUaW8whzrNtRDvi1zX8/Kk9uLVUQM6sHrktpfeapsk0X9qRqaSdbXP//jaHR0LkXeXt4kraAhrCfg1v3lp0bFzkfkopvD2yiKBPQxePxxE1xKm+GABgJuW9DGMGImo0upBFLKCxbzbRDn3m1B5IBdxcyK2/K1Jc+DLNl3ZiMlmAXxc41c+MCKLtqmwXB9jnknvjAbx5c3Uggh2RqJySEi8MTuNEbxS6xoxiokaIBn1oD+mYSRsoFAqemoO5yq+BKRVmUgXEWaiSaMfu2RtHLKDhxpL3IrfkLVPJPE71xxH0ce4m2olq3cL64gGMLuYwuZxzYETkNtW6plhSYS5j4p69MQdHRtS8Ss+7nogPs2nvrau5OtuEZVlI5uz/2FiAaWVEGykVpax2vZT9IITA4Q4/JpLeLKxD7mNV2YU1pcJM2sADBzocGhVRc+uLBwAAb1yf99wuHNVfta4pcxkTlgJO9UUBqJWbJqC824rFbGOibbIsA196cRg9ER0Zwy4O6yUMRNQgmTMBAPEgf1xE9XC4MwAF4MYCd9KoMWYzFqQC7t0bRaFQYNFTojrrjvoRCeh4i3Uitk0IcVwI8U7Z27IQ4neFEP+HEGKs7PpnnB5rLcqPU1qWhalkAQDw5tUpKGUf83n63GVwOiaqH6WA7mINlqHJlMOj2Rqf0wPwguVSICKgAeAOLlE5Ka2ausmUqmUDQGdIQ1tQw9V5BiKoMabT9rz9wf1tALjqJao3TQjct7+NnTN2QCl1GcB9ACDs8y9jAL4J4B8D+KJS6jEHh7dj0ykDEb+GWNAPKe2MmWrHfIhoZ7rCPggAQxMpeKkaC7f4a7CcM6EJIMSwDVFVW02tFELgUIcfk0lj5XyxVQxUML13dzTbTlylqZSJ9pCOrojf6aEQNYVq8/yDBzvw3lQKy1nvnU12oYcBXFVK3XR6INtVWax0Om1gT/T24pnHMIgaw68LtId0DIwve6poMAMRNUjmLcQCek27vkRUm0Pt9uLk+YGpqkWuqLGUUpeVUvcppe4D8CCADOydOMDeibuv+Pacc6PcHqkUptMmemMMQhA10uk7OqAAvHlrcc3Zf9qyfwDgr8s+/hdCiAtCiD8VQnQ6NajtUEphaimLZF4iEeUuHtFu6InouDSV9tRamoGIGiTzFuIhppIRbWaj3Y7KYIO9W+3DswNTkFLi8YoiVwBbwe0iz+/ElQpWKqXw/nQSeUuhNxZwelhETe2efW3wawJvXJ/DF84MrszvDC5vjRAiAOCzAP62eOkrAO6EfWxjAsDj63zd54UQ54UQ52dmZnZlrLUwDAP/17cvAgADEUS7pCfiw3zGRLrgnTICDETUIJWXiAcZiCDaiVJl3/Jgw5GuEN4dXcLIfGZVkSvadVveiXPrAlhKicefvwwA2MOMCKKGkZaFgAac7I/hzVtLEGVzeGUHhWqdbWiVnwfwllJqCgCUUlNKKUspJQH8EYAPVfsipdRXlVKnlVKnE4nELg53czMZC0LYN0dE1Hil59qMh9p4cuW/iUzBQtaUiAc5kRLtVGWRqiNdIQDAsxcnnRgOYfs7cW5eAE9nTPg1O+uGiBrrgYPtGJxIwpSrsx8YXN6SX0dZMFgI0V/2uV8GMLDrI9qG8kyY6bSJ7rAPPm3tseaVxzkwRqJm1RnWoQtgJlVweig146vEJsYXswDAjAiiBogHddy3vx3fvTDh9FBa2bZ24tzKsixMJw0koj4oKbkLS9RgDx5oh2EpTy1+3UQIEQXwKIBvlF3+j0KIi0KICwA+CeBfOjK4LVJS4omzwzBMCzNpA4mIXvV4jlISX/neFR7dIaojnyZwpDuMmbThmSy0XQ9EeK1S+8gCAxFE21Ha8SgvXlbt2i/c04dLk0ksZLyTStZkmmonLp03sZA1kYhwzibaDfcfaAcATCQZiNgOpVRaKdWtlFoqu/YbSql7lFL3KqU+q5TyTLReaBquzqRhSqBng/oQbONJVH9390YwmzY8E+Tb9UCE1yq1j8xnADAQQbRVSkk888oVlM+FSkk8fe7yyjVpWXj07h4AwNXZDCzLgmmasDfjqdGaaSdOSokvvjCEi2NLUNj8XLKULKRHVA/tYT/uSkQwucxgMtmv6xdG7ZhKaR5m206i3XGiN4q8qTC+lHN6KDVx+miG6yu1jy1moQsg7Hf6R0XkPdV2PCqv9bYFcfqOTlydzeJLZ4fXdM6gxmnGnbiLY8sAgES0evCYC2Ki+rtvXxxTyQJMi/M3AQMTSfh1gfYg185Eu0UphWM9du21gfGkw6OpjdMzhOt7Jo8t5hAL6hBibbEdIqqPz9zTh/msicU8F7G0M++OJdEW1BHy2S9vLIpG1Hj374/DkArzGdPpoZALDIwn0RPxce1MtIuUkjg3OApNAAPjy56oE+FYIMLtPZNL/3ljiznEAzyWQVQvlTvSVtnxjOvzeaeGRU3i4vjyqr71Uko88/JlHsMgqpPSHC7LFrn3728DAEwuFzyx+KX6s7tlSBiGictTKSSiPmagEe0yn+5DV9jHjIgaeKJn8uhiFrGA4CKWqEEsy0JP1I/+eADX5r1xpo3cKZkzMJ0sYE/Mv+o6i6IRNVZfWxCxgMaClYT5rAlTqk3r9BBRY/RE/RgcTxZrrrn7/tXJQITrK7UncyaWsiZizIggarg7u0NYzFl4fybt9FDIoyaKXY4SxQUwj2UQNdbKc0wp9Mb8mEwWPLH4pcaZSdtFSxMbdMwgosbpCutI5k38n9++6Pq6a44EIrxSqX1s0V7URv2AlHxRJWqkw10hCABnL80CuJ3mSVQLy7IwlTKgCaAjZAePleKxDKJGklKuFBnui/uRNST+3XcGXb/4pcaZTZvoDPsQCzhdho6oNZWykSdFufMAACAASURBVGbS7q/Z40i4UimVBtBdce03nBjLRkaLu2ucTIkaLxLQ0Rf34+zwLH7uWIfTwyEPmk4Z6A7r0DWBUgxLCJ2BCKIGKGVDCM0uSNhbPBI1lXL/4pcaQ1oWZtIGTvW3QUkJqRQ01qskarjyeiydYR1+XWA27f6WyrzDrqJUaGlkIQMAiAc1SIsFd4ga7UhXCNfnsiuV1yWLnlGNTKkwmzHQE9EhpcXgA1GDKSXx9LnLKD3VOkI6gj7BOhEtzLAUFrMWTvXHnB4KUcvShMCxRBQzKQYiPMuyLIzOZxD2awjqggtbol1wqDMITQBX57JOD4U85tpsGpYEC6QR7aLyQrBCCPTF/CudM5SSK/UjqDXMZUwoACcZiCByjFIKd/dGMZs2oJRaVcvHbRiI2MDoYhb7OsLsg0y0S8J+DQ/d0Y6rs1lXTpjkTpZl4eLYMgCsZEQwg41o9/XGA1jOW/gP3x2EtCx84flBGIbB+bxFlM6kf6A/7vBIiFqXUhKTC0kULIVb81lIKfHYGXfW7mEgYgOjC1nsbQ8CrLlO1BBKKRQKdpX1kp+7O4GlnIXLU+yeQbUbmkjBrwm0BfmyRrQbqgX8+kp1IsqKpH3xhSFXLoCp/mYzJqJ+DZ1hnStnIgf1RAMAgIFxe5NG09y5NnLnqFxibCGHmaUMGMgnaozSGePyRerDx7shADw/NO3cwMgTytMNByeS6In6mMFGtMtuPw/to1E+DZgsqxMhXLoApvqbzZjojuh46iV2KyJyUmfYB00Ag8VAhFvx1WEdS1kDybyJthDPGxM1UvkZY6UU2oIa9rUH8cKlGS5kaEOldMOcYeK96TR6on6nh0TUcpS83SZX0wT2RP2YWGbBymZXee48lTexlLPQHfFBaPomX01EjaRrAl0RPwbGk04PZUMMRKxjbDEHAIj6FM8aE+0SJSW+dHYIh7uCGFnIrVvx12I3DSrSNA3vT6dRsBQLVRI5pDyg3Bv3Yz5jomDyOEYzKwWCDcOAZVkYnrRveLrDDEIQuUFPRMfQxLKrN/UYiKhQivCOzNutO6MB/oiIGqn0nCvVYhFCx6HOEHyawLX5vLODI08onYFMRBmIINptpVoRpe5ivREfFFYfz6DmVH7ufGjCDkR0hnVIl1boJ2olPRE/lnMmRhaykC7dwONddgUpJR4/M4iRhWIggutaooZSSuKpc1dWLVpCfg0fPtSBa/O5NYuZUjYEsyKoZGA8iXhIRzzInTgipyWiPggwENFqhiaSCPsEwj7W6SFyg+7iTezAmHvrRDAQUYWmaRhbzMGvCQR0TqhEjVbtPOnPnehBqiBdf76NnDcwvoxTfXEWqiRyAb8u0MM6ES3FsiwMji+jO6JzHiZyia6wD35NYGB8adV1N23kMRCxjvGlHGJBjRMqkUM+dbQbmgCeH2T3DFqfKRWuTKdxqj/m9FCIWl4pJb8v7sd0sgBLKtemBFP95A0LV2fS6AozjZjILXRN4K49UWZEeIVlWSgUCrBMA+OLOcRZH4JoV5X3pW8L+7CvLYAzg1PI5/PrLmTdFNmlxqiszl5uLlWAKRXu7o0A7FxP5Ap98QAsBUynmBXRjCpfd4cnl2FKha4w181EbnKqP46BcfcWrOSMUWbl3LlpYmwpj1iA542JdoO0LEipVn1sWRaOdAUxsZzHhVE7msugQ2sqVWeXcm0V/tKNzuvvTcClr7NELaMUTE5E7PXTJI9ntIRSoUp2zCBylxN9MSxlDSTz7lw7MxBRRd5UyBoS8SB/PEROOtgRhF8XeG5wcsNdcWp+5dXZy00n8+iM+BELMCWYyC3Cfg0dIZ0FK1uAUgqD48uIB3XEmElM5Coni8dWZ1yancYZo4JlWVjK2VGjqJ8/HiInlDIigj4NHz3ShTMDUzBNC4+vsytOraeUHTOTKuBUX4z1fIhcQko7w21PPICppMHgcZMzDAOvDM/geG+U8zCRyxzbE4NPE5hJG7dLELio8xzvtMuUdlxTBfs/hjUiiJz3904mMLmcxzujS+vuilNryhQszKeNlYg/EblHIuJDzpSuTQmm+jClwnzWxIneqNNDIaIKQZ+Gu/ZEMcuMCPeTUuLLLw5juZQRwaMZRI6SloWPHoojoGs4MzDl9HDIZS5NJKEAnNgTYZlKIpdJFHvYT6cMh0dCjXR9NgNLAUcTYWa/ELmELDvKfLIvjpmUO7PTeKddQQgNqYKFgA74NaaYETkt7BP42J2dODM45cpJlJwzMG4XMf3x5TH+bhC5iJQW2gOArgFTrBPR1IYm7UKVd+9hRgSRG53aG0fOlBhfyjk9lDUYiKgiVZAsuEPkAqXjUn/vZALTyTwLn9EqF8eXEfFriLJQJZHraEKgJ+LHdLIA0zRhmiYDhk3o0kQSPg3Y1+aHwuo23ETknNIa+mSffXz14tiSwyNai3fbVaQKEjEWqiRynFISz7xyBT99RxuCPg1XZ7NOD4lcZGBsGYmY3+lhENE6ElEfZtMGHn9uEF94fojFhpvQpckUOsM+/OfvvcdAE5FLSGkXo/zyS5dxNBGBADA0kXJ6WGvwbruCUgqpgkSUGRFEu0qu05pTCB3RoI5PHO3G1dkMLGk/xi0Vf8kZS+k8rs+mV86hE5H7JKI+WApYyEsIFhtuOkopDE+l0R3WIYTu9HCIqILQdIT8OjojPgxNJJ0ezhp8VaiQNRUsBR7NIHJQKZ0MUCvvf/pkAhlD4s1bi6sewx2Y1jQ0sQwFoCfKjAgit0oUn58zLFjZlJZyJtIFC90RBoSJ3Kwn6sOlyZTr1sy8265Qat0ZC7BQJZFTSkcylLLff/rlK/j4nV3waQJnBqZgWRaklHji7DBTfVvUxTG7UGWCgQgi1ynVCQgJE2GfwFSq4LoFMO3cTLElYHeY2RBEblTatOuJ+DGfMTC5nHd6SKswEFEhmbdvapgRQeSs8jRPIXREAjoOdgZx9tIMTMt+njLVt3VdHF9Gf1sQYdbzIXItIQR6on7MpM2Va8xmax6zqQJ8mkBHiIEIIjeyDANPvjC0krVU6jbmluPNXMFVSBXsG5woF7dErnNnVwjzGQM/uTHv9FDIIaUXz4HxZZzaG3d6OES0iUTUh+W8RN6011dSSjx2ZpDZbE1gJpnHXT0R6Gx3T+RaQtPRHfZBE8BgMRDhFrzbrpDMWwj5BPw6J1UityhV/z3QEYJPA54fmnF6SOSAUhBiKWvg1nwWp/rjK0VOpbQgJXdYidymK2j/OV3WflljNpvnKaUwkzJwd2/U6aEQ0SZ8usCdPdGVjAi34CtBhVRBMhuCyKX8usDBjiBeGp6FyZvOljVQ7IV9sjcKZncTuVt3xE7bn0oWeCRjHUKIG0KIi0KId4QQ54vXuoQQLwohrhT/7HR6nOXGFzPImRJ39zEQQeRGpVo9JSf7YxgcT7pqDuYdd4VUwUKc9SGIXOtwZxDzGQNv3Vpyeiie58XFLwC8O2J3Tvm7S+OuekElorUCukB7SMN0qoAvvjDEIxnr+6RS6j6l1Onix/8GwDml1FEA54ofu0apFeDxPQxEEHnByf445tIFTLmoYCXvuMtIpZAqSHbMINplplmAtcnitFAowCgUsK8tgKBPw0uXZ3dpdE3PU4tfwC62dKAzhFCALeOIvCAR8WE6VQAE11db8EsA/qL4/l8A+PsOjmWNoYkkBIBjiYjTQyGiGpzsiwEABifcczyDgYgyM8kCpAKizIggci2/LvDRI504NzzD3fDGcPXiVymFC2NLONXPQpVEXtET8SFvKiznnK/S7lIKwFkhxJtCiM8Xr/UqpSaK708C6HVmaGsppTA0kURH2IdwgB0ziLzgeG8MmgAGxpNOD2UF77jLjC5mATAQQeSkyjNt1Tx8dw+mkgVMp4xdGlXT2vbiVwjxeSHEeSHE+ZmZ3SseOpPMYWIpj5N90ZVClUTkbomVOhH5Yp0IHs+o8DGl1AMAfh7APxdCfKL8k8qe6NZMdk7Nw1JKvHF9Ad1RZqUReYG0LOjKxOHuiKs6Zzh2x+3Gs8ljizkAQMzP1EEiNyn1nS+tw372aDd8msD1uayzA/O+bS1+i5/7qlLqtFLqdCKRaPhAS78DA2P2C2gpxZCI3K8jrMOnCUyVdc6g25RSY8U/pwF8E8CHAEwJIfoBoPjndJWv29V5uGQ+XUDakOiJ+nftexLRzkgpIZR0VecMp7f+XXU2eXSBGRFEbqSUxDOvXIFSdlQ3FtDw0B0duD6XXXdHvHTjyh3z9W138bvbLMuCtEw88cIQLozahSqPJcJrHicl/7+J3EgTAt0R36oWnmQTQkSFEPHS+wB+DsAAgG8D+FzxYZ8D8C1nRrhWqVBlT4SBCCIvKK2JEzE/ZlMFTCfdUbDSbXfcjp1NtiwLowtZhH0CPo0ZEURuI4S+6tjGI3f3YCln4v2Z9MpjLMsqZk7Ykd/HzgyyQvs6vLj4FZqGockU2kM6YkGmBBN5SU/Uh9l0ASbn5Eq9AH4ohHgXwBsAnlVKPQ/gDwE8KoS4AuCR4seuUErt7mZGBJGrSWlBSrWyoVfKYro4uriyXnaSk4EI1xXmGV/KIcZsCCJP+NSxbgDA2SF7w75aBoSm8fm8Ac8tfgFgcCKFngiDEERe0xPxwZLA1ZmM00NxFaXUNaXUB4tvp5RS/3fx+pxS6mGl1FGl1CNKqXmnx1oyNJlEPKgj6ONrLJFXCKGjO+KDgL2WcgMnZxDXFeYZW2QggsjtSgGHzrCO3ngAZ4emVjIhHmcGRM28uPhNFyzMpApIcBeOyHN6ioUN3VQojbZnaHyZAWEij5HSgi4EjvREcGkytSqL2CmO3XW7qTCPZVnIFwxMLucRDzIQQeRmSkl86cVhGIaBw10hXJpM4d9+6wKklMyAaHKzxS4pXWGt7AjO5l1WiMhZUlqI+zX4deGq1nG0NZZlYTGdw835LHqifkgX3MgQ0dac3BvH0KQ75mFHVu1uPJs8uZyDKRUzIog8QAi7Fdzhbrtg4fV5dxTdocaaThUgAHSHuRNH5DVCCPRE/RiccMcCmLZnqFQfIuK7fSTS4TERUe1O9bdhOlnAbMr54sFO3XW77mzyyLx9ZjHK1p1EntEW8uFEXwzX5njmuBXMpA0c7onAr3OeJvKiRDSA4ckkTIu3rl5V6lzUFfFBSYlnXr7MbkVELlbeUUxaFo71hADAFUFhR7aVlFLXAHywyvU5AA/v/ojs+hAAmBFB5CFKKXzqWDee/sFN17QiosZQSmEmZeDhY20AWAeEyIt6oj4ULIX5jPM7cbQ1peyHoYllRPwaIn4N0rJWMhSJyBuO74kUC1Ym8el7nR0L77qLxhazAIConz8SIq9QUmJ8ZgEA8OLQlMOjoUZKFySyhsSJvqjTQyGibSoVmp0p1nshb7AsC4Zh4PEzg7g0kUJ3RGcWBJFHhf0a2oIahooZEU4WreRdd9HYYg5RvwZdY8ovkVdIy0JHyIe2kI4XL01DKe6UN6uZtL2DerIv5vBIiGi72kI6/LrAjAvOJtPWWQq4Optmxwwij+uO+DA0ebuFp1PBCAYiikYXc4ixYwaR5wghcKgziDduLCJnMBDRrGZSBgSAY3siTg+FiLZBSnuRm4j6VgIRbmgfR7WbzxiQyr6JISLv6on4igUrnT3WzDvvorHFLOJBnnMj8qI72gMwpcKNOfuIFRe3zWcmZaAzrCOg2S1c7f9fpgYTeU1P1I/5tIGCycCxV5ReU0stlJkRQeRtpWDiwNiyo+NgIAKAYUlMLecRZ6FKIk+Rll0JOBH1IeIXuD6fc3pI1AB2ocoCusM+PH3uMqSUeOrcMCzJQASRl0jLQnfYB0sBV6ZTDBp7zEy6gPaQDxHWUyPytO6Ivfk+MM5AhOMmlnKQCogxI4LIk4QQONjux+hSHpkCF7XNRCmF0YUMcqZCd9S3UqGdldqJvKknWtqJW3J4JLRVMykDUT9YqJLI4wK6hoOdIcfnYQYiAIws2OncMUZ4iTzrjnY/LAX83fuzsCwLhUJhJYWfO27eJaXEf/juIACgJ8LgA5HXtQV1BHSBd0cWVuZnztHuV7Ak5jMGusM8lkHUDE72xZgR4QZjpUAEj2YQeVZvzIegT+DFoWmnh0J1snIuOW1ACKCLC2AiT5PFgENP1I+B8aTDo6GteH86vapQZeloJBF507FEGBNLOcylnetixDtvACMLGegCiPjZupPIa6S0IKWCJgQOdgTx8uVZFkFrMjNpE50hHT62VyZqComoH+9NpThXe8jQhB046gwBUin7tZeBCCLPOtEbBeDsMTkGIgCMzGewJx6EJrjIJfIiKe2dmUOdIaTyJn58ddbpIVEdWJYF0zQxmzbQE/U7PRwiqgNpWeiJ+mFIhSvTqc2/gFxhcCIJvy5Y2J3Iw5RSK13H7u6126EPOng8g7MJgJH5LPZ3BJ0eBhHt0N62ACIBHS9dmnF6KFQn40s55C3FdnFETWSlYOV4EhZT/D1haCKJnogPomzTjlkRRN6ilMSXXxyCJRViQR8OdoZxYXQRhULBkVo9DEQAuDWfwb52BiKIvM6nCXziri68dHmGrR2bgFIKF0btlMHusMabFaImIKWFsKbQFvJhYHwZT54dhpQ8ouFmpiVxeSrFgDBREyjvOnayP4ZBB+v1tHwgIpU3MZ8xGIggahIPH+/BfNrA2yP2DSwrsnuXlBJ/8eMb0ATQHmz5lyuipiGEwMn+GIYmkhAan9tuVUrjvjKdQt6UPCJH1ESUUjjRG8X4Ug5zyZwjY2j52f/WXAYAsL8j5PBIiKhWpcVRtf3xT9zVBb8ucO4y60R4Wen/eDZjF6rUWaiSqKmc6o/jvek0LGZDuJaUEo+dGVw5Q86MCKLmIaXE8PgCAGBo0pl6PQxEzKcBAPtYI4LIM5SSeObly7Asc8351GjQh48c7sS5y7OwLC5wvUpKice++y5mUgZ6IjqktGBW+f8mIm86ngjDlApzadPpodAGNE3D4HgSkYCO9pC++RcQkeuVNnu6IwEADEQ45tZ8MSOCRzOIPKX8jFulR+7uwfhSHrNpYxdHRPWWNvD/t3fnQXLe9Z3H39/uOTSnpDk0I0sWkrBsLMv4wg6HYWODAZskhJClSKUIu0mKBJYNsOxuQbwbwi7Z4sgCi7lCgCqqluKKIZDFxpIPMDjYkrFlSaPDOixZ9z2aW939PN/943lGGsujw57u53nUz+dVNaWep3umP+p+5ttPf/v3/H6UNFGlSF1a3h8tHXdYdTqzoolEQwb2D3FlXztMOw5RRC427iFf+flWGs3paCqcWp43ablvROw6Osbslgbam9XlFbnYhfF8EK996VwKBs8cHU87kszAkfiT0u5W1WeRejB1lYX5nc00F00N44wL3dl8YIQr57enHUVEqmjyA73u1gY2HxxNJUPuGxHPHh2l0dCMzSJ1pKu1kesXdqoRcZE7MlahYDBXw4FF6o6Z0dPaoEZExh05Mc5EJWR5f0faUUSkBnpaG9h74iSDY8nX4tw3InYdG6ezuXjWie9E5OJ0y+VdHB+v8MyRdLq8MnNHxip0tTZookqROtXd2sCx8Qony1rZKKuOjJYAuDI+lUZE6svkqNOB/UOJ33euGxGVIGTf4DgdTQW+8vOtWqNepI7csqwLgPs3H045ibxQQRBQLlc4MhbQ06rl4kTqVXeL4Q4D+06kHUXO4tBwiaLBwk7VYpF6NDkP18C+odOr0iX0njjXjYj9JyaohE5Hc+GcE9+JyMWnv7OZ3vZG7t8cLeMZxPNHyMXh2eNjlEPXuvUidWjyYLcn/iRuw750JkqT8zs6FtDVoiWURepVc0OBS2Y3M7Bv+NSSvUlNWZDrRsSuo9GKGZ2aqFKkLi3pbmHd3iEOnJhIO4q8QBv2RkMEu2cVtGSnSJ1xD/nSA1toaTBaGoz1+5IfEiznF4bO0fEK3Vq5SKSuXdnXxoa4DhcKybUHct2ImFy6s6M51w+DSN0Iw+eOelg8J1qWd9XmQ2lFkhdp/b4higZzWtQoFqlHZsVTE1ZONh4lGyZHEG4/PEwlhK64DodBoMawSB26sr+d3cfHOTGe7ISVuX4HvuvYKE1Fo7Ux1w+DSN2ZHPY7p6XI0p5WVm1UI+Ji4u6s33OCrpYiBdNwYJF61tPWyI4jY5wYO5l2FDnDxv3RKTPdLZrUXaReuTuX98wCYGBvsvP15Pod+O5jYyyY04KptIrUlTCMhv26wxuu6GHNzkEODz1/KU/NG5FNlUrAU3uGTs3kLCL1JwyjT9d7WhtwYEPCB8Bydu5OqVRi/d4TFAw6m+Gu+zdrqXuROuQe8qst+wBYr0ZEcnYdHePSrpa0Y4hIDUxOQPv6l/UQuPPQFq2ecTFwd7YfHqYcOt06LUOk7vW0RfMPrNPpGZkRhiGfv28jG/cPnxqZpkndRepXS2Mj7c3FU/NEJCW3jQh359mjYyzqak07iojU0PL+dubPbmbVJp2ecTEIw5DP3LsJQI0IkRxoKjiXzG5m/R6NiMgUMzYdGFUdFsmJ3rZGBtSISMbgWJnhkxUu6WwidA01E6lXZsbrr+jhV9uOcWRwmJMndR5y1h0Zq9BQgNmzcvsSJZIb7s5V/e2sUyMiUwbHK4yWTi+xKiL1rbe9iV3HxpkoJ3fKcm6P8nbFK2Y8seMQmgBYpP6EYUClXCEIAt5wRQ+lIOSjd6/TOa4ZFwQBB4dL9LQ2UDAjDANcRVqkbrmHDI6Ms2dwnEPTzOUj6Tg4Es2e39umpTtF8qC3vRGAQ8OlxO4zv42Io6MAzG5pTDmJiNTadZfOZm5rIzsHkyuuWWdml5rZQ2a20cwGzOwD8fa/NbO9ZrY2/rojyVylSsjRsQo9rUUtEyeSE73t0VLLTz17POUkycpqHYbozUhbU5HZWuJepG5NftgThgE9rY2YwcHh5EYO57a6bD88SsGgowEd7IrUqTCMVsUoFoxblnWxe7BEqaIREbEK8GF3Xw68EvgPZrY8vu5z7n5t/HVPkqE27R8mdOjVcGCR3Ohua8BIfsb2DMhkHQY4NFLmqvntmJZQFsmFxqKxtKetvhsRWen+7jg8wsK5LRQLKrAi9cTdp13v/NbLuymHzq+fOZZKrqxx9/3u/kR8eRjYBCxINxU8Fb8R6WnVcGCRvGjAWdLdwvqcrZyR1To8UQ44NlZmxSUdaUcRkYR4GFIk5NBwKbFTYtMYEZGJ7u+Ow6Ms7m7FNVGlSF0Jw5Av3r8Zd8fdqVQqTExMcPW8JhoLxsqBg1Qq0dwRQZDchDxZZmaLgeuAx+JN7zezdWb2TTObm2SWp/acoK2xQFtTbgfsieTSVfM7WLd3iDAMo2Zyzkarvpg6bGbvMbPHzezxw4ert0T15Mi0q9WIEMmVvo4mxsshe44nM19P4kd6Wej+hqHzzJFRlva0JXm3IpIQs6i0uYd88YEtfGHlAP/48FYWdDZwz8AhyhU1ICaZWTtwN/BBdx8CvgK8FLgW2A/877P8XE0OgJ/ac4LetobcvQkRybur5rdzdLTE3uNj/P29A7maWPjF1mF3/5q7v8LdX9Hb21uVLO7Ok7sHAVgxv70qv1NELg597U0ArE1oFaNUP3JK61O4A0MTjJcDlvS01uouRCQFk6dlMOXEDLPiqa+XzGliouI88exgeiEzxMwaiQ5+v+3uPwRw94PuHng0XOwfgZum+9laHAAfGy3x7LFxzdIukkOTpwGs23OCQiE/I6JmUodrIQxDfrBmN21NBeZ1NCd1tyKSAXNbGygWYG1CEwenVunT/BRux+FoxYwl3RoRIVJP3EO+/NDWsy7Ju6CjkaLByo2Hkg2WQRbNQPYNYJO7f3bK9vlTbvY2YENSmZ6KP4Wb167VjETy5op5bTQWjXU5mrAyi3UY4PBomd74k1ERyY9iwehta2JdPY+ISPtTuB1HRgA0IkKkDpmdfbWFxqKxYHYzqzYdes7Q/5zOF/Ea4F3ArWdMEvxpM1tvZuuAW4APJRXoyd2DFAy6ZmnFDJG8aWoosGxe26mGZE5krg4fGy0xdDJgXpsawiJ5EgYBYej0tjUwsH+YclD70+MSH/96ru6vu++Pv61p93fH4VHamooaciaSQ4u7mnl4xxAb9g2xvD+/57+6+6+A6ZYNSnyZOIjPS372OMviT0Xz1xcSkRXzO7hn4BDXL8zHJIlZq8NBEJwakq2RaSL5NK+9kfUHxthyYJgVC2bX9L7SGBGRevd326ERlvS0US6Xa3UXIpJRl8anZ9y34UDaUWSKIAhY/cwxrr6kM+0oIpICd2d5fxsjJwMGxytpx8kld2ft7qgR0aNGhEguTTYhn0xgdFoaq2b8yt3N3V8+dalOd3+Xu18db/+9KaMjqm7LwWEu78vvJ6EiedbcYFy/aDYrN2meiCzZcWSUk5VQy8WJ5FS5XGbdzmjur/0nJlJOk09hGPLjtfvoammgqVjI5TKqInkWBgGtDUZXWyNP7jpW8/vLz7TEsWOjJQ4Pn2TZPE1UKZJHHoYUgzLbD4+yPZ64VtK3Zmf0KdwNi2o7DFBEsmv2rAbmtjSwf+hk2lFyqRKEHBgu09+p0RAieXbtgg4e33W85o3I3DUinj44DMDl8zQiQiRvwjAgdGdx1ywAVmlURGas2XmclsYCL+lqSTuKiKTFnY4mY59GRKRi44FhKqHTpyWURXKpUi5RqVQYGh7h2WPj7Ds+VtP7y10jYmvciListy0acpZyHhFJXltTkasv6VAjIkNW7zzGJbNnEc1nLCJ51d/RxNBEwMEhNSOS9vjO6JzwPs0PIZJr/fHyvWt2Ha/p/eSuEbHl4DAdsxrobW/kCys369w3kRxyd265vIv1e4fYNziedpzce/bICPsGJ+hvb6BUKoFaxCK54u6nPhzq74jeBD9e4wNgeb41u47T2VygrUlLKIvk2dyWAo1FY80ztZ0nIneNiKcPjHBFXwdmhhVy998XEaJ55ufaMwAAFbBJREFUIvYfHQJ0ekYWrN4ZvdB1Nzufv28A9YdF8sU95MsPbsHd6W5poKFgakQkLAyd3zw7SF9bA5VKhaBSIdA6yiK5EYbR5LRhGP3d97U3njo+q5VcvRN392jFjH7Nyi6Sd3Nam7mst437Bg6mHSX3Vu88TuesBubOKmCmT+JE8mjyb79QMPo6mnh8pxoRSdp+eITBsTJ97dH8EFNHqYhI/vS1N7H10CjHR0s1u49cNSImyiE3Lu7ixsVzgWiJEp2aIZJPYRDwhiu6WbPzGAcGazsZj5zbmp3HuO7STszs1ISiIpJf/Z1NbD4wzNBEOe0oufFYPAS7f7IREZ4epSIi+TN5mtyaGo6KyFUjoqWpyNff/Qredt3CtKOISAbcftU8Qod7NSoiNYeHT/LMkTFuWDQn7SgikhHzO5sJHZ7Q6RmJcHdWP3OU3vYmOppOvzXQCDWR/Opta6SpocDqGs4TkatGhIjIVIu7ZnFFXzv/b90BgiDQ+bApmOy0X7egQ5+8iQgAfR1NFAum0zMSEgQBD2w6xPWLZutUDBEBoFgwrlnQWdN5InLZiNAbDhGZ9JYVfazdc4KdR0ZUF1Kw+pljtDQWubK/Le0oIpIRjcUCV82v7QGwnLZ3cJzRUsANl85OO4qIZEQYBFy7oIMNe08wcrJSk/vIZSNCRGTSHSvmAXDPBp2ekYZHdxzlukVzaCzq5Ugk78IwOLViw42L57D22UHGSrU5AJbTHt0RNXxuWKRGhIicdsOiTkKHx2vUFNaRn4jkThgGBEFIEAT0tTdy7cJOfrpejYikHRyaYPOBYW6+rDvtKCKSIWEQ8KolcykF4alJFKV2Ht56hNamIpfP08g0ETntmgWdNBaNR7Ydqcnvz20jItCKGSK55h7yxfu3EIYhty/vYevhUbYcHE47Vq48/PRhAG6+rFvLxInIc9ywaDbNDQV++XRtDoAlEoTOI9uOcumcWZhZ2nFEJENam4rc+JK5/CI+Xqu23DYiRESsEM0IftvLeiga/Mu6AyknypeHtx6ht72Zy7pncdfKjWoOi8gpsxqL3LSki19tq80BsETW7z3B4HiZBZ2NlEolAC2jLCJA9MH9zS/t4umDI+wbHK/671cjQkRyKQwDwjA60Opua+LVS+fyz2v3c7JU1qSVCQhC55dbD3Pzsm7MDDO9HIlIxN2jA+DLenj64Aj7T1T/AFgiDz99GDNYOLsp7SgikkGvuawLgF9urX5TWEd+IpJbkwe77s7br+3n0PBJHtyiT9+SsHb3IINjZV770i6NhBCR5/Aw5Av3b+F1y6L5Yx7cfCjlRPXrwc2HuPqS2cxqKMRNeNVjETltWW8b/Z2zeGizGhEiIlXjHnLXqs2Uy2Ves3QO8zqa+O6a3WnHyoWVAwdoLBrrdh0hDMO044hIxlihyLJ57SzubmXlgCYTroWDQxOs3T3Ibcvn4WHIXas2EoRqRIjIaWbGG5bP4xdPH2aiXN0Rw2pEiEiuhWHIXfdvhjBgYWcTD289wp7jY2nHqmvuzs8GDvDKpd20NDWkHUdEMsrMuG15H/+6/QjDE+W049SdlRujBs9ty/sAMCumGUdEMsjdue3KeYyXg1OTjFeLGhEiIkRDUq+c34YB3398b9qB6tqWg8PsOjrGm5b3USmVTk2QJiICz53D541X9VMOvGaztufZyoEDLO1pY0nXLNw1Mk1Eni8MQx7ZcoDOWQ3cV+XRaWpEiEjuuYd8+aGttDc18LplPfzgN3soBzooq5WfbTiAGdy2fF7aUUQkw9ydaxZ00t3WxOpnjqUdp66cGC/z6+1Hue2qPi3bKSLPM3UetcaGIq+/ch73bzpY1ePjXI6JDYJAs+KLyHOYFQmDgHdcfwnv++46Vm08yB1Xz087Vl26fcV8etqb6WlvPv1Cl3YoEckUd2d0dJQv/3w7//L+VzN/TmvakepKe3MD33nPK+nrmJV2FBHJIPeQLz2whQ/dfjUAv/vy+VRCGBov093eXJX7yF0jYmp3R0TkTK9b1s2irlb+4RfbuX1Fvz4pqoEr+ju4or8jqsXxHB2GHmcROS0ol/n8zwZoaGqmp61RtbjKigXjxsXRsnwjIyMEGgUoImeYnDemUirxqsWzufXK/qr+/tydmhGGIZ+9d0CztIvItIoF4z2vXcJTe07w6+1H045TtyabwuCaIE1EpmWWu8NUEZHcyGWFNzMNBRaRs/qD6y6ht6OZ//PAVo2eqpEwDPnUj5+kotPkRGQaYRgQBJVTk1ZKbeh0ZRE5l1KpVLMakctGRFAu88UHNusNhog8RxgElEolGgrw/lsu47Fnjmmm9hoqFHL5EiQiIiKSeVNHr9ZCbo8CNRRYRM4mCALeccMCFnW18sl7NxPoE7mqcnfGx8cJgkraUUQko8IwIHTX3F4iIimZXFWuVuU3t40IEZHpTB70NhaN//ymKzhZCTkwNJF2rLoShiGfu3eAIIjeaIiInE1QKfO5+zZqbq8aCIKA8fFxSqVS2lFEJKNq+eF97hoRUVddL2Yi8lxhGBCGThiGfP6+TUxMTHDb5V3c+1evYcGclrTj1R2dliEiF8oKGsUqIlJvdCQoInKGMAj47D3rCYIKjUWVSRERERHJnzAMqFQqNZmwUkfYIiKx5ywpqU/gRESkjmn+DRG5ELWqFWpEiIjE3EPuWrXx1OSUWtZMRETqVRiGfEHzb4jIebiH3PXA1qrXisw1IszszWa2xcy2mdlH0s4jIvmiFXVUh0VEsiCJWmyar0dELoA7Vf9wLlPVx6J3AF8CbgeWA39kZsvTTSUieeTulEolKpV8LTGZVB0OtWKGiFygMIej05KqxaeGXFf7F4uInEemGhHATcA2d9/h7iXgu8Bbq3kHWi5ORM4nDKOD3i89sCWPQ1ZrXodFROS8EjkmDoKAr/x8q+aJEJFzqkVDuKGqv23mFgC7p3y/B/itat+Je4h7gDvg4anie67vX+x1tbpt1n6Psmf/Pi/m7Gk9XmZGDiVSh8O4DkM2nuuLdT/V45Wf7Hl+vDzM12iIWGLHxNG/QSae64vlPi/m7Hq88pO9uvdZ/TqctUbEeZnZe4D3xN+OmNmWKVf3AEeSTzWtrGTJSg5QlulkJQdkJ0tWcgD0fPzFZ3lJVZNkzHlqcVqytO9MpVwvTBZzZTET5CjXf39xP6Y6nI4s7pdZzATK9UIp1wtT1Vwff/E/Om0tzlojYi9w6ZTvF8bbTnH3rwFfm+6Hzexxd39F7eJduKxkyUoOUJYs54DsZMlKDshWlgSdtw7DuWtxWrL6fCnXC5PFXFnMBMpV52Z0TJymLD7/WcwEyvVCKdcLk9Vck7I2R8QaYJmZLTGzJuCdwE9SziQikieqwyIi6VMtFpG6lqkREe5eMbP3A/cBReCb7j6QciwRkdxQHRYRSZ9qsYjUu0w1IgDc/R7gnhf541kanpaVLFnJAcoynazkgOxkyUoOyFaWxMywDqcpq8+Xcr0wWcyVxUygXHVNtbiqspgJlOuFUq4XJqu5ALDJmTBFRERERERERGota3NEiIiIiIiIiEgdu2gbEWb2TTM7ZGYbztj+H81ss5kNmNmn08hhZtea2aNmttbMHjezm2qdI77fS83sITPbGP//PxBv7zKzVWa2Nf53bko5PhM/N+vM7EdmNqeWOc6VZcr1HzYzN7OeNLMkud+e4/lJfL81s1lmttrMnoqzfDzevsTMHjOzbWb2vXiirjRyfNvMtpjZhvhvvbGWOeT8LrSemdm749tsNbN3T9n+synP81fNrJh2LjNrNbOfTqkBn6xGppnmirf/nZntNrORKmR5c/z3tM3MPjLN9c3x3/u2+O9/8ZTrPhpv32Jmb5pplmrkMrPuuJaOmNkXq5lphrluM7PfmNn6+N9bM5Lrpvj1ZW38N/i2auaSZGWxFqsOX3CezNVi1eHEcmWrDrv7RfkFvA64HtgwZdstwP1Ac/z9vJRyrARujy/fAfw8ocdkPnB9fLkDeBpYDnwa+Ei8/SPAp1LK8UagId7+qVrnOFeW+PtLiSaB2gX0pPj8JLrfniNH4vstYEB7fLkReAx4JfB94J3x9q8C700pxx3xdQZ8p9Y59HVBz9V56xnQBeyI/50bX54bX9c55Tm/e3I/SzMX0ArcEt+mCfjl5N9iBh6vV8Y1Y2SGOYrAdmBp/H98arIWT7nN+4CvxpffCXwvvrw8vn0zsCT+PcUqPT4zydUG3Az8JfDFKu/nM8l1HXBJfHkFsDcjuVo5fQwwHzg0+b2+Lr6vKtSWqtfimWQiB3U4/l2Zq8UzzKQ6fBHX4Yt2RIS7PwwcO2Pze4FPuvvJ+DaHUsrhQGd8eTawr9Y54iz73f2J+PIwsAlYALwV+FZ8s28Bv59GDndf6e6V+GaPEq2JXVPneEwAPgf8V6Lnq+bOkSXR/fYcORLfbz0y2eFvjL8cuBX4p3h7EvvstDnc/Z74OgdWk8A+K+d1IfXsTcAqdz/m7seBVcCbAdx9KL5NA9ELeLX+/l90Lncfc/eH4nwl4Amqt6/N9PF61N33VyHHTcA2d98R/x+/G2c7W9Z/Al5vZhZv/667n3T3Z4Bt8e+rhhedy91H3f1XwESVslQr15PuPlm/B4AWM2vOQK6xKccAs0jotVdqJou1WHX4/LJYi1WHk8uVqTp80TYizuJy4LXxEJRfmNmNKeX4IPAZM9sN/D3w0aQDxENwriP6ZLdvSgE7APSllGOqPwXuTSrHmVnM7K1E3cmnkswwXRZS3G/PyJHKfmtmRTNbS9SVXUXU5R2cUij3cLp5lFgOd39synWNwLuAn9U6h5zXhdSzBcDuKd8/Zx8ys/uInudhTje8Us8VZ5sD/C7wQJZyVcGF3Mep28R//yeA7hrnm0muWqpWrrcDT0w2utPOZWa/ZWYDwHrgL6fUebn4ZLEWqw6fXxZrsepwgrmyVIczt3znDDUQDWl6JXAj8H0zWxp/mpmk9wIfcve7zewdwDeANyR152bWTjTM7YPuPhQ1MSPu7maWyONxZo4p2+8EKsC3k8hxZpb4vv+a6FSRxE3z/KSy306T4xOksN+6ewBcG7/w/wh4Wa3v80JymNkKd5+c++XLwMPu/ss0suWNmd0P9E9z1Z1Tv3mx9czd32Rms4hq0K1EDbDUc8W14DvAF9x9xwv4uZrmkouTmV1FdBpkKq9104kbvFeZ2ZXAt8zsXnevxSeZUgVZrMWqw3IxUR0+t3prROwBfjg5jNrMQqAHOJxwjncDkxMR/gD4elJ3HH9yezfwbXf/Ybz5oJnNd/f9ZjZ5PlAaOTCzfwf8DvD6pBpEZ2Yxs6uJzm17Km7SLASeMLOb3P1AklnizYnvt2fJkdp+C+Dug2b2EPAqYI6ZNcRd2oXA3hRyvBnYYGYfA3qBv0gqQ965+1kbYGZ2IfVsL/DbU75fCPz8jPuYMLMfEw1fvKBGRAK5vgZsdffPX0ieBHNVw16ieXmm3seZf9eTt9kTvxmYDRy9wJ9NI1ctzSiXmS0kauz+ibtvz0quSe6+yaKJ91YAj1cxn1RRFmux6vCMZbEWqw4nmGtSFupwvZ2a8c9EE/9hZpcTnXN2JIUc+4B/E1++FdiaxJ1a9K76G8Amd//slKt+QvQmk/jfH6eRw8zeTDQnw++5+1gtM5wri7uvd/d57r7Y3RcTNQKuT6AJcbbnJ9H99hw5Et9vzaw3HoGAmbUAtxHNWfEQ8IfxzZLYZ6fLsdnM/pzovM0/cvewlhnkgl1IPbsPeKOZzbVodvI3AveZWXt8EDj5qddbgM1p54rzfILoQOGDVcpTlVxVtAZYZtGKOE1Ek2f95BxZ/xB4MG7Q/gR4p0WzgC8BlhHN2ZJ2rlp60bniWvZTosnxHslQriXx3x1m9hKi0W87q5xPkpPFWqw6fH5ZrMWqw8nlylYd9pRmyZzpF9Gwqf1AmeiN5J8RvYH7v8AGoklmbk0px83Ab4hmMX0MuCGhx+RmoklH1gFr4687iM4JeoDojeX9QFdKObYRna80ue2raT0mZ9xmJ8msmnG2xyXR/fYcORLfb4GXA0/GWTYAfxNvX0r04raNaHRGc0o5KkRzVkw+Tn9T68dEX+d9rqatZ8ArgK9Pud2fxvvPNuDfx9v6iF7AJ5/nu6jSbNEzzLUw/pvcNGVf+/O0c8XbP0302hbG//7tDLLcQbRKz3bgznjb/yBqTkM0cdYP4gyrgaVTfvbO+Oe2UKWZ7KuUayfRhNUj8eOzPO1cwH8DRqfsS2up4mpMM8j1LqJJ29YSvdb9fjWfR30l+zXDmleTWjzDTLmow/Hvy1wtnmGmnagOX2iuTNVhi0OJiIiIiIiIiNRcvZ2aISIiIiIiIiIZpkaEiIiIiIiIiCRGjQgRERERERERSYwaESIiIiIiIiKSGDUiRERERERERCQxakSIiIiIiIiISGLUiBARERERERGRxKgRIblgZt8xs++Z2Woz22Vmb4m3P2Rmt8WXP2Fmd6WbVESkfk1Xi81shZn965TbXG9mD6SZU0Sknp3juPhBM1sbf02Y2TvSzir1S40IyYtrgB3ufhPwx8DH4u0fA+40sz8GrgM+mFI+EZE8mK4WbwSWmlkxvs1ngf+SUj4RkTyY9rjY3W9192uBfwB+AtydXkSpdw1pBxCpNTObBfQCH483bQTmArj7w2ZmwH8Cftvdg3RSiojUt7PVYncPzWwAuMrMlgG73P2JtHKKiNSzcx0Xx9f/CXA78HYdF0staUSE5MEKYKu7T8TfXw88BWBmVwPzgZK7D8fblpvZR+LLd5lZRwqZRUTqzVlrMfAo8Brgb4G/BtViEZEaOddx8b8lGiHxDncvqw5LLakRIXlwDbDIzGaZWRtRB/hzZjYf+DbwVmDEzN4c3/5GYG18efZkg0JERGZk2locX/co8AngR+6+N96mWiwiUn1nOy7+HeB9wB9MaVKoDkvNqBEheXAN8EPgMWAN8BXgyXjbh919E/A/OT1vxI3Axrg4Y2avM7PvJp5aRKS+PK8Wu/sj8XWbgZPAp6bcXrVYRKT6zlaLvwUsBB6JJ6v8M86ow6BaLNWjOSIkD64B3uPuf3XG9ldNXnD3h6d8vwS4ExgC5sXzSLw6kaQiIvXrbLUY4APAR919dMo21WIRkeqbtha7e/eZNzSznzKlDse3Uy2WqlAjQvLgpcDWC7mhmTUCR939L2obSUQkd55Xi83spcBPgUfc/VtTtqsWi4jUxgUdF6sOS62Zu6edQSTT4gkt/xdwl7uvTDuPiEgeqRaLiKRPtViqRY0IEREREREREUmMJqsUERERERERkcSoESEiIiIiIiIiiVEjQkREREREREQSo0aEiIiIiIiIiCRGjQgRERERERERSYwaESIiIiIiIiKSGDUiRERERERERCQxakSIiIiIiIiISGL+P0wwt2uDN19UAAAAAElFTkSuQmCC\n", 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" ] @@ -1304,14 +1381,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Non monochromatic analysis\n", + "### Non monochromatic analysis\n", "Now, we have to take into account that the impinging beam energy follows a Gaussian distribution. Then for each starting energy, the beam will have a different cross-section value and maximum pair-production distance. \n", "In our analysis this leads to different pair-production energy distribution." ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1322,7 +1399,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1332,7 +1409,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1351,7 +1428,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1383,12 +1460,12 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 61, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1458,6 +1535,13 @@ "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From e41a49c83240f1d3d7cf2fe185ce14851bfda8e0 Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Sun, 21 Feb 2021 09:59:29 +0100 Subject: [PATCH 31/39] ... --- Project.ipynb | 244 ++++++++++++++++++++++++++------------------------ 1 file changed, 126 insertions(+), 118 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 038e566..21ee922 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -122,11 +122,19 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { "image/png": 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\n", @@ -198,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 3, "metadata": { "scrolled": false }, @@ -278,14 +286,14 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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24.926059\n", + " -16.181452\n", " \n", " \n", "\n", @@ -648,35 +656,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 29930.644194 -1.989907 -9.428147 17427.063446 1.989907 \n", - "1 19130.579356 18.012049 12.862710 28227.128285 -18.012049 \n", - "2 27873.084913 18.011855 15.239810 19484.622728 -18.011855 \n", - "3 23599.912735 -30.537316 1.909323 23757.794906 30.537316 \n", - "4 29704.784134 -0.504606 -12.346573 17652.923507 0.504606 \n", + "0 22857.992411 27.559100 12.738238 24499.715229 -27.559100 \n", + "1 22691.719928 21.446543 -21.338347 24665.987712 -21.446543 \n", + "2 23665.370506 19.263779 -23.774158 23692.337135 -19.263779 \n", + "3 23820.781744 30.395856 -3.459033 23536.925896 -30.395856 \n", + "4 28485.847828 -13.146422 -16.273365 18871.859813 13.146422 \n", "... ... ... ... ... ... \n", - "999995 23991.850435 -20.236503 22.905840 23365.857206 20.236503 \n", - "999996 26264.450014 26.704234 8.883781 21093.257626 -26.704234 \n", - "999997 23250.906400 27.209402 -13.856549 24106.801240 -27.209402 \n", - "999998 25270.538627 22.553671 -19.312356 22087.169014 -22.553671 \n", - "999999 21689.021193 -28.955319 -3.528734 25668.686447 28.955319 \n", + "999995 28994.010751 14.849052 10.303134 18363.696890 -14.849052 \n", + "999996 19583.546384 -23.906394 -1.690983 27774.161257 23.906394 \n", + "999997 23395.984835 -10.763896 -28.613275 23961.722806 10.763896 \n", + "999998 29577.156128 12.497218 -5.417946 17780.551513 -12.497218 \n", + "999999 25248.366252 -24.926059 16.181452 22109.341388 24.926059 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 9.428147 \n", - "1 -12.862710 \n", - "2 -15.239810 \n", - "3 -1.909323 \n", - "4 12.346573 \n", + "0 -12.738238 \n", + "1 21.338347 \n", + "2 23.774158 \n", + "3 3.459033 \n", + "4 16.273365 \n", "... ... \n", - "999995 -22.905840 \n", - "999996 -8.883781 \n", - "999997 13.856549 \n", - "999998 19.312356 \n", - "999999 3.528734 \n", + "999995 -10.303134 \n", + "999996 1.690983 \n", + "999997 28.613275 \n", + "999998 5.417946 \n", + "999999 -16.181452 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 70, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -687,12 +695,12 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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l8kwIEjBtIbjg89QIa19fLehexUw2HjrOCSQ9r7Nsm66urqSHeyYBO2i8s6mnS2/28dmuUd65lk1S1XTPj23bmFbvnrFs87l426NpGtULlwza+qt22j5cS4wby9rj70LQ2dmZRshOHAcUYGXqbT2CBMl0R+70xzLkR/NoT3uzUdB8qr+ghzRIwLPtzCeLSElWuUF6E+7hb9tgJ3kLq5u7+Q47Kqj7u6mCeLr6pgv36EuIkNvmnkqFzDk24pZFV1dX9xzo5QstrC1unXrrPRM0ry0r1ZVvOM9mVwwMXuG4r8/sQOOtx2AoUbJRCITVJ1uCvEP8z2C2OZYgWFj1f+YK0H3tq960Mxvvl76EH6Ub776FU2QOpQsjSOGT6X3i1q+voVf+e/Y3hGsww3kGGk3T5miadlHTtIOez0o1TdukadqJxP8lic81TdP+TtO0k5qm7dc07S7Pd2Ylrj+hadqswazzYHk7ukaVTN62zjXdnwkhqFrQHYPvWpuTyr2EgSPT6Qvp6M97P0w5IqWj1CyfHexi78fq6qLly6+xd++hc+16yl57E7F1G9a+A7R/tRXZ1IwEhGlCZyeyrp6mJcuo+Q9/Q/U/+Rd0rVhJ1b/81zTMnU/XufNYLS2hxp1z/98/YF+oJn7kKJV//PeU/cU/o+qdP2At/wy5YhUVs35LxT/551g7vsM8eozK//RfsZpbBqzPvH0k29qwq6ppXrWG+vmLqJ89F+uHvTQvWYZ96hSdO3ch2tp6vj+kpHLufMo8p1mEKRWClDG99Z52wiXmYzY1I9rbkR4POX/IiWmanH9vdooSzX+dHzthvAuqh/dv3eup87e+ng4ZVO8wJUmQx8xA50BxiQxKqZcBQghEGj8bXdNDrBCSdavmZJ+4JYuHOqkFNYxQN0z/AxaPx1NcbV1tVxCuxjE19lSyftVsnn3hL7Jqh2marFz+D+REo4F/dwXMhx9/M8WbxG1XX3AXkqDvu5v0sPLT/c056kiQm5ub8rnbT26f+r/rfi8ajYb2tV/J5BVU1n32Pk8897vA77n3zNZ675YbHu7xHk89//vktekUWxDcT8k66TqapgW69Uohk4uf41n0Dzz21DuhHmHeMv0MxIke7vhJKensbKOjvTXZfkvYrF81m+lPvp3xuVTKi6EnbC5mWke8f+/vmuPFu272RyHd33ntb1+23hj97QPdY/1yNjQ2kmAPo6R1yLb54NNNvPLr6ck12rt+BHl9pdJz7c3GmhT2mVtO0DVB61kY3neGpmkpa02y5h7jRdg8DJsL2aw1jgJnAzNffjKrsXWVJW++8lToO9I7bunq17PscC8N955B1/dlTl5CeWrmAf8DWOD57C+BzVLKv9Y07S8Tv/8fwBPA9Yl/9wJ/D9yraVop8FfA3Thv0d2apq2UUjYMRoXduPVxM19PftafNdQ0Tcrem8PYma9RNX8hV/7+t06ZHoWFu6YKITj//hxivvsE7a1N06Ry3kKiRua54N8r+z9z29jX93sPN3ohQGpUzl2AoespORKSz5cQSNOkbcuXtG/7ls5de+gUAiIRtHFjGfXir2k8cYJoSQnjf/cu9UuWUfr6q9QsWgI33kBU1xj/6ivUvjebvBtvoGXteuy2djo/XYkuJRZwbsdOopMnY9bVoQFlP+zFuliDbHGUDTbQMX48sauuJHLN1XSWlSOkIDp1Kl2Hj0BzM5SVA1D19TcY48cTu2YaZlMz5OTQuGkzVnlF95qn63R8vyvxowHCxjpfRvOWLzGAeH095g97qamowL5QhXm+DBL9Uf/1NwBosRhSCFpPnQYpqd+zF4CKr75Gy8+H0aPRikehFRdjFI9CaBrVCxZzxe/eccbVtjErL9Bx8SLxM+eo/uN/wIhGIDcX8+JF9AkTHMOncE4RGfPGa93vNSHQpFOG3dBC08rVdJ48hXnmLGZVFaKlhbKPlyfrGZ06hdhPbsJuaUEKgfDJCd655niC9F+pKoRzRKz7jJimSfX8hUx8+63UOeiZy37lg3+uJ5U0wsZO49U+FPtfpaDwkE3IRXIhC3KJsh3vCyl7JlbJpuykoGSmOclCOrkwdD110RZCsH7VHGY88y5CCDasncdjT8zCNE02rJrDjGd/G/pC8Qus3W0Njt31P3Dejb//c+/vYRu+/myUsymjtw+SEIL1q+fw7G/+cY/P16z4EzOe+W3o99Z99j5P/+YfJesTtFENq5N3wx9UtuM9EaygygZ3DhqGkbxXkIXEVSx46xLUv0JI1q2czRNp5lZPNNatnE00Erz0COkoxmY881vilkWM7jkUVKfuF73wzUGRMlcty+LMyQOsXfke0UiE82cOsuPrD5LXN9ScI6+whJKScSn18Xu02LaNaY+M5LQ/NnqzXvRlg+lf3zIpIFzrrV8gHKwXt+u11Jf1MlshPp3S1/8ucBXNYUrzMLzJLJct38AbL3X3nytkv/bC44nfe9YnUx3dWG2/QkDX9RQlv7vmZduf7nxw8dZNCMHS5RuY9eozyd8Xfbg22Q63bUs+XosRCVbi9/b+3s+7lbqSjo4OYrEY0Wg05d3jHT+3zX3xPPN/5i0vG7zj0VcuReWwlPJrTdOm+T5+DvhV4uf5wJc4CorngAXS6fAdmqaN1jRtUuLaTVLKegBN0zYBM4Clg1VvwyOw+Z8711U+FoulfCfdM+qWF6RocD0Qpvz2ndBrINW7wl2ZM13rruNCCM6/N5uJs950/m7b2PUNXPirP1I4dQrWwUPUVV7AiESIjBuHdeo0srAAs6UVigoD6pC6LwkjqH5WXT0t23dgb/sWu/oi9VJijB2Lfu01lLw7i7odO4nFoox64dc0zp6L5lsHvcYuPTcHvaSE/EceorO6mtLXX6Vi9lzshkZiLa3kjx9HvLoaOjqRmoZxxRXk3XwTLefPI4qK0EtK0HJilLz5huPxsXgptmXRKSWxXzzgtLmrC62pmdwrr8Q6dw7z7Hms8nKQksa9+1LaZgO133zbo8313+30dIqB2d5ObMoU7GgUWZCPVljEuHfeomb1Wia+9Qa1i5cx5tWXqJ27gOJfPEDDhx9j1zdAUxPyxElIrIkWQDQKOTHKvvkWu74eLIuKT1b0qBdA1dZtYBhoRYXUXKjCrKul/P/8K0bdcRt0dGLt/B4aG5HNLZhA5+db0IsKiV19NWLMGPTJkyn+85+DlNh19ZjnztO2aQuyq4vyw8coeOQh8qY/DJMmpdxfCEHF/IXkefbA6Qxz6bBtOzBfRX/WR9dLCUjrse/F/4wNFEpBkQbvAuQuQlI6xw1GjQhmvIuzZUeprang3OkDfL52DieP7cayTIRtUlV+hLraSqLRHGKxXDavz2XK1Bsw4539qlfYJPZ+7h6duH71HHKisR7X2rbAsqyktUfK1E2q43HR+7qFPWheATMT3k1PX1wMs71Xus2VhubpB89LII3bcldXV1Ix5b6wTdNMCvHd9+35og+rmxfHquAP+wkvyy/UC0+ODvdzN6/J9CfeSt7DVcCFCWzesXD7qTcLq2thDZsrKfHSWXoqBF3X1dnOiaPfc+zQNzQ1VLP9qw8BGDfhKkrGTuGOux4iEs1l7+7NVJYdo6urnTv+bHp33yW8Pj7fsDDrhVox/AyUW3KYAsKLrutJJZZr9esvmTa+QYoTtw7uu6o/m4V0wkUQTr6JNaA5lrIw63kQvfWU6k3ZjgJkPS89N52PPtvEq7+ZkWzb0k/W89oLM7IqR0qZdJ39cMWm0H7xC97dipju/vQrof2KF7+i2NtWN6+HYaRu24QQfLhiU4/2CCFYsGwVLz33aOCc8CqZvL/r9N+7KB1SOl4Ur78Y3v/etgd5eA6EcWOEMEFKeSHxcxUwIfHzFKDMc1154rOwz4eNbiNB707ECFJ4QPcxlc5eg+RexKsIFUIkTr4QRBLGurhlEQ2Q1lzvikmzZiJNk66ycuxTp6n92/9O10nHIu76yLeePIWUAsu0sGyb9m3bIREKW7HtW2LTpmHrBu3TriLvtlupXrOW0tdfTfaDv09cpG1jtbejdXbSsmET8d0/ULlnL/GTp5wL8vPRr7uW0t+/S84N11OzeBk5N98EO3d5jJ09+y7s9+7ONKBkNMaE8Yz/w++Ix+OUzZ7n9HHEoOTtt2idPQ9sGy2xNlTMW8C4RJvc8XDvoUVjRCZOoOjFXwNQvXAJOffdg+iKI7s6k30lpfO90U88nnx2jWiU6pWrGfP8s8TyciG/gMoPP2bszNfIzc3lwryFWLaFhoZRWkLEMy80w0DLyyN2040Y116LnGYR0R35QDY3IRubsFtaoSuObpnk3nA9nWVliEgE8vIZ+8Lz1H35NULT0KVE6+yk8Jaf0PL5FmhpofPIUeyLFwFo2n/A8dyIGGjFxWhTphAtLWX8H96FkpLkcaiGplH47NOJbjYwDIOu1laq/tN/JdIVp/mDj2j+6BMKfvkLpx6eOeJXVgkpqZg7n4lvzUydu21tdFVVY9XUYJ08hejsRNo2jbPnEcnPg5wc5NlzWKNGIYpHhb4b3fmYLhTDO4cMXXc8fzzfT4d7MsqVf/jdgK7Jg6ag0DRtDvA0cFFKeWvis1LgA2AacBZ4WUrZoDlvzP8GPAm0A29LKfckvjML+NeJYv8fKeX8waivdwH0bgz9wiU4AlZl+XH+8x/foL2tKfn5uTMH0XUDw4ig6xHqrTi6HiHe1UF7ayNb1ncnbTl+dDuGEaN0zHiuvf4Oxk24KsWq7eYHCPLU8OJunEKVFpoeKsSapsnGNfN6tK8/mLbNmpXv8+Qzv0267WbaJCfjpgLa6ibVTFfHwbCmuJb8Z1/4i4wPnOO9MpsHH3098O9uOJBfaeLdePk3i0HYds9kj9koO1LatHoOM55+t0f9Utqyei7RSLfnQjweT1oF1332Po89/U6yPW6ZTz2X6n2TDUI4J2U88cy7oZ5JYZuYIGzbxjS72LdnC0cPbuW7bz7GtkyisTzGjL+CBx99lTOnDvPYU++yecMi7v/lC9i2TV3dRV58/S/503/7pxze/zXTn/4tkUhOSv94BT/F8OMXULy/u4Lcb55+KKucNenIpHgTwqazs5OPVn7OGy9mdq0PEv79XgKuF8HLzz8acs9uAc/7HTd0QkonV8PMl5/K6N0WVLdM9fd7Trg5Zfra10EKGFeYzkbZlO659CsL3Db2xpvPUVStxhY2kTTeD37BO1tlSu8UajKwn8PnaXeInauU8bbRspx8Qnl5eVncuyf+fks3Ft755dbXNLvo6OhIew/3eX7jpSdTW3aZrcdSSqlp2oAFc2ua9gfgDwBXXnnlQBUbSNjakWl8wvICuKElUkoEUDlnPhNmzcSuq8M6c5bG9+ciftiLNE1MXaemvAIqKrBzcmhcsoz4seM0fbYK0dFBvKkJdu7i4q49WBUVaO7+vqiI2HXXIm68ATm6GKOklAl/8XsuzF/E2NdfIRaLoes6Ff/rT5i1deRPmYw4cRL74GHq/uN/BkAvKuTi8RPE6xpoEAJdQvuBg1gXqrDr6uk6cwY6O7Hj3fkH4lu+hEgEbryBkrffpODen1G5aTMaULd9B+OvvQbvcyvQqFq4ODBczPEUE/itidkYdsI8TnqT8NLQdTQNtJwciHWvjRrOiEauvca5LiHAa8XF6JMmoicMeBKoWbSEKe++nVp/u/t4VDvNOqrpOhQXoxUXO2EVQhKJRBj37iyq5i8kbppEdIPc225FfL8bKWw0I4IsLCD30YdpvViDoWlMfncWF+cvpLO9gwlvvk5+cTHn35+DJsGWEsMwiIwbl5p7zbM3deunxWJoU6dgA+P/0e9oW72W9s1bkB2d1JRXMOrx6RT9/IHAtuhCED96DHHyFLKxkYrvd2GWlSc9RFwk0HrmLNI0k3+TgABq9uxFy8+n886DSE84etC7pb9rp1/hMRhHjQ6mB8U8LrF4uyD8L34hBDXVZzl7cg/Trr2DXz7yCpOmXMvWLct5cPrrbNm4OJkAyDD0xABKYtEYDz/+GuXnj/HlxiXk5ORx+uQPrP7k7wDIzStk8tTrKR0zmZqaSpYu+HfEYvmMKhydtn5eIc/9PZMw5d1kamhOPFSAJcXo42kFrvdGtu7/bhvCJrhXgPbHKtfICgwAACAASURBVKbLrdFfvBaxZNLQEA2kO09cbXc0Gk0K967Q7Q9DCA+tcdrW7d0S3MYgK2umvvZ6ygRh2+kTsQZ93zs+bnxdj5CRgAXS8eSwaWqsoTbewVdbPgEgGolhmpkzLCc9Vzrbqas5z6fL/oaTR3fy7Vc20Vgef3bvE9x+10Mc3LcDTYNbbv8l5edPBwpE27eu5Lqb7+fw3s3s2r6Gex54LvB+m9bNT2xcLnnL3WWHX2D2f963pIbBIQb++dzbsjMJpZnL65mLwWux74v7WzYKipQaSMGiD9fwwjMPp7w//IK5tw/dd0u3JdTu4SJu2yaLP17Lq79+HCFsln26gbdeecZz3+6+sywL0zRZtnw9sZzcjO+98Lb0tNJ7vxeUYycIb+6jbHGTf778/PQedRpIAbyvIRXpFC1SOsn/3Hekk1x0pSM4ZIGUgmWfriea8PLMpGhKrZcTIuT3KLnEqNY0bZKU8kIihONi4vMK4ArPdVMTn1XQHRLifv5lUMFSyj8BfwK4++67e634CFoP0q2lmSy0Qbju5EHroKHr2GYc0VCPdaGa8n/yz7HOngOgPXYILTcHIhGkEHQcOgyWhTBNGhNeCZ279iQKMiAvj8jNN2Hn5xEpLcUYO4YJ//j3WJZF3eJlWIn9ln+fpWkaWm4uYtw42k2TKf/Xv6Vm4RKK770H+9hxWjZ+jmhoRF64QOvyc2iRqLOvaWhwQiYKC5FjxmDk5UF+HnpeLqNefZmGz7/A0qC1tZXCqVOc+8ruUxFcA5G3L1zvWdt2koFWL15GbjSSHJd4PI4ZkmS9N56o/U14aAuBhobu8WYJU0RBqmBrC4GRGAMhJZXzF/UIMcqmzpnmYmp9Ent7NLRYDOFX6guBhUxJWiml00avMTlpaBSSaMQgMnECxb97h9EzX6Py3/1H4qdOU/e3/526v/3vUFREV0E+5ZUXEC0txE+cgo4OalescsrPySF22y3k3X8fOVdPo/67nUQK8jGNCIZhMGHWTAzDwGpvp+JPs9FbWrGbGrFqatHLK6j5V/8WolGqa2vpbG+n5O23iE6cQBiirQ3Z2Ejbt9sRTc2IizXIktFoRiTQqBJEb4yJ2TJoK/ulGG8XZsX10tHezNkTeygumcgb7/6R3Lw8Z+MlYeOaeRiRSEJwFvgPScnNLeDqa+/gxJU/8Kvpr7Np3QJ+dt/jXKg4zvkzhzhyaAdnTx9A+GLc9+7ewKjiMRSNGkNtzQUiCXehpQ3lmPEuLlSc5sThb2hurGXr5sVomo6m6ez7fg35BcUUFpZycN+1XH/jTykaNSalbJEIWenr0YnpFr2wRKJh14aVH2QxcoX76U/OCoz/zsazIJPgIoTskVPCvUdPoaVbcbJxzTyee/EvHG+ERDiQ937e+RWUcd8NzZn+xCw2rZufzIURJsx4lRPplCiDhffF4R0XANMyOXtqPxfKjrLyo7/l7Kn9dHW1Y1txvvliGbZtsfObT3qUuX/3BqI5eeTlj+Lb4tFMvfJG4l0dzsvZMmlqvEjZmcN8vmERzY0XscwuCgpHM37iNYwZfwVFo8Ym58ah/d8hpNOnliXYuHZeckPsouk6hUWljBo9nt3fraWxsREtQNjwxs9fTta7kUSYVdYVIruf8dT+9+cvcK6x6OzsZMW6r5nps8D2Br8A61p13Q1ttkn+nPnrhNYtW74x1Esi6HtBihLXotMbS31fcgD4y3fqYw2acJgSrhhgJPCGaCxbvh739eF4kqwnGktNcByEt0+FECz+eG1WXjDd9egpwPUm2aM7F9wx8WOajqImFs0J/K6QIvmO7elZ1xtFU99ComzbyVDvKpC8eS16U1JQ6Ib7c6ZkqJdQgswwVgKzgL9O/P+Z5/P/TdO0ZThGu6aEEmMD8O/d0z6Ax4B/OVSVdRUKU97J7vAQKSVWQwPx8grEmbM0zV+EuXcf9ukzWGfOcvHkKeyaWoSmUd/aRrSggM6jx6i+WEP7rt3IxibHKqJpRG75CUVvzaS1opxx/+gPNH70STIkQCIxLZvcaITJs97k4pz5jP7N80QKCzCBmkVLGf3Gq9QsXoquG+iJ8OHK+YswNOf7aOmfWVdQ1nQd49pryLv5JuzOTgpfeoHqBYuZ8NYbxGIxquYvpPS1VwDHO8AWAkM3QNPQNYhMnOgYnxyROPQ+LrYQaAH7Y+91QkqqFy0l5oYS+PYnruFsuJ4XIQTVC5ck39/ZGhbTWeVtIZJKEPc0FyHJKsxISEnN4qXOmPiGPSi/Sdj9TdOkZskyNDQmzZqZOKmjOx2AEIJofj76Ddcjr7masT+/H3HoMPUbP0e2dxAvK8coyEcfPw4KCih+7hma9u2HnBxKZ81MKn4jp047CqqEIk0IQc3CxYx+9WUoyEcrKoKJ49FuuJ4oGqNuuZnGJR/QsWsPoqWF2u++Rx9djIzFqCkrJ37uHFUnTyKamrGqqhGtrQDUfP5FdwMLCpB33ZlidPSenjMU+9+hVj2P2Hg727YxLTNpIQ3j4oVTaLrGtTfdi4QU6086q0HQgGqaRunYyUycPI3b73oEI1bovIStOJ0drXR0tCCsLsZPuJKW5jraWhvo7GjGti3HhUoKYrEcdCPC5Kk3EMsp5Maf3IMUgqOHv8eyuuhob6ay/BgfzP8jAGPHTeWKq2+hpbmR+tpKx9qYQTnh9VbwbyD6S7LskMU6CHej4nUBzrTwBikHXM+Np5//fVLp48dfrj8vSSZrqrdvTdtm7Wfvp51fybYlvpdpbPqrtXQ9EA7t30p9TQWdna2cP3uEWE4eZ08dYPyka1LKzqa/hbDZs3Mjh/Z9xemTe/lu60cANDVcAE0jv6CYWE4u1994N+fOHOHWO/+c3LxCDuz9Gtu2QAgmTr6KQwe+pbW5lo2r30uWvX1rqjIjGs3h9p8+TFtHO8++8M/Y9uXHSM9xtN7Nu9OXrnt68EtswqRrOXFkO83NFxlVPIHNGxZe6ha6Sy7czk9YyEOQ11Ayh4p0NwmCDz/bSE5OXo/vpcO71rn/uyckeK5CZCnUueuca/FfvuaLQMEzGw+Avj7r3pwMH3y6kZkvp56kkK2lxF/f+sZmGppaae/oBHQ0JLv3HaOmrpEz5y/Q1t5JW3sHebm5PRw7km68vnU0SPi3LJvW9k4OHDnN2fJqFn60nqbmVk6fq0DYNrph0NTSzvnyC+Tn5bFzz2Eam1vp6OhK24ag94kzXnZyvNw1RAg7aXfobQiHZVnOxjyl/U7iTFcZ6lc0uHmHwsbFP097q2QARxHy4YrPefHZhwP/7m2ntx/cz9K9C/qj/LjcFMCapi3FMbqN1TStHMc7+K+BDzVN+y1wDng5cflanDX4JM46/A6AlLJe07Q/At8nrvu/XQPeUGH4jCreMbaFoKO8nLYvvqL98BHiJ04hGhuT37WNfWi5uVi6DpaJ7OhEtraBZdGxazcdXXFEZyd29UXHXf7GGzDGlGKPGUNJwmrctmARmqEnLeeGL++EFokgc2JUr/gMQ9eTygIvyX2TrifzT0B3aIFlWei6njbnmHNyT8+wC+9Ut4XAtGyMqIbmU4DYQqDjruvBoa2ZsIVASNC19MK8kJKahYsZ9+YbGcujt89qlnmXDF3Hsi1qFi9lyjuzsrLIO14l/TzlSoiEgJ1aT0PXsQPaapomFxctRde1pKds0Hgk98Kajp7wHqtcsJjcaCSpvKhetJTJsxJ5JTSN2A3Xk3fH7TS2toIQTHr3bQzDoHLuAoSwid19F9rx48npIISgZtGSwD7QNI3KBYvxq4O1aJScn92DfvwElm1jNDWTf83VWCdP0XngINb588i2NkRrK0ZxMTk33kDL2XPohQVMeP1VjFGjqPhff0IePIzYtp2uXz9H3ddbmTzrzYRXd19HovcM2857pMbbhQqkSGzLpL6mjDHjrsQwoslNg3NkTHYbFe9mx38P9+dINEZhdAwFRaXkxmI8mrAEG4bBio//V2JB1nj86bcBWLtyNo/OeJMtGxfz0GNOZuK2ji6EcDZdEcPgjrt+Sfm5w5w5uZ8jB7bR2dHK3x39Dl2PkFcwirz8UXyzpZhJU66mcNRYxzqmx5J1/nzdfJ587veBG6WO9lZOHv+BsjP7aW9rIt7VxoHd67FMk0P7tpCbX0jx6PE0N9WRl19IzcUyys8fY8zYyURjeaxa8R4aoIcdE5hcYHqeNCGEYxF/4pnfBnmPJXGTQbquc35rYrqXgft3131r3ao5PPL4zKS3wIxnunM6WGYXrc01fPvVcpqb6zh3ai+xWC57d31Oc+NFcnILiIYcxeoNARHCprWlAcuM09nZgabpKcoV/wbB3fz6LU6uO7U3jCce76S+rpJVn/wPTh3fw8Wqs+ze4RhuotEcLMtESsHskz9gRKJMvfImbvzJvUy79g5M22L9mrnMeOqdlLp3dLRyofwUC9//Nxw7tAMhbEaXTGDipOu4/8HfcPrUQZ759T9m8/pF2MImFo3w2FPvsPaz2dz200fYsmERo0snI6UkGonw2NPvYAkDkPzyod9QUXacHVs/Y9o1t3D65D7uuf8JJk25jh3fbgQpKIrmp24M7O5QGzdcJhtGj5lMJBKj/mIZo4onXA4WOriEw+36E57hkrSyeARR5/NUZYYX0zRZ9OGalPtqmhMO53pA9AY34eYLzzyUvLeL30Nk6SfrQ3MdJNchzzskTAj0lukqR9x6+0/xybZ/bVvQ0NTC+i3fsWvfCRoaW1m1cUeP6/YccNysv9l5EICNXznHzRXk5yGlZN+hUxTk51LX0ERza5yionzOnKtk01c7KausobOri+VrvmLf4dO0tXexffcRauuakFLy5bcHADh6ooyS0UW0t3eA5ni87T1wgubWNoSQHDx6BoCvdxwkFo1w+EQZE8ePYWxpMWWVFzlzvpLJE8dRVFiQMk4frtiUDLdwxmNtMmTGUUhpoe+LIG8fR0m2iZefm+6Mm0/h4Hoc9FaQ74qbtLa28z9mf4huGJw+W9FDaMxEd32zt4gFKVLCynaVH65XU9LzIyARZ7owG/e7/v2HEDb9lF+GDCnlayF/eiTgWgn805By5gBzBrBq/UIIQeXcBYx+4XmsPT8kj140pk5FjCqi9JUXybvqKqq3fkPhG6/StXINY998nar5C5kw602qFizCNC2m/PZtYrEYlXPmM3bma9QuWtptGbd7n9/G0B3BMUgBACTnvd8wJqSkcoETWnDlb9/p8T3XW2HCzNdShF4hBFXzF2YlULvKFaHJ5IkJpuWcyBAxIllb8XuDX4HhelWk3TiH0G1NT4QY+8I6bCGwBcl3ixACWzj754ie6sHnD//wtz0oPKQ7FMRI+Swbkooto2feDnc8DT11v+1vt2MEk9QsWeaMFwmPL11L1ENL/u7/vtu27lQAiTxSUlK9cAm6rqXMSUPXCXOKNnQdmUb2jBgGlJaQ/8TjGIZB7eJljH3jVRqWfsjYma8lx6Z93gKQkHP9dQBoUyYjS0thy5c0/b9/h/bTOx0vmEVLkx5HPbwqB8GrYqgVFCM23i6MuGmyesWfMIwI9bVlCGEzbsI1Hgtdt9uLIwiFlyWEYMOaeRhG90kJ7ufrV8/1uAt3u3S5g55yuoJIdY+SUrJp7fxQAV+iMWHStVxx1c3c/8sX6OrsZNXy/8kVV93Arh3raG9toqm+ig0eSzVANJZHxflDtLY2U1Awiv0/fOEkD5Q2Lc11lJ0/xoXyk9RUn0u6bOXlF5NfWMLV19xG2bmj2MKioLCEuppy6morqSw7BsCJw9sAyMnJR49EicXyyM3N54uNOZSUjKe4ZDw5ufkIIWltrqf8/DFamusQwub8GWfT21B/gZPHdtFQd4El8/6IjsaBH77Esi2qq06zZ+f6ZFtGFY+lva2ZgvzC7j7vQ2iLfxHUNI2KshOcO72fU8e+p7L8OABHD3yd3HhKITh/Zn/yO5FIjAtlhxk7fipVF86y6pNmOjvaOH/2CKeP76S5qY72tiZ2fO14HuzcthzdiJCXV0RuXhGbc2KMn3gVo0aPIx7vxLZtNqyZR9QweOK536XUTwhB7cVyKspPcv70Plqb69i1bTm2bRGJRLli2i1ccfXtPPrE24wdfwW5uflsWruArq52rr3+NsrPHuHsmf1sXP0+ALoRIb+gmLamamqqyzDNOF2drezc+jFSCopGjWHcxGt49Ml3mXbNrWzZsJjrb/oZ588dT+1HW6QoTbSE9TKIWE4Bx4/vY+KU63lw+huYps1dP3s82f9oOsK22bxhIbk5uZCIDfx8/QIeTyhShBDEE4Kai1f56L4QdN2gsHgcrS112U6JEc+lFm7nFVSkdE6IiAScROTS1dWFaZrk5mZ264fUJJPee/oFxJ7KasGSj9fx/JMPZu/Cb5tJxYC3PCFshG4kPPe6WPLJet5+7dnA+3pf+q4y0jQtWts6EqeImHy6Zgu5ufnJ+S2lpL2jk46OLpav3sIvH7iLdZu/QQjJtp37OVN2gS3f7AYp2bFrP/fdfTu6rhExDKLRCLFYjFg0QmNzK6fPVbLgg7WcPFvB6XOVxBMJ3/LzcpgwroSHfn4XR06cISdmEI3GsC2Lh35xD5u37uJnd93KF9/s4sbrrmL3/qNcOWUix06ep6iwgLb2Dppb2vnh4AnaOzqxLJtDx84m23r4eBnRaISC/Fxuue4a/vy+Uk6dPscTjzzAnn1HePOVp4hEIiz9ZB2WbQIaLz7zKB+v3IQl4P67b2fl+q9o7+iiozNOJBLh0LEzNDS2ALB7/wkARhUVMHpUAe0dnVRdbKS88iIV1fWUVVRz8Ng5LlTXYloWlmkjEu+5jV/uJhaLcK6ijgnjxzB6VCHnyqvR0Pivf7+Ee//sNs6WVfHXf7cAYdtousaOXQepb2yheFT3UYXe+eD3Tkwq5bXusW9pbaeqppG/+pv3OXW2MqWMXXtPoGkaB4+d57qrp1BX30Dp6MLAdbXba0Xw0cpNRCLRhKFFgNG3EJGwUByvsi2dEsb1Jnn9xb6HYikGD9dQFBTbrwMNf/z3iNNnKHzmKeJSUvLOW9Qv/YBRzznhP3L3HrSUk9l85SfnfO+UESmnDSTqaFq24wmgQ9WiJcR867Xrti7c8AtSBSyvcsNv+JBSpE0wGSZM2kJg+72QhUgIuL4koVJStWgJhq73yNEQ9Gw6YSTgDytPh2nbVM5bmKJUEEKiETw+3nuZpkntkg+6k6n7FAauYgm6wzvc+7i5JVzPAiG7lTRCOOtd9aKlib85Y1uzeGnSGDzQQnCQAsTbVm8S0qSQnhgT93/TtpPjhaY5yobFy5LKGJBJhW3dkmXJNdBraPTm33DrJYTAsoPlSq9CJd1n6drd1tZG7ZJlTigJ3cZaISR2NIp+5+3Y330PY8d2t1emKoqC0hkMFEOtoLgk4u1cDZk7KdwXb3NjNTm5BeQXFqdcu2HtvIzhCe7iSyLx4cZ185PH6KR74LyxYxvWzMNbsZSNK+E5Crx1AEcYLCgczd33PUld7UUnjk/TeOjRl2lprqW66hw7tq4i3tWGlILmhmrqLp7j/JkDKeUVjRrDpKnXcdudDzL5ips4dOA7ItEomqbxyOMz2bzBWXTcBJ6fr5vP/b98nrUr3uOW2+6jsaGafXu+oKuznXi8g/bWBrasD/YaP7T38+TPh/dt6f583xcp1x099E3y5xNHelr2NE2j/NxBrrz6FhrrLlA4akzopskWAiPAsmTbNufPHub08V3s2bmeb7YsAWDy1BuYNPVmikvH85uX/zm5eUWs+vRPaAjufeApNq5dQHtbI12dzgb5+JHvaWt1Qm1ycvIwzS7GjZ+KZQtKx07lJ7f/guOHd3LN9bdzeP+3dHQ009Jcy5efL05ZJA7v3YSuR4hEolyoOEZdTQXHDm+ns6OVxsaLbPtiWaLtOvmFo7nngWdoaW7k+Vf+dzauXYimaUyacl1KH8Vy8rjh5vu44eb7iMVidHW2cvTQd3z79ae0tzVRVXmattZGdCNCTm4B99z/NE0NtTzz4j9jw9r5HD20k6uuvqVHv8VNE02Tad0RUxUHDtkqkizbwlVQGEamExgEG9fNR9e0lKSChUWlNNZVEI93EI3mAOFWvUuYERtuJ4Rg6fINyZwRfm8DbyytbTtx8B9+tomZLz0VWp5lmSnPcZAwtWz5Bl79jc/Sq3UfIwrONFm6fB0dnSa2cI5n3r3vGLX1zVyodoTV3JxUZYpjRd6U9gQIb30syyRudXH4+Flq6hqprWukpq6RmtoGauqd36WEdVu+71HOqo3fen7uXv+2bNub/Pn7vY5gvu/Q6eRnez0/B3H4+DmmXTGJXz1wJ/UNTcx8aQYbtmwjEonyyC/vpra+1pEHdB3b1tmxez+lJUXcdfsNnD5bxhOP3Ed7RzsvPP0wy9d8yXMz/pxln27ghmsm8tKz09F1nQ9Xfs6Mhx9gxZovkNhEjCg5OU6fvfGiM7YLP1zJDddewaGjJ5Nhhy5SSj5auQlNg5xYlGuumsykCSVJZf8LTz+CrussXb6Ozi6bO2+9keqaeqpq6mlsbKGltZ3yyhpa2jqI1DVimhb5eTkUF+UTiTiKm4hhOAoiy6YrbtLc0sa58mqamltT+mvf4TM9+vDQsfPJnw8cOcf1V0/l+muvoKm5jfz81DnjroFx06SlpZkln2xk175jXKiuBeCaqyZz47VTKR6VTzSiI9G467abWb9lB5FIhK+376UroUjavvsoEcMgLy+HmvqW5LpoWTZnz1eA5iTL3nfoJHm5ueTn5bLv0AkmjC1lTGlxSr2Cwlps22TJJ+t58+Wg5y/41JEeV8nuZNDByo6eIQWX4Zo84ojH48TN7rXTFdD9WEePYR06gnbXT+nKiQV6EbjjZtoWFfMWJI8HdXHvYdk2HR0dCau7IO6Gj2Qx5l7Fg554pwftNVwBUtdIzDu9h7VbSOm412eREDsZ9pE4aS3I09gJ6QjJI5YUhL2hKwM7v8OUG36Fk+sZkBNgFHCUQV5Fu0xRcKTzHgk78SHoe/5jLt2jZ8MUCf3BVdT4E5N68Rowsj39xFFWiaRyRUhJ1cLF5OdkkR8poQRylWu9DbtMeqBkMJgHKe9SmDAeCgrgfFn4NYPIYB4zelnE27nYtk1rSz3FJRN7/M09hhC6lRt+XIuusxvQkt/JtOhKKfl83QKefO53TkIsMh8D11tEItlMXn4RhUWjGTPuSs6fO4mmaTz+1NusWzUXQxPcc/8Muro6iUSiFBaVUJA4YcTVbB45vCvtfTRNo6CgmPzC0ZSfP8EjT7xFS0sztnDifaORCL+a/hrrVv6Jn979MLu2r+XWOx/k++3ruf2uX3Fo/zeAxj33PU4kEmX3jo3cde9j7NyxnqgRQdd17vvz59j+zUpAQ9M1Hn38DTQNai5W8PXmj+jsaKGpsZYdW1dgJ5KRHtm3hRtvuY/xE6ZxsfosleUn6Ghvcdyf7Ajnzx6htaWB+ppyjh36huamGnZt+wTdiFA8ehzTn/ot1ZXnefSpd1i/ei6GoRPLKUhaM3U9wujSiYwqGU9R8ViikQiPP/0OhmGwbuUcHpkxE9u2+WLjYh594i3Wr56LlJK62otMmnoDP//Vy7S1dx/F9tD0V1m9/O/p6mqns6OF8ROu4PSJvSAFIqFsGjV6LGPHX0F+YSm5+YU8+Mir7N/7DZqm8/CMWXz9+TKi0ZzEiyE1dMRVWLlIKckvKOb2ux6mstLJov3Yk7P4YsNi4pYFSB6c/gZfbFiMlnAZ8+vrgpQOXsWQ17PBTdzqJFjuLsj/gnXc7U0SCbCT5fQmZtE5ccZG91gfCoucRLJtLfWMLp2UdVmXKiMx3C48ca3jgu8mSAy73jQtKqtqqW9soauri2g0xrnyKgrz8yguLuzhMREU7mVaFu1tnXy9fS9fbNtNW3sXLa1ttLV3pqzx3+05CsCO3c7/JaOLmDJxHBPHl1J1sZZvvttPVU0DhmGwfddBWlrbOXX2AraQzF68msPHT2OaNjt/OEpzi1M+wMYvu9fTkuIixo4p5tqrplBcmEc0kb39rttvxrZt9h48hqYb/OSGq9l/6AQSyV2330RBXi77Dh3n5/fewfc/HCJi6Dz+0P18se17nn/yEZCSz9Z/xROPPEA8bmIlNjauC2ssavDNd/t486Unkpv/z9ZvpaS4KMP4he+MbNtk2afrU9YYTdMwdJ3iogIK8nMxrXhaIUcImw9WbOSV5x/roVx2f/Vu0lxPgZeenY5h6IwqyuGen96cvC4ej7Nyw1ZefOYRPlm9hReefphPVm/htd/MYMnHaxBSImX3u9317nnxmekUFhbS0dnJwg/XIoXAsk1mPPwLPv9qO5ru5OSQUuP+e25n3ebttLR2EIvF+G7PYb7YtifZ/r2HzmKaFhVV9cTjcU6fraA1MRcMXeeWm65hbEkBE8aP4c2XnuCjlZuARF4MNO66/QbOnDuPZdtcNXUsnV0W9Q3NjBtbyqFjZ2hv7+TkmfKkMkBKSVt7R3IcnPF31uEfDp5M1isWi3Dw2DnGlBRTW99IJLKVM+er2LbzAHm5MRqb2sjLk7S2ticVSmFYlk1TcxstbXW8v2glO/ccornVEUa/2n6AooJc2jvjvP3q0575kmpAME2TJZ+s5fUXlKfFUOB977rWVRcpJfHKC1iHDpFz/710jR+fYqzz7nGFlNQs/YC8WCxjvoTKBYspyIkllMBOnoWaxUuZ+NbMHnXTNZJrhRt+4Vqyw9ojkQmhtzvpX5DngKHrmFlYiU3bpmrh4h5CfTYW7d6cnDFYQrofV0EQFArhJ+5R4Bt66pGnqaEg/QtWcedPLBJxvFS0/uenSCnfMwauciR5jKuuU71oKWNfezns66F453pvlU7eE0yyzdHnKkIiupE8CdArZ7rvT9u2Mxv+NA2uvAKOHMWqqu5V3QeCwTzF47KKt+vqbMW24hQUIt91bgAAIABJREFUlfa5DCfeJ3Vx37R2Pg8/PjNpPQBXYdC96GqeSeq9zpvAK5vJ63ct87sOp1OWGJEoEyZd3WsFSFi5YfeJRKLk549i6pU3c/LYHm78yb2cPHGA62/6GRXlTlzztGvvQNM0jh7ZzcGDOygoLCEaiQAau3dtJjfP2TwbunMyg23bHNj/MaXjriAaiRCLRnngwRdY/uHf0tpcR0dbA6eP72HfLsdL48iBb1Lq9P22z5I/5+YVMmr0BB745a+55Y4/Z9uXy7ntp49QV7ukR7uToT9egTtBt4ttuLur9/3q5lHQNI1oNIf8whLyC0cnX1bX3Xw/OdEojz/zLhtWzeWhx9/Atm02b3BiKadeeRMH928PvJ93jIJi690jYx+Z8WZgXbPBr6BLh+vebws78Kgq10KRyWOorydt5BWMRtN12lrqLmcFxYgOt3NfoEI4YRJRjxXLe5Sj96SPU2fL2XvoBNu+P0jVxTrWbP4upUxXgQAQi0XYvHU3V0yZQG19I2WVtZRfqObwifN0dMapb2hOKgW/2nEATYOCvFwKCvIYP7Y48XMu0UiU6Q/ey9rN27jz1ptobG7lQnUdFRdq+Pb7A7R3dHHw6NnkfbfvOpT8WdOg+mIDtrDJzcnhmqumUJCfy9nzFeTn5zHj4fv4bvcB3nhhBivWfclLzzpJQj/6bGMig7nOY7+6B9u2aWltJhKJ8esnf0l7WzNoGk89ej+GYVBXX89Pb72eM+ccK8jE8aXk5sQoHV2ErusU5OcycfyY5PskGo2Sk5OTVDzv3HMw5VkLPr1CYNsiNNmwH13vTrblzYOwdPm67pjcRBvd3B/utR9+tolIxEDXtZTr3e+E39N7WoSVzFETRjZ5HFzlhqHr5OZEEnUwmDCuhLzcnIRno6M0vXLKBCaMG83E8SVYlsW/+P1LLF2+kYamFppa2ijMz+dcRTU1dQ1EDIP8/BwmTihhTMkoSoqLmPXqMyz5eI1jZbXdRM2u0qTbe8RN7lec43h/PP/kr1ix7is0NF567lGiCS/Hjo4Oln26PtnHlmUCBqZp0dbRyZ233kR9YzPbv99PLBblXHkVdQ3NnD7nOF4dOJLqJbJ56x4n47yhE41GOHy8nNa2dqKRCMdPldPQ1EJNXSOW5fRpXl4OeTlRpk4qJScnh0kTxrFt536qaxu57+7buOm6q5L9G5Q8VDG8uB4DdX/3P9GFpOidt2hfvQ7LtlLj6ucvYvK7s4CAEyrsnsdBukoHd7/rkq1w573OFZ4Nz7pkJzwz/IoDV8ngFXrjlpUM2XC9mcO2HZlOnJCZTNp4QzWC8Xp+APgTsAzV6QrZ4lrpjYAjXPtCjyNJfQqRMNx55tWbexOMJkNS0pTlhvzYwk565wwH7hi7CqQgW0C3B4qTSyMlWScJr5H5ixK/ZWjLFVPhyFE6v94aWh9DFxCQV6i/XNrp6YcQNya9sB8KikDcOLc+aESFEGxevxDd0BPJu9KfUQ09M8B7XwIb18xjxjPvJjcERoZjl9xyvdZx/1F8UjrHbj721Nsp9Tbt1POahRBZuYKCY0HZsmERumGkeK94tYxuYriuLieDu/c4trjpvHSKRo2laJTj0fDkc7+jtbWJjavf57ob72b3zo1IIYgYOn923xMUFpUydtxktmz6CCFsbrnjV+Tl5SGEZMPaecR87ttuXhHXUqWHJN1JR7Z9onsUWEGCg38xdfvBxasoC9uw+zWt/jL8v4fV092MuHPG9gk73YqZYOvpprXzQdNYu+I9Hnp8Zq9Of8kWXdcpKCyhtSXYWau3XhojlBEbbuddU2zbcqz5IScm2LZNe0cnPxw4yepN36HrGnfecj0lxQU8+MBP2bP/iOPGi8bPfnorX2zbxbXTrmDvwRN0xU3ipklXl0l1bQOdXSYlus74saO56borKa+sIi8vh18/8SDf7TmIrmkIKRJJZCESiWAYEa66YiJjS0dx/923JJMZg5MbY+mnG5n+4H2s3rAVNI3HH7qX9Vu+ITcnh9zcPH7z1K9Y9ul6DCPCGy8+iZSSJZ+sJRKJcetN13D42Cmi0UhgSErPvnAsy2HPhBB2ct5KKflgxSZeSSSDdMv8eNXnvPzcY4HvkaA8HT3vkcgpo3ncrRMKxTCFoRCCT1ZvxjCMtJ4XLslYZiFSlPoZ9JU92vLBig288vzjoe6zUgqWfboBZGqeKacOXmVH7wUCJ0O8RlFhPgX5OUyeWMpzMx5k9aZveePFJ7Btm4UfrERCol961tF9x7n1cb06uv/uzzovWPzxGl799Ywe+VqEsBMhOpK8vBgFBXn8/Ge3OYqM9laeneHkXVmx7iuee+JBln26gem/up+2tg7WbNqKZUtuvek62to7+GH/UeKWRVFhPo1NLXR2xikeVci0Kydx5y3XUV1Tx5iS0bz92lMs+Xg1cdMiFsth5ktPEdEF3/1wnL+f+yn/7l/9gdycGJbVfex6d56CwbUgKxyCFAgpSIlWXo42YTzGGMfz0O+yHyS4++Pt+1Kv3uaqyIZ0OSTc0AdN0wOFwqHC8D3nvSVMGM82f0FvvTiC8hboWncZrlImeUToAO+tUpOBainhNF4yhqgkPDjSeecMBGEnqbheHf5QpGwIegb9YTSh5OfD6NHEDx5C3njDgO+306EUFFnS1lKPEYmSk9szwVUmujc37rxLtQq7Soag7znPQXjWcO/Rpq4AN/3JWT3KcWPivJZ9P25G12Rcvodu19ruTZHX0rVhzTxIHLunaalumT2z9aa6/Avfwuh3KQzajIQd6epVkLjKESBpyQrDtm1isTwKi0q56Zb7OXf2WNLt+PqbfpYiePg36noibtA/RlJ2W8/SWfa6r5eB1qKgujrl9nzBBCkorICMuz3QNDZvWMhjT74dWrewMrKxNPoRUgbOs9DrE26CupvhWkrWrZ6TkpPFe60z1uHPTdg93LlTUFjCxQunUjyWLlUut3A7L+0dnfyXv/+Aiqo6rr5yAjddP423Xn6SDz7dyP1330p55QUsy8Qwotx9502cOV/GczN+gZSOe+Ovn/pVikv/C08/jGE4yStd6/KUSeOceZGlUNSdr0IjJxZl4vhSRhcXousGkyeOJT8vNylMdq+HTt6NF55+KLFGpwpiQUc9enHnrnsspVNmeoVCkCJb1/XkMahuTg9vOR+t3JTsn0y4R7xGItGkN8yHn20MPKosG8XEQBMeRpR6hKawRVbrdzq8fZhpPUkZt0CPtr4fwalpZMzX4jUwfLTy8+S8d9//Gk6Oj8kTnMRp48cWo2k60x+8G8MwMOMdSODl5x7jk1Wb0Y0Ir78wA9u2mb90BZMmlGLoOkuXr0+ZB7Ztk5+Xwx23XM233x9h6fJN5MScuRKL9TQAjCRL8eVIVoJobS1aRyf6bbf2+JOr3PAf8+harr2hA9nmmMioMMnQlv7qtfwKjDCPhYG6n/c+Ay28u4Kw60UQek+PscgWAqmR9OII2r9lU1chJTWLlw6qoJ9yrwFSLAxkXpBsFP6Q6umhafqAz62s6lNagnnyNNoN1yfCHYcm1OiSNwMOFW0t9RQUlg6KsBImbLtIKdmwZi5C2D2E+d6W5Sb1TPdQBMUlCSlZu3I2XV1drFs1hw2r56Zs2sI0j+7xQrZtY1o2a1fNTnoVbFw33+c6PPCbDk3XM/ZJb5FSsnnDwmQSp54x0N3Kl97gCu3elSdM+Hf6ykq5dzb39ZfnnU9uDH53+R5LtgyfN26elKC/pXM57O0JKv42Z/q+O059sbbl5hU5CqOujswXj3CklK9JKSdJKaNSyqlSytlSyjop5SNSyuullI+6ygbp8E+llNdKKW+TUu7ylDNHSnld4t/c4WtRN4s/2cjpcxXcecvV3HTdVGLR3uvcwwQ+rzLWsuLYWRwlDakvem+oikixbjtz2XvfoM15OuVfpvVSCMEHKzaErgfpyk5NTOqU4+Yq6g1OKIeT/8HxJAvY0KbZbPkTYQ4E7rhK6ZyI4h7R7NbF/edcG+wZFuax4Xoi+JFS8snqzVltSE3TZNFHqxNekd3luhns+6os6faS6OmNE1aloJNsPvxsY5/GxLbtFG/ioNNqhBSUFBdyxeSxbN91KGXOecdFMfi47vlh+xvLspAVlUjDQJucGgqZYmQS4ad/JK8VNhcXLcE0zX4JXl4vAG9uBzc3hTVInhd+hBBUzF/Yw4vJvx/qzakL/3979x4lyVneef73RERWdbfQDSEESICEwcYYLzYrMBiP1wZfAHsHZgZY9nBs2carHd8GjMdjYfYsM7PsHvD4GNvMrhkN2BY2i7gPMmBuksA79iAQIMxFgNoaGElG0AYJIXVXVUbEs39ERFZUdt6qKiLeyMzv55w+XXmpzLeyKt+M94nned7QxrfhPKymm4BWJh1zzi+/afZ3MOsxq9uqIM28+Xz8sapSpEXm4P30N8nddedVf67hcKjTAg/nnittb0v33DO674k3vqnxz+ZxBChmqBZvnufa2rpXR8/Y7Wi9aPRr+uN67evF0/gbUaVS7VOeuz7w3j8teiHsYzxZlun9ZblDfVG53wXq9HFNL4VY9PWd9H27db7ztyCsy7JM73/Pnyx8xrVuUilF9drVr5sWKPjge6+aekBRfT1t0T7ptjzPR4856/c16e9hPA1z0mJjVibNJNV9Fl247C03mv93UD3u5pEzJEnb2/fO+Q50rVr03/ylL+sjf3OTHnbh+Tr/vLPKhWc7i5h6sKJ+3XiAME2L3gbVgv6gdjPWsoUWhJPGl2VF489pr4l7rje/831TH3tnZ2fU++Gwnz/zAhuTxl93kCyteYqMkA/pLe/6wOh3uchn+ryxTrvffl7D8der6bEdRjW2/fxOFr1vNf6LHnKedoap7jxx99T77paAUe7RlnhPoHK3B9TX3vDG4u/sm9+Un3uObB+7DFTGF5Jmpq/9+emLnonbKdYyKRZdYLaxIJ51Jnm8X8JBMj8OO64mMzi6HP+i6g0669oqAWpaHEUHGuu8gMtBf1dmdlpQMstz+bnF2jf/xjfHjukJUAS3s3NSctfm5rHRdfWz6E1p4mzRtAOB8QOcRc/yj795FjnImvTYs0oyqsd331vikGXzzxCOv157F7CTz3yNBzOmb79U3DfPc33gPX9aRvcX+30vsjCuPuzn2U8waNJ9xzMc6t18J42taLxWS0kuS39mTaT1TJl56r83d9d1H/jzAwVz2lSVcu1s3Rd4JJCKoES13Wf1t/PWa67Xkc0NfcfFp++sdNDnOMwiOM9z/b9vf6+ufuf792TaZVnR6HNqcG58TnYfZR1UQYb9/AyLvJXqC9nhcGdUTrIbGJnfiHbWYnj3+xce+tTHzLJMW1tbZaDm9PtOygBYdEFf9IKoSgJ3Mz12nyNTNqXEY/w5Zt13fMyjzLQsXXAbznJsDaXUVoG0aa/PIu+FPM/1pre/d/QzVxkOu5/fWfn5WWwFXN139/Gn/+znnHWGHviAc/X3dxZVZIc5IYRmVKny1e8gve8+6Vv3FGdXx4z+vvP9Lb7aOqvelmGW6e/fsNjZ7C5V/TKaGte0IFAbgYsmMhqqjO22F9BtZcBMCzA1+XuoHmv8eye+B48dk515pvTNu6Y+Vhuv9XLNBoFsnSoWKeP9J/rYSXpaun2e5/rQX75hdPA07Sz/+EHApIOCeWej3Yu+GrOOTqedTZ/3fbMfr72IaVO/6zzPlWaTo76Hecx5H0RVkGHR18i92HVjOBzuOSiuH4hO+p555UOTxjzpta1u77rWuHqNBhtHZBZpmwBFbwyHxfaULtfX/+EufenW2/Twi85XsmcXh92SivG/m3rJ0qy/0fH7LLLQrnaFqJofjqsvvOuL1Le/+9pagCLXW/7T+1WVhuy3nHBWqv7k+xcLyCKT4IOjMb3jPdePMjfqi+2mzsjt9yx/8TpdN5oPFpFl6YFKEerlBPO+txrXQbIp3F1v+4tr9xVwmLX1bv2xxy9XgZA0S/f8DdaDMdN+J9NKXKrH3U+/tFmfobs9V4rLZqYnX/oYffPue7W9PSxfrw+NPnv6tiBcZfUsgfriZfuW4zJJfu45p2USjAczVlnITIlJquySRYI9y1Ji0ofX9TD2+zo3FWDaU/J0mKwSMyWPeqR01+QARVv6t8LuoWqRUqV9H1YTi+lZGRDTzriPXz9v0T1rcTjpQH9PP4MZi85ZrHZ2f3QWboGDuFnZFE3ab6nAvO9p+sxQdaDZxGOa2czshkmTblNlO6GZmTaPnEGAomeqOetvPv5ZmUkPedDkXZUWySSrggrj8nw3UDBLPVi3u4g+2M8z7fIsh5076gGN+vNWi/RF+k3Meg3ri+H9BU5Ov/+0scwKdkzbhaRJh2nuOTmQNXsrQ2k/5R6nZ8LUX69Fxr5oRs5+/hZnBT3qj/dd31Hsdnz3Pfft+Vta5L2J5kyrNx9+6bikIkCRu5+WGr7fbIhlWSxLzZdQdGFWOQrCGS9Xqr7uWzZRcsnF0rfvlVouIazr1yvQU9tb9yqKYiWDzWBjmFTvPC3bYNqCuMkDNPei38G81P/6mIp60dl13Htu871NIxctgZn5mDNuy7JM3lGUtn5AV72OTcnLTIYmHnNW4756lsN++kLMM172c9i/2YMGqjaP3I8ARUA7OzujbbDqwVJ31998/DP6rkc+TEePbEz8Xvd8dMa1/idZz1qo7jPpb3ZWVs/481z9zvcpy3ab+U3LMpqXNj9r4bY3GLL7s7z1mg+VpWezy0cOejC9SLZJ8Rru/7G71pexHqQkpR5YGM+8mfUck+67WPnG/sqdqoyQ8c+cNB1OeB8UY5sVuHJ33fjpz8vM9K179s7B9RLFqoSkyyy7dXR6lkCm4ZdukZ9xhrSxcdp9FrHMC+amSyi6UC9H2U9GQh/uexAHCXgdtDRpv+Ma/7kPW6Ixb6y7x+xlg9vs9J0T5z1G/KALioS5kyf3Nc7DIECxgO2t+7R55IzTUm7ri6e2SwzqqgPl/e5O4b6/XQ3qWRqTfr5FdgyZ1bNgoeagY2fkD5vyv78MiPayL6q+FnmeSeXuGbMyRXYDPIsFaGbtVTypD8d+xr7fv6PDmPZch/39LPJ3VGVQLNNByCoaP0t+8tS2vnbiLj3h+757oe8dtzdbIKp9eJ++0FnkzPCkM9G7i+H9LQzr414kwGimiYvVaYvYg8yf8wKP+yk9aLNEZJHXrN4bqKmg8HgQ1X2x7aIrVabDokGHRcdd/YxdZJJIh8smmfQ+GySxzrzfUd19z+QD4mU7g71KcnftfOaz8nPOnn/nGY9x55+9cdSXZFF9CWzEUbRUWR9S/87K902o0qS2/46qDKc0Syc2ol1EfMEDiy/uI0DRK9tb957Wf0LaXTx11TG2iUVz/WBlvAxh/IDKvZ8NDCvjr0cTr0+alSm2C374TcsMWUQV4DlM742QuvpgDtXrZfPI/eSeazjcCvL8mOybd39bkvTISy5c+HvGgwP1bIX6mfXxhdIiZ6un2duMdt745jeVnBYsmfb+mJX9tEj5SnWXSf0TVqkPwOis2QEWvO6u4XC4p4HnouU+44Gfw85zkwJAkwIx8zJJFgkkNd0baNr77JyzztA93z7Z6plWHECayra35Weefly8HwdZMM9bRIYMGlTZJQTPwpXBHDaAtapBnOrnOujPFz+obEZ+X3dZxav5m2iQu2t76+TU/hOzGz81v4d70+qL+mzC4jzE4nDSONpWdTXPPN9TVtKGSf1DZmWj7C2hCJP9sV97a/0X6yPSpUXOIo62Gj1FmUfXpmUb5Hmuu+6+V3Ec6UHnn949/qALp/qZ9fHdEpo6636QhX31nNVC+G1/cbBgSX0M73jP9ft+jPrYDxO06cp+flcHfU2q7337u68rt3M9vb9DE1kji/aB2I/DfK43mX1St3fnq+K6s886pizPde/JU40/Hw6hOot6RjN92farz4vIZSz/aEOo1yF319fe2N/Xv69ZN1mel42UJ79udvZZ8jiW33tfdycnO3mWJTbcOSX3vLEGmX22yJn8Lha/szI32lrw5nmua9/3Z8qzbE95RL3JWJP9Oya9zssQ0JplUhlInue9zMJZpExlo9xWeLjDwXGf3H3PfTrnrDOmZghMSq+fFhyoFlt7F5eH/1isP2a9d8ZBF/bVInqfG3tMdJBU/PGx93EHq8Oovyb7DSQdprShXrZRzf/jTS17NnXuW5oOJzZSnSfPc511v6OSpG/dc3LlMneWWnkW1Y8dCzyQfgoVQOlL+Usl1OvQ5wBWSIcJjphZEZCkB0V/VE3yNtYgQCHN7ytRN8p0aOGAIRpti1lv8uaNlJ1Ma4Qz62dPs0zvf/efTP1Z9xs42W//kFkmlZm0VWe8H9Uipq+LmXnjGmwUTXEp8ehO9XdbZTSNv9+yLNe37z2pc86aPB+7F40jx+uamz7rf9CzyPMy7nYXqpO+t4HoxIznnaeJEoQ2zrw3/ZyHyag4LPe923+GMgr0NVBacZjAwtEjG4oi030nt1Q14uxbNt5aqtK8zygCFF1sA9m3xXcf9XV7175mDayi/TTPnPcYpznjmGxCD4q2fr/9XDn0yHC4LUna2Dga5PmnZSz0JY2/OkvepfHgxX6NZzAsmhY+K6jQtz4STTayXPbMjoOKokRRFI/mALQvz3Nd/Y6/VJ7nExeJ3/r2fXKXzjl7esC4vpDfT2bEYXoRHEQXC/bDnIEPdca6jddlv49ZL9Ho8vMtz/PTmnG39TyzGo3uJ0hT/54qqFEPkE8LLCzy2pqZjh3d1MlTRQZG9XshmyKw+07KNzakwaCzpzxs6v66LJLJHkDTRvN5lUHR0bzLX/IcaXn2NOQWo4fVZh+ALs6OtzH+RTMYZj33+AHSQbIimg401R9v1u8myzKdOnVq37t5rBMzUzLYVLpDgKJL1SJkUsbAt75dRO/POvNY4xlCbZw5X2QhFSKzYBEhMwlWRV9/t4vYb9lLPUtpvBHntKDhIo4d2dSpU3vnYP42A7vvvlH2RJdYfAPdG/UTOXZMlufSVjdZxbzb5xjubMssUhy3HyluKyuizd04uiglaHP8izz3pMyINoImXWbF9C3jo68GG0co8eiRkye3lSSxBkmst7/7OmXZwReAkxZK88oo9puRsOwLqbbKSrp00CySRb+vDxkfizzeYTJpFm3QOr6FbxOOHt3Qya3t0557Ff42l9Z9J+XHFit7pjQDWH5xFMnLoOSkMo82EKCYYzjc0mDjSCdpl21qK9OhyVKCWUL2MZiUGeHu+tD73tD5Ar/JwEiTfTD2ow/lSYsaDDaVUuLRGydPbevY0U2Z2dIsUJZhnKFS5uvP23ZDyL5mM4Qc1yLPXW/Q2nawZ5JjRzeV567tnfRgD4BD29NjIsukU6cWzqDo+64KQJtm9WdZuuDd0bLVARkU/ZAOtzVY4vKOpszqQxAyeBB6sRvigL4vmQ+hX/suJIMjGu6QQdEXJ09t64yj/ZmPV2GXBengTUSb2Hp1mTNM1sV+gmxNB1yOle/38TIPBHLyVLHP2T62GKU0Azjd0gXvNstjr+1u5mJmjTmGO0UGBVZXmz062rDfzId1CCS0ZTDYVJYNledhd0RB2Tdla1tHj2z08kx4Xy2aHdFWoHnegnUZMkz6rq/ZIU2oAhQntwhQ9IGdKrbdZotR4PCWKniXJPIoknU0Fy/RKxNGOtxWMliOAAUL0YMJ2eMC/ZaUwUnKPML7xl33yF06duzwGRSrkvmwiGXOUljlhfeiP9sqvwaLOLK5IZN0qtzJA4FV6d1H+pPJtiyWLqUfqDOTjhwhg6IPPM+VpjsabDARr7p5Zw8J/qynqryLMo/wTnzjbkm7Z1QPYl0Xe2QpYFlFkenIkQ2d3NpZq8Bib1WLk812T9zNqt1f9Pv7dsyWu+vEm968lMFiQFJR5kGAIrxhWvwSBkuSQQGgWdV7n508wvv6Pxw+QLHK6sGXdQ3EYDUdO3r6VqMIw7a35UkiJXHooSylpUrpB8b45gYlHn2QlmdNyaAA1lOyUWVQcHAc2olv3K04jrQxSEIPBVhrXWwvXndkc8AuHn2xtU15B7CujpBB0QvDIRkUwDqYVsIzSMoABRkUQbm7vn7irtEWowDCKXZ9ua6zcouNjYF2hkNS43vAtrd3u/kDWCu+uSkbDovthltGgGKGUYCCXTyAtWRRpCTZIIMiMHfXl2+7U0c2N0IPBYC67WuyuZHIXRoOyaIIbnu7aJQHYP1Uwcmd9psWE6CYoSrxSAZEi4F1lQw2lZJBEdz2MNXmBuUdwLrZ3BhIEmUefbBFBgWwtqr3fgd9KAhQzDAcbiuOB4oimgEB6ypONpSmw9DDWGt57hoOU21uDkIPBUDHdgMUzMNBpaksy+hBAawpr977W+2ftCNAMUOa7igZkFIMrLMkGShL209nw3Q7w2JhUi1UAKyPjTJzigBFYKMtRglQAGupeu930CiTAMUMWbqjOCFAAayzOBmQQRFYldpNgAJYP9X7focSj7CqtG56UADriQBFP2TpUHHMATGwzuJkgwyKwKozpwQogPWTJLHiKCKDIjAjgwJYb1EkHwzoQRFamg6VkEEBrLUkHijPM+X56duQohs7owwKmmQC62hjIyFAEVoVoKAHBbC+NjfJoAitKPHgjB2wzqoyL7IowqkWJhtkUABraXNjwC4egdnWttxM2uDEHbC2BgNp2H6wmADFFO6uLBsqIUABrLVqDkgJUASzvZNqMEgURRZ6KAAC2NhItEMGRVjb20VwwpiHgXXlGwOpg7mYAMUUWVa8+DTJBNbbbgYFB8eh7OwMKe8A1tjmRqLtbTIoghoOyZ4A1l1HGRQc8U1RpXNT4gGst2oOyDIyKELZ3hnSIBNYEm3069ncGCjNMmVZzgn8QGxnKDEPA+ttYyDttH88TAbFFNW2gjTJBNZbNQew1Wg429spGRTAGtso3/9OHBK9AAAgAElEQVQ0ygxouFN08AewtnywIcsyqeXG8QQopiCDAoBUy6CgB0UQ7q6dYUqDTGCNbQyKAMVwmAUeyRobkkEBrL1yLm67DwUBiinIoAAgSXFcNcnkzF0Iw2EmdyeDAlhjg6QMUKT0oQhmZygNOCYG1lrVh6blPhQEKKYYZVDERIuBdWZmipMBGRSB7AyLBclgQIACWFfJIJZEBkUwWSbLc0o8gHVXzQHDdo+JCVBMUZ0tpcQDQBxvkEERSHXGdCMhQAGsq0FSBijIoAijaopHiQew1ryaAyjxCCNLdxRFsaIoDj0UAIElZFAEU50xrc6gAlg/owAFGRRhVOncZFAA662cA4wSjzDSdIfsCQCSpGSwoZQARRDVGdNqgQJg/URRpDiOyKAIpTpbSgYFsN4o8QgrS4eKaZAJQEUvmowSjyCqM6b0oADW2yCJyaAIpVyMOE0ygfU2GMglSjxCydIddvAAIKnYzYcSjzCGw1QmKYn5uALW2WCQkEERiO1Q4gFAklkxD1DiEQYlHgAqcTJQmg7l7qGHsnaGaaZkkMjMQg8FQECrmkFhZr9uZp8zs8+a2ZvM7IiZXWJmN5jZcTN7s5ltlPfdLC8fL2+/uJNBDinxAFDaGOw2zm0JAYopsnSohC1GAajazceV56t3cNx3w2FK/wkAZQbFas3BZnahpH8h6VJ3f6ykWNLzJb1K0qvd/ZGS7pL0wvJbXijprvL6V5f3a99wKDeTYuZiYO0NBjTJDCXN6EEBoBCXwco8I724a8M004AdPIC1V2RQrOQcnEg6amaJpGOSvirpqZLeVt5+laRnl18/q7ys8vanWRfpZTs7xVlTMtkADDZWs8Sj7+lsnufyPFMc05QNgEZzQZbRKLNrO8NUg4S5GFh3VQ+KVSq1c/c7JP2upP+mIjDxLUmfkHS3u1fRmNslXVh+faGk28rvTcv7n9f6QIdD+k8AKGwMVq9J5jKks2XlWdKIAAUA7WZQZGRQdG44zCjxAKBBEstdyrI89FAaY2bnqsiKuETSQySdIenpDTzu5WZ2o5ndeOLEicM+XNEkkx08AEhlk8zV7EHR63S26ixpTA8KAJKi8gw+JR7dG6YpJR4ARlsNr1gfih+T9F/d/YS7DyW9Q9JTJJ1THiNL0kWS7ii/vkPSQyWpvP1sSd8Yf1B3v9LdL3X3S88///zDj3K4I6dBJgBpN4OixWy2zgMUy5DOVp0ljUkrBqB6BsVqlXj0vdwuz3NlWU6JB4BRJtWKbTX63yQ9ycyOlSffnibp85Kul/Sc8j6XSXpX+fU15WWVt1/nXdS87FDiAaCUDGSSlLUXLA5R4tH7dLa8XIRQ4gFAqvegWJ0D42Uot6vOlJJBAWCUQbFCW426+w0qsoM/KekzKo7Lr5T0W5JeYmbHVZyUe335La+XdF55/UskXdHJQOlBAaBSzsVqMVgcosSj9+lsowwKSjwAaDdAsYIlHr0ut6sWIvSgAFDNA+lqlXjI3V/u7o9298e6+8+4+7a73+ruT3T3R7r7c919u7zvVnn5keXtt3YwQFmayglQAJCkKqu1xV2VQgQoep/OthugIIMCgBStYIlHW+V2TWazVVsKVmdOAayvVcygWArVWVJK7QBIq5lBsQzpbFlaNclkMgYgRVEks0jZCtU+t1Vu12Q226jEgwwKYO2taA+K/qvOkhIoBiBJSXHSztL2TtoFmW3c/eWSXj529a2SnjjhvluSntvFuCq724ySzgagECeDVSvxGJXbSZKZ7Sm3K7MkJpXb3T6r3K5JowwKAhTA2ovjSJHZypV49F61CCGDAoC0siUevVelcUcRB8UACnGcrFSTTC1BuV11pjThzB0ASUkSK83y0MNYL0NKPADUrGKJxzLIs1RxPFDL/d8ALJEoHqxaD4rel9sN02IhksR8VAEoAxRkUHSrXIQ4gWIA0m6wssUABbPNBFk6ZItRAHvEcbJqJR69L7dL00xJHBMsBiCpCFamGQGKTo2aZFL2DECdBCg4LTVBVmZQAEBlBUs8ei/NMiUJH1MACkUGBSUenRrSgwJATRTJ41hGD4puZdlQMRMxgJp4xUo8lkGaZkpokAmglMQxGRRdS9nFA8CYJCGDomtkUAAYF61giUffVSUeACCRQRHEMJVLEnMxgAoBiu7lGT0oAOxVZFAQoOhSmuVkUAAYSRJ6UHQuHRaLEXoBAagMCFB0rsigIEABYFecJHLPleccHHelKPHgYwpAIYljZWmmlnc4Rt0wpbwDwF5JQg+KrmUpJR4A9qrmBLIoukOJB4C6JInlkvKcMo/OpCk7eADYKxmQQdEld1eek0EBYK+q7CunUWZnil08CFAAKFQBS/pQdGiYsoMHgD18kBTlXy0hQDGmaoIXkUEBoKYKWmYtRoyxK89z5bkToAAwUpV80YeiQ+mQEg8Ae9Eks1tV+jYZFADqKPHoVnWGlBIPAJUqYEkGRYfSVE6JB4C6JCmyq1rqB0SAYkxWpm/HTMYAaqoSj4wSj05UZ0hpkgmgMirxIIOiOzTJBDAuSWSS1NJczJHfmJwMCgATxAQoOpWmZYCCDAoApd0MCgIUnUnpQQFgzKA8kd9SmQcBijHZqAcFkzGAXbtNMjkw7kKalSUe9KAAUEriqgcFJR6dyHNZlhGgALBXNSe0tNUoAYoxuz0oKPEAsCuOqgAFPSi6UJ0hHRCgAFCqApYZgeJuVJkqlHgAqPFqTiCDohujXTwiDooB7IrKUoMs58C4C1WNeUyJB4BSNR8MKfHoRrWNIH3ZANSVGRRGgKIbeU6JB4DTmUUyi8ig6EjVpX9Ak0wApSgyxVGkjBKPbpSLD6fEA0BdFbQcttOXjSO/MVV9eZXODQCVKE5GQUy0a3cXDzIoAOyKk4gmmV2p6ssp8QBQVx2bsYtHN7Jy8WERLw2AveIoHvWpQbvSNFNkpoi5GEBNEsdsM9qRUfo2GRQA6hJ6UHQqzzJFcSIzCz0UAD0TxQm7eHQkzXKyJwCcJkniUQkYWkaAAsAkMRkUncrzlAaZACaKopgSj46kaUaAAsBpkjgig6Ir1etMgAJAXRzLJVlL5XYEKMbkWaaYBpkAJiCDojtpmimJ+YgCsFeRQcE83Ikqg4LdlADUmRXzQktlzxz9jcnzlB08AEwUxcmoTw3alWVkUAA4XRKzi0dnUjIoAEyRxLtzRMMIUIzJMko8AEwWRTHbjHYkzXIlnLUDMCYmQNEZy1K5mUSzYgDj4oQeFF3Jc0o8AEwWU+LRmSzLFSd8RAHYK45jpQQoupFlZE8AmCyJ2cWjK3mWKoqYjAGcLopiSjw6QgYFgEniOJK7K88JUrQuzYpFCACMI4OiO3meKeKgGMAERZPMVO4eeigrL8syxTTJBDCmap5LmUcH0rRYhADAGE9idvHoSp6lismgADBB1Z/GOXPXquLsqBOgAHCauOyHQJlHBzIyKABMwS4e3ckydvEAMFnVn4Yyj3ZVZ0bZZhTAuJgMis5YmtKDAsBkScIuHl1wd7nnBCgATFRlULCTR7uqM6Mx5XYAxlTzQkbD4valWXGWFADGxTE9KLpQLTpithkFMEEVvMxzDozbVC08KPEAMI4Mig6xiweAaZKEXTy6kJdp22RQAJikyqDIyKBo1W6JB8FiAHtVpV/0oOhAltKDAsBEnsSyPG+lcTwBiprqrB27eACYZJRBQYCiVbslHnxEAdiLDIoOpRm7eACYrFovt5BFwdFfzW6JB5MxgNPF9KDoREaAAsAUuwEKSu1a5V4sPCjxADBJFbxsoVEmR381lHgAmCUa7eLBgXGbqoUHu3gAGFc1yaTEo2V5LpNokglgsoQMik5UdeWUeACYJIoo8ehCxi4eAKaII0o8OlEtOuhBAWCS6hithWNiAhQ1VWd+SjwATFIFL6tsK7QjyynxADBZFJkiM0o82lalbVPiAWCShBKPTuQZJR4ApqsyKNjFo13paBcPPqIAnC6OI0o82paRQQFgOqfEoxujEg8yKABMEEWRzEw5Z+5alWW5zExRxEcUgNPFcUSJR9uqs6KctAMwSTU3tHBMzNFfTVXiQQ8KANNEUUKJR8uyLKO8A8BUcRwToGgbPSgAzEIGRTdGJR4RkzGAyaI4ocSjZVmWU94BYKokjpSSydauatFBBgWASaoT+qF6UJjZUxa5btllWaooimVmoYcCoKeiOA6yi8e6zMNS0YOCDAoA04Qs8VibubgKAJFBAWCSUZPMcBkUr1nwuqWW5ykNMgHMFEfJqBysY2sxD0tFBgVbjAKYJnAPivWYi0clHhwXA5ggiuSSvIVstpmzjpk9WdIPSjrfzF5Su+ksSSt39JhnGQ0yAczUdYnHus3DUtGDghIPANPEAUo81m4upkkmgFnMigBmgAyKDUn3UxHIOLP27x5Jz2l8NIFleUqDTAAzRVHnJR5rNQ9LlHgAmC1Qk8xW5mIzO8fM3mZmXzCzm83syWZ2fzP7oJndUv5/bnlfM7M/NLPjZva3Zvb4Bn6uydhmFMA8cdxKgGJmWNTdPyLpI2b2p+7+lcafvWfyLFVMBgWAGeI40c72fZ0937rNw1JZ4sEWowCmSAKUeLQ4F/+BpPe5+3PMbEPSMUm/Lelad3+lmV0h6QpJvyXpGZIeVf77AUl/VP7fvDSTR1FxltRbeQYAyy6JW9lmdNHV+KaZXSnp4vr3uPtTD/KkZnaOpNdJeqyKae8XJH1R0pvL5/iypOe5+11WdKz8A0nPlHRS0s+5+ycP8rzz5FlGBgWAmaI4Vhame3yj83CfZWRQAJghjiJleS73ICvnxuZiMztb0g9L+rnyMXYk7ZjZsyT9SHm3qyR9WEWA4lmS3uDFD/7RMvviwe7+1YP+MFNlKf0nAMwWt1PisejM81ZJr1URVGjiyLyX0eIsT5UMNtt4aAArIoqSILt4qPl5uLdokglgliqAGahRZpNz8SWSTkj6EzN7nKRPSHqRpAtqQYc7JV1Qfn2hpNtq3397ed2eAIWZXS7pckl62MMedrCRpRnlHQBmS+JWthldNECRuvsfNfGEfY4W5xk9KADMFseJ8jxIgKKxebjSx2w2d1eW5zTJBDBVFaDoulFmqcm5OJH0eEm/5u43mNkfqDhBN+Lubmb7ShVx9yslXSlJl1566cHSTNKUBpkAZvI4lgXcZvQvzOyXzezBZeOe+5vZ/Q/4nPVo8afM7HVmdob2Hy3ew8wuN7MbzezGEydOHGhgeZbRgwLATFGcyN2VpsOun7rJebhSZbM9WtLjJN2s4uD4Wnd/lKRrtXuwXM9mu1xFNlvjqjOilHgAmCYpTyYFyqBoci6+XdLt7n5DefltKgIWXzOzB0tS+f/Xy9vvkPTQ2vdfVF7XvDQlgwLAbEkSNIPisvL/36xd55IeccDn7GW0uNjFgwAFgOmiqDhgG+5sdf3UTc7Dvc1mSwlQAJhjlEHRwoHxAhqbi939TjO7zcy+y92/KOlpkj5f/rtM0ivL/99Vfss1kn7VzK5WUe78rVb6T0hSlhVnR1t5cAArIcQuHhV3v6TB55wULb5CZbTY3b8aIlqc55k8z0aLDwCYJC6DmDsdByganoelntY+Vw1ICVAAmCZkiUcLc/GvSXpj2ZPtVkk/ryLD+S1m9kJJX5H0vPK+71VRZndcRandzzc8ll1pKh071trDA1gBScAmmWb2s5Oud/c37PcJ+xotHu5sSxIZFABmqoKYXQcompyHS73MZqsyKBL6AQGYImSTzKbnYne/SdKlE2562oT7uqRfOcjz7FuaFWdHAWCaOOw2o0+ofX1ExaT5SUkHPTDuXbS4WmzQOR7ALFUQc2f7VNdP3fQ83MtsNnpQAJgnCVvi0fRc3E9sMwpgDk9iKc/lDWdRLFri8Wv1y2Xn96sP+qR9jBZXi42IJpkAZhgFKHa6DVC0MA/3MputWnAQoAAwTTxqkhmkxKPRubi3yKAAME95TJxvbUlnntnYwx50NX6fivrllVEtNthmFMAscbgmmeOamId7l82WjUo8CFAAmGy3B0WQXTzGrdwxsWeZLMuKs6MAME05R/hWs8fEi/ag+AsVHYolKZb03ZLe0uhIAqtKPMigADDLbolH5z0oGp+H+5jNlo6aZHJgDGCy3R4U3WdQrMMxsW8Xfdk8SdjFA8B0ccAAhaTfrX2dSvqKu9/e6EgCG5V40CQTwAxVELPrJplag3lYYptRAPNFZjIFy6BY+bk43yoCFJR4AJip7FOTn2r2mHihI0B3/4ikL0g6U9K5knYaHUUPjJpkss0ogBmqM/sBelCs/Dwssc0ogPnMTHEcBWmSuQ5z8ehsKE0yAczSUgbFQkeAZvY8SR+T9FwV9cg3mNlzGh1JYFW6NhkUAGap5oiue1CswzwsFWdETcUZUgCYJo7jUNuMrvxcnJ8qA/BkUACYwZNak8wGLboaf5mkJ7j71yXJzM6X9CEV29KthFGTTDIoAMxgVsR1u+5BoTWYhyUpS3PFcSQjQAFghjiORj1rOrbyc/FuBgXHxABmqJpkhijxkBRVE3HpG/v43qUwJIMCwAKK1OIkRA+KlZ+HpaJJJg0yAcyTxJGyACUeWoO5uKond46JAcwSh82geJ+ZvV/Sm8rL/5OKLedWxjYZFAAWFEVJ5z0otAbzsFRsM0r/CQDzxHEcqknmys/FvlV+vpFBAWCWELt4mNkjJV3g7r9pZv9U0g+VN/0XSW9sdCSBDXe2FEUxacUA5oripLMeFOs0D0tVBgUBCgCzxXGkYYcZFOs0F3u1iwdNMgHMUgYxu97F4/cl3SNJ7v4Od3+Ju79E0jvL21bGzvYpyjsALCSK4y57UKzNPCwVGRQJAQoAcyRxNNr1pyNrMxfTJBPAQqJIMtvNumrqYefcfoG7f2b8yvK6ixsdSWDb21uKIgIUAObruAfF2szDUrGLBxkUAOYpthnttMRjbebiUbo2J+4AzGImxXHnGRTnzLjtaJMDCW24s0VjNgAL6bgHxdrMw5KUpTTJBDBfsc1opxkUazMX56e25JJEsBjAPEnSeA+KeTPPjWb2v4xfaWa/KOkTjY4ksJ0dSjwALCbusAeF1mgelooMCko8AMyTxJHSLJe7d/WUazMX+9apov8EfdkAzJPEne/i8WJJ7zSzF2h38r1U0oakf9LoSALb2aHEA8BiojjRznZnGRRrMw9LUkaTTAALiONI7q40zbS52clTrs1cnG9ts4MHgMXEibzhEo+ZK3J3/5qkHzSzH5X02PLq97j7dY2Oogd2tk+RVgxgIVEUd9aDYp3mYXenBwWAhVTHbFvbOzrjjGOtP99azcWntug/AWAxSSxvuHH8QrOPu18v6fpGn7lnil08BqGHAWAJFE0yO8ugkLQm8/DOUJIIFgOYqyoF29re7vR512EuzrdOkUEBYDFJ0nmTzLVBiQeARUVRoiwdKsvS0ENZKVvbO5JEDwoAc1WZVltbO4FHsnr81FbRgwIA5gnQJHNt7OxsKSadDcACovIMf4dbja6FU+VCI474aAIw2yhAsU2Aomn51pZEJhuARcTdN8lcC3mea7izpShiMgYw3zn3f4j+0Y8+R4NBN53Z1kWVqk0PCgDzJLUeFGiWb5FBAWBBSfNNMjkKLP3ir75a5z3w4aGHAWAJHDl6P33XY35ASULfmiZVqdoEKADMQ4lHe/JTZFAAWFAL24xyFCgpiiI9/BGP1eaRM0IPBQDWVpVBkXBgDGCOOFCTzHVABgWARVmcSGkqHw4be0wCFACAXiCDAsCiKPFoT37qFAEKAIs5ekSDix+unAAFAGDVVAsNAhQA5qHEox0+HEppyjajABZiD3+YLvx//lDxsWONPSZHgQCAXtgt8eCjCcBs7OLRkiTRRX/2x9Ill4QeCYA1xVEgAKAXTp2qMig4cwdgNjNTHEUEKBpmZkrOO0/aoAk0gDAIUAAAeqHKoIgiCzwSAMvg0Y96qB7/vd8ZehgAgAbRAQcA0AvPeNqTdeedd8qMAAWA+R7x8Afrex79iNDDAAA0iAwKAEAvnHP2mTr7rOaaLAEAAGC5EKAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAADBEaAAAAAAAjGz2Mw+ZWbvLi9fYmY3mNlxM3uzmW2U12+Wl4+Xt18cctwA0AYCFAAAAEA4L5J0c+3yqyS92t0fKekuSS8sr3+hpLvK619d3g8AVkqwAAXRYgAAAKwzM7tI0k9Jel152SQ9VdLbyrtcJenZ5dfPKi+rvP1p5f0BYGWEzKAgWgwAgREsBoCgfl/Sv5KUl5fPk3S3u6fl5dslXVh+faGk2ySpvP1b5f0BYGUECVAQLQaA3iBYDAABmNlPS/q6u3+i4ce93MxuNLMbT5w40eRDA0DrQmVQNB4tZjIGgP0hWAwAQT1F0j82sy9LulrF/PsHks4xs6S8z0WS7ii/vkPSQyWpvP1sSd8Yf1B3v9LdL3X3S88///x2fwIAaFjnAYq2osVMxgCwb6QWA0Ag7v5Sd7/I3S+W9HxJ17n7CyRdL+k55d0uk/Su8utryssqb7/O3b3DIQNA60JkULQSLQYALI7UYgDord+S9BIzO64iEPz68vrXSzqvvP4lkq4IND4AaE0y/y7NcveXSnqpJJnZj0j6l+7+AjN7q4po8NWaHC3+LyJaDABNqYLFz5R0RNJZqgWLyyyJScHi2+elFku6UpIuvfRS5moAWIC7f1jSh8uvb5X0xAn32ZL03E4HBgAdC7mLxziixQDQEVKLAQAA0DedZ1DUES0GgN75LUlXm9krJH1Ke4PFf1YGi7+pIqgBAAAANCZogAIAEB7BYgAAAPRBn0o8AAAAAADAmiJAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAAAAgiNAAQAAAHTMzB5qZteb2efN7HNm9qLy+vub2QfN7Jby/3PL683M/tDMjpvZ35rZ48P+BADQvM4DFEzGABAeczEABJdK+g13f4ykJ0n6FTN7jKQrJF3r7o+SdG15WZKeIelR5b/LJf1R90MGgHaFyKBgMgaA8JiLASAgd/+qu3+y/Prbkm6WdKGkZ0m6qrzbVZKeXX79LElv8MJHJZ1jZg/ueNgA0KrOAxRMxgAQHnMxAPSHmV0s6fsl3SDpAnf/annTnZIuKL++UNJttW+7vbxu/LEuN7MbzezGEydOtDZmAGhD0B4UTMYAEF6TczEAYH/M7H6S3i7pxe5+T/02d3dJvp/Hc/cr3f1Sd7/0/PPPb3CkANC+YAEKJmMACK/puZhgMQAszswGKubgN7r7O8qrv1ZlqJX/f728/g5JD619+0XldQCwMoIEKJiMASC8NuZigsUAsBgzM0mvl3Szu/9e7aZrJF1Wfn2ZpHfVrv/ZsmnxkyR9q5bxBgArIcQuHkzGABAYczEABPcUST8j6almdlP575mSXinpx83sFkk/Vl6WpPdKulXScUn/UdIvBxgzALQqCfCc1WT8GTO7qbzut1VMvm8xsxdK+oqk55W3vVfSM1VMxicl/Xy3wwWAlcRcDAABuft/lmRTbn7ahPu7pF9pdVAAEFjnAQomYwAIj7kYAAAAfRN0Fw8AAAAAAACJAAUAAAAAAOgBAhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACA4AhQAAAAAACC4pQlQmNnTzeyLZnbczK4IPR4AWDfMwwAQHnMxgFW2FAEKM4sl/d+SniHpMZL+ZzN7TNhRAcD6YB4GgPCYiwGsuqUIUEh6oqTj7n6ru+9IulrSswKPCQDWCfMwAITHXAxgpSWhB7CgCyXdVrt8u6QfaPpJcs+V53lxwYvLI7MuH/S2tu7bt8dh7JAGF9cAAAzkSURBVP1/zmUee4DnjEzrqJt5OHfluZeXXNK0ywe9LcTjrMtzMvb1ec5+jH10zLZeOpmLszxXVr6+uUte+zycdbmp+y7zcy7z2Hm91mfsTT1n1sI8vCwBirnM7HJJl5cX7zWzLwYczgMk/UPA518EY2xG38fY9/FJyzrGy/7lQR/r4YcdTJ81PBcvw99GHeNt1zKNd5nGKi3xeC+/7EDfzzy8uKX921gSjLddjLddxXh//UUH/f6Jc/GyBCjukPTQ2uWLyutG3P1KSVd2OahpzOxGd7809DhmYYzN6PsY+z4+iTEukbnzsNTsXLxsrzvjbdcyjXeZxiox3iXT6THxsr3WjLddjLddjLewLD0oPi7pUWZ2iZltSHq+pGsCjwkA1gnzMACEx1wMYKUtRQaFu6dm9quS3i8plvTH7v65wMMCgLXBPAwA4TEXA1h1SxGgkCR3f6+k94Yex4J6UWoyB2NsRt/H2PfxSYxxaQSYh5ftdWe87Vqm8S7TWCXGu1Q6nouX7bVmvO1ivO1ivJLM3effCwAAAAAAoEXL0oMCAAAAAACsMAIUh2Rmf2xmXzezz9au+z4z+6iZ3WRmN5rZEwOO76Fmdr2Zfd7MPmdmLyqvv7+ZfdDMbin/P7eHY/x3ZvYFM/tbM3unmZ3TtzHWbv8NM3Mze0Afx2hmv1a+lp8zs9/p2xj78p4xsyNm9jEz+3Q5vn9TXn+Jmd1gZsfN7M1lYzI0YNG5yMwuK+9zi5ldVrv+fbXf12vNLO7reM3smJm9p/ZefGWbYz3seMvr/08zu83M7m1xjE83sy+W768rJty+Wb7vjpfvw4trt720vP6LZvaTbY2xifGa2Xnl/Hevmf37LsZ6yPH+uJl9wsw+U/7/1J6P94nlZ8hN5ZzwT7oY7ypgHm7XMszD5fMszVzMPNzb8TYzD7s7/w7xT9IPS3q8pM/WrvuApGeUXz9T0ocDju/Bkh5ffn2mpC9Jeoyk35F0RXn9FZJe1cMx/oSkpLz+VX0cY3n5oSqaVX1F0gP6NkZJPyrpQ5I2y9se2MMx9uI9I8kk3a/8eiDpBklPkvQWSc8vr3+tpF8K9Rqu2r9F5iJJ95d0a/n/ueXX55a3nVX73b29+j31cbySjkn60fI+G5L+v+rvvo/jLW97Uvm+vbel8cWS/k7SI8rX5NPV3Fq7zy9Lem359fMlvbn8+jHl/TclXVI+Ttzy63mY8Z4h6Yck/XNJ/77NcTY03u+X9JDy68dKuqPn4z2m3WOGB0v6enWZf3Nfd+bhno63vK3Vebh8jqWZiw85VubhdsfbyDxMBsUhuftfSfrm+NWSziq/PlvS33c6qPpA3L/q7p8sv/62pJslXSjpWZKuKu92laRnhxnh9DG6+wfcPS3v9lEVe333aozlza+W9K9U/N6DmTHGX5L0SnffLm/7eg/H2Iv3jBeqMxSD8p9Leqqkt5XXB32/rKBF5qKflPRBd/+mu98l6YOSni5J7n5PeZ9ExQdp2+/DA4/X3U+6+/WS5O47kj6p9ue1w76+H3X3r7Y4vidKOu7ut5avydXlmOvqP8PbJD3NzKy8/mp333b3/yrpePl4bTrweN39Pnf/z5K2Wh5j3WHG+yl3r+biz0k6amabPR7vydoxwxEF/kxeMszDPR1vOc6252FpueZi5uH+jreReZgARTteLOnfmdltkn5X0ksDj0eSVKbffL+Ks8IX1Ca7OyVdEGhYe4yNse4XJP1l1+OZpD5GM3uWimjmp4MOaszY6/idkv5RmYL1ETN7QsixVcbG2Jv3jJnFZnaTiqjvB1VEke+uTbi3azc4hcNbZC66UNJttct7fgdm9n4Vv69vazeQ1JZDj1eSrChZ+x8lXdvGIGsaGW+LFnnu0X3K9+G3JJ234Pc27TDjDaGp8f4zSZ+sAt0tOtR4zewHzOxzkj4j6Z/X5m3Mxjzcrr7Pw4s+f1/mYubhdgWfh5dmm9El80uSft3d325mz5P0ekk/FnJAZnY/FWl3L3b3e4qAZ8Hd3cyCn2kYH2Pt+pdJSiW9MdTYamMZjVHFmH5bRSlKb0z4XScqUgafJOkJkt5iZo/wMv+qJ2N8hXrynnH3TNL3lQcu75T06BDjWCVm9iFJD5pw08vqFw46F7n7T5rZERVzxFNVBJYOrO3xlu/JN0n6Q3e/9WCj3PN4rY4X683MvkdFmWWvPusmcfcbJH2PmX23pKvM7C/dvcszpb3FPHza4zMPY2ms2zxMgKIdl0mqGhS+VdLrAo5FZjZQsRh8o7u/o7z6a2b2YHf/qplVNULBTBmjzOznJP20pKeFXFCXY9kzRjP7XhW1dp8uAz4XSfqkmT3R3e/swxjLq2+X9I7y9fuYmeWSHiDpRI/G2Kv3jCS5+91mdr2kJ0s6x8ySMgp8kaQ7wo5uubj71GCTmS0yF90h6Udqly+S9OGx59gys3epSDs81IFxB+O9UtIt7v77hxlnpYvXt0V3qOjjU3/u8fdXdZ/by0XF2ZK+seD3Nu0w4w3hUOM1s4tUBGp/1t3/rv3hNvP6uvvNVjQUfKykG9sb7vJgHmYenmOZ5mLm4XYFn4cp8WjH30v6H8qvnyrpllADKWvDXi/pZnf/vdpN16hYFKr8/11dj60ybYxm9nQVvR3+sbufDDW+ciynjdHdP+PuD3T3i939YhWBgMcHDE5M+13/JxWNMmVm36miPvQfuh/hzDH24j1jZueXmRMys6OSflxFn4zrJT2nvFvQ98sKWmQuer+knzCzc63ofv4Tkt5vZvcrD/aqs2E/JekLfR1vOc5XqPggf3HL46wcarwd+LikR1mxU86GimZb14zdp/4zPEfSdWXA9RpJz7eim/glkh4l6WM9Hm8IBx5vORe+R0Vzv79egvFeUs4DMrOHq8h++3I3w156zMPt6vs8LC3XXMw83N/xNjMPewfdS1f5n4r0sK9KGqpYoL5QRXfYT6joenqDpP8+4Ph+SEWDkr+VdFP575kq6oSuVbEQ/JCk+/dwjMdV1DdV1722b2Mcu8+XFXYXj2mv44akP5f0WRXNoJ7awzH24j0j6b+T9KlyfJ+V9L+X1z9CxYftcRUZHpuhXsNV+zdtLpJ0qaTX1e73C+Xrf1zSz5fXXaDig7T6fb1GLXftP+R4Lyr//m+u/f3/Yl/HW17/Oyo+2/Ly/3/dwhifqWJHn7+T9LLyun+rIjgtFY223lqO7WOSHlH73peV3/dFtdyJv6HxfllFY+17y9fzMX0dr6T/TdJ9tb/Vm9TBLlCHGO/PqGgid5OKz7pnd/H3sAr/DjmvMQ+3ON7y+tbn4fJ5lmYuPuRYvyzm4bbG28g8bOWDAQAAAAAABEOJBwAAAAAACI4ABQAAAAAACI4ABQAAAAAACI4ABQAAAAAACI4ABQAAAAAACI4ABQAAAAAACI4ABQAAAAAACI4ABdaamb3JzN5sZh8zs6+Y2U+V119vZj9efv0KM3tN2JECwOqaNBeb2WPN7G9q93m8mV0bcpwAsMpmHBdfZ2Y3lf+2zOx5oceK1UWAAuvucZJudfcnSnqBpJeX179c0svM7AWSvl/SiwONDwDWwaS5+POSHmFmcXmf35P0m4HGBwDrYOJxsbs/1d2/T9J/kHSNpLeHGyJWXRJ6AEAoZnZE0vmS/k151eclnStJ7v5XZmaSXiLpR9w9CzNKAFht0+Zid8/N7HOSvsfMHiXpK+7+yVDjBIBVNuu4uLz9ZyU9Q9I/47gYbSKDAuvssZJucfet8vLjJX1akszseyU9WNKOu3+7vO4xZnZF+fVrzOzMAGMGgFUzdS6W9FFJT5H0ryX9tsRcDAAtmXVc/FwVGRXPc/ch8zDaRIAC6+xxkh5mZkfM7AwVEeNXm9mDJb1R0rMk3WtmTy/v/wRJN5Vfn10FLgAAhzJxLi5v+6ikV0h6p7vfUV7HXAwAzZt2XPzTkn5Z0j+tBS+Yh9EaAhRYZ4+T9A5JN0j6uKQ/kvSp8rrfcPebJf0f2u1L8QRJny8nbZnZD5vZ1Z2PGgBWy2lzsbv/dXnbFyRtS3pV7f7MxQDQvGlz8VWSLpL012WTzBdqbB6WmIvRHHpQYJ09TtLl7v4vxq5/cvWFu/9V7fIlkl4m6R5JDyz7VPxgJyMFgNU1bS6WpBdJeqm731e7jrkYAJo3cS529/PG72hm71FtHi7vx1yMRhCgwDr7Dkm3LHJHMxtI+oa7/6/tDgkA1s5pc7GZfYek90j6a3e/qnY9czEAtGOh42LmYbTN3D30GIClVDbS/L8kvcbdPxB6PACwjpiLASA85mI0hQAFAAAAAAAIjiaZAAAAAAAgOAIUAAAAAAAgOAIUAAAAAAAgOAIUAAAAAAAgOAIUAAAAAAAgOAIUAAAAAAAgOAIUAAAAAAAgOAIUAAAAAAAguP8foO0QwU0XPVAAAAAASUVORK5CYII=\n", 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" ] @@ -777,12 +785,12 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -843,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -883,14 +891,14 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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5Gw29dKfkUI9yMSbm046JrjRY7u+BGz99NdH9OZmQniwy2RgcnIlypoob2VQlScYdxqBRnr/lSiqFzZd1Nw9lL1O73efO5zrOR8Dr/KmeRy7CN+P9JCYF8flmom1pjCpekwq3gSoajRKNRjO2y62U+01CJJQ9VwIdWus9rm1nKaW2KqV+o5S6MtWBSqlblVKblFKburq6it/SCiafyWyhJ8KFUgi9zuO0tZKUTkjfx5n6v1DPJ5vzVGo/C0K+5DIZ9zO2/JzXa3EveVs6Y2KqaxTD2Om0IxKJpNTvKtFAXGgmOlFmuRi5KgX54hWZMxPdykwyKZQnnspqojyWn/dBLL9Cgo8x1sviBLBIa30h8AXgh0qpRq8DtdaPaK0v1lpf3NLSUoKmCg6FjKUtB8qxrZnaVI5tFoTJTrFyz/hNTO+lOyVvS2VMdLfda7I80QbqXAyn7n87i1mpPJgnilIZnnNBPOayQ2YuBSRVPNPDG9uwzOJZUpNDI5KFYT4r4/muqhfSijnRFtFikq/QtC0Ly7RSxs6JRV1IRikVBD4C/MTZprUe0Vp3J/7eDOwDVkxMC0tPtuOk2OMq1fn9KDrFVIac70KhJvZOdaRykl2ZJjF+JjmlaHu2xhP5FgiVQLr3ulgeRqVYzJks3lGpnk8lGnOdNjvhjqVue6p3ohL7sthMjtFT5igVKNq5J1IAlvOAKue2FRPxoBCy4Dpgt9b6qLNBKdWiEgJLKXU2sBzYP0HtE9LgR/ZnU0kq+W8/ZFr1TGU48TKGl0N1pGTDuN9yhBOJVD0RJiOpFuWyJVv5ZlkWlpndNZPlRroFtmz2LTSFDGWLxWLc77FIpm2bByYw8WQu3zMnZ51pmmXh9eC0W7wwxjPxX9xJQiEmySlX1fwK2hKvnsRiMe5eu93XgCpm+5z+cbuk6RxXwSbbKpSXC5/X/eXrUSOUL0qpHwGvACuVUkeVUp9O/PRHjE/AeRWwLVEC9efAbVprzySegjflWgGoWKGKmYwN2RgjpqqxOV8my+qtILhx3utSyQV3Vb1SVFqaiPN4nzO366Yy2hbSmJvtdyvXfnLaXG6ytNzaM9FIbxQAy7KwLTNn62IhV4aKcXy6fbyEU6kn/naK+LlsBaffCX625ylHJnOojTAWrfXHtNZztdYhrfUCrfW3E9s/qbX+RtK+j2mtVyfKnV6ktX5yYlpdufhd+S71KorTrmIr/skG0GxkTXLf5aqA5qPg+w15MU0z54TYuVIJ3xZBKDR+803kO7HXrqp6doFKVXolSU+3SJRqjKdLtu7neC+Sqwj6bX+2+Hkuqfok3XfL67x+KiF6XUt04spAjBYFpFiuon6soUJhkRU/QRCS8asQJq+OpDqu1Kso2VxvoibI7jbmGvqQS4lq97HpjEl+vPgEQSgsYyrfpZjwJ8uLXLxp3Xp8Kp0+W9lYqLlBMeYYyjDGTNjjYQl63D75kGxI8Nt/zn7pEpt6yepc2ltoo0VWxiMxmPhGjBY5kO5lTPdbptKS6SysD21oG51A24nJdErLpCtcItuB4Cd8IJVnw0Tj5369kpR6huTYNveu3U4sFit4O1Nd193HXh+OeLJNM+HZE/8914lFtkIy24+MIAhCIcjVsJOPop3pmunOLQZvQZg4ppo7faXIm2It6pbr8y5m5cipTHk+7QrCrxdEvoJFGcVL5il4UwwhO9EfmGy8dnIRuhN9f4IwkYjRzj+VLitStT2fEJdss9j7NcILQqVRDnm2Ui3uFGKcFarkabHDDJ0FsnS4223nIdML5XFQDp4LjrdfLn0hcjw1YrTIE6dUW+akazYPP7tnnGBxD67kSaKV8GgYF3tlZxYi+VBKZXIirJGOQPC6Tz/3bppm4rmk9nZxGJcpOocPTCG9IuxEZmfHYyPtdW2b+5/endV74Df2VBAqkVy97LI9bzGVlnJQ6CC7MAu352ChvAeLSXKIy1czuKwn71vsLPalfN8EoVzJVLazUlbJy9XboBSUs/G7HKpLTTakRwuAW2Ck+/inK31qWfESQg9vbCtq7go/pZiymVjna4l2J9lxjDT5Kk/JoRWpLNqxWIz7k5TmVJNu55yWZRGJRPJKTJTqA+MVEpKOXCcfWuuUAj45hEn5fLfdiKAWBMEPqWRFIRTRclJmvWS+u33uv519izkRKae+EYSJItkryvEq0LbNg8/szksXd+tLfhNR5mqYdR/vvlYhPUWy1U/THZtPguVoNIrpKoNrxWK+8x5ZVjyBsuNtXEhvHpGppUFmFyUm04udzrBRSgqpMGW6Z3dZK9M0MU2zZAPfS2lWPtpTCeE66fo9WwHrZ39JGCsIuVEJK92lbKOX4Tzb6+sCZf/PRK794r7HXBOO5krKDPtmrGCTHEGoBMZ4Rbl0HKXOJP7M2tM1aRzlKov8hGYkXzsWi2W9qJbOuFGMEB3HQ93JGZfNIqeXZ/sZzxj/1/ZjQMoGvzK8WN6aU4XgRDdgMuMIwN6IRdvJYU4ND/LyN17n1GCUs1vqqQsHONI9QO/Ibuqrg9iWxebjQxiBERTwgzeOMbexiu7BGNNrQzm3I9nKWeyBkXxu27Z5cEMbX7zp/LTH2bbNg8+0EQyH+fz1qwrWFr9CN7lftG3zwDNtVFVXcfvVy3yfAyAQSG3UcD4Q6fbx2j9bnPJdd1y3cvxviXClv/nQhf7akAgr+dz1q1K22/kYBEK5v6uCIGSPo7QZhoFSaqKbkxdn7iX/+yh3ry/3hKlULt6jCr4q774RhGTKbWEkm/aUUhaVWu7l8lxybaNhGHkH7RRa1hbimyWeGv4Qo0UR0Vrz+rEhdnZGMBTMqA2yoKmaqGmjtab9dISOgRjrWzsZjCbclWwNCtCw9fje0XOFA4qzmqu5fFlfkjvpxN1fNvgVUMowiipwsxUMyghUdELOdG338upxvEu8Qki8zpV8H1M5tlKYerjf/cx5jcYbFtzjRymF1ppYLIbWmmDQ/+fZyQ9x1w3njjEquq+Z7h5gvKG1FKs+XgZcK7FSGK6uLuq13UzUCpfX/bvj6bXW2Lbt+fxyXQW1E8bsQLgqn6YLQsHIdqU9F53MGUtn/p+/B0Fye5zKeoXMOeecs5hJSfPNc+TIFBXI/M3yey33O2FbForAqMxzQrX9LvzlipO/LpRYiPMKM7dtPZp00+976Zbrji5g2zYPbdzDX918QWFvYpIhM4wsSBas6QSt1prnD/SzszPCyhlV/MG5Ddy8sol7f+8cblo9kx98+hIe/8ylfGzNTF764hVs+4eref1Ll/HJC5v503e28KcXt/D85y/nx396EVctrmdRU5h93RE+9f3tPL6rn9aOQe5ZvwsrMajGeAh4TIjdbmbZJhly4sgK4bqa6eOUTebhTPk5vD4cOuH1kXwvqcrRpnPPy+Z9GHfehJBzPqJeBgwvw5Rpa1qP93G8L0LnQJSu/hFf/eWnbZZpEolEuPvX2/jqr7f7y2lS5MzVglDu+B0DXvslJ6NM5WLqjN90Ms9LYbJiMb7yq20ZSzfnE0edrux2rmiNL8V/oo0N+ZCq77Rtc8/a7VhW8cJGcslVJAjFJnlcmR56WbqcYGl1ywKPJed6Tnvyyfng51rZVvDIywiR4XivvvYzYfd9Hx5han7a5J4LJf87FxxjjJ8wxVT37zWnsW3b87ucfI5ihedUMuJpUSR+tuUYe7sjrJlTw5o51Vm/eEopZtaHmVkfZtmMKpa31HDl2QZLZ0/jvmf38eqRQbaeGOLcWTWcGooxJxwePVbbNg9saONLN53vaYm0bZsHnmoFj7wMUdOmvXeE9tMjvLzvFJGYyfHeCP/riZ001lUTztH7qZgZ671Wq9IZP9z5KFKFaliWha012XhaWynOlYpR63wi3vEv33f2mN+d8I6oBT/adIwndvXQORDj0S0nR/f57x3dzKgLURtUzKwLMmdaDV2nh2muC+NFzLLpj8QYiFqM2DY/fOMoJweixEyTrYdP88Z/baE+HGJmoyJm2XGjTZr7sSzLVx/5CZsRhErFMAzPVXH36p6zXzLJikqhvZUK4SmWbsU/3THZGMfLET+eKoW+Fugxz8yd8ylTCJDXCp4gCHEqwRO0EDJHytUXjmy/n377sRLexXJEjBYFxHlZT/QN86/r32ZuQ4g1c6oTbr/j98tWOIQCBh88fxZ7jnTQOQw7O4fZenyIGx9+gw+vmcunr1jC4hm1gI9EkUrRFzE5FYny7+vb2N0xwFtH+vjmb4+PirnH3mxPOug09WGDmXUhmhoPc8niJuwKFXBnJhPZH1eMsBwvAWbbmtbOCJuPDjBiddFcE+SCubV8/F2LeG53O5ZWXLi4md3tA7ywp5ujfUPo40Os2/USdeEAoYCiKqB46dCbDMdsTkdMTg1Gx3zGnt3fj6HAUApz1AI+AgzwVFsPc+qDvGPBtMLerCBUKOk8qxzvqc/fcO7otlgsxj3rd3LHNctLOvHN91rJ3yhnlfKLH1jt+xxOyeRAsPRhJ37wk1tIu56pXyNArqtjTlhM0JUTKL4yeWZF13kGgUDAc9XSSbCZHCYkCEKcQsse27Igg7y1LctX6AScCRP4gg9Zm+yB54x5x6M46Apr8Apt8Pp+/aXP/G3u84yeIyGTlM/cDoX4Fjj9n815bJ/fSC8Zm+k6sViMe9e3cse1y4vmeTOVEaNFAdG2zcMb2xg2aomaNletbEIp7xCF+55q5bMeCRL9oJRiTn2Q+dOq6Bk2sYwQj209zk82H+OqZTOJjURoaazmeO8wVaEgJ/uHae+P0jMUoyeief27W9lx/DRmQq8y9vWxak4Dc6eFuW7VLBbNqOWFXe189JIFVIeC/NcrBxgeMRkwoXsgyskhk688E8+3ETIUb596k8vOnsEli5tYNacOt7hye1iYpolt2wSDQV9Gm6hps+VwL62dQ/yfp/fz8v4ent37Cn2RGJGYRdS0ebL1FDHT5FD/2yyaUcuyllqWz6jGzqA0Om5f7vwg6VannPbats2DT7dihPKPt043wdjTNcgvdpyke8hkXkOI//i91fxm53Fsrbn+nJnsOdGDRvGxd87FMAwe3NDGcCRGr2lwzrwmTvRFeHlfN5GYFffECAeZVhtmVn2YzfvaqQ5CfXUVf/U7q2muDWOZMR54ehfDIzGGLYO+GDTVVfGrHZ3sO9XJYEzTUp26jGw5TEIEYaJxQumSJ633P9XKnS5jhlvZ1BajCqcz4c1FmbOtRNns5/Zyl+tazvX84lz7nnU7uePa5aP34tcQ4lb04jLTX5hHrm6wbi+uYhhEVEIhjkajeRkC/LTLywvQqTzwxQ+sHvcMvDwY060MlovBSBAcclnEyyXEOe7iP77spjt3jNZAhvl2Kbyv0o1hv9fPtHDpuQCnlK9+nQxedMXEj3eGeLbkhhgtciDdRz9qKX65s4MPnNtCXTChIHhk6XYUoWwtcc5L7sjV6TVBPnvdcu68+ix+uOkE61o7OdozDAzwyx0vjTs+ZCgumN/IihlVNNeGaKkPMbOxli9cv5J71+/ktvcsJBAIcODEKS5aOI1AIMCCaVWYsQCBUAhtmahAkI9fsZRNh3r51gv7ONIzzAtP7wGgLhzgooXTuHjxNC6YV89wzB6zWvfAU6187oZz+eq6ndyVqBBia01fxGRDWzdbjg/RGx3k162/5WhvhO+8Hvf2aGgfpjZssGhGDc11TQSVZsuhHlbMrmfzwR7aOgd5bs+pUW+BgILmugFORTQnTg2x9Ugf58xtRGsblUjlogwDEnHDmSpjjOn/RO/nq/zpxHXvclnUba1569gA337tBAEF15xVz5Lmas6fW8/zO2ycL2pcWbXHTIZCAcWc6iCfeNd8AoEAD2x4G8uMcfs1ywkEAoTDYaLRKF/pPYWdSPTXUh9PxmYRN4aFAoqqcJCWaSFuv3op9QGL1q4oG9tOEg4oPnLxECtmN6TuG22jkBU+QXBTzpnjk0NYHIW4XN1X001AJqsCWKr3JzkxrCAUG8eLK5uKcTrhxRWq8g6DdeMY6h7c0Daqd0Pcs+medTsJBANjymB6vffOORwjYrIROu39JfT8QmlFtm3zwDO7uevG1S5ZOLattq1xVFm3fHff2+jCnctKY8ViPPB0K0YgxOGhPrQAACAASURBVIm+CMOmpn/EoiY0tk/ilf52E3Ql87W1Zihq0R8xGTI1P91ygpbGGlbPb2J+Y34V5VJ5s5zROQsTAukYYvI1UKfD/R45Yfxnkq1Ozu9XIRGjRY6kivHdfTJCJGbzx5fMY92bR0rWnpaGKr5w3VK+dP1y/vGxrfRGNe9ZOZtozKI2pHh+Vzv1IUVTXRWfv34V9/x6G1oFCAQMAi5XLr/hD7MaqrjpvNnsOtTBZ9+/ins27OMdi5t5/WAvrx/s4cVnT43u+8SuHoIGbDkxTNfpCAcf38W+riG2HH2D430jHOsdxtbwk7e6UcC0miDvXtrMvMYQn7riLF7YeYwv3bCcb718mC/cuJpQKMTg4CAPbGjj9quXcf9Tu7jjuhWoQJB9nQM8sGEP3UMmPVHN062d9EVMXvrOZpSCxnCAxpogncO7OdDZT8iAX27v4lBfjFcO9FBfHeLkYJTDp4YZiNoYhoUdsOgbjhG1bIZjhVWM3cro4VPDPNnaTUd/jGtWzGBuraLKSK88ZgwDypNwwODiRY38zQ3L+MSjb/Lp72/ju59YA+QeYiMIk4VUhstsyxrn24ZUXgp2IjdPqrw9VsI748ENbfz1B+PjOjnEJdM1sm3rqJeJrXMqEedMctxi0bZt7n1696ghfHR7kZ5DPjma3BViYLx7dbK8z8a13A+jfe/VtoRXx1/ffIGElwglw091o2S8khamI1X1MzNmxo9NeN36kUjuc9mWRSr3jKhlc3IwRlf/CINWlC89toM39nfzmwOnOdEXYW1bL4MjJm+c2EpLQxULm6qZ1ximoz/KiJk+Yf29T7XyOZe3dspvkWtxLBAIjBnXyjDQiYW+4ZjF7q4I+09F6Bw0+c7mk2PO86M3O6kKGmxvH6ahKsCu44Oghth0fDPtpyO0nx4Zowtu3Hd69O/ZDVXMaQzxkd7IuPYVw/PLLZ/9yn+dMAZV19ZlbFeuC87uv7W2MYz8jDlTETFa5IhjpbzjupWjypzWmr3dUebUB1kyPex7clvIQauUoqEqwLT6EB9954LRqhh7j/d4KkTJ2LbNwxv3jBPwtm2h7KCnaLasuCX2A6tn84HVs7Esi5MDUXYc6+P7rx5mcUsDrx04hW1r+iIWh04NMzBiEuk2eefiZmbWBWkMK259z2Ke2naMmtoaPv/+ldz/zG7et2ImW/a2Y9tnyhwB3LtuJ0ZSScBQwGD5rDqWzahiaXOYcE0Nd163gv/9xHauWDWXto5Bfrn1KINRi9cP9tI5MIJlw+bjBwDYsLdv9Fw/3dIx5tyPvnECgP/aGjes1FcNsLPrLVbMruN4d4S5TWOzsTskK/peyv+IafPG4dN8+9VjAFyzvIl7PrKKB57e7fsj6lAMJd22LFa01PI7yxt57tAgd/xkB1cvbfQsnVdoBVsQJhO5js9MoVh2Co8+v2h9RrkrpVdIOtIZBuKJT+1x2zJRyvAIrxhyh0zhoXE5mlryj4tHL6Dc1ymMXIJQKZQyga4b09a8drCXN44O8D/+cwutJwaIJSa3CugYiKHRzGoIE42ZrJzTQOvx01QHDQ50DfLinm5GEnHbv971Ak01QebUBzl3zykipk1t2G1w8D8+08n0iGnT2j7E73xjC73DJg1VBitmVvPRSxYzrTbMLzYdImJqls9u4JUDPQyMmBzvHaYvYmEoxdwmg0uXTOdQVz+1IUVtQFEThM+8bylDlsHbJ4fZuKuL3+w5yU1fe51lM6u5Zc1440U5oFQAy9bsPzlEf8RkxLQ42jfC1iN9zGg0qQ5oqgyb6hxE42T3BiwVMrvIg2RB0BuxOB21WT27ZoJaNJ5cYs+c+8on6eTM+jBXLmvmzYMn+ex1S3n4WZvb3ns2D214mztvOIdvvHAQrW3ufP+q0TCGc+bUs3GHvym618fI616VUtRXBbhmZQvvP3cOQ/2nUYEgd75/JQ88s5vISIw/uGQh3375MLdctIARCx7fcpSrlrew7q0j2FoRCIV499IZPL+7g8uWzuDZXR0MmjAQtfjxpuNELQ308dKBXt61pIkrljZz2dkzqK9KP7xsrdnbHeHD39zE4Z5hbjhnJjNrDBqqg2XpmttYHeArt6zg1h+38uL+Pv6ahKVehLEgFI1cKnfkez2JVy4uxTYM+cnTJAiTFXdC2qKc3/FSM01ODkY5NhDhz36wjS1HTvOd19tRwAULGvnEZQs52NlHQ9BmRmM9f3Pzedy9dgd/efVSHn52D7e992y+9tw+PnvdCr723F5uv/ZiTvQOc/cze1kyq5En3zrBrs5hvvCLNgCaa4P0Rmw6eyIsmOlv+pZKN+vsH+HVw/3s6hgmZmvec3YTjQGTmbVBQqEQf3hxPMx41+FOUAa3XbWYb76k+Pz7V/LVJ9/E1tUEw2G+cGO8j+9dvxPb1om+Mfn5G4e468bVrFk8g99bM5cv/7oVG4OfbD7OLY9sZkVLDR8fGGHOtNq0xuRsQkD8GKSd8znPcChq8avtHbxwaJCuIYv+EYtvvXJszDHr39485t/VIYNwwGDrsQEGhkeY/1Y7PUMxmmpS5+uzE+Egn8sxl6EQR4wWPvEzMTvYG68nvaipKuU+yW6xXhZhMxYFZWS12pHKsmwnkoMGgqlj/5x4KsfdybYslGGk9rpI7B8///jMun7abVtWSpXYESapVtpGvRX02KRBTpydl6teKmEWNBRzGquYWRcazeHx5qFuPnj+LPYe7USjqK6t5X9cMo/u3n4++a75nO47TSBUxV03rCJm2fzzEzvpGLQIBAz+e1sHP958goBSvGNBI2Ysxpw32zl6aoi3Dp9iKGrS1jnEP699m19tO8mwabN0Zi03r57Jlz+0ioef25e23wqNkxzV/V7btoXWcdHglI51+m/Ngkb+4j0LefCFw2xsi7sPatvm3rXbuT1JGLsT5AlCpeL1HqdSsvyEDbjdVrW20ai0eQRisdi43Dfe142NymU/pPqmOfHiTlOSXW0zuc1aY2RGesOHZZpEo1FCIX9usvl4Sfj9NqULhck3TCbV9ywTqfoz1XZ3JZtwePy3P1muC0K54eWCb1kWlhkbzcOQqty9ldBhk8+VHI52OmJytC/K3/1yN6/tPxXPwQZUBQ3CBtSEg0T027Q0VjOroQoDm50nBukdirLv561sO95P92AMgOnVAc6dXctnrlzC6/s6+eub4uEY967fSXRkJGMonDIMDBXXR5c0V3PXtUvRI8NELZv3rJzNN188xInTUf57WycR04YDA7y4/zRnzaihe2CE6XUnWDSjlpn1YYZiNjXKRKmxcrV3OMbWI9081drJuh0dxCybs5urOH9WNf//h87hoWd2Y+kzfZaurVjp5aBSY+VsfVWQO65eirJNYtrgZ2+2c8MDr/Dxdy3i45fOZ0atv+moaWu6B2L8ZNMx2k+P8NLBfmJacTLSRn1VgMbqILs7h3hx7ylmNYRZMKOeGfXxKo4xy+Zg9xB7uyOcHLZ54VubaOsYhE0dVAUUs+pDnNVcze9fNJ/m2hDhoOK/txzlgxcuJGIp+oaj9A5F6eqP8Nv9PQxGLdq6hvnntfHCBA1VAU5FbCIjMUzTHPdtLRcvxkqmaEYLpdR3gJuBTq31eYlt/wT8OdCV2O3vtdZrE7/9HfBp4jkBP6e1fqpYbcuF5GRByQLVtiwO9ozQUhugNpRFLXvb5qENbb6T+qRr30Mb93Dn9avGKVVKBRJxd37PZaESijRFXqXJRQl0+l4x3kihlOFpWHIEsG1ZaJsxRpp82m4As+pDzGmq5Y6rlzI8EmP7iUFeO9jLKwd62NkxxLZ1cYH2xM7u0WNrw/3MaQyxfEY1X/3oO/j68/vzaotX2/z0q5McNdngkI6PXzKX779xjC+v38PNK5sIBkUYC1MbMxGGlwtOQt4vpcgjkIscTmvsTeBMbD9z1Vnj9lWGAXlMzrVPY7ltWZ45NMqBVBMd22MylStug1D82aSoXuVKGujGKW3o5YXjJB3M1TAhRmdhMtI1EOWp1i5+saObrkETgJb6KKGAoiUcxDAUUUszErPpHorxi7dOMDAydgwFFCy2FO8+u5nevn7mTaumLhT3ynU8jAtF0FC8c2EjFy1oQNsWn3r3Ir68to2uiKKuOsThnmEOdg/z1vGxC16KuPHl8e0nGYpa/GzHy5yOxO+3sTrIh9fMBTNCQzi7+UG+1IUD3H71UrQZZcAK8O2XD/Ld3x7iyuXN2KbF3q5BomY8f9zJgSiHuwfZ1TnMyWGbl/7vZnZ3DKA1/HJXDwoIBxThoMHL+08xOGIxGI3fywsHWkevGQooAoYiEjvzTQsYcNHCaVy6qIEvvn856zfvByNIKBzig+fPGt3v1T2dvPvs6QSDwVGvR8uy+HroIHdcvZR71rdyy0WLuHvDXg73jPDkji4iMZvt7W8xqy7IsuYQDZnzxQKJHCsJY4dSSmSvB8X0tPgu8BDwvaTt92qtv+reoJQ6F/gjYDUwD9iglFqhtS6rZYB07rmDUYueiM1Fc1N7WaTCKzYtl5i8qThxTGWkmCjCQYNLlzRx+dIZfB64e90OPvLORXztNwe48fx5rH3rGHVhg3+4+Vwe3tiGZdnopEz4pSbb9yYUMLh8UT1r2/po7Rzignne1UQEQfBHqjGYHKJX6FjtQnwzUnlsJK+0pW5DfoqZVzWRdPsWI9a9GOcd8+xV6mcV77/y+QYKQr7kY2zz8nbrGoiyq2OIfd3DfPO3x9HAjNogly6oY8n0av7nh1Zz37qdmLYdn5wmvE+NQIC7bjwXiwBdAyMMRkb4yWuHqTYs7rz+HMLhMF95YitaGWQag6m88JI9ndN5dGvb5pHn9zCrLsSCmTV89pplADz07F5+76J5nOiP0T0Y5aevxfNQjNiwcnY9O4+f5qLFzSyYXsOFi6Zz4eJmlG2OhnSkwrIszJg5puqKV9v9TK6T739adZB/vOEcvtBv8sPXD/PrHR109kd5ft8mgNHKgQ5VAcWFi6bxjjm1zKgN8re/s5p5TdV85Ymto57PAJFojK+sb+Omd8ynsz9K97BF92AMW2vqq0K01AfZvLed5voq7rp+FQ89u4fVcxt4SqnU3t8JA79XHiJDKZbMqOHcOXWcO6eOj1+6gL//5W76oprXj/TzxlE4q7mGdy/vGevRbFkoe7yX473rW7HNGIFwuGjhTZVM0YwWWusXlFJLfO5+C/BjrfUIcEAptRe4FHilSM3LCy+B2j4Qt2DOqfPXpe4SN15rK1rHM9l+7v2rRvc3imB1EzfRseSSFTjVeSAu0OY3VbOgqYprV7Xw1v4OMM5UbHFWyoI+3aPd2LZ38r1cnmW29z23IcxlS5p482gf58yukyKnQkXjNxY2m5C9sQl5x7vxZxpzTpWJhzbswgjEjeFO6Mad16/Ctq1xCm6qc7onwEqdmehbZv6JKZ02/dXNF4z7zc93S2udUNqz9+zQWhOJRHho49uEqqpGw90c44GjKDv3GIvFeGjjHr6QJtQmHan61yuG3u2pkEuiTMcDJ9vyo9lUNhFvCmEyobUmatrs7Rri7c5BvvL0Hl7d38324/0ATKsO8Jn3LOTGc1tY+9ax0bGcaXzVhAMsaq4lGg1SXxXANtPLqmImAvUyBiulmNVQxdymWgC27+9AGQaBYJDbrlrCw8/u5a4bl49WDwkEDHJ0DMyZVKFsi2fU8lfvX8ad713El9e9zSVnzeSxLUe4fGkLMxuqmNcY5qm3jtBQE+bz16/igWd2Y9uaBdPH5w7UWmOgaagyWLOgEYBwODwq3wKBANFolIPHT6Z85sn5gEbbnaRrp7qf2nCAlbNq+Yv3nsW/rt/D7o5B3u6O8CePbqW5NsSsaXXcfF5Lyn5ShpH4T2SyFxOR0+IOpdQngE3AF7XWPcB84FXXPkcT2yqGjoEYIQOm1xROSPldqcqXSkq8VklthTPtPVP5ZHy7SyGcipEs8/arFvPH33uLXZ1DnNeSvYeRIEwWMk0UczFO2rbNvet2QiIBWTQajStTCQXMCRm4M6nMZ6pzPbShDRWIJ/m1bZt71u0smDxI9gKIWZq+iMmIpQmGNNuO9TGttpqakEFtSKES1aBsrbFNi/ue2oURCBKzbCzTRCsD5dGnyf92wtuMUHj0345Rx29b3efW2mYoatF+eoSfbD7O64dPEzE1bSd3EAwYVAcN9nf0M702SGv7AJbLgJFvOEaqtuoS5PEQhHLCPY4c3cVtYI1aNkdO9nMyYtP2/a2cHIzSeXqEU0NRYpbm0a3x8IzQ3h7OndvA7VcupL13iJn1YW57z6K8SrW7w8MsK15SOnn+68j7bMLeknU0R97n4g3nhHjnOuoLYXRJvh8rFuOBp1sJVcWNDbZlYZrxxV7TNHnwmTam14S46bxZ7D1xij+7YhGBQADLsvjt7uNo2yYajY56fnjh5LUzsqhgl/zt1olz3HHdyrjRwrZ4aEMbwfBYHVcnvj2k0d+baoK8a2Edlyxp4uzZ07hv4z7++ddtfO03B1jZHGTZDMN3WKk7IfdUTq5caqPF14F/IT5z+xfgbuBPszmBUupW4FaARYsWFbp9OdM+YDKrLogxgS/TmBWrRIIzP0qpZca4/+mdhEK5Vz1xBJA7qaNnkjeX0cG27NGEm6lWHD3jsNdtx8YgWAD70Jk+K4zyPs5Km5gsGIEg9yYmCYE0Qi4eW+jP1c7Welw+5XQJWe97ejd/+b6zc7grby6Y38CchhA724c4d2bmoD1Z1RMmK34qLeVinDRt6Bm2GLI0G9/u5lDPCIGAwY7j/QxFLarD/j/hyYqekcLlN1dODY7w883HWLujg9b2gTG//XrX677O8d0tLxIyFE01AeY1hnntQA9m4juhlPKUbcn3la2Sb1o2Ww/38vzuDn6xo5v/+3oHtobH3+pEKagJGdgobA3DUYvO/hFitualg62EDMXR0ybvW948WqowFcUuw5hPtS+h+Ey2PG+lwkkIHwiF6B2K8crhAXZ3RbB0PN+DicGshmrOnlHDjLowOw53Ux1UzJ5ezz/dch4GmuHhYb7+mwOjBltHJ8uHTLLTkfe2e+KeJteY41l1W4F0NHdC9bT7ubyt7UQsmmN0SVeWORNax/v5Czed70o0PfYbaNs29z/Vyl9cvaxg4e3xyb2397jbGJYcluNGqXghgq89uwdQ47wFR+/HMMYsQ6ZavAgFDH7vwnkcOzXAZUtbuG/jPl46fJr9PTE+1R/xnX/uq+t28qUPrJ7SOnRJjRZa6w7nb6XUt4BfJf55DFjo2nVBYpvXOR4BHgG4+OKLy+LzHInZ9EYszkpTNSRfbDuz+75jIbRtG43B/U/v5i98CkA/Xh22ZaHQqBRZkFMldXS71GodTxhqKPAOjPHTViOto0WqsAkvtLb5+vN78jLYjL12/AP7uetXjQoW5+OVbtUsG5fedDgJ8D53/bnjjEHpPgp+vTCS23je7Fo27O3jSF+JfQ0FoUi43/FUhrbkFXVt2zz87B4Ml9wZ5xWQmHinu+6pwSh7Tw7zj79q47WDvRztPVPPfsO+06N/r2/rAeLJ1p5s7UHbFnUhA/M3h9nfHWHj7i7mTqsmErMJBc7EJgdCIVIle8wFy7KIxCy2tQ/wX/e8xHDMZvWcOtbMqWZ6TZDqgEIFg9zyzsWM2Ir+4Sh9gyNs2HFs1PU23ifxuJV3L5/Fxp3tnBwy2XZiiE//YBtVAcWL+3r4+w+s5Pnth7jj/eOTTWdLZ/8IuzsGuevnO3hl/yn6hk0MBS11If7s3Qs50jPMXdcs5WdvHEKhuf2a5YTDYSzL4t71rfSPWFy0pJlHXz/OpsO9rG/txFCwrzvC9ataPA0YdmJS8jmXF4jWmq6BKEd7R9jdOcRQDILBAErbVAUNGqsD1AWhrirzM3O8TJLlvHhblA3fZZLleSsVyjDo6I/yu49sonsgyrLmMMtnVDF3ei1/k0hgPDw8DMC9a4ewUVTVhAgFvA2zfg3Ibm+BUqxue+lo2XgXj83vk197C+EB7OccxcyrlC+FzpmnlOLSJdP53p+s4dZHN/H6sSE++f1tXL6wztfxpSp7Xs6U1GihlJqrtT6R+OeHgR2Jv58AfqiUuoe4gF4O+FuaKQPaB+ITttk+81kUE6UMwHb+ER/IFFJNzXB9H4NKGQEo4Lc33xWsQofhFDohanJCtozXL2JYkfNRdCzZi5uqqAsb7OqMjNnH7W0iCOWEO4dPIBDI+h1Nl3jS1jbHeiOcHIxxpGeY6XVVaZWeSMymayjG8dMxfv9b8czoEC+ddumS6cyrD1ATsKmvCvPH717Mj18/glYG15w7h5++fpjBmM2iGfW8cfAUJ4dNfry1g5ileflA7+g1DAVr95zGMm1qqwLUVwUIv3CAPSeHmV5tYOboZWbZmh9vOsZPt3UTMTU3rW6hRtn87Q1L+dqze0f3C4bDXL2yZXTSH41GOdXTi06s6CnDGP3/Z96zmKHT/dgoLOCSZbO5/9l97O2O8InvvUl92EBVH2ZgOMb0Wv+hNv0RkzcO9fDy3pOs29nFI6/G1ZCW+jDXrZrFFUun867F03j0pX3cftVivvnSIeY1xcvkJbsuKKVorA5y7YpmDnQP87nrVrDpQDd3b9xPW/sAz7/djaFge/swF8yfxpKZdew9OcST2zvY0RnhgecP8tzbp3h+32b2dQ3yrdc7M7Y/oOIZ/6fXBFHBvZzdUseChiAxSxNwdYORtPInlA+TOc9bvmSamB8/HeWpt3uZO62KD62aRnNNXMcxlMprscfOEH7heBx88abzgdTeFbZt+fKy9ps7zN0f2tY8vLFtNKzC3fZkY6SzcOhXV/TCti0wAmPb4BGiUyiyXbBzQl/cOF4qt1+7/My2hK6anPMplQeGrTVaWxlL02ZDvFqhJsCZhQPHa/CcliqaakK8eHiA9W0xbr1yStojs6aYJU9/BLwPmKmUOgr8I/A+pdQa4pLpIPAZAK31TqXUT4FWwARurySLcteAiQJm1PqbLJrRaMrVkGxxCy47SZGOhybsBnVGMS/Uir4b92DMtu35hmbYtoWVWOV0kpYmt61QoR+5km05Ka8Yu4c2tAFq3ATLScaXy3lT7pfGqyfuMteGMkKjLpYrWmp589gAXQnjnXYlpZPVPaHcsG2br/x6O4ah+NJN56csM5rKyyI5b8JwzGL3yQj7To3QNWjy3a2nAHh8R/z/iniIQV3YIBwweKt9CzEbDnUP0j0YA+KGhXcumsadV5/NgRPdNNcY3HXjKh58ZjexWAwjEGLFrDqaqw2MYJD3LZvOtv0dqECAz167nAeejnvY3Xb1Uh5+8SgfXDOf430RfvzKQQZjFotm1LPlcC99wybtp6PsbD8wej+/2t1DU3WQYPVeLj2rmZilCbk0g+Swg5hl8/iWY/xw0wn6RyzmNIS4bGE9M6p1ypW1XL5v4YDB1Stmsu1AF7ElsHJ+Mw8/t4//fPUYtoaZdSEGYnCwa5jGsEF1TTW72wdoPx1l7Y5O3jw+SPdAlGf3b+bgqWFsDdVBg5l1Qf70iqUcbO/lH35nJVVVVaPPNRcMpVizoJHLFjVwx7XL2X6sn/94+m2GYzb/9foRYla8455pi78Pm44OUFcV4B3zawlicfMFczlrZh3PvHWI2nCIYDhENBJhyFQMmTZ9wyb9UZv+aLwE4yMvHRyTS6MuZDCtJsCAtYdDJwdpqgnSMzAyKsOduPHq6moxIpcneeV5K9eQ6Wxwkvkml/QF2Ns1xDN7+2isDvDox8/nB789kNXqtyN7Mnm6eWHbFliG7woZac+VhQx0vKYdy0OmhSin5HY4HI7PLTJcJ5M8tu24gWK0DTqu94Wq/HkEFBIrEXqujPTT1eQ5lZ3wOv7SzWtGz5PqnkcXIdK8H+7n57xP2k7tee6HOQ0h/v1DK7jjZ7v4X+v3s6QxMOohLZqzN8WsHvIxj83fTrP/l4EvF6s9heSMEhePte0eijGtOkDQUImYsPJBqamx8lKqpKUThTICo2W4HO+ZUpG8CuL0tTNBWT6zhq3HBljfeqY2+VQsvytUDoZh+FI2vAwXlmWhbYtozOTxtzr42guHODUUY1qVwcqZVfz+Oxfw230ned/KWfRHbZ5p7aB/OMZgzMbUGtPWhAMGVy6bwfGTp2muCzG7Psxf3RRP2nbP2r7RpI6maY7LXeOuKmHHYtz/VCuOcmsoRW04wHnzGjlvXiM7DnRia83t1yzjoQ1vo7UmGA5z29XL+ddf76RrIMa86bU8s7ubb718mG++dBiVCJOY2xBi9Z5uuvpH+J+/2M6QpfjX9Xt4elcn7adHaKkP8R8fPodNezuKPhkOBQw+eP5s9h07yUcvXcw/rt3D/u5hfr61nchoKEY/j2+LpwZ4orUbiE/o37mojpvOm8MlS5o4d1YN33rxAJ+6bAH3re/jwWd2EwiGUibu9FpggNQTEEMp3rGgkcuXTOOOa5aDMjg1ZPLgM7v4+LsW8tPXDhIOQKiqms9dt4IHntnNxy6eRyAQ4LXdR9FKYWiboBGvdNAcCDGvPhjPJq/isdWfu/5cDvcMsftYDz949TB9IxZ9EYsntncwMBJv07rdrzKjNkQUg0sWNrLpQDd/96F3AGfe6UwVTSQHUUnIO89bOYZM+yF5JdxrnFm25u+ffJugobhheVNW3lWVTjahCaUIj8hFx86nXZmOTS517eWto1SgaH1TKC4/q4mLF9Tx7J4erl3ayFnN1RPdpLJm4uMZKhDHgqdUgIc2tNE9ZDK7LpDRYOGsinu5N+VDoT0nknE8OHJpcTbxeI5gcZSpYniF5EIxEpxl6wEy6q2hNQ9taBsngN1eNn7b63s/1/vuRVNNkJa6IL/a2cV7F9eOObfE4AmTkf4Ri0/+1za2He/n0sVNtFTZzKgxCBgGv3vBLNp7Bvjg+bMJBAL0DQxjRqNoFIFgkLtuOGe09No9HK9JlwAAIABJREFUa3eMTkizwZ0fxzFoZkNV0KC5NsS0qgB//p4F1CibW69ZwbbjA3ztuT2c6I+xvX2IO3++a8xxIaOPq1bM5J9uns9bh09y5bIZbN6XObyhkMysD/OOefW8Y149t155Fl9+cienR0yMYJgbVs/imdYOPvPepfz3pkMY2uaO61ZQUxN3rU7O1K6MQFENrAFDMWdaNc21IRZOr6YqaOR9vXDQYFlLPfPrA+w42DX6/txx7XK++lQbPZF4yNAv3mrn+68f57uvHiMcUETULj5y4TxWzMicNFkoDYXI81apOIkF70pT6WfLsQH2nhzm+uXTqK9Kb1wrFzJNkLPxMHbys2UKPdG2zdee28Pnb/Au5ZxsoMzVs9uLsUbQsd8hJ7zmL69eNq4tzrHufnD/5iRM/QvXsaP72RaxWCxhvI+b7B091fn3mX1t31W2nDYkX8vWmmAw94okmeYyq1uq6I3YvHJ4gPnTwmMm5rmUy57MiNEiR5wJXNRWDEZtmn1UTyg3/Mbh5YMjSALB0vdPLkYPrw+OFYtx/1M7MQJn7qGQgiRbt0WtGRen5xb8Wts8uGE3oVBV2vM62Z3TBT/atoVGYaQwWJixKMoKsnR6mFePDnHBrDDN9UG0bXPfU61jYkFF8ArljHvlz0kSGY1GCYVChMNnxv5L+07xi9ZeqoIG/3bLKn7nvFnct24npstwkE4+FEpZHB2bae4lk7FYJ8K9jEAV1QG4fMk03ljQgDIMTNPivefM4QevHsK2beqrw/zT755HQ20NlmWx7Ui377Y6Rkyl1GiFK69QEseD0db4ii0OGIpp1QEaqwyC4TA7D3ayYFoVy1rqCAcNzJg9pj+8JhPOc85kYM2l3HamY3L9jnivKsa9bGqrQtx25SIsM8anrljCGwd7eOA3B3l863F+9MZRLj+riTnVmpmJ8rvlvhI5mZmsed78km7MHe8bYXvHMB84Zwbz64ubpyvbcT3+uIkPu/LrCVHq8Z5PQs9MBt5xlaRUAK/MAs5+2eaHKxWGUvz1NYv485+2satzmPNneXtbSL44PPUdIQu6h+LxotOrp+ZkzI/ATyVMc/1Y5EKmsIpMglz5rEbi51ylwN3n6fo5mw9Kuj5c3BSf1B3sca1kOolgRRkWKgDbtrl73c7R3AZOzXd3roOfbTnOZ3/WSkPY4Md/eiE3nz87Y0WQYufUSc5lBGfybvgZe3FFz+aBp3dx3/rW0WOCgXiuhiXN1SyaFqalPkRVMOC5SmdbFpZppryenchzY5rmaKI4r3Zni1u+2JblWZHKsuKrcvc/1Toub4Wd8OhLfs5exGIx7lu/09MzLZWcsxPGW7/3GS9TmH6VNv5Oxd9Nr13dxvracID3LJ3ONcum89u/voq/uX4ZO0/088TuPt7uGhq9r3vW7SQWi014/qfJTCLP2yvASqXUUaXUp4H/UEptV0ptA64G7oJ4njfAyfO2ngrL85YPjnz51m+PAPCX71kAeC9C+Qkh8Pp9jGdqouymlaW3WvIYjHtS277CdwulFyXrdn6+N7Ztc2/iO5dOBmeSRamOcXuc27b/fHf5fA+ctiZfH5w+sUbfK8dTOdWippMnz92vfqo3JlfrS7XPmHx1rud3/rx65jeG2N4+lDI5tpMvLtf8S5MBMVr4xFkBSuZUwmjhZDMuJfkqfckDPLeVJJuHNu4eTQzmrFo5yb9Gr+MxCLWOu7SlUgLTCQA/QmTs/jb3rd85ZrCbsejoh8rxOvArDJy+Mk1zXDucxJnZChY/HzIvoZxyXyfcJvFxNWMm0WjU99NNbo9THtarjbUhg/Pm1HGwJ3KmvK1tc9/TmScDQnFRSn1HKdWplNrh2vZPSqljSqk3E//d5Prt75RSe5VSbUqpGyam1RODYRhjFF0npteyLP7z5YP889o9XHH2dG5e1cSCptxjT5NlbTEMndmGIRQ7VMIxYvotR13wy6e5N79G6XT7JT/D0Wdc4Pt1e61kQ0N1iE9evojHPr2GWfVBfrP/ND98Ix5xIDmIio/W+mNa67la65DWeoHW+tta6z/WWp+vtb5Aa/0hl9cFWusva62Xaq1Xaq3XTWTbS83hU8M8uaOLc1qqmdNYlXI/ndDrYrHYmO1nJrHxahpeOohbf87VGyBZHjjJ71PJ8ULLeDsRfpHtOcs5bNevoT/VnMwLJ0wllYffuP2T5jXFQuszIS0Aa+bWETE1bScj4/Z17neqy+qpffcF4NSwSU3IoCaUXVdmU/Vh9Jgi53hIHkB+GbOqn4it8ztRzTa5j2X5n7Q7OP2WSTHNzusg3lejq7JjYvEsdBGGVlYGixQGqa89m/0Hzn2u1F4zNmFl0j1s0z9yJsYxXTZmoWR8F7jRY/u9Wus1if/WAiilzgX+CFidOOZrarJnuU0wGpqQWB13xnYsFuPWR9/gf6/dzXWrZnLv751DKJDbe22ZccOhZVljPA5syxpVqvIlF+NztkZgh2QlPN03ylnR9CN/nPa4FVO3MutnVSvjNdJ8S9x9aCeM05n61EmQ6qxgOp4ZhTbaOiul6brReS5e78KMujA3LGtkcVMV/+epvTy9q6ug7ROEfPnhpmMYSnH+7MyG4VR6XaGMhtkalJ32ZMoZVihP43R6ayYP46lEcj9l6v9iqD1e75L7OnMaQrTUBWk7OSIeyikQo0We9AxbE+JlUSwKMVCnyBzHMwSj3ARNsmAu5rNZ3BRfETncO1K0awjZo7V+ATjlc/dbgB9rrUe01geAvcClRWtcGeC4jTqTYisRZuCM5zcOn+Y3+3q5YmkzX/nwOYQCuX823V5YySsmWhcm34WVJozBL4UwCsBY44Nt64yrRLkYpQuFZZ1xZdaJFdozrt/e4RjJRprRqi+J83hNqJxQmnzKfftdKXWShlvm2HYaSnH12Q201Ab5l/V7R6uOCEKpSV4x7x+O8t9vtbOwMUhNMPV7bttxY2LK0JAsjKTpcHvhZqPjuas8pfo9m0XCZJnsZxHTy/MjGw8FyG6xzC/J/ei3X/PRsceHZqT29M71/OnaZiUWJzJ5Ya9sqaE3YtExEE25z1RGjBZ5oLWmL2Ixrdo7n2kxBns5UEiPD0epPROrW4IY8By8XLzOMcaTwSP+3fd5ku63kP2b7YcxHxqr4gnxjvRGiv4MhYJwh1JqWyJ8ZHpi23zgiGufo4ltU4JkI99g1Ob/+9VemmqCPPhH7xhjsPAyVGZaXYP8EpP5JZscPH4pV8NssUg2sBSjTwuF+71LfgdTGaoDhuJ9SxuJWZoXD/SVsLWCkJpf74iX7j2nZayXRS6eCYVypc85fMTj+m7vh1Is8JWz3JpoitX/6fSATO/S2c1VBA1o6xgqStsqHXmb82DY1MRszbQ8k3BqrTFNM241zuHYyaZIljJBZz6M92Ioz+FUSs+X+Q1B2vtjKRMJCWXD14GlwBrgBHB3tidQSt2qlNqklNrU1TU5XMy1a0Vda82LhwaImDbXr5pBfdUZ47TWmkgkwn3rd4wxVGpt8/Cz3nlfUjERxu10ccOpVox0IrmnZcVL9pmxWE4hjoVIvuk2dPulGN+VMd/uAj/CbBLhOR48WuvRijCZ4upty6KxKsCfXz6fI70jvHGoN36uSahTCOVHqhX/J7Z1sHRmDbPqxi4GZsqB5jfZYy4LQvkclzyO0uUGmwiyzZNWrBD1Qi5YFjMsJtkg4e4T5zc7gwxORzhgcFZTFfu6h4maZ0Iji5kaoJIoz1lWGeMeDKcTLpV5Gy1sm4c27OLhHF5yR5Dbth13l7PMtALIcUvNdzDnowBmcj32yq1RCCUqk3D2s0qa3E7nI2onBFWqPinWxGQiDTxeH+T5DUEsDSdOi2tbOaO17tBaWzquNX6LMyEgx4CFrl0XJLZ5neMRrfXFWuuLW1paitvgEuIYH3+5vZMTAyaff+8iGoLxBMMOTu4er0+oHyOh32RjpSTdJNlRKJVhjCa3y0acjct94SEPU2Zzz7GvkuWTl9eZW1HO5RujbZt7123ngWeyd0PP9nrO/ViWhWXGRvvP2e4Y2iA7Q/UfrJlNXdjg/ucPjRo9JIGyUAqSx3z/iMnWo6e58ZyZnolm/b7Xbg/edGOsmAbjdNeeiBDqYk58vb5nXpVECt3XqfISaZ270SDjNdMYJNwG41yesfPOLJkeJmZpXjlwqui5DCsNMVpkiW3bPPh0XEE5HYm/SA0hlffgUCqQ1UvuVjCzOS7flUDn73Ql17LFS1nWmpKvPjoCxzL9lWiCM30fL5NkFTRGzjlvekNLYePy8mV2fZCAgiOS16KsUUrNdf3zw4BTWeQJ4I+UUlVKqbOA5cDrpW7fRBMxbe597hCz64P87gXeBpmpkrvHi4nKYJ6vkbYYz0wpY/S82bav1F4NXiuQ1SGDC+fXs/14P+398SoMzvMVrwuhUPh5l/YlqiZcv2pmqZpVVmS7cFbJFHvBrZjf53TnLsR15zWECAUUGyRJ8jjEaJEDzkpc34iNoaAuPLHdmO3gL9RgLtdwiHzIt2/8HF9oYV1Ok6egoZhdH+JYnxgtygWl1I+AV4CVSqmjSqlPA/+hlNqulNoGXA3cBaC13gn8FGgF1gO3a62nlJnfti3ePDbAwIjF5QtqMRIrflPRRdNJKlkuk9ZCGGn9rFyl8+5It4Lq5c1hRqNYlrfXgrOIUEyvBrc3SapVwqVNYRqrA7R2DiV5xNh8dd3YCihTcRwI+WPbNv/+5FtEIpFRr9TkBLH7Tg5z3rwGFk7PrZx0uiSThQhNc8ikw/nxevZqn22lrvA2znOsBAYOP94RuRpq/x97dx5kWXbXB/577n37kktlZdbW+4JkSeC2pwUeg7GxYAIRBAwTDDMKAmMPY+EwTAyG8RjbETP8MRPBMAgJqZGI1kAIIjA2NmjMJqm1wtiAoLV1q9fqrbqW3CqXt7933z3nN3/cezNfZeXy9rt9PxEVVfVyO5n53rnn/s7v/H7mhLk8TkHScbNJzio4bVsK9y0X8LmXbieyLuIkknfXOUf1nncm1Aq5rWPUdttn5ehic5Qzv1ESnJvX7vTGP85FEpjuhTxwqZrFXsdFu8/04igQkfeIyCURyYrIPSLyayLyIyLyjSLyTSLyfSKyPvD+/6eIPCwibxGRT4Q59lk7bvev5Rg8v9nG975jFcvF44ssz3IsUa/lE7ZZBmmncSMw+vismbclHHyeHze+jK3wfe9Ywxt7zl3z9rCdSojOogB84KkX4boufukTzx2ZdzW2W3286xtWzvw80zxqME4tBRGDJz77IvQMjvidNH8cV/w9yAwe5WcxraOJB0dwgg5FZ9yIByY9QpEW9y/lsNvuY6vZP3hsWl294oxXownUe2biehbTEvUX/zgL8qMLyHEX9WHcDJy1+E1ilkrgUjULAFhv9M94T6JwGWPwPn8nWWuNvtPD17e6MAB+/FvvGepzOI4DbU4Ppg6z2Jh1p5+Do31Bp6ZxajjMMX15sMtTUItp1nP4sMcnx/k5nLSDGLRUHDd4fHhk8+TnmIjBB49ptTe4EfCDj12AALi63T44Ijlqe0SiswRHj44Gw4IjpX/nkeW7PiaKprXmnmR9OjiGMIPep/0sjjuSNq/7lcF5ehrXrlkW+DzqykIOlgJu7B9fHy6tR/eSe+c0JSelQhoR1Hsa1Vy0gwWjGIzkau0tEkd5UZwWaR0srjlshsTRBeQwi/rB7+HwRT39WhN3fM0TKkQftxA9jE6f9rMKKhC7d9USiZKTxrRSyiBrKwYtKBYGF8+OFryy6+DB5QIuL96ZojyPtPjTFnPe13eH2mmZRetoYzRcx8Evf2q0opMnFtgcYU47rjjzSWM87ViHO8TPTykbbt+BPnIk4s7U7OE7AAzzu5hmG9yTfq5nfY37zhVxvpTBG0cWySwER/Pw5n4P5ZyFR86Xwh7KXN1R0H2UTh5HMy9GzLgeN+Ni1I8btyjmNDJCgnsIrb0g7KTFOY0xeOIzL971OWZRWDtneWvpG8cUtddao9/v33F0Ly3H9hi0GMHgxbvdNzACLISYaXHWBDd4Mz3q8YGzFmXjRPjGia4GEdKzPsfgrtzBGPt9fPApr8r9JJHdcY9QjLsQndZxn7ACHZZSuFjJ4hY7iFDMvLLroG+Ad1yYfOGc1OMe07zBHunrRiybMGrjmYYHl3O43dZo9Nywh0IpYozgZq2He5fyx3YNmcTg7vg8d8pHMb06c8N9nnlfm0bNxJjV157k5xyMc9rPz8HPffRncGUhh+1mH7V279h7kDQe3UvfdzyBwSdW0/GiW5WQi3DOUhIWZcd9D3G4mYj7z/7SQg71nkHLSX7kl+LjuN2IIBgtInh5x8H5ko3VSnbirzXNDkt3ft7ppISOG9Q8GsSdRV2cu77mEGMdHEcUW8oOwxgN17278Ok8fsaAd44aAF7f7aVm547m67jMnY1mH30tuFI9ft49ugE3yrw1uAGn3T6e+OzdO+WDc+qsXmtRCJjMK/t4tDENn7U2baNkJJ6U7TeN+4mTfgaXKhkIgJ/7/efR7/djeU2btuTecc+AmMOU/9ZB0GLym8sopv4nWdiFS4/edMzjgjlvF/2bvk0/24ILYIq65zeaqPUMHlmePGARCLN2TdhFu+J+XZvG+Kf1M5jXz3Ihb2OlaOP1nQ7na5qbdX+dcOmEoMU4Bue/ae22T+K0YxLzmicGA+nT+Dkcl+E8zMccHeNZxyKP+5kNW/jztK87quM3QU++nxhlg+G4z71WzsBWwK0GM98CDFqMKEiNDTItRml3Gocd/mFEIWI8qbhnMkTd+ZI32W402PqU4uEPnt2CpYD7lw4XzrMo/jur60BSri9JEOffxZWFLLZbLo+I0NxsNPo4V7SRzyT7liQK684kF4EPy6x+r7alsFbOYLN551HrOF9fJsVn75hajkEho5Cxhj/fNM8d/lm0Aw0+53GpTEl9EQ1GZ0eJKp+U5psGxmiI0ThfsrFxpK4FMy4oKgbnrL42+OQLt3HvQhY5Wx0Www1a2+lRgxYnz/XHFRSexi7Q0a/pzVd3F548rbCiGaHY56yNGxw/6I4y7vGXKVw7z7rWRzHwH+xoXqlmIQC+9GY97CFRCvS1wUbTOcjOPO61MexreXD3fRZr4HmJ89inKegaNclPImo/y9M6YR13XGWtnMFOy0V74Ki1MQYfGLEgdlIwaDGEwRutIH2/6Zix6llEIdI6DUe/j2ECMpMuzOOebhw4+n3MotJ/FKyVM7jd7qPDuhYUQTJw4f/K9Rr22n086B8NkYEq4cPO2Udf16d93KyuA9P6vCct9OY5Bw/bfjSq14VTi8+ZO1PFhz0WOEknj2E/drWcQcYC/uKN/TseZ8CZZuGFjSa0AdbKlt9Z7fgODfMWlXnl7CMfw80dcXz9jtylKQK/r7OMunm9VvbqWjx7s3bH4yqFRTgBBi3G1nQMKln++AYlJSBD09kJXC3bEAGeOTLZEkVFcOH//Ms7yNkKlyuZw7cxjXYqDou/jf6xSb6mRPV7sy2Fi5UcvvgG522avqNZuV+67mX0XChz7qW7RXWenMQo39Oq/7r42s3GrIYTK5wZxiAiaPUNyjkF172zn/sonyNq6aGUTONEoGUKux1rJW9i/vKbe2N/DqJZCIq0ebvPBp9/eQff8sASsvb025kZP2X5uB2xee0OHS1mNk7L6qOO27k/7rp2WgG64POEvas6T1HeEQzGdmUhi2t7XWzWWZOIpkuMwS8/dbi2+OqNOhYLNorcBLzDVAoBT3luHafwZhpMchTxrI/LZywsFWwGLXycJUZkjEarb2Bksnan82jzE+XFUZIk9ec87G7HSemJ+YyFhYKNZ27wbDRFk9Eaex0XN/a7+LuPnpvZ1xh1np/kGEBYjNHQRh97XVPKHqubyTzOI0/7ayThenDB7+Lw1Zucu2n6BlPbn1tvYrU8WdeQw2yueL/uiI6zVsng2VsNiIy+QZ40DFqMoTVG55DjJDHtKSxJLQQad6vlHJ65sX/2OxKF5Pq+Vyz22x+ZTdBiHEfnszhl5kXtuhann11UrBQzKGQsfO0Gd/do+oIAZsvR2G46WKtMFrTo9/v44FPPw4yR9TwNQaAyakUfjzNpUHUewaE4Bu1PMo2adeeLNmpdjUbPe37rkNuZh4lBizG0+t6ThTUtouO4yvlx3+2Km+N+5muVLDbqPWwdaX0ax6JQlEy3Gg4ePl/ChWo+7KEcODqfnXbE4q7Cvv6iMmpzYFgLeq+w38nHU4b/PFNI1x7hc4RZoNmyFN52sYyvMdOCZmi75bXVXSlaE78+oxYspeSZxzU1uE66/cPSAyslr67F7TbbUPOuewzTyrRIqnFS9U7bDRt2p4wXrehZreQAAM9y8UsRpI1gs9nHNz+wFLnd+KPzGee38Slr/J9dWjM1vulKFS9utuCO2O6XaFjbrT4yljq4KSOiuy0VbCgAO63+HY+n8VgU77rH0HYFGQvInVC0bVqLHBGB4zhwtRupHbOziBg88dmX0e/3h/4ZnFbjYx71P9JslovylXIWtqUOghZpnGQpPGdl9Gy3XLgGeOd9C/jQU+nsez6uMG/m51m8M2rXH63HLPo2YnbbX79chWsE2y1n5K9FdJLB1+52s49HzpdgK28trbULx3HAY77zlabj1WFk/GnXe16P+1UzlsJy0cbttnvHPC7G4P2fCu9YVBgYtBhDp29QOuVoyFnV0oc1rc8TDjXy2E/bSYzzLmPU0rSPmuWiPGMpfMNaBV/z256aFE6yFC1e0Mx7/t1qeDsXj9+3eEfh2WkubEY+EhDhuWKQdvt44rPDdxiK0vc26o3/SdefWS+ABz//qD+/Sc+Ff9OVKgBgs9E/4z2JTnZS4FhEcLvtQox78Bw/eixulqI0H4Vtnj/3NAru5fQEG9DnihZ22u5d15vBorZpkK7vdkrafTk1aAFM7yY7zjfrcR572szyd/WOKwt4YaN5MNmmbZKl6Fpv9LFSymCxOFkhuLTiHJ9cy6UsLi3kcbvFoAVNX8sxcLRgpXTn3BvVOeUwSzTskYxumAzXYX7uUTkqF8fMkEmf1ytFG11XDsoTpBXvHkZg/N2Z9hmZFlEXhwrHYZvWEYaRd8cSGP1/26Uqah0XG/UetNZw+16qnOM4LMZJoTEi2G71cWHIyvXTOto079f4uAvNYReG08gkSWo2yjDm9f0MPg/O+poiAtd18ehqEdvNw3maBZRpHMc9b3Y7XlHBpcLsghTTXH95BX2HzyybhcEuJaN8X0EmxaQZrlE5KpemzJDgd32u6L1O0h5Eju+dd0hEBB1XUMoeX8+CiA6JCN6yVgYAvLDRDHk0RId22149i9WiBcdxzlwEGmPwK599KXZHm8Y9Zij+95uGhWEaiBn+eSDG4InPvIBas4NaV6PtMFBB07Xrd0JYLkYzs+I4g0cI4yZp2d9RGce8LPvBvd0OgxY0gp4WGAGKMc60mKek7YrRaMQYfObZ61Bg0IKiZavhFRhcLZ9duf4g6yCmC6VxF3hxXBiOkzoclbTnWTvp93nc96+UjXN+V4cX1uuh765SchitsdN2UclZyNnTWUtP68jAWWtWZirPTlrm4VEZo2FbQCVnYa/tZSqH1Q47bDO781ZK/bpSaksp9fWBx/5vpdSLSqlnlFIfV0ot+Y8/oJTqKKW+6v/51VmNa1KdvvdEifPxkDRh0OR0p6VrT+vCnMtm8MBKES9sNJhaTKHRWqPX63lVvAXYbPZRzChUhmhdHWQrGGPuWFSdtlCe1dxjjIbr3l2QK80Gf9Yip2eIHPc7i0ra87gmfa4NZmEMfq6Vohe0+NU/edXrBhbTnw9Fz17HxXJheuvoNB0ZGEYc177xbj4wPSf97pYKNnbb/dCPKYVplnfeHwPw3Uce+zSAd4jINwF4GcC/HHjbqyLymP/nn8xwXBNpuwxaEI3qrRcqeHGzFfYwKOWMMfjAJ5+D2+9jq+FgtZyBUsMd9VPKhojBhz7z4sERkXEXynFcUMbJ0YyCwTaLIgYf+vTz0Ed2quKYVTKsYZ5vx33/paxC3la43XLxS3/8LPr9dKcm03S4RlDr6oNz+pMY3J1P8ms4Lfg7PNlSwcZ+V8NIessTzOzOW0T+FMDukceeEhHX/+9fALhnVl9/Vtp9b7FayqT3STMNXLSny1svlLFR72GvzUUvhUspCz3XoNbTWC1nR04rPrqo4iJrOuZZEX7ev7Oopj2fNS6lFFZKNnbbLpTF5zlNx37Xe85No55F3LOkKLmmfZ+zXLAgAtR78aqrNU1hpgv8DwA+MfD/B5VSX1FK/YlS6u+ENaizBMdDWNOCaHhvueAV47y6zWwLCt9O2zumdL5kM1siREePdSQ1vTuqac/D3PAt+7t7wfuwg8h4knpkelhe5yXvZmu/4z1/gs4hk86l8whCTqujHNG4lvwg3343vfNvKHfeSql/DcAF8Fv+Q+sA7hORvwHgpwH8G6XUwgkf+16l1NNKqae3t7fnM+AB7b5B3lawLWZa0PREdSduUkZrGCN4+HwJAPDqdhuGi14K2Y7fbm+5oGBEmC1xiqM3FLMM1iT59zDt721av4ezxrVUsKEFaDjp3d2bko8hgUemx1HraSgFLOS5+Tcv88xko9lYzNtQAPYYtJgfpdQ/BPC9AH5Y/LCliPREZMf/95cAvArgG477eBF5UkQeF5HHV1dX5zTqQ50+250mVZg7p1HdiZuW1UoO1YKNV2+3wx4KEXY7GuWchUKGi2ai0xzs7vmBvoMAe0KvVbOS1CPT49jvaizkLKR9JT3PNefRTDZmCsaPbSksFGzsd9MbQJ7rik0p9d0A/lcA3yci7YHHV5Uf7ldKPQTgUQCvzXNsw2q7BsWQ6lkkdTeePEneZQSAh8+X8Mo2gxYUvp2Oi5XS2a1Ow8DFJEXJYt67Lu35Kf3GGHzgqcNitDQ1sTwyPY5aV2PXOg7yAAAgAElEQVSxEJ/1TlLW3nFeY87qdxC33+1iwUa9x0yLqVNK/TaAPwfwFqXUDaXUjwF4AkAVwKePnNP7dgDPKKW+CuA/APgnIrJ77CcOWdcVFEKqZ5H03XhKJu266Ha76HQcvHq7xecvhco1gnrXHLRzTJu4LdLo0Cgp3tP6PeczFkpZhf2ue/CYspihNE1xPjI9KiOCes8c1LM48f0iFLxlsc/wTfP+565aSmN8XmPCyTbzghYGruvCmPQ9H2e2ahOR9xzz8K+d8L6/C+B3ZzWWaRERdF0JLdMCCNrupe+JSvElxrsoLBUzeGmnh07fsJgbhWa3406tcn0cBQtwpWwMdns1RgOWfce/rSHbwYYhDcGXwd8JcJjirYZIrD9YjE+wNxV8/aWCfZBpQdM1cGT6XYNHpgH0/H9/SSkVHJl++ujHi8iTAJ4EgMcffzzyL4dGz0BwmMFjjEYcqu+Om6UQ3CCzDN7kZnX/E6f7qqWCDSNAs2eQzWgYO13rGIbLR+BogRGgwHanRCNRyj64Sdzl4pfmbDBItut3DklrpgUQ7zRhwLsR0FqHknkY9g7wKL+7af2elwo29rtuZHa+kyIJR6ZHFXQ+iNPxEKKoWCx465ZaSo+IMGgxgo7rXbBZvI1odEv+ZBsUdKP5SHurvaN2Oy6yFlDOcR6Pu7gHX+JiqWBDG+DmfjfsocRWUo9Mn+VoViWDFkTjq2a9v2v+6yht3fjSu9U0hk7fKzwV5vEQorgqZi0sFTPY67isQD9fH4O3OP7Ngcc+DeBfioirlPq/4LXa+xf+214VkcfmO8TZOXpB3+u4WCrYUErFISuZKHTBDebr2y1cXsjd8bbg9WWnLE15VEk8Mj2OWlejmFHI2Qqs5Uo0mkLGQt5WzLSgsx1mWjBoQTQqYzQePl/EXseFMQYf+sxLrEA/B2y1d6daz2CxkMxLX9hHF9IsrMJs8xDUH3h9p3XwGOsS0TjqveE7h4xSeJaSg7/30y3kLdS76cxYTubKbcqCi3PX9TMtsgxaEI3joZUi9rre4l5Z3JmLiNS02tttOei6gsU8L31EwypkFLKWwrXdTthDoRgzWqPe06jmhw1aeIVnExoLpBPw9366xbx1cDwkbbhyG0IQ9Wv3BQpA3mbQgmgcD60U0deCzYYT9lAI6Wm1p7WG67p4ebMBwK/AnYCdcWZWREvYv49ZPaeVUljIW3hzjzUtaHyONui6goUR6gmxbk068fd+soWCjY4rcHT6MpUZtBiCMQYffOpFdPoGhYyCinAbOKIoe/h8CQDw6g537MI20Grvhwdb7YnIjv/vLwEIWu3dRUSeFJHHReTx1dXVOY16fMYY/Nr/5xXgX0ro8RAKP3CQVIsFm0ELmkij591kLeRtvk6JxlT1g351P9siTUf1uHIbkrIsdF3DehYpcFAkMuyBJNBDK0UAwGu3GbQIUxpb7QHAftcga7GYMtGoFvIW1ms99Nz07e7RdAQ3WVUezyMa29GgRZpw5hhBxxUGLVJAxODDn3vprjRbFgca3km7KIvFDEpZC68x02Ju0tpqLzC4CzHYOYSIhreQtyEA3tztpK7NHk1H3e94sDBkTQsiulsQ9KunsIMIW56OoNM3WCjzR5YGStnHBC284kAKvOGZxFLRxqu3O7hUqYY9lFRgq71Dta7G5Wo4c7gxGmDxWYohYzTKWe/f13bbp78z0QnqPe0VdWW7U6Kx5WyFQkah0dMHAeS0tJxmpsWQRARdZlqkHosDTW65kMG13U7siyBSvDR7LjquYIGpyanBo37TE7xu2EGERhW8DutdwywLoimo5qxUZlpw9TakvhFoAQpsd0o0kcWCjXbfoNPnVgvNztHiVK9vtwCAQYsUETH4yBeuMkA6BTlbIZ9RuLHfhes4cBx2gKLhGGPwy5963m93yvk3KRgUDk81b6PRYyFOOkFwg8VMC6LJLBS89Py09pmmcAQ7xAxapAuz46anmrNxc78X9jAohvraoNU3WMjx9ZgUDAqHp5qz0HQMtEnXz56rtyF1Xe+JUcjwR0Y0icWCt2ipdd2QR0JJN7gDEQQtgsrbRDSaat7CzRrbntLomo43D1cYNE4UBoXDEWQsNVJ2RISzx5C6QaaFzUwLoklUchZytkKt691QOo6TmtQ2CofWGm/stFHJWbAtzuHDOqkLEKVTNWdjvdbjc4JG4tWz8K7x5Qz4/CGaUNWvDcOgBR2r6/cmz/N4CNFElFK4Z6nATAuaq2t7HR4NIZpANW9DC9ByWI+IRtPsec+ZCjPdiCYWvI4YtKA7BOnFHT+1jTUtiCZ333IBtQ6DFjQfIoI3d7sMWhBN4DAlmUELGk3T0bAUUGQxe6KJFTMKlgIaKQsgcwU3pK5rkLGADFOLiSZ233IB9Z5OXREhCsduu4+mo7HIdntEYztISXZ0qirW0/iC50nDMShnLViKa2iiSSmlUMnZaDnpmoMZtBhS1xXkWc+CaGIignuXcjAC3GJRN5qDN/e85xnb7RGNr5S1kLFU6lKSaXLNnuH8SzRFlZyFZsrmYs4gQ+q6hp1DiEZkjL6rHZZ2+/irVzcBAK9s1MMYFqWI1hpv7rYBsHMI0SQspXB5Mc/jITSypqNRYbtToqmp5G00eTyEjtN1DYtwEk3JQiEDAHjDb0NJNEs397tQYBE4okldWcqjnrKUZJpMt6/RcYXzL9EUlXMW2n0Dx01P4IIzyBlEBFprdF1hEU6iKSnYCllL4RqDFjQHN/d7uFDNsd0p0YSuLBbYPYRGcqveA8CgMdE0BZlLG/7rKw04g5zBGIMPffpF73gIa1oQTYVSCgsFi0ELmosb+11cWSqEPQyi2Lu4kEfXlYOOakRnWa95N1VlBi2IpiYIAq4zaHEnpdS3DvNYUmlRcA14PIRoAkHWEuDVuFjM23hzj0GLYaV9Hp6EF7TIhz0Moti7WM0BADYaTsgjCQ/n4tEcBC2yDFoQTUvF7+bEoMXdPjTkY4nU9c8LsRAn0eiM0TAiEDH48OevIqjLuZC3sF7rodvnjt2QUj0Pj6vT17jd6uMeZloQTUREsFbJAgDWa11ofXeh5ZTgXDyCzaYDBaCY5cYf0bQEQcD1FHXhy5z2RqXUfwngbwNYVUr99MCbFgCkpgxw1/UuyqxpQTQZpWxAvCDgQt6GAHj9dhNvv7Ic7sAijPPw+EQEN/zOIfcsFvByoxHyiIjiS8TgqWdvAPAWyh946kX8zLvfDttOxzTEuXg8m3UHpayCpRSQziAX0dQpMShlLdyqMdMikANQgRfcqA78qQP4wdkOLXyO48BxHHQcFwCQZ00LoqlZ8Hu2P/HZl2EMC7udItXz8CSMMfjVL7wCADweQjQF5VwGCt7xEGWlLvuUc/EYNho91rMgmoFKzkrV8ZBTMy1E5E8A/IlS6mMicm1OY4ocZloQTd+Cfx6v3uXxkNNwHh5PUEOl4XjzN4+HEE3OUgrFrIWNhoN7U/aa4lw8OhHBVqOHUtaCMd61nk2ciMYTHLcOXkOVvH1wVC8NTg1aDMgrpZ4E8MDgx4jI35/FoKLmsKYFZ1qiacnaCufLWdQYtBhWqufhURlj8MFPPY9GT6OYtbBUHPZyR0SnqeQsbNZ7qQtaDOBcPCStNW7u9/CW87mwh0KUOJWchRe2uzApOXY17Cru3wP4VQD/D4DU3WH0tEAByNkK6XhaEM2eiODKYh7bzfRWoR9RqufhcSjLQtMxBx0PiGhyZT/TIsU4Fw+p1nGhhZ1DiGahkrPR14LbTQflUins4czcsEELV0Q+MtORRFjPFeRsBaVUWitlE02diEGz46DWdcMeSlykeh4eV8sxyGcM66YQTUk5Z+GlnV6a10Oci4cgIri57xVCZtCCaPoqfq2YW7Uu7l8LeTBzMOws8gdKqX+qlLqklDoX/JnpyCKkpwV5Hg0hmrpqIYOWY+C4vKEcQqrn4XG1+gaVHAv7E01LJWehrwVtJ7VJBpyLh2CMwUe/cBUAUMpxDU00bRW/NtyNvU4q6loMm2nxo/7f/3zgMQHw0GkfpJT6dQDfC2BLRN7hP3YOwL+DdxbwDQA/JCJ7SikF4JcBfA+ANoB/KCJfHnJ8M9VzhZ1DiGag6keJb+x38NZSas9HD2useTjNXCPousJdPqIpCnb3mr3kL5JPwLl4SO2+9zfnYKLpC7ryrKek7elQQQsReXDMz/8xAE8A+M2Bx34WwGdF5OeVUj/r//9fAHg3gEf9P98C4CP+36HraUGJEy7R1FX9KPGbu2289fJyyKOJtgnm4VTSWqPhF3lluz2i6QleT42UBi04Fw+v5RgosJA90SzkbAsLBRsbftvTINvCtpOZXTpU0EIp9Q+Oe1xEfvO4xwfe/qdKqQeOPPz9AP6e/+/fAPAFeEGL7wfwm+IdkvwLpdSSUuqSiKwPM8ZZ6rkGy4VkPgGIwhQELa7vdUIeSfSNOw+nkdYaWms0HQYtiKYt2DVvdPvQWid2gXyScefipGQfj6LV1yhlLVhKpabDAdE8XVrI41atG/Yw5mLY4yHvHPh3AcC7AHwZd2ZQDOvCQCBiA8AF/99XAFwfeL8b/mN3BC2UUu8F8F4AuO+++8b48qNjTQui2ShmFDKWwrXb7VQufkc0zXk4FVqOVyulnFX+DgQXzUSTytkKpZyV5uMh487FH0MCso9H0XIMyqxnQTRVxmjAsmEBuLiQx839bioKIw97POR/Gvy/UmoJwL+d9IuLiCilRvopi8iTAJ4EgMcff3zmvyHHNXCNd5EmoulSSqGat3Fjn5kWZ5nVPJxUg5kWxQzw4c9fhQLncaJJKaVwsZo7eH2lzbhzcVKyj0fR6hucK3IzgmhWLlZz+LPX9qC1RiYzbC5CPI2bM9sCMO6Zvk2l1CUA8P/e8h+/CeDegfe7x38sVEE7xnyG6cVEs7BQsPHm7mHQIkjtpzNNMg+nQtMxKGUVLKWgFBfORNNyoZpDK72ZFkdNMhePmn0cGyLiZVqwJhzRTIgILlSz6Bug0XPDHs7MDVvT4g9wmFdrA/hrAH5nzK/5+/AqL/+8//d/HHj8J5VS/xZeClwtChHlWscrfVxgpgXRTCzkM7h6u5OK1LZJTHkeToUmF8xEM3GxmsNXbjTCHkYoZjUXj5N9HMaR6bMEmw577T60ACXWFCKaCTEGX3ljGwCwWe/h/EI55BHN1rB5JL848G8XwDURuXHWBymlfhte2tt5pdQNAP87vGDF7yilfgzANQA/5L/7H8MrOPQKvKJD/2jIsc1UreNFrnKsaUE0EwsFG13X4OZuE/esVMMeTpSNNQ+nWcsxWCkxw4Jo2i5Uc+i6gk5fI5cLezRzN825eDM49jFO9vG8j0yPYt0vDsjAMdHslLMZAD1s1nt4e9iDmbGhZhIR+RMALwKoAlgG4Az5ce8RkUsikhWRe0Tk10RkR0TeJSKPish3isiu/74iIj8hIg+LyDeKyNPjflPTtO9nWuSZaUE0EwsFdhAZxrjzsFLq15VSW0qprw88dk4p9Wml1FX/72X/caWU+qBS6hWl1DNKqb85i+9lHowIWn2DSpZzN9G0Xah6kYqbe+2QRzJ/487FJwiyj4G7s4//gT8n/y1EJPt4FAdBC2ZaEM1MyQ8KbjZ6IY9k9oaaSZRSPwTgLwH8t/AyI76olPrBWQ4sKg5rWnDhSzQL1byX8MWgxekmmIc/BuC7jzwWVKx/FMBn/f8Dd1asfy+8ivWxtNPqwwgXzESzcNEPWqynpNXeoHHnYj/7+M8BvEUpdcPPOP55AN+llLoK4Dv9/wNe9vFr8LKPPwrgn079G5mxW/teQKvETAuimSn5GzOb9eQHLYY9HvKvAbxTRLYAQCm1CuAzAP7DrAYWFcHxkLxtge3yiKavmrehAFzfZdDiDGPNw2msWA8A6zXvAs6gBdF0HLTZU+og0yJ4naXMuHPxe05407uOeV8B8BMTjjMUIgJjDNb3u1DwWptz/Uw0G7alUMgobDHT4vD9gsnZtzPCx8ZarePCUgCbhxDNhqW8PtPMtDjTNOfhxFasD2z4uw48T000fWuV9GZaIMVr4mEYY/D+Tz2P9XoH5ZwFpZipTDQLxmgYEZSy1sGaJ8mGzbT4pFLqUwB+2///fwcvdS3xap0+8rbyJl12NyCaKmM0jFaAGLzJoMVZZjIPj1OxHohm1fqA1hq39r3nU4WZFkRTJSJQMN5CuTFJOYfYSu2aeFjadbG+32HQmGgOSlkrFZkWpwYtlFKPwNuR++dKqf8GwLf5b/pzAL8168FFwX7HZT0Lohmr5m1mWpxgRvPwRBXrgWhXrQeA9XoPWQvIWkxMJpomEYOPfOFqahbKAa6JR7NZdw7O2xPR7JRyNjbrPWitYVnJDRSe9Z19AEAdAETk90Tkp0XkpwF83H9b4tW7fXYOIZqxhbyN3VYfrZ4b9lCiaBbzcGIr1gc26j2UczZTk4lmQCkbpayViuJvA1K/Jh6WiGCz0WOmG9EclLMWdtt9/MIfPgNjTNjDmZmzZpMLIvLs0Qf9xx6YyYgixsu04KRLNEtBW0pmWxxronk4bRXrAxt1hwtmohkq5dKVaQGuiYfWdQWOFnYOIZqD4HXWdpOdV3pWTYulU95WnOZAoqrWcbGU404d0awYrVHNexPum7ttvPViNeQRRc5E83BaKtYftdHo4ULZDnsYRIlVzlpo9DTajotqMRWvtdSviYfVdjQAdm8imofgddbs6pBHMltnzSZPK6X+8dEHlVL/I4AvzWZI0SEiXiFO1rQgmqlgR/wGMy2Ok+p5eBxtR2O/46LCXT6imQl29zbS00GEc/GQWn0vRb3ITGWimQvm4paT7KDFWZkWPwXg40qpH8bhhPw4gByAH5jlwKKg0zdwtLCmBdEMGaORtRQqeRtv7rbDHk4UpXoeHsetmhf84i4f0ewU/RXk+n4Hj15cDHcw88G5eEhtxwtasBAn0ewdBC36KQ5aiMgmgL+tlPoOAO/wH/4jEfnczEcWAbVOHwCYaUE0Y0opXFks4MZeJ/HVj0eV9nl4HBs175w9gxZEs3OQaVFPR6YF5+Lhtf2bp3wqTg0RhStnKxSyFppdF1onN3BxVqYFAEBEPg/g8zMeS+Tstbz+48y0IJotEcHlxRyu77bxvk88h59599vDHlLkpHUeHpWI4Na+l7HDInBEsxO8vlLWQYRz8RDajsFiIQPb4vqZaNaUUlir5NBykts5BDi7pkWq7ba8C3GOQQuimRIx2Kp1cGOvwxaVNDYRQb/fx+89fQ0AUGSWHNHM2MogZytspquDCA2h1TdYrWTDHgZRaqxVcmj3GbRIrVrHBcBMC6J5qBYy6LoGnYSfyaPZMcbgfZ94Du2+V4uIu3xEs1XKWtiodROdkkyjazsa5yu5sIdBlBqr1RxajobWOrHzMYMWp9hnTQuiuQk6PQTBQqJxWJaFlqNZAI5oDko5G1vMtKAj2o7BapmZFkTzcqHqZVoYkbCHMjMMWpzioBAnMy2IZq7qF02s9xi0oMm0+4b1LIjmoJyzUlfTgk7n9F20+warzLQgmpu1Sg5GgL12P+yhzAxXdScQEey1HGQsMMWYaA4qfpnxRjeZaW00Py3HMNOCaA5KWRvbzR5cneyz1DS83bYDAXCeNS2I5ma16gUJk5z5xqDFCYwx+LNXtpG3+SMimoeMpVDKWsy0oIloI+i6gjIzLYhmrpy1YATYbiZ3oUyj2Wp4nfdWy8y0IJqXNT+zadN//SURV3Wn6GlhPQuiOarmbWZa0ERajvf84fEQotkrZry/1/c74Q6EIiPY6WX3EKL5ueBnWmzUOizEmUY9V5CzkeiiJkRRUi1kUGfQgiZwGLRgwJlo1ko571gf61pQYNsPWrB7CNH8nCvnoABs1plpkUo91/B4CNEcLeRttBwNx+X5aBpPq8dMC6J5CY5hbTa6IY+EoiLItFgpZUIeCVF6ZCyFYtbCVoKP6nFVd4qua3g8hGhOjNGo5i0IgPUaF8A0nmbPq5zNoAXR7OUsA0sx04I8juNgo9ZBMWMhw00/orkq56yDmjJJxBnlBCKCnitsd0o0RyXLO4p1bacV8kgorpo9g4wF+FnrRDRDSnkFlDcYtCDfVsNBKcfbC6J5K2UtbDcZtEidZs+FAMy0IJqjSt6bkm6yqBuNqeVolLIWlOLcTTQPpZyNzVoHwvpfqSci2Gr0mOlGNGdaaxQzii1P02iv7aUYM9OCaH5KWQuWAq7vMWhB42n3vaAFCygTzUc5a+HFjQaMYS2itDPG4NpuB0Vu+BHNXSlrod7V6PaTWdCeQYsT7DNoQTR3llKo5Gzc2GdNCxpPs2fYOYRojkpZCy3HMNOC4BqDrivMtCCaIxE5yLQAgK16MtfQnFVOsN/xzgTxeAjRfFXzFm4w04LGYIwcZFoQ0XyUcxZcI6i1e9A6mTt8NJydprfhV+QcTDQ3IgYf/txLKPgNezYYtEgXZloQhaOat3Fjr8PFL41st+3AyGEbRiKavSBIuFn3ghacu9MrOE/PwDHRfCllo+hnmSa1rgVnlRMcBC2YaUE0V9Wcjf2Oi0bXDXsoFDMbfqtcHg8hmp+gUwQ7iFBws1TMWtBagweGiOanlPHm4i0/gJy0I3sMWpwgCFrkmGlBNFfVvNer8sZeO+SRUNxs1rnLRzRv5aw3Zyd1d4+GF6SlFzPAhz/3UuJumoiiLGcDtvJeh7/4iecSVxyZK7sT7HUc5GwFi23ziOaq6rc9ZQcRGoWIYL3mBboYtCCanyDTYjOh56hpeNuNHhSAQkZBKTvs4RClilIKpayF7YYDy0reOih539GU1Np9Hg0hCkHFXwC/uctMCxqeMQb/75dvQAEH5zqJaPYylkI+o7DJTIvU22o4KGS44UcUllLWwlYzmXNxZt5fUCn1FgD/buChhwD8bwCWAPxjANv+4/9KRP54zsM7sNfuI28zpkM0b1klyNoK1xm0oBG1+wbFrAUF8Cw10ZwYrVHO2QfHsyi9tps9ZroRhajoZ1ok0dyDFiLyEoDHAEB5uWM3AXwcwD8C8H4R+cV5j+k4tU4fhQwnXqJ5U0phwe8gQjSKlqNRznHeJpq3Us5mTQvCVsNhphtRiEo5C2/sM2gxC+8C8KqIXFMRSyXbazs8HkIUAmM0KjmbNS1oZK2exkJOwbD4G9HcGKNRylrMtBhDXLKPh7XddLBaZOCYKCylrIW2o+G4ySrCCYRf0+K/B/DbA///SaXUM0qpX1dKLR/3AUqp9yqlnlZKPb29vX3cu0zFPmtaEIWm6mdasPI4jaLlaLY7JQpBKWPhdrMHbThnj0JEXhKRx0TkMQD/BYA2vOxjwMs+fsz/E/mAheMa7LX7KHHtTBSa4HhWy9Ehj2T6QgtaKKVyAL4PwL/3H/oIgIfhHR1ZB/C+4z5ORJ4UkcdF5PHV1dWZjE0bQb3rIs92p0ShqOZt9FyDbaYb05BaPReOFp6nJgpBKWfBCHA7oQXg5uQg+zjsgYxj0+/eVOQcTBSag6BFzw15JNMX5szybgBfFpFNABCRTRHRImIAfBTAN4c1sFqnDwDIMWhBFIpq3muV9sbtZsgjoTjQWuPWPtudEoUleN2xg8hEIpt9PIzgeBCz3YjCU8p662dmWkzXezAwOSulLg287QcAfH3uI/Ltt70CJizESRQOtj2dPaXUW5RSXx34U1dK/ZRS6ueUUjcHHv+esMc6DC6YicJTznkL5S3WtRhLlLOPh7XV6AJg4JgoTMEaKIlBi1AKcSqlygC+C8CPDzz8C0qpx+B1qnvjyNvmaqfpTbzMtCAKR9mfdK/vtqG1N/Hath3mkBInLp2chrVZ54KZKCzMtJjYXdnHwRuUUh8F8IdhDWxYQeC4yJoWRKGxlaCcs9HsutBaJ2rtHErQQkRaAFaOPPYjYYzlOPtt73hIgRMvUSgsGJSyFtuezk9kOzkN6zDTwoIX+yaieclZAlsBGzXO2WO6K/tYRNb9/4aafTysrUYPGUtx7UwUstVKLpGZFtySOsa+X9Miz+MhRKGp5tn2dI5ie5Zaaw2tNTYbPeRshSwz5IjmzlIKK5UctphpMbKB7OPfG3j4F5RSzyqlngHwHQD+WSiDG8FWo4eVchZxDXwTJcVaNYc2gxbpEGRasHsIUXiqhcO2p1prtj+dkSScpQa8TIvgXD0RzZeIYK2SY02LMYhIS0RWRKQ28NiPiMg3isg3icj3DWRdRNZWvYvVSi7sYRCl3vlylpkWabHf7sNSrGlBFKaFvI31ehddx8X7P/U8jDFhDympItvJaRSb9S7KOV7SiMIgYtBo91jTIsU2Gz2sVhm0IApbcDwkaZt9XOEdY7/tYKGQYYobUYiqeRsiwHqtC2VxqpqhyHZyGpaIYLPeQ4mZFkShKeVsbDWcsIdBIdlu9LBWyYc9DKLUW63kYOSwsURS8E7gGHvtPpZL2bCHQZRaxuiDVH8W45ydpJyl7rsaW40eijYSt7NAFBflnI1610W75/JIX8r0XI29dh/nK1w7E4UtOKaVtCByKN1Dom6v7WCxyImXKExVP2jBYpyzE/VOTsPaaTkQsN0pUZiC199GrYPf+9Kb+F/e/fZEtdujkwW1TFYrOTRrZ7wzEc3UWjUIWiTruB5XeMfYZ6YFUehKOQtZW+HN3RaM4Y4dnSxod1pm0IIoNCW/psxWoweLR/pSZavhpaGvlDJsOE0UslU/44lBixRgpgVRBBiDy4sFXN/tMM2YThUU/yuxECdRKIzRKPrFyzfryTpHTWfb2PcyIj/z7A1er4lCdr7MTIvU2Gv3sVTkyRmisN27XMSNfS6A6XRBpgWPhxCFJwgasoNI+hwEjrM8DkQUtlzGQj6jElfTgiu8IzqORs81WCxkGC0mCtnlxTxu7rOmBZ1uq9GDUkAxw45PRGHJWgrFrHUQRKT02Kp3kbUUCpyDiSKhnLWZaZF0u20vKsVMC6Lw3XMpe0oAACAASURBVLNUwH7HheOasIdCEbbZ6KGUtdimmihESimsVfPMtEgZEcFGvYvz1RznYKKIKOUsBi2Sbq/lBS0WGbQgCt09y0UAQKOnQx4JRdlmvXfQIpeIwrNWzR10kqB0MMbgr17fwWo5B8MMZaJIKDNokXz77T4AsHsIUQRcWSoAAOpdN+SRUJRtNXrsHEIUAcy0SKd232DVb7NIROErZW3cbjrQCeq+x1XeEcHxEHYPIQqXiOBS1XsdMmhBp/EyLXg5IwrbWjWHrUaPNcFSpu3og44FRBS+cs6CEWCnmZwgMld5R+yzpgVRJIgYfOxPryJrAfUuj4fQ8Zo9Fy1Ho8TjIUShW6vm4bgGPdYhSo1W10HPFawx04IoMoJuahsJakHNoMURey3veMhCgUELorApy0Y1b6PRY6YFHW/TvyAz04IofGuVPACg5TDQnBbBufnVCoMWRFERbOQkqZsTV3lH7LUdVAsZZG3+aIjmzRh9VyGvas5iIU460YZ/QS7aYEo6UYhEBOfL3oZPs9sPeTQ0L9sNL0OZQQui6Ag2cjaZaZFce22HRTiJIqSSs9DoujAJKiZE03OYacHjIURhEjH446/dAAA0mWmRGgeZFjweQhQZxawFSwFbDFok1167j+USJ16iqKjmLWhB4lo30XQcBC3YPYQodOW8t+nTZtAiNQ6CFizESRQZllJYKed4PCTJ9tsOlphpQRQZC3lvmrq22w55JBRFm7UeFgoZWCrskRCRbSmcK2XR5JG+1Nhq9GApYJEF7IkiQWsNYwSr1RzWa52whzM1DFocsdtysFjMQmtecInCZrRG1T+X98btVsijoSjaqHdZtZ4oQlarOWZapMhmo4dyzoZSjBwTRclaJY/Nejcx97QMWhyx3+7jHDMtiCKjlFWwFDMt6Hib9R7Wqvmwh0FE8IpxrlVyzLRIke1GDyV2byKKnLVqLlFHqznLDHBcg2bPxVKRQQuiqLCUwkI+gzd2GLSgu23Uu1itcM4migIxBlu1NjMtUmSr3kUpy0LIRFGzVs1jr91HzzVhD2UqGLQYsN/22jaxpgVRtCwUbFxj0IKOcLXB7WYPaxVmWhBFRSlno9036OtkLJTpdFsNh5kWRBEhIv5xEDloQ3w7IdkWnGUG7LW9vuLsHkIULQuFDK7ttCHCtqd06HbTgRGwpgVRhJQyXm2D7YQslOlkHUej0XNRyqjEnJsnijMRgw9//iq0q3G+7BXH3Wwko+0pgxYD9phpQRRJ1byFTl8n6mweTUZrjVt7XnFWBi2IoqPktx/mfJ18W/7NUIktp4kiQynvuFaQaZGUtqecZQbstRi0IIqihbw3AbODCA3a8C/EF1iIkygyghvYjVoydvfoZMHNEGtaEEXPqr822qwnYy5m0GLA4fEQBi2IomSx4KW4vbHDoAV5RATrNa/OyVo1B2M0DI8PEYWumPFeh+sJWSjTyYKbIda0IIqe5WIGWVslJuuNs8yA4HjIMruHEEVKOWchayt2EKEDxhj8wVduIGMpBpqJIiRvK9iWwjozLRLvIGiRtaC1Zt0poggxxmC1kufxkCTaazkoZm3kmeZGFAnB7rmlFO5ZLvJ4CN2h3TdYreRgKRX2UIjIp5RCJWcxaJEC240e8hkLWcurM8SQBVG0rFVzzLRIor12H+fKLOhGFEX3nysx04Lu0HI01qo5Vq0nigjj77aXczaDFimwWe96hZBF8OHPvcRMC6KIWavmWdMiifbbDotwEkXU/edKuLbT4qKIDrQcw84hRBHEoEU6bNZ7WPOL/QUdC4gofCICrTVWqzkeD5mUUuoNpdSzSqmvKqWe9h87p5T6tFLqqv/38jzHtNd2sFzydu24c0cULfevlNB2NLYTkuZGkxERtHoaaxV2DiGKmkrexla9i57TZ6A5wTbr3YMOBUQUHSIGv/K5q1ir5NDsuWj13LCHNLGwMy2+Q0QeE5HH/f//LIDPisijAD7r/39u9tp9LPN4CFEk3X+uCAA8IkIAgEbXRd8ILi7mWQCOKCKCOkSljIIR4P/4g2dhjAl7WJEXxY28s4gIbtU6uLTAoAVRFCllY7WSnLanYQctjvp+AL/h//s3APzX8/zie20HS8UsF8BEEXT/SgkA8PrtJl+jhFt+6vlFv6YFnw1E0VHOeUcFWg4DFiOI1EbeWfbbfXT7BhcWCmEPhYiOISJYq2QAIBHH9cIMWgiAp5RSX1JKvdd/7IKIrPv/3gBw4egHKaXeq5R6Win19Pb29tQGo42g1uljqZjB+z/xHHcGiCLEaI0L1SwylsJrWw38Il+jqRdcgC9UsywARxQxQdCi2eNR2wmEupF3llu1DgAw04IookQMnnr2FgDgxl78u++FGbT4NhH5mwDeDeAnlFLfPvhG8Vagd61CReRJEXlcRB5fXV2d2mBqnT5EgOVyDpYVtQQUIspYFu5ZLuLabpuv0SmJY0py4DDTIs8CcEQRU8l5c3QzAeeo5yRSG3nDWN/35+BFZloQRVWl4DWYCF6vcRbayl9Ebvp/bwH4OIBvBrCplLoEAP7fW/Maz17bAQAsFmyIcAeXKGq01nhwpYTXb7OmxZTFKiU5cGu/C0sB58rs+EQUNbmMhXLOZqbF8CK1kTeMdf+M/EVmWhBFlm0pnC/nDjZ64iyUoIVSqqyUqgb/BvBfAfg6gN8H8KP+u/0ogP84rzHt+0GLpSIXwERRdBC02GnD8CjALEU6JTmwXuuikrMhxrCeBVEEXVwsMNNiSFHbyBvG+n4HWVuhbLPGFFGUXVrMY32/E/YwJhZWpsUFAP9JKfU1AH8J4I9E5JMAfh7AdymlrgL4Tv//c7HT9DMtihlw7iWKlqDf9IPnS3Bcg0aXC+EpGSslGQg3LRnwghblnIUnPvMiF8xEEXSxmkODQYszRXEjbxi39jtYq+ahwh4IEZ3q4mIhEYU4M2F8URF5DcBfP+bxHQDvmv+IgJ2WF7T43b98HUWLC2CiKBExeOIzL+Hvvv0eAF57YpqKbxORm0qpNQCfVkq9OPhGERGl1LEToog8CeBJAHj88cfnPmmu17qo5G0oZQE80kcUORcX8vjy9VrYw4iDCwA+rpQCvHX5vxGRTyql/grA7yilfgzANQA/FOIY77Je68B1NYtiE0XcxYU8/vOruxAR+PNMLIUStIiinWYPAFDOZaD7DlvoEUWMsmw8uFIEwKDFtAymJCul7khJFpH1KKYkA4CrDTbrPXzjxWLYQyGiE1xcyKPTN+i5BiWbxXJPEsWNvGGs17qo5vl7JYq6y4sFtB2NesfFYim+ZRBYgt93u+mgWshAiYExGh/5wlWmHBNFiIigaAvOlbMMWkxBXFOSAWCr0YMWQYULZqJIMlpjrZoDAGzW45+WTHcyRrBR6x60tiWi6Lq44HX4uRnzuhYMWvh2Wg5WyrmD/7OFHlG0iDH4lc++hIdWitjr8Jz0FESuttCwbvkX3qCtIhFFz8Wq11UiCWep6U47LQeOFpRzFjOTiSLKGA1jBJcWg7k43kELHg/x7TR7ODcQtCCi6FHKxoMrOTx7q8lMqAnFNSUZONwt8Hb5eJ6aKIouLnhrKgYtkie4+SlngA9/7iUoK74p50RJd2nRy7S4xUyLZNhp3plpQUTR9OBKET3XHBTPpfS5te/dBDHTgii61qrJ2N2juwXtE0s5m5nJRBF3vpJD1la4FfMAMld8vp1WDysVBi2Iou7BlRIA4NXtVsgjobDc2u9gsZBB1uYljCiqSjkb+YyF9f14L5TpbkG2WykT304ERGlgtIYYgwsLhYNgY1xxxQevoNBuy8FKOR/2UIjoDEEHkVe3myGPhMJya79zkO5IRNFVydvYYCHOxFmvdWEroMCgBVEsXF4sHGSpxhWDFgD2O30YATMtiGLg4kIeGUsx0yLFbjJoQRQLlbzNmhYJtF7rsHMIUQwYo6G1xqXFAm7F/KgegxbwinACYE0LohhQSmG5lGXQIsXWa92DathEFF2VHIMWSbRe66LMmkJEsXF5qYiNWhfaxLeIPWccALebXkE/dg8higcvaMHjIWnU7Lmodfq4WOV8TRR1lUIGe+0+2g7bVCeJF7RgpgVRXFxaLMA1gtv+Rn0cMWgBrwgnwOMhRHGxXMri1n4XrR4XwmkTFJK6yOMhRJG3kPdubG/uxTstmQ5pI9is99i9iShGLvtrppsxLsbJGQdeu1OAx0OI4mKpmAEAvMZsi9QJLriXFng8hCjqqgVvrr7BoEVibDd60EaYaUEUI5eWvCL2ce7mxKAFvJoWSgHLJQYtiKLIGA0jh+fwlgreYunqZiOsIVFIgurXFxm0IIo0rfXBje31vXbIo6FpWfeL+bGmBVE8iAguVLIAvO5rccUZB8DtloPlUg62xdZNRHGwWMjAUsDLDFqkzq39DmxLYbXKoAVR1JWyFvIZi5kWCRIUVq3krLs2FIgoeowxePJzL6Ccs2PdQYRBCwBb9R7W/AWw0ZyAiaLOtrwOIi9sMGiRNrf2O1irem1viSjalFK4slTEDWZaJEawU8vjIUTxYdm21/aUmRbxtt3octeOKGZWylm8uM6gRdpc32vj3uVi2MMgoiEYrXFlqcBMiwS5ud9BKWcjbzNwTBR1IgKtNUTgBy1Y0yLWths9Bi2IYuZ8OYvNRg+7LSfsodAcvbnbxr3nSmEPg4iGdGWpgOu7zLRIiht7HdyzXIRSDFoQRZ2IwYc+8yKMMbi8VGD3kDgTEWw3e1irFvxIlAl7SER0BqM1zpW8okIvrtdDHg3NS7evsVnvMdOCKOKM0dBaAwAuL+ax1+6jyRbViXB9l9luRHGilHeU697lInZbTmzn4tQHLfbaffS1HNS0IKLoCtLcAMGKH7R4nkGL1AhSzO9jpgVRbFzxW+3d5BGR2BMR3Njr4AqDFkSxc++yt3aKa+Zb6oMWWw3vbM8a2+cRRZ6IwQc+9RxcV6OQtbBayeEFBi1SI7jQ3sMFM1FsXFkqAIjvQpkO7fsZM8HNDxHFg4jg8mIOgHfMNo4YtKj3AABr1ULIIyGiYQRpbrrfR95WeGG9DsdxDlKRKbmCC+2VxTy01jBaQ9jtiSjSgiBjXBfKdOi63wXm8mIeAOdeorgQY/D7X7oGIL4BZAYtGkHQgpkWRHGzUs7i6lYTjsuARRpc322jkLWwUs4eHBMiomg7V8qikrcZtEiA67veEZ/PP3cL2nVhGDQmio1C1kYln2HQIq6C4yHsHkIUD8ZouK4LEcG5UgZ9LXh1uxn2sGgO3txt475zJbiuiw988llowwUzUdQppXDfuRLe2GmFPRSaUJBpsVjMhjwSIhqVUgr3LhdxPab1hVIftNhu9FDO2SjnM2EPhYhGtFLyXrcvbTT97j+8iU2yIGgBHB4TIqLou3+lhDd34rm7R4eu77axVMwil0n97QNR7BitcWWpENust9TPOluNHtYWWM+CKI6WChlYCnhxo4H3f+p5GMOWxUklIri+28Y9LABHFHmDnZ4Ar+PP9b02s6Ni7sZeB/csF2G05tEQohi6d7mA67vtWG7ypT5osV3v8WgIUUxZlsJyKYOXNptQVuqns0S73XTQcjTuXS7E8mJLlCYiBh/+/FVoV0NrjfvPldDXglv78UxLJs/1vTbuPcfuTURxdc9yET3XYNuv6RgnqV/lbzW6WKvmD3YFuBQmipeVUhYvbfGsdNIF5+G//MZtZtQQxcBBpyetcY/f9vQaj4jElqsNrvtH9Ni5iSie7vW7OV2L4RGRVActRMQ7HlItwBiDX/rEc5yEiWJmpZzF7aaDtsMOIkn2ml9sdbnEAnBEcXP/ines69ouA8xxdWu/i74W3LdcBDs3EcXT/X6m1Ou34zcXpzpoUe+4aDsal/0dAIgwaEEUE8FOz0rR283brMcv1Y2G9/p2E5YCKnkW4CSKE601zpczyGUsZlrE2Ot+tttfvLLJtTJRzARr5stLBWRtxaBF3NyqeWcrLy3yfB5RXJ0vZ6AAbDf7YQ+FZuj1nTYWChlYSoU9FCIaktFeTQsraHsaw4Uyea75QYvlUi7kkRDRuDKWhXvPlfD6dvzm4nQHLfyCUJeW2D2EKG6M0TBGkLMtPLhSxFbTCXtINENv3G5hscDW1ERx9dD5cix398jz+u0WyjkbpWyqbx2IYu+h8+WDOmFxMveZRyl1r1Lq80qp55VSzyml/mf/8Z9TSt1USn3V//M9sx7LrVoXAHCZmRZEsfb2SxVsNx2mrCaUMYI3dtpYKjJoQRQ3QaHzh1e9hbKrWUg3jt643cL9KyWIMTBsXUsUWw/6AeS4vY7DCJe6AH5GRN4G4G8B+Aml1Nv8t71fRB7z//zxrAeyvt9BxlJseUoUc2+7WEGnb7DuByIpWTbqXfRcg8Vi5iDdnIjiwRiDD37mJTx4voy+FlzfY9vTQJQ28s7yxk4bD6yUwx4GEY0hyE4GgPvOeW1Pb+7FK9ti7kELEVkXkS/7/24AeAHAlXmPAwDWa11cWCjAtnhGmiiO3L4DrQ3efslbSD1zoxbyiGgWgpTyJR4PIYolZdl46Lw3T7+61Qx5NJESmY280wTtToMuMEQUXw/6c/HrMSuMHOrBNKXUAwD+BoAv+g/9pFLqGaXUryullmf99W/udw47hxBRbH3DahmWAr5yfT/socRGnHb4gnani8UstOvCcRw23COKmYdW/aDFNoMWgSht5J3mxl4HrhE8wKAFUew96GdMxa0wcmhBC6VUBcDvAvgpEakD+AiAhwE8BmAdwPtO+Lj3KqWeVko9vb29PdEY1msddg4hijmjNWwlWK3kGLQYTSx2+ADg5c0mKvkMSllAjMGHP/cS65cQxYjRGpWchfOVPIMWJwh7I+80r932fmcPnOfxEKK4u7CQRyln4zUGLc6mlMrCC1j8loj8HgCIyKaIaBExAD4K4JuP+1gReVJEHheRx1dXV8cegzGCjVoXl5cYtCBKgovVHJ69WUfPZb2DYcRlhw8AXt5s4NG1MpTf7lQpO+QREdEwgiKcQYzx4dUyXo1hq71Zi8JG3mle2mgAAB5dZdCCKK6M8WqCKaXw0PkSXonZUb0wuocoAL8G4AUR+aWBxy8NvNsPAPj6LMdxu9VDXwuPhxDFmDEaxl8NX1jIw3ENvn6zHvKo4mecHb55LZYB4JWtJh5Zq8z0axDR9IkYfOQLVw8yox5eq+CVrSYzpQZEYSPvLFc3GyjnbFTyDBgTJcEjaxW8vMmgxVm+FcCPAPj7R85M/4JS6lml1DMAvgPAP5vlIG7te10GeDyEKBkuVnMAgL98bbY30Ekz7g7fvBbLO80edloOHuEOH1EsDWZGPbJaQa3Tx+2mE+KIoiMqG3lneWWrheVSNswhENEUPbpawVajh1q7H/ZQhjb3Uuwi8p8AHNeuY67npm/6LbeYaUEUb0H6cSln4d7lAr5ynR1EhnXSDt/A2z8K4A9DGh4AHOwEPLpWwV/s1WLXV5yIDr31YhWAd9yA7eYBHG7kPauU+qr/2L8C8B6l1GMABMAbAH48nOF519hXtpt4eKXIdtNEMaf9tvGPXvA2gl7eauCdD5wLeVTDSW3/uGu73pnK+/0Kqt6ZSxPmkIhoDCIGH/78VeQLJTx2zyL+86u7cF0XmUxqp7ehnLbDJyLr/n8jsMPnnaV+ZLWMP3teM62cKMYeWfPWXC9u1PFtj54PeTThi8pG3mlu7nfQdjSWSxnvhsftcx4mirlH/SO3L2/GJ2gRasvTML2508b5Sg6VPG9siOIuSD9+5/2L2G33cTVmxYVCEomjemd5ebOJaj6D8+UMuE4mireVcg5r1TxeWG+EPRQaUnA9PcfjIUSxF2QnX1rIo5yzcTVGdS1Se8f+xk7rIMsC8DItmHZMFG/vvH8JAPDF13fx1y4vhTyaaIvDDh/gpZE/cqGC9/3RszCG2XBEcaRdF51OB4VCAW+5WMWLGyyYHBev+Dc1y8XU3jIQJUa/38evfO4V/PS73+4X44xPADnVmRb3nyuFPQwimqJ7lgq4tJjHF1/fDXsoNAXGCJ5fr+PtlxZgWam9XBHFntZ9/PJTL8IYg7derOLqZhOuZhAyDl7YqGO1kkc+Y93RvpaI4kn566lH1yp4aaMRm+NeqVwFdvsat2rdOzItiCj+lFL45geW8cXXdpk5lQBv7rbR7Ll4++WFsIdCRBNSlneM7y0XKnC0weu3WyGPiIbx/K063na5CjEGH/jkc3Dd/kGrcSKKr7ddXsBOy8FmvRf2UIaSyqDF9d02AOCB88y0IEoK41dE/pYHlrHb7uOlGKW80fGeu+WlkL/tktdxwBjNxTJRTBmt4TgOHvWLcb6wwTk66rp9jatbzYPAsVKpvG0gSqR3+K/rr9+MR9e9VM4+13a8oMV9PB5ClChaa3zL/YsAgD99eTvk0dCkvn6rhuz/396dx0lR3/kff3265+K+D2GQGxFQEBWPqKjRiCbrsZpr88i6v5iNMZtzs4eJOXTj5hc1ibebXzbJxt8vPjSbGA9ERFGMRhaUmxlgAAGRAQS5r5mervr+/qhqaMYBxpnurpru9/PxmMf0VBfdb7qqP139qapvJY3RA7pFHUVEcmRk3y5UJBMdZkO5lNVt3YfnO8afpKPdRDq6zCCczvl4nsfYgV0xg+UdpBaXZNNiw47gkMRhfbpkLUDtvRMpBgO6V3LKgK78WU2LDq92815G9+9GZVlJflSJFKWKsgTjBnVnybu7o44iJ5A52k2n6Il0fM75PDJnDb7nc/+Lq6gqSzCyX1dqN6tpEVsbdx6ke1UZPTuX4/s+dz+3jIaGBjUuRIrEhaP68NaGnexvTEcdRdrIOUdt/R4mDNbGskixmTSkJzX1e/A09lCs1WzeQ/eqMqp7dYo6iojkgFkycwPP85gwqDs19R3jak4l2bRYu20/w/t1xSy42p+FC04fnSLF4cLRfWnyHP/z9o6oo0gbbd7TwI4DKSYMDk738T2NZyFSLE6v7sHBlMfabfujjiLHUbt5L+MH9Ti8vSwixcH5Pve9uIrxg7qzdW8D2/fFfzDOkmxa1G3dx9isc6Sd7/PQ7FU60kKkSEwa3I3OFUlmr9gadRRpo4Xv7AJgUnUP1WaRIpB9Ou7EIT0BWLpJp4jEVWPaY+WWvZxW3ePwNA2GLNLx+Z5HU6oR38Fp4dGsyzpALS65psX2fY3sOJDilIFHD+ymEZFFikdFWYKLRvdh9sptOvy4g1q4YSedK5JMX7iepqamqOOISDs55/PQ7Dqampo4uWcV3SrLWKpxLWKrpn4PqbTP5JN7RR1FRPJkwqAelCeNBeGOojgruW/qq7YG5+2MHajR6EWKSfNBdS8f248dB1Is2hj/QiwftHDjLiZW96AsmYw6iojkiCWC93MiYUwc0pNFG9W0iKsFG4LPzjOH9sTzPHwvraPeRIpMp4okEwb34K31O6OOckIl17SoC68L3vxICxHp2Jzv8/DLdfh+cCmnj4zoSUXSmFWjU0Q6mgONaVZu2ceZQ7WHT6RYnTO8N6u27mX3wVTUUaQFC97ZxfC+XejduZyfzaxVw0KkSDQ/zevsYb1ZtmkPDU1ehKlOrOSaFqu27qNv1wr6dK2MOoqI5JhZEucc6XSaqiR8ZFRfZtZsxdcpIh3K0nd34/mOyScH572nUik8P94fpiLy4Zw7sg/OwZsdYA9fqXHOsfCdXYcbx4lEyX1dECkZZw3tRcrzWV4f70ufllwVqtu6T0dZiBQx3/e5/4UaHnipjqsmDKB+9yHe2qCN4o5k3rodJAzOCAfrE5Hic3p1DyrLEsxbp/ocN+veP8DOAynOCpsWvuep+S9SpDLNybg3kEuqaeH5jtXv7eOUAd2jjiIiOZY53C24fLFhiSSXn9qfzhVJnlpcH3U8+RBeW/M+k4b0pHun8qijiEgO+Z4XHDnleVSWJTlzaC/mrdOlqeNm7tr3AZgyvHfESUQk3/p0rWTMgK7Mffv9qKMcV0k1LZo8n3+8fAxXjB8QdRQRKYDOFUmmjR/IjOVbYn+ungR2H0yxbNNuLhzdLxxY1Y86kojkged5TBnWi5Vb97LrgMa1iJM/r97Oyb07M7xvF9VhkRIwdUw/3lq/iwON6aijHFNJNS2qypPcPHUk54zoE3UUEckz3/PwPI/rz6xmX0OamTVboo4krfDG2h34Di4a0y/qKCKSY82v8jR1TD+cg1dXb4s4mWQ0pj3mvr2DqWP6YWZA8HmqgThFitfFp/Qn5fnMfTu+R76VVNNCRIpbZoMYjmxcnTu8N8P7dub/zn0numDSaq+t3k63qjImVvfA8zw8z//AMhWRjsk5n4dfWUNTUxOe5zFhUHf6d6tk9go1LeJi4YZdHEx5TFXjWKRknDWsF50rkrxaF99arKYF6iCLFAvnfB6ZswbnggZGKpUinW5iUPcKFr+7m2WbdkcdUY4j7fm8vOo9LhrTj7Jk8PHkfJ8HX1qFSrRIcXCOsBEJiYTx0VMH8GrdNhrTOoUvDubUbaMimeC8kX3CxrGWi0gx8tJpUqkUzjkqy5KcP7Ivr9Ztj+134pJvWuhcPZHiYpYEggbG/bNW0NDQwNgBXehSkeTXf1kfcTo5nvnrd/L+/hSfOO2ko6ablfxHlUjRaH6KyOXj+nMg5fE/MT4suVT4vuP55Vs5f1QfulSWqWkhUsS8dBP3zlqB7wffg68YH1xxb9HGeO7g05agiBQtSwQNjMqyBH9zzslMX7qZddv3R5xKjmX60s10qUhyydj+LZ7qIyIdn3M+D7185BSR80f2pVtlGdOXatyhqC14Zxf1uw9xzcRBRzWWRKQ4ZbaTAaZNGEhlWYJnlsTzinsl37TwdO1pkaLnnOML551MRVmCh+asjTqOtCCV9nmhdiuXjxtAVXkS3/f52YxleJ47fDlbESkO2aeIVJUn+cTEQTy/fAv7GpoiTlbanllST6fyJB8d24+fakmiVgAAFGhJREFUzqw9vAdWRIpX5oiqblXlXHbqAJ5btoUmL37v/ZJuWmQWkjaIRYqX53l4aY/fvlbH56YM4anF9dTU74k6ljTzQu1Wdh9s4pozBh+eltBpISJFqfkpIp88q5pDTR4zluloi6g0NHnMWL6Fy8YNoEtlGYmE6q9IqcjU5KsnDWLngRRzVsVvQE5VJBEpCZZIcMtFw+nduYLbp9eSTqd16GuM/PaN9Qzr05mpo4MR6zXekEjxcs7nodl1h/fknzGkJ6P6d+XxNzeqLkfkyUWb2H2wic+eXR3s0PM80uFAfel0k3buiRQZ3/dIN6XDHfg+P51Zy9TRfRjUoyqWY8CpaSEiRcvPHE3leaQaGiknzbcvH82CDbu46b/m69DXmFi2aTeLNu7mxvOHYQbpdDpoKkUdTETyJvtcajPj784fxtJNe3hjrQbkLDTfd/z69fWcXt2DKcN6ZU3X1ZtESkUikaA8meALFwxn/vqdLH03XgNylnTTQgO9iZQO5xzpdJrrJg7kvBG9eWP9HtZt26e9ejFw70ur6VZVxg1nVuP7PvfMWM7PnluqppJIEcs0lTM/nzyrmgHdK3nglTVRRys5M2u2su79A3zxwhGY2VH36epNIqXl02cPoVtlGQ++Eq8x4Eq6Evm+zwOzVqiDLFKkMo1J30vj+x4Pzq7jvhdX8uNrxpJMwKf/cz57DqaijlnS/rLmfebUbeerl4yic3mCVCqFWXA6DwSHL6qxJFL8KsuSfHnqSN5cv5OXV74XdZyScSjl8ePnVzJ2YDeuHD8ALzwtJHN6nsZ9EyleXngK2MGDB0mn0wB0qyrnlktGMnvle7y2envECY8o6aYFBF9qVIxFipNzPo/MWXO4MekcYMbA7lVcNqYXuw6m+drji2lo0nXoo9DQ5HHH9FoG9+zEjecPyxqcL+pkIpJvmaPfsscX+tw5QxkzoCvff7qG/Y3piBOWhofnrKV+9yFuv3o8zve4Z/oSmpqCq7josqcixc05n3tnLqehoQE4cpGKmy4YztA+nbl9ei2HUvHYRi7ZpsXhjeOog4hIXpklW5w+pGcVU0f14vW1O7jpt29pAzkCP3puBWu27effr5tw+DKn989aQVNjI01NGvhNpJg553PfrBXc9cxiDh06RDqdpjxp/O+/Pp0texv4/tM1+sKcZ6+t3s7Dr67l+snVnDuiTzDRTM1jkZKS+MB7vrIsyZ3XTmD9+we47enlsajFJde0OHKZU5+fPrdM50yLFKnsQ1oztzMjJadSKVINjYzuU8klI3swb/1Orn7wL9Ru1qVQC+VXr6/jsfkb+dJFI7j4lP4A4Sj12rMnUirMkvi+x8+eX849M5bj+z5nDu3Fty4bw1OL67n3pTrVgzzZtreBbzyxmDH9u/Gja8cfnu41NfHzmctINabCcd9EpJg55/Mfr66hqbEx2D5Opdi/fz9nVXfl65eM4k+L6rlv9prIa3HsmhZmNs3M6sxsrZndms/n0jWoRWRM/8785vOT2NeY5uqH3uDfpq9g+77GqGNFKt91+NG5G7hzxko+ftpJ/MsVp+T64UWkgzFLZu3hd3zt0lFcP3kwD7zyNj94ppbGdGl+ec5nLe7btZK/v3AED//NJDqVH31E4rGOUBSR4pT9nj9yqq7jq5eM5IYzq7n/5TV8/5maSE+njtW3dgtesYeBK4FxwGfNbFwunyNzDmVjY6OOshApQb7nkUql8Lw0vu9wvs/c1e8x8+sf4ZOTB/Pbuev5yF2v8JXfLeS5pfXsP1RaA3UWog6fMrAb150xiHs/PRGcTyqVojHs8GvQN5HSkT3QrvN9fv5CLQ0NDXiex0+um8DfXzic/zfvHa68/3Xmrn0/4rSFle9anEgYN180nD++uZ5Dhw7R2Nh41J5UnUYtUlqcczQ2NnLo0CEeeHElvu+TSBh3X386N180gt/N28jHH3idzbsPRZKvLJJnPbYpwFrn3DoAM3sCuAZYkasnCE4LWRqOkGonnF9Eile6KQVlZSQtQZcy+N60kaQPHSBRUcHs1Tt4vmYrncoTvPztixnUs1PUcQsl73X47KE9mbN8I/geDakUD8yu41tX5LQvIiIdgO+He+18j6bGYEfSPdOX8M9/NYmKigpunXYKF4zux/efrmH+uh2cP6pvhGkLLu+1OJVKkU6luOuZhVgiyT9cOhov3KHnnM8jr9Th4rV/U0TyxDmf+2fV4DtHMllx+PSwRML4zlWnct7wnvx+QT39u1VGki9uTYvBwLtZf28CzsnXkznnhT9hl98Bzm/x77bel6954/Y4yh7/5+zI2XP7nF542JsHOJxvOD9xeLybHlVJvnzxUG792CiW1O9jwbv7OKlHFSWkYHU485pn384sF7034vucyl46z1nI7C7ckWSWPKo2XDCyN8/9w7mUlcVtkzXvClKLXdZRx5kafHgZEXxmBr/p0OtXXB+nVJ5T2TvIc4Yy28rZ49qcM6wn54/sQ1kymkZmh/sEMLMvAV8K/9xvZnXNZukLxOEYQuU4mnIcTTmOVtAcd7Qw7XtZOX7Q7L5/bdvTDG3bP+sYWlGLT+i7Wbdvy0mqw+KyXmdTptaJW6a45YESyPTD3DxMX1SHP5SWPhvbqOjX0RyKYy5lap2izvSjXDxIICe1OG5Ni3pgSNbf1eG0w5xzvwR+eawHMLMFzrmz8hOv9ZRDOZRDOTqoE9ZhOHEtjlIcl6MytU7cMsUtDyhTa4WZhkWdox3avU0clRivD7HKBPHMpUyto0ytk6taHLcT1d4CRpvZcDOrAD4DPBtxJhGRUqI6LCISPdViEZFQrI60cM6lzeyrwCwgCfzGOVcbcSwRkZKhOiwiEj3VYhGRI2LVtABwzj0PPN+Oh4jLYXLKcTTlOJpyHE05YiQHdThqcVyOytQ6ccsUtzygTK0Vx0wfSgeuxXF87eOYCeKZS5laR5laJyeZzGUPFSoiIiIiIiIiEhNxG9NCRERERERERATo4E0LM/uNmW0zs5pm079mZqvMrNbM7o4ih5lNMrN5ZrbEzBaY2ZQC5BhiZnPMbEX4f/9GOL23mb1kZmvC370iynFPuFyWmdlTZtYzihxZ93/bzJyZ9Y0qRyHX1eMsl4Kuq2ZWZWZvmtnSMMcd4fThZjbfzNaa2e/DgceiyPGYmdWZWU343i7PZw5pm9bWNTO7MZxnjZndmDX9haxl/wszS0aZycw6m9mMrHrwk/bmaW+mcPq/m9m7Zra/nTmmhe+rtWZ2awv3V4bv+7VhHRiWdd93wul1ZnZFe3LkIpOZ9Qlr6X4zeyhXedqZ6XIzW2hmy8Pfl8Yg05Twc2VJ+F67LupMWfefHC6/f8pVplKjGpz/TOH0nNTg8LFUh/ObqaTqcHtyZd3f+lrsnOuwP8BFwGSgJmvaJcBsoDL8u39EOV4ErgxvXwW8WoAcJwGTw9vdgNXAOOBu4NZw+q3AXRHl+BhQFk6/K6oc4d9DCAa3egfoG9HrUdB19Tg5CrquAgZ0DW+XA/OBc4H/Bj4TTv8FcEtEOa4K7zPg8Xzn0E+bl98J6xrQG1gX/u4V3u4V3tc9az14MrPuRZUJ6AxcEs5TAbyeeV9G/DqdG9aO/e3IkATeBkaE/7elmVqcNc9XgF+Etz8D/D68PS6cvxIYHj5OMgevS3sydQEuAL4MPJTDdbo9mc4ABoW3JwD1McjUmSOf+ScB2zJ/R5Up6/4/An8A/ilXy6/UfnJQW1SDW/c6tbsGh4+jOpz/TCVTh9ubK+v+VtfiDn2khXPuNWBns8m3AD9xzjWG82yLKIcDuoe3ewCbC5Bji3NuUXh7H7ASGAxcAzwazvYocG0UOZxzLzrn0uFs8wiuOV7wHOHd9wL/QrCc8uo4OQq6rh4nR0HXVRfI7DEoD38ccClB8YLCrKct5nDOPR/e54A3yfN6Km3Wmrp2BfCSc26nc24X8BIwDcA5tzecp4zgwzYXtaDNmZxzB51zc8JsKWARuVn32vs6zXPObWlnhinAWufcuvD/9kSY61g5/wh81MwsnP6Ec67RObceWBs+Xnu1OZNz7oBz7i9AQw5y5CrTYudcpnbXAp3MrDLiTAezPvOryN3nbXvWJ8zsWmA9weskbacanOdMYZZc1GBQHS5EplKqw+3KBR++FnfopsUxjAEuDA9B+bOZnR1Rjm8C95jZu8BPge8U8snDw2/OINh7PCCr4G0FBkSUI9sXgJlR5DCzawi6n0sL9fwt5SDCdbVZjoKvq2aWNLMlBB3flwg6tbuzCusmjjSYCpbDOTc/675y4PPAC/nOIW3Smro2GHg36++j1iszm0Ww7PdxpGEWaaYwV0/gr4CX45KpnVrz+IfnCevAHqBPHrO1J1O+5CrT9cCiTEM8ykxmdo6Z1QLLgS9n1fhIMplZV+BfgTtykKPUqQYXMFMOqA4XNlOx1+F25WpLLY7dJU9zoIzg8KpzgbOB/zazEeFe00K6BfiWc+5JM/sU8GvgskI8cbgiPAl80zm3N2xoAcFuZDMryGvRPEfW9NuANPBYoXOEz/tdglNVCqqF5RLJutpCjjsp8LrqnPOASeGGwVPA2Hw+X2tzmNkE51xmbJpHgNecc69HkU3AzGYDA1u467bsP9pa15xzV5hZFUEtupSggRZpprAuPA484Jxb18p/k9dM0nGY2XiC0y8L/hnXkrARPN7MTgUeNbOZzrlc7xn9MG4H7nXO7c/eNpKWqQarBsuHpzrcKrfzIWtxMTYtNgF/yhzabWY+0BfYXuAcNwKZARf/APyqEE8a7h1+EnjMOfencPJ7ZnaSc26LmWXOZ4oiB2b2d8AngI8WopHUPIeZnUZwPt7S8E1SDSwysynOua2FyhFOLvi6eowckayrAM653WY2BzgP6GlmZWEnthqojyDHNKDGzH4I9ANuLlQG+SDn3DGbZ2bWmrpWD1yc9Xc18Gqz52gws2cIDmE84QZzATL9EljjnLvvRFkKmKm96gnGEcp+/Obv78w8m8IvDT2AHa38t4XOlC/tymRm1QRN4L91zr0dh0wZzrmVFgwkOAFYEGGmc4AbLBj4uifgm1mDcy6nA/kVC9Xg1ukANTjzHKrDec5UQnW4vbk+dC0uxtNDniYY4BAzG0Nwntz7EeTYDEwNb18KrMn3E1rwLfzXwErn3M+z7nqW4Isp4e9noshhZtMIxpG42jl3MJ8ZjpXDObfcOdffOTfMOTeMoHEwOc8Ni2Mtl4Kuq8fJUdB11cz6hUc2YGadgMsJxteYA9wQzlaI9bSlHKvM7IsE55d+1jnn5zODtEtr6tos4GNm1suCEds/Bswys67hxmNmr9rHgVVRZgqz3Enwgf7NHGTJSaYceQsYbcEVgioIBuN69jg5bwBeCRu6zwKfsWAE8uHAaIKxZqLMlC9tzhTWshkEA/69EZNMw8P3F2Y2lOCIug1RZnLOXZj1+X8f8GM1LNpMNbgAmXJIdTjPmUqsDrcrV5tqscvRaKtR/BAcvrUFaCL48nkTwRe/3wE1BIPoXBpRjguAhQQjqc4HzixAjgsIBlhZBiwJf64iOKfpZYIvo7OB3hHlWEtwXlNm2i+iyNFsng3k/+ohx3o9CrquHidHQddV4HRgcZijBvhBOH0EwYfgWoIjPiojypEmGGMj8xr9IJ859NPm5ddiXQPOAn6VNd8XwnVqLfC/wmkDCD5sM8v+QXJzVYP2ZKoO358rs9a9L0aZKZx+N8Hnmh/+vr2NOa4iuGLR28Bt4bR/I2hiQzBA2B/C538TGJH1b28L/10dORjNP0eZNhAMwL0/fF3GRZkJ+B5wIGvdWUKOrkjVjkyfJxhgbQnBZ9y1cVh2WY9xO7p6SHuWgWpwnjOF03NSg8PHUh3OYyZKrA63d/llPcbttKIWWziziIiIiIiIiEisFOPpISIiIiIiIiJSBNS0EBEREREREZFYUtNCRERERERERGJJTQsRERERERERiSU1LUREREREREQkltS0EBEREREREZFYUtNCRERERERERGJJTQspCWb2uJn93szeNLN3zOzj4fQ5ZnZ5ePtOM3sw2qQiIsWrpVpsZhPMbG7WPJPN7OUoc4qIFLPjbBe/YmZLwp8GM/tU1FlFQE0LKR0TgXXOuSnA54AfhtN/CNxmZp8DzgC+GVE+EZFS0FItXgGMMLNkOM/PgX+OKJ+ISClocbvYOXepc24S8H+AZ4Eno4sockRZ1AFE8s3MqoB+wB3hpBVALwDn3GtmZsA/Ahc757xoUoqIFLdj1WLnnG9mtcB4MxsNvOOcWxRVThGRYna87eLw/r8FrgSu13axxIWOtJBSMAFY45xrCP+eDCwFMLPTgJOAlHNuXzhtnJndGt5+0My6RZBZRKTYHLMWA/OAjwC3A98F1WIRkTw53nbxJwmOvPiUc65JdVjiQk0LKQUTgZPNrMrMuhB0lu81s5OAx4BrgP1mNi2c/2xgSXi7R6aZISIi7dJiLQ7vmwfcCTzlnKsPp6kWi4jk3rG2iz8BfAX466yGhuqwxIKaFlIKJgJ/AuYDbwH/ASwOp33bObcS+BFHxrk4G1gRFnLM7CIze6LgqUVEissHarFz7o3wvlVAI3BX1vyqxSIiuXesWvwoUA28EQ7EeRPN6jCoFks0NKaFlIKJwJecc19vNv28zA3n3GtZfw8HbgP2Av3DcS/OL0hSEZHidaxaDPAN4DvOuQNZ01SLRURyr8Va7Jzr03xGM5tBVh0O51MtloJT00JKwUhgTWtmNLNyYIdz7ub8RhIRKTkfqMVmNhKYAbzhnHs0a7pqsYhIfrRqu1h1WOLEnHNRZxCJtXCwzh8DDzrnXow6j4hIKVItFhGJnmqxREFNCxERERERERGJJQ3EKSIiIiIiIiKxpKaFiIiIiIiIiMSSmhYiIiIiIiIiEktqWoiIiIiIiIhILKlpISIiIiIiIiKxpKaFiIiIiIiIiMSSmhYiIiIiIiIiEktqWoiIiIiIiIhILP1/XX4ijxCLxnAAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -958,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -969,12 +977,12 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1043,7 +1051,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1092,7 +1100,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1109,7 +1117,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1131,7 +1139,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1164,7 +1172,7 @@ "(19,)" ] }, - "execution_count": 77, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1213,12 +1221,12 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1302,12 +1310,12 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1334,14 +1342,14 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "1\n" + "-1.0\n" ] } ], @@ -1351,12 +1359,12 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1388,7 +1396,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1399,7 +1407,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1409,7 +1417,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1428,7 +1436,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1460,12 +1468,12 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] From d82112196ea1e4e36ef0b120b3a5c9a36968933a Mon Sep 17 00:00:00 2001 From: Confizolo Date: Sun, 21 Feb 2021 12:08:18 +0100 Subject: [PATCH 32/39] Analisi Berillio completata --- Project.ipynb | 504 ++++++++++++++++++++------------------------------ 1 file changed, 205 insertions(+), 299 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 21ee922..7f31e02 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -122,22 +122,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -206,14 +198,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -286,14 +278,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -420,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -494,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -517,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -552,48 +544,48 @@ " \n", " \n", " 0\n", - " 22857.992411\n", - " 27.559100\n", - " 12.738238\n", - " 24499.715229\n", - " -27.559100\n", - " -12.738238\n", + " 29173.151070\n", + " 16.363931\n", + " -4.133117\n", + " 18184.556570\n", + " -16.363931\n", + " 4.133117\n", " \n", " \n", " 1\n", - " 22691.719928\n", - " 21.446543\n", - " -21.338347\n", - " 24665.987712\n", - " -21.446543\n", - " 21.338347\n", + " 20167.840975\n", + " 3.858084\n", + " 25.600775\n", + " 27189.866665\n", + " -3.858084\n", + " -25.600775\n", " \n", " \n", " 2\n", - " 23665.370506\n", - " 19.263779\n", - " -23.774158\n", - " 23692.337135\n", - " -19.263779\n", - " 23.774158\n", + " 25010.366180\n", + " -26.755092\n", + " -13.498620\n", + " 22347.341460\n", + " 26.755092\n", + " 13.498620\n", " \n", " \n", " 3\n", - " 23820.781744\n", - " 30.395856\n", - " -3.459033\n", - " 23536.925896\n", - " -30.395856\n", - " 3.459033\n", + " 20155.387339\n", + " -2.656657\n", + " -25.716457\n", + " 27202.320301\n", + " 2.656657\n", + " 25.716457\n", " \n", " \n", " 4\n", - " 28485.847828\n", - " -13.146422\n", - " -16.273365\n", - " 18871.859813\n", - " 13.146422\n", - " 16.273365\n", + " 24463.311951\n", + " -29.448923\n", + " 7.469185\n", + " 22894.395689\n", + " 29.448923\n", + " -7.469185\n", " \n", " \n", " ...\n", @@ -606,48 +598,48 @@ " \n", " \n", " 999995\n", - " 28994.010751\n", - " 14.849052\n", - " 10.303134\n", - " 18363.696890\n", - " -14.849052\n", - " -10.303134\n", + " 27288.884953\n", + " -23.451856\n", + " -10.250781\n", + " 20068.822687\n", + " 23.451856\n", + " 10.250781\n", " \n", " \n", " 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4.327682\n", " \n", " \n", "\n", @@ -656,35 +648,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 22857.992411 27.559100 12.738238 24499.715229 -27.559100 \n", - "1 22691.719928 21.446543 -21.338347 24665.987712 -21.446543 \n", - "2 23665.370506 19.263779 -23.774158 23692.337135 -19.263779 \n", - "3 23820.781744 30.395856 -3.459033 23536.925896 -30.395856 \n", - "4 28485.847828 -13.146422 -16.273365 18871.859813 13.146422 \n", + "0 29173.151070 16.363931 -4.133117 18184.556570 -16.363931 \n", + "1 20167.840975 3.858084 25.600775 27189.866665 -3.858084 \n", + "2 25010.366180 -26.755092 -13.498620 22347.341460 26.755092 \n", + "3 20155.387339 -2.656657 -25.716457 27202.320301 2.656657 \n", + "4 24463.311951 -29.448923 7.469185 22894.395689 29.448923 \n", "... ... ... ... ... ... \n", - "999995 28994.010751 14.849052 10.303134 18363.696890 -14.849052 \n", - "999996 19583.546384 -23.906394 -1.690983 27774.161257 23.906394 \n", - "999997 23395.984835 -10.763896 -28.613275 23961.722806 10.763896 \n", - "999998 29577.156128 12.497218 -5.417946 17780.551513 -12.497218 \n", - "999999 25248.366252 -24.926059 16.181452 22109.341388 24.926059 \n", + "999995 27288.884953 -23.451856 -10.250781 20068.822687 23.451856 \n", + "999996 24094.578587 2.174709 30.460609 23263.129053 -2.174709 \n", + "999997 25404.130063 28.626001 -7.254290 21953.577577 -28.626001 \n", + "999998 30025.006907 -3.330883 7.490055 17332.700733 3.330883 \n", + "999999 29201.933605 16.102448 -4.327682 18155.774035 -16.102448 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -12.738238 \n", - "1 21.338347 \n", - "2 23.774158 \n", - "3 3.459033 \n", - "4 16.273365 \n", + "0 4.133117 \n", + "1 -25.600775 \n", + "2 13.498620 \n", + "3 25.716457 \n", + "4 -7.469185 \n", "... ... \n", - "999995 -10.303134 \n", - "999996 1.690983 \n", - "999997 28.613275 \n", - "999998 5.417946 \n", - "999999 -16.181452 \n", + "999995 10.250781 \n", + "999996 -30.460609 \n", + "999997 7.254290 \n", + "999998 -7.490055 \n", + "999999 4.327682 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -695,12 +687,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -785,12 +777,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -851,12 +843,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -891,14 +883,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -966,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -977,12 +969,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1051,7 +1043,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1100,7 +1092,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1117,46 +1109,12 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject: uniform distributions on points and energies \n", - "\n", - "num_samples = 3*10**5\n", - "E_0 = 48658.5 #MeV positron beam energy\n", - "\n", - "#uniform from 0 to x_max\n", - "pts = np.random.uniform(0, x_max, num_samples) \n", - "check = np.random.uniform(sigma_bremss(x_max, E_0), sigma_bremss(0, E_0), num_samples)\n", - "\n", - "#energies calculated on the points that respect fall within the range of acceptance imposed by the cross section\n", - "energies_bremss = s_bremss(pts[check < sigma_bremss(pts,E_0)], E_0)\n", - "\n", - "#checking for threshold condition\n", - "energies_bremss = energies_bremss[energies_bremss > 4 * m_muon**2]" - ] - }, - { - "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1165,68 +1123,46 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(19,)" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "n_steps = 20\n", - "cane = []\n", - "steps = np.linspace(0,x_max,n_steps)\n", - " \n", - "for i in range(len(steps)-1):\n", - " cane.append((steps[i+1]+steps[i])/2)\n", + "E_0 = 48658.5 \n", + "n_slice = 20 #slices\n", + "num_points = 2*10**5 #generated points\n", "\n", - "steps = cane #middle points for each slice\n", + "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #variables scaling\n", "\n", - "num_points = 2*10**5\n", - "pepo = []\n", - "energies_bremss = []\n", - "cost = x_max/n_steps* 1e-24 *38937 *rho_elec\n", - " \n", - "fmu = rho_elec * x_max/n_steps * sigma(230**2) * 1e-24 *38937 #prob of muon production\n", - "\n", - "n_i = 60*60*24*7*10**6\n", - "n_imenouno = 60*60*24*7*10**6\n", - "part_per_fetta = []\n", - "for i in range(n_steps-1):\n", - " n_i = n_i*(1-(rho_elec * x_max/n_steps * sigma_bremss(steps[i], E_0) * 1e-24 * 38937))\n", - " part_per_fetta.append((n_imenouno - n_i))\n", - " #print(n_i, n_imenouno, n_imenouno - n_i)\n", - " n_imenouno = n_i\n", + "slices = np.linspace(0,x_max,n_slice)\n", + "slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", " \n", - " \n", - " \n", - "plt.scatter(steps,part_per_fetta)\n", - "plt.title(\"Conto totale delle particelle stoppate\")\n", - "plt.show()\n", - "part_per_fetta = np.asarray(part_per_fetta) #lessa\n", - "plt.scatter(steps,part_per_fetta/part_per_fetta.sum())\n", + "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", + "part_per_slice = np.zeros(n_slice)\n", + "part_per_slice[0] = tot_par1w\n", + "\n", + "for i in range(n_slice-1):\n", + " part_per_slice[i+1] = part_per_slice[i]*(1-(scal * sigma_bremss(slices[i], E_0)))\n", + "\n", + "part_per_slice = part_per_slice[:-1] - part_per_slice[1:]\n", + "\n", + "part_per_slice = np.asarray(part_per_slice) #lessa\n", + "plt.scatter(slices,part_per_slice/part_per_slice.sum())\n", "plt.title(\"Distribution of interaction points\")\n", "plt.xlabel(\"x [cm]\")\n", - "func_pts_dbt = interp1d(steps,part_per_fetta/part_per_fetta.sum(), fill_value = \"extrapolate\")\n", - "plt.plot(steps, func_pts_dbt(steps))\n", + "plt.ylabel(\"Number of interactions\")\n", + "func_pts_dbt = interp1d(slices,part_per_slice/part_per_slice.sum(), fill_value = \"extrapolate\")\n", + "plt.plot(slices, func_pts_dbt(slices))\n", "plt.show()\n", - "\n", - "np.array(part_per_fetta).shape" + "\n" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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8DEyUNA34GLAhIvakALEBmF9ju83MrA5qvbP4J0n3Anek/U8zhjWxJfUBZwCPAFMjYnc69DNgatqeAWwvOW1HKqtWXv4ei4HFAL29vbU2zczMapC3BvcpZF/uX5D0u8BvpEP/DHy7ljeQdAzwXeBzEfGapAPHIiIkRdWTxyAiVgArAPr7++vymmZmlsm7s/hb4FqAiPge8D0ASf8xHfsvo50sqYcsUHw7nQ/wgqRpEbE7dTONdG/tBGaVnD4zle0Ezi0rfyCn3WbWBJ4epHPlBYupEfFEeWFEPJG6lqpSdgtxG/BURNxccmgd2ZTnN6Xfa0vKl0haTZbg3psCyr3AX46MmgIuIAUwM2uuSpMTLr//Jxw3I1u9wNODdI68YDFxlGPvyTn3HOAy4AlJj6ey68iCxBpJVwHPkw3FhSwHchEwBLwJXAkQEXsk3QhsSvVuiIg9Oe9tZg1QdXJCj5bqOHnBYrOk/xoRXy8tlPRHwJbRToyIHwGqcvj8CvUDuLrKa60EVua01cyaYKyTE1p7ygsWnwPukvQH/DI49ANHAp8ssmFmZtY6Rg0WEfEC8OuSfhP4YCr+vxFxf+EtMzOzllHr3FAbgY0Ft8XMzFpUrU9wm5lZFzvUxY/MzHJ5ltrO4WBhZoUpH1rr5y7al4OFmRWqdGhtpTsN8N1GO3CwMLOGqbQan+822oODhZk1VPl6GM5rtAcHCzNrKuc12oODhZk1nVffa31+zsLMzHI5WJiZWS53Q5lZS3HCuzU5WJhZS3HCuzU5WJhZy3HCu/UUlrOQtFLSi5KeLCn7oqSdkh5PPxeVHLtW0pCkpyV9rKR8fiobkrS0qPaamVl1RSa4vwnMr1B+S0Scnn7WA0iaCywETk3n/L2kcZLGAcuBC4G5wKWprpmZNVBh3VAR8aCkvhqrLwBWR8TbwLOShoB56dhQRPwUQNLqVPfdk8uYmVlhmpGzWCLpcmAz8PmIeAWYATxcUmdHKgPYXlZ+VqUXlbQYWAzQ29tb7zabWZOUj4565513AOjp6TlQ5tFSxWt0sLgVuBGI9PtvgD+sxwtHxApgBUB/f3/U4zXNrPnKR0ft2voQ4485gRNP+gDg0VKN0tBgkdb0BkDS14G70+5OYFZJ1ZmpjFHKzaxLlI6O2rvrWXqOm+rRUg3W0Ce4JU0r2f0kMDJSah2wUNJRkmYDc4BHgU3AHEmzJR1JlgRf18g2m5lZgXcWku4AzgUmS9oBXA+cK+l0sm6o54A/BoiIbZLWkCWu9wFXR8T+9DpLgHuBccDKiNhWVJvNrP34ie/GKHI01KUVim8bpf4yYFmF8vXA+jo2zcw6iJ/4bgw/wW1mbc9PfBfPs86amVkuBwszM8vlbigz63jDw8MMDAwcVOYk+Ng4WJhZR6k0OmpwcJDl9/+E42acBDgJfigcLMyso5SPjoLsqe+JJ5/hJPhhcLAws45TPjpq765nm9iazuAEt5mZ5XKwMDOzXA4WZmaWyzkLM+t6Hlqbz8HCzLpO+fBaD63N52BhZl2n0oJKHlo7OgcLM+tK5Qsq2eic4DYzs1wOFmZmlquwYCFppaQXJT1ZUnaCpA2Snkm/j0/lkvQVSUOStko6s+ScRan+M5IWFdVeMzOrrsg7i28C88vKlgL3RcQc4L60D3Ah2brbc4DFwK2QBRey5VjPAuYB148EGDOzooyMltq0adOBn+Hh4WY3q6mKXFb1QUl9ZcULyNblBlgFPABck8pvj4gAHpY0UdK0VHdDROwBkLSBLADdUVS7zcy8VOu7NXo01NSI2J22fwZMTdszgO0l9Xaksmrl7yJpMdldCb29vXVsspl1Iy/VerCmJbjTXUTU8fVWRER/RPRPmTKlXi9rZmY0Pli8kLqXSL9fTOU7gVkl9WamsmrlZmbWQI3uhloHLAJuSr/XlpQvkbSaLJm9NyJ2S7oX+MuSpPYFwLUNbrOZdblKq+9Bd80fVViwkHQHWYJ6sqQdZKOabgLWSLoKeB64JFVfD1wEDAFvAlcCRMQeSTcCm1K9G0aS3WZmjVJp9b1uS3oXORrq0iqHzq9QN4Crq7zOSmBlHZtmZjZm3Z7w9hPcZmaWyxMJmpkdgkp5jE7OYThYmJkdgm57cM/BwszsEHVTHsPBwsysDjq9W8rBwsysDjq9W8rBwsysTjq5W8pDZ83MLJeDhZmZ5XKwMDOzXA4WZmaWywluM7MCdNpQWgcLM7MCdNpQWgcLM7OCdNJQWucszMwsl4OFmZnlako3lKTngNeB/cC+iOiXdALwHaAPeA64JCJekSTgy2Qr6b0JXBERjzWj3WZmh6rdE97NzFn8ZkT8vGR/KXBfRNwkaWnavwa4EJiTfs4Cbk2/zczaRrsnvFspwb2AbM1ugFXAA2TBYgFwe1p69WFJEyVNi4jdTWmlmdkhaueEd7NyFgH8P0lbJC1OZVNLAsDPgKlpewawveTcHansIJIWS9osafNLL71UVLvNzLpSs+4sfiMidko6Edgg6celByMiJMVYXjAiVgArAPr7+8d0rplZo7VbDqMpwSIidqbfL0q6C5gHvDDSvSRpGvBiqr4TmFVy+sxUZmbWttoth9HwbihJ75V07Mg2cAHwJLAOWJSqLQLWpu11wOXKnA3sdb7CzDrBSA5jUt9cJkyf3ezmjKoZdxZTgbuyEbGMB/4hIv5J0iZgjaSrgOeBS1L99WTDZofIhs5e2fgmm5l1t4YHi4j4KXBahfKXgfMrlAdwdQOaZmZmVbTS0Fkzs65VKeENrZP0drAwM2sB5QlvaK2kt4OFmVmLaOWH9jyRoJmZ5XKwMDOzXA4WZmaWyzkLM7MW1UpTgjhYmJm1qFaaEsTBwsyshbXKCCkHCzOzNtHMbikHCzOzNtHMbikHCzOzNtKsbikPnTUzs1wOFmZmlsvdUGZmbaqRCW8HCzOzNtXIhHfbBAtJ84EvA+OAb0TETU1ukplZ0zUq4d0WOQtJ44DlwIXAXOBSSc1/SsXMrEu0y53FPGAoLcmKpNXAAuDdy0rVwWu7nj2w/W8/38X4t97i5ff+h0Par8dr+D38Hn6P1nqPVm139t31axShXYLFDGB7yf4O4KzSCpIWA4vT7huSnj6M95sM/Pwwzm8lnXItnXId4GtpVR1xLfNWLYNDv5b3VzvQLsEiV0SsAFbU47UkbY6I/nq8VrN1yrV0ynWAr6VV+VpG1xY5C2AnMKtkf2YqMzOzBmiXYLEJmCNptqQjgYXAuia3ycysa7RFN1RE7JO0BLiXbOjsyojYVuBb1qU7q0V0yrV0ynWAr6VV+VpGoYio92uamVmHaZduKDMzayIHCzMzy9W1wULSfElPSxqStLTC8aMkfScdf0RSX+NbWZsaruUKSS9Jejz9/FEz2lkLSSslvSjpySrHJekr6Vq3Sjqz0W2sRQ3Xca6kvSWfyV80uo21kjRL0kZJg5K2SfpshTrt8rnUci1t8dlIOlrSo5IG0rX8rwp16vc9FhFd90OWJP9X4CTgSGAAmFtW50+Br6XthcB3mt3uw7iWK4CvNrutNV7PfwLOBJ6scvwi4B5AwNnAI81u8yFex7nA3c1uZ43XMg04M20fC/ykwr+xdvlcarmWtvhs0n/rY9J2D/AIcHZZnbp9j3XrncWB6UMiYhgYmT6k1AJgVdq+EzhfkhrYxlrVci1tIyIeBPaMUmUBcHtkHgYmSprWmNbVrobraBsRsTsiHkvbrwNPkc2qUKpdPpdarqUtpP/Wb6TdnvRTPmKpbt9j3RosKk0fUv4P5kCdiNgH7AUmNaR1Y1PLtQD8XuoeuFPSrArH20Wt19sOPpK6EO6RdGqzG1OL1I1xBtlfsaXa7nMZ5VqgTT4bSeMkPQ68CGyIiKqfy+F+j3VrsOg23wf6IuLXgA388i8Na57HgPdHxGnA3wH/p8ntySXpGOC7wOci4rVmt+dw5FxL23w2EbE/Ik4nm9VinqQPFvVe3Rosapk+5EAdSeOB44CXG9K6scm9loh4OSLeTrvfAD7UoLYVoSOmfomI10a6ECJiPdAjaXKTm1WVpB6yL9dvR8T3KlRpm88l71ra7bMBiIhXgY3A/LJDdfse69ZgUcv0IeuARWn7YuD+SFmiFpN7LWV9xx8n66dtV+uAy9Pom7OBvRGxu9mNGitJ7xvpO5Y0j+z/xVb8Y4TUztuApyLi5irV2uJzqeVa2uWzkTRF0sS0/R7go8CPy6rV7XusLab7qLeoMn2IpBuAzRGxjuwf1LckDZElKhc2r8XV1Xgtn5H0cWAf2bVc0bQG55B0B9lolMmSdgDXkyXuiIivAevJRt4MAW8CVzanpaOr4TouBv5E0j7g34GFLfrHCMA5wGXAE6l/HOA6oBfa63Ohtmtpl89mGrBK2eJwRwBrIuLuor7HPN2HmZnl6tZuKDMzGwMHCzMzy+VgYWZmuRwszMwsl4OFmZnlcrAwM7NcDhZmZpbr/wP5WSxytw1OjAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1266,56 +1202,17 @@ " '$py_{\\mu_2}$',\n", " '$pz_{\\mu_2}$'\n", " ]\n", - " )\n", - "\n", - "\n", - "\n", - "# x = np.linspace(0, np.pi, 30)\n", - "# angle_distr = []\n", - "\n", - "# for i in range(len(pts_dbt)):\n", - "# to_push = []\n", - "# for ang in x: \n", - "# to_push.append((pf(s_bremss(pts_dbt[i], E_0), ang)))\n", - "# angle_distr.append(to_push)\n", - "\n", - "\n", - "\n", - "#plt.plot(x, pf(s,x))\n", - "\n", - "#ang_check = np.random.uniform( 0, pf(energies_bremss,np.pi/2), len(energies_bremss))\n", - "\n", - "# pd_df = pd.DataFrame(pd.Series(energies_bremss), columns = ['energies'])\n", - "# pd_df[\"angles\"] = angles\n", - "# pd_df[\"check\"] = ang_check\n", - "# pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", - "# pd_df = pd_df.dropna()\n", - "\n", - "# pd_df = pd_df.iloc[:N]\n", - "\n", - "# events = mc_df_sampling(pd_df, m_e, m_muon)\n", - "\n", - "# #momentum coordinates distribution\n", - "# events = events.T\n", - "# df = pd.DataFrame(events, columns = [\n", - "# '$px_{\\mu_1}$',\n", - "# '$py_{\\mu_1}$',\n", - "# '$pz_{\\mu_1}$',\n", - "# '$px_{\\mu_2}$',\n", - "# '$py_{\\mu_2}$',\n", - "# '$pz_{\\mu_2}$'\n", - "# ]\n", - "# )" + " )" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1340,23 +1237,6 @@ "plt.show()" ] }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-1.0\n" - ] - } - ], - "source": [ - "print((-1)**np.random.randint(-1, 1))" - ] - }, { "cell_type": "code", "execution_count": 21, @@ -1364,7 +1244,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1396,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1407,55 +1287,88 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ + "n_slice = 20 #slices\n", + "num_points = 2*10**5 #generated points\n", + "\n", + "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #variables scaling\n", + "\n", + "\n", + "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", + "\n", + "func_pts_dbt = []\n", + "\n", "#from CoM to lab\n", - "energies_gauss_bremss = energies_gauss / (2 * m_e)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "#accept-reject method to get pair-production energies\n", - "pts = np.random.uniform( 0, max_d(energies_gauss_bremss,m_e,m_muon, rad_length), len(energies_gauss_bremss))\n", - "check = np.random.uniform( 0, sigma_bremss(0, energies_gauss_bremss), len(energies_gauss_bremss) )\n", - "pd_df_bremss = pd.DataFrame(pd.Series(energies_gauss_bremss), columns = ['energies'])\n", - "pd_df_bremss[\"pts\"] = pts\n", - "pd_df_bremss[\"check\"] = check\n", - "pd_df_bremss[\"label\"] = pd_df_bremss.pts[pd_df_bremss.check < sigma_bremss(pd_df_bremss.pts, pd_df_bremss.energies)]\n", - "pd_df_bremss = pd_df_bremss.dropna()\n", - "energies_bremss = s_bremss(pd_df_bremss.pts,pd_df_bremss.energies)\n", - "\n", - "energies_bremss = energies_bremss[energies_bremss > 4 * m_muon**2]" + "energies_gauss = energies_gauss[energies_gauss > 4 * m_muon**2]\n", + "energies_gauss_bremss = energies_gauss / (2 * m_e) #Moving the gaussian due to problem production\n", + "size = 100000\n", + "\n", + "for E in energies_gauss_bremss[:size]:\n", + " \n", + " if max_d(E, m_e, m_muon, rad_length) < x_max:\n", + " d_max = max_d(E, m_e, m_muon, rad_length)\n", + " else:\n", + " d_max = 3\n", + " \n", + " slices = np.linspace(0,d_max,n_slice)\n", + " slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", + "\n", + " part_per_slice = np.zeros(n_slice)\n", + " part_per_slice[0] = tot_par1w\n", + "\n", + " for i in range(n_slice-1):\n", + " part_per_slice[i+1] = part_per_slice[i]*(1-(scal * sigma_bremss(slices[i], E)))\n", + " \n", + " part_per_slice = part_per_slice[:-1] - part_per_slice[1:]\n", + "\n", + " part_per_slice = np.asarray(part_per_slice) #lessa\n", + "\n", + " func_pts_dbt.append(interp1d(slices,part_per_slice/part_per_slice.sum(), fill_value = \"extrapolate\"))" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 64, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "#accept-reject: angle distribution\n", - "angles = np.random.uniform( 0, np.pi, len(energies_bremss))\n", - "ang_check = np.random.uniform( 0, pf(energies_bremss,np.pi/2), len(energies_bremss) )\n", + "#accept-reject: points distribution\n", "\n", - "pd_df = pd.DataFrame(pd.Series(energies_bremss), columns = ['energies'])\n", - "pd_df[\"angles\"] = angles\n", - "pd_df[\"check\"] = ang_check\n", - "pd_df[\"label\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", - "pd_df = pd_df.dropna()\n", + "pts_dbt = np.random.uniform( 0, x_max, size)\n", + "check = np.random.uniform( [func(3) for func in func_pts_dbt], [func(0.16) for func in func_pts_dbt], size) \n", + "accepted = pts_dbt[check < [func(i) for i,func in zip(pts_dbt,func_pts_dbt)]]\n", + "\n", + "sns.histplot(accepted) #Graph of point distribution (ok)\n", + "plt.show()\n", "\n", - "pd_df = pd_df.iloc[:N]\n", + "angles = np.random.uniform( 0, np.pi, len(accepted))\n", + "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", "\n", - "events = mc_df_sampling(pd_df, m_e, m_muon)\n", + "pd_df = pd.DataFrame(pd.Series(s_bremss(accepted, E_0)), columns = ['energies'])\n", + "pd_df[\"angles\"] = angles\n", + "pd_df[\"emission_pt\"] = accepted\n", + "pd_df[\"check\"] = ang_check\n", + "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "pd_df = pd_df.dropna()\n", "\n", - "events = events.T\n", - "df = pd.DataFrame(events, columns = [\n", + "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", + " columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -1468,12 +1381,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 65, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1543,13 +1456,6 @@ "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1568,7 +1474,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4, From c2f6ed75f8fe1acfa6096243d894cad72388bdde Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Sun, 21 Feb 2021 18:36:44 +0100 Subject: [PATCH 33/39] prima revisione --- Project.ipynb | 629 +++++++++++++++++++++++++++++++------------------- 1 file changed, 394 insertions(+), 235 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 7f31e02..2893ccf 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -122,14 +122,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 125, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -198,14 +198,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 126, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -278,14 +278,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 127, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -318,7 +318,7 @@ " color = '#B0A084',\n", " label = 'Samples'\n", " )\n", - " ax[1][i].set_title('Angular distribution')\n", + " ax[1][i].set_title('Angular distribution in the CoM')\n", " ax[1][i].set_ylim(0,3000)\n", " \n", "random_num = np.random.rand(N)\n", @@ -412,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -486,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 129, "metadata": { "scrolled": true }, @@ -509,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -544,48 +544,48 @@ " \n", " \n", " 0\n", - " 29173.151070\n", - " 16.363931\n", - " -4.133117\n", - " 18184.556570\n", - " -16.363931\n", - " 4.133117\n", + " 17387.690641\n", + " 8.305809\n", + " -3.633983\n", + " 29970.017000\n", + " -8.305809\n", + " 3.633983\n", " \n", " \n", " 1\n", - " 20167.840975\n", - " 3.858084\n", - " 25.600775\n", - " 27189.866665\n", - " -3.858084\n", - " -25.600775\n", + " 20272.537149\n", + " -8.196982\n", + " 24.874138\n", + " 27085.170492\n", + " 8.196982\n", + " -24.874138\n", " \n", " \n", " 2\n", - " 25010.366180\n", - " -26.755092\n", - " -13.498620\n", - " 22347.341460\n", - " 26.755092\n", - " 13.498620\n", + " 28533.114296\n", + " -0.346949\n", + " 20.680324\n", + " 18824.593345\n", + " 0.346949\n", + " -20.680324\n", " \n", " \n", " 3\n", - " 20155.387339\n", - " -2.656657\n", - " -25.716457\n", - " 27202.320301\n", - " 2.656657\n", - " 25.716457\n", + " 25321.187071\n", + " -29.516209\n", + " 2.625609\n", + " 22036.520569\n", + " 29.516209\n", + " -2.625609\n", " \n", " \n", " 4\n", - " 24463.311951\n", - " -29.448923\n", - " 7.469185\n", - " 22894.395689\n", - " 29.448923\n", - " -7.469185\n", + " 24885.237884\n", + " -0.996479\n", + " 30.065059\n", + " 22472.469756\n", + " 0.996479\n", + " -30.065059\n", " \n", " \n", " ...