{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "221ce745",
   "metadata": {},
   "source": [
    "# <center><b> Master thesis : Analysis of the saturated absorption of the HD molecule in an optical cavity </b></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30fc7caf",
   "metadata": {},
   "source": [
    "# <center><b> Spectrum analysis with non physical parameters (Toy model) </b></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3828d42",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "     Each section is independent of the others. To run a cell, only the previous cells in the section must be excecuted.\n",
    "    </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "306d2f00",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "Parameters non physical in this part. The goal is only to verify the behavior of the output. A two level quantum system is considered here.\n",
    "    </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17c24ed9",
   "metadata": {},
   "source": [
    "# <center><b> Part I : Populations and coherences in a 2 levels quantum system </b></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aed28410",
   "metadata": {},
   "source": [
    "***\n",
    "## Section 1: Absorption without spontaneous emission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "24b82c2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "183c4eb9",
   "metadata": {},
   "source": [
    "### 1.1 Parameters of the quantum system and physical constants\n",
    "\n",
    "The quantum system has a resonance frequency $f_{0}$ (with a corresponding wavelength $\\lambda_{0} = \\frac{c}{f_{0}}$ and a corresponding angular frequency $\\omega_{0} = 2 \\pi f_{0}$).\n",
    "\n",
    "The coefficient $X_{12}$ corresponds to the transition dipole moment along the $x$ axis of the electric field of the quantum system for the quantum sates $\\left| 1 \\right. >$ and $\\left| 2 \\right. >$, i.e. $X_{12} = ~<1|x|2>$.\n",
    "\n",
    "The laser light is monochromatic with an intensity $I$ and has a frequency $\\omega$ and a phase $\\phi$.\n",
    "\n",
    "The Rabi frequency is $\\Omega_{R} = - \\frac{eX_{12}|E_{0}|}{\\hbar}$ (<span style=\"color:red\"> Warning : minus sign, not in \"Christopher J. Foot, Atomic physics, page 125\" but in \"Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 69\"</span>).\n",
    "\n",
    "The equations describing the dynamic of the system are\n",
    "\n",
    "\\begin{align}\n",
    "    i \\frac{d ~c_{1}}{dt} &= c_{2} \\lbrace e^{i(\\omega - \\omega_{0})t} e^{i \\phi}  + e^{-i(\\omega + \\omega_{0})t} e^{-i \\phi}  \\rbrace \\frac{\\Omega_{R}}{2}\\\\\n",
    "    i \\frac{d ~c_{2}}{dt} &= c_{1} \\lbrace e^{-i(\\omega - \\omega_{0})t} e^{-i \\phi} + e^{i(\\omega + \\omega_{0})t} e^{i \\phi} \\rbrace \\frac{\\Omega_{R}^{*}}{2}\n",
    "\\end{align}\n",
    "\n",
    "The rotating wave approximation is now used, i.e. the terms $e^{-i(\\omega + \\omega_{0})t} e^{-i \\phi}$ and $e^{i(\\omega + \\omega_{0})t} e^{i \\phi}$ are neglected because they oscillate much faster than the others. Thus the equations left to solve are\n",
    "\n",
    "\\begin{align}\n",
    "    i \\frac{d ~c_{1}}{dt} &= c_{2} e^{i(\\omega - \\omega_{0})t} e^{i \\phi} \\frac{\\Omega_{R}}{2}\\\\\n",
    "    i \\frac{d ~c_{2}}{dt} &= c_{1} e^{-i(\\omega - \\omega_{0})t} e^{-i \\phi} \\frac{\\Omega_{R}^{*}}{2}\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "c5e6d0ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Constants\n",
    "c = 137              #Speed of light\n",
    "h = 2*np.pi          #Planck constant\n",
    "\n",
    "# Quantum system, \"0\" subscript means \"at resonance\"\n",
    "f_0 = 5\n",
    "lambda_0 = c/f_0\n",
    "omega_0 = 2*np.pi*f_0\n",
    "D12 = 1\n",
    "X12 = np.sqrt((D12**2)/3)\n",
    "\n",
    "# Laser\n",
    "offset = f_0*1e-2\n",
    "I = 0.5\n",
    "E = np.sqrt(4*np.pi*2*I/c)\n",
    "f = f_0 + offset\n",
    "omega = 2*np.pi*f\n",
    "delta = omega - omega_0\n",
    "phi = 0\n",
    "\n",
    "# Rabi frequency\n",
    "Omega_R = -X12*E"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5d950a5",
   "metadata": {},
   "source": [
    "### 1.2 Numerical resolution of Lindblad equation\n",
    "\n",
    "The solver solve the following equation\n",
    "\n",
    "\\begin{equation}\n",
    "    \\dot{\\rho}(t) = - \\frac{i}{\\hbar} [H(t),\\rho(t)] + \\sum_{n} \\frac{1}{2} [2C_{n}\\rho(t)C_{n}^{\\dagger} - \\rho(t) C_{n}^{\\dagger}C_{n} - C_{n}^{\\dagger}C_{n} \\rho(t)]\n",
    "\\end{equation}\n",
    "\n",
    "(see qutip documentation, https://qutip.org/docs/4.0.2/guide/dynamics/dynamics-master.html).\n",
    "\n",
    "In the present case, the hamiltonian is\n",
    "\n",
    "\\begin{equation}\n",
    "    H(t) = \\hbar\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    0 & \\Omega_{R} \\cos (\\omega t + \\phi) \\\\\n",
    "    \\Omega_{R} \\cos (\\omega t + \\phi) & \\omega_{0}\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "\\end{equation}\n",
    "\n",
    "In the basis $| 1 >$, $| 2 >$ and with the rotating wave approximation (RWA, see Christopher J. Foot, Atomic physics, page 127 or Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 70), the hamiltonian becomes:\n",
    "\n",
    "\\begin{equation}\n",
    "    H(t) = \\frac{1}{2}\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    0 & \\Omega_{R} e^{i(\\delta t + \\phi)} \\\\\n",
    "    \\Omega_{R} e^{-i(\\delta t + \\phi)} & 0\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "\\end{equation}\n",
    "\n",
    "with $\\delta = \\omega - \\omega_0$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "337f7b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial state\n",
    "rho_0 = Qobj([[1, 0],[0, 0]])\n",
    "\n",
    "# List of collapse operators\n",
    "c_ops = []\n",
    "\n",
    "# Time\n",
    "Omega = np.sqrt(Omega_R**2 + delta**2)\n",
    "T_Omega = 2*np.pi/(Omega/2)\n",
    "n_time = 10\n",
    "time_end = abs(int(n_time*T_Omega)) # time for having 10 period of oscillation\n",
    "time_subdivision = n_time*50\n",
    "tlist = np.linspace(0, time_end, time_subdivision)\n",
    "\n",
    "# Hamiltonian\n",
    "H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "\n",
    "H_time = [[H1,np.exp(1j*(delta*tlist+phi))],[H2,np.exp(-1j*(delta*tlist+phi))]]\n",
    "\n",
    "# Time evolution\n",
    "rho = mesolve(H_time, rho_0, tlist, c_ops, [])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "80bb8d23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.17977149036675333"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Omega/2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08ad3dce",
   "metadata": {},
   "source": [
    "### 1.3 Analytical solution\n",
    "\n",
    "The analytical solution of the system of differential equations\n",
    "\n",
    "\\begin{align}\n",
    "    i \\frac{d ~c_{1}}{dt} &= c_{2} e^{i(\\omega - \\omega_{0})t} e^{i \\phi} \\frac{\\Omega_{R}}{2}\\\\\n",
    "    i \\frac{d ~c_{2}}{dt} &= c_{1} e^{-i(\\omega - \\omega_{0})t} e^{-i \\phi} \\frac{\\Omega_{R}^{*}}{2}\n",
    "\\end{align}\n",
    "\n",
    "is\n",
    "\n",
    "\\begin{align}\n",
    "    c_{1}(t) &= e^{i (\\delta/2) t} \\left( \\cos \\left( \\frac{\\Omega t}{2} \\right) - \\frac{i \\delta}{\\Omega} \\sin \\left( \\frac{\\Omega t}{2} \\right) \\right) \\\\\n",
    "    c_{2}(t) &= e^{-i (\\delta/2) t} \\left( \\frac{-i \\Omega_{R}}{\\Omega} e^{i \\phi} \\sin \\left( \\frac{\\Omega t}{2} \\right) \\right)\n",
    "\\end{align}\n",
    "\n",
    "(Source: Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, pages 69 to 71)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "80edb1a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "c_1 = np.exp(1j*(delta/2)*tlist)*(np.cos(Omega*tlist/2) - (1j*delta/Omega) * np.sin(Omega*tlist/2))\n",
    "c_2 = np.exp(-1j*(delta/2)*tlist)*(-1j*Omega_R/Omega * np.exp(1j*phi) * np.sin(Omega*tlist/2))\n",
    "\n",
    "rho_11_analytic = c_1*np.conjugate(c_1)\n",
    "rho_12_analytic = c_1*np.conjugate(c_2)\n",
    "rho_21_analytic = np.conjugate(c_1)*c_2\n",
    "rho_22_analytic = c_2*np.conjugate(c_2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "863e07b5",
   "metadata": {},
   "source": [
    "### 1.4 Comparison of the two solutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "8dcc3f15",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "\n",
    "#analytic\n",
    "pop1_analytic = rho_11_analytic.real\n",
    "pop2_analytic = rho_22_analytic.real\n",
    "rho12_analytic_real = rho_12_analytic.real\n",
    "rho21_analytic_real = rho_21_analytic.real\n",
    "rho12_analytic_imag = rho_12_analytic.imag\n",
    "rho21_analytic_imag = rho_21_analytic.imag\n",
    "\n",
    "#Lindblad (LB)\n",
    "pop1_LB = np.zeros(len(rho.states))\n",
    "pop2_LB = np.zeros(len(rho.states))\n",
    "rho12_LB_real = np.zeros(len(rho.states))\n",
    "rho21_LB_real = np.zeros(len(rho.states))\n",
    "rho12_LB_imag = np.zeros(len(rho.states))\n",
    "rho21_LB_imag = np.zeros(len(rho.states))\n",
    "\n",
    "for i in range(0,len(rho.states)):   \n",
    "    pop1_LB[i] = rho.states[i].full()[0][0].real\n",
    "    pop2_LB[i] = rho.states[i].full()[1][1].real\n",
    "    rho12_LB_real[i] = rho.states[i].full()[0][1].real\n",
    "    rho21_LB_real[i] = rho.states[i].full()[1][0].real\n",
    "    rho12_LB_imag[i] = rho.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag[i] = rho.states[i].full()[1][0].imag\n",
    "\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)], pop1_analytic[0:len(tlist)], \"-\", c=\"cyan\", label=\"$\\\\rho_{11} ~(Analytical)$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_analytic[0:len(tlist)], \"-\",c=\"lime\", label=\"$\\\\rho_{22} ~(Analytical)$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB[0:len(tlist)], \"-.\", c=\"blue\", label=\"$rho11LB$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB[0:len(tlist)], \"-.\",c=\"darkgreen\", label=\"$rho22LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Populations\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_analytic_real[0:len(tlist)], \"-\", c=\"cyan\", label=\"$rho12Analytic$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_analytic_real[0:len(tlist)], \"-\",c=\"lime\", label=\"$rho21Analytic$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_real[0:len(tlist)], \"-.\", c=\"blue\", label=\"$rho12LB$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_real[0:len(tlist)], \"-.\",c=\"darkgreen\", label=\"$rho21LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences real part\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_analytic_imag[0:len(tlist)], \"-\", c=\"cyan\", label=\"$rho12Analytic$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_analytic_imag[0:len(tlist)], \"-\",c=\"lime\", label=\"$rho21Analytic$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_imag[0:len(tlist)], \"-.\", c=\"blue\", label=\"$rho12LB$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_imag[0:len(tlist)], \"-.\",c=\"darkgreen\", label=\"$rho21LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences imaginary part\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "879404fe",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "26f42849",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "\n",
    "#Lindblad (LB)\n",
    "pop1_LB = np.zeros(len(rho.states))\n",
    "pop2_LB = np.zeros(len(rho.states))\n",
    "rho12_LB_real = np.zeros(len(rho.states))\n",
    "rho21_LB_real = np.zeros(len(rho.states))\n",
    "rho12_LB_imag = np.zeros(len(rho.states))\n",
    "rho21_LB_imag = np.zeros(len(rho.states))\n",
    "\n",
    "for i in range(0,len(rho.states)):   \n",
    "    pop1_LB[i] = rho.states[i].full()[0][0].real\n",
    "    pop2_LB[i] = rho.states[i].full()[1][1].real\n",
    "    rho12_LB_real[i] = rho.states[i].full()[0][1].real\n",
    "    rho21_LB_real[i] = rho.states[i].full()[1][0].real\n",
    "    rho12_LB_imag[i] = rho.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag[i] = rho.states[i].full()[1][0].imag\n",
    "\n",
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, pop1_LB[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{11} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, pop2_LB[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{22} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, pop1_analytic[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{11} ~(Analytic)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, pop2_analytic[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{22} ~(Analytic)$\")\n",
    "plt.xlabel(\"$time ~t ~[T_{\\Omega / 2}]$\", fontsize=font_size), plt.ylabel(\"Populations\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_PopulationsWithoutDecoherences.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho12_LB_real[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{12} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho21_LB_real[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{21} ~(Numercial)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho12_analytic_real[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{12} ~(Analytic)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho21_analytic_real[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{21} ~(Analytic)$\")\n",
    "plt.xlabel(\"$time ~t ~[T_{\\Omega / 2}]$\", fontsize=font_size), plt.ylabel(\"Coherences real part\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_CoherencesRealWithoutDecoherences.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho12_LB_imag[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{12} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho21_LB_imag[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{21} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho12_analytic_imag[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{12} ~(Analytic)$\")\n",
    "plt.plot(tlist[0:len(tlist)]/T_Omega, rho21_analytic_imag[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{21} ~(Analytic)$\")\n",
    "plt.xlabel(\"$time  ~t ~[T_{\\Omega / 2}]$\", fontsize=font_size), plt.ylabel(\"Coherences imaginary part\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_CoherencesImagWithoutDecoherences.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "672c6e82",
   "metadata": {},
   "source": [
    "***\n",
    "## Section 2: Absorption with spontaneous emission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3537a1c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e832449d",
   "metadata": {},
   "source": [
    "### 2.1 Parameters of the quantum system and physical constants\n",
    "\n",
    "The quantum system has a resonance frequency $f_{0}$ (with a corresponding wavelength $\\lambda_{0} = \\frac{c}{f_{0}}$ and a corresponding angular frequency $\\omega_{0} = 2 \\pi f_{0}$).\n",
    "\n",
    "The coefficient $X_{12}$ corresponds to the transition dipole moment along $x$ of the quantum system for the quantum sates $\\left| 1 \\right. >$ and $\\left| 2 \\right. >$, i.e. $X_{12} = ~<1|x|2>$. It is linked to the transition dipole moment\n",
    "\n",
    "\\begin{equation}\n",
    "    \\vec{D}_{12} = \\int_{\\mathbb{R}^{3}} \\psi^{*}_{1} \\vec{r} \\psi_{2} ~d^{3}r\n",
    "\\end{equation}\n",
    "\n",
    "by the relation $X_{12}^{2} = D_{12}^{2}/3$. \"The factor $1/3$ arises from averaging of $\\vec{D} \\cdot \\hat{e}_{rad}$, where $\\hat{e}_{rad}$ is a unit vector along the electric field, over all the possible spatial orientations of the atom\" (source: Christopher J. Foot, Atomic physics, page 127).\n",
    "\n",
    "Then $A_{21}$, the Einstein coefficient, is calculated with the following formula\n",
    "\n",
    "\\begin{equation}\n",
    "    A_{21} = \\frac{g_{1}}{g_{2}} \\frac{4 \\alpha}{3 c^{2}} \\omega^{3} \\left| D_{12} \\right|^{2}\n",
    "\\end{equation}\n",
    "\n",
    "(source: Christopher J. Foot, Atomic physics, page 127). Here we do not consider degeneracy so $\\frac{g_{1}}{g_{2}} = 1$.\n",
    "\n",
    "The saturation intensity of the quantum system is given by\n",
    "\n",
    "\\begin{equation}\n",
    "    I_{sat} = \\frac{\\pi}{3} \\frac{hc}{\\lambda^{3} \\tau}\n",
    "\\end{equation}\n",
    "\n",
    "where $\\tau = \\Gamma^{-1}$. (source: Christopher J. Foot, Atomic physics, page 142)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d9a68676",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Constants\n",
    "c = 137              #Speed of light\n",
    "h = 2*np.pi          #Planck constant\n",
    "epsilon_0 = 1/(4*np.pi)\n",
    "\n",
    "# Quantum system, \"0\" subscript means \"at resonance\"\n",
    "f_0 = 5\n",
    "lambda_0 = c/f_0\n",
    "omega_0 = 2*np.pi*f_0\n",
    "D12 = 1\n",
    "X12 = np.sqrt((D12**2)/3)\n",
    "A21 = (4*(1/c))/(3*c**2) * omega_0**3 * D12**2\n",
    "Gamma = A21\n",
    "\n",
    "# Laser\n",
    "I = 0.5\n",
    "E = np.sqrt(2*I/(c*epsilon_0))\n",
    "offset = 1e-3*f_0\n",
    "f = f_0 + offset\n",
    "omega = 2*np.pi*f\n",
    "delta = omega - omega_0\n",
    "phi = 0\n",
    "\n",
    "# Rabi frequency\n",
    "Omega_R = -X12*E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3edd6b69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gamma = 0.01607780115775615 Gamma/f_0 = 0.00321556023155123\n"
     ]
    }
   ],
   "source": [
    "print(\"Gamma =\", Gamma, \"Gamma/f_0 =\", Gamma/f_0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60352c7e",
   "metadata": {},
   "source": [
    "### 2.2 Numerical resolution of Lindblad equation\n",
    "\n",
    "The solver solve the following equation\n",
    "\n",
    "\\begin{equation}\n",
    "    \\dot{\\rho}(t) = - \\frac{i}{\\hbar} [H(t),\\rho(t)] + \\sum_{n} \\frac{1}{2} [2C_{n}\\rho(t)C_{n}^{\\dagger} - \\rho(t) C_{n}^{\\dagger}C_{n} - C_{n}^{\\dagger}C_{n} \\rho(t)]\n",
    "\\end{equation}\n",
    "\n",
    "(see qutip documentation, https://qutip.org/docs/4.0.2/guide/dynamics/dynamics-master.html).\n",
    "\n",
    "In the present case, the hamiltonian is\n",
    "\n",
    "\\begin{equation}\n",
    "    H(t) = \\hbar\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    0 & \\Omega_{R} \\cos (\\omega t + \\phi) \\\\\n",
    "    \\Omega_{R} \\cos (\\omega t + \\phi) & \\omega_{0}\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "\\end{equation}\n",
    "\n",
    "In the basis $| 1 >$, $| 2 >$ and with the rotating wave approximation (RWA, see Christopher J. Foot, Atomic physics, page 127 or Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 70), the hamiltonian becomes:\n",
    "\n",
    "\\begin{equation}\n",
    "    H(t) = \\frac{1}{2}\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    0 & \\Omega_{R} e^{i(\\delta t + \\phi)} \\\\\n",
    "    \\Omega_{R} e^{-i(\\delta t + \\phi)} & 0\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "\\end{equation}\n",
    "\n",
    "with $\\delta = \\omega - \\omega_0$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64a05866",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "Warning : For <code>time_end</code> and <code>time_subdivision</code>, the subdivision must be sufficient to avoid numerical oscillations due to the sine not being properly resolved in time.  <code>time_subdivision = 50000</code> works for <code>time_end = 15*(1/A21)</code>.\n",
    "    </div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "c813216c",
   "metadata": {},
   "outputs": [],
   "source": [
    "##LindBlad\n",
    "    \n",
    "# Basis\n",
    "psi_1 = fock(2, 0)\n",
    "psi_2 = fock(2, 1)\n",
    "    \n",
    "# Initial state\n",
    "rho_0 = Qobj([[1, 0],[0, 0]])\n",
    "\n",
    "# List of collapse operators\n",
    "c_ops = []\n",
    "gamma_spont_emi = Gamma\n",
    "spont_emi = np.sqrt(gamma_spont_emi) * psi_1*psi_2.dag()\n",
    "c_ops.append(spont_emi)\n",
    "\n",
    "# Time\n",
    "Omega = np.sqrt(Omega_R**2 + delta**2)\n",
    "T_Omega = 2*np.pi/(Omega/2)\n",
    "n_decay_time = 10\n",
    "decay_time = n_decay_time*(1/A21)\n",
    "n_time = int(decay_time/T_Omega)\n",
    "time_end = abs(int(n_time*T_Omega)) # time for having 10 period of oscillation\n",
    "time_subdivision = n_time*10000\n",
    "tlist = np.linspace(0, time_end, time_subdivision)\n",
    "\n",
    "# Hamiltonian\n",
    "H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "\n",
    "H_time = [[H1,np.exp(1j*(delta*tlist+phi))],[H2,np.exp(-1j*(delta*tlist+phi))]]\n",
    "\n",
    "##TIME EVOLUTION\n",
    "rho = mesolve(H_time, rho_0, tlist, c_ops, [])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c6bcacb",
   "metadata": {},
   "source": [
    "### 2.3 Analytical steady-sate solution of Bloch equations\n",
    "\n",
    "This time, the optical Bloch equations are used for the analytical solution. The following variable are defined\n",
    "\n",
    "\\begin{align}\n",
    "    u &= \\rho_{12} e^{-i \\delta t} + \\rho_{21} e^{i \\delta t} \\\\\n",
    "    v &= -i (\\rho_{12} e^{-i \\delta t} - \\rho_{21} e^{i \\delta t})\\\\\n",
    "    \\dot{w} &= \\rho_{11} - \\rho_{22}\n",
    "\\end{align}\n",
    "\n",
    "using them, one can write the optical Bloch equations as follows\n",
    "\n",
    "\\begin{align}\n",
    "    \\dot{u} &= \\delta v - \\frac{\\Gamma}{2} u \\\\\n",
    "    \\dot{v} &= -\\delta u + \\Omega_{R} w - \\frac{\\Gamma}{2} v \\\\\n",
    "    \\dot{w} &= - \\Omega_{R} - \\Gamma (w - 1)\n",
    "\\end{align}\n",
    "\n",
    "(Source: Christopher J. Foot, Atomic physics, pages 129 and 130)\n",
    "\n",
    "These equation have the following steady-state solution\n",
    "\n",
    "\\begin{equation}\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    u \\\\\n",
    "    v \\\\\n",
    "    w\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "    =\n",
    "    \\frac{1}{\\delta^{2} + \\Omega_{R}^{2}/2 + \\Gamma^{2}/4}\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    \\Omega_{R} \\delta \\\\\n",
    "    \\Omega_{R} \\Gamma/2 \\\\\n",
    "    \\delta^{2} + \\Gamma^{2}/4\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "\\end{equation}\n",
    "\n",
    "(Source: Christopher J. Foot, Atomic physics, page 137)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "cfc08de0",
   "metadata": {},
   "outputs": [],
   "source": [
    "##Bloch stationnary 2 levels with spontaneous emission\n",
    "coeff = 1 / (delta**2 + (Omega_R**2)/2 + (Gamma**2)/4)\n",
    "u = coeff*Omega_R*delta\n",
    "v = coeff*Omega_R*Gamma/2\n",
    "w = coeff*(delta**2+(Gamma**2)/4)\n",
    "\n",
    "rho11_Bloch = (w + 1)/2\n",
    "rho22_Bloch = (1 - w)/2\n",
    "rho12_Bloch = (u + 1j*v)/2 * np.exp(1j*delta*tlist)\n",
    "rho21_Bloch = (u - 1j*v)/2 * np.exp(-1j*delta*tlist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84c1d56d",
   "metadata": {},
   "source": [
    "### 2.4 Comparison of the two solutions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "48128a6b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lhBDdRmVlJRaLJaTaUlFR0eG27du3c/DgQSM8TJw4kaKiIubNm8eWLVt47733mD59OhdffDHTp083nnfjjTfyz3/+kxdeeIHc3FxqamqoqamhpaXF1P1r1qxBURSKi4upqalh8+bNPP/889x///3MmTOHgoIC45qtVqvRqxPr+iZOnEh+fj433HADX3zxBRs3buRPf/oTX375pen3IGXUbqa+vl4F1Pr6+tSdZPFiVQVVPfXU1J1DCCG6kJaWFnXjxo1qS0tLui8lbo8//rh6/PHHx7xtyZIlakFBQchtH330kTphwgQ1MzNTHTJkiLpgwQLV4/GEPAYI+/Xcc8+Zun/evHkhtxcWFqonn3yy+uyzz6perzfkmkeNGhXX9X344YfqpEmT1OzsbLWwsFA999xz1QMHDsT1HgSL9vcgns9vxf/GdBsNDQ3k5+dTX19vTNNLumXLYNo0GDMGKitTcw4hhOhCWltb2bp1K6WlpWRkZKT7ckSaRPt7EM/ntwxLpYI0FAshhBBpI+EmFaShWAghhEgbCTepkJ2tHYOWtBZCCCHE4SHhJhX0cNPWBl5veq9FCCGE6GYk3KSCHm5AqjdCCCHEYSbhJhUyMkBfilrCjRBCCHFYSbhJBUWRvhshhBAiTSTcpIoebpqb03sdQgghRDcj4SZV9H02pHIjhBBCHFYSblJFhqWEEEKItJBwkyoSboQQotu74447mDFjRrovo9uRcJMqJsON6vXS/NprNL38Mmpb22G4MCGEEIdLRUUFY8eO7dRrrFixghkzZtC3b18UReHf//53XPfrJk+ezHXXXRfxPFOnTkVRFOOrqKiIWbNmsW/fvk5dfzpIuEkVk+HG/cUXuCsq8GzciGv16sNwYUIIIQ4Hj8dDZWVlp8NNU1MTY8eO5Y9//GNC9wP4fD7Wrl3LuHHjwt6vqioVFRU8/PDDVFdXs2vXLhYuXMh7773Hgw8+2KnrTwcJN6licraUZ9Mm43v3N9+k8oqEEEKkyLZt21AUhcWLFzN16lScTicLFy6ktrYWi8XCOeecQ1ZWFsOHD+fTTz8Nee769es577zzyMvLo6SkhDvuuAOXy2XcP336dB588EEuuuiisOeOdT/Al19+SVNTU8Rws2nTJhobGznjjDMoKSmhb9++nHvuuQwdOpSmo7C9QsJNqpicLeXdsyfwfU0Nqqqm8qqEEOLooara/0PT8RXn/4srKioAeOihh7jvvvvYsGEDef5NlB9//HHmz59PZWUlAwcOZN68ecbzysvLmTx5MuPGjaOsrIxFixaxcOFCHnrooaS9jQBlZWXYbDbGjBkT9v41a9bgcDgYPXo0AG1tbTz99NNs2rSJOXPmJPVaDgdbui+gyzIxLKX6fPhqawM3tLaiNjai6LuKCyFEd9bcDDk56Tn3oUOhW+nEUFlZSXZ2Ni+//DKDBw8GYOHChRQWFvLSSy/Ru3dvAGbNmsVTTz1lPG/27NlcccUVxtDPsGHDmD17Nm+88Qb33Xdf0n6dsrIyRo4cSUZGRsT73W43RUVFADQ3N9O7d2/efvttJkyYkLTrOFykcpMqZsJNfT14PGC1YiksBMB38ODhuDohhBBJVFFRwcyZM41go9924YUXGsEGYMuWLQwbNgzQhorWrFnD3LlzQ17L4XDQluQJJmVlZRGHpECr3FxyySVUVFRQUVHBRx99xIgRI7j++uvxHoUbQEu4SRUT4UYPMpbCQpSCAu22uroUX5gQQhwlsrK0Cko6vvTWApMqKys544wzQm6rqKhg0qRJIbeVl5dzwgknALBhwwbsdjvHHntsyGM2btxoDA8lg94sPH78+IiPKS8v57TTTmPYsGEMGzaMSZMmceedd7Jhwwa2b9+etGs5XGRYKlVMNBT7Dh0CQMnNxZKfjxfw1dcfhosTQoijQPA+fUewhoYGtm3bxoknnmjc1tjYyNatW0NuAy3w3HzzzQDk5ubi9Xpxu904nU4AqqqqWLx4ccTp3InYvHkz9fX1ESs3W7Zsoa6ursP9W7ZswWq1GkNVRxMJN6liZliqsREAiz/cgIQbIYQ42lRWVmKxWEKqLRUVFR1u2759OwcPHjQqNxMnTqSoqIh58+Yxd+5ctm3bxty5c7n44ouZPn268bxDhw7xTdBs2q1bt1JRUUFRUREDBw6MeX9ZWRkAVquV9evXG4+z2+0MHz6cNWvWoCgKxcXF1NTU0NTUxMqVK7n//vuZM2cOBf6RhaOJhJtUMTFbyqjc5ORg8TcRqw0NKb80IYQQyVNZWcmIESNCmnXD3VZeXk5BQYHRl5Ofn89rr73GLbfcwp///Gf69OnD7Nmzueuuu0Jef/Xq1Zx55pnGz7fffjsAV111Fc8//3zM+8vLywE45ZRTQl73lFNO4eOPP6asrAxVVY1eoMLCQo455hgeeeQRrrrqqs6+PWmhqN1s7nFDQwP5+fnU19cb0/RSYskSuOgimDQJVq0K+5DmV17BvX49GdOmYSkqovnFF7H27UvO7Nmpuy4hhDgCtba2snXrVkpLSyPO6BFdX7S/B/F8fktDcaqYaSj2D0spubko/sf74lks6d134bHHwO1O+DKFEEKIrkaGpVLFTM+Nf1jKkpODxf94takJVVVRFCX662/aBN/+Nni9UFsLDzyQlMsWQgghjnZSuUkVvecmymwp1X+fkp1tVG7weCBo2e2I/vUvLdgA/OMfnblSIYQQokuRcJMqmZnasaUl7N2qqqL671MyM1EcDrDbAZNDU598Evh+2zbYvbszVyuEEEJ0GRJuUiVGuCFo9UnF3zSlBA1NRaWq4J/aZ1izJqHLFEIIIboaCTepooebtjbw+TrcrVdtsNlQbFrrk8U/lBUz3OzZA/v2gcWizcgC2LgxKZcthBBCHO0k3KSKHm4AWls73K36b1OCHqd/r4Z5fIitW7Vjv34wapT2/ebNiV+rEEII0YVIuEmV4HATZmgquN9GZzrcVFVpx0GDYOhQ7XsJN0IIIQQg4SZ1bDbtC6KHm6BFihT/3iIxw42+iZmEGyGEEKIDCTepFKWpOOqwVKQmZF1wuBk0SPt+166wvT1CCCFEdyPhJpWihZtww1L+Kk5cw1LFxdrOuR4P7N/f+WsWQgiRNHfccQczZsxI92V0O2kPN08++aSxh8T48eNZuXJl1Mf/61//YuzYsWRlZdGnTx9+9KMfUVtbe5iuNk5Rwo0v3LCU2XCjr2nTr5+2Nk6vXtrP1dWdu14hhBBJVVFRwdixYzv1GgsWLOCkk04iNzeX3r17M2vWLL766ivT9+smT57MddddF/E8U6dORVEU46uoqIhZs2axb9++Tl1/OqQ13CxatIhbb72Ve++9l/LycqZMmcL06dOp0isT7Xz44YdceeWVXHPNNWzYsIGXX36Zzz//nGuvvfYwX7lJZoalgsON2YZi/S9a797asU8f7SgL+QkhxBHD4/FQWVnZ6XCzfPlybrzxRj755BOWLVuGx+Nh2rRpNPmXDYl1P4DP52Pt2rWMGzcu7DlUVaWiooKHH36Y6upqdu3axcKFC3nvvfd48MEHO3X96ZDWcPPII49wzTXXcO2113Lcccfx6KOPMmDAAJ566qmwj//kk08YPHgwN998M6WlpZx22mlcf/31rF69OuI52traaGhoCPk6bOLtudErN9F6blQV9u7VvtcrNn37akep3AghRFps27YNRVFYvHgxU6dOxel0snDhQmpra7FYLJxzzjlkZWUxfPhwPv3005Dnrl+/nvPOO4+8vDxKSkq44447cAVtw/PWW29x9dVXc/zxxzN27Fiee+45qqqqWONfvDXW/QBffvklTU1NEcPNpk2baGxs5IwzzqCkpIS+ffty7rnnMnTo0JCQdLRIW7hxuVysWbOGadOmhdw+bdo0Vq1aFfY5kydPZufOnSxduhRVVdmzZw+LFy/m/PPPj3ieBQsWkJ+fb3wNGDAgqb9HVNFWKfavUKzPkAKTw1KHDgVWN9bDjVRuhBBdkKqqqC5Xer5UNa5rraioAOChhx7ivvvuY8OGDeTl5QHw+OOPM3/+fCorKxk4cCDz5s0znldeXs7kyZMZN24cZWVlLFq0iIULF/LQQw9FPFd9fT0ARUVFpu8vKyvDZrMxZsyYsM9Zs2YNDoeD0aNHA1ph4Omnn2bTpk3MmTPH5Ltw5EjbruD79+/H6/VSXFwccntxcTE1NTVhnzN58mT+9a9/cemll9La2orH42HmzJk8/vjjEc8zf/58br/9duPnhoaGwxdwolVuwoQbzIQbfUgqKyuw87gebqRyI4ToStxuGhYsSMup8+bPB4fD9OMrKyvJzs7m5ZdfZvDgwQAsXLiQwsJCXnrpJXr72whmzZoVMjoxe/ZsrrjiCmPoZ9iwYcyePZs33niD++67r8N5VFXl9ttv57TTTmOUvoirifvLysoYOXIkGUGtEMHKyspwu91GIGpubqZ37968/fbbTJgwwfT7cKRIe0OxoighP6uq2uE23caNG7n55pv5+c9/zpo1a3jrrbfYunVr1FTpdDrJy8sL+TpsooUbf8lRCfqPxxiicrtR9R2/29PDjV61Cf5eZksJIURaVFRUMHPmTCPY6LddeOGFRrAB2LJlC8OGDQO0oaI1a9Ywd+7ckNdyOBy0Be0/GOymm25i7dq1LFy4MK77y8rKIg5JgVa5ueSSS6ioqKCiooKPPvqIESNGcP311+ON9Hl0BEtb5aZnz55YrdYOVZq9e/d2qOboFixYwKmnnspdd90FwJgxY8jOzmbKlCk8+OCD9NErGEcKE5Wb4H8ZBFdx1NZWYyPNEO37bQB69NCOR+qsMSGESITdrlVQ0nTueFRWVoYMN4EWbn7605+G3FZeXs7UqVMB2LBhA3a7nWOPPTbkMRs3bjSGh4LNnTuX119/nRUrVtC/f3/T9+vNwt/73vciXn95eTm/+tWvjOA1bNgw7rzzTmbMmMH27dsZMmRIjHfgyJK2yo3D4WD8+PEsW7Ys5PZly5YxefLksM9pbm7GYgm9ZKvVChD3+OhhEa3nRq/cBPfcWCyB/6CCmslChKvc9OypHaVyI4ToQhRFQXE40vMVYQQhnIaGBrZt28aJJ55o3NbY2MjWrVtDbgMt8JxwwgkA5Obm4vV6cbvdxv1VVVUsXryYyy67zLhNVVVuuukmXn31Vd577z1KS0tDXjPW/Zs3b6a+vj5i5WbLli3U1dV1uH/Lli1YrdaIvT1HsrRVbgBuv/12rrjiCiZMmMCkSZP4y1/+QlVVlTHMNH/+fHbt2sXf//53AGbMmMHs2bN56qmnOPfcc6murubWW2/l5JNPpq8+Y+hIEuewlP6z6nYHKjvthQs3UrkRQoi0qaysxGKxhFRbKioqOty2fft2Dh48aISbiRMnUlRUxLx585g7dy7btm1j7ty5XHzxxUyfPt143o033sgLL7zAa6+9Rm5urjHikZ+fT2ZmZsz7y8rKAK0YsH79euN17XY7w4cPZ82aNSiKYvS8NjU1sXLlSu6//37mzJlDQUFBqt66lElruLn00kupra3lgQceoLq6mlGjRrF06VIG+bcUqK6uDlnz5uqrr6axsZE//vGP3HHHHRQUFHDWWWdF7SpPqwjhRvV6wT+GGdJQ7P9ZbWqKL9xI5UYIIdKmsrKSESNGhDTrhrutvLycgoICoy8nPz+f1157jVtuuYU///nP9OnTh9mzZxutFzq9AfmMM84Iuf25557j6quvjnl/eXk5AKecckrI/aeccgoff/wxZWVlqKpqDEkVFhZyzDHH8Mgjj3DVVVcl9qakmaIekeM5qdPQ0EB+fj719fWpby6+5x5YsABuvhkee8y42dfcTOPvfgdA3n33acNRfo1/+Qu+6mqyLrsM+zHHdHzNa6+FZ56BX/9ae32AxkbQf5emJm0mlRBCHEVaW1vZunWrsWK96J6i/T2I5/M77bOlurRIw1J6P43NFhJsIDBMFbFyU1enHYPLhDk5gV4dqd4IIYTo5iTcpFKkYakI/TYQNEwVK9zk5wc9SQkMTUnfjRBCiG5Owk0qRQo34Rbw89NvUyPNlgpXuYFAU7FUboQQQnRzEm5SKUblJtzqlwkNS4FUboQQQgg/CTepFKnnJkrlRg88cVdu9HUIDh6M/zqFEOII0c3muIh2kvXnL+EmlTrRcxO2cqOqkcON3oOj3y+EEEcRu39SRHNzc5qvRKSTvhu6vkBvotK6zk2X15mG4nCVm+ZmY32cDuFG/1nCjRDiKGS1WikoKGCvf4uZrKysuFYJFkc/n8/Hvn37yMrKwmbrXDyRcJNKMRqK4+650YOL1dpxLRs93Pi3uhdCiKNNSUkJgBFwRPdjsVgYOHBgp4OthJtUirHOTdiem2izpYKHpNr/wUvlRghxlFMUhT59+tC7d++Q/ZZE9+FwODrsIZkICTepFGsqeLw9N5H6bUB6boQQXYbVau10z4Xo3qShOJVi9dyEW+dGDzzxhhup3AghhBCAhJvUCg43QdPbVL3cqm+ZECTqIn5mwo303AghhOjmJNykkh5ufD4IHj/2f5/UYSmp3AghhBCAhJvU0sMNhAxNRavcGDOoPB5Uny/0Pr0qE7yvlC6Onhvv7t20rVqF2toa87FCCCHE0UbCTSo5nYFZTcF9N3rlJtywVHA1p/1sgXCbZur0yk1ra+RNNwFffT2HnnuO1mXLaHnjjRi/QDuPPQaTJsGrr8b3PCGEEOIwknCTSooCGRna90GBw2goDle5sVqNQNSh7+bQIe2Ym9vxeXl5gSAVpe/GtW4deDwAuDduRG0/TT2Sdevg1lvhk0/gyiult0cIIcQRS8JNqunhJmgIKGpDsaIYt8cVbiwWLeBA1KEp79atgR9UFc+2bdGuPmDRosD3TU1SvRFCCHHEknCTamHCTbRhKQgammo/LNXYqB1zcsKfK0ZTsaqqeHfvBsDapw+A8XNMb76pHQcP1o7vvWfueUIIIcRhJuEm1eKs3EAg9MRVuYFAL06EISO1vl5rIrZYsI8eDYDXzDLnLpc2LAVw333aceXK2M8TQggh0kDCTaq1Czeqqsas3OgzptREKzcHD4a927tvHwCWnj2x9u2r3bZnT4xfANiwQbvmwkL4zne027Zvl74bIYQQRyQJN6nWvnLj8xkL+kUcltJvj1S5iRRu9MpNQ0PYu33+4SpLYSGWnj0BfzXH32AcUUWFdjzhBC3g9O+v/bx+ffTnCSGEEGkg4SbV2oeb4GpMjJ6biJWbSMNS+u3649rx+Ss6loIClKws4/y+WBWYL77QjqNGaUf/kJYxVCWEEEIcQSTcpFr7YSk9sFgsKJE2hovVcxOpchMr3OiVm4ICFEXBUlio3R5hGMugz7AaMkQ7jhypHb/+OvrzhBBCiDSQcJNqkcJNpH4bTMyWilW5MTEsBVrICb49Ij3clJZqRz3kbNkS/XlCCCFEGki4SbX2w1LRFvDThavcuFyBsBOpcqOvcxOhcqMGVW6Cj6YrN3q40Y/Ba+YIIYQQRwgJN6kWoXITLdyErdwEB5YEhqVUr9dYjVjxP87iD0OqPtwVTkMDHDigfR+uchO027kQQghxJJBwk2qRGoqjhZtwlRs9gDidkZ8bLdw0NWnfWCwo/g099ZDji1DpAQLVmZ49A68/aFDgmmprIz9XCCGESAMJN6mWQOUm7Do3sRbwC74vTM+Nz/98JTtb2+IBsPgrQGq0cFNVpR31QAPa79Svn/a9DE0JIYQ4wki4SbVEGor1+8INS0UakoKoPTf60JMS9HyjchNtWKqmRjv6t2sw6Gvd7NoV+blCCCFEGki4STWnUzu2G5Yy03MTdljKTOUmSrixZGcbt+mVG1pbO66po6uu1o4lJaG365UbCTdCCCGOMBJuUi2RYSm95ybeyk20YSl/z01w5YaMDPCvtROxqVgPN+0rN/7tGzC78aYQQghxmEi4SbVEGor12VLxVm5MDEsFV24URYndVBxpWErCjRBCiCOUhJtUS2QqeGcrNy0t0G6/KDVc5YagpuJYlRsZlhJCCHGUkHCTagk0FBOt58ZMuAl+vJ8vTEMxaLOnAHzNzeFfUyo3QgghjjISblItwrCUmcpN2NlS0YalHA4jGLXvu1H94cWSlRV6Lv/Parhwo6qRKzd6uJHKjRBCiCOMhJtU68TeUnFXbiBi342xOrF/AT+dJVq4OXgw0PcTaViqrg4iVX2EEEKINJBwk2oJVG6M6ovHg+rzad+baSgOvt9kuIlaudGHpAoKAr+HLi8P9NfSqztCCCHEEUDCTap1oqEYCAxNmWkohrDhRnW7wevVXjuecLN3r3YsLg5zkQr07q19v29f9GtKVFUV/OIX8O67qXl9IYQQXZIt3RfQ5SXSUGwL/LGobjeK0xl/5Sao50av2qAogaqQX9Rws3+/duzZM/y5eveG7dsDISiZmpth6lTt9S0WWL4cTjst+ecRQgjR5UjlJtUSaSgOCiFG340eboLWqQkrTM9N8JCUvq+UcS5/uAk7W0rfFLNHj/DnSmXl5u9/14INgM8HDzyQ/HMIIYTokiTcpFoilRvCzJjSd/WOFW7CDUtF6LeBGJUbs+EmFZWbhQu14003acd3303NeYQQQnQ5Em5SLZGGYsLMmNLDR5LDjTE13O3uuL9UrHDTq5d2THboaGiAVau072+7DcaP16al//e/yT2PEEKILknCTapFaii2xWh30sOPvtKwHm7arVPTgT4sFdxz4z93uHCD06n1tBDUm6Mz03MDyQ83K1dqv/fQoTBkCEybFrhdCCGEiEHCTaoFhxtVDYQVk8NSRjXFbLiJd1hKUSIPTSWx50b1z9YyZc0a7Th5snY89VTtqFdzhBBCiChktlSqBa8P43Kh+sON2cqNmsyem/Zr1fgpWVmohw7ha2rCGnxHEnpuVFWl5Y03cJeVYR81isyLLurQ1NxBebl2PPFE7Thpknb86is4cACKiqI/XwghRLcmlZtUCwoUavCGljHCTUhDsarGX7kJMxU87LBU0O368JVBDzeRhqVM9Nx4t2/HXVYGgHv9ejzffBPt6jXtw01REQwerH2/bl3s5wshhOjWJNykWvC6Ms3NWlDBROXGf7/qdkNbm/E80+EmaOPMmOHGH8Ai9tyYGZbSV1Jux1VZGfKzu93PHRw8GJgCfsIJgdtHj9aOEm6EEELEIOEm1RQlUL3Rh5Ygvqngwc9LpOcmWkMxQcNVwZUbr1fbNwpiz5byeAKPbcezZQsAzjPOAMC9eXNgS4lwvvpKO/brp237oJNwI4QQwiQJN4eDXhkJbti1WiM8WBPSUKw/z+GIOZwVLtz4zFZugsPNwYOBalGkHhenE/Lzte/DNBX76utRGxpAUXCecor2+NZWfNFmV+nDVsccE3q7hBshhBAmSbg5HPTKiB5SrNbYTbXBlRuz/TYQ2HsqeONMvXITqaFY77kJHpbS+23y86NXmfTqzZ49He7y7NwJgKW4GMXpxNqnDwDe3bsjv96mTdqxfbgZNUo7btwYCF1CCCFEGBJuDof2lZsYQ1IQoXJjJtyE67nxLwSotNtXyjhXuMpNrH4bnd5srIehID7/ruK2vn0BsPqPpsLNsGGhtw8dqh3r67UZU0IIIUQEEm4Oh3Y9LTGbiSF0KrjecxNPuGlsNCocalubdt54wk2saeA6/f4w4cbrv83ir+4YlZswVR6DPizVPtxkZkL//qGPEUIIIcKQcHM4tJ+NZCLcGAHI4zG/9QIEwo3XC62tWvOuPv3c6Qx/rnBTwWNNA9dFCTc+f/XH4n8Nq//oC/NY7QLUyMNSEAg8+mOSzevV9rDSFxEUQghxVJJwczh0tnITz7BUcABqbAR9bypMVG6Ce24OHtSOhYXRzxch3Kg+Hz7/8JEeaiz+x6otLeF3IT9wIDDrasiQjvfr4SYVlRtVhe9/H845ByZMgIcfTv45hBBCHBYSbg4HPTz4h4dMVW7CTQU3E24slkDAaWwMbLxpsUQMVWGHpfSQESvc6DOp2vXB+OrqtEqIzYbin1Gl2O3G93pVJ0RVlXbs3Tt8lUqv5qQi3CxerH3p5s+Hr79O/nmEEEKknISbw0Gv3Oi9L3GEm5DKjZlhKQhpKo7VbwOhw1KqPhNJDzfBa82EE6Fyo1dtLEVFITPDrP7Hhw03O3ZoR723pr1UVm4efVQ73ncffPvb2lDe448n/zxCCCFSLu3h5sknn6S0tJSMjAzGjx/Pyhg7P7e1tXHvvfcyaNAgnE4nQ4cO5dlnnz1MV5sgvTKiV1FMzJZKeCo4hDQVG+eM0G8DQVPEVdUIYEa40dexiSTSsFR9PQCWds/Xh6Z84WY8+aeOM2BA+HPpM6Y2b45+TfHatEnblNNigRtugNtv127/xz9ChvWEEEIcHRIKN2VlZawLWkzttddeY9asWdxzzz244vgwWLRoEbfeeiv33nsv5eXlTJkyhenTp1OlD0+Ecckll/C///2PZ555hq+++oqFCxcyYsSIRH6Nw0cPD/qU7EQrNwmEG2JMAzfO5V9U0Bia6mzlJlK40Yel/PeH0Cs3kcLNoEHacf/+wHuSDG+8oR3PPhv69IGzztKGxurrYcWK5J1HCCHEYZFQuLn++uv52t+PsGXLFr7//e+TlZXFyy+/zN133236dR555BGuueYarr32Wo477jgeffRRBgwYwFNPPRX28W+99RbLly9n6dKlfOtb32Lw4MGcfPLJTJ48OeI52traaGhoCPk67PTKjb7DdyqngkNo5UYflopSuYEwfTedDTf+91nJywu53eJ/vbDhJlblpqAA9NeLEoDj9u672vHcc7Wj1QozZmjfv/568s4jhBDisEgo3Hz99dec4N/U8OWXX2bq1Km88MILPP/887zyyiumXsPlcrFmzRqmTZsWcvu0adNYtWpV2Oe8/vrrTJgwgf/7v/+jX79+HHvssdx55520tN/wMciCBQvIz883vgZE+uBMJb1y45+SHU/lJu6p4BCySnGsBfyM87VfpVgPH/GEm6CVgyNVbhQ93ITbiypW5QYC1Rt9c83Ocrlg+XLt+299K3D7eedpx/ffT855hBBCHDYJhRtVVfH5Nz989913Oc//QTBgwAD2h2sUDWP//v14vV6Ki4tDbi8uLqbGv7Jte1u2bOHDDz9k/fr1LFmyhEcffZTFixdz4403RjzP/Pnzqa+vN7526B+gh1MClZukDEsFNRQTK9x0tnLj8YRu1hljWEptbET1ekNfK1ZDMcDAgdoxWeGmvFyrjPXoEdi/CmDKFO24fn3YNXyEEEIcuRIKNxMmTODBBx/kH//4B8uXL+f8888HYOvWrR3CSizt91hSVTXivks+nw9FUfjXv/7FySefzHnnnccjjzzC888/H7F643Q6ycvLC/k67PTKjf/DPJ51bnC7A9s2dKbnJtawVPuF/MyGm6yswO/nDwGqqhrDUh0qN9nZRrgLGZpS1djDUhCo3CRrWEpfsO+kk7SGYl2vXnDccdr3H36YnHMJIYQ4LBIKN48++ihlZWXcdNNN3HvvvQzzT9FdvHhx1P6XYD179sRqtXao0uzduzdiQOrTpw/9+vUjP+gD87jjjkNVVXbqH4xHIr0qolcq4hmWUtXEp4LHMywVvJCf1wt6b1KscAMd+m7UpqZAkNOvRT+PogSqN8HhZt8+LYgpCvTrF/lcya7crF6tHSdM6HifXr1JVbjx+bRm5n/+M3SjUyGEEJ2SULgZM2YM69ato76+nvvvv9+4/Xe/+x1/+9vfTL2Gw+Fg/PjxLFu2LOT2ZcuWRQxIp556Krt37+ZQ0KaQX3/9NRaLhf7RhjLSLZHKTfBj9GpKZxqK4xmWCm66jjUVHDqEG70io+TmovhnYQWzhOu70YekSkqiT5U32XOj+nyBNXui0Ss348d3vG/iRO2oB6Bk8nrhoou0xuUrroATT4Tq6uSfRwghuqFOrXPjcrnYuXMnVVVVVFVVsXfvXqrj+B/07bffzl//+leeffZZvvjiC2677TaqqqqYM2cOoPXLXHnllcbjL7vsMnr06MGPfvQjNm7cyIoVK7jrrrv48Y9/TKZ/WOWIpAcHf5+SqcqN1WoMkxh9M2bDTZiG4mjr3EBg2EptbQ0MSWVlxezVATpWbvzh09KuamOcyz806AuuVuiVt1gh1US4aVu1ioZf/5pDTz0VflaWrqUFNmzQvg9XudEDT1mZVmVJpkcegdde097fnj21tXuuvjqkKVsIIURiEp4tNWXKFDIzMxk0aBClpaWUlpYyePBgSktLTb/OpZdeyqOPPsoDDzzACSecwIoVK1i6dCmD/B9g1dXVIWve5OTksGzZMurq6pgwYQKXX345M2bM4A9/+EMiv8bho1du/B+QiplF/CAwHTzecBPUUGxmnRsIqty0tZlfwE8XIdwoEYbR9NCjBocbfXiyb9/o59KHpXbtCmwIGsS7ezety5aBz4dv3z5a/vvfyK+1fr1WQenVK/xQ2MiRWihsaEjuwoGNjbBggfb9E0/ARx9pIeedd+Dtt5N3HiGE6KZMjI909KMf/QibzcYbb7xBnz59IjYAm/GTn/yEn/zkJ2Hve/755zvcNmLEiA5DWUc8PTjo/yo3MyyFFoLUtjZtlWJIrOfG5LCUXtkJCTdm+m2g47CUf12eSOFG78PxhQs3JSXRz9Wnjxb63G7YvTsQdvzaPvkEAEtJCb49e/Bs2oR3/35j884Q+u7ixx2n9fq0Z7fD2LHw2Wfa8FW4ncoT8dxz2sakxx4LP/qRtq7OjTfC73+vVXS+/e3knEcIIbqphCo3FRUV/PnPf2b69OmccMIJjB07NuRLtKNXbvxM9dwQNB1cr1B0YvuFuBbx62S4MYal9OGxdqJWbmKFG4slMHTVbmhK9Xhwf/UVAJnnn4/NH0bca9eGfy093Oh7VoUzbpx21HtzkuGf/9SON91krAzN3LlawFq2TDbsFEKITkoo3IwcOdL0ejaCQOVG/9lkuCF4IT/o3N5SsYalgis3Zhfw0+nhxr9flFG5iRBuolZuzCwloFdr2q1Z5K2qApcLJScHa79+2P1Tud2RNtrUw020iozed1NeHvu6zNi0CT7/XAs1l1wSuL20NLBC8osvJudcQgjRTSUUbh566CHuvvtuPvjgA2pra9O/vcGRLtHKjf9xxhTyBFYoJpHtF5JUuYnZc3PoUKDJes8e7RircgOBcNNurRu3vy/GNmwYiqJg81dkfNXVRuAKoYeeaOFGX9hPbzzurCVLtONZZ3UMcpdeqh1feik552pv+XI45RStgfniizuEQyGE6CoSCjff+ta3+OSTTzj77LPp3bs3hYWFFBYWUlBQQGFhYbKv8einBwe9ryPOyo0RABJZodhsQ7EefhLpuSkq0o7B69wQeVhKyc7WhmBUNbBAodlhKYhcudm9GwCb/35LTg6W3r21+8J9kJsZlho5MnB9yahWvvOOdtT3rgo2a5b2Z75hA2zc2PlzBVu2TNte4tNPtT+nxYth8mStMVsIIbqYhBqK35f9duKjV278U7vNzpYyHqcfD9M6N2pdHQok3lCsV24ihRuLBSU7W6vcNDZqFal4hqX0FYyDKjeqz2eEG2vQjCtrv3749u7Fu3Mn9uDd4w8cMIbRooab3FxtyGjrVi10nH567OuLpLkZVq7Uvm+3pxqgvd9nnaXNmFq6NBCsOuvgQbj8cm1486KL4OabYc4c+PJL+MEP4IMPQldnFkKIo1xC4eb0zvwPvjvSg4P+ARJv5UZ/fJzhRvX5Av06Jte5QVUT77mprdWan/2ByhJlGM2Sm4v30CF8jY1Ys7O1NWcgvp6boHDjq63Vpr3b7Vh69TJutw0YgLu8HE/7Faz1Iam+fWMP940apYWbdes6F25WrtSuccAAbaZUONOna+HmrbfgzjsTP1ewn/9cWwF65Eh44QXt78J//qMtHLhypdbgHLSelBBCHO0S/udaXV0d/+///T+uvfZaZs+eze9//3vqoy2Y1p21r9zEOVsKu137QAqz2m9Y+od1ULUm5lRwh8OYDm3MYoo33DQ0oOpDWlZrh16jYErwjCm93yY311xfUZhhKaNq06cPSlAVwupfv8a7e3foisVmhqR0o0Zpx/XrYz82Gn0Jg2nTwk89By3cgBY6glbiTlhNDfzlL9r3f/hDIOQOGwb33ad9P3++EUiTaudOuPtu7XeaMyd5TdlCCBFDQuFm9erVDB06lN///vccOHCA/fv388gjjzB06FDKysqSfY1HP71yo4eaeBuK7XbzVRvQQlR2Nqr+QWaxxAxUiqIE1rrR+2DMhpvCQuPD2ucPGUp2dtT1jyzBM6bi6beBwLDUwYPGnkzevXsBsLar/Fh69tSCltuN7+DBwB1mZkrpkhVuPv5YO0ar/hxzjDYM5nJBMoZ///hH7bVOOUUb8gp2yy3a4oW7dwempyfLO+9olaLf/U6rQv35z9oq0L/7XXLPI4QQYSQUbm677TZmzpzJtm3bePXVV1myZAlbt27lggsu4NZbb03yJXYBegXDX3kxW7khuHITT7gByM1F9VdrYlZt/Izp4PoQkdkViq1WLeAAqj9kRGomNs6lh5uGhvj6bQDy8gLX5q/e+Pz9PpZ2i/UpFosxTOXzXxtgbqaULjjcJLo9gtutbeMAgT2rwlGUwCJ+b72V2Ll0Xi88/bT2/Z13dqwWOZ1w++3a9w89lLwtJlavhpkzteA5cSI89RR873va6999Nzz8cHLOI4QQESRcufnpT3+KLehD2mazcffdd7M6FZsMHu0yMrQ1bvSwEu8ifomGG71yE6PfxjifXmHS18YxW7kBY2hK9c8oitRMbJzLP/ykNjfHX7mBDkNTvn37AMKuRKxXc7z68BfENyw1fLgW4OrrE59dtHattgFqYWHsQKWvd9PZlbhXrIC9e7XZbDNnhn/M7Nnan/OmTYGZXJ3R0KA1Lbe1wXnnadcwZw68/HJgy4m774b//a/z5wrm9cKzz2oVqqwsbbr7974H/hWrhRDdS0LhJi8vL2TPJ92OHTvIjbBZYreWkRESaOLeW8puN7/GjS431+i5ibdyY2z3kEC40Xf6VmKEMb2yox46FN8aN7qgGVOqx2MMOQU3E+us/ungIZWbeIalnM5AA3CYoSlPVRWHnn2WQ88+27FxWffpp9rx5JMj99vozjxTC1ObNsG2bbGvL5KXX9aO3/lO5J3Wc3MDzcR//nPi59L9/Oda4BwyRGteDv67N28e/PjHWvXr8su1YcVk2LdPm+Z+zTXa+9zSos3ce+UVmDQJbr018Hc62VpbtWn769cnp0dKCJEUCYWbSy+9lGuuuYZFixaxY8cOdu7cyYsvvsi1117LD37wg2Rf49HP4Qit1iTSUNyZYal4Kzf6ooGJVG70aeAxrlev3PiamuIfloKQGVO+Awe0D0yHI2zFyFjrRg9RBw4EPljNVG4gsJjfunUhN3sPHKDpX//Cu2MH3h07aPrnP42AF+Kzz7RjtCEpXV6eVoGAxKs3Xi+8+qr2/cUXR3/s9ddrx//8p3Pr3qxdC48/rn3/1FPhhzX/+EcYMUILtHffnfi5dDU1cMYZ2nT27GxteO2rr7SQc/XV2mMeewzOP1+bip8sn3yiVajy8uD447W/HwUFWj/VSy8lfxf5YD6fVhmTHeSFiCihcPPwww9z0UUXceWVVzJ48GAGDRrE1Vdfzfe+9z0eeuihZF/j0U9RUIMrL2bXFOnMsFROjjEsFXfPjR6GzPbcQCDc+Pt1LJmZUR8eXLlROzks5fMPhVl79gzbxGxUbg4c0IKbXrXp18/8+xqhqbjtvffA5cLarx/WPn2grY3WcEMuwZUbM/R1cBIdKlq5UgsQRUUdG4nbGzkSpkzRAtEzzyR2PoBf/EL74P3ud8Ov4wOQmRmYvfXXv2qrJifK5YILL9QqJ/36ab0+d9+tVdlOPlnboPS117TQs2yZtnBiZwNOa6tWIZo0SVtt2u3WAk5Rkfb+rVihrTQ9aVLy9iPzerW/Bz/+sfa72WxaNTg/XwvLP/tZh9CdtPNu3679GS1bpgXIzZtTVwUTIokSWufG4XDw2GOPsWDBAjZv3oyqqgwbNoyseD+AuxM93FitpndRD6ncJDAspVduYu0rZZxPDzcZGdr/PKNM5e5ADzcuF9hspis3eDyBlX8THJbyRmgmNs6Vm2vsJO6rq8MaT7+NLky48TU24vavJJx5wQWgqhz6y19wb9iA75xzsOTlaQ+sq9MWzIP4ws3992u9KV6v+WUAdPqQlL7qcSxz5miB6Omn4Z57zK/FpKuo0D7sFQV+9avoj50yBa67Tgs5118PlZWm+8JC3HmnVhErLNQ+eMP9ec6cqa0b9O1vw3vvae/H66/H93dbt2eP9vxPPtF+z6uvhttu0/5uKIo2hPjss/Doo9p1nXKKFvjmzYv/z0/39ttaYAu3+Wtjo3aezz6DX/9aW3H6ppu0XiOzQ9/tud3aLL1Fi7Q/z3BDhxkZ2t/jKVPg7LO18yby5wda9WnrVli1Svsdt2+H6motuPp8WmgsKYGhQ7Xq2OjR2mzCzi46eeiQdt4tW7Rja6t2u92u/b+sVy/o3VtbB6u4OP7/HtrzeLTh0z17tP8f+HyB6l5OjhZU8/K06l9WVuyhazPcbu33bGrShmoVRft7aLVqv4/Tqf1ZOp2d//10qqqdt6VF+zMM0yZwuHTqN8rKymK0Xq7v5vbs0artkXxpzyIDaDhkYbDJHSqmD7Pz1AVa5Wbx0ixmx7Gzxe+bc/nBSdr/cBa96uSOObGfc9fkDG48Wavc1LQVcFwc57ujtQc/A/bWeCnqb+PK6zJ5e3O0ZzjY8BM72Q431Zsa6Quc9YNiyk3+jZzsGch/gS3Lq3j7sTouGw0P/6WA3/843KMV/ntZD47vXcMl59Ry0sZvmAf87eNjuNXk71jqHU0Z0FK2kf4FXnyKldnj1nHvVJXPdw3g4uO0YLboe4OY2H87919cwR8/mwrA6e7V/BvYahnCuGPN/cduVSewmXzyDx7k7II1lNlMhiLAonrZ2PAKxcDFi77Hu6/Gfo5D/S4blZvpsXMnPyh4k7fsYbaHiOLvTQ8wA3jFdinXTj4u5uPzfb/lU+U1ir/6il8X/B8PZ9wX1/lmuV7iuWZtCOz7rr/z9knRguqpnMzbvMI0cpYt4+3c73FF9qu4FXOhH2Ckdx0vHrqAAWoVB5VCrspazMolZ8GS4EcNBh6gWLmBBfZb+I77ZfjZz1h1/9vckPU3qqylps83ylvJL1vu4iyPNixZTz4vOy7nTftMNlpH00wWxWoN472fcp77Nb7t/g/2Vatg1Sp2X34nzzpv4HnH9dRaYv99s6heTvUs5yL3Ima4X6GHWmvc58JOlWUwLWSRQQv9fVVktrZqFaoVK+DXv6aZTD6xncZy27dYbjubddYT8Cnhw5xNdTPaW8Ekz0omej/iZM8qStQa0+8LwCGy2WgdzUbrGDb4v6osgzmoFNFMFla8ZNJCsa+afr4d9PdVMdi3hcG+LQzyH3ure2OfyM+Hwl6lmBpLX2qUvtRY+lLt/75W6YkVL3bcZKlN9FT30VPdSy/fXnqpeyj21dBL3UORWosFc8OILuzUKwXUKYX+ryLj+0YlDws+rHiwqR6yaKJAPUi+Wmcc89U6stVDOHGZ/h09WGnDiUtx0kpG4IiTVkU7tilOPNhx0kqm2kIGLWSoLWSpzcb3mbRgRQttu20D6Ovu2Jt7uJgONxdddBHPP/88eXl5XHTRRVEf++qrJv5v2sWoamBLpnDaSrRw43Jboj4u2P76QOWmLo7nAdQSqNzUHnKYeu7e+kDlpk7Nj+t8O9EqNxmZ2n/AO/ZnxXz+3kM5lBYdpDC7BQ7ApkMlmD3lBrRhqb6+nfTO0BaP/GZP5Gv+aq8Wbvpk1DKgTavcbHAdQ53J//4rKaWZTLJooUf9ZjZxLN8eqm2m+a+yMcZ5/7b6BCb23865Qzby4DtauDkebUjqE9/JcbynNt7lbL7Lq0w69A7vYT7cTOEjitnDQQp4relszA0iOHmWH3EXD3N50595EfPhZgyVzGAJPhTuc99n6neso5Bb+T0LuYw7Wn/N863f5xtMNHcDx/IVf+AaABYwj0VNF8R8zjtM5nz+y5tM51zPf/lz/aVcwkt4iF3hOI//8iLfJ5dDfM0xXKC+waamCCtMA3X04SIWcQUX8AQ3Mtm7ko8aRzOP3/IkP0GN0g0wgCoe4Odcyd+xoOLCzh+5iV9zLwdcPQj+vKqigM8ZwZ+4ihKqmc3T3MBT9FV387PW+7iz9UFe4DKe40d8xsm4CFRXsjnEaXzIhbzGd1hCCYGZhHvpxWK+x0tcwoechtcX/DGhcixfM4WVnM5yvsW79KGGszzLjCBWSxErmMpO+tNAHpm00It9DOcrjmcD2YQODbqws4bxfM5JbKWUnfSnzX+tPailD9WM4EtGsZ6RbCSHJk72fsLJ3s7NhKuliC0MYSulNJKLgooDFz3ZTy/2UcweSqjBhpcStYYSbw2Q+DpuXizsoxcHKcSDDR8WFFRyOEQ+9eRTjw0vDtz0UvfRS93Xqd9P14aDVjJQULHixYoXGx5seI3H2PBio5ls1f9nk4R2LoevtfMv0gmmw01+fr4xnJKXl2d6aKW76NkzMPIQTq+rsnABhUVK1McFc+yxw/ta5ea7P3Qy5Wfmr6fH47mo32jh5rKrHMx8JPZzMr/JgNVa5WbQmHy+jGNz6py3esCtkJWr/Yvt7y9l4onRslO0LBtqD2LL0YYI/re2N6rZf0y7+6GOUchQ2zjjhAPQBL/8fT73RhjZyllbBBvh3p/sp+DQJlgHt/xhGNdEaA3pyIryveNh/Wref2wdTWf0p/cSbcHCe/46nHn+FiOl7VjUfyuMLtnDptUH8eYU0u+GT+F9OHv+RL68yuz5IP/FafCLV7lnwjtc8U/zf/i9f/Uy/Ass35nFugXmqxP2bdfBtx/mfGUp37y7HU+/Qaae13fuA7AMDp13KUseiWM/LPX7NF3zHNmrllEx+SfsfOadmOV4paWZQZd8D+emQzSfdDoXPfcrLjL9f7HTqV31OhlzLuA7rn9TO/2HVP/uX5FL8qpK4fO/p9fv7kLx+WiaeCbKY4v5T0GRiXMpwJXs23Ea1vk/Imf1Cv7IXH436m/U/uQ+mqZMDxk6cnyzkYKFT5H/0l+wuLUE03De99l/2685f8AQzo95vj7Az2lwzYO3XqLg74+RuX41P+Y5fsxz+BxOPH0G4svOwVJ/EPvu7ShBDcne/CIap11E4/RLaT75DM622Tg74u813P91LQ2qSuvmL8ha9S5Zn/yPrE/fp0fTAb7DvyNeqTe/kJYTT6Vl/Gm0jD+N1uPHU+TM4NzYbyrbPR4c2zfh/Gotzq/Xacev1mLbtxulXS+QLysHd58BeEoG4B4wBNeAIbj7D8E9YAju/qX48grIA8ZGOFcTsNnrxXpwP7a9u8N+WetqUW02VJsd1ZmJt0dvPD164y3shbdnMZ4exdqxZwnegh5gtWIBgv+rdAP7gf2qitLchLXhINaGg1ga6rRjvf7zQSyHGsBi1RaEtdrwZWTiyyvEm1fgPxbiy83Hl52LLysHX2Z25LYEjwfF1aZ9tbVicWtH/WfjPpf2vaWtFTxuVEcGakYmvoxM1Iws7XtnZuCYqd1myXAQvlHg8DD9v4XnnnvO+P75559PxbUc1Ww2bTmUSDx5mbgAu12J+riQ5+TYaXpfW9m4sH8mhSafB8DgHJp3+P/108dJPxPPdbmctKzWKjeZxfmmrxOAXT20Xc/t2l+p0pFZWKIvdUNTeTaeWvBlZ0NREceOjmfc3g59+sDu3djatFWKBx6fjzXCf02u1h60bIRc7wEyd2oL+PU74xjt/9FmTRgF61fT7+B6XNYRtKBNPT/mhODlD7I4VD4I77ZtDPB8jfPYk2GDVrnpPWMiveM53xXnwC8gq+JjhvdtDGyIGo3PB++9AkD+tReTH8/5hh8DZ5+N8r//MfT9v8bunQGtB2nZq6Ao5P3fz8iL53wo8LcnYdQosle9y/CyhXDZZZEfrqpw5fWwaT2UlJD1+osML4lzZH34t6D4VZg1i7w3XyKvwKo1NrfvEauvh7lz4R//0H6+5hqyn3ySY0z2rwXONwTOel+bPfbTn5K5fjX9f3Kh1lsxZoz2wbNpk9ZrojvzTPjtb8k7+WTy4jsb4IDRP4Q7L9d6g554At55B8u+fTi2bwp9aP/+2iyyWbOwnn02BXY7BXGfT4ERI+H8kcDNWm/J559rDfT79ml9QVlZgfWdjjsO6/Dh5FgsxPjfQwQ2OP44OO844NLAzaqq9ZY0NWnvqdOJJSsLJxDP/1U6sgLF/q8TO/VKsSlAjv9rQIrPBdrHvw2Is5/zKJFQz81ZZ53Fq6++SkG7qcINDQ3MmjWL9957LxnX1qWo/gbGeOpdxkrGCU4Fj3udG30quNMZ30wpgB49UDMzjX95KzFmS0FgY001Jye+aeC6AQNQa2uNzUGNBt5w59LX4dm3L9AkOXRofOfTm4rXrcNzovY/OtuQIR0eZh86FO+2bXi2bcNZUqItpGezaRtVxmPIEO0aN2/WGmZnBIaK1JYWfC0tWAoLQ6uoH32kNWQWFGhrv8Tr+uu1JuZnntHWrInVmPrgg9rxu9/VpkTHS9/j6mc/05pzzzknchPik09q20RYrfDii/E1oAc77zxtuvb3vgcLF2qzrO67T2uOdbngjTfgt7/VpsVbrfDII1rQSbRabbHAjTdqU/IfeURrOt63T+tZ0Vmt2p/vTTdps9s6WxlXFG3G1qRJ2gf/li3aXl/NzVrj6jHHaA2zyWazBc57OCmK1pgbY/FQ0X0kFG4++OADXK6OzQqtra2sXLmy0xfVJSUyOyNJKxTHvYifPs00Hnq4AXA6UUzMDtHXpFGzsxP7oBo4EN/WrdprZWZG/T31cKM2NaE6HCi9esX/nurN8+vX4/WvjGwr7dgkavXf5t22DRV/oB07NrG/A9Omaf/qf+cdmDEDVVVp+/BD2j74AHw+rP36kXXppcZeXcYsqQsvND1LLsSFF2pBs7paW/cmWn/dl19qIQG0cJKou+7SFvzbuFELHMuWdbz2N97QFuMD+L//69zu7KDNenrzTW3G06ZN4XdFHzpUCyJTp3buXLrevbXQ9Otfa1txfPONNhOub1846SRzlblEKIr2u8Qb5oU4isU1n27t2rWs9U9J3Lhxo/Hz2rVrKS8v55lnnqGffxdmEcqo3MSx8FbwVHD1cC7il2jlxn+Nps+nL+SXk5N4uPFfpxLjei2Zmcb0dF+PHuZWJm7PX7lRq6oCa+v079/hYdY+fcDhQG1txadvR2Jm8b5wzjlHO/oX83NXVGhr6/inkXp37aLpX/9C9Xi0217RhqRiLtwXicOhracCWpUh2t/XX/1Ku//CC7XwliiHQwtlublaNeN73wtd7fdf/9Ju83jghz/UKjzJcM45sGGDVn06zj/Dy2rVgsYf/6itHZOsYBNMP8cPfqD9PmedlbpgI0Q3FVfl5oQTTkBRFBRF4awwC4NlZmbyuL5CqQil/0s0jpVLjXBjsXRqheJE1rlRrda4htDIzET1BwyLyTU2LMGVmyhDShENGGCEG4uJMGYpKsLb3Iy3qAhrIuGmTx8oKsLrH45VCgqMobVgisWCbdAgPJs24dm9GyskHm70rRi++grf11/T8vbbADjPOAPHmDEc+utf8e3ZQ9tHH5FhtWo7fOflJTYkpZs7F37/e22I6913AwEr2Oefa9UW0IavOmvkSC3gzJqlVYyGD9f6QTZu1K4DtG0knn02OWuA6AoK4N57tS+vV3vtzq6hIoRIu7j+K966dauxaN9nn33G1q1bja9du3bR0NDAj38cdqGRbs8YIopnWfbgkBDvIlk5OcZz4q3cYLXGX7kBVP8YvulFCvWem+zsxHpuBg4MBCoT4cjouykqim8BP52iwKhRePzVSVuUKqVtkDbTyKNXPhINNwUFxnNd//kPtLVhKS7GOXUqlsJCMqZPB6Bt1Sp8+hDRrFmJL6oGWojTt2T42c86BnKfL1A9ueIKGDcu8XMFO/dcLUyVlmoh7emntWBjt2s9MS+/nPjidGZYrRJshOgi4qrcDPL/D9uXyn1Tuiq9euL1Rn9cEMVq1T5ILBbUjIz4KinBw1Jmey8cDm2YQVFQc3PjOx+gFmlTZM0Ovek9N75EG4qDhqXMVm6gE8NSAKNHGysiW6OEG/0+b0mJFlASPR/AOeegfvoprro6sNnIOP10I0Dajz+eto8+wldTg+ubb8gA+P73Ez+X7qc/1ZqKP/tMm3Ezd27gPr2qk50Nv/lN588V7NRTtWrNf/6jzcTq2VMb9tK32xBCCBM6tULxxo0bqaqq6tBcPHPmzE5dVFek6v/ijCPcGI+3WAL7PZkV3FBs8l+7iqJofQ2J9PgAqr96ovhnL8ViDOk4nai9esUdphgwAJ9+ThPXa4SboqLEw8aoUXi/0aaSRw03ffsCoObn4zvtNCydqQhMm4bn5ZdRbTaU3FxsQXP0FUXBOWkSLUuW4BoxAudnn6F0ZkhK16ePtgnljTei3nUXnt698Q0ahPWLL7D+9Kfan9Xvf69NJ062jAytZyjRviEhRLeXULjZsmUL3/nOd1i3bh2KoqD6/6Wu/2vSG+8HeHfgDxhKnO+N4nZrwSjOcryanR14TjxNzC4XaqLhxt8UqbS1mXuC06mFKZsNNS8v/nDTqxc+f/+LxcQ5rf6A4Ssq0qZZJ8A3fDjqnj2gqlijNEErDgeWtjZ8TifeceMS26FWd/LJuCZMAMDRqxdKu6BkHzmS1sWLUfPz8Vx2GfZkDd3MmYPvgw9ozsnB++WXxiqVtksvJcvpRLn22uScRwghkiyh/+fecsstlJaWsmfPHrKystiwYQMrVqxgwoQJfPDBB0m+xK5B1desiXdHXf/j1Xg/sIIer4SZth+JEUwS6Nnw+aeCKyZ3XlZUFaWpSXtuvBuDAqqqGtUiS319zMdb/MNJak4OaoIbGfr8m3NaDh40rj0SW5W2r4rHX8VJlKqqeAYPBsCuz74Kohw6hL1MWxbePTKOFYJjndfno/lb38I7aBC0tWH76ivwePAceyxNU6eiyvC0EOIIlVC4+fjjj3nggQfo1asXFosFi8XCaaedxoIFC7j55puTfY1dg//D1OyQjc5YUjzOXVtV/Txer+mwAYFgoiawRorR49PYaO4JBw9i8U/5jXvYDW3NGiwW8PlQ9uyJ+Xhl2zYU//l8Bw7EfT4Arz/QWPbs0dYqieTgQawbtL2nvJ1sUvVUVYHFgtLQgOXvf9d23A32j39gLy8HwH3ggLYzexK0rViBt7oaJTOTnO99j+wrryT7oovA4cC7fTttwYvQCSHEESSh/+t6vV5y/M2gPXv2ZPdubY+dQYMG8dVXXyXv6roQo3ITzwePqhqVlHgrDar/eUpbm7YEuhlBQUiNM0wFP0cxUUUBYM8eI2yoZoeygvj851EaG1H8i+pFtWkTFn+o0ZuC4+Xdq+0mbN27V1tiPpLPPsO6c6fxnM5UOTxbtgBgq6lBqavT1n3RuVzw//4f1t27tb4etxv3pk3hXygO3tpa2vxTsDMvuADruHHw7W9jO/FEMv0rJbetXGm8H8nka2ykdflymhcvpmXpUjzbtiX9HEKIri2hcDNq1ChjMb+JEyfyf//3f3z00Uc88MADDEmwl6HL8//rPZ4hIlyuwLBUvOFGP4/LFbogWjQNDYEwlUC1QfX3XFnMBoc9ewLDUjGGeMLRw42lvh7iDDeJVm58/g9zy9692kyiSD7+WHsfvF7weIznJcKzeTMAtjFjtBt+9Sto9e+4++STsH07SkkJ9pO1ncPd69cnfC5d2/Ll4PNhO+YY7O2GuhyjRmEbMQJUldZ33un0uYK51q6l8fHHafvgA9wbNuD6/HOa/vY3ml9+OaEALITonhIKNz/72c+M6eAPPvgg27dvZ8qUKSxdupQ//OEPSb3ArsIIC/GEm+bmwLBUvGHDfx7F5TJfuamvR/F/aKpxDp+pqmpUJ5R9+8w9ae9eLP5Qo5oNYMHnDA43/v6WqL75xgheiYQbVVXx+n83o3ITqVl7+XIUVcXm70Py+Ks48fIdOoTPP+Rmu/Za6NdP+13nzIG33oJ77tEe+ItfYD/hBO1cmzZ1Kgh49+83AlLGmWeGfUzGOeeAxYJn82bc/vDVWa41a2hZsgTcbqz9+5MxbRr2E08EiwX3xo00/f3vqHqoSzLV48G7bx/e2lrpJRKiC0hottS55wY2px8yZAgbN27kwIEDFLbfxE8E6BtKxvOh09ISqNzE+T/chIal6usDlZt4P0TcbuODXqmpMfec4GGpTlRulPp6bS+kaFQVvv4aywBtt92Ewk19vRYaLRYsdXXa77xzJwxot4Nvayt8/DEA1mHD8GzciHfXLvDPeIqHPiRlKSnRFiF89ln49rfhb3/TvkBb/G72bCyKgqVHD3y1tbi//hqHvhdWnFz+0GYbPlzbSiIMa1ERjpNOwvXpp7QtX45tyJBO/bfv2bqVlv/+FwDHxIlknHuu8XqeceNoXrgQ7+7dNL34ItlXXGFq7zIzvLW1tC1fjnvjxsAyDU4njjFjcJ52mqnFIYUQR56kLcdZVFQkwSYKfciGeEJDcOUmzllWaoKVG/364v2Xv6o3LXs8YKK5FwgJN74EKje+hgbA5LDU3r3Q0IBVH5ZKoOfG6/+9LL16oeg7YPtDTIhPPoG2NujTB6s/YHh37Yr7fBAIN3Z908Np07TNKvv102bEXXmltp+UxYKiKNj9eyS5N25M6Hyqy4XLP+TsjLGqsvPUU8FqxbtjB95O9MWora00v/oqqCr20aNDgg2ArX9/sn/4Q3A68W7fnrShsLbVqzn0pz/hXrdOCzYOh9a439aG6/PPaXziCVzRmsYT5Dt0CFdlJa3vv0/re+/R9tlneGtqjCU1hBCdZ7pyc1G03YHbefXVVxO6mO4grspNULiJdwaMEU4SrdzEG278M3iUlhatj6a1NfYu2Hv2BGZLJVC5CRmWamjQwlmklYq//lp7rL6fVXMzamtrYMsJE4xm4t69tV2pKyrgf/+DSy4JfeD772vHM880Ntb07duH2tZmeisM8E8B1/ttgnd0/t734Lvf1apR7de8Of542j78EM8336C6XOZXp/Zzr1sHLheWHj2w+qefR2LJzcUxbhyuzz+ndcUKcsLskG5G63vvoR46hKVHDzJnzAj7jyRrnz5kfec7NL/4Iq7PPsPav3/ClSnQtqto9W9GahsyBOfZZ2tVKlXFu20bre+9h3fXLlr+8x+8u3eTMX16p6tFnt27aVuxAk+ESReWnj1xnHQSjnHjUBJo6I/E19SEd9cu7R8DbjeK04mlqAhrSUlcf/+FOJqY/i8oP4G9hkSA8W+y9tN4o2luNnpn1HjXxwmu3JitigT33MQ5LOXzV26Maee1tVp1IZrOVm70cKPfsGNHzHCjlJaiZGejNjXhO3DAWEnY1Pn0ZuLevbXNJB97DN55x9iywrB0qXY8+2wsOTko+fmo9fV4d+/GFkcA8O3dq/Ui2WxY2w99KUrYDSQtxcVYiorwHTigDU35dzI3q23NGgDtA9ZEJdZ56qm41qzBu20bnqoqbHFuk+DZtQvX558DkHn++VFX07YPH45zyhTaVq6k5T//wVpSgrVXr7jOB9D22WdGsHFOnYrzjDMCv6uiYBsyhOzBg2n76CPa3ntP+/1qa8m65BIs/h6qeKguF63LluEKWqPI2revtgikzYbvwAE827fj27+f1jffpG3VKjLOPBP7mDEJV8NVjwf3unW0ff45vkhDtoqCdeBA7CNGYD/uOFNbmMTiq6/Hs2UL3p07tf8nuFxgt6NkZGiBqlcvrAMGGP/ISAbV7UY9dEg7n9sNViuK1YqSk6N9yX5h3ZLpcPPcc8+l8jqOep5WD9+8/U3E+3s3u7ECnoONbH7tS1OvmbX2S3r7Q83Br/eyvdnc8wByqneTixZuasu2sc/EOQtWfkUPf8WmpaaOnSavEyDjYBWFAC7tercuXk3b4OgVo0FfbSdDDzVtbXy5ZD1YTP6V9Hno4w9SLjLIBHYs+oimzeGf3+u/H9MDOGjrhYdMHDSx4531tBY2mDsf0PObHdiB6i0uXI4SjrXZUbZtY/Of38HdR9t3zbavmmGrV6MqCt9Yh+N97UsKlDwyqad6WQVNxeYrYtl7vyIPaM3sSfV/I//dai/XVkwOBzjw7qfURXg/wrE3H6BndTWqYmFbdTaqyT//vMLBZNdu4cDLSzkw7AzT50P10fPrZdiB5sJBVK9tg7UxzqmWUJRTjPPQHg4+809qj/0WqtX8ApeZtZsp2KGFjEPFx1FdXwKvR1q+ohfO0ikUbP8Ytm3j4GNPcqB0Kt6MXNPncxzaS37VZ9hcWmWypXAQjcUj8WbkgQ9wATmlKCPGkHlgGzl7v8BaX0/Lv/9Nw9sf0NB3LK7cyCtht2dxNZNd+w2Z+7dg9Qb+rrkz8vA6clAtNhSvG1trPTZ3M97t27WhvrffxpXdk5aCAbQWDMBnNxfiFE8bzkN7cTTuwdm4B5vL3D9SPI4cXDk9cWX3xJ3dE48zL/Zu76qK1XUIW0s99tY67dhSh9V1KOLq5ioKXnsmXkc2XmcOXkc2Hv/R68zBZ3VGPK/idWNxt2J1t2DxtGhHt3703+5tQ8Wi7cdnseKzZeCzObWj3YnXluH/PsP4XrXaQ8/p82LxulF8bixeF4pHO1q8Lu0a9O89LhSfB1CMf9yoFis+qwOf1YFqtQeOFjuq1YZq0b+s/p5I1b/3n4ri86KoPvAfFdWrbeysegP3qT7je8XnBVRUxYJqsaIqVrBYte8tNlRF/177smRmMOTCE039fUiF5NU+u7nWulYWzVoU8f5rb/WQU2DDva8u6uOCHcNXXHSaPyy88w3vvm7+A27quTBukjYMtmVpJUuXxD7naazi9IFaxaZp50EW/dTcdQKMOQnOOh88jdr/UFfcuoRtRK9S3EIVGbThdatY7Qpv/vgVGurMna+gCK6+GdwuqPm6leFA5YP/YQ3hm5kv4SN6AJ8sPUC+fT/HnwhfPPcxn60I0zMThsUCN94LWGHJzStprIcr6Ucp29hyw8Os4jQATuZThgFV6gBeuPpdQPtzmHou7H1vLW8sWmvuFwRm/RDyhsGnL9dQ/on5P4teJXD5HLDt38krdy/CY7Lo962Z0HMcfFnp4+37/236fLn52p+F89AeVsxdRLWJWfkAJ06CPudCawv843fbaWnabup5mdlw+fWQk9dA3Quv8tYr5s533FiYNgtQYM0qWPnOF8AXMZ/XozdceBnkFRwir3wpb7wEO7dGf47FCpPOgAmnaZ9DDXWw7HXYsWU7EPn3tNnhhJPhpCngpI4em5ezbROsXAa1UVYT6DsQxp4Ew0Ya64XSUAeVn8HGSmhpagBCg3xeAQwZrj2n30BwNO3H0bSfvJ3l7NwGmzZA1RbtdXw+UCyQk6v9/eo3CPoPht592n1O+6BmF+zaBo0N4GrT2pgys6Gwh/bcnsVgcx3CduAQWQe2AdrfgT27tXMdagCvf7JmRhZk5UBRT+jRC+wRRlndLu013C7tvbfZtOdZLCo2dzM2dzM0dZzF6XJB/UHteYr/zy0zS7vehHYxcZkbXvf5AhMtk9Qbf8RpaVHgaAs3paWlUculW/xNkN2JxW6h/ymRNxG0Z2hTge0+d9THBSuurUFxa+9lfp9M+p/Sw/T1FPY/AGhl4cKeNvoPi33OXtsdxrBUZo6F/qeYH7IpHqr9z9Pn0WZ19T8mE0+PKOdUVXI+a0JRoc1lIcuuMnhiLw7Um+tJ6V3UCuynxWXDW9wP9nxN/74qewaGP2dJZQO0gDJiBGp2HtBA3+FZ9HcVmTpfXo4bq3UPbo9C/nF9yUdh156plG7dxoTMjVSNuRSAievWQjPsHjSZ/n20a/HmtwH76Fdqof8pfcDELloWi8qAUq0JuS2nmP6nxPN/WpVDTTXkZHuZcH4RO2ti7xNms/kYMaYaUKlp7kX/U+JbMXr77oMMGdDEGRc6Wbk69lBRZoaHU0/bA6is31xIj9Hxbb/x+cY2Tj95HyNGQ7OlgC07og9z9C9pZuLYAygKfLM9m60NBfQ/xfyQz/IyL5PH1dKjwMVFV0DFFwVs2ZFNuD/LwjwXJx5/kKJ8/z9MdmRR+WUBam8L/XvHPleNF97+yMtxQxsZOvAQg4+BQcNg3wEnu/dm0NBox+NTyHD4KCpw0bd3C3k5gaUb9h1w8M32HHbvzURVFXpEaU3aD+z/AjK2eOlf0syAPi30KHAxoBQG+P9toqrgU8ESfiSU+kYbe2sz2FvrZN8BJx6vfxjICvj/6tW5oboGqAG7zUePgjZ6FrooKnBRlO8iI1Nl0NCOr92e1wv1h+w0NNqp178O2WlzhUsIKhlOH1mZHrIzvWRnesjO8pCTpf2cmeHF4YBexZHP5/EotLRZaWm10tpmoaXNSmurVTu2WWlzWVAUsCgqVquK0+HD6fCS4Qx/dNi1RBNupMztUXB7LLjdCi63BbfbgsvjP/q/PB7FKNzo53TYfNjtPuz2wPc2q4rN5j9atcepKv4vBVUFr0/B51P8x8DPxm1e8KoKPq9i3Ke1+WmvZ9WPwd8HHT1qemsnippAi/5jjz0W8rPb7aa8vJy33nqLu+66i3nz5iXtApOtoaGB/Px86uvryTuM0zzrf/MbcLvJ+fOfsfpXdI7pb3/D9Yc/0DJzJrZjjyX7Bz8wfb7mxYtxb9hAxtKlOPv0gX//O/aTbrgB3wsv0Hj77WCxkPezn5ke8295801cn32Gs6aGjD/9Cf70J7j++shPqK8H/6aXh/78Z7zV1WRdein2ESNMnc9VUUHLa69hGzqU7OpquPtuuPRSePHFjg/2eiErS/tn2tatuJqaaFm8GGv//uRcc425861fT8srr4Q+p64OSkq0pu3//U/759g552iN1Lt3Q2EhoPUENCxYAKpK7m23mZpe7NmyhaZ//AMlJ4fc22+Pu/ei9d13afvoI2wjR5JtYnftts8/p3XpUiy9epFzww1xn89XV0fj44+Dz0f2j34UtfdGVVWaX3wRz9dfYx0wgOwf/Sih3hKjKdhqJfuKK7ANGhT2ca5167T1c1QV+7hxZF5wQULnUz0eWl57zVgDyDpgAM6JE7EOHAgWC97qatzl5cZMNSUzk8wZM4wZbInwHjhA6//+hyfW7DebDfvo0ThPOini9H2zfHV1uDdswP3FF9oMweA1r6xWLEVF2AYOxDpwILbSUiy55ofpwlG9Xnx79uDdswdffT2+xkajtKFkZKDk5GAtKsLSuzeWoqKk9dCoHo92voMHA7+jxYKSlYWSlYUlOzuuCQBmz6m2tmIkDbRNdnE4pDfIhHg+vxOKVrfcckvY25944glWh9nYT6D9xwraTKL2DaiR6A1yxN9QbKxzk2BDMT6f9h+8ydqsMVtK/59BrKnW+nTxnByUvDyoro6rqdhY4yYvL9BE/GWEfo3t27Vg43DAgAHaAnzEt9ZNSDOxrqAAZs+GP/4Rrr3W+DPmuuuMYAOg2O1Yiovx1dTg3bkTi4nNLd1Bs6QS+SC2jxxJ20cf4fn665izplRVNZpdHePHJ3Q+S0EB9hNOwF1WRuv//kf21VdHfB3PF1/g+fprsFgSDhoAjkmT8OzYgefLL2n617+0cBw0q0xVVVyrVtH6v/9pweaEEzp1PsVmI/Oii7CWlNC6fDneHTtojrAEgX3MGDK+9a1Of/Bbi4rIvvhiI3B4duzAt38/qteLJSsLS69e2IYMwX7ssUmb+WQpKMB56qk4Tz1VW5yzqUn7B4LVipKdnfQlPxSrVWuw7uQGs3Gf12bD2qMH1h7mK+LJOKeSxGZqEVlS60bTp09n/vz50nzcjqqqgQXCPB7tg9bMvwjSsc5N0JRztbU16uyVkPPp4UafTWI23BQXB6ZnJxBuLPn5gVlZX32lBYz2/wLStyMYMcL4lyfENx08ZBp4sJ//HJYsga3+JoyBA+H++zs839avH66aGjy7dnXYziAcYz+pBLczsfTpg1JQgFpXh+ebb6Ke07tzpxbebDYc+hYPCciYOhX32rV4q6pwr12LY+zYDo/xNTXR8uabADhPO63j+xkHRVHIuugirQq0ZQvN//wn9hNOwD5iBGpLizbLyb8ytGPCBDLOO6/TH8yKouA89VTsY8bg+uwz3F98oYVkVUXJz8c+bBiOk07CWhxlrCMBRuBI6qvGpiiKfBiLo1JSw83ixYspKjLXw9Ct6MEG/67gLS2mw02iU8GNdXHa2iJvEdBefT0K2r+kVK9XK5+a/Jenvoif8T/C/fujPyEo3CjZWr9FPOFG1Rfwy8+HwYO1qkxrq1alaT/det067ej/4FacTmM6uPfAAWwm/sXoixRuevWC5cvh17/WOgPvvRfC/Ddg7dcP1qwxtZifr6kJn3+V50TDjaIo2EeOxLVqFe6NG6OGG5d/+rf9+OMD4TQBlvx8nKefTtv//kfr229jGzw4ZHqx6vPRsmSJtqZNz544p0xJ+Fw6xW4n6wc/oPXNN3GVleGuqMBdURF4gN1OxrRpCVekIrHk5pJx9tlknH02qtcLiiLDCkIcQRIKNyeeeGLI/yhUVaWmpoZ9+/bx5JNPJu3iuozgMWuPx/wqxS0tCVduCB6WMrsgnz7UY7cHwo1JRuVG/2CPtVFkcLjxB6J4Ns80Kjd5edrUiGOP1So0X34ZOdwELfpm6dEDr3+tG2KEG9Xl0sblaTcspRs6VNsWIQp9MT/v7t2oPl/UD8KQLRc68a9m+/HHa+Hm669R3e6wVTjfoUNGD4kjge0h2nNOmoR7wwZ8NTXGVgmWrCxUr5eWN97QFiW02ci6+OKkLVSn2Gxab8sJJ2jVmj17UOx2bIMH4zjppE4PDcU8f1ed7iLEUSyh/7vMmjUr5GeLxUKvXr0444wzGGGyIbQ7MTah9Pm0L7OhIXiF4kSHpdra4g43ehUknnBjLOKnf/jH2oKhE8NSqqoGem70ysCIEVq4+eILmD499An+7QRCwk1REd6qKlPbMOibZSrZ2Viy45vVY5yvRw/tfXW58O3bF3XYwliVOMGqjc7apw+WwkJ8Bw9qw0Tjx3d4jOvTT8Hr1XoeYi26aIJitZJ96aUcevppfDU1HPrTn7CPHIln2zZtA1BFIes73+nUcFQktgEDsLVf7FAI0S0lFG7uD9NTIKLQw43Xq00cNbtKcXBDcYLbLxgNxWaamPXAkJkJDQ2mw43q9QYqRXoVJNbmmfqMsX79ApUbs+GmtdV4X4yZR3qo/qLduiVtbcbqxO3DDZhrKg7bTBwnxWLB2q8f3q1b8e7cGTHcqKqK5xttPSP7sGEJnw+0oSnHSSfR+s47tH38MfZ2qw6rra20+VcHdp52WtKGbSwFBWRffTVNL7yAWlenBSgAp5OsCy/s1OwhIYQwI+G6sNfrZcmSJXzxxRcoisJxxx3HhRdeiC2Je6J0FXrlRtF7bxKo3MQzLKXqM51A69nxerVzRuun8PmMxmMlS1ucwnS4CQpriv6v/717wzf36vRw07dvSOVGVdWYH7L6nlJKVlZgqEUPLsH9FqBVc7xebfZSUGXCGke4MZqJE1jqP5htwAC8W7fi2bYtbBUFwFdTo81Osdu1Kcad5Bg3jtbly7WdwtevD9mPqXX5cmhr02bcJLniau3Vi9wbb8S9bh3ePXu02VSjRydc+RJCiHgklETWr1/PhRdeSE1NDcOHDwfg66+/plevXrz++uuM7sSGdl1S8LAUxBVujFDj86F6vebG94OqPMZGnY2N0cNNY2Ng3QU9bMQZbpSMDJQS/1LxXi8cOAA9e4Z/UlC40RuKzc4kC5kppTvpJO1YWalVa/TX+OQT7ThxYkjlKq7KjX9YqrNDKbahQ7WNE7dsiRji3P6qjW3IkKT0cihOJ85Jk2j74ANa33kH27BhWDIz8ezYgeuzzwDImDYt6dN7QeuFcZyYvhVKhRDdV0Lt/ddeey3HH388O3fupKysjLKyMnbs2MGYMWO47rrrkn2NRz2jcqOHmziGpZTgio3J6o0xhGWxBKY5x5oOrvfb2O3xV270fpusLK2vRG8qjjY0FRxu/ItYgbmhqQ79NqDNmOrRQ3uP9B4bgI/92yucckrIa7SfDh6NNwnDUuCfMeVwoDY3G7Oh2tOHpGydHJIK5jz1VCxFRaiHDtH8z3/Stno1zS++CD4f9uOP7/TwlxBCHGkSCjeVlZUsWLCAwqCFygoLC/n1r39NRfthARGo3OhTsuOYLRU808psU7HRb+N0BqZymw03+fmB6cDxVm705+n9JJGail0u8FdD9JlK8TQVh8yU0ilKoHrjr0gAgcrNpEkhr6E4nUaFyhuleuNraUH1v3edrdwoVquxK7i+SF/IuRob8VZVAWA/5phOnSvkvDYbWZdeChkZeHfvpvW//0Vtbsbapw+ZM2Yk7TxCCHGkSCjcDB8+nD1hPrj27t3LMPlXYAdqouGmuVlrQPb3rZgON3rlxuEIhJtYoSE43PirParJWVZGuPFXfNCHpiKFG71qYbdr1RaChsJMhJuQNW6C6dWZ5cu149atsHmztv7MxIkdXscYmooyY0pvJlby85OyFLs+A8rzVcedqPVl+639+3f83TrJ2rs3udddh33sWG3bgClTtFWEk7y8vBBCHAkSCje/+c1vuPnmm1m8eDE7d+5k586dLF68mFtvvZWHHnqIhoYG40tgVF+MroZ4ZksRtI6G2aZifRp4cLiJp3Kjh5t4h6XaV24iDUsFDUnpfTDxrHUTdlgK4Nvf1o7vvKO9V/6VcDn11MAWDUHM9N14/QEtWVOX7ccdB4qirQrsXztHp683Yz/++KScqz1LYSFZs2aR8+Mfk3HWWVG3ZBBCiKNZQg3FF1xwAQCXXHKJ0Yio7785w1/m1hsmvUGr83ZXavAifhBfQzFoi9S53YdvWCrecBPvsFRwuPGzxLFKcdiGYoAJE7QG5v374f33A5tonn9+2NcxFW6qqwGw6tWoTrLk5mIdPBjv1q241q0jY+pU7Tz+faewWFIWboQQortIKNy8//77yb6Ork2v3OgzUuIMN4rdrgWIOIelFIcD9BVuUxhufO0rN7GGpcKEG7Nr3aher9ED0yHcWK3azuBPPKEd6+q02y6/POxrmZkOboSbJG7q5xg7lpatW3F9/jnOyZNRbDba/I3P9uOOS/mKukII0dUlFG5OP/30ZF9Hl2ZUbvRwY3ZYSq+I+Ndyibdyw+Gu3Og9N/EMS/mZbShW9SnrVmv4Df1uvRWefloLNgBXXBGyvk0wi3+aunffvrBTs1W3O7CnVJ8+Ua8rHvZRo2h97z3UhgbaPvoIW2kpbv8ML0e7xmchhBDxS3jFvbq6Op555hljEb+RI0fy4x//mPwkN0J2CXrlRl/QzkxoUNXAsJS/N8L0Fgzhem4SaSg+jMNSRuUmRggLnikVdm2WYcPghRfgvvtg5Eh49NGIr2Xp2VOr7LS14Tt40Kjk6Lx79mi7PWdloQTPzOokxWol4+yzaVmyhLYPPqDN3wBtHzsWWxK2QBBCiO4uoYbi1atXM3ToUH7/+99z4MAB9u/fzyOPPMLQoUMpKytL9jUe9YzKTTzhxu02dhM3ZrSY3IJBTaShWK90BM8K8no79guFO58/hFn0yo1e5Yi0A/aOHdox6INcH2JSYzSh+/zXqRQURH7Qd78LGzfC4sVhG4l1itVq9NJ49cAVJHhIKtmL3NlHj8YxebL2g6piHTyYzPPOS+o5hBCiu0oo3Nx2223MnDmTbdu28eqrr7JkyRK2bt3KBRdcwK233hrXaz355JOUlpaSkZHB+PHjWblypannffTRR9hsNk444YT4f4HDTa/c6LOezAxL6VUbAL2SEm9DcSLhprAwZIVgM9WbDpUbfduAffvCB7lt27Tj4MHGTXplRG1ujhqoIjYTJ0gfbgobbnbuDHlMMimKQuY555Bz001kz55N9pVXyuwlIYRIkoQrNz/96U9D9pGy2WzcfffdrF692vTrLFq0iFtvvZV7772X8vJypkyZwvTp06nyL2QWSX19PVdeeSVnn312Ipd/+Okf1vr7ZaZyo4cbqzVQSYl3nRun03xDsT4tubBQq1KYHJpSVTV0hWLQVijWv/cHBIPPF6jcDBpk3KxkZGjr3gC+KNWbpIcb/9CYXqUJ5tm+XXtM0HUmm7VHD2wpqAwJIUR3llC4ycvLCxtAduzYQW4cMz0eeeQRrrnmGq699lqOO+44Hn30UQYMGMBTTz0V9XnXX389l112GZOOkuZLtX3lJp5wk5WF4g9Fneq5iSPcAOb7blwuY88so3KjKDBggPZ9+78n1dVaSLNaQ3tuFMVYcVjfGDMcNVXhZvdubcNRP199vXYuRcGm/y5CCCGOCgmFm0svvZRrrrmGRYsWsWPHDnbu3MmLL77Itddeyw9+8ANTr+FyuVizZg3Tpk0LuX3atGmsWrUq4vOee+45Nm/ezP3332/qPG1tbSGLCqZlYUG9cqPvYG1mWEp/jL5fE50clorVUJxguDF2BLdaA78fBIam2ocbfUiqf/9AJctPH5oyVbmJ1nMTB0uvXlooc7nwBvUIefzXae3TR4aLhBDiKJPQbKmHH34Yi8XClVdeicf/wW2327nhhhv47W9/a+o19u/fj9frpVifWeNXXFxMTYQpxJs2bWLevHmsXLkyZEgsmgULFvDLX/7S1GNTxajc6B/+8VZu9OfFu85NPFPBg3tuiCPcBA1JhQyt6OFGH4LS+Yd6gvttdJb8fLwEAkyHc6lqoKE4SZUbxWLBWlqKZ+NGPFu2GFUaz6ZNAMZeUEIIIY4ecVVumpubufHGGyktLeWFF15g1qxZfPDBB5SXl3PgwAF+//vf44xzr5oOa4uEWW8EwOv1ctlll/HLX/6SY4891vTrz58/n/r6euNrR/sP28OhfeUmznBDvOvchNtbKlq4UdVA5cZfETEbbnztm4l1kYal9MpNmD4WY1gqQuVGDdpI1JLEqdl2fb8n/47cqteLWw83I0Yk7TxCCCEOj7gqN/fffz/PP/88l19+OZmZmbzwwgv4fD5efvnluE/cs2dPrFZrhyrN3r17O1RzABobG1m9ejXl5eXcdNNNAPh8PlRVxWaz8c4773DWWWd1eJ7T6Yw7cCWbUbnRryOe2VIJVG4I3n7BTENxU1MggLWr3MQKYh2aiXWRKjcmwk2kYSmjapOTY/QhJYPt2GON/Z68tbV4a2rA5ULJycEq684IIcRRJ65PiFdffZVnnnmG73//+wBcfvnlnHrqqXi9Xqx6s6xJDoeD8ePHs2zZMr7zne8Yty9btowLL7yww+Pz8vJYt25dyG1PPvkk7733HosXL6b0SB4+0IOD3rsRT+UmMzP+FYrjbSjWh6RsNvDv8aQHMbM9Nx0qN3q40cOM7uuvteMxx3R4rVg9N/o2CZZ2i+11liU3F9vQoXi++Ya2Vavw+QO348QTZRaTEEIcheIKNzt27GDKlCnGzyeffDI2m43du3czIIEZJbfffjtXXHEFEyZMYNKkSfzlL3+hqqqKOXPmANqQ0q5du/j73/+OxWJh1KhRIc/v3bs3GRkZHW4/0hjrtuiVm1QPS0VqKFbVwBYQwYKbifVduuNsKO4QbvTwsnmzVnHSq09ffaUdhw/v8FrGQn4Rem5SFW4AnKeeiuebb3Dri1A6HDhOPjnp5xFCCJF6cYUbr9eLo93MEZvNZjQVx+vSSy+ltraWBx54gOrqakaNGsXSpUsZ5B+yqK6ujrnmzVFBH5bSh3rinC1lDEuZWKFY9fkClSKnMzAjyevVQlX7EAId+m2Cr9VsQ7Gl/ev2768Fs+Zm2LoVjj0WGhoC+01FCzetraitrYH3yy+V4cY2eDDO006j7cMPwWola+ZMY78rIYQQR5e4wo2qqlx99dUhPSytra3MmTOHbP9wBmjDV2b95Cc/4Sc/+UnY+55//vmoz/3FL37BL37xC9PnSpfOVm6UeKaCBwUgxeEIbPkA2tBUtHDj77eBQCXGdOWmfc+NxaIFmPJy+PJLLdzoVZuSkrDbIihOJ0p2NmpTE74DBzrsxJ3KcAOQcfbZOCZMALs9sJWEEEKIo05c4eaqq67qcNsPf/jDpF1Ml6VXbvRgkeCwlJmGYmOmlMUSaLrNztaahhsboXfvjk9qNw08+Fp9wdtAhDtfpGEpCA03M2dq+z3pt0dgKSrC29SEN0q4ab/BZTIla3FAIYQQ6RNXuHnuuedSdR1dmlG50QNAgrOlzFRu1OCZUrrc3EC4CSdc5cZfuVBjhZtIs6UA9GnUeqhZs0Y7nnhixNezFBXh3bHDCDLGedraUJuatMcEXacQQgjRXkIrFIs46ZUbPQDEOVsqnobikDVudLFmTEULNzGCmC9auBk3Tjt+9pl21PcdmzAh4uvpQ07tw42vttY4T/teHCGEECKYhJvDwKjc6AEgaD+miMI1FMfRcxOyZYDeKBxpz6YwDcVGg7DLFXWXbr2aogT1XBn0vb+++ELbU6q8XPs5gXDj3btXuz/csJoQQggRRMLN4aBXboIDQKzqTbhF/Hw+VK836tPCDkvpFZl2gcEQpueGjAxjWnik6o3qdhuByxIu3PTsGZgS/utfa79z375ac3EE1h49gMjhxirhRgghRAwSblJMVVVtGjYYC+QBcYWbkA0pY1Rv1HCVG70BN1K4CTcspSiBGVMR+m70qg1Wa+gwWLDzz9eOTzyhHadPD7/Wjp/FH27UpiZ8+usDPgk3QgghTJJwk2pBlRYlI0MLAhBfuLFaA1WUWOHGX7mhk+EGYvfd+IKGpCKu5Hv11aE/z54d/nH6OR0OI+B4q6uN27179gBgCbM1hxBCCBFMwk2qBfer2GyBGVPxDEspivmm4uAdwXV6uNFDTHt66GkfbkxWbsL22+jGjoWHH4bSUvjlL2HixOjXD1j79AEC4cbX2Ih66BAoilRuhBBCxCThJsVCmnEtFq2XBWJPBw+u3IDppuKQrRd0sSo3+/drx169Qm7WKzeR1roxpmZHCzcAd9wBW7bAz38e/XF+Vn91Rt/jyetfpdpSXBz6ewkhhBBhSLhJNT3c2GxaBcZsuNHv1ys9euUmxhYMcTcU+3zgn2ZNz54hdxmVm0gNxfo08FjhJk76TtyeqipUVcXj31nc1r9/Us8jhBCia5Jwk2J65cZYLVifDh4r3OjNtHrlRq9YmGwoJtywVLhwU1cXmJbu73XRxVrIz+i5SfJWBdYBA8BmQz10CN/evXi++Ua7ffDgpJ5HCCFE1yThJtWCKjdAINzEWPnXCDf+qojZVYrjni2lD0nl5XWY8WSJVbkxOywVJ8Vmw+YPMq3vv68t4Ge1Yh82LKnnEUII0TVJuEkxNUnhxnRDcbhhqWjhZt8+7dhuSApiV25SNSwFYB87FgCPf7NN+4gRob+TEEIIEYGEm1SLNCwVLdz4fIH79cqNXlUx23MTrnITPASl0ys34cJNjMqNz8xsqQTZR44MbJxpt+M8/fSkn0MIIUTXFNfGmSJ+HSo3ehCIFm6Cw0S7cGOsYxPpfOGmgusNxT4fNDSEbLMQNdzolZugxfRCzpWinhsAxWIh+6qrcH/9NdY+fYyVi4UQQohYpHKTaolUboLDhD5bSg83Jis3IQ3FTmfgvO2HpqKFm5wcgJCVgo3zqGrKem6M8zscOEaNkmAjhBAiLhJuUiyhnpvgmVIW7Y9IMRluwm6cCZH7bqKEG4s/3OBydTiv2tJirL6shyAhhBDiSCDhJtUiVW4iDPWE3BdUETHTc6Oqavh1biAQbvQ1bXRRwg0Oh9HI7Dt0KPRcjY3aebKyAr+bEEIIcQSQcJNinarcBIcbf1iJWrnxeo2G4Q7hRg8v+uwoXbRhKUUxqjdqu3Dj08NNbm7k6xFCCCHSQMJNqiXSc6MHieBeFhPDUiHNxu2HpUpKtKN/A0qDf7ft9lsv6PQhJ71SY5zL/7NFwo0QQogjjISbFEta5cbMVHD9Pru94y7d+m7a7cPN7t3a0b9ZZXt6Zab9sJSvoSHkfiGEEOJIIeEm1TozWypMuIk2FTxivw0EKjf+zSgBbQhL/zlCuNFnQrUflpLKjRBCiCOVhJtUO4w9N1HDTbjKTW1t4Pr08NNOxMqN/2ep3AghhDjSSLhJsQ4bZ5pZxE8PN8FTrM303ESaBg6BcBNcuamu1o49e3bs0fGL1FCs+oelLHl5Ea9HCCGESAcJN6l2GHtuwi7gpwvXUKyHmwhDUhC0kF+7hmKfhBshhBBHKAk3KdahcpPCnpuwm2bq9MrNvn3G4ntmwo3Fv1WDr64OVVW1a3C5AqsTB2/lIIQQQhwBJNykWrIrNz4fqh5O2ok6LNWrFyiK1kSsr20TR7ihrQ21tVW7hLo67TwZGSgZGZF/DyGEECINJNykWLIqN8E9MZGqN2F3BNfZbNC7t/b9rl3asapKO/bvH/FSFLvd2PVbPXgQAJ//aNE35BRCCCGOIBJuUi1ZlRurFaxW7YcIfTdRe24ABg/Wjlu3hh5LSyNfC4EQo1ds9HCjSLgRQghxBJJwk2IRF/FragJ/D0sH4So3xJ4ObgxLRQo3eoiJN9zofTftKzfSbyOEEOIIJOEm1SINS/l8kWc+hdt+AWJPB4/WcwOh4cbng+3bQ2+PwKjc+EON178/lTXcZptCCCFEmkm4SbGIlRuIPDQVqXITYzp41EX8IDTc1NRos6usVhgwIOrvYPHvO+X170Pl808nt+gzsIQQQogjiISbVGtfubHbtS9IONzEbCiOFW42b4aNGwO36dcWgdW/Ro63pgZfYyOq/7qtETbbFEIIIdJJwk2KdajcQOym4kR7bvxTtSNOzz7+eO34zTfw8cfa92PHRr54P0uPHtr1u924163TbuvZE0UPaUIIIcQRRMJNqrWv3EDC4SZWz03McNOnj/bl88Hf/qbdNnp09OsHFIsFq38tnNYPPgDANnBgzOcJIYQQ6SDhJsWSWrmJ1XPjDzdEW1hv/HjtuHmzdjzllMiPDWI79ljtG7db+3noUFPPE0IIIQ43CTepFm/lRlUDt8fRc6MGzb6Kumrwt78d+D4jA6ZMifELaByjRhnr7CjZ2YGwI4QQQhxhJNykkKqqgX2czIablpbA+jeRwk2Yyk1w4InYUAzw/e9ru4ADXHdd6OytKCwFBWRdfDH2E04g6/vfDw1rQgghxBFEPqFSSR+SIo7KjT4kFfw4nb8iE3a2lD4kZbdrqxlH0qMHrF8Pa9bAtGnRrr4D+/Dh2IcPj+s5QgghxOEm4SaF1KBwQ/DMomjhpqFBO2ZnB7Zb8NOHm4zemuBzxWomDlZcDOedF/txQgghxFFIhqVSyd98i8WCYgl6q4O3YGivsVE75uZ2uCtp4UYIIYTowiTcpFDYmVIAOTnaUd9mIZiEGyGEEKJTJNykkr9y02GxOz246EEmmIQbIYQQolMk3KRQxMpNtHCj99zk5XW4y5gFFS3cRJspJYQQQnQDEm5SKVWVm7Y2bZp5EKncCCGEEBoJNymUUOXGRLhBVTusUmxsminhRgghRDcn4SaVIlVuojUU68NSYcINNpsxPbx9341UboQQQgiNhJsU6lTlJlzPjaJEbCo2fpaeGyGEEN2chJtUSnLPDUSeMaW2tABgycxM8GKFEEKIrkHCTQqp4TbNhNSEG/9qx4rJvaKEEEKIrkrCTSrpKxTHU7mJ1nNDYKp3pMqNhBshhBDdnYSbFIpYudEbiuPsuYHwlRtVVQOVGxmWEkII0c1JuEklvXITaVjK5eowpTvWsBThhqVaW7Xp4UjlRgghhJBwk0JG5SbSsBR0nA4ea1hKDzf+YSgAn/693d6xSiSEEEJ0MxJuUilS5cZmMyowHYamYlRuLNnZQKCBOPh7qdoIIYQQEm5SKmLlBiI3FcfqufEHGAk3QgghRHhpDzdPPvkkpaWlZGRkMH78eFauXBnxsa+++irnnHMOvXr1Ii8vj0mTJvH2228fxquNT8RF/CB8U7HbHdgUM9KwlL9y42tqCpzHH24sEm6EEEKI9IabRYsWceutt3LvvfdSXl7OlClTmD59OlVVVWEfv2LFCs455xyWLl3KmjVrOPPMM5kxYwbl5eWH+cpNirSIH4Sv3NTVBb7Pzw/7knq4UYPDjT4NXGZKCSGEEOkNN4888gjXXHMN1157LccddxyPPvooAwYM4Kmnngr7+EcffZS7776bk046iWOOOYbf/OY3HHPMMfznP/85zFduTtTKjR5ughuK9XCTmxv+OQSqM2pzs7EzuB50ZFhKCCGESGO4cblcrFmzhmnTpoXcPm3aNFatWmXqNXw+H42NjRQVFUV8TFtbGw0NDSFfh028lZuDB7VjQUHEl9QrN3i9xjRynz8gKZGmjwshhBDdSNrCzf79+/F6vRQXF4fcXlxcTE1NjanX+H//7//R1NTEJZdcEvExCxYsID8/3/gaMGBAp647HlErN/qwU3194Da9clNYGPE1FbvdWPFY77tR/QHJIuFGCCGESH9DsaIoIT+rqtrhtnAWLlzIL37xCxYtWkTv3r0jPm7+/PnU19cbXzt27Oj0NZsWrXKjB5gDBwK36ZWbKOEGgvpu/I3EPn+4UfQmZSGEEKIbS9uKbz179sRqtXao0uzdu7dDNae9RYsWcc011/Dyyy/zrW99K+pjnU4nTv9+TIdb1MqNHmD0QBP8fZRhKdDWuvHW1aH6h6P0o1RuhBBCiDRWbhwOB+PHj2fZsmUhty9btozJkydHfN7ChQu5+uqreeGFFzj//PNTfZmdY6ZyExxuTAxLQaC3xtfQgOrxBGZLSbgRQggh0le5Abj99tu54oormDBhApMmTeIvf/kLVVVVzJkzB9CGlHbt2sXf//53QAs2V155JY899hinnHKKUfXJzMwkP8LU6XSKWrnRm6ATqdz4f1dffb1RtcFqNbZmEEIIIbqztIabSy+9lNraWh544AGqq6sZNWoUS5cuZdCgQQBUV1eHrHnz5z//GY/Hw4033siNN95o3H7VVVfx/PPPH+7Ljy3enhuTlRs93Kj19fj8z7Hk55vqVRJCCCG6urTvsviTn/yEn/zkJ2Hvax9YPvjgg9RfUJKoXm9gp+54e25ihRt/ZcdXV4fPH44sUabDCyGEEN1J2mdLdVn6pplgTN0O0YmGYiVoWMrnf44lRiASQgghugsJNyli9NsAWK0dHxDcc+Ov8BhDVDGqMHqQUQ8dwltdHXKbEEII0d1JuEkVvXJjs4XvhdHDSFsb+Gc7sW+fdoyybg+AJTMTxb9ruGfzZu22GM8RQgghugsJNymiV27CNhODtiu4XtHRqzd792o/mwgq1j59ov4shBBCdFcSblIlqHITlqKEzphqbNSqOAC9esV8edvAgcb3lt69jQ01hRBCiO5Owk2KqNGmgev0Cs3evYGqTXY2mAgq9tGjweEAwDF+fKeuVQghhOhK0j4VvKvSw40eQMLq0wc2boTqasjM1G4z2Ttjyc0l57rr8NXVYRsypJNXK4QQQnQdEm5SxUzlRu+Tqa7WenDAdLgBsPbogbVHj0SvUAghhOiSJNykiOpyAaDEqtyAFm78s5/iCTdCCCGE6EjCTYoYw1JmKzd6n03//qm9MCGEEKKLk3CTKnrlxmy40WdV+ffVEkIIIURiJNykiKnZUn37asdduwKrFEu4EUIIITpFwk2K6D03UWdLDRumHbduheZm7fug9WuEEEIIET9Z5yZVzM6Wys0Frxd279ZuO+aYw3BxQgghRNcl4SZFTDUUKwqMGBH4uaTE1OrEQgghhIhMwk2q6JWbaMNSAMGrC48bl8ILEkIIIboHCTcpopqZLQVw4YXhvxdCCCFEQqShOEVMbb8AcO658NBD2saZP/pR6i9MCCGE6OIk3KSK2cqNosDddx+GCxJCCCG6BxmWShHVbM+NEEIIIZJKwk2KmJotJYQQQoikk3CTKmaHpYQQQgiRVBJuUkSGpYQQQoj0kHCTAqqqGuvcyLCUEEIIcXhJuEkFPdgglRshhBDicJNwkwJqULiRyo0QQghxeEm4SQU93NhsKIqS3msRQgghuhkJNylgbL0gQ1JCCCHEYSfhJgXUtjYAFKczzVcihBBCdD8SblJADzdIuBFCCCEOOwk3qaBXbmRYSgghhDjsJNykgAxLCSGEEOkj4SYFjIZiCTdCCCHEYSfhJgVUGZYSQggh0kbCTQpIQ7EQQgiRPhJuUkF6boQQQoi0kXCTAtJzI4QQQqSPhJsUkJ4bIYQQIn0k3KSAVG6EEEKI9JFwkwLSUCyEEEKkj4SbVJCGYiGEECJtJNykgKxQLIQQQqSPhJskU1UVtaUFACUzM81XI4QQQnQ/Em6SzeUCVQVAychI88UIIYQQ3Y+EmyTTqzbYbCh2e3ovRgghhOiGJNwkmQxJCSGEEOkl4SbJJNwIIYQQ6SXhJsl8Em6EEEKItJJwk2RSuRFCCCHSS8JNkhnhRmZKCSGEEGkh4SbJ1OZmAJSsrDRfiRBCCNE9SbhJMvXQIQAsOTlpvhIhhBCie5Jwk2S+xkYAlNzcNF+JEEII0T1JuEkyqdwIIYQQ6SXhJsmMyo2EGyGEECItJNwkkdrWpu0tBVhkWEoIIYRIi7SHmyeffJLS0lIyMjIYP348K1eujPr45cuXM378eDIyMhgyZAh/+tOfDtOVxuarrQVAyc5GcTrTfDVCCCFE95TWcLNo0SJuvfVW7r33XsrLy5kyZQrTp0+nqqoq7OO3bt3Keeedx5QpUygvL+eee+7h5ptv5pVXXjnMVx6e98ABACw9eqT5SoQQQojuS1FVVU3XySdOnMi4ceN46qmnjNuOO+44Zs2axYIFCzo8/qc//Smvv/46X3zxhXHbnDlzqKys5OOPPzZ1zoaGBvLz86mvrycvL6/zv0SQlnfewfXxxzjGjyfzgguS+tpCCCFEdxbP53faKjcul4s1a9Ywbdq0kNunTZvGqlWrwj7n448/7vD4c889l9WrV+N2u8M+p62tjYaGhpCvVPDs2IHr888BsA4alJJzCCGEECK2tIWb/fv34/V6KS4uDrm9uLiYmpqasM+pqakJ+3iPx8P+/fvDPmfBggXk5+cbXwMGDEjOL9COtbgYJTsb64AB2I87LiXnEEIIIURsaW8oVhQl5GdVVTvcFuvx4W7XzZ8/n/r6euNrx44dnbziCNflcJBz1VVkX301is2WknMIIYQQIra0fQr37NkTq9XaoUqzd+/eDtUZXUlJSdjH22w2ekRo4nU6nTgP08wlS2HhYTmPEEIIISJLW+XG4XAwfvx4li1bFnL7smXLmDx5ctjnTJo0qcPj33nnHSZMmIDdbk/ZtQohhBDi6JHWYanbb7+dv/71rzz77LN88cUX3HbbbVRVVTFnzhxAG1K68sorjcfPmTOH7du3c/vtt/PFF1/w7LPP8swzz3DnnXem61cQQgghxBEmrc0hl156KbW1tTzwwANUV1czatQoli5dyiD/bKPq6uqQNW9KS0tZunQpt912G0888QR9+/blD3/4A9/97nfT9SsIIYQQ4giT1nVu0iGV69wIIYQQIjWOinVuhBBCCCFSQcKNEEIIIboUCTdCCCGE6FIk3AghhBCiS5FwI4QQQoguRcKNEEIIIboUCTdCCCGE6FIk3AghhBCiS5FwI4QQQoguJa3bL6SDviBzQ0NDmq9ECCGEEGbpn9tmNlboduGmsbERgAEDBqT5SoQQQggRr8bGRvLz86M+ptvtLeXz+di9eze5ubkoipLU125oaGDAgAHs2LFD9q1KgLx/nSPvX+Lkvescef86R94/c1RVpbGxkb59+2KxRO+q6XaVG4vFQv/+/VN6jry8PPkL2gny/nWOvH+Jk/euc+T96xx5/2KLVbHRSUOxEEIIIboUCTdCCCGE6FIk3CSR0+nk/vvvx+l0pvtSjkry/nWOvH+Jk/euc+T96xx5/5Kv2zUUCyGEEKJrk8qNEEIIIboUCTdCCCGE6FIk3AghhBCiS5FwI4QQQoguRcJNkjz55JOUlpaSkZHB+PHjWblyZbov6YiwYsUKZsyYQd++fVEUhX//+98h96uqyi9+8Qv69u1LZmYmZ5xxBhs2bAh5TFtbG3PnzqVnz55kZ2czc+ZMdu7ceRh/i/RYsGABJ510Erm5ufTu3ZtZs2bx1VdfhTxG3r/InnrqKcaMGWMsjDZp0iTefPNN43557+KzYMECFEXh1ltvNW6T9zCyX/ziFyiKEvJVUlJi3C/vXYqpotNefPFF1W63q08//bS6ceNG9ZZbblGzs7PV7du3p/vS0m7p0qXqvffeq77yyisqoC5ZsiTk/t/+9rdqbm6u+sorr6jr1q1TL730UrVPnz5qQ0OD8Zg5c+ao/fr1U5ctW6aWlZWpZ555pjp27FjV4/Ec5t/m8Dr33HPV5557Tl2/fr1aUVGhnn/++erAgQPVQ4cOGY+R9y+y119/Xf3vf/+rfvXVV+pXX32l3nPPPardblfXr1+vqqq8d/H47LPP1MGDB6tjxoxRb7nlFuN2eQ8ju//++9Xjjz9era6uNr727t1r3C/vXWpJuEmCk08+WZ0zZ07IbSNGjFDnzZuXpis6MrUPNz6fTy0pKVF/+9vfGre1traq+fn56p/+9CdVVVW1rq5Otdvt6osvvmg8ZteuXarFYlHfeuutw3btR4K9e/eqgLp8+XJVVeX9S0RhYaH617/+Vd67ODQ2NqrHHHOMumzZMvX00083wo28h9Hdf//96tixY8PeJ+9d6smwVCe5XC7WrFnDtGnTQm6fNm0aq1atStNVHR22bt1KTU1NyHvndDo5/fTTjfduzZo1uN3ukMf07duXUaNGdbv3t76+HoCioiJA3r94eL1eXnzxRZqampg0aZK8d3G48cYbOf/88/nWt74Vcru8h7Ft2rSJvn37Ulpayve//322bNkCyHt3OHS7jTOTbf/+/Xi9XoqLi0NuLy4upqamJk1XdXTQ359w79327duNxzgcDgoLCzs8pju9v6qqcvvtt3PaaacxatQoQN4/M9atW8ekSZNobW0lJyeHJUuWMHLkSOPDQd676F588UXKysr4/PPPO9wnf/+imzhxIn//+9859thj2bNnDw8++CCTJ09mw4YN8t4dBhJukkRRlJCfVVXtcJsIL5H3rru9vzfddBNr167lww8/7HCfvH+RDR8+nIqKCurq6njllVe46qqrWL58uXG/vHeR7dixg1tuuYV33nmHjIyMiI+T9zC86dOnG9+PHj2aSZMmMXToUP72t79xyimnAPLepZIMS3VSz549sVqtHZL03r17O6RyEUqfORDtvSspKcHlcnHw4MGIj+nq5s6dy+uvv877779P//79jdvl/YvN4XAwbNgwJkyYwIIFCxg7diyPPfaYvHcmrFmzhr179zJ+/HhsNhs2m43ly5fzhz/8AZvNZrwH8h6ak52dzejRo9m0aZP8/TsMJNx0ksPhYPz48Sxbtizk9mXLljF58uQ0XdXRobS0lJKSkpD3zuVysXz5cuO9Gz9+PHa7PeQx1dXVrF+/vsu/v6qqctNNN/Hqq6/y3nvvUVpaGnK/vH/xU1WVtrY2ee9MOPvss1m3bh0VFRXG14QJE7j88supqKhgyJAh8h7Goa2tjS+++II+ffrI37/DIR1dzF2NPhX8mWeeUTdu3KjeeuutanZ2trpt27Z0X1raNTY2quXl5Wp5ebkKqI888ohaXl5uTJP/7W9/q+bn56uvvvqqum7dOvUHP/hB2OmQ/fv3V9999121rKxMPeuss7rFdMgbbrhBzc/PVz/44IOQ6aTNzc3GY+T9i2z+/PnqihUr1K1bt6pr165V77nnHtVisajvvPOOqqry3iUieLaUqsp7GM0dd9yhfvDBB+qWLVvUTz75RL3gggvU3Nxc43NB3rvUknCTJE888YQ6aNAg1eFwqOPGjTOm63Z377//vgp0+LrqqqtUVdWmRN5///1qSUmJ6nQ61alTp6rr1q0LeY2Wlhb1pptuUouKitTMzEz1ggsuUKuqqtLw2xxe4d43QH3uueeMx8j7F9mPf/xj47/JXr16qWeffbYRbFRV3rtEtA838h5Gpq9bY7fb1b59+6oXXXSRumHDBuN+ee9SS1FVVU1PzUgIIYQQIvmk50YIIYQQXYqEGyGEEEJ0KRJuhBBCCNGlSLgRQgghRJci4UYIIYQQXYqEGyGEEEJ0KRJuhBBCCNGlSLgRQgghRJci4UYIIYQQXYqEGyHEEev666/nsssuS/dlCCGOMrL9ghDiiHDrrbeybds2/v3vfxu3HThwAKfTSXZ2dtqvRQhx9JDKjRDiiPD5559z8sknh9xWVFR02INNpGsRQhw9JNwIIdLK7XbjcDhYtWoV9957L4qiMHHiRLZt24aiKGzfvh3A+PnVV19l6tSpZGZmMn78eLZt28YHH3zAySefTFZWFmeeeSYHDhwwXn/Hjh1cfvnlFBYWUlhYyGWXXcbBgwfjuhYhxNFFwo0QIq2sVisffvghABUVFVRXV/P2229TUVFBQUEBgwYNMu4DePLJJ/nNb37Dxx9/TG1tLVdccQUPPfQQTzzxBB988AHr1q3jmWeeAeCbb75h/PjxDB06lI8//ph3332XzZs3c9ddd8V1LUKIo4st3RcghOjeLBYLu3fvpkePHowdO9a4vbKyssPPhYWFvPjii/Ts2ROAM888k/fee4+NGzcaw1cnnXQSNTU1AMyZM4cbbriBX/7yl8br3H333RHDTaRrEUIcXSTcCCHSrry8vEOYqKioCLmtoqKCmTNnGsEGoKqqih/84AchfTlVVVWcf/75bN++nf/973+sWrWK//f//p9xv9frZcCAAXFdixDi6CLhRgiRdu2DDGiVmpkzZ4b8fPfdd3d43k033WT83Nraytdff80JJ5xAZWUlRUVFfPrppx3Ol5mZGde1CCGOLhJuhBBpt27dOr7zne8YPzc0NLBt2zYjZOg/n3jiicZjtm/fzoEDB0Ju27BhA16vl7Fjx/Lhhx/S2NhInz594ppx1f5ahBBHH2koFkKknc/nY+3atezevZv6+noqKyuxWq0cf/zxgFa1sVgsjBkzxniO3nA8ePBg47bKykqGDBlCbm4uEydOJC8vjyuuuIKKigq++eYb3nrrLW655Za4rkUIcfSRcCOESLsHH3yQRYsW0a9fPx544AEqKysZMWIETqcTwPg5eDgpXG9MZWUlJ5xwAqCtkbN06VIOHjzI6aefzrhx47jnnntCwpCZaxFCHH1khWIhhBBCdClSuRFCCCFElyLhRgghhBBdioQbIYQQQnQpEm6EEEII0aVIuBFCiP/fbh3IAAAAAAzyt77HVxQBK3IDAKzIDQCwIjcAwIrcAAArcgMArMgNALASbZ9MNPyx1egAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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z5szBX/7yF1xzzTVwu90oKChAdnY2fvvb33Y7ztKlS9HQ0GB8VVdXm/rniJVRuQmZ09V/r99HRESnvvLycsiyHFZtKSsr63RbZWUl6uvrjXAza9Ys5Obm4pFHHsHevXuxdu1aLFiwAN/97nexYMEC43l33nknXnnlFbz66qvIyMhAbW0tamtr0draGtH9JSUlAACHw4Ht27cbX/peOMXFxZAkyfj83bNnD15++WU89thjWLx4MbKzs618+yxhe0Nxx3QshOg2Me/cuRP33HMP/uM//gOXXHIJampq8NBDD2Hx4sV48cUXu3yOx+OBJ7Q6cooQelLvItwg2KkfzU8ORERkj/LyckycODGsWber20pLS5GdnW305WRlZeHvf/877r33XvzhD39AYWEhbr31Vjz00ENhr683IF944YVht69YsQI33XRTr/eXlpYCAM4555yw+8855xxs3rwZJSUlEEIYU1I5OTkYN24cnn32Wdx4442xvSk2k0S0691M4vP5kJaWhtdffx1XXXWVcfu9996LsrIyrF+/vtNzFi1ahLa2Nrz++uvGbRs3bsTcuXNx6NAhFBYW9jpuY2MjsrKy0NDQYCzTs0PT//wP1GPHkH7jjXAG/6GLtjY0Bpf/ZT76KCSn7dmTiCgh2trasG/fPhQVFXW7ooeSX0//DqL5/LZtWsrtdmP69OlYs2ZN2O1r1qzBnDlzunxOS0sLZDn8kh3BE7Vtymgx66pyE/p7Tk0RERHFxtal4Pfffz/++Mc/4qWXXsKuXbtw3333oaqqytgwaOnSpbjhhhuMx19++eV46623sHz5cuzduxeffPIJ7rnnHpx99tkYMmSIXX+M2Og9NyEd+ZIsA3q1huGGiIgoJrbOe1xzzTU4duwYnnjiCdTU1GDy5MlYvXo1Ro4cCQCoqakJ2/PmpptuQlNTE/7nf/4HDzzwALKzs3HxxRf3uJPjqUqv3IQ2FOvfi0CAlRsiIqIY2d7Ucccdd+COO+7o8r6XX36502133313pw2P+hqhKIC+KVLHvRTcbqClheGGiIgoRjxbyg4hexp0VbkBwGkpIuqX+lr/JJnLrL9/hhsbGFUZSQKCDdE67nVDRP2RK1jFbmlpsflKyE76aeiODp+N0bJ9Wqo/Cl0p1XEvG4YbIuqPHA4HsrOzUVdXBwBIS0vjXl/9jKqqOHLkCNLS0uCMcysUhhs7dLFSysBwQ0T9VEFBAQAYAYf6H1mWMWLEiLiDLcONDbpbKRV2G8MNEfUzkiShsLAQeXl5YectUf/hdrs77WcXC4YbGxhVmS4qN5yWIqL+zuFwxN1zQf0bG4rt0EPlhtNSRERE8WG4sYHooeeG01JERETxYbixQZfnSgVxWoqIiCg+DDd2iKByw3BDREQUG4YbGxirpbgUnIiIyHQMNzYwgguXghMREZmO4cYOPe1zE6zmCO7xQEREFBOGGxv0tFrK2PuG4YaIiCgmDDc26HG1FCs3REREcWG4sUNPDcUMN0RERHFhuLGBEVy6OPVU4rQUERFRXBhu7BAIAOhmnxv9NlWFUBTThxZCoOWdd9D4zDMI7Ntn+usTERHZjeHGBiIYbrqq3IQdpmlB9Uaproa/tBSiuRmt779v+usTERHZjeHGDnrPTVfhxuEAJAmANX03gS+/NH6vHj4MtaHB9DGIiIjsxHBjA6Ny09W0lCRZ2lQcOHgw7Hulw/dERER9HcONHfSem64qN7CuqVgIAeXQIQCAY9gwADC+JyIiShYMNzboabUUAMsqN6K52TjWwXXaaQAA5fhxU8cgIiKyG8ONHXpYLRV2u8nhRq2v114/MxPy4MHabQw3RESUZBhuEkyoKqCq2je9TEsZvTkmUU+cAADIOTmQc3O1244fhxDC1HGIiIjsxHCTaCGBpbvKjVXnS+mVGzknB3J2trYqy+/XpquIiIiSBMNNgoX10XRXuQnebnbPjRFusrMhORyQBgzQxmlsNHUcIiIiOzHcJJpeuXE4tGXfXbGqofjkSQCAnJER9qva1GTqOERERHZiuEmwHncnDrKsoTg4/aRXbCSGGyIiSkIMN4nW0+7EOosrN3q40Ss3nJYiIqJkwnCTYD3tTqyzonIjhDAah+X0dG0cVm6IiCgJMdwkWi+7EwMhS8HNDDetrcYSdCkYbozKDcMNERElEYabBDMCSw+VGyumpYzl3ikpRrDSp6dULgUnIqIkwnCTaFFUbkydltJXSgUDDQBIaWnafS0tpo1DRERkN4abBItktZQVlRtjpVRwSgpo770RLS3cpZiIiJIGw02i6aulEt1Q3KGZGGiv3CAQMH3ZORERkV0YbhIsmn1uTG8oBiClprbf6HIZ18EjGIiIKFkw3CRaBD03Vpwt1VW4kSTJqN6o7LshIqIkwXCTYCKCTfwsqdy0tWmvnZISPhabiomIKMkw3CRaBJv4WbIUvKtpKYQ3FRMRESUDhpsEi6ZyY+q0VG+VG/bcEBFRkmC4SbRIloLrTb4JqNxwWoqIiJINw02C6aulIloKrgchM8bVKzcdw03wezUYfoiIiPo6hptEi2QpuH6fEBCKYsqwRuWm47SU/n0w/BAREfV1DDcJJiJZCh56nwnVG+H3A8GQ1F3lRjDcEBFRkmC4SbRIDs4MCTdm9N0YwUWSALc77D69ciM4LUVEREmC4SbBIqncSJLUHnDMqNyENBNLkhQ+lh5uWLkhIqIkwXCTaJGslkJ7+BFmhpsO/TYAp6WIiCj5MNwkmIjg4EwA7eHHxGmpjv02QHjlhieDExFRMmC4SbRIKzf6LsVWV27024QAfL64xyIiIrIbw02CRbJDMQBze268Xm3MLsINnE7A4dAex6kpIiJKAgw3iRZtz40Z01LBcNNxpRQQPBmcK6aIiCiJ9FI+ILPpm/L1Wrkxc5fi4HST5PF0ebeUkgLR3GxZ5abto4/g/fRTuKdNQ+oll1gyBhERkY6Vm0SzY7WUPi3VReUGsHbFlFJXB++GDYDPB9+nnyJw6JDpYxAREYViuEkgoapa4y5g9Ll0y8STwUUElRvAmmkp/44d4d9v3Wr6GERERKEYbhIppArT27SUJZWb3sKNBZWbwJ49AADn+PHa9/v2mT4GERFRKIabBAo7BNOG1VJIcLgRigKltlYbeu5cAIBaV8fGZSIishTDTSLpQUWSIMk9v/VmrpZCpJUbk0OHeuSIdmCnxwPH0KGQsrIAAMrhw6aOQ0REFIrhJpH0cNNbvw1gbuVG77nprqFYDzcmb+Kn1NQAAByFhZAkCY6CAu32YDWHiIjICgw3CWRMS/U2JQWTdyjupXKjT1cZ01cmUY8dAwA4Bg/Wfs3PB8DKDRERWYvhJpEiOBHcYObZUr1NS1kVburrAQByTo7266BBYbcTERFZgeEmgYzKTQTTUmatlhKq2h6Qegk3MDncKHq4yc0N+1U9ftzUcYiIiEIx3CRSNJUbs6alQvpouu25saByI4QwQoxRuQn+KpqazGmUJiIi6gLDTQKJKBqKJZMaio3A4nB0G6osCTetrUYlSA81UmoqEGxe5tQUERFZheEmkSI9Vwpor9zEWeHobaUUYE240cOLlJFhNEdLkgRHMOhwaoqIiKzCcJNIEZ4rBVhQuelupVTofX6/1qNjAtHUBACQMzPDbpeyswEAakODKeMQERF1ZHu4ef7551FUVISUlBRMnz4dH3/8cY+P93q9ePTRRzFy5Eh4PB6MGTMGL730UoKuNj7RNBTDrIbi3paBo0NVx6TqjRoMN1JGRtjtethRGxtNGYeIiKijCOZHrLNq1SosWbIEzz//PM4991z84Q9/wIIFC7Bz506MGDGiy+dcffXVOHz4MF588UWMHTsWdXV1CJiwF0xCRNFQLJl1cGYk4cbp1AKXokB4vcYp4fEwKjfdhBvBcENERBaxNdw8++yzuPnmm3HLLbcAAJ577jm8//77WL58OZYtW9bp8e+99x7Wr1+PvXv3Ije4rHjUqFGJvOS4RNNQbFrlJoKeG0ALP6KlxbS+m+4qNxIrN0REZDHbpqV8Ph+Ki4sxf/78sNvnz5+PTZs2dfmcd955BzNmzMAvf/lLDB06FOPHj8eDDz6I1h7ORPJ6vWhsbAz7sk0UDcVm99z0VLkJvd+scNNb5YbhhoiIrGJb5ebo0aNQFAX5wS35dfn5+ajt5uyhvXv3YuPGjUhJScHbb7+No0eP4o477sDx48e77btZtmwZfvazn5l+/TGJoqHYtNVSeljppXJj9hEMvfXciKYmCCEgSZIp4xEREelsbyju+OHW0weeqqqQJAl/+ctfcPbZZ+Ob3/wmnn32Wbz88svdVm+WLl2KhoYG46u6utr0P0Ok9IZiyYZ9bk6Vyo0RdhQFoqXFlLGIiIhC2RZuBg0aBIfD0alKU1dX16maoyssLMTQoUORlZVl3HbaaadBCIEDBw50+RyPx4PMzMywL9vEciq4osS3PFvvuYkw3JixWkoEAtomfuii58bhgDRggPY4LgcnIiIL2BZu3G43pk+fjjVr1oTdvmbNGsyZM6fL55x77rk4dOgQTp48adz25ZdfQpZlDBs2zNLrNYOIZp8bfbUUYPTqxDRmFA3FgDmVG6H//TgckII7EoeNFQw8asjfIxERkVlsnZa6//778cc//hEvvfQSdu3ahfvuuw9VVVVYvHgxAG1K6YYbbjAef91112HgwIH4wQ9+gJ07d2LDhg146KGH8MMf/hCpJixftlw0OxSHPCaevhvjuaFhqQtmhhs9tEgDBnQ5xSinp2tjWRhuhBCWvTYREZ3abF0Kfs011+DYsWN44oknUFNTg8mTJ2P16tUYOXIkAKCmpgZVVVXG4wcMGIA1a9bg7rvvxowZMzBw4EBcffXVePLJJ+36I0QlqrOlZBmQZUBV4+u7saNyE+yl0UNMp7GC01Jqc3PcY3XFV1yM1vffhyMvD2nXXQc5Lc2ScYiI6NRka7gBgDvuuAN33HFHl/e9/PLLnW6bOHFip6msPiOayg2gVW98vrj2utErN1IvlRszV0uJYGiRugkVVlZu1Pp6tK5eDagqlIMH0bZmDdKuvNL0cYiI6NRl+2qpfiWahmKYs0ux3nPT21Jwo3KjPz4OeuWmu3BjNBRbULnxFRdr1a7ge+zfuhUqV2UREfUrDDcJJGKp3CDOXYqjnJYyY7WU2lu4CVZuzG4oFkLAv2sXACB14ULI+fmAqiLw5ZemjkNERKc2hptEimYTP5iz102k01JW9Nx0Oy1lUeVGra+Hevw4IMtwjRsH18SJAAB/RYWp4xAR0amN4SaBojoVHDBll+Kop6XMbCjupXJjds+NEtzryDFkCCSPB86iIu32qiquniIi6kcYbhIpilPBwx4Xz7SUnZWbXlZLiba2uA8GDaUcPAgAcAwdqv06ZAggyxAnT0KcOGHaOEREdGpjuEmgqE4FB9p7bmKs3AhF0Zpr0XvPjbFaqq0tprHCxu1ltZSUmqotc4e5U1Mdw43kcsFRWAgACHSzgzURESUfhptEirKh2Ki2xFrdCF35FGHlBj5f3FM4vTYUS1J7U7FJ4UaoKpTDhwEEKzZBerhRg/cREVHyY7hJpCgbiuNdLWX028hyr4d1hp09FcdycKEoxoqr7sINYH7fjWho0N5fhwNyTo5xu5yXBwBG8CEiouTHcJNA0ZwKDoRUeGKdltL7bXqbkgK0IBU8KiGevW6Mk74lSZt+6obZK6aUo0e11x04UNvdOcgRPIRVqaszZRwiIjr1MdwkUoIrN4hwpRSgTRWZsUux0UycmtrluVLGeHrlxqRwox45AgBwDBoUdrsjWLkRjY3GSeVERJTcGG4SKNqG4nh7biI+ekEfz8xw081KKWOsYFXHrN2DjcpNh3AjpaRAysrSHhMMQERElNwYbhIp1h2KY52WiqJyA4RMX8URbtReVkoZY+mVG5OqKaoebgYP7nSfY+BA7THHjpkyFhERndoYbhJECGGEm4TtUGxn5aaXcKNv8CdMqtyox48DaA8yYWPl5oY9hoiIkpvtp4L3G3qwQeQNxcYOxXGuloqooRgmhZvgPjlSSkrPY+nhxoSeG+H3G68jZ2d3ul8OBh7FospNoLoabe+/D0gSUhYsgDNkKToRESUeKzeJEhJuElW5MaalIqzcwISTwfVppojDjQmVG7WhQfuNxwN0Ma6VlRv15Em0rFwJ5eBBKAcOoOUvf+Ep5ERENmO4SZCw6kuCdihGNEvBQx5nSuWmh2XgQHu4MSMIqMGjFeTs7C5XaOmVG/X4cdPPmPJu2gTR2gp50CDIubkQLS3wbtxo6hhERBSdiMON3+/Hww8/jLFjx+Lss8/GihUrwu4/fPgwHJF+aPdHISuleloiHSru1VL6tFSUPTfxNBRHOy0Fr7f9QNEYGeEmuCqqIzk7W9vDx++HaGqKa6xQIhCAr6QEAJAybx5S5s8HAPjLykw9M4uIiKITcbj5z//8T/z5z3/G4sWLMX/+fNx333247bbbwh7Dk5e7F/WJ4Gifloq550av+CSy50afluqtcpOa2r5pYJzVGxFSuelyrJBdi81cMRXYtw/weiENGADnuHFwjhsHKSMDorUVgYoK08YhIqLoRBxu/vKXv+CPf/wjHnzwQTz55JMoLi7GRx99hB/84AdGqIm0ItEvRXkiOID2XplYp6VirNzE1XMTaeUmZAfjeMON2ku4AdAebkw8Hdy/axcAwDVxovbnkWW4Jk3S7vvyS9PGISKi6EQcbg4ePIjJkycb348ZMwbr1q3D5s2bsWjRIihxTi0kvWhPBId5lZtIe26QwJ4bwLymYr2huMdwE5yyMjPcBPbtAwA4J0wwbnONG6fd99VXrGQSEdkk4nBTUFCAPXv2hN02ZMgQrF27Fp9//jluvPFG0y8umYhoN/AD2ldVxbuJXyL3uYlwtRRgYrjppecGAKRg8DFWVsVJbWzUpsMkCc7hw43bHSNHAm43xMmTPImciMgmEYebiy++GK+++mqn2/WAs3//fjOvK/lEe64U2qeTYm5OjXa1VJwNxUJV26fCoqjcxLNiSgQCxsniUk+VGz3cmFS5CVRWaq9bUBB2orrkcBhhJ1BVZcpYREQUnYg/aX/605/iiy++6PK+oUOHYsOGDfjggw9Mu7BkE0tDMUza5ybqTfxi7LnRp6RCX6snZuxSbKx+cjp7PoXc5HCjBIOLc8SITvc5RoxAYM8e7TFnn23KeEREFLmIw83IkSMxcuTIbu8vLCzk1FRPYmgoNio3sU5L6c9L0LSUcU6U2x3RLsxmTEupjY0AADkjo8eGdj3ciMZGCFWFJMe3xZNy6BAAhE1J6ZzDh8MLrXIjhDC90T5w6BDa3nsPalMT3GedBc/cuWzmJyIKwU38EiTaE8EBhFVuYmpOjbJyE29DcaQrpXSmhJtg5UbKyOh5rAEDtPdeCIhgIIqVUFUowX4aubCw0/2OoUMBWYZoaoIwqcdHpxw/juY//xlKdTXEiRPwfvQRvGvXmjoGEVFfx3CTKDE0FIc9NobVaDFv4uf3a/0z0Y4X4R43xngmTkvJmZk9jyVJpq2YUo8d0/4+3G5jiXnYWG435Px8AO0VHrO0/fOfgNcLx7BhSPn61wEA3o0bodTUmDoOEVFfxnCTKDE0FIdNJ8UwNRXrJn4AjKpPVONFW7lJTwcQX0OxUbkZMKDXx5rVd6PU1gIAHPn53U4HOYIVHTNDR+DQIQS++gqQZaQuXAjPueca++q0rVtn2jhERH0dw02CGEvBo5mWkuX2XXyjbCoWQkS/iZ/TqY2J2KambKncBFdKyb1MSwGAZFLlJjTcdMeKcOP7978BAK7Jk+EInpfluegiAEDgyy+hWHAwKBFRXxRFGSGcz+dDXV0d1A7TFyO6WD1CiG0puCRpj/f7o18xpSiAvnN0pD030Ko3orU1tnATZeUmdLVUrI23kfbcACGVmzj7YFQ93BQUdPuY0HBjRlOx8Png37EDAOCeObN9nIED4Rw7FoGvvoK/pASO4FQVEVF/FnXlpqKiAnPnzkVqaipGjhyJoqIiFBUVYdSoUSgqKrLiGpNCTA3FCNmlOMppqbDHRxFuEMeKqVgbihEIxL5RYchqqd6YNi2lNxP3FG7y8wFJ0oJbnA3MgLbjMQIBSNnZWsNyCPe0aQAAX3m5ZbsiK0eOwL9zp6k7PBMRWSXqys1NN90Ep9OJd999F4WFhVyCGqlYdigGtL6b1tboN/LTe2YcjqiWPUseDwRi2+smmt2JAWh/NqdTWw3W0hJVhQnQpt5iqtzE8QEtWlshmpsBAI7Bg7t9nOR0Qs7Lg3r4MJSamh53T46EcY7Vaad1+m/OOX484PFAnDwJpbq6y713YiVUFW3//Cd8W7YYt3nmzoXnoov43z4RnbKiDjdlZWUoLi7GxIkTrbiepBVP5UYAUVc2ol0pZYwXxy7F0ZwrBQQPz0xLg2hshNrS0uPZUF3y+Yz3JZrKTTx73SjBU8WljIxew5ijsNAIN644/nsRqmocxOk6/fRO90sOB1wTJsC/dSv8u3aZGm7a1qwxgo08eDDUI0fg/fhjwOFAygUXmDYOEZGZov6/++mnn46jR49acS3JLZ7KDWJoKI5ypZROimOvm2inpYD4mor1qg08noiqPtKAAVrDtKq272wc7ZjBf/vyoEG9PlbvydEbkGOl1tZqQS4lpdOUlE4PT/5du0ybmgrs3w/fp58CAFK//W1k3HEHUi69FADgXb8egepqU8YhIjJb1OHm6aefxsMPP4x169bh2LFjaGxsDPuibsTZcxN1Q3GclZtErJYCQpqKg1M9UY2n73ETQdUGACRZhhTcDyfWpmI93OirlXpiVrjRz6hyDh/e7VSQc+xYwOmEaGiAWlcX13iANuXXGjxOxT19OtyTJwMAPDNmwDVlCiAEWlevtvTkc56qTkSxinpa6uvB1Rhf+9rXwm7XV4QoMWw21x8YZ0tFW7mJt6E4yspNIhuKAXMqN5H02+jk7GwoJ05ofTcxTN/o01LRVG6MaTe9gTpKerhx9HC9kssFZ1ERAhUVCHz1VY/L1CMac/duqDU1gMdjLDfXpVxyCfxffAG1thb+7dvhPuOMuMbqyP/FF/Bu2AClthZSejrcU6dqR0xEcF4ZEREQQ7j56KOPrLiO5BfD2VJASOUl1spNrNNS8TQUR1G5iSfcRLNSSidnZ0NB/JWbSMKN5PFAzsmBWl8PtbYW8ujRUY8nhOjxkM5QzjFjEKiogH/PHnjOPTfqsUJ5P/sMgFapkYObLerktDR4zj1XO/phwwa4Jk82pblYCAHv2rXwbtzYftvJk/B+8gn8FRVIv/76XneiJiICYgg3F7CJMCYxnQoOxF65SXBDsVBV4zmxVG5i2aVYjXJaCkBcRzAIVYUa3CgvkmkpQFsurtbXQ6mthTOGcKPW12tTdg4HHEOG9PhY59ixAAClshLC54s62OqU2loo+/cDkhS2p04oz6xZ8G7aBPXoUQQqKuAaPz6msUL5Pv3UCDbuOXPgmTEDSm0tWlevhlpXh+ZXXsGAH/wgqvAcKaGfOSbLkAYM4Eowoj4upk38Tpw4gRdffBG7du2CJEk4/fTT8cMf/hBZcS53TWoJrtzE3FCsT0tFW7kJCUNRhZtgVSCmaang7sRRTUsF/43GcqClWl8PqCrgdBq7HffGUVCAwK5dMffdKJWV2usMGdLrvx05NxdSdjbEiRMI7N8fc+DwlZQA0FZmdbeEXfJ44J42Db7Nm+HdvDnucBM4dAhtH34IAEiZNw+eOXMAAHJODhyFhTj50ktQjxxBy9tvI+3aa00LH6KtDW0ffwx/SUn7tGpWFjwzZsA9a1bUPxwQ0akh6obiLVu2YMyYMfjVr36F48eP4+jRo3j22WcxZswYlAT/p0idxboU3KjcnOINxfoHA5zOqAKcHM+0VCyVmzj2ulH1fpuBAyP+cI23qTgQ4ZQUoC2tdwWrN4GvvoppPKGqxk7IrjPP7PGxnlmzAFmGsn9/XMdMCFVF69//DqgqnKedBvfs2WH3y9nZSL/uOsDhQKCiwjiGIl7KoUNo+v3v4du0Sfv3GzzuRDQ0oO1f/8LJF16AYkJzdldEWxsCBw4gUFUFtbGRzdNEJou6cnPffffhiiuuwAsvvABn8EMsEAjglltuwZIlS7BhwwbTLzIpxLgU3Hh8jA3FUf/kGWu4iaHfBgjpuYlhtVSsDcWA1nMT7bEIxkqpCPptdPoxDOrRoxB+f9R/H0pwuXVPzcShnGPHwrdlS8zhJrB3r7ahYloanL3sOC5nZcE1aRL827bB+9lnSFu4MKYx/Vu3aiu8UlKQetllXf6dOAoKkDJvHtreew9tH34I57hxcOTmxjQeoIXG5ldfBbxeyDk5SLnkEjjHjQMUBf4dO9D2r39BPXIEJ196CenXXgvnyJExj6UTQiDw5ZfwfvYZlH37wu6Tc3LgOusseGbOjKryGcs1cMqN+oOow82WLVvCgg0AOJ1OPPzww5gxY4apF5dUYjkVPOTxUe9zo08rJWifm1hWSgGxNxQLIWKq3OhLwREIQDQ3R3SauE7Rm4kj7LcBtL11pLQ0iJYWKHV1cHazT01X1OZmo1rkHD48ouc4R40CZFnr8zl2LOLeIJ1/2zYAgGvSpIgOeXXPmgX/tm3wb9sG9etfhxzF+wloIbwtuEgh5bzzelxR5j77bPh374aybx9a330X6YsWxfRBrRw9agQbx8iRSL/22vZeM1mG+8wz4Rw3Di2vvw6lshLNr7yCtKuvhmvcuKjH0qmNjWj9+98R2LvXuE3KzITkcEA9cQJqfT28a9fCt3kzPBddBPeMGfGfR6aqUPbvh3/nTgQOHND+LQUCkFJSIA8cCMfIkXBNnAjHsGGmBx4RCEBtbNR+qJNlyAMGcLUbJVTU4SYzMxNVVVWddiiurq5GRhQfMv1NrA3Fxk/60Z69FGPlJuaG4lgrN3rPTWtrdLsGt7W1V8Oi+ECVHA5IGRkQTU1QGxqi+jBWo1gGbownSXAUFiKwZw+Umpqowo2+SkrOy4t812ePB46RI6Hs26ctCY8i3Ai/H/4vvgAAuCJc3u0cOhSO4cOhVFfD9/nnSOmwbLw3vn//G6KxEVJmJtxnn93jYyVJQupll+Hk8uVQ9u2Dv6wM7rPOimo80dqKlpUrtWAzfDjSr7++y/9G5PR0pF9/PVrefBOB3bvR8tprSPvOd+A67bSoxgO0zRBb3njDaAx3z5oFz8yZ7Ttm+3zw79oF78aNUI8eRdvq1fDv2IG0K6+EnJMT9XhCVeHfvh3e9euNBviw+9vaoBw8COXgQfg2bYI8aBDc06bBNXVqzNsVCFWFUlkJ/65dCOzZo/WndZhqk9LT4Qj+e3GNHQs5Pz+uUCUUBWpdHZTaWm1q7+RJ7YdASYLkckHOyICUlQXH4MGQBw2KfgPV7sYNbgJqhDdAGzM1FVJamvZrtO0HkY4tRPuByDHssN6fSCLKyd577rkHb7/9Np555hnMmTMHkiRh48aNeOihh/Dtb38bzz33nEWXao7GxkZkZWWhoaEBmSYuK/U2erH+5+u7vX9KWilS5TbsbJmEJjXycYe4DmK4pwp1/sHY5x0b8fNGeyow2HUUVd4RqPFH/oGaKjdjStpW+FUnSlq6XinTlcHOwxidshf1gRx82RbNUQMCswZou+AWn5yBACILY6lSC6aklyMgHChu7vlDsaPTU7cjw9GEitbxOK5E/uE/LW0LXLIf21rOQIsaeSga7q7EEPchHPbnY7838hVTI9z7Ueiuifp5ha6DGOGpwolANna3Rf5hnOs8inEpFWhTPShvOQtAZB88uY5jGJf6JfyqE6Ut0yEibOVzwI8z00vhlBTsaRuDo4G8iJ5X4DqEkZ5KBIQDW1vOhF9EWp0UmJiyC1nOBnhVN7a3noFAL8+VoGKM5ysMdB2DEMAe7zgcC0QabgUKXDUY4a6EJAHNShoq2sbDK7oLqgL5rloMd1fBIalQhIwDvuGo9Rcisr8LgVznMQxzH0CqrP2wERAOHAsMREMgBy1qGhTIcEkBpMnNyHacQI7zOBySCgBQhYRjgYGo8xfgpDqg1zElqMhynECu8ziynfVwSeHVZUXIUCFDhoBD6rz/mU91oUHJxgklGyeVDPhET5UdgRSpDemOkxggn0S64yTS5WbIUmQfX0IArWoqWtQ0tKmpaFXT0Kqmwis8UCGH/VllKHBLPrhlH9ySFx7ZC4+kfbllL9ySr9dx/cIJv+qCX7jhFy74RPvv9V+FAGRJQIIKpxSASwrAKfnhkvzBX0O/D8DZ4T1UhQRFOKDAAUU4ERAOKAj+KpwICCcUOLRfhSP4JxSQJBH8OwnAAQWO4Gtrv1cgSyq0vzkVcnBMAQlCSNCeKQX/bh1QhQwFMlThgAoZSvBXVTggpaZg6n98N6K/n0hF8/kddZR95plnIEkSbrjhBgSCUyUulwu33347nnrqqdiuOAn4W/zY/Mzmbu8/bQmQmg1s/csO1B6M/HXPOgcY/g3g+BdHsPnNIxE/L/dqYPDpwFcfVmHr51URPy8zG5iyBJCUQI9/no6mnwuMngfU7KjH5rcjfx4ATHkYSE0DdvxpC45H+EccVgRMuRFoOKpg8++iGy/rW8DEKUDtx1+ieFNkz/GkALMe0X6/4blt8EexmOzYZGDIdwC19jA2v3g44ueNvBXAUKDkncPYvS3y5w3MAxbdAQwQJ/Dv5zZDiXBG8/LvAZgIbN3oxea1n0Y8niQDP7gXyMwK4MSHn2FnWWTPmzsfcM4BjhwG3v39HgixJ+LxvncLkD9EQWZVMd5dFdl4F3wDyDoH8PuAN17y4UhtcUTP2ywB864ETj8TGOOpwN73Knr9M7rcwNevAEZqGztjZzmw9t0WBPy9PBFAZg4w7wpgeJGKkZ5KpB6vxEf/B9Qc6OYJEjB2InDOhcCg4N6Nba1A8Sag7DMFfl8dgK4bo90eYMJk4IwZQF6hwGDXUQx2HcWRw8CucuBgJXDimFbIdbmA7FwgfwgwahwwYkz4rHdLM7B3N7DnC+DwIaDlpApANd6PQXlAwTDtv93hRYDb7cdg+QgGu7T/6JsageN12q9+vxY3UtOBjCzt33RXs1reNm2shuNAczMQ8AGSpP250jO1/58NygNSUoE0RyvSHK2dXkNRAJ9X6yeXHcaJNz1SFOBkY7DbQGjPS0nVviQJcEkBuBwBAJ3HM4ssCchSAC4EAES/6arVWprt7e2KunKja2lpwZ49eyCEwNixY5EWYzkz0Syr3DR5seHn3TdTn5n6OdyyH9tap6JVTe/2cR0NdtaiyLMXxwO5+MobeUVkvGcnsp0nsNc7NuKfiAHtp+np6Z8DAD5vPifin8KHuSoxxH0Qtf5CVPl6bkTt6IzUEqTKbdjVOglNamRLrAc6jmBMSgUalUx80TY5qvH0az3sL0ClL7KKSLrchEmp2+BTXShrjbyiBQApUgumpJVBETKKW2Yhkp/CZSiYnvYZJAkoa5ney0+1HQlMTS2GR/Zhd9tpaFB6n9pwIICz0j6HLAlsazkTrSK6/54LXAcxwl2JFiUN29umorc/o1tqw5TUUsiSiPgaQ6XJzTg9ZStkSWCvdwyOBnrekXmQ8zBGe7TwVNE2AfVRVOw0AqPce5Hn0kLmfu9o1AUKunxkitSCsSm7kSa3QhUSqnyjgo+N5n/2AoOcdRjhroQzWBFpVDJxLDAIzeoAqMIBl+RDpqMBA51HkCJrH24B4UCtfwgO+wuhRPWzq0C6fBJ5zsPIdR41qjm98apu1CsDUR/IDVakI/szSlAxQG5CtqMemY4GpMnN6G2GShEyWtR0NKsD0KwMQLM6AG0iJYIxBVySD2lyM1LlVqRKLdqvcmuXFSV9LJ/wwCfc8Kop8AoPfKoHXqF9adXCrsYVcEKrtrgkP1yyDy7JD7fkC97mM+4DtOqLgISAcCIAF/zChYDQf3WG/N4FBQ4IEVJhklQ4EIBD0iouDgQrMFIAzuDtTilgVGi0q5OCVRgZATiClR+tsqMIZ1gVRg1W3gAJElTtmZL2CjIUOKT26o4MVav6hHwPlxtF/3FbL3830bG0cqNLS0vDGSZvu96XeTI8mPfLed3e3/h0CUSbH7MfPC+q1Ta+sjK0/n0v8ibkoOj73b9+RydXHIBSdQKTrz8TrkmTIn6eUBQ0PqmFm4t/dj7kCHs9Wt99F77igxj59fGYcOGFEY8HACdfqoZSXY3pN06KuKfBu2kT2tZUYOCZIzHvW5G/LwDgKy5G67sHMXRSJsZfG9lzfVu3ovXtbUgtGoJ5N0U3nlBVND61Aw6/Hxc/PC2iv//Avn1o/vNnkDIzccFjl0U1HgC0vNMGf2kpzrggE6nf6P16fSUlaP2HgJyXh/NuvzLq8URrKxp/9SukoQUX3T6u15VWLW+/Df9WAceoUZh5w3dj6r3wfjIYbR9+iNEDqjDlR9/o9n0NVFWh+U+fAirgueACzIjy36dOCIG2996D79//xijPXoyblgrPxRcbq7bUkyfh++wzeDdtBVQVUkYGMr7zHUyN45R2tbkZbf/6F/zl5chEIzId3Zzf5/HAM2sWMs85BwNTUxH5f/GdidZW+LZuRWDvXijV1UY/HaAtGJALCuAcNQqu8eORWVCAPDN2p/b5oNTUaLt5N+qlG62PRc7KgjxwIOTBg5FrYp+JEALw+7V+P69WupEcDq1vhs3PfV5E4eZb3/oWXn75ZWRmZuJb3/pWj4996623TLmwZKM3FEfdaBbjqeCIdRM/h0NboRUIaLXoCMONiGF3YmNMfZfiKJaDGxv4Rbk6B4CxAV80e93ojZlyDMuPJVmGIz8fyoEDUGpqIgs3wc37ItnfpiuucePgLy2NeEm4L7hKKtZzoqTUVLinToVvyxZ4P/usx3CjHDoE/9atAICUr3895qZS9+zZ8FdUQKmsRMurryL9hz/s1CAeOHhQWxkV3EPHE8cO65IkIeUb34CUlgbv+vXw79gB/44dWtOvLBsN5wDgHDcOqVdcEfXqsY7k9HSkXXEF1AsvhK+sTGvWPX4cwueDnJ4Ox5AhcI4bB9fpp5u24aCUmgrPrFnaPkbQGs2F16utpHS5LFlKLrnd2nJ7E5bcRzymJAFud8w7edOpLaJwk5WVZfyDzszM5D4JsYhxKXisp4LHvM8NtBU3IhCIajl4rEvBgdiWg4tguInlwyN0I79I9/3QP7iiXVqtcxQUaOGmthaIIEBEu79NR86iIuMDV62v73HVjdrYqB23AMA1ObopvlDuWbO0PXZ274Zy9GiXIU4IgdY1a7SxzjgjqtVjHUmyjLTvfAcnX3wRan09mlesQNp3vwtHQQGEEPBv3YrW//s/wO+HY+RIpF11Vdz/75IkCSkXXADX+PFo++gjBCoqtJVBQY6hQ+E57zw4J0ww9f+TcmYmUs4/Hzj/fNNeM1KSy8WdmqnPieiTdsWKFcbvX375ZauuJWkJVW1fFhnjUvCYTwWPJdy43RDNzQkLN7HsUmxs4BdLuNGPFPD5tCXlEVSnQncnjoW+U7EawU7FQlURCIabWCs3UkqKtkS7shL+igp4elhmre9I7Bg+3Ah+sXAMGgTnhAkI7N6Ntg8+0HYV7jjWtm1akHI4kHLxxTGPpZMHDED697+P5v/v/4N6/DhO/uEPkAsLtamGYGXOOXo00q6+2tQPaEdhIdKvuw5qS4u2AaGqQh48OKo9l4jIOlFPYF588cU40UU5v7GxEReb8D+rpBRSdYl6r4UYKzexHr8AIKZdio19bhJduYnhw0RyuYz9dSI5HVwIASXOcCOHHMPQWw+/WlurTSt6PJDzIm8G78g1YQKA9vDSHWPjvjiqNrqUefMAWdZOJ9+5M+w+taEBbf/8JwDAc/75cQWpUI6BAzHg1lvhOv10bZyaGi3YuN3wXHQR0q6/3rIeCjktDc5Ro+AcPZrBhugUEnVD8bp16+Dr4lDFtrY2fPzxx6ZcVLIxNvADYp6WirVyE8t8ciznS8U1LRXD4Znx9NwAWvVGaW6GeuKEUVXpjmhuNsJiLJuqAYAjL087t6ilBaKpqX2n5C6EnicVz9SGa9IktH3wAZSqKm3Dwi4OwVRqa7VzoWQ5qsbz7jgGDoRnzhx4N25EyzvvYEBuLhwFBVCbm9G8ciVEWxschYXwnHtu3GOFktPTkfbd70JtaND+PC4XnMOHs5+CqJ+K+JN2a7ABEAB27tyJ2pDyuqIoeO+99zA0jvnzpKZXXSQp+l0lYzgVXAjR/vgYe24AGB/oEY1pQs+NGmG4EX6/Np2E2HpuAEDKzgYOHYqoqVifkpKys2Pe5VRyuSAPGgT1yBEotbWQewo3cTYT6+TMTG234spK+Ldv7zJQ+LZsAQC4TjsNcnrkWxT0xHPhhQhUVUGpqsLJl16Ca/x4BCorIU6ehJSerk0RWbSDq5yV1e1J5kTUf0T8f+ozzzwTkiRBkqQup59SU1Px29/+1tSLSxoxHr0AhFRuopmWCqnyxNpQDEReuRGBQPtRCPFMS0W4Wsp4nMMBxHjIoP4BGMm0VLzNxDpHQYERblzjx3f5GCEElGC4cZiwcsQ1eTKUykr4SkvhDu4obozV1ta+Smr69LjH0kkOB9KvvRbNf/2rdkxCcFpMzs1F2ve+Z9p0FBFRdyION/v27YMQAqNHj8a///1vDB482LjP7XYjLy8PDot+GuvrRKyHZgLtlRe/P+KVPWFTWDE2FANRhJtgFQVA19uI9iLahuLQZuJYp21CV0z1Ol4cy8BDOQoKtIbaHpqK1SNHtP4llwuOIUPiGg/Qlna3ffgh1GPHEKioCAtV3n//G/D5IA8eDMeoUXGPFUpKSUH6okXGmVpyTg5cEyeadr4PEVFPIv4/zcjgT5GqGtnOlRQi1j1u0KEBWVEiC0j6dJLTGduHf7SVm5Bm4ljG03tuEAhA+Hy99knE00ysi6ZyE28zsS6SFVP6lJRj2DBTpm4kjwfuadPg27wZ3g0b4Bw3DpIkQW1uhnezdmyFZ+5ca/YukSS4xo6Fa2zkZ6IREZkh5h+jdu7ciaqqqk7NxVdccUXcF5Vs4qrchD4nEIjoNeJpJgZimJbSKzcxThHB5dKmmBQFoqWl1+uOt5kYaK/ciCh6buINN3JhofZ69fVQT57ssl9In5JymriZmWf2bPiKi7VToDdvhvucc9D6j38AbW2Q8/NNaSQmIjqVRP1pu3fvXlx11VXYtm0bJEkylrXqP/kpStdndfRrcVRuQvt0hN8fUU9LPHvcACGhKMKG4niaiQHt346UlgbR1AS1paXXngwRnJaKZ/dXI9y0tvZYLRJCGNNS8fbcyKmpkPPzoR4+jMD+/XB3WHotVBWBvXsBAE4Tp4nkjAykfO1raPvnP9G2Zg28n36qvYcOB9KuvDL6JnciolNc1P9Xu/fee1FUVITDhw8jLS0NO3bswIYNGzBjxgysW7fOgktMAnFUbiRJin7FVDx73CD2yk2s4QaIbjm4GZUbyeMxKk099d2IEye0cOpwGMc2xEM/liCwb1+n+5SDB7UpPo8HjuHD4x4rlHvmTLjnzAEQDIduN9K+8x04gtUkIqJkEvWn7ebNm7F27VoMHjwYsixDlmWcd955WLZsGe655x6UlpZacZ19WsznSgVJTqd2vkuE4cauaSkpwnOouiKnpUFFZOEmnqMXwsbMzoZaWwu1vl7bh6YLypEj2mMHDTKlwuEsKoLv00+hdBFu9HOgXGPHml5NkSQJqfPmwX3WWVCPHYNj2DDTln4TEZ1qov4/qKIoGBD8UBk0aBAOHToEQGs43r17t7lXlyzi6bkBwlZMRSLeaSmjoTjaaak4doGNZjm4UbmJc0dY/ewj9ejR7seqq9MeG7I6MB7OkSO1M5/q66F0GNf/xRfaYyxswHUMGgTXhAkMNkSU1KION5MnTzY29Js1axZ++ctf4pNPPsETTzyB0aNHm36ByUDEsc8NEMNeN3EcmgnYNC0VxXJwM3pugPYGYSXkNOeOjMqNSeFG8njgHDMGAODfvr19nNpaLUg5HMaxCUREFJuow83/+3//z1gO/uSTT6KyshJz587F6tWr8Zvf/Mb0C0wKwVAS8x4fUR7BYFRcYp2W0p9nQ7jpbZdioapGdSeenhtAm2oCeqncBMONWZUbAMbqJP+2bUZDvq+sDADgHD8+ruk9IiKKoefmkksuMX4/evRo7Ny5E8ePH0dOTo4le2UkhXgrN9E2FJtYuYlo48AEVm5ES4txwnq84aa3aSkhhDF1ZFblBgBcEyei1eOBevw4Al98AceIEfCVlAAA3NOmmTYOEVF/ZUrXYm5uLoNND4RZlZtoG4rjDDdQ1fZg1tN4ZjQU66uleum50ZuJpbS0uJtu9Wkp0draZcVInDihBUWHI+7diUNJHg88M2cCAFrfew8tf/0r4PfDUVhoTFkREVHsIvq0/da3vhXxC7711lsxX0zSMqtyE+20VKwNxSHTWcLr7TWUmTItFazC6EcrdMc4eqGHgycjHtPlgpSVBdHQAPXoUcgdDqpUgs3E8sCBpq9e8px3Hvw7d0I9fhxKYyPgcCD1ssv4QwIRkQkiCjdZPGU3LkbFJdbt9BPdUCzLWjDy+7Wm4l5W1pgRbvSjFMTJkz1OhYnGRu3xJoQbQJuaCjQ0aL01HcNNcCWgFXvBSB4P0m+4AW0ffQTR2grPueeacpYUERFFGG5WrFhh2QU8//zz+K//+i/U1NRg0qRJeO655zB37txen/fJJ5/gggsuwOTJk1EWbMY8Zen73MQ4LWU8L8ql4LHucwNoH77C74+oqdjMyg0CAW3Mbl5L1cNNnMvAdXJeHrBnT5eHWSo1NQCsCTeAdr5V2sKFlrw2EVF/Zuu+66tWrcKSJUvw6KOPorS0FHPnzsWCBQtQVVXV4/MaGhpwww034Gtf+1qCrjQ+ia7cxL3PDUKainvZ60YIYU64cbmM/XV6mprSw40Z01JAe3DRg0woI9ywokJE1KdEXUooKirqsS9gb/BsnEg8++yzuPnmm3HLLbcAAJ577jm8//77WL58OZYtW9bt82677TZcd911cDgc+Nvf/hbxeLaJt3KT4NVSQBR73fj9WuMx4gs3gFaNUb1erWm4m9VJxh43ZoWbYHBRamshFMXYRVptatKuQ5KM07yJiKhviPrTdsmSJWHf+/1+lJaW4r333sNDDz0U8ev4fD4UFxfjkUceCbt9/vz52LRpU7fPW7FiBfbs2YNXXnkFTz75ZK/jeL1eeEM+oBuDP/knlFmVm0Q1FANGU3Fv4cY4EVzv04mDNGAAcPSosQNxV4zKjVnTUrm52p/V54N65IgRZJTqau3+wYPjColERJR4UYebe++9t8vbf/e732HLli0Rv87Ro0ehKAry8/PDbs/Pz0dtF/0PAFBRUYFHHnkEH3/8MZwRVkGWLVuGn/3sZxFflxWMHYrj7bmJtnITZ88NEHm4kVJS4l7pI2dkQEF7daYrqskNxZIkwTFkCJT9+6EcPGiEm8D+/QCCxyUQEVGfYlrPzYIFC/Dmm29G/byOH4jdrZRRFAXXXXcdfvazn2H8+PERv/7SpUvR0NBgfFUHfyJPqDgPztQrIhFXbkycluqtodiMfhtjTH05eDeVG+H1GtdjVrgB2gNMIGRK1Qg3wVO8iYio74hxV7nO3njjDeRGsdHZoEGD4HA4OlVp6urqOlVzAKCpqQlbtmxBaWkp7rrrLgCAqqoQQsDpdOKDDz7AxRdf3Ol5Ho8HnjgOdDSDiPPgzGgrN2ZMS+lVn14bik0MN/pZUaKbcGM0GrvdcR3S2ZFzzBh4169HYO9e7XgHfWm4JMHByg0RUZ8T9aftWWedFVZZEUKgtrYWR44cwfPPPx/x67jdbkyfPh1r1qzBVVddZdy+Zs0aXHnllZ0en5mZiW3btoXd9vzzz2Pt2rV44403UHQq/4RtVuXmVJyWam3VHm9G5SbYR9Pdaimz97jROYYOBVJSINratOkpfX+bUaMgB4+FICKiviPqcLOww74csixj8ODBuPDCCzFx4sSoXuv+++/HokWLMGPGDMyePRv/+7//i6qqKixevBiANqV08OBB/PnPf4Ysy5g8eXLY8/Py8pCSktLp9lNOois3JkxLIYaem3j1WrmxKNxIsgz35MnwbdkC76ZNxnlS7uABl0RE1LdE/Wn72GOPmTb4Nddcg2PHjuGJJ55ATU0NJk+ejNWrV2NkcCqgpqam1z1v+gKRwJ4bIUT7Zn+J2OdGXy2VgMqN2tCgPc7kcAMA7pkz4SsuRmDPHm2MAQPgmjLF9HGIiMh6MZUSFEXB22+/jV27dkGSJJx22mm48sorI17BFOqOO+7AHXfc0eV9L7/8co/Pffzxx/H4449HPWbCJbJyE/KYvtZQbFRkvF7tTKsOfTXqiRPa47Kz4x6rI0deHlLmzUPbBx8AbjfSrrqKS8CJiPqoqD9tt2/fjiuvvBK1tbWYMGECAODLL7/E4MGD8c477+CMM84w/SL7OhHnwZnR7HMTVmkxo6E4wp4bOY4TwUPHlFJTtVO6T5yAo0NjuRFucnLiHqsrntmz4Zo6FZLTGVe/EhER2SvqpeC33HILJk2ahAMHDqCkpAQlJSWorq7GlClT8KMf/ciKa+z7gtWUhOxQrAcgpzOuk6yjbig2qfFWClZl9CATSq2vB2BN5UYnp6Ux2BAR9XFRf9qWl5djy5YtyAn56TknJwf/+Z//iZkzZ5p6cUkjzsqNFMXZUqY0EwORNxTr4caEyg2gBRe1psborzHGUZT21VIWVW6IiCg5RP2j/YQJE3D48OFOt9fV1WHs2LGmXFSyEXFWbozppUimpUxoJgaiaCg2O9xkZQHoXLkRjY2AEIDD0X6COBERUReiDje/+MUvcM899+CNN97AgQMHcODAAbzxxhtYsmQJnn76aTQ2NhpfFJTAyg2CYSTeyk1oQ7EQotvHWVG5ATqHm9ApqXiPeSAiouQWdSnhsssuAwBcffXVxoeM/uF3+eWXG99LkgRF/1Dv5+Ldodh4nt/f7fEUxlh65SbOvhGj70QIrdeni7AkhLAs3IgO01JGuOGUFBER9SLqT9uPPvrIiutIbnHucxNWhVHVnitAZvXchIQj4fV2/Xo+n3Y9sGBaKhhmdPrGevLAgaaMQ0REySvqcHPBBRdYcR1JSwjRPi0Vb+UG0MJLD+FGmDUtJUlaU3Fwzxl00eeiV23gdJq2J4wcPJ9MtLZCbWkxjj9Qg+HGMXiwKeMQEVHyiunT9sSJE3jxxReNTfxOP/10/PCHP0RW8KduChEyNRfzDsUhzxOBAHrqODFrWgrQ+m6E19u+C3HHsUyekgKCe91kZ0OcOAH1yBHIwd2qlSNHAADyoEGmjUVERMkp6obiLVu2YMyYMfjVr36F48eP4+jRo3j22WcxZswYlJSUWHGNfVto31Gs+9xIUljfTY/MmpZC+941RoWmA7WlRXucieEGaK/O6IFG+HxGD47Myg0REfUi6k/b++67D1dccQVeeOEF47iFQCCAW265BUuWLMGGDRtMv8i+LGyFU6yVG2hhRQQCva6YMm2fG7SHFhEMMZ3GsqByAwQDTEUF1Lo6AIAS/FVKS+Mp3URE1Kuow82WLVvCgg0AOJ1OPPzww5gxY4apF5cU9MqNLMe3hDnC86WMfWnMDDfdVG6sCjdG5UYPNwcParcPHWrqOERElJyinpbKzMzs8qTu6upqZARPdaZ2cS8DD5IiPRncxMqNbFe4CYYY5eBBCEVpDzdDhpg6DhERJaeow80111yDm2++GatWrUJ1dTUOHDiA1157DbfccguuvfZaK66xb4tzGbghwsMzTW0otincyIMGaa8ZCEA5dAiBykoAgGPYMFPHISKi5BR1OeGZZ56BJEm44YYbEAhWJVwuF26//XY89dRTpl9gn2dy5SahDcURhhszTgQPG1eS4Bg5EoEvvoD3k0+0oxecTjiDK6eIiIh6EvUnrtvtxq9//WssW7YMe/bsgRACY8eORRobPbsk4jx6wRCsxPRauTFpnxvAvsoNALhOPx2BL75AYPduAIBz3DjT9tIhIqLkFvG0VEtLC+68804MHToUeXl5uOWWW1BYWIgpU6Yw2PQk3kMzgyKt3CR0WkpfCm7B37/rtNMgBY9iAADPnDmmj0FERMkp4k/cxx57DC+//DKuv/56pKSkYOXKlbj99tvx+uuvW3l9fZ5ZlRujobiXU7qNgzMTEW6am7XHpafHPVansZ1OpC9aBN+WLXCOHAkn+22IiChCEYebt956Cy+++CK+973vAQC+//3v49xzz4WiKHDEO+WSzEyq3CDC1VLCzHDT2yZ+FoYbAHDk5iJ1/nxLXpuIiJJXxNNS1dXVmDt3rvH92WefDafTiUOHDllyYUnDrMqNHlYiDDdmT0vpJ78b4/j9RpVItijcEBERxSLicKMoCtwdPjCdTqexYoq6JkzuueltWsrUyk1Io3DH86WMXYtlWTtgk4iI6BQR8SeuEAI33XQTPCEfZG1tbVi8eDHSQ35yf+utt8y9wr7OrNVSkS4FNzPcOBxaBcjn06amQsNOyJRUXDsvExERmSzicHPjjTd2uu373/++qReTjEzboTiCpeBCUQBVDXt8vKTUVO3gyg59N1b32xAREcUq4k/cFStWWHkdycusHYojaCgOm7IyaU8YKTUVoqHBqNQYYwW/Z78NERGdaqI+foGilMgdivVw43DEH6aC5AEDAADi5Mmw261cBk5ERBQPhhuLCZMqN8a0VA8NxWY2ExvjBsON2qFyw2kpIiI6VTHcWE2v3CRyWsrEcNNt5Sa4WorTUkREdKphuLGYsUOxWdNSPS0Ft7By0yncNDVp9zPcEBHRKYbhxmr6PjdmTUtFULmxZFqqQ7hRg+FGzsw0bSwiIiIzMNxYzLRTwU+xaSm1sREAIDHcEBHRKYbhxmp6Q3Efn5YKbSgWXi/g9QIA5IwM08YiIiIyA8ON1cxqKNYDi6q2V4M6sGJaymgY9nqNqpE+JQWPBxKPXiAiolMMw43FTG8oBrrd68aKcAOPx7h2PdSI4JQU+22IiOhUxHBjNZMaiuFwAMEznLrruzF6bkzanRgAJEmCnJWlvX5DA4D2fhuGGyIiOhUx3FjMtMqNJPXeVGxF5QaAnJMDAFDr67VfgyGHzcRERHQqYrixmlmVG4SElm6aii2ZlgIgZ2cDANQTJ7Rfjx/Xbs/NNXUcIiIiMzDcWM2kyg3Q3nfT67RUgsKNg+GGiIhOQQw3FhNmrZYC2ntp7J6WYuWGiIhOYQw3VjNpnxug98Mz9YqO6eEmGGLUY8egtrS0nyvFcENERKcghhuLWVG5Sfi01KBBgCxDtLYisHu3dltOjukhioiIyAwMN1azoHKT6GkpyemEnJenDVFSAgBwFBaaOgYREZFZGG6sZmLlxmgoTvBqKaA9zCgHDmjfDx1q+hhERERmYLixmDCxctPrtFTwvCcrwo1rwoSw753jx5s+BhERkRkYbqxmZuWmh31uhKK0j5WSEvdYHTnHjtV6bwA4x42DI/h7IiKiU40J5QTqjlBVQAjtGzNXSwUrNGFjhdxmReVGcjgw4JZbEKiqgnPUKNNfn4iIyCwMN1YKOb3blB2Kgydwd9lzo4cbp9OUsbob3zVunCWvTUREZBZOS1lJnyYCTKncQA83PVRu9ABERETUXzHcWEiEVG4gx/9WS5GEGwv6bYiIiPoShhsr6ZUbp1M71TtORlWGlRsiIqJuMdxYSN+d2JRl4Oj5+AWjmsNwQ0RE/RzDjZVCKjdmiGhaiuGGiIj6OYYbCwmTw01PDcVguCEiIgLAcGMts6el9ODi80Ho++cEsXJDRESkYbixkNmVm7DN+Tr03Yi2Nu0xDDdERNTPMdxYyeTKDZxOY0l5x6kp49BMhhsiIurnGG4sZHrlRpK6PYKBq6WIiIg0DDdWMrtyA3TbVMyeGyIiIg3DjYVMXy2F8KbiMAw3REREABhurGVB5aa7vW6MhmIev0BERP0cw42VLKzcdBtuWLkhIqJ+juHGQsbxCw6Haa/ZVUOxEAKitVW7PzXVtLGIiIj6IoYbK1lQuemyodjnA4Kb+jHcEBFRf8dwYyGzD84E2sOLXqkJ+73TCcnlMm0sIiKivojhxkpW9Nz0EG5YtSEiImK4sZRQFADmVm5khhsiIqIeMdxYiZUbIiKihLM93Dz//PMoKipCSkoKpk+fjo8//rjbx7711luYN28eBg8ejMzMTMyePRvvv/9+Aq82OpZs4tdFuFEZboiIiAy2hptVq1ZhyZIlePTRR1FaWoq5c+diwYIFqKqq6vLxGzZswLx587B69WoUFxfjoosuwuWXX47S0tIEX3mEEtxQzA38iIiIbA43zz77LG6++WbccsstOO200/Dcc89h+PDhWL58eZePf+655/Dwww9j5syZGDduHH7xi19g3Lhx+Mc//pHgK4+M1ZUbEVz+zWkpIiKidraFG5/Ph+LiYsyfPz/s9vnz52PTpk0RvYaqqmhqakJubm63j/F6vWhsbAz7ShgLKzdQVeN8KYYbIiKidraFm6NHj0JRFOTn54fdnp+fj9ra2ohe47//+7/R3NyMq6++utvHLFu2DFlZWcbX8OHD47ruaFhRuYHLBQR3PNZDjWhpAQDIaWnmjUNERNRH2d5QLElS2PdCiE63dWXlypV4/PHHsWrVKuTl5XX7uKVLl6KhocH4qq6ujvuaI2ZF5UaSOvXdiJMntfsGDDBtHCIior7KxJJCdAYNGgSHw9GpSlNXV9epmtPRqlWrcPPNN+P111/H17/+9R4f6/F44LHpMElLKjfQpp/EyZNGuFGbm7XbGW6IiIjsq9y43W5Mnz4da9asCbt9zZo1mDNnTrfPW7lyJW666Sa8+uqruPTSS62+zPhYULkB2kOMevKkdmhmsHIjp6ebOg4REVFfZFvlBgDuv/9+LFq0CDNmzMDs2bPxv//7v6iqqsLixYsBaFNKBw8exJ///GcAWrC54YYb8Otf/xrnnHOOUfVJTU1FVlaWbX+ObllUuZEzMqAAEE1NQFsboO+EzMoNERGRveHmmmuuwbFjx/DEE0+gpqYGkydPxurVqzFy5EgAQE1NTdieN3/4wx8QCARw55134s477zRuv/HGG/Hyyy8n+vJ7ZcXBmUBI5aapyZiSgsdj+jhERER9ke2fhnfccQfuuOOOLu/rGFjWrVtn/QWZRAhhXeUmM1Mbo6mpfUqKVRsiIiIAp8BqqaSlqsZvza6oyBkZ2hBNTVBPnNBuOxWn5YiIiGzAcGMVvWoDmL9aqotwIzHcEBERAWC4sYwIDTfBTffMYkxLNTZCPX5cuy0nx9QxiIiI+iqGG6vo4cbhiGhTwmhImZnaTsWqisDevQAAOTvb1DGIiIj6KoYbi1i1gR+g7VLsGDRIGye4WsoxeLDp4xAREfVFDDdWsWgZuE4ODTOyHP49ERFRP8ZwYxErKzcA4Bw1yvi9Y9gwSCb39RAREfVVDDdWsbhy45o4EVLwFHD3jBmWjEFERNQX2b6JX7KyunIjpaZiwOLFECdPwlFYaMkYREREfRHDjVX8fgCA5HJZNoSckQEE97whIiIiDaelLCKC4caqyg0RERF1jeHGKnrPjYWVGyIiIuqM4cYiRuWG4YaIiCihGG6skoCeGyIiIuqM4cYieuXGqqXgRERE1DWGG6voS8FZuSEiIkoohhuLsHJDRERkD4Ybi7ChmIiIyB4MN1bhUnAiIiJbMNxYhJUbIiIiezDcWIU9N0RERLZguLGI4LQUERGRLRhurMJpKSIiIlsw3FhEcIdiIiIiWzDcWISnghMREdmD4cYq7LkhIiKyBcONRbgUnIiIyB4MN1Zhzw0REZEtGG4sIFQVUFXtG/bcEBERJRTDjRX0KSmwckNERJRoDDcWECHhhpUbIiKixGK4sUJwpRScTkiSZO+1EBER9TMMNxbgBn5ERET2YbixAJeBExER2Yfhxgo+HwBAcrttvhAiIqL+h+HGAoLhhoiIyDYMNxbQww0YboiIiBKO4cYKrNwQERHZhuHGApyWIiIisg/DjQWMaSmuliIiIko4hhsrsHJDRERkG4YbC3BaioiIyD4MNxZguCEiIrIPw40FuBSciIjIPgw3VmDlhoiIyDYMNxbgtBQREZF9GG4swGkpIiIi+zDcWIGVGyIiItsw3FiA01JERET2YbixAKeliIiI7MNwYzKhKIDfDwCQUlNtvhoiIqL+h+HGZKKtzfi95PHYeCVERET9E8ONyYTXq/3G7YYk8+0lIiJKNH76mkyv3EgpKTZfCRERUf/EcGM2hhsiIiJbMdyYjJUbIiIiezHcmIzhhoiIyF4MNyZjuCEiIrIXw43JjHDDZeBERES2YLgxmWhtBcAN/IiIiOzCcGMytbkZACClp9t8JURERP0Tw43JRDDcyAw3REREtmC4MZlg5YaIiMhWDDcmY7ghIiKyF8ONiYSitK+WYrghIiKyBcONiURjo/Ybp5OrpYiIiGxie7h5/vnnUVRUhJSUFEyfPh0ff/xxj49fv349pk+fjpSUFIwePRq///3vE3SlvVPr6wEAcnY2JEmy+WqIiIj6J1vDzapVq7BkyRI8+uijKC0txdy5c7FgwQJUVVV1+fh9+/bhm9/8JubOnYvS0lL85Cc/wT333IM333wzwVfetdBwQ0RERPaQhBDCrsFnzZqFadOmYfny5cZtp512GhYuXIhly5Z1evyPf/xjvPPOO9i1a5dx2+LFi1FeXo7NmzdHNGZjYyOysrLQ0NCAzMzM+P8QIVr/7//g27IF7nPOQeoll5j62kRERP1ZNJ/ftlVufD4fiouLMX/+/LDb58+fj02bNnX5nM2bN3d6/CWXXIItW7bA7/d3+Ryv14vGxsawLysEDhyAr6wMAOAcPtySMYiIiKh3toWbo0ePQlEU5Ofnh92en5+P2traLp9TW1vb5eMDgQCOHj3a5XOWLVuGrKws42u4RcHDMWgQpAED4Bg+HM7x4y0Zg4iIiHpne0Nxx8ZbIUSPzbhdPb6r23VLly5FQ0OD8VVdXR3nFXdzXSkpGHDDDUi/8UZITqclYxAREVHvbPsUHjRoEBwOR6cqTV1dXafqjK6goKDLxzudTgwcOLDL53g8HngSdEK3nJOTkHGIiIioe7ZVbtxuN6ZPn441a9aE3b5mzRrMmTOny+fMnj270+M/+OADzJgxAy6Xy7JrJSIior7D1mmp+++/H3/84x/x0ksvYdeuXbjvvvtQVVWFxYsXA9CmlG644Qbj8YsXL0ZlZSXuv/9+7Nq1Cy+99BJefPFFPPjgg3b9EYiIiOgUY2tzyDXXXINjx47hiSeeQE1NDSZPnozVq1dj5MiRAICampqwPW+KioqwevVq3Hffffjd736HIUOG4De/+Q2+/e1v2/VHICIiolOMrfvc2MHKfW6IiIjIGn1inxsiIiIiKzDcEBERUVJhuCEiIqKkwnBDRERESYXhhoiIiJIKww0RERElFYYbIiIiSioMN0RERJRUGG6IiIgoqdh6/IId9A2ZGxsbbb4SIiIiipT+uR3JwQr9Ltw0NTUBAIYPH27zlRAREVG0mpqakJWV1eNj+t3ZUqqq4tChQ8jIyIAkSaa+dmNjI4YPH47q6mqeWxUDvn/x4fsXO7538eH7Fx++f5ERQqCpqQlDhgyBLPfcVdPvKjeyLGPYsGGWjpGZmcl/oHHg+xcfvn+x43sXH75/8eH717veKjY6NhQTERFRUmG4ISIioqTCcGMij8eDxx57DB6Px+5L6ZP4/sWH71/s+N7Fh+9ffPj+ma/fNRQTERFRcmPlhoiIiJIKww0RERElFYYbIiIiSioMN0RERJRUGG5M8vzzz6OoqAgpKSmYPn06Pv74Y7sv6ZSwYcMGXH755RgyZAgkScLf/va3sPuFEHj88ccxZMgQpKam4sILL8SOHTvCHuP1enH33Xdj0KBBSE9PxxVXXIEDBw4k8E9hj2XLlmHmzJnIyMhAXl4eFi5ciN27d4c9hu9f95YvX44pU6YYG6PNnj0b//znP437+d5FZ9myZZAkCUuWLDFu43vYvccffxySJIV9FRQUGPfzvbOYoLi99tprwuVyiRdeeEHs3LlT3HvvvSI9PV1UVlbafWm2W716tXj00UfFm2++KQCIt99+O+z+p556SmRkZIg333xTbNu2TVxzzTWisLBQNDY2Go9ZvHixGDp0qFizZo0oKSkRF110kZg6daoIBAIJ/tMk1iWXXCJWrFghtm/fLsrKysSll14qRowYIU6ePGk8hu9f99555x3xf//3f2L37t1i9+7d4ic/+YlwuVxi+/btQgi+d9H497//LUaNGiWmTJki7r33XuN2vofde+yxx8SkSZNETU2N8VVXV2fcz/fOWgw3Jjj77LPF4sWLw26bOHGieOSRR2y6olNTx3CjqqooKCgQTz31lHFbW1ubyMrKEr///e+FEEKcOHFCuFwu8dprrxmPOXjwoJBlWbz33nsJu/ZTQV1dnQAg1q9fL4Tg+xeLnJwc8cc//pHvXRSamprEuHHjxJo1a8QFF1xghBu+hz177LHHxNSpU7u8j++d9TgtFSefz4fi4mLMnz8/7Pb58+dj06ZNNl1V37Bv3z7U1taGvXcejwcXXHCB8d4VFxfD7/eHPWbIkCGYPHlyv3t/GxoaAAC5ubkA+P5FQ1EUvPbaa2hubsbs2bP53kXhzjvvxKWXXoqvf/3rYbfzPexdRUUFhgwZgqKiInzve9/D3r17AfC9S4R+d3Cm2Y4ePQpFUZCfnx92e35+Pmpra226qr5Bf3+6eu8qKyuNx7jdbuTk5HR6TH96f4UQuP/++3Heeedh8uTJAPj+RWLbtm2YPXs22traMGDAALz99ts4/fTTjQ8Hvnc9e+2111BSUoLPP/+8033899ezWbNm4c9//jPGjx+Pw4cP48knn8ScOXOwY8cOvncJwHBjEkmSwr4XQnS6jboWy3vX397fu+66C1u3bsXGjRs73cf3r3sTJkxAWVkZTpw4gTfffBM33ngj1q9fb9zP96571dXVuPfee/HBBx8gJSWl28fxPezaggULjN+fccYZmD17NsaMGYM//elPOOeccwDwvbMSp6XiNGjQIDgcjk5Juq6urlMqp3D6yoGe3ruCggL4fD7U19d3+5hkd/fdd+Odd97BRx99hGHDhhm38/3rndvtxtixYzFjxgwsW7YMU6dOxa9//Wu+dxEoLi5GXV0dpk+fDqfTCafTifXr1+M3v/kNnE6n8R7wPYxMeno6zjjjDFRUVPDfXwIw3MTJ7XZj+vTpWLNmTdjta9aswZw5c2y6qr6hqKgIBQUFYe+dz+fD+vXrjfdu+vTpcLlcYY+pqanB9u3bk/79FULgrrvuwltvvYW1a9eiqKgo7H6+f9ETQsDr9fK9i8DXvvY1bNu2DWVlZcbXjBkzcP3116OsrAyjR4/mexgFr9eLXbt2obCwkP/+EsGOLuZkoy8Ff/HFF8XOnTvFkiVLRHp6uti/f7/dl2a7pqYmUVpaKkpLSwUA8eyzz4rS0lJjmfxTTz0lsrKyxFtvvSW2bdsmrr322i6XQw4bNkx8+OGHoqSkRFx88cX9Yjnk7bffLrKyssS6devClpO2tLQYj+H7172lS5eKDRs2iH379omtW7eKn/zkJ0KWZfHBBx8IIfjexSJ0tZQQfA978sADD4h169aJvXv3ik8//VRcdtllIiMjw/hc4HtnLYYbk/zud78TI0eOFG63W0ybNs1YrtvfffTRRwJAp68bb7xRCKEtiXzsscdEQUGB8Hg84vzzzxfbtm0Le43W1lZx1113idzcXJGamiouu+wyUVVVZcOfJrG6et8AiBUrVhiP4fvXvR/+8IfGf5ODBw8WX/va14xgIwTfu1h0DDd8D7un71vjcrnEkCFDxLe+9S2xY8cO436+d9aShBDCnpoRERERkfnYc0NERERJheGGiIiIkgrDDRERESUVhhsiIiJKKgw3RERElFQYboiIiCipMNwQERFRUmG4ISIioqTCcENERERJheGGiE5Zt912G6677jq7L4OI+hgev0BEp4QlS5Zg//79+Nvf/mbcdvz4cXg8HqSnp9t+LUTUd7ByQ0SnhM8//xxnn3122G25ubkJDzbdXQsR9R0MN0RkK7/fD7fbjU2bNuHRRx+FJEmYNWsW9u/fD0mSUFlZCQDG92+99RbOP/98pKamYvr06di/fz/WrVuHs88+G2lpabjoootw/Phx4/Wrq6tx/fXXIycnBzk5ObjuuutQX18f1bUQUd/CcENEtnI4HNi4cSMAoKysDDU1NXj//fdRVlaG7OxsjBw50rgPAJ5//nn84he/wObNm3Hs2DEsWrQITz/9NH73u99h3bp12LZtG1588UUAwFdffYXp06djzJgx2Lx5Mz788EPs2bMHDz30UFTXQkR9i9PuCyCi/k2WZRw6dAgDBw7E1KlTjdvLy8s7fZ+Tk4PXXnsNgwYNAgBcdNFFWLt2LXbu3GlMX82cORO1tbUAgMWLF+P222/Hz372M+N1Hn744W7DTXfXQkR9C8MNEdmutLS0U5goKysLu62srAxXXHGFEWwAoKqqCtdee21YX05VVRUuvfRSVFZW4l//+hc2bdqE//7v/zbuVxQFw4cPj+paiKhvYbghItt1DDKAVqm54oorwr5/+OGHOz3vrrvuMr5va2vDl19+iTPPPBPl5eXIzc3FZ5991mm81NTUqK6FiPoWhhsist22bdtw1VVXGd83NjZi//79RsjQvz/rrLOMx1RWVuL48eNht+3YsQOKomDq1KnYuHEjmpqaUFhYGNWKq47XQkR9DxuKich2qqpi69atOHToEBoaGlBeXg6Hw4FJkyYB0Ko2sixjypQpxnP0huNRo0YZt5WXl2P06NHIyMjArFmzkJmZiUWLFqGsrAxfffUV3nvvPdx7771RXQsR9T0MN0RkuyeffBKrVq3C0KFD8cQTT6C8vBwTJ06Ex+MBAOP70OmkrnpjysvLceaZZwLQ9shZvXo16uvrccEFF2DatGn4yU9+EhaGIrkWIup7uEMxERERJRVWboiIiCipMNwQERFRUmG4ISIioqTCcENERERJheGGiIiIkgrDDRERESUVhhsiIiJKKgw3RERElFQYboiIiCipMNwQERFRUmG4ISIioqTy/wOu7J7MYTdm8gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "pop1_Bloch = np.zeros(len(rho.states))\n",
    "pop2_Bloch = np.zeros(len(rho.states))\n",
    "\n",
    "pop1_LB = np.zeros(len(rho.states))\n",
    "pop2_LB = np.zeros(len(rho.states))\n",
    "rho12_LB_real = np.zeros(len(rho.states))\n",
    "rho21_LB_real = np.zeros(len(rho.states))\n",
    "rho12_LB_imag = np.zeros(len(rho.states))\n",
    "rho21_LB_imag = np.zeros(len(rho.states))\n",
    "for i in range(0,len(rho.states)):\n",
    "    pop1_Bloch[i] = rho11_Bloch.real\n",
    "    pop2_Bloch[i] = rho22_Bloch.real\n",
    "    \n",
    "    pop1_LB[i] = rho.states[i].full()[0][0].real\n",
    "    pop2_LB[i] = rho.states[i].full()[1][1].real\n",
    "    rho12_LB_real[i] = rho.states[i].full()[0][1].real\n",
    "    rho21_LB_real[i] = rho.states[i].full()[1][0].real\n",
    "    rho12_LB_imag[i] = rho.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag[i] = rho.states[i].full()[1][0].imag\n",
    "\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)], pop1_Bloch[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_Bloch[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB[0:len(tlist)], \"-\", c=\"red\", label=\"$rho11LB$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho22LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Populations\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop1_Bloch[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB[0:len(tlist)], \"-\", c=\"red\", label=\"$rho11LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population 1\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop2_Bloch[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho22LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population 2\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_Bloch.real[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho12Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_Bloch.real[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho21Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_real[0:len(tlist)], \"-\", c=\"red\", label=\"$rho12LB$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_real[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho21LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences real part\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_Bloch.imag[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho12Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_Bloch.imag[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho21Bloch$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_imag[0:len(tlist)], \"-\", c=\"red\", label=\"$rho12LB$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_imag[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho21LB$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences imaginary part\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5035bd07",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "61aa5f91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "\n",
    "#Lindblad (LB)\n",
    "pop1_LB = np.zeros(len(rho.states))\n",
    "pop2_LB = np.zeros(len(rho.states))\n",
    "rho12_LB_real = np.zeros(len(rho.states))\n",
    "rho21_LB_real = np.zeros(len(rho.states))\n",
    "rho12_LB_imag = np.zeros(len(rho.states))\n",
    "rho21_LB_imag = np.zeros(len(rho.states))\n",
    "\n",
    "for i in range(0,len(rho.states)):   \n",
    "    pop1_LB[i] = rho.states[i].full()[0][0].real\n",
    "    pop2_LB[i] = rho.states[i].full()[1][1].real\n",
    "    rho12_LB_real[i] = rho.states[i].full()[0][1].real\n",
    "    rho21_LB_real[i] = rho.states[i].full()[1][0].real\n",
    "    rho12_LB_imag[i] = rho.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag[i] = rho.states[i].full()[1][0].imag\n",
    "\n",
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{11} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop2_LB[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{22} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_Bloch[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{11} ~(Bloch Steady State)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop2_Bloch[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{22} ~(Bloch Steady State)$\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Populations\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_PopulationsWithDecoherences.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_LB_real[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{12} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho21_LB_real[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{21} ~(Numercial)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_Bloch.real[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{12} ~(Bloch Steady State)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho21_Bloch.real[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{21} ~(Bloch Steady State)$\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Coherences real part\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_CoherencesRealWithDecoherences.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_LB_imag[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{12} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho21_LB_imag[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{21} ~(Numerical)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_Bloch.imag[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{12} ~(Bloch Steady State)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho21_Bloch.imag[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{21} ~(Bloch Steady State)$\")\n",
    "plt.xlabel(\"$time  ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Coherences imaginary part\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_CoherencesImagWithDecoherences.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "985f7a35",
   "metadata": {},
   "source": [
    "### 2.5 Instantaneous dipole moment of a single 2-levels quantum system\n",
    "\n",
    "From the behavior of the density matrix of the quantum system, we want to exctract the electric dipole of the system.\n",
    "\n",
    "For a single quantum system, we have\n",
    "\n",
    "\\begin{equation}\n",
    "    \\langle D_x \\rangle = \\langle \\psi | D_x | \\psi \\rangle\n",
    "\\end{equation}\n",
    "\n",
    "where $D_x$ is the dipole moment operator (along x), i.e. $D_x = ex$.\n",
    "\n",
    "In the present case\n",
    "\n",
    "\\begin{equation}\n",
    "    | \\psi > = c_{1}(t) | 1 > + c_{2}(t) e^{-i \\omega_{0} t} | 2 >\n",
    "\\end{equation}\n",
    "\n",
    "and then\n",
    "\n",
    "\\begin{equation}\n",
    "    \\langle D_{x}(t) \\rangle = \\rho_{12} X_{21} e^{i \\omega_{0} t} + \\rho_{21} X_{12} e^{-i \\omega_{0} t}\n",
    "\\end{equation}\n",
    "\n",
    "Moreover $X_{12} = X_{21}$ and then\n",
    "\n",
    "\\begin{equation}\n",
    "    \\langle D_{x}(t) \\rangle = X_{12} \\left( \\rho_{12} e^{i \\omega_{0} t} + \\rho_{21} e^{-i \\omega_{0} t} \\right)\n",
    "\\end{equation}\n",
    "\n",
    "(source: Christopher J. Foot, Atomic physics, page 129)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "778b02e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D_x = ( (rho12_LB_real + 1j*rho12_LB_imag)*np.exp(1j*omega_0*tlist) + (rho21_LB_real + 1j*rho21_LB_imag)*np.exp(-1j*omega_0*tlist))*X12\n",
    "D_x = D_x.real\n",
    "\n",
    "#PLot dipole moment\n",
    "plt.plot(tlist[0:len(tlist)], D_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$D_x$\")\n",
    "#plt.plot(tlist[0:len(tlist)], E*np.cos(omega*tlist[0:len(tlist)]+phi), \"-\",c=\"purple\", label=\"$E ~\\cos(\\omega t + \\phi)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Instantaneous dipole moment\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "304cd4a0",
   "metadata": {},
   "source": [
    "### 2.5 Dipole moment of many identical 2-levels quantum systems and overall polarization\n",
    "\n",
    "For a large amount of identical quantum systems the total polarization is simply given by the product of the polarization for one quantum system with the number of such quantum system in the sample:\n",
    "\n",
    "\\begin{equation}\n",
    "    P_x = \\langle D_x (t) \\rangle N\n",
    "\\end{equation}\n",
    "\n",
    "where $N$ is the number of quantum system in the sample."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "845359d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 1\n",
    "P_x = N*D_x\n",
    "#PLot polarization along x\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66389956",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "fb9c8678",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot polarization\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x (Numerical)$\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"$Polarization ~[e/a_{0}^{2}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_Polarization.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98d78b7a",
   "metadata": {},
   "source": [
    "Analytical formula:\n",
    "\n",
    "\\begin{equation}\n",
    "    P_{i} = - \\frac{N X_{12}}{V} \\frac{\\Omega_{R}}{2} \\frac{(\\omega_{0} - \\omega) + i \\Gamma /2}{\\Gamma^{2}/4 + \\Omega_{R}^{2}/2 + (\\omega_{0} - \\omega)^{2}}*e^{-i(\\omega t + \\phi)} + c.c.\n",
    "\\end{equation}\n",
    "\n",
    "(Source: Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 86, equation (2.171) <span style=\"color:red\">  explanation at the end of page 90 + Appendix 2.C, that implies $\\Gamma \\rightarrow \\Gamma/2$ in equation (2.171) </span>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "c12ac7e4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pol_x = - N*X12 * (Omega_R/2) * ( (omega_0 - omega) + 1j*Gamma/2 )/( Gamma**2 /4 + Omega_R**2 /2 + (omega_0 - omega)**2)*np.exp(-1j*(omega*tlist + phi))\n",
    "P_x_analytical = pol_x + np.conjugate(pol_x)\n",
    "P_x_analytical = P_x_analytical.real\n",
    "\n",
    "#PLot polarization along x\n",
    "n = 20\n",
    "T = 1/f\n",
    "\n",
    "t_i_index = np.abs(tlist - (tlist[-1] - (n*T/2))).argmin() #index position of closest value to t_f - n*T/2\n",
    "\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_analytical[t_i_index:len(tlist)], \"-.\", c=\"red\", label=\"$P_x (analytical)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd0028c0",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "03fb14c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot polarization\n",
    "plt.plot(tlist[t_i_index:len(tlist)]*Gamma, P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x (Numerical)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)]*Gamma, P_x_analytical[t_i_index:len(tlist)], \":\", c=\"cyan\", label=\"$P_x (Analytic)$\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"$Polarization ~[e/a_{0}^{2}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_PolarizationAnalyticalFit.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4a06604",
   "metadata": {},
   "source": [
    "### 2.6 Dielectric susceptibility and absorption coefficient\n",
    "\n",
    "The polarization $P_x$ along the $x$ axis in the steady state regime under the effect of an harmonic oscillation of the electric field, i.e. $E_x (t) = E_{0x} \\cos (\\omega t + \\phi)$ is also an harmonic oscillation and can be expressed as\n",
    "\n",
    "\\begin{equation}\n",
    "    P_x = \\epsilon_{0} [\\chi' E_{0x} \\cos (\\omega t + \\phi) + \\chi'' E_{0x} \\sin (\\omega t + \\phi)]\n",
    "\\end{equation}\n",
    "\n",
    "(Source: Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 87)\n",
    "\n",
    "Thus\n",
    "\n",
    "\\begin{align}\n",
    "    \\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} P_{x}(t) ~\\sin ( \\omega t + \\phi ) ~dt &= \\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\epsilon_{0} [\\chi' E_{0x} \\cos (\\omega t + \\phi) \\sin (\\omega t + \\phi) + \\chi'' E_{0x} \\sin^{2} (\\omega t + \\phi)] ~dt \\\\\n",
    "    &= \\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\epsilon_{0} [\\chi' E_{0x} \\frac{\\sin (2\\omega t + 2\\phi)}{2} + \\chi'' E_{0x} \\frac{1 - \\cos (2\\omega t + 2\\phi)}{2}] ~dt \\\\\n",
    "    &= \\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\epsilon_{0} \\frac{E_{0x}}{2} [\\chi' \\sin (2\\omega t + 2\\phi) + \\chi'' - \\chi'' \\cos (2\\omega t + 2\\phi)] ~dt \\\\\n",
    "    &= \\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\epsilon_{0} \\frac{E_{0x}}{2} \\chi'' ~dt \\\\\n",
    "    &= \\frac{1}{2} \\epsilon_{0} E_{0x} \\chi'' [t_{f} - (t_{f} - n\\frac{T}{2})] \\\\\n",
    "    &= n \\epsilon_{0} E_{0x} \\frac{T}{4} \\chi''\n",
    "\\end{align}\n",
    "\n",
    "Where $t_{f}$ is the end value of the numpy array <code>tlist</code>, $n$ is a positive integer and $T = 2 \\pi / \\omega$.The $\\cos$ and $\\sin$ disapear between lines 3 and 4 because the integration is performed over $n$-times the period of these functions. The integration window is at the end of the array <code>tlist</code> such that the solution is the closest from a steady state solution.\n",
    "\n",
    "Hence, we can find the absorption coefficient $\\chi''$ that will be renamed $\\alpha$ from now:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\alpha \\equiv \\chi'' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} P_{x}(t) ~\\sin ( \\omega t + \\phi ) ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}\n",
    "\n",
    "Similarly, we have:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} P_{x}(t) ~\\cos ( \\omega t + \\phi ) ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "cb6a7fb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chi_prime = -8.014924412749526 , chi_double_prime = alpha = 2.0522401785301403\n"
     ]
    }
   ],
   "source": [
    "n = 20\n",
    "T = 1/f\n",
    "\n",
    "t_i_index = np.abs(tlist - (tlist[-1] - (n*T/2))).argmin() #index position of closest value to t_f - T/2\n",
    "\n",
    "#Computation of the absorption coefficient alpha\n",
    "integrand_sin = P_x[t_i_index:len(P_x)] * np.sin(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "integrand_cos = P_x[t_i_index:len(P_x)] * np.cos(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "\n",
    "alpha = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:len(tlist)])\n",
    "chi_prime = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_cos, tlist[t_i_index:len(tlist)])\n",
    "\n",
    "#PLot of the integration window of the sample (of the polarization along x)\n",