\n", @@ -598,48 +598,48 @@ " \n", " \n", " 999995\n", - " 27288.884953\n", - " -23.451856\n", - " -10.250781\n", - " 20068.822687\n", - " 23.451856\n", - " 10.250781\n", + " 21967.276751\n", + " -3.861301\n", + " -29.294693\n", + " 25390.430889\n", + " 3.861301\n", + " 29.294693\n", " \n", " \n", " 999996\n", - " 24094.578587\n", - " 2.174709\n", - " 30.460609\n", - " 23263.129053\n", - " -2.174709\n", - " -30.460609\n", + " 19944.063682\n", + " 16.584199\n", + " 18.980458\n", + " 27413.643959\n", + " -16.584199\n", + " -18.980458\n", " \n", " \n", " 999997\n", - " 25404.130063\n", - " 28.626001\n", - " -7.254290\n", - " 21953.577577\n", - " -28.626001\n", - " 7.254290\n", + " 26578.854458\n", + " 25.363975\n", + " -10.558752\n", + " 20778.853183\n", + " -25.363975\n", + " 10.558752\n", " \n", " \n", " 999998\n", - " 30025.006907\n", - " -3.330883\n", - " 7.490055\n", - " 17332.700733\n", - " 3.330883\n", - " -7.490055\n", + " 25508.542510\n", + " -15.495462\n", + " 24.979054\n", + " 21849.165130\n", + " 15.495462\n", + " -24.979054\n", " \n", " \n", " 999999\n", - " 29201.933605\n", - " 16.102448\n", - " -4.327682\n", - " 18155.774035\n", - " -16.102448\n", - " 4.327682\n", + " 28899.593934\n", + " -10.125746\n", + " 15.671164\n", + " 18458.113707\n", + " 10.125746\n", + " -15.671164\n", " \n", " \n", "\n", @@ -648,35 +648,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 29173.151070 16.363931 -4.133117 18184.556570 -16.363931 \n", - "1 20167.840975 3.858084 25.600775 27189.866665 -3.858084 \n", - "2 25010.366180 -26.755092 -13.498620 22347.341460 26.755092 \n", - "3 20155.387339 -2.656657 -25.716457 27202.320301 2.656657 \n", - "4 24463.311951 -29.448923 7.469185 22894.395689 29.448923 \n", + "0 17387.690641 8.305809 -3.633983 29970.017000 -8.305809 \n", + "1 20272.537149 -8.196982 24.874138 27085.170492 8.196982 \n", + "2 28533.114296 -0.346949 20.680324 18824.593345 0.346949 \n", + "3 25321.187071 -29.516209 2.625609 22036.520569 29.516209 \n", + "4 24885.237884 -0.996479 30.065059 22472.469756 0.996479 \n", "... ... ... ... ... ... \n", - "999995 27288.884953 -23.451856 -10.250781 20068.822687 23.451856 \n", - "999996 24094.578587 2.174709 30.460609 23263.129053 -2.174709 \n", - "999997 25404.130063 28.626001 -7.254290 21953.577577 -28.626001 \n", - "999998 30025.006907 -3.330883 7.490055 17332.700733 3.330883 \n", - "999999 29201.933605 16.102448 -4.327682 18155.774035 -16.102448 \n", + "999995 21967.276751 -3.861301 -29.294693 25390.430889 3.861301 \n", + "999996 19944.063682 16.584199 18.980458 27413.643959 -16.584199 \n", + "999997 26578.854458 25.363975 -10.558752 20778.853183 -25.363975 \n", + "999998 25508.542510 -15.495462 24.979054 21849.165130 15.495462 \n", + "999999 28899.593934 -10.125746 15.671164 18458.113707 10.125746 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 4.133117 \n", - "1 -25.600775 \n", - "2 13.498620 \n", - "3 25.716457 \n", - "4 -7.469185 \n", + "0 3.633983 \n", + "1 -24.874138 \n", + "2 -20.680324 \n", + "3 -2.625609 \n", + "4 -30.065059 \n", "... ... \n", - "999995 10.250781 \n", - "999996 -30.460609 \n", - "999997 7.254290 \n", - "999998 -7.490055 \n", - "999999 4.327682 \n", + "999995 29.294693 \n", + "999996 -18.980458 \n", + "999997 10.558752 \n", + "999998 -24.979054 \n", + "999999 -15.671164 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 8, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } @@ -687,12 +687,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 131, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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HlmXR1dWFlIIP1mxLKMGuAmpZVuKEhnwEXlcRzNRvvKcgLFy2LikMwG+ecUknFGUyDJqmyZIVm3wN7fnMIcnrx8CMiW5lWiQMRsnPI3h/5Ube/3BLThsH2cpJR7bn66sBJJd6p/a5dJ5cqffqi3KWqqAsWbE5oRRmywHT1/VVMTzpzcZTOmNxqhKZS+JH7+9dBVoIQfW89EpzLvJXb3a+pZR0dXURjUZz/k0+5eTS1umMK/k+j1encX+b7h65eC9k82gVQvQI6bGF6KFc9zaEJ9fnzzmXh5SUvzcvJ4+jgZj/8rlnpn4zVEJIlIHCg67pCeHMxX3hiRdG5mzl2V6se790ylc+pJaVyz1N02T9Ko9Xh0dBzPUebtneEJV8cx940XzKvBjCizdnSLayc6lPLBZzlBvhr7xc7MzmvTF4+CkrfX0Pbju7boHe+6UmZcvF/TlTfxdCUFt9lj27tnP65G4WvvMf2PX1GnZ9uZJvvljJ//yvr7N/1yZ2f7OOb75YwV/9p+f5YOF/4+zpgzkZ54bKxH0pkyl8YaBwFWDTNHl/5SYk0mMwcJQx11jhhNnZ8Wuz19N7YkOu5DIO3HsKIVi8YgMLlmXzuCBx/ZIVG9H09AZyVxnPZNDu9v7rfdiU17iSjlzmB13XfUNQvEYdv3Xdryz3WftrJ6yvc0aqZ5l/DovMZfl5ePS2Tm6Yaab8EH54FRJvH8o32a1i6JNOIe6N7NIXd3hH1u7+OzXx4EAaVF2EEFTMnU8kEskrLDTX+qUq8enmgHTP3n19zlXLiaRNn9Q2kTLJWOSsv/4VSPf+s8npme6Z773yuZ+fx1F/9TW/+2Rq50y44UB+c3hvQkgGYjwpA0WOmKbNhrXvJga9aZqsW/WHHhmFhZSsX/0HIpHIgCsx6cIJUien1I7jVex6kzDStgVRT4hKb+4FnoFFz4GV+rffpOsVPv0GRrrfWKZH4E2TVDHVpTsfgcrdodywKn0YSrbBnG6R6Y9JoLcGGG/dvG2QVtiP52UB0EjvrZJL2amKUmdnG+1tjTTUnufzHUv5YOFf8v/9P7/l2y9W8I//40/5cMlfUVV+nI72ZkaNnsCkadcw44pbmHnl7cy88nYuv/oOZl5xK9fe8FPOnT7AnH/8c8rPHkypV0oISNyot31z310XFZlJDc+5GEYhKQXLVm9Jq7j77aBny+2QqhgPFLqu5TX/ZssJ4fWqcxVbKUXCSwGI5+LY0MPTIx+PEic3xEaWrNyIacWw7J5GzHS/dcvLt33dd5Qq2CXnjBIsXbWZZau3JNYny+4Z152Lt4/j4dFtyBIiext559hUY0CmPpcp10Yu/SMXLxi3vXpjcPcaH1M9eRRDi74qrv2ZKyLfuuQiUwyUgcKvnFRv6dQ5pzd18f7OmzQ33/CKXPM65NumQkqq5y9MWw+3f3SHhySHLOYrow7W5lE+5ebShvnmN8tmTMhkwMg0RnVNu2jhKukIDEqpQ5TuFyj8hQ4JpmWiaxCNRKirPsPf/OVbSGljRiMYgRCBQJBAMMyZE7u5ctZtlJ89wo5NEsu2OX96Pzs2zUPToOLCUYxAmMLCYlqa6xk9ZnyiGNsWTmG47kwy6Tu3jtmEhJjpCE+GYfRrO7n01QvEDXXJZdURQrBx9Ts8/OSv04Z3pP5t2zab173H48/8Nre6rP4Djz/z28RvN6x5lwceepVPty/h8Wd+i2EYCa+Tx5/5Y9/7OIKszaa17xEMJA+vTIKdW3/3XXnrM1DvL7VuIqWvpdbNxQ0FeuixN3Oum5CSTeve45Enfk1TQxUNdRf4/KMPOHVsFw11FxC2iWlGqastp7riKFJKGuoqASg/ux8hJQ11FWiaRmdHK9989kHi3iePfsOIUePQNJ2JU67ix/c8xcTJl7Pr2x088sTbbN+0EMu2CBgGtpAIYRMMBDB0gwcfe4Ouznbe/Yc/p+L8YQ7t+zTrs6jEbRcXV6l5/cXHk/qbV8jLRRjLRTjIrLj3LvRECDutlxiQ9/juFuiSsSyTaDRKOBxOK1SkS4LovXcqyW3ilO3WOZex4Cr3sVgssfueev9sLZrumXuDtx84niTdoTVLP9yMbhjxd9bT6OM3Ty9dtYVXn3ssY5n5hIW6c/GSFRt5JX7fTL9PXVeyGZ8ykZuBwjGCZMrD4hqS/dYU98h011vJCOQmhvZ2vCh6hxteoaFBDjlpMvUbxxjZ+1AfIQTV8xcmFP1M11uWhWmaBIPBrHXuL9y+rut6Tvl73HCTiW+9kbY/u+1iGEbavt/DIC4EupbZ6yDpb+HoOq5N3g1lSDWgZBtz7u9Sr3PzJHjr7vYFw+gOn6yct5CCYO7qqF95bn+d8uu3Ep9lk7n9+mQmWdivHqZpUrdwMRPfeiP9dTnMXZnGgbd/+ZHJ0ODmGpn89psZ17Qev4uHqxi6zrQ//nXS+3OfJVu9+sqAGSg0TZsDPAHUSilviH82BlgGzATOAi9IKZs0Z0T/LfAY0Am8JaXcHf/Nm8B/jN/2v0op5w9UnaWU7NiykIJwQcbrYqbJ3/7Vb2hrqaWwaASzrruL8gsnsMwotmXS2dGCaUaorz2HEDbnzx50JngJleXHnDPiPULaob0fUVBQTNmEaZSVTaWurpJQuJBD+76gvbWBQDBMwCjO61ls0W3kyHid7T+xeCco18iRdZKKG3YguxDhdnJd07Gxkybj9GhsWvsejz71mxyey85rl8e2bYSdLASnS/KYboB7JxgpSezsuZ+7oQ5P/DK7wcSvnL7iXbjdRdS2nbwdXqODFrecupOZEMLnvWhs3TAvp2fp6myjqaGKpsZKdn21Gtty3NCPHfoS3QgQ6WojFC7ECASQ8YVB0zTQdDQNAsEwAIVFI5h+2fXU1Zznhlt+zpmTBwkXFPP4M39CQWExW9bPQ0jBzbf/IlG2n3ElNX4xFC7kill3Eo20s3nNP3HdLQ/k27RDmuE2F/vtivuNBSkFi1ds5NXnHus3pSWdMcEtb/nabQSDoZzuk4tC7XohBYNBp2zcE5Js8JwI5c5lruC0bNVmjEC3AC6lpCticvpcBVs/3skdt1xLRXUDX+zcz7nyatA0Pv9mH9W1TRw8epqWtg5KS4oSv8+lrkLYaLp/O8diMWzRfY9oNEpdQxOdXRHqGpqJxkwiUSdMZtmqrQjhrCuhUPa2dMoWLP1wC1KKHn3DDaEx6LlblPp8XuHTtpOTgQohiERNOiPtdHR0EYnGQNMoCIXZe/AE0aiZdK98jDRC2NQ3NlNb10RNXTO6oTNyRGlaD7mlH24Gzfk71SiW+h4cL5cNvPbC41nr0Rcl37u++a2BqWFArpHF20+9dc4WZuRXtjJOXHyc9TI3hTcb+fY/rxJp6HpGF/tuOcsxZngV1f7ET+l1vRCm/dHbaZ/N+ztN03qVeNSvvTMZf3qLkJKa+YuY9se/TnyWbWff6/lgWvEkjDluYvaHt41td3uqJDygpfNeJr/tbzzwe5emaVI5Zz4T3nytx/0t2/Kta1/rn+ohbJpmkiHf7V/pniMbhq5jmiY1CxYz7Y/eBhwd0dD9TwFLjNM0CXK9+mH5e/My9vu+MJAeFPOAvwcWeD77d8AOKeXvNE37d/G//0/gUeCq+H93Af8E3BUXov8TcAeOtv29pmlrpZRNA1Vp17rvdm73JXgFhPKzB2lrqWX65bcweerVPPLkr9myfh6W7Sh1rtDz0GNv8tn293nwsTeJxWJs3Tif2Y86HWzD2neIRToxY13MmHktrc01NDZUcu7MQZqbapFScObE94kyNU0nFCogFC6iva2O5qY6Thz5jkhXe693lvwEORchJRvWvMPjT/t7CiTu4UlK5udq621HyM2CmOkar9dGLs+dzgCTL0m7jHkuBq6QKaRASnzr47cQWWa3BduyLAI57DS5BgfoaXV1EpLOSftOvW0rhGDHpgU89MTbic9SXdnc+6Z+btsWRw5+zekTu2hurCYaaQcgXFhC2bjp3PHjRzl/7hiPPfMnfPHRSu6d/TKfbF3MLx59g+2bFvDks38CwOoV/4yhazz29B9h2zZbN8zjvtmv8PHWxfzkZ7+kqakJkARDjkHRTZ6UuuC4fVTX/d0sHYOIzhWzfsS+XZuprT6TsY0Hy5WwD8xjGM7FuTBQlnvHi01gpCjk2XaNM5Hc37p3j97/cAuvPf9Y/BqRSMLp3YizbJuWxhaWrdrKbTdfy9nyWjq7YvzF38ynuraRmrpGpJR88tUBAL787hAAew+eTtxj9/4TAOzafxIAw9A5eqKcKy+fynVXz+Saq2b41teLa3jxzl+2LThy/CyHj5/jL/92ISfOXCAWs9j66R4Atn7qrGPb4n8bhiP0fLP7OKFQkPb2DnTDySFh6DoXKhsIBgNUVtXS0NyOrmlEojHOnK/EshwPtd0HTtPU3Mpn3xzAFjbhUICiokJKN33GkWOnePqRnzN2zChCoQCBgEFXV5TOrghnzlWwZtOn3HjdVTS3trP30Gk6uyJ8/f0RGhtb44b9nuw7fMppz0NnuO7qmdx8/VXcdvMsAkbmnauDR0+z/8hpqmsbWbv1mx7X7D5wkpuuvYKW1hbaOzoZOaLUbf20joXu2tDa1kE45KwJqUfceg0x7rvqS2hGLrh5WbzGFe8a0W0YshLeNF6jVjqG4Xx7SZGqyORrZHA3uXLZMMtGzLIw4snNM2GkrP/gn+Qw3a61d1PJlSm8XlOpO/WpZULPfus1nPi1XX/283RJHV1vQ+8mVToyKd1u2zj19c/tY1kWsqOT9k8/R5RXIFtbiR05SlNbO2ZFBXLkSKJ19RijRyX93u/f6XBD4bpDsbvzMlXMnQ9S+uaDcA06QsrEu3Q9AmzbxvAxnCY8P3KcPvOZb90+NfHN1xFCULNwCcUF4aRrepPQNJVc7uFuZLrd0BYisZHiPVigZv5Cxr3+6oAe+ztgBgop5Weaps1M+fhp4L74v+cDn+AIxU8DC6QzMr/RNG2UpmmT4tduk1I2Amiatg14BHh/oOothMC0TLZumAca7NiykEef7N6x72hvoqbyBOMmXs64iZflfRybEM5pIRo6BYUlFJeM4s6fPklhYSGhUAjbtln34R+IRju57Y4H+Hj7B8SiHQgrRjTWRTTSwYmj39HR3szZU3sB+OaL1QQDYYKhAuqqTzFiZBlVVecIBgs4f/YwU6fPQtc97lWpGXAtk7qac9TVnKPywlG+/GQ5VeXH0A2DIwe/YsTI8Ywpm+Trnusq37kKPT2U2R4hLLklbnTzSHgn+lgsRiyH85+97ZBLmEqqkcNrlHEtym6yR79wnHTlZy037j62beN8Zj/2ZtJ30WgUTdMoKOjp7eOtX6pBItXAk86wBI44kbowb1j9Bx6JjwczLniYsQirlv8dkydN59yZg5w5tQ8pBLpuUDpqPBOnXMWIURMoLColYBjcdtejNDXVU1hYkqiHcOMP4y6HGQ1Zwg3BEj12QKV0DBkPPf5W5sYFTNsJxfnFI68DUFBYyszLb6Kq4iRSiKRywEh4X0ipJxlShjrDbS7uOY585iz3Gs/79xo483LTtG1a29o5fb6aqpoGWto6sSxnfAYMg1Eji7FsSXVtE2PGlGIYuS2bzS3tVFTXUV3XjJQan361h117DvHAz++kuKiQwoIwuq7R0Rnh5Olyauub6YzEiJk2XV0RolGTg0fP0dTSRktrR+JZPv/2YKJumqYzY+oEigqDFBaEuPcnt7H7wFEeuOcOvvh2L089fC8bt32ObgR4fPY9rFy3nTtvuZ7tn39LW3sXuqGz/dNdbNrxDYauM3JEMUJCfUMzXV0R1mz6tPvEJrpPtqpvbGbvwRN8v/8EtfXNbNi+E03TmDltIuPHjqSkuJCf3HETew4c5dYbZ/HtnsPccO2VmKbF3oPHsSyTKZMmcOZ8JQUFIYSQCCExLYtTZ8sZUVpCU0s7R46fRUhJMBAgEo1h6DqhYIApE8vQNfc30BWJ0dTczqLlmwH4Pm6MSWX7Z46R5Nu9xwEIh4IUFoaYNXMqP779es6er6C4qJBw0CAQ1AkGAgihcfP1V7F26+eUFpfw3d6jfPr13sTzBgI63+09Em+T45RX1PDtnqPUNjSzduvX6LpG2egRPPXw3SHq4c8AACAASURBVJw6e4FAQMeyBJGoRWFhId98f4jOrgi7D/w1l02fzJWXTaWisgYjoLP5o520d3Sy+8BxTp+vpq6hmZq6RoSQbPt0NwAjR5RQEA6gGwGuvGwKlmUnwlVeevYRj7JlJz7zGwP9tW4KYSepoq7h4oPV23jhmdk4+T22oGeQndz6SCmJRCKsWLuDF56ZjaZpSQa+4cRw82TrL1wX/mCOmp23L+aqpOaqCOZ6GoOfzOmtU2pOCa9y7P1dxZx5jHvtFd/fpYYpuEqqe7332Xrb51Of191Fn/qbt+JjKfl6KSUiEkXGFVS7ucW5h0YiB5eMxRAdHUjTRLS0ItrasCMx2j/5DFFbi1legblnL7K1DUsImrbtAF1DLx2BiEbpunABLBsTKP/sC4xxZchwAWLsGDoPHaZo1tUQCHjW8PThm27f8nPE8oaXJNrDtj0yXfd13vtVzJ2fZAQzOzqxWtuxa2vjnu/JoSpeg0dq3arnLWDKb97u8Z333bubkN451fAYnHv81u2HGWTlVG8d93dJxiQhMK2eepTbBqFAIOFN6ua5mPjWGwlDykAaJlwudg6KCVLKqvi/q4EJ8X9PAS54riuPf5bu8x5omvZb4LcA06dP73NFNV1HSpEQzlwBub7mDLpuMGX69Tndx09JdcMa/K+3MS0LIxBk0tSrGD12MlLahIIhbCEByYOPvM7m9e8R6WwlFulg0tQrOHroG2LRLiounKCq4iTtbc7G5jt/txtd1xk3YQaTplxByYixXDh7iPUf/gONDVWcO32QnZ8vd1yK45w7vTfx79PHdyX+XVI6GjSdULiYcEERoVAhoXARa1f8PY//8k+B7LFSbt6JBx56NUOb2QmLXa7x5dnws07bQmRME+u3g+go0d1Z/d1JwDU8Pfjw6z1+n2nX1W8RTJ1wvFZLKWViR+LjLYt46rl/kfZ+kDlPiG3bxKIROjtbOX7kWyrLj7F57e+JRtqJxaLUVJ6hoe4cgUCIcLiAQDBEVflJ1q3s4sSRXZixCCcOfU5Lcy0Axw5qTJx8OVOmzeK+2a9x5PAuDCOApmlp36GQkq2b5hOKx4u6C4hreHGttyJuMMhJYCF5Yk9d5IRw3cSd2NqtG+YRCAbQdYObbvsFZ0/t4/zZQxnL0C7C5DzADNhcPBD47dxnvl6wYOk6Xnr24Ywut8dPXWDH57v4cuc+YqZFaUkhkyaMpjAcQtM0ojGL5tYONn30TdyrAkaPLKFszAj2HjxBW3sndQ1NdEViVNbU88GaHZw6W8Gxk+dZv+3bpPL2HHA8F77de6xHXXZ8vjvp72AwQDgUQAK33nA1o0aWMGpkKUeOnebxh+7hky92EgqFeOPFJ5FSsmj5OqSEO265hvLKai6bPol9h44xcfxYiosK0I0gE8ePZdSIYq6bNZNjp06jaTovP/sosZjJ0ZPnOHLiHJ9/s491W79ESth94H8QDgcpCIeobWjh7PlKuiJRPt95mPaOLsBR8CeMG824sSMYVzaSV3/1GMtWbUYC9919Kw2NjfzsxzdT19DAE7N/iqZpmLEItrB47snZrN74CZZtomndgpSuG7z87CMs/XAzL/7y4UTI2cp1HyXCOZ5/ajbL12x1Yq7ja3UwWMDTj97H/KVrufG6q+mKRInFTCKRGAePniAQCBAMGBSEQ/zy8fsZM2oEqzd+nKhLKBRi6Yeb0HQD2zKdnWPDIBQKcO3VMzl49AS6bvCnb/4b5i3dyMQJ49h36AQnz5TzP/9pKQCffr0v0S5TJozl2Sfu5+Tp82iaZPa9d9LS2pxQCgKBIK+/8AS2bfMP731A2dgxHDp2hk+/3pMIJ9l/+CyaBsFAgGAwxLQpEwiHnGe445br6IrEqKqp58CRU6za+FlCkTlxuhJwPDiuvfoyDN1R7P1DpSStbR1cqKjmfEUdazd/gZCSrkiUk6cvUFDwJaNGljJu7ChGj4qHpfgoBFJKauubqK1vob0zwtLV2zl4+DSWsImZgvPl1Xy96yCdXREKC/3DaFPXQDdxbSAQTHgbvfnSkz3in4eJwWIew9STLV2OgVzJRZlxd8NT36eriHWHDSTXQQhB9YJFTHn7zdRb9iA1x4I7HizLIlbfgKyuJnrmLJEzZzErqzDPnUNKSf3J04SnTiFWVUXX/gPIHE5LyvW5/Qwf3vaueG8u415/NdEurryZ+j6klMhoFNHeht3RSfu2HdinTtOxYRORUIjo8RNoW7fDmbM0f7CCtp3fQTRK0+kzmKdPIyNRiEQ4/8EKp02As2vW+da5YtUaAOpWr0181vTxJ84zjx0D4QK4YhzaiBGI0hL0EaVM/9PfUjF3PmbMxO7qItDZidHWTnBEKV3f70GUl1O7bz8YBgSDBCaMRy8uxqyp5dze/WDbCNvGamgAKanZt5/gtGmImlrkmNHIPpwE5PUK0gG7ppamd+YQ+X4PVmUlSEl0w0bQNKJlY2kdN46SB7tDgf1k01gslpRfz0+XcKlZsDjraSWpRodM+oXXyydb3hI/MoWx9PBIiY/PUCjU72Eeg5YkU0opNU3rN589KeUfgD8A3HHHHQPiC2hbJk315Ywum4oe30VzX46QIr5YakjZHeYR8+RwSLgj9SKru+tp4N43GAwTHDkORo7jZw+8TMx0dk0ChsHDT7zNhjXvEulq49rr76S2+gwV549z5uQ+WlsbkEJQVX6cMWWTCReUcNNtv6CurpLZj77B7u92cN/sl9m+eSEakltuv5+GugpaW+poba7l5LE9dLQ10Fh3Aa/L3v7dWwiFCqmpPEFbWzM33XovRUWlaLpBdcVJPt3+PpGuNtrbmjl1fC9nT3yPEDadna0Eg4V8VVTMNTf8mMlTr0wotFvXz+UJzy61LUQuuZp8iUQiSfkrkrw4UowEruAjpGT7pgVxzxaL2uoqqivPUnnhKH/4u/+FsWWTuHDuKCNHlSFsm9aWBtoaK2huriccLiJUUMyKxf+dp57/V4CeeIf5GC3AOaZz84a5PPXLP0HTNDaseRfLtigMhX3v4Uc02kVl+Wlqqs6wZf271NWco6bqDC1NdUgp+P7r9QBUnj9MSelojECIWKyT5sYaWlvqCIeLsKwYkUgHdbWOnhoIhJh+xY3c8ZPHKb9wkief/ZeMHDWWHZsXcOWs2zl2dE+PerhjwIwfTWgLkbSrIKVk26b5SV4fTmjK3CQjU6YJVqQxZKTbUfcaG2Zd9xN0I8DBfZ9SUDSqx7WXIv09F/e3sTjVsJj8nZVk0PKSLjFWZ1eEjdu/5qMv97B685cUhEPcfddNWGaU0pKCpF2lQCCIoRs89ei9vLNgJXWNbTQ0tXLybCV//XsnUeuOL7r7uaZpTJlYxrixI7nv7tuYOnk8n331HYFAkKceuZcNW7/k7rtuJmpadHVF6ejsZP/hk9z309v46ts9hEJBCgvDIAW2LSgoKOKVXz2S6M9NTc1cNn0SX4eC2MJmycrNvPjM7Hjf7l37hkJBrp91GTdddyU6kvvvuZ35yzbQ0NRGNGoSiZnsOXAcTdMIh4PcfvMspk+ZwDVXzuCrb3eDpsW9mXxcaVMMg8vXbPNVbv2QUtLR0cGqjR/z4jMPx+9hJwmDQogkg3hJcSGjRpRwx82zCMR34d7/cBOXTZ+QMIIIYTNqRDEr12/PO9zBFQzHjB7BM4/+jPb2Fi6bPp7OrhhIjYfuv4tRI0vY9sk3SGFz9MRJJ2eJz7sRwk7k+hk9soRnHv0Zv3zs54DGouXriZkWoWCQV371CCvX7+DV5x7Htm0WfuAoDU3NzTz/1IPOiWJbv+CpR+7l6IlzrN70KUJKTp+r5Hd/twhwDCbFxQWEggGq61owDIO29k7Ol1ez9dPv6eyKJOq17/AZdF2nIBwiEo1x8mxlUr11XaOosIBgwODoyXLQoKGxhfrGFtZs+Spx3YkzlQQMA8PQ+eSrPUQiMQ4fP5eoz7ixI5g0YSzjxo7I6DXnfUfeUBbTNFm2aluP5LlDleHmyQburrnj1p5tN9+r5GXD9Tz15qARQlCzYDGT334jkRgymyIlpUSaJrptY1VX09XRSaSmFuv4CRrfm4dZX491+CgyEqHuk88QnV1UfvEVor2DtrUbCIwe5RhA6xuQnZ2J+2rFxQQmT4SwI2OJ1lbaPzqB7Oyk5ntnvj/37XeEr7qKWG0tbSNKMc+cpXnDJohGsVtasRsa6Np/gKovvsKqb6Dxs8+Rtk19NEr4huuJdXTmZPRxFUIhBFXzFjA+bqwAsJub6dz5HdbO76jcth3R0pr4XdPO7wBo2d294Rj9zgm3a9mz1/E+DIUQUqIFg2ilpRAOU3zXnbTv3U8gEGDkT+5yNpdcmdgWdO3eQ+GtN9O263uK7rid2OEj2EYAvbiICb/9I/SCMDULFjsh7zjzbcD7jJoGBQVoxUUEJk+i7PVXqVmwGLo6KbzuOlrXrINoFCsaJVRaimboaIWFEA8NtCJRNF1DC4fp2rUb2dyMBOq+/Q5t9GhaysooueP2jN6T3jVESun0naPH6fz2O6Jf7wTLwgwGKbjxBgp/fjddJ09RdMftNG/djl5XR+M//DMtS5ahTZ+G6OrK+P5cvHkbYqaJFY1iV1YROX4Ce89e7GiM6mPHEdEodn09kUCA6voGjLIyAhMnYLe2UjVvAZPiiVVN26Zy3kKm/eattGMzW//KZnh0k64OFhfbQFGjadokKWVVfLKtjX9eAUzzXDc1/lkF3ZO3+/knF6GevjTWlyOETdmEGT2+c3Z5bXS958kN3uzlOzYvRE/j6pbLhJxO+UpF03TCBSVcd+M93HL7A4lOGIlE2LZxHo8+9Udomsaalb8nZpmUjZ/O+IkzCQRCBINhAoEQAcNgyrRZ7Nv7BY89+RtCoRBb1s0lZllIadPV2U4s2oFtRpk05XKOHvqars5WGmrPs33jnKT6nDj6LYFAkOLS0diWRXHJKIxAgEhXBx3tjXyybQGfbFvAmLIpXHfTPVx1zY97xLGma7NUd27v30II6usqqK44TVXFcTau/kfOnjpIQ/15aqrPEQyE2LTGJBQupPz8Eb79ah2GEWL3d1uJdHUSjbQTibTzzefLkxKbGkYAy4yAlASDYRpbq9F0nYb6SpqbarCt7mRC+77fwoiRZYBOuLCYuf90nJ/87BnGjJvMlCmXE0hJupeYbDxSbdLRsJrueOGI7nwLrpBumlE6O5o5tO9zqitPc+zQlxw//CWN9RUJL4YzJ7+nbNxUJk+dxfU330ddzTnuvu85du/6mIcf/w0fb1/CA7Nf5bMdS7n/oVf5eOtiHn7CSYKzY/MCHnr8bVYt/yds2+SRJ35NMBhk8/q5FBaVkg3XYyJg9NwFcfu13/vWNB0puxeU7ZsWoGXYOfMaMjK5CKYSDIUpHVFGxfmjXHb1j3Iaa8OUAZuLL4axuLss5zjIV5/rVlLceTRmxjhfXk1TSzv1jS1U1zZw7OQ5TpwuB2DkiGJuuu5y/vzPXoX4fbwyjav8GrqBoWuMHlXCmNEjMIwZmKbJbTdfx6btX3HHLddRVFjI7n2HefPlJwgYOstWb2b2vXdiGAZ7DxxC03Q++XIXJcVhZkwdT0FBAYFAgFgsRlNzK7feeDVHjp9ASjdcrPtIymRvoJQjo/3iaz1xuO61lhWjq6sryWDgZyyVUrBx++eMLxvJxPGjCQSCaBA3wDvH/L30y0cSCoTr1ZXOcJxqTNR1Hcs2PfHL6U8akVKwYt32pNw77jvxwzVWudctXbWF5596MD4/9hzH7uf5GHbcRKnhcGH8HhqGpjNmVCkBI8g1V81MeNdJvAp1d92Sn1WwbJVzlKkQzvO++MzDhENBAgGDQCCYdv1z5/0V67YTCoUpCIe47uoZHDs5nRefeYjFKzZy7dVXsH7L53R0RemMxOjojHKhshYpobSkiKKiMDdeeyWTJ45jzKgSvtt7gOLCIl573kk8u2zVVp58+Oe0dXRS19BMZVUdn32zh86uKLYtEnl9rr5iOqNHNnL3j27i8LETlJQU8dZLT7Fi7XZiZpRnH/8FH274mB/ddgMr139MY3Mb1XXNlFc1EAwYSAI8MftuRo4oTnE3dvqCpvUMoXTbYJgzbDzZhBCUvzuH8W+8RjAYTOvxCclx/ok1WPPOM90ymtcFPXGaRFcXnSdOEjt1Guv73TSeO4958hQyFiVmCyq2bHPCEKJR2pYsA6BqzfqkOrQePAyhkKMMjygldPVVRE+fJnzZ5UTPnEEKgTF1KrHz5yl+4F5CU6cSnj6Nuq++ZsxbbxAIBKhesAgpJKNeeRFd12lZsIjim2+meeUqAiXFRA4cwG5ooPnQYQAa4gYAdB1jzBinjJkzsDWd4LQpxI4ep2PLNtrXbQCg+vARiu+8g/CN12NMn5ZU/275xfOhaVH5V/+dognjiezdj3kqnmMoHKboJz8m2tSEPqIEioope+FX1K1ey9jnnsXQdJpWrKT4icdpWbuO8W++Qe2y5YBkzMsv0rJsOUI681vpr35JZ2cXAcOg8NGHsW07EX5u2zZmRwclTz9Je0uL831HB8IW6JqGXpD7plkqsqCA5uPHCd94A7aUGJrG6JdfoOn9DxjnSVhZs2CxY2R+5SWCwSCVf3gPUVOLXVuLXt9A/T/+nnqAwkK08WWIomJa16wjWFKC3dVFtL0Dc99+GqprMQ8fRra0UrX8QwCM0aPRp03FmDyJ8f/2X6MXFDjPvGQphQ8+QFNFJYGAwdgf3UnL0g+I7N1P1R//C/SZM4m2tcU9faWvUm+aJrXzF1J69dWIb3dRt3Gz47UCEAxAuACjqBAZCDjeIpZNZM8+7MbGbk+MggLq6xsouedupNWdsFNI6ZvY08WKxej4eifRb7/jwmdfYNc3gG1DOEzd+fMU3XkHdmdXTjporp7M/cHFNlCsBd4Efhf//xrP5/9K07SlOO5sLXHBeQvwF5qmjY5f9xDw7y9mhb0CVnNjFaFQIcUlY/L6/Y4tC/lF3PVf8+RxcJQumXTWbC4W40zXZOs8jntQ9y6ERCa5jPmVpXuudwVcxwASD/UIhrj/4TcwbclDj73J5vXzQNrcP/tFujo7+OzjleiGQWG4kCee/RPWr3qH+2a/jGEYbNkwH8syEXaMiZNm8PVnK/nyk+V88dEyCotGcP70AR54+DWmzbyu+xk99ZBS0t7WzOb173H9TfdQV3OWT7YtYc+uHYSCQaorz/Dlx92bC7WVJxFSYllROtpbELZFU0MFsZizg3T2VPduqG4ECIeLKCoaye0/epTxE2dw4theguFCQqECHn78LbZsmM+Dj7zG9s2LEMLmvgdf5rOPlmHbFh3tzQgzwtQZV1NXc4EzJ/fRVF9BnXWGc6f3Jdpx1OjxjB47mTFjJzFuwnQKi0rZv/dzdN3g8IEvqK89h23b7P7WSZ5XXXEC04ohhcWa5X9LZ0cr584cAiStzXUA7Nu1xclAX1DMzCtu4sZb7mXs+OkcO/I9zzz/rwmFwk7mfdvm84+WMuOyGzi4/xvHhTBlJ9RKCbvw9o/N6+cw+9Fk18pYLFlR8Cbp1HW9V8fTpoZpDGSIRXHpGCovHGH65bcOWBlDgCE/F7vGXW+4F3Tne3FxExvvP3ySnd8f4nxFDXUNLbS0trNhe3eYRTAYYOqkcVx71XR+89pTfP7V92i6QWFBmK4cd0GAuCFa44oZk5kycSz333M7hmFw+uy5jEkTdV1H2BYr1m3nlV91H0uZ67zvKueZPEryQUrJkpUbee7JB5N2Mh0vwD7fPl6Gv5HBtgUr1u0gGD9azl0TvTvk3uud/6fPl+OWtWTlxpyO2+z5W88OVIbrhBDxkDt/g0O6TPdSSpav3Y6uOy7aqV4BbrLI1Drn0jfSPWcwEODm66/k+MnTiVAYTdN4/qnZiff9/spNvPyrRzEMg66uLo4cP4GmwdJVW3jh6dnxsBAoGzOSiePHMuuKadQ3NsTLNXjh6dkJBXXZqq3cd/etVNVUJXmrCCET73rG1InMnDaBmdMmEItFqW9so6q2mS0f7+TjL3bzwtMP8MgDPwb8Pafc9vCGPV4qDHVPtvg9Of/uXKa8/Ub85CG/E76y43oDTHn7TbSmZjpPnabr9Bli33xLxdc7MSsqwTVEBoNOTqBgAIoK0QyDguuuJVBYSOTYcQpvvYW2/fsZdf99FE6aiCwtpWHrNsb95m2q5i8CKdF1jZEvv0jj+8sY++br1C1agmVZlL74PG3LP2T0G68mTqrT9uz1lYc1TUOEQgRvuQnjyBHGvfk6hmFQPXchIx9/hIb3lzLx1VcIlBQjg0E0w6B63kJKnvslTUs/oPSlF2hZtoKxLz5P5PhxWpcsQ5OC5mXL4X3HyEJBmOpd32O1ttF8+gyxigoMILrre6yqakRbGwBtgQDhWVcz8rVXaLxwgfDYMYx9+01qFixG10BI0MaORYbCUFIChoEsKKBmwyYKwmH0gnDCG8zFjntKuAalmCWTPJu656KUk4dc2Uzr3iDIZ1PIvT7VmzYVdw0E6ZwysnAJk996HS0chimT0adMJhQIMPGJx4js3Uf9ig8R1bXY0SiNR44m30zXiTa3AGBMn0rpww8RvvoqwldcTsW8hY4c7JF3vc+uaRqFN91I6PrrqPnrv0NrbCS6dz9Vb/4G4/LL0adNRY4a2f187e20795D68efYn29kyZrLYRChO/9GQU33QgzptPx6WdoukHZqy9xYe4C9CsvpzBcwIS3XseKRomWV1A/Zx7UNRDdvZeuTz93QmHGj6dtxnSkaWKkbnRGIrRt20Fk53dEd35L1LYhGCR05+0YP/kx7YcOo0UiWJVVNP7TH0DXqYtGKXnhuYzvKjXfhtczBPr3GOiBPGb0fZwdtzJN08px4uZ+B3ygadpvgHPAC/HLN+IkAzqJkxDobQApZaOmaf8F+C5+3X92XdsuFq6BIRAI0tHeSElpWVJyGT8Bwh1EmXaEvffftnE+RsBg9qNvJgZrup1htz7BYCinuMt0FjEhBJvWzSFVEk1yn5UyntAzczmpbeAcEWlQVDyScEEJ4YKihKXcL/4PIBgq4LYfPUJrSyM/vucpli/+K5oayim/cIQF7/xfABhGkEAgyIkjX9PaUs++XZvp6mpH2M7A2L9rCwAnj+4kGCpk2oxrGD/pMkpKRnHP/S+wf+8XPP7Mb/l4y2J+/uBLbN+8kIBh8NDjb7Fx7btoUvLzXzxHpKuTnV9uwJYaIDCMAPc99DqhUIiqqgvYdrcxSabJTB0IBCkuGU04FOT+h15LnOJiWRZIm5tvu5fG+kpampzTW+pqL3Bg7ydEIx1J9zl+6IvEv08d25lSikZTQwUFBSVIYXP51bcyavREKstPcf9DrzBm7GQ+3r4MTcMxIJkm58+dALS8BDu3j85+7E3fRdvN4eC93k/BGEjyXRQzUVw6BqSko73R10NnuDFc52IhBIuXb+TpR3+eSLS3bNU2Xnr2IceoazuJvKLRGP/3/zuHU2crMAydqy6fxh23XENlVQ0/+/GtTJowlimTxlNSXOjsOK/dwZSJ4+JldM+PqUpyJrpj49MvoekUy55KqEjkbXDrkdrVnPj7TWiaxvK129LOO8793MRd2Xc60p3E012uux713iCYfBxf945g6qk6zvfOO/hgzTY0/OqSvaxcQ8FSy122egve410zIaXggzVb46d2eT9PX6bf8+Zajp/Ql+tRtumwbRvLNn13wTUNlq3eAkiWrd7Ci8887Dl5xnkP2fqEtz+5z+51Q9Z1nXFjRzJpwlge+NldzF+2mQUfbKaxuY3Xn3+kR4gQOO2x6IMNvPDMbJZ+uLmH9+EwZNh5smmaRs38RUz+tbMx4XWVj8ViCe+K1PXY6uigY+e3yMoqoufOY+/ey7k168GbO6CwkPCNN1B4z0/pPHfeUbo3bMKUglAwmFBiR8UNCmLJMka8+BydkS6KH3yAwsJCx4MpHE5savjJr7YQWLagZtH7FMaNdaljyU8Z820PXcMYNRKttBRt9CgwDIRtg207bvgLFlPgGmKlpGrJ+wghCV0zi7I3XsWIxoidOEHX6TO0ffQJ+uhR0NKCXV8PkSjSMNCLiym8+ydEKirRR49k3L/6MwiFHK+OuQu6vVCEwI4bZPyeWdd6hje4Xhq2EEjPnOKXxLNm4RIKQj2PDfYrS8Rz5gkh3bySORFzFd2UtdXNNeL8u+fpHC76+HEUPfQg2oVyDNe7LxZj8gvPoYfCdJgmDStXITUIxE+OCv/ifuoXL2XyFZcntUtic01Kqhct6aEv6WVjGfe//huq/sffYB85in34CPbhI5jBALHPvsRuauLU0uXOtaWlGNOnMvKN12jau4+SV16ibslSzGPHKQ6HEmUaupZ0UqAWCKBPnoScMQPjsssY/+pLiGPHqXtvHqKigua//jvQNPQRpVQfOQJCYNXWYVXXEAUC48owLptJ6Ssv0X7wIKPfeI3K+YvgumuRwNjXX4HKKhr+9u9p3bqdth0fo994PfplM8kWj+mEaduJ0Kz+ZiBP8Xg5zVe/8LlWAv8yzX3mAHP8vrtY6LpOLNqFGYtQXDo68bkrTG3ftKBPByi5ruqbN8xF2G4SFCNJAfYqedkE6NTFwZtMKum5UlzunON6kgV2v8nd2UXynMseN2SkHsmXahwRUrJ+9TsIIdi+aQEPe46w9FJcMpLxk65g8rSr0SVcde1tlJ8/xuEDX2GZUcaUTQZg+mXXOyehFI/i7OmD3PnTJ9i/5zOeeOa3fLRtGUiBRMPQNSZPm8WhgzvTGhUMPYCmwYiRZRSX2GhGIHnh9Dy7ey74to3zk04RyJVAMMTkqVczcfKVhMNhx+05nsnXtqJEIh1s27QYKWx++vOn+eaL9Wi6xv2zXyIUDPPxtmVYtk0oHObJX/4Jtm2zYc27PBJvz+2bFjB56lUJJSVgGEl5HDaueZeHn3jb6dfxfEPY+QAAIABJREFUI5r8SDbCaE72Yx/X7FRvBjd3R1+8HJy+Y/VSqM9sPAJ3PPnfu7jYGeNtrY1J1w9T+8SwnIvdecirQMdiMSTOMZy/etJJUNXVFWXnnuNI4DevPkF5ZQWvPPsYhYWFLF6+gR/f7nhehUL+Bt10Sl6mUAKXbMq9/3P539fZRc9WntYjBMQPKQUr1+8AYPna7b5HpnVf2y2IrVy/o88u891KZc+jAP0UznTouo4U3cnjnMzrmdvXXeNcrw1d11m2ekvimbJN1elCQdJf77wPp1zn+MxIJMLytdsJuwoSzkaXX11zDdfUda3Htd5+5H7XbUzt7tOxWCxrv0rv1isT/S0dqYK8q+y4RzPmytjRI/jf/vQFFq7YyvqtXzK+bDQP3HOb77VeDxlv+cMkUWYqQ96TzQ8/5dB7jCaANE3aPv6U1p3fYn71DXR20rjBOWVHHzMaggECl89k9KOPYEydCpMm0Lx2PaNfeYmKeQsITJyIMa4MNCeMqj9I9TBOp+R6d+vTyQndYy7z+Eotw9B1NGRiTSsoLKDwtlsxbriertZWxr72CvWLlzLi+WdpWrqcglCQstdfxTRNzMXvO6ffhEJUL1jExDd6uvQ74z239hJSUrlgMcXh3A19rtEmNQTF9QbvEZaShXSGoHTe4N5r/do/+d2R8IaQo0YhdR09EokbSJPfa9JpHlL2aF/3VBBv4vaEsX3cOLSyseiRCFZ1DVpzC8aE8YiKEKPu/Rmha2ahXXUlzR+soOCWm9H2H0jcU+gyUWbNwiVJcqufbCGA0I03YNx2C+KG6yn7yV20LFiMaGlBxkwkELzqSqyyMgLjxzH9//hzKufOJ3DDdVj7D8SNIDox00yEohjTphK+4zYm/4d/R81f/y3RXbuRLa3oN92AnoNHxECd6DHsA/guFu1tjlujX3hHNkUsF4UJ4rkFPELvto3ze1js8sEt17ZtNqx9l0gkklZocD0zhBDs2LIwrWtlprp7EfFB7D63EALL7lb4c1VejUCQGZffxN33Pc9lV97GFdfcxa9e+fdcde1PePJX/4bZj/2au+55mrLx05lx2Q0UFpUSLihy6hQPXfGGg2zbOB/LRyBLPe7U79ndMJxsz5DLbrsQwqmLZbFp7XsJYTNcUMzoMRMpKh5JYfFIxk2YQWHxSAoKSxk9ZiIjRpURDBVgBBwrthselAvujpdbbzcnSmp7JPqNFGzdlHsf9PaRvhon/NykU0l3BJWUko+2Lsp77CQs2IEgBYWldLQ15DRuFQOPlJIV67bHXc6758hDx88TMy3+w799k/vvvg3dx/U7dZEXwqarqwvTiiVOxOmLd4wQgiUrNiLpnm+95eZ7L68Bo2cOiuyGE/AqldI374T375XrP/I1YPel3t3vq2/36b7XjrzGYbLXRs/79cXzwIu7zlmWiS0slq/dlrPNutvTJTfjVnpDQrdHTz7eat3GBOm7jqTra6nGkaWr8ivXDyEcT5HXn3uIm667gvdXbaOltT1RVuo4cI1dUgqWrNh8Ubz0+krck+1rYJamaeVx77XfAbM1TTsBPBj/GxxPttM4nmzvAH8Gjicb4HqyfcdF9ip23flTT8NIhN6gETl0mLr/+pd0rlpL1X/7HV07v4NRI9FuvIGxf/GfmfL+AibPe5fAz+8hdOstFD88m/B116CXlCSU9lxNTd1jyPldNBqNb7rkNlfYcbnUDXd1EUJQs3hpVpkw9XvLsujs7CQajfquQTHLTPJQrln0fk59VwhBxbwFSYZpV2Huq+doJuUyk/FdSEndku42Mm2b8rkLqFqw2Pd6P0NEqhHCTiPTub9PnOTi9338t0I4R48mKfVSUj1/oWcOlYnfpOsrbvv69SchBBfmLkgyaNtCIAsKYcYM9FtuprOsDOP2Wxn54vM07t6DzGFhSH0XrteI20dc40jCCKRphK6ZRejmGwndczfj/+q/UfYX/xlrwni46kqMMaMxTTPn+TEwaSJj/tN/hMsvQ5w4iX30eNI76k9P5VxQBoocaW+tR9cNCotG5P3b3ipMmZS8XJRgKZ0TEYRwzi3PJOBA8s5E6n1M02TD2ncTsbK5IERPBbe/XeVzETa9BiI7Luz41TXd7p6MewR4hbLeDFL32RP1iScB7XadFWxePwfTNBP3dycEd+H2CpG2bbNxzbtsWj8nY5u6E4xbb++i49fHpJTs2LzQid3MY+dCCMGGte9iWWba9nGTySZ2xNMYGLZvWpDcVlmUk9RFNFdly/suveUWl46mo62xV+NW0Xu6japWj3HdncvEmcdq61uoa2jl6suncNn0SYnfL1+7PUXJFyxbvTU+rmTSnOF3fSq5uNJ7+5srPLhKV391n25lLX9vHu+YX7n+o6Tfa1r6cJS+kM8YTH1flmUmzcepu135eGOk4r7z1GdOF0KSTyhFaj0d7wbLt65uPXyF/xQjQDYB082NkWu9vbKAEIL3V25k6arNeJOz5trH+up143qAuF4Qb730GLGYxQdrP/a9PnXNHy6JMqWUL0spJ0kpg1LKqVLK96SUDVLKX0gpr5JSPugaG6TDv5RSXiGlvFFKuctznzlSyivj/829WPX3UzCFEFTOdWQjGYthfbeL6v/93xM7dpzAlVcw+b//jskL5yB/dAfalZcTmHU1tStXdfdtKRO/d/+uXrQkZxlRSEnl/EXY8fAD9z5u3qx0t7FT1n2vkcV9xkyKu7vb7Sh/yfJt5YJF1CxcnCTHCSl9DR65Hr9q23YiMXo6hTof5TGXa125v2bh4rTzj6En18mIh0yAfxvbwsayrbzl5+4x77fx0H2d+97TeQ2aptmjf3nv7W2XbJ6R3nfn916837sbJ93JoTM/r7ft/IwWNXEjkF8beH8jpKRyXs9NyHQIIaha9D7ceANMmYw8fATpORnGrZtrtEnn/dJfDI+ZfQjQ3tpAUcnovHaGvZ29PxZRP8U4m4LuKoJ9QUrJ1o3zQOavnKdTcHNVPF3SCaRCCLZsnJdxQZNSpvUE8KuH36TUn0kZ3fpIIdiyfm7S5O/XXu4O0raN83vuBkLOOUJcTxYhbLZvTja4JFtIZSKZaz7GJHcHJRe8xgA/3PZ2vV56o+VlGhupz+b+7ZZbWDgCy4ohRO/P1lbkjxCCpR9uytrvbNvm5JkqiovCzJw2Puk7/1NgnJh603R2ur27+1KKnL0och0TCaHSR1BKNTZmS/6YCcvqTsqYrr+749t9ZjdkwB3/3UaLvgkamcrPd4c71QjTXyFWruKdKXTM8Ybo6XWST/t432mmuie8/PrBAyBbPTP13dTEndnu7Q0rgczrszecJZusYlkW48aO4v67b+Pr7w44yRF7XOca/pTheCBJKFQ+ype7k+t6O0jbpuG//CXi3HlGvvg8k975Z8K33ULBDdcjcJbvRE6DFMVO17whxiLxvfez1Dp4Fd6Em3qKi37Noved6+K/TVWmEjvu8WtTd9fTtYf7W42eSrNbDz/DQz5u8G5bubkyKucvSvR3v9AH7/XZ5HPvtZmUSyElde8vQ48n00wo8T7lu/dNV7YbMpFtI83v97YQvoYF7zv2flY5fxGZQiB7KPxpjGL5eLhkwrbtRL6TmGUlvct8cd+Da4ARUlIXr7trOEj1SPFb6ty2TjLOecanLSXyphsgEMDedyDpe+89BmJjw4syUOSAlJKuzlaKikcNSvmZjALZFD33e8uyiEajCaE43x2obAaWTHX0E4yklGzfvKBPu9PugpKq1KcKaUKkzw4spGTzhrkgZZKiPpB465M5TCS5PbNdm87oY9s2W+LP6OJ3PGGPCbqXniK50m0ESS4j9TO/586lblJK33AlP1LvFy4sBuiRtFQx8KRTHr2KXG19Ey1tnUybPK5HX/bbOXZ/6yrzXsXQUdB3pNnJdubJTLsefmPHVfptO33IgmmaSfXMpKjmsuuSqUz3mdORa64XPyXYVcCd5/IP68hmSPfzouiNYJjJGNBbI4eb08NvfswWAtEbeuMd4q5d6fqxt16pBrJcME2TJSs3Yppm4jP3iF93HU4tN9/ncO+3ZOUm7v7RjcRMi9r6lvh3yf3O21/7mixUkTtepVYIQcX8hURiUZpWfEjswEGM225l9JuvJY6bFEJkVMjc+4n/v727j5Llru87//l2Vc+M7tUjQsiyJJDAYBvwYojA+GG9tvADYG9EEsyyxyfINl5tbMcB43Usmz1xkmX3gONj7JA9sFrjIGKMBBiCHLBBgMAb1ggLEObJLDKBSEKga/R8753prqrv/lFVPTU9/TQzVfWr7n6/zrnnTj9M93d6un9Tv299f99fls2cgI6fjR8Oh7pn7HHH3yPl2f1FzthHxd+DeZPoqrIqYlgkahY9O34Y1Un1pLPm086kS7tLZofJ9LPd05IDozPxWaavvfktSo5Q4n/UPgWLJH2mTcilva9R9X1cNl7ds5ShuH1ezINk8m5Os+Kf9JiLJJak3aTRTuXY4SCJgvFKlMxdJ97y1lEScE9V88aG7Du/Q37vvdr57Of3vn5j74OmkhUkKBYwHGwry1JtnXFm6FD2GD/rK1XOzlUGZZdGZ81v/rPraz3zMGuiOPlA9uBl+OMHtwc9mzX/CbTQ4y1aQld9TZr44E7rl5Flmd73nsnVJHWWwS7yOtSZ3Jh15m9eUml8Lfqi75vNzfyzPiBB0Qnjk76/uj3fNuxbHnPe6ABsUpKgOlbsVgrsf/zqVrjTJpfjSywm3bf6nPvL/avbNDcwjmnyEoODPMWs0v7ys1YuiZk0AZ02zsxKXhzUvGRHE4/X9DKCWdUnZfKnuh35NNO2DK8+z3A41Nve/f7ReLjo+7DchWvv89XbmDJ/nV1PuOxinX/e2brn3vslafS+o2qiW6JeTzp1Sg/98Y3a+p5nyh/32H3vkWmTvFFlw4TKilnfWyYuepWdK0aVEG+evBxhfGI27fZ8XJ9eaTupWqJsNJmkyb4z+pMmnuPJlnmf6/HHmFY5MCmZU6emGiFOU/ex86TXrXye6pLqap+LSb/36nXz3leTHPT3s2hj1339KYrrqompMiFRfQ0mJXnK+Oyyx0lxrFMf/kheafIf9vcXKZOAJCgCKc+ibm4dn3h702eapz1nOiEz7L7bP2BcWcZZrtOa9dhls5m2f65p8cyqEpF2P8TTqggO85zzDoYOugRimkUPEhf52cpGmPPKaQ/7+IdVx3tpWnxNxF02Wt3ZIUHRNe6uj3/qCzr3nOM6Yyvfnmu8j0SepB3qHX+69/q6JlSzzp7POotd/RnGY6srhqbZhEaki8QzaZJ/kF4HpWmVIlm22139MI/XxNx33mtSJq12EzjTJ1Bve/fNuvE/vu9If3PK5yn7VZTVPIuMnQd5nWYlfcb/bk66b69n+t4rnqq/u+8hDYfJ6DqEMT5J2nPG/qt3Smmic37+50ZjQ3nGflqfqapZZ//HYygnj9U+B9Uz4dPeItN6QFRvrzZ83Hd7Nrtp5qyz47PkvSzeojv/8E17qpNK8yob5l03zyKTZXfX6dOnlaaHX+46bznJzN4ah0hUVJNfi7w/Jn1/mfQ68dYb9yWDymUkkyb81e8fr8rYU3WQ1t+/IcvypSRlpcu03++k5VKT3toWx7JvvUinPvqXSotxmCaZHbOz/YgkaWNzcoKiDnVMdstJ4CK7ilQn/IeZPNY1OV+Ua/IHozxQLj9kmWejngXzBt+yYePoOaYkChZ9fSZNlGedzSqTTGmW6n3vzf9ATWtmU/aOmNWPYdEKj1nxz2sKedCzl3UmuabFl2UH221kkbh6Uax+f0s726cOHS+acer0aX3t69/UhY/eXXLXG6siy//4H+wMcV0WPds+6Yz0uHln2OquJlhE2QMgRHKkVP+Z+6M9XpZlxZKdw78m1W0zJ9++d2u8We/tWT0h9vOpy4ImxVB9rLK6YzyOgyYzJt33u578BLlLDz68fwzerWY6fP8WLGbScdTobHSWSXfeqc3vfpqiCx59qMnkME0nnpk9aEySKiff9j/WvAn8UW+vxrVo0qV83GrfjUln5KdVYsyqlCqPBw/692984jye3DnIz3YYh6kA2Tf5n3D5sMmAecmgSU1Bx5/vMD/T7nHMYlUaeys7Fn+u8rM8be7Re+yl8pMn5d/4xtTnawoJigXsbJ+UmWlj84zQoUx10IRBnU0fJ5l1VnvmspDKoJtlmQbJMM/CL/DhLCtHDvuzubve/543zSkRnP39kybQC5UQL7hbhmvvcpRpr+VhJy5ze42468//078/0Htt0X4Rk94v4987Lb6D7DayqI2t4yzx6JgsS3Xfg3nC+NxzdhPG1fd7dTmBu+ud77ll32fmIJPrRbb6XHSryKrdSoDpB3v5mfP36+033Tw1QfG2d7//SBPj0kGWgywyoV/kdW6qCmS8mmLy72z3551VEdNibmvPe3eR+86q1mkrOeee6e033ayk/FtdPN9Bkj6Tdml53MUXSpIefGg3QZE3MKXfRBvmnfCIej3pxN/JTm9r64d/aM/4u3dyPOXxK3/b61o+MK9S4jAmlfTPe/hpywnmPUea5buDTEw6jk2AZ/1uyl1G0izTiT++4chj7LQGpCEdZSlLU8tg6jRMU/3XP3yTkjTZV8UhTV76U97voAmZWZ8/e8wF6p11lrK7v7bn+mpz0ab+1pCgWMD29iPa2Dw+Kp9vS9NVCnU/fnWSOWmyfpiz6bOWrIw/bpmYKH+uwyzTmLWGelrDxeof8knfPxwO9b4FJ/Xzeiosojyb94E/e/ORqyrGpVP+0B11mcUiv+e2bW4dZ4lHQNP+4D3w4CMyM5195m7CeLezf365+jk86tnxJid6i8Q2b4eFpvojlJP8aY0+l70xYVNNLo/qIL/PeTtvjCfnqrfV9Z7OsnyL03kJk0WVsW1tbejMY1t68KG9Y3DbSSPkJh1L2D33yONYm8/8e6PryoaXaZZNXbNeNpWc+lyVEvlZJ7MmPUbdvRKqE7+y38SkreqPEkd1iUkd8VeXM8zqWRCq4WX5/E1uUTn+XIueJDtoRUCdP8ek5p3S4q/3tPsdpdrBej31v+NJyr55326cRWVHdTvTstlmnUhQLGBn++Soq/88dU76F5nQH3Z5xqT+FUeVpnt3i6jrwHlaRcS8SfG86oKDTqaP8vMcpqrjqJOApqtkqtI01c1HXGbRZryL2Nw6PmqQi+548KFTOuvMrX0NUMt19XXKigOGaRM96XC7Lux9/Pb7F81rBDrvvgft23DY/hCzYguprknyIlUcRzG+pWxpVvIiPz5YPJbq4x9kq9JZ93v7TTcryzKdc/YxPfjwqeBnazGZ3Xe/dP6jZP3+nusP25PhqJO9Os6qT5rMTSrpr+M5q8pdR+o6Lm8rAbDo1qZJmhwqnqaXlJRmVd8c9rWclhiYdH2TVR2TemnMU/2dbTzpSdLDD0tFhdy0hrF169aMoIPcXTvbJ7W11a0dPEJZJAHT5MFE+eFIslTD4XDfWfdFlxNUv6/aFDQtyrkPkrxo6uzqtKqNST/jeIl7U80uZ2m60/0kTZ7JLZvistVoOOOTGnfXgw+f0tlnHms1jjp6FLRxkNWmOl6Tul6PtpIXXUqSHFXbTSerSZF5v/vyb8k5Zx/TYJjo9PZuU+/d/hPt9sFaR9VJe171UKlqGAxlDz8snXfe4o/XQGPAg5oXw2Emc3WqO7EwPqGcNOGvuwpg0Yn2rJ4hpXkNTBeJZ9Gf7bCT7PJnHiR7d7Mol9rsO4Yfe4+1kUw67M/m7oq+7fH5hQceaPXzQYJijiQZKEsTbWweP1B2axVKYA/jsE0Rq6/XrAn/+Jn6w551n1WVcdCGi7NUl2wc5rU5yFasZTJjkeUSB01ihEp6zDNr6c1RbRZNcQc7NMoMpVzfXv5+T57aVppmOuesPEHRlQnjUeLoys8wC2X1qMOkbXAnvffLnSDOOTsfg6t9KOZ9L+o38ezy/fkWsH7eufualZd3C7nWP/QShkVNmpzOKsk/6M81PqE86oS/TrMmu9XX4Ci/jzbfg5Oea1rsbW/bOs+0SpXMXd/8+G35fb6Zf+bLap+mkyrdeoU6aN4Wo9M0OXFaRe6+byvRaWdImjxTn1XWfS2izYn73J0nKq/LIju5HKTnQ9lTJGt5R4RF1Pl+qL7G/Y28x8FwsF3b42NxaZoqSYd7lm6UE5Wzz2q3guKoDjuZYhJWn8O8llRm1G+Rn7VcQnTmsS2ZpEdOnm4nOEy1bwnCfffJJWXnnqN7/+iPNRwOlXk2dfI73jzzsN3/l6HBoXS0OOs+Sz0+GW56cnyQn31aLKErWZZFXZ+HaYmrNMvU2+hLZ50lu/+BIz/PQZCgmKOcnJSTlYNYZOJ02IqDLqmr1LJrPQgWMakZqLT7miySwCgP2NquUDjo612+n1fhPbuIuL8pSUqGO4EjQenkqW2ZScfO2DzU99c9EVzXSjlpvSbVy2RV3pP5tqo9bW1t6NQ2Y3Dn3HefdM7ZUhzLzEYVFtVtF8e3qzzx1huVZlltO20sS7JiEeM/y0GSCKv0OlTNew2O2nPkMBUAXXyt6+yDMvXxzztXeuD+Iz/HQSzfjLBlybBMUGwFjqQblmVy2mac8xqDTUpgTLufZ0ffxWOSWUmkri7fCK3X6ymKNzQcUkHRtt01z3vfk6dO72hrc6P19fPTuC++LSSWU9uJmGqPhfGGpYu8zw7awLTrjp2xqVOnB/PviPa4Sw88KD/33NFVi0yoD9s8sy5H2c0Au7o4Se+SRXah6ZKF4jzrLNlgKA3aG4tJUMyRV1CY4ngjdCgzNTUhb2ui38bz1PkcB3msRZcg9Hq9IEuDurjFZ1f0+5saUkHRumlbFp46vXPo6ommhGgOC8zSlQReHc7Y2tDp04zBnTIYSMOhdOZyNY8vt0NcpmUDbW7HuSzqmvi3kUBY5Pe3FImM48Wy2pPt9WTjyGqO4XBH/Y3NRrawW3eTzupnC1YQrPJZ/6NOeA6TiKlrec2qdVaP+5tKBhwchzDpc9DFBAWAo5u2xe2xMzY1TFINk+VftrIyTua92fz4cvUCkrrXnBBYCsfzPox2sr1d7fikzpEMd9Tvs7yjC6qTX876ow39jS2WeAQwqay+nKQcO2N2NVuoknwA9SsTklRRdMgj+VnUWQmKg5wVXoozyMA6O34sPx18igqKzhgOtkfN8lCvoy65aLKp5rL02kCz4v6mkuHOSlWFLKtygjKpgqILSYLdLvW8V4C6nFEkJE9t04eiM06ezCcrx5avggLAIUSRdMaWjCUe3TEcbtMgMyASBQip399UlqXKsiR0KGvvdDFBOWNOBUUo0/pmdEEXEjjrZNGGlssgdOLt2BYVFJ1z8mSenGC5xEqhiehyaq1PyfHjLPHoCndXMhyQoADWVLm8a0gfiuBOlRUUW92taKNhZo6EyOpwd73zPbcES1DEcaSNfkwFRZc8cnK0Jh1h7CYO63vMcivYg37WWaKzHvz4cZpkdkWSDCS5+izxANZSubyLPhThnd4eaKMfK46j0KEAayX0riDHztikgqIr3PMlHkvYIHOVZO468cc31J44pIkopjp2TFbu4NMC3okz5FuMiiaZLVrl3TmwfMrqKXbyCO/09oAdPIA1tLXZ1/ZOOwfFmGMwkCWJdOZyVlCs0radJBPQJi+rplqqouDdPUMyzCclLPFoj7vrQ+//I3bnQCdQQdEdOztDbW32Q4cBoGWbm30NhvQB6oST5Q4ey5mgwHpg2UkDiqopa2knDxIUM5STkv4GZ+3axDpudEUcb0iyUTUVwtkZJtokQQGsnY2NvtI0U5Kke66vbj2Odtjp0/kXZ5wRNpAlxwQaS2ezOFm/005FMTPBGcpJScwSD2AtmZn6/U0qKAJLs3xystGPKa4C1szmRixJVFF0QTk52eS4GFgrmxtyM9k2CYrgkuGOer1IURSHDgVAIHF/Q8mQDvIhDQb5xGRjgwqKprDzBrpqs/jc7wzoQxGabe/IzSTGYmC9mEmbG1RQdEGSDEZr0AGspyjeUJpwYBzSoJiYlGdSEU5eVh86CqyTjeJzvzOggiK4nR1pazOfrABYL5ubJCi6IE0GxRp0AOsqivvFlsMIpZyYbHLWDlg75ed+QAVFeNvbLO8A1pRvbbHEowuSZKgo5oAYWGcxFRTBlaXdLPEA1s9Gv6ygYBwOzcoKCgDrZ3NT2mmnJxsJihnSZKCICgpgrUURFRShjXpQ9FniAawbM9PGRswSjy7Y3pG2qKAA1tLmprQzkFroV0WCYoY0GSqmggJYa1Hcl3umLE3n3xmN2Bkm2ujH6vVY9wyso81+rMEOFRRBpalsOKSCAlhTvrUpk/IkRcNIUEzh7kqooADWXtmHhiqKcAaD4ahRHoD1s7HRZ4lHaOWkhAoKYD1tFsnJFpZ5kKCYIkvzUkIqKID1VvahSVMOjkMZDBJ28ADW2CZLPMIrJyWbVFAA68jL5GQLjTJJUExRni2NIhIUwDqjgiK8ncFQG33GYmBdbWz0NRgO5exxG8yoez8VFMB6KpOT21RQBFN27WeJB7DeRhUUJCiCcHftDBJtblJBAayrzY1Y7tJwSC+gYHbKBAUVFMBa2izmxDtUUARTni2NSVAAay2K8jGArUbDSJJU7k4FBbDGyh18BkPG4VBse0cuscQDWFdRJO/3WeIRUnm2NKIHBbDWyj40LPEIYzBki1Fg3fWLzz8VFAHt7ORnUI3dlIC1tblJBUVISXG2lAoKYL31oliSUUERyDDJJyT9fhQ4EgCh9OP881+OBwhgMJA2OCYG1tpGX2qhko0ExRRpSgUFAMnMFMV9KigCGRYVFOUEBcD6GSUohuzkEYoNhlKfBAWwzry/kScrG0aCYopkOJD1IvV6HBQD6y6O+1RQBFKeMY1Z4gGsrfLzTwVFQMOBfIOTdsBa2+hLAyoogkmT4WjtOYD1FscbVFDIhSOeAAAgAElEQVQEUq45p4ICWF9x1JOJCoqghsN8cgJgffX70pAKimCSZMAWowAk5dsNU0ERxjBhiQew7sxMcT+mgiIU9/ysKUs8gLXmG31Zmklps2MxCYop0nSoOCJTDKBc4kEFRQjDYao4jmR0jgfWWj+OqKAIJc1kWcYSD2DdlUnKhhtlkqCYIq+gYCAGkFdQJCkJihCGw4TqCQDq9yMqKEIpS7r7HBcDa61MUjbcKJMExRQpSzwAFMomme4eOpS1M0xSEhQA1I9jKihCKZvikaAA1tsoQUEFRRA0yQRQiorlXlnGwXHbhsNE/T4JCmDd9WMqKIIpKyg2OHEHrDMfLfFYwQoKM/sVM/ucmX3WzN5qZltmdrmZ3Wpmd5jZjWa2Udx3s7h8R3H7ZU3H554py9LRpATAeuvF+RZ3abpaCYquj8VSXkERx2wxCqy7Pk0ywynKuelBAay5oorKVq2CwswulvTPJF3h7k+VFEl6saTXSHqtu3+bpPslvbT4lpdKur+4/rXF/RpVTkJ6EQfFACoVFCuUoFiGsViiBwWAXD+OlCQpS+0CGE1G2MUDWG8r3oMilnSGmcWSjkm6R9KVkt5R3H69pBcUX19VXFZx+3Os4Xbu5XaCEQkKANodC1Zwq9FOj8XunvegYIkHsPbKcWDVqiiWoZJt1LGfCgpgvUWRvNdbvV083P1uSb8j6b8qPxh+UNInJD3g7uXpybskXVx8fbGkO4vvTYr7nz/+uGZ2jZndZma3nThx4kgxlhUULPEAIO2OBau0xKOpsbhOSTER6bPEA1h75TiwSgmKZalk02CQT0oiksXAWjPLl3msWoLCzM5TfibucknfKum4pOce9XHd/Tp3v8Ldr7jggguO9FhZmr/oLPEAIO1WUKzYEo9GxuI6k8XDUYKCg2Jg3ZUVFMnq7eTR6Uo2SflkhAaZACRpY0O2gks8fkTSf3H3E+4+lPROSd8v6dxicJakSyTdXXx9t6RLJam4/RxJ32wywFEFBbt4AJDUG1VQrNQSj0bG4jqTxcNhkaBgiQew9laxgmIZqool5ZMRthgFIOVLvVatSabyQfjZZnasyPo+R9LnJd0i6YXFfa6W9O7i65uKyypu/5A33CFpd4kHFRQApGg1d/Ho/Fg8TPLXmyUeAEY9KIark6BYhqpiSdJgyA4eAHL9/uptM+rutyovS/ukpM8UMVwn6dclvcLM7lCeDX5j8S1vlHR+cf0rJF3bdIw0yQRQtYpLPJZhLC4nIjEVFMDa262gWJ1xWEtQVSwpX+JBBQUAKV/u1XAFRZAZuLv/lqTfGrv6y5KeNeG+25J+qo24SrvbjDIYA5DMerJetGoVFJ0fi3crKEhQAOsujldyF49RJZuk08or2W7TbiXbDZpcyfaXaqmSTVK+peB55zb+NACWwEZ/ZbcZ7bRRk8weB8UAclEUr1oPis6jSSaAUq9niqKekiQLHUptlqGSTRIVFAB29fuyLJPS5pLFrGGYIE0TRVFfbTRGBrAc8gTFalVQdF2SpOqZqdcjlw5AiqNISYMHxSF0vZJNaSrLMmV9pgwAJJV9wZKksa2HOeqbIE2GbDEKYI8o6q9UD4plkCTpqKwbAOK4p3S1lnh0X9nzg2bFAKTdaqoG+wGRoJigrKAAgFKPJR6tS9KMBAWAkbyCYnWWeCyFYZmg4LgYgHaTlUMSFK1K0+FoW0EAkPIKCpZ4tCtJUsURf6YA5OJ49ZZ4dF6xs51Y4gFAGo0FRgVFu6igADAuimKWeLQsSVniAWBXHEVKWOLRruIsqXPiDoC0W001bK6qmATFBFlKDwoAe+UVFCzxaFNeQUGCAkAujldrF4+lUJ4lpYICgLQ7FlBB0a68goKBGMCuXpzv4tHGlvPIJQk9KADsiuNIKUs82lWeJaUHBQBpdywgQdGuNBmyxAPAHlEUS+7yjLN3bcmXePBnCkCubJJJorhFQyooAFT0aZLZOndXlqVUUADYo0xassyjHe6ulCUeACrKhGXKTh7tYZtRAFW9nrzXo0lmm8ou/RGlbAAqyr407OTRjizL5BJLPACMlAlLdvJoUTKURz2px5QBQCGOaZLZpqw4O0qTTABVVFC0a1g0wiNBAaBUjgc0ymzRMKH/BIC9+n16ULRpVEFBDwoAFeWyL7YabUfZCC+O+DMFIBdRQdG+JGF5B4C94pgERZt2ExQMxgB2UUHRriQpEhRUUAAolD0oyvEBLRgOaZAJYK9+LKNJZntY4gFgklEPigYzxtiVFE3waJIJoNQvEpY0yWwRSzwAjIv7UkIPitawxAPAJKMlHhln7tpABQWAcaMlHlRQtCdJqKAAsIf3Y7YZbVNWrGvs9TgoBrCrHBPYxaMd5RpzEhQASqMmmVRQtGc4lFNBAaCKHhTtyjJ6UADYrzeqoCBB0YaySz9NMgGUyvGACooWUUEBYFy5i4d7Iw/Pkd+Y8uxor8dgDGCXmcl6Ebt4tKSsoIjoQQGgYGaKoh67eLTFnV08AOwXxzKpsSoKEhRjyvXl1uOlAbBX1ItGy8DQrCTJFPV66vUsdCgAOiSOIpZ4tCVJ8klInyUeACrKqioSFO3I0kS9KJYZB8UA9upFsVKWeLQiSdPRloIAUIrjHks82lJOPqigAFBV9qUhQdGOLEsVsbwDwAQ9KihakyYpDTIB7BNHkVLG4XYUXfqdHhQAKkZjQkM7eZCgGJNXUHBQDGC/XhTTJLMlSZoqZiwGMCavoGCJRyuSYf4/u3gAqCqqqowKinakWTrq1g8AVb1exDajLUmSjAoKAPtEUUSTzJZYeXaUCgoAVWXScjhs5OFJUIzJ0oQlHgAmiqKYJR4tSdJMEVuMAhgTRz2lNMlsR/n3jhN3AKrKvjQNHRNz9DembJIJAON6vYglHi1JWeIBYIKIXTzaQ5NMAJOUFa4s8WhHlqXq9TgoBrBfL4pZ4tGSlAoKABNEVFC0p9wtheV2AKrKpGVDOypx9DcmSxNFVFAAmIBdPNpDggLAJHHUk7sry0hSNC6lggLABL2e3EzW0Ek7jv7G5E0yyRQD2K/cxcPdQ4ey0rLMlbmzxAPAPmXikmUezbMklZtJPaYLAMbEMRUUbcnSRD2aZAKYoFz+lWVUUTQpLc6MUkEBYFxUTJZZ5tGCNKF6AsBkUbRbZVUzjv4q3DO5ZyzxADBROTaQoGhWWiyjIUEBYFw5LpCgaEGS0n8CwGRUULSjXFvOEg8Ak4wqKGiU2ahy4hGToAAwJiqO0VL6ATUvoYICwBRxRIKiDWmxfSBLPABMUm5BTIKiWeXa8ohkMYAx9KBoUZJKVBUDmMCjmCaZbSgnHT0GYwATlMnLMpmJZqQpPSgATBazxKM1liYs8QAwGRUU7chG654ZjAHsV44NbDXaLJZ4AJhmtwcF43DjkpQlHgAmi2mS2QqWeACYpayuSlni0aiUZDGAKcpxgSUeLaCCAsA0EU0yW8ESDwCz7G4zSoKiSQlLPABMwS4eLaIHBYBp4ihvpNsAjv4qRks8qKAAMAFNMtvBEg8A05CgaBG7eACYJoqlNJW71/7QHP1VjJZ4UFYMYIJRk0zWPjeKJpkApumZqWfGONw0dylNWeIBYCKPI5mUjxM14+ivgiUeAGaJWOLRijRLZWbq9fgTBWC/KOrRg6JpaZpPPjgmBjBJWV3VwDIPjv4qygRFOQkBgCrr9WTWY4lHw9I0Y3kHgKmiqMcSj6aVze+ooAAwSbnioIFGmRwBVpRLPIwEBYApelHELh4NS9KM5R0ApoqiiARF08q/c/SgADBJOTY0cEzMEWBFlqbqRbHMLHQoADqq14uVZax9blJKggLADHHUU0IPimaVZdv0ZQMwyaiCIlCCwsy+f5Hrll2WJaNtBAFgkiiKgyzxWJdxWCoTFIzFACYLucRjbcbi0RIPKigA7OejHhThlni8bsHrllqaJopoBgRghl4v2BKPtRiHpXyXFHpQAJgmcA+K9RiLE5Z4AJghbq6CYuaoY2bfK+n7JF1gZq+o3HS2pJU7vZWlKRUUAGbqRe0u8Vi3cVjKe1Cc0eegGMBkUYAlHms3Fo8SFKv3owGoQdTcLh7zjgA3JJ1Z3O+syvUPSXph7dEElmUJW4wCmCmKIg0HO20+5VqNw1KxxIMtRgFMEahJ5nqNxWUCiONiAJOUycsGksUzRx13/4ikj5jZm9z9q3U9qZmdK+kPJD1Vkkv6OUlflHSjpMskfUXSi9z9fss7Vv6+pOdLOiXpZ9z9k3XFUpWliXpRv4mHBrAier1YaXqytedrahyWujsW0yQTwCxRr6c0azdB0eRY3ElUUACYJWAFRWnTzK5TfsA6+h53v/KQz/v7kv7c3V9oZhuSjkn6TUkfdPdXm9m1kq6V9OuSnifpicW/75H0+uL/2qVpqnhjq4mHBrAi8iUeQXpQ1D0OS50di2mSCWC6uOhB4e4hnr6Jsbh7aJIJYJaoJ5caaZK56KjzdklvUH6m7UhRmNk5kn5Q0s9IkrsPJA3M7CpJP1Tc7XpJH1Z+UHyVpDd7/lfoY2Z2rpld5O73HCWOSbIsUdRjIAYwXb6LR5Dt7Wobh6XujsXurjTLaJIJYKqywipQo8y6x+JOVrIpSfLJB8vtAExilicwA1ZQJO7++pqe83JJJyT9ezN7mqRPSHqZpAsrB7pfl3Rh8fXFku6sfP9dxXV7DorN7BpJ10jSYx/72EMFli/x4KwdgOnKXTwCnLmrcxyWGhqLj6qccLDEA8A0uwmKIMniusfiTlayKU3yyYdZnjYBgHFR1EiCYtEjwD81s180s4vM7FHlv0M+ZyzpGZJe7+5Pl3RS+cA7UpyhO9Bw6O7XufsV7n7FBRdccKjA0ixRjwoKADPkjXRdaTps+6nrHIelhsZiM7vGzG4zs9tOnDhx4KASEhQA5ijHhyRMBUVtY3Glku2NUl7J5u4PKK9Yu7642/WSXlB8Papkc/ePSTrXzC460k8zTZLSfwLAbHHUfpPMiquL/3+tcp1LevwhnvMuSXe5+63F5XcoPyj+RlkuXAy29xa33y3p0sr3X1JcV6ssS+VZxi4eAGYqtyIe7Gy3/dR1jsNSQ2Oxu18n6TpJuuKKKw583q08I0qCAsA0cVHt2vZWo4U6x+LOVhUrSdjBA8BsUTNLPBY6AnT3yyf8O9RBsbt/XdKdZvbtxVXPkfR5STdpd9C/WtK7i69vkvQSyz1b0oNN9J8YDPLJRjn5AIBJouKArRwz2lLnOFw8XifH4vKMaMxyOwBTjJZ4JO1XUNQ8Fne2qpgKCgBzxc0s8VgoNWpmL5l0vbu/+ZDP+8uS3lKstfuypJ9Vnix5m5m9VNJXJb2ouO97lTcDukN5Q6CfPeRzzjTYOS1pd/IBAJP0RgmK060+bwPjsNTBsZgeFADm2V3i0X4FRc1jcSeriiXlPSg4JgYwg8exbFD/kudFR55nVr7eUn6m7ZOSDnVg7O63S7piwk3PmXBfl/RLh3megxhSQQFgAeUYMWy5gkI1j8NSN8fihCUeAOYImaBQjWOxu3/dzO40s2939y9qt5Lt88or2F6t/ZVs/9TMblDeHLORSjZJ+S4eGxuyRh4cwEqIIimp/4TdQgkKd//l6uViS6Qbao8moJ1iPTk9KADMMlri0XIPinUYh6Xdkm0SFACmiXvhthltYCzuXCWbpHyJxzGOiQHMEMd5tVXdD3vI7zupvLHPyijLtdlmFMAs5U4/bfegmGDlxmFp94xoOQEBgHG7PSiCVFCMO9JY3MVKNkn5unJ6UACYJY7zZGbdD7vInczsT7XboCeS9J2S3lZ7NAENi7OhEduMApihTGIG6EGx8uOwVO1BwYExgMmi0S4e7VdQrMtYzC4eAOaK8iaZee60PouOPL9T+TqR9FV3v6vWSALbGVVQMBgDmK5c4hGgB8XKj8PS7oSDJR4Apun18s4IgXpQrPxY7O5Syi4eAGbzOJLc5cN6G2Uuus3oRyT9jaSzJJ0naVBrFB1Ak0wAixgt8Wi/B8XKj8OSlBYTjnICAgDjzExR1BuNF21ah7HYh0OZu5yTdgBmifMxwk/Xe0y8UILCzF4k6eOSfkp5o55bzeyFtUYSWLnNKBUUAGbZXeLRboJiHcZhKa+giKOezEhQAJgujnpKkiBLPFZ+LB5NNqigADBLcUycbde77HnR2fgrJT3T3e+VJDO7QNIHlO/XvBJ2igRFRAUFgBnM8slz2z0otAbjsJRXULC8A8A8URQFqaDQGozFo8lGzEk7ADOErKCQ1CsH4sI3D/C9S6Fc4mEkKADMYGbq9eJR1VWLVn4clvImmTTIBDBPFPWCNMnUGozFo8kGYzGAWUYVFPUmKBZNjf65mb1P0luLy/+D8r2YV8ZgsK1eL6asGMBcvSgO0SRz5cdhKV/iQQUFgHnyJR5BKihWfiweTTaooAAwg48qKFpc4mFm3ybpQnf/NTP7h5J+oLjpLyW9pdZIAhvsbI/WlgPALL1e1FoPinUahyUpSVjiAWC+KIpaTVCs01hcTjac42IAsxR9arKWl3j8nqSHJMnd3+nur3D3V0h6V3HbyhgMTo+2DwSAWaIobrNJ5tqMw1K+xCMmQQFgjgBLPNZmLB5NNqigADBLMXf2mpd4zDsKvNDdPzN+ZXHdZbVGEthg5/Ro+0AAmKUXtdqDYm3GYYklHgAWE2Cb0bUZi0eTDXbxADDLqIKi3mPieUeB58647Yw6AwltMGCJB4DF9KKozR4UazMOS8UuHjQrBjBH3H4FxdqMxaPJBpXFAGaJw1RQ3GZm/9P4lWb285I+UWskgQ12WOIBYDFRr9UlHmszDktUUABYTBRFStttkrk2YzEVFAAWEjXTg2LejPzlkt5lZj+t3cH3Ckkbkv5BrZEEVu7iAQDz9KJYg8Gptp5ubcZhd88rKEhQAJgjinrK3JUkiTY2Ntp4yrUZizO2GQWwCDMpimqvoJg5I3f3b0j6PjP7YUlPLa5+j7t/qNYoOiBf4tHKHzgAS67Xi1rrQbFO43CSpHIXTTIBzFWOE9s7Qx071vzzrdNY7Nvb+Q4eZqFDAdB1cVR7D4qFSgbc/RZJt9T6zB0z2Dmt42eu1BJCAA2JoljDwU6rz7kO4/D2Tv6aUkEBYJ6oOLtfjhttWYexODt9mh08ACwmjlvvQbE2hoNt9ehBAWABvShWmg6VpknoUFbK6e2BJBIUAOYrx4ntYtxAfXx7m/4TABYTxbX3oOAoUFKWpRoOd0hQAFhI2a+mxa1G18L2Tpmg4MAYwGzlEo+dwTBwJKsnO73NDh4AFhNH8u12txldC2Y9/dq/eKsec9ETQocCYAmcf8Gl+oVffYM2NlkWVqftbZZ4AFhM1CsrKNpd4rEOfPs0FRQAFhNTQdEIM9PZ5z5acUyTTADz9Te2dOG3XMbWxDUrKyjiHn+aAMy224OCJR51y05v04MCwGLoQQEAWFXb9KAAsKBRDwoSFLXLe1CQoACwgCiiggIAsJp2d/GgtBjAbDFNMhuT96BgHAawgDimBwUAYDVRQQFgUVRQNCfvQUEFBYAF0IMCALCqRj0oSFAAmGO3BwVNMutGDwoAi7I4koZDeZLU9pgcBQIAOoFdPAAsqtcz9XrGEo+aeZJIwyG7eABYzMaGokedp6zGZDFHgQCATnjKdz5BT3r8t8rMQocCYAlceMF5+pbHnB86jNUSRbrkzW+ULr8sdCQAloA9/nJd+kdvUnT8eG2PSYICANAJT/n2y/XEyy8KHQaAJXHF056k5/zgFaHDWClmpvjRj5Y2NkKHAmBNkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBBUtQmFlkZp8ys/9UXL7czG41szvM7EYz2yiu3ywu31HcflmomAFg1TAWAwAAoCtCVlC8TNIXKpdfI+m17v5tku6X9NLi+pdKur+4/rXF/QAA9WAsBoCASBQDwK4gCQozu0TST0j6g+KySbpS0juKu1wv6QXF11cVl1Xc/pzi/gCAI2AsBoBOIFEMAIVQFRS/J+mfS8qKy+dLesDdk+LyXZIuLr6+WNKdklTc/mBxfwDA0TAWA0BAJIoBYK/WExRm9pOS7nX3T9T8uNeY2W1mdtuJEyfqfGgAWDmMxQDQCSSKAaAiRAXF90v6+2b2FUk3KM8S/76kc80sLu5ziaS7i6/vlnSpJBW3nyPpm+MP6u7XufsV7n7FBRdc0OxPAADLj7EYAAIiUQwA+7WeoHD333D3S9z9MkkvlvQhd/9pSbdIemFxt6slvbv4+qbisorbP+Tu3mLIALByGIsBIDgSxQAwJuQuHuN+XdIrzOwO5eVqbyyuf6Ok84vrXyHp2kDxAcA6YCwGgBaQKAaA/eL5d2mOu39Y0oeLr78s6VkT7rMt6adaDQwA1ghjMQB0yq9LusHMXiXpU9qbKP4PRaL4PuVJDQBYKUETFAAAAMC6I1EMALkuLfEAAAAAAABrigQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIrvUEhZldama3mNnnzexzZvay4vpHmdnNZval4v/ziuvNzP6tmd1hZn9tZs9oO2YAWDWMxQAAAOiaEBUUiaRfdfcnS3q2pF8ysydLulbSB939iZI+WFyWpOdJemLx7xpJr28/ZABYOYzFABAQiWIA2K/1BIW73+Punyy+fljSFyRdLOkqSdcXd7te0guKr6+S9GbPfUzSuWZ2UcthA8BKYSwGgOBIFAPAmKA9KMzsMklPl3SrpAvd/Z7ipq9LurD4+mJJd1a+7a7iOgBADRiLAaB9JIoBYL9gCQozO1PSn0h6ubs/VL3N3V2SH/DxrjGz28zsthMnTtQYKQCsLsZiAAivzkQx4zCAZRYkQWFmfeUHxG9x93cWV3+jzAIX/99bXH+3pEsr335Jcd0e7n6du1/h7ldccMEFzQUPACuCsRgAwqs7Ucw4DGCZhdjFwyS9UdIX3P13KzfdJOnq4uurJb27cv1LisZAz5b0YCWrDAA4BMZiAAiviUQxACyzEBUU3y/pH0u60sxuL/49X9KrJf2omX1J0o8UlyXpvZK+LOkOSf+3pF8MEDMArBrGYgAIiEQxAOwXt/2E7v6fJdmUm58z4f4u6ZcaDQoA1gxjMQAEVyaKP2NmtxfX/abyxPDbzOylkr4q6UXFbe+V9HzlieJTkn623XABoHmtJygAAACAdUeiGAD2C7rNKAAAAAAAgESCAgAAAAAAdAAJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAENzSJCjM7Llm9kUzu8PMrg0dDwCsG8ZhAAiPsRjAKluKBIWZRZL+T0nPk/RkSf+jmT05bFQAsD4YhwEgPMZiAKtuKRIUkp4l6Q53/7K7DyTdIOmqwDEBwDphHAaA8BiLAay0OHQAC7pY0p2Vy3dJ+p66nyTzTFmW5Rc8vzwy6/Jhb2vqvl17HGLv/nMuc+wBnrNnWkftjMOZK8u8uOSSpl0+7G0hHmddnpPY1+c5uxH76JhtvbQyFqdZprR4fTOXvPL3cNbluu67zM+5zLHzeq1P7HU9Z9rAOLwsCYq5zOwaSdcUFx8xsy8GDOfRkv4u4PMvghjr0fUYux6ftKwxXv2/HPaxHnfUYLqs5rF4Gd4bVcTbrGWKd5lilZY43muuPtT3Mw4vbmnfG0uCeJtFvM3K4/2Vlx32+yeOxcuSoLhb0qWVy5cU1424+3WSrmszqGnM7DZ3vyJ0HLMQYz26HmPX45OIcYnMHYelesfiZXvdibdZyxTvMsUqEe+SafWYeNlea+JtFjYZ3H4AAAvRSURBVPE2i3hzy9KD4q8kPdHMLjezDUkvlnRT4JgAYJ0wDgNAeIzFAFbaUlRQuHtiZv9U0vskRZL+0N0/FzgsAFgbjMMAEB5jMYBVtxQJCkly9/dKem/oOBbUiaUmcxBjPboeY9fjk4hxaQQYh5ftdSfeZi1TvMsUq0S8S6XlsXjZXmvibRbxNot4JZm7z78XAAAAAABAg5alBwUAAAAAAFhhJCiOyMz+0MzuNbPPVq77bjP7mJndbma3mdmzAsZ3qZndYmafN7PPmdnLiusfZWY3m9mXiv/P62CM/8bM/sbM/trM3mVm53Ytxsrtv2pmbmaP7mKMZvbLxWv5OTP77a7F2JXPjJltmdnHzezTRXz/qrj+cjO71czuMLMbi8ZkqMGiY5GZXV3c50tmdnXl+j+v/L7eYGZRV+M1s2Nm9p7KZ/HVTcZ61HiL6/93M7vTzB5pMMbnmtkXi8/XtRNu3yw+d3cUn8PLKrf9RnH9F83sx5uKsY54zez8Yvx7xMz+XRuxHjHeHzWzT5jZZ4r/r+x4vM8q/obcXowJ/6CNeFcB43CzlmEcLp5nacZixuHOxlvPOOzu/DvCP0k/KOkZkj5bue79kp5XfP18SR8OGN9Fkp5RfH2WpP9P0pMl/baka4vrr5X0mg7G+GOS4uL613QxxuLypcqbVX1V0qO7FqOkH5b0AUmbxW2P6WCMnfjMSDJJZxZf9yXdKunZkt4m6cXF9W+Q9AuhXsNV+7fIWCTpUZK+XPx/XvH1ecVtZ1d+d39S/p66GK+kY5J+uLjPhqT/p3zfdzHe4rZnF5/bRxqKL5L0t5IeX7wmny7H1sp9flHSG4qvXyzpxuLrJxf335R0efE4UcOv51HiPS7pByT9E0n/rsk4a4r36ZK+tfj6qZLu7ni8x7R7zHCRpHvLy/yb+7ozDnc03uK2Rsfh4jmWZiw+YqyMw83GW8s4TAXFEbn7X0i6b/xqSWcXX58j6WutBlUNxP0ed/9k8fXDkr4g6WJJV0m6vrjb9ZJeECbC6TG6+/vdPSnu9jHle313Ksbi5tdK+ufKf+/BzIjxFyS92t13itvu7WCMnfjMeK48Q9Ev/rmkKyW9o7g+6OdlBS0yFv24pJvd/T53v1/SzZKeK0nu/lBxn1j5H9KmP4eHjtfdT7n7LZLk7gNJn1Tz49pRX9+Pufs9Dcb3LEl3uPuXi9fkhiLmqurP8A5JzzEzK66/wd133P2/SLqjeLwmHTpedz/p7v9Z0nbDMVYdJd5PuXs5Fn9O0hlmttnheE9Vjhm2FPhv8pJhHO5ovEWcTY/D0nKNxYzD3Y23lnGYBEUzXi7p35jZnZJ+R9JvBI5HklSU3zxd+VnhCyuD3dclXRgorD3GYqz6OUl/1nY8k1RjNLOrlGczPx00qDFjr+OTJP23RQnWR8zsmSFjK43F2JnPjJlFZna78qzvzcqzyA9UBty7tJucwtEtMhZdLOnOyuU9vwMze5/y39fD2k0kNeXI8UqS5UvW/ntJH2wiyIpa4m3QIs89uk/xOXxQ0vkLfm/djhJvCHXF+48kfbJMdDfoSPGa2feY2eckfUbSP6mM25iNcbhZXR+HF33+rozFjMPNCj4OL802o0vmFyT9irv/iZm9SNIbJf1IyIDM7EzlZXcvd/eH8oRnzt3dzIKfaRiPsXL9KyUlkt4SKrZKLKMYlcf0m8qXonTGhN91rLxk8NmSninpbWb2eC/qrzoS46vUkc+Mu6eSvrs4cHmXpO8IEccqMbMPSPqWCTe9snrhsGORu/+4mW0pHyOuVJ5YOrSm4y0+k2+V9G/d/cuHi3LP4zUaL9abmT1F+TLLTv2tm8Tdb5X0FDP7TknXm9mfuXubZ0o7i3F43+MzDmNprNs4TIKiGVdLKhsUvl3SHwSMRWbWVz4ZfIu7v7O4+htmdpG732Nm5RqhYKbEKDP7GUk/Kek5ISfURSx7YjSz71K+1u7TRcLnEkmfNLNnufvXuxBjcfVdkt5ZvH4fN7NM0qMlnehQjJ36zEiSuz9gZrdI+l5J55pZXGSBL5F0d9jolou7T002mdkiY9Hdkn6ocvkSSR8ee45tM3u38rLDIx0YtxDvdZK+5O6/d5Q4S228vg26W3kfn+pzj3++yvvcVUwqzpH0zQW/t25HiTeEI8VrZpcoT9S+xN3/tvlw63l93f0LljcUfKqk25oLd3kwDjMOz7FMYzHjcLOCj8Ms8WjG1yT9d8XXV0r6UqhAirVhb5T0BXf/3cpNNymfFKr4/91tx1aaFqOZPVd5b4e/7+6nQsVXxLIvRnf/jLs/xt0vc/fLlCcCnhEwOTHtd/0flTfKlJk9Sfn60L9rP8KZMXbiM2NmFxSVEzKzMyT9qPI+GbdIemFxt6CflxW0yFj0Pkk/ZmbnWd79/Mckvc/MziwO9sqzYT8h6W+6Gm8R56uU/yF/ecNxlo4Ubwv+StITLd8pZ0N5s62bxu5T/RleKOlDRcL1Jkkvtryb+OWSnijp4x2ON4RDx1uMhe9R3tzvo0sQ7+XFOCAze5zy6revtBP20mMcblbXx2FpucZixuHuxlvPOOwtdC9d5X/Ky8PukTRUPkF9qfLusJ9Q3vX0Vkl/L2B8P6C8QclfS7q9+Pd85euEPqh8IvgBSY/qYIx3KF/fVF73hq7FOHafryjsLh7TXscNSX8k6bPKm0Fd2cEYO/GZkfTfSPpUEd9nJf2L4vrHK/9je4fyCo/NUK/hqv2bNhZJukLSH1Tu93PF63+HpJ8trrtQ+R/S8vf1OjXctf+I8V5SvP+/UHn//3xX4y2u/23lf9uy4v9/2UCMz1e+o8/fSnplcd2/Vp6clvJGW28vYvu4pMdXvveVxfd9UQ134q8p3q8ob6z9SPF6Prmr8Ur6XyWdrLxXb1cLu0AdId5/rLyJ3O3K/9a9oI33wyr8O+K4xjjcYLzF9Y2Pw8XzLM1YfMRYvyLG4abirWUctuLBAAAAAAAAgmGJBwAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBdaamb3VzG40s4+b2VfN7CeK628xsx8tvn6Vmb0ubKQAsLomjcVm9lQz+38r93mGmX0wZJwAsMpmHBd/yMxuL/5tm9mLQseK1UWCAuvuaZK+7O7PkvTTkn6ruP63JL3SzH5a0tMlvTxQfACwDiaNxZ+X9Hgzi4r7/K6kXwsUHwCsg4nHxe5+pbt/t6T/S9JNkv4kXIhYdXHoAIBQzGxL0gWS/lVx1eclnSdJ7v4XZmaSXiHph9w9DRMlAKy2aWOxu2dm9jlJTzGzJ0r6qrt/MlScALDKZh0XF7e/RNLzJP0jjovRJCoosM6eKulL7r5dXH6GpE9Lkpl9l6SLJA3c/eHiuieb2bXF168zs7MCxAwAq2bqWCzpY5K+X9K/lPSbEmMxADRk1nHxTymvqHiRuw8Zh9EkEhRYZ0+T9Fgz2zKz48ozxq81s4skvUXSVZIeMbPnFvd/pqTbi6/PKRMXAIAjmTgWF7d9TNKrJL3L3e8urmMsBoD6TTsu/klJvyjpH1aSF4zDaAwJCqyzp0l6p6RbJf2VpNdL+lRx3a+6+xck/W/a7UvxTEmfLwZtmdkPmtkNrUcNAKtl31js7h8tbvsbSTuSXlO5P2MxANRv2lh8vaRLJH20aJL5Uo2NwxJjMepDDwqss6dJusbd/9nY9d9bfuHuf1G5fLmkV0p6SNJjij4V39dKpACwuqaNxZL0Mkm/4e4nK9cxFgNA/SaOxe5+/vgdzew9qozDxf0Yi1ELEhRYZ0+Q9KVF7mhmfUnfdPf/udmQAGDt7BuLzewJkt4j6aPufn3lesZiAGjGQsfFjMNomrl76BiApVQ00vw/JL3O3d8fOh4AWEeMxQAQHmMx6kKCAgAAAAAABEeTTAAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAENz/D8K5jVV/XG32AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -729,6 +729,9 @@ " color = '#D64045'\n", " )\n", "\n", + "\n", + "plt.suptitle('Momenta histogram for $\\mu_1 (monochromatic) $')\n", + "\n", "plt.show()" ] }, @@ -777,12 +780,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 132, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -843,12 +846,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 133, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -883,24 +886,11 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 134, "metadata": { - "scrolled": true + "scrolled": false }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#generating energies in CoM (s=220**2 )\n", "energies_gauss = np.random.normal(48400 , 500, 200294) \n", @@ -932,13 +922,54 @@ " '$py_{\\mu_2}$',\n", " '$pz_{\\mu_2}$'\n", " ]\n", - " )\n", - "\n", - "#plotting momentum components\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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JSFtEBMfDERERpZamMZCRKN/Zkgb/QzLbYa4eIspn6azRzADHwxERERER2aUkaTARUT5LW0MEx8MREREREQVj0mAiogwnq7SPhwt5K9J4OCIiIqJehYlH+xYmDSYi6iljySpt4+GmJLkdJuYhIiLqI3pjEjQmHu1bmDSYiKinTEZEpGQ8HBPzEBERUb5j4lEiIurLMvYryPFwRERERERERJTO6Ts5Ho6IiIiIiPo05oUh6iltOSI4Ho6IiIiIiPo6KSXqX5uOiuefZV4YogAOUCQiIiIiIkojVx7lhWEEB2VC/nwjiIiIiIiIehHDMLpnB8oVVgSHlDLbRaFejA0RRERERERE1C2fIjgoP/ETRhSnXGy5JiKiyBhmTERElFvYEEFEREQplWsNtlJKzH5jNcOMiYiQe/do6pvYEEFERES9nsYwYyIiigOj6dKLv8pEAWwdJiLKDN5viYgo1zFpZ3qxIYKIiIiIiIgoBJN2pg/PLGUEe7+c47kiomzgvYeIKPfw3ky9FRsiiKLg2DAiIiIiIqLUYkMEURRSSqxa+jLHhhFRn8EGWCKi3o1RFpQL2BBBFAMzrRNRovKxssepLomIyI4N1JQOfMIiIiKiIGyAJSLKPdlq3ObsEZQOrGkQERFRWuRjRAgREfXE2SMo1fiJoqhiVSJZySQiokQw1JeIiCJJ9DeCvy35gw0RRERElHHMRUFERJGEGw7ipAOUw0jyBxsiiIiIKCuYi4KIiCJJdDgIh5HkB14lIiIiIiKiJHC4ct/Da54cNkQQERERERHlCeZBoN6ADRHE1rwcx+tD1DewYklERE5YeRB0Xe+uI7K+GCyR88FzmFlsiKC0Y+WaiCg2Jm/MXaycElE6JFNHZh6E9HByTfhskxr8BFPaSSmxaukreVm5NgwDSiZ/k8lGJZYVZ6L8k8vJG/Oh4pUPZSQiskgpUT9tRl7WkXsrJ7NucGaO1MjdGg8FyZfKVaRy5nLlmoiot0hnA2S4iI1ca/BkVAkR5RtGNuQeJ9eE1y15PIN5wowqeBlSyogVP+v10PczWVG0lzOf5FplmogoF+Vyo7LVEB5PGfOlkZ+IchvvJUTxy90aRS+U7E0qlyuAdvlSTiKiXCNlehtFE210zWZjrdN9SykxZ+HquH5j8y2Cgo3mRPHLxPeGQyx6P95/U49PjBmUr9ECRESUv/pST10iDeFsPCeiVEg2VN9+r+5L923qu/jrm2F9rcJj3UjRR++j/CEhokwL7bWJp9c/1T0+yWwvFWXJpeNJR3mIKL9EuwfYEyBGS4YY730k4Ui4wHDwdGybCGBDRM5Kxxc7lduMJ1R21dJX+uyDOKNgKNuEENOEEKeEELttr/27EGKfEGKnEGKJEKLY9t7fCCEOCSH2CyG+mZ1SU6r1tUZwIqJ8ZI+qSHcyxEx3lrFzjkKxZkJp19crwH39+CnrZgCYGvLaBgBXKaUmATgA4G8AQAhxBYBHAFwZWOe3QghX5opKACtrRETUk9NOwHg6C1MxBWWy+8vHqArDMCAlf6OTxSckcoyV49TgeaRMUkq9B6A55LX1Sil/4M9PAIwK/PsBAPOVUl1KqaMADgH4csYK28dZ9wUpJWbNXwFd1zO+/3RUBnOtkumkPD6fDz6fz/HrRET5WL/L9BSUnPKS7PhpIMc4zCA5VuWX55FyzHMA1gT+XQGg1vZeXeA1yjAhRNQKbbIV3kTXz8eKdqr05WMnotikUjg5Y1bGIgxCpbuh1EnOiKDl87ARmjKLDREUl3wcZpCLlcd8PI/U+wghfgLAD2BOAuu+IIT4TAjxWVNTU+oL1ws4qfREWkYpiXmL10Ws0DpJQBkrKVoi01YqJTF30dqkKtqJVAZTUYGMd2pU+z4Nw4Cu65j3Zv5M9Um5g7l68ls89ch09vjnYn02Gdk6nt52HvMZn4bIkVS1ImYjCScjEIh6EkI8A+BeAI+ri7/G9QAqbYuNCrzWg1LqZaXUZKXU5LKysrSWNV+kunITq8Ey2QbNRNfvyw2p+XLsrGjnnBlgrp6cEdrIGO7fdqnKpRCtHE5IKdEwPfmIi1wRel6TabxPdL+O9hlnJAg5lx+/qEQBiVaukqk8skJHvY0QYiqAvwRwv1Kq3fbWcgCPCCEKhBBjAFwG4NNslDEf2aMMekMIaG/MhxB6XXLl3p7qqUoTjXih9GCunvyXK7kNcqUcqZKt4+lt5zFf8SrkEcOI3CLXGyq9TmQjukFKhTXLXs2JCl1fuc6UOkKIeQA+BjBeCFEnhHgewP8AGAhggxBiuxDi9wCglPoCwBsA9gBYC+BPlFL8wMUhX3rMcxEbfVOLn8W8wlw9OcB+D+L9iCj90vYrxfFw6RXPDbK33UyzUbnKtQpdb7umlD5KqUeVUiOUUh6l1Cil1GtKqUuVUpVKqWsC//2hbfl/VkqNVUqNV0qtibZtCpbp76Q950G4Rspwvf+pbMiMtD3rdSchz3bp7MXP9LWJ91wnmjfD5/OxcTrPMVdP7pBSomHaTEgpIaXE8Vdeg67reTVVY7R7Saqn/8w3vfW48lk6n65mgOPhokrmCxFPZICUEmuWvdp9M02VXPhC50IZUsnp8TDvBRH1RrnW6EuUTszVk3vsIfsM3ydKr7R9wzgeLrpUTJ0WT4UtXZW7VEdmsKffOVbYiYicy/ffl3wvPwVjrp7cl0iSwmQTGxpSMtIpDVLZcek06qS3dZamQzafZBIaD9dbwtDMHu1XwvZox5pyLdJ68UjVl8OKtrCXJ1wuC0NK6Loes+yZ7OnPxg0i2YzADMUlomRks2KU7UqZUhLzl0SeEjVUuCEmmRBpmI2u65izkAko8xFz9fQuud4omOvlSxWnx5l8528ypaRostIQkcx4uN4UhtZbpk5LdWRGrh0fEVE6pKOy2FcqoInK5d8XJ9cul8tPkTFXT25LZBrNVE3naeWfsDqaYuWicBJxYc91Ye0j2UZVe56MRLfjNNdGPMOUnVwHKSXqp82I+3pZ64W7J5v3ajYKJyvjv2jJjocjyhdWpRJJPg/wwYKodwitXEkpY/Zwx6qQhdvmvDfXZmS++3RGCsRKhJnM/lORzC0dwiXrTEV5sh2JQtQb5Xr+iFwvX6o4Pc5Ez0dfOY/ZktGzy/FwFE1vqixZYbSrlr6SVAOCtZ1cmT6UiBIXrlExFT3coduNZ5u53tCZ6+ULJ5kyR7p23Q3bRJRW8eR4yGS9NVcbUJ1KtoypOkbmcMgt6Zy+k+PhkJ+VKHImk2G0DMclyk3xVGSklJi7KPXRCtEiK2KVz+qFD51VyT41qBOxIiYSrfCZeRFWOT5nUhqQCYbLOok+cfJbrus6Zr/hvMxOWJEurEsQEVFvkc5ZMzgeDheTL8Y7dWamkhLmUmtgsmPX0n2+woVAJ5NYM5fOPRFlRqxGxUR7vpNprMz1hk6n5yxdD+mJbD8d5zTXrxMRBWNnJFF0/FXLgExWHnjTyyxWDIkolayZHax7eKZzMyQrHWWLFJ1h7Ss0t0K80Ryx9y8xf3E6Ill6ljPVZSei6KLlo3GSWDEaKSWOv/IadF13tM9U7z/VYg1bSSZvT6o7E5OdRjVd26JgfIpKo2xUFqWUWL74JXR2dmY0iZjTYw03tWfodlSYG6/z7afnnBtG8LzOmR4XmGioMRHlHzZwxi/d54zXhIgSEW+yw77eoZhPx59PZc1V/GXthTTR+y9rtr782dyv3++H3+/nDY+IkpLtxIex7qPZuM/mYoUyF8tERBeF5sFJNILB3uMulcLJWbMdRWClqqc+Gx2nkfYZOtWmdYyZLqOjaVKVQsP0WUwmn4Te/8SaBcnmOkg0rClVN6NUhUfFU6Z4swHruo6Vi19K+5c/NBrBzAvxSszp1YJ/nHrezGJFhoSSUmHV0lewirNnEPUa4R4ypez5WqorYFZySycPuOkZahF9itFIyTdTlUwynn3GEqlMfr8PPp8vobIkW6ZUyeUhQES57mJDYvzrJjNl5MWGZhX29dB7ZK50dNnLl40pMxNt+OX0nsnh2csj3TcXdo4AyF6orBAiK71UmtD6RLQLEcUv3kpUKqaJTMc0lU7fTyXrOLLxmxLrHHJICFF2mN9LW6dTnNEHVs9+snXF0KgLFWOorpQSDTNeD9PILVE/fWaPhk2pFOqmzUTtq9N65LJItrzxkFKiYfos6Lqe0twYTssjpUT9a9PZ2Zdh/IXLI1IqrF05LaGbWrw98KlkGLJX5TiwrkMqb1a5FBZHRKmTqmSTPp/Zwx4pmaFSEvMWr4t5X4q173imiZTSTKyZqxU3p5F2SoU/ZsMw0NHRETOywbo2iZBSYtb8FSl5ACCi3JKt3vJI+432ei707GuBjr5s9bim6hxwWJ1z2f/UUVzYI54beB2IKFsiRS3E23ueiu3kYo99IqHG2TyOXDyHRL1dssOoc21Gi0xLRWeWdR6tbVn5MVL5AJ+tiQPqX5sOXdfZ4ReDO9sFoN4pW8nGpJSOKnXZDMWNR7aTyhFR6kSbAcdeWZLSgBACWuB1+zJKKei6jgVL18Ht9jjeb7h7sVIScxauguZyObrPWNsRwlm+hnDvx47ISL7SqJTE3DfXQBMaHn14asYqorlwr3Z6HQHA5XKluzhEFEWkfA65LrQObf1bCJHwtqzfqFyIzEiF3nIc6cazlGNCx4JFCyuNNM1ltIf/TFXIwiV1jFfkimz4YSZSSqxZ/lrYBGeh5ypW+Zwm7UzFkJdo10RKibUrp8Mf5QEm1jaIqPeJp8E12m9CKhtjc2k2DE3ToGla1ARt8ZQl10Jtc608RL2d0xwR8eSSkFKidtpMGEZq63eGlEGRBtG2HS6yw8kQPmu2CPu/4zkGexREw0xns4Q4LX+iyyW6vNNtsp7eExsisiydlQmn27aWk4Gbp3350G3EU95oFdxktht1n3EMmchmYrJIjd/hzoPgMBCivGHv0c90xSM0miBaDgcpozduJnIcsWZ5iDVbhlPxnNdI+5RSYu6ii6/HOh9KSSxcvgEqSs+lk0q/1cBt3eed/O6Fy0GR7Rk1iCg18rXn3F7uZI8hX88BJY9XPsN8Pn9QhUJKiTUpmJIxtAJkGAZ0XceqpS/H3LZVBr/f3yNKILR8um5g1bLkIh2s7drLJqXEmhXJJYA0DAO64XeUnCye94DUzdVsRW1EqnhGOw+GlPCHOT62shJRJJlucM2l2TBi7TPesuTaUL5cKw9RJqWiAytbkUWZ2m8i+wnOsZPGwiUpX4e1UDD+iqWB0/BU67tjVSaSuTFFWje0ohJruXBlCd2GFXXQvUyCN4FI202EPZdCLv44BZ3PGMfJRJhElA6puq/l0rCAdOXRSccwk3RFAhL1RU6nW4w25DnSlJbpJqVEw7TY+43WCeZk+EC0/VgRWqHTgZrDRWag5tXp8Pv90cuXYEeYtZ55/4udNynca9a1y4X7p9PzwI7DnvjEkwZWFEGkbKlWfoJwc/yuihAdEauyIqXE+lUzHEc/OFkuVjSF1Xvv9wfnU4g3b0JC499CciZYuRSshJWhZbeXqfvmG2VcXNR8E2GmeAuXT8Kem8Lanq7rjqYyDb3ZxnOjTmQZIopfpO9WMpUzp1MdSxn/A6yUEguWrIWu60k21JpJLkOnnLQPN4h0XkKPL1xyyngezq0hCtby1nmJNdQitAw9yyXxxrL1QVF7odGCs9+Ib2iElBLzF18cDqKUxIKl67ob850ct/182f+dzBSiRPkqFSH9uTbFJpDa3v5Ejs+azjPXGkudJLa8uEymS0eJYENEmiQanppMb7h9m9FyETgN53SS4yGRDLlOJHLzs+dS6BHZEeVmHjFKJMWRCZG2l2s3eiJKn2x/31MVzu802i4T4jmmaOUMfU/Tov++icCc9/Ecc49IQA6vIMpbqejoMcJ0Nkml0Pj63LTcT3sM5Y7S2SWVwskZFxNRpmqYcqKklGiY8XrEDlurI7F+2oyw5y7WEG3d33OYe1+fpjXdOH1nHkjkRmdGCExDgccblDshVdN1WdEQAIA0NEZYUSNT73uuu8yJ3PysKBMtShmtZabe+2zC5bXYw83iKeOa5a/hrvufD7utZMoCcIo2okxw+n1Vykye+MR373GwrMLR4w34bMd+HJuqEN8AACAASURBVD5ah5OnmnGupRXr3/0Mut8Pt8uFfYfqMaR4IJpON6OwwIsPNu9E05kWnGw8gwH9C2FEyZsTTbRpNCNFEMxfvBaaw/tNItN0Or2n2adxDo3CsKIQvvfgN3usp5SZ3POp790Xc7vmtnXMWbQaj3wreFvxRLZEEi5KJJlt8veAKDOSGbZlv784jWSINB19qqIqYkVumI0CqX1Yj3RMscpjX4YNCPmBDRG9WLQe/Whf8kjLh7ZAakJLurIVjdXblOjcxBbzPEQf55vtvAyJ7t8+Ppo9a0T5wZpW0hx2Fb5n/tTpczh49ASWrf0QmiZQVVGOcWMrcfLUGVxSXYGDR2rgNxQKvB7Un2hCY1Mz/H4Dew8eBwB8uGU3AMDjcWPX3hr4fH60tLajru5Ed2NFQaEXHpcGt8fd4yE7tDx+w4Du06H7/ZCGAUMaaDnfio7OLjSfOw+3ywXDkJBA93Ele+9Ol0jHKaVEe4cPH23ZhbqGU/h89xHs2jsNp86chc+nw+VyoajQi84uhcnXTIBhSGgu3neJckG4xrZ0DE2NtU2pFBpnzsbI556OOTWmlSNBtbTgxE/+EYUDBsC3Zy/g8wFKwlDAiQ8/gXtYGbwjR8B1yRiocy1QhgEEjlNKicZZc1D5B8/2KEfDjNdR6En+US/SMVsRCp4E74ORIg6kUjg583VUPPdM93Jh15eyx8xy9m1Gu05WdEdo42y0iAkOc049NkSkWLo+qFZviEvYe2PCf4lib0tC13W8tWYW7nrgDxytc3G2h/gCIHw+HwwZfTqzyPtUWLtyGu554PtwuVxheoiiH39o6FlojgipzDG/a1dMy9thEVY0hxDA/Q/9YY8fYvaCEeUmc/rI1RAhD8VdXTp27avBqdMt6N+vEM8+cje+fN0VGDigHwzDwMJl66H7/bhiXBXcbg8ee/guAMC8N9fAp+u45WvXY8W693H1VePRdPosNm/bjaFDBuHo8ZPY8vlenL/Qhv1H6nuUZ81bW+D1eAAo+A2zh2vtO9sCYbvh74/r3/0cALDh3W1Br2/YtBVutwujRg7DmKqRGH9pFS6/tBoD+hf2mBY0FfdeKQ0oRIvgkGhoPI0Tp5rR0dkFn8+POW+ux94DNThy/ARqak+gy6ejo9MHpRQ2fbQTAFBU6MWlY0bhivFjcOhIDXy6Hx2dPmze9gXe+XAbCrwejKkuR1t7R/c9lvdaor4lXASEk1572dGJC8tWAO+8C9FyHgqAXjESYtBAKI8HQtOgaRo8w8pgnD6D1k3vQa5aAwCo/3gziq6eCH+XD3rDiYhRv5nIf5GufaRqu6mK2rB34MbbwJ7tIZm5jA0ROSCR6IRYeQ+crBf31GVCg5HGCIhwBERc5yYRmqZBRmkscSpSD2eys4uE2489/4cmtHSMjiGiNLHf86Xt33sPHMP7m/fAb0hcMa4Sl46pxO03Te6xfqT7odvtwojhJSgrKcYtX7sOPp8P7R2t+O4DU7Bszfv4zgO3Y9b85bj5a9djxdr30NHVBb/fgCEVLr9sDLq6fJBK4cDh41DSwLhLR6OwwAtN06AJAc2lYffew7BuPtdNuhw7vziIL10zAX6/ga079kJKhTHVFdjxxQEIIfDuR59j/aZPAQDjxlaiwOtCW3tnSs6h3x952ElHpw9Np5vws1/Pwd6DNVi5YXPQ+7UNpyGEec7cbjPSYeTwoRgwoAjFgwbhie9MxeKVG/Dt++6E1+vF3EWrYASiRr59/514ZdZSHK45gX0Ha/FnP/klvnnrV3DflK9h8KCBKTm2SL97rNAShZeujpdYnYu6rqNu2kwMf/KxHuspZfbYW9tQhoG29z7AhY1vo3PrNrQrBRQPhpp4JbzV1Sj/wR+gcdYc+A0/BAQ8bhdKn3wcLpcLSkq0Hj2K5plz0G9IMTq374DRdBonf7ANon8/nLpwAQUTr4Lr8vHm/qUM5LnpeR9JxdBfe16JSNEFkdZLdadttGsvpcTJWbPhdcd+5I12HLquo3HWbFQ890zcnzErb0XZE49BCMEGaxs2RKSZYRhhZ2ewk1JhzbJXnUcnKIW1q6bD4wq+fEopnDvbiHNnT2LfFx/hdFMd+vcbAF3vCuxHYt3qGfC6PRHHmyYaZZEuUplREVPvfa77tVjn08k5j7au9f94h53Y81oEvW67Xt0VyCQaDqzoFI/bHTZShohym5WLQBPCnIFi0WqMrqrE72cuQYHXgxu+dCkG9C9w3OsSz/3K5dIwrLQYJUMHda+jaS586+6buiuHS9e8C2n48dC9t6CoqKj7dZfLha7OTvj9PhhS4qYbJqHl/Hnc9vUvAQDOnTsHCIEH77oZAn5894EpAASO1zdi5xeH8MGnO3Gg8Qx+9Hf/jfJhQzH52it7lM9p7ghztoyVgDCzu0OI7iEtR2tPoelMCwBgxLASXFJdjjtu+jL27D8Mr0eD1+vBI9+aimVr3sdD996C+UvWBm3b7faisMAbcd9ulwtlJYMwpLg/2jt88OkKK9Z9gA2btuDeKV/D1Nu+0r1s9AqyEbZ5Wtd1LFy+EY9/++4ey0tpYMHSDXjs4alhZ3CKtC+ivsbeaJfuIWJR8yh0dqL17U3o/GwrWj/8GBd0Ha6SofBcPh4lL/4RTmzYCCgF4Yl8zwEAoWlwjxwJraoSQ599yrzf/e4l9KuuxvkVq9D27vu4sGadufDAARAlpVBDBsMYMgT+02fgGjwolYecccnkvLDPABKrYzPafmJFaURrKM7W7Cy5jg0ROSKR6ASlFBpPHMXBfVuwZ9dHqD22F5+89wYAYO/OTd3L7ti2EQMGDkVJyTCoDM+VnArZzt8Qj3TMhpKJ7RFRZmmaBigVSEh5Eis3bMbll1ahcuQQeL3eiFnM843LpWFM1QiMqRqBe+68Ea/OXgqXy0yq+Q8/ew1DiweictQI3HTjdTFnqQilaRogNPj9Buobz+Bv//kl1DacgsfjxtjRI1A5shRPffceLF3zLr5xw9U4cbIRfkPvMaY4GYMG9sf3HpyC+6d+HYtXbsLC5W9jzVsfo6J8KDq7fCgqKkpou9HqBMwHRBTMGnJrb4SzeqHLn34y6ca50AgAi5ISRksL5LkWtH+2DcbRo1DtHfD5fGg6eAide/cBnZ3oBOAqLoanchSGPv8MPFdegXMLFsFTVRl9v1F66IUQ0AYORL+pU9DZ3IyRzzyFjgMH0fb5dpxftwGqvg7q2DF0Aqh7e5O5kseDhk3vw9W/H0RREVRhIfynTkF4PDA8HrSs34jCsZfA8Gc+F4LSdciWFqiODsDthjZ4cFC+ByuywaVpF4dYSwVEuLShM3xIpXDy9TmoeOapqOWQUqJpzrzuCIpos4qEW9f6zCWrrzQssyEiz0hpoOVcE5pP1+NccwM+fncBAKB85FiUDq/C9TfcjaOHv8AN33gAn3ywHIa/C0NLyrHt03VYveR/4PYUYFTVBPh1c77xVA8biFe0hG35IlwrayLntauzHYcPbMPRg1sx7Te70NZ2Dprmhs/nQ/HQ4SgdPhqaFv4rm8zYNSJKXKxelljTRR44XI+DRxtw4+Sr8MKT92Ph8nUZKW827rlCCBQPHoDv3H8n+hW6MWTIECxb+z5+/eoizJi/Gl+aNB6tra04f6Et5rba2jvQePocGhqbcaKxGYYhUVUxHBMvr8bwsmIUFHgzei+sHDkMP3zhu6htOIX5SzZixxeH8OJf/ye+fO0V+OpXJuGqy8fC64ldobQnICai5KSiF1opBb3mOOSxGjS/NgNGwwnoTU3Q6xvQ+sYiIPB9PbdhY/c6hscDrXIUtOHDoBUXo+zZp1A0fhxOz56LomuvSct3XLhcKBh3GcToarS1tkFJCdXRAU97OwZOmgj97Fm0bt6CglGjgM5OGG1tkM3NUM1nofw64NNx+j9+aW7M5QJKSyDLyyGrozeWJEudPw+5Zy+aVq2G6uzqft0A0Lh3L9SAgVC6Dmha0tfT6frJ7IeRD/FhQ0QWGVLC5/NBN/wQER4wAaC9/QJ2bN2Eg3s+QsvZkzAMP4TmQnHxcEy9/wVMuvYmuNxFWLdyOibfeA9ONTWidFgVBgwqgdfjxu1Tn4JfCowbfy2WL/wljh3ejt/84gWUV4yF3+/HmhXT4A3JqhtueIMhJfyGOWVcUsdtGxum63qPoRd2UsoeSXjCzWN8cSxe/BVPw5BJzf4hpcSGNTMx9d7nus+ZlDLs8Jme6xo4tH8r9u/5CJs/eBO63gVNc6OichwADSVlFTh6aCdqDp9A/fG9GFV9Ffx+vzkcA1r3A4UEsHbFa7jnwReitp72lRZWonQJ/Q5JKbFgyQY89u2pYZeXUmLe4nV4+pHgKSGVUth3qA4HjzagqmIYXnz+4e7GgXBzpMcqU2j4sc/ng8/n6/7b7zf/Vkph0Yq34Ekgk3q4ISDWUIpYSYOthMPWMXo8bnzz1i/jwoXzaGq+AK/Hi8927ENrWwc+2/lLeL0eHDhSj8GDB6C+oRFd+nr4fDpa2ztwquks6k40QSllJsUsL8WoijJ8/4kHMH/JGsTbxiKlASFS04g7unIERpUXo6hwPIoK+2PL9r1475PtAICSIYMghMDJphYUFRagprYBLrcGr8eLDe9uwaCB/XGu5QLmvrkmrkiKcOOtmUeCKDFW/pnOPXvh37YdJza9B+P0GQDA+e074R1VAW3oULgMA0WTr4MYPBjtu/dg4D1TceHDj2B4vSgsLELpk4+h6fU5EEIzGwhswwPS8d0M3bYQAuhXBNegQRh491QYhoFOn46Spx6H1+vt/o1onmd2aCopMWzKnTBqjuPUG4ugTjZC7diJjh070VDXgP6332rO1pEiRns7zs+ZD33DW4DbjaJbb4av5TxQWADoupnAs60N+v5tqP/Bn2DQ449GHGZjdWoyWiz/sCEiR7W1nsMXOz/Avt0f4fCBbZDSgMdbiNJhVSgeWoGBxWXwuD2YfMPdKCwsRFtb7B6kiqoJGD/xJrSdP42zzfU4sOcT/P6//gRDSitRUjoCQPyJM1MhdJhBPvYI2Y/ByZSg7W0tWL/yNezc9hZazjXB5fbguuunYOK1t2L3zs24464n8e7Gebjz7qexYskraG9rRt2x3Th2aCvWLv8t+vUf2mOb9ulO42W/iTOigig+sb5zmq0CCtgbIepRVVGGq6+8BJqm9bjvxYp0SrRSG+8QiFiSGYsthED5sKF48rv3wJASv3ppLiorRuDDT3fAp/txtKYBZ8+dx6kzLehfVIT+/QtRWlKMGyZfidq6BgwdMhhul5kjIhv3rnDXSNM0DBk8AI9/+x784Jlv4Yt9R1BTexJHjzdg997DqD95Gl1dPrRcaIXfb0YEWtOuWgb0L4LuB1rOn4ffMJJJK0TUpyRSf7Q35vlPncLxJ5+Faj4LuFwwhg1D8Yt/hNaDB1Hx4h/D7fXi2MuvoXDcpSh+/FHzAb/lPLxXTIDYsRMiSkOybhionz4T5U89kfDx2cvcPU2lNGfDq58xC2WPPRJx+UhDDAwpISDgqhgJb1UltAMHzftaWztcDQ3Q6+tx+t//EygswPlBAzHonrvDbifcPoHgzi+lFC689z7OvjIN8kwzRHUVxFVXYdBzT+Hs/IVQSsLn98M7ohzlzzyFxl/8F1Bbh+b/+CXEkGJo117TYz9SSjRMn9VjCtNoU3GGmzaUMo8NESmWaCZYK0lk6/kzWDTnX7Fn5/uQUmJo6Uh847bv4rIJN2Dn9g+CKlpSqe5e8MhfNtldQdy4ZhaEpmHwkOF46JEfY8Hr/4yaIztxov4QSspG4drJt0MqhfWrZuCu+5/vPh6rByzaNG7xH29wxIV9P1Kq7qlC49peYLy1NTWnk+XDUUrhwvlmXDh/BscO78SFltPwFPRzfOxSSqxdOb1HpbjL14mtm9dg1+cb0XrebF0fN+HLuOvBP8LxI/sx5T7zBrp716fYsHomPB4PALOiPmDgUEyYdDNqj+7Gzq0bUTqsGuOv+GrQddf9BlYtewX3P/SHjsoZWuZVS1+OGVFBRNFFihCQUmLem6shNBf2HarFoaMNqKoow1WXV3c3Ivbs1dYxb/EaPPrQXWG3B/gx983V+Nbdt9rWcZa4UkoDSqUm34CUEm8sWw+XywVXmAztocuG+72yXisZMghTb/sK2tpa8fB9t2Phsg2QysD3HpwKr/diMrd5b65F6dBBPaY/Db9PpwkwjbjzRyglsWDpOnz7vjvM47ddJ+tzcMW40Zg4YSwMw8C8N9fg4ftuh8vlwvzFayCVglLAXbd/DRdaO7Bk1Ts439qGsy1teOv9z6Drfnyxvwa3ff066LofLlfiTRLRzjvv+5TPEp19zr68caEVp3//Mvyb3gOKijDw+8/hwomT8BYWot8dt6Ht5EkIa5rewHpOEyhebKztuW6S+cuDJDMsINw5EQMHwDvxSgx/+km0bd2Gxl/9Fi2z5uD8G29Cq6yAf8qdUdcPpdc3oOvd99G+YBHco6thXDEBnmFlkFHOgDZ8OEr//Ido2/Qezv7uJRhvb8LZwkIMCeRhsPbrCtPAfnH4NyLOLqeUgv/0GXTW1cE4VoO2xctgbN8JaRg429YOo7YWGDoUKvDckOnO2t6ODRE5oq31HKb99n/j6KHtKCjshxtveghXXXMrqkZfDrfbjY6ODuza8WGP9YQQ8Pv98Pv9YfMR2Hvh7BU2oWkoGz4aQ0pGoaFuH07U7sOvfvY8Bg4uQ0nZKJyoP2RmRjcM+HUfWs6eQuuFZnR1tsLQu7BuxcvYv2cLurraoHd1YNvmlZCGH4Y0YPh1bP5gEQQEtm9ZC13vgsdTiLbzp3C2uRFbPirB0NIRaG9rgd/v61FmIDVThV6cOzg2w/DjwN7NOLx/Kw7s24KzZ04AAHZt29C9zME9H2JU9QR0tLdjSEl51IYJszKroJTEueZTOHXyCJrP1ENJA0X9BqFyzCSUDavGt773Z9A0DXU1h4LXD3OTE0LDqNFX4bLLJ+O9jbNRUFCEm+98NGiZZJJY8sZKlF6apmH/4TocOtqA6srhuGpcZeTaUYAQiFrxSSQ3RTzs02RGe1iNFGURb8hsaLk1TYO0PUBb24sn+iGV4dDhIvashiTr//EQQkDTBAYPGoChQwZjZHkJhhmD4HJ58O3778Dvpi9GV5eOpWveh8fjwoRLR2F0VUXSx0GU6+JpJLOiAaqefzZo3UjbNQwDta/NwMhnzIdZ36HDaPz5f8I4fRrahMvhmXA5+k2dgnMzZ4eNIjCkBJSCrutomGlODRkaoRCUKFFKNMx4HfbbpFQKDTNnByLJgtextu8O85gWbnhysqz9Nc6ag5HP9kzmKDQNRdddC9c3vobSm7+B1qXL0fbOuzjxwh9DqxgJbdylkFJ2n1N34HxYvxtGayvOzHsD595cAgig+IXn4b3jNjTOnR+1TGbDukLj63NQ9sRjuHDkCOQXe9G6dj3aP/oY6pJL4KuqRP30mWGn55RSonF2IPGklFDnzqFtw1tobTyFro83o37zp/CfOAnVdTE3ReuWzwC3G/C40XaqCSoQcX56525gVAVOTJ+JUX8Qfjg5xY8NESni5Kbg8/nMB3VbNIBSCg21+1B3bBc0lweVY67G48/9AwoL+3dXbEJZlTAhBKRUWLHkZfh1Hd4w041JpbBu9QyICK2NLpcbFVVXYFTVeAwaNATvvf0Gjh36HC/98kUAwIebzFk4Pn5vUdB6dcf3wO32wlvQD/2GDsboMVfC7fHC6y3A4YM7UX3JlTh6cAeGlVfj+LE98Pk6cXDfFvi62lF/fG/3drZ8shJebxHqa75Aa1sL/L5WnGw4CgEROFd+SOlHc1MNOjvb0NXZjrPNJ7H901Xo6mrH9i1rUFDYD/36D0ZnRzsKigbiwN7N6Ohohd/vx7qV07sjK+w9jkopdLRfwMfvLcGenZvQcrYRn324GB5vIcaOuxY3fP1BHD28G9ffeBe2fLIWnR2tGDBgEOpq9uLc2UYcOwwcO7QNhUUDUTZsFNpaz+F8yxl0dbah7vh+nDp5BOfPnsT5c6fg9/vgcnsxrHwMvnnfD7D3C3M+eyEE1q54DVPvez7iZyZc7osbb3oYB/ZsRn3tPuzZ9UHEdYko86ze93ARDoePncCBI/UYNaIEV46rhIIKujdbvWPmdmR3Q+rC5RvxyLe+GVcZzCkgN3TnZkg0D46UEvMXr4GCwPcenJLQ+guXb8Aj37qYQyNaeZSS3eWOXJ610OLowbeiFtwR5pE3f1NjtgkFtqWwcPnGoN43pSQWrdiIb919KxateAsiQu9ovNfB6/FgxLChePi+23DkWD1++fIC7Nxbg6bmVjxw181B240Wgmz/PyMfqLdyGg0Q2oNu1Dfg9OK/h6u4GCP+42c489EnAJxPFRluv0HRDuLicqGNGq4wQ/LCbyf9U5Ba5YleDglXVSVKf/wj+PsVwevx4sKKVZC1dWg6WgP064euL/bCXV0JSImOI0fRsWUrWt96B7KtDf1uvRlq0CAMvO+eoBxG0fYJqO5yCY8HrmsmoexP/xjnfv8yurZ9DrVnL7SqShjlw+E/1QRRWAjZ1gaj5TzaVqyCa/sOGC0twPkLgFJoeec9wO2G6FcE94TL0e+6a1BQMQquEcNx+v0PMeTJx3B28VK4NA1lTz6Ok69Mg2xshNbWDn3nLqiaGvhuvw2uwIwnTq9RNhNF5zI2RGSRUhKrFv8KtUd3YkhJBaovvQ5ebyEKC/vHtR0htOAkOCE3Tmuqz2g8ngLccudjaDl/AV0dF3DJZZOwfct6VI25EjVHd2PSNbdg967N8HoL0H/AYNzz4A+wftVMM2mipuH2qeb0SF6vFyuXvII7734ab619Hbfc+RjWrpwOpRQ8bjeUUvjqTffjXHMjPti0CCMrxuKLnR/AkOawlL27PkBHRyugzBZYITS4XW64NA0Fhf0xaHAp/H4/qsZciZP1h1FReRm6ujrQcq4J51tqoDcdx5LjXwAAdm3dCG9BP3gLiuBye7BxtR+GoaOpsRYn6g6is7MN27cAhUUDMXzkWNxx1zO45LJrUFBQCF3X0dJyFqPHXo3DB3dCKeCOu8yW8+Vv/gYXzjXC6/XiwL4tWDzvZwCAHZ+Zc9Fv+XiZeU69hRhaWoHioSMxeGg5NM2FERWXYt+eT4N6+y5+HgIhZFAxw/RGX3oN2lrPYvWSX2PCpNtQWBTfZ4aI4hcpLNMeNRDpXrvh3U+x52AtRgwfgokTzOEYTiskiUYrxZMLIlolSdO0pOZVclJ+ewRbuOXt5UvkfKQy4svclgrzWuBcyfC5PqJd71jLVFeW48bJE3D42AnsP1yHn/78NUy4bFRyB0KUx2KN87feD5dguHbaTLiEwPm166F/8BE8l12Ksn/8O7gGD4L68CMoACdnzwWUchSBEGmqSLfmgifCbdjJtJBmNMBcVD7/TEoaER0dS5hcElZEhyElml6fg/JnnoLo1w/FTz6OTqVgHDsGtLbB2P0FTv31T4LWFR4PBnz9qxjw0IMQlaPQMv8NR/u1jt3jdgW1EhtSwlVdhfJf/Ay1//JzyEOHIQ8egjxwEDXvBXfOdbwPqAIvRHExtBHlUIMHo+yZp1A0qgKnZs/D8Kef6B5SZxgGxOc7IAoKgs6VKCiAVjkKQx/9Hk7/xy9hfL4dJ378Vyj5ix91l/PkzNdR9f3noyZt9hvm9KNVf/Bc0GeyrzcSsyEizcL1gBiGAUMaOLx/C5oaj2Jk5QRUVF+Z9L6UUli7anpQ/Sh0akwZmPki2o3IW9gftbWHUFF1OW6583G8tXYWJt94N+obaqGUAY/n4rRo4Wa1iEYIDYMGl2LQ4FIM378Vt0x5Ah1dPvgNP0ZWXYlv3vMM3lk3BwDg8/vNJJ1uN75578UENOtWzsCtUx7Dpg1zMeWeZ7B+1Qzc+/APsX71TBiGH1dN/Co+fv9NDC0px77dH6Ot9Rz8fh+am+rgLShCSelITJj4DbScO40HvvOn+OiD1VBK4tLxX4LL5YKu61i17NWIs4MUFg1A//6DzH2vnI4rJn0NmzbMhe7vgltzY/KNd2HP7k9RWDQg0PiCiL1gVg4PQ0p0dnbi7XWz4aRrTtNcGH/FV7Fz2wYcPbgFl0+8mUkmiVIoXOVASok5C1fj8e8EJ+pSSmLuotWB73nPinFN3UksW/sBhpUOxjVXXtLj6x0rh0GsmSkiLR8PK8/Dw/fe3v1aaE+79aBsj9awry+EOetbInRdx9w3VwNQYfM0WJEQ33ngTjOXgxZ9R9GGg0TKU3Hxfefnr+d5MCP5lAo+f/MXr8VD997WvZxVN7CO1Z5nw76M/fdbCIFLqodjSPFgbNt1EM3nzuP+qbegZOjgHuVKJgqGqLdzaRrk/gNoWbwUYvhwFAcaIUKXSWYIRKqmccyV6SBdmga/0bM8wuOBNvYSDH3sETTPmIXB110HraXFHGJcVoqicePgGtAffr8fuq4DCI4YibXPSIQQEOXD4Ro+DMKvQ7S0YNCkSZBdXWjdth1GURH0fkXQCgvgcrmhacJM/DusDEi0cX/kCLhLhkLtP4jT//JzeG74MkRFRUamBe2t2BCRRt1hRWG+aPW1+9DUeBRfv/URdOn+iL1j8YbyaEJLSeUjWq6BSJEX6dpfPOu6XG6MrByHERWX4vapT8Ht6dfdEDDl7qdRWFgIKSXa29uxacNcDC0dGXabThOWmVEOY1EyrMrcv6ZhwlVfxdEj++AkpK/HfrWL0SuxZg8pLBqA2+56FmuX/RanG4+hrHxM3Puj3k8IMQ3AvQBOKaWuCrw2FMACAKMBHAPwXaXUWWG2Zv03gLsBtAN4Rim1LRvlzlVRczUo80HUbtfeI9i++xAmXDYa1RUlgRk0cvMBMdWzacS/f63H+Qt9P185KbvT8z+stBh/+8On8E+/mIZ//+1c/MOPn0WB15NsEYl6lXA9+1bjHByEHAAAIABJREFUoDx8BGr3Fyj46g0wyodDKyq8uExgBolI24yrDFLCJbUeZQlXtlwQLmIi9DXrb/vr3dELBQUomnxd9/TD1vCL+mkzUPbEY93r67qOxtnzYpbFpUkAPRudQxvJhdcL1/DhGHiXOYSxs+U8pN8PBBo+LFIpNM2ei4rnnukuvxWV4LjxuaAAw/7vT9H003+C7+PNcH3tRqjy4fD5fEEJlZ2w59Hoq/L3Vz0PSCmxbvWMHo0Ix4/uxvEjO1FSVolv3P5ohLUvbmPV0leg63qPBonQaIdI60e72VlfRL/f6J5jPtx27TdNGYi8iLTv7puU0fPmFSsaI92klFi17FVHSSwTCccLpfv90P09r13QNgwj7Hmx8ntY69mviyElpJK4dvIUDBhYguNHd0ZM/Bm1/GF6PLN5fSgtZgCYGvLaXwN4Syl1GYC3An8DwF0ALgv89wKA32WojL3SyVNn8NvpSzCwfz/8rz/8Hlyu5DOaZ2t8abL7z3b545HIFNLhji/SMcez/UjbGDe2EpOvvgy19Y14aebSvDivRLmg7Z13obbvAMrLMfiHLzqaeYdii9bbH+69bEUHpGK/Wr8ilP3074FBg2B88ilUS0sKStY38duXZqE9/VIaWL3kf1BQ2A9jx3/ZUTh9LvYCJRPBkG35VPZYZRWahupLr4Vf70J9zZ4MlYryiVLqPQDNIS8/AGBm4N8zATxoe32WMn0CoFgIMSIzJc1d4RrsfD5f1IfJ9o5O/OfvFkDTBK6/djyKCgsc7y/S0IeFyzdEjERz0jBtD9eXUsLv9zueWUgphTdXvuWg8Tt8Y2Z3+UPWN6cRjf0QnaqhBuHObSilzGES8TzbK6WweNU7PRKOLli6Luy1dLp9K9FmuDIPLxuCRx68A59+vhdr397svLBEvZiVs8fv9/f4jrV9ugXNv/w1UFYK7SvXQ0RIYBtru4lEvNq342RYQvh12OCYbda1EEVFcH/tRsDthv/jzZDtHdkuWl7KnyeyXqLh+F40n2nA2HHXw+XqnaGUifQmZVvwD1d+3ej7DxiCYeWX4GT9QbS3sVWWHBmulDoR+PdJAMMD/64AUGtbri7wGsVBKYXfTFuMxqZmvPj8w+jfrzDm8k4qmdlulE52/5ke+pHMb5GmifiHRoY5vshDeZyfi2jn/a7bb8Dkay7HgmVvobbhlONtWviAQ72NlBJ102aiYebrQZ/rrmM1aPzXn8MzuhrajTdAxBkOL5XCiZmz0TBjVtSIYPsUnj2GhkgJv2FOKRnPd85KFum04TgWp9Gv9uPJlNB9hiuD1RmQ7PCWqDMOhQ5JCSQ/lUqhYcbr0HUdol8RXF+5Hmhtw9nf/D5l99G+FJ3MhogMunD+DE7U7ccVk27CwOJhQb07Tnqz7KzlHWXddbBMIiKVWSmFdaumw4gy1jcVkp1L2b6+UgrrVk7H6hWvxbzRx3utIm8j8n7i3ceoMRPhcntw9ODWqOvFc3PrSzfCvkyZH5i4P9BCiBeEEJ8JIT5rampKQ8lyX6TvyNvvb8W2nfvx2MN3YsJl1UHvmd/t4OWtKSvjrWTGe5+weuHClSHfSGmE/IYGXwsrIeWiFRsdH6sVLWFGaZi/C4tWvBU2IWU80Rmh0Rzx9Ibap4MNRwiB7z9xP4oKC/D7mUsTSlI6d9HalD3gUHhCiGlCiFNCiN2214YKITYIIQ4G/j8k8LoQQvxKCHFICLFTCHFd9kqem+xTO4bj0rTuEHylFHzNZ9Hw9z+FVliI0r//GwhPz45AJ5EK9u0mI5Ft2NeJdfx2sYaI5cJvQSrKEm+jajKNsPZroZWVQrtyAtrfex8X1q6Pe1t9HRsiMuj9txdASomb73gcgPPemniTQyY1vjUF4WZAYj1nscqQqiSZkbYjNC3nh23Yz7H9ODyeAoyqvhIt505h3+6PslxKygON1pCLwP+trtR6AJW25UYFXutBKfWyUmqyUmpyWVlZWgubKanoHW7v6MKCZW/jyvFjcOfNX3a8XqLRBk7L3Fd7vvMtiiMRAwf0wxPfnoKa2pNY987mmLOChMp2pE0fMQPM1RO3SI1wUkrUT58ZNp+ZlUixOzJB13Hif/0F/KfPYNjf/Q3EkCFBy1vLSSnRMHM2/FESSYZGPETrTe/Rix8jWiKa0OSWUko0zJoDf4wefasHv3bazO4ZK+zbiDcyw9quz+eLenzxkkqhae78pH6frGk0nTaqWgk27cuHi4JQSsbs+NQuH4+Caybh9G9fggyTLyJactK+3unHX58MMKTE2eZGbP1kDcrKx2BIyYjunpeNay6GeIXrJbeSPq5fMxOxmgqtyoeUEhvWzIyafbzHetIITP2ZePJLKSXWLH8t7huJ1aunlMKG1TN7nA/DdlzRkmTahSbKtFfMpFJ4a+3rkEbPHrRYCTjD7+ti5T7ZKI2L5Qh/jpVSeGudGW4olQr6XJQOH4PCooFYvewlGIY/qTJQr7ccwNOBfz8NYJnt9acCPXI3AGixDeHo9aSUmP3G6oR7h5VS2LW3JtBLfV/3Q6yUZhhpOqZTNAwDC5dvhJVoONL9RynpKMdDLLEiEeLh8/lgyOBtZaudJB1RIqlu+PH7dej6xbwe1rmXUuLIsRpcMW405i3ZiNNnzmLem6v7XKNTLmOuntRzGlVwYcFCqKbTKPvRn6Lg8vEp2WYucAVmWbMaU6JFFEQ6rtDXnUQmxBONEY9sRJrYo2a6Gx3CHH+sYxZCoOTPfwhRUICuTz+DiuM3sa92EljS9o1jGFqwTz9aCUP6MbLy8qDXnWbrjbenPpEejlREAyS7jVjnI9z2E4mUcHLeczXXhf3a2s+HpmmoHDMJZ5rq8NG7S/rsTY2CCSHmAfgYwHghRJ0Q4nkA/wbgTiHEQQB3BP4GgNUAjgA4BOAVAH+chSJnVTK9wzV1p3Dm7AU88uDtKC0pTmGponPaax/r2ELveYlUkGKtk0v31XSWJdOVS5dLw6MP3Q7DkFi4/B1GOeSHpHP1cIhcdLLpNFoXLYaorkK/W2/OdnGCpCL/glQKjbPnwejOIdHzfhYr+sJeDmt70e5bUik0zokcvRAuuXOyxxkr+kT3R96H0yHsDTNehyElmubOhz+kzFIpNM1bEPaYrfPnGjIEpX/4fcjTZ9CyfFXkYwnTCXpyxqw+Ozwunb9UM8AwNACA7tex5aOVGFw8HN6CooS3Y/WUR+oxjycXhDllZG7OYwwE3zjsvXxmlvee01xGihixprl0yh5VIqURFLHSY9sxsrinK5dE8OcgeGrP4qEjUH3JRKxa8jucP382qKz2LP/2v/t6WFhvp5R6VCk1QinlUUqNUkq9ppQ6o5S6XSl1mVLqDqVUc2BZpZT6E6XUWKXURKXUZ9kufy6zf3d8uh/7D9WhZMhAfOOGST3ejyXecPp0UErhzZVvB91Xos3UEX4b0SMvQvdhZ5/RIjSKJNxDvTnzh55wpIlSEguWrI07EsK8VtFnHVHKnEUj0QaJaJEmkSJsysuGonrUMGz6aBsutHUkFa1CmZVorp7eOEQuZXw++D/dAtfw4XBdY96T09Wbn06xohSsXn17hETo8cWTg8FJVEEi0Qu5lJMiHPt5jPZ+NANuvxXaiHK0zJoN4/+zd+dBbp73gee/zws0gL4bffK+SUkUqYOiJcuWL9mJ4zgZO1knk6nUjpP1brayVdnZddXszNbWVnZrp3YzVVOVmcmkklEsS6Ko07KtkyJ1WJatw6QoieJ932z2jb4b1/s8+wcaTQANdAPdAN4XwO9TpRIbeAH8Gg08ePF7fs/vmZjMe+yvpEqcYivZby5laLeMDF1nemqMnlVbC7pdsXoilOt+nVSq3g5qXtlWnuuwHXxuv/bNPyMej/Lrt59Ju7zWy7+EKKVzF28Qi9vcsXVNXtsyu1VmdcWSqusWq2xzUd+FUlYOOPF7bt20Cp+vjtPnr5f9sUXBlt2rp1blNct+9BiEwwR/+K/mmlNqrel/8umynwflWxWQrZdAPlUKcGtHjsGn5h+b2YOhmBNQ+VZ2xGKxuR4c2R471y4ji+2gUWgcuR6vGBUqSimsXfeAUoQPfcSNxxaudJCJwPL3iKjJMrSh/ssE21fQ3No977rFei5k9kQoxiy7me2RkJmWzFZtAPP7LSTjWKj5Suox8+9voZmepf9+qc9lal+Jhe4v3y/mxhje2r946VSyz0U+Kd+FYlvqTifGGI4deY+ung0cfO9lQsO3lvdrrXn9lR/XbPmXEKUyNR3m0tU+1q7qormp3vGEn5uWP4jySP7N/b46vvXw5+kbCDExOe10WGJh0quH0kySmP5+uH4D6/bb8GzamHZKVujsc66Z/HJWVxQS80Iz+k5PSC1UtVE16utp+tM/we7rx+rrdzoa13OsFqRWytCikWnGRwfYee/DBc2SJd+opZ7pLyQWpzg9cCblO3NWyHNbCsqyWLtxJ5Zl8cZrj6Zd5/ZdQYRwm3xmLE6eTTSovG3zaoxJbPkYi8UcGzdvLX9w5OFLppjLVxLLE5e+rGOpcm0zOtdMOaVp5mLL/5LHJD8fk0tefvur9+OxLM5f6k07JvPf2e5HlIb06slNa82NRx/LOUlS6GvTxGLoI0cxjQ2YrZu58UR674RCZ75jtk3fk09lrTJYqFdCIQrdRWOx+8pVRaCNYXDv045OSBXzeVuKYjSVh9xVLtoYJoeGUC0txD87SjwclrF1AeX+VlJzZWjDg1cB2Hnv1/I6Xs9uixOLxeb6ExSjCmKhx8vZb2K2C6+tNQf2PZ5XDIUMptkqLbLFobWdVzXC/PtPT14U40SrGAmRzL9n6n3m+ltnXp6tP0Qqv7+BL3zlexw/8i5XL53I+nvk+1yk9pGQwVSIW4wxnLt4jRt9Q2zesJJAwAc4t/QgNWnshuUPyXiWm0DIvJ9iVAW6aSxbLJ58403+zZubGli3posbfUMMDoUWuZUoB+nVs7BirpEf+9mLMDmJ3rkD5fGUdDeGSlzb74aY3RBDKXm9XuruuRumpph4dZ/T4bhauV8JNVeGNjxwjabmDto7VxV8W6dn1lM5PZMuHcAL94Wvfo+m5nZee/EfHK8mEaIaaa155MmX8NV52bJh8TE+vRnj0reLTL2fVEuthChVU8Nks0utNS+88lbOuBZ7/GTjx8T9vL3sHjwLNcx0wmJ/t8zrU5+vXAnizetXAopX3/xg7rjUhsVCVKN4/wBjzz4Pq1ZBd/py6MwlAW5bIuD2Zo75SE0ax+Nx4vF40cdZN1RJZ3vtZP79PCtXoFb0MP7sT7DHxpwJtAKUcvvOmi9DGxm+ycz0GO1dawq6nRsaHpZDOWelKqnZZLH4/fV843f/nGuXT3Ls01/Ou94Ng7kQlexa7wADQ2NsXLcCr9ezrPsq1vux3JUQi43jyXgWSibn81lw636y/36Ffp64oWIk1WLxFBpvfcDHmlWdvPP+J4yOTwIy5ovqN/H0swBYd++cd10sFuPaY4lKY1trbG3T/9SzOZsnLmahCuClLLXItyllseWzvWfeuz8ZQ/+TTxOPx7n26GP0Pr6HWCyW1r8tW0PKxR4/bsdvLV+bbbyptc77ec61HGepyzSSy0tSt/nUWtP72K2d9myt8dy1AxMOM/7M8wU/Rq0o5a4ZNV+Gdvp4YiaiNbiioBe61po3Xn8CvUgzyOUq1pKPpb6R47bNgVcfm9f0MhaPY2dpmlmIzFJgYwxvH3gyr2aTb+3fM9dsUhe4/aeTEr9z/NaAb9vctethVqzaxIFX/olYLDrv+P2v3mpeGY3GiUaj8+5XlmQIkd1rb36Ax2Oxfm33sseJ5Kx/sU9CF1sWUejnQGYlR+psfb5VHpmVIbYd5/mX3ljWTKAxt6ouclWMZMaXT7zF6kuR634yn4tird3W2mbTuhXE4zZvvHNw7v6f/fkB6eIuqpIZn2Dm1+/R9O3fRTXUZz0mc0mAGxo4ZsZT6VK3wSzW7zOv2qDo91v43z5bDJmXqZYWGn/r60weeBMzM+Oq15pbVP4r3iH5vJhOn/iQ+oZW/IGmgu/f6aUQUJ7qgHIuP8l3eUc1LQOxLA+/+92/JDTSx8Ffvzj/+iW8zmQgFQL6Bob5zccnWb+mG1+dtyj36aZZ+kLe58WIuzj3UT1jdzE0NdZzz46tvPPeJ8TneofIcyQqU2aSLHWW27ZtzKkzUOdjMhIuLLmaMsOeVxxL2CaykOReIfe/lKqMXPEUo2FmsnohGo0u+jsU8niZ248ueL8FTOKmNu8sdsPQ5H21/NF/A8agz5xLVFLseUp2r0shn0hLpLXmtRcfSXsxpQ6S0WiYa5dPEuwovDdEvo9fymoJSLxBD7z2eF5bURbKTV9kF3suc21rupT7csKW2+7jtu0P8O5bTxOLRZZ9f9le+0JUuuQa+nzHpZcPvIfHY7FxXc/cZVoXvr43MVO+8Ex46mx6MWfNF1KqCo1s8nkOst0ms7oh1+2L9ZwtVGnhhvEwMw6tbR5+aBej45N8cvSsg5EJUTzZ1ufHrlyFGzeo/9Y38dZnr4ZYSCVUIritp0W55fM3WkqfjVL/7b093TQ+/FX0xUuYmXBFvNbKSZ6NZUidWTDGpDVmCY3cxBhNa/vKtNu4rVv3YpQLKjNqQamrT37nO/8j0egM1y8fL8r9yayaqGWj45P88v1P+NIDdxHw+5wOp2TcVKEhlubuO7fQ2dHGO+994nQoQixLcrJPa82Nx55IS5KOPfM8eL3U//7vLu8xyjiZVOhjlWvby6JURtg2cTteUOVIMWhjsm61uphCqigK2h1wdhKh8Q+/C8Zgzp5bMIZK+n5YLPJtoki01rz20o/Y98qjaK0ZGeqlvqGZxqZg2nHGmLltOYv1uOWasUp94xUy85/Zu2CpklUUy1mzm08lRiHPabHWDxtj+MUbe9OqT4r5t+1ZsYHdn/82fb3nGei7Mu/61OelVgdDIfL1znsfE4/b/PZX73c6lEWVKvldrC0nReEKeW4ty+LrD93HybOXudk/XND9u6VqUYhMyVllYwwzFy8x8/4HsGkTVnOzw5GVlhOz6ZVWieHG58i7cgWsWQ2Xr2DC4fIG53KSiCgiS1lYKtH4ZnSkj41b7kGp+TNKbtqWsxgKOWkpxglO6n3kqiKolN0vUuMsZpVBtuf54d/5Ph6vl9d+/veLbqkkJ6KiFtm2Pa/pZGpizrZtYrEYb737ETvv2MyqFZ1OhFmQpWzpqfX85yGz7D+fLScX2rKzXApdNpFc8uGW5RbZFPrcfvWhXXg8Fr/84NO8jtdas/f5fa79/YVI0sbQ+zf/AXx1sHmj0+EUZSeN1ONy9nlYZAZ/uVUNqbdP7oSR7XywkEoCt7K1zqunRfLYbMct9hzZtg3btoFtoy9emnddsnKiFicCq+sbsUsM9l8hGp1h09Z7nQ4lq2L3MUhWeeRz0pLclSK1S7gxuqCYUnfAOPDqY1kfN1uFgRtpY3jj9SeKHqc2hgP7Hk97bgL1TaxZv4OL5z5l76P/96Jr0l978Z/kRFSIDH2DIUZGJyqiGiKpVEssFt9yUk4xSqWQ57a1uZH77rqN9w8dm2taWcz7F8IpJhLBvnKFhq98Gfx+p8OpWtLXYHGLPkfNTdDTjX3xIiYWK09QFUBeWSVw8Vxi1mHT1l0OR1I+hVR5KKWWXa2QPEla6HEr5USqVDukZLvfnlWb6V6xgSsXjizauLJSnj8hysW2bS5dvUlHsIVdd21zOpySicfj2HZhVQROJi2X0iTUafk211xKg8zMZm2JRH+c6ZkIN/tH5o5ZeFvX2puZE5VHX7oMtk3j73/b6VBqTj6NIZPHaF1ZyztKZuNGCEeY/uA3TkfiGvJNowSuXDxGoL6J1rauBY8r5w4LS3msQku7spU1Z2OM4e39TzpWreDEzhbFfsxC7y950qmUxbe++5dEIlN88O5PC37cW6VjxemNIUQludY7wHBogq99cVfWZXdJxV7aJEulxHJ1BJtob2vmeu+g06EIsWSppew6bmNfuIBnRQ9169ZmP362lL7QLTTFLcnvApnLErQx9O55asFd5WK2Td+TTxGNx+ndk72JZOb9LrTt6HLOo6PxeN6vgZI1Le3phsYGxl55rfj3XaEkEVFkxhiuXj5Ba1u306G4WrX1yagkGzffTXvXWg7++meEw1MV009DCKckt/Z8452DWJYiNBpasAIguYa/WFUCxdhK0+mqhUJkbs1ZyseplOekGFqa6xkcHmNkdNzpUIRYvt6bMBPGu21rTc22L2WLylLJZ8lG8phiLu9w03NQEKVQmzYRPXmK8PkLTkfjCvJtcJkyyxtnpscIz0zS3LpwNUQtymcXiEJ32Lh1fO77TX3cfBrrLLV6oVw7mBQqWwnuuo33gIIrF46gteb1V37sytiFcEpqFYIxhpmZMO8fOsaK7iCBwOJbdhZ7aVOtbaVZrbtulLq6ZaH7X9XTDsAHh46V5LGFKNSymvNduAhNTagVK3LOtmc+ViHbLmY2JSzH1p75PIY2hsGnS7+NZy7l3OI0l+U+B+VospnrNcS6NSifj9GXXi3p41cKSUQU2fhYouyxRRIRwsX8gQYe/NL3GB68xsVzn5asT4UQbrX4GnnN0y/sn5s1/7sfPc9MOMLalZ1p2/YmE5CF9ilwy2y8W+JISsZza1cOM+/6pZx7Luf3zHfZYT4Wq25Z7t/DGMNzLx5AZ7n/xgY/ba2N/OrDI2mPL/0gRKUxo6MQCuHZvAml1LJn22WLyspTKc9B5mtL+Xw0fO0rTPziHfTUlLPBuUBl/BVdLHP2YWJsiJbWTvyBRocjK69qnb1KVYlLGBaaHbv/i9/BH2jk9Zf+0VVfRIRwi9Sqhus3h+hsb6U92ORgRLWlWqtASv17LVSNs2ZlJ9d6B7hyra+kMQhRDLkSxvrSFbAsrPXrivI42hgGn3pGKkMz5OoPUQlKWbmx2H2n9qOIxWLzKnYaf/sbmEiEqfc+KEl8lUQSEcukteb1l340N4MzMTbE2g13oov0xTwejy/YCKbYlroswRjDm68/UdZYy225TTZTZ1HLJRaL8drLP8qaaPDW+di45V4G+6/Q33s+7TrbtjEV9qEjRKkMj4wxODzGQw/ctWCTykpVC4nkSpPP32QpyzxW9nTg8Xh498NPi3J/QpRSttekjkTQV67CqpUo3+LL5PJVqhn2Squ2EMWX+dqq27KZujVrmHz7HYcicg9JRBRBcvYhGpkmFp1h9drb0q6vxJn0pXDDdo8LnbwV42S7EptsLrTsItixms3bdnHt8jFi0XAZoxLC3VLL8d+bXVP/0P13zTvOrUsbCpFsrlmM759OPB9u+xsUQz5/k+TylUJ+d69HsWvnVt47eDSxXjmF1pqnfrKv6p5LUTkyKyC01vQ98WTaa3Lq/Q8hFsNeu5a4HScSi5YtkWprTbyAPmYwu3PE3qdv9Sor8kz9Qvfnhn4O5ZS6S4qbf29jDCbYRuT4CeyBASB1V7raWipXed+qXCJ1xjgaixONRpmcSOzPvWL1lrTsrTGGN/Y9jplb++reN0exONW40RjD2weezPrYC123FKlZ+my/bz5/62I8T/m+prLNdCml+J3v/CVax7l2+djccclBsNYGRCEyGWN47+BROttb6Opsczqckil3IrlSZt+drBbJ52+ylGUeD+7ewdj4JCdPX1rSYwpRLPnsfpCcTU4eO77/DWhshM6OMkW5fJXSz0CUj2/jBgBmfvVe2uWV8tlYLPLOKILki2ZifAilLLp7Nsw7Rj7cy2eh5zr1unJXqjhVGZNtUEs9ue7qXsuKVVsZ7LtEX++lmhn8hMglGo0SjUYBOHP+KgNDIdauWt6WzBW51VgJJWbz317yeFOuKohbTTNL/lBlc/eOrfj9Pt4/dNTpUESN01rT+9ievMYBrTU3//4fCH92FGvjeqjCZXKl5PYqgUpna00snv9uHFZjI/6dOwj/8ldpO/vFYjF6H9tTM5Vp8u24CLQxHHj1MSbGh2hsDuLx1jkdErD82fZ8t9ssxcBWjsc2xvDW/j1gzIL3Vazf0RjDL97Yu6QeE8uJwbZtDrz2WNqgllkdsnr9nVgeL88+8f/UzOAnRC6pibr3Dh3F76tj5ezWh4XehyT2cquUBH21Nc30++q47+7b+M3Hx4nHpeJNOKuQagFz5WqiSeWG9SWMSIjyaPjaV7Bv9mFGQmmX11IFTe38piVmgKnJEI3N7TXRD6JalPtE2KkT72yPm3pZXZ2fFau3MTrSy9XLJ8sZmhCukFyGpLVNOBzmuRcPYNuaQ5+c5O47t+DxJN4vyZn4xZYtLWX9vhstdbvMcj2+0/G5Xa7X6Rc+t5OJyWlOnLnoQFRC5C+Z1NW2jX3lGvW77kXV1zsdlsghn+U2IqHhiw+Crw778hWnQ3GMJCKKZGZ6DKM1jU3ty9pZoRBO9ZtwslLCDfRss6KFvoS4+ffPNUvbvXILdb4Ab+17tCizuNJfQlQyy7IYGhljYnKa+++9Y971+VQ8VNtMunCfpfSwMMaw845NNNT7+eCjYyWKTIji0MbQ9/geZo6dgOlp6r/65QVL4Ctxq8lKlrnkQxvD4NPPErfzX6aQel/L/dtV0hIUq6EB/+77sK/fwNTo+bIkIopkenIUgMamYEXurCCWxs07ohR6gurxeFm9bjtXL53g7KlDJYxMiMpwo2+Q+oCfnXdsQuv53dx/8vKb6dvKlbhvQSln/92480St78CRTywL9bDItWW01pqfvPgGu3bexqFPTrrm9xUiF49lMf3Ld8Hrpf6B+50ORyyilpYWLFfg8w9AJELk1GmnQ3GEvFKWwbZvfchPT4XweOrwBxrLHkcxZt9Tqxwy78+pHTDKYbm/23L6PpSaMYY3X38CrfNPRnSt2EiwYyW/fCN9dxGpbhC1RmvDzf4R7rv7NurqvFmPkYoH4QZLeR1alsUD921najrfg+opAAAgAElEQVTMwNBoCaISYukyzzmMbTP9/gdYq1dhBfwORiYK5bYKBTtHgrZY971YRUfy8ZP/995zF1gWMx/8piQxuZ0kIopkanKUhqY2lHTxrTlubrhWaGyWZfHlr/8Lbt44z8jwjRJFJYT7DYfGicXiPLh7x7zrCq02ksaVwgkL7ZiktWb7tg00NAS40TfkYJRCLM7uvYmZmsazfp3ToYgqc+vz3GS9fDkf27nuO5UKBFA93Ux/8JuarE5z7zeoCqK1ZmZqjMam4LLvy8k9y4utmn6XTG5ekrFcd+36OsH2lVy7fFy+OImakK3i52Z/CK/Xw847Ns87vtAtHY3Ry9qqslKVapmDm5ZPuJkxhhdeeXvejkk/eflNtLF54ZU3uefOrfQNhohX6We1qA6xy1ewgm1Y3flto+y2WXhRXoX0mtDG0P/Us/M+n1N7XeR7X1n7ZTzz3OKf/atWoYeHiZw5m9fjVBNJRCyTbdvMTI1ijM6aiMi2bGKhpRSZ2yo6qRjbY2b7XdzcyDFfxpi8mpK6+XfVWqNNojRMp8To8Xh46OF/zuTECKeOfwjI0gxRW2LxOP1Do6zs6cDr9WStZii0HN7NlVOiemV7nSZfi5Zlcd/d24jF4pw+W7td24W7mWgU3XuTwENfBKk6FsuUrdIhV0+LYvS6yHUfqRVrauUKUIrwhweX/XiVRs6MimBqKrG+siElEbGcaoBqOmGtpt8lUzU3Jd1579fwBxp59829Wct6q7AQRIg5Z85dJR63WdXTkbUpZSbZQlJUqp13bMZjWRz6VLZtFs5YrHrBXL8BxjA1Me6KSbpyq5TqjkqJM1npkM9rqZS/kzaGviefQmuN8vlQ3V3MfPgb4vF4SR7Prar3m1QZTU+OYllefP6GuRe2MYa3Xt+T1wvdzbPmharmxpbVILOLeq6u6h6Pl5Vrbqf3+jnOnz6cdvzrLz86l5CQKglRjT49cR6PZdHV0QYsvSllNS9PE9XB76ujq7OVw5+dluUuwpX09V5oasQKLn/5sxDgnl09UuOwVq/C7usnfuWqgxGVnzv+EhVuZnqM+saWeY0qq3nGXFS/ju71NLd08N4vn0+73FLyuhbVyxjDZ8fP09negsdjLatZVaG9JET5VWO/iUJ/p5Xd7YRGJ7h4uXfB4yT5LMrNHhvHDA5irV4tzeBFVVOrViWWZ/zmkNOhlJV8o1gmYwwzU2PUN7SkXV5NVQ6iuiS+WGV/baZWSFiWxQMPfYeL547Qe/1cOUMUwjHjE9OMjI7T3dlalPuTLT6F2/V0BfFYFgc/OeF0KEKkmfnNQTAGa+3qrNcX0pRwMcW8r1KolKUPYmlUwE/d1i2EP/7E6VDKShIRyzQ1OUo8HqW+oTgnrUK4ya77v4U/0MD7v3zB6VCEKIu+wRBKQVeREhHVOOMuqovXo7htyzoOfXoS245L1YNwjen3PoCmRmhNjMf5bIeYTTG2Yszn/qWBllgO3657iJ2/gAmHnQ6lbCQRsUwDfZcB5lVECFEN/IEGPvfg73Hy6K8ZGb6Z87hkya6U7lYWpdT/qpQ6oZQ6rpR6RikVUEptVEodVEqdV0o9p5TyOR1nOfUPjLBp/Wr8vjqnQxGibHbdtY2b/cNMTM04HYoQANhjY0SOHsNac2tZhjaGG4/vwbZzJ3ezVQ4U0qBwKfLeplEUXaVWimSrwPHftwuMwb7Z51BU5SeJiGUa7E9seSWJCOFmyWx9crvOQjz45T9AWRYfSFVEVVFKrQb+Z2C3MWYH4AH+BPj3wN8aY7YAIeAHzkVZfKlbZmUKjU0wOj7FPXducSAyUc3c3rj03p1bAbjZP+JwJKLWJd8rk+9/CFpjrUlflrHURoOlblDolgaIi1noM1CUV2YljXfjBqxgEH0z98RftamMd42LDfRdxlvnp84XcDoUIXIyxvD2/icxWvP2gScL+gBqae3k7l0P88mhA0xNjuZ9O6mOqAheoF4p5QUagJvAw0Ay6/QE8F2HYisJrTV7n9+XdbnEkeOJXih379gye6y8hkVxuK1xaXLJUDJBHWxtZsvG1fMSEanjuIzpopSSr69YLMblRx5l4t1f4121Elpbc/ZvqNTZcCdpY+jf+4wsGXSB1Eoae3ZMDtx3L3ZfHyZlG89qHnslEbFMA/1XpBpCVITkLi7WErL2X/jK94jFIhx87+VihyUcYoy5AfwH4CqJBMQY8DEwaoxJfgJeB7J3Catgud4DR46fo6Hez+oVnWWOSNQCtzcu3X337YxNTDE0nH/CWSyfLJFLSJ2pV7EYkaPHqP/Cg7JbRglYSklPC5fIrKTx37cLYnHCJ085FFF5SSJiGYwxDPZfpaFRGlWW2twHlAyaJZWrZK+rZx233/kgv3nvJeJ2zKHoRDEppYLAd4CNwCqgEfidAm7/F0qpw0qpw4ODgyWKsnxisTgnz1ymu7O1bDNF0shSlENmk77Erl7zj9t9z+0AHP7sTJkiE7W6RC4brTW9j+1JVOr03gSt8T/wOafDqkrS06K4ilmZ47/nLrAUMx99XJT7cztJRCxDJDxFLBomUN+MbcelPKyEkksLXFPXWiVSt+uExPP85r4nsn45euBLf8DM9DgDfZfmLqvmcrEa8A3gkjFm0BgTA34GfBFom12qAbAGuJHtxsaYR4wxu40xu7u6usoTcQmduXCVaCxOV4cklkVtWtHdQXNjPR9/dtrpUGpNzS2RyyU5O2xu3oRAgLrNmxyOqHpVSk+LWmPV12N1dTHz0WGnQykLR16F1VKGllwvL1t3loeSQbPosjVQy/U8r12/nYamIDevn5UsenW4CnxeKdWgErWvXwdOAu8A35s95vvASw7FV1ZHT5zH47HoCOZealfK7d+qmVR+uMtCf4+e7iBnL1wjGkuszpIdkUpruUvkqqkyLTG+akw0Cn39WKtWoo3J2htClFel9OKolDgXo1asIHb1GrG+/rTLbdsmGo1W1Vhc9m921VKGZts2E5OJpk6BhmaHoxFukih7rYwPTmNM3s0rlVKsWLWVmelxQiO109G3WhljDpKYcfsEOEbi8+AR4N8AP1RKnQc6gEcdC7LEUpciHT11ga2b1uLxWNJRXBRNpXWoX9EVxNaagaFQxcVeiZa7RK7aKtMAwkePgW1jrVzpdChCOMJa0QPA1MefOBxJ6eWViFBKfTGfywpQFWVo01NjtAV78Hhkv3lRuRZqXpl5ItrRvRZvnZ+bN86WKzwxqwTjMMaYvzbG3G6M2WGM+W+NMRFjzEVjzP3GmC3GmD8yxkSW8xhuprVmz7OvMDgc4sq1PnbcvhFjND999W2MMbJrhli2xG4Zb1fMl/lgaxNNjfX0DYygtebZn+2XapYMRR6Ll7VErhrNHPwIvF7o6iyooeKt85XSxidEyTU342lvZ/rjT52OpOTyrYj4uzwvW1Q1lKElSxRnpsbo6lmfdp2ukrIgUbhq/NvHYjFee/lHcyeiluWhZ+VmQsO9DA/WzHmRWxRtHBa3WJbF8VMXAdhx+6a5y4Qolkp6PSmluOfOrfQNhrBtXVGxl1Exx2JZIpfCGMPMoY+gpxtjWfTtfTrvJJ42hsGnn62YpJ8QuSil8N9zN9OfHsFU+dI470JXKqUeBL4AdCmlfphyVQuJJRUFyyhDGwV+QoFlaCTKh9m9e7cjo40xhmgkTHhmgq6e9URi1fniEALAUuknot0rN9N77RQH33uJ3//eXzkUVe0oxTgs0h09eZ7mpgbWr1nBoU8+czocIRx1713beO/QUc5fuu50KK5SirHYGHNQKZVcIhcHPiVxjvsa8KxS6t/NXla1S+RSmZEQeiSE2p1IChfaUNFjWUhLCVENAvfezfQv3mHm3Hm8mzY6HU7JLPYO9wFNJBIWzSn/jXMrU1uoiitDy2zWpLXmpZ/+PcYYunrWOR2eEEWVuZNGJp+/no6udXxy6ACR8HRapraas7YOKsU4XHNyvTaNMRw9eYGdd2zGsmS/eiF23rEJpRSfHpcleBlKMhbX+hK5VHZvL1gWauUKp0OpONXSqFEkeO68A4CJQx85HElpLVgRYYx5F3hXKfW4MeZKkR5zrgwNmCFRhnaYW2Voz1IBZWjhmUkAOrvXcf36pUWOFqLypPaHsG07rUR35ZptDA1c4eND+/nCl/8w7TZLadaZvJ1lWSSqU0VSicZhMWtsYoqx8Ul23iHbxInalNkLqKE+QGd7C58eO8d9Ozc7HJ17yFi8fIt91uubffjvuJ24zyfbtYuaZrW2olpbmf74U9r++R9V7blxvjVPfqXUI0qpN5RSv0j+t5QHrJZO7eGZCQBa2rplPZpYklL1lCjW/SZ31NBa8+a+J+b6RGitaWpuZ8262/nwVy8Si8XmZpq11ux/5dG0y/KN+bUXH5GmaAsr2jgsEmzbpn8wsfvRnbenlz6WcstJ2c5SuIkxhhdeeTvtNbmiq50bNweZmg4veNsarYKTsXiJtNbcePSxuddacstOAHt4BDM6RmD3rsTPWqdt3Skz/qJW2FoTjUYxXZ2Ej58gMjFRtZXHC1ZEpPgJ8I/Aj4Bl//bGmL8G/jrj4ovA/cu973IJz0zg89fj8wWcDkWIkklWQags6zQ//6U/4IWn/j/Onf6I27Y/MO82S30skVNRx2GRMDQ8RlNjPe1tLQt+uMtWhqKaZS5LWtHdzrHTlxgYGnUoIleTsXgZcvV9mPk0sUNA4L57mXz3vXKGJIQ7dXfB+QtEjp+k7oHPzV2cWqlc6ZUS+SYi4saYfyhpJBUmPD1BoL7Z6TCEcIStNdvueIC6ugCHPnglLRGx4O1mv+h5PNJjcQlkHC6yuG0zPDrB2lVdix6b3IZRiFrQ1FhPd1eQgaHRqpuBKwIZi5fItm1i8cTrKfM8IHz4UwgEqNuwATISEbeqIWTCQrjL3GtTLf21aWuNmr19apUQHR1gWYSPfEZTSiIiWVm0+gd/XvHn0/k+a68opf4npdRKpVR78r+SRuZixhjCM5KIELXN461jxarNnD11iNBIn9Ph1AIZh5cpOYuQ/Pe5C9ewbU1ne2vadblI1Y6oJou95u/evoWhkXFisXjOY2qUjMVFZrQmfOQzPCt6Kn6GV4ilulV5OXuBx4PV1Unks6Pzji10Rxm3yve3+D7wr4EPgI9n/ztcqqDcbnIihG3HJBEhqlI+X8iSVqzagkJx+MPXShyVQMbhZdNa89RP9s01THvuxTcB6GxvQWvN8y+9If3RRM1I9IZ4C2MS741oNIpOWYO/845N2Fpz9uI1B6N0JRmLi0yPjGCmprAW2S0js2+EENVEa03/3mfSloCqri5il69gj405GFnp5LU0wxhTvRuYLsHQQOJDWRIRlaFUTSHdLPE7L+22ySaVSlksNDFh2zZ1/nq23fEAh3/zOt/8vR8seKxYHhmHiyO1qmE4NE5LUwM+X93sdUoSEaKmWJaVs3Hq9m0bUUpx9MR57t15W5kjcy8Zi4vP7u0Dy8Lq6XY6FCEclVnpoLoSS0fDx45T//DXnAippPJKRCil/mW2y40xe4obTmUYGrwOQH2DJCJEdbIsK+8vZLsf/DZnTn7IsSPvcvuOh0C+yJWEjMNLl63RZDQWY2R0gvVrcp/4pt5OyoVFLUitiAsEfHS0NXP05AWHo3IXGYuXL3NMtvv68N22FeXzORyZEKV1a4w1C1x+63xDBdtQgQDhz45BSiKiWhpW5rs043Mp/30J+L+Af1aimFxvaOAaSln4/A1OhyJEUSQqKEzGz/NnybTW6dttac26DTto71zNB7/6Oa+9/Cjx2cZmtm0TjUalGqJ4ZBxeouSSjNSZ3/MXr6O1mV2WcasZX+rWmskGlbJThqgVxmief+nNudd8V2cb13oHGBkdl6aVt8hYvEyp23iacAQ9EsJ/771zjSyhdNt1yjagwknaGAafembeeYU2hsFnnpt3ubIsfNtvJ3z02Lzje3/8RMVvBZ7v0oy/Sv1ZKdUGPFuSiCrA4MA1AvVNFZ2BEqJYlGWx+/Pf5o1XH6EluJrm5qDTIVUlGYeXJ7PR5IkzlwBob1u4sm2h0nUhqlHqe6W7o5VT5+DI8XM8dP/OtONSZ+RqiYzFxZEsQTf9/QD4772b6Q8POhmSEGWRq9Fkrst9O3YwsWcv8VAIGhsXPb6SLPU3mAJqbo1ccjZgaOA6/vpmyaiKmpGshMh1+V27HsayPPT3nncguppVk+NwsRw/fZHWlgYsS8lMrxA5NDX68fvqOHLsbNrltm0Ti8XmVRrVKBmLC2Tb9lzTST0wCD4f1ob12Y+VBpWixvl33gnAzJH5u2ckVep5TL49Il7h1mIWD3AH8HypgnIrYwyxWJSRoV66V21xOhwhHJecEQvUN9HVs57B/its2Hy302FVJRmHiycet7lw+Qbr13Q5HYoQJZWtP0ohlFJ0d7Zx7NTFtK1vk2qtGgJkLC4mYwxmYBCruwtlWTnXzwtRy7wbN6AaGpg68hn+Lz7odDhFlVciAvgPKf+OA1eMMddLEI+raa15+YW/Q2ubQEAaVQqR3GHjW7//A7pXbqH/5kUG+y87HVa1knG4SIZD49i2piMo47iobsk+J7kke6JkJhRS+6Z0dbRyrXeQS1dv8vFnp/izf1Hz7RBkLC6SeO9NmJnB6k40DdbG0P/k01iWLH0WIskoBa0tzHyWqIhIVhR5quB9klcq2xjzLnAaaAaCQLSUQblN6oxCeGYSkK07RW1L7ayePIFtam6nsSlIf+95ae5XArU+DhdqoZngodAYSimCrU1pxwpRjfKpWljoPdDR3gLAybOXa7ICIpOMxYXLNR5HZr9YWT23qtOqYd27EMXm6e4mdv0G8eFhp0Mpqrze7UqpPwYOAX8E/DFwUCn1vVIG5iZaa179+SOEw2GmJscASUSI6pJrl4xcjDG89fqeeScVXSs2MTM9waXzn2W9XaWuYXODWh+HC6W1Zu/z+4jFYmmvOa1thoZH2bB2JV6vB0jOGv8i7y1rhag22d4Dtm2jjSbg97F6ZRenzl52LD43kbG4cKm7ZKQKf3YU6utRTYmksOxoIWpFwa/1zg4AphfoE1GJ8k07/h/A54wx3zfG/EvgfuD/LF1Y7mOpxFM1MzNBfUML3jrZ61jUNpVl1iLYsQav18ehD152IKKqV/PjcKGyzd7atiY0NsHtW9dlHFv5JY5CLMdC74E7b9vImQvXpDFlgozFS5BZ6WCMIXLsOKq7S3ahE2IRqq0N1dhI5Nhxp0MpqnwTEZYxZiDl5+ECbltVZqYn6OxaA6SUmklTHVHl8i1dtzweOnvWc/r4h0xOjs67vSzZWBYZh/O00Ot1dHwSrQ23b8neoV0Ikf4eMsZwx7YNRKMxQmOTDkfmCjIWF4EOhdATk1jd0jRYiMUopQjsuLNmExH7lVIHlFJ/ppT6M+A1YF/pwnKv8PQE7Z2rgNlGffufROp5RbUzxvDm60+g9eLJiO6Vm7DtOJ8dfnPuMq01r7/0I5lNWx4Zh/Okteapn+zL3h9iZByALRtXpQ3dyaZ9QggwRvPCK29h25pYLMrxU2dQCoaGR9OOS21qWUNkLC4Cuz+Ry1Hd3dgpW4TLdp1CZOe/awfxm33EB4ewtSZuxyt+/F1w1wyl1Bagxxjzr5VSfwg8NHvVh8BTpQ7ObaLRMLFYmGDHSianZgBmtxuSk1dR/fJtUlbf0MK6jXfyyaH9fOErt5bNWilbcyV6Uhgsy5KSzEXIOLw0uV6vw6FxmpsaqA/4McbI60+IHCzLmkvO+X11rF3VzeBwok9WLTZ4lbG4OJKvHbuvD+/ataj6gNMhCVER/DvvBCBy7JjDkRTPYt8s/iMwDmCM+Zkx5ofGmB8CP5+9riYkGzaNjvQBEOxY6XBEQrjb7s9/m+HBG1y5eCytQaXWmv2vPEo8Hue1Fx+RGej8yDi8RJmztbZtMzI6QbC1kWd+9rosFRIiC60T5zypEkk7Q2h0gkgkitaaZ366v9beQzIWF4E2hpuP78EeHMJ/1w6pgBBiAclqIVtrzMqVWM3NRI6dcDqsolksEdFjjJmXdpm9bENJInKxZCKivV0SEUIs5M67v4Q/0MjHB1+fd11ypnqhCgvpKZFGxuEiMMZw8Uovtq1pDzbJNoRCFKgj2II2hhNnLhGPx2uxmkjG4iKxRkfBtvHeuR1jUits5DNfiFyUZeG7czvho9XTJ2KxM7G2Ba6rL2YglSA0m4hoa1/hcCRCuJvPF+CuXQ9z8th7TIyH5qqKkmzbxiwwA6K1loqJW2QcLgJjNM/+/A0AWpsb5bUlRBYL9UoJtjaiFDz38zd4+oV9tdioW8biIjGDwwCMHj+OMQZtDP1PPSuTD0IswrdjO/bAAHqqOhoHL5aIOKyU+h8yL1RK/ffAx6UJyb1CI314PHXUNzQ7HYoQrnffA9/Cjsf49KM3l3RyITPWc2QcLpKR0Qka6v0E/HVOhyJExfF6PbS2NDIcGq/V8VnG4iIxg0PQ2oIncKs/ROb2nkLUqtQKocxqIf/2OxLHDA3PO74SE3kLNqsE/hfg50qpP+XWILsb8AF/UMrA3Gh0pA9/oLEWyxGFWFBmxQPAilWbWLVmG+++9TS7H/y9lGN1zTU5WyYZh5dAaxt7tkeEx+PBGMNwaIIVXW0px0hVhBCFaG9r5tLVfuK2jdebOIVM9gHyeDwOR1dyMhYXgdEaMzwM69dJbwghstDGMPjMc/i8XjSJaqFAXWK89a5fh2qoxx4cwrNuXeJ4rbnx48dZ/d/9mYNRL82CiQhjTD/wBaXU14Adsxe/Zoz5Rckjc6HRkT789U1OhyFExbhn92+z78X/wo2rp50OpWLJOFwcE5MzxGJx2tukok2IpQq2NnHR9DE6Nklnx0IrFaqPjMXFYUIhsG1UV2ftLe4RIk+pFUKp/1YeD747bidy9nzO4yvJYhURABhj3gHeKXEsrha344yODtCzcrPToQhRMbbf9SX2v/KPfHLoAC1tXWnXRWNxotEo9fWytDYfMg4vz3BoHICOoCQihFiqYGsjAMOhiZpLRCTJWFw427aJxROVM2ZwKHFhR0f2Y7XGk+M71ULXidpVC6+L5O4ZHo8H3/Y7iHz8KSYSmXd9panyP1vxRCMzaDuOPyAVEULky+evp6t7HSeO/op4POp0OKKGDYfGCQR81Ad8Rb/vhRr8CVFN6uq8tDQ1zCX2hCiUHhyE5mZUwO90KEJUJP+d24H0PhGVShIReQrPJLqT+gINiYyuFJQJkZfulZuJxyIM9F1xOhRRo4wxDIXG6Qi2SI8fIZapPdhEaGxybn1/JTdKE+VlbBszNIzV1el0KEJUlNRxtm7zJrAs9NCQ02EtmyQi8jSXiPDVc+DVxzAy+yVqhNYaYxZ/vSeOm38i2tTcTs/KTfT1ns9yKyFKr39ghEgkRkewxelQhHC9xFie+7pgWzO2rRmbmJq77OkX9ktVkJgn2cg0KXbxEsTjmI527DzPLYQQsw0sn34WrTWqrg7a2zGSiKgdkfAkKIXPX4+q0IYgQpTCra2F0n9OJiWUUuy6/5tMTYS4eUOSEaL8Tp67DEh/CCGKob0tsUR1JGV5Ro1u5ykKFD5+IvGPHP0hhBC5pTWk7GzHhEaJTUxUdDWafHLkKRyewu9vQCkr7xliIapV6nvAGMObrz+B1vbcz/tf/XHa7Nidd38FpSyOHH7TkXhFdcucdct06uxlfHVemhqlMaoQi9FaE4/Hs1Y4aK3x1XlpqPdLnwhRsMjxE9DYiKoPOB2KEBVNdSaSeTf/83/JOlYvdl7kFpKIyFMkPIXP3+h0GEK4UuZsmKXSf65vaKajaw1HP3lnLmEhRLmcOntZ+kMIUUTtwWZGQukzcdIrQizEaEPkxCnolGoIIZatvR2UgqGRtIsrbRyWRMQCUrNJkfAk/kCDwxEJUbl6Vm5iZnqc0HCv06GIKpQr+z88MsbAUIiOdukPIUSxtLc1E43FGZucmrtMa83e5/dJrwgBJMbkaDQ6Ny6bsTHM1BR0SqNKIZZLeb3Q1oY9OJh2udaaG48+VjHjsCQi8jAzPYEdj0lFhBBLkMzOBttX0NzSwUDfJadDEjXkzIWrANKoUogiam9L9FsJhSbSLpdeESIXnfzCJBURQhSF6uxAD48Qm5lJazDsqaBxuHIiddDI8E0AqYgQYgm0MRzY9zi2Nuy892uEhm8yORFyOiwBKKXalFIvKKVOK6VOKaUeVEq1K6XeVEqdm/1/0Ok4l8oYw6mzl6mv99PaLOO3EMXS2ODHV+clNDa1+MGi5mSrULMHB/F0d0ODjMVC5GOhnWVsraGjHbTmxt/+57mlGLZtz22tXAkkEZGHZCJCKiKEyF/qbhrJnhF33/cNwHD0k184GJlI8Z+A/caY24G7gVPAvwXeNsZsBd6e/bkiGaP56Mhptm5cA4DWNloaDQuxbMZoWlsaCY1NOh1Kxav2hDAkzgf04CD+HXc6HYoQ1aOjHQA1PLLIge4liYg8hKQiQoi8aa2J2zaxWIy3Xt+T1jSns3stjc3tfPrRGxXTSKdaKaVagS8DjwIYY6LGmFHgO8ATs4c9AXzXmQiXLxaLMzk1w7bNa50ORYiqE2xtZGo6zNT0jNOhVLoqTwgbwpcvQySKf+d2p8MRomoonw9aWtBDQ06HsmSOJCIqLfs7MtSL1+vH46lzOhQhKorKsk6ts3sDg/1XmJqU5RkO2wgMAo8ppT5VSv1IKdUI9Bhjbs4e0wf0ZLuxUuovlFKHlVKHBzOaJblFsmx826ZEIkJrG8l/CVEYrXXWxmdtLYkq0fMXr5c7pKpRjQnhzGUZWmv6/+nHAPi3SyJCiGKyujrQQ8MVO7nnVEVExWR/bdsmNNKHT6ohhFgSnbHGrb1rDV6vb65pZbKztqmgNW1VwgvsAv7BGHMvMEXGuGsSn2xZ/zDGmEeMMbuNMbu7urpKHuxShMYmUQo2bTRQBfYAACAASURBVFjtdChCVJ3W2UTEuUvXK/Yk2AWWlRCuFGZoGPx+VHcXOT5ShBCLyLY1p+rogHgcMzZW0O3couyJiErM/o6GBvD7JREhRDF4vT62bf88QwNXiMejTodTy64D140xB2d/foFEYqJfKbUSYPb/Aw7Ft2yh0Ulamhqo83qcDkWIquP1emhqDPDBR8cx8uVyqZaVEK6EyjRIJCJUZwf9Tz6V9mVooWZ8Qoh02hgGn3omrUJNdSR2oTFDw7lv5+ItPZ2oiKio7K/WmrHQAD5JRAixLKnNK+/a9XXseJTTxz90OKraZYzpA64ppW6bvejrwEngZeD7s5d9H3jJgfCWTWvN6PgUwbYmp0MRomq1tTQyNjHlypm2CrGshHAlVKbFh4cxU1Oojo6K2lZQCDeylJqtbpi9oKEe6gOY4dyJCHDvlp5ORFVR2d/JiRC2HZNEhBDLlNzG0xjDhs134fPV8+lHbzgdVq37K+AppdRR4B7g/wX+BvgtpdQ54BuzP1ecsYlptDYE25qdDkWIqtXW0kg8bjM5JQ0rl6LaE8IAkZOnAVCdHQ5HIkTl08bQv/eZueSvUgrVkegTUYm8Djxmtuzvv2U2+2uMublY9hd4BGD37t0lTcEbYxge6gWQpRlCFIGlLIwxWJaHrp4NnDt9mPGxYQL18mXRCcaYI8DuLFd9vdyxFNtIaAKA9lapiBCiVJJ9IkZGJxyOpKIlE8I+4CLw5yQmCp9XSv0AuAL8sYPxLUv4xEnweFBtrU6HIkRV8FgWdtryjHbM9RvEBoegq5NK6sNS9kSEMaZPKXVNKXWbMeYMt7K/J0lkff8Gl2R/tda8++azAPgCjQ5HI0Rl0FpjWfPXoaWuTbNtm46eDdy4doqPD+7n81/6w5z3l1zO4fHIOn+xuOQSoJHRceoDPgIBn9MhCVG1Ghv8eL0eQpKIWLJqTgjDbCKivR2DQjkdjBBV4FZvlcTCBhNMbDQZPnGSgUuX8FXQ+bJTC0Yqphw4EpkGkKUZQhRgrkPvAlnZ+oZm1m3YzscHD8j6YlE0sViMJ597leHRCYJSDSFE0SV2Qkr8WylFW0sjI6PjzgYlXCO1Q7+eniZ26bIsyxCilNpaweMhcvq0a3tB5OJItMaYI7PNde4yxnzXGBMyxgwbY75ujNlqjPmGMWbEidiSotEoMzMzhMNT1De04PE4sYpFiMpkjOHt/U9CRoIhcyvPez/3TQb7r3Dj2tm87ztzj3IhMoUjMSKRGME2qWQTotTaWhsZn5hmJhxxOhThoORns9aa3sf2oLUmcvosaD3X2V8IUXzKsiAYnOvHUkkqK21SRsmMbiQ8RWvQnZ2IhXAzlUdWdsc9X6Guzs+nhw7I9m+iKGzbZnAkBEBrS8PckqB4PIZtu2/rKiEqXdtsn4gLl647HIlwi+SsbPjkSbAsaA86HJEQ1U11tBO7eAkTjzsdSkEkEZGD1poD+x4nEp6krc0VO4kKUXUC9Y3csfMhjhx+k5lwmGg06nRIooIlE8ih0Um8Xg/NjfVOhyRE1UsmIs5euAakl+aL2hY5eYq6DetRdXVOhyJEVVMd7aA1etjRBQUFk0TEAhSKSHia1mC306EIUbV23f/b2HaM0NANp0MRFSTbEh2tNc/8dB8joxMEWxtRSs0dq41UQwhRCnV1Xpoa6zlz/gq2HScWi7H3+X1pDYpF7YlHIkROn8W//Y5519lao7UkqoQomvZ2gIrbxlMSEQuIxyJobdPSKkszhFiK1J4Qmf0hkjZuuQefv4HB/stzl9m2jck4SZHeECIftq2ZmJwh2CpbwgpRLsG2Js5fvjFXBWFVWMM0UXyxS5cx4XDWRIQQoriUz4d33Vr00JDToRREPikWkNwxo7VNEhFClIplWXT2rGcs1Mf4aGUNoMJdEtt2TgLQ3jZ/xwyttczSClECwdZmJianmZoOp10uCeTaYds20Wh07u8dOXkKAN/2250MS4iqlqwusrWmbttWzPBIRS2Lk0REFsn1jdHZRERza6fDEQlR3bp6NgBw5OO3nA1EVLzQ2ARKQZts3SlE2SQTfyOjEw5HItwicvIUnp4evLJjhhBlUXf7bRCLoUfHKqZPjyQistBa89rLjxKeScysffLR2xXxxxSi0kSjUaLRKIH6ZppaOjhy+M2595pt67SZNJlZE9kkE8da67mKiOamBrxej9OhCVEzmpsaCPh9hMYmnQ5FOCj5OR23bSInT+HPoxrCzrFsUwhRmLrbbwMgPjQ0t4Wu20kiIgdLWUTD03g8ddT5Ak6HI0TV6+rZwGD/Va5dqbx9kIVzEo3xXiMej/PMT19nbHyKttZGp8MSoqYopdiwbiWjY1IRUavSdkuZmkKPjuG/Q5ZlCFEunhU94Pejh4bnttB1u8qI0iGR6DQ+f33OJntCiKVLzmAn/x3sXIPXW8fh37y+4O2kMkJkSjbGm56JELc1bS2yLEOIctu0fhVj41NEIrINcy3SWtO3Z2+iF89wonO/TxIRQpSNUgrV0YEZvrVzhtvPmSURsYBoeBqfv8HpMISoCV6vj9t3fJEjh98iEpnBIMuhRGFGRscBpCJCCAds3rAabQw/euolWc5ao5KzsGZ4BFVfT93aNQ5HJERtsTo7MJNTmHB48YNdQBIRORhjiEYlESFEOd37ud9iemqcvY/9O2LxuKuzuMJ9Rsem8Ho9NDXIcjohym3T+lUAjI1PORyJcJoZHqFu2xY0SFJKiDJSnYnmsHpoeJEj3UESETnY8SjajuMPSCJCiHLZvO0+mlvaGRm4mvX6tDWoQmQIjU/R2tyAUirt8sRrxqGghKhyiWV2cYKtTfjqvIRk54yapsNhzNgYdVu30LdnL7FYbG55c3KrQSFqWbHfB6kNX1VbG1gWemioaPdfSpKIyCEyu3WnVEQIUT4ej4d7dv8WoyO9xKKRucuTa9y01rz20o8qohOwKB9jDNMzYSYmp2lrkWUZQjhBKUVrS4NURNQwYwyRs+fAGOq2bauYhnlCVAvl8aDag9iSiKhskXDig1QSEUKU130PfBNjDMODiaqIzO0ZLSXDlkhnjObHT7+EMdDa0jjbYFhm3YQol+T43NrcyMTUDNFoVJbW1SBtDMPPPA9A3bYt2FrL60CIEsq2/a3V0YEJhdCRSI5buYec0adI7SyaTET4JREhRMlkdvO1bZvuFRtoaGpjaOAykDjBffXFfyISibD/1R/LF0yR1dh4oopNGlUK4ZxkRdLo+KTDkQinWKFRaGrCam52OhQhapLV2QHaMHP6jOvPmSURkUM0MoVlefB4fU6HIkTN6erZyPTkKP03LwHMVUFINYTIZXR8ivqAD7+vzulQhKhZrS2JyZvQ6IT086kR0WiUaDSxZasxBkIjqPagw1EJUf0ye00kxlyN1ZFoWDm092nXL2WWs/ocIrNbd2Y2PRNClEZqI8qOrnUopfj0ozedDktUAK1tRscmaW1uIB6Pu/6DV4hKprXO+R7z++qoD/gIjU3wzM8OyHuxSuVsHD09DZEotLc7E5gQAhXwQ2MjZiQ0d5lbm71LIiKHSHhK+kMIUUbGGN547XG01tT5ArQGV/LZx2/L+lKxqEgkxkw4OjcbK4RwTltLE6NjU1jSqLBqaa258ehj8xNNs198VEoiItHjyWBrTSxuz1vPLoQoLltraA9iD4/MXaaNoffHT7guOSyfEjlEItOSiBCiBJJZ2cx/A2knrh3d65mcGOH8mcM578NtmV1RXskeI6HZ9eitzbf6QyQaVjoVmRC1q7WlkelwhOmZ8Nxlmf2AROXLtiOGGR4BjwdaEv0hbn3Gy2AsRDmpYBvMzBAbGJzbwtyNu9i4LyIXCM9MYcejkogQogSMMbx94EmMMWiteev1PXMJhdQO282tXXi8dXx8cD86YwZFa83LP/1HYrFY2eMX7jM6NoVS0NIsY7YQTks2jB0dk4aV1S61PwSQqIgIBlGzX3i0MQw+85xMGghRZjrYBsDUiZPc+PHjae9BNyWGJRGRRWikD5CtO4UoldTKB5UjQ2tZHrq613P6+IfE49Es18vwJRJGx6dobqzH45HXhBDlktkrwrZttNFzlUmyc0Zt0ZEIjI1BRqNKN87CClH1WlvBsoieOevq96B7I3OIbdsMD/UCsnWnEE7rWrGBeDzKyOA1p0MRLqW1ZnRsilbZtlMIV/B6PTQ1BqQiosZEz18AYyAoO2YI4TjLQrW1ETlz1ulIFiSJiCxGR/oBqYgQwmlNze10dq9lsP+K06EIF7Jtm6vX+4jbNm3NkogQwg20tmltbmB0bFJK8muEbdvMnDyV+EG27hTCUcltPVV7kNj5CxiXNahMJYmILEIjfSjLg7fO73QoQtSc1CaU2hh23vs1JseHCA33ORyZcKMLl28ASEWEEC7S2tJANBZnaGTU6VBEmURPn4HGRvDLubMQbqDag5hoFDM25nQoOUkiIovQSD9+fwNKKadDEaJqze18sUg37e13fRmAU8ffL0dYosJcvNKL12PR1BBwOhQhxKxkn4jzl244HIkoB2MMkdNnpBpCCBfRbYmGlTplG0+3kUREimQX0dGRfnz+BtnrWIgSMsbwizf2krrHok7ZNSOpvWMljU1BTh9/b+4y27YxWkp+RSIR0drSOC9xnNlITwhRHlprmhoDWEpx7uI113RnF6VjDwyiQ6Oo9nYgdYtthwMTopY11GO1tUoiotKMhvqlP4QQZZC580VmlUTy52DnGvp6LzAzPeFEmMKl4vE4128O0toi47UQbmJZFi3NjVy8LBURtSBy9lziH+2zM7DG0L/3GekRIkSZJftDACilqNu6BT084trJdUlEZIhGw0xNjsqOGUI4wBjDW/v3zFVJGGM4sO9x2tpXAzA0cNXJ8ITLXOsdIB5PNMYTQrhLW2sjF6/0zqtMctMe9qI4IufPg9cLLS1zl7l5y0AhaoExBs+WzTA5iYlEnQ4nKxklMoyFBgDwBaTxmRBOyKySsJSFz19PU3MHQ4OSiBC3XLyS2Gq5RXbMEMJRyeq1VG2tzYQjUXr7hhyKSpSSnbKUMnruPHUb1qM8HoejEkIkaWOYuJI4b9YjI2nvWbeQREQKYwwjwzcBpCJCCJcJdq5hZmqM6Sn3dv8VpZc6m3rp6k0a6gM01PscjkqI2maM4aev/iKtJ0BLcz0A5y9ddygqUQ7GGCLnLuDbusXpUIQQGTzBRN8Wt/aJkERECq0177/7cwDpESFEmWmt59awpf47KdixClCyPEPMzb5evHyDDWtXyA5HQriAZaW/D5saAgQCPs5Ln4iqFr1xAzM1hXfTxrnL7IzP8MyfhRClk/Z+q0ssmTIjkoioCNHIDJaVKAUXQrhHnS9AS1sXI0PXnA5FOExrzZPPvcq13gE2rF3hdDhCiCyUUmxat4oLUhFR1WIXLgLg27zJ4UiEENmo9iB6ZMSVzWMlEZHCtm0i4SmaWzoBmWETwm3aO1czMz3O0KCc2Na6yakw8bjNhrUrnQ5FCJHDpvWruHytj1gs7nQookSi5y9AXR3edWudDkWImrXglrntQYjGMJOTZY9rMZKIyBAJT9Ha1jW3faAQwj3aO9YAcObEB2mX3xqA5X1bKKWURyn1qVLq1dmfNyqlDiqlziulnlNKuaoBQ/JvHRpPfKBuWCcVEUK41aYNq7FtmyvXbjodiiiR2PmL1G3cgPJ6nQ5FiJqljWHw6Weznger9kSfiPjgkDSrdLtIZJqp6Qmyp5SEEKUwvz9E9vefP9BAY3M7p49/iE5ZbxqLxXj1Z/913jZxIi//CjiV8vO/B/7WGLMFCAE/cCSqHLTWPPPT/YyOTdBQ76e7Mzh3ufz9hXCXTetXAXBOlmcsqNISwklGa2IXLlK3aWPu2VghRFnk3DK3uRnqvK7sE+FYIsKNg65t20QjM/j9shWcEG7V0bmG3utniYSn0y7P3PZTLE4ptQb4NvCj2Z8V8DDwwuwhTwDfdSa63CzLYnRsig3rVi7aqFKqZYRwTkewhdbmRtk5Y3EVkxBO3bkofrMPMzODd/MmbjzxJFq7a7ZViFqTrTGsUgra2tDDww5FlZuTZ+6uG3QnxocAgz8gO2YI4QbZqiPaOxPLM0aG5MS2CP4j8L8ByU+tDmDUGJNc0H0dWJ3thkqpv1BKHVZKHR4cHCx9pCm01oxPTLExj/4QiW0F35ZEhBAlllmVpLWN1prNG9dw/tL1xGRPNOq60mCnVWpCGCB67jwA3s2bcs/GCiGc194OY+PocMTpSNI4Mmq4ddAdDQ0A4JOKCCFcq76hhY6utQxLImJZlFK/BwwYYz5eyu2NMY8YY3YbY3Z3dXUVObqFjU9Mo41hw7qVeX2pkWoZIZyzZeNqbtwcZHomLBVK2VVkQhgSjSqVz4d3TdbwhBAuYGsNbW1gDNELF5wOJ41TZ2euHHTHQv0A1NUF5ENSCJfRWs/1hbht++cZHx1kemrM4agq2heBf6aUugw8SyIZ/J+ANqVUsuvYGuCGM+HlFhobB2D9mh6ef+kNWZcshItt2bgGYwwXr/TO9XiRfi4JlZwQBoidv4B34waUx1P2xxZCFKA90U8rcvqMw4GkK3siws2D7q2KCFmaIYSb3Xbng4Dh1PEPnQ6lYhlj/ndjzBpjzAbgT4BfGGP+FHgH+N7sYd8HXnIoxJxGx6fwej10BFuwLNlqWQg327Q+Ma904VIipykVSmkqNiFstCZ68SK+LZudDkUIsRi/HxoaCJ86PdfnJbXfi1Oc+DRw7aA7FhrAW+fHksyuEK62YtVmfP4Gjn/2K6leKr5/A/xQKXWeRLXaow7HM8/Y+BStzQ089+IBbFtmVoVws5bmRrq7gly4LMvpMlVyQthMTGJmwtRJIkKIytAeJHr2vNNRpCl7IsLNg+5oaECqIYRwEZ2l+y8kOgAHO1Zz9tQhZmYmHYisuhhjfmmM+b3Zf180xtxvjNlijPkjY4yrOhvF43HGJ6ZpbWmUagghKsSWDWu4cNl1k/pu5tqEcLLPhz2c2ArQK1t3ClEZ2tqwh4aID7tnG0831cc5PuiOjfbjl0SEEBWhvXM1RmvOnDjodCiihDKb213rHUAbQ1uLNBUWolJs3riGweFRxiemnA7FtSolIay1pvexPdgjIyi/H2vlSvr3PjM3RmfbPlAI4Yy092Nwtk/E2XMORpTO0USEmwZdYwxjoUHqfPUygApRAZpbO/HW+Tl25FeOr3ETpaO1Zu/z++aa21283AtAqyQi/v/27js8kvu+7/j7O7voHdd7weEqxd4k2bIsWbYs2ZZcokd+HFtxeeSSItl+kkeyEpdESVwSOU/kxJJiFVIkRRWSFiVSbBLV2I/kkVdxwN3hGoBr6HV3Z375YwdHHAgccYfdmS2f1/Psc7uzi53PYRffnf3Ob34jUtCCILhYmzevz55qV6MiSkPC83ADA1S0bSbAkdDoNJHC19wEnsdkx+G4k1xUSCMiYjU6MkAmk9KhGSIFbnoPuZnHkqVrOHzwOXw/88Y/KEVrenI75xxd3adIJhPU1lTFnEpEFmrzxjWY2SWNCJ3Ks3hlMhmCgUEq2jbTd9c9eg1FikEiQcXGDUypEVF4Bvr7AJ0xQ6SQBUFAOpPmsYe/hHOOliWrmZwYo/vIq3FHkwgEQcDuPQdpaqgN5w8JT+uqUwGKFCTf90mlUlRWJFm9cilHj/dcXJ5Opy8Z7STFw42MgO9T0baZhM6CIlI0Kre2M3X4MK5A6q6qR2jgghoRIsVieg95U8tKkslKDu57GtAetlKXyfiMjIzT2KA6LVIMZtbkzRtWc6T79CX1WafyLE7TE1UmNm3M3ta8ECJFobJ9C8HoGOme3rI9fWdBunC+F4DKqpqYk4jIQiUSSdq23cjBfU/jBz5BEPDgfZ8hnU7HHU3y4GTPGQLnaFIjQqQoBEHAvQ88Qjqdpm3jGoZHxpiYTBXEBrAswuAgJJMkVq+KO4mIXIHKre0ATB7qKIgdd2pEhAb7+6iqqiWZrIw7iohcgR273sLw4DnGRgcB7WErZdMTVTY2qhEhUiyma3LbxjUADAyNFMQGsFw9NzAAzU2YPm9FikrFurVYdTWTHR2c/uIdpNPpWJvCqiChgf4zNLUsjzuGiFyhbbtuBzMunDuV3bgNtHFbinzfp/PoCZKJBHU1VZobQqSI+L7PmlXLSHge/YNDF0dJqBlRfFwmA4NDWHNz3FFE5ApZIkFV+xamOjoLYn6X+BMUiMGBMzQ1qxEhUmzqG1pYt34HF86fijuK5Fn3iV6aGmsx06niRIpNZUWS9WtXMDQ8rpFrRWj6cJrU8RMQBNDSEnckEbkKVdu2kjpyFD8T/+Fx+iQIaUSESPHatuvNjI0McOF8Lw7tYStFmUyG46f6aGyoizuKiCzAXJMHb964hsHhMY2EKGJTXV0AWItGRIgUo+ptWyGTwQ0OxR1FjQiAiYlRJidGNSJCpMBlT9n4+g3Y7btuB+D+ez9FOpMhlUppIrQSc6rnLKl0hsb6avQdRqTwOee4/6EnL6nZm9atIpPxGRufijGZXKmZTaWpw12QTEKdmsIixahq21YAXH9/zEnUiABeO3VnQ9NS7U0VKUJLl6+jpqaBwf7euKNInhw9kX1tdepOkeLhea8dRuWcY8O6FQAMDY/FFUmuQhAEnP7ClwiCgKnDndDSrEPkRIqQ7/sEzU14TU0EakTEz/d9LpzPzsR+aP/zaFebSHGYPTqiZekaRobOksmkYkwl+dJ9ooeE51FbU6lJKkWKUDqd5kfPvIjnGYNqRBQdz4zM5CRTx45hmh9CpOhMj2wCSG5pw/UPxJxIjQjgtRERldUaZiZSbKYLa+vSNTjnGOrvizuS5MGx4700aqJKkaIzc1h/MunR1FCrERFFKHCO3n/4R0hnCJoacU4NYZFi4AcBzgUEznHurnsIgoCK9jYYGSEYH88+JpyMNmpqRAAD/X2YeSSTlXFHEZEr4AcB6XSaR779RWrqWkhWVDHQ3xN3LMkx5xzdp/pobqyPO4qIXCHnHN/41hMXRzI1NdYxNDKO7+uLbNEZHMz+29wUbw4RuSqeGb7vk9zSBkCq60i8eWJde4EY6D9DVXWd9rSJFCkzDzOjuXUVQ/29ZDLpuCNJDo2MjjM1laJJ80OIFKWZp+tsaqjLzjnQey7GRLJQ03tK/SDAv9CP1dVBrWqxSDFK+z49d9xFYvMmACY7DseaR40IYLC/j8qqWp1OSqRIBEGA72dwLgiH/Gb3rDW3rsb3Mxw/unfOn4tr6JlcuYsbv77PwNAIgEZEiBSxbK2Gpsbsl9gj3adjTiRXKhgYoLK9DbTjTqRoJTwPr74e6upIH+6KNYsaEUD/hV6qa7SBK1LsGpuX43kJDu1/Ju4okkODQ6NUVCSpr6uJO4qILFJtTRXJZIJjJ3SWo2LifB83NETlli1xRxGRXGhtIdWZbURojoiYTEyMMj42TFW1GhEixSwIAjwvQWPLCjoOPKsRTiVkcHiUDWtXXnIqQBEpTmZGU0Mtx06qEVFM3NAwBI7KLZvjjiIiOWAtzQQXLpA5fyG2DGXfiOgPT91ZrTNmiJSEltbVDA+eo+dUZ9xRJAeCIGBwKNuIEJHS0NRYx+mec5qwsoi4geyp/jQiQqREhKfhjXOeiLJuRPi+z9m+k4BO3SlSKhqbV4AZr778A3zfJ5VKkUqlXvc4zRdRHPrO9pPxfTatXxV3FBHJkaaGWvwgYDCc/0UKnxsYgMpKWNJKELjs5JX6DBUpXs1NkEgw2dFxcVHU28Zl3YgAGLiQHRpYpUaESEmoqKxm7frtmieiRBw7kR21pkaESGkIgoD6uioA+tWIKBpuYBCvtUVnmBMpEZZIULFhPZOHNCIiNv39vSSTlSSTlXFHEZEr5Jybs3O7dcdt9J0+wkB/XwypJFeccxw5dgrPjDWrlsUdR0RypKqygqrKJANDI+HZNDSnTyELpqZgaBiamzUKQqSEJLe0MdFxmEw6ntPeqxFxvkdnzBApUs45nvjOna/biG3fcRsA+175kTaailgQBDz74j4aGmoJAp+Mn0bfV0SKn5nR2FDLwOAId339YYJAc0UUstSxbnAOr6U57igikkPJLW24sTHSp3tiWX/ZNyIG+vt0xgyRImbe68tY65LVLF2+joN7n44hkSzW9EiXIAgYGh7LHk+uhpJISWlqqGNsfFITVhaBiUPZY8gtnNxOREpDoi17FpzJQx1v8Mj8KOtGRBD4DPafobpG80OIFKsgCHDu0g3ZdDpNsqKGY12vMDExqokpi0wQBNz99YfpO3uBdManob6Gb3zrCXw/0J5TkRLR2FALwIDmiSh4qa4jUFUJNTVxRxGRHHHOwcoVkEyS6oznTHNl3YgYHDhLEPhUa0SESMlpWbqWIPA5fOD5uKPIVfA8j2MnspMJNzXU4s0x8kVEildT2IgYHBqNOYlcju/7TB7uhOZmgnnmZRKR4hM4x/l7v4a1NJM63BXLTruy3rLrP5/dyK2oqsX3M6/bqyoixau+oZW6+mYO7ntKG05FyDnH0e7TmBn19doLJ1JqKiuT1FRXqhFR4ILJSTInT8Ks+SGmD6HTvD0ixSvheVhLK6mjx3AxTFhZ3o2IC9mJOTRZpUjpMTO27ryNzkO7yWTimQ1Yrp5zAc/s3ktDXQ0GOiRDpAQ1NdZdPHOGFJbpvaOpI8cgcFjzpY2IwDnO3XOvzngiUkT8OQ5n9lpbIJPJTkobsfJuRJzvwfMSJCuqVUhFithc80QAbN/1ZlJT43QfeTWGVLIYzjmGR8ZpaqyNO4qI5ElTYy0TkymGR8bijiLzmOrqyl6Z44wZCR0yJ1L0rDU7Ce1Ux+HI113WFeTC+V6aW1dgZnFHEZEcc86xYfO1VFRU0bH/mbjjyAJN74WbmEyRSmdobNBhGSKlqqkhO1n44SMnYk4is00fejF5uDN72s7q6ovLFbX2eQAAH4hJREFUQDvvREpGTQ1eSzNTh6OfsLKsGxH9F3poaV0ZdwwRyQPnHE8+9hU2t99Ix4FnNeqpyEwfNz79RUVEitdr8wlcWoenJ6w80n06jlhyGUEQ0POFO5jqOExFWxtmRuAcZ+7W4RgipcTMqNzaTkqNiGj1n++lpXVV3DFEJE88z2PbztsYHjrP6ZPRDzmTqzcwNIqniSpFSoJzjvsfevKSL7BBEOB5Rn1dNUeP98SYTubj+T7pU6epbN9ycZkOxxApPVXt7aRPnsIfi/YwubKtJhMTo4yPDdGyRCMiREpZ+45bMfM48OqP444iV2BgaJSGhhpt9IqUCM+b+zDY5sY6jnSf1l72AuT394NzJNo2kc74OrucSImq3JptNk4c6oh08uCy3cLrP5/tvmtEhEjpmGvSytq6JtZt3Mn+V3+smdmLRBAEDA6P0tyowzJESl1jQy3DI2OcOddPKpVSnS4gwYV+ACq2tMWcRETyaXrU01RHtIdnlG0j4sK5sBGxRI0IkVK3beft9PUc5fw57XUrBqd6z+H7gRoRImWgKfw77zp2KuYkMpvf309y5Uq8hoa4o4hIHkyfztOrrye5ehVTHR0XJw2PQtk2Is6fy37g6dAMkdK3fdebAbjvK/+TdDodaZEtVGa2zsyeNLMDZrbfzD4SLm81s8fNrDP8tyXqbNNfSJrUiBApeQ31NSQSXlk2Igq5DkN2RMT0kG0RKV3OOSratzB1uCvS9UbeiCiUonvuzAkaGluprtaGrkipW7JsDctWrGfgQs+cM7eXqQzwp865ncDtwL82s53Ax4DvOufage+GtyPVdewUyWSCmuoKMpkMQaDjkkVKVcLzWL9mBUfKsBFBAdbh6UZ96vwF3Pj4JRNVikhpSqfTTPQPEPT3kzl/IbL1xjEioiCK7rmzJ1m6fF0+VyEiBcL3fbbtvJ3hwXM8/MBn9cUWcM71OudeCq+PAAeBNcD7gDvCh90BvD/qbEeOnaKlqR6zuSe3E5HSsnnDao50nyq72lzIdXgqPJWfGhEi5cFb0grA1OHozjIXeSOiUIruuTMnWbZ8XdkPzxYpddPnr9+283bAMTjQF3ekgmNmG4EbgOeAFc653vCuPmDFPD/zYTPbbWa7z507l7MsU1Mpjp86Q3NjHRq4IlIeNm9YzfjEFKd7c1dLis3V1OF8murMNiK8jRs0ilCkhExvF7/uz7qpCRIJUhFOWBnrHBFxbfyOjw0zNjpI69LVPPytz6vAipSwIAh4/OE7WLWmnYqKai6cL8vhv/Mys3rgPuCjzrnhmfe5bHGcs0A65z7nnLvZOXfzsmXLcpbn6PEegkATVYqUk80bVgNwpPt0zEnicbV1OF8NYSD7ZaSpkbNf+0bZjVQRKWWBc5y7596L33/9IMD3fSyRoGLjhoujoaIQWyMizo3fs2dOALB02To8K9v5OkVK0sVO74wSYp6HeR5NrasY6O8lk0nFmLBwmFkF2Tp8t3Pu/nDxGTNbFd6/CjgbZaaOrm4Amhpro1ytiMRo9cplVFVWcPR4+TUiFlOH89UQds4x1dmJtbSQ8LSdLFJq5vu7zk5Y2YmLqPkYS3WJe+P33JmTACxZtjZfqxCRmDjn+N5jdzF7zJnv+zS3rCTwM3Qc2B1TusJh2QkYPg8cdM59asZdDwIfCq9/CPhmlLm6uk9TU11JdVVllKsVkZhM73vavHENnUfLa8RaodbhdG8fwfAIQVOjDmEWKSOV7VtwExOkTpyMZH1xnDUj9qJ77swJPC+hU3eKlChvnk5vQ9NyPC9Bx4FnI05UkN4K/CbwDjPbE17eA/w18C4z6wR+JrwdmSPHTtPcVB/lKkUkRs457n3gUbZsXEP3iV4mJibjjhSlgqzDUx3hZHUtzVGuVkRiVrljOwAT+/ZHsr5kJGu51HTR3Wtme8Jlf0a2yH7NzH4XOA58IF8Bzp05wZJla0gk4vjvi0jUpg/X8BIJGltW0HHg2bKfG8Y592NgvtNSvDPKLNP6B4Y4e36AXds2xLF6EYmJ53lsbVvHtx57iq7uU1x/zba4I0WiEOswwMT+A1hVFa6xMa4IIhKDxKqVeM1NTOw7AO/7xbyvL/Jv4oVQdM+eOc7yldrQFSl16UyGVCqFc44nvnMnDmhpXc2xzt2cOnGIjZuviTuizHDgcDcArS3a+BUpN1s2ZQ+X7eg6UTaNiEI1sf8AldvamdA8aiJlwzlHEARU79zBxL59kayz7CpMJp3i3JmTrFy1Me4oIpJnMyeutPBwjeYlq/ASSfbt+UHM6WS2Ax1HqaqsoKlBE1WKlJMg8KmtqWL1iqV0dJ2IO05ZC8bHmTpylKmpVNmPHBQpJ4FznPnyPVTu3EGm7wyTfX34vp/XeWLKrhFx7uxJgsBn+cqNF/eUikhpmmviymSyks3tN7B3zw/0919gDh4+TtvGNfPO8SEipa29bR2Hj5zQ6SJjNHGwA4IAb+nSuKOISMQSnkfVzh1ANPNElN3WXl/PMQCWr9z4ulP8iUjpmetL7a5rf5LB/jOcPH4oWwfUkIjd+MQk3Sd7SaWm9HqIlJkgPI/91s1rGR2b4HTvubgjla2JffvB82BJa9xRRCRCfhDgXEDF5k1YdTXjr+b/8IwybEQcxfMSLFm2hkcf+tLrTvEnIqUnCIvrtG273oznJdj78vd56J8/p71vBaCj8zjOOZa0NMQdRURi0t62DoBDnd3xBiljk/sPULFxA1ZREXcUEYmBJRJUbd/G5P4DeV9X2TUizvQeY+nytSSTlZgm4REpSzU19RcPz8ieUVjiduBwN57n0dJUTxD4BE7NIZFys2r5EhrqaznUeTzuKGXJ+T4TBw9RHZ7CT0TKU/WunaSOdeOPjuZ1PWX3Tbyv5xgrV2+6eHv2nlIRKX1BEOAwBi70MjrSH3ecsuec40DHUTauW0UymYg7jojExMzYtmU9BzUiIhaTR47iJiao2LFd28YiZaxq105wjskDB/O6nrJqRKRSk1w4f5oVqza98YNFpKQtXbYez/M423dc80TEbCqV4mDncbZtyQ7LzjaIYw4lIrHY2raenr7zDA3nd0+cvN705HRVM0ZETJ99Cs2pJlI2qrZvhUSCib35nbCyrBoRw4PnaWxaysrVm+OOIiIxCYKAVCpFIlnBpi3Xc7avm28/8FnNExGjY8d7CIKAbVs2xB1FRGK2fct6AB2eEYPxvftJLluGzZioMnCOM3ffq2a9SBlxFRVUtm1mYm9+J6wsq0bE0uVr+U///QGuveHtcUcRkQKw89qfZGpyjInxobijlLUDh7sBaN+0Rhu7ImXMOcfGdauorEiy/9DRuOOUFeccE3v3UbVz++vqcEKnVBYpWTNHPTnnyGQyZDIZqq/ZxWRHB8HkZN7WXZaVRZPTiUg6k6Ft6y2Acf7MibjjlLX9h45SV1vNg488SeAcQRBohIpIGQqCgG9867tsbVvPqwe64o5TVtK9fWQuXGBieFj1V6SMzBz1lPZ9er50Jz13fJnKa6/BpTMXD9nKh7JsRIiIANTWNdLUvJxzZ09oT3xM0pkMBzqOsWxJI572uomUrem9cp7nsWv7JrpP9jI8MhZ3rLIx9tLLACRXrog5iYhEbeaop4TnkfC87ISVySTjL+/J23q11SciZWl6o7d12TomJ0bpOdV5cZmaEtE53HWCyakUS1saATQaQqRMBUHAvQ88gu/7XLO9DYB9OjwjMmMvvkxiSSuurj7uKCISIz8ICAKHq6igavs2xl58OTx0I/fUiBCRsuSc47GHv0RTyyrMPF56/jGCIOChf/6cvghH6JX9nZgZS1oa4o4iIjHzvOyhs20b11BdVcleHZ4RCRcEjL+8h5rrr9PhyyJyUc3115I6chR/eCQvz69GhIiUldcm5QHP80hWVNK6dDUvv/A4vp/R4QERe2V/F20b12AeagCJCJlMinQ6xY72jbyyrzPuOGVh6ugx/KEham+4/uIyPwhwTjVZpJxV33A9OMf4iy/l5fnLcovb9/28DTERkcLmnOO7j375ksMvli7fyNjoIAdefTrGZOVnZHScziMneNMOnVJZRC513TXt9Jw5T++ZC3FHKXlju18EoOaG62JOIiKFpGprO15DA2PPv5CX5y/LRoSIlLfZox6aWlZQW9fIy7sfjylReXrp1Q4C57jx2m1xRxGRAhEEAalUimt3ZueJeHlvR8yJSt/os89TtXkzyaVLZ8yVFHcqEYnLxdHDnkfNTTcw9sJuXB5GrZZlI0IjIkTkEuZR37ScQ/ueIZ2eijtN2di95yBNDXVs3rA67igiUmBWLm9lxfJWXnrlUNxRSpo/Osr43n3U3X4LkD2VX8+ddxME2k4WKVeBc5y76x6CIKDmlpvwB4eYPJz7Q+XKshEhIjLb8hUb8f005/qOxx2lLPi+z0uvdnDTddt1lhKRMjdz7p6Z12+6djuvHjxCKpWOM15JG3t+NwQBdbfdenFZQnMliZQ9zwzf96m+8QYwY/SZ53K/jpw/o4hIkQhmTMZVW9/C0uXr6T2tWdqjcLCzm7HxCa7d2cY933hIw4BFyphzjvu+/T2ce+16EATcfP0OUqk0r+zXpJX5Mvrs83iNjVS0byGVSmmCShEBsqMi+u68C6uvp+aaXYz8+Kmcr6MsGxEXj39DW74ikmVmXHfTOxkZvkDv6SNxxyl5Tz+/l8rKCq7btUVnKhGRi6funHn9TTvbqK2t5pnd++KKVdJcOs3IM89Sf9stWCIRdxwRKTCeGZlMhtq3vpmpo8eYOnEyt8+f02crEkEQ8MhDX0S74EQkCAJ8P4Pv++y67u14XoJnf/zNuGOVND8IePqFV7np2m1UV1fFHUdECpRnxs3XbeeFlw6QyWjOglwb3f0Swego9T/1NiB7yFwQaNtYRLLbahk/oPeOuxg9dQqAkR/+OKfrKMtGBIBnZftfF5F51NQ2snTFel56/jEmJ8bijlOyDhw6yuDQKG+59dq4o4hIgbv95msYGRtn/6GjcUcpOSPf/wFefT11N90wY24ONSJE5DUJzyNZX0/1zh0M//BHOX1ufRsXEZlh9dqtpKYmeP7ph+KOUrKeev5VqioruPHabdk9cDomWURm8X0/exrPHW20tjRyvn8w7kglJUilGHnqaRp+4q1YRQWTk5Oc/OKdmjxYRIDsiIiZc8Y0vuudVK1bi0vnbvLgZM6eqchkJ6lTsRWR1/i+T319K5varuWH3/sqb337r5BIlG2ZzJubb9jB6pXLqKqsYGwsFXccESlQzjkSCY//96mPk9AcBjmV7unFq6+n8affdnGZzpYhIvNp/sX3knj/L+X0OVVxRERmedvPfJDB/jO88uL34o5Skm6+bgfvfddbSKfTfPWBR/D9gCDQqAgRuVQQBHzl/kfjjlGSqjZuYMtXvkzdzTfpsAwRiUXZNiKCWcNNRESmtW+/leUrN/LEd+4kCDRBWj7pjBkicjmqEfljZqQzGSYnJ+m5826NFBaROflBEDYrc6vsqvtrXV8Rkbl5nse73vvbnO3r5uUXnog7Tkm6eBplbfiKyCyqD9HTYRkiErWyqzpBEPDQg5/Xh5uIXNY1172N1Wvbeezbn8f3M3HHKTlBEHDv/Y/gNBRYRGZxzvH1B58gnU5rey0C2aaPRgmLSLTKchY2zzw0JkJEZpreAxe4gEwmg+d5vPuXPkzv6S6CwNeklXngeR6BRqiJyBx0SIaISGnTlrWICNlGxPceu4tkMsm37v8siWQCzzx+4Zc/TEVFZdzxSlYQaKJKEZlfEPj4vq+zZoiIRMwPAiCTt0O31G4WEQlN74Ezz8Oz7EVERKKneSKi8drvOe4kIlKo8lWPy24rWx9qIvJGsmfVUZ3ItyDQxq+IzM25gK8/+LhqcZ6l02l67rhLv2cRmVfgHH1fujPnI1jLrhEhIiLx0p5OEVkIzzPViwjojBki8kbyUSdUeUREJFLpdJovf/VBAn2xEJF5ZEemge9nuOe+RzSXTB6kUilSqVTcMUSkwPlBwGQqnfN6UXaNCJ2iSEQuJ7vxG+AHAYFqRd5oRnwRWSjVCxGR0lNwld3M3m1mHWbWZWYfizuPiEi5UR0WEYlfvmvx9GEvoNFpIhK9gmpEmFkC+D/AzwM7gV83s525XIeOMxSRhchkMviBH3eMyEVRh0VEFqpcT/EbRS1Op9P03Hm3totF5LL8cLRwriVz/oyLcyvQ5Zw7CmBm9wLvAw7kciUuCHCzh1075r99tffl67HFvM5izh7HOpU93nWW4cYvEdXh6S8X2cv0RrADXHh75vUruS9fjy205ymXdRZzdv2+cvU8qsX5q8VAeCgiF79ozLw++/bl7ruSx+bqecplncWcXb+v0sjuGTlXaI2INcDJGbdPAbfNfICZfRj4cHhz1Mw6Zty9FDif14QLUyg5QFnmUyhZCiUHKMtclvIv/+Rqc2zIaZLovGEdhjesxXEplPfNbMq1cIWYCZTrSuU814c/dFU/Vqx1GBa/TRynQnxfFmImUK4rpVwLl/tMf/yRq/3JOWtxoTUi3pBz7nPA5+a6z8x2O+dujjhSweYAZZlPoWQplBygLIWcoxBdrhbHpVBfL+VauELMBMp1pQo1V6kpxDoMhfn6F2ImUK4rpVwLV4iZZiuoOSKA08C6GbfXhstERCQaqsMiIvFTLRaRklZojYgXgHYz22RmlcAHgQdjziQiUk5Uh0VE4qdaLCIlraAOzXDOZczs3wCPAgngC865/VfwFIUyPK1QcoCyzKdQshRKDlCWuRRKjsjkoA7HqVBfL+VauELMBMp1pQo1V9FQLc65QswEynWllGvhCjHTJUyn7BERERERERGRqBTaoRkiIiIiIiIiUsLUiBARERERERGRyBRtI8LMvmBmZ81s36zl/9bMDpnZfjP72zhymNn1Zvasme0xs91mdmu+c4TrXWdmT5rZgfD//5FweauZPW5mneG/LTHl+LvwtXnVzB4ws+Z85rhclhn3/6mZOTNbGmeWKN+3l3l9In/fmlm1mT1vZq+EWf4qXL7JzJ4zsy4z+2o4UVdcWe42sw4z2xf+vVfkO4vMb6H1zMw+FD6m08w+NGP5IzNe48+YWSLuXGZWa2YPzagBf52LTIvNFS7/r2Z20sxGc5Dl3eHfUpeZfWyO+6vCv/eu8O9/44z7Ph4u7zCzn1tsllzkMrMlYS0dNbN/KJBM7zKzF81sb/jvOwok163hZ8ue8O/vl3OZS6JXiLVYdXjBeQquFhdiHV5kLtXihXDOFeUFeBtwI7BvxrKfBp4AqsLby2PK8Rjw8+H19wDfj+h3sgq4MbzeABwGdgJ/C3wsXP4x4G9iyvGzQDJc/jf5znG5LOHtdWQngToOLI3x9Yn0fXuZHJG/bwED6sPrFcBzwO3A14APhss/A/xhjFneE95nwFeiyKLLZV+nN6xnQCtwNPy3JbzeEt7XOOP1vm/6fRZnLqAW+OnwMZXAj6b/Fgvg93V7WDNGF5kjARwBNof/x1ema/GMx/wR8Jnw+geBr4bXd4aPrwI2hc+TyNHvZzG56oCfAP4A+IccvscXk+kGYHV4/RrgdIHkquW1z/9VwNnp27oU5yUHtSXntXgxmSiDOhw+V8HV4kVmyksdzkEu1eIFXIp2RIRz7odA/6zFfwj8tXNuKnzM2ZhyOKAxvN4E9OQ7R5il1zn3Unh9BDgIrAHeB9wRPuwO4P1x5HDOPeacy4QPe5bsObHz6jK/E4C/B/4D2dcr7y6TJdL37WVyRP6+dVnTHf6K8OKAdwDfCJfn/T17uSzOuYfD+xzwPBG8b+WyFlLPfg543DnX75wbAB4H3g3gnBsOH5Mk+wGeq7//q87lnBt3zj0Z5ksBL5G799lif1/POud6c5DjVqDLOXc0/D/eG2abL+s3gHeamYXL73XOTTnnjgFd4fPlwlXncs6NOed+DEzmKEsuMr3snJuu3fuBGjOrKoBc4zM+/6uJ6HNX8qoQa7Hq8BsrxFpciHV4sblUixegaBsR89gK/GQ4BOUHZnZLTDk+CvydmZ0E/gfw8agDhENwbiC7V3fFjALWB6yIKcdMvwN8J6ocs7OY2fvIdidfiTLDXFmI8X07K0cs71szS5jZHrJd2cfJdnkHZxTKU7zWPIo0i3PuuRn3VQC/CTwSRRaZ10Lq2Rrg5Izbl7yHzOxRsq/xCK81vGLPFWZrBn4R+G4h5cqBhazj4mPCv/8hYEme8y0mV77kKtOvAi9NN7njzmVmt5nZfmAv8AczarwUp0KsxarDb6wQa3Eh1uFc5lItnkcyrhXnSZLskKbbgVuAr5nZ5nBPZpT+EPhj59x9ZvYB4PPAz0S1cjOrJzvM7aPOueFsEzPLOefMLJLfx+wcM5Z/AsgAd0eRY3aWcN1/RvZQkcjN8frE8r6dI8cnieF965zzgevDD/4HgO35XudCs5jZNc656flf/i/wQ+fcj+LKVy7M7Alg5Rx3fWLmjautZ865nzOzarI16B1kG2Cx5wprwVeA/+2cO3oFP5fXXFJ8zGwX2UMgY/mcm0vY2N1lZjuAO8zsO865fOzFlBwpxFqsOizFRLX48kqtEXEKuH96CLWZBcBS4FzEOT4ETE9E+HXgn6JacbjX9j7gbufc/eHiM2a2yjnXa2bTxwPFkQMz+1fALwDvjKpBNDuLmb2J7LFtr4RNmrXAS2Z2q3OuL8os4eLI37fz5IjtfQvgnBs0syeBNwPNZpYMu7RrgdMxZXk3sM/M/gJYBvx+lDnKlXNu3gaYmS2knp0G3j7j9lrg+7PWMWlm3yQ7fHFBjYgIcn0O6HTO/a+F5IkwVy6cJjsvz8x1zP67nn7MqfDLQBNwYYE/G0eufFlUJjNbS7ap+1vOuSOFkmuac+6gZSfduwbYncN8kmOFWItVhxetEGtxIdbhRedSLX5jpXZoxj+TnfgPM9tK9piz8zHk6AF+Krz+DqAzipVa9lv154GDzrlPzbjrQbJfMgn//WYcOczs3WTnZPgl59x4PjNcLotzbq9zbrlzbqNzbiPZRsCNETQh5nt9In3fXiZH5O9bM1sWjj7AzGqAd5Gds+JJ4NfCh+X9PXuZLIfM7PfIHrv56865IN855A0tpJ49CvysmbVYdnbynwUeNbP6cCNweq/Xe4FDcecK83yS7IbCR3OUJye5cugFoN2yZ8SpJDt51oOXyfprwPfCBu2DwActOwv4JqCd7HwtcefKl6vOFNawh8hOjPdUAeXaFP7NYWYbyI58685xPolWIdZi1eE3Voi1uBDr8KJyqRYvkItplszFXsgOm+oF0mS/SP4u2S9wdwH7yE4y846YcvwE8CLZWUyfA26K6HfyE2QnHXkV2BNe3kP2mKDvkv1i+QTQGlOOLrLHK00v+0xcv5NZj+kmmrNmzPd7ifR9e5kckb9vgWuBl8Ms+4A/D5dvJvvh1kV2dEZVjFkyZOetmP5d/Xm+s+hy2ddpznoG3Az804zH/U74/ukCfjtctoLsB/j0a/xpcjRb9CJzrQ3/Jg/OeJ/9Xty5wuV/S/azLQj//ctFZHkP2bP0HAE+ES77z2Sb05CdOOvrYYbngc0zfvYT4c91kKOZ7HOUq5vshNWj4e9nZ5yZgP8IjM14H+0hh2diWkSu3yQ7Ydsesp9z78/la6hL9JdF1ry81OJFZiqLOhw+X8HV4kVm6iYPdXgxuVAtXtDFwlAiIiIiIiIiInlXaodmiIiIiIiIiEgBUyNCRERERERERCKjRoSIiIiIiIiIREaNCBERERERERGJjBoRIiIiIiIiIhIZNSJEREREREREJDJqREhZMLOvmNlXzex5MztuZu8Nlz9pZu8Kr3/SzD4db1IRkdI1Vy02s2vM7OkZj7nRzL4bZ04RkVJ2me3i75nZnvAyaWYfiDurlC41IqRcXAccdc7dCvwG8Bfh8r8APmFmvwHcAHw0pnwiIuVgrlp8ANhsZonwMZ8C/n1M+UREysGc28XOuXc4564HPgs8CNwXX0Qpdcm4A4jkm5lVA8uAvwoXHQBaAJxzPzQzA/4EeLtzzo8npYhIaZuvFjvnAjPbD+wys3bguHPupbhyioiUssttF4f3/xbw88CvartY8kkjIqQcXAN0Oucmw9s3Aq8AmNmbgFVAyjk3Ei7baWYfC69/2swaYsgsIlJq5q3FwLPAW4G/BP4MVItFRPLkctvF/4LsCIkPOOfSqsOST2pESDm4DlhvZtVmVke2A/z3ZrYKuBt4HzBqZu8OH38LsCe83jTdoBARkUWZsxaH9z0LfBJ4wDl3OlymWiwiknvzbRf/AvBHwK/MaFKoDkveqBEh5eA64H7gOeAF4B+Bl8Nlf+qcOwj8F16bN+IW4EBYnDGzt5nZvZGnFhEpLa+rxc65p8L7DgFTwN/MeLxqsYhI7s1Xi+8A1gJPhZNV/i6z6jCoFkvuaI4IKQfXAR92zv27WcvfPH3FOffDGbc3AZ8AhoHl4TwSb4kkqYhI6ZqvFgN8BPi4c25sxjLVYhGR3JuzFjvnlsx+oJk9xIw6HD5OtVhyQo0IKQdtQOdCHmhmFcAF59zv5zeSiEjZeV0tNrM24CHgKefcHTOWqxaLiOTHgraLVYcl38w5F3cGkYIWTmj534BPO+ceizuPiEg5Ui0WEYmfarHkihoRIiIiIiIiIhIZTVYpIiIiIiIiIpFRI0JEREREREREIqNGhIiIiIiIiIhERo0IEREREREREYmMGhEiIiIiIiIiEhk1IkREREREREQkMmpEiIiIiIiIiEhk1IgQERERERERkcj8f2NxExGKk0dBAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde=True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde=True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde=True)\n", + "\n", + "#px\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + " ax = ax[0],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#73683B'\n", + " )\n", + "#py\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + " ax = ax[1],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#4F5D75'\n", + " )\n", + "#pz\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + " ax = ax[2],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#D64045'\n", + " )\n", + "\n", + "plt.suptitle('Momenta histogram for $\\mu_1 (non-monochromatic) $')\n", + "\n", "plt.show()" ] }, @@ -958,7 +989,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -969,12 +1000,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 137, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1015,7 +1046,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target; " + "8. given that the electrons (positron) traversing the target lose energy as $E(x)=E_0 \\exp{-x/X_0}$ (with x the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target; " ] }, { @@ -1043,7 +1074,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 138, "metadata": {}, "outputs": [ { @@ -1092,29 +1123,39 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 139, "metadata": {}, "outputs": [], "source": [ "#s depending on x-coordinate (x)\n", "def s_bremss(x, E0):\n", - " '''This function computes the s variable depending on the initial energy E_0 and the position z'''\n", + " '''\n", + " \n", + " This function computes the s variable depending on the initial energy E_0 and the position z\n", + " \n", + " '''\n", + " \n", " return 2 * m_e**2 + 2* E0 * np.exp(-x/rad_length) * m_e\n", "\n", "#cross section depending on x-coordinate (x)\n", "def sigma_bremss(x, E0):\n", - " '''sigma_bremss computes the cross section directly from the initial energy and position of interaction'''\n", + " '''\n", + " \n", + " sigma_bremss computes the cross section directly from the initial energy and position of interaction\n", + " \n", + " '''\n", + " \n", " return sigma(s_bremss(x, E0))" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 140, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1126,43 +1167,52 @@ } ], "source": [ - "E_0 = 48658.5 \n", + "E_0 = 48658.5 #impinging beam energy\n", "n_slice = 20 #slices\n", - "num_points = 2*10**5 #generated points\n", "\n", - "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #variables scaling\n", + "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", "\n", "slices = np.linspace(0,x_max,n_slice)\n", "slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", " \n", "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", - "part_per_slice = np.zeros(n_slice)\n", + "\n", + "part_per_slice = np.zeros(n_slice) #slices vector initialization\n", "part_per_slice[0] = tot_par1w\n", "\n", + "#computation of interacting particles in each slice\n", "for i in range(n_slice-1):\n", " part_per_slice[i+1] = part_per_slice[i]*(1-(scal * sigma_bremss(slices[i], E_0)))\n", "\n", "part_per_slice = part_per_slice[:-1] - part_per_slice[1:]\n", + "part_per_slice = np.asarray(part_per_slice)\n", "\n", - "part_per_slice = np.asarray(part_per_slice) #lessa\n", + "#plot\n", "plt.scatter(slices,part_per_slice/part_per_slice.sum())\n", + "\n", + "\n", + "func_pts_dbt = interp1d(slices,\n", + " part_per_slice/part_per_slice.sum(),\n", + " fill_value = \"extrapolate\"\n", + " ) #intep1d to find the normalised distribution for the interaction points\n", + "\n", + "plt.plot(slices, func_pts_dbt(slices))\n", + "\n", "plt.title(\"Distribution of interaction points\")\n", "plt.xlabel(\"x [cm]\")\n", "plt.ylabel(\"Number of interactions\")\n", - "func_pts_dbt = interp1d(slices,part_per_slice/part_per_slice.sum(), fill_value = \"extrapolate\")\n", - "plt.plot(slices, func_pts_dbt(slices))\n", - "plt.show()\n", - "\n" + "\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 141, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1174,15 +1224,38 @@ } ], "source": [ - "#accept-reject: points distribution\n", - "\n", + "#accept-reject according to the distribution found just above\n", "pts_dbt = np.random.uniform( 0, x_max, 3*100000)\n", "check = np.random.uniform( func_pts_dbt(3), func_pts_dbt(0.16), 3*100000) \n", "accepted = pts_dbt[check < func_pts_dbt(pts_dbt)]\n", "\n", - "sns.histplot(accepted) #Graph of point distribution (ok)\n", - "plt.show()\n", + "sns.histplot(accepted) #hist of accepted points\n", "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#accept-reject on previously accepted points according to cross section in each slice \n", "angles = np.random.uniform( 0, np.pi, len(accepted))\n", "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", "\n", @@ -1191,8 +1264,10 @@ "pd_df[\"emission_pt\"] = accepted\n", "pd_df[\"check\"] = ang_check\n", "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "\n", "pd_df = pd_df.dropna()\n", "\n", + "#montecarlo simulation for the two muons momentum with respect to the previously accepted angles\n", "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", " columns = [\n", " '$px_{\\mu_1}$',\n", @@ -1202,27 +1277,41 @@ " '$py_{\\mu_2}$',\n", " '$pz_{\\mu_2}$'\n", " ]\n", - " )" + " )\n", + "\n", + "#plots for muon_1\n", + "\n", + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "\n", + "#px\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + " ax = ax[0],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#73683B'\n", + " )\n", + "#py\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + " ax = ax[1],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#4F5D75'\n", + " )\n", + "#pz\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + " ax = ax[2],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#D64045'\n", + " )\n", + "\n", + "plt.suptitle('Momenta histogram for $\\mu_1$ (Beryllium target - monochromatic)')\n", + "plt.show()" ] }, { - "cell_type": "code", - "execution_count": 20, + "cell_type": "raw", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ "def theta_lab(theta_star, s):\n", " betas = beta(s)\n", @@ -1232,35 +1321,10 @@ "pd_df[r\"$\\theta_{lab}$\"] = theta_lab(pd_df.angles, pd_df.energies)\n", "pd_df[\"random_number\"]=np.random.randint(1,3, len(pd_df))\n", "pd_df[r\"$\\theta_{lab}$\"] = pd_df[r\"$\\theta_{lab}$\"]*(-1)**pd_df[\"random_number\"]\n", - "plt.hist(pd_df[r\"$\\theta_{lab}$\"])\n", - "plt.xlabel('x [cm]')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000, ax = ax[0], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000, ax = ax[1], bins = int(np.sqrt(N)), kde = True)\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000, ax = ax[2], bins = int(np.sqrt(N)), kde = True)\n", + "sns.histplot(pd_df[r\"$\\theta_{lab}$\"], bins = 2000)\n", + "plt.title('Angular distribution in the LAB')\n", + "plt.xlabel(r'$\\theta$ [rad]')\n", "\n", "plt.show()" ] @@ -1276,7 +1340,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -1287,31 +1351,38 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ "n_slice = 20 #slices\n", - "num_points = 2*10**5 #generated points\n", - "\n", - "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #variables scaling\n", "\n", + "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", "\n", "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", - "\n", "func_pts_dbt = []\n", "\n", - "#from CoM to lab\n", - "energies_gauss = energies_gauss[energies_gauss > 4 * m_muon**2]\n", - "energies_gauss_bremss = energies_gauss / (2 * m_e) #Moving the gaussian due to problem production\n", - "size = 100000\n", + "#from CoM to LAB\n", + "energies_gauss = energies_gauss[energies_gauss > 4 * m_muon**2] #check on threshold production\n", + "energies_gauss_bremss = energies_gauss / (2 * m_e) #passing from s to E_e+\n", + "\n", + "size = len(energies_gauss_bremss) \n", "\n", + "#empty list that will contain either the size of the target or the maximum distance that allows muon generation,\n", + "#depending on the outcome of the if statement below\n", + "x_max_arr = []\n", + "\n", + "#cycle over all the generated energies\n", "for E in energies_gauss_bremss[:size]:\n", " \n", + " #if the max distance to have p.production is greater then the target lenght assign automatically 3 cm,\n", + " #otherwise we will have p.production also after the target (x_max > 3 cm)\n", " if max_d(E, m_e, m_muon, rad_length) < x_max:\n", - " d_max = max_d(E, m_e, m_muon, rad_length)\n", + " d_max = max_d(E, m_e, m_muon, rad_length) #cm\n", " else:\n", - " d_max = 3\n", + " d_max = 3 #cm\n", + " \n", + " x_max_arr.append(d_max)\n", " \n", " slices = np.linspace(0,d_max,n_slice)\n", " slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", @@ -1319,24 +1390,26 @@ " part_per_slice = np.zeros(n_slice)\n", " part_per_slice[0] = tot_par1w\n", "\n", + " #computation of interacting particles in each slice\n", " for i in range(n_slice-1):\n", " part_per_slice[i+1] = part_per_slice[i]*(1-(scal * sigma_bremss(slices[i], E)))\n", " \n", - " part_per_slice = part_per_slice[:-1] - part_per_slice[1:]\n", "\n", - " part_per_slice = np.asarray(part_per_slice) #lessa\n", + " part_per_slice = part_per_slice[:-1] - part_per_slice[1:]\n", + " part_per_slice = np.asarray(part_per_slice)\n", "\n", + " #array of interp1d functions, one for each energy in the beam\n", " func_pts_dbt.append(interp1d(slices,part_per_slice/part_per_slice.sum(), fill_value = \"extrapolate\"))" ] }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 145, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1348,15 +1421,43 @@ } ], "source": [ - "#accept-reject: points distribution\n", + "#accept-reject according to the distribution for each energy in the beam\n", + "pts_dbt = np.random.uniform(0, x_max_arr, size)\n", + "\n", + "#random uniform that generates one point between the minimum and the maximum of the\n", + "#distibution (interp1d) for each different energy in the beam. \n", + "check = np.random.uniform([func(i) for i,func in zip(x_max_arr,func_pts_dbt)],\n", + " [func(0.16) for func in func_pts_dbt], size) \n", "\n", - "pts_dbt = np.random.uniform( 0, x_max, size)\n", - "check = np.random.uniform( [func(3) for func in func_pts_dbt], [func(0.16) for func in func_pts_dbt], size) \n", "accepted = pts_dbt[check < [func(i) for i,func in zip(pts_dbt,func_pts_dbt)]]\n", "\n", - "sns.histplot(accepted) #Graph of point distribution (ok)\n", - "plt.show()\n", + "sns.histplot(accepted) #hist of accepted points\n", "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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7usDtKDGPiIjIANEfk6Ap8ejAoqTBIiK9lTMioijz4ZSYR0RERPo6JR4VEZGBrGzfgpoPJyIiIiIiIiKlXL5T8+FERERERGRAU14Ykd5KliNC8+FERERERGSgs9bSdN9cJt/9A+WFEYnRBEUREREREZESCvahvDCK4JBy6DufCBERERERkX7E87zu1YGqRTyCw1pb6aJIP6aOCBEREREREenWlyI4pG/SHSaSo2rsuRYRkfQUZiwiIlJd1BEhIiIiRVVtHbbWWh54ZLnCjEVEqL46WgYmdUSIiIhIvxdQmLGIiORA0XSlpW9lkRj1DouIlIfqWxERqXZK2lla6ogQERERERERSaKknaWjMytlodEv/3SuRKQSVPeIiFQf1c3SX6kjQiQDzQ0TEREREREpLnVEiGRgrWXZk/dobpiIDBjqgBUR6d8UZSHVQB0RIlko07qI5KsvNva01KWIiCRSB7WUgn5hiYiISA/qgBURqT6V6tzW6hFSCmppiIiISEn0xYgQERHpTatHSLHpjpKMsjUi1cgUEZF8KNRXRETSyfc7Qt8tfYc6IkRERKTslItCRETSSTUdxM8AqKaR9B3qiBAREZGKUC4KERFJJ9/pIJpG0jfoKomIiIiIiBRA05UHHl3zwqgjQkREREREpI9QHgTpD9QRIerNq3K6PiIDgxqWIiLiRzwPQjgc7m4jqr3YUz7nQ+ewvNQRISWnxrWISHZK3li91DgVkVIopI2sPAil4eea6LdNcegOlpKz1rLsyXv7ZOPa8zycLbySqUQjVg1nkb6nmpM39oWGV18oo4hInLWWpjnz+mQbub/ys+qGVuYojupt8UgPfaVxla6c1dy4FhHpL0rZAZkqYqPaOjwVVSIifY0iG6qPn2ui61Y4ncE+IhpVcA/W2rQNv/jjyc+Xs6GYWM6+pNoa0yIi1aiaO5XjHeG5lLGvdPKLSHVTXSKSu+ptUfRDhVZS1dwATNRXyikiUm2sLW2naL6drpXsrPW7b2stCx9dntN3bF+LoFCnuUjuyvG50RSL/k/1b/HpF2MZ9dVoARER6bsG0khdPh3h6jwXkWIoNFQ/sa4eSPW2DFz69i2zgdbgiVekDNB6VF8kIlJuyaM2uYz6F3vEp5DtFaMs1XQ8pSiPiPQtmeqAxASImZIh5lqP5B0JF5sOXopti4A6IqpWKT7YxdxmLqGyy568d8D+EFcUjFSaMWaOMWa/MWZDwmP/bIzZZIxZb4x5whgzIuG5PzXGbDHGfGyM+WplSi3FNtA6wUVE+qLEqIpSJ0Ms92CZBuckmVomUnIDvQE80I9fKm4eMDvpsdXAuc6584FPgD8FMMacDdwCnBN7z8+NMcHyFVVAjTUREenN7yBgLoOFxViCstD99cWoCs/zsFbf0YXSLyTxTY3j4tB5lHJyzr0EHEp67BnnXCT23zeAKbF/3wQ85Jzrcs5tB7YAny1bYQe4eL1grWXBQ0sIh8Nl338pGoPV1sj0U55QKEQoFPL9uIhIX2zflXsJSi15KYl0N4hvmmZQmHjjV+dRqsxdwIrYvycDuxOe2xN7TMrMGJOxQVtogzff9/fFhnaxDORjF5HsrHPsm7egbBEGyUrdUeonZ0SP1/fBTmgpL3VESE764jSDamw89sXzKP2PMebPgQiwMI/3/tAY87Yx5u3W1tbiF64f8NPoSfca5ywPLl6VtkHrJwFltqRo+Sxb6Zxl0WMrC2po59MYLEYDMtelURP36Xke4XCYBx/vO0t9SvVQrp6+LZd2ZClH/KuxPVuISh1PfzuPfZl+DYkvxepFrEQSTkUgiPRmjLkTuB64zZ38Nm4Cpia8bErssV6cc/c45y52zl08duzYkpa1ryh24yZbh2WhHZr5vn8gd6T2lWNXQ7vqzEO5eqpGcidjqn8nKlYuhUzl8MNaS/PcwiMuqkXyeS2k8z7f/fraZ46RIOJf3/hGFYnJt3FVSONRDTrpb4wxs4E/Bm50zh1PeOpp4BZjTL0x5hTgDOCtSpSxL0qMMugPIaD9MR9C8nWplrq92EuV5hvxIqWhXD19X7XkNqiWchRLpY6nv53HvkpXoQ/xvPQ9cv2h0etHJaIbrHWseOrXVdGgGyjXWYrHGPMg8Dow0xizxxhzN/CfwFBgtTHmPWPMLwGccx8CjwAfASuB33PO6YbLQV8ZMa9G6vQtLt2LfYpy9VSBxDpI9ZFI6ZXsW0rz4Uorlwqyv1WmlWhcVVuDrr9dUykd59x3nXMTnXO1zrkpzrn7nHOnO+emOucuiP35nYTX/51z7jTn3Ezn3IpM25aeyv2ZTMx5kKqTMtXofzE7MtNtL/64n5DnRKUcxS/3tcn1XOebNyMUCqlzuo9Trp7qYa2lec58rLVYa9l1732Ew+E+tVRjprqk2Mt/9jX99bj6slL+upqH5sNlVMgHIpfIAGstK576dXdlWizV8IGuhjIUk9/jUd4LEemPqq3TV6SUlKun+iSG7Ct8X6S0SvYJ03y4zIqxdFouDbZSNe6KHZmhkX7/1GAXEfGvr3+/9PXyS0/K1VP98klSWGhiQ89aRTqVQDEHLv1GnfS3wdJSqOQvmbzmw/WXMLToiPa9KUe0sy25lu59uSjWhyMebZFYnlS5LDxrCYfDWctezpH+SlQQhWYEViiuiBSikg2jSjfKnLM89ET6JVGTpZpiUg7pptmEw2EWPqoElH2RcvX0L9XeKVjt5SsWv8dZ+OBvIaWUTCrSEVHIfLj+FIbWX5ZOK3ZkRrUdn4hIKZSisThQGqD5qubvFz/XrprLL+kpV091y2cZzWIt5xnPPxEfaMqWi8JPxEVirov4PgrtVE3Mk5Hvdvzm2shlmrKf62CtpWnOvJyvV/x9qerkaF2tTuFClf0brdD5cCJ9RbxRSYG/B/TDQqR/SG5cWWuzjnBna5Cl2uaDj68sy3r3pYwUyJYIs5D9FyOZWymkStZZjPJUOhJFpD+q9vwR1V6+YvF7nPmej4FyHiulrGdX8+Ekk/7UWIqH0S578t6COhDi26mW5UNFJH+pOhWLMcKdvN1ctlntHZ3VXr5UCilzumvX3bEtIiWVS46HcrZbq7UD1a9Cy1isY1QOh+pSyuU7NR+OvtmIEn/KGUarcFyR6pRLQ8Zay6LHih+tkCmyIlv54qPwyasqJS4N6ke2iIl8G3zRvAjLfJ8zaz1snuGyfqJP/HyXh8NhHnjEf5n9iEe6qC0hIiL9RSlXzdB8OE4mX8x16cxyJSWspt7AQueulfp8pQqBLiSxZjWdexEpj2ydivmOfBfSWVntHZ1+z1mpfqTns/1SnNNqv04i0pMGI0Uy07daGZSz8aBKr7zUMBSRYoqv7BCvw8udm6FQpShbuuiM+L6ScyvkGs2Rff+WhxaXIpKldzmLXXYRySxTPho/iRUzsday6977CIfDvvZZ7P0XW7ZpK4Xk7Sn2YGKhy6iWalvSk35FlVAlGovWWp5e/Cs6OzvLmkTM77GmWtozeTsuRcXrf/ulOeee13Nd53LPC8w31FhE+h51cOau1OdM10RE8pFrssOBPqDYl46/L5W1WumbtR8KmP5/WSv14a/kfiORCJFIRBWeiBSk0okPs9Wjlahnq7FBWY1lEpGTkvPg5BvBkDjibp1j34IHfEVgFWukvhIDp+n2mbzUZvwYy11GX8ukOkfz3AVKJl+A/v+LtQIKzXWQb1hTsSqjYoVH5VKmXLMBh8Nhli7+Vck//MnRCNG8EPdmXV6t55dT78osW2RIMmsdy568l2VaPUOk30j1I9Pa3o8VuwEWT27p5wduaaZaZF5iNF3yzWIlk8xln9mkK1MkEiIUCuVVlkLLVCzVPAVIpNqd7EjM/b2FLBl5sqPZpXw8uY6sloGuxPJVYsnMfDt+tbxnYXT2+pDuykWDI0DlQmWNMRUZpQqYwICIdhGR3OXaiCrGMpGlWKbS7/PFFD+OSnynZDuHmhIiUhnRz2XCoFOO0Qfxkf1C24rJURcuy1Rday3N8+5P0cltaZo7v1fHpnWOPXPms/vXc3rlsii0vLmw1tI8dwHhcLiouTH8lsdaS9N9czXYV2b6hutDrHWsXDonr0ot1xH4YvI8269yHMSvQzErq2oKixOR4ilWsslQKDrCni6ZoXOWBxevylovZdt3LstEWhtNrFmtDTe/kXbOpT5mz/M4ceJE1siG+LXJh7WWBQ8tKcoPABGpLpUaLU+330yPV8PIfiA20FepEddinQNNq/Ov8ned5EQj4tVB10FEKiVd1EKuo+fF2E41jtjnE2pcyeOoxnMo0t8VOo262la0KLdiDGbFz2N8W/H8GMX8AV+phQOa7ptLOBzWgF8WNZUugPRPlUo2Zq311airZChuLiqdVE5EiifTCjiJjSVrPYwxBGKPJ77GOUc4HObhJ1dRU1Pre7+p6mLnLAsfXUYgGPRVz8S3Y4y/fA2pns8ekVF4o9E5y6LHVxAwAb77jdlla4hWQ13t9zoCBIPBUhdHRDJIl8+h2iW3oeP/Nsbkva34d1Q1RGYUQ385jlLTWaoyyXPBMoWVplvmMtOP/3I1yFIldcxV+oZs6mkm1lpWPH1fygRnyecqW/n8Ju0sxpSXTNfEWsvKpXOJZPgBk20bItL/5NLhmuk7oZidsdW0GkYgECAQCGRM0JZLWaot1LbayiPS3/nNEZFLLglrLbvnzMfzitu+86ztEWmQadupIjv8TOGLrxaR+O9cjiExCqJ5vr9VQvyWP9/X5ft6v9tUO703dURUWCkbE363HX+djVWeia9P3kYu5c3UwC1kuxn3mcOUiUomJkvX+Z3qPBhNAxHpMxJH9Mvd8EiOJsiUw8HazJ2b+RxHtlUesq2W4Vcu5zXdPq21LHrs5OPZzodzlkefXo3LMHLpp9Ef7+CO1/N+vvdS5aCo9IoaIlIcfXXkPLHchR5DXz0HUjhd+TILhSI9GhTWWlYUYUnG5AaQ53mEw2GWPXlP1m3HyxCJRHpFCSSXLxz2WPZUYZEO8e0mls1ay4olhSWA9DyPsBfxlZwsl+egeGs1x6M20jU8M50Hz1oiKY5Pvawikk65O1yraTWMbPvMtSzVNpWv2sojUk7FGMCqVGRRufabz3565tgpYeEK1FentUhP+hYrAb/hqfHPTrwxUUjFlO69yQ2VbK9LVZbkbcSjDrpfk2clkG67+UjMpVCNX049zmeW41QiTBEphWLVa9U0LaBUeXRKMc2kVJGAIgOR3+UWM015TrekZalZa2mek32/mQbB/EwfyLSfeIRW8nKg0eki89j567lEIpHM5ctzICz+vmj9lz1vUqrH4teuGupPv+dBA4e96RdPCcSjCNJlS43nJ0i1xu+yNNER2Ror1lqeWTbPd/SDn9dli6aIj95HIj3zKeSaNyGv+W9JORPiuRTiCSuTy55Ypu7KN8O8uIz5JlIs8ZYqn0Ribor49sLhsK+lTJMr21wq6nxeIyK5S/fZKqRx5nepY2tz/wFrreXhJ1YSDocL7KiNJrlMXnIycbpBuvOSfHypklPm8uM8PkUh/vr4eck21SK5DL3LZXnkqWd6RO0lRws+8EhuUyOstTy0+OR0EOcsDz+5qrsz389xJ56vxH8XsoSoSF9VjJD+altiE4o72p/P8cWX86y2zlI/iS1PvqbcpZN8qCOiRPINTy1kNDxxm5lyEfgN5/ST4yGfDLl+5FP5JeZS6BXZkaEyTxslUuTIhHTbq7aKXkRKp9Kf92KF8/uNtiuHXI4pUzmTnwsEMn+/mdia97kcc69IQE2vEOmzijHQ46UYbLLO0XL/opLUp72mcmcY7LLOsW/eyUSUxZqmnC9rLc3z7k87YBsfSGyaMy/lucs2RTsc6T3NfaAv01pqWr6zD8inootGCMyhvrauR+6EYi3XFY+GAKAEnRHxqJHZN9zVXeZ8Kr94lEkgQxnjr5l9/Q/yLm9cYrhZLmVc8fR9XHPj3Sm3VUhZQEu0iZSD38+rc9Hkibd/+zofr3Vs39XM2+9/zNbte9i3/xBH2tp55sW3CUci1ASDbNrSxMgRQ2k9cIiG+jpeeXM9rQfb2NdykCGDG/Ay5M3JJNMymukiCB5avJKAz/omn2U6/dZpics4J0dhxKMQvnPzV7rPvQAAACAASURBVHu9z7locs87vnND1u1Gtx1m4WPLueVrPbeVS2RLOqmiRArZpr4PRMqjkGlbifWL30iGdMvRFyuqIlvkRrRToLg/1tMdU7byJL5GHQh9gzoi+rFMI/qZPuTpXp/cAxkwgYIbW5nER5vyXZs4LnoeMs/zrXRehnz3nzg/WiNrIn1DfFnJ6LSr1CPz+w8cYfP2vTy18lUCAcO0yRM487Sp7Nt/kFOnT2bztp1EPEd9XS1Ne1tpaT1EJOKxcfMuAF5duwGA2toaPti4k1AoQlv7cfbs2dvdWVHfUEdtMEBNbU2vH9nJ5Yl4HuFQmHAkgvU8POvRdrSdE51dHDpylJpgEM+zWOg+rkLr7lJJd5zWWo6fCPHa2g/Y07yfdzds44ONc9h/8DChUJhgMEhjQx2dXY6LL5iF51kCQdW7ItUgVWdbKaamZtumdY6W+Q8w6a7vZ10aM54jwbW1sffP/5qGIUMIfbQRQiFwFs/B3lffoGbcWOomTSR46im4I204z4PYcVpraVmwkKm/+YNe5Wiedz8NtYX/1Et3zPEIhdo868F0EQfWOfbNv5/Jd93Z/bqU77e218pyidvMdJ3i0R3JnbOZIiY0zbn41BFRZKW6UeOjIUGTOBqT+kOUfVuWcDjMcysWcM1Nv+nrPSdXe8gtACIUCuHZzMuZpd+nY+XSOVx3028RDAZTjBBlPv7k0LPkHBHWRef8rlwyp89Oi4hHcxgDN379d3p9EWsUTKQ6RZePXI5J+lHc1RXmg0072X+gjcGDGvjBLdfy2YvOZuiQQXiex6NPPUM4EuHsM6dRU1PLrd+4BoAHH19BKBzmK1/4DEtWvcynzp1J64HDvLluA6NGDmP7rn2sfXcjR4918PG2pl7lWfHcWupqawFHxIuOcK18YV0sbDd1/fjMi+8CsPrFdT0eX73mHWpqgkyZNI5Tpk1i5unTOOv06QwZ3NBrWdBi1L3WejgyRXBYmlsOsHf/IU50dhEKRVj4+DNs/GQn23btZefuvXSFwpzoDOGcY81r6wFobKjj9FOmcPbMU9iybSehcIQTnSHeXPchL7y6jvq6Wk6ZPoGO4ye661jVtSIDS6oICD+j9vZEJ8eeWgIvvIhpO4oDwpMnYYYNxdXWYgIBAoEAtePG4h04SPual7DLVgDQ9PqbNH7qPCJdIcLNe9NG/ZYj/0Wp9lGs7RYraiNxADfXDvZKT8msZuqIqAL5RCdky3vg5305L11mAngljIBIxWByOjf5CAQC2AydJX6lG+EsdHWRVPtJzP8RMIFSzI4RkRJJrPNtwr83frKDl9/8iIhnOfvMqZx+ylSu+PLFvd6frj6sqQkycfxoxo4ewVe+cBGhUIjjJ9r59k1X89SKl/nWTVew4KGnufQLn2HJypc40dVFJOLhWcdZZ5xCV1cI6xyfbN2Fsx5nnj6Dhvo6AoEAAWMIBANs2LiVeOVz0flnsf7DzXz6gllEIh7vvL8Rax2nTJ/M+x9+gjGGF197l2fWvAXAmadNpb4uSMfxzqKcw0gk/bSTE50hWg+08pP/WMjGzTtZuvrNHs/vbj6AMdFzVlMTjXSYNH4UQ4Y0MmLYMG7/1mwWL13NN2+4irq6OhY9tgwvFjXyzRuv4t4FT7J15142bd7N//jzn/LVy36DG67+AsOHDS3KsaX73lODViS1Ug28ZBtcDIfD7Jkzn/Hfu7XX+5yLjtjHt+E8j46XXuHYs8/T+c46jjsHI4bjzjuHuunTmfDbv0nLgoVEvAgGQ21NkDHfu41gMIizlvbt2zk0fyGDRo6g87338VoPsO+312EGD2L/sWPUn3cuwbNmRvdvbSzPTe96pBhTfxPzSqSLLkj3vmIP2ma69tZa9i14gLqa7D95Mx1HOBymZcEDTL7rzpzvsXjeirG334oxRh3WCdQRUWKe56VcnSGRtY4VT/3af3SCc6xcNpfaYM/L55zjyOEWjhzex6YPX+NA6x4GDxpCONwV249l1fJ51NXUpp1vmm+URalYF42KmH39Xd2PZTuffs55pvfG/8512kliXosejydcr+4GZAEdB/HolNqampSRMiJS3eK5CALGRFegeGw5M6ZN5Zfzn6C+rpZLPn06QwbX+x51yaW+CgYDjBszgtGjhnW/JxAI8rVrv9zdOHxyxYtYL8LXr/8KjY2N3Y8Hg0G6OjuJREJ41vLlS86n7ehRLv/ipwE4cuQIGMPN11yKIcK3b7oaMOxqamH9h1t45a31fNJykN//i//HhHGjuPjCc3qVz2/uiOhqGUvBRLO7Y0z3lJbtu/fTerANgInjRnPq9Alc+eXP8tHHW6mrDVBXV8stX5vNUyte5uvXf4WHnljZY9s1NXU01Nel3XdNMMjY0cMYOWIwx0+ECIUdS1a9wuo1a7n+6i8w+/Lf6H5t5gayl7J7OhwO8+jTz3LbN6/t9XprPR5+cjW3fmN2yhWc0u1LZKBJ7LQr9RSxjHkUOjtpf34NnW+/Q/urr3MsHCY4ehS1Z81k9I/+G3tXPwvOYWrT1zkAJhCgZtIkAtOmMuoHd0Tru1/8ikHTp3N0yTI6XnyZYytWRV88dAhm9BjcyOF4I0cSOXCQ4PBhxTzksisk50XiCiDZBjYz7SdblEamjuJKrc5S7dQRUSXyiU5wztGydzubN63low9eY/eOjbzx0iMAbFy/pvu17697liFDRzF69DhcmddKLoZK52/IRSlWQynH9kSkvAKBADgXS0i5j6Wr3+Ss06cxddJI6urq0mYx72uCwQCnTJvIKdMmct1Vn+PXDzxJMBhNqvlXP7mPUSOGMnXKRL78uYuyrlKRLBAIgAkQiXg0tRzkz/7uV+xu3k9tbQ2nzZjI1EljuOPb1/Hkihf50iWfYu++FiJeuNec4kIMGzqY79x8NTfO/iKLl67h0aefZ8VzrzN5wig6u0I0Njbmtd1MbQLlAxLpKT7lNrETLj4KPeH73yu4cy45AiDOWYvX1oY90sbxt9fhbd+OO36CUChE6+YtdG7cBJ2ddALBESOonTqFUXffSe05Z3Pk4ceonTY1834zjNAbYwgMHcqg2VfTeegQk+68gxOfbKbj3fc4umo1rmkPbscOOoE9z6+Jvqm2luY1LxMcPAjT2IhraCCyfz+mthavtpa2Z56l4bRT8SLlz4XgwmFsWxvuxAmoqSEwfHiPfA/xyIZgIHByirV1kObSJq/wYZ1j3/0LmXznHRnLYa2ldeGD3REUmVYVSfXe+D1XqIHSsayOiD7GWo+2I60cOtDEkUPNvP7iwwBMmHQaY8ZP4zOXXMv2rR9yyZdu4o1XnsaLdDFq9ATWvbWK5U/8JzW19UyZNotIOLreeLGnDeQqU8K2viJVL2s+57Wr8zhbP1nH9s3vMOe/PqCj4wiBQA2hUIgRo8YzZvwMAoHUH9lC5q6JSP6yjbJkWy7yk61NbN7ezOcuPpcffu9GHn16VVnKW4k61xjDiOFD+NaNVzGooYaRI0fy1MqX+Y9fP8a8h5bz6fNn0t7eztFjHVm31XH8BC0HjtDccoi9LYfwPMu0yeM576zpjB87gvr6urLWhVMnjePHP/w2u5v389ATz/L+h1v40Z/8G5+98Gw+/xvnc+5Zp1FXm71BmZiAWEQKU4xRaOcc4Z27sDt2cui+eXjNewm3thJuaqb9kccg9nk9svrZ7vd4tbUEpk4hMH4cgREjGPuDO2iceSYHHlhE44UXlOQzboJB6s88AzNjOh3tHThrcSdOUHv8OEPPP4/w4cO0v7mW+ilToLMTr6MDe+gQ7tBhXCQMoTAH/vWn0Y0FgzBmNHbCBOz0zJ0lhXJHj2I/2kjrsuW4zq7uxz2gZeNG3JChuHAYAoGCr6ff9xeyH0U+5EYdERXkWUsoFCLsRTBpfmACHD9+jPffWcPmj16j7fA+PC+CCQQZMWI8s2/8Iedf+GWCNY2sWjqXiz93HftbWxgzbhpDho2mrraGK2bfQcQazpx5IU8/+lN2bH2P//qXHzJh8mlEIhFWLJlDXVJW3VTTGzxriXjRJeMKOu6EuWHhcLjX1ItE1tpeSXhSrWN8ci5e7g1Pz7MFrf5hrWX1ivnMvv6u7nNmrU05fab3ez22fPwOH3/0Gm++8jjhcBeBQA2Tp54JBBg9djLbt6xn59a9NO3ayJTp5xKJRKLTMQh0/6CwwMol93HdzT/M2Hs6UHpYRUol+TNkreXhJ1Zz6zdnp3y9tZYHF6/i+7f0XBLSOcemLXvYvL2ZaZPH8aO7v9HdOZBqjfRsZUoOPw6FQoRCoe7/RyLR/zvneGzJc9TmkUk91RSQ+FSKbEmD4wmH48dYW1vDVy/7LMeOHaX10DHqaut4+/1NtHec4O31P6WurpZPtjUxfPgQmppb6Ao/QygUpv34Cfa3HmbP3lacc9GkmBPGMGXyWH7r9pt46IkV5NrHYq2HMcXpxJ0xdSJTJoygsWEmjQ2DWfveRl564z0ARo8chjGGfa1tNDbUs3N3M8GaAHW1dax+cS3Dhg7mSNsxFj2+IqdIilTzrZVHQiQ/8fwznR9tJLLuPfaueQnvwEEAjr63nropkwmMGkXQ82i8+CLM8OEc3/ARQ6+bzbFXX8Orq6OhoZEx37uV1vsXYkwg2kGQMD2gFJ/N5G0bY2BQI8Fhwxh67Ww8z6MzFGb0HbdRV1fX/R1x6MHogKazlnFXX4W3cxf7H3kMt68F9/56Try/nuY9zQy+4rLoah1F4h0/ztGFDxFe/RzU1NB42aWE2o5CQz2Ew9EEnh0dhD9eR9Nv/x7Dbvtu2mk28UFNRYv1PeqIqFId7Uf4cP0rbNrwGls/WYe1HrV1DYwZN40RoyYzdMRYamtqufiSa2loaKCjI/sI0uRps5h53pfpOHqAw4ea+OSjN/jlv/8eI8dMZfSYiUDuiTOLIXmaQV8cEUo8Bj9Lgh7vaOOZpfexft1ztB1pJVhTy0WfuZrzLryMDevf5MprvseLzz7IVdd+nyVP3MvxjkPs2bGBHVveYeXTP2fQ4FG9tpm43GmuEitxRVSI5CbbZy6Q0ACFxE6IJqZNHsunzjmVQCDQq97LFumUb6M21ykQ2RQyF9sYw4Rxo/jet6/Ds5af/WoRUydP5NW33icUjrB9ZzOHjxxl/8E2Bjc2MnhwA2NGj+CSi89h955mRo0cTk0wmiOiEnVXqmsUCAQYOXwIt33zOn77zq/x4aZt7Ny9j+27mtmwcStN+w7Q1RWi7Vg7kUg0IjC+7GrckMGNhCPQdvQoEc8rJK2QyICST/sxsTMvsn8/u773A9yhwxAM4o0bx4gf/TfaN29m8o9+l5q6Onbccx8NZ57OiNu+G/2B33aUurNnYd5fj8nQkRz2PJrmzmfCHbfnfXyJZe5eptJGV8NrmreAsbfekvb16aYYeNZiMAQnT6Ju2lQCn2yO1msdxwk2NxNuauLAP/8bNNRzdNhQhl13bcrtpNon9Bz8cs5x7KWXOXzvHOzBQ5jp0zDnnsuwu+7g8EOP4pwlFIlQN3ECE+68g5Z/+XfYvYdD//pTzMgRBC68oNd+rLU0z13QawnTTEtxplo2VMpPHRFFlm8m2HiSyPajB3ls4T/w0fqXsdYyaswkvnT5tzlj1iWsf++VHg0t61z3KHj6D5vtbiA+u2IBJhBg+MjxfP2WP+Dh+/+OndvWs7dpC6PHTuHCi6/AOsczy+ZxzY13dx9PfAQs0zJuuR9vz4iLxP1Y67qXCs1pe7H51vGlOf28PhXnHMeOHuLY0YPs2LqeY20HqK0f5PvYrbWsXDq3V6O4K9TJO2+u4IN3n6X9aLR3/cxZn+Wam/8bu7Z9zNU3RCvQDR+8xerl86mtrQWiDfUhQ0cx6/xL2b19A+vfeZYx46Yz8+zP97ju4YjHsqfu5cav/46vciaXedmT92SNqBCRzNJFCFhrefDx5ZhAkE1bdrNlezPTJo/l3LOmd3ci9h7VDvPg4hV89+vXpNweRFj0+HK+du1lCe/xl7jSWg/nipNvwFrLI089QzAYJJgiQ3vya1N9X8UfGz1yGLMv/w06Otr5xg1X8OhTq7HO4zs3z6au7mQytwcfX8mYUcN6LX+aep9+E2B6OeePcM7y8JOr+OYNV0aPP+E6xe+Ds8+cwXmzTsPzPB58fAXfuOEKgsEgDy1egXUO5+CaK77AsfYTPLHsBY62d3C4rYPnXn6bcDjChx/v5PIvXkQ4HCEYzL9LItN5V70vfVm+q88lvt471s6BX95DZM1L0NjI0N+6i2N791HX0MCgKy+nY98+THyZ3tj7/CZQPNlZ2/u9BeYv76GQaQGpzokZOoS6885h/Pe/R8c762j52c9pW7CQo488TmDqZCJXX5Xx/cnCTc10vfgyxx9+jJoZ0/HOnkXtuLHYDGcgMH48Y/7Xj+lY8xKHf/ErvOfXcLihgZGxPAzx/QZTdLCfnP5N2tXlnHNEDhykc88evB076Vj8FN5767Gex+GO43i7d8OoUbjY74ZyD9b2d+qIqBId7UeY8/M/YvuW96hvGMTnvvx1zr3gMqbNOIuamhpOnDjBB++/2ut9xhgikQiRSCRlPoLEUbjEBpsJBBg7fgYjR0+hec8m9u7exM9+cjdDh49l9Ngp7G3aEs2M7nlEwiHaDu+n/dghujrb8cJdrFpyDx9/tJaurg7CXSdY9+ZSrBfBsx5eJMybrzyGwfDe2pWEw13U1jbQcXQ/hw+1sPa10YwaM5HjHW1EIqFeZYbiLBV6cu3g7Dwvwicb32Trx+/wyaa1HD64F4AP1q3ufs3mj15lyvRZnDh+nJGjJ2TsmIg2Zh3OWY4c2s/+fds4dLAJZz0aBw1j6innM3bcdL72nf9BIBBgz84tPd+fopIzJsCUGedyxlkX89KzD1Bf38ilV323x2sKSWKpilWktAKBAB9v3cOW7c1Mnzqec8+cmr51FGMMGRs++eSmyEXiMpmZfqymi7LINWQ2udyBQACb8AM6vr1coh+KGQ6dKmIv3pEU/zsXxhgCAcPwYUMYNXI4kyaMZpw3jGCwlm/eeCW/mLuYrq4wT654mdraILNOn8KMaZMLPg6RapdLJ1k8GmDa3T/o8d502/U8j933zWPSndEfs6EtW2n5p3/DO3CAwKyzqJ11FoNmX82R+Q+kjCLwrAXnCIfDNM+PLg2ZHKHQI1GitTTPu5/EatI6R/P8B2KRZD3fE99+TYqfaammJxcqvr+WBQuZ9IPeyRxNIEDjRRcS/NIXGHPpl2h/8mk6XniRvT/8XQKTJxE483Sstd3ntCZ2PuLfG157OwcffIQjjz8BBkb88G7qrryclkUPZSxTtGPd0XL/QsbefivHtm3DfriR9pXPcPy113Gnnkpo2lSa5s5PuTyntZaWB2KJJ63FHTlCx+rnaG/ZT9frb9L05ltE9u7DdZ3MTdG+9m2oqYHaGjr2t+JiEecH1m+AKZPZO3c+U34z9XRyyZ06IorET6UQCoWiP9QTogGcczTv3sSeHR8QCNYy9ZRPcdtdf0VDw+Duhk2yeCPMGIO1jiVP3EMkHKYuxXJj1jlWLZ+HSdPbGAzWMHna2UyZNpNhw0by0vOPsGPLu/zqpz8C4NU10VU4Xn/psR7v27PrI2pq6qirH8SgUcOZcco51NTWUVdXz9bN65l+6jls3/w+4yZMZ9eOjwiFOtm8aS2hruM07drYvZ21byylrq6Rpp0f0t7RRiTUzr7m7RhM7FxFsDbCodaddHZ20NV5nMOH9vHeW8vo6jrOe2tXUN8wiEGDh9N54jj1jUP5ZOObnDjRTiQSYdXSud2RFYkjjs45Thw/xusvPcFH69fQdriFt19dTG1dA6edeSGXfPFmtm/dwGc+dw1r31hJ54l2hgwZxp6dGzlyuIUdW2HHlnU0NA5l7LgpdLQf4WjbQbo6O9iz62P279vG0cP7OHpkP5FIiGBNHeMmnMJXb/htNn4YXc/eGMPKJfcx+4a7094zqXJffO7L3+CTj96kafcmPvrglbTvFZHyi4++p4pw2LpjL59sa2LKxNGcc+ZUHK5H3RwfHYtux3Z3pD769LPc8rWv5lSG6BKQq7tzM+SbB8day0OLV+AwfOfmq/N6/6NPr+aWr53MoZGpPM7Z7nKnL89KAjmM4MejFmrSrCMf/U7N2icU25bj0aef7TH65pzlsSXP8rVrL+OxJc9h0oyO5nod6mprmThuFN+44XK27Wjip/c8zPqNO2k91M5N11zaY7uZQpAT/1bkg/RXfqMBkkfQvaZmDiz+S4IjRjDxX3/CwdfeAPwvFZlqvz2iHczJ1yV3agRTTMlLvZ3SL0EaL0/mcliC06Yy5g9+n8igRupq6zi2ZBl29x5at++EQYPo+nAjNdOngrWc2LadE2vfof25F7AdHQy67FLcsGEMveG6HjmMMu0TXHe5TG0twQvOZ+x//12O/PIeuta9i/toI4FpU/EmjCeyvxXT0IDt6MBrO0rHkmUE33sfr60Njh4D52h74SWoqcEMaqRm1lkMuugC6idPIThxPAdefpWR37uVw4ufJBgIMPZ7t7Hv3jnYlhYCHccJr/8At3MnoSsuJxhb8cTvNapkouhqpo6ICnLOsmzxz9i9fT0jR09m+ukXUVfXQEPD4Jy2Y0ygZxKcpIozvtRnJrW19XzlqltpO3qMrhPHOPWM83lv7TNMO+Ucdm7fwPkXfIUNH7xJXV09g4cM57qbf5tnls2PJk0MBLhidnR5pLq6OpY+cS9XXft9nlt5P1+56lZWLp2Lc47amhqcc3z+yzdy5FALr6x5jEmTT+PD9a/g2ei0lI0fvMKJE+3goj2wxgSoCdYQDASobxjMsOFjiEQiTDvlHPY1bWXy1DPo6jpB25FWjrbtJNy6iyd2fQjAB+88S139IOrqGwnW1PLs8gieF6a1ZTd792yms7OD99ZCQ+NQxk86jSuvuZNTz7iA+voGwuEwbW2HmXHap9i6eT3OwZXXRHvOn378vzh2pIW6ujo+2bSWxQ/+BID3346uRb/29aei57SugVFjJjNi1CSGj5pAIBBk4uTT2fTRWz1G+07eD7EQMlzWML0Zp19AR/thlj/xH8w6/3IaGnO7Z0Qkd+nCMhOjBtLVtatffIuPNu9m4viRnDcrOh3Db4Mk32ilXHJBZGokBQKBgtZV8lP+xAi2VK9PLF8+56OYEV/RbbkUj8XOlU2d6yPT9c72mulTJ/C5i2exdcdePt66h7/5p/uYdcaUwg5EpA/LNs8//nyqBMO758wnaAxHVz5D+JXXqD3jdMb+9V8QHD4M9+prOGDfA4vAOV8RCOmWiqwJBKlNUw37WRYyGg2wiKl331mUTkRfx5Iil0Q8osOzltb7FzLhzjswgwYx4nu30ekc3o4d0N6Bt+FD9v/Jn/d4r6mtZcgXP8+Qr9+MmTqFtoce8bXf+LHX1gR79BJ71hKcPo0J//ITdv/9P2G3bMVu3oL9ZDM7X+o5OHfiZXD1dZgRIwhMnIAbPpyxd95B45TJ7H/gQcZ///buKXWe52HefR9TX9/jXJn6egJTpzDqu9/hwL/+FO/d99j7B/+b0X/4+93l3Df/fqb91t0ZkzZHvOjyo9N+864e9+RA7yRWR0SJpRoB8TwPz3ps/XgtrS3bmTR1FpOnn1PwvpxzrFw2t0f7KHlpTBtb+SJTRVTXMJjdu7cwedpZfOWq23hu5QIu/ty1NDXvxjmP2tqTy6KlWtUiE2MCDBs+hmHDxzD+43f4ytW3c6IrRMSLMGnaOXz1ujt5YdVCAEKRSDRJZ00NX73+ZAKaVUvncdnVt7Jm9SKuvu5Onlk2j+u/8WOeWT4fz4tw7nmf5/WXH2fU6Als2vA6He1HiERCHGrdQ119I6PHTGLWeV+i7cgBbvrWf+e1V5bjnOX0mZ8mGAwSDodZ9tSv064O0tA4hMGDh0X3vXQuZ5//BdasXkQ40kVNoIaLP3cNH214i4bGIbHOF9KOgsVzeHjW0tnZyfOrHsDP0FwgEGTm2Z9n/brVbN+8lrPOu1RJJkWKKFXjwFrLwkeXc9u3eibqcs6y6LHlsc9574bxzj37eGrlK4wbM5wLzjm118c7Ww6DbCtTpHt9LuJ5Hr5x/RXdjyWPtMd/KCdGayS+35joqm/5CIfDLHp8OeBS5mmIR0J866arorkcApl3lGk6SLo8FSef93/+ep+HaCSfcz3P30OLV/L16y/vfl28bRA/1sQ8G4mvSfz+NsZw6vTxjBwxnHUfbObQkaPcOPsrjB41vFe5ComCEenvgoEA9uNPaFv8JGb8eEbEOiGSX1PIFIhiLeNYLctBBgMBIl7v8pjaWgKnncqoW2/h0LwFDL/oIgJtbdEpxmPH0HjmmQSHDCYSiRAOh4GeESPZ9pmOMQYzYTzB8eMwkTCmrY1h55+P7eqifd17eI2NhAc1EmioJxisIRAw0cS/48ZCvp37kyZSM3oU7uPNHPj7f6L2ks9iJk8uy7Kg/ZU6IkqoO6woxQetafcmWlu288XLbqErHEk7OpZrKE/ABIrS+MiUayBd5EWp9pfLe4PBGiZNPZOJk0/nitl3UFM7qLsj4Oprv09DQwPWWo4fP86a1YsYNWZSym36TVgWjXI4jdHjpkX3Hwgw69zPs33bJvyE9PXab+Bk9Eq21UMaGodw+TU/YOVTP+dAyw7GTjgl5/1J/2eMmQNcD+x3zp0be2wU8DAwA9gBfNs5d9hEe7P+H3AtcBy40zm3rhLlrlYZczW46A/RRB9s3MZ7G7Yw64wZTJ88OraCRnX+QCz2ahq57z/Q6/wlP99X+Sm73/M/bswI/uzHd/C3/zKHf/75Iv7qD35AfV1toUUU6VdSjezHOwft1m24DR9S//lL8CaMJ9DYcPI1sRUk0m0zpzJYS9AGepUlVdmqQaqIieTH4v9PfLw7eqG+nsaLL+pefjg+/aJpzjzG3n5r9/vD4TAtJEydMAAAIABJREFUDzyYtSzBgAV6dzond5KbujqC48cz9JroFMbOtqPYSARiHR9x1jlaH1jE5Lvu7C5/PCrBd+dzfT3j/s/f0Po3f0vo9TcJfuFzuAnjCYVCPRIq+5GYR2Og6rvf6n2AtZZVy+f16kTYtX0Du7atZ/TYqXzpiu+meffJbSx78l7C4XCvDonkaId0789U2cU/iJGI173GfKrtJlaaNhZ5kW7f3ZWU17vyyhaNUWrWWpY99WtfSSzzCcdLFo5ECEd6X7se2/C8lOclnt8j/r7E6+JZi3WWCy++miFDR7Nr+/q0iT8zlj/FiGclr4+UxDxgdtJjfwI855w7A3gu9n+Aa4AzYn9+CPyiTGXsl/btP8jP5z7B0MGD+J+/8x2CwcIzmldqfmmh+690+XORzxLSqY4v3THnsv102zjztKlc/Kkz2N3Uwq/mP9knzqtINeh44UXce+/DhAkM//GPfK28I9llGu1P9VylogOKsd/AoEbG/s1fwrBheG+8hWtrK0LJBiZ9+koseaTfWo/lT/wn9Q2DOG3mZ32F01fjKFAhEQyV1pfKnq2sJhBg+ukXEgl30bTzozKVSvoS59xLwKGkh28C5sf+PR+4OeHxBS7qDWCEMWZieUpavVJ12IVCoYw/Jo+f6OTffvEwgYDhMxfOpLGh3vf+0k19ePTp1Wkj0fx0TCeG61triUQivlcWcs7x+NLnfHR+p+7M7C5/0vujy4hm/xFdrKkGqc5tMuei0yRy+W3vnGPxshd6JRx9+MlVKa+l3+3HE22mKvP4sSO55eYreevdjax8/k3/hRXpx+I5eyKRSK/PWMdbazn00/+AsWMI/MZnMGkS2Gbbbj4Rr4nb8TMtIfV71OFYafFrYRobqfnC56Cmhsjrb2KPn6h00fqkvvOLrJ9o3rWRQwebOe3MzxAM9s9QynxGkyqt5xdX36roBw8ZybgJp7KvaTPHO9QrK76Md87tjf17HzA+9u/JwO6E1+2JPSY5cM7xX3MW09J6iB/d/Q0GD2rI+no/jcxKd0oXuv9yT/0o5LsoEDC5T41McXzpp/L4PxeZzvs1V1zCxRecxcNPPcfu5v2+txmnHzjS31hr2TNnPs3z7+9xX3ft2EnLP/wTtTOmE/jcJZgcw+Gtc+yd/wDN8xZkjAhOXMKz19QQa4l40SUlc/nMxZNF+u04zsZv9Gvi8ZRL8j5TlSE+GFDo9JaMKw4lT0mJJT+1ztE8737C4TBmUCPB3/gMtHdw+L9+WbR6dCBFJ6sjooyOHT3I3j0fc/b5X2boiHE9Rnf8jGYlir/eV9ZdH6/JR7oyO+dYtWwuXoa5vsVQ6FrKie93zrFq6VyWL7kva0Wf67VKv430+8l1H1NOOY9gTS3bN7+T8X25VG4DqSIcyFz0hsn5hjbG/NAY87Yx5u3W1tYSlKz6pfuMPP/yO6xb/zG3fuMqZp0xvcdz0c92z9fHl6zMtZGZaz0RH4VLVYa+xlov6Tu057WIJ6R8bMmzvo81Hi0RjdKIfi88tuS5lAkpc4nOSI7myGU0NHE52FSMMfzW7TfS2FDPL+c/mVeS0kWPrSzaDxxJzRgzxxiz3xizIeGxUcaY1caYzbG/R8YeN8aYnxljthhj1htjLqpcyatT4tKOqQQDge4QfOccoUOHaf7LvyHQ0MCYv/xTTG3vgUA/kQqJ2y1EPttIfE+240+UbYpYNXwXFKMsuXaqFtIJm3gtAmPHEDhnFsdfepljK5/JeVsDnToiyujl5x/GWsulV94G+B+tyTU5ZEHzW4sQbgb5jZxlK0OxkmSm244JBKp+2kbiOU48jtraeqZMP4e2I/vZtOG1CpdS+oCW+JSL2N/xodQmYGrC66bEHuvFOXePc+5i59zFY8eOLWlhy6UYo8PHT3Tx8FPPc87MU7jq0s/6fl++0QZ+yzxQR777WhRHPoYOGcTt37yanbv3seqFN7OuCpKs0pE2A8Q8lKsnZ+k64ay1NM2dnzKfWTyRYndkQjjM3v/5h0QOHGTcX/wpZuTIHq+Pv85aS/P8B4hkSCSZHPGQaTS91yh+lmiJTJKTW1praV6wkEiWEf34CP7uOfO7V6xI3EaukRnx7YZCoYzHlyvrHK2LHiro+ym+jKbfTtV4gs3E16eKgnDOZh34DJw1k/oLzufAz3+FTZEvIlNy0oE+6KdvnzLwrOXwoRbeeWMFYyecwsjRE7tHXp5dcTLEK9UoeTzp4zMr5pOtqzDe+LDWsnrF/IzZx3u9z3qxpT/zT35prWXF0/flXJHER/Wcc6xePr/X+fASjitTksxEyYkyExtm1jmeW3k/1us9gpYtAWfqfZ1s3BcapXGyHKnPsXOO51ZFww2tcz3uizHjT6GhcSjLn/oVnhcpqAzS7z0NfD/27+8DTyU8fkdsRO4SoC1hCke/Z63lgUeW5z067Jzjg407Y6PUN3T/iLU2GkZaiuUUPc/j0aefJZ5oOF3945z1leMhm2yRCLkIhUJ4tue2KtVPUoookWJ3/EQiYcLhk3k94ufeWsu2HTs5+8wZPPjEsxw4eJgHH18+4Dqdqply9RSf36iCYw8/ims9wNjf/+/UnzWzKNusBsHYKmvxzpRMEQXpjiv5cT+RCblEY+SiEpEmiVEz3Z0OKY4/2zEbYxj9v36Mqa+n6623cTl8Jw7UQYK4kn3iFIbW01uvLcWzESZNPavH436z9eY6Up/PCEcxogEK3Ua285Fq+/lESvg579Wa6yLx2iaej0AgwNRTzudg6x5ee/GJAVupSU/GmAeB14GZxpg9xpi7gX8ErjLGbAaujP0fYDmwDdgC3Av8bgWKXFGFjA7v3LOfg4ePccvNVzBm9Igiliozv6P22Y4tuc7Lp4GU7T3VVK+WsizlblwGgwG++/Ur8DzLo0+/oCiHvqHgXD2aIpeZbT1A+2OLMdOnMeiySytdnB6KkX/BOkfLAw/ideeQ6F2fZYu+SCxHfHuZ6i3rHC0L00cvpEruXOhxZos+CUfS78PvFPbmeffjWUvrooeIJJXZOkfrgw+nPOb4+QuOHMmY3/kt7IGDtD29LP2xpBgE3TdvwYCdHlfKb6p5KAwNgHAkzNrXljJ8xHjq6hvz3k58pDzdiHkuuSCiS0ZW5zrG0LPiSBzli2Z5773MZbqIkfgyl34lRpVY6/WIWOm17SxZ3EuVS6LnfdBzac8RoyYy/dTzWPbELzh69HCPsiZm+U/8/0APC+vvnHPfdc5NdM7VOuemOOfuc84ddM5d4Zw7wzl3pXPuUOy1zjn3e86505xz5znn3q50+atZ4mcnFI7w8ZY9jB45lC9dcn6v57PJNZy+FJxzPL70+R71SqaVOlJvI3PkRfI+EiWuaJEcRZLqR3105Y9w3pEmzlkefmJlzpEQ0WuVedUR56KraOTbIZEp0iRdhM2EsaOYPmUca15bx7GOEwVFq0h55Zurpz9OkSuaUIjIW2sJjh9P8IJonVyq0fxSyhalEB/VT4yQSD6+XHIw+IkqyCd6oZpyUqSSeB4zPZ/JkCsuIzBxAm0LHsA71u677u9LkTjFVrIjVxjaSYcO7OF4RxvjJ52R0/uKlROhXNutpFLldjC9wrZ8zsOu4Lm97Kt3EomEePm5B3s8PtDDv0RKafO2JsIRj1lnTPG1LHO1So6uyCu6LltkWxXlXShl5EAljvOMUydRV1fLpi17yr5vyVnBuXoGKl+j7Os/gM5ORv6vH3cnp7TW0nL/orK3g/xGBaTKJeAnSgFOrsjRurD3a5NzMBRzAMpvZEc4HO7OwZFq3+lWGcm2gkau5Ui3v2JEqBhjCFx0ARhD51traZqbOdJBA4HlzxExIMPQDrTsYOSoCQz9/+zdeZBb133o+e+5QAPofW/uO0VJFKmFoiXLljfZWRwnz07Gycur1Dwnk5lMZaoyS6revDc1NZWZmlczeVWpynsvL5WMYlkSRa2Wba0UqcWyHC0mtZDivu9s9o7eG9s9Z/5AowmggW6gG8C9F/h9qlRiAxfAr9HAwcXv/M7vtPbMu26xngvZPRFKMctuZnskZKclc1UbwPx+C6k4Fmq+kn7M/PtbaKZn6b9f+nOZ3ldiofsr9Iu5MYa39y9eOpXqc1FIyneh2Ja604kxhmNH3qd7xUYOvv8K4eFby/u11rzx6o9qtvxLiHKZmo5w6Wof61Z309xU73jCz03LH0RlpP7mwUAd337ki/QNhJmYnHY6LLEw6dVDeSZJTH8/XL+Bdcft+DZvyjglK3b2Od9MfiWrK4qJeaEZfacnpBaq2qga9fU0/dEfYvf1Y/X1Ox2N6zlWC1IrZWix6DTjowPsvO+RombJUm/Ucs/0FxOLU5weOFMKnTkr5rktB2VZrNu0E8uyePP1xzKuc/uuIEK4TSEzFifPJhtU3r5lDcYkt3yMx+OOjZu3lj848vBlU8rlK8nliUtf1rFU+bYZnWumnNY0c7Hlf6ljUp+PqSUvv/71B/BZFucv9WYck/3vXPcjykN69eSntebGY4/nnSQp9rVp4nH0kaOYxgbMbVu48WRm74RiZ77jtk3fU0/nrDJYqFdCMYrdRWOx+8pXRaCNYXDvM45OSJXyeVuKUjSVh/xVLtoYJoeGUC0tJD4/SiISkbF1AZX+VlJzZWjDg1cB2HnfNwo6Xs9uixOPx+f6E5SiCmKhx8vbb2K2C6+tNQf2PVFQDMUMprkqLXLFobVdUDXC/PvPTF6U4kSrFAmR7L9n+n3m+1tnX56rP0S6YLCBL33t+xw/8h5XL53I+XsU+lyk95GQwVSIW4wxnLt4jRt9Q2zZuIpQKAA4t/QgPWnshuUPqXiWm0DIvp9SVAW6aSxbLJ5C4039zZubGli/tpsbfUMMDoUXuZWoBOnVs7BSrpEf++lLMDmJ3rkD5fOVdTcGL67td0PMboihnPx+P3X33gNTU0y8ts/pcFyt0q+EmitDGx64RlNzJx1dq4u+rdMz6+mcnkmXDuDF+9LXv09Tcwevv/QPjleTCFGNtNY8+tTLBOr8bN24+Bif2Yxx6dtFpt9PuqVWQpSrqWGq2aXWmhdffTtvXIs9fqrxY/J+3ll2D56FGmY6YbG/W/b16c9XvgTxlg2rAMVrb304d1x6w2IhqlGif4Cx516A1auhJ3M5dPaSALctEXB7M8dCpCeNE4kEiUSi5OOsG6qkc712sv9+vlUrUStXMP7cj7HHxpwJ1APKuX1nzZehjQzfZGZ6jI7utUXdzg0NDyuhkrNSXmo2WSrBYD3f+q0/4drlkxw7/It517thMBfCy671DjAwNMam9Svx+33Luq9SvR8rXQmx2DieimehZHIhnwW37if371fs54kbKkbSLRZPsfHWhwKsXd3Fux98xuj4JCBjvqh+E888B4B1z85518Xjca49nqw0trXG1jb9Tz+Xt3niYhaqAF7KUotCm1KWWiHbexa8+5Mx9D/1DIlEgmuPPU7vE3uIx+MZ/dtyNaRc7PETduLW8rXZxpta64Kf53zLcZa6TCO1vCR9m0+tNb2P39ppz9Ya3907MJEI48++UPRj1Ipy7ppR82Vop48nZyJa21cW9ULXWvPmG0+iF2kGuVylWvKx1DdywrY58Nrj85pexhMJ7BxNM4uRXQpsjOGdA08V1Gzy7f175ppN6iK3/3RS8ndO3BrwbZu7dz3CytWbOfDqPxGPx+Ydv/+1W80rY7EEsVhs3v3Kkgwhcnv9rQ/x+Sw2rOtZ9jiRmvUv9UnoYssiiv0cyK7kSJ+tL7TKI7syxLYTvPDym8uaCTTmVtVFvoqR7PgKibdUfSny3U/2c1Gqtdta22xev5JEwubNdw/O3f9zPzsgXdxFVTLjE8z88/s0fee3UA31OY/JXhLghgaO2fF4Xfo2mKX6feZVG5T8fov/2+eKIfsy1dJC4699k8kDb2FmZlz1WnML77/iHVLIi+n0iY+ob2glGGoq+v6dXgoBlakOqOTyk0KXd1TTMhDL8vFb3/tzwiN9HPznl+Zfv4TXmQykQkDfwDC/+vQkG9b2EKjzl+Q+3TRLX8z7vBRxl+Y+qmfsLoWmxnru3XEb777/GYm53iHyHAlvyk6Spc9y27aNOXUG6gJMRiPFJVfTZtgLimMJ20QWk9wr5v6XUpWRL55SNMxMVS/EYrFFf4diHi97+9EF77eISdz05p2lbhiauq+W3/+vwBj0mXPJSoo9T8vudWnkE2mJtNa8/tKjGS+m9EEyFotw7fJJ2juL7w1R6OOXs1oCkm/QA68/UdBWlMVy0xfZxZ7LfNuaLuW+nLD19vu5ffuDvPf2M8Tj0WXfX67XvhBel1pDX+i49MqB9/H5LDatXzF3mdbFr+9NzpQvPBOePpteylnzhZSrQiOXQp6DXLfJrm7Id/tSPWcLVVq4YTzMjkNrm0ce3sXo+CSfHT3rYGRClE6u9fnxK1fhxg3qv/0b+OtzV0MsxAuVCG7raVFphfyNltJno9x/e/+KHhof+Tr64iXMTMQTr7VKkmdjGdJnFowxGY1ZwiM3MUbT2rEq4zZu69a9GOWCyoxaUO7qk9/87n9PLDbD9cvHS3J/Mqsmatno+CS/+OAzvvLg3YSCAafDKRs3VWiIpbnnrq10dbbx7vufOR2KEMuSmuzTWnPj8SczkqRjz74Afj/1v/Nby3uMCk4mFftYldr2siSVEbZNwk4UVTlSCtqYnFutLqaYKoqidgecnURo/L3vgTGYs+cWjMFL3w9LRb5NlIjWmtdf/iH7Xn0MrTUjQ73UNzTT2NSecZwxZm5bzlI9bqVmrNLfeMXM/Gf3LliqVBXFctbsFlKJUcxzWqr1w8YYfv7m3ozqk1L+bVes3MjuL36Hvt7zDPRdmXd9+vNSq4OhEIV69/1PSSRsfv3rDzgdyqLKlfwu1ZaTonjFPLeWZfHNh+/n5NnL3OwfLur+3VK1KES21KyyMYaZi5eY+eBD2LwZq7nZ4cjKy4nZdK9VYrjxOfKvWglr18DlK5hIpLLBuZwkIkrIUhaWSja+GR3pY9PWe1Fq/oySm7blLIViTlpKcYKTfh/5qgi8svtFepylrDLI9Tw/8ps/wOf38/rP/n7RLZXkRFTUItu25zWdTE/M2bZNPB7n7fc+ZuedW1i9ssuJMIuylC09tZ7/PGSX/Rey5eRCW3ZWSrHLJlJLPtyy3CKXYp/brz+8C5/P4hcfHi7oeK01e1/Y59rfX4gUbQy9f/03EKiDLZucDqckO2mkH5e3z8MiM/jLrWpIv31qJ4xc54PFVBK4la11QT0tUsfmOm6x58i2bdi2DWwbffHSvOtSlRO1OBFYXd+IXWKw/wqx2Aybb7vP6VByKnUfg1SVRyEnLaldKdK7hBuji4opfQeMA689nvNxc1UYuJE2hjffeLLkcWpjOLDviYznJlTfxNoNO7h47jB7H/u/Fl2T/vpL/yQnokJk6RsMMzI64YlqiJRyLbFYfMtJOcUol2Ke29bmRu6/+3Y+OHRsrmllKe9fCKeYaBT7yhUavvZVCAadDqdqSV+DxS36HDU3wYoe7IsXMfF4ZYLyAHlllcHFc8lZh8237XI4ksoppspDKbXsaoXUSdJCj+uVE6ly7ZCS635XrN5Cz8qNXLlwZNHGlV55/oSoFNu2uXT1Jp3tLey6e5vT4ZRNIpHAtourInAyabmUJqFOK7S55lIaZGY3a0sm+hNMz0S52T8yd8zC27rW3syc8B596TLYNo2/8x2nQ6k5hTSGTB2jtbeWd5TNpk0QiTL94a+cjsQ15JtGGVy5eIxQfROtbd0LHlfJHRaW8ljFlnblKmvOxRjDO/ufcqxawYmdLUr9mMXeX+qkUymLb3/vz4lGp/jwvZ8U/bi3SsdK0xtDCC+51jvAcHiCb3x5V85ldymlXtokS6XEcnW2N9HR1sz13kGnQxFiydJL2XXCxr5wAd/KFdStX5f7+NlS+mK30BS3pL4LZC9L0MbQu+fpBXeVi9s2fU89TSyRoHdP7iaS2fe70LajyzmPjiUSBb8Gyta0dEUPNDYw9urrpb9vj5JERIkZY7h6+QStbT1Oh+Jq1dYnw0s2bbmHju51HPznnxKJTHmmn4YQTklt7fnmuwexLEV4NLxgBUBqDX+pqgRKsZWm01ULxcjemrOcj+OV56QUWprrGRweY2R03OlQhFi+3pswE8G/7baamm1fyhaV5VLIko3UMaVc3uGm56AoSqE2byZ28hSR8xecjsYV5NvgMmWXN85MjxGZmaS5deFqiFpUyC4Qxe6wcev4/Peb/riFNNZZavVCpXYwKVauEtz1m+4FBVcuHEFrzRuv/siVsQvhlPQqBGMMMzMRPjh0jJU97YRCi2/ZWeqlTbW2lWa17rpR7uqWhe5/9YoOAD48dKwsjy1EsZbVnO/CRWhqQq1cmXe2Pfuxitl2MbspYSW29izkMbQxDD5T/m0886nkFqf5LPc5qESTzXyvIdavRQUCjL78Wlkf3yskEVFi42PJsscWSUQIFwuGGnjoK99nePAaF88dLlufCiHcavE18ppnXtw/N2v+dz98gZlIlHWrujK27U0lIIvtU+CW2Xi3xJGSiufWrhxm3vVLOfdczu9Z6LLDQixW3bLcv4cxhudfOoDOcf+NDUHaWhv55UdHMh5f+kEIrzGjoxAO49uyGaXUsmfbZYtK7/HKc5D92lKBAA3f+BoTP38XPTXlbHAu4I2/ootlzz5MjA3R0tpFMNTocGSVVa2zV+m8uIRhodmxB778XYKhRt54+R9d9UVECLdIr2q4fnOIro5WOtqbHIyotlRrFUi5f6+FqnHWruriWu8AV671lTUGIUohX8JYX7oCloW1YX1JHkcbw+DTz0plaJZ8/SG8oJyVG4vdd3o/ing8Pq9ip/HXv4WJRpl6/8OyxOclkohYJq01b7z8w7kZnImxIdZtvAtdoi/miURiwUYwpbbUZQnGGN5648mKxlppy22ymT6LWinxeJzXX/lhzkSDvy7Apq33Mdh/hf7e8xnX2baN8diHjhDlMjwyxuDwGA8/ePeCTSq9qhYSyV5TyN9kKcs8Vq3oxOfz8d5Hh0tyf0KUU67XpI5G0VeuwupVqMDiy+QKVa4Zdq9VW4jSy35t1W3dQt3atUy+865DEbmHJCJKIDX7EItOE4/NsGbd7RnXe3EmfSncsN3jQidvpTjZ9mKTzYWWXbR3rmHLtl1cu3yMeCxSwaiEcLf0cvz3Z9fUP/zA3fOOc+vShmKkmmuW4vunE8+H2/4GpVDI3yS1fKWY393vU+zaeRvvHzyaXK+cRmvN0z/eV3XPpfCO7AoIrTV9Tz6V8Zqc+uAjiMex160jYSeIxmMVS6TaWpMooo8ZzO4csfeZW73KSjxTv9D9uaGfQyWl75Li5t/bGINpbyN6/AT2wACQvitdbS2V8963KpdInzGOxRPEYjEmJ5L7c69cszUje2uM4c19T2Dm1r66981RKk41bjTG8M6Bp3I+9kLXLUV6lj7X71vI37oUz1Ohr6lcM11KKX7zu3+O1gmuXT42d1xqEKy1AVGIbMYY3j94lK6OFrq72pwOp2wqnUj2yuy7k9UihfxNlrLM46HdOxgbn+Tk6UtLekwhSqWQ3Q9Ss8mpY8f3vwmNjdDVWaEol88r/QxE5QQ2bQRg5pfvZ1zulc/GUpF3RgmkXjQT40MoZdGzYuO8Y+TDvXIWeq7Tr6t0pYpTlTG5BrX0k+vunnWsXH0bg32X6Ou9VDODnxD5xGIxYrEYAGfOX2VgKMy61cvbktmTW42VUXI2/50ljzeVqoK41TSz7A9VMffsuI1gMMAHh446HYqocVpreh/fU9A4oLXm5t//A5HPj2Jt2gBVuEyunNxeJeB1ttbEE4XvxmE1NhLcuYPIL36ZsbNfPB6n9/E9NVOZJt+OS0Abw4HXHmdifIjG5nZ8/jqnQwKWP9te6Hab5RjYKvHYxhje3r8HjFnwvkr1Oxpj+Pmbe5fUY2I5Mdi2zYHXH88Y1LKrQ9ZsuAvL5+e5J//vmhn8hMgnPVH3/qGjBAN1rJrd+rDY+5DEXn5eSdBXW9PMYKCO+++5nV99epxEQirehLOKqRYwV64mm1Ru3FDGiISojIZvfA37Zh9mJJxxeS1V0NTOb1pmBpiaDNPY3FET/SCqRaVPhJ068c71uOmX1dUFWblmG6MjvVy9fLKSoQnhCqllSFrbRCIRnn/pALatOfTZSe65ays+X/L9kpqJX2zZ0lLW77vRUrfLrNTjOx2f2+V7nX7pCzuZmJzmxJmLDkQlROFSSV1t29hXrlG/6z5Ufb3TYYk8ClluI5IavvwQBOqwL19xOhTHSCKiRGamxzBa09jUsaydFYrhVL8JJysl3EDPNita6EuIm3//fLO0Pau2UhcI8fa+x0oyiyv9JYSXWZbF0MgYE5PTPHDfnfOuL6Tiodpm0oX7LKWHhTGGnXdupqE+yIcfHytTZEKUhjaGvif2MHPsBExPU//1ry5YAu/FrSa9LHvJhzaGwWeeI2EXvkwh/b6W+7fz0hIUq6GB4O77sa/fwNTo+bIkIkpkenIUgMamdk/urCCWxs07ohR7gurz+VmzfjtXL53g7KlDZYxMCG+40TdIfSjIzjs3o/X8bu4/fuWtzG3lyty3oJyz/27ceaLWd+AoJJaFeljk2zJaa82PX3qTXTtv59BnJ13z+wqRj8+ymP7Fe+D3U//gA06HIxZRS0sLliv0xQchGiV66rTToThCXinLYNu3PuSnp8L4fHUEQ40Vj6MUs+/pVQ7Z9+fUDhiVsNzfbTl9H8rNGMNbbzyJ1oUnI7pXbqK9cxW/eDNzdxGpbhC1RmvDzf4R7r/ndurq/DmPkYoH4QZLeR1alsWD929najrCwNBoGaISYumyzzmMbTP9wYdYa1ZjhYIORiaK5bYKBTtPgrZU971YRUfq8VP/9997N1gWMx/+qiwxuZ0kIkpkanKUhqb+klfuAAAgAElEQVQ2lHTxrTlubrhWbGyWZfHVb/4rbt44z8jwjTJFJYT7DYfHiccTPLR7x7zriq02ksaVwgkL7ZiktWb7to00NIS40TfkYJRCLM7uvYmZmsa3Yb3ToYgqc+vz3OS8fDkf2/nuO50KhVArepj+8Fc1WZ3m3m9QHqK1ZmZqjMam9mXfl5N7lpdaNf0u2dy8JGO57t71Tdo7VnHt8nH54iRqQq6Kn5v9Yfx+Hzvv3DLv+GK3dDRGL2urSq8q1zIHNy2fcDNjDC+++s68HZN+/MpbaGPz4qtvce9dt9E3GCZRpZ/VojrEL1/Bam/D6ilsG2W3zcKLyiqm14Q2hv6nn5v3+Zze66LQ+8rZL+PZ5xf/7F+9Gj08TPTM2YIep5pIImKZbNtmZmoUY3TORESuZRMLLaXI3lbRSaXYHjPX7+LmRo6FMsYU1JTUzb+r1hptkqVhOi1Gn8/Hw4/8SyYnRjh1/CNAlmaI2hJPJOgfGmXVik78fl/OaoZiy+HdXDklqleu12nqtWhZFvffs414PMHps7XbtV24m4nF0L03CT38ZZCqY7FMuSod8vW0KEWvi3z3kV6xplatBKWIfHRw2Y/nNXJmVAJTU8n1lQ1piYjlVANU0wlrNf0u2aq5KenO+75BMNTIe2/tzVnWW4WFIELMOXPuKomEzeoVnTmbUmaTLSSFV+28cws+y+LQYdm2WThjseoFc/0GGMPUxLgrJukqzSvVHV6JM1XpUMhrqZy/kzaGvqeeRmuNCgRQPd3MfPQrEolEWR7Prar3m1QFTU+OYll+AsGGuRe2MYa339hT0AvdzbPmxarmxpbVILuLer6u6j6fn1Vr76D3+jnOn/4k4/g3XnlsLiEhVRKiGh0+cR6fZdHd2QYsvSllNS9PE9UhGKiju6uVTz4/LctdhCvp673Q1IjVvvzlz0KAe3b1SI/DWrMau6+fxJWrDkZUee74S3jczPQY9Y0t8xpVVvOMuah+nT0baG7p5P1fvJBxuaXkdS2qlzGGz4+fp6ujBZ/PWlazqmJ7SYjKq8Z+E8X+Tqt6OgiPTnDxcu+Cx0nyWVSaPTaOGRzEWrNGmsGLqqZWr04uz/jVIadDqSj5RrFMxhhmpsaob2jJuLyaqhxEdUl+scr92kyvkLAsiwcf/i4Xzx2h9/q5SoYohGPGJ6YZGR2np6u1JPcnW3wKt1vR3Y7Psjj42QmnQxEiw8yvDoIxWOvW5Ly+mKaEiynlfZWDV5Y+iKVRoSB1t20l8ulnTodSUZKIWKapyVESiRj1DaU5aRXCTXY98G2CoQY++MWLTociREX0DYZRCrpLlIioxhl3UV38PsXtW9dz6PBJbDshVQ/CNabf/xCaGqE1OR4Xsh1iLqXYirGQ+5cGWmI5ArvuJX7+AiYScTqUipFExDIN9F0GmFcRIUQ1CIYa+MJDv83Jo//MyPDNvMelSnaldNdblFL/i1LqhFLquFLqWaVUSCm1SSl1UCl1Xin1vFIq4HScldQ/MMLmDWsIBuqcDkWIitl19zZu9g8zMTXjdChCAGCPjRE9egxr7a1lGdoYbjyxB9vOn9zNVTlQTIPCpSh4m0ZRcl6tFMlVgRO8fxcYg32zz6GoKk8SEcs02J/c8koSEcLNUtn61HadxXjoq7+Lsiw+lKqIqqKUWgP8j8BuY8wOwAf8IfAfgL81xmwFwsCfOhdl6aVvmZUtPDbB6PgU99611YHIRDVze+PS+3beBsDN/hGHIxG1LvVemfzgI9Aaa23msoylNhosd4NCtzRAXMxCn4GisrIrafybNmK1t6Nv5p/4qzbeeNe42EDfZfx1QeoCIadDESIvYwzv7H8KozXvHHiqqA+gltYu7tn1CJ8dOsDU5GjBt5PqCE/wA/VKKT/QANwEHgFSWacnge85FFtZaK3Z+8K+nMsljhxP9kK5Z8fW2WPlNSxKw22NS1NLhlIJ6vbWZrZuWjMvEZE+jsuYLsop9fqKx+NcfvQxJt77Z/yrV0Fra97+DV6dDXeSNob+vc/KkkEXSK+ksWfH5ND992H39WHStvGs5rFXEhHLNNB/RaohhCekdnGxlpC1/9LXvk88HuXg+6+UOizhEGPMDeBvgKskExBjwKfAqDEm9Ql4HcjdJczD8r0Hjhw/R0N9kDUruyockagFbm9cuvueOxibmGJouPCEs1g+WSKXlD5Tr+JxokePUf+lh2S3jDKwlJKeFi6RXUkTvH8XxBNETp5yKKLKkkTEMhhjGOy/SkOjNKost7kPKBk0yypfyV73ivXccddD/Or9l0nYcYeiE6WklGoHvgtsAlYDjcBvFnH7P1NKfaKU+mRwcLBMUVZOPJ7g5JnL9HS1VmymSBpZikrIbtKX3NVr/nG7770DgE8+P1OhyEStLpHLRWtN7+N7kpU6vTdBa4IPfsHpsKqS9LQorVJW5gTvvRssxczHn5bk/txOEhHLEI1MEY9FCNU3Y9sJKQ8ro9TSAtfUtVaJ9O06Ifk8v7XvyZxfjh78yu8yMz3OQN+lucuquVysBnwLuGSMGTTGxIGfAl8G2maXagCsBW7kurEx5lFjzG5jzO7u7u7KRFxGZy5cJRZP0N0piWVRm1b2dNLcWM+nn592OpRaU3NL5PJJzQ6bmzchFKJuy2aHI6peXulpUWus+nqs7m5mPv7E6VAqwpFXYbWUoaXWy8vWnZWhZNAsuVwN1PI9z+s2bKehqZ2b189KFr06XAW+qJRqUMna128CJ4F3ge/PHvMD4GWH4quooyfO4/NZdLbnX2pXzu3fqplUfrjLQn+PFT3tnL1wjVg8uTpLdkQqr+UukaumyrTk+KoxsRj09WOtXoU2JmdvCFFZXunF4ZU4F6NWriR+9Rrxvv6My23bJhaLVdVYXPFvdtVShmbbNhOTyaZOoYZmh6MRbpIse/XGB6cxpuDmlUopVq6+jZnpccIjtdPRt1oZYw6SnHH7DDhG8vPgUeDfAn+plDoPdAKPORZkmaUvRTp66gK3bV6Hz2dJR3FRMl7rUL+yux1bawaGwp6L3YuWu0Su2irTACJHj4FtY61a5XQoQjjCWrkCgKlPP3M4kvIrKBGhlPpyIZcVoSrK0KanxmhrX4HPJ/vNC+9aqHll9oloZ886/HVBbt44W6nwxKwyjMMYY/7KGHOHMWaHMea/NsZEjTEXjTEPGGO2GmN+3xgTXc5juJnWmj3PvcrgcJgr1/rYcccmjNH85LV3MMbIrhli2ZK7ZbzjmS/z7a1NNDXW0zcwgtaa5366X6pZspR4LF7WErlqNHPwY/D7oburqIaKt85XyhufEGXX3Iyvo4PpTw87HUnZFVoR8XcFXraoaihDS5UozkyN0b1iQ8Z1ukrKgkTxqvFvH4/Hef2VH86diFqWjxWrthAe7mV4sGbOi9yiZOOwuMWyLI6fugjAjjs2z10mRKl46fWklOLeu26jbzCMbWtPxV5BpRyLZYlcGmMMM4c+hhU9GMuib+8zBSfxtDEMPvOcZ5J+QuSjlCJ47z1MHz6CqfKlcf6FrlRKPQR8CehWSv1l2lUtJJdUFC2rDG0U+DFFlqGRLB9m9+7djow2xhhi0QiRmQm6V2wgGq/OF4cQAJbKPBHtWbWF3munOPj+y/zO9//CoahqRznGYZHp6MnzNDc1sGHtSg599rnT4QjhqPvu3sb7h45y/tJ1p0NxlXKMxcaYg0qp1BK5BHCY5Dnu68BzSql/P3tZ1S6RS2dGwuiRMGp3MilcbENFn2UhLSVENQjddw/TP3+XmXPn8W/e5HQ4ZbPYOzwANJFMWDSn/TfOrUxtsTxXhpbdrElrzcs/+XuMMXSvWO90eEKUVPZOGtkCwXo6u9fz2aEDRCPTGZnaas7aOqgc43DNyffaNMZw9OQFdt65BcuS/eqF2HnnZpRSHD4uS/CylGUsrvUlcuns3l6wLNSqlU6H4jnV0qhRJPnuuhOAiUMfOxxJeS1YEWGMeQ94Tyn1hDHmSokec64MDZghWYb2CbfK0J7DA2VokZlJALp61nP9+qVFjhbCe9L7Q9i2nVGiu2rtNoYGrvDpof186au/l3GbpTTrTN3OsiyS1akipUzjsJg1NjHF2PgkO++UbeJEbcruBdRQH6Kro4XDx85x/84tDkfnHjIWL99in/X6Zh/BO+8gEQjIdu2iplmtrajWVqY/PUzbv/z9qj03LrTmKaiUelQp9aZS6uep/5bygNXSqT0yMwFAS1uPrEcTS1KunhKlut/Ujhpaa97a9+RcnwitNU3NHaxdfwcf/fIl4vH43Eyz1pr9rz6WcVmhMb/+0qPSFG1hJRuHRZJt2/QPJnc/uuuOzNLHcm45KdtZCjcxxvDiq+9kvCZXdndw4+YgU9ORBW9bo1VwMhYvkdaaG489PvdaS23ZCWAPj2BGxwjt3pX8WeuMrTtlxl/UCltrYrEYpruLyPETRCcmqrbyeMGKiDQ/Bv4R+CGw7N/eGPNXwF9lXXwReGC5910pkZkJAsF6AoGQ06EIUTapKgiVY53mF7/yu7z49P/LudMfc/v2B+fdZqmPJfIq6TgskoaGx2hqrKejrWXBD3fZylBUs+xlSSt7Ojh2+hIDQ6MOReRqMhYvQ76+DzOHkzsEhO6/j8n33q9kSEK4U083nL9A9PhJ6h78wtzF6ZXKXq+UKDQRkTDG/ENZI/GYyPQEofpmp8MQwhG21my780Hq6kIc+vDVjETEgreb/aLn80mPxSWQcbjEErbN8OgE61Z3L3psahtGIWpBU2M9Pd3tDAyNVt0MXAnIWLxEtm0TTyRfT9nnAZFPDkMoRN3GjZCViLhVDSETFsJd5l6baumvTVtr1Ozt06uE6OwEyyJy5HOa0hIRqcqiNX/6J54/ny70WXtVKfU/KKVWKaU6Uv+VNTIXM8YQmZFEhKhtPn8dK1dv4eypQ4RH+pwOpxbIOLxMqVmE1L/PXbiGbWu6OlozrstHqnZENVnsNX/P9q0MjYwTjyfyHlOjZCwuMaM1kSOf41u5wvMzvEIs1a3Ky9kLfD6s7i6inx+dd2yxO8q4VaG/xQ+AfwN8CHw6+98n5QrK7SYnwth2XBIRoioV8oUsZeXqrSgUn3z0epmjEsg4vGxaa57+8b65hmnPv/QWAF0dLWiteeHlN6U/mqgZyd4Qb2NM8r0Ri8XQaWvwd965GVtrzl685mCUriRjcYnpkRHM1BTWIrtlZPeNEKKaaK3p3/tsxhJQ1d1N/PIV7LExByMrn4KWZhhjqncD0yUYGkh+KEsiwhvK1RTSzZK/89Jum2pSqZTFQhMTtm1TF6xn250P8smv3uA3fvtPFzxWLI+Mw6WRXtUwHB6npamBQKBu9joliQhRUyzLyts4dfu2TSilOHriPPftvL3CkbmXjMWlZ/f2gWVhrehxOhQhHJVd6aC6k0tHI8eOU//IN5wIqawKSkQopf51rsuNMXtKG443DA1eB6C+QRIRojpZllXwF7LdD32HMyc/4tiR97hjx8MgX+TKQsbhpcvVaDIWjzMyOsGGtflPfNNvJ+XCohakV8SFQgE625o5evKCw1G5i4zFy5c9Jtt9fQRuvw0VCDgcmRDldWuMNQtcfut8Q7W3oUIhIp8fg7RERLU0rCx0acYX0v77CvB/Av+iTDG53tDANZSyCAQbnA5FiJJIVlCYrJ/nz5JprTO329Ka9Rt30NG1hg9/+TNef+UxErONzWzbJhaLSTVE6cg4vESpJRnpM7/nL15HazO7LONWM770rTVTDSplpwxRK4zRvPDyW3Ov+e6uNq71DjAyOi5NK2+RsXiZ0rfxNJEoeiRM8L775hpZQvm265RtQIWTtDEMPv3svPMKbQyDzz4/73JlWQS230Hk6LF5x/f+6EnPbwVe6NKMv0j/WSnVBjxXlog8YHDgGqH6Jk9noIQoFWVZ7P7id3jztUdpaV9Dc3O70yFVJRmHlye70eSJM5cA6GhbuLJtodJ1IapR+nulp7OVU+fgyPFzPPzAzozj0mfkaomMxaWRKkE3/f0ABO+7h+mPDjoZkhAVka/RZL7LAzt2MLFnL4lwGBobFz3eS5b6G0wBNbdGLjUbMDRwnWB9s2RURc1IVULku/zuXY9gWT76e887EF3NqslxuFSOn75Ia0sDlqVkpleIPJoagwQDdRw5djbjctu2icfj8yqNapSMxUWybXuu6aQeGIRAAGvjhtzHSoNKUeOCO+8CYObI/N0zUrx6HlNoj4hXubWYxQfcCbxQrqDcyhhDPB5jZKiXntVbnQ5HCMelZsRC9U10r9jAYP8VNm65x+mwqpKMw6WTSNhcuHyDDWu7nQ5FiLLK1R+lGEoperraOHbqYsbWtym1Vg0BMhaXkjEGMzCI1dONsqy86+eFqGX+TRtRDQ1MHfmc4JcfcjqckiooEQH8Tdq/E8AVY8z1MsTjalprXnnx79DaJhSSRpVCpHbY+Pbv/Ck9q7bSf/Mig/2XnQ6rWsk4XCLD4XFsW9PZLuO4qG6pPif5pHqiZCcU0vumdHe2cq13kEtXb/Lp56f4439V8+0QZCwukUTvTZiZwepJNg3WxtD/1DNYlix9FiLFKAWtLcx8nqyISFUU+argfVJQKtsY8x5wGmgG2oFYOYNym/QZhcjMJCBbd4ralt5ZPXUC29TcQWNTO/2956W5XxnU+jhcrIVmgofCYyilaG9tyjhWiGpUSNXCQu+Bzo4WAE6evVyTFRDZZCwuXr7xODr7xcpacas6rRrWvQtRar6eHuLXb5AYHnY6lJIq6N2ulPoD4BDw+8AfAAeVUt8vZ2BuorXmtZ89SiQSYWpyDJBEhKgu+XbJyMcYw9tv7Jl3UtG9cjMz0xNcOv95ztt5dQ2bG9T6OFwsrTV7X9hHPB7PeM1pbTM0PMrGdavw+31Aatb45wVvWStEtcn1HrBtG200oWCANau6OXX2smPxuYmMxcVL3yUjXeTzo1Bfj2pKJoVlRwtRK4p+rXd1AjC9QJ8ILyo07fi/A18wxvzAGPOvgQeA/6N8YbmPpZJP1czMBPUNLfjrZK9jUdtUjlmL9s61+P0BDn34igMRVb2aH4eLlWv21rY14bEJ7rhtfdax3i9xFGI5FnoP3HX7Js5cuCaNKZNkLF6C7EoHYwzRY8dRPd2yC50Qi1BtbajGRqLHjjsdSkkVmoiwjDEDaT8PF3HbqjIzPUFX91ogrdRMmuqIKldo6brl89G1YgOnj3/E5OTovNvLko1lkXG4QAu9XkfHJ9HacMfW3B3ahRCZ7yFjDHdu20gsFic8NulwZK4gY3EJ6HAYPTGJ1SNNg4VYjFKK0I67ajYRsV8pdUAp9cdKqT8GXgf2lS8s94pMT9DRtRqYbdS3/ymknldUO2MMb73xJFovnozoWbUZ207w+SdvzV2mteaNl38os2nLI+NwgbTWPP3jfbn7Q4yMA7B10+qMoTvVtE8IAcZoXnz1bWxbE4/HOH7qDErB0PBoxnHpTS1riIzFJWD3J3M5qqcHO22LcNmuU4jcgnfvIHGzj8TgELbWJOyE58ffBXfNUEptBVYYY/6NUur3gIdnr/oIeLrcwblNLBYhHo/Q3rmKyakZgNnthuTkVVS/QpuU1Te0sH7TXXx2aD9f+tqtZbNW2tZcyZ4UBsuypCRzETIOL02+1+tweJzmpgbqQ0GMMfL6EyIPy7LmknPBQB3rVvcwOJzsk1WLDV5lLC6N1GvH7uvDv24dqj7kdEhCeEJw510ARI8dcziS0lnsm8V/BMYBjDE/Ncb8pTHmL4GfzV5XE1INm0ZH+gBo71zlcERCuNvuL36H4cEbXLl4LKNBpdaa/a8+RiKR4PWXHpUZ6MLIOLxE2bO1tm0zMjpBe2sjz/70DVkqJEQOWifPedIlk3aG8OgE0WgMrTXP/mR/rb2HZCwuAW0MN5/Ygz04RPDuHVIBIcQCUtVCttaYVauwmpuJHjvhdFgls1giYoUxZl7aZfayjWWJyMVSiYiODklECLGQu+75CsFQI58efGPedamZ6oUqLKSnRAYZh0vAGMPFK73YtqajvUm2IRSiSJ3tLWhjOHHmEolEohariWQsLhFrdBRsG/9d2zEmvcJGPvOFyEdZFoG7thM5Wj19IhY7E2tb4Lr6UgbiBeHZRERbx0qHIxHC3QKBEHfveoSTx95nYjw8V1WUYts2ZoEZEK21VEzcIuNwCRijee5nbwLQ2twory0hclioV0p7ayNKwfM/e5NnXtxXi426ZSwuETM4DMDo8eMYY9DG0P/0czL5IMQiAju2Yw8MoKeqo3HwYomIT5RS/132hUqp/xb4tDwhuVd4pA+fr476hmanQxHC9e5/8NvYiTiHP35rSScXMmM9R8bhEhkZnaChPkgoWOd0KEJ4jt/vo7WlkeHweK2OzzIWl4gZHILWFnyhW/0hsrf3FKJWpVcIZVcLBbffmTxmaHje8V5M5C3YrBL4n4GfKaX+iFuD7G4gAPxuOQNzo9GRPoKhxlosRxRiQdkVDwArV29m9dptvPf2M+x+6LfTjtU11+RsmWQcXgKtbezZHhE+nw9jDMPhCVZ2t6UdI1URQhSjo62ZS1f7Sdg2fn/yFDLVB8jn8zkcXdnJWFwCRmvM8DBsWC+9IYTIQRvD4LPPE/D70SSrhUJ1yfHWv2E9qqEee3AI3/r1yeO15saPnmDNf/PHDka9NAsmIowx/cCXlFLfAHbMXvy6MebnZY/MhUZH+gjWNzkdhhCece/uX2ffS/+FG1dPOx2KZ8k4XBoTkzPE4wk62qSiTYilam9t4qLpY3Rskq7OhVYqVB8Zi0vDhMNg26jurtpb3CNEgdIrhNL/rXw+AnfeQfTs+bzHe8liFREAGGPeBd4tcyyulrATjI4OsGLVFqdDEcIztt/9Ffa/+o98dugALW3dGdfF4glisRj19bK0thAyDi/PcHgcgM52SUQIsVTtrY0ADIcnai4RkSJjcfFs2yaeSFbOmMGh5IWdnbmP1Rpfnu9UC10nalctvC5Su2f4fD4C2+8k+ulhTDQ673qvqfI/W+nEojNoO0EwJBURQhQqEKynu2c9J47+kkQi5nQ4ooYNh8cJhQLUhwIlv++FGvwJUU3q6vy0NDXMJfaEKJYeHITmZlQo6HQoQnhS8K7tQGafCK+SRESBIjPJ7qSBUEMyoysFZUIUpGfVFhLxKAN9V5wORdQoYwxD4XE621ukx48Qy9TR3kR4bHJufb+XG6WJyjK2jRkaxurucjoUITwlfZyt27IZLAs9NOR0WMsmiYgCzSUiAvUceO1xjMx+iRqhtcaYxV/vyePmn4g2NXewYtVm+nrP57iVEOXXPzBCNBqns73F6VCEcL3kWJ7/uva2ZmxbMzYxNXfZMy/ul6ogMU+qkWlK/OIlSCQwnR3YBZ5bCCFmG1g+8xxaa1RdHXR0YCQRUTuikUlQikCwHuXRhiBClMOtrYUyf04lJZRS7HrgN5iaCHPzhiQjROWdPHcZkP4QQpRCR1tyiepI2vKMGt3OUxQpcvxE8h95+kMIIfLLaEjZ1YEJjxKfmPB0NZp8chQoEpkiGGxAKavgGWIhqlX6e8AYw1tvPInW9tzP+1/7Ucbs2F33fA2lLI588pYj8Yrqlj3rlu3U2csE6vw0NUpjVCEWo7UmkUjkrHDQWhOo89NQH5Q+EaJo0eMnoLERVR9yOhQhPE11JZN5N//zf8k5Vi92XuQWkogoUDQyRSDY6HQYQrhS9myYpTJ/rm9oprN7LUc/e3cuYSFEpZw6e1n6QwhRQh3tzYyEM2fipFeEWIjRhuiJU9Al1RBCLFtHBygFQyMZF3ttHJZExALSs0nRyCTBUIPDEQnhXStWbWZmepzwcK/ToYgqlC/7PzwyxsBQmM4O6Q8hRKl0tDUTiycYm5yau0xrzd4X9kmvCAEkx+RYLDY3LpuxMczUFHRJo0ohlkv5/dDWhj04mHG51pobjz3umXFYEhEFmJmewE7EpSJCiCVIZWfbO1bS3NLJQN8lp0MSNeTMhasA0qhSiBLqaEv2WwmHJzIul14RIh+d+sIkFRFClITq6kQPjxCfmcloMOzz0DjsnUgdNDJ8E0AqIoRYAm0MB/Y9ga0NO+/7BuHhm0xOhJ0OSwBKqTal1ItKqdNKqVNKqYeUUh1KqbeUUudm/9/udJxLZYzh1NnL1NcHaW2W8VuIUmlsCBKo8xMem1r8YFFzclWo2YOD+Hp6oEHGYiEKsdDOMrbW0NkBWnPjb//z3FIM27bntlb2AklEFCCViJCKCCEKl76bRqpnxD33fwswHP3s5w5GJtL8J2C/MeYO4B7gFPDvgHeMMbcB78z+7EnGaD4+cprbNq0FQGsbLY2GhVg2YzStLY2ExyadDsXzqj0hDMnzAT04SHDHXU6HIkT16OwAQA2PLHKge0kiogBhqYgQomBaaxK2TTwe5+039mQ0zenqWUdjcweHP37TM410qpVSqhX4KvAYgDEmZowZBb4LPDl72JPA95yJcPni8QSTUzNs27LO6VCEqDrtrY1MTUeYmp5xOhSvq/KEsCFy+TJEYwR3bnc6HCGqhgoEoKUFPTTkdChL5kgiwmvZ35GhXvz+ID5fndOhCOEpKsc6ta6ejQz2X2FqUpZnOGwTMAg8rpQ6rJT6oVKqEVhhjLk5e0wfsCLXjZVSf6aU+kQp9clgVrMkt0iVjW/bnExEaG0j+S8hiqO1ztn4rK0lWSV6/uL1SodUNaoxIZy9LENrTf8//QiA4HZJRAhRSlZ3J3po2LOTe05VRHgm+2vbNuGRPgJSDSHEkuisNW4d3Wvx+wNzTStTnbWNh9a0VQk/sAv4B2PMfcAUWeOuSX6y5fzDGGMeNcbsNsbs7u7uLnuwSxEem0Qp2LxxjdOhCFF1WmcTEecuXffsSbALLCsh7BVmaBiCQVRPN3k+UoQQi8i1Nafq7IREAjM2VtTt3KLiiQgvZn9HwwMEg5KIECNgG4cAACAASURBVKIU/P4A27Z/kaGBKyQSMafDqWXXgevGmIOzP79IMjHRr5RaBTD7/wGH4lu28OgkLU0N1Pl9TociRNXx+300NYb48OPjGPlyuVTLSgh7oTINkokI1dVJ/1NPZ3wZWqgZnxAikzaGwaefzahQU53JXWjM0HD+27l4S08nKiI8lf3VWjMWHiAgiQghliW9eeXdu76JnYhx+vhHDkdVu4wxfcA1pdTtsxd9EzgJvAL8YPayHwAvOxDesmmtGR2for2tyelQhKhabS2NjE1MuXKmzSOWlRD2QmVaYngYMzWF6uz01LaCQriRpdRsdcPsBQ31UB/CDOdPRIB7t/R0IipPZX8nJ8LYdlwSEUIsU2obT2MMG7fcTSBQz+GP33Q6rFr3F8DTSqmjwL3A/wP8NfBrSqlzwLdmf/acsYlptDa0tzU7HYoQVautpZFEwmZyShpWLkW1J4QBoidPA6C6Oh2ORAjv08bQv/fZueSvUgrVmewT4UV+Bx4zV/b33zGb/TXG3Fws+ws8CrB79+6ypuCNMQwP9QLI0gwhSsBSFsYYLMtH94qNnDv9CeNjw4Tq5cuiE4wxR4DdOa76ZqVjKbWR8AQAHa1SESFEuaT6RIyMTjgciaelEsIB4CLwJyQnCl9QSv0pcAX4AwfjW5bIiZPg86HaWp0ORYiq4LMs7IzlGR2Y6zeIDw5Bdxde6sNS8USEMaZPKXVNKXW7MeYMt7K/J0lmff8al2R/tda899ZzAARCjQ5HI4Q3aK2xrPnr0NLXptm2TeeKjdy4dopPD+7ni1/5vbz3l1rO4fPJOn+xuNQSoJHRcepDAUKhgNMhCVG1GhuC+P0+wpKIWLJqTgjDbCKiowODQjkdjBBV4FZvleTCBtOe3GgycuIkA5cuEfDQ+bJTC0Y8Uw4cjU4DyNIMIYow16F3gaxsfUMz6zdu59ODB2R9sSiZeDzOU8+/xvDoBO1SDSFEySV3Qkr+WylFW0sjI6PjzgYlXCO9Q7+eniZ+6bIsyxCinNpawecjevq0a3tB5ONItMaYI7PNde42xnzPGBM2xgwbY75pjLnNGPMtY8yIE7GlxGIxZmZmiESmqG9owedzYhWLEN5kjOGd/U9BVoIheyvP+77wGwz2X+HGtbMF33f2HuVCZItE40SjcdrbpJJNiHJra21kfGKamUjU6VCEg1KfzVpreh/fg9aa6OmzoPVcZ38hROkpy4L29rl+LF7irbRJBaUyutHIFK3t7uxELISbqQKysjvu/Rp1dUEOHzog27+JkrBtm8GRMACtLQ1zS4ISiTi27b6tq4TwurbZPhEXLl13OBLhFqlZ2cjJk2BZ0NHucERCVDfV2UH84iVMIuF0KEWRREQeWmsO7HuCaGSStjZX7CQqRNUJ1Tdy586HOfLJW8xEIsRiMadDEh6WSiCHRyfx+300N9Y7HZIQVS+ViDh74RqQWZovalv05CnqNm5A1dU5HYoQVU11doDW6GFHFxQUTRIRC1AoopFpWtt7nA5FiKq164Ffx7bjhIduOB2K8JBcS3S01jz7k32MjE7Q3tqIUmruWG2kGkKIcqir89PUWM+Z81ew7QTxeJy9L+zLaFAsak8iGiV6+izB7XfOu87WGq0lUSVEyXR0AHhuG09JRCwgEY+itU1LqyzNEGIp0ntCZPeHSNm09V4CwQYG+y/PXWbbNibrJEV6Q4hC2LZmYnKG9lbZElaISmlva+L85RtzVRCWxxqmidKLX7qMiURyJiKEEKWlAgH869ehh4acDqUo8kmxgNSOGa1tkogQolwsy6JrxQbGwn2Mj3prABXukty2cxKAjrb5O2ZorWWWVogyaG9tZmJymqnpSMblkkCuHbZtE4vF5v7e0ZOnAAhsv8PJsISoaqnqIltr6rbdhhke8dSyOElE5JBa3xibTUQ0t3Y5HJEQ1a17xUYAjnz6trOBCM8Lj02gFLTJ1p1CVEwq8TcyOuFwJMItoidP4VuxAr/smCFERdTdcTvE4+jRMc/06ZFERA5aa15/5TEiM8mZtc8+fscTf0whvCYWixGLxQjVN9PU0smRT96ae6/Zts6YSZOZNZFLKnGstZ6riGhuasDv9zkdmhA1o7mpgVAwQHhs0ulQhINSn9MJ2yZ68hTBAqoh7DzLNoUQxam743YAEkNDc1voup0kIvKwlEUsMo3PV0ddIOR0OEJUve4VGxnsv8q1K97bB1k4J9kY73USiQTP/uQNxsanaGttdDosIWqKUoqN61cxOiYVEbUqY7eUqSn06BjBO2VZhhCV4lu5AoJB9NDw3Ba6bueNKB0SjU0TCNbnbbInhFi61Ax26t/tXWvx++v45FdvLHg7qYwQ2VKN8aZnoiRsTVuLLMsQotI2b1jN2PgU0ahsw1yLtNb07dmb7MUznOzcH5BEhBAVo5RCdXZihm/tnOH2c2ZJRCwgFpkmEGxwOgwhaoLfH+COHV/myCdvE43OYJDlUKI4I6PjAFIRIYQDtmxcgzaGHz79sixnrVGpWVgzPIKqr6du3VqHIxKitlhdnZjJKUwksvjBLiCJiDyMMcRikogQopLu+8KvMT01zt7H/z3xRMLVWVzhPqNjU/j9PpoaZDmdEJW2ecNqAMbGpxyORDjNDI9Qt20rGiQpJUQFqa5kc1g9NLzIke4giYg87EQMbScIhiQRIUSlbNl2P80tHYwMXM15fcYaVCGyhMenaG1uQCmVcXnyNeNQUEJUueQyuwTtrU0E6vyEZeeMmqYjEczYGHW3baVvz17i8fjc8ubUVoNC1LJSvw/SG76qtjawLPTQUMnuv5wkEZFHdHbrTqmIEKJyfD4f9+7+NUZHeonHonOXp9a4aa15/eUfeqITsKgcYwzTMxEmJqdpa5FlGUI4QSlFa0uDVETUMGMM0bPnwBjqtm3zTMM8IaqF8vlQHe3Ykojwtmgk+UEqiQghKuv+B38DYwzDg8mqiOztGS0lw5bIZIzmR8+8jDHQ2tI422BYZt2EqJTU+Nza3MjE1AyxWEyW1tUgbQzDz74AQN22rdhay+tAiDLKtf2t1dmJCYfR0WieW7mHnNGnSe8smkpEBCURIUTZZHfztW2bnpUbaWhqY2jgMpA8wX3tpX8iGo2y/7UfyRdMkdPYeLKKTRpVCuGcVEXS6Pikw5EIp1jhUWhqwmpudjoUIWqS1dUJ2jBz+ozrz5klEZFHLDqFZfnw+QNOhyJEzelesYnpyVH6b14CmKuCkGoIkc/o+BT1oQDBQJ3ToQhRs1pbkpM34dEJ6edTI2KxGLFYcstWYwyER1Ad7Q5HJUT1y+41kRxzNVZnsmHl0N5nXL+UWc7q84jObt2Z3fRMCFEe6Y0oO7vXo5Ti8MdvOR2W8ACtbUbHJmltbiCRSLj+g1cIL9Na532PBQN11IcChMcmePanB+S9WKXyNo6enoZoDDo6nAlMCIEKBaGxETMSnrvMrc3eJRGRRzQyJf0hhKggYwxvvv4EWmvqAiFa21fx+afvyPpSsahoNM5MJDY3GyuEcE5bSxOjY1NY0qiwammtufHY4/MTTbNffFRaIiLZ48lga008Yc9bzy6EKC1ba+hoxx4embtMG0Pvj550XXJYPiXyiEanJREhRBmksrLZ/wYyTlw7ezYwOTHC+TOf5L0Pt2V2RWWleoyEZ9ejtzbf6g+RbFjpVGRC1K7WlkamI1GmZyJzl2X3AxLel2tHDDM8Aj4ftCT7Q9z6jJfBWIhKUu1tMDNDfGBwbgtzN+5i476IXCAyM4WdiEkiQogyMMbwzoGnMMagtebtN/bMJRTSO2w3t3bj89fx6cH96KwZFK01r/zkH4nH4xWPX7jP6NgUSkFLs4zZQjgt1TB2dEwaVla79P4QQLIior0dNfuFRxvD4LPPy6SBEBWm29sAmDpxkhs/eiLjPeimxLAkInIIj/QBsnWnEOWSXvmg8mRoLctHd88GTh//iEQiluN6Gb5E0uj4FM2N9fh88poQolKye0XYto02eq4ySXbOqC06GoWxMchqVOnGWVghql5rK1gWsTNnXf0edG9kDrFtm+GhXkC27hTCad0rN5JIxBgZvOZ0KMKltNaMjk3RKtt2CuEKfr+PpsaQVETUmNj5C2AMtMuOGUI4zrJQbW1Ez5x1OpIFSSIih9GRfkAqIoRwWlNzB1096xjsv+J0KMKFbNvm6vU+ErZNW7MkIoRwA61tWpsbGB2blJL8GmHbNjMnTyV/kK07hXBUaltP1dFO/PwFjMsaVKaTREQO4ZE+lOXDXxd0OhQhak56E0ptDDvv+waT40OEh/scjky40YXLNwCkIkIIF2ltaSAWTzA0Mup0KKJCYqfPQGMjBOXcWQg3UB3tmFgMMzbmdCh5SSIih/BIP8FgA0opp0MRomrN7XyxSDft7Xd/FYBTxz+oRFjCYy5e6cXvs2hqCDkdihBiVqpPxPlLNxyORFSCMYbo6TNSDSGEi+i2ZMNKnbaNp9tIIiJNqovo6Eg/gWCD7HUsRBkZY/j5m3tJ32NRp+2akdLRuYrGpnZOH39/7jLbtjFaSn5FMhHR2tI4L3Gc3UhPCFEZWmuaGkNYSnHu4jXXdGcX5WMPDKLDo6iODiB9i22HAxOiljXUY7W1SiLCa0bD/dIfQogKyN75IrtKIvVze9da+novMDM94USYwqUSiQTXbw7S2iLjtRBuYlkWLc2NXLwsFRG1IHr2XPIfHbMzsMbQv/dZ6REiRIWl+kMAKKWou20renjEtZPrkojIEotFmJoclR0zhHCAMYa39++Zq5IwxnBg3xO0dawBYGjgqpPhCZe51jtAIpFsjCeEcJe21kYuXumdV5nkpj3sRWlEz58Hvx9aWuYuc/OWgULUAmMMvq1bYHISE405HU5OMkpkGQsPABAISeMzIZyQXSVhKYtAsJ6m5k6GBiURIW65eCW51XKL7JghhKNS1Wvp2lqbiURj9PYNORSVKCc7bSll7Nx56jZuQPl8DkclhEjRxjBxJXnerEdGMt6zbiGJiDTGGEaGbwJIRYQQLtPetZaZqTGmp9zb/VeUX/ps6qWrN2moD9FQH3A4KiFqmzGGn7z284yeAC3N9QCcv3TdoahEJRhjiJ67QOC2rU6HIoTI4mtP9m1xa58ISUSk0VrzwXs/A5AeEUJUmNZ6bg1b+r9T2jtXA0qWZ4i52deLl2+wcd1K2eFICBewrMz3YVNDiFAowHnpE1HVYjduYKam8G/eNHeZnfUZnv2zEKJ8Mt5vdcklU2ZEEhGeEIvOYFnJUnAhhHvUBUK0tHUzMnTN6VCEw7TWPPX8a1zrHWDjupVOhyOEyEEpxeb1q7kgFRFVLX7hIgCBLZsdjkQIkYvqaEePjLiyeawkItLYtk00MkVzSxcgM2xCuE1H1xpmpscZGpQT21o3ORUhkbDZuG6V06EIIfLYvGE1l6/1EY8nnA5FlEns/AWoq8O/fp3ToQhRsxbcMrejHWJxzORkxeNajCQiskQjU7S2dc9tHyiEcI+OzrUAnDnxYcbltwZged8WSynlU0odVkq9NvvzJqXUQaXUeaXU80opVzVgSP2tw+PJD9SN66UiQgi32rxxDbZtc+XaTadDEWUSP3+Ruk0bUX6/06EIUbO0MQw+81zO82DVkewTkRgckmaVbheNTjM1PUHulJIQohzm94fI/f4LhhpobO7g9PGP0GnrTePxOK/99P+bt02cKMj/BJxK+/k/AH9rjNkKhIE/dSSqPLTWPPuT/YyOTdBQH6Snq33ucvn7C+EumzesBuCcLM9YkNcSwilGa+IXLlK3eVP+2VghREXk3TK3uRnq/K7sE+FYIsKNg65t28SiMwSDshWcEG7V2bWW3utniUamMy7P3vZTLE4ptRb4DvDD2Z8V8Ajw4uwhTwLfcya6/CzLYnRsio3rVy3aqFKqZYRwTmd7C63NjbJzxuI8kxBO37kocbMPMzODf8tmbjz5FFq7a7ZViFqTqzGsUgra2tDDww5FlZ+TZ+6uG3QnxocAQzAkO2YI4Qa5qiM6upLLM0aG5MS2BP4j8L8CqU+tTmDUGJNa0H0dWJPrhkqpP1NKfaKU+mRwcLD8kabRWjM+McWmAvpDJLcVfEcSEUKUWXZVktY2Wmu2bFrL+UvXk5M9sZjrSoOd5tWEMEDs3HkA/Fs255+NFUI4r6MDxsbRkajTkWRwZNRw66A7Gh4AICAVEUK4Vn1DC53d6xiWRMSyKKV+Gxgwxny6lNsbYx41xuw2xuzu7u4ucXQLG5+YRhvDxvWrCvpSI9UyQjhn66Y13Lg5yPRMRCqUcvNkQhiSjSpVIIB/bc7whBAuYGsNbW1gDLELF5wOJ4NTZ2euHHTHwv0A1NWF5ENSCJfRWs/1hbh9+xcZHx1kemrM4ag87cvAv1BKXQaeI5kM/k9Am1Iq1XVsLXDDmfDyC4+NA7Bh7QpeePlNWZcshItt3bQWYwwXr/TO9XiRfi5JXk4IA8TPX8C/aSPK56v4YwshitCR7KcVPX3G4UAyVTwR4eZB91ZFhCzNEMLNbr/rIcBw6vhHTofiWcaY/80Ys9YYsxH4Q+Dnxpg/At4Fvj972A+Alx0KMa/R8Sn8fh+d7S1Ylmy1LISbbd6QnFe6cCmZ05QKpQyeTQgbrYldvEhg6xanQxFCLCYYhIYGIqdOz/V5Se/34hQnPg1cO+iOhQfw1wWxJLMrhKutXL2FQLCB45//UqqXSu/fAn+plDpPslrtMYfjmWdsfIrW5gaef+kAti0zq0K4WUtzIz3d7Vy4LMvpsnk5IWwmJjEzEeokESGEN3S0Ezt73ukoMlQ8EeHmQXc0PCDVEEK4iM7R/ReSHYDbO9dw9tQhZmYmHYisuhhjfmGM+e3Zf180xjxgjNlqjPl9Y4yrOhslEgnGJ6ZpbWmUagghPGLrxrVcuOy6SX03c21CONXnwx5ObgXol607hfCGtjbsoSESw+7ZxtNN9XGOD7pjo/0EJREhhCd0dK3BaM2ZEwedDkWUUXZzu2u9A2hjaGuRpsJCeMWWTWsZHB5lfGLK6VBcyysJYa01vY/vwR4ZQQWDWKtW0b/32bkxOtf2gUIIZ2S8H9tn+0ScPedgRJkcTUS4adA1xjAWHqQuUC8DqBAe0Nzahb8uyLEjv3R8jZsoH601e1/YN9fc7uLlXgBaJREhhKtprefG5s3rk1vtSlVEdfBZFiYcpm7LZjQGn1SnCeF+ba1gWUTOnHU6kjluqohw1OREmEQiJkszhHC51Ay5UhadXWs4e+ogtp1Y/IbCs1LN7YwxnL98Hb/fR0N90OGohBCF2rxxDUqpjESEbOXpXYlEAh0epW7LZvr2PiN/QyG8wOejbuMGopKIcJ/wSB8gO2YI4WZaa+L/f3v3HSbJXd95/P2t7sl5NidtmJ2NQjkBNsZgbAy2weF48OOzOYcHhwtg+7l7wNw53HF3Dnf4nsN3Bs4ECQlEkGQEEkogkgLSSlpp4+zM5t2ZjZNjd1f97o+qWc2OZlazu91VHT6v5+lnu6t7uj473fPt6m/96le5LI89/AWcc7QtWsnkxBhHDr6SdDSJQRAE7Ni5j5am+mj+kOi0rjoVoEhR8n2fTCZDdVWalcsXc+ho74Xl2Wz2otFOUjrcyAj4PlUdG0jpLCgiJaN6UydTBw7giqTuqnpEBs6rESFSKqb3kLe0LSedrmbf7qcB7WErd7mcz8jIOM1NqtMipWBmTd6wdiUHj5y8qD7rVJ6laXqiytT6deFtzQshUhKqOzcSjI6R7e2r2NN3FqXz5/oAqK6pSziJiCxUKpWmY/NN7Nv9NH7gEwQBD973KbLZbNLRpACO954mcI4WNSJESkIQBNz7wCNks1k61q1ieGSMiclMUWwAy1UYHIR0mtTKFUknEZHLUL2pE4DJ/V1FseNOjYjIYP8pamrqSaerk44iIpdh6/Y3MTx4lrHRQUB72MrZ9ESVzc1qRIiUiuma3LFuFQADQyNFsQEsV84NDEBrC6bPW5GSUrVmNVZby2RXFyc/fyfZbDbRprAqSGSg/zQtbUuTjiEil2nz9jvAjPNnT4Qbt4E2bsuR7/t0HzpGOpWioa5Gc0OIlBDf91m1Ygkpz6N/cOjCKAk1I0qPy+VgcAhrbU06iohcJkulqOncyFRXd1HM75J8giIxOHCallY1IkRKTWNTG2uu2cr5cyeSjiIFduRYHy3N9ZjpVHEipaa6Ks01q5cxNDyukWslaPpwmszRYxAE0NaWdCQRuQI1mzeROXgIP5f84XH6JIhoRIRI6dq8/Y2MjQxw/lwfDu1hK0e5XI6jJ07R3NSQdBQRWYC5Jg/esG4Vg8NjGglRwqZ6egCwNo2IEClFtZs3QS6HGxxKOooaEQATE6NMToxqRIRIkQtP2fjaDdgt2+8A4P57P0E2lyOTyWgitDJzovcMmWyO5sZa9B1GpPg557j/oScvqtnr16wgl/MZG59KMJlcrplNpakDPZBOQ4OawiKlqGbzJgBcf3/CSdSIAF49dWdTy2LtTRUpQYuXrqGuronB/r6ko0iBHDoWvrY6dadI6fC8Vw+jcs6xds0yAIaGx5KKJFcgCAJOfu4LBEHA1IFuaGvVIXIiJcj3fYLWFryWFgI1IpLn+z7nz4Uzse/f8xza1SZSGmaPjmhbvIqRoTPkcpkEU0mhHDnWS8rzqK+r1iSVIiUom83yw2dewPOMQTUiSo5nRm5ykqnDhzHNDyFScqZHNgGkN3bg+gcSTqRGBPDqiIjqWg0zEyk104W1ffEqnHMM9Z9KOpIUwOGjfTRrokqRkjNzWH867dHSVK8RESUocI6+f/hHyOYIWppxTg1hkVLgBwHOBQTOcfbuLxEEAVWdHTAyQjA+Hj4mmow2bmpEAAP9pzDzSKerk44iIpfBDwKy2SyPfOvz1DW0ka6qYaC/N+lYkmfOOY6cOEVrc2PSUUTkMjnn+Po3n7gwkqmluYGhkXF8X19kS87gYPhva0uyOUTkinhm+L5PemMHAJmeg8nmSXTtRWKg/zQ1tQ3a0yZSosw8zIzW9hUM9feRy2WTjiR5NDI6ztRUhhbNDyFSkmaerrOlqSGcc6DvbIKJZKGm95T6QYB/vh9raIB61WKRUpT1fXrvvJvUhvUATHYdSDSPGhHAYP8pqmvqdTopkRIRBAG+n8O5IBryG+5Za21fie/nOHpo15w/l9TQM7l8FzZ+fZ+BoREAjYgQKWFhrYaW5vBL7MEjJxNOJJcrGBigurMDtONOpGSlPA+vsREaGsge6Ek0ixoRQP/5PmrrtIErUuqaW5fieSn273km6SiSR4NDo1RVpWlsqEs6iohcpfq6GtLpFIeP6SxHpcT5Pm5oiOqNG5OOIiL50N5GpjtsRGiOiIRMTIwyPjZMTa0aESKlLAgCPC9Fc9syuvY+qxFOZWRweJS1q5dfdCpAESlNZkZLUz2Hj6sRUUrc0DAEjuqNG5KOIiJ5YG2tBOfPkzt3PrEMFd+I6I9O3VmrM2aIlIW29pUMD56l90R30lEkD4IgYHAobESISHloaW7gZO9ZTVhZQtxAeKo/jYgQKRPRaXiTnCeiohsRvu9z5tRxQKfuFCkXza3LwIxXXvo+vu+TyWTIZDKveZzmiygNp870k/N91l+zIukoIpInLU31+EHAYDT/ixQ/NzAA1dWwqJ0gcOHklfoMFSldrS2QSjHZ1XVhUdzbxhXdiAAYOB8ODaxRI0KkLFRV17L6mi2aJ6JMHD4WjlpTI0KkPARBQGNDDQD9akSUDDcwiNfepjPMiZQJS6WoWnsNk/s1IiIx/f19pNPVpNPVSUcRkcvknJuzc7tp6+2cOnmQgf5TCaSSfHHOcfDwCTwzVq1YknQcEcmTmuoqaqrTDAyNRGfT0Jw+xSyYmoKhYWht1SgIkTKS3tjBRNcBctlkTnuvRsS5Xp0xQ6REOed44tt3vWYjtnPr7QDsfvmH2mgqYUEQ8OwLu2lqqicIfHJ+Fn1fESl9ZkZzUz0DgyPc/bWHCQLNFVHMMoePgHN4ba1JRxGRPEpv7MCNjZE92ZvI+iu+ETHQf0pnzBApYea9toy1L1rJ4qVr2Lfr6QQSydWaHukSBAFDw2Ph8eRqKImUlZamBsbGJzVhZQmY2B8eQ27R5HYiUh5SHeFZcCb3d73OIwujohsRQeAz2H+a2jrNDyFSqoIgwLmLN2Sz2SzpqjoO97zMxMSoJqYsMUEQcM/XHubUmfNkcz5NjXV8/ZtP4PuB9pyKlInmpnoABjRPRNHL9ByEmmqoq0s6iojkiXMOli+DdJpMdzJnmqvoRsTgwBmCwKdWIyJEyk7b4tUEgc+Bvc8lHUWugOd5HD4WTibc0lSPN8fIFxEpXS1RI2JwaDThJHIpvu8zeaAbWlsJ5pmXSURKT+Ac5+79KtbWSuZATyI77Sp6y67/XLiRW1VTj+/nXrNXVURKV2NTOw2Nrezb/ZQ2nEqQc45DR05iZjQ2ai+cSLmprk5TV1utRkSRCyYnyR0/DrPmh5g+hE7z9oiUrpTnYW3tZA4dxiUwYWVlNyLOhxNzaLJKkfJjZmzadjvd+3eQyyUzG7BcOecCntmxi6aGOgx0SIZIGWppbrhw5gwpLtN7RzMHD0PgsNaLGxGBc5z90r0644lICfHnOJzZa2+DXC6clDZmld2IONeL56VIV9WqkIqUsLnmiQDYsv2NZKbGOXLwlQRSydVwzjE8Mk5Lc33SUUSkQFqa65mYzDA8MpZ0FJnHVE9PeGWOM2akdMicSMmz9nAS2qmuA7Gvu6IryPlzfbS2L8PMko4iInnmnGPthuuoqqqha88zSceRBZreCzcxmSGTzdHcpMMyRMpVS1M4WfiBg8cSTiKzTR96MXmgOzxtZ23thWWgnXciZaOuDq+tlakD8U9YWdGNiP7zvbS1L086hogUgHOOJx/7Mhs6b6Jr77Ma9VRipo8bn/6iIiKl69X5BC6uw9MTtaXU4gAAH0RJREFUVh48cjKJWHIJQRDQ+7k7meo6QFVHB2ZG4Byn79HhGCLlxMyo3tRJRo2IePWf66OtfUXSMUSkQDzPY/O22xkeOsfJ4/EPOZMrNzA0iqeJKkXKgnOO+x968qIvsEEQ4HlGY0Mth472JphO5uP5PtkTJ6nu3HhhmQ7HECk/NZ2dZI+fwB+L9zC5iq0mExOjjI8N0bZIIyJEylnn1tsw89j7yo+SjiKXYWBolKamOm30ipQJz5v7MNjW5gYOHjmpvexFyO/vB+dIdawnm/N1djmRMlW9KWw2TuzvinXy4Irdwus/F3bfNSJCpHzMNWllfUMLa9ZtY88rP9LM7CUiCAIGh0dpbdZhGSLlrrmpnuGRMU6f7SeTyahOF5HgfD8AVRs7Ek4iIoU0PeppqivewzMqthFx/mzUiFikRoRIudu87Q5O9R7i3FntdSsFJ/rO4vuBGhEiFaAl+jvvOXwi4SQym9/fT3r5crympqSjiEgBTJ/O02tsJL1yBVNdXRcmDY9DxTYizp0NP/B0aIZI+duy/Y0A3Pfl/0k2m421yBYrM1tjZk+a2V4z22NmH4qWt5vZ42bWHf3bFne26S8kLWpEiJS9psY6UimvIhsRxVyHIRwRMT1kW0TKl3OOqs6NTB3oiXW9sTciiqXonj19jKbmdmprtaErUu4WLVnFkmXXMHC+d86Z2ytUDvhT59w24A7gX5vZNuAjwHecc53Ad6Lbseo5fIJ0OkVdbRW5XI4g0HHJIuUq5Xlcs2oZByuwEUER1uHpRn3m3Hnc+PhFE1WKSHnKZrNM9A8Q9PeTO3c+tvUmMSKiKIru2TPHWbx0TSFXISJFwvd9Nm+7g+HBszz8wKf1xRZwzvU5516Mro8A+4BVwHuAO6OH3Qm8N+5sBw+foK2lEbO5J7cTkfKyYe1KDh45UXG1uZjr8FR0Kj81IkQqg7eoHYCpA/GdZS72RkSxFN2zp4+zZOmaih+eLVLups9fv3nbHYBjcOBU0pGKjpmtA24Efgwsc871RXedApbN8zMfNLMdZrbj7NmzecsyNZXh6InTtDY3oIErIpVhw9qVjE9McbIvf7Wk1FxJHS6kqe6wEeGtW6tRhCJlZHq7+DV/1i0tkEqRiXHCykTniEhq43d8bJix0UHaF6/k4W9+VgVWpIwFQcDjD9/JilWdVFXVcv5cRQ7/nZeZNQL3AR92zg3PvM+FxXHOAumc+4xz7hbn3C1LlizJW55DR3sJAk1UKVJJNqxdCcDBIycTTpKMK63DhWoIA+GXkZZmznz16xU3UkWknAXOcfZL9174/usHAb7vY6kUVevWXhgNFYfEGhFJbvyeOX0MgMVL1uBZxc7XKVKWLnR6Z5QQ8zzM82hpX8FAfx+5XCbBhMXDzKoI6/A9zrn7o8WnzWxFdP8K4Eycmbp6jgDQ0lwf52pFJEErly+hprqKQ0crrxFxNXW4UA1h5xxT3d1YWxspT9vJIuVmvr/rcMLKblxMzcdEqkvSG79nTx8HYNGS1YVahYgkxDnHdx+7m9ljznzfp7VtOYGfo2vvjoTSFQ8LJ2D4LLDPOfeJGXc9CHwguv4B4Btx5uo5cpK62mpqa6rjXK2IJGR639OGdavoPlRZI9aKtQ5n+04RDI8QtDTrEGaRClLduRE3MUHm2PFY1pfEWTMSL7pnTx/D81I6dadImfLm6fQ2tSzF81J07X025kRF6c3AbwJvM7Od0eVdwF8D7zCzbuBnotuxOXj4JK0tjXGuUkQS5Jzj3gceZeO6VRw51sfExGTSkeJUlHV4qiuarK6tNc7VikjCqrduAWBi955Y1peOZS0Xmy66u8xsZ7TszwiL7FfN7HeBo8D7ChXg7OljLFqyilQqif++iMRt+nANL5WiuW0ZXXufrfi5YZxzPwLmOy3F2+PMMq1/YIgz5wbYvnltEqsXkYR4nsemjjV887Gn6Dlyghuu3Zx0pFgUYx0GmNizF6upwTU3JxVBRBKQWrEcr7WFid174T2/WPD1xf5NvBiK7pnTR1m6XBu6IuUum8uRyWRwzvHEt+/CAW3tKzncvYMTx/azbsO1SUeUGfYeOAJAe5s2fkUqzcb14eGyXT3HKqYRUawm9uylenMnE5pHTaRiOOcIgoDabVuZ2L07lnVWXIXJZTOcPX2c5SvWJR1FRAps5sSVFh2u0bpoBV4qze6d3084ncy2t+sQNdVVtDRpokqRShIEPvV1NaxctpiunmNJx6lowfg4UwcPMTWVqfiRgyKVJHCO01/8EtXbtpI7dZrJU6fwfb+g88RUXCPi7JnjBIHP0uXrLuwpFZHyNNfElel0NRs6b2TXzu/r77/I7DtwlI51q+ad40NEyltnxxoOHDym00UmaGJfFwQB3uLFSUcRkZilPI+abVuBeOaJqLitvVO9hwFYunzda07xJyLlZ64vtduv+0kG+09z/Oj+sA6oIZG48YlJjhzvI5OZ0ushUmGC6Dz2mzasZnRsgpN9Z5OOVLEmdu8Bz4NF7UlHEZEY+UGAcwFVG9ZjtbWMv1L4wzMqsBFxCM9LsWjJKh596AuvOcWfiJSfICqu0zZvfyOel2LXS9/joX/+jPa+FYGu7qM451jU1pR0FBFJSGfHGgD2dx9JNkgFm9yzl6p1a7GqqqSjiEgCLJWiZstmJvfsLfi6Kq4RcbrvMIuXriadrsY0CY9IRaqra7xweEZ4RmFJ2t4DR/A8j7aWRoLAJ3BqDolUmhVLF9HUWM/+7qNJR6lIzveZ2Lef2ugUfiJSmWq3byNz+Aj+6GhB11Nx38RP9R5m+cr1F27P3lMqIuUvCAIcxsD5PkZH+pOOU/Gcc+ztOsS6NStIp1NJxxGRhJgZmzdewz6NiEjE5MFDuIkJqrZu0baxSAWr2b4NnGNy776CrqeiGhGZzCTnz51k2Yr1r/9gESlri5dcg+d5nDl1VPNEJGwqk2Ff91E2bwyHZYcN4oRDiUgiNnVcQ++pcwwNF3ZPnLzW9OR0NTNGREyffQrNqSZSMWq2bIJUioldhZ2wsqIaEcOD52huWczylRuSjiIiCQmCgEwmQypdxfqNN3Dm1BG+9cCnNU9Egg4f7SUIAjZvXJt0FBFJ2JaN1wDo8IwEjO/aQ3rJEmzGRJWBc5y+514160UqiKuqorpjAxO7CjthZUU1IhYvXc1/+u8PcN2Nb006iogUgW3X/SRTk2NMjA8lHaWi7T1wBIDO9au0sStSwZxzrFuzguqqNHv2H0o6TkVxzjGxazc127a8pg6ndEplkbI1c9STc45cLkcul6P22u1MdnURTE4WbN0VWVk0OZ2IZHM5OjbdChjnTh9LOk5F27P/EA31tTz4yJMEzhEEgUaoiFSgIAj4+je/w6aOa3hlb0/ScSpKtu8UufPnmRgeVv0VqSAzRz1lfZ/eL9xF751fpPq6a3HZ3IVDtgqhIhsRIiIA9Q3NtLQu5eyZY9oTn5BsLsfersMsWdSMp71uIhVreq+c53ls37KeI8f7GB4ZSzpWxRh78SUA0suXJZxEROI2c9RTyvNIeV44YWU6zfhLOwu2Xm31iUhFmt7obV+yhsmJUXpPdF9YpqZEfA70HGNyKsPitmYAjYYQqVBBEHDvA4/g+z7XbukAYLcOz4jN2AsvkVrUjmtoTDqKiCTIDwKCwOGqqqjZspmxF16KDt3IPzUiRKQiOed47OEv0NK2AjOPF597jCAIeOifP6MvwjF6eU83Zsaitqako4hIwjwvPHS2Y90qamuq2aXDM2LhgoDxl3ZSd8P1OnxZRC6ou+E6MgcP4Q+PFOT51YgQkYry6qQ84Hke6apq2hev5KXnH8f3czo8IGYv7+mhY90qzEMNIBEhl8uQzWbY2rmOl3d3Jx2nIkwdOow/NET9jTdcWOYHAc6pJotUstobbwDnGH/hxYI8f0Vucfu+X7AhJiJS3JxzfOfRL150+MXipesYGx1k7ytPJ5is8oyMjtN98Bhv2KpTKovIxa6/tpPe0+foO30+6Shlb2zHCwDU3Xh9wklEpJjUbOrEa2pi7LnnC/L8FdmIEJHKNnvUQ0vbMuobmnlpx+MJJapML77SReAcN123OekoIlIkgiAgk8lw3bZwnoiXdnUlnKj8jT77HDUbNpBevHjGXElJpxKRpFwYPex51N18I2PP78AVYNRqRTYiNCJCRC5iHo0tS9m/+xmy2amk01SMHTv30dLUwIa1K5OOIiJFZvnSdpYtbefFl/cnHaWs+aOjjO/aTcMdtwLhqfx677qHINB2skilCpzj7N1fIggC6m69GX9wiMkD+T9UriIbESIisy1dtg7fz3L21NGko1QE3/d58ZUubr5+i85SIlLhZs7dM/P6zddt4ZV9B8lksknGK2tjz+2AIKDh9tsuLEtpriSRiueZ4fs+tTfdCGaMPvPj/K8j788oIlIighmTcdU3trF46TX0ndQs7XHY132EsfEJrtvWwZe+/pCGAYtUMOcc933ruzj36vUgCLjlhq1kMlle3qNJKwtl9Nnn8JqbqercSCaT0QSVIgKEoyJO3XU31thI3bXbGfnRU3lfR0U2Ii4c/4a2fEUkZGZcf/PbGRk+T9/Jg0nHKXtPP7eL6uoqrt++UWcqEZELp+6cef0N2zqor6/lmR27k4pV1lw2y8gzz9J4+61YKpV0HBEpMp4ZuVyO+je/kalDh5k6djy/z5/XZysRQRDwyEOfR7vgRCQIAnw/h+/7bL/+rXheimd/9I2kY5U1Pwh4+vlXuPm6zdTW1iQdR0SKlGfGLddv4fkX95LLac6CfBvd8SLB6CiNP/UWIDxkLgi0bSwi4bZazg/ou/NuRk+cAGDkBz/K6zoqshEB4FnF/tdFZB519c0sXnYNLz73GJMTY0nHKVt79x9icGiUN912XdJRRKTI3XHLtYyMjbNn/6Gko5Sdke99H6+xkYabb5wxN4caESLyqpTnkW5spHbbVoZ/8MO8Pre+jYuIzLBy9SYyUxM89/RDSUcpW0899wo11VXcdN3mcA+cjkkWkVl83w9P47m1g/a2Zs71DyYdqawEmQwjTz1N00+8GauqYnJykuOfv0uTB4sIEI6ImDlnTPM73k7NmtW4bP4mD07n7ZlKTDhJnYqtiLzK930aG9tZ33EdP/juV3jzW3+FVKpiy2TB3HLjVlYuX0JNdRVjY5mk44hIkXLOkUp5/L9PfJSU5jDIq2xvH15jI80//ZYLy3S2DBGZT+svvpvUe38pr8+piiMiMstbfub9DPaf5uUXvpt0lLJ0y/Vbefc73kQ2m+UrDzyC7wcEgUZFiMjFgiDgy/c/mnSMslSzbi0bv/xFGm65WYdliEgiKrYREcwabiIiMq1zy20sXb6OJ759F0GgCdIKSWfMEJFLUY0oHDMjm8sxOTlJ7133aKSwiMzJD4KoWZlfFVfdX+36iojMzfM83vHu3+bMqSO89PwTSccpSxdOo6wNXxGZRfUhfjosQ0TiVnFVJwgCHnrws/pwE5FLuvb6t7BydSePfeuz+H4u6ThlJwgC7r3/EZyGAovILM45vvbgE2SzWW2vxSBs+miUsIjEqyJnYfPMQ2MiRGSm6T1wgQvI5XJ4nsc7f+mD9J3sIQh8TVpZAJ7nEWiEmojMQYdkiIiUN21Zi4gQNiK++9jdpNNpvnn/p0mlU3jm8Qu//EGqqqqTjle2gkATVYrI/ILAx/d9nTVDRCRmfhAAuYIduqV2s4hIZHoPnHkenoUXERGJn+aJiMerv+ekk4hIsSpUPa64rWx9qInI6wnPqqM6UWhBoI1fEZmbcwFfe/Bx1eICy2az9N55t37PIjKvwDlOfeGuvI9grbhGhIiIJEt7OkVkITzPVC9ioDNmiMjrKUSdUOUREZFYZbNZvviVBwn0xUJE5hGOTAPfz/Gl+x7RXDIFkMlkyGQySccQkSLnBwGTmWze60XFNSJ0iiIRuZRw4zfADwIC1YqC0Yz4IrJQqhciIuWn6Cq7mb3TzLrMrMfMPpJ0HhGRSqM6LCKSvELX4unDXkCj00QkfkXViDCzFPB/gJ8HtgG/bmbb8rkOHWcoIguRy+XwAz/pGLGLow6LiCxUpZ7iN45anM1m6b3rHm0Xi8gl+dFo4XxL5/0Zr85tQI9z7hCAmd0LvAfYm8+VuCDAzR527Zj/9pXeV6jHlvI6Szl7EutU9mTXWYEbv8RUh6e/XISX6Y1gB7jo9szrl3NfoR5bbM9TKess5ez6feXreVSLC1eLgehQRC580Zh5ffbtS913OY/N1/NUyjpLObt+X+WR3TPyrtgaEauA4zNunwBun/kAM/sg8MHo5qiZdc24ezFwrqAJF6ZYcoCyzKdYshRLDlCWuSzmX/7JleZYm9ck8XndOgyvW4uTUizvm9mUa+GKMRMo1+XKe64PfuCKfqxU6zBc/TZxkorxfVmMmUC5LpdyLVz+M/3xh670J+esxcXWiHhdzrnPAJ+Z6z4z2+GcuyXmSEWbA5RlPsWSpVhygLIUc45idKlanJRifb2Ua+GKMRMo1+Uq1lzlphjrMBTn61+MmUC5LpdyLVwxZpqtqOaIAE4Ca2bcXh0tExGReKgOi4gkT7VYRMpasTUingc6zWy9mVUD7wceTDiTiEglUR0WEUmearGIlLWiOjTDOZczs38DPAqkgM855/ZcxlMUy/C0YskByjKfYslSLDlAWeZSLDlik4c6nKRifb2Ua+GKMRMo1+Uq1lwlQ7U474oxEyjX5VKuhSvGTBcxnbJHREREREREROJSbIdmiIiIiIiIiEgZUyNCRERERERERGJTso0IM/ucmZ0xs92zlv9bM9tvZnvM7G+TyGFmN5jZs2a208x2mNlthc4RrXeNmT1pZnuj//+HouXtZva4mXVH/7YllOPvotfmFTN7wMxaC5njUllm3P+nZubMbHGSWeJ8317i9Yn9fWtmtWb2nJm9HGX5q2j5ejP7sZn1mNlXoom6kspyj5l1mdnu6O+9qtBZZH4LrWdm9oHoMd1m9oEZyx+Z8Rp/ysxSSecys3oze2hGDfjrfGS62lzR8v9qZsfNbDQPWd4Z/S31mNlH5ri/Jvp774n+/tfNuO+j0fIuM/u5q82Sj1xmtiiqpaNm9g9FkukdZvaCme2K/n1bkeS6Lfps2Rn9/f1yPnNJ/IqxFqsOLzhP0dXiYqzDV5lLtXghnHMleQHeAtwE7J6x7KeBJ4Ca6PbShHI8Bvx8dP1dwPdi+p2sAG6KrjcBB4BtwN8CH4mWfwT4m4Ry/CyQjpb/TaFzXCpLdHsN4SRQR4HFCb4+sb5vL5Ej9vctYEBjdL0K+DFwB/BV4P3R8k8Bf5hglndF9xnw5Tiy6HLJ1+l16xnQDhyK/m2LrrdF9zXPeL3vm36fJZkLqAd+OnpMNfDD6b/FIvh93RHVjNGrzJECDgIbov/jy9O1eMZj/gj4VHT9/cBXouvbosfXAOuj50nl6fdzNbkagJ8A/gD4hzy+x68m043Ayuj6tcDJIslVz6uf/yuAM9O3dSnNSx5qS95r8dVkogLqcPRcRVeLrzJTQepwHnKpFi/gUrIjIpxzPwD6Zy3+Q+CvnXNT0WPOJJTDAc3R9Ragt9A5oix9zrkXo+sjwD5gFfAe4M7oYXcC700ih3PuMedcLnrYs4TnxC6oS/xOAP4e+A+Er1fBXSJLrO/bS+SI/X3rQtMd/qro4oC3AV+Plhf8PXupLM65h6P7HPAcMbxv5ZIWUs9+DnjcOdfvnBsAHgfeCeCcG44ekyb8AM/X3/8V53LOjTvnnozyZYAXyd/77Gp/X8865/rykOM2oMc5dyj6P94bZZsv69eBt5uZRcvvdc5NOecOAz3R8+XDFedyzo05534ETOYpSz4yveScm67de4A6M6spglzjMz7/a4npc1cKqhhrserw6yvGWlyMdfhqc6kWL0DJNiLmsQn4yWgIyvfN7NaEcnwY+DszOw78D+CjcQeIhuDcSLhXd9mMAnYKWJZQjpl+B/h2XDlmZzGz9xB2J1+OM8NcWUjwfTsrRyLvWzNLmdlOwq7s44Rd3sEZhfIErzaPYs3inPvxjPuqgN8EHokji8xrIfVsFXB8xu2L3kNm9ijhazzCqw2vxHNF2VqBXwS+U0y58mAh67jwmOjvfwhYVOB8V5OrUPKV6VeBF6eb3EnnMrPbzWwPsAv4gxk1XkpTMdZi1eHXV4y1uBjrcD5zqRbPI53UigskTTik6Q7gVuCrZrYh2pMZpz8E/tg5d5+ZvQ/4LPAzca3czBoJh7l92Dk3HDYxQ845Z2ax/D5m55ix/GNADrgnjhyzs0Tr/jPCQ0ViN8frk8j7do4cHyeB961zzgduiD74HwC2FHqdC81iZtc656bnf/m/wA+ccz9MKl+lMLMngOVz3PWxmTeutJ45537OzGoJa9DbCBtgieeKasGXgf/tnDt0GT9X0FxSesxsO+EhkIl8zs0lauxuN7OtwJ1m9m3nXCH2YkqeFGMtVh2WUqJafGnl1og4Adw/PYTazAJgMXA25hwfAKYnIvwa8E9xrTjaa3sfcI9z7v5o8WkzW+Gc6zOz6eOBksiBmf0r4BeAt8fVIJqdxczeQHhs28tRk2Y18KKZ3eacOxVnlmhx7O/beXIk9r4FcM4NmtmTwBuBVjNLR13a1cDJhLK8E9htZn8BLAF+P84clco5N28DzMwWUs9OAm+dcXs18L1Z65g0s28QDl9cUCMihlyfAbqdc/9rIXlizJUPJwnn5Zm5jtl/19OPORF9GWgBzi/wZ5PIVShXlcnMVhM2dX/LOXewWHJNc87ts3DSvWuBHXnMJ3lWjLVYdfiqFWMtLsY6fNW5VItfX7kdmvHPhBP/YWabCI85O5dAjl7gp6LrbwO641iphd+qPwvsc859YsZdDxJ+yST69xtJ5DCzdxLOyfBLzrnxQma4VBbn3C7n3FLn3Drn3DrCRsBNMTQh5nt9Yn3fXiJH7O9bM1sSjT7AzOqAdxDOWfEk8GvRwwr+nr1Elv1m9nuEx27+unMuKHQOeV0LqWePAj9rZm0Wzk7+s8CjZtYYbQRO7/V6N7A/6VxRno8Tbih8OE958pIrj54HOi08I0414eRZD14i668B340atA8C77dwFvD1QCfhfC1J5yqUK84U1bCHCCfGe6qIcq2P/uYws7WEI9+O5DmfxKsYa7Hq8OsrxlpcjHX4qnKpFi+QS2iWzKu9EA6b6gOyhF8kf5fwC9zdwG7CSWbellCOnwBeIJzF9MfAzTH9Tn6CcNKRV4Cd0eVdhMcEfYfwi+UTQHtCOXoIj1eaXvappH4nsx5zhHjOmjHf7yXW9+0lcsT+vgWuA16KsuwG/jxavoHww62HcHRGTYJZcoTzVkz/rv680Fl0ueTrNGc9A24B/mnG434nev/0AL8dLVtG+AE+/Rp/kjzNFn2VuVZHf5P7ZrzPfi/pXNHyvyX8bAuif//yKrK8i/AsPQeBj0XL/jNhcxrCibO+FmV4Dtgw42c/Fv1cF3mayT5PuY4QTlg9Gv1+tiWZCfiPwNiM99FO8ngmpqvI9ZuEE7btJPyce28+X0Nd4r9cZc0rSC2+ykwVUYej5yu6WnyVmY5QgDp8NblQLV7QxaJQIiIiIiIiIiIFV26HZoiIiIiIiIhIEVMjQkRERERERERio0aEiIiIiIiIiMRGjQgRERERERERiY0aESIiIiIiIiISGzUiRERERERERCQ2akRIRTCzL5vZV8zsOTM7ambvjpY/aWbviK5/3Mw+mWxSEZHyNVctNrNrzezpGY+5ycy+k2ROEZFydont4u+a2c7oMmlm70s6q5QvNSKkUlwPHHLO3Qb8BvAX0fK/AD5mZr8B3Ah8OKF8IiKVYK5avBfYYGap6DGfAP59QvlERCrBnNvFzrm3OeduAD4NPAjcl1xEKXfppAOIFJqZ1QJLgL+KFu0F2gCccz8wMwP+BHirc85PJqWISHmbrxY75wIz2wNsN7NO4Khz7sWkcoqIlLNLbRdH9/8W8PPAr2q7WApJIyKkElwLdDvnJqPbNwEvA5jZG4AVQMY5NxIt22ZmH4muf9LMmhLILCJSbuatxcCzwJuBvwT+DFSLRUQK5FLbxf+CcITE+5xzWdVhKSQ1IqQSXA9cY2a1ZtZA2AH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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#accept-reject on previously accepted points according to cross section in each slice \n", "angles = np.random.uniform( 0, np.pi, len(accepted))\n", "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", "\n", @@ -1367,6 +1468,7 @@ "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", "\n", + "#montecarlo simulation for the two muons momentum with respect to the previously accepted angles\n", "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", " columns = [\n", " '$px_{\\mu_1}$',\n", @@ -1376,19 +1478,76 @@ " '$py_{\\mu_2}$',\n", " '$pz_{\\mu_2}$'\n", " ]\n", - " )" + " )\n", + "\n", + "#plots for muon_1\n", + "\n", + "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "\n", + "#px\n", + "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + " ax = ax[0],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#73683B'\n", + " )\n", + "#py\n", + "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + " ax = ax[1],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#4F5D75'\n", + " )\n", + "#pz\n", + "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + " ax = ax[2],\n", + " bins = int(np.sqrt(N)),\n", + " kde = True,\n", + " color = '#D64045'\n", + " )\n", + "\n", + "plt.suptitle('Momenta histogram for $\\mu_1$ (Beryllium target - non-monochromatic)')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Babayaga comparison" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Babayaga is an event generator based on QCD considerations. We made a comparison between our results and the output of the generator for the angle distribution (in the CoM) of the $\\mu_-$ emission. The generation parameters (*input.txt*) are:\n", + "- ecms = 0.2200 GeV\n", + "- thmin = 0.0000 deg\n", + "- thmax = 180.0000 deg\n", + "- acoll. = 10.0000 deg\n", + "- emin = 0.0000 GeV\n", + "- ord = exp \n", + "- model = matched \n", + "- nphot mode = -1\n", + "- seed =700253512\n", + "- iarun = 1\n", + "- eps = .000500000\n", + "- darkmod = 0\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 147, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