    "\n",
    "P_x_recalculated = epsilon_0*(chi_prime*E*np.cos(omega*tlist[t_i_index:len(tlist)]) + alpha*E*np.sin(omega*tlist[t_i_index:len(tlist)]))\n",
    "\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_recalculated, \"-.\", c=\"red\", label=\"$P_x (recalculated)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], E*np.cos(omega*tlist[t_i_index:len(tlist)]+phi), \"-\",c=\"green\", label=\"$E ~\\cos(\\omega t + \\phi)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print(\"chi_prime =\", chi_prime, \", chi_double_prime = alpha =\", alpha)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9611ca27",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "39653fda",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot polarization\n",
    "plt.plot(tlist[t_i_index:len(tlist)]*Gamma, P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x (Numerical)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)]*Gamma, P_x_recalculated, \":\", c=\"cyan\", label=\"$P_x (Recalulated)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)]*Gamma, E*np.cos(omega*tlist[t_i_index:len(tlist)]+phi), \"-\",c=\"green\", label=\"$E ~\\cos(\\omega t + \\phi)$\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"$Polarization ~[e/a_{0}^{2}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_PolarizationRecalculated.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a56c145c",
   "metadata": {},
   "source": [
    "### 2.7 Numerical absorption coefficient vs analytical absorption coefficient\n",
    "\n",
    "Analytical solution:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi = \\frac{N}{V} \\frac{X_{12}^{2}}{\\epsilon_0 \\hbar} \\frac{\\omega_{0} - \\omega + i\\Gamma/2}{\\Gamma^{2} /4 + \\Omega_{R}^{2}/2 + (\\omega - \\omega_{0})^{2}}\n",
    "\\end{equation}\n",
    "\n",
    "and\n",
    "\n",
    "\\begin{equation}\n",
    "    \\alpha \\propto \\chi'' = Imag(\\chi)\n",
    "\\end{equation}\n",
    "\n",
    "Similarly,\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi' = Real(\\chi)\n",
    "\\end{equation}\n",
    "\n",
    "(Source: Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 88, equation (2.179) <span style=\"color:red\">  explanation at the end of page 90 + Appendix 2.C, that implies $\\Gamma \\rightarrow \\Gamma/2$ in equation (2.179) </span>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "afdd7bab",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " chi_prime (numerical) = -8.014924412749526 , chi_double_prime = alpha (numerical) = 2.0522401785301403 \n",
      " chi_prime (analytical) =  -8.053956727179143 , chi_double_prime = alpha (analytical) 2.0608960019817175\n"
     ]
    }
   ],
   "source": [
    "dielectric_susceptibility = N * (X12**2/epsilon_0) * (omega_0 - omega + 1j*Gamma /2)/(Gamma**2 / 4 + Omega_R**2 /2 + (omega - omega_0)**2)\n",
    "alpha_analytical = dielectric_susceptibility.imag\n",
    "chi_prime_analytical = dielectric_susceptibility.real\n",
    "\n",
    "#PLot of the integration window of the sample (of the polarization along x)\n",
    "\n",
    "P_x_recalculated_analytical = epsilon_0*(chi_prime_analytical*E*np.cos(omega*tlist[t_i_index:len(tlist)]) + alpha_analytical*E*np.sin(omega*tlist[t_i_index:len(tlist)]))\n",
    "\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_recalculated_analytical, \"-.\", c=\"red\", label=\"$P_x (recalculated, analytical)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], E*np.cos(omega*tlist[t_i_index:len(tlist)]+phi), \"-\",c=\"green\", label=\"$E ~\\cos(\\omega t + \\phi)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print(\" chi_prime (numerical) =\", chi_prime, \", chi_double_prime = alpha (numerical) =\", alpha, \"\\n chi_prime (analytical) = \", chi_prime_analytical, \", chi_double_prime = alpha (analytical)\", alpha_analytical)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "356d0b85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_view = 4 #number of semi period from the end to plot\n",
    "tlist_view = tlist[t_i_index:len(tlist)]\n",
    "t_i_view_index = np.abs(tlist_view - (tlist_view[-1] - (n_view*T/2))).argmin() #index position of closest value to t_f - T/2\n",
    "\n",
    "P_x_view = P_x[t_i_index:len(tlist)]\n",
    "P_x_analytical_view = P_x_analytical[t_i_index:len(tlist)]\n",
    "\n",
    "plt.plot(tlist_view[t_i_view_index:len(tlist)], P_x_view[t_i_view_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist_view[t_i_view_index:len(tlist)], P_x_recalculated[t_i_view_index:len(tlist)], \"--\", c=\"red\", label=\"$P_x (recalculated)$\")\n",
    "plt.plot(tlist_view[t_i_view_index:len(tlist)], P_x_analytical_view[t_i_view_index:len(tlist)], \"-.\", c=\"green\", label=\"$P_x (analytical)$\")\n",
    "plt.plot(tlist_view[t_i_view_index:len(tlist)], P_x_recalculated_analytical[t_i_view_index:len(tlist)], \":\", c=\"yellow\", label=\"$P_x (recalculated, analytical)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16e9cd0b",
   "metadata": {},
   "source": [
    "# <center><b> Part II : Absorption spectrum of a 2-levels quantum system </b></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16b1044f",
   "metadata": {},
   "source": [
    "***\n",
    "## Section 1: Absorption spectrum without Doppler broadening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "66efa234",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd746885",
   "metadata": {},
   "source": [
    "### 1.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "931234db",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "b82b560a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Laser(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi = default_phi\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhase(self):\n",
    "        return self.phi\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(4*np.pi*2*self.I/self.c)\n",
    "        return E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "1f0b77e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_quantum_system = Atom(), default_laser = Laser()):\n",
    "        \n",
    "        #Quantum system\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        #Laser\n",
    "        self.laser = default_laser\n",
    "        \n",
    "    def spectrum(self, spectral_window):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.Qsyst\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        phi = self.laser.getPhase()\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*E\n",
    "        \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        #Time\n",
    "        n_time = 50\n",
    "        time_end = n_time*(1/A21)\n",
    "        time_subdivision = n_time*5000\n",
    "        tlist = np.linspace(0, time_end, time_subdivision)\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha = np.zeros(length_sw)\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        for i in range(length_sw):\n",
    "            \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "            omega = spectral_window[i]\n",
    "            delta = omega - omega_0\n",
    "            \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1,np.exp(1j*(delta*tlist+phi))],[H2,np.exp(-1j*(delta*tlist+phi))]]\n",
    "    \n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "            \n",
    "            rho12_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            rho21_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            for k in range(0,len(rho.states)):\n",
    "                rho12_LB[k] = rho.states[k].full()[0][1]\n",
    "                rho21_LB[k] = rho.states[k].full()[1][0]\n",
    "                \n",
    "            D_x = ( rho12_LB*np.exp(1j*omega_0*tlist) + rho21_LB*np.exp(-1j*omega_0*tlist))*X12\n",
    "            D_x = D_x.real\n",
    "            N = 1\n",
    "            P_x = N*D_x\n",
    "            \n",
    "            # Absorption coefficient\n",
    "            n = 4\n",
    "            T = 2*np.pi/omega\n",
    "\n",
    "            t_i_index = np.abs(tlist - (tlist[-1] - (n*T/2))).argmin() #index position of closest value to t_f - T/2\n",
    "            integrand_sin = P_x[t_i_index:len(P_x)] * np.sin(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "            integrand_cos = P_x[t_i_index:len(P_x)] * np.cos(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "\n",
    "            alpha[i] = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:len(tlist)])\n",
    "            \n",
    "            if (i/length_sw*100) >= palier:\n",
    "                print(i/length_sw*100, \"%\")\n",
    "                palier += step\n",
    "    \n",
    "        return alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7854d89c",
   "metadata": {},
   "source": [
    "### 1.2 Simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "daa94668",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom()\n",
    "dummy_laser = Laser(default_intensity= 0.01)\n",
    "spectrum_dummies = AbsorptionSpectrum(dummy_atom, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.2\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "alpha = spectrum_dummies.spectrum(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a6f6cd93",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('CHAPTER_3_Lorentz_frequency_window.txt', frequency_window)\n",
    "np.savetxt('CHAPTER_3_Lorentz_alpha.txt', alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "0172d2e1",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('CHAPTER_3_Lorentz_frequency_window.txt')\n",
    "alpha = np.loadtxt('CHAPTER_3_Lorentz_alpha.txt')\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b17dc26",
   "metadata": {},
   "source": [
    "### 1.3 Comparisons numerical vs analytical\n",
    "\n",
    "Analytical solution:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi = \\frac{N}{V} \\frac{X_{12}^{2}}{\\epsilon_0 \\hbar} \\frac{\\omega_{0} - \\omega + i\\Gamma/2}{\\Gamma^{2} /4 + \\Omega_{R}^{2}/2 + (\\omega - \\omega_{0})^{2}}\n",
    "\\end{equation}\n",
    "\n",
    "and\n",
    "\n",
    "\\begin{equation}\n",
    "    \\alpha = \\chi'' = Imag(\\chi)\n",
    "\\end{equation}\n",
    "\n",
    "Similarly,\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi' = Real(\\chi)\n",
    "\\end{equation}\n",
    "\n",
    "(Source: Gilbert Grynberg, Alain Aspect, Claude Fabre and Claude Cohen-Tannoudji, Introduction to Quantum Optics: From the Semi-classical Approach to Quantized Light, page 88, equation (2.179) <span style=\"color:red\">  explanation at the end of page 90 + Appendix 2.C, that implies $\\Gamma \\rightarrow \\Gamma/2$ in equation (2.179) </span>)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "a4a941db",
   "metadata": {},
   "outputs": [],
   "source": [
    "epsilon_0 = dummy_atom.get_epsilon_0()\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "A21 = dummy_atom.getEinsteinCoefficient_A21()\n",
    "Gamma = A21\n",
    "X12 = dummy_atom.getDipoleMoment_X12()\n",
    "E = dummy_laser.getElectricFieldAmplitude()\n",
    "Omega_R = - X12*E\n",
    "\n",
    "N = 1\n",
    "\n",
    "dielectric_susceptibility = N * (X12**2/epsilon_0) * (omega_0 - frequency_window + 1j*Gamma /2)/(Gamma**2 /4 + Omega_R**2 /2 + (frequency_window - omega_0)**2)\n",
    "alpha_analytical = dielectric_susceptibility.imag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "5de54aca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('CHAPTER_3_Lorentz_frequency_window.txt')\n",
    "alpha = np.loadtxt('CHAPTER_3_Lorentz_alpha.txt')\n",
    "\n",
    "##Plot comparison\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "#plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.plot(frequency_window, alpha_analytical, \"-.\", c=\"r\", label=\"$alpha (analytical)$\")\n",
    "#plt.scatter(frequency_window, alpha_analytical, marker=\"x\",c=\"y\", label=\"$alpha (analytical)$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0598952",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "f3fa0267",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('CHAPTER_3_Lorentz_frequency_window.txt')\n",
    "alpha = np.loadtxt('CHAPTER_3_Lorentz_alpha.txt')\n",
    "\n",
    "##Plot for manuscript\n",
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "\n",
    "plt.plot(frequency_window, alpha_analytical, \"-\", c=\"black\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\", fontsize=font_size), plt.ylabel(\"$\\chi''$\", fontsize=font_size)\n",
    "plt.gca().get_xaxis().set_ticks([])  # Remove x-axis ticks\n",
    "plt.gca().get_yaxis().set_ticks([])  # Remove y-axis ticks\n",
    "plt.savefig('SOTA_Absorption_Lorentz.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fde2906",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "ff2ee79f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('CHAPTER_3_Lorentz_frequency_window.txt')\n",
    "alpha = np.loadtxt('CHAPTER_3_Lorentz_alpha.txt')\n",
    "\n",
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot Lorentz Absorption Profile\n",
    "plt.plot((frequency_window-omega_0)/omega_0, alpha, \"-\", c=\"blue\", label=\"$\\chi'' (Numerical)$\")\n",
    "plt.plot((frequency_window-omega_0)/omega_0, alpha_analytical, \":\", c=\"cyan\", label=\"$\\chi'' (Analytical)$\")\n",
    "\n",
    "plt.xlabel(\"$\\delta/\\omega_{0}$\", fontsize=font_size), plt.ylabel(\"$\\chi'' ~[/]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_Lorentz.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e51122d",
   "metadata": {},
   "source": [
    "***\n",
    "## Section 2: Absorption spectrum with Doppler broadening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "91e7c8b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c43a252",
   "metadata": {},
   "source": [
    "### 2.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "b975cf18",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_mass = 1, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.mass = default_mass\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2\n",
    "    \n",
    "    def getMass(self):\n",
    "        return self.mass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "826ab69c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Laser(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi = default_phi\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhase(self):\n",
    "        return self.phi\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(4*np.pi*2*self.I/self.c)\n",
    "        return E\n",
    "    def getWaveNumber(self):\n",
    "        lambda_laser = self.c/self.f\n",
    "        k = 2*np.pi / lambda_laser\n",
    "        return k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "de2a337a",
   "metadata": {},
   "outputs": [],
   "source": [
    "class GazeousMedium(object):\n",
    "    '''\n",
    "    This class creates a gazeous medium. This medium takes the properties of an Atom() object\n",
    "    and compute the velocity classes according to the Maxwell-boltzmann distribution.\n",
    "    '''\n",
    "    def __init__(self, default_quantum_system = Atom(), default_temperature = 300, \n",
    "                 default_pressure = 3.44e-9, default_density = 1):\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        self.T = default_temperature\n",
    "        self.P = default_pressure\n",
    "        self.D = default_density\n",
    "        \n",
    "        #Boltzmann constant\n",
    "        self.k_b = 3.167*1e-6\n",
    "        \n",
    "    def getQuantumSystem(self):\n",
    "        return self.Qsyst\n",
    "        \n",
    "    def distMaxwellBoltzmann(self):\n",
    "        'Compute velocity classes'\n",
    "        M = self.Qsyst.getMass()\n",
    "        v_p = np.sqrt(2*self.k_b*self.T/M)\n",
    "        v = np.linspace(-2*v_p, 2*v_p, 100)\n",
    "        D_v = np.zeros(len(v))\n",
    "        \n",
    "        for i in range(0,len(v)):\n",
    "            D_v[i] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v[i]**2)/(2*self.k_b*self.T))\n",
    "        \n",
    "        return D_v, v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "a0c5cbd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_medium = GazeousMedium(), default_laser = Laser()):\n",
    "        \n",
    "        #Medium\n",
    "        self.medium = default_medium\n",
    "        \n",
    "        #Laser\n",
    "        self.laser = default_laser\n",
    "        \n",
    "    def spectrumLorentz(self, spectral_window):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.medium.getQuantumSystem()\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        phi = self.laser.getPhase()\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*E\n",
    "        \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        #Time\n",
    "        n_time = 20\n",
    "        time_end = n_time*(1/A21)\n",
    "        time_subdivision = n_time*5000\n",
    "        tlist = np.linspace(0, time_end, time_subdivision)\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha = np.zeros(length_sw)\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        for i in range(length_sw):\n",
    "            \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "            omega = spectral_window[i]\n",
    "            delta = omega - omega_0\n",
    "            \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1,np.exp(1j*(delta*tlist+phi))],[H2,np.exp(-1j*(delta*tlist+phi))]]\n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "            \n",
    "            rho12_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            rho21_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            for k in range(0,len(rho.states)):\n",
    "                rho12_LB[k] = rho.states[k].full()[0][1]\n",
    "                rho21_LB[k] = rho.states[k].full()[1][0]\n",
    "                \n",
    "            D_x = ( rho12_LB*np.exp(1j*omega_0*tlist) + rho21_LB*np.exp(-1j*omega_0*tlist))*X12\n",
    "            D_x = D_x.real\n",
    "            N = 1\n",
    "            P_x = N*D_x\n",
    "            \n",
    "            # Absorption coefficient\n",
    "            n = 40\n",
    "            T = 2*np.pi / omega\n",
    "\n",
    "            t_i_index = np.abs(tlist - (tlist[-1] - (n*T/2))).argmin() #index position of closest value to t_f - T/2\n",
    "            integrand_sin = P_x[t_i_index:len(P_x)] * np.sin(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "            integrand_cos = P_x[t_i_index:len(P_x)] * np.cos(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "\n",
    "            alpha[i] = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:len(tlist)])\n",
    "            \n",
    "            if (i/length_sw*100) >= palier:\n",
    "                print(i/length_sw*100, \"%\")\n",
    "                palier += step\n",
    "    \n",
    "        return alpha\n",
    "    \n",
    "    def spectrumDoppler(self, spectral_window):\n",
    "        '''\n",
    "        Return the Doppler broadened spectrum of the medium\n",
    "        '''\n",
    "        alpha = self.spectrumLorentz(spectral_window)\n",
    "        print(\"Lorentz profil computed\")\n",
    "        dist_MB, velocity = self.medium.distMaxwellBoltzmann()\n",
    "        \n",
    "        V = velocity[-1]\n",
    "        \n",
    "        delta_v = abs(velocity[1] - velocity[0])\n",
    "        delta_omega = abs(spectral_window[1] - spectral_window[0])\n",
    "        k = self.laser.getWaveNumber()\n",
    "        \n",
    "        if k*delta_v < delta_omega:\n",
    "            \n",
    "            delta_omega_new = k*delta_v\n",
    "            new_alpha = np.zeros(int(abs(spectral_window[-1]-spectral_window[0])/delta_omega_new))\n",
    "            L_new = len(new_alpha)\n",
    "            new_spectral_window = np.linspace(spectral_window[0], spectral_window[0] + delta_omega_new*(L_new-1), L_new)\n",
    "            \n",
    "            for i in range(len(new_alpha)):\n",
    "                new_alpha[i] = np.interp(new_spectral_window[i], spectral_window, alpha)\n",
    "                \n",
    "            alpha_Doppler = np.convolve(dist_MB, new_alpha, 'full')\n",
    "            L_Doppler = len(alpha_Doppler)\n",
    "            new_spectral_window = np.linspace(spectral_window[0] - k*V, spectral_window[-1] + k*V, L_Doppler)\n",
    "            \n",
    "            return alpha_Doppler, new_spectral_window\n",
    "        else:\n",
    "            \n",
    "            delta_v_new = delta_omega / k\n",
    "            new_dist_MB = np.zeros(int(abs(velocity[-1]-velocity[0])/delta_v_new))\n",
    "            L_new = len(new_dist_MB)\n",
    "            new_velocity = np.linspace(velocity[0], velocity[0] + delta_v_new*(L_new-1), L_new)\n",
    "            \n",
    "            for i in range(len(new_dist_MB)):\n",
    "                new_dist_MB[i] = np.interp(new_velocity[i], velocity, dist_MB)\n",
    "                \n",
    "            alpha_Doppler = np.convolve(new_dist_MB, alpha, 'full')\n",
    "            L_Doppler = len(alpha_Doppler)\n",
    "            new_spectral_window = np.linspace(spectral_window[0] - k*V, spectral_window[-1] + k*V, L_Doppler)\n",
    "            \n",
    "            return alpha_Doppler, new_spectral_window"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3030031",
   "metadata": {},
   "source": [
    "### 2.2 Velocity distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "fed42633",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "MB_dist, velocity = dummy_medium.distMaxwellBoltzmann()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "6b745c2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('CHAPTER_3_DopplerBroadened_velocity.txt', velocity)\n",
    "np.savetxt('CHAPTER_3_DopplerBroadened_MB_dist.txt', MB_dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "ddd77da6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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11WmUyruhlY+W7aXLtXHEcwV38z++n+ODt4IhEY+lESIR8RhHf03irkeqk4U39/ABw5kGo0fnry8EFyZnqDDOkldUddhdLOJWAklhLV155aZNBb8OEfEICohExD1cptmbRBvDOm4lMaM+jX328O6SBmdPoPZkeXKcwsMtTHnWUR3/hX9GENtxVP7Xoan4Ih5BAZGIXHiufcqSkpjTdhILj1/v6A9W4xECX30ali1zDooKqFPkUZKS8lWpvntUCHdX/5JMfBiw7zXsXfuceR3qdybiMRQQiciF5zLN/o+tJxlx5HkA/i/4Ddof+NyxPjjYcxKoC6OgJOvUVCYHPUUjEviLhgw/+iqmaqCm4ot4GAVEInLh5elTlp5gY8AtpzieVZke/rE8bh/n3APsfJu0XkgFNYRt0ICgNV/wcb3H8SaD+Ud78eHrB9XvTCqMI0eOULt2bfbs2VPo59x22228+eabpXdQBVBAJCLukT19fny1/7IlvRXVOcLctNvxDm+Yf3q6pyRQF0ZBSdZWKx03vs2L1d4GYMTLIexNOKWp+HJ+ztLuBrgguWldu3bFYrFgsVjw8fGhbt263HzzzcTGxjptN378eG644QYaNmxY6H0/++yzvPzyy6SkpJTwUZ+dAiIRcZvfjlt55dgjAEzhQeqzD+YW0AOsPLBaeXJpJB3ZQCpBjGBS+X2tUvpc8/DyugC5acYY4uPjmTBhAvv37+fPP/9k3rx5+Pn50bVrV5YvXw7AyZMnmTVrFoMHDy7S/i+77DIaNmzIRx99VBqHXyAFRCLiFllZMHTgKdJPe3EdX9KPhY4V0dFlZ0ZZUdhseN8bzXSG4sNplnALn93yYfl8rVL6Cmh3A1yw3LSdO3eSmppK165dqVOnDg0bNqR79+4sWLCArl27Mm6co4XNV199hY+PD506dXJ6fu3atZk5c6bTsh9++AF/f3927doFwI033si8efNK5fgLooBIREpfAUP7s1//m7WbA6jMcaY0GI9l/fqyOc2+MPJ8SbUKP8Hj/R2v7eEDT5PStY/za9U0fCmMPHl4uddMbOwFy03bsmUL3t7etG7dOt+6a6+9ll9++YWsrCzWrFlD27Zt823TsmVLtm3b5rRs7NixDB06lMaNGwPQvn17Nm/eTFpaWqm8BlcKiESkdBUwtH8gbh+Pj/UG4P+8nies1gm49NL8H/CePs2+MFyn4i9bxjO776exzx720oCn9ww681o1DV+KIm8bm4QE6NzZORgqxduxP/30E82aNaNy5cr51vn6+uLt7Y2Xlxd79uyhXr16+bZp1aoV27dvz/155cqVbNq0iWeeeSZ3Wf369UlLSyM5Obl0XoQLBUQiUroKGNof+XJNjmYF04afeCTrLceXf2qqZ/UpKymuU/GDg6l02MZ7GY6cind5mE2VujveA03Dl6KyWh25aHldgNy0LVu20KZNmwLX/fHHHzRr1gxw5BAV1Lg27wiRMYannnqKxx9/nNq1a+duU6lSJQBOnDhR0odfIAVEIlK6XIb2v2r/HPMX+eFFJjMYjE94mPPQflmaZl8YrlPxs9+Pa8J3E82HGLwYeuJtTt9wi6bhS9HZbI68u7wuQB5eXFxcgQHRyZMnWbp0KbfeeisANWvW5J9//sm3XatWrdi7dy8pKSksXLiQpKQkRo0a5bTN33//DUCtWrVK4RXkp4BIREpf9sjPqYbNeCj5aQAe5R3ahNsLHtovS9PsC8N1Kn72+/FG2CRqcJifdwcycXcfTcOXosmbQB0eDhcoDy8hIYGjR4/mC4iysrJ44IEH8PHxYcSIEQBcccUVTrfGcrRs2RKLxcLWrVt55plneO6556hatarTNr/++isNGjSgZs2apfI6XCkgEpELw2rlnd4r2E049djLizxbsaedW63U+vgdXuVJAP6PZzg0cV7FfT+kaApoE0Nk5AXJw9uyZQsAdevWJTk5mT/++IN58+bRuXNnVq5cybJly6hWrRoAPXv2ZNu2bflGiapWrUpYWBhPPPEEAEOGDMn376xdu5aoqKgSP/6zUUAkIhfEgZ/28vJ71QEYz1iqcrz8TrEvjOxbHfcyh8uJw85FPD/g94r7fkjRFNQmBi5IHt5PP/0EQJMmTWjQoAGdOnXi3XffpU+fPvz6669ERETkbtuqVSvatm3LwoUL8+2nVatWbNy4kZdffhkfHx+ndadOnWLJkiUFBkqlxWKMMRfsXytjUlJSCA4Oxm63ExQU5O7DESm7bDaGX7qWaakDaOv/M5u+OYbXwOgLNiPG47jc6lj92FJ6jGiJNxn83OB6WsTOrFjvRwV16tQpdu/eTaNGjQpMPP5XOZMRCso3S0pyBEMecOt5+fLl/Oc//+HXX3/Fy6tw4zCTJ09m6dKlrFy58qzbnOv9K873t0aIRKTk5a07lJTEL5FDmZHaH4A33/HBq1U5nWJfGAXc6uj+cEv6XpVCJj6MThqZ//1QbSIpSEFtYnJ4UB7eddddx7Bhw9i7d2+hn+Pr68ukSZNK8ajyU0AkIiXLpe6QqRrI6NTnycKbW3v8TZf/3uBYHxRU/qbYF0ZBtzrsdv57ZBC+pLOC3qzwu/HM+6HaRFIOPProo1iLMOo5dOhQmjZtWopHlJ8CIhEpWS51h75ams4qewf8fLP475+3ONfZKW9T7AvDdRo+QGoql6T+xMO8C8Do0+PJqBJ8wdowiIgCIhEpaXnqDp1OSGT0EMeoxqOVZxJui8lfZ8eDhvYvGNdbHdnv2TNhc6nBYbbvCmDG2F0XrA2DiCggEpHSkD3TZWbNMfx2+mJqcohx9scrZgJ1YVmtVFu7jOdrOEaJnn09iNSEg3rPKgDNbSqekn7fFBCJSKk4WdPK/xlHX6LneIFgUip23aHCsFoZtrgnl/AHh6nFOzyq96wc8/X1BS5ca4ryJj09HQBvb+8S2Z/Pv28iIlJ0U145yv4jFxHGHoYy3bEwOlqjHedis+F73928QHsGMI/X+Q8PDehBtbXL9J6VQ97e3lx00UUcPHgQgMqVK2OxWNx8VGVDVlYWhw4donLlyvlqGBWXAiIRKXGpO5KY8IqjMeNztabg99lqRzCUM8VeQVF+eRKo+zey8IrlOL8mXMTrf93Gy3rPyq06deoA5AZFUnheXl6EhoaWWBCpwoznoMKMIsWQlMTLly3g6X9Gc4nvbrb/7oNPI2v+vksxMUoSzpGU5JhanyeB+rMtVm6+GapYjpNgGlE7PFDvWTmWmZnJ6dOn3X0YZYqfn99ZCz0W5/tbI0Qicn5cquX+kxnIaylDAXjhmUx8qjvadeS2FOjevWLVHSqMnNpEkDsSdFMDaHtFBj/GVWFC8HjerD3T+T3zoErEcv68vb1LLBdGikdJ1SJSfC5FGAHemBGMPTOQlo1P0P/9Xs4FBSti3aHCKKA2kSXFzksn/wPAlJP3sXf212feMxVrFClxCohEpPhcijAeit/L2287Vv3fsVF47d6Vv6BgRaw7VBiutYlSU4lK+5wrWUtauhcvj8/+uFaxRpFSoYBIRIovTxFGEhKY0P0rjh+HCL9fuOnANBUUPB8NGmCJWc1LdacAMGOuP7s/3aJijSKlxGMCoilTpuR2rI2IiGDt2rVn3XbdunV07tyZGjVqUKlSJZo1a8Zbb73ltM2cOXOwWCz5HqdOnSrtlyJSsWTnBiWHtmeK/S4AXkp/HIsKCp4/q5Vum/7LNZXWkYEvL90e7xwM6b0VKTEeERAtWLCAkSNHMm7cOOLi4ujSpQu9e/cmMTGxwO2rVKnCww8/zJo1a9ixYwdPP/00Tz/9NNOnT3faLigoiP379zs9AgICLsRLEqlYrFbevHIxp6hERzbQk69VULCkWK288JbjFuOH3EMiVr23IqXAI6bdd+jQgTZt2jB16tTcZc2bN6dv376MHz++UPu45ZZbqFKlCnPnzgUcI0QjR47k6NGjhT6OtLQ00tLScn9OSUnBarVq2r3Iv/j7l72EtQ7mmKnK5/ShD19qFKOkZOcM9UiYyWp6MIKJTAx/R++tyDkUZ9q920eI0tPT2bJlC1FRUU7Lo6KiiI2NLdQ+4uLiiI2NpVu3bk7Ljx07RlhYGA0aNKBPnz7ExcWdcz/jx48nODg492HVh43Iv7PZmNTtE46ZqrT22871657KzSmie/fc2WdSDHkSqMfVmQ3ADMtQDiQc03srUsLcHhAdPnyYzMxMQkJCnJaHhISQnJx8zuc2aNAAf39/2rZty0MPPcTgwYNz1zVr1ow5c+awbNky5s2bR0BAAJ07d2bnzp1n3d/YsWOx2+25D5s+bETOLSmJ1K7X884/9wDw1Fu1sXSOdEq0pnt3R80cKZqkJKcE6qs3vUL79nDKBPBW8At6b0VKmMcUZnQtvW2M+ddy3GvXruXYsWNs3LiRMWPGcPHFF3PnnXcC0LFjRzp27Ji7befOnWnTpg2TJk1i4sSJBe7P398ff3//83wlIuWYSxFGAgN5L2so/1CdpmEnufUOR7NKFWEsAS7FGi1WK+NGHuemAVWYkjmUJ8OmUa12wJn3VoUaRc6L2wOimjVr4u3tnW806ODBg/lGjVw1atQIgFatWnHgwAGef/753IDIlZeXF+3atTvnCJGInENOEcaDB3PzV076BfPGqQcBGHPiObyvX3um6GJOEUZ9SRdPTrHGnADUbqfPO71p5TebX441Y9Kw1Tz7TPZ2ObfWatdW0UuRYnL7LTM/Pz8iIiJYtWqV0/JVq1YRGRlZ6P0YY5wSogtaHx8fT926dYt9rCIVmksRRmw2Zs+GAwe9CPXZy12H3lIRxpKWt1hjaipehw7wVPrzALwzqyrHvINVqFGkhLh9hAhg1KhRREdH07ZtWzp16sT06dNJTExk+PDhgCO3Z+/evXz44YcATJ48mdDQUJo1awY46hK9/vrrjBgxInefL7zwAh07duSSSy4hJSWFiRMnEh8fz+TJky/8CxQpD3KKMGZ/+Z7udg3/PfEz4M8TGa/gGx6qQoGlKfv9v73bVTyzeyd/Hr2EaWP3MHr51SrUKFICPCIg6t+/P0eOHOHFF19k//79tGzZkuXLlxMWFgbA/v37nWoSZWVlMXbsWHbv3o2Pjw+NGzdmwoQJDBs2LHebo0ePMnToUJKTkwkODuaKK65gzZo1tG/f/oK/PpFyI09u0P8SIknEnxCSub/h95oGfiFYrXjHfMeYNpMZfHgCr7/rz0PsJUAlDkTOm0fUIfJUxaljIFIRZK2LpWWXi9hBC17lCZ5Y3xeKcItbzk96zAYad29AElZmMohB6wfp/RfJo0zWIRKRMsZmY8Xts9hBCwJJYRjTIDpaNXEuFJsNv/vvZiRvA/AGo8m6+x69/yLnSQGRiBRedgLvG8kDABhyxzGCw2uqCOOFkieBenDDbwisnMEOWrBidxO9/yLnSQGRiBROdqHAuIQgvuNqvL0Nj75aT0UYLxSXQo3Ba75g6AOONNDXA57R+y9ynhQQiUjhZBcKfKPqcwD0728hNJQzidbh4SrCWJpyCjXmSaB+9FHw8YHvT3Xip/o36P0XOQ9Kqj4HJVVLhedSmdq2LYVGrQPJzLSwZfkB2kQGnKkzpErJpc+1UjhwV790Pv7EjwF9T/DRnNPO779+J1JBKalaREpOTmXqbt1yc1PeeT+IzEwLPSJP0ebhSMd6u92xvYowlr68hRoB7HZG/zYEgAWfVyLRnuf9t9kcv7u8vyMROSsFRCJSMJfK1PZtSUyf7lg1OuEhVUb2BKmptDm+jh58R2amhYkvpziWq3q1SJEpIBKRguVUps5OmJ7Z9UNSU6G57056J7+vysieIPt39J86HwEwfYYF+8pNTsnX+h2JFI4CIhE5u+yE6dONmvDO33cDMPr0BLzCG6kysqewWum18Xla+P5BqglkRs9PnIMh/Y5ECkUBkYicm9XKkvuWYSOU2hzgLj6CuXP1RetBvMKsjBrt+DifxAgy8NbvSKSIFBCJyLnZbEx82ZGDMpz3CCBNlak9jc3GgPk3UoPDJBLG59yg35FIESkgEpGzs9nY0ulh1qe1xYfTDF96nXMRRn3hul92AnWlPTsYetFCACYGPKnfkUgRKSASkYJlV0aetPdmAPr1Tafuje1UmdqTuFSvfmBFX7y9YfWpjvxcv7d+RyJFoIBIRAoWGMjBak2Zx50APDKmimO5KlN7Dpfq1dYO9bjlFseqSV0W6nckUgSqVH0OqlQtFd3Lz5zi6ZcCaN8eNm1yWakqyJ7BpXr1unXQpQsEBEDS5n3UCK2i35FUOKpULSLFZ7c73Vo5fRqmzA4A4JG7j+SvdqzK1J7BpXp155Z2rmiZzqlTMHN5vfytPFS1WqRACohEpMA2HYsXw759UKdWJre/1VktIMoCux1L7148cuBpACZPhoyM7HVq5SFyTgqIRCRfmw5sNiZOdKwanjEJv92/qwVEWZD9e7zj0ERqeh3BZoOlS1ErD5FCUEAkIvnadPzYaQSxseBLOsP+maAWEGVF9u8xILw+w7KmAjDxJbtaeYgUggIiEXHIM3ssZ6p9fxZQJ7yKWkCUJdm/xwdCl+NNBmvig4lPCFQrD5F/oYBIRM6wWjk8aR4L6A/Aw7yrFhBlkdVK/XmvcyuLAJjKA/o9ivwLBUQicobNxvvR35FGABH8SHs2qwVEWWSzQXQ0DzIFgI+4C/tdD+j3KHIOCohExMFmI6tbD977+3YAHhhzERa16Sh78iRQd22URIuGJzhOVebu6aLfo8g5KCASkdwWECt3X0wCjQkOyuLOZy5Wm46yxqWVhyVmNQ+MrgzAFN9HMfo9ipyVAiIRyW0BMaXyfwC4734vKldGbTrKGpdWHlitREdDlSqw4/QlxNS9U79HkbNQ645zUOsOqUj2/JxC+OWBGGPht9+gadM8K9Wmo+xwaeUBMHw4TJsG/fqcYMH/Tuv3KOWeWneISOG5tOqYPj8IYyxcfTU0reLS4kFtOsoOl1YeAA/c7SjEuHhFZfafcPk9qp2HCKCASKRicmnVkZYGs2Y5Vj3Y77BaPJQndjutH48i0n8LGRkwc2aedWrnIZJLAZFIReTSqmPxjCMcPAj1QjK4cUKkWjyUJ9m/6wfT3gRg+tQMR38ztfMQcaKASKQicmnVMeXxBACGpU/CZ/dOtXgoT7J/17c1+omaHCJpvw9fvP6b2nmIuFBAJFJRZc8g+6VBL9adaocPpxn8z2tq8VAeWa34x6xk8EWfAjBlbKJzMKTftYjnBERTpkyhUaNGBAQEEBERwdq1a8+67bp16+jcuTM1atSgUqVKNGvWjLfeeivfdosWLaJFixb4+/vTokULlixZUpovQaTssVqZ1n42ADexlHrsV4uH8spqZeiM9ljIYhVR7CJcv2uRPDwiIFqwYAEjR45k3LhxxMXF0aVLF3r37k1iYmKB21epUoWHH36YNWvWsGPHDp5++mmefvpppk+fnrvNhg0b6N+/P9HR0WzdupXo6Gj69evHpk2bLtTLEvF4J/5IYu6SqgAMY5pjoVp1lE82G42e7EcUKwGYyWD9rkXy8Ig6RB06dKBNmzZMnTo1d1nz5s3p27cv48ePL9Q+brnlFqpUqcLcuXMB6N+/PykpKXz11Ve52/Tq1Ytq1aoxb968AveRlpZGWlpa7s8pKSlYrVbVIZLyyWbj/YhJ3H/ov4T7/MXO7/fiNTBat1LKozwJ1EtChnPLganU9j6MLbMefuFW/a6l3CmTdYjS09PZsmULUVFRTsujoqKIjY0t1D7i4uKIjY2lW7duucs2bNiQb589e/Y85z7Hjx9PcHBw7sOqDwgpr7JbPEw7dAsAQ0YH43VlpFp1lEcu7Tz6xD5FnTpwMLMmS2sP1e9aJJvbA6LDhw+TmZlJSEiI0/KQkBCSk5PP+dwGDRrg7+9P27Zteeihhxg8eHDuuuTk5CLvc+zYsdjt9tyHTUPJUl4FBrK1SiSb6IiPj+G+xy5yLFerjvLHpZ2Hb7iVQYMcq6Y3eV2/a5FsPu4+gBwWi8XpZ2NMvmWu1q5dy7Fjx9i4cSNjxozh4osv5s477yz2Pv39/fH39y/G0YuUMcHBTO8wE36Bm2+24PS3g9UKMTFq1VFeBAfDihVO7TwGD4ZXXoFv1gXw55p1XHxZZf2upcJz+whRzZo18fb2zjdyc/DgwXwjPK4aNWpEq1atGDJkCI899hjPP/987ro6deoUa58i5ZJLm47jx+F/Cx3B/9CbD+WvUqxWHeWLSzuPhtXs9Ox2CoCZX9Z1/l2rlYdUUG4PiPz8/IiIiGDVqlVOy1etWkVkZGSh92OMcUqI7tSpU759rly5skj7FCkXXNp0ACxYACkp0DjsNFeN66TWDRVJ9vkwbMdIAN5/H9LTs9eplYdUYB5xy2zUqFFER0fTtm1bOnXqxPTp00lMTGT48OGAI7dn7969fPjhhwBMnjyZ0NBQmjVrBjjqEr3++uuMGDEid5+PPvooXbt25dVXX+Wmm25i6dKlfPPNN6xbt+7Cv0ARd3Jp08Hq1Uyb5pgwMCT1Tbz+3gUW49hOo0LlX/b5cP2BWdT1foH9B0P47DPo1ylPK4+c7XQ+SEViPMTkyZNNWFiY8fPzM23atDExMTG56wYOHGi6deuW+/PEiRPNpZdeaipXrmyCgoLMFVdcYaZMmWIyMzOd9vnJJ5+Ypk2bGl9fX9OsWTOzaNGiIh2T3W43gLHb7ef12kTcLjHRmPBwY8DE1b/egDG+pJkD1HIsT0x09xHKhZR9PjzNiwaMubrtP7nnh84HKQ+K8/3tEXWIPFVx6hiIeKzsWjQPJoxmKg/SjwUsCH9KNWgqKpuNvzoPoJEtBoMXf3AJl4Rn6XyQcqFM1iESkQvEauX49I/4iLsAGMp0tW6oyKxWwua/Si9WADCLQTofpEJTQCRSUdhsfHrnIlIIJpxd9OB7tW6oyGw2iI5mCDMAmMO9nL77Pp0PUmEpIBKpCLJvl804dBMAg4f54BXe6Eyitb4EK5Y8rTz6NNpOSPV0DlCHL3a30PkgFZYCIpHyLrt1w44EP9ZzJd7ehoHPhqlNR0Xl0srDN+Yb7h3iB8DMSo/ofJAKSwGRSHmX3bphVvBoAK6/3kK9eqhNR0Xl0soD65lWHivSumML7azzQSokzTI7B80yk/Ii7aCdBs2rcvhvbz7/HPr0ybMyKUltOioau92plQdAjx6O+OiF0XaefQadD1KmaZaZiBRoWUwwh//2pl49RxFiJ2rTUfG4tPIAR38zgFmfBJNZVeeDVDwKiETKI5feZTMcE4m47z7wSVavKsnvlqvtXBScRWIifPONy0r1N5MKQAGRSHnj0rts927Iaes3qPc+9aqS/Ox2Kt3ci2gzF4CZM/OsU38zqSAUEImUNy69y95/x/Elds2Vp2h0TxfH8oMHHduJQO45MzjlDQCWLjUcPIjT9HydM1LeKSASKW8aNMidPZaR8Bez3z0BwJA/Hs+das3q1flySKQCyz5nLgs/Tns2cfq0hQ9f3OM0PV/njJR3CohEyqPsKfVf1xnI3sy61OAwNx2c7jTVWsRJ9jkzuOZSAGZOPoXJGwzpnJFyTgGRSHlltTKryX8BuIcP8Sddvark3KxW7vj4RqpwjN9pRiyROmekwlBAJFJOHfhpL5+vcdTfGMQsx0L1LpNzsdkIHH4X/VgIwEwG65yRCkMBkUh5ZLMx99oPycCXDv5xXLp+hnObDn3Bias8CdSD6q0AYKGlPykJh3TOSIWggEikvElKwnTrzqy/+wIw6IUwiIxU7zI5O5f+ZpEb3qBpUzhhKrOg5sM6Z6RCUEAkUt4EBrKh8tX8RnMqV8qi/wPVHcvVu0zOxqW/mSX0TH+zWdbndM5IhaBeZuegXmZSVg2KTmf2//y49154/32XlepdJgVx6W924IDjfzMy4Ndvkrm0bSWdM1JmqJeZiJCaCguW+AHk/pXvRL3LpCAu/c1CQs40AZ71ZR2dM1LuKSASKetc+pYtXAjHj0PTptA5TD2opJjsdgbddBhwzLxPT8+zTr3NpBxSQCRSlrn0LQOYlT3D/v5bjmLprh5UUgzZ51WvFyOpWzuTw4dh2bLsdeptJuWUAiKRssylb9mO7/azYQN4exvu+ainelBJ8WSfVz67d3Jv+jQgO9BWbzMpxxQQiZRlefqWkZDArFu+BKCP/zfUSdysHlRSPHnOq/uPvgnA118bbFfeqd5mUm4pIBIp67Kn06c3asqH9hsBGHziHfWgkvOTfV5dHG7ozvcYY2FOYg+dV1JuKSASKQ+sVr4Y/BmHqE1d9tGLFepBJefPaoW5c3Nbv7zPfWR9oPNKyicFRCLlgc3G7Jf3ATCQD/AhUz2o5PzZbBAdzS0sJgg7uwlndb8pOq+kXFJAJFLW2Wzsu7IfX53oBsB983qqb5mcvzwJ1JXD63LnTScBmL2/l84rKZcUEImUZdk9qD5I7E4W3nRpf4omd7RR3zI5Py69zVi9mkHj6gCwyHIbRxOO6LySckcBkUhZFhiIqVWb2T7DALj/gQDHcvUtk/Ph0tsMq5W2baFlSzhlAphXc4TOKyl31MvsHNTLTMqCNcuP0e36qlStCvv3Q9WqeVaqb5kUl0tvM4C33oJRo6DtZen8sOakzivxWGW6l9mUKVNo1KgRAQEBREREsHbt2rNuu3jxYq699lpq1apFUFAQnTp14uuvv3baZs6cOVgslnyPU6dOlfZLEbmgZi90REB33OESDIH6lknxufQ2A7j7bvD1hR9/9uPnv3ReSfniEQHRggULGDlyJOPGjSMuLo4uXbrQu3dvEhMTC9x+zZo1XHvttSxfvpwtW7bQo0cPbrjhBuLi4py2CwoKYv/+/U6PgICAC/GSREpPnt5lKSnwySeOxfffj3pMSamq5WfnxmtPADB7tstKnXtSxnnELbMOHTrQpk0bpk6dmrusefPm9O3bl/HjxxdqH5deein9+/fn2WefBRwjRCNHjuTo0aPFPi7dMhOPk9O77OBBWL2aGSusDB0KzZrB9q9tWHp0d+R2rFihkSEpWdnn3vI9Lbg+eRY1asDeveDvz5kZaTr3xEOUyVtm6enpbNmyhaioKKflUVFRxMbGFmofWVlZpKamUr16daflx44dIywsjAYNGtCnT598I0iu0tLSSElJcXqIeBSX3mWzpqYBMOjWo45gSD2mpLRkn3s9k+dQ33s/R45kN3xVfzMpJ9weEB0+fJjMzExCQkKcloeEhJCcnFyofbzxxhscP36cfv365S5r1qwZc+bMYdmyZcybN4+AgAA6d+7Mzp07z7qf8ePHExwcnPuwqhqreJo8Paa2JQSwKc4fb29D9Nwo9ZiS0pV97nmHN2RgpuN+2ew3/8k3PV/nnpRVbg+IclgsFqefjTH5lhVk3rx5PP/88yxYsIDatWvnLu/YsSN33303rVu3pkuXLixcuJAmTZowadKks+5r7Nix2O323IdNhcfEE2VPqX8/+DEA+mQuJSTxB/WYktKXfe7dZ/0WgK83BmNLSNe5J+WC2wOimjVr4u3tnW806ODBg/lGjVwtWLCAQYMGsXDhQq655ppzbuvl5UW7du3OOULk7+9PUFCQ00PEE6WHWPnQMhAgt8+UepfJBWG1cvH8l+jGagxefMBAnXtSLrg9IPLz8yMiIoJVq1Y5LV+1ahWRkZFnfd68efO49957+fjjj7n++uv/9d8xxhAfH0/dunXP+5hF3O3LDw5z6KgvddhPb75yLFTvMrkQsvub3Y/jttn73EfW3ffo3JMyz+0BEcCoUaOYOXMms2fPZseOHTz22GMkJiYyfPhwwHEr65577sndft68edxzzz288cYbdOzYkeTkZJKTk7HnmfL5wgsv8PXXX5OQkEB8fDyDBg0iPj4+d58iZZbNxuyRWwG4J3gZPuvXqHeZXBh5EqhvbfgTgZUzSKAxMbutOvek7DMeYvLkySYsLMz4+fmZNm3amJiYmNx1AwcONN26dcv9uVu3bgbI9xg4cGDuNiNHjjShoaHGz8/P1KpVy0RFRZnY2NgiHZPdbjeAsdvt5/vyREqGzWb2hnY0XmQYMOa37/c5licmGhMebgw4/muzufc4pfyx2ZzPscREM3So48e7qy7WuScepTjf3x5Rh8hTqQ6ReBy7nQmtPmKs7UE6t01j3Q/+Z9apFoyUJpcaWFitbNoEHTtCgH8WyXWvILhOZZ174hGK8/3tU8rHJCIlyAQFM9vP0ch10IP+ziutVoiJUe8yKR3BwY5gJ09/s/bt4dJLYds2L+YNXc3wB7107kmZ5RE5RCJyFnnadACsXw87d3lTpQrcHrk3f6sE9S6T0uTS38xigfvvPAnA7CXV8p97auchZYgCIhFPlXOLolu33GTVWdkz7Pv3OUbV67o61usLR9zFbufuJbfiw2l++AF++SXPOpvNce7qHJUyQgGRiKdyadORuiOJhQsdqwatvU+tEsT9UlOp/c/v3MgyAGa/k30uqp2HlEEKiEQ8VZ42HSQksLDru5w4AU19d9Fp36dqlSDul32O3l9nOQBz3z9NeswGtfOQMkkBkYgny26VQHg4sw/fAMD9p6dhUasE8RRWKz1jn6eu9wGOZFVnWfc3nIMhnaNSRiggEvF0Vis7/u9TYumMNxncw4dqlSAexaeRlXsHnAZgNvc7FuoclTJGAZGIp7PZmP3gjwBcz5fU4YDadIhnsdm4b7Wjt97X9CSJ+jpHpcxRQCTiyWw2Tne7hg/tNwIwaEITtekQz5KdQH2J7Tu6BmwiC2/mVBulc1TKHAVEIp4qKQm6d+eL3S04SAh1amVy3ejmTonWdO/uVKdI5ILKPkdzcoYGvXIxALOrPkJWo8Y6R6VMUUAk4qkCA6F2bWZVHgHAwPu98fHBKdGa2rUd24m4Q/Y5mpNAfduwGgQFwW6bD6tfidU5KmWKepmdg3qZibvt3ZFCaMtAsrIs/P47NGmSZ2VSktp0iPvZ7U7tPIYPh2nTYMAA+OhVnaPiHsX5/tYIkYgH+2BJEFlZFrp0cQmGQG06xDO4tPMYNMjx30WL4J8qOkel7FBAJOIpXPqWZWXB7NmO/x90899qfyBlQttL7LRqlk5aGnz8sctK9TYTD6aASMQTFNC3bM0a2LULAqtmcdtE9S2TMsBux9K7F4MOvQqc6b0HqLeZeLzzCohOnz6NzWbj999/5++//y6pYxKpeFz6lmGz5X6Z3GlZQJU929QTSjxf9nl895G38SONuDiIi0O9zaRMKHJAdOzYMaZNm0b37t0JDg6mYcOGtGjRglq1ahEWFsaQIUP44YcfSuNYRcovl75lR7vcwKcLMwEYlPqWekJJ2ZB9HtcIv4i+fAbArJf2q7eZlAlFCojeeustGjZsyIwZM7jqqqtYvHgx8fHx/P7772zYsIHnnnuOjIwMrr32Wnr16sXOnTtL67hFyp880+nn/dWJU+netOQX2jU6op5QUnZkn8eDshu+frQ4gJMJ+9TbTDxekabd33777Tz77LO0atXqnNulpaUxa9Ys/Pz8GDx48HkfpLto2r24RWwsEZ39+YkI3mIkI9f3g8hIdx+VSJFkrYulUZf6JBLGRwxgwPqHdR7LBVOc7+9i1yHavXs3jRo1Ks5TywwFRHLB2Wz81OkhIvYuw4809lKfmuHB+staypbsnKEXEu7meV6gB9/xXfgQncdywVzQOkTNmzdn5MiRHD58uLi7EJG8sr9EZu7tBcAt16Q4giH1hJKyJE8C9f2h32KxGL7nKv5MsOg8Fo9W7IBo7dq1bNu2jcaNG/Pyyy9z4sSJkjwukYoluyfUiYT9fGSJBmDwmFrqWyZli0tvM+u6efTqZQFg1kWjdR6LRyt2QNSuXTtWrVrFJ598wmeffcbFF1/M9OnTycrKKsnjE6kYsntCfVrrQVJMII0aQY8eqG+ZlC0uvc2wWslJI53jO5TTjZroPBaPVWK9zBYsWMCzzz6LxWLhlVde4ZZbbimJ3bqVcojkgrLb6RoVwNrN/rz0Eowbl2ed+pZJWeHS2yw93RHXHzwIn808zE23+eo8llLn1l5m119/PbNmzaJ69ercfvvtJbVbkQrjt/3BrN3sj5cX3Hefy0r1LZOywqW3mZ8f3Huv4/9nLKmp81g8lk9xnzh79my2bdvG9u3b2bZtG3v37sVisRAaGkqfPn1K8hhFyieXv6RzKlNffz3Uy0oCu0aEpHwY1C+V//43kK++cgx2OtVl1OineIhijxCNHTuW+Ph4mjZtyrPPPktsbCx2u52EhASWLl1akscoUv649C5LT4cPPnCsGnzTIfV8kvLDbqfJw1F0DdhEVhbMmZNnnfqbiQcp9gjRgQMHSvI4RCoWl95lnz+xiUOHalK3dibXvdwZdiec2U5/OUtZln2uDz71LmvowKzpGTz1lA9ee/P0N8vZTue6uJG63Yu4g0vvshmPbQfgvvRp+OzeqZ5PUn5kn+u3NdxCMEfZY/Ph24nb1N9MPE6RAqLExMQi7Xzv3r1F2l6kQsmeUv+X9UpWnrwSgPuPvqGeT1L+WK1UWvM1dwctA2DGY9ucgyGd6+IBihQQtWvXjiFDhrB58+azbmO325kxYwYtW7Zk8eLF532AIuWa1cqsqz/G4MVVfEtjEmDuXH1BSPljtTJk4mUAfEZfDlJL57p4lCIFRDt27CA4OJhevXoREhLC9ddfz5AhQxgxYgR33303bdq0oXbt2syZM4fXXnuNESNGFHrfU6ZMoVGjRgQEBBAREcHatWvPuu3ixYu59tprqVWrFkFBQXTq1Imvv/4633aLFi2iRYsW+Pv706JFC5YsWVKUlytS6jJ225g11xeAYUxzLIyOVnsDKX9sNlq/eCvt2cRp/PiAgTrXxaMUKSCqXr06r7/+Ovv27WPq1Kk0adKEw4cPs3PnTgDuuusutmzZwvr16+ndu3eh97tgwQJGjhzJuHHjiIuLo0uXLvTu3fust+jWrFnDtddey/Lly9myZQs9evTghhtuIC4uLnebDRs20L9/f6Kjo9m6dSvR0dH069ePTZs2FeUli5Qem43lnf6PfZl1qOV1hL6rH3Nu06EvCikv8vQ3G1rT8YfpdJ+HMDrXxZMYD9C+fXszfPhwp2XNmjUzY8aMKfQ+WrRoYV544YXcn/v162d69erltE3Pnj3NHXfcUeh92u12Axi73V7o54gUis1mTHi4uZ7PDRjz+LDscywx0ZjwcGPA8V+bzb3HKXK+ss/1nHM6dYfNBAY6fvyu7gCd61IqivP9XaxZZitWrCAiIgI/Pz8qVarEFVdcwcsvv4y9GHUk0tPT2bJlC1FRUU7Lo6KiiI2NLdQ+srKySE1NpXr16rnLNmzYkG+fPXv2POc+09LSSElJcXqIlIrAQBKDW/EVjpHUwaOyS8urd5mUNy79zao2a8BddzlWTW83Xee6eIwiB0QbNmzghhtu4KKLLuLFF1/kpZdeon379kyaNImWLVsSHx9fpP0dPnyYzMxMQkJCnJaHhISQnJxcqH288cYbHD9+nH79+uUuS05OLvI+x48fT3BwcO7DqmQ/KS3BwcyOmk8W3vToAU2a5FlntUJMDKxYobosUvYFBzvO5ZiY3ATqoUMdqxavqMKhxWt1rotHKHJA9Nprr3Hrrbfy7bffMmbMGEaPHs20adPYs2cPV199NX369OHo0aNFPhCLxeL0szEm37KCzJs3j+eff54FCxZQu3bt89rn2LFjsdvtuQ+b7mtLSbHbHS0KsmVkwKyPAgAYeuuR/FV61btMyhOX/mZXhNtpe1k66enw4Tf1nM/1pCRVrRa3KHJAtHHjRh588MF8ywMCAnj//fcJDQ1l6tSphd5fzZo18fb2zjdyc/DgwXwjPK4WLFjAoEGDWLhwIddcc43Tujp16hR5n/7+/gQFBTk9RM6bS5sOcPxBnJQENaplcvMbV6p1gVQc2dfD0H3PAzB9OhiTvU6tPMSNihwQHTp0iIYNGxa4zmKx8Mgjj7B8+fJC78/Pz4+IiAhWrVrltHzVqlVERkae9Xnz5s3j3nvv5eOPP+b666/Pt75Tp0759rly5cpz7lOkVLi06cBmY/p0x6p7s97Hf/dvjvWpqW49TJELIvt6uOPwJKpajvHHH7BmDU4z0XQ9iFsUNXPbYrGYAwcOnHX9H3/8YWrWrFmkfc6fP9/4+vqaWbNmme3bt5uRI0eaKlWqmD179hhjjBkzZoyJjo7O3f7jjz82Pj4+ZvLkyWb//v25j6NHj+Zus379euPt7W0mTJhgduzYYSZMmGB8fHzMxo0bC31cmmUmJSbP7DFbaKTx8soyYMxvNHEsT0x09xGKXDjZ18MwphowZsC1B51nV+p6kPNUnO/vYgVEr732mtm4caM5efJkvvXJycnG19e3qLs1kydPNmFhYcbPz8+0adPGxMTE5K4bOHCg6datW+7P3bp1M0C+x8CBA532+cknn5imTZsaX19f06xZM7No0aIiHZMCIilR2V8Cz/OsAWO68b0+/KXiSkw0W+rfYMAYP06ZQ9TQ9SAlpjjf3xZjcu/eFkrXrl3ZunUrqamp+Pj40KxZM9q0aUObNm2IiIggJCSEpk2bkpmZWcJjWRdeSkoKwcHB2O125RNJichYE0ujblaSsPI/7uKu9Q+BbuNKRRUbS9vOfmyhLa8zmtHrb9X1ICWiON/fRQ6IcuzcuZMtW7bw008/sWXLFuLi4jh69GjuLC4FRCIubDaWtnuJvgemUZNDJNEA//AGam4pFVN2ztDMhB4MYSYXs5PfG/XGK+Z7XQ9y3orz/e1T3H/skksu4ZJLLuGOO+7IXbZ7925+/PFHpxYaIkLuh/97B94F4L4B6fhvbHAm0VpBkVQkeRKo72xYidGHMvjz+CV8t7sh1+h6EDcp9ghRRaARIikRSUnQrRsJCYaL+RODF3/+CY398syqCQ93FK7LU6tFpFzKvh5yz/vVqxnxXyvvvgu3VF7BohO9dT3IeSvO93exWneISBFkty6YHvwEBi+ioqBxY9SmQyoml1YeWK0MG+ZYtTStJ/tCO+p6ELfQCNE5aIRISkraQTsNmlfl8N/eLFkCffvmWZmU5PjwV2VqqSjsdkedoTwjQF26wLp18MJoO88+g64HOS8aIRLxFC6tOhZ/G8zhv72pXx/6XO7SmkBtOqSicWnlAfDAwBMAzFgQTEYVl+tB7TzkAlBAJFLSCmjVkdPNZkg/Oz5XqzWBiBO7nVtn9KKm1xGSkuDLL/OsUzsPuUAUEImUNJdWHdu+2c/ateDtbRi8qLdaE4i4Sk3F//Be7s+aCcB7b590LFc7D7mAFBCJlLQGDc4kSyck8N6tjp56N/qvpH7ihjPJpJpBI+KQfc0Mta4A4OvV/iR8ssV5FqauGSllCohESkP2DLLjDS/lw5SbABh+4g2nmTUikofVSuP1HxJVaQ0GL6b1+8Y5GNI1I6VMAZFIabFa+bj/Z6QQTGP+5Bq+gblz9cEucjZWKw88WxuA2dzPKfx1zcgFo4BIpJSYRBvvvnUagAeZghcGoqNzE61FxIXNRp/pN2IlkcPUYiH9dM3IBaOASKQ02Gys7zSan9ObU8lykvu+6p+bU0T37vqAF3GVnUDts3snw6stBGCy/yhdM3LBKCASKWlJSdC9O+/uuwWAu/pnUq1XB6dEa7p3d6pTJFKhZV8zOTlDg7+9Ez8/2Jx2OT/Uu0nXjFwQCohESlpgIPsvas4ibgXgoSerOparVYdIwVzaedS+oj79+ztWTY78SNeMXBBq3XEOat0hxfXC2FM8PyGAzp0d7QicqFWHSH4u7Tw2bYKOHcHfH2yb9lGrYRVdM1Joat0h4g4ubTpOn4ZpHwQA8NAdR/JX11WrDpH8XNp5tG9qp+1l6aSlwayv6jlfM2rlIaVAAZHI+SigTceSJbB/P4TUyuTWNzur5YBIUdntWHr34uH94wBH65vMzOx1auUhpUQBkcj5cGnTgc3Gu+86Vg07PRm/3b+r5YBIUWVfV/0PTaKG198kJsIXX6BWHlKqFBCJnA+XNh0/dxrm6FtGBkOPvqqWAyLFkX1dBYTXZ3DWdAAmv3xUrTykVCkgEjlfeWaPTd7raNNxC4upHx6glgMixZV9XQ23LseLTFb9cBG/JfiqlYeUGgVEIiXBauXvyfOYSzQADzFZLQdEzpfVSsP5E7iBzwF4l4d1XUmpUUAkUhJsNmbc9T0nqUxr4unKGrUcEDlfNhtER/MIEwGYw70cHfCgrispFQqIRM6XzUZGt6uZ/PedADz6VFUsatMhcn7yJFD3aPQXLcOPc5yqzPrral1XUioUEImcj+yWA0t2t8ZGKLVqZHLnMxerTYfI+XBp5WGJWc2jY6sAMMnnMTIS/tJ1JSVOAZHI+chuOfCO/5MADH/Qm4AA1KZD5Hy4tPLAauWuu6BGDfgrowHLQoboupISp9Yd56DWHVIYP64+RrseVfH1hb/+grp186xUmw6R4nFp5QEwbhy88gp07ZBGzNendF3JWal1h8iF4NKq451Zjuat/ftD3UyXlgJq0yFSPC6tPAAevDsFHx/Dmk3+xCW4XFdq5yHnSQGRSFG4tOrYvx8WLHCserR/sloKiJQWu5369/fkNv8vAHjnnTzr1M5DSoACIpGicGnVMfVVO6dPQ2REGm0f7ayWAiKlJfvaG3n8JQDmzTMcOIDaeUiJUUAkUhR5WnWcStjLe5MyABhpG62WAiKlKfva6xB+mA5sJD3dwnvjEtXOQ0qMxwREU6ZMoVGjRgQEBBAREcHatWvPuu3+/fsZMGAATZs2xcvLi5EjR+bbZs6cOVgslnyPU6dOleKrkAohewbZvFqPcCirBlYSufnge2opIFLasq+9R2vPB2DKLH9OJezVtSclwiMCogULFjBy5EjGjRtHXFwcXbp0oXfv3iQmJha4fVpaGrVq1WLcuHG0bt36rPsNCgpi//79To+AgIDSehlSgZgGVl6v8jwAI5iED5lqKSByIVit3PZJfxpg4yAhfMRduvakRHhEQPTmm28yaNAgBg8eTPPmzXn77bexWq1MnTq1wO0bNmzIO++8wz333EPwOWbwWCwW6tSp4/QQKQkr5h5i+57KBJLCUBzduNWqQ+QCsNnwve9uHsWRVf0Go8m6+x5de3Le3B4Qpaens2XLFqKiopyWR0VFERsbe177PnbsGGFhYTRo0IA+ffoQFxd3zu3T0tJISUlxeojkY7PxxvA/ABgSvJDg9V85V6XWB7NI6ciTQD2k4SoCK2ewgxas2N1E156cN7cHRIcPHyYzM5OQkBCn5SEhISQnJxd7v82aNWPOnDksW7aMefPmERAQQOfOndm5c+dZnzN+/HiCg4NzH1YNwYqrpCTiOj3Ityc7400Gj664DiIj1apDpLS5tPMIXvMFQx/wAeD1gGd07cl5c3tAlMNisTj9bIzJt6woOnbsyN13303r1q3p0qULCxcupEmTJkyaNOmszxk7dix2uz33YdNfG+IqMJA30h4CoN9NaYR2rOdYrlYdIqWrgHYejz4KPj7w/alO/FT/Bl17cl583H0ANWvWxNvbO99o0MGDB/ONGp0PLy8v2rVrd84RIn9/f/z9/Uvs35RywKV9gC0lmPn/9ARg9NBjYM84U4naaoWYGLXqECkNwcGwYoXT9WgNstOvjy8ff1aZN9rN56M5p89ce2qbI0Xk9hEiPz8/IiIiWLVqldPyVatWERkZWWL/jjGG+Ph46jo1mhI5B5eq1AATJ0JmpoUekaeIGBGZvzKuWnWIlJ687Tyyr8/RP9wBwILPK5Noz772VLlaisHtARHAqFGjmDlzJrNnz2bHjh089thjJCYmMnz4cMBxK+uee+5xek58fDzx8fEcO3aMQ4cOER8fz/bt23PXv/DCC3z99dckJCQQHx/PoEGDiI+Pz92nyL9yqUpt35bEtGmOVaMTHlJlXBF3yr4+2+z9nKsCYsnMdPzBosrVUmzGQ0yePNmEhYUZPz8/06ZNGxMTE5O7buDAgaZbt25O2wP5HmFhYbnrR44caUJDQ42fn5+pVauWiYqKMrGxsUU6JrvdbgBjt9vP56VJWZaYaEx4uDFgXq/+sgFjmvv+YTKxOJYnJrr7CEUqruzrczm9DBgTWPm0OdrwMmNA12cFV5zvb4sxxrgxHvNoKSkpBAcHY7fbCQoKcvfhiLvYbKR3u5bGu1eRhJWZDGJQ+GpVxhXxBDYbplt3Wu5exnYu5VWe4InwRbo+K7jifH97xC0zEY9mtfLRnV+QhJU67OcuPlJlXBFPYbVi+d9cHuc1AN7iMU7N/J+uTykyBUQi/yJzj41XX3OUgBjFmwSQpqrUIp7CZoPoaAbwMVYSSaYuH/T7UtenFJkCIpFzsdn4rMN4fj/dmIu87AxfeauqUot4ijwJ1H7hVv4zMgOA/x6+j4xuV+v6lCJRQCRyNklJmG7dGX/wfgAefhgCr+2oqtQinsClcjWrVzP45XBqVs8kgcZ8sjtC16cUiQIikbzs9jMfoIGBfON/PVtoS6WALB65/7hjvapSi7hfAZWrK1eGR4afBmCC37OYWi7XZ1KS6hLJWSkgEsnhWogxOJjxtd4EYMidx6l1S5czhd5yqlKvWKFCjCLukFO5OibmTAK13c7DK2+kquUYP6c3Z/mob85cnyrWKP9CAZFIDpdCjJuWHeD7tT74+BhGf9s7f6E3VaUWca+8lasBUlOp9vcuhpupAIx/Lbs7lYo1SiEoIBLJ0aCBU37Q+Dt/BuDugEWEJq4/MzSf9wNYRDxH9jX8WOhi/Ehj/Y/+rJ3yS75cI13DUhAFRCJ5ZecHbWvQk6UnrsVCFk8ee9opT0FEPJjVSr11C7k3cDEA4x+yOQdDuoblLBQQibiyWnml+VwAbmYJzfhdhRhFyhKrlSdmNsGLTL7iOrbQRtew/CsFRCIufl+9n/mrqgPwNC85FqoQo0jZYbPReGw/BvAxAC/yrK5h+VcKiETystl46YaNZOHNjZVXccX6ySrEKFKW5EmgfrrBB3h5GZZxE3EJQbqG5ZwUEInkSErij8h7+fjYjQA8u7AVREaqEKNIWeFSrLFp7PvccYej7c6LlV/VNSznpIBIJEdgIC+fGk0W3vS5+iQR19dxLFchRpGyoYBijU8/DRYLfHYiiq31r9M1LGdlMcYYdx+Ep0pJSSE4OBi73U5QUJC7D0dKmt3uqEeSPQX3zz+hWTNDZqaFH744QNsrA5zrDCUlOT5IVXtIxHO5XNcAd96WzvxFftzS+wSL5p3WdV0BFOf7WyNEUjG5VqUGXn4ZMjMtXHfVSdo+Epm/oq0KMYp4PtdijXY7z+wciIUsFn9VmZ//ynMNq3q15KGASComl6rUu9buY65jpj3P/TZAFW1FyovUVFoc28ztfALA/4094Viu6tXiQgGRVEwuValfuX4dmZnQq1IM7fd9poq2IuVF9rX+TIM5AHy6vDK//i9e1aslHwVEUnFlJ0v/ae3Bh6k3A/DcySdV0VakvLFaaRk7nduqLAfg+eg/Vb1a8lFAJBWb1crzzReQgS+9+IqObFJFW5HyyGrluffqYSGLRdym6tWSjwIiqdB+WZXMxytrAPAy4xwLVdFWpPyx2Wj53K3cxUdAdhV6XeuShwIiqbhsNp7p+wsGL26v8iVt1r+rqtQi5VGeBOrnrbPx8c5iBb1Zk1Bf17rkUkAkFYPd7lydNimJTR0fZemJa/EikxfnNVFVapHyyKV6deP1HzJ44GkAxgW8gXG91pOSNAW/glJAJOVfATWHCAxk3LGxAAyssohmr9zj2E5VqUXKF9fq1UFBPB1/OwGWU6w71Y4Vde47c62rLlGFpoBIyj+XmkPYbHy3JZhvU9rhSzrPHX/cuQ6J1QoxMbBihQoxipR1wcGOazkmxnFtp6ZS/+g2HjaTABgXPIms5SsgJUV1iSo4BURS/rnUHDLdujPuEceH3XDeIyzcJ38dElWlFik/8lavzv48eDJsAYGkEPd7FRZNTlZdIlFAJBVEnlthn+++lI3bAqnMcZ4K/Uh1SEQqGquVmmuXMLrabACeecaQkfCX6hJVcAqIpOKwWsl4fy5jmADAI0ykzry39OEnUhFZrTy2oBM1OMzvNGMWg1SXqIJTQCQVh83GrFuXs4MW1OCwIzBSHRKRislmI2j4AJ7jBQCe5UVS7xquz4MKTAGRVAw2G6ldr+fZwyMAeP6xFILDa6rmkEhFlKcu0bBGq7jEepKDhPDfPbfr86ACU0Ak5VPeukPZdUj+u+d2DhLCJdZTDHuqhmoOiVRELnWJ/GJW8eo7lQB4w/IfkhLS8n8eqDZRheAxAdGUKVNo1KgRAQEBREREsHbt2rNuu3//fgYMGEDTpk3x8vJi5MiRBW63aNEiWrRogb+/Py1atGDJkiWldPTiUVzrDgUGkhR8KW9Y/gPAf9NH4ntDLwgKUs0hkYrGtS6R1UrfHnauDIznpKnEM1XedP48UG2iCsMjAqIFCxYwcuRIxo0bR1xcHF26dKF3794kJiYWuH1aWhq1atVi3LhxtG7dusBtNmzYQP/+/YmOjmbr1q1ER0fTr18/Nm3aVJovRTyBa92hlBSeaf4pJ00lugRs5qYD087UGVHNIZGKxbUuEWA5lsrrgS8C8MHx24j/z/8c2+W5tabaROWfxRhj3H0QHTp0oE2bNkydOjV3WfPmzenbty/jx48/53O7d+/O5Zdfzttvv+20vH///qSkpPDVV1/lLuvVqxfVqlVj3rx5hTqulJQUgoODsdvtBAUFFf4Fifvl+SCLr389bfZ9jjEWNtGe9uFHNLVWRJzZbNzZPJ75x2/g6krrWbXKguWeaOfaRPrMKDOK8/3t9hGi9PR0tmzZQlRUlNPyqKgoYmNji73fDRs25Ntnz549z7nPtLQ0UlJSnB5SRmXXHTKNwnl876MYY+FOPlYwJCIFs1p55esI/Ejj25OdWXHl/ykYqmDcHhAdPnyYzMxMQkJCnJaHhISQnJxc7P0mJycXeZ/jx48nODg492HVBVC2Wa0sG/YF33AtfqTxCk+pzoiInFWjzvV45M7DAIziTdLx1WdGBeL2gCiHxWJx+tkYk29Zae9z7Nix2O323IdNUy/LtJM7k3js6SoAjOYNGvKX6g6JyNnZbIyLvZ5aHOQ3mjOJEfrMqEDcHhDVrFkTb2/vfCM3Bw8ezDfCUxR16tQp8j79/f0JCgpyekgZZbPxeodP2J0RSn3v/Ty16irnKfb6gBORvLLzDi/6aysTar4BwAuW59mfcEKfGRWE2wMiPz8/IiIiWLVqldPyVatWERkZWez9durUKd8+V65ceV77FA+Vt+YQQFISf3UewPh/hgHw+vgMql7TUXWHRKRgLrWJ7v3xYdpHZJBqAhlTdXL+zwzVJSqX3B4QAYwaNYqZM2cye/ZsduzYwWOPPUZiYiLDhw8HHLey7rnnHqfnxMfHEx8fz7Fjxzh06BDx8fFs3749d/2jjz7KypUrefXVV/ntt9949dVX+eabb85as0jKKNeaQwCBgfzn+AucpDLd/DfQf1E/x3Z5Gryq7pCI5HKpTeR1URCT0hx/UH147BZi69125jNDdYnKL+MhJk+ebMLCwoyfn59p06aNiYmJyV03cOBA061bN6ftgXyPsLAwp20++eQT07RpU+Pr62uaNWtmFi1aVKRjstvtBjB2u724L0tKm81mTHi4MeD4b2Ki+eYbx49eZJittHIst9mcn3P0qPuOWUQ8z9GjZz4nsj9X7memAWPaND1mMo4cNSYx0fnzJu/niniU4nx/e0QdIk+lOkRlRJ6aQ6cbNeFyE8f2PZV5mElMCn9bU2ZFpOhsNg52uZUmf63EzkVMe2IXQz+N0lT8MqJM1iESOW95boW9u/s6tu+pTE0O8WLYbH1oiUjxWK3UXruIF2pMAuCp/wZzJOGogqFyTAGRlA9WK4mvLeAZ/g+AV3iKah9P1oeWiBSf1cpDi6+mJb9whJo8wX9Vl6gcU0Ak5YJJtPFw9FGOU5XOrGMQs1Q/RETOj82Gz33RTMORYD2bQay+7V19rpRTCoik7HGdZm+zsbjdeD4/cQ2+pDN9ugWv8EaqOSQixZcnNzEy/ADD+zrq2g3b/xynukbl/1zRVPwyTwGRlC2u0+yTkrB37cOIg08DMCZoKi1m/weWLVPNIREpHpe6RKxezfi3K1HX9xB/0JRX9tzp/LmiqfjlggIiKVtSU+HgwTOBjt3O2JPPsp96NPHZxVMpTzrWBwer5pCIFI9LXSKsVi7yTmVitecBmMAYtvtdfqYuUU7wdPCg4zNKyiRNuz8HTbv3UHk+gNbXu50r9y0E4Dt60CM80XkGSFKS40MrONhthysiZZDd7ghuGjTIXWQSbdzY/A++OHE1nf1/YM03p/EaGK2p+B5I0+6lYsieZp/eqClD9z0HwH3Mzh8MgePDTMGQiBRVcLBTMARgCbUy+dvmVLEcZ31aO2Z0+UDBUDmigEjKJquV/+u6iu1cSk0O8RqPazqsiJS60I71eGnEQQAe5zX+IlSfPeWEAiIpk3744gDjP6gLwBQepAZ/a5q9iJQ+m40Rn0cRyXpSCeJ+ZpN19z367CkHFBCJZ3OdYg+c2mlj4C0pZOJD/8qfc/v6x5xnlOmDSURKQ3b+ovfuP5ljfZZK/pl8x9VM3d0z/2ePpuGXOQqIxHMV1Mk+KYln2q1gx+lLCCGZyY3fhEsvPTOjTNPsRaQ0uEzFv+Sribxa920AnrC8xp8JljOfPZqGXyYpIBLP5TrF3mZj3a8X8YZ9EAAzGEKN44mO7fL0M9M0exEpca5T8YODecgylR58xwlTmXv955FZq44jANI0/DJJ0+7PQdPuPUCeKfbHG15K69M/sGtvJQYyhznh/5d/Zoem2YtIaXGdim+zsafzXbSyfckxAnl9yO+M/vY6zTzzAJp2L+VPnpGfJ/Y8wK69lWiAjbfD3i74w0bT7EWktLhOxbdaabj+I96q+QoA42aEsS0hQMFQGaWASDyf1crSoV8whYcAmMUgLvp4ij5sRMT9rFYGfXYDvVlOGgHcwXxOzvxIn09lkAIi8SwFzCpL2ryP+5+qA8Ao3iCKVZpiLyKewWbDck8073MfISTzK60YfePOgj+fNPPMoykgEs9RwKyyzD027upm4++sakSwhfHN50LDhppiLyLulyfHMSS8Kh++sheAqceiWdzmJefPJ80883gKiMRzuM4q27yZl9t8yppTHahKKvPpj19aKixYoCn2IuJeLtPwWb2aqOgQHg98D4BBhyeQ2LHfmWn4mnnm8RQQiedo0MCpntDam17nhX8eAWAqD3BxuHGsb99eU+xFxL1cp+FbrdCgAS/FXU87v3iOUo279r9Oxi878gVOrj3SxDNo2v05aNq9m9hs/N3lJi7/6zNshHIPH/BB+IuaYi8insV1Gn62hHX7uLxrIKkmkGd4kRd5TjPPLjBNu5dyIbOelQF1vsVGKJfwB5N5qODmiZpiLyLu5DoNP1v4lfWY9tx+AF7iaZbTWw1gywAFROI+BcwoA3h2ZApfb6pGJU7wKbdRleOaVSYiZYfNxp0f9uYBpmDw4i4+4s87ns7/GaZZZx5FAZG4R0F9yoAlMw7zyruO4c1ZPsO57OvX1bhVRMqOPAnUb4e9TadKjnyiW2xvc7xr7zOfYZp15nEUEIl7FNCn7LfVyQwc5g/AY7zJnfVioEULNW4VkbLBZeaZ38L/8WmtBwghmV+4jMF7xmG6dYfNmzXrzAMpIBL3cJlRltK1DzffU5VUE0g3VvOqdTKsW+fYTo1bRaQscJ151r499dYt5NN6j+DDaeZzJ2+fGAr9+2vWmQfSLLNz0CyzC8BmI6tbD27d/RqfcTP1SeKn+jdSe8PS/AmImlUmIp6uoJlnNhvvXjGLEUeex5sMvqYnV4fv0ayzUqRZZuLZCkqitlp5smMMn3EzfqSxiFupvfDdgj8kNKtMRDxdQTPPrFYeWhrFPXxAJj7cyiJ2jJxW8OecEq3dRgGRXBhnSaJ+75W/eX1efQDmcC8d2KwZZSJSvmT3O5vGMDqzDjsXcd0jjTmwfEu+7ZRo7T4KiOTCKCCJesXcQzw8zjGU+X88zZ311kBoqGaUiUj5kWfWWUB4fT77IIXG/MkeGnHT9RmcjNmcbzslWruHAiK5MFySqLe2H8LtAyuRiQ8DmcM461zYuNGRSK0ZZSJSHhTQ76zmPdexfOFxqvE3m+hAdA8bWYs/U3sPD+AxAdGUKVNo1KgRAQEBREREsHbt2nNuHxMTQ0REBAEBAYSHh/Pee+85rZ8zZw4WiyXf49SpU6X5MuRcsmeL7Q3tRJ/kGRwzVenO90y3voRl/TrHes0oE5HyoqB+Z0CT21vz2dRkfElnkbmVMbf+4RwMKdHaLTwiIFqwYAEjR45k3LhxxMXF0aVLF3r37k1iYmKB2+/evZvrrruOLl26EBcXx1NPPcUjjzzCokWLnLYLCgpi//79To+AgIAL8ZLkLFWoD1eyEmVWkISVpvzGYm7Bb/6Hzh8AVivExMCKFUqiFpGyKzjY8TkWE5MvyOk6vAWzH/0ZgNd4gtf4D7zxhhKt3cl4gPbt25vhw4c7LWvWrJkZM2ZMgds/8cQTplmzZk7Lhg0bZjp27Jj78/vvv2+Cg4OLdBynTp0ydrs992Gz2Qxg7HZ7kfZT4R09akzHjsaEhxuTmJi72G43pm3zVAPG1MdmEmhoDOTbTkSk3EtMNCY83EzgCQOOj8JpXsON2bixwO1Mx46Oz1YpFLvdXuTvb7ePEKWnp7NlyxaioqKclkdFRREbG1vgczZs2JBv+549e/Ljjz9y+vTp3GXHjh0jLCyMBg0a0KdPH+Li4s55LOPHjyc4ODj3YdWwZfEUkEB98iTc2D2FH3dUpQaHWeXdm0ZL3lJbDhGpePIkUD8Z/iljbvkDgOFZk5kfORE2bcq3nRKtS5/bA6LDhw+TmZlJSEiI0/KQkBCSk5MLfE5ycnKB22dkZHD48GEAmjVrxpw5c1i2bBnz5s0jICCAzp07s3PnzrMey9ixY7Hb7bkPm76gi8clgfp0t2u4vUsyMXFBBJLC197X03z9TOjbV205RKRiKSDR+pVPmzD85gMYvIjOmsOXkS/DZ58p0foC83H3AeSwWCxOPxtj8i37t+3zLu/YsSMdO3bMXd+5c2fatGnDpEmTmDhxYoH79Pf3x9/fv1jHLy6yk6Mzul3NPbuf58vddQjgJF9430TE+onQoYPTdnTvriRqESn/chKtITeB2gJM/jSElN6H+XhlTW7LWsCXN1/PVSjR+kJy+whRzZo18fb2zjcadPDgwXyjQDnq1KlT4PY+Pj7UqFGjwOd4eXnRrl27c44QSTGdJYH6dB0rA+p+z3zuxIfTLOYWun766JlgKIeSqEWkojhLorWXF8z5oiY3tNvPKSpxPV+ykmth7tyC2xgpybrEuT0g8vPzIyIiglWrVjktX7VqFZGRkQU+p1OnTvm2X7lyJW3btsXX17fA5xhjiI+Pp27duiVz4OJwlgrUaWlw+zV/80lsfXxJ51NuozcrYPTognOF1JZDRCqKgtp7AL7JNhYeuorr+YJTVOIGPufLvjOcPzNVzbr0lFaGd1HMnz/f+Pr6mlmzZpnt27ebkSNHmipVqpg9e/YYY4wZM2aMiY6Ozt0+ISHBVK5c2Tz22GNm+/btZtasWcbX19d8+umnuds8//zzZsWKFWbXrl0mLi7O3HfffcbHx8ds2rSp0MdVnCz1Csdmc8yAyDNb7MQJY3p3+seAMf6cNMu9rjdmyZJ824mISLac2WRg0qyNzc0BXxowxpc0s7jmEMf6PNuY8HDH568UqDjf3x4REBljzOTJk01YWJjx8/Mzbdq0MTExMbnrBg4caLp16+a0/erVq80VV1xh/Pz8TMOGDc3UqVOd1o8cOdKEhoYaPz8/U6tWLRMVFWViY2OLdEwKiAopz0V6vGELc03rAwaMqcRxs8or6sw0Ul3MIiL5FfCHZfquRNO/8lIDxnhz2syvNtyY0FD9UVlIxfn+thiTnY0s+aSkpBAcHIzdbicoKMjdh+M57HbH9M+8Q742G4e73MwNf01iI52owjG+9L6RbuvHO+cM5UwjrV1bOUMiInAm9eDgQacE6sw9Nu67dDNzT9yKF5lM5BEeCv3C0eKooLyiwEB9pmYrzve3x8wykzLiLBfurnQrvdNXs5OqVONvvqAPkZ8+cfYEal24IiIOOYnWLn9oeje0MudrG5W7vMc0hvMwk7H93ZxXslwSgPWHZolwe1K1lDEFFF384Qfo1O40O/dXJYw9rKczkWxQArWISGEVlGhts+E1MJqpPMBLjAPg1WMPE91iC2l/2nK3UfHGkqGASM7NdUq9S9HFL9o+T/cuGRz6x5cr+IkN3l1ovvgVVaAWETkfeQIdS3g449Zfz5zqo/DhNB+f6EvvljaOLv4Orryy4OKNmppfZAqI5OzOMqUeqxXz0cf81+tJbjo4nRNpPvRkBTHeV1N3/adw882qQC0iUlwFVLMmMpKB8Y+xvNa9BJLC92mRdLy1Hr8lVoLQUOfijZqaXywKiOTsCrg9BnD89yTuuOYwT2ZNIAtvBjODz7mBwE9m569AHR6uCtQiIkWRU83atUq11cq1WyawptZtNMDG7zSjPZtZmnrVmefqFlqxaZbZOWiWGc4XV3g4CRMW0vfuKvyS3gwfTjORRxjOe1ig4BLzmvkgIlJ0Bc3mBcdn8pVXcjDxJLfzCWvoBsCzQW/z3Jft8RoY7TyyVEFbfhTn+1sjROLMNWcoz0jP8oSmtO3XiF/SmxFCMt/TgwfCV2JZv/7sOUNKoBYRKbqzJFnTvTskJlI7PJBvYvwYUfV9AF5MGclNXY7wd8I/+W+h5VBe0TkpIJIzzpIzdKqWlZHNv+Z6lvMP1enARrYQwZXh+3PvbStnSESkFBWQV+TbtRMTt1/DnItG4s8pvuAGLuNnVh9vl//5yiv6VwqI5IwCcoZ27ICOlx3nnS8vBmAEE1lNd+r7HISPP3a6t62cIRGRUnK2vCJgYNASYonkEv5gLw246shCxrVcyukETc0vCgVEFdk5ptSbhASmXTGViMsz2LqzCjU5xBdeNzJxsZWAhnUhIwMGDMg3+0xd60VESkFO8caYGOfZZNm30NqEHuGnz2zcX2UBBi9eSXmYLs0PsWvOWk3NLyQFRBXVOabUJ7y2iCjLKoYfeYWT6T5cy0p+9m7D9bHjHFPq16w5++0x5QyJiJSOvHlFrrfQ1q2j6k1XM2tHJAtqPEgwR9mU3obL7mvDW4m3kGltqKn5/0IBUUWSd0TI9fbY5s1k/m3n7ef+odVtTfjGXEMAJ3md0aygF3U/magp9SIinuIcU/P7xY1la+0ouvM9J6jCKN4iMnkRv/7u69hm27Yzo0aut9Aq8KiRpt2fQ7madl9QD7I895V/8b6cIX5z2HSyNQDdiGEGg7mEPx3P15R6ERHP8i9T87MSbcxiEP/hdVIIxpd0nrrbxpiFbQhIT3HMRsvbKLYc9UTTtHs5u4KKLFqt/D11AQ9bJnN55o9sOtmaIOy85/Ug39GDS8KzQFPqRUQ8079MzfcKb8SQ9fexvd613MhSTuPHC/9rTIv0OJbQF6fhECVeKyAqt/6lB1lGlx5MHp3AJb0bM9k8SBbe3MIitnEpw7Km4hXeSFPqRUTKkrO0/Ki/cRGf1X2QBfSjHnvZTTi3sIRrbLP5JXIorFypxGsUEJVP/9KD7HOvm7jiryU8/GY4f2dVoyW/8i1XsYjbaMBe8PHRlHoRkbLmHFPzLb4+9OMTfqcpT/N/+HOK77iay5O+YHjPBJISMyt8TzQFROXFvyRMm6N2Vn50kI7d/bkx6zN+pRXVOcJkHiSOy7kq/C/H7bGGDTWlXkSkLPqXqfmEhlL168X8X/gcdtCcWwO+JAtvpjGci/mTx448zYFD2WFBRUy8NnJWdrvdAMZut7v7UM7t6FFjOnY0JjzcmMREx7LERGPCw00WmG+9rjFdKv9gwBgwpjLHzBheMUeo5ljg42PMxo1OzzPg+K/N5r7XJSIixWezOX+e5/1+CA01BswarjRdiDnz/WA5bsb032UO+DVwLAgNPfO8nOeGhzu+c44edc/rKoTifH9rhKgscs0PyjsidOWVsG0bGXWtLLx/Be34kauzVrH2RFv8OcVjlrdJIJzxDadT/dJ6jttjeUeEdHtMRKR8OMcttBxd/H8gZsUpvq51N+3ZxAlTmQkLwglL/4MHmMKfp8PObFzeR41KMUAr8zxihOjoUedRmryjQZs2nYnQsyP+FKqad30eMY3qHM+N+Ctx3DzEJJNEPee/FI4edeyjoBEhm82jo38RESkE1++QvKNGoaHG/PqrY3liosmqW88s5QbTjk253x8WMs2tVZab2Lc2miw/f+dRo5x9FzRq5ObvkOJ8f/u4OyCTcyiodlDe0aDOnaFVK/j+e+K3+TLt75f4H305lhEIyVCDwzxsmcJDZhK1OOzYp2vCdPv2jn3n1J7IGRFyncopIiJlT3Cwc95nzqgRFJh4fSOfcwOfs4auvBbwLF+euppFx3uz6DFozUaGMY27stYQlJIC/frBvn2OJycmOv6bmgopKWWynpFumXmaf0mOJjDQEdD4+GDPqMysrW3p2D6TK3rX4b1j0RwjkKb8xmQeJJFQnjfPUSs8SAnTIiJSqMRry9df0y08iS9OXcOvtXpwH7MJ4CRbuZwHmUq9pE0M7bCVDX/WwiQm5j6P1asd32Fl9LaaKlWfQ6lXqnatMpp3RGjePGja9EyknZAAPj6kXdKSrw6346ND1/I5N5BGAAC+pHNL5RUMr/oR3Q4uxJLzb/j4OCqRdujgXHgrPNxxQWgkSESk4kpKckytz1uDKKeTwZVX5o78/MNFzCWa93xGsCPjktynh7OLu/iIu+p+T9M5Y+HGGyEt7UwV7KAgx/ecMflHjUqx24EqVXu6vKM/rrWCkpJg717n22E9ekBQECdmz+czr1u4N2MGdXd8y82HpvMpt5NGAC3YxgSexIaV+Rc9QPeDC7E0bAiXXqqEaRERObdCJF7j70+1rxfwSPiXbMtoQkyNW4jmQ6qSSgKN+T+epdn+74noWYOX0v7Dr1zqqIKdkuL4nuvc2XnUaO9exx2PgmocuXMUqdQymsqBEk2qdp0a75rYFhrqWL9qlTE+PsZGfTPLa7Dp22GvqWQ5kZvgBsbUx2b+c9MfJq7+9SYr7wrXZDclTIuIyL8pQuJ1znR9A+Y4lcw8+pvr/VcZH9Kdvooas9OMDpxmvq1xuzmFn/O+2rRxlHtx/W4qwSn9Sqr2ZK75QKtXOx7ZQ5LHqMK6Y1fy9S17WJkRz3YuhSxgk+PpDdnNzSyhL5/RmfV4f+nlGP0JD4epU88MU+YIDlbCtIiI/LsiJF7n8ven8rLPuGPIEO5IXMBharCMG/mMvqwkil1czBupF/MGQ6nMcbqzmqiUH7jm22RabP0ZS2bGmUk+DRo4p3SA4zvzAue0KofoHEo8hyjPL/xQWFvWDZvL2vHrWJvamjiuIJMz8anFYmhnNtObr7iZJVzGz1jCw+GNN+D22x3BUN78oG3b4LrrHPd7XfOD1JVeRESKwjXHNW+uUWgoLF/uyA/Kk2dEPUdtu2OJR/i62p0s/acLK4niAHWcdl2Dw1xpWU9XE0OXeglcMe8JfO6Lzp/HdB6K8/2tgOgcSiWp2mZjabuX6HtgWr5VYezhWlYR9Z/LuPqTB6j+V9yZlTnBT7NmcNVV8PPPZ0aIcoKfnICrjE11FBERD+daBsZicQ6QwBEQzZx55o9zwAC/0IqVQbfxdUon1nElp6jktOuL2clOmpRYMATF+/7WLbMLzWqlzdQhcAtcyq90YS1dLvqVLkeXYSU74frt7GTohg2hShX4/fczydGrV8N33zmW3Xmn862wnOnzGg0SEZGSlDNdP2fUyG53vq1msTi+e1JSzjzH3x/LsmVcNmQIlyU+x3+AdHzZQgRrq/dlbfg9rPsxgCvI/uN/7twSCYaKSyNE51BaI0R0787fCf9QnX/OLA8NhXfeyX87rFmzM8GP63R53QoTERF3OY/baiQmgo8PWRmZpBDERdjdPkKkafcXUp4couqhgY4TI69LLoHLLnOeLp+aeiY52nW6fIMGCoZERMQ9goOdJ+nkncK/bp1jfZ6Cj7mPWbNyv+e8fLy5aMkcx3NyJh3lLRx8AXlMQDRlyhQaNWpEQEAAERERrF279pzbx8TEEBERQUBAAOHh4bz33nv5tlm0aBEtWrTA39+fFi1asGTJktI6/H+XlORcFHH5cucTJDHRMVNs7lxHVWnX4EfVpEVExJO5VsF2DZDWr3cEQ8OGnbkT0qqVo+Zezh/9OUFR3gbmF8p5TfQvIfPnzze+vr5mxowZZvv27ebRRx81VapUMX/99VeB2yckJJjKlSubRx991Gzfvt3MmDHD+Pr6mk8//TR3m9jYWOPt7W1eeeUVs2PHDvPKK68YHx8fs3HjxkIfV6nWIcpZ5qGN8URERM5bYRuUG+P2OkQekUPUoUMH2rRpw9SpU3OXNW/enL59+zJ+/Ph82z/55JMsW7aMHTt25C4bPnw4W7duZcOGDQD079+flJQUvvrqq9xtevXqRbVq1Zg3b16Bx5GWlkZanlo+KSkpWK3Wksshcr3fmpfygUREpCK4AN+FZTKHKD09nS1bthAVFeW0PCoqitjY2AKfs2HDhnzb9+zZkx9//JHTp0+fc5uz7RNg/PjxBAcH5z6sJZ3t7nq/NS/lA4mISEXgod+Fbg+IDh8+TGZmJiEhIU7LQ0JCSE5OLvA5ycnJBW6fkZHB4cOHz7nN2fYJMHbsWOx2e+7D5qbELhEREbmwPKYOkcVicfrZGJNv2b9t77q8qPv09/fH39+/0McsIiIi5YPbR4hq1qyJt7d3vpGbgwcP5hvhyVGnTp0Ct/fx8aFGjRrn3OZs+xQREZGKy+0BkZ+fHxEREaxatcpp+apVq4iMjCzwOZ06dcq3/cqVK2nbti2+vr7n3OZs+xQREZGKyyNumY0aNYro6Gjatm1Lp06dmD59OomJiQwfPhxw5Pbs3buXDz/8EHDMKHv33XcZNWoUQ4YMYcOGDcyaNctp9tijjz5K165defXVV7nppptYunQp33zzDevWrXPLaxQRERHP5REBUf/+/Tly5Agvvvgi+/fvp2XLlixfvpywsDAA9u/fT2JO2W+gUaNGLF++nMcee4zJkydTr149Jk6cyK233pq7TWRkJPPnz+fpp5/mmWeeoXHjxixYsIAOHTpc8NcnIiIins0j6hB5qlLpZSYiIiKlqkzWIRIRERFxNwVEIiIiUuF5RA6Rp8q5m5iSkuLmIxEREZHCyvneLkpWkAKic0hNTQUo+RYeIiIiUupSU1MJLmQrECVVn0NWVhb79u0jMDCQ1NRUrFYrNptNCdbnIadhrt7H86P38fzpPSwZeh9Lht7HkpHzPiYmJmKxWKhXrx5eXoXLDtII0Tl4eXnRILsBXU7Lj6CgIJ2sJUDvY8nQ+3j+9B6WDL2PJUPvY8kIDg4u8vuopGoRERGp8BQQiYiISIWngKiQ/P39ee655/D393f3oZRpeh9Lht7H86f3sGTofSwZeh9Lxvm8j0qqFhERkQpPI0QiIiJS4SkgEhERkQpPAZGIiIhUeAqIREREpMJTQFQMN954I6GhoQQEBFC3bl2io6PZt2+fuw+rTNmzZw+DBg2iUaNGVKpUicaNG/Pcc8+Rnp7u7kMrc15++WUiIyOpXLkyF110kbsPp8yYMmUKjRo1IiAggIiICNauXevuQypT1qxZww033EC9evWwWCx89tln7j6kMmf8+PG0a9eOwMBAateuTd++ffn999/dfVhlztSpU7nssstyi1p26tSJr776qsj7UUBUDD169GDhwoX8/vvvLFq0iF27dnHbbbe5+7DKlN9++42srCymTZvGtm3beOutt3jvvfd46qmn3H1oZU56ejq33347DzzwgLsPpcxYsGABI0eOZNy4ccTFxdGlSxd69+5NYmKiuw+tzDh+/DitW7fm3XffdfehlFkxMTE89NBDbNy4kVWrVpGRkUFUVBTHjx9396GVKQ0aNGDChAn8+OOP/Pjjj1x11VXcdNNNbNu2rUj70bT7ErBs2TL69u1LWloavr6+7j6cMuu1115j6tSpJCQkuPtQyqQ5c+YwcuRIjh496u5D8XgdOnSgTZs2TJ06NXdZ8+bN6du3L+PHj3fjkZVNFouFJUuW0LdvX3cfSpl26NAhateuTUxMDF27dnX34ZRp1atX57XXXmPQoEGFfo5GiM7T33//zUcffURkZKSCofNkt9upXr26uw9Dyrn09HS2bNlCVFSU0/KoqChiY2PddFQijs9AQJ+D5yEzM5P58+dz/PhxOnXqVKTnKiAqpieffJIqVapQo0YNEhMTWbp0qbsPqUzbtWsXkyZNYvjw4e4+FCnnDh8+TGZmJiEhIU7LQ0JCSE5OdtNRSUVnjGHUqFFceeWVtGzZ0t2HU+b88ssvVK1aFX9/f4YPH86SJUto0aJFkfahgCjb888/j8ViOefjxx9/zN3+8ccfJy4ujpUrV+Lt7c0999yD7j4W/X0E2LdvH7169eL2229n8ODBbjpyz1Kc91GKxmKxOP1sjMm3TORCefjhh/n555+ZN2+euw+lTGratCnx8fFs3LiRBx54gIEDB7J9+/Yi7cOnlI6tzHn44Ye54447zrlNw4YNc/+/Zs2a1KxZkyZNmtC8eXOsVisbN24s8hBdeVPU93Hfvn306NGDTp06MX369FI+urKjqO+jFF7NmjXx9vbONxp08ODBfKNGIhfCiBEjWLZsGWvWrKFBgwbuPpwyyc/Pj4svvhiAtm3b8sMPP/DOO+8wbdq0Qu9DAVG2nACnOHJGhtLS0krykMqkoryPe/fupUePHkRERPD+++/j5aUByxzncz7Kufn5+REREcGqVau4+eabc5evWrWKm266yY1HJhWNMYYRI0awZMkSVq9eTaNGjdx9SOWGMabI38kKiIpo8+bNbN68mSuvvJJq1aqRkJDAs88+S+PGjSv86FBR7Nu3j+7duxMaGsrrr7/OoUOHctfVqVPHjUdW9iQmJvL333+TmJhIZmYm8fHxAFx88cVUrVrVvQfnoUaNGkV0dDRt27bNHZ1MTExUDlsRHDt2jD///DP35927dxMfH0/16tUJDQ1145GVHQ899BAff/wxS5cuJTAwMHfUMjg4mEqVKrn56MqOp556it69e2O1WklNTWX+/PmsXr2aFStWFG1HRork559/Nj169DDVq1c3/v7+pmHDhmb48OEmKSnJ3YdWprz//vsGKPAhRTNw4MAC38fvv//e3Yfm0SZPnmzCwsKMn5+fadOmjYmJiXH3IZUp33//fYHn3cCBA919aGXG2T4D33//fXcfWply//33517LtWrVMldffbVZuXJlkfejOkQiIiJS4SlpQ0RERCo8BUQiIiJS4SkgEhERkQpPAZGIiIhUeAqIREREpMJTQCQiIiIVngIiERERqfAUEImIiEiFp4BIREREKjwFRCIiIlLhKSASkXJp9OjR3HDDDSW2v2HDhjFgwIAS25+IeBZ1uxeRcik+Pp7IyMgS29/48ePx9/fP/XnkyJHs2bOHzz77rMT+DRFxH40QiUi5tHXrVi6//PIS21/16tWpUqVK7s8//PAD7du3L7H9i4h7KSASEY9Tu3ZtZs6c6bTshx9+wN/fn127dgFgs9m46667qFatGtWqVWPAgAH8888/ueuOHDniFBD9+uuvXHfddQQFBVGnTh1Gjx5Nenq6079x6NAhhg4dSkhICJUqVaJ169asWbOGPXv2YLFY+Ouvvzh9+jR+fn7ExsYybtw4LBYLHTp0AKBBgwZMmTLFaZ+xsbFUrlyZv/76q6TfJhEpQQqIRMTjtGzZkm3btjktGzt2LEOHDqVx48b8+eefRERE0LhxYzZs2MA333zDrl27ePzxxwHH7bLAwEDCw8MBiIuLIzIykjZt2vDTTz+xYMEC5s2bx6uvvpq7/7/++ovLLruMf/75h6VLl/Lzzz8zYsQIAgMDiY+P56KLLiIsLAxvb2/WrVuX++/s37+fr7/+GoCOHTvyww8/5O7TGMPIkSMZOXIkYWFhpfqeicj5UQ6RiHicVq1asX379tyfV65cyaZNm/j4448BGD58OA888AAvvPBC7jZPPPGEU0DUunVrLBYLAEOGDCE6OpqXXnoJgIsvvpghQ4bwxRdf8MwzzwDwwAMP0KxZMxYuXJj7vEsuuQSAZcuW0bp1awC8vLzYt28fNWrUyF2Wo2PHjsyZMyf357lz55KYmMjYsWNL7L0RkdKhgEhEPE7Lli1ZtGgR4Bhleeqpp3j88cepXbs2f/31F99++y2xsbG88cYbuc/JzMzEarUCjoAo53bZb7/9xpYtW/jf//7n9G/4+fmRlpYGQGJiIl999RU//fRTbjCUV06AlSMuLi5fMASOgOjJJ5/k2LFjeHl58dRTT/HSSy8RGBh4fm+IiJQ6BUQi4nFatWrF3r17SUlJ4auvviIpKYlRo0YBjmTp6tWrs2nTpnzPq1SpEuAIYK677joAtm3bhq+vL02aNHHadvv27bRq1QpwBDh+fn5cccUVBR7P1q1bufHGG3N/dg2QcrRt2xZvb29++uknvvnmG2rUqMH9999fjHdARC40BUQi4nFatmyJxWJh69atPPPMMzz33HNUrVoVAF9fX1JTU6lbt67TrK8cqamp7N69O3eEKDAwkMzMTE6fPp07bT4xMZFPP/00d8q8r68vGRkZnDhxgsqVKzvtLyUlhT179jgFQL/88gs333xzvn87ICCA1q1bs3jxYqZPn87nn3+Ol5dSNUXKAl2pIuJxqlatSlhYGE888QTgyAHK0aFDB4KCgoiOjiY+Pp4///yTFStW8OijjwKO0Rtvb29atmyZu3316tUZM2YMCQkJfPfdd/Tu3Zvbb7+d3r17524THBzMAw88wI4dO9i+fTvvvfcev/32G1u3bsXb25tLL7009xiysrL4+eef2bdvH3a73enYO3bsyMSJE7nmmmu4+uqrS/V9EpGSo4BIRDxSq1at2LhxIy+//DI+PmcGs6tXr87y5cv5559/6NatG23atOGpp56iYcOGgOP2VrNmzXJHg4KDg1m6dCnr1q2jZcuWuQnWH3zwQe4+a9Soweeff87OnTtp164dV155JZ999hkhISH59gfw0ksvsWDBAurXr8+LL77odNyXX345Pj4+vPbaa6X47ohISbMYY4y7D0JEpLy46qqruOyyy3j77bfdfSgiUgTKIRIROU9ZWVkcOnSIWbNm8fvvv7NkyRJ3H5KIFJECIhGR87RmzRquuuoqmjVrxuLFiwkODnb3IYlIEemWmYiIiFR4SqoWERGRCk8BkYiIiFR4CohERESkwlNAJCIiIhWeAiIRERGp8BQQiYiISIWngEhEREQqPAVEIiIiUuEpIBIREZEKTwGRiIiIVHj/D6Q9ZgpGQ6wgAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(velocity, MB_dist, \"-\", c=\"b\", label=\"$D(v)$\")\n",