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" ] }, "metadata": { @@ -1398,28 +1557,21 @@ } ], "source": [ - "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", + "fig, ax = plt.subplots(1,1)\n", "\n", - "#px\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", - " ax = ax[0],\n", - " bins = int(np.sqrt(N)),\n", - " kde = True\n", + "sns.histplot(inv_cdf3(num_sorted),\n", + " ax = ax,\n", + " color = '#D64045',\n", + " stat = \"density\"\n", " )\n", "\n", - "#py\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", - " ax = ax[1],\n", - " bins = int(np.sqrt(N)),\n", - " kde = True\n", - " )\n", + "file_data = np.loadtxt(\"matched_el_th_exp_200.txt\", usecols=(0,1,2))\n", + "x,y = file_data[:,0],file_data[:,1]\n", + "x = x * np.pi/180\n", + "x_cen = x + (x[0] + x[1])/2\n", + "y = y / ((x[1] - x[0])*y).sum()\n", "\n", - "#pz\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", - " ax = ax[2],\n", - " bins = int(np.sqrt(N)),\n", - " kde = True\n", - " )\n", + "plt.plot(x_cen, y)\n", "\n", "plt.show()" ] @@ -1451,11 +1603,18 @@ "\n", "### Contact\n", "\n", - "* Marco Zanetti (very poor..) \n", + "* Marco Zanetti \n", "* Camilla Curatolo \n", "* Jacopo Pazzini \n", "* Alberto Zucchetta " ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1474,7 +1633,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.1" + "version": "3.7.4" } }, "nbformat": 4, From 410bd3f69f9b0079e55679e4a15b197b05e0c540 Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Mon, 22 Feb 2021 10:30:52 +0100 Subject: [PATCH 34/39] 22 feb --- Project.ipynb | 399 +++++++++++++++++++++++++++----------------------- 1 file changed, 213 insertions(+), 186 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 2893ccf..c58ece0 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -23,7 +23,7 @@ "5. produce a synthetic dataset of about $N=10^5$ (or more) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);\n", "6. assume a $3$ cm thick Beryllium block is used as target and a rate of positron on target of $10^6$ Hz. Compute the rescaling factor (weight) you need to apply to the $N$ simulated events such that they represent the statistics that would be gathered in a week of countinuous operations;\n", "7. repeat what done so far simulating now the actual transverse shape and energy spread of the beam: for the former assume a flat distribution in a circle of radius $r=1$ cm and for the latter a gaussian distribution centered at the nominal beam energy and a width of $0.5$ GeV;\n", - "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ (35.28 cm, Dudo) is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target;\n", + "8. given that the electrons traversing the target lose energy as $E(z)=E_0 \\exp{-z/X_0}$ (with z the longitudinal coordinate of the target, the one parallel to the beam direction and $X_0$ is the Beryllium radiation length), compute the nominal beam energy $E_0$ such that muon pairs can be generated along the whole length of the target;\n", "9. (optional) take the former point into account when generating the events (i.e. the process $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, @@ -60,7 +60,7 @@ "2. The angular distribution can be simply computed normalizing the differential cross section with respect to the total one: \n", "$$ f(\\theta^*, \\phi^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}$$ \n", "\n", - "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi^*$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $$\\frac{\\partial(x,y,z)}{\\partial(\\theta^*,\\phi^*)}=sin(\\theta^*)$$ getting \n", + "In order to get the distribution of just the $\\theta^*$ angle we integrate over $\\phi^*$, and we consider the module of the determinant of the jacobian of the trasformation from cartesian coordinates to spherical coordinates $$\\begin{vmatrix} \\frac{\\partial(x,y,z)}{\\partial(\\theta^*,\\phi^*)}\\end{vmatrix}=sin(\\theta^*) $$ getting \n", "$$ pf(\\theta^*) = \\frac{1}{\\sigma} \\frac{d\\sigma^*}{d\\Omega^*}\\times 2\\pi\\times sin(\\theta^*)$$ \n", "\n", "As we are considering a case in which we have a stationary target, we need to pass from the CoM coordinates to the LAB ones. Of course a Lorentz boost is going to be involved for both angles and spatial coordinates. \n", @@ -100,12 +100,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "At first, we define physical constants and import libraries" + "At first, we define physical constants and import libraries." ] }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -122,14 +122,14 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -146,21 +146,29 @@ "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", - "#differential cross section\n", + "N = 10**6 #number of generated muon pairs\n", + "\n", "def dsigmadtheta(s,theta, phi = 0):\n", + " '''\n", + " differential cross section\n", + " '''\n", " return (alpha**2/(4*s))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(1+(4/s)*(m_e**2+m_muon**2)+(1-(4*m_e**2)/s)*(1-(4*m_muon**2)/s)*np.cos(theta)**2)\n", "\n", - "#total cross section\n", "def sigma(s):\n", + " '''\n", + " total cross section\n", + " '''\n", " return 4*np.pi*(alpha**2/(3*s**3))*(1-(4*m_muon**2)/s)**0.5*((1-(4*m_e**2)/s))**-0.5*(2*m_e**2+s)*(2*m_muon**2+s)\n", "\n", - "#theta probability distribution\n", "def pf(s,theta, phi = 0):\n", + " '''\n", + " theta probability distribution\n", + " '''\n", " return dsigmadtheta(s,theta)/sigma(s)*2*np.pi*np.sin(theta)\n", "\n", "#plotting pf\n", "x = np.linspace(0,np.pi,100)\n", - "plt.title(\"Angle Distribution\")\n", + "plt.title(\"Angular Distribution\")\n", "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$' )\n", "plt.ylabel(r'Angular distribution $f(\\sqrt{s} = 220 MeV, \\theta^*)$' )\n", "\n", @@ -198,14 +206,14 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -217,8 +225,10 @@ } ], "source": [ - "#function computing the cumulative density function of the angle distribution\n", "def g(s, x): #x stands for theta star\n", + " '''\n", + " function computing the cumulative density function of the angle distribution\n", + " '''\n", " return s**2*3./8.*((1+4*(m_e**2+m_muon**2)/s)*(1-np.cos(x))+(1-4*m_e**2/s)*(1-4*m_muon**2/s)*(1-np.cos(x)**3)/3)/((2*m_e**2+s)*(2*m_muon**2+s))\n", "\n", "#plotting g(x)\n", @@ -278,14 +288,14 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -299,8 +309,6 @@ "source": [ "fig, ax = plt.subplots(2,3, figsize = (15,10))\n", "\n", - "N = 10**5\n", - "\n", "#angles on which we sample the inverse CDF\n", "theta_star = np.linspace(0, np.pi, N)\n", "\n", @@ -412,12 +420,14 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def mom_mu_cm(m_muon, s, t, p):\n", - " #CoM momentum using cartesian components \n", + " ''' \n", + " CoM momentum using cartesian components \n", + " ''' \n", " p_norm = np.sqrt(s/4-m_muon**2)\n", " p_x_cm = p_norm * np.cos(t)\n", " p_y_cm = p_norm * np.sin(t)*np.cos(p)\n", @@ -425,42 +435,56 @@ " return p_x_cm, p_y_cm, p_z_cm\n", "\n", "def e_pos_lab(s, m_e):\n", - " #positron energy in the laboratory frame\n", + " ''' \n", + " positron energy in the laboratory frame\n", + " ''' \n", " return s/(2*m_e)-m_e\n", "\n", "\n", "def p_pos_lab(s, m_e):\n", - " #positron momentum in the laboratory frame\n", + " ''' \n", + " positron momentum in the laboratory frame\n", + " ''' \n", " e_pos = e_pos_lab(s, m_e)\n", " return np.sqrt(e_pos**2-m_e**2)\n", "\n", "def beta(s, m_e = 0.51099895):\n", - " #lorentz beta function\n", + " ''' \n", + " lorentz beta function\n", + " ''' \n", " e_pos = e_pos_lab(s, m_e)\n", " p_pos = p_pos_lab(s, m_e)\n", " return p_pos / (e_pos + m_e)\n", " \n", "def gamma(s, m_e):\n", - " #lorentz gamma function \n", + " ''' \n", + " lorentz gamma function \n", + " ''' \n", " return 1./np.sqrt(1-beta(s, m_e)**2)\n", "\n", "def Ecm(s):\n", - " #CoM energy\n", + " ''' \n", + " CoM energy\n", + " ''' \n", " return np.sqrt(s)/2.\n", "\n", "def boost(s, t, p, m_e, m_muon):\n", - " '''boosting the muon-four momentum to the laboratory frame'''\n", + " '''\n", + " boosting the muon-four momentum to the laboratory frame\n", + " '''\n", " e_cm = Ecm(s)\n", " b = beta(s, m_e)\n", " g = gamma(s, m_e)\n", " px_cm, py_cm, pz_cm = mom_mu_cm(m_muon, s, t, p) #py pz does not change \n", - " px = g * (b * e_cm + px_cm) #boost px\n", - " e = g * (e_cm + b * px_cm) #boost energy\n", + " px = g * (b * e_cm + px_cm) #boost px\n", + " e = g * (e_cm + b * px_cm) #boost energy\n", " return px, py_cm, pz_cm\n", "\n", "\n", "def mc_sampling(s, m_e, m_mu, N):\n", - " '''montecarlo sampling to get theta^* distribution with inverse cdf method'''\n", + " '''\n", + " montecarlo sampling to get theta^* distribution with inverse cdf method\n", + " '''\n", " prob = np.random.rand(N)\n", " theta = inv_cdf3(prob)\n", " phi = np.random.uniform(0, 2*np.pi, N)\n", @@ -470,7 +494,9 @@ "\n", "\n", "def mc_df_sampling(df, m_e, m_muon):\n", - " #redefining sampling function in order to use dataframe and multiple number of energy values\n", + " ''' \n", + " sampling function using dataframe and multiple energy values\n", + " ''' \n", " phi = np.random.uniform(0, 2*np.pi, df.shape[0])\n", " muon_1 = boost(np.asarray(df.energies), np.asarray(df.angles), phi, m_e, m_muon)\n", " muon_2 = boost(np.asarray(df.energies), np.asarray(df.angles+np.pi), phi, m_e, m_muon)\n", @@ -486,14 +512,12 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "N = 10**6 #generating 10^6 events\n", - "\n", "events = mc_sampling(220**2, m_e, m_muon, N)\n", "df_monochromatic = pd.DataFrame(events.T, columns = [ \n", " '$px_{\\mu_1}$',\n", @@ -509,7 +533,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -544,48 +568,48 @@ " \n", " \n", " 0\n", - " 17387.690641\n", - " 8.305809\n", - " -3.633983\n", - " 29970.017000\n", - " -8.305809\n", - " 3.633983\n", + " 18487.549678\n", + " -18.833648\n", + " 0.154583\n", + " 28870.157963\n", + " 18.833648\n", + " -0.154583\n", " \n", " \n", " 1\n", - " 20272.537149\n", - " -8.196982\n", - " 24.874138\n", - " 27085.170492\n", - " 8.196982\n", - " -24.874138\n", + " 27151.480708\n", + " 25.553973\n", + " -4.802506\n", + " 20206.226932\n", + " -25.553973\n", + " 4.802506\n", " \n", " \n", " 2\n", - " 28533.114296\n", - " -0.346949\n", - " 20.680324\n", - " 18824.593345\n", - " 0.346949\n", - " -20.680324\n", + " 17598.878233\n", + " 8.637792\n", + " 7.997615\n", + " 29758.829408\n", + " -8.637792\n", + " -7.997615\n", " \n", " \n", " 3\n", - " 25321.187071\n", - " -29.516209\n", - " 2.625609\n", - " 22036.520569\n", - " 29.516209\n", - " -2.625609\n", + " 27873.201633\n", + " 22.115043\n", + " 8.220853\n", + " 19484.506008\n", + " -22.115043\n", + " -8.220853\n", " \n", " \n", " 4\n", - " 24885.237884\n", - " -0.996479\n", - " 30.065059\n", - " 22472.469756\n", - " 0.996479\n", - " -30.065059\n", + " 25803.090876\n", + " -24.471746\n", + " -15.493979\n", + " 21554.616764\n", + " 24.471746\n", + " 15.493979\n", " \n", " \n", " ...\n", @@ -598,48 +622,48 @@ " \n", " \n", " 999995\n", - " 21967.276751\n", - " -3.861301\n", - " -29.294693\n", - " 25390.430889\n", - " 3.861301\n", - " 29.294693\n", + " 20490.522620\n", + " 3.375007\n", + " 26.562094\n", + " 26867.185020\n", + " -3.375007\n", + " -26.562094\n", " \n", " \n", " 999996\n", - " 19944.063682\n", - " 16.584199\n", - " 18.980458\n", - " 27413.643959\n", - " -16.584199\n", - " -18.980458\n", + " 17810.541991\n", + " -11.275873\n", + " -8.124323\n", + " 29547.165650\n", + " 11.275873\n", + " 8.124323\n", " \n", " \n", " 999997\n", - " 26578.854458\n", - " 25.363975\n", - " -10.558752\n", - " 20778.853183\n", - " -25.363975\n", - " 10.558752\n", + " 27420.289444\n", + " -24.191185\n", + " -7.000561\n", + " 19937.418196\n", + " 24.191185\n", + " 7.000561\n", " \n", " \n", " 999998\n", - " 25508.542510\n", - " -15.495462\n", - " 24.979054\n", - " 21849.165130\n", - " 15.495462\n", - " -24.979054\n", + " 21422.777726\n", + " -3.816689\n", + " -28.493862\n", + " 25934.929914\n", + " 3.816689\n", + " 28.493862\n", " \n", " \n", " 999999\n", - " 28899.593934\n", - " -10.125746\n", - " 15.671164\n", - " 18458.113707\n", - " 10.125746\n", - " -15.671164\n", + " 19791.570655\n", + " -22.172874\n", + " 10.889179\n", + " 27566.136986\n", + " 22.172874\n", + " -10.889179\n", " \n", " \n", "\n", @@ -648,35 +672,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 17387.690641 8.305809 -3.633983 29970.017000 -8.305809 \n", - "1 20272.537149 -8.196982 24.874138 27085.170492 8.196982 \n", - "2 28533.114296 -0.346949 20.680324 18824.593345 0.346949 \n", - "3 25321.187071 -29.516209 2.625609 22036.520569 29.516209 \n", - "4 24885.237884 -0.996479 30.065059 22472.469756 0.996479 \n", + "0 18487.549678 -18.833648 0.154583 28870.157963 18.833648 \n", + "1 27151.480708 25.553973 -4.802506 20206.226932 -25.553973 \n", + "2 17598.878233 8.637792 7.997615 29758.829408 -8.637792 \n", + "3 27873.201633 22.115043 8.220853 19484.506008 -22.115043 \n", + "4 25803.090876 -24.471746 -15.493979 21554.616764 24.471746 \n", "... ... ... ... ... ... \n", - "999995 21967.276751 -3.861301 -29.294693 25390.430889 3.861301 \n", - "999996 19944.063682 16.584199 18.980458 27413.643959 -16.584199 \n", - "999997 26578.854458 25.363975 -10.558752 20778.853183 -25.363975 \n", - "999998 25508.542510 -15.495462 24.979054 21849.165130 15.495462 \n", - "999999 28899.593934 -10.125746 15.671164 18458.113707 10.125746 \n", + "999995 20490.522620 3.375007 26.562094 26867.185020 -3.375007 \n", + "999996 17810.541991 -11.275873 -8.124323 29547.165650 11.275873 \n", + "999997 27420.289444 -24.191185 -7.000561 19937.418196 24.191185 \n", + "999998 21422.777726 -3.816689 -28.493862 25934.929914 3.816689 \n", + "999999 19791.570655 -22.172874 10.889179 27566.136986 22.172874 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 3.633983 \n", - "1 -24.874138 \n", - "2 -20.680324 \n", - "3 -2.625609 \n", - "4 -30.065059 \n", + "0 -0.154583 \n", + "1 4.802506 \n", + "2 -7.997615 \n", + "3 -8.220853 \n", + "4 15.493979 \n", "... ... \n", - "999995 29.294693 \n", - "999996 -18.980458 \n", - "999997 10.558752 \n", - "999998 -24.979054 \n", - "999999 -15.671164 \n", + "999995 -26.562094 \n", + "999996 8.124323 \n", + "999997 7.000561 \n", + "999998 28.493862 \n", + "999999 -10.889179 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 130, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -687,12 +711,12 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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HlmXR1dWFlIIP1mxLKMGuAmpZVuKEhnwEXlcRzNRvvKcgLFy2LikMwG+ecUknFGUyDJqmyZIVm3wN7fnMIcnrx8CMiW5lWiQMRsnPI3h/5Ube/3BLThsH2cpJR7bn66sBJJd6p/a5dJ5cqffqi3KWqqAsWbE5oRRmywHT1/VVMTzpzcZTOmNxqhKZS+JH7+9dBVoIQfW89EpzLvJXb3a+pZR0dXURjUZz/k0+5eTS1umMK/k+j1encX+b7h65eC9k82gVQvQI6bGF6KFc9zaEJ9fnzzmXh5SUvzcvJ4+jgZj/8rlnpn4zVEJIlIHCg67pCeHMxX3hiRdG5mzl2V6se790ylc+pJaVyz1N02T9Ko9Xh0dBzPUebtneEJV8cx940XzKvBjCizdnSLayc6lPLBZzlBvhr7xc7MzmvTF4+CkrfX0Pbju7boHe+6UmZcvF/TlTfxdCUFt9lj27tnP65G4WvvMf2PX1GnZ9uZJvvljJ//yvr7N/1yZ2f7OOb75YwV/9p+f5YOF/4+zpgzkZ54bKxH0pkyl8YaBwFWDTNHl/5SYk0mMwcJQx11jhhNnZ8Wuz19N7YkOu5DIO3HsKIVi8YgMLlmXzuCBx/ZIVG9H09AZyVxnPZNDu9v7rfdiU17iSjlzmB13XfUNQvEYdv3Xdryz3WftrJ6yvc0aqZ5l/DovMZfl5ePS2Tm6Yaab8EH54FRJvH8o32a1i6JNOIe6N7NIXd3hH1u7+OzXx4EAaVF2EEFTMnU8kEskrLDTX+qUq8enmgHTP3n19zlXLiaRNn9Q2kTLJWOSsv/4VSPf+s8npme6Z773yuZ+fx1F/9TW/+2Rq50y44UB+c3hvQkgGYjwpA0WOmKbNhrXvJga9aZqsW/WHHhmFhZSsX/0HIpHIgCsx6cIJUien1I7jVex6kzDStgVRT4hKb+4FnoFFz4GV+rffpOsVPv0GRrrfWKZH4E2TVDHVpTsfgcrdodywKn0YSrbBnG6R6Y9JoLcGGG/dvG2QVtiP52UB0EjvrZJL2amKUmdnG+1tjTTUnufzHUv5YOFf8v/9P7/l2y9W8I//40/5cMlfUVV+nI72ZkaNnsCkadcw44pbmHnl7cy88nYuv/oOZl5xK9fe8FPOnT7AnH/8c8rPHkypV0oISNyot31z310XFZlJDc+5GEYhKQXLVm9Jq7j77aBny+2QqhgPFLqu5TX/ZssJ4fWqcxVbKUXCSwGI5+LY0MPTIx+PEic3xEaWrNyIacWw7J5GzHS/dcvLt33dd5Qq2CXnjBIsXbWZZau3JNYny+4Z152Lt4/j4dFtyBIiext559hUY0CmPpcp10Yu/SMXLxi3vXpjcPcaH1M9eRRDi74qrv2ZKyLfuuQiUwyUgcKvnFRv6dQ5pzd18f7OmzQ33/CKXPM65NumQkqq5y9MWw+3f3SHhySHLOYrow7W5lE+5ebShvnmN8tmTMhkwMg0RnVNu2jhKukIDEqpQ5TuFyj8hQ4JpmWiaxCNRKirPsPf/OVbSGljRiMYgRCBQJBAMMyZE7u5ctZtlJ89wo5NEsu2OX96Pzs2zUPToOLCUYxAmMLCYlqa6xk9ZnyiGNsWTmG47kwy6Tu3jtmEhJjpCE+GYfRrO7n01QvEDXXJZdURQrBx9Ts8/OSv04Z3pP5t2zab173H48/8Nre6rP4Djz/z28RvN6x5lwceepVPty/h8Wd+i2EYCa+Tx5/5Y9/7OIKszaa17xEMJA+vTIKdW3/3XXnrM1DvL7VuIqWvpdbNxQ0FeuixN3Oum5CSTeve45Enfk1TQxUNdRf4/KMPOHVsFw11FxC2iWlGqastp7riKFJKGuoqASg/ux8hJQ11FWiaRmdHK9989kHi3iePfsOIUePQNJ2JU67ix/c8xcTJl7Pr2x088sTbbN+0EMu2CBgGtpAIYRMMBDB0gwcfe4Ouznbe/Yc/p+L8YQ7t+zTrs6jEbRcXV6l5/cXHk/qbV8jLRRjLRTjIrLj3LvRECDutlxiQ9/juFuiSsSyTaDRKOBxOK1SkS4LovXcqyW3ilO3WOZex4Cr3sVgssfueev9sLZrumXuDtx84niTdoTVLP9yMbhjxd9bT6OM3Ty9dtYVXn3ssY5n5hIW6c/GSFRt5JX7fTL9PXVeyGZ8ykZuBwjGCZMrD4hqS/dYU98h011vJCOQmhvZ2vCh6hxteoaFBDjlpMvUbxxjZ+1AfIQTV8xcmFP1M11uWhWmaBIPBrHXuL9y+rut6Tvl73HCTiW+9kbY/u+1iGEbavt/DIC4EupbZ6yDpb+HoOq5N3g1lSDWgZBtz7u9Sr3PzJHjr7vYFw+gOn6yct5CCYO7qqF95bn+d8uu3Ep9lk7n9+mQmWdivHqZpUrdwMRPfeiP9dTnMXZnGgbd/+ZHJ0ODmGpn89psZ17Qev4uHqxi6zrQ//nXS+3OfJVu9+sqAGSg0TZsDPAHUSilviH82BlgGzATOAi9IKZs0Z0T/LfAY0Am8JaXcHf/Nm8B/jN/2v0op5w9UnaWU7NiykIJwQcbrYqbJ3/7Vb2hrqaWwaASzrruL8gsnsMwotmXS2dGCaUaorz2HEDbnzx50JngJleXHnDPiPULaob0fUVBQTNmEaZSVTaWurpJQuJBD+76gvbWBQDBMwCjO61ls0W3kyHid7T+xeCco18iRdZKKG3YguxDhdnJd07Gxkybj9GhsWvsejz71mxyey85rl8e2bYSdLASnS/KYboB7JxgpSezsuZ+7oQ5P/DK7wcSvnL7iXbjdRdS2nbwdXqODFrecupOZEMLnvWhs3TAvp2fp6myjqaGKpsZKdn21Gtty3NCPHfoS3QgQ6WojFC7ECASQ8YVB0zTQdDQNAsEwAIVFI5h+2fXU1Zznhlt+zpmTBwkXFPP4M39CQWExW9bPQ0jBzbf/IlG2n3ElNX4xFC7kill3Eo20s3nNP3HdLQ/k27RDmuE2F/vtivuNBSkFi1ds5NXnHus3pSWdMcEtb/nabQSDoZzuk4tC7XohBYNBp2zcE5Js8JwI5c5lruC0bNVmjEC3AC6lpCticvpcBVs/3skdt1xLRXUDX+zcz7nyatA0Pv9mH9W1TRw8epqWtg5KS4oSv8+lrkLYaLp/O8diMWzRfY9oNEpdQxOdXRHqGpqJxkwiUSdMZtmqrQjhrCuhUPa2dMoWLP1wC1KKHn3DDaEx6LlblPp8XuHTtpOTgQohiERNOiPtdHR0EYnGQNMoCIXZe/AE0aiZdK98jDRC2NQ3NlNb10RNXTO6oTNyRGlaD7mlH24Gzfk71SiW+h4cL5cNvPbC41nr0Rcl37u++a2BqWFArpHF20+9dc4WZuRXtjJOXHyc9TI3hTcb+fY/rxJp6HpGF/tuOcsxZngV1f7ET+l1vRCm/dHbaZ/N+ztN03qVeNSvvTMZf3qLkJKa+YuY9se/TnyWbWff6/lgWvEkjDluYvaHt41td3uqJDygpfNeJr/tbzzwe5emaVI5Zz4T3nytx/0t2/Kta1/rn+ohbJpmkiHf7V/pniMbhq5jmiY1CxYz7Y/eBhwd0dD9TwFLjNM0CXK9+mH5e/My9vu+MJAeFPOAvwcWeD77d8AOKeXvNE37d/G//0/gUeCq+H93Af8E3BUXov8TcAeOtv29pmlrpZRNA1Vp17rvdm73JXgFhPKzB2lrqWX65bcweerVPPLkr9myfh6W7Sh1rtDz0GNv8tn293nwsTeJxWJs3Tif2Y86HWzD2neIRToxY13MmHktrc01NDZUcu7MQZqbapFScObE94kyNU0nFCogFC6iva2O5qY6Thz5jkhXe693lvwEORchJRvWvMPjT/t7CiTu4UlK5udq621HyM2CmOkar9dGLs+dzgCTL0m7jHkuBq6QKaRASnzr47cQWWa3BduyLAI57DS5BgfoaXV1EpLOSftOvW0rhGDHpgU89MTbic9SXdnc+6Z+btsWRw5+zekTu2hurCYaaQcgXFhC2bjp3PHjRzl/7hiPPfMnfPHRSu6d/TKfbF3MLx59g+2bFvDks38CwOoV/4yhazz29B9h2zZbN8zjvtmv8PHWxfzkZ7+kqakJkARDjkHRTZ6UuuC4fVTX/d0sHYOIzhWzfsS+XZuprT6TsY0Hy5WwD8xjGM7FuTBQlnvHi01gpCjk2XaNM5Hc37p3j97/cAuvPf9Y/BqRSMLp3YizbJuWxhaWrdrKbTdfy9nyWjq7YvzF38ynuraRmrpGpJR88tUBAL787hAAew+eTtxj9/4TAOzafxIAw9A5eqKcKy+fynVXz+Saq2b41teLa3jxzl+2LThy/CyHj5/jL/92ISfOXCAWs9j66R4Atn7qrGPb4n8bhiP0fLP7OKFQkPb2DnTDySFh6DoXKhsIBgNUVtXS0NyOrmlEojHOnK/EshwPtd0HTtPU3Mpn3xzAFjbhUICiokJKN33GkWOnePqRnzN2zChCoQCBgEFXV5TOrghnzlWwZtOn3HjdVTS3trP30Gk6uyJ8/f0RGhtb44b9nuw7fMppz0NnuO7qmdx8/VXcdvMsAkbmnauDR0+z/8hpqmsbWbv1mx7X7D5wkpuuvYKW1hbaOzoZOaLUbf20joXu2tDa1kE45KwJqUfceg0x7rvqS2hGLrh5WbzGFe8a0W0YshLeNF6jVjqG4Xx7SZGqyORrZHA3uXLZMMtGzLIw4snNM2GkrP/gn+Qw3a61d1PJlSm8XlOpO/WpZULPfus1nPi1XX/283RJHV1vQ+8mVToyKd1u2zj19c/tY1kWsqOT9k8/R5RXIFtbiR05SlNbO2ZFBXLkSKJ19RijRyX93u/f6XBD4bpDsbvzMlXMnQ9S+uaDcA06QsrEu3Q9AmzbxvAxnCY8P3KcPvOZb90+NfHN1xFCULNwCcUF4aRrepPQNJVc7uFuZLrd0BYisZHiPVigZv5Cxr3+6oAe+ztgBgop5Weaps1M+fhp4L74v+cDn+AIxU8DC6QzMr/RNG2UpmmT4tduk1I2Amiatg14BHh/oOothMC0TLZumAca7NiykEef7N6x72hvoqbyBOMmXs64iZflfRybEM5pIRo6BYUlFJeM4s6fPklhYSGhUAjbtln34R+IRju57Y4H+Hj7B8SiHQgrRjTWRTTSwYmj39HR3szZU3sB+OaL1QQDYYKhAuqqTzFiZBlVVecIBgs4f/YwU6fPQtc97lWpGXAtk7qac9TVnKPywlG+/GQ5VeXH0A2DIwe/YsTI8Ywpm+Trnusq37kKPT2U2R4hLLklbnTzSHgn+lgsRiyH85+97ZBLmEqqkcNrlHEtym6yR79wnHTlZy037j62beN8Zj/2ZtJ30WgUTdMoKOjp7eOtX6pBItXAk86wBI44kbowb1j9Bx6JjwczLniYsQirlv8dkydN59yZg5w5tQ8pBLpuUDpqPBOnXMWIURMoLColYBjcdtejNDXVU1hYkqiHcOMP4y6HGQ1Zwg3BEj12QKV0DBkPPf5W5sYFTNsJxfnFI68DUFBYyszLb6Kq4iRSiKRywEh4X0ipJxlShjrDbS7uOY585iz3Gs/79xo483LTtG1a29o5fb6aqpoGWto6sSxnfAYMg1Eji7FsSXVtE2PGlGIYuS2bzS3tVFTXUV3XjJQan361h117DvHAz++kuKiQwoIwuq7R0Rnh5Olyauub6YzEiJk2XV0RolGTg0fP0dTSRktrR+JZPv/2YKJumqYzY+oEigqDFBaEuPcnt7H7wFEeuOcOvvh2L089fC8bt32ObgR4fPY9rFy3nTtvuZ7tn39LW3sXuqGz/dNdbNrxDYauM3JEMUJCfUMzXV0R1mz6tPvEJrpPtqpvbGbvwRN8v/8EtfXNbNi+E03TmDltIuPHjqSkuJCf3HETew4c5dYbZ/HtnsPccO2VmKbF3oPHsSyTKZMmcOZ8JQUFIYSQCCExLYtTZ8sZUVpCU0s7R46fRUhJMBAgEo1h6DqhYIApE8vQNfc30BWJ0dTczqLlmwH4Pm6MSWX7Z46R5Nu9xwEIh4IUFoaYNXMqP779es6er6C4qJBw0CAQ1AkGAgihcfP1V7F26+eUFpfw3d6jfPr13sTzBgI63+09Em+T45RX1PDtnqPUNjSzduvX6LpG2egRPPXw3SHq4c8AACAASURBVJw6e4FAQMeyBJGoRWFhId98f4jOrgi7D/w1l02fzJWXTaWisgYjoLP5o520d3Sy+8BxTp+vpq6hmZq6RoSQbPt0NwAjR5RQEA6gGwGuvGwKlmUnwlVeevYRj7JlJz7zGwP9tW4KYSepoq7h4oPV23jhmdk4+T22oGeQndz6SCmJRCKsWLuDF56ZjaZpSQa+4cRw82TrL1wX/mCOmp23L+aqpOaqCOZ6GoOfzOmtU2pOCa9y7P1dxZx5jHvtFd/fpYYpuEqqe7332Xrb51Of191Fn/qbt+JjKfl6KSUiEkXGFVS7ucW5h0YiB5eMxRAdHUjTRLS0ItrasCMx2j/5DFFbi1legblnL7K1DUsImrbtAF1DLx2BiEbpunABLBsTKP/sC4xxZchwAWLsGDoPHaZo1tUQCHjW8PThm27f8nPE8oaXJNrDtj0yXfd13vtVzJ2fZAQzOzqxWtuxa2vjnu/JoSpeg0dq3arnLWDKb97u8Z333bubkN451fAYnHv81u2HGWTlVG8d93dJxiQhMK2eepTbBqFAIOFN6ua5mPjWGwlDykAaJlwudg6KCVLKqvi/q4EJ8X9PAS54riuPf5bu8x5omvZb4LcA06dP73NFNV1HSpEQzlwBub7mDLpuMGX69Tndx09JdcMa/K+3MS0LIxBk0tSrGD12MlLahIIhbCEByYOPvM7m9e8R6WwlFulg0tQrOHroG2LRLiounKCq4iTtbc7G5jt/txtd1xk3YQaTplxByYixXDh7iPUf/gONDVWcO32QnZ8vd1yK45w7vTfx79PHdyX+XVI6GjSdULiYcEERoVAhoXARa1f8PY//8k+B7LFSbt6JBx56NUOb2QmLXa7x5dnws07bQmRME+u3g+go0d1Z/d1JwDU8Pfjw6z1+n2nX1W8RTJ1wvFZLKWViR+LjLYt46rl/kfZ+kDlPiG3bxKIROjtbOX7kWyrLj7F57e+JRtqJxaLUVJ6hoe4cgUCIcLiAQDBEVflJ1q3s4sSRXZixCCcOfU5Lcy0Axw5qTJx8OVOmzeK+2a9x5PAuDCOApmlp36GQkq2b5hOKx4u6C4hreHGttyJuMMhJYCF5Yk9d5IRw3cSd2NqtG+YRCAbQdYObbvsFZ0/t4/zZQxnL0C7C5DzADNhcPBD47dxnvl6wYOk6Xnr24Ywut8dPXWDH57v4cuc+YqZFaUkhkyaMpjAcQtM0ojGL5tYONn30TdyrAkaPLKFszAj2HjxBW3sndQ1NdEViVNbU88GaHZw6W8Gxk+dZv+3bpPL2HHA8F77de6xHXXZ8vjvp72AwQDgUQAK33nA1o0aWMGpkKUeOnebxh+7hky92EgqFeOPFJ5FSsmj5OqSEO265hvLKai6bPol9h44xcfxYiosK0I0gE8ePZdSIYq6bNZNjp06jaTovP/sosZjJ0ZPnOHLiHJ9/s491W79ESth94H8QDgcpCIeobWjh7PlKuiJRPt95mPaOLsBR8CeMG824sSMYVzaSV3/1GMtWbUYC9919Kw2NjfzsxzdT19DAE7N/iqZpmLEItrB47snZrN74CZZtomndgpSuG7z87CMs/XAzL/7y4UTI2cp1HyXCOZ5/ajbL12x1Yq7ja3UwWMDTj97H/KVrufG6q+mKRInFTCKRGAePniAQCBAMGBSEQ/zy8fsZM2oEqzd+nKhLKBRi6Yeb0HQD2zKdnWPDIBQKcO3VMzl49AS6bvCnb/4b5i3dyMQJ49h36AQnz5TzP/9pKQCffr0v0S5TJozl2Sfu5+Tp82iaZPa9d9LS2pxQCgKBIK+/8AS2bfMP731A2dgxHDp2hk+/3pMIJ9l/+CyaBsFAgGAwxLQpEwiHnGe445br6IrEqKqp58CRU6za+FlCkTlxuhJwPDiuvfoyDN1R7P1DpSStbR1cqKjmfEUdazd/gZCSrkiUk6cvUFDwJaNGljJu7ChGj4qHpfgoBFJKauubqK1vob0zwtLV2zl4+DSWsImZgvPl1Xy96yCdXREKC/3DaFPXQDdxbSAQTHgbvfnSkz3in4eJwWIew9STLV2OgVzJRZlxd8NT36eriHWHDSTXQQhB9YJFTHn7zdRb9iA1x4I7HizLIlbfgKyuJnrmLJEzZzErqzDPnUNKSf3J04SnTiFWVUXX/gPIHE5LyvW5/Qwf3vaueG8u415/NdEurryZ+j6klMhoFNHeht3RSfu2HdinTtOxYRORUIjo8RNoW7fDmbM0f7CCtp3fQTRK0+kzmKdPIyNRiEQ4/8EKp02As2vW+da5YtUaAOpWr0181vTxJ84zjx0D4QK4YhzaiBGI0hL0EaVM/9PfUjF3PmbMxO7qItDZidHWTnBEKV3f70GUl1O7bz8YBgSDBCaMRy8uxqyp5dze/WDbCNvGamgAKanZt5/gtGmImlrkmNHIPpwE5PUK0gG7ppamd+YQ+X4PVmUlSEl0w0bQNKJlY2kdN46SB7tDgf1k01gslpRfz0+XcKlZsDjraSWpRodM+oXXyydb3hI/MoWx9PBIiY/PUCjU72Eeg5YkU0opNU3rN589KeUfgD8A3HHHHQPiC2hbJk315Ywum4oe30VzX46QIr5YakjZHeYR8+RwSLgj9SKru+tp4N43GAwTHDkORo7jZw+8TMx0dk0ChsHDT7zNhjXvEulq49rr76S2+gwV549z5uQ+WlsbkEJQVX6cMWWTCReUcNNtv6CurpLZj77B7u92cN/sl9m+eSEakltuv5+GugpaW+poba7l5LE9dLQ10Fh3Aa/L3v7dWwiFCqmpPEFbWzM33XovRUWlaLpBdcVJPt3+PpGuNtrbmjl1fC9nT3yPEDadna0Eg4V8VVTMNTf8mMlTr0wotFvXz+UJzy61LUQuuZp8iUQiSfkrkrw4UowEruAjpGT7pgVxzxaL2uoqqivPUnnhKH/4u/+FsWWTuHDuKCNHlSFsm9aWBtoaK2huriccLiJUUMyKxf+dp57/V4CeeIf5GC3AOaZz84a5PPXLP0HTNDaseRfLtigMhX3v4Uc02kVl+Wlqqs6wZf271NWco6bqDC1NdUgp+P7r9QBUnj9MSelojECIWKyT5sYaWlvqCIeLsKwYkUgHdbWOnhoIhJh+xY3c8ZPHKb9wkief/ZeMHDWWHZsXcOWs2zl2dE+PerhjwIwfTWgLkbSrIKVk26b5SV4fTmjK3CQjU6YJVqQxZKTbUfcaG2Zd9xN0I8DBfZ9SUDSqx7WXIv09F/e3sTjVsJj8nZVk0PKSLjFWZ1eEjdu/5qMv97B685cUhEPcfddNWGaU0pKCpF2lQCCIoRs89ei9vLNgJXWNbTQ0tXLybCV//XsnUeuOL7r7uaZpTJlYxrixI7nv7tuYOnk8n331HYFAkKceuZcNW7/k7rtuJmpadHVF6ejsZP/hk9z309v46ts9hEJBCgvDIAW2LSgoKOKVXz2S6M9NTc1cNn0SX4eC2MJmycrNvPjM7Hjf7l37hkJBrp91GTdddyU6kvvvuZ35yzbQ0NRGNGoSiZnsOXAcTdMIh4PcfvMspk+ZwDVXzuCrb3eDpsW9mXxcaVMMg8vXbPNVbv2QUtLR0cGqjR/z4jMPx+9hJwmDQogkg3hJcSGjRpRwx82zCMR34d7/cBOXTZ+QMIIIYTNqRDEr12/PO9zBFQzHjB7BM4/+jPb2Fi6bPp7OrhhIjYfuv4tRI0vY9sk3SGFz9MRJJ2eJz7sRwk7k+hk9soRnHv0Zv3zs54DGouXriZkWoWCQV371CCvX7+DV5x7Htm0WfuAoDU3NzTz/1IPOiWJbv+CpR+7l6IlzrN70KUJKTp+r5Hd/twhwDCbFxQWEggGq61owDIO29k7Ol1ez9dPv6eyKJOq17/AZdF2nIBwiEo1x8mxlUr11XaOosIBgwODoyXLQoKGxhfrGFtZs+Spx3YkzlQQMA8PQ+eSrPUQiMQ4fP5eoz7ixI5g0YSzjxo7I6DXnfUfeUBbTNFm2aluP5LlDleHmyQburrnj1p5tN9+r5GXD9Tz15qARQlCzYDGT334jkRgymyIlpUSaJrptY1VX09XRSaSmFuv4CRrfm4dZX491+CgyEqHuk88QnV1UfvEVor2DtrUbCIwe5RhA6xuQnZ2J+2rFxQQmT4SwI2OJ1lbaPzqB7Oyk5ntnvj/37XeEr7qKWG0tbSNKMc+cpXnDJohGsVtasRsa6Np/gKovvsKqb6Dxs8+Rtk19NEr4huuJdXTmZPRxFUIhBFXzFjA+bqwAsJub6dz5HdbO76jcth3R0pr4XdPO7wBo2d294Rj9zgm3a9mz1/E+DIUQUqIFg2ilpRAOU3zXnbTv3U8gEGDkT+5yNpdcmdgWdO3eQ+GtN9O263uK7rid2OEj2EYAvbiICb/9I/SCMDULFjsh7zjzbcD7jJoGBQVoxUUEJk+i7PVXqVmwGLo6KbzuOlrXrINoFCsaJVRaimboaIWFEA8NtCJRNF1DC4fp2rUb2dyMBOq+/Q5t9GhaysooueP2jN6T3jVESun0naPH6fz2O6Jf7wTLwgwGKbjxBgp/fjddJ09RdMftNG/djl5XR+M//DMtS5ahTZ+G6OrK+P5cvHkbYqaJFY1iV1YROX4Ce89e7GiM6mPHEdEodn09kUCA6voGjLIyAhMnYLe2UjVvAZPiiVVN26Zy3kKm/eattGMzW//KZnh0k64OFhfbQFGjadokKWVVfLKtjX9eAUzzXDc1/lkF3ZO3+/knF6GevjTWlyOETdmEGT2+c3Z5bXS958kN3uzlOzYvRE/j6pbLhJxO+UpF03TCBSVcd+M93HL7A4lOGIlE2LZxHo8+9Udomsaalb8nZpmUjZ/O+IkzCQRCBINhAoEQAcNgyrRZ7Nv7BY89+RtCoRBb1s0lZllIadPV2U4s2oFtRpk05XKOHvqars5WGmrPs33jnKT6nDj6LYFAkOLS0diWRXHJKIxAgEhXBx3tjXyybQGfbFvAmLIpXHfTPVx1zY97xLGma7NUd27v30II6usqqK44TVXFcTau/kfOnjpIQ/15aqrPEQyE2LTGJBQupPz8Eb79ah2GEWL3d1uJdHUSjbQTibTzzefLkxKbGkYAy4yAlASDYRpbq9F0nYb6SpqbarCt7mRC+77fwoiRZYBOuLCYuf90nJ/87BnGjJvMlCmXE0hJupeYbDxSbdLRsJrueOGI7nwLrpBumlE6O5o5tO9zqitPc+zQlxw//CWN9RUJL4YzJ7+nbNxUJk+dxfU330ddzTnuvu85du/6mIcf/w0fb1/CA7Nf5bMdS7n/oVf5eOtiHn7CSYKzY/MCHnr8bVYt/yds2+SRJ35NMBhk8/q5FBaVkg3XYyJg9NwFcfu13/vWNB0puxeU7ZsWoGXYOfMaMjK5CKYSDIUpHVFGxfmjXHb1j3Iaa8OUAZuLL4axuLss5zjIV5/rVlLceTRmxjhfXk1TSzv1jS1U1zZw7OQ5TpwuB2DkiGJuuu5y/vzPXoX4fbwyjav8GrqBoWuMHlXCmNEjMIwZmKbJbTdfx6btX3HHLddRVFjI7n2HefPlJwgYOstWb2b2vXdiGAZ7DxxC03Q++XIXJcVhZkwdT0FBAYFAgFgsRlNzK7feeDVHjp9ASjdcrPtIymRvoJQjo/3iaz1xuO61lhWjq6sryWDgZyyVUrBx++eMLxvJxPGjCQSCaBA3wDvH/L30y0cSCoTr1ZXOcJxqTNR1Hcs2PfHL6U8akVKwYt32pNw77jvxwzVWudctXbWF5596MD4/9hzH7uf5GHbcRKnhcGH8HhqGpjNmVCkBI8g1V81MeNdJvAp1d92Sn1WwbJVzlKkQzvO++MzDhENBAgGDQCCYdv1z5/0V67YTCoUpCIe47uoZHDs5nRefeYjFKzZy7dVXsH7L53R0RemMxOjojHKhshYpobSkiKKiMDdeeyWTJ45jzKgSvtt7gOLCIl573kk8u2zVVp58+Oe0dXRS19BMZVUdn32zh86uKLYtEnl9rr5iOqNHNnL3j27i8LETlJQU8dZLT7Fi7XZiZpRnH/8FH274mB/ddgMr139MY3Mb1XXNlFc1EAwYSAI8MftuRo4oTnE3dvqCpvUMoXTbYJgzbDzZhBCUvzuH8W+8RjAYTOvxCclx/ok1WPPOM90ymtcFPXGaRFcXnSdOEjt1Guv73TSeO4958hQyFiVmCyq2bHPCEKJR2pYsA6BqzfqkOrQePAyhkKMMjygldPVVRE+fJnzZ5UTPnEEKgTF1KrHz5yl+4F5CU6cSnj6Nuq++ZsxbbxAIBKhesAgpJKNeeRFd12lZsIjim2+meeUqAiXFRA4cwG5ooPnQYQAa4gYAdB1jzBinjJkzsDWd4LQpxI4ep2PLNtrXbQCg+vARiu+8g/CN12NMn5ZU/275xfOhaVH5V/+dognjiezdj3kqnmMoHKboJz8m2tSEPqIEioope+FX1K1ey9jnnsXQdJpWrKT4icdpWbuO8W++Qe2y5YBkzMsv0rJsOUI681vpr35JZ2cXAcOg8NGHsW07EX5u2zZmRwclTz9Je0uL831HB8IW6JqGXpD7plkqsqCA5uPHCd94A7aUGJrG6JdfoOn9DxjnSVhZs2CxY2R+5SWCwSCVf3gPUVOLXVuLXt9A/T/+nnqAwkK08WWIomJa16wjWFKC3dVFtL0Dc99+GqprMQ8fRra0UrX8QwCM0aPRp03FmDyJ8f/2X6MXFDjPvGQphQ8+QFNFJYGAwdgf3UnL0g+I7N1P1R//C/SZM4m2tcU9faWvUm+aJrXzF1J69dWIb3dRt3Gz47UCEAxAuACjqBAZCDjeIpZNZM8+7MbGbk+MggLq6xsouedupNWdsFNI6ZvY08WKxej4eifRb7/jwmdfYNc3gG1DOEzd+fMU3XkHdmdXTjporp7M/cHFNlCsBd4Efhf//xrP5/9K07SlOO5sLXHBeQvwF5qmjY5f9xDw7y9mhb0CVnNjFaFQIcUlY/L6/Y4tC/lF3PVf8+RxcJQumXTWbC4W40zXZOs8jntQ9y6ERCa5jPmVpXuudwVcxwASD/UIhrj/4TcwbclDj73J5vXzQNrcP/tFujo7+OzjleiGQWG4kCee/RPWr3qH+2a/jGEYbNkwH8syEXaMiZNm8PVnK/nyk+V88dEyCotGcP70AR54+DWmzbyu+xk99ZBS0t7WzOb173H9TfdQV3OWT7YtYc+uHYSCQaorz/Dlx92bC7WVJxFSYllROtpbELZFU0MFsZizg3T2VPduqG4ECIeLKCoaye0/epTxE2dw4theguFCQqECHn78LbZsmM+Dj7zG9s2LEMLmvgdf5rOPlmHbFh3tzQgzwtQZV1NXc4EzJ/fRVF9BnXWGc6f3Jdpx1OjxjB47mTFjJzFuwnQKi0rZv/dzdN3g8IEvqK89h23b7P7WSZ5XXXEC04ohhcWa5X9LZ0cr584cAiStzXUA7Nu1xclAX1DMzCtu4sZb7mXs+OkcO/I9zzz/rwmFwk7mfdvm84+WMuOyGzi4/xvHhTBlJ9RKCbvw9o/N6+cw+9Fk18pYLFlR8Cbp1HW9V8fTpoZpDGSIRXHpGCovHGH65bcOWBlDgCE/F7vGXW+4F3Tne3FxExvvP3ySnd8f4nxFDXUNLbS0trNhe3eYRTAYYOqkcVx71XR+89pTfP7V92i6QWFBmK4cd0GAuCFa44oZk5kycSz333M7hmFw+uy5jEkTdV1H2BYr1m3nlV91H0uZ67zvKueZPEryQUrJkpUbee7JB5N2Mh0vwD7fPl6Gv5HBtgUr1u0gGD9azl0TvTvk3uud/6fPl+OWtWTlxpyO2+z5W88OVIbrhBDxkDt/g0O6TPdSSpav3Y6uOy7aqV4BbrLI1Drn0jfSPWcwEODm66/k+MnTiVAYTdN4/qnZiff9/spNvPyrRzEMg66uLo4cP4GmwdJVW3jh6dnxsBAoGzOSiePHMuuKadQ3NsTLNXjh6dkJBXXZqq3cd/etVNVUJXmrCCET73rG1InMnDaBmdMmEItFqW9so6q2mS0f7+TjL3bzwtMP8MgDPwb8Pafc9vCGPV4qDHVPtvg9Of/uXKa8/Ub85CG/E76y43oDTHn7TbSmZjpPnabr9Bli33xLxdc7MSsqwTVEBoNOTqBgAIoK0QyDguuuJVBYSOTYcQpvvYW2/fsZdf99FE6aiCwtpWHrNsb95m2q5i8CKdF1jZEvv0jj+8sY++br1C1agmVZlL74PG3LP2T0G68mTqrT9uz1lYc1TUOEQgRvuQnjyBHGvfk6hmFQPXchIx9/hIb3lzLx1VcIlBQjg0E0w6B63kJKnvslTUs/oPSlF2hZtoKxLz5P5PhxWpcsQ5OC5mXL4X3HyEJBmOpd32O1ttF8+gyxigoMILrre6yqakRbGwBtgQDhWVcz8rVXaLxwgfDYMYx9+01qFixG10BI0MaORYbCUFIChoEsKKBmwyYKwmH0gnDCG8zFjntKuAalmCWTPJu656KUk4dc2Uzr3iDIZ1PIvT7VmzYVdw0E6ZwysnAJk996HS0chimT0adMJhQIMPGJx4js3Uf9ig8R1bXY0SiNR44m30zXiTa3AGBMn0rpww8RvvoqwldcTsW8hY4c7JF3vc+uaRqFN91I6PrrqPnrv0NrbCS6dz9Vb/4G4/LL0adNRY4a2f187e20795D68efYn29kyZrLYRChO/9GQU33QgzptPx6WdoukHZqy9xYe4C9CsvpzBcwIS3XseKRomWV1A/Zx7UNRDdvZeuTz93QmHGj6dtxnSkaWKkbnRGIrRt20Fk53dEd35L1LYhGCR05+0YP/kx7YcOo0UiWJVVNP7TH0DXqYtGKXnhuYzvKjXfhtczBPr3GOiBPGb0fZwdtzJN08px4uZ+B3ygadpvgHPAC/HLN+IkAzqJkxDobQApZaOmaf8F+C5+3X92XdsuFq6BIRAI0tHeSElpWVJyGT8Bwh1EmXaEvffftnE+RsBg9qNvJgZrup1htz7BYCinuMt0FjEhBJvWzSFVEk1yn5UyntAzczmpbeAcEWlQVDyScEEJ4YKihKXcL/4PIBgq4LYfPUJrSyM/vucpli/+K5oayim/cIQF7/xfABhGkEAgyIkjX9PaUs++XZvp6mpH2M7A2L9rCwAnj+4kGCpk2oxrGD/pMkpKRnHP/S+wf+8XPP7Mb/l4y2J+/uBLbN+8kIBh8NDjb7Fx7btoUvLzXzxHpKuTnV9uwJYaIDCMAPc99DqhUIiqqgvYdrcxSabJTB0IBCkuGU04FOT+h15LnOJiWRZIm5tvu5fG+kpampzTW+pqL3Bg7ydEIx1J9zl+6IvEv08d25lSikZTQwUFBSVIYXP51bcyavREKstPcf9DrzBm7GQ+3r4MTcMxIJkm58+dALS8BDu3j85+7E3fRdvN4eC93k/BGEjyXRQzUVw6BqSko73R10NnuDFc52IhBIuXb+TpR3+eSLS3bNU2Xnr2IceoazuJvKLRGP/3/zuHU2crMAydqy6fxh23XENlVQ0/+/GtTJowlimTxlNSXOjsOK/dwZSJ4+JldM+PqUpyJrpj49MvoekUy55KqEjkbXDrkdrVnPj7TWiaxvK129LOO8793MRd2Xc60p3E012uux713iCYfBxf945g6qk6zvfOO/hgzTY0/OqSvaxcQ8FSy122egve410zIaXggzVb46d2eT9PX6bf8+Zajp/Ql+tRtumwbRvLNn13wTUNlq3eAkiWrd7Ci8887Dl5xnkP2fqEtz+5z+51Q9Z1nXFjRzJpwlge+NldzF+2mQUfbKaxuY3Xn3+kR4gQOO2x6IMNvPDMbJZ+uLmH9+EwZNh5smmaRs38RUz+tbMx4XWVj8ViCe+K1PXY6uigY+e3yMoqoufOY+/ey7k168GbO6CwkPCNN1B4z0/pPHfeUbo3bMKUglAwmFBiR8UNCmLJMka8+BydkS6KH3yAwsJCx4MpHE5savjJr7YQWLagZtH7FMaNdaljyU8Z820PXcMYNRKttBRt9CgwDIRtg207bvgLFlPgGmKlpGrJ+wghCV0zi7I3XsWIxoidOEHX6TO0ffQJ+uhR0NKCXV8PkSjSMNCLiym8+ydEKirRR49k3L/6MwiFHK+OuQu6vVCEwI4bZPyeWdd6hje4Xhq2EEjPnOKXxLNm4RIKQj2PDfYrS8Rz5gkh3bySORFzFd2UtdXNNeL8u+fpHC76+HEUPfQg2oVyDNe7LxZj8gvPoYfCdJgmDStXITUIxE+OCv/ifuoXL2XyFZcntUtic01Kqhct6aEv6WVjGfe//huq/sffYB85in34CPbhI5jBALHPvsRuauLU0uXOtaWlGNOnMvKN12jau4+SV16ibslSzGPHKQ6HEmUaupZ0UqAWCKBPnoScMQPjsssY/+pLiGPHqXtvHqKigua//jvQNPQRpVQfOQJCYNXWYVXXEAUC48owLptJ6Ssv0X7wIKPfeI3K+YvgumuRwNjXX4HKKhr+9u9p3bqdth0fo994PfplM8kWj+mEaduJ0Kz+ZiBP8Xg5zVe/8LlWAv8yzX3mAHP8vrtY6LpOLNqFGYtQXDo68bkrTG3ftKBPByi5ruqbN8xF2G4SFCNJAfYqedkE6NTFwZtMKum5UlzunON6kgV2v8nd2UXynMseN2SkHsmXahwRUrJ+9TsIIdi+aQEPe46w9FJcMpLxk65g8rSr0SVcde1tlJ8/xuEDX2GZUcaUTQZg+mXXOyehFI/i7OmD3PnTJ9i/5zOeeOa3fLRtGUiBRMPQNSZPm8WhgzvTGhUMPYCmwYiRZRSX2GhGIHnh9Dy7ey74to3zk04RyJVAMMTkqVczcfKVhMNhx+05nsnXtqJEIh1s27QYKWx++vOn+eaL9Wi6xv2zXyIUDPPxtmVYtk0oHObJX/4Jtm2zYc27PBJvz+2bFjB56lUJJSVgGEl5HDaueZeHn3jb6dfxfEPY+QAAIABJREFUI5r8SDbCaE72Yx/X7FRvBjd3R1+8HJy+Y/VSqM9sPAJ3PPnfu7jYGeNtrY1J1w9T+8SwnIvdecirQMdiMSTOMZy/etJJUNXVFWXnnuNI4DevPkF5ZQWvPPsYhYWFLF6+gR/f7nhehUL+Bt10Sl6mUAKXbMq9/3P539fZRc9WntYjBMQPKQUr1+8AYPna7b5HpnVf2y2IrVy/o88u891KZc+jAP0UznTouo4U3cnjnMzrmdvXXeNcrw1d11m2ekvimbJN1elCQdJf77wPp1zn+MxIJMLytdsJuwoSzkaXX11zDdfUda3Htd5+5H7XbUzt7tOxWCxrv0rv1isT/S0dqYK8q+y4RzPmytjRI/jf/vQFFq7YyvqtXzK+bDQP3HOb77VeDxlv+cMkUWYqQ96TzQ8/5dB7jCaANE3aPv6U1p3fYn71DXR20rjBOWVHHzMaggECl89k9KOPYEydCpMm0Lx2PaNfeYmKeQsITJyIMa4MNCeMqj9I9TBOp+R6d+vTyQndYy7z+Eotw9B1NGRiTSsoLKDwtlsxbriertZWxr72CvWLlzLi+WdpWrqcglCQstdfxTRNzMXvO6ffhEJUL1jExDd6uvQ74z239hJSUrlgMcXh3A19rtEmNQTF9QbvEZaShXSGoHTe4N5r/do/+d2R8IaQo0YhdR09EokbSJPfa9JpHlL2aF/3VBBv4vaEsX3cOLSyseiRCFZ1DVpzC8aE8YiKEKPu/Rmha2ahXXUlzR+soOCWm9H2H0jcU+gyUWbNwiVJcqufbCGA0I03YNx2C+KG6yn7yV20LFiMaGlBxkwkELzqSqyyMgLjxzH9//hzKufOJ3DDdVj7D8SNIDox00yEohjTphK+4zYm/4d/R81f/y3RXbuRLa3oN92AnoNHxECd6DHsA/guFu1tjlujX3hHNkUsF4UJ4rkFPELvto3ze1js8sEt17ZtNqx9l0gkklZocD0zhBDs2LIwrWtlprp7EfFB7D63EALL7lb4c1VejUCQGZffxN33Pc9lV97GFdfcxa9e+fdcde1PePJX/4bZj/2au+55mrLx05lx2Q0UFpUSLihy6hQPXfGGg2zbOB/LRyBLPe7U79ndMJxsz5DLbrsQwqmLZbFp7XsJYTNcUMzoMRMpKh5JYfFIxk2YQWHxSAoKSxk9ZiIjRpURDBVgBBwrthselAvujpdbbzcnSmp7JPqNFGzdlHsf9PaRvhon/NykU0l3BJWUko+2Lsp77CQs2IEgBYWldLQ15DRuFQOPlJIV67bHXc6758hDx88TMy3+w799k/vvvg3dx/U7dZEXwqarqwvTiiVOxOmLd4wQgiUrNiLpnm+95eZ7L68Bo2cOiuyGE/AqldI374T375XrP/I1YPel3t3vq2/36b7XjrzGYbLXRs/79cXzwIu7zlmWiS0slq/dlrPNutvTJTfjVnpDQrdHTz7eat3GBOm7jqTra6nGkaWr8ivXDyEcT5HXn3uIm667gvdXbaOltT1RVuo4cI1dUgqWrNh8Ubz0+krck+1rYJamaeVx77XfAbM1TTsBPBj/GxxPttM4nmzvAH8Gjicb4HqyfcdF9ip23flTT8NIhN6gETl0mLr/+pd0rlpL1X/7HV07v4NRI9FuvIGxf/GfmfL+AibPe5fAz+8hdOstFD88m/B116CXlCSU9lxNTd1jyPldNBqNb7rkNlfYcbnUDXd1EUJQs3hpVpkw9XvLsujs7CQajfquQTHLTPJQrln0fk59VwhBxbwFSYZpV2Huq+doJuUyk/FdSEndku42Mm2b8rkLqFqw2Pd6P0NEqhHCTiPTub9PnOTi9338t0I4R48mKfVSUj1/oWcOlYnfpOsrbvv69SchBBfmLkgyaNtCIAsKYcYM9FtuprOsDOP2Wxn54vM07t6DzGFhSH0XrteI20dc40jCCKRphK6ZRejmGwndczfj/+q/UfYX/xlrwni46kqMMaMxTTPn+TEwaSJj/tN/hMsvQ5w4iX30eNI76k9P5VxQBoocaW+tR9cNCotG5P3b3ipMmZS8XJRgKZ0TEYRwzi3PJOBA8s5E6n1M02TD2ncTsbK5IERPBbe/XeVzETa9BiI7Luz41TXd7p6MewR4hbLeDFL32RP1iScB7XadFWxePwfTNBP3dycEd+H2CpG2bbNxzbtsWj8nY5u6E4xbb++i49fHpJTs2LzQid3MY+dCCMGGte9iWWba9nGTySZ2xNMYGLZvWpDcVlmUk9RFNFdly/suveUWl46mo62xV+NW0Xu6japWj3HdncvEmcdq61uoa2jl6suncNn0SYnfL1+7PUXJFyxbvTU+rmTSnOF3fSq5uNJ7+5srPLhKV391n25lLX9vHu+YX7n+o6Tfa1r6cJS+kM8YTH1flmUmzcepu135eGOk4r7z1GdOF0KSTyhFaj0d7wbLt65uPXyF/xQjQDYB082NkWu9vbKAEIL3V25k6arNeJOz5trH+up143qAuF4Qb730GLGYxQdrP/a9PnXNHy6JMqWUL0spJ0kpg1LKqVLK96SUDVLKX0gpr5JSPugaG6TDv5RSXiGlvFFKuctznzlSyivj/829WPX3UzCFEFTOdWQjGYthfbeL6v/93xM7dpzAlVcw+b//jskL5yB/dAfalZcTmHU1tStXdfdtKRO/d/+uXrQkZxlRSEnl/EXY8fAD9z5u3qx0t7FT1n2vkcV9xkyKu7vb7Sh/yfJt5YJF1CxcnCTHCSl9DR65Hr9q23YiMXo6hTof5TGXa125v2bh4rTzj6En18mIh0yAfxvbwsayrbzl5+4x77fx0H2d+97TeQ2aptmjf3nv7W2XbJ6R3nfn916837sbJ93JoTM/r7ft/IwWNXEjkF8beH8jpKRyXs9NyHQIIaha9D7ceANMmYw8fATpORnGrZtrtEnn/dJfDI+ZfQjQ3tpAUcnovHaGvZ29PxZRP8U4m4LuKoJ9QUrJ1o3zQOavnKdTcHNVPF3SCaRCCLZsnJdxQZNSpvUE8KuH36TUn0kZ3fpIIdiyfm7S5O/XXu4O0raN83vuBkLOOUJcTxYhbLZvTja4JFtIZSKZaz7GJHcHJRe8xgA/3PZ2vV56o+VlGhupz+b+7ZZbWDgCy4ohRO/P1lbkjxCCpR9uytrvbNvm5JkqiovCzJw2Puk7/1NgnJh603R2ur27+1KKnL0och0TCaHSR1BKNTZmS/6YCcvqTsqYrr+749t9ZjdkwB3/3UaLvgkamcrPd4c71QjTXyFWruKdKXTM8Ybo6XWST/t432mmuie8/PrBAyBbPTP13dTEndnu7Q0rgczrszecJZusYlkW48aO4v67b+Pr7w44yRF7XOca/pTheCBJKFQ+ype7k+t6O0jbpuG//CXi3HlGvvg8k975Z8K33ULBDdcjcJbvRE6DFMVO17whxiLxvfez1Dp4Fd6Em3qKi37Noved6+K/TVWmEjvu8WtTd9fTtYf7W42eSrNbDz/DQz5u8G5bubkyKucvSvR3v9AH7/XZ5HPvtZmUSyElde8vQ48n00wo8T7lu/dNV7YbMpFtI83v97YQvoYF7zv2flY5fxGZQiB7KPxpjGL5eLhkwrbtRL6TmGUlvct8cd+Da4ARUlIXr7trOEj1SPFb6ty2TjLOecanLSXyphsgEMDedyDpe+89BmJjw4syUOSAlJKuzlaKikcNSvmZjALZFD33e8uyiEajCaE43x2obAaWTHX0E4yklGzfvKBPu9PugpKq1KcKaUKkzw4spGTzhrkgZZKiPpB465M5TCS5PbNdm87oY9s2W+LP6OJ3PGGPCbqXniK50m0ESS4j9TO/586lblJK33AlP1LvFy4sBuiRtFQx8KRTHr2KXG19Ey1tnUybPK5HX/bbOXZ/6yrzXsXQUdB3pNnJdubJTLsefmPHVfptO33IgmmaSfXMpKjmsuuSqUz3mdORa64XPyXYVcCd5/IP68hmSPfzouiNYJjJGNBbI4eb08NvfswWAtEbeuMd4q5d6fqxt16pBrJcME2TJSs3Yppm4jP3iF93HU4tN9/ncO+3ZOUm7v7RjcRMi9r6lvh3yf3O21/7mixUkTtepVYIQcX8hURiUZpWfEjswEGM225l9JuvJY6bFEJkVMjc+4n/v727j5Llru87//l2Vc+M7tUjQsiyJJDAYBvwYojA+GG9tvADYG9EEsyyxyfINl5tbMcB43Usmz1xkmX3gONj7JA9sFrjIGKMBBiCHLBBgMAb1ggLEObJLDKBSEKga/R8753prqrv/lFVPTU9/TQzVfWr7n6/zrnnTj9M93d6un9Tv299f99fls2cgI6fjR8Oh7pn7HHH3yPl2f1FzthHxd+DeZPoqrIqYlgkahY9O34Y1Un1pLPm086kS7tLZofJ9LPd05IDozPxWaavvfktSo5Q4n/UPgWLJH2mTcilva9R9X1cNl7ds5ShuH1ezINk8m5Os+Kf9JiLJJak3aTRTuXY4SCJgvFKlMxdJ97y1lEScE9V88aG7Du/Q37vvdr57Of3vn5j74OmkhUkKBYwHGwry1JtnXFm6FD2GD/rK1XOzlUGZZdGZ81v/rPraz3zMGuiOPlA9uBl+OMHtwc9mzX/CbTQ4y1aQld9TZr44E7rl5Flmd73nsnVJHWWwS7yOtSZ3Jh15m9eUml8Lfqi75vNzfyzPiBB0Qnjk76/uj3fNuxbHnPe6ABsUpKgOlbsVgrsf/zqVrjTJpfjSywm3bf6nPvL/avbNDcwjmnyEoODPMWs0v7ys1YuiZk0AZ02zsxKXhzUvGRHE4/X9DKCWdUnZfKnuh35NNO2DK8+z3A41Nve/f7ReLjo+7DchWvv89XbmDJ/nV1PuOxinX/e2brn3vslafS+o2qiW6JeTzp1Sg/98Y3a+p5nyh/32H3vkWmTvFFlw4TKilnfWyYuepWdK0aVEG+evBxhfGI27fZ8XJ9eaTupWqJsNJmkyb4z+pMmnuPJlnmf6/HHmFY5MCmZU6emGiFOU/ex86TXrXye6pLqap+LSb/36nXz3leTHPT3s2hj1339KYrrqompMiFRfQ0mJXnK+Oyyx0lxrFMf/kheafIf9vcXKZOAJCgCKc+ibm4dn3h702eapz1nOiEz7L7bP2BcWcZZrtOa9dhls5m2f65p8cyqEpF2P8TTqggO85zzDoYOugRimkUPEhf52cpGmPPKaQ/7+IdVx3tpWnxNxF02Wt3ZIUHRNe6uj3/qCzr3nOM6Yyvfnmu8j0SepB3qHX+69/q6JlSzzp7POotd/RnGY6srhqbZhEaki8QzaZJ/kF4HpWmVIlm22139MI/XxNx33mtSJq12EzjTJ1Bve/fNuvE/vu9If3PK5yn7VZTVPIuMnQd5nWYlfcb/bk66b69n+t4rnqq/u+8hDYfJ6DqEMT5J2nPG/qt3Smmic37+50ZjQ3nGflqfqapZZ//HYygnj9U+B9Uz4dPeItN6QFRvrzZ83Hd7Nrtp5qyz47PkvSzeojv/8E17qpNK8yob5l03zyKTZXfX6dOnlaaHX+46bznJzN4ah0hUVJNfi7w/Jn1/mfQ68dYb9yWDymUkkyb81e8fr8rYU3WQ1t+/IcvypSRlpcu03++k5VKT3toWx7JvvUinPvqXSotxmCaZHbOz/YgkaWNzcoKiDnVMdstJ4CK7ilQn/IeZPNY1OV+Ua/IHozxQLj9kmWejngXzBt+yYePoOaYkChZ9fSZNlGedzSqTTGmW6n3vzf9ATWtmU/aOmNWPYdEKj1nxz2sKedCzl3UmuabFl2UH221kkbh6Uax+f0s726cOHS+acer0aX3t69/UhY/eXXLXG6siy//4H+wMcV0WPds+6Yz0uHln2OquJlhE2QMgRHKkVP+Z+6M9XpZlxZKdw78m1W0zJ9++d2u8We/tWT0h9vOpy4ImxVB9rLK6YzyOgyYzJt33u578BLlLDz68fwzerWY6fP8WLGbScdTobHSWSXfeqc3vfpqiCx59qMnkME0nnpk9aEySKiff9j/WvAn8UW+vxrVo0qV83GrfjUln5KdVYsyqlCqPBw/692984jye3DnIz3YYh6kA2Tf5n3D5sMmAecmgSU1Bx5/vMD/T7nHMYlUaeys7Fn+u8rM8be7Re+yl8pMn5d/4xtTnawoJigXsbJ+UmWlj84zQoUx10IRBnU0fJ5l1VnvmspDKoJtlmQbJMM/CL/DhLCtHDvuzubve/543zSkRnP39kybQC5UQL7hbhmvvcpRpr+VhJy5ze42468//078/0Htt0X4Rk94v4987Lb6D7DayqI2t4yzx6JgsS3Xfg3nC+NxzdhPG1fd7dTmBu+ud77ll32fmIJPrRbb6XHSryKrdSoDpB3v5mfP36+033Tw1QfG2d7//SBPj0kGWgywyoV/kdW6qCmS8mmLy72z3551VEdNibmvPe3eR+86q1mkrOeee6e033ayk/FtdPN9Bkj6Tdml53MUXSpIefGg3QZE3MKXfRBvmnfCIej3pxN/JTm9r64d/aM/4u3dyPOXxK3/b61o+MK9S4jAmlfTPe/hpywnmPUea5buDTEw6jk2AZ/1uyl1G0izTiT++4chj7LQGpCEdZSlLU8tg6jRMU/3XP3yTkjTZV8UhTV76U97voAmZWZ8/e8wF6p11lrK7v7bn+mpz0ab+1pCgWMD29iPa2Dw+Kp9vS9NVCnU/fnWSOWmyfpiz6bOWrIw/bpmYKH+uwyzTmLWGelrDxeof8knfPxwO9b4FJ/Xzeiosojyb94E/e/ORqyrGpVP+0B11mcUiv+e2bW4dZ4lHQNP+4D3w4CMyM5195m7CeLezf365+jk86tnxJid6i8Q2b4eFpvojlJP8aY0+l70xYVNNLo/qIL/PeTtvjCfnqrfV9Z7OsnyL03kJk0WVsW1tbejMY1t68KG9Y3DbSSPkJh1L2D33yONYm8/8e6PryoaXaZZNXbNeNpWc+lyVEvlZJ7MmPUbdvRKqE7+y38SkreqPEkd1iUkd8VeXM8zqWRCq4WX5/E1uUTn+XIueJDtoRUCdP8ek5p3S4q/3tPsdpdrBej31v+NJyr55326cRWVHdTvTstlmnUhQLGBn++Soq/88dU76F5nQH3Z5xqT+FUeVpnt3i6jrwHlaRcS8SfG86oKDTqaP8vMcpqrjqJOApqtkqtI01c1HXGbRZryL2Nw6PmqQi+548KFTOuvMrX0NUMt19XXKigOGaRM96XC7Lux9/Pb7F81rBDrvvgft23DY/hCzYguprknyIlUcRzG+pWxpVvIiPz5YPJbq4x9kq9JZ93v7TTcryzKdc/YxPfjwqeBnazGZ3Xe/dP6jZP3+nusP25PhqJO9Os6qT5rMTSrpr+M5q8pdR+o6Lm8rAbDo1qZJmhwqnqaXlJRmVd8c9rWclhiYdH2TVR2TemnMU/2dbTzpSdLDD0tFhdy0hrF169aMoIPcXTvbJ7W11a0dPEJZJAHT5MFE+eFIslTD4XDfWfdFlxNUv6/aFDQtyrkPkrxo6uzqtKqNST/jeIl7U80uZ2m60/0kTZ7JLZvistVoOOOTGnfXgw+f0tlnHms1jjp6FLRxkNWmOl6Tul6PtpIXXUqSHFXbTSerSZF5v/vyb8k5Zx/TYJjo9PZuU+/d/hPt9sFaR9VJe171UKlqGAxlDz8snXfe4o/XQGPAg5oXw2Emc3WqO7EwPqGcNOGvuwpg0Yn2rJ4hpXkNTBeJZ9Gf7bCT7PJnHiR7d7Mol9rsO4Yfe4+1kUw67M/m7oq+7fH5hQceaPXzQYJijiQZKEsTbWweP1B2axVKYA/jsE0Rq6/XrAn/+Jn6w551n1WVcdCGi7NUl2wc5rU5yFasZTJjkeUSB01ihEp6zDNr6c1RbRZNcQc7NMoMpVzfXv5+T57aVppmOuesPEHRlQnjUeLoys8wC2X1qMOkbXAnvffLnSDOOTsfg6t9KOZ9L+o38ezy/fkWsH7eufualZd3C7nWP/QShkVNmpzOKsk/6M81PqE86oS/TrMmu9XX4Ci/jzbfg5Oea1rsbW/bOs+0SpXMXd/8+G35fb6Zf+bLap+mkyrdeoU6aN4Wo9M0OXFaRe6+byvRaWdImjxTn1XWfS2izYn73J0nKq/LIju5HKTnQ9lTJGt5R4RF1Pl+qL7G/Y28x8FwsF3b42NxaZoqSYd7lm6UE5Wzz2q3guKoDjuZYhJWn8O8llRm1G+Rn7VcQnTmsS2ZpEdOnm4nOEy1bwnCfffJJWXnnqN7/+iPNRwOlXk2dfI73jzzsN3/l6HBoXS0OOs+Sz0+GW56cnyQn31aLKErWZZFXZ+HaYmrNMvU2+hLZ50lu/+BIz/PQZCgmKOcnJSTlYNYZOJ02IqDLqmr1LJrPQgWMakZqLT7miySwCgP2NquUDjo612+n1fhPbuIuL8pSUqGO4EjQenkqW2ZScfO2DzU99c9EVzXSjlpvSbVy2RV3pP5tqo9bW1t6NQ2Y3Dn3HefdM7ZUhzLzEYVFtVtF8e3qzzx1huVZlltO20sS7JiEeM/y0GSCKv0OlTNew2O2nPkMBUAXXyt6+yDMvXxzztXeuD+Iz/HQSzfjLBlybBMUGwFjqQblmVy2mac8xqDTUpgTLufZ0ffxWOSWUmkri7fCK3X6ymKNzQcUkHRtt01z3vfk6dO72hrc6P19fPTuC++LSSWU9uJmGqPhfGGpYu8zw7awLTrjp2xqVOnB/PviPa4Sw88KD/33NFVi0yoD9s8sy5H2c0Au7o4Se+SRXah6ZKF4jzrLNlgKA3aG4tJUMyRV1CY4ngjdCgzNTUhb2ui38bz1PkcB3msRZcg9Hq9IEuDurjFZ1f0+5saUkHRumlbFp46vXPo6ommhGgOC8zSlQReHc7Y2tDp04zBnTIYSMOhdOZyNY8vt0NcpmUDbW7HuSzqmvi3kUBY5Pe3FImM48Wy2pPt9WTjyGqO4XBH/Y3NRrawW3eTzupnC1YQrPJZ/6NOeA6TiKlrec2qdVaP+5tKBhwchzDpc9DFBAWAo5u2xe2xMzY1TFINk+VftrIyTua92fz4cvUCkrrXnBBYCsfzPox2sr1d7fikzpEMd9Tvs7yjC6qTX876ow39jS2WeAQwqay+nKQcO2N2NVuoknwA9SsTklRRdMgj+VnUWQmKg5wVXoozyMA6O34sPx18igqKzhgOtkfN8lCvoy65aLKp5rL02kCz4v6mkuHOSlWFLKtygjKpgqILSYLdLvW8V4C6nFEkJE9t04eiM06ezCcrx5avggLAIUSRdMaWjCUe3TEcbtMgMyASBQip399UlqXKsiR0KGvvdDFBOWNOBUUo0/pmdEEXEjjrZNGGlssgdOLt2BYVFJ1z8mSenGC5xEqhiehyaq1PyfHjLPHoCndXMhyQoADWVLm8a0gfiuBOlRUUW92taKNhZo6EyOpwd73zPbcES1DEcaSNfkwFRZc8cnK0Jh1h7CYO63vMcivYg37WWaKzHvz4cZpkdkWSDCS5+izxANZSubyLPhThnd4eaKMfK46j0KEAayX0riDHztikgqIr3PMlHkvYIHOVZO468cc31J44pIkopjp2TFbu4NMC3okz5FuMiiaZLVrl3TmwfMrqKXbyCO/09oAdPIA1tLXZ1/ZOOwfFmGMwkCWJdOZyVlCs0radJBPQJi+rplqqouDdPUMyzCclLPFoj7vrQ+//I3bnQCdQQdEdOztDbW32Q4cBoGWbm30NhvQB6oST5Q4ey5mgwHpg2UkDiqopa2knDxIUM5STkv4GZ+3axDpudEUcb0iyUTUVwtkZJtokQQGsnY2NvtI0U5Kke66vbj2Odtjp0/kXZ5wRNpAlxwQaS2ezOFm/005FMTPBGcpJScwSD2AtmZn6/U0qKAJLs3xystGPKa4C1szmRixJVFF0QTk52eS4GFgrmxtyM9k2CYrgkuGOer1IURSHDgVAIHF/Q8mQDvIhDQb5xGRjgwqKprDzBrpqs/jc7wzoQxGabe/IzSTGYmC9mEmbG1RQdEGSDEZr0AGspyjeUJpwYBzSoJiYlGdSEU5eVh86CqyTjeJzvzOggiK4nR1pazOfrABYL5ubJCi6IE0GxRp0AOsqivvFlsMIpZyYbHLWDlg75ed+QAVFeNvbLO8A1pRvbbHEowuSZKgo5oAYWGcxFRTBlaXdLPEA1s9Gv6ygYBwOzcoKCgDrZ3NT2mmnJxsJihnSZKCICgpgrUURFRShjXpQ9FniAawbM9PGRswSjy7Y3pG2qKAA1tLmprQzkFroV0WCYoY0GSqmggJYa1Hcl3umLE3n3xmN2Bkm2ujH6vVY9wyso81+rMEOFRRBpalsOKSCAlhTvrUpk/IkRcNIUEzh7kqooADWXtmHhiqKcAaD4ahRHoD1s7HRZ4lHaOWkhAoKYD1tFsnJFpZ5kKCYIkvzUkIqKID1VvahSVMOjkMZDBJ28ADW2CZLPMIrJyWbVFAA68jL5GQLjTJJUExRni2NIhIUwDqjgiK8ncFQG33GYmBdbWz0NRgO5exxG8yoez8VFMB6KpOT21RQBFN27WeJB7DeRhUUJCiCcHftDBJtblJBAayrzY1Y7tJwSC+gYHbKBAUVFMBa2izmxDtUUARTni2NSVAAay2K8jGArUbDSJJU7k4FBbDGyh18BkPG4VBse0cuscQDWFdRJO/3WeIRUnm2NKIHBbDWyj40LPEIYzBki1Fg3fWLzz8VFAHt7ORnUI3dlIC1tblJBUVISXG2lAoKYL31oliSUUERyDDJJyT9fhQ4EgCh9OP881+OBwhgMJA2OCYG1tpGX2qhko0ExRRpSgUFAMnMFMV9KigCGRYVFOUEBcD6GSUohuzkEYoNhlKfBAWwzry/kScrG0aCYopkOJD1IvV6HBQD6y6O+1RQBFKeMY1Z4gGsrfLzTwVFQMOBfIOTdsBa2+hLAyoogkmT4WjtOYD1FscbVFDIhSOeAAAgAElEQVQEUq45p4ICWF9x1JOJCoqghsN8cgJgffX70pAKimCSZMAWowAk5dsNU0ERxjBhiQew7sxMcT+mgiIU9/ysKUs8gLXmG31Zmklps2MxCYop0nSoOCJTDKBc4kEFRQjDYao4jmR0jgfWWj+OqKAIJc1kWcYSD2DdlUnKhhtlkqCYIq+gYCAGkFdQJCkJihCGw4TqCQDq9yMqKEIpS7r7HBcDa61MUjbcKJMExRQpSzwAFMomme4eOpS1M0xSEhQA1I9jKihCKZvikaAA1tsoQUEFRRA0yQRQiorlXlnGwXHbhsNE/T4JCmDd9WMqKIIpKyg2OHEHrDMfLfFYwQoKM/sVM/ucmX3WzN5qZltmdrmZ3Wpmd5jZjWa2Udx3s7h8R3H7ZU3H554py9LRpATAeuvF+RZ3abpaCYquj8VSXkERx2wxCqy7Pk0ywynKuelBAay5oorKVq2CwswulvTPJF3h7k+VFEl6saTXSHqtu3+bpPslvbT4lpdKur+4/rXF/RpVTkJ6EQfFACoVFCuUoFiGsViiBwWAXD+OlCQpS+0CGE1G2MUDWG8r3oMilnSGmcWSjkm6R9KVkt5R3H69pBcUX19VXFZx+3Os4Xbu5XaCEQkKANodC1Zwq9FOj8XunvegYIkHsPbKcWDVqiiWoZJt1LGfCgpgvUWRvNdbvV083P1uSb8j6b8qPxh+UNInJD3g7uXpybskXVx8fbGkO4vvTYr7nz/+uGZ2jZndZma3nThx4kgxlhUULPEAIO2OBau0xKOpsbhOSTER6bPEA1h75TiwSgmKZalk02CQT0oiksXAWjPLl3msWoLCzM5TfibucknfKum4pOce9XHd/Tp3v8Ldr7jggguO9FhZmr/oLPEAIO1WUKzYEo9GxuI6k8XDUYKCg2Jg3ZUVFMnq7eTR6Uo2SflkhAaZACRpY0O2gks8fkTSf3H3E+4+lPROSd8v6dxicJakSyTdXXx9t6RLJam4/RxJ32wywFEFBbt4AJDUG1VQrNQSj0bG4jqTxcNhkaBgiQew9laxgmIZqool5ZMRthgFIOVLvVatSabyQfjZZnasyPo+R9LnJd0i6YXFfa6W9O7i65uKyypu/5A33CFpd4kHFRQApGg1d/Ho/Fg8TPLXmyUeAEY9KIark6BYhqpiSdJgyA4eAHL9/uptM+rutyovS/ukpM8UMVwn6dclvcLM7lCeDX5j8S1vlHR+cf0rJF3bdIw0yQRQtYpLPJZhLC4nIjEVFMDa262gWJ1xWEtQVSwpX+JBBQUAKV/u1XAFRZAZuLv/lqTfGrv6y5KeNeG+25J+qo24SrvbjDIYA5DMerJetGoVFJ0fi3crKEhQAOsujldyF49RJZuk08or2W7TbiXbDZpcyfaXaqmSTVK+peB55zb+NACWwEZ/ZbcZ7bRRk8weB8UAclEUr1oPis6jSSaAUq9niqKekiQLHUptlqGSTRIVFAB29fuyLJPS5pLFrGGYIE0TRVFfbTRGBrAc8gTFalVQdF2SpOqZqdcjlw5AiqNISYMHxSF0vZJNaSrLMmV9pgwAJJV9wZKksa2HOeqbIE2GbDEKYI8o6q9UD4plkCTpqKwbAOK4p3S1lnh0X9nzg2bFAKTdaqoG+wGRoJigrKAAgFKPJR6tS9KMBAWAkbyCYnWWeCyFYZmg4LgYgHaTlUMSFK1K0+FoW0EAkPIKCpZ4tCtJUsURf6YA5OJ49ZZ4dF6xs51Y4gFAGo0FRgVFu6igADAuimKWeLQsSVniAWBXHEVKWOLRruIsqXPiDoC0W001bK6qmATFBFlKDwoAe+UVFCzxaFNeQUGCAkAujldrF4+lUJ4lpYICgLQ7FlBB0a68goKBGMCuXpzv4tHGlvPIJQk9KADsiuNIKUs82lWeJaUHBQBpdywgQdGuNBmyxAPAHlEUS+7yjLN3bcmXePBnCkCubJJJorhFQyooAFT0aZLZOndXlqVUUADYo0xassyjHe6ulCUeACrKhGXKTh7tYZtRAFW9nrzXo0lmm8ou/RGlbAAqyr407OTRjizL5BJLPACMlAlLdvJoUTKURz2px5QBQCGOaZLZpqw4O0qTTABVVFC0a1g0wiNBAaBUjgc0ymzRMKH/BIC9+n16ULRpVEFBDwoAFeWyL7YabUfZCC+O+DMFIBdRQdG+JGF5B4C94pgERZt2ExQMxgB2UUHRriQpEhRUUAAolD0oyvEBLRgOaZAJYK9+LKNJZntY4gFgklEPigYzxtiVFE3waJIJoNQvEpY0yWwRSzwAjIv7UkIPitawxAPAJKMlHhln7tpABQWAcaMlHlRQtCdJqKAAsIf3Y7YZbVNWrGvs9TgoBrCrHBPYxaMd5RpzEhQASqMmmVRQtGc4lFNBAaCKHhTtyjJ6UADYrzeqoCBB0YaySz9NMgGUyvGACooWUUEBYFy5i4d7Iw/Pkd+Y8uxor8dgDGCXmcl6Ebt4tKSsoIjoQQGgYGaKoh67eLTFnV08AOwXxzKpsSoKEhRjyvXl1uOlAbBX1ItGy8DQrCTJFPV66vUsdCgAOiSOIpZ4tCVJ8klInyUeACrKqioSFO3I0kS9KJYZB8UA9upFsVKWeLQiSdPRloIAUIrjHks82lJOPqigAFBV9qUhQdGOLEsVsbwDwAQ9KihakyYpDTIB7BNHkVLG4XYUXfqdHhQAKkZjQkM7eZCgGJNXUHBQDGC/XhTTJLMlSZoqZiwGMCavoGCJRyuSYf4/u3gAqCqqqowKinakWTrq1g8AVb1exDajLUmSjAoKAPtEUUSTzJZYeXaUCgoAVWXScjhs5OFJUIzJ0oQlHgAmiqKYJR4tSdJMEVuMAhgTRz2lNMlsR/n3jhN3AKrKvjQNHRNz9DembJIJAON6vYglHi1JWeIBYIKIXTzaQ5NMAJOUFa4s8WhHlqXq9TgoBrBfL4pZ4tGSlAoKABNEVFC0p9wtheV2AKrKpGVDOypx9DcmSxNFVFAAmIBdPNpDggLAJHHUk7sry0hSNC6lggLABL2e3EzW0Ek7jv7G5E0yyRQD2K/cxcPdQ4ey0rLMlbmzxAPAPmXikmUezbMklZtJPaYLAMbEMRUUbcnSRD2aZAKYoFz+lWVUUTQpLc6MUkEBYFxUTJZZ5tGCNKF6AsBkUbRbZVUzjv4q3DO5ZyzxADBROTaQoGhWWiyjIUEBYFw5LpCgaEGS0n8CwGRUULSjXFvOEg8Ak4wqKGiU2ahy4hGToAAwJiqO0VL6ATUvoYICwBRxRIKiDWmxfSBLPABMUm5BTIKiWeXa8ohkMYAx9KBoUZJKVBUDmMCjmCaZbSgnHT0GYwATlMnLMpmJZqQpPSgATBazxKM1liYs8QAwGRUU7chG654ZjAHsV44NbDXaLJZ4AJhmtwcF43DjkpQlHgAmi2mS2QqWeACYpayuSlni0aiUZDGAKcpxgSUeLaCCAsA0EU0yW8ESDwCz7G4zSoKiSQlLPABMwS4eLaIHBYBp4ihvpNsAjv4qRks8qKAAMAFNMtvBEg8A05CgaBG7eACYJoqlNJW71/7QHP1VjJZ4UFYMYIJRk0zWPjeKJpkApumZqWfGONw0dylNWeIBYCKPI5mUjxM14+ivgiUeAGaJWOLRijRLZWbq9fgTBWC/KOrRg6JpaZpPPjgmBjBJWV3VwDIPjv4qygRFOQkBgCrr9WTWY4lHw9I0Y3kHgKmiqMcSj6aVze+ooAAwSbnioIFGmRwBVpRLPIwEBYApelHELh4NS9KM5R0ApoqiiARF08q/c/SgADBJOTY0cEzMEWBFlqbqRbHMLHQoADqq14uVZax9blJKggLADHHUU0IPimaVZdv0ZQMwyaiCIlCCwsy+f5Hrll2WJaNtBAFgkiiKgyzxWJdxWCoTFIzFACYLucRjbcbi0RIPKigA7OejHhThlni8bsHrllqaJopoBgRghl4v2BKPtRiHpXyXFHpQAJgmcA+K9RiLE5Z4AJghbq6CYuaoY2bfK+n7JF1gZq+o3HS2pJU7vZWlKRUUAGbqRe0u8Vi3cVjKe1Cc0eegGMBkUYAlHms3Fo8SFKv3owGoQdTcLh7zjgA3JJ1Z3O+syvUPSXph7dEElmUJW4wCmCmKIg0HO20+5VqNw1KxxIMtRgFMEahJ5nqNxWUCiONiAJOUycsGksUzRx13/4ikj5jZm9z9q3U9qZmdK+kPJD1Vkkv6OUlflHSjpMskfUXSi9z9fss7Vv6+pOdLOiXpZ9z9k3XFUpWliXpRv4mHBrAier1YaXqytedrahyWujsW0yQTwCxRr6c0azdB0eRY3ElUUACYJWAFRWnTzK5TfsA6+h53v/KQz/v7kv7c3V9oZhuSjkn6TUkfdPdXm9m1kq6V9OuSnifpicW/75H0+uL/2qVpqnhjq4mHBrAi8iUeQXpQ1D0OS50di2mSCWC6uOhB4e4hnr6Jsbh7aJIJYJaoJ5caaZK56KjzdklvUH6m7UhRmNk5kn5Q0s9IkrsPJA3M7CpJP1Tc7XpJH1Z+UHyVpDd7/lfoY2Z2rpld5O73HCWOSbIsUdRjIAYwXb6LR5Dt7Wobh6XujsXurjTLaJIJYKqywipQo8y6x+JOVrIpSfLJB8vtAExilicwA1ZQJO7++pqe83JJJyT9ezN7mqRPSHqZpAsrB7pfl3Rh8fXFku6sfP9dxXV7DorN7BpJ10jSYx/72EMFli/x4KwdgOnKXTwCnLmrcxyWGhqLj6qccLDEA8A0uwmKIMniusfiTlayKU3yyYdZnjYBgHFR1EiCYtEjwD81s180s4vM7FHlv0M+ZyzpGZJe7+5Pl3RS+cA7UpyhO9Bw6O7XufsV7n7FBRdccKjA0ixRjwoKADPkjXRdaTps+6nrHIelhsZiM7vGzG4zs9tOnDhx4KASEhQA5ijHhyRMBUVtY3Glku2NUl7J5u4PKK9Yu7642/WSXlB8Papkc/ePSTrXzC460k8zTZLSfwLAbHHUfpPMiquL/3+tcp1LevwhnvMuSXe5+63F5XcoPyj+RlkuXAy29xa33y3p0sr3X1JcV6ssS+VZxi4eAGYqtyIe7Gy3/dR1jsNSQ2Oxu18n6TpJuuKKKw583q08I0qCAsA0cVHt2vZWo4U6x+LOVhUrSdjBA8BsUTNLPBY6AnT3yyf8O9RBsbt/XdKdZvbtxVXPkfR5STdpd9C/WtK7i69vkvQSyz1b0oNN9J8YDPLJRjn5AIBJouKArRwz2lLnOFw8XifH4vKMaMxyOwBTjJZ4JO1XUNQ8Fne2qpgKCgBzxc0s8VgoNWpmL5l0vbu/+ZDP+8uS3lKstfuypJ9Vnix5m5m9VNJXJb2ouO97lTcDukN5Q6CfPeRzzjTYOS1pd/IBAJP0RgmK060+bwPjsNTBsZgeFADm2V3i0X4FRc1jcSeriiXlPSg4JgYwg8exbFD/kudFR55nVr7eUn6m7ZOSDnVg7O63S7piwk3PmXBfl/RLh3megxhSQQFgAeUYMWy5gkI1j8NSN8fihCUeAOYImaBQjWOxu3/dzO40s2939y9qt5Lt88or2F6t/ZVs/9TMblDeHLORSjZJ+S4eGxuyRh4cwEqIIimp/4TdQgkKd//l6uViS6Qbao8moJ1iPTk9KADMMlri0XIPinUYh6Xdkm0SFACmiXvhthltYCzuXCWbpHyJxzGOiQHMEMd5tVXdD3vI7zupvLHPyijLtdlmFMAs5U4/bfegmGDlxmFp94xoOQEBgHG7PSiCVFCMO9JY3MVKNkn5unJ6UACYJY7zZGbdD7vInczsT7XboCeS9J2S3lZ7NAENi7OhEduMApihTGIG6EGx8uOwVO1BwYExgMmi0S4e7VdQrMtYzC4eAOaK8iaZee60PouOPL9T+TqR9FV3v6vWSALbGVVQMBgDmK5c4hGgB8XKj8PS7oSDJR4Apun18s4IgXpQrPxY7O5Syi4eAGbzOJLc5cN6G2Uuus3oRyT9jaSzJJ0naVBrFB1Ak0wAixgt8Wi/B8XKj8OSlBYTjnICAgDjzExR1BuNF21ah7HYh0OZu5yTdgBmifMxwk/Xe0y8UILCzF4k6eOSfkp5o55bzeyFtUYSWLnNKBUUAGbZXeLRboJiHcZhKa+giKOezEhQAJgujnpKkiBLPFZ+LB5NNqigADBLcUycbde77HnR2fgrJT3T3e+VJDO7QNIHlO/XvBJ2igRFRAUFgBnM8slz2z0otAbjsJRXULC8A8A8URQFqaDQGozFo8lGzEk7ADOErKCQ1CsH4sI3D/C9S6Fc4mEkKADMYGbq9eJR1VWLVn4clvImmTTIBDBPFPWCNMnUGozFo8kGYzGAWUYVFPUmKBZNjf65mb1P0luLy/+D8r2YV8ZgsK1eL6asGMBcvSgO0SRz5cdhKV/iQQUFgHnyJR5BKihWfiweTTaooAAwg48qKFpc4mFm3ybpQnf/NTP7h5J+oLjpLyW9pdZIAhvsbI/WlgPALL1e1FoPinUahyUpSVjiAWC+KIpaTVCs01hcTjac42IAsxR9arKWl3j8nqSHJMnd3+nur3D3V0h6V3HbyhgMTo+2DwSAWaIobrNJ5tqMw1K+xCMmQQFgjgBLPNZmLB5NNqigADBLMXf2mpd4zDsKvNDdPzN+ZXHdZbVGEthg5/Ro+0AAmKUXtdqDYm3GYYklHgAWE2Cb0bUZi0eTDXbxADDLqIKi3mPieUeB58647Yw6AwltMGCJB4DF9KKozR4UazMOS8UuHjQrBjBH3H4FxdqMxaPJBpXFAGaJw1RQ3GZm/9P4lWb285I+UWskgQ12WOIBYDFRr9UlHmszDktUUABYTBRFStttkrk2YzEVFAAWEjXTg2LejPzlkt5lZj+t3cH3Ckkbkv5BrZEEVu7iAQDz9KJYg8Gptp5ubcZhd88rKEhQAJgjinrK3JUkiTY2Ntp4yrUZizO2GQWwCDMpimqvoJg5I3f3b0j6PjP7YUlPLa5+j7t/qNYoOiBf4tHKHzgAS67Xi1rrQbFO43CSpHIXTTIBzFWOE9s7Qx071vzzrdNY7Nvb+Q4eZqFDAdB1cVR7D4qFSgbc/RZJt9T6zB0z2Dmt42eu1BJCAA2JoljDwU6rz7kO4/D2Tv6aUkEBYJ6oOLtfjhttWYexODt9mh08ACwmjlvvQbE2hoNt9ehBAWABvShWmg6VpknoUFbK6e2BJBIUAOYrx4ntYtxAfXx7m/4TABYTxbX3oOAoUFKWpRoOd0hQAFhI2a+mxa1G18L2Tpmg4MAYwGzlEo+dwTBwJKsnO73NDh4AFhNH8u12txldC2Y9/dq/eKsec9ETQocCYAmcf8Gl+oVffYM2NlkWVqftbZZ4AFhM1CsrKNpd4rEOfPs0FRQAFhNTQdEIM9PZ5z5acUyTTADz9Te2dOG3XMbWxDUrKyjiHn+aAMy224OCJR51y05v04MCwGLoQQEAWFXb9KAAsKBRDwoSFLXLe1CQoACwgCiiggIAsJp2d/GgtBjAbDFNMhuT96BgHAawgDimBwUAYDVRQQFgUVRQNCfvQUEFBYAF0IMCALCqRj0oSFAAmGO3BwVNMutGDwoAi7I4koZDeZLU9pgcBQIAOoFdPAAsqtcz9XrGEo+aeZJIwyG7eABYzMaGokedp6zGZDFHgQCATnjKdz5BT3r8t8rMQocCYAlceMF5+pbHnB86jNUSRbrkzW+ULr8sdCQAloA9/nJd+kdvUnT8eG2PSYICANAJT/n2y/XEyy8KHQaAJXHF056k5/zgFaHDWClmpvjRj5Y2NkKHAmBNkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBkaAAAAAAAADBBUtQmFlkZp8ys/9UXL7czG41szvM7EYz2yiu3ywu31HcflmomAFg1TAWAwAAoCtCVlC8TNIXKpdfI+m17v5tku6X9NLi+pdKur+4/rXF/QAA9WAsBoCASBQDwK4gCQozu0TST0j6g+KySbpS0juKu1wv6QXF11cVl1Xc/pzi/gCAI2AsBoBOIFEMAIVQFRS/J+mfS8qKy+dLesDdk+LyXZIuLr6+WNKdklTc/mBxfwDA0TAWA0BAJIoBYK/WExRm9pOS7nX3T9T8uNeY2W1mdtuJEyfqfGgAWDmMxQDQCSSKAaAiRAXF90v6+2b2FUk3KM8S/76kc80sLu5ziaS7i6/vlnSpJBW3nyPpm+MP6u7XufsV7n7FBRdc0OxPAADLj7EYAAIiUQwA+7WeoHD333D3S9z9MkkvlvQhd/9pSbdIemFxt6slvbv4+qbisorbP+Tu3mLIALByGIsBIDgSxQAwJuQuHuN+XdIrzOwO5eVqbyyuf6Ok84vrXyHp2kDxAcA6YCwGgBaQKAaA/eL5d2mOu39Y0oeLr78s6VkT7rMt6adaDQwA1ghjMQB0yq9LusHMXiXpU9qbKP4PRaL4PuVJDQBYKUETFAAAAMC6I1EMALkuLfEAAAAAAABrigQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIjgQFAAAAAAAIrvUEhZldama3mNnnzexzZvay4vpHmdnNZval4v/ziuvNzP6tmd1hZn9tZs9oO2YAWDWMxQAAAOiaEBUUiaRfdfcnS3q2pF8ysydLulbSB939iZI+WFyWpOdJemLx7xpJr28/ZABYOYzFABAQiWIA2K/1BIW73+Punyy+fljSFyRdLOkqSdcXd7te0guKr6+S9GbPfUzSuWZ2UcthA8BKYSwGgOBIFAPAmKA9KMzsMklPl3SrpAvd/Z7ipq9LurD4+mJJd1a+7a7iOgBADRiLAaB9JIoBYL9gCQozO1PSn0h6ubs/VL3N3V2SH/DxrjGz28zsthMnTtQYKQCsLsZiAAivzkQx4zCAZRYkQWFmfeUHxG9x93cWV3+jzAIX/99bXH+3pEsr335Jcd0e7n6du1/h7ldccMEFzQUPACuCsRgAwqs7Ucw4DGCZhdjFwyS9UdIX3P13KzfdJOnq4uurJb27cv1LisZAz5b0YCWrDAA4BMZiAAiviUQxACyzEBUU3y/pH0u60sxuL/49X9KrJf2omX1J0o8UlyXpvZK+LOkOSf+3pF8MEDMArBrGYgAIiEQxAOwXt/2E7v6fJdmUm58z4f4u6ZcaDQoA1gxjMQAEVyaKP2NmtxfX/abyxPDbzOylkr4q6UXFbe+V9HzlieJTkn623XABoHmtJygAAACAdUeiGAD2C7rNKAAAAAAAgESCAgAAAAAAdAAJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAENzSJCjM7Llm9kUzu8PMrg0dDwCsG8ZhAAiPsRjAKluKBIWZRZL+T0nPk/RkSf+jmT05bFQAsD4YhwEgPMZiAKtuKRIUkp4l6Q53/7K7DyTdIOmqwDEBwDphHAaA8BiLAay0OHQAC7pY0p2Vy3dJ+p66nyTzTFmW5Rc8vzwy6/Jhb2vqvl17HGLv/nMuc+wBnrNnWkftjMOZK8u8uOSSpl0+7G0hHmddnpPY1+c5uxH76JhtvbQyFqdZprR4fTOXvPL3cNbluu67zM+5zLHzeq1P7HU9Z9rAOLwsCYq5zOwaSdcUFx8xsy8GDOfRkv4u4PMvghjr0fUYux6ftKwxXv2/HPaxHnfUYLqs5rF4Gd4bVcTbrGWKd5lilZY43muuPtT3Mw4vbmnfG0uCeJtFvM3K4/2Vlx32+yeOxcuSoLhb0qWVy5cU1424+3WSrmszqGnM7DZ3vyJ0HLMQYz26HmPX45OIcYnMHYelesfiZXvdibdZyxTvMsUqEe+SafWYeNlea+JtFjYZ3H4AAAvRSURBVPE2i3hzy9KD4q8kPdHMLjezDUkvlnRT4JgAYJ0wDgNAeIzFAFbaUlRQuHtiZv9U0vskRZL+0N0/FzgsAFgbjMMAEB5jMYBVtxQJCkly9/dKem/oOBbUiaUmcxBjPboeY9fjk4hxaQQYh5ftdSfeZi1TvMsUq0S8S6XlsXjZXmvibRbxNot4JZm7z78XAAAAAABAg5alBwUAAAAAAFhhJCiOyMz+0MzuNbPPVq77bjP7mJndbma3mdmzAsZ3qZndYmafN7PPmdnLiusfZWY3m9mXiv/P62CM/8bM/sbM/trM3mVm53Ytxsrtv2pmbmaP7mKMZvbLxWv5OTP77a7F2JXPjJltmdnHzezTRXz/qrj+cjO71czuMLMbi8ZkqMGiY5GZXV3c50tmdnXl+j+v/L7eYGZRV+M1s2Nm9p7KZ/HVTcZ61HiL6/93M7vTzB5pMMbnmtkXi8/XtRNu3yw+d3cUn8PLKrf9RnH9F83sx5uKsY54zez8Yvx7xMz+XRuxHjHeHzWzT5jZZ4r/r+x4vM8q/obcXowJ/6CNeFcB43CzlmEcLp5nacZixuHOxlvPOOzu/DvCP0k/KOkZkj5bue79kp5XfP18SR8OGN9Fkp5RfH2WpP9P0pMl/baka4vrr5X0mg7G+GOS4uL613QxxuLypcqbVX1V0qO7FqOkH5b0AUmbxW2P6WCMnfjMSDJJZxZf9yXdKunZkt4m6cXF9W+Q9AuhXsNV+7fIWCTpUZK+XPx/XvH1ecVtZ1d+d39S/p66GK+kY5J+uLjPhqT/p3zfdzHe4rZnF5/bRxqKL5L0t5IeX7wmny7H1sp9flHSG4qvXyzpxuLrJxf335R0efE4UcOv51HiPS7pByT9E0n/rsk4a4r36ZK+tfj6qZLu7ni8x7R7zHCRpHvLy/yb+7ozDnc03uK2Rsfh4jmWZiw+YqyMw83GW8s4TAXFEbn7X0i6b/xqSWcXX58j6WutBlUNxP0ed/9k8fXDkr4g6WJJV0m6vrjb9ZJeECbC6TG6+/vdPSnu9jHle313Ksbi5tdK+ufKf+/BzIjxFyS92t13itvu7WCMnfjMeK48Q9Ev/rmkKyW9o7g+6OdlBS0yFv24pJvd/T53v1/SzZKeK0nu/lBxn1j5H9KmP4eHjtfdT7n7LZLk7gNJn1Tz49pRX9+Pufs9Dcb3LEl3uPuXi9fkhiLmqurP8A5JzzEzK66/wd133P2/SLqjeLwmHTpedz/p7v9Z0nbDMVYdJd5PuXs5Fn9O0hlmttnheE9Vjhm2FPhv8pJhHO5ovEWcTY/D0nKNxYzD3Y23lnGYBEUzXi7p35jZnZJ+R9JvBI5HklSU3zxd+VnhCyuD3dclXRgorD3GYqz6OUl/1nY8k1RjNLOrlGczPx00qDFjr+OTJP23RQnWR8zsmSFjK43F2JnPjJlFZna78qzvzcqzyA9UBty7tJucwtEtMhZdLOnOyuU9vwMze5/y39fD2k0kNeXI8UqS5UvW/ntJH2wiyIpa4m3QIs89uk/xOXxQ0vkLfm/djhJvCHXF+48kfbJMdDfoSPGa2feY2eckfUbSP6mM25iNcbhZXR+HF33+rozFjMPNCj4OL802o0vmFyT9irv/iZm9SNIbJf1IyIDM7EzlZXcvd/eH8oRnzt3dzIKfaRiPsXL9KyUlkt4SKrZKLKMYlcf0m8qXonTGhN91rLxk8NmSninpbWb2eC/qrzoS46vUkc+Mu6eSvrs4cHmXpO8IEccqMbMPSPqWCTe9snrhsGORu/+4mW0pHyOuVJ5YOrSm4y0+k2+V9G/d/cuHi3LP4zUaL9abmT1F+TLLTv2tm8Tdb5X0FDP7TknXm9mfuXubZ0o7i3F43+MzDmNprNs4TIKiGVdLKhsUvl3SHwSMRWbWVz4ZfIu7v7O4+htmdpG732Nm5RqhYKbEKDP7GUk/Kek5ISfURSx7YjSz71K+1u7TRcLnEkmfNLNnufvXuxBjcfVdkt5ZvH4fN7NM0qMlnehQjJ36zEiSuz9gZrdI+l5J55pZXGSBL5F0d9jolou7T002mdkiY9Hdkn6ocvkSSR8ee45tM3u38rLDIx0YtxDvdZK+5O6/d5Q4S228vg26W3kfn+pzj3++yvvcVUwqzpH0zQW/t25HiTeEI8VrZpcoT9S+xN3/tvlw63l93f0LljcUfKqk25oLd3kwDjMOz7FMYzHjcLOCj8Ms8WjG1yT9d8XXV0r6UqhAirVhb5T0BXf/3cpNNymfFKr4/91tx1aaFqOZPVd5b4e/7+6nQsVXxLIvRnf/jLs/xt0vc/fLlCcCnhEwOTHtd/0flTfKlJk9Sfn60L9rP8KZMXbiM2NmFxSVEzKzMyT9qPI+GbdIemFxt6CflxW0yFj0Pkk/ZmbnWd79/Mckvc/MziwO9sqzYT8h6W+6Gm8R56uU/yF/ecNxlo4Ubwv+StITLd8pZ0N5s62bxu5T/RleKOlDRcL1Jkkvtryb+OWSnijp4x2ON4RDx1uMhe9R3tzvo0sQ7+XFOCAze5zy6revtBP20mMcblbXx2FpucZixuHuxlvPOOwtdC9d5X/Ky8PukTRUPkF9qfLusJ9Q3vX0Vkl/L2B8P6C8QclfS7q9+Pd85euEPqh8IvgBSY/qYIx3KF/fVF73hq7FOHafryjsLh7TXscNSX8k6bPKm0Fd2cEYO/GZkfTfSPpUEd9nJf2L4vrHK/9je4fyCo/NUK/hqv2bNhZJukLSH1Tu93PF63+HpJ8trrtQ+R/S8vf1OjXctf+I8V5SvP+/UHn//3xX4y2u/23lf9uy4v9/2UCMz1e+o8/fSnplcd2/Vp6clvJGW28vYvu4pMdXvveVxfd9UQ134q8p3q8ob6z9SPF6Prmr8Ur6XyWdrLxXb1cLu0AdId5/rLyJ3O3K/9a9oI33wyr8O+K4xjjcYLzF9Y2Pw8XzLM1YfMRYvyLG4abirWUctuLBAAAAAAAAgmGJBwAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBQAAAAAACI4EBdaamb3VzG40s4+b2VfN7CeK628xsx8tvn6Vmb0ubKQAsLomjcVm9lQz+38r93mGmX0wZJwAsMpmHBd/yMxuL/5tm9mLQseK1UWCAuvuaZK+7O7PkvTTkn6ruP63JL3SzH5a0tMlvTxQfACwDiaNxZ+X9Hgzi4r7/K6kXwsUHwCsg4nHxe5+pbt/t6T/S9JNkv4kXIhYdXHoAIBQzGxL0gWS/lVx1eclnSdJ7v4XZmaSXiHph9w9DRMlAKy2aWOxu2dm9jlJTzGzJ0r6qrt/MlScALDKZh0XF7e/RNLzJP0jjovRJCoosM6eKulL7r5dXH6GpE9Lkpl9l6SLJA3c/eHiuieb2bXF168zs7MCxAwAq2bqWCzpY5K+X9K/lPSbEmMxADRk1nHxTymvqHiRuw8Zh9EkEhRYZ0+T9Fgz2zKz48ozxq81s4skvUXSVZIeMbPnFvd/pqTbi6/PKRMXAIAjmTgWF7d9TNKrJL3L3e8urmMsBoD6TTsu/klJvyjpH1aSF4zDaAwJCqyzp0l6p6RbJf2VpNdL+lRx3a+6+xck/W/a7UvxTEmfLwZtmdkPmtkNrUcNAKtl31js7h8tbvsbSTuSXlO5P2MxANRv2lh8vaRLJH20aJL5Uo2NwxJjMepDDwqss6dJusbd/9nY9d9bfuHuf1G5fLmkV0p6SNJjij4V39dKpACwuqaNxZL0Mkm/4e4nK9cxFgNA/SaOxe5+/vgdzew9qozDxf0Yi1ELEhRYZ0+Q9KVF7mhmfUnfdPf/udmQAGDt7BuLzewJkt4j6aPufn3lesZiAGjGQsfFjMNomrl76BiApVQ00vw/JL3O3d8fOh4AWEeMxQAQHmMx6kKCAgAAAAAABEeTTAAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAEBwJCgAAAAAAENz/D8K5jVV/XG32AAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -730,7 +754,7 @@ " )\n", "\n", "\n", - "plt.suptitle('Momenta histogram for $\\mu_1 (monochromatic) $')\n", + "plt.suptitle('Momenta histogram for $\\mu_1 (monochromatic)$')\n", "\n", "plt.show()" ] @@ -739,7 +763,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "$p_y$ and $p_z$ components distributions are, as expected, uniform, equal and centered in zero. On the other hand, the $p_x$ distribution displays a negative concavity and peaks at the interval extremes." + "$p_y$ and $p_z$ components distributions are as expected uniform, equal and centered in zero. On the other hand, the $p_x$ distribution displays a negative concavity and peaks at the interval extremes." ] }, { @@ -760,7 +784,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In order to compute the scaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced per positron bunch on target $n(\\mu^+ \\mu^-)$:\n", + "In order to compute the rescaling factor that retrieves the statistics for a one week data gathering, we compute the number of pairs produced per positron bunch on target $n(\\mu^+ \\mu^-)$:\n", "\n", "$$n(\\mu^+ \\mu^-)=n^+ \\rho^- l\\, \\sigma(\\mu^+ \\mu^-)$$\n", "\n", @@ -775,17 +799,17 @@ "\n", "in which $N_A$ is the Avogadro number, $\\rho_{Be}$ is the Beryllium density, Z is its atomic number and $M_t$ its molar mass.\n", "\n", - "Then the rescaling factor is given by $W=f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week" + "Then the rescaling factor is given by $W=f(\\mu^+ \\mu^-) \\Delta T$, where $\\Delta T$ is the number of seconds in a week." ] }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -797,18 +821,18 @@ } ], "source": [ - "freq = 10**6 #[Hz] frequency of positrons on target\n", - "rhoBe = 1.848 #[g/cm^3] Beryllium density\n", - "N_a = 6.022*10**23 #Avogadro's number\n", - "Z = 4 #Beryllium charge\n", - "M = 9.012 #[amu] Be mass\n", - "l = 3 #[cm] Beryllium target thickness\n", - "rho_elec = N_a * (rhoBe*Z) / (M) #Be Electron density\n", + "freq = 10**6 #[Hz] frequency of positrons on target\n", + "rhoBe = 1.848 #[g/cm^3] Beryllium density\n", + "N_a = 6.022*10**23 #Avogadro's number\n", + "Z = 4 #Beryllium charge\n", + "M = 9.012 #[amu] Be mass\n", + "l = 3 #[cm] Beryllium target thickness\n", + "rho_elec = N_a * (rhoBe*Z) / (M) #Be Electron density\n", "fmu = freq * rho_elec * l * sigma(230**2) * 1e-24 *38937 #[Hz] muon pair production frequency\n", - "deltaT = 60 * 60 * 24 * 7 #Seconds in a week\n", - "fweek = fmu * deltaT #RESCALING FACTOR (number of mu in a week)\n", + "deltaT = 60 * 60 * 24 * 7 #Seconds in a week\n", + "fweek = fmu * deltaT #rescaling factor(number of mu produced in a week)\n", "\n", - "weights = np.full(int((N)), fweek/N) #array of rescaling factors\n", + "weights = np.full(int((N)), fweek/N) #array of rescaling factors\n", "df_monochromatic['weights']=weights \n", "\n", "sns.histplot(x=df_monochromatic['$px_{\\mu_1}$']/1000, \n", @@ -841,17 +865,17 @@ "source": [ "To get a simulation for the real beam we must add the information on how colliding particle energy and position distributes within the chosen set. For $s$ we assume a Gaussian with mean in 48.4 GeV and variance 0.5 GeV, where the beam energy is obtained as $\\frac{s}{2 m_e}$. \n", "\n", - "As the usingInvCDF method is not feasible due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" + "As the InvCDF method is not feasible due to too large computation time, we decide to exploit the accept-reject method in order to get a computationally reasonable task.\n" ] }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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zHaWA27g+TWox/8n2ODs6cPeXm/kl9oTRkYS4ghRxIa4jz1TIqB9j+Wx1AkNaB/Pdo+3w83A1OpaoBA1rebHo6Y40D67GqDmxfPZHPNZ29VLYNiniQlzDuex8Hpj2J7/uTOblPg14984muDjJPxt7Ur2qC7MeacOg5rX5aPlBXpm/G5NMbSoshHRsE+IqjqXm8NCMrSSdy2XS0ObcIR3Y7JarkyMT7mlGkE8VJv2RQHJGHp//qzmebjIwjDCWNCmEKMOeExkMmryRtJx8vnusrRRwgVKKF3pG8sHgpmxKOMs9X27hTFae0bGEnZMiLsRlNh9KZcjULbg5O/LzE+1pHVLd6EjCgtzTOphpD7Um8Ww2d0/ZzPG0HKMjCTsmRVyIUpbvPcWDM7ZS09uNn564RaYPFWXqEuHPd4+1JT3HxOAvNnHgVKbRkYSdkiIuRIl5Mcd5fPZ2omp5MW/kLdTylkF2xNW1qOPDvMdvQSm4Z8pmth9NMzqSsENSxIUAZm1OZMxPu+gQ5sd3j7bFp6rL9d8k7F5EDU9+erw9vh6u3P/1VjYlnDU6krAzUsSF3ft6/WH++8teekTV4OsHW1HVVW7aEOUXXN2duSNvIbh6FYbP3Ma6gylGRxJ2RIq4sGuT1yQwbvF++japyeT7WuDqJHOAi3/O39OVHx5rRz1/Dx79JoY/Dpw2OpKwE1LEhd2auDKeD5bFMSA6kE+HNMfZUf45iBvn6+HKD4+1JbKmJyO/3c6yPaeMjiTsgPzVEnbp01XxfLzyIINbBDHhnmicpICLClDN3YXZj7alUaA3T3+/g+V7pZAL85K/XMLufLHmEBNWFBfwD+9qiqODMjqSsCHeVZz59pE2NKrtzVPf72D1gTNGRxI2TIq4sCtfrz/M+8sOMCA6kA/uaoqDFHBhBp5uzswa3qb40vrs7ayPl85uwjykiAu7MWtz4sVObOPvbiYtcGFW3u7OfPtwW+r5VeXRb2LYdEhuPxMVz6xFXCnVWykVp5RKUEq9fI31WiulCpVSd5kzj7Bfc2OOX7yNbOKQ5vIduKgUPlWLvyOvU92dR2bGsP3oOaMjCRtjtr9kSilH4HOgDxAFDFVKRV1lvfeB382VRdi3ZXtO8vLPu+gU7sdn/5Je6KJy+Xm48t1jbQnwcuXhmduIO5VldCRhQ8z516wNkKC1Pqy1zgfmAAPKWO8Z4GdAen+ICrcx4SzP/hBLdHA1vnygpdwHLgwR4OnG7Efa4ubswAPT/uRYqkyaIiqGOYt4beB4qedJJa9dpJSqDQwCppgxh7BTfx07x2OzYqjnX5UZD7XB3UVGYhPGCa7uzrePtCW/sIj7p/3JmUyZxlTcPHMW8bJ6DenLnn8CvKS1LrzmhpQaoZSKUUrFpKRIL09xffGnsxg+cxt+Hq7MergN3u7ORkcSgoganswc3oaz5y8wbPpWMnJMRkcSVs6cRTwJCC71PAhIvmydVsAcpVQicBcwWSk18PINaa2naq1baa1b+fv7mymusBWnMvJ4cPpWnB0dmP1IWwK83IyOJMRF0cHV+GpYKw6lnGfEtzHkma7ZhhHimsxZxLcB4UqpUKWUCzAEWFR6Ba11qNY6RGsdAvwEPKm1XmjGTMLGZeaZeGjGVjJyTcwc3po6vu5GRxLiCh3C/Pjo7mb8eSSNF+btpKjo8ouUQpSP2b4k1FoXKKWeprjXuSMwXWu9Vyn1eMly+R5cVKj8giKemL2dhDPnmTG8NY0CvY2OJMRVDYiuzenMPN5ZcoCaXm68dvsVN+8IcV1m7emjtV4CLLnstTKLt9b6IXNmEbatqEjz7592sjEhlQn3NKNTuHztIizfY53qkZyex7QNR6jl7cajneoZHUlYGemuK2zC+BVxLIxNZkyvSO5sEWR0HCHKRSnFa7dHcTozj3GL9xNYrQp9m9QyOpawIjLqhbB682KO8/nqQwxtU4cnu9Y3Oo4Q/4ijg+Lje6NpWdeH0T/GEns83ehIwopIERdWbcvhVMYu2E2ncD/eGtAIpWQ8dGF93Jwd+fKBlvh7uvLoNzGcSM81OpKwElLEhdU6nHKekd9up65vVT77VwsZTlVYNT8PV2Y81JoLpkIembmNrDy5h1xcn/zVE1YpPSefR76JwdFBMf3B1nhXkcFchPULr+HJ5PtbEH/mPM/+8BcFhUVGRxIWToq4sDqmwiKemL2DE+m5fDWspdwLLmxKp3B//jegMavjUnh36QGj4wgLJ73ThdUZ99s+Nh8uvpWsZd3qRscRosL9q20dDp7OYtqGIzSs5cVdLeWOC1E2aYkLqzJn6zG+2XyUxzqFyq1kwqb9p19DOoT5Mnb+bnYck3nIRdmkiAursS0xjdd+2UPnCH9e7tPQ6DhCmJWTowOfDW1BTW83Rn67nVMZMuuZuJIUcWEVTqTn8sTs7QT5uDNpSHMcHeRWMmH7fKq68PWDrci5UMBImSxFlEGKuLB4eaZCHv92OxdMRXw1rJVMKyrsSkQNTz6+N5qdSRmMXbAbrWWyFPH/pIgLi6a15rWFe9h9IoMJ90YTFuBhdCQhKl3PRjUZdVs483ecYPafx4yOIyyIFHFh0b7feox525N49tYwekTVMDqOEIYZdVs43SL9eevXvWw/Kh3dRDEp4sJi/XXsHG8s2kuXCH9GdY8wOo4QhnJwUHxyb3NqeVfhye+2cyZLOroJKeLCQqVkXeCJ2Tuo6e3GxCHR0pFNCMDb3ZkvH2hJRq6Jp7//C5OM6Gb3pIgLi1NYpHn2h784l5PPlPtbUs3dxehIQliMhrW8eO/Opmw9ksYHy2REN3snRVxYnHeWxrL5cCpvD2pCo0Bvo+MIYXEGNq/NsFvq8tX6Iyzfe8roOMJAUsSFRVm29xjT1ifj7LGNQc1rGR1HCIv1ar+GNA3y5oV5OzmWmmN0HGEQKeLCYiSn5/LMD9sxOSRyUk1kwpYJRkcSwmK5Ojny+b9aoIAnv98uA8HYKSniwiKYCot4aOY6LhQUcsb5HbIL0nl99escSjtkdDQhLFZwdXfG3xPNnhOZvL14v9FxhAGkiAuL8O7SfRw8VUCq86cUOCQDcKHwAkN/HkqRlh64QlxNj6gajOhcj2+3HGXRzmSj44hKJkVcGG71gTNM33CU805LyHFaf/H1Il3E9pPbmf7XdAPTCWH5xvSKpGVdH8bO383R1Gyj44hKJEVcGOp0Zh4vzNtJUHXFwDZFjGg54uKyES1H8GiLR2les7mBCYWwfM6ODkwcEo2Dgmd++Iv8Arl6ZS+cjA4g7FdhkWb0j7Hk5hcyd2RnwgL6AjB1+1QCPQP58vYvDU4ohPUI8nHng7ua8vjsHXy0PI6xfWW6XnsgLXFhmC/WJLDpUCpvDmgkE5sIUQF6N67F/e3qMHXdYVbHnTE6jqgEUsSFIWIS0/h4ZTz9mwVyd8sgo+MIYTP+0y+KBjU9eXHuTs5kyvjqtk6KuKh0GbkmRs2JpXa1Krw9qDFKybjoQlQUN2dHJg1tTnZ+AaPnxlJUJPOP2zIp4qJSaa35z8I9nMrM49OhzfF0czY6khA2J7yGJ6/f0YiNCalM23DE6DjCjKSIi0q1MPYEv+5MZnT3cKKDqxkdRwibNaR1MD2iavDh73HsTc4wOo4wEyniotIcT8vhtYV7aR3iwxNdw4yOI4RNU0rx/uCmeLs7M2pOrAzLaqOkiItKUVBYxOgfY1HAhHtkfnAhKkP1qi6Mv7sZCWfO8+4SGZbVFkkRF5Vi8ppDxBw9x/8GNia4urvRcYSwG50j/Hm4QyjfbD7K6gNy25mtkSIuzG7n8XQmropnQHQgA5vXNjqOEHbn370jaVDTkzE/7ST1/AWj44gKJEVcmFWeqZDRc2MJ8HTlrQGNjY4jhF1yc3bkkyHRZOYW8OqCPWgtt53ZCiniwqzeX3aAwynZfHhXM7yryO1kQhilQU0vnu8ZwbK9p1gYe8LoOKKCSBEXZrMp4SwzNibyUPsQOob7GR1HCLv3WKd6tKrrw39/2Utyeq7RcUQFkCIuzCIzz8SL83ZSz68qL/VuYHQcIQTg6KAYf08zCos0Y37aKaO52QAp4sIs3li0l9NZF5hwbzRVXByNjiOEKFHXtyr/6RfFxoRUZm1ONDqOuElSxEWFW773FPN3nOCprvVlVDYhLNDQNsF0i/Tn3aUHOHI22+g44iZIERcV6lx2PmMX7CGqlhfP3BZudBwhRBmUUrw3uCmuTg6MmbeTQrmsbrWkiIsK9fqivaTn5PPR3c1wdpTTSwhLVcPLjTf6NyLm6DlmbJRJUqyVWf/KKqV6K6XilFIJSqmXy1g+QCm1SykVq5SKUUp1NGceYV7L9pxi0c5knrk1nKhAL6PjCCGuY1Dz2nRvGMCHv8dxKOW80XHEDTBbEVdKOQKfA32AKGCoUirqstVWAc201tHAw8DX5sojzCstO5//LNxNo0AvnuxW3+g4QohyUErxzqAmuDk7ymV1K2XOlngbIEFrfVhrnQ/MAQaUXkFrfV7//9BBVQE5g6zU64v2kpFrksvoQliZAC833ugfxY5j6UyXucetjjn/2tYGjpd6nlTy2iWUUoOUUgeAxRS3xoWVWbbnFL+WXEZvWEsuowthbQZG16Z7wxp8uFwuq1sbcxbxsuaavKKlrbVeoLVuAAwE/lfmhpQaUfKdeUxKSkrFphQ3JSPHxGu/FPdGf6KrXEYXwhoVX1ZvjJuTAy//vEsGgbEi5iziSUBwqedBQPLVVtZarwPqK6WuGJ9Taz1Va91Ka93K39+/4pOKGzZu8T7SsvP54K6mchldCCsW4OXGf26PYlviOb7786jRcUQ5mfOv7jYgXCkVqpRyAYYAi0qvoJQKU0qpkp9bAC5AqhkziQq07mAK87YnMbJzPRrX9jY6jhDiJt3dMohO4X68t/QASedyjI4jysFsRVxrXQA8DfwO7Afmaq33KqUeV0o9XrLaYGCPUiqW4p7s92qZI88qZF8o4JX5u6nnX5VnZVAXIWzC373VNciUpVbCyZwb11ovAZZc9tqUUj+/D7xvzgzCPD78PY7kjFzmjbwFN2cZG10IWxFc3Z1/94rkjV/3MX/HCQa3DDI6kriGa7bElVLLS/38ivnjCGuw/Wga32xOZFi7urQKqW50HCFEBRt2Swgt6/rw1m/7SMm6YHQccQ3Xu5xeuhfZ3eYMIqzDhYJCXv55N4HeVRgjU4wKYZMcHBTvD25Kbn4hb/22z+g44hquV8TlCxFxiS/XHib+zHnGDWyMh6tZv40RQhgoLMCDp7qF8evOZFYfOGN0HHEV1yvi9ZRSi5RSv5b6+eKjMgIKy5Fw5jyf/ZHA7U1r0a1BgNFxhBBm9njXeoQFePCfhXvIvlBgdBxRhus1pUoPk/qROYMIy1ZUpBk7fzduzg68fkcjo+MIISqBq5Mj797ZhLunbGbCioO8dvvl018Io12ziGut1/79s1LKv+Q1GTLNDv0Yc5ytiWm8P7gJ/p6uRscRQlSS1iHVua9tHWZsPEL/ZoE0C65mdCRRyvV6pyul1OtKqbPAAeCgUipFKfXfyoknLMGZzDzeWbKfdvWqc0+r4Ou/QQhhU17q0wA/D1denr8bU2GR0XFEKdf7Tvw5oCPQWmvtq7X2AdoCHZRSo80dTliGt37bx4WCIt4Z1ISSAfaEEHbEy82ZtwY0Yv/JTGZslJnOLMn1ivgwYKjW+uJvTWt9GLi/ZJmwcWsPpvDbrpM81TWMev4eRscRQhikV6Oa3NYggI9XxHMiPdfoOKLE9Yq4s9b67OUvlnwv7myeSMJS5JkKeW3hHur5VeXxrvWMjiOEMJBSijcHFHdqff2XvQanEX+7XhHPv8FlwgZ8vjqBY2k5jBvUGFcnGVpVCHsX5OPOc93DWbn/NMv3njI6juD6RbyZUipTKZVV8sj8+znQpDICCmMknMliytpD3Nm8Nu3rXzE7rBDCTj3cMZQGNT15Y9FeuXfcAlyziGutHbXWXlprz5KHV6nncjndRmmteXXBHtxdnBjbr6HRcYQQFsTZ0YG3BzUmOSOPT1YeNDqO3bveLWZuSqnnlFKfKaVGKKVknE07MH/HCf48ksbLJbeVCCFEaS3rVmdom2Cmb0xkX3Km0XHs2vUup38DtAJ2A32B8WZPJAyVkWPinSX7aVGnGvfKPeFCiKt4qXcDqlVx5rVf9lBUJNNsGOV6RTxKa32/1vpL4C6gUyVkEgb6cPkBzuXk87+BjXFwkHvChRBlq+buwst9GrD96Dl+2p5kdBy7db0ibvr7B6219GCwcbuS0vnuz2MMuyWERoHeRscRQli4wS2CaFXXh/eWHSA9R25YMkJ5e6f/3SO9aane6vJFiA0pLNK8tnAPfh6uPN8zwug4Qggr4OCg+N/AxmTkmvjg9zij49il8vZO/7tHulOpn70qK6QwvznbjrEzKYNX+zbEy01uPBBClE/DWl48eEsIP2w9xs7j6UbHsTvXa4kLO5B6/gIfLIujXb3qDIgONDqOEMLKjO4Rjr+HK/9ZuIdC6eRWqaSIC95fdoDsCwX8b0BjmeBECPGPebo582q/huw+kcH3W48ZHceuSBG3c38dO8fcmCSGdwghvIan0XGEEFaqf7NA2tWrzke/x5GWLZ3cKosUcTtWVKR5fdFeAjxdefa2cKPjCCGsmFKKN/s35vyFAj5aLp3cKosUcTs2N+Y4u5IyGNu3IZ7SmU0IcZMia3pe7OS2OynD6Dh2QYq4nUrPyef9ZQdoHeIjndmEEBXmuR7h+FZ14b+LZCS3yiBF3E5NWHGQjFwTb/aXzmxCiIrj5ebMy30a8texdH7eISO5mZsUcTu0LzmT2VuO8kC7ukQFyu3+QoiKdWfz2rSoU433lx0gM890/TeIGyZF3M5orXlj0V6qubvwfI9Io+MIIWyQg4PirQGNSc3O55MV8UbHsWlSxO3Mr7tOsjUxjTG9IvF2l85sQgjzaFzbmyGt6zBrcyIJZ7KMjmOzpIjbkZz8At5dsp9GgV7cI9OMCiHM7MWeEVRxceTNX/ehtXRyMwcp4nZkyppDnMzI443+jXCUaUaFEGbm6+HK6O4RrI8/y8r9Z4yOY5OkiNuJ42k5fLnuMP2bBdI6pLrRcYQQduKBW+oSHuDBuMX7uFBQaHQcmyNF3E68s2Q/DkrxSt8GRkcRQtgRZ0cH/ntHFEdTc5i24YjRcWyOFHE7sOnQWZbuOcWTXetTy7uK0XGEEHamU7g/3RvW4LM/EjidmWd0HJsiRdzGFRQW8dav+wjyqcJjnesZHUcIYadeu70hBYWa95ceMDqKTZEibuN+jDnOgVNZvNq3IW7OjkbHEULYqbq+VXm4Yyjz/zrBzuPpRsexGVLEbVhGronxyw/SNrQ6vRvXNDqOEMLOPdWtPn4errz1m9xyVlGkiNuwz/6I51xOPq/dHiXjowshDOfp5syYXhFsP3qOX3edNDqOTZAibqOOnM1m5qZE7mkZTOPa3kbHEUIIAO5qGUxULS/eW7KfPJPccnazpIjbqHeW7MfF0YEXekUYHUUIIS5ydFD8944okjPy+GrdYaPjWD2zFnGlVG+lVJxSKkEp9XIZy+9TSu0qeWxSSjUzZx57sTHhLCv2neapW8MI8HQzOo4QQlyiXT1f+jSuyeQ1hziVIbec3QyzFXGllCPwOdAHiAKGKqWiLlvtCNBFa90U+B8w1Vx57EVhkeZ/v+0juHoVHu4QanQcIYQo0yt9GlJYpPngd7nl7GaYsyXeBkjQWh/WWucDc4ABpVfQWm/SWp8reboFCDJjHrswt+SWslf6yC1lQgjLVcfXvfiWsx0n2JWUbnQcq2XOIl4bOF7qeVLJa1fzCLDUjHls3vkLBYxfHkeruj70kVvKhBAW7slu9fGt6sK4xfvllrMbZM4iXtY9TWX+lpRS3Sgu4i9dZfkIpVSMUiomJSWlAiPali/WJHD2fD7/kVvKhBBWwMvNmdE9Ith6JI3f9542Oo5VMmcRTwJKT1odBCRfvpJSqinwNTBAa51a1oa01lO11q201q38/f3NEtbanUjP5ev1RxgYHUh0cDWj4wghRLkMaR1MeIAH7y3dT35BkdFxrI45i/g2IFwpFaqUcgGGAItKr6CUqgPMBx7QWh80Yxab9+Gy4s4hY3rLLGVCCOvh5OjAq/0akpiaw7dbjhodx+qYrYhrrQuAp4Hfgf3AXK31XqXU40qpx0tW+y/gC0xWSsUqpWLMlceWxR5PZ2FsMo91qkftajJLmRDCunSNDKBzhD+froonPSff6DhWxaz3iWutl2itI7TW9bXWb5e8NkVrPaXk50e11j5a6+iSRytz5rFFWmvG/bYPPw9XHu9a3+g4QghxQ17t25CsPBOfrIw3OopVkRHbrNyyPaeIOXqOF3pG4OHqZHQcIYS4IZE1Pbm3dR1mbznKkbPZRsexGlLErVh+QRHvLztAZA1P7mkVfP03CCGEBRvdIxxXJwc+WCYDwJSXFHEr9t2fR0lMzeHlvg1wdJBbyoQQ1i3A042RXeqzdM8pYhLTjI5jFaSIW6mMXBMTV8XTMcyPrhFy250QwjY82imUGl6uvL1EBoApDyniVmrymgQyck280reBDOwihLAZ7i5OvNAjkr+OpbNk9ymj41g8KeJWKOlcDjM2JnJn8yAaBcpc4UII2zK4ZRANanry/rIDXCiQOcevRYq4Ffro9zgU8KLMFS6EsEGODoqxfRtyLC2H2VuOGR3HokkRtzK7kzJYGJvMo51CqeUtA7sIIWxT5wh/OoX78emqeDJyTEbHsVhSxK2I1pp3luynelUXHu8iA7sIIWzb2L4NycwzMXltgtFRLJYUcSuy5mAKmw+nMuq2cDzdnI2OI4QQZtWwlhd3Ng9ixsZETqTnGh3HIkkRtxKFRZr3lhwgxNedoW3qGB1HCCEqxfM9i/v+jF8eZ3ASyyRF3Er8vCOJuNNZjOnVABcn+bUJIexD7WpVGN4hhAV/nWBvcobRcSyOVAMrkJtfyITlB2kWXI2+TWoaHUcIISrVk13C8HJz5r2lMhzr5aSIW4EZm45wKjOPsX1kYBchhP3xdnfmmVvDWB9/lvXxKUbHsShSxC1cWnY+X6w+RPeGAbSt52t0HCGEMMQDt9QlyKcK7y45QFGRDMf6NyniFu6zPxLIzi/gpd4NjI4ihBCGcXVy5MWekew7mcminclGx7EYUsQt2PG0HGZvOcrdLYMJr+FpdBwhhDBU/2aBNKzlxUfL42Q41hJSxC3YxysOohQ81yPc6ChCCGE4BwfFy30akHQul+//lOFYQYq4xdqXnMmC2BMM7yDDqwohxN86h/vRvr4vk/5IICtPhmOVIm6hPvj9AF5uzjwhw6sKIcRFSile6t2AtOx8vlp32Og4hpMiboE2HTrLmrgUnupWH293GV5VCCFKaxZcjX5Na/HV+iOcycozOo6hpIhbGK017y89QKC3G8NuCTE6jhBCWKQXe0ZiKizi01XxRkcxlBRxC7N0zyl2JmUwukcEbs6ORscRQgiLFOpXlaFt6vDD1uMcOZttdBzDSBG3IAWFRXz0exwRNTy4s0WQ0XGEEMKiPXtbOK5ODnY9OYoUcQsyb3sSh89mM6ZXAxwdZHhVIYS4Fn9PVx7pGMpvu06yO8k+J0eRIm4h8kyFfLLyIC3r+tC9YYDRcYQQwio81rkePu7OfPC7fU6OIkXcQszclMjpzAu81FsmORFCiPLycnPmqW7Fk6NsSjhrdJxKJ0XcAmTkmJi8OoFukf60Ca1udBwhhLAq97erSy1vN95fdgCt7WtyFCniFmDKukNkXShgTC+Z5EQIIf4pN2dHRnePYGdSBsv2nDI6TqWSIm6w05l5zNh4hAHNAokK9DI6jhBCWKU7W9QmLMCDD5fHUVBYZHScSiNF3GCfroqnoFDzfI9Io6MIIYTVcnJ04MWekRxOyebnHUlGx6k0UsQNdDQ1mx+3HWdomzrU8XU3Oo4QQli1Xo1q0Cy4Gp+sjCfPZB9TlUoRN9CEFQdxdnTgmVvDjI4ihBBWTynFS70iOZmRx+wtR42OUymkiBtkX3Imi3YmM7xDCAFebkbHEUIIm9A+zI+OYX5MXnOI8xcKjI5jdlLEDfLR8jg8XZ0Y2VmmGhVCiIo0plckadn5fL3e9qcqlSJugJjENP44cIbHu8pUo0IIUdGaBVejd6OafL3+CGnZ+UbHMSsp4pVMa80Hy+Lw93RlePtQo+MIIYRNerFXBDn5BUxenWB0FLOSIl7J1hxMYWtiGs/eGkYVF5lqVAghzCEswJM7WwQxa8tRktNzjY5jNlLEK1FRkeaj3+MIrl6Fe1vXMTqOEELYtOe6h4OGSX/EGx3FbKSIV6Kle06xNzmT0d0jcHGSQy+EEOYU5OPOv9rWYW5MEkfOZhsdxyykklSSgsIiJqyIIzzAgwHRtY2OI4QQduHJbvVxcXTg4xUHjY5iFmYt4kqp3kqpOKVUglLq5TKWN1BKbVZKXVBKvWjOLEZb8NcJDqVk80LPSBwdZKpRIYSoDAGebgzvEMKincnsP5lpdJwKZ7YirpRyBD4H+gBRwFClVNRlq6UBzwIfmSuHJbhQUMgnK+NpGuRNr0Y1jI4jhBB2ZWTn+ni6OTF+ue21xs3ZEm8DJGitD2ut84E5wIDSK2itz2ittwEmM+Yw3JytxzmRnsuLPSNRSlrhQghRmbzdnXm8S31W7j/NjmPnjI5TocxZxGsDx0s9Typ5za7k5Bcw6Y8E2oZWp1O4n9FxhBDCLj3UPgQ/Dxc++j3O6CgVypxFvKwmp76hDSk1QikVo5SKSUlJuclYleubTUc5e/4CY3pJK1wIIYxS1dWJp7qFselQKhvizxodp8KYs4gnAcGlngcByTeyIa31VK11K611K39//woJVxkyck1MWXuIbpH+tAqpbnQcIYSwa/9qW4dAbzc+XB6H1jfUprQ45izi24BwpVSoUsoFGAIsMuPnWZxp6w+TkWvihZ6RRkcRQgi75+rkyLO3hbPzeDor958xOk6FMFsR11oXAE8DvwP7gbla671KqceVUo8DKKVqKqWSgOeB/yilkpRSXubKVJnSsvOZtuEIfZvUpHFtb6PjCCGEAAa3DCLE153xy+MoKrL+1riTOTeutV4CLLnstSmlfj5F8WV2mzNl7SFyTYU83yPC6ChCCCFKODs6MLpHBKPmxLJ490nuaBZodKSbYtYibq9OZ+bxzaZEBjavTViAp9FxhAUzmUwkJSWRl5dndBSb4ubmRlBQEM7OMtWvuNIdTQOZvPoQH684SJ/GNXFytN7BS6WIm8FnfyRQWKR57jZphYtrS0pKwtPTk5CQELl7oYJorUlNTSUpKYnQUJnuV1zJwUHxfM8IRn67nfl/neCeVsHXf5OFst7/flio42k5zNl2jHtbB1PH193oOMLC5eXl4evrKwW8Aiml8PX1lasb4pp6RtWgWZA3E1fGc6Gg0Og4N0yKeAWbuCoepRTP3BpudBRhJaSAVzw5puJ6lFK80DOSE+m5/Ljt+PXfYKGkiFegQynnmb8jiQfa1aWmt5vRcYQQQlxDp3A/2oRW57M/EsgzWWdrXIp4BfpkZTxuzo480bW+0VGEEEJch1KKF3pEcCbrArO3HDU6zg2RIl5B9p/M5NedyQzvEIKfh6vRcYQw3L59+5g5cybHjx8nKyvL6DhClKltPV86hfsxec0hsi8UGB3nH5MiXkE+XnEQTzcnRnSSVriwLS+88AJRUVE89thjdOnShcLC4suOhYWFjBo1ikaNGtGkSRMOHz58yftMJhOTJk1iwYIFeHh4AJCfn0/nzp0pKLC+P5bCdr3QM5K07Hxmbko0Oso/JkW8AuxKSmf5vtM81qke3u5yX6qwHYcPH2bjxo3s27eP6Oho7rzzThwdHQF49913qVevHnv37uXZZ59l8uTJl7z3+PHjDB8+nLCwsIstcRcXF2677TZ+/PHHSt8XIa4mOrga3RvW4Mu1h8jIta6ZseU+8QowfvlBfNydGd4hxOgoQtyQIUOGoLUmMTGRU6dOMXnyZMLCwujevTsFBQU0b94cgAULFgCQnZ3NggUL2L59OwChoaEsXrz4km3efvvtnDp1ipo1a17y+sCBA3nllVe47777KmHPhCif53tE0PfT9Uxbf5jnrWi+CyniN2lbYhprD6bwSp8GeLpJK1xYp507dzJw4EB+/PFHNmzYwPPPP8/WrVt58MEHCQkJYdiwYdSpU4eQkBAAVq5cyfHjx4mOjgYgLS2N7t27X7Hdyws4QOPGjdm2bZs5d0eIfywq0It+TWsxbcMRHuoQSvWqLkZHKhe5nH4TtNaMXx6Hn4crw24JMTqOEDckNzeXs2fP8vrrrwMQFRXFuXPnANi9ezfNmjXj7NmzVKtW7eJ7YmNjeeutt4iNjSU2NpaePXteLOjX4+joiIuLi3R2ExZndPdwck2FTFl7yOgo5SYt8Zuw6VAqWw6n8fodUVRxcbxk2aOPPsq0adMYPXo0EyZMMChh+SUmJjJz5kyGDRtGvXr1jI5jl978dS/7kjMrdJtRgV68fkeja66zZ88ewsPDcXMrHttgx44dNGvWDIC9e/fSqFEjLly4cMkIaOfOnbs4pGlBQQHLly/n1VdfLXeuCxcuXPw8ISxFWIAnA6NrM2tzIo92CiXA0/LPUWmJ36C/W+G1vN0Y2qbOJctyc3OZN28eAN99951V9MRNTEzkzTffvKKHsbB9O3fu5NixY+Tl5ZGdnc3rr7/O6NGjycrKwtnZGXd3d3x8fCgsLLxYyCMiItiyZQsAH3/8Mf369Sv3OOWpqan4+/vL5CTCIo3qHo6pUDN5tXW0xqUlfoPWxKWw41g6bw9qjJvzpa3wBQsWkJmZSd++fVmyZAnLli3j9ttvNyipsBbXazGby86dO7nvvvvo2rUrmZmZjB07lg4dOrB582YaN258cb2ePXuyYcMGunfvztChQ+nTpw9hYWHccsstTJ06tdyft3r1avr27WuOXRHiptX1rcrdLYP4/s9jjOhcj8BqVYyOdG1aa6t6tGzZUhutqKhI3/7pet3hvVX6gqnwiuU9e/bUPj4++syZM7pKlSr67rvvvmKd+fPn6/bt2+uqVatqT09P3bp1a/3LL79cXG4ymfR7772nGzZsqF1dXbWfn5/u1auX3r9//8V1UlJS9OOPP64DAwO1i4uLjoyM1F9++eUlnzNjxgwN6LVr1+oBAwboqlWr6urVq+snn3xS5+TkaK21Xr16tQaueKxevbqCjtg/wxvowPGBhnx2Zdu3b5/REXSnTp30gQMHrrvejh079P3333/Tnzdo0KByfd7NsoRjK6zT8bRsHTZ2sX5l/i6jo1wExOgyaqJcTr8By/edZveJDEbdFo6L06WHMDk5mZUrV3Lvvffi7+/PwIEDWbRo0cWOQgCTJk3izjvvJCAggG+++YZ58+YxaNAgEhMTL64zZMgQXn31Vfr27cvChQv56quviIqK4uTJkwBkZmbSoUMHFi9ezBtvvMHixYu54447eOKJJ5g0adIVme+//37CwsKYP38+o0eP5quvvuKJJ54AoEWLFnz++ecAfPrpp2zevJnNmzfTokWLij50wgIdOnSI8PDrT9jTvHlzunXrdnGwlxuRn5/PwIEDiYy0nlt4hP0J8nFnaJs6zN12nGOpOUbHubayKrslP4xuiRcWFumeE9bqbh+u1qaCK1vh7733ngb0pk2btNZaL1u2TAP6iy++0FprnZGRoT08PPSgQYOu+hmrVq3SgJ44ceJV13nrrbe0q6urPnjw4CWvP/roo9rX11ebTCat9f+3xEeOHHnJeuPGjdMODg46Li5Oa/3/rfEVK1aU4yiYl7TERUWQYytuxqmMXB3x6hL9wtxYo6NoraUlXmEW7z5J3OksRnUPx8nxysM3a9YswsPDueWWWwDo3r07gYGBzJo1C4BNmzZx/vx5RowYcdXPWL58OUopHnvssauus2zZMtq2bUtoaCgFBQUXH7169SI1NZV9+/Zdsv4999xzyfMhQ4ZQVFTE1q1by73vQghhL2p4uXF/u7rM35HEoZTzRse5Kini/0BhkeaTlQeJqOHB7U0Dr1i+bds29u3bx5133kl6ejrp6elkZWVx5513snnzZg4ePEhqaioAQUFBV/2c1NRUqlevTpUqV+9QcebMGdatW4ezs/Mlj7vvvvviNkqrUaNGmc9PnDhRvp0XQgg780TX+rg6OTJxZbzRUa5Keqf/A7/EnuBQSjZf3NcCRwd1xfJvvvkGgPfff5/333//iuWzZs2iU6dOQHHxLN3ztzQ/Pz/S0tLIzc29aiH39fUlICCAiRMnlrn88u8cT58+TaNGjS55DlC7du0y3y+EEPbOz8OVhzqEMGXtIZ7qFkZkTU+jI11BWuLlZCosYuKqeKJqedGr0ZVDSebn5zNnzhzatm3L6tWrr3hER0fz7bff0r59ezw8PK55S07Pnj3RWvP1119fdZ3evXtz4MAB6tSpQ6tWra54eHpeerLNnTv3kudz5szBwcGBNm3aAODqWjx9am5ubrmPiRBC2LoRnepR1cWJT1YeNDpKmaQlXk7zdyRxNDWHr4e1wqGMVvhvv/1Gamoq48ePp2vXrlcsHzlyJE888QQxMTG8++67PPPMMwwePJj77rsPT09PYmNjcXNz45lnnqFbt24MHjyY559/nuPHj3PrrbdiMplYt24d/fr1o2vXrowePZoff/yRTp06MXr0aCIjI8nOzubAgQOsX7+eX3755ZLPX7JkCWPGjKFnz55s3bqVN998k2HDhhEREQEUD97h5OTE9OnTqV69Oq6urkRGRl7xnwEhhLAnPlVdeLhjKJ+uimdvcgaNAr2NjnSpsnq7WfLDiN7pF0yFuv27q3T/zzbooqKiMtfp37+/9vT01NnZ2WUuT09P11WqVNEPPvig1lrrefPm6TZt2mg3Nzft6emp27Rpo3/99deL65tMJj1u3DgdHh6unZ2dtZ+fn+7Tp88l99empaXp5557ToeEhGhnZ2ft7++vO3bsqD/++OOL65S+T7x///66atWq2sfH55L7xP82ZcoUHRoaqh0dHeU+8UoiPajNR46tqCjpOfm6yevL9CMztxqWgav0TlfFy6xHq1atdExMTKV+5rdbjvLawj1883AbukT4V+pn36yZM2cyfPhw4uPjCQsLMzpOuag3FYGegZx43vY73e3fv5+GDRsaHcMmybEVFWnSqnjGrzjIwqc6EB1crdI/Xym1XWvd6vLX5Tvx68gzFfL5Hwm0qutD53A/o+MIUeGUUjzwwAMXnxcUFODv72/IUMFr1qyRIYqFRRreMRQfd2c+XmFZ341LEb+O7/88xqnMPJ7vGYFSV34XLoS1q1q1Knv27LnYqXHFihVy14IQl/FwdWJkl/qsPZjC9qNpRse5SIr4NeTmFzJ5zSFuqedL+/rW2Qp/6KGH0FpbzaV0YYw+ffqwePFiAH744QeGDh16cdnWrVtp3749zZs3p3379sTFxQEwYcIEHn74YaB43vHGjRuTk3PpEJVt27Zl7969F5937dqV7du3X3Wbpb3xxht89NFHF583btz44tDEs2fPpk2bNkRHRzNy5MibGgpWiPIadktd/DxcGL/cclrjUsSvYdbmRM6ev8DzPSOMjiKEWQ0ZMoQ5c+aQl5fHrl27aNu27cVlDRo0YN26dfz111+89dZbjB07FoDnnnuOhIQEFixYwPDhw/nyyy9xd3e/Yrt/39548uRJkpOTadmy5VW3WR779+/nxx9/ZOPGjcTGxuLo6Mh3331XAUdBiGtzd3Hiia5hbDqUyuZDqdd/QyWQW8yu4vyFAqasPUSncD9ah1Q3Oo6wB889B7GxFbvN6Gj45JPrrta0aVMSExP54YcfrpgmNCMjgwcffJD4+HiUUphMJgAcHByYOXMmTZs2ZeTIkXTo0OGK7d5zzz306NGDN998k7lz514cUfBq2yyPVatWsX37dlq3bg0Uj20QEBBQ7vcLcTPua1uHqesO8fGKg7Sr187wr1mlJX4V32xK5FyOied7SCtc2If+/fvz4osvXnIpHeC1116jW7du7Nmzh19//ZW8vLyLy+Lj4/Hw8CA5ObnMbdauXRtfX1927drFjz/+yJAhQ667zb85OTlRVFR08fnf62itefDBB4mNjSU2Npa4uDjeeOONm919IcrFzdmRp7qFsTUxjQ0JZ42OIy3xsmTmmZi67jC3NgigeR0fo+MIe1GOFrM5Pfzww3h7e9OkSRPWrFlz8fWMjIyLHd1mzpx5yeujRo1i3bp1PP300/z000/cddddV2x3yJAhfPDBB2RkZNCkSZNrbrO0kJAQfvvtNwB27NjBkSNHALjtttsYMGAAo0ePJiAggLS0NLKysqhbt+7NHgIhyuXe1sFMWXOI8csP0jHMz9DWuLTEyzBjQyIZudIKF/YlKCiIUaNGXfH6v//9b1555RU6dOhwSQey0aNH8+STTxIREcG0adN4+eWXOXPmzBXvv+uuu5gzZ84lM+ldbZulDR48mLS0NKKjo/niiy8uji4YFRXFuHHj6NmzJ02bNqVHjx6cPHnyZndfiHJzdXLkmdvCiT2ezpq4FEOzyGAvl8nIMdHxgz9oX9+XLx+44r56UQlksBdREeTYCnMyFRZx6/g1VKviwqKnO5i9NS6DvZTT1xsOk5VXwHPdpRUuhBCibM6ODjx7azi7T2SwYt9pw3JIES8lLTuf6RuO0K9pLRrW8jI6jhBCCAs2qHltQv2qMmHFQYqKjLmqLUW8lKnrDpNjKuS528KNjiKEEMLCOTk6MOq2cA6cymLZ3lOGZJAiXiIl6wLfbEpkQLNAwmvI9Jui8lhbvxRrIMdUVJY7mgUSFuDBxysOUmhAa1yKeIkv1x7iQkEhz0orXFQiNzc3UlNTpehUIK01qampuLm5GR1F2AFHB8Vz3cOJP3Oe33aVPV6COcl94sDpzDy+3XKUQc2DqOfvYXQcYUeCgoJISkoiJcXY21RsjZubG0FBQUbHEHaib+NaNKiZwMSV8fRrUgsnx8prH5u1iCulegMTAUfga631e5ctVyXL+wI5wENa6x3mzFSWL9YcoqBIM0pa4aKSOTs7ExoaanQMIcRNcHBQPNc9gsdnb+eX2GQGt6y8/0Ca7b8LSilH4HOgDxAFDFVKRV22Wh8gvOQxAvjCXHmuJjk9l+//PMbdLYOo4+t+/TcIIYQQl+nVqAaNAr2YuCoeU2HR9d9QQczZ5m8DJGitD2ut84E5wIDL1hkAzNLFtgDVlFK1zJjpCp+vTkCjefpWmapTCCHEjVFK8XyPCI6l5TB/R1Klfa45i3ht4Hip50klr/3TdczmeFoOc2OOc2/rYIJ8pBVuSaq7ycxxQgjrcmuDAJoFV+PTVQnkF1ROa9yc34mXNQbd5V1wy7MOSqkRFF9uBzivlIq7yWyl+b0NZ9+uwA1aIT/A+Ol4StnDHtRTlTqpgMUdg0pm7/sPcgzsff+hAo+B6ysVsZVLlDnDjzmLeBIQXOp5EHB5//vyrIPWeiowtaIDAiilYsoaj9aeyDGQY2Dv+w9yDOx9/8E6j4E5L6dvA8KVUqFKKRdgCLDosnUWAcNUsXZAhtZapiMSQgghysFsLXGtdYFS6mngd4pvMZuutd6rlHq8ZPkUYAnFt5clUHyL2XBz5RFCCCFsjVnvE9daL6G4UJd+bUqpnzXwlDkzlINZLtNbGTkGcgzsff9BjoG97z9Y4TGwuvnEhRBCCFFMxk4XQgghrJTdFHGlVG+lVJxSKkEp9XIZy5VS6tOS5buUUi2MyGlO5TgGXZVSGUqp2JLHf43IaS5KqelKqTNKqT1XWW7T50A59t+mf/8ASqlgpdRqpdR+pdRepdSoMtax2fOgnPtv0+eBUspNKbVVKbWz5Bi8WcY61nMOaK1t/kFxx7pDQD3ABdgJRF22Tl9gKcX3rrcD/jQ6twHHoCvwm9FZzXgMOgMtgD1XWW7r58D19t+mf/8l+1gLaFHysydw0J7+FpRz/236PCj5vXqU/OwM/Am0s9ZzwF5a4lYxBKyZlecY2DSt9Tog7Rqr2PQ5UI79t3la65O6ZJIlrXUWsJ8rR4m02fOgnPtv00p+r+dLnjqXPC7vHGY154C9FHGLHwK2EpR3/24pucy0VCnVqHKiWQxbPwfKw25+/0qpEKA5xS2x0uziPLjG/oONnwdKKUelVCxwBlihtbbac8Be5hOvsCFgrVh59m8HUFdrfV4p1RdYSPEMc/bC1s+B67Gb379SygP4GXhOa515+eIy3mJT58F19t/mzwOtdSEQrZSqBixQSjXWWpfuK2I154C9tMQrbAhYK3bd/dNaZ/59mUkX3+PvrJTyq7yIhrP1c+Ca7OX3r5RypriAfae1nl/GKjZ9Hlxv/+3lPADQWqcDa4Dely2ymnPAXoq4DAFbjmOglKqplFIlP7eh+PxIrfSkxrH1c+Ca7OH3X7J/04D9WusJV1nNZs+D8uy/rZ8HSin/khY4SqkqQHfgwGWrWc05YBeX07UMAVveY3AX8IRSqgDIBYbokq6atkAp9QPFPW/9lFJJwOsUd2qxi3OgHPtv07//Eh2AB4DdJd+JAowF6oBdnAfl2X9bPw9qAd8opRwp/g/KXK31b9ZaD2TENiGEEMJK2cvldCGEEMLmSBEXQgghrJQUcSGEEMJKSREXQgghrJQUcSGEEMJKSREXQgghrJQUcSGEEMJKSREXQvxjSqkopdRDJfNTexqdRwh7JUVcCFGmkpmeJiql9iqldiul6pVa7Aw8AwwCzpe9BSGEuUkRF0JczSvAYa11I+BT4MlSy4KBGRQPSyktcSEMYhdjpwsh/hmlVFVgkNa6ZclLR4B+fy8vGWu6ptb6lCEBhRCAFHEhRNm6A8GlJsmoDqwsvYIUcCGMJ5fThRBliQb+q7WO1lpHA8uBWCMDCSGuJEVcCFEWH4qnYEQp5QT0BH41NJEQ4gpSxIUQZTkItCv5eTSwWGt9xMA8QogyyHziQogrKKV8gKWAH7AZGKG1zjU2lRDiclLEhRBCCCsll9OFEEIIKyVFXAghhLBSUsSFEEIIKyVFXAghhLBSUsSFEEIIKyVFXAghhLBSUsSFEEIIKyVFXAghhLBSUsSFEEIIK/V/2jQ6pVxP8OQAAAAASUVORK5CYII=\n", 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" ] @@ -873,7 +897,7 @@ "ax.set_ylabel(r'PDF')\n", "ax.set_ylim([0,0.55])\n", "\n", - "#freccia verde\n", + "\n", "plt.arrow(np.pi/4,0,0,pf(220**2,np.pi/4)-0.01, linewidth=1,\n", " head_width=0.05, head_length=0.01, fc='g', ec='g')\n", "\n", @@ -886,17 +910,19 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#generating energies in CoM (s=220**2 )\n", - "energies_gauss = np.random.normal(48400 , 500, 200294) \n", + "\n", "#48400: s=220**2=48400\n", "#500: std_dev of the gaussian distribution\n", - "#200294: Number of generated events\n", + "#200294: Number of generated events \n", + "energies_gauss = np.random.normal(48400 , 500, 200294) \n", + "\n", "\n", "#we are sufficiently (>3 sigma) far from threshold. Pair production threshold is ok\n", "\n", @@ -927,12 +953,12 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -989,23 +1015,23 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) #point generation\n", - "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", - "acc = acc[:10**5] #array of 10**5 valid points" + "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", + "acc = acc[:10**5] #array of 10**5 valid points" ] }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1017,6 +1043,7 @@ } ], "source": [ + "#plotting yz plane distribution\n", "fig,ax = plt.subplots(1,1,figsize=(8.5,7))\n", "\n", "h = ax.hist2d(acc[:,0],\n", @@ -1074,7 +1101,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1086,8 +1113,8 @@ } ], "source": [ - "rad_length = 35.28 #cm radiation length of Beryllium\n", - "x_max = 3 #cm target thickness\n", + "rad_length = 35.28 #cm radiation length of Beryllium\n", + "x_max = 3 #cm target thickness\n", "\n", "E_0_thres = ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(x_max/rad_length)\n", "print ( f\"Threshold energy: {E_0_thres} MeV\")" @@ -1123,26 +1150,20 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "#s depending on x-coordinate (x)\n", "def s_bremss(x, E0):\n", " '''\n", - " \n", " This function computes the s variable depending on the initial energy E_0 and the position z\n", - " \n", " '''\n", " \n", " return 2 * m_e**2 + 2* E0 * np.exp(-x/rad_length) * m_e\n", "\n", - "#cross section depending on x-coordinate (x)\n", "def sigma_bremss(x, E0):\n", " '''\n", - " \n", " sigma_bremss computes the cross section directly from the initial energy and position of interaction\n", - " \n", " '''\n", " \n", " return sigma(s_bremss(x, E0))" @@ -1150,12 +1171,12 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1167,17 +1188,17 @@ } ], "source": [ - "E_0 = 48658.5 #impinging beam energy\n", - "n_slice = 20 #slices\n", + "E_0 = 48658.5 #impinging beam energy\n", + "n_slice = 20 #slices\n", "\n", "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", "\n", "slices = np.linspace(0,x_max,n_slice)\n", - "slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", + "slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", " \n", - "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", + "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", "\n", - "part_per_slice = np.zeros(n_slice) #slices vector initialization\n", + "part_per_slice = np.zeros(n_slice) #slices vector initialization\n", "part_per_slice[0] = tot_par1w\n", "\n", "#computation of interacting particles in each slice\n", @@ -1190,11 +1211,11 @@ "#plot\n", "plt.scatter(slices,part_per_slice/part_per_slice.sum())\n", "\n", - "\n", + "#intep1d to find the normalised distribution for the interaction points\n", "func_pts_dbt = interp1d(slices,\n", " part_per_slice/part_per_slice.sum(),\n", " fill_value = \"extrapolate\"\n", - " ) #intep1d to find the normalised distribution for the interaction points\n", + " ) \n", "\n", "plt.plot(slices, func_pts_dbt(slices))\n", "\n", @@ -1207,12 +1228,12 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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L3AasAB6hFRbLgfUV9lvSiOn28KQjjjmeE087ff82o17XqCwsMvM7ETHW0XwJcGHx+g7gQeCGov2uzHwN2BIRm4HzI+IZYG5mPgwQEXcCl2JYSJplnQ9PmnPsSdY02vS7ZnFSZm4HKH6fWLQvAJ5v225r0bageN3Z3lVErIiIjRGx8cc//vGsdlySRlldCtzRpS0nae8qM9dk5tLMXDpv3rxZ65wkjbp+T519ISLmZ+b2iJgP7CjatwKntG23ENhWtC/s0i5JfTXqN/L1OyzWAVcBq4rf97S1fzEiVtMqcC8GHs3MvRGxMyKWARuAK4Fb+txnSRr5G/mqnDr7JVrF7BMiYivwcVohsTYirgaeAy4DyMxNEbEWmAD2ANcWM6EAruH1qbPrsbgtaUBG+Ua+KmdD/d4hPrroENuvBFZ2ad8InDmLXZMkTZHLfUjSNIxaDcOwkKRpGLUahmEhSdM0SjWMutxnIUmqMcNCklTKsJAklTIsJEmlDAtJUilnQ0nSLBj2+y4MC0maBcN+34VhIUmzZJjvuzAsJKkCw3ZZyrCQpAoM22Upw0KSKjJMl6WcOitJKuXIQpL6oOk1DMNCkvqg6TUMw0KS+qTJNQzDQpIGoNtlKajvpSnDQpIGoPOyFNT70pRhIUkD0qTLUk6dlSSVcmQhSTVR5+m1hoUk1USdp9caFpJUI3WtY1izkCSVMiwkSaUMC0lSKWsWklRTdZodZVhIUk3VaXaUYSFJNVaX2VHWLCRJpRxZSFJDDLKGYVhIUkMMsoZhWEhSgwyqhmHNQpJUyrCQJJUyLCRJpaxZSFJD9XN2VGPCIiKWA38PHA58NjNXDbhLkjRQ/Zwd1YiwiIjDgVuB3wS2At+NiHWZOTH5npI03Po1O6oRYQGcD2zOzP8CiIi7gEuASsLilW1b9r/+359s44hf/IIXf/VXeno/nX38jmZ9R1P77XcM/3e0/u16B1VoSlgsAJ5ve78V+PXOjSJiBbCiePtqRDw1ze87AfjJNPetG4+lfoblOMBjqZ3z71gJMzuWt3RrbEpYRJe2PKghcw2wZsZfFrExM5fO9O/UgcdSP8NyHOCx1FUVx9KUqbNbgVPa3i8Etg2oL5I0cpoSFt8FFkfEqRFxJHAFsG7AfZKkkdGIy1CZuScirgPuozV19vOZuanCr5zxpawa8VjqZ1iOAzyWupr1Y4nMgy79S5J0gKZchpIkDZBhIUkqNdJhERHLI+KpiNgcETd2+Twi4pPF549HxDmD6GeZHo7jwoh4OSK+X/z89SD62YuI+HxE7IiIHxzi80acE+jpWBpxXiLilIh4ICKejIhNEXF9l20acV56PJamnJejIuLRiBgvjuXmLtvM3nnJzJH8oVUo/0/gNOBIYBxY0rHN+4D1tO7zWAZsGHS/p3kcFwJfH3Rfezye3wDOAX5wiM9rf06mcCyNOC/AfOCc4vUbgaeb+L+VKRxLU85LAMcUr+cAG4BlVZ2XUR5Z7F9CJDN3AfuWEGl3CXBntjwCHBcR8/vd0RK9HEdjZOZ3gJ9OskkTzgnQ07E0QmZuz8zvFa93Ak/SWlWhXSPOS4/H0gjFf9avFm/nFD+dM5Zm7byMclh0W0Kk8780vWwzaL328V3FcHV9RJzRn65VognnZCoadV4iYgw4m9b/i23XuPMyybFAQ85LRBweEd8HdgDfyMzKzksj7rOoSC9LiPS0zMiA9dLH7wFvycxXI+J9wL8Bi6vuWEWacE561ajzEhHHAF8BPpyZr3R+3GWX2p6XkmNpzHnJzL3AOyPiOODuiDgzM9trZLN2XkZ5ZNHLEiJNWGaktI+Z+cq+4Wpm3gvMiYgT+tfFWdWEc9KTJp2XiJhD6x/XL2TmV7ts0pjzUnYsTTov+2TmS8CDwPKOj2btvIxyWPSyhMg64MpiRsEy4OXM3N7vjpYoPY6I+LWIiOL1+bTO+4t97+nsaMI56UlTzkvRx88BT2bm6kNs1ojz0suxNOi8zCtGFETE0cDFwA87Npu18zKyl6HyEEuIRMQfF59/BriX1myCzcDPgT8cVH8Ppcfj+ABwTUTsAf4PuCKLqRJ1ExFfojUb5YSI2Ap8nFbhrjHnZJ8ejqUp5+UC4IPAE8X1cYCPAYugceell2NpynmZD9wRrYfDHQaszcyvV/VvmMt9SJJKjfJlKElSjwwLSVIpw0KSVMqwkCSVMiwkSaUMC0lSKcNCklTq/wGS/HBPgQBKKQAAAABJRU5ErkJggg==\n", 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" ] @@ -1236,14 +1257,14 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 46, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1266,6 +1287,7 @@ "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "\n", "pd_df = pd_df.dropna()\n", + "pd_df = pd_df.iloc[:N]\n", "\n", "#montecarlo simulation for the two muons momentum with respect to the previously accepted angles\n", "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", @@ -1340,7 +1362,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -1351,20 +1373,20 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ - "n_slice = 20 #slices\n", + "n_slice = 20 #slices\n", "\n", - "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", + "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", "\n", - "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", + "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", "func_pts_dbt = []\n", "\n", "#from CoM to LAB\n", "energies_gauss = energies_gauss[energies_gauss > 4 * m_muon**2] #check on threshold production\n", - "energies_gauss_bremss = energies_gauss / (2 * m_e) #passing from s to E_e+\n", + "energies_gauss_bremss = energies_gauss / (2 * m_e) #passing from s to E_e+\n", "\n", "size = len(energies_gauss_bremss) \n", "\n", @@ -1404,12 +1426,12 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1438,14 +1460,14 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 45, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1467,6 +1489,7 @@ "pd_df[\"check\"] = ang_check\n", "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", "pd_df = pd_df.dropna()\n", + "pd_df = pd_df.iloc[:N]\n", "\n", "#montecarlo simulation for the two muons momentum with respect to the previously accepted angles\n", "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", @@ -1540,14 +1563,14 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ - "
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" ] }, "metadata": { @@ -1557,21 +1580,25 @@ } ], "source": [ - "fig, ax = plt.subplots(1,1)\n", + "fig, ax = plt.subplots(1,1, figsize=(8,5))\n", "\n", "sns.histplot(inv_cdf3(num_sorted),\n", " ax = ax,\n", " color = '#D64045',\n", - " stat = \"density\"\n", + " stat = \"density\",\n", + " label='QED calculations'\n", " )\n", "\n", + "#importing babayaga results and comparison with our simulation\n", "file_data = np.loadtxt(\"matched_el_th_exp_200.txt\", usecols=(0,1,2))\n", "x,y = file_data[:,0],file_data[:,1]\n", "x = x * np.pi/180\n", "x_cen = x + (x[0] + x[1])/2\n", "y = y / ((x[1] - x[0])*y).sum()\n", "\n", - "plt.plot(x_cen, y)\n", + "plt.plot(x_cen, y, label='Babayaga results')\n", + "plt.xlabel(r'Center of mass emission angle $\\theta^*[rad]$')\n", + "plt.legend()\n", "\n", "plt.show()" ] @@ -1633,7 +1660,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.8.5" } }, "nbformat": 4, From 615c18877d6bbbf48a0ce7342946c61e12fcb9d3 Mon Sep 17 00:00:00 2001 From: giuliacampesan Date: Mon, 22 Feb 2021 10:32:39 +0100 Subject: [PATCH 35/39] 22feb bis --- matched_el_th_exp_200.txt | 200 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 200 insertions(+) create mode 100644 matched_el_th_exp_200.txt diff --git a/matched_el_th_exp_200.txt b/matched_el_th_exp_200.txt new file mode 100644 index 0000000..0d88aac --- /dev/null +++ b/matched_el_th_exp_200.txt @@ -0,0 +1,200 @@ + -9.9999999999999978E-002 2.3838156663279226E-002 8.9408323697924336E-004 + 0.80100000000000005 9.4331973849387282E-002 1.8545703188645360E-003 + 1.7020000000000000 0.16943348684689599 2.5551520859612114E-003 + 2.6029999999999998 0.24788762427870439 3.1371600326260919E-003 + 3.5039999999999996 0.32297066016766729 3.6325140543529365E-003 + 4.4049999999999994 0.42596318902457242 9.5757630829116057E-003 + 5.3059999999999992 0.51093990287295721 4.9190479204845976E-003 + 6.2069999999999990 0.71600154834204799 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0.56082746752820389 6.4392746453672736E-003 + 174.69400000000039 0.46494726048366514 5.8928724532340670E-003 + 175.59500000000040 0.38626847682479193 5.4087987593649973E-003 + 176.49600000000041 0.29447682912384343 4.7680753158807340E-003 + 177.39700000000042 0.20393632290999805 4.0180125640981168E-003 + 178.29800000000043 0.12048724722788617 3.1431563484258501E-003 + 179.19900000000044 3.2100161515061308E-002 1.6764172130415351E-003 From 39d8507fd8a0441f2fcac89039e9675b329d90a0 Mon Sep 17 00:00:00 2001 From: lordome Date: Mon, 22 Feb 2021 19:39:49 +0100 Subject: [PATCH 36/39] angles distributions 2/3 --- Project.ipynb | 530 +++++++++++++++++++++++++++++++------------------- 1 file changed, 325 insertions(+), 205 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index c58ece0..7f90fce 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -50,7 +50,7 @@ "The calculation of the cross section comes from the derivation of the unpolarised scattering amplitude - we are not interested in the polarisation of both incoming and outgoing particles. \n", "Moreover, we are not interested in considering the annihilation in the usual Ultra Relativistic limit ($m \\sim 0$), but we are interested in the range of energy close to the threshold for the muon pair production: $\\sqrt s \\sim 2m_\\mu$. \n", "\n", - "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} (\\sqrt s, \\theta^*, \\phi^*)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", + "1. The differential cross section for the considered process, in the CoM frame (\\*-quantities), has the following expression: $$\\left(\\frac{d\\sigma}{d\\Omega}\\right)^* \\Big\\rvert_{CoM} \\left(\\sqrt s, \\theta^*, \\phi^*\\right)= \\frac{\\alpha^2}{4s}\\left(1-\\frac{4m_\\mu^2}{s}\\right)^{1/2}\\left(1-\\frac{4m_e^2}{s}\\right)^{-1/2}\\left[1+\\frac{4}{s}\\left(m_e^2+m_\\mu^2\\right)+\\left(1-\\frac{4m_\\mu^2}{s}\\right)\\left(1-\\frac{4m_e^2}{s}\\right)\\cos^2\\theta^*\\right]$$\n", "\n", "where the differential cross section in the center of mass is expressed as a function of the (CoM) energy $\\sqrt s$ (the first Mandelstam variable, equal for both $e$ and $\\mu$ pairs in che CoM frame), the masses of $e^+$ and $e^-$ $m_e$ and of the muons $m_\\mu$, and the emission angle in the center of mass $\\theta^*$. ($\\alpha$ is the EM constant, $\\alpha=\\frac{e^2}{4\\pi}$). One can also notice that the differential cross section depends only on the $\\theta^*$ angle, and not on the other angle $\\phi^*$.\n", "\n", @@ -122,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -145,7 +145,7 @@ "m_muon = 105.6583755 #[MeV] CODATA 2018 Muon mass\n", "m_e = 0.51099895 #[MeV] CODATA 2018 Electron mass\n", "s = 220**2 #[MeV] For the sake of simplicity we take as a reference pow(sqrt(s),2). \n", - " #We have choosen a s-value close to 2 m_mu, as required by the considered process\n", + " #We have choosen a s-value close to 2 m_muon, as required by the considered process\n", "N = 10**6 #number of generated muon pairs\n", "\n", "def dsigmadtheta(s,theta, phi = 0):\n", @@ -280,9 +280,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "4) To find out the inverse cumulative distribution function we define a uniform U(0,1) distribution and by interpolating the cumulative density function we extrapolate the angular value from the fitted function\n", - "\n", - "4) In order to sample the angles accordingly to the angle distribution, we use the inverse CDF method. \n", + "4. In order to sample the angles accordingly to the angle distribution, we use the inverse CDF method. \n", "So we define a uniform distribution for $\\theta ^* \\in [0,\\pi]$ and we interpolate with three different methods available in the scipy library the $g(s, \\theta^*)$ function - the ordinate is represented by $g(s, \\theta^*)$, the abscissa by $\\theta^*$." ] }, @@ -295,7 +293,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -327,7 +325,7 @@ " label = 'Samples'\n", " )\n", " ax[1][i].set_title('Angular distribution in the CoM')\n", - " ax[1][i].set_ylim(0,3000)\n", + " ax[1][i].set_ylim(0,40000)\n", " \n", "random_num = np.random.rand(N)\n", "num_sorted = np.sort(random_num)\n", @@ -507,7 +505,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "5. produce a synthetic dataset of about $N=10^5$ (or more) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);" + "5. produce a synthetic dataset of about $N=10^5$ (we chose $10^6$) events. Events should be listed as rows in a file with columns representing the muons coordinates (keep in mind that in the lab frame muons are relativistic and thus the number of coordinates can be only 3 per muon);" ] }, { @@ -568,48 +566,48 @@ " \n", " \n", " 0\n", - " 18487.549678\n", - " -18.833648\n", - " 0.154583\n", - " 28870.157963\n", - " 18.833648\n", - " -0.154583\n", + " 22283.151573\n", + " 29.331791\n", + " 5.823734\n", + " 25074.556068\n", + " -29.331791\n", + " -5.823734\n", " \n", " \n", " 1\n", - " 27151.480708\n", - " 25.553973\n", - " -4.802506\n", - " 20206.226932\n", - " -25.553973\n", - " 4.802506\n", + " 17130.612690\n", + " -2.777300\n", + " -1.802409\n", + " 30227.094950\n", + " 2.777300\n", + " 1.802409\n", " \n", " \n", " 2\n", - " 17598.878233\n", - " 8.637792\n", - " 7.997615\n", - " 29758.829408\n", - " -8.637792\n", - " -7.997615\n", + " 20051.713800\n", + " -13.626669\n", + " 21.603469\n", + " 27305.993840\n", + " 13.626669\n", + " -21.603469\n", " \n", " \n", " 3\n", - " 27873.201633\n", - " 22.115043\n", - " 8.220853\n", - " 19484.506008\n", - " -22.115043\n", - " -8.220853\n", + " 21703.855994\n", + " 2.613324\n", + " 29.074083\n", + " 25653.851646\n", + " -2.613324\n", + " -29.074083\n", " \n", " \n", " 4\n", - " 25803.090876\n", - " -24.471746\n", - " -15.493979\n", - " 21554.616764\n", - " 24.471746\n", - " 15.493979\n", + " 20208.835032\n", + " -14.337263\n", + " -21.700305\n", + " 27148.872608\n", + " 14.337263\n", + " 21.700305\n", " \n", " \n", " ...\n", @@ -622,48 +620,48 @@ " \n", " \n", " 999995\n", - " 20490.522620\n", - " 3.375007\n", - " 26.562094\n", - " 26867.185020\n", - " -3.375007\n", - " -26.562094\n", + " 28187.164726\n", + " 11.450015\n", + " 19.146566\n", + " 19170.542915\n", + " -11.450015\n", + " -19.146566\n", " \n", " \n", " 999996\n", - " 17810.541991\n", - " -11.275873\n", - " -8.124323\n", - " 29547.165650\n", - " 11.275873\n", - " 8.124323\n", + " 19480.083157\n", + " 19.579734\n", + " -13.133564\n", + " 27877.624484\n", + " -19.579734\n", + " 13.133564\n", " \n", " \n", " 999997\n", - " 27420.289444\n", - " -24.191185\n", - " -7.000561\n", - " 19937.418196\n", - " 24.191185\n", - " 7.000561\n", + " 23849.829912\n", + " 23.790115\n", + " 19.227774\n", + " 23507.877729\n", + " -23.790115\n", + " -19.227774\n", " \n", " \n", " 999998\n", - " 21422.777726\n", - " -3.816689\n", - " -28.493862\n", - " 25934.929914\n", - " 3.816689\n", - " 28.493862\n", + " 24793.859617\n", + " -26.053307\n", + " 15.188930\n", + " 22563.848023\n", + " 26.053307\n", + " -15.188930\n", " \n", " \n", " 999999\n", - " 19791.570655\n", - " -22.172874\n", - " 10.889179\n", - " 27566.136986\n", - " 22.172874\n", - " -10.889179\n", + " 29085.601027\n", + " -17.409428\n", + " -1.538999\n", + " 18272.106613\n", + " 17.409428\n", + " 1.538999\n", " \n", " \n", "\n", @@ -672,30 +670,30 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 18487.549678 -18.833648 0.154583 28870.157963 18.833648 \n", - "1 27151.480708 25.553973 -4.802506 20206.226932 -25.553973 \n", - "2 17598.878233 8.637792 7.997615 29758.829408 -8.637792 \n", - "3 27873.201633 22.115043 8.220853 19484.506008 -22.115043 \n", - "4 25803.090876 -24.471746 -15.493979 21554.616764 24.471746 \n", + "0 22283.151573 29.331791 5.823734 25074.556068 -29.331791 \n", + "1 17130.612690 -2.777300 -1.802409 30227.094950 2.777300 \n", + "2 20051.713800 -13.626669 21.603469 27305.993840 13.626669 \n", + "3 21703.855994 2.613324 29.074083 25653.851646 -2.613324 \n", + "4 20208.835032 -14.337263 -21.700305 27148.872608 14.337263 \n", "... ... ... ... ... ... \n", - "999995 20490.522620 3.375007 26.562094 26867.185020 -3.375007 \n", - "999996 17810.541991 -11.275873 -8.124323 29547.165650 11.275873 \n", - "999997 27420.289444 -24.191185 -7.000561 19937.418196 24.191185 \n", - "999998 21422.777726 -3.816689 -28.493862 25934.929914 3.816689 \n", - "999999 19791.570655 -22.172874 10.889179 27566.136986 22.172874 \n", + "999995 28187.164726 11.450015 19.146566 19170.542915 -11.450015 \n", + "999996 19480.083157 19.579734 -13.133564 27877.624484 -19.579734 \n", + "999997 23849.829912 23.790115 19.227774 23507.877729 -23.790115 \n", + "999998 24793.859617 -26.053307 15.188930 22563.848023 26.053307 \n", + "999999 29085.601027 -17.409428 -1.538999 18272.106613 17.409428 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -0.154583 \n", - "1 4.802506 \n", - "2 -7.997615 \n", - "3 -8.220853 \n", - "4 15.493979 \n", + "0 -5.823734 \n", + "1 1.802409 \n", + "2 -21.603469 \n", + "3 -29.074083 \n", + "4 21.700305 \n", "... ... \n", - "999995 -26.562094 \n", - "999996 8.124323 \n", - "999997 7.000561 \n", - "999998 28.493862 \n", - "999999 -10.889179 \n", + "999995 -19.146566 \n", + "999996 13.133564 \n", + "999997 -19.227774 \n", + "999998 -15.188930 \n", + "999999 1.538999 \n", "\n", "[1000000 rows x 6 columns]" ] @@ -716,7 +714,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -809,7 +807,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -918,10 +916,10 @@ "source": [ "#generating energies in CoM (s=220**2 )\n", "\n", - "#48400: s=220**2=48400\n", + "#48400: s=220**2=48400 middle energy\n", "#500: std_dev of the gaussian distribution\n", - "#200294: Number of generated events \n", - "energies_gauss = np.random.normal(48400 , 500, 200294) \n", + "#2*N: Number of generated events \n", + "energies_gauss = np.random.normal(48400, 500, 2*N) \n", "\n", "\n", "#we are sufficiently (>3 sigma) far from threshold. Pair production threshold is ok\n", @@ -937,10 +935,7 @@ "df_energies_real_beam = df_energies_real_beam.dropna()\n", "df_energies_real_beam = df_energies_real_beam.iloc[:N] #Taking only the first N values\n", "\n", - "\n", - "events = mc_df_sampling(df_energies_real_beam, m_e, m_muon)\n", - "\n", - "df = pd.DataFrame(events.T, columns = [\n", + "df_events_real_beam = pd.DataFrame(mc_df_sampling(df_energies_real_beam, m_e, m_muon).T, columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", " '$pz_{\\mu_1}$',\n", @@ -958,7 +953,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -973,21 +968,21 @@ "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", "#px\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_real_beam['$px_{\\mu_1}$']/1000,\n", " ax = ax[0],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", " color = '#73683B'\n", " )\n", "#py\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_real_beam['$py_{\\mu_1}$']/1000,\n", " ax = ax[1],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", " color = '#4F5D75'\n", " )\n", "#pz\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_real_beam['$pz_{\\mu_1}$']/1000,\n", " ax = ax[2],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", @@ -999,6 +994,37 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", + "\n", + "ax.axvline((48400)/(2*0.511), color='red', label='Positron energy (Lab frame)')\n", + "ax.legend(loc = 'best')\n", + "\n", + "df_events_real_beam[\"pmu1\"] = np.sqrt(df_events_real_beam['$px_{\\mu_1}$']**2+df_events_real_beam['$py_{\\mu_1}$']**2+df_events_real_beam['$pz_{\\mu_1}$']**2)\n", + "df_events_real_beam[\"pmu2\"] = np.sqrt(df_events_real_beam['$px_{\\mu_2}$']**2+df_events_real_beam['$py_{\\mu_2}$']**2+df_events_real_beam['$pz_{\\mu_2}$']**2)\n", + "\n", + "sns.histplot(df_events_real_beam[\"$px_{\\mu_1}$\"]+df_events_real_beam[\"$px_{\\mu_2}$\"], ax = ax)\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1010,28 +1036,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Since the total and differential cross sections do not depend on the position, the only difference in the simulation regards the collision point. We proceed defining the new distribution and showing the new collision points. These can be simply generated using a uniform distribution over the axes y and z by selecting the points satisfying r < 1." + "Since the total and differential cross sections do not depend on the position, the only difference in the simulation regards the collision point. We proceed defining the new distribution and showing the new collision points. These can be simply generated using a uniform distribution over the axes y and z by selecting the points satisfying r < 1.\n", + "\n", + "\n", + "Simulating the real spatial distribution is useful in applications, because from the position of the muons we can retrieve also the position of the incoming positron from a scintillator before the target. \n", + "\n", + "The beam distribution has been chosen to avoid to have more than one positron fitting the reconstucted vertex. " ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "pts = np.random.uniform(-1, 1, size = (2*10**5, 2)) #point generation\n", + "pts = np.random.uniform(-1, 1, size = (2*N, 2)) #point generation\n", "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", - "acc = acc[:10**5] #array of 10**5 valid points" + "acc = acc[:N] #array of 10**5 valid points" ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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DllsnZBZ+POxxiUKcHIt945kASfTRI5fsgdoI2s7qfiqqDt46/nhyca6sxMpMLCycCHtk4Y3Mvm2NQvYcQfbNB39tkRnw0Zm7T4P7ZzhGOmTGhxmjyKhVHBA/tlXenoeVVTWalYc5I73YUcf9hCc7gsmOcaxsW+b5VI9b2PHKwpOB5Uxs0Pq5ng5/DHDv3r3+4MGD21bjycbebPAR/Fk3i1TFvLOHIpnzwc7RK7JUjtW58kxFJjPS17dh/Ed9qfQne5C00j6DIP6djJl5UufyPoCnse1vRS82rrZOeQny5zX8OGflT9B++iijtfZs7/3edfG/926tP/iq8/Bqb4Vr1fWmsDITCzcLwTjtfsoDbyPjXnkYMKMTHD+cOIpErdHL+sMcg0qUW3mugxlAZoh9f7zh1jLBtn6ErB/ZPNk6dSQiXuzbGYx/tEaEXHudIl2z8pWpuNtYmYkN1s9pL9wcrHGNNnyPKLoUx9e3yXhnBinTR0hZJctQwUhXO26zjlbGr0JjDbwg/iqpQtx1NraZHmLeq06bH3+trxwNjfSJ4PWsru2Fxxt3yBE4B1ZmYuF6wM6S/cOU+xZnKrQ8chSihwErZ/vi6D1///Ch189fV448Ij0Yn+wBwox/NfUf8WFHEmyc9RVlBCJemYxMXyHlunayYxS2DqKsgcqxfc76ZyE4/s0QyzNzvBYW7ghWZmLhvMjO+9nm/fCz23AF+bcyPC3j7yNswfZ/L7zMEbw+VqY/68/O4JX+gsEl730wVlH7UyLfzLBFKXtmRKOjEianml3JeEb9ZfxOhRC5TBdFpm92H6znKh5/3LEjinNgPYC5cD7YI4iRMVWcaghGqeSZVPNIB+uMAHkmxR/FMNpzIHt4sUof0QHzRxKnoDruo3r2fMesnlHGJHNmBNs1IeCI5mrh2nDtD2C+rPUHX3keXu1t1gOYCwsX8CnjnduEI8wYJzFtrFwmgx11ZHpU6DSTIrz64Y8cWYO2mzQYEW+ml9VZTD3TkT3XEcnI5o0dVWXIjgu8I1CFzWjZLID9DPBvlIxk+TVjjzysM6mw/G3d6IhnPVOxcAexjjkWroZROnhzrIA41Q3wMoXw4o08/QrhVTbpSnrbgjku3rBVIY5nNlYWoyxQVQ+vNzOKI338Q4+RU1LR7ZS1wNrZfgnicday6IgmOiKaddSA/C/WFx4PrCnbYGUmFk5DZCyiB/aArRHIHnSz0PZZNKt1TxUfAKw+WMdk+IcMM76svQRyBds+qs42mo10r6bQPX/LM5Kj8zzjAMwcp0ii53VAsO2bffc6sLZaF+mXzYX98S3BwuOOfqbXHcHKTCxcDdlDeB4CYEdos7Sv6HvRmDEazVhEbUcP+Y3aVXhk0askcrLIdSTL13vnZDYLcyoyOQKuDxuvUQag8pzHKHPwkDaYB8E221Y9qov4MrqVpXg8sKZpg5WZWJhD9CyCDNppPUsVjzbj0eaqPKM09FPGgAoneagHi9YjfQTH5/Kj9D87FhEcP1/hMyDK2/NnOkR8rH62r5bWZyisnAoieSNkmQ92vFLNgPhxjjJJbFyVjpVH7arORXSEtLDwmGI5Ewt1+KgpMzaCbepeX7vEYFlEG70Qml3fRouejzVAu4JspWVOEzvCEZxmCFhmhjklzyRHKTvjIEVG2GPk+Pi2yl8cTeU4YibKrqwFdl01xGLoq6jSRmOaPX9S5bHw6OFcRxx3KLuxnImFMaKoMdvEBZdG1keTWXSZbagssyCIHQlWZnWPymefCbByIkcpO0uPHBf7OXp2IcrG2Pb2eQ11rqpn/kD+3IvnNXPsVZE9Os7wxjpydjMeUtaQ0886xCNapd+vbMUjjeVMbLCciYUYWerZgm3kI0SR/kzE1lr+dU3GLzuGiFL+o3b23dP7eutIMTCHwf7JVZZ2zxwEL/eU5yUkkOf7amlOQeRojZy8EU0EGehQRXXNMNh+VjI+CwuPGJYzsXAMtoHfP9QJYmMx2uxHUWbEFzh9c51pV4mMWeQ7eqhx5Gxlzyp43UYZDgH/Zghw+nMP0bMYp2QhKsci1Si+khGwmRlfn2VofMYnGgOWOaqsOQnKLT/B6UdoC9ePlZnYYDkTC1tEG5c+xCjYPiw4SpufI8Jim7Q98qims7O66HmDypFHNXLOjnRmImtBfP6vdZEsP4b+eKU6X5meqhtzSioZLsaLyY6OhtgxWnZUdxWweY2O3RSjMR45jAuPBpYzscFyJhYuUd2orGG3m3U1Uq/AGjYplFu5jNe50IyhEMRGXcsiRyhqk5UrrNwMe2c0/XxUHajsOOlcDoiVb2HlRnIk4a112RGW5R2trZl1LKS95d3a1iG3tF5XMeWWx8LCI4blTCxcIkrlegi2RlXp9saxYPDGTduxjd4aFnFtos+6EftjgyiCtTS2LwyW784YHHF1ozFkDhYzbP7Ygz0rIYa+ghmDyIyrOBrBsQMQ9aVyvBGV+0yY/yzg9bbOr5fMkWMy2PUoqyPbS7pmK2vvlOdbFq4fKzOxwXImFi6M/L6Q0lcILjdBfQHHv5XA+Mlx0VGbmeMCK5/RVPrkHSOFNxxZ5D46FslS8xG/kf5eRw+ZoPWoyPf8PX0z66qSlYiORayTOjqiYHw8T6a/Ne4+82bb7JP5ZVmVU1BxFLzDvXCzOJcjsZyJhTuD0QY4Mo67QmRleSutf3iNyc70inheF6oRtm8DxFkYNraZDJ8dkYAH04Flf1gW55T+ZZDgM4M33NG6iPQU8MyPtrE8ge1vjui7PQ7yY2PbzGB2XCNUHcyFhVvAciaeZNjNWnD52b5n8DSjKDYzpJG8SB9xL4A/ge838ZmN2PPL2jKDnGUcIh2jaNOW+SxS1XhaY8SyKTYLEIE5JxGNh+SsjxwBT8+cT0sjOHYCmD7iZLF5sp+rmaKo32xcozUyAjtKXM7F7WBlJja41f/maK29AsD/DuBNAPwfvfdPcfX/LwAfdrh8DoBfBuD5vfcfbK19J4AfAfDTAH7qLvwf/I3ARskWUZZAN129FmxhIznGb9+M0U82bcvfy/B8o2MJwcV/f1RTwFEU63XKDI/ndwqiMfS8lU6cTj6iZnpWDY4QmZHOo/aWz4wOvcc/ux7NLRuD6KhiF/Rrdsz8+Pj5OAXMobL6SkGH68zQLVxiDfMGt5aZaK29CYBPA/C+AF4K4ENaay+1NL33/7X3/rLe+8sA/AkA/7T3/oOG5D0P9cuRmEUlah5BgvJsw7efo1S1pfUy7IYtOM54+Kjd8mJZiugYgMnMwCL97OE91l5pKschlvYq6e/sSKVicBkP7+xZQ5il/G0/BLVMRnbNeOvncx/nZG11rVpUsmgA/zaKxXIeFh4R3OYxx9MAvr33/h29958E8PkAXpXQfwiAz7sRze4yTjm/tWf0tiwCO5f25czoA8fOQSZDMHeGnRnHKNsRYfRcg+Wpr2o0rC9rhKyeV4l8R/KjcqFUl7DOn7hym02yfavwzhw7z4c5csz59LpZvdkRSSUb5Z+7YDpl7b0jautsPyJEDuzC9WEdc2xwm87ECwF8t7l+3aHsCK21NwfwCgB/xxR3AP+otfZsa+3VkZDW2qtbaw9aaw/e+MY3nkHtxxQ+cq5uOv6MVsAfoqzy01/S3JEI3Oo6gt+EfSbDG3Ub8Y/O9CPHInMgrO5eH8aLldtrTfWLubYyrCymTyTX01TmTXlFbbwRt7IrmQyvZ2SYGbJ65rR4vfy69mM64q/1Olezx0lZ1qnKy/eFOSYL58dyJja4TWeCrfRoaN8fwD9zRxzv0Xv/1bg4JvmY1tpvYA1775/Re7/Xe7/3/Oc//2oa3yVYAwvEhsVG/lGk7FP0EXrf/s8E2+y8PMaDnanPGJ0o+rPXMuARlfujBza+Oo4+q6IybSQfjQEr8+P6ykF7Oa4ayvE6j3RhRvFcho7NXba2Rm0jXlFbltmI+I3KqzIzXT3NOTNYCwsD3KYz8ToA72CuXwTg9QHtB8MdcfTeX394fwOAL8aFmVqowm+6Ar7xzKReszS+5c94en2iZw+qhmhP2lfaZpGi9kPprHNV4cEiyAjKe9+OnafRPMnh9TShVQNT0UEhgf6sfWuXY6/6RzwjRyTSTRytdYijaDybi1E/qvOoelfkRsjmResiR4n1Yx17XC/OlZW4Q9Nzm87EMwBe0lp7x9bam+LCYfhST9Ra+/kAfiOALzFlb9Fae0v9DOC3APimG9H6cUMUIZ8aHbKIWfndjxohPqu2OsLRZMj4AfmzFJHs0ZGNdx7YcUjVmPn0uy1nhs7LYTrr56zvPvU/C68L4yXmXcB13w3G2iLKnunnZwrrJzOuWdQ/0mmWxmfxomyErZvNsnhZ68jjerCciQ1u7auhvfefaq19LIB/iIuvhn5W7/2bW2sffaj/9APpbwfwj3rvP2aavx2AL24XN8hzAHxu7/0f3Jz2jzhGGQJpfJMS916VoZ+fBgDDWwJeLMquRFsKr3vWX/1so7ooWs6i9ZEOsyllSyukPEvXs+i9Itsfv+xb/DXJjCfTN4PSM729Idy3Le1orjPdR3MSOW5WrxH/TF7mSDbST5adY230epSt8npd1ZFcWEjQ+hO0uO7du9cfPHhw22pcP/xGJah/U8FuWpV2UQr2Kue1FblWvsU5IrDIkAh4VD4j85RxyeYx67+496uAHYvZl6eJ+ll1kth6itqdiswhFBw7WtehQ0UvVr83eup75hhquycErbVnr/MnA+79itYf/N3z8GrvjGvV9aawnIm7hGqk7OsE242o4lAwHoLx8YXSAuPNL4K49wgzY3AKvCMF5MZQMwEe3vhWjFZEM3LqbP198CeNKo6hNWi+T6dkSWYyCVH5rLFXem+YR/Iq+qgeM+ssGodqFszL1c+RjDuMG3Emvvg8vNpL7oYzcZvPTCxcN+x5ukW2uYmrl4BvxsOmVKMzdS8nkqXyPF32XIDVo1p3yuZq09E2XS7gP3kth897R2/nSbCty2RXouaMRr9ZM+o7myftjzqEfgysvIwnO/qo6mHHS+stzX1cPsfD7oWRvkwfSfRjTuVonVl+p46DLxfwY42ZsV5YmMRyJu4amFGJNkXB8YYsAT+LbJPdB5G65Wfr/UObXr7lwTbiGSfAy7YGJhujWYza2TpviE+Rp3wqNHtiPGczIuJ4RnNQcRaz9ozery1Go3gal5kX1WVP+rZz90DmYHl57LmJDFUH2vIezS3Tt3rfLpyOfqbXHcGt/jfHwjXBPnAVwUb2o7Tp6LjAI4t+fJlNs4vj6VO+FX5Wr2qUXGl/jnYsHc/S/Uxn5lBVU/tZ1kINEVsvoyOrTHeGXb/47xSvd8RDAl1mjkh8+a7j6D9iPCLnVesq91cGbS/YOsSnrlfbbt+2x4eV7NwdP/K4FtwxR+AcWJmJxx1+UxttcuLofDrURzkzKfeZDXaUAmdR50xUOkoFZzQV/hW5LAuiNHaz99khhqx9NSsB8K+yRk5a5rzNrBHmOLA21X4wpycyjFUZI6fY6y5Bm0yGrxcc/4YHyzDMGHspyF9YuAYsZ+JxRrYBRRBDY1/MyLJNmzkblu9IfgXavvJcRBXeaRrJlkF9FVEEbscxclx8aj6L/m17m3EYZZ0qyJwN9iyCl9HaNooTVx85XYwPoxs5COzdj//I+WRHbJFTE40tK/drnDk/I+fA9kUdUwnkRe0W5nHV4407lt1YzsTjCmvE7cZeTc9XswneKFl6wfabFZXNqbLRWiNacQAy3hKUR21s33ZBf6r6sLEV1Mbd67Mv0AvmjWRVfobZCF1cPXNke798nibKYgjin1Vnx2OVDB5zmDNUHflsjEbOWkUXnzURHDuVXg+/B6yMxhyWM7HBciYed8jh/arnuIooMmIbm+A4ItaXYAtLy87Gmd5KX3UoKoZzlPaO0vfeSDPYrIYEOkblGXY9/s8S1Utlqs77dnUHr6IzM9Sevh92zZEuvs5/bZXpIcHnKKOQQRAbVp8ViTJ63tlm7WcQrUHlP8qkWR5e3+hoZzkVCydgORN3CdawnGJEWLp5dAbt28vhs5gy1n7G8I6yLVmaXILPTKeIh9Jk0az9vOvbjT7iWY1qo6g8cm6Yc+HnU+tZe6XT1y5YC75MdRJHw6Jf1vfREYHyjwyo1nv+7FiD6eCPHDxvKy875rHjb+uYQ1KFDMq87lpXcaTZnC2MsTITGyxn4nHDKHVtswI+BazQTcxHr3ZzZBt7FNXYz2xD1s2K1Yl515d1iiL5EbLIy/Mbtc/AeHmDaeeC6TXKkrC6KHPieXv9fAZhR8aXyRyNRxSJjxD1fZRdqkbOnn6UbZiFn0NvtKUgZ5QlsJCAT+SkCcbzYfsgpmzGyXmSsZyJDZYz8bggMxxa7+mjiNJu/oLLtLjnE23cMqGjN65MV6uL4JiPdYqs7NGmF0Wg4uhG4+Pptc5H5crLO1fe8aoe29gfXWK6eVjjEB2LRG087Pg/07bGLMuoRNH6CDMZsFP4VeozmYLjb0LNyBV3PZIV8a04dxEPzyvjsY46FiaxnInHHVkq3UfIQmgUMpAxu9lbg2JfmZyIh23D2lccnuis2bf3afRdPzbMUVSqMrMI2J9dVwyulVnJtswYUtZ3v6ae6ltnaYTRcQWT59uIec+iZTGfM+dacIxTovCqAwtsHUEmP+Inrj5z3jJ9IpkZbSWYWDhfVmJlJhZuHLORlEIObb1RnJH7zGBTUUPANnPNetgjGG9Mo78uj87yBcdpXy9faRivbAP2G2iUWmZGnY0vMy52vLJx1V9wzPQR18aO9agPrCzLLFV5ScBLYZ2x6FhI+Xheo7mLIO56dKzi9dX2M8bVPkDKnDTl59eBpbMZQ5ad2Af6iPmcBRmMfqGG5UxssJyJRx3RmWhE6yNYIbwUPgq35bZN5an6TEcZ6A1wh8L3Rd9ZtkB1YHrazMFsViBC1RhbPFXI7rAMBNPTn437ecyyGdEaqKTSMweI6eCRrRN1eqP+srnLZLG+RdkLQQ5WL+Bru5o5sHow/joeI72qWSDfzr5HuMo9svBEYTkTjyqY4ddyT8euq+lKdsY6MiZsk2LRVKS3j+yf6seG1hqOSmQ8ihjFtdeMideTXc9kBrStEJ7a9j7hEx2dRND6XeeZgGj96Oeov5EzUz0SEKJjBd5JEfBvrPhrpdsX132kk5AytnZtlkJl+/pT1yhbA7ZdlIUY3ds2K6iwTttMpm7hEiszscH6b45HHdGGVo0e7Xn0vh1v9oLTUpzKz/LKyj0qRjMysJGRtBumYAt//TCyJfIl0EsMHx1Xz1f1YKlrVm7bWFo/VxGPKLvBjKiWR/PD+EZObCQjg2/DPmc8ozk5FXacmZNSmSd/n82MiW0v4GvRQpI6e98J+PzY9n5+Rxmnc2Tz7hrWUGywMhOPIioblLg2UfTIUrlKcx9zv/Lo9XllUO91m4Xd2P3mzVLy+tK0sMoX1L55wqLi0Werw2jcLfaBHN9W66I1UMmkRM6YONnVrIOXM9vGr41KZMx4VTIllrdgOya27c6tI60THMO3jRy5mT75NTSTBbLt7dz6azG00fxlGZuVmVgoYDkTjxpYBPAwijZ09rM1OFFaMosIWQQzwyPTPUK2ce6JE5HpErUTHB83MCNs29x3dRLob8dtZOgjfVVH2y5zSnzaegQ1jiO50brJsg+eXhAjipAr2SnGS7Mr2RoZ8Y76nPVL5apDOGuc7X28b3wNMb2y9RsFC37PENe3yGH3vBjPhQuwI4tTXncErT9BC+TevXv9wYMHt63GGKPNVTBOeWYGTlO7s1BD+3Qio5Iqtdeql03RsraKUZo5ggS8PWwfWZssKvW0kbyRrueCYPt31OfkE/VB0+1MLouiZSCbHe0wfTLd4ejZHGbHAl7HSG971BD1P9M5yuDsgvXvdYwcjVPuVYXdK/w9+wijtfZs7/3edfG/99LWH3zueXi1d8O16npTWM7Eowi/eTKcapB0w5MBz8xo2vqKvp4Xu842O8HlZjnrCM3oqVB5s3wZKgZYcGEwfN+qxsfqUHWuMng+3jmw8xcZ4awfFT19OeOpOtg6r5tiJGPk7FaNsbj3DCPemQ6sTGWq87EndUz3bA5URnQPP6JYzsTNYx1zPCqw6VsJaNgNPLqpGS9bVjk3jWRaet1whMjUftlr3zaC52WjtOj3KbI+VaJiX87SzD4dzdLUkWwmT43izCYd6cD0zjA6zlH9WGo8MqjsOEnfmQHP0veM177xbNa+8bmI+hYZdM+DtfWy9Xo3cZ9GvMXVMecocuIyJ4zpk91/o3F4knHV4w193REsZ+JRQrYB2zK7CY8iBXHXVQPnN49os/ebqhCZTI9RnfLd9djI+h8FiqAGJjKaEugQOU1MZiUTwObT1mVp6qh9pHszfc7kKq24a0Zb7Z/SMmevkoVgvHZ9u/YF8X+9+PHJ1oYfI5VtXxEk4aly/f3q6Sp8M8etAt+PyDHI1nO0Hp5kB2M5ExssZ+K24W9IwfZhKf1NAgnoZ44jrhM7txHNQsznbOO6yublsxIqU8D/x8SP88goVeXPQtvtB+2ZMxplEYS0rRwLRHKFtLHOXhaB+36xsurc26OB0b0R8bZZQsvX66gvBsHpazbj6+lUN08/2jMs/chp9nRR/cKdQmvtLVprr2mtfWZr7cNG9MuZuG2wDVrM56c636wFPOKR7eUwcxG18xhtNKN6BtVJsN0YbVmV1z5JWVtHR9y7x6mZGqD2K55eho1c1YB53axhFGwzB4L5vmg7T1sxulany4q5ZwUoD9T6VIX2Z5aPuM9RViDKilRxbie/KtuOcRWZE1nJyN1V3EBmorX2Zq21+621f9Va++bW2v5UdVtrn9Vae0Nr7ZtI3Staa9/aWvv21tonHIp/B4C/3Xv/KAAfMOS/HsC8RVhDH6V5Z25Uce/sTDqTaWWrUbORnj/S2JFUKLuOZLH6iEd0HemfRVYzEW4VI3rbV9XBfx45ftkYyuFajkk2tJ5XtkYy+P7KQPaoPtLPy4vWykxWZdbZjeZn9l5ibRl9ds8Al5m0irPo5WayM30y3R5BG3IjD2D+9fPwak/FD2C21hqAt+i9/2hr7bkAvgbAH+m9f52heVsAP9F7/xFT9s699293vH4DgB8F8Nd77+9qyt8EwL8D8D4AXgfgGQAfAuBVAP5+7/0bWmuf23v/0KwfKzPxqKISKdp0pX7Ws2XlEfGbjSZG2QjdNH29FGRVsycM7PjBp7nFlGebONNJjig5RkcQlm9mJATb3yCIIuOZqNCuB7YOfD1ry/oxorGQMUmog5UXrWHbLkrjK111nUXjn91L7LhIdREcrxObuaoYfJalZP3ZuTFgc890ju4D+9nzeFIzE+fDz2+tfUZr7f19Rb/Ajx4un3t4+Qn/jQC+pLX2ZgDQWvsoAH+R8PpqAD9I5D8N4Nt779/Re/9JAJ+PC0fidQBedKAZ+grr57RvEza9PYpIBMfRCDMK54imKzxkwEfLdh3hzwSzTckayUoEFBkHHzWPsh8jVCI0wfazrY/G2TsF3imrzNEo85NF0KM1w8Zp1piM5Nrxv2raXMeUrTu7VgSxg8OycELq/LVfR9H6sHrZrIXqmCFbR5VgQXDc72fa5X/jjDImFb0ewUzF2dExPKKYwH/uvb86qjxkDp4F8M4APq33/i82qvT+ha21dwTw+a21LwTwkbjIMlTxQgDfba5fB+DX4MIh+cuttfcD8GUjJiszcRuoGHAfqez6djP0EY2/geVEPRiUv/K02Y9ok1GDOIqEvJ7euWL6ZpGUlcH08XwivVhWw7e3ZRoJimtjZQiRafur10on4OMn7jrayH1bb7i8jmws2dpiNNlnNm9eB6aPtvE6V/SI+FsoXzYn4mgsXaZT9Z4SbGVUskKjNT+ikeMiAMd/c8+wsg/H6Gd6jcT0/tO995fhIkvwdGvtXQnNpwL4LwD+KoAPMNmMCtjk9t77j/XeP6L3/od6758zYrKciZuET5uyjdzX27aeF+OpkAm9RpuWyrA8R5tLJp/pGW2Q4t6tPpkuvozpw1LXWSYhQ0TPMicjgzqilxP00Has7UyfZxzQrG01IzYysLY8uncsH7b2MmdHsxyWr89aMBkjw2+dTyuL8cv6MKK1EPCHkTNUs3YVR2fhSui9/xCArwLwCl/XWvv1AN4VwBcD2E2yfh2AdzDXLwLw+ln9ljNx2/BRuN/Q2AbDNr1Z4+cj2ChFuw/4svQ8i8KrUVS2GQrySDCLqLOxrGIUKY/4WuOzb9tvnkT0mkXwGaiKjvZ6ts9R5kQ/M9rISWAZoChTZT9njuDM0UjWd8GxI+sdBXbcofOv13tTr220XeVYYDQ2XmdFtOajOm17roDDI3Pk7ipuIDPRWnt+a+2tDp9/DoDfDODfOpp3A/CZuHjO4SMAPK+19kkTPXkGwEtaa+/YWntTAB8M4Esn2gNYzsTtIHMEmFH1huQcNytLgds6v6naVxaFC/jmL4TWI9oEd4O++6heXB9Yuj3TJXLgrE4VMAdAsP16Z3bUUtWP0bDy6nFFhS5zckZOTxbJjtb2yIHxvPzatfJ2E86mzU7IoUzAP8+AOSseWrYzY+Yzhcorcv4l4M3k2M/MkZyd87uKG3AmALwAwD9prX0jLoz+V/Te/56jeXMAH9R7//e9958B8OEAvsszaq19HoCvBfAurbXXtdb+AAD03n8KwMcC+IcAvgXAF/Tev7k8DgcsZ+KmUNn8ovqRARXwjWx0dBBdM1k+xWt1EPdZXJmX4eVV0uzVTZ8dx0SOU8SHGWCvY8W527etg3Uf8U+AR/JZeTT31ehR22kbaxxa44bKtvPrYbRe2ZrxkWzmXOq7YP6Hu5ie+0D2zLFCJNtn6qptxcnM5lL133VOyxyUGV0yVPk8KdmJa0bv/Rt77+/We/+Vvfd37b3/GULzz3rv/9pc/9fe+2cSug/pvb+g9/7c3vuLeu//X1P32t77L+29v1Pv/ZNP0XX9zsRNw0a5duNg0ac3atqWpYHF0FlZHn7Ds5uzHJM/pNmRdcL0YddWF6url8vke128fMvDtheMv4tfGfcM4t4zOcBxVMui7IxHlqHInJzRMcBoTZ5iiHx7y3tEP1PH6Gb1nb0fq/fYzBhWdMjaju71Sll0r/vMnC+3DjPT4RZw7b8z8ctaf/BZ5+HVft36o6+FKjRC9dEYSxcqfH0WJYl5zyI9y1c/C2op2igaZdGc32yjDIUty+T7qNnK1WMNi/sAXuloqptaZrC9zvY9ox/Nx4xebGy9AWqNf3sl0+scOqoOzGDZdTE6pmFOo59D+1kcj8j4WQj4umK6+P6wsWIOxoxjkOlwCiKZOjaC+DkKXT9sffi++SyI1+Gu4lxHHHdoiJYzcd2INh278Wdt7c1vcR842lw9DcPMJqs6KF+VMTovvepG6DGKqneDvkfjzAy0v476Ihh/QyRrF82DP3aYwchpG/GdPU5gzoEdazFl9n0fjDscvS9jDlLvcdYsguD4GC5D5Oj49uLazWSeTsXoXmTIMgmKrG60zhSjNfS4YzkTGyxn4jphN1VxZQpBbNQsHzWYSvN0oZ1Ftgn6KG8UoWbZEcZzpM9s+5ET9lpc/skU4xMZVSF6+DazY31KfTVLMCsnGzMbyQriZyqYjpFO1shbHgIO65wwmYLjspFj4tt7+ZlTF9FY/bzDYHUcORFehr4E2/FnffCfFRXHxepoZcw4PeLeGXaFgGnhzmA5EzcFce/Mu4+yEJYuitpGRuZcN7SQzzZ7YZEdEbCoxfLIshEjCPg4W94sFS7gUa5tU9Vj9KBl9Ughc2JGEeJoPc3oc0oUPzoayI5CZoxQlj2yn4XQREciXpfModLyXc+f0/HOUrSevK7eQbNOxyn3tbjrGQfV8vBr69SM2uOKlZnYYDkT14XIwPoylqJn7dgNn2UyxNX7jdHTVyI0D69nlO729YJ4s6zIzWA39hFsv310lo1t5uiokXia1Fke9j3iNZJpIYU6a8Cqbc+NLOJXjI7+LATxWhLwz9WMTfTMgJ+P6LPX0/OyukRrwtN6+ULaeD6RkfeZotn7MDrOsvU3cdRzW1jOxAa36kwEf3tq639Ta+0/t9a+4fD6n6ttbxU+Ypzx2CsReTWVWXESWKo1kyWkTRWRoVbnp+IAZFGkbran6BRF0T6atHoI+EYa9U9InSDH6Ggigx2PqB8VHaJ2kQ7VI4e9mysty+Qx7NxazjJiHmxcRnKlIMvTRfKB0w0tyzqxTBa777xDEjmaUUCgEMQZxchRX7iTuDVn4vDnJZ8G4H0BvBTAh7TWXkpI/8/e+8sOrz8z2fZ2IcifldDyU9OD7KjAQ/lHxpJFXgxsc9LPgvlnDUaOC8vsZPpVosMMkXFg0aTVz+vIeALHzpL23ztQ0aZ+yhqxc+9fM5momaOOSH8LMa/ovpiVF2UNIt5eRrR+WBvWPmpnDbaW2blk97Cli2QJeD+j/meZQsvb3nfRWpDj4hCjTN/jjJWZ2OA2MxPR355ed9vrRbRRs6jWeuzsRmdHE96oiCljBlvbR3pkiKJxlavY9XgDYpvlKFXtZbHySK9KFGTTuwLuXM3A6zNKWQuOaSt6+3n062IGXq6Y8syhYLJmdZBBuXdIonXIsmozGQbbFuBjz7JlclxEabyOCp8V8Dy1XeZUCimz/fZZhxko78gREMSwukWO+F3AuRyJ5UycBexvT19I6H5ta+1ftdb+fmvtl0+2RWvt1a21B621B2984xvPofcYzECwCGaUQoza7M1GIQm/iP/IcOnG5I2s7ZfdZK0B2jsjYPXL0s/iyqKNNIokJWjDZFiD7t9PwY5s/JHBVVx1g/WORGTsq9G9ON6eD3Nu/RqpyGP1EtBk94+QcovMgM60qWTCIl6VLI1CUBtHfx/aMnZveL5MT6Z3dEwyymi1lh9X3jWnYuEhnnOLstmq8qvw6wH84t77j7bWXgng7wJ4SbHtRWHvnwHgM4CLX8A8WdsKZqJMS6e0o81EvyHw9HHVSfqN6CwiQ561y/js2/b6Pi77Je7dtwcAmdzkPa/KtS3LDHTFUZxJnduxtgbbG6dsPnvf/pohy2owPS1NpL/Cz6H/XIU4vfR6hg8bH+8MsfGya9Ejyw6c4jR5CE53Yllfq46jnXsm32enmNNo6/Z3MPNQwR3KKpwDt5mZGP7tae/9h/V/2XvvrwXw3Nba21Ta3ioqUWe2UflrfT3Vjw3uVaARKeNVOa6IotUswvNZFQZB/ENE1rBm+mqZlxHRMR1YJsfPmecf8avIHzmhrN8ZvYDr7LMaGbL6ncs8RevZH6VEaIW1kemV3XPeCbPrSByNnwfB8Vr3OmQRe5aRi+jY/LAyrzvjFznCtu++b368mEzB5b/bWti9gOGuOB79TK87gtvMTDz821MA34OLvz39UEvQWvuFAL6v995ba0/jwvn5AQA/NGr72IJtaIJxJJ1FKdFGEbVhjo6X53XdBzx9GeMDXDhJUcTMNsNKFkQ3tZ25ZrpE/a5Gl9lGrMiiuyzDUOknQzVynnVcfHtx5WpcxNF52my9ZVmgbBxnaDz/UbbG91dQWyu+PMouejp2P9nsi47RrvMsXZTBinSOMjtsTMS9M95RtsfLW7gzuLXMRPS3p621j26tffSB7HcB+KbW2r8C8BcBfHC/wFn+MvVaIMgNv3cS7KZn6Wx5dgbJMNpo2ee92XD8RuAzDj5KsX2Z0cXXZxvyyDhIoG/WVrB1BvZkHqz8rA9ZlsmPeRa1ZfRer0gO2/hP2bhZvzwfr5OQsog3+8yurdyKEcqcs1Mg2M6BnMgDuHAiKseUXkYkcybKj+6BjP7UMRRs195sJulxwMpMbHCbxxxgf3vae//03vunHz7/5d77L++9/6re+7v33v951vZWYQ2RNf5SaOvTwKfcwKMoMkpfWogpE6OPN8hRVOr1OXf0wQxxNYWewRtf5TU6EmGp31EWxZdVDSPAv0aafe6dPzMR8aggS2GPnCRLk9FmEbLqEMmsHt94eRkE49+/EMLPOoCCHKMx3RXG1uri9fFtmYM6Ewz49hpQRE4vyzwxuscJy5nYYP0F+blgDefI47aGtuKd+5SwlVdJ947KZhDpMtu2qk9FhvIQjP92PGoHbDdhcXSqw8jQZf2Zne9R32fGJpIf1dtsjTh66zh75+kq8ynu/ZT74yrtKvSKbH4YX3HvszrN7i2srWLmHszGtrqPVdfEGXHtf0H+Lq0/+Cvn4dV+8/oL8gWFjTZZxCnuPdosfMTGUrvZxh/ppbJVvv3fCB9hZNE/cPzPjSNDxyL1jMaPg8qIolk/zlHk7MfVjp/gsv87EgWyfoqps3qwCMzL83pHZV5uZhQqa2BPMkUj4ySEn2Db/9ExUKSTn3cd+0iWb+P5eZyanfDr0q6d0ZGW0ngevm8zOmZryyO6x1TvPdE9y/RkOuj8RHqxPUu42o8dWIbh1NcdwXImropoI/OG3L7rDetvbHackBlPJivaDATbG18dCpVnDajfMFlfPG+vG0vxKw3jMWoXbeBsc482fOb0MZpRPZA/AMvKsv74OausKYtqhC2Gh18jgrqjmGE2KvbymNMmuFw3zBhm8jJjHc0PM46jdRY5lf5dCF/Pk93D/h6sZChYO0bj5YzWsoXnWV3zUfvHCcuZ2OA2v81xd5BlEBhtdrOO0pQaDajxHxkppstrg34w56UCIbJVfrTJjtK5jJ+H72s2/rOG8T4uxknmmgGIj0siZLqN0sz7lh8LVFPYkZ7V9LqnV0S6j+q8s12Vr2tAwL+26HX1Y7nr8TeT2NqNPjNZQJ6dFNT0FRzPvW0fzUHGO5Jn5Xo9WJ3VQ+XtyDpj9/kpe8/CI4PlTFwVYj5XI8QMuhlGEY/KlMTwZzdqIxvsjAGv9HG0qe5bPcL0fPbtmGZGtxlZMs/qSu0q8DruOv9qYERvy7P1Y9dfRCe4NL6C43VUyUr4sVeeVUdzZNisk5k5Lypb2jFPLy/qU6SzRvvR8cGM05yViamrzq1tJ44mc9ZZWXT/nLI+Hwcs32eDdcxxKnyKcx+kB1k7higKsHUMQviMUrKeZ5TaZLIiHl4Wi0J1nLy+rH3UB9VDYaNIr1s15c36HmVvqlD5MkEP1I5PIuevOocRfZaF8HpZHmI+V9aS52WzCRkq/LUPu75dr37dZZmrqC4ysiOdI76+bGfGv+pAVORG5XbNyQRf71RYfe08RmvatnucsxGnHGmw1x3BciZOhbh3II48Ksg2iqjOpzmVVsBT2NbAnhIRMFk+UmFG3EI3+V1AU0kTi6NlG2TmjFi6SK4Qmhl4Z9M6ixG9yo10tLSZbt4we9qozo6BYDuWto3nw/jZd/+ysGMk4M8D+DVmP0eG3jsPTP8KdKyzrMc5IIizH2Jes2vSjnk0jp6+4shk2RbfRog8FnAsPNZYzsSpEPDzP4bsxtWNXzC+ufxmIAGdL9frmRvX6xVtRFGaUx0d1m6UDmewxsHSS6B7lBkYpa0tRo7NqC7qb4XPiDbKWDD5PvrdOaeS6SGBDM/bOnk+u8Zeka6er6WJ5irTbxfwH8n39d5JieZyFpJcWwdG6/RV3R8sL+YEaSaVOWfReohkCLZ7TKRHVvY4ZihWZmKD5UzMwt6cgu0NP6KP6nSDr8i2OMUQzmyAgssNLGtnDb2njVKiPnJksv11lFVhRkZfnk/WrkpbdTJY9OWzQ0zmyCHIYPsdGQs2n0yPkRx9F2wNXabrM21reCK53oj7uqiN8h2t2cp4+ns9ayfg86afZ9aalZ0Zdn2vGmKfefJl2fwx+oi2MrbRPfu44FyOxHImnmD4iMynWT1dBZXNz+tgNzlxdT6i8fpkuil9FrlXDJGVzdLn1nmacZIYouxIxC/KjOzMuI3Gy0auWs+ivSjtrjyE8IwQ1am+0Tj6sRHE8zNCpqPXQVwdcPlT0t5Ie100s+X5KI0vs+V+XkZ6W/2idcTk2bY+GPBO1oxTZOuzuVGdrBPAsmGCrf7s3h5liQTHe4vFKBPkUclSLTxWWL+AOYPr8JxHTomlG6U4Rzy8TAsbRXtnxb5HEELDykb1moJl7bJ+Rc7cjIOm9EyvWUQGvNKuOs+VNlqn8qt6XCdUB+uESULP5lJ5MNro/snkzKytat2INst2scidQbB1JmfWR1QuqP2SLOvPrGOq9Pdx6WiewSZd+y9gvqT1B//7eXi197sbv4C5vhp6bghqhlffs5sx2yCYvOrNHG1cPs2pGzCjYXpUymZ1O7XdqZva7IZY1UdObOfBMhzZnIycQjuvdr3N6uXBxvE+gKc0C0T4Mh1nnaeRsa44mZ5/xRBLQe/oSODU8bbyKkc6M/3Kvs45kll17O21/dfgaEweNTwGKt4k1jHHDLJ0t0IKfCSgOyUVWuWT8fQGKorSs6MPVi6m3I5TlCq1dSxVfUo6fpSW92BOgL5G8io6VWijcVQ9/PEIA6uP+usd1n3jP9w0gp8rO/b3eZOj1LnX+9QjGGuYrEPljZXKG61tpr+4z2zesrn2zru4+tGxzK4fH+tUnIpZnMuws3sx4n0dWeCFa8VyJmYwioaE1AlOcwiUb9VTZ+eykdEZ3ajeEFh+umFFxsFiZ5wSq18W0Vmaq0Qpno93UrROkI+HIHYmvHPgncpTnCEW8e76di5V7wxWZ2bkfHvmRLH5moGd89fi8rc7/HpgYDpGuo7KLU9PG8nwdexvw8XJrET9mSwrzx5PRQ7xvm3XxDkiep9RiAIoRlOZlyw7MXLoHjX0M73uCNYzE1WMUp2C7fsIlXT67FnnVWmyNudK/1sIruf8vpLKrvLJUuynjJfqtm+X59JyqBPSdjRHs/PieQO8j4qo/5HTw9pEejAZAu7AzfTTH91UdfI89ubetv1mekc6nrpeRv21zsYumJNIB6b7CKfc/34emLPAeIp5P9E+3cgzE3/+PLzaB9yNZyaWM1EF25hONbDVaJVtRFdxMCI9sg1O6091NDIZVZ0r4xVt2iPDwlLzrH5GfwF/gO065ojx9f1Xx8XzYetZr6O1Z+uZXudwbixfQe2IaXbuqrpp+9n+Zvcu46u46t4y6kemJ9Ob6aYQ8KOZ6D70zpnyzPaZ5Uw8NljHHBVEjoS+C7ZlGZR2lOa1cu2NOEoleh20PdMt00GcLLaJWr5R3zMZ1U1jNFbaVgZtPR87p5ZGgvYjPRXavroRyqC8sk5GddoPK2vf4nWTzb3lp4jWGOOd0bS2fYZHKDWXafsiyH/iPuLr+UVrx8sclds1yvh6eutMzRjU2fvc7m1sDewD/VS3kVxPL6TOj8fjgH7G1x3BykzM4hyRmPKxqUog/4OjSC6rE8Tf8BhlOEa6VyKnU1O21UhyNm0bjZ9vN4rgbJ1gO1/ZZlodt5EOGSJnd8RrlIGI6EcRtadTB8GP2SnGg903TIdRP09BdS1F7U6hZfTVe4p9Hsmf5RXpZ1HdK1j9Cbj2zMQ7t/7gz52HV/vAlZl4sjAbmdibQAJ6a5iE8NLIK5Nr6wS5I+HbCfjNavXVKM/rp5tdlJkZZSwinSqbXBTVqJ5ebrT57cnYZAbUj7XlmUWabNy8PozX7EbKZI7WJ5Plx4XJGN0P/l3Af9gp0i1bl+y+YQ5OJMv22c6Fby/kc9Rnq5NFtD4ysLUkmLunPL+qc5lBwH/tNhuTSn+j++Aqui7cOJYzMUJ2M1TTumLK2eYVHRdUbiRt2/vlV8Wq7e3mnqU6BdtfuBNTx67tmFU3k+74S0DH2ilUT6u3bTcyOExGhn3iNGSwkbsvn1lrI0dwpr/eIM70ZeQUVNeC18WvSSnoYt8jp4S18Z89MtlR4DDK3s1AsF03ur4jvazcU50QbcOcdU/jddX30R7J1sTj4kD0M73uCJYzMYPI0Po6e4NkzgHLRESRcaZDNQLwPKI2YujYZqCORe/j/9hgGxn7bA2Id4pGGRqrpzVCckz+kJ8M6tlnDx9pex6RA8DS2Ay2b/tgPTGHyvOIeGf1XufoMxtr28fRemY6sWjey6vo6tt5Z3Xfjh1hCzGfs2xSlEmKeArRbQSWSVJejI7p4fVUHlYPO0bVYMn3cxfMgZUz47g9qs7FciY2WL+AOQO/qMW9V9qMNndWfo60X7ZhCfiGE0VtfkPLoA7X3kRVzzheo8hpZGSyMY76EekdycpoZ2D7mxkbpo9cIYrz48CMk+eneozWgepcGTMvk2Vpsvb7ZG4zI+X7VdU14+Ovo3vHR/cVfZncaLwifdi+4fcTQVy+I/wq+l71npEhxcIjiJWZyGAzDx5iXrvBTeaNZZbhGPGw16PIgWVLWITLIuzZTcNHNhaC4zG6D348ou+MX5TxYddexygVG+Gq0dBMpkhRcc5mwTI2eg3ET9j7ugyCbSZi5BxGTmHGX+msPhXHKpqHasZEjotK8GPt+YwMc7YWfLts7bP+R+09bea4VSAFmtn78lHCykxssJyJDKPNXev2bqOOjGq2eXo5USpxFFFlWQwro6KD5VdJyXtj4usVTx9egq3TMGo3Kh/xqiAav4zfjLzICZKAzs630shAHwtmOGyqWYhsMbQeLEXOZAryn2n3YHp4fSJd7HXVyWY8maOtdJGjlRlyz8fqVgk+doN1dUp2RXWQAq2lyWR4Xle5j3d9O4+VY5HbwLkcieVMPAFgHr2P5gX8KXXGawTvjIxSy5msLBoX0mbvjErmkFSMtTV8lpbJthkT64yMxp/xUWNQicZGukfOnO/HrNPiDWwkY7R571vNIEQysvERUqbltr2V750dRbaWPG99RfXK7z4uXiwFnzm0ls7rY+VWU/EyoPV1+5bPv/LUtv5ejuZsZg0qT0G8FjxG/CUorzhCvr3t996NwcIjjfU7ExGsUWOopClnbgLB3M8RXxV23nWDkyK93+C03U3qD8TG65zyK5mgat11RVier4Ab5yzrUjEoV9U9ilj9OpJjsmk9rqKvOB389SxmdFZYhyjKws2Ue/5Aft+ztesd2EiWuPdIl9mMSuYkOlz770y8U+sP/ux5eLUPuhu/M7EewGTwHrtd+ILaxhLdKNp2RwzALmk367yonqydnCCHpfztmGQpcdZWN6ZZg8vS/rbMGydBvil73pku9nq0qUXHGZHMqnEQHK8d5txFkawahUwXBr+R+3HwvHdJv6Jy4aJD+PlgmaysPiqXQX1FL4BH/pFRVngnwmcsI3nKkzkhnh8bJ69nlrli8itreEQXtRvJvy08OXF4CeuYowKWDq0ubn8kIIiN+UzKNKpXeVmWQAIekV5Mlt8QtdxvSNbhiGg8D6andUJ0Q4p4+rbWycg259EGyvTOjG80FhHP6PgoSglnyPSyfJjDFMnQPkSOjPLduT5ovzIjNjKaqlPWL8Gx7hmvjJ/nYfuX8Vaeo/G3PDId9mSsLQRbx5rJt9fRGsyCiwiWJ9vjGH01E56tl4VHEuuYg+G6vOBK5GvlZ5FVlDK2tCw1aDcece01wvGRbxb1ZTp7RPpkclh/KnpE8i1Y5MZ0YUaPRZeZbEH+RH8lWovGbdTGO2iS1Fs5s7qN1jYbMy2L5rjSZxZ5qxy7lu/j8m/QrR6CfG78tf+s94zXMVvPrD+nZEHOhYpOo7nwczwaQ+UjyP9KwMsr2KwbOeb4X87Dq/2edczx5KCy6Quudq4K1CJhXx+lkdm7IkpBszJJZEd6WWSpSu/wRBvPPpHFeAti46B10cao9dnYsuh95MTsXb1gHHV63RntyIny5eI+j9plNBa+f9la9mXRGhFHE4Gt4Ugvy1vM5xGi8X84ThOOQaV85FhctZ7J9tmh1uKxZetuNOcRreB4/CIejxKenDi8hHXMwTBKfwuhZ2VKyyJbnzbNNsssC8EMi9el0jaCBJ+rGa3RJjVyiDw05RzJ7z3/3Qwx13JMRlPgqu/IcDN+kSzB+FtATA9WN4rYo7HyOnl5bF2z9tGYR/r4z5XxHPXRXrd2eRxmeejXkQUcWh5F4zPw6/5URGMW0Sg0QyATskbBi5bbl9VBAl0q4zAzVo+yg/EEYzkTVXgDJqYuW9wS1OvNuCOGceTMMH3sBiimzNOLu/bGOdtEvcHwbaMNobJJWZ6C7cYkjibSkTltnpdtwwxgtmGPdBdsN3CvN9Mzosl0YXTZHGTrJ9v8fbto/Vdh+e1b7hRGiNa8vbaGLeLP7jshes44FUxuNL72fszmouLERgHFzjmD9nOkW1Ye1WnZzox/5iye6lycwzk7F/oZX3cEy5lgYFGF9cYF9eh/dGN5L987BVZOJZpjOniIk5tFtxE/1sb3owrfRjCOmpkcZgR0Q2UZEg/mnGROJGujumdZomrUyjbhqIxlL5iRsXXRvFuDHOnjDdUIgngsZviM0u6eNhrr0VqtOPQee9eXkfHXYOKU+4ZlBXx55nRHjhTDyOlga8nrN9q79lfYz24Ly5nYYD0zwcAiHoAb/KiNwpcJxj+/XdFNcPzLm1aGfWe6ZNHnyLmwESDjIYiPLyJeTMdRW29MZsa04lxEEV/WRsufaflDZVEWaXZdRI6nlzOS4esqY59dZ3qorrtcRMrDy606aBlfZnTZ2paAly2fGUd2z0VOQTYGvfMHqP1a8/3167Fi2L2Os3RsTbA2swHUwq1hfZtD4TfdmU2YGc7MuFl+kSymky2fiZyY/hUHyfNgjsdIdobZ9n7jP8W5q/DO2ntHykKdPDG0to7xiDbUXeLsZTwtzTPt4jkBpn/GaxbRWIl7Z/IrEXl1bmfuwaj+qmva8xXE2Sy/jmYdb8ZbUP/xuKz/UfvKPTi6N1n57Nx5XR2u/dscv6T1B590Hl7tw+7GtznWMQcDu8lHm87ebB62PJNRofNtWEQ4Y4xH7VgK1Ovp05sz8GnpSvto05A50SmySJttsNp3325n+tfa5YOAjLeXIdiunygKtXV2vmxb4NiR8DLPEdXPlDP5EtCMHHG2Tr2hjSLsbO3tg3mPMKIRUla5h0d8db0wecrvFP3Z+rLv0bzYuawENqOyanbkNtHP9LojWM6ERSVKiFLj4t4z2oyvNzRCqWtgG26mB0u3+naVfkQOCZCPqx8vfTHjG32Woq4SV4UPsEa0+8Y3P8uHbf7RetsV5k3Ao1LLT2nYnGjd/grrjTlcPirfkblgDpDy8xGtvRbE61P7o9gFxjYyZlYfmzViPCyfGSeAjZFvc47MiJelEHfNHF2PrN7XyWT7LMu2S8Zx4ZHEciYUlbQasPX4T7kRIznMOEbRR8bf1/vXiDaD3eAF85sHTJuR02J1rmQm1CDsXPuRHiMdM2QZHGuInmkXL0G8gXoelXGUgNYaxogmMraszPIdOQGVLEyUYRtdZ7qJ0UlwnGFg2TTrrM6sld7jyLm6h9jPlWwNaxfR2T4pnb03/PqIYOsqjkPW3vLJMkp6Ha3pUbByk1iZiQ3WA5gWzNBHacBZnLvNMxNOTcZT3HvWrroJMTmVNGnVofPwBtrrNjtOqofnG0WrO6e3YOs4RFmUGYw24egzM6KWX5Ypygy8BHpG95Adt6itb++zHLYdex4k0i27p0f3u+eVObaMlvVltM49H8ZP6aprbGbdsXWe3WPZnDGaSpDlr21bdn/eNO6YI3AO3GpmorX2itbat7bWvr219gmk/sNaa994eP3z1tqvMnXf2Vr71621b2itFf8KNFQk9oarEXulPkqbZyltv1n0fvGzwFb3GV08jWCbCs94sU2iIrs6jqwvo7S0trNZDHZMMLP52I2LRd2C3DBqme9z1BdWxo4lfDScRWiVvnrdfKrfQwYyKkaS8fD3BzOQgry/Ec9MXyZT5UYGUWHT8LNp+WyMMh11Ddv+7Vv+bMhIN0n01MzoaF9QPoKto8EckGhu7P5mry3vSPbCI4FbcyZaa28C4NMAvC+AlwL4kNbaSx3Z/wXgN/befyWATwTwGa7+PXvvL7u2J2FHqVkJ2vnyUaSQbS5+A2mHiCyKyuwmGN14WXYg4jVCFu0xg1o1dqc4S9axsPIr0VnVCHl5DAKeKrYbanUulJd1cCKjZ9tnTlzFgFp4o+Qj1GpfrHzvrNlr71Tbumj9W3lqDMWUWz7MURzdi9G9HEXRth+REfa8mLOcyfM8PN1sVkLfozXknRddB4LLMbd9sXqO9PFrStvtzP1i5/E20c/0uiO4zWOOpwF8e+/9OwCgtfb5AF4F4N8oQe/9nxv6rwPwomvXKkvTRmVs47epuCytZ1OKgi0/lpXIdPJtot+7j9pkvEbtqzc2GzNBPmaZcyKIvwpnx62in2As346JL4+u/TjuWx4t2jEapX+t7v6zHFFxOaciW+OZnqpXJULPslrZvM6WC/gf3AHxfSTuPUIm08qK9pOsbtfr9znj6bMe1phX7wN/re2F6BtBcDyelfvWOyw3iTvkCJwDt3nM8UIA322uX3coi/AHAPx9c90B/KPW2rOttVdHjVprr26tPWitPXjjG9/IibIooALb/j7ilBwzQArBMTIjanncPy4+orH8vSwfDXqDydLuntaXzyAzrF42c9ysngzRmPuIUQy9gLepRnoZjTVa0fj5sY3GmumYlY3ajuRYVMbB85JALzsX1fuxKl9fkujm6zL+Wr7r2/5Y3dn8eZ12ffybECODOrtfRfeRlSOIfxo7mhubrRCM59l/1nYR/2jvk+PiG8MpWQj2uiO4zcwEuwvo0LbW3hMXzsR/Y4rfo/f++tba2wL4itbav+29f/URw94/A4fjkXv37h3zz6I8Oa46MA0qcJl+FePpsxs4MyYj/Wz5Q/7FDUdcHYs+KptHRbcRbNRpN+F929ZVMYrgWV8l0FfqYtPMDuM9StPaTZ2Vj7IV2q4Ssep4Wz5qQK4y31EkzcqsDpHjV4XXe9/iNV/t30gGa+/vIzvnMxmzfVEn5ZfpVLlm5ewzW28V3mwcLI9szQqRdVtZiYUj3GZm4nUA3sFcvwjA6z1Ra+1XAvg/ALyq9/4DWt57f/3h/Q0Avhj5KeoY1gO3EcOFEnnEVL0hWWSfRSRRRiDjwTZJ216jKUl0Z5uC3+RPiXqz+tYuHyZT3cTRsfGLwDYbZqTt54qeI7lMB2YQ1JFhxi7iJYHsyAGsZjKElM9mHaI1Ie6dtbWZIF9+P2iT6eLlzxqc6L6zTlbmZCvdM+34YWnbbp/Mqc2mjPYBW5c54J5PZU1X7nvB3AOy/t6s9E0zOZH+N42rZiPs647gNp2JZwC8pLX2jq21NwXwwQC+1BK01n4RgC8C8Pt67//OlL9Fa+0t9TOA3wLgm66kjb0JffRgaex7Brbgs5vc0zK9onYjMMdHBm2YUfEb4aitdXRYutT3SzCOcli0J4bOj8ko6+DHfmYzZIg226zNLpApjq/lwwxM5vB6MEdn1K9sbEfrVAL5wOW8C9HhadQcnEomRBDTeHr78uX6OTLG2VhEETUbW78fZTwjXZlebKwqe1qmw4iHTNJ7mftgTqp8rgPLmdjg1pyJ3vtPAfhYAP8QwLcA+ILe+ze31j66tfbRB7L/GcAvAPBX3FdA3w7A17TW/hUufP8v773/g2klogheCrQV3jJo5w21thFSH7WfNWwzdFHEMHJIrKEaGTdWFs1DtJEoXSVtrHzF0Z/iIKpclrmJ2lpoBoxlrayuXj9mEOyYZ5kppoNgO9be0F8lAhSMx5bpYGHn2KKil13Dloc4mgyC7dwLjvvF5vBpAE+R6Nve6zr/5zCIzGnz9afMZe8Xu+x9jPcKuzdYXcS1rTj9nlZcGVvrC7eG28xMoPf+2t77L+29v1Pv/ZMPZZ/ee//0w+c/2Ht/68PXP1+mXwHtvX9H7/1XHV6/XNueqMT2RpABbXbNygVxGpSlJiVoo3WZfMEx3xGiiHxkIFXPquE89abPUquerhpZC47HWOtYxiWKiLwOSuvlZSnkGWfG6hqNMdPJtgOO14kgbieI+1/Va6TP6P5QPWwb3y4bYwYhNF6GGFrrGAvyuWdlVaff8hVSxtrZcWS0An5/2PbqiNzHdvyV32tx4RxZpynKhDEdKo4E22Nsv7QfV3Fuz4mVmdjgyf7XUL8Z7Qeb8SzsTR7dzNGGGBmuc+qn/JRnpE+0CUUb5Cn1Vo+rgvGvjP+pvCOaEd2s3BEvObzvin31fYlkaDlbHzcdGVqnTybaRPdglU4QG0mfZbhuZP2Y2VOi9kpr98Tq2AGn38u2necx6rPDtf9r6Itbf/Cnz8OrfdT619DHH34R7gZRNvOKM2dMo7lR1FRJ+e36+AYdOYZMd8uTHSFUjyYqyAzxjkSjUXv/eaSfIM44ML6jcdQ5HWUcJja/h+WSyIza6kN+2RqpHn2wfvno2mbyGCIdMrkZWAQshtepPD18P60MtjeIex/JmFnfGaJMDqubhV+3MtHOQlC7lwBOI64+69e5jokWroQn25nwZ56ayhTUvHEGlqKNFrvflLO0bWZMPE2kV+bYML2U9r4pt7xm9PBtmONSBUvPZo6GYC6zUx3rqjPC0sZWJw9LX3Ggnk7qWDudi2gORsc5zOBYGnHvTAZrF/W14pgxxyJyek65ryMHGDjOSth5s/Po+8H6y+ZxximJ9p8RP+1HxM/vHSOHeBesMdbP7HiE6W/18vfVTaKf6XVH8OQ6E2yBinkXQrNPNmB7PcpIeFrGL9rsbNpxhCz6qtDo+1NF3TJkjpKlGWVyBMdPdkug0ygTk+nidc7KPJ9sTWQ8bF+Ys5IZ1VFdpQ8RxOgQRZE+cpeAl+XD2o10tOuDjacds0pmLTPMgu1vcAiOM3lWBz9P/uWNsdf71PnzerC1VnHkBbw86mOma2X+ZjJKTDff15vEuRyJ5Uw8IfA3/y6IFDPjp/WnpGIzsA0g0qeiX1QHgP+82An9Edd+pJeXJ6idx7INRtt4mcxBZBiN6WgTVfm6hnY9NqTMMcmyHVk0W3Foq7RVOkF85MIMWRT9VnRm+jE5UTaCZQv0mwsAfwjQy4syEV6nrJ2njaJtVlbJZlTrRrpk98rMmrPvUTsJPjNE99LCjWE5E0D8L5zR5sMioyzVZiNoiyi9GPFh0ZH9HBk0GxkxI1jZIDxGGY4s83NqRCFDimODYsc4czJsG1afRYeV8fOOaCUSzTISPhKNeFfGeE/6Eq0Tr4ug/s2GCLP6WsfAj4PqdBV9qrCy9xP6V6Jqtl/odeVey/So6mg/+/XrEd13Vf4M4j4LpbrkcdMZipWZ2ODJdSbsYo9+O1OCdmzTqixkS2/lS/DusScbjPKqHGmwGy777jjjYSGJ7ApmIqrqRmGdplP08lEly0ZF0WSkj7+urpWZjMloA5ekvdZFG3w0TwJ+JMgMz0xGT8c40jlrC8THgKprxqO1/F95IzmWL8t2aHmGaG1Yh3TXY/4MOpb33XW1HXPWmFxfPwo2WNnIqRBTNpuNuQ4sZ2KDJ9OZmNnQGWZTkIye6TDy/sXIiG6manul1++OVyHuc7TJVAxbZcONHINIRrbByRH1MXyUzLI6+2TTszJG6WGtZ+vD86k6i0wGsE0DW34Vo8SyNVGmTQ0Qy3BUjQdz1qsG0PKwhp5l9azOGU9vgL2cTC8/FqcYQZY58jKA/FkqdY72rf5/H9l6iq4Zormr7juC43nTwEpf1vFZuBU8mc4Eiy5HG4o3MoJ54xTB86lsnF5GBeJkeUMSbfw+Up+FkOvqxqKbn90wBfG4ZuPt9cgi44yvGBrvaIhr468t9m49WR5Zu8gZsLDt/XrKxm4Er5vXJTNAPnsSjRvTxR9rMLA26kScmva3Rxh6HWUmT808zETkrL7Cy7bRdjP3yeieYPQ69vvC3Pn2IwguMzUywfucWJmJDZ7cH60aOQTqQPiN0BtgG3UwmgwjWsZT9RVH5zHL95zwhk6QG3I/hlH9SKbtU9Y3P7dexshQz4DpcR/zf0vH1lom46rwPAVj57k69grvbAmRm+kUjUl1PCI6Vl5x3mQsclruTP2jht633z7bt9wxUjpFNtcM5p6+9h+t+sWtP/jj5+HVPmb9aNXjDzm8szRzJYKw11GUnzlr0c1h08VMZ5Yd0CihstnYKG/WmfRpX68b23SFtPe6WBqmq+cx0pHJ1jqr274dz13EKyr3n61MNsfZ70L4dTPKmlXB+iWIx9WvI9lepg4sy0BYGn0JLtbyKw3/aC68MfEZDe/4a7l918+ZsyvY/t7MCDYCF9Tna7Q/RLKrmR177XXK1l4kl/FhvGy/sgBIXFut00zQnuxj0TrSa/u+cON4zm0rcCvw0VMW0cwY3Kj9iHbUZnS9D/qT6TXSL2oXRRe2bJQ2ZtkeASCBc1bROdtMBNxY+cjY68g24IqT6XlGEXVlXuzatP2ozre2Ga2hbI3PRvD+fsqyKLPz7CGGL7DN+kTjPJqvSPaojDn5DN6ZteV2HnaO3taL4yPYOjRehgTyAT5Ptlz5sr1wtI5VH1YuybrwqK6Zm0I/vBYeYuhMtNbeHMDHAfhFvfePaq29BMC79N7/3rVrd91gm4yAZynsxmTLM96sbSV1N2Pg9XqX0EWbRKaPbSe4fIpccJyytO12hb7MOjCqwwxYZMR4C7ZzlTklkQHONroogmcRXeTU+rq9WzM6F0L4CXi/ve7MgdJyppe+38fFP2PaPrF7xSNbg3unN9PJ9sGXK/bJXEb6iLuOePt7QFD7vxB/b3j6bNzEvY/6b2l24OMd6WXfrY4j55HBO0HApePFdNkFOjKw9XNTWM7EBsNnJlprfwvAswB+f+/9XVtrPwfA1/beX3YD+p0V9+7d6w/e/9mLCzkUjjziLCL1NIrshsvKI4OS6TiiY5vESB+/iY827/u4+FdBAXfGRpH4KML1fan2owoWyVdoR+Otulqegq1jJom+lbVZWT8Zor6fsv5YnUVGt2/cwIwcipEOFWQObGTYonuDOasKO+++jt0jI2fflu/NHI6c+WrgUsHMvTsqG+21FfpD2bU/M/GLWn/w8efh1f7wk/PMxDv13j8VwH8FgN77TwD0NxEfP9hIikVlwHFkZt8ZnTceXlYGe1PsGy/3euyDSEb7Y/Ua6eMjkig6b22r39PYbpB2LMW1jcah4pD5ckZj+fS+/UvlEWRIUXc87ZhbvoLj8tGGznQXV2f5RtFiNudeT2v0oshvZMTtGIzoPD3TLyobGcwRIt0E8Zr1ujLdLR/LS6+trtrW3s+V+8XOv/KsjvlVx20kI6NjaycbQ62vOqg3gX6m1x1BxZn4yUM2ogNAa+2dAPzf16rVdULAU4sjw2TLo2ttY2UwemvoI/5eR6t/1s47EZGuUSSW0dmbOdJP6ZghjeTa8sjB8/3x4yqGxur5VBBBeth5yzZUpWPl9rOnG/GsOHd2TATH42z5MCdi37ZzzJwvCyFlmTNnefi5y+6l3ue+cmx1z8auahhHcxPtDZU9wvdr1jlin/39mQUbmW6Vuuo+aGlHTko2pqOyUWB3k87FciY2qDgTAuAfAHiH1trnAPhKAGf6UswjAGYsBccbuNZnEUlmKH3WYU9ovVxW7/mK+VzRI8OuH9PN3KyCsQGq6qVjlOmSldu58uMkAa3XZ2SMfCYgmoPRXI4iMk/naS2vPdGjkhXIdGUQUpZlKphzyXS09WwdRa/rdCgY32gu/BjMGLeKo2rlV9cnazuSobD7VBRkRA5/xCfStZKpyIKlhVtF6XcmWmu/AMC7A2gAvq73/v3Xrdh14N69e/3Bs88eV3RiRBnsRqGf/eaReea2XJA/9S/gUU2ka+/5ubNtP9LP6mbbMp1HyOTtHc+dG1/WD2ZIWTvf9lQdPR9x71fhX22rmFmfo/KRYWDyZvifAntPAfnPx0frm11X5TLevkwQz/1IrrbbFcZxpMeM3EhXNr4qQ8vFlc/A8zgHIqdR6w7r50aemfi48/Bqf/RuPDNR+TbHV/be3xvAl5Oyxw/+hr0qD2/gR5GZv1k9jSA+q84cF23LIpbMCcngU5PA3Ne5MnneQEdpy5ExFRx/k8XrN3JMIkeEbewSyGH8PR+vU3UuZugiQ8t0VHo2xj4jF2Fmvkb8/HxEmHUcR87GTCZBEBtiu9YEx07DQ/rG62ecH6VXnqM1FfWZZVIYnxkn0u9xlYwG25fZXhbxiHS8LnTcqSOKcyA85mitvVlr7XkA3qa19tattecdXi8G8PY3puF1YSYdmW0+en0uwyDu3RulaOO3bZhB2Bc2aMbHv7xOo75ITkINeGvbYw42vtkm4ueJjR0bj6ox8zow/UZr4tyORJVeHB2bX8+LObKKvaHxvL2j4vVQ+swhiT573T0Nu7fZfEWyVXfvkHreHtbpjIzhLB9Wx/oX8ZOkjpVHYxOVVXlmsnx/KutzpOvCjSJ7ZuK/w8VXQv8fh3d9fQmAT7t+1a4JkaHxyIy2/2zL7Cuqz3gwfS3dM8kNBRxnNk7x1mVQP9okmS4RTxYpVeANCHP4sqh8F8jJNqxReWY8fRshdVpmeTC6GfiNeOeMpQVb89lG3vv2XyxtpJ21A2JHU3AZ1UYOv2+XZZSirITnydZP1m/Bth3rh+Vn9RHSByZD+XjdbPsRH6/LKUY3cqSiubX3nSAOZGb2Jgn4K/YFvc6NfqbXHUHldyb+cO/9L92QPteK9JkJe6NFGwjbzCSh02uLfTvtHPJc6bwonSi4fPn067n0YP29SlqcQVAb3+rYMx3YHEdGKdMTOH7ewzuG9r2KSIdRynjU/lS5tj66N+waZPSjtsDl2vX3mEWWZWD6M508zQiR7l6OXwteX/1cuYeyNcmuT73fI+dM++P7wPSMykf7sEIO7yZAuPZnJt6h9Qd/7Dy82sfdjWcmht/m6L3/pdbau7bWfndr7ffr6yaUuzFEaUK2+Yp5l+PqI+wNb89/ZkOKIqWRDj7KZelEwbZfWQQTRRlMXqUt65ePKLN58NgFm584viNdvX6+jF3PRH0CPh+Mxl5HYNH56Fggy7hcZZ4VAv7tDaYTcNy/aGyUzuso7t3z8vcim0e/DplOo/t2lJWM7mN2b9rPkYH1/cl4ZbhP+uB5+/vH66jlgmO5bNwrn0cQjNfZwrWj8gDmDsBvAvBSXPzO4fsC+BoAf/1aNbsNCOayElm0ZG/GnaG17S0Plh0ZRc+nZDYkoRfzXuErqDlUGVj0Oet0ZZs0g0zyrET6IwOdtatmNmTAy4PpfmrWocLb82QZLm+AfJmYtoznw/voUL4L9PKGKcsO9B4/UMkwuu8q65cdXUSOsC2bzf6M6sXw8v9ke2oWhsGPPZv7jCe7T6J9Y2ZfvAomYocnAcPMBIDfBeC9AfzH3vtHAPhVAH72tWp13Yii051bHZUIzl+zNpmR8zfJjHdunRNJaEb8tN+7Pv7xIMFlfwRxmjJqm5WzzV4jOvtivCJ9Ir09rDzgeM4qEWEVth3b+Kr8hPCyfWD8ZvSV4LOVcUrfLQ/Pl9F52HWwD+bFfh7JyGiY7Mg58JkvLY/AjPq+xb9qq21GjsyMTIaovMKzsr4qe9KMo+7L2Zq4DvQzve4IKs7ET/TefwbAT7XWfh6ANwD4Jder1jWDZQD0s0VkuDxG9SP6yJhE6VLPS18ziKLj0WaU6VLFfWwfsBNC4zcQb7jZZiO41J9t7BkiwyLYzk92VDKblWBtojXIriWgGfGIymy5uHJ/rXJGzpvlq86D52XnzNZnDpzVienGdLF0o7mytJU5zhxLNkbRPS44HrsMp96DVpblFR1RKKyhtvOQOYYMI71nHBLLc0aHhbOi8gDmXwHwJwF8MC7+PfRHAXzDIUvxWOFea/2BLRBsjZott+9Z2sxGSCyqj6JPz4OlAaP0nvLN+FQiR6YXKxOMf2hnJv3KHLk9ySxkTp91RHxKfDZqZuM802YkK5rfEV2FdkYPce/KR9uNjOaM3iNkvKz83o8fqLRrxToJUWbR1mf3VXV9R/ME8Ic/s3Xp+8dkMh4M0RqrzM/M/Ttqz9Z7RUeL0fxEY3soa7jehxrvvaj1B3/kPLzaxz85D2D+9733H+q9fzqA9wHw4Y+jI0Eh4J5sVD7iVUn3segsStMxB8eWsxtQHA1DtnF4mfqqRLvRBuLr9mZsdJysQ8DqPQ+fjRj1i+klpn1mIPRz1OeRoznSR18zBnnv5kn1sHpGUa/n441lFn1XyivRstf1suJ4nlVnwdbw2jUgRnfmDAv4OhIcw2Zn2DrM+uSvR3uC7V8kM5PrabxRzzJHYj5H62cm8+HH16+pqO+CYzp/P7C2/royR+dEP9PrjmD4ACYAtNZeCOAXK31r7Tf03r/6OhW7MQjyhxKBPGodLXJWJoEcH2kp1HAILut3ZsMTcP0qN5a4d9Uj4iFBeUW27V+2WUjQTulO7WuUgaoav4iPhSAeoxHf2XohZft2/JW8aC4sf+tQeBlMDoPKGvUponsoPxnbKqpjrzzVSRHT1srzazCS59vYukqGM7tvvCzW7ip7gKfPjLnXLXIA7uPisX2fPbSyK/ffzD1/SqZs4cqoHHP8WQC/B8C/AfDTh+Lee/+Aa9bt7Nj8zkSW2q4uxmrqD+B0gnyDtMZXBvKqqfSr1LF61Y3ReczwjWgsLzuHNmKNNmabimabW7T5j9LNoVEk/CuGJdIZiI/esnVclRvNbeSEsTqvd+bQiHu3OmjZbnJdq0x7zVAZg1P2BkHshFT0i9ZS1UHLdIlo9f7BBL3PKkS4j4tvifh7KVtPiopjFczRtf/OxItaf/CHz8OrfcLdOOaoOBPfCuBX9t4f378dP+DhMxPVG1RQM/YZsuhkZqOwxnKki9dLb+iR3lV9FIJjgxLxUNpMB3HvI/1GhsWPmdXhFIM/M99svk6JmDKndxZsbipzfhXnc6TPKUYyoqk4T4LLebmPi7+orxph5QfE9486qjNraCYoiWQzCMbGXpDrG+kzM+dREFDlV5UneNjfdhPPTHzseXi1P3E3nInhMxMAvgPAc69bkRvBCw7vbDOtfrZlp26iYj7P3riRLvruPwsuNkyLKDLSdOUI2k4CflEU6jcVXyaGzvaF6R1tykymlu+c/NZqP86UZTq8nspXiE7RuFci6FM274yvYNsvv949D/suRL9IDz+/FpV17edc5VcMlNfdy3+a6O/7Z+WO1lxr8UOgKt9G9GJo9DNb9wyZjlF/Pe4TmsjxsrK8nmysGU//Xr0PonnN2izcOCrPTPw4gG9orX0lgIfZid77/3BtWt0E9Aa2xqQFn6P2M7K8XH9DKI2AbwJaxuRmUYW2Y3WnRryRvFG0UUk/V3ll5ba99lEQ0wr4mGfR+AzNiO+p6dwZmV6WGj22wXvngq2pER1zwIToGzlLbG3Zsh3pW6Zz5uhaZGu24thlGRH22ZeN1jPjoXvKjqyRbN1otjK7LyI9ovFge4rg+FqQ/+x5FdG6PTXQm8HyYzaoHHN8OCvvvb/mWjS6Rmy+GsoWXRaBzhqzEXzUxW6ESMdT05BWznXebNcxXgpx77O4qg6VMRRcGly7YUZ0MxDk/52SIZsXoL7OJPg8K5/dA5av550ZiuweyubAw8utOI6RLl6vc82Zlnldo/bAfGaruk4q9dG8R2PDri3fwnpt133M8cLWH3zMeXi1P/WEHHP03l/DXjeh3LWite3mMxNJMvg08Iiv3/gqKb6KfNsm0oHVZ/2vpF5Hm64E5VWoDjvSJ8FYP6tblJZlPDxd1gc5vO8KqeaonMn3qWu20VraEb9qnWB7VCSmPNMxQrQuooyan+P9ICPgM3xavhvoZ8t3bjwzo2qvLX+WrZvNYGX6qnMkCX2kYwQ29x7Z2o/mUNvZ+8iPib8nmdyrBlgL147wmKO19gW999/dWvvXIAmd3vuvvFbNrgMvfzlg/zX01KhjP9ggtG4mdedvFl82m54VbDdftrlU0rZa7zd2Gcj38PRMj4g34y/OaFTh5UUpWn33Y8Q2M9V51y/0Gm26tr22jbAf9NPLGqV6/Vy2dtwX33Zn2uu4qNEVMz6RjhEqbbL5YvwYTeRca3nkpDB+7J6uGLaoPOrPyGnt/XJe9q32N9/VgMnPix2vUZaFraWRHjOOQbamZ/bLc2Bie38SEB5ztNZe0Hv/3tbaL2b1vffvulbNrgFHv4BpkaXarpKqnG3DoisJ6kd8fHp31EcgTkf6Ok8jqBmTUUqzgnNuFnb9W8OtL083kpttlArPW9tFjoOXPYqYfR1rn+kXtY3m7ipr/Bx0s7RRe6BmmOy95dspRnMwq9vIuZAz8Ro5Q17W7Bqo7CWn6m7orv2roS9s/cEfOg+v9j/d8WOO3vv3Ht6/i71uTsUz4uUvn2/jDaqWVdK6wPENaNPFXg5LNe5cGdukbMRlb1bBcTTm3yO+kSz2WXWVgC7bZGc2oEyXTLcRT424BHEK30fw2t7TK102T5EOKt/rweSy/jId2Qac6agQ8H57PldFNVrO7hvgPH+ZHmU2WFsBz17Za7b22f3q6WTQD6/Pzq2JqK+VMRjpwMojWi93JJ+tXc9jJGemjwtnRehMtNZ+pLX2w9HrHMJba69orX1ra+3bW2ufQOpba+0vHuq/sbX2q6ttS5CNsJGy8aZRkaOybIqY8c8iTnv98MZpl1GSpjuZ8R7xz25C5bs3mySDOJlW7ghsU40ias+TXY9gxyUyFlVeGayxsxkncbytDrvAcFp9fH+zcVP5M5vtrh8b6BmnYmQIIkcngySybR2TV7m/Z9vO7hn6rvervSer45Ddw9GanslEsfFkPKN2WV3kbDFHcXSPWwiunpk6Bf1Mr0cUrbW3aK29prX2ma21DxvRZ5mJt+y9/zwAfwHAJwB4IYAXAfjjAD7pDIq+CYBPA/C+AF4K4ENaay91ZO8L4CWH16sB/NWJthwSfD5WcHud3UijqD9rMyqPIuKH5f3S+OiL3awe7EaNNikh+jGjxmir0QWT7zd4Fn1mUSODuOsoW5BlEWyZGHk+6mQyBVvnsmq8ZjZK5lgJjsczipz1s9Wxsv4r+kSbfpZpYrpHcpV/tvYz3TOjWeF1amScZSaqc2/lz+xftq017kJ4sjXj9WW8M0Q8qutOkM/bdeEGnInW2ju01v5Ja+1bWmvf3Fr7I6eq21r7rNbaG1pr30TqWHD+OwD87d77RwEY/uL18NscAH5r7/2v9N5/pPf+w733vwrgd071guNpAN/ee/+O3vtPAvh8AK9yNK8C8Nf7Bb4OwFu11l5QbHuMZ589/SGxqudtNzOG6Gb3vDJZkdGVIn2mQ3QDCy6/ksiMOtOD6ZkZXdtmxtmK9GT0Yj7rXJ1ivG07m2nS9aKZCL1WufZzFjEyer0e6SvH1ZRuNiKu1vVk/O39VM0mSSKXORcsgxWta80SMF0935HhzO41C0Ec+VedICY3W8v6ivTxPAT8J+dn1gyQO49Wp5mMUDY+N52duH78FICP673/MgDvDuBjfODcWnvb1tpburJ3Jrz+GoBX+MIkOH8RgO8+kP20b+dRcSZ+urX2Ya21N2mt/axDumPIuIAX4lJRAHjdoaxCU2kLAGitvbq19qC19uCNFa1OjUouBeZtozTfqbroZqivkS5ZudfP01onQmX5DdzrwbIqXl62kdjNSAa6W72YfE83Mg46N9mmZmVEBj3LBFT6I+46ox3ReDCdPKobtModOQlyXHT0MKNdF1nEzWQxwxk5wZrVi3T1DrIgfz6D3c/iPgviDMu+bY/ERrhKxojp53GqcT4laOq9tnabGSNx5ZnMc+JcWYnBFPXev7f3/vWHzz8C4FtwbOt+I4Avaa29GQC01j4KwF8kvL4awA8SMVFw/jpcOBRAwVeoOBMfCuB3A/i+w+uDDmVXBZtxP7QRTaXtRWHvn9F7v9d7v/f8l7987P1XNj/W3vOtphm9QbEbqN0QBcdng1lqNKofpYl9+1FkNbpxq5udYNt3xcgZ0XIx1yOHTuWNMDL2fh7sXHm6aK1k8DQVnWei2ix9PRMZz0bSrM1u0J6t+dF68eMuA76ZART3mfGKdPD67tw6sUZw149lZfAGNXMM/Vh43hXHsgo29pmeNiPi11K0B902zudM/PzW2me01t4/E9daezGAdwPwLzZq9P6FAP4BgM8/BPsfiQubXUUUnH8RgN/ZWvurAL5sxCR1Jg7pj4/pvb+q9/42vffn994/sPf+nROKRngdgHcw1y8C8PoiTaXtMZ59lhtvSdoIjp0D6xnbMpZqnE2le+/aR0ZMv6jO8/d03llh7aNoW/HwRj8xC8IcryhbkfE5lUZQ20ArTgVD5rSO9PY03uBa3r3Hf/Ns6YHjyJqt0Wr2zOopaW+2OrA592tt79aHdx7sPRI5GVWDyOaD6Wrvl5EzY/tiP2fj5fvKaDL+rMxnfLTet6uMVeW+rDiX2b7C9lVGF5XNOra3j//ce3917z002K21nwvg7wD4o733H/b1vfdPBfBfcPFc4Qf03n90Qj4NznvvP9Z7/4je+x/qvX/OiEnqTPTefxrACd+nLOEZAC9prb1ja+1NAXwwgC91NF8K4PcfvtXx7rgY9O8tto0h2P7wlCC/AVhUNEI1ysl4CrY3vRB+WbRuoRHP3vXF3qijrA3bPBWN0B3REIfLys+iyhGkSFfNRnn6SBeVG6WmNW29J32P+KmDy4xnpE+Ft9bt+taBGDkflqaSTamURRD3igyL58vui9G9N1PH5Fwlcmeyrfwou+bpPGZ0Yvf7KHhhzkh2vytvS5/p42WP1tPs/XxOnC8zkaK19lxcOBKf03v/ooDm1wN4VwBfDP7PNRlOC869DoX/5vhzuPg2xRcC+DEtjzo1Jby1V+Li2yJvAuCzeu+f3Fr76AP/T2+tNQB/GRcPjfw4gI/o/eJ3p1jbkbzhj1ZdMK7VC3jWItrEWISl/CoRFNs4z5WS9DKyMahs2jMR4axuXj+vc3U+ZmVFYyPYOnu7fumgCk7DzJryOlqHY+QkVcZFsO2TlkU8RmVMZ72evQ8sH1+3b/Ffa9txqoxRZTy9DCBP7Wf8srVezZ6ceo9UdRTz7sczemeymB6RvoLjh519m/0FXbvu/+Z4+9Yf/MHz8GqfGOt6sIGvAfCDvfc/GtC8G4DPA/B+AP4vAH8TwHf03v80oX0xgL/Xe39XU/YcAP8OwHsD+B5cBOsf2nv/5pl+VJ6ZeB6AHwDwXgDe//D6bTNCIvTeX9t7/6W993dSZ6D3/um9908/fO6994851P8KdSSitlMQHEcCIyPKUnO+TcTDR9osCvcZAa8fazeKRhlGGZgIUeQt2EbUp8juPffUo76ONltfPxMlZ1ExgwSfK7D0M2uKRcqzBnmk195kNDI9LX8W7Sr2wbj6e4Tpksn1ayTKIjBD6+WOsh6eXnB8fLTrx3z2TkfGK7uvBce0Xm50n6o8K9vrzcaOzYkEukTytZ/RPGTtVT/BdmwivWbW91VwM5mJ9wDw+wC8V2vtGw6vVzqaNwfwQb33f997/xkAHw7guzyj1trnAfhaAO/SWntda+0PAEDv/acAfCyAf4iLBzy/YNaRADDOTNwlPMxMyKFAkEcdvY//cTBqX81QeP7WC7e6ZnwyWM/dR2sVXQGuIxBHSaxNxi/ToVJnoWMnRM8sYqtGU8Cx7rvgHsqiOuXhx4T1VWmjSPsqCCI7SgfU1s4oY5ZF01Fk7NdvNVvAEI2xJDTZepiRFa1BYOwYnwMjfTLajKcim9PRPXzVtW30uPaf03771h/8gfPwap90x39OW9Fae1Fr7YsPP3bxfa21v9Nae9Go3SMJ/TltwTjK0TqJqx/SMB5Z9GTh+Wu9jwJHTp84GmscRnplkVdEn0Uulc1yVGexH0SsXic5lD0TRO5M19E6sPLVeRAcR0tZVOnbW73FXHtYOVlfrgI/dhajtVApUz42y8fm34+flS2EzutYCY5G96C/9m28bhG8TlHmzI5HxvMcgV/FgWO0TA+7x+yTMansF+dc29fhhHmcKytxh2L5yjHHZ+Pi4ca3x8XXRb7sUPb4wf5jqEIw/l1/C3bDMyPO2lUgh3e26UTygePf57dOiV77tGsEb2AFcZ/vY/swa2aUlMbWjTZQ5RUZWeXJjMlTA94jXRmtIspGKLI1kW3grPwUI6JtBPUH9ioOsOXl+XonVJ1ApWNGYzQ/7N6MDJbXNXIw/LVgu8YloItkZo5M5FhGOtl+VNcN4xXRRQ4cw8jJsPePgN//bGz8uAlq92CGczha0zLP9LojqDgTz++9f3bv/acOr78G4PnXrNfNwRsFv/jF1fkbxtZHiDabzEAyHnbDiTYWb6xZ6lA3eC/Ly7B0zJnp/cJgR2MY9ZHpfAqE8KgYR7+pMj5KZ+n1ZSOxCJEebKMXHI8r09nzyIxlZMBO3XRZls5fe8MpQTvfxupn3xl83xjvKJPi13bGl+lUdS6i64wPczp07DJDHOnLaNg69PpUHbD7XHwob3SPM+d8pAPL+OwH623h2lBxJr6/tfZ7D7+A+Sattd+LiwcyHz/4fw2Vw/uO3KwsamXpUUF+01gHZGRUMjAe0ealOkdRiG5Sgi2iKMrqa2mYTllbFhmN2grmximSb98rcn0/vU7i+Fd13AcpXzuWfh5H+mZGTHkwAyvgG3TUFwHv+wzEXY8iZU8fOeCZA8vajGj2ja91hmxu2Hq3vCrjV9GfyWD89d5nulid/Rr1108n+tpslC2L+iDY6hutwX2ik0Jwc87EykxsUHEmPhIXv6b1Hw+v33Uoe/whh/dTI+OIpyCOgjKZtl0WYTBEfVB9LKI0L+O568c3eybPI7rpIz29Hla255vJ9Hr6zAyjFVKnyBynaEP2PATH86+RFOuPHBcdyfU0ER+bTckivophZFFkJl910JfFbAaFZZUk4OMxc5+Lk+fnUzBvtBi9N6KVNgq2xj3vaJ/JeGVOdKZztjdU7mEpyvd1Ef11YzkTGzxnRNB7/w8o/GPYY4WRQczSpJXNVqMaRi/mMzN0V7kxvLxqxPRQN6JPRh/VRzqw/tprZvCzCKx3ftygdWLK1GjvkjESbMcgw2gt2P7ouxA6CWTNzIGg7hhbXQT8521GEbifo8ioZRmGbPzYnFodlFc2RpVxsDxH5dH9bNsxPtH8Cy7nfvaeF/BnpKyzGGUWrC7+XmB0Vi/VV8u8vjZw8kGU1V2Sfuk9bWUqPZubarCycO0YZibu1Lc5FP5GYB79M8kCFffu+Yq5tu+ZPoxfFkGyyLd6U8149WzD8Mg2GJnUbQYjnoLLaGfXtxH16GjC9oXNA3NYRvqJe/d0IwNnsyNss9XrbBP3ay3LqozA9InW0yiT5HWN2tjMQKQT48XoIoPoy5kjsXNz76P1qlPvZVSgTgDTVQgvNhdKJ4Ymcvwrugr4vjfiw8rEXNtxjubmtrAyExtUjjk+G3fl2xzANm2Z3bxPEZrI6FtkdSq/CnbTRml4vfYp4Ag++quklas37mjD97TMAOmmYeeK8ROMx1RlZM4Ba8PKomzDyDEBjv/gidFk7ZlukSH29YLxmp+d54iHd4SyVHg0FxLoYbMq3oB7OWzN2Gtbb53zGUedBSLZfav8d2YcsjGx/WB0tj8CPv9RexB637YaZKjRt/3x+rFrJtPL3w3W7W3gXI7EI9atq6Dyc9rf0Ht/2ajsccDDH63SVJqYSh0HLffGQgxdtLln0cUoUptN27GNZbTh7dtxP9gGE6UTI7pZ49P7RebHP8TFDFFFt6jO8huND+MV8d83/uNfM6jMcza+0VgpvWDemfOfvWy/ziP5th2jO2XcvBPH6pn8UfvsOhr/7N6JdKrMdSSXyauMQ3XPyfSorL2oPOMlON5/K/fnyKk40LXr/jntX9j6gw8/D6/2qU/Ij1bhLn2bw0OwvUF9ik1ptCxa8Cz11tr2D56iNr6uslFmtBHdM8SRAPhxTqSb12lEk+mjjoTtm8+W+CjP6p2N6Z7QZNFYxCvSTxA7mvbl5YxkVmiUN1s3dj4y2crHy2BrmMmIdGPtKuub6RoZvshhH61Z214cf5uNqOhrec3cr6eCydNxkIB+tOewvU5R1d+v88rYKaQgx2eblKd/7V2fhPC6DqzMxAYVZ+Ijcfltju/FXfg2R2vbM3SW4rwKb+UlOE4vZ+lPDxnUMyPLaPx3wi2tNepMT+9seR7ReFVSmP6zBPSjSMzy8jwYlIYZFF+Wbdri3qubtZUn2I71aA3OOnCM92x2QIplfu2PdFLsAqMRtR3pnq1NplvkaFo+0byw+zlyphgPOx+C7Tcaor3C8vZ9YYjWk8qzNBWH0dNXdKjOmeUfOYjRPgIsZ+IWMXQmeu//off+Ab335/fe37b3/oG99++6CeXODvs7E96rtWVZBoIhipSilGNmqL1hrGQwsuiotYvnP9gzILa9lxNFgKxttTyLliL9M94+O5JtMhF8VOozNWyjz3j4skgnn0GoOG2VSM5jb+bTvlf6YPWrlquMXWH+7HXVuanQjYy25ePfxdBXZPq6Pblv7J6S3ceC+NmGkR4ZzT5pJwPe0Rq2e+Up990IozEXc73r2/vt3JmhhRIq3+Z4TWvtrcz1W7fWPutatbopSFDODL/HaMEKLjcWdmMI5qPMTFbF+GZtR9HkTUH18GOzJxuXdyL27fh3MSxftsl7J+ppV1+BbS+2beAYRO33SZRX2ey9AxjN6YxTJ9ga2JF+TJes3VU2/qht5IDbdplce8+K4znCzvQ5m3sdEwEfu0jncxrMkQPJHKDKdRUsYBFKeayr4HKPZffxTWBlJjaoPID5L3vv7zYqexxw7969/oD9P4eHID7H9VGx/8yuMz62THHKDcF0sLwinUZyT+GblQlqKfDMEMyMT5YdspvZaP58mWD7RP6sftp+RHvKWspogTn6kYNh+TLeAj5OUbm/ryxfu4b82I2ygLY8m9+RQQe2z86wesbnKvPYO394OuMzO9cj/ZlcNle+beV+VkTjymQP6ttNPID5Yefh1f78k/MA5s9qrb21XrTWnofCj1090pDDe8UzB/nsMWv8o1Rklo5kOmSb+CgyA449e0bnDcDoho50tTyiNsA4ujg18sg2RTZ2ljZbIyMHjZXZ7MtVUeHR+0UE5MdWrsDbZ0R8JG/B1rYEn73xZetBcBzVRusmc4QZsvWndQLeT9s2W1MWFedFZVpe0bq08plTFunAjPVM8NHapcPjx2G0Ru24Wn1mEDmQCzeGijPx5wD889baJ7bW/gyAfw7gU69XrWuENaSZEWUGJzNAnn9kWH2qzn6219lGMdJB29v0MosShLTz/L2+zPj7z5UNxLeppjsZ7SxdNo+Zc5P1fYRqtFiVkY2BX2+tAY3UyeHdPqCbOYSVe0fI9a7n88nqRo6BkOssevX62vs0cxYj+HpGn81dtBa07n7SXtuN1i7Tw8pmzqC+R4GN3xMsBLVvaVjayFH0ckaBlpV7Did9hH7G1x3B8JgDAFprLwXwXrjYkr6y9/5vrlux68C9e/f6gwcPLguym9FHSLZ+345TtAL+MJ3nG8n2slhd1C5qm21YVjftT8XgZdmQUR0bq5G+PsVbaePljRCla2f5jPj7FLTtl6ep6qmI9GXZJbt2szlT3MfFsyQVHUd6nwK2XuUMvDIaIE+7n8LX8s7GsXf+OywZL69HZR1VxyLKxrC1phj1r0o3s25Uv11Ha+16jznervUHH3oeXu0vPDnHHOi9/5ve+1/uvf+lx9WReIh9G//2gyLbvJWPevq7zvmwdG0WPZ2KSn8i2l3f6hZtELZ+1lFSWs2WRO1movZM3mgT87QsSjuHIyFGlz0ZY3H6MqdIcBzF6frzbXz7fdv22/Px88nwlDNafu4FcYTPdJoBmwMhdOwvsUeB0n3STnDs9DJ5HlnE7unYvPl5HjkS2p7JHRnx0T4khHZXuM/ZPhfp5u+x2X1k4ZFDyZm4U9j14/9o8GA3m71RBLzcQ7C9UTLjJIEuDGzj9GBpXL/hj+RVN0f7OXOUmEPlU65WtjVWrByIf8nU93PUl73TeyaCzWRI8FkdUMEWUcbB1mkbMeXeYbBObtXZsjKuumELxkaYyYjKRhmzpx2dssnG86l+bLSFyN0Fc5vx9nRiPns5VrbKmh1/bRM5GKqfdegjHoL6vmXbRmXR/NmALHJ+Rk6Gp2FOz3Whn+l1R/DkOROjKEwhyDdWQe1c1d4o2Q0jpD7aUKpRC4tEWBSepRivGpkrr5GeUZTD6O2maA1ytCnZzECki5j3akZCHRDBNlMgjm6UhREczxXTz0fMlg/LdGgU7PWJ0Hv8L6wMVqZ1tJk87+xUUcmcKL+9oxvNYZZNyPhYw23LPCydmHLB8Rj4e3QEKy8Kfhj8OmF1Xk6UGao4nmz+rEMlA11n9p/Icb4uLGdig9CZaK391qTug65HnVsAu7lYJIHg2sO3Y1609/gjGp8KjDDaEH00UrnhTrkpow115CRVZVljxTapjI+23Zsx8ZBJfQQ8yvPX0Wbsr7O1ZWlGdJJcR3yB0zdi7yhYmUz+jtwbkQ7i3hkYjbLxDgMbv+z+iQy1v2dZX6yDOZMRzCBBmcqvZC0zMKc00mEUJLE2GV11XKL98yYdiYUjhA9gttZ+GsBXA/i9vffvcXVf33v/1Teg31nx8AHMzAP3Hv8oYszAopcoEr8KT6tv1s7TRA4LM/Z+fEayonrfPktxMtmz4+n7pZv7rl/+2mWU6bH0EtBkMr1eMuCj8nY9/1M2xVXGeMZZZW2ysoi/9kcK8rUPOg6VNQXM3Vd2XP08j9aW4NhpyvSymBlrP5dMnuBY/lXmXJA7fBWcsi8J+FyrPtke4PjdyAOYv+c8vNpfuvsPYH4jgM8F8HUkE3H3XECfZpxNO0Y8bSTkb4aRJx6lx9n1fqAj60fkHNgxqESPXt+ZyN7rbfu8N3PA+M5kWJTvzmQSnkZ+ZGQ3OI9KFMUcAEnaquFkzqKNwkZrMsvYsMg8cgaE6Of1qvC0hlCSeo/qOrJjMhP1n+qciPssxySbttm82ZR/JHfkkDL5o/vW3hdsjaqujLeFz0pZ/tGcZJlZle157gNdosDqutHP+LojyJyJ3nv/TADvDeDjW2uf3Vp7c627ftWuEfYoQa8jmlFZ1F4RbfwaDUmB/wjspvfXWVumW0TnI6QqlL61y2cXdv34YVgrZ3fieDAwJ9HKPYUfsH3Y0daJo1NaAR9zrVfYvu/bsSGPNmgPu9Ytv4yX19vqpu/W0buKwz0ae5UXOeCCY2Rj4dvZrAnjFemkr5H+o3HR+l3ntBWHx5eP1oY4/rPZnAgSlPu5y9a/4Hie9LXwSCM75nh4lNFaew6ATwLw2wH8fgB/9U4cc8ykdy1OTR9WU7unbswVXqwvPnMyowPr02hcBTydmUXs2i6Ty+oinRXWkPhylmK2Onies+vK6zPKWEX1lb5GG3qWNRv1oTLPu57LjtZLRa9R3yrwOsyspdE95sv19zo8XaQzCzgUgtiRqvZfwH8vx9bP8pzBufY7MmfXfszxtq0/+N3n4dU+7e4fczycnd77T/XePwHAfwfg8wC85LoVuxGM0oeWLovAKilbrdPIYXQDCeYjZhuVWF39pmWjc9XlmbZNb3pd2OfIMan0Tek92Fjvev5Qo+eTbf5+fJSv4FiuHwtLK9jq5Md6lNXybX02Y7TevMFT3oLcSPm2V9nIrc4W4mj8Z29Esj769RTNNUuZV3CVqLw6P4qngvuZOdQ2Y8KwS9YS09XS6svr2vt2jVue0brOYGmj7Nc+GP9RdiVa4+fKZFbQz/S6I8icib0v6L1/FYCXA/jk61LoRsAWuWB7k0XpwuwGqSzkKAJhUXCkR8bbbyaS0Fo8HdDaDUb5MYfFt2Fg6UvW90jP0dhn4zSKAmXQxpYJtlFdplPE08vrPf+OvN90LW9bJ9iuAT9mo7Xk9fLw7YXU7frxuvG6jgyNIjOOrV1+e4E5c1l/mXxWVsnOsLLuxiDS37eLHCx/79h9YkfmOZJpeYj57OtmdGafPW3meLL7xjow2v5RcCAWQoTORO/97wbl/6n3/inXptFNIdosxHxmUZDdDGciYkYnhg8zzCwCHcFmPnQzG2VLRjorn5F8Fh1GG9vO6BZF2TOIDKitj7IuzIhXnEbWT59V8EY/Gu/MMWPjY2XsCI3Ky2Ra2b4/kS77ZD3a/kYyd2SNRAbKOl5+LLU+eoDWz4G4dl6+H4NqxoKtJ7/WbNmo/UiOuPJZ3oJjZ0GvK/vEyGFQsHvQZ1NmsxzZvRPJvE5UMw+j1x1Blpl4chB5xqzuVJ4eMsFrZoNjG6OXm0XM+pltEiM9NPoQVxbRMt38JgzUfjbalmfRkwcz1qqHr/fOko+Usg09isyYbmLq/FhETqdvq5/F0T2TrKEom6B1PjsSoWogLVQui84Fx/Ok9dYgCnIdrZM1A7smWGZG3HVWfy5UMztWj1Nh22YOQxZ0+PkTHM+zl1G5328Ty5nYoPRHX3cFmz/6shuVHAjYhuUjrcwzj9ooBLUH0mYQtRGMn2+o8Gb0zMD6NqNxrELA/4RsNFaZvKgt66/N8kRjcCrYBms/z8hkugt41mLEY4bej41PUVfXWXRPjPRQJ8f307YRxA4JwPeA6L3Sf6s/m+NdcWyqcxWNv3dE7bvXwY5BBZV9ka2FbO8YyZvYm2/kAczfeR5e7dPv/gOYdxu68GzqjRl/HwnqdRSJMj4qTwI6dlMovW9TkaW6Mzqvt6djRimLhFmd7weQR4NeB1bnNyQGlilgtKN58/1jRr0S3VYddTvXguONvmKYozW5d3PBNmRbl0X/kUOqBtvT+/EXbCE4Pobz68fL8lDZkaFh+vqoXghN9G7bM528/tmeYsee6W1pfN+ie5CNh+DYUd0H+8Ao45E5EX4N6vuelPl7SHW0maYRsj34unFqFoK97gie3MyEhd0M9f2UCMsii6QqkZ8gv6GySGnEe1bHKj8LwXE0eGo0rxuPEP4zulTkAHnfmS6jTMcoYs54MD6z86DvlXaVTERFh0q2gfFh4zuCpx21veo4VPQR1PaOqpyr3Ds++yCHOpbN8W0tRoGLgK9Vz+OUPW+0Jzk5156ZeH7rD37HeXi1z1iZiccfdsEL4rPBaBH7G8XyiG4WtsGyaEDAy/1nXzZyDi3faJOJ+LLoLJJp5USbqpdnIzU/J+LodsnYM11GYDR2LtTAqRPgI/ooeoyiVyszk8020Sy7oPz0ete3a3ImW6Kw7X0du2Y6zjinfm5HEPOZtR312Y+dYGxkI55WF5+BGEGCcnZv3w/0yBwAce9Kn+lmMwqRLEHuSNiMRSRL12q2t/lru34qmcKFa8WT7UwAxwaysvGwtgD/PQRfbw0Q41P5rLCyWDrWGj7bZmTUszQzcwyyFHSWivRyfRsdz8wgW17Kbzbb1o0c1i9xtF5PhurmJjjuY8WB8LSt1f5HZBTdRmsjcwxnI2/lyZxT5ihVIKivFc+bpdtHiOY3aj8agx7sHX69Aduvw47WzchRyNawN/6jNcnuH6ZflKnLnG+23pijdJPoZ3rdETzZzoR1HrJIcsYT9lGiBbsJgPFxRnTtPXnm+VveXi9xdIJtRkDH4z62/0YY9XGUMakYBkuzb1xWxSBG8rw+mU5+rEYRc7V/VgchbWfT2ZEh8tGgl23LovEQcKfV0mVrgTnryo/xjT7bNradlxfpbcvZ9eyY79w4Mh20zI4ZmyulYeNo9yStexr8B7DYXM848tpOzOfquFTWfpWXgO9b1T3kprCciQ2ebGfCesORR2/rqhFYRle5oTLDsm+XDzRlUQWT6enFyIsiQ+Bi49Lv80djNtp4IifNy/b6zfTT8mSbsMpQvkzmqD+jLIzKkkTHvZFd4TuC9kmwHU8x9fruZfv5tOV+bpS/H1c2hpUIU45JQuxMn1g7rxOjsxko+y6mnR+7yPn297pfL9H91Nrxf9LYAGU038xpi/Ri699CzLt+1jHxvEaYdca8Xj5IElNe2acXbh1PtjORgd0cgvjccbSZZoveRzlZdsTLriKKXpk8TxdlCJRWsN24or5WDIzVtwrvLIzmQki54PhI6Cp6ZPrJgGbEP2tvDQCj2yXrwCNzPkdgMiQor0Scp2RrIkMb6WdpWL2g5mSOaCrZAjYeLLCxDpFtVxlTMe8SUtWQZWiElFlE4xE5aL7tbWUsVmZigyfbmagsQh/pyYm8qlF7dFPqTbNzMnTDFEPnIdgalyidauvE1Gl7T2Nl+yg2coyydGWWkclo7bXVh9FFPLRdxDvapDNHRrD9bK89n2xD9TSWjzcuEvCqOqNsfuxnnxXz9HZdeD6C+Khoxlmwc+3571veV+ZUZ2tl5CSM2jBU11Kks/0cIcsEVnSrlo/kAfxIyNPsTXtdV3YfiRy028K5HInlTFwNrbXntda+orX2bYf3tyY079Ba+yettW9prX1za+2PmDpprX1Pa+0bDq9XXkmhaJFXF3A1HajPHVQ2kJEsey3INxhfZw1PVGfBDCbTI8oyRPxnsjleV7/5RHKrTpznFR0DMHqvm2KX6K/8WDumI3NwRjKtszcygtl6t3p6mWxs9m7srIxKVO/18s/sZGsoKrN1u8ChHWXoIn7VqFjnw6+tSH6kC3PIdkl//PspQc+MIWdyRxlDGcjLMkYLjwRu5XcmWmufCuAHe++f0lr7BABv3Xv/447mBQBe0Hv/+tbaWwJ4FsAH9t7/TWtNAPxo7/1/m5Eb/s7EhcATenKA3SSz6GUUsVuPnPGOZDI5FfpKfyrtBXG0Z/WZ6csp5V42k9t77VsP4uotD8H4O/pMpz1xHrwcL6vCN1ovlbXk12Z1jr0cy0M/j3QdlUdyLf+ovxnPWQeeyY1oKutyVvYMov38VFmVtTizXgXbX7Tdt/ovgmbyHa79dybepvUHH3AeXu2z1+9MXAWvAvCaw+fXAPhAT9B7/97e+9cfPv8IgG8B8MKbUjDNVnjojeHrxNGwz57HSFZEr2WjyGKUxmb6McNhPwvh46MR6yz5F5M3Sj1XaJhcn0lg48F0sTqyjIMgRxQRZxFlpk9Gm80t06sSuUqRf7YGlY+Q8khPT5vx3wf3ofJX2X5dju41lct42rajuch0V90iGRlfWzbKBozWhr2n2H3Pxiva/xiEXPv5yFCVcxPoZ3rdEdyWM/F2vffvBS6cBgBvmxG31l4M4N0A/AtT/LGttW9srX0WOyYxbV/dWnvQWnvwxje+MSKKy/xmkRlrX18xFLrJeeyDzUDbKI1CMH7Qycqvple1nt3ENlIXQzeSOzI4lmY03pks4Pg4RGE3yyovViaoP9So7WyGohI9MwjiiF0dJt8vv2Gz9hEio1iZT9uOjdWoradnTqTSWH2Y4yaEtirbrncvawa+jeD4eMrLZDwYvOM7mw3x82rLJeHDxkGQ3xejewuYd1YXbg3XdszRWvvHAH4hqfpTAF7Te38rQ/ufeu/UIWit/VwA/xTAJ/fev+hQ9nYAvh8Xft0n4uI45CNHOqXHHBeMRyxuFlHU7qNugJ9pXyVFKQGvmVSyp6/KjmgV+8YNTKSXplN9m6oeM3rO6HTq3Gid4tR1K6ifQfvo+9Qxqcjwcjy80+pp2bqzDrhg3J/MCM+u22y9Vo19lv1Q3Mf2L9mra2wk29N5VMeGZTP2DXglYr2jfcfKJbrdyDHHbzsPr/aadcyRovf+m3vv70peXwLg+w7PRODw/gbGo7X2XAB/B8DnqCNx4P19vfef7r3/DIDPxHYpngYfZV93Kq3C30cDWuY/934ZdWXpevYeZT4yuVmZrdPNIqNhOjJ9bMQk4KlWL9tCYjXS7M85Udm47fyw8alkyaq6CCmL0sit8bmcHSeWTbAyWJ/2JAPAaG1Wxus6ah/xiuSw/jBkmQW/rkf8Iqe/Qu/pVM4zxexKNt7KL9Od1VXWk7+Xhci9LcwcZWSvO4LbegDzfwXwA+YBzOf13j/e0TRcPE/xg733P+rqXqDHJK21Pwbg1/TeP3gkt/wA5lWjrqtEslkEXZFXyWYAc9mCSlRU1SvTr5r1qMip6i8Yf1Vy3y6cNRvVnro+KhF+dRzEvc/q4fkKjrNRXleLmYi0Ml7Xle3IxveqvIFxRP9MO0e4U8Ns33w247rksz0IuPp9FOBGMhPvdx5e7a+vzMRV8CkA3qe19m0A3udwjdba27fWXnugeQ8Avw/Ae5GvgH5qa+1ft9a+EcB7AvhjZ9FKvevR5h2V+/ZswUc8gNMiZK0XcOPi06ka5SmdRqiZnCy7MNLRb7gjXqrXnoxhNZujPBhfX87oVJaOnWCbEbH1mU6W3uqXZRw8ss12Z+be8rLvVo+KvkxXNofMkcj4z8xd1N7zt2VsnUQOk8V9d830HK1BMXVsDNhPX3ua6n1era/Ow2s5WchjVJZlYuznU7ILt5mF8DhXVuIR6tJV8ZzbENp7/wEA703KX4+LEzT03r8GAF2Zvfffdw1Kjb1kQW6QfEouygZk0emuA5Lo4eUfbZZtUE901nYeVk9xurIUrW/HdLc8rA6j8Zeg3BtNfVmMonxWXkn7sg08WgMMjL4COy8PnclkDIXUz0SE3hCI08U6GbvAIb9qFqNipIB87Wv9jtCq7IoMNo4sS5HNazQ+qpPXrXKPZPwVFWee8VDZp2R5sgxO5JxJgd9t4xFR41HBrRxz3BZO/p2Jq6TJGa+rplhH2ROvz6xMb+RYdHoK797rxziCuYcDq2l0xSlHKKrXzt0zzKBk4zUj38LKVqMQ6cLgs2azBsq2U138fI74MR2i+hl9Tm2f8QVyXQXHDnKmn6U/VafMCcvuLTbfM871JrDA2Lm/ypxY/tk9m9iuaz/m+AWtP7jaTyU+RPub65jjboKlUYFjg/EwIiTtMr4TN0SIbEMRUh7JHKW+bSTCjh2YfPZZr31Um/GQRJYtt2lqcTQsDe4dg0wPP9fA9gd2WKrWHotUIzYmk9EpX6+/1yUCSytXnTCvm+pSdWbY+M86gKfQjiJfSei0nK0D2xbYjm00r36sKrrO0OycrmyeK2Oe9QUYH4uOHIloPC1/xutRQz/T645gOROKaLOLNukoGs0MaiRzVs9ow6rytBtLZBAtBFt6xkuCz+w6gqertLHn0WLKmZ42MhPkyOadjY8tF1z+BLTKsWPrHbSKTG8YBPFayxzETI7tj5jryn2QQaPmijw/N8wQZc6vB5O768c/PMZ4sdcI0bqL9JuBv1clqfcQHK8Zb/T9uHrdK/cmW6uzYHqw8tvGciY2WMccGUbpWkYzupG881FJ81bThJFOGX01HcnSo9kYjNKnM6lPH/XvAj6epxzeLb1g7Eh4fXvQfpQO9uX7tv1Ove8Lk53pyzbdyvrbt+OfMK6undEaYTxm1tlI1ojXaO35Mdsbx6yy9q8Cpiswvieidqp7RJPtTV6uvc50ifidsm5GMiprLcCNHHO84jy82ueuY467iShaF2w9e++p+/LMc7fevo0whND7jENEozfezKbHoqgowrXGdN+O5VWMWBTZROlptsmJ0zOLWgTbsWXRnJUVpYYtfzHXUWRnMwe2bNcvMimWV2bwvWwPFjX6tcXaCPK1Es2H/RzxjtaD4Nhoj9Y0+7x3bbWfWVZNwMdH9WLtfL+YLuw6wn0iQ3UY8YjaidFhdC/bdmzuo2t2XzB+HmI+szGLHCR//SgHu1GmYfZ1R7CciSoEebp+tDFnBkGjRAnq7Y29M3xshJIZ1RmMnBHB9o96/MbgN55KxMvqRhHLiJ45BRUHz0IC/lEUGG3S9l8vI4Pr5Yl5n3EQrW7RmLCNmzkkFswYZ/DjI+DHWEL01zomS+mr60PlzkTRtp2HNdL2fXTfsd9yyO6NkUPndZopn0HmnEaORuS0ax3TLXKY9q5cMB7rm8C5HIlHoCvnwnImKmAG0l8LqfMbWObhs8+WPzMMNltQ6YMQWtYPpbGRUxS5R4Y42mROQRRhAbHBZxEq0y0zMt5xy4xG5Bj0fmFInib8PQTjiM1jtCkzPtU2kos+4qvjo84TczQ9dp3/AVpFtsI7snt3Hema9WcXGMTISc0ct6oTYA12No/R/ej1YxDCK4LP/nj+o8zEKQ6c79fOyRXS7rawnIkNljMRgd002bWQOka3J9HYCHozs2itskFaHXf9uG9+E9/147Ze9miD9NkS5hBFEMfLf2a0HqOx8Aa74uRFG2dUfgoqUWrkDGVrITJ4rN8S8BKiI9PXOk8jWn+vzDjIjFdr8fMgitFazAKHSp98dqiyNkZOhOele0l2L47A1vTI6Zy5hytZLAE/PmaypSZ64XawnAkP5o1ndLPQSGxGHyEy2ebjU4IMfuOwvLObnxke/+uBlo/geIOoQMC/AWF1YIbU61C9HmVXrHzbphIRWr4jZyWSHenMsCdr4ZR1KoEMcbqMHJZofYgrm8nEeF6RHl6nZxq/Pyq6XMVRPKU/+jnqn/ZDDtcVp1sx2nui9v4e9Hqy9RllM2yZIH9mzNM+SliZiQ2WM8GQ3TCnpk0VWUo0otf3vds0BMc3WiWyPQXMMPp/+ovkj/TxmRErc6TDDNSQWb6C7WaWzY2lb21rLEf9thE3m2827z4bxRw63xf72fPO1i5b3z7C9zJHzhB7TsCvW9/G94PR+LVWWRNPg98jWsbGaN+O/2XU6yDg6flojlWetrPP0lhkDoIgRjaujBdr4/tg5el6ZPeS0jLnwo+rlxc5r/vB+r9NLGdig+VMZLBRK4tgvXFXiHuflekhAU8x9Dbi8HKzaCMyGEAeTVechiji9ynLkVHKDCjA+8t4RpFpFq1ZJ0Df9fPoD5LY+O36MU8rh8lm17pBVxzaiDdb11eJwj1/MXoJqY8cbU/LaJSvYh/MeQVWT3XaVQ99sWwHXH00ntHesHMOVzTfVQM6mn+dh9H95NeC4Bh279BrweX69mPkedn5Z2uByVx4pLF+ZyJDtjkJ+ANzs2Cp/NFn1q7Cu6ILi8y93BG/TG+FIB+/EY+ob5U+zOoywox+rK2lq45vlXdEE6WeqzwF3MGyNNm4jPT3PJl+Xgdv3Hx5pBPjXVlfXke9rsqw8LwiMJm7M63b6rryOlxVblTm5U3Yqmv/nYnntf7g6N+lTkP72+t3Jp4MZKm1KEUdlVl+flMV0oZ57Da9yCJtz5dFN8JVK2cbMh6VlLptzzaz0Xhru9mMxiiKZ+M90gO4/N0NzyuKLLP14sejkm2oZiTY+EWOq2+nLx2jKBMWORJZ/5j+clz08MhBcDyXAj7mjE8kI7v/mP6+PZNVXU9SpGUyvZ7+sx0L295nt6L14vXaDfTM+hE5DXbemN6PGvoZX3cEy5kYIdq0BbFB9+1YHdtwGT9GJ+69Kte3r9BlRsvyscbG6uGNfhSxRXWe12jDjeR6/pFRiPSLImo1rNVsAtM3coyycsu3GpWO1mQ0D2wOo2yTn3+mo+3zTEQtTichvPU6mmvbT8uP0Y3orcyIzzPFtR/VM/4jR9jfA7qnCI77sDdj5esieCfE6jSTWYt4j8Zp4ZHEciYyjKJbObxbB0CwvSnt5+yGUDrm9bNNzt/II10rm7aPBnaJERUcb+5RJiWSxfj6DdHqc5UNRYYUl/L0pW18xJtFcwx2bEbZEa+zEDovP8skjGTMrJFRNkTXbhbhe/19/SibtOvH63JkyCTpR9QXpqfgeG2MjGf2XI2AZ1OqDjNr4+sE22u2vu37yGHPHE5fLjiWn2XsPNg98yhhZSY2WM9MjKCp1QyjDcXegIKYX1Q36xTMIDLeLCMyw7M6HqfCymD8BHEaO4p8oiyQ53OKjllZ1h6Yo2d9sOUKdYB3ru6cc1LlJYjX/Shaz9aA5W/lSFCXyT3lXqi2YTqcA2wd7Nv8MxZ+3eyCdQZsx/cca4rpUMC1PzPx1q0/eM/z8GpfvJ6ZeHJgvX8xZfo6NVVbrWNe/zkg2KZBVcZV5WUbenVTmHVyvaMmAU3WntHs+vwmL4gj7CjDkelUkaf0bD2yIwbBtl8j5++UaHVEbyGufBSlj45efJZNAjlCyqqR8wiV4wPdU6x+FUTrKws8dN4ZL5/F8O1G+4Ida9/uVDxBge5dwMpMjGA33ijyOtUgRDyqRxI+uhSMv+rZ2uV3230KVtznKEKb0VPcewSWtmfRtafN+F1HJBlF/SMds7Fk5SwjVpFdyb5EslXeLugTuxYcR7qVzFR1jUd9qSJaS1rGsjmn6i+I75sK36oswdX+9VXpbN/3bk5HWa6sP1FbK5+tb1+vutjyIm4kM/GbzsOr/d27kZl4zm0r8NhAEN9Ep24cnsfMZrPZ0M2NJ0l7baNORJbSj3SxBmtkaJRnBtuGRT6CY2NV3fSrNIp9YQ687Ii2InNfWDfZtS3fk7KIfpSe3iHuH21H9Mucm5k13vuF8zv6TY8jnYgs1qdRPRsrP28qb9cvxo61F9KO6WuRrUV/H1baZMZdAroZXla3qO1obKO99FFDP7wWHmIdc4zg05DA9kZm9EojnIS29Ztv1IalgsVcZ+nKCgTH3+LwclvjPxI0k6nQz6NNS+lZWlfHWBBDx9TSnbI5WR6Zo2X5szmryvI89XPkrKleWXtdH1FUnclhurFytiauklkAYkdCgvIduS9APltYPWezb4pnkntCcKyvHGTtyNrOZGu76ljbeff9rziMVWTrnNVFztXCY4l1zFHFKTfYVdO5o5RilorMdM54ZTr61GMFUR8qqeCMBogj34hXRjfiMWNgsqg8ywbptc/EjGRk4zCTmRk5aJaXpckMNOMR1Y102zsHvbKGvFwrezR2GS/WLrofPQT8B7aqclm/Rlkn+16RFdFk60zh56kqI5J7Aq79mOOtWn/wG8/Dq33p3TjmWJmJKlhkbCNBe61lmTEXbG/MkSPBvPho48oiFK2P9IrQ2vGflElAG/HZDzZuX55tPjajMeKlY8SyRbbOl1sDpjQsumPRntVNDI2dR6+LlkW6RDKsrCoynl4vNmeWxo6Np7Ptbd3ISDDdvF5VIxy1YfOU0UftMlqFBJ8jwz8KDuz8jeZdwL9ybtc4A5s332e/h2XjyMojeez6UUM/0+uOYDkTp8LeOH4zlUJbDwnaRU6M0maRpG3PovSRTl4vv5GwDYrxsvqeA2rQmUEcwevBnANPz9rMylQ53hmzvO1ceVTmp9oucqAydKc3k5Vlb2ydPQ5gTnimQzZGQJ469+s/kjvr6DA5nkYSfSx2hTVt72UWSEQ6ReVMt0x2hS+jF1M2Gu9H3ZFYOMJyJq4KKZaNaMSVRVHTvh2nEX1bi2xz9WARxy5xBKxRt7rY9lZ/QW5kqlA+NlOQbU7VaFhpmLHNMlNRxOjbtcb/MdG38fpGDo86aeLaRf2y/GfGnTmRUcTO5sPLfK0pH2VqVHc/FpafleUd3Gr0PusgRhjJk4De6uHnJ3IYqjpHGdQo05Th1HGy/P19wPpzrvm4TqzMxAbLmZgBM5pR/YzHPiOXyc7q7eZa3VgtzWjD2bdjmlGq2WdWrG7ngN+Ms4g22swZzyqd7ZN3HiSgZ/zsNXMKZzbciLfVp+psZdFslB2x9L6t1cU6C74+M6qCmMavBc9P6yMeFj7DlzlNto2+dsV78JT9QxJe1kGOMqNW16rMETTw8U5epOvjhOVMbLCciVn4TUFM3Smbu9/IZECr9VGEYXlk6VDLY5Q6tnyjTITVexTRt3aZzhXXhqXTs+xHpDOLkL2hB46doSzDkcmzNLZPktBGMli534y9TpU59OtHYfUd6eqdECs/yp4weis7ysx4HlF9xMfSa33URz+GYnha2Kxg9Uih6jBG+lRkAOMHLZUv++x19XM9uheEyPWZswxR9mThscFyJmbBDI8gX/yVjX5XuIGyjYfx97qOIu5qxiLbyCrtrRNk23kdBZfGnmVIsk06qvcOGNM7ctKYnGxuR3VsTqoGyuvEImKFkM+2/1pWdSqZXvbdj5N33KJxzRzDyGGO9PE0u8SR8OtD16UE/MS1Hel0CrK15mGNb6SD9mkm4GHOfqZfxse+j+geB5wrK/EYdXmE5UycArthiquLvP2MD4v4Il4sglMee6KPtvGbe1SWgdEIcmdqxjiybILK8MhkRpBEH6vDKM3t6f27EJ5+sx8Z0AxZ9JY5etXUOqO7j+P1UpFtx1OOqze8WHYqksd4ZQ5HliUSbJ/DibJFSjfSp7qGWT/FycscCIUfY5XlZXod2f1m50IziJGunrfqmznjEa8sKHhUsZyJDdbvTJwCH8Vk6VMPQe0nr+0NqY7CjsjL0sOWX4Zz8KjyGrXzY8t0EFy+C+JN8qY2Jq+D1QXgEWZU5ufdlzEZjGZWhtWXOaX6E+xPEV08j2jcWVZIBm1OwUiH0Xxk460Q5M7RaA1G88WcVcbHy/dzGukf9dXLHCHq28zYMz3PZI+u/Xcmfn7rD97jPLza31+/M7FQhb1BBLEHbm82m/nYk+hX4bMkQuTbMhaF7AdRQTXd6vWpYBTFWBoWIQK8z0xnm7adwanZg2gcouyFvrNsRzSefm14fl6fjJ8tE2yjzKcPL9bWr8f7uHQ+PJ2XEYFlB/TFeNs1kq29qN9RpF/JkngdM1lehjhaP5Yeclx0pHP1XmZ9zvptZY/427HIsmiPUybCY2UmNliZiasgMrKs3GYWIpwaUUT0tj6LHrMNWA7vu6R9hGw8PLJIbhShVyLjqLz6vw/i3qP6aI5no287Rj5TMIqco4hvJD/KWHgeo8ibZTtOMRqVzIyXN1MX6VfNDpyqL3CZoYzmKJInmHeIs0zUaO+wa8+/j+SpTC+rkrG5Im4kM/Frz8Or/cOVmVjw0AifQZB7/UC++bBoUF8s4vaRRhbxRFE8cPmrl1F7L5eBRWxRBM5QiahnHDGL6h9ICfjXbKN6palujtmakKA845HNMePnabLMRWW+RhG9zTSM7ge7zkd6z9RF9X59jvgItvd3tE7FfdY+sbV7zojd6yOmPKP39YJ47egeJEQe479w57CciXPAptCzM0ghbcV9zjbNCNbgnMOz94Y+iyK8AdVym+bPeGTO14wxVrkzMlROxMsfr3hnMEt3K/3I8EY6njJmmU4WUtRDCK1eR86Cp29t/BsZ9v7I9Pe6nWNt+HqWldByvx7tfS8FWQI+Rmx8vG7apirH0yqYc5qNDePB2ijfiJ5lfthYPk6Iji1mX3cE65jjKojSdlGaz15b2lGqM0s5z+CU44BMB8E4rR/1BxinXZkRj8aqgkhWJe1aHZOZI4AZfUdlquOpGRqvd5blYPw8fWRsovVSQXXsRscMoz6O5lfpfb0c3neB/FPWi4dg69BV9xPbzuOqe8lVcQ026NqPOX5e6w/e/Ty82lesY46FaNOy0TiLUj2thY1SWFTLPPiRVy+BLIaRUxTRz2QF/NhEtOdOl/pomBlhC5td8WWR/D1xkGzbDJLoO0IlkzTix+ZjNP6CbWp7T/SwmYcZ+LE7ZTwYL0vD+mjXg7+3LP3eRfmCPM3Pyp5pta8sWxkZP9YX3y5rU80QZPo+QQHqwiWWM3FVjG6cKEL0EPduadlmVnFUIn2rN/uIryB2VGYNF6tXGpXDosARWFpZ4Z0Lr1u2WUfj6CNvNbjMMfGI9BzVWYMRjWvkLHke0XXEQ3BsUDM+IyMf6eSdMy/Xth9F66w+cqSyOYt0yODpn0rW56k4xZirDqPggLWZlanj/TgebVj444pTX3cEy5k4B6KzP0Ht4TlPo9cjA1Q12Jb/uVKTCjFyso2hGqFXDBbItbZlm9SObNjZRlY1pH7jjfhJwrO6mUqim4IdIagM69QovBPCsjAZbL3nXXVqmLxM7mj9VjMCVmbFwZk1lhEvX6ZBgZzAO6ofObyszS6ZFwnkahtx5ZWsxUwA9KhiORMbLGfi3LA3iaD2AJM1dpa+eryRbVhZerey2VQiiOiYAOCGKov6RtkC/9nqaNt5WYKtk7YnG1kWJe/bdiyYnrOZk2hDrRqACryMKPJk4zHKKlhecii7H9BGPKwudhwrR0KSk0wZ3kxHP4Yqu+KMssCBrWvJVQ35jWhHzqEde3sf6ZwKxs+5yKReC3cSy5l4FKA34n3Unwy37fbEQPjjEO9ceBmRgd63+Cuv1ohEhjHaiGayE5Hx9lHOaEPbuayRN1o+SmT8dDxGegpOQ9WRYI7mKFOyc31XCI6/PTNyUi2sE/BUQf9Ib89LdcvaZojWg3deGK3n77Mwu6BO4X9YK9KXzdmpzuQoIxI5Tn7MW7t4lsMGOUwv5oCOYOXNZHseRazMxAa34ky01p7XWvuK1tq3Hd7fOqD7ztbav26tfUNr7cFs+xvF7I3Bbmz2mwc+wo7qs3RtRDPKEPiIniGrGyGL7CqRDov6PF8x9ZkBtjRCdBMiz1+zzVWOi4aYTeVH2Qemn+qTZax8W+9wnQtsnsXRZKn0U3SJnGkP60BHGatonIFjpyrTd+Rse6NTuW+i7E62T4nRxe5Ffo+QAx9/NJLxvYtYzsQGt5WZ+AQAX9l7fwmArzxcR3jP3vvL3FdnZto/uqikYf1n1kYKsnx2wbc5JUrIUqgsG2LxzCH6yY4WRogMvt1I/YbnN8ZqJGhlSKCDFMsyMIdnBjKo09esIdZ2I8zwrfTt3Olz6yR7GffBx9zPSTXTVpm/SpakHV5RfaRHlKmSoG1UzuhGWR97LaTucc9KLBzhtpyJVwF4zeHzawB84A23vx5EN4gEddWN0m8GVQMcOQ+MD4vC7OZj20dQGnbcEulqj2F0o7Y0Nl0cbUbMcfERmte/kiK3elWjvMjYMPrqhpql3D1NFi2OolI/jn797AbjMSMv0sG+RxmmqoH2uo7a2WhccDwWWfssaxW1izJjjJ/lM7uORrpn7SJU9hx7nd0XjyPOlZW4Qz7VbTkTb9d7/14AOLy/bUDXAfyj1tqzrbVXn9AerbVXt9YetNYevPGNbzyT+gnYRiuYu6EF3CBrdmGU5h4ho2URkmD7V8TMOPszbtU1ivL0j6NYndXh6aDcp3SzTdjqFbVnYMdAo5S/PerInCrfnhnOSEc7rvr+jNGTrT/PQ7Bdq5LIUzlsvCPDZukjB8T3X7B1XLN5iZxJT8f6lDlDjN73e8YwZ21ONa5+LWVZDdYmcwpnM2gjJ9s69zOO6OOA5UxscG3ORGvtH7fWvom8XjXB5j16778awPsC+JjW2m+Y1aP3/hm993u993vPf/7zZ5ufhiiqeKZdplJ9XcQjis6yttV0YpQGHbXxaWLFrl8aJTH0FURGWMHkWVQ2KCF8Zjf0zCGwcnxdZRPV+l0yf9F8+zNupo8vGzmh2o7RRcY8c/yyjM3o6ECwdbIt/TOFOfH1V4mSK+PB2lwFp2R5JKn385TRZnsM69cp9//CY49rcyZ677+59/6u5PUlAL6vtfYCADi8vyHg8frD+xsAfDEut8xS+1tDFIW9FhcvS8c+78yNGm2yWfq2GjVY+lOiBa/HSFcWmagh2RE+LMKO+p1Fyto/dXaYXpb+FGhkvevjB9MqaWn22beP9D7FAWVgba0RyrI0VScoG3vL0zqqET/G00OCNhWMnGwvO7uvqs6vl8Hasmu71oXQeQfOyvL0kcNgabwO9n4W3E2szMQGt3XM8aUAPvzw+cMBfIknaK29RWvtLfUzgN8C4Juq7W8d7AZUQxOlT4GLzIWPtBhvfe0bl+X5KvZk0482NnG8Mj0sv4zGp33ZGHiZaqgloGNt/DUbJ5auH0VSWXqc6ccMLosGR/PodY5S+P6zlXEKRgZ0T/ridQDi37GwfWA0ET97HR2FMVg9q3OutFkWyus1w9vz80bYOsSMZ7auLZ/KGNmsQjYfTI5C9bW87iKWM7HBbTkTnwLgfVpr3wbgfQ7XaK29fWtNY/e3A/A1rbV/hQsT++W993+QtX+kITi+OYXQPdXHf4t9H5cPJnoes5G1N0JiysS8WJaAffZtI1kMmaH2cir8LLK22aYY6RLxj6Jr5mAILp05r5+vZ+WZTlFbZhSrGSzl668r86DtRlmDUyL5mSjfZ9IkoPeIHEQhZcxJjaJ0Nrd+n/BraGa+vMyMF+MhSV2E6r20cKew/jX0usE2bruJCY7rbbQ3GzHvyQYZGZAZI2B1Yfpk/FgfRvKjel/uDcOuoMe+bY+SLM+qAzEzfjLZrsrbtwHisYn4+r5HtDM6CeKf9o70sdE3W8MzqK5F/9nqoveg78donKNxy+5jtv4Yr1G70Vr242pphfTVy7KIHFjP/5Zw7f8a+patP3jZeXi1r1n/GrpQgSCO3PVckUUvgm26sAIWwY+ifUbnIy9reCN9ok1ypg+nRJ8snRpF+3Z8rE52s2f8T9FX4fXK2s6mxkcbvB/3Ed+Itprit2VR1B/J0M8VRyLK5FQQZaR8/wRx1iUbZ2vIbfvZ+zhzJMTQ2c/A8b8Oz9yzmX6jfmT3213E7FFG9rojWM7EdWPX+QN5Nkr2xsxvRBWMUrYs5e3bW72id8ZzxJvx2LfjMq+DkPZsrJRWIyt97YhcK8O+/GbpN00v09ZHYxBlOaKxZHPAeAsZG+9IZvNmy/eDNVYxar5MXH3mOGVlmYMnAZ1fOxG/2ag5asuCAaZjBubIeP6CywBD34Htg46+rddJSFk2XgzZnNxiJmLh9vGc21bgiYJga/CsN38OL17AN/9Zp8RvilHqNkuZ27Yabdo6CXQTHMMbyqg/Ub99HwRb3TJ4Yx05CKzulMjP6sv4q5FihvfULATAn3GxuowyNGwMsuxGFCn3DkiQLYhg6fbEifRZg6vca9HceAhqx42+XOc3zJicwWiP7ttIP+17RD+6l+4alu+0wcpM3BSElLHIt5IRkICf4Djir0QMLFKJMhVeb4tRKrV6LOCdB1tXkenhNz/lU2nrnSa7qZ6iC+NZofFZGaYXMH9mLdg6tZEuVX4+Y8N0jfSwshiyzIJ3zPUzy4CNYMfZ3w8jHRVCykaOhF7viK4+O2d5Vp3UqH7G8VR6QbwPKe56pqKf6XVHsB7AvEkwwxrdyFn9qZER48s2M8bXRsU7AM21ZfKsAawYiSyS9fR7I3dEX5E3g6q+M3QZjeUj4A/RRW20XTQ+yi/Lquh47xwPAfDKw2f/DaSo777Mt2GOyIhn5nRF8ux6lkSPkRyr177Fzly1zxW5bC4U2p/qfT3SqXId8bhFXPsDmD+39Qe/8jy82teuBzAXZqEpQmAbEQj4w0tZBoBFi7ORo177eq/v0REBod3143b6+ZToKMtotMbHqwoW9UfQiNfSVNO5o34p/1Hf7Vz7qFXrGA9bFum8I+uR8RLCY9f5z6L7dl4ncXRR9B+NC3OUtNz3IbuHAO5wV+fX66q8/D1+SuYgOk7IeAm22Rn7FXLVYyZLqdczOjxJWJmJDZYzcdPwm6kaK6HUx4gcEmC7CVb5RTqy91GbmbT2rD7RcY8dD4BvhiNnYSSbReTeGM0aIMs/0scbx5FBEF68qRNsnaOKs8P4s2iVyWcpe9WByanMFfv5bDbv9vNonXj9PDLnw/NkDlPWzsvwnz0Ex2PvZfRe+80apgPTI5pfhicl272ciQ2WM3HTsJumT8myDY9F5dom2uhl24Tyycoq6VnWL0YbZQCqBj6K0EZOgpXvjY3v32hjZhGxQtx7RcfM8HlZzMgyfTVrwebP6ibIvynE1lumJ5PjeTD5Yq6zrEikl/+78L0bN5blyObRy4ruD6EtjuHponbRPZwhc7wyhz66Rxk/xttnHxcWDJYzcRsQ8A2UZRrsJpkZlF2PDRvbRP3ma+VXojCPRvSMNq7R0UeU7o503bfjtl73KNqKZPv2/rihupmOHCx/HTkWo3Q9GwOFuDaRsYz0HemQIXJmIt1GvAB+tCKI1xujG62/7JhFP2eOl8rOHFDfRrB1yEZz7tfNyBlgGRPPj927kYPmMXNfPO44V1biDg3XciZuA3Yz95GJvxbTLtpcKil2b5QrUYbSZMYnkpPRVqLPKFvDIJPlFVi5fmPft2MjwDAyvrad3bC9vIoRFxw7VmwMLe8Z5yAzHgL+bITXwb5HZZ5/Jj8r93oohFJeyjunMYzWiNfB3l9aN3JcvdOeOT5KLxj/CV02XjOZmScBy5nYYDkTtwndBAT8RhdHG0GS66tsjl6mN1RZOpsdxXgjI8ifF1HDFxm/rG8ZT/se0Vk9vbNm2/gNVkx5hqheEDsS3qmrzsFI5ki/KLr269e397qM5PjybM2zetVpFnJ4H2UsrOzZzJQgbqNOoF9n2TGG5a38I/1PdSDl8K567YPMxsICsL4aeusYpRNHqKafT01TW72A7eYoRRlXkV1FZFyE0CmyvlielX7pZ+UjhGYE3zaSNYNRH1SeJDL8umR0p8x9JfNQkSfYvs+AzWFEo/x3hbkQHDud/l6fubblwPnup0yuGDr/2V4/gjbk2r8a+hatP3jpeXi1B3fjq6HrFzBvG36zz25MtvmyTUWQPzMwa5iYMRLERthj37ju2cYYjUcUCbOUsoD3debYINOXnTGrbG+kqrIlKK+OkddJx8vPIXMy2Bqx71GknM3nOYye11NcvRxkS1EW63N23/nsQtX5sJ9Ha7DiiNmvebL7wrcRjI91sjUghFbLH0EH4saxhmCDdczxKMDeqCzV6Y2DPyrQzwpWZjHa4Fm7yGmJDKXVW8A3q0wPu8n5fkuufho5MZnsHJnJ8EZBSBmTw+Yt0rsK70hUjDYb+0inyFll/fXzJKZOECPiNdK9Uu+PaUZrIJrHSI44PpFDdwoiB+RpjOcjuke8Pt6BYMdaIwerOmZ3Ff1MrzuC5Uw8ahD32TsXFvsWbxoCvsFWMh8zzkZEOzKwlc32qhuV3ZRnNvfKZipBuyxi9PUR/+pmru/MEbV9ZrpG/CK5mdPkx9fKm5UdzbkdP8F2XCOeAu7wXUdUHWUaokg/02XkGAn4g7YW4uSxrBOTKTjWPVunK0OxcMByJh5lCLYpanvz2qyEwhoPVpdFEqMzWvt5tOEr2GZkecwetzA5Uerdgzll6TGLk+X7sDNjrWDjK8gzGJk+LNPD9LGywv4MxszzyNqz65GxtrJHc+f76HViUTbjuevH/6rpdfW8K/oo75Ez6CGEJhq3aGw1gNgN7h023lVdxV17h1GCdk8SzpWVuEPDuJ6ZeFQwMqzeMLN0e8bT/2pgxF/5yYDG849oorKsfAYs4qpGhR6b1C8ubnSWNrZlQtpaeLmnpMBnMkZRlM8+W/re8yxYZZ5ZnQTyVbYgjqB9e3Flo/UXjbVtJ8fVIT/b3tZF487oPM9o3UTjK6Q+GscsaxPJUSeF6fokH2kw3CFH4BxYmYlHCSMjI5hL11rap0iENYpQMwdHjY/lmRkjr1MWYVvoLx2K48E2SzY2lcjMR4TaD28UbZpdXwrf9yiTwKJqfY/0t/2Nxq0aJUcRrzXWo3YKOS46wo7MnX2XAR9b72krPFh2x/L25ZU1afmOMmN+jCNHgq2PmQySuM9i5GV7hl9TUcaQjdvCgsFyJh41zEStWXTlyyppdoUaAHa84mWzDStClLbOoL90KIg37hmnypdHRxNehqUXoo9gW86yI0wfZlxZudc3c6YiY+avBRwjA6TYJfNhjZOvZ9eRLllbC0l4sbXa+/ZPzhi9yrR8BXxOmH6j7E00t8oray/uuuKcR44K08XrPxPEPCnoZ3rdESxn4nGCFGhs5MwQpbgZDcCj9EifTD8b9Si/qhMSGeaoPNrs7pMycfysjjPHC8pLAr30877l42Trqk6SPzJg41FxunwGyMuJysW1zeaVja/qPdKtmvpnvLTMjoOlz9aYlvksS0W/aqbB12cZQQZ7nwrqmRqdD0Ets7gciUssZ2KD5Uw8iqimWhnsZiIDOgXbROxGP0rFzui6d7wiVCOsKEJnRpv9g6IQWbPGmEWy/pjCjieLiFmafaRHFP17+qhfEvTDt/N9yGCzWZafOBp999mvmeOUzFD7a+XBnAbrJFg97psy38bL8I6jbSPYzlmEkTOS6SCuLMsm+utqxnI5EgsJljPxuEGKdZLQeudAEG88I+M2k12oRF6V+iwtrRDUo/zImVKdoyxKNB6MZhRpRillz8vq4XXyxw6WfiZNvSdp7975OAm232yJeEsib5SlEhyvH23HPgviNRFB6/x83Se8PC2D18dixiiPHIzseIKNWeSACdEzardwgZWZ2GA5E48y1JCLKRNXzz6LaXuVLIdi9nhBcLwxCcYpWAbBnP6jaJxtrjsyjtWoTcxnm2pm2YpMT4ZT583qFEWoLMth27I2fpx07LxBm4l0mUMbRfFVvhLIsTIyvnrN/p004p8hGv9ZjDJWjD5yRipZEMH8/fek4FyOxB0a2uVMPA7Yuc2CpbdtOlWwPaOP0tfXAZUvpE4cXcZD672xqsCeA/uxGmUXTj33nk1fZ/IrxknAx9On7G29d7KY4Rccfz0w679dZ16OgPPwOqje0VxYx0cKfEHqK5kfC0l4+rKMn5Wvx296HTn7Vvfq/VrJJHo6YDuWNvOkjqLPdi0sBFi/M/G4wJ/DVrB3G0fU1m6INp0t4NkEce8Zb9/Gy2N6zG78ER8Apf9riNLYu0l9xF1H/fQbOqv3c8KOHYDL/kVOyIgXG3NbHjlijAdwfBQy6qun27dL59nLVWcC2PY74+frvcH0+rHjIKaHH5tK30bl0VxU+ciALuIvrr3g9OzJk4Q1PBuszMTjglNS4oLLjcFGRb6dzWpEzoPlb+tO0dFv6CwCszKiiJC1077OboSWn0ZkzLB4mbvECHm9vLwM1WjXt2FOBzPo1dT4vuXHbJlBtVGt18GONxtPr2+kdyV7YstVfxnQaj0bO+tcRGNq54hla7L5t+PK1rKXKci/yTOCuOvdQL+FC/Qzve4IljPxOMEaCyF19p1BcLwpWn4srTzabL0OrFx5+nb2M4s+9Toy1KdEcZ6PT0N7Wcxws4wPk12NECOjafkJal+9zIyAbef7m82zmGvvILCsjiBOj1v5+8DBZXMhrp59jpws3wctsw72aEwzR9zr7XXYu3GOxryaAav0bwZXabuwcEDrT5AHeu/evf7gwYPbVuPqYNkDxegIATiOzjLcB38IrSrLQxK5PpqLoqxZmTOIUthqUKTYXiHuvdKmWiaEbzZGjE5xrjEdtZHDu8/8zMic1YvRi3s/he8pEMwZ7+p4KPwatdnG6pjfAZvQWnu2937vuvjf+zmtP3jH8/Bq34Jr1fWmsDITjyMkqatsFoLjdHLE0zsSvV84GOwHoJhcwXGal9F5I2jTu1FqeyR7lEpmiLIKLGsT6e/7KwPZ2kYMr1HGIOId6ek/V4xmRKM/cV45TvA0qvNVM0r2OlsbWcZldKRSxUgnwTYrqNeenvVltO48PN8okxmtjzvgSNwYomOL2dcdwXImHkfs+vxT1lEkKti+j9Daxf98PFUwSBoRseMDTzc6m46OITwt4xnplh3nsDLbFzt+e3c9Oj6IDMSu8994iPoYOYF+3NhnSxtlgBh6v3QwWZYkcsK07VWNleqrvPx4RW0sojmpZiWEtK1kejRroC8v2+sQfRZsHQXWlunAjl6uOxOz8MRgHXM87vAbGTubBc5zrqrtfcRkDWmUSmU6VeQoopR/NYWdYXSkYGVZXaL0sHckIj1tu33bfiXzKpt85agjmsOryPMyR3yjesHxszVyTHYlZP1nmaHoPhvxPkUvf1Rh66wuVZ1YHyqZr8cY137M8WatP3jxeXi1b13HHAuPAnRTiaKaLOWsZZUNRXC8EYmp7z0/k7Up3gw7kinwkbwt03Kv60gOw2gc9k4P76z5jIVFIwbCXtuxY45NluL2GYos4qykyiOwtLiVNxPZC2J6Ca6rumZrOnIOsmOGKAMQyZjJ9DA6CcqZ3ipr79ai52HpVzbiPDjlSIO97giWM3HXoUYsMvS6uciAT3Q+y9LoDJV0tKfN0r5WfuTAZLrbOtsHMbKY8xTJ88dOjFZwTANCZ3WzfKopcC9nBJamZ3rsnUw2HwLubEV0VZ2tEzNCthaz9eTHORqXyCFhdFHmLHJ4onuUvTPnR+dKTNlyIBZuAMuZuAuINhXgOHvgaSKjK+6aRWSVjV1pdgN9rBw5Ln6IvdsUrS6+3WijV3kWO8NPjcXIMRlFwSNkhkWK7ZVOsP2dAJ9NsLztu6f1cpWvl+tpLP9R1ss6adrWyvdto4zASI7EVUd8KsgcEstj347LrS7MmanC6yA4dhoyh87rujCPlZnYYDkTdwlR+h3gka0t2/WLzc9ueqPNLYu6Fc8kKfBRujgzVsCx4c/08/yYER1tvrYdG0svpzI+rL1F1k5lNTdvTN+szEav7Jgmyj75+ZOEfsbxtBkZ5cvG3erBxt9C3PXIsVKaq0T04njbrEHEN3NWR5kM5V3BciSujuVMbLCcibuKKIJn8Kn+UyBB+VNJ1DiK+qM0uq1nBrB6ls3qvCOQGUM5Lkoh4BG3xciB8rReT3H13tmIjDGL9q0OPpPl9fKZITaXlTUYHSFFjuAIPu2v7xUnJ1tXlqfFvm3p7ZjZbE3lmMPTsExGptOMw7KwcEWsb3PcRUTn71F51o7xqKRPR+lWZtxmIsHMOEby5XC9M/3YN/6zz0yWpfEGItu4o6yFN/RWvuoqph3js3f09rM/lsj65sdHofx3/dgAM2fP63IdyObe0pyyVmdl2bUlrk6w/bl1z0uwfc/g141F9R54gnAj3+Z40Xl4tX9/N77Nsf7o6y7Cb1os6tQN0EZSVX4ZpEjH+PlsSqRLdizA+NrN2+snQPhnYFYWy6BE2RyVM4o8fQrcGiUp9inDKBvg+ajO1rGwZYpozSitH8/MoWI8GG+mc+YIjDJtXkYnzpLnFYHpofzZfEc6jHBq9vAJcyRuBHfsiOIcuJVjjtba81prX9Fa+7bD+1sTmndprX2Def1wa+2PHuqktfY9pu6VN96JxwnRWbcgT03bTT/bFC2EXEcRkqfVKC77hc3War++aWHTyipDUHNevGz7OdqkxdBUN3410ELqvCPDaCx2/ViHKDPkoXSeh4WXb6+tQY6i6dbmx97LZHwVFeMp4M806Ods3Hzf2BGT4PhBWNaXqqH3jk7lOGwmCFhYuCJu65mJTwDwlb33lwD4ysP1Br33b+29v6z3/jIALwfw4wC+2JD8f7S+9/7am1D6sUMnm5m4cktbSfFXZWq7XbD5qS4Mr8XlryxGZ8tRXeU8Wp0KK18/Z21ZpsK+s+wF0ytzCOw8sfLW+M9AX0f0mY27mGvhZEfZDG2n9ILjcdsF8+ePbJgMq4cf7wyVowwvM8qqeEfDthHkzzVEjpF9jRxzHWOr48pMXA/6mV53BLflTLwKwGsOn18D4AMH9O8N4N/33r/rOpW6s7CbkBzK1CDazcfSRxtstDmzqM62z1K0VicPVva06RNL/2dHAlHEqTrsk2yCdSJ8ZM2yN+LqPcR93nX+R01Mj6ysegRiUZWj5RK0s0ZPTLng0hFSR25HHNiKzEhnW59lF5iuER8vKxs35mx6Z0f7LqYto7Vdy+4dPwaV9bNwHixnYoPbcibervf+vQBweH/bAf0HA/g8V/axrbVvbK19FjsmUbTWXt1ae9Bae/DGN77xalrfBdjNUzc+cTTZJqwpapburWxcldSrz2ZYx4fxi7IDXu9MHwuJVdvQjI4xPB8/ruLke0Ng20SoRLYjRBGvz5Kw8fXtvL6CY3pmHC1fb5AtL5YB8mWzRzq2veorGDuDEb8Igm2GIrtnlFXmXLFxEkOzHImFG8S1fZujtfaPAfxCUvWnALym9/5WhvY/9d6pQ9Bae1MArwfwy3vv33coezsA348Lv+4TAbyg9/6RI52emG9zZBhteNl6sBuhpbVHAJ4Pi/okqbft7WbPZFRQ1escoBHmQGfWz4xmJFvld5LlYHoy3pFO1eOALAvD9IkwM9/Z2HmdMr7MOY7mJ3KkR2t1ZhyZkzS7Hp5AXPu3OX526w9ecB5e7bvWtzlS9N5/c1TXWvu+1toLeu/f21p7AYA3JKzeF8DXqyNx4P3wc2vtMwH8vXPo/ETAb2SC7bsi2qwiuupmre1nDG6W5p1FZHDU8J7isES8K47COSJepfFZp96336zQeutkjDIb/vhk5GxGUHkzzpV3YjIZo3K77rX/EtBXHRA/NgD/xlBV10znrL11thduDmu4N7itY44vBfDhh88fDuBLEtoPgTviODggit8O4JvOqt2TAJbCvgqfGfooLe3LxLXxMrO0fiUDkR2LCPi5tm0Tfask42t5RdeMR5TanzHuDx2MhH4fHKtEsgTx12AZD1amPATzP7bG9GPja49XdskYVOVm47EbjEVlfcxk0K4jy7awMInbciY+BcD7tNa+DcD7HK7RWnv71trDb2a01t78UP9Frv2nttb+dWvtGwG8J4A/djNq3zHopmU3v5lnC6Lz/L1xDnw71kacbO/o+LNhpYsMjxoPQQ5vYLxOYmTZd9XlKdImPAMPIl7P25cLjuvsefnelY8wohFS5o3xiG9kLPdtuzYq+ti+juRn45hdA3HGLZtPSxM5ANF949duxHuElY24HfQzvu4I1i9gLsTpXME4PS04fipf2+nxga+PYJ0ACWjEvFfPpT2/mecATkE1K5LRXOW4pQJB/vXUmWMozyvjXYF/ZsAfFVWfGciOnWbaVXmrzh6C08ZDkN87T9DePYtrf2biTVt/8Hbn4dVedzeembitzMTCo4QsZes3dk8vhodtp20Etc0Z2Dox+i6OTlPU0RGAwmcdWGraRtxyzOIkRFE8469jyl7ZUQNL6fvxZ/IsKql4q2dUZ3n5NTHiy9aMB3tmw2cEMviMQXQ04mWM4Md9NpvgZQi4XDb2lX4vLNwwljOxcAlmxNhDZj7F668Z3wxZNCeEVjDevL0xZOlyn03x7SMHK5KTwbZj47wn+vn2THf7bo35yFkYZUQyg52tkVPm39PZoyTB2NHI+O/dePrjJsZj1B9LU3EghLT1jjObL99OkP8OysLNYh1zbLCciYUxss2aHRdE9OLeI95qRCJZbONlkeIsBOPMgDj6ynk8M8ZCrlnUrvpY+oj/VY1MluGpyPc6aPm+8Xp7BCXg+mtdhJFDwNoyOVXHNKMdZQyy+yJzjrUdy8ot3B6WM7HB+qOvhS3Yhlw5H66cZQuOjQM7m595vsLKzmiyut7N1wWTKJbx1Gvfr5G8kUFjshldxHckiyGKyK2zE82XEH3YscS+bQ3iyICiQMv09zraeQK2/+YZgR2JjehmsUsc1z2Zj+VILDyiWJmJhRizG1e02bLIsXI+PCvHGqtT+HmdmCGMIt7sWIGlte1nIfx8u8iYMEfqvqs/BfbIpWrM965eELePMgoe4mij7IXl468ZLB8p0Pi+eTo2XhE/IWWMVlB75mjhdrAyExusb3Ms5Kim7WcxiphtRKkyKtH9qfL9tSCPxtln1TPiWdVlpCeTY8vu4/L/SxTVsarIi9rt22WkPRpfXxY5SdVxYfwsD5aZiNqzbJQ6EwKOaJ0yXSL9Pa+Fk3Ht3+Z4busP3uY8vNp/vBvf5ljHHAs5sihrZDCyZw9GYJHoOSM0dnTADBBrVz1+OFUXdlzh5Qu2GRg9r2/t8h9XRwZZZfmjB6ZbZPi9nrtiH6O+jdpER2G+n9H4yUOCWvtID49KRiLiI+7d0i7HYuExwXImFupgUfjI8Cm9TfGOos1KRBplEZgevn1EkzkwmbERImfG8RH3zuQx3lFfqtkEwWU2QUzfWQSdRdRW/5HhjJA5DhFd5vRlGPEdZRUiVPteyVAsJ+LRx5qiDdYzEwt1aPSb1Xva7MGx6LjEGwjLg228YtqPIrooqmW6aVpcTJk1LvaMPspKWBrBFtl4Whns5en0cwQ2F6pPZATZ3DHjbfsmOIan18zKuQymnfPROpuVOXIaR7Bj6J3w6Khm4fFAP9PrjmA5EwtXQxa5Z4Y/Opv3fH19xSk5FUw3Af+58ah/lsZ+9nxsvSDObjA52ibSxV7b9307dnysXO+U7Nv2oVPmFHgDHvWDXVcjfa/fTBstY2M1u25kjvwh/HpSPRYW7hDWMcfCaciyBGKuq5tmFmGPUtmRARlFft6oyYD/jPEZOUuWb5UPcwIExw5B9cjgFFhZ+wM/5iRV+Qi2ThzAjxm0XJ/xsNfemYqOJqrPj1j9VCd1xKTAx7aPjoR83cpIPH5YU7bB+jbHwnnBMhWVTV1wvFGzh/4ip0PAP0fyTimPdLR6Rf2Msh1V+Sy69bp42uqzE7P0TKerOCuV5xKyo5ZRW6ZvVm7HQVB3IAA+N+qkCKF/gvbfm8SNfJvjrc7Dq33/+jbHwkKMGUcC4JFc5RhhZAAjw59hpr4FRoLRWVjjwo6IMuwSoxjJz+Bln+IYjOa4wjOrr2QeGKLMjued8YwMfuQU937xQGtrl7/5IaTNciQW7hDWMxML1wsbRc4eE3g+1TbsKMPT6aYu4M8N2OcB/AOLHoLL6NM/7Mf6vMPln49ZHbNxipwNZpgqBtbrdqphywyt/TyT7RjVM+cgMtC6/tgLOJ5Tr2eUQfLZBqZ378d/U6/ly5F4vNHP+LojWJmJhfOCRf9qtGeOFFi0GNF5Pv74Y9fjX6+0n5neFWyOIIrtMydgNp3O2gj4cc+Mbr5tNv5MBqOJjhQ8raD2LIi492wtsXo5oo7bV9eGn8flONxNrGndYGUmFq4HPvoScANX4VNBtLkLjo8idr32S4ZV3ZT2Prb62ujXjkdzbb2jVIlcxfD1OvXO6zJnJeuvFNvYPu2NIWXPN/j+e113ie7idLPXbOysLDaunt8pxt/zjuZlYeGOYjkTC9cL71B4I+FpLKyRzTZiKcj3BszXC7jRnD0KYNGr8mXPJjCe+1ZzZiL5mdOwNzqxthbqlPgyf1Tgx1UIf3udPU8RHf1Y2pk15GVGGRwtZ7xZu4zmHMdHC48+1jHHBuuYY+H64aNQi9mHBNmDchLIzIw3i3QZH3aMouflXvenOuB/plnpLa8MXodIN9XhVCg/Np5azjBK+fvxivo8ap9dVxwHS8PGSfUTUqbrhOnP5lLAx3M5Encba3o3WM7Ews0hO7OPzsQjp2DEl0WiUbQrA5lMt13fPh+h/AVbwxLp7HWLdPHXtm00Zqy95+ONZdXJ8/3QPxWzPH37ip4z8Lz3bfvbE55GcOwE2PG7jwtHMMvoWNniysTVLydi4QnEOuZYeDQQZRlGZ/WC7XMH2TMEAp6C9lGkj2Q93yziVjlWTy/HHw8wfT1dFuned20tL6sPMPcDU0J09H1/KumLlo8ciYrxjcYs422PsHy55fc0jh0UBWsr5nN1jhbuHtYxxwYrM7FwO8iMgiD/i2ilZ6n+KMLOMgPReX3Gl4GlzrOjA3Z+z+izzMbD8iATEx1JREcb3qkb9XsUzZ+SkfCOmzXYlWyOly0FPQRb54nNpdcnW1sLdxt3zBE4B5YzsfBo4JQNmT1HAcQ/iZwdDbDzcv+cRMWwVvh7nbyuzEDviWFjNJmeUSYkOhpgNKdgtn00jlUevq24erY+suc2Ij7aduHJxJr6DZYzsfBoonq0MDIEgrheMxsRDXMkZgwjc0q8fB8B++cwKvwtRuf92m5EW+FZ5VM5EsrGOMtQWV7A5TFO5hAKYuwb75flszNlCwsLANYzEwuPOlrb/maBgD9Q5z8rZPDZlikPbyT2E45ExfBZ2urzBF5PW680u+KZfeaYjWQwXoyHFHhbfSuZAcXeGXmVpzJt/0ZOCcti7FvsdCwHYkGxnpnYYDkTC48m7HHALjA4o43dG0H78KE4OfpZcAwhdFXYo5MKZmgjg+nP/SOerJw5A2qc/QOH0bMl1umzPL086yh6+QzKc+Q0sT5VnCHfd3Hly5FYsFjOxAbLmVh4vCDIHw7MjkbYkYB/oE7ADbBNldszd3EyWZvZ5wWi65Ex8/KyZzi03vffP8PB6JmeVseHxwGEb6Z3xld1EsNPAvrq0c9orGccu4WFJxzLmVh4PGA39yzSrpQB+S8y2jrmnKiRFOTPZDBdZiJqj4rhnKkX8AyNrWd1Ag4f2VsHTJ0MNtZZ1qeSqbDwz4Uo/5lM1nIgFipYmYkNljOx8PjCp5+ztLtvI4iNhuDS8FUyA/Z4JHJolJdP60e0XmYm2+o946zsev67E3J4906BGJooE2RpZhBlm/wc6ss6dozW6uEdjZFzurAQ4VyOxB1adsuZWHi8wc7jK05G9DxBZlSiFL9mK5SnIDZQkvSj8kBmxmvn+u11nPmmR0RTOUIQHBv5zImqZFdGRxXiaP3xzYy8hYWFaSxnYuHuwT4rEBn1vXEMrHGx39xgWQFB/jyBRu7++YJR9DsylpHR9rpaudGRgRZHzsEoShdSxsbKZg5m+Vl9WBn7Zob9zJ4VWZmIhXNiZSY2WL8zsXD3MDq+yB5KlMN79BzErh8b60qk648urhId2/ZZf3zdw/dEN2D841dCypjTY8dp1y9/Q8PyloCfx2jMvFwxbZbjsHAdWMtqg5WZWLi7YM8IREYpi1jFfPZZDGaIK/rMPCw6qov6M6pTiPss2DoCp0Ty3rhb50GNPZPPYPWpQnkuR2Jh4UbQ+hN0s927d68/ePDgttVYuG00EiEDPEr2Dxj2vnUYBOMMBeOR0Uc8suxGFrl7eT4zYN8rGQkxZSz6Z+31z8ieMvQzGZ4etKs8ILvwxKG19mzv/d518b/3s1p/8Nzz8Go/iWvV9aawMhMLTx6iSHtHonD2rQ450IqhyfhaPop9O3Zc/LXV1z93ET1UyHhkDyQKuJPg5UeIMhDswVjWjjk67PmL6BkJRruwcBNYz0xssJyJhScbLI1vz9w9/LMBliY64mCGX1B3JqzM7BkAffgzOsYYHe8IuFPCnm8YGe//f3t3HytHVYdx/PtYaCqUIIUiRRAwISTF+EJIpdhAEV/aEqwiUQgqVSOSiJE/QDEk9CLBRBMbUgUNLwUkBDSK0iKoKGIDlZe2aUsJ8iZVEKQWkDeJJPjzjzlLp9OZ3dm7d3dn2+eTTO7cM+fM/O507t3Tc86cU4x5FluX+i47d1nFoaxiUqfbxswGzpUJs6LiWwh1xjcUPyQ75e/2eMsY1U37ZYMgW5WEKlXnKr6FUTzHhYVyxUpOu59nLJenWEHo1PXjNzGsCSaqVWIHepRdmTBrp123Rd30di0Jnc5XzFus5NQdd5FvfSiqekW06hzQuVWll/EgxWP5r2ZN4crENlyZMKujrDuk7gdc68N6jO2b+Du1HBT/955vAenmldR8DJ3yVr3Rku9mKesWqipbJn++lvw9dguE2UjxPBNm3Sp+yJUNbCx7W6GYp2VxwOKS8nljJTGUDUqs08LR6qIYqyjTqhwsrjhfu1aZVuWoKt5tulIKx81GiR/ZbbgyYTZRqioZUL9bpOo10uIH+1jFh3y710DLrtfuddFuXt3Mn2+MbafUbnGFwXYkDX2cJe0OXAa8DtwZEdcP4rru5jAbhE5N+GUDOsu+Vp23td9u7EPZ9ctiGWPb12TrjGfIb4uj3jTaZlaLpGWSNkvaWEifJ+lhSY9JOi8lnwT8PCK+DHx8UDG6MmE2LGUf7O3yFt0H3F+jK6WsolIcS1H2ymnZebqJ2WxHNtgBmNcA8/IJkiYBlwLzgZnAqZJmAgcAT6Zsb4zjJxuXnaqbY82aNVsk/W3YcYzTPsCWYQfRg1GOf7ixV7UMzHozQ6fyWfyduinKukM6tYz03yg/NzDa8Y9y7Af18+Rr4LfK7s9EmCIpPzXz5RFxeT5DRKyUdHCh3CzgsYj4K4CkG4GFwFNkFYp1DLDBYKeqTETE9GHHMF6SVo/ylKujHP8oxw6jHf8oxw6jHf8ox95vETGvc66+ewdbWyAgq0R8AFgK/FDSCcCKQQWzU1UmzMzMdhBlzYUREa8CXxh0MB4zYWZmNnqeAg7MfX8A8PSQYnFlYoRc3jlLo41y/KMcO4x2/KMcO4x2/KMc+87gfuBQSYdImgycAiwfVjA71RLkZmZmo0bSDcBcskGfzwKLI+IqSQuAS4BJwLKIuHhoMboyYWZmZr1wN4eZmZn1xJWJBpE0TdLtkh5NX/cqyXOYpHW57SVJZ6djY5L+kTu2oGnxp3ybJD2QYlzdbflhxS7pQEl/lPSQpAclfT13bOD3vmL2u/xxSVqajm+QdETdsoNQI/7TUtwbJK2S9N7csdJnaFBqxD5X0ou55+GCumX7rUbs5+bi3ijpDUnT0rGh3ndrsIjw1pAN+B5wXto/D/huh/yTgH8CB6Xvx4Bzmh4/sAnYp9eff9CxAzOAI9L+HsAjwMxh3Pv0b/848C5gMrC+FUsuzwLgNrJXyI4C7q1btiHxHw3slfbnt+Jv9ww1KPa5wC3jKTvs2Av5TwTuaMJ999bszS0TzbIQuDbtXwt8okP+44HHI6Ips3p2G/9El+9Fx2tHxDMRsTbtvww8RDZxzDC8OftdRLwOtGa/y1sI/CQy9wBvkzSjZtl+6xhDRKyKiBfSt/eQvfrWBL3cv2Hf+26vfypww0Ais5HmykSzvD0inoHsgwvYt0P+U9j+F/2s1Cy8bJDdBEnd+AP4naQ1ks4YR/l+6OraaWrb9wP35pIHee/LZr8rVmyq8tQp22/dxvAlslaWlqpnaBDqxj5b0npJt0k6vMuy/VL7+pJ2I1sP4he55GHed2swz4A5YJJ+D+xXcuj8Ls8zmWxFuG/lkn8EXET2C38R8H3gi+OLtPK6ExH/ByPiaUn7ArdL+ktErJyYCKtN4L2fSvYH9uyIeCkl9/3eF8MoSSu+mlWVp07Zfqsdg6TjyCoTc3LJQ3mGWiGVpBVjX0vW/fhKGj/zK+DQmmX7qZvrnwjcHRHP59KGed+twVyZGLCI+HDVMUnPSpoREc+k5ujNbU41H1gbEc/mzv3mvqQrgFsmIua8iYg/Ip5OXzdL+iVZ0+tKoJuffyixS9qVrCJxfUTclDt33+99QZ3Z76ryTK5Rtt9qzd4n6T3AlcD8iHiuld7mGRqEjrHnKplExK2SLlO24NqwZy3s5vrbtXwO+b5bg7mbo1mWA6en/dOBm9vk3a4vM30ItnwS2Dih0XXWMX5Ju0vao7UPfJStcXbz80+0OrELuAp4KCKWFI4N+t7Xmf1uOfD59FbHUcCLqQunCTPndYxB0juBm4DPRcQjufR2z9Ag1Il9v/S8IGkW2d/a5+qUHXbsKeY9gWPJ/R404L5bkw17BKi3rRuwN/AH4NH0dVpK3x+4NZdvN7I/THsWyl8HPABsIPsDMaNp8ZONIl+ftgeB8zuVb1Dsc8iahDeQLe+7DlgwrHtP9rbGI2Sj889PaWcCZ6Z9AZem4w8AR7YrO4TnvVP8VwIv5O716k7PUINiPyvFtp5s8OjRTbn3nWJP3y8CbiyUG/p999bczTNgmpmZWU/czWFmZmY9cWXCzMzMeuLKhJmZmfXElQkzMzPriSsTZmZm1hNXJsz6LM3zcJek+bm0T0v6zRBi2ZQmT0LSqh7Os0jS/hMXmZmNMlcmzPossvevzwSWSJqSJvy5GPhqP68rqe0MtxFxdA+nX0Q2B4eZmafTNhuEiNgoaQXwTWB3stU8H8/nkTQP+A7ZMtFbIuJ4SdOAZWQTBv0HOCMiNrRJHyP7kD8Y2CLpa2QzpU4H7iO3NoOkVyJiqqS5ZEuobwHeDawBPhsRIekCsjUa3gqsAr4CfAo4Erhe0mvAbGAmsASYms6zKNLCaWa24/OkVWYDklok1gKvk81G+d/csenp2DER8YSkaRHxvKQfkFUsLpT0IWBJRLyvTfoY2Yf/nIh4TdLSlO/bkk4gWzNkekRsKVQmbgYOJ1un4W7g3Ii4qxVHivE64GcRsULSncA5EbE6rVfyJ2BhRPxL0meAj0VEPxc6M7MGccuE2YBExKuSfgq8kq9IJEcBKyPiiZS3tVLjHLKWACLiDkl7p3UTqtIBlkfEa2n/GOCklO/Xkl6oCO++iHgKQNI6spaNu4DjJH2DbAr3aWTTKK8olD2MrEXj9rQcxSTArRJmOxFXJswG639pKxLlS0GPZxnxVyvS28lXbt4AdpE0BbiMrBXlydTqMaUixgcjYnaN65jZDsgDMM2a4c/AsZIOAUhjIiBb3vm0lDaXrMvipTbpRfl884G9uoipVXHYImkqcHLu2MvAHmn/YWC6pNnpOrtKOryL65jZiHPLhFkDpLEGZwA3SXoLsBn4CNnAyKslbSAbaNlaJr0qvehC4AZJa8nGNfy9i5j+LekKshVHN5EtX91yDfDj3ADMk4GlqatlF+ASsi4RM9sJeACmmZmZ9cTdHGZmZtYTVybMzMysJ65MmJmZWU9cmTAzM7OeuDJhZmZmPXFlwszMzHriyoSZmZn15P+ZR67sOd8DRAAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] @@ -1101,14 +1132,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Threshold energy: 47571.03165490111 MeV\n" + "Threshold energy: 47571.03 MeV\n" ] } ], @@ -1117,7 +1148,7 @@ "x_max = 3 #cm target thickness\n", "\n", "E_0_thres = ((4*m_muon**2-2*m_e**2)/(2*m_e))*np.exp(x_max/rad_length)\n", - "print ( f\"Threshold energy: {E_0_thres} MeV\")" + "print ( \"Threshold energy: {:.2f} MeV\".format(E_0_thres)) " ] }, { @@ -1131,7 +1162,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "9. (optional) take the former point into account when generating the events (i.e. the process $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." + "9. (optional) Take the former point into account when generating the events (i.e. the process $\\sqrt{s}$ depend on the position along the target where the $e^+ - e^-$ scattering occurrs." ] }, { @@ -1150,20 +1181,30 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def s_bremss(x, E0):\n", " '''\n", " This function computes the s variable depending on the initial energy E_0 and the position z\n", + " \n", + " Parameters:\n", + " x: Position inside the medium\n", + " E0: Incoming energy\n", + "\n", " '''\n", " \n", " return 2 * m_e**2 + 2* E0 * np.exp(-x/rad_length) * m_e\n", "\n", "def sigma_bremss(x, E0):\n", " '''\n", - " sigma_bremss computes the cross section directly from the initial energy and position of interaction\n", + " Cross-section computation directly from the initial energy and position of interaction\n", + " \n", + " Parameters:\n", + " x: Position inside the medium\n", + " E0: Incoming energy\n", + "\n", " '''\n", " \n", " return sigma(s_bremss(x, E0))" @@ -1171,7 +1212,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1189,14 +1230,14 @@ ], "source": [ "E_0 = 48658.5 #impinging beam energy\n", - "n_slice = 20 #slices\n", + "n_slice = 20 #slices for the beryllium target\n", "\n", "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", "\n", "slices = np.linspace(0,x_max,n_slice)\n", - "slices = (slices[1:] + slices[:-1])/2 #middle points for each slice\n", + "slices = (slices[1:] + slices[:-1])/2 #taking the middle points for each slice\n", " \n", - "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", + "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week @10**6 Hz\n", "\n", "part_per_slice = np.zeros(n_slice) #slices vector initialization\n", "part_per_slice[0] = tot_par1w\n", @@ -1228,12 +1269,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1246,51 +1287,38 @@ ], "source": [ "#accept-reject according to the distribution found just above\n", - "pts_dbt = np.random.uniform( 0, x_max, 3*100000)\n", - "check = np.random.uniform( func_pts_dbt(3), func_pts_dbt(0.16), 3*100000) \n", - "accepted = pts_dbt[check < func_pts_dbt(pts_dbt)]\n", - "\n", - "sns.histplot(accepted) #hist of accepted points\n", + "pts_dbt = np.random.uniform( 0, x_max, 3*N)\n", + "check = np.random.uniform( func_pts_dbt(3), func_pts_dbt(0.16), 3*N) \n", + "accepted_mono = pts_dbt[check < func_pts_dbt(pts_dbt)]\n", "\n", + "sns.histplot(accepted_mono) #hist of accepted points\n", + "plt.xlabel(\"x [cm]\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 21, "metadata": { "scrolled": false }, - "outputs": [ - { - "data": { - "image/png": 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WERGyVNGfR7o7wm0RlyqSCsFCCJE8aYuFEEKI3GPb9tQUACGKQSZrRIQLXaoILi1VdCMJLFUkhBAiJdIWCyGEEEIIR2UtI0KWKhJCCOdJWyyEEEIIIZyWyeU7ZakiIYRwmLTFQgghhMg0Ywy2bWNMxBmdQsyQsakZslRR7pGlZ4QoPtIWi1wj30VCCFF4tNa03rOBhT/4XtG07/J9lpqsrpohhBBCCCGEEKLwuCz5aSniJ++WPCGVdAufvMZCiHwh7ZUQQohcEPp9JN9N+UU6IoQQQgghhBBCCJE10hEhhBBCCCGEEEKIrJGOCCGEEEIIIYQQU2Sag8g06YgQQgghhMgyucgXQghRzKQjQgghhBBCCCGEEFkjHRFCCCGEyBpjDLZtY4xxOhQhhEiKtGNCpE46IoQQQogClmtTALTWbH10D1prp0MRQoikaK1pvWeDtGNCpEA6IoQQQgiRVZYllx9CiPzmknZMiJTIJ0gIIYQQQggh0izXMtKEyCXSESGEEEIIIYQQQoiskY4IIYQQQmSV1jJKKIQQYjopAlpcpCNCCCGEEEIIIXJAMU/nkCKgxUU6IoTIsmL+ghFCpIe0I0IIIfJdpAwIKQJaPOSVdoikHgkhhBBCCCGKVaoZENIpn9+kI8IhWmt2PnmXpB7NQhoYIYQQQgghCpNkQBQveeUdJOuoCyGEEEIIkducGBjL1j5l0E84RX4JCyGEEEIIIYQQImukIyLHSK9k/pDXSgghipd8BwghxEzSNop4SUeEEEIIIYQQQgghsqbE6QCEAKZ6Tl0ul8ORCCFEYcjVESnbttFGCjULIYQQxUwyIoQQQgghopDltoXID7k+JSDX4yt28vpkn3REFDEnP3D5vm9prIQQuUbapeTFOndaa7Y8vCvictuJnnN5jYTIDdLBKITzpCNCCCGEEFkRvPjPN7LcthCFRWtN6z0bInYw5pJ0dl5KR6jINfLNmsMKucEo5GMTQggnOdW+xrNfr9fL1kd3yiikEMJxrjzvYJSsDpHv8vsTKIQQQoi8ItkFQgiRumhZHU52Rms9s1Mk2/HIYGf+kKuBPCA9nkIIUdjytZ3P17gzTc6LECIb8j2rQxQ3efc6xLZtTFivYbAHL7wnT2vNzid/lpPz2GbrdczlFOF8E+mYCvE4hShGsQoi5rJ44y62tipfX08hCkmsdic4ep9s2xRp9D9f2rl8iTOfyDlNjnRE5IlUUlllZEYIIXJfrk9ZiPZdkutxxyMT35OFcF5Eeiil7lVKdSmlDobc9vdKqaNKqQNKqSeUUvUh9/2JUuqkUuqYUuoTjgQthBAZJt+SRcCfUXFX0Y7MZKqXMtp2Z+uBlx5TIUQ+yudR/tnaXq01Wx/dk5fHJvLCRuD2sNueBa40xlwNHAf+BEApdTnwdeCKwHP+XSnlyl6oQgiRHdIRUSRkZCY9JLtECFHM8uW7JJm2Ol+OTeQfY8yLQF/Ybc8YY3yBP18FFgX+fQfwoDFm0hhzBjgJ3Ji1YEXG5fOgVLZijzZdXRQW+dbNQal+6FKZ71bIH/Z0HF+xZ5cIIYpXpB/2udoxm6nsjUS/R9LxvVPo380CgO8DuwP/XghcCLnvYuA2IQqWDPQVJ+mIEGmTiUYkFxumdIya5eJxCSGEk9LdLkqGg8gHSqk/BXzA/cGbIjws4odCKfVDpdQ+pdS+7u7uTIUoQhRSx2AuHUu0pUid5PF48Hg8TodR0ORb2kG2reOuJRDrsU4LxjpbtkAyDZ7Wmt1P3Z1TDVOoaKljs/0dPFderzdnX1chRHHJxkWpbdtoE7k9TyaLwbZtPB5PzrejuXTBL3KHUupO4DPAt8ylHriLwOKQhy0C2iI93xhzlzFmvTFmfUtLS2aDFTkv3we5oi1FGjwurXXOHF++n+tckbGOCKkQXJwyMQJVqKNahXpcIrdIWyxm4/QFVej+420XjTH4fD58Pp9cCIq8pJS6Hfgj4HPGmLGQu7YBX1dKlSmllgOrgdediFH4zTa4NNvjsxETZCarIJnC7EnvS0cedA0el8/nS+r40lVEPvSx4edaOpuTk8lfQhuRCsEiDvn+4c33+EXB24i0xSKGeDIRIrVzwWyEaBkOiez/vge34/V6E3rO5od2cP8j+bmKR5B8fxQHpdQDwCvAWqXURaXUD4B/A2qAZ5VS7yilfgJgjDkEPAwcBvYAv2WMkTdJDgl2nkaZMeOoaFkFiXK6gzpc8LgiHV+0WDN9DOk618UsY2dQKgQLIYTzpC0W8XA6QyuZ/VuW5XjcQsTDGPMNY8x8Y0ypMWaRMeYeY8wqY8xiY8y1gf9+M+Txf2OMWWmMWWuM2R1r2yI7QqeBeb1eWjdsypkf6Zmgtab13o0529Ebnp1w4e4N0zqzg6/T+Z/dk1AndyZIh3N0Tn6DS4XgKHKtFzKXyLkRIu2kLRYFo1C+IwrlOIQoVMUwGp5Pxxgt1nw6hmLkyKtTDBWCU+n90lqzZ8e9M3ohpUctueUzoxUzy+XzOdv6ybkcu8gfxdAWOy2Vz2qmP+fZbhuz0W6lc9lOJ9vZRI5Dvg+EKHz51DmZq7GGx+XUlA5xSdY7IqRCcHwsJT140UgqrhCpk7Y4/eTiJbJsn5dC+Y4olOMQolglWuQyllxc3jLa8Witabt3U07FCjPPYej0k1iFKKOJVlxTxC+r33JSITh1ubJUWT6srRtvg+/UaJLTS7LKKFrxkrY4M9I5Gl9ItNaOFpWcLcMsnfvI1OOTfY4QonCkY5pBtrIAcnVKRHhcMqXDWZlcvlMqBIuikWwDLiOoItOkLc6u2Uax0/2ZT2V72Wx/ZHRfCJFL/G3fzM7RdHQqht6Wa52OXq+XC3fPHO2PlQWQz9P1Ztu/1sl9/6XyXHFJJlfNkArBMdi2nfKSZ8nuN5UPvdONRq7SWrP7qbsTbsAjPU/OsUgnaYtzS7JZE7FSYOPZXqTna6154LE9eL3enOwMjact9Pkym52XbHuczg4e+U4QonAYY/D5fPh8Psfa3VzPAnBykO7SvrO+66KUG+84UfTiaXSm1m3OgcYhUrzJjvjJSKEQxSXdn3nLspK+cMv39ieXMkwyFZMQIv8FOxS11ly4ZwNtcSyNme1OyEzXPIj3eLQxtG24L2LR/kxmIdh2YGnWezfO2n7nwjT5QpDfVyAFItdqGTgx+hKaGRBr5G/nkz+b1jhkY15u1Hi3z1zZJNfISJoQzstGOxVehyEbdRESoXV64gg/HmMMj2x7Lqm2OFqWSLIZJqE/NLY8vD3lrMd0nTMhRHSJDITN9uM0+LjgtWy0x7ssK2L2gXRiXuJkdkb4vuV1yRzpiBA5I56RuVwavXNiZRNpDIUoXKl+viO1j7naZiQTV7TnZCLDJBe2IYTwi6dDNdlO10grPIRvS2tN28bNs3ZQaq25cPcGJicn6dg4c0Q/mVhmk0oWQyZrPwTrb8T12iVwDLbWaclGSOQ9Fbq6Rqb3WWzkmzLDYr3p0pUCFW0f+fyGt+1Lq4PYdnoanXQJX+0i1aJEiTzP6/Wy4/Gf4vV6c+Z8CCGSF/rZN0az9dE9SY/uR8oWC9aBiLXNVGoWhe43VpbAzOf52DpLXOFCsz6iHW8uSSajIZEMyVz6XhQin8Uz+h7vCH3wccmO6OdKnQYxnbwumVHidABCiMTISJsQhSsTn+9cbTOSiStXj0UIkd9SzR6bqmPmQCEzJzLfgvtUSgHpb5uD2493u6GPN8agtZbvizwgr1CeyHQjk+1GLJfShcNjSTS2qccn+OUT63m5dH6EEM5J5/zlXHTp4l3k8+soRD4JzzyytfYXKYyyfGU8gtM3svX5DT2GWEtvZorWmrYN9+Hz+eLed9wZX1rj8XmjTlOJWN/HmKnpMMHYkl2dytY64tKuicrFTL1cIx0ReUIbw7O7NsUs5pjS9gOFIGdL303XfrXW7HzqZ3i93rifY9s2RsefihtP6qpt+yvkhi6h6T8Xd8XdgHm9XvZsvzeuNOHpBeQ0e3ZuYNLjnbH8XKzlQGcjDZ8Qucfjib7MZKzPrNfrZfNDO6O2Bf7pFzYPPr4n4c7Q2cTTxqba1gSnW4RfvIduO/Tc5WMBx3jPU3jB0XRsUwgRXXgWQ6rp98VWYDHRaSiJxhRtu9G2E/r4VF8L6RjODumIyCMqww1caApT6AcwUx/GeIs9Rtt/utLojDEz0rcSTedK9rWJdQ4kpUwIAflXyDdR+Rx7usm5ECJ18dZO08ZEzWKYPnCURO2vKHXgbNvG67u0DGV4nbF0jMRD5CyJRI7F38k9+/V1+ONCjzv82Lxe76xFPKPtN3S7Wms6Ns1ePDQV2hjaNm3J+dXx8p184zks3oZOJ5AmlEyjGZ5tEJoVECyQmI0PY7R0qz07Zi6VqbVm97Z7UkqjS+X54dvy+XKreJiMmAmR22ZcFOvoRSMTKWKYqc99skUtc3FUKdlsj1TPb7Lfz9KWCzG7ZAauEh11z4TUVhGK/hhXoF5Cpo4jkboYUzUc0rTiXKIZD/Gcr1T3MX0/ufWdl6ukIyKLUmlo0rnNeIWOzDg9ShOt4Uq1QQt9fqbOpTRKQohU5EMbko2L3XRm6AW3E2kFjmwzxuDz+fD5fI7FIEQhiLb8pdaa8z+7J6HpwKHbSmemQrR9JZq9EMwKmK3tilY/Ii1T64yh474tcbWfWmvaNm3BZ9uMj49Pm6oYnj1ia43WJuFlPWNlUgSX4Iwn1qjbiuOcOVGvI59JR0QWBN+4idQeCP3g7HzyZ1E/OLFqO8T6wISnS3k8HrTRcdVVcEqyo3Hxbjf09Ym0RGey5yWezItERt/CYxNCZE86RrQTrXNgjObBx/ckVSMoU+1mOK/Xy/2PRK9lEUms8xB6nFprHnj86anMwIeefDbp+jnBdjy4rKnP5+O+B7cn9AMl3bTWbH5oR8RaGUKIxEQbxU5mdDubNR+SqbOQ6JKi6RDeGZzItsMzNJLJUkhFtl5PWeozfnKmskwplfDoSzAbIXTUJPT58WQr5MqIWq7EEU2mMj8iZl44sMSTECL3xLNyhNNZafGIVmco3dtO17kIbifR5eESrVcUz7mwLCvlOIQQ6RE+WJdQ528Co/gJxxW2uke6VneIe/+BOg/RVrOIRzCLInR1i1htWdLTzU1wQDf7q5iI+OX+lU2B8XrtuLIidISGzBjD7m33sCtkNYXw2g7B28JH822ff1Te6/VGGGFPz4cnPJaI9R7CskLimaebjdG8S/uL/gUy47yGFc6JN06v18vObXen7SIy2bnOQoj0iCf7LFZWVXB03r/2eWZrQcT7vNC4k80E2/JwfCtApEvkDLL4j3e2NlxrzdZHZx7TbKtdBF/feM9FPCnZkeIQQhQHp0fc07m6iNPHIpwlr74DUhnNUZYVcYWGuEZcMlgPIZFR/mBWSDGLVNsiWsZLPGSETIj8lu6MByfbhKmiZAV4gRntmGY71nSfi0xmnwghsi/T0xSyVccn2xIpmOkEaZ9jK7yrhAISbVQkUrZErFoRkcxWtyBSpsVs29v5VPRR/ulzcw17dmyI67HBbQcfayeQeRBpu+GZIsG6GOHH6vH6phXSyQatNdse/ynbn4hvhZLwOdTx1h8RQjgn2QuS2TIltL603WD67JZHdjAxMRHXdn0+T9xt3mw1L7TWbHrgSXx24sUXE62fER6Xx+PJ+IVfurPMwmNNJLMj+FpvfTR6xkUqaeZC5INks6GSmdqQ8FSNODLm4NJykaHteLTPfDLTDbxeLxfu2ZhQTbkZRSSj/S4x5lJhzwSnpnh8vqntznZcwSkXoX97vV4u3LvJn9Gcxmkxsd4bs2Yih2VMt94b+bwL6YgoKImOuKRrCZ1ktqfSvO9CYSkr6delEEcfhRDJsyzl4L6lPcomOd9CzJSt0eh0jcrPvpRoSpuPuP10naNUpljEOn+XVjiKfg4S2bcTGQoy/SQ6OTM5yokPSiGkD6UyvSFT8cQ7ZSXWc5ItkiaESA/5rPklex7k/PnJeRAie6It5xlLIhkPxrbxtncwcfYcF//vf2RkiczgqP9sS0+GjsIHs8OCGQaxMgW01rRuiP8chWclRNr/bPsM3hfcljaGzs1bIx5fcJlSW2s6Nt+PL1i7KMnsB20MF+7ekNBKSfFmoSRag0lAidMBFKNIS0MCuFwuAEZHBulsO8nP/vU/0dy8gIH+Lsor66hrnEdZWVWc+5i+TVtrVJTBsamUKGPYs+Nebv/M95M9tKRFKhQWbzpbKK012x//KcYYPv7pX5s6/kRjifcicbaGJHTKim3bU/ForVFKoSK8KD7bZs/2eykvL5u6zev1suOJu/j4p39txvZ3b7uHT37uBzNiCj/2aLcLIWYXLL74jS99Iu7PUCZS+EPbkWztN3Sbtu1l88Pb+eaXPjV1ezyM0Tz81LN89Y7bAP/59PlmFk/OtGxeAAanmYS+XsGlSL/9lU/NeCxKxZURF+93VKTrDCGKjStCPZVkM4i01kweO87oiy/jfeFFvINDnH/k8UsPsCxUUyNjtbWYyclUQw8UMNZYloXLsjK2AkQujNhbSmG8Xnxd3ZjBQZiYQNuasb0/xxw/gT3pQU1MYE966Dt0CF9XD50HD6NKS9GDg1BVha6vwx4ZgYqKadsOzyjJheMVftIRkUO01rz884d5fs9mPJ5xSt3luN1uBvo68HScgdPQ0LSIhUsvT3lUKmrBrTQUtEzXiE88S9pFYlnWtJoPoQ05EPH4p/aVgTbeUha2Sew4IhUkjXaBmu4pNkKIyJK9eM2X4o3BOIMFhS3LithZmshxDAyOsO+dw7x18BQjIxO89tYxJiYnqaosZ25zPRMT2a3FkwtkmU4hMic4Uh6pwzaYIbHg+3fGfG444/Wiz52n6/f+AO/pM1BSgmpswLpsHfWfuA1XRTl9zzyHHhxCd3czfO8msCx6evuo/PQnKb36qsSOYarj16Zz81YW/+DX4n9uhGOIJ3sgdPrDbI/1+Gavo2Zrjc/nQ3d14zl7Dk93N/rwEZiYxHg9dJ89hx4ZxW5tA68X7fUyaQztT2yb2oYPGHjlVf8flgVlbnCXoVqaocyNKivDeL2Y7h44fwEfcOG17+BetxZd4sLX2QUwtUxoMh0QyXZex/ucYh8klI6IDAsfwbK1JtK0XY9ngoc2/TXHj7zOmsvei1VaSU1tI7d/5vs8v2cLg0N9dHecprvjNAN9rZS7S1GuUj79+d+MuW9gxmjMnu33cPtnfxDtaSGPNex+6m4+/pnvJXTMiewjNFYT1gBqrXl610YUqc1z1lpPy/R4ZudGPvm5H0xrJHRgaVRjIjcesUYiR0cG6Ou5wOTEME89/E+BUT4f5eWVVFbVcfHcMVwlpRw99BqNzfOorGqIO3bJbhAiP8QafdZa8/BTz/DVOz4e8Yf99Mc6l7LpXxZyD1/7wm088NgevvGl25NqY3w+m/aufi6297L9mVfQWlPmLqWutorVKxZz8vR5BodG6ewe4Hf/7P+weEELK5bND8QQX9bHbMKz7GYtLhblB7+TmQTG+LMnvnrHx6bdHimDMPQ+CMmGlEwIUSTirdOQUD0BrRl+5jn6N29F9/aiFi3Edf11NP7u7zCwbTsuy6L6to+ilGLw1BmUtnEBNe9/H4M/uYuJt/cz/vKvGF67hqavfhn3jevjPhZfoIijy8FaP8kwY2OM7dqD78Vf0rrraczY2PQHuN3gLkVXVmLVVEN9HZSWosrKcJW5qbnlgwzuexPtclFSXkHjV7/I4J5n0S4XtrZRKBq+9XX6HniIpm9/E5fLRdvGzdiTk5SMjFA1bx5j+97Ed/gU7b/+m6jGRkZqqlGjY5jqKpRSUQcHjDGY8XHMxATGgClN7Gdyplc+KUTSEeGA8JF+r2eSLT/775w9/S53fOV3uer6j7Fr2z1T9yulKK+oYdGyK5m3cA1tF47w5uu7sZRFTU0ddoKVyRMZzQo+Ntgohj8/2oc5XSN/lrLSMhoUmjUQK7PATqB68tjoII9u+VuOH30NjEEpxchgD6XuMlyuEiYmRhkfHcbn8/canzmxb+q5JSVuKqvrqa5poqauGZ/Xg8tVMWMfqY6khmaDzPYDKJPbEKLYOVk4Mpbw76NgW5NMmzM0PMbmR/bwy9cOMDg8SllZKZ+57SZues9VvPTKG1iuEr782Y/y0JN78PlsBofHGJ+wOXD4FOdbu7hi7cq0HVehyPUsGiFyhdaato2bKXXN/MzEM8c/dLU2YwwTr7/B2O6nGR0aomT1Sli3hpbf/z16tz6EVVU5bb8X7t2ESyksS/kHHBcvovS6a2n62y8x8uxeRrfvpP2v/xbXnDlUffhWTH8/vvr6qJ2uttdL+90bsD0eysrL/ZkFMeKPt4ZBvM9NNAvAaI3d2krXH/93vIcO4wWoqabylg9QsWY1/e8epOU736J7+05/RwCGud+7E5fLxZm77vbvy7IoLXVT/YnbGGrvANvGWBaquRlVWoK2NVqb6B0zJSVYzc00fPdb1H7r67T/+0+oaGlhZNtOhu7d5H9MmRursQkqK2h9620qVq7Ac+QobceO4evpxdfTiwldacqy6H73EBXXXuOf/jHL+dFac+GejRHfgyIy6YhIk0RGqLUxPL1rIy7LhTGGpx79MWdOH+DL3/xjrr/xNsbHx6M+t9RdztKV1/Hlb/0RD9/31zy/ZxNudwW1dfV4vanPR5u25IzRuAL1TLU27HzqbpSCz33xUhaG1+vlycf+g0+FZT+E18FwuVxxN2odbac5cfQNWi8c58K5I4CirKwCt7uUkeE+amubYtaOiLTsaKxUvUSNjw3z+AN/x8G3nqesrJKbbvkSvX09VNc0YLlcfPpzv44dqPOApTBa4/NOcv36jzA02ENvTxsH33mR0dF+2i4chQuGfzrxJuuuvAmv10dlTdPUD36tNXt338cn7/j1pGIN1pD4zBd+mPSxB5cG/fTnk9+GEIXGyayk4AWz2+2OOToeKlpWlzGaR7c/R0lJcpcDY+MTnL3QwZ//77s5fa4Nl2XR0lzHqhXzmNfSzDe+6K8J8fKralq2h1KKxvoavv6F2/mPDY/x7tEz/N2/bWXenAY+euv7mDenKal4QmntL9gW8ULfDlm+OQ2d3fEsr5pUYbWQDBHJbhAitnTM/feeO0//f9zF5KHDqJpqmv74D3Ctv57erQ9FHYxxWRaRhsGt8nKqPnU79Z/9NN633qbviacYeuQx0BptWbS+sQ/ldoNSeLt7MB4P414v4w8/igtw4c/vaH/mWZS7DNXYwFBFOXZXNybLS8xHYjwe7FOn8J46DeMTuObOxXXVldT/8Pv0//wF6r/7bdxuN8PtHbgaG/zTjrOULqCqqqj54ueZHJ+g/sO30n/vJnRvL7qvD9PTA8Yw3tvrn3ZTVUXZiuWUXX8tVkMDw/vf9XeEjI+jysoYeuIpsG06z5+n6c7vUnnDdVH3K/UnEiMdERkWzCSwLGvaxVBwVP7NV3exf99zfOjj3+GaGz4S93abWxZx+dW3snLNtTz+wN/z9Pa7UErR1X6Kxcsup75hLmVllbhcLizLoqfrPBjNO288Q0frSY4eeoWR4T4mxkcodc8ciY/EUlbEgpcR60roxEbyjTH09bTy7//0/9J+8SQAjc0LsCz/ORsbHeSF5+4HY3C7K9C+ca645paE139OxdBgDy89/yBvvroTV4mb+YvW8rU7/4zKylr27NiAZU1felMFMwhcFi5XCUuWX4HL5cLj8TAyOopS/gvz4cFuysvKOXroV0xOjFJZVc/8xeuYv2AZkPqIWDpqSMionBDxCc1iypcMomQ+3+cudvDcC/v45esH8Hh9LF4whyvWLuW3vv9lnn7+V3h9HpSKXJMn3Jzmem55/1WcOdfBidNt/P5f/Btf+PQtfPxDN+J2u5M9rIyJ9hpnsxbIpSXt9LT/R3vf5eP7UohMCU2hD34c9OQk3gMH6XjsSazKChr+v/+H8e4eKm9+/6z1EGZlWVS8773MXX8D3t4+2v/tP1D9A5S2NIMOrHQxMYF2ubDcbsqvv47Rw4fRrhJcto+qNasZf+NNdF8fgxs3A3DxxZdQdbXolhYm3n4H400sOzoVeniE/p/ejfeZ58C2sebOoWT9eub81/9M1/0PUrJgQdZimY0xBjV3DiUrl8PKFcClafIt3/kWPVseYMH3/dkZ4+Pj2LbN6MgoGIPB0Pzdb+PyeOj40T9gX2yl/b/9GVU3v5/KBOp2iOikIyLDtNbs2n4P7pISPv35HwLg8/lQCnxeD8/svJuVa67nlo9+I6ntL1txFVdf9zGuvv4Wtj36L4yPDfPicw9E/YF+4uirgf+/DsD+N59hwaLVLF1xNSPD/VRVz6xfEO+IG/gzJ3Y8+TOAuFfgOH/2MLue/AnnzxyksXkBS1Zey5e+/vtU1zSwZ8cGjDGUlpRw0y138PiD/8Rgfztvvf40r/1yG6XucsZGe1m09DKaWxbiKnHT3XUBr2ec5/dsYqC/k96eNro6zvH2a9unOjY62o6zeOllDPZ3zppJ0t/XxS+efYDXXn4KrW3mLVjF1+78M3754jYqK2vjPC8aj8cz46La5SqhvnE+H//UnXz2y7/D1g1/TduFI5w6+iodF4+xas0NcW1fCJF9kevJeLn/0V1892ufTThbQms74Xq5Xq+P1o4eunsGGBoZ57W3jmFZitqaKjyTk6xZeSbiknKX9qmnpl7N1tb7fDatHb2cvdDJjmdfx11awo3XXYbB5je+/Xke3/E8VZXlUxkGxmgefOJpvv6FT8x6HC7LYtXyBSyc18TQqIeHntzLk7tf4vqr17Jq2QIutHbyi1++xdkLnfhsw8YHd/Hu4ROMT0ziszXHTrVRXuamvraagaFh3j18Cq9v9gtz27bx2d6wcxI9kyJ4ziLV0AjW2Pjml2+fdb+h+w/db7yLqgdXIfnGF2/nwcf3YLlcU/U9XC7XjNi11jz0xLN888vJ1f0QopBorWnbtAWMwWVZqMEBev7rH2FfbKXqYx+h7te+C9VVjG99MG37a713Iy3f/iauhnqsxYtwLVnMnMAPYICOjfcx4fHiUoqhiQmsFcv9HSUui9rvfAu7pBSAhs9+mr6f3k1pUyMjL7yEffQY3X/+VwBceOEFjFL0nD2HURbeixdpv3CByVOn6Tl6DG9rG11vvY2vu5uLL72Mq64WVV+Pr7uH0fo67PYOvO3tWPPnT4vfGIOnrZ3hX77C8EsvYx8+wrhSsHgR1upVuJsaUcpCzbaik9ZYhPT+ZEjodJPg0qDl7tKYnbCh0y3C43RVV6NWrqDpD/8Lnj3PMHD/A4wfOox17bUznisSIx0RGRA+KmIpK+IIyblTb2G05o6v/l7KIyjzF65k+arr+OTnfsDk5Dj9vf4f2EopLMvipZ8/gWVZfPAjX+ZXLz7Bdes/ykvPP8KChSs4cXQfr7z0GEZrKqvqaKhv5KrrPpx0LJay0EbPOhI/PjbEAxv/isMHXqKqup6Va9bzze//Jc/suo/qmpkdIpVVdTTPXca8BSv56O3f4viR13l+930cP/IGb7/x7IzHnzn5FnX1LTQ0zae+YS4rVl2DwXDq+DsMDfbw82f9X0JHD75EZXUD9fVzqaiq49zpgwz2d/LGr3Zw9vR+jh70F1u7+vqP8JHbv8u+V5+mpjb1tOFwJSVu5s5fSWPLEvp7LnLx7Lts/Mkf0DJ3GR/8yJenHpcvFfiFKFaRPpuJroAQrM0S7fFdPf28+Mp+nn/5TYaGRyktcU0Vg7S1TU/vAOfbuvnxXY9SUuKib2CMD918HddeuWbW/YbGaYyhtb2LvS/t4xcvv8Xg8CiVFWV84wsf49abrsVlKZ7c/YuoF3iJtlMVFWV875t3cPZCB3tf2seBQ6d45Y13AXjzwImpx5272IWloNRdQmVFGZUVZYxPeDh0/Az9A8McPHoGpRRnznVyzZWref/6K2lurEsolliirjyVxqUCQ7cRPL+h2wqv5zHbfuQ7QxSjS21acMqwv21zWRa2z4c+cRL70GGs+jpKb/0Ajf/5t4HUC72Gt6WRUvajtREuy8Joe9pj/HErXHW1lCxaSP03v8ZEiQvLtqm59hoGHnmc8nlzGTvwLr62doxtowcH/fUaxicwkx6wLKy6OtTEBKUrlqOHhvFduIhu72Dw5CkAWl98CVwuSua0YI+P0/7qa9i9fVNFJ0uWLUVdtg61bClUlMcsKB9vAdFMS9d0CVVaSv1Xv0z1+95L+1/+Nb4XX2L0pvdRe+sH07L9YiQdEWkQPvfWP6f+Z3z6878R9TlDA10M9LVz26d/QEPjvLT1pPkvWFw0NvvTooIjI2UVNbgsRV39HNzuSt556yUamhZyy8e+yfDoGHd8/Y/Y8dj/obvjDE9v/ynP7b6Xhsb5zF+4yj9HNTCi5lLWrHOjba3R2saKcmHqmRzn7Mn9dHWcptRdxoc/8V1uvOlz/PIXj+FyxfeWLCur4PKrPsC5s8e57ZPfZXJ8mOGhHiYnx9n32nOUlLpxlbr5zB3+LJTd2+/l45/y9zzv2nYvn/j0nXgmx3jq0X+lvr6Jd995gQvnDgGG44d/CcCxgy9Q1zCH99/yBda/79PUN85LYoRTz7hAD34xRbpwD57npjlLaJ6zmHNn3qWz9QT//o+/yZLl1/i3GagxEl6XI3T7EFI1fZb6GLIChxCxpTraERydeXT7Xr75pU/G9RytNfc/souvhKyY4PV6OXDkNHtf3Mf+QycAxQ1Xr6WkRNFUX4XlKuGbX/oktm0zPj7OI9ueY83KZTz19Mu8c/AEv3rjXepqq3n/+it4//qrWL1i0Yz9GqN54LHdjE542Pb0y7x94DhHT57DsiyuuWIlpSWKpoZqhoaHqCgvm0pZjidzLjh9IB4rly1k5bKFlJaW0ts/wAOPP81nbvsgT+99mbLyCr715dt54LHdeLyTuFylfPsrnwb89TMefPI5rly3gid2vcD4pD+74qEn97Jy2UI+8N6r+egH12NZKi21IaKtsmSMwRgzlbUQ5LNtBgZHePGVt+ns7qO3b4hJj4cz51oxQJm7lJKSF5jT3MDQyBiVFW4efuoZvvSZj/LErp/zna9+dupcKjXzfMuonChUyV6raGNo27gZS0HHfVuoCGSmGtuGN9/CXGzFWjCflh/9T/q27bg0Kh7nZynYyaFQgevfSyPxHfdtoeVbkTOeba2ZmJig74GHmHfnd6IWm4w0oj+tnpvLhfuaqyk9fJTmO79N9+b7qfvaV7Btm5FHHqPlu9+mbcN9NH/r6/Tc/yANX/8KfQ88RMO3v0nn5q00//l/o3frgzR95lP0b36AmquvxO7oxNPWxviJU5QsWohd6qbxkx+n6obrsBsb6bhvCwp/0Ulba1zaAjWzfQ8WEI1UXzLVtsqOkGkczzKl4Y8Nv0YOvp6xsjbKli+j8Ud/Q89//UO6f/T3WErhft+NKR1PsZKOiAyJNfJgjKH13CHcZRXcePMdWYzqEhVay0BZlJdXMWf+SuYuWMXV136At994hnfeeIaervOcPX2Aiso66hvn0dAwL+l9drSd5tWXn2T/vucAw5z5K/jW9/8HjU1zU5p/p5Sitr6Zhqa52LbN0cNvxTWVpKKyhsamBXzotm+iLDdozejYEFdc8wHeev1ZPvGZ77Fg4XKUUtOqKWeLy1XCoqVXMWfuEi6ePcS7b++lZe4ijDFpqfsghMiuRFfOCH6PDI+Mcb61gz/8q5/QNzBEfV0Nn/vEB7jtQzfS1FDHA4/vQUdYPcnlsrjmilWcb+3gC5/6MIeOn+Xl1w6w98U32fP8a5SWllBRVkpZWSmlJSW0dQxw6mwro+MT2La/DV26aB6Xr/HXfqiuKueRbc/6O5qzNLqulKK2uora6krmzWmkrKwU1ywVycvcpVy5bgVHT5zha5//OAODI7yy7yAvv3aATQ/t5tHtP+dDN12X+rzvOOM/e6GdY6cu8j/+/l5On2vD4/Xyi1+9A0BNdSXlZW7GJyYxxuD1+jh74YWp51eUu1kwr5He/iHJaBAiSS7Lwhg9NTJuDw+jX/4l9PSiLr+M0isuw1Ub31TbxPcbe0nHeEbrM1UA0VIqcG2rcDU04GpppubjH5sqjtu24T4aAx0YtZ/+JJZl4RkdnVZbI57Ys1nPLZ1Cs1rCM1ysmmpKPnAz1omTdP7dP9DyV39B6WXrHI44/0hHRAaFL4sWNNjfztjoAMvXvIeSktJpb3Kfz4fP58OkKY1p6oMTSOmKx9z5K/j4Z35ISWkFQ/0d2NrHiSNv0NV+ClCcOv468xasZO68pVTXNjLQ105nx1k8k+P+ecYGfN5JPBNejh1+jY62kxw//DqtF45RUlrGvAUraZm/ivKK6ohTMGIdR6rnIXQ50vDtuUpKqapuYPnKazh5fD919XOmep+dnA5RVd3AD3/3X7n7X/8Lz+/ZSMu85SxdeV3YayuEyDWJTscIPqerp5/zrV0cOHKaNw+c4HxrJwBXrF3GnV/7JNdfsxbb56OkpCTubZeWlnDjdZfz/vVX0dc/wJHj5zh++gKv7XuXiUkvo2OTKGVRUVFGc2MtNTWV/Pq376ChrobHtv+cxobatP9wT+b8JKOpsY5P33YTH//Qezh9ro1nfvEGu5/310tyu8viqiURFGnqSngNDoDxCQ/nLnZxsaOXHc++BsCq5Yv42C3r6e7t4yuf+yj1tVWUl5dhjOHRbc9hMFiWiy9+5iN0dvVx/2N76Ojq49TZDv77/7qbxQubGZ+YpKK8LA1nRYjC5PH5pkbKQ6/zbO3PWjATE3T8/h9DXz+svx6zaFFKCznYto3XZ/uXbIzw6zyYFVDuLk1+J/jjj2dVyNCsAFvrqQKMkeK2tU3nlgdwx7lqktaajs33+6dj5FHR22DWRqKJv9oYurdsZeH3f82fmbLlARZ//86p3waqtJQ5f/GntP/XP6Lnb35Eyz/+XQaiL2zSEZFBWmt2brtnxs//zrYTuMsqaZ6zBK01e3Zs4LZPfhelFLu334vH64l7eZvZ0mG9Xi/P7NoExsxIWYqWwuT1enlu93243W5a5i7lw5/4Njuf+hnDQ70MD3RRVV3LxXNHOLT/hamLsROB6QzhDrz5DEpZLF66jo996vv09/VSUVGFx+cj0pyxaBelwekIseaihR4X+Kc+hK4J/fSODXziM9+7dIxPb8ZdEt8Xg9aaPTs38OnPJb6MZqSL1ND7os2ttrXGGI3Ha7N3z1ZWrL2Ry666iZf2PoBncpwPfezrvPTzR/3zHKMsWxrcTqxOHJmaIUTqoq0p/uDje7jjk7fOuM8Yw8X2Lg4fPcOFtk72vXOEkdFxxic87Nq7D/CPJK1euZir1i1nbksd3/zS7VNpqFprHnh8D1+947aEY60oL+PkmfN860ufQPsm/IW5LAutNW53mb+VVYqGuhoefHwPJaWXUl+1jj6ylyhjDI9sexaXy4XWtr/YWZwXt6HffaFLXEZ7rG3bPPTk03zt85/gP/3GV2htu5V/vushdu19hRKXi9rqmqkskNgxax7Z9iylpZdehwefeBpLqalOpH/+6UO88fZhjIGWpjq+85XbOX+hlV/7xucAeOjJZ1kwr5mtj+3iy5/9GI9uf25aJ3eJy8W8OY0sWdjCkoUtjI6O4fUpXn79Xf7or/6d3/n1L087biHETJHqExiPh4mXf4kZn8D6wM3oxvgGw1IVmhnhZGZTpOyM0Nhi1XIIdrpayoqr8zh0m7lSKyKWaB3jodkokTJTXDU1zP0ff0bb7/we/f/4Y7jqSsJ7jGTVouikIyLD/B/YSxc3w4M9jA73sXj51VPTI0KnSVjKChR7TPziIvRDFPpGt5SFJrG0KBX2YbMsF3X1c6irnzNVa8GyFH29HezZvoG1l61n/1vPA8HlSl2Ul1fygQ9/mcVL11JZWc3IyAjP7b4v7mMJ/wEf2vglkyEx45hmmd4QqeioU4JLgX7otm/Tev4Ep0/s48GNf8mCxZeBpOsKkbPCLzonPV5Onmnld//7/6G9swfwZytUlLupralk/twGPnTzelYtX8yrb+znK3d8jEe37cXnu5SNENr+JftDNNLFcLy3JStSu53Ni/LQfbU013P9Vav4zTs/z7/87BEe3fEClRVlrFi2aNaL7PCYbVtztrWLP/mbn9Le2Ut1VQXLl8xj8YJmamuqufX91/JwZ1fU7cx2Dioqyvjmpz6CNj5OnGnnr/9xA5etWcTCec3xHroQRSXYznTct2VqtN94vZhf/gqGhpn7139Bz1vvQBLtZ+jgTjD7Ih7BmhHzvvvthPcZ3K/WM9vQ0FoHHo8naq2JYAxt991PeWnJjNs7N2+ltMQVcYU3CKz8sfG+iO2jvzN7+g9sbQwdm++nrNSNT9t03LfFn0URrHORwLkPDswlyr8qkm/a4G60bQWzPVq++fWE91M6fz71v/X/0v/3/4RVUgKXr5u+IpIxtN67kXl3fge32y0DfyGkIyLLOlqP43KV0jRn6Yz7PB4Ptk6sUfR/yOyp1LDd2+7h45/+tVnf5P6R+EuVhJNRUlJKfcNcqmubWHflzXR0nMdlWfhsf7HK0pISliy7POo68LEKlwWzMlRglM7fbqlpz92zY8Olwj2zjPgnk/rr9XrZ+eRdU8uuXtqev7GPts1ML+Mzd8EqlKuE08deZ2iwh8uuuiVt25bsCCGmS+fnuatnkD/+6/+gb2CYtauW8NlPfJ51qxbT3FjHo9uew2d7Ucriwzdfj9vt5vU3342Y9aa1nsokePipZ0JG56PHGl5UOZOCWRPhAz/GGB7b8TwlJemJIXw/ib5WWtssnNfMe69fy+oVS7ln607+5WeP0FBXzfJli1h/zbqpZU3D23vb9nHo2Gl++dq7vPjqO9i2ZuWyBVx/1WrmNtehLJO2zJHgsTXUVfOXv/89/uxHP+PA4XPESLbL+PeQSIxS6l7gM0CXMebKwG2NwEPAMuAs8FVjTH/gvj8BfgDYwH8yxjztQNh5zxUyHde89gYMDFL2gZuouO5aeOsdx+JxUrQY4q1VoePIHIu0TZdlYWd4Gl6qUnl9Km5+PxOvf5DxF1/GWjB/xv258NrnIumIyKKRkQH6e1tpmbc87tUh4hE6ypTu0aVUazOkIjyDYcb9yiLVNK/Z6iwEp3ckOsc7E7UbQrfb2LyIK666iW2P/BNHD77MRz7+rbTXFZEUMiHSwxjDidNtnD7fyeIFc7hs1WJ++ze+htvtTroQbnD0KXQUKpOpv7G+CxL5npitYKdT7c/la5Zxy/uuYtHCBWx6cBf//JOHaKyvZf2161ixdAFdPf0cOHSS863d9A+O0Nk9wM7n3sBdWsLCec0sWzyHH3zrDp7Y+Qu0tvHZ3lmPMRnVVZW897q1vP7OcQ4ePccbbx9J9pBFdm0E/g0ITQv9Y2CvMeZHSqk/Dvz9R0qpy4GvA1cAC4DnlFJrjEkiVVYAYB88BF3dqOuuxbVgftRpAk5Mn0jXtIV8mP6Qi9L5mtf94HuMv/o69ltvT9X+8y/DHW+VvuIj3TMZYtszR/vffv1pjNE0zVmWwHZsJr0edIxMCWMMz+zcOOuP5fAMhEh/h27D1hqfbbNnx4apH+OJLL+WbjqQTuWNkgoXzwhQeAaIz7ZjnjutDbu33TM1TSSeTgmtNc/s3hR3nY94GWN4dtemqRguu+qDrFjzHgb7O/jJ//ntaVNZws9F8O94zpF/+dm7Yta2EELMFKl9MMaw9fHnOH2+k0Xzm/jz3/8eTY3pr84e3NfDTz0b9bM7vR3wzWj/Z6tn8/BTz0Rs1owxPLr9uaSLTobWnTBGxzyG8Jhix5xYVoBSilvffy0fv3U9v/2DL7F86Xx+8cu3+cmmJ3n59Xf5n/+8kf2Hz9Da0UtDfTW/9f0v8n//93/l6suXUVtTGXcMxmgeemJPUufLtm2UBddduYL6uip+unkbfQPDcR9v6HeAZE1kjzHmRaAv7OY7gE2Bf28CPh9y+4PGmEljzBngJFDUawNGu6aJ67kXW9FHj8GypVjLl00t5xmtHlnn5q1Zvf7RxtC68T48Xl/UDOXQZUGDfwenYwSna3h8Xlo33hdXrZt4TSt8adsxp31kSjDjO9a+k526Af7zf+GejUxMTEztL5HjDH0vmqpKXFddgenrZ+yFF/3TPTZFfq8JP8mIyBJjDG+8sovq2iYqKtN/EWpZFnaCDUS8ozJKWYR3xEda0iZbQjMD0tHDOFvmRTK1ITJVT0IFigoFz0HLvOX4fB7On97PqeNv+ldcSUODJ8vECZGaYMft0ZMXOHGmjWWL57Bu1SLcgbm5ya4YMVt7m8nPrmWpqP2r6dxvpo4heO6CHerRzr1lKd53wxXcfOPV2LZNa3s3O575JR+79UZ+8fLrVFS4UUrxnmuTX6rNsqyUxi1dLosbrlrFgaPn2Lf/BLfedDUVZbKaRp6Za4xpBzDGtCul5gRuXwi8GvK4i4HbiloyI9dmeATf6/tQjQ1wzVVTtwenEUcSXNJy5ipriX9ipz9XRbzPmPSl7ce7ndmWFE1F6LbzJQsgndMm1NIlqFOnGdy4mYr3vc8/nSXkPOdC0dJcImchS4YGe+npukDL3OUpbUdH6fWLtzcw9OLLGMPep2P31EXbrtfrZccTd+H1euPaTuj2oq3yMdvqDkHGGJ7ZtRETIwMgPLsjkmjnMtm4khErhtBjCD+e0HM+f9Fa5i1cQ/vF49z9b78/IzPCGC0jX0JkUGimwaWVHDR/96/3ceJMGx9879WsWbFgaqqXNv6R/Psf2TX1eY13NYrQzASfzzdj9CueOhGxtx+ML/fajEj1MiKJFHuwA+KRbc/i8/l4+Mmn4/rOcrlcLJzfQktTPZetWUZ1VTlKKX9Ww5NP82CMzIZYGRvB+5KtYQTgdpfw29//Ih6vl7cOnIhaY0ra/7wT6fdbxDeJUuqHSql9Sql93d3dGQ7LWVpr2u7dFHe2gtEae9+boBQl738fKlAfJ9p1bXAkPLhM46W2WdOxZWtSn1NtDJ33Pxg9+2LLA9HrjcWIM9nR//B9+2JsK/T6cbb9hWZseG2bjs33p2VQLJ3X37F+J6Wyn/AsM2PAuvoq7N4+RnbvmfF4rTWt926UrOOAjHVEKKXuVUp1KaUOhtzWqJR6Vil1IvD/hpD7/kQpdVIpdUwp9YlMxeWUnq7zuFwlNDYvyto+46lVkEqPXOhzI23HGP8KGvGO0idSW0F6EqefgyUrrqGpZTFnTr7Ngbd/7mBUItdIW5y8aFkL8WQztHX0cODIGRrra/j65z8c8THJtmOz1VkoBOHZC+kS70oVoTFEz5ywHH8tli2ezxVrltLdO8i5izNX5hA5rVMpNR8g8P/gC3gRWBzyuEVAW6QNGGPuMsasN8asb2lpyWiwuSCekevg53Z01x5Mbx+l112Dqow8dSre/SQyYh6ebRDruZkqYBgeQ6SsjkwWT3SyMOOlY9fTzkG0xyWa6RLP97/V0kzZtVcz/OgTGK9vxv1SuPKSTJ6JjcDtYbcFC/OsBvYG/iasMM/twL8rpQqmbL8xhp6u86xccwOuksgrSCQjvA6FDss20Frz7K5NWZubpAM1JYI9jj7bZueTP2PXUz+b1rMcrQdWGzOttkK8GQuh0tFTnElTo6YpzGcLFzy3qy97H3UNc3nyoX/kzMn9Mfc/222xbhd5ZyPSFiclPGsh/Hav1xvxM6K14V/vfhSXZXHNFct4cvcvptrh4AVMpDoNxSI0UyBYyCvSYx584ml8Ph8PPLZr2vfY7FkfiZ3X4PZm/l/z4ON7Mj5yFU8GXyzLFs+lqbGWQ8fO0tXjL0OQSF0gaesdsw24M/DvO4GnQm7/ulKqTCm1HFgNvO5AfI5L5vpEG0P3XfcwvGUrzJ0DixfPeEx4zYVo+w5/TDzXmNoYurdGzoKIFIfP9qW99oLWelq2RbD2RbztTCbbhHjOfSrb9nq9tN13P3bYOQh/3KTXR8d9W2JmhUSitaZt4+ZZvxdqvvE19NAQ9qnTCR9HMclYR4QU5rlkZKgXz+QYV157a9b3PVv9g2zsP5FRv0zVVigGluXiymtupal5IQ/d99f0dF10OiSRA6QtTk209itWu3bqXBtnL7Rz9WXLqSh3SwZXkhLJXsh0DLlMKcU1ly/HGHjgib1OhyMiUEo9ALwCrFVKXVRK/QD4EXCbUuoEcFvgb4wxh4CHgcPAHuC3ZMWMS2YdkTYGtf8AKAt13bWOrP6VzRHvaPUeUsnqyHfBY53tmMPvjzdLIp5zWbpmNaVXXI7vxMlpU8nFdNl+V04rzAOEFua5EPK4girM09/XhlIWay5/r9OhFKxkC79lW6aW9gwqKXHzje/9JZbl4r6f/TfGx4an7zfHz4/ImqJsi7NhbHySYycvcMM1a5k/tzHiY2b7PKZaADiez3shtgmZOKZ8OU+VFWWsWbGAtw4c552DJyI+Jl+OpRAZY75hjJlvjCk1xiwyxtxjjOk1xnzUGLM68P++kMf/jTFmpTFmrTFmt5Ox5xqtNa0bYtSKaO+A7h6qv/0NVGXFjLunVppIY2Zq6LbjXfkiXcIzMOKpd5CpY4+YvZLBDIjZ4kn0GLUxdD/w0Iw20rZtfHb0VU3C9+v12Xi9XjzVVTA+jr7YiidsxT/btpNevruQ5Er3WEEV5glNvTXG0N/TSm39HMrLq2Z9bqopmvFsLxMNkNOC01CCxTPTZdLjibkefKK01uzdsxmMSctrHbqNYCHQxqb5fO27f0Z/bwePbPlbTKAw3p4d90pxHDGbgmqLnXDkxHlA8d2vfjLqSJxt2zzw+J6ohRe9Xi+bH94etfhguGCByUt/ax7bsXeWjgh/scXwTtFUCyhGMluRyVhFHeONxbb9F36zHXf4fme7CDTGX+DS1v6LyJjFneMsppkpK5bOY25LI1sefTricRmTnakmQmRatBFpozUcOgI1NVTc9tEsR+WcYsp2yLR0nktrwXyorkYfPyEdwFFk+51bdIV5xseGmJwYobFpQcLPTWZULBdHPLIVU7zTUFIdbUxVNqbLLF1xJXd89fc4feJtLp47hG3bKFTU1yEX3zcio4quLc6GU2dbae/sZ+Wy+TQ1xF6mOVjkMNpnL9kpAcHtxZOOnA/TDiKJ1YaHH1M6skOyfZ7Cjy/e9tmyLL782Vtpbe/m5y+/FfN9JW2+KATh72N96hRqdBR11RVTq2Rkbp8Z2XxOxhDPlIVkiz/ms9naUaUUrtWrMP390Bs+Q1ZA9jsiCrYwT7TCLgN9/mv4higdEbGWVzTG8Nzu+xK6UDDG8PSujVGLqCUiXdkZ2hh2b7tn2ihMosUao8Uy24hWtPMa73Kj4fvyeDyOjnglYv37Psn1N95Ox8VjPPbA3+GzfezZuWHqnIUXOt355F1T9/m8UryswBVsW5wJ8RTuMsbw4BN7cZeWsGpZ/B3PWl/KTIiVGRAvY0xCWQGxpDLCr7WOe8WkaPuOlB5rDNi2z3/O4lzu9KEnn56xrHHocRljeHznz2PGGs9ypsGY412KNdI+TCBb7uGnnpnaXrzxGWO4/qo1rFm5mIee2sv9j+6eOu7wY45WiFWIfKK1pvWewHXN8Aj24aOYlmaYk7nO8WjFKCNNQQjNQI43Gzmex6VzicwZ+4/wfRdPsUttDN33R1+ONK59p3mVpNDtGqPTXhxUG0PH5vtjtqPW0iXgdmNOnooeXxFP08jk8p1SmAcY6GunorKOsjimZUQSa/Q8Wr2BaAUfM12fIJZEilBmI850jHBF6gl1Otsi3Cc///9SUVnH+dNvMzk5FvN1yNfRURGbtMXpE2v0Y9/+Yxw/fYE1KxZQUpLYSFy6P3vho96h/872CHi62sTw+BMqghwtjTsktkwvw5no+Q+PJ974lFJ85bMfZnBohAttsadMSZsvCkEwlX7w4UfA44Err0hbgcpomQdOTYUIjSfbMcSzv3ydIhIrw2S27BPXjO/b6Q9UJSVYK5ZDWzt2V1fYNosneySaTK6aUfSFeTyT44wM9VLXMDcj29fGsHfPZnRgubJob+hgNoExhuef2ULUT9OM52R3pCQ0zmAdhWzFE7706WyPDTYgz+25b9oydFrrhLNYwrcd73HGemywR7u0tIwVa2/EGMPpo6+nNPolS7zlJ2mL08cYzf2P7MTrnV43xj+CvZcF85pZtKA54e1GGkEPjnAH/51MZoI/O+L5qVH2R7Y9m5ZsuWBMM0bNImSNGeMf3U+kSQzddnAk37Z9U1kCPp9vRoZdMsd06fzMfmypMkbzwON7Zrx3Lu3Tv4xpOvZ92ZplXLZ6KSdOtzI+PiFttyg4oSPnttZ4enoZ3r4LtWQxuqYmpe2F8to2bZu2RMx+cKLWmjZmaknKdMeQaFHJZItQOnXuYsUbKcsl+Phg1sNs1/Vaazrvj7Js67JlAIz//IWp/XVsirwEaLG11/nZdZUnzp15F2M0tfVzZn9wkhKtN5BLIyCxegTTUUch3T2OkUb2Ip1Pp5dMDVdeUcOiZVcxMtxLZ9tJp8MRIq9FqkHwyr6DtHf28oVP3ZLRkfVksgtC43Gq/U/XOZktsyGetj78HGY6EyJUPOc/XRkkX/jULUx6vPzy9XdT3pYQuW7w8ScxPh9q3bq0bzvWKL8TdRHyNesg18U6r/Eu8xltG6qqElpaGH/+hamlPOV19JOzkEbhc3xOn3gHZbmorm3299h6PI70AoZLtvZDKjUjIvU2BzMK0jVCFy5YYyN8bnDoMYRmFXh9vphV6pOtLRGvYL2QTGhsXkxt/Vwunn2X7s4Ls9bVyJc6GEJkU6TMBI/Hw4atO5g3p5H116yN8JzU6z6EbivR7IJ0Cx5PslkImWCM4dHte6OOLoVPn3t0+3NpO4eRamFEe821Dl4j+KK2saHxxfPe8S8r551xPJetWUZdTSXPvPCGpP+KghHxWnJykuGdu6n84M1QXZnVeKIt95gMp5a5DI8hkXY929kN8ewvnmvpVOPWxkTPfohm6RJ0Tw9jb73t+OucS6QjIoNOn3iL2roWLMs16yhHOusiZHLukTEGn8/nv/BKQ6zpHKGLeA6VSvm8Tp9HHKUie45XCVZKsXTldSil2Pboj6c6lWSOmhCpOXD4FEMjY3z6tpuyknGQzRH8fJLIeUnmdcpme5mO95FSiuVL5tHW0cPBI6dzptNIiHTzHjuOmZyk9qtfdmT/hTaynY22LpV9hNZscCIjJSjh133+PFR1FSPP7gWkTkRQYX16coRt20xMjNLTdWFqWkZwdP7SnF//nNfgxYHWekZdhGSF1y5IJ2MMz+7exLO7NkXNLEhEOkbVgvOpgrUldEhvaCJ1MSJtN1izIlrdh0j1LNIlmXNq2yHzJsPmmbnLKliy4lrOnjrAqy9vw+v1suOJu6LOWRZCRBZ68bDt6ZepKHdz0/orE15OLZ72z4kLldCMh0T3H3oOEs0G8e/z0nOCGQS5cJ1mjL/GRqKdzpFe42A9iEQl+n05f14jtTVV7Pn5a4Esi5D5z3IBLHJYpHnykUa6PYODeI+doOKm91G6ZDGRRBr9jjYinq4R/kxkCmQ6+yC4fa01nZu3ZnRFneAKG+H7iJU9PhVfSJ2MYKwJfUc5VKMCl4vyWz7I+CuvYTyeaXUiiq0uRCjpiMiQ4UF/teqaukv1IWarHZDO2gKZHJmzLCvn6iAERYorLaNLMbaRq+cikua5y1i6/Cqe37OJ8fGRhFYzEUJMd+zkeY6dPM/KZYmvlCHyTy7VWIqHy7L4yM3XcfDoGcbGPU6HI0TaDW3fBT6fY9kQhSobWR6p7CP0ufmUkVLxkQ+Bz4c+dx7Ir9gzRc5AhgwNduMuq6Cquj7t205XMavw7eX69IJoMhF/vp+TaJRS3PaZ32BsbIgXn3vA6XCEyGu79r5CTXUlSxZmbs36dMuHdNBgjKErFKWyndTSf3P3PEUTeo3woZuvo8Tl4tzFLoejEiK9jNfL4LYdqLlzcK9Yntq2HEzxF+kTOm0jF+MoXb6M0pUr0GfPORNYDpKOiBRFS6cZHuxm8dLLUYER5+BUjETTgSI9Lzg9ItIFkn9ZM3va84OpVtH2nez0hegpp5lvAUKPJ13TWkK3mcqUjkyZbapGvOd+/sKVXPeej/PaL59ifGwonSEKUTTGxid568DxqR966ZTMFI94Hx9cxjORdjoTy1nG4l9W01988rEde6c6JZLdTrLFmR968mlsHX3fyU6xiGff4UuUht8fvC/Se0VrzUNP7MEYQ21NFe+9/jJa23vx+nxhjyvedGCR/8Ze/hV2Xx+uNatjPi5WEchp6f6JFh/MgExNG3ByqkjwcdkoxhlpGc7ZYks0ptBFCaI9XxtDx5at036PBVV96FbMwABmeDih/RYq6YjIgNGRAcbHhli87IqMjainO0XUyZTTVLIPpnqx4yhUFs9+YhWmzJRsj7wZY/jQbd+mxFXKmZNv5+2onxBOOnuhA4CPfuCGtG43WnuQSiZc+DbzoeBlsP1NtR1O5Pkzl/bMrUukRN4DobF/8H1XY2tNe0dfpkITIisuZUsZhp/aTuniRTBnzqUi6ilcymQjTT4bmRfp2EeuZBYkI1emO0SLo/KDNwOgz1/MZjg5KzderTwVLRvi3JmDAHS0n8+pEfVEhWcdZKq4i9aaZ3ZvSupcJZK5EM9jYxWmzBRjDM/u2hRzxG96ZsvsmTCxaK15+cWn+MBHvkpfbyuPPvAPUZe9C/b8hhbBFKLYeb0+zl7s5LqrVtNQX5PScrfhF3uho/jBEWsdGHV5bMfzSX2leL0eHnzi6bjatXQuN+q0RI/FGMPDTz2bUudwpCVe439u7Hj9743I74FYz12xdAFVlWWcb+tOKi4hckWwwJ/p6cF76jS1d3wWbTQXN9zHxQ0zr90cK0wYJjhyro1JuLhiotKxpGhoQUinZCqLw+mlM11NjaiWFvSFizIIiHREZMTFc0dRyqK6ttHpUHLGbNkIqRRNTGTUKp7HOlF8Mtv7tJTFjTffQam7nLbzh/H5fDI1Uog4vfHOUTweLx/5wA0ZuZCI1k6lksmQ6HMLoUZCMrHnWhZEuERex9AMikXzm+kfGGZkdDxToQmRFS7LQp84iVVTTdVHPjx1W66MhM8mm4UgU8mOyHSc+Zx1kazgMVtLFsHICGZgwOmQHJcfn9ocFC0bwrZtWs8fo7KqDsvK/yrq6aj5oLXG1nbGlrnMVfGeu0xmm8RiWSUsWHwZI0M9PPbg3+flDw4hUhVr2azQH7Oh/37uxX1UVZZx6OjxtGcPhI5sJ7JcY7ozGSJlZuSLVGpDpCpS3QjbTj5LIhXGGB7d/hxaaxbMa0IpuBBnVkQxLycnck/o+1GPjkJbO1W3fxyrvCz6UpyBKRxOiXf0PZNZG17bpu2++5NqC2PFNVvM8RxTurIuMp3lkM7ta63puG8LasF8UAr7/IW0bDefSUdEmmlt09Z6gqqaJqdDSUomV4uINOqf7hVARGLmzF9BqbuCtnOHpSNCiDgMDo9y6mwrSxfNxRWlSOVsdR7y5bOW69kBseRz7OkUPA/lZaW0NNVzoa1n6kddvrwPRfGJ1Vbap88CUH37JzK+/0JIFc3lTJFcji1eiX6vuywLVVaGmjsH+/xFTIFMhUxW/r8Dcoht27S3nsbrmaC6pjGjK0hkahTdGJNy5kJ4bLHOgzGGvU9vLugLIqcyHuKhtWHewjWMDPfR19vmdDhCOG62keALrT2UuFwsWtAcYxs+tj62a8YouJMj9alIJDMj0nMTPdxM1amIZ7vJ1HiIN95UzmMiomVgLJrfxMSkh/2HTrL10V0Ftzy1KBxaa9runVk7y2iNfeYszJtLyZzEl02Od3Q7Up0FO0uf30hypdZFLsi1c6GNofv+B6J+B0SL11qyGMbHmTx85NJjizATTToi0iTYI9Z6/hgAVTUNORFPMhcaWa9XUAA9ovmssWUJZWWVnD21P+9+IAmRTVprWjt6ufaq1bhLS6ZujzQiEr3OQ+KrOOTq5zLX4xPTzW2pp7S0hJde3S/fuyLnRRotN+0dMDGBtXy5I/sXIpJk3itqwXxwuRh98eUMRJQ/5FOWJlpr9uzcwMXzR6morKGsvNrRkfB0ZDaI5OR2BsTMHn3Lspi/eB0jw32cPPZmXNsJXVFDiGJg2zYd3f14vT5ufs+V0+4zRvPItmfTPopvjOHxnT+f+qGvtQ6skJMb7YvWOqSOROGsthEumayOeLebzTbUsiwWzG3k7XeP4/NFrnEVHk8xjtCJ3KVPn4GKCpg31+lQikIuF5TM9+kzqqQEa95cxl55tainZ0hHRBpZyqL1wjEWLFqDUs6v0+7E6g8iPzXNWYK7rIIXntvqdChC5KwLbT2UuUu5ct2KGfdlaoQ5lZUyskFG1vPLgnmNTHq8dHT3Ox2KEAmxO7swnV2UrFiWt9e3Tk4rSKboojaG7q0PXiraHEeRymwVCE3HMqXxSOU1m+25rkULsXv7mDx+Itnw8l5+fpJzlG176e48z8LFa50ORWRQJgp6Ol2007JcLFy8jtMn3uHi+aOzPl5SskWxGRoepatngIXzmnC55Ksz19qAWPE4GWustt2JuBrra2ioq6G1oydr+xQiHcafex4A1/JlzgZSZJycojJb1kOuTJ9JNjvDmj8PSkoY++WvMhNYHsiNV7BAjA73Y4xmweI1U7dlKk0/k4Uw0y30HOTytIV4GWN4/pktaZ32Yozhud33JfyaRjuf8S5JGGr+wlVUVNbw0vMPzXx8WA+31prd2+6ZSsWW9F2Rr+J97776pn9lmVhFKgtR+HKiwX+HTxtxWqxCoOH3ZXMaiX/fz0f8unDiHCqleO8Nl9PVPcDk5KS02yJnBNviSG2ysW3Gf/ECav48VGXltOdkegQ+3VkM2cwayJZMZXokkvXgZLaJNobO+x+Muy23tcbrszElpVRcczVjv3x12nM9Hg8ejydT4eYU6YhIo5HhPgAWhnRExBI6GpKpJTNFZmQiHTkbqYax3muuklLef8sXOHboFUZHBqZ1WEQsxqek+RD5LZER6ZdfP0BtTSW1NZcugp3OZHJark0bidUuOzmFJNZ5Svc5jOc9+f71V/ovnLsH0rpvITJlYv+76L5+rKVLnA5FZFmuZD3MJtk4K29+P76ODjynz6Q5ovyQH69unhgZ7qWhcV7chSqDS1dqrdM+wu6UQsh4KBQRRxVmyeZ47813UOoup/XCUfbs3DBVTM2nbfbsuLdgi9GJ4qS1Zuuju2Z9X7d19nDuQgeL5vuzIS51IPt4+KlnHW26kx3d9/l8We1EyediltmIPZV9hGetPLr9uZjvyRVLF1BZUUZbp9SJELkjVnbayPM/R1VWoufO8Y8kJ3idOTUCXeTXp8lmDWQq2yDXluJ0QtmN68GyGPvVK06H4gjpiEij0aE+FiRYHyI4SiMFvwpbtucCx9pfrPdaZVUt197wMXq7zuPzTE5/nmRAiAIU/nmI9Nl57c3DAMyf2xjh+bmVFSCckUs1M2a7nlBKsXBeM739QwyPjGUpKiGSo8cnGPvVq7jf/16wXE6HU9DyfSWKfGOMwVRV4b78MsZ+9eq023Pl+yTT5JdFmgwP9eHxjDN/4aqs7TPd2Qfxbi/dj8sHqR6LMYbn9twXc8RrZi2NxBsgO5DBoLXmud2x9xfNjTffgTGazvaTCT93Kg6pGSHyhNbT36v+LIk90z47r715iDUrFlNR7o6yDZ31DINCkG9ZErGW8YxVo8Ipsc7vwvlNGAOvv30EkDZb5BbbtvHZ/jZ16KWXMRMTjE1M5NTnK90ykR2Q6DaztRKF8NPG0LZpMx6l8J47j+fCRf/tWtOx8b6prORCbpulIyJNOttPAzBn3vKCfsOI5GU76yXZmhONzQtoaFpAV9spJibGkv5CKqYeXVFYQj+rQ8NjXGzv5j3XrXMwovRItqZFsdfCiNdsbXwutYm11ZVUVpTxRqAjQohcNbz3eVxzWnA1F1ehYKfkS02GQuGyLKyFCwAYffW1abcXg+I4yizoaPMXGWmZuzSp1Q9EYcq3rJBgz+u8hWvw+Tw8tOlvUpq3vPPJu/JqxFOIcK0dPSgFbe0dcf+IDI5ExxpBd4IxZtb6AdGeF23lh3jkW+ZDLKkcS7ZWyYgWY2jWjlKKeXPqOXL87LTpGbZt4/F4pONJ5ARfXx/jb++n4tYPgpJpcCJ/XeqInnmfqqykdMVyxl59PfuBOUw6IlJgjMHn8+Hz+ehsO4W7rJLyiuqsrH4g8k+2VkdJx35q6lqorKqno+0EJsZF92wjfFL7ROQzYwytHT2sXbWUiorI0zJCH5sro92xJPuZjKcWRr6cAydlsqZIpPMf6zWZN6cBW2v2vSNZEcJZ0dLPR3/xEmhN5YduiW87EQZ/Qm9L5/SHVJfhzLXCkfHsN5+XHXX6vGlj6N4afYnPihvfw8ThI3j6+ouqI1h+JaRAa83Op+5m17a76Wg/Q2VVndMh5bVcyB7IZAzGGPbu2Zyx1VGCsWutU96PUoq5C1czPjbEqRNvxdynZD2IQnXmfBsjo+O89/rLgNij4amMdhdKxkC2RvwzJfx1iJbR4p+3m3uvWaQ6FbFek7qaSpoa63j1zUPZDFOIuI29/Evcq1ZSsnCh06HEHNEWIh6xpltUvPc9oDXj+/ZlMSLnSUdEiixlgTH0dF+gsqre6XBEjstWtkw69tPYvJhSdwWvvfxkzMdJ1oMoVK/uOwjA+mviqw8hK2jIOXBapPY42muilOI9165j/8ETjE9MRnyMEE4xY+NMHj1G9c03Tbs9OMKc7SJ+s41op0symQepjPbLEprZY2uNz/b5379h591athRXUyOjr74+431dyAUr5RdEGoyNDmG0prK63ulQhJiSaoE5y7KYv3AVp0+8zdjoQPoCEyLHBT87r799hObGWmprqjK6n3zNIChUxfS6vOfay/D6fLx14JjToQgxjd3aCkDVB26a5ZHZUywFBJ1SrFknxhi01lS8Zz0Tb76N9nicDilr5BOVBmMj/QCSESFyijGGvU9vjvti2rb1jI6LOfNXUlpaRsfFE1GeY2PyeM6gEJEYo/npxsdp6+hh/pzGiI9JRyHKdE9lKJQpHk7LxBSTXHtttPZf7K9esZj6uhpek+kZIsfoi22ULl6Ee8niiPcX8ihxLspG5kS2sk7SJV3nRBtD5+atuNdfj5mYYPLd6O1xob3vpSMiDUZHBygpLaO8IjOjZrkqW8UXRfJSnTZRWlrGVdd9mJ7u83g8E0UzSigK32wZQx3d/g7meVE6ItJFpjLkpkJ9XcLf95aleO/1l/P2u8cZGx+X9l3kBHtwEN3dTcVN7wvUZLFBrjWLQi5nnVxqP9P/XnRZFmVXXQkuF543o9dmKzS5+2rnkdGRAebMW4pSxXU6M118sVjFKpjpREHP69/7SYy26Wo/zZ7t9+D1eguqN1YUJ6019z+yK+oPr/bOHpYvmU9FRVmWI8u+XButz3XZPF/pXgLWGMODT+zB1pfa8PfecCWTHi//955HZz2uQhuNE7lpPLCM4Uh3D5OTk7Ruij+7U4hM0cbQ/cBDCb8X482cUGVlMHcOnn1vFc37vbh+OWeAMYaxkQHmzl/udCiOkKVKC9+cecupqW2ms/1UzGW8i2letSgM0TKGJiY89A0Mc8M1a7MckRCZF/6+v2LtcqqrKmjv6ov4eGnbM0sp9XtKqUNKqYNKqQeUUuVKqUal1LNKqROB/zc4HWc2jf/qVaiqxNXgP+xcHiUXxSXT70U1by66txczNJzR/eQK+WQnIXREYGJiFJ/Pw9z5K0LSx0QxyoXlRzNlzoJVTE6M0t/bHvUxspSnyFfBNj34X/AH2Q3XrENrGQHOBsnKcE5JiYsbrllHR1cfY2PjM+7XWrPl4V3y+mSAUmoh8J+A9caYKwEX8HXgj4G9xpjVwN7A3wUhvGMr/G97ZISJA+/CggWoWKMfQhSQ4OdAzZ0DgK+tvSg6gKUjIkXB1QSKNSNC5KdEV9RoaFpIqbuctovHYz5OlvIUhaC9q5eqynIWzW9xOhQhsuLG6y/H57M5dOxMxPulbc+oEqBCKVUCVAJtwB3ApsD9m4DPOxNa+mmtab1nw1THltaa1ns3Tv09+sY+8Pkw8+fGPbgjS1CKfBcsWElFBa7Fi7A7Omi7d1PBdwDLN0uKxkYGAJg7Tzoi8pk/m6Gwex1D2bbNM7s2xn3MlmUxZ/5K+nvb6em6mOHohHDO2PgE3b2DLJjbLKNxomhctW4FLpfFWweOSQZQFhljWoF/AM4D7cCgMeYZYK4xpj3wmHZgjnNRpl94envo36Ov7cOqqYGGopqNIsTU58B9zdXo7h6sImiLHemIKKT5cGOjg5SVV1FWXimrSIi8kugI15x5K1BK8drLT824byrDQt76eaWQ2uJ02X/oJMYY5s9tcjoUIbLCGINlKVqa6nj74MmCH4HLJYH29Q5gObAAqFJKfTuB5/9QKbVPKbWvu7s7U2Fmjc/rZfSNNyi7/lpkZXBRDCJl85Redw1ojd2V/5/p2WS9I6LQ5sONjw1SWVWHbdtorXn+mS2yikQOKOR6DU5xl1XQPGcJb76+B8/kOHZITRStNbu33RMxw0KqrOemQmuLUxV8n+575yju0hLqaisK/n2b7hUZRO7TWuPz+aa97lprHnx8D3Ob6xgcGuHM+em1gIphnrKDPgacMcZ0G2O8wOPATUCnUmo+QOD/XZGebIy5yxiz3hizvqUl/6eSeU6cRA8O+X+IyciGKFKl69aCy4XdHr0uW6FwampGQcyHs22bifERKiprp26TeZSikM1ftIaJ8VH2v/X8jPusIlu+tkAURFucLj6fj7ffPc68OQ0yLUMUFcuyaGmuw7IU+9456nQ4xeQ88D6lVKXyNzofBY4A24A7A4+5E5iZipjj4hmECH/M2BtvglL0HzshnV+iYEWraWJrjdYGVVqKmtOCr60dn8+Hx+Mp2IGRrP9yKKT5cH29bRijp3VECJGvIi3RFj7dqKa2iXkLV/Lay09NrRIjU5HyUyG1xely6NgZxicmmTen0elQhMg6d2kJq5cv4s0Dx5wOpWgYY14DHgXeAt7Ff11+F/Aj4Dal1AngtsDfBefSdYf/3+Nv7KNs7Rpc5eVxP1cyJ0QhUvPmYkZH8ba2FXRWWlwdEUqpm+O5Lc5tFcR8ONu2aW89DSAdEQkqtsKQ+UIbw9O7Nk6bH6yN4Zndm6amGxkDVVWNdLafYWiwm2d3bZLXMkvS2Q4HnlsQbXE6vfH2EcrK3DTVV0+9r2X5TgGFtbxorGO57qrVXGjtpKu7b+o227bRMtVxSrrbYmPMXxhj1hljrjTGfMcYM2mM6TXGfNQYszrw/77Zt5QfbNvG67OnpjRfuGcjWtt4+/rwnDhJ2frr49qO1pqOLVvTcg0iq26IXGPNnQv4s4Q67ttSMN8/4eLNiPjXOG+LR8HMh+vpugBApXREiAIRaXpF+G1z5i2nvKKazraTKJmKlE3pbIehgNrieETK+Am//839R7n6spW4XPK+Frlvtvd0Mq69cjUA+/bL9IwY0t0WF7XgSgGTb+8HoOKG+DoiQp8rRKFR1VWommom3nq7oN/nJbHuVEq9H/+FaYtS6r+E3FWLv7BZMqbmwwHj+OfD7QNG8c+D+xF5Mh+up+sCpe4KXCWlTociRNr5e19NIBni0nx5l6uE697zCV558XE8k+OUuFwyYpxBGWqHoYDa4nhordny8C6+/dVP4XLNPG3nLnbQ2z/EFz99K63tbbhwTaUMJ7u/XFRII/u5KHhus1EvyhjDYzv2prSN8Dn6c5obWDi/hX3vHOVTH7sp1RALSgbb4qJnjGF835tQXoa1dAnB6RahUzekao8oBqHvede8eUy8+y6uxYucDitjZvumdAPV+DssakL+GwK+nMwOC2U+nDGGnq7zVFTWOB2KEGlzac5lbOvf9ynA0N15JvNBibS3w1A4bXEiov04NMbwZqBA3zVXrJ66rZDnZYrCkIkOj/XXrOPw8bOMjI6nfdt5LiNtsfBPjZh4fR9qzlw6Q6ZbaGPo2Hz/tHY436dR5Hv8mVZM5ydYnDKUNoburQ9ijMHMaQGPFxNl+mshrEoXMyPCGPMC8IJSaqMx5ly6dmqM+QvgL8JunsQ/IpcXfD4fne1naJ67zOlQhEgbYwx7n95Maak74v221tho6hvnUVs/l+720yxZekWWoywumWqHA9vO+7Y4GeFf3lprnnnhdZYtnkdlhf+9b4zmkW3PyuoZRabYskUiXcjecM1antrzEu8cPM4H3nsNcKlWSqRsomKRyba42Jn+AZTXC3NbcFkWdsjn0GVZaD39PRo6aixEoQlOxVBzWsCyMJ2XZsgaY9BaF8wqjfEeRZlS6i6l1DNKqeeD/2U0shw3NNiD1jblFVIfQhSW2Rq34AXAnPkr8XjG6e9ry1JkRU/a4QwwxjAwOEz/wPDU/Pggy1JxZwkJUShWLltIXW01+945Ku//yKQtTjPTFRjxbW6K6/Gho8ZCFCrlckFzM6ajc6rTWGtN272bCqbTPGZGRIhHgJ8AdwNF+40U+mXc03UeQKZmiKJjjOHZXZuob5xHqbuCjtaT0+6fLVUseF8xj6wlSdrhDDDGsOGBHQBcc8WqiPc/tuN5LEtNG4UI1loolFEJUdy0vjS6bFkWN1yzllf2HcTj8fDQE3ukFtZ00hanmenqxtTUYMWxbGeQy7LQ0g8hCpya24J59xCTHR2ULl4MFFaR1ng7InzGmP/IaCR5IpgS093p74gor5COCFF8lGWBMcyZt5zW84fp65GsiCyQdjgNgm146EhaT98QZe5Sli2eH3FuqmWpac+X2hGiEBlj8Pl8+Hw+brh6Lc+/9CaHj52VzraZpC1OI2PbmN5eWLoEiDxvXohiZGuNaW4GoOs/7qJ/xXLm3fkdh6NKr3i/XbYrpf4/pdR8pVRj8L+MRpajvF4vO564i+7O85SUuCkpLXM6JCGySocUEmqZtwJQ7Ht1FwC2rSWNN3OkHU4Dr9fLlod3TqU1am3o7htiTnP9tA6HaIIrFUhHhCgEoRlsxhge2fYcDz7xNJetXoplKd48cMzhCHOStMVpZPr6wLahpdnpUITIPbW14HajenpnzYTIx4GSeDMi7gz8/w9CbjPAivSGkx8sZdHddYHyyhopZCaKmrusgsbmhbz9xjNct/6TWDLdIpOkHU6T0BHegcERfD6buS0NCT2/UOZnChHKshSWZeF2l9LcWMe7R05xw1XSxISRtjgNgh1gdkcnBrAb6kFrlJr+Y2tqFQUlmTmiuPiLthpUS7N/+tIsHQxaa1rv2cDCH3wvb6Y/x9URYYxZnulA8k1P1wWqa+IrqiNEtkz1hpK93tC5C1Zy5MALdHefY+48uQ7LFGmHM6OrdxCloKW5zulQhMgpc5sbePfoGcZWLaSqqtLpcHKGtMXpZbq7oaEeSqUOiRARNTdDaxtmeGTWh+Zb/Yi4OiKUUt+NdLsx5r70hpMfvJ4JxseGZOlOkXOMMezdsxkSTNTRIaMQ/gJ8eurfftEbtpq6OZRVVNPRelI6IjJI2uHUBZcgDNXVO0hjfQ0uS8m0IlG0wouv2rZNU2M1AJ3dAyyriL+IYKGTtjh99NgY9PVjVq10OhQhcldg2pLu6prlgfkn3qkZ7wn5dzn+NebfAoqy0R0bGwKgolKW7hS5R1lWxIJ7GdufUsydv5Lzp/czOtKftf0WIWmH02x0bIKR0QkWzfd/yQcLWQpRLGLNKa6qLKelqZ7uvkGWLZkX8bnBzosim6YqbXGaTBw8DMZMFeQTQkRQVQUVFdidXYH2unCuU+KdmvE7oX8rpeqAzRmJKMfZts3o6AAA7rJqjNHYurAL9AWLE4bP2xOFIzQLIt7HK+W/+NRa0zxnGRfPHqS99UQGoyxu0g6nh23b6MCXeGd3HwAtTf5pGVprHt3+XOCHlWMhCpE1Wmse2fbstOl8wcwhpRRXXbaCF155J2IHndaaLQ/v4ttf/VTezEdOB2mL02di/wGwLGiMv0ZPPIIdbGRxmqoQGeOfP4rp6MQE2uLQjuB8lmz0Y8DqdAaST8bHhikpceMuq3A6FCFyQkmpm6aWxXR3nmVyYszpcIpFUbfD6dDR3U9lRRlVlZdWP8r3L3UhEhXtPW+M4cp1y7FtTd9A5LnJ8nkBpC1OSOiI7sS7B6GxERNlxaLwpTztkFW7YtHG0Hn/g3m1eoAQQRHf5y3N4PHgPXMWCBSmvHdj3mdxxlsjYjuXuhVdwGXAw5kKKpcEMx2Cvf22bTM+NkRD0/xAKqI0cqIw+DNfZv47+HcwAyLac+cuWEV351n2v7mXG2/+bBYiLi7F3A5ngtfro6d3kEULmqa9r4Nf6vIDSxSL8PYeAplDWnPk+CmUUnR29+HxeHC73QBFlQERTtri9NBjY3hOn4HVqzKyfVeWp6kKkVHNLQB43j04dVO+FaaMJN4aEf8Q8m8fcM4YczED8eSFifER5sy7wukwhMgp1TWNVFU38PqvtvOemz4z7cddME1SftylRNrhNDp28jy21jQ3Sq0fUZziWXPe7S6loa6Knr6hqccWWT2ISKQtToOxQ4dBa2iWFeiEmFVFOdTUMLH/ANbqVQVTEiCuXwXGmBeAo0AN0AB4MhlULtPaZnJilMamBYG/40sTE6LQKaWYv3A1ne1nOH/2EAC2radG1rY99hO8Xi+2bePxeAqmEc0WaYcTY9szV8gIdeDwSZRSNNXXADNX1Ig0SixEITHG8PjOn0ftiAiupNHSVMvI6AT3PbQr79OA00Ha4vSYPHQ4I/UhhChUqqUZz+GjGLtw2uG4OiKUUl8FXge+AnwVeE0p9eVMBparBge6MUZPdUQIIS5pmbOUsrJKXv/ljhn3STZEaqQdTq8DR07R1FBDSUnxppgLYUWZmx+qqdHfWdc7MBw1iyKe7IpCIW1x4iJ1DE8eOgx1tZginuYjRDSh9VGCNSNUSwtMTmL6+hyOLn3i/WXwp8B7jDF3GmO+C9wI/Fnmwsod4Y1nX08bAA3N0hEhiot/hNjEvM1VUsq16z/Gof0vMjoymO0QC13RtsPpNjHp4dyFDuY0Rx+JC44GC1HsaqoqKC1x0d3Tz8TEBA88/vSMz0ZwBY0i+cxIW5wiY9t4jp/EkmU7hYhfSzNYCt3V5XQkaRNvR4RljAk96t4EnltQ+nv9HRGNTfMdjkSI3PSemz+LbXt5+/WnnQ6l0Eg7nCY9vf5OslgdEUIIP6UUDfXV9Pb7MyKiZbcVUdabtMUpMn394PWipD6EEHFTbjcly5djd3Y7HUraxNtw7lFKPa2U+jWl1K8BO4FdmQsrd/X1tGFZLqprGp0ORYicNGfuUpYsv5I3XtlZFGm6WSTtcJp09QxQXVVBfW2V06EIkRca66uZmPTQ3TvgdCi5QNriJITWh9I9PQAROyLiXaJTiEIS7/vefdUVmL5e9MRkFqLKvJirZiilVgFzjTF/oJT6IvABQAGvAPdnIb6c09fbRllFtVSNFkUpOBUj1tvf6/VS4q6kr/cgA33tUR8XvjSuiEza4dSEz0s2xtDdO0hTg6yWIUS8GuurATh07IzDkThH2uL00d09lCxehCorA5/P6XCEyBvuKy5n7MntTB475nQoaTFbRsSPgWEAY8zjxpj/Yoz5Pfw9vz/ObGi5qbenjfLyaqfDECKnNbUsprKqjvaLJ5wOpRD8GGmHkxZeRO9CWxeTHi9zWuqdDUyIPFJZUUaZu5SjJ847HYqTfoy0xSkzto3u7aX0snVTxfiEKGaJZAGVrl0LCsbfPXipmOUsq4Tlstk6IpYZYw6E32iM2Qcsy0hEOcy2fQz0dVBeUeN0KELkHFtrdKAhtSwX19/4CXp7WhnsL5yiOg6RdjgFXq+XLY/swuv1Yozh4FH/iG5TQ83U+1UIEZtSisaGao6ePD/VuRfpwjefL4jjIG1xGnjPngOvj9LL1jkdihB5x6qqRNXXM3nwMJD/KxbN1hFRHuO+inQGkg8G+rvQ2qa8QjIihJjNDe/7FGDY96pMnU2RtMMpCi2id/DoaWqqKqgod097TL5/mQuRaU31NQyPjDE8MuZ0KE6RtjgNJg8dAcB9+bppSxQKIeJjNTfjOXoMY/tX92q9d2Perlg0W0fEG0qp3wi/USn1A+DNzISUe4I9/D1dFwGkI0KIMDqQVub1+fB4PADU1rXQ0LiAN1/bjcczidHTR9EKfOQsnaQdTkGwc8G2bTw+L8dPnqe5aWZ9CGMMj+/8uXRECBFFY4M/G7Srp3+q/S6yz4u0xWkwefgwVFZCQwNQVO8fIdJCtTRhPB50fx8ArjxesShmsUrgd4EnlFLf4lIjux5wA1/IYFw5qbfb3xFRFjY1Y2okTRpUIaaZv3A1h999gSMHf+V0KPnsd5F2OC36+ofx+mxamuoi3m9ZUoRYiGgqyt20NNXT0zfodChO+V2kLU6Jz+dj8tBhVHMTHVu24pLC70IkzG7wLz2uu/J/Gc+YHRHGmE7gJqXUh4ErAzfvNMY8n/HIckD46G1nxznc7gpKS8umPc4Yw949m/21k4UoYMHMB6Vm9r5qfel2rTW2bdPQNJ/6hrm88avtLFh0+dRjQzMhbNueWjlDVtKYqdjb4XTq6hmgtMRFQ10Vxhi0ttFR3s9CFCOtdcwU33WrlvDqm4emVlDSRhdNZpu0xanztbahBwZxrVjuH8UtrowaIdJClZVhamqmlsHNZ7NlRABgjPk58PMMx5LzertbaWiaF3HpTmVZsu6xEGGUsrjhfZ9k7+6NNDQtjvo4/4/C4NKgatptlmXJcrlIO5wO3b2DrF6xGJdLOh6ESMaqFQt56bUDXGjrYv6cRqfDcYS0xcmbOOQvsKeamxyORIj8ppqb0BcvYvK8I1iuxhLQ19tGQ9MCp8MQIq9cff1HUcqiq/30jPuCWUdaa3Y+ede0kbhItwmRrKHhUYZHxrhs9dIZ9/k7wRwISogcF/7ZWL18EQBHT5zjoSf2xFxBQ4hwE4cOY9XWYFdVSZFKIVLR3AReHxOnZl5b5xPpiIiTbdv093bQKB0RQiSkrr6FVWtvoLPjdMyLVStCsZ1ItwmRjCMnzgGwbvUShyMRIn81N9ZRXlbKsZPnpX0WCZs8fBT3unWS5ShEilSTP6toMpBllK/kWyROA/0daO2f8x4cARBCxBb8rFz3nk/gmRzn5LF9TockikT4cpyHj53F5bJYuniew5EJkdtiLWWrlKKxoZZjJ88X24oZIkX2wCC+tjZK163FDtSbEkIkxrZtvD4bKsqhqpLJg9IRURT6ezsAqG+chzGG53bfJ1/CoqjpsAuJ8L8BtDHs2n4Py1ddR2lpGW++tjvbYYoipbVm66N7pqb2HDlxlsb6GkpCCqFqbcuUDCHCGGN4bMfeqNc4TQ219A0MMT7hQWuZliHiM3HkKADudWscjkSIwqCam5g8dCivpzlJR0Sc+vsCHRH1cwB/cUohRGShS9paysJVUsqceSs4duhVRob7nQ5PFIlg6vjEpIe2jh6aG2sdjkiI/BBr2kVjfTUAvf3D2QpHFICJI0egpAT3yhVOhyJEXrJ12CpFTU3ooWHswQHHYkqV/JqOU39fB5ZlUVMrlX6FmI0xhuf2TM8aapm3HK1t3nnj2WmPlUJnItO6e/ydX00NNQ5HIkT+q64qp6TERd+AdESI+E0cPop7xXJUWZnToQiRly6VBghcWwdWn9Hd+buMp3REzMIYg8/no6+nndr6FqyQtF4hRHThI2oVlbUsXno5b76+R6Y1iYyINre9p3+IivIyamuqHIpMiPwX/HwppWisr6Z/YMTpkESOCw40GJ+PyWPHca9b63RIQuQtbQzdDzzkb4u1xlRUQnn5VEeEfxW6/Lq+lo6IWWit2bX9Hk6f3E9dYFqGECI517/3dnq6LnD+7CGnQxEFSGvNlod3zVjytbdviLWrFmNZKtBR4VCAQuQxf+2I5zHG0Fhfw8jYBJMer9NhiTwwefIUxuOh7LJ1TociRF5zhQ7yKYVqbkJ39+TtAJ90RMTBUhaTE2PUN8x1OhQh8k5wFE0bzborbsJdVsHbrz/tdFiiQIVn4vQNDDE6NsFlq5c5E5AQBcSy/MsuNtb7pzn1y/SMlCml6pVSjyqljiqljiil3q+UalRKPauUOhH4f4PTcaZi/PARQApVCpF2TU0wPo6vs2vazbFWP8ol0hERRei8da1tvJ5x6qQjQohpIq2UMf0+M1UvQmvNL557iCuvuZVD+19kcnI8y9GKYnTkxDkA1qxc5HAkQhSOuroqLEtJwcr0+D/AHmPMOuAa4Ajwx8BeY8xqYG/g77wTvJaeOHwEV0sLJc3NTockREFRTY2Af1Uaf8eD/5pca03rPRtmZIjmGkc6IvKl9zfYm+SZHAOgvkGmZgiRjOAotWVZXHPDx/B6Jzl68FcORyXypS1OxbET5ykpcbF4wdy8GSEQIte5LIu6mkr6B6VORCqUUrXALcA9AMYYjzFmALgD2BR42Cbg807El6pgmzt+6AjudWuk7RUi3WproaSEiUDWUShXHqzw6FSEedH7q7Vmz44NTIyPAlBT1yLV/YVIktYabTSLl11OfcNc9r+5Vz5PzsuLtjgVx09foLG+GstSGKN5bMdeuRgWIg3q66oYHBrB55N2PAUrgG5gg1LqbaXU3UqpKmCuMaYdIPD/iCNhSqkfKqX2KaX2dXd3Zy/qOGmtaf/3n+Dr7mZicDDnR2eFyDV2jMxjW2tQoBobGD90OC+vqbPeEZFvvb9KWUxO+jsi6qVYpRApsyyLq67/MGdOvsPwUJ/T4RStfGuLkzE56aG9s3dqPjvMrCEhhEhOfW01WhvOXexwOpR8VgJcD/yHMeY6YJQEOn+NMXcZY9YbY9a3tLRkKsakTGWg9fqXT7ZkWoYQGaGaGvGeOYsez78pz05ckaXU++sEz8QYoKisqpeRNCFSELwwufq6j2KM5uA7v3A6pGKWd21xPEKnX/T2DwHQUF/tcFRCFJ76Ov9yuKfOtDocSV67CFw0xrwW+PtR/B0TnUqp+QCB/3dFeX7O0lrTtmkLdk8Pyu3G1NY6HZIQBUk1NYHWTBw7Lst3xiGl3l8n0tAmJ0dxl1Xw/DP3+9PLY6TJCFGo0vG+N8awZ+cGGpsXsGDRGt59+/k0RSeSkHdtcTyM0Wx9dA9aa3r6ByktcVFXW+V0WEIUjGAh4opyN+Vlbk6eveh0SHnLGNMBXFBKrQ3c9FHgMLANuDNw253AUw6ElzKXZaF7eyldvRIl2WhCZIRq9Jfy8hw9hjEGn8+Hz+fLi6XKnWgVUur9dSINbXJijLLyKmlEhZhFcDQ6Fkv5P0dXXfdhOtvP0NF22v+cPGgwC0zetcXxCk6/6O0bYvnSBSjIy7mTQuS6hrpqTpy+KNmiqfkd4H6l1AHgWuBvgR8BtymlTgC3Bf7OO8a2Mf0DlKyRZTuFyBTldlOyZDGTR46hjeHcz+7lwt335kW7nPVf1vnU+xtcBsUzMUpZWaXT4QiR84wx7H16c9TGLziSBnDFNbdiWS7efuNZdjz5Mzxe79RSX/KjMfPyqS2eTaT3zMSkh4GhEXxeDz6fj4efejYvRgeEyCf1dVV09w7QPzDkdCh5yxjzTqBT92pjzOeNMf3GmF5jzEeNMasD/8/Pgkr9/WAM7rXSESFEJrnXrsF7/DjGGFyWlRcrZoBzq2bkTe+v1hqPZxx3edWluccydCtEVPEWA6yqrmPlmht49+2fozIck4gqb9riRJ0MjNI2NfgLVVqWvMuESLdgnYiTZ6VOhJjJ9Pr7T0rXrnY4EiEKm3vdWszIKAwPOx1KQkqc2Kkx5h1gfYS7PprlUCIKHV3zTI4B4C6rxBjD889s8f/QUnJRK0S8/JkQMz82V13/EU4cfZ2B/k4am+Y7E1wRy/W2OBVHTpwFoL6umvB5P8FaP9KMC5Gc4DKMdTVVKKU4efoiJS6Fbdu4XC6HoxO5wvT2QnU1lhSqFCKjXGtWAeDr6aGktgaUZEQUBE9g6c7g1AxZ+k2I1AWzi1avew9lZZX0dJ51OiRRYI6dPE9tTSWlJfKjSIhMcbksamsqOXlGClaK6Ywx0NeH1dTodChCFDzX/Pmommroza9ZXPKrehaTE5cyIoQQ6eH1enl6xwZcrlIuu+oD9PW2Ytu+aY+xbRsTtgyR1I8Qs9Haxmf7OHn2Io31NeiQlV6CmRBCiOSFf44a6qo5fa4N25bPlrjE19YOkx7/0oJCiIxSSlG6Zg2mz98RYefJCo/SETGLyclRQOEuq3A6FCEKSnAVmiuv/RDa9tHf2+5wRKJQDA6PMjnppbG+2ulQhCh4DXVVTHq8DI2MOh2KyCETh48AoCQjQoisKFm7GoZHMJOTTocSN+mIiCKYOu6ZGMNdVoHKk7k2QuQTYwyLll5GaWk5PV3nnA5HFIi+fn+xpob6GocjEaLwBT9n/QP5VSRNZEYwc3Hi8BEoKUEF6kPYWktGoxAZVLrGXxTW9PU7HEn85Nd1FFpr9uzYwOTkKGVlVU6HI0ReCl2uM9r9z+7ZTGPLIgb62hkdHZIlPEVKtLbpHxiiob6GMrcr5pKdMlVDiNRVlLupramib2DE6VBEDpk4chSaGlFSFViIrChZuQKU8heJzRPSERGDUhaTE2O4y6U+hBDpFsw6spRFY8titLY5duhVp8MSBaBvYJjVyxc5HYYQRUEpxcplC+gflIyIYhNt0MAeHcVz9hyqsSGuxwshUqfKyqCuDt3Th9YxRmFyiHRExKC1jdczLvUhhEiCnqVQjjGGvU9vxhhDdU0T7rJKDu5/Ycbj5MJFxCP4Ppmc9DI2PsmKpQucDkmIghWeTbRq2SJGRscZHBqR9loweew4GAONUh9CiGxSTY3Q34/Jk2xP6YiIwTM5DsiKGUJkSnA5XKUUzXOWcOrYm4yNDjkclchn/YP+9PBVkhEhRNasXL4QgFNnZRlPAeOHjwJg6i9lRASzIGNN1xRCJCf4+aKxAWwbBvPjWlo6ImKYnPBXgC6TjgghMq55zhK0tjl84GWnQxF5JrSuSN/gMEopli6eF/M5/oydLAUoRAEKzYpYvmQ+ACdOX+qIkGy24uLxeBgfH8e2bcaPHIGaGigtmbpfG0P31gelLo8QGaC1pvP+B6GhHgDTf6lgZS63xdIREYNn0t8RIRkRQmReVXUDTS0Lefednzsdishj/QOj1NVU4g65ABZCZFZ5mb9g5alzbU6HIhxmjGHi6LGIy3a6LPnZIUSmuCwLKivB7Ya+/rzIQpIWIQZ/RoSSGhFCpCi0XoSOsoSXUoorr/kQZ07uZ2gwesXfXO7ZFc6ybZvBoVHq66oDX75ORyREYQtdGamhrpoz59py+qJXZEbo97KvvQM9OITV1Ig9S60oIUR6KaWgsQHT3482hrZ7N+V0FpJ0RMQwOTmGu6wCpeQ0CZENV1x7C8aYiEUrhZjN+dYubK2pr63K+VEAIQpNQ101I6PjdHb3OR2KcNDEUX99CCWFKoVwhGpogOFhjNeb81lIuR2dgzweD5MTIzItQ4gssbWmvmE+c+cv58BbM6dnSCaEmM3xU+cBqKut5JFtz0pHhBBZEMxyq6+rBuDU2VaHIxJOmjhyDFVejq6pcToUIYpTYNlc3dePHSULOVdIR0QMkxNj0hEhRJZdee2tnD9ziIG+TqdDEXnm5OmLuN0lVJS7sSzldDhCFJXa6kpKS0s4dUY6IorZ5NFjlK1Z7U8RF0Jk3NSKGQQGX4IFK/tyPztNOiKisH1evJ5x6YgQIs2miudgIt5+xdW3APDuO79wIDqRr4wxnDhzkfraKrkAFsIBlmWxbNE8Tp65KFOjipBt23jHxpg8dZrStaun6kPk+oisEPnM1hqf7V8xI9jmKrcbqqvQff2zPNt50hERxeBgDyBLdwqRbsYYnn9mC6GVBIPLwD23+z7qGuayaOk63n37F4BMyRDxGRwaobO7j7raKqdDEaJoLV+6gDPn29i4dRter9fpcESWeU+dBtumbO0ap0MRoqiE14JQDQ3o3r6c7xCWjogIjDH09bYDsnSnEJlgRSmeowK3X33dh2lvPcnY6GA2wxJ57OSZiwDUS0eEEI4wxrB8yXwmPV5GxyecDkc4YPLYcQDcayJ3RFxaTjCbUQlRhBobYGICxsedjiQm6YiIQGvNr154ApCOCCGyLXR6RnfnOYejEbkqPFPm5NlWlILamorAkoIOBidEETJGc+TEKQD6+genPqOS0VY8PMeOUzJvLq7AHPVw2hi6tz6Y86O0QuQ7U18PgK+nN6fbYOmIiMIzOQYo3GUVTociRNGprW9myfIr6O4673QoIk+cPH2R2upKSlwup0MRomjVVFVQWVHGwOCo06EIB3iOHads7dqYj8n15QSFKAi1tWBZ6BwvWCmtQRSTk2O4yypQSk6REE648ppbGB0ZoLtTOiPEdOGjrFprTp1rnVo+MFhzRAiRXUopVixdQP/QiGRDFIHQ19jX04Pd00vpmtWB6RfSBgvhGJcL6uowvdIRkZc8k6MyLUMIBwWnZxzc/2LIvFJJ5xQzXWzrYmLCQ0Od1IcQwmnLly5gaHiMSY9X2u0iYYxh4sgxANxrV0+rAzFjaUEhRFaohnpMfz8mhzuEpSMiTLB3d3JiTFbMEMJBtfXN1Na1cPCdF9Bas/PJn6EDy4DJKJsIdalQZbXDkQhRnGzbRgdGwFcsXYgxhnMX2nnwiaclO6lAhdYA8Xq99D/+FJSW4lq6hI7N9091QGljpi0tKIRIn+AyuRE1NoJt471wMWevnaUjIgKfz4vXMy4ZEUI4rKllMV0dZ+nuPI9SSkbXREQnz7ZSWVFOVWWZ06EIUfRWLlsAwJnz7VFXSBIFqL+f0hXLUKWlM+pASF0IIbJPNTQA4Dl+wuFIopOWIYKhgW4A3OXSESGEE4I9t81zlgD+6RlaG/bsuBev15uTvbrCOafOtLJi6XyUUk6HIkTRa6yvpcxdyulzbWht4/F4pM0ucMbn83dErPZPy9BaBgyEcFx1FZSWTnVE5GJWhHRERNDf1wEgUzOEcFhZWSWLl13Oof0vAmBJ8VgRxuPxcr61g+VLFzgdihAioL6uirPnO5wOQ2SJ58xZ0JrSNaudDkUIEaCUQjU2SEZEvggW1Al2RMjUDCGcd8XVt9DZfoax0aGoj5FilsXJGMOpsxexbc2KpQudDkcIEVBfW0VHdx9erw+QNrrQTR71F6qUjgghcotqbMB77jx6YsLpUCKSjogQwYJ4/X2dgMJdVuF0SEIUPB2r0A5w2VU3A9DbHX0ZT/9n9y4pilZktNZsfXQPAMsWzZ0qlieEcIbW/tTf4FK6g0Ojgds1Wx7eJW10gZo8ehzKy7Gam5wORQgRQjU0gNZMnjgpUzPygWVZDPR14i6rQEkauBBZFz5yVlffwpLlV8TsiACkKFqRGhgaoa62mob6GqdDEUIE1Nf6l9IdCHREgLTRhWzy2DFobJA6PULkmGDByskTpxyOJDL5Vghh2zZGGwb6O6dNy5htxFYIkT5er5c92+/1L9UZWK7z8qs+yNjoYMzpGaI4hPfo9w+OsGLpArkAFsJBwc9lcOaFu7SElqb6aR0RojDZg0P42tpRjY1OhyKECGFrja+0FKuxgYkcrRMhHRERDPR3UlZe5XQYQhSdYDYElpp229or3g/4p2fIPGMB/vfF8MgoI6PjLF8yT94TQuSY5UvmMzAoHRGFbvLYcf8/Ghvk+1mIHFS6cgWekyedDiMi6YgIo7XN8GAvbrfUhxAi24wxPP/MFgi5kNFa86uXt1Nd20xP1wWe3rFB5hkLtNbcs+UpAC60tst7Qogcs2zxPCYmPQwMjjgdisiAYBbM5NFjYFmYujq6739A2mIhcoAdks1fsnIF3outTAwMSI2IXOeZHMcYLStmCOGQSPOILWXR1LKI8bFBJibkolb4BQvhNQQK4wkhcseyxfMAOHH6Aj6fz+FoRDqF1nKaPHGC0iWLoaQES6nADx3JihAiFxhjcC1fBsbgPX3G6XBmkI6IMMEfOTI1Qwjn6EBtiFD1jQsA6O+5CMysFSCKT9/gMJUVZbjdpU6HIoQICP5AXbJwDkrBjmdfYutjuyVlv4BorWndsAnbtvEcP0lZYNlOr23TsWWrvNZC5AhtDINvvwPkZsFK6YgIMzHhH2GTjAghcou7rJKqmkb6e1udDkXkiIHBEeprqy7VFhFCZF34SkdBZWVuqqsqGBoekxUzCpDLsrA7u9DDw7hXr5p2uxAid7gqKrCam/Cdko6InBUcXR0fG0EpS2pECJEDgqtm+FeuMdQ3LmB8bIi+nraZj7VnZlGIwjU0PMr4hIfamkq01jy6/TlkEE6I7DPG8PjOn091RNi2jQ7MTa6rrWRgaFRGyGehlHIppd5WSu0I/N2olHpWKXUi8P8Gp2MMZ4xh8ri/UGXpqpXIdAwhcpMxhpIVy/GeOu10KDM41hGRq43u5OQoNXVNKOnRFSLnBKdnHDn4K4cjKRy52hbP5tRZf2ZMfa0/e01GXIVwjmVFXj63vqYKr9dmbHwyyxHlnf8MHAn5+4+BvcaY1cDewN85RRvD4LadUFJC1wsvSmeTEDkmWLBSG8PE0DB2ewd6NLdWMnLyyi0nG93JiVHq6uc4sWshRMBUqm/YCEtZeRUVVXUclY6IdMrJtng2wY6I2hqZRidErgifJlVX66+3JStnRKeUWgR8Grg75OY7gE2Bf28CPp/lsOLTP0DJsqW4XCVORyKEiMFq8I8pjR07js/ny5mOQ0c6InK50Z2cGKW+QToihHCSMYbn9txHpFz7hsYFXDh3mKHBXilYmaJcbotjsW2bU2dbqamqwOVyAf7iabJsnBDOMsbw2I7np5rumuoKLEsxMCQdETH8GPhDILQBm2uMaQcI/D/ihalS6odKqX1KqX3d3d0ZDzSUMQYGBvBEqA8ihHCGrTVaR/g81tcB0PvgI1y8e0POXC85lRHxY5JsdDPJ5/PimRynpq4l27sWQoSJlmpf3+SfnnHowEvZDKdQ/ZgcbIujCY62aq05fa5tarRVCJE7LEtNfVYtS1FbXSkZEVEopT4DdBlj3kzm+caYu4wx640x61tasnztOjQMtj010iqEyF3G7Ua1NKMGBqaW2c2FDsSsd0Sk2uhmsvd3aLAHMLReOJkTL44QxSxYoDJceUUNjc0LOPjOiw5EVThyuS2ORmvN5oe209HVy9DwKPXSESFETgpmRti2pramQgpWRncz8Dml1FngQeAjSqktQKdSaj5A4P9dzoUYmenv9/+jod7ROIQQs9PG4HO50P392Nqm7d5NOZEV4URGREqNbiZ7fwf6OgD/PHQhRG5SSrHuips4feIdxkaHnA4nn+VsWxyLUopTZy4ClwpVCiFyT7CAZW1NJbatGR4Zczii3GOM+RNjzCJjzDLg68DzxphvA9uAOwMPuxN4yqEQozJ9/VBSAtXVTocihIhHfT2MjmE8npxZZjfrUeRyo9vf1wlIR4QQuW7dlTehtc3RQ686HUreyuW2OBr/tAyb3c+/gstlUSOFKoXIeXU1/muq/sFhhyPJKz8CblNKnQBuC/ydM2zbRvf1++edq8grpgghckygToQOZjOFcKrmWm50h/g52ugaY+jrbQeg1F2RzV0LIRK0YOFq6upbpE5EZuT0BTDA0PAYSxbOzZkefSFEdFWVZZS4XPQNDOfMvORcZIz5hTHmM4F/9xpjPmqMWR34f5/T8YUyXi8MDvpHWIUQecHU+TsiTN+As4GEcPQqLpcaXa01h/a/jLusUtajFyLLdGCt43gpy2LdlTdx4sgbeCbH/Re3IVWCZTWNxORSWxxN8DU1xjA4NMqyJfOdDkkIEUH4CjbGGGprK+kfHGbro3tyYl6ySM3kmbOgNUihSiHyh7sUqiojZkQ4RX5xh/BMjuEuk1RfIXKZMQbf/9/enQdHetd3Hn9/u1ut0ehqtTSaw57xnD7GFzbG2GCSAAkBkgrJbpHKFglUJbvZnAvZZDdkXZVsKtmtHLvJVnYpNgRMjO2EBQzBxgc2NsZg8Bhje+5DGs2tuXTf6u7n+e0f3Rr3jCVZM+p+nqf7+byqVO5L/Xw8/fRXT3/79/x+hQLXbb+bQiHHwX0vhR1JAjQ5NUPB89m0fk3YUURkiTJtzYyNTYYdQ5ZpriE8e7CneENpRMSCSwaKSLRkMq9PNBsBakSUmZ2dolGNCJFIuXQor3OOpx7/R/bte4mmlW3sevW54sGR72sURAyMlD7MbCobEXHpN7AiEi2ZthZ85xgeHVOdrmFzy7LOHDoE6TSs1KnMIrXEMhnc5BRudjbsKIAaERcUCnlys9OkNVGlSOQlEgmSiRTXbX87B/e9SKGQDzuSBGRkbJJkMsHa1Z1hRxGRJWovLbU7MjoRchJZDt/36b/v/uKIiI4OTVQpUmtKy+16Q0OROI1ZjYiSsZHzgNOICJEImfv2xTH/kM/rtt/N7MwUfT2vBpxMgnRhP3COkbFJ2lo1l49ILWlakSbdkGJYjYial/B98idOYFnNDyFSc+ZWzhiKxukZOpIrGR46A6A5IkQixDnHs089CAvMsn7N5ltIJFPs2fl8wMkkSL7v89CXHyeXzzM2PkWmtfmi+3Rahki0mRkd7a0aEVHD5r499YeGwfexjgzeZU40LSLhsoYGrKUFbygS85CrETFneOgsAI06NUMkUhb75jvVkCaTXcuhfTt0MFTnEokEJ/vP4fuOttYmLQMoUmMy7c2MTUwxPTOr928NKR+RBrz+AUYrZojUJMt2aERE1BRHRBipVCOeV9CHGpEImW95T780OWW28yomJ0YYHx0IKZ0Epe9YPwBtrSv5yqPPLHjKjohET3tpJFNv3wke/NLjGslUI3zf59TnPn/h9fIGB0l2dWErVoScTESuRKIjg5uaohCB1TPUiCgZGTpDurEJ03nHIjUlk11LMpliaODUG765kfpy+Gg/DQ0pmlakSSQ0SZpILcm0FxsRfcf6NcdLjUmWvV7+0BDpbVtDTCMiy5Eoze8y29MbchI1Ii4YHjpDY6NOyxCpNclUA5u33cbQ4Ek8z+Oxf/mMvmmrU0eO9ZNpW4mZlUbJhJ1IRJZqRWOaFY1pDh99vWkc9oztcnm88XHcxKQaESI1zDIZAGYPqRERGcODZ0mv0ESVIrXGOce2G97O7MwkZ/oP65u2OlXwPE6ePkemrSXsKCJyhTLtzRw53h92DLlCudI3qKktm0NOIiJXyhoasLZWZnt6LtwWVmM49kfsnucxOzvD2OiARkSI1Ijit+HFb9R836f/1FHA2LfrezhfX5PXG8/zGBmdwPcdmbZindZqGSK1w/c9fOeTaWvm7PlhZnK5sCPJZXLOMXPgEAANakSI1LRkNqsREVExOnIe53waNSJCpCalG5tobe/iwN4fhB1FqmS4tOxfe5saxiK1au79OzI6HnISuRye75PP5xl95lloacY1rbjoPk3wLlIbPN/H9x2JbBZvaIjZc+dCPU1OjQiKE1UCpBvViBCpVZnsOs6fPcbU1Ngb7tO5yLVr7rUbGR0nm2ljRWND2JFE5ArNjWgaHlEjopbMjUBkeARK55eLSO1KdmYBmD3Y8yaPrC41IoChwVIjQiMiRGpWR+c6AAbOnQg5iVTD8OgEm69ZF3YMEVmGhoYU3V0dF0Y4SfR5nsdsvkD/p/8BZmZwmfbS6lQaBSFSqxKZDCQSF80TEUqOULceEcNDZzBLkE6rESFSqxpXNLNm3RYGzqsRUW8mp6aZnJpRI0KkDmxcv4aRUiNCSy7XjsToaPFCRybUHCJSAckkDRvWM6MREeEbHjxNW3unZtsXqXHbbng746MDjI0OADolo170HSvOsr95oxoRIrVu04Y1zMzmGBgawfd9vvDFR8nn82HHkjfhhodxZtDWHnYUEVmGXKFAvlCgAMz29ITaCNYnb2Bo4DTZTh3gitSSC9+k8XoBvfaGuwDYt+uFsGJJhZR/U3r4yCkANm1QnRapdRvXrwHg8NHi+1pfAtUGNzwCra2QSoYdRUQqIJHN4o+NUzh7LrwMoW05QgYHTpHJrtbQQJEa4pzj2acehLL3beeqq2la2cq+Xd/TaIga5/s+D37pcXzfp/fISVqaV7CisQFf5yWL1LT1V63GDHqPnFSNrhHOORgZho5MWZM47FQishzW0QHAzMFDoWWIfSMil5thfGyIjs61YUcRkctU/k2acw7f9+lctZ6+3teYnhrX+cc1LpFI4Jyj9+gpMu0tYccRkQpoTDfQ2rySvqP9akTUislJyOWhI4PvHOf/6Yv6uypSo+aW3LX2NkilmDmkRkRohgZPA6gRIVLDfN/H932e+eYDdHZdje97HNj7A3zf54mvfxbf17fotWpoeIzRsQnaW5v1oUWkRvm+f9EH10x7M33H+vnnrz6pD7Q1wA2PFC+Ulu5M6nQakZpnySTpTRtDnbAy9pVk6HxxErSOrBoRIrUukUjQ0pqlrb2LvTu/e+E2qV09R4qroGTaVqoRIVLj5kaptbc1Mzk1zcysJqmsCcPDkEhAW+uFm+a+VRWR2pMrFPA8j8ZrtzF7qAcX0hd2sT9CHxwsNSI614ScRESWy/d9HI7tt7yTngMvk8vNhB1Jlqm37yRmRnPzCr7y6Ld0XrJIDXPO5+FvPEN7azMAI2MTISeSxVw4vXF4GDLtxWaEiNQF5xypLZvxp6Yo9J8OJUPsK8rQQD+NK1aycmVb2FFEpEJuvOVd5POz9B54WfNE1Ljeo6doa11JMpHQ6BaROpBIJGhtaaIhlWRkVI2IKPN9n5P3/SMMj1yY2E5E6oPvHOP7DgDFZTzDEPujuqGBfjq71mFmYUcRkQrZuOVWmla2sW/PC/i+44lHPqd5ImqQc46+Y6fItK0EXp8LRERqi+/7FAqFshFNjqvXdTMyOhlmLFmCxPgEeB50ZMKOIiIVlsq0Y42N5Hp6Q9l+7BsRgwP9ZDu1Nr1IPUkmk9xw090c3Psivu+TsNiXupo0PjHFzEyO9rbmsKOISIVt2rCWkbEJjVaLOH9oGEAjIkTqkCUSNGzeeGEJT8/zAp2PK9ZH577vMzx4hmyXGhEi9Wb7LfcwMz3B6MjZsKPIFRoaGQcgo0aESN3ZtGEtnuczPjkddhRZhBsaglQKWrSEskg9Sm/dSr7vKC6ECcFj3YgYHxukUMjR3tFNLpcLO46IVNDmrbfR0NDI4PmTQPBdXlm+4ZFxVjY10ryyMewoIlJhGzcUVysbGhlTfY6gufmV/KFh6MjoFGaROpXethU3O0vuxInAtx3rRsTA+VMAZDu1dKdIvZg7eEo1pNl6/dsYHDihJcZq1NDIGJuv0Rw+IvVobXeWZDKhCSsjyvd9Tv7D53AjI5ofQqRGXM6yunOPTW/dAsDsweAnrIx1I2JooLh0Z1tmtTrxInWi4Hk89vV/wPd9tt9yD/ncDCMj5y7cr2/eom3u9ZmenmF0fJJNG9QoFqkX5RPOJhIJ2tuaGRnThJVRZWPj4JzmhxCpY6mr1mFNTcyGMGFlrBsRgwP9mCXIdHSHHUVEKmhucsprb3g7lkgyeD744WayPEdPnMY5x+ZrNIePSL3KtDUzNjZJoVAIO4rMozAwWLzQkcHzfXxfE4uK1IO50RCe7+M7R2rzpgsTVgYp3o2I86fIZLtJJlNhRxGRCvF9n0LpW/VUKk2mYw2D509ctOyjRkVEX++R4tweakSI1K9MWzO+cxw/de7NHyyBc0ND0JiGpqawo4hIFTVs2Uyu7wh+LofneYGtZhTrRsSQlu4UqXvZVevJ52Y4fnRv2FHkMvQeOUnTijSZ9tawo4hIlWTaiysxHD56KuQkMh9/aBgyHWiFVZH61rB1CxQKzPQdof+++y/68q6aYt2IGBzop1NLd4rUHd/3yZW6uh3ZtZgl2P3qc2HHkjdRPlKl98gpMm0tF66Xn1suIvWhaUWadEOKvmNqRESNPzWFGxvDspmwo4hIlTjnKBQK2MZrAJg51EMyEVx7ILaNiJmZKSbGh8l2rbswy75DLV+RepNMNZDJrmX/7hfI5/OBDTeTKzc+McWZc4Nk2pp1Co1IHTMzMu0tHD7aH3YUKeN5HuN79xWvaKJKkbrlO0f/Fx5k4KmnSbS2MHPwUKArzcW2ETG3Yka2ay2+7/PMkw+gsWci9WXuPLfsqvWMjw3ypQf+Qt+q14C5+SFaWhr50tefVmkWqWOZtmZO9p9jZjYXdhQpkztUWsovq0aESD1LJhIkk0nSW7cGvnJG4I0IM1tvZt82s/1mttfMPl66PWtmT5tZT+m/Va18gwPFYYCdpTkiLMBhKCISrI7sWpKpBq2eUSYqtXg+PYePY2a0t64kkbCgNy8iAcq0t+Cc4+jx+I2KiFodvjBC2DlmDx6ClmYsnQ5i0yISsvS2reSPHsMFuIpRGJ++C8DvO+duAO4CftvMtgOfBJ5xzm0Dnildr5rzZ48DkOlcS6FQ0GkZInUsmWpg67V3cP7ccY2IeF0kanG5uYPg/T3HWH9VN6lUMqhNi0iA5t7r8PqElT19J8OMFJZI1WHf9zn1uc/j+z6zBw9hHVkt2SkSE+nrrwXfL05SG5DAGxHOudPOuVdKl8eB/cBVwIeA+0sPux/4+WrmOHf2BK1tnTz52AM8+eh9Oi1DpE75vo9zjutvege52Wn6enYCr0+MGNelPKNSi8v5vs8/feUJevpOgO/hef6F29VAEqkfzjm+9PWn8DyPFY1pVnVmOHj4eNixAhfFOpxMJCicH8AbHNJpGSIx4ZwjtXUrAN7AQGDbDfV8BDPbCNwG7ABWO+dOQ7EwA93V3Pb5s8dZtXo9CUvotAyROnTpJLRbr38bZgn27no+5GTRE2YtvtT4xDTTM7N0ZFqC3KyIBCxROvZyzrFt89Uc7DkW68mEr6QOm9mvm9nLZvby+fPnl53B8zx83zFz8FDx+dWIEIkF3zkGv/4IqavW4Q8MBrbd0D6Bm1kL8DDwCefc2GX8XkWK7vkzx+lcdfUV/76IRENxxMMbvy2/dBLaxsaVZLJr2Lfre+Tz+ViOgphP2LX4UoMjowB0tKsRIRIH+fwsI6NjDI2McebcYCxr85XWYefcZ5xzdzjn7li1alVFsjjnmN5/AFIpaG+vyHOKSPQlzGi4dhve4GBgTeFQGhFm1kCx4D7knPtq6eazZra2dP9a4Nx8v1uJojs5McrU1Birutdf0e+LSG24dLRTtqu4esaJY/tCShQtYdfiS54Pz/MYGhmnMd1A0wpNkCYSF9lMKwAHe4+FnCR4y6nD1eA7x9hzz9Ow6RosqXl6ROLCd47JoSGYzTF7Ipg5e8JYNcOAzwH7nXN/U3bXI8DHSpc/Bny9WhnmJqrMdl0V62GAInHh+z6e55HpXEcy1cDe13R6RhRqcbl8Ps9DX36M4ZEJsplWivFEpJ4VR7RBa8tKVjSmOdBzLFYjIqJWhwGc72B4mPS2bUFtUkQiItHZBcDM/gPBbC+QrVzsncCvAO8xs9dKPx8E/gL4KTPrAX6qdL0qzpUaEV06NUMkVlKpBrZe+1b27vquJj+MQC2+VC5fYGp6lmxHa1CbFJEISCSsOE9Eb+wmrIxcHXZjY+B5JLduoeAVcM7HW+AUSBGpM22tkEoxvTeYkcOpQLZSxjn3PWChr7reG0SG82ePk0ymyGTXBLE5EYmQ7be8i4P7XuRY3x62XncbyZgOPY1CLb7U0MgEAB0ZNSJE4qC8IXztlg187fHnmZmZJZ2Ox6lZUazD/mBxorqGbVvgeOwaQyLxZgYdGWYOHAxkc7FcLuLc2eN0rroqth9AROrdpStmlLvuxrtIpdLs2fmdEJLJYoZGxkkkjPa25rCjiEjArtu6Ad/36T0SzLnJMj9/cAgaGqC7Wyvbi8RRNkv+6DG8qamqbyqWjYgz/X2sXrsp7BgiUiXOOZ596kEuPYryfZ+GhhVsu+FO9u58Hs/zyOVy5HK5kJIKFJeM8zyP4ZFx2tuaMRy+hgGLxMrma9ZhZhw8rG/hw+QNnIfOLOce+mKxqa/TMkRiYe69btkO8P1ARkXErhGRy80wNNCvRoRInUskFi5vN7/lJ5icGKGv59UAE8licvk8I2OTF2bPF5F4aV7ZxNVrV3Go90TYUWLLGxmF8Qmss5PkIn9DRaSOZTsAmN63v+qbil2VOXf6KM45Vq/duODQbRGpT3OnbGy9/g7SjU3seuXZsCNJSW/fSZxzZDMtYUcRkZBcu2U9h/qOk8/ntapZCCZ37wbAz3ZoFIRIzHi+j+87LJ2mYcN6pnbtqfo2Y9eION1/BIDu1dfwxKP34Xueiq1ITDjnePqJ+0kmG7j+xnewd9d3KRR0WkYU7D1YrM2Z9mZ9ABGJqS2brmZyaoZPf/5hrWwUgtk9+yCRgEx72FFEJCTOORpvupGp3XtwhUJVtxW7RsTZ00dIphpo71ijdepFYiiRSOCc44ab72FmepJD+38YdiQB9h44QqatmYaUJhEWiSPnHNdtWQ/A4NBoyGniaWbf/uL54ZrMXSQW5kZBlPOdY2ZoCDczw/TBQ1XdfuwaEWf6++hefQ1PfuPz+tZNJKZ836f30C5WNrez+9Vvhx0n9mZmc/QeOUlnR6tmaReJqXw+z9PPfZ/urg7ODY6EHSd2/Olpcr2Hsa6usKOISMiS3d0ATLzyalU/L8eyEbFm3SYSFrv/dRHh9XkiLJlg+y3v4uDeF5mamlBjMkT7Dx3F8306s21hRxGREJnB9ds2MDA4gqdTMwI1vW8/+D4u2/GGb0hFJF5cOo21tTH82JNVPU0uVp/GZ2enmZwYZfWajWFHEZGQOOd46on7cb7P5OQE+fwsX3nwL3Q+coj2HOgjmUhcmKjS932NjBCJEd8vLqXs+47RsXHyBY/DR06GHStWpnbvKc4P0ZkNO4qIREBidTf+wAAun6/eNqr2zBHU2NjEf/tfT3HPuz8cdhQRCdDcKIg5cyOi2tpX0drWycB5LRcXpj37D7N189WkdF6ySOytyhYnStyzvy/kJPEytWsPDRuvgVRD2FFEJAKS3d3gecxUcZ6IWDUiABKJJA3pRjzf11BskZiYWy3D972LbweaWjoYGTrN+NgQuVzuooaFVN/k1DR9R09x43Wbwo4iIhGQTEJLcxO79/eGHSU2XKHA9P795M10bCwi5AoFXGl01NRru6q2ndg1IkQknhKJ+ctdZ9cGnHPsevW5YAMJAHsP9OE7x/ZrN4YdRURCMjdqbe5DcFe2lQM9x5iZndUH4wDM9PTiZmZJrtJElSJSZOk0iUyGqZ07q7YNNSJEJJaK8xD4NDW3s7K5nVdfeirsSLG0a18viYRxzfo1+L6vuTpEYsg5x8PfeOZC06Gzo41cvsCnPvtl1YQATL7yKgCmRoSIlEmu7mZm7378XK4qz69GhIjEmpnRvWYTJ47t59yZY2HHiZ1d+w6TzbSSbkiFHUVEQlQ+aq2zoxUzGBgaDTFRfEz+6BXSmzdhK1aEHUVEIiTZ3Y3L5Zjed6Aqz69GhIjEXtfqa0gkErzy0jfDjhIr5wdHOH7yDN1dmbCjiEiENDSk2Lh+LecHR8KOUvf8mRmm9+yj+a234fk+Ba+AcxqFIhJ3nu+TWNUFySSTL/+oKtuIdSPC14SVIrE2VwOSqTTbrr+T115++g0TWkr1vLKz2GFf3ZUpThRaOjVDQ7FF5KYbNjM4PMbk1HTYUera1K7duHyelbffHnYUEYkYSzfQdON2Jl7cUZXnj3UjQkRkzm1vex9jo4P0HHg57Cix8aOdB1jVlaGluSnsKCISMbfddC3OOV7b0xN2lLo2+fIrWEMDTTffGHYUEYmA8pFR07kc6bfexuzhPvLnByq+LTUiRCT2CoUCGzbfStPKVn6048mw48RCLpdn594e3nLjNsws7DgiEjGbNqwh3ZDiRzurc26yFE3seImVt95MQvNDiMg8mt5aHC01seOlij+3GhEiEnvOOcwS3Hzbu9m787tMjI+EHanu7drXy2wuz+23XBd2FBGJoEQiwepVWV7ZdZCCp1PmqmH2xElyx0/QcvddYUcRkYhKbVhPanU3Ez+o/OkZsW1EzC3dJyLxMt/cMM45nnr8H7npLe+hUMjzwne+hqcD36r6/g93s7JpBTddvynsKCISQZ7n0b2qnfGJKfYfOhJ2nLo08YMXAWh5x114nofva940ESkqztvl8H2flnfczeQPX8abmqroNmLbiBARKWdmZLuupi3TzUvff1STVlZRvlBgx4/2cudtN5BKadlOEZnf6q4OEokE339pd9hR6tLE91+kcfMm0mvWhB1FRCKs5cfuweXzTL5Y2dMzYtmI8DxPq2WIyEWcczzzzQdYs24bo8Pn2L/7+2FHqlt79h1mcmqaO2+/kVwuh6/RaSJSxvd9PM8jlUqypjvLD17eg6fVdCrKGxtjaveeC6MhcrmcRgqLyBt4nkdy6xaS2Q7Gnv9uRZ87lo0IEZH5JBIJsl3raM+s4oXvfDXsOHVr1/7DNK1o5Obtmy80htUgFpH5XL12FSOj4zo9o8ISra1s+vtPkfmZD1IoFCgUCqgEi0i5ueMzEgla7nknEztewp+u3JLKsRwTWzzgVddXRN7Id3DH3T/LM098njP9faxZtznsSHXno7/4AT743rtJJZM88LUnMTMe/sYzYccSkQhasypLOt3ACzt2cdP1W8KOUzfMjBVbt+B5Hr2f/nvy+ULYkUQkYnznOP/QP9P0b3+Vtvf9JA2dWVwF51DTiAgRkUvc/vb3k0ql+d5zD4cdpS6ZGau6OgBIJKz0X/05EpE3SqWS/Kff/ggf/tB7w45St5KJBEnVYBGZR8IMz/NYcd21rProL5Nsaancc1fsmURE6kRzczu33/k+fviDxxkdOR92HBGRWLv9luvIZtrCjlG3PK0kJyIL8J3j7Bcewq/CPD1qRIiIlJmbJO3d7/tlnO/z7DcfCjtSXXp9crSwk4iIiIjIQqo1YkqNCBGReWS71nL7ne9jxwuPMDY6GHacuqLJKUVkMRcmSBMRkboVy0aEDoBFZCne89O/ws/8/G/RtLJy58NJcdTJQ19+vCrD/ESk9jnnePgbz+pYTUQkZJ7vU/AKVWkOx27VjAvfxOEwLOw4IhJhnauu4h0//gskk8mwo9QdTU4pIouZm8hWRETqU+yOBH3f5/FH70MnJovIQnK5HBMTE+RyubCjiIiIVE0ul9NpMCKyKK80f1qlxa4RAZCwWP5vi8gSzI2ampu0UkODRUREREQqK3afyPXBQkQW45zjmW8+QKFQ4Mlv3Kd5DKrE9z19Cycii8rlZpnNzahWiIjUodg1IkRE3szc/AUaPVU9WjlDRCRcr9fhsJOISJRV65hNR9kiIguo1jlxAp6X58uPfEuNCBGZl+/7GpFWZfl8nqOf/Ty+r79zIrIw3znO3P8A+Xy+os+rRoSIiIRCs+KLiIQrqRWMRGQJqlErIld9zOz9ZnbQzHrN7JNh5xGR+JkbghZXqsMiIuFTLRaRehapRoSZJYFPAR8AtgP/xsy2V3IbxfNbNNRPRBY2N2Gl58VvQsUg6rCIyFL5vhfLJSZ1TCwi9S4VdoBL3An0Ouf6AMzsi8CHgH2V3Ijvys47dMXrFyx2/Urvq9Zjo/Y8yh79bdZy9oC3mUgkcPE8PzmYOuw7fH9ufggHLHT9Su8L43nisk1lj882w8/u+7EdoRZILfZ8H6/0t853XNSYWOx6pR5by9us5ez694pP9kpt06vCMXHUGhFXASfKrp8E3l7+ADP7deDXS1cnzOxg2d1dwEBVEy5dVLJEJQcoy0KikiUqOSBKWT72B1ea5ZpKRwnIm9ZheNNaHJbo7DcXi2KuKGYC5bpcscj1W792xb9aq3UYln9MHKYo7pdRzATKdbmUa+kqn+njv3ulvzlvLY5aI2K+mcvcRVec+wzwmXl/2exl59wd1Qh2uaKSJSo5QFkWEpUsUckByhKyN63DsHgtDktUX6so5opiJlCuy6VcdW1Zx8RhiuLrH8VMoFyXS7mWLoqZLhWpOSIodnvXl12/GugPKYuISBypDouIhE+1WETqWtQaET8EtpnZJjNLA78EPBJyJhGROFEdFhEJn2qxiNS1SJ2a4ZwrmNnvAN8EksB9zrm9l/EUURqeFpUsUckByrKQqGSJSg5QltBUoA6HKaqvVRRzRTETKNflUq46pVpccVHMBMp1uZRr6aKY6SLm3BtO/RURERERERERqYqonZohIiIiIiIiInVMjQgRERERERERCUzNNiLM7D4zO2dmey65/XfN7KCZ7TWzvwojh5m9xcxeNLPXzOxlM7uz2jlK211vZt82s/2l//+Pl27PmtnTZtZT+m9HSDn+2swOmNkuM/uamWWqmWOxLGX3/4GZOTPrCjNLCPvtQq9RoPuuma0ws5fMbGcpx5+Wbg90n32TLIHvtzK/pe4XZvb+0vup18w+WXb7n5Vex9fM7CkzWxeRXFXZxyqQ68Ol94JvZsteAmyh7ZTdb2b2d6X7d5nZ7Uv93RBzzXssEmauxf7WhJhp3voqtUm1OPBcFavFqsPB5KpmHV5mrmjVYudcTf4APwbcDuwpu+3dwLeAxtL17pByPAV8oHT5g8BzAf2brAVuL11uBQ4B24G/Aj5Zuv2TwF+GlON9QKp0+19WO8diWUrX11OcBOoY0BXi6xPGfrtQlkD3XYrrpLeULjcAO4C7gt5n3yRL4PutfhZ8jd50v6A4qdthYDOQBnaWvefbyh73H4D/G5FcVdnHKpDrBuA64DngjmVmWXA7ZY/5IPBE6b14F7Bjqb8bRq7SfW84Bgg7F4v83Qsx07z1tZL/ZvoJ7qcCtUW1+PJyVaQWL/M9rDocgTpcgVyRqsU1OyLCOfc8MHTJzb8J/IVzbrb0mHMh5XBAW+lyOwGt++ycO+2ce6V0eRzYD1wFfAi4v/Sw+4GfDyOHc+4p51yh9LAXKa6JXVWL/JsA/C3wnym+XlW3SJYw9tuFsgS677qiidLVhtKPI+B9drEsYey3sqCl7Bd3Ar3OuT7nXA74Yun3cM6NlT2umcq995ebq1r72HJz7XfOHaxQlgW3c0neL5Teiy8CGTNbu8TfDSPXQscAoeZ6k797YWVaqNZLbVItDjZXpWqx6nBAuapYh5ebK1K1uGYbEQu4FniXme0ws++Y2dtCyvEJ4K/N7ATwP4A/CjqAmW0EbqPY6VrtnDsNxQ+gQHdIOcr9KsVOXWDKs5jZzwGnnHM7g8wwXxZC3m8vyfIJAt53zSxpZq8B54CnnXOh7bMLZCkX+H4rF1nKfnEVcKLs+knK/vib2X8r7d8fAf44KrnKVHIfq2Su5VrKdhZ6TDUzLidXNVUk1yJ/gwPPtIT6KrVDtTi8XMuhOhxCrgrX4WXnilItToW14SpJAR0Uh6C8DfiSmW12zgXd6flN4Peccw+b2S8CnwN+MqiNm1kL8DDwCefcmJkFtelFc5Tdfi9QAB4KI0tp2/dSHIIXuHlen9D223my/DkB77vOOQ94ixXPxfyamd1Uze1dbhbn3B4IZ7+NIzP7FrBmnrvuXepTzHPbhfeSc+5e4F4z+yPgd4A/iUKu0jYuex8LIleFLGU7Cz2mmhmXk6ualp1rob/BYWVarL5K9KgW12UtVh2+PFGsw8vOFaVaXG+NiJPAV0sf4F4yMx/oAs4HnONjwMdLl78MfDaoDZtZA8Ud/iHn3FdLN5+dGyZUGsZU9aH/C+TAzD4G/Czw3qAaRJdmMbObgU3AzlKT5mrgFTO70zl3JsgspZtD2W8XyBLavuucGzGz54D3E8I+u0iWPWHst3HlnFuw8WVmS9kvTlKc/2XO1cx/itE/AY+xxIPfaue60n0swH+v5VrKdhZ6TLqKGZeTq5qWlWuhv8FhZppzaX2tUDapMNXiuqzFqsMB5qpSHV52rjlRqMX1dmrGvwDvATCzaym+aQZCyNEP/Hjp8nuAniA2asVP1Z8D9jvn/qbsrkcofsCk9N+vh5HDzN4P/CHwc865qWpmWCyLc263c67bObfRObeR4pv19gCaEAu9Pv9CwPvtIlkC3XfNbFWpI4uZNVEcfXGAgPfZxbKEsd/KgpayX/wQ2GZmm8wsDfxS6fcws21lj/s5ivtaFHJVax9bVq4KW8p2HgE+akV3AaOlYczVzLicXNV0xbkWqe9hZlqo1kttUi0OMFcFqQ4HlKuKdXi5uaJVi11Is2Qu9wf4Z+A0kKf4QfLXKH6Ae5BiV+cV4D0h5bgH+BHFWUx3AG8N6N/kHorDbnYBr5V+Pgh0As9Q/FD5DJANKUcvxfOV5m6ryCzJV5LlksccJZhVMxb6dwljv10oS6D7LnAL8Gopxx7gj0u3B7rPvkmWwPdb/Sz4Gs27XwDrgMfLHvdBijNUHwbuLbv94dJruwt4lOIkulHIVZV9rAK5foHi37VZ4CzwzWXmecN2gN8AfqN02YBPle7fTdns8AtlrNC/03JyveEYIOxcLOHvXgiZ5q2v+qnNnwrUFtXiy8tVsVq8zHqnOrzEXFSxDi8zV6RqsZVCiYiIiIiIiIhUXb2dmiEiIiIiIiIiEaZGhIiIiIiIiIgERo0IEREREREREQmMGhEiIiIiIiIiEhg1IkREREREREQkMGpEiIiIiIiIiEhg1IiQWDCzL5rZ/zOzHWZ2zMx+pnT7t83sp0qX/9zM/i7cpCIi9Wu+WmxmN5vZC2WPud3Mng0zp4hIPVvkuPhZM3ut9DNjZh8OO6vULzUiJC5uBfqcc28HPgL8Sen2PwHuNbOPALcBvxdSPhGROJivFu8FtphZsvSY/wn8QUj5RETiYN7jYufce5xzbwH+HngE+GpoCaXupcIOIFJtZtYEdAF/WrppH9AB4Jx73swM+I/ATzjnvHBSiojUt4VqsXPON7O9wI1mtg047px7JaycIiL1bLHj4tL9HwU+APxrHRdLNWlEhMTBTUCPc26mdP12YCeAmd0MrAVmnXPjpdtuNLM/LF3+P2bWGkJmEZF6s2AtBl4E3gn8V+C/gGqxiEiVLHZc/GGKIyR+0TmXVx2WalIjQuLgVmCDma0ws2aKHeC/NbO1wEPAh4BJM/vp0uPv4PWD47a5BoWIiCzLvLW4dN+LwJ8DX3POnSrdplosIlJ5Cx0X/yzwW8C/KmtSqA5L1agRIXFwK8WGw3PAD4FPA69SPO/t951z+4E/o/hNHMDbgH2l4oyZ/ZiZfTHgzCIi9eYNtdg5NzdJ5QFgFvjLsserFouIVN5Ctfh+4GrghdJklb/GJXUYVIulcjRHhMTBrcC/c8794SW33z13wTn3fNn1TcC9wBjQXZpH4h2BJBURqV8L1WKAjwN/5JybLLtNtVhEpPLmrcXOuc5LH2hmj1FWh0uPUy2WilAjQuJgC9CzlAeaWQMw6Jz799WNJCISO2+oxWa2BXgMeME5d3/Z7arFIiLVsaTjYtVhqTZzzoWdQSTSzOxW4L8D/9s592TYeURE4ki1WEQkfKrFUilqRIiIiIiIiIhIYDRZpYiIiIiIiIgERo0IEREREREREQmMGhEiIiIiIiIiEhg1IkREREREREQkMGpEiIiIiIiIiEhg1IgQERERERERkcCoESEiIiIiIiIigVEjQkREREREREQC8/8B3fKuqAU3N0AAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#accept-reject on previously accepted points according to cross section in each slice \n", - "angles = np.random.uniform( 0, np.pi, len(accepted))\n", - "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", + "angles = np.random.uniform( 0, np.pi, len(accepted_mono))\n", + "ang_check = np.random.uniform(0, pf(s_bremss(accepted_mono, E_0),np.pi/2), len(accepted_mono))\n", "\n", - "pd_df = pd.DataFrame(pd.Series(s_bremss(accepted, E_0)), columns = ['energies'])\n", - "pd_df[\"angles\"] = angles\n", - "pd_df[\"emission_pt\"] = accepted\n", - "pd_df[\"check\"] = ang_check\n", - "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", + "df_energies_bremss_mono = pd.DataFrame(pd.Series(s_bremss(accepted_mono, E_0)), columns = ['energies'])\n", + "df_energies_bremss_mono[\"angles\"] = angles\n", + "df_energies_bremss_mono[\"emission_pt\"] = accepted_mono\n", + "df_energies_bremss_mono[\"check\"] = ang_check\n", + "df_energies_bremss_mono[r\"$\\theta^*$\"] = df_energies_bremss_mono.angles[df_energies_bremss_mono.check < pf(df_energies_bremss_mono.energies, df_energies_bremss_mono.angles)]\n", "\n", - "pd_df = pd_df.dropna()\n", - "pd_df = pd_df.iloc[:N]\n", + "df_energies_bremss_mono = df_energies_bremss_mono.dropna()\n", + "df_energies_bremss_mono = df_energies_bremss_mono.iloc[:N]\n", "\n", "#montecarlo simulation for the two muons momentum with respect to the previously accepted angles\n", - "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", + "df_events_bremss_mono = pd.DataFrame(mc_df_sampling(df_energies_bremss_mono, m_e, m_muon).T,\n", " columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", @@ -1299,28 +1327,48 @@ " '$py_{\\mu_2}$',\n", " '$pz_{\\mu_2}$'\n", " ]\n", - " )\n", - "\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "#plots for muon_1\n", "\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", "#px\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_bremss_mono['$px_{\\mu_1}$']/1000,\n", " ax = ax[0],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", " color = '#73683B'\n", " )\n", "#py\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_bremss_mono['$py_{\\mu_1}$']/1000,\n", " ax = ax[1],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", " color = '#4F5D75'\n", " )\n", "#pz\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_bremss_mono['$pz_{\\mu_1}$']/1000,\n", " ax = ax[2],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", @@ -1362,18 +1410,27 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "#max distance to have pair-production for that impinging energy\n", "def max_d(E0, m_e, m_muon, rad_length):\n", + " '''\n", + " The function returns the maximum distance for producing a muon pair from e+e- annihilation\n", + " \n", + " Parameters: \n", + " E0: incoming energy\n", + " m_e: e mass\n", + " m_muon: muon mass\n", + " rad_length: radiation length of the considered medium\n", + " \n", + " '''\n", " return np.log(E0/((4*m_muon**2-2*m_e**2)/(2*m_e)))*rad_length" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -1382,20 +1439,20 @@ "scal = x_max/n_slice* 1e-24 *38937 *rho_elec #scaling factor for the conversion from MeV to cm^2\n", "\n", "tot_par1w = 60*60*24*7*10**6 #number of particles for 1 week\n", - "func_pts_dbt = []\n", + "func_pts_dbt_real = []\n", "\n", "#from CoM to LAB\n", "energies_gauss = energies_gauss[energies_gauss > 4 * m_muon**2] #check on threshold production\n", - "energies_gauss_bremss = energies_gauss / (2 * m_e) #passing from s to E_e+\n", + "energies_gauss_lab = energies_gauss / (2 * m_e) #passing from s to E_e+\n", "\n", - "size = len(energies_gauss_bremss) \n", + "size = len(energies_gauss_lab) \n", "\n", "#empty list that will contain either the size of the target or the maximum distance that allows muon generation,\n", "#depending on the outcome of the if statement below\n", "x_max_arr = []\n", "\n", "#cycle over all the generated energies\n", - "for E in energies_gauss_bremss[:size]:\n", + "for E in energies_gauss_lab:\n", " \n", " #if the max distance to have p.production is greater then the target lenght assign automatically 3 cm,\n", " #otherwise we will have p.production also after the target (x_max > 3 cm)\n", @@ -1421,19 +1478,38 @@ " part_per_slice = np.asarray(part_per_slice)\n", "\n", " #array of interp1d functions, one for each energy in the beam\n", - " func_pts_dbt.append(interp1d(slices,part_per_slice/part_per_slice.sum(), fill_value = \"extrapolate\"))" + " func_pts_dbt_real.append(interp1d(slices,part_per_slice/part_per_slice.sum(), fill_value = \"extrapolate\"))" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 25, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "#accept-reject according to the distribution for each energy in the beam\n", + "pts_dbt = np.random.uniform(0, x_max_arr, size)\n", + "\n", + "#random uniform that generates one point between the minimum and the maximum of the\n", + "#distibution (interp1d) for each different energy in the beam. \n", + "check_uniform_real = np.random.uniform([func(i) for i,func in zip(x_max_arr,func_pts_dbt_real)],\n", + " [func(0.16) for func in func_pts_dbt_real], size) \n", + "\n", + "accepted = pts_dbt[check_uniform_real < [func(i) for i,func in zip(pts_dbt,func_pts_dbt_real)]]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -1443,56 +1519,41 @@ } ], "source": [ - "#accept-reject according to the distribution for each energy in the beam\n", - "pts_dbt = np.random.uniform(0, x_max_arr, size)\n", + "fig, ax = plt.subplots(1,2, figsize = (18,6))\n", "\n", - "#random uniform that generates one point between the minimum and the maximum of the\n", - "#distibution (interp1d) for each different energy in the beam. \n", - "check = np.random.uniform([func(i) for i,func in zip(x_max_arr,func_pts_dbt)],\n", - " [func(0.16) for func in func_pts_dbt], size) \n", "\n", - "accepted = pts_dbt[check < [func(i) for i,func in zip(pts_dbt,func_pts_dbt)]]\n", - "\n", - "sns.histplot(accepted) #hist of accepted points\n", + "sns.histplot(accepted, ax = ax[0]) #hist of accepted points\n", + "ax[0].set_title(\"Distribution with real beam\")\n", + "plt.xlabel(\"x [cm]\")\n", "\n", + "sns.histplot(accepted_mono, ax = ax[1])\n", + "ax[1].set_title(\"Distribution with monochromatic beam\")\n", + "plt.xlabel(\"x [cm]\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 27, "metadata": { "scrolled": false }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#accept-reject on previously accepted points according to cross section in each slice \n", "angles = np.random.uniform( 0, np.pi, len(accepted))\n", "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", "\n", - "pd_df = pd.DataFrame(pd.Series(s_bremss(accepted, E_0)), columns = ['energies'])\n", - "pd_df[\"angles\"] = angles\n", - "pd_df[\"emission_pt\"] = accepted\n", - "pd_df[\"check\"] = ang_check\n", - "pd_df[r\"$\\theta^*$\"] = pd_df.angles[pd_df.check < pf(pd_df.energies, pd_df.angles)]\n", - "pd_df = pd_df.dropna()\n", - "pd_df = pd_df.iloc[:N]\n", + "df_energies_bremss_real = pd.DataFrame(pd.Series(s_bremss(accepted, E_0)), columns = ['energies'])\n", + "df_energies_bremss_real[\"angles\"] = angles\n", + "df_energies_bremss_real[\"emission_pt\"] = accepted\n", + "df_energies_bremss_real[\"check\"] = ang_check\n", + "df_energies_bremss_real[r\"$\\theta^*$\"] = df_energies_bremss_real.angles[df_energies_bremss_real.check < pf(df_energies_bremss_real.energies, df_energies_bremss_real.angles)]\n", + "df_energies_bremss_real = df_energies_bremss_real.dropna()\n", + "df_energies_bremss_real = df_energies_bremss_real.iloc[:N]\n", "\n", "#montecarlo simulation for the two muons momentum with respect to the previously accepted angles\n", - "df = pd.DataFrame(mc_df_sampling(pd_df, m_e, m_muon).T,\n", + "df_events_bremss_real = pd.DataFrame(mc_df_sampling(df_energies_bremss_real, m_e, m_muon).T,\n", " columns = [\n", " '$px_{\\mu_1}$',\n", " '$py_{\\mu_1}$',\n", @@ -1502,27 +1563,48 @@ " '$pz_{\\mu_2}$'\n", " ]\n", " )\n", - "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ "#plots for muon_1\n", "\n", "fig, ax = plt.subplots(1,3, figsize = (18,6))\n", "\n", "#px\n", - "sns.histplot(df['$px_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_bremss_real['$px_{\\mu_1}$']/1000,\n", " ax = ax[0],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", " color = '#73683B'\n", " )\n", "#py\n", - "sns.histplot(df['$py_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_bremss_real['$py_{\\mu_1}$']/1000,\n", " ax = ax[1],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", " color = '#4F5D75'\n", " )\n", "#pz\n", - "sns.histplot(df['$pz_{\\mu_1}$']/1000,\n", + "sns.histplot(df_events_bremss_real['$pz_{\\mu_1}$']/1000,\n", " ax = ax[2],\n", " bins = int(np.sqrt(N)),\n", " kde = True,\n", @@ -1534,6 +1616,42 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#plot energies distribution\n", + "df_events_bremss_real[\"pmu1\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_1}$']**2+df_events_bremss_real['$py_{\\mu_1}$']**2+df_events_bremss_real['$pz_{\\mu_1}$']**2)\n", + "df_events_bremss_real[\"pmu2\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_2}$']**2+df_events_bremss_real['$py_{\\mu_2}$']**2+df_events_bremss_real['$pz_{\\mu_2}$']**2)\n", + "\n", + "sns.histplot(df_events_bremss_real[\"pmu1\"]+df_events_bremss_real[\"pmu2\"])\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -1545,7 +1663,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Babayaga is an event generator based on QCD considerations. We made a comparison between our results and the output of the generator for the angle distribution (in the CoM) of the $\\mu_-$ emission. The generation parameters (*input.txt*) are:\n", + "[Babayaga](https://www2.pv.infn.it/~hepcomplex/babayaga.html) is an event generator based on QCD considerations. For this simulation, we have considered the BabayagaNLO package.\n", + "\n", + "We made a comparison between our results and the output of the generator for the angle distribution (in the CoM) of the $\\mu_-$ emission. The generation parameters (*input.txt*) are:\n", "- ecms = 0.2200 GeV\n", "- thmin = 0.0000 deg\n", "- thmax = 180.0000 deg\n", @@ -1563,12 +1683,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] From c53eb56656381fb827067018f243d73eed7ce0da Mon Sep 17 00:00:00 2001 From: lordome Date: Mon, 22 Feb 2021 23:29:42 +0100 Subject: [PATCH 37/39] checks 22/02, 23.29 --- Project.ipynb | 236 +++++++++++++++++++++++++++----------------------- 1 file changed, 127 insertions(+), 109 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 7f90fce..3f491da 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -263,7 +263,7 @@ "$$ \\lvert \\vec p^{\\,*}_\\mu \\rvert = \\sqrt {\\frac{s}{4}-m_\\mu^2} $$\n", "The momentum components' distributions can be simply derived knowing the center of mass energy - $\\sqrt s$ - and the emission angles in the CoM - $ \\theta^* $ and $ \\phi^* $. \n", "\n", - "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert ( \\frac {\\sqrt s}{\\lvert\\vec p^{\\,*}_\\mu \\rvert}, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", + "$$ p^*_\\mu = \\lvert \\vec p^{\\,*}_\\mu \\rvert ( \\frac {\\sqrt s}{ 2 \\lvert\\vec p^{\\,*}_\\mu \\rvert}, cos\\theta^*, sin\\theta^* cos\\phi^*, sin\\theta^* sin\\phi^*) $$\n", "\n", "3. Finally, the relation between the Lab angles and the COM ones has the usual formula: \n", "$$tan \\theta_\\mu = \\frac {sin\\theta^*_\\mu}{\\gamma(cos\\theta^*_\\mu+\\frac{\\beta}{\\beta^*_\\mu})} $$\n", @@ -293,7 +293,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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/szjnfgm8129bG3AX3rj6Wye6rwzfxjuznXm/zA7gv/HOUp4CLgIensA+f4l3n8EevLPxPQwdmvA9//9mMxuYxOEteJMa7MC7Ovh9BocfdfvtOYn3uXkn8H+cN+Z+wLfwOrYH/H8X9Lwg/w/Ca/GGnBz0X/fLeFcAZi3FiZkfJyZoot/F0TyON3FBE94Q8DdkJBx/gnfV7ATepBr/5rx70Ia7HS9eHPdf+7Fh67+Cdw/UaTO7cxzf0Q/7+zuIFxu+Pmx/H8FLXh/y3+d/Am923v1KE+Yn148CL2Joh/Zc7+tcPs3Y34XP4I0EaTWzz47jM1yI93s4jRcrl+INic10P7AP+DXwX865uyfY5iH8EwU34J28G4gr/4T6bedNsXrOxeqJxr/RxPFms23F+53+gZ/0g/dZ6sbrZ/6p//MHAJw30/Gn8SYn2sfgJEUzgrmhkwzJHGBmDlidMZxH5hgzOwT8pXPuV9luiwST4sTUMe8h63/pnLsu222RC2Pe4wYOAjnu/CZAEbkgitVTx8w+BKxyzv3puerONjoTJSIiIiIiIoASRBEREREREfFpiKmIiIiIiIgAuoIoIiIiIiIivvN5YOiMVlVV5ZYtW5btZojIKJ566qkm51x1ttsRJIpbIsGmuDUyxS6R4Borbs25BHHZsmVs3bo1280QkVGY2fk+dHvWUtwSCTbFrZEpdokE11hxS0NMRUREREREBFCCKCIiIiIiIj4liCIiIiIiIgIoQRQRERERERGfEkQREREREREBlCCKiIiIiIiIL7CPuTCzrwK/BzQ45zaNsN6AzwC/A3QBb3XOPT29rRSR4eKx6IjlN9z4/mluyfRT3BKZmeZy3ALFLpGZaLS4tfklb2L58uUXtO/AJojAbcDngNtHWf/bwGr/31XAF/z/RWSK9fZ28/mP/RUlxWXMr6od1zbxWHQudLZuQ3FLJNCGd6qcc/QloLMnRW+/I5FyJJKQSDpu/cyHuend/5allk6r21DsEgmskZJBSySJdPYS6e7DEklCiRSWTHHg0GfgLe++oCQxsAmic+4BM1s2RpUbgNudcw54zMzKzWyhc65+elooMvfEY1FaTzey9+B2enu7iURyKC+rJDcnb9zbw+w9K6+4JRI8mR2rZMrRdCZJ05kkLR1JWtqTnOlOkUiOvO3autxZH7dAsUskiNKxyzlyT3eS39hOfksHeS0d5LZ1Ee5NjLhdX2kBzy/7Fs8/cP5XEwObII5DHXA0Y/mYX3ZWsDKzm4CbAJYsWTItjROZLQYCVH+ijwOHdtHQdDy9LpHo51TjcRbXrhj3/mZzJ2scFLdEpslA7OroTnGosZ8TLQlOtSZIpMa/j0TSAXM+boFil8i0GIhbod4EJUebKDreSmF9K5Ge/nHvw5JekLuQoaYzOUG0EcrcSBWdc7cCtwJs2bJlxDoiMtRAkHLO0dRykv2HdtDf35deH4nksGLp+nEPMRVAcUtkSg3ErZ6+FPtP9nPwVD+NZ0a5PJghEoKi/BD5uUZO2IiEIRwyaspncjdpUil2iUyheCyKJVKUHGmk5GAjhcdbCKXG/vq4kJEozCNRmEsqEiYVCeMiIRIFuRfcnpkc+Y4BizOWFwEnstQWkVkjczhWX38v+w/uoKnl5JA6VZULWbl0Pbm54xtaKmmKWyJTIB6L4pyjoS3JruN9HDrVz2h9q5KCEDXlYSpLwlQUhykvDpEXMbx5WGQUil0ik2ygv5XT3k3V7hOU7T056rDRZF6ErgXl9FSW0FtRRN+8YhKFuTBFcWsmJ4g/Bt5lZt/Bu1G6TWPhRc7f8Bugm1pOsu/g9iFXDXNz8li1fCOVFTXj2qeGZZ1FcUtkEg0khkebEjx3qJemEa4WmkFtRYSl1TnUVkQoKRj7CV+KWyNS7BKZRPFYlNyWDiqfO0zx4aYRL9H3VBbTvqyartp59FYUj5kMTnbcCmyCaGbfBq4HqszsGPBvQA6Ac+6LwF140y3vw5ty+W3ZaanIzDY8MexP9HPg0A4amoaeHK6pXsSKpeuIRHLO2oc6VB7FLZHpc+dtN3OkMcGzB3to6Tj7xsLq0jBranNZMj9Cfs7ISaFil0exS2R6xGNR8prbqX32MMVHm89a31+UR9uahbQvn09/acGI+5iOuBXYBNE59yfnWO+Ad05Tc0RmpeHJYUtrI3sPvEBff2+6LDcnj9UrLqJiXvWQuupYnU1xS2TqxWNRms4keGJPD6fahl4xDIdg5YIc1i3Ko7IkfNa2ilsjU+wSmVrxWJRwVy81Tx2kdP+ps64YdtbN4/S6OjrrKiB09pXC6Y5dgU0QRWTqDE8Mk8kEBw7v5GTDsSHl86tqWbFsAzn+VUN1rkQkW+KxKF29Kbbu62H/yaEz+kVCsHZRLpuW5FGYd/bVQsUuEcmWH3/lo1RsP0rFC0cIDZtGuX1pFS2bl9JbWXzWdtmMW0oQReaY4clhe0cbu/c9S3dPV7osJyeXVcs3UeXfa6jOlYhk05233cze+n6e3NtNX8YcDmawflEuFy/LIz93aGKouCUi2RSPRck/1caSR/aQ19Y1ZF3H4kqaLltO37yioRuVbuCG179+Gls5MiWIInPE8MTQOcex+oMcProHb/SQp6piAauWbyQnJ1cdLBHJqngsypmuJA/v6uZk69DhpEuqImxZnU9Z4dChpIpbIpJtP/nSh5n/1EHKdw+dz6F3XhGNV6ykq3bekPKgxS0liCJzwPDksLevh937nqftzOAN0uFQmJXLNzK/qpbXvfUD091EEZEh7rztZvae6OfxPd1DHm5fUhDiResKqK0Y2oUJWgdLROaeeCxKfkMbSx/YRU5HT7o8mROm6bLltK2tHXaPoXHDjf8y/Q09ByWIIrPY8MQQoKnlFHsPvEAiMXgPT0lxGWtXXcwb/++/T2fzRETOEo9F6e1P8fDObg43Do4nNYONS3K5dHk+kfBgB2vRptdw+eWXZ6OpIiJp8a/dTMXzh6l87jCW8RzWjkUVNFyzmkRR/pD6QT6ppQRRZJYanhymUkkOHN5F/akjQ8oX161kSd0qXv+2f53O5omInCUei3LqdIL7tnXR1TvYwyovCvHiDYVUlWo4qYgESzwWJdLZy6L7d1DYcCZdnsyN0HD1atqXVw95huFMiFtKEEVmmZGuGvb0dLFz7zN0dA4GrtzcfNau2syNf/PJ6WyeiMiI7rztZnYe6+OJvT1k3BbNurpcrlg99KrhTOhgicjsF49FKTh5moX37SDSMzgyq6umjJMvXkeieOZcNcykBFFkFhkpOWxuOcWe/c+TSA4O1aqsqGH1iot4w198aBpbJyJytngsSiLpeGRX95DHV+TlGNetL2BJdc6Q+jOlgyUis1v8tpsp33mc6icPYP5ZLWfQfMkyWi5aMuRew5kWt5QgiswSZw8pTXHo6B6O1x9Ml5kZy5es4x3vuRWzsx/EKiIyneKxKJ09KX79fBfN7YOzlFaVhHnZ5kKK8wcfXTHTOlgiMjvFY1/FksepeWQPZftPpcsT+TnUX7+B7gXlQ+rPxNilBFFkFhhpltJde5/lTHtruiwvN591qy/lz971ielunojIWeKxKC3tSe55rnPI/YarF+Zw9doCDSkVkcCJx6KEevup/c12Ck+1pct7qko48bINQyaimclxSwmiyAw3PDlsO9PCzr3P0N/fly6bV17N373/NoqKy6a7eSIiZ4nHohxv7ufeF7ro9y8cmsFVa/JZV5c7ZITDTO5kicjsEY9FibR3U/erbUMefN+2agENV6/GRWbPiAcliCIz2PDksP7UEfYf2jHkwffLFq/hr9/7ZUKh0PDNRUSmXTwWZe+JPh7e1Z2ejCYnDL+1uWjIsw1negdLRGaPeCxKXlM7db96YchkNI1bVtC6cdGMm6X0XJQgisxAI91vuP/QDk42HE2XRSI5rF99KTf+rWYpFZFgiMeiPH+ol6f2Dz5AujDPeOUlRVQUDz7CYjZ0sERkdojHohScaKXuN9sIJVIApELGyRevo2P5/HS92RS3lCCKzDDDk8O+vl527n1myP2GRYWlbFh7GX98083T3TwRkRHdedvNPH2gl+cP9abLKopDvOLiIoo0GY2IBFA8FqXoaBML791BKOUNeUjmRjjx8o1015Sn6822uKUEUWQGGZ4ctne0sWPPU/T1DXa4qisXsnrFRfzBn39wupsnIjKiO2+7mSf29rDj6OC90QvmhXnF5iJyIrNraJaIzA7xWJTigw0sfGBX+jEW/YV5HHvVZvrLC9P1ZmPcUoIoMkMMTw6bWk6xe9+zpFKpdNnyJWu58W8+Q3Fx8XQ3T0TkLE899RRHXvg5j+zqZu+Jwft2FlVGeNlFhZqpVEQCKR6LUrr3JDWP7Mb8e6X7SvI59qqLSZTMjplKx6IEUWQGyEwOnXMcrz/EwSO70mWRcIR1qy/hre/+dBZaJyJytnjsf3CujYd3drOvfjA5XDY/h5dsLCA8gx8iLSKzVzwWpXRPPQse2ZMu6y0r5NirN5MszEuXzea4pQRRJOCGJocp9h0cOhlNfl4hG9ddzp+8/T+y0TwRkbPE77wT59p4ZNfQ5HDVwhyuXVdASMmhiARQPBalZN9JajKSw56KYo6/6iKS+bnpstket5QgigRYZnKYSPSza++ztLY1pctKS+axYc1lvOEvP5yN5omIjMid3sZje3rYkzGsdE1tDi9aV5DxjMP53HDjX2WngSIiwwzcc7jg4d0MRKmeymKOvWozqbycdL3ZnhyCEkSRwMpMDnv7eti2aytdXe3psurKhaxZeRGvf5smoxGR4Ljztpt5cl8Pu44NTkizcsHQ5HAudLBEZOaIx6IUH25k4QM70/cc9s4r4tgr515yCEoQRQIpMzns6u5g284n6e0bfG7Y4rqVLF20mte99QPZaJ6IyIjisSjPHOhl+5HB5HD5/ByuW6/kUESCKR6LUnismYX3ZySH5YXelcP8uZccghJEkcDJTA7bO06zbddWEglvmJaZsXrFJmqqF82pQCUiwRePRdlxtJfnMp5zuKQ6wks2Dt5zqLglIkESj0XJbzhD7b07MP85h32lBRx71WaSBXPnnsPhlCCKBFTr6SZ27HmaVCoJQCgUZv2aS6kor55zgUpEgi0ei3LgVB+P7xkc6bCoMsL1mwrTyeHFL31ztponInKWeCxK7ulO6n79AqGk98iw/uJ8jr364jkzW+lolCCKBMjA1cOGphPs2f88zn8waySSw8a1WygtKZ+TgUpEgisei3KiJcGD27vTZdWlYV52UeGQR1ksW7YsC60TETlbPBYl0tlL3T0vEO5NAJDIy+HYKy8iUTS3k0NQgigSGAPJYf2pI+w7uD1dnpebz6b1V1BYUDxnA5WIBFM8FqXpTJJfP9+JPzqLssIQr7ikkEhYj7IQkeCJx6KEevupu+d5cjq9IfGpSIjjr9xEf1lhut5cjltKEEUCYCA5PF5/iAOHd6bLCwqKuGjdFeTlFczpQCUiwROPRWnvTnHPs50kvJHwFOYZr7q0iPycULqeYpeIBEU8FsUSKWp/vY28010AODNOvGwjvVWl6XpzPW4pQRTJsoHk8NiJAxw8sjtdXlxUxqZ1W8jJyeX6170rW80TETlLPBalt99xz7Od9PR7lw5zI/CqS4oozldyKCLBE49FwTlqHtlNYcOZdPnJ69bSVVeRXlbcUoIoklUDyeGRY/s4fGxvury0ZB4b115OJOJNr1xWVpaV9omIDBePRUmlHPdt66Kty5vYIRyCV1xcxLzicLqeOlkiEjQVzx2m9EBDerlxywraV9aklxW3PEoQRbIkHovinOPwsb0cPb4/XV5WWsHGtZcTDntfTwUrEQmK+vp6nHM8tqeHEy2JdPm16wuoKR/sUihuiUiQxGNRSg40UPXs4XTZ6TULad24KL2suDVICaJIFgwkh4eO7uHYiQPp8vKySjasuZxw2DsLr2AlIkHyxN1fZcfRPnYf70uXXbI8j5UL5u7zwkQk2LxnHbZR89CudFnnwnIarl4Fpme0jkQJokiWHDm+b0hyWFFezfo1lxIKKTkUkeCJx6Icaeznib2DzzpcUZPDJcs1JbyIBFM8FiXS3k3tb7YT8qda7i0rpP76jRDy7pdW3DqbEkSRaRaPRTl6fD9Hju1Ll1XMm8/61ZcSUrASkQCKx6K0diS5f3tXumx+WZhr1xdgOgMvIgEUj0Wx/iR1v95OpKcf8J51eOIVm0jlKQUaS+jcVURkssRjUY7XH+LQ0T3psnllVaxffYmSQxEJpIEZS3/9fFf6cRbF+cZvbR581qHilogEycCMpQse2kXe6U4AUiHjxG9tpL+kIF1PsWtkShBFpkk8FqX+1JEhzzksK61g/ZrLNKxURAIpHouSco77t3fR3u3NWBoJw8svLqIgV10IEQmueduOUnK4Kb3ccM0aemoGZ4VXn2t0gY7uZvYaM9ttZvvM7L0jrC8zs5+Y2XNmtt3M3paNdoqcSzwWpaHpBPsObk+XDTzKYmBCGpkdFLdktnn2QC/HmwdnLL1ufSEVepzFrKK4JbNJPBal8HgLVU8dTJedXlfLmdUL0suKW2MLbIJoZmHg88BvAxuAPzGzDcOqvRPY4Zy7GLge+G8zy0UkYFpPN7Jn//Pp5ZKisiGPsgAFq9lAcUtmk3gsyqGGfp471Jsuu2hpHstrctLLilszn+KWzCbxWJScM90svH8n5pd11ZTRcOXKdB3FrXMLbIIIXAnsc84dcM71Ad8BbhhWxwEl5t0hXwy0AAlEAuQbn/8ndux5Bue82bMKC4rZuH4LkYg6WbOQ4pbMCvFYlNMdSR7cMTgpTW1FhMtWasbSWUhxS2aFgUlpau/dTrjP+3j2F+ZSf/0GzVg6QUFOEOuAoxnLx/yyTJ8D1gMngBeAdzvnUsN3ZGY3mdlWM9va2Ng4Ve0VOcu3v/g+tu3aSirlzeyQl5vPpvVXkBPRM8NmKcUtmfHisSh9ibMnpbl+UwEhzVg6G01a3ALFLsmOgUlpah7ZTV7r4KQ09S/bSLJAF7snKsgJoo1Q5oYtvxp4FqgFLgE+Z2alZ23k3K3OuS3OuS3V1dWT3U6REX33S//Ktp1bSSS8qZUjkRw2rb+CvNz8dB11smYdxS2Z0eKxKM45Ht7ZxZmBSWlC8PLNReTlBLnLIBdg0uIWKHZJ9pTtOkHpwcGTEg1Xr6anevBjqj7X+AU52h8DFmcsL8I7c5XpbcAPnWcfcBBYN03tExnVD77yIbbt2kpvXzcAoVCYjWu3UFhQnOWWyRRT3JIZb+exPg41DI4evHZ9ARUlmpRmFlPckhktHouS19TO/Cf3p8tOr1nImTUL08uKWxMT5ATxSWC1mS33b4R+I/DjYXWOAC8HMLMaYC1wYFpbKTJMMplg177n6OpqB8DMWL/mUkpLyofUU7CalRS3ZMaKx6I0nknw5N6edNm6ulxWLNCQ+FlOcUtmrHgsSqg3wcL7dmAp78J3T0UxjVeuStdR3Jq4yLmrZIdzLmFm7wJ+CYSBrzrntpvZ2/31XwQ+CtxmZi/gDZF4j3OuadSdikyDT3/0RlpPDw5xWL1iExXlQ4fZKFjNTopbMlPFY1F6+x33vdCF38eisiTElWs0JH62U9ySmWrgvsMFD+8it8M7sZXMCVN//QZcRJPSXIjAJogAzrm7gLuGlX0x4+cTwKumu10io7nl439F/anD6eXFdSupqV40pI6C1eymuCUzzcB9hw/t6KKjx8sOcyPwsouKCIc0Kc1coLglM1X5juMUH2lOL5+6di39pQVZbNHsEOQhpiIzytc+/W4OHNqZXq6qWMDSRauH1FEnS0SCaPvRPo40Dd53eN36QkoK1EUQkWCKx6LkN5yheuvgSOfW9XV0LBscsaU+1/lT9BeZBPXH97Nr77Pp5ZLiMtas2ozZSJPDiYgEQzwWpaEtwdZ9g/cdblicy9L5ek6riASTd99hPwvv34H5z5juriqhccuKdB3FrQujBFHkAnV1nuHzn3g7yfSzDgvYsOZywqHwkHoKViISJOn7Drd14fexqCoNs2WV7jsUkWBK33f40G5yOnsBSOZGqH/pBgjrvsPJogRR5AKkUkk+9dG30NPrPc4iHAqzcd3l5ObmDamnYCUiQTJw3+Eju7rpTN93aLxsU6HuOxSRQCvbXU/x0cH7Dk9et5ZESf4YW8hEKUEUuQD/E30brW2DE7mtWbWZosKSIXXUyRKRINpX38+hhv708rXrCyjWfYciElDxWJTc051UZzzvsHV9HZ1LqtLL6nNNDv0lEDlPzz99H0dPDN4cvbh2JVUVC7LYIhGRc4vHorR1JXlsT3e6bE1tDst036GIBFQ8FsUSKRbev5NQMgVAb3kRTZfrvsOpoARR5DycPHGAb3zl39LL88qqWLp49Vn1FKxEJEjisSjJlOOBbd0kvNumKSsMceWawWnhFbdEJIiqnjpAXmsnAKlwiPqXrtfzDqeIEkSRCerp6eLzn3gHKX9Smvy8AtauvuSsGUsVrEQkiJ450EtTuxe/QgYv3VRITlj3HYpIMMVjUYqONTNv5/F0WeMVK+ibV5TFVs1uShBFJsA5xw+//V9093hnsEKhMBvWXk5OJGdIPXWyRCRo4rEoJ1oSvHC4N112+ap8KkvCY2wlIpI98ViUcHcfNQ/tTpd1LK6kbW1tell9rsmnBFFkAp545Gc8/cTd6eXVyzeeNSmNiEjQxGNRevpSPLijK11WWxFh4+Lc9LI6WSISJIOPtNhFpMebUCtRkMvJa9eCadTDVFKCKDJO9ccP8INv/Wd6uaZ6EfOr686qp2AlIkEy8EiLh3d109XrPdIiP8d48YaC9NB4xS0RCaLynccpOt6aXj754nWk8nPG2EImgxJEkXHo7e3mq194L6mUN3NWYUExK5dtOKueOlkiEkT76vs50phIL1+3oYDCPHUBRCSYBh5pUbV1cLb4lk2L6Kqdl15Wn2vq6K+DyDj86DufpLX5BODdd7hu9SWEw7pvR0SCLR6L0tGd4vGMR1qsq8tlcZUeaSEiwRSPRSGVYsGDuwilvFEPPRXFNF26PF1HcWtqKUEUOYdnnvwVWx/7eXp51bINI953qGAlIkEyMLT0wR1d9PuPtCgtCLFldX66juKWiARR5XNHyG/uACAVMk6+eB2E9UiL6aIEUWQMp1tOcUfs5vTy/KpaauYvOquegpWIBNGOo32cPO1lhwa8eGOBHmkhIoEVj0XJbzxDxfOH02XNly3XIy2mmRJEkVGkUinuuP3fSSS9+3by8gp036GIzAjxWJTTHUme2t+TLrtoWR7zyyJZbJWIyOjisSiWSLLgwV2YN7KUrpoyWjcMnphXn2t6KEEUGcVD936fvbufSi+vXbmZSEQzZ4lIsMVjUVIpxwM7ukh682pRURzikuV56TrqZIlIEFU9dZDcM94906lImFPXrYWQRj1MNyWIIiOoP36An/zgc+nlxbUrKCutOKuegpWIBNFzh3ppbveyw5DBSzYWElYnS0QCKh6LUnCilXk7j6fLGq5cSX9JQRZbNXcpQRQZJtHfx7dv+wjOeZ2rosJSlixafVY9dbJEJGjisSiNbQmeO9SbLrtsZT7zijXrsogEUzwWJdSbYMFDu9NlHYsqOLN6QXpZfa7ppQRRZJhf/TzGiWP7AAhZiLWrNhMK6asiIsEWj0VJJB0P7ujG+ffv1JSH2bgkN11HnSwRCZLW1lYAqp/YR06Xd2IrmRfh1IvWgmnUQ7ao1yuS4fjRPfzq57enl5ctWatHWojIjPHU/h7aurzRD5EwvHhDISF1skQkoB748S0UH26ibP+pdNmpa9aQLMwdYyuZakoQRXzJZII7bv8PwDv1Xloyj9oFS8+qp06WiARNPBblZGuCHUf70mVXrSmgpEB/5kUkmOKxKKGefuY/uidddmbFfDqWVaeX1efKDv3lEPHde/c3OXFsL+ANLV294iLMP/MuIhJUA0NLH9rZnS6rq4yweuHgrMvqZIlIkMRjXwRg/hP7iPT0A5AoyKXhqlXpOopb2aMEUQQ4WX+QX/7ky+nlpYtXU1hw9kNZFaxEJIiePtBDe7c3tDQnDNeuK0if4FLcEpHgaaboSBOlBxrSJadetJpUnndiS3Eru5QgypyXSiX57u3/gfNndSguKqNu4bKz6ilYiUjQxGNRTp1OsP3I4NDSK9cUUJSvP+8iEkzerKX91Dy6N112ZsV8OhdXZbFVkkl/QWTOe+je73Pk0A4AzIw1Ky/CTF8NEQm2gaGlD2cMLa2t0NBSEQmueMwbrVX9xH4i3d6JrUR+joaWBox6wTKnnW45xU9/eEt6eUndKs1aKiIzxjMHB2ctzQnDtes1tFREguwURceaz5q1VENLg0UJosxpd37vM6RSSQAKC4pZVLvirDoKViISNPFYlMa2BNsPDw4tvWJ1AcUaWioiARWPRQn1JZj/SMaspcvn07lUQ0uDRn9JZM7a8cLDbHv2gfTyquUbCYX0lRCRYIvHoiRT3qylzi9bOC/MmloNLRWRYDpz5gwA1U/uJ6dLQ0uDTr1hmZP6+nr45pc/lF6uqV5EWWnFWfUUrEQkiJ492MvpTm9oaSQM164v1NBSEQmse3/0PxQeb6Fs78l0WcPVq0nla2hpEClBlDnpV3fdRm+fN7FDJJLD8iVrz6qjYCUiQROPRWk6k+SFw73psi2r8ikp0J9zEQmmgaGlNRlDS9uXVdOxrDqLrZKx6C+KzDknTxzg3ru/mV5evmQtOTm5WWyRiMi5DQwtfXBHF/5TeVhQHmZd3WD80oktEQmiqq0HyOn0Tmwl8jS0NOiUIMqc4pzj1k+/O/3Mw9KSedRULzqrnoKViATRc5lDS0OatVREgi0ei1JwopXyPfXpsoarV5Es8E5sKW4FkxJEmVOeefIezrS3At4zD1ct35juXA1QsBKRoInHorS0J3k+Y2jp5avyKS0MZ7FVIiKji8eiWH9y6NDSJVUaWjoDBDpBNLPXmNluM9tnZu8dpc71ZvasmW03s/unu40yc/T2dvP9b348vVy7YNmIzzwUuRCKWzLZ4rEoKed4eFd3emhpTVmY9Ys0tFQmh+KWTJXKZw+R29EDQDI3QsPVq0GjHgIvku0GjMbMwsDngVcCx4AnzezHzrkdGXXKgVuA1zjnjpjZ/Kw0VmaEL37i7fT1eWffc3JyWVK38qw6ClZyIRS3ZKrsPNpH0xnvma0h09BSmTyKWzIV4rEoeU3tzNtxLF3WeOVKkoWa82EmCPIVxCuBfc65A865PuA7wA3D6rwJ+KFz7giAc65hmtsoM0Rz0wmOnTiYXl6+eC2RSM6QOupkySRQ3JJJFY9Fae9O8fT+nnTZJcvzKCvS0FKZNIpbMqnisSikUtQ8vBvzRz10LiznzMqadB31uYItyAliHXA0Y/mYX5ZpDTDPzO4zs6fM7C0j7cjMbjKzrWa2tbGxcYqaK0F266f+Bue8iR2Ki8qYXz38oyQyKRS3ZNLEY1Gcczy6q5uEF76YVxxi09K8dB11smQSTFrcAsUu8czbdoz81k4AUuEQDS9ao6GlM0iQE0QbocwNW44AlwO/C7wa+FczW3PWRs7d6pzb4pzbUl2tG2Pnml/f/UOaW06ll1cuW6+JaWSqKG7JpDpwsp/jLYn08rXrCgiH1MmSSTVpcQsUu+a6eCxKzpkuKp89lC5rvnQZ/SUF2WuUTFhg70HEO4O1OGN5EXBihDpNzrlOoNPMHgAuBvYgAiSTCe7/xa3p5flVtZSWzBtSR50smUSKWzIp4rEoPX0pHt87OLR0w+JcqsuC/GdbZijFLZkU8VgUnKPm4T2EUt45hp7KYlo3DD5OTH2umSHIVxCfBFab2XIzywXeCPx4WJ048GIzi5hZIXAVsHOa2ykBdut//TVd3R0AhEJhli1Zm+UWySynuCUXLB6LAvD43h56+71OVnG+cdmK/HQddbJkEiluyaQp3XuSwlNtADiDUy9a682sheLWTDKlpyLNrAjocc4lJ7qtcy5hZu8CfgmEga8657ab2dv99V90zu00s18AzwMp4MvOuW2T+BZkBuvqPMPhY3vTy0vqVpKXmz+kjoKVDKe4JUFwrKmfAyf708vXrCsgJ6JOlozufGOX4pZMhngsSrirl+on96fLWjctpreyOIutkvM1qQmimYXwzjy9GbgC6AXyzKwRuAu41Tm3d4xdDOGcu8vfLrPsi8OWPwF84gKbLrPQ//73O0kkvA5Wfl4BdQuXDVmvTpaA4pYESzwWpT/heGR3d7ps5YIcFlXmjLGVzEWTGbsUt+RCDIx6mP/4PsL93vmJvpICmi9emq6jPtfMMtlDTO8FVgLvAxY45xY75+YDLwYeAz5mZn86ya8pcpY7/vf9nDh5KL28bMlaQiFNCy8jUtySQHn6QA+dPd7Q0rwc48rVGloqI1LsksAoPtxEyeGm9PKpF63GRbx+l+LWzDPZQ0xf4ZzrH17onGsBfgD8wMx0GlSm3KGje3DO62CVFJdTVbFgyHoFK8mguCWBEI9FaWxLsONoX7rsqjX55Od653IVt2QYxS7JungsSqg3wfzHBi9Wt61eQPfCeWNsJUE3qVcQRwpU51NH5EJ84/P/TGNzfXp5+dJ1Zz3WQmSA4pYEQTwWJZlyPLRzcGhpXWWEFTXq38vIFLskKKqeOkCk2zuxlSjIpXHLivQ6ndiamYI8i6nIhN15280cPLIrvVw5r4YyPdZCRGaAFw73crozBUAkDC9aW5A+uaW4JSJBE49FKTh5mvI9gyflG65aRSrPO7GluDVzTVqC6M+ehZlpuiLJmpbTjbSdafGX7KzHWihYSSbFLQmCeCzK6c4kzx3sTZddtiKf4gKdw5WRKXZJtsVjUSyRouaRwUdhdiyppGNpVRZbJZNlMv/6zPOnSb5uEvcpMm533vZRDh3ZnV5eWLOYwoKiLLZIZgDFLcmqeCyKc45HdnbjP1eaqtIw6xfnpuvoxJaMQLFLsq7i+cPknvGGxSdzwjRctRo06mFWmMwE8eXAW4EVZjZ/Evcrck7xWJSTDcfp6u4AIBwOs2TRqiF1FKxkBIpbknW7j/dxqs2bGt4Mrl1XQEidLBmbYpdkTTwWJbelg4oXjqbLmi5fQaIoD4DrX/eubDVNJslkzmL6BPDnwGLnXMMk7lfknJLJBIePDc6gtah2Bbk5eelldbJkFIpbkjXxWJTOnhRb9/Wkyy5amkdFiR7JI+ek2CVZEY9FIeVY8MgezJ8tvmt+KW1rF6brlJWVZat5MkkmLUF0zu30f3x+svYpMh7xWJRj9Qfp7/fu38nNyaNuwfIst0pmAsUtyZaBoaWP7u7Gf640pYUhLl6mE1tybopdkk3lO4+T39QOQCpknHrRWg0tnWV0B7zMeH19vRw7cTC9vHTxasLhwTPwClYiEkSHGxIcbUqkl69dV0AkrE6WiARTPBYl0t5D1TODfa6Wi5fSX16YxVbJVJjMIaaY2TLgncBKoAV4FviJc+7wZL6OyIB4LMrhY3tJpbxT8IUFxdRUL0qvVydLzkVxS6ZbPBalt9/x2J7BZx6urctlwbxJ/ZMss5xil0yneCwKzlHz6B5CCe9xPL3lRbRsWpyuoz7X7DHZVxDjwC7g88ArgYuBB8zs82aWN+aWIhMUj0Xp6u7gZMOxdNnyJevSzw0TGSfFLZl2T+7rprvPu3+nINfYsio/vU6dLBknxS6ZViUHGig60QqAA05duwbCXiqhuDW7THaCGHbOfcU592ugxTn3V3hntg4Bt07ya4lw8MhuvDAF5aWVzCsffP6OgpWMk+KWTJt4LEp9S4K9J/rTZdesKyA3oqGlMmGKXTIt4rEo4Z4+5j+xL112en0dPdWlWWyVTKXJThB/5T+XB/xeu3Mu4Zz7BHDNJL+WzGHxWJS2My20tA5O3rZ86VpdPZTzobgl0yIei5JIOh7eNTi0dGl1hKXVOVlslcxgil0ybaqf2E+417tnur8oj6bLBicD1Imt2Weyb3j4B+B9ZrYVqDWzm4AuvEDVPMmvJXPUwOx/Bw/vSpfNr6qluGhwWmUFK5kAxS2ZNs8e7KW927t/JzcCV68tSK9T3JIJUuySKRePRSk83kLpgcET8qeuWY3L8SYDVNyanSb1CqJzLuWciwIvAW4CFgCXA9uA357M15K5ranlJO2dbQCYhVi6eE16nYKVTITilkyHeCxKS3uSbUd602VbVhVQmKfJxOX8KHbJVIvHolh/kppHB58zfWbFfLoWVWaxVTIdpmTKNOdcF/Bj/5/IpInHoqRSSQ4d2Z0uq1uwlPy8gjG2Ejk3xS2ZKvFYlJTzhpb6z5WmpjzMmtrBoaU6sSXnS7FLplLls4fI6egBIJkXofGKlel1iluzl05dyowRj0UBqD91lJ5e7x6eSCSHxXUKViISbDuP9tF0xnscTzjkPfPQ9GBpEQmoeCxKXlM783YMzhTfeMVKkgW5AFxy/Z9mq2kyDaYlQTSzhZpyWSZDItHPkeODs2gtqVtJJOKdhVcnSyaT4pZMhngsSnt3iqf396TLLl6WR1lROIutktlMsUsuVDwWhVSKmod3Y/6oh86F5ZxZWZOus3Tp0iy1TqbDdF1B/Dqwy8z+a5peT2aZgauHR08cIJHwpofPzytgYc2SbDZLZjfFLbkgAxNqPbq7G/+50pQXhdi0dLDvrhNbMgUUu+SCzdt+jPzWTgBS4RANL1oDGvUwZ0zJPYjDOedeYd5Ymg3T8XoyO/X0dnO8/lB6eeniNYRCmkVLpobilkyGA6f6Od6cSC9ft76AcEidLJk6il1yIeKxKDlnuql89nC6rPnSZfSXaK6HuWRKriCa2f1mVur//HYz+zsgxzm3fSpeT2a3gauHh4/uxTnvNHxxURnVlQsBdbJkcihuyWSKx6L09Kd4Ys/g0NL1i3KpLpuW87Iyhyh2yWSJx6LgHPMf3UMo6fW3eiqKad2wKF1Hfa65YaqGmJY7586Y2eXAXwHzgC9N0WvJLDaQHHZ0nqGh6Xi6fPmStekJHkQmieKWTKon9/bQ0+/dwFOUZ1y+Mj+9Tp0smUSKXTJpSvedoqj+NADO4NSL1oBGPcw5U3Uqs9/MIsBbgI87577rP8hV5LwcPLIr/XNFeTXlZd4zeBSsZBIpbsmkiMeinGhJsK++P112zboCciLqZMmUUOySCxaPRQl391H95P50WeuGRfRWlWSxVZItU5UgfhZ4DsgH3uuXFU/Ra8ksNXD1sPV0I6fbmtPly5aszVaTZHZT3JILFo9FSSQdj+zqTpctn5/D4qqcMbYSuSCKXTIpqp/YR7jPu2e6rzif5kuWpdfpxNbcMiUJonPudjP7IZB0znWb2Srg0al4LZmdBpJD5xwHj+xOly+Yv5iiQu9sloKVTCbFLZkszxzoob3bu38nN2JctUZDS2XqKHbJhYrHohQda6b0YGO6rOFFq3E5mghwrprUBNHMzDnnAJxzHQPlzrl9wNuG1xE5l4am43R2tQMQCoVZsmgVoGAlk0dxSyZLPBaluT3J9qN96bIrVudTkDddT5SSuUSxSyZDPBbF+pPMf3RvuuzMyhq6aiuy2CrJtsn+q3Wvmf2NmQ15OJ2Z5ZrZb5lZDLhxkl9TZpmBq4fJVJJDRwcDVt3CZeTl5o+2mcj5UtySCxaPRUmlHA/v7GKgO75gXpjVCweHlurElkwyxS6ZFFVPHySnsxeARF4ODVesTK9T3JqbJnuI6WuAPwe+bWYrgFagAC8RvRv4lHPu2Ul+TZlFBpJDgBP1h+jr86aIz8nJZVHtCkDBSiad4pZMih1H+2hu94aWhkPwonUF6dmWFbdkCih2yQWJx6LkN56hfOfgLPGNV64kle+f2CrbmKWWSbZNaoLonOsBbgFuMbMcoArods6dnszXkdmvr6+Xo8cHZ9JaUreKSDiiTpZMOsUtuVDxWJT27hTPHBh85uEly/MoKwxnsVUy2yl2yYWIx6KQSlHzyB4GHhrWWTuP9hXz03VueN3rstI2yb4pmaTGzPYCL+DNqvWsmT3rnDs8Fa8ls0fm1cNDR/eQTCUBKCwoZmHN4mw1S+YIxS05H/FYFOe8WUsT3sVD5hWH2LQkL11HJ7ZkKil2yfmat+0Yea2dAKQiIU5dsxo06kGY/HsQB/wvcBJoBn4b2G5mL5jZR/yzXCKj6uhs41TjsfTyiqXrMAspWMlUU9yS87L/ZD8nWryp4Q24dl0BIT1YWqaPYpdMSDwWJaeti8pnD6XLmi5dRqKkIHuNkkCZqucg/qlz7pKBBTP7It6MWmeATwJ/M0WvKzNU5mMt9h/amS6fV17NvPJqdbJkOihuyYTEY1F6+lI8sXdwaOn6xblUl03Vn1aRESl2ybjFY1FwjppH9xBKeTNq9VQWc3r9onQd9blkqq4gtpnZ5oEF/ybpq51z/wVcO0WvKTNU5tDS5pZTnGlvBcDMWLF0XbaaJXOP4pZM2ON7e+jt9zpZxfnGZSv0zEOZdopdMiGle09SeLINAGdw6kVrQaMeJMNUJYj/F/iamX3Fn4L5c4B/dwa5492Jmb3GzHab2T4ze+8Y9a4ws6SZveEC2y1ZlEolOXBkV3p5Yc0SCguKFaxkuihuybjFY1GONvVz4GR/uuyatQXkRNTJkml3wbFLcWtuiMeiRDp7qX5ycBLA1o2L6a0szmKrJIimJEF0zu0CrgR+AcwH9gG/Z2ZFwHfGsw8zCwOfxxtPvwH4EzPbMEq9jwO/nJzWy3TKvHp4vP4Qvb3dAEQiOSxZtCpbzZI5SHFLxisei9KX8CamGbBiQQ6LqnS7l0y/C41diltzw8DQ0vmP7SXc700C2FdSQPMlS9N1dGJLBkzZjRLOuSTwPf9fppvHuYsrgX3OuQMAZvYd4AZgx7B6fwP8ALji/Fsr2ZCZHA5/rMXSRavJieQqWMm0UtyS8Xpybw9dvd7Q0vwc46rVGloq2XOBsUtxa44oOdhI8dHm9PKpa9fgIt7jeBS3JNNUDTGdDHXA0YzlY35ZmpnVAa8HvjjWjszsJjPbamZbGxsbJ72hcuEOHtl91mMtFKxkBlLcmuXisSj1LQn2nOhLl129Np/8XO/P6Ytf+45sNU3kfE1a3PLrKnYFTDwWJdzTR/Xj+9Jlp9fW0r2gPHuNkkALcoJoI5S5YcufBt7jnzkblXPuVufcFufclurq6slqn1yAzKuHbWdaaGg6nl4eeKyFyAykuDWLxWNR+pOOhzOGli6pjrBs/uDQ0oqKimw0TeRCTFrcAsWuoKp+fB+RXu+e6f6iPJouX55epxPyMlyQ5+I+BmQ+HX0RcGJYnS3Ad8x7qGcV8DtmlnDO3TktLZTzkpkcOpdi/6HBUSyVFTV6rIXMZIpbs9wz+3to7/bm/8iNeBPTmB4sLTOb4tYsFo9FKTrSROnBwau5p65ZQyrXSwEUt2QkQU4QnwRWm9ly4DjwRuBNmRWcc+nTH2Z2G/BTBauZ5cTJI3R2tQMQCoVZsXS9gpXMZIpbs1Q8FqWhLcH2o4NDS69cXUBhnkY7yIynuDVLxWNRQr0Jah7dmy5rW1lD1yKNdJCxBTZBdM4lzOxdeLNlhYGvOue2m9nb/fXnHAcvwTN0YpoeDh8bDFpL6laSn1eQjWaJTArFrdkpHouSTDke3jk4tLS2IsKqhYNDS3ViS2Yqxa3ZrXrrfiLd3omtRH4OjVeuTK9T3JLRBDZBBHDO3QXcNaxsxEDlnHvrdLRJzl9mcgj+xDTJBAAF+UXULVyuYCUznuLW7PTcwV5Od3pDSyNheNE6DS2V2UNxa/aJx6IUnGilbO/JdFnD1atJ5fkntnJXZKllMhNobIxkhTcxzeAtDiuXbeD1b/vXLLZIRORs8ViUlvYkzx/uTZddvjKfkgL9+RSRYIrHolh/kppH9qTL2pdW0bFscNKgG/7kT7LRNJkh9BdOpkXm1cNUKsW+g9vTy1UVC5hXXpWNZomIjCoei5JKOR7a2Y3z53SsKQuzflFuuo6uHopIEFU9fZDcjh4AkrkRGq5anV6nuCXnogRRptzwoaXHThygq7sDGJiYZp2ClYgE0rYjfTS3ezP7h0Nw7XoNLRWR4IrHouQ3tFG+c/DxYQ1XriRZmDvGViJDKUGUadXV3cGR44MPal22eDV/dNPNWWyRiMjZ4rEopzuTPHuwJ112yfJ8yorCWWyViMjo4rEolkhS8/Ce9MMtO+vm0b6yJl1HJ7ZkPJQgypQa+sxDx94D23D+WK3iojJqFyzLUstEREY2MLT0wR3dJL15aagsCbNpiYaWikiwVT5ziLy2LgBSkTCnrlkDGvUgE6QEUabM8KGlJxuOcqa9FQAzY82KTbzurR/IRtNERMa07UgvTWe8oaUhg+s2FBAKqZMlIsEUj0XJP9XGvO3H0mWNV6wgUZyfxVbJTKUEUaZFb18PB4/sSi8vql3Bm/7641lskYjI2eKxKK0dSZ45MDhr6SUr8qgo1tBSEQmmgVlLFzy0e3Boae082tYsTNfRiS2ZCCWIMiWGDy3df3AHyaR3Nr4gv4gldStH21REJCsGh5Z2kfJnLa0qDXPRkrx0HXWyRCSIqp4+SG57NwDJnDCnrtXQUjl/ShBl0g0fWtrYXE9z66n08qoVG3n92z443c0SETmn5w/10tzu3XgYDsGLNbRURAIsHotSUH+aeRmzljZeuYpEkYaWyvlTgihTqrevh/0Hd6SXF8xfzI1/88kstkhE5GzxWJTm9iTPHhocWnrpinzKNWupiARUemjpw7vTZR2LKjizSrOWyoVRgiiTaqRZSxPJfgDy8gpYvnRdtpomIjKieCxK0h9a6k+yzPyyMBs1a6mIBFz11v3kdHiP40nmRjj1Ig0tlQunBFEmzfChpacaj9F6ujG9vGblRfyfP/+36W6WiMg5PXewl9aOwaGl120oIKROlogEVDwWpfBEC+W769NlDVetIlmYN8ZWIuOjBFGmRE9PFwcO7Uwv1y5YpqGlIhI48ViUxjMJnj88OLT08pX5lBVqaKmIBFM8FiXUl6Dm4T3pso4llbSvmJ9e1oktuRBKEGVSDB9auufACyRTg7OWLluyJltNExEZUTwWJZF0PLSjOz20tKY8zIbFGloqIsFW/eR+cjq9E1vJvAinrtHQUpk8ShDlgg0fWnq8/iBtZ1rSy2tXbeYPNGupiATQ0/t7ON3pDS2NhOHFGwoxdbJEJKDisShFR5oo23syXXbq6tUkC3LH2EpkYpQgyqRq72jj0NHBIQ+L61byp+/8RBZbJCJytngsyomWBNuP9qXLrliVT0mB/iyKSDDFY1HCXX1Dhpa2L6umY7mGlsrk0l9CuSCZVw8TyQS79j2L88dqlRSVsaRuVbaaJiIyongsSm9/igd3dKXLFlVGWFunoaUiEkzxWBSco+aR3UR6vdnh+wtzOXXN6nQdxS2ZLEoQ5bwNH1q6/+AOenq8Dlc4HGbt6kt4/dv+NRtNExEZlXOOR3f10NXrnczKyzGuXV+goaUiEmhlu+spPjZ4C8+p69aRysvJYotktlKCKJOiofE4DU3H08urlm/ijf83OsYWIiLTLx6LcuBUPwcb+tNl164voDBPfw5FJJjisSg5bV1UP7k/Xda6oY6u2nnpZZ3Yksmkv4hyXjKvHnb3dLLv4Pb08vyqOuZX1WajWSIio4rHonR0p3h0V3e6bE1tDkurB8/Aq5MlIkESj0UhlWLhA7sIJb0JtXrLC2m6bEW6juKWTDYliDJhmclhMpVk555n0o+0yM8vZOXyDQpWIhIo8ViUlHM8uKOLfi9cUVIQ4srVBek6ilsiEkSVzx0mv7kdgFTIqH/JelzE68IrbslUUIIoEzL8eYf7D26ns8sLWmbGulWX8H/+/N+y1TwRkVFtP9LHydNedmjASzYWkBPx7jtcfulrs9gyEZGzxWNR8hvaqHj+SLqs+bLl9FUUZ7FVMhcoQZTzdqrxGKcaB+87XLlsAyXFZVlskYjI2eKxKM3tSZ7e35Muu3h5HvPLIunlzZs3Z6NpIiIjiseiWH+CBQ/uwrz5tOhaUEbrhkXpOrp6KFNFCaKMW+bVw/aONvYd3JFenl9Vx4L5ixWsRCRQ4rEo/QnHfdu6SPmdrKrSMBcvy0vXUdwSkcBxjppH95Lb7p3YSuaEOXndOghptmWZekoQZVwyk8P+RB879z6Dc97N0oWFJaxavpHXvfUD2WqeiMioHtvTzZkuL15Fwt7Q0pA6WSISUPFYlNL9pyg90JAua7hmDYni/Cy2SuYSJYgyIc6l2L33OXp7vVkAw+EIG1Zfyh/8+Qez3DIRkaHisSj7T/axr37wkRbXrC2grDCcxVaJiIxu4JEW8x/bmy5rW72A9hXz08s6sSVTTQminFPm1cODh3fT2taUXl6zcjMFBUXZaJaIyKjisShnupI8kvFIi5ULcli1MDe9rE6WiARJPBbFEikW3r+TUMJ/pEVZIQ1XrkrXUdyS6aAEUcaUmRyebDjK8ZOH0suL61ZSVVGjYCUigRKPRUmmHPdt6ybhP9KitCDENWv1SAsRCbaqpw6Q39IB+I+0eOl6XI436mHLK96axZbJXKIEUUaVmRy2nWlh38Ht6eXKeTUsXbRanSwRCaSn9vfQ3O5lhyGDl24qTD/SQkQkaOKxKEVHmpi3c3B2+MYrVg55pEVdXV02miZzkBJEOaee3m527nkG57wpAIsKS1i7ajNm6myJSLDEY1GONvWz/UhfumzLqnyqSgfvO9SJLREJkngsSqSzlwUP706XdSyppG1dbXpZcUumkxJEGdHA1cNEMsGO3U/Rn/A6WzmRXDasvZxwOKJgJSKBEo9F6ehJ8eCOwfsOF1dF2LBY9x2KSDDFY1FIpVhw/w7CvQkA+ovyOHntWjDNtizZoQRRzjKQHKZSKXbteYbOrnYAzIz1ay4lP69AwUpEAiV93+ELXfT2e6MdCvOM69YXpEc7KG6JSBBVPXWQwoYzADiDky9ZRyovJ8utkrlMCaIMMZAcOufYd3DbkBlLVy3fRFlphTpZIhJIT+7tofGMd9+hGbx0YyH5ufozJyLBFI9FKT7cSMX2Y+mypkuX011Tnl5Wn0uyQX85ZURHju3jVOPgjdJL6laxYP6iLLZIRGRk8ViUA6f62Hks477DlfksmBdJL6uTJSJBMvC8w5qHMu47XFxJ60WL08uKW5ItgU4Qzew1ZrbbzPaZ2XtHWP9mM3ve//eImV2cjXbOFgNXD082HOXI8X3p8prqOpYs8p7Bo2AlMjbFrekVj0U53Znk4Z2D9x0urY6wcYnuOxQZL8Wt6eU97zBJ7X07CPd7ox76ivM5eZ3uO5RgCGyCaGZh4PPAbwMbgD8xsw3Dqh0EXuqc2wx8FLh1els5ewwkhy2tjew9MPg4i/KyKlYt34SZKViJnIPi1vSKx6L0Jxy/eb4r/bzDkoIQ120o1H2HIuOkuJUFzjH/0b3ktXYC/vMOX7ZB9x1KYAQ2QQSuBPY55w445/qA7wA3ZFZwzj3inGv1Fx8DNAbyPAwkh21nWti592lg8HEW69dcSigUUidLZHwUt6bJL37xC5xzPLKrm7auFADhEPzWRYXk6nmHIhOhuDWN4rEoZXvqKdt/Kl3WcPVqeitL0svqc0m2BTlBrAOOZiwf88tG8xfAz0daYWY3mdlWM9va2Ng4iU2c+QaSw47ONrbvfopUyuto5eUWsGndFiLhyFibi8hQilvTpPfUU+w42seBU/3psmvWFVBRoucdikzQpMUtUOwaSzwWJb+hjerHB2/jaVtVw5nVC9LLilsSBEFOEEc6BexGrGj2MryA9Z6R1jvnbnXObXHObamurp7EJs4OXd0dvLDzSZJJ7/k7OTm5XLT+CnJz8wEFK5EJUNyaBvFYlOPN/Ty5tyddtqY2h9ULdd+hyHmYtLgFil2jiceiRDp7qb13B6GUd3h75xXRcPVq3XcogRPky0PHgMUZy4uAE8Mrmdlm4MvAbzvnmqepbbNCPBalp6eLF3Y8QSLhnYWPhHO4aP2VFBQUAQpWIhOkuDXF4rEoZ7qS3LetK92DrS4Lc/XagnQdxS2RCVHcmmLpSWl+s51ItzfbcjIvwvHf2oiLDIx60KhdCY4gX0F8ElhtZsvNLBd4I/DjzApmtgT4IfBnzrk9WWjjjBWPRent6+GFnU/Q198LQCgUZuO6LRQVeuPg1ckSmTDFrSkUj0XpSzh+9VwXfd6ABwrzjN+6qJBwSGfgRc6T4tZUc46aR/aQ39zuLRqcuH4DiZLME1s3Zqt1ImcJ7BVE51zCzN4F/BIIA191zm03s7f7678IfBCoBG7xZ6xLOOe2ZKvNM0U6OdzxBD293tTwZiE2rr2c0pJyQJ0skfOhuDV14rEozjke2N41dFKazYUU5gX5XKdIsCluTa14LMq87ccoPdCQLmu8chXdC+ell9XnkqAJbIII4Jy7C7hrWNkXM37+S+Avp7tdM9lgcvg43T1dAJgZ69dcQnlZZZZbJzLzKW5NnWcO9HK0KZFeftG6AqpLB/+MqZMlcn4Ut6ZGPBal8HgLVU8dSJe1rV7A6XW16WXFLQkinXadY0ZKDtetvoTKeTXpOgpWIhIk8ViUffV9PHeoN122cUkuqzQpjYgEVDwWJbe1k4X37cD8G6a7q0s1KY3MCEoQ55DvfulfR0wOqyo0vbKIBFM8FqW+NcHDO7vTZbUVEbaszE8vK26JSJDEY1HCXb3U/eoFwv1JAPoLcznxsg248EDXuzxr7RM5l0APMZXJ891bP8DzO5+gR8mhiMwQ8ViU051JfvN8J/6s8JQXhXjZRYWENCmNiARQPBbF+pPU/XobOZ3eqIdUJMzxV1xEsjAvXe+GG9+ZrSaKnJMSxDngO1/8F17Y+SS9fQMT0hjrVl9KVYWGlYpIMMVjUbr7UtzzbGd6xtKCXOOVlxSRGxnpsW0iItkVj0Uh5Vj4wE7ymzuAgRlL19NXUZyupz6XBJ0SxFnum7e8h227nqS/33vujpmxfvWlVGYkhyIiQRKPRUkkHb9+rouOHu/SYSQEr7i4iOL8wTsj1MkSkaCpfnI/xUcHHxPZcNVquhYNTgKouCUzgRLEWezrn/tHtu/aSiLpnX4PhUJsWHMZ88qrh9RTsBKRoIjHoqRSjvu3ddF4Jpkuf+mmQqpKw+llxS0RCZJ4LMq8bUeZt/N4uqxl4yLaNGOpzEBKEGep2z7z9+zY8zSplNfBCocjbFx7OWWlFUPqKViJSJA453hkVzdHMh5ncdWafJZU56SXFbdEJEjisSile09SvXXwcRbtS6to2rIivay4JTOJEsRZ6MuffBe79z2Hc97QrJxILpvWX0FxUemQegpWIhIk8ViUrft62Fvfny7btCSXDYszJ3ZQ3BKR4IjHohQdaaLmkd3psq6aMk6+eJ0eZyEzlhLEWeaWj/0lBw7vSi/n5eazaf0VFBYUD6mnYCUiQRKPRXnhcC/bjvSly1YvzGHLKj3OQkSCKR6LUnDy9JBnHfbMK+LEyzfhIuGxNxYJMCWIs0QqleLbsf8YkhwW5Bexaf0V5OcVDKmrTpaIBEk8FmXP8T627utJly2pjvCidQWYzsCLSADFY1Hymtup/fU2Qv5zePpKCjj+qs2kcge714pdMhMpQZwF+vt6+dZtH+WFZ+5Ll5UWl7Nh7eXk5OQOqatAJSJBEo9F2Vvfx8O7utNlC8rDvHTj4LMORUSCJB6LktvSwaK7nyfc7831kCjI5dirLiJZMNjvUp9LZioliDNcZ0cbX/vCezl04IV0WWVFDWtXXUw4NHR4gwKViARJPBZlf30fD+0YTA4rS0K8/OIiIuHB5FCxS0SCYiA5XPzL5wj3epNpJXMjHHvVRSRKBkdsKW7JTKYEcQZrPHWEr97yHhobjqbL6hYsY/nSdelhWQMUqEQkSOKxKPtP9vFgRnJYURziVZcWkRtRcigiwROPRclt7WTRL58fTA5zwhx71Wb65g3O9aC4JTOdEsQZas/OJ/n6l/6V7u6OdNmKpeuoW7j8rLoKVCISJPFYlAMn+3hwezf+vA7MKw7x6kuLyM8JpespdolIUAwmh88R6fVmWk7mhDn26s30VpWk6yluyWygBHGGcc7x0L3f5yc/+Fz6GYehUIi1Ky+mqnJBllsnIjK2eCzKnhN9PLJzMDksLwrxmkuLyM9VcigiwROPRclramfRPUOvHB5/1WZ6qwYfIaa4JbOFEsQZJJHo50d3fJLHH/pJuiw3N48Nay6npLhsxG0UrEQkKOKxKNuP9PLE3sHZSssKlRyKSHANPMqi9tfb0hPSpCJhjr/yInqqlRzK7KQEcYboaG/l9i/9Kwf2PpsuKykqY8Pay8jNzR9xGwUrEQmKO2+7mWcP9vLswd502cA9hwVKDkUkgOKxKEVHm1l43w5CyRTgTUij5FBmOyWIM8DRw7u4/dYP0NpyMl1WXVXLmhWbCIVGfhCrgpWIBMWPbruZJ/b0sPNYX7qspizMyy8uIi9HE9KISPDEY1FK9p9iwUO7MecNiPceZbGZvnlF6XqKWzIbKUEMMOccjz/8E350x6dIJvrT5csWr2FR7YqzZiodoGAlIkEQj0XpTzru39bF0aZEuryuMsJvXVSoR1mISCDFb7uZiuePUPXMoXRZX3E+x1+1mf5SPcpCZj8liAHV39fLD7/z3zz56F3psnA4wtqVm6msqBlxGwUqEQmKeCxKV2+KXz3XSXN7Kl2+fH4OL95YQDik5FBEgif+1Y9S88geyvafSpf1lhdy7FWbSRbmpcsUt2Q2U4IYQM1NJ7j91g9w/OiedFlhYQkb1lxKQX7RiNsoUIlIUMRjUVrak/zquU46e126fNPSXLaszB8y+kGxS0SCIB6LEurtZ9G92yk82ZYu71xYTv31G0nlDXaZFbdktlOCGDA7tz3Kt772Ebq72tNl86tqWbV8E+Gw7jcUkWCLx6LsP9nHwzu78ed0wAyuWVvA2rrcIXUVu0QkCOKxKHnN7dTeu4OcjsFZlttWL+DUNashpIm0ZG5RghgQiUQ/P4//L/f/6jvpMjNjxdL1LKxZovsNRSTwfvS1m3li79DJaHLC8LKLCqmrzEmXKW6JSFDEY1FK951k/qN70zOVAjRetpzWixZ7Z7h8il0yVyhBDICmxuN84yv/xrHDu9Jlubn5rF99CaUl80bdToFKRIIgHovS0ZPigW1dnGpLpsvLCkP81kWFlBcPjn5Q3BKRoPjxVz7C/Cf3U767Pl2WzAlz8rp1dC6tGlJXsUvmEiWIWfbMk/fw/W99gt6ernTZvPJq1qy8iNycvFG3U6ASkSCIx6IcPNXHI7u66RucqJQl1RFevKGQ3IjOvotIsHhDSjtY8uBO8k4P9r96yws58bKN9JcVpssUt2QuUoKYJb293cS/+2meeORn6TIzY/mStdQuWDbqkFJQsBKRYPj+V27msT3d7KsffAyPAZetzOeipbmajEZEAid+282U7zhG1VMHCaUGJ9FqX1bNyWvX4nI04kFECWIWHDuym2997SM0nDycLsvPK2Td6ksoKS4bdTsFKhEJgngsytGmfh7d3U1nz2AHqzjfeMnGQmrKh/5pUewSkWyLx6Lknu5k0SN7KGw4ky5PRUI0XrmKttULdL+hiE8J4jRKJhPce/c3ufunXyWVGrxPp7pyIauWbyQSyRl1WwUqEcm2gWcbPr6nh0MN/UPWrVyQw9VrCzSkVEQCJR6LYskUlc8foeKFI1jGVcOeymLqX7J+yJBSUOwSUYI4TZoajvHt2z7K4YPb02WhUJhVyzYwv7pOQ0pFJLDisSjJlGPH0T6eP9Qz5F7DvBzj6jX5rFigR1iISLDEb7uZoiPNVD91gNwz3elyZ0bLRYtpvngphPUIC5HhlCBOMeccjz4Y5847PjXkqmFJcTlrV20e9cH3oEAlItkVj0VxznGooZ+t+3royBhOCt5VwytX55OfGxpSrtglItkSj0UByGtqZ9GT+yk81TZkfXdVCaeuXUPfvOIh5YpbIoOUIE6hM21N/M/H/orW043pMjNjyaLVLK5djllo1G0VqEQkW+KxKCnnONzQz3OHemntSA1ZX1oQ4pp1BdRW6F5DEQmGgcQwv/EMFc8dpvhYy5D1yZwwzZct5/TaWghpKLzIWJQgToE7b7uZhqYTHDi8k0Ri8D6dwoJi1q7aTHGRJqIRkWAZ6Fz1JxwHTvWz/UgvbV1DE8O8iHHJijzW1uUSDg0dFq/YJSLZEI9FIeUoOt5C+Y5jFNWfHrLemXF6XS3NFy8llT90rgfFLZGRKUGcJAOdq57ebvYd3D7kqiFA3cJlLFu8hlAoPNLmgAKViEyvgbjlnKOlI8WeE33sr++jPzm0XiQE6xblsnlZPnk5SgxFJHsG4hZApLOXiv0nKdtdT05n75B6DuhYWkXTZcs1CY3IBClBPA+ZwWmAc476U0c4dGQ3yYx7DfPyCliz4iLKyypH3Z8ClYhMteFxK+Ucze1JjjQmOHiqn/bu1Fnb5IRh/eI8Ni7O1X2GIpIVQ2KXc+S091B0tJmSw40UZDyuIl3FoH35fFo2L6GvfOg8D4pbIuMT6ATRzF4DfAYIA192zn1s2Hrz1/8O0AW81Tn39GS9/kiJ4Ei6uzvZe2Abbe1Dx7vXLljKssVrCIdHPswKVCKzT1DjVk9/ipb2FC0dSU6dTnCyNTFkNtJMpYUh1tXlsmphrq4YiswBQY1blkiS39pJXksH+Y1nKKw/fdaVwgHJvAhtqxbQtq6W/pKCIesWrn8lV1555WQ1V2TWC2yCaGZh4PPAK4FjwJNm9mPn3I6Mar8NrPb/XQV8wf//go0nOXTOcbz+IIeP7iXlBs++F+QXsXrlRZSVzBtxO3WwRGanbMat7bsO8IM7vkYiCYmkI5H0ksLOHkdnT4qefjfm9pEwLKnKYXVtLgvnhc969I7ilsjslM241Vdfz2P/9SEqk0kskSKUSBLqS5DT2Uuks5dIVy82RuhyBl0L53FmZQ0dS6txEY10EJkMgU0QgSuBfc65AwBm9h3gBiAzYN0A3O6cc8BjZlZuZgudc/Xn+6LjvWronOOFnU/QdibzqqGxuHY5SxatGvFeQwUqkVkva3Hr6f09PHdo5DProynINWorIiydn0NdRYRI+OznsSpuicx6WYtbBfWtLH764IS2S0XCdC0oo3NJFe1Lqs6aeAYUt0QuVJATxDrgaMbyMc4+WzVSnTpgSMAys5uAmwCWLFky5ovecOP7x5UkmhkV5fPTCWJRYQlrVl501gylClIic0rW4tbzH/7XMeuEQ1BeFKaiJERlSZiF8yKUFYbOulI4sD8RmTMmLW7B+GPXDTe+n19+4j1jNswB/aUF9FQU01tRTPeCMnqqSiB09mPCbN5F/P7v//6Y+xOR8Qlygnh2r8WLFROtg3PuVuBWgC1btow9zmoC6hYupbn1FPPKq1i0cAUhP2CpcyUyZ2Utbs0vi7B5KYTDEAkbkRDk5hhFeSGK8kMU5hqh0Egv7VHcEpmzJi1uwcRiV6Ioj5ZNi0lFQrhImFQkRConQqIwl0RRPonCvLOGjWZS3BKZGkFOEI8BizOWFwEnzqPOlDEL8YGPxdOJoYjMeVmLWwvmRVgwb3whXZ0qEcmQtbiVKMqjacuKcddX7BKZHkFOEJ8EVpvZcuA48EbgTcPq/Bh4lz9e/iqg7ULGww9QABKR86S4JSIzjeKWiAwR2ATROZcws3cBv8SbdvmrzrntZvZ2f/0Xgbvwplzehzft8tuy1V4REcUtEZlpFLdEZLjAJogAzrm78IJSZtkXM352wDunu10iIqNR3BKRmUZxS0Qy6eY5ERERERERAZQgioiIiIiIiE8JooiIiIiIiABKEEVERERERMSnBFFEREREREQAMG9iqrnDzBqBw+OsXgU0TWFzZkobQO0IWhsgGO2YijYsdc5VT/I+Z7QZGLcgGO0IQhsgGO0IQhtg9rZDcWsEE4hds/VzMVPbAGpH0NoA0xi35lyCOBFmttU5t2Wut0HtCF4bgtKOILRBhgrK7yQI7QhCG4LSjiC0Qe2Q0QTl9xGEdgShDWpH8Now3e3QEFMREREREREBlCCKiIiIiIiITwni2G7NdgMIRhtA7cgUhDZAMNoRhDbIUEH5nQShHUFoAwSjHUFoA6gdMrKg/D6C0I4gtAHUjkxBaANMYzt0D6KIiIiIiIgAuoIoIiIiIiIiPiWIIiIiIiIiAihBxMxeY2a7zWyfmb13hPVmZp/11z9vZpdlqR3Xm1mbmT3r//vgFLThq2bWYGbbRlk/XcfiXO2YjmOx2MzuNbOdZrbdzN49Qp0pPx7jbMeUHg8zyzezJ8zsOb8NHx6hzrR8NmRQEGKX4taE2qG4NbSO4tYcpLg15HWyHrsUtybcjuk4HsGIXc65OfsPCAP7gRVALvAcsGFYnd8Bfg4YcDXweJbacT3w0yk+Hi8BLgO2jbJ+yo/FONsxHcdiIXCZ/3MJsCdLn43xtGNKj4f//or9n3OAx4Grs/HZ0L/08c567FLcmnA7FLem8XgobgXvn+LWWW3JeuxS3JpwO6bjeAQids31K4hXAvuccwecc33Ad4AbhtW5AbjdeR4Dys1sYRbaMeWccw8ALWNUmY5jMZ52TDnnXL1z7mn/53ZgJ1A3rNqUH49xtmNK+e+vw1/M8f8Nn91qWj4bkhaE2KW4NbF2TDnFrSFtUNwKHsWtDEGIXYpbE27HlAtK7JrrCWIdcDRj+RhnfxjGU2c62gFwjX/J+edmtnGS2zAe03EsxmvajoWZLQMuxTuLk2laj8cY7YApPh5mFjazZ4EG4B7nXFaPhQQidiluTZzi1lCKW3OL4tbEBOXzqbg11JQfjyDErshk7mwGshHKhmfp46kzHe14GljqnOsws98B7gRWT3I7zmU6jsV4TNuxMLNi4AfA3znnzgxfPcImU3I8ztGOKT8ezrkkcImZlQM/MrNNzrnMexaC8tmYK4IQuxS3JkZxayjFrblHcWtigvD5VNwaalqORxBi11y/gngMWJyxvAg4cR51prwdzrkzA5ecnXN3ATlmVjXJ7TiX6TgW5zRdx8LMcvCCxDedcz8cocq0HI9ztWM6PxvOudPAfcBrhq0KxGdjDglC7FLcmgDFraEUt+Ykxa2JyfrnU3FrqOn+bGQzds31BPFJYLWZLTezXOCNwI+H1fkx8BZ/xqCrgTbnXP10t8PMFpiZ+T9fife7a57kdpzLdByLc5qOY+Hv/yvATufcJ0epNuXHYzztmOrjYWbV/lkszKwAeAWwa1i1QHw25pAgxC7FrQlQ3DqrjuLW3KO4NTFZ/3wqbp1VZzqORyBi15weYuqcS5jZu4Bf4s1s9VXn3HYze7u//ovAXXizBe0DuoC3ZakdbwDeYWYJoBt4o3NuUi8nm9m38WZoqjKzY8C/4d0cO23HYpztmPJjAVwL/BnwgnnjwAH+BViS0Y7pOB7jacdUH4+FQMzMwnjB8LvOuZ9O9/dEBgUhdiluTbgdiluKW3Oa4tZQQYhdilsTbsd0HI9AxC6bgs+8iIiIiIiIzEBzfYipiIiIiIiI+JQgioiIiIiICKAEUURERERERHxKEEVERERERARQgigiIiIiIiI+JYgiIiIiIiICKEGUWcTMNpjZW81ssZmVZLs9IiLnorglIjON4tbspwRRZhQzC5vZZ8xsu5m9YGYrMlbnAH8DvB7oyE4LRUSGUtwSkZlGcWtuU4IoM837gAPOuY3AZ4G/zli3GPgasA/QGS0RCQrFLRGZaRS35rBIthsgMl5mVgS83jl3uV90EPjdgfXOuZ+a2QLn3MmsNFBEZBjFLRGZaRS3RAmizCSvABab2bP+cgXwq8wKClYiEjCKWyIy0yhuzXEaYiozySXAB51zlzjnLgHuBp7NZoNERM7hEhS3RGRmuQTFrTlNCaLMJPOALgAziwCvAn6S1RaJiIxNcUtEZhrFrTlOCaLMJHuAq/2f/x74mXPuYBbbIyJyLopbIjLTKG7Nceacy3YbRMbFzOYBPweqgEeBm5xz3dltlYjI6BS3RGSmUdwSJYgiIiIiIiICaIipiIiIiIiI+JQgioiIiIiICKAEUURERERERHxKEEVERERERARQgigiIiIiIiI+JYgiIiIiIiICKEEUERERERERnxJEERERERERAZQgioiIiIiIiE8JooiIiIiIiABKEEVERERERMSnBFFEREREREQAJYgiIiIiIiLiU4IoIiIiIiIigBJEERERERER8SlBFBEREREREUAJooiIiIiIiPiUIIqIiIiIiAigBFFERERERER8ShBFREREREQEUIIoIiIiIiIiPiWIIiIiIiIiAihBnDXM7D4z+8vp2L+ZvdnM7p7EfW83s+v9nz9kZt+YxH3/i5l9ebL2l7HfyT4GU/r7Ewkqxa5R963YJRJQiluj7ltxa5ZQgjgF/A9eq5nlZbstU8E5903n3KvOVc/MbjOzm8exv43OufsutF1mdr2ZHRu27393zk16EBjvMRjJZAfkUV7jTWa21cw6zKzezH5uZteNY7vrzcyZ2Q+HlV/sl983ZY2WrFPs8ih2jUyxS4JIccujuDUyxa3zowRxkpnZMuDFgAN+P7utOTczi8zF157NzOwfgE8D/w7UAEuAW4AbxrmLRuBFZlaZUXYjsGcSmykBo9g1M157NlPskolS3JoZrz2bzda4pQRx8r0FeAy4De8XnOaf3fm8mf3MzNrN7HEzW5mx/lVmttvM2szsFjO7P2OIwZAzIGa2zD+7cNYX3sxWmtlvzKzZzJrM7JtmVp6x/pCZvcfMngc6R9nHK81sl9+WzwGWse6tZvaQ/7OZ2afMrMGv+7yZbTKzm4A3A//sn1H5yWiv7Ze9IuPl883sDv8YPW1mF2e8tjOzVcOO6c1mVgT8HKj1X6/DzGpHOG6/b97witP+Wcf1w47LP/rvoc1vQ/5Zv+FhxyCjXW83s73+mczPm5mNsN1rgH8B/thv43MZq5ea2cP++77bzKoytrvazB7x2/2c+cNDRth/GfAR4J3OuR865zqdc/3OuZ845/7Jr5NnZp82sxP+v0/b0DOvfcCdwBv9+mHgj4BvjvSaMmsodil2KXbJTKO4pbiluDUFlCBOvrfg/VK/CbzazGqGrf8T4MPAPGAfEAXwP5jfB94HVAK7gRedZxsM+A+gFlgPLAY+NEI7fhcod84lhmzsteUHwAeAKmA/cO0or/Uq4CXAGqAc+GOg2Tl3K94x+E/nXLFz7rXjeW3fDcD3gArgW8CdZpYz1ht2znUCvw2c8F+v2Dl3Ytj7WgN8G/g7oBq4C/iJmeVmVPsj4DXAcmAz8NaxXneY3wOuAC729/PqEdr5C7yzTHf4bbw4Y/WbgLcB84Fc4B/9dtcBPwNuxjsm/wj8wMyqR2jDNUA+8KMx2vl+4GrgEr+tV+L9rjPdjvdZxn8f24ETyGym2KXYpdglM43iluKW4tYUUII4icwbb7wU+K5z7im8L/mbhlX7oXPuCf9L+k28DwzA7wDb/TMQCeCzwMnzaYdzbp9z7h7nXK9zrhH4JPDSYdU+65w76pzrHmEXvwPscM593znXj3fpfLS29AMlwDrAnHM7nXP152jiWK8N8FTGa38S78t39Tn2OR5/DPzMPzb9wH8BBQz9o/BZ59wJ51wL8BMGfz/j8THn3Gnn3BHg3gluC/A159we/7h8N2P7PwXucs7d5ZxLOefuAbbi/Z6GqwSaRvkjMODNwEeccw3+5+PDwJ9lVnDOPQJUmNlavKB1+wTfi8wgil2KXYpdMtMobiluKW5NHSWIk+tG4G7nXJO//C2GDXlg6Je+Cyj2f64Fjg6scM45YMjNv+NlZvPN7DtmdtzMzgDfwDsrlenoCJsOGKktI9Z3zv0G+BzweeCUmd1qZqXnaOJYrz1kvXMuhXccas+xzXjUAoeH7fsoUJdRZ7Tfz3hcyLZjbb8U+EN/qMNpMzsNXAcsHGEfzUDVSENYMgw5Dv7PIx3frwPvAl7G2GfHZOZT7FLsOt9tx9pesUumkuKW4tb5bjvW9opbKEGcNGZWgHeJ+6VmdtLMTgJ/D1ycOZ57DPXAooz9WeYy0AkUZiwvGGNf/4F3w/Zm51wp3tmQ4WOz3TnasnhYWxaPVtk591nn3OXARrxhD/90jtcY67UZ9tohvOMwcKm9i9GPw7n2ewLviz+w74H3dfwc2022c7VzuKPA151z5Rn/ipxzHxuh7qNAD/C6MfY35Djg3VA90lCGrwN/jXcmrWuCbZYZQrFLsWsCFLskEBS3FLcmQHHrPChBnDyvA5LABrzL1JfgjUV/kMFxxWP5GXCRmb3OPxPxToZ+EZ8FXmJmS/ybYt83xr5KgA7gtD+W+p/GqDtaWzaa2R/4bflbRgmOZnaFmV3lj1fvxPuiJP3Vp4AVE3xtgMszXvvvgF68m9DBOw5vMrOwf/Nx5jCOU0Clf3xG8l3gd83s5X57/5+/70fOo40X4hSwzA/E4/EN4LVm9mr/feebNzXyouEVnXNtwAeBz/ufpUIzyzGz3zaz//SrfRv4gJlV+/c+fNB/jeH7Ooh3fN9/Hu9RZo7Xodil2DU+il0SFK9DcUtxa3wUt86DEsTJcyPeeOYjzrmTA//whgK8+RyXn/GHSPwh8J94l6w34I157vXX3wPcATwPPAX8dIzdfRi4DGjDCzw/HKPuWG35mN+W1cDDo1QvBb4EtOJdNm/GG2cO8BVgg3+J/s4JNCGON3a9FW+c9h/449cB3g28FjiNN647vV/n3C68L+IB/zWHXMJ3zu3GO7P3P0CTv5/XOuf6JtC2yfA9//9mM3v6XJWdc0fxbiL/F7zpkI/i/QEa8fvrnPsk8A94N0EP1H8Xg8fqZrzP1vPAC8DTftlI+3rIDbvxXGYdxS7FrvFS7JKgUNxS3Bovxa3zYN5QZwka/0zHMeDNzrl7s90eEZHxUOwSkZlGcUtkKF1BDBD/cna5ec9H+Re8MeyPnWMzEZGsUuwSkZlGcUtkdEoQg+UavGmaBy7Fv26MaYlFRIJCsUtEZhrFLZFRaIipiIiIiIiIALqCKCIiIiIiIj4liCIiIiIiIgLAmNMAz0ZVVVVu2bJl2W6GiIziqaeeanLOVWe7HUGiuCUSbIpbI1PsEgmuseLWnEsQly1bxtatW7PdDBEZhZkdznYbgkZxSyTYFLdGptglElxjxS0NMRURERERERFACaKIiIiIiIj4lCCKiIiIiIgIoARRREREREREfEoQRUREREREBFCCKCIiIiIiIj4liCIiIiIiIgIoQRQRERERERGfEkQREREREREBlCCKiIiIiIiIb8oSRDP7qpk1mNm2Edb9o5k5M6vKKHufme0zs91m9uqM8svN7AV/3WfNzPzyPDO7wy9/3MyWTdV7EZG5Q7FLRGYaxS0RmUxTeQXxNuA1wwvNbDHwSuBIRtkG4I3ARn+bW8ws7K/+AnATsNr/N7DPvwBanXOrgE8BH5+SdyEic81tKHaJyMxyG4pbIjJJpixBdM49ALSMsOpTwD8DLqPsBuA7zrle59xBYB9wpZktBEqdc4865xxwO/C6jG1i/s/fB14+cKZLROR8KXaJyEyjuCUik2la70E0s98Hjjvnnhu2qg44mrF8zC+r838eXj5kG+dcAmgDKkd53ZvMbKuZbW1sbLzg9yEic0s2YpfilohcCPW5ROR8TVuCaGaFwPuBD460eoQyN0b5WNucXejcrc65Lc65LdXV1eNprogIkL3YpbglIudLfS4RuRDTeQVxJbAceM7MDgGLgKfNbAHeWarFGXUXASf88kUjlJO5jZlFgDJGHl4hInIhFLtEZKZR3BKR8zZtCaJz7gXn3Hzn3DLn3DK8YHOZc+4k8GPgjf4sWcvxbox+wjlXD7Sb2dX+WPe3AHF/lz8GbvR/fgPwG3/MvIjIpFHsEpGZRnFLRC7EVD7m4tvAo8BaMztmZn8xWl3n3Hbgu8AO4BfAO51zSX/1O4Av491EvR/4uV/+FaDSzPYB/wC8d0reiIjMKYpdIjLTKG6JyGSyuXYCaMuWLW7r1q3ZboaIjMLMnnLObcl2O4JEcUsk2BS3RqbYJRJcY8WtaZ3FVERERERERIJLCaKIiIiIiIgAShBFRERERETEpwRRREREREREACWIIiIiIiIi4lOCKCIiIiIiIoASRBEREREREfEpQRQRERERERFACaKIiIiIiIj4lCCKiIiIiIgIoARRREREREREfEoQRUREREREBFCCKCIiIiIiIj4liCIiIiIiIgIoQRQRERERERGfEkQREREREREBlCCKiIiIiIiITwmiiIiIiIiIAEoQRURERERExKcEUURERERERAAliCIiIiIiIuJTgigiIiIiIiKAEkQRERERERHxTVmCaGZfNbMGM9uWUfYJM9tlZs+b2Y/MrDxj3fvMbJ+Z7TazV2eUX25mL/jrPmtm5pfnmdkdfvnjZrZsqt6LiMwdil0iMtMobonIZJrKK4i3Aa8ZVnYPsMk5txnYA7wPwMw2AG8ENvrb3GJmYX+bLwA3Aav9fwP7/Aug1Tm3CvgU8PEpeyciMpfchmKXiMwst6G4JSKTZMoSROfcA0DLsLK7nXMJf/ExYJH/8w3Ad5xzvc65g8A+4EozWwiUOucedc454HbgdRnbxPyfvw+8fOBMl4jI+VLsEpGZRnFLRCZTNu9B/HPg5/7PdcDRjHXH/LI6/+fh5UO28QNgG1A50guZ2U1mttXMtjY2Nk7aGxCROWlaYpfilohMIvW5RGTcspIgmtn7gQTwzYGiEaq5McrH2ubsQududc5tcc5tqa6unmhzRUSA6Y1dilsiMhnU5xKRiZr2BNHMbgR+D3izP4QBvLNUizOqLQJO+OWLRigfso2ZRYAyhg2vEBGZLIpdIjLTKG6JyPmY1gTRzF4DvAf4fedcV8aqHwNv9GfJWo53Y/QTzrl6oN3MrvbHur8FiGdsc6P/8xuA32QEPxGRSaPYJSIzjeKWiJyvyFTt2My+DVwPVJnZMeDf8GbQygPu8e9tfsw593bn3HYz+y6wA28YxDudc0l/V+/Am52rAG/8/MAY+q8AXzezfXhnsd44Ve9Fgsc5R1NTEwBmRmVlJbpfXiaDYpeIzDSKWyIymWyunQDasmWL27p1a7abIReoqamJL3z+ZuaVFZOfX8Dr3vB/qaqqynazZBKY2VPOuS3ZbkeQKG6JBJvi1sgUu0SCa6y4lc1ZTEUmZOCqoXOOnp5OcqwXl+ggRC/JRP9ZdUREREREZGKmbIipyGRxztHc3ExzczM//sEXqSzPZ9eOR0klEzT5dfbveozNl7+CtZt+i3t/9UP+7G3/oCuKIiIiIiITpARRAq+5uZk7v/+/nKo/yOnGPTSfzGHDRddTf/Ik88rL6eru4NSJgzz5yI956rG7qFywLttNFhERERGZkTTEVGaE7vZ6Wht2Ec4pZMHiS2lt74NQIQVFZZSWL6C8ei2rN7yE3LxCGk9s49EHfpDtJouIiIiIzDhKECXQnHM88cjPOXzgWYpL51NauY558yopKS48q25+QQlLVl1FYfF87r/n6/z0R7fqXkQRERERkQlQgiiBtmvH0/zmF1+isGgetUsvwWzsj2woFCa/ZClFJfO57+7bufP7ShJFRERERMZLCaIEVnd3Bz/89scJhcIsWXEZodD4Pq5mxvLVl1NcWs3Dv/k6Tz3xmyluqYiIiIjI7KAEUQLJOccdt3+c0y0nqZi/npzc/AltbxaidsnF5OQW8uPvfZK2003n3khEREREZI5TgiiB9Pgjv2Dbs/dSXL4IZxNLDgeEwhGqFm6gr7eb2774L5w6eVLDTUVERERExqAEUQKns/MMd/3ocxQUlrJw0YU9sqKvP0R51QqOHt7BLZ/+B5qbmyeplSIiIiIis48SRAkM5xxNTU184ys309XZRt2SzeO+73AsC2pXUFRSTdeZY7SdbpyEloqIiIiIzE5KECUwmpub+cZXP8renY9QUFxLQVHZpOzXzKhZtB6Au3/6vxpmKiIiIiIyCiWIEhg93R2cOr6dvPxiCkpqJ3XfubmFlFUuY//urTz20M+VJIqIiIiIjEAJogTGr3/+Vfr7elmw+KJzPu/wfIRyKojkFvCTH3yGxoaGSd+/iIiIiMhMpwRRAmHntkd54ZnfsHDRWgoKJ2do6XBmIWoXb6Cvt5Pnn/n1lLyGiIiIiMhMpgRRsq6np4vvf/MTlFfUUrdk/ZS+VmlZDcUlldx/zzfp7ema0tcSEREREZlplCBK1jjnaGxs5Ed3fIa20430u1J6e/um9DXNjMqaVXR3tfGLn942pa8lIuKco7m5OX3f8/BlEZGgGS1uKXbNHUoQJWuam5v53Kffx1OP/Yyi0oXkF5ROy+sWFM2joKiSJx6+k67OM9PymiIytwx0qPbt28ctX/omLS0tJBJJjhw9zmduuZ1Dh4/S359Id7iUOIpItmXGrSc+9VlaWlpwqRRNR46w/3O3sP9zt9B0ol5xaw6IZLsBMnclkwl6O44QycmndskGWlqmL1krr1pO/ZGn+M3d3+D3Xv/X0/a6IjI3tLS08OXbf0h9QzNt7T3880e+QGtbO6mU15H6+w9+DoBwOMSihVXUVM2joaGBd/zFH7N29YpsNl1E5qiWlhb2ffFWek/UM7+llYa//X80NDVBXx8lfp2m+x4kFQrRULsQW7CApuZmVr3z7dRcegk2Cc+ulmBQgihZ88TDcRJ9XSxdeTnh8PR+FHNyi1i19ioeuvf7XHf9H1I+r3paX19EZq/m1ja+9u2f8vhz+0ilHJFwiLwcY0FVKeGQEQqFuHTzOrq6e3n6+V20tJ7hWH0TyWSK93z0i1TOK2XzhpW8+JrLWLSggnA4REVFBWaW7bcmIrNUsqeHpju+T+mDj0BvL8lQiN7yMvqqKmlNJllYWUlObg69C2roff4F8rq6CL/wApW9fbT+43tpKykm56JNVLzspfSvW0uooEBxawZTgihZcbrlFA/fdwf5hZWUli+gP5Gc1tfv7OwmmWck+vv52Z3/y5vf9oFpfX0RmX1aT5/hWz/4Bfc+/AyJRJKF8+exoLqMvu52zIz5NQtJJBO0NDVSX19PIpFgQUUB82sW0p/op6W1jdoFNTz9wj7uf/RZ7n34GfJyIyysnsdb3/gaFtUtpLKyUh0uEZk0qb4+Wn/yMxq+/i1oayNVWUH3pvUcd7C0poaUS9Ld1EKqupo2l2TP0WOU1tayrLqaTpekp/k0CzdtwO3eQ9eTT9H7yGO4cJi+2oU03fQXVK5bi5kpWZxhlCDKtHLO0dTUxE++/xlcKkVZZfaGUlVUVNHXvZxnt97Dq3/vbVRV12WtLSIycx05fpIf/uQ3PPLkNvr6E1SWF1JRmsfiRYu8hLCn46xtioqKSSQT9PZ0A94EWpbqZ/++PVy8YSW9fX3s3XeQfpfDoeONfORTX2dhVQkffu87qKqqmu63KCKzTH9rK/Xf+wG9d/+KRHMLHcVFtKxdTc2KFSRcEtfUMuJ2pQUFQ5ZPuxQcOEBfyOjavIlUcwtr+vvJPXacxAc/zMHFi0itWc2qt99EZWXldLw1mQRTNljYzL5qZg1mti2jrMLM7jGzvf7/8zLWvc/M9pnZbjN7dUb55Wb2gr/us+affjCzPDO7wy9/3MyWTdV7kckzMDHNjucfoLBkIYlkds8mlVUswTnHT35wS1bbIcGh2CVj8WZfbuKpZ7bxrR/8kn/44Gf42/d9kvsffZb1qxbx0ms2s3HtUvJywue1/8LCQsC7N3F+ZSmXblzBpZuWkZcT4XhDO/91y3eoP9U8mW9JZgHFLTkX5xwNO3bS/IM7OfJP72XfH72Jzm9/l2RNDaF/+FuaL9lMd0nJuXc0gvLCIkqLi8CMUFUlic0X0X79dbRXVFB85BiljzxO3/MvTPI7kqk0lXeT3ga8ZljZe4FfO+dWA7/2lzGzDcAbgY3+NreY2cBf1y8ANwGr/X8D+/wLoNU5twr4FPDxKXsnMmmcc/R1HicSyWPhorXZbg6RnHxKyuvY/twD7Ni2VTNxCSh2SYaBUQ9NTU1sfeYFPvE/Md753k/y0U/dzvd+/BtCBr/z8iu5aM1C2k83ELbJjyElRQWsqCtjWV0lh4+d5N3v/yTxnz9AMpXSLIIy4DYUt8Q3EBeampo4uXMXh7/wv+x6y5/T/M530/C5W+ipP4n91vWcuOxiTlZXcviJJ+np6Z3cNuTlcXL5MvquvAJCxumP/DsnPvFJkh0dilszwJQNMXXOPTDCGaYbgOv9n2PAfcB7/PLvOOd6gYNmtg+40swOAaXOuUcBzOx24HXAz/1tPuTv6/vA58zMnD5tgbZn5+P097ZTt/QiQtM8Mc1oInnVWOgE3/36v/Ouf7pVw7fmOMUuydTS0kL0E1+gtSPB6fZuDKiqKKWivIieztNUluZy6mQ9qUR/+urfVDAzqiuK+NM3vJqf/OoJvvbtn/LAo8/wh6+9nnt+fT9//Vdv1vCtOUxxSzK1tLSw/3O3wO49FJ1swJyjt7SEM4vqOJmfT03dQvq6uugKhVlWWESPS9I1yQniAFdZAS9/GdbbS9sv7qbjsScofNMfse2ZZ7ni79+tuBVQ0z0fbY1zrh7A/3++X14HHM2od8wvq/N/Hl4+ZBvnXAJoA0b8lJnZTWa21cy2NjY2TtJbkYlwztHQcIr77r6dSE4B8yoXZbtJaaFQhPkLVtJxpoHjR3dnuzkSTNMeuxS3siPzzHYimeT7P/kNB+vb6ejuY9miatYtr+CidUupqS6npLiIoqJiioqLp6Vt3V2d3HPfo5QUhHnT619GS2sbH/ufb3LkZBtNLW3T0gaZUdTnmiMy45Zzjqb7HqDk0ccpPtnAmcoK+l76EnpfdBWtC2rIKy8bHBI6Tdp6e9jZ2ET4ff+EVcyj/XNfpO6FHfTtUp8rqILywJKRbkRzY5SPtc3Zhc7d6pzb4pzbUl2txxlkQ3NzM1//ykdobT5BfnEtZkH56Hkq5y8nkpPHr3/+NQ15kImYstiluJUdLS0t3PKlb3L8RD0f/I8v8vPfPElpUS7XXLaWJXVVhLP8nK+iomJC4RCPPfY4KxdXsrC6lObWDt7/H1/iy1//EfUnTyqGybmozzXLtLS08OSnP0tzczNHPvt5Up/7AqncPDquvYpTy5ZCYcG5dzLFzIwTDz3MwZpqDtTVYj09nP7Ahzjw/g9yau9exa2Ame6/dKfMbCGA/3+DX34MWJxRbxFwwi9fNEL5kG3MLAKUASNPuSRZl0omaWnYT15+Cbn5FdluzlnC4QgV1cs5cXQXTz3xm2w3R4JHsWsOycsv4JNf/C679h1hae08FteUkBM5v0lnpkphYSGlpaWsXlHHqiXllBXn89N7HuXvP/BZXtixh+bmZt3jI4pbc0h5YSEdX/4aXXf+mPYF8+m/5ipS0zS6YbzKC4soLSmmf+EC9m9cT8fSxXQ/9jgNf/1u6n95t+5NDJDpThB/DNzo/3wjEM8of6M/S9ZyvBujn/CHRLSb2dX+TFpvGbbNwL7eAPxGY+GDa8cLD9Db00HVglWBfQ5OeeUSwpE87r/nGwpOMpxi1xzR0dnN87uOcvjYSd5x4+uomlcU2Jg1IDcS5uINK9i4ZhGJZIqP/Pdt/MenY9z2rTgtLerDz2GKW3OES6Yo2L6T7l/eQ+ENv0fryhUQDtZJreFcOEzOhg10vuhqXF4ebR//bw5/7BNs/e9PKW4FwFQ+5uLbwKPAWjM7ZmZ/AXwMeKWZ7QVe6S/jnNsOfBfYAfwCeKdzbuDJ6e8AvgzsA/bj3SwN8BWg0r+5+h/wZ+eS4EmlUjz6wA8oKCyjuHT+uTfIklAoRFnFMuqP7+WRB3+mJHGOUuyau9rOdPCJW75NZ3cvN/7hK1m2aGZNWFU5r4RNa2pZsWQB+w6fZN+RBnr7+rPdLJkGiltzl0smaf/8F8k9fgL73dfQ+zuvwQX8pFamVHERzZdeTMH/b+++49y67jvvfw7qDNr03lglkiqWLEqRS+L0yEl2ZW8SP84+WXuT7CprO1nHyZPETuI4TqJYiW01y+qSRVESKVIUe+9d7L13csipwHR04Dx/DGjTEsuQxOCg/N6v17yIuXMBfAlifsTv3nPP+S+/Q2jFKhoOHibR0XnjO4pRNZqzmP7hNX70a9fY/3Hg8ats3wncfZXtYeAPbiejyIxD+zfi72pl/J0PZf2ReKw+7A4Xi99/jomTHqS6usZ0IpFhUrsKU6Cnn3/89xfo9PcyobmCQ0eOs+/AYSLhsOloN8Vus/J7vzqVOcu2cfxUK9975i3+8a//hJqq7BvaL9JH6lZh0vE4F//9Pwhv2EhvcxORwUGi098eXrLi1pY0NEIrRey//DaWMc0kX3iFwN/9A+5//kfcD3zcdLSClV0zhYi8o7Vm9dLp+EqqKa/MnplLr0UpRV3jJKKRQQ7t22A6jhAiA/yBPr71b8/T3hVgXGM5ThsZnZ00nULBId59fymNNWVM/dhEugO9/NW3n2bztj0yKkKIPKJjMS7+y+MMrF1PW0MdHdVVGZ+dNF36QyEuvj2Dc3v20n3fvWifl/N/8y0uTJsudcsQaRDFqDp+ZAet548S08VpX4R1tPhKa3G5S1m/6m1isajpOEKIUdTZ3cPfP/4CvX0DPHT/JGprcmtY6dVcXo/RVWSj0mshkUjwg+dnsnLdVsPJhBDpkIxGufBP32Vg42Ys/8/vEx07xnSk23a5ue0Bdvl8hCvKGXxjOuef+ZE0iQZIgyhGhdaa7u5uli18DZenLKvWPbwRpRTl1eMZ7O9mzfIZpuMIIdLs8kx5l9q7+Oa//pi+/kHqyotwOUftqgtjSnweHrx3AiVeFy+8MZ+V67fLDKdC5KDLdSsRCtH6D99h6IPthKZM4tzFizlzAH6kPB43auoDMG4MwfmLaPv+kyQTCalbGZR//xuKrOD3+3ln2hNcOHsIe1EdkUhuTZTg9lbiLC5hy/rZ/PJvfAGn0/waQkKI9AgEAjz53Bu0dg4yFAwzsaUSq0rc+I45ym63cdcdjew9dJofv/Yekyc0UFXu48t/+F+pqLjqWudCiCwTCATY+cOnGN8/SOzwEVpbmqhqacGnEwTzrEEEQCn6Jo4nFgzB0uX0R8KcCUd46K++LnUrA+QMohg1ff6zWK12vKX1pqPcNKUUpZXjGBrsZdPa90zHEUKk0aX2bo6f6yYWj/PwA5OpKoAJXKxWCy21Ppx2C0dPXSIUzd+GWIh8lAwGqT9yjNjhI1j+5EskmnJnZNYtUwp/Qz1DDfXoNeupbL1oOlHBkAZRjIqOttP09bRTVjUGZcnutXiuxVnko3nsx1iz/C2GhvpNxxFCpMH51na+/+MZaDTlboXDluUzK6eRxaIY11CKu9jJngMnudTRbTqSEGIEEkND9P7bE1j7+umdfCfnjh3Pu2Gl16QUtnvuJtpQh+f8BcIbNplOVBCkQRSjYuv697BYbZRVNJuOcsuGhkLEk3Yi4SHmvvucjHsXIsedu9DGP/77i2g0d46porQk92YpvV1Wq4V7J7dgsVh47rX3GRwKmY4khLiO+OAgp//qb4mfPEX3nRMpbmnJyZlKb4tShO6aTLTER/+LLxM6dtx0orwnDaJIu872cxw9vJWauvFYbXbTcW5LRWUNvtI69u5cxrmzJ03HEULcpMsTO+w/eJR//N5LhCNRmmtLULpwh1gWOR3cf88Euv19PPnCOySTSdORhBAforWm68IFzvz13xE7cZLuOyYQyMGld9LGYqFn0p3g8XD+H/6JWE+P6UR5TRpEkXarl0/HarVTWz/RdJS0qKydADrJlvWzTUcRQtykQCDA86/N5l+fnIZOJnn4gclUVJSZjmWc066oLnexe/8x5i1ZbzqOEOJDultbaf3a14mdPIV66EHsY3J3RFa69CYS+Me0kOjp5fy/fg8tB7dGjTSIIq0C/jZ2b1+B1VFKPJEfQzIdTjeekjr27lyBv/uS6ThCiJtwsa2LA8fOD0885Qab/K/3Uw215dw7eSxvvbeMrTv2yjB6IbLE5WsOnYNDnGqoI1IuB7Uu89TUoO65m+ievVz4yTSpW6NE/qsUabV2xdsoZaG8cozpKGlVUt6CUoqVi39iOooQYgS01uw/eJTvPz8TpRT3Tm6m1FfAw7OuIhwKYrcmsVkt/PD5mZy/IDMECmHS5WGl5//274mfOk33nRNJ1NSYjpV1+mqrCPi8DL41g44tH5iOk5ekQRRp09/XzY4tS7jn/l/BanOajpNWVpuTKff+Cru2Laft4mnTcYQQN3Ds+Gn+5YdvoJNJfuGBSbiK86smpUuJz8dddzaRSCZ5/Z3FJJNJWYxaCEP87e20/vlfEj56DMtjf0KwUtb7uyql8I8bR6KoiL6nnyXe2yd1K82kQRRps3bFOyQScSbd/aumo6Td0FCI3r5BlLIwb/azpuMIIa5Ba83Zcxf4wQsz0ECpCwpoJYtb4nUX01RXzr7Dp5j5/nKef+VtAoGA6VhCFAytNd2dXXT/4CmK+gfovXMi5w4cLJylLG5B0mald/KdJHt7Off499jx1DNSt9JIGkSRFj3+drasfx9faR2bNi7Ny6JWWlpGfdMkTh3byclju03HEUJcRXt7B99+4hX8PQO01HoLcimLW1FT4eXj997BnEXrSZCba9cKkasCgQCtf/NN9O69dDY2UDxmTOEtZXEL4l4vnv/xR0R37qa62286Tl6RBlGkxcK5L5JIJKhtuAOvx2U6zqhx+eqwWB3Mn/0jGcogRJbRWvPWnBUMDIWZPKEeV1FuL7OTaZ/7rYfx+VwcOXmRoWDYdBwhCkZo3Xqc5y8QaWmip1auORwprTWhhx9E3f8xio6fJHZCliNLF2kQxW3rbD/Pgd1rcPvqcDjztzkEsFislFaMpe3iCTatmy9NohBZZOnqrWzefpAJY+qpLPeZjpNTQsEhFq/YSE2Zi2g0zvT3lkt9EyIDQseOM/DSa1BVSfjO/FgeLFP6QyEuvTOTC04HSYeD/meeIxkKmY6VF6RBFLdt2cJXsNkdeMuaTEfJDKsPu8PNknnP09nRbjqNEAI4efoCr729gEkTmpg4rsF0nJzkdnuorq6gvqaUHXuOsm6zDKUXYjQlBodo/c6/gscDDz0IFvlYfrNKXW68pSX03DmRREcn537wlBzcSgN5J4pbprXmwL4P2L97LXff9+tYrQ7TkTJCKUVD8xRi0SB7di43HUeIgqa15uLFS3z/x2/hcReTDPcTCcvwyNtR6rbiKrLz0rS5dHTJpA9CpJvWGr/fz7n//CHxri5OVlUQkUXfb4vf4WCwqYHwmnVcWrLUdJycJw2iuGXd3d28/fq/YLHYaO8M5OXENNfi8VXhLali05qZBIMDpuMIUbACgQD/8PjzdHT1UFPuwuGU6w5vl1KKiWNqUAqeemEGnZ1dckReiDQKBAKc/ZfHiWzcxMWKchI+GRKfDvbJk6GslIEXXqHz+AlZ+uI2SIMobtnpE7uJR/uprp9ISUlhFTelFOXVEwiHBlk6/zXTcYQoWHsPnqR3MEpzfSW1NZWm4+QNh93K5x/5FEdPnuOf/+MlmT5eiDRKdHXjOnKUeEkJg80FcnlOJlgsMPUBktEoHd/6NidfflVq1y2SBlHckkQizpplP8FqK6KiaozpOEYUu0pweavZsXUBfb1dpuMIUXB6+wZ4492lFBfZGdcsM/+lUyg4xKkzZykvcXGpq59TZy+ajiREXtDJJP3PvQAaQh+7C5Qs1JpOfVbF2aoKbIEAJW0yT8StGlGDqJT61Ei2icKxbdNC/F2tlFSMxVLAF1WXVowhmUgw/70fyzCGLCN1K79prXnu1VmEQhHGNpQXdB0aLW63h0kTGnHYrbz69iJCIbm2c7RJ3cp/PQsWETt0GO69h6Qrv2d+NyVaV0eiphp96AixM2dNx8lJI/0f9Ucj3CYKQCg0yPJFr9E05i6KXBWm4xgViYKnpI79u1bxwda10iRmF6lbeejy5A6r1n/Azn3HqK7wYCFhOlbestmsjGuqpMvfx3OvzZYaN/qkbuWhy3Ur2tFB50uvMuD1EKmuMh0rfylF/O67wGGn58lnSMjEZTftug2iUuoTSqm/BqqUUn91xdc/A9ZbfVKl1DeUUoeUUgeVUjOUUkVKqXKl1Eql1InUn2VX7P8tpdRJpdQxpdRvXbH9AaXUgdTPnlVKztNnwuqlbzI01MfUT/4e8pJDQ/NkLBYbC2Y/id/vNx2n4Endym+BQIAfvTid6bOX4/UUM66lznSkvGdTCeqqSti8/QAr1mwxHScvjVbdSj221C7DAoEAO556hgv/+SRaa/rvnChDS0ebw8HQ3VOgrZ0Lzz5nOk3OudEZRAfgAWyA94qvfuD3b+UJlVINwP8Fpmqt72a48H0R+CawWms9EVid+h6l1JTUz+8CHgGeV0pdLpYvAI8BE1Nfj9xKJjFyne3n2bhmFr7SerZvW1dQM5dei83moKJmHLFwL+fOHDAdR0jdynsdgSADgyHumTwWi0U+ZGXCHeMaKfG5eePdZXT5e0zHyUdpr1sgtSubVA0MEt29B88Xv0CiqMh0nIIQr6xgsKGe0NIVDGzdZjpOTrlug6i1Xq+1/i7wsNb6u1d8Pam1PnEbz2sDipVSNsAFXAIeBaalfj4N+Fzq9qPATK11RGt9BjgJPKSUqgN8WuutenjMy5tX3EeMAq0178/8AVarnfET78frkbHzl5VVtmC1OVm3/E0ZgmWY1K38duzkedq6ennoYxMo9XlMxykYFovijrG1RCIRfvj8OyRlzba0GsW6BVK7jEsODFB05BiMaSH0iYeQTwmZc6mmmnBxMRf/4/vEe+Tg1kiN9BpEp1LqZaXUCqXUmstft/KEWuuLwA+A80Ab0Ke1XgHUaK3bUvu0AdWpuzQAF654iNbUtobU7Q9v/wil1GNKqZ1KqZ1dXTLb5K3as2MlJ4/txlJURTwh5e1KFouV0ooxtF08wb7dt/SrIdJP6laeiURjTJu1DIfdSkd7K+FQyHSkglJc5KCloYKjJ86xYNlG03HyVdrqFkjtyhaDP5mOisfxV5Rz9q13ZPRVBmmLhcEpk9DBEG2pIb7ixmwj3G828CLwKtzebACpce6PAmOBXmC2UuqPrneXq2zT19n+0Y1avwy8DDB16lR5Z9yC4FA/C+c8R23DBCyOWtNxspLbV4uFMEvmvURdwxSqa2rlGk2zpG7lCa01gUCAZWt30NHVw8SWSpwj/d9LpFVFqRu3x8v02Uu5d8oExo25ao8gbl3a6hZI7TLpct1ynjlLeMNG+psa8FRXY9MJgtIgZlTM5cLye59jcOZseuYvpPxz/9V0pKw30jOIca31C1rr7VrrXZe/bvE5fx04o7Xu0lrHgPeBTwIdqSEMpP7sTO3fCly5imgjw8MjWlO3P7xdpJnWmhnTvsfQYB+f+Mx/l6bnOh54+PMEui/x8nPflAlrzJO6lScCgQBPPvcGcxev5/67J+DzyPU7poRDQRzWJFaLhSeenSZnQtIvnXULpHYZEwgE2P7k01x46lmorKS3qfHGdxKjoj8Uou3SJWIVFXQ8/xLhs+dMR8p6I20QFyqlvqqUqkvNfFWulCq/xec8DzyslHKlZsD6NeAIsAD4cmqfLwPzU7cXAF9USjmVUmMZvjB6e2pIxIBS6uHU43zpivuINNq8fgFHDmzEV9YkE9Ncx9BQiCNH9uAsLmWg9zzh8JDpSIVO6lYeudTVT1IniUeHiMiU5UaVlpRw5/h6Ort7efblGTJkK73SWbdAapdRvo5OuNRGd2U54WjMdJyCVur2ELp3CnGtOfNP36W7vUNq13WMdJDO5SLyN1ds08C4m31CrfU2pdR7wG4gDuxheCiCB5illPpThgvaH6T2P6SUmgUcTu3/Na315WEXXwHeAIqBpakvkUb9fX6WL3wRu9NDY8tk4glNWBZLviaf14NqnMzZE1vZtvF9Gv/wG6YjFTKpW3ni2KkL9PSHGNtUTVlZKYFuua7JtLISNxUlRWzZeZit2/fyyV+433SkfJG2ugVSu0xKDg5Scu4CyfJy7C1NILP/GqedTjpammk4dZoL3/4O6onHqago7PW8r2VEDaLWemw6n1Rr/R3gOx/aHGH4yNbV9n8cePwq23cCd6czm/iZZDLJOz/5N6KREBV1H0MpC2m4JCLvFblKcHmr2b5lAZ/59S9QWSXX6JggdSs/JJJJZs5djd1upbm+Co3MnpktasrdDIbivPHuUh647y6cTofpSDkv3XUr9ZhSuwwYmj0HSzxObPIkWfMwiwyWlZKoq6Po1Bni5y+ANIhXNaIGUSn1patt11q/md44IpusWzWbk8d2UFIxjkTyttbpLThlVePpuriXuTOf5H/9+Q/kuk0DpG7lh7Ubd3H+YgdjG8uxWi3EE9IgZguLRTGmoYJjZzp49a15fPVP/kBq3W2SupUfIufPE1q2ksHaahw+L2g5uJ5N4lMmYQ34CTzzHFWvvojFJrOefdhIr0F88IqvXwT+GZApgPJYT6Cd1Utew+urpLZhouk4OcdqdfDxX3iUY4e3cWDPetNxCpXUrRw3FAzx5qwltDTWUOYrNh1HXIXdkqC6wsvK9TvZe+CI6Tj5QOpWHuh4/mWw2+ltbjYdRVyNw0Fw0p1w7jwXZ84ynSYrjXSI6V9c+b1SqgSYPiqJhHHJZJJ33/x3kskE4+54kEhMLuK9WUNDIdraL+Es8jL33aeorBlPXX2jHF3PIKlbue+tWUvoHxiivspNNCKTY2WrO8c30dt/nLfnrOS+eyZLnbsNUrdy3+D2HQxt205bQx3BpIx4yFax2moi50pRM2cT/53PYisrMx0pq4z0DOKHBRme2UrkGa01K5dM5+Sx3diKaknqW32LCJ/Xy9iJDzDQ7+flH/2NLHthntStHNLW4Wfl+p001FVSXSXXiGQzu83KHeMbOXnmIus27zYdJ99I3cohOh6n48cvYq2tJdYiZw+zmlL0jR+LDofpfOV102myzkivQVzIzxZEtQKTATknm4dOHNvPqiWv4XSVUeypNh0n91mKsDrKGOy7SEfbaSorK00nKhhSt3LbtHcXY7Eo7hzfSDwmZw+zXZmviGKnjdfeXsDEsXU01NfJmcRbIHUrtwXmLyJ6/gKWr/4Zev9+03HEDfQohbWyApYux/KZX6TmoQelbqWM9KrMH1xxOw6c01q3jkIeYVA8HmPB7CexWK00jvkYvb1B05Hygq98LH1dB1gy9zkmTXkdq1Uuhs4QqVs56sDhk3yw8yBVpUWQlMkdcoFSirpKN6cv9vGfP3qL7/zNn8r08bdG6laOivf20fn6G8Qqymnft49wJGo6khgBf30dpYEeuv7jB9hefl4O5KeMaPyg1no9cBTwAmWAvOvz0NL5L9N+6RRjJ0zFbi8yHSdvWCw2KqrvoKPtNOtWzjAdp2BI3cpNiWSSl9+ch91qoarMbTqOuAmuIjvVFSVc7AjQ2zdoOk5OkrqVu1pffgUdDKInT8Ln9ZiOI0ZIW60kJ07A1tNLdNce03GyxogaRKXUF4DtDC+k+gVgm1Lq90czmMis40d2sH7VDBzFVRS7y03HyTsubxV33vVJVix+nY62s6bjFASpW7lHa838xWu5cKmTprpSLBYZ6pNrxjXXkExqFizfbDpKTpK6lXu01nTs3Uto+SoG62rQXq/pSOImJZsaweNh8K130AkZtQIjn6TmH4AHtdZf1lp/CXgI+PboxRKZorXm/LlTzHjjX6moaqSiRq6FHw1aa6Z+8vex24t4d/r3SMqwuUyQupVjWi+2MWPuKjwuJ8UOaQ5zkavYSXNDFRs/2Mf5i+2m4+QiqVs5xu/30/lvT5BUio7qGtNxxK2wWOCuySRaL9K7dLnpNFlhpA2iRWvdecX3/pu4r8hi3d3dvPTsNxga6uczv/m/sFispiPlpaGhEJs3LKCsaiznzxxizfK3TEcqBFK3csyilVuIxRNMHCcTnOSyuuoSAF5/e6HhJDlJ6laOie7eg80fIDJxPAm7zDGQq/pKfYTcbjpff4NkKGQ6jnEjLTrLlFLLlVL/Uyn1P4HFwJLRiyUyZde2xUSCAUorxrDtgzWEwzJb4Gjxetw0Nk1k8j2fZvmi19i7exNayxqTo0jqVg651N7NqvU7aayrxOsuNh1H3AaH3UZ9dQl7D57gyPGzpuPkGqlbOSQZi9H3+pvg8RBtbjQdR9wOpQhOGEeyp5fAnHmm0xh33QZRKTVBKfUprfXfAC8B9wIfA7YCL2cgnxhFl1pPsnb5NJzFZdQ33oHX4zIdqSDccfdvYbM5mfnGP3Ng/x5pEtNM6lZu+smMBSR1kpYGmUEuH1RXevG4i3l7jgzXGgmpW7np0uw50NFB7I6Jw8MURU6L+nyoe++me+Ys4gMDpuMYdaN389PAAIDW+n2t9V9prb/B8NGsp0c3mhhN4dAQ017+RxyOYsqq75DhXBkyMDjEiqWzaB73ceKxCDPf+A7d3d2mY+Wbp5G6lTO01uzcc5Ade45SW+nF6bCbjiTSIBoO4SmycPDIKTZ9sFsOhN3Y00jdyimJYJCBd2cT9nlJVleZjiPSoD8UottmQw8NcfLlVwu6bt2oQRyjtf7ISp9a653AmFFJJEad1pp33ngcf1crrpIWYrHC/QUwweUqxuUupapuItFwD7u3LzUdKd9I3cohfr+fH736HjarhVKPNIf5pNxXhN1u5eU35+P3+03HyXZSt3LMxWnToX+Ajvp6kIPsecNTU0Osppr4kuV0nz1rOo4xN2oQr7cYnlwkkqM+2LSAw/s30NA8harqBtNxClZ51ViK3RWsXvIap0/sMx0nn0jdyiH7D5+mbyDImKYqrDJEK69YLIpxTTX0D4Y4ePS06TjZTupWDokHAgQXLGKosoKwR9ZrzTfhieOwJJME5y8yHcWYG/1vvEMp9b8/vFEp9afArtGJJEZT6/ljzJv1NDaHj7LKMabjFDSlFBU1k/CWVPLGS39PT6DDdKR8IXUrRyQSCd5buBZXsZPaqjLTccQoqKsuo7jIwdwlMinXDUjdyiFd095Cx+L0tTSZjiJGQdLjIVxdRXDpcuKBgOk4RtxoPt6/BOYqpf5fflagpgIO4POjmEuMgqHBXqa/8m1cLh/usoly3WEWCIVjuEuaaT+/m9ef/yb/9+9exG53mo6V6/4SqVs5Yc3GnVzq8HP/PROwWKQe5SOLxcKEsQ0cOHKGbbsO8fDUu01HylZ/idStnBA+d47eRUtQn/lFYrEoyOzveWmguYnibj+tr79By19/o+A+M1/3DKLWukNr/Ungu8DZ1Nd3tdaf0FrLCrg5JB6L8saLf09fbze/+tn/g9Uq1/pki4qKasbd8SBtF08wa/oTcpT9Nkndyg3hSJS35yyn2GGl1HO90XUi15V6nTjsVqbPXkIymTQdJytJ3codF59/Ca0UrUNDsjRYHusBQtVVBJcsp+v4CdNxMm5EK3pqrdcCa0c5ixgFWmu6u7tZNOdpzpzaT33zfezcuVGKWpaxOUtx+RrZs2Ml5RW1fPbRPzMdKedJ3cpOWmsCgQDrt+6nt2+QO8dUFdyR2UKjlKKxtozTF7pZtnozn/31T8u/+TVI3cpOl+tW7PhJott3YpkyGU95KYPdhTn8sFBYJt2J6ugk8M5Mqv752wVVt0bUIIrc5ff7ee35v6W7/QS2ohoqqhqIxROEQ2HT0cSHVFSPo7l5PKuXTcdXUsWnfvm/mY4kRNoFAgGefeFNTlwIcOf4RuTkYWEotmuKi+xMn72cB++bRFWVLAsgckcgEODkK69RvHM3VrcLy/hxEJMD7XmvuJhIUwOOjZvpOnaM6kmTTCfKGJkyLs8dObCJ7vYT+Mrq8ZU1m44jriMYDBOKajy+aua++ySrl8+ku7tbhpyKvNPVO0QwFEElo0TCcrCqECilGN9cRygcZfueo6bjCHHTSiIR7P4AFz0eIvG46TgiQyLjxgAwNGee0RyZJg1iHro8rHTf7k0sev8ZvL5KahvvLqhT47nK5/Vy512fpKb+TpbOe45pL39b1g8TeSUUjtDhH6CizEt1dYXpOCKDqip8eD3FzFu6gXgiYTqOEDdFHz5K0uEgVF9nOorIIF1URLC2lvCadUQutZmOkzFGGkSlVKlS6j2l1FGl1BGl1CeUUuVKqZVKqROpP8uu2P9bSqmTSqljSqnfumL7A0qpA6mfPaukAwKGh5XOevsp3nn9nyguLmHC5E9gkfXFcsZQMEzfkA2Pt5K2Cwc4uHed6UgiRWrX7Vu1YSeJhGZsU43pKCLDlFI01ZXT5e9j2arNpuMUDKlbty96+Ch0dhEZ24K2Wk3HERnWVlVBUmsuvf6G6SgZY6preAZYprWeBHwMOAJ8E1ittZ4IrE59j1JqCvBF4C7gEeB5pdTl384XgMeAiamvRzL5l8hW4fAQbef3oEkSo5x4XGaNyzVut5uWCVPxllSx+P1n2LF1qelIYpjUrtswOBRixbodlHiL8Hlk7e9CVFHmxVVkZ+GKzSTkLGKmSN26TUOzZkORk2hzo+kowoCEw0Gorpbw2vVEC+QsYsYbRKWUD/gl4DUArXVUa90LPApMS+02Dfhc6vajwEytdURrfQY4CTyklKoDfFrrrXr4Iq03r7hPwYrHorz/zvcIhwZoaLkfj7fUdCRxiywWK3XN92FzeHl3+r+zbfMi05EKmtSu27d45SaCoQj1VT7TUYQhSinqq0vp6OphycpNco31KJO6dfuG9u0ndvAw3HEHyNnDgjXY1AhWKxdffb0g6paJM4jjgC7gJ0qpPUqpV5VSbqBGa90GkPqzOrV/A3Dhivu3prY1pG5/ePtHKKUeU0rtVErt7OrqSu/fJoskk0lmTPs3zp85yNiJD+L2yvU9uc5isVLTeC+NzXcx+60nWLFkekEUpiyV0dqVT3VLa017ewcLl2/CU2zHqmRUQyFz2pK4ihy8PWcFXV3dpuPkO/nMdYu01vj9fi785E3iViuRWhkWX8h6EwmGqqsIrdtA56HDpuOMOhMNog34OPCC1vp+YIjU0IZruNoYd32d7R/dqPXLWuupWuup+Tq1djKZZNZb32ffrjU89Onfp7JaZizNF6FQFKujnCJXOSsWvsTyRdNufCcxGjJau/KpbgUCAZ584R0Gh0JUlsrQ0kKnlGL8mDrCkRhbdx0yHSffyWeuWxQIBDj99I9I7ttPb3WVnD0U2O64A6UUwTlzTUcZdSYaxFagVWu9LfX9ewwXr47UEAZSf3ZesX/TFfdvBC6ltjdeZXvB0Voz6+2n2Ll1Ie6SBvYfOEooFDIdS6SRz+elZfxUij2VrFryKutWzTAdqRBJ7bpFWmsudfbidjlxF9tNxxFZoLLMi8/rYtGKLcTjci3iKJK6dRs8l9pAqeEGUYgiJ4wbS3jDRqKtF02nGVUZbxC11u3ABaXUnalNvwYcBhYAX05t+zIwP3V7AfBFpZRTKTWW4Qujt6eGRAwopR5OzaT1pSvuU1Dmv/c8O7fMpbS8gcaWu3G7XaYjiVGgLBYqayczduJUFs35MQvmvCjDTTNIatetO3TsLINDIRpry2W5HQEMn0WcOLaBLn8v6zbvNh0nb0ndunXJgUE4d55YfS0JuxzYEsPUnRPBZqf7zbdNRxlVNkPP+xfA20opB3Aa+GOGm9VZSqk/Bc4DfwCgtT6klJrFcEGLA1/TWl8+3PgV4A2gGFia+ioYWmuWzn+JTWtm4PJU0zjmY8QTcm1PPgsGI3g8Loo9VWxY9RbJRJxH/+Br8qE7c6R23YKV63fgdNipqiihNyDXnIlhVRUlNNZVMnPuCj7zyfux2019JMl7UrduQWjVakgkiIxpgUjUdByRLZxO1Gc+Td+q1Vh/97NU35Of64wbqcZa673A1Kv86Neusf/jwONX2b4TuDut4XJELBph+mvf5fD+Ddw39Tfp9Afz8g0qPsrn9VI07uO0ntnLprUzSSYTfO4LfyFrXWaA1K6bd/ZCGwePnuGO8Y1YLFKjxM8Eg0PEwwN090RYtGIDn/+dXzUdKS9J3bp5yWiUocVLobqKpNcDkYDpSCJL9AaHOH3+AvcpRfsT38f2o6eoqMi/SSHlE2WO0VrTeuEsz/7nVzm8fwNTP/nfmPqpL0hzWGCUUjg9zXhK6tiyfjZzZjwlw01FVnpvwSqUgppyr+koIgtVlHlwFztYtGILsXjcdBwhALi0aAn09hFtlgn/xEe5vF4SLc042tqJX8zPaxGlQcwxp04e5vkf/hltF4/jKR1Htz/A0kVvEg5HTEcTGaaUYsz4+6muHce2TXN5d/p/0tXVJY2iyBq9fQN8sPMwlaVuGT4oruryuoj+nn4WLd8g9UsYp7UmtHAxUVcxujL/zgyJ9EiMHQtWKz3vvJuXdUsaxBxy4dxRpr34NyTiUZrHP4jTVYnX48brkUlpCpVSiuZx9zFh8i+yc+tCXnrm63Tn8LpTIn9orZmzcDWJRILqCo/pOCKLOawJ3MUOZs5dTafUL2HY0J69xM+eY6C+DmR0lrgWp4NIUyPJbTvoPJh/y/VIg5gjdm1bxo9/+FXCkTDj7vwELk+56UgiSwwOBWm91ENlzTh6/edZPPdHxOMx07FEgWtv72DZmm34vEUoLcsYiGtTSjG+pY5INMaq9dvz8mi8yB0d77xL3GbD7/OZjiKyXGRsM1gs9LwzM+/qljSIWS4ei/LeO99nxhv/RlXNWGoa7qeoWK7lET/P7XZR2zCJ+qYpHNy7llee/SuCQ/2mY4kCtnXXIWLxBC2N1aajiBxQUebF4y5i3tJNchZRGBM5f4Hort0M1teiZeI3cQPa6aSnqpLkB9vpPJRfZxHl3Z/FegLt/PjJr/HBxvmUV41FOaqJxfPrCIVIH6UUvvJmPKVjOXNqP08/8b/p6mw1HUsUoGQyycr1O/F5XZR4ZQi8uDGlFC0NlcTiST7Yddh0HFGgAnPmgt3OYG2t6SgiRwRqa8BiIThnnukoaSUNYhbSWrN960qefPyPab90BlfJeBqap+Dzuk1HEznA6aqiuuEeens6eeaJ/8WZk/tNRxIFZvf+Y7R1+BnbXCszLIsRKy/14CpysHjlFhIJGZYsMivW20vvsuWoX3iQhMNuOo7IEQm7nWBdLeENm4hevGQ6TtpIg5hFtNZ0dXYyc/oPmfXmd4nHk5TV3E2xW2bREjenqrqBMRMfJhqN8eLT/5cNa+bm3fh4kb3mLFyDzaoo8xabjiJyiFKK+poSOrt7+WBXfg3XEtmv7d3ZEI1xaWhIZoYXN2WosQEsFgKz55iOkjbSIGaRtraL/PjJr7Br6zwcxRXcMeXTlJdXmo4lcpTD6aakcgo2h5sFs3/InBlPk0zKUXkxuk6fvciRE+eoqfBikWt4xE0q9RZTWe7jvQWrSSaTpuOIApGMRgktWwE11bhqqkzHETkm4XCgfuFBepYuJ9bbazpOWsj/3oZprenu7ubUySO89co3GezroLp+Ep7ScVissm6YuD0Wq50Jkz5BVc1YPtg4h+ef/DpnTh+Xs4li1MxbugGnw05luSxtIW5eOBTEU2znzPk2Ptixz3QcUSD6Vqwi2dsHEyeajiJyUH8oRFckAtEobTPeNR0nLaRBNMzv9zNj2hO8/MzXCPjbuWPKpyivGiPX7Yi0sVisVNTeib24gXOn9/PCk4+xbtV7dHV10d3dLc2iSJsufy+btu3F7bSQiEVNxxE5qqWxFofdxrK1201HEQVAJ5N0zZxFqLiYiEfmehC3xltVBbU1BJetIBkOm45z26RBNOzg3rWcP7Udi8WGtagJZ3Gp6UgiT/nKGpg45ZdwuUtY/P4zPPsff8LM6d/H7/ebjibyxMLlGwFoqC0znETkMqvVQktjDfsPn+LCxQ7TcUSeG/xgG4mLlxhqbgQ5OC9ug7pjIrp/gL7lK01HuW3SIBqgtaazo4NZb/2ARXOeweOrYMzEh/F45UOVGF3OIjeT7/llPv1rXyIWGeLs8c3Mm/UU586ekrOJ4rYMDgZZvnYbH5syDodDhseL29PcUIXdZmXm3BVSl8So0VrT8fYMKC9jqKLcdByR43RFOYxpoXPGLLo7u3K6dkmDaMCF86d57gePsX3zPKyOclrGT8Vqc5iOJQpIbeO93Dv1EcoqWzh6YD0//v6f8pMX/56uzk7T0USOmr90HZFIlHBwkEgeDK8RZsViEYodii3bD3DqzDnTcUSe6ti2ndjho/SU+AhHY6bjiBzXFwpyMh4n2dHBuX9/gkAgYDrSLZMGMUMuT0azf+8WfvLCXxMa6qG26W5KKyeglPwziMwZGBxi8fxpxGIJahomU1J1Ny53KR0XD/OT57/BqRN7TUcUOSYai7Fi3Q4qynxUVclReJEeNZVeNLB6wy7TUUQe0lrT+977YLdhGT/WdByRJxI11ejiYlwXWuUMorixzs4OXn3u/+PNl/6ORDzBlI/9CqXljaZjiQLlcv1sfTqb3cWYiQ8xYdLDhMJBXnjyz5n11hO0Xjib08VNZM7y1VvoGxiisVaaQ5E+TruVshIX67bsJRiSs9IivbqOHCG5aw/xpiawybB4kSZKER87BgI9xI4cM53mlkmDOMq01uzbvYk3X/pbujtO4iutJWmtw2ItMh1NiJ9SSmFzluJwNXPvA4+wY8sSnv2PP2bporfp6srtcfRidGmtWb52O0VOG+WlsrSFSK/aSh+hcIRFyzdIHRJpFVy0FJQi0dJsOorIM8nGBnDY6Zs3P2frljSIo6ivt5s3Xvo201/5Jn293UyY9DD1LR/D7ZEPUSI7KYuN/sEwlQ33oSx21ix5ked+8BinTx01HU1kqb0HjtPa1kVtpVeW5xFpZyWOu9jBvCUbZMZlkTbxvn5Ca9YxVFUJRXLAXqSZ1UqkoZ7k7r10nThhOs0tkXPqaaS1xu/3M9AfYP+uZXywcT6JZAJPaRNx7aXYXUEsnjAdU4jr8nrcFBUVkUhYcVqH6Lh0jFd/9Bf85u8+xt33/QqVlZXSCAhguObNXrAKn9dFmc9lOo7IU80N1Rw52crRk+f5dGWl6TgiD/QsWAiRCP0N9VSYDiPyUqSpEceZc4RWroE77jAd56bJGcQ00Vqzc8dmXnzqL3j+B3/KprXvUeypoKrhfpyuOtxuOWsocotSisqasYy581MkElYWv/8sz//wK7ReOGs6msgSew8c4fDxc3iL7cSiEdNxRJ6qrizBbrOydtNu01FEHkhGowTen8eAz8uA1Wo6jshT2lVMpLyM8Ko16FjuzZArDeItuDwj6eV149ounuaNF/+Rd3/yTfp6LlJZM4ZHPv93TLrrk5SVybEpkdscDhel1VOobZjEYH8Hrz33dY4d3g589HdBFJaV63YOL2reVGM6ishjVouFxvoq9hw4QZe/x3QckeP6V68l2dtHsLnJdBSR54J1tSR7e7m0dHnOfUaSIaYjdHn46OXb8+e8TDQyhMOW5OjBTdjsTjwlDTQ2TwKLnXVrFjFhvFz4LPKDUoqq2vGUVzZw6cJhXvnRX3H/g7/BJ3/5D1m9YjYAn/v9P6NShn8VjEBPH9v2HKaprgqbTY7Ci9FVWebmzHnNgqXr+dM/+pzpOCJHaa0JzJ6DraWZSIkPIlHTkUQe6yoqwldUROCNNyn61CeoqMidk0ZyBnGE/H4/8957iXnvvYTf381AzznOHNvIiaPbqKgeT2XDx3G6G7A7hi92vnIZASHyRRI7Fmc9H/+F/8L+Pet45ZmvMtTXitcj7/dCs3jlFpKJJGOa5eyhGH3FRQ5KvMWs37qPWDxuOo7IUUM7dhE5c5bkr3wGLdfSi9GmFLQ0Y+vpJX7uvOk0N8VYg6iUsiql9iilFqW+L1dKrVRKnUj9WXbFvt9SSp1USh1TSv3WFdsfUEodSP3sWTXKM2f4vG487mJWLX6Fi+cP4y2pxe4aT33TJEpLSkbzqYXIGkpZCfQO0Dz+E1RUj+PC2QMcO7iJcHgI+Nmw01wbTjESuVi30k1rzaVLbSxZtQWPy46F/Pt3FtmpusJL/8AQK9duzcv6Mpqkdg3XrtY3p5N0ODh3/DjhsFw3LUZforEBLBZ65i/Mqbpl8gzi14EjV3z/TWC11noisDr1PUqpKcAXgbuAR4DnlVKXxzO9ADwGTEx9PZKucNf6kHvh3FHOntxOVe146prvxe3xpesphcgZXo8bZ5GL3kErDS33MtDfxXtvfY94PIbf7+fNn/yQ48eP52OjmNV1KxMCgQBPvvAOoXCEylKZuVRkjsOSwOmw8e681QQCAdNxck3B167OvfvQh46QbGnG5/OajiMKhcNBtK6GxKYtdF+8aDrNiBlpEJVSjcDvAK9esflRYFrq9jTgc1dsn6m1jmitzwAngYeUUnWAT2u9VQ9/An3zivvcNr/fz/Q3nsTv9//0+sN4PEpX+3HsTh819XfKVP+i4LlcxZRXNlHTMIXWcweZO/sF/H4/Cli5dHpqSHZ+rF2WC3UrE5JJzaXOXrzuIlxFchm7yBylFI21lfQNBLnU0W06Ts6Q2jUsuHgpSYuFhExOIzIs2tSIJZkksmGT6SgjZuoM4tPA3wLJK7bVaK3bAFJ/Vqe2NwAXrtivNbWtIXX7w9s/Qin1mFJqp1JqZ1dX14hDelzF+P1+jh8/zqwZL9B67ijJRByXr0maQyGuUFrRhN3pY8fmuSya/xrhcASvx43X4/rpQZY88DQ5ULdGk9aaTdv2EAxFaKyrkDooMq6uugylFOu37DUdJZc8TQHXLq01XadOEV6/kaHqKnA4TEcSBSZR4iPmdhNauTpnPg9lvEFUSv0u0Km13jXSu1xlm77O9o9u1PplrfVUrfXUqqqqET4tDA4FWbl0OksWTsNqUQS6z+H2VmGzu0f8GEIUCpe3kWQiRiLyszOGA4NDzJ2d+2cRc6lujaZAIMDs+WtxOuxUlssQLZF5DoeN2uoytuw4SERmoLwhqV3Ddevi9/4T4nG6KnNnFkmRR5QiWFdL/Ow5wkeOmk4zIibOIH4K+K9KqbPATOBXlVJvAR2pIQyk/uxM7d8KXDkeoBG4lNreeJXtaXX5LEg8Okg8FsFXVpfupxAiL9gcHopdJfT3tP/cdrc7L65Ty6m6NVrOnm8jGInTVC9nD4U5TfVVBEMRNm3bZzpKLij42qUjUZwXLhKrqiRWVGQ6jihQoapKcDoJLFhkOsqIZLxB1Fp/S2vdqLUew/CF0Gu01n8ELAC+nNrty8D81O0FwBeVUk6l1FiGL4zenhoSMaCUejg1k9aXrrhP2kXDAZSy4PFV33hnIQpUSVkd4VAfiXh+zQ6Xq3Ur3Vas34nFoqivLjcdRRQwp13htFtZvDJ3rucxRWoXhDdshGiUyNgW01FEAeuLxejxeelfu45Ef7/pODeUTesgPgH8hlLqBPAbqe/RWh8CZgGHgWXA17TWidR9vsLwRdcngVPA0tEKFw334vFVYrXKpAxCXEtJ6gx7NFwwMwxmdd1Kpy5/Lzv3HqWyzI3NZr3xHYQYJUopaqpKOH2ujdNnc2dWwCxTELVLJ5MEFy+F0hISZaWm44gCl2hqhGiMvhWrTEe5IaPdjtZ6HbAuddsP/No19nscePwq23cCd49ewmHxWJhkIoLbK2PXhbgeh9OFw+kmFhkwHWXU5ErdSrfFKzeT1Jrqco/pKEJQUeqirbOPeUvW8Y2v/HcZ8jwChVi7BrftINF6EaY+MLxouRAGxdxuGDeW7rnzKf38o1is2XuwNZvOIGat0FAvAG532fV3FEJQ7C4lHh3ImZm6xI2FQmGWr/kAT7ENknHTcYQgFglT6itm0/b9XGjNiUvhhAEdM94lZrcTqZBh8cK8/lCIPoedxKU22tdtMB3nuqRBHIFQsBdQFLl8pqMIkfWKXWVonSASHjQdRaTJ6o07CYUjNNTIQTKRPcY01ZJMajZt2286ishC4ZOniB04yGBDHVjk467IDkXNLeB0Elq63HSU65LfmBEIDvVgc7ixWLL3VLAQ2aLYXQoM/96I3BdPJJi3ZD1jmmpwu2T9MJE9vO5iyko8rNqwk3giceM7iIKhtabt7RngdDBYW2M6jhA/Y7XA2Baiu/cQac3ea6ilQbwBrZNEQgPY7HLdjRAj4XC6UcpKMDU0W+S21eu30R3ow0KcSDhsOo4QP6e2qoRA7wDrN+0wHUVkka6TJwmt38hAeTnBuBw8ENmlv7YGjabt3dmmo1yTNIg3EI0E0TqJ1V5sOooQOUEphdXuIhzK34lqCoXWmiWrtlJc5KShzvyC10J8WGW5F4fdyuqNI10HXuQ7rTWBuQtQWsPEcabjCPERushJuLKS8Jp1JEMh03GuShrEG7j8Iddmy4vFvoXICJu9mEhIJqrJdTt2H+BcaweNdeUyS6TISkopqsq9HD5+jvMX203HEVnAf+kSsRWrSNRUk3TJZzeRnYbq69DBIJfmzs/Kz0rSIN7A5QbRaisynESI3GG1uUgmE8Ri2XlkTIzMyg07sVoUddUyOY3IXt5iC0rBjDnL8Pv9WflhS2ROeP1GbIkEiTFjTEcR4pr8Nhsxj5ved97lxIkTWVe3pEG8gUh4ELvDhZIJaoQYsctDsqMyk2lO0lpz4tQZdu09RmWZG1sWr9UkhM1qocTjZNvuI7w2fS6BQMB0JGFIMplkYNESIh43uqzUdBwhrk0pGDsW69AQZ3/4TNbVLWkQbyAcGsBZJBPUCHEzrLbhBjESkgYxFwUCAZ59ZRZJrSlx203HEeKGKkqKSSY1PQMykVIh61i/AdraCVRWDn8AFyKLJetqSdrtVPn9pqN8hDSI16F1kkh4SBpEIW6SxWLDbi8iEpEGMRfFYnE6uvqoKPXgsMvZQ5H9ip02SrwuzrV2kExm11AtkTnBJctJ2G0MlMuweJEDrFaiTQ04/QESnV2m0/wcaRCvIxGPABq7Uy5yFuJmOYrcxCJB0zHELdix9yjRWJz62nLTUYQYsca6CoKhCAePnjYdRRgQbWsjums3g7U1aIt8vBW5IdrcCEBo+QrDSX6e/AZdRzw2PFTF4ZAGUYib5XC4iEalQcw1WmtWbdiFx1VEqU9qn8gdVeUlOB12WfKiQPXMWwhKMVhbYzqKECOmi4qIVFYQWr2WZBatNSwN4nXE48MzMMoZRCFunsPpIhGPkkzGTUcRN+HoyXOca22npalGlrYQOcViUTQ3VHPw6BkutmXXcC0xuhLBED2Ll6I+fh9xp9N0HCFuylB9PXpwiL7Va01H+SlpEK8jEQujlAWbTYqNEDfLkTqwcvlMvMhuWmv8fj/vvr8ci1JUlLpNRxLipjU1VGG1WFiyarPpKCJDtNacfGcGemiI9miEcDhiOpIQNyXq80JjAz3vz8ua5S6kQbyOeCyMw+mSo+hC3IKfNohRWQsxFwQCAV558332HT5Fmc8pS1uInBSPRfC47KzesJNQSA5OFQK/38/Q+/NIer0U1dWajiPETesPh2m3WomcPkNw3wHTcQBpEK8rHg//9EOuEOLmOJ3DZ6BiMWkQc0XvQBitocxXZDqKELesobaccCTKmk1yLWIhiJ86TXEoTKKpUZa2ELmrsQHl8dAzd57pJIA0iNektSYRC0mDKMQtstrsWKx2GWKaI7TWnL/Yic9bTJHDZjqOELfMXeygqb6Khcs3kkgkTMcRoyy0ag1Ji4VkfZ3pKELcMm2xwKc+wcCmLUQ7OkzHkQbxWoJDfWidlAZRiNvgcBQTlzOIOeHYqQsEQxHqqmT9MJHbQsEhHDZo7wyw6YM9puOIUZQIBols2kywqgLsdtNxhLhl/aEQnb096GSStnffMx1HGsRr6Q20A+BwykQNQtwqu8MlDWKO2LB1LzablcoKr+koQty2pvpqHHYby9ZszZpJH0T69a9eiw5HGKyRpS1E7vOVV6DqagmuWEXC8JIX0iBeQ89PG0Q5gyjErXI4XcRjEZIyzCur9Q0MsnPfMRpqK7HKAtMiD1gsFmqrSzly4gJHj58yHUeMAq013fMXQkM9Ea/HdBwh0mKwsR6GhmhbuNhoDvkkcA0/PYPoKDacRIjcZXcUA5r+/m7TUcR1LFmxiUQiSU2Fz3QUIdKmrroUBazZtNt0FDEKOnbuIn7qND1OB+FI1HQcIdIiUV5GzOUitHS50dEP0iBeQ0+gHavVicUiU70LcavsqTPwlw+4iOyjtWbD1r24ix143DJ7qcgfToedshIXGz/YT1CWvMg74VVrwGLBMrbFdBQh0kcpgvV1xM+cpX2LuSHyGW8QlVJNSqm1SqkjSqlDSqmvp7aXK6VWKqVOpP4su+I+31JKnVRKHVNK/dYV2x9QSh1I/exZlcYFC/t6OrDa5cOSELfD4cifBjFXatfNOnz8DG2dASrL5HprkX9KPXbCkShLV24yHcWIfK1biWCI0IZN0Nggk9OIvNPh9ZC0Wel67gUCgYCRDCbOIMaBv9ZaTwYeBr6mlJoCfBNYrbWeCKxOfU/qZ18E7gIeAZ5XSl0+rfcC8BgwMfX1SLpC9gTasUmDKMRtGf4dUj+9pjfH5UTtulmLlm/EosDtlAElIv8UO224ih2s3rirUCerycu61bZoMYTDROtkaQuRf7TVSrKxEXtHJwl/gTSIWus2rfXu1O0B4AjQADwKTEvtNg34XOr2o8BMrXVEa30GOAk8pJSqA3xa6616uOq/ecV9bkskEmJosAebTRpEIW6HUgqbvSgvziDmQu26WQODQXbsPUpFqRuLRRaYFvlHKUVNhY9LHX72Hz5pOk7G5WPdguG1D2PFxeiyUlMRhBhViZZm0JrQilVGnt/oIWOl1BjgfmAbUKO1boPhggZUp3ZrAC5ccbfW1LaG1O0Pb7/a8zymlNqplNrZ1dV1w1yhoX5q6sZhc8gMpkLcLrujmFgsYjpGWmWidt1s3boV67fsJh5PyPBSkdfKS1y4XUXMXbyuUM8iAtn7metmhU+dJn7iJIO1NWBulKsQo8vlgtrUkheRzH+GMtYgKqU8wBzgL7XW/dfb9Srb9HW2f3Sj1i9rradqradWVVXdMFtpeQ1//NUnKXZX3nBfIcT1VdXfwxe+9E+mY6RNpmrXzdatm5VMJlm6eguNdZW4ih1pf3whskUkHKTE42TvwRMcP3nGdBwjsvkz183QWtM+532w2Risls9oIr8NNdbBwABti5dm/LmNNIhKKTvDheptrfX7qc0dqSEMpP7sTG1vBZquuHsjcCm1vfEq24UQWcTgPAZpl0+1a8eeg1xs68ZCgojhBXmFGG1jmoavVduwdZ/hJJmXT3XL39ZGcOUahspKCSaSmX56ITIqXlFOvLiYsIFhpiZmMVXAa8ARrfWTV/xoAfDl1O0vA/Ov2P5FpZRTKTWW4Qujt6eGRAwopR5OPeaXrriPEEKkVb7Vrg1b92K1WmhsSP/ZSSGyTZHTTlVFCRs/2EcsFjcdJ2PyrW6Ft36AisfRsrSFKARKEaytIXbsOB1792Z0iLyJM4ifAv4H8KtKqb2pr98GngB+Qyl1AviN1PdorQ8Bs4DDwDLga1rrROqxvgK8yvBF1KeAzJ+DFUIUirypXUPBEDv2HKW+pgKbVdZ6FYWhusJL/2CQdZt3mI6SSXlTtwDCq9aCx0NCJqcRBaLT50UrRdtTP8rokhe2jD1TitZ6E1cfyw7wa9e4z+PA41fZvhO4O33phBDi6vKpdq3fsodoLE5TQxXXuIxIiLxTXurBbrOyYes+fuOXP2E6TkbkU90Knz5D7OgxuPsumZxGFIyE3U6ypgZnezs6Gs3Y88rCV0IIUUC01ixZtRmnw4rTJv8FiMKhlKKq3MPBo2fo8veajiNuUvv7c0kqRaS6+sY7C5FHEk2NEI0R2Za50Q/y6UAIIQqE1pqdew7SeqmLmgpvXk0gJMRIVJV7AM3qDQU1zDTnJcJhQms3EKooB6fMuiwKi64oB7eL0Ko1GXtOaRCFEKJABAIBXpm+AItF4S6S8i8Kj8NuY+LYBlas/YB4InHjO4is0LZwMQSD+MvLTUcRIvOUgjEtxA4dJnL+wo33TwP5hCCEEAViYDBId6CfmspSrBYp/6LwhIJDJBMxAr0DbNyyy3QcMQJaa0LLVhB1FRPyekzHEcKI/qpKNMNDrTNBPiEIIUSB2PjBfpJaU19TZjqKEMY01lXhsNvY8EHhrYmYi8JHjhI/fYbBulqZnEYULF3kJFJRTmjtBnQsNurPJw2iEEIUgHg8zupNu6go8+F2OU3HEcIYi8VCQ10l+w6exN/TZzqOuA6tNW0zZ0FREYPVsmarKGzB2hp0fz/9m7eO+nNJgyiEEAVg7aYd9PYNUl9dajqKEMZVlLpIas3i5RtNRxHX0X36NOFNWxgoKyUUi5uOI4RRXUVFxBx2uubOH/XnkgZRCCEKwJqNu7HbrVSU+0xHEcI4V7ETr7uIDR/sI5lMmo4jriG0ag1Kaxg/1nQUIcxTinBdHbH9B4heahvVp5IGUQgh8tz5i+0cOXGOqjI3FrmGRwgAqis8dAf62HfwhOko4iqSsRhDy1ZCdTVJj9t0HCGyQqi2BiyK3sVLRvV5pEEUQog8N2/xOhTgc9lMRxEia5R6XbhdRSxYvgGttek44kPalq+E3l5ijQ2mowiRNRIOB+qeuwksXkoyGh2155EGUQgh8lgwFGbzjoOUlbiwWaXkC3FZJBzE53ay58AJTp05ZzqO+JDQshXEnU6SMjmNED/VHwoRSCTQff20LV8xas8jnxaEECKPrdu8m0gkSnW5rB8mxIe1NNYAsGnbfsNJxJXCZ84QO3SYgboaWdpCiA9xNTaCq5jQitWj9hzSIAohRJ5KJpMsXLaBpvoq3C6H6ThCZB1XsZOKch8btu4jIZPVZAWtNe0zZ4PdzmBNtek4QmQfpVBjxxA7eIho68VReQppEIUQIk9t3raHts4AVpUgEg6bjiNEVmqqryLQO8DufUdNRxFA94ULBFevYbCslGBCmnYhrkY3N4PFQs/CxaPy+NIgCiFEnlq1YRcOu43GermGR4hr8RTbsVkVC2VNxKwQXrMOlUiiZWkLIa6pTycY8PnoWbqMZCSS9seXBlEIIfLQ+Yvt7Dt0kubGaiwWKfVCXIvFoqiu8LH/8CkuXOwwHaegJWMxBhcshsoKkiWyZqsQ1xNrbkQPDNK3fGXaH1s+NQghRB6aPW8VSkFtZYnpKEJkveoKLzablXlL15uOUtDaFi2Gnh5iLS2mowiR9SI+H7Q00zVjFsl4PK2PLQ2iEELkmUBvP1t3HqKy1I3DLmsfCnEj8WgYn8vO+s17CPT0mY5TkLTWBOcvIuoqJllVaTqOEFmvPxym1+0i0d4+vG5oGkmDKIQQeWbxis0kkgmqK7ymowiRMxrrKkgkkyxasdl0lII0tGMX8XPnGWiol6UthBih4uZmcLsIzl+I1jptjysNohBC5JGe3n4WrdjEvZPHUeSUs4dCjJTTYeOeSWNYsmoLPX0DpuMUFK01Xa+/AWWlDMrZQyFGTimYMIH4iZMMbt+RtoeVBlEIIfLIm+8uJhKNEY8GZWkLIW5CKDgEySjhSJRpMxeZjlNQBtZvJHzsOK0+L+FozHQcIXJKX00lUaeDtudfQicSaXlMaRCFECJPHD91nnVb9tLSWE1FRZnpOELknMqKcloaq1m/ZS/HTp4zHacgJAYH6fjxC9hamkk2NpiOI0TusVgYGjeOxPkLBN57Pz0PmZZHEUIIYVQsHudHr86mtMTDHeObTMcRImfdMb6JslIvz74yi4iczRp1nS++QjzQg/crj8m1h0LcokhlBY6HptL12htEzt7+wa2cbxCVUo8opY4ppU4qpb5pOo8QQoxEumuXzWrlc5/9JX7vtz+F3WZNR0QhCpLNauEPfufTjG2uIxZL79TxuW40PnOVPPKbeL78RwyUl5G+KTaEKCwaSHzh97BNnpSW36OcbhCVUlbgx8BngSnAHyqlpphNJYQQ1zcatUspxX13jWPz5m2EQ6F0xBSiIA0NDbJ56w7++IufxeMuNh0na4zWZ65QXS2XLl3izJtvEQ5HbvfhhChI/aEQlxYuxl9Xw5DXc9uPl+tT3D0EnNRanwZQSs0EHgUOp+PBB4Mh7HYrsXiSYDDEwODQLd8Gbuv+uX5b/v6F+/eXiVKualRr19DQIPF4nGAw+HO3b/Vn6d4vnx4j1/LK33lkjyGualTrFgx/yAXoDQ4RTSToD4V+7vb1fpbu/fLpMXItr/ydb+0xSt2uW//l+5BcbxAbgAtXfN8K/MKHd1JKPQY8lvp2UCl1LAPZRqoS6DYd4iqyMZdkGrmsyvWtbz8FI8/UMrppssINa9dt1K1s+LfPhgwgObItA+RQjsf/+W9v5vGkbqXcYu3KmfdFgWQAyZFtGWCkOb71dyN9vGvWrVxvEK92NfNHht5qrV8GXh79ODdPKbVTaz3VdI4Py8ZckmnksjFXNmYy6Ia161brVja8ztmQQXJkXwbJkfNG7TNXtvx7ZEOObMggObIvQ6Zz5PQ1iAwfvbpyur5G4JKhLEIIMVJSu4QQuUbqlhAFItcbxB3ARKXUWKWUA/gisMBwJiGEuBGpXUKIXCN1S4gCkdNDTLXWcaXUnwPLASvwutb6kOFYNysrh76Snbkk08hlY65szGTEKNeubHidsyEDSI4rZUMGkBw5qwDqFmRHjmzIAJLjStmQATKYQ2ktq84IIYQQQgghhMj9IaZCCCGEEEIIIdJEGkQhhBBCCCGEEIA0iBmjlHpEKXVMKXVSKfXNq/z8l5VSfUqpvamvf8pApteVUp1KqYPX+LlSSj2byrxfKfXxLMhk4nVqUkqtVUodUUodUkp9/Sr7ZPS1GmEmE69VkVJqu1JqXyrXd6+yT8bfV/lmBPUkI69xNtS1bKlj2VC7sqVWZUt9knqUfbKhdmVD3Uo9j/HaJXXrpnMUTt3SWsvXKH8xfDH3KWAc4AD2AVM+tM8vA4synOuXgI8DB6/x898GljK89tHDwLYsyGTidaoDPp667QWOX+XfL6Ov1QgzmXitFOBJ3bYD24CHTb+v8ulrhPVk1F/jbKlr2VLHsqF2ZUutypb6JPUou76yoXZlS91KPY/x2iV166ZzFEzdkjOImfEQcFJrfVprHQVmAo8azoTWegMQuM4ujwJv6mEfAKVKqTrDmTJOa92mtd6duj0AHAEaPrRbRl+rEWbKuNTffzD1rT319eGZsDL+vsozI6knmXiNs6KuZUsdy4balS21Klvqk9SjrJMNtSsr6hZkR+2SunXTOUZdttQtaRAzowG4cMX3rVz9TfeJ1CnlpUqpuzIT7bpGmjvTjL1OSqkxwP0MH9G5krHX6jqZwMBrpZSyKqX2Ap3ASq111rxWeWIkr18mXuNcqWvZ9H7L2GuRLbXKdH2SepRVsqF25Urdgux5b0rd+nkFUbdyeh3EHKKusu3DRwN2Ay1a60Gl1G8D84CJox3sBkaSO9OMvU5KKQ8wB/hLrXX/h398lbuM+mt1g0xGXiutdQK4TylVCsxVSt2ttb7y+oZsfF/lkpG8fpl4jXOlrmXL+y1jr0W21KpsqE9Sj7JKNtSuXKlbkB3vTalbP69g6pacQcyMVqDpiu8bgUtX7qC17r98SllrvQSwK6UqMxfxqm6YO9NMvU5KKTvDBeNtrfX7V9kl46/VjTKZfk9prXuBdcAjH/pR1r2vcsxIXr9MvMa5Utey4v2WqdciW2pVttUnqUdZIRtqV67ULciC96bUrZ9XSHVLGsTM2AFMVEqNVUo5gC8CC67cQSlVq5RSqdsPMfxv48940p+3APhSarakh4E+rXWbyUAmXqfU870GHNFaP3mN3TL6Wo0kk6HXqip1xAulVDHw68DRD+2Wde+rHHPDekJmXuNcqWtZ8X7LxGuRLbUqW+qT1KOskw21K1fqFmTBe1Pq1kf2KZi6JUNMM0BrHVdK/TmwnOEZtF7XWh9SSv2f1M9fBH4f+IpSKg6EgC9qrUd1KIFSagbDMzJVKqVage8wfDHs5UxLGJ4p6SQQBP54NPOMMFPGXyfgU8D/AA6o4THhAH8PNF+RK9Ov1UgymXit6oBpSikrw4VzltZ60Yfe6xl/X+WTEdaTUX+Ns6WuZUsdy5LalS21Klvqk9SjLJINtStb6hZkR+2SunXTOQqmbqnR/7wohBBCCCGEECIXyBBTIYQQQgghhBCANIhCCCGEEEIIIVKkQRRCCCGEEEIIAUiDKIQQQgghhBAiRRpEIYQQQgghhBCANIhCCCGEEEIIIVKkQRRCCCGEEEIIAUiDKPKIUmqKUup/KqWalFJe03mEEOJGpG4JIXKN1K38Jw2iyClKKatS6hml1CGl1AGl1LgrfmwH/gL4PDBoJqEQQvw8qVtCiFwjdauwSYMocs23gNNa67uAZ4GvXvGzJuAnwElAjmgJIbKF1C0hRK6RulXAbKYDCDFSSik38Hmt9QOpTWeA37n8c631IqVUrda63UhAIYT4EKlbQohcI3VLSIMocsmvA01Kqb2p78uBVVfuIMVKCJFlpG4JIXKN1K0CJ0NMRS65D/gnrfV9Wuv7gBXAXpOBhBDiBu5D6pYQIrfch9StgiYNosglZUAQQCllA34TWGg0kRBCXJ/ULSFErpG6VeCkQRS55DjwcOr2N4DFWuszBvMIIcSNSN0SQuQaqVsFTmmtTWcQYkSUUmXAUqAS2Ao8prUOmU0lhBDXJnVLCJFrpG4JaRCFEEIIIYQQQgAyxFQIIYQQQgghRIo0iEIIIYQQQgghAGkQhRBCCCGEEEKkSIMohBBCCCGEEAKQBlEIIYQQQgghRIo0iEIIIYQQQgghAGkQhRBCCCGEEEKkSIMohBBCCCGEEAKA/x+vsPzvi3jNpgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -325,7 +325,7 @@ " label = 'Samples'\n", " )\n", " ax[1][i].set_title('Angular distribution in the CoM')\n", - " ax[1][i].set_ylim(0,40000)\n", + " ax[1][i].set_ylim(0,15000)\n", " \n", "random_num = np.random.rand(N)\n", "num_sorted = np.sort(random_num)\n", @@ -566,48 +566,48 @@ " \n", " \n", " 0\n", - " 22283.151573\n", - " 29.331791\n", - " 5.823734\n", - " 25074.556068\n", - " -29.331791\n", - " -5.823734\n", + " 20964.178251\n", + " -14.881998\n", + " 23.575403\n", + " 26393.529390\n", + " 14.881998\n", + " -23.575403\n", " \n", " \n", " 1\n", - " 17130.612690\n", - " -2.777300\n", - " -1.802409\n", - " 30227.094950\n", - " 2.777300\n", - " 1.802409\n", + " 30001.540420\n", + " 8.545598\n", + " -0.764262\n", + " 17356.167221\n", + " -8.545598\n", + " 0.764262\n", " \n", " \n", " 2\n", - " 20051.713800\n", - " -13.626669\n", - " 21.603469\n", - " 27305.993840\n", - " 13.626669\n", - " -21.603469\n", + " 27557.500721\n", + " -17.545114\n", + " -17.430630\n", + " 19800.206920\n", + " 17.545114\n", + " 17.430630\n", " \n", " \n", " 3\n", - " 21703.855994\n", - " 2.613324\n", - " 29.074083\n", - " 25653.851646\n", - " -2.613324\n", - " -29.074083\n", + " 26238.439835\n", + " -4.403371\n", + " 27.848447\n", + " 21119.267805\n", + " 4.403371\n", + " -27.848447\n", " \n", " \n", " 4\n", - " 20208.835032\n", - " -14.337263\n", - " -21.700305\n", - " 27148.872608\n", - " 14.337263\n", - " 21.700305\n", + " 29937.283771\n", + " -8.588937\n", + " -4.157805\n", + " 17420.423870\n", + " 8.588937\n", + " 4.157805\n", " \n", " \n", " ...