    "plt.scatter(velocity, MB_dist, marker=\"x\",c=\"r\", label=\"$D(v)$\")\n",
    "plt.xlabel(\"$velocity$\"), plt.ylabel(\"$D(v)$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cfa67be",
   "metadata": {},
   "source": [
    "### 2.3 Doppler broadened spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "a4d8e3f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.9405940594059405 %\n",
      "10.891089108910892 %\n",
      "15.841584158415841 %\n",
      "20.792079207920793 %\n",
      "25.742574257425744 %\n",
      "30.693069306930692 %\n",
      "35.64356435643564 %\n",
      "40.5940594059406 %\n",
      "45.54455445544555 %\n",
      "50.495049504950494 %\n",
      "55.44554455445545 %\n",
      "60.396039603960396 %\n",
      "65.34653465346535 %\n",
      "70.29702970297029 %\n",
      "75.24752475247524 %\n",
      "80.19801980198021 %\n",
      "85.14851485148515 %\n",
      "90.0990099009901 %\n",
      "95.04950495049505 %\n",
      "0.0 %\n",
      "5.9405940594059405 %\n",
      "10.891089108910892 %\n",
      "15.841584158415841 %\n",
      "20.792079207920793 %\n",
      "25.742574257425744 %\n",
      "30.693069306930692 %\n",
      "35.64356435643564 %\n",
      "40.5940594059406 %\n",
      "45.54455445544555 %\n",
      "50.495049504950494 %\n",
      "55.44554455445545 %\n",
      "60.396039603960396 %\n",
      "65.34653465346535 %\n",
      "70.29702970297029 %\n",
      "75.24752475247524 %\n",
      "80.19801980198021 %\n",
      "85.14851485148515 %\n",
      "90.0990099009901 %\n",
      "95.04950495049505 %\n",
      "Lorentz profil computed\n"
     ]
    }
   ],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.1\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 101)\n",
    "\n",
    "dummy_laser = Laser(default_intensity= 0.1*dummy_atom.getSaturationIntensity())\n",
    "\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "alpha_Lorentz = dummy_spectrum.spectrumLorentz(frequency_window)\n",
    "alpha_Doppler, new_frequency_window = dummy_spectrum.spectrumDoppler(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "7a900754",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('CHAPTER_3_DopplerBroadened_frequency_window_lorentz.txt', frequency_window)\n",
    "np.savetxt('CHAPTER_3_DopplerBroadened_alpha_lorentz.txt', alpha_Lorentz)\n",
    "\n",
    "np.savetxt('CHAPTER_3_DopplerBroadened_frequency_window_Doppler.txt', new_frequency_window)\n",
    "np.savetxt('CHAPTER_3_DopplerBroadened_alpha_Doppler.txt', alpha_Doppler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "43fd94d3",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "x and y must have same first dimension, but have shapes (201,) and (101,)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[107], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m##Plot Absorption Spectrum Lorentz\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(frequency_window, alpha_Lorentz, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m, c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$alpha$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(frequency_window, alpha_Lorentz, marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m,c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$alpha$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m      4\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124momega_\u001b[39m\u001b[38;5;132;01m{laser}\u001b[39;00m\u001b[38;5;124m$\u001b[39m\u001b[38;5;124m\"\u001b[39m), plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$alpha$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\pyplot.py:2812\u001b[0m, in \u001b[0;36mplot\u001b[1;34m(scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   2810\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[38;5;241m.\u001b[39mplot)\n\u001b[0;32m   2811\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mplot\u001b[39m(\u001b[38;5;241m*\u001b[39margs, scalex\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, scaley\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m-> 2812\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m gca()\u001b[38;5;241m.\u001b[39mplot(\n\u001b[0;32m   2813\u001b[0m         \u001b[38;5;241m*\u001b[39margs, scalex\u001b[38;5;241m=\u001b[39mscalex, scaley\u001b[38;5;241m=\u001b[39mscaley,\n\u001b[0;32m   2814\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m: data} \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:1688\u001b[0m, in \u001b[0;36mAxes.plot\u001b[1;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1445\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1446\u001b[0m \u001b[38;5;124;03mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[0;32m   1447\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1685\u001b[0m \u001b[38;5;124;03m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[0;32m   1686\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1687\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[38;5;241m.\u001b[39mLine2D)\n\u001b[1;32m-> 1688\u001b[0m lines \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_lines(\u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39mdata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)]\n\u001b[0;32m   1689\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[0;32m   1690\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_line(line)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:311\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[1;34m(self, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m    309\u001b[0m     this \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m0\u001b[39m],\n\u001b[0;32m    310\u001b[0m     args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[1;32m--> 311\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_plot_args(\n\u001b[0;32m    312\u001b[0m     this, kwargs, ambiguous_fmt_datakey\u001b[38;5;241m=\u001b[39mambiguous_fmt_datakey)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:504\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[1;34m(self, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)\u001b[0m\n\u001b[0;32m    501\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39mupdate_units(y)\n\u001b[0;32m    503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m!=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]:\n\u001b[1;32m--> 504\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y must have same first dimension, but \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    505\u001b[0m                      \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhave shapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m y\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[0;32m    507\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y can be no greater than 2D, but have \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    508\u001b[0m                      \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mshapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (201,) and (101,)"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot Absorption Spectrum Lorentz\n",
    "plt.plot(frequency_window, alpha_Lorentz, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha_Lorentz, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "##Plot Absorption Spectrum Doppler\n",
    "plt.plot(new_frequency_window, alpha_Doppler, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(new_frequency_window, alpha_Doppler, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81067414",
   "metadata": {},
   "source": [
    "***\n",
    "## Section 3: Saturated absorption spectroscopy with a weak probe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "ab4f6a6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbb18ce0",
   "metadata": {},
   "source": [
    "### 3.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "2efbcf7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_mass = 1, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.mass = default_mass\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2\n",
    "    \n",
    "    def getMass(self):\n",
    "        return self.mass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "b8e8985b",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Laser(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi = default_phi\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhase(self):\n",
    "        return self.phi\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(4*np.pi*2*self.I/self.c)\n",
    "        return E\n",
    "    def getWaveNumber(self):\n",
    "        lambda_laser = self.c/self.f\n",
    "        k = 2*np.pi / lambda_laser\n",
    "        return k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "14a59c8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "class GazeousMedium(object):\n",
    "    '''\n",
    "    This class creates a gazeous medium. This medium takes the properties of an Atom() or Molecule() object\n",
    "    and compute the velocity classes according to the Maxwell-boltzmann distribution.\n",
    "    '''\n",
    "    def __init__(self, default_quantum_system = Atom(), default_temperature = 300, \n",
    "                 default_pressure = 3.44e-9, default_density = 1):\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        self.T = default_temperature\n",
    "        self.P = default_pressure\n",
    "        self.D = default_density\n",
    "        \n",
    "        #Boltzmann constant\n",
    "        self.k_b = 3.167*1e-6\n",
    "        \n",
    "    def getQuantumSystem(self):\n",
    "        return self.Qsyst\n",
    "    \n",
    "    def getMostProbableSpeed(self):\n",
    "        M = self.Qsyst.getMass()\n",
    "        v_p = np.sqrt(2*self.k_b*self.T/M)\n",
    "        return v_p\n",
    "        \n",
    "    def distMaxwellBoltzmann(self):\n",
    "        'Compute velocity classes'\n",
    "        M = self.Qsyst.getMass()\n",
    "        v_p = np.sqrt(2*self.k_b*self.T/M)\n",
    "        v = np.linspace(-2*v_p, 2*v_p, 101)\n",
    "        D_v = np.zeros(len(v))\n",
    "        \n",
    "        for i in range(0,len(v)):\n",
    "            D_v[i] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v[i]**2)/(2*self.k_b*self.T))\n",
    "        \n",
    "        return D_v, v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 277,
   "id": "e4deb2d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_medium = GazeousMedium(), default_pump = Laser(), default_probe = Laser()):\n",
    "        \n",
    "        #Medium\n",
    "        self.medium = default_medium\n",
    "        \n",
    "        #Lasers\n",
    "        self.pump = default_pump\n",
    "        self.probe = default_probe\n",
    "        \n",
    "    def spectrumDiffPop(self, spectral_window):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.medium.getQuantumSystem()\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.pump.getElectricFieldAmplitude()\n",
    "        f = self.pump.getFrequency()\n",
    "        phi = self.pump.getPhase()\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*E\n",
    "        \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        #Time\n",
    "        n_time = 20\n",
    "        time_end = n_time*(1/A21)\n",
    "        time_subdivision = n_time*5000\n",
    "        tlist = np.linspace(0, time_end, time_subdivision)\n",
    "        \n",
    "        spectrum_diff_pop = np.zeros(len(spectral_window))\n",
    "        for i in range(len(spectral_window)):\n",
    "            \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "            omega = spectral_window[i]\n",
    "            delta = omega - omega_0\n",
    "            \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1,np.exp(1j*(delta*tlist+phi))],[H2,np.exp(-1j*(delta*tlist+phi))]]\n",
    "            \n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "            \n",
    "            pop1_final = rho.states[-1].full()[0][0].real\n",
    "            pop2_final = rho.states[-1].full()[1][1].real\n",
    "            \n",
    "            spectrum_diff_pop[i] = pop1_final-pop2_final\n",
    "            \n",
    "        return spectrum_diff_pop\n",
    "    \n",
    "    def burnedVelocityDist(self):\n",
    "        dist_MB, velocity = self.medium.distMaxwellBoltzmann()\n",
    "        \n",
    "        k = self.pump.getWaveNumber()\n",
    "        omega_pump = self.pump.getAngularFrequency()\n",
    "        \n",
    "        velocity_spectral_window = omega_pump + k*velocity\n",
    "        spectrum_diff_pop = self.spectrumDiffPop(velocity_spectral_window)\n",
    "        \n",
    "        burned_dist_MB = np.multiply(dist_MB, spectrum_diff_pop)\n",
    "        \n",
    "        return burned_dist_MB, velocity\n",
    "        \n",
    "    def spectrumLorentz(self, spectral_window):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.medium.getQuantumSystem()\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.probe.getElectricFieldAmplitude()\n",
    "        phi = self.probe.getPhase()\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*E\n",
    "        \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        #Time\n",
    "        n_time = 20\n",
    "        time_end = n_time*(1/A21)\n",
    "        time_subdivision = n_time*5000\n",
    "        tlist = np.linspace(0, time_end, time_subdivision)\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha = np.zeros(length_sw)\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        print(\"Lorentz profil : computation start\")\n",
    "        for i in range(length_sw):\n",
    "            \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "            omega = spectral_window[i]\n",
    "            delta = omega - omega_0\n",
    "            \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1,np.exp(1j*(delta*tlist+phi))],[H2,np.exp(-1j*(delta*tlist+phi))]]\n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "            \n",
    "            rho12_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            rho21_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            for k in range(0,len(rho.states)):\n",
    "                rho12_LB[k] = rho.states[k].full()[0][1]\n",
    "                rho21_LB[k] = rho.states[k].full()[1][0]\n",
    "                \n",
    "            D_x = ( rho12_LB*np.exp(1j*omega_0*tlist) + rho21_LB*np.exp(-1j*omega_0*tlist))*X12\n",
    "            D_x = D_x.real\n",
    "            N = 1\n",
    "            P_x = N*D_x\n",
    "            \n",
    "            # Absorption coefficient\n",
    "            n = 40\n",
    "            T = 2*np.pi / omega\n",
    "\n",
    "            t_i_index = np.abs(tlist - (tlist[-1] - (n*T/2))).argmin() #index position of closest value to t_f - T/2\n",
    "            integrand_sin = P_x[t_i_index:len(P_x)] * np.sin(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "            integrand_cos = P_x[t_i_index:len(P_x)] * np.cos(omega*tlist[t_i_index:len(tlist)] + phi)\n",
    "\n",
    "            alpha[i] = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:len(tlist)])\n",
    "            \n",
    "            if (i/length_sw*100) >= palier:\n",
    "                print(i/length_sw*100, \"%\")\n",
    "                palier += step\n",
    "    \n",
    "        return alpha\n",
    "    \n",
    "    def broadeningConvolution(self, alpha, spectral_window, dist_MB, velocity):\n",
    "        '''\n",
    "        Compute the convolution of the absorption spectrum and the velocity distribution. \n",
    "        This funciton first adapt one of the increments to the match the other physically, i.e.\n",
    "        \n",
    "        delta_omega = k*delta_v\n",
    "        \n",
    "        '''\n",
    "        V = velocity[-1]\n",
    "        \n",
    "        delta_v = abs(velocity[1] - velocity[0])\n",
    "        delta_omega = abs(spectral_window[1] - spectral_window[0])\n",
    "        k = self.probe.getWaveNumber()\n",
    "        \n",
    "        if k*delta_v < delta_omega:\n",
    "            \n",
    "            delta_omega_new = k*delta_v\n",
    "            new_alpha = np.zeros(int(abs(spectral_window[-1]-spectral_window[0])/delta_omega_new))\n",
    "            L_new = len(new_alpha)\n",
    "            new_spectral_window = np.linspace(spectral_window[0], spectral_window[0] + delta_omega_new*(L_new-1), L_new)\n",
    "            \n",
    "            for i in range(len(new_alpha)):\n",
    "                new_alpha[i] = np.interp(new_spectral_window[i], spectral_window, alpha)\n",
    "                \n",
    "            alpha_Doppler = np.convolve(dist_MB, new_alpha, 'full')\n",
    "            L_Doppler = len(alpha_Doppler)\n",
    "            new_spectral_window = np.linspace(spectral_window[0] - k*V, spectral_window[-1] + k*V, L_Doppler)\n",
    "            \n",
    "            return alpha_Doppler, new_spectral_window\n",
    "        else:\n",
    "            \n",
    "            delta_v_new = delta_omega / k\n",
    "            new_dist_MB = np.zeros(int(abs(velocity[-1]-velocity[0])/delta_v_new))\n",
    "            L_new = len(new_dist_MB)\n",
    "            new_velocity = np.linspace(velocity[0], velocity[0] + delta_v_new*(L_new-1), L_new)\n",
    "            \n",
    "            for i in range(len(new_dist_MB)):\n",
    "                new_dist_MB[i] = np.interp(new_velocity[i], velocity, dist_MB)\n",
    "                \n",
    "            alpha_Doppler = np.convolve(new_dist_MB, alpha, 'full')\n",
    "            L_Doppler = len(alpha_Doppler)\n",
    "            new_spectral_window = np.linspace(spectral_window[0] - k*V, spectral_window[-1] + k*V, L_Doppler)\n",
    "            \n",
    "            return alpha_Doppler, new_spectral_window\n",
    "    \n",
    "    def spectrumDoppler(self, spectral_window):\n",
    "        '''\n",
    "        Return the Doppler broadened spectrum of the medium.\n",
    "        '''\n",
    "        alpha = self.spectrumLorentz(spectral_window)\n",
    "        dist_MB, velocity = self.medium.distMaxwellBoltzmann()\n",
    "        \n",
    "        alpha_Doppler, new_spectral_window = self.broadeningConvolution(alpha, spectral_window, dist_MB, velocity)\n",
    "        \n",
    "        return alpha_Doppler, new_spectral_window\n",
    "        \n",
    "    def spectrumSaturatedFixedPump(self, spectral_window):\n",
    "        '''\n",
    "        Return the Doppler broadened spectrum of the medium \"burned\" by the pump laser.\n",
    "        '''\n",
    "        alpha = self.spectrumLorentz(spectral_window)\n",
    "        burned_dist_MB, velocity = self.burnedVelocityDist()\n",
    "        \n",
    "        alpha_Doppler, new_spectral_window = self.broadeningConvolution(alpha, spectral_window, burned_dist_MB, velocity)\n",
    "        \n",
    "        return alpha_Doppler, new_spectral_window\n",
    "    \n",
    "    def spectrumSaturatedDopplerFree(self, spectral_window):\n",
    "        '''\n",
    "        Return the Doppler broadened spectrum of the medium saturated by the pump\n",
    "        whose frequency match the frequency of the probe. There is thus a lamb dip and the spectrum is \"Doppler-free\".\n",
    "        '''\n",
    "        alpha = self.spectrumLorentz(spectral_window)\n",
    "        dist_MB, velocity = self.medium.distMaxwellBoltzmann()\n",
    "        \n",
    "        #Interpolation. Goal : delta_omega (= spectral_window[i+1] - spectral_window[i]) = k*delta_v \n",
    "        #(delta_v = velocity[i+1] - velocity[i])\n",
    "        V = velocity[-1]\n",
    "        \n",
    "        delta_v = abs(velocity[1] - velocity[0])\n",
    "        delta_omega = abs(spectral_window[1] - spectral_window[0])\n",
    "        k = self.probe.getWaveNumber()\n",
    "        \n",
    "        if k*delta_v < delta_omega:\n",
    "            \n",
    "            delta_omega_new = k*delta_v\n",
    "            alpha_interp = np.zeros(int(abs(spectral_window[-1]-spectral_window[0])/delta_omega_new))\n",
    "            L_interp = len(alpha_interp)\n",
    "            spectral_window_interp = np.linspace(spectral_window[0], spectral_window[0] + delta_omega_new*(L_interp-1), \n",
    "                                              L_interp)\n",
    "            \n",
    "            for i in range(len(alpha_interp)):\n",
    "                alpha_interp[i] = np.interp(spectral_window_interp[i], spectral_window, alpha)\n",
    "            \n",
    "            alpha = alpha_interp\n",
    "            spectral_window = spectral_window_interp\n",
    "            delta_omega = delta_omega_new\n",
    "        else:\n",
    "            \n",
    "            delta_v_new = delta_omega / k\n",
    "            dist_MB_interp = np.zeros(int(abs(velocity[-1]-velocity[0])/delta_v_new))\n",
    "            L_interp = len(dist_MB_interp)\n",
    "            velocity_interp = np.linspace(velocity[0], velocity[0] + delta_v_new*(L_interp-1), L_interp)\n",
    "            \n",
    "            for i in range(len(dist_MB_interp)):\n",
    "                dist_MB_interp[i] = np.interp(velocity_interp[i], velocity, dist_MB)\n",
    "            \n",
    "            dist_MB = dist_MB_interp\n",
    "            velocity = velocity_interp\n",
    "            delta_v = delta_v_new\n",
    "        \n",
    "        # From this point : delta_omega = k*delta_v\n",
    "        \n",
    "        if len(velocity)%2 == 0:\n",
    "            length_pump_spectrum = len(spectral_window) + len(velocity) - 1\n",
    "            pump_spectrum = np.linspace(spectral_window[0] - (k*V - delta_v), \n",
    "                                        spectral_window[-1] + k*V, length_pump_spectrum)\n",
    "            spectrum_diff_pop = self.spectrumDiffPop(pump_spectrum)\n",
    "            \n",
    "            alpha_DopplerFree = np.zeros(len(spectral_window))\n",
    "            for i in range(len(spectral_window)):\n",
    "                \n",
    "                burned_dist_MB = np.multiply(spectrum_diff_pop[i:i+len(velocity)], dist_MB)\n",
    "                \n",
    "                if (len(spectral_window) - (i+1)) > (len(velocity)-1)/2:\n",
    "                    if i > (len(velocity)-1)/2:\n",
    "                        start_sw = i - len(velocity)/2\n",
    "                        end_sw = i + len(velocity)/2\n",
    "                        start_vel = 0\n",
    "                        end_vel = len(velocity)\n",
    "                    else:\n",
    "                        start_sw = 0\n",
    "                        end_sw = i + len(velocity)/2\n",
    "                        start_vel = 0\n",
    "                        end_vel = len(velocity) - (len(velocity)/2 - i)\n",
    "                else:\n",
    "                    if i > (len(velocity)-1)/2:\n",
    "                        start_sw = i - len(velocity)/2\n",
    "                        end_sw = len(spectral_window)\n",
    "                        start_vel = len(velocity)/2 - (len(spectral_window) - i)\n",
    "                        end_vel = len(velocity)\n",
    "                    else:\n",
    "                        start_sw = 0\n",
    "                        end_sw = len(spectral_window)\n",
    "                        start_vel = len(velocity)/2 - (len(spectral_window) - i)\n",
    "                        end_vel = len(velocity) - (len(velocity)/2 - i)\n",
    "                \n",
    "                start_sw = int(start_sw)\n",
    "                end_sw = int(end_sw)\n",
    "                start_vel = int(start_vel)\n",
    "                end_vel = int(end_vel)\n",
    "                alpha_int = np.flip(alpha[start_sw:end_sw])\n",
    "                burned_dist_MB_int= burned_dist_MB[start_vel:end_vel]\n",
    "                integrand = np.multiply(alpha_int, burned_dist_MB_int)\n",
    "                alpha_DopplerFree[i] = integrate.simpson(integrand, velocity[start_vel:end_vel])\n",
    "                   \n",
    "        else:\n",
    "            length_pump_spectrum = len(spectral_window) + len(velocity)\n",
    "            pump_spectrum = np.linspace(spectral_window[0] - k*V, spectral_window[-1] + k*V, length_pump_spectrum)\n",
    "            spectrum_diff_pop = self.spectrumDiffPop(pump_spectrum)\n",
    "            \n",
    "            alpha_DopplerFree = np.zeros(len(spectral_window))\n",
    "            for i in range(len(spectral_window)):\n",
    "                \n",
    "                burned_dist_MB = np.multiply(spectrum_diff_pop[i:i+len(velocity)], dist_MB)\n",
    "                \n",
    "                if (len(spectral_window) - (i+1)) > (len(velocity)-1)/2:\n",
    "                    if i > (len(velocity)-1)/2:\n",
    "                        start_sw = i - (len(velocity)-1)/2\n",
    "                        end_sw = (i+1) + (len(velocity)-1)/2\n",
    "                        start_vel = 0\n",
    "                        end_vel = len(velocity)\n",
    "                    else:\n",
    "                        start_sw = 0\n",
    "                        end_sw = (i+1) + (len(velocity)-1)/2\n",
    "                        start_vel = 0\n",
    "                        end_vel = len(velocity) - ((len(velocity)-1)/2 - i)\n",
    "                else:\n",
    "                    if i > (len(velocity)-1)/2:\n",
    "                        start_sw = i - (len(velocity)-1)/2\n",
    "                        end_sw = len(spectral_window)\n",
    "                        start_vel = (len(velocity)-1)/2 - (len(spectral_window) - (i+1))\n",
    "                        end_vel = len(velocity)\n",
    "                    else:\n",
    "                        start_sw = 0\n",
    "                        end_sw = len(spectral_window)\n",
    "                        start_vel = (len(velocity)-1)/2 - (len(spectral_window) - (i+1))\n",
    "                        end_vel = len(velocity) - ((len(velocity)-1)/2 - i)\n",
    "                        \n",
    "                start_sw = int(start_sw)\n",
    "                end_sw = int(end_sw)\n",
    "                start_vel = int(start_vel)\n",
    "                end_vel = int(end_vel)\n",
    "                alpha_int = np.flip(alpha[start_sw:end_sw])\n",
    "                burned_dist_MB_int= burned_dist_MB[start_vel:end_vel]\n",
    "                integrand = np.multiply(alpha_int, burned_dist_MB_int)\n",
    "                alpha_DopplerFree[i] = integrate.simpson(integrand, velocity[start_vel:end_vel])\n",
    "            \n",
    "        return alpha_DopplerFree, spectral_window"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90e776a0",
   "metadata": {},
   "source": [
    "### 3.2 Burned velocity distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "40e21376",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[272], line 7\u001b[0m\n\u001b[0;32m      5\u001b[0m probe \u001b[38;5;241m=\u001b[39m Laser(default_intensity\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.1\u001b[39m\u001b[38;5;241m*\u001b[39mdummy_medium\u001b[38;5;241m.\u001b[39mgetQuantumSystem()\u001b[38;5;241m.\u001b[39mgetSaturationIntensity())\n\u001b[0;32m      6\u001b[0m dummy_spectrum \u001b[38;5;241m=\u001b[39m AbsorptionSpectrum(dummy_medium, pump, probe)\n\u001b[1;32m----> 7\u001b[0m burned_MB_dist, velocity \u001b[38;5;241m=\u001b[39m dummy_spectrum\u001b[38;5;241m.\u001b[39mburnedVelocityDist()\n",