\n", @@ -620,48 +620,48 @@ " \n", " \n", " 999995\n", - " 28187.164726\n", - " 11.450015\n", - " 19.146566\n", - " 19170.542915\n", - " -11.450015\n", - " -19.146566\n", + " 26161.763610\n", + " -28.159015\n", + " 3.215476\n", + " 21195.944030\n", + " 28.159015\n", + " -3.215476\n", " \n", " \n", " 999996\n", - " 19480.083157\n", - " 19.579734\n", - " -13.133564\n", - " 27877.624484\n", - " -19.579734\n", - " 13.133564\n", + " 22544.148159\n", + " -22.761281\n", + " -19.759709\n", + " 24813.559481\n", + " 22.761281\n", + " 19.759709\n", " \n", " \n", " 999997\n", - " 23849.829912\n", - " 23.790115\n", - " 19.227774\n", - " 23507.877729\n", - " -23.790115\n", - " -19.227774\n", + " 21413.776388\n", + " 10.308587\n", + " -26.820180\n", + " 25943.931253\n", + " -10.308587\n", + " 26.820180\n", " \n", " \n", " 999998\n", - " 24793.859617\n", - " -26.053307\n", - " 15.188930\n", - " 22563.848023\n", - " 26.053307\n", - " -15.188930\n", + " 28612.256497\n", + " 2.589760\n", + " -20.109026\n", + " 18745.451144\n", + " -2.589760\n", + " 20.109026\n", " \n", " \n", " 999999\n", - " 29085.601027\n", - " -17.409428\n", - " -1.538999\n", - " 18272.106613\n", - " 17.409428\n", - " 1.538999\n", + " 17252.808712\n", + " 0.089396\n", + " 6.720669\n", + " 30104.898929\n", + " -0.089396\n", + " -6.720669\n", " \n", " \n", "\n", @@ -670,30 +670,30 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 22283.151573 29.331791 5.823734 25074.556068 -29.331791 \n", - "1 17130.612690 -2.777300 -1.802409 30227.094950 2.777300 \n", - "2 20051.713800 -13.626669 21.603469 27305.993840 13.626669 \n", - "3 21703.855994 2.613324 29.074083 25653.851646 -2.613324 \n", - "4 20208.835032 -14.337263 -21.700305 27148.872608 14.337263 \n", + "0 20964.178251 -14.881998 23.575403 26393.529390 14.881998 \n", + "1 30001.540420 8.545598 -0.764262 17356.167221 -8.545598 \n", + "2 27557.500721 -17.545114 -17.430630 19800.206920 17.545114 \n", + "3 26238.439835 -4.403371 27.848447 21119.267805 4.403371 \n", + "4 29937.283771 -8.588937 -4.157805 17420.423870 8.588937 \n", "... ... ... ... ... ... \n", - "999995 28187.164726 11.450015 19.146566 19170.542915 -11.450015 \n", - "999996 19480.083157 19.579734 -13.133564 27877.624484 -19.579734 \n", - "999997 23849.829912 23.790115 19.227774 23507.877729 -23.790115 \n", - "999998 24793.859617 -26.053307 15.188930 22563.848023 26.053307 \n", - "999999 29085.601027 -17.409428 -1.538999 18272.106613 17.409428 \n", + "999995 26161.763610 -28.159015 3.215476 21195.944030 28.159015 \n", + "999996 22544.148159 -22.761281 -19.759709 24813.559481 22.761281 \n", + "999997 21413.776388 10.308587 -26.820180 25943.931253 -10.308587 \n", + "999998 28612.256497 2.589760 -20.109026 18745.451144 -2.589760 \n", + "999999 17252.808712 0.089396 6.720669 30104.898929 -0.089396 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -5.823734 \n", - "1 1.802409 \n", - "2 -21.603469 \n", - "3 -29.074083 \n", - "4 21.700305 \n", + "0 -23.575403 \n", + "1 0.764262 \n", + "2 17.430630 \n", + "3 -27.848447 \n", + "4 4.157805 \n", "... ... \n", - "999995 -19.146566 \n", - "999996 13.133564 \n", - "999997 -19.227774 \n", - "999998 -15.188930 \n", - "999999 1.538999 \n", + "999995 -3.215476 \n", + "999996 19.759709 \n", + "999997 26.820180 \n", + "999998 20.109026 \n", + "999999 -6.720669 \n", "\n", "[1000000 rows x 6 columns]" ] @@ -714,7 +714,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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Wbk1DG6OHNwJLom33rDEmAOYCO1LUxtQdMwDW2r3GmMeAS0jZ8TKeWGsrBpyMMfVs142EtV9iR1B+StCNwDLGeHLc7PY2uk9r4fZthnrWXek5HXW8ttHG0t52GFN7K30vN1FDtm9J360gBeqHS9urfnhU61dfPHrjqS9ORT+s6R7NsRn4RPTzBcCaNrYFE46gfwG8bq39u8SflhIODon+v7vVbYtVaqMx5hLgz4AvWmv70tQ+a+0r1tr51tqF1tqFhAfsOW0MUFT6nO8i3A8xxpxI+GWys+UNpGobU3PMGGPmRdFfjDHdhBkdb5Ci42WCqWe7/ho4wRhzjDGmA7gieh3GmBMSz/si4WfVTGNtb6v7tDG1twXqWfdS4HsmdD6wL0qZbke7x9Ledhh1e6v012ltb6W+W2pTP5zi9raI+uLmGk99cTr6YduCiqYT+R9wE7AFKBAOUn8AfBR4nrAa6krg/W1u40cJU3BeBl6K/l0KzAEeJhwQPgzMTmEb1xLOeYofa2rF6JG2r+Q562jv3T0qbcMO4HrCKOYLwAUpbGNqjhngTODFqI2vAv85ejw1x8tE+ldpuwKHAcsTz7uUsKL128BfJB6/I/qcXgbuISy4m+b2trRPa0B7v0z43ZYDtgH3N6GNw9YN/A7wO9HPBvi/0d9fIVHdvlK7m7xNx9LeYecMaW0vdXzvpay9Zftu/atrm6sfTnd7m94PV1r/CPo29cVNai9t6IvH0NaG9cMmWqCIiIiIiIiISFtpuoeIiIiIiIiIpIKCFCIiIiIiIiKSCgpSiIiIiIiIiEgqKEghIiIiIiIiIqmgIIWIiIiIiIiIpIKCFCIiIiIiIiKSCgpSyKRnjLnZGHOLMWalMeY9Y8znoscfNcZcHP3818aYf2hvS0VEJqZy/bAx5gxjzJOJ55xjjHmkne0UEZnIqpwTP2KMeSn6N2CMubzdbZWJTUEKETgLeMda+0Hg28BfRo//JfAXxphvA+8D/l2b2iciMtGV64dfA44zxrjRc/4X8Cdtap+IyGRQ9pzYWnuBtfZs4F+ApcCStrVQJoVMuxsg0k7GmG5gLvBfo4dWA7MArLVPGGMM8MfAJ621fntaKSIycVXqh621gTHmNeA0Y8wJwHpr//927hg0iiiKwvB/C0EQbQQhIIKkNLIgWqhgK4IgKFraiAg2FhZBbQRFsLJQsE4h2FkFLEUIBATFJgqpLW2UgMHiWuxbHDbZEGRmZ9z5v2rn7StudXicnX35sa05JWmW7XQmLt9fBy4AVzwTq2m+SaG+WwDWM/NXeT4BfAaIiOPAHLCZmT/L2rGIWCyfX0TE/hZmlqRZMjGHgVXgLPAQuA/msCQ1ZKcz8VWGb1Zcy8zf5rCaZkmhvhsARyJib0TsY9geP4uIOeAVcAnYiIjzZf9J/h6eD4zKC0nSP9s2h8t3q8Bj4E1mfitr5rAk1W/SmfgicBu4XCkwzGE1ypJCfTdgWEa8Az4AL4FPDP9rdzczvwCPGP6KB3AKWCvhTUSci4jXU55ZkmbJlhzOzNGFmV+BTeBpZb85LEn1m5TFS8BhYKVcnHmDsRwGs1j18k4K9d0AuJmZi2Prp0cfMvN95fko8AD4ARwq91acmcqkkjSbJuUwwB3gXmZuVNbMYUmq37ZZnJkHxzdGxDKVHC77zGLVxpJCfTcPrO9mY0TsAb5n5q1mR5KkXtmSwxExDywDK5m5VFk3hyWpGbs6E5vDmobIzLZnkP5bETEAngDPM/Nt2/NIUt+Yw5LUPrNYdbKkkCRJkiRJneDFmZIkSZIkqRMsKSRJkiRJUidYUkiSJEmSpE6wpJAkSZIkSZ1gSSFJkiRJkjrBkkKSJEmSJHWCJYUkSZIkSeoESwpJkiRJktQJfwBYsZU3yNR3bAAAAABJRU5ErkJggg==\n", 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IpTq46r1vxPd93FFcSCLCTfNW4KbcfW2viVoMQCo1NPjcMGcJijMsQ4hv+s9fdMqQdcqJL3zXdREp3XSXPJel0jNkOT+szTjpjiHzijOE8jXJsOR45fknjJj2eDvlMq644JBKpao6zmoUZ8Iisl/bjGsc8brJ85o8R6N5RmKkARrxtuLS9WcvPKkwL953ue+3ZJOv75PNZslkMkOOP67NdnZ2DttOnA6nRLHZ932uv38R4qT5wh+/qTAtWSgCotq7j+cN0ts/QG9ukK/+ZiEfePOR/OqFDbiOw8J1O9neN8j6nQP0D/r05TwC1UJpPbyHloLj4DgdbO/NsXXXXjbt7ufpV3eys2+QpVty3PDwqzz28g6eXLOHlVt6+f4fNhTS+9tVLzCtJ8XJh3YPOYZv3b8YcYZ/F77v4TgpnFIHP4YskIxSuSq646YIiqqcL2/P8fiaPiZ0pjj18B4+977jeXDJBvxcL6lUhivOncXNv1+NiPDpc44lcFJce89izjl2CncseI1dAx67Bzx2Dfjc+tga/EQk6nCFtCt0pR0WbnqBTbv6OeWISazZMcBgAIvX7+XHT66hu8NlfGeKDbuyvPjaHiZ2ZxBvEC9QOtLOkMyuuGkmVpiO4nses+cujzIEHXL8ozlfN8xZxucvOqWwTHI/xcOf4/RVI95HNQEteYzJphrXdQujYmLxtFLpKNcsk8/nuWneCr74gVOHpKdShl7qeHK5HN9+aCVXvy8MdNc/sJTPXHDikMw0WbCJM0HXdUmn04lthW8PuOq9J9DZ2Vnx3CTTOBqV1kt2GJdbJz4fxcvF32sQ+Nz44DI+9/5TRpWuUuL9iJvCcdxCrfumeS9xxXlvBKA357F8Uy+L1u3gl89vYPuAz61PbiKu+P5u5YrC9u5dvgiAnz23CYA7FmwGwBW4Y8Em8r7iJWrMP3x6Y+Hzb5bsKnxesL6XrrTDlJ4M0ydm6E5Dl6uoBhx/6CR+uXgbc1ft4TvzX+HjZx0V9Yu4BEH5QT71ZoFkFIrblCt9Yet2D/Loq30cMi7Fe2Z2Mmn8BN42czKPrdhE/6AQJDLVIAhLKp8+9zg6XZ9HX9rAMVMyoCm8/CDpTDdXX3AS/37PEt55zDS29fvc/fwa+gcD8irkfaV3MOD59XvY0e+xfEs/XqA8s27vkDT9ZvGWIX+LQIcj/M+iJzh8Yie7s3nuXryFI6d0hxmUgKrgq7Juey+qSmdKGJdxufyOZ5k6vpO9/TkmjS+fucaZY9gH4hcy6rj5ZOi5DTPez1xw4pCg9q37X+SzF55MKpUaVSm8uCkw2Q9QKtj4vs837lnIF/54aMYfb+eb9y3mc+8/pVDCLV27CTP+7zy8kk+dMwsvKimPGzduyP5vmLOUz1/0JlzXrRgo42ZTkqXvYF8NMHmOY2ETZLj94tpLcrh5uXMWBEFUy1zI1e87iXHjxpUMcqVqL3HzzOcvelM0XDU/Yp9NWKNfwRc/8KYh10s+Pxg2BanSl/NYtbWfrX0eHakUr27rZWJnisnjSgfEZNriz+UKJYHvAQ6bdw/wtfuWsjMHX/jVMp5es5vvP76+cJd3poSDulMcPi3NuA6HtAT82WmHM+elbeTzHnnPQ50U577xUOYu38bbZk7hkRVb8ALhtKMm46A8t2Y7jgjpVIpzj5/K75etJ9PRwV+dcRT3LNrAuEyKz7/vOL7/2Fo+fc4x3Dh3eRhE84N4+UH8bB9/cnwPT6wd4ObH1nHo+DQvb9xWKMjNnruMdEflQkI9WCAZpThT+fa8ZTipjpKZSd+gzxNr+piYcTj/mB7SKXdYB+OwYCTC7LnLwo8lMpW06zCp0+VdR/WQyWR4betWfM8j3dHJp84+htlzl/HJs2fxo2c287E/OpJvzllGgMtfnD6D3myeny7YwHtPPITBwGHPwCD3LFyHrw453yfvKQO5QRyEAMh6AargOILrCKgiEo5L3zkQsH6PF5XIstz70pMcO60HV2DapLW8+cgpTOlycdVjQrdDQMCuviz92Tx7Bgb56m9e4MPvmBVW51/ZjqfCoB+Qy3ts3JunM53mtd1ZBj2P6x9YyhXnHQcC37xvMV/6k9MKGU01NY6ksF9oGZ88+9ghz5wUbyuumcQd/sngVar5J86URWRoc0iiZposgORyOb51/yJS6a5hASpZe4j7cYLAL2QOyeBXqtknKR5FdOODL3HVe99YCChxif5Lf3Ja2XNVqc09vo7dwpDr4TVAx01FwWwJbqpj2DY8X9m8N0dfPsuA38/mHXtZuT3HrY+9yo6+QbbtzbKtL8/yzb38+sXt7OjL4yv8+Nl9BaFfvbgDgIldKWZM7mIgl8dJrebIKT0ceVAPB3c7ZPNeYeQkKIODWa793SL+/uwTWL9zgNVbwqajuS8PsDPbx23PPVPYfk+6n6njM1z2jqM44dDxvGFKmp89vQbQfd/9YJZnX97MIeMyBD4EQfidr968k+MO7mDXnj28+fBugiBA8v186pxZzM7uBXHo7Ozm0rcexvpNm3BSad5yxDgeX6E4TnitlmteFNclJfDOGRl683D9/LVceNw4OqLWkOT1G32bhe9JpH7NWxZIRiFZqi3VlBM2bbnc8ocN9OeVC47pDDPiUtsKfG5+eAVuRwY0KFwEYemIwu/4c5ypfOehFVz1vhNLbjPO4ESElCO4rsMREzuY/czLHDIuw7tmTiCTyeD7Pms3bQ5Hk8T7jtpQXTfFFefOAvZlsNfdu5CTDuopXNziuAwM+mzr99iVE8Z3Z3hmzS6++ttlVZ3HXy97AYBfLtpWcv7dS58FIO0K/7NoO91ph660g3fvSxw6qZvJ3Wk6Uw4djvLa7hwEHq4jdAU+6ZSSHcyTyWSGn3PC0u9356/kix84rWwwitucg0D59LnHFZqQ4lrI8GYXn9lzl3Pl+ceX3F7cwQ/hgIDiUTwjdaiXml+qSbJUrSYOKHFzZKkRP2Ea84XO5iDwuGHOksJyfqD0DeTZ3ZdlZ7/HwKCHj8/cl7axfEs/P35qLQEOuXw475m1e7lu3mqeWjvAoN/Pwk0vsHvAY8OuAW5fsIWcF/CDpzYOS8Ojq/fgSFjynzmlm54Ol7ceOZHJ3SmWbNjFn55yKA+t2ILi8J7jprFzIM+G3YOs2znAmu39/Ofjaykaa8GPnt5E2gm/ez8If//Xgq2F+WlXGN8hTJ+Q5pJTD2PpazuZ1OmQSTl0dHRy+btmFAoAQeARRJl8odM9EVgK3000zXVTqAYEvofjpsu2YmhUWADwNby+Bgez9Pb2ks8PDlsewn6yM2d0ce+KvTy3vo8zpmeAgLjP/4b7F+O4KcSRhgypskBSpcKopQcW8/H3zCq7XN7z+MVLWzl6UoqpPftu7Ljk5vseGmfIJW78wPdQBSnTOSZRU4gWX7xRZuL7w58cd9xUWBKd8yIiLqp+FLjC/YmTIu6JLJUpKQy5WUSE7g6HI1IpjnRTfPaCE7jpoRX0Zn3OOuEIdvQPsrsvy0A+wHUd0gIpR3l05RZEA9JuikwmzQffOoNMysEVxRXhR4+vIh84/NFx07hn0Ub6B30GPGUgH7C93+OXL2yib3DkEUI/fnYrPRmXCZkU4ztT7BnIs2BdH+t39fPUml42782x6EfPo4BqmFFu2t3P71/pZVvfII+92svWvVlQ5XcvLeDwSV24jsOm3QMs3LgQCNiwM8tL257DEcEPAtbsGGDhphdYu72PhZuW8truHCu3DbJ+Zx/ZYA1HHTyOIyd3sqMvR0+Hg+umhwx1LlYqYMXTBnI59mYDrr7zWc485hDyCg8tfY23v2FqfDHwwoZefviHtTy/fg//9cQ6Fm8a4EdPrGXJ5iwg3PrYanqzeXI+DOSVZ1bv4N4lfyDvB3iBkA+UvK/cuegJsvnSpeMHloeDQn7/yp4h00Vg+dYBBMikhKnjYcbkDA4+Z77hIF7csJP3Hn8wT63ewWVnzaLLUX71/AauOvcYvjd/edRnOIvvP7aGT519TNgC8HCW846bzMrNu3DdFBe/6ZBCTSiVSnHj3OVcftbRfO3eF7nozUfz2u4cv1u8kbfOPIj5y14jCALSrkOmo4NL3jKDIyZ3Ma3bZWqPy+w5iwn8gC3bdzC1K2zSTfJ9n9kPLhkWpCoJohpA3CIZBD7fnrescN8VSxYiqzW5y+WiEw7ivmXbecthHaSiQmth325UUGyAugYSEfkM8L8I86LFwN8D3cDPgJnAq8BfqOrOaPmvAB8FfOBKVX0gmv5W4EdAF3AvcJWqqohkgNuBtwLbgb9U1VfrcSzhOO3FKFIoWZTKdNft8fECOGbK8FObzWYZzGWjWsPYFhM08LnlkZfp6O4pWfKJBwKI6yIalq7j51lchyEDBWbPXcaV558wrD8ivkApuhHiWtq4zhSL1mzhyvOPH9IOH4942bxzF77nk+7oxHVd3jZjfGEbIsKh49M4Too/O/VQ1m/bPayk9/GzjubGeSv46zOP4ban1nPJaYfz06fXMTA4yGDeI++DFyjqdPCmI6ewqz/Prr4ce7N5HAcEZfOeARzHoTPl4LoOguI4Dnv6sxw6Pk3O8zlkfIa9AzmCABDoTDto9GCoFwR4fsCgH/DSpr1MG59hy54BRBxWb+0FEVTDgPza7iyv7RnkFws3k/M2FY7DFZjc1cfDK7Zz0cnTWLsrx+INezh0ckCHC71Zjx17+9i2N8dLWwbY1Zejz4On1y9kw64cO/r3PRMzd1Vv4fMz69cOOV/PrAvnPbF6V/j71d2FeU+vewWAzpRDT8Zl0PNJOULaETrTwgTXJe0KZ77hICaN62JcJsUjS9eFy7hCZzrFR94xk//+wwo6O7u44rzjUW+Q781fTiqV5uNnHc33Hl2N66b4xLuPZvbcZRw9aQJXnDOT2fNyXHLKVDbt6uX0GRPwPI+ulJJ2dNg1t68VIKwNBn4eEWfYvaeq+PlBxnemOGPmJHzf59UtO/jkWUcy0Leb/OAgjpuis7ObD552WOG6TQbrchlvoalylJlyOGJq330eFujiJtG470ijwtzo8wNV5X3HTeK3S7azbrfH0ZPTI69UJ3ULJCIyHbgSOFFVB0TkLuBS4ERgnqp+TUS+DHwZ+JKInBjNPwk4HJgrIsepqg/cDFwOPEkYSC4E7iMMOjtV9VgRuRS4FvjLeh2T46bQwUFueeRlnHQK8Pn2vOV8/D3HEGfcr+z06EkLh/QM79ArVfKsRrK2oUH5zmZxnULJJwgC0pn9G3JaPIKpWKmSUzzMMJ0Yghs2qSzDG8yBSnTOwmV9b5Bv3bcYBD559qyomWnkIl+mI81hEzNM7k5x8mHjOWSci5d3CRLnJdPZwxcumFWoRc6et5wrzzueG+cuIzfQj5vq4Et/cioQjh67+n0n8I17FxJ4PrMOnshn3ncC37w/fDOB4zh8+pwwfd+Z/zJXnX882WyW2fOWk053FDJJN9WBSFhzizPRT58zixsfXELgBXzk3W/khnkr2D3gsXPAZ3cO1u/JM/v36wF4cMUzJY8XwgLyuIzDtAldvGfWFF7duptuV5nU08mV5x6LBB63PbmGq6Lhy3nP4/uPvsLfnzmDWx9fw+XvPoYfPL6Gv33b4dz62Ms4bpp/eMeR3PH0Gr54UTiw4D/ufhZVCk2d8e/PnDOzMMJr49Yt+H4YeB3H5Q1TMozPCI6j9KQFT1xSqX2ZWVDULl/8YG38DEbxfZG8V3x/X0n+5odXIK6LG02/ae5Srjj/xGh7+UK/ZS6XY/aDS1Bx6e3tJQj8YWkZSZB4uLjc/P0tEAa+hwfRfTo0eBYHzvCeGH4fB76HBAFPLN9AT1pYvWt4ICncp74HGuCUGB48VurdtJUCukQkT1gTeQ34CnB2NP82YD7wJeBi4E5VzQGrRWQVcIaIvApMUNUnAETkduASwkByMfDVaFs/B74tIqJ1fqeEuImLRyj0dfTnAzb1BZwyLY0GYfNRXHqvZqRXuYtTA5+b5q1Ag9IXVfE2wppFMGTaaP9/gu/7fOfhFXzsrDeEx1JBoamtxD0VPlEbNtcVi0uA346ewVH1Ie2WHA1U+gajMKJFxCmU6uJXeFxx3nHlHxSNggzRcFMNAhQtZB5hEyQkHz4YzVsAhpyDVIqDetIcNrGTqd3hmwrSHZ0EgccHT5vOzY+tI+cFnHvSDHKBMq4jRRqP8Z0uDyxej+tnyXT28Jl4+O+cJfieRyqdYmIHfHveStxUBx2psKQeeAEpB7rSLikH3CCPg8dtj68k7Tg4jnLb4ytxUh2JprXS11Y4ZPi5wvcR/g6bYW6cszSsCWhYuh7tUOH4eyh3X8TPhsQ1ZUnUPjzPQwS+89BKPnXurML6+5qNUwSex3ceWhH2EyS2mRwqXSzZtDwWj/ftu/eG339hDWVoH0jcdyquW/hdqQ/NSaU4erLPki15+nM+3ZnqCn5jrW7dMKq6AbgOWAtsBHar6hzgEFXdGC2zEZgWrTIdWJfYxPpo2vToc/H0IeuoqgfsBg6qx/GUEkT9HeK6BL7Hhj3hF3bUpBKdo1HTU/GT18ltVcrsFR3WLzISP6o+B35+VOsmb9SbH15RMs3xsSczAn+EUlw54rolOy2HHEs+x3fnLcf3PG56cCmeV/ndRYhTKM0mR+7Ex5fL5bhxzqJhxxYPt42DZ/HDgIUnmv18yfT6hVdZBMMyyOTT1XFf2eSuFNPGpZh5UDcXv2kaf336dC468SCeW7WOk6d1Mi7j4JQZ8pxsd4d9D8d+56F931mcMQXB8AEiGg3zvWHOkqiQMlzcrBOvG3/vkMjYo0EgIz3hXioQ+77Pdx96qeQ1VirIBL5HPjfATQ8uLbzRIC7ZJ9Ncrh+y0hP2xfdgeD3nqy4AFv9d7p5OnsNS24jTXKoPtZQZE1IosKmveS8RrVsgEZHJhDWGowmbqnpE5G8qrVJiWrkiePytVpqXTMvlIrJARBZs3bq1xCpjY2u/knFhYqZcR3ntp7v45qpUoktmIkmlLuRS63n5/JDnF0ZaNt5m+AzAyDfgSIpvxPj8jXSDJV8r47ipQo0umbmGpWkZPiw7yhQ1CNuufS8/JJP0fZ9vzx2e8eajfcYFhjjg+RUCXrnjDA9S+O7Dq8oWPOL14iCSzCCLz0+585V80LRURjiq9DpOydpfMvCWu+aSw4yT2w4Cn+/PX1kyyCWPqVKJfVgmHw1/jq/RcJhs+XOcy+X2Ba1RGOke259WgnImdzmkHNja35iO9VLqOTDsfGC1qm5V1TzwS+CdwGYROQwg+h0PDl8PzEisfwRhU9j66HPx9CHriEgKmAjsKE6Iqt6iqqer6ulTp04do8Mbbkt/wNTu4a+uGMuLpjg47OsTKX2hF2cildJSqlRUjXjZYEiJO0yXly9dck/us9QNF0RNVlqhZDcaxc9EJNNcXEoulREnH6gsdU51PwJeshCQfBo+rBEFw2qh5UroGgRV1QqK06mBPyTYVXttlDyWKNP3E9/3sNoD5V/B4ic6n5PGovBVrPCMzZwXmf3gsrK1sULNPErDSMGhnNGsl1y22vUcEQ7uctjaX/q73990j0Y9A8la4EwR6ZYwZz0PWAbcDVwWLXMZ8Jvo893ApSKSEZGjgVnA01Hz114ROTPazkeK1om39UHgoXr3j5QzkA/oHVSm9tR/0HYyE/TzgyWfCxiNMQ10iZdJlnuJ3Fjur5z97c8opVByD7xCbSU5vZpal+eF31VxRh43d8Yl5XKBoDBwYG75jC8ZuIrTVu6cV1NgqPb7ijPc4n2Xa15KnrfiAlKpIe7VqKYGlHzgstLxa4UaUbFGZNaVTO122JVVBv2mZH/162xX1adE5OfAc4AHPA/cAowD7hKRjxIGmw9Fyy+JRnYtjZb/VDRiC+AT7Bv+e1/0A/AD4I6oY34H4aivpoirldO6h2bqjejoGku1pjcIfG56cMmQUVrF2487xmsZ+eKVKcGW40cjV6pRnK5kB6jjptCoBO/lw2YPZfiw1ar3kShxV2qi0ajm6aQ6yh7HkBpOEBTSXC+VBofc/PCKsuclzqDdjsyQjv6xSOtI+47TXOmZjqR61IhqUW6o8NTu8Fi39fsk3ufYMHUdtaWq/wr8a9HkHGHtpNTy1wDXlJi+ADi5xPQsUSBqti19fvh8QOfoLrzA94ZkrhWXq8PzJ/XguG7JUVrVKNfEUSxulhmp/X/E7VS5XHHznSRGEukYFBYC3yOo4r9rVrpe4gw6lelEZHTNkyOlrdJDsqWMdF7EdUbM9KtNmzgOTiLDH2nfyb6ldrqvKjmoy0GArX0+h3Y3/nXy7X32WsjWPp+DuqTsK1EOFLU2Ww3rA6ow8qXSQAAdoe8o3m5yf5WaJxrRdFF402+FdI9EXKfm76CRzTRjGexGOuZGNKnWQzXpTrvCpE5pWoe7BZIxoKrszgVMGmVtxJQ2FplL8Sv9672/sZQcapvsuG7HTDBpNH1KZvQmdzrszlogaVv9ecULYOJ+Pklu6q+ZGfFYN7M1ylinp9xwdDM2JmQcBrzmdLhbIBkDu3NhBjWhzPMj5sBWTQYa+B6Blx/TjLbS0Opqgmo9Mv5WqP01e4RVvcQF2T05CyRtKa5Ovh5qJK+3m6xVjqfaDLRZGW2589SM9LRazaxdxAXZPYMWSNrS7lz41tYSr7kxxozSSK8TMqWN6xAcgT25xhecLJCMgT25gIkZZ7+HMJrXh9dDh3iraLXnN9qBI8L4DseattrV7qwy0UZsGWOabGKnsNsCSfvJeUrOV+toN8Y03YSMQ++g4je4WdByvxrFI7bKvfHXGGMaZWLGQYHeBne4W+5Xo73RF2Y1EmNMs+0budXYvjrL/WrUlw8DSXfaOtqNMc3V0xFm6XG+1CgWSGrUNxjQlbJ3bBljmi/jgivQb01b7aU/r/R0WBAxxjSfiNCTFquRtJu+vNKTttNojGkN3RZI2ouqhoHEaiTGmBbRkxb6LZC0j6wPgYZfnDHGtILutDDgNfZZEgskNegvjNiy02iMaQ096fB3I2sllgPWIG6HtKYtY0yriB9F6Ms37lkSCyQ1iIfYWWe7MaZVxE3tViNpE315JeVAh70+3hjTIgo1kgY+S2KBpAbh0F+x18cbY1qG6widKWvaahv9ebVXoxhjWk5P2rEaSbvo9yyQGGNaT3da6LcaSesLVMl50JWyQGKMaS1dqfBZkkaxQLKfcp6iWCAxxrSerpQw6NOwhxItkOynONp3WiAxxrSYOF/KNqhWYoFkPw1EY7S7rI/EGNNi4nypUc1bFkj2UxzprWnLGNNq4hrJQIMeSrRAsp+sacsY06q6UuFva9pqcQN5Je1Ayv4zojGmxRRqJBZIWlvWU2vWMsa0JEeEjAtZrzHPklgg2U8DXkBnqtmpMMaY0rrSjvWRtLqBvFr/iDGmZXU28KFECyT7yZq2jDGtrCslr4/OdhGZJCI/F5GXRGSZiLxDRKaIyIMisjL6PTmx/FdEZJWILBeRCxLT3yoii6N5syV63a6IZETkZ9H0p0RkZj2PJ+YFSj6wEVvGmNbVmRIG8opq/YNJvWskNwL3q+obgVOBZcCXgXmqOguYF/2NiJwIXAqcBFwIfFdE4v/0cTNwOTAr+rkwmv5RYKeqHgtcD1xb5+MB9o2EsIcRjTGtqist+AqNeHdj3QKJiEwA3g38AEBVB1V1F3AxcFu02G3AJdHni4E7VTWnqquBVcAZInIYMEFVn9AwtN5etE68rZ8D50kD/jlItvAMSb33ZIwx+6erga9JqWeN5A3AVuC/ROR5EblVRHqAQ1R1I0D0e1q0/HRgXWL99dG06dHn4ulD1lFVD9gNHFSfw9mn8HoUa9oyxrSofa9Jqf++6hlIUsBbgJtV9TSgj6gZq4xSubJWmF5pnaEbFrlcRBaIyIKtW7dWTnUVCjUS1wKJMaY1NfLFjfUMJOuB9ar6VPT3zwkDy+aouYro95bE8jMS6x8BvBZNP6LE9CHriEgKmAjsKE6Iqt6iqqer6ulTp06t+cByfvg7Y01bxpgW1ZkKs/e2DiSquglYJyLHR5POA5YCdwOXRdMuA34Tfb4buDQaiXU0Yaf601Hz114ROTPq//hI0Trxtj4IPKQNGKKQ85QON3x61BhjWlFHNFQp59c/kNS7TH0F8BMR6QBeAf6eMHjdJSIfBdYCHwJQ1SUichdhsPGAT6lqVPbnE8CPgC7gvugHwo78O0RkFWFN5NI6Hw8AWV/JWLOWMaaFxa9JyTWgj6SugURVXwBOLzHrvDLLXwNcU2L6AuDkEtOzRIGokXKekrGOdmNMi8ukhGwDaiT2ZPt+yFmNxBjTBjpT0pAaiQWS/ZDzsRqJMablZVxpSB+JBZL9kPOsRmKMaX2ZlJBr51Fbr1deoPhq79kyxrS+zpSQ86n7+7YskIxS3N5oTVvGmFbXmRIUGPRHXLQmFkhGKW5vtKYtY0yri/OpeveTVBVIRORd1Uw7EMRfiDVtGWNaXaZBr0mptkZyU5XTXvesacsY0y7iAm+9ayQVH0gUkXcA7wSmishnE7MmAG7ptV7frGnLGNMu4nwqW+dnSUZ6sr0DGBctNz4xfQ/hu60OODlfEcL32GgD/mGMMcbsr0KNpM5NWxUDiao+AjwiIj9S1TV1TUmbyHlhEBGR4e+rN8aYFuI6QsppctNWQkZEbgFmJtdR1XPrkahWlvPtPVvGmPaRcaXune3VBpL/Ab4H3ArUeURya8v51j9ijGkfnanWqZF4qnpzXVPSJnKeMj5jj98YY9pDxhUGWmT4729F5JMicpiITIl/6pqyFhW++bfZqTDGmOpkUvX/nyTV1kji/0L4hcQ0Bd4wtslpbapqTVvGmLYSvgG4vkNMqwokqnp0XVPRJvK+Eqg9jGiMaR8ZV/A1fOFsvVQVSETkI6Wmq+rtY5uc1haPfLAaiTGmXcRN8bl8/Wol1TZtvS3xuZPwX+U+BxxQgSR+qMdqJMaYdrHvfVtNDiSqekXybxGZCNxRlxS1sPiLsM52Y0y76HDrH0j2dxxrPzBrLBPSDrJWIzHGtJlC01azayQi8lsovBHEBU4A7qpXolpV/EV0Wh+JMaZN7HtxY5M724HrEp89YI2qrq9Delpa1lMcgZQ9j2iMaRMdDaiRVJUlRi9vfInwDcCTgcG6paiF5bzwYUQRq5EYY9pD/OLGpveRiMhfAE8DHwL+AnhKRA6418hnvcCG/hpj2k6nK2RbYPjvPwNvU9UtACIyFZgL/LxeCWtFOc/e/GuMaT8dKWl+0xbgxEEksn0U675uhDWSZqfCGGNGJ+PW959bVVsjuV9EHgB+Gv39l8C99UlS68p6yrSuAy5+GmPaXMYVerNNatoSkWOBQ1T1CyLyZ8AfAQI8AfykbqlqQX6gDHpKptrQa4wxLSKTErJe/f6V1EjF6xuAvQCq+ktV/ayqfoawNnJD3VLVgvZk8yj2ni1jTPvJuELeV/J1egvwSIFkpqouKp6oqgsI/+3uAWNnXx6wp9qNMe0n7tvd1Z+vy/ZHCiSdFeZ1jWVCWt3O/vDRGetsN8a0m46oALyzSYHkGRH5x+KJIvJR4Nm6pKhF7Yi+AGvaMsa0mzjf2tVfn2fJR+o6vhr4lYh8mH2B43SgA/j/6pKiFrWzL6qRWNOWMabNxIGkXjWSioFEVTcD7xSRc4CTo8n3qOpDdUlNC7OmLWNMu4rzrZ1NqpEAoKoPAw/XJQVt4i9PP4Ll6zeTkgPyNWPGmDbWmRLefuR4TpsxqS7br/vTdSLiisjzIvK76O8pIvKgiKyMfk9OLPsVEVklIstF5ILE9LeKyOJo3myJ3pooIhkR+Vk0/SkRmVmv45jU3cFB3fYQiTGm/biOcMphPRx/6Pi6bL8Rj2lfBSxL/P1lYJ6qzgLmRX8jIicClwInARcC3xWRuCHpZuBywn+mNSuaD/BRYKeqHgtcD1xb30MxxhhTrK6BRESOAP4YuDUx+WLgtujzbcAliel3qmpOVVcDq4AzROQwYIKqPqGqSvh/4i8psa2fA+fFtRVjjDGNUe8ayQ3AF4Hk45SHqOpGgOj3tGj6dGBdYrn10bTp0efi6UPWUVUP2A0cVJwIEblcRBaIyIKtW7fWeEjGGGOS6hZIROQDwBZVrfZ5k1I1Ca0wvdI6Qyeo3qKqp6vq6VOnTq0yOcYYY6pRz97jdwF/KiIXET4hP0FEfgxsFpHDVHVj1GwVv55+PTAjsf4RwGvR9CNKTE+us15EUsBEYEe9DsgYY8xwdauRqOpXVPUIVZ1J2In+kKr+DXA3cFm02GXAb6LPdwOXRiOxjibsVH86av7aKyJnRv0fHylaJ97WB6N91O+l+8YYY4ZpxnjWrwF3Ra9ZWUv473tR1SUichewFPCAT6lq/N7jTwA/Iny/133RD8APgDtEZBVhTeTSRh2EMcaYUEMCiarOB+ZHn7cD55VZ7hrgmhLTF7Dvyfrk9CxRIDLGGNMc9u/+jDHG1MQCiTHGmJpYIDHGGFMTCyTGGGNqYoHEGGNMTSyQGGOMqYkFEmOMMTWxQGKMMaYmFkiMMcbUxAKJMcaYmlggMcYYUxMLJMYYY2pigcQYY0xNLJAYY4ypiQUSY4wxNbFAYowxpiYWSIwxxtTEAokxxpiaWCAxxhhTEwskxhhjamKBxBhjTE0skBhjjKmJBRJjjDE1sUBijDGmJhZIjDHG1MQCiTHGmJpYIDHGGFMTCyTGGGNqYoHEGGNMTSyQGGOMqYkFEmOMMTWxQGKMMaYmFkiMMcbUxAKJMcaYmlggMcYYU5O6BRIRmSEiD4vIMhFZIiJXRdOniMiDIrIy+j05sc5XRGSViCwXkQsS098qIoujebNFRKLpGRH5WTT9KRGZWa/jMcYYU1o9ayQe8DlVPQE4E/iUiJwIfBmYp6qzgHnR30TzLgVOAi4EvisibrStm4HLgVnRz4XR9I8CO1X1WOB64No6Ho8xxpgS6hZIVHWjqj4Xfd4LLAOmAxcDt0WL3QZcEn2+GLhTVXOquhpYBZwhIocBE1T1CVVV4PaideJt/Rw4L66tGGOMaYyG9JFETU6nAU8Bh6jqRgiDDTAtWmw6sC6x2vpo2vToc/H0IeuoqgfsBg6qy0EYY4wpqe6BRETGAb8ArlbVPZUWLTFNK0yvtE5xGi4XkQUismDr1q0jJdkYY8wo1DWQiEiaMIj8RFV/GU3eHDVXEf3eEk1fD8xIrH4E8Fo0/YgS04esIyIpYCKwozgdqnqLqp6uqqdPnTp1LA7NGGNMpJ6jtgT4AbBMVb+VmHU3cFn0+TLgN4npl0YjsY4m7FR/Omr+2isiZ0bb/EjROvG2Pgg8FPWjGGOMaZBUHbf9LuBvgcUi8kI07Z+ArwF3ichHgbXAhwBUdYmI3AUsJRzx9SlV9aP1PgH8COgC7ot+IAxUd4jIKsKayKV1PB5jjDEl1C2QqOpjlO7DADivzDrXANeUmL4AOLnE9CxRIDLGGNMc9mS7McaYmlggMcYYUxMLJMYYY2pigcQYY0xNLJAYY4ypiQUSY4wxNbFAYowxpiYWSIwxxtTEAokxxpiaWCAxxhhTEwskxhhjamKBxBhjTE0skBhjjKmJBRJjjDE1sUBijDGmJhZIjDHG1MQCiTHGmJpYIDHGGFMTCyTGGGNqYoHEGGNMTSyQGGOMqYkFEmOMMTWxQGKMMaYmFkiMMcbUxAKJMcaYmlggMcYYUxMLJMYYY2pigcQYY0xNLJAYY4ypiQUSY4wxNbFAYowxpiYWSIwxxtTEAokxxpiaWCAxxhhTEwskxhhjatL2gURELhSR5SKySkS+3Oz0GGPMgaatA4mIuMB3gPcDJwJ/JSInNjdVxhhzYGnrQAKcAaxS1VdUdRC4E7i4yWkyxpgDSqrZCajRdGBd4u/1wNvrtbPA91A/AAFUh3wGbJ7Ns3k2r2XnBb5PvbR7IJES03TYQiKXA5dHf/aKyPK6pmp0Dga2NTsR+6Fd0w3tm3ZLd2O1a7qhTNr/tbZtHlVuRrsHkvXAjMTfRwCvFS+kqrcAtzQqUaMhIgtU9fRmp2O02jXd0L5pt3Q3VrumGxqf9nbvI3kGmCUiR4tIB3ApcHeT02SMMQeUtq6RqKonIp8GHgBc4IequqTJyTLGmANKWwcSAFW9F7i32emoQUs2uVWhXdMN7Zt2S3djtWu6ocFpF9VhfdPGGGNM1dq9j8QYY0yTWSBpIBH5oYhsEZEXE9PeLCJPisgLIrJARM5oZhpLEZEZIvKwiCwTkSUiclU0fYqIPCgiK6Pfk5ud1qQK6f6GiLwkIotE5FciMqnJSR2iXLoT8z8vIioiBzcrjaVUSreIXBG9ymiJiHy9mekspcK10tL3p4h0isjTIrIwSve/RdMbe2+qqv006Ad4N/AW4MXEtDnA+6PPFwHzm53OEuk+DHhL9Hk8sILwlTRfB74cTf8ycG2z01plut8HpKLp17ZLuqO/ZxAOLlkDHNzstFZ5vs8B5gKZaN60Zqd1FGlv6fuT8Fm6cdHnNPAUcGaj702rkTSQqv4e2FE8GZgQfZ5Iiedgmk1VN6rqc9HnvcAywrcKXAzcFi12G3BJUxJYRrl0q+ocVfWixZ4kfP6oZVQ43wDXA1+kxIO3zVYh3Z8AvqaquWjelualsrQKaW/p+1NDvdGf6ehHafC9aYGk+a4GviEi64DrgK80NzmVichM4DTCks8hqroRwhsRmNbEpFVUlO6kfwDua3iCqpRMt4j8KbBBVRc2N1UjKzrfxwFnichTIvKIiLytqYkbQVHar6bF708RcUXkBWAL8KCqNvzetEDSfJ8APqOqM4DPAD9ocnrKEpFxwC+Aq1V1T7PTU61y6RaRfwY84CfNSlslyXQTpvOfgX9pZpqqUeJ8p4DJhE0uXwDuEpFSrzdquhJpb/n7U1V9VX0zYc36DBE5udFpsEDSfJcBv4w+/w/hG41bjoikCW+wn6hqnN7NInJYNP8wwhJRSymTbkTkMuADwIc1akhuJSXSfQxwNLBQRF4lzDSeE5FDm5fK4cqc7/XAL6NmmKeBgPBdUC2lTNrb4v4EUNVdwHzgQhp8b1ogab7XgPdEn88FVjYxLSVFpccfAMtU9VuJWXcT3mhEv3/T6LRVUi7dInIh8CXgT1W1v1npK6dUulV1sapOU9WZqjqTMHN+i6puamJSh6hwnfya8NpGRI4DOmixlyFWSHtL358iMjUedSgiXcD5wEs0+N60BxIbSER+CpxNWBrbTPgyzuXAjYTV/yzwSVV9tllpLEVE/gh4FFhMWJoE+CfCNuS7gCOBtcCHVLV4MEHTVEj3bCADbI+mPamqH298Cksrl24N3+IQL/MqcLqqtkyGXOF8zwV+CLwZGAQ+r6oPNSON5VRI+x5a+P4UkTcRdqa7hBWDu1T1/4jIQTTw3rRAYowxpibWtGWMMaYmFkiMMcbUxAKJMcaYmlggMcYYUxMLJMYYY2pigcQYY0xNLJAYY4ypiQUSYxpERO4UkZ9FLy9cIyJ/HE1/WETeG33+dxGZ3dyUGjM6FkiMaZxTgVdU9e3AhwnfbED0+59F5MOEb539TJPSZ8x+sSfbjWmA6D1Ia4EZqpoVkSnAU6o6K5r/CDAOODv6fxjGtA2rkRjTGCcDK1U1G/39FmAhgIicQvgf+nJxEBGRk0TkS9Hnb4vI+Cak2ZiqWCAxpjFOBY6M/sd2D/BvwPXRK75/Qvgf7fpE5IJo+dOJAg0wwWopppVZIDGmMU4lDBjzgWeAm4HnCf/XxedUdRnwf4GvRsu/DVgaBR1E5N0icmeD02xMVayPxJgGEJHfA/+oqsurXP4ewv85sgc4RVUvFJEvq+rX6plOY/ZHqtkJMOYAcQxV/lOk6D/1bVfVj9U3ScaMDWvaMqYBVHW6qgYjLwmqmlfVjySnicipwFnRf3c0pqVY05YxxpiaWI3EGGNMTSyQGGOMqYkFEmOMMTWxQGKMMaYmFkiMMcbUxAKJMcaYmlggMcYYUxMLJMYYY2ry/wArjyI4fRXlxgAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -953,7 +953,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1001,7 +1001,7 @@ "outputs": [ { "data": { - "image/png": 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SA4kkQW4MhjPCZjY2yF+4sNk10ec6D/iDK/VaJCnC4TDn3fzQQdMjM0V7V4hkl1ROx/wVsAE4xsyqzGwOcDMw0cxeByYG93H3l4EVwFZgNXCRu0d/W80HfkEkYfIN4ImgfAnQy8y2A5cTzNAQkeQoKuueFbtY1tfWaGaFSBZJ2cqR7v71Vh6a0Mr5NwE3xSnfBAyNU74fmNaVOopIbtDMCpHskS3JkSKSJdKxdbaI5C4FDiJyEE3BFJG2KHAQkRY0BVNEWqPdMUUk68UOn2i3TJHMUo+DiGS9+toa5i3byIxFazW7QiTD1OMgIjmhuKwHoaJQ+yeKSEopcBAR4MBW1ppRISJtUeAgIkBkNsWMRWup278va2dURHMdlOcgkjnKcRCRJsVlPSjO4hkV9bX7tIqkSIYpcBCRnFr0SatIimSWAgeRAufu7Ny5U4s+iUhCFDiIFLDYoMGKSjNdnYRot0yRzFLgIFLAostL50rQANotUyTTFDiIFLhcXF5aeQ4imaPpmCKSc9yd6upqGhsbMTMqKys1PVMkTRQ4iEjOqa+tYdbC1QAUlZaz8nuTqayszHCtRAqDAgcRyUmhknJAwxYi6aYcBxEREUmYAgeRApVLiz6JSPZQ4CBSoKJTMbXok4h0hAIHkQKWi1Mxm9OCUCLppcBBRHKaFoQSSS8FDiIFKN/yG0Il5ep1EEkTBQ4iBSYfN7VSr4NI+ihwECkwubg/RSK0noNIeihwEClA+ZAUKSKZocBBpIDkW26DiKSflpwWKSD5OkwBBza+cnfMjIqKCm18JZICChxECkxRWfe8SYqMFd34qqyyF6GiEPfPH6+Nr0RSQIGDiOSNUEk5xWU9CBWFMl0VkbylHAeRAqH8BhFJBgUOIgVCe1OISDIocBApIJqGKSJdpcBBREREEqbAQURERBKmWRUiec7dCYfDSowUkaRQ4CCS58LhMDMWraVu/76CSYyMziDRIlAiyaehCpE8Fv0DWlzWg+ICSoysr92n3TJFUiQjgYOZXWZmL5vZS2b2KzMrM7PDzOwpM3s9+Nkz5vxrzGy7mW0zszNiykeZ2YvBYwtMXy1EDlLIUzCLSrs3BU7ununqiOSNtAcOZtYPuAQY7e5DgRAwHbgaWOPug4A1wX3MbHDw+BBgEnCHmUWXhVsEzAUGBbdJaXwrIjmhkKdghsNhpt/2mHoeRJIoU0MVRUC5mRUB3YFdwBRgWfD4MmBqcDwFeMDda919B7AdON7M+gKV7r7BI18n7o25RkQEKOzASSQV0h44uPtO4BbgHWA3UO3uTwJHuPvu4JzdQJ/gkn7A32Keoioo6xccNy8XEbTEdHQ2iYgkVyaGKnoS6UUYCHwa6GFmM9q6JE6Zt1Ee7zXnmtkmM9u0Z8+ejlZZJCcVcn4DRHbLvHjp+oJ9/yKpkomhii8BO9x9j7vXAb8BxgHvBsMPBD/fC86vAo6Mub4/kaGNquC4eXkL7r7Y3Ue7++jevXsn9c2IZLNC76YPlZRnugoieScTgcM7wFgz6x7MgpgAvAKsAmYG58wEHgmOVwHTzazUzAYSSYLcGAxnhM1sbPA8F8ZcIyIiIimQ9gWg3P0vZvYQ8BxQDzwPLAYOAVaY2RwiwcW04PyXzWwFsDU4/yJ3j/Y9zgeWAuXAE8FNRKSJFoMSSa6MrBzp7tcD1zcrriXS+xDv/JuAm+KUbwKGJr2CIpI36mtrmLN4HSu/N5nKyspMV0ck52nlSJE8VOgzKporKi3sXA+RZFLgIJJn3J2dO3cW9IwKEUkdBQ4ieSY6DdOKSjNdlayhpadFkkeBg0geKvRpmM1F8xy0IJRI1ylwEJGCoDwHkeRQ4CAiIiIJU+Agkkc0m0JEUk2Bg0geKfT9KUQk9RQ4iOQZJUaKSCopcBCRgqApmSLJocBBRAqCpmSKJIcCBxEpGJqSKdJ1ChxEpGBouEKk6xQ4iOQB/UFMjIYrRLpOgYNIHgiHw0y/7TH9QUyAhitEukaBg0ie0DTMxKh3RqRrFDiI5Al3V49DAjRcIdI1ChxE8kR9bQ0XL12vVSMToOEKkc5T4CCSR0Il5ZmugojkOQUOIiIikjAFDiIiIpKwokxXQES6Rltpd1xsm1VUVGBmGa6RSO5Qj4NIjtNW2h1XX1vDvGUbmbForWZXiHSQAgeRPKA1HDquuKwHRaXdtaaDSAcpcBCRglVfu4/Zd61l586dCh5EEqTAQSRHRcfpld/QVaYFoUQ6QMmRIjkqHA4zY9Fa6vbvU35DF2lBKJHEqcdBJIcVl/WgWPkNIpJGChxEREQkYQocRHKQ1m4QkUxR4CCSg7R2g4hkigIHkRyltRtEJBMUOIiIiEjCFDiISMGL5oxoESiR9ilwEMkxSoxMvvraGq0gKZKghAIHMzsxkTIRST0lRqaKVpAUSUSiPQ7/L8EyEUmhaG+DEiNTQytIirSvzSWnzeyfgXFAbzO7POahSiCUyoqJSEvR3gYrKs10VUSkQLXX41ACHEIkwKiIue0Fzuvsi5rZoWb2kJm9amavmNk/m9lhZvaUmb0e/OwZc/41ZrbdzLaZ2Rkx5aPM7MXgsQVmZp2tk0iuUG+DiGRSmz0O7v5H4I9mttTd307i6/4UWO3u55lZCdAd+HdgjbvfbGZXA1cDV5nZYGA6MAT4NPC0mX3O3RuARcBc4M/A48Ak4Ikk1lNERERiJLo7ZqmZLQYGxF7j7qd19AXNrBL4IjAreI5PgE/MbApwanDaMmAdcBUwBXjA3WuBHWa2HTjezN4CKt19Q/C89wJTUeAgIiKSMokGDiuBO4FfAF1N5T4a2APcY2bDgc3Ad4Ej3H03gLvvNrM+wfn9iPQoRFUFZXXBcfNyEZFOiSafVlRUoJFPkfgSnVVR7+6L3H2ju2+O3jr5mkXAccAidx8JfExkWKI18f73ehvlLZ/AbK6ZbTKzTXv27OlofUUyTgsUpYfWcxBpX6KBw+/M7Ntm1jdIYjzMzA7r5GtWAVXu/pfg/kNEAol3zawvQPDzvZjzj4y5vj+wKyjvH6e8BXdf7O6j3X107969O1ltkcwJh8NMv+0xrTGQFlrPQaQtiQYOM4ErgGeJDC1sBjZ15gXd/e/A38zsmKBoArAVWBW8TvT1HgmOVwHTzazUzAYCg4CNwbBG2MzGBrMpLoy5RiTvhErL9ccsTbSeg0jrEspxcPeBSX7d7wDLgxkVbwLfJBLErDCzOcA7wLTgtV82sxVEgot64KJgRgXAfGApUE4kKVKJkZK36mtruHjpekIl5ZmuiogUsIQCBzO7MF65u9/bmRd19y3A6DgPTWjl/JuAm+KUbwKGdqYOIrlIQYOIZFqisyrGxByXEfkD/xzQqcBBRBKnTa1EJJskOlTxndj7ZvYp4L6U1EhEDqJlpkUkm3R2W+19RJIURSQNtMx0emn6q0jrEt1W+3dmtiq4PQZsQzMYRCRP1dfWaEqmSCsSzXG4Jea4Hnjb3ataO1lEJNdpSqZIfAn1OASbXb1KZGfMnsAnqayUiIiIZKdEhyrOBzYSWVvhfOAvZtbpbbVFREQkNyU6VHEtMMbd3wMws97A00SWixaRFIgm6GkqZmZowyuR+BKdVdEtGjQEPujAtSLSCeFwmPNufohZC1fTUN/VTWmlo5QgKRJfoj0Oq83s98CvgvtfAx5PTZVEJKqorLuChgxSgqRIS20GDmb2WeAId7/CzM4FTiKynfUGYHka6iciIiJZpL3hhtuBMIC7/8bdL3f3y4j0Ntye2qqJiGRWbJ6JFoMSiWgvcBjg7i80Lww2lxqQkhqJiGSJ+toa5i3byIxFa5XrIBJoL8ehrI3HtE2fiOS94rIehIpCma6GSNZor8fhr2b2L80LzWwOsDk1VRIREZFs1V6Pw6XAw2b2DQ4ECqOBEuArKayXSMFyd8LhsNZvEJGs1Gbg4O7vAuPMbDwwNCh+zN3/kPKaiRSocDjMjEVrqdu/T1MxRSTrJLSOg7uvBdamuC4iEigu6wFAw0dKyBOR7KLVH0VERCRhChxERNoRXc9BazmIKHAQySrRP1CSXepr9zH7rrVUVVVRXV2tAEIKmgIHkSwSDof55s9+r6TIrGTMWria83/yOy0GJQVNgYNIloj2NhSVaWOlbBUqKdfGV1LwFDiIZAn1NohILlDgIJJF1NsgItlOgYOIiIgkTIGDiIiIJEyBg4iIiCRMgYNIFtD6DblDi0FJoVPgIJJh7s7OnTs1oyJH1NfWMGfxOq3lIAVLgYNIhkWnYVpRaaarIgnSWg5SyBQ4iGQBTcMUkVyhwEFEREQSpsBBRKQTlCQphUqBg4hIB7k7u3btYvptjylJUgqOAgeRDNI0zNxUX1vDxUvXK6FVCpICB5EM0TTM3BYqKc90FUQyQoGDSIZoGqaI5CIFDiIZpGmYIpJrMhY4mFnIzJ43s0eD+4eZ2VNm9nrws2fMudeY2XYz22ZmZ8SUjzKzF4PHFpiZZeK9iIiIFIpM9jh8F3gl5v7VwBp3HwSsCe5jZoOB6cAQYBJwh5mFgmsWAXOBQcFtUnqqLtI1SorMD+5OdXU11dXVmpYpBSMjgYOZ9QfOAn4RUzwFWBYcLwOmxpQ/4O617r4D2A4cb2Z9gUp33+CR/7H3xlwjktWi+Q1Kisxt9bU1zFq4mvN/8jtNy5SCkakeh9uBK4HGmLIj3H03QPCzT1DeD/hbzHlVQVm/4Lh5eQtmNtfMNpnZpj179iTlDYh0lfIb8kOopFx7V0hBSXvgYGZnA++5++ZEL4lT5m2Utyx0X+zuo919dO/evRN8WREREWmuKAOveSIw2cy+DJQBlWZ2P/CumfV1993BMMR7wflVwJEx1/cHdgXl/eOUi2Q15TeISC5Le4+Du1/j7v3dfQCRpMc/uPsMYBUwMzhtJvBIcLwKmG5mpWY2kEgS5MZgOCNsZmOD2RQXxlwjkrWU3yAiuSwTPQ6tuRlYYWZzgHeAaQDu/rKZrQC2AvXARe4e/Y07H1gKlANPBDeRrFdU1l2BQx6J7UWqqKhAM8Mln2U0cHD3dcC64PgDYEIr590E3BSnfBMwNHU1FBFpX31tDfOWbSRUFOL++eOprKzMdJVEUkYrR4qIJEFxWQ+KSrtrq23JewocRNIk2p2txMj8VV+7jzmL12lNB8lr2ZTjIJLXwuEwMxatpW7/PuU35DGt6SD5Tj0OImkQ7W0oLutBsRZ+ymvRf2sNV0i+UuAgkgaaglk46mtrNFwheU2Bg0iKRb+BaonpwqHhCslnChxEUky9DSKSTxQ4iKSBehsKi/IcJJ8pcBARSTLlOUg+U+AgIpICynOQfKXAQUQkBTRcIflKgYNICmkL7cKl4QrJVwocRFJIMyoKW6ikXL0OkncUOIikiNZvkPraGmbftZadO3cqeJC8ocBBJEXU2yARpiELySsKHERSSL0NApphIflFgYOIiIgkTIGDSApoNoWI5CsFDiIpoPwGiaU1HSSfKHAQSRHlN0iU1nSQfKLAQSTJNEwh8ShBUvKFAgeRJNMwhYjkMwUOIkmkRZ9EJN8pcBBJIvU2iEi+U+AgkmTqbZB4NLNC8oUCBxGRNIjdt0IBhOQyBQ4iImljzFu2kRmL1mpqpuSsokxXQCTXuTvhcFjTMCUhxWU9CBWFMl0NkU5T4CDSReFwmBmL1lK3fx+f7PuIUEl5pqskWS4aZFZUVGBmma6OSIdoqEIkCYrLelBc1l1BgySkvnafVpKUnKXAQUQkA7SSpOQqBQ4iXaC8BuksTc+UXKXAQaQLtOCTdJY2vpJcpcBBpIu04JN0loYrJBcpcBDpJA1TSFe5O9XV1VRXV2vIQnKGAgeRTtIwhXRVfW0Nsxau5vyf/E5DFpIzFDiIdIGGKaSrQiXlGrKQnKLAQURERBKW9sDBzI40s7Vm9oqZvWxm3w3KDzOzp8zs9eBnz5hrrjGz7Wa2zczOiCkfZWYvBo8tMC3BJmmi/AZJJk3NlFySiR6HeuDf3P0LwFjgIjMbDFwNrHH3QcCa4D7BY9OBIcAk4A4ziy70vgiYCwwKbpPS+UakMLk7O3fuVH6DJI2mZkouSXvg4O673f254DgMvAL0A6YAy4LTlgFTg+MpwAPuXuvuO4DtwPFm1heodPcNHgnT7425RiQlYoMGKyrNdHUkjyjPQXJFRnMczGwAMBL4C3CEu++GSHAB9AlO6wf8LeayqqCsX3DcvFwkJRQ0SCppuEJyRcYCBzM7BPg1cKm7tzVYHC9vwdsoj/dac81sk5lt2rNnT8crK8KB6ZcKGiQVNFwhuSIjgYOZFRMJGpa7+2+C4neD4QeCn+8F5VXAkTGX9wd2BeX945S34O6L3X20u4/u3bt38t6IFBxNv5RUCpWUq9dBsl4mZlUYsAR4xd1vjXloFTAzOJ4JPBJTPt3MSs1sIJEkyI3BcEbYzMYGz3lhzDUiSaVZFJIO6nWQXFCUgdc8EbgAeNHMtgRl/w7cDKwwsznAO8A0AHd/2cxWAFuJzMi4yN2jqezzgaVAOfBEcBNJOg1TSLpEex0qKirQDHPJRmkPHNx9PfHzEwAmtHLNTcBNcco3AUOTVzuRlqK9DUVl3TX9UlIu2uuw8nuTqayszHR1RFrIRI+DSE5Rb4OkW7TXAVDPg2QdLTktkgAlRUo61dfWMG/ZRr5xxx/YuXOnkiUlqyhwEBHJQsVlPTAzJUtK1lHgICKSxbSipGQbBQ4iIiKSMCVHisQRu26Duoklk6KfRSVJSrZQ4CDSTOyeFCWH9KSxvlbTMCVjND1Tso2GKkSaiZ1+WVzWg2LNqJAMU56DZBMFDiIxYhd7EskW7k51dTXV1dWamikZp8BBJEa0t0FDE5JN6mtrmLVwNdNuWaV1HSTjFDiIBNTbINksVFIOGLPvWqvgQTJKgYMUvGg3cFVVlXobJAdoUSjJLM2qkIIXDoc57+aHaGxsDL7ViWQ3JUtKJilwEAHtfCkikiANVYiI5BjNspBMUo+DFKxoMmR0hUiRXBGdZREqKePueeOprKzUypKSNgocpGApt0FyWfQzO2/ZRkJFIe6fP14rS0paKHCQgqbcBsl1xWU9CBWFMl0NKSDKcZCCoyEKyTfRz7TyHSQdFDhIQYluYDVj0Vr+Zckz6m2QvFBfu08LQ0naKHCQghG762W3ojJtXiV5JrKqZFVVlWZbSEopcJCCEbvrpUh+MmYtXM35P/mdVpaUlFHgIAVB+1BIoQiVlFNU2l15D5IyChwkr2kfCilE7s6uXbuYfttj6nmQpNN0TMlrWqtBClF9bQ0XL11PacVh7N27V4tDSVKpx0HyVuzwhIIGKTShknLqa2s020KSToGD5K1oMqSGJ6SwaRtuSS4NVUjecHfC4TDu3nSslSFFIr0PsYmSlZWVGrqQTlPgIHkhukbDt5dvpm7/Pj7Z9xGAhihEiOQ8zFu2kcb6Whrq67l73nj69eun4EE6RUMVkvPiLewUKilX0CASo7isR7DomYYupGvU4yA5K3ZoQgs7iSQuVFLetLqkhi2ko9TjIDkp2svwtVsfZdeuXVrYSaQD6mtrmLVwNdNuWaUlqqXD1OMgOSV2Z8vZdzyJFZVy8dL1GpYQ6aDo/5lZC1dTVFrOin87p+kxM9PaD9IqBQ6SM2JzGWIXdFLQINJ50XygXbt2ccm9z1JySE9CRSHunz+eysrKTFdPspCGKiQrxa6zHz2OBg1WVKpgQSSJoitNWlEpxWU9KCrtzt69e2lsbNR+F9KCAgfJOrH5C1VVVVRVVTFj0Vr+ZckzSoAUSZHYYLy+dh+z71rLtm3bmv4fKg9CojRUIVkjXv7CrIWrAajo808Ul0HDR5pCJpIe1pQ/NGvhakIlZSyZeyqVlZWaiVHgFDhIRkSDhNj74XCY2Xc8qfwFkSzR/P9h8wDCzDjkkEOapkWbmYKKApDzgYOZTQJ+CoSAX7j7zRmukjQTm68QFQ0SSg7pSWN97UErPYYyVVERaVNsAFFW2YtuoW78aMoxXHLvs0HAX6ZVKQtATgcOZhYCfgZMBKqAv5rZKnffmtmaFZ7mwUH0l0bznoRYoZJyist60Fgf0n4SIjnkwP/d/U3DGdGAf/Zda1ky91QqKiqAg38XRO9HZ2uEw2FN+8xBOR04AMcD2939TQAzewCYAihwaEf0D3r0P3d0+dnYbsd4mv8SiGoeHJRV9lJPgkgBaDmcaE25SRDvd0FkqANg7pJnWDzn5IOCh7YSMOMFHUDTsKeGSdIj1wOHfsDfYu5XASekswKx4/S5ZO/evXzzjt9zz7fPACL/gQF+cv4Ivv2LNTQ2NMa9rqzyMBrravmk5uMWjxWVtp6P0PBJTdzyuv0fRzbeaeVxnZfb5zU2NoI3tnletr8Hnde185pr+GQ/M37yMBD5nRE9but3S1RRaTnLvnMmwEG/vy647bd0Kypl2XfOzIu1J7L9PVguT68xs2nAGe7+reD+BcDx7v6dZufNBeYGd48BtqWgOocD76fgeQuZ2jS51J7JpfZMLrVn8kXb9Ch3752sJ831Hocq4MiY+/2BXc1PcvfFwOJUVsTMNrn76FS+RqFRmyaX2jO51J7JpfZMvlS1aa4vAPVXYJCZDTSzEmA6sCrDdRIREclbOd3j4O71ZnYx8Hsi0zHvdveXM1wtERGRvJXTgQOAuz8OPJ7pepDioZACpTZNLrVncqk9k0vtmXwpadOcTo4UERGR9Mr1HAcRERFJIwUOcZhZyMyeN7NHg/s3mNlOM9sS3L4cc+41ZrbdzLaZ2Rkx5aPM7MXgsQUWrEpiZqVm9mBQ/hczG5D2N5hmzdszKPtO0GYvm9mPYsrVnu2I8/l8MOaz+ZaZbYk5V+2ZgDhtOsLM/hy06SYzOz7mXLVpO+K053Az2xC0z+/MrDLmXLVnO4L/1y9GP49B2WFm9pSZvR787Blzfmrb1N11a3YDLgd+CTwa3L8B+F6c8wYD/wuUAgOBN4BQ8NhG4J8BA54AzgzKvw3cGRxPBx7M9PvNQHuOB54GSoP7fdSenW/PZo/9BPi+2rPLn9EnY9rky8A6tWmX2vOvwCnB8WzgRrVnh9rzLeDwZmU/Aq4Ojq8G/jtdbaoeh2bMrD9wFvCLBE6fAjzg7rXuvgPYDhxvZn2BSnff4JF/iXuBqTHXLAuOHwImRKO+fNRKe84Hbnb3WgB3fy8oV3u2o63PZ/C+zwd+FRSpPRPQSps6EP1W/CkOrA+jNm1HK+15DPA/wfFTwFeDY7Vn58W2wzIObp+UtqkCh5ZuB64Emq+5fLGZvWBmd8d0CcVb8rpfcKuKU37QNe5eD1QDvZL5BrLM7bRsz88BJwddYn80szFBudqzfbcT//MJcDLwrru/HtxXeybmdlq26aXAj83sb8AtwDVBudq0fbfTsj1fAiYHx9M4sHCf2jMxDjxpZpstshIywBHuvhsg+NknKE95mypwiGFmZwPvufvmZg8tAj4DjAB2E+kOhkh3T3PeRnlb1+SdNtqzCOgJjAWuAFYE0a3asw1ttGfU1znQ2wBqz3a10abzgcvc/UjgMmBJ9JI4T6M2DbTRnrOBi8xsM1ABfBK9JM7TqD1bOtHdjwPOJNKOX2zj3JS3ac6v45BkJwKTLZL8WAZUmtn97j4jeoKZ/RyIJvm1tuR1VXDcvDz2miozKyLSDfphCt5LNojbnkTa4DdBd9lGM2sksqa62rNtrX4+g/d+LjAq5ny1Z/ta+4yeA3w3OGclB7rd1aZta+t36OkAZvY5IkMZoPZMiLvvCn6+Z2YPE9kZ+l0z6+vuu4NhiOiQb+rbNNNJH9l6A07lQGJP35jyy4iMHwEM4eAklDc5kITyVyLfqKNJKF8Oyi/i4CSUFZl+rxloz38F/jM4/hyRLjJTe3auPYP7k4A/NjtH7dn5z+grwKnB8QRgs9q0S+0ZTYDuRmRsfbbaM+F27AFUxBw/G/x//zEHJ0f+KF1tmvFGydZbsw/9fcCLwAtE9sKIDSSuJZK1uo0gQzUoH01kXO8NYCEHFtsqI/INZjuRDNejM/1eM9CeJcD9Qfs8B5ym9ux8ewb3lwL/Guc8tWcn2hQ4Cdgc/AL+CzBKbdql9vwu8FpwuznaNmrPhNrx6OBz+L/Ay8C1QXkvYA3wevDzsHS1qVaOFBERkYQpOVJEREQSpsBBREREEqbAQURERBKmwEFEREQSpsBBREREEqbAQURERBKmwEFEREQSpsBBREREEvb/Ad/sKJn6iBfVAAAAAElFTkSuQmCC\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1013,15 +1013,17 @@ } ], "source": [ + "#check on the momentum distribution: useful for an experimental check\n", + "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", "\n", "ax.axvline((48400)/(2*0.511), color='red', label='Positron energy (Lab frame)')\n", - "ax.legend(loc = 'best')\n", "\n", "df_events_real_beam[\"pmu1\"] = np.sqrt(df_events_real_beam['$px_{\\mu_1}$']**2+df_events_real_beam['$py_{\\mu_1}$']**2+df_events_real_beam['$pz_{\\mu_1}$']**2)\n", "df_events_real_beam[\"pmu2\"] = np.sqrt(df_events_real_beam['$px_{\\mu_2}$']**2+df_events_real_beam['$py_{\\mu_2}$']**2+df_events_real_beam['$pz_{\\mu_2}$']**2)\n", "\n", - "sns.histplot(df_events_real_beam[\"$px_{\\mu_1}$\"]+df_events_real_beam[\"$px_{\\mu_2}$\"], ax = ax)\n", + "sns.histplot(df_events_real_beam[\"$px_{\\mu_1}$\"]+df_events_real_beam[\"$px_{\\mu_2}$\"], ax = ax, label = 'Sum of muons\\' momenta')\n", + "ax.legend(loc = 'best')\n", "plt.show()" ] }, @@ -1052,7 +1054,7 @@ "source": [ "pts = np.random.uniform(-1, 1, size = (2*N, 2)) #point generation\n", "acc = pts[np.sum(np.square(pts), axis=1) < 1] #accepted points\n", - "acc = acc[:N] #array of 10**5 valid points" + "acc = acc[:N] #array of 10**6 valid points" ] }, { @@ -1062,7 +1064,7 @@ "outputs": [ { "data": { - "image/png": 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RpUbOC5fX5FsSB/1IubBPzXiiLscdeT0c5aOuyv40vvI/B/6S8Eabma4rC2eYIja3M5MvvbhcNXyz8VYul4HzLfQzCTNPVsbaA+N5zCjq1T4b6XoD1ZevZ5qm6d3rur79rvS//adN68v/3e3omj6MO8V6X3TsmTjotUH+iWdl3FjpHQmlxYahWfwSeB+xbazUZsJq+qOOYuEW0ht5QysZ15vJu36PE790VfJOjdLUkXJ7jvsF+gOlxOdfkyhOZal9FY7ZsTmWZteS2J/pOxKLpS1BpjF2QNwW9Ms30O8pEUaF54D9mlMe9RxITzE5nWPxwGy5Djh+NnbQRq90b8Te9YzQsWfioKdL6jyIKn2jINJ+iMLY0HlY6Y1+c1+UK4wNhtKXhHc++2fGRjNikF7JLeQbD1vQ43hakJHNFziVhewV+rz4PgLvfBVO+x8K/Y+8HGuj33fykP7USsdWGTs6C/2np0qXP/4EzfUVRhtOrmthLB/xFHrSjIvis+eoBf5rC2ezNS77YILrZ6hFOOhp0I+cpulLgK9e1/WrnzaYV0vHzMRBT4f80KBKP0KUH7YNiqJGP7LW5kvJOrmOSDP9aF12Cn0D7LILY4PvWKVH8Y7B5TzeqSU8brOxbaLc+3T1mn7zp/P4dL10N0b8hX7Do+KwtMXiG/1XE5r98XxAP/vh2GIeXE7x/iUHibuYnsr2HKkj0UIe4n9C5L9i26CKxSus2Qu3ffy99I1HtzUrceqH/u11Xd/5eu5IwNGZOOhpkP8vQ9QY/3tRzu4VfeP0mK1xUAO1sDU+lbED8QJ9oyF+XXFtXJ9hNtPpfsensPhhbMzFvyfjaW5DOgp94/2YbblGcs7vR1TPJie9C33HwuXF53o9PfJHHY/pv1RZ6DsY/qM1l4vkaVfk+y/E57qWHYzu6l4XxqO79dXMzNZJUtoV26fGEftxquYbi45ljo6OZY6D7o/8yOvGVpE/x3iug9I4x/tUdbX4kviXoKsFV/4HbKPsK/qRsJYIariiTifnWciXXIQzy8NMv6EQxg6G0qqlRyyNrezcJvRHVhf6fQduy/2iSr9kVBnLVDxRNrt/zusk/RnJxmJxc9AL49HcC3m+mvGI/wGnzuRLIU0nhtZEj8KwPefHZs2D3kB0zEwcdPcUN6s1+obl8dn/HpNRQ1/P4cLWMBfja8HWzNjA+WFWkn3E1oGYGfdQyI7se1plXALxI7UV/8D4FsZTGwvblH8LNhbGWZqFMf8zI4m3MJ706LM8jrcwnovRAo/wyWZlzPMSwi1gkH7X5/yOrVi8/H7QV2Urt2j3TRYWn9I8XrhiPt7B1iFR2jX9fRFWPx3U7RybNJ9tOmYmOjo6EwfdHflacrF4+dvZrWf/m8/h7DNFJ5cr9KNMxblMPOyp0m80XNgaAudp5NPZMbxwamjUoVDjqdmWmW12RfzCGzcELmf+ByEeenxKq/Qj5WK8jf74cJF/BSJ7sh3teFyzuGo6IkYPR6qM+alsHTotZ1Tjkb5Gv8QlHpEvhalcG/0Sy8x2Tzwf0C9lyPX0Rk/i82WPkvAdHYpnk47OREdHZ+Kgu6EH0zga/MG0C3KPGP+42c5uCVcN8U6NkQpbo1kTuWr+xfRUtrx4h6EZT2P7JPWKvvGVrYhN9nxTn+If0+db9t0fMT+in5mJvEuIa/SdFrklxFW22Z1otwZ7GflGTo32G9tnqJVxlsJ/QtbIOy+Nnq4YnxXFeydFNvUJqO5pY8yL7HpcpIW+MybbLnvspzjoGaejM3HQ7ZJP7VbyUbV/mgh946XPHpVe6DsVukQ6F6CZHk+H8cwBx9bYGtTF+KRD9t/D1mEobB0ejE9h/9pE8S3wwrZJ8rGlCWuGxf3CXtnyEo8Pb4xlojiF1dDP9LMocCqXmW0mp9DfU+Es9LMC0N83P9vDOxb+6aryo46VZgWE3/8h4vkSzfR5bSE98mNYfPlC1IJ92YX+2VA46o88co8OxbNBt/s1xzNBR2fioNshLWlU+hmAQt6wFsZ9AQ8YR8Dz2W2MlT2cGoLHIY7AW82/GJ/i1ahEG75+/2bzN/p9Dwv9nym1jKAG1KmYqw7JwjZVvjA22LDtrSj0+ZFfsnJFwupYGv3MTLXwYnE+zV9NLuZFX8K4TfFKj6dX44u6ruk3ayrtOoTnILfQU6XvRLYdv8I+M1ToO07+HESd1TC0oFv8wivZYy/Fs0FHZ6Kj42uOg95/epdVjL6LvgW+LFzO/kK/OVBplXx0ryOzZUt6xDMz7rxXug4mWgIe6ZS8r89Lr2Sep98QudA31ntYFOd4a8iH/K7jfQFHId98qXQ/rMn1ye4S5ByPxzXyv3pi9q8trTA2qB4nOzN5A69ZJunSJ7q+B0JYomwxW5Gn0neMdGnGw2dMhE+6r4w/zsAs9M8xIbwwfnbMWc/x1cdBzxAd/+Y46NWTL2eIlsDTQriwNeiqwCv7I16v5Gf6xsldEj+MjbbwzfQNgctmuB3bA7aOjMJXCd+eDtjyXxkbXMcd8cR4pRVzZ/oGkxBPiIOxXMUbN8M6OZaIodH/D8P/4ip7y9nvuFynN8Ie75gz1/0L/b2XLtkUViePk92WpLtuxc+MHZlMb6Q3UD18H3Tn/+aYp/XlP307uqaPfDb+zXHMTBz06mia+kp1PsfLrcF9jn4TnEbNM33DJ52iSv+1haf7mn4xmRb8EUsxmUeMX3vIjo6uloz0+jT8zDgt72cUiB5w+lxR+tRAP0ffqDv2OWBubA2s+Bf6hrkx3gPX67YWk5N+zc4o/orxnhRGch652f4IYa0m49jkr2z5dB5RMxyVEdNiMj5Lo1mpGrBKz8L4/ESazZUeySosPI5TfM4j/dN0dCheb3Tcro6OzsRBr4zUiYCxQsfChbEhV9pi8tIhPqfZ+DC/Ggcti8hWoW+YZFd6FD+TN1BOMd1lKv3egngR+HxPgTdsWB6UrhH8wtjQQz9dPpMfciVsSnP+ylhGCgtPtbD0NPN7uvNFnZWto7kkco4j+iv5Ek1j/z8pwrfQH4l9bfzXxisM8rsugt8xL4zLNIuFK3mHIdprIV3v1vGvj9cHHbepo2MD5kFPTtkx2CLf67DHo/jZwiW4LlfJT3z0LykeW3x2NoPknJZgb0546o4rv+OUTfE0euz+qajvL5DcFVvj9A7y0bHwxkOoZHOmb/yU7nyVbV9B5FNc4bQfRIeGQd9ZWYzPdTW2LzGEpTKO3uV3aqZnZvtkdDaewliu0tcY96Xo6xPpF79IuktIb8bTwuW0nGXjiaJKc92F8flQvHBUk3/XsUHzoNcfHZ2Jg56cahJu5ytO9UdaTGZJeBt9g+bphb4ilqvTEOdznK/tR37H6/HSXQLvQn+qZTV+YZuNt9Fv0FvYX4Zxeelw/dLleBpbR8r1SJcw6HJ9lXE2qLKd0PkcfSflRfrjxZulOUbHB9t/Kxx7tfTK+Ax5GUtGS0GL8bm++YJ+uX70tS7HvdB3JBVXdvBWs6n7OjN+SVQYO6eyWUP8TP9eNPPD0aF4LdPxaehAxwbMgy7Tl01bA6YGxzcfitrZrfQj68LY6Hh8ZZzKzvYFyEYJftftaTEuxkcsM1vH5HlODVplnCVwm8J6FdKdMpvS4XgreWfN7YvHNzZGHRFvtDcndpxPuiSjeJfzL2kin6hxmmF4h8k9Z3K6onwjL5897OL15aOW6K+Mz5HsshPObHt8xDHTL+s0S4syxfzz2a077huojr4tuvMNmJ8wrS9/7e3omn7Ms7EB85iZOCgnPwpbnQjtU6jncLML8jVuuX5Vxo6CeKE/1KoGG9CPJgl8bg/jiyc9RoyL2XyRbdbDqQZ/Y/ykUPYiZkJ6CX5txCz0J0O6DvHoLAbX558sluCXjZktT98bMInPdbp/oaeayIhXcS+eeRa2k0GfM16dKVJNtiQYZKfSk9v3s0Iivkr/zBXG2QPXWUJYJ2VKf5SVvpq4bsvvkXDBuJ9E/nL2H+dSHPQ6oKMzcdA+Vbap68Y47VvoK0HxtBDnYV+Lh7ExmskrXxjXpBVXGTsUzl8Yv0pwfsfoPDpds9I37pJ1avQHQ0nGr8jf2A6j8n0VfjKky+k+PLA0+X1ZQqRwYdx8+a/RN1pRztMkL9pbanEe2F8KgdM9fIl8eSHKQP+zNmFsjA1/pkcdmGpxC/0sD+afz3w648I/YZZbkrjoLiFOe30kOxtOxYt3Ie9AHfTaoWOZo6OjM3FQT/qHwExfsRW2Crgaf6WvBBWGsRPxAtsa83J2y/lSxV0tTZV4rOT9tEK3EbE1c4VJ7vM7mEVXnCr/7HCriF3XFWOj0ALGiONF+oYb8r9sOk51POLJk7ItGcegWQ19/TIznkAq3srYwC/0HTDJNbYNl5Lxy/V6PhrbvpSZPs/ie2RxvqHS8cznsONRWPz+JY3zPU9/8Jl3dArb0e4EO94BWQyz9n/IruNpjDNqhHTpEykPwvfgmKF4TdHRmehpXdc3zPW2t71tPegCFdaVcF2KK6xrTeIfhrh6g0wJ/nhlWGoiX8nxRn6PfxjsP9yRdx0Z/ognYoo2Kuv6KEnLynPvfkTdGYYYVxnz5GmZXMTwMNGzd2XlHXVnuvbu5Xsu2Mn49/JRGDHEZ8Ex35Qv54vPwCWMMS7eI/c/CnwH7RLw8rreYVvyz7Cuf+12rrvGel/Xcc7EQSfSXz4jzeSHIFXGHegL/YmJJZGD/PwE91fG2YBCv4t/oZ+JeA/wZ4Oc9DT6Ubp0VU4j09lkrhiphHBlW2J4TL/m3YzHXenQQVjFsDnfYuGFfpRbgit5/zmWY53py6PRl7fszeRLIoU8P9f0/5wQDsfqNirj6L8aNseo+KhTer/UdDfTnZ1CivG6K8yeXhNbosf0ZRHTi/EprbDNtmTHaUufx9Wz68syuha2PSiiB9NxJsXTpKPoe3ravZn7vI6ZiYT2Rlt7I7m9EdqTjFSzUeIji4ujshKuvdFqZqMm8nHEKJ3RZsxLHK2WYONRkpaNLC+Vn+vzvPtotzLii+kxLbunD9lmCLK8eRnVECZJj3GRrya8mbsnm5XpQ8YyW0xmYX+EH+Pi/d+7P3GGIpbVk+Yplt0erniv93QdNBB3PTPxU1jX77yd666x3td17Jl4I5N+h1zP4cY4Ci9JmruNceYhUuG0/p3ZeYfxtcTmzHjaYKZfrmwspqOZXz+SKoybKR+GuEI/up7py0dx8ThukdbWXabQ633BbC3GJ9yPA9ZGP4q+Nn7lQ3auzS/+etZ5bfpcZg55EE9j/BpB6Qr7XhaVZaOfgahs5Sgdjf75cByLxVVzlTfJSI/sVfp76Hpcn2xov4MwiaeZzJXJOG8z/oiJkDYbvzA5f03CknfMzXQd+ygOei3Q0+7N3Od1zEwY7Y2efHS7N5rLRmIaufnIK1uDfpjIxRFsNjKsjCPNvVGb64yjuAy/81WL0wj+pjKAcT07YrtpBFuDXBzFlmBfcY9CfLafIdOR3YOIJ2LP9OzF+5XNIuyV0d4z4Pel3mDX8WbP2x5W8cd7FdMv5fFSmWd69/Q5lj3ZqPugHyTuY2biPbdzAX8F+BLgM+4S811fT/XQqmmaPgX47cAHAr97XdffEtL/A+Czz8EPAn4i8JHruv7v0zR9B/B3gB8Avn99gkM/jkOr2PZGFItrnEY8z3P61fU1416GSr++TkiXvvYEadJFSHfd0b2kszBSxKGfb1XGn3s1s/Mc/b8cov1Kf+qm4so5TgczLQHDJSoJbtm5SYfbhfGMDoJbyO9/YVzb93Ka6UfJWVzEGuOiTY+7STamzWz3yvkeJnGR/ICrF9g+xYUtz43xHsT9QJkNxZdzuCW8rtd1PuL0/gkbjGU8089gebp4rp9enf5aoTs/tOqfmdaX/9jt6Jp+7LNxaNVT24A5TdMHcnpt3wG8F/j6aZq+al3X/0U867r+VuC3nvk/A/j31nX9303NJ6/r+t33CPvZoMJYES5nt5q7WHql/yGV9MyJLlFjqyz93x1Rl+LcHpwaC8lds1X8kilcbrCU5pseC/3SiqgybsSTvw3cY8Pc6P8gKhnpalxuaErgj+TxM30Hpia8C+Nv3mUTxg2LM/1/TmArs8Z+o1jpO2AeL5lILfFHrEuQUdx8Di/098qxuX4n8TxO+JSmZ8MxFLZ76zgafafNMWQ49MwvlqZyK2yd3Rp4pLeR560kcQcddM/01GYmpmn6JKCu6/ovn8O/HmBd1/9sh//LgT+7ruvvOoe/A3j7K+lMvOFnJuIfP0WVfqYAer5sxKQvGarxu06RdwZmxobP7d+0I7+FsI+kCzeT7Mue9LlupUtftDkzdjIqW4PqNqBv9JdEp3h+BfB5SRqMfxolwaERdTx7wnk9H4189qOS3yPZdruQf6mwJyse2XWswpPhjP49vtghiTxODzj9Ev5FtjNOvKMaO86N/fKXPzvSG8bnqdI/CwrL77gj/pm+o+W4mtlbeEPPUNzLzMRX346u6S3PxszE09yA+VHAd1r4vee4gaZp+mHApwD/jUWvwJ+apund0zS9c8/INE3vnKbp5WmaXv6bf/Nv3gLs1yG9azpd8c+efmzzTD/ax8L68RMWf0X+I6ZIV4wHVTnJfmPbbJjxuL/QHwBUza/rQQjv4SvmFsbPMSs9LZbmcWpQl4Q3+ivjBsA3029gdGxxtkO4ivHpNMmrwNeMR7ZbsF/oj7YWr9LcdqUnt+fkm0/ngFkYJKt8V/pNnrP5/STSJeCTq8ZfR6EXemrmXrMtZ7zjfM1sm0N99qIlfmGRvzJull3Y7zxLV2H/nrjb2P4b4/mp9O8ubOXzrmNj5p3SekvXM0JPszORPel7RfsZwEthieP5dV1/GvCpwAvTNP3MTHBd1y9Z1/Xt67q+/SM/8iPfP8SvR/Kd3rHi1wl/hXEdFrbKzf9r4fJOagQq4zJBpa88oa/oq11zSJdNYVB6ZavwYWw0vfNTg7vQnwHQGBuNOcgU+rwX80fZ7MsA8TywtGpphXxGQRii7RL4FvpyFL8a1igvm7IR95CQhOUWC1fGY89h6wDNjM+B4yj0v5S/5nRmCGyndkrfkmATzWxlq3vvvMLajF/+enYX+mdF6YWxzAv9c7Kc8c5s79Ns/O6XvOKlu7Gd0um4RZW+06O4hf4o9wds5f7g6FAcdD/0NDsT7wU+xsIfzWkyPaNfDPwBj1jX9X1n97s4VUGfeAcYX9/kHYnl7BbG6d+ZcdSr8ExeORf6BlEN4WLx1XhFUcdM3wgu9J9oimJDWxj3eRRzXbbSd3Zga+yuLL3QNzAlYK/05eTpzheXJFwn5I1vo/9vSWE81Ek6/ehp17swrvXHcqv091iyjXFkXBgbb8W5bd+UGD+H9R97RT3Qd+aE4/PY7k1mP1Jj61xWxk6McC6mQ2mF/pkrjPfW8cWw24izd0qrbB3lek6fA6/oin6GZI+ku5x5r82OnmnpPj4dvX26rVmJY2biVujrgR8/TdNz0zR9CKcOw1dFpmmafiTws4A/anE/fJqmD5Mf+DnAN90L6tcLqQKpbBVZ4VS5aMRX6Rv+cpb1NPmxNOgrQJ3AWNgqzIV+VkN8IpeXbdlUY7ywjdbmM6/idAlbSXQ6qbJ9jrHRWM7pyoPkZQPGvRBYusuIHjCW28L2z48S0grjyaEtcbWvJKYJo9zCNnIWRukVlkiNbXlgNj31nO73T7qqhWfGBjXLq5PPLlXzN/P7v1limvsX+ka7sj0jz5E/H4rzJQrFO7+oJP7Z4ir9sg3079tC/w+PJeBw/YqrIa0GnmruYmmu6+hQ3D4dnYmOnvanoZ8G/DZOn4Z+6bquv3maps8FWNf1vzzz/DLgU9Z1/cUm97FsY64PAr58XdfffJO9N8wGzGnaKpZ2jiv0jSghPvoJPHC5wtuTreyvGy+mQzr9iw3fkFnY3/woXbOFnd/xyU6j//TRsUtfPKI62nTyzX9OldM69zsYN+g5Ca9kPN5xizwublx1/cX4hTtuLnR9cmf6chQux7YE+T1yvZE3xu1hEwlDIc+j/DPj7NTC2PD7p6SOc2Z/w6z4aoivCY/jy3BlfC2kRywP6fchRXx7cnA6leINQHe+AfOnTOvLf/Rmvieh6eOejQ2YT/2gi/u8nvlDq/YOs7l0aI7ClfxY4eyQnUJ/gFDU/TDoi3YXsxn1Z5djqUmcbPoBRY+4fAhW1BndjD/+pCrD4LYqfVll9yK7HxnueChWJhuviPXRjo147132oclGm/FAqJhfL7cM60NLj3YrY/nG++V5y3RkV3xG9tL2noG9co7lmemoO/yPEv1Rn+c101kSGxG/X884cdeHVv1k1vXbbue6a6z3dT3NZY6D7oIK+9PAjXy0VOm/26/0o3DfFHYV9NVgp7Ct2T5numbGmYjF/IVxL4Fs+vLDwras8ohtKv7KsM1s3+xLjy7ZcxKuyrhvQTTTfwrb6KfEs5mJanwzfV5FjZEq/bITbDMoinP7cT+I+DIdHhbfwvhb9YVtz0XjtJup0W8Y1H0WDulQWHRFfw9hxCFazI16KvkhTo1xOQX68lAZXRnf+4KM7l8z2WrhltgQj9taLL4kuKullTMO8fgXVuKVvhbsSmdhuzcE+UzuoNuh9ZauZ4SOzsSzQl82jdOuxfw1hB+EtMZW4aoTAOM6uOKkv5i/0XdCrtk6I5VxU5n0vEC/V4LgXrE1Go3T+QDXnJYOauCX7cXCjbHxF1+jp2tLc1qCLdlTR8uxR55iso5ltrRi6bLXkni5Luf3R/GZrPxzgmemp7gxUh2HxeQcg2zObI287EvesXvcY4uLn8fKlr5KqSF+icxnqmybP0uw0dg6II2+/PWsuh6CHed3HtFsehv9+yTZYnwq20r/VY3nQfloZlt7MWbjr/Rlr85JoX8ej688Drpleqp7Ju6bntk9Ew+m7RCp5+grp0K+VwKLEy+MJ1MS0qN/YWy45J+NN6Y7FscII06R7EU9mVxN/MXi4jHKhW32RG7jVBnHEzNdzx6P82UYY1rE8RzboUoE3ihXyfdCNHoqIZylN/ojpbN01xN5nM/D89m/0Oe1JfxRRlTNrQHvO5J0hYW3Me6dWIKNeAiX7MyM90nYRdJfA49sigdLj3GE9L20PX7XJ7vN0lui9xlsA+5lz8RX3o6u6eOPPROvu+uZ3DMRf/Tka6h768aX0i+tD7turQvHteGoI67rXsKU2bopLtpS+GEiE9ecPT5b14/r01laTWzHe5LJ+r26xOtX3JNx6adUl+5ZVpbVXNl5lPBeugd7VyyfiCuWc+TP0i/ZuJR+KbyXL5WJ46k7speeuyi/91xcwpKFM93xPsWy9/AzSNz1nomfxLp+6+1cd431vq6n9m+Og26B/Hhs6KdQG+MIpDLucfD4Gngw3jj6znhL4m+MO+gdK2wn+/kofDm7/gWEn/7n2LLwVbAH+VcPM+Nyh8fLn9krjDMZsJVTYSwf8S4h3vUS0kRXIe3a5LTDX3j0BYnsuP7KtidC8Qovhll7LKpdugfCtYc78pQQJ3t+pLZslCDT6MtR/kJPzdJnxuc4k1FcS+JntqWUhXFvTGXc2+Fpugg8jX5vjvTAOFMS8Rb6T2SL+eW2wLuEONlQXvT11+evHHTQq6Vjz8TrleJ344WtcvJDjQpbhVON192FvuJbGCsgb+gVt5z9s8XPbB0IyVf6g6jUIOmkvoXtNE7oK95rtkrxpQSDu/I/YqSyE65BTzGc8vuat+tp9A1doS/vFuw0c3VFaozr9jfxwra0NbOVp/AX80vPzLaJFfKy9/Bydv1TWunOKMY3u7QfY2b/XxpRVyVvoP0SLWzPtJ9RMQd/s/RibmV7vovxFsP7Av19j/hdT7M07bGJHShh83yIZL+yPY+ixv4BV3PQ7TKN7Qd8lYNeDa23dD0r9LSnRu7zemaWOTRVeWkqU1OuhfGzvktycWr50lSvf465N/Uap3tr0OH6M9uXpn6zqya2o46Yj0y3y2ZlE8slpscy3tMlPNmnlyXEPQxuhl2242esT1J20hfL51L+YfzkNJOpll5NTvYu4Ym2PT0uK0S+zO6ezUt5JuiJ+czKR9dNn35yIT7jKxfkvcwqPY5Lz42uZ4S4j2WOb7md666x3td1zEy83shPtnyO0+gpji4r2yhqZvsJ1GzpcHmqeja3sp3eqDD0P/GSrij/PPnsiNMjxiUM8T9gnCXJdFS2pRDx+qepcgvbVwSKE7/TcnY9rTH+Sn1hPG680f9oqtJPvReTF092eBYh7srcYml1h3c5p2VfSDw0t7CNwGfTUywszP4PCMXHzY/N/DP9chDGq/9MXLE/Q+S2CHzQj/AlI9dtPW/+Rn8YWrH4Sl+mzfj0LFb6/JbAGzHr3s7k74F/Eh11y14xnka/HPIwuPoLaqWfDbpmK5v5zFPOl56D46TMg14lHXsmXk8UT7a8srRydhv9lOo1WwW7BH59kunyfhSw75Oo9JWY+Fyn9MyMa8nyV/LGTyQ56VXDWS1dfq35ar/AC2zT+7CdCxFtCqOHm/FJvrL9WlzpwiOeZrxLiPM0lWWx+IWtMVW86/U9Hq4fTnnVss8S5D080/+3QXRt/pm+syW+Rt9pKmc571CJFsZnSXhn8kbRbQmfbGLx7jrWSC24Ttr/0djyI11OS8DjV2Ns1Eni9W74+yndmY7YOXQMiotlPgd52J5T2RBvxFLo81XoO1cPpjf078ufmI4i6uiYmXi9kEYMC2NlWUJcYav4G3mlNHNqjMQr8lG7OhKPGDsNseKSfsfoo1jx+HrvbHKzuZX9RkXYCtusyPXZpvITZWQ/w1lMp9tQnMpjCelzkHmOsTzcpo9OMb/yIkzN/N7IRGyyCdsehGrpsrPQPwPCJJxxVsB5Rf5fi8b2fxEnpRfGvFTGe1np76XHiwr5ZtWF/JmXLl3SOZ/9s8W56zpmRlosHfp9Fo2Rsk6+7+NRJ95lG+PeB9/PoFlB6azkn16XgOshY9m0EDdbWFiOGYqbab2l61mhp73Ocp/X63rPRLa+GddhY/gRp6Or4xputl7qa8DZmnGmI1s33lsHvrS+fGn9uIbwTbYirmi3JvHR7zocg8vGY8WzMropL5UcQ5anQo/hprSou9AfMb5XDspbvWAz4nc+2cmO7pbuvTxeKpesjCv9PpJ4r+J9cL1xr4/2/+xhjPd5rwwvhbN4lVfMn5fdnp2Yr0vPSCw7D2flret1StzHnolvvp3rrrHe1/XUAdzn9brtTGSV/l5FfFOFc6mC1KVK9ZI+1+mVWRa3h72QV3BR/96GQM+TNyaqoOM5CTEve5Vo5fIGPRg3s2Xlm8XtVepPyleDfoWV3+VCPrN7HfNWg954DzPcsWGOuiKWPd01ibt0n1Qevgkzy5fjfJJNiCXoy/ijrNvYu+835WWPz9PV8dhLj3Ex/tJ5Klm+4WnXfq+K7rwz8VbW9Ztu53pWOhPHMsdrnbJPQPWfg8I43dmMD+NZgkxl26hV6I+rvmacvpX+7P8ZlXHKVzZgnM4tFna7Citd8leMU9Vut7DtC1jOul5kW1pwHMXCCyNpavna7Mhtxndlfo/PqOz4m7mF7ehjDONMf/riYumLhd/BKb+Vcbq8MuKfGe+FjqyOWBtjHl3uim06vVl6ZVxecfw18C+MSw/Qb2Z1XY1+H8tC/0lyhv3K4mfGZQKlyW6zuKjX8Sh8HeLj+1LN1sx4n/ZoPrtaelwYMRe7FDfT5/Ex43s6G790S99B+7Te0vWM0LEB87VM6kiUEH9F3yHww6QK+5VpZb/CbvSbJ6FvWCT3mG3j40K/xj4H3UovwRWexlhpVXP9193XFh/1uTsH/TXkQ2lRVqSG0TsLziO/b26FvnKXXmGdGTflFfIGzPVFcsz1HOeNVaPvUBW2Y9alTzYXxg7fzHaU95XxRj7HQ0jb+xW78Di/dDRGaozPS4x32ai/Wng+u48Znwfnz7D7oWlzwC5djk+2HFuhf08V77pIcElHCXFzYrfS57lYvPwt6GuGwfE2etvTdJqjOOgNRdM0/XDgdwL/APi6dV3/60v8x8zEa5V8RqIxvuDL2dUu9WK82cZH6EeCNaQ7XzN3pm+AIP875kLfEYB8t3wMuz3hKGd9ylucKZlNTtgKPYm/0m9K9LDblK5C3+BLLuq/oi9j+VsIy+Y1+WbHiNPTYCvXObER9VT6eyw3+qVrYSw/70gIe2U83ImQrjLzZyOTcewl4HK9TrLhOhYLS/9Mf2BVoy8XXdKvsDay+qyC7Hl+ZPNhCBdzpbOx5e8B2x9KncflGvm75rYLfWe/JOmNvkz3/sTb6OWzz4dd5tiQOdI9zUxM0/Th0zT9kWma/vI0Td8yTdMnvRq40zR96TRN3zVN0zclaZ8yTdO3TtP0bdM0/bpz9M8H/si6rr8S+Myb9B+didc6VcYGBgsrzpc+rgNfCeFKXuk18sZ/tmuxePHLn+mXvmJpGc30DbBcr+QK2zJEsfhm8q4/2lrIK3HZlR7XWxhnWKSjGp/bdByRZzF/oS+7KBv55C+WHhtATy/054AU+obUccuuN56y6Q2S34+F/s+ccpez35cUPH0mX2aB/gsX//xYWMr5+kbGY9qrhSVTGDs1la3TneEsZx7PazMdnxDwSpewRxnZEK+wSU58C/2zKDyNrcwcl+N1e49M/monH06F8a+3zWzN57jjT6M93d8yx28H/uS6rv80p6fvWzxxmqYfPU3Th4W4H5fo+b3Ap8TIaZo+kNPQ7VOBtwK/ZJqmtwIfDXznme0HbkT5tDdt3Of1utmAubdBSv74JYHibtp8FXXdtMmwsn+yYBbnbrZBrFxIg3wDXpa3muiI2DI8dYd3z9ZNm9UeJWnRpuctfiVRzE68t1Hn3n3Yy0e8/yWJz8q7JrKVsRz2yjErY7fzMOjdu1eZrZrIRfwZpnhCafRLZ8TzaMdWVtYZrpv4M/xZXvyexPKp7H8hs3efXgm+uGH1dULcxwbMb7ydC/grwJcAnxHtAD+C05Bg2sMCfBbwZ4APPYd/JfA1O7xvAb4pxH0S8LUW/vXn63OATz/HfcVNZXLMTLyWaJrgXdM40hUV+tFoox91VHNn+lGe5GfzX7Ft+pPsnm2R7LlOybi7nP1+roXSHZOPGjN70G+GFM9icboa4+hKbmUcNTqv/Fem7zqkyYb0aD+H0mVPVM1OZVvmcF2wzR408pFkY5sBaDuu9BVsJJnomS2umn9O4pxPuqEvN4Vl12cqhG0xDCrfzJZksnjxF/Lnp23sw+zONdtMh+J9Jk8YF/p7+ZLZkl2Rzw7Itsu7/YjpAWMZimb2nyOlL2d/oT+B1fmVLlfy2b84NKvieCXr96txqqOOGYoTrbd0wd9e1/Wd67p+dWLlY4G/CfyeaZr+p2mafvd5L8MGY13/MPAnga+YpumzgV8B/CuvICcfxTYDAfDec9xXAr9gmqYvBjJsHR2didciVfpKrjFWtO3sqsHzCqUa33P006+LyRdOa7ktyMi2wrCt517Trzs7v/zCCltDWUO85K/oK7AS0htjIwnjcoTrjXgyP2yVerOrBp3N+GWzGqbHjJV/hq/QV8p75JtNIa/UnWrQ2SzOZR6yNSQzY0OznMMLWyfVeaS7kB/sJLt6Dmf6jmQNvL5cVek7qYWe3J7suM6IJ8Pd2DaiFrbnrjE+c8LwHPlSGOSnivrhYbriUdmSfWBpcelIsjroqhjfwtjw+4FYjqnRL78U+g6t6DH9u98sH4/Y8tVheYN3KG6rI7HeaOmDgJ8GfPG6rj8V+HvAr4tM67p+AfB/Al8MfOa6rn/3FeQmu5nruq5/b13XX76u67+53rD5Eo7OxGuH/J8bC5tf1M6u0gp9JSi5anLaTKc06ZDuB/SVi9zGNuqpdmn9VOGZsWFUxSNsrlu80i0e2dQ1k+dzCZfkMN6FvNOlsGYSdAS34kSSl81CX/bx9EPlQ/yytZA3agTeQv9bbzVy0umjaY93inYcs/BcsTX0C+NelNl4C/2sjOuayY97VlyxNJXvEmSkfzFZ8UpfNf6FnjzNcRb6v9MS0ipjB1F4hWO2tDjiX9iefdlQnPgLPT7pkB3YjlBXWsz7wundfdGw6quSmf6Za5wGBLKhDpDoTYwDCE+XPZ/hcfwvsf//nYPug94LvHdd179wDv8RTp2LjqZp+heAn8zpjfj8V2HjYyz80WxP1ZPTXa4rvdau1/SeiSdd64wHBPl6apR5mKTdZOMSb+F0KNKyk+brrpfWeffsuJzH10ROcdlfSz3fl/Y9ZPqi63mImCrjHyF9X0TZsXcJ+01lFDFfKtdq9jLePd1+8FINei/lK9qN5ZXt67n0jF6Ki/cn41dazHdN9BW2A7+UfunQs/gHV4/3Z6CSl53rexTkI192j7PyjeVeyMvnUrnUHZmszAtPu9bcJe56z8RPZF2/4Xaum7AC/z3wE87+CvzWkP5Tgb8MfBynCYIvB37Tjq63MO6Z+CDg2zl1RT+E0/bmn/RKy+TOCvu1eL1mOxPxBL+9CnSvcsgq30tplyroTEdNbMfKJW5y88p0z26Wt0v5iXn3jsJNp3betPEvYt7DtXcv4nHOl/LjfBm+S/cxlsdN5erh5Qb80a5wPomdGsLRzfSUnfR4j6E/cnrvmcju5033ze/FHn9M2+OJl5dJ3bEZ81nCFe1GXri5U7qHW7KxA1zJT9qsjJ2n1yjdS2fi3bdzPUFnYgZeBv5nTnNH/3hIfx74KRb+YOBXJnr+APDXgX94no341y3t04D/FfirwG94NWUynRW9Iejtb3/7+vLLLz9tGD29a9qmna8Y16eb8RaLn8k3qvmfJqXLecVzbXZct8s1xjV8x3YJp/N6vOuMsjW48i+Jvkqe/4zH8cyJDaX7PZjN7kxPUbbRY3d5YXnEdiKnY4w6XE+0laW7DemS/sJIzbBkGCLtYfLDnKDPr+tyfzwUynVncYWRmvEtFie5kmBxObcRL5EwS5fS9t6FiMV1yL+X5niUNp/9C/n75WkuB6PehZvvs8tKX2XE1YIrmddgGzJN07vXdX37Xel/+1un9eXffzu6prdxp1jvi449E0+THkz5QVDN3Hr2lyS+hAvy9c3F/I1+06Bk54BN6df0dmfD0gIuYYq6btIpqqZDtNCfS+C8vvEM+o5Cpa/gpWOh/3OpbM3kBxRJ30JfucptbJsJK/25AS8Y30v0+0LcvsLRpttTemVbl3f+YrpmxkZjPrv+W/mMavC7PY+7oi+Dynh/ZFd+L1/o1/7LGZt4i+mW65s0K/1ZFYvxLfSbFIWZwFvp8yaSTuny8yga4/2T/AsW7zyu03FEebkL/b11qvQdJunx8yCK8QtHtbCnK65xuYM105Nk4I27GXO9petZobucCnqtXa+pZY44hbo3Pbk33ZlNWUa+ckHvTbpeyTRphj+u/e75Y/5LEt6bms3KaU9GdrKp2li28fyIPf3ZPczSsvsj3myK+lGiM17Z/djL997z4Tgcl85X2OPdy9ul+xXvQXwWaiIX8xvxRz175Z6Vw018dSc9u29+PcmPxC6V314ZZH9FzfQoPv4BNZbzHo4adO/dl0z2NUTcxzLH19/OdddY7+s6ZiaeFvmu8+foRzLxi4FGfm5/CXGuYwlxNZEtIW5m+9qhmluNR6T0K8ZRKWyzD7PhkH6FNbMgrIpf6EekxVzZvOJy/qv532NxlXH2ZgnhdzCOGBv9qE5YZtPhPBGzwqL5HFb5YfzZD8p0wVjWCs+JHekpO37hqMb/IuNoXXqFcbZ4OI3K9RlhoS+riKXS31e3r3gPt7M/2nSMknvIaNv1yX1I//lrDX7xRT3Cc7WT/tjCwlECX+WUF//0cw42Cv39ecz2nD5i+wKoBfvCrffvOuhfjL8ykse57pkxH55+0Buejj0TT4P2fuAF+Vqthwv7a68ZPYku4ZCuSr4GHDE29n+K9Yjt0B+X134N1xHtuy6XcXJc8mtNe6avFKOdmB71XNILfYPkecn0YmnPXcAnXAv9lLPj8Hx43AO2xsbzIB0E3qudNNcZ8Xi684gaOZWQXtmWIarxRNtRZ7VrucGu9BUuPwsz2z3Z0yMb0rGQvz8tkYF+b4ni6g2u28l0ZhiVXsjvU4xrSXplfIb8/d7DUdmwv0bakzvfM/ETp/XlL7sdXdMnHnsmDroNamd3pq8MqvFoLfZRklbCBf36PfSV70y/7ip7zXgqeWXjfMKqkY/zwfgnU9Fj8kpRdp0aW+M3s5VRox9JFk5l4w2+6xS/0hbGcmvGLxmleQdgMZvXbOv4Slcawb8w/vnUZ2mE0XErzTE6Vsy/MJLrEw41bEvA2YxP6++Lxe1RC7LireQzOsKk8xCqxRf650xp0O9zmAPmeGiTY17on5PZ3Mp4qJrLwjZ7sTC+F41+hkPpsuGYmvmlS7Qwng8x01NjnBnwNNl0fNA/Ky6f6VnM7/tEKv2z6lQ4Ya/n6430Q7D1lq5nhI5fkN83TdNWmS2MjbkfDKU0NcyFvgKGccTdTNb5YKysFsbTBW8iYZJbGUevsrOE9MrYaLjMYnY0InpMnxfxP0efv5m+HDVrsAQ8sjUzlg+MZaeRq/TM53jp8VF+ZSxT8YoK/WyC61wSPMLeyE/H1KzNTF9GHob+Kx/pq4yND5wOOnJeLvAulg59o+k4Y1ycHWlsZTPTd9zcD2M5+VcylX1qjM+h+GfyZ1idr3i6ZUwXrmI8/ttxLK2EuJl+diRicPw14JjpZ+4q45csopm+fHzWQXKimC/JKa4FXulw/Qe9oeiYmbhPejD1o4d4hHChP/IXSxc1Rmrn65IcjF87SJfkHYfbeshY0YsWxgZWcjMjebr80tvYKts3mUyjp0K/70F4KtsoNe7ZqGwNssKyVUy31tyXc7pmRVqCQ3rc3xjL1nFLj+7zzFiRR5LObOZFFbnLi182oS8vPXdRRtc76MvUeaUPttki8TRLKzvxUWelf94a42zCwthpVloJaYrXc1Dpn1+n2fyV/r7N9KQZOGGO6cLuul6k3/8U7UluYZx50CykeB4ylon0vCnYnumfS9mNsx/Kk/A2+r0Rbh/68nE9SlvO1xvl/x3HzERPT3sH6H1eT/Vrjmy3997u8b2d3dku7Bp0xJ3kilvYvoLw9L3d52VHT6Y/YizkXzdkeXolp3RWRiyZ3uhWk/cTK0vgdf69/O7dl0xPtuM/Yo/hktwTxcX7U4M/5gnGw55cz959c+xP8kfKvTKK2Cp52Xj+Yh4zv9+f7FkoSXx2r7Ny8Gdgj2/v3nvZZTx798+v+EfgDK+XQ9STlauHsy+VPA979VMWt/csCetTJO76a45/mnX9H27numus93UdMxP3RRpZXJ/DzeKhH2koDfp/KIiK+av5F7aRdaMfdVROo9hr+tGF45FMMR7ZdztRv+NVuDJuIJPr9q/oZxBK4Bf2Rp+XqFN6HXvE6Hm4iSr9PzsUl7my5f7KqWzjqDiecfFcSJ/pD85SXLxvbk9YZsaR4zvo835F/8dL8UUS9sfGUy29WFh4ZkZq5AcsKY/iuTr7XYfwFfoR88L2DCymU5fbcl0t+JulC4vsC7PC2htR6Z8r6ZMMbGX8kO0MEtkTbsco29D/QXYOsi5fyWdIrszfGDdPvhTCnofCuFm0MN53yQqrp7vtg95QdHzNcR80TX0FspBXZBhPpa/gFJ7Jp8Q9Xvyi7LRCpTuuaKPRV/iSibLOc4ky+57WEr7F+HXtyblsYyxryRfjd1mnbBe+/NFGDekZCUsmF3G6HvEoPWKY2X7oBvvY4vp4lHHbLr9w+esFJ5ctFq+wsIrUQRLG5Qb9bsMxxf0g4pPuxXB42h6/sMyMz5vzup5MPtp3zJJTh21h22itZSbxzhZW+cXO2B62LD8ZfsmKfC+O8ItXOK7I6zPH8ZTal3v5muNLb0fX9DOOrzkOehKKu5sX8pF8s3hVGC8YD2yjvJl+Hb8FPeIXaZQpHSXozGy0HZ6FvkIviQ4YZxjE/yDE6dRD6XB7S6I36m9JmsvvpetyjO6/3sFVzJ9hy/RFLIW+U6P7rXV+172c/TNjfhvbDIj4HzCWX6EfRUpG2OPsl07uFOaFMZ8KxzNR5pAH0Wx+nyErbGvtkomyhbw8xXsd0it9A7yHxWXmBMsSbNbgb4xlWBO+bFO10q6M/0W2M05ke7Z08V9bmvKRUWV/46rwR2psZTqz1TfO67iVLgxyxf+sft2x3uL1jNAxM3HX5C9TZXv51IB4pdoCn+KhH2nWC/YW4y/05wo86Tf18s9mLxv9ij/Tsae7ks/MKOz/jZBc3BVfgyu/9FZLc90Rk76oqAlfhtNlZ8YZIvHK9hLSql3SXYJsoSfxZNiiXclHmRgX9UlnZTxuO+qZg4zwNnrsM/19EG+zeNcdzyu5aWYoxmV4HefzjM9QtbCwZ/qhv7dLCEc9l/BE3Zd4PX5mu+cvsJ3hkukTZsct8nL2MpZ+1zUz3jeReF3Wz5CJdM/tzJ3PTPzT0/ryf3U7uqZ//tmYmXjqmzbu87r3DZjaJJVtyPINVJc2We1d/ptol6/0m9PiJq+bNlbFDV2X8GT44yYygusb+y7hi3Zj2RT6TXIRc9Sb6drLt+fL753u5SU7Mc7/ZnrT5rZLeY/h7C+oEUtlxJTZiXm6dM+9fNxuVg5+jzJ8Mb4y3oMS7MV8ZMeqx7xnefA/9e69n27f8+7YMt0xvl5Ii3qyZyD698oxw7jHk2EoSVjlk9U3e2G3JRz3TNz1BsyfwLr+udu57hrrfV3HMsddUyVfz33IOLqcLd15K/10sg5oqoxLEbJZ6DeqiW82fbKjzWLSE3FB/6md42r0IxbIj9Iu5/Djc9xjTrMdC31+o12RdBW2kdJivJVxFJXpVZzwOd8SXOhnjiDfZxB1+yd4kq/0m+syOZL0wnjyZqPf/1Dp77HkFgvL3+hnF+LZFY1+dCpy3QvjTEu07XpcTjjjYU+y8Rz9uzGbvzI+m9ds70RlfB4jBmG9tvDVmc8/G85wO4ZGX07F+JvFeXwxt+6kuQ7hmQOPZjX1DkcclXwZ4xHjPRWfrkq/7KUZySv6+9TYysXLzfEoDp7NT0XXW7qeEToOrbor0pkS0L+oyzlOjYG+voDtZZzpK+uZ8asL0fP0lXejX94QLed4LXVIFxb2Y6OVJt3vCxiVNjNSo69gFsMgfNXSHUsL8VE22hG5TmGO6TNjw/U44XOMi6VV84tH6ZKLuFyv84pPU82VUZf4Kn3+nGdhrMAjxhZk3X8d+JTuy1qVvqFwfcIsTG5X6TN92cxsz9xM/8xmeJxPtmVXYT8bY2H/nookVy39caI7ktKjzmbpjqHQvzPOOwf7jkfvr+RdVvLesZ0Z3ynXPXNaGpnZOgvZIGdhW+6C7ayMrC6JeBQu5GU3Taf5imeFnqGs3AY91T0T0zR9CvDbgQ8Efve6rr8lpP9s4I+yjem+cl3X/+RJZDO6tz0TD6Z8xL6cXaUp3V/WYvwz/QhNFXxhHK0WLq8nu95GTpUe10J+TLTiMp1u00e9jbHizXQqzsPOF3V5WHorfUUa5SMG8Ttfox+FOo9jku2Id4+PhNftZBhqiCvs30OXl63FwpLTM+d7JGpwXylluOKXRJ5e2T+QyrH4Xh/xZTQzlqPLeDz09847T7GDl9md2e7NEvSL3L5c7yQ0xv+7NMZnba9+8Dx4Xir5v3Eivrh/4k2cBg2xk+H5mcmfJ+HS/iblodAPbO6pvbmXPRO/63Z0TT/z2dgz8dSWOaZp+kBO/d5PBd4K/JJpmt6asP7367rO5+s/eYWyT5cqW09/sfhC/5LvTTN7+Hm2Cs6nIeNXGrJbGCvpRt8RUJrLVfrP9xbjFRbFzfSjTpH4fZbD5Z1vNttyG31lGmVrYtv1StZ32Osrh6inkDee1bDEJSknPydE+pw8LNvRnusuxufnXLSgr4Zw2bG1MJY5bM+SKv5iOB4G3oyUFs/iEAnfY4sTjkJfvnLlj2dvXJuc+JwUrjvxkikhXrTQN9Y+IyA51yVbhf3nAvo/qIpkZw5hYasWrsYjv2OIruN6B3mj77a0VCp6ib6sYVtK0QxqZatHxFdMv86xkN5G3zl5lr7uOJY5OnpqnQngE4FvW9f129d1/QfAVwA/7x5k75a0NhjXMyFvzBRfjM/lFO+jR98v4S/qC2yjrDngWky+0lewjmdh+xeFsM30jWD8DK4w/rRKOl0PbOu2blc4oO/IyIa7D9g+31sYp5Hd7500byCka6Gnynist/TMxveI/thu0UI+ayJ90lku8EDfiCwJ3wPGclVaSfCXwKc41620yvZM+X32PTYl8Cq+Md5HyXqa8FfGZ0ij5Zm8M+RYZ0tTww19Z0i4leb4C31nt7DtH1L+xAvjO6Vw28Ho5HoK+X6pxlYush+pBbecXS/jmf59yHTIxmK8ERNsz7f2phS2dy/yzqbPnxeC/1mg2+pIPEOdiae5Z+KjgO+08HuBn57wfdI0Td/IaQLuV6/r+s2vQJZpmt4JvBPgzW9+8y3AvkB/2nrdPn2ocGGcjqzksxHF/JGU3uinYv2HYM4D4wxBsXjprGe/63RS+hVbvvR5peIeB163Bf1nn4XxDIMrxopnZqu84pRwoa/YKluZYumF/jNZkRrMFuJdv9by4ZTHF8n/zeD2i+F23Yp3W4pXnGNvga9yKmO3P1ta1FXYzjkQ75JgLglmlZXSI5aF/U6wj3Af05en7vES5Gaz5xhd1vnFA/3el0b/rLpMtbSZfuaw0T+b0kXANBtW8UEvU9nuU6N/z9wvcl2Fviwcc8SluCuLb8ZXja8yPneVvm7IsCnND7KC7TNu0RJkXWc1TM/a3omDTvS0PiMBPovTXgeFPwf4osDzI4B/7Oz/NOCvPKls+jnPXX8aGv+DUNg+qYqfW/lnU+6Pn325HhJ+8Xh69omWf6oVP+nyz8EqI66MN8aJL/uMLOZDF8F2zFfE5mXpNmJZZBizsshks3zHMshsRSx7ZZ+VYVZWyl/2rwa/jzEt3ke3FZ+hLB+XcGVpZefK9Mf8X+Ldw7TcwJ/hy8pXPJfKJNp+0k9o9+Lj59Cuowa57B8aGbb4r5mbcET7e58rS7fji+WUlVm8x4+CvK47Ju7609CPZ13/7O1cd431vq6nuczxXuBjLPzRbN8MALCu6/eu6/p3z/6vAT54mqaPeBLZe6dp2v6DUBhHRjCORLQcET/LLEF3ox95SL9PQ3s6iY7COBNQGEcg+lzTcRb60eFMP3oTn6aor4NctCUe19vY/mPgVNlGTl6WbiPK6I+Lsj2brsqIu5lf9JyFXWZOeL+Q/a9OClu+akhzDLIhO1dsa/ntbPcLAxbX5+7MNpIubGWhMhPFky+b8RbGciXYjrJzwu9yEW8jL49irvQqbqZ/lmrgFy1mz7EW+jxcBblmYdnQlL0/fzPjfZZOD0dbwub6PU74vDYrZwwv0OOf2WYGGuPyFoz51SXyPIn8CzOnQl/+4plNv1NjO9FTdlXXPQt7J9Zbup4Velq9GE5LLN/Oqdr+EOAbgZ8UeP4pti9OPhF4DzA9iWzam7zLmYk4GvBR9JOMlkqIz0YVeyONS6OliEHYCvsj5T3Me/riKKomcY4v5jMb5TjfJduue+8Pl1FnzF/EFMvK79leOUVcbqfuyJZg59JzsWfjUvylKyuTwv5Isu74473MMEec2fOS5T3qdX+lP2zK3Vjel+5Zdh9eSflmeY352CtDP8CthPzEP8fWxG69YCvDnx10Fsu0MpZLCTyenuGKGCMOx31n1fE9zEz8mdu57hrrfV1PbWZiXdfvB/5t4GuBbwH+0Lqu3zxN0+dO0/S5Z7ZfCHzTec/EFwK/+PyspLL3n4sz6Ude5Rwu9KPAwjgqkOv+luiWTCEf+S1mQzocy8I4grpO0lzOR6wLYz6ES/wvhfTlHCcM4m/0I2dPF83mb/Sj2co40nTeawuX4D5kW+tWuLLNfMyMZVkYv68XDthGipEK46i/0pdxox8FRxtO4mtJfLXw3pc9juGRhaPtRn9ew56OeralGSDRzPaczkFvMV6Npgv9c+t2oP9q6GHgq+SjaqUvCS75nVeYFrZ9Dk6Sk81C/zxKp0bzPltYGN8Z9wt/dGH8N8xCv8nUMUesovnsSseV8S2GT3zS18jPBhGPhyv9HiDJOMaZ/p3yWb/X82FW6y1dzwo97d7MfV53NjPhPW0fMWTrkSXw+UgiHusbRwR7vXs4jfbiXoRsZOR2I+5sZBNHMHGEIpt7uD0cRzpZ/qI/4oo6IlbJxnKIo9g9jJmtDFecSSgWzkaAmb2IpQaeyj7W7P7chDvTld07uX7k9KV7EuMu3fs9+Ux/5fRcqxw8H3vHyfu9r4nt7CqJ/ux+ZFgvxe/hi37N1GQzLRFTdk91f7Ln4dJs3R4m15/pu6k8L92D7Nm4A+I+Zib+9O1cd431vq6nDuA+rzvpTDxJ5aPKz11/yfZk4guYvZDOm1VGsWKKFVw2vZ7hEk+cmo0VW4YvpmW2MrnIl1VYjiveA+n2yjpOH2f37qZ745Vl1mmJ+Yr3wMOPGBuM7P5m4Xg/vdz27sGyc1+zPGbllGHak8/uZ4btJvt75XuJfy9f2f3Zy9de/iP/TTYv3duY/ycpi1iGMbyHw+UfBnslxGdXpjO7p3vY9u7/HdDRmbj/62luwHw2qNBvfvJ42KYN38S2iVC8M/l0t+uBfrrxIf0UuuzP7P+xT/or/fSrn0y3BH2QLzmI320t5CQ7jgH6/DX6aWLR3kFR0hmnvYWrmi3pe5FteecqYNK1sE3HLoxTvSW41+b6uQZX5Msw0C+tiF6k/+RQuAo9Ffan2UvgWxg/g4TT/a6B18+s8HjX2dgO/aqMZbGYf+8QK+FdQriYP9quZ5s6m6SyHXntWKPfz4kgpF+RLwcVxmWbQp936XZbHj+Tl6VTC/GFfvmsWrzLur/SU6XPb8QqfzP+a/olmMa4zOc4hFPPsMvKfobNdS6Myx4A73odLnWst3jBj5ym6UumafqMe83DLdPxC/L3h3RsdjmH5fc42NYU9bVDdoSuqDIeCayzHGK85OeQFukmfC7n2CQb9UtHNcwRP+wfMe14sjjp2MPpcW6nXOBp5CQZl61nNx5f7phm8kYt6rqJXE5HW0dd+r4/0+m2XM7DcML7PNs5H5DfvyfFK51Lgqsw3tssD9IV5V0mdv4K49Hrkvfj28WvY6WFU3I1XEvAErHt3RsC300U9ZbgnxnzJpmZsbPSyMs76q9sDbl0uAxs58RUuyKmPaqBJ94LkZ4D1Wmiz7/ddujOj9P++Gl9+cWb+Z6Epp/zbBynffzo6/2hZm4xf3yRFvINV4X+5LuZceT3IPCLHrC9mAv96AnGCtJHTo5P2CXrI2vhcb1OslsNt2Q9D4284i47NpYEVyTpXOjLLPJkWEpIVydPVBmPsp7pZ5JE0a5sVLYfiTm+mb4BVhhODX09+xe2yl0NarxvstEs7mEIKz9LiCsWp4Yy6hcfIW6m/2Gc84gqfeOihkO8jfHeFvoOwxU5VbZ3w8nfE6W9I/A4piW4D8z1Tgxsm4xfOLuNcfbH+eegW3GRV3zN8BWL0z1xvkL+Xih+pn8GHGPEIar05af0Fniq8UiXpyl9rxPoHUrX/fkc9DqnY5nj1dK7pv0RhJYy/BLvHkVdIr3gjywdtkbGeStbZbSc44Trmq3RVuXkpz9GHY2+gpDdYrySk61st7nsL/QVkMvWRHdh/9wC6XyevpJVvOupXK6AG30lquuK8SyLDGdj7MgV45X7QgiLxzsD0Dc+bl8454A/NnpZA6zzTKS7Wlpja3BV0Te2cmiMp6cujI1CLIOF/l5U+vsO+X3ycOSRLfHqHjXjLZbm+jKb/vy7zFXCX8/+d4Sw42x2wTZAcNziny1OPN6ZaYzlI5sz/bMqcruOfaGnGsJxaUp6CuN9KcbTgq7F0gv9sxTtNourvD7Pnbi9ZY5ngo6ZifeHlrPbGEdVC/2L5HF7OkjSOevQEc4LfWdB+rNp8EreyLbAWxkbmmLpCyNpxPSYrTKMMy7C2iy+mu4HnPaSvGgy4nXcWJznAcbGVXb9Ez3nF09lpEZfFrA1CDN94yCeSv5n1EJfHu9j7Lw5pmJx84X0GJ/hFg65scNRTafHe/pi4SWka0asst1PLwOfLo96RcInv6c1wzDTl7X7K31ZNPryn+nzqrD8sdPguvao0h8UFTEJM4zHT8P2TghHpMK2nwH6Y8K54JftZrjqOW2mnwGs4VI5+Ayd7Auv5KM952mMz1T0Z5iV9no7Zvt1BPU+6OhMvBryvRKFsZetcGGrDBe20Sn0DUoxf5xyl37pJqTNbNPyzdJq4IOxsnR8civ9L58z241t9PSFwJ8lH/1If6OfehaO2AjXkJ5hduzR70tCrrfRT+FHrCWEWxK3MHZcsuWRajplG06NwnNBXvwaGUqX8En/zHg/G2Pl7nadT+HGRplt8S3k0++iOIMBY9lU+jIU3kpevjEsmcb48y/JF+OTzYV+VOz/j6ghzeUb+bsc8UQST2H8v4fLZ7LQd7q1n0r3Qp2RDI9szGz5fhDChDSPjyT78rcd/xzwVEtzauZGHYrXabtKO+h1TUdn4jao0nciKmPForT57DaLU6URG6c9KkEOxjXKarwzfeWu9IW+gvIRZ2HL15Jg0N4K/3eabC2MlWFjaxhawNHIK5uMFF/pOz3VMC0Wp7yoonbslf0ydzwLI2boN6sV+jKP+Kv5C31Z+54In573PGS4IC/jYuES4kQL+ayF4y2WVhM+6YZTR1k8sUMn3srYsDjmF9iWEcQD20h9MTnflOyYHRv0swhylTYzzp6JFvY7FIWxnKULtg5MCTKOo9B3EuU+Nr7G9szGjqjjdH7oly0q4/O/nOOkszDmX3HqoDzPaXZNZV4Yy0bUGJ8V8Qpvof8Rmuj1NDvxOoF5X3R0Jl4pTVN+Gl9l3DEuytaTMRnvEEBfySqM+We2RtixeFiVrfgipsrYSM30ecLcZm5llPdGeeaULzXajS1P2VJIJNlYLCwqARch7PFL0KPZgWJ818bvvLDlyU+NlN7G+BVJtbTCtlHRl4Iq+ei1kZ+aKTzZ5shGT/ErIejLPiPhjOmZzCUd/qVDSXhm9k9KFL/vR1hMrga+toPF7Ub9mexM38Ft9PfQw3OwldlXnHdgSkgTaRatMr5L0D+fwlJ2cDrGyvaczEF2b6AS6yf3q7O5cPkZaWzPX0lsLGzPt3RJRrpeT/SM7Xe4FXraB13c53Urh1b5wS1+GEs82EVpOpkyHtRSzY2HwcQDZIq58YqHw0Q7Nx1g4zgzWcXtHcYU85PlKeN/lOhyrFmZCIf4MryuX2WflUO07Yf47P2fIcMbcWVlXy7o2cN1KW/x3sV7UOj/fxH/PFqCTKZvr/wjzuw+ZFe0nT0jEcclvZntiFl8l06BdBx+r/bKyMvY87FXHtm9fBhsi+emf2dk999xlCeQu/Q30izve89ALNNKfmieu7Hs9nDC+11Nc9eHVv041vVrbue6a6z3dX3A0+7MvG6p0E+579FLbFPXxa5qruTL2Z3P7jXjyF42YRuVFAs3xl7+Hr5i6S+F+Dj7Iiyz8cit9NOXMcxZ30NLj99oF/q8VYtX2iP6ZY3Z+As9vRhsNPrd5i3Yuz67i8W5zjnIFPoR/RX9vzr0KW4NMlEH9NPNEZvHVfOXkO5YoZ9m1/PXAuZCn1+Pr/QjetHDwFsNzyPGWRzYDoOSfYBfQf+MKF3+eMiS9DhWxy6cNYm7SjApbTGZajgauU75Z8bykz6lOVbZLGybKqulN/pZgMVkGmO5Kl44pWsJYfc3thkkxwfb+ySdbkeXbMG2HFONV+X8kPwZrabH5dze64nWW7qeFXravZn7vN7vmQnvtWezBj7CyXr1cRQRRziXRgLRbhwVxNFBHGHs+ffSLuG6NKrxtGy0HvG7fFamrrsy3oNshBT1xz+4ZpijPyunS3ZifuP9rolOz1d8LqTP5bK8RX0ZLrfzKNhymWz2qQY9np8sT5euKJc9A9FuxBjvTbyv1eL28Cn9YaI/Ysvyn93DaCPqze5Z1JPdN59di2WSlaFf2QxbjLt0fPZePuPsRsyTl62Xq5dFZT/P8r8fxH3MTPyx27nuGut9XcfMxJPSu6Z+3fvx2d/Ie9uRmvn13b/HS7bQjxp0fK34rxl7+pJd2Ha9z/SzCI6vWbyT+Dz+efrRSTU9PgJpjCOwa9Mjmatgczb/FdvmuspI1ezUM7/rEz7HK70LY96axTmOmX7EHXVXts2b0NsRNtdd2UbAsiMe5bWwzVDEjaKF/Dlp5KO6Qp9/59NszXOWtrC/pl534paQ5rhI/HtywgD9rEmln/1ZLFyNb6EfuUt3I9+L4Dy6X65/CTwZzkZvp9Hv7XCSXtiOws/0zIzl1TjNGKquka4W+Ar9uy49ep+qpV0Zz0y/AVd8mkFsbPVPY8unZjcq/TMm/0z/FYqw1xDXyMvsoNclHRswXwlVxpcI+gpwoa/4FsYOx16lXRm/vLg2/dJR2Cq+OeiHcepV6RnpTIA5xEuvn4zY6HfAR/2NcRNiM75q12L8hR6j5xlOywe+ZFEYG9WIx9PYCTu/ywgr9GdMVOMXzmjPZZVW2Z6Lma0MCn2n1LEIq2TjGQBzsCFaDLdw1JAGp/M9XjDZOWCQnYhNeNxmYyzXwkgl2BG259k2X0abCz3+ZcfGS+SHnIm/Mt4X6WgWVxg7zc4D+fMXMTmWxfi98fYvcRb6TariiXYq23voR1K7DbkYr2OcA98LIf3aZPTM6fkTNud3v7A41ngUucg/g53Z/2z1tUrr0wbw2qLj3xxPSu+a8k8O2znd/ZW+MpLrVMiP7W07vJkdNfLxfAXZdLz6L4PzqiOxBNvCk+ndwyVSxSH9nr9GXylC3tkS/sL+GQuuf4+8E1TpG8GIPYbFT8IX4yr9TEXEVEK4kd/Tyvb1x0JfHiR4JBf1xy8FMixuL3beIqaaxEeKGFpIuxT2Q66yZ7Jw+TlQ2N+nxvj+7ekR+fMuXhIsmT9i2MOocLXL9Ssus0OImxlnh6RLn9lWS8sos+N+fYGh++MykXcmf8cKY12if6a4ztg5mnnV/+y4839z/Phpffm/uB1d02c+G//meOrrLPd5veo9E3HNT2uBce0yrhs+ybrgk6xV7q2TVrb1y2wNNcOY6XV9N+EqCV9cM432fa22JjKVEUvZsbeXp5LorEF/dv8qT5bvvbLK8l53/F4Orsd1XfryJ5Ztlnelxa9zsnK86T4/Sdwlnkv2H9Lv36gWXzj9Kj3uGXHeWG6PuIx1L5+Z/rKjR2H//XxW3vGZiLr39Mcye09yz/f2HPm+oEqOOwtn+YllndmL9/OmK+bd47P7Iv+rJO5jz8RX3c5111jv63rqAO7zer86E3svcFZpeQUVN+XVwBdf/PjC7r2Ye5UEbJu2oq1LlcqevRIut++V1yUde3m7ifeS/KUKKyvrLC/emHl6LKu4aa2ajDaBZvmJ4Ygn2ibovOm+xDSPi5tZ98oy05PxKc/xGdjDdGljn+fzSTFA/jlxvPdlJ+y4YlnHe5/lqSZpsXzKjq4MQ8TuePc2IsO6fm+Qy/AoPnsuayjHmP+bymHvnlfyPEe57LnI7pPHvaoq+447Ex/Huv7R27melc7EscxxE+nobKebjlFuCV8hn5aEfi1dJD2FfvrWD6O6ROXsSm+mL+IXT2X/k0GFpQfyP5BWu7TZT3kQJtleGKdGYz4U52u3NUkX7aXvHVfuMuKD/V/FY3zXFm6Ma8E1yJTAr/B8dhcLS1bY4uFVe7ikU8+Llk8ilkx3PFWzMi5HFcPny0luu7EtW3i+oh6Xi36PE06Pc3sZtZ146ajsT8071pm8DGD/Hjuv2ymJjNIj5rITjvEu7+Q4YXtn/R3KyPVLfmb/8Cp24ueA8ZJMpa8rRK+ijbrzZY4fN60v/79vR9dUno1ljmMD5k3UzF/ofxCkdb8lyBT6zUuupxr/82f5xvjSVbP3mLHyiLaibMTtOJrJecPnGB1DMdk9PRFTpW/4Kv1JgoX9HfCRZrNxlaQrTVjKOZx1HN60o1s46vlSA6i0JeiRnU+gP3FwNpvtHI44HK/rrhbf6Dev1XO87lXE73tV3EajJ5f1vRWYbmGt9M9lPGNiOfN7R0KY1CioA1Pp8y29LqcvHQrjs1XoO4eiSt5RKoGnWnyjf9Yjn9t1jNGNcktIk57C+JzrJFaRy0b74mv0G4KVpg5CDfwPjFf32mUX+mezhitSjKvknQthkK05yFS296oZ3oUxD43X1xHbb2A6OhOXaJr6F6vRv/DxCGGlzcZfGY9f9n8wSL6a65/tuSt/oX/ZnKQnphfjKWw7uL1xcpmFfPPdzH7l6fYqYyPTgg6F5TqJD/Z3eQuHdDT6ygr6+yKeYuHlHF4C1oXtc70acEnHfE7TSH6hz5MwRqyiiAfG50kdiRrinTdijzY8rrHdO+9Exlk08bncTP8uSM8Diyv090v+anHNeF3/NePzUILdmfFrKdcvuWzzcNQtv+tRvONVWpSLG6hnS3c+t+np7MTFdIWrYZnp6yOXmek38s70HQYMj8+qKW0JcR7252RhLM+4KbySl6XrzWZLHnDqqDdeu3T0bzr6gKcN4DVPC32DXyyt0I8WqvE1toao0b9Uehn9lMRi/F5BNfpKF4sX1YRHo7ya8MF4Ep70PQj8ohLiFvp8ua7CWAFH2YirnW3L/sz2V0HpcV0L/Xf3JcGrtCjfyCv4h4xycuOo3HGr09QYK2v5FwvPIS3qnS0tykbdlfFzwhZc+RunGYwaeCr9aatup5m/hrSFraGKNl2X4yWJmy38wOzqqozP38x+3hvjMp7b3cO1WNxzbB37Rt54+wxUJMf0iL6jUdjez5n8jIlicXIX07GEcLR9Rd9w16DXZR6avxpGUWN8LqDPUzO7M/tfWUmPylUy6kiK/JmqvDZpvaXrGaFjz8Ql0n6JSt9RWOhHzc3SKmNHwEm8JQmLf+bJv7mO+jyucnppfb/Ftenfw4LFe1wlz99M3ohewqZ4ycovXJW+stz7Vj3qgzF/EUMmm+EsOzqahfUJXiG/33sk3plxar2Sl6fLRkwZzeSjR8k1xnKudnl8lHcd0S95xTlG8WTLa4rz34Y38lmTLD8xHP2FfL+Oy2Fp7kZZtye/4/URv+Qe0f95M6Y7Zset5dSIT+mORWkL+2Xh+RCvznKJ+ly2mtweOaZGP8PX6MtcONzGHr3Cdupe9kz81tvRNf38Z2PPxNGZuETTlFcaM32jOtN3MOrZLeSVg8d7XKSZ7eV3HE7RRnb2QuTxuMr+C10ZG6OZrYOSbTB1/pm+nEh43IV+H4p4RRm+Pf0Zf2zAXH4Pc8Tntt2FrcOG2Yl4HGvUGWlJeDzOcVXGjq3OkHB7NcHsNjzd08rZVYe0Md4/8cw7OlwP3Jx/yQqT2/EZNN/g2Rj3j0D+XrySd8XxRh7fgOqYYbwH2VkKlbFcCvudQbcfN7+KfK/NEvCLPC3TLSoh3EK846zkHa5ot4a4aDeeUQNw/eRt1b10Jr7gdnRNv+DZ6Ewceyb2KHYk5NbA18grRcl6hTUH/mJuo2/MdC30L5TiHZv74zqly7qtFuIyHtkp5F+R+IxHnPKNNma2aWmMp9Lj9ZMQZb9ZXGMcqUnnQt+gOB4YT6xcLCzd8hP8kYQ3pqtMoj5fvsko2mr0Izq3VRk7GjX4F8aGKJJ0V/IvboQjczOdziPd8s9s93+hP8FRnVNhryYjuczOHHgV7z85E3/c21DJOxKOIdvA6zaFX7od58KWd81eOfa43ERI9/hicSXE65mOWN9nOGBcZtmzG/n8y56Zvu5RWjU8nt4sXvJLwlPY7p+wqUzj6bevFXrGlihugz7gaQN4zVM7u+XsVsaK23lb8Ptu+T050cz28mu392y6Gv0+gTnRqatYfCMn8c4WV8x1O15pYP7GeL6/7NcQD1tD8jDEu27Z3SMtKyymc6Ev/6wCms1f2SovYXS/44h8To2to/CAbR/MTN8Z8k1rlW3N2G3NSZy70rvQd5h8zfsh/b2RfVFlpMq2bu1xzlsCnkbfua6W5rYzu8Kjdf24v6GQ75mRTvkX+udK8jPbczub/Bx4HwbXZzsKfedTVzWb2nSrcKW/r+Xs+izJwxBXLK2x/V3X47S/AnNrCHs9o3BJ+F2GoLvQd1Ib2x9OG+PSa+yMzcFGDfFRt6gy1hWS1dJL4zTAO+i1S0/7oIv7vJ740Kp4yEt2kMqTHLwSD3Wp7B9ctHcATbQX9Rb60/eyQ2Eu/VlTB9fE/GV5gdPJhDqcJh5Qc1NZZLyOKfJFXFkZefl6XitjXiNfZcTqcjXE7z0LEdsrKZu9K5ZFhjPDtHeP956JKBPLPeoSj9+v7P5mJzXGcsrkou698t6TjXm8xBf5a7CV2cnua0lsXbqffmptLOOS6NwrC8cTD8eL/HtY4j2t7JfD3j2PZeP3ODt8ba+M93R73BMSd31o1ceyrn/4dq67xnpf1zEzkVE7u5X9Hr3HF/oRbKXvgZeE3/1up1j6Q7bR0pJg1Mj0RbYp8SuTFV3Rk3QV+lF1Mz2iSr/kMdOPOoQF4/HzAjy9BF1+VfrybfRfSTwINl0fbHlSXqu5bkdyV4yzGeLX6N5lFSbhj2HH6WkP6ct4CZgI/hLipauyjYjlzvQjd8eueNd9laQt9KNR8deEB8ZPfJ2kvxhvI585ExX6ZRDxNHOFudF/YVMYMcd8ZG4NGKTbw461Bluia/r7E8lx+ObSKDPT36OZ/n1rbCP9me3+X9HPDMjWbH7Zkb7K9hxKl66IW+kelrx0Pn9OW9juvdc9Lfj9iumOeS/8tGm9pesZoaMzEcmn0paQVtgqF6XFz6rmwC8ZpdcQbowkHY/p91tEve8gX+6A7VOrhyFNeORe03+aFXkXxs8iy9ldQtgPKnI7rlc6G31F4nzyN5NT4+TYHrBfxsX4GmOl7DJxavkxIxW7YJxCX8y+43BSHmqQj3aE1S+RdCpuDrYUXyz80NxoB0Yclb6sYVwCWOwq5B0K/zxZfJKd6e+faCFvXNwvumLce/CIbUp+IV+G9Gs5pxX6fM+MnbCIK/LKlt4DPVfFwgRefz8r4xkzlb7TCH3jPxtu8UjWeR2vbC70B141+mevmszC9gxFW8KlpRvX4XZF0iO71fzijVil71jqeM3S8TVHJN94OdOPyEUL/VcNMI6iKn2F4T30h2wNln6/nH3+Jr9wuF5dGVav+K8Nl/RWtkr0BbavJxrjznS37bhivi6lVfqyUpwwODbpYifNKcrM9I2Rx8GoQ/LR9XQn/5JB5PlU2fmmsUZ+z+ZzurBB/qVMxJSR80i3/hLbLB/xICfFu35hvGTLSbKSu/RMRP01XHu2tNFxSey6XqXP5PdceHwDb6V/Z/zZz+y4rchXg06Mx8u+BH7puokkJ/8evr00tyubhf0vSmDM00x/r2rgcb2N/jNZl1W664G8TojuE7RZd/41x8dN68v/2e3omn7R8TXHs0uNfrTZGDcRNeMv9C95o5/CVuOgiuqasVLw0XCjfzGdtzK+oAv706/Ki+t9nn5aVf7C2AHQjIVwCBf0G/ZE4nU9wub4lk3kB3V6Q+T5aIFP9CD44+yFZDxOGORW+grR7WY4NPItnMruKvgJ6bIhLJ4HxQuXh2Mn0LFI93KO82Ulxcc8FPpNtJKNVBnPeSiWrrBc6ZObdSQqfZ6VJr/SLnVE3O94FK6MOGVPaXpe/FwQ6O9jtK0417fQN5QzY0dW6SK9R7PhEbaZy/lznPKrgyV9UbaZ37/IgHFG0eUb/eyGf9razJ7LSNfz56tZutd1wtQYKdMn95Lc06Q3zjj8yehpb9q4z+uJNmDubVKKG6xqwhM3IVULv4d+k5VvdKpBT9zElG2YivYvbV6K2PY2VNWEZ2/zVNR/aaNVlqeIda8ss3ztYYjp4vFfRd+EK9qL5ULQ6+EadJckLuqoO2WX8WXPwE333/9AWhNddSe+0P/WO5Zt1LF3T2L8Hs4YH8sklmtWxtm9yOJqojPmJ+Yjpu3lN9rO8hjzGzG4/Ut/EK3kG66jvGP2MnCcS+Dby/+lPMVrT6fnRZvH9/hi2Sh8YzV+Dxswv+J2rrvGel/XMTPh9GDaRh4z/ejksfHVs9ssXNlGJ4Wxp/1m+lFDYxstPWYcbUqPeEWuO9oowd9C3BL4FXae58wv+UZ/TkI1mfnsXgVdkqv0sxF1B494F/pyjXacd2/a3vkK26jT7c0mLzuN/VGQ41aa7ltL0jTKnkO6Rv2+Vi3dhfFshca4TOZ4JN92dPl9Wc7+xXgX+vtTQj6gvweV8fl2HYW+DGfG566wHZ2ue+OyMOa3MT7vipc9YWz077DSK/lUvNJEkU9+pRX6d104ivEX+vyUwBP1Sjf07/614Sn0n3KK3+04xkZ/7kxlm12Lh3q5rpmRXL94Fi7PGmR6XFcznmp6tAxcTcb9ZUfvfdJ6vg7a6Gn3Zu7zunFmwkcrsbe8d+311H1EuNcr91FMHHHsjQIcW8SX9eDd/x4LZ3zZ520RWywbgs5ietytjCO26N/DXhP737uD5SGnEZFji3qze1jpR3l7eEsSL/5HQWeUjTMkWRnH5yCWf+S5ZCfmMXtWYlll/AQZDz9MdGWzCk+CP86gxMsxqLzjc5KVxV45ZuXtumqSlpXJJT1ZfqJ89hntpXLY43EMnu/4XD+pDb9/Ma/Su1cGuh7t3JdMLvsUdu+6gbjrmYnnWNcvv53rrrHe1/UBT7sz85qhaRp7zNXC7sI44iTwXNP/xhrGEdhDxlFdYdsX4XHRfqUfwWhnfDUe30legM8zPdmucYzXcUb8vlfByU9RbGxrrdf0szeuWzqbYRCPYy0h7Uck2Av94T3F0ovJNrtm47lK8hIxziHebfhorwZZjcKb4RHGRp9/d5Xm5LxZ2POh9ExfZRw9ZrbkFsZZBt3jhS1f12fXTyF9RD+irIzP9RWXn2HHUNn2dSg9YpPOhf4ZdhvNeIWpMb4PC6PMTP9cyl/p779wFYuPGEuIE69/EVIYv6wS5ij72Gzp/YP+HRPOYnLRbXYV+vzq3ktvo79fsG101afd8Ysip2v6r5ycvwT+46uO1xwdnYk9qoynNBb6KWHFOSnc6Csk98/0v+p1mfnsV6P4QmJnNn7RFX2FqbgvNJnG+FIqvJhOvfjxc0Clq3JyPY3+W/fCWBFVeqqM5RQ/ZYX8D4LC3YxPtj2uWtwSZIuFCX7PY9Tn+FRGkmuBT+HYwEtO6YX+T4qFkbxRcZ7C1rGcTa/jhnxK3fUqrjE2PrL1IOFROPrfEfye7np1ZaR7Xzh1SF6wsLt+SVczN/JF+9UuyVdLa4z3fgl+ty1eYSjGp7DSoO/Uuf8aeJPFewMeaQ7hanZqiK8hTnyOa6Yvp2bXYrKPjM87zLB9oqv3Se+BbLg98TtG1YPzOd7fgadN6y1dzwgdeyYiNfr1RhhHPLPxQv9CNEaqjBXPwljhV7ZOjI+wM33OL/J1eun5s/SdlIgx86vCivabuSXIKlzpKybxC4N0zmy/ea7Gq1FtI9cT8TjPcna/DPjXGNfrM9zCvMfjHSphvjbeZn7na4zPjeuN+YT+U1DX56T4EuIUdpuV/n44XzU9j+mfj8q496eZG21n2Brj8xmpcfkLDtmZOZW7d0iEV3j2vuaRzgeMn4xGe8Jcgh7FecexGX75K/n76zb84DLtl9Ln4dLt2Ge2r0+kL7qz2Ze9mXH/kdI16+a2lJfHjDMqkQqX77tsSP9s9h2T7ER9lbH8hf1SZ+q+6RnqCNwGHedMiHS+RNzU5590wn4FqbiF7cVeznEuu9BP41Xzx412mQ6nYroW8opYpLTsHInFws5bgt9xO8bKWHauyzd8SWcNV8TdjNfz0szv53U4rsJYXh536QwHxwd9+UesjkOV3Ew+he+6i8W1EC/+ynaokD9/SquJ3+XE77Z8w6kwRnuN/V9ou61C3zmsbI2UZtyuLM0xQl++jf0ycLko45gjFfPHdGHN8Lm/MB4O5Rhct9JKiI969jBFzM7j8i3hu6QzPuvRfaUkuWqXcGV87s7nNJeFscxFUT7S9X7bdefnTHzstL78n96OrulffTbOmfiApw3gNUWNbYc+Z9cr8kJeucmvb6y1F2Imb5hctrKtx8bZCPE3w+Tps8mKxNfYpoSFobCNQgvb6Hlmm5J1Xulz3hrSF7aKImuACttfHMWnfERdjgH6Ckp+XwZRR6LSl4HLFUbyWQHxVLafdCksPPHLi2KX9Am30hV2+y2kZSTb4tc6cjUe+VUWjkWYFSc7M/2M00N6DIvZj1PRil/oyWVgO0210XeKF8aTIBfLh+N0m5Utf/Iv9M+Q+KVb+hvb8x+psj0DCkvHQl921XiUvphepS+mf89mY//ZrGz1hb50cX2S9z0HMO5finsM4vLaHNwasJQkTv6HZs+Pzm4JfzO30Ncfblc6ZHe2SziLhRvbzMvT3jfxjC9zTNP0w6dpejhN0++apumzbxR42jtA7/Pa/ZrDdwnH3c57O54zPv96I9uVfGmXcuHy2QFKLwlPCTqyHdMRe9xNne0of8ST7fbOcET70cZeGWXldKnc4v3w/MeyqOQ/D6tsXwbsfdGSldmlOC+LDOel8ow6PU7ye+cLiO9REnepvGP8TeUQ8ezpzM5JqElc9JcLurNd/1m5R1uxLGK+pCfeV4JMJc9/du8y/DH/EXvGe+mexbIqyXXpnuzJeJlcylOW7wx3vF+xnLN7c1N57BB3/TXHW1jXL7ud60mwAh8I/E/AH3u1mIEvBb4L+KYk7VOAbwW+Dfh157jPAT7j7P+DN+l/qjMT0zR9yjRN3zpN07dN0/TrkvTPnqbpfz5ff36apk+wtO+YpukvTdO0TNN0wxnZT0Dl7C5nt9GPXCpj773Qbzi8ou+de1qhH804n9IWs+UYZkt3vsI2itGIRPglL3tx41Izf1zaEb0Y8AirU9xIKHohhBv5/z9cp/DNIV3hPSyuU24zv8tfk49+NXtyRT+yF55KPwJ7kMTJ5kw/MlO6cMZ7IVf8jf4+xfwIpyje+8q2iz7qaMZT6Z9LLO2x+V3PEvgXxufZ+a/MH200sz8zloP0xo3Quoeus4Y4+avxLGdXNovZrOYuSTrkP92rjLiL+SMVxjqm0t+XyOsYo63Ktqckfvni1yPzXyd2ZvIyfcQ4+6mvdMr58ne9mA6ly+8zfNLZDLfkGvm7Afv7OJ59+neAb8kSpmn60dM0fViI+3EJ6+/l1GmI8h/IqQb8VOCtwC+ZpumtwEcD33lm+4GbAD61DZiWgXcA7wW+fpqmr1rX9X8xtsfAz1rX9f+YpulTgS8Bfrqlf/K6rt99K4C0QauST0VXc3UtbC+Ff0pYLV77BYrp0hThzP7BTR43M75schv7lZdk6gX5Qr5xzfUujFTZlmakW3ofcGrMmqW5/mqXY/Q1dzUgj4Mc9PmVXGOfolylbzBmw+MdK8U3erwYjx89LV0L/dS8SPaukvhIjk36MqqMR29XSxMVxvzu0cL47CtO8bNhW85x2WFDxbDJbeSNhHgeBt5mPJIrjMsQct2+SDaly+VrwCOe2FHWc6lnXrJKnwNexyEbsimeZjyNU8MsOXcb+UDB47wOivuvtGepMi4xKV5pzdJeDOmVsT7C+EWVvEyVJv7GtumzWnpj67Q4iU/Xg+ni3ok7pdsz+yOnafoS4KvXdf3qmDhN00cDPxf4zcD/I5H/WcC/OU3Tp63r+n9O0/QrOT29n9bBXdf/bpqmtyTynwh827qu33629xXAz+PULn80p6fixomHpzkz8YMZWNf1HwDKwA/Suq5/fl3X/+Mc/B85ZezuqJ7dRt4YFPrR38z2cPuI1mX8PwDF4ir9aZPSXxk/B73UWEr3zDiSmg2ru07CNZNXcIXcdg3pvn7vjWUznsZYRtL9HNtfUhvb+nulvw/V9GjtXY1phk8YoT9dUnYbWyO10H+fX5Or0TfG6jQpfjG9jmEOeFxfZas4K+OMyGx4XUbh+LzIhf4sEuGQjWr8LfETbBW7Fra8Cp93/Hy2TOSYG/19cNzXxufUyBts4ShsXwi5PmGeTdcL9O8z9OVcOD1/3jlqjHtBpFufRypMgsXt+7kb1eLfR/+8ex4a22flnia9mrEpnD4nLYxlWBnf58b491WRzyYQ/LLfgpvZKcH1+ErfyRHPO87XTP/uLoz37mnQeksX/O11Xd+ZdSTO9NuAXwP8oxTGuv5h4E8CX3He2/ArgH/lFeTko9hmIODUifgo4CuBXzBN0xcDe9g6IE/lAn4h8Lst/DnA77jA/6sD/2PgG4B3A++8IPdO4GXg5Te/+c3rQHvrkZfWB2H/9DetBcZ1vqjL+ffWQbO14Wxtci99z76fNFjJ8ZTELz0R06W0EtJkO9ujcam8L5XlpbxH+096r2OeYjldwr13DzKbe2X5JPLx3lwqg1h+JQl7Pj3/0rEEPX7KK4ynafqJq4Ux3xGbP++xDGL+4j2J/Fn+Ml3Kx6Mgt3cqpbvxlNtX+ozs5TViz56H+ExEOzX4M/mII+Yhu1+Zrpi/LK/uj/8L8bR6IW0PR0Lcx56J33M71yWswKcDv/Ps/9lc2DPBaUD+vcBHXuB5C2HPBPBZSVv8Ra+0TJ7mzES2FXdNGafpk4F/Hfi1Fv38uq4/jdM6zwvTNP3MTHZd1y9Z1/Xt67q+/SM/8iMvI6oh3M5uMXdmG7V4ejP5+B33YjoL2/phsfhKP3JvjIdAKd5poR/xuN2MR9jdLvQjEOETbskubKMjt1npp0eVt2LpjW3GAfpRLKYXtjXUuDO9kI+ehBnjcV65fk6A+D3d05aAezF+txmxiCeuK1fGexhd6Ef8kofxnymeJjxKK/TPcgPeY/qdloBjYcy/MFf6e3pNP3s0B7ufxzZzkp3RUC0Otk9KCWmFfmkQ+ucTtlmAQk8L2xIm9DMIkrviNMNU6Zc0XNdMf+/ms9wV271eTMaf3Ub/bFfGkx4L22mXzeKlNyOllwtpNcjX4BcGx1jon7HG9hwsFi9dknN+n2mLtvXMZHYiXsmJT7qd52l/1XG39DzwmdM0fQenzsK/OE3T749M0zT9C8BP5vTkfv4rtPFe4GMs/NGc5sheGd1l7+3SBXwS8LUW/vXAr0/4/hngrwIff0FXBX71jb3J7GuOvd559McRzV5P3Xvzlbx37z3uSv7PhtgTj/oIMlF3oT8Xf2/0ENMunY/veb40+tjL/54byz77UiErN9hGv3sjmkxH9qWCp0H+JUt8Nvb07z0be/fVeeP9i/nNysN1Zl8UZbKuszJiz+5hdv+i7prw3oR777nIyn+vPPb0XMpb1HnpD52X5J6UrzL+STPKZuUf74Xf55jHeF+dN8PsOhWO/zOJGOOM1N59jvfI8xzrmb0yj/aXHb6hWr/jmYkfy7p+6e1cT4qVnZkJ4KcCfxn4OE5bF74c+E07Ot7CODPxQcC3c+pafwjwjcBPeqVl8jRPwPx64MdP0/Qc8NeAXwz8UmeYpunNnNZtPmdd1//V4n848AHruv6ds//nAP/JK0agg6qgH4HNjD3xyvg/C6fCeArfYnpczuXr2Y0bpsRT6EeDbm8m7/k3uyLGarzSO7OdBXBFvy7pOJqlNZP3fL9Av2krkmPK9MuG80jON8lK/5vP/iXYibrd9vUOn+wX+tMWncexxfTKNhKOB3gJd3awV2Gc+Zjp99tU453pD10SZr8PjbEMZvp7t5gr7E6NvAwd0/MhXTg9L07RTqN/3i7JNno7hfGkR+fxw7dkx/VWtnc6vrvRnbk8E3CJhLOyXyeIZotvjDMH81lHrGfkL+ewNgZLj9sqbH8frXZJ10Je/pGq8frGVNmKukvAojSPj/priJsTuchzX7Q+Jbsj/TDgs9Z1/asA0zRdAb8sMk3T9Ac4dUg+Ypqm9wKfv67rf7Wu6/dP0/RvA1/L6RPUL13X9ZtfKYintsyxruv3A8rAtwB/aF3Xb56m6XOnafrcM9t/DPwTwO8Mn4D+k8Cfm6bpG4G/CPzxdV3/5CsGURkPfSkh3Nge2Mfkm5ok8/jszoyb2GQv2hdJdyTZl51i8ZX+s6rKVrHEzW+ihX4KW3GNfuNboyfpr4zLKsr3C/T/Y6g7GAq9/kL/aWBlzCv0/8uojJvntLyS2W/0U8iNvpKT3ohTuuMhTxm+evY/pv8MVrYKWxk7zgf0uv1Qp5mxMq7khxHFzkWzcGPr6FRLmxkrZNnem6pXXGX7fLiFNF3QT3l7XpyE0XX7uylZ52vGV+nvR6NfNimMHZbKdj+87LJLOjzObTopLuItwZ0Zy2gJPAo75sZ4f2f6exp/Me52Gqf8qu6ojM9yhleunu/K9kzEgVAN+Cvjf2zE0yy+sT07jkuu65xD+BmndV2/bl3XT0/iX1rX9S9Z+B+u6/q7Er5fsq7rj1nX9YPXdf3odV3/K0v7mnVdP35d149b1/U3vxp8b+zjtDUzMZN3ELKjjAt9TzzKNPoRO/S7rDNbkfxz0hbSqrlZuvPVJOwYG/3oItPhI+BydiNvxOG23Z5TC+nCEcn5ZsOT6fXwHLBURiqcOkBaL3edDzhVmgv9MdTQnxrqvEqXHnbCjmWxtBrCnheXKeafE72yF+3uYdujaDfqJtEV0+LsgFMlf0YjzugnSYu6nNexXHpnpQfyWZqIM8OicDUdSo/2Kz3uyF8TngyDnmHpcHsq++wsmcLlZ68lmCO5jpvSZUPUduSLpWdhn0Gt57jQjt35cdpvmdaXf+Pt6Jr+jeM47WeDGvszBtmLL4ozCe6X3ivGzxYX45e+aN/PpVCah6WjBfuuJ5OLJBnXU01moR9Jz+YXT4ZjYawAGts0reJq8MM46+E2KuOZCo2xApSOxXQ7XvlntpG12474riy8sI3yxatRmvQ4VcbZBclKVzFehR1v1NvMfY7+kzq3E3VjcX6WQ3R1LfQzXIXxfsqu41V6pf+ttOOD/VF4ZXwuoj9STFPYbe+9s4W+87kwUrFrYXwfoJ+xgF6nN+zRjvtnxg5Epb9n0N9P/9TcP8n12RbNHgor9JvAK/2zp3z4bKVsuo7Z4rWB1NOdX3wz/SxKoZdpFq9ws3TlZTH973oKmzDXW7qeETo6EzCO+jzcznHaLa7wEnTMjNOv5ex/weJntqnGhf4Fdbuux7E5JsUVepvxhXYdzfjld94l8M6JfDv7s6WUFsKSLRaWzcX8jqExVsy+nFOMr9BPJ2u3/mL6JBdP2suwqUL0DkQJ/ISw9EWbhX5ZqZCf5yFXOhvb/pCZvmykV+ckxOnlxWzInstLvzdsjf55qpZ2Td8IFONd2J/Vkp7Z7Loru67Xv+TQsyX9NeiTjWb+aFtffFTysp7ZfxYifzN+Xa7XcVe7lIcr+vKrJlcCFsk4aZY0kh/sdMV2NoaoMXbw9Y6oowd9+Ykq/bNdQ3qhnyG5CmnZ0mBjv6wVJ7zCVi3ebbZE50FPjY5fkBfGERJsDZP2ADTjaeSVV9SR2RJfZexMLPQVpMvNbCOPWKkIT6PHWtkqYMcV94lEXTXEPcdY+cG4/DHTv+Syr3T5G31lC30jSIiHreJrOzzSq1Ga4t3O40TWw36CY2HbTCq7wlIYnwfZ8T+kYvHqoDQuPy+y4Z2ZDLMwlZAuv+xGqsZXzD9fsPcceQMY+UTS1egbgsYo5xjEXxkbpsWwOD8WLvSdX98Q6CS+xfwuB9tIX3a8gymds/HG+14Cxmp5aIFP6dD/4t4pzo5Jj5++qji9r9XihKeyvSMzpw20hfzdijpkp4U4YYq8shtxu27H5rpr4BUV+ndHuJ8GPUOzCrdBb9w9E/o2ubI1ZAvj2qLSG6cKQ+vromL+lhgVr3TDuA8jWwOMOiKGxdKlN65tSp/v7Pa47HROkeOrwd0jx1nDJXI7vidF8c34oj/ikO5Cvq9AMkvAGXkjuW3JRxnFO0Z2MGd8WHrcB+I4LmEtIdwsLj7H0a7HK6ypeOGqjPkixEWMHq6M2Gtwo86Zy18TZHiyeIV9P4vj2eMXBsdX6PO6WFpLeC5hk38+u0uiIyPXUe1S50PxwviI00kB6phEe5dsXSLHEcOFUXc1u85HCN+EKdNZ6d/v660tu/M9Ez92Wl/+Dbeja/pVx56JZ4Mqp4dUvw/3EQBsDUkh//FVs6sk6R7WNGSj/3mRbMYRoC9XSL+PvEXXwCdzOpio2CXb6kgUthfPd+EX+unjOdheEpsRo3RrSWcxtzL+bwG2sqiWFqmQl63sSW6xeOF2nCLZE09hpGhvJv/8Lh6w1CzsOuQXzQHfY7bfn2dYnSp9ObQg186XT3U/DHySLQGbd3Jdv3hLEvcC+aeehHjJL4ydu2L+yj6VJK6ylV0LaY3TMyZ70a50uvyc6FdcM1dXDbzuFsYya8azMB7mJb/I30PHVs463mRxC9uz8RLjZ7E1wRHtsRNfGfMimi1+MVlhXBhn0nQ5PrdZ6etItymd4p0Z79tB905HZ0Kk877K2a2M67YvWJp4K32FstBXKoW8gvSNTdKlxnUxngdsU5EtyMD2Ur75fDX6Tw0r/c+DFOd2PE55UGPk657F+JezTNypH6f4xXvpixC37TYKY6Xn+x4afYMNY0VVQryT5OImQ/EvN8gr70vQWelH6MIrd2H8FNa/FolYImZd4nF/5IP8/BLxSCZb34b+b5MxrbEtA9aQXhnLSzQH25GvWZpc6WshHcYvaWDbiOj31nHK5ky/tFUZPyFdTHcN2JeET+kzfb3hVOgHL3PAKdLSnLAX+v0ELwZ+8VULF0YqxieeQl/eWJzri7SYfw5uoZ/pmekHIIqX6zrjMlW8l41+hua+T8I8NmB29MbsTPhhVXJVmc/nsK9xN7aZCUyuMb644oV+yl8ySpvJX1KliwfGsxsq+Tfb0h8b7mw2A+PxXd2OBfoNeM1sNPoK3vVJ18LWsVGc+8Vb6e2LL+Zxpj/GfKG/B1GH64rp0lEYz36oQT6Go7zT85ZeyX/mJtnZ4nQ5X5ZW6RsB6ZLr8pWRFF/YzuZo9Gd4uK0X6e9d1CVaQprbLoa1MT5PhLB3bOagT/ikZzHcla1zqI2I2vgoecflOhR2t9LXCYrzeyrMjf6ZmA2bZgEdo+fHbTm+xdLcnYM/6pHr2JynsJ3NsTDeA/dHWZHbb4w6ZB/6fGhJrxmfOgl7e7nqWf/jECdchcufr94VHZ2Jjt7YGzC14a4xTjvGXnFL5Av52mf2UjT6l3kxOegr7MJ+IyvSy6OKd6GfjhcWYaz068duT7xONeASuQ0dUlVCWgv8JYmDsfKWnso2O1I5NdBeIUeMhDTZc7sLPVWTj786XgxDpBLCLYTjYUHesfN9DJWcXH8LOEqQKwmf8ztfo783cq8tvdHfS9lyTIXxWYaxvMuODsVVtjKJ8u5f2J4136/kOrA42Mp4sfhCf8+j63oa43tRze/7fCKf32NPa/QdEcXP9M+o9Cot2m7071S1+MKWx4WxbCr9PYLx+YWtfhJeX/4qwQ/9ni+Cu7B1WmODL13qzMdyLfTLT1oGjmXsNg96avTGnJkobFOMlX7EEKeEW5Ct5p/ZXrrZdMepf3bCipPtOcQ7XthORnT6hERPY8ujr+v7LMNMPqppFidet+k2XqJfj1/oX27fJyFdxeKy3zBLXnELfQPdzJ0ZK1rYKlu5imv0S1dKk37XvbCVnf+0q5lfU+nV4gr7ncDYkXAet93Y8rYwPgu6xC8+yeizUvHJ73rcftvB4nEKt8AjvJ4209/zxva8LfTPYDailC7Hp03HhXzWpSXxM/2eg+fon7fK+Hw0S3db0rvQ51N4RT56lqzbVJ2zWJznIZ7/4VgkIwzSszDeq0afn8XiS9CfnSXS6Jcn9ZzPCQZfsq0Bt+vJMMpepX9m/D2VLmFxXcX43PZ90DEz0dEbc2YiTr3vTcW3c7gaX+woiLcyVsiSW+hfXugbwoWtspCOiAXGr0Acm+N1/zVjo1uDK6zO0xhnEFyv6E2MlURhLI/FdLkO+XX4UpRtiV35hTfyQt65KWwb1lxfJF/iynhntkZbFVthfCZK4Fd4oR89uv5Kfy8qY5n5VxfQ37dCPxvSGDcnyrae54ilBAzNeJwaI0lWdmqIk1yxtKjnQeCVrhLiCj01+uelBv81I0Xb0qnnUbIL+TNd6PcJ1LPfZwGFfzG/xznmbO9MYxyNS1byjmlmLBun2XRUtmdY+AvbZ9Hicar0Zev45RJ0EuIdM8aznN24eTTOkEhPpGkaTsO8M3qGOgK3QW/MT0P9s1DoG7rK+PJkVExGYfkr+59gqaFy+WhTjQXkSwfF/LPJRlsRr/BAjq3cYM+xFvpKTVjiZ46eLh2ZzoWxLPdknUckXmHIZodKiJOOqAu2T2cjBsg/1ywhHPWJdG/VOEi/+Ctb+c70ZZ3ZKOaH8Tl0cl1Kk23XrfQofwmH24g6pcv5pG8++/XcxPjFbNz0ObP4ZE96lpDu9hV23DCeWNnIn5Mo5+FqcZc+/y7Bxsx+faBGvlm8lhvFG8vR8UUqXL6n/lm582c6srh6DjuGwvhjtZn9cvGOVLRVGcv789f7+TT0196OrumFZ+PT0DfmzARsI6NH9A/6EnjiWm05u838hfEBdz6fRoxrfcLhur0H3kJaY6yoRXNwK1tloHC0Ff8u2Bgrfvcv5BVPZRspuZ1oz9OijcK4r6CwlaHsCEfU63paSJ8TneJxXtl4R8KvsGy7XfG5Pp9BkA5voErwy7Yorq+zE56TOGGK69niVbhYvBp0f2YiPrneaDktAY/jKvR7Jp5n3GMiLEsiG/9X0xjvR6GfZXlguvQJaDV58fnMGPQdPqdictA3ZLqwNNFj8oOtom4Yn6WIodF3MF6ytDhQifpjI97o76lmMmf6JUbxNMYOhuuoIQ8Kuw6R56EydoRcP4lf+t0mwOdz9/SMLVHcBn3ATQzTNP2waZp+4zRNv+sc/vHTNA1/LnvdkH8+VOhfFtiOKYbTg/sS4478Rj6qjzyia7ad5eIt5A3RnOiVrUbfKETbla1RWDi9nH6CYzUZ6dOXIo6/7rhud7a0ajyqvDNqwV8Snr01dC1PLPSdncZYabqc0p8zjPFTPcdRQ7zbEt9s4YWtrJUmPnUkpNN1axllYby30DcibncmH3ln2Cpbw7Gc451XdoRNFbt/PaS0mf6Z90bA9Ts+YYF+747saxrdO9vRnnhncqqMz0IzeeEsnMriecaZPPG9QL93QptTMbeZvOzC2KGJPJWxrnH5lsTNjGUj+3q2HE81vtn4xdPoZzjcZmXc+9ACVu1xeh/b1yCVsS5b6DsXhb4c57MtX0qEfskQ+ue0hrhi8ZWnc87EsWeip3VdL17AHwR+DfBN5/APBZab5F6L19ve9rZ1Pa2orWthXSvr+tDCcuXfu2rwl8TvNmqQl42HF3SXxE5MZ8d2lqdoawl5jXpifMT0kB7PQ8b8RfmYnyz/2VXIyzJig3V9tIM36svKvQSZQl+uJVyXdGc2Mj6/r3t2I38st4hD+B4GnLHs9vTfVF6ex7rDE7EJdywfL8+HjJgcV5Sp5O9FvDcRm5ef3/csP7H89vJ56b7H9zGTze59pjPqyO7X3r17zw18fh+y+L0yulQue2Ukf3yWS0jPZB8letx/aqhevtO25GNY1y+6neuusd7XdePMBPBx67p+AfAPz52P7wPu+XSQO6KFcfd13IxZLa0wTqtV+tFHo+9di0dxmq5vjCNP6Yf978ed3N5CP8oSSf6KbZSjndnCUY13sfjCuAQgUrlVtlFf5MtOdXRM1yFeuorxFcZZkIchHrZpWk2FV/KRkWMo9Kfs+aFkhb5soB+1Nvod5IV89OTykZQudzHZhf6cjdnidS/1lUm0C9so1GeKhLewjd4l3wIe16u0Qj9Snnf4K32+Fb42m3GTZWN8F2fGewDbqLqGq5zTHtCXq/SJri1uCXgW8oOudOlMFtcnPhjPDoFtmUm6orziRc8xLsOV4Fe4muuHQTm/8LyZkUoSp3hhngMW2ZvP/sVk9vS5rPuvExmvg2NaIz/7pJE/K3dJ6y1dzwrd1NsA/jyn2YhvOIc/DviLT7sX9Kp6k5qZiL3rvR5u1kOOPfI4Oriph76nM6ZVxlFHHBFcGvHsjRZiXGWcZYiX29Ho8VI+MluxzOJow3XHvO7huinvD3fCrwRrNnK6CU8xvpLIZToecnl0nenP4mI+M95LuoQl5iPeEy9rXSVJz7DfVPbOt1cGmZ1YZjfJPtrJ2yWce1ize+1xdYc3lmkln1ncy9NNPFlZRmx7+XSsWVlH256XKJeVRYY1y5djye51xHFqqO5+ZuK3385111jv67rxa45pmn4O8BuAtwJ/itOq4y9f1/XP3lkP547o7W9/+/ryu9+9jcx8w1HdESpndz671eKbuc6rHdeR9uxU+jXwPSziXcz2TP+Zn+KhH1XB2JuPVIK8SHpgXBsvjHZc1yWKPB4Whpl+PVq2FvoykO0s7DIi8chOxuNlGm1KJn6dsZcPyfmhaNLpeN2O6JI+5SXDJl2ej0iF0Zbrl27ZqcYX9UXZS/Y8vbL/7CitWHpmN+osgdd5XI/bXXZkhOM5TrMnC/mXNhFzhjHDEnU5fscj8g2Qe3aju4clC8evRKpdC/37XhjfJcdcyDeyihZ6/HuYZFu6C/k9b8B6D19zvHlaX/7Vt6Nr+neeja85blzmWNf1TwE/H/hlwB8A3v567Ej8IBVzrxhf3sI4Pd0Yvx5ojDSf47WB7YXAt9BPRUqfbDW2jYIxPcM1M26skh6lCbf4HI8fGlWMz3U0s7vQTz0/DOkxL45Vac7XLK2cdTsmx6qpT+mQnPOIz+1hMvMOttn4YFvuiA3wbK7ir+jPHxGmEmQUvib/JNQpxrmOmNbY8lbpl6hkMz7nlf3nuFlcY/w6Q3plT2HZFlYYNw+KxCtaGJ8dX35yXDP9iaUlYK/0ecv8s/Eu9PfCcckvDI/pG1Ms/YUQ1lKi4xHeZq5jVrzjnBnfrfglhWN0DIvpknxlvJeR9Lz4F01yJbsk9hvj0tTMeAx2Mb8u6XM8jn2hvz96z2fjd/990HpL17NCN01dAP/tk8S9Hq63ve1t2zSwT5n5tO7e1GE2tViDuzf9WOg3Bu5NFcZwxJnp9TxcwryHM9P9JOnZNGVWdhFnnK6M+GqQqTtyHq6JjRL0ZjhKsBvtZTLZJsJL5ZzJZ/7MZtyQeEn3HoaIN9pQOWa6Ik+0+ZCxbC/ZirqzZacYn9m+ZGuv3KMdvY+xnPyZ2CurzKan7WG6lIe9Mq/k75jjzsrb9SovsbyfdMNrln7TFfXGcvN7EO0+pH+24qbqvfuj69RI3e0yx0ezrv+f27nuGut9XbszE9M0feg0TT8K+Ihpmv7xaZp+1Pl6C/2Pb19f1Nh+S1zOcdeBRxu4YJxFwPziWehHBs7Xzu6L5L1u+ZtdSrtiHN00tpFos7TrBINkqrl+vHBhHAkV01kCP5Ym3oV9csxOC3mZVsapzGo8Siv0o5/ounw8gtz1NUbdbl/kGK8YR4XOU8jLpJz5H5vsVcDR6OmKEWNlfHYyEgbHO5OfSVGDnRL0tmBX6Z9AP2LUTJWTwpV+RqGxbSSNtq5NpjHeE+GZz+HZ4kvgdf4Mx0I/Szlb/GyX9EqPU2GbmSiGezYcipeuRn/Pi4V9Vmahfx+h/wuwnidRC/lwzKpPpEvlXIxHeBaTd2w6Qj7qjqSNqtJZ6Y/eL/RLwbJbzzjfZBiyDZeVfqai2PXg2fg+4PVGlw6t+lXAv8vptr6b7QuO7yXfEfD6ocK4zlbZXjRV8vXsLme3mVuCzmp+pUu32yrGE+XmYE8yHnZ78ZS+am5la0wfW/w1fT6izkiqgFoi1xg7Ba4zHtcM4/r+TF+xRkxRZ3aCqMvKltI9v7LvuKONS1g8XMjXzeP6sOzN57D4XV9hLFvXL5J/Drw1wRF1i8d1N/KyYCe+md//SSLyZ7EF/8x2+Jtj9XtZGMsqYtEz9RzbkKaauwT/zHYWiOKdTzhl27FhcU6eB9cxB30u1ywt/n+j0D83VxbfGJ91P68i4o22fV8YjM/JTH9qrXjEFzF4B6SR1xmeh2o8Hifb0D+fsuM/EGyWF9Vli9lSeuF+ab1ne69xepINmP/3dV2/6J7w3Cn94AZMyE+ja4y96Ur/sipOMrPFO7lMJidbM/nGoj0qga8kPFH+Jp3imS1cE3uQYyxcPvLWw5WbG9Roc2b/SORIrn9mfyS5Z+uS7kxH5qrBk33pntlvxJ4Uk8e5TDU3XlFGOBxfxN4YK323L4qYI0YnYVwsbk7iXC7qEp6F/b/gOsY5pO/Z8I2xC9ssQqU/RXQhf0ayNMcqXCrfuClWDWUNmNTINy6/OzFfNbiOqSV+Dws39HmKdgnxTnNiO9NR2Z5Ft1fo70nU0RK/hSfudlPj2z9mWl/+925H1/TvPxsbMG88Tntd1y+apuknc/qa40Mt/svuEtidkToROn1vYf/BrGfXv3uuZ1dfbKhXH3W5HtdF4JkDbyP/ykT6YRzZRFtuU5hcvpFXGNJTGEeJjkUvudu9pq8o/Ghc2RMO92fUgpuRZL38K/mSRmP8rwPklfAle677Af3GS9jyPDN2HGq43H7EJH/E5LJ7GLOw676JT5uGi9krbPd/ppevFi87kneehb6hcN6oS/wxvQQ+6I9vF+aFjcQnu7PxKn6mb7Cq2a30p4h6vMKLydRwOX7vHHjHG/KOuC9h+L9inrf4Rt6Zhe3ZVEclw+/2JA/9OSctuCKvp5YEk+xU0ztbWF+LFPpnA/qOorA6BuGeA66Z/Y7MQXdKH3ATwzRNnw980fn6ZOALgM+8Y1x3Q3/13dsCTaN/2Rv7ByzF/QiNbVbjcYgvdoniFxwev5idSEvwC6vWFF1PpMJYKc70eVws3qkFuWZYKqc8N7OB6ZCcdy4qfUUhnoW8QhB+XZEqWwUTl6Ra4hb6aVPpl926Y68w3ne514ltDy9s5SY9rrua/XiAk9vMsJQkXfrFVxkPMWr0z6hsCQeM5SR6nu0/NoX+3rr9DBPBdtvhX0Kc+Dw8m+4r+gOqCLyNkaIN6ZIO2RPPYvoiv7DILYGn0GNTp1dUAs5Cv6dCdhrbvgH9z+QlxndKco/pZz18qdLxEeKKhefAp3SP0z4T1y25+DVOpk916APGQYvv73AdwtjYnkc954td90HrLV3PCN3YmQB+IfAvAf/buq6/nNO2qx9yp6juin4o/Yub/ROgJHIzY8+5MDay9exvwc61xTtpFKs02X+c8MawL9HESkpUQjhinC1evMWuh+SVzmJxlb7Sj6dTFvr/Yjgm6VzoqVpaC2luq9HfQ+H2cNThemVX9hqjPdkS72x6Y4VZLU18jXx2ZyEvd7elsGORTulz2Zn+GdV0uvjEK0yF8b5U+mdX/C+yffLcAk/E5XgbffkoLL9siJQuzPovjvOIsv0zi9lyEr6Z/p4obaF/z3U5KbwwzoAoLdqVvsJ+51Tx7ex653Khz586FYvFFfrnyMntOYayY1/xlfzfJJ4HxSnc2MrG7wvk56DIr6Ul6dLlGOU6qUMVOzUZ713Q0Zno6En+Gvp967r+o2mavn+aph8BfBfwsXeM6+6o0j90hXFk0IwvkpY8WpJeGTsbrltpsqtpz8poz8OV7cActzGzvYR7la5wlMDfAg8hvjBuXiyG6aGly8be4UiOO6ZlcTHeMcU/WsbllWJhNaTV0p0yLJ42J7iq+bNzRLwhkHylr8Rn+obI9yhIZiavtAvjPW6mvzLe4znwwn6HRfHC6N/zz2zPWVwWcF2NnGpwxVvo3z3xVPqlMuGTncf0z7d0LIybmPXePhdwyo7jiVhLSJvZlho0Hb+Qv1Mz/Ui6Wbr/Tly2FvINxiLVGdmR38s5/BxbOSmu0D8nJeit9EuB8zl+MZ5G/8VO2+HxdNl4EFxPdxlfzqn074Hnq7HNSvgGc7nyH3Rv9CQzEy9P0/ThwO/i9FXHNwB/8S5B3Rn9dcaKPf5BUlTNv5g/VqILfSU40x/mhMX7KLHR77VwnY3+hV/YlloK/cunaV69UK5ffuGohkFLLIX+8zfH3Mxf6cl3iMtG3CglHUvQ53YaY+VWGStmxb2PcfShcKGvyHzEI9pbEhLN5lfD6bb8U0aNEmVXNmfGEdYD+koQerzQj3j3eJpd0u08lbEDVRk7WjPjrIm70uOjvnoOXzN+0rlHbrOQl79wLMZXGe+deEWVPn+N7b8Wc5DR+6FndKF/Byp93nUVxmdxYWvw9F5GHoVlB8Y9O+oUx3wIs+uUX51ndUBnwyQefw8VNyf45pD2Iv0zupj+xv5MruQLfd3q+bgy13HJlbwvs9WgS3l2GZ+Vje5d0m3NSjxDMxM3dibWdf231nX9nnVd/0tOt/rqvNzx+qXGVlG9RF8hLwmvuyKXqRZf2T869k3GK3npVria67bl92/MK6dKUj12xanhUpzkC6cXcqHfOJjxyZVO4ZFtl3OKmAt92Ul+Zqx0/Nt0d8ULW2Va2Tpo0uN2SOIK4+dpcYS3mIzvDRGp3KQ76oetU+B6VRG6PR+luQ3pLYwjukJfNi2J17KS61QH139m5vaWgKMkfIUNv89A+Ybg2XBVxpGqj7ods3gL4/NS6El2lOY88f6KFrPpNLPlv1q8+JrxqQwd37yDrxjOrHEX6X2ujB20qFc6XU/E7PqbxTuf5NTxqsFWDfobW92hvBT6zd1ubyFfQnUqjHmdyd9j6J+pTLbSd9zug47OREdPMjPBNE0fNU3Tz+D037kPn6bpZ94trDukcnYbfYXnDRnB35K42fyV/IVp5l/YRiLxawxhyHS2EKevUIRHfufzPRoe38IFW2X6nPG57cq4nlnOYZWZN3SRWggL78JYGXlF5fGyWenLzHW57hZc0ZxguyKfei2m0/X4MpfLxNmohZ7Erw5KY/8+FYtXmVwF3sI4+pYO1ytdGpnHz6EX+udsNhl1SnTI0wtsI8xmcdItfUpbGJ8Z2aqGEfo8Q39vG9s7Iz7ncd1+NUubLU7XFfnsk2yWEOf5FKlBjvGOUXgi3kY/pa+yFTlmD89Bv8hx7Pn1rC+M75uuhfEAMn9HoH8OdQS+sL3AOOOj/VeOJ+pTXip9vmbyT1VnemqMBxAedG90Y2dimqb/nNP4/T8C/oPzdUu/OLln+jGMjXM9+7MptMJ+JQjby7Scw36ynmTcnelnLkrAUBkrJMewMFY2UR+ML2tlpML20sP4VcpsNiHfjCm7sewK4wZDp+zTUsk51SRcQ5rbVno2wishbbH0rPxcn+IKY2UlmSvG8qmMz9AS4sQX9UXsJYSFT/7C9vwpzfXLrtuY2a/YG9vavKae38G44VWNoVNla0Rke2ZrzKrJCIvjKIwdRwLfksh5R6/RN1yOwe3GmRLX2Sy+Md4nX6+PWJxmtg57Jd9LI526lO52F7bGHuOZQ/gB23PumBrbs+4yc7ArGcd2zam+KJamDsc7TK6GcKHvuDRzlS7cwuIDG8kvjLSYvGhv2fou6JiZ6OhJZiYK8BPWdf20dV0/43y9Pj8N/T7GxnlhrAwLfeNYLb7SNwoYX5w1gK2Cf0D/Ukh/Yfx0dA4YGmPFIFzPhTjpEe8jtk1n0c472CqV542nMi5BPKYfHTqm2WShbzBmk9HlIzDvpMxs+c0aRvE2xsbRv6y4NDq5Zmt0RNLfAm9hbMhaSI96Gv3z5bbajr8ybmx7ZPoaW0U+s43U3V7j1OUXrmLxz7HtlfFNgMtOHqQDtj0BM33ZKk68HpZuH/U/d07XMpvbLcF1HCI1+opv5A0g9A1pDX6MP5OtwS3ktmbjK+Z3fJJX3HVIdzwZuV6Pa0n6bLau6b8Ii3ZmNtz+eXpjK7trtoZddvT1hHiznyoUS6/0z/liPJW+Y7oE/P7sSL7Ql9tMn8fC9g7cBx2diY6e5GuObwc+GPi/7hjL3ZM+DS3nsL4+WOgrZedxasEVlZBWEp44+nXS6Fpys11LYrOw7erORkaFrWLTEcaeXk2v0rSrXDhmxpGTGhI1kBGjsPgacbRdQj684a/m9/P4a8Kz0JeJ8FbGsld6Y6t4H9FXPJJ1jI7ZdSosfVFuTvBdkoN+5FbZ9vIsZ32+PAHbFwSOM4ZhnLla2M+PvtDxeOmQv3G5k1Utzsn3MiwhbU7CLaRJTrKFrazUWdJ+Gn+fFuNb6N8z6XG80l8tXjwi6a0hPobdjtvIvrwqga8wzhzNbEsQce9Opc9Ls/SIycnLSmHZqoyzI7CVpZ5Rt+XYl2BLaaq7HE8zvpn+ean0Nir9oXiwvScLY7kfdC/0JMdp/zeczpb4b7EOxbqun3e30G6f3v6maX35rzP2cCv9dOzC+DJ6fCH/dE/UyKnQ6/WXyisI2Yg0h/Cyw1MZG6ti6dBXPjNb3nUozsJoT3pkQ3oWxsZp3omHvCJX/qW7MFZSshWpJXGS05LKY9Pr2Bx/4eYKrwTX7ahidp2OxcPO45/Z1uRaLB9aTnmO8fySDKeTKmCviF0mUqywpVNupmdmLFuPy3C5/oilMjaUkdfxxMYx2lR8TBNWT3P7kp0Z3y33O2nkHfcmSM/C+Ix4vOy43cjneP0dYkf/nr3Z4iVX6Gc9hCGzLwzQb9J13E7CUoJ8GTh73aJYtq6TezhO+6On9eVbWlKZ/sM3yHHawFedr9c//fWzO1vccnbr2W30064z/UYy8cyMFZZ0K/wCp08Zs/0Y8kvuE+jXb4WxMlZeM3llVukrAekXXsU5dtgqD+GVLsleosX45W/mliSsOMVX+rXcYvE18BHSPM5pPqd9IfB5pmNmqzwb+xWux7n9Gnil7zH5Wrj4G/3z4nbVQVC8ZAl8LcHgOGRXeYhfXvgeF6dGf5/k10hfFDefxtGx63OKeCMV9meWlh2dCrvtK04zTtJV2G+coH/PK/keiIX+vsH4rNcdrDsNXVeGfm6Kx0tf1K1zGFrQWdmewYitGq9czcxV43WshfGeKiwbM+M7Cftfs1W259mXQoVLNsVTTS5i9E6T670vesaWKG6DbpyZeJbo7f/4tL78PexP83q8+2twRap8nmP/oJn57C4h3u084LT++D76n/3cRNHeHLAW+pcyyradcEyLVNl/eSt9gxdtZ7rL2Z1NppDPUsg27N8rvx9tx6brgbEMXUb+yjgbtacf4xNPtLUnLxxLwKA4QryHYZwxaOyPcl2Hk/RJTv4l4XEdwhjl3V5lnPUgpAur24kzD3PQX+hnGRojfsch/uhGDDFOso4Nejue7joyuYhF6epoXFoWcN1RH+zfD0JYejzddcS4xmgjI8fp4crYISkX+LO4Qt+xMXdqdzwz8VG3ODPxG56NmYkP2EuYpukPnd2/NE3T/xyv+4N4i/Q99KORQl+RNotr57hqrsvCNqLUaGYOuprJ+6enM/0msSu2NfHFbDm2iMPT5H/O9Fb6l9T5o1zEPlt6tXjxL/QvtPOIKv0x2qJm6cLV2DZ7LUGHSKNst+06i4U1oo58zlMZZ0ecfzYZxTu2Rl9mbqMwjgZV8UhXJusYK+PnyrLfLL4x3gs9l25P6bJb7WrGm+lz2ktvbKNNzF2CLcV746grys4BvzbuPmR/xrDQf7lR6Z9bGMvGbTiGGtIW+vvRLCxbbk9YXcd8duN5COLRRtnKqSOhT2+zrzNcrpyvvc/OlV7Nr3RdJOkxrrHlS3aWgL/RPyfimxPsNQkLs/MX+udB+BbD2Bjv2V3SsQGzo0vLHP/O2f30+wBybzST94jdbWe3ko+QGtuMglfcSyIL/QujeD+XQFh8pKYlh0ZPrlP2hOVNbCOZmW2j13J2xRenucsO3pl+Q5OwyCaMlUZlrIgyEvbIJ9mZfsSjGRvXXxM9HtbIbjashf4eLeaPbmFs0ISx0ZeT8zT6Su8B/b0sjCO5YrIwzi7MjOQ4akhTnO+BIbHrmKP8wvZVjb5UKvTPgcsJr4+ko94sX9Ib9cdwtCP90rMwzkyQ8C4WV+k7acIVZUUz/WbPma0cSvCXIKuZzMgvKoyHgb2PvB4p9Ed5z/QNabRNEi/7C3k9F/mctMzg9oRHeoRJab4stiT6I+bF0iHv9DT6DpO7d03PUEfgNuiNtcwxTevLClRLWMgfwkr/8FbGaT7xlxBXGSs053Ga6RuvmvC7Ht985Hhkz+WxdMXNbBv4XG9lbJQupUnXYnEKC0cln9Le27wHfbmVBPtC32A5n/PMAXM1d+8i8ESKeESKq/TLLBGD69izEXndhut0eenMytoxR52uew/PnvyezmZxzqO4+eyPtpRWd/RVTp0jdRCXG3DJfjVbvlQSMYovbohVp3xvWcZtx+fSbURXaRo4aGBSyalyuU4RXtFCXrfs6XH8md6axDs22fR4deg97kko6hc95DRoeomxE1g39843YH7UtL78b96Oruk3PhvLHLudiWma/g4X+l7ruv6I99v4NH0K8NuBDwR+97quvyWkT+f0TwP+PvDL1nX9hieRzejt07S+XM6BRv/Xwcb4Qi7kFU22frm38935ZvKX2e0u5GvjTlG3sMN+pRXlanAjb8SYyVdL83BMi7KP2PaHiN8xzwHbHh520kvC5/daFHkk55vTKjd3DiKOS1R3XNkWPuHwHy/t6c6+BMr4a7hkVzTTP397a/WV/eezkN8DzXD4pr8os0dKjx2BjE8knprYizhJ/BkuzSwsCU/kzWxHfB6eyTvA0lvpn2/xyQ+X3w/XIznhiDyFy18zOTXjyXTJ73hb4kKfR+F0+zP7e4ZC2r10Jj73dnRN//FrszMxTdMPB34n8A+Ar1vX9b++xP8Bewnrun7YucPw24BfB3wU8NHArwV+0y0A/UBOfdZPBd4K/JJpmt4a2D4V+PHn653AF78C2Zwa24OYVcDQT18Xtge2MG6QlMx1iI/r3Y1tyWBJMLm+avGFkbL4ltiEscIq56vSVyo18D5HTyXYFb/r26NituH8h5fEbiUfLUm/6yD4o32lqRHTJ5HzBZyN7cRH6VvYpm7nxI7jk+s8C+OUrvM9OtvUnooHbJ+B+tkS0p/5tZegneMcZyG/R/I3s7ewVeSNrcyK8Vb6+6Q00Wy8Ti9xyo8/V3WH18n1e2ddOErCN9OXT2X8SkbUAv8c0pyu6fdjZDzC4rYUnunvE2x/nq1sB9u5npl+dsRtVvp7LexxP0aGU/e8hrhy9scNvJJ3dybPp1Nlq/vk38NVg78EPsm3EK/wA+6X7mHPxDRNHzpN01+cpukbp2n65mma3vVq4U7T9KXTNH3XNE3flKR9yjRN3zpN07dN0/TrztE/H/gj67r+SuDGgyqf5NPQf3ld159u4S+epukvAF/wJBm4QJ8IfNu6rt8OME3TVwA/D/hfjOfnAV+2nqZP/sdpmj58mqYfA7zlCWRH+nBOmzAhP/jFf7pTg+zM9uAWxkp1Nt7CdvxsRjPbL4ybxbtNjy8mV5N4YfFZFumo5l+CXo3WK/CN9CMF6XLbLfBk2Bf2O0stxC876ZX+ZD7FLeaP1BhPtiz0HYO9aepiOq5DOGLzsxp870mlb9iEtZE3YvV8+cxDYZzdyqjSb0gtXH6OlC6bi+Gt5NPy89kfO9xKd3tPQrLnjZTjmelH5rLltvdsFuNzV/Gy42kuW0Oc32N9raVBRCGfAWvkM4uVvqwjVn0WCvm9l3xs3DVbppNSYXsW4p4o1yke37shG36v9+SdqvmbYXNXfNXiZour5Pe2GtbZ4uMyknRAf+rns0P/F/Avruv6d6dp+mDgz03T9CfWdf0fxTBN048Gvm9d179jcT9uXddvC7p+L/A7gC/zSBucvwN4L/D10zR9FafJg790ZvuBG5Gu63rxAv488NmclhM+4Oz/8zfJPYHeX8hpeULhzwF+R+D5Y8A/b+H/Fnj7k8hm19t+DOvK+armL8nFhevhBd5H57h6vjKePf2ZzhrcPXwPQ3q9Ia2ENJL4S+VQjc+xuQ6XL4En5svLLyunvXLMbFzC4Laz/GX5qju8l8rFbT7cKc8M46XnY48nlmfM88MLdsqO33XF++o2Y9zDRH8sk5vKPyuXWH57z8MlG3vPxE1lHm1lebxJ701u1HeJL7vHsbwv5cfvX5b28AbZaDe7v9n9yfJTd/RV01MTOS+neK8rK/Dy+9tG3diW1Nu5nhQr8MOAbwB+eoj/LODPAB96Dv9K4Gt2dLwF+KYQ90nA11r415+vzwE+/Rz3FTfh213mMPqlwL8C/I3z9VnnuPeXpiRufUKeJ5E9KZimd07T9PI0TS//zb+fMBT60UWz+IeBT3TFNh3d6EkHylS2dWfXGW0Xtp61pumaxS/m1xcgs8lXttGI9DfGHdqKh3yGorJNm8J4kqDkoB8NXAds0l3Mfcg2hdqCvPzi8yOuhbGEcA1h5yn0M0bOozy4fE3SC/3/AfaohHCcTYFTeT4+Xw+MT2mF8XPNdo73H8eV4Pcp3YW+PCUP22wL9NPY2VS4qNGvXzf6++rPi9vSpl7xNPrPRUUKu6ynKX62+KsEo6dLTrQEG47B+WbDUIMLW1k71iv6Z1g6XG+7wXX7bqvZVUJ8oSeFG1v+Z/p7VRifncJpZrRanPyVcW9RlI1UA8+yI+ey7ewuIU7P1sK47FbIy7PS38Ob3tvbovWWLviR0zR9yTRNn5GZmabpA6dpWoDvAh6t6/oXOhjr+oeBPwl8xTRNnw38Ck5t9pPSRwHfaeH3nuO+EvgF0zR9MfDVNym5uMxxnv54YV3Xn/cKgD0pvRf4GAt/NNv5izfxfMgTyAKwruuXAF8Cp+O0+WTyg4lgfNgbeaUJ+ZSkeKRzDnwxneAXr2zOwYanu55mPB7X6KcvhWkxzI/pK4OFfknBMc+Ma6TCE8tDOGb2p10rfcMiW4rXUsILbMsBjX76szKWqeOYGb8A8HTpcnnhUKUqG+ITvmjzirHSrAmm65AmPUvP2k2Bu7xsKdxCusKOs9LfB/lbcF0Oxt34jfw5jzqjzUJ+uJE65demZwl2PF7YCv1zLL/j9LDb9fhqcZXx+Z4ZjyDHePU5ZLQneZHbU6cLth9ptUTWw3oXXOec4KkhfaHvHArLfOb3U3ohfx+ER/oqW/0k3Vp2kd1qcrLpuprFV7se0z9/Iscvmk1HY1xKev3Q317X9Z17ieu6/gAwT9P04cD1NE0/eV3Xbwo8X3Be7v9i4OPWdf27r8B+Ojhf1/XvAb/8ibU8wdTKn7mLaSJOHZlv5/QYfginVfufFHh+LvAnzpn954C/+KSyF5c54jScpsni9F6cgqtJfOSJU3sl8DhfXH6Q7N40497UYbxi/i5NKWZ2///t/Xu0d8tZFog+MwEauSgJbCRb2J1PGz1D01LKbhQ2ahR3C7Ex9XnEK7Dw0sgYn62c09rG9gx3oe05yGkYNs2GHqDBhQe5OGBVAqLdC7ww2NitX9KVEKC5uUKMiYloIhfp4xHq/PGbD/Opt96av/Xt7/db61vrm+8Yc1TVW+/lqZq3mnWbXhks3+p7Mt7B7urk+Le2bR2foi2fhy0ZGe+ceWnlWxujOvEwqNwp+mvFq8PRefbqdlTva+fqdCCrcqcDXVtfo3Pj2ddzvXZdeHUykrfnzfq1+ecrMqNyJsdOEjtWP4qO8i5zvVrM0fGz77D+9bB2PZveuVPc9vqhDXt9e3bO0ZZ3VK+j8zG6Dkb5cxlxFcMcf+Ewx4NgBfAcgD/t8H8TgLdh1+wcDvnjAYY5HrROLvOjry/FbjXF3wbwM9II+dZLt1jGtl+D3WqRlwJ4fa31L0/T9AWz/f9pXhr6FQA+HbuloX+41t1WEZ7uPn+/sJ12QtuCDWi7BoH+6y5haRlbedUjZfTECV1pTnv+ScnhjUiXEPJLiTboQ+1Q7sTYIa6CpTdAcWa0PQLMyxIf5Vli3ggf4NeL+vHyPL8J/flKks88b6kwifb4haib8AQs1wi/OoP4Vv8aH5FiLOLfW37MPIuZmEh2aSzzI5beG127Txn1Tx+0d+aUI6Lfq8ASfSaRsWUraOuVesTi2cwrafVbBhi9PTo8e7RDnED/ozfFbHEB/h4otJXRlpX2FD9lrG3lj5arjzCoHPMo6/UeWSzEq3boB2jr5B76njdrL5v8iP5aV9vCP/p22k9O9f4fO4yt6S+NsU7T9ASA/1+t9f3TNP0iAP8LgL9Sa/12kfl1AL4Bu4/vCwD/HwD/rNb6/3DsvRLAt9daXyW8DwDwwwA+DcC/APBPAfzBWuv3P1A5LtGY+FqHXWutf+RBHD0K9PSdqd5/O/qLMaG/eYH2RqMO+XbvgYK+23FEasva9fySMtYpGplkjgj/IWb9ZeOXvtlosXJBbDFPyT44iDGhX7MPtC8R4qaM/UGR6mUscwEuHNsZPXkY6B8SqkxCW9bshB525QX4ezWo3+jkK0YSd7lU+6qnmIrDt3GLQ3nUt7ojnPSbjOxocycSfQT49yd52eRF9PhsI1HxJPT7O6iu+grCs/vN0G4RLB6pjPpUPyS1Qf+UyWgbttpQVF3K2pA4FEMUW7rSS/EWsV3QDqNB+MGkLR6gvZ4S2noe+VQ/ihstjildQWPijx7G1vTfrTYmfi12Z4MLIL651voXjcwzAH6y1vp9c/oDsduT6WuM3DcAeDWAj8Ju/uNztda/Puc98Md5h3VfY+I20S/0TAD9g5HEdBa5hP6rIImOxoH+QcYvWOoV48uLq29rk3a9r+gwhwV+GdS+2rV5ylfc+rCxL2z1k01ov9yKYMjoy2qxBIyXDlJW5WyeUpKQ2LTHiD6zSdM35Qr8nTgVD+MJ7Vg5ZnvKoz/1tUbEaEMlxasvCOXxvKgd2/NibcY5ZN4+35of51DlbRki/EaqyqiPhP1f7JQJ6Os2on+5qz3m6XWvZSCGaPjqf/Qs8GQVAxzM9KPniXrqJ8yh+lEfXjqZg75Un+kI/1q3WKmrNtWn2lVfBf0EV+86Rps++qZVV9SYuEn0kn0C0zR97DRNZ/NmF++Zpulbpmn62KsAd1RK6CfwZLQPsYj2ZkqGDxMynoXHBzV5RWSiiVNGKTq8hHF3bHGw0ec99Bs/ZfQ+IvofU9HG2ZzPm5n6EW1d2fBEZBP6DXyIFYYXJZ7RP9woy3SReID/EC5Yztc9tBNbgXZzq4hlZcIdLOv6y8yzDzVdvRPQ1h/rgEfBeHJqgV+XxBPRlj2hfflG9OXWL03ms+taV3dktKtPkjmApW4tMd/6V1vZ6Eb01z7TCbs6jyY/or3miqMb0ZaLvqmj+QFtnSt2tXciedngUFnFeU90M5aGhZLVT2jvk4SWKHeC/nnF65mbYCWD6y6WVRNRdEkFbd0qBh4ZbSON9lmuKDaz8J5B+/MzXbEEtPdMQn+NRSzlK/Cvt4jjUz3gcUtob2MCwNcCeCN2O6L/MuyWiHhDHzeLItqbRimh/0LKc14WPuVoq4g+sMw9oBz1g/iiLW/3tgR/2Zml6KSz4KA//qyJtpLIZuHfxTIHQ3FaOZtncWiexVkcWYtJl3h5WLyluwHLcsSC9k+kEctP0OjreSznMs38M7Sz2tkDdIJdvXgvAvrgyyYavxnty0sfqAyVssmnjYDlpUS6i/YPrQXtly/5Ee21niTU+Q/ETj8J7fWu+jat9mnLyni6pCy+yszjz+toLxjZbPJpP2BZaaHYEtqXsfrKWF5wtE889BvR+9ayZJED2uXOfInTr22wvWNOF/jnj4fiK+KzCC7tcdLjDMuSbpZJMQT4vTdF5Dx+QNvYom36DdidSx2S0bpRHMCysV9E+3yJWM5hkXySxo9JW2OiocvsgPlErVUbD39jmqYvPBKe49L7JZ7nMKJtgRejk7E8YHSJXDBhQfsgZFdcgH/zRbQvfE6aDOi7zjNaSqKnfq2cymo+eQV9wwboh08ocwftcICd4JXRPgh0d0egfSgGY58YtTy0rXM1lPQLjD0mnMuS0NZHMrwIv6GTTQhJ04Y+pFVWy5LQvqDII12grb+7Rob4LBWxzXydGBfRvmyJh1iVItpfRgN9meiTaX350ZfqE5slO6YfJJ4dfMnRT2jnKinZrn7FnAQv41r3ScKMfq+TaOQy2nNFOxxeCEaWOID+XCmGAuApUw4l5UWTFx0ZpQB/7kExckniEQv+hLZnJ4tMMLqsW8rclXREX4/WF9OcB1REPqI/r5QHLjc8uNFR6DITML8Tu204v2Fm/QHsVlV82nGhHZ6efnKq99+N9mLjS48U0c8qtisbssRJWeIJ7Y1LHV3NoXZGf9bjV6zONaB9jSuOIPkJPaksJ0Zav4p5lFZb2aSVp7LENvLF0K4U8OxaHc+mhy2jf+Gp/kgvoK9r+h9NJhzhoi0r6632Ub/ZhAHj7n2LUXVon6FnQykZ2begfWnS/j5aWy2hPhLW5xLA4auup5NW8kb5QHu9BCwNaouP+hH95NrkpClLnpLlx0Ec6J8d6l/vb6vnEXFauTSHNk9xUsZ+cCgeyiW0562IzSA+1b4Sde0kWNE/+gTMV0z1/uV3YFil6f91O+ZMXKYx8RR2yzM/eWa9AOBP1Vp//MjYDk7NL8iB/qYGLrc8KaB/wN/Drma4QRL5ajeJDeZ7E6hUxkuzkXEykKWMvdHogzgK2nJGI5PgTzhTOUuKhfFkfMHIqN2EflmlHgX9ZEwlylh8tncjon/oe9htOYDLL4dL8M+NyqksKUk6CUaV83xbPmWL8NSvl7b+PXnPp+WNMOkyZouB8VHjLGCpe7vUVf0ntPWnGyopnoD2YyLCP/8jUj9R+PoSVxmgxaXk+abNDH+1WJG0+lIfEf096FHE+l9iedi6tHjVlz7bFGc0cYYJ7TUY0d9bAW3PkvU909EnYL5iqvc/7zC2pi++HY2Jo23q8Sgen/gRWN8MJqHfsEY3grEbtHibwZzukfc2XLGbvSjfw+rhG/nw/mlwmc1grB9vcxhPdlR3enhlTsK3ZY6OrREWa9+rS8ZH18Fa/XjYPH+2/GvneXRekyNjfa/Vzcj+vnMfHTmP551zr5yj8xFF3yvvWl0Dy4ZISdJenUX0m3J52JU3Ohf2nNq0V7/76tHaWTuXI34a2PbK6j0TEi63uZnH479nLqszOq+ab8tiN7sD+k3/RB7H3rTqY1Dr6w5zHBvrVR1750zMKzf+R+za8BXA92DXM/HOo7ZyjkHvRz/RMcLv1iO/YL1rOEuYsPuKD1jGtiOWL5UosoyTguSpzYD+64sYiIO+FSM3ITrB0upnfjT+mKYtJdVT3wVt3TGtxEmBFlswabVPom0rV0RGx2Ypn9FSwFKP1FUZi5n5tEk96iS05Q4iT3zaK6S+GKd+MLyC9rpTXdVTzFYGJk+HjJLwPVukYGyngW5Be04owzQxW0waqnwQzBdiU+2p7gsiA/jzaojV+mZcbScTUl/lNI9p9aF+vH1ZNB6xXF/F5Ksd1ofiVixBQmtDMVL+BEsvgB1aI1E/oH1uEFcU3gn8erF61M3oexltvqa1N0v9fALWe1WPTfUKfNwguswEzK8F8Lew+8EXAHz2zPNu3UebXoH2XwFKEW3DoTj5eY5zshx53lg3ZYH2vxKUoV7G+EUO+A+2MIfUIXZIfISFeyoQA/MVG0za2lA+03qQThxZxZklXYw9z5fyaZ862cQzlvMYsZxbymX4FE1a/VMnwB/bLYJrpEt9yhNXQP9QjWj39TiTfO2SDsaX+jtBS9oAS2iv4xEliVM2ShkylrH7ILasXcVG/WD8RPTDd1YH6M+T9eVh9Wx6WCnP/GDs2HNB7MnY4sqfC7T3ZJnDIGFC242veL1nS3R4XDIMkaEPtacY9FpVv7SnadXn9ZfQn8OC9n4mFsXEVVZaBtpJaM/ZC5JWO28RnCeSV3B8qtgaE4ZecgmZJ2qtX1tr/Q/z8TcAPHFkXMehd8P/MtL0Mw4/zXG+/PWrM2JZZgW0D6Vk/CThUW8kZ4l2iUf9BfTlIdEX8+2LTrEW40/3M4hGRjEW9A+3U8njEs+M9qs3oX1IKx6SxUn7Ni9i+WlUEjzq08rTltrLaMtGWxmt3QT/PHlEf6pPfoL/t1HSiQmpd2awkALGLxC+BON83EFb9+RntD1iEW09naM/Ty+gvTaTyY8mnQfydpmlxrPwqMt84rXyyWDN8F+yajsYbAXtUt4LtH/4Bdry0gewW1BPXsHy8o1im7qKKaKliL4hROI1rw0c2izi/1Ti1Kef5MSfNDKKkb6K+IpYypfRlsfits+hgKUnk3JZZNQmzwWvZfs83uh6aN84CIDvxK434qXz8dkAvuu6x2de1DjXvrE/OxbnHXZs045b2rG8tR9b2THAIvnK98ZJo9gHlvFjizWJPYvB4rb14GHxygH0eJV/ih7TZX9mNqo7lll/5DQql9bD6Lzac2/LPPopW3Js6HnR+rBl8cps60rxe/LR4dmy2HNpdffVvb0ObF169erhUdlkbI7qUvOs3zV5W37vvNr6G5XHK4uWw7sG13Ct+Vvz451LrUvy9v20zerYc23rxZ4zSJlHOmtlHtlUGf2JWMT4p3H2Gp/TOPaciV+KWv/MYY5jY72q40FXc1QA34ubuprjZVO9/2r444CAP96ovIyWIvwVAYwXtC1vxq0NJYvB+rREm8RAP6o/+qeGtRGwXs4kaQ9bWkmr3QR/jBhGRmeOe8sKE9ruYdpUXxZHQX/OrE21Qxn60i7utVUH6lNt8uvwwmCjDERf9WibeDSudlSeOllC2lW++hzJJ7R7h8DIWXsjnEoR7Tbr6pPnfrTHyAhDmPnJkYPkJUmrXz1UV3nqS22VOQxYtkmnX8oXrJ9PrQ+VgcgC4+XTGS0ltCsrVD6jvf7gxJnmQT3FtYZB5UhBbHkrSJSIsWD9eiK+mY6+muNjpnr/cw5ja/rvb8dqjsfr3xxcGpqw3Pj6E6o8UIwmPzpxvbkj+mVseiNbmwnjF6/GlezST9op4jugfVgU9P4SlmGIE5MX0f63IqJ/UVqsHil+tU8dz2ZAu0GR2lC/9Kn5+sK3elbfszeya2WUEi7XtU98PHfUi0YuYdxIVR3mhTm/OJjVRha+2oLJT+ZgfkBbToszCd/aJHn3g4cX8OcxeQ0Q6pEy2mve2iUOr8GimD09SwlLee2+D8kJi4NV8UQnT/3o0nAPazA+o/BGy2StP7WrNgr8oaKEFp9iow+1R52CdbLLS4PxYekdAJ7aGhPXQZfpmTjFrifi/XP6ZQC+tN7Ev4ZOU70f50Q2mcqP6B++Cf2sfrsbXzZ8yiXHfpC8gv7L38NH+8mRsfisHn0SGx/oo69rYtU0ecRJHBa7yq69ODwiXo/Ur/fbdf1yzujL4T2ArIyHJ4hv+i/wH7zEow/AjKWXytOx+4aoH6DvRUkmpC2tE2KOoqs+lSL66xLo7Xi6Fi+xqp7apIxedwlt/Vpfa7iBcQ+JhvswkjLaelcZ2lNeQF+2kT/1YctAvqa5WV6Ef59SP2N/ndFugN8oU7x6qB0bV9zAcn/ZFUTFwaITOOHIqJ76ssT8gGZjsenkChoTn30YW9OX3o7GxGVWc/xaNiQAoNb6vvn/6TeXAvqHU5jDjPFDKGG82kNtagMjiV3yeBPTDn1CZNWvNk7Yi3AX/UvOYiWuIHxiuEBbVmKyNqPDG/ks6OvOe2FQNqDf/Y4Ys5FneI7+S5IPMM6ep8+MlrQnh76sTDTpjGVSIGWJkbxs5DVNe/RHn0XSFyZNH8X4pP2C5ZwqrnfBf+BnLGXO8F9AGtcVH/SjNoizGB1ePwXrw0gRy+Q+5VH2LpaGKHvFtDx3DZ8h4C+PpO0I/9q18kB7Xyq2bOKc/GhxME07ioO9F9a/jauOxZid0OaR9H6xeQHtfZjmkOmMcfksJt5fF2KXkyqtHnUTxj19NoyClbioV0z8Kujx6dS/FF2mZ+ItAF5da33fnH45gH9Ua/1PrwDfQenpp5+u9z/uTX03XZIwiUJC38sA+A8NPYBxN6HaKHPcLv8LaG8Y65MPe4vXYiYG9UXK2N8bozYL/IaGUhB5zaO9kQ+LQ+3Z3h/F4GElJfS/91b/Fq8llSnoG2gFfbloa5SndomJ8oBf7wnttUrZgL4eVH7Nf3YwJ+wn1Q3wXzgF47ou8K87EldI6NdyMn6sLn3Tv5Ly1Q5JfSj2URd6xP65TxYXifu+sPcsocdn7dGWh1exXsCfowGszyWKDl/9UZ8+FS9pVFdKtGnnR3iYmKe9e3ng29rPS3zKV9Az8YcOY2v6stvRM/GSS8h8KYDvnabpL03T9Bexm4D5JceFdWRK8B/c2oqO2N2E9guqGL2I5QFe0F7w0fERJY4Zx9nMZ2/BHaw/6O3kPY0nLDdhEFwZu27TLPyA9gs9SsgDsz7/fgrJo36G32ghn7gYp0/aIZ82tUy2lyFJSKxKmm/nTVCe6YLxw1wpYylrQPtwtjhsmr6i+M5oMTCdRJZ5jCsFidNmRLusWfWSpKmbB/lKUfKVsgkpU0xewtLLkNCef7WfZ94F2uGhiGVIxPqPEt6RPMVsj2yOhLaulSLae4B+1YcNs8NLc/j87IPDFsXkM06f98QmD5XLs42zOTxBu5w3o79W76H/nbvGiUXru8C/DonzBH5d2XSesXJILwhfZRmeGbni2GU8GHsZx6d6wOOW0KUmYE7T9KsB/DYAE3bLQn/g2MCOQU8//XS9/5lv2iUK2hdgwLj1TRmgHeujnvZeRCOnFOG3xtUn9QNaHKpjMe/bNOuy5Pm2tiL8CXCeLT6UbH0ltA8a74uFlNCfD8W6D0NG64v+rR3yeeickosVHaA/d/QZ0A8FcEhDddVeceLUpw9Nq/9k+J6s5VnMeUUuo51cF9D2hCS0+BUTZdZ8PAipz2TylBfncORztFrE6tImeQHrvVMJ4/vSYoCTT1L7mvb0PDsWk6ejthP83qXg6Nt/kKieNx+DOGyauqRgZCkzmshObHHJO/oEzF861ft/8DC2pr96O3omrn1t6lUen/iJn1irXVOta5btum27RtrKJozXult5u1bcWzceB/Y8XGlgx/Nt+faAsat1kzDew+IUPR679tvDMKori2lNNzm63nmwZbN2PD1vjfvItr0GLNZzsTmyYf2N6mWtflU+oV9/nxzbnr+Efu+AKH4j+n0MtPxevdv60vNh6250jq2slfHsr9WXre+4x4+eJ69cXl16fs4dPNHhJfjXuHc92PSorNae5Wuetz+OxTw6d+cOz5Ozoa07W4f7yidxHHufiY9GrV94mOPYWK/quMwwx+2kgqUrEGi/PBL8LwDKUiZh6QKMIhfhd00mk6bOXbRfEEpRZIk5om21Kz7aVHtZ8nlAQtWlvYzli4P/FYkiX9DvuEfdE+EVjL+0yA9o60qxKzbVTUaWkyS5ayfQ+iVm3clQbaq/M+P7BP5QQMLSDcz8ID4Slq2ATwSfJbVPfWLTLuc4H2eSBvoejIL2HASMZ8ZniQeMJ8wRp12pwuEv4qd94iePNhP6a5g6QWQU513shnAKeioim9B2h9sllGqTvrMJSVHChGXYTDHrQRuUzWiHMwKW6+HMwaM86hX05yvMxz2TR99KTPOc0h5tePbzfPD6UR3aTGh3mlVsQL8XCUw6O36jHAFtzxPzz428hklka8WVUD3QcUvo8dpnQidgkhLW16KnOSzoHzjA5bsSmQ4iZ2UD/GWAaWALjiyxMh0GsmpPsShfuxV10qe3JNbGg9i03ZOjfRbUjsVLSuiHAkbL5qw87Xt+rK8kYZR8xRtERv2MiPatb9oZTTaN2N9tbYmyHq5s0lH4fAGfob/esiMfsTRCLsTXXZMO8K9joK/ThH4fFdooGN9D1ibDB5lQSV+K0cMCR+7F2CbGgl0D4QWs3+9qkz4Avx40HxhPjtWh24TxfQ34da72AvrJ2mo3Y7xEW/0F9PXg+bZ7WiQAz1VM03T8YY7ffxhb05ff8mEOAL9jJe+zrrtL5UV1Tekwx1oXHnlr3cmj7jbNG+nb7kGvG1C7vr1uPsvT3wdHY2tkw8tTHa/bUXU8m6N6YvzcyUuOzbhi39r1zkdy8uz52VfmUT14abVN3TRIe+dwtF03r4U1X6P6pF3+mpt6tm4sbq8b3iu/xWvzk7E3Ksu+87hWPtXzZFXO+trnz9ZRMmVJjo19daT1subfK4tXBk/f1rFXTyOca/UYHVuKSdOjcozO4wijreeRb+XtXlLHH+b4k4c5jo31qo61YY7vmKbpH0zT9MucvD93+GbNFVHE0tVWsGvZ6lpxpTPR8YgzoyP8Fjz1bdd2cmzSRsbStV6wdHl6GNTvGZZyBcHCuPUZJUwGY0DfBU3KYo8HcdAGdTj0kLD0kGgXKCmJHP1mjL+CgsGTHTkvXUwezx9tnAqWYGTXbEeTzmi/rAKWLzb1UQTDidgJaLvfz7AMd0S0X3xZymDx0e6zaPd+oF2eH6D9g61iUdv0FdFi5ZFNHnGcmLLQH2Wi5AP9tUkM1i7DbNJ29Ycnz0P9WTxAv7pI+Ql9V7zKK9FfxPLlniWf9VHmkCtzaD+hvaZULwqvYFnZoZjVP9OWaF91GE9or7UgMsQMkSXOJHzqqpyNW4zEECRUHKoHjOv/GFQPdNwSGg5zTNP0vwP4SgB/AcD/vdb6tzWv1nrjNq56+umn6/03zas5IvwbKmG5ke0223GQDtg/dBFmXjH6Gf3DkvbUX0Trh3Z0CEHlOZNcqZi0+glY1qpb/7QJ8a08O8OfvpgP9N3k1oeWRYctdIOfjLaObfez+lO/1LW+gKUr3pZFiT7VB3Fxl8KRL6BfM+/JZix1G1YwqZ4l9enle/IWK3X31W1CXyc2TlsjP8xP6Bs61LFDZPRLstgUl7dVPn1lkbU+FC/lqKv+yCd26qg/ppVnSW2qz+TIevKebEZfNxH+8MMIQ0E7f0G3Ck+DQ30Rh0dWL0pecGSVFKvHq1cwzPHRU73/+w5ja/qK2zHMsdaYeHOt9ddP0/QrAXw9gLcBuFdr/XfMu0qgh6Cnn3663r9/H5imsVCE//Vd0D5k4ywT0I5FKmX0N6zmKSUsG9pYHMynH7WpcS5zS1jGsCH5o7Hf7PACxpspKTY7ZgnhX8B/EFjKWB5Uduktbdp/HpwaOaUwh+o7Sp7FZGWyE6ffNNCPxq/qkOy1Q1K56PCtv2Lyo5O2ecxPWF4Ser2pH4YR/YuD8zrUDkOrByc9aqwVUwZLUfIZD/D/30J7TEeMl/HSThIb1peGihno7/2M8T2veAH/WoomnZ28DJ+Yr34i1uslO6HnL6J/JtjrOcNfamvtKpYA/z4ljbBSR/FQ92xrTFwHvWSfQK31h7H7Y+h7APzv0zT9hqOjuk7KaC/UiPaBcSayAX1XJ/mkhLYbknnkMb9g2Q45on8ZFOEVwyc9LzziVFxn6B9I2fGZxV+Af7MzPMNSB9p1bV8Y6jcLn13SfADxRZXQdlezIUGs+kAOgjULnwfQPyQ5vJAG2BjX1R+0q3ZIGf2qDmtfG1fqR1egZCxbpZNHuwyzsa+4o8GbB/IFy5BTnDEU9KuTovAS2ln+Gf1DnWnqEwN5ZybvHMsmbSpniflR0gX95DvFFk3eHbRlg8hTzq72sZSwrCpI4ieLTDG4deMufX6QFFNGey2fij/mJfQfE8RC/2eGZ/FC8oKEikVlaFfTJ47MC2iHO5PElQraxgn90pbaTCZNfeXT/tkVjhtswxwNrQ5z2KGMaZpeDeD1AJ6otX740dEdmH6hZ+Lu3DMR0H61A/3DifnkFbQ3rdqJ4ixLnLpR+Gpb5eDIqn4QfaWE/ma3NjXt2aEfYqOs3YCG+daP9W390Sbj1o+1n7B/hYTd8ErtrGEayaQ5LOhnuXs2Rj5GZPU0hGNL+ZRN8FeoKE7FFeH/z4JHRL/8Vn1bXAXLveDlW4qXkKFcRnsOssmjrSB6CT1WTZMClm2t1b4dKkyCwduYSX0QH9Deg9pzlkRmNHzk4de8gH4YUvXsPUp95u/jM2/NDnlJ/GvdkVfmkDjpi7S2+iqi7e31ejjXVtfMjYkr6Zn4rMPYmr7ydvRMrDUmYq01O/yXAfjjtdYvPjK2g1PTmMgmkzcFMH5QJCetuxpSL2D/OOoaX+PabRjRjr8H9A8VHcO3voJgV9+eX+WREvyXanD4CW2XrvebZwim4mBY85nFh37tWb2IXZ08gf4LJ0o8o192GCWP8gHjFzlMHok4vQcorzv6VWx5JbTkYfZ0KAesX5cZfd1HtKSYkxxFZLLJI8Yw5xeRW9uN0sNLvwVtGaxMRNtoAMZzXS5L9uMjYP99RT4xk6hLuYC+Dovo0lbA5cu+j0Y2R3at/YR+vo9e2+R5eFQXWG+wadqL160xcV30+O0zwTkTcWZmEeAD4kn0D5qA/qWm+aSMvoFBuYzxzW3tWGykhP4hr+kC/w+g3pdScvI9m5qOA1y0oQ8PSFyxxDmkHbWtxHwrTwzR4ak8/Svu0RyPyxJtB+HRvp1o+aA+9GVnbTBMWOpR58gA/vVJiibtfR1aGQ+HYtWvw5G9LHE4ac9+RFu/2mCkjP3zpuapb/Ub4fvS/IBxj0s06YT+HmGodpPwgiNvMVi/I3+Kizpezwf9FvTlGfFJNt8+RxL6vV4UD+Paw2M/3Ggnot8UTf16fPpj+iobE7/nMLamr7odjYnL/IL89lGcw2zidkVCxHKRWl6a0wn9g+sT0C4rzWgfIvRR0N4UGf1D0soW8ct8GFvEp9h0DkWUOO0oXtqjbhQ5xWvJjqEqBuKO8Im+GA/iO2PpVUgGG4l5acAvc0iMAf2Div6YTypoKZswDniWiM8SZbV7mXQXyxCFyme010ky8YT22s4Gk57vAH8VSZRQ9TP6+TfBwZfRE/PUl/qhPaD3qfg532PNR8Qy74YvqWiwAu2cm4K2QWExqU+VoR/b6KEc9ZSf0N5XSfIUQ8b4vlEqWBrP2hNGHn0W0SGf+JLhA8tPxwLaOTMqR4x2mCTMoU6e9ibg0gbtZCPjTSYljgx/Z9lj0+PzHX45uu6NLq7y+MRP/MT6C3SOy21MZDdX0f9UnA5kvM1c7EYxaxvH2MPKWN8Wl/2XBsuaBn7tRjGjerB14pVZ6yKhL1cyaesnSdlOHTvqJzr2bXzt/KydB4uT9Tiysy/u5WmdKM87D8mxaw/meZsWreFe441sWFniTvD/3RHh/y/EszE6h56cV3eKV4/o+PDKaOtez4Etm4fPynjnPxqfNrTn0h72PyFefa2d833n+lQOe91bvLYsnuwIgx5WV8vKfK+czBPCsTetegK1fsFhjmNjvarjJdfdmLk2egH+F1tG+1UX0bbktVv5BMtXO3V4AP3XYhCbSeJqP0uY4X95AcvvfOlLx5rfJbaB/gs2o23JZxNXbAltmVSvSL7ykzmUCvovERL9nUlIexE9ZfRfjgnLV2YUHu2rPONBsMHEFSM3f1Isnh2laNLJYFN8tJfEJ794i/CjY1f9nRlcEf2sedK58IPgISZvZn4SHo8seRdozytxn2D8VUwbReJBZNW/bjJXjC/aT84BtD1YtE//FlNGW/6CZRhPKaK9F0+MDeJLWEht3DH2Epbzx3tA5TOWoYYs/IDlXklo7zViYZr2o8gnSV/Mvi+we1YW8aPxKKH6PEV7zkaUTUgMmn+C9r7IaP0y7yqpHvC4JfT4NibSHEaHn7AMOWS0F29Cv3yuzKEuZczGfkQ/JJLR74QHkdd4NLyA5SZTSgZDQrs0jfkX6MuuODP6Gx1YuooLlod/xvICoU36KeiHAZgX0T84SMXIqF6QPP5oijL0V9B376oN9Ucfapeh7jCo5UhGVjGrbU1T9s4g31KEP48lS76GGe1P42xI3SC8Z0WmiI8i/qPgTwPbmHW4xFTlohwJLVleNr6i8CmndaJEXWKhfaB9QTNNGRLPdcByLeg9FtDWk9o7Q1sXGcvzIEkYnbh+lHiNfF7jWXgqFwUXGyZl9l/QXrdMkziEkYyPgqXOGaevu1jOc0A7REQ5bdBqQ4s2osRh8mgjY6yX0Tb0rJ2roK0x0dDjOQETaFd06KSlZEIbL/C/iGlHbyLNS+gfpCTPluapPytndZPByDDM+aO8gvaBoHYT/C8Gz7e3fM0SfTOusopVfVJebcDJS2gbEtZXNnJe3j5SjOrL4rLYPD8WB9MB/lwN61t9JCwvpBPDs37V/yhNX4oPaCexKjYIz+p5k5KJTYk+FQttZiwNSDtBWjGoXaub0Z8jzdeJhB4+8ssc37fMkfl2AiF1LzBe6UMb2fFNvEFwFpEjnzYsj0RcdvKw+rc86q1dY4pzny3q2VBtqG1vjlPGbtBjpqNPwHxiqvd/92FsTV99OyZgPr49E2fSiNKbvKB/iCcsrf5s8vTLlRd4QntTaRhFl/Hg8M4lL2H54rR2YTAVwZUlvxhZ4lSdO2j/15DhfzkSp2JJWOqAmCGyzFe7TCeRIx7KZ/Q9BrSheepHeZYilv9jKC9LWvM8fLRf0NYt7TCfNu2XmVKReJR0QnuuMpayJZOvGBPaXqfk+NY0bRWRjcae+gGWyaAB7fWgVNCeBw5dqbznj7qKW/1ntMN2wZEhRcGo+AKW+4n5aY6z500xqa71e4L+egGWsvJcsIdD8XLYh8+fiH4iIbFbTMSradoPaHuZMpYy0g79sUFgh6aUgsSpa4d46Yf5Nh2x1LmWI6Ktf4hMMTK8j7QXKKP/F8tV0dYz0dJ1T9q4yqOZgFlrrZxoZCcf7ZucpJOG1nQ4YchOVBrpWRsJ/eQmGN821ElK545+cmwltJMdk+grtrXJZ8mk4wo/Gt+jOrbyxGl9R7Tl8M6PJ28nBNqJqw96DXi4RziS0bHn2tNdK88+3lq9a9z+1dXDBYwnWY50bX3opDqbz4l/a+VJTr7atTpWXv1q/BztdWDzrF3q63U3qtvLnCfKjyaIr10f3jnxdEf6qnu+cg72lSM5+L2y2LpRmTTw6dmgXvNoP/IEzI9CrX/sMMexsV7V8fj2TABLy9xbVpTg9yIkjMf0gGVM8hRLT0YydgKW1jltaZxyBe2XyR2xRX7G0gvBL+48H5xkCtEjPqbDHD/B8oXBHgruFEg/J/C/BImVdnUsE2j9KWUs4+wwemqfvSUJ/uTCgKWeFaP6jmjPVUa/bt1uqqU6GtpxbZXlVxIxsRzWVjF47mAZv1bbpIS+zpOxYetPfQbJA9qvPrXj/VQti6xioM+MfmkyJB7R1kfG8qV+R+R4PIml90PLoOlkcNCnd41SPol+Ed2Cpe6ex+66p0/q5DmPceZxXsKJ8Av6elY8tJnQnpdT7HbojNhNos7oz7na0jygn6hIX9SlX5Yho99si/LPor0/1Le1Z2UK2rk4UeK0zxAmn+li9DNaou80551VbHS99Hg3JvIcXqB9IWSTT4rwGwZKAUv3Jl/Q0eTTttpSOT7Y7oksqTi6xH8hPMVKuwVjimgn3RE7/Uf0DxCGFuMF2old1ncQ/YDloaX4VVYf1ED/vwzaJp6EnjKWRkl2ZKKEtE+cSfwpHrXD9Mmc1oYf7agfypMu0DbegvhNDl7FRTsn6LuNs8iSFHtGW3bFlCS0eawDnju1QyrGlmKgLDHr8ayRJ94oaQ9fQHvda+OalNEPfWS011gyYZaQevTD800eZQLaOqMv2s3GD+W4H4N3L+QBb20lVTI47qJ/ZhXBzTh1qK86ebZzB+3KJNWD6KjPZHCqTYaUjcaeve8pc11UD3TcEnp8J2ACyz86lEYTkRL6CUWWIvpJjAxJygf6hzRlg/jVPCub4b9s1LdXpmRw2oliI3zJhB5PbQPjP0UC/ZdbRD+5UW2pPfpRfcUcDY8ydhdMD1+UeBC8azbPZllOQs3Yf91424yrPZLdYTCgnZfAeHIwqu+E/lqhHOB/CTJN3ejIKY+keWuTJvddc8AygRPo7wnrKzt5yk/zwbpXPJ4tiydiPEk0YPkbK+UUb4Jf/2orGd8B/mRG5nu4LT71q9cWryvas5Nr1aZSNmmVp684kAsYn0PNV5+qo5N5qWfeY0efgPlRU73/2sPYml5/OyZgXktjYpqmlwP4JgCvBPB2AL+31vo+I/NxAL4OwMcA+HkAX11r/R/mvATgvwTwr2bx/7bW+h37/HaNiZ2x9gYKMz/Bv/ET/NnXEfsfYrRfRI956kfj/Oqw/tQvewH0i46+aMvbjlZl7AOdOhfGxomTX9A/NLiTJ+3TRsEyFOC9HBWbYqWc+knwG27Z+FRbcOTJU4yWaC84MoopGhnaLY6skuKwcY+ntiJ6DGtpPY/MS1h/wGsItMs/LeUBXymib/wk+L/oVizU1ZdgwLgxleCvCICTtvjg5Cf0zwbaOcVuiEb/cGttRJMH9A3FNUwZ/XnIGNdTQH8dapzyvF+pO1qZRpsJ4/N2jl0vm8XEOBweV7aQkpFVXcXC+NaYuHa6rsbElwD4N7XWL56m6XUAXlZr/bNG5hUAXlFrffM0TR8O4E0AYq31B+bGxE/XWv/7B/HrNia0dyLPYcT4AZvRk/Ij9i+LBNqXbDH+PZ7nmzz6pK7Fo/48XWs3mcPaox7x0a6GBf5DDfCxwdFRXExb25pWzIoHaL9sLQ61z5CNOO3RUbtR+GpDefpyIQX4jS/1H+B3V1v5MMftC9izD5NPnKMGYRS/5BNDETnmRZOmvPbSxAEu1Y0mpA37tez1JllehL/UM6LvKSEu7WEqGF+PcPheI00xpzlehDci6hF/ksPTH/EVBzEkyQsmbXXZq2l9JfjnHI6cYgto71eeW8qEPXYUZxSZs2toTPyuw9iavvZ2NCau698crwXw6jl+CuAfAmgaE7XWdwN49xz/qWmafhDALwPwAwdFkjF+UDwj8Yj2Qg9Yfmec0N6YAX33dcL4gU3/cearnMUWJW6x2xAmbW0xL6HvGYlYf+gpj/IR7cOCD9dsMESxwTgxWF8J7curiAx11MYotGP7wfi/K/lA/9OiaOwlk6+24xy3L7aMtnz69Rew1F0RmYT2gZzRn69isCkmxgPa+iJWO+YPkacOZdkwgOCgbMHyHxF9eSuO7ODKaBualoiXsozbyYEZfXf9BZb5RMSrODxMtsFJGZVT+ZH/IHLETf867Ojh0AaNNwmSsgntC1hD+qIsMVifGe29R5vU8/xb24xH+B9SdwQnbSe0jWCbr1iJib4C2jp+7pqG6h+fGQKXo+tYQgLg/Sb9vj3yrwTwDgC/eE4n7IZH3grg9dj1bIx0Px/AfQD3n3rqqeoSlxxxKdS+5Vhc+uT9O2LfEqjRYZdh0oa3FHIN22gpV3Jk9i3xWsuzS7nW5KMjb+vM00/o8as8/xtg5RP8cqZBfF89jsq/rxwJfTnWdEbnUK8Bb+mjDUf1aOvQK8+Ib+trzZZXRlsHWp5TR350HpLJV3w2z2Khn1P4ZVJsCf59a3mq7y1LHp1rWy9aP56cyl/2fGuZbf1bX+di29YX5daWZY+we3yLf3ROrc6oLt1H+pGXhn4kav28wxzHxnpVx0uO1UiZpuk7p2l6m3O89gHtfBiAbwHwhbXWn5zZXwXgV2DXNn03gC8d6ddav7rW+nSt9eknnnjCF4pYZukrT+MRbUv++YE8ZaIcac5L8JehnqKdCJYl70x0PWwkxWZlMpaWP2WSwamyQIv/HONeDaWEtryaz/hdI2t9algkP5k8YFf/2vtTTBjR9igVtOXnNsXWruKOIg8jk7AsbUzoy1EkT+0mkWF9eNcFZU7Qfilm9NdAXAnpz+JROdrMaGfTk1/Q1ksyMpoH9HMqEtprKGPZsOlkYC+grf9TtD0Y6rcIRlsG6lxg6aWKaHvQougQm/qKUg5bHuZdGGwR7T2R0V5LQeTVXjZ8JWK2fGKMaJemnqE9F2pb4+8SHmVPBrIeRfTXPylguc4pl9BeWwH+qif1X9Ber8CuOXFdVA903BI6WmOi1vrba62vco43AHjPPCeCcyPe69mYpukDsWtIfH2t9VvF9ntqrT9Xa/15AF8D4JMeCmzAstY8ol1SB7QNBMpoPtDeSHYJU5zDguXBqS8P3vBWXv0kk2floskLoneOtis5yaE4lTKWhzJf2Mn4SSLPZXgB7QOXthiycaRYLWY75BCNL+Wrn4D+3GT0XehMP+vk0R75Ge0yz2j86ovJUnB4tKH6QPu7aFJG/wLKoh8MPxs/PO+aT3tWJxpfEa29u/CvQeJRHnWLY4eyCf1QE0w6ob3+2ajK6PWIESIPk+Z5tDbYQFOdLDz60X08aCeivdc0niUsYruIjPI9UtmAdimmYiJm7jJpKUk8wh8etLIJ7TnQRm0S30H4GUsd8FkJ9Dug0n9Ge93pvU/ZKDxNXzdtjYmGrmvOxBuxuzS/eA7fYAWmaZoA/HUAP1hr/TKT94q6m1MB7C6/tz00omxCUkT71Ta6WdWOyls7nOl8ZvhZ0gHti1vt0DbQbgREXjKhxarj9CoTB/KUCei/TlXvBP1L/47BqnnUTVgeTHyh6hcRZfVlZm0UCUnBkdMQJm7z0pzmRD3NUwroG4L3sLxAEtoHZ8Qycz2Jr4L+GiCP+tGUyeKhnubTPzFa39HIFviTG8/QN/aUFLvlAW1Zo6R5PSa055e47Nwjzae9hL6hpOPxGcv8g+zoWVvWPuOstyI4ssTtskqgbZTSfjTytKn4qWdXPhFbQbuihT6eFBsZ/fUdxAblApayKf+O0VGfgL8Ft+qzp4Z2i5HLg3RGey0oTydsWpmNrpeuY2wFwEcC+C4APzKHL5/5TwL4jjn+qdi1296KpdPxNXPe3wTwfXPeG7Fb9bF/nMtup03ScUgd49OxRuV7Y4NJwmh40eQnY88bB7Q2vTFIi8/KKB5rG+jxqp7qeFuOe748H2u8iMuNAStWHZe2tta2w/bkPb9e/qj+NW3Pr1fnyfGjaW9LZm9L49GBgU6CPx9I5xCoz33n1uOdoi9ndHh2foTK2TF6Wwbv+ljDTJ2Rrsfz8jwfo3NIX6eGl9CXRQ+vziC6yfgpEt+nv8YH/PsmGvuUS44/ez1Yn7Yuqa/bpisee62qPv3xWhkQjj1n4uWo9XMOcxwb65W9168bwFUew8ZEre1N6d3ko3D0QNKL3rNjbyyrt/bAsjedtevdgGtYR3rW5j6ctmxW1/pfq8t9cT1PimetjFZ+TUaxjSZArtmhnncObD3auvHqw9ajlt+WSe2vTSqOzqF+7Dn0zvsI38inrRMra+2vNaasnpVjOPrXhz2XLLPWoz3X3v9qrJz1a8+Vp2fL5dnUZ4lXB+rbw752nVh5r274vw3vulYbEf01GNH+K2gfdu9asHnA8HF+JY2Jzz7McVsaE0ebM3HjKKPtSs/wu9uAtssuGz4pzHknxo7aK4O8bGzRdkTbfX+CXTdwQt89C4efJW7tk9S3tVnQdqmSvG1uk0kX9F3hCW3XbxD5YHydS5z2KAfJ0zTtRsGYRRaSr74y2q7ZM7F7Jrq0qfr0Sz36oH5G302uaeozL6I9Dwn+XAn1f0fiJ8a2jvtnc9BubFW6OTzZ4FSZhHaugJU7Q1/fUXwTB/OJX+WB5V4N6EnxhtnnmZP/JNq6K2iXWmoZ4hznkJfiK+iv7YBlW3pLGUtXfRDbShYHfWX014fVpQzzo5Mf0U5UJhag3y8jzcez6DfYspjVP4m4uYldRHuOE9pnFa/fjJ7oI2DXxNjokaHrmjPxaBIfOHkOI9qxzoR+l0aVVR3KAf4NrzYYp07CckMFyScGtfsC2peNksrqC99i0XXtaeDL6mn+mcEQ4G+MZP0Srz68aLcIjoLlvxWaF9E+WIH2RapyJ2jrmnHFqvm0y70VKKNyJyIfJY9+IflMJ7SNpyRyEf31pA9v4rIHqcxplpW4ApaG4IXBSrvUp49i8Cs2LQfjtE9fmge0e46ob9rJGONSUhyanx0fVoZ2ifF5I2MxZAmDyFF/hCOiLT/junEadfR6JT+hvyZJzKMc9bl3RZjTBf7mZ8SnmOknYblGFGMWGaDf2AvYNfbfhf4+VspYzpPFqnjIjyYMgrHg+mlryzS09UyQtJUbhc8vf2C9NyLLEZ18/SK0M7Cpk7F8cdmXO7DcSKfzcRdtA8Ta0tnUfEAQQxI9/Wojv5g0fSuPFNDWTUFbR/YBQ4zkjb7emJ8NLuYFkSc+fvkC7R88ycvoX1bZxCOWh7Zii2hfKlHyFAvxeFTQ1qnFQbvEpF+BEf3yV24IdAftxMiAthcjC8YgR0ZLXJXj4WFc/Se0SzKVosicmTzKFixLj6lDm2qH8jakfMJ4sywexMj87MhS/+6c1qXMpOLwI5b7OhvZhKVBq/LA+D9AGf5fhxnnMlmWmfc3/YU5PMduc70kOCxl9D0FEX3dhNkPe+eIE+j/Mqp6DGn3DMtzjj6SkSMuxVjQ945dJ9UDHbeFrnuc5SqP1TkTtVZ3HNCOZe4bq7ST6Ky+d6SBP+vTjheqT2A8Hm3HST3b3jjqZfBa+9GRs2UfjReP7Hj2Isbjwpcpw+hce/lqbw23N3EsGjtqz9usaR826z+tlFfzo2Pfynq41+rFO/cjnGv+Tgf6a35seIp2bsRaWe2xrw69OhnV2dr5VKwjfCMcyRyefQ/j6cCntZHgnz9N27kn1t7o/DDulW1Urwltue3csz2Eq5gz8QcPcxwb61Udj/dfQz26O7VfxQXt/vRxzgvou9qYr3KaR0rwvxIylh/uME0MeQ7fAn8c2frNIkM7SXxFR2ZNljb59UUMuhwuoN0Wl6ESeYpViZhGGC4jq8SuZc1PaLuB10j9ev4i1uv9sjaVb20kLNchyxLhb8bFuMUW0F5zlIfws6QtDyaP9tWu/keiOD4D+nobUZR4NvatzMiuxu2PrODIWF5CWw9x9qX/CqFcwW5JsPWh5QDWy2wxAP55U6JvzVO8az4LxnuhWCxq29q0/3dJaK9D758paoP2R364PDiJjefW31tH/zfHR071/u84jK3pG27Hvzm2YQ6PItqx7xO0XcQZbRcfJJ7RdoerDDB+8VHOjuNqPGH5TfhIRvfBiBIm9A9o5mWTR9koshlLd7U2Zs7meED7MGE3ZkZbDwltXfEIogu0dWTtKPaIdj8HkjZ6bB7t2X+vRKPLNPGpvuZpPEncyjPvy9HTqfjw7Kkta18xUD9i6aoHlj0Dstgtc6jDbhHt/iCWiuCgHdpV7CpLjM+gv86S8a3ywfDPjHxAOx9E9WmD+s+bPCtLnsUX0U6STGj/9xGxzFvw9sPIcugukBZHMrwgfM2z+gntPQG091cY6Ccs5eIBiSdJZ/j1xeEp3mP0q3FgN9FVcWeTtrgtsV656VgayF0l1QMet4S2xoSlPId2c6qC9qUcHZ21NPXKzEvoGxxJ5DnfwfqL6CcTQmT4cgd2X0p30U7ipCztBvQPL87HuCfy9Afh6bhxEVtAO0eDlOE/2CKWF1gSPrCMDUeTrzaJIUm+Nnho3/rVX7bTVoQ/WTOhP+d2C+yInmg/YCnHU1jOO3W09ySjvV7KzOO5jaKnOpQDlvFtphnXctC/fjVmLJMY7eZUunpFibwz+BTm0H61JwcPTD75zLMNEsVAP0n4UfSz8FQvilyQPPISetxKo3Jz/gntk9RHNnmMJ8krIuutIGJ4Lny1w4OyGf7upMDyvKDP4IR5tveCYNH5WUoR/Q8P6Zd2tAzWRpI4r9NHpTd9a0w0tK3msBTRP3j0d8WkLGHEepd5RPsPh4j+gQcsL+SAfodMDRP6ZZpBbFCPy9gC+q7Ggracaps4zyQPJs7QrjZQiobn7axI4gs8CbaIvnu0wH/4MkzzwVUYxBWwNID44mZj4MLoWtwZfiPG6+pORjahL5PFTjmNF/GjdtSW2tF0EBlb5/Sj8h6ejPa/MAntS7OgL6tHUWSLsW99qkxAew4jluv1VOTVD+0GLNd9QX8PZSykXfTEqv6sfUtBcFidMyNHShJXTAnt8yGhPf8Z/Uod4oroX9pZ8socz1j/Vbq9P5OJKz7lZZNWihK3eUX8J/jXiNqxvI0eGdrmTFiapiUe0d8k5MWZn0VW00p8+OnLjXbUrpLnQ8f/dQxYcZJol6S2IvrlbRHt8rJkeIqL9q0/hsWRVxxqY6Rn/aqtaDCqD6aj6KiMF2e41tjxtnW2+gltvQHtWDIxefXMfOVZ/Al+mXEJ7FzjX4SvtqPhKyW0c2A8eQ8T8QJ+g5s2rJ7ydctpoLU38quYs9HV4S+1YYl6yZHTa9PzrfhIWg7aVH0ul1QdlbH2LGbiLYYHtHVh/dJWQFtW4gTGdUzylnoG9M8X63OE2+Kz8pd4Zx19zsTLp3rfG9Z6ETR98+2YM3HtM0Cv8ti7moPkzTK2s5u92dia582gtvk6S9qbHT2a7awznr0877C4R7szejprdrzDm51vMSf0OBLaWdxe2W3am8Gv9aKz2feVQ3HZc+2dx+TY9vTseSIvYdkVkMe50aX9tfpOaOsjwa9r73rx6lgx6kohldU8PVe2/Dbcdz61/u2Oi2lFb1Q+rZd4CRsWr3fuLM5ReUbltvU48j2yb8/p2jWR4J+TtXKPym5tjQ76tvec3WI8or92rB17vi5JOPZqjpeh1s86zHFsrFd1bHMmRpSxdJcm9F/imqc6Ee1uiaQoobV9gv7rp4hNoPdFmQyfClrsweSfOTZHtkYUTQi0G/NA/Cb0X4nEQSrzoXsdUJY+FGPEsu6deVF8RSxfeywvjyw6iiehr+eMvv4oE2bbdu+QkW3y6ecFLENbwK4HIYotDiOpjmJgmjpnwismVF0l4tR5OnnWu8ByjQaRA5aekAL/b4+UJ3EeUhQeZSPaYayMpSfoBMvQFWVVJ81p4iYvSZ6tQ8UArM9/ySaP83i8PKtLGTv5knpJ+NHYKyZN2Yz+nEb41wZteDhVF45MMflpIHdqZAqWey+KnN4nxFXQUkR/XmnX+t3okaKtMbFGxaQz+kleCT1RL6Mfq81z3h3Ji2gfsrQZ0W8DrVgoA4lHtDdeQfvgCaIf0HcFW6I9+tGXBgwPWF4+tEddtaG2gf7X72dGroi8tVEkntDOUM9oy8uDsoqjoO2mzSY/SVx9U5Yv1mzksoTEysZSEhtJ8AUsLyB9AFMnCibiygZbRlterwwRbTnZYKBdjas+y6r++LImUU9XxlxgGQJinuJXigZnQjvcQfmA9lpjXkF73SSJF/R1o7Yh+dZ2QLs5lmKMohdFBlgaeXqvqK7iof9kfBSxGYxfoL0eoshpvvooWO67KHzGs+FZvwx5v56jvR8D+mE7vU6IJ6O9TzQsIvuoUT3QcUtomzMxoi+alpuTE8EC2rHHjP5rMTpyAf3XNcfgledRgr9m38OwNq4P9OPq/B16ER7t0SfLQX02FiJ60jLoGLBiiGgftgHt76Ij2peY+l+zo3x+ze/DSF8wfugXhpewlIt56kP3GVC++qQthsRQ0GPLe7BQJkq+7vuhGJkHwR/QP6TpT/VGROy0kdCfN8UYBrbX/OgESepjxQb9EA/zdOKt4qctGL7a9+pNcVgiBvWl50Ux0wZ1ygB/RtvoVP5a3OKymMnTPUKSySNljG0wj3bsHBDPloc1Yf3ZeXa599XR50y8bKr3P+0wtqZvuR1zJrbGxIg4ETMafpZ4hP9QC+hvyIClO1hvsoTlJaU34cin+k1YGjq64kQxW136LPDXshf4ZQL8B7cny68v+/C0+G2e4hjJUcZiSmgbJcmEIx79kLKRKRiv1LENpoDlJWPPs/VHvrUB9C9d8myjK8NvbBBLGqQ9LGpHbVnZMMcL+utBG8hWP6Lf1Cpj/VoiKbaA5ZpX/4o7yVGEHyVusQVHlnJeI33Nh7WvPpKDQ3VoT9MQnpdPmSgyquNhsjy16/mkTITfYEiS72GzvoPJGzU+guB4gHfV1pi4BrruSRtXeVx6AiZpNNnImzBkJxLpRKk00LMT6+xEPjuBaTRZC/AnWSkvoZ/slxwftlwjH4olDWSV7/0+OaIvq51w5dW/5lHe1p2tc61ve25sWaxPj+fVg3eePPznaH/HrHr0de74sz69iade/Xnn014j3iRSKzsqnz3/cZBXBufRK+MpxhhtXYzOjfLP4ZcpYVym5PhbO/eXrRebP6oLteudJ++X4BbD2hbjtn69MquOt128+vF0bBlHh04c9iZlPyDh2BMwPwK1/u7DHMfG+mIPAB+KXTPvawD8ob3y1w34Ko8HbkyMbmp9GNgbdO1GtTzvIbP2f4fRA+EU7cvHPsQUr/cA81Z22AeLZ88ru+WlS8p6DyJPx9rz6oPx8xU7tq7WyhCx/pBWTPt8rdWD2tj33w57nkcraGz9JvSYPdlT9C+Wd+ypJ1tXzN/3MlMfp0ZP68wLtTz7zqnaH52LhF2jx7MX0WNQGStnj7UVRWvl9OpQzx99j+zD5Gu98Tg3fu25URyKwdbfqG4sbhu3WG38AelKGhN3D3OsYQXwcQD+AYAfBPD9AP7Ui8UM4PUA3gvgbU7epwP4IQA/CuB1M+9zAHzmHP+mffa3YY410j0nSAm7Xfh0Nz+vi07zToRP8mTVBw+g78bUECs8tWV9kW/1gL7L93yOj4ZRRr5Jtps4wR8b3kf0oxiYtqtIgPFcDIuXlCWu/0jRfLu/h6dLfTsnJs2YiPMZjH8hH9APJVg/p9htVezhpE5A2x0fRK4YnYj+uvR49npPaP9XoaT+k/Btep/PEakd3cuhzDzaYxzou+0tXs9+MbYC2vMWREb3XVAer0WliHZIzMpFXL4uFK9iVv6IdD4UsPxSXHlxDr8cu11cPTzk2VDnnZCPFX3ijdjV43MP9p66kmGO33oYW9PZeJhjmqZXAHhFrfXN0zR9OIA3AYi11h8QmY8G8LO11p8S3n9Sa/1RY+s3A/hpAF9Xa32V8F8K4Iexe2K9E8A/BfAHALwWwN+ttZZpmv5WrfUPrhbkmK23R+144J6JWpcWsm3R254A/YrSLwbbytdWuP36pC37lbDW+o9ih93n3vAI5byvnZFd/RIZ4VA75/C/zqxtrRfv68bq2G7P0VfMCJtXz8DS7e6dn9Hwjydr6yyuyFsdLc/afhLWtldXylurlzTQTU6+rW+LReWL1HVy8tWm9bF2DkfXhR4W52j/Elvn0ZH36sWeT4t533nzeOqTvYtJ6nB0f1rsNlyrv4T2/ES094d3voH2mWRl9Px7ZVsrgx5r1/8DP7avoGfCXoMv8gDwIwC+GnMvwNoB4A0AnjW8zwLw9wF88Jz+LwF8x0D/lTA9EwA+GcD/LOk/Nx+fA+C/mHnfuA/b1jOxj/QvokpxDrOTjiKX4a/IoB7zMMi3fhL8noqA9ktc862PO9h90b4w85inPqlnvzgpoz4gefRFXBmtruJn3NpQDNrjUOD/N4D2bPwZtL0D1odigeEp5mjCNXn1YXs3yHvWyQtor5GE/bsWkqcrHrLYUUy0Ewxu9emVQf0F+JNANbRlAcbXt/e17tm0ONSX7iZa0E8g9MpCO8q3fhL888DQ+0PoiFQvCDarS3+eLnEE9D1W2ZG3fjHwp/EoaStr7TGfuEbywA6z3otqI4nv4MQTHrhXAriCnomPmOr9Vx/G1vSGy03AnKbplQC+G8Craq0/afL+GwCfAuBvA/gT2DU4fnpg49tr2zPxewB8eq31j83pzwHwGwD8WQBfAeD/BPA9tdavX8O3/ZtjH53VpUERsdw0TAP9QyCjpWT4mn8H/bp3hlHkEsY3Hsk+mC0OrviIaB9uwegwr6B9+HtEXcoRo8rTHvNJRTAU9C+ChP7FFcSe2lI7XE3CoZUsMown45/4i8Gd0J4/lU+OPPPVv9p43uQpBZFjGLGcN9phOU6xbJpF/7Sj6YTlvJIH9C+BgLY8EX6DTdNqk/jvYjl/ShntOVhrSMAJrS0bRvirY6x91bNEHW6QVbBccww1ntAPd2hasVEXaO8Ri1OxBGNT9WmDti0WynqYSElCexT050x9Af0+EEyrX9pQoo0isnfQ04toSNxGmqbpwwB8C4AvtA0JAKi1fsk0Td8I4KsA/AqvIbFm3uHVWuvPAPjDlzXykgdw+PhSRr8bHLC7AbgbXoT/8FNeMnn8MuPLL5kwi2yReMaupX+O3YuGctTjHAf7QyT9So9oH0AF7V9CM3Zjo++Av6nNqegVk+/hz+hfFNwRMYmPZ7CUtaD/G2FC/3CLIp/R/iZdMWeRT4JJ8QaJU059qF/iPMXyu29bHtqgDtCfZ9qlL5aZ8jxvRWSBdqMsxUXbtFEcHBHt+VHKcrCxS0oGd5SQcidoy29tw8nz8GTh2byIvn51t1CgfflbG6qnPOpoA41yZY6fov3LbUS7syNtZezuKcaBvhGqeRbLiO9ht2nrT23yKOivyTvodwP1cKhd1c+GF9GXJYo++UXy1N6jTPVAxx6apukDsWtIfH2t9VsHMr8JwKuwu3Kfe8CSvBO7iZ6kj8VuxsyD0THHlR6140XNmSDZsTxv7NIbF/VmSSdHbvR/h3OHn9COcSbjm2OadrnlaDx0bSxT8XFMU5fZJZHzZpyPcFv71vcorryEvj5tPajPUdkj/HNj8Xn1bM/dGv7o6Hp5Hn/NnlfG5MgT68h2NPprcmt1OuKRbzGMVnvo4S39jXt0Rvm2nHZlzqgs3nJeWyde/oPUEcvq/deH2JLIeUtevbqJ6M+bLevaUUTP/j/G+rNxj5cGNpQX8aIf1zj2nIlfglo/8zDHGlbseg2+DsBfXZH5dQD+DwC/ArsOgr8F4L8byL4S/ZyJDwDwz7BrSn4QgLcA+DUPWidbz8SDUpoP9ggktF8vQNsS98ZVk5M+Qdu6D7Md7Q6nnSKyCX6XckD7/w1+bWS0X1TRwRzRflFEtF/77KrP4juLP9pJaL+GiF3tk9S34oxYtl+GkaHfYnAnLF+PxKdlUb/qm/gwkClYen3oP6LfKAtoe3Mylm3RSfyyVZ76zSa0WIC2R4sHqcyh9XsieOgvoC0X9bPBqOlieJbIYy+LhwESEmdCe35JZ5IX0N4rqmPDLOmIXTkz2mv0BMu8oGJ8Z7Gl92JEW25iIh7KhBWdZPIYnqFd3UEcxWA8mzEF8aPbdVsixohlKMr6t1hIGct5fB5LWWmT9lWHfGs7O9gUS56Ps+oIPnb0DHYTIX/bNE1lPl5jZD4EwGfVWn+s1vrz2F3NP24NTdP0DQD+MYBfNU3TO6dp+qMAUGv9D9jNs/ifsVuC+s211u9/UKDbBMzL0jS1L3C7bTEpo78JSQntgy/v4ZOi2A2iY/O9tGdT8QH+Nscjm8RqSW1m7IZH/qTj29OjP+KgThrgAnyMpJGeyqodypMC+l0W921VntA2WjRtiflA/+LhRLU1HxaDLi1UfxntMkWra4m6WdIZ43Ov/DLQ9XwoTsaJb+TD88lltgV9ndPeCMuIB4dvZYL4VFtR5DjkArT1M9oZVWUCxnMcVG+El3y1o3mKlfGAfmmryqlsRn+9W6LfgmUrcztB3MOl9BDvpiuZgPmbDmNr+vbbsQPm1ph4EJqm/gYuaL8+EsazrfUm1XXclKdttR/R3sQkXVOf0DY0iIl2KWPxRfj/k1DfSgHtC1LlmEdi+c7QEzGVOb229bRSNDgDxjPJad/isnay4SuWNNDVf3/oS2NkgxjVbzBYFZfih8GomCivsgHjh3YyIcnb2yAYuWiwJMePlQH6RlhETxl+2cm3WIC2Lu05ICWjZ9OKN4mM2vawUnfk19ML6MuQTDjCmOGT9ZMdfRKfPd4/OCyWhL5hQ16G31ij/zXc1APa+1b90f5D9kpcSWPiUw9ja/o7t6MxcbQxpUfxeKg5E6Q4m9OxPx0z1HFKHRcsJm9tXNXas2Ox0fFnx0A9PN44pg298oxw018RHsd6vXX73vju2tjtqF7V92j3Thgd3fmwGFmvfB5OT260H4Utk9X17HtyWpa0R967JkZlY2j3ERnpjup5VEde+b0tss8dW6N68+LejrHq27Nrd4K08p4/O0/A4rT1YkNrd58NYLlOrewab19Z7Lkb2dJw7RxFR35kx/qy9aV5D0m4ijkTv/Mwx7GxXtWx9Uw8KNl9JyL8r8OCccuccprPr0P7s6QocnYXOYuBcR03tbKA/3WrutSJBmfE0pMBtF/oGe2XTpnDgP6LhmmLh38xTRh/2Vg89FvQfnXpV3PB8iWluLw9E0Zk80fDHiT6S4IhmzQpoy+b6l4W04h3WT2lfTY8Xeroz+qyyKjNiPWv5CRyGf19oOeNpPZpY7SjpPVp861tYDmnajOh/XLXMgH9Fzh51q6VYzqivT4Av5wR6z0lXh5tqx2SnkNLGW0vq5Id/mV+RDt8qHlAX9dnD/deOnrPxC85YM/Ed2w9EzfuOFjPhG317/syWvsasXpW30t7XwP268f7KvFseF8nZQVzkjBivLuk+rW7g1p8amutbr0VL/afFJ5MQl9fisseo/oZnT8vP2H5orM7DI7Oy6jco7qNTnxka1TPyehGk+edKw/fvnoaYffK7NnYZ9tisf9NWavbaHQ0/zLnYFTXnv6+ukmXsD2quwS/p2ytnN55VZ7nY3QuPBs8Rj/y82QPQDh2z8QvRq2fcZjj2Fiv6njJdTdmbhyd1V1YDJ/ryYHdJLqIZUUBKc9hQtsSj3NeMTyS8sMsm4UX0U/4K/C/dpUylr0e8iwf0W9iBcmzmE6MXxsmozmWZwAAV/NJREFULDPxs9hWLIyfSDoJnxjOxHaY+SdY6i/A/5oq8OdIXGBZ7ZFElj6zE7dk86LYYw/TCfq9HjxKaOs5C8/q3UW7JwYxUK4YuxpeOHLql3yVIQaNE5+ukAjw6yqJj7wiQ35Afy1RL5o8xokXaK+lIHy7h4LaPREe/VM3iq7ufRKMX8US4fcgnjuyTBeDLTky9yQ/Gjtabus/o79H4iAO7J5dyeQ/I7ZoW2Xo15LWrfU50tnoRtE2zPFi6O60Pls8od/ymfw4x7PoJbSrB9Qe5WkrSVpt0T7z7ZAIfehNrXboV8nyssnnj6bsz6p0KERxJ/hDPGqP+CL6OtVDiRgz+jqxaa/7NmDpoj5D63fUZR/Q1rWtV8ponXtyCf1wC30ljB+0GX5Zg8gUIz+id2C38kbteHFL3rCUyqeVPBgZS3EOVV5lrS31YWmfz4R+WE711Kb60LjqBSzDIWcmnzqKif6pF409xWJtJgej8hP8+vXIytJmhk+U9+Qilp1blZfRXqfF6B3ofXQlwxyfchhb09+7HcMc23baL4bO6q5BAYwfDORlRyYYe7ocMIme/r8hY+n9CGgfTFF06cu+nGjXjmnqvAfdbluxJvikL17FZecSUKYIz/OhvQx3Ja+IroeF9nUcN2H5KqVuxHhpGtDWGXXP0DaGEpavsiR6Cf2qHOZHsRUNvoS+N4JUhBeFH5x4loM+qRfQv5yU2JBIaOsKErcYgGWLb2A5XyqXHN6IND/Dv+6KYMloG2cZLc7s2AX8xiS/wCPGq4No18NMvIxTltdzwNK4YDyib2CTAvoVWfSn16OHg2UgFSNHGfVhcXhLQymjRHlvddNdLM8Bnqcsfmgrit5No8fnO/xStA1zvFgKc5jnMEmY0T8cE/ovWurqr72L5D+L9uH0guM3o325UPbcyEX0L9OA9sH6PNpNjiL6l52SygHLw4npZA7FrGFCuzkP0DYKMvqHsIfnBO0XD2UVo4bMC+gf0DaexKZSkbjipY84pwv8eqVeRnseiUtxUl/TjNOWt0lUwdI4ys6hmGhXGwceZbQvLq171YsGj/qB8cnDyng26VPT2YTAss05jxP0ZWIjz2I6RbuZVnAwBcGbjZ2I5dwTL21ntENC3JgtYde4UT0dmslO3ONFk07Cz5JOaBtREbthMOoFyacsTKgfJycmPEffeMvo6QzA525v55tMW2PixdJz84Uf53RC+wDMwovCL5JPfR4Z619xCf5ul2qP8WfR7nKY0c5XID5L3pe7hyvB/6K2NhOWB6TmZSOnD3TKRfiUMN7kqDgYsuOPsqpDPZXNe3AAy39KlAcsu6SqPrFYjNSNEgf8xmM0NjL8F11C+8VX0Nat4rJ+tNdJQ/o6l7jascQ5OaSMtuzRiau8JeZRNhn5KGHE8sdZa1fnPVj73J30DLv74RTtNZLRNnAz/I8FwL/XGNeGH+87Xe1A0pd1RN+TQRuUCVjOSzT8LLw88/UayVh2eo1oy1vQ1mGQuO1ZoM/nDT/h8sMujzrVAx23ha57BuhVHgdZzaFkZ0qPZjWPZj9HR3dt5rfO8LazxZPjw7Ovs7kVp9pLjm/vfwGjGeHWr/oc6Y9sX6Y8EeszyT27ozoc+bH1y7i3d4J3LhRLGvhbq4e1uhvlefWkx6hcNrR2bF17/80Y4WK+3d+COqP9HLx/1HjnIzk8ays5afr3VjrYslzmPNDHqH7X6t3WgVeHo/Nt62B0Dke6Nt+eS8+uvR6oZ+tyVGbgsM/lWiuOvZrjw1Hrs4c5jo31qo6tZ+Jh6Ky2Y/MRfZdgQv+llUxadakH9F80tDNaIQIs8yrinPcOkeXQxwXaXg6Lp2D3paHdqydo/+tgdZTYZUtsGX1XMon+z+B/kWYTT44c+Wqf+DhOrTz1S4rwhzGSCbMJTwyPcfqkbWCp/yI2I9qvxRNHV4eA+DU7wqW8IGliCxJPjj6xKAbFkrHUE7GdiYzapTx1mV/Q1hvzgHbOTkb7hRtNWaxMEF5CP+zireSgzTKntSwJbV3TV0Z7vWmceUXy7mIZblHbxEebDDnsmdGeKxg+dRkGtMMjaUVe8xV7RHstlYEM5YgtSkjZE7R1TltB8CqejW40bY2JQ1Ay6TyH9+CvXlBewtJ9yHRG+/vwOMcjlhdzgT+2rPMsAOApLA+AZ4XPcdkkGBKWbmk2HkjvECz2gavlSmiXHnrjvYqbvnVs2yPmJRPSZkL7oKP9M4kXY5M2AtoHdxYZ6qgvYlTfyk/oN+oC2p8yUZZxHQ6gPfrQ+tZzEiWuOgXtNVPQ/jJeKQpO2rA4sgkZzzMeNmApb+OUV4xR4pqnfJ2vkB25jN5+EV5BSyeGH7GcGzaes8gXsUubSfIUr+opXvo9EV7Ecj7oP6K/viKW81fQ12808paok4Sn/oqDnfhUPmF3jhknWf8J/f1zgn5YhURbteJGUj3QcUtoa0w8LD1Xl5s7zAfHWPWfF3b+AilJPKJt1ZMy2pdlRv/At3Yj+peS8vUmV90LkVP7Txl71jdtJDki2j0mFHsRmQz/S5WhpSxx+tY85qtflbf4vTziCgP/Ea3vZPgZu3POXhrKFbRjz4yfoK9PDxv9UI+2E/qXp6ZP0DZwaIsUjO8ivlT2HP1LgRODKZMlZJwYo9HXHjB9mWfsrkVioQ1IvtpKkp8F+z3010uQdJl5J5Jv7dAWdfUPq5RR+2shy8gGYkFP9JWx7CcS0L78y8xj+cKMgz1x5NFHlHgQGUvR4SUsvSXUt7pB4nz+UVflM8bPrJtGW2OioW2fiUPQNC3xCL9bndsvn6L/uVd25NSe5tNumeMB7cvJynv6QL99t2fb2owYr21XypfAqPaVqJfR/5zIYiERE/MsEfdoPwe1S9IltMRPP579kR3ry/od7a3BstM3KaM9Zwn9y2zkH9hfFksRS90B7Sob+tf9JtQfcXhbWlv/EX4dqkxybCvRT8L4nkgrODVNjGXFn9pOhq/+PXkvHtC/aBP68+/ZtFvbW3sjWZLnm/ncfyWgvTdH9yTliDc5tpWO8A46+j4Tv3iq9z/pMLam77od+0xsPROHoFr7F2syaa7J974QPTk4+ZrOc1jQNl6CyHn2E5YvsYRlLBpYul6z0fGwRrRfQNnIFrRd0xnLDPGM8UMxSZy9FfoismPPwPomQ+SPNuxSShLnl2PAUq8Jy5drkjTzvDF5+qdMNnl2vgHQlj1JXpjjvEYSlpUHJN2JlTjVPjEUkVF9y6PsicFaxIZ3zeY5TGhXVKhNlbf5zEtiO6Gvvyghe8EKeqJcEl5Gf58G9MtBFY+1ybwiB3Em9PWiqx6C8W9llUc/p3KoLK9ta1OvSeK1vZ4Bu71uEtoykSiv+LyGRBa5jLZuomOb0y9vKm09Ew1dS8/ENE0vB/BNAF4J4O0Afm+t9X2O3NsB/BSAnwPwH9h6u6y+paP1TADA101L6x1oH4DA+u+ao4QkbiCVsMwp4EOZNikf0D8IEvoHJXUCWhuKwdotxgdJv0y8L0+g/bJSW8yLJp2wqyfOudB8lVOKhs+04o3iT3s5gL5RQJ7aJ7ayx7/F4lFCW0byrO1kjjVSO9HYiei/KIF2V0/qEJt+4Rb0LzTrt8CvO4thlG9tjmRoJ2F8zQH9134xeQltfe/rDVTb9E+sBbtr6km0P+gjFbTzYtaeAQl92WlL86LDJ09tJvTn0/q1+h6xN9ViI3m2SfrcKmivtyO+e66kZ+JA1qd/sPVMPAy9DsB31Vo/HsB3zekR/dZaazCV/SD6V0OfW/1uSWD5siNF+F/nWULtNs5YJl2mWZ9fTwH+wz6hpwj/gUF+dGSIsxgd9mzYB01CW7aC9ouYmOOcr19qXGOf0PZ8UMdO0rRYkxNXmWCwxkW8OXe2hyFimbDq6ZHH8WviVzxReDo/wk7EG63WWKMicc7RsPkZyxclhypIxExsEPm3zOmAlhLa+R/0GdF+OY9wJgmjxG1aZdSPzvlRsl/+xJcHvoF20zigfSkrz2Kk/hnaFRjMJwby9bxD+BFt2QKWcsT50J4Dkq6qyljmctCn9wETxXYSfjAymm97lpITp05G+xzjkG5Ce25uco/ERj5dx3pUAD8E4BVz/BUAfmgg93YAH/Vi9bu1wYfeZ8KSt4barvnWtdZ2vbfqeuvCuTbfs5mMTES/B4Ldw2AUV55XJi2bxWuxqZxXtpF/W759eGk3OT6sf+t7hGUNdxr4t+VOK+dkzb+eU+qt1d+5kbP1ZuswwS+jja+dq1NjPzqHV0ejMozw2LoY2brMuU3oy7mmb88zz6faUhnvz6OeHQ+7rZe1erKYbb3Zuosr2Ebl1evWlltta516ZfbO1ZEJx95n4sNQ66sPcxwb61Ud1+MUeL9Jv28gdwHgzQDeBODzH1R/zvt8APcB3H/qqafq0cm72b0bd3Qzjx42ydFbe1h5sjZ9mQ160kB3X1m8h4vmeeXRw8NmZb0yW7teqC90lffq2+aPMCnec0dO69KLJ/QPZR7nK+VK6Mu+Vq+2bKNza+vDK793jilnsXjnyqvL0XmgDZvW+Ogc8fB+T695FrPFYuvQa9yP6nOtzmzd2LRXHzB+Pdy2/kaHxTayu1YG1fPy1d8V0JU0Jn7LYY7b0pg42pyJaZq+E8DHOFl/HsBprfUjRPZ9tdaXOTaerLW+a5qmj8auE++/qrV+9zRN77+MvqWjzplQuju13d8Z/li+ks5Eh5HRjYHUrpL1YbflDVhfpeHx4aQT+m7c5Mgm+OWkjGK2GJRn7QN+F3lAW2amTxwfzFdblPGwKp/nIks+cesKDGKjHP2UObyHdijL+gxoy+nFLXkbSHmktogxoces5K3YGOnFFQwR42uRaYshYX3ejYeXfqivcsQMtNcGw4AXd//pkJ/6B8b33hpFLEMDJ4M8XovEk40Mcdlr1sqRPHlLCePVGpqnNpWO9M5ROvqciQ+f6v1PPIyt6R9tcyZWqdb622utr3KONwB4zzRNrwCAOXzvwMa75vC92F3eXIxzKf1rozyH3GeAvIzlQcMDM+8Cuwd2Qj/T/mLWtXvoY4V/Ij4D2l0zaZeywcGf4L+0yM+Sjrj8C8/izFgevLpSg/iSpDkOX4Sv478naNfWX4g/2gvis6B9kKqvCH9PhQu09Q30dV7mNLHQVxJdTq6lf41ng4V5tAPJU7z0T7Iz+UnEQowR7aqQhP78PYv2ulRsxGz9ZOzq8Bytv4L2fkgGdzD+mV/QXjfcUyGivZ/ORa+IPGUS2ntAQ+rZ3V8DWgpSBhIbEvRXsJRP50CwPB7ZTd4u0C/jpH82XCk72vjNNkTUN7FktNexrgoibp3Pozb4bElOHkzeFTQkrozqgY5bQtf1C/I3YnfJfvEcvsEKTNP0oQBeUmv9qTn+nwP4i5fVv3aKWG/dA8vmMWmQn03eGfoHX8Ty0iQ/GTm1EY3syD+/8mlHZRhXfkH/ItNegQT/xZPRP5TpgxipEwz2jF3Zg+grTsoF9FsMB8lT20lk7dbOqm/5Shn9i4zEOkloXzIWn/LULimi3zxIVzhkB1tcwUdeQn9+1D/9EittBvQvbgB4F5ZJeBF9mTSd0H5tK276JNaIpSeP2OlDV2aoDUt5EAL9xMVkbCS0PRaejLXHPG24BbT3jtrLaO9lS8qLWPaN0TzqcofVhPYaLsYGde3qFmC3YsXaTYK5oL+GYHw+h9tDt6ghcAg6Ws/EHvpiAM9O0/Qj2F22XwzshjWmafqOWeaXAvieaZreAuCfAPg7tda/t6b/yFCtu/922Jn1CcuNedfhAcvX8Knkqw3y+HAIaB8O9+Z4wLh7n/azYz9i+coneT0CiuUOemJDRG0ybf3B5PFQ3MkceWBPiWUsTl7EUn7Oii9iO4gMfSUsD2vbO0GbEFnlWaIvbQgSzwirtVcMxhNHlvIZ7SoB9WNXkKge85WS8R1E9y7a606HBzKW61Z9BCznwHbHn6J/aUbhJSw9K8RCOaUsYVqRS7NP7U3JJqSeLRspoL/voshqD1IyuhnLM8BiUyrwe1ZeQLvvB+lJ8WfxJIkzHUUuzHz9AygxJyy9GN5KIvV5m3olNupo2wHz2GR3xyRliesYZVwJrZ6S2g5YbmCuoacdOHG7I94+f+rL2vRsWEzWltqwdskPuPw+D9af+rB6JH4RW99p4NfayIZn08HoJrGtGNiIi44N9aV2LT6V5zr/hGXeA31m+OPj9B0x3kUxSxlU3iPNU70kWDw/gF//qqc+FJvGLV6syGJFHujLPMJoybsPrU2g3bPDw2FxAv6507gNLV7VURwqS/Kwe7ZUL+PKGxJXMmciHMbW9D23Y87Etc8Avcrj6EtDPbKzwEezvnXWtZ3N7c3+tnI6W9ryKW9/4+zNHvf8jGZr2/J4s8BtGSL8JWoR/UxwjZ8PZLzQ/u48OTa9Ot63/NLajc7hlTmhr6cRBqvnnd+1OvbO5dq5Vj+XKY9eBx421hPtrl0TyrfLLW2+9TUq9776GZXN8+n9Jn2tLF7+GpbLlE3Pl11xYnWio6O4o5O3hsXDP/JBnl2FRb9X/tg98mqOD0WtzxzmODbWqzqua5jj8SLdxCej/RLQ4QzmJ7TjmVH4EP4dyQ9YuiN1TJZ6GW03pRLtckIbecnI0A4pSjyj3e2P+dHIZrRDIBnrY8Ls8uVP04LoEGsQ+Yh26IDYgXZ+QkH/lXpm9DQPaOeQsPtdZTP6L9mAfmMn+mY6oqeAFmNAO79Dt1OmvtrTYSwI38YDluuI9m08miOZPKAdDmKa+IPxq3gZv0BPdigwoi2/2kmSn9EP45CYr1iS8LLIXph0QXtNUf8c/rwc4omShsQ1rRhOnXxgfcdPvXeLwaAbrpUBDvIS2voKIqeUTDpiGR6NwsvYDfludOtpG+a4CuJQRxReRt+dDPhzBgL8sc6I9e5hmDzLs/oJ7U+gFB99enSO5WVPuxw2CFi2HLYv6zW7tHHi5Cn2IjaIF2ix2zyg786lPc0j2a2b1YaVTfC75VWOvgqWumY3eBIdq8+lh8Ttbc+cTRoDHv1rHozcvrwoPOvD6o54+/Qj/GW8en0ltPcMdde2gabdsse/5dGP8nSoKKHfNtqzp/iA/v4G2nuTPnRI0t5TlE1orxlu9e0RdQra+542lcgPomPTio/61/COOfowx4dN9f4nHMbW9L23Y5jjulZzPF5U627viYDlZk1ob9yC/qsHkgfDoz7Q/ltA7ZF0D4skPKB9GRFDFp7+7ZSUDZYX0L/EOdGOsnzY6lec+lF7mGW8L7GMpTwB/gs1oJ88Z20k9D0tychR9sThRfQvL6Ad81Ye5aydMPM4nm4xEKu314EuNwzo5xHYuklorz/lc/UO7WT4jaiInjLWX5zKIwYYX7RLOU0rj3HWRRFZvpwp42FXbPSdhJfh42dYjCyxMJ6w9AzZ3pZk4ryuAnriuUuzT/rI6M8LfUf0zw42QJL4p82M/hmkNqlDf1nyzrHb4vt5tA2yIHHgWhoSV0a3uGgvhraeiasi3cgK6HsYsvCtnKYT2ps+4HJfwp4fT1/5Ce0LaITLi1t5i13lOUmQMl7o2aGfgFbe0xnpKybFNeqNIEWsnyePr76C8BSPYoTD90jtAuOemIT+y1d9Uccu6/V8BdFbm1yovAjgywE8Bf88EVsepNUe87TBZG1GtGSxeUT7lqztB9GLaFcHJfT3VJzDYHSS0Stozy8x3cHSC2MbMkXitkdHfSuWPOAHtPewlkFtAdc6vHElPRO/9jC2pn98O3omXnLdAB4b4o0VsbuJA/wHdcbyZUOKaL8edCMs6qhsEXtKtK1pypCv8wqIlXghPN0gR/0rJsVMO0Bf7rNZRpeYFoOBtmiHNrKTz3hEW161DezquGBXloC2Pk7Q1x9tR/Fvl02SVI5x4s7YlfUZ4QOtv4S23q1dTRfBo0tWaUPlM9b35QDGq1rUTpH4Cxh/YQPt3gdPYcEcsdQf53ioDaajkU1YynAifMUEtPNMSMmJJ/jXSYR/bjwK8BscCf2cHvpjmnHiZDqJns65Uts8zsQu7yce1Mlof21P38SvZDGpT/JP0WIjZTwe8yTqgY5bQltj4qopoH/IZ7QP2Ix2kmJA/6IjRbST0bLkFeHRZxAfQD+RULtTyUuCjWnt2oXkRfRfXdRXUrwZy45+UXSD6LMMtHOO/iVJ3WBsKG7FxTJcoN/FDxJGkyaWONtgHUb4jQv6SyJzht3XPG1lo/MOtI056gWR1bIAbR0G9L0g1GE5Cnqij+joBLQvE1IyoaXn0dYNdRWXbbxFgwEAdIw6idyZ8Ik1om2Q0ifTjNNORt/LpfsmUMemFU+SdHTiCX4DPotsMX4oxwZCwtKbpzIZbQPgruFbUlli8uxFIw/hn6Gv/4TbPbShtDUmGtrmTFwl1druOxHQfjVEk05oXzRFbKlcRvtCC8ZvwtI1TRsR7QQu5anvhLZR4vknbsqqTkL/n5CE3Vd5lnSC/4CG4dMfJyvShh2W4O/A+etmS55vliOiHQbRg3qar6tHssTVJnWAdhtkYoho6+BPin1rW8ug+QXtC39E9GFlEsYrBhJaimhfVIpD9TLaF5f1ndBeN0nkC9qGTcD+4Sf1o6Hm0y99KiaVvcD4mlQ5xVew3Eccgsloy/aMsaU21K7SPbTzEyzRJ/U5TEW799DaDujLQIwF43qjbhK9LGFCe69v9NjQ1jNx1VRr332a0H/JA+1LhnQP7bJAhnYiJeB/2We0PQEZ7Utv7UFNSgN+MemI9uFCHwXthEPayxIm9A/ygvbhVURGH2BZ7NuJqbQNtI2eYPSBZRiEOCP6h34RGYvX2swST1i+IKkXRY6yihEil8S/6ia0dRcc39YW/VgKolPglzOLrMpnR0YxJbTngvFibCa0Lz72YHC5tdrOWHrpsgl50J/2RCm2hLYutCwJbdm1PFoWYNcQ4Zd7Qnudef85UUpiL2K5nhUPGwva22Mb7FoG3Rr+1OQrhoK2zOqDcgn9fUC8j8PwBnC4XonbVF3XvdHFVR7XsmnViC67aYzlJSefPP6q2m5QM/qdt7chTTL5Ho41nHGFH03a26hIy7PPDm2kQb3YTaZsuSzf+l6rB4txzQfzTtH/tro4Pr1y62/To7GxVu/ecS42LeZzx8cI275Q5b3zY+suDXzacu+7Jmy9eXFbf6N6J8/eQ56uvS5G/IR+MypbB54Ne79Y2bV6WLs27LlJxo69xyxmPR4RwrE3rfoQ1PqfHeY4NtarOraeieuiiPG4Kpy4bkIU0XYZl5mvXzzUT2h/LkUd+28JtUX7gL9pTZQwSzxi13OSjBzQfxED7Sx8Ev+JQF21r3KkCyxffrpxj9pX0iWriimj/WKL6Oc/RIkX9F+qQDsHJWP5VwrxENMz6L8Ao8SD6CX4XccF7Zch9e3kXRty8zJeF8wLaPcjyPC/oOlTMVp+lCM4MpC8gOVaDeKTPNWlPm1TJ4tsErwnwtfyZrT3is47iuagrmJKIgtJ06bdjE59JbTDOmcmL2O5/vRQf5TV+zhjPEwSnbxoDuYntOfyDMtwJWVPHHu1Dpxv9DjQNmfiuuis7uZPRPQvzIR+h0Z9MWb4QwA2Pxoe/SQs4/ZBZJIcEe0ujOSN/FPWbo6jywYhdhnqfIqIfomh3Q8jo5+7EI2MxaZ0hr7OafdJo6v2svAT2oe+YrowOs+j3bWTY99aTwnLcr6AflijYP2FbPn0tbbpF/0mtOfmDpYXBctgfSouzaO82oSkI9qht4C2rJShzYK+rEEwwtigfMbSsFRZ2k1YhvrKbPdC8hV3QksF/QRVK6/2Etr6zZJW25493hfEmdFvkOVRRL/fA+VpJzr5EX19J5G9MH4ZvwPgcx/DhsRjWOQ12hoT10m17vafAJaXDNA/ZAL8HolseOQnCfPAdzZxq5sN39NRjHDSAcuyQauTJO5twkMdywfGuxaqn+iEzEsO7xTLi58+iMt+/Sl2S8wLBi9x0G9Ei18bLvfQNsBo1+oQT0TbYMkix7TdRMxSNiHjScqg9kn0nYSX0DcEqFuwzBOhjG66RjlitPYT2vqzaRJfuBEtsdGm/vmCDsYGbZMC2uWWCctW1QktFSz1QPw6x4MUsTR6SFnCiLbsej/QR0R7vpkHtPWkGK08sEzSfAd2S3itbDIh449rj8RjWuwhXfc4y1Uej9ScCaVTLD+y4nilHSe2Y77eeLIdB9Wx1bTHhj2szYT+R1g2/0HGabWsyZH3yq/ju3Zc1/oalWU0xuzxvDkF3nixPW8eNitrz5WNRydt9dbqmvFz9PXnnb/o5Cdjw6tTrw49THquvR+qeedqVH8W56h+RteAZ9ert311qz7s/By9djxcl8Hh+VmTGWGz/OTIj35yly7h9xEkXMWciV9/mOPYWK/q2OZMPAp0hmXPAaD9ssxYvmxOHN0M/8skwd/l8Ux0o8SD+OI4P3WB3Rj/kw6+JGEQezrLPBpZ+kvGDtMqp/kR7bAGjO2MnsgLJh2xPsYM+NtoA+2wTJrjRfILdl/fyiMF9MMLBUt9cSOrjLZuNa2+LT6m6UeHU6iT0V8vTCdJc4z8BfSrQuiDSyAj/DkmxEGyww6UU9ssxznaLcNpD+iHNDL8r29dLkkZ3Usjio7i594Yakvzk+DJWOYV0JfeZwUtEUdE33sSJa09YnaOEylgqSslYqF9u5kZfZEUL20mtPNXiI12gV1zYqONAFx7a+Yqj0e2Z6LWOvxC2vf14X2NcPY1v9YS+i9S+8WRHL8jTN6XjfcFk9D3JNjDs+WV3auHUfktLm9Gf3Lsr5Xbll2/5BL8OrWYbXlHZdHzBmPfK69Xj1ZesXlYi6Nv8duyj+pL5W1+xPgr2PryetGsrYQes4fD07V5Xv1exr5Xvzb0/JF3bngq760iOYV/jrweM4vFq4NRfVndIn5Ocd1PzFXCsXsmfhFq/XWHOY6N9aqOrWfiUaFad2Gc09nEE5Z8phParwtg91VxIvEiugH+13gUOfW1j6KExbFLjED7xatHQft1qLazE7dr5K0/mPyCdjfRC/FHDAnLhkjWD/WUztHPwA9i09MB+vNosQLt6gbNzyKTJU83GVMsQP9FfFdCaz+hr5dsZAqWHrIoWBiPaMt+B/0+GgHtdt33JE/jBf3P6SJaHxntdcsjGh2dj0AKc5jMQaKPgv7ahZEjjixp1VfZJHlhjj+Pdn8MYFdv+o8UUkK/SRp1TsQm7cOJMz8LLwmGIvmUJXb64TPmcaZ6oOOW0NaYeNQozGFC28Vb5niWNGWyyCUJE9qGB/OAfoIW5bg0E5If0T7oEtoHrJUFWhvqR4n4guGpXYbn2L1sTuA/9IkpYJkUR9I4ZYC2C7egbXScoH0RqA07JEUbUWSi5CeTr42WZHQ0TVyefdIF+nPuYS5Ytv5mOTPayaFB9HWYijzNVwqOv4jlpZNNfsZyrehE0+fRDhVELHVAfkA75BDQv7CVvBUt2lBM4oP8ILIWc5I8jTOdHV6Afz0W4bGBEOd81l0UzKSCto40pL9o5BL8iapRZNkYyWjrMUuY5qPeorfgRgeh7a+hjyJ90dQ/MDL6r0HlKT+gHZOlDW6fTV5C/zLLTjqZQ/OD8Ji22IktGVnitbis/YK+/NYGBnkkXTGi8kC7rXh2ZL0XEjEx9Hx6PPpe41n/aj+gb+SwgQCs1z/Q90SoHfpKxsYaUdbaYB6X/ioe+kjCI261o9gsRbTnhTZIBf15jRjbtnVOPLRBXxY3MG5kJfgNUo+fJM/a8PikiPF50jyN03929KNg8uzfkPfF0f8a+iFTvf8rD2Nresvt+Gvo1ph4FIn/74hzOmN9eCPMIfMK+hegymeMXwKUC1geYLp0L6F/mKq+R7a79q6kFYvVpy/rR7GpLLuzL8Se2o4ib214cmv7NFC3GD7tRvgNC6Cv7+zkA+t1uibPr1gdihnZYUNk354USgnLRMoEv7xMJ/gvziJpT5cUxEca4FF9L05/jAPt/ib0ETFuGIwwZiOn9p/Ect/Ye8DDq/oJ/T3r+VT9hP5+sRRNOqB/XtCOJ392M94XV9KY+PjD2JreujUmbhzdmMYEsPROBIwfbkoZ+3sSEvzNrbLYzCKroaWRrWB0LE6gbfyoTED/xWRxRIx9kfRLnbKM05bas3bOsVvBkLDsS6D5Ce3LKaH9UuaLw5MjsRwjGvWkZOGt6atvu48HdSP6niWS8q0OJH4Xbf0kLPW29vL0+EoZPc6C8YvUUoK/H4knl9DfBwG7lTUvzDy7CoV4FecaLvVjMdEf4N/zVtfq242sKGuxqb6S2kpo78EAWQl2c94VW2Pi6ukl1w1gowE9N9+4Bf1DPWL8UyWVtekkshl+ty/tJ7QvCBg5zkvI2M1lOMfS7R/RPjQz2nFjtR3RP0ijhCpH/MTNPLsk8UL8JuGnWZZLHomvGDv8I2lEO3eCPFIx9nXOhcVLOYYZ/sOdst4wR3DkFZONU8/rcdB8S9nYimgnb2aRU78RS12dGBnmq24wfoLkqSzlMtpz7flPwgtoyxjRbpudsFwLQWQwl4NzOBL6hl3G+BzStvolRm4MxbTKJ7T3EHWfQUvWL+c66FyQYGR0m3eew4D+mipozxHTN6ghcWW0TcBsaOuZeNTp7uR/XZLiHGbhpTksGH8F8uWgXeHWTkT7YI9Ydmdc86+U0D9YR5iyI2/1NF9tMF99ej5geCO+8gC/NyUbXkFfX+pHtxZXvuJQm5cZSghoez+ewbKTqpWFyBWMzxnQ9iyMsAJtNzm/jokrGTlSMraSw1vLjxLPwsu4fI+EtUEfEcskXg6XKekQXTC4LE44eYpTZYknoN8+nbK8HhQ78Ue0df8MgHdhPJyo/pnPuGKgzA17Txy9Z+IXTfX+f3IYW9Pbtp6Jja6C+EXgPUSA9iGQ5niR/IT2C402TuA3JKLYymgfeBnLi4pyQP91k9BTxLKxTsTydaR2VFd5aiMZHdrIe/wnkbEbANkVMaQsRzJ2g8hqHrEoJuY9jx5rRLtyQvGeiW3ip0+Gxfh5Fm15FBP1n5E4sfGLnXb3zRUhFZEPhk9bWXgJbR1H4bEeRj40L6P/wk9Y6kOx0E+UOEQuom2AFCyNuGwOO8+C/umbcZg4wyB88oB2iW+eeQVLb1pC39tD/IzbTbd4/XhYEnb3Y5x52mNDKjPvhjUkNroe2hoTN4F4M2f03bkRSx7pLpYXRsKy7C0aOaWA9kFN20XsQPgZSyMlmXymo8gHtD0aujyRtpLIezizyWOaOhEt0W7E7qtOJyaqHl8cQeTpg5iUItoHM9PqT7EltN3MFqN9cUfRfcbw82zvLtplfDy8vQnok7wXJI/l8DBQlzJ8qSXJIwbA35NB87xdGEkB/WoJxRGNLKmIH8Yj/OuPWBhC0ndNOqJt/PJg+hks9UF7xFWwDPsB7e6UKq8YdWko8+DkeUt2mafLcMMc12XS1vazIstepYy2TrfhjTFtwxwNbcMcN4VGKzyApVvWeyGoHPWsHaaDyBX0D11rG0Ym4nI61Ety0F90QpK34iBiGXqxEx8D/OGBEbYAf+tjj7xhABsnZp0cR/ueXWJIaF+qUWSoR1sjfIpHQxgeyfq7h6XRwTz1ZzGuTVAE2kmCEe2wEWVVnv4U79qKk2hks8Fn7VHHW/WUTZx4E1qizYBx3ShffVDHYvaItiwPDp/2s8FHWfpO8H0mybvBDYkrGeb45YexNf3A7Rjm2BoTN4mmqX9ARfhjnCQ+xL28iPahGyWPL5ME/2Hm2YmGrxg1PdLNBm9B/6COaL8ArQ9dUcGleapDShg/TIvgTWhfDORHLKS41V6UfE0rj7YxSEeM99pgnPkqp/o2HRwfGe21pXFPhjasnLWpeEnUs9isLhts3ooa2rEYSRnLHJUk8pQJaOs0zHy1pzbVx8ifpumDNlXOEm0mjBuzlNHQ+rX5Gnr+bDoK5udu9ntha0xcPW3DHDeJat3d5LpFccbycGfXaxQd7fpMWLrcYXgQuYylCzSib1AwZH6WdJZDcQSTVvzMB5YXclnxVbAMS6h92krYlZu9FdS5I/nqM2Lp1i7GVpHQzkXIkh59lWexnYWf0A6XUK+gJ2KibDb5aeY94+R56YT2XFqZaPjR+AoGZ0BfFs8m9Qt6imjrLWHp+WFvk2KL2J3PYHzqltzPwseV0dYpbWgcWH4Ilo2+teXxApbrVPOJjaHGKUt5xRLQ2sombvEFCRPac2jxZLTnJ2Gjy9A2zNHSdf8c5CqPR/pHXw9Kaz/qGfH5Ex/7MyCra3+nzHiE/xOjc5OnB38KdI7251UeXhsmseHxRra8MikeD+MIz6g+1nx6v2q3Nkd1cYq+fDYclS0J7xTtD9+sz7UyWX+UPUf7S3NbLu/nZx7P82n5SeStnq3TNd4++VFdXraerRzrR8+jrVvVt+fUw6rn4xTjOgHan4ApphF2i++WEI79o68PRq3/l8Mcx8Z6VcfWM3FTKWK83C4buSjxhP5LRvMz2g2frM0sNij/LixfSsSRsHxVnmH3lVgGuLITJiyzyU9EjzYu0H9B0Z5draFEW9HhkR/meEDbe8EwGl5G+xV/hr5skHSQdEL79XwiYUH/Za047W+nKY8Zwxnar92Ctv7UFo8kdqzss1j+SxLRd8GfoL8OvXOXsZQ7oqckB3ED7coFSwF9LwGvg4z++rSyCePdNqPIKHkTSrna6QL9tXsKv1fG+iE+8gra85HRr1rJWIaFAtpr7AX09Uz7J07eRhu9CNrmTNxkmqZlboBOllOKGI/dRokrJQkj2geb1WfeOwC8Hu2Yc8HSBW7/o6CUZ9m3GBl9WF+gX2cfxJ/F6cUT/HkPnj7g26AdDpnolsnMS2jLqLtEWtsqn520xUPfWk8Wv1cGrxwqp+TpWHuaXsOwb5vuy/wHhZTmsKCfJ2Jx0x55CX5DwWKgHimjvW50fxa1XVbSFrtijZImtoi2XIxnXO46h/CC+KaMnQxLOrs974Kjz5n44Knef+VhbE0/dDvmTFx718hVHrdqmIOkXaPaZard0bZr1eui1vRoKCA6vs5xue53r/vWw2Hxel3Wo27htbyRL3t4ZdEu6VP0ZbPdxyrH4xw9Bmvbi59KqPn2XKmMPdeKOQ78js7dqM68OtX0vqEh4rL1NDrXnh1bP1oeDb3rw5Z7zZen55Vf5Ubl31efyeFbnWTy185h2lNW4LqfYEchHHuY4z9Crb/yMMexsV7Vce0ArvK4lY2JWscviDX+vhcAH0KjB6vlJ/QPWO9BaB/wp3v8eA9X++Ac4Sl7dFRWyzt6QK/5A/qHvCejdZEGeqNzFx15z/eaTw8/414jUutEMdvyefNOeH69Mu/Dn4x/Ww7aPkWPU3W8evDqm2VYwzE67yOfxGjlPdxJ8uy50XocydnyaVzLlIzPhOt+eh2FtsbE1pg46nFrGxO1tg8t74FvH8reQ857qFs71mYyPO8hbR+09uUwOtJA3z5MrX99KeiD/jI4qFfE7uhlkRxbXn1pXZ+v6CheGz83vuHIWGzey9Fi8+rPljuhx+RNirV2LOZRHVl98u1kQmvfK4PNt701nuzIvuKyL3/Pvy3j2rlNaHEk9HWyhtmWaa1+VVbPyS2mK2lMfPxhjtvSmNjmTNwm+qJ5Y6uE8XyAhH7PAki+/nGTfN0MijYS+rFnJe+vkRHt+C/3DyCRD/jjwdRP8MfnmWdx2PIQu9qFkYHw1adSmEPaA8ZlUHueLy+fefYX8PTh4UmGRwwaqjx/xa046Edtjf7Eij08tbX291KVt3LUj/D31IgiE0SHPtR2xLis1Cno7xf6U1I71s8aEYP6hJOmnE0r38pYW9Hws/DObu+z/0rmTHzcYWxNP3o75kxsqzluEz1Xl5nfGf5Dpkg8O3JnwtMJkBH9A1f39k9oZ+ezIWHtJ0lfoN37IRgb9JsdPzAyxGSJLyX65Iz6KP7CnMeQfkiUp52M5cVd0NZJkDR9RgczsKtf9RPkyMLnPz0i2hcmQ8om+HWnpDoJ/cudeJLwgOVPrNzjJAtO+sgmbW1dGHxWj/60EaqYMvyJjUHCO2iv02DkNU4fKl/QUhEZxRuMXEZf1/RBP1x9k9FO6qRMEVm7F0wUPZ4DxXQqPG7zrVgVW8atbkhsdD30AdcNYKMD01ndrfKIwstzmNA/LCP6B01C+zI5MbIRuwfUC8a2fr2qLEOIrPUB9A0doF3elyQ/GDnrQ0llsvAD/Je//QonRfQva9WP8HciTRj/hVM3ICvGp8pmtC88+iK/GHnGFWPE8rKljK6eyFjq29oiNpYhik0YH7QVsHuBvoD+J1/WPnXIg/BUnukkRzT+aU/lgLa+0kCGFCXvLeivr4KeEtqVNgntP0nYKAxGj5ggoTby1FdCf70k9I1mxaPX8mPUE3102qqyoa0xcRup1uVfHkD/sMwmHg2/zPLspRjpq52Eflgjof1yT/Af3BBZ6tG2NmSSiasc/ULS2fAsjgL/5XsGv1sbImN1g9i+h92LQ/3rUIvitUMMEf2LMwvmKDxgXJ/UKXN4juVPklHkLC4OOwXhBcdHQH8dRCNDvGorYzy8RL61GbCUgwcA/BG0QxDkJ2O/oKeEdh8PymZHDuiXsKp9K0sqxh7/06J8xXgPPqlsMH7SylEcTBsdhiq2xoSl65ioAeDl2D3efmQOX+bI/Cos2+wUAD8J4AvnvATgX0jeay41aeY2T8D0yJvgxUlYOhlsNHnMm0xmJ8Z5S0PtDpD7/HgT3pTn8UcTzkY2PH8jPPQ5yj9dseGVzda/nUw3mjhn9VRWdxVVvtaXh9Ha3lc/cVDeUVk9/6Njrc48G965XTs3dqUQ47ZOrd4+LKwTD4e1Gx250XVgy+j5Zf16dcZ8uyoLuO4n0ZUTjj0B84NQ6y8/zHFsrFd1XI9T4EsAvG6Ovw7AX9kj/1IA/xLAfzynE4A//cAXwOPWmCDpA1MfXvqw8h7Uaw9A+wD1HqwJ41UXVmftJeI9rEcvhZGe50Mftsrz9mUYbbltXwrRkbV14pWRuvY8nBvbNl9x2K2ubTmtb3s+kvHl4bZl1Xx7/rQu13wBfp17eKwP7/x5uCL6elf7o+3ZbR17dW/LPLouRvqjw+5V4Z2XtTqhzGNIV9KYuHOY47Y0Jq5rmOO1AF49x08B/EMAf3ZF/tMA/Fit9cePC+uW0xnabteCvus0wO9CV/5dtHMWMvqxcNVNIqcTyzL64QjqRPRdyQntroAqq5TR/nrZ2i6ik9B3das8dc7Ef0Y/Z0PxZPTd5hktfqAtu+or/3ks8xqiYFcf1HkBy8/IMloibv0RHG1EI0N7xMu4kq7EyWjrUenE6GT4+Fi+KDzi0dUsMD4SlrkBxEKKsw0OUWThq33qqW/aVpko2OmXdqwsKaM979QJDl6liH6OTUA7dGFtk4rk1zpwsNFD01a1DV3L0tBpmt5fa/0ISb+v1vqyFfnXA3hzrfUr5nQC8HnYDX3cB/Bf11rfN9D9fACfDwBPPfXUJ/74jz/G7RFOzMzC03RC+6BmXsR4aRx11E40MpZsfpQ48wP8FzzlNeTLgvMCrBzgL1UlJfSTGcOcV+DXjy0DeWo3YtlK+w6Wl29xyhPQ1qM3Rq+kPGImBeFbneDwE8Z17fnTNG15NomJcpShrv1tu9pKTpr4FAcM3+KkjYLxNQW055tyahvYP18hGhkbWqLtjP4ckmfxZoyvB/X9mDcijr409D+a6v0nD2Nrevu2NHSVpmn6zmma3uYcr31AOx8E4HcB+NvC/ioAvwK72+fdAL50pF9r/epa69O11qefeOKJBy/IbaJa/S/giLZnQUNSwvJFntFP1sxGjmlg6Y2gH9q4i1aXlNG/HCkTjRy/kCPa1SX0w7h+IXN2fUL/gqJfXfWQ0PaoRLRltDYU35OzzRP0X5Vqq6A9H8Sb0J4j6gf0L90gthL6Fx0wnoyomBlGtMsMoxzMT1i+/iFy9JNNOokP21OWnHhE/zImBsYz+pcsZairfiA88pPI3sFS7oy+XknFwa3pIjLRyChuLlemL+bTDv0raQ9TwdaQuA6qBzpuCR2tMVFr/e211lc5xxsAvGeaplcAwBy+d8XUZ2DXK/Eesf2eWuvP1Vp/HsDXAPikY5Xj1tFzte+Oz3O6oH2ZwIkD/ddSknhB+8IB+u5ayp+hf7kxL4iO9ZdFji9p1c1Ghn5pT4cMAtoXF+XP0H7tqR/FmgUr9aPY5DBFFJ0R6R4OCf1LeR9Rx/7NkjhJitWjIDosd8ZS1nsiR2zsdVHKRo54GFpMQHsuVSYaO2o7om2wUi9LWkO1Sb9q9wT9Jm1KSWTtsF1Ciz1LHsn+7ZWNqoR+WIW4ITxg+Tso0PZEbQ2Jq6OtMdHSdUzUAPD/RjsB80tWZL8RwB82vFdI/P8G4BsvNWnmcZ2A6ZFO6LKT2LyJXTpRTSfL6T8DrJ2E8YQxbzKZnWg2mniWDG/kZzTBzeNbe+TblSke1uTY9nBGY9P6tXWu6bSStjYspsscep7X6kj9JcefltnDFZ06HeGw52N0Pm2eN1n2sitSvPNntw5P8OspOaFXxn2+186PHt7k5o1qrbXiKiZgPnWY49hYr+q4rjkTHwngmwE8hd3Pqz+r1vpvpml6EsBfq7W+Zpb7EAD/HMAvr7X+W9H/m9i1xyuAtwP447XWd+/ze+u3035Q4l4UEf54eBSe5ut4fkI/tm3J49M2/QT0PRCceMi5EMRAfGpX50QErPcAcKzeyiW0m/xwXwDOe6AM/WsZTo1MQr/t9b7fcQP9uSDPktoalcezl0SGdrPIsRzPYNlsytMNWO81iSLDMEue1Usio35GuEc+SaN8j299l5nP/UKCyCkWtcc4MdCW/qpe5/Oob6DfXMriVbvFhMw7u/pn+aNKR58z8UFTvf8xh7E1/fPbMWfiWlZz1Fr/NXYrNCz/XQBeI+l/B+AjHbnPOSrAx4Vq3f3Po6B9WGX4DQrSGZaHbpl5Cesvsoj+Zaf2i9jQ2fcR7Uz+KCF929n+BeMXS0S/MoJk8WPGfObwGNLGBfqGicWgOIglS5jg71AK9OeCmBLaiaWWApZGwonBRTxMq61k8mgrwT+HtEX7YU57DaiMnmiXPiL8l+4+UhwMWfYA/0Xt4ShoV9IAbSPa7miaxWcxsrSrvu9hd83S3wXaVTu2LLRNvqa3RsT10FbtDR1tzsRGN4Seq8vDKGCZ2BXm/Hvwey1IjBfhJeMjwZ+bQFtqI2JprCS04/92fJp6zxr+XckLWF6Oai8YGxnLS4z4gN0XY5Z0MjzaoH36UsrwX/bZ5CcjG7GUR30RO/FwyaX6ZbxgeVkRI+uHfmiTPrXOLdEeDC7qFrT1ZRsScT7OsVxrPBS32tDJhtYfQzsPIYmtk9nGHbRlTiJr0wHL/Any6avA72GinG0UAO1EzIxla20l25BIWCZnAsv1XxYVXEPP8kYbebT9NXSjhe5O/ZcmnDR5YY4XtA/47ISWIvqv1gT/yxkOj3IJ/stabRNrMn4sXlKWPMuzNNIL4ssO00DyVNbisTi8MhX0PQaMlznN/Ah/KERl9UWoeopFyzH6o6ni3pdmORTriFQnybG29Jd6Ge35ol/K0paHM0geh7+sjxFZu6RRT0Q0+eRZf4/Rs/tB6UqGOT76MLamf3E7hjmufdLGVR7bBMxLkDdJTCfYjSaE2clno4l3o0l3OuHNm5jmYYiOvPr3sIwOb0KdJ3MqfuxEP1uOy0yiG9myE+tGGNfi9ljTsRNrbV2u+U4m35YzrZTdqyfFNKqPkU3Fmhx+WpHxduHUMpzDrwsPh70GIvqtvq0Pb3t0KxNx3U+IG0E49gTMD0StTx7mODbWqzq2nomNfNI/j+Y51GGGE/i9EED71VjQfgGSD7QTHgPaPy7qpELA71XwyOYTG+PEQoxRZFUuoyXyaCMN5Ky8xaNxLa/1oViAvg7tJlgWu7URsNQ1bZQ5n3J2EymdZ0EfxMOvc+qzXGmAP0u+J6f+SJ6u1bM8a5P5SrQb0M9RCVh6Oi7Q/wXUYvf8B/TXOUnr1NoCll4srV/F9Rg9rx+GrqRn4kDbFk3v2nombtyx9Uw8ANmvvNGXpJcefYXqV9mavv6gycv3vg4L2q8/+1XqfUHql6r9kqSs2ksmz355Wmxrx9pXbTT51o/yk/Gr2Pila3FbvAmXO2+jcio++z8Jex7Vh3eObN2N6triShj/34OHPb8jO149eX6jsTOqP/b6rJXX1qlX7o0uTbiKnolXHOY4NtarOraeiY3W6Ysmf4w9YX38mDJKEeOv/2hkrT3aLAO9jP7LVrfXVroHf9vtfRiiw0tzWIw9xu1KE8Uc5pBfv+wZoN3gYMvov3gj+rkGdrUBjCz11a7KWj1blxaTEvkBy9LIC/Rf+cX4TfB7LJRGMrRn8USsz8Pw7Nm4JS4Vpl4QW5TPaMtVjE1Px9O7A+BzH59n9KHo6D0THzjV+x91GFvTv9x6Jm7csfVMvEjyvlztV96DfGXtk1/j2a9H+zXofX1G+H9gtPLnjv9k7CX0uLV+rI2RLy9tv5DtF7DF5vXwePNS9tWrxejVqWfDxtMev8nR9epT48XRU5ujX4HbwyufF1r/6nftr7uatlhtvXi47PllfKMXRTh2z8QHoNaPOcxxbKxXdWxLQzfaT8/V3fLRNMgvEk9olzCqTsaytI5pL1SiTkT79UobRfIpo1ho40Ti5FOec0G8Xgy1X9D+BCyIDEO7TFV9BSzj8cy3WOmL6XPJZ16ebV2gLSOwK+doaSdlA9qehYT+i1jl6S+JTDZ5QPtnUuZFiSeRVV4WXnB0iqQVV8CyH0kyMqdGVvEWsUtfKnuOpYwZy5LpM7RlT6If0d4HxJTQz8s4ldCzdRdLc2OjR5fqgY5bQltjYqPLk324RfQv5oT251AF/U+esuiQgsSpm9G/vGgriIyGapO2CtqHvuKIWH4URvwJ7V4ONvwjBktGa482IKHGT2Y5ndCq2LPIPov2ZatloM0kfKD9T4bmEe8zWBo3ijeLrLVNXQ+LzWPDTX3TD2V1X4go8YKeMtpGZUJbB9RT3okjQz8Z7TVA3TinnzW6Be1kYBh5oK0XYi3of+BFbJhtaqOHetuwxs2grTHR0DZnYqMXR9yK21J0eAH+78ujhCrn5Vk9xpUS/JUcEe2L0tq1djybcY9cxIPvl2Cx2bzRb8jjHDJNjJpnMVDG2o4iyzkNBcvXuPZ+WL8eZs4RsTh0JYlSwngr6SBYkjkK/HPqYaMOsCvTk9htFc680T4gI3uev2TCNRvkEVfErozPPT7P4mPTlcyZePlhbE3vvR1zJraeiY1eHNXadxFH9N3DAf3QhxJ17qJd+pjhv/ATll4D+3Wb0D7MR9399Kn4EtqdFpMJ1X905ALaL/Ri5JSoo93cUcIwx/kij2j9Ezt7gJLJUwwk4mH+GdrzlbAsWUwiU9DXgeKFyXsBbY9LwPJln9HXScEyVEEcCe11kEQWaMsZTch8jSfBdALgXWIvoe/9sfqkiL6Oo8gVtKSySuQV9ENLG90c2nomGtoaExu9eDqrS6OioH8oFrQvI6B/wDJuv1qjpIPIJrH3LPxtlNko4Je35y/JcQfLy5T5FrfqZLRd2cpX7Fl451hepM/MPL68LSX0wwK0W7C8wFRf8+iTocaTpAP6l/EdSQfjm3oRPZGX0M5PKUYuGxvExfNY0JYJ2P0KkKS/Go9o65h0R+IFfQ8P603xRSzXDf0HtOcioC8PiflJeMXYI6k93kOPUQ/xraGtMdHQ1pjY6OHprPoTyci7g+VlmkTvLtqvWOYntA2JYvSSyPNnSUHyOGdAbat+NukTiRMDZRKW8hS0L9KM/oWUDRbSs5L3LPoeGv3PBf0zTdkgPPq0WEhRjnMskwpJyciStCFwZ8alskoJ7dwPKxdn/bto//1xiqUhQ9+c/BqEx/hTWOr2Au31lSSe5zwOmVCOvTDR2KceTJqyWp6C8U/YtPzF4CNG2iKGhG1YY6NbRVtjYqPDkH5d5ZkX5/ACu+7vjLb7/wLLiz+j/QsnqUg8oh/7Z5qUsPSS6Nco7VLWDmmQn9E++Aval3gWPcXJfMWcTL76SQbPCdqVGwn9j52K+KcvErGQz595ZezqXucIRCwNNMoEtF/7EbuX8An6Bh/l2QPAXiXipn/mWV1tvNEXqQjOhP5nYgXt9UV/ai+YNENiDGjPIXGdoe85Y15AvwqGNtnTERc199yTCraeiJtOh+qVuEWXwdaY2OiwxEaFzgcgRSx/Ic1ou/HjHOofLZPY0DiMjEfKp78g/rShkdA2IKxeQfsVHRw5m04Y97okI0fdF0S2YHlJBQlJilfjPGxDSv3av4aqPfKz+DszfNo8MzrkQ/wH7BqMBe35s39ehcSz4NXGiMVHOZiyFLS9EBl9WTPaayqiPR8WW0HfYIhy0FY2+QzZeD2r2y/DbwttjYmGtsbERsehz63tQ7vMcZ3pn+Ywipy+oIrEVSfB77aPWLrQk+RFiavOPSwvTG9vBKDtGaHdJLK0fw8tJSxzNgral7DaHMXVDg8u6cxo6yahLVcQXIqTOrYRkIw/CD9KmmHAQlnCjH7SK+ej3DW+7NASsUS0PTQMNU5Zta/6a6QytEnsUdKULejrIEvIIwluplnmgN39sDUiNrrNdN27Zl3lse2AeU3EHf10Z78IfzdE5tu4J6s8lbe+mMd/JCgvwcdnj+jIAz3GhLZ8nt01rCO/ozybT15Cre9Au1todPRGNhjanUMhNotTH2u2bD3Zutfzs1Zea3NURwntDpn2HFndUV3uq2uvflRuoysnHHsHzJei1pcd5jg21qs6tp6JjY5PZ+aLLKGfgAi0Qx4F7dco0PdEBLRf3VHyM/qv1xP0GyoV9L0RNp7Q9rAEyaMsZXQlQZZQbd4R3Yi2XFHCiHYCpOqMiLYSgD+J9qs+iEx2+Nb/XfQrYk6x1KfaU/+64iIbGQ5vaI8CSc+PxcJhs+D4DfDPX0K7QidJGA0+5lkblhQTh4sS2h4Z2mJzYqPbSfuGLy573BL6gOsGsNFjQvpQvTv5EwnJC2jH+Qtaeeoko8s09cN8nEk+ZTw/UfRpU/0Rh04KjLMuN3w6MzhoN6Pd60AxKOaMvl6AvmFlQyXqBmOHslHSES1lkbkwvIR+DoNSxDIhMaKtR5tnGykZ7RLOhLbuFIP1V+BfH9HgV1IZ2rjr5GuastyYKwgm+orYhjM2eixpa0xsdPV0Vnc7aGb0jQWgn0eQ53iA/2IgJYlntC8Mu9eAldf8Z9Dv2UCbybEDLC9H+xdVNiD4p0lLBe1cDIubefSvPqlTTL5itrs7qr7FxbwsB30AfWOE+JlXsLxoqa+k9hVndGQS+gaF/StsltDKar71AbGlsownjM8BsJsoe45l8yvqb70Qjxdtp7uhrTGx0fVQnRsUCX53f0L/MioiZ+XjHAb0L72M9oWjegV9I+UF+F/VigHwX2bEQBy2217tWfwF41+HK1E3Ylk1ciJ5UfC/gJaYz69w+rL5pIR2eKcMylBmm5xgG4xOQL9ttrXBkFTQlo261CM2ixMiR7sqHyU/G1mg3biLthVfQdu4ALaGxONGt2yI4hC0zZnY6PqIY8pnddytr/wA/wWrSzALlsaJlU9oiTKajlheSnfQU5YwGr8aT2gbSjC+FJPa9Hov1E924mfGT0bbY6A6xMHeE85FULmAZX6C2mAY0ZcfWDaUCo4OcVr8itvao03FALQvda6g0J/LKam/hHa4hastKHdX8ixG6uu1ptMsN3r8aJsz0dDWmNjo0SD7QI5zmNC+cLheP2N5YetXeRYbBf2XqB7B+KE+edpDoBhoizt4jvbUSHM8CB7ipAx5THsNmAC/x0Vx024yPJ0MqTrk8Wv/Dtq6ULyKzxJ59O3p0WYwPiifTag2aavALzd/+a7DTJQLIqt2I5Z5G0ra80H7ipd+MrYGxEYbGdoaExs9OmS/9CLar81n0I5zw+THOcxYvqw1n3xSceLez7eUktg5kSOi7Q0Jol/gd6lTNkmeHXagfoE/d0LLEI1cgr86QsugfoORYx51NI/5AS2NdIgtS14x+Wojoi2HYlXbqm/nqyRjR20EjIeSMvqGX5qPrSdiI9LWM9HQ1pjY6NGks9rOis9YvkJJaQ6jyEQnH+hf0NmEJO2NsHkZ7QsO6LvXC/r5E9YO8RSxpY2Y7MQ9LIopGH40ONRGwdLDEwUDw2x41MlYhgKUooTR+LGYFVeGXz+0wX+DFLTnOhnZMB/a0CQWi5E4ipEF2nJnLI2Rs204YyOHtsZEQ9sEzI0ebeIDfJra4Q2gfVFGtCsAmKf5mmZobRWMd3hU/2Xm65e/2mJchw9O0X850+4ZlpUQSmklXoytiJa4XBVo5zLcQ7sTqV3pEtF+nSsu29NR0FLAUqYw8zKWBk8yPNYPyxGx/BjsQspVRI92SUlCltn2UhAT0DZe1B99qL2tAbHRRpeirTGx0c0gfahP0y6MczrPYYI/DyHAX+oJtC+QgrbRMFqKSD+US8YmcRX0jRqVKfBfcKRkQsVTsLy4i9hIks9elmBwPI9xwyyhb5Q8i74hQ5lg0gntsstodJLgLVgaXrSTxU9G25BJohMd38wDgCfn8By7FS20bee3ZAlpZ2tAbHQZ2i6Thqb6GN04Tz/9dL1///51w9jokPRFk/9CtBTRvzyjI5fRfyl7lE1a7ReTx/928KXIF6T68SiiXY5Jsj0JGeOv7n32mW8bTmtkZRVDRt8zRErol4dSP2A3J4Z7YkQjozaSiUf0FCS/GHwRy+6etPXc4/McfBxomqY31VqfPpb9p18y1fsffBhb08/iqFivirbGxEY3n7ijJili+QplV3ma89gNTpk481Vf7UDyqZOwNBgCxjtXentGWBnyaEd92Tg3mEpOvmef5Vd81EliR3U9n2crMhraYRybtvLkBfQNEI17lLA0TCw2wL8eVJf2H6Pn3+NEW2Pi6mmbgLnRzSdvglxCP58hYdkLIc/8jHYJYcJ4dUEWuYB+8iPQThCkf/5fI4qOymcsL/yAdr6BEr+kE9qXoxdPs3xBW1bFSBz6t0u1FbAMV5yjJerqPhUXxse+hgR9JrT1Rmz276ER7ZCG9s4kLOckC0/9ReFvEyo3eljaJmA2tDUmNrpdxE2wOLEvzfyI9qVjeZQDlhdSFrks+dSJc7qI3l0jBwCfgHaypeYRC+1TTnEHg1lxKi/Oxyn6Xg6u3rgrsvzpls5JUNtMn2I3/KBEnGfiP6Gt84z21+7UUay2LLRRsAwFFSNLilgaYMnh0x91M5aG50YbPSxtjYmGtsbERreTPrf2PRYZ/coAbnKURPfUhNSLkqa86gFLbwBlI9oXJbCbG2D9RkmTl7H0WpCnvRxA/5LNaDdfYj55unxS5wwoPtUDlh4H5geRoa1i0sH4pX3azWgbFooDaBtvXI5KXnLSEX0DKs3HtrRzo42OTltjYqPHg85MowLYvXBOsJsgeY7lpW1fvOfov6gL2pUUStmkk4QZuy/uM/TbVdvfjSe0wwMR6P5twXhCv/QyS5y+aJt59HGOvsGkaaD/6RrQNw4i+lUsGmcjinq0WYSnWAOWoSnaUlmVIx72Tj1Xt4mVGx2Ptp6JhraloRs9XsSNsLi8FNi93HXJYBD5jGUYIMCfGBjQzwcI6FdhQGS4miCKzYs5ZDqjHRpQW8nYV1xR4lnSd9GuYkhYhj6eR7vUkjhVjrY48VHl1Z+lJKFdMRIcvSLlSMKP6O1zkmvC1vOw0dXSdrk1tDUmNno8yb54+AdTHqSI/oVNHsOMnlQWaBsZActcA9W1f6ukHU0rP4k+V07Ql2IEli25KU98QN+4INm/kQLL6o6AdkVLRktRZKPJ1zTjCf3v2IuRzcYOz+HnYqONNrpm2oY5NtoI2L2YnpOx9WTyI/ohgIz2R1pZ4spTfsHy0tTJmoD/Xw76o42EdqIj5XXYxGJkjwRtFLS9H2o3CE/nO6gf5me0L33+9IyyFyJHvJh96AoSYJkMmhxZkv67ZeuF2Og66VBDHLfoMt56JjbayKPnKvCcpLmdN9CGFxhTNvIB/e6PEe1wAnVUT+PUD05ecvxHLA0NxUE99h6wYWMbAMSXha/7dxTjh3Hi0TKQlyROffaA0J/63RoOGz2KtF2WDW2NiY02ugzZF9oXTUsvQ5x5Ee1kxywht3UmDxjvJGnjyTkK2g2lkvFpbWSTJrE3xK66SI5d+tXhFDjxe2iJfgvaRhDTxAa0P3fbaKONbgxtjYmNNnox5K0S4KTONKc5j+Ee2n0amM9VChntV/wpWmIewwJ/xUiUNHsPAtoekIh+107KjLbUDlgaA8Sq/iwWuyW22lEeGw7PYaONbh5t7d6GtsbERhsdiuzPyPTFHLD0YiThRyMD9FtSZ/Q9C4wnk8eQwxB2bgJxZOEzTrz30PaKQGQVr/JUvohcEBvbcMVGt4ke0ct5mqYPBfCVAP49gH9Ya/36K/G7/Ztjo42uiXR5akT7sg4Y9x4Ay4v/1MS1IWKJtm2+/nhMKcxhcWx5Ph6jZ8lGjzYd/d8c01TvT/vlLkNT3f9vjmmaXg/gvwDw3lrrq4T/6QD+BwAvBfDXaq1fPE3T5wB4f63126Zp+qZa6+87DNJ12nomNtroush7+XKiZ5rTcQ7LHOociYJ26aWu6MhGP6PtPVD7/MV4QTsswjT11nBvtNHjRld7G/wNAF8B4OvImKbppdgNKj4L4J0A/uk0TW8E8LEAvm8W+7mrAvhY9UxM0/SvAPz4deN4kfRRAH7iukE8BN1k/DcZO3Cz8d9k7MDNxn+Tsf/HtdYnjmV8mqa/h139HII+GMD/KemvrrV+tePzlQC+nT0T0zR9MoBUa/0dc/rPzaLvBPC+Wuu3T9P0jbXW338gnKv0WPVMHPPiOjZN03T/Jv+m9ibjv8nYgZuN/yZjB242/puM/dhUa/3068YA4JcB+OeSfieA3wDgywF8xTRNvxPAt10VmMeqMbHRRhtttNFGt4S8WRu11vozAP7wVYPZdsDcaKONNtpoo5tH7wTwcZL+WADvuiYsW2PiBlE3hnbD6Cbjv8nYgZuN/yZjB242/puM/XGgfwrg46dpujNN0wcB+P0A3nhdYB6rCZgbbbTRRhttdNNomqZvAPBq7CZ9vgfAc7XWvz5N02sA/FXsloa+vtb6l68N49aY2GijjTbaaKONHoa2YY6NNtpoo4022uihaGtMPEI0TdPLp2k6n6bpR+bwZY7Mr5qmqcjxk9M0feGcl6Zp+heS95pHDf8s9/Zpmr5vxnj/QfWvC/s0TR83TdM/mKbpB6dp+v5pmv6U5F153U/T9OnTNP3QNE0/Ok3T65z8aZqmL5/z3zpN06+/rO5V0CXw/6EZ91unafreaZo+QfLca+iq6BLYXz1N07+V6+EvXFb32HQJ7H9GcL9tmqafm6bp5XPetdb7Ro8w1Vq34xE5AHwJgNfN8dcB+Ct75F8K4F9it0ELsNu78E8/6vgBvB3ARz1s+a8aO4BXAPj1c/zDAfwwgF99HXU/n/sfA/DLAXwQgLcQi8i8BsDfxW4J2W8E8L9dVvcRwf8pAF42xz+D+NeuoUcI+6ux22DogXWvG7uR/0wAf/9RqPfteLSPrWfi0aLXYvn7win6vyVY+jQAP1ZrfVR29XxQ/IfWfxja67vW+u5a65vn+E8B+EHsNo65DvokAD9aa/1ntdZ/D+AbsSuD0msBfF3d0f8K4COmaXrFJXWPTXsx1Fq/t9b6vjn5v2K39O1RoIepv+uu+wf1/wcAfMOVINvoRtPWmHi06JfWWt8N7F5cAD56j/zvR3+j/4m5W/j1VzlMMNNl8VcA/8s0TW+apunzX4T+MeiBfM9b2/46AP+bsK+y7r3d72zDZiRzGd1j04Ni+KPY9bKQRtfQVdBlsX/yNE1vmabp707T9GseUPdYdGn/0zR9CIBPB/Atwr7Oet/oEaZtB8wrpmmavhPAxzhZf/4B7XwQgN8F4M8J+6sA/CXsbvi/BOBLAfyRF4d06PcQ+J+ptb5rmqaPBnA+TdP/UWv97sMgHNMB6/7DsHvAfmGt9Sdn9tHr3sJweHZp1kjmMrrHpktjmKbpt2LXmPhUYV/LNURIDs9ifzN2w48/Pc+fyQA+/pK6x6QH8f+ZAF6otf4b4V1nvW/0CNPWmLhiqrX+9lHeNE3vmabpFbXWd8/d0e9dMfUZAN5ca32P2P6F+DRNXwPg2w+BWekQ+Gut75rD907TdIZd1+t3A3iQ8l8L9mmaPhC7hsTX11q/VWwfve4NXWb3u5HMB11C99h0qd37pmn6tQD+GoDPqLX+a/JXrqGroL3YpZGJWut3TNP0ldM0fdRldI9MD+K/6/m85nrf6BGmbZjj0aI3AjiZ4ycA3rAi241lzi9B0l0Abzsouv20F/80TR86TdOHMw7gP8eC80HKf2i6DPYJwF8H8IO11i8zeVdd95fZ/e6NAD53XtXxGwH823kI51HYOW8vhmmangLwrQA+p9b6w8Jfu4augi6D/WPm6wXTNH0Sds/af30Z3evGPmP+JQB+C+Q+eATqfaNHma57Buh2LAeAjwTwXQB+ZA5fPvOfBPAdIvch2D2YfonR/5vY/cf+rdg9IF7xqOHHbhb5W+bj+wH8+X36jxD2T8WuS/itAMp8vOa66h671Ro/jN3s/D8/874AwBfM8QnA83P+9wF4ek33Gq73ffj/GoD3SV3f33cNPULY/8SM7S3YTR79lEel7vdhn9OfB+Abjd611/t2PLrHtgPmRhtttNFGG230ULQNc2y00UYbbbTRRg9FW2Nio4022mijjTZ6KNoaExtttNFGG2200UPR1pjYaKONNtpoo40eirbGxEYbbbTRRhtt9FC0NSY22ujINO/z8D3TNH2G8H7vNE1/7xqwvH3ePAnTNH3vQ9j5vGmanjwcso022ugm09aY2GijI1Pdrb/+AgBfNk3TB88b/vxlAPeO6XeaptUdbmutn/IQ5j8Puz04Ntpoo4227bQ32ugqqNb6tmmavg3AnwXwodj9zfPHVGaapk8H8P/E7jfRP1Fr/bRpml4O4PXYbRj07wB8fq31rSv8hN1L/pUAfmKapv8Ku51SnwDwTyD/Zpim6adrrR82TdOrsfuF+k8AeBWANwH47FprnabpL2D3j4ZfBOB7AfxxAP9XAE8D+Pppmn4WwCcD+NUAvgzAh812Pq/OP07baKONbj9tm1ZttNEV0dwj8WYA/x673Sj/v5L3xJz3m2utF9M0vbzW+m+mafofsWtYfNE0Tb8NwJfVWsMKP2H38v/UWuvPTtP05bPcX5ym6Xdi98+QJ2qtP2EaE28A8Guw+0/DCwD+TK31e4hjxvg3AXxzrfXbpmn6hwD+dK31/vy/kn8E4LW11n81TdPvA/A7aq3H/NHZRhtt9AjR1jOx0UZXRLXWn5mm6ZsA/LQ2JGb6jQC+u9Z6McvyT42fil1PAGqtf3+apo+c/5sw4gPAG2utPzvHfzOA3z3L/Z1pmt43gPdPaq3vBIBpmgp2PRvfA+C3TtP032C3hfvLsdtG+duM7q/CrkfjfP4dxUsBbL0SG230GNHWmNhoo6uln58PSxP8X0G/mN+I/8yAv0bauPk5AB8wTdMHA/hK7HpR/vnc6/HBA4zfX2v95Ev42WijjW4hbRMwN9ro0aB/DOC3TNN0BwDmORHA7vfOf2jmvRq7IYufXOFbUrnPAPCyB8DEhsNPTNP0YQB+j+T9FIAPn+M/BOCJaZo+efbzgdM0/ZoH8LPRRhvdcNp6Jjba6BGgea7B5wP41mmaXgLgvQCexW5i5NdO0/RW7CZa8jfpI76lLwLwDdM0vRm7eQ3veABM75+m6Wuw++Po27H7fTXpbwD4n2QC5u8B8OXzUMsHAPir2A2JbLTRRo8BbRMwN9poo4022mijh6JtmGOjjTbaaKONNnoo2hoTG2200UYbbbTRQ9HWmNhoo4022mijjR6KtsbERhtttNFGG230ULQ1JjbaaKONNtpoo4eirTGx0UYbbbTRRhs9FG2NiY022mijjTba6KHo/w8NF/hpb062VAAAAABJRU5ErkJggg==\n", 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/22jo26pKflnz+ZWG6q4Y96corqxgmznRcmIDxp9/+XISl3VUD9OeaN/WNGeKGOcMUkHfJtTHPOJo6GeMCrZlEU/7bMVOOx2l3WdipxcW3Z8MJEziRcLm8qrL474Ehn7KW3U19A8fIN7KumJzWryP+CHNtN8lk3ZtLWvoMTFd0OOb4T1xMiRdHqDcffR/JmV4gsNgC+h9H7zeKnKGbUvxgr5t8srzlPCqDuYZxsHRA0nXIK7ytMslK6B3qq1ih7YKtgFWlvy2yhSXrugHOGy/3adiJ9K763DpjztC+2BipxcG8QdOSkXihvFBVKVcvfYr4rdL1WsY1+sbth9Xsbxg+2qgCN8Z+oFHFT0V/aZOtEG9+uDTcgT5QPxlB+1o6HUZtq8ndAaCYcG2NwX/fUE9DePXJQVb2+nMg8f6tMR9mcfP/Gdd2jDOJlAO2GYWiMvrVqxqS/M0P4t8RS9X0Duw7r9I3wnYBxOO9sHETrdL/LzTcDj0C4CKw42cb60N402+rmV8uBXEf7xszi51UYa8uhwCbG+xJ8LDgzwMWR6FJMM2SCkYH9KkInHmq84qPCbpaAZCdSnN9FWMyxXNyXhM5KEOhhk9GXqn02gGpyFuW8XnqUi8oh88aD7z9Jfohr7PNU65qIxfFu2flu70/Oh9UkpfklL6+NsG8nxoH0zsdHvEtzt+qldweEPVvQMqtrdnzTPRU7E9jCu2WQPmkwfoH3JV8jP6B7rqb8LD/IJxMMLw1OXpA7OgJ8NI5CG2FvAQT0X/YI98FSq2QZna5ywM87LDVZzuihF/cSHjFdtyjhLTXArRQRpls9Nr2PqWGBr6QYXGCzb/FpVRHcDWT8TEcsNIJYhr3j5T8XjRVc1KHGYmfmhZljcsy/LmG63DFdPugLnTzdL9NDoG1gmvId7tEZLPTx0N4wOloncmBLYBAfdNMNHnsfi0ubIywXbu8n25l89BmU8bDg9g+oB4PEr6aaU6KepSAtD/sEz1aUjbhnFpQnmqlBcpzxgHJgXjJ6UlwEHS35qTj5gaegda4lGicyZxAFtb8HNhylBnRV8n6gfmn/lyhuLsDs1d7zSnvZs72mcmdro5+nL39lYlrjtPfrnEs/Awj7IV2+ZGKs8y5SdxT4bzoOyidKQvYyRiYLwgXkKgzoZ+4MR88lOPPoCr6NWZEBJnd/RriYqYmpSVAAvjKk8+k3TFtsGXof8Ph8pl9HIk6ivo+9l/cXJPeOsa3kO/PAL0SzVV8lQXB34F2+ZdTJvD6jFqHqli3/xqp8eS9sHETtdPenOtkl8k5JunAfjp2B6W9yS/Ynw45zXUtX0tY5w66Bhp6B0sFZcSbVmQXyWf+Irja06GvN5ukZBlb3d5wDYYKdgejOfYHFANh5kafuJIXIpfMTb0AxPlZV7G+AD1fAyjAYRSxfZDNMVT17gORqhXeSvG7biBcbMqL0dqoqc4nnei94lp6Ad6WWxyCUVtMk3aBxR3m3YHzI72wcRO10d/Rb7QMPSzAYZ+iriu+QX9Df4E4wOX/IZ+vVvL1AYCnoJxENHQPxhVXvGqDpaZ6GQ+hFdtFbh/Qzg+ln2Z0+FJ8XIw5nfDbOgHTkpFQsVnLk0d2ekokl8xtmcVPg3pF0PZLOUcjKjfDO17XacSpy7KeZxM33fpgq3NzrA5+5qrT8V4XlKP5lOW+t+4O2jeWdoHEx3tPhM7XQ/dT/2XGQ3xg72hHyQY+hmD4vLJB/QDiYbx875Z3BCvrXMTJyViM4wPDtXlcUc8Bdsnjcp7hvlyidcBjH/L1LTHXzE+1DVe0dfRMCeWU5/qVr3c2EuxsayInPpzQPgM/fKD52delnygnwXSmYOKre+iz3JJGdtW4w19X5rjpX1N+7+h0lcD2LaD3/0pdrqjtA8mdro6SjILAfQ/b/JUcPF6dMHhocDdHjP6B989jOvpQPzwrGLT26edE/QOnQX9A6mhH9iYO4B+AACMg4yK7aFzz/GSlF8xG/qZB7Wn/JG+ihEb5Uj3XF4V2yqv9gz9YKaibzPl9ba5FMP+pX6GxfE/gXFWx9D/wZSy0aBKZRp6TMxT/lMJdRBDbObsKg6Pgfn30z6guAt0x2YVroL2wcROV0N+KrcifrAB/cNXfybFvIrt5n6O+EdawDYl3rA9+NrEbsH4pqw8vPE/LTjuB3wF49t2k7ihp6ewDXrUlpdTegaHAY3f7lplKsZZAmBbNlBH0+zwU1Z16SyB2gPihzxD5s2I9oitShllK0afDZP8jO3PohV9nSmns0om2KrkNVcOCVmm+DirwFkSxV/Rz0QQi8oX9HWgXX7RtG/N/WjT3n0d7T4TOz1/Ukczw/hAL8JbsK2JA8DLsA0ECvoHWJaQVEUvH/YsN2ezoh8QGPqHleos2Nbx25p/LmWemKd4yKv8b8H2UFLZ7OQytnrwCxUOOojL22MebTZsdTvD5qioeIhR9T1A/+klbdKG1qkIBuIgX8V87wrajDapKi7u+Rrm9c5r/onjzxiJOogV6OtA3YZ+IGDuIJ1h3Ipdy70NLSvYHTR3ulOUlsdodPzkk08uzz333G3DuDsUDSKq4zGMD5eGcYkDiN/sgH6AQKIen/b2qdPrYpnqUTsV/XKETnMXbG/CjAP9FtsRFfQPFu4b4Smjnw3g0aQ8wkSKMKg+8mb0dVd8Pn4RD0l/uOUxkgrGOrYjtr1d2qHujO334uQzjAMAtaP5qk8xegysW4ST+i2QRZBmngH4vMfnHnxTlFJ667IsT16X/idzWp77K1ejK70M14r1pmhf5tjp3SP9s2fG+AlkdfxMZ/RvmeTVh4NSlrBhHBgY+mlmxZCxPTAijB6b4ik4rNErpirlKsOHUMHm18Cp8YZ+5kRDOvtRF3VnSTfRqw590YPP0C+dUE9D/+DM6N/OI6JslXR1MhXjw/Jcyok1Y5TLkua+EV6X2qjY+r+tZUV4GzZq6OtOMvROrAWbs+hsIKF4ToJyxk2Oew53cbwaNux/JH1Uae+ujvaZiZ0envz0rD7k6kRG15fLmhe90ReRyTjcbJ/BYQ+A2Zs/ZSrGN06S5pfAXkV8s1eKZLy+mU2lSJ78Ff2gQ4/LUpF4RT+wMMR4ydMCXKQsWJroVx1VyllGGeqruLgPKANsgyGdDfK6PYZIb8a8P+inQnuUoY2Mvo2oizykipGIMZJnufrVPEb35OuiG5mZ+Iar0ZV+1t2Ymdh9Jna6PPFviRaUVWwzDCTyFRxulPcwvtnrAIH8LGf6afRvjqqX/BnbG3wJjiYyGfGDIIs+1c2DdbsvPNRHfg2J0zA+TNUGHB/l6UTZHK//9wdlGWYcf3POwv9gPbKUqRwPxUFZTxX9j8bIS37FRaz8YoL5Wq58QO8gWta4ft1SJGQ8i4yhpyL2nw3Kicskbejbz+8R4vUDfd8bxtkVw/ZlC7D/PGynR5L2wcROlyOdjWjoHfTOJH2G7abY0N/gn8D41sibMXXdd+Xkf4DD26MJPzcg0ryCcRpd9Vds+zyobepRfYq1SJx11F0nyTuzSx6PV+3M8vh57OmK+7XYHtwV20xAcfEIT8O2rHCKw9v4s9h+vNUm+Ikpox/YkJhHp0Qv63UTd/T5JOUM22CtSpq7ZBb0s13V6T9GtOX9ThrmX794jAXjJ6gmcepkPMKkdpUf2B00X8h0VRtW3aFJqN1nYqeLiW9JDdvNUn0CKuK3sipxYPu3hJblNeRSyRlG2Yz+vxTEcCJx/puhon/4FfQPcZbZqlc/KSRO4npG7FYXFswfhJSnXa7LU5Y4WmBT6cSF3ibbqmF8EBGr4qV+PkD9hlHEpGk9gP5hWSRP82mnoifFQrzcY6K5MrVF3oZ+VidjHJgpv9oj6dKax8UwOyzEZjg+UOVBWeLTz589NubZpDylfdnjhUp7t3S0+0zsFJM6WFaMMwWeCuZOkiT6TTQpK4gfMlqe13RD/6BpzuaMyiXKM/oHEx1CDf2bbxQikFciVmCsq2LABTyKK5JTWfKSOJghf8ZWLz5gtb489AsGw7hB1UVEe2pbKeMwK0KfGOJS+XokPbNJHsP8K6Mm2KK0Hl4/MPd/MPTXA3UWF842w6ro//zKvMfoXv186dp9Jl6blue+/mp0pZ99N3wm9pmJnUbS6dWK/kZb0N+Ym/BUjA8Mpvl2DsTbXhtGP4YiZQXjkgjLM8YHThadbYKpSljR140bYpnkRxgpfx/zBxcxEodh8/j3+ChbXJykn6OeYJs9UZ6GbflJ9RK/YjhH7LdCXj7gSbpN9THyn1EaYqdNtVmCfHN5kexFPJ6IpWJbNvHLHebCLHaUh1REN4K44spryCUanguK4y0Yr7WdXli0j+062mcmdupJZyRIGeMDr2D+MCwuTX0sy4hv0p5URnVpmbkD6N/ePZaC8auAi3B4ahjX1VWn2tOHqrej9uvEFvVF2JUobzg8nNSm6vbpht4PwssYxgFUpK/g4r7Ma5xfLuhXQEoZ/Z4atK/xir7PPT7FrfqI/TIzPLTjeWZ5/vPmCKNf8prp9XJaBuyzFBfQjcxMfN3V6EovvxszEy+6bQA7vYAo8iCva5jRr8HnNTT068gF40zBAynPkk+egnhGomK7Aauc8jXBQT1nkveMs1MxfsZaMfovFAlVt6Gva1nT0UACGPcmoC62CfPVHrFTj5b7h1VG/xDnQCILj2IlkV/57qO3b+gHBxl9v56ib0PyFykv6B1FDb3PhuokBrWp+kz4GC/Y+qS6PC+nxMEMqWI8x0kF4znJ9DPCo4MTzqI1h/vE4Wc+9RKvYWs/4imbyO6cudMLjfaZiZ36G1PBOLuga+rMr1JeEN+AK7aZC30jUx3RZlXHdCu+jPjtjTZVv5f1ZZ68fuYpRvqAQPh0rVvzGVecEW5ge3PnT8famk88lCFGLVd56lQMSkXkGuL28xghPMTi5am3YjxfFHvF2F4z8nZUj+qPeEnqs5MR963HqXGVp+MoHCa4ONAPvBuAt6F3HlZ5X48oX+kxun8/DN3IzMTXXo2u9Iq7MTOx+0zs1FNewyp56u/AsiI8DKM8C3STCvotkZW/iEzF+OD0pHgN25s/cRf0ZOg/Y62IBxfE0zA62vHtVgdD7xTZgn56vbiy6tImMgXjoCTSZUHc5KAM7WlIXVnkzdl4BocvEVQuY3vjpn5gG/zoNtrU5Yl5ugU2dWudyEucGfFDPgu/1gHCe46Ds2fD8R/C6Rc+qifKKy6sEprDYthmowrGQV52ckxX9G2jevevPW6H7thnnVdCy7I8NsfrXve6ZSehgmUxLAtwiGM9mHe6HsWVR3y+TPmjcq+nXGDL6y6TdFQfiO4Hk7pqWygmBPmGGGdxcl6XP04D3tML9Fy2HaI6muNTO3ZEr5e7qE+03cqkLDoHWH/FNGtn3x/ervaTxxfVZ4aLmKK8qI1m+j3GqN88Xq+3YGxPlu/UEYDnluAZcFXH634eluW7rua4bqw3dewzE48rpdS/DVeMb/9n6N8EDfGeBmeuDOjfFE8kboFNW8sqeqKNjO2nWBXxmjPXv5vIKM6zNYy+fDi23MGpbfI09G/4KlslLOg/aWWcZAFvE5zcN6MIHzC+TUdxOjZS1tC/Qeubt8obLv7M1uNlWnWYs+v1MU/tkVf7IWNrNy4rGPr2N+GnnYa+vYiJOD2ugviLINIJxjqdIK63CW+WdAvsEAP5qoSKnUQ+xc7yN6470y4Ldrohurqmfp+U0pcAePOyLG++Mq03TLfqM5FSej2ALwTwYgBfuizL57vy/w7Ar1+T7wHg5wJ42bIs/yql9B0AfhjATwD48eUSa067z8RKs799FhxfJ5/lRzq8rozDgOAtGAcTJPIbNge0M4ykepkuiD3lFWMU93pY3hA/XDL6B6Chr4s+9ID+4aK6Zhiby6PeKFQ5tRHxA2P7FPSk2AtGvwAueZD4WaqJjOKObPgyHzf0A0LGvbyXzRjb+Zg/htqZ4VNec+mGvs85uGCe16Nl1dmvjoc2+OmuSXnG8QHfPpgAcAM+Ez8/Lc/9xavRlT7wbvhM3NqUCA4DiG8H8GoAL8HBLek1R/g/HsBfk/R3AHi/h5qa2pc54unYaJrXTw9H07KzqW5fZhNeH+r0tE55RzLR9G80DX2KuH7m9BjiaWQENn19ZrhmbaNLLnB5l9FzLO9Yv2k5bduEx/fP6aR8htG3q2Fsc23LEuTN6vsw9fd5Uf9F9i/bjob+nI1szurgdRtG3Mf6O6ojj8eccBPLHN95Ncd1Y72p49ZmJlJKHwnAlmX51Wv6cwFgWZY/NOH/CgB/fVmWP7GmvwPAk8uyfP9lbT7WMxMpxdP5Bf3bVF7DhtETHojf/FWH3weBvDrLkNF/ceD1HFt2iGxmjI6bitGwzXScuHxg7o2fhbchfitUHJrvy6O44jT0Mx60pzgLxu2nFashflNWe5QxjG/yuutnc/xRPfweGlqfGZUJD+VzgKtgTtQVbVlNfQ3bOcdzcKbH29TZGh4RFcR9ST0V4/kWyRfEO2pG9kgVW/1V7y3d218IdCMzE1e0IJFedTdmJm5zMPFJAF6/LMtvXdOfBuAXLcvyWQHvTwHwDgAfvCzLv1rzzgH8awALgD++LMuXTOy8AcAbAOCVr3zl677zO7/zOqrzwqbZsgbjwPgQLxg96yvGGzvzqshVKfdlGeOaNrEoRgRpYs0YH3benmH+4Pe6DccfttHnpaozGkCpfGS/4PgauMcEXO5BndE/PE9c+UV6ZjtXMq2Y6prm8sdMRvP8UorHYhjPhagefkdVL9Mwblaluovke9uqq0k8C18UevsV8eZYms90wfxLFo8vIpXRT7kf0wHFjQwmvuZqdKV7d2MwcWtTIgA+GQc/CaY/DcAfmfB+Cg7OKZr3xBq+Pw5LJL/swqmpx3GZI5q61SOaco6mYh9mWjkqi0J/PMA2/X5sStuOpKNjVkffJrOpbZ9+mHYomH+lciqhX44pLn+m+1jdi+PzvObsGuZf5kTtcaxvfB9F+o7h9TgM8bkR9YG34/vZ8/glMa8vamPV5/W3ST21DxSXBbyRvD8ffN8Y4ro+hoSbWOY4v5rjurHe1PGiGx+9bPQOAB8g6Veg/0pf6VMBfKVmLMvyzjX8XhzeUT7iGjDeHbJJHo+C/jfWZeWpTqag91K/L3zkpbzfUbEKr/KRnsbhDCCGCH/F9gttQ/82Rx7VCfR7LZgcDdtbof7WGth23WQ9ILzUw3oU9F8dKB8Q/5OkYPvi4kTyqZOzHSfYlpiq8FF3Q0wmIeWa5JU1TdvPuLSniu2NGujf0otndrj0nypFdBXJYz5tnW0i78JKZ0/yE7cnr89cuaYr+r+zKia1bU4ui53m9LOsYjxnVIehr3NFTz7vHGP/qLy5Mqa/fN8t88ppucLjjtBtfhr6TQA+JKV0D8B34zBg+HWeKaX0PgD+KwC/QfJ+KoAXLcvyw2v8VwH4f90I6keFUhpvLnpTr+iXDzL6BzapOB3VlT9AvEac0T8IzwI+2lU6QX8DJ3/DdoPWmz6J097MJ28Umsgxv651Afpp9YLxr5lAvMxi2HwO/P8xPFEf4/4hcS72nxCcOdAFjA9P1V0wtjt5SfzqwTD2JePESR3ANrAjqV2S1kXJY1Ce2Q/FDH1f0k+Cn/BWbEs8QL+NO/V5HYrF53HZxwRfFR0Zh6+U/B8+aadhPAe8bdUFyQP6ZacmeXoN0F7Bdk0Ro628J/vmVldOe3N2dGuDiWVZfjyl9FkAvh6HLzu+bFmWb0kpfeZa/r+vrPcBfMOyLD8q4j8LwFk6+AK8B4CvWJblL98c+hc4+X37eUPSB6SGQP/2DowDg7rGDf2Dkjdz3vyrkz3HtlZ+gu2BTTKMN9fsykg6Q5AFM3deJMboTZ76IGXUTfv6QGCZDlJorwqf6mN+w6GN7rt8hob+0z/F1yROmm3P7TGUCY/Hm9E/bFSHylaJq0yTMs4gzHwAWoCHOjK2t/OCfvtwnZlQHKTi4vpwpU0e+g8O5lGn6iZ24gHimQDVQV6V9fzejs/zsqrvLODXQbPHrvm+T96YgM/bn4A7XQ/t/+a4a3Q/jQ9mk/KC47MSBce/7+eNWW+yFthQGU3TlmF8OEPy9auFjO1N8wTA2wG8EsdnAFQnMdUgrji8LHEqv+pTJ0CvLztZhixn3ERflrShbyfVAYwPdY+xOFyKAwG+SIfiYJk6FM4w0i7zaSvSq3tBqCzjz+By/+5QDMDoNAvEdVMsHqMv8+WaN7NRcPlzc6aDti5yqC2Iry+g/2/Lb7z79/xrd8D8eWl5rl6NrvTBuwPmI3fceQdMde6i89UD9A5k3LuBeSpTMHfUmzm5zbYVPiYTOZcpHzGb01sCfdSjzoxaF2/LO8DByRfH7+O+bsfqYk7G7yXhQ18vC/Syjt4x0+uI9tcoTkfB6NQ461892DdRP0R4o7ZSXZGc7++L6nHMbmQjamtfdiryEZ8/JyzIo12/TfgM67H6RHWI+svHPU/Bbd+prp1w3Q6YH45l+WdXc1w31ps6XnTbg5mdroi4tGHoncO44yTLztEvafCNHzg+9W04vEWqw1vBuKNiw+aXQB11E+mWEDRf03S0a8LbAj5g+8X42cpzHth6BuPSSXU6KRc5C1KO8SZ5xFPR1418KnOCfqmGYXFx6jWMPhJ84z4TXtVFOgnkFCPLI5dnE0zavwwbDueN2suOB6KDIbFWjO2qcib5ukRRMM6snYjtgp7Iby6fulmecfB7KFJmiJ1Rm9NPXh7A1sdPYavXidPt8UD4Kra6FymrEjdJF/T9pbqUj3IZhxnMnXa6QtoHE3eBZvtI3Me2fnyK7W+JQL9sUNDfXAvGLw+Aw0Net1POUk4dPBSP6mEZ7THfgrTy0f/A69N/bWT0DyfiexbxkkWV9D1sgyOgr8N9sVswDkx4kLzPhkl47nggvMTeJH1P+Inv1MkoBrVpgvVEZJTY/wXjg6eg/zKB5RXjMhcxK/m0uTSxFVfeBJM+XBVXw1b3hpgq+kFOxVZPk3zDtpSiugo2B2O4fIju5vLZx3punqI/DxgWjPjLepyjHzBouUlexdjWyqfphu2cup9G/6qdLk/LFR13hPYffT3qxK82eADbTdPf8EksKxjX8iPKGNf/I38BoH+gVVeW0d/UM/obMj/HbBjX4PkQPUF/M6c+/4C1AJshpoLDjZtvlHzrp+y58GUcp+pCIHaq1DdIlpmzQf6CrS/1qwXyqt6CftBVAhsR1jLBSSwsL5LfMH+IKZHHxIZi1HJNF4wPYJbpVw7Uq1iKs2Ho62UBb5Y84tTfr8+waZnuxFnWMGP7sol5xFOEt2LEqToq+kE/+RUT4yTD5muREfsp7fTwdMcGAldCt73OcpPHnfOZOLYuzXX12RpvlPZrvlyTjdaviyv367h+3VnXlf1asl8HRiDj9Udry+Sdbezj68jfkTcp9z4E5uQjrKr7AcZ29Bh8W0b9F7Wl1l3bxAI9ke1TF0Z8Wl/G20R/VJ9jG0tZUDY7fN1nba79pn066x+PQ/9R4ttU7UabeR1r/2P94vH4ulIu8os51p4W2PF1LhhxsPwOEa7bZ+LDsCzfejXHdWO9qWNf5nhU6Y3r9GTBuDb9DLZPQU14DPO3QM0jZYxvP1UOljeRzZJf0Hv+Q3gpfzbBUyT/nqRp+0zs8I3P1mOm0+fpL83J498qzZVXhwXY/EgaDlPbDSNVxPsIkAr6DaHUbkb/1nmGfinA0LfbKcZ2BLa+OENfH5O4+tBQb8a4JEFsigsYf/GuZC5dAl7Vn9G3t5Lml9VuxfEvPyzQxU9RTfAV9LMwBeMmWuwrylWR93Z0RqLiMAPGZUdga1/OjFGPUpUyjRccZkNKYFfx3nNltDmzt9PFtFzRcUdoX+Z4FEk3pKoY1+j5QCRPQz/Faeg3gdK86vL0aOgfHA39zbSgvyFnyW8YnQ/NhWpTNy06d3aVV8v1Z0fUU5xNUlltcP8LUj7CnzH6FQDbA4x2Ga9i51wwN8TTzeeCW30qmvAxLC6udIK+3lwayYg/LzQ59KHJvCJhFru6oZNi9Jh8fnX4PXE5i/abyKr9KvmKdaaXMhlbv5ygvy4s0K1UENulfEF/HSixXuforwdv3zD3g2gYl9v001rm6z9QSNWlqYvnREvA2R16ul037U3V0T6YeNSIDlNtTRu2Gy/Qf5dfhadhfOAD/dprkTxPFqRNdGq+YlP9OlOi+BrGvS7OhU/1wMVVRm+qxEA70a6BGf0baMW4pwNDHsCIX3nVLvP1oVExp4bRYbIg3g2yot9LgeknsNXN0L9VV4xtyTzm+8GV8gL9zIXOAOmsSsPFAwbipR7Fo7ZN4hE2tUl52q3oz03mN/T9WTEfSCge2vI4gb5dFQNcWDA+4IvobRhJy0lPof+5Ggd2DWPdC+a2FUPF4f6y7E/JnR6e9sHEo0QcSBTJM/QPsWi3RJO8irnzVw34lArmv8Xmg7phvLn7jY5m2wFX4VEcitOTYRzURA+dEynThyCPgrE9gPEmXiVOvoxxRodpw7Ykw4M2m9NbJE3dVcr075zKS7vn2GYK7kmZtr/qJ9kaZow7WrIuLOcgj3nUpYOaIvpN+JrIcbdLxU/SGSzqoe2IqFd5STWIk5fpgr4vbD0yRudjlkWyzOODPaLswqi8Oh3kbYK9CW9BP/gsiNtAMZMM4wBmH1BcjvYm6mgfTDwqpN+FZ/TLFBn92yEfmA3H3+Y1rfEmdg3xg43EPJ8+xfiQIA59KFCf4qRN5QH6h4Xq5h4BeU3zgUpivKB/QBaMMxMQ7NFDWIn8qr+in5ZnWXZ8FthVfSzXwQ+3DKfcCcZfhmf0gyO/g2TD2C8F/QCwYPQ7MZFlnmLRtspryOlz6qdswzaQoE21of4wKkPcvs4en8r4urFMB1twMiY6zfEVsel32SSPP2f8YLqgPz+ViFPbzfNmbEtltMuQGDTPE8vUHvkosw8oLqa9eXq6bQ/Qmzwe2a851Aubnvzeu9z/SjryLo88ymfe6xGPL1d7Uf7Mo33mhT7zYKcNw+iN7nVd5N1+ma8NvB3V43cyNIx18PLA/CuDU8FUnO4Hgf5jddU+i+peAv6ZLq2b52M6+j36TKfn8/p9v3p9Ed4o7dvB12mGR/ki3VrfmR5gWd5+pI5Rf82w+NCXH+sbHvxqJzoXZv3j+/QRJdzE1xzfcjXHdWO9qWOfmXhUqK7hGeIp8dc6vor4bbJJeRH+5nSqLpLJofyar/YL4jcwYuB/GaiLstRb0dtAUO55skurXtWf0ddF+ZvwAeMbe6QPklcx1lv/bnkm+ScTWdpsDpNSQd/O/g1YKTsd/s3c61K6j76dKXOG+TlTEL8Vk2iD8tnJk4d8zfHXQD/zivAqT0Nfz4p+JkdxUY75wDhbA+Eh/5c5m9WFioVkzm7BuHSmZQXj7F0J+CNbnOmijYZ+ZvME8dLHTj0t67HTu2gfTLzQSXeo81PJVfgyxildk3L+ECuvad5UlIfxInmq0+SY2SoOF/mAcdnlLcJviG/CtKH2Mkaq6G/EKst4lTw+TIl7hh2IcZFXcam8Sag+HCqfJa2DDMM20PKYqLdh/qAin7k0sH3xooMiYDyfSAX9LqkzDIbYB4TlxWHVsups8+sTQ/+FTsH48K+4+KdehvHcNfS+Pvy8N4tMkTwTfcRu2Bwhi+MzbNdME0yUVXxKxOjLVY865FZs5060LEc+4jvHeN4QF8+/hu2cvr9/4TGlvVk62gcTjwKVNeQbRV3TJjwVx3dn5E3TJIzIXJglXnC4wdA3gzcmveFnxOvcDBVvRf+mRcoBHtoGeuczc5gN44NMdSuW4vKzixsOdWOceslXMd6Q1S6wDeJ8PnExnw93+mtwJkOxEgckT22rnSY8VXj1CwDV6WcqDPFDDegHdNTvcVVs5wbtkvjw89ho6wQj3oL+E1utg+qK8Br6875ibMvZb961HhzcZeHTOjSx1USWdSGvYTxvSc1h5wCB+iBhxra7pv59VW0xrOipBHl5DXW/i4J9QPGYUkrppwL4owB+DMA3LsvyZ4/yH5aXHg96pH5Bfj+N04/A8bc9w/HpySpxL0sy9DMPjKtNL1MkzjLe3AyHt7djv5k+hld5OJsywwX0zn+6JFQD/ozxSwBg+2oC6NvWhMdEVveE0DdDtee3f+bRcHHb5iN8ittjjWQ9eZu2hs3ppC7q9fZn+mf2NPR2gPGrIX790bC1+ROSF5HHVLDttQH0My4mtt4O4LMRnx8Z/Xmgemc4VMbQ9w/Q66MtYqJO1W+IZyIVp4+T1LbmK2kZ4wWP1IDi2n9B/mFpee5NV6Mr/fzjvyBPKb0UwJcC+HAc5kN+87Isf+eh7aT0ZQA+DsD3Lsvy4a7s9QC+EMCLAXzpsiyfn1L6NAA/uCzLm1NKf25Zlk85auC2nTZu8nhkHDAjRzXvcOWdwLyjFp2povxIv3dCM4zOW96ud+aKfmddJvEIz7E6RXm+TdSG//2yTexEDmnH0qcuVN0m+rR9Z32AS/BHMsf6ZNYuUXtf1EdRnxzrD5U1jG2ruN4ufBfx+nbSNvL9cKytfL8D/Xbax+oVtYs6OCqPuXjUhuWIzKy/NB1t7z3rr0jPA4zXeMTnsTwihOt2wHwNluVtV3NchBWHofNvXeMvAfBSV/7+AN7b5X1woOeXAfiFAL7Z5b8YwLcDePWq/20AXgPgcwHklecrLmqTfWbihUgp9dPDFaNzna3xgvjtexYC87eSIvHq8jkrwCnQc4zTvPqjrIz4DYg2FJNh3OjIVj7mRzg1n+vs5Pfrxw9w+N32WSBLnVnkDeNMhG4URJwqX11I0nQVfqa9Hbi04Xj/UUZngJS8reaw0EYkV9H3Cfmoh+V+bw/lLRjf3KuUVYzT9CT1nyBvwzhzoSF5SbRd0VNBfG5St8pQLyTNctXD+GyviTzBp3o9xoyxfhFPW9P6OTHxAWM7UE9zNsivfJzpAx6JGYobmZn4yqvRlV6LbwPw1wG8eVmWN3dlKf10HB7ur14mD+uU0icD+G0APmZZln+fUvoMAPeXZfmYgPdVAP7iIjMTKaWPBGDLsvzqNf25a9E7APzrZVn+YkrpTcuyfOqxeuw+Ey80SulwMes0u61xneoFxrVYhsD4QAPGaXVPXkfBNuV/hm3t1QST6ooe1KorCw4tM/Q3sIJteYe2GmJ81MkHDtCvyZP4oKI+r0eXNoDeeS7atyMLb8W8TZUnShMPcShpWZ3wAJeXN2z1OUf/0GSZbwcvz+Mp9A81fXAqnuzyPE9bw9k/NThA8c7H1N3Qt63u0FldvLh4duX3Jc36FPTXoKYfiJzaory3GeEw9INUQ3/OA/0gzIJ6MJ+UJV7QO1AX9ETdhq2NqbdgrDuw70FBurom+KFlWd4wKXs1gO8D8CdTSq8F8FYAv2NZlh99F4xl+eqU0j0Ab0opfTWA34zjf6nx9HIA3yXpdwD4RQC+CMAXp5Q+FsCbI0GlFz2EwZ2um/jlRl0PepgbDhc5P6PM6B2r7qOfGTBsjmZVeH/zxK6u+ZPfVjtvWcP7wmsYb0oeS5UyC+K08QCb02FxshwQNFcP2r6PbfOeJvm8IVKPyhi2tiGOit6BlOXEeoLxaweTPOpW7BVb/7Fe5tKqizImeU34Pfk8tc0fPzWHTclc2NC3A3BoX5afio5TbF8wEDdlCsb+NuF94PIVPxyP5p+IjJ6vylcQbzJGbM+sB+029LjP1uMcY50UH+McdOlAqmJsa80rTrdhHLwVbOdXJJ/XQ9vBAps8GsZrwMsUjLvSVikjbmLSTfQeR1qu8DhO74HD0sQfW5blFwD4UQCfM8BZli8A8O8B/DEAn7Asy488RG2izlyWZfnRZVk+fVmW37Zc4HwJ7IOJFw6l1N+wC7ZdAiF5dY1XySOdr2FbQ3Myfx392xcwLgdQn8nRsD3YeePMgYyngv7viE3KiOlpbDs5Mr9gfNMyjHXXmZDqMKlsQXwzLRJWV8bQD9Aoozyqu8gROXF6MsRvnuTl2y/zMo7/qwPo/4aane6M+V4U1FPW+Dm2wSPbumHb00SJMhnbQEbLiNd/cRARByrES5xtjfNh37AtkVSHnfFTbO3yNMb/1sClK8a3f7Y37ZEHGAeeQPyZLfEoRmA895Snocel+Bq2QS5l4eIMKeOxe/L4VJ7lDfN+2+k66B0A3rEsy99b038eh8FFRymlX4qDg+YZgM97N2x8gKRfgcOi8MPRdTqpvNCOF6wDZuTk5R2h6PDlnarUyVIdwXy56n7g8k8DXYohchyjvYi3TA7vHOadynioU5zn8Tq9rLl82vQOmVoW4dF2ifh8PGqXi/ij8lk7RnWb8fl41D4RT1TfB4FOrw8ib4hxHMMwq5NPn2LuUBnlRf1pTj95Zm3r+U8x36WV5VHfRu3i29uf96fOnq/b7JyJ2u2i9p61p3c49rIvUMJ1O2D+XCzLP7ia4yKsAP4mgA9d4wbg/+PKfwGAfwLgg3CYIPgKAH9woutVGB0w3wPAP8dhkZAOmB/2sG1ybY39Qjxe0IMJvcFGN4boBh3dIKIbhX5lYYHM7KaqoUl4EabopsTy6OGkN8vo5usxRvkeZ4QrCmc3VA3Jq1sl+yO6YUc2tH30Rh19HRKdB4bxAR7VQ+2zDv5hf5GcxxLVa8YLZ7sg3srcAl7fT74fZzya57+00HaL+mZWN9Xr20Ll/cM20h/lR3iO9WnUxioffZ1SsCxt0i/Adl5fpk8jvhcg3chg4q1Xc1xiMJEBPAfgH+IwT/QzXPlTAH6epN8TwGcEer4SwPcA+I/rbMRvkbKPAfBPcfiq4/e9O22yf81x2/TGNHeKNBx3mCQVbN/Pn615GaPXPnlnad18KuJVD3XlgeSZpDWuuryMbuNrjp9T1CeBnCdD7KhJfRmx82Ve422iX/lN8g3zPUAuQ7StGNSGoV8GmenWNiJ/Rdw3hjkVJ+fjisnL6D4aBfF5k3H8XLdAlmVKqsMkL6PvE+ry8vcw7uoJzM8RtVEnchX9xlb6ZZPyKpU1JMY24buoPKNf8uH+LsBWV6ZN5Ar6+mbhob2Mi8/DF+Az5Nq/5nhNWp77M1ejK73u+D4TjwrtPhO3SSkdxpRA76OgRIdG73RWhDev8SfQ7wzp+YHxgV6Fx/v/ZsGmnt4V/YMKktew3XiK4yuOnzjPJd+cvhP0X2poGVy+oV9bJg9DYqqSfx+HG26T/GcwdyRsLjxD/PDV0GM19A+6LHbIy/OiiW4tVzrDuJ20oV/vL2I3ooL+19/Exjjl/DbkxHWGvj5q5wTbOZrXPH8+tzVkeZGjrXa9Tbh8tQcc6vNAyht6/x/VUxAPJChn6P2N1GbF5iNDPScYBxIFW71PsTlSFvT9XLH1G+VN8u+78uYwkL+h93Uxh1sdbKvIqD0TfIqniB7d8v9xouWKjrtC1zkV9EI7XlDLHH7K0U89zqY0o+ldP4XKvFMJIz3KaxinW3k8CPTM7EbTpB4X8/1UrK/PbCo3Skdt46dpZ+3l48fyVKfH4Ot0Ud9FmCK7ykMbKm+BXJQf9UMk5/tJdUX1mPUL47qMM+tj6vd/Zb2obwr6c3emn7ofpr9nbeTbYlY3347H7NnEhs+PDrZBtGncDMdFeey3qDy6r7zACDexzPFNV3NcN9abOvaZidukgv4NuGF7w+BbQ3EH0L8pVoxvP8w/Qb+BjTkehrQdfSUAbH69J4ENExkNycPytzusLcCjtvXzQF/GtM8zjG1hGN/GPT7m8Wsa5Tf0/WAik5095W0YqaBvM8WreohP2yBje3NugV1P1G8Yv3KpIq/lJcBAjA2jJ38JdFNW7Zxg/KcG5amvreEJtvo1jNPy5FcbJvEc5Bf0Sx+qT/VWjP1PWcYN43mreonBBGPB+MWOJ+X3+UrEUCRdV/3POj6vr6D/BwvLnxIelWG9mpPhfUXrndL+uehjTvumVbdBvOgqxpsCJPQ+DJ58PtNF8njBG7aHQUbsU5GdLPP8ICKLnElZxXizx8rzyjWua+vHNsmZ3RgVX3Xlhn66WuvAsCFu64L+j4q00xwf63CCccBAmw39J6mGfndK4vTyb8fhnxDPYPyXCfWa2GFYHV/BtvmUSR7DKvEWyBOz2svol70oB/Rtk0VfFnnFEeV7GeoieTkg9n1QO22Cj3qK6Cvoz01SFNfz1v9zBRgHexov6OtMMvR9YYipil3Gy0RXERnGz9C3vaH/hJm6aIPt621Qj6fHZUOrZT122ui2p0Zu8nhBLHPMpld1qjSa3tV8wzilHk1VRtOdnJbVuMo+CGx7/R6fD6MpWD8tXKRsNo3r638MEwJ9x+R1ijfK93JRXQ3xJ3NRX3qbke1Z3Y+1J3V4jL5+Uf2PlT3AiMEwtskMJ9vhwYRv1hfEpNiiNo7qd0xfcXq1PlGdtMy3aWTHLwl4eeVn+0b9H33+OsOk/XFsKekYpqh9ZjY83uJCHi8AwnUvc/znWJa/dzXHdWO9qWNf5rhJ4oyEufyKcTvi4tJV5AzjtCnLqtNNPTplfobtLeTM6eLbrNejmJrEDdtOj3RQK+jfZlR/QT8DwDJzeBFgUP0m+Vni9zC+aTeMb4dA7NRaJc50DcorNgdMxVCwzeSQR3UV9G/Fqlspi1y046Mnj1FtKQ9tZ8RfVpD/aYztSNmK+ZIY+Qzbrq3K6zFhxUJHyebKKravEbLLV7zVlRX0sxOUNfRLQDxUtqJfYjH0bVoCDGfo+7Y53iK8wOE6IzYtPxcedR5FwM+yit4JV+tBLIaxbYlHnTnNlVO2Yru21EbBSI+rQ+ZjTvtg4qap4nBRcstjYJxCLOiniw3j2nHFdsMy9Bd1xXjD0+USH1InsE0BKz6gn1bVw7BNyfOmH+lXG8eooh+MaL7eaPUfDKSM/kFOXTnAULFN1VbJI80elpQ3l8d0dnnabtRLm9SltqmnYTsHzh0uw/gAZMivf3y+6q/YBhI2Kad+xv3urGcYHzykJhjJS8oYBzGGfntukmKiXs9zikOdvb8LcVNHE10PJK1f8mTRQbmCfmBQHS7aOza4Un0m+Kpgr46fS5ykjPG6LsKfXbwgPg9IJjzsH6ZN+Cq2L2bIZ8LPejBNehwGFMsVHXeE9sHETRFnJU5xeDjwRlE8H/qBQl1l/Cd5pLyGVXQZ+rdQltNekfwsZRnbTdb7augDwetQUtxKzItwzbB6ecNW/zNXrm9xBeP23EBf14Lj/87w+qkro98iXG0U9PU3jDNOfibIXJxlVfK1770+3ujLmsdZJzg+HkB/nhj6mY+CsX5qt0qo2FVflryK8SGmGIrwKTXhpd6KcWDIN/IzjA6xxKgYDIdzm4OuM1cG9L5DtEcdBf35Qlkd6FY57geYFeMZtlkN1amfabMeBX27qx7NawFmyvNo2PxHVA8w/hTMD7ppKwvP40j7YKKjfTBxE6Q/8OLbO9MVh4caf3h1ju1NJeNwsZ6vRxGdBf2gAxj36W8Y33iYrujfHivmAxZ9c1JbWfKYrzfPB8Lrv07x+gzjm1fF9m8FrQd5qa/h8B8TldW3eeoxSQPbBkNMGzZSLEwbNqc/zVe8qqtI3OvXOszy7mHrf5Uv2PruHPFmSuRh2DCed20tP0HfV6yf2oPEaYtxw1hXrPp1XwVSDvQSF8srYmqij3zEQTL0bU47Gdubu/ahx9AkZDyiInFzeayvDh6r4CXGKof/b47aoV5DPyPp7Rb05wDtGsZzlfJ+FhKIlws9TxM9+sULsT0OsxM7bXTbThs3edyaA2bkpBQ5fkVlhs3BK3J+otOWd7AqUmaIHcrM8arTnTp1zRytCmJcPKLtkyP8xNEw7onh20bb5JhOn3esDoqjON6L5LzM7DDE9bjo3GAfXsRDDHR6NJf/9kmbIciP2nyG67IyNgmpJ/qvR6TnMv9YoR6TwzsWR7ZUd7THgtqJcPr6U88xrLOjTGwcs3WRvhn2qG+iugKHa/QYNm3bgtu53y7LgptwwPzbV3NcN9abOvaZieumlOZvTgX9VKO+PQPbskPDYXfLKnKq7wTbGzpc+YnoYJniIG9Bv7SRRZ5EvoLtTefMYanYZlV0W1+lgn7qlzwZ/adoxJYxvmV5fSxjWuWJtaCvg8oojiqhLzf0b4EtwOHJhI82Mg6fiyo2f9D2mbNh6JdxSBmH9ntWeFj+ZQ4PSZfQSPVIukh4gq1N7rvyKmliLtjaoQmOM4zLP5St6P0hfFtQl6ZpX3eX1T/wEk9F/8Z+gu0PpDzvG/q+UP0eJ8kcT1TmsRyjir7dM7ZlmiI8JL9HC2UiUvsmaY3Tvtejs026m6bSXZ2dWK7wuCO0/5vjOul+iqdhSQXbgCFjflPx8mUNZzKqV+0btgcHH9peT8Gol3n3sK0Nq8628lX0NyZInDKePM6IqPcpbAOeImXEong1PcuP0moTiOsDbP9A0H9zcM8Bj4vLV83pjmwaxravmNeX+VlwFmztys2FbE1zDwvVQTkNGfeYic9j8HZUxtcl0uPlWAdz/Hp47N6Gz1ObET7yZsz7SjEpLq9zhs+nm7PHeIRNcQCbz4/uSVIdX52UeV1aZri4TQ3xIIW8xeWf3exz5tr/zfGfp+W5/+NqdKX/8m78m2PftOq6qUzyqhwF/cOcefdxmJFQZ6yG7U3dJvqrhNSbMb4dkw+Sb0fyfJmnIjb0ITuzx4dvXtO6WRPlmuhS+xnbum5F3w5Z4rRpGPHzHwccWCmvkmG8SfKBrLLnE9s6cKsYSXcpbWvIAYiXKegpo//0j/LEfIbx7dcw78uCbQB0Inm02yROXqDva+pmmd+crDoe1jWjb2vKKzWxUyTfXEhSjIq9uvKC7fxjOjsMGme5L6N+c2m12xCflxygqg1vV9PepsdX0ddf+Zifnd4iaS+rccM4K6f2vc2d7jztg4nrpLqGD1yaVLDdNA29QxPpndhmFHjD1TfgjP7tJjtbhvFCn+FsgoMyjHvMWfIi3bRLjNSvMv4h6/WQX5da6ODZnL6MfuAU6WI5senDkmHF+EBjOXH6OMN7GL8CKegHcl6X10F7JwGv6lTiEoNJ2us19A8x/cNldmW0rwOK7GxQn7dHbCwD+japYpO6dEBWAp6C+MHFckN/vhFblTQxZYznIYmfp3KA6e15frVBnop+CUr5ZzpI7A9gnJVRW0paViSfacpkxPX2eivGewh1UV91cveFzzC2ieHwd+TPu2Oz4HesOs+bbttp4yaPG3PAnDk+eecmC8qjnxGpQ5N3cprxeke1iL8ENnlEPw1Sfk3TcVNxqmNWC/R7nb5+3vHzGP6orbXcMO4QqGlz8hfpNqfX96+XPYZR9fm6Rzaj3TVnO0T6+hTE9dR+9H0/c+D15dQTnUvHbBtiLMqrOi2Q8XU/dszayNcp6tOZDe+4fMyeufSx690cX6Tbjtj0faMyl3F01vpHfaS228SGoe+zGyJctwPmh2JZ/sbVHNeN9aaOF93mQCal9PqU0remlL4tpfQ5QflHpZR+KKXU1uP/eVnZW6eCeIqxoX/jqOjfKE5EFo5PdTHP0L/NqR6lhv4NI4vuM5Glbj/dmkXmBNvbP3mr2Kjo327ehuNryPzMT8tPMK7jVvSbJwHx2xjjlKc+8ldsexMA/c+PSBl9m6huQ/9WjSC/OGwRUWdz8qrT7wGhfdXW+Pkql0VXRdweBfEbJbDtfaJvyGcYZ4GUzjCfhSB+zlwUjBgomxFvLuZ1GvpdGSviT5dVnmnapaNzdTZJeg0aLl7e030rMvrzROkZl66IP1FtGGco4XRjtUler9ew9U11PA393hZwPPo5L9uqOJ4i+E5xuMYrxrobNn8n7xi6052iW1vmSCm9GIfL8GkA7wDwTSmlr1mW5R871r+5LMvHvZuyN0/6Ey+l6sKCi9c0fR7T2enXuEloTpfyznTkVY43FP+w1Hhx+Sb5WfCeoK8PeTidTJssbxhv4pQnHp2CV9u0W9FThKNKPlx+lTQpi0wTHtrWryLUvmG86aveinHNv7rQMLY/0C9XAOMDiPIFY73OcXy5yrDtq2FB+Uymou+vEvAW4VPMxKNLDRVj3Slb0e/DYYivEeplXnO2CzbfFZWjvohMQuLRPMVc0G9UV11ZRt/3hn4gQP0MgX4vlRlGb0d1A9sgrgkf24C2TLCpn5NiI1FXQT+AZ92fTTfujHltdEeqcVV0mz4THwHg25Zl+ecAkFJ6E4BfA+AyA4LnI3v9VDDemMoaZvROdsD44FDKGP0emGacpLYaxgcIH8BlIqf6Tlx5RX/T04d5FUwNm9PkGfqboJehXAuwZIw3XdWlDyliKsJLWwzzEV0qB4w3d372lgOclDVsb3teN3ep9HbVnrk07UebH2XR4f/4SCzm7HhMQD9blV0Z5UzyvFMtD+VTflJ2Ie2SDCOpfQ5oVG8RvA1jnXV30yw2CsbPS2nLn/MsV1LHWI/by6huz0N5C/Ia5v4YSvz0NWP8+qRim7GhvPrW0I45nMSucZM8Diyb5DFdAxxF0qr7UacF+2DC0W0uc7wcwHdJ+h1rnqePTCm9LaX0dSmlD3tIWaSU3pBSei6l9Nz3fd/3XQXuyxFvWGUNM7aLra7pc4w3toL+AjSJF/QPWyXK6JRvRX8Bn0s+9Xo9kU7FQzpzeYb+TUWXKYjDT+kWxA8S3W/D0M9yRNSwtU1b805c2NAT20mn4XkA/SzDGfqHZ13tUbah71cS8eobpN8psDhe6jexfe50kwcY259x6vOk+RVbO5jkeWK59l8TW5TNGGeHdJmmYVxugws1Tt1+AKo8zDP01wcHWRmHvowG7qqPmBWP5wfGhykx076XKZL/DMZlOgviigXYBgFNyiu2/URUTvVxAJYlTcwtwKm6Df314DFX9LM7lHlGZB6gv3apm7O3O90tui1nDQCfDOBLJf1pAP6I4/npAH7aGv8YAP/ssrKh08x1O2DOHMq8A1TkyDVz4Ioc2kzKPD/LHgR5tB05jNnEfuRENuOf1WHmODYrt6Bcnco8vmOOZrP29n1kk3LVRZ63S1p1m4tfpi8j50mPzWPxdfIYjtXlWB8zXx1qfZ953V7XA+mPWVtouojMrM2174+1g6/Hsf6O+B4c0RPJNJeO+lfrFO0mG9XTjujy2HxI+WP9fBmHVt+HszpFNkx0GUbclLlGwnU7YP4cLMtfv5rjurHe1HGbyxzvAPABkn4FDh9CvouWZfk3Ev/alNIfTSm932Vkb5y401tGPH2unzT6sop4bRMYp851T4ITJ5MlrRsT2cRWkbA5Oxp6opxhfCMEekcz2jP0m16pHsVo2N7A6A+QpVzrTKJOxZPRY6PejG3anOvyXJLxvBpnGgBeKViZxzTrZZJfjmD3eSXgIS5g7A/aqhIv6JeZgH6Zp6Kvo+ov2JxvfVnDaN+n34J+fd2foxVj26oM9fnPM4Gtr7TsAUYM2eXRbsbckRQ41PsBtt0yDXHbF/QOo4beqVFJ9zE5FxmGFeOsiF/WyejPrSr8qoflHjfjDDXeJK16tO1NdJKnYtyLpDp+C+wy/y7QctsAXlh0m8sc3wTgQ1JK91JKLwHwqQC+RhlSSv9ZSoendErpI3DA+wOXkb1xKhjXEoFtrfIc/U00Y7uRlJXX/7zIREfBtnxAe8oDxBe94vNU3aFEewWjc1jF6OGv+vl1h+Y39MsFGeMXHLSRsU3jUpY/IyrY6sijuZD6FBuxNmxteOZCxfKMyGldisTVnspWl1cxTkGT/B4k1R3+50/EYBgHi1lCX6en0NtvuHjAWCSuWErAS90m2PSBVNH3t2JoGNsmGmSZKzNsU/2KSfUZ+odcRl9ftVtWfQ3j4JrlBdvSFuXVBsPssFb015BhPP8pqwNblhED8RQpI5/qIl6/7AkXz2JLdethzk5Bfx2pnghDlvwm8bu61fZjSrc2M7Esy4+nlD4LwNcDeDGAL1uW5VtSSp+5lv/vAD4JwG9LKf04gH8H4FPXKaxQ9lYqAvQXRcUY51tGXtNtDQv6h5XeJBkathtxduXA+Akj0D9UqIN2iOMeDrtrvgXjA5NEOerw+fqgo25SwdgWLPe6vG2Wqy9Dxlh/8qvuLHkaUqY5TAwN/QNat+0ujkd1VZfHkPi8fcUMHObTVL/qLeidWIGxnQ3jrpBaD5L/5X11PAW9J77nKRgfjMTLwbLqz453Rt6u4qmO16QMiL+QIVaTULczpx39kohv2DqL4G1qvKLHwDLuyMq0BfhUX3MhqaL/c7DOxHhsqk/10m7FeG4rMb8Ivye1mREPRJvjzSJzz5XdFdpnJnq67XWWmzyuxWciWkecHX790BCvQUfrsyUoj9YpIyy6dmmOfyYX/Yn0WH08fr9ua5j/+dQwrq9GbRW1g/JEa/WR/qjttM4X9YPHFvX7rC9OJ3FfZx/nUQIeX648l/lzq9cZ1WfW37N+irB6XvWTKC5f294wbqQV1UH72fNEm6Ad03esvWZ93CYyii3SMduQatbGLGsBBt+naj/ql8juzN6xtvDnhMqZ0+V1XgPhJnwm/srVHNeN9aaOfTvtq6CCeESvZQ2H0TrXZBu2H1cZ+jcMvulpnurPkkf9Xofy858D6htgGN+UlM7WsElewTg7YNhmKc6wzYZwmYAYIeXEkzGuY5NX82oQV71A/1ap+YqV+lW2SvlrERNtUpYyfm27OH6PoaGfGlZZoH87V8yG8RwrGN9sM8ZpeW4RXTHqiHBqvucnFsWkmFXOsJFiVRtV4lH+jHgOk79ImZePsGX0b9Jnjpdk2K5bc/kMyUMbikWpSdzz+HNIf5pG/f6TVN14i+TjERZ+psyDMspriNvCHJ/ucVIlbBi3Otf/jnhfmp3uBN2mz8TdoIL5w0M/jbI15G+5K/qdIwu2qc0T4eeauv/E7h62G4/arIKHMnQo4wVMB8mKcRCS0VNF/zBQfsaJGcKnfhO0w/0aXia85ngq4n89MP12l8/wBPN/IhCr5mVXpqHarC5t2NrjXPILth+HUT/lgO0Gq7iLw6pxlVV9BfOHiEleCcqJk+1kLt9TdekmccM2GMxOxuuriPtEMWi8uDC7Muryy2wmMib53MnRl1EX87Kz3dY4Py1V3iZx4HCdGralCVJGX/+KnjRNPBzc6M6svCc0bEtOXpZ1JKYsPCpH3EVkFbPH4/mZx8HBfReqPcr5XVUZNzyatFzhAbxPSulLUkoff6N1uGLaf0H+fCmlcUDh//7HGQGlvIYmedQT7T5JMjmizXyq8LUgPypjOfUSR4SLswsN8cNB+RVrEzk/i6F4ZjqpV2X5dcgMi/c29/p9nvZTRd8OGtc0MZ0EfJFNIF7rVl7VHWGOygrGfiHvzJ7n85tSUZfyeh20ScqIz+mZnLdL24q5Ye4vA8zbmzpoz1y+4mP4AJu/jMdcMb9GPPaoXO0a+nbTc8jrUF0F4991FSNJ+TPG6z36WobyFfG1oET95kKvT2Uz+r41wXV2tc+ha/8F+c9Jy3PPXsx3GUq/6m78gvzW11lu8rhynwm/VujXgHX90a9dG+I1fL+mqfnRj6n8eqRf0/Q2zOn0cV1rPbaW7G0rdsV5bL00WiuO1mYvu2arvDO9HoPHFWGL9Pr+9fqP1S36kVc70o+zvn132sznG+L6P2zbRueD2tD8GZ9v32jviahNfB/YpEztmuPV/rQjNmc/oDPHN6uTt3WsvWft78+fWd/4vMh/ZmZf63msPXz/t4lu374Rjiu9NV+zz8SHYFm+4WqO68Z6U8c+M/Hukn7BYRjfRsoaVvTe5BFVxG+Pbwfw2YjfRLWMcpypoD2vT8kwvgF6DAXxm2nBuI9DQU8qF9kif0Y8S6I8qkOpBLy6jbnyN4ep4PCGR/+VjM2HBY5H30D8Gx1xqd6oLh5zcTzU4/kYj94kPVGn6s+CT20BY594Ypli8fgK4v1TaIcHy48RdSq+yxBtZpGjTRKx+S82IkyqryG+/tROkTwtL4j7umC0S7wRHpapL5XiUX0N8Vb0xONlbD389vfA2J420UNelpOnSpzEPD/LCVzp7MSNzEx88dXoSr96n5l45I4rnZnwbyY6Cte3FP82MPtdsX+7McRvSf5N6NhbTWQnsuffPuyInH/TiA7DWDcgxuzzvKxhbOfLtEfUJw8Cm5FOf0TtWgK7s3aObFymfRmPvnowbL9Rn7X37FC5Gd4oHek1jNeAxxPNxET6Hrj84vKPtW1Ux2PtPcNrLpydI7O2Q6Dzoj7WeprEte9nbeZx+7jnUfmG+AurqG7a1x77rO1833g+LWc9r+z2fAMzE3/5ao7rxnpTx4tuezDzSNL91I/CK8Y3loLDqNv/yvtZ4amOl/nA5mQJ9G8aWl7WePRr3yLx7PJZ1sQ+8RRszp0Vm1OXygFbfTNG5y3qom7mNYkTi/KorJdp6J3ulA+IZ33oaGrr8RaxSfuqg+kq+VX4lZdx2lVd5vjuS0g+5S+TkHpORJdiOEHvrEvKGN8SPZ2j73setAOMv/ZW28wz9OcpML5hK351hCQ/0/plgOJQ5z2GnphP/WdSVjHir5LfJG5yFGxtoPwV8dcZFf31WV35zAmU/HTONmz3Dbad4o7SzeUX9G1V0F/jwKH9TzA60BIfZSB5DeO1pxiKYFEelaHuiq3NzjDv250eCdo/DX13qKL30i4YL5yGcQOgiu3B/7TwkrLwMixii3Yq+j+AUpfHoXjUhqapl0TnrrLy+YcVMTKvYfTiNozTtsQM9F7qtF3Q15H2aYehv7laIEucb8Ho3Kd8xHQmcgU9KQZfXhFTc5j5YCMOxVmwDcjIXzHezIsra9ge5CcOS8PWT9GW1ucYb/iKh7bO1zBj25DJL9kZtvOQeWorrzzEw/OJ9SgSJ3ZP5CmSZ+jPDcapv6H/aRXLqcvj859eAuP1XbB9sXOO/lzLgWxx8dci/muvkseqlKXcH83pIHkMFfHgX/kMfTspVYx183YiHM3prMKj9lM6zGM8CvSIwLwp2gcTD0uclTD0DyWlhv4fGhnbBRg9+DXudWX0+wiQzhxfcWHFeDMyjDdV8rwdh39OcN+LhvGGZ0EZQ+qq6G+yaoM3Uv/WSDyKKTv9tF2w3cy5/l2xDQrI35y85hEXMZFo39zBfB3AKW9D/ImkyipuE7mK8TzQ8iI8WhetT8H2wGd9aPtcyk3K1B7jcHo4s9PEFvuuCr+mlTRPbVrAo3nkUyyG8YFZMH4F0dCfk9EXPUrUozryGm/o275h3M1WsRdnI6M/P6rgYr7mqS7VobjM2WvCRx0sUx1eVvXClSsu6vV2PVVsMzn+HPRfO6nfShP5R4kW7IMJT7e9znKTx5X4TERrioZ+XThav9T1Sr8G69cqTdLRuuuxtdjZuq0Po/IWYDl2zHSqDl8Hpme4fN2OYYnayOdF+hSb131RH0X97vMivBbo9fr1iHbjjOrB/AeYe+v7v0RqHVmHCIfn0zzDWLeonqxL5Ddhgd6orSk/w3esnU10RH2p58Ksz5VX/W5mfTfLP1am/aTYma91iepnOP71lbaLb3Pfp/4ciXTM+qw4fbO8SB+PKyBct8/EB2NZvvZqjuvGelPHrQO4yeNKBhO8CI7dgGY3i+LiFvBYwO9vEP6CfIDxRoOAd3b4eqhTn8czu0nN6mATvpm8x6/xmSPfZfQaxpvasb66CGPUp7N20HLv+Kjtao7XEDvgmbPr+xuI+23WdhH2gnk9fJl3nIz025Hyme5Z3fzAYPYQpU11evZtrH1Cfs9TpPxYPT0GrfesXjaRnfUL4+2Ctouw+HbU+iueB0G+t3EMtz9831/kVApcwW36BgYTf+lqjrsymHjR7c6LPGL05al3mDL0/hMF43Qg/QSeQT9VXZ3u4vKqK9M8k9Cw7XDp9SnvMVKejMMUZAvw8PC6ixzZ6TNs7aJyTDf09SFRXxXeE4zT8hEpLtpqTndkizrvo9evst52XsMqeRaELD9D3yaUB0ZfEkO/1XPB1h5Z0pHthv4vtEC/s6iS2iNW2gH6c1rlyaO/LOc2z6qPeFS2CB//COsx8SB/W+NnLv9EcLIu1J/R/+SsYbzWKE/9hp64cyvzVba4Mt2pVjGRl3GvQ/FCeHxZWcuUz+OtQX7FeM6b6GN5w+aofIKeqLdg25ab8mwj1R9hQ6A3iwzl3vgI/FF0uaLjjtDuM3FZ4r4SZU1n9DdhIF7/ZvpZx2vrwZsPHxqRrNrSvCa6iAvY/DXInwUfHG/FdhNRPw/yNuEt2NaxWaa6C8abdcHmoMk8czotyM/o/RYUt2KoUs68E/QDPdWrfg+Upw7yRYMpxUusDVt91Y6XVfuarz4OBaODZsH48FH7GqcN1k/ltJykNkged3NYqf8cfV8qFrYtyzPidqxiX7/WIN6GcS8TSBlEhuUmOhQbZarwqiOpypKK8HMASB6GDYdz+7XYroMzx0Py+Ki/Yf71Deuh5QWxTxF5tV4m/Gq/YTyvfH5G30eU5+EHBDrAM4zbaUf4lF933CTOnR4p2jetuizdTxdv/8z8ivHtpwh/QbwFM3XP0qrH2wZGm4rLJjyRLUhew3z7bH0w+zKvTzEXjDeppxBvEawYEOAokzL/EyLlVyzUD8wHHh4LHSlpT3XONhaKvqpQPYrJYya/fmnjsXoZpslLGxX9Q0FxAv1AzT8wZriAeZ8g0OdlNE1Mmk9cijVjfk4zj5uSAXFfAdsA2g+kDf1AI7LFeJSnOLKzz7SvA23P9HiqQVmUp/l6HvqNqhSPUrTBVA34DOMW/xGf2mKcRP0ZwOe9+8+ma9+06kPS8tz/djW60sffjU2r9sHEZen+OjNRJ+WG47v8FRy/CR3jv6yNmZ6M+ZuPYmGe8unNVqeTicMw3hCzw9BEd7TTnsY1TT0moSEm8hvGHUC1rKAnxZQRtxOJeBrGvrQjZV5fxjiAuIj000XasCCe0dfB0A9IywX8/j8ylFGcmtb/yBSMfYkJJtZDPfurlOlDSeU9fsUFx+PTHp/mHdPHsiy4j8mUS+ZdltcwnzmZyUTlFfE9RHlnej0e6iiYt2kkq+Qxq27S2bv3fLqRwcT/ejW60ifcjcHErTtt3OTxbjtgeicmdUKaOSX5smOOUpGTVOSodJEj1WUdolS31xdhMrEVOdsVjFgMcyy+XY7VI/rS4Fi7RvWO/pmih9Zv1hdR2texTGwe67+o3WZfHjxMu17UPrP20vLLfEHh+WZtYpO4txdhnNn2bRfxeN7o65tZm1mQ5/viGL5ZO/gyOlDP+vZYOxxrf9/Ps7Jj9WH6NNAVpanHJjaiNiJP9D+cd5NwEw6YX3M1x3VjvanjRbc9mHnkqGAbdRu2b7iL5PGoIlNER3Xp7GwYtrVayjM/CiOemU7ynjsM5KmCkbv/meh9Vvio877EVWdxvOSp6J0cm/Azb+ZL4ndlJFXHp+EJ+pmOin4t39C/DRWMNqrDdx/j7ILqU9wzMgn5C2uVNcHCOHmJQzFlwZldWUWP0aeVj3G2mzoVkt+w9cWJ6DD0/ZSF/4vQXxsMi9NT0fez4tN0C/I9sbyt4Rn666ahbxOVMWyzIn6XWRM9iqE4/R6Llp3icB5Fy3sVff8rtoq+v04w/n6cGNVfqYncqeQXpw/oz/OCbTaxor+OeDSRM8HBctpQ/ZrHerCMNl6otFzhcUdoX+a4iPiLcWCczs6IfRp4AfMi58OB/DyUiktnx9cwXw7Q/IqefLnnibBE8uRtgo95pGM+FNQ1ky3Yfqql9gxxnTXu86iPPgneVoRJZVUeGH0dPO8DHNbmzfEpj5fPgou8XoYY2KYQPl3jB8Y1f9Wlegz91Dz1KmWM5zWxAvFW0UzzHDD0D9vIltfNg/pVh+JWWdWt+pTUbhZ9kXxkR3m8fZJiJemAuAof9atOlhfMdRds/Zwx3hMUq+pSmxBexUzdev2WI/w+9NhVR6SX+u7h+D0DOMxfPCRd+zLHB6fluf/lanSlcjeWOfbBxEWUUrw2Wlw8Y3zwZVzskGQurXZMyv3OcrSVRa66cpJiUswei7fDgZB/oJnYVT2R3YvsFfT+GBcR9RzTrTxwfMDc0SzCyDzDoS/PMfqAKHaTcGZP85vjUcwFvUOnyvOhUjH2r98i3NfF4wDivjH0D5uIjzq9brYLHWEjnYb4gUh5fWh62wV9G6jDbXa4I/0er5azjPggZZ68fo/XEL9wkNeXAeM1qNfeMSyqu2IbzDyB3hE1r3GTUHFoWu09wGGwnzH3L9HBJO2RR+VZTpuKy9M+mHgkaF/muIgM23RsxXhRF/QXB/mAwwXCaVXN55QkeUyOLHwmfP4CZT495cl/iv5CLaKvSn4WLDyAfmnlBP30IxBvG10cNpIuZVT0Ny+GXr/iVqJMRnxjVjnlqVLOOHVpP5DfRA+n2gu2rZRVDzDOWhj6G3PGeGMmNcFITD59jpEq+inhKvkF26ebtKv1JJngq5IHbOeC4iaugvFBwDSk/GyNc88CHlFdCsa9BnjuAf35pjrIU9B/uaO4s6sD2yJj7Jfq0obxE0ktoz1dkjGM553qLhhJdRv6Ldtny2XHdJHO1kO3yCdZEM/Y+q9g25eEOjlraBjvA5Q7kXiTMpVv6PtEbas+0gt1z4l9maOn23bauMnjoR0wjzlV0cFotkNh5Ow04ykTnshupJMYvNOTHp4/sqmYfB0MI74o7e0VHHcKi9p0dkQOeloW/d494r9M215UT7bPrI7aL8fOA7/74DGMao886hA7q6vvS883+x055aIdJmeYvaOer4uvQ9Tv/nye9UvUTl6mYDx3fXtEeqL2j2Qj+8f6MGonC/RTdvaLcG3DqD6zOhniNlFdM528xjzeSN73/wyrPxeidgQe7r69LAuu2wHzg7Asf+FqjuvGelPHvmnVRVQxvoHdwzbjcCK85MvYfuOtZIg3mqouNPRvDkD/CR5tkc4wvmEpHh8/wfZ2oXaa8DTJLxjfMrzeyI4PI0yabji+pn82saNl5mzqEkqEZ0azfSHOEC+TUKdJ2bnDyrKCsS+AUafyFZFXPu7uqPY9roqtHXUJxJ9TwLZcQDt+mj2LTo+F+Ypd60B8HuNT6M+rc/QzIKSZTmB+rntMwPZJqiebhJSp6K+DLOXV8Vmgp2EjbXPFp/LkM+Gr2GYFqM+wzbhUjPcd9intVOEzh6tJSB7i8fce4mXa0C+/Km7FZBKvEqfvUVuPZzD2804vWNp9Jmbkd7ys2NKMG/qHA3kzDjdIXhhaRvJ5FccfKhn9w97jUj7vp5EFa8PovAdsG/yoDU8lKPN5xAD0A6YvwuGvpF6O/M2ldXdIlSFRBhNMniq2m6o+IGcbR0VUMLa/Usbo46IPb3N2aEv1HrOnPCa2LsJFO5F9LVe7JPVL8PIV/aDLD0Q8Tri8gnmdlMfj9AM9Ys6YOyqTh3Gu3x/j1bTaYZ7i0PxZXHV4e4ZxIBFdAzN5kiE+L7zPFdD3ZcbYJ+ZCtRvZVlJfGeosiDfA8zYN/fVD3A/xrLoRn4kvuBpd6dfuPhOPB9U1LGuYJX7P8ZAM201VZSv6i6ai/1+CIb751kkedRdXzoECdTf0bz0nOAwedE2UeFWvhiwzl09+j7W5vFcivgmqTsN2U9PBDt+g76N3OI3sM8/nFwl1pkIHEpRTnMSmn0eyPEtY0fffCQ43VJ1NMYeNYV51RjZ83CQsiG/w3kZd+Z5y5cpHOwXbeQmHvzk5Q/+we1b4qIs4lZiXMZ7XxGHYPp309TiRctqhXuKiDOWLC/mmXjAOaDRP8VGWn4n6B71+PqoYKOtxZckn9rYeOpBQDMB8i/LiwizyOugxjINKxVZcvtfHsGA8bylDP40ieVXsFCmrjs+wzbaeIz7Pb5uWKzzuCO2DiYj4BYdSxfgA1SlIT8rrp1QrthuuToXzMJfHdJV8T20tvyd81F3RPzgKDjdTPzsBbBezYlYM9zAS8RjGG5FSRX9jUL0V202uoL9hcRbhDPG+ALTrdWdsN96MfqqXvCY8lL2PsR9OnF3DoS2y4zPB87TUg06uipFk2AZ5lCVm2lNekg6uaF/jKlex/R9GscLxsIyDiIrxYeGJeqqE1aWLw1fRD74Ktr4nv1+e0njD4fzOiHdc9ToyxmvA0Pd7xdannshbEe8LAfRLTg3jA9OE9wTjkmcRnLrUE11zigvY2s1wOC+0z4iFOCBxTXtSOdqiDaD/dNqw1aE5bGqDOHkoLhM+ljdJcxfinV6QtA8mIuJ0WlnTGf2bA7C9hTT0F0TG9rdGPjzOMT74KsY/7VWMFzdtUo62DP0Nkrr0JqTYSLQNHGYnuFkSy2iLN4gqZdQP9JsiVZGtTk7tFpefne2C+K2L+qrY1cFOkzLqog5D3xaKQ+0UCfkAamtY0b+BEacfCFbEb7a28nLwRpwqq3VhfsP2Bl4xbpx0jr6tiZNx2iZx8EGZJrykjL5tdJ8U6iQ+k0MfXobxvKO+grHOtKvyJP/2T3v30T+0Kvq6w+VRJ21XjG/nwPgZrlKRuJ4L1Ee7hnEg6GXZp1Xiqs/Qz/4oJsari1P2BNvAG0F5RIa4/ZS8rL6MKI6Kvv4F/UsCeVWfYeyPgr5dPZ7bpn1moqfb9gC9yePSX3PQ21q9k495Sqt3dXHlkafysXKv4zL2L6vfAr0Rdi8f2SpOPpLx2KP2AcbtgM3xq75jWwf7OkZ1iuplE10X6Z19QeIPeuTPbPg6FRde1O+zPK3frN98+0bt73FFuvQ88Dh8HcyVFYz1j/rXgvb2fXxR26hN9qHyRFtbH9Pr2zGqZ9RmmvZfy5xiWVrQP8B4LkVfDOnhv/aJ2j+qW0GM2ZepLv+1lcqqLZO0bxuf9l+9XJJw3V9zvBrL8lVXc1w31ps6dgdMT0mm0gr6ddUS8FfhjdLMow7D+Objd8lUahjfugr6KUav2+MmUYehf4siBtWlpLYjUhmPE65spsMQv7F4Z9Es8XZEt+rIAS+JOBlmweExVfRt7OUp0xDvXHmMdJOmY/ppQ+PF8elXGsTLvHPEm24VjHWf8fm6KFba07IaxD0ViXt+YlFZb5NkUpYn6RmVIzyGsa21j2e2yB/p09DbVjukKjgM470ho/e18E6M3hkY6GcTmUcqLl0lnzLNlXnyOsirWArmjpneLnCpn39duwPmB6Xluc+/Gl3pv94dMO82FYw38ortYUbnRUO/5ICAF9im51tg5wTbdJ6t+YZ+Vzgtr4inzZvw6oZLAPB2h4u4y3o84TAVjHUrroxE+wXbGjbtqpzmFxdvE52sY12Pp9a0IX5IqV7KNNHLMo+T+J4S3ntSxtCcbdohT0O/a2XF3K9B07yxNsES8QPxlLBOu58g3kb8BNs5lYX3Afpz7+3onS3JhwmujL4NIsxwPCSTsox++Yq2muRRvjodTfiIx4SnOj1apnp9nNTQL6fQPq8zLVdb5C/OpvpBUB/zqAdB2FxI3rzGz7ANHjmY5LWtD2/FSz2GuA+r4yM1KSe/LpualGf01wLveaqPNoro0/PhPkb/s9uk5YqOO0L7YMJTWcOK+AbT1pBvJIbtZmboLwS7wIaS7lxJnorR7+Ee+ocJ7ZNf9ZvkfTb6GzD58ppPpzKmydtEfxYe2lei30YTHbaWVRdSl2JQXupgWUF/k+JR0NebMkwXsae8Hhex04kOGNfrVZa4aaMKD2/otNGcHsPoY0C8VfIz+ge6CX8VHHxDrug9+CPK2L4WoKMpt1qmvleKTY/JnH2VA+JPi7Vc5YorA/rdH8lXMa7BA30/PyNlTfQVyc+i19sl5oa+7lreJF5w6OeToJxp77iq5U9gPH91Jknxa7xKqH4jWm7oZ8WeRq8n0g2Mg6WKcaaUPBAexstqqznegm3fnYbx2qAOUpVDr6UTXH7b/ZugfTDR0T6Y8FQxf0iRMsbRN+PKp3IN/QVaHL/ODDSMFxjpDP1NzSTOm1dG77Slb63E6W90JYjzU8Iitiq2t2/yEY/aJFEGiNsqox+EeRyUId+z6Nue+LxNylTBTBwMm8jy5hu9+VAP9bLtWsBL/SbpHODjzAGxZSmjvOJjHvOBrV+eQN+3jCudoT/neGNWveZk9LNl/3UAiTqJsUrZA8SzMuRnWcX2oCkuj2ktQ5CnX1IQg0lYsc2yNcROj4r9GVcGSdMOv5qgnez49cGX15BO2bMHfJO4OmlSh0lal8Ua+r4s6M9Dyih+5VfKiM8Jxcsy/UIpi93ibJ8gHuhmx+ttVWyDX1vzdSl6pxcO3bbTxk0eFzpg0vFntoWtdyBSnmhb7Zljkep44PjIe4r5ttdq89SVF6dL44rDO0ZFTlMea8FYb6+/ODkNfTyqU2Qzwqxll9Uf9VtkV9vU96vqiJx0I5uz88LXBc6uhr4/adufq/7wer2umby2q/Kb4/f1i7bm9vz+vPD9eZl28+Wz9pzp8XYiPu3nWTtGbewxztovklOZB4E+czIPnF6vm216iv7cnrVjJH9RW2rfq15ffuzwfR/JartfQLhuB8x7WJavvJrjurHe1LFvpx3ROUZ/h4bxjadge5s9E/6C0YeiSX4THXzDr8Jf0b8VRPqAcZ8I6jFsswcZ/aifOjIOb19+7wXiKI5fbRcXKunbrPL4XQtpS3VU9HVQPMQMx5/Rv801jPUgT0Ps4AiMSyda5h3XWK71oQ7aV5sIMFE3QyXyGeKpb9VDXLSR0bfdfYw2C3r5iGhPnTmBwxtiQ99PStom7PMqeU3SzclWp1MxV/TnkDkMhvhvqYqVZEHc7+VQj6Rps63pLCGxAP05Fdn2NpTHHA/TDX0/0zZ5C/r7RUZ/v2G51+txUl4xqg5PRXhor0hZRbxjKHVShvJqFxj/PvtCoOW2AbzA6LZHMzd5XDgz4Uf3sxG0z9MRv46e/VuI6vafePlR/+xtRe03h8G/tRx7S4k+R/MYvR3/lhLpn9Ul4p+9Fc+wP0yfUL/X4Xm1/X3/eJ4yiV/Gpm9bC/iIQX+mZIjf2KK+brj4U0Fff62Hx+4xKp5j/RHJeazFYfWfFUY2ovae6b5sG3g72gZaj9kbvdqM6s3+9HkRjqjtZ5hndY7qU5zNWb2idvP1jOo3w+n7wt8jfVsYeny07+vE9BHCTcxMfMXVHNeN9aaO3WeCxF0vKw5v7AXjmyo3oyoY6cylKzZ9uvZZV/kT4aEtEvXXNdQyLc+SbhjfHIi1otdxhn7XOqDfjErtFmwbcN2XfENft1PM8fq8uuo9D/hOHQ8pB3wF8VsWsLUxpLxifOMx9PXhWjn9EAr6tmVYEW8bfSblxJ/R/7SIOllOfurWrdhp29DXj/I8JyuAt2Gc/SkuXl1eFn7fH+ZkFEPkW0K9FuSzrGJ7YyZWw+hA2pzOgrEfTtHbzNjaWcsKxjp7rPrpLHnuCd8Z+uuL8SqH/rCMNjPGraXh4haUt4Av4ufMU8XWRlV4o2vA0BNtZNGv+cXpvD/Jp/6CsX7A5rejeNWOCT7KNIyfwLLstmm5ouOO0L7PBIlbtVbMp+AheSzPOJzsXDIo6C+w4niB8VvwM4zT04b+ovF7UTSHCxinCEvAQxxqy+NUfiUtMxxunpx6JD5tB9pReRI/nwS29gO2ny95e5fBjyCteV5Pxeiw5m16Pk9RPjEC/cPq3PFbkG84fJrJn6LN8BT0/89Qqi5t6KfkDWNfnKCvK/mZNhxvo8iu2rcgv2A7X5ie6aAeJcWosowbRudWlgPH24nyeiiPyhYcx30ZivQq6RLBsT0/9Admis3kaGuZyqquKF6EN6NvDy4RnWNsY6WMfqnR21YZYm4Oi8oeeXZd+z4Tr07Lc//D1ehKv+Fu7DNx61MjN3kcXebQ6bbZlF40temnBf1UYjQ1GU0lNvTTedGUYDTd56cQIxm49EX10HLPH9XV21c7vt6z5YOZ/lk7qoyhx8q0HpoXtRPTuvTi2/s0yPO4Z3XQcyI6F0qgWzH7towweOdHfw54nbM6eF5tq4IYf9SeD8Mzq/fsHJi1eVQv1aXxY86rym/StnYJmxfVOarbLD1rk5kOX1+v45gzaZnY9u3h8/3y2EX8vg+j9vH4ZjvfTgg3sczxZ67muG6sN3XsDphA/6lRlfyCflTchKdgdLxSfqWC8c2OpDpU/kx4mGeBbluPM/RvL9zghWnaJQ6liv6NhXZ08yXFngMstEM+taN5Wi/qqBjfoCinmLQso29rxWTonWZVD0nf7mib+rKzSR1PYFxGUCxlUqaYqZc2lbcFeZA8bwPoZ7ZOMLY59TJt6N8mVT+xaeh1IcinTuLz/D5NPqD/3NHkYHnB6MTaELeTzt4xn3z8TJWyhv6fOUqqs6I/Py9LBbHDMPMtsAPE95jm+CiXxYa3ZwGehv7aIn/D2J6KTfFpWcU4q3WMDPEnvlXw5Ymec8TtcZu03DaA66WU0k8F8EcB/BiAb1yW5c8e498HEyTDOP2n68LP4DB96L9KqBhvNhnxDYDl1KWyJeDTB57qoQ1b095rXkOdRudSAjD6MKj+gn4g8QDbxkZA7CFPnRbEmeaXAEDs2a1yDf0NjjbheBvGG6diyIinj+kTkdH/aVVDYiE+xcO4Dtgop3VTPUp6bnlsxemlPcVDUjtRqLzUw2W2EvA3bOfBU5KnvHmNZ1eu54weXl6JZdnpiQbTFWMbECvPc6ar8BT0XwJQBzDqyaJfsVT0/ZJXOdZZ7VVs59U5+qWWirHNialJXEPlj/gg5f7+pGXF5Rm2ayRjG9R5TMwrrryg3y9FSb/qol2PV3XyUFwsUzn9mug2acGNDiZSSi8G8ByA716W5ePeTR1fBuDjAHzvsiwf7speD+ALAbwYwJcuy/L5AD4RwJ9fluXNKaU/B+DoYOJF7w6oq6KU0utTSt+aUvq2lNLnBOW/PqX0D9fjb6eUXitl35FS+kcppZZSuuCHGxeQYbto1LmID+iK7WakF2pD7+jldZnkZWwXyLMYP+mqDpNP35f8Z9DfoI/dPM4EJwcEtG2CqYkcb5i0QYfALDxV4m93+ngoNYfzHPEukIbt5lsCe8rPXRyVihwN/ZbYiou/BzeMsw201dC/cbM8Y/uDJ9+YTLDojAfLiLkID0R3WXXSkfUMff09HpWjDU2TsujgZ8hnmN+Mq4S6G2gWG+b4KXPiygrGATpxZ4ybiqkPSHVyxGuST0wV/S+9KaNyHtMpeudV8jX0bcyHpeFw3flrjdcXibYb+vZoARYl2lQMNuGjnYJxQzrtWy9fXX5BPyBXuYJ4EF7Qn5ceJ8v9IIO8RXhnLzd0ZK2Cw7D1R0V/3j0e9DsA/F9RQUrp/VNK7+3yPjhg/VMAXh/IvxiHq/2jAbwGwH+TUnoNgFcA+K6V7ScuRHhb6ys4jIC+HcCrAbwEB1/01zieXwLgZ6zxjwbw96TsOwC830Otc818Jo6ttXJtlWt1D7NmWgI5YNtoJvpE06+FMm2Sd9G65mUw6aZYszVWPR4EehRLtEbq10VnbRNtzqX6ozrMDm3vEuhX3TN8Xle0JjzD5c+RmcysH6kjwsh+MMzbAkH5Zepw0d9Yj/XhMb2Kzddl1n6qj23grxXfviWwd1F/Rf0U1cmXR/HL1iXCaBgx+z7U+Cni9vT2jtVT+1x1Re3seeFse6zaPv7a9vX0WCOdEVYTnvCWfs0+E6+StnqeB4B/BuBLAHz85Fn5CgB/FcCvAPAXg/JPBvDXALzXmv4MAF870fUqAN/s8j4SwNdL+nPX49MAfNya96aL2uQ2lzk+AsC3LcvyzwEgpfQmAL8GwD8mw7Isf1v4/y4OjXr1VBC/zWT0b/7mykgV8Qi9YnwzbdhmCM4wvnlRX0HsNd4CvEq0EemF5J9ge7uuGN9istPjPe4z+qnI4uJeZ4S3IF7H1Td8temJeSZYypqn2JuzWQUn0L+RGfopd9XrMTBP5UzKs8NasM36UC8w/t2xiozaAnpPfeVRfKob6Nu4Ij7fz7GdOw39lD/zVX/D9mZZ0ben4lJ8HpfaUF4lk7AF5aQsIe0wr2KcOi+iL7sy8ipVF6rdjPErhSq8GX2/065+yVIRf9lDvWqX14XmF4y+MU3iSmUNz9BfD4b+miMu8prLqxhnqnLA5/23PA61VaU8wu15bpOWK9P0Q8uyvOFI+R8G8HsAvHdUuCzLV6eU7gF4U0rpqwH8ZjzcFl8vxzYDAQDvAPCLAHwRgC9OKX0sgDdfpOQ2BxOzCszotwD4OkkvAL4hpbQA+OPLsnxJJJRSegOANwDAK1/5yohhnALPOEyPnwlfCZQfu0AqthtaXfPaGt4THiVN50k+9Rq2GyDXbRv6G0gTWTqn6S6B/ITTJniA8QFB3bRdpcxj1PwS8BgOp/0XAfjrGL/lV95od0PymOP1djyPYVx6Ur4msrSRMb+JUV8L8j3xgWKBvvMAC6lN7JO/OtmM/qGqsl6/oX/wUq9h23mwiP628qgfTUHs56GYDGNfZcR9Sx0Z/XmtlDE+yJqk+T8Htas6iK+5Mu4vUV0+8UDwRPoUS0V/TntbkDLebxSryqhfiPeNyBjP8YiIR7ERi0lo6Pu8osfc0F9/zWEownvu8qqEzMsSGvo+Y0gdiuM26eoGE1NKKdHH4a0ppY+aQlmWL1hfyP8YgA9aluVHHsZMrHL5UQCfflklL3oIg1dNYQVCxpR+OQ6Did8r2U8ty/ILcVj+eCal9Msi2WVZvmRZlieXZXnyZS97WYykYrxxMx/o11CB7QLXwUbD+PMsyhb0b/R+AAKMnt+G/kJneXEY6SBmTl5/0mVi09+0K/o1Ux60GTlS0Tbziiun3irlGVv7MDQc/mb62Ri3Xfa6FXd1cbWtoeIx9L+NZ55hvEkqdsXiN0KqODxsmRfJIMi753TRvjn+hvFGzaOgf7gBm09EwbhfgsdTnL6Gvl8p9yzG+hFvc3nnjtdceZNyYmrYriNd/6+OL2Mkc3G1B/QzAd4u7XAWTK/dE4wb1wHxg5h6C8a2yaKD8ixX3Jqn+IG+HfQ69zMIxKJpJcXpbXodDX0/6gZxaoPlvNc00Vel3DDOlprwZSnXjcLuYayX6iDdjx4ld4aeAvAJKaXvAPAmAL8ipfRnPFNK6ZcC+HAczpLPe0gb7wDwAZJ+BYB3PizQ2xxMXKoCKaWfD+BLAfyaZVl+gPnLsrxzDb8Xhwb8iCtBZWt4gsMJ+8Dl1zXMGG8CfOBVx6tx/SSPegv6GzvzSCzPTp9hfJshzztX7OSjPsUUUZXjKfQDpuxwKX+R0KRcHSR1QBPJz3B4MvQ3R+VXed2xU+1Gjp9eR0HfjxX9/zmI+Wn0bcx8oHcQVJwnmH+WyDxD73TbcDh36M2ufAw5IKvo293QP0C8XdrS/CIyec3j+XTq9FdsDyHGT9EPaJrwk1cxweEvrsxcXNPMK2KPsk+h12nCQ5sZ/UAIOMy6VGdHyz0G2lD9HrOGqqtgG7gXwVqkzDBef8pLm+SN7JBH858Svc3xkPx9Lbu0/rHVYwM27HQurtj63tAPQlSe92Cem0UOX4+bpuUKj2NmluVzl2V5xbIsrwLwqQD+2rIsv0F5Ukq/AMCfwMFN4NMBvG9K6Q8+RG2+CcCHpJTupZRestr5moeQB3C7g4kLK5BSeiWAvwDg05Zl+aeS/1Ppvbp+C/urAHzzQyPgEgepYJyqfgvGKeyK2Dtbb7AF4xR6wbY2bmueSXmTg3mqj18vsIyy99G/vRYcbgB+ehpSTvuqv6K/Cak3/zPOHvn51qJ5lAe2m3UTXVXi5vIK+oc99WSJEwcP8hl63Ry8NPQP52hmiPRA4gV932SxT1tFcFUJyaNvWpSnPpX1Ng29r05FPwgpEtIWdRVs6+Es9/YUC9A/TGmP/G3N51c9J9ge/CyDyADxD8iAfvtnlSUZtkEL7ate1kX5C2JdBds5XCRknPga4gc/ef2yZEV/batuxcRy1U+cVfSQR89LtUV5Qz9DSZ776NuBthiSIlm/ss588lKHXpNqw1NBv/8FdTRsy6zKSz0V2znOOHGcCI/qjGzdJN3AYOKS9FMAfPKyLN++LMt/wqHFvtMzpZS+EsDfAfChKaV3pJR+CwAsy/LjAD4LwNfj8MXIVy3L8i0PjeI6PV4vOgB8DIB/isNXHb9vzftMAJ+5xr8UwL/G9oh9bs1/NQ5ff7wNwLdQ9kIPXP81R+QpHP3o55jXsfeGPsbjPZn9rno8zIWMRz/liTCqjQeB3YtwzvBGYfQlBttC6+a/qGjoPfW1TPtAvyLx7RS1lW8PX9fLHA/Q18d7t/ufJ83afoYhwur7w8v4HVFtYutYnQpGj//L6DhFfx75ttH8Y3Xy58isXz0GrXOELfpiYKazTI7L4DCM9fAYtdxc+/A49pt236+X7WPNt0v0g8c96wvmnbryi34Q5vsishH1g9q6TL1Ztvhb+zV/zfGBWJb/42qO68Z6U8fj/W+O+ynezZFUML6NAsf5gf7N0TBOS6ueRizov2knD8sz4rfAjPEtiaFuuKOe4uQhGeI3LV8Pw3HyeoHeuY54adPzF4lXyaNjX1ROTM3JeMwap56KHkPB2IYVx/+FoGQuLK68uvyMfmMj5hm2egPjUpMhJuJT/c3lKRa7QJen6uwA2zk8w+XPO9VjLl/tFIwbRgHxlxOKt4peczyMtwA/bVThLxM7Xhbo5bTOKhPle1nN87a8PoZaB48dDqPKkjL6ewvT1Kd26Jju8UW4WN+GeTt6HVoOV2aI71MAcNY/x6793xyvSstzf+BqdKXfejf+zfF474CZEa/FFimra1nBeIH5h1xFP+0MjDdYpimjO+qpfu5SqLy0YehvFGqPNlTeJrrKqo87HWZsU4zKRx3MYzmxel6l6MajaeI2KTuV8MTJeaKcYqB+k7wmNitGzIqPem3NZ9tlZ4N8TeIehwVltN8wfn1jwlOxtYWWE6u3xTx+csi0oT8fgG36Xr8KKNge4Bn9A4bltMM08TTJy1KPaBDIMsryGlAsVWSos6FvH7XFNLFQF/kb+qUqEjEA2/lvmC8pUIb6NJ+8Z46Pes4dX8XWv0xrnsfJkEeTuOdjf5vTVbGdDwDw2iM8xAUJtU2JlQMGj9kPwInZk/Iwri9XKq80y78penzewy9Fj/fMhP6Tg2ToL1CGBeMbEsvI19Z4FR0FPXk5lVX9jPOiMoyf0BWMgxDFyrh+z24uVF7m+zLPQ/Kfpyl2YPuDYcZY5+LytdzQ141ELHB5szdBHEnnNf6UYGyY97HqKOjbVHGbSxM/9ap+/aSX9ohhRip75sqIt0i6YU4X2SsYb/JKNtFfJ/wF478cvA2vI2McWJM/su//3mvo+zD6SyntKt5ZnvIrTuUz9FuWs878zDYi4lRdXm+EIyq3IG5BvtrTEBjvYdnJGcY/mZ6JHKmtYUb8qbrH7/966nEDcfsD3ezEjcxM/P6r0ZU+Y5+ZePSpoL/hVswvPvJX4fU6NK8hviHNcDRJE0dDP0WsbwUZ4xtFRBnjfwnULkPq8TgYFpcH9G9gXq/arYhvcLRV0N90KEM5HszzmKObEjE0l1cx6iEmxqsLvd7q0urYqeXmZFUuYz4QKzg89PhtU7Q85TFgwmMYp+L5UFMdHoO34Xlpz6eJgfoq+v4+w9iGqouh8jQpa46PPOSvYp+yLLuP7VNX8iKQKZIXYVW7ug8HidgKDv3MOqtt5TPBmUW/t2tOt+brchmXIvSzVz+Dauj7iaHaVJ6GrU3amqeDWdqjbpOyim3Wpwi/EvP5FQ2pof+BW0XfflXyb5oen/fwS9HjO5i4n8aHiqG/gDQO4auSnzHeADP6hyN5VLY6GaYrxouxSNgCWU+Kj7qaK1N7EVFGy/VmoWWGvu0qtq8vdCMjYiC2CIPGC8aBR8THOD3FdXCR0e/X4O2rHpblNW6Yv2F7Ogl4qosz5GHY3mD5xmyrjH5JQz3ZpT0VFwL9eUTyDz8l1V2C/DKJG8ZzjDwN/afUHhN5Ir1ZdJqUUw95M/pzU3fnJOmyn2KsGNtUH2AF2zWs+cA2YM4YBz2qk/ES4Gd5ERteDphfAya6q+jiAEIfxIa+bS3AW7ANRJ7A+EVMDmSB8b9Fqs/Q15W4qacKn+oE4mU3w7YPheq8KVqwDyYcvei2Adwa1TUs6C9uJeZXyasYb6LHdJjkZZFlnsZJDeMPxCrGDYqIhXynGDfOKtgu7IpRp+IE+ova8+tMBGVZ3pwM12T9GxEPb9fQ3xSL8PFTQf1sM6JzbD4WlG/ob6KKXYn85NE8BCHLgXgnwjzRUeSgHaBfhvIYyT+jLPz30e9PQTtqr+DwsKVMFn5gO/cqxjahTo+nHcGl8oqjuhAuTV49WM40eVlG0jdcxVvQn6vedsE2a6Rl1K8DVcPYDhn9dVCxte8p+msYDiND+gpkyVM7xK0yqouk+zqQz6Sc8RbgOMOhDXRWM2O7plQPSTHmI2VFsDSHRfVWCYlR+c4wvgDudGv0+A4myhpWjJsbZcQPvoz5SUs+k3TFONCo2C6A6MFPWY7Gq5Mhn74dVck75iwI9HVVXCZxperSZRInRto+R38zUHt+0yjD6FynfHyTfhpjO3jigKoinlWgLPfFUD2+P1S2YLypR2TYbpCRI51P60DE3OH5G8bv981hOkH/Rl3Rn3cF4xKUhgX9L7YLtgcw44qBeXpePXDycHHiKZJf0ZPhMODhwKYJftWj6YLtd/LN6a6I7Xh5ypYJf5Q2iTdXBmx7jZxh7MNTxwvR8RT6/+dwPwli9VQkvyL2qSnCS/t+AzLFQr6M/vr2GHTWEojP4Sz61QawbS5miP146or1nsvzNm6Slis67gg9ng6YKY2fLCpV9Ce1lnPa3tBf2BnxtLjqiZyOVJb8hp7IA8ROnjweYPtfgscSee3rtC91P7PqoB21RR7FT33MM5HN6OtCnEX0qmzEkzHWxct4LKQ6SVMnDy+f13hDX6+I12PSPMM4Q6P8mKTJpzZ13Zv4FWuEzVOd8Chem5QpBq/jGfROc0XidKgDxvP8KYwOiUXiGeNnhdStNhT3jId6/Xnvv3KBlDWM1yopyve2PI/ahivLYlfDtoYZ8+uCtgrm16Yuz2QpbxiXZU3KI/0+9PaA/rNeYGxP1Uvy/icV8XUXyZNvfZ5duwPmB6bluc+9Gl3pt90NB8zHczBxP/WfHgHbg1Q9vYHxxm3uaBj/CFgxXoS8uPSGUhBflHxbIT6vk3pJxAL0N6GM+RcmKq80G/AoTrWnGGgXYpv8xEO+2ZcpJmmPgVRdnpcjj9ehxAfjzMPe0Pex2lW85FU55TfEN0PqIE6gP7+AuC3VRkavWz+HNMRt6HV5DDiS9vjg4mqP/J7Py5PXfx2j9v0XINSh2JnfVhlijc4zYLx+muQXxOe/T+u5E+k9Jh/ZIg5iV3xMe10zG77MY/N21Z6W+08/Va6g/6ooYxzgkDjDol/aeP8Tyhji+1cJwix1OAXwG/fBxG3R4zmY4CehBRe/rRXEAwr/ps/86OEU2QGOP6h8Wj8RjfBepIP2TOIN48DH82mZynr7elM5ZneGQ+VKEC+IPzGNZpg0rp9fZlw8sxLl+zCqg+LSfC8T5QPjJ3EzTErebiTjP9kzjKT5BeNmUYoJGN9sWW4uJD9tk7chno3TDZFIBXG/e8wVx4k8HKj7wQk/EQbG/WOy2CRFD0L9LNWfdxH+hv5l4xz9J6WG/rorGB+wmq+6FftTmM9YWsDPfNWn+1aofeoyxOeW2iqSP5ulUUyaJjWJV4zn3E3OTHzO1ehKv/1uDCZufQvOmzzetZ32sa1lj20re9GWrrPyaIvcmV7G/RbTfgvaGY6LDsO4nbPHNtvG1uMvgc7LtqHKRnWO2qtg3NbX2/X6/HbPs3rO2ijqs0jO6y2Itx72hy+LcM3aPWpj3Qo8an+V0ba8iFftRtsdR20WnRNRHcsR3bO6FndEber7PdoG3QI+33YWlM1se2xq+yLskVx0Hvi0Sej7UcuoW7fxL07PMZu+7KJ28FgivcdsRzZmtngsvMVf83bar8SyPHs1x3VjvanjRbc9mLl1MmxOXhnb6LkFfBX96FqpHtFvwlOwOVIx/z5GOnH2TGRJZYLHJNTygu3NoqC3n7G9RdCuOjISP0OTdDtii3H9QoD18DwnDscz6N9sKvq3toJxfwri0s9EPXbVqUT8T0mdFA8pC7+hb4uK0RntBH099TiRuDrbUXfB+HWGx6tfuXjHylPHa+gdAgt651eGlGuCjzjYpoqDOgr6t16mqcNcObFWbG/7qoMhbVBOy7PwFMydkHl+ab7qUiy0depwqozX5XVo2YnjycJn2K416jSM14jiZFrLDfF969TlnyN2eCYPdRr6eyL5vJ2Kvo95UH8RXh+vwqtO0Sb5GVtb5oktnq/RRoQ73Qg9vsscfi3VMN9pDxiXNUjK42UopzffGb9JWAJelvupYM9LnTOMx0h1GXo/Eo8v0kmeJhiy5Cs+tYeVTzfe8fojXWrXy2gebfo+ZJlisAtseaIeH2faO6J5Msz7XH1nGvrpZMN2LgD9Ek7BiJ8DjneiH2ARs66NZ8TT8+TVuMdPqgEPD2CcLqc9bwPorxGVUeyza0IdV1keXctZsCkvHJ/y8iC/2i24GKPaVDvVxX14DBPJEC+hejmvn7oa+nq2gMcwb/sIE8sVj0lIm57X46L8A2wbu52J7Oct17/M8cq0PPd7r0ZX+qy7scxx4cxESumnpJT+QErpT6zpD0kpfdz1Q7tmOkd/ARh6h8yK/s3f33wqxgvbyxjm3tuG/kKxQH+Rw5w+/0kZ5Xyc5ebybRKn7rbG/f4HxeEmNqWKrX4NIxX09cTK59/gFRt1PsBYF9ooQVlB/OvxirEvTco1rrrgePSTSOpQzCcuv7ijYfs8L6NvV2KmPkP/ds437fvo26Bi3AvgLTj4BBAPifEzbG+BLagLHD7aamKTh589e8rxMq44sguJraKfJQH6mRqg/y274jNsv70mb8H4f4mKvm+U11yekupQzNGnyWcYZyCpm7Y0rnTMNssbxmtR5Xx+lfLs8g39wLoJL3k4uxXd31R3EftFeEzCJjiK8FGHzvSxDQu285kDiYb4fnNdtFzRcUfowsEEgD8J4D8A+Mg1/Q4Af/DaEF03pbSdwAX9yX5P4kB/URj6m6YnTsnrDYM2qAsSN/RETGoP2Kb1aJ/6/IPRxyvm07mG/uLWeHW6uW8D0L9parqt6YbxplHR3+Qq+g2TiIvpgv6mpviB/rNVxcyQ+proiW54fFPPGNsWkncqZRU9mdNtGJcMqJP5Ff3NG9huiPfQ18UvJxjmGHy+t4+Ap7jyEthoGG/wBVvbPoPxPNM2yRiXXrwew9bO5nQB4w+rTqS8IN6EKmN7KHLphPkqC8TtQIxN8qrkKdZT9EtNak/1nbk0bTCskm8SL9iuwQdSnjEOis3Jqj7yFfTnfMTf1pCD3FPHp7MRDAvGJUDVVwVvw9bvzCO+in7PFx38nSA+F03ydroVusxg4oOWZfkCAP8RAJZl+XcAHt2FqYL+xpOxnYznGNcXDeMU3KkLCzZPfP+Qr9jWAqvwF+Ep2JYUmE+Mtqab6KOMHp6KyPryJrY9VnPY+KBTvYqFZIg9yg3jDIX/ERPtKc6CwxutCWaTNN9WCvqbFnkUi+qkDXruN8TLKsw7EVve/4Bx3mhVj+EwOMjo+175zNnlQ6iIDOMZ874mVWyDWf/2bg57dSGpBTp58G2UuIBDOz4l/CqfXbxI/NSVex8h6rI1bhhn8xrG+hGzoT9fgP4hSr6CbU2+Sqg+PiynnYr+nD5Bv+NmlQMY25g6Z0T82od8+9atrWmf+Aq2OprIFocjuzQwnlfkOVntnKEfRFWMO9Jmh4k6vW6gn00jlixpP/AyxDNHFWP9bor2mYmOLvNvjh9LKf1krNVOKX0QDjMVjy4Z4psNML6V69KHoZ/aY1idjor+m38dxftPGZmf0X9SGn16RiqI13jV6VAx5TXk51gZ442EaUM8zUoekzyg/2mUL1Mb3p7aZZnfa4BxtqXq4PQ1b3IsU78Xc2UVvZMjhC9LPsto94k1fY5t9qlifMAxzIinx4vkm9iIzge4tC8vLp/EAckJ4r+pqk21Q8xqn8R28DMEfp+FGuAxjA965SkBPuVVuodeTvkK+oeZ//QwY7zuTWRo6x62F4uMvi+Bvl8rxuviGNEGbRfE7Q309xnKVpcu2AatugxbhMfrrGJb7Vf0/iXN2SJm1as/Livo+7E5Xo+LMry2gPE8KOiJGEl5DfkfFv08/SboDg0EroIuMzNhAP4ygA9IKf1ZAH8VwBW5ntwCVczX8Ru2qTdguxEb+gce0P87o6C/EAoOJzXX9ylLndXJElMRPr4Rz6iJPLANWtQRifnEcC55DGlf60B5xeN5WO5/bV5cqFQQ3+iY905X7vcEAPr/DZxgvMn6ZQdvl78bZ3mRuB6qizdNw6H/n8B2E6eOjK0tuVymuHyadvjQMoeLVCSs6G/oVfKz5FOfTg8D/dsm09RvLk7yzopN7EQ/IyOeZ9DPJjX09a8Y+45pQz+tTlzRco65OG1TrmBz7i0Yz33KKDXh46wLeYrwlSAsQT7QX8vUnV2aeQXzQRl5i+Tr4JlYiReIrzXyqA1eZyqvdhRnwdhuai+j/zqjIsYVbVRW3aEDCA68M7bZGzphRsuZO90YXeprjpTSzwTwi3FY3vi7y7J8/3UDuw568sknl+c+4K3xRVDWsAbpgu0m1zBenCwz9BeZ15HRbyHMPBNevwunLwfGLb09Bh6e1GOfuHw9FLN/kHhHRr7l62Y/fDPIGKehDeNbsW704zFRzuOlLo/7PsYvH/jW5vUX9LaoU/V5e1qWxY7X5W3ZBbweB9C3ndrVvle+mV5fD/1iRjFG8uzP7PgVR3F6IjIJeVCHzpwoDpVRWcbbBTb9JmBel1JB3H/AxX1WMN9ISqminznMDssMQ8V4/mSM56PajnRonufz+ZRTjE3sNim3QJe3TR5zRxMeL5vRv/TRFnH6UPUvN/Q1x++6Gl3pd96Nrzku3IgCwF+9TN6jcLzuda9bFm5uEm1s4zda0Q1fTtFv8qNy0YYq0WYvRWxHm8OYhBG24vg8zynGjWL8JkbRhi8+T+sd2S+Bft+uUdzQb5YTbeZUJvKzflFe3/6RDMR21F8mdqN+Yrmvd9SXs3PM8876eSbHvAeunlqHyJbf8MvbsiM2EfB4zLNzogS2vMyxsmPnyLFD2yaqu9dl6M9PxRNdWxdhK4jPId8nl6mr59G+9v0ZtbmXjfokqvfD9EfEY4hxar63aRjb8WHaBNe/EdTrXoFl+d+u5rhurDd1TJc5UkrvlVJ6XwDvl1L6GSml912PV6Ff6Xo06STIK4jX/YDDG9T5GjfEU9hfhPE7aZLqPUH/FkA+evMbRge1gn4a2NsnxuZ0emfHLOUF/RQi4yZhZEc/z3pa5B6gn3U4Ezts73vonRsVq7cPKWvCa45P9d/HuGRgGN+gzoW/SJ2a6GJdihws19mU4vgqtj0gdFnG8zE9oyxyKss8Ov2Z5AP92z/l1H/CJnaa5PmvK6iniZ26sXfns/f9Uf4q+ao3r6FOjSsxT73/gfmbMaTcEDsRF/TXmPJX9HhPEJ+DTDNOfdSh17oS5VhOnTzIU12ouknqqFyDsK7lD7Cd66qPvA39ZlpaRjwkXealrmhZtrnQ0LdfQ9/WWubJ22Oo+TvdGk2XOVJKvwPA78Rh4PDd2L7g+DcA/sSyLF98EwCvkp5MaXkOiKcmT3Go6bNOKKNfZqhrqH9DrBinwM3pMdHD6V3vOAWMmxwV9BcJ9bagDhG/kmLjEobWA6JTdcOlM+K/LRaXruiXSpSvYt5W1OOd6GY2fDl1FsTtQh2RrM8Dxht8lrSWeaKdHPAY+uUY5hWM0/+Ky9tjmefhYKYKr/6VsbqQlNfQy9MueVWv1gdSXhwfZXWpJsJJ0mU56stH7BCjYtK04qyOp0g8oz9/vP6Cvk992tuA8Clu1QdXViSuNhpGTG3lUdzH9Khtf3i8FSNRZ15DLwfJb+jbJWOrA/9yrPKKr615xMA8j6kI3xpP9XqXDp78gLQ8999eja70396NZY7pzMSyLF+4LMs9AL97WZZXL8tybz1e+ygOJDqqa2jYTsATHBx56npkbCf+qeSR+PbFvCqhCZ9JWNY433LOMF6Yqkt1FImrTuJVPYwD48i9rXJP4FAvX4+G3rmJ+hWXYXuzV1tV9FCHDgaIpWJr04aeTPScYSSWKa5Tx9NEDyljm4mhfEF/Q1d+c+Vqn+ni4nqo3SY8ijEifdBSF3GpLcXjcRnGN2L2tUk6Y6wb6Vx06qGkb6cNW5/oJ40qR/3n2NpuNlgs2M4xxdXQvwEXV1bQXyvK10Qf+ciT0Z9TJmEW/ZB8yldsA3RInmIhVYkTL/PuY7zWFCNcOcsyer3V8WVXpjo1VDtlDbWP4Xia8PLw+1FkAN+Hvp2IjQMJlafzbENfJ9pmXgnyaNfLXRctV3TcEbrw09BlWf5ISunDAbwGwHtJ/pdfJ7BrJ5N4xeHk1IdXw3YR8qHfEI+YC+ITmDL6CV3F/I0JGL2+mV/Rv+VnwX2MaI/xLOmCDXt1eYZ4KYh85vIVG/UVbA6X3nlzNltBahhvHEA/W6GfLJKnupDyhm3QyJt+xvyhTn5zejz5vOriNcBWXH6TsnPHo3FzcWLTz5AL4i282UYNh3pHfQuM/UriLEEW2x5rEd1lLaM98qjjpv90lXr911Qk7XvaY8g8UkHcFyTWg3XTGcImenUGzg9iKvq6naG3Sx2Gvo/vo58BJC/jilllKU+dWeI8irNNGaA/Z8wdzPPy2peeB9i+aFLMwGgH2GYi2ppmqBg1TioY+1nt6PkSye90I3Th1xwppc8D8FE4DCa+FsBHA/hby7J80rWju2J68l5anvtN2E7whuMeyUB/oyY1xFNv1FtcmgdcWvVQprg8UsbcY7wKn9qC8FVXrngYKh6VpQ3FoxhyoJf5XqdiKbj8zSPi4XIAcLmvEyriZRflAQ51eBu2gYc+aLx+nweM2Avi84w3wScw/rY+Igt0FIlXjESZgnHZSL+sqcIPzJfRVKcumwDxl0ceU8H4kPREHurRr0rM8XkbBfH1Q31eh8aJh9iA+VS+3hd8WYShIj7fmWdy+OVPLxvZvMhWwfgigYCHeYbLfaES4aOthv4e4OVn56PHNEt727bmG5BwA8scv/NqdKXffceXOYQ+CcCvBPAvlmX5dACvBfCTrhXVdVLDeNGoM1jp2btvuA29IxGwfYduLizoR+Ba/gDHbwbA6LhmElfe7Ox6XeZkTLCpDPkUA9BPvXr9hvHtnvnAfIfCt69hpFeJ5R4TdZ1hnL1R+5yiLaJLl5ZITFdsbc03Mn07VrxVwkif5zVJM85Zlehb+yht6PtVMSu/Ok+SL2OsO5dC9I27BXGW0z7zn8V23mT0Dx/qVXssIzagv15I2YUniAdjtENZvWYMfR9pqGRyqK4alCuxLZkfYdAlNWDc/0XjTeJnGM/pjO1c9jaZV7Gdaxl9m1Zs975TyfM8FSPRbsbW1+TzdkgmYcXYH5GdyFk1B3zEVNFfa4Zxv57rpH2Zo6PLzEz8/WVZPiKl9FYAvxzADwP45mVZPuwmAF4lPfkz0vLcDyIeOWf0F2nFdlJ+EYDPFkUV/cVSJJ953rGsoL9QDONNIaP/EyTzmtNDrJTTqWPFXSVPR/2RbdWjvL5uJF8fzY/4Z2Uea8b4oNEwintdpCr5ugeG5vu0YiP56XjyUV4dJr0OTXt8GXEdquS3AJPXo/orRse2gtGBlro1P9r3ARhn3Hh+ePx+3xHl9Rjh0sSomEnUE80QHZtpisjbn+UZtrb3MzhF4oYYM8v54D4JeDLG+wfrE2Hy5HkiGeZpWcHFjtZ+N1rVZYhnLWoQzvBGbcqQOMzhNYztHdkqN+SA+TuuRlf67+7GzMRlttN+LqX0UgB/AsBbAfwIgL9/naCujX5Q4m0NDcen74D4oraA35dpnn/DVx7Kq06VVf01wEd9Kp+xvUXoxlCql/qA7eIuiP+Q6nEpBrU941V7irO5MvIWjM52bRKn/Yz4CxkgfuBU9G9d1NOk3D+syKuDE4YN24O6IB60MN+w7ZTpqSA+Lz1RD0MeulmTCQ9ts8xjivAC48wT16az2Gg4nGPkzSuPbzuS4lJbnir6mSIOeMjv/WX8V1ZAPxikPsVpGAcrJhhm544u81BPQd+OZxJnPok2suDR2SOVMYeJGAzbOZ8lvwRxJdqjTtoi/zsxEvU39HWswlMl9INw5dc+VB0aar65UIm8Gf05dZ10x2YVroIutQPmu5gPe0z89GVZ/uG1IbpGetfMBIknO7DdCDLimwIwHQUPb3f6Vk995KWsob9JK6kdjyni4U1NP6VTPsWqD0Et97poK+P4zUPThvFtQvN50/M6VI9+mcE16ebwFhfP6AcAasu/ReubH/k9Bo9P36I8jlk9IrmK8c1Twxkf0M9aRZgN8SyZ8mhbNIx9WjDONkR1Jx5gvG6ojxgK5m2lvIrZ85agnPbbEb1Rvn8jNinzuorjszVP39qZP8MaYfIyWu5nBAzboNr3vepogV3FnNEPdlmmcsQX4VLdmi7oz1/No/5jchFWCB+CPJ9W2VXm2n0mXpGW5z77Yr7LUPq9d2Nm4rLbab8cwAdCZjKWZfkb14jrWuhd+0yQDPNp5uLys+O1ledt6L+FVz0Zw0k+2KEuvqVGU8IRJqbzmm6O17810Q7Jv4lRZ0Qeq2Gs00wH+SI55qkzmw444GQ9zaa4aYM6dBkoT3QVl9avTxSL578oT/EcI2JqmGOcPdhrYKM4Pao/wjibdo6oOB3elvIw37Cd435ASXmSYX7uazzCQPljmNU2cfmvFrQ80ud1qzOhzo5kjPcNE5lo+YzxLLz8ZFK32n8G279mmti7h3HZzTAfeFEfXDmxahroz1Hq11CJ+sokrmQ4vu+I4gT6c8t6nmtf5tgHEwNdxmfifwLwKQD+MYCfWLOXZVk+4ZqxXTk9+URanvu/Y7wYgPmDv6B/k+NN19DfACnnQ5Z5Yplh/gAx9Dcev+avpDZ8OW34MtVPyujfhBQXcUTLCBfZpI6GkXJQRn0liDM0jG3mPyskRt64G/qBAuUNcXsQC/kaxn7O6B9I+pUJEPer6iJRVr8SMIzt4vOYT0yqD5ifLzUIvRzjOcChRKyXpYL5w4DpaLBInJRvgoUDaOpqGM8X5Y90KeU19DNqhovP1WN1UbtAj4G8kY+Gkpe3Nd5cuer0zuQQHspSVzSoh8gA83OiiH1/v8jCr1gVP/UQZ0F8biqRd+W5kcHE/+NqdKXPeXwGE98K4Ocvy/Jo/3Yc6zLHR2EbFHBTcF1j9g5jhvHCM+EFYqc1UllDlVN9jNOeylTENwml2U0qY7zQWe5tKKaG+AaseqLpexL1EIPm+TJzR8PYTox70jK/dOB1KkbylDXNQZP/TC0ilaUd1X/REgokv6CfMXkG2zp1tM6scnlNN/R1IQZgnOHyeJQKxnrxDTEHWJRXyTD2V0H8U7CCuK89T7SkENlW7EB8rikvML4k+OvIMN/pNa/xJngN8+sUUl4R94lhxM+w4PiP0Xzc4wVGvyCmi4uTqEtxebuzMpIO4rPjJY7q8pTHO4Mrziq8rp9uZJnjs65GV/rcuzGYuPDnHQC+DsBPu+2fiFzF8Tr/Y5nZD3M079gPdPyPqqjbAn6VUb3+Rz/mdM7yTzHi8XXz9Y3qg0Am+oFOxHMa6LVAXvFHdqjjdFLm+0sPcza9nVnbHqv/rA28/qhNo76f5UX9f0yP8vmfiEX19v1yDLvGZ5h9n5vT5ftIf/jl2/iBy9fr4sGkT2f9cqwvDPEP41Ru1o7e1kXnR4Rz1mfHdM36xPNH9Y3sRvpVh034mB/9kG+GjWX+R3rE5s/3CFvUBzO5CQ5c94++Xo5l+UNXc1w31ps6XnSJ8ca/BdBSSn88pfRFPK5xfHO9ZOhHwhX9DAEQT7sD/ci/YnvbMoyjc2D8KVFFvzfCA4zfVpuElCuS5kHbisfjvYio8z7Gn/QUF2aM097E3hC/Ueg+D6QseqvINGw/xiIfearIVRzeVpl/D32fmvAxv7gyQ/+WlIWfmGmfpPo1vzketZmFJzuehq0fFYvXWyQkJp431EedStTJ9jRsPguUgSunjoL+jVFD9rnyR3wV4z9flJ51vOdS9vSKVfe3gPCTCvqvlhq2/lO+E4l73BXb+cDygr6NaKtIvKI/ryq2c5H5SgXbtV8Rn1vKS5xeF23TruowxJQlTh7yN8nP6OvIshPhKRLXvIJ+1uMc/X4UDdv5o3i8LoaGvg+0D4vEm+QRw03RckXHHaHLfBr6Nevx6NNLcfg8tGB8MFb0m0wB/bTxCfqT2K9Bkgq2CydjvBlUZ4MytEU7Wk6s6jdRMF6UVcoM/XSmJ+Kr6NvCfxdf0RN5iY9yDf1N7hzxcg7DSK/qNymjPX6twmlv3aa8oJ8C5fRqCWyZSzeJ+3pTXvXQDssN8a6F5K/oB0eQ/AhPxbgEVDAOnEjRGjt16vnib8hNdFf0fcN4Rj81n3HYqE2XBlmHIvKeWoC3YGwD2tDrzdCfz2qjCY9SCfIirN62z2+IHTvpZKl29H7AvLqJvGsgrOetOh/TluLJ6L/k0XxfD7WV17R+6QX0y5NaH5UpEqp+tUcMfgDFeKT7GWzbaZvwK27qJQ/1VeFviM/RHNi9LrpjA4GroAtnJpZlOY2OmwB3LWTo30YqtrfELHxlDU+w3fjoUa2flFbHX9E/cDWtRLsmedQZ4QC2NWzyqH6VAfqd4NQONxYiPk/niH0H+JZY0Ncp4+KHBzC+aRVsN52Kvh2yS1O/PqwL+r0zMsZBQQuw8c2VmB5g26lRbRaMN2pzfAVbP/pZFdVj6B/Iaoc6i/AD/c2WFM2EGeIvPIqLV6evIu431f8M4ro+7fJI1Km24cqB7e1Uec3pKxI29HX29pS/oj8ni5PTmYsy4SGetsYb+sFzxqENIvsqr/l5zXsahwcqedh3TfLIX3EYuDX0M5gVcT8SG/UZDn44tKPnScF4fsOVV9Hny4lBZ5QaxnPC5FDnWMPYRiZ6n8E4cGQZZcwdtE99O90oHfsF+Vcty/Jfp5T+EYIx2LIsP/+6wV01db8grxh/PAP0D0lgfMAoDzC+SdTAcJG4OpR5HdEGSUD/dYDiUZvEHDmMeQwV4wPOE/Or5Bn6m0ALyo9htKCMjrD+d+450E9dwGjXf1JGW56fWGaY/GxHdSFJcRrmu2R6/Z5Ypm+e3lbG6CjosQHx+Wfo21FxsVxtee/7Knw8FDf5IudALa8u7e15nMdkj6W9jYrxGgHmX6Z4HL5fDf3Ah6E6CpocDWM/RXtdUL/iz+j7XQcD1GXuKI6nOH7FQYo+Oc5rSPseI22RT/Uaxr70dhWn2iJW6qbNgr4+QPzTv5Wu3QHz5Wl57rdfja70+++GA+axmYnfsYYfB+Djg+PRo5eiP6m5Yx/TGjaM03dZdJG3YbxxkQyHh5PqfVZ4MvoL7GTlP0U//cebmdqifggvBxKGnhQfdRrit477klY/igfo39S8DepsLq8MXBtvQf9vCtrNLiyr/SJ8RdIN4wDKsLUL+Q19nRUby3W2owrvqcSr6Gpr/gk2nwTVa0GeJ8OIv+Iw8OQbGrH4h1AWmYyxTg09UU5tVzn8QMKET6mg74Mz4VF/GdpknHpJtEecFvCq7So8RfKZ9v0EF5roY34TvMRBnYrJ0Mur/XPJow7VVQUjZxlqwAdsddDz6QnE565JaBMe2iEVbHXSgQSvfeowzF+qGvqvQ5RUjlSlrLhy6mAecbfALvVkbIPqgq0O1H8TtPtMdPRQO2A+6tTNTEQ7yrEMku99CAriCyyi4vToOrCOqqmnYXzboUzG+BDgQTktewr9TpZaXiTOjW9ob/Z2qbqb6CwuXjEnj8UQz6T4z8Eo4217vXBlDf2gzPP7jam8zoq+L7Rt2Dd6M84iTz7V6z879rY8virxjPjNk7aapL286va8HodSRv9mChzOq7cgnklR+xV9m0WzbtWls7PfnH7iUVxFeHw99Bo3jNeX5hn6B52JPs8H9LrIb+jl/IOay5QN41v3rE6MK79vS8VEO+qfQD1VZHw6IsM40FEc1EOsqjfC7e1Gvj5ZbHsc5NEwonID+0y8PC3P/bar0ZX+wN2YmZg6YKaUfhhHxk3Lsvz052s8pfR6AF8I4MUAvnRZls935Wkt/xgcvir5Tcuy/IPLyIb0UhwcMCv6N/CC/i2T+ZGTZUP/ZpQlP2O8IVHOP7AqtouprXhUtmLcVIlUBJ/6UVQpe6fkkWy1xQEE0DvS0R511MC+x6iYKvobtdolqQxtFvTOpeein/wFY/8UjPo0bY434iFWczwk4vDTqXTuVN+ZivFmqjhPMNpgmepW+Yy+7RvGN0aWa1rzCsbzkXG1D7Ht94Ygr+oFepyUZVzPTT3/ow2UqrOtD16PoaGfNcvoiXr0BYC4DbEPRhNdtBPpbFIH5muZCY8+8BUjZfT6ba6cuClnkqeDWPJSnu3sl1Krw0a5iAx9+xRsdTTE5wz5ycf8Y3a831nEXwKeqDzjcnW7Srrj7+EppZ8K4I8C+DEA37gsy589xv+iWcGyLO+9Dhj+MIDPAfByAK8A8HsB/MErAPpiHB5lHw3gNQD+m5TSaxzbRwP4kPV4A4A/9hCyI70M28mnzmxAf0OD8EDKyaOOds3xFPQXFw+IbubREU1tkacIb8N4IRv6TYV4c9Uy1UNd9Nmowq/YG/o2aOhvurTf1nTGeKOkXENPFeNNmqROefdEVqfLSYZxxoGyRQ5frvhUvgl/RV8flhGHTsv7z2lVv4Y1KCdGteUfPqc4zASQrwn2gq0d1B2a/GpLZYqkDdvSiOYTCz9tJl6Na56hPx/uYRsU0NufeHQgcYp+sMCQA6qGrT9ou2IbqNCeCR+dacnPMupuEnq7DCmj+h9IWjEaxvMzS7ygv65M8k9cnuIs6K8zCA8w+gdV9F8M0S6E5yKyC2RyIFPR1+ki3Rl9m2iaOrzdhv48L9hevlR/vQDDVdMNLHOklN4rpfT3U0pvSyl9S0rpje8u3JTSl6WUvjel9M1B2etTSt+aUvq2lNLnrNmfCODPL8vyGQAu3PF6OpgQ+tXLsvzRZVl+eFmWf7Msyx8D8GsfqhYxfQSAb1uW5Z8vy/JjAN4E4Nc4nl8D4MuXA/1dAC9NKf3sS8qO9H1raNhOvnuIT8Li8hg3HG4CupZtLiRvE1lDfxEZ4guHRD1F0hqSTDApTs9PP4xn0d80FEd1cgXjLANtZJH3uHw59aue6EHS1jhvsgDwWox1VjIcbizUlbHVg7YVJ9NN0pRRnFl4/ZKYYXugMa4PdMpRR5Ey/x2UOR6PjwM/2iFW5gHb10an2N5Im9SjYn4um+Rn9NPJqlepBnXI2NqPb5xn2L6qIel5yjZlXTROOwXj1xQQXs1v6AdkxFYCzKQi8Yxx8Gw41F//gUEZ+hFV9Oc7eWiXB/2hPJngo54qoeJRvT7vHsbBVBabasfLFrHDsGFsC8VGOZblCTbqYljR9x/jM1lg3N5bzyvFo/J3g/4DgF+xLMtrcWjh16eUfrEypJTeP6X03i7vgwNdfwrA633mkZfzVwD4rpXtJ7ycp8sMJn4ipfTrU0ovTim9KKX06y+j+BL0cmxAAeAda95leC4jO9IPYnyT0jcw7zRWRZZyJH27NwkpXzCe2BW93or+gqGeJuVapm95hu2tqeH44AfoP5VkCPQPD4//fpDvsRaMzqpaB6CfqSFxKSMLT8VIWfSS1xwPBx9ZcNBepJP9bSJDDMR9T/LOEQ84KzZnQ+9Tw8EbiXEuj1RsDxjqKi70S2wFff2K06XrzxXjrFh1trQewDawBvpBC2eNovoQQxNZtVkkr2C8vphuoptxxZjRn5sMM+LzvsjBGST2O3EyVLvEVCSug1uGBQefBPKobEVvh/Q0RgdaylKnuXrw/GAedeqgJGPr/zPHa+idY4uEOvNEXtaBfFGex9KEV8mnaQfor4+L5CqOLxmpw3qZ2L1quqpZiQtmJtYX6R9Zk++5Hl7qvwLwf6aU3gsAUkqfAeCLAl1/A8C/CszMXs7fgcOAArjEWOEym1b9Ohx8E75wrcRb1rznSynI840047mM7EFBSm/AYYkEr9SCin6UWxDvwU9ekrn8gp4qRsrYbuwmuqvwa3k0W9KcbZNQdTSxqU6eijdje/hSL/XRl6QKv3+bojyx6s1KbSkRm2JVKoGc+hDo+nLFNoBS/MyjDo0D2/8v+OZsjq9IPv1HaEuxMQ3EM0IZfZuY8Ps87jlQsNVN/XloT7E1h51UEfsjkEc/S6b+gm3m5VzyaJN8Df0AhfZJflBEGRMddWMPB3tqjzqyhN5mFUy0p2U+7vuqCM999Pu8UJfq8XlZyqoLScXpUzKHgfqq6HnalbMsYzsXGsaBKG3jSD7vexn9QNzzq47ZJ6oRRi8PwfyE2Cd+Je+wrngUp2G8x3lM10VX5zPxPimlLwHw5mVZ3uwL15mDtwL4YADPLsvy9zoYy/LVKaV7AN6UUvpqAL8Z/ZlzEUUv578IhwHJF6eUPhbAgMvT0cHEWolnlmW5eAnh4ekdAD5A0q/A5jZ4Ec9LLiELAFiW5UsAfAlw+JpjeHAA8+mxisNJzRtNQ3+BAuM6or8IKvo3kIK5Ux3Jj8JNyj1OlWvoLzilgvEiJz9nIPhQMSnP6B2lCra3dvIVxG+6BaMtYHQc9XgZ91PiLNPfq1fJVx2Klzz+8irY2lcfwswz4aE+Q+9op7a4ARYHIsD4ACIeL6sh0J8f3m5xsloPPyCmnYzx3CGW++idctWex0hcbC/y+Ydewzhr4HFpGfUXjAMHLVPnTPIor6eCsd4V/cOoCSaGeYKjSNxcnGnysEztFcerjsdqS3l4vZjDTVtZ+JVHsTVJ+75jGalIqOczbeZAhvy0H9mivYz+XIvI33Mq+j1gVI642hF9L2z6oWVZ3jArXJblJwDklNJLAZyllD58WZZvdjxfkFJ6Ew5+hR8ksxmXofDlfFmWHwXw6ZdVcnTqYq3E6x4C1MPQNwH4kJTSvZTSSwB8KsZtu78GwG9MB/rFODT691xSdqRXYTvZ7qN/SERrmcDhpNa1cR4F4xRtQb8jHIQvi6yhX1LJwk9dJrxlDZUPku/zPBVsDkuclge2evBmxpt0Q3+B2sQOj4q+bhHeZyRfH3iqW7E3iat+oN+rg/YtyPPk/TSUooew6q6SD/TnA20+jX7Wg7yQvIp+uj3CySUpw3iOkYqExMg0D0P8dQLjtH2C7eau9qrL07hfgjHhMZGtiNubZdnJMaQMy8vKfxbwFIznp9rwPNRlknci/BmxX1MkN6MapFWe+nRZogh/k7gOqqn3FOO5T71q2zC+ZNAXhvkZ2wtFRn9eRu3tbRBblrKMvn4tkFN9XleTdF3z6O+lsiZHdWXXTTewzNGZW5YfBPCNiP0efimAD8ehxT/vIWtymRf7SwE8egD4X3B4UH8aDt6dnwjgE6/iL2M4fPL5TwF8O4Dft+Z9JoDPXOMJh1Po2wH8IwBPHpO96HjdqxD/rc4Q/33OXFz/XGeBHn8UjH/EJP+DwKb/0170R8nIptet2P7/7f17tC9LXhcIfrIKkFdJVUEBdYHqOqiLXsCSgKpxxIt2IVyFUiSONo62ymZwutq1rqJrxm7LZk1X0MosxlHGpr32tGDhkUHAUXbwGNTeoEh7Ubsv1clLBMQDZVkMLwsRxxlHzPnjl5/KT3ziG7+9z737dfbJ71q54vV9fCIiMyMyXqk6GeYfGl1PRp/nHPCN8u282fTSvpfNqNxHNs4r+6g+FZv7He8ZWhxaxlouJeCL8nWsDEd5UJ45wHuRchzhdfuOYfT31mN1MtJZLM5xFIyfv/PK5VheIn1RXhXTqCxVLmP8p9dj5aB5fYC4PC96PxzjUb0FMZZ3BvUd4b9o/Uf3i9b9RepT74FisvR7/BGbuOq/hr4Wy/J/vJzrGFYc9iC+cvV/AID/EcBvNZ5PBvCPAfwKHAYI/gqAPznQ93oAP2Bx7wPgn+Iw5vx+AL4XwCc8apmce2jVNE1fHfdBli88t6dyy+iNr5qWF/4I2t6sHywDxF/OGf3Q6j3ho46K879cCuIhuSx+prmujHi49Zi9jP5Ibpf3+IT2K8DXX5B/DvgpkzD+wmUaicPsOuyreh9gm2oiZsqrfvVTVuOJm240ZeI4YXaL8Og6hAiD2lXbrs/5Nd5tVsT3gVPEH6WpbZZzMb5kuFluis0xZPGPMKt+t+n6juksGA9zO7YIa8Sf0U4huH7GKRbHNbIPXPze8KlTUkI/6lDQE+1nxGtPXK5gPJJAPZ6GIN718t66t7p6sF5FX8aUz9hI7etZKJRZ/dNVH6f91LS88PsvR9f0J8dYp2n61TiU3Mtx6Cj81WVZ/mvjeRrALyzL8v1r+H1xOJPpK43v6wC8CcCHAfgpAG9bluUvrmlvxuEYiJcDePuyLF/6yPk4rzNxl+iNr5qWF96E4y/jjH5bI4SH6SUwoLq0k5LQr/amfuoZ4dG0gm2LlO8gUH7Vq7g0DxHRBrG6LNC/wNymY6F81BkB2sZc8bn+jHb+djbczkusxcIzzi9nTSvYXn4z+vukrOGCXrfic3s5SGdaEb1az0rKE+FxGmGqEsd7VutK5ajfF3nO6J+ZKmFiIkbyR1gpO5uOjHbtkuvRziapYnw/Ks8ojTacN1v4Uagg7jxqhyEJr/LQrzqi+8PxRWH6HRenQLX+E8YfDRG5vWi3U0H7ziA//ZA45SMW6va4jDvVmXic6NzdHNM0fTSA/xaHfuQC4O8B+MPLsrzrirFdPv28+CvaGzdjmyusiOdtIekZ/Y2uOv1lW8VPe7PI0UYyHmAbMWGjlnE4fwGSXgO9qktJeRPGDWJF/MJ8VvxMLz1bUzbsWFEvXzDsSCgOGC+w7ZDION6RKJJehMfl0up6A6U6KUM9xezNwlck3jF5XEZ/PyT0i20L4sW8KqdpFW2ZKV+EiTwF7fHg3pGo5mpdzujvkyJYisTft3Ql8ia0DarSKfqGFmgX5qm+qMPN+i4Bf0Jcj4qHcQx7J7ngeKcyCme0azYqtrVNvOcrxmXidhL6jojicRxA/5wqcQR2FrzUUdC+32DuFwL4ItGlcrTpZZiMh/oq2jIjEZfvNLlKWtZrp40usK7hDIcVne+zXl8A4Owq56OubJ5L59h07u2i83o+Z3l2Dt9F5gzLEfkzsXeG8VxtwXgu1fNYcDz/xfJVsK2zyIPLbTFPPhfrfo8rpreYvhHeUflxLpfrU5x3VG7n3RfnlcNZoEPxHNM9ukeKhb1cyEMbDwKbyjsKa5mo/mz6R/WgvF7Hfl+oPi+Pgv75Ur1eBl43WmZaP8fKfXQfsE71+XPcUb7ddoRXcapLW2dmT/UeW8MVuZEdL6so/yNXMfl94fn2PHtZEMsZ+vLSeyXCGWDDVa+Z+Egsy395OddVY72u62UX6G+8ZlmWr16W5d+t11/CYVHI40evRD+MmiU9B+ESpKXV/5zEZ+GD2IDFF9OrPAWt/efE/zzanSLKV9D32qk/Ie7FF3GT+BUP407QHnftl+uZ0X4VVrTnEDhVtCMH1DtLPPOQ0X+dlIFO2uffYe8ZT8H2tRrhIbk/iUwSGabrfxHuS/qp2QDaQ4nUFt2CfnSEfsZXbGVHGydik/zEew/tvaz2ZsE2o/8K1XtQ44vFF2xfyMkwsl5m9HPeRVz9gyskPhmflqFiv4f2YCZSRq8Xxkf9WbDwGQDaw8eANo/V9Lvegu2gpXto73Py6L0LtMf/Z4mjbupQW2qb2KifMhVt/VG34qUOvZeBQxlwV8mJyDA9ic4i6QXtoVVMr9hOGvX4gm2XU0Zff7T5LPo87HQtdJHOxM9O0/R71xMwXz5N0+8F8HNXDexK6APQP/BV0r9C4klsgPQwpyJ+pqXVz3SeT0FKOLz0yhouwk978+oSF3Xex9ZwJLTbWCv6U/JUPw/Aop0qfAntcOO8putBSqrLbWTjIcaKfh6XJ4ZmyYfqS4aTehP6cswSpk2+1Ar6DgjpFFtZFXFP0OYjo61rSHpF+7IvaO8h4q/oD6/i9jvqymiPN89op7uAvkP6tIST6Fa/UrXwjLYRinAXiUuGl1TMX9D+OyFjqxv9v4jqVpuUKWjLPOLTdKDtvJEv4dDY6X3INLUPS6fuGYeGqaJ/Zsmn8sXikqVntHk8Wd1TbB1ax5PMZkL8gZJNlh2oYnwVfefViXooM1t6Ef+MbY2NU0I7jaE6C9qzWIgr41DmGu+2tUOT0NeJnkx81bRc0nVH6CK7OV4H4M8B+NQ16nkc1kz8xBVju3R67wJMoO808CZ9iH6FdkL7EGX0c4akhG2VsvKTqsVTdw7S+XV/hkOpl0BOifGKp6LtMGgYq25+Dai+CA/jK7aXBBvitKbTtsoVxGU6o315qZ94HIfyKSbqG2EG2s4TbXOeVf2OU3EwDNHlc/P8/XORuCoyitNX6jMf5He7xxbe+n0S7cxI6HExPKNdU8D0kYtB3Cg+2pVQ0ecxS1qROF/voLidVFcK+LhrSO1zZw4xK94qsgXtMzRb+iw2yU/bao8yWXg1LvI7RdgcT8bxXSlO5DtmJ68u9ep7RPWrHHUynVhIfu8pVbSLtWkX2DpIspD7yn9B/tppeeELLkfX9GV3YwHmuSMTy7K8c1mW37Ysy2vWKz+OHQkA28gE0D/AHMqfJU57+ORXOZWnO2P7sueXmi+QZHxC/CLMODwgPtRZhGcW3ox2OLAKX0bfyM4ipx2JIjK6yFKpYisDH33waQTamLEtMMxiLwmP6tWRGMWt9jNamtGO5sDkq+gkHk0v2Bb4JYlXu7qAkDaBbbi3rLKcVolwUpY2fHiY+cgSRxxF+M/Q5hU43HezhH2Kg3qyYKVehk/R/peEOIhZw4xz3hzIEg/TqqVV9HWe0ebnxMKzhSO9PKytGI93yCraw9CIV7FQB20WtM8hKaEdASgBrmNh8mf0oz3ur2jruCAeKSho61lHN1UfeSM7QPzcAYd7L6HvqNBf0I5cQvy8fLRC9WS0H2iz+J+TtISdbojO7UxM0/TR0zSdrr8u/alpmv76usPj8aOfRH+zVmxDbBntTcz54SxxTKeegvbh1zh+1Zygf6GQt5pLWz6yUSSsGBUP8wDjjaiil6Wb0HZgivnVPvGSJ8LmssX4SWl1We4z4gaMcsRchW8WXLSrMuoWtPP3jNNO0Sx+fdkpFWwNd0H/A6Vq/Anbi1X1PUA/zZHFxoytjnnGA9PJo7boj3hcVrEpuY6KthPo+hVvxdYpz6ZLw4zTP/HSFv2OCwEfbSe05XqGtvNFPpXL2KYmkuAjLxB/VFBnFb6MdurFyXE4zZLGKalkPIptFn0FfSe/ShpdXb+T0N+jio1yGX3nRXloK6IZbVkDbUdJbfA6w+GeSGjzW9HXN2VmXF+HYp/maOjczgSAr8bhBMyncPghyLescY8fvRLtCzevLg9Lqmhv8Bn9y4P+grgRVlkgfrj4sHOBmFJF/5JJYgfoH2Yd6aC82lV/QZ//Ec6K9uuvoM23yz0UPsVLypI+Wzrj1Ha1OPLRZnLA6F+ytFEkjsdqExP5SSdoX55uvwQyFe1itEiWMgVxp0q/lpnmoyGq0204JoarhBnnC+BooxgOEkeLFAsQf5lXi2ODyE5WRTttw2fvmUC2IH6e+OU/2qastp/BNlqkfErEk42nov1YqGgxlkAXJL0KT0KblyQ2aJe2RvHuKtYR0T7x0OVH1Ix4BIQYaYuyum7HZdQW0C8wpx6gXaCtabyeQ7umiHI6Cuh6qeuq6bI6Ek9YZ+Lu7Ob4efEXbMN9FVsDcCppFf1XQUbfUOfVP1taRvug0VWbD4U/oX2QKTtb3Gx8qkP5EvoHS3VV06NEuYQ+T0XiVJ66i7m0k9B+PRT0L9yMw950SFpF++LL4me4BDJJcNAWsC0aU17mR/NEHpWdsTXyFW3+qbegLZ8iPMTuflIR3DO2sx80Xu2qvNohXwn4Mvr9+BEW1XOCfuqrilvRluEc6OE0B7B1Hkc4qvBVSwe2nU46AlACm1n8rocy1WQL4n/1VMNXxe92MuK1GoqhWDxxZLRlq3wz+hEt1aFpkX7FpT/Neih2fbE50JbH8wGf2/adH3SZnu1CkK5UJY7r2orxlEDfTtdGF+lM3J3dHK9c3YL+ZZYx7tnqsHc1HVnimZbEdZ0V/SK0gvHLqKJdb+C2CtoXTEG7Cn1G+9BWtA9cRW+behifLfwAPWbVDbQNOfVyZwnQjnjoVzJw+Fd8EX0F21drQtuo8lKbtDuLv6DtGPkoAHB4AfKlWXF4aVX0ncR7GG9p9CHmhLYMdP2MyxJLQd9JAfrdPrwY972ir4ifOGjTZRmf0JNiey6Iq4ZV1ygoNrUNSa8YD8tn9I2rYyOP43JdTrRNHVrvGW0HXfVWicvCr3YYHmFnQ8vRlQfmut1i8TPaZ1h3MkHSZuEnVWzvC8VGnoz44CddaD1LnNpTPzsnxfATezJMBW19M76KTvJRX8ZWZhpfA/xXQfvIREvnHUSBw6v9mwH8DICfxqGq/oObPiDjRR008locDjY5duhJQX8QTXQIi/IUi1NZP2wGga7oKrjYgTLn5WWE6xgOj6cePxDJy2hUli5/HgbPbwl0j/Lv8W6roMeqcVH6eeVy0XqhTCR3TE9URvmIPuXVg88incfiypE48keHFY3KfmTXsZeB7WO4o5/deV05FqA/CM7zOtJ1hj5fftib18GorrKkR/JediPsUVwJ7IzSR/XmWBxzVJdRnXh6lFcE8TysSsNuX3U8uIZDqz4Cy/JHL+e6aqzXdZ07MrG0uzk+fHmcd3P8MvEXxEOjBe3XRkL/BahU0faIs/iB+Ac9QHzmAMQ/C57Z0ij/QMJF0omDIyrJ8DLdh60zDl9LFe3hLzO2L5aM9pyCiv5LgGHNQ0F/ZDApoc1/Eb+vb3BbGe3XZUU/8lLRLooE2q+dWTAU46kDv2MsaMteMWS0VII4/0qtaO8r6nU7M7ZzHKj7voS5W6eivw/oZvGTr6x66ybS3ecV/bZW543sEU9BPyxd0a/6Jy9tECenvoD23nL5YmGlE8Ota1RmbGWsGGYchvoz2pEnLor1kbbnBNeM/pyYivZ8BbVNyoKf8vocIohT+Yr4PlCcSgntV7/rUvmKfsQgYRudoD2+r6iLelVO7TD+xPSfYKunGduo54zxyMpOV04X+TfHAxzOlfj5NfwqAH9meQz/GoofX92Mfkgsod3aVNE26hD+griBy6tL3eSpEs8hcuopgQ61MaNtbImTD4zj9HlM4nC9QPuDLeqijJ5Ep1iL6UloywJoyzGjf2EobuJDkA60h0OpDsXw9CCNVNHuENH0KrboOlFnljjq4f56CI/q0TDx0tU0bks8EbmCvsGiC4mv2DpLo22dLpvFrebOlge1r7yuk37H7niKuDzbQ3XSVfkS4Pe/vSpeEs/acIwJ7f1LbOwcET91q33FST874ZRTnKSKrY6L2AcOedEzRMhLSmKPNjPGZUUZxTOjn3pQXtqtwq92M/r6JAa1Q3mS2lO8RfwRXteThefU+J8y7NdByzXaegzo3JEJAL+aHQkAWJblPTj8P/3xoze84XDzpTVcsN3UM+IXdpW4iu2rg/FJeNmQU548eXVntL3mYrYiewnbQ8Stc+Srxge0X4r8cqNO6lXMFe2XNK+KtkNQggtoOwLEpHFA2xny00KZrhgdE+0QR0XbKdLGnGkF7cl7xEt6Gm0niBh1VbvioV29ymqba1RUj2LVLzzmJaEtF+pUDIxXv+IiZWxfgafoG+eC/l6rR1y1qV/ZFfEXP+Oy8QHtPUQ5zQNHBsiTjYfy9KuNjH6bpeoG2kPosuCd0Y4GKO4kYepTPqaRMtqt3JTLaOvV5ZLozdjqcBaegrY8i2FRvTMOnUmmU08y2xn9PaE61T+jrZd7hhto86qYgMMzyFE3/TBIwlMx7uBTHzvLs2Ejv57tcl20XNJ1V+i8eRAclnW9SsKvBvD9Nz0/86Lmud7whuW9c5g+/+dzk5yz8zm5i8z1nTcf6elloMvnKqN0n9v0uVzXM1rDEWGO5jw1PQ/0wXSM8nlenrX8o/rxvEflFZWb13lGn8dReXv+yfsALf6C9r7x/D0YpJ+3HiXKUzZ/VK6edy+fgrZOdX3MSLfbHeF2PM7rc+JR2V807xGP1yf9XtbRz7TOs6X58/xqmXr5HcujY1YZv5w/Si9B3qIyy+ifN6+7Y/VIO14PESbPf7QGxXVrfqI6Fjlcx5qJ//3lXFeN9bquc6c5APwZAN89TdNfA7AA+J0AvvRKejbXRTxyuEhcRvvzpoRDL/x0jZvRf/0UcWf0Q2wqA7Tz4So/ry578M+h7+W7bsoXSU/Y5m1pu4o/od9Gms1fRM63d+kwLND+OlhxUp5XERn6dXrAw8R6b8WbxJ7boJsMu5Lzerrq1CPCXdcsYdqrq0uZ2Xipl/wF7fC2xgP9zgZgG825h7a8KasnHjKOPEqKB4FL+VNs+ToVWzPauqQu6gX6qbsc4GE8w6cSD+P1ePV7+FkJZ/HPFsd41hmw5VsxJvS/x1Yd9Bds946Gabfi+L1HKtjuG46cZfQjnU7KA7TvFf89O3EQr99vtK/hvPp5BDmxUE9GO91ZzX0W23kREfaKdnRR+RRLsvQS6FQcV0nLeu30Xjq3M7Esy1+epukFAL8RwATgty/L8o+uHNlVUUZ/s2VsL5OE9oHKq6th9ZNf0+jyrP+yhqm/GIaKbchcdRexAdHn5+AznVQQE/WR6K/Gx/Cp8FW0DZk2uiqXxWXcjL5ReV74Erb5bx2mBQ4vVS2XkUu9MHm+ABlX0TZ4CW25PIX2pa48tMW8UCddfTkn9C9llc2S5lg0Lwlb404iLvLSpspW9J29gn7NSEGra0Sz+Kmf+rjugfZ4f5KPefE8HCN2kPQeTOjLp+LwUp+wNVgz2qkTt5fR3j8Z2wI+5ZsxPiMi0uXPC/3ErvKKL6FviPX5APoGVLE6rll4k6WpzhPRpZSNNwW6MtqPhSIyrkv/p6H6I8roywLo7z+gfY7mIxiuivbOREPn/ujrLtEb3/jG5YXP+Z7zX5x5dauFjzWgCfHcdMHhRtdevRLl3V5F/1I6Jqtxyl9xPmVsL7T7ODSoo8VtpIK+HD2O8kXSaQsDXvXnNUwd84DHeem/j/hHVzPiL30gng+mTpWdhUfxweIdpxJlIj7n13BBmyfXm8Wf0I4U6OjSMRtqh4sYZ8TlA4zrS7FqfRCH2swD/YzzTjRtRdiJn3zsiDtuJZdXPmKgzor+nlS8s7kqq/oiW1XSlP9pHDoZXGTLTqbaZJhEbGp7xKNxqo9pFS0pv49aOH8WHtdzEXJ9M/pRPaz+ty2Ypulqf/T1EdPywn9yObqmP3s3fvT15HUmvud74kaa4bK6M9qbV1+owLjRgcW7nozxQ6nylHO91M145wXaF0wxXg/PgsNxKT59EWRzVY/ryIN4pinGyE++yK4TcSRzK7aGyHFjgH2Em/FsGGdJI6/eKyOcRfykCIdjyZbGuGq8jkl51L6nUT4JpoTzOz0cnSCv2i6BW9AuNPWOdoRb8XnjVTAuVyWPnxF36Au2aU6Ny2hHqRyXY3U+YOtIEcuM/n7XP5gCxztxxDYPeN0ucdEtAb/yUKdjdWyKifeDYnS9ql/pPGzUo/yMS7i+zsTvvhxd039zNzoTF1kzcffITyHMaIfLSPoVFw01kzLiB6OslzbEXyHynM+s2F5QGduLtkpcQvzAF/ErphRgLRLWxtWJ+dBhcjYUlC+IX9zEQXekP5kceSlHKnZ5utoD2noFtuFk5rWgX9cQEXUqP/Ek9F9uisWnHWB81JfR119BX74Jbd2pvSy2HA/jC/oydczUU81VXrfPcMZ2f/METKci7rz6o1EjoJ3r9/UgM/r7KqOv02Mduhl9/TlPEX8OsGf093m2NMdImydoO18qTxnvSAD9vU+iLuooxst0ljfzwPSC9vf1kZ0S2OX7QbETs486KWVxq8UnCxOr/n68Iv4YGo3+XhU9Od/hF6PRykwAv/lI2ufd9MrRF7UCl7s5fDXyaIVxRnuq3XmroT2O17GT6nQV9WhVdbTi2e0WcR1LMRsjnFEejpVNtEr7GI/ji1ZrR6vBC2Jcfrqj44jKZpT30T0xqu+LykT51nsAaLHprhCvL98xEtWP1nUO/KrvLNA1KsfodMcov8ewRfHRPRDZOVYfI5tniPP2KPqPXayjjOM7QbweI57I/nk7pTxPF/ErHmIv6HFS5rzdYVE+vFwdB3mi/BXTo9exvKuuQyN1tbs5PhzL8kWXc1011uu6xgnALwH4OwA+Kkh7x00Df1E3ADsTenOPHmq/UaMXgt7k+uD5A8v06IVzHoYRpugF4PJRY+UPvbrHXgbHXibHyo7XsW2mEa4SyFImo8fp9eLxZ4Ftz/Mx/CXwR/h1m+MI5zH9LjO6XH4UN7q0M3tMVvMR4R7pjuohmz4vi6gO1J7jcCzn5cXzDrOtPPOg/rxuisR53krAr9h8222E3T86ojy4Hn3WCtr7NdJV1vwqb3T0fcG4bI/Vm5dVJBvVq5a718HIPrAsh0bq6jsTf+hyrrvSmXjZkUGL7wPwVwD8g2maPs/SpsscHbl2qtiG7c4wXv9AvlO0w7GkgnYLpm5/YvwsNh+iP2rXKWM81FjRL14spq+I3Cm2oXDiiA7dmtEO99I+w47D7dGGYwXaYU/GZ8HBdNep4ROJv2d8qpNyM7YTCUk6zQH0w9XF+BP6uobEPRAsWa5TtDsD1Cb1MF7138O2NiWJzDvRly8xq11uKy4SVrks6UC7JVDLym3N4k+mQ/nKqqcg3kqpfMniKtq1CNSr9goO6wh0itLxpkAHjBfYDsrSA8pm403iL4KTNmhXf8c9oy3HGduv2x0Pp2EYX9Heg3kNP5T0KvynoufEMLL8iZVps/DQBnEqX8FhEXZG+86hPHmyhBNa0iPd6Ra09y1JbSg+yibxa5ricPtXTcslXneEjnUmlmVZvhLAZwD4L6Zp+uppmj6QaVcP7YpoWbYHNa1xBe1ZDAnbi+Ye4sVWefVX9AuGIGkk2uBLgLaq8Va0D7umFYnPQZzaBtoHjH42dsC2l51pJbCpNorZyNheoAlbA1xNzyz8xKIvSepR3fRThp2PT0LfGOnpeGX168p9CP8sYcXMS3kr+hdiWt0TxOcSMJ0yGf3/NjL6enu4ymrDABx+s6c6FVeVS9feQMJAWyezxVFW4xL6ky+pmzoVB1a93AadJV/OXzB+RoiB8bxP5/V6Hlv5JMFasdX9vMoktHXqtgq2dQa8FJfiUB16XHnCVna0m03nQ+FlGtCu56B+tU88GhdhO0F7P0X8JO+IRVSw1WXF9m+cjPa5K2jvL9pl3Imk0aUfEkc5ugntPcU0pgPbf4nO0FLBTjdIFzln4kemafpUAH8SwP8yTdPnXz2sa6CCuPFMaF/0bPyVqqTXQVy19Nl4C9rRglPjVRyKWfFSR0VPqp9hEhtBvggT2o5BpAuWli3OsSpvsrQvxKGRzGjLJKE9bpvpWTB7GhAf9ETeYnHUBxzyyyPKlTejb5yqxEPiyA9Ji44c1pX03AlCnip8GbFe5VHyf4MQM2UL2oWzI1lNJ+6MmGbhI+8IX0G7BfeexPOaTb6ivb8ythG0jLjRcBzKkxGXccW2sK+gzXeEp2Krw2cBvNtsEqcSMc+GdUbfuPt7QO1HYa+/jPZLnX4ulHwofMf0J3H92cqSVgZp+n+giCr6UQ8SR/VoY0ZfH8DWqczon6Hrosf3k/pKaLg1dJqm/2VZlk+2uDcBeDuA1yzL8oorR3fJ9MY3vnF54YUXgGlqV1OXlSEjvinz6lb0jVS09x3C7/KPSln8tOGHEUWn9BFjRvwiLWgbyrL6i/Ey3XUynjKUU3tuy/WoXBR2O56HUVzk95MAI9uRXiA+E8FPAx3JenrEl8XPtGKu21AZoD+LQfl8Wy/QYtGhcrUX2VF8emXE94fqY1pFT4x3e0B7JkiWuBnH61xxjPA5FfT3otokjmjrI2XcrtvJF0xTqpJOLLPxMm5k23HB0ou5LhPhjMJFcPDeS2t4RpuXJDJ0i6RRTw3wqU31L9ewNfTDp+UFn/x/kTT9+buxNfRlR9K+xCOWZflOAG/A436cdsb41ED61a2SVtEO5b5b4pRH5RPaLW6q320xrqB9eJLY8CFEHT3JK88sWLKkM0ydxKq2FFeUVkVPFlsqk9Hbcj0McyiVNKMte/IwLhmujPbFlky+YDuRkfyKuUhatNaADa3a8DJPaEmxUdZxMt3l9BpRxeHrmEdIz6sunpxISui377l9fRaypVW093UWXiCeR69oG48iaQn9/QWJp637ls6ORML4OfPj6jVdt6xWjDsuxHlv1ccpNKbxXmD9p0CWlLHdfwXbsDxlPI+KWf1qn9gL+i3DkT/SnS2+yDWjfybUvsrrOSGuL61ynOYp2EalOEVRsd0fWewC21oT1TmjxVAlnf7Bx/FOV0/DzsSyLHUQ/55lWb7syhBdByW0jUURP9OBtjHU9Izt5j0dxNMF2peP2q/YXnKKiXGzyBezQ7/bUfvaAJNG84wZ29y0/uOgil7ykr9iWyegtlWn6lYe8p2hPxgooW3EgG3RnOqnm7CVSTY7UVh1J7R1oWsNKFfQ1kFGSxU9Edvo3IVIni/QWexFlNe059FOVdFuNr6Rjoq+ca/o81fM1fgqcurOgZ6E8VkYjKfMaLifeovFU4byRdIq2v+tuJxjIT/XxTgveSr6jjHjE9qymLGdk0DeaHoOiN8jBX2nveDQQN8P4gviqQjiIkbic757kh51Giri48OpZxY3Y+u0chT1ecFTBBPpROIq2mcxI+68ex6umvYFmA0dG5m4u1QQ36gJfeehon1RPDAZGG9G/3UCSysS1uHltPJqx6OifXDOLE3tuk1d/MUXAqdkCvr5/7r62UBxRTbxPY02zxA9ZQ0ntA817bscZZ9Bv2gRFuYugWLxDNOtaOtL+YmNtnKQrl/otYfb8KcBBidfaZ/Xix094nkW2ws0of8Ky4Kpoi0PuknS1XXS+BLERXLElNDfayXwV7nIX9DWtTZS1Vzqq6KTz57qIB/jKD+L3SxpTC9yKY5i/iQ8Ge3zrXrd3ozebsb591XG4V7QcEE/hUo57fAA/doSXqrL/cSku3pOsNU3d53MaN9ddClLnDO2dyXXQJHXF4zeQ9shoz6m069XRV9mxeKug/bOREs3vTf1Oq83vOENy7IsyxLtTfb9zn4uwmj/dA7kfW+08zP+2AFFfjlPHtiP5I7pdL/jzujPCzimk/yR3LGyoJ+yUVmr7YJ4D75jG9mO6v3Y79mjsoqwjup9VGfH6sLxRTa8/hn2czWO+S+aFsUXjDGS/wzx4UeaX5dzXZHfz0JgHZagPL3M8hH7EUbni3BFh9ONys51HSvbYvZVB0yfl82xOory4FiOHZxFOyqv+TrvXB3HAdNTzK95cb0FixKu+pyJ12BZ/sDlXFeN9bquJ+/fHC+8cAhM09a79sV0BfFwbF7dSIakK7JHK+0hcZQB4iFVx8T0jPYrS/mcV7EWc0nZbHuYpAvPRlgVRzae0Zn90a+SyZMlPmGrG9pQmWphDqsWxPvsa+BSr5ab63aMTp52TD7ic7wZ7QJAErHCZBL6/Dov57BPBMt9iXOifEb70zviexaH4esZcXkq0V5FWw4R9oI2X8SgYZI/c37UdB3gUJtpdWfhY1wRd0Z8/6hu4i9H0rPEue1jejPiqQySv6OihbYZPaUg3XEU9IspnZjmC5hp358vIP4ZGOXchmM53dqyK1+A+ZppeeF3XI6u6b+/Gwswb7w3c53Xe0cmlmV5by9Xe7qjkQL9UtBed9Sjj/wZ8VeBXtoLH32xRL3/EZ+HL3J0Lfmo379uFOPoy5dy0ZeH2ilBvJdXCXR7mXs9RTajY6j9C3ZUbo73IqcWRvnwcnFZ1aHlPNJ5rN5H9TLC6LqOlSfLQPNR0OeL5TsfwXoRnF7eEaaoXM8GvBctwyJ6i6VrvZw3GhHJeD1fBEsxW35vMBydjDnSH+kqaJ91fR+QR0/69fdKMdfL38NeLhG/Xp5vxbzo6/2KRyY+DMvylsu5rhrrdV03DuA6r6YzsazZ9wdNb/jRiyIjlj3vAXZZf7iiF0423foARQ/j6KXheAriB95fHCN8EU/EOzq22cshKn/m7zy7jjvKr5dFMTmNG2GF8YyweJ1pfMH2Mi6mx+3Pkn+/Fx2/163XV1QOnhfnp93IltvUsvVyiOy5rtF/RyJco46883m5+r86isk6XsfgeY7uAz/KOspThDEqM7V5Xn2P8j7CNsrnSNbDjtPvAb0ifKPrvHJzffZPju3Vvncmrvu6cQDXeXWdidHL5LwrOvs+m67oofQXjz9Enu4PafRCiB7Ei74EIn80D+3yDEcPe/RSUFwZPc5j5RNh8PIZlWdB/+U0KhPHMvofiNotuHhdj/IWpY3+BaO4SiAbfUUeq58Rlqjso/QI13ky590LkQ0v45eSJy/XUX6K+aPOnOfD7wnHENWZu9EHTEaP2217p8/5L3JFde+YorrKuFhdRGWtcQ8GNsgXdcy1HISupTPxn17OdVc6E0/umgkA+JKpP0xpXtMq2hXEM9p5U16kjOPzsh7nlAO7Lpsl/WlsvwwerTegPqA/XW+Ek5QQz3On1fa7sR0JfEwmwhPhKwN7Fe2cs8pgEBfZp92EeGW8y0e8xIIATw7S3X4J5JwKxtsnqTOjny92jL4eIiGeh1e9QPvrbmA7rVMxqX0NZ9HvmBWr2iU25VM9WeJH9l0/cT+F7QAvlXF5hhUfcVEv+fw3136AHBAfKEX81EV3Njsz4kPoYHwax3U0+ptu2oOFacPTk+itONwHT6E/al391EtS/efZAsbvjixx1AVJc6wkacuuZc1Evhxd01fdjTUT5x6nfadpRr8ljW5B33AwDPQvBcom0wNsx8sW9AvossjNAUbKsQFP6B+kZzB+kTAfapPpqkP9xEwq4iq/2xmR6mVjVdBue1P5EoSdMto6y4hPenT7cxCXzV/lYlpC2xhA4s+jin4RWg74MtpycVuUqZI+Sxx5ZrRHhBfj0bgZbVmerGkJvRwknNHmvZpbJI36Geed3xlb+URHfGe0ZeZ4aK+I/yHahaWKaxZcipHyxFLR15PqTOgXNgP9c/wstvwWtPXLa8b20zDq1AWKFVsZsoxUL9CeOUI7Ce17jvEV/SnAau8hth8cMj+UqwPdnr9ZeFSW9lwnqYqb0ddBkXQuXv/8J+ej+NbSTQ+NXOcVrpk4b8hTh9x8eFKHGI8N5xXTHw1zanxBPJwY/RZ4NHR4bOjR9Y6GJaOw4tJ8z0ewFvRTAnp5+UR5iPBkszHa2lmCeM/XaPpI5SOcx+rVsUdb5bRMj03JHKuPi+JmGR2zNboHjtVHQV8XEWbHSwxnIuOu2iffsTxfpFyiOhpdrsfDF1mAGW2f9DIdTVGNMDoeoJ/qGNWf64vqzzE6r14FMbZji5VV5yz8o9/XH6uXB1iccB3THL//cq6rxnpd15M9MgEc/1IkVbRfb0Db+3+I7QuDPKq3mD7dVpfQ9vCj7aQF21dQljTF9izaLzpiVB7iSmi/TNxWQfu16ES9p6YvC4/mr6xxftwx8RS0lIWP/vsSR3yaPpsexUIqwTWj/wKkvGIH2i8iymrajL4+Veep8GeJV15NV/sVbX2lNW7GNipDu2qT2DLavER5oIx+mTtVcQv6uqjG56QYeI/o/U65JDoT+tESxUD7lPWRDyXqyBafB5hn46X9ZDh8CyrjE7Z/eTBcRJZhugXbs5xwfNqF+Ihfn1XlyejLkvGaB9WZAn7N4+jfNFnCDwVLMR7lpe0T4Z9XP4+M9/qkPqyYrvv3k8t67fReetlNGJ2m6dXTNJ1N0/Sjq/uqgOdjpmn6O9M0/dA0TT84TdMflrQyTdM/n6ZpXq83vyRABdvLuFjaLH49nlrjC9rGrGB7QPSo24r2IatoX4ZA/+to1UnbFW0DUbEdT0tZxahylD2TOCfKseFS7AV9gzWjzQOPkK5oT+N7iPYFltHmFSuuFGDSFw11Z7SdDOqg3ioyWdxZ4qk7y0V95Cce5SmGs4hbLI5EPBl9vhlH3SpPXu/w0F+xnVio6cSn/5egPepnvOpk59j5q8XPpsOpmHxEFe2R7NT9tOhm/BxgAtpTOQvaY6tTgGn0T4k80E2cWfiIjfcOG1nGk3+WdMrxPVIlXAy/6lJ8c4CPurLxqktdRXgq2vs8S9wsLtPYweRUpcrQRlrDfAcQs5/cq/7ZsM7Yyv0Z9MeQa/nx2unG6UYWYE7T9KcA/ItlWb5smqa3AnjVsix/zHheC+C1y7K8Y5qmVwD4HgB5WZZ/NE1TAfCLy7L86Uex2y3APBgaC2TxVwnTTzeh/0qDpHkc0L8kqvnVVQxKtBnpcVtMI0bict2uQ/Uor+M7z097rvs8/RFpWkHfaDsP9eviuRrwRYfojPBoOtAuhGMa5RK2Dpz/uXQWvb7uJbI/Wmw7WrRXLaw6i2FmnGJyKqtLHsppepSW0a9pSWjrzhcJk5RXcTLM/LiMkqc73og3Iy4/jUurfw7SRpgq+s5nMR7nU4y0WdDeDwXjUS7GRaONES7qU1nXpWF3KV+Mz+OSYCZ+xhGTk2MI2rArX4D5YdPywm+7HF3TV9+NBZg3MjIB4HOxfR9Ev6PCsiw/uSzLO1b/vwLwQwA+6krQ5MHlPEpV/GV1Z/QPTMHxF1lG+/BFNrmAM6P9R4AT9WQLO07HRd0jrEn41J/RTpkkxP9uUNt0zyydOmmfIw4PhK+gpyiOuor4K9qfB1Fn3UTe+5LlfwaAvoxoU+UqDl/S2pGgfn6hFRxe+gVtXlTPMxKX5AK2cuUIFPUAWyPNsGMo2O4h6s443K/akaBe2mSYWClT0JZLMd4U6EnYOnJMm9GSft2rfbrZsNO+2gHaf0KQcqAT6DvUFf0bKUu6xj2LdgTF7TCs8uSb0U+hkCehrQ/F+KzFeef0WQur/oxtVNRxPYvtWSuI78+M7X89vDTd6Z74KaeUED9L6ieOEvBo3E3QcknXXaGbWKgB4Oct/J5z+F8P4J0AfvkaLgB+HMD3AXg7DiMbI9m3AHgBwAuve93rlpBGC4xGC6p8IRVlZuMZLaiKFlhFNjXsiy990RPt6cKkgn6B1nl5crujBVbO63YjnRdZ5OjlioF9l40wReUS1TGxaT2MbGq5ZvT5UjzRvvnz/vniefP8+RXVZ1Qv6nrenH+k3+UiXF5Gnuci7uj/EY4tqosHJpON/5g+YLwYNqqbEV/EH9XdMdmR3HlpnvciaaOzKqJyjvgcs/OcoX/XjfKtdR3hj+q4GO95B4EFhKtegPmhWJYvuJzrqrFe13Vl0xzTNH07gI8Mkr4YwINlWV4pvO9ZlqVbN7GmfTCAvwvgS5dl+cY17iMA/CyABcCfwGE65AvPwxROcwDA/Wm8pxlBnIaLyTHsci7rejLiBVaOI6MdLtbz9hWHYkloh0RVn/IWwcHwLDy09zDASZ3H8lAHcWqHtrP5Ibz3cNgDz6/0+Yhut0tdnBbQcxVoj0RcrifS+ag8BfEwMhD/y2BGX1ZAvCYgYzytVAaXY1Z/Cdx5wEs/MUS4isSTX4frVXZe3YS+LvKaFsVRRu3DwrPx0Jbro6v/eVGZKrgpT/2qj2d2OBYSeU5NLh2RIRW5iInYgf4+40Jvx+7TZbB0UkV//yjGLHwZ8T2vPEC/wJPlAIynkgft17VMc/zWy9E1Pbgb0xxXtptjWZbPHKVN0/RT0zS9dlmWn1zXRvz0gO99Afx1AF/LjsSq+6eE5ysBfOtLAluxDSnXNS6jfZnO2IYpNTyLnoL25ae8yeypHcbxZUNdBe1DRUyUBbZGZ7Z4SByHGHUYvaBt+OeB/mrptDeiYljdTx7li+SBvlPGBqdIeg10aGM8In1hFsTTKIyPOmEF7T2hOIF2aiqJbvLMiF/EBVuDdU/iMuJ6pg3+ZEuxA/0Lm/GzuaqLRH9BS4qnom0oqvE53bNwWl2dvqGegngonBStgaEcaRa9s2Elfw70e7ymzwGf+5WHFDXSJLWlDXpa3YJxZ0d1zKanWjopOoxKeWlTifaTYWS86ypoz5mgq6Q22ZHI6Dv6Be27sAT4rpuu5jv8saWX3ZDdb8Z2K54A+CZnmKZpAvAXAfzQsixfbmmvleB9AD/wkhHN4hbEXwMZ/dxrxfYAaPie8czoX6TZ5E/R7n5gHISPcupyfcGZyEL4TxC/VGaxA8QvE9fl2zspr/gYD+HN6F98qkMbX9VPuQfYXoAzxn8uzei3T6oe5QO2zhssjen3sXVgKvq6Vl3qP8X2pVmwzcPTD2z3A+OL2C5oV89XtLtKSEzTufOKmHIQVy1e11bwUlvE6GlzoFdtUkYb1Iy246C8TCsSZjoxa8OiRLkZ7T2GwH8m9keU0e6ISeJmtB2qaG1AFl5dA0S+Iror+i2SRXRTlumkGX2daFknbB8W1FOw5YVxXHORsa3rmEUH5R6irxPPe8HhHq9in37KkLJgYDw71eQ/NQw73Sq6qd0cHwrgrwJ4HQ5rIT5vWZZ/MU3TUwC+almWN0/T9GkA/kcA3w/g36+i/+WyLN82TdPX4HBbLTisnfjPlmX5yfPsDqc5DqAObl7D1dL15Ebny+iHYVVHNn1F9BS0K5hdPmN7yPgwlSM6yyDscbPYiOSUstmlnKZHujS9SrzazoE/CRa6M9ryVBnG64iEnuXheKmD+9fJz68g51X7xa4seGf0K9GJbzQ9xDB1Ae2QrsbXIE7jVbenj+KoL6KMfrrB5dUmeThikAI8jqWifX4i/REV9M+B2wD65wQYD/FX4Xc5tac2nF/lRruDKE+dmp5waID1XlFZt3sRKoE7o70HZrHPNNrQqVQgvhey+J2iMyn02avo70PGuwvjvalpjg+dlhd+y+Xomr7mbkxzPNn/5lCapuNHHtfVzRJWP19QCRd7KbrujPFDEz2MQP8ySIEdYnG81FMxfkmoXMK40VFdEb6IZ0TFXPpnjDtS1O0vqJE+8kdz2CXgjSiaSqHNfAE/d7M8j76jQr6M8ZcYh3wTjtexUsHWUM3GRzldF8Bto66DeFVO7eUj6QVtGdN1opzWaVr5/VljvJPbOQ8346vZU7/KkqiDow6nGJeHy2u8DuNHGEiKRamg7Qgk9Hmu6PGUc/SpTZfFkTig79Q7VZxfNxrmc8ORuJvsTLy0043eS9P//W50Jl520wBuDRW0pzYC/YPOOMYnbA/n89gejIq2Yc/Yhm0Zvi98lOGQK3nm1SWubHZJM7bhdIZ5VYwfdGIv6F8mlOHw7myyxyitruqkPx/RQRxqK6Ndn5LRbz/Fmq7rKdSN4ir6xXQZ2wtT9Z+hrcOCdnqkYitLylFvEn8VmefWi8PAGf02Q+CQ56clTF1s5H3qjFiA/r6bsXWeKrZyzNjuKS2TaI6/oM/TfUunbcVTjGdG23nNaIk6fZ1PRv+szYF+x0LcDCeM6wzoG3HXCRw6OhVteT1E/7w9K3poW7Hw3cJprYrDPfcs4g6+4nJsFX0Hy/kdn6brtujIblr9GePnOIsN3kNV3Ip++6tjUjsqz0OsgGFHYqebof04bdLbFqBMfU86YduPT/JhvyppxVym6+hCEhsztpe6flWnQIfbyOgfWpLLZ7QvyIJ4cRp5aTOZ/Yr+AVddTGO8YqwSVhnVRZy0XdBSMqwkXaxVDRuvWeJo5x7ig5KIpWIbEqce1UE+Hdqf0b/AqYtUg7RkNma0daB2eeSyYlfZyI7buIe2fEY6gHaahrhIXB9CeVLGVucz2o4NifYq2vvQR+Kq8SouxzCjv++K8LPRzpJOLNn8TGM8aRQ/WzijnVKpaJ8DoP/wqGg7xoqzoL2/FS9d1Zcw3u1EnVni/Ej+am4OZBPaPN0XV2WBvi5nwaiYC/r6IRXcDtr7Mi3d9N7U67y6H305+Z7s0U98sl265310lsKxa8TLfdXRnvLRXm1NI7YRbr2A43vHL4I5XzBe8+P7z5m/fETnKM3LQ+vR81/QlqWXueuObBZLK6aDto+V5yivD8z19BE+vx/U73gzxmePaD5U7uyITben5e38o/M2nM/LpKCvHy/rOciH13uE+Wxgf6RLy7VYWT5AW35RPY/yq7gK+jIrxneeruj9dOxeierEy8DDZwPeM/T33UiP49ByjOr16Kv8is+ZeDWW5T+5nOuqsV7XtU9zKBXxZ7RbMjU+oV2dfCqyJ9imBnIg6/qA7VQ78uuUyiy66+o+vfLMprOg3ZWSMN71wCHaFKQrH6desl3RCZW62pyYnTz+FO1QeFpd/aqhfaAtO8VZEI8WZLRD+xEexaQ4qvBU9Nhn0zuj/VIsaEcOMg7lqadiFvR5BbYvbdaf2qENpYq+jIqEHTtwuAdOgnjKJ7TlU9FuP62IKaP90rwfpDN/VexVtPeT2yDWgrYsiJHpCf19wmtGez8TJ3cLKaaCeK1EsvCMra5JrPdZLspV9MQ8EEtBW59Z9KsuylSM3zt8P1EH0yibzZ+wlUNFi6OgLXvyPYPteSuS9nyAUcNOlKV+5jmhfVctSyC8003S3plQepvcoBX98HxZwwX9sBzJF1FVtD+m4QNPXRmHocVZZPSllNA3Hs9hG6pNaB9wYtX4gn540rcSFrQNDvn9fAXa4Yv7Iba8acPJ/KhcxvZiVczUrxi0kaP+gu2lopiyYadfG+KC9gUJS6OMYqGf6xJms0lMWr+Keba4ikN5npjdE5HJwn8fW16Jr4pLv8qon5RWt6B9Uft/QDwfs+nJ6M8KyBJmWrVLn4cIH9MKtqmiaulqg2EOp2sDpfoeYFsDwIV7SVy1c4q2MSYV0U2ZWeSYlhHfz4yrA96CvtPGZ0rzwouy5Fe+qGNI3NSjRHnqdZzOqzgpxzS1r/Kz2foktHXoLv2kirZDd5touaTrjtC+ZuIY+TqHgrY3TndeeTLahgFoD6LS9Bn9C4j+JPrLGlfQv8QK2hcUSU93PDWeJHwV27y55qGanXkT6V4+RXD6YkAnlZuDOKAt8yJuRty4JbQvNw87L+MUN90RnaB92aoLjEd/nBRTQVt/Gq4DO8qn/iS8BTHRturz+0PzSd0Z28jCQ8T6FbM2yMTGThF5ncg/G7YT41FK6EdvHNND9OthirlZ0rTToy55ZtOlfA/EPbF0UkZft3r4k8tUtKMEqgfo73PXr2djRPqzxUd2Evo6uydxUTrjgf4ZZjxt5SBMDAzP6D92bpruWEfgMmjfGup0fzrcxGfYtu0B8YshrX7nYVpZw0V4EtotdwX9Q5KxNQyzxDuGSF5liS2SA9rtheRNiIdRXX9EnlYQD3c/xLgzAfQdAtWrccrv+hjn8o6ziEs/dSWJZ1pG/AIlnoq24+e2nWbRpQ0L7RAb9ahupsH8kSyxMb0GrpLLAO0iV2BcDiOdEfnpokn06zbVGW29q25NJ06fXqrC69cc8LodhoH4nmU8dSquhLZuSEn41LZiysLrupScT3GqHV4ZcT4q2jxEZ3JUiY/yoXiqxbmeyK9YPL2gHUEe0JVvDX31tLzwmy5H1/QNd2Nr6N6ZcJqm8VAscP6LZMb4padyVeKUB2jPMEjoOwx6VkCkh/wap9MvCX2HZkY7LDujbZCL+YmHefI8KL/jU54i/lnS1LYS9bi+jJ5SoN/16W4AEvV72GXV7jFbGf1LXqmIX+uFulWPyqptoG9E/Ku34LDeRqe4lNyexlf0ZZzQN4QuRx7V4Z2mKn6lGvBEYf+vRxVcs2FPiM9OUJtZ/Ior4VB++k8YlSG/d2YUd7RbrGBM2mirfurQsixonynuVFKiDuKlO6MfNVCiXk/z50f1q82M3nbBxTrdihUATvfOxG2kl900gFtHy7INFeqVsPXIayCX0S7m4tBuWeOK8FYc77D4cHNG+6I4EVtnaL9uiYMPOcRP3AX9QixiLcLLeOpU+Yiy6ayI80k+4s7oy4euy1fxUzZbWlrd2XhJXBuQcShLXQSqdN/icuBnuuovAY+mO19ZsfLlT2wV7RHF1KM4VL6iLTti4FXQbv3TNKBfq+CYXf8c8GVxR3hPjQfY7lFiYHyku6K9z6L1PzPaznGkr5hdxql9YLsPaIu6HQuJ65mcKuIpEJdX4uFcCVtdeQeBa0YK2nfFQ7T5p78YJoh+oP3NOPGpjKadoj0fg2kJbR4r+vp72uy6/hykVdwe2tdMNLR3JkZUxC0Sfg7tw+Ir8SsOD5cussvoX8y6wj0jfukyrYrf496NrdFX0hca546Jk/yqdzYbReIr+oc4C46E+KWv4Wrx1EksGe0LaUY/5+vyxJbQrhvQeHYcmOb2Vafr96/nZOkF/RoButRPecegtoDt7BHnYYNA3fcQ798H+oWIkb6KtiGkm9GvSaFN+kdURIfqpE21oVTF7/nk5fwan7GtPdI44gFiPUnSTtDev77uJyNeEOm4kvFQX0a/Q6WYv6LFD/PPYqfiUP8PVpsPsX1cqE36YXEZ/bNOHGn16wgm8ZGfPNVcpSq26Ff9jNfTXxPae6Wav6zh2zSSvncmWrrpvanXeZ17zgTJ93FzT/Sj7Jf2PdqRX/dU+/5qlyGmOdBd0J5nwHTGP0CfFwTpWS7dm652vGyUx/OlvKrbdQL9uQOuI3K9vI7Vh9fJqG4cm+N3XQV9XYzq08shug9G+Eb2VbefaRHpclxRmTBfEe/IttZJMXssozOLj8rdbUSYqN/PvGB8dNbLWSCvPHqegZ/tEdmPysxlS2BjhK8gLlegPxtC9ZYB3lH9R+Ud2b3I+SbRPaL4ojzlAU+Ezcuy4GLv72VZcNXnTLwKy/J5l3NdNdbruvY1ExFx3URFPNfnpLwJx9cT6IKzajyUnwd2RlTQzo8mSZuPYKI9ztMT0wg70K+yP8ZLbLOlZbS/j6YsMSrWSGcWfzX7xfTMJkt9GfGICuM8nVioU3GpTaC1Tzli1N09bhs4vpjUSfUmbGtpWJ/EpTrUpX3HqLp1jp82/F7RPLgeHYHjfaO4KtpymNe4aBElddE+cVJ+ljjg+H05wltx/nNQ0NZxEd4a+KM0XztBG9Q1o31G1E+MCW3ZKblej6fsjPEOC5XzdKZRB+N10WwJ5BSTyrqNkdzpxdqra1kz8RmXo2v6a3djzcS+NTSiZTl0KAr6ffVKGfGQnKapv2CbJgHaM/lpq5yDjXy0x7iCdrha04ghiZ4qV5E4xZvR00nAkxA3jDAs5J3RD6Uq1mNHHgPti6taGnVQjvY0nQ1iQltPCHjdfkFbXmz0dNV7GfAi8NN+lTRd70I9zk9cCW3dJ2zrLorxUD9xsWOrcaq/mh/YDkxj/ekOj4R2OmjGeDup6rwX8Ol9lrDdM+xQ0AZ1FOEnLu2sQuK9M1TR3wfUk9DXp+K8h7ZBdlvMl+oe+YF2kfND4XFsjMto7wcScXM6hHrVDhDf45E+TU8SR3ni0DTF6pTRPmsjPrd9W2hZr53eS/uaiRFxxKZim5OvaOc2q/DrfHVBS9XiGT7Bdh5EkfiMft6TcbPpIHm860hoT+MjZtVJGZ+TZzzzoFhpW3kq2heTYqCfabTN+Ix+tXs1/Rlto0lS3cSltmuQ7nG0ldC/UAv68mKnR7fPzcZHuSJywPh00VO06x28c6G4FEtFv17DZRQXFy4WwRzZI0bKnKKdX6dN1VUkjEBnEj91kDejr1fq570xo6ViMqyXamnaaWEc9bvdipZK4GdZZLTlxDTHCeOhzYK2jAr6d4LiYlif1YT+HuSHCrB1LCiX0T6n1KnxjpPYND6Jfzaeiv6ZJ1Zemp6wlQcxEcsTNIr+ONLemThGBdsDUiT+rGdtDv8B2lX41JPR/2Exoz3UqiD+2qoSn4RXKRuv6pnRf83xSy+hfWgfrmFfYa82C9qdLc9KfEH7kpktP6qPLnkq2hcJZZSUR/XeWzETt5c1XeZP46mXmBh/X/Qor+/0oCwxu+0kmJnmW/6AeHuef2FXxETbjpV2KVvR3luarjjyIE7lK9qynAP7EUa1n1b/06JLbVAfbVXBq/oS4rJRWQ078Yh5TSsBH3D8q1oxpkAH01xO3wN01Q7xUC6j7SwwTW2QdJokYVvwSl18lrkTrYg+zY/iY7hIWHeC8GIeErZO04z2MKqEbWdasnjgdnYklku6bilN0/RB0zQ9mKbpK6dp+j3nCtz0oo3rvC68AJOkC5242MkXIfliIi6I8oVGvkDJFzVFi6IiW4+yuIq29Gc7vM6O6Ha90aKyEd4RpmMLujROw5Etprm+Euga4SsDv+thXTpPpP9YPXuZKL/bU7//eMr5tBxGdZDtKgHWM/R5GOF21xf+RvU+Kvso36P6inR7XDH5OZCJdKi9Yrqjso/q9lhdR3Xj8V5fqneUZ69L1xX9RE/TjsWN6uq8sgfaReJRvR0rB2I+M95HJFz1AsxXYlnuX851DCuAjwHwdwD8EIAfBPCHXyxmAG8H8NMAfiBI+ywAPwzgnwB46xr3+wB8zur/hnP1X2WB37brkTsTy7J0D8/I9ctfLhGfPrTH/lBaTIeHz3toyR/9qXEk7y8S5Y1Wo0cvG2I/1hkpA1uOUXn874yjfEdlPQpH8Sw3rcsy4PGy8Hx6eWu+2WGZB3UQYVCd0S6OY5jUfh7wF7QdTq8PL/fI/rGyjngimajeHLuWYZT/Euh0/SzHEWYN664Mb7C1Xv0qiLFHNoq4eWDvzMJRPUYYonsiKnctEw1H2FxfVLeOS23rH2Ejnkd+bd+ZzsRrAXzK6n8FgB8B8PHG8+EAXmFxvzLQ9RsAfIp3JgC8HMCPAfhYAO8H4HsBfDyAPw4grTx/5bwyubLCvo3XpXUm9MXh8dEDGr2cokYw0hG9GKIHNXpxaFr0IEcP73kvolH6RX+9Th36oop4LqLrnSYTfYl53orJqC2Xj8o32jIL9L9gzmjz4na1LHzrrpez5ycPeEejBA/Q5m9U1xl9fovoiHiiuiqBbcc6cr1O1GZBm3f6o69sxZBFr+dvhMvlnNexaRldpDyjOnD+UX7O6zxGeXR8zusYyyDtWF1FZej5dtzHykDz/Miv7WvoTOTLuQD8KIC/wFGAYxeAbwLwjMV9HoC/DeD91/B/CuDbBvKvDzoTnwrgb0n4j6/X7wPwW9e4rz8P275m4jzKq1vRLyKbLVwR7x4o2A5QKtgW2an+gn6dQzEetaPxCe18KdNUnx+SxZ/10EbB+TRbWOVPDJva4kUZrjegjC5efYD24KBslx4A9DrDxjJN6A8KUvv0O52gXbOQ0efnBO2CU+J+zviop6C9b/S0woJt/jpjy3dBO8dPDAntGgPOMTOd5ZnFzRJ/ivb+SujrvSJeM3CK7YAuXjmQB9odUCeWRjl1gRbXbLz0F7T3PuNIvK8y2tNVIXwV25oAWJri0LRID9CeLMtdIlxPRf6EPm9ZdGoeqrhqh7LUfSI81MGL5DoytsWretAa8TEMbGWXTJ7ptFMMexI/eZ2Payqon/gVt69ROjRmt4uWS7yAf7ksy1uWZfmWYyanaXo9gE8G8A8bKMvy/wDwNwF8/bq24QsB/M5HyM1HAfhnEn7XGveNAH7HNE3/HYCj2ID93xwXI90mWtG+BGbhS2gbirzGqwzQP0Aep3KwOI93Os8OiRhdf5L0jP7/Dq6zYNsTf2JxpBrYU76K7cdqio1pzsuw4gTi8lMsFeO6A9oFo9XS8iA9C4/qz4jrIfIrXiXHyHTdckhcJYiv6O9bJcVBHRnbYr3obAP3R7hJEb/m4SkcTnBlI6d4iJ00I66TkW2gXwzsOrh9NIkt6nQ8QFyHbo82XCbCFOlQOmZHXfImtPdpQfvcEVuxK6O/VyIMeXWPhSvG9waxzUF6Nl5ie5Ht05WfM/HKaXnhTZeja/qm88+ZmKbpgwH8XQBfuizLNw54vh7AmwH8imVZfmbA83oA37osyydK3OcB+M3Lsvzv1vDvA/BrlmX5Q4+Sj31k4qI0i7/i8CJ6eg1zFXhZw0X4onhSFn8a8Pi/A1LAo0RsEQ/tRel1dWe0+LVxyui/VuaV71T0z2hHQhjnu2AK2pdPwVbOHDnJaIk4Cto8VONLgi+hbyDuof2aS+h37WS5amCTdqvwK44cxCkv3WTxtFEMH2VODccs8UrESx3ESntZ4hUfv3xdX0WrKwlm6iIu7grQ+0BtnuCwzZQdiYSeZrT3hI7wZPR1Ho0ckm8WfmL0L3wnxqmdM2zHWWfjLei/+B3zyFZExFYsviDeTTKjPwNCXaAfGSsicw/9qF4NcGVJS+jvM6C9P3Tr+z1Jr+ifL5arYr6tdHkjE0dpmqb3BfDXAXztkY7ErwfwiTg8tW97xJy8C4eFnqSPxqGb/2h0lfNKt+16UWsmSDrnqPN5Ge3CKJ8PHM0bRnORfmXj97nMaL5yNC95TH9BPzfs9jXN+ZxHcY70aBnMAWYPF8RrLCIsEabzyjrKt+PR+IssZj2v7F0mkh3VrZavL8yL8Cu/r5RXPVEZRPnJJsc6j3BepGyjvAL9vXmR8i2BfEaPrwx0HMPj5VQCmSh/bn9UBlE5FfTvF8/nCGuEXTEdO6r7WFlm0xdhUNk5yI/nM8L/ol/XV7xm4kOwLJ9zOdcxrAAmAH8ZwJ89wvPJAP4xgF+BwwDBXwHwJwe8r0e/ZuJ9APxTHLp6XID5CY9aJvvIxEUpYztgqqKf834ovOQhldWdV7di+3Ip6KkgHgKnzWqyasvDuu/bifpntPO5mu75VSIvMSlp3H1zqbsab5Y0pxn9IVVO2VzFEvGNZBLaOeoqLnU9DPRC+NTNaOvAv6DJy0vvH8aNbGVsh59VtKMFSirP49x5pdU9RYuTLrEArYzKzdju7xnbuQFF5KhL4yr6oXHFVkRvxnYPEYPrB7bnh2kchZqFj7Kug5h0fYimAdvIUEb7TBNTRvsMM31GWw96H1T0RHsFhykhp1n8FYcR0jO0Zad6gPY9BfRrWqgzGQ7qY3pdw7zv8urqmgi1r/ooV9BOeyllHLoTOz2Nw0LI3zhN07xebzaeDwTwecuy/NiyLP8eh9L9CVc0TdPXAfj7AD5umqZ3TdP0+wFgWZZ/B+APAvhbOGxB/avLsvzgowLd10xclKbp4Ba0w4cz4sY2I56nBtoHax7Yq6KH/JFdpqueipaILaN9eE/QvpR5qV3Xqzpg4cjv/yIhdseZA/wzDn1kvngUm8pqHHHziGbaSqvrOorEE8N9bJ0FzqtXtBh9LYlSdGRzxuFl/zzauhjxuv4iF/NETFV4ZrT1+bTYVFmgLUO+zJ9C+0vvLLy6JoOXphNLQUsz4vpyDCTHybUbSeJ5SJreW05cl+E8XJ9DXcSs1zFMCduR7MD43labTFOcasfTlLLgol5SFZ6Evk4cu/JHON1PHupQjM77LPp7J61+2tf7mvKum/EvoW26ljUTv/5ydE3fuv+b48miZTl0KOY1rIu3KtqvJ3+oEtqXPDBuDEn63wTnnSVO0yrar19tTJ2XX6GKqQQ4qsS5W9B/7Tkfy4H8EWXxV4lLklYkbhZdc6CPacTButIjhHnyJ+XZqBNDNlwZbd4qWiJvRfwjLMoUCQP9761h8bRZxFXSkzg9jTJMfzrgUXuR/IytrLRTNaPPo8pRlulZ0utAjjzEwTpxXpXPlkZMGW1nLGEr/2ewjUrck3jVpf6E9p6iv6DfuaWu4pnRHh+d0f6crwb41TbTC9pRs4S+kfcRwFn49L2iPJGftovYyAEmyjG9ShwCHggO6na+x4GenO/wi9FVzivdtuslrZkgRWcR+Lzi6AyJ0UE/fkZBNN86mseM4o7NvdJ1vTofemzO1bFE+fPyGeWDdkd49SoDXVH5j8oi0ucYj9WX238U/JpnX7PgZeH16zqjw6SOlZPyRIccRRijfDgut1cG+ohZMaiMy43yT/4HiOtGrxn9fXFe/URlcgyLloHfC66rmL1yRN+IT3mPrXVQPq8rxXmezDFsnt8I96i8o7JynpdIuI41E7/lcq6rxnpd175m4lHpBP0q5VnSC7Yv04J2HvZEeCB69CdRRdwqPEDbY88WV8ylXf9HBPEmtF8aQDu6ojJK1dwi/A/Rf7lz+Fz/3VGx/QvAbSa0eaA849Q+ZaiDftVZ0NaD6iI+xlN3RvwjsYwtb7xm4cnY8hnJldV9JuChLsVH/mSY/ctS7VBHNTev1yna+qkBVlJBWwcz2vtZsVZsK/VVxy+gHaEC2tEYxcu4grZOkuk8QT/3TxnVUcxf0N+XlKEdpjNtDnjUX4SffsVOmgM8FVu+OcLkuJSPvBXtvUk+oK9bugXtlOwIB2US+h02ak/1KF7Fw3UnDyyNtpUK2jq+7bRc4nVHaF8z8WJomvohdFJd3WxxGe3LpaBfb0EZzhErP9C+IEnH9ALtnLxjhPA8xMXOhnC71EudLjOjbQzIl7ENvXIelTwJ7QuPuBR3QT9v7TieRvszLWKmzsgPxMPzxAoJl0AnifaUV22RsoV9LYvzK6aKuFx1bUbEH7nkpeu2SJRJaO/ZNJAviOfrq/FFcarD/cpPvw6dOw6nLP4a4IzCqAOEAAAAWIBJREFUQHsuiv51Ve3pOhuGTwa4MrY1OrOlJePPgkWvjH4dVkVbx/qMJWxTLBXtFF9BfM+pfc0T4xVrXt1IR6RTeTOA05feJl35mokPmZYXnj6f7yI0/Y27sWZiH5l4MZTFPUH/5cD0hPZ8CKD/6qS/CM8p+gaVbhY3o13dDmyNM8On6FemKxVsX3nV3Nl005+Nt6J9URIf0B6kU9F+pczYvrIckxJtZXFntL+ursJPvnejLWOmKf9s6ZpGf5V018e0iBdoT1tUt6DvkHnHT0/EVKKdjHb3BvmeQ1sH5Fe8GqaNefXreSAJ7f3NOE1P2EaEsqQVw04/MWTDyHBBu7p/lgsYd2SfQWvfT0FlHMPEThvUo/xV/MVskbesfj2hEpLOjsQ9tPch9Z+iHS2kjRktJYsv2N4bBdvoB+UrtjIgprTy8b1V0J/Gq5TFrRKvzyx1qjx5Ga9n27idhP752unxo5ueZ7nO61LWTCzL+Jx5D0dzhefJRekXmf/0ucqRfAns6aVz6p7PkVyUh9HcKM8kyBivHThmM8pztiuSu+jPwTL68xa8PLSctNyL2T9WzpH+i5bxRf5BEsV7uXndaH3rOp4SyPpVAnsXrVO3oeUdlb1jzZZ2rNzPqxPNRxnIaPl4fUeXY3ZbF6lzL49RfryMPQ+juoz+OTP6l4fXg+PUZ/yYjJcbcDnv52VZcNVrJn45luWzLue6aqzXde3THC+GuE00I/5CIjG9oP0ShfkL2qFJiL8GvHQ13qdbgPiY4Igy+h0nI6zER9I1GaeBDecn1QGmgvarmrjoB/qv7mNEfTosS1xV/EnSZvEnHKZL/KtX7SqWYhgZN2P7UnyIeOhfbVI+2oJKfeQ7RopNZdUu9VDXMd3Ul7BNM1FWbVHW40f+iLLxKSULz2jvKd2STHI7Ge39VS1NwwV9uXl6sfgZbdkyrUi6kuNTu+fh07iMvv6y6FCdatu3QVO/ygLtCNro/gTGU3ojfBWHLscl0LVMc3zq5eia/tbdmObYOxMvhdipANqXccbxh1l5ZrQPOOOAbYup66YOyjA8suX2mJYHLqmgb1iL6T/DtoDU7aq8pqfVdd3K6/POEFsQvoK+IXR7yg+0Dbrqp56MdntvRpunIvGqV+OA8ZoH6lGskXxFO6eua0SA9mV+DAtxqM5kWLKlV/RTV0XSorVCOXDVdoTP7ShuUjLbSuT18wvS6qftKmmuo6B95p4LeID2Xp/Fhusskn5sXc8xPOo6b6RH9SfE02gkldMt7rSn+iN8TuRn2QHHz2FxWeq/xLZo70xcP+1rJl4KZfHPFi7mukxFPD8/SzofTOrO6F9aCdu8rep229TNMwMeiCz5k8hRZzV9flKdN+5VcMyGh/4ifrWpxIYqy/Xcys+V7zq37zpVH+1nbHPEbi9j+9dKxfbTMS0n56/oy7oKT8FWHm6PaUyPiGXNjs9DtC/8hPZsDMUyOmWTbkHceBT0IxXZwsRUEedBwzzHQe0TI/lUb8ZWh9TNdMoXw1zRj8qRT/Fk9CMawNbhS9juZ/IrrmewjcRVSaNfd72Q70TiK9r1TI6N8QVtHhkG4mfc65qyx7BSzwm2+lacyeyTFCfQrsdi2SX0i75VNqPNn+t8XGi5pOuO0N6ZeClU0R+JW4ynIB5q9fiM/qVJN6HteJCfeoBDQ1hFj/IqH4elT9AvsCziVsGoOE/QNlzEqXwpSNMjoolRbZEoW8XVdGBrODhqQ50z2vJP6Bd3aTrl8pqm+ug+hbaBnUV3RluPurhPKa1yTHf+KliIuaI9sIn2Ff88sDej7WQUSyfuIjxV0me090Za/UXiIj91sAMG9It7s8k4LtopaMsqoyfVkdDfq24joa9fvS9ntPedLp5lvE7rkB5YWkX7gzw2rAXt1nJgPNqii0eLYKto81oQ7yZLaLfPMj5LmP4i2BiehW82Ocr61CGpWJh5Sdh+/qY893EpOziulS6rI/GYZfsY7dMcL5W4TRQYDxErMX0WPsapmzAeIvehSZcHel2KhzKKmX6dXlAZx8R41ZckbhadBfFQt+v3eMZRPlm8ymXER/UqRsWW0JaHXsqv+aBOHeJXHM7HOLXl2BjP47+JYRb+yIbizAOeKD7CqMdVl3P4gfHcekSeXtBP50XyWdIKti9njtIQ80hebWeLr8YTpUXTbBG+kf2MtuyTpJXVnbF1VOdAj07rqa7IzzCnxIrEj7avK5aCftQj0u8Yo7SMdsojoX/WiIvP6yW3Q1c+zfHLp+WFX3s5uqazuzHNceMrQK/zurTdHErnrcLWVdtFwr7KuQzkM7ZdDwX9amxdTV2Ed7SSOsKpNkYyUZzi8FMJqTf62+GDQN55VEcJ0nx3hpeZls2ojkbpxK1lG+1yOe8vmxo+M7uj+o/qeIQxwh/pHOkplodReTywdL1cxutceTRffr8oFq9HvRdGYS+vEe+xMhudeOr15ruQNF9ePo4lwhTxsBzdjvtHdRDV97GyivRovZeBrtE1yrfiot4rIFz1bo5XYFk+83Kuq8Z6XdeNA7jO60o7E3ww/AE69qA775nwR42w6vAXgtryl5g/vMdeUIohegFcBAvDo98MR+WhsmfoX5ZqM9LrPCM7Gv8LUtbn5fNYx4GXY/D69/opR/RFGCLeWXSN6k3tn1eXWh4RX5RHr4djdZGDsJdNGchcpJ4dk+f5vPqO7DhWjT+2RbRYnGM/Vl85SPdydlmNi+zxijoJUblGuB6IDrcHsz0qW5j9K6Br6Ux8xuVce2fiMbyupDOxLHHDED1cx14sD7A1DJE+f0j1yy7bxQf1oiMAfvlLYvRSUL2jl+qI33lG+R3hc56MGP+j5L0MXLfj/nLEfqTb8UX3A+8JlfF7wOvGcfHy+6SIfuVRDHNgN7oPzouLcI7qI5KL0jO2DqeXm98PWlZRGUcYR3wFMW4tS8d0rF7Vpvvdjtd/VE5a167nnaInykc2/f7/FLU7up+OlVVBXB5XRHtn4vqvfQHmZdDp0s+JA+3iTKYn9CfGZWwLsyrGJ8JVbAu8TnH8mOyC/l8g2VymcSFgEZe6iCmjXRhGWerWLWGOlzSLjox2jnU2GT3XX21qHnwVO9MKjq9Gp5stTAzFXNdbB37SjH6RXRG3oF30F9kCtvqb0Zb1jONUxa3o/2JKfafY8nBqehO2hZgFLbFOKtp86m4AnnhI/aS8usXiMtrTXPVvqKSKrez0j5OOj7y0Q/9s9kYy1EmebP4kfrqsKyfFprtzMsYLmSmnacX8fIYS2l1ZT6HPXwXwRdjqxDGprYp2Aa/apt1T4SW/2hthVjfj0J14nGm5pOuO0I38gnyaplcD+AYArwfw4wB+57Is7wn4fhzAvwLwSwD+3bIuUrmo/LVSFn9a3VO0nYKMfhW9ukD7giSf7m9XGxX9C4gyWfgz+hcX+Wgro38pZ7QvVaBf4HhP0lU/cZUgji8jyiXBPqNtIMjL9IR2K582Omq/WJxjVF7FkNGWaZU0jScv+VUWQZhy0cI+53G8qpM6vKOo+CmXES/uq2h3aBT05yHQrmIivzc0tMN8FWw7CYiP9u9bfMa2cJb2FCvQHpJ0L+ApiO/xSPeIEtp74/5qS/+T47gYThauaBfRJmxbe4G2U5PQ31vKQz7qLGuc66Jt/aGaY9XOWkWfH+UtiP/xEXWaEtr6JGmc/29IPzoeV7pDHYHLoJsamXgrgO9YluVXAfiONTyiT1+WJS3tatdHkb8eOl3aB3RGv4tC/5yZVn/G1ujq+fWzpOuhUHmN538bnKirSlxC/1Uyo31hUT+JOnTrnOqs2L5u1XYd+HkRDwI/8VA3gjTiYtwpjhP1pCBO/Wo7i0wWnuhfD9Xi1K3Ck7CNEjAe6EdySAn9y544tNGfV/+MmAr6etP4jLaDkNHXoeooiBsOpxltR5W8J2jznND+AVOx0pZ+CWsnSrGqHCROR3ech7iSxZdV7hR9x5eYM/pt4Vl4C9ov9yqYtQNc0OZdr4zW7mz6HXMxv4aBePcL/dG5JKQkvCPbzj9je6fRdhKe0UjOTo8v3cTcCoAfBvDa1f9aAD884PtxAB/2YuW7ea6rWjOh5HOQOk8ZzYH63K3y+zxjNFcb2fN5ytFc5rF52kjW7XmeonnZEtiO1nIoj2OJ8Hma5wcWjsrQy1N1FIzng6M6LANbF7Grsr4TIsLgeqP0kf1RvY9weplGeTivnFyHL/AsR3i9fEb6R/UykvedErQ7+i+L53FUTlF5K6bz6k31jMq+mH5/nqJ6O8O2zmqEV3VGdeKX78bRsh3VF2Wv/DV8xWsmPhjL8qbLua4a63VdNzLNAeAjlmX5SQBYluUnp2n68AHfAuB/mKZpAfDfL8vyFx5RHtM0vQXAWwDgda973aVl4ChlHL4+eCTzjPjLP/JXtF8WGfFZBwXbb4STyCe0X/EZ8WE95KuGO6H9iqoiw6Fw8s3Cn3GYl81ov1xn01PQD4EXtF/Y1Kk81MOv2oT4yN5q/iyYMsaU0R6h7boy+i9bxUQcBeOTP4HtnxF60NEsfKdo6zmiiq3Oea6A4kwB9iRhppXgmsU2cSSTA8b3s+KmTvKS50TSXDahr6tZ/NTP9OgecP6CnlwmYRvpom614zirxKn+ZBgTttEJYqFO4iyIR04K2uko5c9ihzyz4FHbQD/9QdlqMhCZ0X9kXI/XAd9JFe39w/fHsgSKHkO6I9m4LLqyQ6umafp2AB8ZJH0xgAfLsrxSeN+zLMurAh1PLcvy7rWzcAbgDy3L8l3TNP38ReSdruTQqoimqX/JRMSGZUQZ8b8XCtr52IL+NDrypDU8o+1UZOHV+Uym0/X5+YKNVEdCPMeq5NgrYtJDuRQL9SIIZ7QdHMWi9hU38RThoU7qA9oDpUYYXG42m0A8D40g3eWYRpyRrMun1VV9I/t5YPM8oo7ITYjz4jyKEWgPoxphymix018Qr8UAtoaRfI45WsuiazUq2rUlOcCYg7A/v4rRG+GC8xvuamHyul/LMWH78GA+iCEfiQO25ymjfdc8NBniJinOgpb3bVffCl/5oVWvmJYX3nA5uqa/ezcOrbqREzCnafphAG9aRxVeC+A7l2X5uHNkCoBfXJblT78YeeCaOxMjymhftPRX9A05+etAD+ML+odZbVT0L++E/qUK4S9oG2Zg/PMe16G49HL+gu2PnORhWkTMg/NFMhn9oi/XwbAScc3oX4iw+MguZalL7fEC4r+8ugz1RCdUQvi0oXC8ak/rzrETWxYcTpRxniw8Lsc0vXfOcPj3STEeYMvjsrSnyyoRQ1rDRVzV6ViOkdqhnO9cyJaudgraevfOST7id51KvuZgPsKrWArazhDQj1DO6N9FuhCXOqORN8XgnS6VpX66p9fT3lxLZ+JTLkfX9F13ozNxI3MrAP4vAN66+t8K4E8FPB8E4BXi/24An3VR+XCe6zrWTJB0LjGas/U5UJ+3jOYaL6JP5zJdX0E8n6xnDOh8qbsXuaL5cOId5U/nb7PoiU4k9LncyLbjPXayYVQHjj+K0zxFdZiDsMd7/iPsXtdnFq9lF8m7TT/ZMyrfqD5G5Rfl1fPnZRjV9UXy7nU6KsMRntFhVQV9+UX1Wh7BXlQHmqaHP2Wz4XaOlcWozC8SjvKjl9v0sokur0Pnv7bX7zWsmfj1l3NdNdbrum7GKPChOOzC+NHVffUa/xSAb1v9Hwvge9frBwF88Xny594A192ZOPay05eEP4Cjl6DLFwuPXiz+ImP4nYhfKIwriF8gHhflQV+aJZAdvcyiI4QfID7uO8qXl8d5ujW/o/LSemBeRyeFatyo8fIDx9xOVJbH+IlN800ceriTy3odFdM5ksmI8+R1Gsl4HmlDFwceO0Y60hXxMBwdYz7CGeXVy4Bh1RfdL8X0ug7XFZWZ1k0+x46Xg+LWZyc6XC7Kb1RfbmuU18gtuL5377Ise2fi+q8bWYC5LMvPAfiMIP7dAN68+v8pgE96FPlbRcsC3Je1Ewnt4jZgW6BY0VJFOzys8ZGrMmn1c/sZ7ZOy8H4R2sOd0uoWc7OkVYmnLSWXPUE7fK7pjE8SPjGcs/CRl3HAVqaMJ0bKA9siRWKZRbfKaZrnifbq6n+3yOXVTeJWxFseM9o83rd02sto6+Oh8GW090hFWz8Zh+HqGduanGwu7en0RzbdM1rSuXKgXWRHHS5D0gXJxFrQlyvQD5kzXuNItA9xlZ5Be39QxwgniTIFbbkoFvqVL61x1F8wXidTzO/hGfGCXNqZcfxZJD2HrWyel3jqqWjLTvV4nTOdspymBNq6pF7qetsyAPcY0x3M0kuim+7NXOd1rSMTJO3la+/eXf9C0i9K/5HVRUYqVJ/q8i8tl3UcI9yONfqqIXbHNPK77mNfPNHlX1yRPi8z//pi+eqIirvnbW1U/Sybs8AebUbxUfmMyuFY3Slex+n4Fa/XX1TOD0wH86L6RnU2qkcvv6i+Ilm3fey+iMLF0qK6V5moXKK6GNWz50N5/Cd2nodjz9Qozm2XwK7LabyOaES2tP5dV8a1v3Zx1SMTH4RlefpyrqvGel3Xy266M3Pn6XTZvv7nNS6vbkG/CI2HRD2H/uuEfCerP+GwmI1pM/qvsweIvxyy+DUNlkYMjlf5nseWvyTpBf1Xph78lHH82Ot7Fp/FzWiJ5VbRf1VSfhZ+8mqY9h6iHVGhPMMP0ZNjrysGfhk/H9jTMOXcX4M0YDsAzfGpfsfLdOKDxDPtORzuqTNspzZm4cnYRr14XxZsh1RVHMpRD0HSkxeZD7XP47kzxlQRj8o4DylbfA14NH02vnl1yyB8ggPmM/RHzGe0zxrl9fTPgv5+UN1Y9Xy6pJP/FH0dPms6s7kepyeJFrTPoWIk/zNoR8Cc5sA+9Z0uA6Gd7hTddG/mOq8bGZlYlmX4pay9+IL2y9e/JPzrUnn1KyP6IvEviOhraPTVkgP90ZcVcPg51CjN7Y5wFgtHX0xeniN9UV6Olb+njTA7tmLpXqZRXqIy8ssxjWRmtOsejq2vUL2ev2IX0M/ZHyubUdmdV9bHykJ5R+tmXF7Le1SHZZB+rJ6j/PjldX/sUr7zRjpKIOO6tK4UxygPI7vO6/VV0N8TI8wFN/TKvYaRiV93OddVY72u60a2ht4UXdvW0Ii4zS1hPFeq507k1a2Iv1Lpj/RouttyyuJXnXpgjcYXtF/4CdtX14no9P31vr0swqZhyiXjzYi3dlbEW9Mq4q9Y6sjmd3lSRX/mxow2n1XSgHbL7yx6VF7xEQev80jlqIvx1XhgvCpDHmKlbd3eyDi6kUxGux3Xt6M6bhIxVPSUJd2xU9bxEIfej2qjYMu7//emrO6M/r5nmtpS/cdwq+6Mniiv7wDiTGjXHUVy1Mt8K14EYdVPHaq/XsCe2nU58t1Q+3LlW0M/eFpe+NWXo2v6+3dja+hNnYD5ZJI2PAnbw5zX9HefIweMX7qz+BO2F+5sfC5f0b4MyuqqPbdTsWEnfxLd1F8QD7VTRvXPFq7msmFS/RltXu6j76xRR5FrRrtwM9Kl2EmnEqYNx0n9sHBFX87Z7Pi0jhLjIl0zWqqit6LtFFBW0xPa0xNp73T1Z4nP6PM8S5hxwPajO8VMbEn4yKP2aYuUEE87kWhX7xOnhH7xJaehSMSq5J2iiniqDWifbV4MM/3YuSHPi584C9r7LgV2SU+hvwcRhLPpzeg/Jo69cyiXEHeKK26sI7HTzdC+ZuK6aFnatQ6z+On6Cyvh8IDqS/0+thdZXuML+q/HGe1Ln36nImkZ7UsvCwbaqmhfdCqXJEzd2WyrHPUltC9I2sgSF3VuVG/G9hvtgm0NBfm1oa4iWwS7zn1Tj2MF2vllx6m8VfwuRyrYymjUgcuCU3VWtKvmyZfR5lfvK9oC2iOegTa/M9ryZRrtaBr9WS7y30N/7yXjpy1ip6u61X6RS/UB7VoX6lL7xK56Fb/qIp2KP6P9/brzq65ZbJD0L6ZF0olrRjuap6T2CvryStgOgFMcrou2Mvp7lOn86KF8MVdl1M045OFJ6Egsl3TdEdpHJq6TluUw3TFj/JKc0b5ouJ0uI36BKz1t4YL2pUuXumhPdedAB92E/mVCHUDbUXB8M3oithnt1xzls6QRYxW/DlE/i3a42u2dWjibf0Y/EuFh4qoWzmjLOqMf9YCluZ6CfhGg85EnoW1I1Ma8uifYvi4L2nrL2LbLMj4hni5JaGVHRF4SZSq2fCT09xnDSm6P8iTFWNE3uvNAdxF3Fn8WHu2EaVpGPEUJtPVbEONPq81o2mdG3Jk+FT9tU3cJ+J9GWw96muUJ2ueloH9GqL+KXghvFlfxKqaKJ6MjAdypjsBl0D4ycRN0H/HLqqBtRAsODz+EB+gbKfqVt6L9yimWVrB9NVZLc/+DlZc6/BfKxOxyWWzVIK1I3Ix+qPtZkYfxF7T51Y6E2nAcWXgYl9CPGlT0L01N1zi3R5pXl/qpNxmWi1JBP0xPPcSgWPh1OUtcxTYKog3njLYuqYeyqtcx8Utd9ThfxlZ/uvPGifZ1d0dFfH+V9fLpmCQ8SXjdjvIwrJ2vjH7kgXqyxWe0o1mOd15djn4p3330+IiLGGZs+aMdt8FngOknxsNpVMYlbPUHjM/eUGx6fk3C9l6I8O/0ZNFNrwC9zuvGdnM4RSvQR6umlc9Xl7u8riiP4qMV26PV2L5y3leea5yfcsn4ObDhdl12hNHt62pxXVme0a9Qj8qvIM6723L90S/CvV6K8YzKR91yRCfT/QwI1Tev7qjeontjVPdR2UX5iuo1Kssov1E9Oc5IZ4QxwhPhinj0XorqIbLt8aybEtiExat8tDslKqdR/Y2ujONYlWdGfP7MMUzHbN4SwlXv5vhALMuvuZzrqrFe13XjAK7zujWdiWVZjj6k/iLjw37sBaovCT9aefRi8BecdxJGL6/RS4fuaGtidGmDcjawRz7/X4e/GI+VQ1SWHu/5GL1MFefoRexlmwd2o7DnwXV5GZVA16i+R3KjOhmVs9vi5UeIZ9Oh5RVh1foZ4XVZypwhxnQsr1FZXbSetLyK+F0myqviGqWP6jLi9S3ieSCn+VNZWLqX1wiPp90SupbOxP/qcq670pnYpzlukjL6YfS8+pPEjWSr+OfVr8czJ7RDuaqrmJ9z6JQtpr+I34m6K7adAwyTnzocw6mEn0E7JK/Xycr7UPR4HjLaqZ0T9McFF2zD+9Xkq8RTv9oAgK/AYTjZ59aT4chop2gS+kWdysdwQTvcrOUzYzuciHZoE9imD4A2b+onPUA/rE19JxYGDvPtz+J8OhFsSfTQ1ox+bQjdM+GhbboF7TQX06rEP49+7QHD5Mno67QKD/VliX8Q8KmreX5o2BPiZ5m6ZvRrgbDKPGu6sqRRh+osEs+rrPhVpshV0d5j5LsncZFdTwMOXYudnljaz5m4Sbo/9Q9mRd9YVEnLOE7KQ11A+4Iv6Kmgb+iU13+ZndAuFlX9T+MwP3uK/iWpxHjaoD7lLxIfUUH7C+4sacds0h+RL04kX0VftrPZU/3EB7Rz5l6Ojr8Gckpug+HI9oz+HI1IHujLRcPU4fbdH+lJaMn1qBxtzeZSjotKR1sXVSflmRZhKMILs6uYyFskPiL9ZbhicqLeivZMF733iuAgpmM6k+EskkZbdFWHhkfncwDbllbFQzq9Xe3IlZ8z8UHT8sLHX46u6YX9nImdXiqdLocORUL7ZTxj+4pNaL+wyJMRv1gy+nMD9Muqon+x5JVPD8yhburg1xfEJSZdnDmjbSwUm+OjjRntKIranS1OXfppQ23VgJ+2lYeNUhb7ysPwLJhopyA+mGlG+2JX3c4LbAths8SpHOMT2vsEiMtXdVBOMTOe9a36gHZkKmNsL5tbLZ14mUb7Ge2iQk1Xl/pmiWdDq6NfCf39zF1QQH+/F7T3UEV79sMs/MTHM0ycmJ4CnQzPgU3yAO1BaHp/uD7iqejLmvxZ/HTngJ966E8r30PhqZLGnSEqR54n6IO0oSc02yPapzlumk6XuJFMiF989NfVzdiGUhk3o32ZPSW8uvKe/NT7HPoX3hzYBrYh74TDS2ZG/BJWnMQKcRk3SxjY/h1AvoK4LAq2vOsUT5Z0+imju1FOREZ5ZrQvX6Y/QHvWRzSCkcRmljT6NQ8V/Us6S5pimAOdStz9Ui2+oL2fSM8Yn2KczQ51Uo/bjuIK+vuJvDP6joDLkrdYvKZpfBX3GYvPaO8LtZGxnf2gw/tJ/KwjynC3CfHPxutYyVdNr/KUVW+R9Cwu5TWe+hL6+8KnZ+g63Ue/vTujrXd23tz2k0zLJV13hPZpjttC09SGM44P0wL9kG9e4/0oa8pn9C+jZ3GYay5mux5xR7oq+ikP4icP45ycN63x1DcLX0E7iqIYIhyK3eMZ9qOji+hNAY/a9a9aJ7XPPM2Iy1IpmzwESxY+1+/yQG9rxF/R309KvLf8DIuC8ZQMh+5niU+rS5mM8f1OHBqv9/6ppeeB3/U5VbT5KQM+1au6fBqAOmbjJR5No86Efjsu9WT0914SHr8/KTfCrkRenz6KqGLrqHz+7Ww/rmWa4z+8HF3TO+7GNMc+MnGbqGD7IhjtPQe2LyS+8PVlWrG95BnO6Pe3V7Qn5mXRT5kqYcVYhKdg/PKaTTaZfaD9k6LaIx//XpkMv39VV2yjE8SVxSbxziZHvofGc4a2wwEcylkXxdEuv2qpm/zEnM0taL9Oa5AeyWs4mRz9lFXdFW25Z4tzHTrU7gdCnaK996hjRkwV7T9eaGNGPGWjYdWh8VxjoA1fNf4z8Re0p5sqJbR5LOJmuxyTugnxMd4lwAbDo7oL2kWbBS1+xVLRjlZxwbE+6xntc5nR3kfZeL0jUbEtBtV8nOLWdiSuhS5rVOIuFeFNbye5zutWbQ2NaLQN7VG2WvLilrNoi9csPC432k6maUVc/8Pp2UCn/tXy2LYzxT3i9XLRtDLgHcVp3s4r39GfHb1sFIeXZxnY8TKI8hFhVV1u27dpjuxF8aOyHJWX6/J68zI8r6wjfAVt2fi952V+XvgYTq0vrbMc2I3KJKrD8+rvWB2NsBDPsTIc1RnQ34/q923Jyn/LCVe9NfQDsCzpcq6rxnpd140DuM7r1ncmlmV8aA7D+lCPXnIupy+26IWlLz1/2Z+njzJ+mNPo5VbQ5+XYb5Dp+sssevkduyjnnZ1Il2LzclDsI9vliI2R3ahcRvdAtjT3jzCoroI2DyWo+0jPiM9lIozHykbTR2Xv8W7L9UQ6Ix2Rvqhej9VhhGVUh+fZ8PqP8hfVver3cGTzPKwjHuCm35Ln0t6ZuP5r381x26igHYamW9b0inZosqA/959xrjNbXEFPJ2iHmyta2xX98PpD9Ec20xaxUSayqXKKTTHSVTvElNFvf4TxUU7/ElkDeVIRHrVDor5oN0hBPwR/3lx0kbSC9h5I5iqRT3UW0aG/BM8BH2nGNmQ+C1903sAp4jxoXLW4hHirMXGRX+0xjTszqsQD8T2sxz0XtNNPGe3aG4hf7c/oiRg5hRDVpWJhfEW7mLEKTzGXcgxTlnWYhUf1KFXhUTu6sLNgK+cT4aM9km5ZVdllGRh/wmgvhob2NRO3jZYl/nER54Az+vn5ImlZ4jSton2ZUV79BT3l1U0S56vEZ7Sr1RH4C/oXIMPe2M3o8TNNSctpRrwWgDiSySbEDTCwrYvQS3UpsSPh+h+KP6Pt6FFXRrueg/HqzmgbecqTkugo6DscJwP9c4CnBv6HhnPGtjaFNomD8a478p+Kn7bY4dKyAw67jNgY6j87gG09kDfyys/83BeZIvHEC7SLcLPwV0kn9mqX4qro7xVSErtqO6O/L2mTMhXteirayOa67RO0ay9O0P8ZVA89A9qdSjP2joTTcknXHaG9M3EbiQubCrYH3c9/qBt705g9K3EwHnVVD/0z2l93k7eg/brzl/19tGdNUO4M2wvsHloM5CWGIn6gbzQVJ4kv9WTxM9qvc8ZR3t1k9p6ReNrVzpxTNflstpPFKz/dir6RZDwbjyppusiuYDvRsggP7ZKXi1OpF9g6YWyk+efJLDjpnomcftEq5lMJK2a1VdB3RrLoJB8xJIk/FX7KAu2Xe0G/04OYq2BinjVMW6q7mp+4M9rnJKG/PxhWHbPFZ7Q/21L9LKcZWwdJ80S71EN8jj1jK79i8hU9FcHJxZd7R2KnI7R3Jm4rLUs8ZJ9Xf0HbON3D4cXDhvA+2hXg1FPRv0z4kqpoDwOq6I/hZcOmX4MP0R4pTHrG0kn3jbcg/ppVXSTNBzFpmP4Z/W4S1VfMndE3xMSYsZ3B4XaUKJ8snXoYVhwqW9E2otR3YnyMyxLWRpbyM9oGno0phJcNxQna+ycJD234DpqC/kCmKmnZ/EnSeb+QFJdTQTtlxIukjasO5z/EeEdNxtYpJr+OamS0R5czjvJzgHtGO+KkeNV2NZdYGVdEv+ZbOwLsnCuv2lAqgiNhe3az4dXRIsX/PPaORET7yERD+zkTt53ur+dPVGwvjrqmldVlXMbGi0G4mpvWNJ5wp3xqz20rH6mgbSDcznwOPiVNG9mmTj0CmOdPODbq0zM4ErZ8K/ZINqFtIKNjhx0X3WN5UDmS8ijfAwCfDuB1ln7saGligOGh3KmE/ewOJ2Ic4VM6Q/tb+CK2dS6+DuSpl5iV9NyKKrykgm2UgPY4VYDAbkZfn8D5a1Qq+nteMfAi/oT4WaXfz4dhutrI6OtR+ZnmlNB2aiOXPE6PYRtx5edMfMC0vPArL0fX9AN345yJvTPxONA09V8cFf2LrKBtsFWm4vCCfx5tA1fQv9ydogOiKuLDje7jcOKmNuiKk3GexvQS4CYvcLEGLaNtOIC4IVEbka6Ctjz96OyCeGRDibZoQ8tMF0dG9jN6YnxC/HUc6VVcjpG2iujzQ7iSyRKX24XFU7fyZ7Ryeu9Fsm6voB3pmNF2BJiPhD6vBfH9NmOclxSkKwYgfmYiuzlIq+gbcmJ6Fm2HzLGNMGaJVwzA+Fn2MN3HtH3YOxPXT/s0x+NAfKCrXBzOzStPwTYNAfQvuoztgKqK9oV6IvEQftIzaBuStPpPJVyxNUIfh/bYaaVqYeKY0S6ipE61xzTGK5GHOGezRzu+eE11q86Mw/oB8hX0fywtaMuf2IiHuhWXzu3rsLraZblRvqKnEthwvSTuUNB1K7RbseWnrvoerv555ZvRE+V4VbTl6TYYX9FOvz2FeLQtGVbFqfEJbYeW8jO2g8eiNEhcRV//Fe29QjeLX3G6PNDazYinNxhPnXyuEw4/y1Ne2nO/YqP+ir6Dm9EfUlcD3NRdgvidNtqnORraOxOPC1XEQ6oV7QvuVOKBrVGv2F6uI8pBuurOgoP+in5+93XYVr1zdX/B+BTCEsRx61oye8qrWMkzo22YvME8CXiAtpNC//NoX7ZFcN0TObrM37NoV+pX9A2yyun6AYZpT+1TBtjyM0u4om+wMrZ6OEFbnifGC9FH26pTMbo96qTLdF/bgTWOC1q55ZP8xfiJg5SxnciomJQSttNdFWOWdIZ5JcPhJ8aqvOKYsf0ELAkP9ZDUzzTFVdCOWs3oF0sWtCeJ0k99SfQRn2Kuq46nJa6YHN0ZwNvuUEt3FbR3JhrapzkeJ9I/jI4oiz+h/b21yhVs0x4an7HNSVNXQv9SyuJXnX7NiIeKs+jRueIqss6n9snD+Gdx+JI7QT/9kgwfsWT0X3dqs2ArPyWVvYd2C53KQ7BonkrAT5xF4tIF+aqlE/sxWeWNprlKwJfR1wXTnHxKKMIQkdpQWyoTYQLaui3GXxCP4lT093IW3hltpwGI1xYBfZ0wTEzUy3jK6HoloF/Lonioj3gL+tGair6ONI1EvU9jm/4knT7e7cK1THN87OXomv7RPs2x03XT6dIPXfoQOdA2kPri43B3WcPPSRplga3xS2gXsjHMNKeC9mu5YPuCopxTNX9Guw2OcVWuiJ7B9r8GH50hHup27AX9y7esF3UltC/3ivFWO/IUbH9svWfptJktjvEVMdWAr6A9T0ExUG9CWwdVwuxIJJGL8DKtCq9OZRVxWW46paH4M9r801UbKjMbHupRmXviV9uK189IIW+ycBH9M7ZRFm30E7YtuTPaTktBq2OEeUa/nVaf2YK2Tilfg7DGVbnuC08W3cTJnUoJx5+xnVraRyYa2kcmHke6P21f8wXjr9SEttHR9EhO050K4gWa1OOyHl+wfYFpHExv1BlQjMRBSui/Hrl4MMKFQRwxA4cvNc4tMy6SKeJmweC4UyCTV7eibdCK8PoXKuVpjzKz6XL7eq8oL21oGuOdN8Kr/gi/21dsBf2oTsHWMdL1KRVbJzhJPBtJ1aF4qvgfBLy0pzuAKFcwvi91NwkXSUY2aYM0r26yeOJQ7CN9ShntyFIZpKs/I96JRPeOtAfXMjLx+svRNf3juzEycePneV/n9Vj8m+OixLPy9cz8gvZ/FyXgob8g/neB8jk/Xf0HSEZ/nn8J4oAeDy/91wP/nXGGGFt0ZfMz7x5P/cXiRuVAbFF5ZEsriMtC8+Ll8wA95lFeI72eryhPo3Ie8ZxXxheVyWZrVL4ZYzwZ8b80ovSozkeyzuN5c8yjMotko3p2nV4WGf3zqPIRFs9jVCZexlH+Nf0OEa763xzvj2X5Dy/numqs13XtIxOPM33JegZFQTyPXLClA/08/4zty+Z05dGvloiy+KvoL+gpmosntoz+C9rDiofhYzIR5SAuId5WSSoYr29gWPUmiVdexxDZYnqUFn1Nu0xBOzIDiS/Gq25a00Z6R/4svLQDtF/dqlfXr4z454FutV/Qri2I1mQUcxW3hyN5BHxRPNDmU3WeBnIF/T00B7iAeL2L66E9x+jrc6hTtwq7jNIdaguufGTi/S9xZOKH78bIxL5m4nGmty39nGxG/9LO6BuDWeQeiv8U24vIXdogMU4xaBp1pQHGbPEqy/CppHNYO7KneDLi+WaIDrVZ0P/zQalg2wlTBB/l53Nw0ZbiAmKM5AG2OfpIb7XwbHEF244J6mV6QjuNUdB3kBxXFZe7gzLaDkxFu4ul4FB/um6CdnnyZjEbajOZXHSfqrzaZbzq83C2NA3rKa3ORxsz2nvuYWCPvC4XEWVn9HWexZ7a0B1a7BwVk9cOTkJ7DwLbGMVOj0bLJV13hPa/hj7utCyHQ60q+i9qWFzG1khk9CMLBdvJhaoD6BsW8mf0jcKMdoRjPoKf8oqHbjLs2phkbNsDE8brORRzRjtXTJvKx6/LjPgr220k9EQe6q9o8zmLfrWt+jQtB7qJaxaZinah6HOIG6+nsZWXY6Dfz6RIIqMdPKUs8f6VXo3nefTz90yvaA9XoqziVNtZ8JHHt0FXtPeY3gdMS6Z3FtmC7dkpiOunmE2lKjwQ/4y2bHQ9hvJRt+JL6A+gUmzEUkWW9qhzp50ui256nuU6rzu1ZsIpmqvNaOfJdY40ivf5YcY/MFnXpbY0PXJLIK/zx9Hct8/vquvzyqM5auePdEV5ivJ9TO6BlZfXyygfkW29WEYZ/Zy4lt1ZYEMvx3YW5I02HgQ6orr0snog7jF5x+D5ol5fc5IxLmO3F9V3VBZR3TqmqDyj+2NUl4o9whRhUPvFXBjfqKxH+u8w4arXTPwyLMuvupzrqrFe13XjAK7zutOdiWXpG3Z98fgLbfTCObN4f3H5S230IqMObayK2Ri95GYJR/ZHuDTf0cs3D+SjFz4w7tiMMEWNgbtngT5NP1aWjtXz4/VajuQzshPhi2zp5YtxvZwVX0F8z0T1rPdvFr+7ZSCj9XeeffJE+D1fF62HqCM1urxjFNWZ4vKyUrvRPRB1mu44XUtn4ldeznVXOhP7NMddotPlMOVRJI7+urp54CefbpED4nlojctoh4BVL8NV+IDDEDf5YHxqB8KX0C4cnSWN+oH20Cq1kY2f8lwkyvwonhPTz3jKUsbxOlVsw/56NDnTqvkzeqoDv/Nk0UO+jF7e7WQcyvh5tOtKyF/Q3itl9Z9I3DzAxXTaU2xA/JOth5KeBEPGdg6J/gMG2KZfiIP1l9GWuU6hFMRTCKQqOhQLebPwEpvaJhVzmVbRb/F2+0qUK2gX3s7o60dxjvTttNMl0d6ZuGu0LIddHicSl1e3rq42oIwraF+aFdscrqZrmvp1jj2hbSAL4pX2FT15usoX9Gsj6E/oX+TFeIC+odZGLAe8Cf0ctNKMdjcMdWRsCxUL2saFOKvIKFGG1yxx8xF+iE1Pz2jLKBtfEnt675Bot6LtNBALZSvao6kVw7NojyhPaxrLrohu2lNbqqsivpeKhEc7NvyvsvTTjbAz7HgS+no6Q18HxEU91EmbRXj9wDDyJEk/RXzvuy3FkfHYn2x5q2gvyoZedtMAdroCetuyvagy+sb3BO3XPSmh33lxgnaBH9D+74P6+XKriHcGMEy7DGe0HRmGVVb9xKByTEuSRv8D4SUPMavuipaifzNUswFsC+aYrnr0q52YVB8pyUX5GVtjqnG0kdDicZvAdoooaV5db+yy8M1ov9aBvgFUWeJRGerQ9Iz+yGZgXL/qqj3FozZIals7cFl4ssjQZhSXAtsapp2M9t569xrPsFNFe7/qT/sy2hEV1TOv4VPTPaN9LjQPpAfYOxKXScslXneFbmJuBcCrcXil/ejqvirg+ThsTc8M4BcA/JE1rQD455L25gvNc931NRNOOqeq86k6b+xzqdHcbUG/zoFzvT6fq3rdhs7rjuaej80z+3xwZM/noVWnrt84Nqd9kTnpaC7bcamuKI9ePiO9qn+k71jZKRa9Iv3RwVZR3UdlfqyunM/DZcDvdiJ75C9oyzQjLmOve+X3e/rYfRLVdcHxNQ++SDnKP/3RIumobEd5U1xPGOGq10y8H5blYy/numqs13Xd1DTHWwF8x7IsXzZN01vX8B9ThmVZfhhr332appfj0Hk4FZb/67Isf/p64D6mtCwH9/7Uf71xnppDwQn9V9gsLv0Z2xf2ifCqfEE7OlDMdb/qAPqv5hrEJ/Grrry6pyab0c6vE3tBP4XDsMrOaLcfqk3lS2gP2prRfmEW4a2Iv3TpVvRfzI6NlMWvf+QsiEc5nDK2w43UdkK//VAxKo3wUZfGJ/R5zxL26RryKy5iYNxsPKTZwg+Nh+kqW9Z48tKWunppWjZX83BicRnjg+K0LtQOMVbRkdD/54P0tiWI3Okl016sDd1UZ+JzAbxp9T8A8J2wzoTRZwD4sWVZfuJqYT0BVHB46bCx05dYRjz/WiS9Im7IyFPRv0RntC8+6qW/mqt6VS4ZLrVdTF5l9eyICAfQ55s82jEoaPNKeYYr4kaUccSf0Tekxfyq07G6XpfVxn/G1km4bzKz8CX0Zy/UI/ykiq1DOkucUzK/Yp7Rl12SdAS2Z8HJBZXkpR61A+F/VvwF/f2jWIu5Gef/FychvqeVf5Z4fwbVHmk2HmKs6DuKWfAse4t3ZbQXbUM3cpz2NE0/vyzLKyX8nmVZXnWE/+0A3rEsy59bwwXAF+Aw9fECgP/DsizvGci+BcBbAOB1r3vdG37iJ57Q/ghHJzKOf9VGaYwraI80LmhfctQf6VFd7o4w+AK6gviL2G2QEtrFi9Th9lWvYlJ9deAHtp89Oc9Ih6ZhwKfhSF90uBH5yur3tIS4Y6fY/CvZd8a4rB7VrKQYi8QRXxHe6EdV1E9cxJ7Qd0QVV7F0oO9UYJCueograuhJFf19NbJXENdVFv8xUnna9WexoF0MfPrktnZXfpz2L5uWF546n+8iNP343ThO+8o6E9M0fTuAjwySvhjAg4t2JqZpej8cljR9wrIsP7XGfQSAn8Whb/gnALx2WZYvPA/Tnfs3x4uhaWpPJ8zoGyAPJ3Or6cyIGyigf8lDwmovG2+EhXE+RUNZtR2FiU8XTdKe4wbiLYvEQ0zFcFIX7bnNGS0W9QPjf2YwzuOLubSl5aK88+qv6GVHdohNsSZseR39+4H2FIPqjLCpDrqORzFqg89Fs7w3PknkiXmWuKfRdgIZP696vKMU4aC+2fij/2SoHqDFFfmBiz9rzAPr/gkfkbiWzsRrL0fX9BN7Z+LFG52mHwbwpmVZfnKaptcC+M5lWT5uwPu5AJ5dluU3DdJfD+Bbl2X5xPPs7p2Jlb5kGn+hAluDNq9uRbs3P6NvLJWYVjBuTPRlS17Vk8y+/zSMuv1HYAltw1rFn8xWtXjaA8bz2NTlX90jUv1KLqd46ALj35p7GEEcZUnRSMGxfER6I56KHhMwruMa8Li9LDzKn7GdOeIdySo8Fe1XekLcQfI0uvPANvmBdotmkYvYCuLOsupTWX/GElqd2mFz3MS+r48AcE2diehT+UXQ9M670Zl42Q3Z/WZsr5ATAN90hPd3A/g6jVg7IKT7AH7gUtHddXrb0r/YkvhntPPYD9Ae8lOxzcsC8dkGGYcvP+otaxy3wenwLN372LZI0n5a5U7XOM53EwdJz3Qo2BYhEidx6B5+fsnOgiOtethQZcsTJF2pmEveJPGzuK73vvBrWkHbqERUEXc2ZtFZsXUaMrYyGXWYKFvR5ollRjdh2yoMtBh9OiybjYJ2weD99SI24ibmgu3eoO60pj1rtjMO+U2Gi7ir8M7YynfG+BwQ1VXQlt0s7sNAJqK08s2r+2609xjjC9qFoAltvZSVb+9I7HSTdBNbSAB8KIDvwGFr6HcAePUa/xSAbxO+DwTwcwA+xOS/BsD3A/g+HDomr73Qdp4nbWvoeeRb0kZb9hh3hn57Z7Rtzbe0OZ/H6xY+3Vo32g7o6b6VzmV8q96ZxT0I5L1cRv+COA+n21Z9LMuCbftlCewf0x+V4Yh/VP5RGRSzAdM/Sj92P8D4zsuPh0flXyy9oMfj9el6y4pzHpTVyO/yHq/px/IQld8o76P63em9hKveGvq+WJaPuZzrqrFe13Uj0xw3Rfs0x4CmqR/2L2i/hnWaAYiHhoF+/QDQf1Vn9F9WjAcuvqaAcRFVC6t8wXGiXbrRSYr+V8wsul1+ZCPCmtFSRVzOF9FdB2GVj3gjPiWO+jyPcX4voofka18K2sWWSo7X9ZdAhnGOIeJ1G/QnwUSaxU9e8tGO3ycFvV36Ka98tFnQ3mNMqzh0JXZq6MqnOd5vWl74iMvRNb3rbkxz7Mdp73SgurpJ4gq2FzBfiGVNm4VnRvuSUz516QfaBgRoX/TKy3jFNwf6s6QXxI2yEztInI9WvoL2xEGNS+h3mRAT8VJXFj8QN1QFbdlUtNtZi7icptGyA/o1JoqrYqsX7RSqvPJm9J0D7VC9G/HvxelSrsj1tMVl9MdpU5a60sr7hQBeJ/GOG2inGQr69QyKT/NT0JZ9EbegX6/C9Cy650E60K4ZqWifm0gf+TIOeXB9PLaeuPaOxE63hW56aOQ6r32a4xyKhmFHw7znDc0C/V83lU+H1X3I/9gw72jIuyCepihiJyM+GTOyl8/h06Hr0fD1sbQRT3kEHccwap6d/9iUzTEcF5F5EMhqupZvsXi1G+EeYRrZcx0Z2xTXRWQi7F7neaArI64Xxh07WdOnmkbXTkPCdUxzfNTlXFeN9bqufWRip41Ol8OUh1Ne3YT+azuhH6Ugz4nJV7Sr3X2LKnUU8UP8tJNEH2mW9Czx1PdwDZ+IroSeqLME4RlbntU20O4ciHQVS8vGR557xlPFT96MbRdGMrwqy7Klbuo6CfQB/cmdlGN6xraTgnmt2L7ydRcD8RSRVX9FWz7Z+Jmm/vmIPN2CttyUKKP4MtpDqEh+GuiMLe8qS51uU+2oXqA9qTILP/NwKn7qVT3Lgp1uAe3V0NDLbhrATreM+N1T0P7Qq6J90dfVXwZ+YFs5D2w7CGZsw/cnaOea6S8iR/8stjWddmiXutwmZbPIzYgbLdpVnY7J49hwVxx2FlAO6PEqhiQ8Gf2wOPmT+CvaTtFseslDYrriUN2kh4gpYetEAVsnkTs4HqLtPNLWLPrvY7unlDLacsoSzziNB7Z7IGM8jUa+aPfGvQBHkauirU+16R3GjMMaEta54yk4TPHMiMsf2Moxr9gUNwC8U2T3jsROt5T2zsROMb1tOTQOProw4/DyzOgbSw1Xka3oRxOq8Cb0pwMWc1UHw8SgjVjC9vWotoromtGOLtBPfUoMF/TbD6m7WtwzQXwWt4rNgnEHSvkZVxE3Shl92TquYmHiUL1qZ0Y7IjSvFzuZOooR6SdlbFt7T9GPpmjYsd8T/fex/QWW9LTIcttxknR2XLPw6X1d0d4/WXB5h8PDlH8Gh8WoqmPGVp7PoV9TRNmErWNYsa1nUXxftOrcOxK3i5ZLuu4K3fQ8y3Ve+5qJF0GjeWSdz/U5ZOUpAQ/nhXOQ7nzlSFo0Hx25o7goP5EO+rm+w/EemzOP8qu6i9n3+GNlPyoLrlvwNSRehufhHtVxtDbFcUa6j5WP6yqmI/qDpuqI6ivSG6VHaSM7nq9Rvfm6lIL+eThWVpq+0yMTrnrNxPtgWT7ycq6rxnpd1z4ysdNxWpb2Sy+v7oztK65KuvpnjIf4T9B/Dat8RjvsG+l4Fv0XP3U9QHsAVDVeCN870f44qoibxP4J4j+lUlb1J7Tl9lB03kdfjrNhY5i4FXNBP3qh/odo5+ULtnJUXL4+g/YYLmJb5U6MpwhO4lJZSLzGVfT5yojXNZxKGnkrtjqu4nLaQA8l0zxQh1IVdzQCQV3EmQ1nFVsnq6u6yKv5gMQRc5H0ZQnA7LTT7aO9M7HT+fS2ZXupVUub0c7pcwpEqaB9WZM4ZF2MnzwJ7fkDdY1jY8Hh4zNsjQB1naJdZFnQNyR51f920Q9sDTmH2DU/1E/ejL5MEvoFjAVbw3IqeKirom/w8npxPp72FEcR+1w7wjjqB9o/nxKTdoyqpFNfljTmR4l88+om0c3OHPWqPkiYMqqzoJV5Fv26HfIoXvKfmKt65wAHKWHrjBF3QZuHJPoYT53KkxFPoTAeFk98vDeWZe9I3HZaLum6I7R3Jna6OC1Lu6AtYXupzmu8/v66rm6RcMb2kj5B23BU9A0E/cqnjcSMw7kHjFe7lIPwZrRUBLtSXvUltC9/1aG6KuIGaEbbGCkupjkeukxjp4myWfwFfbkwzLQi/DC/8iQJM52jKDoKpFiVdzYepidsoyCOoeCw7oEYCvqzMfSY6SJuRd9BYEcTgi0ZbsqpzmJpSlniC9oRHXZ0gLbjSjlIXJXwA/QLlOeVZ+9EPB60dyYa2jsTOz0aff76xZTRvpCT8FT0Q8BZ0iq2F3KRONej8uRjWF/iJ8JDO0D7sp4RN8gF/XSJ0oy4cSBWxevpVTBWtLslKuJG7gyHxpU7DqijGB+pSBxHA6jX8ShOlk0Z4CCdruHnLJ6yFe0XNy/v8GkduY7n0ebR7ZxKHG3NovtnRE5HstRGRtugz+Iv6KeZqG/GNtJAfKfC+4zw3pP4hL4TSVxl1aFTNxWHrdl7R2Knx5T2cyZ2enF0uhzOpKhreEb7Uq5oh9+fkviC/vTLhO0rVUc3lMhfhSehbRQy2k6IntxIbBltY/NcwHuMVLYcSaM+/3umyhIL0y6Sd4YTtumTivbvnyWwR0rYGjKg7yxljCmjHREgRbg0nvyOiTpcrqCf7kgDvFpmWfzV/BVtOVLnvIa5fTVLekW786agHZEj+ZHgCT1RZ0Gfv70T8fjRXmUN7Z2JnV488QXIg64K2oVk/KLUjgOwbS/Uxi+t/ueEr9hVJU31+Yvc02GyTK9oG0c2/CRdwAi0jQHQNqYJbUOp9lXPjO3AqVlwqS6VpV7VT8yqn7i040I9Lqu2Kg6jITryoLoRxNGWY3FcXOtR0XcAIv163sIs8QX9KEhCPz1FPsUJ9EesU+ds8aeS7joU9yxxCdthXZEsMUPSM7ZjsU/3Fumxpb3qGtqnOXZ66cRORUY7zF2Fh37y6JA/sL3YK9rGesY25F/Qf6HP6H8SVbEN93tHBtimA4D+a/cEh0blxNIjrAnxNATtUYf+nrtia+yT8VfRQX9BP9pCexWHjgB/3c6OUEZ7kNeMdq2LXsB2RgL1E8+xXQ3ExXA2voxtxIALbcmfRNd9bJ0OLfMqOp9GW74Iwtn8zH9CW25Mn01PtnTFqrzKV7F1Qh3LjLazqrorDvf/3pHY6Q7R3pnY6XLodDlcXFhWLL1gvB4io22kCravvoTDi5cNcBUZoN8aqHapK0laxrZiXvnVpQ3HA7QNwyxYdA0Cec6wzY+Tr5if4SrxVeI0rAv/SM+Jfm5dTThMKymW006yXdNQ0W8VjWSUKtqRJdVZhc/XPMwS/iQcOh2+vuVMws8h/kNnRd8ppH12ImeJ89MwK/qtx0XSFEMSPe5GstSpC0IZtyyHHVI7Pb50WYsv79BtsHcmdrpc+vzlcBX0Cyhn9C/pjPEahFnkGJ8RfzXmAEsWeequ6Kc3IDzKO8JIW1X8nyRyjHsGbWemoj/PoqAd3tejuN2uEnEyvVjaM2gb0pEetRmNxhAH/dros7PkpCMxtJ3Rf6FnsXVicc8Jn8rRpf6CrdMwo88nZTPa/8AktB09xs8iq+tyZvErloyeiAtop7gy9tGIu0R7Z6KhvTOx09XQsvRz0kA7/J3RN4Z0K9qGYQ7iyZuwDZerrWQymlbRLyLU+CIyBTFltFMqwDa8rrZm0Vslvqx8Ot/+HMYNrw6nJ7QdjmJhkvqpS9NoU9OIlzxJsJ9I+BlsHYxZ+KOppbrG+df+MdxFwupnuvor+rxq+D62Tk5CvEsnBbYL2uO86QfaqSQl8mSJK9g7Ejvdado7EztdHXGrW13DFf00RVndWcJZeIrI6fQJXfpPsf0Tg/rIQ33V5GZLJz0t8Un8WeKKpKnOhxiPKBS0nRRgO8dBdSTxk19lPF4xVLTTRJqm8pC4aq7GA21ZFvSjNw8Nh9qp5tcFtuSvAL7CbBQc8Ov/ULLpniVeXbVJOkW74LeK7STylC1BnOYTaEdTMtp1P1ix8xnYd2vcPdpHJhqalifoJn/jG9+4vPDCCzcN48mk+1O/46GgXQnvlBGvJaA/BzIJ7ZD0LGmUqdh2k8ymq6JtMBXzyK7yOHb9NXkNeNLqVxuON6EfwlcsxIxz+Ej6y+1ZwgjiCtrOifrdlvIqOS/THSckPiPuFKgtoL1/KHNemWt8Hvhpo4if25YjmYztt+Vp5X+C3q23jaZp+p5lWd54Vfrf+D7T8sIrLkfX9PO4UqzXRXtnYqfrpWkaNxQZ/Vc50J7/oA0FjuhhfEHf0Kv+GW3ngrx5dRPajgXQTluQv6C3NbKr22YVL+XzkTS1QT3aGSBu/T246mS6EuMT2vxXtOXNLa1KBT2VwE99ip9+puFI/MivMrOEK7YGXjHPgSzzmIQHQdh1Q/iKhJ+gd+ptpb0zcf20nzOx0/WSvmi/ZD2fYkY7pA60IwScOkirP6H/0lV+xlNfRtyA6IjICdodGbP4lVQP0zL6RjIP7AJtR4KdGOWr6Ofx1Y5izth2p3ga4xwHdSpOflVHeohFFzAC7cJRxU7dML9iyGI/IS7XKum604S8Gf19w/SCbdSioB2BUrmMre61Xka2XF559k7Ek0V7dTe0dyZ2ujkqOLyYuZsgoW2geb4ATyZMIqc6qGdG3xgkSSdVxFMrvvKeuiibRF/B1liRL7IPtKMeBW1HhTYz4qkOxqleYmPn5ym0xzpntJ2lijY/1AlsX+46PB9RDdIeWlrB1ihnSyPN4udhWRqnjTrlqDeijHiqaJbwjLgM2EHRhZlMzwM/XcX7+Xur8sTRHVvvcBn0spsGsNMTTMtyWKD2matbJK1i21rJkYmCrQHQUQSVAfqFeqSE/kdQEV9G/OWpNKPtkBS0ix8pN6PvMCSRIV81LEn8xFks7uF6sZxU30PhU1I7bLgpR+wZ/UhGxtbo878olGNaxta5SmgbbtdbEf/vg6M0xEi9OrVV0FIRPspV9OdKJGy7SWZs55ecYPvL7Gy6M47T3pF4cmlfgNnQ3pnY6faQDhPn1Z3RrpBno6ILBoG2IU+BbqZz2Nvj9Tfm3GGRAz6V1XSg3SLJdPIX9I0r9dJWkjjHmNDmlbzENKNtUBUHZYiJ/ofY8koczuvYK7bOi/Mnk3F58qlutZ3RUkFbJqRZ/DXQn9B2QoFD3dzDtoCSPGqzBnlgvGPbd2jstFNDe2dip9tFfElXictopxo0XMz/LNoFkvonR6WM9ov7OWxTAydoj3TOIqP2lArakYqKLQ+6tqBIejbeInyMJ91Dj2MW/GrP/cSs5yJEp3MC/d9fHU9GnH/aqWh1zaZD+XllbKNGxfgYJk+VtIqeiIOyafVz9IE8M9q1Nq434TDNVoWP9+beidgJ2EcmjPbdHDvdfvr2aTufoCIeMZgtLh9Jdz51C8brBiB8UVh1zGjXV8yBnOJQKuI6PsqpzYQes+OKyO2qTDEcQLyLRWUiXVG6pxFftfSCvj5m4y1r3LMY/3E1osh2hPUJej/eJbry3Rwvn5YXPuBydE3/+m7s5thHJna6/fSZ6ws9IV4MN2P7ak1r3LNoGxymM04X3VFXxvZTrIztPyNOWfw14KE9GB/TGFY82dxZ+CijerLxKg/9Z+gbagi2jJaqxBVsZTCjP48jo10nAonPxgtLJ5aK7adr6Qj/jH5NiPJWtIdhZfS6NM4xqJ5s10477XQh2ndz7PR4EI8i5jkVaY2vchVsDY7/24HxKpPRTh8A2+6GhP7X4Ulc1eUHJCkOoB3qnwMe9VMH/wSqdrLxUI56/ffjzw146TKNepNhrWjLNSMeBSnGr52rarxuU6eGsvDQJtCWjXYSgW0aqxqGjL7TQP2QtIyto0mb+2jETheh/TZpaO9M7PR4kb7op+k4b0Y77VADntMgXNE2nCrHON16mYynDDAA8fkVBW3jRhw8jIpxVfhn9B0QxUBcaeV9WvSorYS+k1HQd4Yoq1jVnmL3XS56XYQK2k5NET87iSmQczykjH7BZUWbD95Xb7sgxp2ebLpj6x0ug/Zpjp0eX9LFcBn930GVqqSV1Z+C9PsSntFOFVAeODSYM/ophox2mqQKtoK4EaS8bmVMaEc8ivDOZk/TGFclrqI9h4JpKqNxxJotjTjoFuGjTdWj+pUvB+keRxv+8zbq54gEz7TQelJ+0ix6FWPGPhKx006XQHtnYqfHn3heRV3DBVtDzp+DZUlTSmgb61Pj0bl48mVsX7sp0MvRjWhUYQ7wq23loz+L3YK2QUzov/wTDo3rjL7xxiDsOOlnGv20oa6fhFkk7OtJKlr8xMg05S84lL+ubyGvdrQqDp0lbnNN2O4B1T2vfnZCT5f9T547vXjad3M0tHcmdro7pFv3ONROt65uxtbQFGwNzIx2jQAw/tL2uCx+l2GYPPfRHrjFRZ7J+JLpyGgbd8VDV+O1E5TQdnaI777xqO1ZbDoOlh11aidIMXCaxg+PysaXsHUkosOpeF5EEb4a2OSW3oLtUDHqJs8+CrHTZdHemWho70zsdDfJzwQols7hcVK9gM6MrRFNiL/mlVf9PENBzztg+CHiLY+UzeinOh5YustWiSvoR0Qy2jUfBduX/YxtqkX1nq1xXORJPXTJRzo1l5SM9x62NSgVfWeFMo4baM/OyCKTVv/b9lGInXa6DtrPmdjpyaP7U9uYRX8MrYgbSKYrJbS7PUgV7dd+QUsFfaPsMqpP9aqO2eSAw1oDn6LJ6POVDZvqUDujeKD/syindyrajkw1fsUQ6VWc/I9HRbv4lfppCzh0IHZ6ounKz5l42bS88L6Xo2v6t3fjnIm9M7HTk0ncYkqq6NcDAOPtkBnHRzMK+qkH1eO2VQ44fK17g6t8DKsdP7ipIN7F4roK2o5NMV6S/+rc9So/0xSDdgLIl9B3NtSmUg3SFMMT9C7b6ThdS2fikvZCTv+/u9GZ2Kc5dnoySYe+T4OpkLy6Ff2ODZ9iyMJPf0Hb4FbTUdEO93OxIG3xrAvqrGaD6x2os6LvSBS0iyN5JbQdB/pntJ0d8gLb7hJiUB6nKrpnCT8M+IrFFbPpOut6sd72I6532ulW0H7OxE47AW1j9DYcRi4K2saQYZ2zJ+XVrYG/Ck9Fv63yPvqFh2X1+y+9qRdoG2Lqos0Z7foCx+I6IpwZfQeIaxQU8xm2H2iRJyoj15WxjUwo7mp8pL3DsNNtoTu2ePIyaB+Z2GmniJblMPeui/buoR1JKAPZin5LJSmjP8OB0xn30W4/LRgfjEU+IP5DKHmJQxcq0i0Y52FE7NhoJ+Xdkq5pxXCcGV8Snow2f4pzH3nY6TbSvpujoX1kYqedziNtyD5/dTlyQaqIRw+yuAnttERG2/D7NMBs/oJ2tKAKj9qpkq5pRVzqoT+JjGJTnRoHSePi1SJxOnKRVpzPm44ZbRnsHYaddnpsaR+Z2GmnF0McufA5+4pt22hZeb9idWeMFxcyHWgPbsrYRiVmxCMUwDaqkdAv/qxot3MCW+dBR1tG505Uc1U3catu2quCm67y+LqHnXZ6nGgfmWhoH5nYaafLIj/HgP8OqcaXg3DC1iCfWBrjq8jqsd8qM6MdUchmn8dQF7Q/BlMd0dbNJDrUBoznHvr1EhV7Z2Gnu0e39JaepumDAPx5AP8WwHcuy/K112F370zstNNV0bEGlB2NLHEF/dd7RctXsa1L0DjyJLRTEvp/EGA7TRLYTqdkx6Gs8adodQDtIklPo5+dKU4F7bTTTpdC0zS9HcBvBfDTy7J8osR/FoD/BsDLAXzVsixfBuC3A/hry7J8yzRN3wBg70zstNOdpfM6Gg+wjT7oKEHB8XMw6FZsIw8Z7S4SJR1FmNF2QCr6kY3zsO+005NC1/sY/CUAfw7AX2bENE0vx+Eot2cAvAvA/zxN0zcD+GgA37+y/dJ1AXyiDq2apulnAPzETeN4kfRhAH72pkG8BHqc8T/O2IHHG//jjB14vPE/ztj/g2VZXnNVyqdp+ps4lM9l0PsD+P9I+C8sy/IXApuvB/CtHJmYpulTAZRlWX7zGv7jK+u7ALxnWZZvnabp65dl+V2XhPMoPVEjE1d5c101TdP0wuN8StrjjP9xxg483vgfZ+zA443/ccZ+1bQsy2fdNAYAHwXgn0n4XQD+1zgs+f5z0zT9FgDfcl1gnqjOxE477bTTTjvdEZqCuGVZln8N4H973WD2raE77bTTTjvt9PjRuwB8jIQ/Gu0RctdKe2fi8aFuDu0xo8cZ/+OMHXi88T/O2IHHG//jjP1JoP8ZwK+apuneNE3vB+B3AfjmmwLzRC3A3GmnnXbaaafHjaZp+joAb8Jh0edPAXjbsix/cZqmNwP4szhsDX37sixfemMY987ETjvttNNOO+30Umif5thpp5122mmnnV4S7Z2JW0TTNL16mqazaZp+dHVfFfB83DRNs1y/ME3TH1nTyjRN/1zS3nzb8K98Pz5N0/evGF94VPmbwj5N08dM0/R3pmn6oWmafnCapj8sadde9tM0fdY0TT88TdM/mabprUH6NE3TV6zp3zdN06dcVPY66AL4f8+K+/umafruaZo+SdLCe+i66ALY3zRN07+U++G/uqjsVdMFsP/ngvsHpmn6pWmaXr2m3Wi573SLaVmW/bolF4A/BeCtq/+tAP7P5/C/HMD/C4cDWoDD+YZ/9LbjB/DjAD7speb/urEDeC2AT1n9rwDwIwA+/ibKfq37HwPwsQDeD8D3EovwvBnA38BhC9mvBfAPLyp7S/D/OgCvWv2fTfzH7qFbhP1NOBww9MiyN43d+D8HwN++DeW+X7f72kcmbhd9LrZ/Rj7A8X9MAsBnAPixZVluy6mej4r/suVfCp1re1mWn1yW5R2r/18B+CEcDo65Cfo1AP7Jsiz/dFmWfwvg63HIg9LnAvjLy4H+AYBXTtP02gvKXjWdi2FZlu9eluU9a/Af4LD17TbQSym/my77R7X/uwF83bUg2+mxpr0zcbvoI5Zl+Ung0HAB+PBz+H8X+gf9D67Dwm+/zmmClS6KfwHwP0zT9D3TNL3lRchfBT2S7fVo208G8A8l+jrLPjr9zjs2I56LyF41PSqG34/DKAtpdA9dB10U+6dO0/S90zT9jWmaPuERZa+KLmx/mqYPBPBZAP66RN9kue90i2k/AfOaaZqmbwfwkUHSFz+invcD8NsA/HGJ/u8A/AkcHvg/AeDPAPjCF4d0aPcy8D+9LMu7p2n6cABn0zT942VZvutyEI7pEsv+g3F4wf6RZVl+YY2+8rJ3GEGcb80a8VxE9qrpwhimafp0HDoTnybRN3IPEVIQ59jfgcP04y+u62cqgF91QdmrpEex/zkAnl+W5V9I3E2W+063mPbOxDXTsiyfOUqbpumnpml67bIsP7kOR//0EVWfDeAdy7L8lOh+r3+apq8E8K2XgVnpMvAvy/Lu1f3paZpOcRh6/S4Aj5L/G8E+TdP74tCR+NplWb5RdF952Rtd5PS7Ec/7XUD2qulCp/dN0/SrAXwVgM9eluXnGH/kHroOOhe7dDKxLMu3TdP056dp+rCLyF4xPYr9buTzhst9p1tM+zTH7aJvxvZT6BMA33SEt5vLXBtB0n0AP3Cp6M6nc/FP0/RB0zS9gn4AvwkbzkfJ/2XTRbBPAP4igB9aluXLLe26y/4ip999M4DPX3d1/FoA/3KdwrkNJ+edi2GaptcB+EYAv29Zlh+R+GP30HXQRbB/5Hq/YJqmX4PDu/bnLiJ709hXzB8C4D+CPAe3oNx3us100ytA92u7AHwogO8A8KOr++o1/ikA3yZ8H4jDi+lDTP5rcPiP/ffh8IJ47W3Dj8Mq8u9drx8E8MXnyd8i7J+Gw5Dw9wGY1+vNN1X2OOzW+BEcVud/8Rr3BwD8gdU/AXhuTf9+AG88JnsD9/t5+L8KwHukrF847x66Rdj/4Irte3FYPPrrbkvZn4d9DX8BgK83uRsv9/26vdd+AuZOO+2000477fSSaJ/m2GmnnXbaaaedXhLtnYmddtppp5122ukl0d6Z2GmnnXbaaaedXhLtnYmddtppp5122ukl0d6Z2GmnnXbaaaedXhLtnYmddrpiWs95+HvTNH22xP3OaZr+5g1g+fH18CRM0/TdL0HPF0zT9NTlIdtpp50eZ9o7EzvtdMW0HPZf/wEAXz5N0/uvB/58KYBnr9LuNE1HT7hdluXXvQT1X4DDGRw77bTTTvtx2jvtdB20LMsPTNP0LQD+GIAPwuFvnj+mPNM0fRaA/xMOv4n+2WVZPmOaplcDeDsOBwb9vwG8ZVmW7zsSX3Bo5F8P4GenafpDOJyU+hoA/xPk3wzTNP3isiwfPE3Tm3D4hfrPAvhEAN8D4Pcuy7JM0/Rf4fCPhg8A8N0A/jMAvwPAGwF87TRN/wbApwL4eABfDuCDVz1fsKw/Tttpp53uPu2HVu200zXROiLxDgD/FofTKP+/kvaaNe03LMvycJqmVy/L8i+mafpvcehYfMk0Tb8RwJcvy5KOxBccGv9PW5bl30zT9BUr3389TdNvweGfIa9ZluVnrTPxTQA+AYf/NDwP4D9fluXvEceK8WsA/NVlWb5lmqbvBPBHl2V5Yf1fyd8F8LnLsvzMNE3/GwC/eVmWq/zR2U477XSLaB+Z2Gmna6JlWf71NE3fAOAXtSOx0q8F8F3Lsjxcefmnxk/DYSQAy7L87WmaPnT9b8IoHgC+eVmWf7P6fwOA377y/T+naXrPAN7/tCzLuwBgmqYZh5GNvwfg06dp+i9wOML91Tgco/wtJvtxOIxonK2/o3g5gH1UYqedniDaOxM77XS99O/Xy2lC/CvoF/Mb8X89iD9G2rn5JQDvM03T+wP48ziMovyzddTj/QcYf3BZlk+9gJ2ddtrpDtK+AHOnnW4H/X0A/9E0TfcAYF0TARx+7/x71rg34TBl8QtH4p2U77MBvOoRMLHj8LPTNH0wgP9Y0v4VgFes/h8G8Jppmj51tfO+0zR9wiPY2WmnnR5z2kcmdtrpFtC61uAtAL5xmqaXAfhpAM/gsDDyq6dp+j4cFlryN+mjeKcvAfB10zS9A4d1De98BEw/P03TV+Lwx9Efx+H31aS/BOD/Jgsw/2MAX7FOtbwPgD+Lw5TITjvt9ATQvgBzp5122mmnnXZ6SbRPc+y000477bTTTi+J9s7ETjvttNNOO+30kmjvTOy000477bTTTi+J9s7ETjvttNNOO+30kmjvTOy000477bTTTi+J9s7ETjvttNNOO+30kmjvTOy000477bTTTi+J/v9f5LY+Jy0XcwAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] @@ -1298,7 +1300,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "scrolled": false }, @@ -1332,12 +1334,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1410,7 +1412,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1430,7 +1432,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1483,7 +1485,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": { "scrolled": true }, @@ -1502,12 +1504,12 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1534,7 +1536,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": { "scrolled": false }, @@ -1568,12 +1570,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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J3AGcBs6QwTxoIYQQqUmyWAgh0stZ40y3mwQJIYQAY8x3Ulx85zS3/0vgL1NcfhC4LIuhCSHEohBNFl8PNCilWoG/IHKiroRIshjgdWPM7xtjjiilYslim6nJ4u1AGZF9YdkfFkIUJTdX98hqR3mY2lVeCCGEEEIIN0myWAghZseVxpnSJEgIIYQQQgghhBDJFrySIqFJ0OekSZAQQgghhBBCCCFiFrSSQpoECSGEEEIIIYQQIp2cVVJIkyAhhBBCCCGEEELMRi5X95AmQUIIIYQQQgghhMiYK40zhRBCCCGEEEIIIZJJkkIIIYQQQgghxKJkjMFxHC6s6SDcJkkKkROO4+A4zsw3FEIIkTMyFhce+ZsJIcTC0lrTdufdaK3dDkVESZJCCCGEEEIIIcSi5bHksDifyF9DCCGEKCBypl0IIQTI94EoXpKkEEIIIcS0ZEdYCCGKg4znohBIkkIIIYQQIirVDrw0VRNCFKtiH98kKVOYJElRBOTDJ4QQYq7kO2RmWmvufXivNFUTQhSdVE0j8/F7IR9jErkjSQqRN4o9kyuEENni9s5aLref+NhuP89EljRVE0IUKY9l5dV4uxCme75yTOI++cYtEIth4NBas+fJ2xf0TNVCv66L4e8ohBCLhYzpQojFrhjHweTqkmJ8jvlOkhQFLNMPTL58sDLJSubyTFUxZEWL4TkIIeYnX8b0+crkeWTzuYZCIUKhUPz3xPG0WF5TIUR+mc3YIuNQfpElSd0lr34BKtRBzI1KiXzafjYUw3MQQuSnfJ1mkalYssG27Yxilz4TQgg3TXfiaaGTuNOZ7wmyhf4+kRN6xUGSFGJBZatSYq4DXjHMKU73HArxoEIIMTvZ2vmaz+MsxA5g8ng20/jmOA7hcHjWSYdsfifkcgyWnW4hik+qhpW5Mp8xZCHjnIvksXc28crYmr8K/4hNTFLoB6qFMFjM9zXOZGe7kP+GQojsSDUWaK25/9HUB+LJt59uPJ1NFUGqHcD7Hlm4CoTZjYlmVuOn1rkZbzP5LpvN8wqHw9zz0J68PUgQopjN9Fmdz76rpdSk+063rcRKsdlua76JhtjUh0LZh810qka+J2AWM0lSiDnJ1SCktWHfrjsKYrAolIFaCFGYUk1fcBwHpVT8NtONMzMlEzKpIkj3+Mn3nctOerr7zHXszIf+ErHth0KhrCcViqESUIhCMNsxJNMD3ZSJZ2Nov2tH/LqZxrD5HFRncuCe6/Ez1ePPZ5vZiHe+vSfmkzwS6ck33iKRjxUKme78FjtJZgghUolUTeyf14HudNPD5nKWP93lc+nvEA6HuTdHFRmzHVczvf1Mt0t8HRbqu0y+Q4SYv/l+jpIPdGfzeB7LiiQf7to+aTxMt+8+14NqR+ucjIuzEXtOOhrLfKrNZjstcDaPPVtSkZF9i+tocJFIVyLsRsPFbJbIyY6YEGIxSBzrZnugm6uEdKw6YPoxeOpUi5nG7VwfyC/090ZypYsQojilG1uy0WQyJpsHvpHEgPsnKrXWtN+1A9u2Z/3csvX9Np9qvenuJ6uBZJe8mgUg1Yditl3MI/e5MPhlu9xqOtPt3M6UPFnoChC3Kk7m8tpL0kaIxSnWRyG5PNgYk5UVK/JxbJluasjExMSkpUUTr5vuO2++Up3FC4VCaJP+tZ/td0w+/i2EWOxyNR0jldiBb/ISyjPFM5+xY7pxai79dpLvE3tOMx3UJ98vluBI9drmY8W4mB9JUhSYxLlqe578xawHwZkGDjdMdyZtthUgsy1RTrW9px77OeFwOKPtzWUbQgiRTcmJiVRjauoKO3fGLGMMoVAI27bTXp/8vZSNqS+ZbgsyrwKMlSynO2GQ/DjpkkgznXhwHGfa5IcQIvvmul+3EGfUU42js9kHTjyBmFxlkWrqSUw4HE6ZhJmusiQcDtOe5vHScRwner/JSYl0r+10MaeKMdtTQ/KlUqWYSJKiwITDYXY/cXvW5rsmJwGycaCd7YP1uTzP6WJws/xYEhlCiHRmkzROPqi1LCt+2XSPm7xjmzgmzaVCL/kxki9L3HbssshSoZObSiY+htaaB594ZsrOZi7GZmM0Dzx+YVup4p16n8hO932P7MW2be59eM+kxPZMf0eV1M0fLiQvEl83IUR+yGRsnuk2cx5f0/SR0FrTdnfqqoL4fTPc54zEPflxplvNYzZJmFic1hynwc1mW/k03SIfTgIXuvz5a4qMWcqKZOyc1E1n0p8ZujDQJQ46c+3wnjjYpvsQ5vKg3I1+FjNtczYld3MZwBzHwUimVoiCl65aINVZ9sQzXom3feCxyZUFscuSx5TEVT5SJQgSD8iTD7iTzXYsTW6OGdvWTH0bUn0vZTL+zlRtMLWyIbJzHnvcQCDAPQ/tjldIpDs4uO+RvfH7JcfqOGHuf2wvBjMl7sjZNideFZL8XZzq7yqEcMeFKoPININwOJz2THxslY50n91MzvRnEkuixIPy5Ott2yYUCmVcJTZ1nMrevqbHstImW1J9vyXGA3OLwxiDbdvYtj0l6ZwuYTTbxqLTkUaa8ydJijyU6gxUKtoY9u++a8oHQGs97TKe2UwcpJuOkY3GQTM1aZtrM9DY88/0dUie7z2XaTapzDb+eBxzHLCFEPkjXULCmubsVbJUB/JW0k5rbAxOvDz5frGpFOFwGBJyB+liSKzKSNwJjEke/xO3F9nW5AP4mXYkY49jTHamfCTuvGvtxB8vFpuy1LTfEzMlWWw7PGPyybKsSY8dCoVwdPoTB7HXId289FyeEBBCpD5Ln7yvOtOZ/GwsdTn5+CD97cLhMJ077pmSDE2cqhYKhQgGg9EEr6H97p0pq8qStz+bWOfy/CDaf2L7PXM+CRp2HFruuIvWOy4kCiYlnbbfc+HyhOTEpGTNHJIWiffPp8qOQiSvXh4Lh8PsfvyfJ2Vuk1kq8idM3tFLLP2drrQs+cz8bAaVC4+vp+w0TZcomc/O1HQ7v5k8fvI84kySKMnJhGyWHCc2M41J/BJKLMvWWrNn1x0z7sgLIQpDJmNJct+ITKoF5vKYJB1zz9Q3QuvITvA9D+2OV2lcuE5Pumzqd5GZlHi475G93PfI1KkOsaRBbLzWZuZpjpmMh4lJmeSbJT5+ujORczHdUrCpvq9CoRATExMzflfO9vtUkhlC5J7tOIyPjxMMBlOOH/Pdb4slFGaqkkh1kByp6NhBMBikffvOSWN34u21MXTuuGfaY5BMTFeVMV0SwHEcLBW5zcwrS6Xmsawp01Zi/1ItGau1mVcFhBOtVpQKiuyQJEWey/SAWGvN04//M09FkxpwIckxpw9a0oc51VklrTX7nroz7dzd5DNFmWxzpqkMmVYfpNuu1oZ9T99FMBhkV1KDzOlizfZc6Exel8SqjdhrHJnqM3lQj70myTv4QojiMded2sSERKpxJ7mPRazfQt/AEHfdv4vu3oF4oiJ1DCae4EhMRiRWGjjO5CkfySzLik91SE54JI+9MzW6NEbz4BP7CYVChMPhSVUeic9/umqF2M/hcJiHdz037feNMYax8XFeP3iY519+ixdffYfevmFse3ISaLoeF1Oeh3ZmdZ+UjyGJCCFyarrpEdoY2nfcQ+ud2wkEAlM+j5kcCM9ULZHpWfpU44FSis6d907pE5GcNEhXPZIu6RA7YRoMBtMmuFM93nRTx3NxIi72XZHObFcdiT9u9PWTCors8LodgJgqNq3gwpmmyb/bTqS8zGBQCae/LMvCSho4Eht0JVcPzLZky+PxTLnMUhZOBmf1ptvW1JLe6AG5ZaGUmvR77HnOVizeUPjCDmusCiUxjlAoNOvuw8Ck1yb5MTNtcpq4gx8TizGWsDDGkKrKOLaD/+zuu/nKN/5F2niEELk307gw3f3STu+Lnv3/5tduwBjD4NDopANh246ceddGY5H5dsPhSP+EiYDDw7te4OXXP2DP82/Ed0Jf+vVhlFKsaFzC1k1rGBwY4kff+2pCXA7EK/oiTSi/840vTtlOLGk9k+lXe4rc//5H9/Pb37455es7Nj7B4NAYf/UPO9HGAIorLt2KZSkc2yEYDjMxEeTYqWaOnz7P+dZObMfhtYPHALDDNqWlfvoHx6irqaSto5cPjp6mrraKsYkJunr66ezu4+TZVgYGR3j5jcMMDo3y3MvvTopDKcXSJTWsW7OSa6/YlvK5pK/40zz05DN89ze/jMfjkaSDEHkoHA7TtfM+1vzuD1Nen3gWP931qSSeEGy7ewd+79RDtZBtox2NZc2uGWViEsITq7geGgKtMeEwxvLEYzBGx8f2TIXDYVru3I4xmlU/vG3S2BWriEgctxP3/3vvvZ+VP/odlFLxKja4UNGx9vd+PKtYYtu01OQTeLZtp6yimylxkUhrzflf3MnKH96G1+uVk4M5IkmKPBSbKvGFr/ww/vvuXb/gK7f8HuHQOMPDfTzx4N9QWl5FaWk5kL4KIWw77HnqDm66+YfYjsP+3XfxtW/8fvz6+ZYOO1pn1KgMiO5s6Snzl7U2Sc/XsO+pO/nS136Mx+NBa8PuJ27npq/+KHJ2zlw4+E/VniE5qZEprTX7nr4rTeZYT0nUpHqeybeJJRdu/vrvxeOKlc75fL5Jrw/A/qfv5IYv/jYAe578RTwJ5ThO9Gcz7fPL5cokQojcix28phprRkYn+OndT/D624fZ98I7ABw8dJKPXXsZExPBKY8Rkyr5EQ7bdPUMsP3Bvbz21mGCoTCWpaitrmTdqqV8+KpLOH66mWuvvJShkTHONLXx5jvHGJ8I8If/z99TU12Bv6SUkdFxKisr4o+b2RQWTSAUormlk96+ofgUxZNnWhgYGuF8axfDo+O0d/Zgpzg4j20jNha2tnfzxjtHeOu94zS3dE65/ckzrQn3VVSUl2GMobKijMqKUrw+L5vWrwFjOHGmmUAwzOHjZxkaHsUYeO/I2fj997/wZvzn8rISPnTJZkbHxvjmV29gSV0N4xMTPLzrOfoGRujoGuDvb3+YqspyGhvq+Mi17axa3jDj65PudUwe+2NJ7VgiPDmREbvO5/PN2KhUCDFVrLIs3bjmSfjcRQ6Ip95mcgXy7KY9WKEQTl8/w88dwO7rIzQwiEcpnMNHMB4PVFYQPHIUz6ZNeKqrpn0uOhhEd/cw9MDDhF96GTM0DMEg7Y89Oel2bQdewNPQgD0+jq6oYGzVKkouvQTbduLTyhN3vhPHIdu2I69BmuRG7DmGokkIbQydO+9l6fe+gyd6sq397p00/uB7k+6XampGTGI1YKop1NoYWu+4m6rNmwgefJvg8RPYXd0oy6Ln0CHKrrwCPTGRMtZUf6/EJE+sImb57/wg5fOddHs5eThrkqTIU8YQ/QBHEgDDA938n//224wM95KY/vP5SujvbWb12osY6O/A6yuhveUkXR1NvPLCw5w99Tah4DgP97cx0N9DdW0DgcAYpaUV6TadWTnqHM/qOE5kvtb+p+8C4As3/w5GGzyeyQNQcpWDpaKVAnu2YymLcDjMvqfvwu+b+hYOh8PseeoOvvYb/wK4UH4Wez2n21VL7PGRWIGSynTJgkk7jwnVELuf/AXXf/47vPT8A9z89d+bdHuYvGNqDBimblsbw56n7uDmr/0u3hQZ9lSxgAyQQuSb6RISk29n2LX/FV741TuUlfpZtWIJn/nY1bzz/gksj4cn970CwPBYEK8X6mqm7qwaY+gfGOLIiXO89f5Jnn3pHQLBECV+H3U1FaxYvpTf/d5X2XfgVWw7TG9/PyuX1/PZT16Nz+eLJlc1d9zzOPX1dfzyV+/y6NO/BCIH66GwZmRklKUNdfHtxZKyI6PjjI4NsuOhfZxtbuNccwfaGA688t6kGH/11hEAfvna+5H/fxX5//V3TtC4tI6x8XGqKysoLfFz4OW3aO/q5cBLbzEyFtnB3LR+Fds2r2JJbRWVlWV4PB68Hi+3/sYX0cYwPjbOrv0v8d3f/BKPPnWAb37tc9z/6B6U5eE737gJgAcf34eyPHzzq59jfHyCh3Y9x0evvYKevkHefPswn/jIldTVVvH+Byfwei2+/uXreXzPC6xdtYxHn36e3/jyZ2mor6ahvpqLt6zlkm2beeWNQ7z17jH+9L/+lNUrl+GxFGWlfg68fJDKijL8fj8GQ0dXHwffO0ZXzwClpX7GxyeorKyIJxiM0Tz4+H6++80vT/p+uv/RfXz7N74QT3xfeN/oaatOhBAR6fbntNZ07riH5bf9dsr7paoOmI0p00RGRxnbu5+B9w4RPHkSPTgEQM9LkTEenw/l9WDCNtg2DtB9MJKw9ixdin/TRkq3bMLf2EjYaOyTp+n9+38kdOYsoaZmsG1spaC6CrViOaq0lMpPfgLl9TDy2q/Btilbswanp5dwdzdOVzf9f/sPkW2Xl9N88CD28kYqVqyYMu24/e6dNHzv1vjrEk/ejI6iu7vRg4MM3bkd3d9P+MQput4/RLi7GwP0HTmGHhqiu/k8Tkcng46DqqpEt7WjqqswVVXx18t27Pj3ZiyJ1L59J5ZSeD3ehISFQfcPoFtacZrPMxAKoaoqKbnkYpzycpTW4PMz/PgucBx0eye6onxStXnitmIuVLdHfk91YjNeGe1E3h9+v1/G4DmQJEUeSDyITF7BQWvNnif+iZNHXsFfUsanb/gOHe1NGCAcmmB8dIC+njZOHHk9/njvH9wPwPEjr+Lx+PD5S+npOs9gfyfdHaf5X//5Vq772M18/DO/SVl5DUablN3CZ4o5OVGRODfPtu1pV6FITkJMvy0N8U7woKMH7tM9RuJ1kUqUO8BoQE0qj3OiU2d8Pl/8dVcotNY89djPuemrP4oPLMnPNxwOs2fXLyZVpiSK9eyYHKfi+X078fv9Sc8xNmd85oqNdM99vlUxQoj84jgOYcfmp3c/zutvH2H1igYu2rwKn8/LDZ+8mpGRUb7xlc8yODTK393+IO9+cJJgKExlRRnjAZv62mqOn27hzvt2886hE+x65jUASvw+PnrtpQQmJvjRd7/Krv0v4vH42PPsS6j4tLoLVVwADz6+n9+65UZqqiv4yo0fJxwOEA4bOrv76Ood5MVX3yFsO3i9Hg4dPcfQ8DAHXn2XiYkgTjTRW+L3sWHtCtavbaSqspzPfOxqDr53FGM0BsVnPn4NL/3qba67+hJee+sQ13zoYl567R0altTR2d1HW3svzU43AG+9dwKlFEvqqvjGV67n2isuorqqnIee3I8xxKcLKqUiUyEBn8+bMJ7b8ekxSpNy3PV6PVSUl3LZRRtxHIfOri4++ZEP4fF4OHbibHz6SUzyAY5lKa66fCtXXb6VHQ8+RcOSJXxw7BwnzpwnHLY5frplyt/8jXeOxX9+5fUjLKmv4ZKt67l4yzqCwTClJb74aiHf+c3ItBql4IHH9/Odb9yEx+OZVDUh1XVCTC8+teKu7az60e9Mqoq9UMWa0G8gaZwwxhA+e47wkaPY/f00HfglTl8faE3I66X7rYP4Vq6gZN067PMtTDQ14V3SgA7b2L29OO0dOJ1dtL76K+y2dkKAd8VySq65mmBvL6q6muW3/TaeulqCgN/vp3PnvYSDIaxAgPqPfxSnuYXgmTOEzpxj4o03J53MHK+uwr9xI1W3fJWJri7qfvJj+p58Cq0NSinKvvQFLMtivLcXgPpoQqbt7h14lEX9Zz5F8Ogxhp7ajTnXjPfMOYIlJfRMBKj69Kcou3gbeL1YgN3egW7vwAwN0f+//gb7XBN2R8eFWI6fxNMQqSZTFeVQXg7aEO7rwzKGcEcnurub0d17MQnHJbZl0Xr4KL5tW7C7egh3dGItW4b2WLRvvwdLKSxADw8z/vKrhE+dJvjs8zA+DkphrVqJWr+OZf/u36I8HtqiSY36738Xz+goPf/7bwmfO4ceGKSt6TyeFcvRgUDK90ssIROrooklmRKni8Qam0pvivmRJEWeia3gYCmFbYc5euglBvo6WLZiM2vWX8Ynb7iVZ/ZsBwwejxevx8OXvvZjJsZHeOqRfyQYCnDFNZ/l1PGD3PjlH/LSi49htOZzX/w+z+3byfhoP36fh9dfeYI3Xt3FZVd+Fo/XP21M0zWtcbRGa5ux0SEmLIXWNs/uvRfbCeGzLJrPHsa2w9TUNtCwbE3Kx3e0nlQZ5midsu9Cqvt5dPobxhIQxhhGh/sY7GsjGBjFsjy8VFLCyEh//LaJK2fENp5YUqujyYOpTdymrzxJlUxQCSuvxJIS8XI1cyF2YwzaXPhSjE2t0VpnVLqbSUUMSIWFEPlKa83b75+ks3uAb99yQ+SgWtvYTmwZNYcHHt/Hd77xJS7bto4/+sm3uOPep+nsGeD1g0cYG49UGHT2DFJRXsqqlUv4zZs/y/tHTvCtW77AY08fwJdQjWZZVtrUcqqD3dJSP+tWL2Pt6mXcctP1/OLeXfT0DVNXW8Xo2BglJSVc//GraO3opLa6ktu+fTOWZfHIrmcxwJWXbaappQ3t2CjLw5WXbeHk6SauveIimlva+fTHrqSzq5vfuuVGtNY8vOtZQmEHx9Z8+QufZOmSWp7Y/SI3fuY6IPWYl65axRjNo08/H/tt0pjrIfWc6fnw+TwMDA7w73//W+za9zK2bRMIBrn+k9fh9/sJh8M8+8vX+czHrub5l99gfDzARNCmtqaadz84xSuvv49SisaGWjasXzNlPrUxDg88vp/bbv2ajOlCzMFsDyhNOIw+10T/v/9T7PPnIxdWV0NtDdaWzWilUOEw4dExaG1j4s2D4Dh0/frCScXRhx+NbZzSK6/ELF3Kkp/8mJI1q3Ech5577wfAt3JF5HaJ0xIsC1VZif/KK/BcczVl0e+FEmXhGR9nYnSUgb37WP4vfi/eny648z6siguV1NoYuu65n8bf/m7K56iUwr9hPf4N6xnv6yccDOC0deDt6mLkwIsM79kXuaHXC45N4JHH4vcNNy6jdMsWKr/weYZPn4GaGhp/74d4vV66dt7Hku/dSu99D2I7NlobfF4vjbd9n957H2DJ927FHh2l5467YWQEMzREqLeX4KnT4Di0vf5GJL6KCozj4NiRyhKA4L5nwOtFNSzBbNuKb81qtM8HxqASe+tFk07++nr8l19K9V/8J7r/1//BPnUau6WFtu/dhmpoYGTNGqquvALTsGTSvndi/4pUJ24lQTF/kqRwWaoSM0tZGOPw5EN/zUBfB1+65V/R3dOJUukPPMvKq6itX07Itmk+d5zS8hpeevHReP8Gx4ms615V08DNt/wen//yD3ntl49x8I192OEgwYlhrvrwl9i4+Qp8SWf5Y70aPvfF79HXfZ7zTUdoOnuY/t52entacewQB3/1eMq43jv4bPznkpJyyipqKS8vY2Skn/KKmlm/TsnNQmNSvS62HeLwuy/yq5ceo6PtNMqyKCmpxBiHl194AIxhZLCDG7/8IzZuuSLaBDT166uNYf/uu7jpKz/CticPRqmWNZ0piaCN4dEH/5bhgU4euecv6e5qZmigG4Ph3bf2Ul27lGBggtKyKo4ceoXVa7dNaqAa+8KZruoisWmnzEcWonDExpHtD+6js3uAW79+A8Mjw5EGuSYyBjz69AE8HjXps11eVsq6NcvYsG4F3/vmlwmFwzzw2F6+/fUv8tjTB7CdMBvWruDQ0ZOTthdJfKaeCpfpQXpJiZ8Vy+pZtWIZ3/76jdz3yG6U5cGxg6xavgRjIvOVY1VkqVYVSff9prXmoSf2R8Zwvxer1MPKxobomBuZyhdrHpxOqucRu48xhoeefIZvfvXz0e1NXuL5wSf2842bb5j0eLYdijexzpRSikeeeg6fz4/HY1FWVsLaVY14PB7uf3QPNVUVbFi7gvraKmqqyvB4fHznGzehlOLMuVZ2PLyX1vZe/v72R6goL2XF8iV8/LrLLzSDlp1iITKWbryZad9KT0wwtGcffQ8/iukfgA3rqfrJjxlra8NbVg5KRQ5gtUahUBiWfO879NxzP96xMcovuZjRF38JKEKAr7Ya39JGlv7O9+naeR/eWEIiQXID/elYpSX4qquwJ6pRpaUz7v9lspJFZGw1KK8Xs2ol/o3rWfbdWwkdOkzo/HkGXvkVlsdD1edvYOTwYeyyckyJn6XRZpcjd26PJAniU9di472JVNolPS+lFFZ5OVZ9HdTXxS+3bRvPyCg1l16CMzDIUHSKivL5Iv8qyqn/3nco37iB9nvvJxy2UV7vlMdPjCH2miqfD2vdWrzr12H6BvCVlzJ24Jf0/e0/0AdYlZX4t27Bv2UzuqMDXVc75T0004osYnYkSeEyrTVPPf7PfPlrP76w1KTWtJ8/SkvTYdZu+BBXffgmntmzHWMMz+/biYFpKw3i5brqwg7tgWfuQSmL2FpxdfXLufkbf8DHr/8tHt75l5w++Q5HDr1CeUUNGzZfwYpVmygvr8a2Q/T1dnDk0Cu8/dqT2HZkh6xuyQoalq7BoPD7y7jo0o9w+tS7XHn1Zzly6DVA4ff7uPLaGzn4+jNsvfga2ltPcvTQqzy/N9KPwl9SRmB8gMGBPkrKKjh94h0G+jsiXxB2iF+//DgTE6OcOfkWKMUd//Q+Pl8JlZV1jI0NpXzujuMwMNBDa/MR/u6/38boyABl5dWs23Q1DcvWgrKwLMVHPv4Vdj3yt/T3tnHHP/47Lr7sE5SW1+GPNiJNJbL85+QpFTq6JvLz+3Zwwxd/O94LI7YjnlwVEgyM0dvdTH9PC+Njg/HX0hhFQ+M6vB4vSxvXMDTYQ39vO309rTy4/b8CUFJaQXVtI7X1K6itv/Allq5paqwB65du+V05syZEHku1s/zo0y/ywqtvs2n9Cr5w/Yd5fM8Lk66fqau7UgpvtPQ/kySD1g5KRXvhmMTLYxUH6ZMIiRJ3/BQXqjNSreL06NPP4/eXRH/XPPjEM3gsz6TqsvjOrEqMM5JcePDx/QmXRyotYjvBsQStMRfmjMcSBLHrp1vqNFliLImNOx/b/QJ+v2/K7RMfP3mnNfbaJL5e6Q4kYq/X2tWNXLJ1HRdvXsP6dWvY+fA+frb9SR7edYArL9tIiT/97pxUzQkxs5marptgiMH7H2R41270yAj+yy/Fvvhiav7tv6LvgYexSkrit41UGRs8CdPmPF4PqraGkk9/kon2DizLwo6u1Gcs4gftibHEinu11rRt30n9t39rxueRrm9c4nSETIVsm0AgQP+DDwOTG39aJSVUfPTDVHz0w4wOj2CMpuT6TzPW0RGvakiX7IlVcPi8F64LJazokY6yLKy6Oqpu+gIA44EAtmOjEqZy+zasR/mmjsmxeBJj6Ln/Qcp+/MNJPTSUUlhLG6j5zrcIlpSw7IbP4pw5y9iRowRPnGT4oUfij9H97vuoykomPv5RrNWrIs9r533402xfzI4kKVwWm+8WWwXipq/+iOHBblqaDnPJhz5NZU1jwtn56FSBhB2rdHPkYiKJj9jO2tTlPSsqa1m/6Qpu+/3/wQM7/juDfW2cOn6QI++/HH8Mr6+EsrIqrvnol1m97mKazx7lS7f8BIBn9uxAa4drPvoVRkZHuPyqG2hvbwEMJX4fG7dcxamT73P5VTdw5bU34i+p5tqPfJHdT/wTQwOdHD/yaybGRwA4/sHLk2I/dfz1yGDhiSzvo50LS3MePfRL/P4yKipr8XigvKKa8bFhWpqPc+7M+xit2bztWj76qd/g+PF30Y6D5bHiA2xFZS0rVm/jez/8C15/5UlePnA/xujItJp1l0z7NzPGMDoyQF9vG71dTbz9+l4620/zzpv76e9u4egHr1FeXomyPAwPdhMKTbBv1885eewtujrORbdfx7pNV1K3ZBVfvuVf8Mye7Xi9HnweH5/94vdwHIcDz9yL49hcc90NtLee5JUXHqWvu5mezrOUllWxceOlXHblJ6fd8ZQza0Lkp0kH4Ew+gHzupbd4fM9LfOZjV1JZ4Yvf1pgLzbpmWto4tqNqjOaRp56LJyASr8+kh03sADp5CetIDE48ptj0E0Wkf0VyT6LYAf23brkxvt1Y/FprDJGeEcZEkg0ej4eHnnxm0nOMHfTHKh1ilSUxlqWmJFgSWZZKu/RnYkVcupMAxhge3vVcvMlm7DHnIzEJlCo2rTWPPPU837j5s9EEjeK6Ky+i+Xwr9fV13Pfoc7z8+mGuumwjjUuXzCsWIRYzbQwdd+9g2Q++P7mJeSDA4PadBHbvIWDbVHzsI9R/59s4a9fQtfM+lFKR5TyjVQHJY0JiwkFj6LznPryWB5+avO3OnfdiKRWvDOu6934UKl7pYEUTzrZtE7ZjCYc0CZVY42LbYWJiYkpT3VScaOVHcmNIiK5iknTsYUcTEdN9D8WnNmsHK+F3MPHH1NpMWhVlUtPNaEzzHWdjscRiTmx6mdhXIhVrzWp869fh/cynMMbQefcOdG8/anAQy+sh9MFhuv7Nv8P/ocsxDfV46yePw8lJI0kaZ06SFHnEsixCoQBnT75JSWklX/zq7/PaK0+mvf1MO6mpGGN4ds/2+HKesR1On6+EuiWrqFuyEr/Pz41f+m2CwXEsy4PPX8b+3Xdz/Y3fxefz0dXePON2tNbxs/uTVsowmqqaJSxbsZEVqzZz45dv4+nHf0Y4OM5V132eg288i7Is/L4Sbvrqj/D5S9n39N3RHXSD1jbBiWFWrd7EO28+x8T4MK+++AiOY+PxeGlYtpZlKzaztHEdv/GtP+LZvTumXc3D5y/lU5+7laGRQVqbjtDVfpqu9tMM9rcSCoV441dP4zg258++TyAwypkTb9LTfZ43X7mQST136iAAJ49G5sidOfHGlO2cPXmQDZsup6SsmuraRsoralKeOUs+2+jxeFmxajOr126jq6sT2w4x0NtGR+txHtr5Xzhx9Ea+9s0/jHw5pqmoEELkj1Rlu4k7MG0dvex65ldcc8U2fvTdr/DIU8+mephZiVUUpIoltu2Zvk9iU0wsa2rlR6rqCR1NWhijo1V8kw/okxMI8alsCbdLF4/WqZfrmy72mW4fS6JYlpq2UjG21GdiciTd46ebKhNLNhiTWdPqxGROYmXMZz52JedbOjh46CRvvXeaqy6X8V+IRLM9IFRK0b79Hlb+zm8T7ulh4L4HCe/dTxiDWrWKJf/+D6m++CI8Hg9jY2Opt6k1YduJHnhb8TP2JT5/PKER6ak2eXyLXd517wM0fv87QKzvQfTzbwzd9z3Aih98H9J2D4rQWtNy904sDO077mXlbd9P+RqkWjZVa037jnsnZbVjyQQneuIzdrvWO+9myXdvTZvc1VrTdc/9xPq9aa3pvOe+ScmXZMnJBG00TuLXhXVhaVitdeS1VApHq9TTwbXGYCJJqHvux1LEv5NS3TbSHyO2uoemY/s9oBQN3/02Pfc9AB4PLG3AalxG3fduZXDnvYTOnCN87hzmg8M4l16CdcnFkbE6xXeVJCkyJ0kKlyTPxQ2FQmitefGZewgGxth66afwl5Rl9Fix5TXDjh3dIZy5DDgcDvPcvp3c8IXvpbyNz1+CL1qGG9shen7fTr74lR/OWL2RLHbfz39p6jrCSilKSsopLS1n3cbLOXE8upSSZVFeUR1vfBm7rc9XQlnpcj5x/W8xNDyCx1J88Ss/RDt2PN4nH/1ZvH9Hpr0Y/P4yNm69luWrttLX3cTwUB/dnU2cP/dBLFJKyypYtWYbKIurrvs8dfUrOHzoNT5/0/f51UuPEwgEcZwwlgLbDnPF1Z/h0Dsv4fGVUFFRxdd+81+x67F/xkmoCEneuQ07Ds/svjvlawVgWR6WLFtLXcMqOs4f4723n+fU8YNceuX18Z4dQoj8FVuZ4Vtf//yU6w4dPc3BQyfZsnENv/+DW2ZdmjvbBo+Tm0fOLFKpoHls9wt4vZ74TmksgaFUZEfwwrSRSPyJw3Di1IfEKRFaawKBCbxeb7y8OXJflbZ0OdPVjLTWPLb7QHS7ZtLy3snPbyaJFRexxI7jODy867kp0z5ilRe/+ZUb4nFEthObLhKJy7KsaHVj6m0lXxarMHnkqecoK/Pykau28vahM7xz6DSvvfUBn/zIFQnTXjJb5laIxSx2Nt0YjcIw9OjjjDz4CMa2UWtWs/RP/wN9B16k96VXGPrVa6z60e/M6vFjB+Sxg+BMbhszeeqHihwoT2rgGDmojy17H6ua8FgWRjspkwGp+kAkxzBdYjd23GLMhcqQ5P3t2PKsycOqx7IuJHFS7KNrY2jdfk88mZCYVIglScLhMG3bd+K1Jo9rsT5BkX5DU5+fx4o8Xqo/wYWKCjMlgRR7DskVJQDa50Nt3Uzt/+cP6f9//wvO4SMwOorvuutSvHJiNiRJ4YLkeW/aGJ7buwPHDvDeW/tpaFxPVU3DtI8R2TkCYxSBQIAXnr0XK/phTZyTm2qHVRvDM3u347HSN1yMfci93oS3SOwMTooD4Rl3jhPO/kw38MXOFMUGmuTHtG07PqbFbuvxeOJLRSU2O3tu7w6saXbMpvwdtKaktIJ1G6/gy7f8LrufuJ3rPvYl/P4SXnt5F47WfOZzt/LSgQe5+sNf5tl9O/CXVOAvqcTnK0UbD44Txuv1Ylketlz0YZrPnUAbPamDfnIMz+7ZHp1X7Zn0WsViiq2xnMiyPKxafxmf/vytPHLPf+ODdw4QCASorKxOuR3J3AqRP6auEmQ4fqqJv/6n+6mqKOOPfvItntj7QryRYybmugrFTA0nU9/nwndM4mWxneXYQfdcYowd+Cce0D+869m0j5mJWMI6tv2Hdz03Y0IiOdbEKTcP73p2yv59usdLjllHy6Rj363TV69EthXro5H8mLEKGZ/Py7VXbOat90/x97c/TF1NFRdvXT+rahMhBJhQCOeNgwx3dVH+0Y9Q87s/pHvv/knNLLWeuh8bO3D1zGFaQqR3mZV2DAk7Dm1375h0QB+bIuFE+6L13P9g/MB/1e/8ID7VG2butQEXDtA9Vmxffep3wqQqCmPovPd+/B7PtI03E6dSxE5wXnicC/dztMaT8DDTJhNiJ0pTbFcbQ899D7Dqh7eljSkTidNSMmVVVKCuuwaruhrn6DEM4Ln2mnnFsdjJhHUXxPpPJO7gKcvi/LkP8Hh9rFp3WcaPZYzhwP57JmUwZ+oAbNv2tBlUbQz799w9ZcfVGMPz+3fGKzdmd8Yu0rxTax1p/jnDfWMH76l2nhNX+piOmmGHNpbISLeD7vF4qa5poKKydlJpWOx+sbl7z+9P/XySz/TFp7wkDPSJccYuN8bw3L5Ir4+ZbL34w2y7/DMEg+OcOvoadjjzTvNCiPzQ2d3Hf/ub7VRVlvOxay+horw0bQVBosRKBGM0j+95MTrGpO5tMNtkRLYZY+Ixzkb6aR9zWxo0k4qJC9UXJh53bD74bFZLSj/lQ6f9Gk68Ll2syX9Pr9fDh6/cSkV5KX/zswfo7R+ccp90DfWEWMzi/XtCIeyXX8V0d1PzL3/Civ/y/+JtXJbZYyTt1yVePlPlRCZmWoHDY1nxf8krTGhj6L73fsLh8HS7/nOOyUnYd41NkcjkOad7bZJfS0dr7GilOMy8gka61yrV3yixkj1RLAljjCFk29OOm4nPQymF55KL8VxyMbqpGefEibT3EzOTJIVLkne6xkcH6e0+z0c/9XX8/gvTPDI5IE91MJ7pUkVp40szX8uKDoCxhMN0kmOPnx1LKv2NDD5TY03bYdkY9j59Jyb6HGNlbjN3r5/6mhiYMeGSqqw48TWf7ozhXCU+5kw7ltU1S9l26ScITAxz7PCrDA8NxefzJZIdVCHcFfsMxpIIxhiGR8b463+6HwP8yb/+HmWlF1a7ePTp5yeNTbGz8Mljb2yHLfGANt1Ugbn0cpjPd8nUVTSy0wAtsWouXYzzTcxMWhp8hrjTbSvWuHQur2G6REaqbWmt8XgsrrtyK6GwzV//0/2EQuFZb1OIxSSeoAiHCb/yK8zQMOYj11L6+QtLDs/2rHqqg+HEy5IPumOXzSWZkeqAPdb3IXHMUUrRde8DGY1DMzWSTEcbk/E2IH1iJ9vbmemxeu5/EDvF/nEmS7OmS5ZYl1yMWrMa/cERAkeOZiXWxUiSFC5IbHAYK6vqaDuB5fFy3ce+Fj9zE9vxOrD/HkhxBn46s7nthThSVwMkfnDjzc2iHYin20bYcdi3+660VRux+WqppnTMVEUQS6IYY9i96xfsfuJ2wuHUO2SzfS3mInmwjfXhyPbAlO651NYtZ93maxgZ6uGun/2x62dMhRDpxc842WH+43//GV29A1x35VZWNC6ZVAUx1+kNxhgCgQAPPL5v0vAbaw6Z6bgUuf2Bac9aueHC84h8Rz305LMEAoGsnLHMhZmqIWZKpswmWVRVWc4f/Og3OXe+gzvue3rK9ZKsFmKq/p/dDv396GuugsbGSdfFlsuMff4SP4/TJTBSVQRMN0bNJVGReJCduK30TSkzO7k4U0ImXazTHdjPVAExG6l6fMw16ZGuZ8dMf4vpkiVKKTzXXAUV5Qz+1V9jj6ZusiqmJ0mKPBAMjtPf08LSxvX4/GWRNZOj1QrGmBmnLcxGqnlq2uhZN11MjC9R8ly2dBUZiduPPd+0HeNniMtSVmRp1nlWL2TbpGkc2kx6bdL2C0lXMphmjmCihmXraWjcQEfrCQ4nLCErhFh4yQeDk3dsNQ89+QyHTzbT1z/Cbd+6iSV11fOuWoALB76xKoxUy3DG4stkU/m6jHHigb9STJpG4tbUlmxUnqR+3NTVGLZt4zjJFRUOV162mW/c/Bleef19Wjt6Jl0vSQqxGCW+75M/A6Mvvcz4cwdg6xZYuTLl/RMPZLUxtG+/J7K6hDF03fdg5LM/25ODaSouLlTaZXbgnRjbfBMBic8nHtMsKiumizeWUEk3Ps6lD0S6GOJ/6yyfpExe5WS6pIzyelHXXg3j4wwmVbaIzOTn3sci091+GmNg6fLNPLt3OyapA3iuxKo0wrY9qeIhtrxb4r9ULnQov5DsSOyaPtOUk0lVIibSzHNSabMxPLtvx5RKjOTHjR3Ya62nPkaG015it9Naz6pjfGy76bYRfy1TzBHP5PFj90/3+MnXrdlwORVV9Tx63/+kve3spASP7JwuTkqpu5RS3UqpwwmX1SulnlNKnYr+X5dw3Z8rpU4rpU4opb6YcPk1SqkPotf9g5rNxPxFJN3nTGvNfY/sjR88d3T10dzSzcZ1y/nkRz4UT1zEksaZis+pNcnJiAtJ0vkesCee7U83nKa6LpNtaz11Ot1cYs7GNJJMpZ/aYeJ9LOZy/+lun8nHzU6YO/21L36STetX8v7RswwMjWS8LSGKUfK4HPvdHhig/2e349uyGXPR1hkPaFMdnM40LWC2ZjqYn8t9pztYTz6on8tQOl3lQeJ1071WsaaXs3neaXuBJJzYiy0Jm+uK6lTUkiWYdWsZ27OPidNnFnz7hU6SFC5I7HHgODa93c3ULVlBSWl5VhITs5neEDvbn6riIXFQT/WYiY0eX3j2XozWs56aMqm3Q4oYEi/L5DGnq9xwkzaG/bvvnvWXznT9P1JVmliWhy0XfwzL8rD953+K1s6cGp2KorIduCnpsj8DDhhjtgAHor+jlLoEuBW4NHqfnyqlYkvC/Az4CbAl+i/5MUUKieNobHyfCAQ5fPw81VXlXLR5dfy2sdUaHt71bPwM+Uxn5xOnPkBmB8DZPOPvVtVCPjQCTWU+3+HZ/Lt4PBa/9/2voR3N7Tt3TTkzKgnrhSXJ4vzjOA49P/8FenyCmn/zryDpxJs9Q8PEXJpP4iO2TOZ8DsqTm2HOt7phNvJx2t5cqzMcrdEXbQWfl+6f/jw+RSgUCqXsHScmy88jukXk5LE3scNBGho3uB3KJLPdWYrtmGVzasp8zbV5aKqmbHPbdlKzzTkmUFItYRf78kisvInxl5Rz09d+n9HhPtpaTqC1Zv/uu/Jyh17knjHmZaA/6eJbgB3Rn3cAX0+4/EFjTNAYcw44DXxYKbUCqDbG/NpEPlQ7E+4jZkFrzTsfnEZrwxWXbEh5UGslle/OdHZ+tlUEjuPwyFPP50XicrrqjGKQakpGOplWYsz0GLHv7mUNtVy0ZQ3vHT7FgZcPzvkxRVZsR5LFeSVw5Bjjv3wZtXkTnlUXpnnEzujnep9pvit/zDURMZvpG9oYeh54KC++K6aTrVVUMtnOdK+5ozXBcIhQOHwhHr8f66JtTLx3iOG33iYcDtN29460ffTEBflzRLkI2bbNwdf34fOVUlu/3O1wJomdwV+IMy7zaWw5l0SE1tOXUzuOw76n7oxP/4gshZqdRMVcbjOddGftLrvyeuqWrKL5zCF6e1rztsJEuKbRGNMBEP0/ts7aKqAl4Xat0ctWRX9OvnwKpdRPlFIHlVIHe3p6Ut1k0TLGsO/A6/T2D7N100oqK0rj849tO5x2mkguWJbKWTWCm1UOydvOVZ+IXMjGa2aM4cEn9hMKhXAch/VrllFfW8U9j+yjp7dPqupcIsni/GKHw/T98y+w6utQW7dMud5jWZP7WCQdBGezwiDbfROmM5e4M63qWMjnsdCm6/WRyfO2Nm5AlZXRv/NejDFZnyJUrORVctHY6BCnjr1B/dI1cz7LHpOLFSxiS4bmbpWK2S8ZOvm63A2GjtY40cTEbKtD5lrBMd9lYxMppdi45VqUZfHkQ/9nxt4WQkSlOiVvprl86oXG3G6MudYYc+3SpUuzGlyhG5+Y4IEnnmPpkmpWLa8v2CqChUpCpFtqczbbNsZMaqpZjJJfE6UU4XCYR556HoDLL97A2HiAx3a/xMO7np3Ud0q4KmfJYpCE8XTGf/VrwqfPUP6db6O83lnfP1WDScjdGf1sPW6quN2Y0pFL2VxFJGY+fUIAlMeD/9KLCRw5SuDd97IXWJHLWZJC5t9Nz9Ga40dexxhDXcPqlAeoC7F05oXtmISfJ8+FnlMXnYy3qzP+fb6PP1/TrTaSzQRDtnh8JazfdBWtzcfo6jjL/j13y5QPEdMVPStH9P/u6OWtwJqE260G2qOXr05xuUgw04HfB8ebMMZw6da1MzZCXOhqhLlsL1/7QiSbaQnQfJUcX6bxxqaNKBW5T3VVOdd/4ipeeOVtAsFQLkMW2THvZDFIwjgd4zgM3HMf3rVrKPnUJ+b8OIV6Njw57vlM6VioaRazkW5Z1vma7d87eXlUz4b1eJYuZeje+/PueCFf5fITth2ZfzetY4d/hd9fRkVl3cw3dkGsIWYhnOpbiOVHE1+PdCuMuCVdudnSxvWsWX8pLU0foG27oEqfRU49BdwW/fk2YFfC5bcqpUqUUhuIjLlvRs/yjSilPhpNFP8g4T4iheSExbsfnKSjq59N61ZQWuqb9eMVatWFcEfyVMCvf+nTKEtxpqkTkOaZeUKSxQvMtm0Gnn0eu7WNqu9+e9pK2Vx8RvJ1SkQuEi5uVmjM5/nMtjHmdKumJF6nPB5qv/MtwqfOYDo65xzfYpKzJIXMv5ue44Q5e/IdapesQinl+kFuOrleBjVbYj00UlWEZCLd6iXJX1BzfT1s257U12Iuf++5PKewHeZzX/oxdjhEa/NhtNbsefL2+Nk42VEtfkqpB4BfA9uUUq1KqR8DfwXcqJQ6BdwY/R1jzBHgYeAosB/4A2NM7A3yL4E7iIzPZ4B9C/pEClgoHOaOe3dRUV7C+jVLp0025PvZfbcsxOtSzK/9krpqPvOxK2nt6KW3f0jG/vwgyeIcSvUed2ybvl/chXfdWrzXXB1dYWHmg+jkA858TTbkk0JpuglTEyrz+fumXRZVa8o++xmshgack6cmnTCU8Ti1hT4CXdTz7xLPYg/2d2HbIeqWrJz5jtPI1+SGG7KdUJluesdc5OJvlckUmcYVG2hcuYmu9jN0tp8tmMSTyA5jzHeMMSuMMT5jzGpjzJ3GmD5jzOeMMVui//cn3P4vjTGbjDHbjDH7Ei4/aIy5LHrdvzaFsOeRJ/Y9/2s6u/u5dOta+fwJ19x848cBeF5W+lhwkix2n+M4jL7+BmZ4mPKvf432nffRdd8DaQ+ii61XgxtyUaGRiwTRQiRUHK3RSlH+5S9Cbx8df/ePRZsUz5Z82VtaFPPvEs9iDw10Ynm8VFQtyfo2Mv3w5irBMf/VOqbeN5uxZpp8mG56R76ZKb7V6y7F6/Wx98l/wrYlYyvEQhkZHeex3S9y1eVbWbqkOuVtYk2+3J7SUcyVBIvJ1F4WDqFQiNrqChqX1vHyr98jGApj27as9rFAJFnsPq01gw89CuXlDJw5i6XUtAfRWuuUzTFzoVArM9yMO9vbnk9CZTbNOss+fwN4PJjTZ6SCYgYLnaRY9PPvLMvCGMPQQCfVNUvlrFrUQiYBZtNrI5d/n1w9Z2NMdMfzwuDt9ZWwZsPlnD93hJ6upin3kYFSiPlL9Tl6fPcvGZ8I8t1vfGHR9pRwO/lSyLKdOFq/eilj4wFeff19tNbc/+h+SUyJohYbl8fe/4DQ8ROoLZvwzLCiR+yg05OjxvGiuGSy+oejdWTfvLQU1q3FaTmP3Te5K4Lsi0+20EfIMv8O6OttIxQcp7p22cw3LkL5MEVloZNDC/mcjTE8u2f7pB4YAEuXb2Dl6i2cPfUOY2PDU+4ng6MQ2RHbwe3q6Wfvgdf41EevYFlDDXoBxz2pihAxif2VamsqWL1iKb987V2gcPpOCTEfxhhGHnsCSvywbu2U65LPgqdbYlSIdKarxJiyCsrGDaANw7v3LEBkhSuXS5DK/LsUHEdz6thbAIs2SSFyL1XHaqUsvvwbf0A4FODFZ+6JX+44kVJgSVAIMX/GGMLhMA88to+Hdx1AKcVv3vwZHnpiv1QTiAUXS1AkNmmrKPdz7nwH7Z29LkcnxMIINp8n9M67sGEDxvJMui7sOHTec9+UhEShLjEq8tOk1fUqK1ErVjC0ex/h8fH4PriswDdZLlf3kPl3aZw78z7+kgpKSivdDkWkkA+VHolmWl51NvGuXnsRjSs28forT9DWcnrS40olhRDz4zgO4XCYBx/fz3ggyKtvHOKmGz7KkvoaV89Yy3SLxc0Yw2O7X4hX1qxYVodlKX715geAjP2iOCUe8I3u2QeWBRvWp7xtJgmJQu0bIfJDbEpIbBz2bN6EHh5m5JVfxcdfrTXtd+2QKsgoSRMugMQdAGMMLU1HqappyLuD4VxZLM8zV5KXV52vtRuuoKS0gqce/fv4l3i6HVTZeRVi9izL4kxTBx6PxZc+91Ecx1nQqR5iforxbJaVMLe+pMTHpds28NpbHxTVcxSLW/L+itaalju3ExwaYuyFF2H1KigpkWSDcE1iMkwtW4p3eSOjzz6f9jaLnbwSC2x8bIiJ8WEqo6t6yAG8yEQ2zsI6jsPExAQen48v3Py7NJ05xPtvH8hCdEKIRIFgiNaOXj5+7aVUVZRl3PVb5IdI5cGBoj2AN8Zw7RVb6R8coW9gSBLRomh5LIuxAy9iJgKojRvcDkeIOG0MZZ+9nsD7h7A7u+SkYAqSpFhgw4ORBU2qahpcjqT4SMInvVgTvef378QYwxXXfJ5Va7bxzNO3Mz4+UnRnDYVw0/m2HrQ2aG1P6QeQrBjP2heDYm4oaYzhXHMrHsuio6vP7XCEyIpUY2lsqod/2xZUfZ2L0QkxVcn1nwKlGHv+BbdDyUvF+y2cZ2LrkQ8NdlNZVY+/pMLtkMQiZFkWWmtsx6GuYQ2jo4O8sH8H+/fcPWUOnBw8CTF7WmuaW7tYUldJVWUZWmseeeq5aZMUj+95UT5nYkGVlPjYtnktHV198t4TRSHVfH7T1Y3d1k7lzV92MTIhpjLGQF0dJVd+KFLtI1UUU0iSYoFordn31J0MDfbg85e5HY6Iih+IM7udtGKo2qiqbuC6j97Mm796mokUS5Jqrdnz5C+kgY8Qs/Du4VNMBEKsWbk0flliP4BUZrpeiFy4+kNbGR0P0NbR43YoQmRF8nx+58wZrNoayj/5cZciEiI1bQxd9z5A6Q2fxentJfDe+26HlHckSbGAwqEAoeA4ldUy1SNfGGN44dl7KdYJ4+lWBok18rvhptsoK6+i6fTbmBTJiGIueRYim2KftVdfP0SJ38eyhhq3QxJiWlddtgWAt947JvOhRdGx+/oxHZ1UfO4GlM/ndjhCTOGxLEquuwarqoqRZ56f+Q6LjByBLKCR4cjcz4rKWncDEZMU84F4bGWQyLQNHb8stjNaVl7FjTf/mNHhPg69I000hZgrrTU7H3yKQ0fPsKKxDqWkOkLkt+qqcmprKnjr3eNuhyJE1sT2cUaePwDGUHbD9YRCIbQ2srKHcNWF/e8LJ0aVz0f5Zz7JxJtvER4dnXTdYle8R2d5aHS4D6UUZRVyhk0snOQkTPKSpldc83kqq5fw/L67GR0dkvnJQsxC7Ay04zh09gxiOw4rl9e7HZYQk6SrqmtsqOXc+XZ6+wcXPighsszRmnA4TOsddzH8zHOohiV4V610OywhgMgUj54HHpqyn13+yU9gQiHa//rv4tdJdZskKRZEPKs73EtZRS2W5XE7JLHIxRIXscaYazdeycT4CHf/9E+kgaYQc+A4Dm2dfSxrqKOmqtztcISYJLKs6gtTZjY2Lq0F4K13jy18UEJkWXx/pbcfu60da8P6lGevhXBLct8UAN9F27Dq6qCtDYBQKEQoFFro0PKOJCkWgNaavU/dwehIPxWVcoZN5J/yilquuOZGOtpO09J8Atu240mJSAPN26WBphBpGGPoHxymb2CED191UXyqh+M4sqMh8kZig9bYgVtFeQkrGpdw8L3jky6XpLQoNI7j4GiHzh33ED5zBlVWirV6NVprOu+9X97TIm8ZwKmtwXR0EgoEF30FRYwkKRZIcGIMx7GpqJJ1moV7IquSTP2iNsbgYOH1+dlx+39k9+P/HE9KOI6DdlKXCgshIp+rn931CABXXb4lfnm6s9dCuC323tTaUOr3cuxUExOBIFpr7n14rySlRcEy4TD2+RbKP/VJjKVwHAdLyeGOyC/J/VGsNatAa3RHh4tR5Rf51C6Q4XjTTKmkEPnJ6/WzZv3ljAz10tfb6nY4QhSU7t4hSkv8rFm5bNLlsbPXWms58BN5JfbeXNZQi207HDl+Nnq57BqKwnKhAghMaxs4DmU3XB9f5lGqKES+ir9365dAaQm6tc3tkPKGfBMtAMdxGB/tx7I8lJZVuR2OEGktXb6e8opazp1+F8ex3Q5HiIIwOjZO78AwjUtrZFUPUXDq6qoo8ft494OTAGh9oWGbNG8ThUBrTdv2ndiOg9PSiqqswLdta/x6WdFD5CNjDOFwmI6d90UuWLES09GJnphwN7A8IUmKBTI+Ohhd1UOyuSJ/GWNYt/FDBCZG+fXLTwKRndSwY8uOqhBpfHD0DFobli2RlZtE4fFYFpdu28C7H0T6EQlRiDyWBcEg9PRirV4tCWOR97Qx9Nz/IFbsvbpqJWhN4ODb7gaWJyRJsQCMMYyPDVFRUet2KEIAkbMOTprEQ1VtI1U1S3np+fux7bAL0QlRWA4dPY3XY1FTXUEoFEJrSUaLwqG1w+WXbKKrZ4COrj63wxFi7to7wBjU6lXA1Hn/QuSb2GofjtaY+looKWHi9TfdDSpPSJIih2JlkoP9nThOmPLKWrdDEiIuXRd3YwxrNnyIsdFB2pplWTohkiWWwBtjeP/oGZbUVaEUPL7nRZn/LArOZRdtAODt94/J+1cUrrZ2TEUFVMvUalE4Ysk0xxhY3sjE2+9ipHpZkhQLob3tNADllbKyh8gfxhie27eDcHhqtURFZR0XXfZxWluOEZgYdSE6IfJT8hz99s5eevsGaaiPTPVIXOZRiEKxrKGOivJS3j9y2u1QhJiV2FLPzvgE9PZiVq2UqR6iYKnGZZixMYJHj2PbNqFQaNEmjiVJkWOO49DeGvnS9/sr0FoyYyJ/KKV4ft/OlNUUHm8Z2rE5+Ppel6ITIn/FkhXvHY40G1y6pNrliISYn2UNtRw71Sz9h0RBiY3Fpq0dALNyhcsRCTEPy5aB18P4m28RDodpu/PuRbsymCQpFkBn+xlKy6qwPB63QxFiCpVmubmKqnpq65bz5q92Ydth2XEVIoX3Dp9i+bJ6ystK3A5FiDmJTf1buqSGcNimt3/Y7ZCEmDXT2gpVVVAtCWNRuJTPi//SS5h48y3gQs+KxWjxPvMF1N3ZFF3ZQ4j8prWOV1VorVm55iLGRgfp7Wp2OTIh8k84bHPk+Fkuv3gTWpqziQLlOA4PPfksS+qq8Pm8dPcOuB2SELPiDAxAb19kdQQhClzptdcQbmklGK0OWqwkSZFDjuMwNjbCYH8XZeWS2RWFp6K6gRWrNtPZdkKmKgmR5MiJswRDYT50ySa3QxFiXixLoZRh26Y1dPUOuh2OELMycfCdyA8rlgORRoRS/SkKVem1VwMQiL2vFylJUuRYV0cTAGVl0mlYFB5jDNd9/OsEA2Mc++BXU5oGCrGYvX/4FB6Ph4u3rHc7FCGy4tJtGxgdm6C7p9/tUISYUWyqUuDg21BWKlM9RFHwrliBd9Uqgm+/7XYorpIkRY71RMvkS6WSQuQpPcM64psvuo6S0gpef/XJhQtKiDxnjOG9I6e4aPNaSkv9bocjRFbEliJ97/ApSUqLvKe1pvXOuwm8+z6qcTmOMdPuzwhRKEqvu5rgB0cwYdvtUFwjSYoc6+5sQlkWJaUVbocixJxYloelyzfS0nSUjrYzbocjRF4YHBrhfGsXl27b4HYoQmRN49I6yspKeOeDE4t22TtRGGJVFKqvHzMxgVreGL9OpnuIQuY4DiVXXwW2Tbizc9G+lyVJkWNdHU2UlVXLms2ioDUsW4fH6+PXr+wCkDNsYtGKvfePnDgHwMVb18lnQRQNpRQN9VUcOnKGUCjsdjhCpBUOh2m5426ctg7weqBxqdshCZE1/osvQpWUoLu63Q7FNZKkyIHEA7iermaZ6iEKntdXwqUf+jTvvfUc4+OjclAmFi3HcbBtm6MnzuHxWKxd3chDT+xHTjqLYuA4Dg111diOw+lzrW6HI8S0PJaF7uyAujrweNwOR4isUT4f/ssuQXd1uR2KayRJkUMT46OMDPfJyh6iKFzzkS8RDI7z/tsH3A5FCFdprXn97cPU11bi9XiwFvE65qI4RHoTRX5eUhdp9H3o6GkXIxIitcQTgXp0FEZGUdFVPWJiU0EkeSwKWcmVV2BGRgl3Ls5EhexZ5VBP93kASmVlD1FgYs00Y1/02miWr9rC8pUbeePVp2SusliUYjvHwyNjjI4FqK+rjn8+hCh0sfHe6/VQW1PJB0fPyNQ+kdd0RycAZtkytL6wX6KNoef+B2VfRRQcYwy2bWPbNv4rPgTA+DvvRpNui+v9LEmKHOrpkiSFKDyJq30YY3jh2XsxWvP8/p1c89Gb6Wg7TWvzcZejFGLhxQ7YTpxpAWBJrYztongYY3h8z4sYY1haX8Opc62MTwTcDkuIlBzHwWlvh4oKqKyccr1HKtxEAdLG0HHP/XTdcx/WyhVQVsb42+/QdufdaL24TojIJzgHYmcjujqbsTxeSkrL3Q5JiDlLLGW/9IpP4/eX8tbre1yMSAh3HT/VjMeyqKwoJRQKTTqDJ0Qhs6xIk++GJTVorTl87KzLEQmRmgmH0T290LhMlh0VRcVjWXgsC6UUnuWNBN57f1EesC/G55xzWmt2P3E73R3N+P1lgKzsIYpDSUk5l135GQ6982K8gaaUAovF5vipZupqK1EKHtt9YNGVYIriV1NVit/vk74UIm8FT54Cx8E0LHE7FCFyxmpchh4dw+kfcDuUBSdJihyxlEVfb6tM9RBFI1YhdNWHbyIUnODQOy8uyjlyYnEbGR2ntaOHutoKAGmaKYqSUorqyjIOHz/ndihCpDT+7vuRHxqW4CRMUxWimFiNy0Apwu3t8RODi+XkoOxd5YjWmoG+DkrLJUkhioMxhuf27mD12otoWLaGg7/ey9OP/zPhcFgSFWLROHE60muoXvpRiCLXUF9NV08/Pb0DhEIhbNt2OySxyCUeoAUPfQC1NeD3uxyVENlnOw6hUAj8Jfg3b8JZhCt8SJIiRwKBUbR2pJJCFBUVnSN3zUe+REvzUcbHhtmz6xeEw2G3QxNiQRw/3Yzf76OmSnoNieLWUB9ZPv39I6e456GnZZwXeUMHAgSPn0AtXep2KELkROIKNSVXXoHu7SM8MrJoqihAkhQ5MzE+DMjKHqL42LbNJR/6NJblobvzLJaSYUQsHifOtLBp/cp4g0Ehio3WGq01lRWl1FRX8sGxszKtSbgqNt00VrU5ceQY2LYkKURR81gWjtb4r7gcjCHw/gduh7Sg5Fsny2KlaBPjIwCUlk1dFkmIQhYOh3n5hceorm2kp/McWi+erK5Y3CYCQVrautmyYbXboQiRc0opLtm6jsPHz8qUPuEqrfWkJRjH330PPB5YUu9uYEIsAP+2reD1MP72O4tqLJYkRY4EJkYoK6/CsrzSzEcUDa01juOgLIuGxvXYdoiBvna3wxJiQZw624Ixho3rVrgdihAL4tJtGxgZHWdoZMztUMQi50mo5hl/9z18WzajfD4XIxJiYWjLQjU0MPryK/H98MXQRFOSFFkWK0mbGB+hfslKt8MRImdq6pbj85fR1XFWVvkQi8KJ0+dRCj44ehJ5u4vF4JKt6wHo6R0CppbdC7HQnLExgqdO47/sUrdDESLnYmOuamyE0THCHZ1uh7RgJEmRZVpr9j19FxMTI9QtkbNtongppVjauJ7B/g6efOgf4hld2XkVxerE6WZWrViK3y9n78TiUFtTyZqVy+juG4yP8fc+vDdedi/EQgt8cBi0xn+5JClE8dPG0HXvAxDtvxJ4/5DLES0cSVLkgjGEguPU1UuSQhS3pcs3ANDT3YTWmj1P3i47r6IoOVpz6myr9KMQi86lF22gf3CUBx5/Bq21NNEUrpp4/xD4fPi2bnE7FCEWhMeyoKoSSkuYOPTBojkhKN80WRSf6jERaZoplRSi2JWUVlBds4yujrOy81qAlFL/Til1RCl1WCn1gFKqVClVr5R6Til1Kvp/XcLt/1wpdVopdUIp9UU3Y19ozS2dTASCbJYkhVhkLtm6Aa01QyPjbociFjnHcZj44Agl27ai/H63wxFiwSilUA0NBA59QNtdO+InBIu5L4UcUWSR1po9u+4gEE1S1NQ1Yij+TJdYfLTW8YawDcvXEwyMcfrE2y5HJWZDKbUK+LfAtcaYywAPcCvwZ8ABY8wW4ED0d5RSl0SvvxS4CfipUsrjRuwLzXEcjp44C8CWDatcjkaIheM4Dls2RhJzvf1DLkdTnCRZPDPHcdDaoCcmCJ05i+/ibZETg1qjtexni+LlJOxvq2VL0f0DqLFRl6NaGJKkyDJLWQQmIm+e9955CemuJopJvGlaQvKtbskqPF4/b7+xD8fRRZvRLVJeoEwp5QXKgXbgFmBH9PodwNejP98CPGiMCRpjzgGngQ8vbLgLL/aeP366mbraKmprLiwrrbWW6U2i6FVVllNVWUZv/5CM71kmyeLZCRw7Dloz2tYhY69YVBytYckSAHR3T1FXUMRIkiIHAhOjeLx+/P5St0MRIquMMbzw7L2Tkm+W5WFp4zqOHnqVQEDKgQuFMaYN+GvgPNABDBljngUajTEd0dt0AMuid1kFtCQ8RGv0skmUUj9RSh1USh3s6enJ5VNYEOFwmJ0PPsXxk01s2bAapZTbIQmx4BrqqhkYGMF2HLQu/p3jBSbJ4gwYYxg/9AEGUPV10fegnAgUi4OjNaaiHKuuFqere1GMwa4kKYq9tC0wMUpJacWiaGoiFp9UfSeWNm7AcWx6u5oXRXa3GETH2FuADcBKoEIp9f3p7pLisimDnDHmdmPMtcaYa5dGu1EXumDIprd/iK2b1rgdihCuqKutwNGas03tbodSVHKVLIbiSxhrYxh94SWoqSGsoPPe+2U/WywqSil8l16C6eldFO/9BU9SLIbStlBwjJLSCrfDEGLBlFXUUF5ZS1fHmUUxcBaJzwPnjDE9xpgw8DjwcaBLKbUCIPp/d/T2rUDiUfpqImf8it7AYKTP0JaNkqQQi9OS2ioAjp4853IkxSVXyWIovoSxcTT092OW1APRFQ+EWGR8l1wMwSB2a5vboeScW5/woi1tM8YQDIxTUlLudihCLKiljRsYHxvifNOxeCWFVFXktfPAR5VS5Soyh+FzwDHgKeC26G1uA3ZFf34KuFUpVaKU2gBsAd5c4Jhd0T84gs/nZWXjkkWz9JcQifx+L5UVpRw9IUmKLJNkcYbMwABojamvdzsUIVzju+wSAIIfHHY5ktxb8CRFsZe2hUMTGKOlkkIsClrr6EGbpr5hDUpZHHrnBbfDEhkwxrwBPAq8A3xA5PvgduCvgBuVUqeAG6O/Y4w5AjwMHAX2A39gjFkUGaiBoREqykpwHJtHnz4gSQqxaBhjCIVCaG2or63i5NkWaViYXZIszpDT2xv5QZIUYpGJrfBhjME0NEBpKQFJUmRfsZe2BaONA/1SSSEWGa/PT03dco68/5JUTxQIY8xfGGMuMsZcZoz57WjFWp8x5nPGmC3R//sTbv+XxphNxphtxph9bsa+UGzbZmhknNrqCh7bfQDpmykWE601jzz1HAZDfV0VwWCYwaHFsfzdQpBkceac7h6orIDSErdDEcIV2hi6738IljYQPHyk6E+YuDHdo2hL2xzHIRCIfHlLJYVYDHTC+s0AS5atZWx0kONH3iAUCkmyQhS8ppZOtDbUVJenbBorRLGKLzltDMZAfW1k+d3e/mGXIysukiyemdEa09sbX4JRiMXKY1moJfXowSHC7Xl5OJw1buxxFXVp28REJEkhlRRiMaqubaS0tJJD7xwApCeFKHynzkZmG9ZWS+JZLC7GGB7f82L8bJ3f52X5snp6B4ZcjkwsJo7jEDjXBOEwqkGSFEIQbR4bPHrc5UByy42eFEVb2uY4DsHAGF6vH4/H63Y4Qiw4pSwqqhs4fvg1gsEJt8MRYt5OnW2hxO+jtNTvdihCLDjLujC/yXEcPJaif3BE+lKIBRU8Fj0YWyL9KISgqgpVXsb4kaNuR5JTrtSuFnNpWzAgy4+Kxa1h2RrC4SBH3n/F7VCEmLdTZ1uorZExXQiA2poKwmGb9s5et0MRi0jw2HHw+6FCxmIhlFL4tmyJJ+8Sp+YVE5lgm0WO4xAKjuEvKS+6N4oQM4n1p6ioWkJtXSPvHXzO7ZCEmJfBoRG6egZkqocQUXXRhN2J0+dlOp9YMIHjJ1BLlqCkc7EQAHi3biHcfB5ndAytNW133l10FW6SpMgiYwzB4Lj0oxCLmlKKy676LGdOvsvwkJxtE4XJGMOxk+cAqKmWMV0IgNISH36flxOnm90ORSwSzvAIdmsb1NehtZwAFALAu3UzGMPE8Ug1hacIG3sX3zNy0djoIEZrfP7SSSseCFHsIlUUkZ0HYwwXX/ZJjNEceudFOdsmCpLWmif2/BKloKZKkhRCQCQJXVtTwfHT590ORSwSY0eOAKCkH4UQcd4tmwGYOHKsaKv3JUmRRYMDXYCs7CEWN2MM7xw8wKo123j/7eeLdq6cKG6O4zAwNEJ1ZQUej3xVChFTV1NJZ3cfff2yyofIndi+Q+DocbAsqKtzOyQh8oIxBlNSAtVVDD//QtFN84iRPa8sMcbQ39sBSJJCCMuy+NDVN9DZfpaO9rPs23VH0Q6iojhprRkYHKW2pgLJrwlxQV1tJQAnz0g1hcid2Dz7wNGj+NavQ3k9bockRF7QxtB134OYujoYGMAU6f61JCmyRGvNG6/tAcBfUuZyNEK475IPfRKlLD5450WsIpwrJ4pba0cPtuNQW1UuCTYhElRXluHzejgufSlEjllA8OQpQsYQCtsylVqIKI9lQX0dhMOEW1rdDicn5Mghi0LBCTxeHx6Pz+1QhHBdSWkVldVLOHLo5UlTPaRHhSgEp860AMjyo0IkUUpRWVHK8VNNMp6LnNJDQ5iJAJb0oxBiqvrIFKiJI0eLsuJTkhRZFFt+VIjFzhhDKBSivmE1A30djI70ux2SELNy6mwLPp+X0lJJOguRrK62inPnOwiFwm6HIopYuLsn8oMkKYSYqqIC/H4Gd+8pyr5vkqTIgtiZhGBAkhRCQCRJcWD/PdTWr8SyPHR3NbkdkhAZcxyHk2dbqKupRCnldjhC5J26mkocR3Omqc3tUEQR0719WDU1UC771kJMoVSkoezAoNuR5IQkKbLEGEMoOI7fLwOpEADKsvD6/GzcchU9nc04jkMoFMK2bbdDE2Ja4xMB2jp6qKupdDsUIfJSVWUpACfPSvNMkTtObx++rVskWSxEOrU1mKFhTBHuW0uSIktGhvvR2pGmmUIkueRDnyIYHKf57GH2PPkLaUIo8t7pc60YY6iuKivKeZ5CzFeJ30dZqZ/TZ4uzYZtwnzM0hBkdxbN1s4zDQiRwtL7QRLa2FgA9MOBeQDkiSYosGejvAqBEpnsIMcmWiz6CZXl47+0DKORsiMh/J2NNM6tlPBcinbqaSk6fk+keIjcmjh4DYPhcU1HOtxciK6JJCqev+Hq/SZIiSwYHIkkK6UkhxGQlpeXUN6zi8HsvTVnLWTrDi3yR+F48eeY8K5c34PN5XY5KiPxVW1NJ38AQff1DOI4jB5Iiq8YPHwWl8NTXTT5zLIS4oKwUSktx+vuLbhyWJEWWDEWTFD5JUggxxdJl6xgbHWRwsAtjTNENpKI4OI6DbducOtPC5g2r3Q5HiLxWUx1ZnvfE6WbufXivTOUTWRU4dhxqasDjcTsUIfJbbS1O/wDtd+0oqnFYkhRZMjTYi2V58HjkzJsQiRzHobquEcvjpae7Ga01+3bdUVQDqSgeXT39DI+OsXnDKrdDESKvVVWUopTi1NkWwEhVnMga4zgET5zE1Ne5HYoQ+a+2BkZGsIpsDJYkRZYMD/XiLymXDsRCJIhVTXg8XuqXrKK/pxXbDmNZMvSI/HTyTGS1gg1rV7gciRD5zeOxqKkq5+TZFqmME1k1euIkJhgESVIIMbO6WqD4mmfKkUIWGGMYHuzF5y91OxQh8ooxhgPP3IMxhoZla7HtEGdPveN2WEKkdeL0eUpK/Lz2xjvSUV6IGdTWVHKuuR2t5cMisidw4mTkhzpJUggxo1jzzH5JUogkWmu6Opvw+WX5USGSxaomauqW4/H6OPTOiwRCISYmJqQ8WOQVYwwnz5xn47qVeGQetBAzqq2pIBgKMzI67nYooogET5zEqq6CctmvFmJGJSVQXobuL64VPiRJkQVaa8KhCXw+qaQQIh3L8lDfsJqjh17FsW0AaaIp8kogEOTc+XbWr25EG43WWnqnCDGNuppKAAaGRlyORBSTwPGTeDZtRAp0hMhQbS2OJClEsrHRQYwx+Esk4yvEdJYsXYvWNoP9HQDSRFPklTNNbRgD69Y0ylQPIWagtaas1E9lRRl9g8OSdBbz5jgOgaEhwi0teDdtcjscIfKeozW2Y6NqazEjo0z09xfNGCxJiiwYHuoFkJ4UQsygunYpXl8J/b2t8ake0kRT5IvTTa0ArF21rGi+5IXIFa01xhg2rlvJ4OAoWmtZilTMW+DUadAaa8N6QMZhITJSVwNA5z/9vGjGYDk6mCdjDAP9XQDSk0KIGShlUVu/gqGBDhw77HY4Qkxy+lwbZaV+Drz8piQphMjQxnUrGRmbYHwiIElnMSeO48RPXASOnwCg/933ZBwWIkO6ujryw+CQu4FkkXybzJPWmtde3gWAX5IUQqTkaB2f419bvxLHsWk6+4HbYQkxyZlzrdRUl2NZspS0EJnQWrN+TSMQmS4lxHwFT5yC8nI8ZVKdLETG/H4oKyuqZUglSZEF4VAAUHh9JW6HIkTeipUGV9csw7I8HD/8mqzuIfKC4zj09A7QNzBMbXWF2+EIUVA2rF0BwKkzLS5HIgpZrKdJ8NQpqKt1OxwhCk9NDc7AYNHsW0uSIgtCwQl8/lKUkrNvQkxHa42yFDV1yzl57I2imTcnCt+ps5EDrBpJUggxK+VlpVRWlHL6XKvboYgCprWm9ac/x+nqhro6t8MRovDU1sDICDoQcDuSrJAkRRaEguOysocQM4hUUkSSErX1Kxkd6ae99ZR0hBeuir3/Tp1twev1UF0pY7kQs1VbXcHppjYZx8WcOY6D6R+M/CKVFELMXk2keWbo7DmXA8kOSVJkQTA4js8nc+eESCc21SOmpn45yrI4fuQ1tDayDKlwjdaa+x7Zy8mzLaxbvVwa/wkxB9VV5YyMjjM2PuF2KKJAOY6D09cHlgW1tW6HI0ThiSYpgmfOuhxIdsje2Dw5jkMoOCGVFEJMI7GKAsDr9bNuw+UcP/xrQJYhFe7SWnO2qY1N61e6HYoQBammuhyAgcGRSSs1CDEbpr8f39o14PW6HYoQhaesFPy+yDK+RUCODOYpEBhDaxufXyophJiNrRd/hN7u80yMD7sdiljkhkfHCYVtNq1f5XYoQhSkqopSLKXoHxqRBIWYNcdxsG0bPTCAf8tmt8MRojApBTU1UkkhIoYHewFZflSI2dq87VoA+vvapS+FcNXA4AgAG9YsdzkSIQqTZVlUVZUzODTqdiiiQDm9vRAM4d24we1QhChcNTWEm5qxg0G3I5k3SVLM09BgDwA+SVIIMSu19ctZsnQ1g/0d0pdCuMZxHPoHR6iuqqC+rtrtcIQoWDXVFQwOj8o4LuYkfCbS7M+3aaPLkQhRwGpqwLYJnS/8JaEzSlIopT6RyWWL0eBANwD+EpnuIcRsbd52LUOD3TiOLX0pZiDjcO4MDI1SWuLFtm2p5hFijqory7Bth66efrdDySkZi3MjfO4cKIW1erXboQhRuGojzTMDp08XfH+gTI8K/m+Gly06w0OR6R4+n1RSCJGp2PSOjZuvQmuH4cFut0MqBDIO58Do6Dhj4wFqqyt5bPcBSVIIMUex5pmnz7W6HEnOyVicA+Ez56CqEu31TGq0LYSYhcpKVEkJwdNn3I5k3qZtn6uU+hjwcWCpUurfJ1xVDXhyGVihGB7qxeP1Y3k8yL6tEJkxxvD8/p185nPfRlkeBvo7aFgmZ09SkXE4t043RQ6oamsqsCxLStWFmKPK8jIsS3G2uZ3PuR1MDshYnFvhs2fjZ4GFEHOkFN71a4siSTFTJYUfqCSSzKhK+DcMfDO3oRWG4aFeaZopxBxYloXPV0J1TQMD/R04ji7osrQcknE4h06eiczbrKkqdzkSIQqbZSlqqio419xRrI2QZSzOEbt/AN0/gKmuib533I5IiMJkjMG7fh2B02fRBb5PPW0lhTHmJeAlpdR2Y0zzAsVUUIYHe2X5USHmIDblo7qukZazhwgExtwOKS/JOJwbxhi01pw620JVZeQMsBBifmqqy2lq6eDeh/dy23e+isdTPAUGMhbnTvBM5Kyvrqmm5/4HUUp6VAkxF9oYxju7UOPjTLS2UrFundshzdm0SYoEJUqp24H1ifcxxtyQi6AKyfBQL2XltW6HIUTBMcZwYP891NQ20gL097XFm/wU045tFsk4nEVaa+55aA+nz7VRX1vhdjhCFIXqqnKaWroZHQ+4HUouyVicZaFT0dL06mo8loWWSgoh5syqq8MAoTNnF0WS4hHg58AdQGHXjmSRbYcZGx2kum6F26EIUZCUZVFaVoW/pJyBvg6Z7jE9GYezbHwiyNj4BBvWLHU7FCGKQmza1MDQiMuR5JSMxVlijCEcDhM4dQrPiuU4Pp/bIQlR+KqrQCkCp85gPnu929HMWaZJCtsY87OcRlKAhof6APDLdA8h5kwpRW3dcnp7zuM4ttvh5DMZh7Osf3AIgOpq6SskRDZUVpTi8VgMDo26HUouyVicJVprWu+8G/v0GbybNxNyOyAhioBWClVVxegrr6J/94duhzNnmU76elop9a+UUiuUUvWxfzmNrACMxJcflSSFELOltY4vM1ZV24h2bFrPH3c5qrwm43CWDQyN4rEsKsslSSHEfEVWxlFUV5YzNFzUSQoZi7PEcRx0MITT3YNnfeGWpQuRb1RtDSZ6IqZQZVpJcVv0/z9OuMwAG7MbTmEZHo5UUkjjTCHmp7o2Um5/5uQ7XHTJdS5Hk7dkHM6ygcERqqvKUUqaZgoxF7EGyEB8+d6a6nLOt/USCoUoKyvKBKCMxVlkBgcBsNathSNH3Q1GiGJRWwPnW7D7B/Avb3Q7mjnJKElhjNmQ60AK0dBgpJLC4ytxORIhCpvX66eyaglnTr7jdih5KxfjsFKqlsi86suI7GT/CDgBPESkKVwT8C1jzED09n8O/JjIPOx/a4x5JtsxLQTHcQgGQwwNj7FmVYPb4QhRsIwxPLb7hUmr41RXlqO1pqOrj43rV7sYXW7IPnF2mYFBgEglhSQphMgKVVOLIbJyTnkxJymUUj9IdbkxZmd2wyksw0N9oBRen9/tUIQoeNV1jbS3HGd8bJiq6jq3w8k7ORqH/x7Yb4z5plLKD5QD/xE4YIz5K6XUnwF/BvypUuoS4FbgUmAl8LxSaqsxpiAbx7W2d+NoTU2VrOwhxHwkL99bHW2eeba5jQ3rVhVdpVK2x+LFmiyOMQODUFaGqSgn8vSL6/0ihBt0dRUAgVOn4RMfdzmaucm0J8V1Cf8+Bfxn4Gs5iqlgjAz14fX6UTKgCjFvNXWNGKM5LdUU6WR1HFZKVQOfBu4EMMaEjDGDwC3AjujNdgBfj/58C/CgMSZojDkHnAY+PNftu+3k2fMA1FRLkkKIbKooL8WyFHuff41wOOx2OLmQ7X3iWLL4IuAK4BiR5PABY8wW4ED0d5KSxTcBP1VKFfSa3WZoCFNTTc8DD2GMrD0qRFb4fFBeTujMWbcjmbNMp3v8m8TflVI1wD1z3WixZI1HhvukH4UQWVJZVU9JaTmnjr3FVdd+zu1w8k62x2Ei86d7gLuVUlcAbwN/CDQaYzqi2+xQSi2L3n4V8HrC/Vujl02ilPoJ8BOAtWvXziO83DrT1IbP56G8zC87xkJkkWUpKivKGB4ZdzuUnMjmWJyQLP6d6GOHgJBS6hbg+ujNdgC/BP6UhGQxcE4pFUsW/3ou23eTMQY7EMCMjMDyZXisTM+bCiEyUltT0EmKuY4I48CWeWy3KLLGI8MDsrKHEPMUWeXDoJTFhs1Xcur4QWzbjjdjE2nNdxz2AlcDPzPGXAWMER1300hVMjbl6N4Yc7sx5lpjzLVLly6dR3i5dbapndrqiqIrRRciH1RXljM0MobWGsdxij0ROJ+xODFZ/K5S6g6lVAVJyWIgMVncknD/lMliiCSMlVIHlVIHe3p65hhe7mitafvHn4IxUF3tdjhCFA0nunqeqq3F7ujEGR1zO6Q5yShJoZR6Win1VPTfHiJVD7vmssFiKjEeGe7DJ00zhZi32HKkm7Zew0B/J73drW6HlHeyOQ5HtQKtxpg3or8/SiRp0aWUWhHd5gqgO+H2axLuvxpon8f2XRMMhmhp76a2utLtUIQoStVVZYTDNl09/dz78N74yh/FIMtjcU6SxVAYCWM1PBL5oUaSFEJkXfRzNX7yZEGe+Mt0CdK/TvjZBpqNMXM9ishJifFC01ozOjLAshWyNLYQ2aC1ZsOmKwA4dfwtljaumeEei042x2GMMZ1KqRal1DZjzAngc8DR6L/bgL+K/h/b+X4KuF8p9TdEGmduAd6c6/bddO58O1prqqvK0FqjtcaSUmMhsibWPPPeR/ayZuVyl6PJumyOxamSxX9GNFkc3R8uymQxgB4cAsuCiopIRYUQImvsqio8wMSp05Rf8SG3w5m1jPbKjDEvAceBKqAOCM1jmznLGi9kadv42BBaO9KTQogsMcZQVbOU+oaVnDhWkMe+OZXlcTjm3wD3KaUOAVcC/51IcuJGpdQp4Mbo7xhjjgAPE0li7Af+oBBX9jDGcOJ0pGlmrTTNFCLrtNZUlEWqTIdHJ1yOJvuyORYbYzqBFqXUtuhFsWTxU0SSxDA1WXyrUqpEKbWBAk4WO46DHhyEqiq0NKAXIvtKSqCkhMDpMwVZSZHpdI9vERkEfwv4FvCGUuqbc9xmzkqMF7K0bXAgkgTxSk8KIbLCGMOze7fj95dz9uS7BIMBHMcpyIE1F7I8DgNgjHkvOmZ+yBjzdWPMgDGmzxjzOWPMluj//Qm3/0tjzCZjzDZjzL75PSN3aK058PJb1NdW4/f73A5HiKLk9XqoKC9haHjU7VCyLgdj8aJLFseYoWGZ6iFEriiFVVtD6Ow5tyOZk0yne/wn4DpjTDeAUmop8DyRBMOsFEuJ8chwZL9dKimEyB7LsqhrWEFn+2nONx1ly7ar3Q4pn2RtHF6MjDGEw2GMMQwOj3LRlnVuhyREUauqKGOoOFf4yOpYbIx5D7g2xVUpl7kyxvwl8Jdz2VY+CfX3QyCAkiSFEDmjamsJnzmLCYfB73c7nFnJdBKuFRuMo/pmcd9UCj5rPDTYCyCrewiRRVpramqWYVkWp48fdDucfJPtcXhR0Vpz3yN7GRoeZWw8wLrVjcW+4oAQrqqqLGNiIkgobLsdSrbJWJwFoXPNkR8kSSFEzli1NWDbBJrPF1xlcqaVFPuVUs8AD0R//zawd64bLYas8chwHyCVFEJkm9frZ/W6izl1/CBfuuUnboeTT7I6Di9GlmVxtjkyW/B8SxtL6mXnWIhc0FpTWRHZPyrCKR8yFmdBqKkp8kN1jatxCFHM7MpI763Q2XOwbavL0czOtEkKpdRmIqtu/LFS6hvAJ4k0svw1cN8CxJe3Rof78flL8Xi8aF1YmSkh8pmjNRu3XM1Lz93L2OggFZW1bofkKhmHs8cYw6mzLQDUSNNMIXKqqrIMKJ4khYzF2RU+1wQlJRi/H4poiVoh8kplJfh8BM+cxXEcPB6P2xFlbKbytL8DRgCMMY8bY/69MebfEckY/11uQ8tvw8P9VFXJ8qNCZFvYtlm97lKMMZw+8Y7b4eSDv0PG4awwRvPq6+9RWVGK11s4X9RCFKISv48Sv4/BIklSIGNxVoWammWqhxBZ5GiNMUkJP6XwrllN8Ny5gpviOlOSYr0x5lDyhcaYg8D6nERUIEZH+qmoqnM7DCGK0oqVmyktq+Tk8bcwxuA4TsENrlkk43AWDQ6PUV1V7nYYQiwKVZVlDI2MFdxc6DRkLM4S4ziEm89DtSQphMglbQyhsE3w2AlCoVBB7UvPlKSYruFCWTYDKTQjw31USpJCiKwzxmCAjVuu5NSxt3Achz1P3o5evOWgMg5nSSAYIhgKS5JCiAVSXVXOyOh4sSQpZCzOklBbOyYUkpU9hFgAVm0NKhSi8+e/KKh96ZmSFG8ppX4v+UKl1I+Bt3MTUmEYGR5Y9HPlhcgFYwwHnrmHjVuuZmiwh+6uZixrUTdOl3E4CxzHYXAoUnZeUylJCiEWQlVFOVobOrr63A4lG2QszpLAmbMAOJWVU8vThRDZFa1YUiPDLgcyOzOt7vFHwBNKqe9xYQC+FvADv5HDuPJaKBQgGBijve0sy1dtczscIYqOZVls3nYNACePvulyNK77I2QcnpfYlKHB4TEAqqSSQogFUVFRAsD5ti42rl/tcjTz9kfIWJwVsSSFqaxEuRyLEEUvWrFkBodcDmR2pk1SGGO6gI8rpT4LXBa9eI8x5oWcR5bHhodk+VEhcq22rpHGFRs4cfQN1m64bOY7FCkZh+dPa839j+5laGSM8rISPJZCa73YK3SEyLnK8lKUgvOtnW6HMm8yFs+fMQatNcFz56CqCgpopQEhCpbfjykrRRdTkiLGGPMi8GKOYykYQwM9APh8kqQQIldCoRBbLrqO1156jJVrtsbnNBfS8knZJOPw/FiWxdDwmCw9KsQCUgoqyss439bldihZI2Px3GmtabvzboJnz0F1dWSqh5JksRA5V12NGSqsJIWMDHMwNNgLSCWFELnkOA4bt1yD1g59Pe3F0nhNuCQUtpkIhKiWfhRCLKjqyjLOtxZPkkLMj+U42J1dmOoqt0MRYtEw1dWYkVF0KOR2KBmTJMUcjAxHp3v4SlyORIjitmbdxZSWVdLX0xa/zHEcSViIWRscGgGgukqa8AuxkKqqKujuHWB0dNztUEQecGIl55KkECLnHK0xRmNqqsEYAmfPuR1SxiRJMQcjI/2AwitJCiFyItboUFkWm7Zew0B/e0EtmyTyz1C0aaYsPyrEwqqujCQGm1raXY5E5AM9MBj5QZYfFWLhRFf4CJ4963IgmZMkxRwMD/bh85WglPQkFiIXYsuQOo7Dpq3XEA4F6Gg7heM4hEIhqaQQszY0Mk5JiY8Sv8/tUIRYVGJTrGTKhwBwBgdR5eVQJlVtQiyYigrweAhJJUXxMsYwPNSL1y9VFELkkmVZaK1paj4BwAlZilTMQawqZ2hkjBqpohBiwfl8FqUlfpqLYIUPMT+O4+AMDOJbtxYji48KsXCUgupqAmfOYYxxO5qMSJJilrTWtLWelpU9hFggJf4yKqrqOXHkdamgELOmtWbHA08zOhagqqIMrbVMHRJiASmlWLViaVGt8CHmxhiDHhwkGJgomAMlIYpGTTXB4ycKZl9akhSz5DgOdjgg/SiEyLHYGXCA2voVtLeeZHRkwOWoRCEaGZsApGmmEG5Zs3Ip51s75cB0kbO7e8C2UdU1bocixKKjaqohHI58DguAJClmyRiDHQ7Kyh5C5FisL4Uxhtr6FQCcOv6Wy1GJQhRrmlkly48K4YqVjUsYGw/Q0yuJ5sUsdC46H75ammYKseBqCqt5piQpZikwMYoxRiophFgAlhUZosoraqmsqufE0TdcjkgUkgv9KEbxeT2UlkjTTCEWmjGGFY1LAKQvxSIXOtcc+UGWHxVi4UUrmAKnJUlRlGLl5l6f3+VIhFhcNm29htMnDhIKBd0ORRQIrTX3PbKXoeFxqirLZEUmIVxgjOHt948CcO58e8HMhxbZFzp3DsrLwScJYyEWmvZYUFFBsEBW+JAkxSzFkxReqaQQYqEYYxgdHSYYGOf8uSNuhyMKiFKK4dExKiuk2bEQbvH7vdTVVnFeKikWteC5pnjJuRBi4amamgvTrvKcJClmaXR0EEB6UgixwKprG1FKcfLYG/EyfmnCJtKJvUfGJ4I4jqayQppmCuEWYwweS3G+VVb4WKx0KES4tQ1VI00zhXCLqqkm3N6BDuZ/VbIkKWZpbGQQQHpSCLFAtNYYo/F4fVRWL+XksbcIh8PsfvyfZSlJkVZsqkf/wCAAVZKkEMJV1ZVltHX2YNsy3WOxMcYwcfYcaI2prsIY+e4Wwg1WTQ1oTbCp2e1QZiRJilkaHu4DpCeFEG6orV9OX08LA/2d8aaaQqRjWRYjo5HlR2W6hxDuqqwsw3E0Le1d0pdikdFa0373jsgvsrKHEK5wtMaprACiU6/ynOzlz4LjOIwM9eP1+lFKXjohFlpN3XIATh170+VIRKEYHhunrNSP1+txOxQhFrWqykg1k/SlWKSGhsHvw1TIUtBCuMVUlKP8fiZOn8n7ZLEcac/S2OigTPUQwiWlZVXULVnByWNvoqVcVGRgZHQifnAkhHBPZXkpHsui6XyH9BRaRBzHwXEc9OAg3jVrMMgqS0K4xdYaU15GoABW+JAkxSyNjQ1JkkIIF23edi1NZw7hOLbboYg8F7bDjI0HJEkhRB6wLIsVjUs439bF/Y/ul55Ci4weHCIcDktySgi3VVcTampyO4oZSZJilsZGByRJIYSLNm29FtsOMdgvXeJFarGVPYZHRjEmcgZXDoiEcN+qFUtp6+iRnkKLjD0wAMEgVq2s7CGE21R1FXpgEGdoyO1QpiXfErM0Njoky48K4aLlq7ZiWR76e9vcDkXkqdjKHsMj4wCy/KgQeWLVigZ6+gYJhcNuhyIWUOhsEwC6Slb2EMJtproKIO+nfEiSYhbscIhgYEwqKYRYYLFlSAG8Xh/VtY3097Vj2zLlQ6RmWRbDoxNYlqK8TMZsIfLBquVLARgZHXc5ErFQHMdh4swZAHRlpcvRCCFMlSQpis7o6CCAVFII4bKauuWEguN0deT3ACvcNTI6TkV5KZYljdqEyAerVkSSFMOSpFhUQueaobQESmT/WQjXlZSA308oz5chlSTFLAwP9QFIJYUQLostRXrs8K/zfgkl4Q6tHYZHJ6iWpplC5AVjDEvqqvF6PFJJsciEm5qgWvpRCJEXlELVVBNqanY7kmlJkmIWRkcGAElSCOE2r6+E8spaTh570+1QRJ4KhcIEg2EqJUkhRF4wxvD4ngMsb6yXJMUiYhyH8PkWqK6WfhRC5AlTVUWoqRmdxyf6JEkxC2My3UMIV8VWbTAYautX0NJ0hPHxEbfDEnloeHQCgCppmilE3lBKsbKxId7UVhS/cGsb2DamWvpRCJE3qqswgQDB9g63I0lLkhSzIJUUQrjLGMMLz94LxlBbtxytNSePvuF2WCIPjYxFDoKkaaYQ+UFrjeM49A0MMBEIMjERdDsksQDi896rq12NQwhxgVMZaZ45fvq0y5GkJ0mKWRgdGcDr82NZXrdDEWLRsqzIsFVeWYfX6+foB6+5HJHIR6OjE3g8FqUlPrdDEUIkiFU3tbR3uRyJyDVjDIGzZ8GyoEoqKYTIG9FlSPO5L4UkKTJk2zbDQ/2UV9SANIoXwnVKKWrqV3Dy2FsEgwFCoRDGGLfDEnliZGyCivJSlJIBW4h8UllRCkBza6eM2UVOa83wy6/iWbkSPB63wxFCxHi9UF4uSYpioLWm6exh7HAY5EtViLxQU7ecifFhms4eYd+uO9BamnKJiJHRCSrLZaqHEPmmvKwEy1I898s3ZMwuYo7jRHpIDQ3jXbfW7XCEEElMdRWhc02EQqG8XClPkhSzYIeD0o9CiDxSU9cISnHy6BvxaSBCjE8ECARD0o9CiDyklKKivJThkbG83DEW2aPHxmF8HM+aVW6HIoRIVlWF3daOCYXdjiQl2aufhXA4iM9X6nYYQogor9dPdXUDp46/5XYoIo+0dfQAUFEu47UQ+aiyvJSR6Ao8oniFmiOl5J61a1yORAgxRXUVaE2opcXtSFKSJEWGjDHY4YBUUgiRZ+rqV9DeeopQKBAvLxWLW2t7NwAVMt1DiLxUWVFKIBhifDzgdigih2Lz3b1rJEkhRN6JrriTr30pJEmRocDEKMYYSVIIkWdq65cDMNCfv2s9i4XV2tGDUooyme4hRF6qjK7w0drR7XIkIpdCzc3g8WAtbXA7FCFEssoK8HouLBOcZyRJkaGRkQEAfJKkECJvaK0pr6yhvKKagT5JUoiI1vYuKspLsGRlDyHyUmyFj5Y2SVIUs+C5ZlRNNUp6RgmRfywL7+rVhJqa3I4kJRk1MjQWTVJIJYUQ+cV2NBs2X8lAX7ssZyeASE+KSulHIUTeKiv1Y1mWVFIUMcdxIgc/0ZJyIUT+8a1bS/BcU15OlZYkRYZGRwcBSVIIkW+MMazfdCWhUIDO9rNuh1NwlFIepdS7Sqnd0d/rlVLPKaVORf+vS7jtnyulTiulTiilvuhe1OmFQmE6u/vj5eRCiPyjlKKqoozW9m7pJVSk7IEB9NAwVFdFliKVcwhC5B3PmtU4vX04I6NuhzKFJCkyNDYyCMh0DyHyjTGG1vOnATh5TFb5mIM/BI4l/P5nwAFjzBbgQPR3lFKXALcClwI3AT9VSnkWONYZtXf1YoyhvNzvdihCiGlUVZbR0i6VFFB8yWJjDIGz5yI/V1XRc/+DUukoRB7yrl0LkJdTPlxLUhTagDw83AeA1yc7vkLkE601/tIyysprOHX8LWzbjp61kR2imSilVgM3A3ckXHwLsCP68w7g6wmXP2iMCRpjzgGngQ8vUKgZi63sIdM9hMhvlRVl9A8MMzo27nYo+aCoksVaa3oefhSIJCk80pNCiLxjjEGtXgXk5wofbo4aBTUgj40O4vX6UUoGWiHyUW39cprPHSYQGGfPk7ejtXY7pELwd8CfAIkvVqMxpgMg+v+y6OWrgMTFtFujl+WV862dKAVlpVL1JkQ+izXPPN/a5XIk7irGZDGAGhpGVVdBiZzcEyIfaWPo3/8Mqrw8L1f4cOWIu9AGZGMMI0P90o9CiDyitY5XS2itqa1rxLHDnD31PpactZmRUuorQLcx5u1M75LisinlKkqpnyilDiqlDvb09Mwrxrlobe+mtMSPZcnKHkLkK601ZaU+AFraF3eSghwli90ei/XQcKSUXFZZEiJveTwefOvWSiVFgr+jgM7eaa1pOX9CkhRC5CmtNZXVDXi9fs6czPSYe9H7BPA1pVQT8CBwg1LqXqBLKbUCIPp/bNJ4K7Am4f6rgfbkBzXG3G6MudYYc+3SpUtzGf8Utm3T2t4dP0MrhMhfZaV+PB4rPkVrMcpVshhcHovDYczQEN61a2a+sRDCVd5okiLfpkkveJIilwNyLrPGdjgoTTOFyGdKsWb9pZKkyJAx5s+NMauNMeuJTKl7wRjzfeAp4LbozW4DdkV/fgq4VSlVopTaAGwB3lzgsKdl2zatHd1USD8KIfKeUorKijLOty3qSoqcJIvdZnd3g+NIkkKIPOdojWfNavTYGHb3wldcTceNSoqcDci5zBrb4aBUUgiR5zZuuZKervMEAmNuh1LI/gq4USl1Crgx+jvGmCPAw8BRYD/wB8aYvFo3sLtnAK2NVFIIUSCqKstobe9ZtMuQFmOy2BjD+OkzAFirV8nSo0LkMWMMVrR55viZMy5HM9mCJykKcUAOBidwnLBUUgiR5zZsuRqAgb4OlyMpLMaYXxpjvhL9uc8Y8zljzJbo//0Jt/tLY8wmY8w2Y8w+9yJOrbUjchZAKimEKAxVFeUMDo0wOjbhdij5pmCTxVpr+h5/EoD+X/0670rIhRAXaGMY+PXrAISaz7sczWRetwNI8FfAw0qpHwPngd+CyICslIoNyDYuDMijI4MAUkkhRB4zxlC/ZBVV1fX097b//9u78+BI87u+4+9vn2p1t6S5NNdes+tdr+297PgiBkNMAONQmECZcorDVXGFcNschW22CkKBU1yBKhKSADHUYgwG4gWb2Bifi4nJ7np3Z/aaSxqN7mM0I2nUOlrqfp5f/uhHs/KspNHMdPfv6e7Pq0q1rVarn8+Onv7p0bd/v+/vyrtyyWTsdmeTBpnYKFLkNFaLtIJCPgfA2MQMvT0Fz2n8cs49BjwW3b4EfOs2j/sw8OGmBbsRiyXI5UhmswTaaUsk1iybhWyWtfPxap7ptQV+q7x7t7y0AEA6owtfkbhyzvGFv/9TbrvzQeYvTRGGsXpzSZpgfHKGbCZFOh2n+ruIbCefq+3wMTox7TmJ1JNbXISeHoIwxDkVKURir6fI2oiKFC1nqTQPaCaFSOyZsbS0SLW6zsTYWd9ppMnGp2avvDMrIvHXdWWHj3g1bJMb56rV2kyKnqLvKCKyS9bTQ2V0DBejmU8qUuzClZkUKlKIxF7fnoMADJx+ynMSaSbnHBPTs+pHIdJCnKs1uh2b7OgdPtpKeWQUnMOpSCHSOopFXLkcqx0+VKTYBc2kEGkdqXSWQnGvihQdZm5+kXJ5XTt7iLSYQj53pZ+MtL614eHajaKKFCKtwnp6AFgbjs+SDxUpdmGpNE8ikSSR0DpnkbgLw5Cevn7Ghl9kdXXJdxxpkpHx2pr2gmZSiLSUYj7H5cVlSkvaOrodrA+PghkUO7sRqkgrCfLdAKwODcVmRx4VKXZheWmBVDqLmfmOIiK70LvnIGEYcvrFJ1lfX/cdR5pgYuoCAHn1pBBpKd25DACj42qe2Q7Wh0egUICE/sQQaRVhOo3LZrn0uS9QqVR8xwFUpNiVpdK8lnqItJBCzz5S6SznB0/4jiJNMjZ5ge5clmxGM95EWslGH5lxLfloC+vDI2qaKdKKisVa09uYUJFiF0qleTXNFGkhZgluvf1VDA0c9x1FmsA5x/jEDIcP7teMN5EWk+vKkEmnGJ+4EJtpxnJjwvV1qjMz6kch0oqKBdziYmx2+FCRYheWSwuaSSHSQpxzrFcqzM6MUlqc8x1HGiwMQ84NT3D44D7fUUTkOpkZBw/s5alnTxHG5OJYbszq8AiEofpRiLSgsFCAIKA6e9F3FEBFimsKw5DlpQXNpBBpMT19ta1IB8887TmJNFppaYW19QqHDuzxHUVErpNzjkP9eygtr/qOIjepHO3sEeTzfoOIyHVzUXGxfP685yQ1KlJcw/LSZcIwIJlSkUKkVYRhSHe+j2xXXks+OsBG08yDKlKItBznHHPzl1ldXaO8pkbHrWxtZLR2Q0UKkdYTFSkqG69jz1SkuIal0jyAZlKItBgz47Zj93Hu7HGCIPAdRxpofLLWcO9Q/17PSUTkRhQKtV15JtU8syUFQUC1WmV9ZKxWoEgmfUcSkeuVyUA2y9rwaCz6A6lIcQ1LSwsA6kkh0oJuv/MBFuZnmJ0Z8x1FGmhscoZEwti3p8d3FBG5AYXu2jXW6IS2IW1VYRiy+vzzapop0sJcscjq8ROx6A+kIsU1bMykUJFCpPXcfuf9AAycVl+KdjYxNUuhuwvnXCyq/yJyfbpzWcxemhUlrccFAZSWcAUt9RBpWT0FXCkeO3yoSHENS4tRkSKV9pxERK7X3n1HyRf3MHDmKarVqu840iATU7MU8l08+ukvq0gh0oISiQTduS4mtNyjZa2NT4Bz2tlDpJUVi1ANqF7wPxarSHENS0sbMykynpOIyPVwzlGtVslk8pw99aSKFG1qbW2d2UsLFLq7SCTMdxwRuUHFQk5Fiha2PlpbVhkU8jjn/11YEbkB0XKt1Rjs8KEixTWUFudIpTKY6Z9KpJU45/jS5/6MYu8BqpU1pibO+Y4kDTAxfRHnHPnuLt9RROQGhWFIvruL6dlLVKtqdNyKKmPjtRsFzaQQaVnRTKi188N+c6AixTUtLc6rH4VIi0okEhR79wMwNHDCbxhpiNHxKQDy+ZznJCJyMwr5HEEQMjVz0XcUuQGVsTHIdUEq5TuKiNyoTAa6uq7MjPJJRYprWFqaJ53WO3QirSqT7SbblWdo4LjvKNIA41OzmBn5nIrJIq2skK9da41PXvCcRK6Hc44gCKiMjmlnD5F2UCxSGRn1nUJFimtZXlrQTAqRFtfT18/wuecIAvWlaDcTU7Mc2N+HVuSJtLZCd2021MjYlOckcj3CMGT8I39CZXxCRQqRNmA9RSpj4953+NBl3TUsl1SkEGl1PX39rK2tMDL0IkEQEARa89wOqtUq4xMzHDm433cUEblJyWSCvXt6GJ/STIpWkyiXceWyihQi7aBYxJXLrM/MeI2hIsUOKpU1yuVl0ipSiLS0Yu8BAAbPPKMCRRupVCpMTM1yqH8v2nlUpLU5F5IwtMNHCwovL9b+W8h7TiIiN8tFzTNXBoe85lCRYgfLpQUAUhkVKURaWTqdpf/QHQwNnNBMijYye3GB0DkO7t+DU5VCpOUV8jkmpy9qjG4xlYUFAFxeO3uItLxoRlTFc/NMFSl2sFSaByCdUpFCpNUde8WDDJ9/nmp13XcUqZPx6B3Xk2cHVaQQaQOF7ixr6xUuXJz3HUWug1ss1XYFyGZ8RxGRm5XJQDbL+qjf5pkqUuzg8uVLAKQy2t1DpNUdu+shqpV1Rs6f9B1F6mRjWnhR24+KtLwwDMlFu/RMqC9Fa1ksqR+FSBuxnh7WxzSTIrZKi7UihXpSiLS+2++8DzNjePBZ31GkTiamZ8lmUqTTKd9RRKQOCt21663Rcb8N22T3qtUqbnERV1Q/CpF2EIQhrpBnfWTM6yxVFSl2sLQYLfdQkUKk5eW6ixw6ehdDgye0NKBNTExeIN+tmW4i7SKTSZNOpxif1EyKVhFcvgyVChTUj0KkXVhPEbeyQvXSnLcMKlLsoFSaI5PNkUjqXTqRdnDsrgcZGz7JWnnVdxS5Sc45JqYvUtBSD5G2UujOahvSFlIZidata7mHSPuIXs+rQ+e9RVCRYgeLl+cwS+pdV5E2EAQBtx27H+dCRodf9B1HbtLC5SVWVssU8ppJIdJO8t1dTExdJAxD31FkF9ZHx2s3ippJIdI2otezz+aZKlLsYKk0T1pNM0XagnOOo7fdCxhDgyd8x5GbNDI+BaDlHiJtpjuXZXlllYXLJd9R5Bqcc6yNjEAqBV0ai0XaRZhOY4U86yOjBEHg5Q17FSl2UFqcUz8KkTZRqVR47PN/Sb64h/NqntnyNrr/q0gh0l7yUfNM9aWIvzAMWXriSVyxAGa+44hIvZiROnqU8vAIEx/5Ey8z21Sk2MFSaY6UihQiLc85RxAEkDB6eg8wMXqG1dVl37HkBgRBwPr6OqPjM2SzGbqyad+RRKSONgqP49EWwxJvrlRS00yRNuOcI3H0CJWxcZIJP+UCFSm2Ua2sU15d0nIPkTbgnOOLn/0oOEeh9wBhGDA0cMJ3LLkJE9OzHO7fi+ndO5G20pVNk0wmGJuYZn19XX3BYixYWobVsppmirSZ0DlWpqcJL18mWC17yaAixTaWStp+VKSdWFQJLhT3YZZg8MwznhPJjXLOMTE1y+GD+3xHEZE6MzMK+Rzjk7P8+f/+rBpoxtiVpnpqminSfqLiY3j5spfDq0ixjVJUpEilNZNCpJ0kkykKxb0MDRz3HUVu0PLKKvMLJQ4e2Os7iog0QCGfY2J6loSnacayO+ujY7Ubmkkh0nZctIwrUJEiXkqLcwBa7iHShop9/UyOD7K6ou7xrWhy+iIABw/0aSq4SBsq5HPMzS+yXqn4jiI7WB8ZhUSCMJfzHUVE6i3XBakk4eKil8OrSLGNK0UKLfcQaTs9vf04FzI0oF0+WtFE1FDv2RfOqEgh0oYK0Q4fpaUVz0lkJ2sjo1Ao4NA4LNJ2zHCFAuFlFSliZelKkUIzKUTaSRiGdBd6SaUynD39VG3XD2kpk9MXMdP2oyLtqjsXFSmWVaSIs/WxMS31EGlnxSLhop9ZxypSbKNUmiPb1U0imfQdRUTqJAxDnAsxS5Av7OHcWTXPbEXjUxfozmVJJLSzh0g76s5lMTNKS6u+o8g2wrU1qtMzapop0s4KBVhdre3k02QqUmyjtDhHvrDHdwwRaZCevn6mJ4dYXlrwHUWu0+T0RQqaRSHSthIJI9+d1XKPGFsbHQPnVKQQaWfR63t9bKzph1aRYhulxTkKRRUpRNpVb18/AINnjquvQQupVgMuzM6Tz6tIIdKuwjCk0J1jaVkzKeKqPDwCgFORQqR9Rcu51kdGm35oFSm2sbQ4T77Qq2ZAIm0q291LOtPFlz/3McIw9B1Hdmn6wiWCMFQ/CpE2l89nWV5ZZW1tzXcU2cLGHy1hrttzEhFpmHw3JBIqUsRJafESF2enalPZRKTtOOfoyvWwMD/jO4pch7HJ2s9Lyz1E2luhO4dzMDVzyXcU2cL6aG1nD9S7TaR9mWHFYm0nnyZTkWIL1co6q6tLZDLa91mknfX0HWB1ZZHSoi6CW8X45AXgpe7/ItKeNpZ0jU6okBxHayPa2UOkE1ixWCtKNpmKFFtYKs0DkM7onTqRdlYo7gPg3NnjnpM0n5ndamZfNrNTZvaimb0vun+vmX3ezAai/+7Z9D0fMrNBMztjZt/R7MzOOcYnL9CVTZNK6d07kXa2MVtqYmrWcxK5WqVcpjIxgfWoH4VIu3PFAtWZC4TlclOP2/QiRStcGC8uzgGQSuudOpF2lsv3kUymGTj9NNVq1XecZqsCP+ecexXwZuAnzOzVwAeBLzrn7ga+GH1O9LV3A68B3g78dzNraqUgDEOeP3mOgppmirS9ZDJBrivDxHT7Fila4Zr4as45VkbHIAgI83mcU08nkXZmPUVwjtWoWW6z+JhJEfsL46VSVKRIZRp5GBHxzMwo9u7nhWe/0nHNM51zU865Z6LbJeAUcBR4J/BI9LBHgO+Jbr8T+Lhzbs05dx4YBN7Y5MwsrazSnVORQqQTFPI5Jqcu+o7RSLG/Jr5aGIbMPPKntdsFzaQQaXsbO3w0eclH04sUrXBhXLpcK1IkNZNCpO319PVTXl1iYf6C7yjemNkdwGuBJ4CDzrkpqI3XQH/0sKPA5o2yx6P7mubS3GWCICTfrbFZpN3VtiHtYnLmIkGbFpFb4Zp4K26xVLuhIoVI+ysUoh0+xq792Dry2pMirhfGpWgmRVpFCpG219NXG2qGBk74DeKJmRWATwDvd84t7vTQLe572fZHZvYjZvaUmT01O1vfadrjU7VCknb2EOkM+e4slUqVmQtzvqM0XL2viRs5FrvFEuRykErV9XlFJH4C50gePtT0HT68FSnqfWEcPWddBuSlxXmyXXkSCTVmE2l33fleUuksQwMd2TwzTW0c/phz7tHo7hkzOxx9/TCwMcVkHLh107ffAkxe/ZzOuT90zr3eOff6AwcO1DXvRgO9vHpSiHSEfFSQHJuY9pyksRpxTdzIsdgtlqCoWRQinSB0jiAMWe+EIkUjLoyhfgPy4uIlCsU9136giLQ85xw9vQcYGjiOc1te67UlMzPgI8Ap59zvbPrSp4D3RLffA3xy0/3vNrOsmR0D7gaebFZegLGJC6RSSTJpvXsn0glyuVpvsNHx9t2GtFHXxI3iwhBKJW0/KtJBEr09VCYnqTZxhw8fu3vE/sK4tDhHd74Xt3VxWkTaSBiG9Pb1szB/gbmLTb3W8+0twA8BbzOzE9HHO4BfB77NzAaAb4s+xzn3IvBXwEngs8BPOOeCZgaemLpAobuL2q8REWl36VSSbCbNxFR79gxqhWviq1UvzEIQ4Ar5Zh5WRDyyYhHCkPWJ5l0n+3g7auPC+HkzOxHd94vULoT/yszeC4wC74LahbGZbVwYV2nChXFpcY4gCNl/yIEuhkXaXqGnNvNq8Oxx9h1oai9Ib5xz/5etpw4DfOs23/Nh4MMNC3UNE9MXKeTVK0ikkxTyOcan2nYb0thfE1/tSod/zaQQ6RjWU3u9l4eH6b7rzqYcs+lFila4MC4tztG753CzDicinmVzBfKFPQyeeZo3veW7fMeRLSwtr3B5cYlDB474jiIiTVTIZ5mYmsU513azqFrhmvhqV5rnqSeFSOcoFMCsqTt8eN3dI47WyiuslZdJZ9SYTaSTdOUKDJ55hrBNt7prdSNjtcZ53TmNzSKdpDuXZbW8xqX5y76jCLA+OgbZDGQyvqOISJNYKkWyv5/KaPOaZ6pIcZXLCxcBVKQQ6TCFnv2UFi9xYXrEdxTZwsb2o3ltPyrSUQpXdvhoz74UrWZteERLPUQ6zHq1SvKWI7UiZZOoSHGVywu1dY+ZTM5zEhFppnxxPwBnTn7NcxLZytjEDJl0iu6c3r0T6SQbWw6Pjk931A5MceScY310jDCvpR4incQ5R/LIESrjE7igOW1wVKS4yuLlWpFCMylEOkcYhmSyOdKZHEODJ3zHkS2MTVzg8KH9bbcmXUR2lkmnyHd38eV/ekrL8TyrXryEW16GHs2kEOkkoXOsjI3jKhUq09NNOaaKFFdZmN8oUmgmhUgnMTN6eg8wfO45XQjH0NjEDEcP7dc7qSId6PDBfZSWV3zH6Hhr54cBcFruIdJ5oma5a8PN6UuhIsVVLi/M0pUrkEz62J1VRHzq6TvA8tICk+ODvqPIJkvLK8wtLHLx0pyKFCIdxjlHuVxmcWlFr3/PyufP126oSCHSeTaKFCPN6d2mIsVVFhdm6end7zuGiHiw0ZdiaOC45ySy2ej4DADFgpbhiXSiQiFHpVJlsbTsO0pHWzs/TKKvF7Jp31FEpNnSaZL79rI+opkUXiwszNLTu893DBHxIJPN0bfnIINnVaSIk7GJWpGikNcyPJFOVOiuvfbHJ7XDh0/l88NUUynNaBHpUMlbjlIe1kwKL2ozKQ74jiEiHjjnSGVyDA2cIAyb071Yrm1kfJqubIZsRu/eiXSiwqYdPsQPF4ZURsewnh7fUUTEA+cciSO1bUibUahUkWKTIKhSWpzXTAqRDtbT1095dYmxkTO+o0hkbGKGo4cPaGcPkQ6VSSdJJROMqEjhTWVmBlcua2cPkQ4VOsfq5CSuXKZ6Ybbhx1ORYpPS4hzOhRSKe31HERFP8tHrf/DMM56TyIaR8WmOHlavIJFOZWYUC92MTWi5hy9rG1O81TRTpGMloplUq0PnG3+shh+hhVyer/3yO3XyKU31FulQmUyOrlxRzTNjYv5yicXSMkcPaRmeSCcrFnOMTsyoH4InG9uPqkgh0rlcIQ/A2mjjm2eqSLHJQlSkyGbznpOIiE89ff0Mn3uearXiO0rHGxmbAuDwQS3DE+lkPYVuVlbLzF5a8B2lI62dHyG5fx8urd5AIp3KZTKQzbw0s6qBVKTYZO5Sba1jpktFCpFOVujZz9raCmMjp31H6XgbO3touYdIZysWajt8DEeFS2mu8vnzBMmkZrKIdLpisSnbkKpIscn8pSly3UVSKVWJRTpZsaf2B/HA6ad1QebZ6PgM6VSSvp6C7ygi4lGx0A28NLtKmqe6vs66dvYQEcCKRSpj4w2/PlaRYpO5S1Ps2XvQdwwR8Syd6SLX3cMTX/07wjD0HaejjU5MUyx0E4ahCkYiHSydSnJgXx9DwxO+o3ScytQUVCqgIoWIFIuES0sE8/MNPYyKFJvMXZqmb+8h3zFEJAaKvQcoXb6ovhQeOecYn7xAId/FX3/q8ypSiHS4W4/0Mzo+4ztGx1k7X1t/rpkUImLRNsRrDV7yoSJFxDnH/KUp9u497DuKiMRAsfcAYRgwNnzSd5SONTe/yPJKmUK+CzPzHUdEPLv1aD+TMxdZW1fxuJnWR6ImeT3a2UOk04WF2vLbtQZvQ6oiRWSptEClskbfPi33EBHIF2u7SZzTVqTeDI3UpnVvrEUXkc529PB+nHNXGupKc6ydGyJ56CAk9WeDSKdzmQyJ3h7K54YaehyNNpG5S5MA7NFyD5GOF4YhyWSKfKGPc2dVpPBlaGQSM+iJuvqLSGe79Ug/AMOjap7ZTGuD50gdu0M9mkSEEHDZLsqD5xp6HBUpIvPR9qM9vf04p0FYRKDY18/I0ItU1td8R+lI50cmOXhgL6lU0ncUEfEsCAJ6CjkymTTDY5O+43SMYGmZytQ0qwuX1RdIRABI7OljfXgYV6027hgNe+YWM3epVpXX7h4isqGnt58gqDA89ILvKB3p/Ogkt9+i2W0iUusd9uinv0x3V0YzKZpo493SRF+f3yAiEh+9PbhKlbXRsYYdQkWKyPylabrzvWS7tPZZRGoKxb0kEgkGzjxNEAS+43SUpeVVZmbnuO2oCsciUpNIGD3FPCPj03pXv0nWBgdrN/p6/QYRkdgIi9EOHw1c8qEiReTYKx7gLd/yvb5jiEiMJFNpDh+9m8HTT/mO0nHOj9amcx85tE9/jIjIFcVCjtLSCvMLi76jdITywCDJvXugq8t3FBGJi2IBy2Ya2pci1bBnbjGve+O3A7C6uuo5iYjEye13PcDjX3mUtfIK3Xltv9YsQ8O1nT1OvHCKrmzGcxoRiYueaLefc8MT7N2jd/cbrTx4jtQdd7AeVEloK2gRAYIwJHvbbayeHWjYMTSTQkRkG8457rjzQcIw4Oypr/mO01HOnhtl/95ecl0qUIjISwqFLIlEgrPnGrcWWmrC1VXWhkcoLy9pRpuIXBE6RxAElM8O4Bq0HFpFChGRbTjnOPXik3R15Tn5/Fd1kdZEZ86Nkk4lCALttiQiL0klk9x6pJ+BIRUpGq18dgDCkMS+fb6jiEjMJPfvw62usjYy2pDnV5FiExdVhURENlgiSS7fx3PHH6PawK2W5CVzC4tcvLRAX2/edxQRiaFXHDvKwNAYYagiZiOtnjxdu7F3j98gIhI7LtrxZ/XU6YY8v4oUm4RhyKc/9RG9WyoiX6dv72GqlTXGRk75jtIRzp6rVeX3qEghIlcJw5Bjtx1heWWVqZmLvuO0tZWTJ0kfPYJls76jiEjcFPIkCgXKKlI0XhAEGGoKJCJfr9B7ADBOv/D/fEfpCAPnxkgmk+S71U1eRL6ec45jtx0CUF+KBnLOsXryNNl7X0kY6s07Efl6Zkb2lfdoJkUzBEGAc5o6KCJfL5XK0NO7n1MqUjTF6cERbr/lIMmkfkWJyNdzzvHVJ58l15XlzOCI7zhtqzpzgWBujtTdr9CyGhHZUte9r2RteIRgZaXuz60rQBGRXdiz7whTE4MszM34jtLW1tYrnD03yqvuucN3FBGJqWQyyb13384Lp4Z8R2lbK88/D8ClU2cIQ/VrE5GvF4QhmVffC2HI6vMv1P35VaQQEdmF3r216cUnn/9nz0na2+mBYSqVKq955THfUUQkpsIw4DX33sn41AXm5i/7jtOWlp85QaJYJLmnz3cUEYkh5xype+7B0mmWj5+o+/OrSCEisgupdI49+w7z4nP/5DtKW3vu5CDJZII7bz+sddAisq377r0TgOdPnfOcpP0451h++hlyDz0Ipl5tIvJyoXPM/uVf0/Wqe1l55kTdn19FChGRXTAzXvPANzFw+mmWSvO+47St514c5BXHbuWTn/mSdloSkS2FYcCtRw6Q786pSNEA62PjVGcv0vXQA+rVJiI76nrwfsqD5whKpbo+r4oUIiK79OoH3koYBpx4+ku+o7SlpeVVzp0f5/5X30UioXfvRGRrzjmcc9x37508f1JFinpbfvo4AF0PPeg5iYjEWRCGZO+/D5xj5dnn6vrcKlKIiOyCc46evkN053t55snP+Y7TllZWy7zp9ffx2vvu8R1FRGLMOcdfPPpZ3vKmB3jrNzxEtarGjvW0cvw46cOHSB8+5DuKiMRc9pX30HX3K3B1HodTdX22FuacIwj0S05Etuac44v/8FH6D97B8NCzXJgepf/Qbb5jtZX+/Xv4wE/9EEEQ8M9PfM13HBGJNccbHrqXt37Da30HaTtHPvQLrE9PowV3IrIT5xxhIsEdf/D7WJ3712gmRSQMQ/7ub/9I2yyJyLYSiQT9h4+RTKX553981HectrW+vk4Qah20iIgPiVyOrmPaYUlEdhY6x8wjf0bYgGs2FSk2SZj+OURkZ8lUlvsf+ma+9vhnKJdXfMdpO5rVJiLi38ZYrP7FIrKdIAxpVAsx/VUuInIdgjDkTW95J2vlFZ56/O99x2k7YRjyF5/4jC6MRUQ8KpfLjH7kT7TLkoh4oSKFiMh1uuX2e3nH9/wor3zVG3xHaTtBENR9XaOItJ+X3unXH9GNkkzozwQR8UOjj4jIdQjDkCAIeNt3/CAHDqpxpoiIDxs7fFQqFd9RREQ6VhBdF9ebihQRVeNFZDf07p2IiH+NaNQmLwmCgDDU7zkR2ZmKFCIiMeCc47P/54/17p2IiLSllxoYq0ghIn60TJHCzN5uZmfMbNDMPug7j4h0rkSHrtNtxjis7UdFRHbW6LE4DEMmHvmoZgyKyDVVg4D19fW6jxctcaVtZkng94HvBF4N/Dsze7XfVCLSqYIGDchxpnFYROImDIOO27K4WWOxmmaKyG6EzjH70Y/VfQleqq7P1jhvBAadc0MAZvZx4J3AyXoexLmw9g/sIHSb/qE3f36jX/PxPMoe/2O2cnYfx4xJ9koQ8plP/hHf9+6fJplM0iGaMg5D7V282sdGEcgBbpvPd/ra9Ty2Xs/j45jK3jnHbOXs9T8mdOROQA0fi4MgoFINcGFI6MBt+h24+fOdvnY9j43b83TKMZW9c47ZrOz11CpFiqPA2KbPx4E3Xf0gM/sR4EeiT5fM7Ex0ez9wsaEJd09ZXi4uOSA+WeKSA+KTJS45YCPLD/7sjXzv7XXO0iw3Ow77FqfzZ0McM4FyXa845opjJmhArh9/7w1/q8bi5uuY87JO4pgrjplAua5X/XP91E/cyHdtOw63SpFiq1K5e9kdzv0h8Icv+2azp5xzr29EsOulLPHNAfHJEpccEJ8scckB8crSRDc1DvsWx59ZHDOBcl2vOOaKYyaIb64W07JjcVx//sq1e3HMBMp1veKaa7NWWXA2Dty66fNbgElPWUREOpHGYRER/zQWi0jba5UixdeAu83smJllgHcDn/KcSUSkk2gcFhHxT2OxiLS9llju4ZyrmtlPAv8AJIE/ds69eB1PEafpbsrycnHJAfHJEpccEJ8scckB8crSFHUYh32L488sjplAua5XHHPFMRPEN1fLaPGxOK4/f+XavThmAuW6XnHNdYV10hZ6IiIiIiIiIhJfrbLcQ0RERERERETanIoUIiIiIiIiIhILbVekMLM/NrMLZvbCVff/lJmdMbMXzew3fWUxs4fM7HEzO2FmT5nZG5uQ41Yz+7KZnYr+/98X3b/XzD5vZgPRf/d4yvFbZnbazJ4zs78xs75G5tgpy6av/7yZOTPb7zNLM8/bHX4+Ps7ZLjN70syejbL8SnR/s8/Z7XI0/ZyVne323DCzt0evqUEz++Cm+381+nmeMLPPmdmRmORqyLlWh1zvil4ToZnd1DZm2x1j09fNzH4v+vpzZva63X6vx1xbXov4zLXT7xrPubYcZ6U1aSxuaqa6jcM7HWfT1zUW32QmjcPXwTnXVh/AW4HXAS9suu9fAV8AstHn/R6zfA74zuj2O4DHmpDjMPC66HYROAu8GvhN4IPR/R8EfsNTjm8HUtH9v9HoHDtliT6/lVpDqhFgv8efT1PP2x1y+DhnDShEt9PAE8CbPZyz2+Vo+jmrj2v+rK55blBrMncOuBPIAM9uet33bHrcTwP/Mya5GnKu1SHXq4BXAo8Br7+JHNseY9Nj3gH8ffR6fDPwxG6/10eu6Gsv+/3vOxc7/N7znGvLcbae/276aN5HHcaWjhmL65CpLuPwtY6z6TEai2/+30rj8C4/2m4mhXPuK8DcVXf/GPDrzrm16DEXPGZxQE90u5cm7G3tnJtyzj0T3S4Bp4CjwDuBR6KHPQJ8j48czrnPOeeq0cMep7bnd0Pt8G8C8LvAL1D7WTXcDlmaet7ukMPHOeucc0vRp+now9H8c3bLHD7OWbmm3ZwbbwQGnXNDzrl14OPR9+GcW9z0uDz1e/3fbK5GnWs3m+uUc+5MHXJse4yrsv5p9Hp8HOgzs8O7/F4fubb7/e811zV+7/nMtd14L61JY3HzMtVrHN7xOFfl1Viscbgp2q5IsY17gG8ysyfM7B/N7A0es7wf+C0zGwN+G/hQMw9uZncAr6VWITvonJuC2h+oQL+nHJv9e2oVvqbZnMXMvhuYcM4928wMW2XB43l7VY734+GcNbOkmZ0ALgCfd855OWe3ybFZ089Z2dJuzo2jwNimz8fZdHFgZh+OzvMfAH4pLrk2qee5Vs9cN2M3x9juMY3MdzO5GqkuuXb4Hewl1y7GWWkdGov9ZLpZGoubnEnj8M5SPg/eRClgD7VpLW8A/srM7nTO+agQ/RjwM865T5jZ9wMfAf51Mw5sZgXgE8D7nXOLZtaMw14zx6b7HwaqwMd8ZImO/TC1KX1Nt8XPx8t5u0WOX8PDOeucC4CHrLbu82/M7L5GH3O3OZxzL4Cfc7aTmdkXgENbfOnh3T7FFvddeT055x4GHjazDwE/CfxyHHJFx7juc60ZuepgN8fY7jGNzHczuRrppnNt9zvYZ66dxlmJH43Fux+LW2Qc3u1xNBbv/ngah29SpxQpxoFHoz/unjSzENgPzHrI8h7gfdHtvwb+VzMOamZpai+GjznnHo3untmYehRNi2r4MphtcmBm7wG+C/jWZhWPrs5iZvcDx4BnowLOLcAzZvZG59x0M7NEdzf9vN0mh5dzdoNzbsHMHgPejodzdpscL/g4Zzudc27b4piZ7ebcGKfWc2bDLWy9fOnPgU+zywvjRue60XOtif9eN2M3x9juMZkG5ruZXI10U7m2+x3sO9eGq8fZOuaTOtJYvPuxuEXG4d0eR2NxHTJpHN6dTlnu8bfA2wDM7B5qL6aLnrJMAt8c3X4bMNDoA1rtL+6PAKecc7+z6UufovYHKNF/P+kjh5m9HfgA8N3OuZVGZtgpi3Pueedcv3PuDufcHdReyK9rQoFiu5/P39LE83aHHD7O2QNRJRczy1GbuXGa5p+zW+bwcc7KNe3m3PgacLeZHTOzDPDu6Psws7s3Pe67qZ1vccjVqHPtpnLV0W6O8Sngh63mzcDlaGp0I/PdTK5GuuFcO4zxvnNtN95La9JY3KRMdaaxuAmZNA5fB+exa2cjPoC/AKaACrU/Mt9L7Y+7P6NWDXoGeJvHLN8IPE2t4+oTwL9oQo5vpDaV5zngRPTxDmAf8EVqf3R+EdjrKccgtfVRG/fVpZPzjWS56jHDNGd3j+3+XZp63u6Qw8c5+wBwPMryAvBL0f3NPme3y9H0c1Yf1/xZbXluAEeAz2x63DuoddM+Bzy86f5PRD/j54C/o9bUNw65GnKu1SHXv6X2e20NmAH+4SayvOwYwI8CPxrdNuD3o68/z6Yu9tvlq9O/0c3ketnvf9+52MXvPU+5thxn9dGaH3UYWzpmLK5DprqNw9sd5zrGvI4ai29ivNM4vMsPi4KJiIiIiIiIiHjVKcs9RERERERERCTmVKQQERERERERkVhQkUJEREREREREYkFFChERERERERGJBRUpRERERERERCQWVKQQERERERERkVhQkUI6npl93Mz+0syeMLMRM/s30f1fNrNvi27/mpn9nt+kIiLtaatx2MzuN7OvbnrM68zsSz5zioi0sx2uib9kZieij7KZvct3VmlvKlKIwIPAkHPuTcAPAL8c3f/LwMNm9gPAa4Gf8ZRPRKTdbTUOvwjcZWbJ6DH/Bfh5T/lERDrBltfEzrm3OeceAv4A+BTwqLeE0hFSvgOI+GRmOWA/8CvRXSeBPQDOua+YmQE/C3yLcy7wk1JEpH1tNw4750IzexF4jZndDYw6557xlVNEpJ3tdE0cff2Hge8Evk/XxNJomkkhne4+YMA5V44+fx3wLICZ3Q8cBtacc6XovteY2Qei2//NzIoeMouItJNtx2HgceAtwH8CfhE0DouINMhO18Tvojaz4vudcxWNw9JoKlJIp3sQuM3MuswsT616/Ltmdhj4GPBOYNnMviN6/Ot56eK5Z6N4ISIiN2zLcTj62uPArwF/45ybiO7TOCwiUn/bXRN/F/DjwPduKmBoHJaGUpFCOt2D1IoRjwFfA/4HcJzaWrufc86dAn6V2rt4AG8ATkaDN2b2VjP7eJMzi4i0k5eNw865jYaZp4E14Dc2PV7jsIhI/W03Fj8C3AJ8NWqc+V6uGodBY7HUl3pSSKd7EPgPzrkPXHX/N2zccM59ZdPnx4CHgUWgP+pb8S+bklREpD1tNw4DvA/4kHNuedN9GodFROpvy7HYObfv6gea2afZNA5Hj9NYLHWjIoV0uruAgd080MzSwCXn3H9sbCQRkY7ysnHYzO4CPg181Tn3yKb7NQ6LiDTGrq6JNQ5LM5hzzncGkZZlZg8C/xn4r865z/rOIyLSaTQOi4j4p7FY6klFChERERERERGJBTXOFBEREREREZFYUJFCRERERERERGJBRQoRERERERERiQUVKUREREREREQkFlSkEBEREREREZFYUJFCRERERERERGJBRQoRERERERERiQUVKUREREREREQkFv4/SNBKkBvEX1AAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1618,7 +1620,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -1627,13 +1629,13 @@ "" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1649,7 +1651,8 @@ "df_events_bremss_real[\"pmu1\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_1}$']**2+df_events_bremss_real['$py_{\\mu_1}$']**2+df_events_bremss_real['$pz_{\\mu_1}$']**2)\n", "df_events_bremss_real[\"pmu2\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_2}$']**2+df_events_bremss_real['$py_{\\mu_2}$']**2+df_events_bremss_real['$pz_{\\mu_2}$']**2)\n", "\n", - "sns.histplot(df_events_bremss_real[\"pmu1\"]+df_events_bremss_real[\"pmu2\"])\n" + "sns.histplot(df_events_bremss_real[\"pmu1\"]+df_events_bremss_real[\"pmu2\"])\n", + "plt.show()" ] }, { @@ -1683,12 +1686,12 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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eey+7du3Cbrdz0UUX8dJLLxEQEMCyZcu4/PLL6dGjR0P5WbNmcd5552EymRg0aBBWqxVfX19uueUWHnzwQXx8Tm0NrieeeILQ0FAeeuihE37v+PHjmTVrFomJR9y11eDVV19l6tSpBAcHA3DRRRfxySefnPK93S1JkrgQBtJas3NfOeXVVsqr6/g9OYs1mRZSi2vpYy3lqvw1qLaRlxoEahu32jNZ7UzsV9vgbMsu/hcxiYcXZ3NJSD8eZP8hLQ9trWm9cbdCS2jO+dNac9VVVzFt2jS++eYb7HY7U6dO5f/+7/8a7sseN25cw9zljTWec72goIAbbriBsrIynnzyyRaJ31VeffVVpkyZ0pDEFy9ebHBER5IkLoRBii21PPLVdn7eld+wTWkH3W3lTMrdwJWqmAP2uiOazdui2LpSZozw4eM9Jr7N7UOaoxOX+haS4O9PXEREk7Vy8O6FV1q7W+G3334jMDCQ2267DQCTycQrr7xCXFwczz77bLP306FDB+bOncvIkSN54oknjphbfebMmXz44Yf4+Phw4YUX8vzzz/PWW28xd+5c6urqOO200/jwww8bEutBqamp3H333RQWFmIymfjiiy/Izs5m1qxZDX9Y3HfffSQmJnLrrbce8t5p06axYcMGqqurmTx5Mk8++SSzZ89m3759TJgwgejoaJYuXUp8fDwbN24kOjqal19+mXfffReAO+64gwcffJCMjAwuvPBCxo4dy+rVq4mNjeWbb74hKCiI2bNnM2fOHHx9fenfv/8hU8SeCkniQrSiGqudrzfnsHxnNmuzLFTWOXh4Ym8S4yMpys/D763/0qddGKuteSh/Sd4H7bdYqP3Pf0i0WukbO5RPokcxN/YC/q9g6R+vH1YrB2QQXAvauXNnw9reB4WHhxMfH09qaioAK1eubJiWFWDBggVNnvOEhAQcDgcFBQV07NixYfuSJUtYuHAh69atIzg4mAMHDgBw1VVXceeddwLw2GOP8c4773D//fcfss8bb7yRRx55hCuvvJKampqGecqb49lnnyUyMhK73c65555LUlISDzzwAC+//DJLly4lOjr6kPKbNm3ivffeY926dWitOf300zn77LNp3749e/fu5dNPP+Wtt97immuuYcGCBUyZMoXnn3+e9PR0AgICKC0tbVZczSFJXIhWUmSp5a4PN7Eps4Qgey19bQcYu389/biOaO1DZXUBJofN6DDdVpfQMALq6uhflUWiNYC/mAbxUscJvKJ3AdApNJyC9j3w9/mjZUMGwbUcrfURteaD2w86WnP60fZ3uF9++YXbbrutoZYdGVk/OHPHjh089thjlJaWYrFYuOCCCw55X0VFBbm5uVx55ZUAR12x7Gg+//xz5s6di81mIy8vj127djF48OCjll+1ahVXXnllw3zsV111FStXruSyyy6jR48eDX/IjBgxoqE1qKWXID1IkrgQLnRwAFL6gVoe+zGHkho7j53ThV6fvlF/D3dd2RFTnorj66cr+PO+X3gv9nxuUqPo2aUbpf7hFPmFEhJVxzN5VQzuHHz8HYlmGzBgwBErdZWXl5Ofn0+fPn1Yt25ds/eVlpaGyWSiQ4cOh2w/2h8Kt956KwsXLmTIkCHMmzePZcuWHfG+pjReKhSaXi40PT2dWbNmsWHDBtq3b8+tt9563GVFj7XmSEDAH5MXmUwmqqurgZZfgvSgUxsaKIQ4Kq01GRkZfPjkf7nvixQqS8t4+ZJuTOgZTuNfUwdHlHcMCTUsVk/UvaaIp/Z9zy32TIr9w2hvr+L/rLsJc9Ty0PdZ/H1hCv+OGMN3Pp2NDtUrnHvuuVRVVfHBBx8A9X+g/v3vf+e+++4jKCjoOO/+Q2FhIXfffTf33XffEQl74sSJvPvuu1RVVQE0NKdXVFTQuXNnrFYrH3/88RH7DA8Pp2vXrixcuBCA2tpaqqqqiIuLY9euXdTW1lJWVsavv/56xHvLy8sJCQmhXbt25Ofns2TJkobXGi8j2thZZ53FwoULqaqqorKykq+//ppx48Yd9ZgbL0E6c+bMhhaFliA1cSFcYPH2PB74dAsKsHY5j9McFdxbspq+McONDs2rRNhruM2eQZ+sFQ2rowXmbOXL6FHkVIXj4xvALN/ePORbgM3LbkfLrWi52whzK8qJPU4ZpRRff/019957L08//TSFhYVce+21/OMf/2goc3if+GOPPcbkyZMbljA9eIvZTTfdxN/+9rcjPmPSpEls3bqVxMRE/P39ueiii3juued4+umnOf3004mLi2PQoEFNJtYPP/yQu+66i8cffxw/Pz+++OILEhISuOaaaxg8eDC9evVi2LBhR7xvyJAhDBs2jAEDBpCQkMCYMWMaXps6dSoXXnghnTt3ZunSpQ3bhw8fzq233sqoUaOA+oFtw4YNO+ptf3a7nSlTprToEqQHSRIXooXZ7A5m/biHbpHBnB4bgO33VdzuV0yho9ro0NqEIEcdD5aup7iujtCAIF7qehFvtktk6n/exjcixCsGucXHxzcM3msJsfwxov9YunXrxqJFiwBYvXo1119/PZs2bWLEiBGMHz+esrKyJt9nt9ubHcsjjzzCI488csi2adOmMW3atCPKPvHEEw2Pe/Xq1eTKZzNnzmTmzJlHbG/cJH+0lc/uv//+QwbQNU7Sf/vb3474QyQ+Pp4dO3Y0PG98//qqVaua/IxTJUlciBb2bdI+0ooqmTNlOL2Cqsj9KYVgGVxliABt50nbTu7wHca3cedzsUr2ikliTCaT4X+EnHnmmYecR2EMSeJCtCCb3cF/fk2lb6cwJvbvRHp6mtEhtXnxuoorC9byeadxvGurZqAls81OEiO8jyRxIU7Bt9v28dqve/FRoFCUVNVRUFHLnCkj8PE5cpStMMawinTyQjrzcdhp3BwSy1j/Qrn1THgFSeJCnKRd+8p56IttxEUFkxAdikNrBndtR9/O4Uzs3/H4OxCt6roDm9kf0pFPOp1NeNHv9AB+Ckqgc0op93pIRfxot2AJ73Gs29eaIklciJNQUWPlno83ERHsxyd3nkF0aECjRSkcaO0ADu1nbdwX6y7LhLYlfjiYZU3iHt2HN2LG8Tl1FAQE4rNiP6e1306PyICGvnF37CcPDAykuLiYqKgoSeReSmtNcXHxCU1WI0lciBO0I7eMv3++jeySaj65fRRl+TmU5dev4b3/9Tn1v2Cb6Gc9ODVoqdUqk7oYJAIrd+T+zJddxmMLCOX8/Wv5KuYMnvpoDXdkLqZndAzZ5aVk3juNuLg4wH0SeteuXcnJyaGwsNDoUIQLBQYG0rVr12aXlyQuxAlYsCmH6QuSiAzx551bEommrGF+7oMzrvn5+zfUuDMzMw+pdR+cOlQYJ9Bh5S8Fy+vXZbdkgX8IH0eNJLfDAM4JryO3vLxhFj13Gvjm5+d3yDKfQoAkcSGabW9+BTO+3k5ifHvmTBlBRLA/ZnNFw/zcB9fwbrwYh0yl6v7GWdJYFtKD96NGEejIoDPZDbPoCeHuZNpVIZqhxmrn/k+3EBrgy3+uH05E8LFXGJOpVD2HD5qb9y2lb00+//U9jfdiz8UqvxqFh5ArVYjjyCur5q4PN7F7fwWz/jSEyGBfzGYzZrOZzMzMEx5NKtxPuL2a+wpX8nfrHlKDu/BO9GjsQC0mKmqbP9uYEK1NmtOFOAqHQ/PJ+iyeX7Ibm8PB/Wd2pLtfBcuX72D/63PoGt5Omsu9iAIuc+SRXFjO4piR3O6IJKdDICGfp7Hs/+KP2/oihBEkiQvRhMziSh7+Mon16QcY3iWYaxLsON6bSW6jxN24H1x4j3GlyWj/YPaExTG2KpNlKoEnF2xk1g2nu8UodSEakyQuxGH2lVZz7f/WUlVn4+GzOtH+3ZnsX2yRxN2GXFm6nT6Bhazel0VFVA3f7OjLJVv2cG5i/0bzAdRzl1vQRNskSVyIRsqqrdz63noqa218MW00fpWF5IaFo6Tbu826vnIPuyJ68eaaAs4Z0Y+MjIyG2wrd6RY00TbJwDYhnBwOzX2fbCa9qJL/3TyCvp3CjQ5JuIEwRy1XWZLZmFvJV5tzARpuK4wNk2tEGEuSuBBOc1aYWbm3iCcvG8iZPaONDke4kQmVqfSK8OHxb7azdU+G3JEg3IYkcSGADelFzPpxD+MTwhgRUU1KSorcQiYaFFgsTNrwKdbaOmYuyWRRQA+SVLtDytjt9oZbD+12uS1NtA7pExdt3qbMEv48bwPt6iq4bu13LPkqiwg/PxJkxjXRyCB/zd9te3k1MIEFIR1ZAMzwsxDrfP1gX7lDO9xy7nXhnSSJizZpS1YJ23PLKKm08ubyVKKCTPw1dw392oVSUhZKlL+/jEQXR5jkyCc8YwMBgaHM6noh74QPY4zN0fB6bFi42869LryTJHHRppRVW3l+STKfrs9u2Da0WwSPnR1N1UtVgEzoIY4v1FHHw9Y9/NV/KPM2FvFin16HvC5zr4vWIklctBlaa25+Zx3bc8uYelYCd4ztQXCALyH+JtLS0qgyOkDhUYbrUs6pSueL7XBg3gZuGBCCn9FBiTZHkrhoM1buLWJbThn/vmoQ14/qbnQ4wgtcV7aNyCG9WGIuYnlKAc/4hADSBSNajyRx0Wa8tTKNDmEBXD6kM2azGaBhFHFOTs4h634L0RzFlnIGLnyTcR268XDkOXwa0o/rSvOMDku0IZLERZuwPbuElXuLuGNkDGt/X9mwgMnmvH1E+PlRarXKKHRxUrqEhtEnPJAJJTv4MXo4I4M6EmUvMTos0UbIfeLC62mtmbl4O/4OKyO+n0fSzJeI9g9oWO+7S2iYrPstTtmY0l1E2ipZHJ2ITX61ilYiV5rwaja7g+kLkliZXsHFVan0bxciCVu4hJ92MLlkK/sCo3i149lUSEOnaAWSxIXXslpt3PbWSj7fmMNlCb5cbtltdEjCyyVWZXPN/pWkBURzj98wKpTcsihcy6VJXCk1SSm1RymVqpR65BjlRiql7Eqpya6MR7QtLyzazMoMC9dV7CDhq9nU1dYaHZJoA4ZVpPOX/GXsV0HMaTcChwyYFC7ksiSulDIBrwMXAv2B65VS/Y9S7gXgR1fFItqeDRkHeHdjIaNqcrjbv0ia0EWr6lNbyP22vWwP6MgnW4qNDkd4MVd22owCUrXWaQBKqfnA5cCuw8rdDywARrowFtGGVNXZeHD+VjqF+XF7/lZUO0ngovVd6sjj9+og5m2CwsrfuWlYe9oH+WIymWQ+ddFiXJnEY4HsRs9zgNMbF1BKxQJXAucgSVy0kNm/pJBbWs2jI/0JTLEaHY5ooxRwYe5KHO2HsCS5Pz/uLGBsURLjLXvg+adlPnXRIlyZxFUT2w7vHHoVmK61tivVVHHnjpSaCkwF6N5dZtoSR5daYOHtVemMKE+l+q2fqJV7v4WB/LWdOyw7+EtYJc/VdWJpx0S2RffntIo6JIWLluDKgW05QLdGz7sC+w4rkwjMV0plAJOBN5RSVxy+I631XK11otY6MSYmxkXhCk/ncGge/2YHAb4+3FaTIv3gwm101dVMyVvOw/t/pcIngE+2Sj+5aBmuTOIbgF5KqR5KKX/gOmBR4wJa6x5a63itdTzwJXCP1nqhC2MSXuzFn/aw2lzMXad3IFzXGR2OEEfoVVvIuKoMfthTxtqk3ZjN5oapf4U4GS5rTtda25RS91E/6twEvKu13qmUutv5+hxXfbZoO77ZmktVnZ2yaitvLjNzw+nduahP0BFNPkK4i8SCrSwN7sG8t35k3L5VZN47jbi4OAAZ8CZOmEunFNJaLwYWH7atyeSttb7VlbEI77Mjt4y/zN/a8HxUj0ieuHQA2ZnpxgUlxHG0t1UyqjKLZSE9OC1gN9ZXZuMbHUNuRTm88JwMeBMnROYFFB7rfyvSCA3w5at7zqS0spYwawnZmelkZmbKimTCrV1UtpOdIV35b/dL6FVTwHPKTKzRQQmPJElceKTsA1Us3p7H7WN70LtjGGZzAev/8RixYeEk5e2TFcmEW+tsq2B+3VreKA/kl6ihvKp9uMORR2ZmZkMZaVoXzSFJXHikd1alo4DbxsQ3bIsNCycuIoLc8nLD4hKiucKwMa50F4G+vnzVfig9dTsSpGldnCBZAEV4FLvdztqk3cxfn8mEhFAq8rMxm81kZmaipQldeKDzylOId1TybcwoosIiiIuIIDYs3OiwhIeQmrjwKBkZGTw99zfsIV3puuhNVn9TTUJ0jDShC4/li4O/2lL4i/8wnul8Af/QZiIoNTos4SGkJi48yurMCnaGxnGrPZPefg66hIYRFxEhE7sIjzZUl3Fb7s/YlA8P+A9ji38noL7lyWw2N/zIPeXicJLEhUcoqKhh3u/pvLoqn1hbOdfas4//JiE8SO+qPJ7Yt4ROupofgxOA+pan9dNnkPvM86yfPoOMjAxjgxRuR5rThdvbmHGAG99eR63NQY/IAG7L3oRf6NHn2hfCUwVoOxfZ9/NuQA82JKfTIdinobVJiKZIEhduLau4iqkfbqJLRBBzbxqBj6WA3GfKgAijQxPCJS607+c9Uxzff72WEblrZKyHOCZpThduq7rOzu3vb8Du0Lx103B8LAUyCl14vQ7U0rtqH9vb9yE6JMzocISbkyQu3NYHazLYW2DhteuGoiyFrJ8+g6SZL1FbW2t0aEK41MiyvZT6BrM1LMHoUISbkyQu3FJFjZU3l5s5u3cM4/t0AOonc5FR6KIt6FuZQ0JNEV91HM3G4G7Hf4NosySJC7f0zqp0SqusPDSxj9GhCNHqTGj+UrCM7jWFvBU9mlm+vdnlFy1dSeIIksSF28ksruTtlelMGtCJQV3bGR2OEIYI0jZuzf2V0ZUZ/OzTkecjx/LexiKjwxJuRpK4cCu795czec4a/EyKhyb2apjkQga0ibYoQNu4tXg939T9zujqbOZvKya1wGJ0WMKNyC1mwm1kH6ji2v+tJcjPxCd3jUZZClg/fYasTCbavEAc3Fixne3t4nhi0U7m3TpCVjwTgCRx4UaeX7KbOpuDRfeNIS4qBLOlQFYmE8IpxF7D5QkmPt5dxKzPf6P7grfpGt5OVjxr46Q5XbiFTZklfL89j6lnJRAXFWJ0OEK4nf0WCwkL3iTBWsJ7mysgKFJWPBOSxIXxtNY88/0uOoQFcNfZcl+sEEfTLTSUZx17QPkwN+ZMrMj0w22dJHFhuLdXprMlq5SHJvYh2F96eIQ4li7UMLlgNRkBUcw1JWB3OMjMzJRVztooSeLCUL8m5/PckmQuHNiRYe1r5ReREM0w0JLF+PIUPvftxm86gqxXZssqZ22UVHuEYdIKLTzw6RYGdmnHfSPbsfGRf+DQDjLvnUZcXByZmZmY5LYyIZr0p5Kt7AvtzJcdx/C4w0Ksn8PokIQBpCYuDKG1ZsbX2zH5KN66OZFAXx9iw8LxwYesV2aT+8zzMk+6EMfgh4N/WXfhQPFp5AijwxEGkSQuDLFgcy5r0w5we2I0lUW5h0zmcnD9ZJknXYhj60o1Z5fsICk4lr1+7Y0ORxhAmtNFqyuprOO5xckM6BhE9LyZ5MpkLkKctDNLd7OmfX++DO3P2dL91OZITVy0ujnLzZRW1fGXMR3p5pzMRWrdQpycAG3j4rKdJPvHsGRLesNUxTJAtG2QJC5aVZGllg/WZHLZkC70jAo0OhwhvMK4CjPtrRW8u6aIvc/OkpHqbYgkcdGq/rfcTK3NzgPn9jI6FCG8hh8Ort2/ijK/UD6NGkUXmcWtzZAkLlqNudDCh2szuWJYLAkx0nwuREuKqynkitIklps68E1In4aBona7XZrYvZgMbBMuV11n54UfdvPxukwCfE08cI7UwoVwhYnluykN78JXof3I/TGH1zt1oyw/h/XTZ9QXkIVSvI4kceFys3/by/trMrhuZHf+el4vOoRLX7gQruADPG7bRWfLPj7zGcr1c1by8FBFl9AwlJJ51r2RNKcLlzpQWcf7qzO4ZHAX/n3VIEngQriYAgYWJHFVxs/sLarl3Q9XyKRJXkySuHCpt1emUW2188A5pxkdihBtynm6mPPs+azvlEimv0wE462kOV24TImzFn7RwE74WAowWwoaBtaYTCaZG10IF/uLbS/rTGF8EDmSp0tXGB2OcAFJ4sJl/rs0lSqrnat6B7F++gxiw8LZnLePCD8/EqJjZJY2IVwsHBsXFW3is07jWBHQjbGZmQ2vxcfHYzKZDIxOtARJ4sIlUgsqeH91BteN7EZ8ZAB+zpnZcsvLifL3b3gshHCtIRXpbGjfjy9C+9HxtTfxjYwgt6JcRqp7CekTFy1Oa81T3yUT5G/i6t4BhyxuIoRoXQq45sBmKnyD2dplJHEREcTKZDBeQ2riokVZ7Q7mrkhjRUoh087owN4nHiffYpFmcyEMlFB3gKHlZn4O78stdRVGhyNakCRx0WLMhRbu/nATewssnNevI5f3j6AgLBykEi6E4SYVb2FnaBz/803gNvYbHY5oIdKcLlrMiz/sYX95DW/dnMhbN4/AzySTSwjhLtrZqphUnsxSUwf2+EnLmLeQmrhoEbml1fy0az93jutBQoCFtDSL3EImhJuZWL6bte168XHoIHo0WuVMRqp7LkniokV8sq7+1pWzuqiG28nkFjIh3EuAtnOXLY1n/Pvz3Xs/cJVfqYxU93DSnC5OWa3Nzvz12ZzbryOdwvyJdd5O1jFEVioTwt2c6yigW3UhSzudTkxElIxU93AuTeJKqUlKqT1KqVSl1CNNvH65UipJKbVVKbVRKTXWlfEI11i0dR/FlXXcPDrO6FCEEMfhA1xStIEy3yDeN8n/WU/nsiSulDIBrwMXAv2B65VS/Q8r9iswRGs9FPgz8Lar4hGuUV5jZeaPexgYG86YntFGhyOEaIbuNUWMrTAz37c788IGY7XL2BVP5cqa+CggVWudprWuA+YDlzcuoLW26D9mAQlBbkbyOLN+3EOxpZbnrhyEj4+MRhfCU0w5sJHrbVn8FpzAk7/kyoRMHsqVSTwWyG70PMe57RBKqSuVUruB76mvjQsPsTmrhA/XZjLljO6E1BZjNptldjYhPIQPmrvtafypYidrsiysMRcbHZI4Ca5M4k1Vy4747a61/lpr3Re4Ani6yR0pNdXZZ76xsLCwZaMUJyWvrJp7PtpM5/BAJvcOYP30GeQ+8zxJM1+StYuF8CDnW/bSPgCe+zaJ1NTUhpUGhWdwZRLPAbo1et4V2He0wlrrFUBPpdQRHata67la60StdWJMTEzLRypOiKXWxp/nbcRSa+OdW0cS4m+SEelCeKhiSzlnpq9iR341Hz35H5YvX47ZbJZk7iFcmcQ3AL2UUj2UUv7AdcCixgWUUqcppZTz8XDAH5A2HTf3zHe7SMmv4PUbh9Ovs9yeIoSnu9i6j466hp+jhpPxyn9YP30GGY0mgxHuq1lJXCm1QCl1sVKq2Ulfa20D7gN+BJKBz7XWO5VSdyul7nYWuxrYoZTaSv1I9mu1dKi6tYyiSr7YlMNNZ8Rxdm9pFRHCG/ji4E5bGrmB0aR0Hib3jnuQ5s7Y9iZwGzBbKfUFME9rvft4b9JaLwYWH7ZtTqPHLwAvND9cYbTXft2Ln0lx91k9MJvNADK9qhBe4DxHAZ9VRvB1xGBOLy46chSycEvNqllrrX/RWt8IDAcygJ+VUquVUrcppfxcGaBwH6kFFSzcmsvNo+OpLM6TwWxCeBEFXFGwFgeKj8IGGR2OaKZmN48rpaKAW4E7gC3Aa9Qn9Z9dEplwK6v2FnHrexsI9jNx11kJADKYTQgvE2mzcEnZTjYFduHXbWmYzWYZ5Obmmtsn/hWwEggGLtVaX6a1/kxrfT8gv8G93Nsr05jyzjr8TT68/+dRRIUGGB2SEMJFzqlIIdRWzae/pZP7zPMyyM3NNbdP/G1n/3YDpVSA1rpWa53ogriEm6ix2nl9aSrjekXz1s2J+PnQMKmL9IML4X0CtJ2zS3bwfcxISvwLiCXT6JDEMTS3Of2ZJrataclAhHv6PimPkior087uSaCfiYyMDNZPnyH94EJ4sdPLUoiwVfGGb08sMuzJrR2zJq6U6kT9VKlBSqlh/DELWzj1TevCy32wNpOeMSF0oBSzuYzMzEy6hIbJLPdCeDE/beeaki28Gz2af0Sdw51b0rjA+Vp8fDwmk8nQ+MQfjtecfgH1g9m6Ai832l4BzHBRTMJNJOWUsi27lPtGd2DDI/8gNiycpLx99G8faXRoQggXS6zKJtEawAx68fL6KnosfonS8mJ44Tl69uxpdHjC6ZhJXGv9PvC+UupqrfWCVopJuIm5K9II9jdxfu92lDlHoueWlxsdlhCilfTRFq7PX8l/ul/Cnva9GK6tRockDnO85vQpWuuPgHil1N8Of11r/XITbxNeYHlKId8l5XH/OacR6m+izOiAhBCG6FJ7gG51JSzx7cxwdhkdjjjM8Qa2hTj/DQXCmvgRXqiqzsY/vt5Ot3b+XBTnI8uLCtHGjbGksccnjHSfMDIzM+XecTdyvOb0/zn/fbJ1whHu4JWfU8gpqWZqzg8UptRIP7gQbdyoykwWtB/Gj75dmPjKbPIDAqRv3E00d7KXmUqpcKWUn1LqV6VUkVJqiquDE61ve04Z76xK5+K+EYz1q5EZ2YQQhDrqGOsoYnN4T1REF1kgxY009z7xiVrrcuAS6tcJ7w087LKohCGsdgfTFyQRHRrA1FGyQpkQ4g9/tqfjq+3M6nQu2b6SxN1Fc5P4wbv9LwI+1VofcFE8wkDv/Z7Orrxynrp8AKEBch+oEOIP3XV9F5tJO3i+/RhKqm1GhyRofhL/Vim1G0gEflVKxQA1rgtLtDar3cHcFemc1TuGSQM7Gx2OEMINxVgreLBgGVXKj7fXFxodjqD5S5E+AowGErXWVqASuNyVgYnWtXxPIUWWWm46I87oUIQQbqyLtZyJlXv5IaWMRat3yEh1gzV7KVKgH3CtUupmYDIw0TUhCSN8vjGb6FB/xp0W2bDAidxWJoRoyun7NxFmtfDSgm2slVXODNWsVcyUUh8CPYGtwME/uTTwgWvCEq2psKKW33YX8OexPcjNzmL99BnkWyxyW5kQokkB2sbksh28F30GJVGnGR1Om9bcpUgTgf5aqmZeaeGWXGwOzZ9GdAVLQf3tI/JNCyGOYWRlFgujhvNrcA8uNDqYNqy5zek7gE6uDEQYY9meAl77NYWBHYPwsRRIM7oQoll8cXCJPY+t/p3Ir5A51Y3S3Jp4NLBLKbUeaFhEWmt9mUuiEq3isw1ZPPrVdhIiA7hk7YfkJvnK7GxCiGa71L6Pj0zd+W53KWcONTqatqm5SfwJVwYhWl9mcSX//GYnY06LZvqYSA7s8pVVyoQQJ6QjtQypzeO7XYqb9uzF39dH1htvZc1K4lrr5UqpOKCX1voXpVQwIN+SB3v6u134+Shm/WkIlsJco8MRQnioxKLtbA3swkevfUn//M1k3juNuLj6W1Ulobtec0en3wlMBSKpH6UeC8wBznVdaMJVftudzy/JBdw5KgZLYS6ZmZmYpB9cCHESelbn07d6P9+F9aVXwQ6yXpmNb3QMuRXlskhKK2huc/q9wChgHYDWeq9SqoPLohIu43Bonv0+ma7t/On+ySvkfhsq/eBCiFNyZWkS/+48kVXt+3ONZTdxERFGh9RmNHd0eq3Wuu7gE6WUL3ITkkf6aVc+5sJKbhkRTVxYqKxSJoQ4ZT3qDjDOXsjKiP6U+QQaHU6b0twkvlwpNQMIUkqdD3wBfOu6sIQraK15c7mZ7pHBnN0jzOhwhBBeZKo9Dbsy8VFUotTwWlFzk/gjQCGwHbgLWAw85qqghGusTTvAtuxS7jwrAZOPMjocIYQX6a6rOb94C9uCu/KLj/S2tpbmjk53KKUWAgu11rJ0jYd6c1kqEUEmRrSvIzMzWwazCSFa1NjSZPaExfNaQC/+RSa2zExARqm70jFr4qreE0qpImA3sEcpVaiUerx1whMtZee+MlbsLWJUzgaKnp9J0syXqK2tPf4bhRCimXzQ3Fa8FjuKV9uNxPzq66yXBVJc6njN6Q8CY4CRWusorXUkcDowRin1V1cHJ1rOnOVpBPv5cKU9TwazCSFcpqPNwgzbbnICo1ne7Wy6hIUbHZJXO15z+s3A+VrrooMbtNZpSqkpwE/AK64MTrSMrOIqvk/ax+RBkYTkyBzHQgjXGucoYsKBJJZGDmakdT92Z7M6SNN6SzteEvdrnMAP0loXKqX8XBSTaGH/W56KSSlOj6iSxU2EEK3inOIkksJ78kVwH8JlAhiXOV5zet1JvibcRE5JFZ9vzGFoSQrZs1+WfnAhRKvwxcHFZTvJCYymOKYPcRER9cscixZ1vCQ+RClV3sRPBTCoNQIUp+aVn/eCghvq0qQfXAjRqs6wpBNZV8G37QbKveMucswkrrU2aa3Dm/gJ01pLc7qb272/nK+25HBF//ZEOaqNDkcI0cb4oplQkkRmQCTLfGKMDscrNXeyF+GBXvxhD6EBvlw/NMroUIQQbdTw8jS61pUwxzeBOkk5LU7OqJfakHGAX3cXcPfZPWkXKCNBhRDG8EFzzYEt7FdB/BBymtHheB1J4l5Ia83zS3bTISyAP4/pYXQ4Qog2rm9tAePshXwb3JviKpvR4XgVSeJe6Odd+WzKLOHB83oT5C+1cCGE8e62pVGnTHywOgOz2YzZbMZutxsdlsdr7nriwkPYHZoXf9xDQnQI1yR2NTocIYQAoCvV9KvM5re9MVyxdiaFFaVyz3gLkJq4l1mwOYe9BRb+dn4vMjPSMZvNZGZmyiQvQgjDnVmaTJVvEHsje8s94y1EauJepMZq55WfUxjSLYK+IdWsn/4PYsPCScrbR//2kUaHJ4Ro4xKq8+lSV8oC31j6s9vocLyCS2viSqlJSqk9SqlUpdQjTbx+o1IqyfmzWik1xJXxeLsP1mSQV1bD9El9UEoRGxYui50IIdyGAs6tSCHVJ4zNAZ2NDscruCyJK6VMwOvAhUB/4HqlVP/DiqUDZ2utBwNPA3NdFY+3O1BZx+tLzZzVO4Yze0YbHY4QQjTpDEsGvRwVvBU+nOxSmb37VLmyJj4KSNVap2mt64D5wOWNC2itV2utS5xP1wIyEuskvbBkN5W1Nm4eFCr94EIIt+WHg6etO/HBweM/52CplVvOToUr+8RjgexGz3OoX4v8aG4HlrgwHq+1KbOEzzZmc83gSApfeBJ/6QcXQrixztQwrWQ9s3zG8ej8dTw4tpMsUXqSXFkTV01sa7JqqJSaQH0Sn36U16cqpTYqpTYWFha2YIiez+HQ/HPhDjqFB3Lz8GjpBxdCeITIA+mcUZTEt8mlfPrEbDIyMowOySO5MonnAN0aPe8K7Du8kFJqMPA2cLnWuripHWmt52qtE7XWiTExMol+Y8tTCtmVV86tw9tTsC9bmtCFEB7jhqo9xDqq+KbjGKqtDqPD8UiuTOIbgF5KqR5KKX/gOmBR4wJKqe7AV8BNWusUF8bitd79PZ2oYF9C3n6RpJkvyXrhQgiPEaDtTLftodA3hLkr0mQWt5PgsiSutbYB9wE/AsnA51rrnUqpu5VSdzuLPQ5EAW8opbYqpTa6Kh5vlFpQwcq9RVzeP4K4sFBpQhdCeJwhuoyBFZn8sLeK3x59UprVT5BLJ3vRWi8GFh+2bU6jx3cAd7gyBm/23u8Z+Pv6cHHfCCq/NzoaIYQ4OecXb2VnaDc2dhzBOUYH42Fk2lUPVVBRw1ebc7lyaCwRQTLxnhDCc3WwljG6MoPfgnuQb7EaHY5HkSTuoV78YQ82h4Np42XxACGE57u0dAd2FAt3lhy/sGggSdwDbc8p48vNOVw5oD32sv0ysYsQwuNF2asYVrufn/aWUWeTkerNJe2wHkZrzVPf7aRdoIl+X79O7s9BMrGLEMIrjKtKZ1NgFz5eto2zeoTLBDDNIDVxD/PBmkw2ZJRwx8gYeoYGycQuQgivEVOcRrjVwlffb2H99BkyUr0ZJIl7kNSCCp5bnMyEPjFM6t3O6HCEEKJF+aA5qzKDHf4d8G/XyehwPIIkcQ9hszv4y/ytBPoq7klsR1ZWlvSDCyG8zhhLGj7AgtB+RofiEaRP3EP8tCufnfvKuW7/CqpfXiD94EIIrxRlr+JmewbvBfXg87VmrnFul/7xpkkS9xDzVmfQKdSPSeoAcRER5JaXGx2SEEK4xBR7Fr9YQ5m3NZw+v71GbVk+vPAcPXvKLbWHk+Z0D5CcV8769ANc1j9CvjAhhNfzRXNt/kpQPnwSNZIuYeFGh+S2JCd4gPdXZxDo58OFfSKMDkUIIVpFlNXC1SXb2OgTyYrA7kaH47Ykibu5kso6Fm7N5YqhsYQHSn+QEKLtOMuSylBHKZ+GDaKwUqZjbYokcTc3d4WZWquD87v7ysxsQog2xQd42LoHq/Lhg01FRofjlmRgmxs7UFnHvNUZDKpIx++NhWyWEelCiDamK9WMrc7i51Rfii21RIUGGB2SW5GauBubuyKNGquD62vTZGY2IUSbdV5lKla75j9LtmK3240Ox61IEndTJZV1fLAmgwk9w4m1VxgdjhBCGManNI/TKrL4cl02KeY0o8NxK5LE3dRXW3KpqrNz/VBpPhdCiEuqzFh8g/gtVebIaEySuBvSWvP5hmyGdIsgITLQ6HCEEMJw/Wry6W4tY/62A9gdMsD3IEnibigpp4w9+RVMiAuQEelCCAEo4LLKPWSX1bFkR57R4bgNGZ3uhj7bmE2ASdHug1dJKi+REelCCAEMq86hc+zpvPTDLvoEV5HQo0ebn09dauJuprrOzrdb93FWjzB6hgTJiHQhhHAqsFg4Y89vpB+o5YOn58h640gSdzuzftpDRa2NS/pFGB2KEEK4nYn2AmIdVfwSk4jVLl2NksTdyPI9+byzKp3L+kcQVlsofeFCCHEYE5oH7Knk+Ybx5fYDRodjOEnibqKsysrfPttKTF0ply79kKSZL1FbW2t0WEII4XbOcBxgeE0eH20pIq+s2uhwDCVJ3E28+3s6xVU27q3YSu+IMOkLF0KIY7i+fBt2h+axzzdiNpvb7ExuksTdgKXWxrzVGZwZF0qCrdTocIQQwu3Zygo4I38Lv5rL+frxWW12kJskcTfwybpMyqqt3DA0yuhQhBDCY1xdnUY7XcdvHU5vs2OIJIkbrMZq562V6Yw5LYp+HYKMDkcIITxGsLZyiy2TXQExrM+pNDocQ0gSN9iXm3IorKjl3vGnGR2KEEJ4nMsc+4ixVfLh5ra53rgkcQPZ7A7+t8LM0G4RjO4pTelCCHGi/NCcX5lKckEN36/Z0eYGuUkSN9B3SXlkH6jm6n4hpKWlyTzpQghxEnoX7iTAXsdH81exfvqMNjXITeZON4jDoXljWSo92gfg88a/yQ0LJylvn8yTLoQQJyhA2xhXmcbSsN5c266D0eG0KqmJG2RZSgEp+RauGxpJt7Bw4iIi5N5wIYQ4SRMq9uJA8XNwgtGhtCpJ4gb5dH020aEBjE8INzoUIYTweDG2Ss51FPBTcE/2V9QZHU6rkSRugILyGn7bXcDVI2Lx9VFGhyOEEF7hLlsaSmte+i2jzQxwkyRugC83ZWN3aEZ3QAazCSFEC+lALRMOJLG5wMFHT/ynTQxwkyTeyrTWfLwmnfjqfHz++7IsdCKEEC1obOkuoq0WVsYMNzqUViFJvJX9nlpMbrmViXU5MphNCCFamK92ML5iL6n+UWSWeH8FSZJ4K6qx2nl80Q46hvoysmaf0eEIIYRXOqMyA5N2sGRPmdGhuJwk8Vb0399SSSus5G/jOhOA9w+4EEIII4Q7ahlWu5+f95ZRZ3MYHY5LSRJvJSn5FcxZbubq4V1J7BpidDhCCOHVzq7OpLTGzq/J+UaH4lKSxFvJB2sy8DUpbhwQJCPShRDCxfrX5NE+AGb/vIuUvalee7uZJPFWUGuz8+22PMZ0D2XPv/4pI9KFEMLFCiwWxpuXklxQw0szP/Xa281cmsSVUpOUUnuUUqlKqUeaeL2vUmqNUqpWKfWQK2Mx0tLdhZRVWzmvVzixYeEyIl0IIVrBJHs+E+wF/BI5lJSiGqPDcQmXJXGllAl4HbgQ6A9cr5Tqf1ixA8ADwCxXxeEOvt6SQ0xYACNipS9cCCFaiwL+Zksh3FHLa6v2e2U3pitr4qOAVK11mta6DpgPXN64gNa6QGu9AbC6MA5DlVTW8dvuAi4f0gWTTLEqhBCtKhwbl1XuYXdhDZuzSowOp8W5MonHAtmNnuc4t7UZWmte+CEZq10zsoOWAW1CCGGA0VWZBPvC7B92eN2c6q5M4k1VO08qgymlpiqlNiqlNhYWFp5iWK1Da82T3+5i/oYczirZQdCbr8qANiGEMEBJRRnD9m9jZVoZP/3jWa8a5ObKJJ4DdGv0vCtwUtOUaa3naq0TtdaJMTExLRKcq320NpN5qzOYPKg9t9elyhSrQghhoEtqMlEodsQMMjqUFuXKJL4B6KWU6qGU8geuAxa58PPcRp3NwRvLzIyKj+Tu0zs02SQhhBCi9UTZqxjnKGRpUDwp5vqlSr2had3XVTvWWtuUUvcBPwIm4F2t9U6l1N3O1+copToBG4FwwKGUehDor7Uud1VcrWHhllzyymp4/urBKOXRhyKEEF7jT/Yclvl34LuPfuFaUxG5FeXwwnP07NnT6NBOmsuSOIDWejGw+LBtcxo93k99M7vXsDs0byxLpVd0ALE+ZWRmZmGSwWxCCGG4AbqcrjVFbIwZzEOOzUaH0yJcmsTboh937iejuIob8paxb2cpSXn76N8+0uiwhBCizVPAmNJkPus0jg11kXSi1OiQTplMu9rCvtmaS3SILxN9SmUwmxBCuJmBFZm0s1XziW/3k7tdys1IEm9B1XV2lqcUMiYuVE6sEEK4IV8cXFK2g60+EfwS1MPocE6Z5JoWtHJvITVWB2Piw4wORQghxFGcZTFzhr2Y+WEDySjx7Lk7JIm3oB925BHq70NEXaHMzCaEEG5KAdNtuwl0WHnmpwxSUz13qVJJ4i3EZnfw8679nFa0l12zXpaZ2YQQwo1FYmVi0WbSyzUfPvWGx87iJkm8hazPOEBFrYNxjiIZzCaEEB5gWLmZSFslq6KHeWzrqSTxFqC1Zs7yNAJ9FYNrC4wORwghRDOY0EwqS8bsH8mWfVVGh3NSJIm3gI/WZrIipZA7R3UgAM/sVxFCiLZojCWN9vZqPtpSbHQoJ0WS+ClKL6rk2cXJnNU7hsv7RxgdjhBCiBPgh4NJlhS25VWx8PftHjefuiTxU/TEoh34KrgnMZysrCyP7VcRQoi2qm/hToJt1bzz5QbWT5/hUYPcZNrVU7AurZjlKUVcWLSJule+kilWhRDCA/lrGxdUpPB1+yHUtu9udDgnRGriJ0lrzcwf9xAV7MvV9lyZYlUIITzY+Iq9hGkri0L6GB3KCZEkfpJ+TS5gU2YJNw+Pxh+H0eEIIYQ4BUHaxmR7DpsDO2MurjE6nGaTJH6Svtm2jw5hAUzq087oUIQQQrSAq+y5BDqsfLLVc0aqSxI/CXa7nQ3mQvpF+5ObLYPZhBDCG4Rj45yqNJanVbB00y6PGKkuSfwkbElOZb/FSpekNSTNfEmmWBVCCC8xrGAbJoeNtz9Y7hEj1SWJn4TkgmoAxgTUyWA2IYTwIqH2Gs62mFkb2A2/iE5Gh3NcksRPQnJBDSbtoLe2GB2KEEKIFnZBeTI+aL4P7mV0KMclSfwk7C6opputnAAZlS6EEF4nwl7DRY48VgTFUWixGh3OMUkSbya73Y7ZbCZlbyq78qvoWXfA6JCEEEK4yPW2bAA+S3Lv3/WSxJspIyOD9dNnsPGFN6ixQ/dqWa1MCCG8VWdqGF2dxXfJJWzYvsdtR6lLEj8BsWHhlLaLBSCh1nPuIxRCCHHiTi/Ygs3u4D//Xei2o9QliZ+gdT6RBNlr6WCrMDoUIYQQLhRtrWBkVRbr2vWlrEZq4h4vyzec5aYOnF62B2V0MEIIIVzuorJd1Pr48tUO9+wblyR+AhaE9iNUWzmrZJfRoQghhGgFXazlJNbs4+sdJRyorDM6nCNIEm+mnfnVbAnozHX2bIIc7vdFCiGEcI2rLMlU2xzM/nWv0aEcQZL4cRy8teyt1dmE2Wu52p5rdEhCCCFaUWdrGWfFmvhgTQZLN+1yq5HqksSPIyMjg+8f+zfbixxMqEghGPf58oQQQrjefouFxF/mEWC38sK8FW41Ul2SeDNsjxmMSds5qyLV6FCEEEIYoHeQHzc7stgd0o2d+dVGh9NAkvhxWOrsrAzszuCKDMIdslqZEEK0VVfY9xHqqOXjLUVGh9JAkvhx/LinjBofP0aX7jY6FCGEEAYKxs6kSjPrsivZnlNmdDiAJPEmHRzMlpScwkebC+hdV0Q3maFNCCHavAmVqQT7wgvfbcVsNhs+yE2SeBMOzpP+5huLKa/VTC7eZHRIQggh3EB5RSkj921iVYaFRf+cafggN0niR+ET0Zmfg3uSWJ5KfF2J0eEIIYRwE1fUZhKkbazrMNzoUCSJH80nYYMIwMHE4i1GhyKEEMKNhDjquNK+j3UBsWSXGjvgWZJ4E9ZlWdgW0Ilb7BmE2WuMDkcIIYSbucaejR92Pt5q7HgpSeKHqbM5eGNtAZ1tFVwls7MJIYRoQnusTKjK4NfUcjKKKg2LQ5K408ER6S99u5GcsjquL9+OH9rosIQQQripSZYUfBU8s3CzYSPVJYk7ZWRk8OuMp3h/zT56lGXQtyLL6JCEEEK4sZryIhILtvHr3jK+fewFQ0aqSxJvZGWn07EpE1eVyGA2IYQQxze52kwQdn7vmGjI50sSd9pdWM3KoDj+ZM8h2lphdDhCCCE8QKijjj/Zc9gQGMveotYfCC1JHLA7NP/5PZ929hputmcaHY4QQggP8id7DiGOOuZtKmz1z3ZpEldKTVJK7VFKpSqlHmnidaWUmu18PUkp1ap3zh8czPbqd5vYXVjD9RXbZalRIYQQJyQMG5MsKazNquTb1TtadYCby5K4UsoEvA5cCPQHrldK9T+s2IVAL+fPVOBNV8XTlIyMDH6e8TRvrcqhe3kWw8rMrfnxQgghvMTggiRCbFW8On9tqw5wc2VNfBSQqrVO01rXAfOByw8rcznwga63FohQSnV2YUxH+LnzGLTy4drijajW/GAhhBBew1/buLh8N+bgzuzMr2q1z/V14b5jgexGz3OA05tRJhbIc2FcDRxa066qkKusxVjL9rPPz4/A0kDyKy3U1h36uNRqPWLbyZZtyX0Z9bnecAxy7txjX23tc+UYvPdze1m3cmNtOf063NUaKQxwbRJvqmJ7+OwpzSmDUmoq9c3tABal1J5TjK2xaMB9Vng3hpwDOQdt/fhBzgHIOWiR43/ug1ktEMoR4pra6MokngN0a/S8K7DvJMqgtZ4LzG3pAAGUUhu11sbc4Ocm5BzIOWjrxw9yDkDOgScevyv7xDcAvZRSPZRS/sB1wKLDyiwCbnaOUj8DKNNat0pTuhBCCOHpXFYT11rblFL3AT8CJuBdrfVOpdTdztfnAIuBi4BUoAq4zVXxCCGEEN7Glc3paK0XU5+oG2+b0+ixBu51ZQzN4JJmeg8j50DOQVs/fpBzAHIOPO74VX0eFUIIIYSnkWlXhRBCCA/VZpK4u08B2xqacQ7GK6XKlFJbnT+PGxGnqyil3lVKFSildhzlda++Bppx/F79/QMopboppZYqpZKVUjuVUn9poozXXgfNPH6vvg6UUoFKqfVKqW3Oc/BkE2U85xrQWnv9D/UD68xAAuAPbAP6H1bmImAJ9feunwGsMzpuA87BeOA7o2N14Tk4CxgO7DjK695+DRzv+L36+3ceY2dguPNxGJDSln4XNPP4vfo6cH6voc7HfsA64AxPvQbaSk3cI6aAdbHmnAOvprVeARw4RhGvvgaacfxeT2udp7Xe7HxcASRTP0tkY157HTTz+L2a83u1OJ/6OX8OHxzmMddAW0niR5ve9UTLeLLmHt9oZzPTEqXUgNYJzW14+zXQHG3m+1dKxQPDqK+JNdYmroNjHD94+XWglDIppbYCBcDPWmuPvQZceouZG2mxKWA9WHOObzMQp7W2KKUuAhZSv8JcW+Ht18DxtJnvXykVCiwAHtRalx/+chNv8arr4DjH7/XXgdbaDgxVSkUAXyulBmqtG48V8ZhroK3UxFtsClgPdtzj01qXH2xm0vX3+PsppaJbL0TDefs1cExt5ftXSvlRn8A+1lp/1UQRr74Ojnf8beU6ANBalwLLgEmHveQx10BbSeIyBWwzzoFSqpNSSjkfj6L++ihu9UiN4+3XwDG1he/feXzvAMla65ePUsxrr4PmHL+3XwdKqRhnDRylVBBwHrD7sGIecw20ieZ0LVPANvccTAamKaVsQDVwnXYO1fQGSqlPqR95G62UygH+Rf2gljZxDTTj+L36+3caA9wEbHf2iQLMALpDm7gOmnP83n4ddAbeV0qZqP8D5XOt9Xeemg9kxjYhhBDCQ7WV5nQhhBDC60gSF0IIITyUJHEhhBDCQ0kSF0IIITyUJHEhhBDCQ0kSF0IIITyUJHEhhBDCQ0kSF0KIk6CU6q+UutW5RneY0fGItkmSuPAYzukg5yulzEqpXUqpxUqp3iexnwil1D2uiNG5/weUUslKqY9d9RmtTSm1ujXe42pKKcvxSx1S3qSUek0ptVMptV0pldDoZT/gfuBKwOIsH6+Uqm40G9qpxvuOUupipdRWpVSdt85hLk6eJHHhEZxzOX8NLNNa99Ra96d+usiOJ7G7COCEkrhzDuXm/n+5B7hIa33jiQbmrrTWZ7bGe9zQo0Ca1noAMJtDr5tuwHvUT83ZuCZu1loPbWpnzqk+T8RQYJtzf265AIcwliRx4SkmAFbnvMYAaK23aq1XKqWmKKXWO2sr/zv4i9JZK0pWSr3lrEn95Fzw4Hmgp7P8i86yR+yj0fvfoH55xsarGqGU+ptSaofz50HntjlAArBIKfXXw8rHK6V2K6Xedr7nY6XUeUqp35VSe52LTRwsu1AptckZ91TnthCl1Peqfp3nHUqpa5va1tTJO8bxNTcey9E+6xjbD9ZOjzhPx/l+Do+9qXNxzPcqpf7pPLaflVKfKqUeas45Oez1EOBKrfVrzk3pwGkHX9dafwd8qbVe3MRyno3384VS6mWl1FLgUaXUZKXUWuf5WqWUimlUtrdz23bn9dNJa51ztH0LgdZafuTH7X+AB4BXmtjeD/gW8HM+fwO42fk4HrABQ53PPwemOLfvON4+nOUcwBlNfO4IYDsQAoQCO4FhztcygOgm3nMwnkHU/wG9CXiX+rWLLwcWNiob6fw3CNgBRAFXA281KtOuqW3NPUcnGI/laJ91jO2W45ynJr+fJuJv6lwc9b1AIrDVWT4M2As8dDCm4103jT73cqDAua+tQBb1Cwcd6zqNp9G15dy2G3iq0fOoRo//BdzrfOwLrAdGNYrp10ZlM2jiupKftv0jNXHh6c6lPlFsUPX9kOdSXxM+KF1rvdX5eBP1v2RPZB+ZWuu1TbxnLPC11rpS16+9/BUwrhnxpmutt2utHdQntF+11pr6RNc4tgeUUtuAtdS3APRyljlPKfWCUmqc1rrsKNtO5PiaGw/H+KxjxXC889Sc76epc3Gs944FvtFaV2utK6hP1idyTg4aCjyutR6q65uzf6I+mTebUioQiASearT5VmcLwDbqm+drnNuvon6J0PXO5ztP9PNE29MmliIVXmEn9UskHk4B72utHz3K+2obPbZTXztr1j6UUvFA5VH2q44Z7dE1jsfR6LkD5/9HpdR46tc4Hq21rlJKLQMCtdYpSqkR1C+R+G+l1E9a66ea2nYCx3fceA462ucfbXujz27u+Tji+znauTjOe5vz3RzvugFoT30TOkopX2Ai8Gwz9t3YAGCd1trm3M/NwCjgHK21RSm1gvprG2Aw9X+MHDQCWHaCnyfaGKmJC0/xGxCglLrz4Aal1EggCZislOrg3BaplIo7zr4qOHQg0q8nsY8VwBVKqeCDfafAyhM6oqNrB5Q4k1Zf4AxnXF2AKq31R8AsYHhT25rY38kc3xGO9lnHieFUz1OT5+I4VgGXKqUClVKhwMVNlGnOOUlp9Hl/Bb7XWqefQOxQ31WRdNjz1c4EfjVwJvUtGQDFwEBnPCOA65GauDgOqYkLj6C11kqpK4FXlVKPUN8EmQE8CDwG/KTqR49bgXuBzGPsq9g5eGsHsERr/bBSqql97D/GPjYrpeZR34cJ8LbWesspHuZBPwB3K6WSgD3UNyNDfQJ4USnlcMY47SjbDo9114ke31Ec7bOOGkMLnKejnYuj0lpvUEotArZRfx1sBMoOK3O0c9L4uvkUWKKUSgXWAFNPIO6DBvHHsQO8D3yjlJoMLKZ+5PvB1p4PgcXO5v09QCmQfBKfKdoQVd/9JYQQ3kMpFeqs7QZT3xowVWu9uRU+Nx74Tms90AX7zgAStdZFLb1v4bmkOV0I4Y3mOmu0m4EFrZHAnexAO9VCk70AKKWCnPvzo36sghANpCYuhBBCeCipiQshhBAeSpK4EEII4aEkiQshhBAeSpK4EEII4aEkiQshhBAeSpK4EEII4aEkiQshhBAeSpK4EEII4aEkiQshhBAe6v8BV7CEcVv4tCkAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1723,6 +1726,21 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# SUMMARY\n", + "\n", + "For this project, we: \n", + "- Studied the angular distribution of the emitted muons\n", + "- Generated random number using the ICDF method accordingly to the angulad distribution\n", + "- Studied the muon momenta in the lab frame\n", + "- Considered a real beam with an energy and position spread\n", + "- Considered the effects related to the presence of a thick target\n", + "- Compared the QED calculations with the Babayaga-generated events\n" + ] + }, { "cell_type": "markdown", "metadata": {}, From aa76e57cf3a1a3ca063e4bfe657303b5d220053e Mon Sep 17 00:00:00 2001 From: Tommaso Faorlin Date: Tue, 23 Feb 2021 17:04:09 +0100 Subject: [PATCH 38/39] sistemate alcune cose --- Project.ipynb | 295 ++++++++++++++++++++++++++------------------------ 1 file changed, 151 insertions(+), 144 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index 3f491da..c780d6e 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -122,14 +122,22 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", + " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -206,14 +214,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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j2KIzxpgwUFUWJBzmv59vZvmOI7RtVp97R/VmzJBONKpnl2LBe3K4HbhLRJYBHdwO7zKA4UBiuIIzxphQW7o9iUc/3cSSbUl0aN6A+y/oyyWDOtKgbrmGqKm2vHa8VwA8ICL/Ac4EBgAtgLXA3eELzxhjQmPT/lQe/mQjX248SJum9fn7+X0YM6QT9etYUiiOr/MnVc3A6ftobnjCMcaY0DpwNIt/f/Yjby7fReP6dfjzyJ6MHxFHw3qWFEpjlWvGmGopKzefqfO38uzXW8gvUK4+qQs3nnYcLRpXz5vWQq1CyUFE2gNJ1pTVGBMtVJV5a/bz4LwN7EnO5Jy+7bjrnF7EtqrafR1VtoqeOcwAuonI26r6p1AEZIwx5ZVwMI375q7lu4REerVvxmO/P4FhXVtFOqwqyesd0r0COuD7iaqeKSIC9A55ZMYY41FmTj6Pf7GZFxdspWHd2tw/ug+XDe1M7SgeLyHaeT1z+EhEvgHuU9WdgW+4XWyvC3lkxhjjwVebDvLX99ay+0gmlwzqyJ3n9KzxN7CFgtfk0BO4FvhGROYC/1DVQ+ELyxhjSnc4LZu/f7CeD37YS7c2jXl98jCGWhVSyHi9zyEHeFJEXgBuApaIyEzgUVU9Gs4AjTEmkKry3qo9/P2D9WRk53P7Wcdz7Sld7X6FEPPVxaCqZqnqv4C+QCawXETsQrQxplLsT8li4ivL+MPrP9C1dWPm3Xoyt5zR3RJDGPhqreR23d0T6AHEAqnAg8C/Qh2YMcYUUlXeXbmHv81dR05+AfeO6s1VI+LsgnMYeW2ttBo4FtgJbAQ2AF8ATwHW8Z4xJmwOp2Xzl3fW8Nn6A8R3bsG/LjmBuNaNIx1Wtef1zOECYJvbMskYYyrF5+sPcOc7qzmalcfdv+3F1Sd3sbOFSuL1gvRWABHpDtwJZKrqTeEMzBhTc2Xk5HH/h+uZvWQXvdo347VJA+jRrmmkw6pR/I55NwN4C/g1gIj0FZFXQx6VMabGWrsnhVFPLmDO0l1ce0pX3rtxhCWGCPDbfUYtVf1YRB4EUNW1ItI3DHEZY2qYggJl+nfbeOSTTbRoXJfXJg5lxHGtIx1WjeU3OewVkS64o8G5XWc0DHlUxpgaJSk9hz++sYqvNh3i7N5tefii/tZ7aoT5TQ63AdOAdiIyARiJM+CPMcaUy+Ktidw6ZxVJ6TlMGd2HK4d1xvndaSLJa1PWM4DVqrpdREbitF46AfgGmB7G+Iwx1VRBgfLsN1t47LNNxLZsxDs3jKDvsc0jHZZxeT1z+B9wUEQKcM4U1gCr3b/WvNUY40tyRg63v/EDX248yLn92/PwRf1pUt/GHosmXvfGzcBE4A1gIc4d0oOA8UAvoF04gjPGVD9rdqdw3czlHEzNsmqkKOapKauqPg2chHOW8F8gF7hVVU9TVUsMxhhPXl+6k4ueWwjAm9eNYNzwOEsMUcrzfQ6qmqmqDwOnAcfh9Mw6NGyRGWOqjey8fO56ZzV/fnsNQ+Ja8sHNJzOgU0ykwzKl8HpB+tc4He71xKlGOgan071ydZ7uXtR+HKgNTFPVfwa9Hwu8AsS489ypqvPKU5YxJrL2p2Rx3czlrNqVzA2nduOPZ/ewLjCqAK/XHL4GVgFzgCdUdXt5CxSR2sDTwFnAbmCpiMxV1fUBs90DvKGqz4pIb2AeEFfeMo0xkbF8RxLXzVxBenYez11xIiP7to90SMYjr8nhepwxHM4F/igiiTgtldYAa1X1PR9lDgESAvprmgOMBgKTgwLN3OfNgb0+lm+MiQJzluzkr++vpUNMQ2ZOHGpdYFQxXjveez7wtYh0BPoB/YGLAD/J4VhgV8Dr3UDwtYu/AZ+JyM1AY+DM4hYkIpOByQCxsbE+QjDGhEtefgH/+GgDLy/czq+6t+apsSfSvFHdSIdlfCpXw2JV3Y3zpf5xaMP5yVjgZVV9TESGAzNEpK+qFgTFMRWYChAfH2/3WxgTYckZOdw4awXfJSQy6eQu3HlOT+rU9tu/p4kGnpODiPTEqf451p20B5irqht8lrkH6BTwuqM7LdBEnK45UNXvRaQB0Bo46LMsY0wl2XoojYmvLGPPkUweubg/v4/vVPaHTNTylNJF5M84F6MFWOI+BJgtInf6LHMp0F1EuohIPWAMMDdonp3AGW7ZvYAGwCGf5RhjKsl3CYe54OnvOJqZy6xrhlpiqAa8njlMBPqoam7gRBH5N7AO+GexnyqGquaJyE3ApzjNVKer6joRmQIsU9W5wB+BF0TkDzgXp8fbKHTGRKdZi50Lz93aNObFqwbTqWWjSIdkQsBrcigAOgA7gqa3d9/zxb1nYV7QtHsDnq/HuSPbGBOlCgqUf36ykanzt3JqjzY8OXYgTRvYhefqwmtyuA34QkQ283NLo1icO6VvDkdgxpjolZmTz22vr+TTdQcYN7wz947qbReeqxmvTVk/EZHjce5RCLwgvVRV88MVnDEm+hxKzWbSK0tZvSeFe0f1ZsJJ1j9SdeSnKevxOPccfKqqaYUTRWSkqn4S8siMMVFny6E0xr+0hEOp2Uy9Mp6zereNdEgmTLy2VroFeB+nCmmtiIwOePvBcARmjIkuS7Yl8btnFpKZk8/rk4dbYqjmvJ45XAMMUtU0EYkD3hKROFV9HKdJqzGmGpu3Zh+3vb6Kji0a8sqEIdYiqQbwmhxqFVYluUOFnoqTIDpjycGYam36gm3c/9F6BsW2YNpV8cQ0qhfpkEwl8Nq84ICIDCh84SaKUTh3LfcLR2DGmMgqKFAenLeBKR+u5+zebZk5aaglhhrE65nDOCAvcIKq5gHjROT54j9ijKmqcvIK+L+3fuC9VXsZN7wz953Xx8ZgqGG8NmXdLSI9RaQPsDiwtRJg/fAaU42kZ+dx3czlfLv5MHf8pgc3nNrNmqrWQNZayRjzk8S0bMa+sIiFWxJ55KL+3HjacZYYaihrrWSMAWD3kQzGvbiEPcmZPH/FIM60pqo1mrVWMsbw44FUxr24hPScPGZOGsrguJaRDslEmLVWMqaGW7HzCJc89z0Fqrxx7XBLDAbwnhzGAfsDJ6hqnqqOA34d8qiMMZXi282HuGLaYmIa1eWt60bQq32zsj9kagTPrZVKee+70IVjjKksH6/Zxy1zVtKtTRNenTiEY5o2iHRIJoqUawxpY0zV9sbSXdz5zmoGxrZg+lWDad7IxmEwv2TJwZga5sUF27j/w/X8qntrnr9yEI3q2deAKcr36BwicnrgX2NM1aCq/Od/P3L/h+s5p287pl0Vb4nBlKg8Qzf9K+ivMSbKqSr/+GgDj3+xmYsHdeTJsQOpX6d2pMMyUawiPxvs/gZjqoD8AuWe99Yye8lOxo+I495Rvall/SSZMtg5pTHVWF5+AX960+lA74ZTu3HHb3pYdxjGE0sOxlRT2Xn53DJ7JZ+uO8Adv+nBjacdF+mQTBViycGYaigrN5/rZi7n602HuO+83kw4qUukQzJVTHmSQ2F33amhDMQYExrp2XlMemUZi7Yl8tDv+jF2SGykQzJVkO/koKq/DvxrjIkeR7NymfDSUlbuPMK/f38CFw7sGOmQTBXlKTmISL6qWrs3Y6JYSkYu46YvZt3eozw59kTO7d8+0iGZKszrmYM1bzAmiiWl53DFtMUkHEzj2SsGcZaNxWAqyGty0LBGYYwpt8Np2Vz+wmK2J6YzddwgTu1xTKRDMtWArzukRWS+iDRzn18nIreJSL3whGaMKcvBo1mMmbqInUkZvDR+sCUGEzJ+u89orqpHRWQQztChLYAXQh+WMaYs+1OcxLA3OZOXJwxmxHGtIx2SqUb8JodcEamDM/jPw6p6H9DHb6EiMlJENolIgojcWcI8vxeR9SKyTkRm+S3DmOpsT3Imv3/+ew6mZjNj4hCGdm0V6ZBMNeO3KeuTwA9AA6DwS72JnwWISG3gaeAsYDewVETmqur6gHm6A3cBJ6nqERGxc2VjXLuSMhj7wiJSMnOZMXEIA2NbRDokUw35OnNQ1VeAoUBfVc0UkeOA732WOQRIUNWtqpoDzAFGB81zDfC0qh5xyz3oswxjqqVdSRmMmbqIo5m5vDZpqCUGEzZek8NPTVlVNU1VM93nCao6wWeZxwK7Al7vdqcFOh44XkS+E5FFIjLSZxnGVDs7EtO59PnvSc/JY9Y1w+jfMSbSIZlqzGu10qnhDKIYdYDubrkdgfki0k9VkwNnEpHJwGSA2FjrIsBUX9sPpzNm6iKy8/KZNWkYvTs0i3RIpprzeuYwSUT+IiKdQ1DmHqBTwOuO7rRAu4G5qpqrqtuAH3GSxS+o6lRVjVfV+DZt2oQgNGOiz9ZDaVw69Xty8guYdY0lBlM5PCUHVR0HTAcuEJHHRGS8iDQuZ5lLge4i0sW9R2IMMDdonvdwz1ZEpDVONdPWcpZnTJW15VAaY6YuIi9fmX3NMHq1t8RgKofn1kqquh94HEBEegK3iUhD4GtV/dzHcvJE5CbgU6A2MF1V14nIFGCZqs513ztbRNYD+cAdqproea2MqQa2HEpj7NRFFKgye/Iwjm/bNNIhmRqkvOM57AUOAFcCp4hIhqou9PphVZ0HzAuadm/AcwVudx/G1DiFZwyqzhlDd0sMppL5vQkOETkbWAC0A8ar6q/8JAZjTOkSDhYmBiwxmIgpz5nDMpyksCLUwRhT0yUcTGPsC4WJYaglBhMxXsdzELeqB1VNApJKm8cY41/hGQNYYjCR57Va6SsRuVlEfnEzgYjUE5HTReQV4KrQh2dMzWCJwUQbr9VKI4Grgdki0hU4AjTESS6fAf9V1ZXhCdGY6s0Sg4lGnpKDqmYBzwDPiEhdoDWQGXzHsjHGn8JrDGCJwUQXXxekRWQzsAanZ9ZVIrJKVXeEJTJjqrkth+zis4lefpuyPg/sBxKBc4B1IrJGRKa4ZxTGGA8Kb3Bz7mOwxGCij9+mrFeo6oDCFyLyHM61iKPAv4GbQxibMdXSVjcx5Bc4dz5bYjDRyG9ySBGR/qq6GkBVV4nIKap6gojYfQ/GlGHb4XTGvvBzYrAuMUy08pscrgVeE5FVwCqgB5DhvlcvlIEZU91sP5zO2KmLyHU70bPEYKKZ35HgNuKM5PYJcAyQAIxye2idE/rwjKkediQ6ZwxOt9tD6dHOEoOJbr67z1DVfOBN9xHoHyGJyJhqZmeiM7RnVm4+s64ZRs921u22iX7l7ZXVGOOBkxi+JzPXGcHNxmMwVYXvXlmNMd7sSspg7AuLyMjN57VJQ20EN1OlVCg5iEh7EakfqmCMqS52JTlVSWnZecycOJQ+HZpHOiRjfKnomcMMYKOI/CsUwRhTHew+4pwxpGbl8tqkofQ91hKDqXoqdM1BVc8UEQF6hygeY6q0PcmZjJm6iKOZubw2aZglBlNlVfiCtDuGw7oQxGJMleYkhu9JyXTOGPp1tMRgqi6/He/VBy4C4gI/q6pTQhuWMVXL3uRMxk5dRHJGLjMnDqV/x5hIh2RMhfg9c3gfSAGWA9mhD8eYqmdfSiZjX1jEkfQcZkwaygmdLDGYqs9vcuioqiPDEokxVdC+FOcaQ1JaDq9OHMIASwymmvDbWmmhiPQLSyTGVDH7UpyqpMS0HF6ZOISBsS0iHZIxIeP3zOFkYLyIbMOpVhKca9L9Qx6ZMVFsf0oWY6cu4rB7xnCiJQZTzfhNDueEJQpjqpD9KVmMmfq9JQZTrfntlXUHEAOc5z5ibJhQU5MEJoZXrrbEYKovX8lBRG4FXsPprvsYYKaI2OhvpkYITgyDOltiMNWX32qlicBQVU0HEJGHge+BJ0MdmDHRxBKDqWn8JgcB8gNe57vTjKm2CpurJlpiMDWI3+TwErBYRN51X18AvBjakIyJHnuTnRvckuzis6lhfCUHVf23iHwDnOROmqCqK0MfljGRt9ftRO9IupMY7D4GU5P47rJbVZer6hPuo1yJQURGisgmEUkQkTtLme8iEVERiS9POcaU1+4jGVw69fufusSwxGBqGk/JQUQWuH9TReRowCNVRI76KVBEagNP49wz0RsYKyJFuvwWkabArcBiP8s3pqIKB+pJychl5qSh1iWGqZE8JQdVPdn921RVmwU8mqqq37EPhwAJqrpVVXOAOWmyTF8AABm+SURBVMDoYua7H3gYyPK5fGPKrTAxpGbl8dqkYdaJnqmx/N7n8LCXaWU4FtgV8Hq3Oy1wmScCnVT1ozLimSwiy0Rk2aFDh3yGYcwvbT+czqXPf09adp6Nx2BqPL/XHM4qZlpIu9QQkVrAv4E/ljWvqk5V1XhVjW/Tpk0owzA1zNZDaYyZuojM3HxmX2MjuBnjqbWSiFwP3AB0E5HVAW81BRb6LHMP0CngdUd3WuAy+wJfOyOQ0g6YKyLnq+oyn2UZU6aEg2lc9sIi8guU2ZOH0bOd35pSY6ofr01ZZwEfAw8Bga2LUlU1yWeZS4HuItIFJymMAS4rfFNVU4DWha9F5GvgT5YYTDhs2p/K5dMWAcKcycPo3rZppEMyJip4vSCdoqrbgRwgRVV3uB3uqYhM91OgquYBNwGfAhuAN1R1nYhMEZHz/YVvTPmt33uUsS8sonYt4fVrLTEYE8jvHdL9VTW58IWqHhGRgX4LVdV5wLygafeWMO+pfpdvTFnW7E7hihcX07hebWZdM4y41o0jHZIxUcXvBelaIvLT3UAi0hL/CcaYiFqx8wiXTVtEk/p1eP3a4ZYYjCmG3y/2x4BFIvIGTod7FwMPhjwqY8JkybYkJry0hNZN6zPrmmEcG9Mw0iEZE5X89q30qogsA04HFPidqq4PS2TGhNjChMNMfGUZHWIaMOuaYbRt1iDSIRkTtXwlBxGpDwwAmrmfvVhEUNUp4QjOmFD5auNBrp25nC6tGjNz0lDaNK0f6ZCMiWp+q5XeB1KA5UB26MMxJvQ+WbuPm2evpEe7psy4eigtGteLdEjGRD2/yaGjqo4MSyTGhMH7q/Zw+xs/cELH5rw0YQjNG9aNdEjGVAl+WystFJF+YYnEmBCbtXgnt72+iiFxLZkxcaglBmN88HvmcDIwXkS24VQrCaCq2j/kkRlTAdO+3co/PtrA6T2P4ZnLT6RB3dqRDsmYKsVvcghpJ3vGhJqq8sQXCfzn8x85t197/nPpAOrV8T2mlTE1nt+mrDvCFYgxFaWqPPDRBqYt2MZFJ3bk4Yv6Uae2JQZjysNvU9aSuriwpqwmovILlL+8s4bXl+1i/Ig47h3Vm1q1JNJhGVNl+a1WSg943gAYhdN5njERk5NXwB9eX8VHa/Zxyxnd+cOZ3XG7ezfGlJPfaqXHAl+LyL9welc1JiIycvK4dsZyvt18mHvO7cWkX3WNdEjGVAsV7TSvEc5gPcZUuuSMHK5+eSmrdiXzyEX9+f3gTmV/yBjjid9rDmtw+lQCqA20Aex6g6l0B45mMe7FJWw7nM4zl5/IyL7tIx2SMdWK12FCZ6jqlcCLwLvu5DzggDt4jzGVZtvhdK58cTFH0nN4acJgTjquddkfMsb44rWd3yAR6QBMAI4CqUAm0Mwd08GYSrF2TwoXP7uQjJx8Zk8eZonBmDDxWq30HPAF0BWn073ApiDqTjcmrBYmHGbyjOU0b1iXGROH0LVNk0iHZEy15Sk5qOoTwBMi8qyqXh/mmIwp4oMf9nL7G6vo2roJr1w9hHbNbSwGY8LJb1NWSwym0r303TamfLiewZ1b8sK4eJo3sg70jAk3G//ZRK2CAuXhTzfy/Ddb+U2ftjw+ZqB1oGdMJbHkYKJSTl4B//fWD7y3ai9XDIvl7+f3pbZ1h2FMpbHkYKLO0axcrp+5nO8SErnjNz244dRu1h2GMZXM701wAlwOdFXVKSISC7RT1SVhic7UOHuTM5nw0lK2HErjsUtO4KJBdgO+MZHgtz/jZ4DhwFj3dSrwdEgjMjXWur0pXPjMd+xNzuTlCUMsMRgTQX6rlYaq6okishJAVY+IiI3Wbirs600HufG1FTRrWJc3rx9Oz3bNIh2SMTWa3+SQKyK1cftXEpE2QEHIozI1yoxFO7jv/bX0bNeM6eMH2z0MxkQBv8nhCZy+ldqKyAPAxcA9IY/K1Aj5BcpD85yR287oeQxPjB1I4/rWRsKYaOD3P7Et8DAwAKcLjQtU1Qb7Mb6lZedx25yVfL7hIONHxPHXUb2tqaoxUcRvcmgKTAWSgNfdv8b4svtIBpNeWcbmg2lMGd2HccPjIh2SMSaIr9ZKqvp3Ve0D3Ai0B74Rkc/9FioiI0Vkk4gkiMidxbx/u4isF5HVIvKFiHT2W4aJTit2HuGCpxey50gmL40fbInBmCjltylroYPAfiAROMbPB90L2k8D5wC9gbEi0jtotpVAvKr2B94CHilnnCaKvLV8N2OeX0SjerV598YR/Pr4NpEOyRhTAl/JQURuEJGvcbrvbgVc436B+zEESFDVraqaA8wBRgfOoKpfqWqG+3IRNhRplZZfoDzw0Xr+9OYPxMe14P0bT+K4Y5pGOixjTCn8XnPoBNymqqsqUOaxwK6A17uBoaXMPxH4uALlmQhKzsjhljmrmP/jIcaPiOPuc3tRt3Z5T1iNMZXFb5fdd4UrkOKIyBVAPHBKCe9PBiYDxMbGVmJkxotN+1OZPGMZe5Mzeeh3/Rg7xPaRMVWFp59wIrLA/ZsqIkcDHqkictRnmXtwzkAKdXSnBZd5JnA3cL6qZhe3IFWdqqrxqhrfpo3VX0eTeWv2ceEz35GZk8+cycMtMRhTxXgdCe5k928oKoqXAt1FpAtOUhgDXBY4g4gMBJ4HRqrqwRCUaSpJXn4Bj366iefnb2VgbAzPXTGIts3sjmdjqhq/F6Qf9jKtNKqaB9wEfApsAN5Q1XUiMkVEzndnexRoArwpIqtEZK6fMkxkHE7L5soXl/D8/K1cOawzcyYPs8RgTBUlqup9ZpEVqnpi0LTV5WixFHLx8fG6bNmySIdRYy3bnsSNs1aQnJHLgxf2sx5VjakiRGS5qsYHT/dUrSQi1wM3AF1FZHXAW02BhaEJ0VRFqsq0b7fxz0820rFFQ965YTB9OjSPdFjGmAry2lppFk5z0oeAwDuaU1XVutCooZIzcrjjrdX8b/0BftOnLY9ecgLNGtSNdFjGmBDwekE6BUjBuZu5BdAdaAAgIqjq/PCFaKLRip1HuHnWSg6mZnHPub2YeHIXG8rTmGrE7zChk4BbcZqfrgKGAd8Dp4c+NBONCgqUF77dyqOfbqJ9TAPevG4EAzrFRDosY0yI+b1D+lZgMLBIVU8TkZ7Ag6EPy0Sjg0ezuP2NH1iQcJhz+rbjnxf1p3lDq0YypjrymxyyVDVLRBCR+qq6UUR6hCUyE1W+2HCAO95aTUZOHg/9rh9jBneyaiRjqjG/yWG3iMQA7wH/E5EjwI7Qh2WiRXp2Hg/M28CsxTvp1b4ZT44dyHHHNIl0WMaYMPPbt9KF7tO/ichXQHPgk5BHZaLCip1HuP31VexIyuDaU7py+1nHU79O7UiHZYypBOUesFdVvwllICZ6ZOfl8/jnm3numy20b96Q2dcMY1jXVpEOyxhTibzeBJcKKM640YUKX6uqNgtDbCYC1u5J4Y9v/MCmA6n8Pr4j94zqbfcuGFMDeb3PwUZmqeaycvN58svNPPfNVlo1rsf08fGc3rNtpMMyxkSI3/sc7i1uuqpOCU04JhKWbU/iz2+vZsuhdC4e1JF7zu1FTKN6kQ7LGBNBfq85pAc8bwCMwulZ1VRBKZm5PPLJRmYt2UmH5g159eohNq6zMQbw31rpscDXIvIvnK63TRWiqny4eh9TPlxPYlo2E0Z04fazj6dJ/XK3TzDGVDMV/TZohNOVhqkiEg6m8be561iQcJi+xzZj+lWD6dfRelE1xvyS32sOa3BaKQHUBtoAdr2hCkjLzuOpLxN4ccFWGtStzd/P78PlQ2OpU9vXeE/GmBrC75nDqIDnecABd2Q3E6UKCpS3V+zmkU83cSg1m4sHdeTOc3rSukn9SIdmjIlifq85WFcZVciirYk88NEG1uxJYWBsDFOvHMTA2BaRDssYUwX4rVaKB+4GOrufLbwJLuLDhJqf/XgglYc/3sgXGw/SvnkD/nvpAEYP6GAd5RljPPNbrfQacAewBigIfTimInYlZfD4F5t5Z8VuGterw59H9mTCSXE0qGv9IRlj/PGbHA6p6tywRGLKbX9KFk99tZnXl+5CRJhwUhduPO04Wja2G9mMMeXjNzncJyLTgC+A7MKJqvpOSKMynuw+ksFz32zhjaW7KVDl0sGduPn07rRr3iDSoRljqji/yWEC0BOoy8/VSgpYcqhEmw+kMnX+Vt5duQcRuCS+E9ef0o1OLRtFOjRjTDXhNzkMVlUb+S0CVJXF25KY9u1WPt9wkAZ1a3H50FiuPaUbHWIaRjo8Y0w14zc5LBSR3qq6PizRmCKycvOZ+8NeXvpuOxv2HaVFo7rcdmZ3xg2Ps2sKxpiw8ZschgGrRGQbzjUHa8oaJgkH05i9ZCdvr9hNckYuPdo25aHf9eOCAcfSsJ61PjLGhJff5DAyLFEYAFKzcvl4zX7eWrGbJduSqFNL+E2fdlw+NJbh3VrZfQrGmEpjd0hHWHZePvN/PMyHq/fy6br9ZOUW0LV1Y/5vZA8uGdSJNk2tmwtjTOWzwX4iICMnj283H+azdQf4bP1+UrPyiGlUl9+d2JGLB3VkYKcYO0swxkSUDfZTSbYfTmf+5kN8s+kQCxIOk51XQLMGdTird1vOO6EDJx/XmrrWQ6oxJkrYYD9hoKrsPpLJkm1JLN6WyKKtSexMygCgU8uGjB0Sy9m92zK4S0tLCMaYqBSRwX5EZCTwOM6YENNU9Z9B79cHXgUGAYnApaq6vYKxhoWqsi8li437j7J+71FW7Uph1a5kDqc5N5A3b1iXIV1aMvHkLvz6+DbEtWpkVUbGmKhX6YP9iEht4GngLGA3sFRE5gbdOzEROKKqx4nIGOBh4FI/5YRSVm4+h1Kz2ZeSxb6UTHYfyWTroXS2HU5jy6F0UjJzf5q3a5vG/Pr41gzsFEN8XEt6tG1KrVqWDIwxVYun5CAixwFtKTrYTxdgn88yhwAJqrrVXfYcYDQQmBxGA39zn78FPCUioqpKiL36/XZW7DhCboGSn6/k5BeQlp1HenYeR7NySUrLIT0nv8jn2jVrQJfWjTm3f3t6tWtKz/bN6NGuKc0a1A11iMYYU+m8njn8F7gruCmriLR03zvPR5nHArsCXu8GhpY0j6rmiUgK0Ao4HFT+ZGAyQGxsrI8Qfrb1UDordyVTu5ZQt1Yt6tYRGterQ7tmDeh+TBNaNq5Pqyb1aN2kHu2bN6RDTEM6xDSgUb2K1sgZY0z08voN11ZV1wRPVNU1IhIX0oh8UNWpwFSA+Pj4cp1V/O38PvyNPiGNyxhjqjqvTWViSnnPb69ve4BOAa87utOKnUdE6gDNcS5MG2OMqQRek8MyEbkmeKKITAKW+yxzKdBdRLqISD1gDBA8gNBc4Cr3+cXAl+G43mCMMaZ4XquVbgPeFZHL+TkZxAP1gAv9FOheQ7gJ5/6I2sB0VV0nIlOAZe5Icy8CM0QkAUjCSSDGGGMqifj5QS4ipwF93ZfrVPXLsERVDvHx8bps2bJIh2GMMVWKiCxX1fjg6X7vkP4K+CpkURljjIlK1neDMcaYIiw5GGOMKcKSgzHGmCJ8XZCOZiJyCCjvYEStCbr7ugqq6utg8UdeVV+Hqh4/RGYdOqtqm+CJ1SY5VISILCvuan1VUtXXweKPvKq+DlU9foiudbBqJWOMMUVYcjDGGFOEJQfH1EgHEAJVfR0s/sir6utQ1eOHKFoHu+ZgjDGmCDtzMMYYU4QlB2OMMUXUqOQgIiNFZJOIJIjIncW8X19EXnffXxzJgYyK4yH+8SJySERWuY9JkYizJCIyXUQOisjaEt4XEXnCXb/VInJiZcdYFg/rcKqIpATsg3srO8bSiEgnEflKRNaLyDoRubWYeaJ2P3iMP9r3QQMRWSIiP7jr8Pdi5on8d5Gq1ogHTvfgW4CuOF2N/wD0DprnBuA59/kY4PVIx+0z/vHAU5GOtZR1+DVwIrC2hPd/C3wMCDAMWBzpmMuxDqcCH0Y6zlLibw+c6D5vCvxYzHEUtfvBY/zRvg8EaOI+rwssBoYFzRPx76KadOYwBEhQ1a2qmgPMAUYHzTMaeMV9/hZwhohIJcZYGi/xRzVVnY8zPkdJRgOvqmMRECMi7SsnOm88rENUU9V9qrrCfZ4KbMAZsz1Q1O4Hj/FHNXe7prkv67qP4JZBEf8uqknJ4VhgV8Dr3RQ9qH6aR1XzgBSgVaVEVzYv8QNc5FYFvCUinYp5P5p5XcdoN9ytMvhYRKJ2gHK3qmIgzi/XQFViP5QSP0T5PhCR2iKyCjgI/E9VS9wHkfouqknJoSb4AIhT1f7A//j5l4epPCtw+qo5AXgSeC/C8RRLRJoAbwO3qerRSMfjVxnxR/0+UNV8VR0AdASGiEjfsj5T2WpSctgDBP6S7uhOK3YeEakDNAcSKyW6spUZv6omqmq2+3IaMKiSYgsVL/soqqnq0cIqA1WdB9QVkdYRDusXRKQuzhfra6r6TjGzRPV+KCv+qrAPCqlqMs4AaiOD3or4d1FNSg5Lge4i0kVE6uFc5JkbNM9c4Cr3+cXAl+peEYoCZcYfVC98Pk59bFUyFxjntpYZBqSo6r5IB+WHiLQrrBsWkSE4/2PR8gMDN7YXgQ2q+u8SZova/eAl/iqwD9qISIz7vCFwFrAxaLaIfxf5Gia0KlPVPBG5CfgUp+XPdFVdJyJTgGWqOhfnoJshIgk4Fx3HRC7iX/IY/y0icj6QhxP/+IgFXAwRmY3TkqS1iOwG7sO5GIeqPgfMw2kpkwBkABMiE2nJPKzDxcD1IpIHZAJjougHBsBJwJXAGrfOG+AvQCxUif3gJf5o3wftgVdEpDZO4npDVT+Mtu8i6z7DGGNMETWpWskYY4xHlhyMMcYUYcnBGGNMEZYcjDHGFGHJwRhjTBGWHIwxxhRhycEYU6lEpLc43ct3EpGmkY7HFM+SQw3g3jE6R0S2iMhyEZknIseXYzkxInJDOGJ0l3+LiGwQkdfCVUZlE5GFlfGZcBORtLLn+sX8tUXkcXe8gjUi0jXg7brAzcCFQJo7f5yIZAbc2FbReKeJyHnueA450dp9RjSz5FDNud0IvAt8rardVHUQcBfQthyLi8HpZ95X+SLi9Ti7AThLVS/3HVmUUtURlfGZKHQXsFVV+wBP8MvjphPwEs4d2IFnDlvczuiKcO8m9mMgsNJd3l6fnzVQcwb7qakP4HRgfgnvXQEsAVYBzwO13elxOP0yvQCsAz4DGuKMIZHpzv9oSctwP78JeNX9fOegcm8H1rqP29xpzwE5wBrgD0Hzx+H0PfMyzuAurwFnAt8Bm4EhAfO+Byx3y53sTmsMfIQzQNJa4NLipnndRj7jSSuprFKmp5W0nUrbP8XEXty2KPWzwF/dfbcAmA38KTCm0o6bgPcbA8sDXp8JvBc0T7ti9vHaoGlvustfBNyD0y3GInd7LQDaBMx7vDttDXA3sCfgve1A60j/L1a1R8QDsEeYdzDcAvynmOm9cLr4ruu+fgYY5z6Pw+mfaYD7+g33C+EX/8AlLcOdr4Cg0a3ceQa5/8CNgSbuF9RA971i/4kD4umHc7a7HJiOM6LW6MAvHqCl+7eh+6XaCrgIeCFgnubFTfO6jXzGk1ZSWaVMTytjOxW7f4qJv7htUeJngcE4X/gNcH7RbyYoOZS0TYLKHY0zTsEq97ETpy+w0o7TOIomh43AlIDXrQKe3wfc6D6v726fIQExfREwb7HHlT1Kf1i1Us11Bs4X0FK3nvcMnCFIC21T1cL63+U4/7x+lrFDnVHEgp0MvKuq6ep0q/wO8CsP8W5T1TWqWoDzRfCFOv/5a4Jiu0VEfsD5hdkJ6O7Oc5aIPCwiv1LVlBKm+Vk/r/FQSlmlxVDWdvKyf4rbFqV99iTgfVXNUmeUtQ98bpNCA4B7VXWAOtU6n+EkCc9EpAHQEpgSMHm8uGMv41RTZbnTL8DpsG6J+3odztmFqYAa0ytrDbYO53Q8mACvqOpdJXwuO+B5Ps6vT0/LcEfoSvcdaekC4ykIeF2AexyLyKk4VRjDVTVDRL4GGqjqjyJyIk5Po/8QkS9UdUpx04LKLG39yoynUEnllzS9HNujyP4paVt4+WwZyjpuAFoA29w46gBnAw/4KAOgD87Y1XnucsbhDJV7uqqmich8nGMbnDO45QGfHQR87bM8E8TOHKq/L4H6IjK5cIKI9AdWAxeLyDHutJYi0rmMZaXyywuIX5RjGd8CF4hIIxFpjNNi5Vtfa1Sy5sAR98uwJzDMjasDkKGqM4FHgROLm1bM8sqzfkWUVFYZMVR0OxW7LcrwHXCeiDQQZ6S1UcXM42Wb/BhQ3h+Aj1R1m4/YwfnCXx30eqGbGC4CRuCceYEzVkNfN55BwFjszKHC7MyhmlNVFZELgf+KyJ9xTsW3A7fhXOT7zG1NlAvcCOwoZVmJIvKdiKwFPlbVO0SkuGXsL2UZK0TkZZwLmgDTVHVlRdfT9QlwnYhswLmoWlit1Q94VEQK3BivL2FacKzr/a5fCUoqq8QYQrCdStoWJVLVpSIyF+dL+QDOl29K0DwlbZPA42Y28LE7FsH3wGT868fP6w7Oxf93RORynGqqrapaeHY6A5jnVnNtApKB9eUo0wSw8RyMMT8RkSbur/NGwHycVk4rKqHcOOBDVQ35WMoish2IV9XDoV52dWbVSsaYQFPdX+ArgLcrIzG48oHmoboJDpwhON3l1cW5FmR8sDMHY4wxRdiZgzHGmCIsORhjjCnCkoMxxpgiLDkYY4wpwpKDMcaYIiw5GGOMKcKSgzHGmCIsORhjjCnCkoMxxpgi/h+W5uABokWa3wAAAABJRU5ErkJggg==\n", 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" ] @@ -286,14 +294,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -418,7 +426,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -510,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { "scrolled": true }, @@ -531,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -566,48 +574,48 @@ " \n", " \n", " 0\n", - " 20964.178251\n", - " -14.881998\n", - " 23.575403\n", - " 26393.529390\n", - " 14.881998\n", - " -23.575403\n", + " 21267.450429\n", + " 27.110325\n", + " -8.709318\n", + " 26090.257211\n", + " -27.110325\n", + " 8.709318\n", " \n", " \n", " 1\n", - " 30001.540420\n", - " 8.545598\n", - " -0.764262\n", - " 17356.167221\n", - " -8.545598\n", - " 0.764262\n", + " 20986.422772\n", + " -8.120680\n", + " -26.719350\n", + " 26371.284869\n", + " 8.120680\n", + " 26.719350\n", " \n", " \n", " 2\n", - " 27557.500721\n", - " -17.545114\n", - " -17.430630\n", - " 19800.206920\n", - " 17.545114\n", - " 17.430630\n", + " 29311.100422\n", + " 15.700551\n", + " -2.286964\n", + " 18046.607218\n", + " -15.700551\n", + " 2.286964\n", " \n", " \n", " 3\n", - " 26238.439835\n", - " -4.403371\n", - " 27.848447\n", - " 21119.267805\n", - " 4.403371\n", - " -27.848447\n", + " 21710.786240\n", + " 22.490437\n", + " -18.625298\n", + " 25646.921400\n", + " -22.490437\n", + " 18.625298\n", " \n", " \n", " 4\n", - " 29937.283771\n", - " -8.588937\n", - " -4.157805\n", - " 17420.423870\n", - " 8.588937\n", - " 4.157805\n", + " 21833.192069\n", + " -15.820332\n", + " 24.748994\n", + " 25524.515571\n", + " 15.820332\n", + " -24.748994\n", " \n", " \n", " ...\n", @@ -620,48 +628,48 @@ " \n", " \n", " 999995\n", - " 26161.763610\n", - " -28.159015\n", - " 3.215476\n", - " 21195.944030\n", - " 28.159015\n", - " -3.215476\n", + " 18994.144580\n", + " 21.322729\n", + " 2.835476\n", + " 28363.563060\n", + " -21.322729\n", + " -2.835476\n", " \n", " \n", " 999996\n", - " 22544.148159\n", - " -22.761281\n", - " -19.759709\n", - " 24813.559481\n", - " 22.761281\n", - " 19.759709\n", + " 28655.574521\n", + " 15.028130\n", + " 13.265407\n", + " 18702.133119\n", + " -15.028130\n", + " -13.265407\n", " \n", " \n", " 999997\n", - " 21413.776388\n", - " 10.308587\n", - " -26.820180\n", - " 25943.931253\n", - " -10.308587\n", - " 26.820180\n", + " 19254.032663\n", + " -0.902117\n", + " 22.648952\n", + " 28103.674977\n", + " 0.902117\n", + " -22.648952\n", " \n", " \n", " 999998\n", - " 28612.256497\n", - " 2.589760\n", - " -20.109026\n", - " 18745.451144\n", - " -2.589760\n", - " 20.109026\n", + " 28671.617568\n", + " 15.420542\n", + " 12.671664\n", + " 18686.090073\n", + " -15.420542\n", + " -12.671664\n", " \n", " \n", " 999999\n", - " 17252.808712\n", - " 0.089396\n", - " 6.720669\n", - " 30104.898929\n", - " -0.089396\n", - " -6.720669\n", + " 21598.968806\n", + " 13.085336\n", + " 25.917708\n", + " 25758.738835\n", + " -13.085336\n", + " -25.917708\n", " \n", " \n", "\n", @@ -670,35 +678,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 20964.178251 -14.881998 23.575403 26393.529390 14.881998 \n", - "1 30001.540420 8.545598 -0.764262 17356.167221 -8.545598 \n", - "2 27557.500721 -17.545114 -17.430630 19800.206920 17.545114 \n", - "3 26238.439835 -4.403371 27.848447 21119.267805 4.403371 \n", - "4 29937.283771 -8.588937 -4.157805 17420.423870 8.588937 \n", + "0 21267.450429 27.110325 -8.709318 26090.257211 -27.110325 \n", + "1 20986.422772 -8.120680 -26.719350 26371.284869 8.120680 \n", + "2 29311.100422 15.700551 -2.286964 18046.607218 -15.700551 \n", + "3 21710.786240 22.490437 -18.625298 25646.921400 -22.490437 \n", + "4 21833.192069 -15.820332 24.748994 25524.515571 15.820332 \n", "... ... ... ... ... ... \n", - "999995 26161.763610 -28.159015 3.215476 21195.944030 28.159015 \n", - "999996 22544.148159 -22.761281 -19.759709 24813.559481 22.761281 \n", - "999997 21413.776388 10.308587 -26.820180 25943.931253 -10.308587 \n", - "999998 28612.256497 2.589760 -20.109026 18745.451144 -2.589760 \n", - "999999 17252.808712 0.089396 6.720669 30104.898929 -0.089396 \n", + "999995 18994.144580 21.322729 2.835476 28363.563060 -21.322729 \n", + "999996 28655.574521 15.028130 13.265407 18702.133119 -15.028130 \n", + "999997 19254.032663 -0.902117 22.648952 28103.674977 0.902117 \n", + "999998 28671.617568 15.420542 12.671664 18686.090073 -15.420542 \n", + "999999 21598.968806 13.085336 25.917708 25758.738835 -13.085336 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 -23.575403 \n", - "1 0.764262 \n", - "2 17.430630 \n", - "3 -27.848447 \n", - "4 4.157805 \n", + "0 8.709318 \n", + "1 26.719350 \n", + "2 2.286964 \n", + "3 18.625298 \n", + "4 -24.748994 \n", "... ... \n", - "999995 -3.215476 \n", - "999996 19.759709 \n", - "999997 26.820180 \n", - "999998 20.109026 \n", - "999999 -6.720669 \n", + "999995 -2.835476 \n", + "999996 -13.265407 \n", + "999997 -22.648952 \n", + "999998 -12.671664 \n", + "999999 -25.917708 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -709,12 +717,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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6Uz8frnfJaG9PL2Qs+XYjAkUfcAYgQ/VsPnmgRidy34aHbAKDIAwVlmWx8K3Vo2Jyd66NVedafYSBRfrHuYsvw/vfueej8d4Pp1CQqT2FbzejdQFGenMfsCyLVctfy3iznc4Qj8dH3eA6EhmNL6mRzmgdsLwYyv4hffHcRcSyc4eheE7PpTFUEISBQ4SC0cm5OqaPVu8aeYr6iJf3hIPtuv5Kzp3BPZnSWhONRonH4wNSTmH4GMnG7EBsrxht9PflM5Lv57eVc3VCIWRmpNzzdK8bZ3yIRqNEo9E+p5vLODPaxqLRVl5h+Mj3+R6pfSufco3UOkB+ZYvH40Sj0VF770aaIT+Q7ZNJNBsp71MvRKAYALw6UV9X43IVNwbrwR5pA4YweAz2inE+fWkgBsne8ssmymS71n1Mno+RxUjYmuEYpdIvhoZM9zzXZzhXchmTDMMY0DFhsMYaGbeEgWKw+5JlWZyeMzfvMV36eP4MdJtZlkXN6/NHjIHfF0ai98tAiwju9EaaKONm5N2JYSbTAzuUg18+hmN6xx3JathIYDheYk6ew3VvRsOLOxaLsfLdfxl0YW6ggmqOhjb9ttAXoS2XZzH9Hnvd83OhH/SnDsM1pg3Fdpy+CCEjhcEsYy7PRT7X9/Uc4dwlm5F4LvSNTOPmcNdtIPIfiQb+UDCY926gRYT09EbqPRuZpRoFWJaFpb07i2maaKvvbuS5XmuaJrFYLGVV+Nvmuj/cA3o+5GqE58toaoNsZc3X6PBatfaK/9Ifl9HR1LbnMgNtCOfieTEc976/9RxqwWCgPFiGqq3zzSd9TBpqr7BzCWkP4duO8wyYptmrwXmuPy/9GfO/jfOygRYRRqoo4Wbkl3AEY1pWTg/JYA806ZOo/qwuDcegeK4PxG4Mw8ha34EYeL+Ng7eDl0DXF9HO6x59m9t1uHDavC+GsPseet279HHSsgbm/jp59aW/uOvZl3HRff1g9FevMo3W4KID1T7p6bj7W7Z7kWv+58q4MxK2YwnnPlpr4vE48Xh8xM0p3SvXvRmIua6aD9b4MBTe2bmUfSjsg0zlOFfG3v4yXO0wOmcWowzLsljz/qtYlpV3EBk32TpJvsE1M6VlWRYrl/2WWCyWd/n6ykjx+uiLq6qzUp+vETEQ9R0MI3qkDsj5lMtr1VOhMp7v1Y4jpU8K3eRrCI9UL4necOrZV4Mun3bKt/5OmZxAkL2Ne+nP1kAJsPmmNxQxbhwsy2LxsnVYlpXTvRiJfXCwGK1iljB6sCyLqlfnUP1q31ziTXNwYwrls3I9VKvcXnVOF0iyCSZDsb0hFotlzaM/tlU+jMbx2l7k6X+7DPVisrwtXKRH3+7PSlj6jXRPOh2xoi9kExayBdfMp2Nl+0JJvuTadqN14tJXQ3Yg6ptL3qNxMB0qHFEvGo2yyuOZHKh4FUJ+9GfcTSff52ww72tfjOmBGhfdefdFiHWfbxgGlmXxxtK1vY57ffXocJ/bn0mR25vBq7zOsXzyyKUeg/E+G8y+6dTfuU/udvBqm2+T16PQP7KtTsfig9OnfYbRZ+M+k0fUYPT1kTCP6M2wd5fP3aaZyj4YC2fp9zLTolLNnHmjdlFpIOc9ueTVF8FiqANqjk6rcJBwXMMikUifPvPp7liW1qxZ8RqxWKzHas9gGeNGlsHDbcz25wEYCQPqSGMg72cu7es+J98o8unnjob7mcm4Ms2+xXpx0nCLel6inEzChYEg32dM68zGf7bJZLeR2b+JTu5Gu874XKYLGn3FNO04S33dGuAWSJxyeLVLb0JKvgLGSFjFy3aO1/xg4VuricfjPdray5NHtmt8u+mLsJd+7WCWLd346k+eg2mU9faMZjIi08fb/nh8pH95w6tM+bSfpTV1c/v2JY9c+1MmMaI/HifZhLRMde+tvKNhfp0v6W08mHUUgcKFZVmsXvEaq5f3XE3NVS1MPU+xdsVriUmP5RpQrKwDymAFSlNKDbvBNVIf2G+7MZrNwMh3MjJS77EXjsDjVSfL0qxZ/ppMws8hhqNv5isgZvOcsCyLN99Zm/JMuo8tenv1gAcS9cproOltcphNXHDIND7l6gmV7TynbfPZD95bm4208dSpv5fo7dU2o9XrURg43Mb7aJhD9dWwTzfK+rKdYCCf40wigmXpjNu9s+WfzbDPd/t4enr5zB/zEYO8DGXt8eECr5gk+cbXyNTesVhswMSrvgjjg/FucOeZKf+hetblDZMgORFSBoYych6AettakZxYpQXUzGYQWlqz6v1XesSByLUzZjKsLEv32F6Svq2lL/TlIelPB+8tv76Ux7KsATNGB2rQ6GsbDdaENtOWksHKr7fVhcGetJum5fr3wLicC7lhmr3HdxlKsWGg8hqIdJwtFt4r2Nrz61J93Z+bvp1jMPp9epukT4hz7QNOOXvbq9xXBtogd8Qm5x56BXXNx4jKRr5jVj5Cy3AK0qNJDD9XcQxFy7I49cpryecvm+A4ksg2F0+ekzZ/d3sduK+JRqOEQqGc3efd1/Z1jHaebdsAt7Asi+pEzIZ80sqUv2VZ1Mxd0K+5cT7GfKZtJH3tO14xSRwhxD3Our1I8slvMD0Ksm1bGcx5vnOfvAQjrTWxWCylPQerLCJQZMCyLNaunJOTMea1umMmFOV8cF9vqPxd993u7pniSGhNjzSH6qWRPpnsi7GbT1nz3Qs3GLE3+tO2Xm00EPfKaRdc3TPXdHubpOfbZ+OxvrkT5tsOqR5MqZN+0zQzfjIYevYjy7JYPsSBZL9tOC/BN5au6bdomO8kpy8rRtnSytcwzNYX3XgFg82Uj2VZvPnuOk9jOFs5ne0iuRjnA9VulmWx+N3e41t438ue207Sv87intDnM0b35Ssvvd1/d7s6XhpOedxChZd4kQ+2oLWqX2PWYM4TRqLhKuSPz2suPEz3Ntev7CXP9yhntt9yiceQD47oka/AalkWdfNSBQSlFHVz80vLKx032QSnXOftvW3BsM/LXQhPH8u98gTvmCS+hPju9VWV/t7PbON+vvF+MpVrsBfK3G3nxtKamtfnY6jMgecHChEosmAoo98TAy8yDZyZ0u9rvtnSi0Qi/Yp4OxBtMdguoqP5SwxOf3OEqr6uonm5a5mmyar3Xsl67/PxrOmtLwymt0xfz00vWza8vGsGUswSeuIYqcrI/SU4UONzujt/f/qvbRiuyGoYZhun+zv5cJc93RhesGRVUlAwTTuIZDgcTj73ueTvPseOFbFqQDwYMr0bshkM6eJOpnaNxWIszGG7xkBgmt55ZZ5X2MKc27MCuvtktrb1qm/6/fea0Ofy3KSLM9FoFNMaeAM0k2Gbnoe7DuLJdm4y0EbiYAgl+aTZXZ7M5+QbQ8E9T8yWlldbuJ+fbOn0hXzFIXf5LK2pevV1QqEQoVAoRfBOb+9YLMaJf3k1OS66g67m+t7O1Ob9fe+nex4k31GJY5FIhKpX5vQY50/PmZvimeC1bQXsurvP7S/59OWh+rqMzLITZJvMrFyWPbikaVp0dXVy6sR+vv5yFSve+UcO7f2cA7s/Zd+uz1i7/Lc0N1UTDnXmnK/7Ac/VWPRaGc+EZVnJ+Bi9lSW9vLkay7m4rA3ESyO9TO4085ro9jKo5lrW/hrVpmm7wzkiQjaVuDfcxrW7L+cqDg3E/cnVE8Tt5dCfl0M8buYsvlmWZs3KOViWt5ul0ydEkBh63AZV+sRqoDwcsuXtkGv8gVzS6o3+GlyWlWr0xmIxFixZ5emKqRS8sXQ1b7xje6n0FqMol7HAqWt/jYP+PP+ZPOfc4oXXPfEScwcCr35sb0dZldFbxjB6bjPNFgQ7E44Q5bh7D1Rwy3zuTd+MuFzG7v49l0J+jKStjTmJalpzes7cPonD6edYVs8FylyNcPd4XPP6fOJ5zCMzGafO8Vgsxum58z084VLPtSyLU6/OSbaF1ppwOEzVq7aBbGlN3YJFOY/X7uP59AvTsnoIi6Zp2mVxGetJ74a5C4jFYsTNnm3ttH8mY9m9PcL2aM9vnMg1eKh7O4/7nGxGvHPM65yh/AxtTv0/T7FpIJFZtwfpNySbcdLYUMWRA5v5+798kn/+hz9g5bu/Zu/OT4lEOonHo3R1trLl8/c4tPdz/vY/Pc4rv/5DaqoP0NF+ZkAGfNPs3tphac3alXM83Xbd5yXrNQAqWDbjeSDjOgwXg6G655qPc39isRir3k+Nc9KbGOWe3Lq9MHIlkwt4LuKXV7/WHluLsmFZluenP3N5ZixLp2zPcowT5xlwG7mWTv2Ch9Nn0/dvDqTbv5AblmW757u3Jti/dxsmQzVhzvdrOb3h9Xxl6l+ZxthMWw5MM7NhC91jg2WZWNpEJVw1tc5ta0Um3CJAujDiHM9Z4LXiLHlvfd5l6W1rUDbhwf31lMEIOOqO42GavW+bsSyLJe9l3pbTs/yZgmNj39fEGNhXcTovQyTdmDN7blXxwm73Ncnxt7dFDgnUObi472M+AQxHCtkMuEx9tDe6x5CefdIrTXfsBa/yuJ+JeGKe1v1u671c7jQd93uv58WXJrrXzF2Q4qbvMwxPY7Q3oaS3GBXp5bcsi+qEWJK+lcGdl9PGjQvfyGscdo8ZuXyeNBu9BQ91yuh+P6cvbvWVXDxuBopsZc16bJDtIxnd+4jWmtMn9/Hrv32ZpoYqLrvih8z87g/51Z+8xp/+5dtcdf09XH7NHVz7vfv5879exmVX386Pbn2ccKiTk0d38L/+6wu8+ps/4rX/+2d0drQN2I12jC0zsWKeHhRzoLFXx72DhA6X6ubOX2dQN9PP62tZvYSfbOfmur88nXSRzGl3r4HWeSm6732+dUz3sMmWn9e1fe137nIqeq7oppcr0+DZm8eDZVmsWTHHsz7p15qmSdwyWbd64NzphNzJ9AWBgVrRc/e5oRIk01ey01eD3eJDplXvTAKF1pq33k817t3tZFkWi5et8xSyc/3iRW9Eo1E0uUVIz0SqF0v6JNfb4NXa4s1314DqLnN3ve1xccmytZimtzeaO0/biyFKV1eXp7jrVaf0RYHU8T6zOGKaJg1NLZzt6KKmrolILNqjPFrb9y3TmO427tPFO1tgi/Hmu2uziAPZ769bZEknk9dKurel1laP7SvpaVhWnEVLVyeFokznC0PPYK7Y5nos23id7/jdl/HeMcjdnhFeBqo7D8cDIx1HUK1+bW7Sk6F+/iLi8Tg18xbmJEa6vQNMy6K3XZFuj+xcg3n2hjv2iFMWJ2Boyv1JjEtKKU7PmZdTIM9c+ly6kJYpsKRldQdyzSXNdGGmRz6JfhCPxwmHw9S8Pq/Heze9f0aj0ZStKOnjpLNYEY1GU7xj+koufTwfMcW0LOJmPOUdPFj4By3lUY49qCRe8qS+dAGqTuyi/vQhrrrudgqKKrjvoZf5cM0CKsdOxnINGPbNU5SNGc/t9zzPXff/nHcW/wPl5RXs3/UZZ5pr+Pu/eopLLr2RK6+9hYu+c0MyL/cgpHIISGJaFj5DJSdn4D259+qwfZmUO9e4jQXDMDzL2tvLpzcj32kHu21zW8FxE4/HMw6GXoMIgM/n6zWffEivp/NyMgwDv9+f80Te3e5OOvF4vMe9znd1Kb3NHPXeaYd80usZwM9KScszf6t7hc95WX+wai4PPPrLlOuctFuaa6k6uY/X/s8f0dZSj2nGCRYUEQmHCAYLiYRaGVM5EVBUndjLh2vmcuTAV9RUH+RsWzNnmmsw4zEKi8qYMPlCe4XD5+uz6DFSUUrNAR4AGrTWVyZ+GwssAWYAJ4AntNYtyn54/zdwP9AFvKi13pa45gXgLxLJ/rXWet5gldkx7pQyMhpOTpwKfyDY45l1XvjphqxSqoch7jz/qUJY74G/3Ne783bobZtA+jOitfP56XjKGOqU290udtnslaJgMNgj755payKRKLv2HeHYidPs2HOUsx1dhEIR4qbFmg1fUVAQYExZCeXlY7jmyu8wfeqEXuvuhdNulmUmPTXefGctTzwyK+vzn2n8yybsOmLL8z970FV3RTwep+lMK6FwlM6uMB2dXcn3eU7v0uT7xnY/Xrb642Sbtnd00dDUQnPLWY6eqGHpio9p7wwRCoWxLIvjJ6sJBAL4/Zy22o0AACAASURBVJ9yoqqeosJC9hw4RmtbB/sOHSccidHYdIZ9h07RGYry9c7DNDS1JvvKx1/sBODLr/dTUlzAeVOncP3Vlybqln0MUgrmL17O4w/P4u331/PkY/emt7JnW+Y60fQKzOqUe+Fbq3n2ifuTv4P3O9TtjeQ+bgsgq5PzLee4eEmMbJKu9q576czV0mOd9Jd0AbDXciXmRs61uTz7ueTvM1SP58XekjCfCU8/aeefIsy5vS5UyjX18xcRDASSv2Vz/3fSjcVi1M1bwLRfvNiv+iTLF4uhGxvRoRAdq9cSKC8jcN556D54jJqWlVxcyoZSirr5C5n28xd6nWun97F08SDdqyWX7RXpZPJYSB/L3PVyf8Gmbv7CpBeIc24uc/p4PJ7cdq2UsrfbJO6tV1l7ztOz215eeIkv7nRywd5CNY8Jzz5FIBAYcHsJBlGgGI2T4nQsrVm76nUCvtRmOnpoO/WnDzFxykU8/uyfs3bF672m4fYGKy4Zw613PcPtdz/Hynd+Q1FxCXt3buTgvs2gFKVlY6kYO4Wa6sPs3/0ld91vP8Duzm6lGVHdHc42sDJN6AZ6P5FjdDur5g889ntJA3OglTXLslj+7r9w7wM/x+/vvidOe/T2Hfs1y1/j7tkvJssNuYkQ+QpFXqSr/k6brXr/VWY//DIA4XCYVctfZfZDL3eLGb7M+ZmmBT5lexWsnEPA5+e+RFrZJvXZygi5BY7srY7pg2aubehcv2bFnKRLpHvQrK87yalje/g//+P3qTt9FIAp513CRZdch88fIB6LcOrEAaKRLg7s3UJnR0sy7aoTuwkEC9FaEwp1UlE5BZ/fz9m2Jk4e3c4bc/4Dz7781znVcyi2FQwgc4HfAPNdv/0ZsEFr/TdKqT9L/P2nwH3AJYn/vg/8E/D9xNj9H4EbsUezb5RSy7XWLQwi9nPdc1LqFhzSBYzUSUz3Ktc7Kz/miYfv4q33P+TZx+/3yKvbaHKMa5/Pl/w7faKdPiFPf7k7q7/uMrivd+gWSCzeWbkBwzDwJd459mpKjM6uEIeOnuJsewc1dc188sV2jp2sY8UHX6CUQSxuEolE2XvgBKZpoYGa+hai0RinqutZ/dFmwuEoaz/+CoCCggDlpUVUlJfg9xloIBKJ09LWzsKl61i4dJ0tVpQVM2XyBLpCXf16bzjxLdyiaiQa5UzLWWrqGjld20A4HGX77kPMvPA8Dh2rIRgM8sHHWzAMRU1dM9t3H6IgGMA0TeqbWti6bR9t7R0cPl7DKwuW09zSxpHjVUQiMSLRGGs++jqZ//pPv8EwDD7bvJuy0iLGVo6hruEMkyZUZi23ZVkcP1XLiaoGzrS28/nWfbS2daScs3PfEcpKiykpLsQ0Ldo7OjEti5PVnyXP+WrHQQA++XJn8jfDUJQUFXLpzPP53nXfZcrE8Xy1fQ/XXHkJm7/ey5jyMr7ZdZB/nvc+fr+PyRMqueC8SZ4CjhtHAHDsIMsyiZsxtLYFDKf9cxnHuvtuPOV58rrOHcOkNzE6a9mt9K2igxdEdig5F+bEkNvcyQn2l25AO6vDbmPKWc3Ppb9YlsXp1+cx+flncy5vLBajdu4CJj3/THI8d5cnZTEyMT9xRI2ASzhw6n369Xl4+d2bpolCoS0LHY0Sr2/AjMdAQ7S1jZrf/BN+w8BQimhVNVZHB+aZMxixGDpD3b3EHwe38Ro3TSKna4ifaYFgEEpKwOctBALEGxqxqqrQzWeo+/obYidOJo+1bNvRfaKC6JavsPw+QjMvJtLRSTQaJRAIpI7nkQihbTuIHDmCtfVrYuEwjdt3oAIBfGMroaKCgimTMU/XEKuqJh6Loene1pGp3p5tkr6gmPAWr1v4BkWu+5Uvltacfn0eRcFgzteYloUv0Y+9tshYlkXd3Pmc/8uXM+dr2V9PmfzCc8n75LSLZWlw3TqvZ8/xCpn2ixcJJsrutomybUlKL0fNnHlM/cULOdffLTINBoPpQTGXUTYp9jSgdLrBplm17DcEC4o5/6JrMhpbtpuPBgwMZfQwFp0OVFJWyaz7X2DW7JeoPX2YQ/u38vXmNVSf2MMr//hvCBYU09XVyoyLrmLCxOl889UGHnj0l/ZAHwkT6jrL2bZGDu3fQlPDKYLBIH5/AT5/gGg03KNcXhNpd6fvk2Frpe5tdYIi3nHPc3mlkwvuVWynLtFolHWrXuehx34/67WWlfpyzFXxc7YV3PvgSynGz0AIPemr8plW6Z29iYWFhZ7Hdaow3y8sy2Ld6rkE/akvZ21pTLwnn+ntYVmale+9wgOP/C7BYND2hlj5Og889ns5tbuhDCws4qbJWwv/lomTpnFgzybqao4BMH3G5dx1/0s0NNTwwKP/ikAgkPSA+GDVPEzL5L4Hf0FhYaEt/Lz/CkoplDK47a6n2LBuYbIfxGIxGuuOcuTg13z20eKBacQRhNb6U6XUjLSfHwZuS/x7HvAJ9lj8MDBf2zP/zUqpCqXUlMS567XWZwCUUuuBe4E3B7n4nmht7883DCNrt7csM7lCkW4kZ09fE4nGiMVNSktKeriuOziumKZpsmz1Rp57YnbKZ6e1ziwWexlehmEQCkepbWjln+e+x7bdh1i2xjZ0133yVfK8r3ceAmDf4arEdYqCYBDTsgO6+nwGhuGjvb2DgoIgN157GfWNZ3jg7h8xZeJY1m/cnMjfLpvf78fn82OZcc52dHHpzIvYe/AEX+3Yzz/NfQ+ArdsPMmXSeNo7umhubefEqdM0njnL8ZM1HD1ZQygUob7xDNt2HcHnMzjb0cnRk3U0N7ehDNi64wBTJo2nta2DltZ2WtraPdvl6InTxOJ2u+w72D1xdurs8OXX+5L/rqlrprKijIKgn/LSIgoLC7j5pmsoLS3miy07ufzSC9n01S7aO0LUN7VSXdvMH/+n31A5pozLL53BRRdM43RtE4Zh8NHn33CyqpYt3+yl7Wwnqz/6BoDiogKuu+o7TJ86kUkTxzFxfAWfbd7Bsz+9N+nFEgqFWPj2Cny+AD954E7efHctpgU/uOFK1n38JXf++CbGjCmjrLSYNes3Yvj8PPHwrOT1p2tOU1Nbx8wLp/LTB+9k8bI1NLe0U1ZaxsYvd1Jd28TxU/XcfvP1/OimqwgGgynGnh1XxHtrj33cSs49HM+T3gzNhW+tSCobWlssensVD993a49znRgeP3t0lscxnXGbRj6ekaOcuYyyOXG+pBto6avesViMuvkLOf/lX+Q8/3I8TZVSGIaRjKnljOVuL9RMpH/Rwon3Y1kWTYsWM/3lnyeFD1uQtg3LaS/9vEdZjHgc82w7urOTjmXvYzU0Eq+tI97YiNnYRMOy98DSdL6zrEc5HH+EmnXrAeh4fyUAMaWo3bQZU1swbhzRY8ft58G1uJO+Qq7jcTo2foq1aTO6oYHm91bYaTl5FRdTu3sv/gnj8Y8dS2zXbupOnCR27DhmY5Odht9P4MorUJcXoysroKQEw+9n8sMPEjt5ipb3luMrCBLftYeWv/ufAFR/vY3A5EmEa2sJVlQQq67GOttO/XK7LhQXQ3ExRmUFRGPEqqoxd+wk1BUCoO7zTfZ5gQD4/TR8uQUAs+0soQ0fYbZ3gNY0fvAhhLqIaUBrateuw1dcjFFSgioqInbmDI01tcRPn6a9qwvfsePEx5QTa23t1ShPGv90z61Be4oM7va3sghGmTBc846k4Ju+qOKaM1iWRuvMAo3jMR2Px5M6WY9PgSbixUx76efJrSiFgdTnw0v8ctKJxuOEQiGKiop6rd9gftFj0ASKc3FSDLB/9yYa609x8WU/TK5yQfYVa1uNTZ0kxGIxNn74JobPl1ypmzb9UqZNv5Ro1CQc6eS88y7my43vsGfHRrZtWZO8/utN7/XIY/tX63r8tuvrtfj8AQ7u3URhcSnNjTVYlsWOr9ZQUFhEqOssB/Z8wbjx07jgoiu5+rrbKCweg9a6h5Dh9lDIRUFPj+bu5RqqPSIju4/3locTF+GOe57Nyf3e0pr1q+cx+5Hf7fVc6N4WYhjGgH/1Il8vBZ3Y7nDfQy8B3u3i/n60aZoZBdNcvDOytacjCnm5vCXP8ZiMZnLtddDaorH+FPW1xzhxZDsd7c10drRgWSb7lcEFF13BvQ//Ps0NtTz0+K8IhUJ8sHoe61fP494Hf+FZVkeIMgw7v3TPI+ecSVNnUl5eycfrFnDV9Xe76pBhj3ku0UJHNpO01rWJf9cBkxL/ngZUuc6rTvyW6fceKKV+CfwS4Pzzz8+7YE6Qq97oHptsEcLx1EnvW5Zl8db7H+Dz+Vn49ip8/iBnWs7S2RXi+Kka6uqbqW1oZsfeY+w/Uk19YwvtHZ2s/PArpz4E/D6+3nWEcZXlVIwpo7y0mPKyEvx+P0qBz1BU1dTzd7+ez5233MS4sWP45POtGB4bgtP7Xzwep7MrxOm6Zk5WN9DcYhvu5WUljCkrZtrkSoqKCikqKODOW77Hpq928tA9t7Bmw2c88ci9FASDLF3xIU88PIvF767BtCz8/gA/ffBOlry3FqUMHrnvNlau38SVl11EKBTqYbTaW8TsiXlRYZCbv381d/z4Rt5YuporLruYZas30tEZJhSO0NjcSkdXiK6uMF2hKJFIlKKiQlpbz1JYEGDShLFEY7bXRzxuEonGEhMyC5/hIxKJUFQUYPzYqRQVBikqCvKT2XcwZkwZaz78kkdn38riZWuwLLj3zh/x/pqP0drg7tt/SCQao6Ojk83f7Gb2XTez4dPNBAsCvPCzhwCYt/g9tLb7xi0/vIZgMEj16Truvu0m2s62ARCLRekKxbhoxnQOHqli74HjfLF1d7I9Nm/bh9/vo7SkkOlTx3PXrd/j+KlqigoLePwh2/h2+thXBcGksJ8+9vt8BgUFAQzDx6Uzz2fHnn3sPXiEZx+fnexXDsk94TrVE1ApxbjKch5/aBYFQR+n65ro6oqx6J0PeOv9DVRWlHP7zdczdfIEAn4/VTWNhMIRFr2znj37j7Jj7wkam1rQWuP3+yguKmBMeQmTJozlbHsnkUiE4uLilP4YjUY5eOQktfXN1NQ3sX3PMWJxk0PHajnTcpZAwEdbe5j6pjN89Pk3jK8sZ/y4imSfSu/fjoH59vIP8ft6Tjmd+CtPPnaP67fu94RjUPr9/h6GWm9xM0YSo3VO7LT/QAlIPtc8wL0VOsWDITHH8Pv9xONx6hcsYuqLz/cImOgYX1NfzH0xzPHumPDs02jLwgiHCe3YhT5+gtb5i1CxKPFwhPjBQ9TVN2CGQkRPnKRuy1biDY3orq5kWmc3b8UoL8M/eTKBC2dgFhRQfP21RA4fpeTm38Hw+9FA2xebICGwAIz58c10ff4FBdddS8emzRCN4h9TTnzPXsyaWur/7R9BQQHxSRNpnz6NzkNHOO/ln6PbO+jYu5f2TZuJbNpMxDShsBDOP5/Se2bRuX0Hhmmhu7pQnZ2gFJEDB+lqabXrGosRvOxSwlOnwLix+Csqmfjz56mZuyD5HPn9foLTzyM4/TzaDh+h4snHaViwiHE//AGti97EX1xMvKkZOrugspLi3/khodpaxj7+E5q2bEX7/AT8fsY9+1TKlktfJELTnLkUX3UVZ9etxwqHUXET//RpKMNAn6zC1BZGcTEoRcElM+k6fMRuM8Og8JKLUaEIOhTC7OjACoUI79gJcZNQfQOqK4QG6rZ8hTFhPFWHjxCYfp7neOSIF6ZpEje7t2eknHPmDFZjE52ffkbbhx9RdtllmG1tmB0dEI5ghUOYVdWETYuajZ9hdnWCYdB46AjBCeOJ1tXRUVxM7FQVVX/z90x6+kkoL6PqjSWgNfFoFO2IXV0hYjW16FgU60wL2owR2bkL3dKKLivt0edr5y4gGo/jU91badxepabZ88tz0ZgtOhQUFCSeNe82cRioRdj+MNQxKAZtUjxU7Nm5kZLSCirGTs14TvdA2/2bl6GuMuwvsrRFMFjEtTfO4mxrE7fc9SQtzbU0NVSz6bP3UMAll93A4QPbuP6mu9i/Zyvfv/lBvtq8Dq1NzHiMWDRCNPElkWg0RCGlGIYPw+cjECxk6nkzaag/ReW4yTTUneDA3k2sW/FbvvPdH+AvKCYWi7Fu5RxmP/JLAFa999vkv7ORfPG41Eln60e2a9JXfaDboHWUbic+gLOvMR/hwMHd5l4PYPo2mjXLX+POe5/rsSrQ3wfXsjRrlr/m5SmYukIbi9PR3kZnRwvxaIgvPllK65k6OjpaOH3qMKYZY/f2j+hotxdQdny1BtDEolGCBYXUVB+g/WwLwYIgFZWT6Dh7hlBXe0pdnTaMx2N0drQQDoeIRkL4iop7ls3DwE8XHOxBv3sfvZcrbiQSoq7mOHU1R3n/7f9NTfVhTp86yOZP3wLAMHwUlYxhwuQLqaiczE+e/iPGjBlLKBTiw9WpHq0qoUw7q3DRWAywUlwRe9taorWmoHAMKEVD3bEe9XPKb1lWjy1box2ttVZKDViNtNa/BX4LcOONN+adriMo5LOdylkR/v4NV1Nbf4bjp2qobWjmxMka1n+6nXAkkvKsrf1oq/3/j7cmfwsG/Fx4/hRuuPpSqmpqufrySwj4/Xyzcz/RWJzx4ypp7whx4PBJWtraice9xwBnpV8pKCkuZEx5CRMnbOPKyy7mvKkTXWXWHDpaxSdffMPGTduJxU0KC4JcPGMy500ZT3FRAYFAEMuMowwfPsPHzAunsWvfISrGlBII+AkG/GhtEY/HUoyIvmzTisdjPVa5lVJcPGMaMy+cilKKxx+axftrPuPxh+9kybIPeHT2bbyz8iOeeHgWbyxdBcrgpw/eSTweZ8UHn/OzR+5m6fINxONRTMvi8Ydm8d7qT4jGIihlJN6RisqKsoQ7tWbJsrWAwu83GFNWQnFRAT5fgEsumo5pmoRCIQ4fO8l5UydQVBiEPPqJU6fSkkLuuPkGZt16Ez6fj65QhEVL12CaJsGAn8cfupNlqz8C4MZrLqW2vgHo6W0YjYYJhUIUFha6tjh452t78fQcL3PF7/Nx3pTxPPHw3VTXNrJx0w42fbWbJe9t6HHuiaoGAgEfM6dMwKfAwiIWM+nsCnPsZB1HT9irrV9s3cfECZUUFgRpaGrhg43f0BUKs2L9l8m2KioMEgj4CCRWqDu7wuzad5S29k4OHa1OadeiwiAHj1ZTXlZiC2zlpZSVFrNj936KigooLSmmqKAgpazOpNpuI6/AoxZvL1/PMz+dzdvvf8gzj6fGuRjljOg5sTPXcVzQvY93e9Cmzyncz4s2Tcz2dqxwmEgojM+1opvu5u4Ei5z0/DMpe/sVyl5dbm0j2tGB2daGVVVF23vLMbpCdvqxGNFDh7G0vYzQEgoRPXqM1njMjo3Q1kZ0z15qN20mXlcPsRj1q9cC0L5tB6qgABUMYEVjEI6gigrB0hgTxqP8PoySEiguQhWXMP4XL2CUlFA3fyHjn3+W+gVvUPrUz4gtfpuW6momPmPvzz9bVWWv2BuGvbXr1h8Tr62l5J5ZdNQ3YBiKqGVhTJ2CLxKl7JKZtLyzDKu+gTP/8GsAjq7qXqQ0ysvwzTifCb98mfotW9GmSeEdt9HV0IDP8GFqTdDnY5JLuDk9Zx5jn3oCwzCoX7AIy9KotC9ngD3HcxagHKFIo/DNvBjj0ksZ8+TjNL2xGL9SmFoz7rlniC56k8Jrrsa/cxexWGrcCqdPBEpLMcaNo/jWH9NVfdqeI6IYm9h6Uz9/EdqM4zd8oBTlTz5O14JF+Hw+lOGj4pknk55m0WiUunkLknmMfepn1M2Zh3H2LMWTJtG1Zh18s43Yzl00dnYSj8UwJtnvXktrTs+dT3GwIFlfQhGsljPo5jPEz5zh1IpV6JDtgR79eCMAbbv2YJSVoUqKsUIhglOnQmEhRiBAwcUXEzpyBB030bEo4b37MZuaiO0/mCxjVSIdh4aEx0nn2+8AULdydcrx5k9sz8kwcPyDDzHGlGMoRfCqKzGUSj4TdpwnnfSamPzi85yeM7dHHBB3bIvTc+fjd3+9TmvqF7xBYWILZS54LUIONMMWJHOgJ8X9XbXLhuNSEwl3cfjAVq6/6V60Up6rsek4RpPWmg9Wz+Xu+1/sNT+3O7KlLXw+P+MnTmf8xOkcP74fn2Fw048eobOzk2tuuIu62mqmTb+UPbu+TKzYqcRLH4KBIMFAgLvuf4HV779G3Iyjtea2u57i04+WcPusp9mwdgFP/eh+dm/bwBefLMU0YyzoaqO4tLLbgyAHDwXT9a3ilP3ieE/KTNMVREl3u3q622zdyjnMSmszJ96FE2/BuyyZ70t6zAp7hSCMadpuU+tWvp5ckc81MGKue3rdGMqwXfpcxOMxTh7bTV3NUQ7u+4KO9ha+/HRJcs/joX2bKCwqpXzMeLS2CBYUMf2Cy6irPYFSBufPuAzTtDh5fC/aihMOd9FyppaP1s5N5rFr2wf4/UEKCkv4ZssqggVFhLraCYdS91YrZVB9YjczL72BGRdfTTQW9RTVUssfpbGhmpbmGuKxMB+vW0BXVxuH932DGY9wYO/ndHa0JkUSgKoTxUw5byaTplzMTT96kMnTLmb71x8l9kwr/D4fRUWlWfN1tqXck+grOuEt89BPsm/7cRMsKGTmpTdy/PAOLI/+k5x8eWzZGoXUK6WmaK1rEytzDYnfTwPTXeedl/jtNN0rfc7vnwxW4QxD9TD00mNEOKJTLBZnwdvr2LhpezLuQHFRAZMmjKWkpJArLr2QE6dq8Pl9GEoR8Af4/o1Xsm3nAW75neuZOL6ScZXlrFj7MQ/fdxvvr/2Uyy4+j/vu+D4+n4/Org7i8RhaK/7dH9iTqUgkgmlaRKIxQqEQ4XCEtR9/iWVp7rzl+zSfOcvajzbReraDhqY25i62J5eFBUEqK8rQGhqbW3h/3RcEAn4mjB/DeVPGUVFeYvd5vy08pK6cdK86Ll62tkcgzSXvfYDP1+2K74g87rgD3a6hvQfitd1NswU37unp4uT7yH239XqPu8dgzdIVH/KzR+7BshKxE3oZRp0tPqBRuIXQ1DpEo9GkO61lmSiVKlCDbTyVlRYzpqx7K4/fn7v7+dvL1/Pko/fmLDpkch9Ocd/OIDDZ7bueJx6exTM/mUVh0CAciXDXbb9DPG7y4Sdf4vcnhKS1G3n8oVm8/f4HPSaT7Z0hOjrDTJ82habmNrpCYaLRKN/9zoWcrm3g9puvZ/e+Q5SVFgMapQx+8sCdvLdmI2jNg/f8mGVrNjLr1h9Q19BMU3Mbn23ZQVdXmLhpcrK6jrPtXXSFem4z9RkG3+w6zMQJY5k4vpKKMaWcOt3Ayeq6jP3SeVefywEzR/KcON2N2+0xFI3HqJkzj+m/+wvb0Jm3kEkvPIuOROja8DHRXbuJHj5iiwGJftiwcg1GxRi0YdDU0Ejw/Onomloih4/gCwbRZ8+iIjFCn38Bh49idnXRfOIk0UNH0J2d1C99N6U8Z7d+bRv/JSXg92GFI/acSVuEm5rQ4Qjtx0/YdamoQJsmgQtnELzhOkInqxj/k0c5u3kLY3/+PP6gHXT5zBuLmfDcM8l/j336Sc68sZiYaYHWKEPZ+Xm0T6L9aVz0Zkq8DPuLG95CprO9QBUVUXLn7bRVVWMAY2+5mdZFiym+5ip85WV07NlL5S9fpunNJQQu/y5q61eu+Wfme+gYoZOeezpZlu53Cq4vgHSLS6Zl0vjGYpQybKHI56N+wRsEEuOjpTU1cxck//bM17KoX/gm0z1iG3huObesFM9Dd5yHTJimieXz4Rs/jtKnniCuIFbfCCdP0vX5F+hQGLOoiPq6emINjRgKonGTur84grn/ADjjlGGgKispvetOfFOn0Ln/ABWPP8bZDz9i8su/QCXEkbbFbzH2mac4/fo8gv4A4557mrp5tldDTGum/fwFzryxhLL77qbljSUQjWJ2dVF21VW0b9mKtixKrrmK8N79xAHD7wefQcXtt9G+aTPaUFTcezctK1bjC4cpnDaVzi++pHXRYrtfFxWhpk2FaVPtNnTZoqZp4jMMvL7QkhKA1aP/jTSGWqAYtElxf1ftHLyCLTqBLlsaqzDjMa685lZ279oM5BeoSSnFutVzkxOqdLxW5nP5+kF/sbRm8xerMHw+rrrhXprq7ZXtzo5WWpqqKSoew/iJ9u1xJrla25Hww6EQkUiI1pYGWtuaaW6qo3LsRCxLs3bl655t466nY1gWBQuSWzZm3f9CcjtD9+p+apAuZaikp0Zv90BrTUtzPa1naolGOvlg5Svs37MZv9/P2bZGYtFw8vqvNy0jECziTFMVF868lnCkKymgOGV3/z/Zhq44Fen19ArMFI2GiYQ76Orq4NMNi2lqOEXVyQM0NVTxzSZ772KwoJiS0kpu/OEDnK4+SnFJObMf/iXBgmIMw2DNitfxGYq77nueD1bPw2cY3D37RVYs+y0zZl5PUUEhdyXa8rZZT9LUeJqN69/k/BmXsXv7J0TCnbaoceF3KSwqpaCwlFMn9nP1dbex/esNxKJdoBSfbniTT9YvQimD0rKx+AyLispJFBQUEupqp6mxhraWepoaq2k9U5+ixp84so2iojI0EAwWMmnKDIpLKigprbAFt8O7mf3Yv8IwDNatnMvV198B2OJItm9ve+EWkyzLwvDnN+BaWhMzLWKxMIcPfo3WVg+jYcO6BQQCuQdRGsEsB14A/ibx//ddv/9KKbUYe+9zW2K8Xgf8V6WUE1XwbuDPh6KglpVqLLufpfaOEFu2HyQajTF10jgevf9W9h86xgtPPoBl2Suvj82+g6Ur1qOUgWnG8fkCNDQ0cf60idx03Xd77H83DAPL9Nqi1N0XbBHBx9Ll63n4vltZs+FzSortVfSLLpjKxTOmcfzkKUwrTjxuEo7EufyymRw7UUNrWzuGz6CkKMh9d/2Iy79zAavWf5rYvR36kQAAIABJREFUd5pbn/cScECjtcp4jtYWi99dQyxuEgwG8nU86IHWFktXfEgwmLoi7rRTLqKt47Hh3q7jdbq3UKITImbv5UwXa7qPZY9cnu567lWvfD55m56fI7T89MG7UgLyucsMqV6G6Z9fDQT8TJk4FqWUHajTyh553zAMykuLGFNWws8evhOfz8eit1cxfepYHn9oFstWfcKN11zGyarTySC0XvgMg0kTxjK2ogytNc1nbC++R2ffZh/3+XjrvfXMuv0HvP3eB3SFo3SFwnSFIoytqKDpTCv7D50gFI4AsG33YUpLirj2igspL+t977O7PXvzkBvBjPg5sYM9Bnsn4zZuVDhM8z/8mvgnG2m1LIzKCgq/exmlt/wYykpp2/oVRKIUnDeNyO49RHbvIfTJpwDUfvZFSrotnyRWnRPbeygthYkTKLvlZgonT8Y3ZgwNH25g4nPPUDxhPFaiP9TPX5T4FKJm4nNP07ZkKWOf/lkyjsCZNxYz/rlniEajRBYtJnDl5Vg7dmLZ7Za5DSz7C32Z5vBOOzlzFy+jz/EOCQZ6X61WShG86EICF1/EmEcfBiBUU4tKCZpvp9n4xmL8Pr/tZWyZGOjk1kfDbZimlaVuwaKs9fEZBpbO/HWRXAzbTOc4osnUF5+zg13GTQI+g5TIkAkcGyA9DpvX9gSlFGrCeHwTJzD2p49S/9//AaO+gfCBg5gNjaA1ps+H78IZqAkT0OXlGOPHYYytxO/3M/aF54jFYoTOtBCYPt32qnF7CScEAfcnXtPraloW8cJCdFmpHSMFKJp9Lx2tLWhLU/TYI/Y2DcvCsuz4F0U/+iFnjx0HrSm44nLUth34fT7GvfgcurycMQ89QM3//F+o0zVYx47DkaM0Hz6CrqggfPQYzuds059TbVnQ1YUZDtPx0SdYx46jY3Fal71PoKwMq/o0ZiBoxw3xwG3LmInypohIZs+52UAw1ALFqJgUe+0zN5TB2bYGSsvGMnnaJezauanHC9Ex3p1rvR56QxkeLow9J0l9cdHtD46XhM8fYMr0S3nh9/4Li+f9NWeaqqk+dYDDB7awa9sGCotK6GhvwTLtSVAslphcbLZv5Z5t6/D5/AQChQQLSygsKqW4pJzDB75i4qTzKSmr7GHgaUtjWibRaARtWkSjYSzTJBTqIBLuoq7mGK0tTWzdtJJoNMLC1/6CYKCALV+soL72KHt3bqSp4RS7t38CWLS2NNHW2kRrSx0nj+3ly0/fIRoNJfOrOrGbYLCISTOu4LIrvo8/UIBSPo4c3MZ553+HA/u2cPTgN+zf/TlKKQ7t/5IpUy4iFot6GqduF8cex+JxTh3fy6kTe6k+eYBTJ/ax5YtlxFwBTA/v30T5mHFMmnIxBUXl3HLHE0yb/h02f7YC07L48R1Psm7VXPx+H8GCYtauep17Z9vBm9z9pPsb0wZap/adYLCQ8ROmM2bsFH7w40cJufZR3vOgnVY0GuXDNfO54ppbqa4+jt/v474HXyIS7uLdJf/A2dYGzrY2sPnTZSmT1sKiUioqJzH1vEu44ppbqaiczJHDOwgGiykoKGL2I7/LyvdeJRjwcZ/zhRJt70uuOnUkWYdsXgm9GQBex/L1arEsizEVU/D5AxzY8wUFxT0j/I/GFTyl1JvYk9rxSqlq7CBrfwO8pZR6CTgJPJE4fTV25Pgj2NHjfw6gtT6jlPrPgBOp8a+cfdADSbZxL91INU2LbbuOYFkWf/H/vMCO3Qe48drLqDpdl9VYsazuF6nzqdLHH+4Z2C8T7pex4+nmdlHv7Oxk2eqPk0HbbMOxgB/ecAXV1TX8wS8ew+fzsXT5Bn5001VZ423E43bIMwNwAmfZgkrvxrUX9ra47CKI13PjCAl23e29rE68hJRtcVr3ML79acF28/E+cibgztaIvmIYylP8cbYGPfnoPZ7jhNaad1d9TDAYSP4di8VYumIDj82+PXmNZdlizaP33561HG6PCwelYOmKDfz0wTtTxBlvEcoby7J4+/31noGSHa/E7nR7epEYRt+8wizLYsmytTw6+w7iZiyZpvvT1JVjyigvK6asrDjhFQRPPnpvMuJ8OBJl0dtruGD6VBa98wGbvtrPDddcnEzL+dywF3YfW8+LTz00qIs4g8iomBN74QQHdjBNk/jJU+hvtqN8PtSMGVT+/ssUXDKTgoKCpGv+2eZmFIryZ56kbcnbjH36SayuLlrmzKfsB99DWZozGz5CBYKM+ckjtGz4GKMgSMXPHqd1yVIsbVE8+75kAD+19SuM8jLbu9NMjW3hYGlN3fyFGb/+4XgLuD0M3Mdi8Z5fjnA8DcDbSM5GLl/TS/ckcMriGJ+O0OGMQY4HhnOJM1Y1v7GEKYmtHumeFqaV+dly8vIIo9QDJ05JpkC47jql19tLvEgpZ/JrRBZNbyxh+ksvpqRnWZr6RYszltMoLESdP53gRRcx9aUXOfnKa8SjMYoKC5n04nNUvTY3sehpoAznPW5RM28hwbTPhRou8SHT/XPaIm6a1C9aTGHAn/z0akpbZBH8nONxM45KfH4cNEZpCWr6efgvuIB4JIJVVY0RixLbu5/GP/xjCASo27ET8+xZME2qvv7G3gbV1GzXC2ja2P11qdZdu1PyjAE1Bw5ilZelfGI2dVF56PY3D+ZnRkfNpDgdrTUb1i7AH/DjfuN3trdw/oVXeJ7v3MC1K+eQ/NRxL4q+461hWRYfrVvIrPu7XaC01ny4Zn7yJQ7dncRwVlU8HpLuyWv3wOMluHiVxT1QGYafcRMvZNyEC4iE2mk/28jY8ZMJdXVQW3OcgD/IzEuvxx8o4PjR3Vx1zS3s37eVSy69jvazzRzat4VQVzvNDSdpMOOcOLI9JT+fz49lWXzxyeLky+TLjXb8gU2fLgFg82dv279/+o5nmY8f2QbA4QN2FODD+790pR+gYuxECgqLue57d1E5dgoH9m+jqLiUhx77Az5Ys4B7Zr9ASUkJ4XCYSCRCR2cncVMz8/9n787DJLnKO9//3ojIqupFUrcWJCEJSYBsjIUxcoPZPAySWW0jbAPGYxsZ48tjj8cXG8+M5eXac+f6Phd7/Aze5jEPg0BCCIQQeCTQLiE8ZsYIs4hVyGowQmqtCK3dXZUZEef+EXGyorIit6qMiFy+n+fpp6syszJObifPeeM973nG85WmqX7wWS/QDVe9Rw89eJdu//o/6v/7v16nZ591tp5x5gv0lNPP1NLSeiTXZ3PEcVsHvnOHvv2tr+hf9t+qb3/rK2qvZcGRo499spZXduqH952jew78i1ZWdml5ZZd+8qd/TSs7dunQoUO66boP6Onfv29wAdKetWPXXX2hwiDcNCnzawmLA+/ie6EsgObvzy+DSZJEyys7ddTeE3XU3hNkZvrxV/6irrriv0tpqle95i2KWssbiiFd84n3atfuvdka8z7bSPnMmTAof5zFZT4uCLS6uqpPXX+JznnVm7rP97AveOeynUP835Qdo3dyFwSBjjjyWB2463Y99fufP/D+Z4Vz7uf7XHVOyW2dpN/ocz/vlfTeCTZtk2xrzqtLJ2a9E+fbv3m3Hj94WPue/XSd8uTj9MUv35bfx3g1Ykbe97uwNne9Tetbgw66T/9Z6r3cFwQdJYjW+/izye6Nev1rfnzE9o8WHHDO6fKP36R/87Ov6nP9xrP7PhBR9v1SLLLsB6/9siRGaVeSJN0tAEe5bdnrIPV+NW8MivW+f4qThDTNXu8oivSRK2/YcOZ+1PdR71a0vccYJOsXO+uDxcL3vA8yDDu5UfYcpGnSHU/4v+90OnkQLruND071fs/0Pu7i+zTpppCXp7okSaJWFGr3rh166YvP0l13H9D//vw39JXb7tQTBw/pyCP6L+3zwYvWjASNZ3FMPM7E85Hrb5T77Odkxx4jd9ZZCnfvUutpT92QBdTvfRns3KngmKO140ezmjCP3HGHzEnRU06RLS2pkyS67+JLtDxi9qKfuBYDB4PO9PvJ4ijZAEma5ktuN6/h94HUUfq33vF7O44l5xRa0H3Ok546AsW/S9JUS2GopF/NG+d04KKLs9t0+wune95/SZ6lMDmdJOkuAfFLR3qXEvabkJfOY5zT/R/wdV/X+41+r08YbM64TdJUTq77XPnrzUzqcz8+kJDNswpzuzTbgvTYf/PG7hyrH9/2MAgmsmzCB9eK258maaokDKRTT9HRb/pFPXjBhbIHHlD60MNqP/SQgjiWRZGCo49WdNqpOnzPvdKOHYqO2K0n/cIbdf+Vn1CcOrXCUE/6mXN1/wcvVfzYEwoee0zu0CElt/+zvvfH/4/CPzy/1oBEryp38ZiZQXGZ3rX2cdzW2uoTOvjE45s669RlOyzIfLqnNn1YRjmenxR6TuoOKMs691ECD1JekPHjW3sKwzDUzt17deSeY/Sq1/yq2u22rrriPYrCUK/Mfz90eFU/8EMv0X0PHNCP/Oir8wF8qDhJlSSx5BL90A//mB5+6B6trh7U2tphddpr+vY3v6LTnvYsffOOLykIA53xfT+i/XfcqjO+/yx9644v6ZnPer6++c9f1HOe93KF0bK+euv/lCzqbimVpqnkUu17wat1y6ev1I+d/bNaai1px86j8qwI083XfUCvOvdXdfDgQd19z3cUheGG1zZNU1115QV6ydk/J79sxQ86n3TC6Trl9B/SSaeeqYOPf1dRGOjzn71Wt/yvKxVGLT355DO0Z++TdP+9d+qh796pu759mz5986XZY5Z07JNO0bN++KV69LGH9do3vE07dhyhm6/7gF7xU7+iq6+4oPvatpZWdNUV79FLznnjpud/lEyaYXUyil8AzmW1GYIwzDv1zfVBAguUqDyokJ2BDbW0tENhYFpe2bl+9jQPKmTtGRwZzr4ANhfVKjumf558LZPi4/GF54r3XfzspfkAq19ApszO3Xt1z3e+rqc8ra0oWhrpM4bJyZZYlNcAufzjN+mX3vCTiuNE3znwoE464Wgds/cIXXbFDd2z3KPqF8gYdSLvJ0jj7PBTvN80TfLdDW7YMBEsb2s24P7YVTdvqI9QduzySfh4hk+YXZ7mGXR/7x20lQUAR1U2Iep0Orr0766Vcxr6WjvnusU7hx+reHao/LUvPpb1/01Jv9lB4b7NgqGTlt56VsWAzijPYfG95R/7Ul7wbNzMCF+UsjSwPcJSijRN9bGrPqnXv+Zl6nTW9MGPXqMwtG7h7N77S9NUcZIVeY1agc58xlP0mc/frj/7m0v0x/9+8+5Mxe+aWTKLY+I0zXY4WBqwhackuScO6pH/9i7p2GMVvfiFSsNQcm7T61wch4w6kfe2MtlLndODl3xIS63RvhuK45GyLVMHTdbCIFCc12wYNZDSvW+fNm/ryy6yEzQ+y2n0JypJ02xJRmilz9lWJ80+2yLs891QvN9OkujufGvL434xr3lRktki9c8+8RkhvW0YtJRg09KLEWpXlAU2igGd+y6+JCvcqew76LsfumzD56HsvVz2HBfbNuyN3/ve21QDpvB+kSTbsUPhaadJp56a1VeJIoVhqGN/Mety7rnw4iz4FYVqnXyybMcOqZMFMVrHHy/bs0fatVvRKSfrxDe/Sd/54/+szhdu1YO//0eyfT8ysK1VaqxI5izwkbIwDHToiWx95a4jNqd9Sz7AMHwgkOYfnLJJT5qmuv6qCxWEwabsh7JBinNO133ifQrz9XnZ4GHj/aUulVKTL7w5Lv9BSV1YOpj37bjp2osVlERlzUyt1opOfeqZeuoZz5YkXXPlBXr5T7xZN179fr30Fb+gw2sXKIpC/dg5b9ThtTU970Wv1erqql74kp/VE088rh8480Vqt9va/89f6nZkQRgpjLIO+NjjTtbOXUfp+BNOK1RXz9KmkyTb0vXqj7934xemClup9kzws4HhxvVsu444Vi9/9Xn66Z/7Hd35L1/RP9/2T7r3wH7d/Z3bdfDxR/TYo9/Vyo5deuFLXqcTTnqaTjv9TB2551i1221df/VF2rXrKHU6HaX5ax+nSZ5kk5996xNkSPNMGqf190Lxi94PZMMwkFn/bITia+fvq99txxn4FQcg1111oc5++S8MPHZvoM0HTIrZQ/2Mkha56dhpouuvuUhRGG5If14PbBS30c2u27U7+4w//uhDOmrvkwrZVP52qUpzqVGJ4nvILMvSOXDfQ0qSVE856ThJPh1+/fMxyll2b9hSoK2e8R9VEFghu2A9q644QfW/DwocDDvLOUzvUoDeye2oS6aGP59p93H637tnaod8h/Zb9lA2gR4WZOk9IdCkYvsnMfEeNSPD27wMZGPwJQt6rGcKFb+HytpbHK+UtaXT6eiyK67Xz732FZuu23vUbj35+L06cO93N+wIUJzofvDyq/XTPzF4OQ0mY5QJbfzlL8vCQNp3ltJ8LGyyblp+77IJf5Z5pbDLlitk/zg3+Bt2nOVtvdtH9i6RK471fLuO/8V+saThNm1X2ScQM2hZSFbkMBm6u0I7jtUvZlIMVIwqSVOFQ5YAjmpQBoGfYEvrQaRBQYd+y1DG0W/82JsRMyw40Pt7J0myXTH6ZAOX6ffa9wuYmAXdjOjeIFn3b3rG/34HFl/bKElThenGYqS9u7f4umt26lMUtFqK//GWbiHYMtlzN14txnHMRm5cw9I01cF8G8edu/dsuHycCZPnnNMnr/+A1BNVljZnbjiXpdz3G0gN21UhOzsxvGq7v+2gQeWgDI5h7SgaaUeQsrSvQvv8z2VRbv+7r+BePKafEPvn/porL1gfaI0QpW4tLevp379PP/7qt+iXf+3P9Lbz36fnPP+n9OznvkrPes7ZevlPvkXPfNaLteuIvRueyzRNdd1VFypJ0yybpc/znCSJ1tbWsmr7adbxZAGFtPte6L3fcbN1yv7Gp5qPe39+qUan0xmrDRvaokJKcAUd3aD3W9l73gcoDj6RZc6O897G5BUnr9myhhv0nXse1O5dK9pz1K4Nt/vIlTcodYkuu+J6XXbF9SWfFd+XxYUzzvkZ4xE+/xvS18c8A+gNSnUe16DlLL2TznGUZW75DJbi81R2DOeyTI9xA50f/cQnt/R8Opettb70Y9eMdUxfN8KfpYyTLIA87hKh4UsqRluOVnzOBr12vf3kxoB1dcG04q5XH/3ETUrTRB/62DVKN3zGRn8/Dppcnnj80YqTVLd+7Y7SxzOLtYBmlS9e2Ju96LnvfU/unnu1+w2vU7qyvGn8MCgtP3VO977/A+p0Ot2++b6LLh76Oe50Orrnfe/P/648y9hPuDZMhtO0m52Qpqnu+8AHu8fytx+4FKRwX4P42/klFb5mV3FSmLqsdsKwxxqOUYR3UgYFT7Z7P2WT8OJz3vsclxWi3I5x78/fvvhYepc+jZuVkjqnBz/04Q2v56AAylYev1920/s9MigTaEOA8ITjteOlL1H6jdsV33NP3/b4IFoVwX56+REdfOJhLa/sUhStp26NusTCK06GBn3BFieJaTq4YvBWJqhb1TsQ63Q6uuYTGyfb/QZrZYNyH+EbpLh1aa/i8+mP2922dIDihNMvM/ABo97HkaTrZ7V6vyCKjzU7a+t3G0h17Sfeu+kDu54Vs7GTLt6vc043XHORruuzA8qo256OK03TLFNjC1+AQ5eY9Ent81yeJRLHsa79xHs3BTvKPmdlmTA+O6X3cY37mMKopZUdR+hgnjWFZmWBhxvlixy227EeefSgTjz+aPn9v73eNPx+/UHZ+8L/mqbZF3jxjK0/RqfTySZlI04ep9WwdbRZMOLGTbcZ9cz8uGfwB/2Nn4CXnT3ybb3sihu2lCFYLPKZHavfLiKDAwbZc7W913zU5yxJEl12xQ3dNk1qYNjvvVt2jOIyl2H6vdfKjuePdfSeI7TUinTLF27rfgZ7P8dbDRBidH4yUxwPbfqOvfMuKQi061VZNsygSXzZ5MjM9OAHL1VcGCOOMqYtTgrjOCvc2+l0St8XxTZ1d1lIkpGXffZTNq7tncANmryWpe6XndXuJIkO5AGZcYMGg4IN/Sa/vcGbYbf31/nn2N8uda70fqo2SiBp7IzcQlChLLhU9vgH6X3th530GNbesmMGZgNryPTeZydJdNcFF3YDake+KcuIPnzTp8Z6LJNCgKJHvwn/oYOPaOeujcs7nHO68dr3D11PNMi4QY4mZRPvjRPnsuUR1119oeJ8UuqXmTiX7XASx7GcfJXbuDsp3rQMYdOZyiFrfZ3TVVe+pzu5HfS8drMvCinMZYW+ikEL/1r7L0B/P1dfeUH3w1wMkvT74hsloBQEwcBlGD56W3Y//YIBo7zPfKbGMNmXcjw0HbusDd33QM9j80EjM9sUKHHO6fprLuq+FkmaLdu56dqLu8t2brr2Yrk01U3XDT/7MopdRxzdXdYlbS3QgckpToQefvQJSdIxezYX0MsCEpuXJYzLn9EvfrGvpxVb3ywIfybcByr76V0+MWnDAhCj6F8XZuMgKuu7+0+UR63pMYg/a182mZWy3U46W1zWs569sTEYNQ6/DGd9guU2/TzJ/mMrASCpPNjg34s+0JNlXK7ffivNHiW71BdbLcu+CwLT8cft0a1fvWPD65qmychFZbE9xT7OnyXtBiry93Pcbkv33CM78QQFO0bbGraMrzfQ7wzysMmmz4yI47ibIbFVxYliv8l971n1UQ5XzOjYyklFM9P9F39wQyBnFMXXbhyjLM/Yzv1s1aDnvPe63kyHUe/H84/V/+/fp72ZNpPI8vBbxZa9Tkn+HTtuVotfslTMEuo3d/CKjyvcu1d2wvFa/YdPZ1uV9rSp6gKaBChGkCaJOu3DWtmxe9OAd1iq4bAJadnZ+7LbFAc440b++t5fT6qub+fG7IGNa5JH4YMWaaET73Q6uvYT79XVH79gwwfQT0x7AxKpy+pxdOJY1131vpEGjRt2t0jTbNI65uBwUJZL2WttPTtqXJu3dZTjbnXS65zbNBH3A89+k6ZOp6Prr75o0/vMZ7GUtSPNO7NJpaPHSaKrrnyPbrjmooGvZ9mSiuJr2/0MFgbp1nPmfDvSNNXKjiMUd9YUx5szfAhW1KPfZPHhR55QEJiO2L1z6H2sTz4331+/oKjXOwlcD1r0P/Nb9ndbMckz4022Yb1Owfbbs/WCm5uPvzngMdl6FEkSZzubuM3H6g6ax16aN/x53O5rNs57tzd4Ucw8GnX5q5npsiuuL810Ou6YI5WmTo89frjPX68fd1LfUdhsw7KEdP093Ol0dN87/0q21lZwyslD72fQmfxRb182KeoGjvMxwnYnxMWJYr9Mgu5t03TDBHArypY0dOLyE00bl3uMfoyqznBL401Ut9L2XmmabQFaOmbtmeQXMx3Wx7rrtz1w0cXdE4yTbONWFQMgvUZZEtQbBCtuOytt7bEFpz5F6UPf0+qXvzowG7rfSZvtIEAxgJ9gr60dlCQtrewqnRxu17CBlz977wcf49YI2JzKPDgo4lxWfLM3YrZV/gy4cxt3UugNitx4zfu7gQW59QrxZralLBO/xaXfxaH3mNs9q1X2Ye0GZ/JgRbZGcrQ1i+N8uPsVTS1mHxS3jbvpuotLU6Cdc7oub2fZdT4jZFiQrRhcGthuC3qK443/HvMZE+P0suMGFZZXstoGa6sHx24fqvXwo0/oqCN2TXy5QTGYMei+yrIrpMlkLdRl1Ilsb6B1nMdYVZCleL/bOUa/791JZTxsLBS5McBatnxmOyaVobHd18xnEKVpOvSz5I/ll9lcdsX1G7KfjjwiC0A+9jh98DTxwYm7L7xYuudeuTCUnXD8SH9z/yUbz+YO+v4fdXlAcVI6aH19Ue/OZr2BkA1nkftkd/i/CwObeJ2EQfzz0juxHqTKs93jZIb0yxIYFJTpJ07i0r/pV9QydU73v39jdk1Z7YtBmQzjmOR7opi1sZ377c2o6Hes4nslePKTZTt26OA/fHpg26pAgGIEfpKyvJx9YZbtrV515zTpolDD7q9fYUD/WEepH7HheLaxIyirFeBjF/7YxTS6USekG5YR5PUJbijJHNiKcQeuQc9OLOMEWLb6nur3ug0KCvQLAPnAWG/worg2vxgASYcssRg1SNDvsRfPym21cOWorwUBiumUJKkeffzQhuKY27u/3uUHo51Jn0SWhD9+1UGN7Uy4/YSziYyhSQQK+j2/w2pKTOoxDzrOOIGArb5Phv3dKEHlQcrrU4y2i0qv3jHJ8lJLK8stPfrYIUnVL4vCcH555f0f+JACM9nDj8jt3SMr2YGhdzvw+y+5VMGYdWJ6J2TZ5MkX7Fw/YztuhsD6+LW8nsAo/N/55czj6n1c49zHuI93nPvfbob2MFVmc3hlj7eYTdCv1kedbWxKb1Am+yz1f39YGKr1jO/T2jdurz2zZH5fhTENmri017IvyKWVyQyKp8Uok7XipLI4WHTO6fqrLhwrilu8z1E6wOKxR5mQ+ij9dVe9b8NOHaPWQRplOc4NV29enlBsZ9lzWsxImdTygEkGxQYFgMxspIyh3uKE08gPpoctqZIIUEyrxx4/JOec9k4gQLHdydms2LycYTzbDcZs9az8oHZXna0yqQBUrzqX7gz6nvXt6HQ63aUo0+ioI3bp0ccPbbqcZR3VG5SyHQaBlCTS449Le/aU3mY9wJh2Mw0mwRcr3M7ysd5dFMqKVcbJ+rKjfstT6p7IbjcTos5MD3+8qjM3tvP3VddQGPU4k3hdJnWcsuBN9PSnqXPnd3T3f79gIvOXUU3vbKJmaZpuKMRXtLZ6UEEQbtjBo852VdWh9JuYjnrMsi1Rt7K2dlL84zGzyraG9MtG+n1x93tOB2WkjDrQGje4MU7mxqDna1gqdJk6soq2aqS908NIUWuZAEVD+k3k/GTFp3+P8rf97mtQfYpJ2e79Tqpd0xA43EpAaBraPSu2GrSZ5uf4yCN36vBqW+0fXNOPAAAgAElEQVTOeqFMMimmxKOPypyT21seoPBBgCTPnpjkxMZvUVrcwnOY3vX3w4ILxduXbQs5iroDAnWqaoI/7DkbVAehScN2OBmnzePUihh1WdN2RGc8XUpTBY8+Vulxek3vN1MD+m2XuLZ6UMsru0rX8M9Swbyytg6byI8z0RxW26IK/oPstwOtIjDR+xwMSz0etw39Otxx3ltlr9OgzIg0TcdOTew9RpIkuv7qC2t7/29lqcwwg97fyyu7CFBMmUOH1xRFoZZa0YTucbLFEfsepdBn+CVok77fYZqukTFKjQ9pckGZSdWSaNq8PI6tOCoPRPplHmhO7yTLHn5EkuT2HNX3b3wQYNh2mv2ON2ziNU4Gwyjr73tvX6xFMOxYdZ2Rr1q/yfGwZRHjGHdHk34ZLFUZd0nMpF/37dTB8Nk/vYVXs92ZtvZ6RU9/miTJPfS90uur+o4iQDGCtdWDWlqudnnHdiZfVUzctmpjrQO36edhxj3zXpyE13XWPk1T3XD1RZtqM2wlWNVbYHLSr2FVmSReHWff/PNadwBseZkARROy3QDKP8eHDq9p547l0mDx6Pc/XoHISfCT8ziO9eH/cb0+cuWNE/ky3+7yjbpVtXSizLi1JJoO4PQz7HFsdXC41b8r+/wMOtu31YBTmqbavWtFkvTYE4c2tXlRgzZT45FH5FZWpJWVbd/V5joT1b2uVdZ6qIIvIDnqBHO7WRuTKhLZz1bat9U6IbOs6fdesRZJsHu3opOerPShh0pv6wuQTvpkT/OfvinnnNPa2sHumvQqjzPuzgST+NutaDp9v/f4VU/CSw2pzTBqsKJYYHISk++mXpu6jrv1rQbHb9/yyi512oe3VGcF1Th0eE27dizXcqxRz/j30zvhLRYP9LuBTHq3iH7tqKvuwbSZZECk3+tVx/M76HH0C2AMe3+NE9ya5GMcJ/DXyrOlDh9ey/821eUfv1Fp2lzx1kUx7Ky1PfzIwOyJuvVr77hn6+fNVh73pCfH4yxZ6Kep4prTbLuZJd1l+X369mz5SLaTX3TG06XvPSxJapdsC13F60OAYoi4syqXppUHKKTtTbQbmaQP0HQQY1TjdkjFmhFlE4OtPO4qCkxO+vnfzpag45yFnqb3zVK3UOYTDbcEkpSmTqurbe3cWU+AQuo/MZxEcGHWsh+k2Q12TKLdxderLNuiybP6Ze/TUTJI6q4/4b8/x6n9smNlSYfyAIVU/L6sLxtnEaVpummbz+73eRJLhw5JRx7Rva6OtfCDbLVOBKpXdVbGqMYd7097wGK77/nUOT14Sfmyp/Xl8073X/IhHbz/AWltTSpkjlf9/EzXrHYKrfkdPJb7F2WrQ3EJwFaXA2xn8jepJQhN1OyY5DGnaTnNLPAZIqWDnCm3vpMH65+nweG1tpyknTu2n1K8XeMuH+hnmgsUYrNBr9ek3hOjGLUPHTSJbzLYNE5wYceO5Q0BCtSn96xod0J08JBMkts5XTvb9W5LiukxiTPsk8jEaEpVbd/u89rv74tBpTAIFOzOP+sH61v2zOhoiE57VZK0tLSj0XYUl3HUvaSj9/hbNU1nx7dqnDoIZcGM7TwH1WRFVP8e6h3UlwUtppH/zMed1YZbAkndNO+6lngMs+hncGc1m6JKxfdElc/PdpcfTbotVWaO7FxZ0upaW/EMBLUXQRgE3UmK25WduNtqqvm8FJbE5JUFmqYlE2MrZrHtG4IXeYDCDm4+YVdVUJAAxRBxJxsUR0vNn7UrLuOwIKh9wj+pZSSjZCEUH9u0BTZGPevpgzrpwF06+j+uaXvckzQLZ46jVjYR7hCgmAr+LOrKSouJ8Zwi6DG6aQmQVZ05smPHspyTvvvQI1MRkIEkP0nJAxSpc5uWg4xrls+OL5omA0tNF4/cjrK2z0zGz848GHmwviXPs/tK16TTWZNkiqKlppuyZdM20a17N4a69D7PaZpK0zGGxBYEQagwbKnTJr14Ghw63FYYBqVbjDKx3YjnA3WqMliycyUbez3w3Ydn6uzjXDt0UC4MpaX1cXFx8rXVnRoe/OClY29/jvrNzKR6ys1UBlEUyS0vl2ZQVIUAxRBxe1Wt1va2tZsG0xakaPoMOrUktvaeqPN5m4b3bGtpuZtFhWYdXt3+FqMAZsuOfEnXDX//WQIU0+LgoSx7YsJ98SyfHQdmxZYDTLt29Q1QFLclnRR6gyE6nTVFS9Ox5hmT47M4UvZSH0sV9U+mIRDRT9RaYYnHlFhd62jH8uxmsgEY38pyS2am1bW2JLKDpsLBQ9KUFcgEUC23a6d0iCKZUyPurKnVar7+BMptZ3LbdBbHrJq2LW2rFLXIoJgWa+1YS0ubl3cAmF9mlm812m66KZCykxOHDnULZFaBJQSowkwtqZhGu3bJVtekuJ6CxYsz09iiTidb4oHpM81n3jEfWq3l7k4+aE6aOnU6sZaXW003BUDNdqws6fAqAYqpsLoqS1NpFxkU84Bg0GIbK2jjP/OH6qlDQYBiAOecYpZ4AAur1VpRmiZKkrjppiy0did7/peXCFAAi2ZluaV2mz54KuRr0N3O9QwKzkwD889/5o0ARfOSpCPnHEs8gAXlg5MxdSgatdbuSCJAASyipaWW2p0O9aKmgK3lSx53MC4GFspKfrJ+tZ5lzwQoBvCp3SzxwCAsNZlfPjjJVqPN8mdPqUEBLJ7lpUjOSZ1OPWufMYCfnCwzLgYWyvJytn/fGgGKxvnieK0lIsXAVs1yACfKg5Ps5NEsMiiAxbWUf+59P4Dm2NqaXBBILfpiYKEEgbS0JFurZzxMgGKATh6giMigABaSz54ig6JZPoNimQwKYOH4z72vRYMGra1l2RNmTbcEQN2Wl6WaChYToBigm0FBDQpgIZFBMR3W2h21opCtgYEFtEwGxfTwAQoAC8etLJNBMQ06nVWZmcKIVDZgEZmZotZyN1iJZrTbcTfNG8Bi8Z/9NgGKxtna2nqxPACLZXmZGhTTIO60FbWWZaSyAQsrai13C+aiGWvtDss7gAUVhYECM62x1WjzVsmgAKZNUlett5Vlaa0t1bCjEgGKAZK4rTBaaroZABoUhS0lCWfumrTWjimQCSwoM9PSUkQGRdPSVGq3yaAAFpRbXpalqdSpvi8mQDFAEncUhQyKgUUWRkuKYwbGTXHOqd3uzN0Wo2maKk1nc3cboG7LSy0yKJrWbsskaZm6bMBC8tlTq9Uv8yBAMUAct6k/ASy4MGopieupWozN4jhR6hwZFMACW1qKKJLZND8pIYMCWEjOByhqqENBgGKAJOmwxANYcBEZFI3yWwu2WmHDLQHQlKVW1N1uGM0wPymhBgWwmHxwcrX6umwEKAaI444iMiiAhRZGLbk0UZokTTdlIXXi7HlvteZriQeA0S0vtdTuxErT6ouzoY81MiiAhUYGRfPSNJFLEzIogAXng5RxwjKPJnR8BkVEBgWwqHwNGt8foAFkUACLLYrkgoAaFE1K8pTukCKZwELzQcqEZR6N6GZQRGRQAItqKc+gWquhejzK2eqaXBRJIcFiYCGZ5VuNssSjMXFeFC8igwJYaL5QLoUym9Hp+CUeDIqBReUzqOIOS+0a025Ly4yJgYW2tCTVULCYAEUffjLCLh7AYovCbEBGocxmdOIspTtiiQewsHwNGp9RhQZ0OlKLAAWwyFyrRYCiSX4yQpFMYLGRQdGsTidRFAYKzJpuCoCG+AAlAYrmWLsjx3bPwGJbakmd6sfDBCj6WM+gIFoMLDLfB8QEKBrRiWN28AAWnF/iRZHMBnU6UosABbDQWizxaFSS5EUyyaAAFloYZpNjimQ2I+4kLO8AFlwYBDIjg6JRnTYBCmDRtVpZsNJVu+UzAYo+4jx9hV08gMVmZgqjJTIoGtKJE7YYBRacmakVRWRQNMU5qRNn6d0AFpZbasmkLEhRIQIUfSRJR2HYkrHuGVh4UdQig6IhnQ5LPABkyzzIoGhIpyNTXiAPwOLyfQABimbEcZvlHQAkZXUoKJLZDDIoAEgig6JJfs05u3gAi81nUVVch4IARR9J3FFEgUwAkqJoiW1GG+CcyzIoCFAAC48Migb5qv0s8QAWmvNByop38iBA0QcZFAC8MGopScigqFuSpHISSzwAqBWFiglQNCNP52aJB7Dg8j7AyKBoRhJ32GIUgCSfQUGAom4+nZsMCgARSzwa052MkEEBLLYlalA0KonbisigAKA8gyLuyFW8rVLdzOy3zexrZvZVM/uQma2Y2elmdouZ7TezD5vZUn7b5fz3/fn1p1XdPp/OHbUIUACLrtUKFSep0nS++uGZ4NO5yaAAFpvvA9pzuMRj2gfFzrnuLh4AEOV9QZrOz9k7MztJ0v8paZ9z7kxJoaQ3SvpTSe90zj1d0sOS3pL/yVskPZxf/s78dpUigwKA14qypV7ztsxj2sfEkgpFMhkXAwstCOSiaP4yKGZhUOxcKuecgpB1zwCkIB8YJ8n8BChykaQdZhZJ2inpXklnS7o8v/4iSa/Nfz43/1359edYxfsw+wwKPzEBsLhaeSbVPBXKnIUxsSSp08kmJQGJ18DCa7XmdhePqR4UJ3E2CSGDAoC03hekcxSgcM4dkPTnkr6jrA9+VNLnJT3inPMP9G5JJ+U/nyTprvxv4/z2x/Ter5m91cw+Z2afe/DBB7fVxk4nD1CwxANYeD6TqhPPTz+cm+oxsaRsMkL2BABJWmrJ5m0Xj1kYFCdJFhUKyaAAoPW+IJmjrUbNbK+ywe7pkp4saZekV273fp1z73bO7XPO7TvuuOO2dV9+IhKxxANYeH43n3nKoJiFMbGkbDJCgAKAJLWW5i+DYhYGxf4sKQEKANJ6BsWcLfH4cUn/4px70DnXkfQxSS+StCc/kydJJ0s6kP98QNIpkpRff5Skh6psYJykMjOFpBUDC89nUMSd+QlQzMKYWJLU7sixgwcAKdvJY95qUGgGBsU+gyJgiQcArQcr52mJh7Izds83s515ivA5kr4u6WZJr8tvc56kK/Kfr8x/V379J13F25rEcUL2BABJ67Vo5myJx9SPiSVlkxEyKABIWYBiDnfxmPpBsT9LGlKYDYDWg5U+eDkPnHO3KFvD/AVJX1H2ffBuSb8r6e1mtl9Z6vAF+Z9cIOmY/PK3Szq/6jbGcaIoJHsCwPpSr3la4qEZGBNLyiYjZFAAkLIlHp2OVGHXU/sM3Dl3i5n5QXEs6YvKBsVXSbrUzP4kv6w4KL44HxR/T1l140pRgwJAUTinu3g45/5Y0h/3XPwtSc8rue2qpNfX0S4vTsigAJAJAlMYBnO1zegsjInlHBkUANa1IplzUpJKFY3RGpmBT/ug2O/iwRIPAFKhSOacBSimXRynikICFAAyURgqTtKmmzFR0z4mVprKnFNKVjEASfJ9QRxXFqAgd7ZESgYFgAKzQEEQdvsG1CPLoOBrCkAmikIlc5RBMRN8zQ8yKABI631BhTvbMfIrkSSxzExmPD0AMkEYkUFRs6wGBRkUADJRGMxdBsXU89X6yaAAIG3MoKgIM/ASSRIrCFvK6hUBQLbVKAGKesVJSg0KAF1RFCpOyKColZ+EEKAAIHX7AusQoKhVknRY3gFggzCMWOJRM3bxAFAUheFcFcmcCfkkxBGgACAVlngQoKhVksQKKZAJoIAMinolaSrnHBkUALqiKFAcs8SjVt0aFAQoAIglHk1JYzIoAGxEDYp6+UJ4BCgAeFEUKmGJR706LPEAUOCDlSzxqFdWg4KOGMC6MIqUVlixGBv5QngUyQTg+W1GnXNNN2Vx+O+9iMxiACpkULCLR62yGhR0xADWscSjXnE3g4KvKQAZ3x8k7ORRn24GBcFiAJKCQC4MZCzxqFeSxApJZQNQ4Jd4cOauHmRQAOgV5v0BO3nUKI7lgkCiLwbgRS2WeNTNbzMKAF6WVeXkUgbGdYipQQGgRyvvDyiUWaM4pv4EgI2iiCKZdXJpKpcmFMkEsIHvE1jmUQ9/hjTkrB2AHBkUDeh02MEDwEYtAhS1StLsyaYGBYAi3yckCYUy6+DXmFODAoDXrUFBBkV94pgCmQA2iiIZSzzqk8Q+QEG0GMC6gAyKWnWXeJBBASAXkUFRvzgmgwLARlGLXTzqlOZnR9lmFEDRegYFAYo6xEkiM1MY8jUFIBN1a1AQoKhNhxoUADZyLPGol598sMQDQJHf2SetMGKMdXGcUiATwAbdAAXbjNYn7sgRoABQRJHMeq0HKOiMAaxbL5JJgKIOcZIoInsCQIHvE1jiUaNOLLU4aQegIIqyvsG5Su6e0V+PNC+SyRIPAEVB4AMUDIzrQAYFgF5+2RfbjNbEObYZBbBZqyWTpIrGxAQoeqRkUAAo4YOWPoiJamUZFAQoAGwUhQEZFHVJUplzBCgAbOT7hIqWeRCg6OGXeAQBA2MA63yfkDIwrkUSJ2wxCmCTKAqVUCSzHn7ywRIPAEU+QFHRVqOM/nqkafalxxIPAEVmpiAI2cWjJnGSsoMHgE2iMKRIZl18UWgyKAAUuBYZFLXKlniYzHhqAGwUhBFLPGqSpKlClngA6BGyxKM++eSDXTwAbBBlWVVW0c52zMJ7pGmiMIxkZk03BcCUCYKQJR41SZKUXTwAbBJFoWKWeNTCfPp2iwAFgAKWeNQrTWIFnLUDUIIMino455SwxANAiSgMlLDEox4+fZsMCgBFvk9gF496JGnS3U4QAIpCalDUIk2zfbXDgK8oABuFBCjq4zNVCFAAKPLbwFODoh5pErPFKIBSQRh1tyJGdfzkgxoUAHqFFMmsj/++Y1wMoKi7zSgZFLVI04QlHgBKBUHY3ekH1UnylEFqUADoFYaBnHNKU4IUlfPp2xHjYgAFQSAnySo6acfor0eaxCzxAFAqCCOWeNQgSX0GBV9RADbygUuWeVTPfPo2J+4AFJllWRRkUNQjTSmSCaBcEERkUNQgTghQACgXBAQoahMncmGYTUYAoCgM15eBTRijvx5JkigkgwJAiTAMqUFRAz/xiAgWA+jhMyioQ1GDJKZAJoByUUgGRV2yDAo6YwCb+QwK51zTTZlrCRkUAPrwxXPJoKhBnFB/AkC5MGKb0bqkCUUyAZTzfQPLPKpFgAJAP2G3BgX9cOXihB08AJSLQrYZrYNLUzmXssQDQClfQJdlHtVim1EA/YQs8ahPEpNBAaCUiyIZSzyql6TZpIMlHgDKBN3UYgIUVYpTthkFUI5dPOpjCRkUAPqgSGY90jxdkCUeAMqE+UAtTQlQVIklHgD6YYlHjWIyKAD0QZHMevhJB0s8AJRZX+LBwLhKSZIqCEzG1nYAeoR+m9GUDIrKxQm7eAAoR5HMevh15SzxAFCGJR71SJKU7AkApahBUaMkydK4AaAXRTLr4dMFg4DOGMBm3QwKlnhUKknS7llSACgKgkBmRg2KOsQxGRQASrkwkjknV0E2GyPAgu4SDzIoAJTwu0qwi0e1kjRlBw8AfUVhQA2KqqWpLE2pQQGgnO8bKsiiIEBRwBIPAIP4DAqWeFQrSRJ28ADQVxgGLPGomg8AMSYGUMZnVxGgqJafdLDEA0AZX4MiTTlzVyVqUAAYJAwDlnhUzVfnJ4MCQBmf6VrBTh6MAAv8pIMlHgDKkEFRj5gABYABwjBkiUfV/PccNSgAlPHBywrGxIwAC7pLPNhmFEAJM5MFITUoKkaRTACDhAEZFJXzadvUAwJQxp/QJ4OiWkleJNMYGAPoIwxCdvGoWFYkk34YQDlqUNSgu8SDk3YANnNNF8k0sxeNctmsS5NEQRjJzJpuCoApFYRRI6nFi9IPS9SgADBY1GANioXpi8mgADBI2HyRzL8e8bKZliYxBTIBDBSEUVNLPBaiH3bO5QEK+mIA5cJmtxldiL64u4sHGRQAykTVFckc2OuY2QskvVDScWb29sJVR0qau9FjksYUyAQwUN1LPBatH05TJ0lsMwqgryaWeCxaX9w9K8ouHgDK+DlzA0UylyTtVhbIOKLw7zFJr5t4axqWZVAQoADQX7bEo9YMisr6YTPbY2aXm9k3zOw2M3uBmR1tZjeY2R35/3vz25qZ/ZWZ7TezL5vZWdt8XKXixO+mRIACQLlsF49Uzrk6D7tQY2JqUAAYqKkMCufc30v6ezO70Dl356QOamZ7JL1H0pmSnKRfkXS7pA9LOk3StyW9wTn3sGUFIf5S0qslHZL0y865L0yqLUVpmiggrRjAAEEYKe60azteVf1w7i8lXeuce52ZLUnaKen3Jd3knHuHmZ0v6XxJvyvpVZLOyP/9qKS/zf+fKL+unF08APTjM6yStL4sikUbE3fPijIuBlAmCOSCoNEaFMtm9m4zu97MPun/beO4flD8DEnPlnSbskHwTc65MyTdlP8ubRwUv1XZoLgSCRkUAIYIg6ipXTwm2g+b2VGS/pWkCyTJOdd2zj0i6VxJF+U3u0jSa/Ofz5X0fpf5jKQ9Znbilh9NHz5tmwwKAP34/qGhQpkLMSZWHMuZSQSLAfQThpUs8Rh1Nv4RSe9SFuHdVh5HYVD8y1I2KJbUNrNzJf3r/GYXSfqUsrN23UGxpM/kKcknOufu3U47yqRJrKWllUnfLYA5EoRh3Us8vIn1w7nTJT0o6X1m9mxJn5f0NknHF/rX+yQdn/98kqS7Cn9/d37Zhr7YzN6qbOCspzzlKWM3KmGJB4AhfIZVUkFq8QgWYkysOMkmH2ZZXgcA9IrC+pd4FMTOuUlFaadyUCzlSzzIoAAwQBA0tovHJPthKev/z5L0m865W8zsL7V+lk6S5JxzZjbW0NQ5925J75akffv2jT2sjWMyKAAM5vuHugtl5hZiTKw4pv4EgMHCqNElHh83s39rZifmBdSONrOjt3hMPyj+W+fccyQdVMmgWGPGa51z73bO7XPO7TvuuOO21LAkialBAWCgMAyVponSGtc+5ybZD0vZwPZu59wt+e+XK+ub7/dLN/L/H8ivPyDplMLfn5xfNlF+TXlEXwygj/UARSMZFAsxJlaSUH8CwGBRuL4l8STvdsTbnZf//x8KlzlJT93CMcsGxecrHxQ75+5tYlAsSWlKDQoAgwX5tkpxXF+hzNwk+2E55+4zs7vM7Pudc7dLOkfS1/N/50l6R/7/FfmfXCnp35nZpcqKYz5aRVpxHLPEA8BgPoCZNBOgWIgxcZZBQYACQH8ujGQVZFCMNBt3zp0+qQNO66A4SRK5NO1OPgCgjA9ittcO13rcSfbDBb8p6ZJ8B49vSXqzssy6y8zsLZLulPSG/LZXK6scv19Z9fg3V9AedvEAMFQ3gyKuf4nHIoyJJWXrylniAWCQKJRWVyd/t6PcyMzeVHa5c+79Wzzu1A2KO+3syQ1JZwMwgO8j2u3Jd8iDVNAPyzl3q6R9JVedU3JbJ+k3tnqsUcUUyQQwRJNLPBZhTCxJSmK5pSVZZQcAMPMaLpL53MLPK8oGr1+QtKXOeBoHxe12djaUJR4ABvFZVnVnUGjC/fC0SthmFMAQDW8zOvdjYknZEo+dO2s5FIAZVVGRzFGXePxm8Xcz2yPp0om3pkHttexsKEUyAQzSXeJRcwbFIvTDUjbhCAKTGeftAJRbD1DUn0GxKH1xd5tRAOgnCqUKdrbb6imqg8q2RpobfrJBBgWAQfwSj07NAYoSc9cPS1nKNkvtAAzia9TEFaQWb8Fc9sVsMwpgqDCS4kRZctfkjFqD4uNa3+IolPQDki6baEsa1l3iwcAYwABNLfFYhH5YyjIoIpZ3ABjAzBQGgeIGlngsQl/snGObUQBDuXynH7fWnuiSsFFDo39e+DmWdKdz7u6JtWIKdPIlHiEZFAAGaGqJhxagH5akOEmpPwFgqDAMmtpmdP774jiWOac0CimSCaC/PIjpVg9L2jOxux1pFOic+3tJ35B0hKS9ktoTa8GUWOtmUBCgANBfGDZWg2Lu+2EpW1POFqMAhgnDZjIoFqEvTg/nGYIs8QAwSN5HpIcnOyYeaRRoZm+Q9FlJr1e21dEtZva6ibakYT5dOwhIZwPQn+8jGljiMff9sJQt8SCDAsAwURg2UoNiEfpi5ycbLPEAMEg3g2KyAYpRQ6N/IOm5zrkHJMnMjpN0o6TLJ9qaBvmCd2RQABjE9xENFMmc+35YypZ4rCy3mm4GgCmXLfFoZJvRue+LUz/ZIIMCwCDdDIrJnrQb9TRV4Dvi3ENj/O1MWMvPhoZkUAAYwMwUBGG3sG6N5r4flvIlHmRQABiiwRoUc98XOz/ZIIMCwACum0GxNtH7HTU0eq2ZXSfpQ/nvPyfp6om2pGH+bKgRoAAwRBagmGxnPIK574clv8SDfhjAYGEYqN1ppPzD3PfFPoPCkUEBYBCfQbE62ZN2A3seM3u6pOOdc//BzH5G0ovzq/5R0iUTbUnD2u1VBUEkM+oVAxgsCKPaalAsUj8sZUs82GYUwDBZDYr6lngsUl9MDQoAI/HbjE64SOaw0OhfSPo9SXLOfUzSxyTJzJ6VX/dTE21Ng9prhxXQEQMYQRBGdS7xWJh+OE3TLIOCXTwADNHAEo/F6Yu7NSgYFwMYIPQZFPXu4nG8c+4rvRfml5020ZY0rN1e7W4fCACDhEFUZ5HMxemHO7EkUYMCwFDZNqO1BigWpi92FMkEMIpuBkW9RTL3DLhuxyQb0rT22mEFAR0xgOGCMFR7rbYAxcL0w6t5kSUCFACGicJQaeqUprUt81iYvjhliQeAUeR9RN0ZFJ8zs/+j90Iz+1VJn59oSxrWbq+yxAPASMIwUru+DIqF6YdX17KCdwQoAAzj+wnfb9RgYfpit8ouHgBGYCaFYe27ePyWpL8zs1/Qeue7T9KSpJ+eaEsa1l47zBIPACMJglprUCxMP0yAAsCoGghQLExfnB5elQsCiXpAAIaJQqUTXuIxcEbunLtf0gvN7KWSzswvvso598mJtmIK+F08AGCYIAx1+DtBzR0AABdHSURBVOATtRxrkfrh1dVsohGx3TOAIboBitV6AhSL1Be71VXqTwAYTRSt162Z1F2OciPn3M2Sbp7okadMtsRjqelmAJgBYRip06ltiYekxeiHV9eoQQFgNFG+/KDGDApJi9EXp4cPs4MHgNGE0XrdmglhFJjLimTSGQMYLlvisSrnXNNNmSv+TCgBCgDDrC/xmOzaZyhbT04GBYBRROF63ZoJYRSY67DNKIARBWEkOadOh4HxJK22CVAAGE3dSzwWSbp6mAKZAEYTkUFRiTRN1OmsZZMOABhix44j9IwzX6g0SZpuylwhgwLAqKL6i2QuDHeYGhQARlTBLh6MAiWZBXr7H16sJ53w1KabAmAG7DnmyXrjeX+klR27mm7KXGEXDwCjCvMz/GsEKCYuXV0lgwLAaKKIJR5VMDPtPfoERa3lppsCAAvLTzRCtrYDMEQD24wuDDIoAIyMJR4AgHn1guc+S88583SZWdNNATDlWOJRnXT1MAEKAKOJwolvM0qAAgAwFZ5y0vF68vFHN90MADPAzGRmFMmsQJZBwRIPAMNZFMm123ITrMtGgAIAAAAzxcy0vNRquhlzx6Wp3NqaROF4AKPI+4pJLvMgQAEAAICZ87KXnKWf/5mXNd2M+eKc9r75TdJxxzbdEgCz4Kmn6dQrLlewa+fE7pIABQAAAABZGOqo1/+sdOwxTTcFwAywMJS1WhOtH0aAAgAAAAAANI4ABQAAAAAAaBwBCgAAAAAA0DgCFAAAAAAAoHEEKAAAAAAAQOMIUAAAAAAAgMYRoAAAAAAAAI0jQAEAAAAAABpHgAIAAAAAADSOAAUAAAAAAGgcAQoAAAAAANA4AhQAAAAAAKBxBCgAAAAAAEDjCFAAAAAAAIDGEaAAAAAAAACNI0ABAAAAAAAaR4ACAAAAAAA0jgAFAAAAAABoHAEKAAAAAADQOAIUAAAAAACgcY0FKMwsNLMvmtkn8t9PN7NbzGy/mX3YzJbyy5fz3/fn15/WVJsBYN7QFwNAs+iHAWBdkxkUb5N0W+H3P5X0Tufc0yU9LOkt+eV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" ] @@ -802,12 +810,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -908,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 42, "metadata": { "scrolled": false }, @@ -920,6 +928,8 @@ "#500: std_dev of the gaussian distribution\n", "#2*N: Number of generated events \n", "energies_gauss = np.random.normal(48400, 500, 2*N) \n", + "energies_gauss = energies_gauss[energies_gauss > 4 * m_muon**2] #check on threshold production\n", + "\n", "\n", "\n", "#we are sufficiently (>3 sigma) far from threshold. Pair production threshold is ok\n", @@ -948,12 +958,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -996,12 +1006,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1048,7 +1058,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1059,12 +1069,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1134,7 +1144,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1177,13 +1187,13 @@ "This leads to a variable pair-production probability depending on the cross-section along the target.\n", "We then generate the x-coordinates spread and retrieve the $\\theta^*$ distribution, **both through an accept-reject method**. \n", "\n", - "We have observed that with an $s = 220^2 \\, MeV$ the energy is not sufficient to reach a non-zero cross section through all the target. \n", - "We then choose a new value for the invariant mass $s = 225^2 \\, MeV$, corresponding to a positron energy $E_0 = 48658.5 \\,MeV$" + "We have observed that with an $s = 220^2 \\, MeV^2$ the energy is not sufficient to reach a non-zero cross section through all the target. \n", + "We then choose a new value for the invariant mass $s = 225^2 \\, MeV^2$, corresponding to a positron energy $E_0 = 48658.5 \\,MeV$" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1214,12 +1224,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1271,12 +1281,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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zq53unl7PO7G6GauP5DDgyHRdTyZ9O8WFEs0sJ7Jrd/X19QG4M95qYtRAEhE/BX4qaXVE/LpBZTKzOih1vnd1Teaac08B8DBhq4lqR21NlbQKmJ/NExEfqEehzKw+unt62btrx759T46YOddNXjZh1QaSfwC+Bfw9xWXezSzHssOEY3h434guL7Ni41FtINkTESvrWhIza4rdO1/jE9cN0POOd3nOiY1LtYHke5I+CdxJ2hIXILP5lJnl2GHTptPd0+vZ8DYu1QaS0pa2n8+kBXBcbYtjZs1U3iHf19fngGJjqiqQRMSx9S6ImbWGbIe8m7qsGlUFEklLK6VHxJpR8twIfBjYEhEnpbRe4DaKo79eAD4WEa+mc1cCF1HszP90RPwwpS9i/57tdwOfiYiQNBVYAywCXgHOj4gXqrkfMxubm7qsWtX+rXhf5vUnwJeBj4yRZzWwuCztCuDeiFgA3JveI+kEYAlwYsqzQlJp5vxKYDmwIL1Kn3kR8GpEHA9cC1xd5b2YWZW8vIpVo9qmrf+UfS/pKODmMfL8TNL8suSzgTPS8U3AT4DLU/raiNgNPC9pM3CqpBeA6RFxf/reNcA5wIaU58vps9YB35CkiIhq7snMquOaiY1lvH8bfkexdnCo+iJiCCD9fHtKnw28mLluMKXNTsfl6QfkiYg9wOvA0eMok5mNwTUTG021fSTfozhKC4qLNf4z4PYalkMV0mKU9NHyHPzh0nKKzWPMmzdvPOUz63iumdhIqh3++3eZ4z3AryNicKSLR1GQNCsihiTNArak9EFgbua6OcBLKX1OhfRsnkFJXcBRQMV5LRGxClgF0N/f76Yvs3EqHx48c+ZMAM+I73DV9pH8VFIfxc52gF+O8/vWU5yT8pX0865M+rclfQ14J8Vms4ciYq+kHZJOAx4ElrJ/H5TSZ91PcSXi+9w/YlZ/5et1Teqe5mHCHa7apq2PAX9LsXNcwNclfT4i1o2S51aKHevHSBoEvkQxgNwu6SLgN8B5ABHxlKTbgacp1ngujYjSml6XsH/474b0ArgBuDl1zG+jOOrLzBqktF7X5O4eN3l1uGqbtr4IvC8itgBImgn8iOJoqYoi4oIRTp05wvVXAVdVSB8ATqqQvosUiMysubw/fGerNpBMKgWR5BXGP+LLzNqQd2HsXNUGkh9I+iFwa3p/PsVZ5mZm+5R2YRweHgbcCd8pxtqz/XiKcz8+L+kvgH9JsY/kfuCWBpTPzHKk1MTlTvjOMlaN5H8AXwCIiO8A3wGQ1J/O/Zs6ls3McijbCe+mrs4wViCZHxGbyhMjYqDC8idmZgcoNXWBR3O1s7ECSfco5w6vZUHMrP14f5POMNbTfFjSfyxPTPNAHqlPkcysnXT39CJN4rK1A1z4zR+wadOmfXvEW3sYq0byWeBOSf+O/YGjHzgM+Ggdy2VmbSY7I941lPYyaiCJiALwx5Lez/5Jgf8nIu6re8nMrC15B8b2U+1aWz8GflznsphZB/EExvbh+qSZmU2IA4mZNU12Jvzw8DBDQ0PuiM+hapdIMTOrud07X+OTq37BiuXF95evexyE+01yxoHEzJqqNDR4eNcbHDFzrvtNcsiBxMyarrSsCng2fB45kJhZS/HeJvnjQGJmLae7p3ffrotekr71OZCYWUvykvT50fDQLuk9kh7LvLZL+qykL0v6bSb9rEyeKyVtlvSspA9l0hdJeiKdu06SGn0/ZlY/3T29TO2ZQXdPL93Te5tdHBtBwwNJRDwbEQsjYiGwCPgdcGc6fW3pXETcDSDpBGAJcCKwGFghaXK6fiWwHFiQXosbdydm1kilTnjPM2k9zW5sPBN4LiJ+Pco1ZwNrI2J3RDwPbAZOlTQLmB4R90dEAGuAc+peYjNrimJT1wDLVmzcN6rLWkOzA8kS9u8DD/ApSZsk3SjpbSltNvBi5prBlDY7HZenm1mb6u7pZeqRM1wzaTFNCySSDgM+AvxDSloJ/AGwEBgCvlq6tEL2GCW90nctlzQgaWDr1q0TKbaZNZlrJq2nmTWSfw08mpaqJyIKEbE3IoaB64FT03WDwNxMvjnASyl9ToX0g0TEqojoj4j+mTNn1vg2zKzRXDNpLc0MJBeQadZKfR4lHwWeTMfrgSWSpko6lmKn+kMRMQTskHRaGq21FLirMUU3s2Yr1Uy862LzNWUeiaQjgD8HPpFJvkbSQorNUy+UzkXEU5JuB54G9gCXRsTelOcSYDXF/eM3pJeZdQjvutgamhJIIuJ3wNFlaR8f5fqrgKsqpA+wf+dGM+tQDijN5T9hM2sb3T29+1YTdmd843iJFDNrO9m1usCrCNebA4mZtSWvItw4DiRm1ra6e3q9UVYDOJCYWUcY9oZZdeM/STPrCIVCgWUrNroTvg5cIzGztpbdure7p7fy4ko2IQ4kZtbWshtkHTFzrvtM6sCBxMzaXndPL3unFANIuK+k5hxIzKyjeFhw7TkUm1nHya4e7IUeJ86BxMw60u6dr3Hp9fd4BFcNuGnLzDrW1CNnAJ5jMlEOJGbWsSKKAaRQKHD5usdBuN9kHBxIzKxjvfnGdi5bO+ChwRPkQGJmHS07NNjGx4HEzCzxHJPxacqfkqQXJD0h6TFJAymtV9I9kn6Zfr4tc/2VkjZLelbShzLpi9LnbJZ0Xdq73cxsXEr7wHs9rkPTzHD7/ohYGBH96f0VwL0RsQC4N71H0gnAEuBEYDGwQtLklGclsBxYkF6LG1h+M2tD2TkmQ0NDnmdShVaqt50N3JSObwLOyaSvjYjdEfE8sBk4VdIsYHpE3B8RAazJ5DEzG7dSzeTCb/6ATZs2OaCMoVl9JAFslBTA/4qIVUBfRAwBRMSQpLena2cDD2TyDqa0t9JxebqZ2YR19/Syd9cOLls7QFfXZK459xRmzpwJwKRJk9yHktGsQHJ6RLyUgsU9kn4xyrWV+j1ilPSDP0BaTrEJjHnz5h1qWc2sg2UDyvCuN5jUPc3rdJVpSjiNiJfSzy3AncCpQCE1V5F+bkmXDwJzM9nnAC+l9DkV0it936qI6I+I/tJvFGZmh6K7p5epPTPch1JBwwOJpGmSekrHwAeBJ4H1wIXpsguBu9LxemCJpKmSjqXYqf5QagbbIem0NFpraSaPmVndeHTXgZrRtNUH3JlG6nYB346IH0h6GLhd0kXAb4DzACLiKUm3A08De4BLI2Jv+qxLgNXA4cCG9DIzq7vunl7PhE8aHkgi4lfAH1ZIfwU4c4Q8VwFXVUgfAE6qdRnNzKx6ntluZjZOnglf5EBiZjZO3m2xyIHEzGwC3FfiQGJmNmGd3sTlQGJmNkGlJq7SDPi+vr6OCiidcZdmZnXW3dOLNKkj55e4RmJmVkOd2GfiQGJmVmOd1mfiQGJmVmOd1mfSnndlZtZkndRn4hqJmVkddUKfiQOJmVmdtXufiQOJmVmdtftSKg4kZmYN0N3TS1fX5LasmTiQmJk1SLvWTBxIzMwaqB1rJg4kZmYNVj7P5OSTT851MMlvyc3Mcqw0z+TS6+/J/RyThgcSSXMl/VjSM5KekvSZlP5lSb+V9Fh6nZXJc6WkzZKelfShTPoiSU+kc9cpbQRvZpYXh02bTqFQYGhoiOHh4WYXZ1ya0bS1B/hcRDwqqQd4RNI96dy1EfF32YslnQAsAU4E3gn8SNK7I2IvsBJYDjwA3A0sBjY06D7MzCbszTe2c9nagVx3wDe8RhIRQxHxaDreATwDzB4ly9nA2ojYHRHPA5uBUyXNAqZHxP0REcAa4Jz6lt7MrPa6e3rpnt7b7GKMW1P7SCTNB04BHkxJn5K0SdKNkt6W0mYDL2ayDaa02em4PN3MzBqoaYFE0pHAHcBnI2I7xWaqPwAWAkPAV0uXVsgeo6RX+q7lkgYkDWzdunWiRTczq7nSMip57CtpyvBfSVMoBpFbIuI7ABFRyJy/Hvh+ejsIzM1knwO8lNLnVEg/SESsAlYB9Pf3Vww2ZmbNlOel55sxakvADcAzEfG1THq2h+mjwJPpeD2wRNJUSccCC4CHImII2CHptPSZS4G7GnITZmZ1kNel55tRIzkd+DjwhKTHUtoXgAskLaTYPPUC8AmAiHhK0u3A0xRHfF2aRmwBXAKsBg6nOFrLI7bMLPfytvR8wwNJRPxfKvdv3D1KnquAqyqkDwAn1a50ZmatIU9Lz3uJFDOzFpSnBR4dSMzMWlReFnh0IDEza2F5qJk4kJiZtbhWr5k4kJiZ5UAr10wcSMzMcqJVayYOJGZmOdKKNRMHEjOznGm1CYsOJGZmOdRKExYdSMzMcqiVmrgcSMzMcqpVOt8dSMzMcqwVaiYOJGZmOdfszncHEjOzNtDMzncHEjOzNtDMJi4HEjOzNtGszncHEjOzNtKMmokDiZlZm2l0zaT5q31NkKTFkp6VtFnSFc0uj5lZKyjWTAZYtmLjvoBSL7mukUiaDHwT+HNgEHhY0vqIeLq5JTMza75G1UzyXiM5FdgcEb+KiDeBtcDZTS6TmVnLaETNJNc1EmA28GLm/SDwL+r1Zbu2b2P3jteY9NZbDO96o+Y/33xjO7t2bKvLZ+ehDJ363a1QBn93mz/37mn1+m8RyH8gUYW0OOgiaTmwPL3dKenZcX7fMcDL48zbanwvrald7qVd7gPa6F7e+TcTupd3jXQi74FkEJibeT8HeKn8oohYBaya6JdJGoiI/ol+TivwvbSmdrmXdrkP8L1UI+99JA8DCyQdK+kwYAmwvsllMjPrKLmukUTEHkmfAn4ITAZujIinmlwsM7OOkutAAhARdwN3N+jrJtw81kJ8L62pXe6lXe4DfC9jUsRBfdNmZmZVy3sfiZmZNZkDSQVjLbuiouvS+U2S3tuMclajins5Q9Lrkh5Lr//ajHKORdKNkrZIenKE83l6JmPdS16eyVxJP5b0jKSnJH2mwjW5eC5V3ktenku3pIckPZ7u5b9VuKa2zyUi/Mq8KHbaPwccBxwGPA6cUHbNWcAGivNYTgMebHa5J3AvZwDfb3ZZq7iXPwXeCzw5wvlcPJMq7yUvz2QW8N503AP8U47/rVRzL3l5LgKOTMdTgAeB0+r5XFwjOVg1y66cDayJogeAGZIav1Hy2NpmCZmI+BmwbZRL8vJMqrmXXIiIoYh4NB3vAJ6huNpEVi6eS5X3kgvpz3pnejslvco7w2v6XBxIDlZp2ZXyv1DVXNMKqi3nH6Vq8AZJJzamaDWXl2dSrVw9E0nzgVMo/vablbvnMsq9QE6ei6TJkh4DtgD3RERdn0vuh//WQTXLrlS1NEsLqKacjwLvioidks4CvgssqHfB6iAvz6QauXomko4E7gA+GxHby09XyNKyz2WMe8nNc4mIvcBCSTOAOyWdFBHZPrmaPhfXSA5WzbIrVS3N0gLGLGdEbC9Vg6M4J2eKpGMaV8SaycszGVOenomkKRT/470lIr5T4ZLcPJex7iVPz6UkIl4DfgIsLjtV0+fiQHKwapZdWQ8sTSMfTgNej4ihRhe0CmPei6R3SFI6PpXi34lXGl7SicvLMxlTXp5JKuMNwDMR8bURLsvFc6nmXnL0XGammgiSDgf+DPhF2WU1fS5u2ioTIyy7IunidP5bFGfSnwVsBn4H/PtmlXc0Vd7LucAlkvYAvweWRBrW0Uok3Upx1MwxkgaBL1HsRMzVM4Gq7iUXzwQ4Hfg48ERqjwf4AjAPcvdcqrmXvDyXWcBNKm78Nwm4PSK+X8//wzyz3czMJsRNW2ZmNiEOJGZmNiEOJGZmNiEOJGZmNiEOJGZmNiEOJGZmNiEOJGYNJGm+pN9n5ipM9PN+LGmnpP5afJ7ZeDiQmDXecxGxsBYfFBHvBwZq8Vlm4+VAYlYjkt6XNgnqljQtbSp0UhX5lqZ8j0u6OaWtlrQy1Th+Jelfqbgh1jOSVtf9ZswOgZdIMauRiHhY0nrgb4DDgf9dtuLqQdJS5F8ETo+IlyX1Zk6/DfgA8BHgexSX8fgPwMOSFkbEY3W4DbND5kBiVlt/TXGxzF3Ap6u4/gPAuoh4GSAishtefS8iQtITQCEingCQ9BQwH3ishuU2Gzc3bZnVVi9wJMXtWruruF6MvA/E7vRzOHNceu9fAq1lOJCY1dYq4L8AtwBXV3H9vcDHJB0NUNa0ZZYL/q3GrEYkLQX2RMS30xLe/0/SByLivpHypGX9rwJ+Kmkv8HNgWWNKbFYbXkberIHSfuDfj4gxR3Mdwmf+BPjPEeFhwNYUbtoya6y9wFG1nJAIHAe8VYvPMxsP10jMzGxCXCMxM7MJcSAxM7MJcSAxM7MJcSAxM7MJcSAxM7MJ+f9ldL6f1lVZwgAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -1300,7 +1310,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 47, "metadata": { "scrolled": false }, @@ -1334,12 +1344,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1412,7 +1422,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1485,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 51, "metadata": { "scrolled": true }, @@ -1499,17 +1509,21 @@ "check_uniform_real = np.random.uniform([func(i) for i,func in zip(x_max_arr,func_pts_dbt_real)],\n", " [func(0.16) for func in func_pts_dbt_real], size) \n", "\n", - "accepted = pts_dbt[check_uniform_real < [func(i) for i,func in zip(pts_dbt,func_pts_dbt_real)]]" + "df_pts_bremss_real = pd.DataFrame(pd.Series(energies_gauss_lab), columns = ['energies_lab'])\n", + "df_pts_bremss_real[\"pts\"] = pts_dbt\n", + "df_pts_bremss_real[\"check\"] = check_uniform_real\n", + "df_pts_bremss_real[\"accepted\"] = df_pts_bremss_real.pts[df_pts_bremss_real.check < [func(i) for i,func in zip(df_pts_bremss_real.pts,func_pts_dbt_real)]]\n", + "df_pts_bremss_real = df_pts_bremss_real.dropna()\n" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1524,31 +1538,31 @@ "fig, ax = plt.subplots(1,2, figsize = (18,6))\n", "\n", "\n", - "sns.histplot(accepted, ax = ax[0]) #hist of accepted points\n", + "sns.histplot(df_pts_bremss_real.accepted, ax = ax[0]) #hist of accepted points\n", "ax[0].set_title(\"Distribution with real beam\")\n", - "plt.xlabel(\"x [cm]\")\n", + "ax[0].set_xlabel(\"x [cm]\")\n", "\n", - "sns.histplot(accepted_mono, ax = ax[1])\n", + "sns.histplot(accepted_mono, ax = ax[1]) #hist of accepted points\n", "ax[1].set_title(\"Distribution with monochromatic beam\")\n", - "plt.xlabel(\"x [cm]\")\n", + "ax[1].set_xlabel(\"x [cm]\")\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [], "source": [ "#accept-reject on previously accepted points according to cross section in each slice \n", - "angles = np.random.uniform( 0, np.pi, len(accepted))\n", - "ang_check = np.random.uniform(0, pf(s_bremss(accepted, E_0),np.pi/2), len(accepted))\n", + "angles = np.random.uniform( 0, np.pi, len(df_pts_bremss_real.accepted))\n", + "ang_check = np.random.uniform(0, pf(s_bremss(df_pts_bremss_real.accepted, df_pts_bremss_real.energies_lab),np.pi/2), len(df_pts_bremss_real.accepted))\n", "\n", - "df_energies_bremss_real = pd.DataFrame(pd.Series(s_bremss(accepted, E_0)), columns = ['energies'])\n", + "df_energies_bremss_real = pd.DataFrame(pd.Series(s_bremss(df_pts_bremss_real.accepted, df_pts_bremss_real.energies_lab)), columns = ['energies'])\n", "df_energies_bremss_real[\"angles\"] = angles\n", - "df_energies_bremss_real[\"emission_pt\"] = accepted\n", + "df_energies_bremss_real[\"emission_pt\"] = df_pts_bremss_real.accepted\n", "df_energies_bremss_real[\"check\"] = ang_check\n", "df_energies_bremss_real[r\"$\\theta^*$\"] = df_energies_bremss_real.angles[df_energies_bremss_real.check < pf(df_energies_bremss_real.energies, df_energies_bremss_real.angles)]\n", "df_energies_bremss_real = df_energies_bremss_real.dropna()\n", @@ -1570,12 +1584,12 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1620,22 +1634,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 60, "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1652,6 +1656,9 @@ "df_events_bremss_real[\"pmu2\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_2}$']**2+df_events_bremss_real['$py_{\\mu_2}$']**2+df_events_bremss_real['$pz_{\\mu_2}$']**2)\n", "\n", "sns.histplot(df_events_bremss_real[\"pmu1\"]+df_events_bremss_real[\"pmu2\"])\n", + "plt.axvline((48400)/(2*0.511), color='red', label='Positron energy (Lab frame)')\n", + "\n", + "\n", "plt.show()" ] }, @@ -1798,7 +1805,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.7.4" } }, "nbformat": 4, From 4ba322e741b2033c4c6afdbb7412bd2b894f94bb Mon Sep 17 00:00:00 2001 From: Confizolo Date: Tue, 23 Feb 2021 21:18:22 +0100 Subject: [PATCH 39/39] Final Version --- Project.ipynb | 270 ++++++++++++++++++++++++-------------------------- 1 file changed, 132 insertions(+), 138 deletions(-) diff --git a/Project.ipynb b/Project.ipynb index c780d6e..2d69072 100644 --- a/Project.ipynb +++ b/Project.ipynb @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -122,22 +122,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/matplotlib/mathtext.py:2525: SyntaxWarning: Exception creating Regex for oneOf, building MatchFirst\n", - " p.subsuperop <<= oneOf([\"_\", \"^\"])\n" - ] - }, { "data": { - "image/png": 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\n", 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nkdevHsywTk24891l/Gf+Jq8jmRrgbz+HI6r6BNAd2AzME5E/i0j9kKYzMeVojSFjSy6TL+nPGce18DqScdWpFc/zlw/gxC5p3PVeBlPmWQER7QJq3VPVAlV9BOgFHAIWisjvQpLMxJSjBcPyrU7BcGrP5l5HMqUkJcbz7GXHM6prGne/n8FbVkBEtYAKBxFJF5FxwDVAWyAP+EsogpnYkX+kiKtfmc/yrbk8ZQVDWEtKjOeZS50C4g8fZPDB4i1eRzIh4u/VSstEZA/wAXAFkApMBy4HbMYQU2WHi4q57vWFLNz4I49d1I9TrGAIe0cLiCHtG/O7d5bx3+U7vI5kQsDfmsM5QBNV7aeqF6vqJFV9R1WXq+qREOYzUaywuIRb3lzMt+t28/D5x1kbQwRJSoznhSsGcFzrVG59azGz1uZ4HckEmb8N0utVVUWks4i8KCJPhjqYiW6qyt3vZfDFyp08cHZPfjnArkqKNHVrJ/DKhEF0alqP619fyOJNP3odyQRRoN1NXwfexRmdFRHpJSKvBT2ViXp/+3wN7y3awu1jO3PFCelexzFVlJqcyKtXDaJp/dpc9cp8snIOeB3JBEmghUOcqn4GFAOo6nKcK5eM8dvLszfw9MwsfjW4Lbed1NnrOKaa0lJq89pVg4iPEy5/cR479xd4HckEQaCFwzYRaY87G5w44xnUCXSnIjJORNaISKaI3H2M9c4XERWRMsPJmsg0bdl2Jn2yklN6NOPP43vZkBhRol3jurw8YRD78o9wxUvzyCso9DqSqaZAC4fbgeeB5iJyJTAFZ8Ifv4lIPDAZZ5KgHsDFItKjnPVSgNuAuQFmNGFq4cYf+fXbS+jftiGPX9yP+DgrGKJJ79apPHPZ8WTuOsBNby6mqLjE60imGvy9lPUkEUlT1WxgHHArzoB7s4DLAtznICDTbeQ+glPAjC9nvT8DDwNWR40Cm/bkM/G1BbRITeL5yweQlBjvdSQTAiM6p/HgOb34Zm0O905dQbRMJhaL/K05fAlkiMg24FNgKJAJ/IB7iikArXCG4Dhqi7vsJyLSH2ijqtMC3LYJQ7n5hVz5yjyKSpSXJwykUd1aXkcyIXTRoLbcMKojb87dxPPfrvc6jqkif2dlvwW4GngbmAN0xZlDegLOeEtB67kkInHAP91tV7buRJw5rWnbtsyAsSYMFBWXcNObi9i0N59/Xz2YDmnWZzIW3HFKVzbtyeevn62mQ5N6jO3RzOtIJkD+9nOYDAzDqSU8ChQCt6nqaFUNtGDYCvhe1N7aXXZUCs4VUDNFJBsYAkwtr1FaVZ9T1QGqOiAtzQaKDUcPTlvFd5m7eejc3gzu0NjrOKaGxMUJ/7igD71apnLblMWs3WnTjUYavxukVfWQqj4MjAY64YzMOrgK+5wPdBaR9iJSC7gImOqzn1xVbaKq6aqajnPq6mxVXVCFfRkPTZm3iVfmZHPVsPZcYJ3cYk5SYjzPXX48dWolcM2rC/jxoA2mEEn8bZAeKSITReSfOA3IpwEHgYD/FVTVIuBm4HNgFfC2qq4QkUkicnag2zPhaX72Xv700XJGdG7CH07v5nUc45EWqXV49rLj2ZFbwE1vLrIrmCKI+HM1gYiUAEtwCoa33auWwsqAAQN0wQKrXISDnfsLOOPx76hXO56PbhpOanKi15GMx95duIXfvbOUa0e0554zyly5bjwkIgtVtcxpe38bpG/AaQc4A/itO0JrhntbrqofBiuoiWxHikq48Y1FHDxcxBvXDLaCwQDwi+Nbs2zLPp7/dgN92jTgzONaeh3JVMKvwkFVn/V9LCKtgd7AccD5wIdBT2Yi0kPTVrJw4488cXE/ujZP8TqOCSN/PKMHK7bt5853l9GlWQpdmtnvRzgLtIc0AKq6RVU/U9WHVTXQTnAmSn2weAuvfr+Ra4a356w+9p+h+blaCXE8dUl/6tZO4LrXF7LfhtgIa34XDiLSTUTuEpHH3dtdItI9lOFM5Fi3M48/vL+cwe0bcfdp1gBtytesfhKTf9WfTXvzufu9ZdaDOoz5e7XSXTiN0QLMc28CvHWsgfNMbMg/UsSNbyyibu0Enri4HwnxVaqQmhgxqH0j7jy1K59m7OC17zd6HcdUwN8G6auBnqr6s3qge2nrCuD/gh3MRAZV5Y8fLCcz5wD/vnowTesneR3JRIBrR3Rg3oa9PDhtJX3bNKBPmwZeRzKl+PsvXglQ3knkFu5zJka9vWAz7y/eym0ndWZYpyZexzER4mgP6qYpSdz05iJy8639Idz4WzjcDkwXkc9E5Dn39l9guvuciUGZu/K4b+oKhnVqzC1jbNIeE5gGybV48lf92JFbwB8+yLD2hzDj76Ws/xWRLjjDbR8dQXUrMF9Vi0MVzoSvgsJibn5zMXVrJfCvC/ra3AymSvq1bcjvTu3K/322muHzm3DxIBtAM1wE0nLYBagLfK6q76nqD6paLCLjQpTNhLG/frqK1TvyeOSXfaydwVTLxBEdGN6pCQ98vIJ1NkBf2PD3aqVbgY9whu5eLiK+k/P8JRTBTPj6cuVOXv1+I1cPb8/obk29jmMiXFyc8M8L+lC3VgK3vLWYgkI7GREO/K05XAscr6rnAKOAP4nIbe5zdj4hhuzaX8Cd7y6lZ8v63Dmuq9dxTJRoWj+JRy7ow+odeTz839VexzH4XzjEqeoBAHfQvVHAae6lrFY4xAhV5Y53l3GosJjHLupH7QSb6tMEz+iuTZlwQjovz87m23U5XseJef4WDjtFpO/RB25BcSbQBGeMJRMDXv9hI7PW5vCH07vTqanN6GaC7+7TutGpaT1+985S9uXb/A9e8rdwuBzY4btAVYtU9XJgZNBTmbCTuesAD01bxYld0rhsSDuv45golZQYz6MX9mXvwSPc88Fyu7zVQ/5OE7oFaCAiJ4lI6X8ZbWjFKFdYXMKv/7OE5Frx/P0XxyFiZxJN6PRqlcqvT+7CtIztfLB4a+UvMCFhVyuZSj01I4uMrbn85dzedtmqqRHXjezIgHYNuW/qCrbnHvI6Tkyyq5XMMS3fmssTX69jfN+WnNa7hddxTIyIjxMe+WUfioqVu96z3tNesKuVTIUOFxXz27eX0qhuLR44u6fXcUyMSW9Sl9+f3o1v1uYwZf5mr+PEHLtayVTo0a/WsWZnHg+ffxwNkmt5HcfEoEsHt+OEjo158JOVbN6b73WcmGJXK5lyLd28j2dnZXHBgNbWC9p4Ji5O+Jt7EcRdNjlQjfL7aiVV3VHBc7ODG8l47XBRMXe8u5SmKUn88cweXscxMa51w2R+f3o35mTtsdNLNcim7DJlTJ6RxdqdB3jo3F7UT0r0Oo4xXDywLUM7NOahaavs6qUaYoWD+ZmV2/bz1IxMzu3XipO6N/M6jjGAc3rp4fOPo7hE+cP7dvVSTQi4cBCRMb4/TfQoKi7hzveW0iC5FvedZaeTTHhp2ziZO8d1ZcaaHD5cYp3jQq0qNYdHSv00UeLF7zawfOt+Jo3vaVcnmbB0xdB0jm/XkEkfr2TPgcNex4lq1TmtZP0bosimPfn866u1nNyjGaf1au51HGPKFRcn/PW83hw4XMSD01Z5HSeqWZuDQVX5wwcZJMTF8efxvWzsJBPWujRL4YYTO/LB4q3MWmtDe4eKFQ6G9xdt5bvM3dw1rivNU23sJBP+bhzdiQ5pdbnngwzyjxR5HScqWeEQ4/YePMKD01ZyfLuGXDLYhuI2kSEpMZ7/O+84tvx4iH99udbrOFGpKoXDAfenzQQeBf766SryCor463m9iYuz00kmcgxq34iLB7XhpdnZrNy23+s4USfgwkFVR/r+NJFr7vo9vLNwC9eO7ECXZjYth4k8d43rRmqdRO75MIOSEuv7EEz+zudQHMydisg4EVkjIpkicnc5z18vIhkiskREvhMRu+g+yI4UlXDPh8tp3bAOt47p7HUcY6qkQXIt7jm9O4s37eOt+Zu8jhNV/K05BO18g4jEA5OB04AewMXlHPzfVNXeqtoX+Bvwz2Dt3zie/3Y9mbsOMGl8T+rUivc6jjFVdl7/Vgzp0IiHP1tNTp71fQgWfwuHYNbXBgGZqrpeVY8AUwDfmeVQVd8TiHWDvP+Yt3lvPo9PX8e4ns0Z082GyDCRTUR48JzeHCos5i+fWt+HYAmozUFEvhGR+u7960XkdhEJtCttK8B3aMUt7rLS+7pJRLJwag63VpBnoogsEJEFOTl2vbO/Hvh4JfFxwr02RIaJEp2a1uO6kU7fh7nr93gdJyoE2iCdqqr7ReR4nKlDGwLPBz8WqOpkVe0I3AX8sYJ1nlPVAao6IC0tLRQxos70VTv5atVObjupMy0b1PE6jjFBc9PoTrRqUId7P1pBYXGJ13EiXqCFQ6GIJOBM/vOwqt4HBDp/5Fagjc/j1u6yikwBzglwH6YcBYXF3P/xCjo1rceVw9p7HceYoKpTK577zurBmp15vDon2+s4ES/QwuEJYCnOFKEfu8vqBbiN+UBnEWnvnpK6CJjqu4KI+F4+cwawLsB9mHI8MyuLzXsPMensntRKsP6PJvqc3KMZo7um8ehX69i5v8DrOBEtoCOEqr4KDAZ6qeohEekEfB/gNoqAm4HPgVXA26q6QkQmicjZ7mo3i8gKEVkC/Aa4IpB9mLI27cnnqZlZnNWnJSd0auJ1HGNCQkS4/+yeHCku4SEbmK9aEvxc76dLWVX1gM/9TODKQHeqqp8Cn5Zadq/P/dsC3aY5tj9PW0lCnHDP6d29jmJMSLVrXJfrR3bg8a8zuXRIOwa1b+R1pIjkb81hVChDmNCatTaHL1fu5JYxnW1gPRMTbhjViZapSdw3dQXF1nO6SvwtHK4RkT+IiI3MFmGOFJXwwMcrSG+czFXD072OY0yNqFMrnnvO6MGq7ft5a571nK4KvwoHVb0ceAk4R0T+ISITRKRuaKOZYHh1Tjbrcw5y71k9qJ1gPaFN7Di9d3OGdGjEI1+sYV/+Ea/jRBy/G6RVdYeqPqaqvwV+AG4XkQdFZGzo4pnq2JVXwGPT1zG6a5r1hDYx52jj9P5DhfzjCxvWO1BVvZ5xG7ATGAHcJyInBC+SCZZHPl/D4aJi/nSm9YQ2salb8/pcNqQdb8zdyOodNqx3IAIuHETkFOA7oDkwQVVHqOqcoCcz1bJ8ay7vLNzChBPS6ZAWaFcUY6LH7WO7kJKUyJ8/WYmqNU77qyo1hwU4hcKDqroh2IFM9akqkz5eSaPkWtxykg3HbWJbw7q1+PXYzszO3MNXq3Z5HSdi+Dufg28/h72quuhY6xhvfZqxg3nZe/nNKV2on5TodRxjPHfJkHZ0alqPh6at5EiRjbvkD39rDl+LyC0i0tZ3oYjUEpExIvIq1os5LBS4wxZ3a57CRQPbVv4CY2JAYnwcfzyjO9l78m3cJT/5WzisA4qBD0Rkm4isFJH17vKLgUdV9ZUQZTQBeGn2BrbuO8S9Z/Yg3uaENuYno7o2ZXTXNB6fvo49B2xSoMr4WzgMVNWncIbRaAucBPRX1Xaqeq2qLg5ZQuO3nLzDPDUji5N7NLPxk4wpxz1ndCe/sJjHpttYnpXxt3CYLiLfA81whutuCRwKWSpTJf/6ai0FhcX8/rRuXkcxJix1aprCrwa15Y25m8jcled1nLDmbw/p3wGX4pxaag/8CVjujpz6nxDmM35auzOPKfM2cemQdnbpqjHHcPvYziQnxvPXT1d7HSWs+TsqK6qaJSJjVfWnroYiUg/oFZJkJiAPTVtFvdoJ3GaXrhpzTI3r1eamMZ34v89WMztzN8PsFGy5Ap3PYW2pxwdU9YfgRjKB+mZtDrPW5nDrSZ1pWDfQKb2NiT0TTkinVYM6PDhtlY3aWgGbDizCFZcof/l0FW0bJXPZUBs01xh/JCXGc9dp3Vi1fT8fLD7WLMWxywqHCPfB4q2s3pHHneO62qirxgTgrONa0Kd1Kv/4Yg0FhcVexwk7VjhEsILCYv7xxRr6tGnAGb1beB3HmIgiIvz+9O5szy3gpdk2ElBpfjdIA4hIbeB8IN33tao6KbixjD9emr2B7bkFPHphX2z0EmMCN6RDY8Z2b8rTM7K4aGBbGlmb3U8CrTl8BIwHioCDPjdTw/YcOMzTM7IY270Zgzs09jqOMRHr7tO6cfBIEY9bx7ifCajmALRW1XEhSWIC8sTXmeQXFnO3dXgzplo6NU3hwoFt+fcPG7lyWDrtGtsklxB4zWGOiPQOSRLjt81783lj7kYuGNCaTk2tw5sx1fXrsZ1JjI+zGeN8BFo4DAcWisgaEVkmIhkisiwUwUzF/vHFGuLjhNvHdvE6ijFRoWn9JK4e3p6pS7exfGuu13HCQqCFw2lAZ+AU4CzgTPenqSHLt+by4ZJtXDWsPc3qJ3kdx5ioMfHEDjRMTuTh/9qwGhB4D+mNQAOcAuEsoIG7zNSQv32+hgbJiVx3YkevoxgTVeonJXLzmM58u243367L8TqO5wIqHETkNuANoKl7+7eI3BKKYKasOZm7+WZtDjeP7kRqHZvhzZhgu3RIW1o1qMPD/11NSYwPqxHoaaWrgcGqeq+q3gsMAa4NfixTmqry8H9X0zI1iUuH2DAZxoRC7YR4fntKF5Zv3c+0jO1ex/FUoIWD4AzbfVSxu8yE2OcrdrB0Sy63n9yFpEQbJsOYUBnftxVdm6Xwzy/XUlgcu/NNB1o4vAzMFZH7ReR+4AfgxaCnMj9TVFzCI1+spWNaXc7r18rrOMZEtfg44XendmXD7oO8u3CL13E8E2iD9D+Bq4C97u1KVX00BLmMj/cXbyVz1wHuOLUrCfE2HJYxoTa2e1P6t23AY1+ti9lB+QI+0qjqQlV93L3Z3NEhdriomMe+Wkef1qmc2rO513GMiQkiwh2ndmPH/gJe/z42L8j0q3AQke/cn3kist/nlici+wPdqYiMczvSZYrI3eU8/xsRWel2tJsuIjHbAvvGD5vYuu8Qd47rZoPrGVODhnZszMguaUyemcn+gkKv49Q4f+eQHu7+TFHV+j63FFWtH8gORSQemIzToa4HcLGI9Ci12mJggKoeB7wL/C2QfUSLg4eLmDwjkxM6NrapDI3xwJ2ndmVffiEvfht7Q3oH2s/hYX+WVWIQkKmq61X1CDAFZ6TXn6jqDFXNdx/+ALQOcB9R4ZU52ew5eIQ7Tu3qdRRjYlKvVqmc1qs5L3y7nr0Hj3gdp0YF2uZwcjnLTgtwG62AzT6Pt7jLKnI18Fl5T4jIRBFZICILcnKiq0dj7qFCnp2VxdjuTenXtqHXcYyJWb85uQv5hcU8MyvL6yg1yt82hxtEJAPo5rYDHL1tADJCFU5ELgUGAH8v73lVfU5VB6jqgLS0tFDF8MTz36xnf0ERvznZag3GeKlzsxTO7duKV+dks3N/gddxaoy/NYc3ccZS+oj/DbZ3FnC8ql4S4D63Am18Hrd2l/2MiIwF7gHOVtXDAe4jou0+cJiXZm/gzONa0KNlQE06xpgQuH1sF4pLlCe/zvQ6So3xa7IfVc0FckVkNTDB9zkRCXSa0PlAZxFpj1MoXAT8qtQ2+wHPAuNUdVcA244KT8/MoqCwmF+fbENyGxMO2jZO5sKBbZgyfxMTR3agTaNkryOFXKBtDgf439SgxTjtDemBbEBVi4Cbgc+BVcDbqrpCRCaJyNnuan8H6gHviMgSEZkaYM6ItSO3gNd/2Mh5/VvTMc0m8jEmXNwypjMiEjPTiQY0Taiq/sP3sYg8gnOQD4iqfgp8WmrZvT73xwa6zWgxeUYmJSXKbSd19jqKMcZH89QkLh3cjle/z+bG0Z1o3yS6pxOt7lgMycToZaahsOXHfKbM38QFA9vERLXVmEhzw6iOJMYLj30V/dOJBtrPIcPnSqUVwBrg0ZAki0FPfp2JINw8upPXUYwx5UhLqc0VQ9P5aOk21u3M8zpOSAVac/C9UukUoKWqPhn0VDFo456DvLNwC78a3JaWDep4HccYU4HrTuxIcmI8j34V3W0PgRYOO4HzgX8BjwM3i4hNZBwEj01fR0KccOMom/7TmHDWqG4trhzWnmkZ21m5LeCh5SJGoIXDa0BP4AngSff+68EOFWuycg7w4eKtXD60HU3rW1lrTLi7dkQHUpISeDSK2x4CuloJ6KWqvoPkzRCRlcEMFIuemL6O2gnxXHei1RqMiQSpyYlcPbw9j361juVbc+nVKtXrSEEXaM1hkYgMOfpARAYDC4IbKbZk7jrA1KXbuHxoO5rUq+11HGOMn64a3p76SQlR2/bg79hKGSKyDDgemCMi2e64St/jjH1kqujx6etISoxn4sgOXkcxxgSgflIi14zowFerdpKxJdfrOEHnb83h6FVK44D2wInAKPd+oKOyGte6nXl8vGwbV5yQTmOrNRgTca4clk5qncSobHvwd2yl2JwnL8Qem76O5MR4Jo6wWoMxkSglKZGJIzvw98/XsGTzPvq2aeB1pKDxZJpQA2t35jEtYzsThqXTsG4tr+MYY6roihPSaZicGHVjLvk9Tag4Exj3rO40ocbxuFtruGa41RqMiWT1aidwzYgOfL16F0s37/M6TtD4fbWSqiowLYRZYsY6qzUYE1WuOCGdBsmJPBZFtYeqXMo6MCRJYsjjX2darcGYKFKvdgLXurWHZVv2eR0nKAItHAYD34tIljv43tFLXI2f1u3M4xP3CiWrNRgTPS4f2s6pPURJv4dAe0ifGpIUMeSnWoNdoWRMVElJSuTaEc6VS8u27OO41g28jlQtgdYcblTVjb434MZQBItGmbucWsPlJ6TTyGoNxkSdy4e2I7VOdNQeAi0cTi5nmXWC89OTX2dSJzGea63WYExUSklK5Jrh7Zm+ehfLt0Z2r2l/+zncICIZQDefyX6WiUg2kBHShFFifY4zhtJlQ9pZrcGYKHbFsHRSkhJ44uvIrj342+bwJvAZ8Ffgbp/leaq6N+ipotDkGVnUSoiztgZjolz9pESuGtaex6avY9X2/XRvEZldwfztBJerqtnA+8Bet63hMuAFEekXwnxRYeOeg3y4ZCuXDG5HWoqNoWRMtLtqWHvq1U7gya8zvY5SZYG2OfxJVfNEZDgwFngReCb4saLLUzOyiI8TrrORV42JCanJiUw4IZ1Pl29nbYTONR1o4VDs/jwDeE5VpwF2Av0YNu/N571FW7h4YBub5c2YGHL18PYkJ8bzRITWHgItHLaKyLPAhcCnIlK7CtuIKU/PyiJOhOttbmhjYkrDurW4dGg7Plm2jaycA17HCVigB/YLgM+BU1V1H9AIuCPYoaLF9txDvLtgC78Y0JoWqXW8jmOMqWHXjuhA7YQ4npqR5XWUgAVUOKhqvqq+r6rr3MfbVfWL0ESLfM/OWk+JKjfY3NDGxKQm9Wrzq0Ht+HDJVjbtyfc6TkCqOp9Dns3ncGy78gp4a94mzu3XijaNkr2OY4zxyHUndiA+Tnh6VmS1Pfg9n4P7M8V3Hgebz6Fiz3+znsLiEm4a3cnrKMYYDzWrn8SFA9rw7sItbN13yOs4fvOrE5yI/OZYz6vqP4MTJzrsPXiEf/+wibP7tCS9SV2v4xhjPHb9qI5Mmb+JZ2dlMWl8L6/j+MXfNocU9zYAuAFo5d6uB/qHJlrkeum7DRQUFVutwRgDQKsGdTi/f2umzN/MrrwCr+P4xd/TSg+o6gNAa6C/qv5WVX8LHA+0DWXASJN7qJBX52RzWq/mdG6W4nUcY0yYuGFUR4qKS3jh2w1eR/FLoJeyNgOO+Dw+4i4LiIiME5E1IpIpIneX8/xIEVkkIkUi8otAt++l1+Zkk3e4yGoNxpifade4LuP7tuLfP2xk78Ejlb/AY4EWDq8B80TkfhG5H5gLvBLIBkQkHpiMM9R3D+BiEelRarVNwAScAf8ixsHDRbw0ewMndWtKz5apXscxxoSZG0d15FBhMS/PDv/aQ6D9HB4CrgR+dG9XqupfA9znICBTVder6hFgCjC+1H6yVXUZUBLgtj315txN/JhfyE1jrNZgjCmrc7MUxvVsziuzs8k9VOh1nGMKeOgLVV2kqo+5t8VV2GcrYLPP4y3usoCJyEQRWSAiC3JycqqyiaApKCzmuW/XM6xTY/q3behpFmNM+LppdCfyDhfx2pxsr6McU0SPi6Sqz6nqAFUdkJaW5mmWdxZsJifvsLU1GGOOqVerVMZ0a8pLszeQf6TI6zgV8qJw2Aq08Xnc2l0WsQqLS3hm1nqOb9eQoR0aex3HGBPmbhrdiR/zC3lz7iavo1TI78JBHG0qX7NS84HOItJeRGoBFwFTg7Bdz3y4eCtb9x3i5tGdEBGv4xhjwtzRfySf/3Y9h4uKK3+BB/wuHFRVgU+ru0NVLQJuxhnddRXwtqquEJFJInI2gIgMFJEtwC+BZ0VkRXX3GyrFJcrTM7Po2bI+o7p6e2rLGBM5bh7TiZ37D/Puwi1eRymXv3NIH7VIRAaq6vzq7FRVP6VUQaOq9/rcn49zuinsfbZ8O+t3H+SpS/pbrcEY47cTOjamb5sGPDMriwsHtCEhPryagANNMxj4XkSyRGSZiGSIyLJQBIsEqsrkGVl0TKvLuJ7NvY5jjIkgIsLNozuxee8hpi7d5nWcMgKtOZwakhQRasaaXazavp9HftmHuDirNRhjAjOmW1O6NU/hqZlZnNO3VVgdRwLtBLcR2I8zZEY7n1vMUVWe/DqTVg3qML5vS6/jGGMiUFyccOPoTmTuOsAXK3d6HednAiocROQa4BucxuQH3J/3Bz9W+Ju7YS+LNu3j+hM7kBhm5wqNMZHjjN4tSG+czFMzM3Gu+wkPgR7VbgMGAhtVdTTQD9gX7FCRYPKMTJrUq80vBwTj6l5jTKyKjxOuP7Ejy7bk8l3mbq/j/CTQwqFAVQsARKS2qq4GugY/VnhbtmUf367bzbUj2pOUGO91HGNMhDu3fyua109i8ozwmUo00MJhi4g0AD4EvhSRj4CNwQ4V7ibPyKR+UgKXDInJ5hZjTJDVTojn2pEd+GH9XhZu3Ot1HCDwBulzVXWfqt4P/Al4ETgnBLnC1rqdeXy+YicThrWnXu1AL/YyxpjyXTyoDQ2TE3ny6/CoPVS5JVVVZ6nqVHfY7Zjx9Mws6iTGM+GEdK+jGGOiSHKtBK4a1p4Za3JYuW2/13H8KxxEJE9E9rs/80o99v5d1JDNe/P5aOk2fjW4LY3q1vI6jjEmylw+NJ26teJ5elaW11H8nkM6RVXruz9TSj2uH+qQ4eK5b9YTJ3DtiA5eRzHGRKHU5EQuHdqOacu2kb37oKdZAjppLiL3lrdcVScFJ0742pVXwH8WbOYXx7emeWqS13GMMVHq6uHteXl2Ns9+k8VfzzvOsxyBtjkc9LkV48wDnR7kTGHppe+yKSou4bqRHb2OYoyJYk1TkrhgQGveXbiFHbkFnuUI9Gqlf/jcHgJGAVF/jiU3v5B//7CRM45rSXqTul7HMcZEuetGdqRE4YVv13uWobrjPiQTIUNrV8dr32dz4HARN5xotQZjTOi1aZTM2X1a8sbcTfx40JsLQgMdWynDHap7mTsBzxrgsdBECw+HjhTz8pxsRndNo0fLmGl7N8Z47IZRHTlUWMwrc7I92X+gvbjO9LlfBOx0Z3aLWlPmb2LvwSPcOLqT11GMMTGkS7MUxnZvxitzspk4sgN1a7jTbaB7O7/0AhHJBRaq6pKgJAojR4pKeP6b9QxMb8jA9EZexzHGxJgbR3fkvKd28ta8TVxTw5fQB9rmMAC4Hmjl3q4DxgHPi8idQc7muY+WbGVbbgE3jrJagzGm5vVv25ChHRrz/LfrOVxUXKP7DrRwaA30V9XfqupvgeOBpsBIYEKQs3mqpER5ZlYW3VvUZ1TXNK/jGGNi1I2jO7Jz/2E+WLS1RvcbaOHQFDjs87gQaKaqh0otj3hfrNxBVs5BbhjVEZHwmbrPGBNbhndqQu9WqTwzK4vikpqbDCjQwuENYK6I3Cci9wGzgTdFpC6wMujpPKKqPDUzi3aNkzm9V3Ov4xhjYpiIcOOojmTvyeez5dtrbL+BdoL7MzARZ/a3fcD1qjpJVQ+q6iXBj+eN2Zl7WLYll+tGdiTBpgA1xnjs1J7N6ZBWl6dmZNXYVKIBH/lUdYGqPubeFoQilNeenpVJWkptzuvfyusoxhhDXJxw/ciOrNy+n1lrc2pkn4EOvFcb53LWdN/XRtPAe0s372N25h5+f1o3mwLUGBM2zunXin99tZanZmYxqmvTkO8v0JrDR8B4nA5wvoPwRY2nZtoUoMaY8FMrIY5rRnRg3oaamUo00E5wrVV1XEiShIHMXc4UoLeM6WRTgBpjws7Fg9rw5NfreHpmFi9cEdqOuYHWHOaISO+QJAkDz8xaT1JinE0BaowJS8m1EphwQnu+WrWL1TtCOwlnoIXDcGChiKxxB9/LEJGloQhW07buO8SHi7dy0cC2NK5X2+s4xhhTritOaEdyrXiemRnaqUQDLRxOAzoDpwBnAzcCNdttL0SOjpt+7cion57CGBPBGiTX4leD2vLxsu1s3psfsv0E2s9hI9AIuBmYCUwCPg1+rJq19+ARpszbzPi+rWjVoI7XcYwx5piuGdGBOHHmtQ8VvwoHEeni9opeDTwBbAJEVUer6pOB7lRExrmnpjJF5O5ynq8tIv9xn58rIumB7iMQr8zewKHCYq4/0WoNxpjw1zw1ifP6tebtBZvJyQvNyEX+1hxWA2OAM1V1uKo+gTOHdMBEJB6YjHOKqgdwsYj0KLXa1cCPqtoJ+BfwcFX25Y8Dh4t49fuNnNKjGZ2bpYRqN8YYE1TXndiBI8UlvDx7Q0i272/hcB6wHZghIs+LyElAVUejGwRkqup6VT0CTMHpO+FrPPCqe/9d4CQJ0eh3b83dRO6hQm4YZVOAGmMiR4e0epzeqwWvf7+R/QWFQd++X4WDqn6oqhcB3YAZwO1AUxF5WkROCXCfrYDNPo+3uMvKXcedaS4XaFx6QyIyUUQWiMiCnJyqdSnfuu8Qwzs1oV/bhlV6vTHGeOWGUR1Jrh3P+pzg90UOqKeXqh4E3sQZibUh8EvgLuCLoCfzL89zwHMAAwYMqNJoVPef3ZPC4pKg5jLGmJrQq1Uq3901hsQQDBBa5S2q6o+q+pyqnhTgS7cCbXwet6bs5bA/rSMiCUAqsKeqWSsTig/WGGNqQqiOX14cFecDnUWkvYjUAi4CppZaZypwhXv/F8DXWlPj1BpjjAl4bKVqU9UiEbkZ+ByIB15S1RUiMglYoKpTgReB10UkE9iLU4AYY4ypIZ6MLqeqn1Kq85yq3utzvwCnPcMYY4wH7GS7McaYMqxwMMYYU4YVDsYYY8qwwsEYY0wZEi1XiIpIDrCxii9vAuwOYhwvRPp7sPzei/T3EOn5wZv30E5V00ovjJrCoTpEZIGqDvA6R3VE+nuw/N6L9PcQ6fkhvN6DnVYyxhhThhUOxhhjyrDCwfGc1wGCINLfg+X3XqS/h0jPD2H0HqzNwRhjTBlWczDGGFOGFQ7GGGPKiKnCQUTGicgaEckUkbvLeb62iPzHfX6uiKR7ELNCfuSfICI5IrLEvV3jRc6KiMhLIrJLRJZX8LyIyOPu+1smIv1rOmNl/HgPo0Qk1+c7uLe89bwiIm1EZIaIrBSRFSJyWznrhO334Gf+cP8OkkRknogsdd/DA+Ws4/2xSFVj4oYzPHgW0AGoBSwFepRa50bgGff+RcB/vM4dYP4JwJNeZz3GexgJ9AeWV/D86cBnOPOTDwHmep25Cu9hFPCJ1zmPkb8F0N+9nwKsLef3KGy/Bz/zh/t3IEA9934iMBcYUmodz49FsVRzGARkqup6VT0CTAHGl1pnPPCqe/9d4CQRkRrMeCz+5A9rqvoNzvwcFRkPvKaOH4AGItKiZtL5x4/3ENZUdbuqLnLv5wGrKDuHe9h+D37mD2vu53rAfZjo3kpfGeT5sSiWCodWwGafx1so+0v10zqqWgTkAo1rJF3l/MkPcL57KuBdEWlTzvPhzN/3GO6GuqcMPhORnl6HqYh7qqIfzn+uviLiezhGfgjz70BE4kVkCbAL+FJVK/wOvDoWxVLhEAs+BtJV9TjgS/73n4epOYtwxqrpAzwBfOhtnPKJSD3gPeB2Vd3vdZ5AVZI/7L8DVS1W1b5Aa2CQiPTyOFIZsVQ4bAV8/5Nu7S4rdx0RSQBSgT01kq5yleZX1T2qeth9+AJwfA1lCxZ/vqOwpqr7j54yUGfGw0QRaeJxrJ8RkUScA+sbqvp+OauE9fdQWf5I+A6OUtV9wAxgXKmnPD8WxVLhMB/oLCLtRaQWTiPP1FLrTAWucO//Avha3RahMFBp/lLnhc/GOR8bSaYCl7tXywwBclV1u9ehAiEizY+eGxaRQTh/Y+HyDwZutheBVar6zwpWC9vvwZ/8EfAdpIlIA/d+HeBkYHWp1Tw/Fnkyh7QXVLVIRG4GPse58uclVV0hIpOABao6FeeX7nURycRpdLzIu8Q/52f+W0XkbKAIJ/8EzwKXQ0TewrmSpImIbAHuw2mMQ1WfwZlX/HQgE8gHrvQmacX8eA+/AG4QkSLgEHBRGP2DATAMuAzIcM95A/wBaAsR8T34kz/cv4MWwKsiEo9TcL2tqp+E27HIhs8wxhhTRiydVjLGGOMnKxyMMcaUYYWDMcaYMqxwMMYYU4YVDsYYY8qwwsEYY0wZVjgYY2qUiPQQZ3j5NiKS4nUeUz4rHGKA22N0iohkichCEflURLpUYTsNROTGUGR0t3+riKwSkTdCtY+aJiJzauI1oSYiBypf62frx4vIY+58BRki0sHn6UTgFuBc4IC7frqIHPLp2FbdvC+IyFnufA5HwnX4jHBmhUOUc4cR+ACYqaodVfV44PdAsypsrgHOOPMB7V9E/P09uxE4WVUvCTRYuFLVE2riNWHo98B6Ve0JPM7Pf2/aAC/j9MD2rTlkuYPRleH2Jg5EP2Cxu71tAb7WQOxM9hOrN2AM8E0Fz10KzAOWAM8C8e7ydJxxmZ4HVgBfAHVw5pA45K7/94q24b5+DfCa+/p2pfb7G2C5e7vdXfYMcATIAH5dav10nLFnXsGZ3OUNYCwwG1gHDPJZ90Ngobvfie6yusA0nAmSlgMXlrfM388owDwHKtrXMZYfqOhzOtb3U0728j6LY74W+JP73X0HvAX8zjfTsX5vfJ6vCyz0eTwW+LDUOs3L+Y6Xl1r2jrv9H4A/4gyL8YP7eX0HpPms28VdlgHcA2z1eS4baOL132Kk3TwPYLcQf8FwK/CvcpZ3xxniO9F9/BRwuXs/HWd8pr7u47fdA8LP/oAr2oa7XgmlZrdy1zne/QOuC9RzD1D93OfK/SP2ydMbp7a7EHgJZ0at8b4HHqCR+7MOzkG1MXA+8LzPOqnlLfP3Mwowz4GK9nWM5Qcq+ZzK/X7KyV/eZ1Hha4GBOAf8JJz/6NdRqnCo6DMptd/xOPMULHFvm3DGAjvW72k6ZQuH1cAkn8eNfe7fB9zk3q/tfj6DfDJN91k3GyscAr7ZaaXYdRLOAWi+e573JJwpSI/aoKpL3PsLcf54A9nGRnVmESttOPCBqh5UZ1jl94ERfuTdoKoZqlqCcyCYrs5ffkapbLeKyFKc/zDbAJ3ddU4WkYdFZISq5lawLJD3528ejrGvY2Wo7HPy5/sp77M41muHAR+paoE6s6x9HOBnclRf4F5V7avOaZ0vcAoJv4lIEtAImOSzeIK4cy/jnKYqcJefgzNg3Tz38Qqc2oWphpgZlTWGrcCpjpcmwKuq+vsKXnfY534xzn+ffm3DnaHrYOBRj8k3T4nP4xLc32MRGYVzCmOoquaLyEwgSVXXikh/nJFGHxSR6ao6qbxlpfZ5rPdXaZ6jKtp/Rcur8HmU+X4q+iz8eW0lKvu9AWgIbHBzJACnAA8FsA+AnjhzVxe527kcZ6rcMap6QES+wfndBqcGt9DntccDMwPcnynFag7R72ugtohMPLpARI4DlgG/EJGm7rJGItKukm3l8fMGxOlV2Ma3wDkikiwidXGuWPk2oHdUsVTgR/dg2A0Y4uZqCeSr6r+BvwP9y1tWzvaq8v7KqGhflWSo7udU7mdRidnAWSKSJM5Ma2eWs44/n8lan/39GpimqhsCyA7OAX9Zqcdz3ILhfOAEnJoXOHM19HLzHA9cjNUcqs1qDlFOVVVEzgUeFZG7cKri2cDtOI18X7hXExUCNwEbj7GtPSIyW0SWA5+p6h0iUt42dhxjG4tE5BWcBk2AF1R1cTXf5lH/Ba4XkVU4japHT2v1Bv4uIiVuxhsqWFY668pA318FKtpXhRmC8DlV9FlUSFXni8hUnIPyTpyDb26pdSr6THx/b94CPnPnIvgemEjgevO/9w5O4//7InIJzmmq9ap6tHb6OvCpe5prDbAPWFmFfRofNp+DMeYnIlLP/e88GfgG5yqnRTWw33TgE1UN+lzKIpINDFDV3cHedjSz00rGGF/Puf+BLwLeq4mCwVUMpAarExw4U3C620vEaQsyAbCagzHGmDKs5mCMMaYMKxyMMcaUYYWDMcaYMqxwMMYYU4YVDsYYY8qwwsEYY0wZVjgYY4wpwwoHY4wxZVjhYIwxpoz/BxVl6cKkgObyAAAAAElFTkSuQmCC\n", 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" ] @@ -214,14 +206,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -294,14 +286,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -426,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -518,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "scrolled": true }, @@ -539,7 +531,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -574,48 +566,48 @@ " \n", " \n", " 0\n", - " 21267.450429\n", - " 27.110325\n", - " -8.709318\n", - " 26090.257211\n", - " -27.110325\n", - " 8.709318\n", + " 20355.306593\n", + " 13.983201\n", + " 22.414372\n", + " 27002.401048\n", + " -13.983201\n", + " -22.414372\n", " \n", " \n", " 1\n", - " 20986.422772\n", - " -8.120680\n", - " -26.719350\n", - " 26371.284869\n", - " 8.120680\n", - " 26.719350\n", + " 22779.260047\n", + " -30.155888\n", + " -3.076681\n", + " 24578.447593\n", + " 30.155888\n", + " 3.076681\n", " \n", " \n", " 2\n", - " 29311.100422\n", - " 15.700551\n", - " -2.286964\n", - " 18046.607218\n", - " -15.700551\n", - " 2.286964\n", + " 29894.524689\n", + " 2.792474\n", + " -9.734974\n", + " 17463.182952\n", + " -2.792474\n", + " 9.734974\n", " \n", " \n", " 3\n", - " 21710.786240\n", - " 22.490437\n", - " -18.625298\n", - " 25646.921400\n", - " -22.490437\n", - " 18.625298\n", + " 24168.412929\n", + " -26.404425\n", + " -15.295161\n", + " 23189.294712\n", + " 26.404425\n", + " 15.295161\n", " \n", " \n", " 4\n", - " 21833.192069\n", - " -15.820332\n", - " 24.748994\n", - " 25524.515571\n", - " 15.820332\n", - " -24.748994\n", + " 24826.452397\n", + " -25.201262\n", + " 16.516156\n", + " 22531.255243\n", + " 25.201262\n", + " -16.516156\n", " \n", " \n", " ...\n", @@ -628,48 +620,48 @@ " \n", " \n", " 999995\n", - " 18994.144580\n", - " 21.322729\n", - " 2.835476\n", - " 28363.563060\n", - " -21.322729\n", - " -2.835476\n", + " 28077.489040\n", + " -7.598814\n", + " -21.471678\n", + " 19280.218600\n", + " 7.598814\n", + " 21.471678\n", " \n", " \n", " 999996\n", - " 28655.574521\n", - " 15.028130\n", - " 13.265407\n", - " 18702.133119\n", - " -15.028130\n", - " -13.265407\n", + " 26089.248659\n", + " 28.465939\n", + " 0.785636\n", + " 21268.458981\n", + " -28.465939\n", + " -0.785636\n", " \n", " \n", " 999997\n", - " 19254.032663\n", - " -0.902117\n", - " 22.648952\n", - " 28103.674977\n", - " 0.902117\n", - " -22.648952\n", + " 17876.341096\n", + " 12.721890\n", + " -6.919213\n", + " 29481.366545\n", + " -12.721890\n", + " 6.919213\n", " \n", " \n", " 999998\n", - " 28671.617568\n", - " 15.420542\n", - " 12.671664\n", - " 18686.090073\n", - " -15.420542\n", - " -12.671664\n", + " 26285.316171\n", + " 0.993608\n", + " -28.084025\n", + " 21072.391470\n", + " -0.993608\n", + " 28.084025\n", " \n", " \n", " 999999\n", - " 21598.968806\n", - " 13.085336\n", - " 25.917708\n", - " 25758.738835\n", - " -13.085336\n", - " -25.917708\n", + " 29997.811668\n", + " -5.743206\n", + " -6.453229\n", + " 17359.895973\n", + " 5.743206\n", + " 6.453229\n", " \n", " \n", "\n", @@ -678,35 +670,35 @@ ], "text/plain": [ " $px_{\\mu_1}$ $py_{\\mu_1}$ $pz_{\\mu_1}$ $px_{\\mu_2}$ $py_{\\mu_2}$ \\\n", - "0 21267.450429 27.110325 -8.709318 26090.257211 -27.110325 \n", - "1 20986.422772 -8.120680 -26.719350 26371.284869 8.120680 \n", - "2 29311.100422 15.700551 -2.286964 18046.607218 -15.700551 \n", - "3 21710.786240 22.490437 -18.625298 25646.921400 -22.490437 \n", - "4 21833.192069 -15.820332 24.748994 25524.515571 15.820332 \n", + "0 20355.306593 13.983201 22.414372 27002.401048 -13.983201 \n", + "1 22779.260047 -30.155888 -3.076681 24578.447593 30.155888 \n", + "2 29894.524689 2.792474 -9.734974 17463.182952 -2.792474 \n", + "3 24168.412929 -26.404425 -15.295161 23189.294712 26.404425 \n", + "4 24826.452397 -25.201262 16.516156 22531.255243 25.201262 \n", "... ... ... ... ... ... \n", - "999995 18994.144580 21.322729 2.835476 28363.563060 -21.322729 \n", - "999996 28655.574521 15.028130 13.265407 18702.133119 -15.028130 \n", - "999997 19254.032663 -0.902117 22.648952 28103.674977 0.902117 \n", - "999998 28671.617568 15.420542 12.671664 18686.090073 -15.420542 \n", - "999999 21598.968806 13.085336 25.917708 25758.738835 -13.085336 \n", + "999995 28077.489040 -7.598814 -21.471678 19280.218600 7.598814 \n", + "999996 26089.248659 28.465939 0.785636 21268.458981 -28.465939 \n", + "999997 17876.341096 12.721890 -6.919213 29481.366545 -12.721890 \n", + "999998 26285.316171 0.993608 -28.084025 21072.391470 -0.993608 \n", + "999999 29997.811668 -5.743206 -6.453229 17359.895973 5.743206 \n", "\n", " $pz_{\\mu_2}$ \n", - "0 8.709318 \n", - "1 26.719350 \n", - "2 2.286964 \n", - "3 18.625298 \n", - "4 -24.748994 \n", + "0 -22.414372 \n", + "1 3.076681 \n", + "2 9.734974 \n", + "3 15.295161 \n", + "4 -16.516156 \n", "... ... \n", - "999995 -2.835476 \n", - "999996 -13.265407 \n", - "999997 -22.648952 \n", - "999998 -12.671664 \n", - "999999 -25.917708 \n", + "999995 21.471678 \n", + "999996 -0.785636 \n", + "999997 6.919213 \n", + "999998 28.084025 \n", + "999999 6.453229 \n", "\n", "[1000000 rows x 6 columns]" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -717,12 +709,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -810,12 +802,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -881,7 +873,7 @@ "outputs": [ { "data": { - "image/png": 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zHaWA27g+TWox/8n2ODs6cPeXm/kl9oTRkYS4ghRxIa4jz1TIqB9j+Wx1AkNaB/Pdo+3w83A1OpaoBA1rebHo6Y40D67GqDmxfPZHPNZ29VLYNiniQlzDuex8Hpj2J7/uTOblPg14984muDjJPxt7Ur2qC7MeacOg5rX5aPlBXpm/G5NMbSoshHRsE+IqjqXm8NCMrSSdy2XS0ObcIR3Y7JarkyMT7mlGkE8VJv2RQHJGHp//qzmebjIwjDCWNCmEKMOeExkMmryRtJx8vnusrRRwgVKKF3pG8sHgpmxKOMs9X27hTFae0bGEnZMiLsRlNh9KZcjULbg5O/LzE+1pHVLd6EjCgtzTOphpD7Um8Ww2d0/ZzPG0HKMjCTsmRVyIUpbvPcWDM7ZS09uNn564RaYPFWXqEuHPd4+1JT3HxOAvNnHgVKbRkYSdkiIuRIl5Mcd5fPZ2omp5MW/kLdTylkF2xNW1qOPDvMdvQSm4Z8pmth9NMzqSsENSxIUAZm1OZMxPu+gQ5sd3j7bFp6rL9d8k7F5EDU9+erw9vh6u3P/1VjYlnDU6krAzUsSF3ft6/WH++8teekTV4OsHW1HVVW7aEOUXXN2duSNvIbh6FYbP3Ma6gylGRxJ2RIq4sGuT1yQwbvF++japyeT7WuDqJHOAi3/O39OVHx5rRz1/Dx79JoY/Dpw2OpKwE1LEhd2auDKeD5bFMSA6kE+HNMfZUf45iBvn6+HKD4+1JbKmJyO/3c6yPaeMjiTsgPzVEnbp01XxfLzyIINbBDHhnmicpICLClDN3YXZj7alUaA3T3+/g+V7pZAL85K/XMLufLHmEBNWFBfwD+9qiqODMjqSsCHeVZz59pE2NKrtzVPf72D1gTNGRxI2TIq4sCtfrz/M+8sOMCA6kA/uaoqDFHBhBp5uzswa3qb40vrs7ayPl85uwjykiAu7MWtz4sVObOPvbiYtcGFW3u7OfPtwW+r5VeXRb2LYdEhuPxMVz6xFXCnVWykVp5RKUEq9fI31WiulCpVSd5kzj7Bfc2OOX7yNbOKQ5vIduKgUPlWLvyOvU92dR2bGsP3oOaMjCRtjtr9kSilH4HOgDxAFDFVKRV1lvfeB382VRdi3ZXtO8vLPu+gU7sdn/5Je6KJy+Xm48t1jbQnwcuXhmduIO5VldCRhQ8z516wNkKC1Pqy1zgfmAAPKWO8Z4GdAen+ICrcx4SzP/hBLdHA1vnygpdwHLgwR4OnG7Efa4ubswAPT/uRYqkyaIiqGOYt4beB4qedJJa9dpJSqDQwCppgxh7BTfx07x2OzYqjnX5UZD7XB3UVGYhPGCa7uzrePtCW/sIj7p/3JmUyZxlTcPHMW8bJ6DenLnn8CvKS1LrzmhpQaoZSKUUrFpKRIL09xffGnsxg+cxt+Hq7MergN3u7ORkcSgoganswc3oaz5y8wbPpWMnJMRkcSVs6cRTwJCC71PAhIvmydVsAcpVQicBcwWSk18PINaa2naq1baa1b+fv7mymusBWnMvJ4cPpWnB0dmP1IWwK83IyOJMRF0cHV+GpYKw6lnGfEtzHkma7ZhhHimsxZxLcB4UqpUKWUCzAEWFR6Ba11qNY6RGsdAvwEPKm1XmjGTMLGZeaZeGjGVjJyTcwc3po6vu5GRxLiCh3C/Pjo7mb8eSSNF+btpKjo8ouUQpSP2b4k1FoXKKWeprjXuSMwXWu9Vyn1eMly+R5cVKj8giKemL2dhDPnmTG8NY0CvY2OJMRVDYiuzenMPN5ZcoCaXm68dvsVN+8IcV1m7emjtV4CLLnstTKLt9b6IXNmEbatqEjz7592sjEhlQn3NKNTuHztIizfY53qkZyex7QNR6jl7cajneoZHUlYGemuK2zC+BVxLIxNZkyvSO5sEWR0HCHKRSnFa7dHcTozj3GL9xNYrQp9m9QyOpawIjLqhbB682KO8/nqQwxtU4cnu9Y3Oo4Q/4ijg+Lje6NpWdeH0T/GEns83ehIwopIERdWbcvhVMYu2E2ncD/eGtAIpWQ8dGF93Jwd+fKBlvh7uvLoNzGcSM81OpKwElLEhdU6nHKekd9up65vVT77VwsZTlVYNT8PV2Y81JoLpkIembmNrDy5h1xcn/zVE1YpPSefR76JwdFBMf3B1nhXkcFchPULr+HJ5PtbEH/mPM/+8BcFhUVGRxIWToq4sDqmwiKemL2DE+m5fDWspdwLLmxKp3B//jegMavjUnh36QGj4wgLJ73ThdUZ99s+Nh8uvpWsZd3qRscRosL9q20dDp7OYtqGIzSs5cVdLeWOC1E2aYkLqzJn6zG+2XyUxzqFyq1kwqb9p19DOoT5Mnb+bnYck3nIRdmkiAursS0xjdd+2UPnCH9e7tPQ6DhCmJWTowOfDW1BTW83Rn67nVMZMuuZuJIUcWEVTqTn8sTs7QT5uDNpSHMcHeRWMmH7fKq68PWDrci5UMBImSxFlEGKuLB4eaZCHv92OxdMRXw1rJVMKyrsSkQNTz6+N5qdSRmMXbAbrWWyFPH/pIgLi6a15rWFe9h9IoMJ90YTFuBhdCQhKl3PRjUZdVs483ecYPafx4yOIyyIFHFh0b7feox525N49tYwekTVMDqOEIYZdVs43SL9eevXvWw/Kh3dRDEp4sJi/XXsHG8s2kuXCH9GdY8wOo4QhnJwUHxyb3NqeVfhye+2cyZLOroJKeLCQqVkXeCJ2Tuo6e3GxCHR0pFNCMDb3ZkvH2hJRq6Jp7//C5OM6Gb3pIgLi1NYpHn2h784l5PPlPtbUs3dxehIQliMhrW8eO/Opmw9ksYHy2REN3snRVxYnHeWxrL5cCpvD2pCo0Bvo+MIYXEGNq/NsFvq8tX6Iyzfe8roOMJAUsSFRVm29xjT1ifj7LGNQc1rGR1HCIv1ar+GNA3y5oV5OzmWmmN0HGEQKeLCYiSn5/LMD9sxOSRyUk1kwpYJRkcSwmK5Ojny+b9aoIAnv98uA8HYKSniwiKYCot4aOY6LhQUcsb5HbIL0nl99escSjtkdDQhLFZwdXfG3xPNnhOZvL14v9FxhAGkiAuL8O7SfRw8VUCq86cUOCQDcKHwAkN/HkqRlh64QlxNj6gajOhcj2+3HGXRzmSj44hKJkVcGG71gTNM33CU805LyHFaf/H1Il3E9pPbmf7XdAPTCWH5xvSKpGVdH8bO383R1Gyj44hKJEVcGOp0Zh4vzNtJUHXFwDZFjGg54uKyES1H8GiLR2les7mBCYWwfM6ODkwcEo2Dgmd++Iv8Arl6ZS+cjA4g7FdhkWb0j7Hk5hcyd2RnwgL6AjB1+1QCPQP58vYvDU4ohPUI8nHng7ua8vjsHXy0PI6xfWW6XnsgLXFhmC/WJLDpUCpvDmgkE5sIUQF6N67F/e3qMHXdYVbHnTE6jqgEUsSFIWIS0/h4ZTz9mwVyd8sgo+MIYTP+0y+KBjU9eXHuTs5kyvjqtk6KuKh0GbkmRs2JpXa1Krw9qDFKybjoQlQUN2dHJg1tTnZ+AaPnxlJUJPOP2zIp4qJSaa35z8I9nMrM49OhzfF0czY6khA2J7yGJ6/f0YiNCalM23DE6DjCjKSIi0q1MPYEv+5MZnT3cKKDqxkdRwibNaR1MD2iavDh73HsTc4wOo4wEyniotIcT8vhtYV7aR3iwxNdw4yOI4RNU0rx/uCmeLs7M2pOrAzLaqOkiItKUVBYxOgfY1HAhHtkfnAhKkP1qi6Mv7sZCWfO8+4SGZbVFkkRF5Vi8ppDxBw9x/8GNia4urvRcYSwG50j/Hm4QyjfbD7K6gNy25mtkSIuzG7n8XQmropnQHQgA5vXNjqOEHbn370jaVDTkzE/7ST1/AWj44gKJEVcmFWeqZDRc2MJ8HTlrQGNjY4jhF1yc3bkkyHRZOYW8OqCPWgtt53ZCiniwqzeX3aAwynZfHhXM7yryO1kQhilQU0vnu8ZwbK9p1gYe8LoOKKCSBEXZrMp4SwzNibyUPsQOob7GR1HCLv3WKd6tKrrw39/2Utyeq7RcUQFkCIuzCIzz8SL83ZSz68qL/VuYHQcIQTg6KAYf08zCos0Y37aKaO52QAp4sIs3li0l9NZF5hwbzRVXByNjiOEKFHXtyr/6RfFxoRUZm1ONDqOuElSxEWFW773FPN3nOCprvVlVDYhLNDQNsF0i/Tn3aUHOHI22+g44iZIERcV6lx2PmMX7CGqlhfP3BZudBwhRBmUUrw3uCmuTg6MmbeTQrmsbrWkiIsK9fqivaTn5PPR3c1wdpTTSwhLVcPLjTf6NyLm6DlmbJRJUqyVWf/KKqV6K6XilFIJSqmXy1g+QCm1SykVq5SKUUp1NGceYV7L9pxi0c5knrk1nKhAL6PjCCGuY1Dz2nRvGMCHv8dxKOW80XHEDTBbEVdKOQKfA32AKGCoUirqstVWAc201tHAw8DX5sojzCstO5//LNxNo0AvnuxW3+g4QohyUErxzqAmuDk7ymV1K2XOlngbIEFrfVhrnQ/MAQaUXkFrfV7//9BBVQE5g6zU64v2kpFrksvoQliZAC833ugfxY5j6UyXucetjjn/2tYGjpd6nlTy2iWUUoOUUgeAxRS3xoWVWbbnFL+WXEZvWEsuowthbQZG16Z7wxp8uFwuq1sbcxbxsuaavKKlrbVeoLVuAAwE/lfmhpQaUfKdeUxKSkrFphQ3JSPHxGu/FPdGf6KrXEYXwhoVX1ZvjJuTAy//vEsGgbEi5iziSUBwqedBQPLVVtZarwPqK6WuGJ9Taz1Va91Ka93K39+/4pOKGzZu8T7SsvP54K6mchldCCsW4OXGf26PYlviOb7786jRcUQ5mfOv7jYgXCkVqpRyAYYAi0qvoJQKU0qpkp9bAC5AqhkziQq07mAK87YnMbJzPRrX9jY6jhDiJt3dMohO4X68t/QASedyjI4jysFsRVxrXQA8DfwO7Afmaq33KqUeV0o9XrLaYGCPUiqW4p7s92qZI88qZF8o4JX5u6nnX5VnZVAXIWzC373VNciUpVbCyZwb11ovAZZc9tqUUj+/D7xvzgzCPD78PY7kjFzmjbwFN2cZG10IWxFc3Z1/94rkjV/3MX/HCQa3DDI6kriGa7bElVLLS/38ivnjCGuw/Wga32xOZFi7urQKqW50HCFEBRt2Swgt6/rw1m/7SMm6YHQccQ3Xu5xeuhfZ3eYMIqzDhYJCXv55N4HeVRgjU4wKYZMcHBTvD25Kbn4hb/22z+g44hquV8TlCxFxiS/XHib+zHnGDWyMh6tZv40RQhgoLMCDp7qF8evOZFYfOGN0HHEV1yvi9ZRSi5RSv5b6+eKjMgIKy5Fw5jyf/ZHA7U1r0a1BgNFxhBBm9njXeoQFePCfhXvIvlBgdBxRhus1pUoPk/qROYMIy1ZUpBk7fzduzg68fkcjo+MIISqBq5Mj797ZhLunbGbCioO8dvvl018Io12ziGut1/79s1LKv+Q1GTLNDv0Yc5ytiWm8P7gJ/p6uRscRQlSS1iHVua9tHWZsPEL/ZoE0C65mdCRRyvV6pyul1OtKqbPAAeCgUipFKfXfyoknLMGZzDzeWbKfdvWqc0+r4Ou/QQhhU17q0wA/D1denr8bU2GR0XFEKdf7Tvw5oCPQWmvtq7X2AdoCHZRSo80dTliGt37bx4WCIt4Z1ISSAfaEEHbEy82ZtwY0Yv/JTGZslJnOLMn1ivgwYKjW+uJvTWt9GLi/ZJmwcWsPpvDbrpM81TWMev4eRscRQhikV6Oa3NYggI9XxHMiPdfoOKLE9Yq4s9b67OUvlnwv7myeSMJS5JkKeW3hHur5VeXxrvWMjiOEMJBSijcHFHdqff2XvQanEX+7XhHPv8FlwgZ8vjqBY2k5jBvUGFcnGVpVCHsX5OPOc93DWbn/NMv3njI6juD6RbyZUipTKZVV8sj8+znQpDICCmMknMliytpD3Nm8Nu3rXzE7rBDCTj3cMZQGNT15Y9FeuXfcAlyziGutHbXWXlprz5KHV6nncjndRmmteXXBHtxdnBjbr6HRcYQQFsTZ0YG3BzUmOSOPT1YeNDqO3bveLWZuSqnnlFKfKaVGKKVknE07MH/HCf48ksbLJbeVCCFEaS3rVmdom2Cmb0xkX3Km0XHs2vUup38DtAJ2A32B8WZPJAyVkWPinSX7aVGnGvfKPeFCiKt4qXcDqlVx5rVf9lBUJNNsGOV6RTxKa32/1vpL4C6gUyVkEgb6cPkBzuXk87+BjXFwkHvChRBlq+buwst9GrD96Dl+2p5kdBy7db0ibvr7B6219GCwcbuS0vnuz2MMuyWERoHeRscRQli4wS2CaFXXh/eWHSA9R25YMkJ5e6f/3SO9aane6vJFiA0pLNK8tnAPfh6uPN8zwug4Qggr4OCg+N/AxmTkmvjg9zij49il8vZO/7tHulOpn70qK6QwvznbjrEzKYNX+zbEy01uPBBClE/DWl48eEsIP2w9xs7j6UbHsTvXa4kLO5B6/gIfLIujXb3qDIgONDqOEMLKjO4Rjr+HK/9ZuIdC6eRWqaSIC95fdoDsCwX8b0BjmeBECPGPebo582q/huw+kcH3W48ZHceuSBG3c38dO8fcmCSGdwghvIan0XGEEFaqf7NA2tWrzke/x5GWLZ3cKosUcTtWVKR5fdFeAjxdefa2cKPjCCGsmFKKN/s35vyFAj5aLp3cKosUcTs2N+Y4u5IyGNu3IZ7SmU0IcZMia3pe7OS2OynD6Dh2QYq4nUrPyef9ZQdoHeIjndmEEBXmuR7h+FZ14b+LZCS3yiBF3E5NWHGQjFwTb/aXzmxCiIrj5ebMy30a8texdH7eISO5mZsUcTu0LzmT2VuO8kC7ukQFyu3+QoiKdWfz2rSoU433lx0gM890/TeIGyZF3M5orXlj0V6qubvwfI9Io+MIIWyQg4PirQGNSc3O55MV8UbHsWlSxO3Mr7tOsjUxjTG9IvF2l85sQgjzaFzbmyGt6zBrcyIJZ7KMjmOzpIjbkZz8At5dsp9GgV7cI9OMCiHM7MWeEVRxceTNX/ehtXRyMwcp4nZkyppDnMzI443+jXCUaUaFEGbm6+HK6O4RrI8/y8r9Z4yOY5OkiNuJ42k5fLnuMP2bBdI6pLrRcYQQduKBW+oSHuDBuMX7uFBQaHQcmyNF3E68s2Q/DkrxSt8GRkcRQtgRZ0cH/ntHFEdTc5i24YjRcWyOFHE7sOnQWZbuOcWTXetTy7uK0XGEEHamU7g/3RvW4LM/EjidmWd0HJsiRdzGFRQW8dav+wjyqcJjnesZHUcIYadeu70hBYWa95ceMDqKTZEibuN+jDnOgVNZvNq3IW7OjkbHEULYqbq+VXm4Yyjz/zrBzuPpRsexGVLEbVhGronxyw/SNrQ6vRvXNDqOEMLOPdWtPn4errz1m9xyVlGkiNuwz/6I51xOPq/dHiXjowshDOfp5syYXhFsP3qOX3edNDqOTZAibqOOnM1m5qZE7mkZTOPa3kbHEUIIAO5qGUxULS/eW7KfPJPccnazpIjbqHeW7MfF0YEXekUYHUUIIS5ydFD8944okjPy+GrdYaPjWD2zFnGlVG+lVJxSKkEp9XIZy+9TSu0qeWxSSjUzZx57sTHhLCv2neapW8MI8HQzOo4QQlyiXT1f+jSuyeQ1hziVIbec3QyzFXGllCPwOdAHiAKGKqWiLlvtCNBFa90U+B8w1Vx57EVhkeZ/v+0juHoVHu4QanQcIYQo0yt9GlJYpPngd7nl7GaYsyXeBkjQWh/WWucDc4ABpVfQWm/SWp8reboFCDJjHrswt+SWslf6yC1lQgjLVcfXvfiWsx0n2JWUbnQcq2XOIl4bOF7qeVLJa1fzCLDUjHls3vkLBYxfHkeruj70kVvKhBAW7slu9fGt6sK4xfvllrMbZM4iXtY9TWX+lpRS3Sgu4i9dZfkIpVSMUiomJSWlAiPali/WJHD2fD7/kVvKhBBWwMvNmdE9Ith6JI3f9542Oo5VMmcRTwJKT1odBCRfvpJSqinwNTBAa51a1oa01lO11q201q38/f3NEtbanUjP5ev1RxgYHUh0cDWj4wghRLkMaR1MeIAH7y3dT35BkdFxrI45i/g2IFwpFaqUcgGGAItKr6CUqgPMBx7QWh80Yxab9+Gy4s4hY3rLLGVCCOvh5OjAq/0akpiaw7dbjhodx+qYrYhrrQuAp4Hfgf3AXK31XqXU40qpx0tW+y/gC0xWSsUqpWLMlceWxR5PZ2FsMo91qkftajJLmRDCunSNDKBzhD+froonPSff6DhWxaz3iWutl2itI7TW9bXWb5e8NkVrPaXk50e11j5a6+iSRytz5rFFWmvG/bYPPw9XHu9a3+g4QghxQ17t25CsPBOfrIw3OopVkRHbrNyyPaeIOXqOF3pG4OHqZHQcIYS4IZE1Pbm3dR1mbznKkbPZRsexGlLErVh+QRHvLztAZA1P7mkVfP03CCGEBRvdIxxXJwc+WCYDwJSXFHEr9t2fR0lMzeHlvg1wdJBbyoQQ1i3A042RXeqzdM8pYhLTjI5jFaSIW6mMXBMTV8XTMcyPrhFy250QwjY82imUGl6uvL1EBoApDyniVmrymgQyck280reBDOwihLAZ7i5OvNAjkr+OpbNk9ymj41g8KeJWKOlcDjM2JnJn8yAaBcpc4UII2zK4ZRANanry/rIDXCiQOcevRYq4Ffro9zgU8KLMFS6EsEGODoqxfRtyLC2H2VuOGR3HokkRtzK7kzJYGJvMo51CqeUtA7sIIWxT5wh/OoX78emqeDJyTEbHsVhSxK2I1pp3luynelUXHu8iA7sIIWzb2L4NycwzMXltgtFRLJYUcSuy5mAKmw+nMuq2cDzdnI2OI4QQZtWwlhd3Ng9ixsZETqTnGh3HIkkRtxKFRZr3lhwgxNedoW3qGB1HCCEqxfM9i/v+jF8eZ3ASyyRF3Er8vCOJuNNZjOnVABcn+bUJIexD7WpVGN4hhAV/nWBvcobRcSyOVAMrkJtfyITlB2kWXI2+TWoaHUcIISrVk13C8HJz5r2lMhzr5aSIW4EZm45wKjOPsX1kYBchhP3xdnfmmVvDWB9/lvXxKUbHsShSxC1cWnY+X6w+RPeGAbSt52t0HCGEMMQDt9QlyKcK7y45QFGRDMf6NyniFu6zPxLIzi/gpd4NjI4ihBCGcXVy5MWekew7mcminclGx7EYUsQt2PG0HGZvOcrdLYMJr+FpdBwhhDBU/2aBNKzlxUfL42Q41hJSxC3YxysOohQ81yPc6ChCCGE4BwfFy30akHQul+//lOFYQYq4xdqXnMmC2BMM7yDDqwohxN86h/vRvr4vk/5IICtPhmOVIm6hPvj9AF5uzjwhw6sKIcRFSile6t2AtOx8vlp32Og4hpMiboE2HTrLmrgUnupWH293GV5VCCFKaxZcjX5Na/HV+iOcycozOo6hpIhbGK017y89QKC3G8NuCTE6jhBCWKQXe0ZiKizi01XxRkcxlBRxC7N0zyl2JmUwukcEbs6ORscRQgiLFOpXlaFt6vDD1uMcOZttdBzDSBG3IAWFRXz0exwRNTy4s0WQ0XGEEMKiPXtbOK5ODnY9OYoUcQsyb3sSh89mM6ZXAxwdZHhVIYS4Fn9PVx7pGMpvu06yO8k+J0eRIm4h8kyFfLLyIC3r+tC9YYDRcYQQwio81rkePu7OfPC7fU6OIkXcQszclMjpzAu81FsmORFCiPLycnPmqW7Fk6NsSjhrdJxKJ0XcAmTkmJi8OoFukf60Ca1udBwhhLAq97erSy1vN95fdgCt7WtyFCniFmDKukNkXShgTC+Z5EQIIf4pN2dHRnePYGdSBsv2nDI6TqWSIm6w05l5zNh4hAHNAokK9DI6jhBCWKU7W9QmLMCDD5fHUVBYZHScSiNF3GCfroqnoFDzfI9Io6MIIYTVcnJ04MWekRxOyebnHUlGx6k0UsQNdDQ1mx+3HWdomzrU8XU3Oo4QQli1Xo1q0Cy4Gp+sjCfPZB9TlUoRN9CEFQdxdnTgmVvDjI4ihBBWTynFS70iOZmRx+wtR42OUymkiBtkX3Imi3YmM7xDCAFebkbHEUIIm9A+zI+OYX5MXnOI8xcKjI5jdlLEDfLR8jg8XZ0Y2VmmGhVCiIo0plckadn5fL3e9qcqlSJugJjENP44cIbHu8pUo0IIUdGaBVejd6OafL3+CGnZ+UbHMSsp4pVMa80Hy+Lw93RlePtQo+MIIYRNerFXBDn5BUxenWB0FLOSIl7J1hxMYWtiGs/eGkYVF5lqVAghzCEswJM7WwQxa8tRktNzjY5jNlLEK1FRkeaj3+MIrl6Fe1vXMTqOEELYtOe6h4OGSX/EGx3FbKSIV6Kle06xNzmT0d0jcHGSQy+EEOYU5OPOv9rWYW5MEkfOZhsdxyykklSSgsIiJqyIIzzAgwHRtY2OI4QQduHJbvVxcXTg4xUHjY5iFmYt4kqp3kqpOKVUglLq5TKWN1BKbVZKXVBKvWjOLEZb8NcJDqVk80LPSBwdZKpRIYSoDAGebgzvEMKincnsP5lpdJwKZ7YirpRyBD4H+gBRwFClVNRlq6UBzwIfmSuHJbhQUMgnK+NpGuRNr0Y1jI4jhBB2ZWTn+ni6OTF+ue21xs3ZEm8DJGitD2ut84E5wIDSK2itz2ittwEmM+Yw3JytxzmRnsuLPSNRSlrhQghRmbzdnXm8S31W7j/NjmPnjI5TocxZxGsDx0s9Typ5za7k5Bcw6Y8E2oZWp1O4n9FxhBDCLj3UPgQ/Dxc++j3O6CgVypxFvKwmp76hDSk1QikVo5SKSUlJuclYleubTUc5e/4CY3pJK1wIIYxS1dWJp7qFselQKhvizxodp8KYs4gnAcGlngcByTeyIa31VK11K611K39//woJVxkyck1MWXuIbpH+tAqpbnQcIYSwa/9qW4dAbzc+XB6H1jfUprQ45izi24BwpVSoUsoFGAIsMuPnWZxp6w+TkWvihZ6RRkcRQgi75+rkyLO3hbPzeDor958xOk6FMFsR11oXAE8DvwP7gbla671KqceVUo8DKKVqKqWSgOeB/yilkpRSXubKVJnSsvOZtuEIfZvUpHFtb6PjCCGEAAa3DCLE153xy+MoKrL+1riTOTeutV4CLLnstSmlfj5F8WV2mzNl7SFyTYU83yPC6ChCCCFKODs6MLpHBKPmxLJ490nuaBZodKSbYtYibq9OZ+bxzaZEBjavTViAp9FxhAUzmUwkJSWRl5dndBSb4ubmRlBQEM7OMtWvuNIdTQOZvPoQH684SJ/GNXFytN7BS6WIm8FnfyRQWKR57jZphYtrS0pKwtPTk5CQELl7oYJorUlNTSUpKYnQUJnuV1zJwUHxfM8IRn67nfl/neCeVsHXf5OFst7/flio42k5zNl2jHtbB1PH193oOMLC5eXl4evrKwW8Aiml8PX1lasb4pp6RtWgWZA3E1fGc6Gg0Og4N0yKeAWbuCoepRTP3BpudBRhJaSAVzw5puJ6lFK80DOSE+m5/Ljt+PXfYKGkiFegQynnmb8jiQfa1aWmt5vRcYQQQlxDp3A/2oRW57M/EsgzWWdrXIp4BfpkZTxuzo480bW+0VGEEEJch1KKF3pEcCbrArO3HDU6zg2RIl5B9p/M5NedyQzvEIKfh6vRcYQw3L59+5g5cybHjx8nKyvL6DhClKltPV86hfsxec0hsi8UGB3nH5MiXkE+XnEQTzcnRnSSVriwLS+88AJRUVE89thjdOnShcLC4suOhYWFjBo1ikaNGtGkSRMOHz58yftMJhOTJk1iwYIFeHh4AJCfn0/nzp0pKLC+P5bCdr3QM5K07Hxmbko0Oso/JkW8AuxKSmf5vtM81qke3u5yX6qwHYcPH2bjxo3s27eP6Oho7rzzThwdHQF49913qVevHnv37uXZZ59l8uTJl7z3+PHjDB8+nLCwsIstcRcXF2677TZ+/PHHSt8XIa4mOrga3RvW4Mu1h8jIta6ZseU+8QowfvlBfNydGd4hxOgoQtyQIUOGoLUmMTGRU6dOMXnyZMLCwujevTsFBQU0b94cgAULFgCQnZ3NggUL2L59OwChoaEsXrz4km3efvvtnDp1ipo1a17y+sCBA3nllVe47777KmHPhCif53tE0PfT9Uxbf5jnrWi+CyniN2lbYhprD6bwSp8GeLpJK1xYp507dzJw4EB+/PFHNmzYwPPPP8/WrVt58MEHCQkJYdiwYdSpU4eQkBAAVq5cyfHjx4mOjgYgLS2N7t27X7Hdyws4QOPGjdm2bZs5d0eIfywq0It+TWsxbcMRHuoQSvWqLkZHKhe5nH4TtNaMXx6Hn4crw24JMTqOEDckNzeXs2fP8vrrrwMQFRXFuXPnANi9ezfNmjXj7NmzVKtW7eJ7YmNjeeutt4iNjSU2NpaePXteLOjX4+joiIuLi3R2ExZndPdwck2FTFl7yOgo5SYt8Zuw6VAqWw6n8fodUVRxcbxk2aOPPsq0adMYPXo0EyZMMChh+SUmJjJz5kyGDRtGvXr1jI5jl978dS/7kjMrdJtRgV68fkeja66zZ88ewsPDcXMrHttgx44dNGvWDIC9e/fSqFEjLly4cMkIaOfOnbs4pGlBQQHLly/n1VdfLXeuCxcuXPw8ISxFWIAnA6NrM2tzIo92CiXA0/LPUWmJ36C/W+G1vN0Y2qbOJctyc3OZN28eAN99951V9MRNTEzkzTffvKKHsbB9O3fu5NixY+Tl5ZGdnc3rr7/O6NGjycrKwtnZGXd3d3x8fCgsLLxYyCMiItiyZQsAH3/8Mf369Sv3OOWpqan4+/vL5CTCIo3qHo6pUDN5tXW0xqUlfoPWxKWw41g6bw9qjJvzpa3wBQsWkJmZSd++fVmyZAnLli3j9ttvNyipsBbXazGby86dO7nvvvvo2rUrmZmZjB07lg4dOrB582YaN258cb2ePXuyYcMGunfvztChQ+nTpw9hYWHccsstTJ06tdyft3r1avr27WuOXRHiptX1rcrdLYP4/s9jjOhcj8BqVYyOdG1aa6t6tGzZUhutqKhI3/7pet3hvVX6gqnwiuU9e/bUPj4++syZM7pKlSr67rvvvmKd+fPn6/bt2+uqVatqT09P3bp1a/3LL79cXG4ymfR7772nGzZsqF1dXbWfn5/u1auX3r9//8V1UlJS9OOPP64DAwO1i4uLjoyM1F9++eUlnzNjxgwN6LVr1+oBAwboqlWr6urVq+snn3xS5+TkaK21Xr16tQaueKxevbqCjtg/wxvowPGBhnx2Zdu3b5/REXSnTp30gQMHrrvejh079P3333/Tnzdo0KByfd7NsoRjK6zT8bRsHTZ2sX5l/i6jo1wExOgyaqJcTr8By/edZveJDEbdFo6L06WHMDk5mZUrV3Lvvffi7+/PwIEDWbRo0cWOQgCTJk3izjvvJCAggG+++YZ58+YxaNAgEhMTL64zZMgQXn31Vfr27cvChQv56quviIqK4uTJkwBkZmbSoUMHFi9ezBtvvMHixYu54447eOKJJ5g0adIVme+//37CwsKYP38+o0eP5quvvuKJJ54AoEWLFnz++ecAfPrpp2zevJnNmzfTokWLij50wgIdOnSI8PDrT9jTvHlzunXrdnGwlxuRn5/PwIEDiYy0nlt4hP0J8nFnaJs6zN12nGOpOUbHubayKrslP4xuiRcWFumeE9bqbh+u1qaCK1vh7733ngb0pk2btNZaL1u2TAP6iy++0FprnZGRoT08PPSgQYOu+hmrVq3SgJ44ceJV13nrrbe0q6urPnjw4CWvP/roo9rX11ebTCat9f+3xEeOHHnJeuPGjdMODg46Li5Oa/3/rfEVK1aU4yiYl7TERUWQYytuxqmMXB3x6hL9wtxYo6NoraUlXmEW7z5J3OksRnUPx8nxysM3a9YswsPDueWWWwDo3r07gYGBzJo1C4BNmzZx/vx5RowYcdXPWL58OUopHnvssauus2zZMtq2bUtoaCgFBQUXH7169SI1NZV9+/Zdsv4999xzyfMhQ4ZQVFTE1q1by73vQghhL2p4uXF/u7rM35HEoZTzRse5Kini/0BhkeaTlQeJqOHB7U0Dr1i+bds29u3bx5133kl6ejrp6elkZWVx5513snnzZg4ePEhqaioAQUFBV/2c1NRUqlevTpUqV+9QcebMGdatW4ezs/Mlj7vvvvviNkqrUaNGmc9PnDhRvp0XQgg780TX+rg6OTJxZbzRUa5Keqf/A7/EnuBQSjZf3NcCRwd1xfJvvvkGgPfff5/333//iuWzZs2iU6dOQHHxLN3ztzQ/Pz/S0tLIzc29aiH39fUlICCAiRMnlrn88u8cT58+TaNGjS55DlC7du0y3y+EEPbOz8OVhzqEMGXtIZ7qFkZkTU+jI11BWuLlZCosYuKqeKJqedGr0ZVDSebn5zNnzhzatm3L6tWrr3hER0fz7bff0r59ezw8PK55S07Pnj3RWvP1119fdZ3evXtz4MAB6tSpQ6tWra54eHpeerLNnTv3kudz5szBwcGBNm3aAODqWjx9am5ubrmPiRBC2LoRnepR1cWJT1YeNDpKmaQlXk7zdyRxNDWHr4e1wqGMVvhvv/1Gamoq48ePp2vXrlcsHzlyJE888QQxMTG8++67PPPMMwwePJj77rsPT09PYmNjcXNz45lnnqFbt24MHjyY559/nuPHj3PrrbdiMplYt24d/fr1o2vXrowePZoff/yRTp06MXr0aCIjI8nOzubAgQOsX7+eX3755ZLPX7JkCWPGjKFnz55s3bqVN998k2HDhhEREQEUD97h5OTE9OnTqV69Oq6urkRGRl7xnwEhhLAnPlVdeLhjKJ+uimdvcgaNAr2NjnSpsnq7WfLDiN7pF0yFuv27q3T/zzbooqKiMtfp37+/9vT01NnZ2WUuT09P11WqVNEPPvig1lrrefPm6TZt2mg3Nzft6emp27Rpo3/99deL65tMJj1u3DgdHh6unZ2dtZ+fn+7Tp88l99empaXp5557ToeEhGhnZ2ft7++vO3bsqD/++OOL65S+T7x///66atWq2sfH55L7xP82ZcoUHRoaqh0dHeU+8UoiPajNR46tqCjpOfm6yevL9CMztxqWgav0TlfFy6xHq1atdExMTKV+5rdbjvLawj1883AbukT4V+pn36yZM2cyfPhw4uPjCQsLMzpOuag3FYGegZx43vY73e3fv5+GDRsaHcMmybEVFWnSqnjGrzjIwqc6EB1crdI/Xym1XWvd6vLX5Tvx68gzFfL5Hwm0qutD53A/o+MIUeGUUjzwwAMXnxcUFODv72/IUMFr1qyRIYqFRRreMRQfd2c+XmFZ341LEb+O7/88xqnMPJ7vGYFSV34XLoS1q1q1Knv27LnYqXHFihVy14IQl/FwdWJkl/qsPZjC9qNpRse5SIr4NeTmFzJ5zSFuqedL+/rW2Qp/6KGH0FpbzaV0YYw+ffqwePFiAH744QeGDh16cdnWrVtp3749zZs3p3379sTFxQEwYcIEHn74YaB43vHGjRuTk3PpEJVt27Zl7969F5937dqV7du3X3Wbpb3xxht89NFHF583btz44tDEs2fPpk2bNkRHRzNy5MibGgpWiPIadktd/DxcGL/cclrjUsSvYdbmRM6ev8DzPSOMjiKEWQ0ZMoQ5c+aQl5fHrl27aNu27cVlDRo0YN26dfz111+89dZbjB07FoDnnnuOhIQEFixYwPDhw/nyyy9xd3e/Yrt/39548uRJkpOTadmy5VW3WR779+/nxx9/ZOPGjcTGxuLo6Mh3331XAUdBiGtzd3Hiia5hbDqUyuZDqdd/QyWQW8yu4vyFAqasPUSncD9ah1Q3Oo6wB889B7GxFbvN6Gj45JPrrta0aVMSExP54YcfrpgmNCMjgwcffJD4+HiUUphMJgAcHByYOXMmTZs2ZeTIkXTo0OGK7d5zzz306NGDN998k7lz514cUfBq2yyPVatWsX37dlq3bg0Uj20QEBBQ7vcLcTPua1uHqesO8fGKg7Sr187wr1mlJX4V32xK5FyOied7SCtc2If+/fvz4osvXnIpHeC1116jW7du7Nmzh19//ZW8vLyLy+Lj4/Hw8CA5ObnMbdauXRtfX1927drFjz/+yJAhQ667zb85OTlRVFR08fnf62itefDBB4mNjSU2Npa4uDjeeOONm919IcrFzdmRp7qFsTUxjQ0JZ42OIy3xsmTmmZi67jC3NgigeR0fo+MIe1GOFrM5Pfzww3h7e9OkSRPWrFlz8fWMjIyLHd1mzpx5yeujRo1i3bp1PP300/z000/cddddV2x3yJAhfPDBB2RkZNCkSZNrbrO0kJAQfvvtNwB27NjBkSNHALjtttsYMGAAo0ePJiAggLS0NLKysqhbt+7NHgIhyuXe1sFMWXOI8csP0jHMz9DWuLTEyzBjQyIZudIKF/YlKCiIUaNGXfH6v//9b1555RU6dOhwSQey0aNH8+STTxIREcG0adN4+eWXOXPmzBXvv+uuu5gzZ84lM+ldbZulDR48mLS0NKKjo/niiy8uji4YFRXFuHHj6NmzJ02bNqVHjx6cPHnyZndfiHJzdXLkmdvCiT2ezpq4FEOzyGAvl8nIMdHxgz9oX9+XLx+44r56UQlksBdREeTYCnMyFRZx6/g1VKviwqKnO5i9NS6DvZTT1xsOk5VXwHPdpRUuhBCibM6ODjx7azi7T2SwYt9pw3JIES8lLTuf6RuO0K9pLRrW8jI6jhBCCAs2qHltQv2qMmHFQYqKjLmqLUW8lKnrDpNjKuS528KNjiKEEMLCOTk6MOq2cA6cymLZ3lOGZJAiXiIl6wLfbEpkQLNAwmvI9Jui8lhbvxRrIMdUVJY7mgUSFuDBxysOUmhAa1yKeIkv1x7iQkEhz0orXFQiNzc3UlNTpehUIK01qampuLm5GR1F2AFHB8Vz3cOJP3Oe33aVPV6COcl94sDpzDy+3XKUQc2DqOfvYXQcYUeCgoJISkoiJcXY21RsjZubG0FBQUbHEHaib+NaNKiZwMSV8fRrUgsnx8prH5u1iCulegMTAUfga631e5ctVyXL+wI5wENa6x3mzFSWL9YcoqBIM0pa4aKSOTs7ExoaanQMIcRNcHBQPNc9gsdnb+eX2GQGt6y8/0Ca7b8LSilH4HOgDxAFDFVKRV22Wh8gvOQxAvjCXHmuJjk9l+//PMbdLYOo4+t+/TcIIYQQl+nVqAaNAr2YuCoeU2HR9d9QQczZ5m8DJGitD2ut84E5wIDL1hkAzNLFtgDVlFK1zJjpCp+vTkCjefpWmapTCCHEjVFK8XyPCI6l5TB/R1Klfa45i3ht4Hip50klr/3TdczmeFoOc2OOc2/rYIJ8pBVuSaq7ycxxQgjrcmuDAJoFV+PTVQnkF1ROa9yc34mXNQbd5V1wy7MOSqkRFF9uBzivlIq7yWyl+b0NZ9+uwA1aIT/A+Ol4StnDHtRTlTqpgMUdg0pm7/sPcgzsff+hAo+B6ysVsZVLlDnDjzmLeBIQXOp5EHB5//vyrIPWeiowtaIDAiilYsoaj9aeyDGQY2Dv+w9yDOx9/8E6j4E5L6dvA8KVUqFKKRdgCLDosnUWAcNUsXZAhtZapiMSQgghysFsLXGtdYFS6mngd4pvMZuutd6rlHq8ZPkUYAnFt5clUHyL2XBz5RFCCCFsjVnvE9daL6G4UJd+bUqpnzXwlDkzlINZLtNbGTkGcgzsff9BjoG97z9Y4TGwuvnEhRBCCFFMxk4XQgghrJTdFHGlVG+lVJxSKkEp9XIZy5VS6tOS5buUUi2MyGlO5TgGXZVSGUqp2JLHf43IaS5KqelKqTNKqT1XWW7T50A59t+mf/8ASqlgpdRqpdR+pdRepdSoMtax2fOgnPtv0+eBUspNKbVVKbWz5Bi8WcY61nMOaK1t/kFxx7pDQD3ABdgJRF22Tl9gKcX3rrcD/jQ6twHHoCvwm9FZzXgMOgMtgD1XWW7r58D19t+mf/8l+1gLaFHysydw0J7+FpRz/236PCj5vXqU/OwM/Am0s9ZzwF5a4lYxBKyZlecY2DSt9Tog7Rqr2PQ5UI79t3la65O6ZJIlrXUWsJ8rR4m02fOgnPtv00p+r+dLnjqXPC7vHGY154C9FHGLHwK2EpR3/24pucy0VCnVqHKiWQxbPwfKw25+/0qpEKA5xS2x0uziPLjG/oONnwdKKUelVCxwBlihtbbac8Be5hOvsCFgrVh59m8HUFdrfV4p1RdYSPEMc/bC1s+B67Gb379SygP4GXhOa515+eIy3mJT58F19t/mzwOtdSEQrZSqBixQSjXWWpfuK2I154C9tMQrbAhYK3bd/dNaZ/59mUkX3+PvrJTyq7yIhrP1c+Ca7OX3r5RypriAfae1nl/GKjZ9Hlxv/+3lPADQWqcDa4Dely2ymnPAXoq4DAFbjmOglKqplFIlP7eh+PxIrfSkxrH1c+Ca7OH3X7J/04D9WusJV1nNZs+D8uy/rZ8HSin/khY4SqkqQHfgwGWrWc05YBeX07UMAVveY3AX8IRSqgDIBYbokq6atkAp9QPFPW/9lFJJwOsUd2qxi3OgHPtv07//Eh2AB4DdJd+JAowF6oBdnAfl2X9bPw9qAd8opRwp/g/KXK31b9ZaD2TENiGEEMJK2cvldCGEEMLmSBEXQgghrJQUcSGEEMJKSREXQgghrJQUcSGEEMJKSREXQgghrJQUcSGEEMJKSREXQvxjSqkopdRDJfNTexqdRwh7JUVcCFGmkpmeJiql9iqldiul6pVa7Aw8AwwCzpe9BSGEuUkRF0JczSvAYa11I+BT4MlSy4KBGRQPSyktcSEMYhdjpwsh/hmlVFVgkNa6ZclLR4B+fy8vGWu6ptb6lCEBhRCAFHEhRNm6A8GlJsmoDqwsvYIUcCGMJ5fThRBliQb+q7WO1lpHA8uBWCMDCSGuJEVcCFEWH4qnYEQp5QT0BH41NJEQ4gpSxIUQZTkItCv5eTSwWGt9xMA8QogyyHziQogrKKV8gKWAH7AZGKG1zjU2lRDiclLEhRBCCCsll9OFEEIIKyVFXAghhLBSUsSFEEIIKyVFXAghhLBSUsSFEEIIKyVFXAghhLBSUsSFEEIIKyVFXAghhLBSUsSFEEIIK/V/2jQ6pVxP8OQAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -916,7 +908,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 11, "metadata": { "scrolled": false }, @@ -958,12 +950,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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BqdrAkUce2cSoiYh6R9Fc64+2YvtKqR8C+CEAnH322WqJmxMR9Tyl1JeXuH5j0c8KwO9XuN01AK5panBERF2kbQ07W92ciPP7iIhq0tK51kRERERErdDO1Ua4w0xE5DPOtSYiIiKibtS25AV3mImI2o9zrYmIiIioF7Ss54W7w3wugFVCiH0AvqOUurrCzbcAuBjODnMawDcAZ4dZCOHtMAPcYSYiqgvnWhMRERFRL2hZ8oI7zERERERERETUDO3seUFEREREREREVDcmL4iIiIiIiIioozF5QURERERE1OGUUrBtG86Me6L+w+RFm1UbdGzbhm3bPkRF/Yh/b0REteF4SUSdQEqJ/VdfCyml36EQ+YLJizaTUuKBu3/IQYeIiIiIiOqiazx8o/7Fv34faBx0iIiIiIiIiGrGo2ifsRSViIiIiIioe7D/iD+YvOhgjSQ2mAwhIiIiInLwIJNagf1H/MHkhU84kBIRERERLc9S+9S9fpDJE5f+Yf+R9uMr3mKVBhSvcadpmhxwiIiIiIgaUEtyggeZRL2Bn+Q28jLDcBPDtTTu7MdsKqtSiIi6F8dwImo3Jica04/HGdTd+ElvI9M0cf9dzjKpxUkMz3IHkF7ZYeRyspU18h4v9Xe13OuJiIpJKXHjbVs4hhORr6rtv7Rj32apfTbuX7VOrxwT0WJMXrSZJjRIqbD13qthWfUNWksNcs5B/4+W3GFs5mBZ6+BQ72NyOdnylpPYyefzyOfzLYiKiLpNq3fsOIYTUT8q3t+tt9fGcvbPW5UI6dYES72vPZMd3YN7Fz7RxPxLX+kD08gHSdO0qvdr1iDkbYdVEu1R/J62+6CAAzpR7+m36ohmjmPdujNPRI527Nd448RS01k6bTzx4in9143qmUrU601dewmTF21k2zakWvihUErBNE08cNfiBICUElvvvbruD1K7Ewq1Hkx38wDYDMv5svQzSSSlxNZ7ruKATtRjuqE6olkHGf2WrCGiyqSU2H/Npr4bD2rdD2/27RrV7pNn7JvSHfgutZFt27BKEhhSSmy7/xoIIcrep7hCo1SlD7Vt2xAov71K28nn87Asq+b7NKpXzuI3MmA3koAofpzSA41W9qoofZ/qfWwi6k6Vzrb5Vc7czKRDNyRrltIr36FEfit3oNopn69a4mj1flizK7Ub0QnVEJ3yN0Hzuv+bvAeUS1DU8mFv1tl4KSXuvfNfYZrmknEsdzBrVQVBsweXZj9vTzt2nr3XwmsM20hzz3LvExMWRK3VaZ+xTomnkXGzU2L3NCseVpAQtU4nHCw3Iw4/D7ib/djFSabicbTWx1luPLW8F532fdPrmLzwgS3loukjNd3PtpHP5xd8QBafEZfuh0jW1yCzSoVH8eN36gF8rUmRThxgmh2T91pYlrVoukc9j9ULZymJqLNYloV8Pl/TjmQnjtdLaUXMpdvk2ExUu/mD19puX23qQDMOzGvdRrU4bFl9H3+pA24vBsuyFm2n0b55xSe/mpUAcrZX/nWq9XHqiceWsvCaeK9DLX1Llqsbv+v8xG/ALtToH3kvfzjqnSrTCtWm8TRSxVEuWVUrb+eW/UiI2qMbP0NStj9mKSVuvmOb72c2gfrfs1YsVb0c3fg3R9RsS30OvP4WSqnapmNUSQxIKbHnR1eXrVSu1XIO7us6ASVExedaLQYpJQ5ce/2yxmh9icUDgMrPpdzllW5bNcFTlPiodLtyMTby/hTHV8vz4lSU5WHyosN4/SdM03T+sFH/2SnbXtwYtFa1DIyd1rW9U3bgSqs/vLhaOUgtlQU3y2TVa92ukvNf9FLVPwWFiGrXKeOYp5Vjc7dWDrRqykatr7U3HjcLd6CpX3gHr82oCljuWfh8Po+ay0AaUKiAUAoHrrmu8FxLP+/VnsdSSYFq45CXNDBNE7v+9arC8cxS96m4L1slmbRUBcpSKv09NPoe15qg6JTpSd2qO/cgephzAPwjp+T/vmtgNWkHsrgMCmjGyhc/Kvuhq6ckuNuVG2zL7ZQ3e7WOeqcEOfep7+/IS1hIKfHAPVfBthtb+YaIyvMzWdHpSeNmNJFuVXzlxvh6Hmu537033b6lad+v7J9B/ajcgelyxotG71tpLKg2zaX0sbx97nLTP4CFz7WRFVbqTayWPpdam6I2e7wuTPmoUF1Y/HjlYrTcyuf5HnKq7hiXSlBUSpB02omMTsTkRRsopWBZFizLqqmSolDyX0MfilqVJhy8KoFGPySVVp/wDtRN06w45aGRg+92accOr21Xnw6Sz+eRy+WW3MFtpDFnIzvO3t+h9z8HVqLa+HVmu9UNjFvNO0jvloPqel4fKSWu33xfw2Xnza5a6dYqGKJ6NXKWvpVjuJQSe666pjAWFO9He9NclhpbpJQLqiuWUm9FQa1j21KJkeLXsdYGmPVMmy6O07ZtmKaJ/dde1/AJYKkUxjdVnzqzVC8V27YBhYp/P6x8axy/tdpASon77vxXbL3vmkWlYrlcGqm5GOKxCex660Xs2fUKstkUpKzeI6H0g1rLh9PbSfFur2laIalROkguZ2e1lp2hpUvI5pvmVMool26jUlKknufSzJ30xfE5UzFqeZxq1S3e85TSqYawLKtss9JylTa2bS9ZBeJl8mvIsxFRFVJK3HDrAzBNs+El7ypdt1RJavEZ9UZ2khrt75DP58tW39U7tlb6HimNa6nvx+LL2rmTWO35ln4XL2f7yz3rS9SNyu1fVWrsWKvSg9HCQbB7oO2Nb7U8TvFn07Qqf0YrJRNq6RnhXa9ry+/31ox93wWrgpQkikqTLJVWEGlE8XFC8ck8XdMWxFHphF+1pJa3XVvaCypcCkkYN8lUGo+3vdKpO8WqXUfVMXnRIsWDTumgats2Jg/txvNPb8f/+q+X4vmntuG5px7E1f/3j/Cj7/0HPPnLu/G337kUr770M8xOH4BtWxUHsFp3MIsPnEsV7yT6kQkstxNm2xKmaS44KPd2iovvs+D+RQNQuS+25SY2WqFadrm0WsMyy0xT8aoilkgYSSmx9b5rIKUse9vSrPi2+69lNpioCYRASxpUliv5XziezR+cNjI9QEqJzXdtb8uOVS3jsHcb77l4v9c7TrVjzK/1MWqZZtmMHfty92/2FBSidiqXxFRqef3GKh2MNtL/oBn70qZtY/81mxZUMhcnWKSUOLDphgWNSCud7AMWJniqVTUUv5bVLNrPLpMEKI6rOMdSXJEupSxUHC9+ntXHRu/5eMkRy7LKVoAo5fTg2HfVtWVvU22c9F5j7/fiqpFa/jYa7S1ClfFVa5FKS3cqJfHWa7/Gm68+Btu28MGPfAknnPIBnHrGuTjhtA/hS1//Do476X045YzfQioxgzde/gX+6W+vxI++90dIp5LuNooPNFXhoLRZcZeemV9q2aTSpEhxBUQjZxSLNVLSWhxvrQNgLTuH9exENuOLq55t1DIVx0t0VOquXPy+izqnLPmdBCLqZEslDJu53WLFCd9GxtLi+5Q70K71c+/tqJqm6e5cW4XYKiWVq0+Zk8hms4WEzFLJ6fnKs8YaGNej2vtaelLDtm3ccmflBFGjB2G14pQR6lblpkuUO9tffJBay7SRaqtSeAfYlQ7sS08CHbj2erfqrvxBcrkTm6XxlcYjpcT4dTcUpkMUNyI9uOn6ilV+xd8F1ZSLodL4Wu4kbeltpVIYv+6GRWOcVAr7rrkOB67ZBMuycOC6GxfcxjTNRQmGpcZB77Uo9x5KpXDg2uuLqlVqW6Wk3PYq3bf4O3K+sq16tXXp0qxUG35ztVBxaai3+sfed17E7PR+HHn06TjrvRfh3Au+ilWHHYmxlYdjdGwtjj/pfVi3/nh84rN/iDPeezGOPfH9GBpZhXfeeg5//1dfwdZ7foDxA+9gyz1eB9/6sqOl1Q3ez8WDQukOjZeI8ToGL0cjS3/W29uheMpFpekXy20YtNQZM6/R5XKSSqZlY1tRYmqpMt9aqkts24Zll586sqiPiXdQICUsu/wKNkxaENVm0U6dbHzJ0PkxsfJUv1qWQV3qNsXXSylxy53bYdt23c00nee6BTfe/gBuvmNLTb2fFj72wjiVcqpChKitXNp7/Foetxbea13ue0BKiVt+XP599aodLCuPm93bVOoftTj+be53Wm1jcS1jc6VtefdvdKluonaodgDqjZH19I4rPWgtJqXE/murl/hL6SyjmkqlkM/nF8W3YF+sjv4bpfurlZ63EKJsoqB4rGp0n7TSSS9vSdVq1RpevKXPWdc0Z2qHbaPczJfS+5X2CCmVtyxkMpmy03RsKRc8xnJXKfHGx+K/l+LXw/t7qWX6ZCONVPtdwO8Aelnp2fBE7BAOHdiJw9Ydh/VHnrLo7LaX2fX+gDVNw9iqIyAArFq9Abadx69/fhd+9eiPYYSieOWFRxEIBCGEhjtviUEIgb2734BlpjExvgfPP/0IVqxah8GhMQQCYZhmDsnEDGzbhJISycQsZqbHYZkWbGnjwQc24aJPXVkU//xUDmk7Z86EEGV2tpznqev6gkSN95xs217yDI83KJbbvpQSD95/Lc676HLs2LIJn/rcvyvEpet62e0Vb6PSCiAP3P1DXPjJKxddVxwTgLKP4UzDuBqf+PS3oOt6YfD27mfbNgRE4ffS18R7n4PBYNUEiijuFK0Utt1/DUSZnKPXI6TwXJfYRy9OrBWbL/HLI2ebyGbTZV+T0t8rvQ9E/Wx+XCt/faWVK4DqnynvILj04N0bW+o5o+7thOm6vuTnWAgB0zSx+c7t+NJnP7bk7YvHC03TnHFQLL6NN5YvtT3vjKa3vXpomrZoWKzltfYes1JvkZvv2IYvfuaCBdsrjc3bhmVZUEpCKolgmemamjvPvTip4V1Xa6LGi6P4+7HWcZrjOXWDpRJz3vXj191Q2A8DFh+w2u50heK/d1tKCMx/5pwx3LlOE6JiAqDw2S/cR0Ep76C7/mbqtpRQSkLBGXOnbroFG/7NN5fcjl60b2daNoL6fGXG+A03IRQILrkNmU7D3n8AiVvvgD2XhAhHEFy/DhOvvIp1f/B7EIH5Q8fix7PTGaR/8SvkX3kV2ccex4FHfgo7mQQMA9N79sJMpZF89nkMnHJS2cctfl+tTAYqnYY1MQlVtG8tSr9AKqj0uhdXidT7XVlpu8V/V8WJJV3Tal4Sl9NH6sPkRZtIKXFw3+sIGmEcsfE0APNL8XiUUnhwyyboegCZTKYwiAlNQzg6gvMu/BrOv/hKvPHKY/jVz+9FNp1ALpuCkhI730hBEwKZTArPPLEVlpnHrreeXRTH47/48YLfn3tyCzRNR3RwFEPDK/Hay48hm8uWTQxIKbFj63X4+CW/s2i7lb5MvMTDRZf8m5peo0q3nd+RW3wA3ShvW95zNQyjUL4VDodr2ILAtvuuxqc+9+8q3qLSa7J9yyZ87OKvY/sDm/DRi69AIFDbR1ET2oLXoHjQ9KpMbClhmzk8/ot78PrLv8Q7bz4FyzKRz2eRzyYQi01hdHQVLMuErgeQz+eRiE1iYvwd3H3bd/Hicz9DNp0AALz41DYMDK7AuiNPwsqVh9cUIxHNk9JGxezFMngHusVM08Tmu7bjss9fvOT9y1WelSrdoVbKqSrwduqLD7C9A3xvTC0+IK/nwLuaBX0ahChUZJR+V9WaNC+9j5c0KI7X67Hx5c99rNI9qybSi+P+wiXnV7z+1rt24Gtf/DhM08Qtd27HFV/6ZOG6zXduQyBo1PxclsJmndTLCvt1mlaYylAtgbBg/JISUM5KE2u/fjkOXHt9oTrAtG2M33gzIoZR8fMjlcL4DTdh5Wcugb3/AOY23w7r6WdwKBaDsG3Y2SzsXA75vfsw/vwLsCamMP7ccxBCg5lMInrWmTAOXwf74EGogUHY0QjGr78RRoV9RKUUVDaL7Esvw9q7D9KWSDywFSochnVwHPrQAMxkErZ7/0rVETKXQ/rpZ5H8yU8x96tfA5aF+C8fgwiFoHK5wu3e3vEIjCM3IHzsMdBXr0bu2eew/y/eQv6d3ZDT05jesg0iHAYGBhA89WTI3XugcjlY7+yCPDSBiT/7C0DXoY0MQw0PQ4ZCmE0kIV94EbNvvYOZWBz2zAxk0pkmf/D+rQCA/T95FIF1a2HlskiuXQN17DGwQyHI6RmkH3sc5qFDsJ59DtO7diH/+psY3/EwpG0DQ4OYW7ESKpOFCIfmp7EoYPy6G7H+m1cU8gvFfye2lIu+t+eT5/Uvm1qO97dWa4KL5jF50SZziWnMJaZwxMbToWnOTo5UCg9tvR6GYRTORlXa2ZJKYev910CDwIWf/CYmJicAqMJO1oWf+AaEEHjg3qthmyZ0TeCs956HTDqOueQM5pJxvPXGszjxlPcDQiAcjuLlF36F4088C08/8SCSiSmM79+JzZv+EkJomBzfiRNOfh8OW7sRI2NrIaUNJSUEROEDnMmkYObzSGdTSMSnMTg4BKEFinZ03Q+lWnrnztOsObgLpsQs6smxeNqMR0qJh7Zch4s//TtVY/F2zqvdptoOdPHyo8WDYLX72LaFfC4FM5/DOzufRygcRTqdQDIxAzOfxcF9b2J8/5uYmtiLRHwCABAKRbHymNMQCBjYu/tVvPjcT5DPZQAAzz21A+HIADLpOUjplIAboSiiAyNYuXoDgsEwDj/iGDz5q/vxxks/x+EbToKUkmfliFqk9Kx7JaWJh2KVqjnKla9WmzLglQHfevcOfO3SjwNwEjGaphembXhJknIH+LZt4uYfb8HXLv3kgjFDSrtsT53icTCfz0Oq8r0sNE2DaZoQmg6p5pMXxYloZ+rGVlz66Y/CMIzCgYkqei1KqxO85/DVSy8ubG+p19R7PsVVd8DCpI/3Hb24otCu+Bilt13q76HWvxsvRtu2C0mg5qfViPznHRAWPuvSXlAJUXzA6JXtr/7qVwr31zXNaSaZSgHZDNJPPg01MQndMKCCi6sXCuPKxATEm29h5v6tgGXBFAIIhZDNZJyKhWAQCAQApaCFI0DIgDY0DAEFHJpA+qePIpXOzG84EIAYGoI5MoypvAklBMyXXoZMZzD5zLMw9+yFaZpI332fEweAmaeeLtw9A2DP1gchohFAD8CKRjCRSkOsWIHcq69j5robkd+9G+mnn4XKZqGNDGPwwo8il0xi5e/9W+jhMMxMFmJyErGbNyO4bh2sXbuRevpZ2DMzgKbBPnID7GgY2rpTsPobV8A45mgcuOEmZKWCGhuFLgRWffUrmL72eoyceQasN3ci+dOfQR0ch2WaSB84CEgJGQ4juG4twqedAjk8jOzrr2PwN85B/JGfwp6bg2bbkLv3Yvqf/gXTRa/9xEMPF14rO28CA1FIw4AwTah4HImrrgEAaIethtiwAYEjDocMBAvTbAK6m9ixLMjpGSTuugfy8Scg0xmMP/scrEQS2sgwkitWIPHqa4isXlX5704WVaJLCaEA6LWN0dWOBcol1vsZkxdtMnHwLeh6EKvWbFxwuajjYF0Tlf9wi1eI0HQdgUAAa9YdjWDQ+YBaloV0KoUz3nMBdmy9Dhd+4ps4eGAP3nX2RzE9M+l8SARw3Aln4pHtN2AuGcO2e3+44DF+9eitAIDH3P9/+ZNbCtc989g9xc8KTz92DwLBECwrD10L4K03nkAwGMLI6GFIp5I4dHAX1h5+9PwcPncHstIZodJEQ7kPeT3zmavt/EMIbLnnKnzsE9+o6UDd62Jcuj2pFB58YBM++vGvI5WcxX13fA8vv/ALPP3EFuRzGYzvexWWZeG1lzfiuBPOhGGsg2ma2HrfNbjwE99ALpvGXHIKW+7+Pna//SIO7NsJbz7Iy88/Unic55/cAgB48ld3AQDCkSGsP+pUXPSp38ULz/0MH/v416HrOrbfvwnnnv8lbLvvR8im41i95ghkMnPYt/sNvOs9H8HB/e/gU1/4Qzy09QZYtjNF6NwLvoZMJoe9u17Agb2v4d7bv4vPfOmPl0zcEPWjctOqpJI1N5fy+iV81U0WFCutbii+3NkRX94cXs/iPgdqwYG6EBoEajvA1twzlo1aToWAEMBt9+zAFV/6VNH2nKTL5V/85IIpFcXTPSo9Xj1xKCVxy53b8NUvfBzBMgc6ztm76j1K6nk8r7Ljsi8srLjxXr98Pg/DMBYkeZznKhdUr3DaCPWK3Du7kH/+ecjpGRzYsg2AAkIhxGdmYU3PIPmzX0DG41D5PGAY0GwbudffgNy1G4jHkUkkkXlgW6ECYOKRRwE4B00qGMDBN3cicuKJMA5fB6UUsrv3IP3U07DHDwHBIEIfORdmJov88CAMw8DabzgVtkopZLNZTN20GSsvv8z5/7IvwTAMjF93A0Yu/Tz0bA6HfnQ1ZCwOlUxAJZKwxw8h8eBDgG070ygiEWiHHQPtyA3QhoYwfMknMPuLX0IEglj9xS/ASiQwffudCNo2Bk85CflDE5h75lkgk0Xqscch43EAwOyLLyGw5jAMfPi3Ef2tD8A49RRIAJM33oyJW2/H6su+jPFbNmPd5V8FNmzAwBc/j8mbbsH6v/z/oGkaDlx7PVZ/9cs4eP1NkLaFwLHHQLgH7roQsIt2i0U4hNDZ70Hy9TcROve3kcnnEdQEVn/tMoxffyNWXvZlRCIRAEAmk0HqhpsR338A6sTjAaWQU0DwlJOx5uILgckpTNx3PyAExj5zCYx16zB+593IWVZhCoamabCkDcQTEAcOQu7bDzz9DOxnngVWrYQYHgZCBvJ5C+Ovvobc629A5XLIAUA0CjEwAH1sDNZsDPau3Yj/4EcAgLQA9j/+JLTRUZgzMxCBAKanpiA0Deau3UiOjiB62qnu+CrdCiCJvVdvwuFf/9qCSuv5CvzF08cnb7gJ66/8BgBgz4+uxvpvft052U1MXrSSd8AtpY3Y7DhGxtZC1xe+5FI68191zO8sFB+Me/O7vJ3W0nJWYH6nUQgNSi3O2m1/YBMuuOhy52B663XQ3G1IpbD9/muhe+VkEDjqmDNw5DHvwkWf/CYy6QQmxvdgemo/nn7iQWw85nTsfvtFHHvCmXj7zRcAAZx0yvvxxmtP48RT3gdNAKaZw+svP4ENG0/CW28+71Zs2BgZXQ0zn8Out57HXHIW//x3v4PRFWtx4snvx8ln/CaOPuZ0aHoAUipsvffqRdPElFKwTBOmmcPE+G4k4tPIZjMIhyOIDo7i17/aCl2b3xldUA5dZafetm3ksmkc3P8mZqb2I5VKYuLg2xgYWlHoaVGu+dHCnU6nOeeFn/jGouvz+Qzu2vx3eOm5nyJohDE4NIajjzsTu99+GdK2ML7/Tdx5898AAEZGV2NoeCVisxN4+dkdmEvOAgB2vWlgw8aTcfiGkxGJDkEPGm41iYK0LZxw8nvw8gu/wnve/zHs3fUagkYEUkmsXH3E4r8nTUMkOoTh4TGcd9HlME0TO7Zej/d+4JP4yfabyu60anoAR2w8A4YRwdOPb8PI2Bpkszl84jPfKvuaEtHicaLSNIpylQWVtnXLj7cvmr7gVQxc+unzcetd26AHgmWnhEglFzSYLI1NSgkFYCaWwMTkDKZm4nhr1zhMy8Z1t25FNBLCgfEZrFwxirChQ3O/y7ypj6UH35ZlI5XJ4K1d+xGJhGFZNjS9fPK9+LXxxqBMNo+nn38ND//8KUAI/OQXT2PtmlVIZ7II6IBtmUsmUIuvl9KGAhZVVXgH98VjX3FC2tvR9Jb0qzRVpfg2tm0BQuCWO7fjy58tP91EKYnb7nkQoVCk7Ovhzccud8KiXAyVejvdeNv9sKWNr136ybJx1NLYlUkN6hb56WlM/d9/ReaXvwI0AYyMQoyMQMGZXpF//gXI2RimX3wJALBvx8OArgOWhfQdzgkgaBowOoLIOe9DdnIKaiAKEQhC2hbseBz6XArKshG75z7A/WwIwwBWjEF/79mQh69F9EuXInH7ndDl/LTeA9dejzWXX1Y2btu2C40mjeEhaKtXAStWFI4DggEdq792mXNQe+PNAICVX/0Kpm7aDE0A4bPOhHjxJQgI6CvGgJFhYPUqBAwDI5//LPL5POY2XQ8AWPv1yyFzOcRuuR2H/5uvw3SnUoydcboTi9uIUi8cWwhM3ngzAm6/jOLLpVI4dP1NZU8G2lJCKkAvGffr6e+gewkI92epFOSKMUTWH47g88874+AxR8M98im7bX10BBgbhX7aqbBjMWD/AcjxQ1C7djtjWyAA7agjMXjBechOz2D17/4bHLj7PgQ0gdVfvxyHrr8JUtoYveB8TF57HQLJJIIjI7DiCai5OSjLQi6VhpI2VCyO5Js7kQSASBhYdzjsjUdCuUkMoPhEhLMc7vj1NyISCpV97o28Zv2AyYsWKN1p3bf7NdhWHiMr1i24nXQb8gDzzXkA5w/7kQdvdHaaGigRklLCFsD2LZtw8SevLExNkEq60xXmB5lylR/ejuTA4CiOOmYYRxx1Mg4e3Ivf+vAXoRTw4Y9+Dfn8Jkgl8d4PfAqxeAxnvffCQsY0OZfChz/2NVjqBggAAV3HRZ+60kkU5HJ44O4fYC4xCU0AT/zqPjz+y3ug6wGsWLUe+VwWQtMgNGfqyviBd/DCM48gGZ/GLx/dDCiFJ39516KYNS2A4dHDsP6Io3HK6b9Zw2tkY3bmIO646a/xxiu/dnY2SwQCBhIzB3Dcie/G0cediZWrjygkkEoH6tKO1qm5GHa/9axbcRPA4RtOwpr1JyAajuIjF34N2+6/FhdcdDke3nYDjj/pPfjZQ7cgnYrBCEWhBwxsPOY0xGIziAyMYGR4BS665HfwwL1XQ7jvj1f5IITA2ed8HNPTUzj5tN/E5Phe929pPmEhpcSObdcviNG2JUzTxLYHroUmNOdsq6y8AyuEwBEbT8Vha47AI9uuwylnnMsdWqI6FPc1UEohk8lUnLZRPO3A66yu63pRAzlVcnun8dxSJaVzqTSu3/wA3nPmyZiaieO1N/fi+5vuwvRsAnv2jiNXZgUrXddw8NAsMtn5ec8hI4jRkUFEIwM48og1CIcM7B+fwt1bf4Zde8exa89BHJqcAQA8+thLhftFwgYGByIYGR7A40+/jA3r12BwMAIzb+KWO7chlc5jZGQYr7z+DianY3j4588V7vvK67sXxDQ8GMHw0AB+8stncNzRG7Bm9QoEAzoyuTymZ2IYn5xFOmviqhvvRTKVxju79kEP6BiIhPHEs6/g9JOPRSQ8v8PofG/PL6V68x1b8PlPnV94TaWUuO2eHTBNiV8/9TJ27T2IyekYXt+5G48/+zqUgntWNYdAQEcwqCNkhGBZCgMDEby16wC2PPwY3nh7v9NvKKAjGg5hZEQiV7KEoTfl5iufu7jm8bV02UIvueE0Kq1vPnW56Toc76nTyVgcB37/27CTSQxc+jlYuRysQBBQCgoKpmUDAghrGkY/9EFMbb4dA8dshCYlUq+9jsGLL0LsqaehIhEEDQOjX/0yxq+/EUo6+1tK2lBjoxC6jrGvXYa523+MtV/4PJSUyBtBTN10C6QCVMn+5PzynIubhxZ/biv1o2jqa+QmG1Zd9iXIgA6paYBtFxqNet8xgIIt55Pc5Q6evamFAU1fNF6Uu21xP4lyq4t4SpcZbRYhBMToKPSxMdinngIohWBAh2lLSKUwdPllMG/eDIyMOFOMpHCnHElAAfrqVcC6tQgeuQGHfeMK5PN5zNy8GUJoWHnZl5ymqNffiBUXnAf5xpuY2XwHsGsX8m+/jX3Pvwg1NorMaadAO/547L/zrsKUvaUSE8WvHTmYvGghb/3e115+DEIIDI8cVvN9F54xckqPnH0orTBgLHisMpcJiKoDynzyRHPnUzkfJeVOd7jg4itqnkfrxeDdf8eW65zEixCw3KSFJxIdwuCg04B0671X4fgT34X9e17DxKE92LfndUhLQkkb6cgAND2Aw9ZuRCAYgq4bCIUieP9vXoxIdBhSAlJa+OWjdyE1N4vY9AHcefPf4r5gCEMjq3HYmvVOj49CfBb2730TLz73KJ57cgcS8SlEosN49/svwomnnIPXXn4SHzj38/jZwzdjLjGD+Ow4Dux/E6++9EsAQCgcxerDjkQ+n8MpZ3wQ05N7MTy0Avm889wsy0IqGceOB67Gr39xL/K5DFav3YjPX/af8dxTD8G0bFjSLkzvcd5nHes3nIj1R54EXdNx/sWXY/v9m/CxT3wdW++7FrZtQQkND9x7lTOOl1TeVHpvlFJ4eNsN0HRvGaqixIWUgDbfubm03NxLfgDzc88BZ+D/+Gf/PQ7sexNvvPoYYrMTGB2r/W+aqNfUe0CnufOonRU7tsEIhRdsB3ASq6Zp4uY7tuJLJWftvYaZl376ggWNQJ3pENswM5vE9GwSf/8vN2P3vnE89cJOZHN55PMmMpkc7t76CwDAo79+AYDzmY4nM1g5NoIVY8M4+6yTsWJ0GGMjg1i9chSP/PzXCIXC+MrnLkI2m8NVN96J2XgKsXgK8WQat97z8IL4nnj2NRy2agxHHbEGo0MRRKMhfPA33o2f/eoZZLJ5JFNpJJJpTM3E8Q8/vK3sazQ0GMUJx2zA6pVD+MzF5+KJZ14ChEI+byGTzSOTzSORTCGRzGD/wSlcfdP9VV/zN3buw+pVo0ilczAtG/tz03jjB7dCCIGNG9bi5BM24tSTjsHxR69fkEzSNA3pTBa79h7Cznf24V+uvQvPv+y8ng8++hSCgQBWrRxBIKDjqCPWIhDQoQkNb+3ah1zeiTM5l8Ejv3ga2ZyTnHjh1bfLxvjor57HQDSMyZkk1h62Arv3TsAwAnjptbcxEI0gMZdGIBBY0OC7lDNVZb7RZ+XblZ925DWrLtWMqUhErVDcXyD7zi7kf/oo9KEhrPk//wv22jWY3Xw7lJILVqjQNQ0iGIRx3LHQj9yAka84UzbMTdcj8v73Iv7661BSVa3YlUrh0A03YyAcgj4y7BxcZjJlbwtUP7sulcKB627Emq9+uepzLbdUaWG/v2j/zqvaKtvjSCpoovzBsmnbOLDpBqz52lcwfuPN0IUo25vIewxvqewaF9NwYqhxaqNpmjhw/U0I6ppTveHGXSmWwjQ4twFmpbhtKZ1ErtAXXR4sOv7xVpQpXYWm7PgoJXQNhcSFUgpYuRLRD69HfM8+2Nks9MkpGEIg8+RTmPrOf8MUABgGMDQENTQINToCddRRS74uNI/JixaTUuLZJx/E4PAq6DUsUdSo8mfjFLY/cG2h1Kue7Whu07MdW67DBRdfUfU+5ZqTiaIl3wBg+/3XQkLh/I99zXkc70snEMQJJ78fJ55yDpRS2HrftfAakX704iuw/YHrcP6FX8VD226ElDaCgQBOO/PcBaW+b7z+PFZKG0cdexZOO/0cvPLCz/Dskztwz23/GwAQCITw4jMPIpNOuBUWAseddDbWrj8Rn/vKf4IQGnZsuQ5CD+Dnj9yOUHgAkcgwVh52JD7y0csQj01g+30/wooVh2Fqci8mxnfjpw9eX3j+zz21FYGAgaceuxv5XAZCaDjp1N9AIDTkTNEYWVWorJFSwOvO6lXDeK9HtbOmmnCWGVxqHWjbnYbkvQceWbL9Wr5EvARIcUe3YNDA57/65/j+//k9bLn7+/jKN75TdRtEvajctIJy42C5cTmZTOGam+9GOptDLi+x+a4dyJsWlFIYjEawe98Enn7+NSTmUshmcwiHF+7wlia2X3z1LTz/yts4cGga+bwFIYCBaBghI4jD16zEwEAUwYCOd/YcwHvPOgWvvfkWouEwPn3xb+Mnv3gSX/rMhQgGg9h85zZ88ZLzAMxPBQkE5nfegsEARoYHMDw0gKOOAAKBID7x0Q9i34FJ7Hj01wgFg/jK5y/CQDQM27Zx+z0PwpYSp590NN7etceN11l2UAgdH3jfmTgwPomfPfYszjr9RLzy+lsYGhrAlV/5lHP/e3fg2I3r8fzLr8OyTEQjIQwNRku2I3Deh87B/oNTmJyeRd60MDo8hHAoiMefeQHRSAiDA4O49JLzcfOPH4AQzuoD8WQaa1avwitv7MKDP30CWx56DIBTUfLsi29B0zUcmpjGPdsfKzz/FWPDGBsZwIqxdfjCp87DsRvXIxAI4Kbb78clF51b6Cmx+c6tzk40AMMI44ufvgBzcyn8+IGf4HOf+Aju3fpTmFYetgSy2RzSWRMbDl+Lx59+Ga/t3I1fPvFC4TGffmHngvf+0V85z2l4KIo1hz2NU088BuvWrKzYFLT479WyrMK0oZt/vAVBd/USrynrV79w8YK/19KEHCsvlkcIcQ2ATwCYUEqd5l72dwA+CSAP4C0A31BKxdzr/hzAlXB6MP6hUmq7e/mFAP4RgA7gKqXU37T5qXSMwn5MJouZv/k7QGiw330WsP7wwnSOivctc8KvXt40j8K/Kvtnuntwvbin0MJkwvz3SMljFSUXqnFWO7kZK774+UKT0qV4iQ0vjqWW+JRK4eB1N8KSttPXQggoJQsH/qV9fkorKUpX8vAev/g7tNZpElIpHLrxliWTPwuer5vEEBBFVe/zCymM33hzfVkZl65pyFuW0xPkG+5xUzAI/cgNWHXFVzF+9SaMvvc9UPsPYHb7DtixGMT+A1C7diP34suYjUSw+vLLnGlMqD3Z04+YvGixbDaFTDqBwzec4mSAK2QE6+Ut11PL9rydkfm16mtvcFk6raTch0kphYe334CLPnnlgs7tpdvRygwG3kHAQ9tvwMcu/npNz6XcAQHgTm046mQcdcxpEHoEp5z+fux55yU8/8xPcfj6YzE8shIHD+7C2Ip1+Pin/y223+8sS2uaJiQUhFr4fL3YnnhsK9asOwYf/fjXkc/n8ZMHb8IHPvQZbLnnX2Hm08imkzDNHI7ceDJisxO45NJvY3BoBbbcew287tbOl4gCaujtXsj8lnzpVHrPq30JN9rwzqv0cZJQsnCZbds4bM1R2HDUqXj1xV/g1Rd/hZNP/wC7IFNf8RokFldGeM02v/y5Cxf1T5iJxXHzjx/EL554AXdv+/mCEtDX3tyDQECHAJA3nbNZz7/inKH/6a+ex4qxEaxZPYY1q1dgYmIauq7jzgcexZPPvYHJmTju3/E4dE3DYatHsXb1KFatGIZhOI2aP/vxjyASibjJgIfxiQs+gERiFkJoGBsZAuA0tbz0kgsqTmGpZiAawXFHr8fzL48BSmEgWssS0860j2M3rsfGDWux78A4zv/Q2ZiNOT1+br37QXz24x+uaewSQmDN6hU44vA1zgokQiAYDCKXy+GNt5zX0BuDgflqtVUrRvC5T5yLT9s28nkTu/Ydwmtv7MLjz7yM1atGAQCWaeL97z4VRx6xBq+9uRtf/uwF2HzXNmiahieeeQHHHX1ETc9VSok7H3gYwUAQIfd9EUIgGNBgDEUxNhrEZz/+21DKxmWfvxiZbBbX33ov8qbEuR84G3nTwsM/ewKmaeKIw9fiyedexaHJWfzohnsBACPDgzjpuCORSqUwNDSAN97ag5ARhGlZsCwb07MJmJaJf/zhZggh8L6zTsX4xCwUBAKahkBQw0A0glwuj9vu3o4vXHLBgkSF18eDDZqXbROAfwZwfdFlOwD8uVLKEkL8LYA/B/CnQohTAHwJwKkADgfwkBDiBPc+/xfABQD2AXhSCHGvUuqVNj2HjjTxj//sNMr8wG9AHxqq677lpkgBSx842lLCshdWK9lyYZVH6e2FWJykKJ0aIaXEoetvAoQoJEN0TRQaYNZCCIHJW26tmABo1kFx6XOVSmHypluw9vKvLrr80E2bEdBEoaoBbsLDm5rh7W/P3HIbVn7lixUfszgRa9leVYYoJHy8iIqnpnivfem0Hef1XJyM9ZbGrUXxe+5ViQT18q+7CAYROv00BM46E8mpaSjLhGlaCKTmIHa+jfjm25B54kms/cv/D2p0FJY9X1lECzF50WIH9r4JAIgOjla8jWVZaMffZnGPjQe3bHK6xjdwvGnbdmE1Co83T65S0zAhnESmk2GdrwLwpphoJS/A/DKrckGixbJtbL33alxw8RWFxyue/lJs7eHHYcNRJyORnMP5F34VhmFg+/2bFjxn0zTx4AOboOlOIyDlVTdoolB5EAgu/piEwlEMDK2Apq1CQNehFHD+RV/Dzx66BSOjqxdMofGmb1QjpYTylkQqnnZT4bbOjJzaElcPb78Buh5Y8H41skJLsXVHnIRsJoEtd/8Ldu58AZ/8zO+yCzL1lUqrawDzO1hPPfcafvnkK4gn0tA1DSMjg/j4BR/AgYOHEI0YiEbC+Nqlnyiq5ABuuXM7zjn7DNz/4M+QSuewauUKvPrGO9i7fwLJuTQA4MXX3kYkHMLha1biC5ech9feeAtCzFckeDF4421pwre0SsT72WsSWTqNpZYduQXlu3blZVgr3a/ca3jHfQ85c81V5fZP3sHHrXdvxxc//THcfs/D+MzHf7umxwacipITjjkCTz3zAk4/+Sh86TMX4vZ7dmDt6iFcdN77YRgGdu05UDbG4vgrrl4FQNOEW+GwveKSqd50odvv3o6QYSAS1nDS8UdB13W89sZbkEriC586DwHdOdz57d88G2+8tRevvrELr76xC1MzzuoBjz1V/Tj2yefeKHv5r59+DSPDAzjlpONw2knHFJ6naZq47Z4d+PJnL6y6XapOKfUzIcTGksseLPr11wA+7/58CYDNSqkcgHeEEDsBvM+9bqdS6m0AEEJsdm/b88kLr5K39POTefY5JH/yUwx88fNIFU1PLlZcEeEdYDYrpuI+EdXGqVLegX6lA1PnwN47AK/cm84bdkr7IhQ3h1xqfKqVVzliWnbFaRyVEiZOs02JyZs3I6AHYCvlVHvo8wsITN68GaGgUX26u1I4dOPNCOgBaNp85cSk23ui2utfnAxajnqSP6VJLq9xa+HvUAjIoSGId5+FFV+7DLHvfg/7v/3HEGe/G9rwSEOP2Q9alkoXQlwjhJgQQrxUdNnfCSFeE0K8IIS4SwgxWnTdnwshdgohXhdCfKzo8gvdy3YKIf6sVfG2yviBtwAA0YHRBZcXN+isR71n0mWFxym3413pgLZ4B7h4u8U7tUopPLTt+qrTGrwDaW8QLew8L9qZk4UpK0pKPLTt+gUlXF7C4qGtlR/PSwAsNc0CqL5crSgkR8oP/KXXlS7putT2i5WuClKvSgcMld7rh7fdsOB19b6Yqv1degcKmqbhY5/8FmKzh3Bg75vIZDJN+XKk5uNY3DyWZSGTySCXyxU+r+XG44OHpvAf/uK7+Kerf4x83sJpJx2Ff/rrb+Pc3zgTn//EuVi1YgjRSAiBgNPozDRN3H7vDgQCOqKREI4/5ggcsW4VTjr+SPzuFZfgt95/Kv75r/8jLvrw2Tjvg2fgB//rj3H+B8/CGadsxFmnHY+Ari9IXHhj6B33PQTLspypDEU7UEop/Pj+h+E1ibvtngedhqJ3P1iYDlO8Yzw/D1gt2D4wP44729lRuLz4NsVKL/cev9z44Y31S06Xcw8gvPsspfi7yzRNbL5rGxbmgtXCgwK1+Dl5773zWj6yKMZycdcSW7nEiG1bKE5CCSGwfu1qnP+h9+Lfff0z+N9/+Qc4/4Nn4kPnnIE//fdfxe9/87P49rcuxX/83S/ivWceh7PfdRzOefeJ+NA5p+Mv/+Sb+OD7T8VHfutMnPsbZ+C9Zx6HM045Gu9510mYnI7jf/3zzfg/P7gVmzbft2hFM2qpbwLY6v68HsDeouv2uZdVunwRIcS3hBBPCSGempycbEG47SWlxP6rr104dkiJ6X/5VwTWrUV8bs5JGrtTimvZHynu99JIQkMqhUPX3QjLsnDoxluqPmalff5yj1spweLto0mpCtMlLLt6M0fTtrH/2sr7wsUVIOXGfe93e8E+f22vVbnn7E2fsWyr7HW10DVt0W2XbHq5xDFXxZ4WbmVz6WvjTcGz7PqP5SrFGnz3mVj7d38NZVqwf/EYrHRmYWVPhf2NftTKb6RNAEpT9TsAnKaUOgPAG3BK5FBSInchgH8RQuhCCB1OidxFAE4B8GX3tl3j0MG3YISiCAQXN+opVu0AuZjXTFMWLb+03Hl73mMXH9CWfpBLEw/eZQ9tvb5wWb07ZsXmmwzNPxfvAL70PoV1kZfInpZOAam10sB7PYpf24UdoZfeViPzKaVS2HLf1VBldoKbkRgoPhNbLmm08PGWWAUBCsee8G4ce8K7cXDfq9h631XI5/M17zRQW20Cx+KmkFLi5ju2Fg7wy/n5r5/Hn/237yOWSOHk44/Ah845DRs3rMFAdPGSmMXKV60t3BEPBgMIGUEE3Wow23aSKZV2TLXCGCoWJL5LEwxes2YhUEhklD7v2+7evuA5FycApHRXs6rjINcb8y3LqeIrVyFSTnGSpnR73oF+1TN3ZcbTeg/OS6tRhCjf3wTAgh3ecorfl9JtZLNZ3HTHA84yj0rh9nt3FH72busknbYjEBAYGgzjtJOOxvvOOhnve/cpeM8ZJ2L1yhGsHBvC2OggRkcGseHwwzA4EMZANIzhoShWrxzBUUeswbe+9imc/1vvwonHrscrr7+Dx556FZPTsxzP20AI8RcALAA3NWubSqkfKqXOVkqdvXr16mZttu3K9UHwDuLknj2w9h/Ait/5JnS3z4JUChM33eKu0rTEWKKcZpmmaRb2ees9seiNY7omGj4pWfpcK8Vden0tB/vlprIUb0dKiQPuUqdeQqQw1dythljw+y23+jImFL+2y3mdq923tHqlOGGx6LWQsmLCqlpzz6WSD8bRG7Hqv/xnqGwW8oknIe36Ekb9omXJC6XUzwDMlFz2oFLKW0Po1wC8SaOFEjml1DsAvBK598EtkVNK5QF4JXIdrXhnZPzAW2WnjNRzQFp6MNnIWflaLbXtRSuaLHH7cgfC5S4rTYRU256U9qKqAW8bxTt/xQfaUkpse+Ba90vKXrKsufT9kUph2wNO1l8qhQe3Xrfo8Uu3Wfm5qwV/I8VKl1xdSvFzLk5M1PMa15vY2bHlusI2PnLh12FbJqYO7YKUElvvuaqmahdqn34ei1tBKRub79o2P6WtaGfm5dd34V+uvRMbj1yHD3/gDBx1xOpCYsDrfVN2jFLldpiqX+Zdfts9O8pWBiyO26twWHxd8f20Mklh27ZraddT5jEXjnPFj1MuIeJcXt/ZpeIKiFvv3l7xNS59/Ipz3d1pkfWMY05i4aFFSa3S903K8u/hHfc9VPW7r/gqZ5vO0rLlKiOklLjlzq3IZrN1n6XTdQ3HHLUWZ552NHK5PP7if/7rgmVceeav+YQQX4fTyPMyNf9HsB/AhqKbHeFeVunyniWlxJ4fXV1YMtqjbBv2q6/DOOZoRN7/vgXXeT0fKn2mig9Kvf4GXm+c4oPX4t/LVUPYUsKWNsZvvBlWmRNW9U5R8ZIDpdvyttOs5IHXg8JyP89eNYRScsmKhtLfl5uw8UPx+1L6HhX/XprMKZ2KUzr9pNbXYqnbhU48Afq7TgcmJxG7937svfraZb/nvcbPWsCmlsh1Eikl7r/7R8jns5idPoiBwTHf46llh6MZVRy1bqvcAbPCwuTIwgPxhR/cckkTpRZOFVFKYfv91xYqGbzEgFfuVS/v/rIkk128wkfhsiXOIHqVLIWzjQ1mVb2EhJQSO7ZeV6jIKeW9H5Vet0cevNFZq7xMo9BSxdtYv+EEDI2sxvj+N5BJpxo6wCHfsVy5TprbyPbWu7fDNE2kM1l8919vxZvv7Me5v3kW/tPvfxmh0OJVnkwzi1vu3LrgwPr2e3csOFD2tivdMdJrcOZcVjw+Ojvf5ZINzvWyqJrBi7u5H9DSg9nSxINSzpSKSgmK5UxHqJSosW3LqVAovMbOMrK2vXSCpx7e94j3OEIAt9+7A7a0i76DyidoSp+HJ5/PV1yxoDTxAyx+/b3v1aXe56Wm9KwcG8ZZpx+L5FwGD+x4rHB22VsekZrDXTnkTwB8SimVLrrqXgBfEkKEhBBHAzgewBMAngRwvBDiaCGEAadK7t52x91u5SoMUr98DJibw8iXLi3bLNw7IC+XPHBW5LipkCQoTVoAS1dBVIuvnvsWT8fwkin1PFa9j1dtO0vHWX77pcmA5SQ4m3H/5U3JX/gcy71O3ook1ZJjhcakNTzGgvi9qqKjjoQ6bDXmrrsRMpNpaFpTL/MledGKErlO22HWhIZ0KgZgcb+LcpqZOGiGes7GF6ul7NfbfrnqiXqVTs8oPTj3lmwtt4NX6Tm2+r3wtq+5sRW/Ds7BxuK5gNViK55e02js5WJZivf6rV1/Asx8Fi+/8LO6H5f8xXLl2hV2KhZUKWgwTQt/+70b8MQzL+Pk4zfg61+8CIEqHZhLD9iLf/eqt4qbVt75wE8WVA6UfjybdTBebTtLTX3wlK8QUU1LFpTu1FaqSPEO3kunxRTfz+tYX65SohZSysI0joXbXni7WhM0FSsHK7zw5SpUlqquKZdEUqr8Yx22ahRHHL4KD+x4DMm5dCFRxzOAjRFC3ALgMQAnCiH2CSGuhLP6yBCAHUKI54QQPwAApdTLAG6D04hzG4DfV0rZbrXcHwDYDuBVALe5t+07qQd3ANEooh84p6H7L25oKRccWJZWOdRzUFytQqLcAWzplIRaeTEtdTBd6X61XNfINJpavy+q3b8Z0yTqqXzxqlFqfQ2rLW9b+n4WKqOVxORN1XujeIQQkKedBiEl1Ovlmyz3s7YnL1pVItdpO8y2lMimkwCASHS4oW3UeiBaa2VFPY9R7UC2eK5t+QZEladLFF9Xrgqg2nOu9fUoTWh4VQ7FA4lX9bCcBEqlREO9iZ9WTgOqVz2xSCmx7f5rMTi8GuHIEJ576sEld7ipc7BcefmUUvjRjffi+ZffxNe/dDGO3biu7FnAeg+Kiw/2a62WWCqJUS7xsVze8/J23GzbXtC0s9m85+A9V69ypd6Dau9+t9/7UEnVizeFY+Htbdsq28+ndLpGPa9/6e9OlcrDC76nin8vfQyvKsf5Xm2sukZKCcuykMtlcfOPtxa+s7zHOeWEoyA0gXf2jAPAoteLaqeU+rJSap1SKqiUOkIpdbVS6jil1Aal1Jnuv98tuv3/UEodq5Q6USm1tejyLUqpE9zr/oc/z6a9is/G27aN7P4DyD//IrSNRxUq1BrlJRpsKRcdvNZbnVCs0n1lmcdZzmNVmu5Reptyr1GlCoHlaDQRs+D+NU6NafaUlWpLy1Z7HK+Sp9Lfjtdbxbbn36dyTUsXTcsbHACOOhJ4ZzdUurgwi9p61NRvJXK57Bx0PQAjFC1c1q6z+s3YDsTiA/FGKzKqPY6TAGjO9iodJFQ629nMxEFxUqdcT4x6Nfpe1t9PpfE4naWpBFat2Yh9u1/FXDLGvhddoN/G4laQ0sae/ZP41ZMv4aTjNuDcD5xV8ba2beG2e3aUHRLqSfgVTwWpZSnS4m3XUqFRb4JDSrnoAHs5U1O851a94mDh8xBC4M4HflK4fa3PQdO0srFqi87IOiuplD7PengxL/UelCZDqlHK6XdS2gug+PrSSqFqSqtVACAcMvAbZ5+KfQenkDctAMs7UCRaLtu2kdz+ICAEtI1HNmWb3gHlcpIVjTye30p7OjTLcp9fp7w+tSrXFLVUrc+ptIpDnHgCoBTU2+8sN8ye0sqlUvuyRK44c5bNzmFkbE3LH7PZCYXSbRdXJ1SryGhFYsM7eF/qQN67XqmFq7Esvk39sS2VYCne4fbU23iz9PmVxrrcJEPxYzSaFCl+f72MvbedVYcdCU3TMX7wbfa96DD9OhY3Q7XEQjqTwyuv78GpJx6NE4/dsOD2pdMRgMoH9d4Z9kZ78SwV/x33PVz3mFxPQqU0MVxLlUm17ZerOFg6hsYGnaXiuOO+hwvJgXJLmPpdYVbteZumiVvv3r7sapuP/vZ7IaXCvgNTy9sQURNIKZF69Ocw3nUGRDRa1BeoSh+BZZzUq/e+9TbpbKbG+z1038kmP1/n5bClhGlVXt5WSrmgikOGQ8DaNVC7d0NVSFT3o1auNtKXJXLFB3i5TAojY2taklQofcxHHrxx2Wf6KynXR6JSHM3oY9Goak0pK922m7X7OXjvr3TP5j34wCZYlgmlJIJGGMee8B5MT+yGtLv7de01/ToWN4OUEjfetqXsmevX33JmzXzzyxcXLlNKFhpw1lPF4PWccZpbNiX0om3Xd2CvlIJpmk7So0owlQ7ga3keSqlF/SJKe4k0i9Mro/LSz8VVG6WEwKLnIt2d5mr3m6+yqK1Cplm8vznvvSk3hWn+trWtuLV+3WqMDg9gfDLWMUkb6l+5Xbtgjx9C8L3vgZTFK7fxb5KqK9fPo7jRaK37061KnHh/y6UnP+2jjgRyeWQee7zpj9mtuqs2pwtIKbH1vmugpEQuO4dkYrapB/OVDlhLd/aKz9TXciasWTqpfwPgT5Ki0Z27ZlRXtJooagoqSs5EHn/yOTDzWSQT0z5GSNRc5Q6k44kUDh6axcYjD8NDP/s1bOlUTZQ7SK4vibH8sqXSaQL1TgXxDui9497SA9bifhNehUQtfTqK+zI4t+mM74riWMtNsaj0njR75ZZqMVRS6bu9XFKmkcau3vbXrB5Fci6DVDqLW+7cVnGqClErKaWQdg/gjPe8G4B7prqOZpWAf2ftmWhZrBtfk0aqcbzbV7qvd9LgULm/5dWrgWgUyR0PF1Z9cvY3+ncKX2fsPfQYpYB8PgMpbYQjg36H45wxL2pYSdRsSins27PTWV99Yk9fD6rU+97aPY5gQMfRR64tVE2UJi1rPVhs1mohzVR8YF5tGsdylzrt9a+kVjzH4m16VS62XVvSpd7KCadXy4NYs2oEAHBoMtYxSSfqP1IpJLdsA8bGgJFh2O6KO/X0SGh2k8d61LuiBVA5Xj+fRzM18prUyu/XqJEVarRy1XJCAOsPR/7Fl3Dwh+wpBzB50TK5bAoAEAoP+ByJoxd3ONpZUVKrSl2d61mZpZHbdIKAEcLQyGGYntwLy7L8DoeoKYqXpLRtG+lsDhNTMRxx+CoEA86SqI00dKyWtFgqobGcpejq1Y4dpXLPtxOTOp2oNElR7XXzkhH19RPREImEMDwYwaHJ2HJCJVoWK5UGZmPA2jU1H/C2+gC23ioOP5pRdnp1Q7c16GwVXdMq/72uWwvYNuRBZ+Wnfp/Cx7+YFsll5gB0TvKiky2ngWQ7K0oKS9N16BdAJxhbeTjyuTTGD7ztdyhELbH/4DSUAo5cvwrA/JnwcqtUFOPBeHs08jovVSHRzPeu+LH8+Jto9ETG6lUjiCfTME0mpqn98vk8rEOHnF8OW80D3iJLJVDqWX6UOkNpEkONjkCFQrD3Ob22pJQ4cM11fbtPwU9/k5TusDqVFwKGEa1+R1qWdlaUtLoxaiM6rSpj2F1dZ+frT/kcCVHzeHNMTdPEvoPTWDk2hIFouOxtG1ktox8wedPdVow6U2CnZ5OLVtciagc1OQUEAsDIyLK24/d0Aj90a7KnH9+rsoSAWrcWcvwQpLsqWbe+p83Qv8+8yaSUeODuH8I0ndUXctkUjFCk4xpYdovlHpS36qC+UrLES15JJVu2XGw3MIwIItERvPHqk8hms+5yqjyIo+4mpcQtP96GvfsPIZPNY92aFVVv34vT9JqNyYyF/H49ylWfFMc0MjQATQhMzcR9iI76WWH/anIKWLkCNpypevMnDf2OkKj11GGrAdvG3Isv9f1+NfewmsjbYZVSIp/PIGhEfI6I2sWrylBS+rpcrN+klBgeXY3db7+IdHoOW+9hcyHqDZqm4bmXdwIAVq9c3pm/ftMPzTl7na5rGBmOYno2waoLaivTtjF+1TVAMgmxalXhcqkUJm9uTbNHolqrPtpWHbJyJQBg+oabC/vV/dr7gsmLJipuIGnmMzCM8mXF1Ju85FW/V9sMj66BUhJvv/kcz0BTT3nupZ0YHooiHAr6HUpD/D67T/W/B530no2NDiKRTCORTPXdzjL5S5+dBQColQur3vq5dJ76TDAIjI5ATU0VLpJSYv/V13bMd0S78FPfRFIqbLn3ati2BTOfRbBK8qLbpgMQ1WpweCWEpuGdN5+FbZdffYWo22Rzebyz5wAOc6suOumgkpUN1A5jI07fi2tvua9j/vapP6jpWShNgxoZ9jsU39W7wgmV15X9NFatgpqegczlChf1YwKv/55xiwmhQdoWpLQ5baSDMFm0UCtfD03TMTC4Arvfebkl2yfyw9R0HEoBq1Yu3HnupCRGI5j46E+NvO/Dg84+TSKZbkFERFXE48DwENCHB2pEHrF6FSAl8q+97ncovuIo0AL5fAYAqlZeEPWyoeFVOHTwbViW6XcoRE0xPZtAKBTE4IC/43q/znHtRP2W+AkEdAxEQ4glUn6HQn1EKQURT0Atc5URoq7nTpvKvvyqz4H4i8mLFjDNLAAgGGTlBfWnwZFVUEoiGZ/0OxSippiOJTAYDUMUXeZH1YVSCnc+8BMmL8gXw0NRxBNzfodB/SSVgrAsJi+ob3lTXEQwCAwOIvfGm0CTVjXsRkxeNJFtO39cZt5NXrDygvrU4JDT9yIWm2DPC+p66UwWiWQaYyMDfocCANA0sfSNiFpgZCiKbM7ETCzhdyjUL2ZjAAA1yn4X1N9sKSFHR5B76WXYdvdOV10uJi9agMkL6ne6HsDadcciEZvwOxSiZXvz7X0AgFG3YSFRvxoeigIA3t51wOdIqF+oWAxK04ChIb9DIfLf6ChELgeVzvgdiW+YvGgBM5+Frgeh6wG/QyHyzfojT8Lc3Cxs2wIA2LbNKgzqSm+8vRdCOGedifrZkNu0c+c7ewv9VziuU0vNxoGhQTbrJAKgRkcBAHJ2xt9AfMSRoAVMs/oyqUT9YO3hx0JJG4cO7vI7FKJl2bXnIAYHIggEdL9DIfJVQNcxOBDGr558satX2aEukkhADXPKCBEAYHgYSgjY09Nu826/A2o/Ji+ayGmoomDmmbwgWrv+eADAvj393RWZut/uveOFZSKJ+t3gQATJOS6XSq1l2zbyszEgl4Ma4pQ9IgBAQAeGBiFnYjhw7fV92bybyYsWYPKC+p1SCoNDKxEIGNi/p7/Xo6bulsnmEEvMYWgwUjjT3G9LZBIVGxqMIJXOIt3Hc66p9WzbRnbXbueXQSYviDxqeBgqkYCuabCl7Lupe0xeNJlSitNGqO8ppfCTHTdhYGgF9u5+re8GVuoN+Xwes3FnVYXBAVZeEAHAkPtZ2LP/EMd2ailz714AYOUFURE1NAhks1D5vN+h+ILJiyazbRNQCsFgyO9QiHylaRqig2OYnNiDVCrRl6Vt1P0SSac8fojTRogAzH8W9h7galLUOrZtI7d7D6DrQITjL1GBu/KOjMf8jcMnTF40mWU6WbBAgMkLoujAKKAU7tz8XTZ3o66ilEI+n0c8kUI4bMAIcvUoIgCIRsLQNIF9buUFE9PUKvnde6AGBwAh/A6FqGMoN3lhx+I+R+IPJi+azLJyAIBA0PA5EiL/RaJOh/DUXIw7udRVTNPELT/egsRcms06iVxOElphMBrBnv2HcMuPtzExTS1j7dtfOMtMRK5IGErXoRLJwpLV/bR/zeRFk7Hygmhe0AgjGAxjLjGD++/+EUzT9Dskorqk0llOGSEqIqXE4EAY+w5MQtO4G0mtITMZyKkpgP0uiBYSAhgegoonIJXC+Kbr+yqJzG+dJrMtN3nBygsiAEB0cASpuRg0weGGuks6k4NSwGCUDZiJig0MhDETSyDPhDS1SH7ffgCA4kojRIsNDUElnIbiep8lkfvr2baBaXrTRlh5QQQ4fS8y6TikZFd66g5eGeZcKgsAiDJ5QbTAgPuZSKWzPkdCvco8cBAAoKJRnyMh6kBDQ0AuB5XL+R1J2zF50STefCPLykMIDZqm+x0SUUeIDoxCKYVUKuZ3KEQ1kVLi5ju2YC6dATB/oEZEjoGIc4ImmUpzuVRqCevguPPDwIC/gRB1okHnc6Hm5nwOpP2YvGgy28whEDQg2BmZCAAQjjrNtlJzsz5HQlQb27YhhEAqnYNhBKBrHM+JikWjTvKClRfUKtahQ4BhAAGu9ES0yICXvEj5HEj7MXnRRFJKmFaezTqJioTCg9A0HalkjGfoqKuk0jkMRFh1QVQqoOsYHRlEKsXkBTWfbdvOtBFWXRCVF3UaibPygpbNcisviMghhEBkYASZdH+uR03dSSmFVDqLgSiT0USllFJYs2qMlRfUEpZlwRofBwbY74KoLF0HolGoZNLvSNqOyYsms6089ACTF0TFItFhZNIJv8MgqlnetGBaNqIRJi+ISimlMJdOY47JC2oir1mylc3Cnpxis06iKlQ0ysoLWj7LzCPIyguiBSLRYVhmDqkUqy+oO8ylvGadTF4QlTMYDcM0LSTn0n6HQj1CSon9V1+L/PghCICVF0RVqIEBgD0vaDmklLBtEzp7XhAtEBkYAQBMHNxVWJmHqJN55fCsvCAqLxIOAgDGJ6Z9joR6ia5pzpQRgD0viKoZHABME1Ym21c95Zi8aCLbygMAApw2QrRANDoMAJgY34UH7v4hpJQ+R0RUXTrjrJ0eDnE8Jyon4ib2Dk1yJSlqHltKp1knwMoLoiqU+/lQqf6aOsLkRRNZprOzy4adRAvpgRB0PYhDB3dBExx2qPOlMjmEwwY0LpNKVFbETexNTDF5Qc1lTUxAaRoQYuUbUUV9ulwqjyKayLTc5AUrL4gWEEIgHB3Cm6896U6v4tQR6kxew7h0OoNomGM5USW6riFkBDE5zeTFUoQQ1wghJoQQLxVdtkIIsUMI8ab7/5h7uRBCfE8IsVMI8YIQ4t1F97nCvf2bQogr/Hgu7WBPTgGRCCCYPCaqyG1oK5OsvKAGWSanjRCVI6VEODKETDoBKRXuv+uHME3T77CIFpFS4uY7tiCdySHC5AVRVZGIgYnJ2ULSj0npijYBuLDksj8D8LBS6ngAD7u/A8BFAI53/30LwPcBJ9kB4DsA3g/gfQC+4yU8eo09NQVEI36HQdTZdB0qZECmUux5QfUpLO3k9rzgUqlEi4XCg7CsPEwzx6kj1NGkUsjlrcKcfiIqLxoOYWI6BtM0ccOtD7CfUQVKqZ8BmCm5+BIA17k/Xwfg00WXX68cvwYwKoRYB+BjAHYopWaUUrMAdmBxQqQnFCoviKi6SAQqnfE7irZq2RFEP5XISSnxwD1XFRp26oGgzxERdZ5wZBAAkEknfI6kv/TTWNwsXrNOThshqi4SMTA9E0cun4emMSldpzVKKbczJcYBrHF/Xg9gb9Ht9rmXVbp8ESHEt4QQTwkhnpqcnGxu1C2mbBtyNsbkBVENVCQCpNN9VfnWym+aTeijEjlNaE7yQghomu53OEQdh8kL32xCH43FzZBOO8mLSJiVF0TVRMIGlFI4OD7ZNzvOraCcF69pL6BS6odKqbOVUmevXr26WZttC5XJAEpx2ghRLSIRqEwa45tu6JvKt5YlL/qxRM62TAT0IAQbDBEtYoSiEEIgnWLyop36cSxerrl0GoBzVpmIKvNWHLn93oegmnfs3S8OueMr3P8n3Mv3A9hQdLsj3MsqXd4zbNuGnXRWTlBhJi+IlqIiEQhbQnP7LvaDdtf49XSJnGWbnDJCVIEQGkLhQWQyTF50gJ4ei5crnclB1zUYwYDfoRB1NK8vTDbHBswNuBeANwXvCgD3FF1+uTuN7xwAcXe83g7go0KIMbfy7aPuZT3FTrvJi0jY50iIuoD7OVHuSZd+4NsExV4skbMtE7rO5AVRJc6KI0m/w6AivTgWL4dt24WVRlhFR1RdOBSEEPN9Yqg8IcQtAB4DcKIQYp8Q4koAfwPgAiHEmwDOd38HgC0A3gawE8CPAPweACilZgD8NwBPuv/+yr2st3jNB1l5QbQk5U6vUimn70U/rDrS7tNKh4QQ65RSB+sokTu35PKftiHOhtgWKy+IqglHBxGfHYfqk3l5Haynx+JGeStHZTI5hEOcMkK0FCEEwiEDGSYvqlJKfbnCVeeVua0C8PsVtnMNgGuaGFrHUek0YBhAgP3jiJbkNrbtpxVH2l150bMlcraUsKw8Ky+IqghHhqCURDrD6guf9exYvBxSStx8xxZkcybCIY7lRLWIhA1ksv0z35paS6XTbNZJVKtgEErX+2raSMsqL9wSuXMBrBJC7IPTqf5vANzmlsvtBnCpe/MtAC6GUyKXBvANwCmRE0J4JXJAh5fI2ex5QVSVt+JIOp3oi9K2TtCPY/FyKKWQNy2EuUwqUU3CYQMzs3NcbYSaI52BikaglAQEl98lqkoIZ8URJi+Wrx9L5Njzgqi6cNhJXmQzcz5H0j/6cSxeDu8MMisviGoTCRnI5fNMXtCyePP1VSYDrFzhdzhEXUP1WfKCKc0mkbYFpSQrL4iqCARD0DQduWzK71CIyppPXrDygqgW4bABpYB0Jut3KNTFlFLIJpOAaUKFudIIUc0iIahMtm8qmpm8aBLLcpYJCzB5QVSRUgqh8ACymTnnDAvP1FGHyWSdxoMRThshqomX6GPfC1oOKSXGr9rk/BIK+RoLUVcJhYFsForJC6qHZTlf2rrOHV6iakLhQeSyc3jw/mshueoIdRjv7DGnjRDVxkv0eYk/okZpOedviJUXRLXzPi/2bMzfQNqEyYsmsd3KC04bIaouFBlALpuCEMLvUIgWyWTzMIIBaBq/HolqYRhO+7QsKy9omWTGnbfP5AVR7cJOpZI905N91Bfh3lkT2LZdVHnRsh6oRD0hHB6ElDbMPOdHU+fJZPNcaYSoDsGAjoCusfKCls/rmxJh8oKoVl7lRX5isi/6XjB50SSF5EWAO71ElUgpYYSc9duzWa44Qp0nk81xyghRnUIhg8kLWhbbtqGyGShdAwI8EUhUM2/aCCsvqB52IXnBnV6iakJcLpU6lFLKqbzgSiNEdQmHgshkOG2ElimTdQ7EOK2UqHYhAxAC9jSTF1SHQs8LnckLomqChpMhZvKCOk06k4NtS1ZeENUpHAoik831RckytVA2y34XRPUSAgiHYE5N9cUqfkxeNIll5aFpOpu8ES1B03QEjQinjVDHmZqeBQCEmLwgqks4ZCBvWsibpt+hUDfL5pi8IGqACoeRfemVvljFj0faTWJbJqsuiGoUCg8gm0n5HQZRgW3bmJ6JA+AyqUT1CoWcHgXTM3FWX1BDlFKsvCBqVDgM5PqjET6TF01iWSb7XRDVyElesPKCOstMLAEACBkcy4nq4X1mZmNJnyOhbiVTKQjbZvKCqBHh8PxqPT2OyYsmsW1WXhDVyghFkc9nkOdyqdRBpmedygtOGyGqj/eZmY0zeUGNKayUEA75GwhRNwqHAdOE7INVn5i8aBInecGlnYhqEQoNAABmp8d9joTImTJi2zZi8TkEAjoCuu53SERdxau8mJlN+BwJdSt7Jub8wOQFUf3cz01+crLnp+4xedEktmVC47QRopqEwk7yYnJir8+REM2bjSUQMoJ90fCKqJmCAR2aJlh5QQ2xbRvm9LTzS4jTRojq5iYvcn2w4giTF03gnLVj5QVRrQw3eTEzddDnSIjmzcSSbNZJ1AAhBEKGgZnZeM/vOFNrWLPOak+svCBqgJv0i91zX8+fgGHyokls22LygqhGgYABTQ9gZprJC+ocsXiSzTqJGhQOBfD6zt09v+NMrSFnY1CaBgS4L01Ut5ABABD5vM+BtB6TF00gpQ1pW9DYsJOoJkIIhMMDmJ0+4HcoRAAAKSVi8Tk26yRqkBEMIJsz/Q6DupQdiwGhECCE36EQdR/DgAIANuykWuTddXVZeUFUOyM8gOkpJi+oMyTn0rClZOUFUYNCoSCyuTynjVDdlFKwZ2OFs8dEVCdNAwwDyDF5QUtQSiGddhpUcalUotqFwgOYnR7nji51BG+VhJDBJDRRI0JGELYtkemDM3/UXFJK5N55ByrEfhdEDQuFoLJZv6NoOSYvlklKiR1bbwDAyguiehhGBJaVRyI+7XcoRJiajQMADCYviBriTbnicqnUCJHNOdNGiKgx4RArL6g2Ujrr6bLnBVHtjFAEABCbOeRzJERA3F3ikdNGiBrjfXa4XCrVS9k2kM8zeUG0DIqVF1Qr23IaVOnskExUMyMUBQDMMnlBHSCWmAPAyguiRhWSFzFWXlB97GQSUAqKPS+IGhcKAdlcz0/HZvKiCWzbAsCeF0T1MAwneRGbZfKC/BdPpBDQNegavxaJGuH1i4klUj5HQt3Gno05P7DygqhxoRAgJWQ67XckLcW9tGWybRu25aypy54XRLXT9AAMI4LZmXG/Q6E+p5RCLJ6EwSkjRA3TdQ2apiHGaSNUJ3tmFgDYsJNoOdzPTyEZ2KOYvGgC03SSFxqTF0R10fQAZrjiCPlMSok3397LlUaIlkEIgVAoiFh8zu9QqMvYsZjzA5MXRA1TheTFrM+RtBaTF00gOW2EqCGhcBR7dr0CKaXfoVCfy+dNGEGO4UTLETICiMWTTEhTXcxpd9Ux9rwgalyYlRdUI9s2oWk6hBB+h0LUVYxQFLlsb8/No+6Qy5ts1km0TCEjiN37DjIhTXWxYzEoTQPY+J6ocay8oFrZtsWqC6IGGKEoLDOHubkEbNv2OxzqU5ZlwbRsJi+IlilkBJHLmRzPqS7WbMw58OJJQKLGGU7lksXKC1qKbZnQmC0mqlvIXS41PjvhcyTUz2bcpR1DbNhJtCzBoI68acGyLL9DoS4i4wlOGSFaLiGAkAEZj/sdSUsxedEEtm2y8oKoAYaXvIgxeUH+ibtLOxpBJqGJlsNLAMa5XCrVwLZt5188Dhhs1km0XCpowGTlBS3FmTbCnV6iennJixgrL8hHs6y8IGoK7zMUS3DFEaqdjMWhWHlBtHwhAzKR8DuKlmLyogmkbTJ5QdQAIxQGIJi8IF/Fk27lBXteEC2L9xmKM3lBNVJKOQdbBpMXRMtmGLDj8Z7uO8TkRROwYSdRY5QCjFCEPS/IV96BFpMXRMtTqLyIJ32OhLqFTKeh8nn2vCBqhlCIlRe0NNsyobHygqghoVAUsdlDfodBfSyRTEHXNQR03e9QiLpayE0AxuKsvKDaePPzFSsviJbPMCCTc1CsvKBKlFJOw84AKy+IGhEKR1l5Qb6KJ1Js1knUBJqmIRjQMT0bh1LK73C6ghDiPwohXhZCvCSEuEUIERZCHC2EeFwIsVMIcasQwnBvG3J/3+lev9Hn8JctPzPj/MDkBdGyKSMIKAUr0bvVb0xeLJOZzwIAdI07vkSNCIaiiMcmIWXvZomps8WTc2zWSdQkhhHAi6++BSml36F0PCHEegB/COBspdRpAHQAXwLwtwC+q5Q6DsAsgCvdu1wJYNa9/Lvu7bqajMUAgA07iZrAq2CyZmd9jqR1mLxYplwuAwCcNkLUoFAoCiltJBMzfofSd/r9jJ8nkUgxeUHUJEYwiLxp+h1GNwkAiAghAgCiAA4C+AiAO9zrrwPwaffnS9zf4V5/nhBCtC/U5rPj7vx8LpVKtHxu8sLu4b4XviQvemmHOe8mL7jaCFFjgkYEADA7w74X7cQzfvPiyRSbdRI1iWEEkM9bfofRFZRS+wH8PYA9cJIWcQBPA4gppbwXcR+A9e7P6wHsde9rubdf2c6Ym82OxZ0fWHlBtGxe5UXhc9WD2p686LUd5kzGaUrFyguixhihKABgZvqgz5H0pb4+4wcAtm1jLpVm5QVRkxjBAHJ5s6eX6msWIcQYnLH1aACHAxgAcGETtvstIcRTQoinJicnl7u5lpLxGBDQATZMJlo+L3kRZ/Ki2XpmhznHyguiZTHcygs27WwvnvFzxJMpZ8leJi+ImsIIBmCaFpMXtTkfwDtKqUmllAngTgC/CWDU3UcGgCMA7Hd/3g9gAwC4148AmC7dqFLqh0qps5VSZ69evbrVz2FZ7HiCU0aImsXdl2HyoolatcPsV5Y5z54XRMuiB4LQAwZmpg9yZ7eNeMbPEYs5HbkNg2f9iJrBm4KVnMv4HElX2APgHCFE1D0xdx6AVwD8BMDn3dtcAeAe9+d73d/hXv+I6vJlXexYHAgxeUHUFLoOBAKQ7HnRPK3aYfYry1zoecHVRogaFgpFEZ/t/APdHtP3Z/wAYCbmfMFzqVSi5vA+S4m5lM+RdD6l1ONwqoqfAfAinP3yHwL4UwB/JITYCeeE3dXuXa4GsNK9/I8A/Fnbg24yGY+z3wVRM4VCsGO9m7zwY2+tsMMMAEKIBTvMbnVFuR3mfdV2mP2SyThfzqy8IGqcEYogEZ/yO4x+UzjjByAD54zfU5g/47cZ5c/4PYYeOeMHALOF5AWnjRA1g5e8mJmJAUdv8DeYLqCU+g6A75Rc/DaA95W5bRbAF9oRVzvk83lYsRjU4KDfoRD1DBEyOG2kyXqqRC6f93pesOSYqBFSSgSNMOKxCXTQR7vn8YyfI55wmi6HuNoIUVN400Zi8TmO6VSVUgoyOcfKC6ImksEgrFjM7zBapu17a0qpx4UQ3g6zBeBZODvMDwDYLIT47+5lxTvMN7g7zDNwVibpGOx5QbR8QSOCdCqBXC6LQIBnYNqln8/4Ac5KI7PxJDRNQNf96l9N1Fu8yotHH3sG5/32+3hyhypS2SxgmoUVEoioCQwDdiIBpRQ6aI2LpvHliLuXdpjzuQyEENA0HTzBQNQYwwgDABLxSQwMMHlB7RNPzCFkBHvyC57ID0E3eZE3rSVuSf3O9poKMnlB1DTKMCD3H0A+n0eoB5vh8lTTMuVyGWhs1km0LMHCcqls2kntFU+kEOIyqURNI4RAMBhAPs/kBVUnE85qT0xeEDWPChmAlFDp3lzxqabkhRDiN2u5rB/lcxnonDJCtCxGyE1exJi8qITjcPMppRBPzBXm6BNRcxhBHfm86XcYLcGxuHkkKy+Ims/9PPVq085aKy/+qcbL+k4+n2W/C6Jl8iovEkxeVMNxuMmklBifmEYwwDn5RM1kBAPI9WjyAhyLm8YuVF6w+o2oaXo8eVH1qFsI8RsAPgBgtRDij4quGgbAvT0A+VyayQuiZdL1APSAgRiTF4twHG4dKSXypsXKC6ImM4IBpDJ5v8NoKo7FzcfKC6LmU4XkRcLnSFpjqT02A8Cge7uhossTmF/WtK/lc1lOGyFqglAogvjsBGzbZnf6hTgOt8hcypkP6q2OQETNEQwGkIvP9dp4zrG4yexkEhDCSV5I6Xc4RL0h1MeVF0qpRwE8KoTYpJTa3aaYukoul2bDTqImCBoR9rwog+Nw6ySSKQDzqyMQUXMYRgCmacO2bb9DaRqOxc0n4wmIgQEorvZE1Dz9PG2kSEgI8UMAG4vvo5T6SCuC6ib5fBa6zrl6RMshpYQRYvJiCRyHmyw5lwbAyguiZvM+U8m5DCKRiM/RNB3H4iaxk0mIoUEo5XckRD1E1wFN69tpI57bAfwAwFUAeieN3gT5XAbRwZ77YiZqO8OIYDIVh2nmoOtRv8PpRByHm4zJC6LW8D5Ts/EEVq8ag+itM+sci5vEjidgZ3NQzF4QNY8QQCgE2efJC0sp9f2WRtKl8rkMBke440u0XN5yqYn4NMJhJi/K4DjcZIk5b9pIz8zJJ+oI3lSsu7c8ij/+/a/2Ut8LgGNx08hkEoLNOomaL2T07LSRWpdKvU8I8XtCiHVCiBXev5ZG1gVs24Jl5aGz5wXRsgXd5EV8dsLnSDoWx+EmK/S8CHAMJ2omr/LCNHtyuVSOxU0iE4lCc0Eiah5hhHo2eVHrHtsV7v//qegyBeCY5obTXfI5p1M9l0olWj4j6CQvYkxeVMJxuMmSc2nougZdrzWPT0S18JYfzuV7MnnBsbhJZCIJjI76HQZR7+nhyouajrqVUke3OpBulHOTFz1WDknki4ARBsDkRSUch5svkUxxpRGiFggGnP2iXkxecCxuDpnNQuXzhZURiKh5RMiAPTXtdxgtUdNemxDi8nKXK6Wub2443SWXdZq9sfKCaPl0PQA9EERs5hBs22ZSsATH4eZLzqXZrJOoBYQQMIIB5HswecGxuDks76ywwRX7iJouFILKZCDzeWg9liCsda/tvUU/hwGcB+AZAH09UGcycwCcgy4iWh4pJQwjgnh8yu9QOhXH4SaybRuJZAoGm3UStYQRDCCXt/wOoxU4FjeBORsDAKggkxdEzSaMEADAjsehrV7tczTNVeu0kX9f/LsQYhTA5lYE1E1yWWfaiNC480vUDEYoikRs0u8wOhLH4eaaT14w+UzUCkGjNysvOBY3h51IOj+wYSdR87mfKzsWR7DHkheNdilLAej7OX+plLN+LlcbIWoOIxRBPDbJNd9rw3F4meZSGfa8IGqRUDDQkz0vyuBY3AAzNuv8EGTygqjp3ORF3q1w6iW19ry4D04nZQDQAZwM4LZWBdUt8rksAEDj3HyipggaEaTm3kE+n0UgMOh3OB2F43DzKKWQyWaRzeVZeUHUIsFgALn8nN9hNB3H4uaQcecEICsviJpPuH0u7ETvrThS617b3xf9bAHYrZTa14J4uko+5zTsZM8LouYwQs5yqYn4NKJRJi9KcBxuEiklrt98P4D5JR2JqLkMIwDTtGBZPdeAmWNxE9hJd9oIe14QNV+h50XC50Car6ZpI0qpRwG8BmAIwBiAfCuD6hb5vNPzQuO0EaKmCAad5VJnp8dh27bP0XQWjsPNZVpOI8FggOM3USt4VU3JVNrnSJqLY3Fz2PGEk7jQGp3BTkQVuav4SK+3TA+pacQQQlwK4AkAXwBwKYDHhRCfb2Vg3SBXmDbCnV+iZggaTvIiHuOKI6U4DjeX10iQPS+IWsNLXiQSKZ8jaS6Oxc1hxxNQXCaVqCVspSAGBmDGYn6H0nS17rX9BYD3KqUmAEAIsRrAQwDuaFVg3SCfS0PTdAgh/A6FqCd400ZisxM+R9KROA43Ud50Ki+4VCpRaxjugWk82XN9LzgWN4GdSAAG+10QtYJUCgLOUqm9ptZaLc0bpF3Tddy3Z+VzGVZdEDWRrgeh60Ek4lwutQyOw02Uz7vTRlh5QdQSXuVFPNFzyQuOxU0gk0kmL4hayTBg9WDPi1r32rYJIbYDuMX9/YsAtrQmpO6glEI2m2azTqImM0IRJDhtpByOw02UN91pI4EA5hcOIKJmCQSc4/nZWAJKqV6qUuVY3AR2PAGEQ36HQdS7DAMy0WfJCyHEcQDWKKX+kxDiswB+y73qMQA3tTq4TialxN7dr7NZJ1GTGaEoKy+KcBxujVzeRDCgQ9MEpGTygqjZggFnStZjT72IT134oa5fcYRjcXPJZBIYHvI7DKLeZRh92bDzHwAkAEApdadS6o+UUn8E4C73ur4mbYvTRoiazAhF2LBzoX8Ax+Gmy+ctThkhaiEhBILBAEyzZ1aO+gdwLG4KO5eDymahOG2EqHVCTuVFr63et1TyYo1S6sXSC93LNrYkoi5iS4vTRoiazDAiSM3NwrJMv0PpFByHWyBvWoU5+UTUGkYwgFy+Z8ZyjsVNUlgBIcjVRohaxjCg8nnIbNbvSJpqqeTFaJXrIk2MoyvZtgVN6+4ySKJOY4SiAIBEnNUXrtEq1/X9ONyovMnKC6JWM4KBwrLEPWC0ynUci+sg3SaCrLwgaiH382X32NSRpZIXTwkhfqf0QiHEvwHwdGtC6h7SMll5QdRk3nKpM9PjPkfSMTgOtwArL4hazwgGCs1xewDH4iax3SaCimMwUet4yYseWy51qVHj2wDuEkJchvmB+WwABoDPtDCurmBL9rwgajbDcCsvYmza6fo2OA43lVIKZt6CEWTlHFErGUYA8WTa7zCa5dvgWNwUtrd8IysviFqnRysvqh55K6UOAfiAEOLDAE5zL35AKfVIyyPrcEop2BaTF0TNFjTCAIA4kxcAOA63Qiabg1SK00aIWiwQ0JHLm1Cq+1f04VjcPF7lBZMXRC1USF70V+UFAEAp9RMAP2lxLF3FsvIAFKeNEDWZpgeg6wHEZib8DqWjcBxunoR7JpjTRohaywgGoJRCOpPD8FBvfN44Fi/ffPKCDTuJWibkTRtJ+BxIcy3V84IqyOcyAABN640vY6JOEjQiiM0yeUGtEY87JZSsvCBqraA7NSs5l/I5EuokdiIBBAKAxsMQopZxV/ORPTZthKNGg3JZJ3nBygui5pJSImhEkIhP9USpMXWehHsgZRgcv4layatuisV7a+eZlseOJzhlhKjVNA1icKDnGnYyedGgXM4pO2bPC6LmCxphTE7sgZTS71CoByXnOG2EqB28z5j3mSMCACsWL5S0E1FrKKWgDQ7B4rQRAoBcjpUXRK1iGBGY+Sxs2/I7FOpBiaRTecFpI0St5X3GvM8cEQDIZJKVF0QtJpWCncux8oIc7HlB1DreiiOJ+LTPkVAvSs6lIQQQ0PkVSNRKXuVFPDHncySdSwgxKoS4QwjxmhDiVSHEbwghVgghdggh3nT/H3NvK4QQ3xNC7BRCvCCEeLff8TeC00aI2kOEDNjJ3pq258ueWy8M1Lksp40QtUrQiADgcqmt1gtjcSMScykYwQCEEH6HQtTTdF2DJgSnjVT3jwC2KaVOAvAuAK8C+DMADyuljgfwsPs7AFwE4Hj337cAfL/94S6PZVlOw04mL4haL2RActpIU3T9QJ3NOiWQnDZC1HxGyEleJJi8aLWuH4sbkZxLwwhyiT6iVhNCwDACTF5UIIQYAfAhAFcDgFIqr5SKAbgEwHXuza4D8Gn350sAXK8cvwYwKoRY19agl8nO5aAyGSguk0rUeoYBOxHvqQb4bU9e9MpA7fW8YOUFUfN500ZYedE6vTIWNyKRTBWWcCSi1jKCgcIKP7TI0QAmAVwrhHhWCHGVEGIAwBql1EH3NuMA1rg/rwewt+j++9zLFhBCfEsI8ZQQ4qnJyc76HrW9ZRtZeUHUekEDKpeHle6dBLIflRctGajbLe9OG9HZ84Ko6XQ9CE3TmbxorZ4YixvhJC84dhO1QzAYQCKZ6qkzf00UAPBuAN9XSp0FIIX5ajcAgHJeuLpePKXUD5VSZyulzl69enXTgm0GO+GWsDN5QdR67ueskDTsAX4kL1oyULc7y5zLZwAICI0N34iaTQgBIxRBbHbC71B6WU+MxY1wpo0weUHUDkYwgAPjU1z6urx9APYppR53f78Dzrh8yKtsc//3vgz3A9hQdP8j3Mu6hnSTFzLAaSNErSbdfZ1eWnHEjyPvlgzU7c4y57IZ6DobvhG1ihGKsvKitXpiLK6XZdtIpTMIBjhthKgdDCOAvMllr8tRSo0D2CuEONG96DwArwC4F8AV7mVXALjH/fleAJe7DZTPARAvqpTrCqy8IGqjkFd50TtNO9uevOiVgTqfy7DfBVELGUaEDTtbqFfG4nolkykoBfa8IGqTYDAA07Rg27bfoXSqfw/gJiHECwDOBPA/AfwNgAuEEG8CON/9HQC2AHgbwE4APwLwe22Pdpnme16w8oKo1Wy3wqmXkhd+HX17A7UBZxD+BpxEym1CiCsB7AZwqXvbLQAuhjNQp93b+i6fz3ClEaIWMkIRzEztg5Q2NI0Hmi3S9WNxvbzGgex5QdQe3hStuVQGK3i2fRGl1HMAzi5z1XllbqsA/H6rY2qlwrKN/Fsgaj03SWj30HKpvuy99cJAncummbwgaqGgEYaUNuaSsxgeWeV3OD2pF8bieiWSTvKCPS+I2sP7rCWSKawYG/E5GvKbFY8DAR3QdUCxDwpRS7nLwudnZn0OpHnYbbJB+XwGms6SN6JWCRoRAEBsllNHqHmSSWelKE4bIWqPQvJirneW6qPG2YkEqy6I2kXTgGAQMsnVRvqe17CTiFojGAwDAOIxrjhCzeNNGzECHL+J2iFoOJ+1pFv1RP1NJpNMXhC1k2EUVvnpBUxeNIgNO4lay6u8iLPygppovvKC4zdROxRPGyGy46y8IGorw+ipnhdMXjQol2PPC6JWCgQN6HoQMVZeUBPFE3PQdQ26zq8/onYIctoIFZHJJBAK+R0GUf8IGZw2Qk7lBZMXRK0jhMDQyEpWXlBTxZNzrLogaiNd0xDQdcQTc36HQh3ATiS5TCpROxlGTy2VyuRFA6SUyOeznDZC1GLDI6sQjzF5Qc2TnEvDYLNOorYyjACSc5w20u+UZUGlUhAGKy+I2oY9LyifzwIAKy+IWmx4ZBXis5w2Qs3jJC84dhO1kxEMIJHktJF+Zyec0nUVZOUFUbsIw4DK5SGzWb9DaQomLxqQzzlfwDqXSiVqqaHhlYjHpqCU8jsU6hFMXhC1l5QSwSArLwiw43HnBzbsJGqfkPN565WpI0xeNCCXdZIXnDZC1FpDwythWXmk5mJ+h0I9IjmXZs8LojZzpo2w8qLfFQ6emLwgah/389YrK44wedGAXC4DANA0zpsmaqXB4RUAgKnJgz5HQr3ANC1ksjlWXhC1mREMcrURghVn8oKo7dzPW3521udAmoPJiwZ4yQv2vCBqHaUUBgbHAAAJNu2kJvBWO2DlBVF7GUYAuVweubzpdyjko/lpI5x2TdQ2BqeN9D1OGyFqPaUUnnvmJwDAFUeoKZi8IPKHV+2USLLvRT+zYk7ygg07idooxGkjfS/PyguitggGwwAE4nEmL2j5Em7DQE4bIWovwz1YTTJ50dfsZALQdSDAaddEbeOOv72SvOAeXAMKlRfseUHUUkIIGKEwErEpv0OhHpB0l2o0ghy7idopGHDOlSW44khfs2Jx9rsgajOhaRCDg5CcNtK/Cg07WXlB1HJBI4LY7ITfYVAPiCc5bYTIDwE3eRFPMHnRz6x4Aor9LojaThseYs+LfpbLeZUX3AEmajUjFEUizsoLWj5vqcZggGM3UTt5CcMkKy/6mkwkWHlB5ANtaKhnpo0wedGAXC4NPRCEpvHlI2o1w4ggEZuEUsrvUKjLJZIpBAM6NE34HQpRXwkGdAgh2LCzz9mJJJMXRD4QQ0OwvNV+uhyPvhuQz2YQCkX9DoOoLxhGBPl8Fpl00u9QqMsl59IwWLJM1HZCCAwNRJBw+85Qf2LlBZE/tOEhyERv7EczedGAXC4Nwwj7HQZRXwi6n7XZmUM+R0LdLjGX4kojRD4ZHIwW+s5Q/1G2DZlKMXlB5ANtiD0v+loul4ERivgdBlFfCLqftXiMy6XS8iSSKRhBHVJKv0Mh6juDAxFOG+ljdjIJKMXkBZEPtOEhqFwOMpv1O5RlY/KiAbmsU3mhwDn4RK1mGE7ygpUXtFzJZJorjRD5ZGggiiSTF32rcNY3xOQFUdsNDgJAT1RfMHnRgGw2jURixskgE1FLBd3kRWyGy6VS45RSnDZC5KPBwQgSc+x50a8KKx2w7xBRWymlgAGnV2MvrDjC5EUD8rkMNJ2DL1E7aJqGYDCMRJzTRqhx2WwOlmXDMJi8IPLD8GAUybkUV47qU7a30gGnjRC1lVQKscceB4CeWHGEyYsG5HJp6Bp3gInaxQhFEI9N+R0GdTHvjG8goPscCVH/UUphIBqGbUuk0t0/55rqZ8WcgyYZYPKCqN30sNP8npUXfcqpvGDygqhdjFCUDTtpWeIJZ5UDThshaj+lFF5+/W0AQIIrjvSlQuUFe14QtZ9b8cSeF30ql81AZ/KCqG2c5MUEy42pYYk5p1EgkxdE/ggGnF1OL5FI/cWOxSHCYUBn9RtR2wWddgc2p430H8syYdsmKy+I2sgIRZHPZZBJJ/0OhbpUMulMG+FqI0T+MNydZy6X2p/MWAza8JDfYRD1J02DNjjIaSP9KJ/LAAArL4jayAhxuVRannjSmzbCs35EfvA+e0xe9Cc7Foc2POx3GER9Sxse4rSRfpTNOmfvmLwgag8pJYLBEABgZuqgz9FQt0okUtB1nQ07iXziVT1xudT+ZCcSTF4Q+UgbGuK0kX6Uc5MXXCqVqH2MkLM+dWyWlRfUmFg8ieGhKIQQfodC1Jd0XYOmCSRZedGX7FgMYngIAHtXEflBGx6GxWkj/SeXdb50WXlB1D6aHoQQGpMX1LB4MoXhwQG/wyDqW0IIGEaQlRd9yo4nkN67j423iXzCaSN9KpfzKi9YekzULkIIGKEoZqaZvKDGxBNzGBqM+h0GUV8LBYPsedGHZCYDlctBC4X8DoWoLymlINiwsz9lM27lhcbKC6J2CoWjiLPyghqUSKYwMxsDT/oR+ccwApw20ocKB0xMXhD5QiqFzFtvQeVykNms3+EsC5MXdSo07Ayw5wVROxmhKGKzE36HQV0qnkwhFOK4TeQnIxhEYo7Ji35juU0CbS5VTeQbYRgA0PXVF0xe1Gm+YScHYKJ2CoWiSCamYduW36FQl8nl8sjl8ggZTF4Q+ckwgkiy50XfsWMx5weDlRdEfpFBZx+o2/teMHlRpywbdhL5wghFoZRCPDbpdyjUZeJumbrBs35EvjKCOuZSGdi27Xco1EZWzF2ekQlkIv+4lRdWly+XyuRFnXLZNILBEITgS0fUTqGw02xxdoZ9L6g+8cQcALDygshngYDT7JzVFwsJIXQhxLNCiPvd348WQjwuhNgphLhVCGG4l4fc33e612/0NfAa2d7BEnteEPlGuidwOG2kQd06UOeyqcIZYCJqn6ARAQDMTB3wOZLe0q1jcT285EUwyFWiiPxkGM7OM1ccWeQ/AHi16Pe/BfBdpdRxAGYBXOlefiWAWffy77q363h2PA4EAs4/IvKH1/OC00Ya1pUDdS6bRigc8TMEor5kuMmLWS6X2mxdORbXYzaeBADoOivmiPzkTd1i0855QogjAHwcwFXu7wLARwDc4d7kOgCfdn++xP0d7vXnubfvaFYsDm14COj8UIl6l9fzgtNG6tfNA3U2m0YoFPXr4Yn6lqbrCARDmOVyqU3TzWNxPRJu5QV7XhD5a77ygtNGivwDgD8BIN3fVwKIKaW87tT7AKx3f14PYC8AuNfH3dsvIIT4lhDiKSHEU5OT/veJsmNx6MPDfodB1N80DdrgIOwYkxeN+Ad06UCdy6VhhFh5QeSHUCiKOJdLbaZ/QJeOxfWIJ1PQNMHKCyKfBXRn6lYiOedzJJ1BCPEJABNKqaebuV2l1A+VUmcrpc5evXp1MzfdEDseh8bkBZHvtJGR+Qa6Xarte3LdPlBnM6lC40Aiaq9QeAAxVl40RbePxfVIJOYQMoLokkIRop5lBL3kBSsvXL8J4FNCiF0ANsOpfPtHAKNCCK9U7AgA+92f9wPYAADu9SMAptsZcCOsWBxieMjvMIj6mlIKYngIlrd0cZfy4zRUVw/UuRynjRD5xQhFEJudYMPc5ujqsbge8WSKU0aIOoAQApFwiJUXLqXUnyuljlBKbQTwJQCPKKUuA/ATAJ93b3YFgHvcn+91f4d7/SOqC74Q7TinjRD5TSoFMx6HNRvzO5RlaXvyotsH6mwmxeQFkU+MUBT5XAaZdNLvULpet4/F9UgkU4W59kTkH6UUhAASCTbsXMKfAvgjIcROONPzrnYvvxrASvfyPwLwZz7FVzNlWZBzc5w2QtQBRCgEOxbr6pOAnbQ396cANgsh/juAZ7FwoL7BHahn4Oxk+8breZHN236GQdSXDDdxGJs9hOgAd4RapCvG4nrEkymEWHlB1BEMI4g4l0pdRCn1UwA/dX9+G8D7ytwmC+ALbQ1smSx3ZQNteBhIc7oQkZ9UyIBKJGCbJgLu0qndxte9uW4bqG3bgmXmEQpFkM2z5JGo3byqp9mZQzj8iON9jqZ3dNtYXA+lFBKJORyxblFvUSLygREMIMHkRd+w4wnnh6FBYLx7z/YS9QIRCkEBsBNJBFZ1534RW6/XIZd1Msah8IDPkRD1JyM8n7wgqkU2m0PetDhthKhDhEJBxNnzom/YbnPAmV8/3tWl6kQ9IRQCMP+57EZMXtQhm3XOFHCpVCJ/BINhBAIGZqcP+h0KdQmvPJ0NO4k6Q8gIIpFI8UC2T9jusox6OOxzJEQEd6oIkxd9Yr7ygg07idpNSgkpJcZWrsX01AG/w6EuEU84Z3hDRtDnSIgIAEKGAcu2MZfK+B0KtYHX80IFOQYT+c6tvOjm5VKZvKiDV3kRYuUFkW/GVqzDDJMXVKNC5QWnjRB1BC+R6CUWqbdZMSYviDpGyKu8iPscSOOYvKhDofKCS6US+carvGDJMdXCO0AyAkxeEHUCXXf+jyW45HU/sGIxwAhCCeF3KERkGIBg8qJvFHpecNoIkW9GRtcgl00jneregZfax0teBIK6z5EQETDffyYWY/KiH9ixOGCE/A6DiABIpYBQiD0v+kUu68zPZOUFkX/GVqwFAPa9oJokEimEQkFoGr/uiDpB0E0kzsaZvOgHVixWKFUnIn/ZUkIYIfa86BfZjHsGL2BAgSXrRH4YXekmLyaZvKClxZNzGB7k8tZEncKrvGDPi/4gE4lCk0Ai8p8IhzhtpF9kM860kUceug3gfHsiX4yNrQEANu2kmsQTKQwPsVqOqFMIIRAygogxedEX7HgcgtNGiDqGMgxOG+kXmUwSofAAdI1zp4n8oJSCVAKDQyswPbXf73CoC8QTcxhi5QVRRwkZQcTjTF70OiUl7HgCiktVE3UMEQrBno35HUbDmLyoQzaTQiQywFUOiHyilMKOrdcBEJicYPKClpZIpjA8xOQFUScJhYKIJ5m86HV2MglICRFm5QVRxwiHIdNpyFzO70gawuRFHTKZOYTDg36HQdTXNE1DKDKA2emDfodCHU4phXhijtNGiDoMp430B2tmxvkhHPY3ECIq8JKJ1uysz5E0hsmLOmQzcwhHeQaPyE9SSoRCA4jHJmFZpt/hUAdLpbOwbJsNO4k6iJQSBqeN9AV7Jub8wIadRJ3D/TzaM0xe9LxMeg7hMHeCifwWCg9AKYnYzCG/Q6EO5q1mMDTIyguiThIygsjlTWRzeb9DoRbyKi8UG3YSdQzhVkJZTF70vkxmDuEIp40Q+S3kJhGnueIIVRGLJwEAw0NR9ioi6iCG28BxNpb0ORJqpUJZOisviDqHN23Em9bVZZi8qEOWyQuijsDkBdViNpYAAPzq8WeZvCDqIOGQk7zwEozUm6yZWSAYBIIBv0MhIpcdDAJCsOdFr1NKIZtJIRzhtBEivwWNMAKBIGaYvKAqZtyzupEIz/oRdZJQyAAwn2Ck3mTPzEIfHQGE8DsUInIJTYM2NMRpI70ul8tAKYkIKy+IfCeEwOiKtay8oKpi8SR0XUcwoPsdChEV8T6SM5w20tOs2VnoY2N+h0FEJfSxMU4b6XXZtPMFy2kjRP6TUmJ0bA2mJ/f7HQp1sNlYEqPDA5CcMkLUUQK6Bl3TMBtn5UUvs2ZmoY2N+h0GEZXQx0Zhz8b8DqMhTF7UKJNxutZztRGizuBVXrCXAVUyE09gdIQJZ6JOI4TA8PAAG3b2OGt2FvroqN9hEFEJVl70gayXvGDlBVFHGFuxFrlsCpk0d36pvFg8idHhIb/DIKIyRoeH2POihynbhh2PM3lB1GGUUtBGhmHNzHblCUAmL2rkVV4YoSiUkj5HQ9TflFIYGl4FAJgY3+NzNNSpZmNJjAwz4UzUiUZHBll50cPseByQktNGiDqMVArpt96GyuUg02m/w6kbkxc1ymZSADhthKgTKKXw+qtPAQAmJ/b6HA11ItOykEimOG2EqAMppTAyPIAZVl70LG8lA1ZeEHUeLRoBgK5ccYTJixp5penBUKQrS2yIek04OgQhNEwxeUFlxBNOtRyTF0SdRymF/QcmkEimYFm23+FQCxQOikaG/Q2EiBYR4TAAwO7CvhdMXtRovmFn1OdIiAjwlktdg8lDTF7QYl45OqeNEHWmcDgEAIglOHWkF3nNAPXREZ8jIaJSXvLCnJ72OZL6MXlRo2wmhUDQgBA6FFh5QeQ3pRSUVJw2QmV5jQBHmbwg6kjhUBAA2PeiR1lTzkGRvmKFz5EQUSkRcaeNTDF50bMymSQikUFsue8agNNGiDpCODqEqcl9kJJNdGmh2bhzQDQ6wtVGiDqREdQBgCuO9Chragra0CBEKOR3KERUIi8ERCgEa3LK71DqxuRFjbKZFMKRQWiCLxlRpwiFh2Dms4jNTvgdCnWY2VgSQggMRsPsU0TUgcIhAwArL3qVOTWFwMpVfodBRGUIIaCvXAGL00Z6VyY9h3CE5cdEnSTkrv7DvhdUanomjpHhAdx+z3YmL4g6kGEEIYTA9Gzc71CoBazpGegrV8C22ZCVqBPpK1fC5LSR3uVNGyGizuElFLniCJWano1jxegwIPyOhIjK0TSB0ZFBTM9y2kgvsqamoK0YQz6fB9grjqijKKWgrxiDNcVpIz0rnUogOsDlnog6SdCIQNMDmDi02+9QqMNMzcQxNsp+F0SdbOXYCKZmYn6HQU2mbBvWzCz0FWM4dNNmVr8RdRipFLIHx2FNTXfd55PJixql5uJMXhB1GKUUItEhTIwzeUELTc/EMDU9y/7KRB1s5YoRTM9w2kivsWZjgJTQV66ErvFQg6jT2FJCi0agTBN2oruq3zii1MC2LWQzc4gOcK1qok4TjY7gEJMXVCSTzSGVziIaNvwOhYgqkNLG2MgQpmZiXXfmj6rzStH1lVwmlahTFZZL7bIVR5i8qEE65XTCHmDygqjjRAaGkYhNIpOZ8zsU6hAzbgPAMJMXRB1t5YphZLN5pDNZv0OhJiokL1YweUHUqUQ4DACwuqxpJ5MXNUinnB1hThsh6jzhiNPXYOLgLn8DoY4x5Zahh0NBnyMhomrGhp3xe4pTR3qKt4IBKy+IOpdXeWF2WdNOJi9qkJpj8oKoU0Wizufy0PgufwOh/7+9Ow+To77vPP7+ds99aO4ZjS4kQIDEKW5igwm2YyA4ONhxvJu1HceOrzhrO85u7HifBCferHNsnA3eNQEbW8jYgLmMzWXMYcwhGQECJARIGmmkGUlzSZrRnN1d9ds/ugYaWWrNaKa7uno+r+eZR93VNV0fdVd/p/vbv/pVwRh4o3mhkRcihayxIV2/Ne9FcUn1D0A8jqupQWcaESlQlcHIiwGNvCg6kyMvqmt02IhIoSmvqKaktIwejbyQwMB+NS9EomCyedE/cCDcICExs8Vm9piZvWJmm8zs88HyRjN72My2BP82BMvNzP7dzLaa2Utmdna4/4PDS/X3U9LYyO41t2g+E5ECZbEY8fp6zXlxNFEs1CMj6VlYKypqVIRFCoyZ0dK6RM2LaYpiLZ6q/oFBamuqiMUs7CgikkV9XQ0xszcajnNQCviSc24lcCHwZ2a2Evgy8IhzbjnwSHAd4ApgefDzSeDb+Y98dMm+fkqadaYRkULm+T4lLc0ke3rDjjItYVSVyBXqyZEX5RXVOOfne/MichSt849j7+6OsGNETeRq8VT17zuAGTgNVxYpaCXxOPV1tXN25IVzbo9z7vng8kFgM7AQuBpYHay2GnhfcPlq4GaXthaoN7P2/KY+uuTeHuKtLXieF3YUEcmipK2VZE9P2DGmJe/NiygW6pHhQUpKyigtq8jnZkVkClKpFC1tx3Fgfy+jI9E6V3WYoliLp2pg3yCVOtOISMHzPI+mxnn0z92RF28ws6XAKmAd0Oac2xPctBdoCy4vBHZl/FpXsKxgON8n1ddHvLUl7CgikkXK87DmJpK9fZE6siDU8VyzWajN7JNmtt7M1vf19c1qztGRQapr6jDTEGSRQtTWfjwAezT64phEpRZPVd/AfqoqykPZtohMT1ND3ZwdeTHJzGqAO4EvOOfe0oV36U8V0/pkEWYdTu3bj0smKWltzet2RWR6kp7H6PYduIkJvAMHwo4zZaE1L2a7UDvnbnDOneucO7elZXa7vSMjQzrTiEiBcs7R0rYEgD1dW0NOEz1RqsVTMTwyxsjoOJUVZUToiwSROcnzPJob6+jt34/vz83Dcs2slHQNvsU5d1ewuGdyZFvw7+RB6d3A4oxfXxQse4sw6/DkEPQSjbwQKXjx6mqASM17EUrzIheFOpdGhwepqtaZRkQKkXOOJx67i6rqOvZ0bws7TqRErRZPRW/fPgAqKzXyQiQKWpobSCZTHBg8GHaUvLP0kN7vApudc/+acdO9wEeDyx8FfpKx/CPBBMoXAoMZI+UKwpvNC428ECl0Vl0FEKl5L8I420jkCvXIyCDVNRp5IVKoYrEYbe3L2K2RF1MWxVo8Fb39+wGoUvNCpKA550ilUjQHp0vt6dsfcqJQvA34MHCZmW0Ifq4EvgG828y2AO8KrgPcD3QAW4Ebgc+GkDmryW9wrakR39fwN5FCZlWTzYvojLwoCWGbk4X6ZTPbECz7a9KF+XYz+zjQCXwwuO1+4ErShXoU+Fhe05KesLO6uj7fmxWRKXLOMTo6zL6+Xfi+RywWDztSFESuFk9FTzDyQs0LkcLmnOPH9z5MIpn+gLu3b4AVJy0NN1SeOeeeBI40odo7D7O+A/4sp6FmKLm3h9i8WlxZGdM86lBE8q20lFhVJcm90Rl5kffmRdQKtXOOsdGDmvNCpMBV1TTQs3sr/b1dtM4/Luw4BS9qtXiqevr2UVVZTmlJHG+OHkMvEhWxWIzKinSzefKQL4m2ZE8PpW1tdK9eE6kzGIjMRWZGSWtbpEZehHq2kSgYHxvG9z2qazTnhUghm5yXpmvnayEnkTD19u2jpakB36lxIRIF8XiMxoZ5c/WwkaKT3NtLaVsr8Zg+YogUOs/3KWlt0ZwXxWR4+ACAmhciBa6svBqLxdi5Y3PYUSREvf37aWmux/f9OXv2ApGoaW1uoKd3IOwYMkPOOZI9PZqsUyRCStpaI3XYiJoXRzE0mP5jWjuvKeQkIpKNWYyamga6NfJiznLO0dO3j9amhrCjiMg0tDY3aORFEfAGB3Hj48RbWzRZp0hElM5vwx8ZITU4FHaUKVHz4igOBs2LeXVNeJ4XchoRyaa6tpHuXVvwfb1W56LBgyNMJJK0NNeHHUVEpqG1uYGB/YMkU6mwo8gMJLrSZ88uXbgg5CQiMhXOOeIL2gFIdneHnGZq1Lw4iqHBfiD9oei+e7+ryYdEClhNbQOJxBi9ezvDjiIh2NuTbja3NmvkhUhU+L5Hc1M9zjl6Nfoi0iabF2ULF4acRESmwneOfc+sA958/RY6NS+OYmhwgJKSMiora4iZHi6RQlZT2wjArk4dOjIXde/tA6C9rTnkJCIyVb7v09pUD8Cenv5ww8iMJLq6IR7Hb2zQnEMiERGvrYVYTM2LYjE02E9tXRO+72vUhUiBq6yqpay8kp3bN4UdRUKwe08fJfE4TQ06tbVIlLS3pecV69oTndP1yW9KdHVROr+NrtU/0HtmkQjwfB9nRklrCwkdNlIchgYHqKvTt3giUZDyfBYuPpkdHRvDjiIh6NrTS2tLAz+84z48T9/6iURFbU0VdbXVdO/uCzuKzECiq5uSBQuIWdhJRGSqPN+nZEG7Rl4Ui6HBAWrrdKYRkSjwPI+Fi09h7+4OxsdGwo4jeda9pw/P89ARfiLRs3BBq0ZeRJhzjkR3N6UL28OOIiLTVLpgAYnu7kiMmNJbvKMYGuxnnpoXIpHgnKO3twvnfDp16Mic4nkee3sGqK2uDDuKiEyDc45EIsGCtma692jkRVSl+gdw4xOUaLJOkcgpXbAAf2QU78CBsKMclZoXWSQTE4yPDTOvrhnP83BOw5BFCl1NbSNmMXZseznsKJJHvf37SXkeNTVqXohEiXOOH9/7CxbMb2bo4AhDBzVqLoomj5cvXaCRFyJRUxKMmEp07Q45ydGpeZHF5GlSNfJCJDriJaW0LVjGjm0vhR1F8mjyG9vqyjIiMOpRRDKYGfNb02eL0uiLaErs3AVAbH5byElEZLpKF6VHTE3s3BlykqNT8yILNS9Eosf3fZYsPZUd2zeRSiXDjiN5MnmsfE1VRchJRGS6PC/F+g2vADrjSFRNdGwnVlUFjY34vjrIIlHh+T7W3IxVVDDRsT3sOEel5kUWQ4MDAMzT2UZEImXZiWeRTIxr3os5ZFdXD/NqqykrKw07iogcg5rqSspKS9jV1RN2FDkG4x3bKV22lGRSXxqIRI3FYpQvW6rmRdS92bxoCua8UCdZJAqWnnAGZjG2vLo+7CiSJx2du1m2pF11WiSizIwli+azfWfhH3Mtb+WcY6Kjg7Klx4UdRUSOUcXxy5jo2F7w76PUvMhi/769lJaWU1VdF3YUEZmGsrJKFh13ipoXc0QylWJXdw9LF2uiOJGocs6xdEk7HZ27C/7Ns7xVqqcXf2SU0mVL8TwP0PMnEjXlJxyPNzREamBf2FGyUvMii4G+bppa0hOYeJ6HUzEWKXjOOTzP48STz2bXjs2MjQ2HHUlybFd3LynPY8miNnydFUokkpLJCXp6BxgZHaO3f3/YcWQaxjs6ACg5bgk9t9yq5pNIhEy+by5fthSAieD1XKjUvMiiv6+L5paF+L7P/T+9CU1hL1L4nHM8dN/3WLL0dHzfY8tmjb4odpPDzBcvaFWZFoko3/epn1cNQMeO7pDTyHRMHicfW7SQeEwfLUSixHeOvavXYMEZR8a3qXkRSb7vM9C/m6aWRQDETA+VSFTEYjEWLjmFkpIyNr74q7DjSI5t7+ymvKz0jVMtikg01dZUEYvF6OhU8yJKxrdtp7R9PrHKyrCjiMgx8HyfZGkpVlXJ+NZtYcfJSp/Ij2BosJ9UMkFTy0JN1ikSMc45Eokk9Y3tbN74DJ6XCjuS5ND2zt0sXdxOTN/4iURaPB5j0YJWOjo1aWeUjL/6KuXLTww7hogco8lDR+KNjYy/+lrYcbLSO70j6O/rAqA5mPNCRKLDOccjD66hvmkBY6ND7Nj2ctiRJEc8z2NbZzcnLFsUdhQRmSHnHMuWtLOlY5e+NIqIZP8Ayb09VJ66MuwoInKMfOfo+8EPiTU3k9y9h9T+wp13SM2LIxjoS3f9m1sXBSMvNAmcSJRYLEZdfSvxeCkvb3gi7DiSI9s7dzM+nuCU5cdplJxIxCWTE+w/MMjQwRG69/SFHUemYGzTJgAqVq7QmUZEIi7WlD78dmzT5pCTHJmaF0cw0NdFPF5CfUNr2FFE5BjF4iXUNbSxYf0jOnSkSG16LT1R3CnLj+PWux5Q80Ik4lqa6gHY9GphTxonaWMbN2Hl5ZQev4zdN9+iGiwSUZ7vQ309lJQwtumVsOMckZoXR9Df101jUzuxWDzsKCJyjHzfp23+MoYP7uP1zc+GHUdy4JXXt9PW2kj9vBrMLOw4IjJD1VUVNNTXslHNi0gY3fgKFSefhG9GPKYaLBJVnu9DzKhYfiKjal5ET3/vLpqC+S40FFkkuuY1tFFZNY/n1j0YdhSZZb7v88pr2zn15OPDjiIis8TMWHnSMja91qH3XgXOHx9nfMtWylecwo4bb8LzdIi1SNRVnrqS8Vdfw08kwo5yWGpeHEYyOcHe3dtZsGh52FFEZAZ83yfleZx21jvYuOFXDB8s3AmIZPp27e7l4PAoK05aytjYGCnPCzuSiMyQ73usWH4c+/YPsaenP+w4ksXICxvA8yg//TQ06EKkOFSuOhOXTDK64cWwoxyWmheHsXvXFnzfY/HSU944dYzTBEQikXX+b72XVCrB2ifvDTuKzKL1L6QnlFpx4hJuueM+fUsrUiTOODV92s31Gwp30jiB4WfWEauspOL0U8OOIiKzIOV5lKxcgZWXM7z212HHOSw1Lw5jV+erACxZuhLf97n/pzeB3hSLRJJzjrqG+Zy04nye/uVdpFLJsCPJLFn3/CZOXLaIpsY6YvraT6RozG9tYunidp5ZvzHsKHIEzjmGn1lH9XnnYKWlYccRkVngO0fvj26j6uyzGH5mbUF+KaTmxWHs3LGZeXVN1NW3ABAzPUwiUeWc4+EHVvNbl1zD0OAA65+5P+xIMgsG9g3y+radnLdqJYlEQv1lkSLg+z7JZIJEIsGF55zKq1s62X/gYNix5DAmtm4j1d9P9YUXkEgk8H3NdyESdZ7vYxjVF5xPcm8Pic6dYUf6DfpUfhi7Ojez+LgVYccQkVliZixaehq185r5+f3fJ5mYCDuSzNC65zcBcP6qFZpUWaSIOOf44Z0PsOqMk3DOse55jb4oREOPPwGxGOVnn8Wu792sGixSJDzfp/K8c8CMoUcfDzvOb1Dz4hBjowfp69nJ4qXp5oXeFItEn+d5PPSz77Hk+DMYOtDHE4/eHnYkmQHnHI/+aj2LF7TS3DiPW+9+UHVapEj4vo9zPk+ufYGF7S088sR6vb4LjEulOPDgz6m58HxKGhqIx/RxQqRYeL6PNTRQfd45HHjgIVyBTYauanOI1zc/C8CyE84IOYmIzCaLxaiZ18yK097Gw/d/j77eXWFHkmP0+radbN3exbvecR4/vON+zDTfhUixicfjXPHOi9jSsYvXtxXe0OW57ODTa/H27aP+qiuDL/l0yIhIsam/6kpS/f0MryusiTvVvDjEi88/Su28RpadmG5eqCiLFAff90mlUrzrdz9BSUkZt63+BzwvFXYsOQb3PfwUVZXl7N3bg6YkEik+6dEXjkvfdjZVlRX87OdPhh1JAs459t/zE0pamik98wxGR0c134VIEUl5HmNjY1Sedy7xxkb233VP2JHeQm/7MkyMj7L55Wc4fdWlxGJxQIeNiBQL3/fxfY+1T/2Mq675HDs6Xuand3wr7FgyTTt27eHJdS9x2cXnUlamGe5FitXExBheKsm7Lz2fp9a9REfn7rAjCTDy7HpGX3iRhg9cQ+dN36fr+2v0PlmkiPjOsffmH5ByjqY//AAjz73A8Prnwo71BjUvMrzy8lMkkxOcec5lQLq77HkeDhVlkWKyfMVFXHTJNTz5+B08+tCasOPIFDnnuHHNT6iurOD3r3wHnpfSWUZEipRzjlvvfoirL7+Y2poqbrj5bn3DHzKXStH77RsoXbCA2t+9At936CzVIsUnZsbExATVV1xO6fw2eq+/EZcqjNHKal4EPC/FIw+uobGpnWUnnA5AMpnk/nu/i94dixQP5xzJZJKkB6eddSn33/Mf/PTOb+kQkgj46UNPsunVDv7oD95DVWU5nufpw4xIUXNUVpTxkT+8kle3dHLnzx4PO9Cc1nP9jUzs6KTtM3+KH4vpsGqRIpX0PHZ//2b2/OAWmj/1p0xs66D3P24MOxag5sUb1v7qJ+zd3cF73/85YrE4zjkSiUTYsURkljnneOTBNXieR0n5PNoWnMAvf3Er3/7XP6d715aw48kRPLnuRb73o59x4Tmn8c6Lz+UHt/8UX41lkaLmeR4TExNcctFZXHLRKm6540EeeeLZsGPNSfvuuJv9d95Nw/t/n7LzzmVsbEzf7YkUOcOovfhtNFzzPvbdcTcDt98R+mFiJaFufRrM7HLg/wBx4DvOuW/M1n2nkgkevv/7nHjyOZx21iVA+vj4++79buhPkIjMPgu+MYrH4yw5fhUXvv193HfXdfzb//o4p6+6hAvffjUnnLSKeDwyJTIvclmHj2R0bJzb7/kF9zzwBKcsP44vfvpDpFIpPD896iKmU/SJFC3nHGtu/xnl5RV88sO/x4HBg1z3nR+zpaOL//z+32FebXXYEUORz1qc2r+f3htuYvDBh6i66ELqP/YRkskke9fcovfIIkXM833GExMcOHCA2o/+F5J9ffR++wbGt26j9VOfoLSpKZRckXhnbmZx4P8C7wa6gGfN7F7n3Cuzcf8lpWV85ovXEYvFMLM35rqIWYzCOrOtiMymyUMOdnZu5azzr6CqspJnn7mPl55/nPKKKhYsWs6CRctpa19KQ2MbdfXNVFXNo7yymvLyyjcm9p0Lcl2HJw2PjLJ7bz+79/az6bUOnnn2ZYZHxnj3O87jwx+8nLGxURKJBL6vN80ic0EsZjjncfNtP2Hh/AaWLHob9z38NI8//RwXnH0aF190JueeuSLsmHmT61rsnCOxo5Ox115n5NnnOPj007hEksb/9IcMJ5OMjI+TSCTQVBcixc93jq7vr6GqrJT5f/lFShYv4sDtd3Lw8SeouegCqs89h4oTT6C0fT7xurq8nLo+Es0L4Hxgq3OuA8DMbgWuBmbtTXNb+1I8zyORSDA8PMx999xILB4DB37mMX3Zrh/rbWHcj7IX/jaVPX/bBJIpnwODB1m+8mIODvZTV9fA66/+mh3bXj7icb1f+Mp3WbTk5MPeVoRyXocfemwt3/7eXW9cr6woZ9XpJ2EuhZHi4NAQ9zzwy0PmuXCAy2hmZF7Pdtt01i20+5kr24xydj1es3k/qZQXXPf40Hsv5eILzuCBR9eyfsNmPM+bU80L8lCLO7/0V3j79xObN4/q376UqquuwObPZ2LNLey8aTXO+ZSWlOA73vL3MfN6ttums26h3Y+yF/42o5y9EB8vgJGJCTq/cxOLP/4xyi5+O/3/8k1GX97IwSfePI310uu/ReXJJ5FrFoUhX2b2AeBy59wngusfBi5wzn0uY51PAp8Mrp4MvJblLpuB/hzFnSplUIZCyhD29udShuOccy053sasm0odDpZnq8WF8BwfqtAyKU92ypOd8hxdM1AdxToMM35PXGjPh/JkpzxHV2iZlCe7Q/NM+z1xVEZeHJVz7gbghqmsa2brnXPn5jiSMihDZDKEvX1lKB7ZanEhPr6Flkl5slOe7JTn6IJMS8POkUtHqsOF9nwoT3bKc3SFlkl5spuNPFGZ6awbWJxxfVGwTERE8kN1WEQkfKrFIjJnRaV58Syw3MyWmVkZ8CHg3pAziYjMJarDIiLhUy0WkTkrEoeNOOdSZvY54CHSp4W6yTm3aQZ3OaXDS3JMGdKUIS3sDGFvH5ShoM1SHS7Ex7fQMilPdsqTnfIcXSFmmrIZ1uJC+78rT3bKc3SFlkl5sptxnkhM2CkiIiIiIiIic1dUDhsRERERERERkTlKzQsRERERERERKWhF37wws5vMrNfMNh6y/M/N7FUz22Rm/5TvDGZ2lpmtNbMNZrbezM7PcYbFZvaYmb0S/J8/HyxvNLOHzWxL8G9Dnrf/z8Hz8JKZ3W1m9bnYfrYMGbd/ycycmTWHkSFf+2SW5yJv+6SZVZjZr83sxSDD14Lly8xsnZltNbPbgsnI8p3hFjN7zcw2Bq/d0lxlKEZTrSlm9tFgnS1m9tHD3H7voXU7jDxm9mDGPnK9mcXDzGRmVWZ2X0at+EaYeYLl/9PMdpnZ8AxzXB689raa2ZcPc3t5UBe2BnViacZtXwmWv2Zm75lJjpnmMbOmoMYOm9m3ZiPLDPO828yeM7OXg38vCznP+cHfmQ3Ba+v3w8yTcfuS4Dn7y9nIExbV4NzlUf1V/VX9nd08GbdPvf4654r6B7gEOBvYmLHst4FfAOXB9dYQMvwcuCK4fCXweI4ztANnB5drgdeBlcA/AV8Oln8Z+Mc8b/93gJJg+T/mavvZMgTXF5Oe/KoTaA7hecjbPpklQ972ScCAmuByKbAOuBC4HfhQsPx64DMhZLgyuM2AH+UyQzH+TKWmAI1AR/BvQ3C5IeP2a4AfZtbMsPIA8zL2lzsn98+wMgFVwG8H65QBv5p83Yb4GF0Y1JXhGWSIA9uA44P/14sE9Tljnc8C1weXPwTcFlxeGaxfDiwL7ic+w8dkJnmqgbcDnwa+NdP9ZRbyrAIWBJdPA7pDzlPFm3/324Heyeth5Mm4/Q7gx8BfzsZzFtbPTF/Pwe1FW4NnkgfVX9Vf1d9ZzZNx+5Trb9GPvHDOPQHsO2TxZ4BvOOcmgnV6Q8jggHnB5Tpgd44z7HHOPR9cPghsBhYCVwOrg9VWA+/L5/adcz93zqWC1daSPl95TmR5DAC+Cfx30s9LzmTJkLd9MkuGvO2TLm3yW4LS4McBl5EuYJDD/TFbBufc/cFtDvg1Odwni9RUasp7gIedc/ucc/uBh4HLAcysBvgL4OuFkMc5NxSsU0L6j/Js1IhjzuScG3XOPRZkSwDPM/N9dKaP0Vrn3J4ZZjgf2Oqc6wj+X7cGuY6U8w7gnWZmwfJbnXMTzrntwNbg/kLJ45wbcc49CYzPMMNs5XnBOTdZzzcBlWZWHmKe0Yy/+xXMzmtqJvsPZvY+YDvpxyfqVINzlEf1V/VX9Xd288D062/RNy+O4CTg4mDYyi/N7LwQMnwB+Gcz2wX8C/CVfG04GKqzivQ3zW0ZRW8v0Jbn7Wf6E+CBXG//0AxmdjXpTuiL+dj24TIQ0j55SIYvkMd90sziZraBdNf3YdJd2wMZRbWLN5tLecngnFuXcVsp8GHgwVxmKEJTqSkLgV0Z1zOf678H/jcwWiB5MLOHSO8jB3mzuRZqpiBXPfBe4JFCyDNDU7n/N9YJ6sQg0JSjbDPJkwuzlef9wPOTjfKw8pjZBWa2CXgZ+HRG3c97nuDD+l8BX5thhkKhGpzjPEGmelR/VX+nl0f1l5nX35IZRY2uEtJDry4EzgNuN7Pjg29a8+UzwBedc3ea2QeB7wLvyvVGg53kTuALzrmhoOkFpL9yNrOcPgaHbj9j+VeBFHBLLrd/aIZgm39N+vCVvDnM85D3ffIwGb5OHvdJ55wHnBW8AbgbOCVX25pqBjM7zTk3eYzv/wOecM79Kt+5Cp2Z/QKYf5ibvpp5Zbo1xczOAk5wzn3x0OMhw8iT8XvvMbMK0vXpMtLNtlAzBTXjR8C/O+c6ws4jhc/MTiV9eGZe/94dTtAoPtXMVgCrzewB59xsflM6HdcC33TODWe+JypkqsHZa7DqrxQa1d8jupZp1t+52rzoAu4KPhj+2sx8oBnoy2OGjwKfDy7/GPhOrjcYfJN8J3CLc+6uYHGPmbU75/aY2eSxT/ncPmb2x8BVwDtz3UA6NIOZnU76GL0XgxfNIuB5MzvfObc3HxmCxXndJ4+QIe/7JIBz7oCZPQZcBNSbWUnQlV0EdOc5w+XARjP7W6AF+FQ+th81zrkjNrXMbCo1pRu4NOP6IuBx0vvAuWa2g/Tfp1Yze9w5dylZ5DBP5jbGzewnpIc+HrV5kYdMNwBbnHP/drQsecozU92k5x7KvP9DX/+T63QFHx7qgIEp/m4+8+TCjPKY2SLSTeKPOOe2hZ1nknNus6UnGjwNWB9SnguAD1h6oux6wDezcefcrE32N9tUg7PXYNXfaVP9zWEe1d+seaZff90sTGRS6D/AUt46Weangb8LLp9EehiL5TnDZuDS4PI7gedyvH0Dbgb+7ZDl/8xbJwr6pzxv/3LgFaAlD/vBYTMcss4Ocjth55Eeh7ztk1ky5G2fJN0YqA8uV5Ke9Ooq0k2TzAk7PxtChk8ATwOVud4ni/FnKjWF9Cij7aQnHmsILjcess5bamYYeYAaoD1YpwS4Dfhc2I8R6WPR7wRiBfaczWTCuBLSk9At480Jv049ZJ0/460Tft0eXD6Vt04Y18HMJ4w75jwZt/8xszdh3Ewen/pg/WtmI8ss5FnGmxPGHUd6fqUZ/d2djecrWH4t0Z+wUzU4h48Pqr+Hvp5Vf7M/PvWo/h71+QqWX8sU6u+sPIiF/EN6WNceIEn62+2PBw/sD4CNpCfbuSyEDG8Hngue4HXAOTnO8HbSk7K8BGwIfq4kffzTI8AW0me7aMzz9reS/qA+uez6fD8Gh6yzY6Yv4mN8HPK2T2bJkLd9EjgDeCHIsBH4m2D58aQnydxKupFRHkKGFOn5NyYfm7/JVYZi/DlSTQHOBb6Tsd6fBM/zVuBjh7mfpczOG+djzkP62ONnM/aR65jhrNyzkGlR8PrdnLGPfiLM54z0bPldgB/8e+0x5riS9NmPtgFfDZb9HfB7weWKoC5sDerE8Rm/+9Xg915jhrP/z1KeHaQn6h4OHpOVYeUB/gcwkrG/bGAWzmg1gzwfJj0x2wbSf+/eF/bzlXEf1xL95oVqcO7yqP6q/qr+zvLzlXEf1zKF+mvByiIiIiIiIiIiBWmunm1ERERERERERCJCzQsRERERERERKWhqXoiIiIiIiIhIQVPzQkREREREREQKmpoXIiIiIiIiIlLQ1LwQERERERERkYKm5oXMaWb2IzO7zcx+bWadZva7wfLHzOzdweWvm9l14SYVESleh6vFZnaamT2dsc7ZZvZImDlFRIpZlvfFj5rZhuBn3Mw+GHZWmZvUvJC57kygwzl3PvBHwN8Gy/8W+KqZ/RGwCvhCOPFEROaEw9XiV4DjzSwerPOvwH8LKZ+IyFxw2PfFzrnLnHNnAf8B3AvcGVpCmdNKwg4gEhYzqwBagK8Fi14BGgCcc0+YmQF/AVzqnPPCSSkiUtyOVIudc76ZbQJONbPlQKdz7vmwcoqIFLNs74uD2z8CXAG8X++LJSwaeSFz2WnAFufceHD9bOBFADM7HWgHEs65g8GylWb25eDydWZWG0JmEZFic8RaDKwF3gZcC/w1qBaLiORItvfFf0B6JMYHnXNJ1WEJi5oXMpedCSwxswozqybdaf6mmbUDtwBXA8Nmdnmw/nnAhuBy3WRTQ0REZuSwtTi4bS3wdeBu51x3sEy1WERk9h3pffFVwGeBazIaG6rDEgo1L2QuOxO4C1gHPAt8G3ghWPYl59xm4O95cx6M84BXgoKOmV1iZrfmPbWISHH5jVrsnHsquO1VYAL4x4z1VYtFRGbfkWrxamAR8FQwYefHOaQOg2qx5IfmvJC57Ezgk865/3rI8osmLzjnnsi4vgz4KjAEtAbzYvxWXpKKiBSvI9VigM8DX3HOjWQsUy0WEZl9h63FzrmmQ1c0s/vIqMPBeqrFknNqXshcdgKwZSormlkpMOCc+1RuI4mIzDm/UYvN7ATgPuAp59zqjOWqxSIiuTGl98WqwxImc86FnUEkkoJJPf8BuM459/Ow84iIzEWqxSIi4VMtlnxQ80JERERERERECpom7BQRERERERGRgqbmhYiIiIiIiIgUNDUvRERERERERKSgqXkhIiIiIiIiIgVNzQsRERERERERKWhqXoiIiIiIiIhIQVPzQkREREREREQKmpoXIiIiIiIiIlLQ/j/20pgvYnfGFQAAAABJRU5ErkJggg==\n", 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" ] @@ -1006,12 +998,12 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1027,7 +1019,7 @@ "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", "\n", - "ax.axvline((48400)/(2*0.511), color='red', label='Positron energy (Lab frame)')\n", + "ax.axvline((48400)/(2*m_e), color='red', label='Positron energy (Lab frame)')\n", "\n", "df_events_real_beam[\"pmu1\"] = np.sqrt(df_events_real_beam['$px_{\\mu_1}$']**2+df_events_real_beam['$py_{\\mu_1}$']**2+df_events_real_beam['$pz_{\\mu_1}$']**2)\n", "df_events_real_beam[\"pmu2\"] = np.sqrt(df_events_real_beam['$px_{\\mu_2}$']**2+df_events_real_beam['$py_{\\mu_2}$']**2+df_events_real_beam['$pz_{\\mu_2}$']**2)\n", @@ -1058,7 +1050,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -1069,12 +1061,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1144,7 +1136,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1193,7 +1185,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1224,12 +1216,12 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1281,12 +1273,12 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1310,7 +1302,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 20, "metadata": { "scrolled": false }, @@ -1344,12 +1336,12 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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RxGTqnRBCCCGEKCQ5m+4hhBDCeTL1TgghhBBCFBKppBBCCCGEEEIIIURekCSFEEIIIYQQQggh8oIkKYQQQgghhBBCCJEXJEkhhBBCCCGEEGJRjDHYtk20xdXye3yRPZKkEHnPtm1s23Y6DCGEEAVAvjOEEMuV0wfpWmva77oHrfWyfHyRPZKkyFOzDTJOD0DzITuLQgghhBBC5F4+HKS7LGcPL51+fJEd8lfMU1prdj31s6lBJjExkXxdpiRhIIQQQgghxNyWYr85/hjZPAFZ6AfpcrwiQJIUec1KGGSSExNWgQ9AQgghhBBCLFfJJyCdroBYCpkmICRRIeRIN88lfkgzSUw4/aF2+vGzLVdTa4rtdRJCCCGEEJnTWtN+99YZiYl82zeU/VXhFElS5LlcDQ6ptpvusZa6B0Y+9dxY6NSaucigL4QQ2SNjqhAiH821T1voUzNSsbXO+/E4n441RGrF98kQWZftA/XkgSF553Kux5tPgiUbZGqNEKIYFdtOWrE9HyFE4YtP4wiHwwveT83mPm4xJnQX8pySp9fMto1ifM0KgRx9FQjbtjF69h2vuXbQFvMhsywrax/STJIesyUGEp+nEwOHDFZCiGKgtWb7I7uLZg50sT0fIUT+ms++4FJVSxhjCIVCBTkGOrFvHf+7yH59fpIkRZEwxhAOh9n15M8vmNuWzQ9efHuL3e5iqhO01uz5xZ2LykpnWygUIhQKLfj+MkAKIXItVSLbsizHKxCyOf5J5ZsQohhlMk5qrWm/5968qSabLeb5fu/k+vYi/8i3eZHQWrPjiZ9iuLC6INUHNdcf3vlsfyE7qLPtiC5mOsh8Y8lll2JJXAghsildpUEhVCAsp/FwOT1XIUR6CxkLFlq1kfxY2R6Hkk/mzbWaSfJxxHynzaTbvoyvhUOSFEXEUqn/nKmmV8SrEXK1U5rqMQtpYMh1UqGQXgshRGHLZJUoqUCYSc7CCSHySboxKd3+ZDb2MxO3kYskxmzTLbTWdNx974yeEQo1dX0mY3QxNiVdTuSvl2cWsmOU+OFOd38rxUCQbqc0vo1IJLKgASj+GMbk31JKuTDb30ySEUKIbMhl1ZYT28zHx4Tp8dy27QuqSxb73SiJDyGKUyQSIRQKpW0IP1+pxorkg/Zss22bUCg0o+fbQsYq27bRs/TQm0+yI55kiMcDM1+PdJUY0/HP/Rgif0mSIs8kVyCkz5xOL+8z/eEFbQx7d96dorwp9XJAqQaLcDicogpi9uWEcjEA5GqHLtvb1VqzK01VymIfK94EKRKJLDZMIYQAnN1hy+SxExMBCx07F/ocE6e+JCfyFzstphCm1Qgh5m+2BMJcB+2pbpfuADzXlQHxcVNrTfvdWzOeKpGr75TEpHGqXhvpXg9tDK13bUXr2Y9btL5winwmJ37F0pAkRR5K3DHSWrP36btm3anRWrNnx11TH6J00z6S2baesSOYXGXh5I5sKBQhEAhkdelTSJ+EyfS+6V6P2abaLGRaTeIXxa6nfj7r/WUQFULko8V8h2iteeCxvY4c0Cd+Byc/h/lOi0ken+e6fy5X6RJC5E7iAXM29stmS0gYYwgGgwSDwan9+OlqjtT3me/YkUlCJG3SQmd2YtPWetaEtDaGjrvvJRwOz5jqMd/45xvnjOTILH0zRG5JkqIAKKWiH2DSD3aZJiaSZXoQPVclxXzYdnQ51UwGTGueg36mXwxLOf86k8eaNQEyx0CbyZKuQojis9hVhRYrk+kPyWPWfHbe042dhXSgPt/qCa019z964e0lGS1Ebs23SiBxekT0szn9mQ2Hw/M+uE3eRqLk6Q5aa87+/C7a7px+DK01Hfdsi952joP/TJKh8aqOqYRCwuuQjTE4/hjhcDhl1QZEkwiWmvl74onVSIpjE9u2CUfSv5aQevpI4vNKrmRZ6HeYWBxJUhSAcMTm6ad+hranPywmg9KxZOkGleQdwfj2M1kVxLZtJicnF7SjnDyHL3XM0wPQXAfj01USs1ceZCLxy2exfUISpdrWfAf7VLeXpndCLF9LvdMUT44kH4BnEke8QmJ6xz63MWfjtZltG5kkalKNz5kmpuNkqogQzpprXy15nMjW1Iz4vm3H1vtmjEEuy5p6jPj+tCvhiF5rTeud0dUwkrcXCARo/fndKVfKiO//pjvIX0iCYq77WLGTsfFxdK7bx6ejLLQHSOJSrenG97RTSeZYlaSQkuj5To5s8kyqBITWeqrMKT4QaaNnfKhsrdGzDCjanpl9zOQDFJ1GcueMAS5V5cVc20t3fSZTWZK3MdfBuG3b8y4JS44xOV6tzbyfczrhcJidT/x0RnY21ReEDHBCiEwYEz0TNdsBbCZnzeY6iE+VoE4ek8PhMPc9vGvOBIRlWQs66DbGEIlEiEQiGScdtNZse+hpAoHAgpPOqWJNPOOWrsFm9hMwRr4bhFgi8z7wjU1NmGt67kL7jLksK+30BK31BUmMUChE2rkfCbHkKlE823idWMkQr4jouve+Ob8PEsfW2ZJAttbRfhP6wv59M5uRmqkKFK31jNukeq3j7wlZNWRpyKucB1INWtEzVTMznLbWhMNh9jx9N3bsAD+eBbVjH650tDE8szt1OdXs1Ix+FzD7qiDzHXznmsqQuG3btmdUZqUqQUuWjYyvbWsWkPeYs3IlVWIkk3gliSHE8pR48B//Pz49QCmV8raQeX+H2ZO1mSUV0iUgFlsBFk/G3PfwzpTTIeKPkep7MFUiZb5l2Mmvb7rtL/Qx5nr8md9J8h0gRC6k+mzFx1utk04OJo3HwXBkRlIgMlWRMH223rbttFMbEh8rbUI5FkM0ntRn/uMH6HPRxtB+z70zqobTSVdZPVvSWGtN61330BF7vsnfW6kqQyD9yTtjNNqYjJIZKZ9vrAJi+u82fV38sVNNPUn390+OT8bk7JMkRR7IpDlionj/ibTzddNkWhP7Vti2PVWNEZhjXrMxzKjSSDeIplrlIrF8K5MqjsSVSpK3nZwsWQg79qURCU8nBNLN20sXa7rnn+0dyXjVzCytSGRgFKKIZDodLDkJkNnB/vTYmrhzOdfjJ8aR7kA99f1mjuWpKjEymfaWWLHw4ON7UUqlnKI4n3FwKabHLbZB5nzIHGkhciOeHO24eyuRSCRlpYTWmvat2y7cJzaGrq3RM/TamKmz9bOdhdfG0H731gumaMQl79/P1aAy+bkkjxOuWFI53fSFxPG3/Z6Zz11rzbk775nRFyNZ4pSU+BSNUDBIpL8fNTiI3dZOYN9+THc3uq+fSE8vOmmfPPk5LqaKwWVZhMNhzt95N1rbmFCISFc3ZnISE3sOyQ03g+EIHfdsIxgMcvZnd6X924jsczsdwHIXHwBm26HRWjM20kdwcpTXX36UzvZTWC43vhIfzacOorVhZKg7mkgwBmM0R957Fa/Hg23bjI+P0tF2kkg4yHO77iQSCTI5MUb7+VOca3mXkeF+xoY78VfWUlnVQHXtSkZH+wkExi+IFaI9Mnb94ud8/ou/g8vlmnGbVA0841NEPvvF354eJNMceWut2fHET1MmABJ/Tje1BTLfYUvc5q6nfs7nv3Th80kX454dd/HZX//hrNuO/wvHBty5th1PoMSFw2Ge23MvLuUiEolI3wkhilw8+fDdr39uzvEi3lB5IeNCtPpiFyiFx+2dcXbr4Sef43vf+Py8t/fg43v5+pc+OettHnhsL9/48ifROn1CYjbzfa5zVeZZlpUy8ZIuvlTbD4VC2Hq6+iTTuGzb5uEnn+O7X/8cSimMMbNWa8xmPu8bIUTm4mf8fZ7o4VK6A2SXZU31jZveB515+3T3TTwIt7XGbblmXJ74mU7cvzW2TaS3l4Gf3kn4VBOh862AgfJydGMjoe7uC5/L3ffSeMd3pyoT5oot+TlC9ARafInmxCQEpG6UrCcnGXv9DSaOncB+9Ze079qLmZycus3wG28CEALaXnwZLAtKSvCsX4c9PoEqL2WsshLd3oEqK8VUVs0ZayITDhPu6CRw9hzBw0fpb/sR+r1DmPEJdDhM546dAJzbvRfv5ouxLYvAseMpj0Mspab6MYnckyRFnkjcaUpsFtl0Yj+H395LKDgBwNnmgzPud+zQqym313TsjZSXd3c2U1pajreklEgkhNdbErv8LM2n3iEwOZ2YeGffHtxuLyWlFZT4yrGwqa5tZKCvHV9pGeFwCMvyZbSjnLik6a5f3EmJxwNMN8acOQhzweAQDE7G1jue+y2rjWHv03fx67/xr2OPEX0tk3feEi9PjC85IRKNRU1/iSxh5YIxEDE2u3fcicfl5rNf/O20j5/ueQohCkemB+LGaB56Yi/f/MpnMrp98oG3ZVmgFLYd5oHHd+P1+oCE1aRiB82J40l8G4nfV8lxp6uGS35usyWbk8fhSCQSm9oYwWCwrAvH8vjt4zHONg4ao9n+yC6+9Rufwev1Tl2eeJ90ie65EhypbpcupvjUmAcff4Zv/canU74O8eRRtOIvfcJbkthC5MaMg/CEkv9QKDQ9fVfrqYP+eGWFMikqH+zoNI14FW84HM7ogNcYgwmH0YMDdP3Vf8bn96P3vQWRCONeL95LNmOtaoxO8xgewRw7zuAf/jHW6lUEPvRBPNddc8FzueAxIhHC51uZbG0l2HKG0L636G05i56YQAGh3l56Tp7CKi0l0NFJ+dVXopuaCXu9DD+9C6usDOX1EuzrI/LeIXr/5jzB9w5DIMDkjl3gdqH8fso/8TE8G9Yz/N4hTEkJFZ+6nfG9z+LSmoprryHc08PYm/tRXg+6fRA6Ohg52TQVZ0RB+8F3MZaFqq1l8vAR8PuxjCEwPEygvQN95ChmZBR7bJSWx56EhNfYtaIBvCWY6mpc/gqqb/0Eo6+9jm/DegJHjmKfPEnXn/0FqtLPaHU1JhxGuaPHHtoYuu97gHJfSQbvHLFYkqTIE1pHD6w/84Xps/Mdbad44+WH8JVVsmnLB6itXcmnfu03eXbnVsKRIArNNdd/HK01B/Y/D8ZgxQ64P3br1/B6Pbzw7MMoZeFye1DKxed+/Yd4vV5CoRDP79nGJz71HZ7fex+f+/Uf4na7GejvYe/Ou9DhAGs3XMahgy8RmBxnfHSQ/a//AtueLg8+9PZz1DWswbY1V1//cdauu4TR4T66O89QWlrO6Eg/J4/tY2JihPNnj/HSs/cTCQdpO3sEt9vNqy88REfrCfa/voMSXykeTwmBwARtZw8TDE6w7WfNdLU3s//1JwkGokkal8vNoYMvgIFwcIL6FWtZsXIjq9Zuxucrn9rxdVsz39rzPcMV3wmMN89xaZVRhcaMpjsJO862HV0FZaFMii87IURxSj5IT3fAna0D05nJgzDbH93Nt77yaVwuV8ozY+FwmIeefIZvfvnTF8zTNSZaVZHZ0svRKW2eWNI6nWgVxi7UHImBuRIfiZVqmSxvnXoedrQK5ZtfiSY40iczopUj3/7qdBIp3TTB2Z5TvOfI1754e9rbCCFyY7ri4MJqgY6f/JyqizYydLoZffBdCEcIetx0nG/FdHVhfD4iFeUEDr5LZHgYq6x0ahvh8XGCHZ30bH8AMzxC93/6G8LnW9F9vYS04ewTT4FSTD69CywXemwMtEYBGgiuWIFauxZWNVL7B79H76NPYCWOI+MTlJSWENzzLO1/8uf4LttC+Sc+ht3bS+jceYIDg+jWNszEBP3/8E8E3n2PkYcfg/gUQJcLfCXYHg9WeRkqPmVjchJ7cAjT28v4S69iJiaIGEPf4SMzXzjLIrJ6FapxBe7aWlb84HvoVSvpeehRKr//HQAGOjvBGPpf/xW+2hpcHg8Vn/4ktm0zEYlQ851vMfjQo2htU/P5z9J33wOoiUkYGcEq9RE8cgxaztBx4O0L/3BKQUU5+P1UfvYzeNavw71mNWNvvEnVd75J573bMbaNy+PG94mPMdreTtm3vkEZMHTf/fgv3sTAPdsY+snPwetBXXEFJuF7MJOeH2LxJEmRRxIzskcPvcbZ0+9w8aU3Ul2/Llo25nHj9frweH24PF68HjebLrmeUCjEyRMHMcZMbaOhcT0+n4+KihrCkfAFjX4gmhHcs/NuLBVtjvmpz/+AV156jLLyanxeL7d84muMjo1OxXf7p7/LxMQIz+3eSjAwzuo1m+jpPktL03u8+sIDUw2DDh98buo+7761d+rnM6ffAaVQKIzRtJ6NDmpnm99NeiUUHq8Pr9eLr8zP5ktvoNxfw8njB0CHqalbxdnmQ7zz1jOEgtEDf6UsVq3dzIZNVzM6PEhVdf2FyYYUFR+JDTknxkdoOvk2zSffpqujmcGBLgKBcSxl4XZ7OXnsdULBAOs2Xk5/bycvPeONJYVctJ49wnO77iQcCnDuzFGqaxqYmBglMDlOYHKMc80HKfGV4a+sY3CgC/+btfgra3G73YwM9dHT3Up/bxt9va2MjQxgjMFfVY/HW0rDyk2UV1Rf8H6Z7zxsIUTxiycRLMvC7b7wKz5+Vl9rGwMzDpCnDvKNJhQKUVpaesF10TP/u7Fc7tjl0UoMtzsx0WCmkgWzjVHGaB584hm+9ZVoFcFs1Q+WZU1NEsx0Okb88ZN7X2ijZ0xNjCcCLMs1I6kQT7h8/UufnFEhkqr5cbziIV6Vp43G7UqdfMl07E71vZV4BtftdkvlnBBLyNaayZOnogf0b+5jGKCkJHpAXOIFA5GuLkxXFwSCRIDeA+9M3b91xy7QmvaHH53eqGURWb8O76WbiVSUYVluyq+9mvFDhym7ZDPKGEypj4lTTdglJfgaV7Dq93+P1ru2Yts2PY88fmGFRHkZZd/4KtpyUbV2LSM7nqb/xz8DYPL5F2fcNFhbi/KVUnnrJ3BvWI9n4wa6n38Rr9dL4x3fnbpdx9b70MbQ+P3v0Lv9AWwdnWLuNtD41a9EExaTk1Dpp3/nblb94Pt0bduOW1l4Ltmc9kRd2mkwsQSRUgqrqgpVU42qqUGtXU31t7/JwIMPo8YnqPnQzQzs2kP1xz5KSeMKqKmhY8dOtImuAFL1vW9j2zbd2+7H6/HQce/2qeOV6aaYZqpHk+1y4/rQB3GfO0/5Ddcz+A//jHn3Pfr/03/FrFsHCdV3s5Hq5sWTJIXDUu2shEKT7Hny/1BeUUNlzWqUski3XnEqxhie3XkPv/aVfzXnbaM7amZ6frOypqoHkuMywKsvP4GvrIqyihqC4TDf+P7/j51P3YnWYT7wwU/z8nMPc9V1t4CxOfzu69z0oV+jorKGt998hls/8z1cLjfP7t6Gx2XxiU9/m2d33cvHbvsaSoEdCfPqC4+By4NSik9//gc8v+c+bvvMdwmHw4yMjVLqLeH2z93Bs7u28snP3cH42BC93Wc523KEs82HePPVJzDG4PaUEAqMcPV1H+OizddhUDy3e+uMSpWJiVHaz5/glecfZHiwm1++9CDGaEp85axdv4XVay+lo6MFbdtgNLV1K2k7f5KO1iaGhnrobD814/Xpaj9FSWk5diSCz1dGaWkFlVUN9HSdw1daQSAwTt/paA+Q82dmZp3dbi81datYuXoTlZd/AKUUfT1tNJ96m+6O09St2MDFl7wv4/eAEGL50NoGNb2c3ENPPMPXv/TJGdM1jDH09A1yrq2brQ/t5r2jTdi2xuWyKC/z0VBfw2QgiNY2KkVvoUSJB+na6BkH0ZFICEO06i0TqRLH8aae8UqLdJK/o6bmaqdJSs8VRzzBkLyalW3b2Doya4VIvC/Hd78+v34e0ftO96ZKbkyX+Jha24TDYZ7Y+WLG03yEEOmlOpBM2S9Ha8JjY0Tefofux57AqiiHLZdS/a9+m8Cb+wiEI6BtSkp8NP7ge9EEQjiMJxym8pYPMfDkL7AmA5RdtoXJo8cov+lGvGvXMPj2QXRpKWt+N7pvev7Ou3FbLqq//x2C2+6n5vvfweVyEQqFCG5/ADsSAbc7FmN0nJptCodyu6n6wueo/dIXaPnRP+EaG6fygzcT9rgZeeNNrPIyVv3ODxl+6BFqv/OtqWMSy+1K2RPDFU/C6vhBfvQxXDXV6KpKPLFkbXJ12FQj+Nk6wWdIG0PHvdvxut1Y5WV4r7sW15Gj+G750FSlOGr6oWYmk/XUc4hvq+u++1EoOu97AEuB2xV9fQ0wsP8t1Ic/iGptI3zsGOZ0M9x8MzTUz4hJEhK5IUmKPHT29DuEwgEuv/wTuNyzl8Gmk2pnKy5xOZ3ovOPpJUrVHGttWsqKlaeCpaZjc7s9NK7aRE3dai67MjpQtLedY+2Gy3G5XHg8JbhcbsLhcCwz6sLt9uJ2eyivqJ6aF1ziKycUiZA4kGmteXbPvTNL2YieAazw1/Day09y26e/y0dv+za7fvFzhvo7GBrs5Mi7r/L2vr14vD4aVqxjcmKcnq4WxkYH6e9p45cvPRDfEv7KWj72yW+z6ZIbWLV6M5bLxe6n72LdxqsxxlDi8fCJT3+X5/ds4/bPfp9nd9/Lpz53B5YF2rbZu+s+bv3Ut3nlhQfxuj3c+pnvEQ6HiUQivPbiw9z2me8RiURQSvHaCw/yvps/y/jYIB63B39VHSU+P8aYGQNcKBRi946f09l6gu6O04wO93LjzZ9kxcqL5vluEELku8Qz9Znu8GhtJ6xzr9n+yE6+9LmPg4LhkTE6uwdo6+zlVPN53jl0kqef2wdAqa8Ej8eF22URDIUZGBrlbGs37x05TX1dJWtX1c86T3piMsjA8DhbH9rNwSOnCIdtXC6L02c6GRgcxut14/OVsPfFN6koL6XSX0GJ18Pg8ChdPf1E7PTLVEerGqJnwcDizPkOJgMhevqH0cbgdrlwuSzOt3Xh9XoZGR1jaHiMgaERunr6ee9oE01nOuntG2Dj+tU01tfS2zfA6NgE1VX+ef1N4rp6BmhqaWNoeIzJQAjb1hw91crqlfWsqKumq6efsfGJWZMi070lwlOVEPG/n06Yy37fwzumvvejSaDppbfj75GFNtgUQiyMHhmh64/+DN3RSfmv/xrV3/4G7Q8/xuAr0Sb1KU8kWha6tBT3ZVtQ69fhslxU3/FdItsfpPJrv4HL5WKo6TTKnl8TRm3MBct3zmYq8VBWjquiAs/NN6GDQdTR4yhrYWOJnWKFk46t99H4vW9fcNt4dV/3/Q/im2VqXyZTquOPu9AVPkKRSMqlW7WOVl0kvxzx66yNG6j9/nfo/Yv/F/PaL7Fv+XA0nli88SqMVFMXk5NeksjInCQp8kBic8b21lP097Zyy63fJBi6cO3hxDm3oXDkgvWNowfCYOvYXOJYIiKR1jplQiIxAZEsVTO0xGoLYwx7d96NSrGqbWKZ8LO7tmK5LMAz4/r4dsJ2ZKq8Kzm2dBnYxLJdt9tLbcM66hs38KnPfY+2c8c5eWwfPV1nGR7qY3Sknwp/Ldq2ueq6j7J2w+UcP7Ift9vDxz/53RnP0VLWrDvqLpcrOti4E5vGRdfG3vP03Xz89m/x/J5tWLEsuDGGl569H5+vhOqaFVTXrJhKzoRCoalMc3yJPWMMbreXNRuuorZhLc0n3uSuf/lTvvmDv2bzlhvSxiWEKDzxKQeZViBobScc3Br6BocYGBzhL//bTxkZnWTHM7+auq2vxENNVQWfuOWjdHT18Fvf/iIPPbE7VvEQXT1odDxEibeEV998l46uAU6f+RduvO5yLtqwhhKvm4HBYd451MQbbx2jb2AYgFKfl7LSEnwV3ujYF7EZG58kOBQhHI5wqrntgrhfej3a/PmNt44BhrKyUpSy8PlKCIXC9PQNcvREM+MTAYKhCHtefCvl8399/7ELLvN63Hi9Hqoq/YCip2+Iw8daCIXDHDh0kk0b1vC+a7cwNj5JZUX5BfcPh4NMTk5ijGF0bIKW8520tvfw1N7XASgrLaG8zEepz4WvxMvRE2d4bWgEgLfePUmVvwJlubn80g1EbBuX5Z4+Y6c1Dzy2G4Ph4aee4Rtf+jThcJievgGGR8Y5fuosbreLsYkAbrfN+MQkHrdrRmWLMYbHnn4Bj0d23YTIlrmWXrZ7etG/2ocqK8X6yC1U/dYdRGL7rR5X+hU7LuhlEdtnTtx31toQifUsSzzAne6FkZrLsogkJDdsrbEUKavgEht0amXRce92ar7+GzMeKxyZ2UNNa4OlyKhJcCTW78eVdIQf3y6WomPb/RecaEymjaFr23YavvOtC65LrN5IlLiSijGGYDAY29+e9aHmzRiDtW4tfOwWeP1NQq++xvCrH6bqox9Ba03r3VtxK4uNv/c7M2IGSUoshnzT5ZkX9mzF7fbygQ9/iVdfemxB24iuyTx7ZjaekIgmBKbXME78PXF7xhie37NtqnlOqsd0u9wXTBOJnz2KS75/clVHolRN0KYaUqYoQ0uORykXl17+fi69/P2EQiGe3bWVT33+BwA8s3MrH/rY1wA4cWy66U7ivOLZzOzcfmHs8cSJiiUb4k1KVdLqLfFtxBM1z+65l9s//T1efO5+bv3kd6a2V+Gv5errP8n5M++x/c7/yG985y+47n23Rr8YZhkAZZAUonCkG3fi49KFqx6FeXznKzz3ytuEwtEzOeVlPurrKvnozdezaeMa1q9tZNczrxKxw3ziw9ez45nXMCa2rdhOo2Up6mur+Nqv34bHrenpG0YbxWtvvsuzL++ferwSr4frrrqEFfWVVFdVUF7qnZom4XZ7+OoXbuPhp/ailIVSLj75sZt4dMdzfPzDNxEOR3jhl29xzRWX8Mt977GirpZjTWfoHxzhqT2vTa0m4ivxUOoroaGumopyH7d/9Cb8/nJeff0AKGIHB4Ybr72CXx04hM9Xwudv/zAN9TWU+rw8vvNFvvGlT/HYjhf46q/fhm1rfrbtcbr7hjDG8MgvovOxq/zleLxerrxsEysb6ggEg0xMTvKPP3uInr5hdj7/Jrat8VeU8Y0v3kpPXy9lpb5oEskYfuMLt/HoL57jU5+4mfsff4YV9XW8vv8wv9j7Gk/ufgVLKWqq/bx3tIlSXwk7n32dE6dbmQyGCARCvPnOKQYGR9j1QvT1feVXh2b8bV/85bv4fF48bhe11X6uvfJcrO+UVFEIkQ2JJ8i6tm5j5Q++D8zcvwsePY5+/VdQVkr13/4XRl58OetxaGPo3f4AK+/4XrRR+xwH85ncZsb2tabrvvunljZNV4WQ/D0TX8li9Q++N7UPGU9IRE8aqhm387hT72fGEyiZdBGaq0IiMRkTikRParbfcy9ej4dwOEzXffdPVUUkPq/49Jh4Hw1tuCCJlHz7xK/b+HM0paXwkQ+h9h2g+2/+DvuPx6n85O3RpVgTksnTleoyXi+GJCnyQPxgfGx0iKYTb7Fu4zW4PRcubxNvmJXc9AviB+Wptx+/TsX7TWTQsGt6IJqWnGDQSQmJ5KqNeInXi89up8Q78/lMJSdi00w+94UfsnfX1gsmmyR3ZNfGsHfnPSk/+NG1i6crO+LzmudzgB6v9rjtM9+bGUfsucZfF2MMe5++m8984bcy2v5UZ2StMSlex7077+HWT30HFVvqNP6/re1Ygx8Lb0kpd/yrv+fHP/oDHr3vv+F2e7j40htTHtjIIClE8QiHwzzw2B6+8eVP4XK56B8Y5r1jLZxv78EYw4r6alY31lJX48fjcWNZFp+59QNTq3MkJnttO8xDT+7FYKaq6eLTEKKJX4uVK2oA+NN//S3GJgJMTAYoLfGw67nX+MaXPs0jT+2d2slLd8bKshTVVX4q/WVs2rAKl8vF8aYWbrnpanr7+vnqF27j0R3P4XZ7+eoXbiUQjI7fO/a+MlU9YIym+ew5vvnlz3D46AkMTCXSb7rhcto6OwF48+33+PZvfG6qIWj8rGj8QKOmqoKqynK+/sVP0T8wzN0P7qSjq59Hd7zEozteuiD2Eq+HT370/YyNj1BTXcWnPxFNtkQT2AZFLAGsolNn6mr8fPlzH0Vh+MJnPspPtz7GwPA4A4NjnGvviU0POYdS0W37SrxcseUi+geG+MANV3LoeBMlXi+3fOA6XvrlW9jacPmlmxgYHOGdQydo6+zjb350LzVV5Vy5ZQPVVRVA+obQQoj5STyo1VrTfe926m+/lYG//TsoK8X9sY9El65MwdZ6qvIAZq+CSLwu8Wdraunn9Cu5xR/H5Zr/Pl3a5pQJ+7aBQICe+x+i7ptfu+B+8VjDtk3X9gfwut0z9i0XOv0iMQ6lLAyx45x5rJ6RGKNC4bLUVDIDoicSu7Y/gDfDYwFtTMJznH5eLssiom3wenF/9BasM2fp+1//hJ6Y2RBUa03H3ffSeMd35QThIkmSwiGpBqDOtiY8nhIaVm3i+T3bYp3XmVHq+eyee3G7XOgUUyJSPYY9NX1i+iD5+Wfuu2CqR/JZOmMMz+7aitvjhoQd2fkc72pjeGHvfbHpHTMfKxQJs/MXP8ftck0lXKLVHdGzgfHnZozhhWfui52Zm56Plliel6pqxBjDs7u3YrlcfP7Xf/uC10XHziSGw2EidgSFe2rKBUqlrRpJrCiZz47hVLxppqwk/o2f23MvbrebF/beR+KfSRvDKy89xparPkJ3+wkevvdv2HzFB/n6d/49kXA0eeL1enG5XGit2fXUz/jMF34og6QQRcAYm3sfepqSkjKeeWkftm2zZlUdv/+bX+H1fQdnzBFOPnjVeuZZIStW0ZXquuhleqpCor62mlAoNHX27JFfPDevUtrEWOKNMBO/a+KJZY/bxYNPPHvBeBVv6hxNCqg030HTyffpJVE1Dz6xh69/8VNTcTz81DMYY9i0YRUXb1jFrR95Pw8++RyXX7qJtw4exeVSVPnLqa7yT1WFJL8ukUg4+l2UVDH46I7ncLlcPLnrBerrKmmor8bj8WK0xtaGX/vULTz9zMtAdDrf17/4KR5/+gU+cvM19Pb3AXDZ5nUcP9WEUha/9skPAeB22RhjsWrlCrY/+gxvHDjODVdvnorn4Sef4xtf/mTG89OFM5RSdwO/BvQYY66KXfY/gC8AIaAZ+E1jzFDsuv8A/JDoCeh/a4x5Jnb5Z4B/AlzAncaYv1vip7IsWOEwnX/1n1EeD+qDH0D5fClvFz+4jv8csSMpG/pGz+6rtNMW4g0c41O/49uL79dlU2JlQTw+W9t0b39w1mRDfApL4m2mqiQ0gDV1gkzrmY+R/NjZTKwm/g3SmW8SJdXtE5NR2rKo+Ys/o+9P/z0DP/4Z1qWX4LrmmqnbxpNO8e8jj8cjJwwXQNLvDkosNYtEQvR0neWaG27F7fZOnTFKFu+TsJgdkuQqjHTSTe2AC5MayZfFEwizTQ9RqKn7JFZBxK+PvzZWUoY73r39ud33xgbD1Flny7JmPNfkeYfxhpzR0q9oRUd8e7P1D018TvFKj8S/VTgSIRSO7tTHkxLGGF58dnrZo2SplrdL9dpZysLlcvPNO/6a2vrVNB17g7ZzJ1ImauTsmhCFzxjD5GSAUy3tvPT6IXY9/wa33Hwtt33keq6+fAONDbUp7xM/859KdBzN7LFTrXYx3/gf3fH8VNPkx3e+gJ1iRz667QsH3vhzSZXgjSZY0j+R5O1FEy/Tl1X6y2lsqOH2j97IxRtWsXZVHZX+sqmdyfh3S/zfbD2K4rHO/L6KJqYtC3wl3gu2O5vE/QO328Wtt7yPj3zgCioryjjwXhP73zk29ZxEQdgKJC/J8hxwlTHmGuAU8B8AlFJXAN8Erozd5/8qpVxKKRfwf4DPAlcA34rdVixS4lhnwmEmX3udSF8/VX/xZ6iysqmKg0yaO879GHr6pFiC5APjxIrgSIqGj9N9L9I/VqpebtoYeh98mEhSwsRlWSnvl2r6QzrhcJiOe7djax2dHpF8nBCbNjHXWJotiVUp8SRD8vXzqdpIpLxePB+6Gf8XPo8+1UTojTfQsWVWtTG037ONYDBIxz33LtnzLTY5+3ZTSt2tlOpRSh1JuOx/KKVOKKUOKaWeVEpVJ1z3H5RSp5VSJ5VSn064/DOxy04rpf4iV/E6ra/7HFrbvO/mz83aLCefpKsOmKtqIN12MhHvmzFXIiF+20gkQjAYjA7wxrD76bsIh8NTt0lMYmSavEnefqrYUyUlUi21N/WlGKsYyfSLz+3xsXLdFbjdXh6572+YnBxf9BeoEMI5yZ/beAL08PHT/Ju//BGnWjqoq/Xz93/1+/zhD79KWWnJ1O2ykaRMNQ7Hl8CcuSzmzMebSuzOQil45BfPYttz9/tJ3G785VjogXjyeBgdry+MNVruHJ56vPiUkeg2dDRJkqJnUqpxNl6ZMtvJhIWO0yVeDzddfyk1VRX8eOuTnGpundf9hXOMMa8CA0mXPWuMiR+pvgmsjf38ReAhY0zQGHMGOA3cFPt32hjTYowJAQ/FbisWSRtDxz3b0FozcOc96N5e6v/43+K99JILbpd8kD1bsuCC+97/UPQAfvuDF2wjfrAcP7DWxtCxbTsdW7fN+yA3noi4YNxKUQ0x1/3iiYfZxqto/NFxMz7dIrqvfuF9Fjs1JJ8oy6LuX/8u1vXXoju7aP2jPyPS0xurbIy+V+ZqGCrSy+U7ZSuSNc5Yf+95ysqraVy1ac7bRs/CRBaUzMjmAWx8SoVJKjMOh8Ps3XnP1AG6TlMCl3ifVAfoc8U6XdabfocvHuOenXdHz3KpC5dm1Wm+YBITIolLxJmkHfTn92ybUZ0R/zndjvXUF5DW7N1599SXz1w74sk7vT5fOZdc/iFCoUmajr1BJBImHA6z84mfRs9aLjA7LITIrsSz4pmK2DbbHtnL3/xD9CzM+665mBuuvpjG+uoLpkzMJZNEgjGaR37xbMKBup4qy50rkZzJ9nN1xj9VVUjilL5HfvFcbDnTxPtEy5sz/ZvMp1ll8msR33FPnh4SjWvma5bJ2UqXy+L9111CTXUl//zzRwgk9Y4SBeu3gD2xn9cAiRmotthl6S6/gFLqd5VSB5RSB3p7e3MQbnFI/GwaYxh+7XVGn96Fe8ullH7kwynH2TmbO6aZ0pF439m2kVi54LKsjA/q44mB5EREPJ50VQPJ8SY+XrqVO1KJ96tIlRjJtFphtgqQfGXbNmrTJtwf/hChzi5a/+0fExkcBGb2y5jvPoDIYZJCssaZGxroZmykn/oV61Nen+4gOptSHXxn8pipqgOiPSTmlzlMW2WQwUBljOH5vduiB+bpej7MVXaRxlwJDJh9WsxcEldZWYjS8io+9+V/w9hoP3t3/DgaT2wuXEQGRYFUteWbxOkDMxoP2/Glmm2Ghkf4+3/ezrMv7+eTH3s/H7npCuprK+f9WPFljdNJPMCP9hxKPU5qrXns6ednPYCO95uYj+gBfPoEdvyxF1Mqmy7BYEz8OU0nmDN5nEynyiw0rtSPOfO94vV6+IPf+gpDw2O8e7hp6jbx3iEy7hcWpdR/BCLA/dnapjHmZ8aYG40xNzY0pG74uNzMVcFkj08w+L9+hOfiTbivvoqOrfdFk7VJVQ6L3R9PrDpIDGWq+sAYeh94KCsnFOPP2dY2kVlObqZ7XukqMtJJ7leRapupGoPOeO4PPpxwEvLC22f6N8jG32q2bSc/B2tlI6v+4e8B0K+9jhkbm3FbSVTMn5M1N1nNGheyo4deBaAuTZJiIeYzhWIuqQ7UZ0tizOeMWeJ2En9ONV1itsdUSs3a8yEu/rpEFrBDPZf5VKlMx3HhKiqzSVVCfNmVH2L1uss4uP8Z3tm/l3DEZteOO6emkcj0j2VvK1LVVjCCwSD//395gFMtrfzeHV/ijm98Fndsabfkz3MmFQ5zJRcSbzvbQXomyzJn+ljZkOkc6VTiiYboEtLO7TimG5/jfZqi89Cnd3ATb3fxxjV8+fMfpaO7n7fePe7o8xALp5T6AdGGmt8x03/gdmBdws3Wxi5Ld7nIgNaa9rvumRrnZlRRaI3e/xbYmpo//SOUK/MKhgXFMkciYr7VE7M9TmJ1w0J6MMy2MkgukgAuy5p3oiYxGZMY03z6acxH4nbjJxqNMbjWrKH2P/8VGIP51T5MwvRyMX+OJClykTUu1NI2YwzHDr1Gub8Wj7d0XjsZc01zeGb3VscOTqM7V/PfYUpMRMy3PHi6k33qpIptR3f4Xnx2O0brefWAmI9MqlDi00SSp4ss1NqNV3HR5mvZ89SPmZwYmeqvobVmzy/ulKY9y5hUteWP2c6k2LZNOBLhzXdOcL69mz/4zS/z4ZuunnGbeBPK+OfZGMPjO1+csQMWTzYkTtdINp/qhKmdvwwaR+a6iWM8uZDceDLVd2Fib4j4wX7ytrI5LsYfJ/lvMdvQHv37vZAySfHY0zP/zqmah372tpuprChj60O7iUQkQVFoYit1/Dvg140xEwlX7QC+qZQqUUpdBFwC7AfeAi5RSl2klPISTSjvWOq4C1m6A+5I02no78dccxU9zz6f8jOZ7WkImSYiFvvYhdoDYj5xx/t9pGrUGU92zFbZMd8qk/h2EyuWw7ZN611bYWUj1gfeD2PjmIPvZvwcxIWW/J2bq6xxoZa2DQ320NXRTFXNqnlnJI0xUwe6yeKrZyyVuQ7M5zN9I9fiO9KpVg1JJ5Nu7PMVnyaymOkiU9tSFl/8+p/i9pRw6vgbMxJE0v1dzEGq2pZQfApGcjWEbWsOHj7N4PAYv/PdX6Op5WzKsT26lOd088r5TBtINtuBejwure2UjSMz2WbyGaz4ddPbnvl7/DbzzdkmJm/iVQgL7dieyepZ86lQW2iFSnza3szHnRmDAq658mIGh0Y5IU0085pS6kHgV8AWpVSbUuqHwL8AfuA5pdS7SqmfABhjjgKPAMeAvcAfGGPsWGL5D4FngOPAI7HbinkIhUIEg8Gpz3Ckt5fQoSPQuALWRfP1yeNHptMeUk1NWOy+Y6oD8MWsSpEPZuvbkSiUpjl9KumSGgtN0syW1EjXfDR+mWpoQF2+BdPWjt3WsaDHF0ucpJCs8bT4mammE28BUFWzckHbmXuZ0Pw4g26M4YW99805HaMYZePvMNeOszGGsvJqvvj1P2ZibIjWM4cW9XhieZCqtqWntebBJ56ZOnANh8Pc9/AuHtv5El09g1y5ZQPXXbk5bX+ISCQ8Y4pYYuVENisDomfzX4gtoZlZIiQxhtmmH0QbRz47tdJGOBzm4aeewbYX81ymEwdP7Hop4wTCXPOEUyVN5vMYCxVPvKRajURrm3A4zCNPPUNNVQW3feR9tJzr4sz5zpzFIxbHGPMtY8wqY4zHGLPWGHOXMWazMWadMea62L/fS7j93xpjLjbGbDHG7Em4fLcx5tLYdX/rzLMpXImNy9vvuRfbtun/vz+N7ptee010KSJSH6Au5GA3WxUYyY+drakWs8WXy54Oxc7WGrN5M1T60e++N7U0qZifXC5BKlnjWcR3jE4d24e3pAxfqd/pkHIuGxUDTpmrEsTpShFjDM/tvpdNl7yPxtWb6WpvYmiwCwDb1tJMTVxAqtqWTvKBcOLZc9u2ae/q5elnXmf9mhVsXNswYwpAuiVG49MZ0plv/4pUZktOzFXxEG+kme5APv4axONKTsrMTHjMr7piPtUlC+2lsZgKlmw8hm3bU8twf/PLt1Pi9bDt4T1TiZfE1a+EEKlNvP4rJve9hffqK6G8fMYKGdmoVJhv48lMZLOKIhfxZVsuptrkQnzayNT3rGVhX3M1BAKMPb3rwttLI8055XJ1D8kaz8IYQ2Bygpamg1TVrEQptaCdyPk+Zr5MuciGXL9eyY81WyWIMRc2+kwnF1NHYDoJtP6ia/CV+jl9Yj+jo0NoIzurYiapalt66XZIzrZ28s7hJi7ZtJarL9+Ytc9p8tn+2c7MZ5uO7URnUm2Qri/DfM1nCkayVFMuctFsLVtmTo+x8bhdXLppNU1n2njtzXd54LG9RCIRtj+ym3A4LDvCQiSxbZtIKMzoPffi2XQR7i2XZmW7qQ6o870nxFLHN9+kw1yJlHyq+LjgudXWwsqVjDzxFOHhYdkPn6f8/uQUMa01Tz78I8LhIFXVjcB0j4nFLEk5m/kcSBcCY0xGzS8znW4xVxInuRIk+faZ9n7IdbLIcrnZdOn7CQUn2Pazv8TWmr0775bmmcuUVLXlr/GJAD/6ycN43G7+8Ie/MWMMWchBd/I0ieQz8fM9+59Jf4bZZPp48+2bk+q1yTTZkfwaZWOaTKptpNtucoXIfB87ngBKbJhq2zarGmuo9Jfx4BPPT51llX5EQqRnTjej+weo/u3fSlnpu5B+EukaOGZDPh2ML0a6pMNsFSJOJ3pm60+R2AMp1XNTV2zBTEzS8Z//dippLFUUmZFvMAeNjPQCioqqOiC685HrXpfRJdeKY6CD7O6EzTeJs9Ckz2KSRemWbE3mr6qncfUl9Ha1MDTQNaOJqgyOy4tUteUPM9XUMXrw/3/ufoz+gWHef/1lVFdWXHDbR3c8t+TJxbkOnBfS2DLbkqtE4hb7fZDtvh65lJwAUkpx5ZYNDAyNcLL5vIzxQsxCj43BqSZM4wo8V1w2r/vOVQmQ6oC6WBIM2eJ00iGXkp+bqqrC9/73YVrOoANBh6IqTMX7LikAo0O9lPtrcLk8Gd1+sWe1xNwWuuxprh8nneQpL4lnF9dsuJKS0grONB3AtsMzbhO/jyQshFgaxphog8gnn8EYw94X32Tf20f5+hdvpbbaH/ssRmb0n0g1TizlNDfIj6REquTBUvSEyJZM/maLma4SV1vt5+Ybr6TpTDvdvQOyvyAEqfdzRp/eBeEwXB5NUMwniZDLaglRWDKdulL+xS9AKMTESy8vSVzFQpIUDgkGJhgbHcBfWRiN5eZTfVFMlRpLYTGv12xTXlwuN5suiU77ONv8Xorl7Ba/UyyESC9x51hrzUNP7EVZMDQyxrZH9nLDNVv43O0fxBjNI089k9FnMTqt4UXHEge5qjZY6HYLofohk79ZuuqQdJKXb43f75tfuh0FPPTU81PXReaxjJ8Qxc4en2B0x05YuRKqKhe0jWxVAkiFRWHLtPGo94rLUTU1jO7YKfvc8yBJCoecO3MEMPirFpekyHV/A6neyK1sJHRmm8ITn/bR09nM2eaZy5KGw2F2PvmzvN/BF6JYxD+r7x45jb+ilH/9gy9NrWqRrroqdQNHs2Sf23xLAuRTPPNJ9GZS+THXaiqpnrcxmkd3PDcVQ31tFRdvXMWbB47SNzDEg4/vzZvXSwgnJH9Ox555FjM2jn3JxTOm4AmxEJkkrLTWWBdfRKStnYnDRyVpnCFJUjjkbPMhlLKo8NctajvF1gxTpBdPRGRSOpyYXFqz4Uq8JWXseOyfiESi0z7iZ3gtJUOAEEshvpTomfM9jI5Ncsc3PktFeRkQXaFBm/iZcYcDFRnL1sokiRaShElObmza0EhNlZ/Dx1suWNpViOVGa03H3fdGx1etGd+9F+rqoKYmeib8/gdTfobnuwpFPsrmcqVikdasRvlKGNn7rNORFAw5QnFI69ljlPtrsFyuRW9LOngvL5muahLncrnZuPkGervP8/JzD8g0DyEcMhkI0Xyui5UN1Vx7xcVTyUL5LOaX+SwTnU/fv/Gx3WVZfPULH2doZJzz7T1OhyWE4+Jnu+3OLuzuHti08YLrEtlaY2s7o1J+ITJhXC5obGTs1dcIj405HU5ByJ9v12XCtm0mJsboaDu16CoKsXzN1lAv1dSf6tpVXHntR3h+z7309bSxa8edBAKBGU36hBDZYYwhEokQiUSmPpe2bXOyuQ1jYMvmtVO3s207tixZqlJ+SSg6oZBe98TqG2M0Dz/1DAbDze+7gpoqP8dOnWN0dGzGc5GGyWK5CjWdxpSUYFY2zrg8XcVBMa9CIXIrVb8R10UXYQIBRl5+lUgk4lBkhUM+fQ5obz2FbUfwV9Y7HYooIrZt89yee9NO/fncl34fl8vN04//7xlLkgohsktrzX0P7+T+R3dPle53dvfT1tHHhrUNlJWWTN1utoaZtm3z6I7nC+JguZjMt4llfjEYE1+SdD3BUJj/+X8fYHJykmAwWKDPSYiFs22biB0h0N6B6ezCbFgPknwQDlB1tbjXrGbo/ocIh8MyHs9BPqUOOH/mKAAVlVJJIbIrXmGRqpGmr7SSWz99B6dPHmBooNOJ8IRYNizLmlHxtOfFfViW4qL1Ky643ezbkYSiEwr5dY9XgtRUVdBQW8mZ811se+Rptj+6m0AgIGfwxLI0unsvKBVNUgjhAKUUZbffCgMDdP2fn0ydxCik6r2lJEkKB5xrOUJt3Wo8Xp/ToYgiFp1XHZka9Iwx3PjBz1NXv4bzLe9h25Gpy2VwFCJ3+geH+dWBI6xb00CJ1wMw3VVeplyJLDPG8NjTL2AwbN60inDE5lxrD2BktQ9R9FLt0xjbZuzZ51CrV0FpqYPRieVm+v0Y/b304x8FpeB869RttNa033WPjM1JJEmxRBIbpJ0/e4w16y9zOiRRpFItG2uMIRwO89zubdz2ud8iMDnKwf17p26/6ylZilSIXHnu5bfQ2nDxhlVA9PsgEAjEpnI4HJwoSvFKkCp/GfW1fs629mDbGsuypCeFKGpaa87//C7C4fD0Ze0d6JFRrIs3XXB7WQFD5FLYtum67/6p/XJXTQ00NKBb26Yus21bpmGnIEmKJTY00M3Y6CBr1l2a8mBSiFwwxvD8nm3YWrPx4uvxVzXw6gsPEAmHgPzqUC9EMYlEbF5+4yDXXLFpqhdFvOeBrA4pciW+QokxcNG6RkLhiKz0IZaN5IaX9tlzuBoaUCsaLrhtqgaHQmRT8vtRrV0NExMET54CiI3V8h5MJkcmS+z82eMANKy8KOUqDELkirKs6PKle+9j3cZrCATGaTt/zOmwhChq+w8eY3hkjI/cfO2MpHQh9zwQhaWmuoIqfxlnzndia1sqKcSyEunvR3d3U/6Jj0nlmnBUKBIhFArB6tWgFMMvvex0SHlNkhRLyLZtWs8dRymLQ+/9Ei2ZM+EAZVmUlldxxdUfoau9ieGhPoyUOgqRNfGpfcYYXnj1ALU1lVy1ZaPTYYkiF62e0BdM3VNKsX5NA+MTQfoGRhyKTojcStmLwhhGX3wZDPg+dovsc4u8oLweaFzB5C/fIBIOS9I4DUlSLLH21pOUllfhstxOhyKWgVSrfED0i9soD1rbvPrCQ9K8T4gcCASDHDnRTLVfGrUJZzU2VOPxuDh7vmvqMqmoEMUkVfNB27YZfvwpqK1BrVzpXHBCJFuzBruvn8Cx405HkrckSbGEtNa0t56ioqLW6VCEoKy8kroVG3hn/x5CgUmnwxGi6HR2D2AMrF4ZHfOjSUOHgxKO0frCKoelelylYO2qerp6BxgaHl3yGIRYCslz/4Onm2FkBLVelh0Vzoo2aLWnV/pYuRK8HkZeemX6NpI4nkGSFEuou/MswcAEZf4ap0MRy1hidcWqtZcRCYc5f+6ow1EJUdgSV3CK/9/e1UdFuQ9/hVRSiKWVKiGydlU9xsAbB2S8F8XJjjWMjf8//OzzoBRq7RqnQxMCbQy9DzwUnZLkceO74QbGXv0lkVDI6dDykiQpllBH+2kAysurnQ1ELDvppn34SiuobVhHd0czI0N9gGRyhVgMrTUPPLabyUCQ/sFRVjfWoWQZD5EHKsp9VFeV88t9h2RlMVH0jG0z+tLLsGolyut1OhwhgGi1T3xFmdJbPoQ9OEjo+Amnw8pLkqRYIrZt09nejFIWvrJKp8MRYsqqtVvQWvPKCw9NNftLbj4lhMicZVl0dPcD01M9hMgHa1fV097ZS/PZdklGi6IWOHQYPTSMWrc2Yb/G6aiEmOa94XrweJh8c7/ToeQlSVLkWOIBX0/nGUrL/FiWvOwif5T4KqhtWMsbrzzJ8FAf4XCYXU/9zJG500IUi/bOPiorSin1eWXHWOSN1SvrcLks3jxwxOlQhMi6xGTE+Guvo3w+WNmINoaObfejtSTmRP6w3S6oqyXw5n45MZiCHC3nmNZ66oCvu/MMpWVV8kYUeWf12svQOsKrLz5KJBKRRJoQizAxGWBweIzVK+ucDkWIGbweN1dcupH9B4/LvogoOtoYuu69D23bjL/+Br73vw/lcgEzy+yFyBeuNavRfX3owSGnQ8k7ciSyBCzLYnxsmNGRfkrLq5wORyxT6fpSAJSWV1JTt4bXX36UyYmxJY5MiOLS0TUAwMqGaqlIEnnFGMMNV19Kb/8QZ851OB2OEFnnsixMTw9mdAzfLR92OhwhZqVWrwJLEW5rkyl4SSRJsUTiTTPLpGmmyFOr11+OHQlz4M1dTociRMFI1Wi2s2eASn8ZZaUlDkUlRGq2HeFsaxuWpXjzbVnlQxQnu7UNVVZKyXXXOB2KELNSJSV4Lr8M3S5J42SSpFgi3R0tAPhK/VJqJvJShb+W6pqV7PvlU4RCIcnoCrEAwyNjDAyNsnKFNMwU+SVaTQe+Eg9XXHoRb759hEgkItM+RFExtsa0d2Dq6jBut9PhCDGnkpvejxkeIdzR6XQoeUWSFEvAtjWd7c2UV9Tg8fqcDkeItNZsuILxsSG6O1sIhUKEw2FZ6UOIDBlj2Bc7O71yRc2My+VzJPLJ+6+7jK6eAf7vXY8SDoedDkeIrNE93RAOY61d63QoQmTEd9ONAEz86k2HI8kvkqRYAsYYujvPsGLVRqdDEWJWlVUNrNtwBR2tJ9i94+dEIhF2PP4T2YkVIgNaa57a8wq+Ei/lpR7sWD8KYwxP7HpJkhQib1x71WYsS9HZM+B0KEIsWuK0O93aDh4PNK5wOCohMuNasQJVXc3EG9EkRapppMuRJCmWQCRi09N1lvqG9bKTKvKaUopbbv0GoeAE/T3nsW0bhZIBU4gMhEJh+vqHaWyoRik14zrLUmnuJcTSq6wo4/JLNtLR1Sf7JaJoGG2wOzphZSNKVikTBcRas4rgiZME+/plfztGPsFLYHJiBGM0DY0bnA5FiLSi85UNF1/6PsrKq2k/f1zWFBdiHg4da8bWmpUratBay8oeIq+9//rLGZsI0NbR43QoQmRFpK8PQiFY2eh0KELManoaaPR3vWIFGMPovn2SpIiRJMUSmBgfAqBh5UZH4xBiLsYYwuEwK9duITA5xrFDv3Q6JCEKxlsHj+F2uair8TsdihBzuuGaSwF4+70TDkcixOLEqz1NRydGKUxD/dTlWkulkMg/2hh6H3houpKtugp8PibfetvZwPKIJCmWwPjYEEpZ1NatdjoUIWaljeHZPfdSXbuK0jI/r7340FS2VzK7QqSntebtQydpqK+8YKqHEPnGGENFmY+qynIOvHdCxnhRFHRHJ9TVYbtcspKeyHsuy5raxwaFtbKRwDvvYiIRp0PLC5KkWALjY4P4yvyAwiAZXZEfotM7LvwSt5SFUoo16y6nu/MMg/2ydrMQczl9po2R0XFW1Fc5HYoQc9Ja88gvnqWhtpKmllaGhkedDkmIRQm0tsLoKCZpqoedZl9HiHygjaF7+4MYY7BWrcJMTBA4dtzpsPKCJClyKH5mYmJ8iNKyKl58djtIgypRIOpWbKC6ppHWc0eIRCJylk2INIwxHHj3OEopGuokSSEKg2UpGuoqMQYOvCs7xaIwxfe1A/sPAFyQpBAi37liTV5V4wpwu5mMvZeXO0lS5JBt24yPjRAOBSgt9WNJp2GRp+JNMxMppfjgx36D0ZF+zrUccigyIfKbbduEw2Gef/UtNl+0Bq/HHfs8OR2ZELPTWlNeVoKvxMuB904kNHKTN68oPJP7D0BlJZSVASSU0cv7WRQGbVmUXHkFk29FkxTLfRqeHDXnWF9PKwAlpdJITeS/SCQytaKHNoae3k48Xh+/fOlhQAZMIVIZHB5leGSca6/Y7HQoQsxp+uAtmoxubKjh0NHTTAYCbH9kt6xKI/JeckLNHh0lePQYatXKqdtoY+i+/yFJuom8lTgVydaaiB3B+77rCbe2EeqQqdaSpMiRSCRCKBSiu+ssAL7SCmcDEmIW6ftTuFi9dgtnTr/HuTNHCYVChEKhqWSFJCzEchb/PLx35DQA114pSQqR/4wxPL7zxalqnxX1VQRDYQ4fa5aKzxxRSt2tlOpRSh1JuKxWKfWcUqop9n9N7HKllPpnpdRppdQhpdQNCfe5I3b7JqXUHU48l3ygtab9rnumEmqTbx8ErVGrVs24nUvez6IAJCYrvO+7HoDxfW85GVJekE9vjmit2fP03fR2t6KUoqSk3OmQhMhYYtJixapNlPjKefPVJx2OSoj8Y4zhncMn8ZV4WbdmBRD9/MjZaJHPLGt6BZqa6nJcLou3D51Ea0k+58hW4DNJl/0F8IIx5hLghdjvAJ8FLon9+13gxxBNagB/DXwAuAn463hiYzmKJyBs22biwDsofwWmRnoCicLmXrkS99o1jP5qH8FgcFlXAuUsSbGcs8bxM8yWsujvbaPEV4GSbK4oQFprtIGqmlUcO/xLRob6nA5JiLwSCoU5eOgkjfXVhMNh6UUhCo7Lsmioq+Kd904u6x3iXDLGvAoMJF38ReDe2M/3Al9KuHybiXoTqFZKrQI+DTxnjBkwxgwCz3Fh4mPZMcYQfPc9Sq65WpZ/FkXBd8N1BN59j9af3bWsT3jk8sh5K5I1pq+3jdKySqfDEGJRGldfjDaa/b/a6XQoQuQN27Y5cfocEVvTUF8lTQdFwWpsqGZweJT+wSFCoZDT4SwXjcaYztjPXUB8WYo1QGvC7dpil6W7fFkLnzuPPTBAyXXXOh2KEFnhu/560BqrPzmvubzkLEkhWWMwRjPQ34FPmmaKAlfiq+DSy27iwK92EQ7LDmwhWc5VbUvh0LFmlFLUVpfz+M4XJEkhCtKK+mqUUnT2LO+dYqeY6MCRtcFDKfW7SqkDSqkDvb292dpsXrG1jk71eOcgACXXXeNwREIsTrwhrPvyLWBZ6O5up0Ny1FLPQVhWWeNAYBxtR/CVSZJCFL6bPvxFxseGOPTOizJnubBsRaracubQsWZqayqkzFgUtBKvh80XraGnb8jpUJaT7tgJOWL/98QubwfWJdxubeyydJdfwBjzM2PMjcaYGxsaGrIeeD6IH9BNvP0O7rVrULW1TockxKJoY+jZ/gARy4K6Okx3z9x3KmKONUoo9qyxbdtMjA8D4PPJyh6i8ESbZ05/RNduuIKGxg28+dpTcra4gEhVW+709A3S2d3Pijpp1iYKV3ysv+7KzYyMTtI/MOx0SMvFDiBelXYH8IuEy78fq2y7GRiOneB7BviUUqomliT+VOyyZUkbQ+dd9xA4fGSqisJOs1KZEIVCKUX39gfRDfWYkREivX3LdjW9pU5SLKuscWBiBEAqKURRMMZQVlFLV0czrWePOx2OWJxlVdWWC7Zt886hkwA01EuSQhS+6666BIB3Dp9yOJLio5R6EPgVsEUp1aaU+iHwd8AnlVJNwO2x3wF2Ay3AaeDnwO8DGGMGgP8KvBX7919ily1bqn8AEwzhveaaWE8gpyMSYvFcloWJHctOvPOOw9E4Z6mTFMsqazw5OUpZeRVut9fpUIRYlHhZZV3DeizLxf43pIFmsSj2qrZsSzyj8e6RJlbU11BR5nM4KiEWr6GuirLSEg5KkiLrjDHfMsasMsZ4jDFrjTF3GWP6jTG3GWMuMcbcHk84xCrZ/sAYc7Ex5mpjzIGE7dxtjNkc+3ePc8/IebbWRDq7wO3GfcXldG9/UKo8RVGwtcb4y8HnY+LAQafDcUwulyBd9lnjyYlRauuX9clGUSSMMbzwzH2gLGrq13L43ZcJBiacDkss3LKqasuFiYlJjp06yzVXbHI6FCEWzRiD1poV9VUcO3WWycmA0yEJMSe7u4eSyy/DKvXhshybwS5E9imFamxg8p2DmGU41QNyu7rHss8aByZGCExOSGZXFAUrtgNQ37iBcCjAe++86HBEYhGWVVVbNsWrio6caCEcjnDNFZudDkmIRTPG8PjOF6ivrSQSsXn7vRNOhyTErEwwiBkaovR6WXpUFCersRE9NkbgVJPToThC0o45MjE+QiQSkn4UouiUlddQv2I9+1+XKR+FQKrasktrzQOP7eWdQyfxej1suXjd3HcSogBYlkVVZRlut4sDkqQQec70RKcT+q69JjYFT04IiiLTUA/A2IG3CYVCy655ptvpAIpVX28bAL5SSVKI4uMrq6L17GE625tZu/5Sp8MRszDGfCvNVbeluK0B/iDNdu4G7s5iaAVLKcXBI01cuWUjlqWkWZsoGpZSNNRWcvDwKcLhMB6Px+mQhJghXs2me3rB7UavW0vHtu14XC6nQxMiq4zXi6quYuLge1R89SvLrjJfKilypK8n2ghfkhSiGNU3bsDl8kgDTbEsjY5N0Nc/xLUy1UMUoYa6KoZHxjh9pi22YsLy2jEW+U1rzfk7745WUtTX0bH9ASylnA5LiJxwNTYSPH6Czru3ovXyWl5XkhQ50t/bhlIWJb5yp0MRIus8nhK2XHkzB996jnA4tGzXcBbLj23bdPb0A3DNlZKkEMWnvq4SgIOHT7L9kd3LbsdY5D8rEISxMairQyEJClG8XI0rIBxGDSy/GbaSpMiR/r52SnzlKMnuiiJ19XW3MjkxyrHDrzsdihA5Fy8xNsbQ0zfIutUrqKupdDosIRZNaz0jEVHi9XDR+lW8e6RpqmGyEPlE98QWpCriFaSEAHA1NIDLhd3Vs+xOBsq3Tw4YYxjs76TEV44xcgZCFB9jDOsvuhqP18eBN/c6HY4QOae1Zvsju5mYDNA/MMKVl11EJBKRcnhRlK654mKaWtoIBEPyHhd5R/f0gscDVZIoFsVNedx4L71kqlHsciJJihywbZvenla8JWVOhyJEThhjePHZ+6lfsYGTR99kcKBHdmLFMmA4dvIM2hiu2nIR4XCYx55+Qd77ouhcddkmjDF09vTxwGN7ZcqHyAvxqaW6pye68oFUK4siZmuN1gbvNVdhBgexx8ZmVHUWO0lS5MDkxAjajlDiK0drLdUUoigpy6KhcSNa2zy87b/LTqxYFo6caMGyFJsvWsPjO1+QfWRRlC5avxKvx01P3yBgll2ZschfgfYOzPgEKrY8oxDFzNYaz5VXAhA8fBStNe133bMs9rklSZEDvT3tAHhLpGmmKHyzJdrKK6pZufpierrOyE6sWBaOnDhDXU0lXq9H5uuLomVZFg31VfT0DqG1XjZn7kT+Cxw6HP1BkhRiGbC1xtq8CVwuJt97DwDXMtn3WB7PcokN9ncCUCLTPUQR01pja5urrv8E42ODdHeddTokIXLGtm3GJwJ0dPWxor7a6XCEyJl4UmJFXRWhcIT+oWEefOKZZXHmTuQ3YwyT774HJSWY8gqnwxEi54wxaKWgrpbAu4ecDmdJSZIiBwZiSQqvLD8qipwxhp6eDpRSvLPvmQuqKWRpUlFMevqHAGioq3Y0DiFyKT7nuaGuCoCeviFkyofIB7ZtM/HmfulHIZYNbQzd9z+Eqa8jfL6VyMAAdiyRXOwkSZEDQwNduD0luFxup0MRIqe01ni9pVTVrOTQOy8SDoecDkmIrDLGEAqFiEQi9PQNUl1Vgb+i1OmwhMgZYwyP73wRj8dNTVUFvX3DTockBADhtnYIBKC+Hlt6vollwNYaS4GpqwVg4tCRZdM8U5IUOTAQW35UiOWivnEjY6MDnD75ztRlUkUhioHWmvsf3U0kEqG3f5irLtsEsCx2EMTyZVnRs9Qr6qsYGhknGAw7HJEQMPlerNy9vs7ZQIRYYrqyElwuxt99j4it6dq6rein4EmSIgcG+jspkaaZYhmIN9Wsrl2Fr7SCt/ftdTokIbLOsixOn2kjHI5w9eWbMEbz6I7nJEkhiprWenrKR2yqkxBOmnz3EJSWYsqkmk0sM5aFVV9H4PBRYHk0zyz+Z7jEbDvC8FCPVFKIZUUpi8uvuoXjh19nYmLU6XCEyLojJ1oAuGzzemD6TLMQxays1IvX46a7d1Aq44RjjDFEwmEmDx2CeulHIZYnq6Ge8LlzmGDQ6VCWhCQpssgYw0BfF0ZrvD5Z2UMsH8YYxicmiERCHHzreafDESLrDh9voaqynD0v/DI21cPpiITIPaUUdbV++geGiUQiTocjlimtNef+1z+ih0dk6VGxbJm66DQn09fncCRLQ5IUWaS1ZveOnwPIdA+x7JT7a2NTPp6ZKoOXvhSikMXfv+FwhOaz7bHSd1P080CFSFRXU0kwFKG9s9fpUMQyZds2pjd2YFYvSQqxPKmaapTXi+6VJIVYgGBgHECme4hlRylFbcN6zp85Qm9Pm9PhCJEVtm3T0z+E1oaGukqnwxFiydXXRt/3R06ccTgSsRxFIhFCoRC6txdXfT1IPwqxXFkWni2XYHqXR8JYkhRZNjE+gmW58JTIICqWn7qGdQC89/YLDkciRPb09g3hK/FSU1XhdChCLBmtNVprSn1eykpLOBrryyLEUtJa037PNuyeXkquulL6UYhlSxtDKBzBDA1jB4q/L4UkKbJscmIMt8eHDKFiOfKWlOGvrOfgW88zOTkpUz1EUegdGGbLxesAI70oxLJUX1vJ8aZzRCIypoul55qYgGCQkquucDoUIRxja40V68mi+/odjib3JEmRRbZtE5gck6keYlmrX7Genq6zdHeddToUIRZtaHiUsfFJLrtkg9OhCOEIrTV1NX4CwRBNLa1OhyOWIR0rby+56kogerBmjPQGEsuPrq7GKIXd2+N0KDknSYosCwbGKCmRlT3E8qS1pqZ+DcqyOHLwZafDEWLe4s0ybdsmEolw+FgzAJdevM7hyIRwTm2NH6Xg3SOnnA5FLDO2baN7esHnw716ldPhCOEslwtqqpdF80xJUmTR+PgIkUgIr1RSiGXM4/WxafN1HHn3lalVPoQoRFprnn72NdwuizUr67FtLSt7iGXJ63Gzcd0qDh1tknFdLCljDKavD6uhHiX9KITA1NZiBofQweLuSyFJiiwa7O8CZGUPsbzopLJLrTVXXvNRBgc6aW896WBkQizewNAYNdV+XC75uhTL2+WXbODE6fOMT0w6HYpYJmzbJtTRAZOBqbn4Qix3prYGjCFwqsnpUHJK9rqyaLC/E4g2DxRiOdty1YdwuT0ceuclQqGQNNAUBWloeJTxiQC1NbKqhxCXX7oRYwzHT511OhSxjEweOgKA1dDgcCRC5ImaWgAmDh8hEolg23ZRVrhJkiKLBge6AUlSCOHzlXPJlvdz7NBrUh4vCooxhlAoRCQS4VjsYKy2qqJodwKEyNT6NQ0opTh87LR8HkTOxfsCBQ4fAa+XkM/H5OSkNMwUosSLqqggcPQY4XCY1p/fXZT72pKkyKLhoV6UZeF2e50ORQjHGGOwbZvLr/4wY6MDtJ077nRIQmRMa82Dj+/Ftm2OnjiD22VRUV7K4ztfkIMysayVeD1UVZZxvOks2x/ZXZQ7xSK/aK2Z3P8WurYGg4y/QsRZ9XUEjp3AGIPLKs7D+eJ8Vg4ZGe7F6y2Vxj5iWTPG8MzOe9hw8fW43B6OHf6l0yEJMS+WZaG1Zt87R6mprsCyFFaR7gQIMR911X5aznWgJWEnlkCkpxc1MYmpq3U6FCHyiqqvQ4+OEm5rdzqUnJG9riwaHuzB6y2TUjSx7CnLwuv1sWnz9TLlQxSkwXg/imrpRyFEXHVVBbatGRgccToUUcTiy0AHjhwFwNTVORyREPnFrq4CIHiseKuVJUmRRcPDfXhKSp0OQ4i8oLUmHLEZGe6j7fwJp8MRYl5ONp0HkCSFEExP46uuKkcpRW//kNMhiSI2laQ4fAQ8Hqj0Ox2SEPmlogLlryAgSQoxl1AoyOhIP16vJCmEmNqhrVuN5XJz+OArTockRMa0tjnZfB6XZeGvkEbIQhhjeGLXS7hdFuvWrKBvYHhqnJdeLSJXAoePQl0dKJXwfnM6KiGcY2uNMRqlFN4tWwgeK96TgJKkyJLhoV4wRiophCC6Q/vis9uxLBebNl/HoYMvEwwGZWdWFIzTZ9qmzhoLIcCyogeKl1y0hoGhEUZHx6SBpsiZyMAAkY4OqI9O9dDG0PvAQ7IfIQTR/WzPlkuJtLdjgkGnw8kJSVJkyWB/bPlRr8/hSITID5ZlRc98aMPQQBePbv8fsjMrCkIkYnOurYuaKpnqIUQiYwx9/QNobfjJvY/LigsiZ+JniE1tzdRlxbqKgRDzpY1h7Fx0Wqrd1+dwNLkhn/YsGejvAsAj0z2EmKG2fi2W5aK/r9XpUITIyODwGFobaqrKnQ5FiLxTWx3tDzA4NCpntUXOTB47Fu1HEWsQKISYyaqrBbcLu1eSFCIN27YZGoxVUsh0DyFmcHu8XLT5Ovq6z8sOrSgIA0PRlQuqJUkhxAW8XjcV5T76B0edDkUUsdDxk3g3XwxSPSFESsrlwrNpk1RSiNkND/XicnlwuTxOhyJE3rnimluYnBylvbXJ6VCESCmxCeDg0BgV5T48HrfTYQmRl2qqKhgaGUdrSTyL7LODQULNzbgvvcTpUITIa97LLkX3DxAJBJwOJeskSZElw0M9UkUhRApaay657AOA4si7ssqHyE9aa7Y/sptIJMLg8Jj0oxBiFtVV5di2ZnRs3OlQCp5S6o+VUkeVUkeUUg8qpXxKqYuUUvuUUqeVUg8rpbyx25bEfj8du36jw+FnVTxZPHnyFERsXJdudjokIfKa97LLQGuCp5udDiXrJEmRBcYYhgd7pR+FEGmUV1RRVb2Cw+++QiQScTocIVKyLIuOrj7CEZuaaklSCJFOTWV0KtTAkEz5WAyl1Brg3wI3GmOuAlzAN4G/B35kjNkMDAI/jN3lh8Bg7PIfxW5XNLTWtN91D4FjxwHwSCWFEGkZY6YSeYGjxxyOJvscSVIUW9ZYa01fbxvekjKnQxEib9WvWE9fTyvdXWedDkWItE61RBu8VldKPwoh0vH5vJR43QxIX4pscAOlSik3UAZ0ArcCj8Wuvxf4UuznL8Z+J3b9barI1kl2WRah4yegvByrSppmCpGONobuHbugvGwqsVdMljxJUYxZ41AogB0J4ZVKCiHSqqtfi1KKQ2+/hG3bTocjKL6EcTacam7F43HhK/EgfV6FSE0pRXVlxVSTWbEwxph24H8C54kmJ4aBt4EhY0y87LANWBP7eQ3QGrtvJHb7uuTtKqV+Vyl1QCl1oLe3N7dPIsuMMQRPnITamlifIKcjEiK/qdpaAsdOFF2lslPTPYoma2yMmV5+VHpSCJGSbdu4vSVsuOgqjrz36owmhcIZxZgwzoaTp89TXVlOHn3NCJGXqqvKmZgMMiiJigVTStUQ3c+9CFgNlAOfWex2jTE/M8bcaIy5saGhYbGbW1JmbAw9NIypraH3gYdkP0GIudTUYA8OEukprITkXJY8SVFsWWOtNc/uiuZQvF6Z7iFEssSExGVXf5juzjO0t55mx+M/IRwOOx3eclc0CeNsCIXCdPX0y9KjQmQg/jk5cfq8w5EUtNuBM8aYXmNMGHgC+DBQHRuXAdYC7bGf24F1ALHrq4D+pQ05tyK9seUUa2txyfKjQsyttgaAiSKb8uHEdI+iyxqHQ5MAsrqHECkYY3h211ZC4RCd7dGd2aOHXsOSnQ9HFVvCOBsGhqPz6+P9KLTWaK2dDEmIvFVZUYplKU6cOitT+BbuPHCzUqoslvS9DTgGvAR8NXabO4BfxH7eEfud2PUvmiIrNYj09qHKSqHS73QoQhQEU+kHj4eJY8eKqvLIiaOEossah4ITAHi8PocjESI/qVhCoqS0nIrKOo4d+qXDEYliTBgv1uDQKEpBpV+q4oSYi2VZVFf5Odl8XqbvLZAxZh/RyrR3gMNE98t/Bvx74E+UUqeJJoPvit3lLqAudvmfAH+x5EHnkG3b2L19eC+5BIqrUE+InDFKYSoqGHv19aI6seJEkqLossbBwAQejw/LcjkdihB5r7Z+LV0dzYyNDsvZN2cVXcJ4sQaHRlm1oh6PW8ZyITJRW+2n5VwH9z28u6h2jpeSMeavjTGXGWOuMsZ8zxgTNMa0GGNuMsZsNsZ8zRgTjN02EPt9c+z6FqfjzyYdCGBGhnFfeok0zBRiHlRtDWZoEFNE06id6ElRNFnj+Fz7QGBcpnoIMQetNcZoauvXAtDXc87hiJa9oksYL4YxhoGhES7asMrpUIQoGDVV5di2zcjouNOhiCIQbDoNBsZaW6UyR4j5qK0BWxNsOeN0JFnjnvsm2WeM+Wvgr5MubgFuSnHbAPC1pYhrvrTW7Hrq54SCE/hKZe6cEJko8ZWzas0lDPS3T10Wr6hwueQM9lIxxuxTSsUTxhHgINGE8S7gIaXU38QuS0wY3xdLGA8QXQmkaPQPDBMMhdm0YTW9fT1OhyNEQaipiu779MsKHyILgidPAWDV1iB1OUJkxtYaV3U1imjzzPIrLnc6pKxwJElRTJRShIITVFavcDoUIfKe1hqlLC694gO88tx2Rob6KC1d53RYy1axJIwXyxjDyeZoU9eL1q+SJIUQGfJ63TQ21NA/OCLJZrFokydOQlkpxlsCMn1IiFnZsQplAEp94CshcOKks0FlkbTXX6RIJITWtkz3EGIetlzxQQCOHpYGmsJ5Wmt27HkFpRRrVtU7HY4QBUFrjW1HcLkUA0MjRCKRue8kRArGGCKRCMGTTVBT43Q4QhQepVC1tQQlSSHiQsHo8qMeryQphJhLvC9FXcNafKUVHD/8ujTPFHlhaGSMSn8ZHrcUGAoxH9WV5QSDYQZkyodYIK015//lx9g9PVBd7XQ4QhQkU11NuL2Dyb6+oti3zihJoZT6cCaXLUfTSQpZflSITCmlqK5dzbmWw4yPy45tJmQczh1ba4aGx6iuLCuKL3YhllJ1ZTkAp8+0z3HL4iBjcY4MDUX/l0oKIRYm9tmZOHacSCRS8EtDZ1pJ8b8zvGzZCQUnAPBKJYUQ81JduxqtbY4ffsPpUAqFjMM50tHZS8TWVPrLeezp52XpOyHmwe8vxVKKplhfl2VAxuIciPT1RX+ornI2ECEKVU01WIrgyVNorWm/656CXhp61rpWpdQHgQ8BDUqpP0m4qhKQzkhAMF5J4ZFKCiEyEV+6t6yiBo/Xx+GDr3D19Z+gpKTE6dDykozDuXf6TBsA1ZVlWJZV0F/qQiw1l2VR6S+j+WxxV1LIWJxbun8AKv3gdk83BFQyK12IjLnduNetI3g82pfCZRX252eu6L1ABdFkhj/h3wjw1dyGVhhCwQlcbg+WdLMWIiPGGJ7fsw2IVlOcOr5vKtknUpJxOIeMMZxqacXtsigv86G1liSFEPNUXVVOy/lOJicni3nKlIzFOWKMwQwMYqQfhRALZozBfclmgqdOYYpgP2bWSgpjzCvAK0qprcaYc0sUU0EJBSdlqocQ82QAYzQ1davp7Wqh+dQ7XH/jrU6HlZdkHM6tcDjM/rePUFVZjlKqoOdvCuGU6soKzrb20NbZyyWb1jsdTk7IWJwbtm0TbO+AUChari6EWBBtDJN9/ajxCcLtHU6Hs2iZtjEvUUr9DNiYeB9jzLI/qgiGJmVlDyEWyF/VgMvl4cTRX0mSYm4yDmeRMQatNaFQmOHRCTatb3Q6JCEKjtYay7Koroo3z2wr2iRFAhmLs8gYw8Tx49FfJEkhxKJYdbUYKIqlSDNNUjwK/AS4EyjaOr6FCAUn8FfJzq0QC1Vdu4qTR9/EtiO4ZNrUbGQcziKtNdseepobrr0cYwxVlWVOhyREQdJa4yvxUF5WSvPyWOFDxuIs0loz8MQvwLKwy8txmcIvUxfCKaaiHFVWSuD4CazaWqfDWZRMkxQRY8yPcxpJAdLaJhQM4PFKwz8hFqqmbg39vedpOX2Iy654v9Ph5DMZh7PMsiyaWloBqPSXSz8KIRbhovUraTrT6nQYS0HG4mwbGoaqKijwRn9COC2iNVZZGeO/2kfF5z7jdDiLkulo8LRS6veVUquUUrXxfzmNrAAMD/UDRnpSCLEI/uoVuNweDh98hUgk4nQ4+UzG4RxoOddJideNr8TjdChCFCxjDJOTk7R39jI5GXQ6nFyTsTiLjNbowUFZelSILFE1NTAyginwfepMKynuiP3/5wmXGWBTdsMpLCPD0TWd3R6ppBBioVwuNxsuuoZ3DzzPr33lD3C7Mx2Wlh0Zh3PgzPkOaZopxCJpramqLMMYaD7XzrVXXuJ0SLkkY3EWBVvbIBLBSJJCiOyorgJj0EPDTkeyKBkdDRhjLsp1IIVoNJakkMaZQizOxZfeQEvT2/T3trF2fVHv3C6YjMPZFw5H6Ozu59JNq50ORYiCV1UZbZ7Z1Nxa1EkKGYuzK9jcHP2hSpIUQmRFrAFtpL8f27YLtt9bRkkKpdT3U11ujNmW3XAKy8hwPwAer8/hSIQobJsuuQGAU8f3S5IiDRmHs29gaASASr80zRRisTxuFyvqazjVct7pUHJKxuLssW2b4KnTYFnoigqnwxGiOPh8UFKCHhh0OpJFybSuOrGbnQ+4DXgHWNYDcnS6h8Ij0z2EWBR/VQO+Uj8nj+3j1k9/x+lw8pWMw1k2NDIGQEW5JJqFWCxjDC6XoqmlFdu2sSwLpZTTYeWCjMVZFGpuwVRWYoryrSKEA5RC1VSjBwecjmRRMp3u8W8Sf1dKVQMP5SKgQjIy3I/H60Mp6UYsxGJV167ibPNhgoEJSnxyZjuZjMPZNzwyTonXg8ftklU9hMiCqsoyOpva+Pm9T/I7d3y5YMuMZyNjcfZEIhFCzS3QUO90KEIUl+pqTFc34fFxvF6v09EsyEKPrseBZT8nb2S4D4/Xh5E1nYVYtMrqRmw7zImj+5wOpVDIOLxIw6PjMtVDiCyqin2eBmNVSsuEjMULFOnswoyPy8oeQmSZivWlCDWfcTaQRci0J8XTRDsXA7iAy4FHchVUoRgd7pflR4VYJGMMtm1TXlmH11vKiWP7uOq6jxZzqfCCyDicXZOBIGPjARobqp0ORYiiUVlRiqUUg7F+L8VIxuLsCZ6ONc2UJIUQ2VVdDUCo6TTceIOzsSxQpj0p/mfCzxHgnDGmLQfxFJSRkT7K/VKiJsRiGGN48dntuN1uNm6+lpPH9vH04z/hC7/xe0VZKrwIMg5niW3btJxtB6CyQiophMgWy7Ko9JcxMDRS0F3l5yBjcZZMnjoFbhf4/U6HIkTRsLXG5SsBn49gU1PB9gjKaLqHMeYV4ATgB2qAUC6DKgThcJCJ8RFZflSILLCs6FC0ecuNjAz1MjlZvGfhFkrG4eyxbZum2AoEMt1DiOyqqqxgaGS8aPu8yFicHbZtE2xqxr1uHRRnMksIx9haQ001wVOnab/rnoIcjzNKUiilvg7sB74GfB3Yp5T6ai4Dy3eD/T2ALD8qRLYYY9h48fUADPR1OBxN/pFxOLvOnOvE63VT4s20oFAIkYkqfymRiE1XT2F3lk9HxuLsCAaDhE4347l4k9OhCFGUVE0NkfZ2LNt2OpQFyXTv7D8C7zfG9AAopRqA54HHchVYPrNtm4H+LgA8HklSCJENxhj2vbGTxlWbGOhrdzqcfCTjcBadae2kyl+GUgpjzNx3EEJkpKqyHICWc+1sXL/a4WhyQsbiLIj09GDGxnBdtBF6e50OR4iio6qrMYA9UJgJ40xX97Dig3FM/zzuW5RGRvoBqaQQIpuUUlx86fsYHu5lcmLU6XDyjYzDWRIMhujo6pOpHkLkQEW5D8tStJwt2oo4GYuzIHDqNEA0SSGEyL7YCh92/6CzcSxQppUUe5VSzwAPxn7/BrA7NyEVhtHhPkAqKYTIJmMMAwO9YAxNJw5w/ftvdzqkfCLjcJacb+/GGEOVv9zpUIQoSpUVZZw+01qszTNlLM6C0OlmUAr3+nWw/y2nwxGi+Hi9WA312P39TkeyILMmKZRSm4FGY8yfK6W+AtwSu+pXwP25Di6fjQz3oywXLreH6ZWohBCLVe6vxe32cuLom5KkQMbhXGg5Fz3DK5UUQuRGpb+Ms61daK2LJkkhY3F2hZtbwO9Heb1OhyJEUQrbNpbbjSnS6R7/CIwAGGOeMMb8iTHmT4AnY9ctW6Mj/Xi9voJbzkWIfKeUoqpmJSeP7SvIbsQ58I/IOJxVLWfbqSgvxVficToUIYqO1prKilICwRAdXb3Ytl0sfV/+ERmLs8IYQ6i5GaqrnA5FiKJm1dRgxsYJDQ1jF1gDzbmSFI3GmMPJF8Yu25iTiArE6HC/LD8qRI5U165kbHSQ9tZTToeSD2QczrKW8x2sX9MoSWYhciRepXT6TBvbH9ldLAlnGYuzJNLXhx4egepqp0MRoqjpqkoAgk2nHY5k/uZKUlTPct2yPUI3xjA6OiBNM4XIAa01ldUrADhx5E1CoRCh0LJehr56luuW7Ti8UOFwhLb2HjasbXQ6FCGKVnmZD6/HzekzbVhW0fSUrJ7lOhmL52H8+InoD9WVzgYiRJGzK+NJiiaHI5m/ub45Diilfif5QqXUbwNv5yak/BcOhxns78LjKXE6FCGKkttTQuOqTZw6Ic20kHE4q861dmJrLUkKIXLIshTr1jRO9X8pEjIWZ8nEyVMYwPglSSFETnk9qPJygqcKL0kx1+oefwQ8qZT6DtMD8I2AF/hyDuPKa+FQENsOy8oeQuSIMYaLNl/H/td/QSAwjsfjK9Yu8Zn4I2QczpqmM20ArF/byLm2doejEaJ4bVy3kl/uP8QVl2xwOpRs+SNkLM6KUHML+CvAvSy/04VYUqq2piCne8yapDDGdAMfUkp9ArgqdvEuY8yLOY8sj42NRdeblekeQuSGMYaB/j60tmk5dZAtV37Q6ZAcI+Nwdp0+00pZaQk1VRXF0sxPiLy0fs0KgsEwo2MTToeSFTIWZ0+o5QxUVWGMiTVWdToiIYqXVV1F5PBR7NFRXAXUB2auSgoAjDEvAS/lOJaCMTYSXcrF7ZFlk4TIBa015ZW1eEtKOXls37JOUsTJOJwdZ85Fm2Y+sevFYporL0TeiU+pGhgedTiS7JKxeHEiwyPYvX1w5RVoY+h94CGUkrFYiFzRsb4UE6ea8Lz/xoJpGi6jwgIMD/cDyHQPIXLIsiwuuvg6mk4ckDPeIisiEZvz7d2sX9soCQohcmxFfTUuy2KoyJIUYmHiVROB083RC2KrDrhkLBYip0ylH4DeBx4uqJWWZGRYgHglhUz3ECK3Nl16A0OD3fR0nyMUChGJRJwOSRSY6XJiQ2t7N5GIzfo1K5wOS4iiZozBGIPfX8rQ8JjT4Yg8oLWm/a57CJyOzY2vkqaZQiwF7fWCz4ceGsK2bafDyZgkKRZgbDTak0KmewiRWxdtvg6AU8f2s2fHXQWVARb5QWvN9kd2o7Wm5Vy0UebaVQ0ORyVEcTPG8MSul6isKGN4ZHy5LyMtYlyWxWTTaVx1tVAiK+QJsWSqqjBDQ05HMS+SpFiAsdEB3J4SmUMnRA4ZY/BX1uMr9XP65AEs+byJBbIsC2MMLefasSyLFfXVTockRNGzLEWVvwxba9q7+pwOJ28ppaqVUo8ppU4opY4rpT6olKpVSj2nlGqK/V8Tu61SSv2zUuq0UuqQUuoGp+Ofr2BzC66NG6RZphBLSFVXYUZG0QWUMHZkr7/QB+Sx0UHpRyFEjhljeH7vNqpqGjl/5ii2LVM9xMJprdn39hEqK0qlH4UQS6TSXwZAy1lZ7ncW/wTsNcZcBlwLHAf+AnjBGHMJ8ELsd4DPApfE/v0u8OOlD3fhjG0Tbm0jODomvaaEWEKqqgqMIdByxulQMubUnlrBDsjGGEZjlRRCiNyyLIvK6kYikRDDQ91Oh1N0Cj1hPB/GGIZHJ6YOmoQQuVdeVoLLZdFyrsPpUPKSUqoK+ChwF4AxJmSMGQK+CNwbu9m9wJdiP38R2Gai3gSqlVKrljToRdDDw2DbWDXVTocixPJSXQXElv8tEEuepCj0AVlrTW93Kx5JUgixJCr89SjLYrC/0+lQilHBJoznq7t3gHA4QpUkKYRYMkopqvzlNJ9pk74UqV0E9AL3KKUOKqXuVEqVA43GmPiXXhfQGPt5DdCacP+22GUzKKV+Vyl1QCl1oLe3N4fhz0+4P9p43vj9DkcixPISLikBt0uSFHMo6AHZGEMkHMDtlSSFEEvBcrmorGpgaKAT27YLqjNxPiv0hPF8nWvtAsBfUTq12ocQIveqKss539EtjY9TcwM3AD82xlwPjDOdGAbARAereQ1YxpifGWNuNMbc2NCQP42C9dAQyueD8nKnQxFieVEKKqsINbc4HUnGnEhSFPSAPDkxijFGelIIsQS01hhjqKxuZHJyVKopsqugE8bzdbY1+pTKyrw8seslSVIIsUQq/WUEg2G6egacDiUftQFtxph9sd8fI7qP3B1PAsf+74ld3w6sS7j/2thlBUEPDuHeuCF6wCSEWFrVVYTOnCESDhfECT8nkhQFPSCPjkS/ZCVJIcTSqapZCUDTyQMOR1JUCjphPB9a25xt7aSizIfb5cKyZAdZiKVS5Y+eNY8nCsU0Y0wX0KqU2hK76DbgGLADuCN22R3AL2I/7wC+H+sRdDMwnJBUzmtG6+kkhRBiyamqSsxkgGBbe0GcqFnyJEWhD8jxJIVM9xBi6fhKKyjxldN0QpIUWVTQCeP5Ot/WTWWllBgLsdQqKkpxWZYkKdL7N8D9SqlDwHXAfwP+DvikUqoJuD32O8BuoAU4Dfwc+P0lj3aBwl3dEIngvmij06EIsSyZqkoA2n56Z0FMv3M79LjxAdlLdLD9TaIJk0eUUj8EzgFfj912N/A5ogPyROy2jjDGMDwULV+WxplCLB1jDFU1K2lpOkg4HMLlKnU6pIJnjOlSSrUqpbYYY04ynTA+RjRR/HdcmDD+Q6XUQ8AHKKAzeKFwhN7+IS7bvNbpUIRYdiylWLWyjjOywkdKxph3gRtTXHVbitsa4A9yHVMuBGNz4T0bN0Bnl8PRCLH8mIqK6FSr4WGnQ8mII0mKQh2Qtdbsf2M3INM9hFhqVTWN9HQ2c7b5MJddeZPT4RSLgkwYz9fIyDgA/gpZ2UOIpWbbEbRtc7ZVDkyXs0DTaVAK97p18Kt9c99BCJFdLhfKX4EZGnI6kow4VUlRsMLhIMqysFzy0gmxlCqrVqCU4tTx/ZKkyJJCTRjP19DoGIAsPyqEA7TW+CtK6egeYHBolJpqWX5yubFtm0BzM8rvR7tdzLPVkRAiW6qqML19TkeREScaZxa0cGgSj6cUJZ2JhVhSLrcHf1UDp47vL4iuxCI/2LbN0PAolf5yvF5JLgvhBH9FtPr0zPmCaWMjsizUfAaqq+ja/kBBNO0TohjpykoIBIgMDjodypwkSTFPwcAkHmmaKcSSii5FqqmuXUVXRwsjQ4WRBRb5YXhkAo/bkh1jIRxSURZNUrSclb4Uy5E9PILd14fx+1HIST4hnGBrjamMVrKFYj1i8pkkKeYpFJrE7ZYkhRBOqKxuBODUibccjkQUikgkwuj4JJUy1UMIx3g8bkp9JbSca5dKuGUo0NwMgF3px5j8X1VAiGJlKqMrfASbzzgcydwkSTFP4VBAKimEcEhZeRUV/hpOHtvvdCiiQLR19mKMwV9RGqvIcToiIZanqsoyzrZ2Ytu2JCqWmcDpaJLC+CscjkSIZc7rgbJSQi1SSVFUIpEwkUhIVvYQwiHGGC6+9H00nXgL245g27aU8ItZnT0fXSW1skKWrRXCSZX+cjq7+wkEQ06HIpaQbdsEmprB54MSOcknhNNUVRXB05KkKCpjo9EmI26PDLJCOMEYw0Wbr2dyYpRzZ46x66mfobWUjooLGWOwbZuWc+24LIuyUhm3hXCSv7wUYwzn27qdDkUsIdu2o2dtq6qcDkUIAVBVRbijAzsQcDqSWUmSYh5GR/oB8HilkkIIJxhjOHf2BEpZHD30OpYlQ5hITWvN9kd2c7a1C3+FrMgkhNP85dFE4dnz0jxzObGDQcKtbZiqSqdDEUIAVPpBayZbzuR1RbLs4c/D6MgAIJUUQjjJ4y1h9bpLOX3ygNOhiAJwvq2LSr9M9RDCaT6fl/IyH2dbO50ORSyh4JmzoDU6tqqAEMJhseaZgZYztN91T95WJEuSIkPGGIYGegGkJ4UQDrJtG60V7a2nCOV5qZpw1vjEJBOTQSrKS/P2S1iI5UIpxYa1K2k518Hk5GTenr0T2RVqia0iINM9hMgPFeXgsgi2nMGVxxXJ+RtZntFa8/ZbzwFSSSGEk7TWVNWsAGMYHJAzciK9kdFxIDoXXgjhvPVrG2nt6OHBJ56VxOEyEWxuBrcbymQZaCHygVIK/JUEW86gdf4miyVJMQ+RcBCXyyPz4IVwQHT5yOhgWlZRQ2mZn/7+doejEvlsaGQMgIpyqX4TIh+sW72CcDjCZCDodChiiYRazkJVJUhfICHyhqryEz53HpAkRVEIh4K4vVJFIYTTlFJsvPg6Bvs6CYfDTocj8tTI2ARlpV7cbpfToQghiFZSAAyPjDsciVgK2rYJnzk7NQdeCJEfdIUfPTSEzuNp05KkmIdQaBKPW5IUQuSDTZdcTzgcoKsj/9d6FkvPtm1GRsfxV0iJsRD5wBhDY0MNbpeLoZFRbNt2OiSRY6HOLszkJEaaZgqRN2yt0f7oZ1IPDTscTXqSpJiHcCgg/SiEyAPGGNZfdDUAp47vz+sllIQzQqEwY+MB/BXSj0KIfGCM4bEdz7GqsU4qKZaJ4Jmz0R+kkkKI/BJLHNpDQ3m7Dy1JinmIhIOSpBAiDxhjePP1nZRXVHPy2D52PvFTacImphhjON/eBUjTTCHyiVKKSCTM6Nik06GIJRA8E1vZwy+VFELklZIS8HrRQ8N03H1vXu5DS5IiQ7YdIRIJyfKjQuQJy7KorllF69ljaB1xOhyRR7TWPPJUdDWmivKSvPzyFWK58leUEgyFp1bfEcXJtm2CLWeiq3p43E6HI4RIpBRU+tHDw3m7DGl+RpWHxkeHAKRxphB5xF/TiNY2QwPdToci8szo2CSWZVFWKmO2EPkkvtrO+XYZt4td8My56MoeQoi8Y/x+zPBIXk71AElSZGx0dABAGmcKkUfKK2rxlpTS19smTdjEDMOjE/grSqPrgQsh8kZFWSxJ0SZJimKmQyHCbW3Sj0KIfFXpB9vGjOVnVZskKTI0NjoISCWFEPnEGENpWTVDA515mwkWzhgZG6dSmmYKkXe8Xjcej3uqb4woTuHWNtBakhRC5KvYZ1MPDzkbRxqSpMjQVJJCKimEyCtVNY0EgxP09rQ6HYrIE0PDo4RCESrKfUjuSoj8opTCX1HK+bbuvO0qLxYvvrKH8Vc4G4gQIrVYQ1t7cMjZONKQJEWG4kkKj1RSCJFX/FUNADQd3+9wJCJfnGuLrexRUeZwJEKIVPzlPto6erjv4V3S2LYIGWMINLeA240uk3FYiLzkcUNZGXp42OlIUpIkRYbGRoewLBeWJR2Khcgn3pIyfGV+TkmSQsSca40mKcqlaaYQeamivJRAMEQgGHI6FJEDWmtGfvk67rVrIE9XDhBCAFWVkqQoZMYYRkf6cXtKpAmbEHmoumYlZ5oPEQ4HnQ5F5IFzrZ2UeD14vZJUFiIf+WP9YoZlGdKiZYaHca9f53QYQohZqMpKzOgYOpR/CWNJUmQgHA7TcvoQHo+clRMiH/mrGoiEQ7Q0HZJVPgTn2rqlaaYQeayiPPr5HJEkRVGyR0cxE5NY69YC0nNEiLxVVQnGEDp33ulILiBJigyFQ0HckqQQIi/5K+uxLBdNJw5g27YkKpYx27Zp7eimotzndChCiDRclqK+tkoqKYpU8Ow5AIabTktjVCHymIqt8BFobnE4kgtJkiJD4XAAj0d2eoXIRy63h7UbLqfpxAEikYgkKZaxjq4+IhGbCqmkECKvrV3dwPDIuIzXRSh+wGNVVTkciRBiVhUVYFlTicV8IkmKDGitiYSDuGVlDyHykjGGDZuuob31JGNj+dkASCyN5rNtAFSUSVJZiHy2ZmUDY+OTRCIRp0MRWWTbNsGWM+DxYEq8TocjhEjD1hoU4PcTPHPG6XAuIEmKDAQmRzHG4HbLYCtEPjLG0NMdPTg9c/pdZ4MRjjrX2oVSUFYq47UQ+WzNqnqMMXR09TkdisgiYwzBM2cwlX6QZvNC5D1V5Sd85lzeTc2SJEUGRkcHAfB45cycEPmqrLwGy+Wm+dQ7eTfQiqVzrq2L8jIflix7J0TeMsawqrEOgPPt3Q5HI7IpFAoRbGrG+P1OhyKEyID2+7EHBgjn2VKksheXgfHRIQBpnClEHlOWhb+ynqPvvYrW2ulwhEPOt3VNLW8ohMhPxhje2P8uSinOt0mSopjYvX2oSARiDfmEEHkullAMnW91OJCZJEmRgbF4JYUkKYTIa5XVKwgGxhns73Q6FLHEbNtmZHSMvoFhKsvLnA5HCDEHy1JUlPukkqLIxJtmSiWFEAUi9lnNt+aZkqTIwNhYNEkhlRRC5Dd/VQMATSfflikfy9CZcx0AUkkhRIHwl5dKkqKI2LZN8MzZ6C+VkqQQIt/ZWqN9PnC5CJ7Nr74UkqTIQLySQhpnCpHffKV+PN5S3njlCZnysQzFD3YkSSFEYago99HXP8TEZMDpUESWRM6dg9JS8HicDkUIkQmlUH4/o2+8mVf7zpKkyMDo8ABuTwlKuhQLkdeMMVRWNTA81I1t29i2nVdZYZFb8aaZvhLZORaiEFTEEorn27r+v/buPDqysz7z+PdXJZWk2iT1ane38YLtgLHZMWSSzCQmrGEwMyEccnIIIWTIOgMJkwTCnCwTJickcwITMhOGASZOwmAIqxOzgz0GMjbY7fbam9QtqbS11C21VFJLquW+88e96pbbWnqpqvdW1fM5R6erbl3VfbqWV7d+9S6ek0itlIdHNB+FSJMJshmC+XnfMZ5CRYoLsLhwms5Orewh0gxyfTuplEsUhg9x9xc/GquqsNTX8MgE+/bsUkFZpElk0+G51fHhcRWUW0BQLlMZH9dQD5Fmk8vB0hLVhUXfSc5SkeICFIuzmo9CpEnke3cBMHhkv5ahbCNBEFAYn2LflTsInApTIs2gu6uTZDLB1+99oK0LymaWNLOHzeyfouvXmtkDZjZgZp82s1S0vSu6PhDdfo3X4OdZGR2DShWXy/qOIiIXI7+6wseI5yDneDuDb6YGeXHhtIoUIk2iM9VNT6aXwSP7fUeRBqlWq5yYOsXySom9V+7yHUdELpCZkU13M1+Mz7d3nrwTOLjm+geADzrnrgdmgbdH298OzEbbPxjtFxtnlzBUkUKkuUTv2dKwihTQRA3yYnFWy4+KNJG+vt0MH3uMarXiO0rsNVPBeDPHR8JlZ6/as9NzEhG5GNlMN8WFM75jeGNm+4CfAj4WXTfgNuCz0S53AG+ILt8eXSe6/eUWo/Ft5dUiRVZFCpGmkk6fXeEjLrwUKZqpQV5ZPkO5vKKeFCJNpLd/N5VKmbnZKZxzmkBzc01TMN7MUCFcfnT3zn7PSUTkYmTS3ZTKFebmF3xH8eVDwO8Aq+NdtgOnnXOrVfZRYG90eS9QAIhun4v292r172xppBCu7NHR4TuSiFyEqnNYLqueFNShQTazd5jZg2b24PT0dM2Cri4/qp4UIs0j17uDRCLJ7KkJgiDQBJobaKaC8VZGx6fp6U7xj1+7D9WjRJpHJh2eX42OT3lO0nhm9jpgyjn3UI3vty7nxBsJgoCxj/9vSoVCOAGfiDQdl8uyMtzGPSnq1SA75z7qnHuxc+7FO3fWrrvv/PwMAEkVKUSaQhAEBA7S2X5mZ8Jl7TSB5oY+RJMUjLcyNjFNNt1NIhGbuomIXIDVFT5Gxk60Y4+3HwFeb2ZDwJ2EReL/BvSZ2Wp3hH3AWHR5DLgKILq9Fzh1/p3W65x4MwkzyoVRzUch0qRcNkd1+iSlmCxF6uPMvS4Ncr0UoyJFZ0eqUYcUkRrI9+1ioTjDmcU531FiqdkKxpsplUpMTJ0ik9FS0SLNpita4eNb932/7Xq8Oefe65zb55y7Bngz8G3n3M8B9wBvjHZ7K/Cl6PJd0XWi27/tYlLZcYtncCsr6kkh0qRcNgPEZ/LMhhcpmq1BXoiKFJqTQqS5rC5FevTQQxCLU7jYaaqC8WYmp2aoVgOyKlKINB0ziybPXKJarfqOExe/C/yWmQ0Q9lj7eLT948D2aPtvAe/xlO9pqnPRFwLqSSHSlILovbsck8kz49QHOpYNcjGak6KjUz0pRJpJJtdPMtnJvd/4VDt2Id5SsxWMN7M6lj2b7vGcREQuRTbdQ3GxfVf4AHDO3euce110+Zhz7lbn3PXOuZ9xzq1E25ej69dHtx/zm/qc1SJFNZ3xnERELkk6DYlEbHpSeJ1+1zl3L3BvdPkYcOs6+ywDP9PQYGssFmdJJjtJJJK+IojIJTBLkO/bxdzsCd9Rms3vAnea2fuBh3lqwfjvooLxDGFhw7tqtcrIWDj3yOoEfCLSXDLpLsYmyywsLrEtpS+FmlF1bh5SKejS8yfSlMwgWuGjWq2STPr97Ks1grZQLM7SmdKJr0gzyvftYvbUGEtnir6jxFozFIw3MzoxzY5tvXR0qJgs0oxWh2qNTUyzrb/Xcxq5FMH8PC6XxbkALE4dtUXkguVylGKywodakS0sFk/T0alxziLNKN8XzkuxusqHtKaxiWn2XLHDdwwRuUSZaIWPdlyGtFW4+aLmoxBpcpYPV/goF/1/uacixRaKxRk6VaQQaUqprgyprh5mT01oQrYW5JyjVCoxPnlSRQqRJtbTnSKRSDA6oSJFs6lWq5ROzUCpBFmt7CHS1KLVeUqFUc9BVKTY0kJxVit7iDQpM6O3bzenZycJAhUpWk0QBHzs775IpVJlz+7tvuOIyCUyM3KZHkbHp31HkUtwdjUA9aQQaWoueg+fGRykUql4zaIixSYqlTJLZ4pa2UOkifX276ZSKTExNug7itRBcXEJQD0pRJpcNtvN6PiUVmNqQivDKlKItALX04NLJDj95a8RBIHXLCpSbGJx4TQAHR3qSSHSrHK94bwURw7+QEM+WtDc/AIAu3f0e04iIpcjm+7m1Owcc/P+x0LLxSmPjkIySdCl4dEiTS2RwLJZ0JwU8TZ3+iQAnRruIdKUgiAgkewgnell8Mh+33GkDhYWz9DTnaK7Wz3eRJrZ6uSZ4xMnPSeRi1UpjIW9KMx8RxGRy5XLhRPheqYixSYWirMAmpNCpMn19u1m5PjjlEsrvqNIjRUXlslmutVLRqTJpXvCQqMmz2wu1WqVcqFwdsI9EWly+RycOUOwvOw1hooUm1iYV5FCpBX09l9BpVJm6NhjvqNIDVWDgIUzS2TTPb6jiMhl6unuwswYGTvhO4pchGBpierJU5iKFCKtIRvOLVP2vMKHihSbmJ8/BWi4h0izS+e2kUh2cPTQg76jSA1NTE4TBI5sRuOgRZpdImFk092MTWiFj2ZSGikA51YFEJEmt7oMafTe9kVFik0szM/S0ZkikezwHUVELkMikSST6ePIoR9QKpU0e3yLKIyH3cIz6XC4h55XkeaWyWiFj2azMjwSXsiqSCHSErIZMDu3ao8nKlJsolicIZPtB80DJNL08v27mRgb5Auf/jDlctl3HKmB0bNFii4+f/c9+mAj0uQy6S6mT52muLDoO4pcoHJhNJwwM5PxHUVEaiGRgGxGwz3irDg/Q7lcAp34ijSdIAhw7twaz/neXeAc83OalK1VFMZO0N3VSUdHkkRC1WSRZpddXeFjUit8NIvSyAguk8GpCRZpCdUgwGWzlIY13CO2FoqzpFIa6yzSzFaLFelsH8lkJ6dnJnxHksvknKNarTI6MU0uq0kzRVrF6vwyq72kJP7KhTEN9RBpNdkslYkJnMeexypSbGKhOEtHp4oUIq3ALEG+byenZ09oucomFwQBd3zqLsYnT5JJq40WaRXpnnCFj4JW+GgKQakUfpDJaaiHSEvJZSEIKI2Ne4ugIsUGqtUKZxbntLKHSAvJ9+1mZXmRmZP+Gl2pjaXlEuVyhWxGPSlEWkUikSCT7tIKH01ieXQUoq7hItJCohU+zk6M64GKFBsozs8C0KnhHiItI5ffCcDgkf2ek8jlKi6cAdDyoyItJpvpYWxSRYpmsDpmXUUKkRaTDXtH+VzhQ0WKDczPhZM2dagnhUjL6OrJkurqYfCoihTNbv5skUI9KURaSTbTw+TUDOVyxXcU2cLZDzBZDfcQaSkdHSR37fQ6eaaKFBuYmw2r+CpSiLSGIAgAR75vN8eOHghX7pGmNVdcoL83S2dH0ncUEamRIAjI9KRwzjE2ockz4640UoCeHujo8B1FRGosuXcPy+pJET8LxWi4hybOFGkp+b7dLJ0pUhg+rAk0m1hxYYkrd2/3HUNEamx1MtyRUU2eGXelwujZsesi0lqS+/ZSLowSVPz0alORYgPFs0UK9aQQaRVBEJDv3QHA4OGHPKeRS1UNAhYWVaQQaUXd3Z0ADBXGVUiOMRcElAsFrewh0oKcc9gVV+BKJVYmJr1kUJFiAwvFGRLJDhJJdWETaSUdnV3suuJaBjR5ZtOaPjlLEDj2qEgh0nKSWuGjKZSnpnArJfWkEGlBgXPMP/kkAMtDwzjnGp5BRYoNFOdntbKHSAtyzpFIdjJ87DHKpRXfceQSDBfCqr56Uoi0pmymh1EVKWKttLo0oVb2EGlN0Xv75Oe+EM3r1lgqUmxgoThDSvNRiLSkvv7dVCplBo487DuKXIKRsbBIsWtHn5fqvojUVzbTw+SJU1QqGu4RVytRkSLIqEgh0pJSKejqgmLRy+FVpNjAQnGWDvWkEGlJ3Zk+Eokkx44e8B1FLsHYxDRdXZ185Vv/rCKFSAvKZnqoBgETJ076jiIbKI0USOTz0JXyHUVE6sTyOYK5eS/HVpFiA8X5Ga3sIdKiEokOetK9HDuqnhTNaHR8imy6m0TCfEcRkTrIZXoANOQjpqrVKstDw3Ts2+s7iojUkeVyBPPzmpMiLsrlFZaXFjQnhUgLy/XtZGz0CMtLi76jyEUIgoCxiZNkM2qfRVpVuieFGYyOaxnSOHLOURopkNy7B1BvNpFW5bJZKJepzsw2/NgqUqxjQcuPirS8fO9OXBBw5OCDvqPIRZg6OUupXFaRQqSFJZMJdmzrozA+5TuKrKN6eo6gWGRxYlJD7kRaWJANlxgujYw0/NgqUqyjOD8DhEsVikhryuS20dGRYlBDPppKYSz8ZlVFCpHW5ZxjzxU7GB1TkSKOVj+wJPJ5z0lEpK6iFT6Wjw81/NAqUqxjtUihnhQircsswd5nPItBrfDRVM4WKdIqUoi0KuccxeIC45MnqVQqvuPIeVZX9iCX8RtEROqruws6OigVRht+aBUp1nG2SKE5KURalnOOcqXC5PggxfkZqtWquq02gZHRSfp7c3R2dviOIiJ1lMl0Ua5UmDhxyncUOU9pZASSSVy3zpNFWpoZls9TGik0/NAqUqxDwz1E2kNv3y4ABg7v5+4vfpQgCDwnkq0UxqfYc8UO3zFEpM6yqyt8aF6K2CkVRrF8DkwrLIm0vFyWsooU8VCcn6G7J0sikfQdRUTqKJPrJ9WV5ujhh0gk1BzGXRAEjI5Psbi4iDq9iLS21SFdQ4Vx9XKLkWq1Gn6rmssRBHpeRFqdy2apzs5SLRYbelydla+jOD9DNrfNdwwRqTOzBNdcdzODR/ZrFbUmcGJ6hpVSuLKHer2ItLaOjiTdXSm+98Cjer/HSLC0RHX6JC6j+ShE2kIunDxzqcGTZ6pIsY7i/CmyuX7fMUSkzqrVKnuuejanpsdYWlrwHUe2cG5ljx7PSUSk3oIgIJPuorh4xncUWePs2PRczm8QEWmM6L3e6HkpVKRYR3F+hky213cMEakz5xwTE8MAnJ454TmNbKUQjU3PaflRkbaQSXdRXFhST4oY0coeIm0mnYZU59mlhxtFRYp1FOdn6En34tT/W6TlZbJ9dHR2cXp20ncU2UJh7AR9vVk6OjRfkEg7yKTDoV3Tp077jiKRleERnBkunfYdRUQawAEde/awMtTiRQozu8rM7jGzJ83sCTN7Z7R9m5l9w8yORv/2R9vNzP7SzAbM7FEze2E9862sLFFaWWJ8bBDNzCbS+syMXH4HszOTmpwt5gpjJ0gmjEDPk0hbWJ08c2S0NYvIcT8nXk+5UMAyGdBk0yJtIXCOSqXSFsM9KsC7nXM3AS8Dft3MbgLeA3zLOXcD8K3oOsBrgBuin3cAf13PcAvR8qOdKY15FmkXud5dlFbOMDXZ2CqxT812chwEAaMT0+SyaptF2kUmHS4FPzLaskXkWJ8Tr2dlpICLJtITkfaQyOeoTE0RLC837pgNO1LEOTfhnNsfXS4CB4G9wO3AHdFudwBviC7fDvytC90P9JnZlfXKNz93EoDOTo15FmkX+b6dAAwefdhzkoZqqpPjE1OnWFkpnf1mVURaX2dnB12pTr5z/4GWnJci7ufET8tbLlMZnzg727+ItAfL5cA5SoXRhh3Ta18tM7sGeAHwALDbOTcR3TQJ7I4u7wXW9i8ZjbbVxenZaQBSXfq2TqRddHVnSaV6GDj8ENVq1Xechmi2k+PhqLt3Rit7iLSVbKabhcUl3zHqrpbnxGb2DjN70MwenJ6erlnG0ugYBIFW9hBpM5YP3/NLx4837JjeihRmlgU+B7zLOTe/9jYX9um7qH59tWqQ5+bC3+1M6ds6kXbhnCPXt5PjAwcol8u+4zRcM5wcj06E95XuSdXsPkUk/rKZHuYXzlCpVHxHqZtanxM75z7qnHuxc+7FO3furFnOlaFwNawgq54UIm0lm4VEgtJw4+al8FKkMLNOwsb4k865z0ebT6x+Kxf9OxVtHwOuWvPr+6JtT1GrBnn+9Ek6U90kk52XfB8i0nzyvbs4szjPiYnGVYnjoFlOjkfHTpBKdZDq7KjZfYpI/GUz3VSrAadm5nxHqYt6nBPXy8rQcDhhpooUIm2lVK2SvOIKVhq4DKmP1T0M+Dhw0Dn3F2tuugt4a3T5rcCX1mz/+WjStpcBc2u+5au507NT5Hu31+vuRSSmcr3hB+pjbTQvRTOdHBfGp8hpqIdI28lmwp6toxNTW+zZfOJ+Tny+5ePHSV6xG5JaBlqknQTOUXVBQ1f48NGT4keAtwC3mdmB6Oe1wJ8CrzCzo8BPRtcBvgwcAwaA/wX8Wj3DzZ8+SS6/o56HEJEY6upOs237HgaP7PcdpSGa6eQ4CAIKY1NnP6yISPvIRsXJ0fHaDR+LkVifE5+vNDxC51X7GnlIEYmJRD5PeWwc16Chdw3vN+uc+y5gG9z88nX2d8Cv1zXUGnOnp7nqmpsadTgRiQnnHFdf91yefPQ+qtUKyWTLDytYPTl+zMwORNt+j/Bk+DNm9nZgGHhTdNuXgdcSnhyfAd7WqKDjk9OUymX1pBBpQ6nODlKpTkbHW68nRdzPidcKSiVKo2P0vPiFUKmwcWwRaUUum4FqldLYOF1XP6Pux2v5s/CLEQQBc6enual3B0vL7Td5nkg7c84xPz/LysoZRkcOc/W1z/Edqa6a6eR4ZOwEABn1pBBpO0EQkMv0tORwj2ZSKoxCEFA8Pgz79oCpSCHSTly09PDK0HBDihRelyCNm8WF0wRBlXyvhnuItKNMLpyP5uihBz0nkbWGC9Hyo+kuz0lEpNGCICCT7mJ0fJqwVio+rK7sYfm85yQi4oPLZABYHh5uyPFUpFhj7nQ43jGb7cdd3IT2ItLkgiAg2dFJT7qXIwcf1MlwjIyMTtLTnSKZ0J8skXaUSXdzZmmZmdn5rXeWulgZGopW9sj4jiIiPnR0YOk0peHGrPChM7415mbDIsVjj3wP9AFFpC319u/i+OAjrCwv+Y4ikcL4FLms5qMQaVervaiGRxu2kIWcZ2VomI49V2plD5E2Zvkcy0PDVBoweaaKFGus9qRIdalKLNKucr07cUHA8PHHfUcRoFyuMD55Uit7iLSx1UlzV4d+SeOtHB+mQyt7iLS1IJejPDRMtVSq+7FUpFhj7vQUiUSCjs6U7ygi4kkuvwMz48jBB6lWq77jtL2xiemzE+eJSHtKpTro7koxVFBPCh+CUonyxATJfftAw6FF2laQy0EQUBodrfuxVKRYY3bmBPnenZhmLBZpW5ZIkslt4+ghzUsRB6vdu7NZ9aQQaWf5XEZFCk9KI4VoZY8h/V0UaWMumji3dOx43Y+lIsUaM6cm6Nu223cMEfEs17uL8dEjLC5okjbfhguTJJMJMj0qUoi0s95cmrHxacoNGAstT7VyPPxAkujVyh4ibS2bgURCRYpGmz01Sf+2K3zHEBHP8r07ARg4st9zEhkenSTd06UebiJtLp/LUKlWKYyd8B2l7SwfHw4nzNTKHiLtLZGAfI6VY0P1P1Tdj9AkKuUS83Mn6VORQqTtZXLbSSSSHFORwruR0UnyWtlDpO1lMuF8YceGxjwnaT8rQ0OQyeBULBZpe9bbS+m4elI0zOzsCZxz9Gu4h0jbSyQS5Hp3Mnj0YU2e6dGZpWWmT53WpJkiQk9XikQioXkpPFg5PgS5LEGg+ShE2p315qnOzFKZna3rcVSkiMyeCpe10nAPEQmCgHzvTk5OFc4uTSyNNzIaduvOaPlRkbaXSBj5bFrLkDZYdWGByuQJrK/XdxQRiYFqNgvASp3npVCRIjJzKqzM56Kx6CLS3vJ9uwAYOPyQ5yTta6gwDqCeFCICQD6fZqgwoRUmGmh5YBAAl1eRQkSAaIWP5cFjdT2MihSRmZMTJBJJvnvfl/THT0To6smRzuQZOKx5KXwZODZKJt1NV1en7ygiEgO5TA/FhTOcmpnzHaVtLB4+El7Qyh4iAtCVIrGtn6Wjg3U9jIoUkdlTE/T17yKZ6PAdRURiwMy45rrnMXD4QYIg8B2nLQ0OjdGVUpssIuEwvHRPNHnmsCbPbJTS4HHo6sJ1pXxHEZGY6LzmmrpPnqkiRWRmZpL+7Vf6jiEiMeGc46prb2Z+7hQnJoZ8x2k75UqFwvgJevNp31FEJCZy0fw0mpeicVYGB6FXQz1E5JzOa69mZXgEVy7X7RgqUkRmT03Qv12TZopIyDlHYeQooHkpfCiMnqBSqZLPqkghIqFkMkFPd5dW+GgQVy5TGiloqIeInOWcw/buhUqFlZFC3Y6jIkXkt3//73nN69/hO4aIxEhPOkdXd4ajKlI03GDUnTuf06SZInJOPpdWkaJBVoaGoVIBrewhIpHAOeYfexyAlWP1mzxTRYpITzpHTzqvSTNF5CnyfbsZOPwQlXLJd5S2cmxojO7uFD3dXb6jiEiM9OYyTEyeZGlp2XeUlrd08FB4ob/fbxARiZVEPod1pVg6fLR+x6jbPYuItIDe/isorSxxbOAR31HaypHBEa696krMzHcUEYmRvt4sgXMMHB/1HaXlLR08RKI3D2kNuxORcyyRIHX99SyvFjLrQEUKEZFN5Hp30tGR4olHv+s7SttYXilxfGSCG667yncUEYmZ/r4sAIcHRzwnaX1LTx6k84brqWqFKxFZoxoEpH7oRpaPDhCU6tPTWEWKNUqlEkFQ9R1DRGIkkUhy9XW38ORj/6zhYA0ycLxAEAQ885o9esxF5CkS5tizewdHBlSkqKfqwiKlwiipG27wHUVEYih14w24cpmVwfrMS6EihYjIJpxzlCoVZk9NcGKivmtCS+jw0fDDx6OPH1KRQkSe5vrr9nF4cETtQx0tHz4CztF54/W+o4hIzDjn6LjhmUDY46oeVKQQEdlCX/+VADzx6Pc8J2kPhwaG2HPFDrq6On1HEZGYcc7xzKv3MDe/wInpGd9xWtbZSTOvvhpQMUhEzgmcY+of7ya5ffu5tqLGVKQQEdlCqquHTLaPQ4//P99RWp5zjsMDI9yo+ShEZB3OOQaHwkkzDx4d8humhZ155BE6r34GU1/8knqsiMjTBM4RdHdz5rEn6tJGqEghInIBtm3fy9Cxx1lcmPMdpaWNjJ1gvrjIjdc/g8BpsjYRebp8rodspodHnxjwHaUluXKZM489QddzbyFh+qggIuvr2L2LytQU5fGJmt+3Wp6Ic45qtYpTlzYROU8QBOT7r8C5gENP3O87Tks78NgRAJ777Gd6TiIicWVm3Pys63j0yQF9y18HSwcP4VZWWJye1uMrIhtK7NoFwOL+h2t/3zW/xyYVBAFf/sdPgBpjEVlHV0+OXO8OHt1/j+8oLe3A40fYd+Uutm/r9R1FRGIqCKo851nXcmpmjvHJad9xWs7iwwfAjOTuXb6jiEiMWS5Lx47tLO4/UPP7VpFiDXVpE5GNmBk33fKjHHrifs4szvuO05JKpTJPHDrG82/RkncisrEgCLjpxmsAeERDPmruzP4DdN1wPZZK+Y4iIjFmZqRf8HzOPHwAF9R2iK4+lYuIXADnHM++5ceoVis8sv/bvuO0pINHhyiVK9zy7GeytLREEKhnm4isb9eOfnbu6Ne8FDXmggBXrZJ+wfN9RxGRJpB+wfOpzs2xcux4Te9XRQoRkQvgnOPRA99h5+6reeiBr/mO05KWl0s8Y+9ubrxuH3d+4asaCy0i63LOEQQB/+4tt/PG19/mO05LsUSCa/7qQ+z4pbf5jiIiTSDz0pew70/+mNS+vTW9XxUpREQuUDKZ5EUvfRVDg48xVjjqO07LeemLnsMH3/8uOjs7SCTMdxwRiSnnHP/nc1/hlmddy/XX7vMdpyUFQaDebCKyqWoQQDZL7odfSqK7u6b3rSJFpFqt6ls7EdmUc47nvegVdKa6+d69n/UdpyWtrrQkIrIZFTJFRPyqVKuUSqW6fIZWkUJE5AI55/jOtz/Li259Jfu//w0WF077jtRygiDg01/4qhZaEhHxxDlHqVQiqPFEeCLSWsrVKpN/87d1aStUpIiEPSnUGIvI5hzw0h97A/uu/iGKxVnfcVpOtVoFfUEqIlsIgkC9ruokCALG/uZv1cNYRLaUTNSnnNBRl3sVEWlhu6+4ht/4j3/tO4aIiEjd6Ms7EdlKNSoYJ5PJmt6velKIiFyEUrnM0tKSvmESEfFodf4atcW1V61WNWmmiHilIoWIyEVwzvHVf/oE5XLZd5SWc24ctE6ORWRzzjk+86Vvat4EERGPqnUaetc0RQoze7WZHTazATN7j+88ItK+EnUafxd39W6HgyDgzs9/Rd+MisgFUVtcn7ZY87SJiG9N0bqbWRL478BrgJuAnzWzm/ymEpF2ValUKJVKvmM0VKPaYS0rKCIXKgiqbTd5ps6JRSRO6tWTolkmzrwVGHDOHQMwszuB24Ena3mQwAXgHLjoMjz18lbXL/U2H/ej7PE/prLH9piuPT9HN6YdDlw03MOtGfax9vpmt9Vr37jdT7scs5mz6/FqxP206VCPhrTF1SA8Jw4cZ3tVrL281fVa7Ru3+1H2+B+zmbM35eNVp3PiZilS7AUKa66PAi9du4OZvQN4R3R1wcwOr7l5B3CyrgkvXFyyxCUHxCdLXHKAsqwnLjkAdvALv3OpWa6uaZLG2bIdhi3bYl/i9NpZS7kuThxzxTETtFGuX3nbJf1as7bDcPnnxD61zeuyBuKYCZTrYsUxV+0zvfs3L/U3N2yLm6VIsSXn3EeBj653m5k96Jx7cYMjrSsuWeKSA+KTJS45QFninAPilSVuNmuLfYnr86VcFyeOueKYCZSr3cWxHYb4Pv9xzBXHTKBcFyuOueKYaT1NMScFMAZcteb6vmibiIg0htphERH/1BaLSMtrliLFD4AbzOxaM0sBbwbu8pxJRKSdqB0WEfFPbbGItLymGO7hnKuY2W8AXwOSwCecc09cxF3EqctbXLLEJQfEJ0tccoCyrCcuOSBeWRqiBu2wT3F9vpTr4sQxVxwzgXK1LLXFdRHHXHHMBMp1seKYK46Znsa0Hr2IiIiIiIiIxEGzDPcQERERERERkRanIoWIiIiIiIiIxELLFSnM7BNmNmVmj5+3/d+b2SEze8LM/sxHDjN7vpndb2YHzOxBM7u13jmi415lZveY2ZPR//+d0fZtZvYNMzsa/dvvKcefR8/No2b2BTPrq2eOzbKsuf3dZubMbIevHB5esxs9Pw1/3ZpZt5l938weibL8UbT9WjN7wMwGzOzT0aRhPnJ80swOm9nj0Xu9s545ZGsX2p6Z2VujfY6a2VvXbP/qmuf5I2aW9J3LzNJmdveaduBPa5HpcnNF2/+LmRXMbKEGWV4dvZ8GzOw969zeFb3fB6L3/zVrbntvtP2wmb3qcrPUIpeZbY/a0gUz+6taZrrMXK8ws4fM7LHo39tikuvW6O/Lgeg9+G9qmUsaK45tsdrhC84Tu7ZY7XDDcsWvHXbOtdQP8C+BFwKPr9n2E8A3ga7o+i5POb4OvCa6/Frg3gY9JlcCL4wu54AjwE3AnwHviba/B/iApxyvBDqi7R+od47NskTXryKckGoY2OHpMfHxmt0oS8Nft4AB2ehyJ/AA8DLgM8Cbo+0fAX7VU47XRrcZ8Kl659DPBT1XW7ZnwDbgWPRvf3S5P7otv+Y5/9zq68xnLiAN/ES0Twr4zup7MQaP18uiNmPhMnMkgUHguuj/+MhqW7xmn18DPhJdfjPw6ejyTdH+XcC10f0ka/T4XE6uDPCjwK8Af1Xj1/nl5HoBsCe6fDMwFpNcac6dA1wJTK1e10/z/dSgbal5W3w5mWiDdji6r9i1xZeZSe1wk7fDLdeTwjl3HzBz3uZfBf7UObcS7TPlKYcD8tHlXmC83jmiLBPOuf3R5SJwENgL3A7cEe12B/AGHzmcc193zlWi3e4nXPO7rjZ5TAA+CPwO4fPlK4eP1+xGWRr+unWh1W8GOqMfB9wGfDba3ojX7Lo5nHNfjm5zwPdpwGtWtnQh7dmrgG8452acc7PAN4BXAzjn5qN9Ogj/uNfq/X/JuZxzZ5xz90T5SsB+avdau9zH637n3EQNctwKDDjnjkX/xzujbBtl/SzwcjOzaPudzrkV59xxYCC6v1q45FzOuUXn3HeB5RplqVWuh51zq+33E0CPmXXFINeZNecA3TTgb6/UVRzbYrXDW4tjW6x2uHG5YtcOt1yRYgM3Aj8WdWv5v2b2Ek853gX8uZkVgP8KvLfRAaJuPS8g/EZ495rGbRLY7SnHWr8IfKVROc7PYma3E1Y1H2lkhvNz4Pk1e16Wd+HhdWtmSTM7QFjN/QZhdfj0mkZ0lHOFpYblcM49sOa2TuAtwFfrnUO2dCHt2V6gsOb6U15DZvY1wue5yLlimPdcUbY+4F8D34pTrhq4kGOc3Sd6/88B2+uc73Jy1VOtcv00sH+1EO47l5m91MyeAB4DfmVNOy/NJ45tsdrhrcWxLVY73MBccWuHO3wevIE6CLtJvQx4CfAZM7su+ha0kX4V+E3n3OfM7E3Ax4GfbNTBzSxL2HXuXc65+bD4GXLOOTNryONxfo41298HVIBPNiLH+VmiY/8e4fCThlrnufH2ml0ny/vx8Lp1zlWB50cnBV8AnlXvY15IDjO72Tm3OtfM/wDuc859x0e2dmNm3wSuWOem9629cqntmXPuVWbWTdgG3UZYHPOeK2oPPgX8pXPu2EX8Xl1zSXMys+cQDq1s+N+6jUTF3+eY2bOBO8zsK865enwDKjUQx7ZY7bA0E7XDW2uXIsUo8PnVrtlmFgA7gOkG53gr8M7o8j8AH2vUgaNvfD8HfNI59/lo8wkzu9I5N2Fmq+OPfOTAzH4BeB3w8kYVj87PYma3EI6leyQq4OwD9pvZrc65yUbliDZ7ec1ukMXb6xbAOXfazO4BfhjoM7OOqLq7DxjzkOPVwONm9gfATuCXG5Wh3TnnNiyOmdmFtGdjwI+vub4PuPe8Yyyb2ZcIu0ReUJGiAbk+Chx1zn3oQvI0MFctjBHOA7T2GOe/r1f3GY0+KPQCpy7wd33kqqfLymVm+wiLvj/vnBuMS65VzrmDFk4CeDPwYA3zSQ3FsS1WO3zZ4tgWqx1uYK5VcWmH22W4xxcJJyLEzG4kHON20kOOceBfRZdvA4424qAWfuL+OHDQOfcXa266i/ADKNG/X/KRw8xeTTgHxOudc2fqmWGzLM65x5xzu5xz1zjnriEsFLywzgWKjZ6bL9Lg1+wmWRr+ujWznVHPBcysB3gF4RwZ9wBvjHZrxGt2vRyHzOyXCMeJ/qxzLqhnBrlgF9KefQ14pZn1WziL+iuBr5lZNjpBXP227KeAQ75zRXneT3gS8a4a5alJrhr6AXCDhSv3pAgn8rprk6xvBL4dFXDvAt5s4Wzl1wI3EM4R4ztXPV1yrqgtu5twor7vxSjXtdH7DjO7mrDX3FCN80njxLEtVju8tTi2xWqHG5crfu2w8zhrZz1+CLtiTQBlwg+Zbyf8gPf3wOOEE97c5inHjwIPEc62+gDwogY9Jj9KOAHKo8CB6Oe1hGOQvkX4ofObwDZPOQYIx0etbvuIr8fkvH2GqP/qHhs9Jj5esxtlafjrFngu8HCU5XHg96Pt1xH+4Rsg7NXR5SlHhXCOjNXH6ffr/ZjoZ8vnat32DHgx8LE1+/1i9PoZAN4WbdtN+Md99Xn+MDWa1foyc+2L3pMH17zWfsl3rmj7nxH+bQuif//wMrK8lnA1oUHgfdG2/0xYuIZwEq9/iDJ8H7huze++L/q9w9Roxv0a5RoinDx7IXp8bvKdC/hPwOKa19IBarhy1GXkegvhBHIHCP/evaGWz6N+GvtzmW1eXdriy8zUFu1wdH+xa4svM9MQaocvNFfs2mGLgomIiIiIiIiIeNUuwz1EREREREREJOZUpBARERERERGRWFCRQkRERERERERiQUUKEREREREREYkFFSlEREREREREJBZUpBARERERERGRWFCRQtqamX3KzD5tZt83s2Ez+6lo+z1m9oro8vvN7MN+k4qItK712mIzu9nM/nnNPi80s2/5zCki0so2OS/+tpkdiH6WzexNvrNKa1ORQtrd84BjzrlbgZ8D/iDa/gfA+8zs54AXAO/yE09EpC2s1xY/CVxnZslon78AfttTPhGRdrDuebFz7jbn3POB/wncBXzOW0JpCx2+A4j4YmbdwE7gj6JNTwL9AM65+8zMgN8Cftw5V/WTUkSktW3UFjvnAjN7AniOmd0ADDvn9vvKKSLSyjY7L45u/3ngNcBP67xY6k09KaSd3Qwcdc4tR9dfCDwCYGa3AFcCJedcMdp2k5m9J7r8YTPLecgsItJqNmyLgfuBHwH+EPg9UFssIlInm50X/wxhz4o3OefKaoel3lSkkHb2POAZZtZtZhnCyvEHzexK4JPA7cCCmb062v8lwIHocu9q8UJERC7Lum1xdNv9wPuBLzjnxqJtaotFRGpvo/Pi1wG/BvzbNQUMtcNSVypSSDt7HvB54AHgB8BfAw9H297tnDsI/DHn5ql4CfBk1HBjZv/SzO5seGoRkdbytLbYOfe96LZDwArwgTX7qy0WEam9jdriO4B9wPeiiTPfznntMKgtltrSnBTSzp4HvMM59x/O2/7Dqxecc/etuX4t8D5gHtgVzVvxLxqSVESkdW3UFgO8E3ivc25xzTa1xSIitbduW+yc237+jmZ2N2va4Wg/tcVSMypSSDt7JnD0QnY0s07glHPul+sbSUSk7TytLTazZwJ3A99zzt2xZrvaYhGR+rig82K1w9II5pzznUGkKUWTa/4J8GHn3Nd95xERaUdqi0VE/FNbLLWkIoWIiIiIiIiIxIImzhQRERERERGRWFCRQkRERERERERiQUUKEREREREREYkFFSlEREREREREJBZUpBARERERERGRWFCRQkRERERERERiQUUKEREREREREYkFFSlEREREREREJBb+P/yFVQ8DGO9wAAAAAElFTkSuQmCC\n", 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" ] @@ -1422,7 +1414,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1442,7 +1434,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -1495,7 +1487,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 24, "metadata": { "scrolled": true }, @@ -1518,12 +1510,12 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1550,7 +1542,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 26, "metadata": { "scrolled": false }, @@ -1584,12 +1576,12 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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IiIhIR+iwIIWIiOSeAsYiIiIi0pV0dk4KEREREREREZGMFKSQrHjvCYKAeI9wERGRzqXvIRERkZ5BQQrJinOOZU/PxDnX5mMFQUAQBO1QKhER6Smccyx4dHm7fA+JiEhDap9LPlGQQrIWCrV8uWS605W6TBWgiIicq2y+h0REJLOW2uFtbaen768ecHKu9G0v7SpTj4v27IXRHAVARETyS1MNVNXXIiLdn3OOigdnqwectJqCFNLuQqFQowao7n6JiPQ8GqIhIpL/OjJwHNZvADkHumqk02RTAerumohI96IgtYhI95BNOz29B13gnNr20mpqOUjOKWeFiIg0Rd8LIiLZ68w8EJnq59YM8VD9Lk1RkEJyKggCotFoh+WsUOUnItL9pDbClZhNROSsjs4D0VKdG4lEoEHdfHZdsl2u9rm0REEKOSftUbmkHqOl7sBqhIqI5K/OqqOdi39vpOa6UN4LEZGGmsoDkamubm2bPtsgiHOOillziCkgIedAQQppd0HQ/mPPkjOERKPRjBFYBTFERHKntYGCpupwlxi7nE1dnhrcbinQrbt2IiLxunr/rLkt1tUt1ZmZgiCxWIxIJNKg/lbSTDlXunKkXbQUJDiXIEJTM4Q0Nf5t2dP3Z6x01TgVEel4rQkUpH8nJIMcdXV1zH9kGUEQEIvFiMVi5xR8VuBaRLqrtrRrgyAgZB1zDucc+2fPa1OvNrXZJUlBCmlRNhVGsqdDsmLy3jdoYEajAcueuZ9oNFofaY3FYhmPda6JNJVBXkSka3DO8fCTq+q/M4IgwCzecjYzotEo8x9Zes7DODQERES6u+aCsS3NqOG9b7YtXn+cZtrhTa0LgoBYECR6VbTwJM7x3NL96VedtJuzPR1cIhnm/Sx76mzgImTx9dFolGXPZO71AI0DHkmxWLzCy7Y7sCo3EZHOl23dmx5YTuab8N7x8BMrMbOMwedkw7y1x9d3goh0J9nmhmhyBo5Zc+rb1Ml2dSQSqR9andrObu20os57Ds6dr95scs4UpJAmZdtdtqmGX8hChEKhjBnYkwGLs8dwRCKRZhNpOudZuXQWsViMFYsfbHAHTg1PEZHO1VLd25a6OfU7IP04zjkWPrZcjV8R6fHakvMhfV/nHOWz5lJXV0fF7IZ5K9IDIk0l4PT+7D6ZytYo2JE2DLAtw/yke1GQQjLKNDVoW8f4Ou9Zuaz1UyIlI7vOu/rgRnqQIxsKZoiItE5r6v1kT4imNNc1uLX7hUKhFs+XzbFBDWMR6bqaqqNb6unQ1DbhxM1FwxrVn6lBB+c9B+bMo7a2tsGQkUzTjqbKlLgzmYMoGo2y94HZ7E/08MiG8g91XwpSSL1kJZHMsB6JRICUrOuBZ/nT8bwSmfJFNNcF13vPieNV7Nn+Ng/+5i9487UlzPz1/2bJE79l987NRKNnMwIHQYB3Zysb5xzLnnmgYbS2hco328awKjcRkaa1d26HtiZ8O5e6OlPG+dRyOOfalP9CRKSzJesw5z37Z82tH6KR1GTwIghIzsLX2uo0te0dOIf3cHDeAiKRCGd27KT68SeJrd9A1Z/9PwRvbCC2cxex2toGvSuSkvkwkmV0zrH3gVkYvkEwpKXvjGyHvEjXoyCFNJDMBxGLxVixZFZ9xbH06fuJxKI471n6VHwq0Mb7elYsfrDRGLbt295kyztree/d5zlcuYeS0v6U9h2E9/DaH55i5q/+nHc2rGDezB9x+vSJRKXbsLJpqudEc9nim9s2/fmqchMRyaw1SYnbM/DrXEAsiJ5zUOPsceI5LpxzDcoXi8Woq6sjFosRCoWUfFlE8lpzieUbtW+95+Cc+fU3FlP3d95R/uAcgiBGLBolVl1N7PARguoTzdbdqUEK7z3+6FHYvJWD3/kee771HY7NmguHj2C1NfjKQ8Q2vEV02Qpi726m9siR+h4XqeWvmD23/v/ZtPUzrTOymK5EupyCXBdA8k+yoZZaWYQsVB84CFmovoIxs/peF87Fh2ME3uGCgCOH91Gxdyvr1i6kqLg3YydezNDhE/nMrV9n7aoFfPqme1i55EGOH6mg8uBO9ux8h1/85KtccNG11NXVcfToIfr1G0g4HCYWjVBbdxrvAg5U7CCINQySJCPDy565nzvu+g7hcLh+OVD/d3PPV0RE2sY5x6InV/HVL3y2Qb2bzZCO5HeMcwGYNVqfKhaLgJ2dljpTwzp1OEiyno8HLFZx9+dvqg9eJNeb2rkikseSvQaGf/3ejOsb9kzwhM3YP2suw752D+FwmCAIKP/P31G4fz/+8BF8dTX7nni64UHMOLLhLZxBdWkJvadMofS8aYT6luJrajj94h84vnkLsRfWQW0tmFH4kYvo97k7KfzoJVQtXY5znpAZBSdPEtv2Ie6DDzn4zT+h9qtfpuzO23HeUzFnHqO+fi/hUIhoNErlvAVYsk5PBEPC4XD9zVK11XseBSl6oNQPfHLKt2anMUo0HmPRCFEfUBAqIBKpY+3KBdx02zdYuWQ2MRcjWneGUyePcbL6EJveWs2pk0cpLu7DbXf9GVVVB3HeY2YNzhMuKGTg0HEMHDqOupoTFBYWsPmdF4jU1fD+5j8QDhckynu2gbrprTUAlO/eyIUXf4LzZ1zN4KFjCZwjHLJG3d2ccxlnBFGOChGRpmXqqZb6vdGUZMLk1p4nGVQIAkddNEZdXYRINMa61zZiGAP6l3L6zJn6oYjOxWd8CofD9fsmG+Kp5Y5GozjvGgUsgiAAa9xTr9EY7WaC3CIi7SWbG2vh1PorjXOOyrkLGPa1exptX7u3nOMLHib84jocYGVl+JHDCffqjS8uZsA1H8eiMY698CKh0lJiW9/jxOx5nAAqAQoKIBajjmVYSQk2aCCMGEF45HCG/s/7CIfD9XUzxKeSDg0so+CqK4hOnYzfspXjc+ZT/ejj2NBhhIYOxp061aCcLkMnDucc+2fPY8y3vpH9CyndgoIUPVByiMOtf/Tt+oowvux+br79mw22raurZd3aRWx8Yzm1NWcrk/WvPEU4XMhbry/FLEQkUoML4t24QuECpp53BViY/mUjuOSKm1m1bC7en+1qm0lp34HccMu9+FAxtaePM3rMZGprThIKhdiz631CBYWEw4XM+Mi1rH91KSEca5bNYs2yWQweOpai4hIGDxvXoJJ3zrFs8QPcese3WLl0NjffpkpORKS1kj0Q7vni2R4SqQHvTEHu5PqkZPDAe9hbcZDd5Qd4cOFijh47wdFj1ew7UMWz696hti7S4Divv/V+g7/feOcDxowczKgRg1PKlzno7JzjkadWEi4obHFbkY5iZrOA24BD3vsL09b9FfBzYIj3/rDFo4C/Aj4LnAG+7r1/K7Ht14C/T+z6T977uZ31HCT/xIO7vkHPg+RySPRIOHWSw7/6DafWrMUKC2HqFAomTyRUUkpdNB7ktVCY0ps/QzgcpvrIEcq+8iWOLXqMsltvIdizl7odO+H0Kc7s2En/u79E8eRJHHroEfAeC2UOWgfOEXYhMMP1LSX8sSsZ9olrObl0OafWvQS7d3Pw3m9iA8o4aYY7fQb69Dlb7pTn0+A5ZRHIke5BQYoeKlO3qfRlp04e5YOtL1NXe5q+/YcwZNgEwoXF4B1jx09n29bXCWJRnHP0LxtGn5IBlPQto3ef/tx82zd4ftVCIomuZ61REC6gb/8hHKs+xs23foOioiJWLplNNBYfm7xnzzZGjD6PG2+5l9qak7y3+WU2v/Mi5bu3sL/8PQ4d+JCLLvkUH7n0ekr6DmzTjCAiIhKX/h0RT6q5jHu+eGvG7eNThS6joLAIgB27K1j1/Hre3vQBNbV1AGzdtoeBZf3o17eE/v1KmDF9MuUVByguKqKosIDCojC33nA1K9e+TDTmOHL8BAcqj7Pp/T18sHM/A8sGcv01HyVI9KooLCxs1NMjWe7kTFFngyVN5y8CNYKlXc0BfgPMS11oZmOAzwB7UxbfAkxJPK4EfgdcaWYDgX8ALgM88KaZLfbeH+vw0ktOJQO+rcn140+dxn/wATV79kAoTMktN1H25S+y78mncXgsLffb2ZuIialBnYO+pRR9ZAZHN25k+L33ULdwEYWTJ2HJYIhzQKjBMJPmFE+bSp/zp3OmXz/c4SOUjhzO6TVrObPoMQBC48cTuuA8rHfv7F8c6bYUpJBGgsDx/pbX2fz2sxQW9WLajOvoP2Boff4J7z2nT59hzISPUFhQQOA84OvXJ3NU+GRFFzScNzlV/C6bxyzUaMYOw1ix+MF4QrO0xmKyIuzXfxCXXXUrh6oO0n/gGE4cP0AQq2P10gdYvfQBxow/n94lA+uT9SQbp+ldgkVEpPUyBbxTh16EQiEOH63mn/5jNu9u3UGf3sVcccl0pk8dx/sf7qSkT2/uvutmIpEITyxdyxfvvJEnlqyN56TwnsAFDBzQlz59ehEOhykbUMLUiWM4fOQ4H+7az0NPrmHxqpcYObyM+Y8t45tf+SMKCgqayFHheOTpVYRCIRY9tYov3HFDZ7xEInjv15nZ+Ayrfgl8H3gmZdmdwDwfv4hfM7MBZjYC+CSwxnt/FMDM1gA3Aw93YNElDzjn2DPzAYb+j68SjQWNZytKDmmORons3k3lj/4B9+4mMKNg0gQG/eBvOLxiFTagf4N9nPMQPnuOyvkPZaw7wy3kg3DOcWjBQwy6+0t4Hz92yBL/pvS0SAaKPcCggfS7+0vUOUf0eDWhXbtxO3fhKioIX3xRm14v6R4UpBCA+mk/gyDg2JEDvPLio/Tu04+pF15LQUFRo6Q11kyF5b3n2ZXzKC4qbnablqYUSp7HkxpFdlhK4s5kZRqyEEXFvRkxeiq33H4fJ44fYsvGdbz+8hLKd2/ltz//EyZPuzKr1wF0B01EeraWsqk3t1+yXj589DgbNn7A/sqj9OtbwhfvvJ7rr76U0tI+BEHAvv0HCIWar2u9dzyxdG3D7x8zBg/sR9mAUqpPnOH0mQgbt+5g555KolGoPnGCz954DQcOHWX52lfZuHUXp87Usu61TdTWRujdu4jBZf2oOqIb0JI7ZnYnUOG935jW+2cUUJ7y977EsqaWZzr2t4FvA4wdO7YdSy25YmYcnDsfsxAH585nyD1fqV/nz5yhes58atY+hzt5CoYOwc6fjo0bS7i0hKB/v/qcbd67BomJA+cIQX0vCpeWGCI5pCRdkGiTJyeKdN5zcP5CCsJN/7R0zlExZ17jaVF796bwIzMIT5lMbP0Ggjfe5MhvfsfwP/tuk8fSTcbuT0EKARINUhdQeXAv729+ibKBIxg36RJC4cL6AEG8Tssu/Xlq99pMFYn3nmdXzMPTKIl7Rund3JKBkM/e8a2M2w8YOJxrrv8Sl3/8DubM/BEVezaz6e01fOzaOygqyvidLiIi5yC9K3IQOJ5Z8QcWr3qJaCzG1Imj+KvvfoXCgnDGnheZEjenJktuLqv7oIH9+ZOvfZqZ855gd3kVr7+1ldq6CO9s2QnAa29upaiwgNLS3nzkgkns3rufU6dr2LHnAD/4ye+ZMmEkUyaOjn+zaXoP6SRm1gf4IfGhHu3Oez8TmAlw2WWXtX0+YMkb3rv6ng115fuoe+VV3L4KTpvR+6orqDVj0F/8GUcWPQbex4MHCx6iV0FBfU6gIHHDL8l5z/65C1rsMZEpVwScDWSk758cDhIvt68/v087f5KVlhK+7hrc5q2cXL6S6O49DP7h94H4zCWRSIRQKFR/I1M3FLs3BSl6sNRs7QDRWIQ5v/trPJ7ho88jXFDUZJdZM+ormHjjNCCcIXrqvWftqvkZ11kohHdNDwNJPUcmzTVcnXOsWDKLT990DyNGT6O03yA+2PwSCx78Eff96X8QDg/ReGQRkVZIHcbRcLnjoceXY6EQb2/6gOdf2ciZmjouv/g8+pYW06d3MYUFYR59ZjVfvLPxbzLnHI8tXlM/DC8WRDFrPItIahLO5NBCiNfZ/fqWcPGFfbnr1k8z5+HF1EViFBcX86U/uoEVz/6BULiAP7790zy2OD471JmaOk6crGXDxm0cqz7NZRdNoYVOHSLtaRIwAUj2ohgNvGVmVwAVwJiUbUcnllUQH/KRuvyFTiirdLJMs/Clrz/55JIsq0sAACAASURBVDOcfGgRGNiUyQz5m7+kePhwKmbPre/tnAwShEMhokHA/rkLgMzx2OYCFGcDDPEgRSwWa3IYd6rksA+IB0Iq5y1sMW+FhUJw4fmU3Xk7x//zvzjwl98ndOnF8Vk+Zs1l5De/1uJ5pXtQJsEeLDnLR/IO2M5tb1Bz5gSTpl1J7z79GmznvcuYtOdsd6/mZbNNa2W++5YyzVxKgKO07yCmXXgN1ccqeXzhP7P8qZkNGrwiIpK9IIiPi3aJuj0WC3jjnW384neLCIWMH/zZV/nefZ+nd6+ilIC41Tdwk1OO1g/ZC1mLwwBbkgxu9y3tzZDBA+hbUsSSVS/W50dK1btXEd/+H7dzwbSxVFYdY/072wiCxjORiHQE7/0m7/1Q7/147/144kM3LvXeHwQWA/da3FVAtff+ALAK+IyZlZlZGfFeGKty9Ryk4zjnqHhwNtFotD7Zb5IPAqKvrefkvAUUX3YpxTffRGjGhRQMGdLsMVMDBqlt9/rcFM2VJ9HTIhoLqHpo0Tm3nzMFQtLLEo3Fe2X0vvpjjPrFv+JjUaLPvUDdlvcImRGLxRJBEq96uptTkKIHC4IASwzfWP/yYo4e3seocRfSv2zYOR2vtZmH28p7z+plc4hGo02uT628+vYfws13fpdd2zeya8c7jbZXZSci0rzUejL+/xgb3nmP517eyMFDx7jr1uv45McuYsb0SfX7eO94fMmziW6+nmg0yqPPrCb968J7X79d+/EZj+d9vPfG2FFDuPjCSVQdqeatTR9knDI1nb4rpLXM7GHgVWCame0zs/ua2Xw5sBPYDtwPfBcgkTDzJ8AbicePk0k0pfvJ9IPeBwHBq6/jyvfR99576P/Xf4n17hVflzKc4lwlAwaZEt4nyxMya/N5Wjp/UvHkSQz7t3+B4mKO/ONPqNtXQfmDs9k/e26DnnT1QQ7Vzd2KghQ9XBA4Ksq3s3LxTPqXDWfoiMlNbuvSKo94r4VYk0NCsg1YpPbUaE3l4pzDk8htkakMibwXqRXYRz56A1d8/A4qyt/nrfWr6hOGiohIZs41ziYPUFNTx8YtO/nF7xZRXFTINVeez503X9PsFNfOxQMWyS7MQRAfZ5xpu/Recpnu3iWHoDRffkcsMYV1epmcc4wZOYTpU8ZQceAwC59YnSiXGrvSfrz3d3vvR3jvC733o733D6atH++9P5z4v/fe/6n3fpL3fob3fkPKdrO895MTj9md/TykY2Wqd1KnTA7eeBN/sJLQJRfT587bGgwFiUajGZNSnqvkTBz1s+Ml2+reU/XQoqzP01RPjaaCKumBChsymNB111I4ZjSxV17FDh9pcmhKph7W0nUpSNHDRaIRHp7zYzBj/OSP1ld4zQUg8k3qTCPpFZQ1aPDGK70bbr2PAWXDWfzYr9i7e2uT+4qI9HRN1Ylbt+3i7392P/sOHOHWGz/OJz42g/59S+LDOHx8GurU4EOqUFqdnew9kR6IiNfbjfd3LqgfZpKpvE2tS+6bHO+dPJdzARPHDWf8mGE8vfxFVr+wvsn9RURyIbZpM35fBaELL4AJ4zIGUcOhUH1woa1DmpPBiEzHCafkvDgbKPYtDgFPXe+85+C8BQ2SJDfFiosZ+I9/j5WWErz8KkFVVcbvpmTeCg3n7h46LEhhZrPM7JCZbc6w7q/MzJvZ4MTfZma/NrPtZvaumV2asu3XzOzDxEPZUtooGZENgnivhT07N1JVuYcJUy6jsKhXg23Te060t/TjZxqP3DAfRja5Lzyrls6mtra20fapUdvzZlxN/wFDeGTuj6mtPV1/rhWLH1TlJiI9VqZgbX2j1zsikShzH1nO//35LEKhEFdeOpUv3vGpFrPCZzp2MlDQXBLklrS2B17TZXNcMG08l140jdkPL+X9D/cA6lEhIrl38oV1BO9tw8aPIzRtSrPbtranQ3Oyqded91QubHy+TAGL9F4V2SXrjG8f7tePguuuhd69if7hFQ78+rfNBlCk6+vId3IOcHP6QjMbQzzZz96UxbcAUxKPbwO/S2w7EPgH4ErgCuAfEsmCpBXSG1lBEOACx+4dm6jc/yFDR0xiwMAR7X/eDBVUfaWTIZFZciaQNlesifFymY7/7Ip5RKNRCsJFfPVbPyYWi7D5nReorT0dz9HRRBZl9bCQrkoBY2kN5xwLHl3eoPHnvePRZ1ZzvPoUP/zn/2bZmle48brLuWj6GAb0K8m6fvTe8+Sy5xv1ZOgMqUHw1B4aqeUIhYw//eZdDBs8kF/f/xhHjlY32FffASLS2SK7dnP0V7+BQQOxiz/SqJ2aqa0dDoWyTmzfHjoiMOCco2LW3ETeuUTv6F69sGs+DgUFxF5+ldjRYx2WH0Nyr8OCFN77dUCmhD6/BL4PDX6l3gnMS4zDew0YYGYjgJuANd77o977Y8AaMgQ+pHWCICASi7Bo7o8pKu7DmAkXtfmYmfJVpFeOLtEt7LnVC2iqRjnXO2qp52su2JE6NGTosHH88Vd/yOlTx1k096csffp+vPcNGqRBEBCNRln29Eyi0cZjmkW6gDkoYCxZSAa0rT4xWiJ7ugso33+Yl9Zvpqamjr//y6/zjbtvpaiwsMljpWZeT62KQ6EMc981I1MwIz47SPON7/QhIS0l5UzmrSgqLOAv/uSLRGIxfvnfj1BXF8kYuBER6WjBiZMc+sm/ECopIXTllQ3asPXbZDE7x7k6G9ztmOOnlj1TUMV5z/7EtKXJ/HLWpzehj10FdXUc+slP2T9rrgLI3VSn9okxszuBCu/9xrRVo4DylL/3JZY1tTzTsb9tZhvMbENVVVU7lrr7SE4ZFwQBFXu2UltzkvGTLyUcLmi3c2QzLKMtXXuzPWcoQy6KVMkKb/K0jzJh8iW8t+llKnZviU9/FI2y4pkHGjRI27vMIp1FAWNprSCIsvDx+I/ySDTG25t3smXbXgaV9eNf/t/vcNEFmRMsp/dWeGLp2qwaj5lyUXREQCCbetw5x7pXNvA/77md3eUHmTn/GWKxmL4DRKTTJIdlV/3yV8QOH6bsB38FvYrO7VhtCGI476l6+JGcBAGSQYlMvTSsbACFV11O5IPt2NvvNB5qomF63UKnfeuaWR/gh8D/6Yjje+9neu8v895fNqSFuYJ7mvQp48r3bGN/+fsMHjaevv2HZuzx0NWjki0FS5z3rFgyi2g0yqBhE7j4shvZt3cLRw6VN7qTKNLdKGAsqTINZwiFQkSjMX4181H2HzzC1IkjufLS8+hb0qfBtqn5Ks5ONerrj9HZwzpa0lx5kvktQqEQl1w4hSkTRvDKG5tZtuZlAhdkfJ1ERNpTss0e276D06+8xoCv3UPRtKnN7tOW6UcD54gFsSbbzJ2V4yE1mJL+fIJE3Rw4RzSWCF6MGkX/e+7Gl+8j+HB7xl4fClZ0bZ15a2ASMAHYaGa7gdHAW2Y2HKgAxqRsOzqxrKnl0krJhmQ0GuXZ5Q9QUFjEuIkfyXWxmtWRiTuDRCAmGZC45c7vUtJ3IDs/fIPDVftwzjfqTSHSHShgLOlShzMkf4R775k5/xk2btnOjOnjmTxhBGaGc46Fjy1LjBOOf7c8sfS5RtOFdgeTJ4zgkgunsOiptRw9fhLnHPMfiT/31OEsIiJtlVqfRHbtpu6ttym+9GJK77it4XaJH/OpP+TbM1lmWwIe2WopX0by+cQSvSmSZYoFDffr87k7YcRwohvf5fS7m9j74OwWhwJK19FpQQrv/Sbv/dDEXNDjid+Ju9R7fxBYDNybSNp2FVDtvT8ArAI+Y2ZlifHPn0ksk1ZyzrHsmQfYtuVV9u3ZyqixF1BQWNxgfWsCAh0VQOjoGUVSee9ZvWwOzgUUFBYxZfrVhEJhnlj4z8RiUXXvle5KAWNp1MMuPRnb7vJKXnr9XT5/23WMGTkoMUVokOg10fDHeWvzTHSkc2lcZ5rqNP78jG9+5VbKBvTljXfep/rEKcDz8BMru00gRkRyz3tPLBYjFosRranh0L/+HAoL6fvdP8ElgsbQsLeBc47KBQ+nzcTU9nqpPQMebZHagyNTmQLncN5jl12KlZRQ+dOfEaqry0VRpYN05BSkDwOvAtPMbJ+Z3dfM5suBncB24H7guwDe+6PAT4A3Eo8fJ5ZJKwVBAB6eXz2fgYNHMWT4hPp1yeEd7R0g6ArDRlKTEBX36sPEqVdw9PB+tm97nVgs810ydfmVrkwBY2nJ6TO1bNm2m4vOn8RtN17dYN253mFr7bCPjhgm0tIxU4euJJX06cV3v/E5amsj/PfcpwmCGCRiMupJISKtlanecM5R/uBsKmbP5fgjjxHbW07oo5cSlJSwf878eC+3tATxQRAQziJAfC6zfOTjNJ6pZUoN1lhhIUVXfwx3+gyxV9fjgliuiijtrCNn97jbez/Ce1/ovR/tvX8wbf147/3hxP+99/5PvfeTvPczvPcbUrab5b2fnHjM7qjy9gRHD+/jSFU513zqy+olkIFzjr79B3Pdjfdw+NBeKg/saHK7ZU/P1J006RIUMJbWiMVibNy6g5AZ37j7szz2zKoWgxLpP/47MpDbXKChrefNNHQFYNL4UUyfMoYNG99n196DgAIUItK+wqEQ7sRJTj3+FL2u+TgMH1q/PF1LCS07c/rRbHVkmUL9+zPkL/8cjhwhunFTfd2sm4pdm36p9hDee/bt2cLAwSOZfN4V+A6aTijfpU6p16DbWMo47Cs+ficDyoaz88M3Obh/Z8bjKMgjXYUCxtIab236gMNHTzJ10mgGDuiXdV2XOmQi/mM/u5k92pP3nieXPd8oP0ZrAspNDV2ZMHYYQwf3Z+sHezl6/IQCFCLS/jZvwcIhSr9xb4PFQRA0mqEjH3s75FKfT1wDEyfgtu/gzGuvEwQB0WiU/bPm6qZiF6UrvJtKjx7u/PBtzpw+zpXX3MXzqx+iQzPi5DHvPc+tXtDk8/fes3b1AiZPv4pwQSGPzPsn6upqiERiRCKR+oeISHfjnOOJJc/Tp3cxY0YObrQu2XsgNcFm+jbJxmCuArntkR8j0903M+PiCyZSVFzIW+9u50xNXf3wkFhM3YtFpG2CgwexykP4qVOgb9/s9snDHhO5EgQB/oLpMKA/h3/5n8QOVcXb6z309053oCBFN5U+JGH9K0soKCzm/Is+0SAPQ0/UUuM5FApRVNSLKed9jMNV+1jy+K8BdRsTke5t/dvvsbfiEJPGDceMRvVdsoeEc47Hl6zttj3yUnuCnJ3WDoqKCrl0xiRqaut4cOESgiBg0VOrGgRwRESylaxfXBAQ27gJ36cPTBjf5PYKSrQgHKbgisvxsSiVP/t3fKJOjsXiNxrVfu9aevav1W4q2VhK/hg/frSSD7a+zpDhEzAL4fFdIqllR0pPEhokpjlKisZilPYfzHU3fIW31q+i8sBOnHOsWDKr/rXLFLBQQ1VEuiLvPY89s5YRwwYxYlhZ/O/FaxoFIpLfK/k0o0dHCIVCeO+JRqMsempl/bSjA/r1Yeqk0bz+1lb+8Pq7GvonIufMOUfFg7M5ue4l/PFqmD4NwmGAlABpz22rtyQ5DCZ12lTrW8qg7/0vards5dRjTwLx13n3zAepra2t309t9fynb9ce4PWXlwAwZNhE1q6cr65PrXDNp77E+EkXsevDDRw+VE7I4h8Z5zwrnnlA49xEpFso319J+f5DfO6WT9RPRxoKhZrM6ZBp2s7uJplIM3161knjhjNt0lgWPLaSmlpNeSci5847x5F5C7B+fWH0qPrlLSXHlLjAOSKxKBVz5sWDFc7R+xPXUnr9Jzn52BO4o2dzfCsw0bUoSNHNxaIRNry2nCnTr6C4V58GQz16em+KpNTuvOlCoTB33f0DQuECnnjoZ/Hp5+rX6eMjIl1HU3ePotEo7324l1EjhnDZxefloGT5K1OPETPjvq/eRl1dlHc272gwLETfqSLSkiAIiEQi8Tp5bzmx8n3Y9Omk5cZUcsxWSH+tBn/3O4QG9CeyfgM+Gs1RqaQtdPV3c+++/TynTx3nsqtuzXVR8pb3nrWr5jfZuOzXfxCTz7uKQwd3s2fH2xn3V+NURPJdU0GKl9dv4vSZWoYN7k9X61rcVP3blp4eLfUe8d4zeGA/zpsymqoj1Ty77g2cczz0+Er1rhORFtXnoojFiGzeQuH4cTBqZK6L1aU0NRym/juhdy/6ffs+/IkTHH/iKbXVuyAFKbq5V9c9Ta/efRk3YUajdel5GXqyTL0ikpFu7z1lA0fwsU98nsoDO3j3recbbJeepFREJF+lByqCIODJZS/Qt7Q3I4cParBt8kd5a6fx7EyZph3taEEQ8MjTqxk7ajCDB/Zn/qMrOXCwSr3rRCQrzjn2z55H9epn8SdPUfrlLzYaVibNc95TuXBR4wC191TOW0gQBBRccjGMHEH1okdxp09TNX9h/XegghX5T9+oXVxzyV9OnTzG3t1bGTJ8IlFNkZa15DAY7z1rVsyNJ0zDc/WnvkxJ34EsffLX1Jw52WAfNU5FpCtJfnc899KbHDx0lKkTRzZoJOdzYCJdLpJ4hkKGmTFj+jic98xZtJwgiNW/rhr7LCLpUuuGEFC96DGsbAC9rry8yX2UQLNpySEegXO4lLEy4VCIaDTK/nkLsRkXxhdufY9wIs9Sxaw5RKNR1dN5Tr+supnU7kwHKj4kHC5k4ODRzQ5nkKaZGWuWz8V7TzhcwMRpVxIKhflg66vEYmqIikjXVVtXx6NPP8v4McMZOrh/rouT15xzxGKxRoGbPr2L+fyt1/H25g/Zf/BIxn3VzVhEkpL1QbBrF0FlJZx3XqJeyVw/NNVjQFoWDoWwPr0pvf1WKN+HO3asfrnkP71L3UQyOhsfenA/dbU1VO7fxbQLriJcUKQ7/a3QaHpS53AuHowoLu7DDbd8kxPVVVRV7s5RCUVE2u7Fl9+m6shx/uiWa/Hed5meE/nmhk9cxoSxI3j3vZ2cOnWm0XrnHAseXa7XV6SHydSrKj7t6ByiW96jYMpkYoMHcXDegmaDEPpR3Tald/0RFBYS3fJe/fuhHm/5T1d9NxQKhdjy7jpisQgXX35T/XLloGgfF192I337DWLXjreprTmV6+KIiLQovUEWjcZ4euUfKOtfyozpE3NYsq4tHtwJGDW8jEg0ytxHV2Qc8qEbBSISi8WIRCLYnj1QU0OvL9wFpiDEuQgy3FBs6jdOqKQEJk3EHzhIzfYd3X767O5Cn4puKAgcb7y6vMmEmdI2znsmTrmMaKSW1ctmE4lENFRQRLqU5196kyNHq5k6aVR9LgrndGcpW6kzfTy+5Fn69yth0viRvPjK22zc/KHu0olII845DsyeS/DeNhg0iKMbNzXqQXF2eFiOCtkNpOfxCIIAP3E8FBRw6N9+0eA113C8/KUgRTd06tRx9u7azPCRk+INKf2Cbnd9SssYNmISr7/8DI8/9AvlpxCRLiMSjfLk8heZOnEMgwf2y3VxuqT0xKLOOaZNGs2wIQN5YOESIpFo/V1TNX5FerbUoKXt2gO1tdj55xEOhxtt67yn6iHloGiLaBCwf97Chq9hURF+3Fh8xX58TU394vjwm9kajpeHFKToJlIjgYcO7iQUCjN42HhWr5iLwrHtKwgCYkGMMRNmUFzch7073811kUREmhUEAbFYfPaJ1c+v5+ixE9x16ycazOihO0qtlxqsCIVC3PvFm6isOspji58jGo2y8LEVavyK9CDN1aOutha37QNs6BBsyOAmj6HhH20TOEfGSZ8mjAPviWzf0ejGom405h99CroJ5xzLn76fmprTHK7czZTpV1BY2IuQ6S1ui+byeBQWFnP1J7/AsaP7OXb0AND4y0ldfkUkXzjnWPj4cp5a/gLnTx3PlImjG6z33vPE0rUKUpwDl0iwvGnrNq696iKWr32VmfOfwkKmwI9ID5J+Zz61HVi9ZBnU1WHTp+eyiD1XSQk2bBhu5y58LJbr0kgL9Au2GwmcZ+HsnxCL1nHJ5TcRjcXqZ6WQ9uWcIxbEuPTKz1JY1JvdOzfW36Vc8cwD9V9KapiKSD7ZW1HF8epT9Cst4tFnVjeqo5Tg8dwke1SEQsYXbv8UpSV92PzebpzTd4BIT5OpJ4SrreXkU8/A0CHYoIEN1sVnkVNd0RnCkyZCbS2169/IdVGkBWqNdDNVB3ZRVNyHCZMuznVRuqWzyXjiQqECRo09n9Mnj7LwwX9MNFJDialgZ6qbr4jkjdq6CB/uquDC8yYyeGB/BSQ6gPeeosIwE8cOpfrkGXbu2Z8YIhhVrzqRHiLTkI/qZStwx6th2tQclqzn8d4TiURwzhE4B8OHQp8+nF6+KtdFkxaohdKNnD59gurjlQwZPgHnvaYbbUfJLxznHWtXza//OxKJMHDoGHr17sveXZsIgrPdx/QDQERyLbWr8dp1G4hEYnz+tuvq159twOkuXnuID5l5juFDyxgyqD/vb99L9YmTyiYv0oM479k/a279jaromTMceeQxii68AAYNUs+JTuS8p3Lh2USkzntCEycQ2byFyJ69OS6dNEe/orqBZIOnqnInYAwZNiHXRep2vPesXTkfvK8PPnjveW71Agxj9LgLqak5yYZXlxMkp/HT94+I5IEgCDh56jTLnn2NoYMHMGXiGCA+RCEIAuWhaGehkGFmTJ8ymlgsYPGqlxusd86x4NHl6mkn0o2lDvk4sWoN7ugxSv74c01uHzSTA03aJn34TWjCOCgo4MTyFRm3VyA5PyhI0Q0451jy1EwOH9xN2cARFBX3yXWRuiXL0DMiGbDoO2AYffsN5oU1C4hGo6xY/KAqNxHJuWRja9Vzr3P6TA3nTR7TaBv1+mp/zjlK+vRi7KihrF33JjW1kQbr9ZqL9Aw+GuXk409igwZSeOEFuS6OAFZcTK8rL+fkcy/iIpFG6zUtaX7Qt2Q3ceLYQaLRWgYPn4BzmlGis5kZYybM4NTJYxzY9wHeg1NEXERyLBqNMmvhUyxd8wqXzJhC/34lukPUSZxzTJ4wAucdO3bvz3VxRCQHqlc/S3D4COHp5zWY8llyq9enrsOdOMHp114nSPQqTKVpYHNP70AXljrW+FDlbgoKiuhfNjw+NCGRN0E6T9/+g5k87TL2l79PJFKHd15TkIpIzu3ed4gzNbXccdPVOBfw8JMrcPp+6BTFRQUMGzKAPfsOcfRYtb6Xeygzm2Vmh8xsc8qyfzez983sXTN7yswGpKz7OzPbbmbbzOymlOU3J5ZtN7O/7eznIdkJElMSxyIRqh99nIJJE7Fhw3JdLElRdNFFhAcN4sTKNbkuijRBQYpuoK72DMeO7Kds8Oj6LqTqSpob1914D7FYhIP7P8x1UUREOHX6DLv2VPLRi6YydlS8kRwK6W5eZ5o4djjOOX75+0XqPtxzzQFuTlu2BrjQe38R8AHwdwBmdj7wZeCCxD7/ZWZhMwsDvwVuAc4H7k5sK3nIec/e//tTYgcrKfnCXbjE0DvlnsgPFg5ResP1nN7wJv5MTa6LIxnol2w3sHXTS3gXMGjIWJxzulOTI957ho2YSNmgURys2EYs2nicm4hIRwiCgFgsRiQSIRY7O8vQsjWvEgsCevcqqP+B7JwjFovpB3MHcc41eG1LS3oxZFA/dpcfpLa2Tr3reiDv/TrgaNqy1d775If1NWB04v93Aou893Xe+13AduCKxGO7936n9z4CLEpsKznUVI9Z7z188CEFY8dQcMnFKJt6/ul9/SfBOYLde3JdFMlAQYpu4J0NaykqLqGk78BEkEINz1zw3rNq+RzGjLuAIBalYt82jf0WkU4TjUZZ8Oiy+h/Ix46fYOVzrzFiaBn9+5XkuHQ9UzJgMW70MOoiUV7dsLnlnaQn+iaQnGpgFFCesm5fYllTyxsxs2+b2QYz21BVVdUBxZXmBM4RHKjEnzhBn9tvpXLhw2oL5qHQsKEUX3gBwa7den/ykIIUXdypk8fY8cGbDBo6Vgl58kDIQpT0LaNs0Cj2l29jyVO/191KEek0qUP9nlmxjrpIhCkTR+SwRD1H/CZB5nWDB/altKQ3q194vT54rZxFAmBmPwJiwML2Oqb3fqb3/jLv/WVDhgxpr8NKKwQffgi9etHr2quVhDHPpE4xWnrjp/GnTlGzaUuuiyVp9Knp4ja9/QLOOQYNGZvrokiKkWPPJwiiHNq/Q70pRKTTHTl6nBVrX+Vjl82gtKR3gx/Fqo46n5kxZuRgPthRTnlFpb4TBAAz+zpwG/BVf/aiqABS5woenVjW1HLJM766Gl95iPDkSVhhYXxZog7WsI/cc95TueBhnHP0+tiVUFDA6bXP5bpYkkZBii4q2djc+OZaho2YQO8+fXNdJEkInKNPSX8GDBzBgYoPWPbUTKLRaK6LJSLd2NkgRIwgCHh6xTqisYA7b76mfv0TS9fqx3EOjRg2gHAoxO/mPEEsiKoXRQ9nZjcD3wfu8N6fSVm1GPiymRWb2QRgCrAeeAOYYmYTzKyIeHLNxZ1dbmlZ8MF2CIcJTZxQv8x5T+XCRaqD80DgHMn80b6oCEaN5MwfXsbVKIFmPlGQogs7euQge3dv5cKLP5nrogg0Slo6asx5xKJ1HD60G2jYvUxEpD0551j05Eo8nqPHT7Dqude49sqLGD50YH2iTMmtosICBpX1peLgEQ0D7GHM7GHgVWCame0zs/uA3wB9gTVm9o6Z/R7Ae78FeBTYCqwE/tR7HySSbH4PWAW8Bzya2FbySOzoUfzeckLjxxEUFBCJROp7r2nYR/5IbZPb+LH42lqOP/9i/frAOQWSc0yfli6orq6Ompoa3t/yKgDnXfjxHJdIMunbfwil/Qaxv/x9giCeSX/Z0/FeFar4RKS9JfNRLF75ErHAcect16quyTOjRw4mEolx6HB1rosinch7f7f3foT3vtB7P9p7/6D3frL3foz3/uLE4zsp2//Uez/JQju8aQAAIABJREFUez/Ne78iZfly7/3UxLqf5ubZSKpkz+bk49jTi8E5wpMn47yn6iH1nshHznsOLXiIaDSKLxtIeOQIji9fqe/MPNJhQQozm2Vmh8xsc8qyfzez983sXTN7yswGpKz7OzPbbmbbzOymlOU3J5ZtN7O/7ajydiXOOVYuncV7m15h0OBR9Os/FKcZPXIuObNKskeFmTFi9HTq6s7w7lvPEQQBIVNcUEQ6Tk1thLV/2MD113yUoYPLcl0cSTNkUH+KigrYW3Eo10URkXbkvSd6+jTVS5fDiBG4kj5479R7Io+ZGZUL4jOvFH/yE9Rt2Upkn9K85IuO/OTMAW5OW7YGuNB7fxHwAfB3AGZ2PvGxdRck9vkvMwubWRj4LXALcD5wd2LbHisWixGJRHBBwK4dG5l2wVWsXj4XZULLTwMGjqB3n368+Owilj41U9F06XQKGPcsO3bvxzvP5279BE7dVfNOKGSMHj6IQ4ePceSoelOIdBfOOfb9+J9xJ04Smjq52W2DxE0t6XyBczh3ti0eDoVw3nP68BEIGcdXrs5h6SRVhwUpvPfrgKNpy1YnxtQBvEY8MzHAncAi732d934XsB24IvHY7r3f6b2PAIsS2/ZY8V4Uszl+9AAuiDH1/Ksw3Z3PS4FzgGf46GkcOrib6uOVuS6S9ExzUMC4R6iti7C3ooqrr5zBijV/oK6ujseXPKsYdp4ZPXIQ3sMrGzbluigi0gbJvAaxWIxYLEawfQdFkyfBoEG5LppkKRkwCpf0ofiSizn57Fq8gvt5IZe/br8JJMfZjQLKU9btSyxrankjZvZtM9tgZhuqqqo6oLj5wyzE0SP7Ke5VwqjR0xSNzVPJYR+Dhoylb79B7Nu9FeedEmhKp1LAuHtLrU927DmAc55brr+qPj9FSF2N805pSW/69yvh5dcVpBDpyqLRKOUPzsE5R93W93HV1ZTcchOaZrRr6vPp6wkOH+HYq68puXEeyEnrxcx+BMSAhe11TO/9TO/9Zd77y4YMGdJeh81L3ntOHKtk/KSL8Im/nbqO5a1QKMQVV99B9fFKTlbHs7qveOYBVYCSLxQw7qK890SjURY8upwTJ0+xu7ySEcPKGDakDOcCDfXII/Hv6LP/jho+kD37DrKn/ABwNvmeiOS/1M9ryIwgCDi5bAUUFlB89cfi26QNK5D81+vyjxLq148j988mpjo55zo9SGFmXwduA77q/3/27j04zus+8/z3vN1o3Bt9AUCA4FUiRYqSLMuW5FuSykRONtlsJZndbGayWxvXVDKu3cnM1m6qZneqpnYzNVuzNama2mSSTJzYlm3Z8iWyfNPNshRJ1o0XiZJIEABBgheQBHFr3G/d6O73nP2jGxQlUSJIovH25flUoQi8aBCPqO7T7/t7z/mdd28lXwa2X/WwbcVjH3a8pmXSi2SzaXbedi/5fB6nim3ZubpoZK3l3vt/DS8U5vKlQUB3N6U8qGBc2ay1fPv7z2CM4dkXj+D7ltt3dmmmVgXo6oxjDPz84DtBRxGRW2CdY+zLD7P82uuEdu4k73nvuQml/hOVw9TV0fTLv4gbG8OtrgYdp+Zt6pWSMebXgf8D+C3n3MpV33oC+KfGmHpjzG5gL/AG8Caw1xiz2xgTobBW+onNzFyO5mfHARi5dJbn1TSz7Lx3l4/CG1NDQzOdXbeRmrzI3Ky6ukvwVDCubO/eyXNkczmeffEIXZ1xWpobePzJF1S8LnP1kTo6kjFeO3L8ygWNZlOIVKiLlyCfx+zexfij3yHv+ypMVKjmz/8KWIu9NBJ0lJpXyi1IvwscAvYZY0aMMX8I/DXQCjxvjDlmjPlbAOdcP/AYMAA8C/yxc84vrpn+l8DPgJPAY8XH1qRsNks2m2V+boL6hmYam1owuiNfEXzfp7O70O350Cs/DDiN1DoVjKvLhZFxllfS7Nm1tXjEYa1635QrawtF7G1b25mZXaBv8FzQkUTkJjnncOeHMckkpi2qLUcr1Fp/p7pduyAWw56/EHSkmlfK3T1+3znX7Zyrc85tc8497Jzb45zb7pz7ePHjf77q8f/BOXe7c26fc+6nVx1/xjl3R/F7/6FUeSuFtT5L81O0RNuDjiLrtDbw1Tc00dG5g6OHnyGXXdUFhGwKFYyrm3OO4Uvj7NreTbyt5T3Hf/j0Sxpjylhnso3Ghnp+/vrbQUcRkZtkJyZheRl27wo6itwC6xwT3/oO1lrMrp0wP8/q2XPvmeGm2W6bS+W+CjMxNozv52iJanujSuGc44WffQvnHD3b95NdTTM6MnSleaYGPSklFYyr2/TsAotLaR76pU/inH3P6j/PM8EFk+vyPMOD993JwTd7WV3NBh1HRG7GpUu4cBjX3aVGmRVubRaM2b4NPI/F5/5Bhf4AqUhRYS6cL2xZ1tKqIkUlWWuU2dKa4La993F5ZPAD6xVVrBCRG+H7PsMjk9SFQzxw7z6s1kBXFN/3SWdWyGSyvPHOwJVjeh8QqQx2dRVGx2BrN4RCQceRW1DYjaUw/ppIHXR3sfSz5/EzaqAZFBUpKszF831E6puI1DcFHUVugnOOz/3y75HLZhgfPXvlhFQnpiJyoxaXlhmbmGZrV5JIpO5KrwOpHO2JNpKJNl4++A7ZbFbvAyIVZOXwG5DPw7Ye7eJRBaxzjD7yKL5vYecOyGZZPnzkPY/R+frmUZGigjjnuHCuj1b1o6g4azt95HyfEycO0xpt5+JwP7mcelOIyI3L5/O8dqQXax3bt7YXx5GgU8mNMsbwuQfv4Xj/GeYXloKOIyLXsXaR6pxj4cWXoKEB2jW7uVpcaXza0YFpbGTxueeDDVTDVKSoIFOTl1hemqMl2hF0FLkJa4WKkBeiZ+cBsqsrHD30U376xMO6+ykiN8RayxPPvkpLcwOtLY0qdlaI9892sdbncw/cg7WWQ0fVi1akXFzvjnlubp70kTdx27aCKfT/KSwZ0DhcFYwhtGsnK2+9w+rEhGZPBEBFigqwNlAOnyv0o9BMispVKFQ4orFOom0dvPLCd9HtTxG5Ec45JlMzzC0s090Zx1rLD556QUWKCtXVmWDX9m5ef6M36Cgisk5Lr75WOH/btk1LPapUaPcusJb5514IOkpNUpGiAqxtYXn+TC/NLTHqG1uu/0NS1owx7Nh9N/NzKSbGzgUdR0QqiLWWv3vkhwBs6YgB7zbnlcri+z7ZbJbPPXgP5y+OcXksFXQkEVmHpRd/jom2Qls06ChSIq6pichdB1h87nnNeA6AzmoqgLWWn/7kqwyf7WXH7rsA3S2rdPl8npZoB82tCUYuDuD7+aAjiUgFWCtaj03O0trSSHNTQ9CR5BY453j8yRd48BN3Yozh5UPvaFqxSJnLT02R6esntGPHlaUeUj2unhnT8Cu/jD82zsqJvmBD1SAVKSpENptmbnaCHbvuDjqKbBBjDD077mI1s8zRwz8ln89ruraIfCRrLV9+5HFm55fo6owHHUc2gOcZYtEW7t6/m4NvnMBaqw7yImVs+fVDAJhtPQEnkVJyzlH3wCchHGbh2ec0Jm8yFSkqxPzsJEBxJoVUi7Z4F03NMZ576mGe/smXNZ1MRK5rfHIOgG4VKarK5x68h+nZBQaHLgQdRUSuYa14uPTa64S3b8e0tgYdSUrEt5ZsPsfYYz/AbOth+dXXsem0CsibSEWKCjE/l6Iu0kBn166go8gGMsbQtW0f2dVlZiZHgo4jIhVgdGJaSz2qyNoSnvvuuYOG+givHDoWdCQR+RDZmRkyfQM0ffbTQUeRTRDyPOz2Hlwmw9IrrwUdp6aoSFEhFhem2bptL54XCjqKbCBrLdHYFhqbooxcHCCXy11Z8qFqrYi839hEipm5xSu7emj2VeVzzvH9J56nLhzik/fu49DRPjKr2SvvAWtFDC0HFAneyqEjYC3eJz+u8bdWxOOEtnaz+MJLQSepKSpSVIB8Psvy0izbduwPOopsoLXGPMYYurfvJ72ywHe+/u+1HllEPtSRtwYA6NqipR7VZG13ls/efxfpzCpH3nq3SZu1lkcfe0YXRCIBufqcbOXgYUJbOpl+9aAKh1XomtvJGkPjL36OzIk+/Nm5YILVIBUpKsDYyFmcs/Rs30c2m8VqL+aqk2jfRkNjCyMXB6686enumYhcLZvNcuhoX2GpR6OWelSTtfH+jtt30NhYz8sH33nPhZG2mBUJXnZ+nvSx49R/6kFCIc1sriUNn/0MWMv8y6/ovHyT6F2vAlwcLtw56962l+d++gjoxVF1nHN0b9vP8uIspwaOAO9uPZvL5TSrQkSYnpnnzPkRujpiuqteZXzf57GfPA84tne30ztwhqlp3bETKRe+77N06Ajk89R/5lOFY9Zirc7Ja0FoWw+0trLwgx/r/XeTqEhRAS5dGCQSaSTa1o5n9L+sWlhrr1RjrbUkOrZT39DEC89+88px3T0TkTVH3u4HoKszFnASKQXPMwD0dCdxDl4+9I5m04mUkZWDhwglEtTtuT3oKBIAs60HpqfJplJBR6kJugIqc845Ri6epLk1obvpVc7zPLbtPMDF8/0MnXor6DgiErD3L/k6dLSP7Vs7tatHlWtuaiAZj/Lq4eN85wfPXrlrp15FIsGxmQzpt96m8bOfwugGUk1yW7uBQl8SKCzBzGazQUaqanqVlbmlxTlmpkZpao7phVBF7LUa8wBd3bfTEk3w0s++pbtnIjXu6oaJUzNznDpzkQfuuzPoWFIia0UpgG1bk0ykZpmbXwo4lYgArLz5Fm41S+NntPVozYpGca2tLL/ymq7JNoGKFGVqrTp36cJJAJpa4rygC9eq54VCfOYX/zHnho5x+dJp8nmfdDpNPp8POpqIbDLf9zGmsATg9SO9AHzyY3eoLVGVcs7xg6deLPQo2pKgvj7ChcuTQccSEWD5tYN40Sjh/fuCjiJB6ukmN3iK1YlJzWwrMRUpypRzjnw+z/C5whrkppaY+hPUgHze5577HsLzwhx65UfkfJ9nn/yamvSI1ChrffL5PAff7GVHzxa6tySDjiQltNaXIuR53P+xOxgdm2J5Ja0bFCIBstksy2+8QcOD9+OMKSy9sv41Z8RKldu6FZxj6fWDQSeperrqLVPWWp554qu8/cZzNDZFCYXqgo4kmyDv+7z8wvfp6NpF3/GXya6mtfZRpMZNTReWejz4CS31qHbW2ivLAXO5VfK+z+GjfUHHEqlp6WPHcStplpeWWV1dZexb31HhsIa8uxTP4Vqa8bZ2kz58JOhYVU9XP2XMYFhanKG5VXfOaoW1Fussnd23Y63PxNiZoCOJSMAOFS9SH/zEgYCTyGYoFCkgEW+lqbGelw8dw1o1zRQJgu/7LL52ENPYAB1JUt/5Hl5xGZ7UBuscqW9/F+cc1jnyTU2snujHX1TPoFJSkaKMrWaWyedWaWlNBB1FNllDYwv7DnyaybGz+L76UYjUKmt9Dr/VT7Slia1b2oOOI5vIGENPV5LBoQssr2SCjiNSk/LZLEsHD1P/iftwXoiQZrfWpKv/v5utXWAt6TfeDDBR9dMrrYwtL80ChaaZUns+/Qu/g5/PMj15IegoIhKQdCbLmfMjdHclPrAlqVS/rV2FmxSj41MBJ5FbYYz5mjFm0hjTd9WxhDHmeWPMUPHPePG4Mcb8pTHmjDGm1xjziat+5gvFxw8ZY74QxH9LrVkdPI2dmyOzmtXYKwWxGF4izsqhw3pPLiEVKcrY8uIsYKhvaFZznhq0fdddNDXHmBw7G3QUEQnI2MQ0AF0dMXK5HN9/4nmdENWQpsZ6du/o5rKKFJXuG8Cvv+/YvwFecM7tBV4ofg3wG8De4scXgS9BoagB/CnwKeBB4E/XChuy8Xy/sMRq6eAhCIfxtnYHHUnKhTE0fOpB0m+9w9hXv37luaL35o2lIkUZW1ycoak5iueFgo4im8w5h7WW5JZdrCzPMzqi3hQitWh0Yoae7nZamhuBd3d/kOq21kAT4P579zG3sMzlsdSV2TTqT1FZnHOvADPvO/zbwCPFzx8Bfueq4990BYeBmDGmG/ivgOedczPOuVngeT5Y+JANsPYay+fzLL9+kIaP3Y0NhXTDUK5o+NQDuNVVSKWw1nL54a9rJ74NpiJFGVtZmqOxOabKXA1yzvH8M4+QSG7DGI+333hWVVqRGuKcIzU1y8zcIvffu/+q7uJSaz557z4AvvytH5HL5QJOIxtoi3NurPj5OLCl+HkPcOmqx40Uj33YcSmR3IWL5MfGafz0p4KOImWm/q4DmOYm/JHLAOpVUgL6Fy1TiwvT5HIZmltiQUeRgBjPI1wXIZ7cSu/bL/LkD7+kKq1IjbDW8jdffxyA++7eg3OOx5/8B1SnrD3JeJR4WwvjE7NBR5EScYU7EBv26jbGfNEYc9QYczSVSm3UX1tzlg8dBqDhwQcCTiLlxtTV0Xj/J8lfHsX5Pr61upGwwVSkKFNr0/sbm1WkqBWFbec+eI7SvmUX6ZVFZqZGA0glIkEZm5ihtbmBjmTblbFBhcra1L0lwcLSCpdGJzSjrnpMFJdxUPxzsnj8MrD9qsdtKx77sOMf4Jz7snPufufc/R0dHRsevFasHDoCiTi2tUVLPeQDGj/zKchmyfQPBB2lKqlIUaYuXzwFQFNTW8BJJGgt0Xaibe2Mj55Rd3+RGjE9O8/M3CJbOuP88OmX9JqvQVf3pejeUtjl4+FHn1Shqno8Aazt0PEF4CdXHf+D4i4fnwbmi8tCfgb8mjEmXmyY+WvFY7JBrj7Hyk+myJ05i9fTQzab1etOPqDhvvvA81h6/WDQUaqSihRlamz0LPUNLXghNc2sdcYYPvbJzzMzNcZUapSnf/RlvVmKVLnDRws7FW5pj6lZplAfCRFva2G0uNuLVBZjzHeBQ8A+Y8yIMeYPgf8I/KoxZgj4fPFrgGeAc8AZ4CvAvwBwzs0A/w/wZvHj3xePyQa5ugHi2lIPuruY+Pb3VCiucb61WPve54DX1Ii3pZOVQ0f0/CiBkhUptCf0zcvn84yNnKGxWbMopOCej/8jwPH9R/8MY3TBIuunsbj8Xb192dqfh97so7WlkabGSNDxpExs6YixuLTCZErXpZXGOff7zrlu51ydc26bc+5h59y0c+4h59xe59zn1woOxV09/tg5d7tz7h7n3NGr/p6vOef2FD++Htx/UfUKeR6+77N88BC0tkJLs5oiyofyeraSn5jEzs0HHaXqlPJV9w20J/RNWVqcZX5ukiYVKaQonuympTXJ5PgwVusi5cZ8A43FFcFay7f+/mkmUtMMnrlAd6f+ieVdne2Fc4Kjxwe17E+kBHzfx1qHv7hItv8kXk930JGkTK3dVPC6u8EY8pdGyGazZLPZoKNVjZIVKbQn9M0bHTkLoJkUNW6tkebaQBjv2E56ZZ6F+ZkrHYTX7sCKfBiNxZXFOZ//8vD3cc5duSgVsdbS2BChpbmRo8cH+c7jz2rZn0gJOOdYeettsBbT3RV0HClT1louff2buEgdkTv341++Zg9buQWbPX+pZHtCV8t2S77vX9U0Uzt7SOEN87lnvkE8sRVjDKmJ4aAjSeUr2Vgst258cpbuLUlamhuCjiJlxFpLZ3uMk6eHyeXzQccRqUo532f6e9/HtDRjY7EP9CEQWbO2DKjx0w/i5ubJj08EnKi6BLbIaqP3hK6m7ZZGLw8RqW8iXKe1yLWsMJOicKfM8zzCdfW0xbuYmriALe7HrFkUcqs2eiyuloLxZlt7PWdzeaZm5vnkvfuCjiRlqCMZxfctE1OzQUcRqUrOOZiYpO5j96gHmFzT2gzntVOnpk9/CuDdZquyITa7SFGyPaGrydjlszRq61G5hkTHdrLZNOfPHg86ilS2ko3F1VQwDsJEahbnHPffuz/oKFKG4m3N1NWFGNcuHyIl4ebnYXWVyMc/FnQUKVPWOVLf/u6VvkDh7i5MW5TMkTcCTlZdNrtIoT2hryOXXWU6dVlNM+WaYoluQqEwx958Xo3T5FZoLC4za3dmxidnaKiPcNtOraaRDzLG0JGIMjE1p5l0IiXgilP2Q3ffraUe8qGu3vHF933o7iZ7cpDV6WmNzRuklFuQak/omzA5cQHnLI1N0aCjSBkKhcIk2rfRd/wVnnj8S2qcJtelsbj8OefI5XKFnT2m5ujqTOB5mmYs19bZ3kYul+fU2YuAGiiLbIS115EdH4e2KF5cfeHk+vzi8mvb1QnWsXxYsyk2SrhUf7Fz7vc/5FsPXeOxDvjjD/l7vgZ8bQOjlS3f97l8aQjQzh7y4ZKdO0lNDDM3M3b9B0vN01hc/qy1fO+HzzIxPY3vW7q3JIKOJGWsPRHFGMOb75zkwB27g44jUjXsygpuahr27gk6ipQ531qsg1CoeEOhrQ0aG0kfPoL/m78BQCgUCjBh5QuscaZc28ToecLhCPUNLUFHkTJkraW5NUldpIFJ7fIhUkUcE5NzhMMh2lobSKfTQQeSMvBug7Z3hcMhkvFWjp04HVAqkeqUPtYLzkGn+inJ+uR9n2w2i8PA1i4y7xwnu7ioJdkbQEWKMjM+eo6Orp3qKCwfyhhDe+dOZqdHWV6a10AoUgWcc0xOzdORLNwlf/zJf0Ava3HO8YOnXvzAc6E90cbFyxNMz84HE0ykCqXfehvCYUhoNpusj3WO1He+h3MO09UFuRzpd44z+rVHtCT7FqlIUWbGx86xpVvTN+Xa1rYl7diyE+csJ469zE9/8lUNhCIVbn5xhWwuT0eysNTP8/T2LAXX6k/S2V54nryj2RQiGybzzjHo6MAZ854tJkU+ypUmmu1JTGMj6aNvvaexptwc/QuWkaXFWZYWZ2nv2K474/KR6hujNDZF6X3rBV3MiFSB1HThjnh7Qk2T5fpamhtJxKIqUojcIt/3yefzZC6Pkh+fwHR2FO6Of/fvyfs+zukmkKyP8Tzq77uX9JtHdR23AXR1U0YuXzoDQEfXrmCDSNlbW/Jx6cIAy0sL6uwuUuFS0wtEWxqpC4c0M0quyznLx+66nd7+IfJ5jf8iN2Ot54vv+4z+9ZcKB9uTALoTLjfMOUfkvo9jZ2axs7NBx6l4egWWkfHRswB0btkZcBKpBMnOHQBMjJ9XkUKkgqUzq8zOL5LULAq5AXfvv42V9Cqnz10MOopIRbLWcuErD5PJZLCTk5hoFKKtQceSCpXzfeaGzoAx+KOjQcepeCpSlAnf9xkfPUdzS5zmFu3NLNdX39DMzt33MDl+XndeRSqU7/v0DpzBOUjGCyfH1lq9puUjWWvZv2c7nudpyYfILTDGMP7Io9jJFJG7D6hxvdwS09gAsRj5y2NBR6l4KlKUkfHRc3R27SSfz+PUrEeuwznHvff/KquZJYbPHr/mY9amMYpI+ToxcJaQ5xFvaw46ipS5QvPkwudNjQ3su3077/Se1i5PIrcgtJKGdJrI3XcFHUWqgOnagp2ZIa8lH7dERYoyYa3P5PgFlleWeP6ZR9Dec3I9zjkuXTxDKFzHm4eeCTqOiNwE3/c53j9EIt6iJriybs45VldXufvO2zh/cZSvPvpjzb4RuUk2NQlA5B4VKeTWme4uAOYPHmZ1dVU3C2+SzojKxHTqMvl8lubmGEYnqrJOoXAd7Z07GTjxGnOzU0HHEZEbNJGaYSI1SzKhddCyfs45Hn/yBS6NFNY9TxV3hxGRG+cmp6ChgVB3d9BRpML51uKirdDYwPRjj5PL5YKOVLF0NVwmxkbPAdDY3BZwEqkEhSm/hdk27Vt2Y/08bx58OuBUIrIeVy/DOt5f2NVJW4/KjfI8Q7S1kUgkzHhqRnfrRG6Ccw6bSmE6O9SPQjaEMYZQVxdMpshns1qKd5NUpCgT46PnMMajsVEnqnJjGpuitEbbefPw0+Tz+aDjiMgN6B04QzIepbmxPugoUoGMMXQk2khNzZHL5XQyLHIDfN/Hzi/A6ipeR3vQcaSKeFs6IZdj4q/+RkvxbpKKFGViYuw88WQXXigUdBSpIIUZFZaO7tuYmRrl7Ol3go4kIutkreXk6WH279kB6A6e3JyOZJRc3udvvv4DnQyL3CA3mQLAdHYEnESqibelEyg8vzTL7eaoSFEGnHNMjA3T0bkj6ChSoeKJHhqbWjn06o81GIpUiEujkywurXDHHo39cvOSxaVCqem5gJOIVB6XSkFjI66xKegoUkVsXR3E2nCTk0FHqVgqUpSBdHqFqclLJNp7go4iFcp4Hm2xLgZ6X2Nhflpbj4pUgP7BQi+i/SpSyC0Ihzxi0WYmp1SkELkRzlqYmoKOdpxzZLNZzUaSDeFbCx0dMD1DbmlJS/FugooUZWB66jLOOeLJHj2J5aa1d92GtT5vHHwKQIUKkTJ3otiPIt7WorFfbkky0crc/BLzC0tBRxGpGNnzw5DNQXs71jkmvv09jcWycTo6wDnG/+KvVPy6CSpSlIHJsWEA2ju3B5pDKstaP4o19Q3N3Lb3Po68/gS+rwaaIuXMOcfA6WH2793J40/+g06M5ZZ0FJd8HO8fUoFaZJ3Sx3sLnxSbZoY8XRbJxvCtxSViOM+DVCroOBVJr8aA+b7P+NgwAG2xLhw6UZWP9v7ixBrnHF64gYW5KU72HbxyXCesIuVn+OIo8wtL7NuzQ9veyS2LtjYRqQvzTu/poKOIVIz08V5obobGxqCjSBXyjcElEtgJFSluxrqKFMaYz63nmNwY5xy+7zM5Pkx9QzOvvPQY6G6a3IJEew9t8U4OvVxooJnP5/F9X3dpq4DG4eoycPo8AHt3b9PrU26ZMYbO9jjH+obI5XIqTJeQxuLqYPN50r19V3b18D/kBpDIrXAdSdzCAvmp6aCjVJz1zqT4q3UekxtgreXpH3+FyfELNDZF8TTNTG6RMYYHPvObnDn9FlOTI1hr+ekTD2stXHXQOFxFTp6+QDzWys9fO6Iihdwyay3tiVYWlpY5d2Hw/1khAAAgAElEQVQ06DjVTmNxFUifOo1bWYH2ZNBRpMr41mJt4X3dFZcSLR19S8XjGxT+qG8aYz4DfBboMMb8yVXfigKhUgarJdNTl+nsuj3oGFIFrLV8/P5f46WffYs3Dz3Fr/03/xzPqPhVyTQOV59CP4rzHLhjF6FQCJtXDxm5de3JNowxHOs7zZ7d24KOU3U0FleXlff1oxApiWgUIhFWjvfS+qsP4Xmelniu0/WuXiJAC4ViRutVHwvA75Y2Wm1YXprH+nkam6JBR5Eq4JyjLtLEnXd/jrff+BmZ9HLQkeTWaRyuMqPjU8wvLLP3tu1YTS+WDRKpC3Pbzq0c6xsKOkq10lhcJXzfZ/ntY9DaimloCDqOVDNjMO1J0r19jH7tEc1svgEfOZPCOfcy8LIx5hvOuQublKmmpFcWAGhQkUI2gO/7PPvU18jmLZn0Ev3HXwk6ktwijcPVp3/wHAD7bt/OZGoi4DRSLXw/j8ExdG6ExaVlkolI0JGqisbi6uCcI7+6SqZ/AK9na9BxpBYkE/gn+rErK/i+TyikiVfr8ZFFiqvUG2O+DOy6+mecc79SilC1ZGV5HoyhobEVtLOH3KSrd/zwPI/Wtg7aO3fw5uGnuG3PA1eaZ2qKWUXTOFwl+gbPUR8J05FsCzqKVJnO9jbODI9yvO8Mv/JLDwQdp1ppLK5g1lpG/r+/wGUy0J7EWZ17S4m1F5YU2clJnY/fgPUWKb4P/C3wVUBdPzbQ8tIcsVgnXiiE9bUuWTaGMYZPPPgbPPfU39HeeRvPPvkwv/Xf/S+q3lY2jcMVbm1Hp4HT50nGozpJkQ3X2tJIOBzixMmzKlKUjsbiCub7PnZyCgCXSAScRmpCWxTT1IQ/mWL8G99kxxf/SOfj67DeIkXeOfelkiapUemVBSL1jdp6VDaUc479d/8CP3/uEcZHh4gnOoKOJLdO43CFs9byd9/4IbNzi2zbvzPoOFKFPM+QjLfSe/Is+XyecHi9p3lyAzZ0LDbG/O/AH1GYTnsC+GdAN/A9IAm8BfxPzrmsMaYe+CbwSWAa+CfOueGNylIr7OQk4Z07yNfXBx1FaoAxhroDd7I6eIqQdnJct/X+Sz1pjPkXxphuY0xi7aOkyWpAOp0mk16kobFVW9DJhnLO8erPH+fOj/0SM6kRfM3SqQYah6vA9GyhD1Ei3hpwEqlW7Yk2pmfmGRmd1JZ3pbFhY7Expgf4X4H7nXN3U9gl5J8Cfwb8uXNuDzAL/GHxR/4QmC0e//Pi4+QGuGwOOzVF5O67go4iNaT+7gOwtIRNp4OOUjHWW6T4AvCvgYMUKrpvAUdLFapWzEyP4pylsUknq7LxPM/jzrt/AWvzTE2O6GS18mkcrgKp6Vmirc00N9brNSklkYy3ANA7cCbgJFVro8fiMNBojAkDTcAY8CvA48XvPwL8TvHz3y5+TfH7DxmtG7shmcFB8C1199yFf1U/L5FScc4RvnM/ADY1FXCayrGueYDOud2lDlKLpiYvARSbZopsvO27DlAXaWBq8mLQUeQWaRyufM45pmbmuefAHgB+8NSLeJ6uL2TjWGtpqK+jPdFG78BZfvNXPxd0pKqzkWOxc+6yMeY/AReBNPAchaLHnHNubQrkCNBT/LwHuFT82bwxZp7CkpD3XPkYY74IfBFgx44dGxW3oq0VhdPHewEI7bsDBgbxrSWkGfhSQtY5Zl4/BOEw/mQq6DgVY11FCmPMH1zruHPumxsbp7aoSCGl5nkhEu3bSI2fJ5NeJhQK4XmeGvZVII3DlW9sYop0Jsuend3MzM2oQCElc2DfLt48Nkg+X7jO1bi/cTZyLDbGxCnMjtgNzFFoyvnrtxSwkOXLwJcB7r//fq0nvkr6+AlMPIbX3Bx0FKklngeJhIoUN2C9tcMHrvr4ReDfAb9Vokw1Y2ryEuG6ekLhuqCjSJXyfZ9E+3as9Rk4cZCnf/xlrNXUxgqlcbjCDZw6D8CFkcvqlSwl45xjYXGRdHqV02cv8ehjz2jc31gbORZ/HjjvnEs553LAD4HPAbHi8g+AbcDl4ueXge0Axe+3UWigKetgMxkyg4OYDjUTl81nOtpxCwvk5+aCjlIR1rvc419d/bUxJkah6/BNUSfjgqnJS5pFISXXEk0SiTTSd+zndPXsCTqO3KSNHoeLf4fG4k2wNs24/9R5InVhmpsaAk4k1a490YYxcLx/CE/d5DfUBo/FF4FPG2OaKCz3eIhCf4uXgN8t/r1fAH5SfPwTxa8PFb//olPn9eta2/55ubcPcnm8ThUpZPOtbXmbPtFP/S//UsBpyt/NvnMtU5iadsPUybjA931SkyMqUkjJGWNIdu5gaPAoudXVoOPIxrnpcRg0Fm823/cZOHWeeKxZ0+6l5OrCHtHWZjXP3Bw3PRY7545QaID5NoVCsUdhmcb/CfyJMeYMhYLxw8UfeRhIFo//CfBvbi16bbDWcvlr3yB9/Dh4Hqa9PehIUoviMQiFWHrnmBpnr8N6e1I8SeFOGxROZO8EHrvF39tojMnx3k7G/0Px+49QmD73JQpr9f5d8fjjwF8bY0ylV46XFmdJryyQ7NwZdBSpAYn2bYyNnCKVUgPNSlWCcRg0Fm+ayalZpmbmuXPvtqCjSA2w1tKeiDJ07hL7btsedJyqstFjsXPuT4E/fd/hc8CD13hsBvjvb/Z31bKQ55F55zh1e2/HhUJBx5Fa5HmYZIJMX3/QSSrCuooUwH+66vM8cME5N3Izv1CdjAsmxwsXi/UNLQEnkWq1Nr3R4WhqiRNt67jSrFUq0oaNw1C6sViure/kWQASMY35UnrWWpLxVs4OjzE5NUM2myUSiRDSxdlG2NCxWDaHy+VYHToDt9+GZ23xTrZq7LK5vPZ2cicHyc7NE4m1aUz+COta7uGcexkYBFqBOJC92V/4vk7GW4FmNqiTsXPufufc/R0V0BAnNVEoUmi5h5SKc44Xn3uUtQ59DU1RZmfGWFle1DSzCrSR4zCUbiw2xnzRGHPUGHM0lVIXayi8FvtOnqUuHFI/Ctk0sbZmQiGPyWk1adtIGz0WS2mt3bDxJ6fA9/E6O7HOMfHt76GJgLKZfGuhPQnOaTbFOqyrSGGM+T3gDQpTzH4POGKM+d2b/J3qZAykJi9hjEekvinoKFLFPM/DWotzjnhyG85aTp18I+hYchM2eByGEo3FlVYw3gzWWt7qPUU81qJ+FLJpDBBva2FySkWKjVSCsVhKaK0fhT85CeEQLhEDCss/RDaLby3OWUwiDnV1rBzvDTpS2VvvK/TfAg84577gnPsDCuvk/q+b/J1XOhmbwtnaQ8AA73Yyhmt3MoYq6mScmrxIQ6NOWGXztEST1NXV03/8VaDQyE8zKirKRo7DoLF400ymZkhnssTbCks9rLXaElI2RTLeyvJKhonUTNBRqslGj8VSYiHPw5+YpG7vXgitd6W7yMYzoRD1d+wl0z8QdJSyt94iheecm7zq6+kb+Nn3UCfjgsL2o9GgY0iNKFwQORLt2zg1cJhcTrt8VKANG4dBY/FmGjg9DKgfhWy+ZLywpLR/8FzASarKho7FUnoum8XNzpLJ58nlczinIrEEJ3LXnWTPnCW7uKglRx9hveXEZ40xPwO+W/z6nwDP3OwvrfVOxr6fZ2ZqjM6tewtTf4ze22RzJNu3MTF2lqHBoxy453NBx5Ebs6HjMGgs3iz9p84TDodobWkMOorUmJbmBurqwpwcusCvP/TZoONUiw0fi6W0chPFmlKHth6V4NXdeSfYH3D5z/+S3f/3v1XzzA/xkUUKY8weYItz7l8bY/5b4BeK3zoEfLvU4arV1OQI1vo0NOqummweay3Nbe2EQnX0HXtFRYoKoXG48g0OXSDe1qzlfbLpjDEkYi0MDl3A9308z9Pz8CZpLK5cdnISPA/i8aCjSI1zzhHae3vhi6mKb7FYUte7hf8XwAKAc+6Hzrk/cc79CfCj4vfkJkyMXwCgQduPyibzPI9Eew8n+w7i+/nr/4CUA43DFWx6Zp6J1AyJmHZykmAkYq1MzczzlW/+WL1Qbo3G4gplJ1OQTIDuWEvArHOMPfY4xGL4Ke3g/lGuV6TY4pw78f6DxWO7SpKoBkyMDQPaflQ2n7WWRHsPK8sLnB06FnQcWR+NwxXKOceJgTMAxNWPQgISb2sGYGZuIeAkFU9jcQVKT03h5uYxWuohZSLkedCewE5PY7PawfjDXK9IEfuI72lx7U1KTVykrq4BTx2GJQCxRPd7dvmQsqdxuMI4567snvPjZ16msaGe1uaGoGNJjWppbqC5qYHU9HzQUSqdxuIKlDnRX/hERQopA761WOswySRYy+rpoaAjla3rFSmOGmP++fsPGmP+CHirNJGq19qJa2ryEvWNLeouLIFwGG674xMM9L6mqb+VQeNwhbHW8uhjz5DL5ZiamaOlqT7oSFLDjDHccft2pmbmtPX0rdFYXEHWzrkzx3sLyzzUj0LKSTIBwOI7xzUuf4jr3cr/34AfGWP+R94dgO8HIsA/LmWwamSt5akf/R1TkyM0tyaCjiM1yjlHLuezMD/FxfMD3H7HvUFHko+mcbgCeZ7H7PwiSysZtnUng44jNe6O27bzzokhxien6enuDDpOpdJYXEGstVz8ysPkj/di2pMYzwOrC0EpD6a+HhdtJXOiD9/3tcPHNXxkkcI5NwF81hjzj4C7i4efds69WPJkVSqXy5JeWSDRsSPoKFKDrC1seZts72H4TIgTx15WkaLMaRyuXCdPDwMQjzUHG0Rq3r4924HCc1JFipujsbjyeKtZ8pdGMHcdwLdWM5ilbPjW4iWTrJ4cxPm+mrpew7qaIjjnXgJeKnGWmpBJLwFQ36CTVgmOCYXZeds9DJx4jd/63X+J511v5ZcETeNwZXHOMXDqPOGQR2tLE865oCNJDevqSFAXDjFw6jwP/dIDQcepaBqLK0d+chJATTOlPLUnceeHSZ85S8ud+4NOU3Z0ZbLJVpYK3bXrtf2oBMRaSz6f47a99zMzNcrY5bNaDyeywZyzHHm7n3isBWNM0HGkxnmeIRFv5c1jJ9WLSGqGPz6BC4dxbdGgo4i8h28tJApL/ye/9g2Ny9egIsUmS6cXAaivbwo4idQy5xxjYxcA6Dv+SsBpRKpPZjXL0nKGeExbTUt5SMRaWUmvMjOrrUiluq01zbSTKUgmCv0oRMpNYwOhzk5sako3Cq9Br9pNlkkvURdp1PajErj6hiZa29rpO/bKlcFRMypENkZqeg6AREyz5iRYaxds8eJzcfDMhYATiZSWtZaRv/4SbmkJl1TjYilP1jn8+ghuakpLQq9BRYpN4pwjm82SSS/SoH4UUiaS7dsYu3yW6anLQUcRqSrTM/OEQh5trRrvJVjOOX749Eu0NjcSCnmcOnMx6EgipZeaAsCpH4WUMdPRDqtZciM6D38/FSk2ibWWp3/yVTLpJeobdWdNykMsuRWA/uOv4fu+KrkiG2RqdoF4Wwuep34UEjzPM3ieIRZtYXBIMymkeq3NCPUnJ6GuDqLqRyHlyyQLRbTVvv6Ak5QfFSk2kfN9crkMDWqaKWWivqGZ7p499Pe+yk9/8lU17hHZAPMLSywupUnENdZLeUnGW7kwMk46sxp0FJGS8icmC7sn4PCtxVrdhJEy1NIM9fVk+gaCTlJ2VKTYRFeaZqpIIWVk/92f5dLwANlcOugoIlVh4PQwAPG2ZhX+pKwkYq1Yazl99qJ6EEnVyo1P4JaXQUs9pMwZYzDtSTKaSfEBKlJsokx6CYD6Rq1RlvJxx4FPA5Aav6gTVpFbsHbRN3DqHJ5naGlqCDqSyHtEo40YAwOnzgUdRaRklt85VvikvSPYICIfwbcW5yy0J/FTKZYvjWjZ9VVUpNhEGc2kkDJjrSWR7KGhsYUZNc8U2RD9p84X+1HoLVbKi2eguamRgVPDOhmWqpXpPQH19RDVFtBSAYo70Iz9l7/V7Mur6AxqE2XSS4Tr6nXiKmXFGEM82cP83ARLS/NBxxGpaItLy1y4NE4yrpNjKU+JWAsnT59ndVV9KaT6OOfIHD+B19GOQ4U4KW++tbjWVkxTE25qKug4ZUVXy5vE933SK4uaRSFlxTmH7/vEEltxzjE0+GbQkUQq2lo/ikRMY72Up7ZoE3nfcvHyRNBRRDZc7vIo/vQ0plNLPaRCGEN4/x34qVTQScqKihSbKJNZor5B/SikfDjn+IeffpOmljh1dQ2cPPGapgCL3IKBU+epqwsTbW0MOorINbW1NgFw6szFgJOIbLyVY8cBMO1qmimVo27/ftzCIvnZuaCjlA0VKTZJdjVNLpvWTAopOw6w1qct0cWp/sMsLi6Qz+eDjiVSkfoHz7F39zaM0durlKeG+joa6us4dbZQpFibUacCtVQ63/dZfucYXixGvrFR245KRXDOEdq3F4C0dvm4QmdRm2RmegxAMymkbMUSW7HW5/uP/pka94jchKXlNMOXxtm/d2fQUUQ+lDGGeKyV02cuAYUGyo8+9ozGfal4zjkyvX1E7j4AxgQdR2RdrHPMvvEmhEIsFWcCiYoUm2YqNQJAg4oUUqZa2zoIhcLMzYwC726nKCLX5/s+vQNDOOe4U0UKKXPxthamZ+e5PDaBc04NvaUq5EYu48/OEj5wZ9BRRG5IKByGRJzMiT6dexfpXWmTzEwVLvy03EPKled5tMW7mZkexVoNkCI36uTpYerCIXb0dGrqvJQday1rT8tYtNCX4hvffVozKKRqrBzvBaBORQqpRMkkueFhsvPzKlSgIsWmmZ4aJRyuJxSuCzqKyIdqi3eRz61y/uwJDZAiN+jk6QvcvquHHz39gooUUtaamxoIhTxm5xeDjiKyIXzfZ/nYcbx4HNO1Jeg4IjfMj8fBOlb6BoKOUhZUpNgkczPjRBqacE53LKR8ReNbMMbj5InXg44iUlGWVzIMXxpj354dGK2FljLneYZYtJmZWRUppPLl83lWV1dJ957Ab25SkVgqjm8tLhYFY0j39QUdpyyoSLEJnHPMTI8TqW8KOorIRwqF6miLb2HgxOt6kxdZh7WdEQaHhnHOMTYxiUOvHSl/8bYW5heXWUlngo5S04wxMWPM48aYQWPMSWPMZ4wxCWPM88aYoeKf8eJjjTHmL40xZ4wxvcaYTwSdvxxYaxn9q7/BzszidWjrUalQ4TDEYqxqJgWgIsWmyOfzzEyNEok0Bh1F5Lriya3MzYwzPnou6CgiZW9tZ4SB0+cJeR5t0SZU35NKEGsrNPI+XdyKVALzn4FnnXP7gXuBk8C/AV5wzu0FXih+DfAbwN7ixxeBL21+3PJkUykAXCIZcBKRW9CeIDt0Bru6GnSSwKlIsQmWFmdxzmr7UakI8eRWjDH0974adBSRsuf7PsYYBk9fYMe2LYRDoaAjiaxLLFo4JxkcuhBwktpljGkDfgl4GMA5l3XOzQG/DTxSfNgjwO8UP/9t4Juu4DAQM8Z0b3LssuQmpzCxGLToXFsql0kmIZ8nM3gq6CiBU5FiE8zOjANouYdUhLpIA9t3HWCg97Wgo4hUhGwuy9nhEfbeti3oKCLrFgp5NDc18Orhd/C1o1NQdgMp4OvGmHeMMV81xjQDW5xzY8XHjANrnSB7gEtX/fxI8VhNy+fz2FSqsKuHegJJJUsmwBiWizvV1DIVKTbB7LSKFFI5nHPsO/AZxkfPMTM1dv0fEKlRa/0oZmYXyOV99uyq+WsFqTCxaBNz88vahjQ4YeATwJecc/cBy7y7tAMAV2gQdUOLyIwxXzTGHDXGHE0Vl0FUs/zlUchkCN+5jxv8pxIpKyYSIbxzBxn1pQimSFFLTYKcc8xMjQKFO9Qi5c45x/hE4UZN3/FX8X1f25FWqVoai0uh0I/iSabnFgDYs1tFCqkssWgzubzP8oqaZwZkBBhxzh0pfv04haLFxNoyjuKfk8XvXwa2X/Xz24rH3sM592Xn3P3Oufs7OjpKFr5cZE4UdkOYO3tOTb+l4kUO7CczcJJ8Nht0lEAFNZOiZpoEWWs59vbPCYcjhELhoOOIrEtDQytNzW30HXtZBYrqVjNjcek4ZmYXaGluoKmxXifIUlHWmmfOzGkr0iA458aBS8aYfcVDDwEDwBPAF4rHvgD8pPj5E8AfFIvGnwbmr1oWUrMyvX1QX0+otfXKDDfNqJBKVX/gAC6TYeXU6aCjBGrTixS12CQok17SUg+pOIn2bVwc7mdxYSboKFICtTgWl4Jzjtn5ZeJtLfzgqRdUpJCK0tzUQDjkMVucDSSB+FfAt40xvcDHgf8X+I/ArxpjhoDPF78GeAY4B5wBvgL8i82PWz6cc6yurpI+0Qcd7WAM1jlS3/17jcVSkZxzhPbfAbw7Q6hWBTGToiRNgsp5/d1qZllFCqk4ifZtOOcYOPF60FGkNGpuLN5ovu+zsJQmn/dJxFrwPLV5kspijKEt2szM3FLQUWqWc+5YcWnGx5xzv+Ocm3XOTTvnHnLO7XXOfd45N1N8rHPO/bFz7nbn3D3OuaNB5w+StZaLf/FX2JkZTHv7leMhjcVSoaxzTD31U0LdXaRP9AcdJ1BBvIpL0iSoXNffFaq8KypSSMVpam4j0b6V/uOv6I5EdaqpsbhUZosXd7G2loCTiNyceFsLC4vLpNOrQUcRuXFTU4U/O5LB5hDZIM45wvv3kekfIJ/L1ew5eBBFipI0CSpHzjnm56Zw1leRQiqOdY79d32Ws6ffZnlpPug4svFqZiwupZm5JeojddRHwtohQSrSWl+KM+dHAk4icuPsZAov1gYtKhRLdbDOkZmdwy4uMvIXf1mz5xabXqSopSZB1lqe/tHfAVDfoCKFVAZr7ZWq7f67P6slH1WqlsbiUpqdXyLe1owxJugoIjclFi0UKU6fuxhwEpH1W2uQaaemqbvzTo3BUlW89sLMIJuaDjhJcILabmKtSVCEQgOgf0ahYPKYMeYPgQvA7xUf+wzwX1NoErRSfGzFyGSWAYjUNwecRGT9ClVbR3vHTiKRRgZ6X+czv/hbQceSjVczY3EpzM4tklnN0RbV+C6Vq64uTEtzI6fOXLyym1MoFAo4lchHs9Yy8td/AysrRPbfQW5eMz6lerjmJkw0Sr7Ke3t9lECKFM65Y8D91/jWQ9d4rAP+uOShSuTdIkVjwElEboxzjud/+k1iya0MDb7JamZFM4KqTC2NxaWwNj2+LarXhVS2eKyVobOXcM7pjrRUjunC7mOhfXfgjrwZcBiRjeMA19QIU7U7k0Ltb0tsNbNMOBwhFKoLOorIuhSWexTWvxnPI57sIZ/P0tf7+pW7bCJSKFIYA9EWFSmkMllrsdaSiLWysLTM+GTtnhBL5cjn82SzWfzUFIRCTL92sGabC0p18q2FRAK3tMTqWnPYGqMiRYmtZpaJNGgqsFSulmiSpuY2+o69oiKFyFXOnL9Ea0sToZDeSqWyrfWlGBwaDjaIyDpYaxn9+jfxUylIxAmFg1q9LlJCyTgAmYGTAQcJhs6sSmw1s0y9dvaQCmatpaklzqmBI+Tz2aDjiJQFay1nhi8T01IPqQLNTREaGiKcPnsp6Cgi6+JyOdzcPC6RIO/nr8wAFakabW3geWT6B/B9v+ZmC6lIUULOueJMCp3ESmVLdmwju7rC2VNvBx1FpCxcGp0gnV69cgdapJIZY7htx1YVKaRiuGI/CpKJYIOIlEoohInHyfSf5PLDX6+5rUhVpCihpcVZrPWJRFSkkMrWEm2nvr6JE8deqblKrsi1DBUv5qKtaoos1WHP7h4uXp4gs6oZc1L+7HSxf0o8HmwQkRIyySSrZ87i1ViBAlSkKKnp1CiAdkSQimeMx579D9D79ovkcjqBFTl97hIN9RGaGhuCjiJyS6y1+L7P7h3dhWVMxV1rRMqZm5qCWBvUqR+FVC+vPQH5PP7MTNBRNp2KFCU0OzMOQKRe04GlsjnnyGRWyeeznDn1VtBxRAJ35twldu/o1naNUhWcc/QNDgFw+uzFgNOIfDTn+7jpGbxkMugoIiVlis9xP1V7O3yoSFFCc7MTAEQiutMmlc1aSzTeSShUR+/bLwUdRyRQ2WyOCyPj7N7RHXQUkQ3TUB+hqzPBqTMXgo4i8pGy586D72PaVaSQ6mbq6wn39JCfVJFCNtDM1BihcIRQuC7oKCK3zPNCJNp76O99jXw+F3QckcCcvziK71t2be9SjxapKrftLDTP1PNaylm6fwAAPxbDWj1XpXrlfR9v7+34U1O4GutLoSJFCc3OjGv7UakqHZ07SK8sMjR4FADf9/F9P+BUIpvDOYfv+5wqTofvGxzSxZxUDWstu3d0s7C4zESq9tY/S+XInByExgZoVONiqW7WOVZmZiGbZfnc+Zo651CRokR832d2ZoKIihRSRZqi7TQ0NHPs6As1NVCKQOEi7tHHnmHo7EUSsShNjZGgI4lsqNt3bQXg5OnzAScRuTbnHJnBU9rVQ2qCby0kC8/1ya9+raa2IVWRokTy+TxzsypSSHUxxuOOA5/m2FsvkM2uBh1HZNN5nsfps5euXMyJVJOernbq6+s4dUbNM6U8pVMp/PEJFSmkdjQ3QyQC07U1w01FihJZXpojn1ulvkE7e0j1cM6xsrKCn89xsu+wlnpIzVnN5phIzbBzW1fQUUQ2nOd53L6zRzt8SNlaHTwFgIvHAk4iskmMgUQCf6q2mmeqSFEi724/qvVyUj2stbTGOgmF6zjxzs/Vk0JqzszsAgDDFy/h+7Uz7VJqg3OO3Tu7Gb40zupqNug4Ih+QOXkKjMFvbcU5jcFSG0wyjltcYnV6Ougom0ZFihKZnSlsP1oX0XIPqS6e5xFP9jDYf5B8XiexUltm5gpFiraoZslJdXHOkcvlGBufxFrLmfMjQUcS+YDVwUFoi0I4FHQUkc2TTACwOnAy4CCbR0WKEpkrzqTQ7h5SjRLt21nNrAEcXjoAACAASURBVHD65JuaSSE1ZXZugZbmBsI6QZYq45zjh0+/RKytUIA7eXo42EAi7+N8n8zpIUgkgo4isqlsNAqex0pff9BRNo2KFCUyOzNBQ2MLoXBd0FFENlw01klDYwv9x18JOorIpnHOMTu/REyzKKRKeZ6hPlLHlo4Ep89exPd97eQkZcE5R/r8MG4lraaZUntCIYjFyPSfrJmbgypSlMjczDhtsc6gY4hsOGstxsCdd3+Wwf7D5HJa8iG1YWxiimwuryKFVDVrLbfv6uHU2Yt86++frqkt76R8WWsZ+8rDALh4W8BpRDafSSbInjmLzdbGebeKFCXgnGNmepxorAOH7kBI9XHOse+uz5JdXWFo8E3dbZOasLYtY1RFCqlye3ZtZX5hiYyaZ0oZcdMzeK0thS0ZRWqMSSYhn2eluMNNtVORogR832c6NcLc7BTowk2qkHOOoVPHaWxspe/Yyzz94y/rbptUvbPDI3ieobVZuzZJdduzexsA08XdbESClk6nyaemiOy7o7Alo0itKTbPzPQPBBxkc6hIUQLLS/NY61PfoEqvVK9QOMwdBz7Nqf7DOBUopAacHb5MW2sTnqcTZKlu27Z2Uh+pu7LlrkjQ7MoKbmGBur17df9Pao5vLUTqCG3tJt0/UBN9KVSkKIHp1GUAItrZQ6qY7/vcvu9Bstk0M1OjQccRKal83uf8xTFtPSo1IRTyuG1XD9NzKlJIecgOnQFg8cJFLS+VmhW5cz+rA4M18RpQkaIEZovbj6pIIdXMOceZoWOEwxFSExeCjiNSUhdGxsjl8kRbmrS0SapePp9n9/Yu5heWWc3mgo4jQnbwNAAu1oZzGoOlNkX278MuLJAevlD1sylUpCiBd4sUWrcs1S0UChNLbmUqNcLy0mLVD5hSm5xzDA4NAxCLqvgs1c05Ry6XY3R8Aucc54YvBx1JhNVTp6G1FSJ1QUcRCYzZczsA6RroS6EiRQnMTo8TCtURDkeCjiJScvFkD9bmGRw4HHQUkZKw1vLsC4eItjZTX68TZKluzjl+8NSLxNoKS5tOnb0YcCKpdfl8nuypUxCPYW31T3MXuRbnHGzphEiE1YGTQccpORUpSmB2dkJNM6VmtLa1E66rp//4q0FHESmZmblF6iOhoGOIbArPM9RH6mhqrOfUmQs1sf5ZyldubAy7sAiJeNBRRAJjnWPyO38PiTgZFSnkZsxOj6sfhdQMYzwSyR5ODxwmnV4OOo7IhltcWmZ5JUO8TcVnqS2xthZ6+89oKZ8EKnNysPBJXEUKqW0hz8PF4+RHLuMvLAYdp6T+//buPE6uq77z/udUdXX13lW9abckW4st2cY22CwGhphgiLMAk+XFDJMwT8JDQjIzIcskJGSSzITkgSQDSSAJOECwwWADxkZg402WbXmRZFlqSb2pN20ttVq9Sr13V93z/FFXohFaeqmqc6vq+369+qWqW7e7vqq+9euqX517jpoUaWatZWS4T00KKRie5xGvW8Xs7DSHW3ZjrSWZTOqTN8kb7V0nALSyhxScqopSpqZn6B8ccR1FCthkSxumJApVVa6jiLjnjyiabM3v0RRqUqTZxPhZZmemiJaoSSGFo7K6jvKKGAf37WB2dpbHHr1XKyBI3mjvTjUpKspLHCcRya4L81J0aAWnTDLGhI0x+40xP/CvrzfG7DbGdBpjHjLGFPvbo/71Tv/2dS5zZ0MikWCypZWi664DY1zHEXEvVg2hEBNNLXk9yk1NijQbGjy/soc+cZPCYUyI6298C4dbdjM5MUYopNIi+aOj6zhVFaUUhTUnhRSWyvJSQqEQ7d2aPDPDfheY+7Hop4HPWms3AMPAb/jbfwMY9rd/1t8vryUmJ5np7CJ83bWARmiKUFREZP26vJ+XQu8k0mxosBdAIymk4Gy56W0kZqc53LqHZNLL6+6uFI7Z2Vnau09c+ERZpLBYqqvKONypJkWmGGNWAz8LfMm/boC7gO/4u9wHvM+//F7/Ov7t7/T3z1sznd1gLaOnenUaqQipqQXCGzcwfbgdm8evtZ01KfJ1aNuw36TQnBRSaK5Zv5XyihhNjc+5jiILkK+1OF1O9vYzOTlNvLrCdRQRJ2JV5Rw90cv09IzrKPnqH4A/As6fI1kLjFhrE/71HmCVf3kVcALAv/2sv/+PMcZ8xBiz1xizt7+/P5PZM26qLTVpZkgre4gAqVU+Jvv7sVNTTHZ25e2Hgi5HUuTl0LahwdNES8oJF0VcRxHJKmNCXL/1LbS3vkoyMes6jsxfXtbidEgmk7S0HwGgulIjKaQwVVeWkUx6dB7pcR0l7xhjfg44Y619LZ0/11p7r7X2DdbaN9TX16fzR2fdVFs7lJVio8Wuo4gERqgu1Zu8sPJNHnLSpMjnoW3Dg72EwkWgIWlSYDzPY3R8lMTsNEMDp1zHkXnI51qcLh3dJygvK6GsVC+QpTDF/FVt2jqOug2Sn+4EfsEYcxR4kFT9/UcgZowp8vdZDZz0L58E1gD4t1cDg9kMnG3TrW0Qr3EdQyRYSksJ1cSZbG7J29OgXI2kyNuhbUODp4lq0kwpQMlkkorKOsrKqxjoP+E6jsxP3tbidOns7kk1KPK+HSNyadFohNKSKO1dx/N2WLEr1to/sdauttauAz4APGut/SCwA/glf7cPAd/zL2/zr+Pf/qzN13cowGz/AIn+fmxNzHUUkUAxxlC8eRPje17N29X0st6kyOehbdZahodOUxwtdXL/IkFQWh5nePAkiYTOXw6yfK7F6TIxMUVP7xni1ZWuo4g4Fa8uv7AUr2TFHwO/b4zpJNUM/rK//ctArb/994GPO8qXFRPNLQDYuOajELlY0aaNMD5BYmjYdZSMKLr6Lml3fmjbPUAJUMWcoW3+J3SXGtrWE/ShbRPj55iZntSkmVJwrLUkk0kslpq6VQyeOUbn4X1svflOQqEQBXBWQC7K21qcLh3dx7EWrewhBS9WXcGp9uMMDI6wrOEnBlBJGlhrnwOe8y93A3dcYp8p4JezGswRay3jh5ogFMJWVbmOIxI4kc2bAJhqbaVs+TLHadIv6yMp8nlom1b2kEJlrWX7E18Da6mKNRAOF9F8YCePPXpv3g5Dy3X5XIuXylpLIpGgrfMY8KNz8kUK1flG3eEuLUUq2eF5HueefwHiMQi5nOdfJJgi166HUIjJ5tar75yDgvSsz/mhbYN+kyKi0z2kABn/RUQoFCZWs4LWppfRAIqclPO1eKk8z+NrD/2A517aR3lZCeFwSHMhS0GrLC8hFDK0tR/VvBSSFd7MDHZ4BOI1WKsPO0Qu5oVCEIulJpfNQy5O97gg34a2DQ34IymKNZJCClu8bjWDra9wdjj3J04sBPlWi9PBGMPI2THq66pdRxFxLhQKEauqoEPzUkgWWGuZbO8Az4MazUchcrHzp1mb2jjTHZ3Y2VlMJOI6VloFaSRFzhse7CUcLqKoKL8OEpGFitUsJ1wUof9Majb4PD0rQPLY2PgEM7MJ4jrVQwSAeHUFR070MjU17TqK5DnP8+j76v0AWtlD5BI8a+l74EGIx2F2lqmOTteR0k5NijRKreyhF7Qi4XCE6zbdxsCZ4zz+6L9pXgrJOUMjowBUVZXq+BUBqqvKSCSSdB875TqKFAA7OARlZVBS4jqKSCCFQ6ELK9+MHWpynCb91KRIo+GhPqIlalKIAFy/5c1MT00wMT7iOorIgg2NjFIUDlFRpjmGRDzPo7Ii9Vxo7zrmOI0UguTAIKa2xnUMkUCzJVEoK83LyTPVpEgTa60/kkLzUUhh8zyPZDLJug23AoaBMydIJpOabE1yyuDwOWLVFVo+V8RXEo1QUlJMe9cJncInGTXb3w+TkxCP4Xk61kSuxNTUMtWiJoVcxuTEKNNTE2pSiPhKy6qojtVfmJdCJFeMT0wyOjZJrLpcp3qIzBGrLONAc6eeF5JRE00tqQs1GkkhciVJf3LZ5OAgs2fOuI6TVmpSpMmQv/xosZYfFbkw63CsdhWTE+c406fhwZI7DnceByCmSTNFfkysupyp6RkGh8+6jiJ5bKq1FUIhiGl1JZGr8eKp58nk+eZenlCTIk2GB08DENXEmSJYa9n+5Neoji8HoPnAi44Ticxfa8dRjElNFCgiP1LtN+7aOtR4lsyZammDeAyLTrcTuRpbWYmJRploVpNCLmGg/yQAxSV6USsCEAqFKI6WUV5ZQ2vTSzrlQ3LG4Y5jVFWWUxQOu44iEhie51FRFiUUMrR3HXcdR/KUNzPDdGeXTvUQmSfPGGxlBRNNzXk1X5CaFGkyPHSaaEkZ4XDEdRSRQEhNoJkgXruS3p4ORob6XEcSuaqp6Wk6jvRQE6twHUUkcEKhENWV5XR0nXAdRfLUVEcnJBLYeAxrNfeJyLzU1DDd0UlictJ1krRRkyJNhgdPUx1r0EzwIheJ164EoPngTsdJRK7uyLFTzMzMEq9Wk0LkUmLV5XQfO8nk1JTrKJKHJs8PWa+Juw0ikkNMTRysZaK1LW9GLqtJkQbJZJLBgVPMzEzn1TAbkXQoKa2kYfk6DjU+TzKZ1HNEAq2tM3WuvUZSiFxadVU5s4kkR46ech1F8tBkSyvhhnq84qjrKCK5w2/qTbW0OQ6SPmpSpIHneQwP9lIcLdfQNJFL2HLz2zl+pJmHv/lZLV0ngdbWcYyGujgl0WLXUUQCKV6dmjyzvVvzUkh6JRIJJppaKN68CdAHGiLzZaJRTGUFky2trqOkjZoUaTB6bojZ2WmimjRT5JJuuPFOAPq1FKkEmOd5tLYf5dq1K/HUcBa5pOJIESUlxbRrXgpJs9ne0yQHB5k4d06jLkUWyNTWMt3aljfPHTUp0mBosBeAYi0/KvITrLVUxRoor4hzpu9Y3pwrJ/nFWkvPyT7OjY4zPDJCMqkmhcjlxKsr6OhWk0LSa/JQEwChhnrHSURyj6mJ4509y+ypXtdR0kJNijQYvtCk0EgKkYtZa3nmh/dTU7+G8dEhzpzWEGEJHs/z+Mo3vgdATUwNZ5Ericcq6R8cYWjknOsokieSySTjjQcwlRV4ZXo9LbJQXvz8vBT5ccqHmhRpMDx4GlCTQuRyTChETd0aAJoOPO84jcilDY2MUlQUprysxHUUkUCLVaVe77QePuI4ieQDay2JRIKppmaKb7getFKeyIIkPQ9bUYEpK2Wiqdl1nLRQkyINhgZ7KYpECYeLXEcRCaxoSRkVVbUc2v+c6ygilzQ0PEqsqkxLSYtcRVVlGUVFYdp1yoekged5HP/8v5DoPU3khutdxxHJSRYo2nAdU635scKHmhRpMDTYS7REy9WJXInnedTUraGv9winTx3RcqQSKKNj44xNTBGr0qkeIldjgLWrl9PeqdP3JD3swCAAxVtucJxEJDd51jIzNc3M0WMkxsZcx1kyNSnSYGiwl6hO9RC5Is/ziNetxBhD497tPPbovVqOVAKjzX+zVa0mhci8bFi/iq6jPcwmEq6jSB5InunHhsN4q1aizy9EFqm2BjyPiZbcH02hJsUSJZMJzo6coVjLj4pclud5WOtRXFzKuutex4F9z+J5Vit9SGC0HD5CyBiqK1XLRa7GWsvaVQ3MzCY4cuyU6ziSDwYGsfE4Aw99W6MsRRYrHgNgqjX3J89Uk2KJRob6sJ5HtESfvonMx9ab30Z/33FGzw2pSSGB0dzWTay6nHBYfxZFrsZaS2tHN5Bq8IksRfLcKJw7h62tIRxSDRZZrGQ4DFVVTDS1uI6yZKoESzTQn/oEQSt7iFyd53lsuP6NhEIhBvqOuY4jAsDE5BRHjp2iJqa5hUTmq6w0SllpCU1t3frkW5Zksjm1GoGtiTtOIpIHauJMtbRic/yDQDUplmhoMNWk0JwUIvNTVl7FtRtvo7/vqOakkEBobT+KZy218UrXUURySk2sggPNHSQ0L4UsweShZgiFLgxVF5HFM3W12IkJJjq7crqBrCbFEg0N9AKG4mip6ygigWdtah6Km267i5mZSY50NrqOJMKh1i7C4RCxap22J7IQtfFKZmcTHDvR6zqK5LDJg4dSDYpw2HUUkZzn+SOSTt/7pZz+MFBNiiUa9lf2MEYPpcjVWGt55on7Wb/hNsLhCI17n3EdSQqctZam1i6uXbuSIr1AFlmQGn/0UUv7UbdBJGd5k5NMdXRCXZ3rKCL5obSUcEM9Xv+A6yRLonfWSzQ42EuxJs0UmbdQKEQkEqWmfjUtB3cyPTXhOpIUsInJKbqOniSZTJDM4U8cRFyIFhdREi2mWZNnyiJYaxlvaoZkElNX6zqOSF6w1lJ0/fWpZX11ukfhGh7s1coeIotQW7+WmZkpDjU+7zqKFLDDncew1lJXU+U6ikjOMcZQE6+greNYTr8YFjc8z6Pv/q9DKISNa9JMkXTwrGViZAQ7Pc3siR7XcRZNTYolmJ6aYGx0WCt7iCzA+XkpyirjREvK2fvKE1qKVJw51NKFMRCv1soeIotRE6vk7LkxTvb2u44iOSh5pp+idWuxRTrdTiRdQvWpkUnjBw46TrJ4alIswUD/SQBNmimyANZatj/xNaznUdewlq6OfYwMn3EdSwrM+WZZS/sRqivLCYUM+iBYZP48z8PzvAsNvqa2LseJJNfMTk7iDQxSvOV611FE8kt5OUSjTDY1u06yaGpSLMHQYGo262hUp3uILIQJpUpP3bK1WGvZt/tJx4mk0Hiex1ceeJTOIz3UxCpyegZsEZfKy6JEiyO0tGleioUyxqwxxuwwxrQYY5qNMb/rb68xxjxtjOnw/437240x5p+MMZ3GmIPGmNvc/g+WZrq1DTyP8JYteJ66xCJpYwzU1TJ58FDOnoqnJsUSDA6cAiCikRQii1JSWsGadVvZ9+pTOVtEJXcNj4yRTHrU+isUiMjCGWOorami+fAR1fGFSwB/YK3dArwJ+B1jzBbg48B2a+1GYLt/HeBngI3+10eAf81+5PQZ359ahjy8eSOgY0ckrWprSfYPMN2bm0tEZ71JkU9d48EzPYTDEYqKil1HEclJnudx4y3voL/vOD3HD7uOU1DyqRYvVv/gCOFwiOpqzSskslie51Ebr2Jw+Cw9p/pcx8kp1tpea+0+//Io0AqsAt4L3Ofvdh/wPv/ye4H7bcouIGaMWZHl2GkzdeAQxGOceWSbGlwi6VZbA8D4gdwcTeFiJEXedI0H+nuIllZgjHEdRSQnWWvZeP2bCBdFePWVx13HKTR5U4sXq39whI3rV1MU1oRtIktxfjTS/kPtjpPkLmPMOuBWYDewzFp7/uPP08Ay//Iq4MScb+vxt138sz5ijNlrjNnb3x/MCU29yUmmD7dDfR3hkAZ2i6RdVRVEIgx+++GcPKU161Uhn7rGA/09lJRqRniRxbLWsnPHd6iOLWPfnqeYnBh3Halg5FMtXozRsXFGzo2zecManQstskSlJRHqa2McaO7IyU/sXDPGVAAPAx+z1p6be5tNPaALelCttfdaa99grX1DfX19GpOmRzKZZOzAIUgmMQHMJ5IPktZCXS1e35mcrMtOW5e53DVOzM4wMnSGkhKdyyyyFCYUon75eqYmxzi4/znXcQpSLtfixWr0P/HtPZ2bf7xFgsTzPG7YtJYDTZ3MzMy6jpNTjDERUg2KB6y13/U3951vAvv/nl8C6ySwZs63r/a35ZyJxkYoKrowJF1E0s801GMnJpjuOZlzr3WcNSlyvWs8OHAKaz2iGkkhsmSV1fWUlFSwd5dO+ci2XK/Fi3WorZuicIhYtVZnEkmHrZvWkUgm6eg+cfWdBUjN9QN8GWi11n5mzk3bgA/5lz8EfG/O9l/z5wh6E3B2TlM5p0zsP0B08yZsSKfbiWSKV1sLQO8/fyHnTvlw0qTIh65x/5nUH+FoiV7giixVMpmkbvk6jnQe4MzpY67jFIx8qMWL1dTaTU28ilBIcwqJpMP1G68BYN/BNhKJhOM0OeNO4FeBu4wxjf7XPcCngHcZYzqAn/avAzwOdAOdwL8Bv+0g85IlR0eZ7uwicuNW11FE8ltFOZSWYPvOXH3fgHGxukdedI0HzjcpompSiKRDbcM1YAy7Xvw+yWTSdZy8ly+1eDHODAzT1z9EbbyCHBv9KBJI1lqixRFi1eU8++LenPvEzhVr7YvWWmOtvdlae4v/9bi1dtBa+05r7UZr7U9ba4f8/a219nestddZa2+y1u51/X9YKGsto/sawfMI37AZLT0qkkHGEGpoINHXh82xuuxiJEVedI37z/RQWlZJUUTLj4qkQygUoaZ2Ja/tfpJEQuc0Z0Fe1OLFONDcAUBNXHMKiaSDtZZvb3uGmlglI2fHGRufdB1JAsrzPAa++RAUFzP46t6cO09eJNeYhnqYmWG6+4jrKAtSlO07tNa+CFxufO07L7G/BX4no6EWob/vOKFwRMVVJI3ql6/ncNOLNDW+wOvfeLfrOHktX2rxQllr2X/wMMXFRZSXRl3HEckboZChLl5J97HTNLV18/Y33+o6kgSUPd1HZMv1eEURNJJCJHOSnkfIn5x2Yn8j5Zs3OU40f1qYeJHOnD5OWVm16xgieaWiqp7qeAOv7HzUdRTJU7OJBK82tlIXryR1xouIpEt1VTlF4fCF0UoiF5s5dQo7NsZ0IqkP+kSywJSWYqoqmdjX6DrKgqhJsQgT4+cYGx2itKzKdRSRvFNRWc/RroOc6ul0HUXyUHvncWZnE9TVqMkskm6hkKGutor9h9r1BlQuaXxPahoN21CPtbl1jrxIrgo11DN58BB2NndOp1aTYhH6Th8F0PKjIhlQv/xaiiJRXnr+YddRJA/tP3QYgNoazUchkgkNdTGGhs/RfSxnF/+RDJp49TUoL4cKvYYWyZZQQwN2epqJ5hbXUeZNTYpF6Os9CqCRFCIZEC6KcNOt72Df7qeYGD/nOo7kmf2H2olXV1AcyfqUTCIFoaGuGmNg92vNrqNIwHgzM0w0HiC0YpnrKCIFI+l5JGtroaiIsVd2u44zb2pSLEJf71EikSjF0TLXUUTyjrWWqakZZmenefmF7139G0TmaXhklO5jp6ivrdISiSIZUhQOcd26VezZ36JTPuTHjO1vxE5PYxsaXEcRKSxFRZTcdCNjL+9ynWTe1KRYhDOnj1LbsNp1DJG8VVYRo6Kqjl07HyWZTLiOI3lin3+qR0Ot5qMQyRRrLcZYjh7vpbev33UcCZDxPXshEsHW1rqOIlJQPGuZ9jxmenqYPtHjOs68qEmxCH29R6lvuMZ1DJG8tmzlBkaG+zi47znXUSRP7G1sJVZdQXm5lh4VyaTl9TEA9h047DiJBMn4nr0Qj0M47DqKSEFJeh52WT0Aoy+/4jjN/KhJsUBTUxOMDJ+htn41Vms7i2SE53lUx5dT17CGZ5/8mobmy5IlEgkONHVw8w3XaelRkQwrLSmmvKyEvQfaXEeRgJjp7WW2pwezXKd6iLiQiEahqorRl17JiVPx1KRYoN6e1NrfJ453Qg78gkVy2Rvf+n56T3bRdOBF11Ekx7V2HGVicoqz586STKrpJZJJxhiW1cdpautmcnLKdRwJgLM7XwLALtOkmSKu2GUNTDU1Mzty1nWUq1KTYoFOnkg1KcorahwnEclv1lp6Tx0jGi3juacfyImurwTX7teaMcZQX6tVmUQyzfM8GuqqSSSS7D/U7jqOBMDYiy9DVRXJ0lKsVaNYxIXksgawltHduwP/ulpNigU6eaKd8ooYkeIS11FE8p4JhVixZjPHjzTT3dHoOo7kKGstu/c1U19TRVjnQotkRby6kqrKcl7ac9B1FHEsMTTMVFMzZtVK11FEClusGqJRBr7xUOBPpVaTYoFOnuhg+cpr1QUWyZK6hvVEIlGefuyrge/6SjB1HztJ/8AIyxpirqOIFAxj4PZbbmBvYytT0zOu44hDoy+/AtaqSSHimjGwfBne6dN4M8Guy2pSLEAiMUtf7xGWr9rgOopIwfCsZdmqTXS2v0bLodyYkViC5eVXDxEKhVhWryaFSLYkkwnGJ8aYnpll7/4W13HEkWQyydkdz1G0YjleRbk+5BNxzKxaCbMJxve86jrKFalJsQB9vUdIJhMsW77edRSRglK/fD3F0TKe2HYvs7OzJJNJ15EkR1hreXnPQW7YuJYineohkjWe5xGvriBWXcnOXQdcxxFHEoNDTDYeJFFdRdLTaEgR5+rrIBpl9NnnXSe5IjUpFqDneGryp/rl67T8qEhWGVav3UrvyU72v/q06zCSQw53Hqe3bxBDUqcLiWSdJV5dxt4DbZwbHXcdRhw4t+M58Dy8lSs1ikIkADwgtHoV47t2k5yYcB3nstSkWIBj3YcoLavk1V1PaflRkSyrqV/D8pXX8dQPvszszLTrOJIjdrz4GsWRCCsa4q6jiBQcz/NYuayGZDLJjhdfcx1HHBjdvgNi1diKCtdRRMQXWrMGOzPD6PM7XUe5LDUpFuBI50HWXnsjoZCGDIu48FPv/hAjw33sfPZbrqNIDpidTfDSngPU1VQSCuvPnYgLFeUlVFWUqUlRgKa6upnu6MRcs8Z1FBGZw9TWEFmzmpHHfug6ymXpVds8jZ4bov/MCdZde5PrKCIFyVpLe9t+aupWsf3J++nvO+46kgTcy68eYmx8klUral1HESloq1bUcPREL53dJ1xHkSwa/v5jEIlg16hJIRIknrVUvPtdTDa3MH3kqOs4l6QmxTwd7ToEwJp1Wx0nESlcFli97mbC4QgPfe1TTE1NuY4kAfb40y+xvKGWmlh54NcDF8lnK5fVUBIt5vHtWqGpUHiTk5x7ejusWA6RiOs4IjJH0vMoftudUFTE0LYfuI5zSWpSzFN35wGKIsXUN6zF87SygIgrkeIS7v7ZD3O06yCvvhzMwirudR7p4XDXcd75ttsA4zqOSEELh0PcecdN7NzVqAk0C8TZp7fjTUxg1q/ThJkiAWOtQACMzgAAFkNJREFUJVFSQtnb7uTsE0+RHB11HeknqEkxT13t+1mz9gYwIa3sIeLYza//adZvuIUntt3L4MAp13EkgB59/HlKosW8+fUa/SbimrWW2dkZZmcTPPHsLtdxJMNsMsngg9+meNNGbDzmOo6IXMSzllP3f51JA3ZqiuEAjqZQk2IehodOc6qng81b3siTj31VK3uIOJZIJKiILceEQnzt3/6cxOyM60gSICdO9vHSnoPc/Y47iEYjWnpUJAAqyku49aZNfP/JnUxM6lS9fDb6/E5me3uZicVIeqq/IkEUDoUoiscpufUWhr77KF7ATqFWk2IeWg6+BMCmLW8Co2HDIi5Za0kmk5SUVLBq7Y30HG/j29/4O70RlQu+9b3tFBdHuPsdt/PtbU/r2BAJAGs9SqIhRscmeEJzU+Qtm0zSf/8DFK1ehV2xTKd6iARYIpmk5P3vJTk0zMB3HnEd58eoSTEPzQdfoq5hDXteeVKjKEQcs9ay/cmvYa2lOr6C5as389quH7LjqQdIJpN6Q1rgWtuPsHNXI3e/43ZKS4oJhdRYFgkCz/OoiVVSV1vNI48/z9jYhOtIkgEjjz/BzLFjVPznD+Dp77FIoHnWMrj3NVi2jOGHvkXy3DnXkS5Qk+IqJidG6Wrfx6Yb7tAbIJEAOf/pzIrV17P1dW/n8Ue/wJc+/z+1ikMB8zyPL319G7HqCibGR5mdnXUdSUTm8DyPTdeuZHRsgm9t2+46jqRZcnSU/n+/H1Nby0Brq14zi+SAcChE6MYteBOTnPnSv7uOc4GaFFexd9cTJJMJhkaGtaqHSEBFy2q4btMb6GjbwwvbH9ILowK17YmddB09yS///DuIRMI8/INnNfhNJEA8z6OyvIQ1qxp47OmXOX7ytOtIkkanP/+vJM+exbzuJozRWwyRXOFVVlL+8/cw8v3HGD9w0HUcQE2KK7LW8vILj7Bm3RYqK2tdxxGRywiHw1TEV1BTt5rHHvkXHv7m35NI6FP0QnL0eC9f/84TLKur5tiJHqxFp3qIBJDneWxcv5xQyPBP936LRCLhOpKkwbkdz3PuqWcwmzZCrNp1HBGZp6Tn4XlJSn7x/Zjyck596u8CcdqHmhRX0Hn4Nfr7jvPGO39Bn8yKBJjneYRDRazfdDt33Pk+du38Hv/2uT+g/8xJPXcLwMi5Mf7mH75KeVkJWzdfgzFGp/2IBFikKMxNN6yj80gPDz76jOs4skSTh9s59em/J3rDZuzmTSSTGnkskks8azn10LcJ3f56EgODnPzrT2EdP4/VpLgMz0vy2KNfoKq6ls1b36LZiUVygOd5TM8mWXvdrRzpPMD//atf5bXdT6pRkcfGxif568/8OyPnxtiycTWRSJHrSCJyFZ7nUV9TyZqV9Xxn27O8uKvRdSRZpKnOLk788ScIV1dR/Ud/iF4ti+SmcCiEjccwN21lfM9eTv7Np/EcjnRTk+Iydr/0fXqOtXHP+z7KE4/dp/koRHJEKBSibtk6ttzyTkrKKnnwvk/yxX/8GEe6mlxHkzQbGBrhf/1/X6T72Ck+8l9+nsqKUteRRGQBtl5/DZs3XMNnv/ggL+4+4DqOLIC1lrMvvcyxj/0hRCIkXnczPQ8/otfLIjks6XnYtWup+OAHGH32OXr+4q9ITrhZiUlNiks4dqSZbd/5PNduvIXNW+90HUdEFqE4Ws7GLW/lnT/z6xztOsQ///1v8ZV//TgdbXt1KkCO8zyPF3c18nt/9g+c6uvn1q3rOdzZpREzIrnGWj76ofeyYf1q/u+/fIOvfeuHzGqOisBLjo1z+h8/z6k/+0uS4TCln/hjKC8jHNLbCpFcZ60l8nP3ELnldYzv2s2R3/wdxhuzP5lmzoyLNca8B/hHIAx8yVr7qUzcT2vTK3zzq39FZVUN7//AH7Htu18E9MJXJFcNDPZz4+vvpr+3m8PNu2k5+CKx+DJuu+NdbNj8etZeeyPRqD6Bn49s1eHLSSQSvHagje89sZOWw0eorCjl9ls2Ul4aVeNJJAdZa/n+k89zzcpaljfU8PAPdrBzVyPvv+c/8Pa33Ep5mWrzpbiqxbP9/Yw89gRD330Ub3yc0IbrmN28icFntlNclDNvKUTkCjxrOf31b1C8dg2hinK8jk6O/94fUn7HG6j5xfdT/vrbMOFwxnPkREUxxoSBfwbeBfQArxpjtllrW9Lx8z0vSfPBF9n94vdpa97FshXr+S8f/j+8sOMRjDH6dE4kh4VCIUKhEMtWbaZhxQZGhnrBJtjx9Dd49smvEwqFaVi+lvqGNdQ1rKGyqobyihjlFTEqq+JES8oIhyMUR0soLo5SVFSMMYW3akSm6/BcnucxNT3D8MgovX0D9PYN0N51gsamdkbHJojHKtmycTUrltdQlIU/lCKSOaGQoagohDFJXn/zBjqOnOKL9z/KV77xA65bv4rNG9aycf1q6uvi1NZUU1lRTnGkqCDrMGSnFttkksTQMIn+fmZOn2ayqYWJQ01Md3WDtbB8OTV//qcMvfwKNpEgTGH+LkTyVTgUIul5UFvDdMUthI8eZbLtMCf++BOEKioovXELpTduJbpuHcXLGogsX0aovDytdTknmhTAHUCntbYbwBjzIPBeIE0F2fCDh/+Z2dlp7nrPh3jjW9/PD7//ldQDbcGbO2nmla4v9jYXP0fZg3+fyp6B+7TEaleCha1VyxkfHWB8bJjx8XMMtb7KocYXmM/IqaJIMZFIlI/+3udYuXrDVffPExmuw/DcS/v4wn3fZWpq5iduq64qp7y0mPXXNFAbq0wtL2rB8yxg/X8h9fuzF7Zf/raF7Bu0n1Mo95nL2fV4LWTfRCIJWGJVZbzh5usYG5/idP8wp3rPcLjz+CU/LCoujhAtjnDHbVv57x/+5Z+4PY9lvBZ3/MoHSQ4NXbhuolG8ygq8jRtIrFgBFWWcfu55MKEfm1jes1y4Pvfy1a4v9jYXP0fZg3+fuZw9iI8XRUUkrruW5Lp1hPoHKKuqZPJwO+O79jDXui98ntLNm0iXXGlSrAJOzLneA7xx7g7GmI8AH/GvjhljDs+5uQ4YmN9dbZvzYzJiAVkyKig5IDhZgpIDgpMlKDkgOFku5PjkZzYu5vvXpjVN9ly1DsNVa7FLQTl+5gpiJghmLmWanyBmggzm+jrwP/7fBX9brtZhWPprYlcK7thcIuVamKDmguBmS2+u6zcv5rsuW4tzpUlxVdbae4F7L3WbMWavtfYNWY50SUHJEpQcEJwsQckBwckSlBwQnCxByRFUV6rFLgXx9xbETBDMXMo0P0HMBMHNla+CWIeDegwo18Io18IFNVtQc52XK9PwngTWzLm+2t8mIiLZoTosIuKearGI5L1caVK8Cmw0xqw3xhQDHyB1XoaIiGSH6rCIiHuqxSKS93LidA9rbcIY89+AJ0ktt/QVa23zAn5EkIa8BSVLUHJAcLIEJQcEJ0tQckBwsgQlR1aloQ67FsTfWxAzQTBzKdP8BDETBDdXzsnhWhzUY0C5Fka5Fi6o2YKaCwCj5TVFREREREREJAhy5XQPEREREREREclzalKIiIiIiIiISCDkXZPCGPMVY8wZY0zTRdv/uzGmzRjTbIz5W1dZjDG3GGN2GWMajTF7jTF3ZCHHGmPMDmNMi////11/e40x5mljTIf/b9xRjr/zfzcHjTGPGGNimcxxpSxzbv8DY4w1xtS5ypHtY/YKv5+sHrPGmBJjzB5jzAE/x//2t683xuw2xnQaYx7yJwzLqCtkecAYc9gY0+Q/zyOZziJXN9+aZoz5kL9PhzHmQ3O2PzHnd/0FY0zYZSZjTJkx5rE5deBTS82z1Ez+9r82xpwwxoylIct7/OdSpzHm45e4Peo/3zv95/+6Obf9ib/9sDHm3UvNko5cxphav46OGWM+H5BM7zLGvGaMOeT/e1cAMt3h/01p9J9z709XJnEniDV4qbkyVYeXmsvfnrZa7P881ePs5MpYTV5irmDVZWttXn0BbwduA5rmbPsp4Bkg6l9vcJjlKeBn/Mv3AM9lIccK4Db/ciXQDmwB/hb4uL/948CnHeW4Gyjyt3860zmulMW/vobUhFTHgDpHj0nWj9krZMnqMQsYoMK/HAF2A28CvgV8wN/+BeCjWXhMLpflHv82A3wzG1n0Na/f11VrGlADdPv/xv3Lcf+2qjm/94fPH2+uMgFlwE/5+xQDO88/Fx0/Tm/y68XYEnOEgS7gWv//d+B8HZ6zz28DX/AvfwB4yL+8xd8/Cqz3f044TcfRUnKVA28Ffgv4fBqP7aVkuhVY6V++ETgZgExl/Ojv/grgzPnr+srdrzTUlrTX4KXmIkN1OE2PV1pqsf+zVI+zlysjNTkNuQJVl/NuJIW19gVg6KLNHwU+Za2d9vc54zCLBar8y9XAqSzk6LXW7vMvjwKtwCrgvcB9/m73Ae9zkcNa+5S1NuHvtovUmt8ZdYXHBOCzwB+R+l25ypH1Y/YKWbJ6zNqU858KRPwvC9wFfMffnvHj9UpZrLWP+7dZYA9ZOGZlXuZT094NPG2tHbLWDgNPA+8BsNae8/cpIvXHPR01YNGZrLUT1todfrYZYB/pOdaW+jjtstb2piHHHUCntbbb//896Ge7XNbvAO80xhh/+4PW2mlr7RGg0/956bDoXNbacWvti8BUmrKkI9N+a+35ut0MlBpjoo4zTcz5u19CFv7eSlYEsQYvKVcG6/CScvl50lWLQfU4m7kyVZOXmitQdTnvmhSXsQl4mz+k5XljzO0Os3wM+DtjzAng74E/yead+0N6biX1ifCyOcXtNLDMUY65fh34YbZyXJzFGPNeUh3NA9nMcHEOHB+zF2XJ+jFrjAkbYxpJdXGfJtUVHplTPHv4UVMpq1mstbvn3BYBfhV4IhtZ5KrmU9NWASfmXP+xY8kY8ySp3/UoP2qKOc3k54oBPw9sD0qmNJjPfVzYx3/+nwVqM5xvKbkyJV2ZfhHYd74B7jKTMeaNxphm4BDwW3Pqu+SuINbgtOTys6WzDqctV5qoHrvJlc6avORcQarLRa7uOMuKSA2TehNwO/AtY8y1/qeg2fZR4PestQ8bY34F+DLw09m4Y2NMBanhcx+z1p5LNT9TrLXWGJOVx+PiHHO2fwJIAA9kI8fFWfz7/lNSp59k1SV+N86O2Utk+SRZPmattUngFv8FwSPA9Zm8v4VkMcbcaK09P8/MvwAvWGt3uspXaIwxzwDLL3HTJ+ZeWWxNs9a+2xhTQqoO3UWqSeY0k18Pvgn8k7W2e57fk9FMknuMMVtJnVKZ9b9xl+I3fLcaY24A7jPG/NBam4lPPCWNgliDs5FrMXU4G7kkdwWtJkOw6nKhNCl6gO+eH5ptjPGAOqDfQZYPAecnR/w28KVs3Kn/ie/DwAPW2u/6m/uMMSustb3GmPPnHrnIgTHmvwI/B7wzW82ji7MYY24idS7dAb+BsxrYZ4y5w1p7Ols5/M1OjtnLZHFyzAJYa0eMMTuANwMxY0yR39VdDZzMVo6LsrwHaDLG/AVQD/xmNnMUOmvtZRtkxpj51LSTwDvmXF8NPHfRfUwZY75HakjkVV8gZyHTvUCHtfYfrpYli5nS4SSpOYDm3sfFz+vz+/T4bxKqgcF5fq+LXJmypEzGmNWkGr6/Zq3tCkKm86y1rSY18d+NwN40ZZMMCWINzlKuBdfhLOVKF9XjLObKUE1ecq7zglCXC+V0j0dJTUSIMWYTqfPcBhxlOQX8B//yXUBHpu/QpN5xfxlotdZ+Zs5N20i9AcX/93suchhj3kNqDohfsNZOZDLDlbJYaw9ZaxusteustetINQpuy3CD4nK/m6wfs1fIktVj1hhT749awBhTCryL1PwYO4Bf8nfL+PF6hSxtxpgPkzpP9D9Za71M55B5m09NexK42xgTN6mZ1O8GnjTGVPgvEs9/YvazQJvLTH6WT5J6AfGxNGRJS6Y0ehXYaFIr9xSTmsBr2xWy/hLwrN+83QZ8wKRmKV8PbCQ1P4zrXJmy6Ex+DXuM1AR9LwUk03r/eYYxZi2p0XJH05hN3AhiDV5SLj9PJurwknOlmepxlnJlsCYvNVew6rJ1NGNnpr5IDcXqBWZJvcn8DVJv8L4ONJGa8OYuh1neCrxGarbV3cDrs5DjraQmPzkINPpf95A6/2g7qTedzwA1jnJ0kjo36vy2L7h6TC7a5yiZX93jco9J1o/ZK2TJ6jEL3Azs93M0AX/ub7+W1B+9TlIjOqJZeEwulyVBap6M84/Tn2c6i77m9fu6ZE0D3gB8ac5+v+4fR53A/+NvW0bqj/v53/XnSMOs1kvMtNp/TrbOOdY+7DKTv/1vSf1N8/x//3IJWe4htZJQF/AJf9v/IdW0htTkXd/2M+wBrp3zvZ/wv+8waZptP025jpKaNHvMf3y2uMwE/BkwPucYaiRNK0YtIdOvkpowrpHU37j3pfP3py83X0usdxmpwWnIlZE6vNRc/va01WL/56keZyEXGazJS8wVqLps/FAiIiIiIiIiIk4VyukeIiIiIiIiIhJwalKIiIiIiIiISCCoSSEiIiIiIiIigaAmhYiIiIiIiIgEgpoUIiIiIiIiIhIIalKIiIiIiIiISCCoSSEFzRjzTWPMQ8aYPcaYY8aYn/W37zDGvMu//EljzOfcJhURyV+XqsXGmBuNMS/P2ec2Y8x2lzlFRPLZFV4XP2uMafS/powxv+I6q+Q3NSmk0L0O6LbW3gF8EPgLf/tfAJ8wxnwQuBX4mKN8IiKF4FK1uAW41hgT9vf5DPA/HeUTESkEl3xdbK29y1p7C/BFYBvwsLuIUgiKXAcQccUYUwLUA//b39QCxAGstS8YYwzw+8A7rLVJNylFRPLb5WqxtdYzxjQDW40xG4Fj1tp9rnKKiOSzK70u9m//NeBngF/U62LJNI2kkEJ2I9BhrZ3yr98GHAAwxtwErABmrLWj/rYtxpiP+5c/Z4ypdJBZRCTfXLYWA7uAO4G/BP4UVItFRDLkSq+Lf5nUyIpfsdbOqg5LpqlJIYXsdcA1xpgSY0w5qc7xZ40xK4AHgPcCY8aY9/j73w40+perzzcvRERkSS5Zi/3bdgGfBB6x1p70t6kWi4ik3+VeF/8c8NvAf5zTwFAdloxSk0IK2euA7wK7gVeBfwX2+9v+wFrbCvwVP5qn4nagxS/cGGPebox5MOupRUTyy0/UYmvtS/5tbcA08Ok5+6sWi4ik3+Vq8X3AauAlf+LM3+CiOgyqxZJempNCCtnrgI9Ya//HRdvffP6CtfaFOdfXA58AzgEN/rwVb8lKUhGR/HW5Wgzwu8CfWGvH52xTLRYRSb9L1mJrbe3FOxpjHmNOHfb3Uy2WtFGTQgrZdUDHfHY0xkSAQWvtb2Y2kohIwfmJWmyMuQ54DHjJWnvfnO2qxSIimTGv18Wqw5INxlrrOoNITvIn1/wb4HPW2qdc5xERKUSqxSIi7qkWSzqpSSEiIiIiIiIigaCJM0VEREREREQkENSkEBEREREREZFAUJNCRERERERERAJBTQoRERERERERCQQ1KUREREREREQkENSkEBEREREREZFAUJNCRERERERERAJBTQoRERERERERCYT/H13YAgZzRyzMAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -1634,14 +1626,14 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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RSUOt54nso3zMrYiINLGp5kS+zZHjaluAXwXWJVUpqY1WpYtI2qY6yPm3sccjwJvuvj2B+sg0aE2IiKRtSsNZYSPGAco7+c4CDiRZKTl2US+kfWa3zgmRRDjOwYMHKZ8TJ1I2pSBiZpcCzwIfp3xs7RYz01bwORJN5x05qH2xJBl+6BCvvr1bw6UyxlSHsz4PfNjd3wEwsz5gI/BIUhWTY6fDpiRpM2Zomq+MNdXfiBlRAAl2UvvMLqkjJdNFJEtTDSLfM7MngW+E55cBTyRTJTkW2uJdRLI02RnrJwNz3f2vzOwPgP8ULv0r8PWkKydTo4WFIpKVyXoiXwFuAHD3R4FHAczs18K13020diKSM0c29dSphwKT5zXmuvsLlYWhbGEiNZIpcXdKpZJyIZKqw4cOce2DW+m/Y6N+9wSYvCfSM8E17eyXIS0slKzooCqJm6wnss3M/rSy0Mw+BTyXTJVkMlpYKCJ5MdnbiU8D3zKzP+ZI0FgCtAO/n2TFZHw6J0SyFj/wTLmR5jZhEHH3nwO/ZWb/DfhgKP6Ouz+VeM3kKPE1IVpYKFmKDqpqa21j7VXn09fXl3WVJCNTPU/k+8D3E66LTEJrQiRPlBsR0KrzwlEeRETyRG8jCkBbm4hIXimIFICm84pIXimIFES0tYmISJ5klhMxsxYz+6GZPR6eLzKzLWY2aGYPm1l7KO8IzwfD9YWxr3FDKH/FzC7MpiUiIs0ry8T6XwAvx57/DXCru58M7AZWhvKVwO5Qfmu4DzM7DbgcOB1YBtxhZi0p1T018fn4IiJ5k0kQMbMFwMeAu8NzA87jyCFXa4GLw+Pl4Tnh+tJw/3LgIXcfdvc3gEHgrHRakB6dWCgieZZVT+QrwF8Dh8PzOcAed4/+p9wOzA+P5wNvAYTr74b7R8urvGYMM1tlZtvMbFupVKpnO1KhhYWSV1FPWeeuN6/Ug4iZ/Q7wjruntveWu6929yXuvkQra0Xq58C+vVx51yYNuTaxLGZnnQP8npldBBwHnAh8Fegxs9bQ21gA7Aj37wBOArabWSvQTfl43qg8En+NiKSk/Xgtfm1mqfdE3P0Gd1/g7gspJ8afcvc/prytyiXhtn7gsfB4fXhOuP6Ul/vO64HLw+ytRcBi4NmUmiEiQTSkVSqVNKzVhPK0TuRzwENm9r+AHwL3hPJ7gAfMbBDYRTnw4O4vmtk64CVgBLja3Q+lX+1kaJW6FMXB99/TZoxNLNMg4u6bgc3h8etUmV3l7r8APj7O628Gbk6uhumLB4/r1j2vzRalELQZY/PSTz1nKrc4aQdG9uzMuloiIlUpiOSQtjiRItJBVc1JW8GLSF1EB1X137FRubwmop5IjmiLEyk65Uaaj3oiOaItTkSkaBREckZbnIhIkSiIiEhdaT+t5qIgIiJ1pf20mosyYDmg1enSaLSfVvNQEMmB+AJDrU4XkSLRcFaG3J1SqcTQ0BDtM7tp79K7NxEpFvVEMlS5xYlIo9Dq9eahIJIxbXEijUg7+zYPBRERSYRWrzcH5UQyoi1ORKQRKIhkRFucSDPQqYeNT0EkQ9riRBqddvZtfBqwFJFEKTfS2NQTERGRmuntQcq0xYmINBIFkZRpixNpRtGbJy08bDwazsqAtjiRZqOdfRuXeiIp0TCWNDvt7NuYFERSon2yRKQRKYikSPtkiUijURARkVRoZ9/GpMR6CrRPlsiRnX21er2xKIikQPtkiZR1dPXQPrM762pIHSmIpET7ZIlII1IQERGRmimxLiKpUoK9sagnIiKp0vbwjUU9kQRplbpIddoevnGk3hMxs5PM7Ptm9pKZvWhmfxHKZ5vZBjN7LXyeFcrNzG4zs0Ez+5GZnRn7Wv3h/tfMrD/ttkwmWqV+zb1Pa7NFkQrRmyydeFhsWQxnjQDXuftpwNnA1WZ2GnA9sMndFwObwnOAjwKLw8cq4E4oBx3gRuAjwFnAjVHgyRNttihSnTZlbAypBxF3f9vdfxAevwe8DMwHlgNrw21rgYvD4+XA/V72DNBjZvOAC4EN7r7L3XcDG4BlKTZFRKZJmzIWX6aJdTNbCJwBbAHmuvvb4dLPgLnh8XzgrdjLtoey8cqrfZ9VZrbNzLaVSqW61V9Epica0iqVShrWKqjMgoiZzQS+CXza3ffGr3n5t6luv1Huvtrdl7j7kr6+vnp92Ym+H6VSSd10kUloK5Tiy2R6hJm1UQ4gX3f3R0Pxz81snru/HYar3gnlO4CTYi9fEMp2AOdWlG9Ost5TpW3fRaZOM7WKLYvZWQbcA7zs7rfELq0HohlW/cBjsfIVYZbW2cC7YdjrSeACM5sVEuoXhLJcUEJdRJpBFuH/HOATwAtm9nwo+x/AF4F1ZrYSeBO4NFx7ArgIGATeB64AcPddZvYFYGu47yZ335VOE0SknrSKvbhSDyLu/i/AeL8hS6vc78DV43ytNcCa+tVORLIQrWJva21j7VXnk0buUupDA5F1prNDRGqj3Egxae+sOtPZISK10yr24lEQSYDODhGpjVaxF4+CiIjkilaxF4sGIEUkVzRTq1jUE6kTrVIXqQ+tYi8W9UTqJL5KXdu+i0yPZmoVh3oidaRV6iLSbBTqRSSXlBspBgUREcmlaBV7a0srt1x2BqeeeqoCSQ5pOEtEcqujqwfMtHYkx9QTmaaoy61fcJHkaO1IfimITJPODhGRZqYgUgftM7vrdwyjiBxFSfb8Uk5ERHJPCxDzSz0RESkELUDMJ/1ERKQwNKyVPwoi06ADqETSpbUj+aOcyDToACqR9GntSL4oiEyTDqASyYbWjuSDhrNEpJAqj9I1M+VJMqAgIiKFFE37PTy8nxkdnbS1trH2qvPp6+vLumpNRUGkBtrqRCQfOrp6ONTaRktHl6b/ZkT/6jXQAVQi+RO9udOQVrqUWK+RDqASyZcD+/byZ6s3MjAwQKlUGs2VSLLUExGRhmHYmHUkvb296pkkTD2RY+DulEol5UJEcixaR6K9ttKhnsgx0LbvIsXR0dVDS2uL8iQJU0/kGCkXIlIcypMkTz0REWloypMkS0FERBpeR1cPh4b3jQaTL1/6odFAooAyPQoiItI0omCy8rbHmNk3X72TOlAQmSJt+y7SONo7Txi3dxJRL2VqCh9EzGwZ8FWgBbjb3b+YxPeJtn3vXnBKEl9eRDJS2TuJ9uKqNuwFaLZXhUIHETNrAW4HfhvYDmw1s/Xu/lIS30/bvos0rtHeSdiLq9qwF8DVazZz+yfPZc6cOaOvdXfMrCmDTaGDCHAWMOjurwOY2UPAciCRIHJg/3vM2Len/E5l5CCHh/dzYP97DKtMZZOU5aEO0y47PIIfPpSPuqRUNvq3//57XHnXJg4f2M/IyMjo4xntnRw+sJ/9e/fQ1TuP1tZWvnbFfwVg1de+zeprfnfMEFmWktrd2Io8b9rMLgGWufunwvNPAB9x92sq7lsFrApPTwFeSbWiR/QCjZZYabQ2NVp7QG0qijy36ZfdvWoUKnpPZErcfTWwOut6mNk2d1+SdT3qqdHa1GjtAbWpKIrapqKvWN8BnBR7viCUiYhICooeRLYCi81skZm1A5cD6zOuk4hI0yj0cJa7j5jZNcCTlKf4rnH3FzOu1kQyH1JLQKO1qdHaA2pTURSyTYVOrIuISLaKPpwlIiIZUhAREZGaKYjUyMxazOyHZvZ4RfltZvbvsecdZvawmQ2a2RYzWxi7dkMof8XMLoyVLwtlg2Z2fRbtMbP7zOwNM3s+fHwolFto46CZ/cjMzox9jX4zey189MfKf8PMXgivuc1SWsJbpU1mZjeb2atm9rKZXdsAbfo/sZ/Rv5nZPzVAm5aa2Q9Cm/7FzE4O5UX9WzovtOfHZrbWzFpDeWF+RhNyd33U8AF8BngQeDxWtgR4APj3WNlVwN+Hx5cDD4fHpwH/D+gAFgE/oTw5oCU8/gDQHu45Le32APcBl1S57yLgu4ABZwNbQvls4PXweVZ4PCtcezbca+G1H83iZwRcAdwPzAjP/0PR21Rx7ZvAiqK3CXgV+NXY3899Rf1bovxG/S3gV8K1m4CVRfsZTfShnkgNzGwB8DHg7lhZC/Al4K8rbl8OrA2PHwGWhncPy4GH3H3Y3d8ABilv4zK6lYu7HwCirVxSbc8ElgP3e9kzQI+ZzQMuBDa4+y533w1sAJaFaye6+zNe/iu4H7g4mZYcMU6b/jtwk7sfBnD3dxqgTdG1E4HzgH9qgDY5EB0f2g38W6xNRftbmgMccPdXw/MNwB/G2pP7n9FkFERq8xXKweJwrOwaYL27v11x73zK70Rw9xHgXcq/WKPlwfZQNl55kqq1B+Dm0M2+1cw6Qtmx1nt+eFxZnrRqbfqPwGVmts3Mvmtmi0N5kdsUuRjY5O57w/Mit+lTwBNmth34BBDtzF3Ev6UhoNXMopXol3BkgXRRfkYTUhA5Rmb2O8A77v5crOyXgI8Df5dZxWpUrT3BDcCpwIcpd6s/l3bdajVBmzqAX3h5a4m7gDWpV65GE7Qp8kfAN1Ks0rRN0Ka/BC5y9wXAvcAtqVeuBtXaE3oMlwO3mtmzwHvAoYyqmIhCLzbMyDnA75nZRcBxlLvdLwLDwGDIcx1vZoPufjJHtmbZHhJq3cBOJt6yJc2tXI5qj5n9g7v/Sbg+bGb3Ap8Nz8er9w7g3IryzaF8QZX7k1S1TZTfuT0a7vkW5f+goMBtcvc/MbNeykM3vx+7v6ht+g5wqrtvCfc8DHwvPC7y39J/BjCzC4BfCfcX4Wc0uayTMkX+oPyDrpbgjCfWr2ZsMnBdeHw6Y5OBr1NOBLaGx4s4kgw8Pe32APPCZ6PcRf9ieP4xxiYDnw3ls4E3KCcCZ4XHs8O1ymTgRVn8jCgPi3wyVr616G0Kz68E1lbcU8g2hd//IY4kolcC3yz431I0gaMD2AScV8Sf0bhtzboCRf6o/GOOlceDyHHAP1JO9j0LfCB27fOUZ4+8QmyWBeVZG6+Ga5/Poj3AU8ALwI+BfwBmhnKjfBDYT8L1JbHXfzK0cxC4Ila+JHydnwBfI+yUkEGbeoDvhHr/K/DrRW9TeL6Z8pEI8XsK2ybKPaoXKP+nvzn6mynw39KXgJdD3T5d1J/ReB/a9kRERGqmxLqIiNRMQURERGqmICIiIjVTEBERkZopiIiISM0UREREpGYKIiIiUrP/DxzkyXk5tAz4AAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { @@ -1652,13 +1644,15 @@ ], "source": [ "#plot energies distribution\n", + "fig, ax = plt.subplots(1, 1, figsize=(8,5))\n", "df_events_bremss_real[\"pmu1\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_1}$']**2+df_events_bremss_real['$py_{\\mu_1}$']**2+df_events_bremss_real['$pz_{\\mu_1}$']**2)\n", "df_events_bremss_real[\"pmu2\"] = np.sqrt(df_events_bremss_real['$px_{\\mu_2}$']**2+df_events_bremss_real['$py_{\\mu_2}$']**2+df_events_bremss_real['$pz_{\\mu_2}$']**2)\n", "\n", - "sns.histplot(df_events_bremss_real[\"pmu1\"]+df_events_bremss_real[\"pmu2\"])\n", - "plt.axvline((48400)/(2*0.511), color='red', label='Positron energy (Lab frame)')\n", - "\n", + "sns.histplot(df_events_bremss_real[\"pmu1\"]+df_events_bremss_real[\"pmu2\"], label = 'Sum of muons\\' momenta')\n", + "plt.axvline((48400)/(2*m_e), color='red', label='Positron energy (Lab frame)')\n", "\n", + "ax.legend(loc = 'best')\n", + "plt.legend()\n", "plt.show()" ] }, @@ -1698,7 +1692,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1805,7 +1799,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.4" + "version": "3.9.1" } }, "nbformat": 4,

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