      "Cell \u001b[1;32mIn[271], line 80\u001b[0m, in \u001b[0;36mAbsorptionSpectrum.burnedVelocityDist\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m     77\u001b[0m omega_pump \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpump\u001b[38;5;241m.\u001b[39mgetAngularFrequency()\n\u001b[0;32m     79\u001b[0m velocity_spectral_window \u001b[38;5;241m=\u001b[39m omega_pump \u001b[38;5;241m+\u001b[39m k\u001b[38;5;241m*\u001b[39mvelocity\n\u001b[1;32m---> 80\u001b[0m spectrum_diff_pop \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mspectrumDiffPop(velocity_spectral_window)\n\u001b[0;32m     82\u001b[0m burned_dist_MB \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmultiply(dist_MB, spectrum_diff_pop)\n\u001b[0;32m     84\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m burned_dist_MB, velocity\n",
      "Cell \u001b[1;32mIn[271], line 64\u001b[0m, in \u001b[0;36mAbsorptionSpectrum.spectrumDiffPop\u001b[1;34m(self, spectral_window)\u001b[0m\n\u001b[0;32m     61\u001b[0m \u001b[38;5;66;03m#Solution of the Lindblad equation\u001b[39;00m\n\u001b[0;32m     62\u001b[0m H_time \u001b[38;5;241m=\u001b[39m [[H1,np\u001b[38;5;241m.\u001b[39mexp(\u001b[38;5;241m1\u001b[39mj\u001b[38;5;241m*\u001b[39m(delta\u001b[38;5;241m*\u001b[39mtlist\u001b[38;5;241m+\u001b[39mphi))],[H2,np\u001b[38;5;241m.\u001b[39mexp(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39mj\u001b[38;5;241m*\u001b[39m(delta\u001b[38;5;241m*\u001b[39mtlist\u001b[38;5;241m+\u001b[39mphi))]]\n\u001b[1;32m---> 64\u001b[0m rho \u001b[38;5;241m=\u001b[39m mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n\u001b[0;32m     66\u001b[0m pop1_final \u001b[38;5;241m=\u001b[39m rho\u001b[38;5;241m.\u001b[39mstates[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mfull()[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mreal\n\u001b[0;32m     67\u001b[0m pop2_final \u001b[38;5;241m=\u001b[39m rho\u001b[38;5;241m.\u001b[39mstates[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mfull()[\u001b[38;5;241m1\u001b[39m][\u001b[38;5;241m1\u001b[39m]\u001b[38;5;241m.\u001b[39mreal\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\qutip\\mesolve.py:244\u001b[0m, in \u001b[0;36mmesolve\u001b[1;34m(H, rho0, tlist, c_ops, e_ops, args, options, progress_bar, _safe_mode)\u001b[0m\n\u001b[0;32m    241\u001b[0m     v \u001b[38;5;241m=\u001b[39m rho0\u001b[38;5;241m.\u001b[39mfull()\u001b[38;5;241m.\u001b[39mravel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mF\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m    242\u001b[0m     func(\u001b[38;5;241m0.\u001b[39m, v, \u001b[38;5;241m*\u001b[39mode_args) \u001b[38;5;241m+\u001b[39m v\n\u001b[1;32m--> 244\u001b[0m res \u001b[38;5;241m=\u001b[39m _generic_ode_solve(func, ode_args, rho0, tlist, e_ops, options,\n\u001b[0;32m    245\u001b[0m                          progress_bar, dims\u001b[38;5;241m=\u001b[39mrho0\u001b[38;5;241m.\u001b[39mdims)\n\u001b[0;32m    246\u001b[0m res\u001b[38;5;241m.\u001b[39mnum_collapse \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(c_ops)\n\u001b[0;32m    248\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m e_ops_dict:\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python311\\site-packages\\qutip\\mesolve.py:531\u001b[0m, in \u001b[0;36m_generic_ode_solve\u001b[1;34m(func, ode_args, rho0, tlist, e_ops, opt, progress_bar, dims)\u001b[0m\n\u001b[0;32m    526\u001b[0m             output\u001b[38;5;241m.\u001b[39mexpect[m][t_idx] \u001b[38;5;241m=\u001b[39m expect_rho_vec(e_ops_data[m], r\u001b[38;5;241m.\u001b[39my,\n\u001b[0;32m    527\u001b[0m                                                      e_ops[m]\u001b[38;5;241m.\u001b[39misherm\n\u001b[0;32m    528\u001b[0m                                                      \u001b[38;5;129;01mand\u001b[39;00m rho0\u001b[38;5;241m.\u001b[39misherm)\n\u001b[0;32m    530\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m t_idx \u001b[38;5;241m<\u001b[39m n_tsteps \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m--> 531\u001b[0m         r\u001b[38;5;241m.\u001b[39mintegrate(r\u001b[38;5;241m.\u001b[39mt \u001b[38;5;241m+\u001b[39m dt[t_idx])\n\u001b[0;32m    533\u001b[0m progress_bar\u001b[38;5;241m.\u001b[39mfinished()\n\u001b[0;32m    535\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m opt\u001b[38;5;241m.\u001b[39mstore_final_state:\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\scipy\\integrate\\_ode.py:431\u001b[0m, in \u001b[0;36mode.integrate\u001b[1;34m(self, t, step, relax)\u001b[0m\n\u001b[0;32m    428\u001b[0m     mth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_integrator\u001b[38;5;241m.\u001b[39mrun\n\u001b[0;32m    430\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 431\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_y, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mt \u001b[38;5;241m=\u001b[39m mth(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mjac \u001b[38;5;129;01mor\u001b[39;00m (\u001b[38;5;28;01mlambda\u001b[39;00m: \u001b[38;5;28;01mNone\u001b[39;00m),\n\u001b[0;32m    432\u001b[0m                           \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_y, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mt, t,\n\u001b[0;32m    433\u001b[0m                           \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf_params, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mjac_params)\n\u001b[0;32m    434\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mSystemError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    435\u001b[0m     \u001b[38;5;66;03m# f2py issue with tuple returns, see ticket 1187.\u001b[39;00m\n\u001b[0;32m    436\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    437\u001b[0m         \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFunction to integrate must not return a tuple.\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m    438\u001b[0m     ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\scipy\\integrate\\_ode.py:1007\u001b[0m, in \u001b[0;36mvode.run\u001b[1;34m(self, f, jac, y0, t0, t1, f_params, jac_params)\u001b[0m\n\u001b[0;32m   1003\u001b[0m     jac \u001b[38;5;241m=\u001b[39m _vode_banded_jac_wrapper(jac, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mml, jac_params)\n\u001b[0;32m   1005\u001b[0m args \u001b[38;5;241m=\u001b[39m ((f, jac, y0, t0, t1) \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mtuple\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcall_args) \u001b[38;5;241m+\u001b[39m\n\u001b[0;32m   1006\u001b[0m         (f_params, jac_params))\n\u001b[1;32m-> 1007\u001b[0m y1, t, istate \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrunner(\u001b[38;5;241m*\u001b[39margs)\n\u001b[0;32m   1008\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mistate \u001b[38;5;241m=\u001b[39m istate\n\u001b[0;32m   1009\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m istate \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m0\u001b[39m:\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "I_sat = dummy_medium.getQuantumSystem().getSaturationIntensity()\n",
    "pump = Laser(default_frequency=5.04, default_intensity= 10*dummy_medium.getQuantumSystem().getSaturationIntensity())\n",
    "probe = Laser(default_intensity= 0.1*dummy_medium.getQuantumSystem().getSaturationIntensity())\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, pump, probe)\n",
    "burned_MB_dist, velocity = dummy_spectrum.burnedVelocityDist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0d15818",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('CHAPTER_3_Saturation_velocity.txt', velocity)\n",
    "np.savetxt('CHAPTER_3_Saturation_burned_MB_dist.txt', burned_MB_dist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37d3163e",
   "metadata": {},
   "outputs": [],
   "source": [
    "##Plot\n",
    "plt.plot(velocity, burned_MB_dist, \"-\", c=\"b\", label=\"$Burned D(v)$\")\n",
    "plt.scatter(velocity, burned_MB_dist, marker=\"x\",c=\"r\", label=\"$Burned D(v)$\")\n",
    "plt.xlabel(\"$velocity$\"), plt.ylabel(\"$Burned D(v)$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c0a2dc0",
   "metadata": {},
   "source": [
    "### 3.3 Saturated absorption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "415db0b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lorentz profil : computation start\n",
      "0.0 %\n",
      "5.9405940594059405 %\n",
      "10.891089108910892 %\n",
      "15.841584158415841 %\n",
      "20.792079207920793 %\n",
      "25.742574257425744 %\n",
      "30.693069306930692 %\n",
      "35.64356435643564 %\n",
      "40.5940594059406 %\n",
      "45.54455445544555 %\n",
      "50.495049504950494 %\n",
      "55.44554455445545 %\n",
      "60.396039603960396 %\n",
      "65.34653465346535 %\n",
      "70.29702970297029 %\n",
      "75.24752475247524 %\n",
      "80.19801980198021 %\n",
      "85.14851485148515 %\n",
      "90.0990099009901 %\n",
      "95.04950495049505 %\n",
      "Lorentz profil : computation start\n",
      "0.0 %\n",
      "5.9405940594059405 %\n",
      "10.891089108910892 %\n",
      "15.841584158415841 %\n",
      "20.792079207920793 %\n",
      "25.742574257425744 %\n",
      "30.693069306930692 %\n",
      "35.64356435643564 %\n",
      "40.5940594059406 %\n",
      "45.54455445544555 %\n",
      "50.495049504950494 %\n",
      "55.44554455445545 %\n",
      "60.396039603960396 %\n",
      "65.34653465346535 %\n",
      "70.29702970297029 %\n",
      "75.24752475247524 %\n",
      "80.19801980198021 %\n",
      "85.14851485148515 %\n",
      "90.0990099009901 %\n",
      "95.04950495049505 %\n",
      "Lorentz profil : computation start\n",
      "0.0 %\n",
      "5.9405940594059405 %\n",
      "10.891089108910892 %\n",
      "15.841584158415841 %\n",
      "20.792079207920793 %\n",
      "25.742574257425744 %\n",
      "30.693069306930692 %\n",
      "35.64356435643564 %\n",
      "40.5940594059406 %\n",
      "45.54455445544555 %\n",
      "50.495049504950494 %\n",
      "55.44554455445545 %\n",
      "60.396039603960396 %\n",
      "65.34653465346535 %\n",
      "70.29702970297029 %\n",
      "75.24752475247524 %\n",
      "80.19801980198021 %\n",
      "85.14851485148515 %\n",
      "90.0990099009901 %\n",
      "95.04950495049505 %\n"
     ]
    }
   ],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.1\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 101)\n",
    "\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "pump = Laser(default_frequency=5.04, default_intensity=10*I_sat)\n",
    "probe = Laser(default_intensity=0.1*I_sat)\n",
    "\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, pump, probe)\n",
    "alpha_Lorentz = dummy_spectrum.spectrumLorentz(frequency_window)\n",
    "alpha_Doppler, frequency_window_Doppler = dummy_spectrum.spectrumDoppler(frequency_window)\n",
    "alpha_Saturated, frequency_window_Saturated = dummy_spectrum.spectrumSaturatedFixedPump(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "6a300ed5",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('CHAPTER_3_Saturation_frequency_window.txt', frequency_window_Saturated)\n",
    "np.savetxt('CHAPTER_3_Saturation_alpha.txt', alpha_Saturated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "aa596bca",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "x and y must have same first dimension, but have shapes (41,) and (101,)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[278], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m##Plot Absorption Spectrum Lorentz\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(frequency_window, alpha_Lorentz, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m, c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$alpha$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(frequency_window, alpha_Lorentz, marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m,c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$alpha$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m      4\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124momega_\u001b[39m\u001b[38;5;132;01m{laser}\u001b[39;00m\u001b[38;5;124m$\u001b[39m\u001b[38;5;124m\"\u001b[39m), plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$alpha$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\pyplot.py:2812\u001b[0m, in \u001b[0;36mplot\u001b[1;34m(scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   2810\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[38;5;241m.\u001b[39mplot)\n\u001b[0;32m   2811\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mplot\u001b[39m(\u001b[38;5;241m*\u001b[39margs, scalex\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, scaley\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m-> 2812\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m gca()\u001b[38;5;241m.\u001b[39mplot(\n\u001b[0;32m   2813\u001b[0m         \u001b[38;5;241m*\u001b[39margs, scalex\u001b[38;5;241m=\u001b[39mscalex, scaley\u001b[38;5;241m=\u001b[39mscaley,\n\u001b[0;32m   2814\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m: data} \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:1688\u001b[0m, in \u001b[0;36mAxes.plot\u001b[1;34m(self, scalex, scaley, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1445\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1446\u001b[0m \u001b[38;5;124;03mPlot y versus x as lines and/or markers.\u001b[39;00m\n\u001b[0;32m   1447\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1685\u001b[0m \u001b[38;5;124;03m(``'green'``) or hex strings (``'#008000'``).\u001b[39;00m\n\u001b[0;32m   1686\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   1687\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m cbook\u001b[38;5;241m.\u001b[39mnormalize_kwargs(kwargs, mlines\u001b[38;5;241m.\u001b[39mLine2D)\n\u001b[1;32m-> 1688\u001b[0m lines \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_lines(\u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39mdata, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)]\n\u001b[0;32m   1689\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m line \u001b[38;5;129;01min\u001b[39;00m lines:\n\u001b[0;32m   1690\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39madd_line(line)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:311\u001b[0m, in \u001b[0;36m_process_plot_var_args.__call__\u001b[1;34m(self, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m    309\u001b[0m     this \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m0\u001b[39m],\n\u001b[0;32m    310\u001b[0m     args \u001b[38;5;241m=\u001b[39m args[\u001b[38;5;241m1\u001b[39m:]\n\u001b[1;32m--> 311\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_plot_args(\n\u001b[0;32m    312\u001b[0m     this, kwargs, ambiguous_fmt_datakey\u001b[38;5;241m=\u001b[39mambiguous_fmt_datakey)\n",
      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\matplotlib\\axes\\_base.py:504\u001b[0m, in \u001b[0;36m_process_plot_var_args._plot_args\u001b[1;34m(self, tup, kwargs, return_kwargs, ambiguous_fmt_datakey)\u001b[0m\n\u001b[0;32m    501\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39maxes\u001b[38;5;241m.\u001b[39myaxis\u001b[38;5;241m.\u001b[39mupdate_units(y)\n\u001b[0;32m    503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m!=\u001b[39m y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m]:\n\u001b[1;32m--> 504\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y must have same first dimension, but \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    505\u001b[0m                      \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhave shapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m y\u001b[38;5;241m.\u001b[39mndim \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[0;32m    507\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx and y can be no greater than 2D, but have \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    508\u001b[0m                      \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mshapes \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mx\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;132;01m{\u001b[39;00my\u001b[38;5;241m.\u001b[39mshape\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: x and y must have same first dimension, but have shapes (41,) and (101,)"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot Absorption Spectrum Lorentz\n",
    "plt.plot(frequency_window, alpha_Lorentz, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha_Lorentz, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "##Plot Absorption Spectrum Doppler VS Saturated\n",
    "plt.plot(frequency_window_Doppler, alpha_Doppler, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window_Doppler, alpha_Doppler, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.plot(frequency_window_Saturated, alpha_Saturated, \"-\", c=\"g\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window_Saturated, alpha_Saturated, marker=\"x\",c=\"y\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "61b8a550",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MB distibution\n",
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "v_p = dummy_medium.getMostProbableSpeed()\n",
    "\n",
    "velocity = np.loadtxt('CHAPTER_3_DopplerBroadened_velocity.txt')\n",
    "MB_dist = np.loadtxt('CHAPTER_3_DopplerBroadened_MB_dist.txt')\n",
    "velocity_burned = np.loadtxt('CHAPTER_3_Saturation_velocity.txt')\n",
    "MB_dist_burned = np.loadtxt('CHAPTER_3_Saturation_burned_MB_dist.txt')\n",
    "\n",
    "# Absorption spectrum\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "frequency_window_Lorentz = np.loadtxt('CHAPTER_3_DopplerBroadened_frequency_window_lorentz.txt')\n",
    "alpha_Lorentz = np.loadtxt('CHAPTER_3_DopplerBroadened_alpha_lorentz.txt')\n",
    "\n",
    "frequency_window_Doppler = np.loadtxt('CHAPTER_3_DopplerBroadened_frequency_window_Doppler.txt')\n",
    "alpha_Doppler = np.loadtxt('CHAPTER_3_DopplerBroadened_alpha_Doppler.txt')\n",
    "frequency_window_Saturated = np.loadtxt('CHAPTER_3_Saturation_frequency_window.txt')\n",
    "alpha_Saturated = np.loadtxt('CHAPTER_3_Saturation_alpha.txt')\n",
    "\n",
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "\n",
    "#PLot Velocity Distribution\n",
    "plt.plot(velocity/v_p, MB_dist, \"-\", c=\"blue\", label=\"$f_{v_z} (Without ~pump)$\")\n",
    "plt.plot(velocity_burned/v_p, MB_dist_burned, \"-.\", c=\"red\", label=\"$f_{v_z} (With ~pump)$\")\n",
    "\n",
    "plt.xlabel(\"$v/v_{mp}$\", fontsize=font_size), plt.ylabel(\"$f_{v_z} ~[\\hbar/(a_{0}E_{H})]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_VelocityDist.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot Absorption Profile\n",
    "plt.plot((frequency_window_Doppler-omega_0)/omega_0, alpha_Doppler, \"-\", c=\"blue\", label=\"$\\chi'' (Without ~pump)$\")\n",
    "plt.plot((frequency_window_Saturated-omega_0)/omega_0, alpha_Saturated, \"-.\", c=\"red\", label=\"$\\chi'' (With ~pump)$\")\n",
    "#plt.plot((frequency_window_Lorentz-omega_0)/omega_0, alpha_Lorentz, \"-\", c=\"purple\", label=\"$\\chi'' (Natural)$\")\n",
    "\n",
    "\n",
    "plt.xlabel(\"$\\delta/\\omega_{0}$\", fontsize=font_size), plt.ylabel(\"$\\chi'' ~[/]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_AbsorptionDoppler.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25489e5a",
   "metadata": {},
   "source": [
    "### 3.4 Doppler Free Saturated Absorption Spectroscopy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "956c0d9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lorentz profil : computation start\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n"
     ]
    }
   ],
   "source": [
    "# Duration = ~12min\n",
    "\n",
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.7\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "pump = Laser(5.04, 10*I_sat)\n",
    "probe = Laser(default_intensity=0.1*I_sat)\n",
    "\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, pump, probe)\n",
    "alpha_DopplerFree, frequency_window_DopplerFree = dummy_spectrum.spectrumSaturatedDopplerFree(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "2dc7c4ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('CHAPTER_3_DopplerFree_frequency_window.txt', frequency_window_DopplerFree)\n",
    "np.savetxt('CHAPTER_3_DopplerFree_alpha.txt', alpha_DopplerFree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "4ac2b868",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot Absorption Spectrum Saturated\n",
    "plt.plot(frequency_window_DopplerFree, alpha_DopplerFree, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window_DopplerFree, alpha_DopplerFree, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b525f263",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Absorption spectrum\n",
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(default_quantum_system=dummy_atom)\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "frequency_window_Lorentz = np.loadtxt('CHAPTER_3_DopplerBroadened_frequency_window_lorentz.txt')\n",
    "alpha_Lorentz = np.loadtxt('CHAPTER_3_DopplerBroadened_alpha_lorentz.txt')\n",
    "\n",
    "frequency_window_Doppler = np.loadtxt('CHAPTER_3_DopplerBroadened_frequency_window_Doppler.txt')\n",
    "alpha_Doppler = np.loadtxt('CHAPTER_3_DopplerBroadened_alpha_Doppler.txt')\n",
    "frequency_window_Saturated = np.loadtxt('CHAPTER_3_Saturation_frequency_window.txt')\n",
    "alpha_Saturated = np.loadtxt('CHAPTER_3_Saturation_alpha.txt')\n",
    "frequency_window_DopplerFree = np.loadtxt('CHAPTER_3_DopplerFree_frequency_window.txt')\n",
    "alpha_DopplerFree = np.loadtxt('CHAPTER_3_DopplerFree_alpha.txt')\n",
    "\n",
    "font_size = 14\n",
    "tick_font_size = 14\n",
    "#PLot Absorption Profile\n",
    "plt.plot((frequency_window_Doppler-omega_0)/omega_0, alpha_Doppler, \"-\", c=\"blue\", label=\"$\\chi'' (Without ~pump)$\")\n",
    "plt.plot((frequency_window_Saturated-omega_0)/omega_0, alpha_Saturated, \"-.\", c=\"red\", label=\"$\\chi'' (With ~pump)$\")\n",
    "#plt.plot((frequency_window_Lorentz-omega_0)/omega_0, alpha_Lorentz, \"-\", c=\"purple\", label=\"$\\chi'' (Natural)$\")\n",
    "plt.plot((frequency_window_DopplerFree-omega_0)/omega_0, 110*alpha_DopplerFree, \"-\", c=\"green\", label=\"$\\chi'' (Doppler ~Free)$\")\n",
    "\n",
    "\n",
    "plt.xlabel(\"$\\delta/\\omega_{0}$\", fontsize=font_size), plt.ylabel(\"$\\chi''$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size)\n",
    "plt.savefig('CHAPTER_3_AbsorptionDoppler.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98e820c2",
   "metadata": {},
   "source": [
    "# <center><b> Part III : One specimen cavity spectroscopy </b></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c39677d4",
   "metadata": {},
   "source": [
    "We now turn to the analysis of the absorption in a cavity. We suppose a standing plane wave in the reference frame of the laboratory:\n",
    "\n",
    "\\begin{equation}\n",
    "    E(x,t) = E_{0} \\cos(kx + \\phi_{space}) \\cos(\\omega t + \\phi_{time})\n",
    "\\end{equation}\n",
    "\n",
    "This plane wave can be decomposed in two propagating plane waves thanks to the simpson forumla:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\cos(x) \\cos(y) = \\frac{1}{2} \\lbrace \\cos(x+y) + \\cos(x-y) \\rbrace\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    E(x,t) = \\frac{E_{0}}{2} \\lbrace \\cos(kx + \\phi_{space} + \\omega t + \\phi_{time}) + \\cos(kx + \\phi_{space} - \\omega t - \\phi_{time}) \\rbrace\n",
    "\\end{equation}\n",
    "\n",
    "and because $\\cos(x) = \\cos(-x)$ we can highlight the opposite direction of propagation by rewritting the field as:\n",
    "\n",
    "\\begin{align}\n",
    "    E(x,t) &= \\frac{E_{0}}{2} \\lbrace \\cos(\\omega t + kx + \\phi_{time} + \\phi_{space}) + \\cos(\\omega t - kx + \\phi_{time} - \\phi_{space}) \\rbrace \\\\\n",
    "    &= \\frac{E_{0}}{2} \\cos(\\omega t + kx + \\phi_{1}) + \\frac{E_{0}}{2} \\cos(\\omega t - kx + \\phi_{2})\n",
    "\\end{align}\n",
    "Where $\\phi_{1} = \\phi_{time} + \\phi_{space}$ and $\\phi_{2} = \\phi_{time} - \\phi_{space}$\n",
    "\n",
    "In the reference frame of the atom or molecule the field expression becomes:\n",
    "\n",
    "\\begin{align}\n",
    "    E(t) &= \\frac{E_{0}}{2} \\cos(\\omega t + kvt + \\phi_{1}) + \\frac{E_{0}}{2} \\cos(\\omega t - kvt + \\phi_{2}) \\\\\n",
    "    &= \\frac{E_{0}}{2} \\cos((\\omega + kv)t + \\phi_{1}) + \\frac{E_{0}}{2} \\cos((\\omega - kv)t + \\phi_{2})\n",
    "\\end{align}\n",
    "\n",
    "The Schödinger equation becomes:\n",
    "\n",
    "\\begin{align}\n",
    "    i \\dot{c}_{1} &= \\Omega \\left( \\cos((\\omega + kv)t + \\phi_{1}) + \\cos((\\omega - kv)t + \\phi_{2}) \\right) e^{-i \\omega_{0} t} c_{2} \\\\\n",
    "    i \\dot{c}_{2} &= \\Omega^{*} \\left( \\cos((\\omega + kv)t + \\phi_{1}) + \\cos((\\omega - kv)t + \\phi_{2}) \\right) e^{i \\omega_{0} t} c_{1}\n",
    "\\end{align}\n",
    "\n",
    "Develloping the cosine with exponential and neglecting the $\\omega + \\omega_{0}$, we obtain:\n",
    "\\begin{align}\n",
    "    i \\dot{c}_{1} &= \\frac{\\Omega}{2} \\left( e^{i (\\omega - \\omega_{0} + kv)t + \\phi_{1}} + e^{i (\\omega - \\omega_{0} - kv)t + \\phi_{2}}\\right) c_{2} \\\\\n",
    "    i \\dot{c}_{2} &= \\frac{\\Omega^{*}}{2} \\left( e^{-i (\\omega - \\omega_{0} + kv)t + \\phi_{1}} + e^{-i (\\omega - \\omega_{0} - kv)t + \\phi_{2}}\\right) c_{1}\n",
    "\\end{align}\n",
    "\n",
    "We define now the detuning, $\\delta_{0} = \\omega - \\omega_{0}$ and the shifted detunings $\\delta_{red} = \\delta_{0} - kv$ and $\\delta_{blue} = \\delta_{0} + kv$\n",
    "\n",
    "\\begin{align}\n",
    "    i \\dot{c}_{1} &= \\frac{\\Omega}{2} \\left( e^{i \\delta_{blue}t + \\phi_{1}} + e^{i \\delta_{red}t + \\phi_{2}}\\right) c_{2} \\\\\n",
    "    i \\dot{c}_{2} &= \\frac{\\Omega^{*}}{2} \\left( e^{-i \\delta_{blue}t + \\phi_{1}} + e^{-i \\delta_{red}t + \\phi_{2}}\\right) c_{1}\n",
    "\\end{align}\n",
    "\n",
    "Thus\n",
    "\n",
    "\\begin{equation}\n",
    "    H = \\frac{1}{2}\n",
    "    \\left(\n",
    "    \\begin{matrix}\n",
    "    0 & \\Omega_{R}\\left( e^{i \\delta_{blue}t + \\phi_{1}} + e^{i \\delta_{red}t + \\phi_{2}}\\right) \\\\\n",
    "    \\Omega^{*} \\left( e^{-i \\delta_{blue}t + \\phi_{1}} + e^{-i \\delta_{red}t + \\phi_{2}}\\right) & 0\n",
    "    \\end{matrix}\n",
    "    \\right)\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fe8805b",
   "metadata": {},
   "source": [
    "***\n",
    "## Section 1: Time evolution of the population in a laser cavity"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f840faf",
   "metadata": {},
   "source": [
    "### Import modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "b98727d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44425905",
   "metadata": {},
   "source": [
    "### Populations and coherences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "12fba599",
   "metadata": {},
   "outputs": [],
   "source": [
    "########### Input values ###########\n",
    "\n",
    "# Constants\n",
    "c = 137              #Speed of light\n",
    "h = 2*np.pi          #Planck constant\n",
    "epsilon_0 = 1/(4*np.pi)\n",
    "\n",
    "# Quantum system, \"0\" subscript means \"at resonance\"\n",
    "f_0 = 5\n",
    "lambda_0 = c/f_0\n",
    "omega_0 = 2*np.pi*f_0\n",
    "D12 = 1\n",
    "X12 = np.sqrt((D12**2)/3)\n",
    "A21 = (4*(1/c))/(3*c**2) * omega_0**3 * D12**2\n",
    "Gamma = A21\n",
    "#Gamma = 10*A21 #For High damping\n",
    "\n",
    "# Laser\n",
    "I_sat = (np.pi*h*c*A21)/(3*(lambda_0**3))\n",
    "I = 0.5\n",
    "#I = 50 #For \"High I\"\n",
    "#I = 0.1*48.01*0.5*I_sat\n",
    "E = np.sqrt(4*np.pi*2*I/c)\n",
    "#offset = f_0*1e-2\n",
    "offset = f_0*1e-3 #For low offset\n",
    "f = f_0 + offset\n",
    "#f = f_0 - 0.00954929658551329\n",
    "omega = 2*np.pi*f\n",
    "delta = omega - omega_0\n",
    "phi = 0\n",
    "phi_time = 0\n",
    "phi_space = 0\n",
    "phi_1 = phi_time + phi_space\n",
    "phi_2 = phi_time - phi_space\n",
    "k = omega / c \n",
    "\n",
    "# Rabi frequency\n",
    "Omega_R_1laser = -X12*E\n",
    "Omega_R_2lasers = -X12*(E/2)\n",
    "\n",
    "# Doppler\n",
    "v = 6*1e-2\n",
    "#v = 0.0757*0.01\n",
    "delta_blue = omega + k*v - omega_0\n",
    "delta_red = omega - k*v - omega_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "c622e080",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.01607780115775615 -5.437851859850859 1.9539939714169499 5.778263172443535 1.7132390937709385\n"
     ]
    }
   ],
   "source": [
    "Omega = np.sqrt(Omega_R_2lasers**2 + delta**2)\n",
    "print(Gamma, Omega_R_2lasers/Gamma, delta/Gamma, Omega/Gamma, (2*k*v)/Gamma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "2bd052da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.027545117485343495 -3.1740180805014386 1.1405261405260698 3.3727126549075197 0.5836896926038163\n"
     ]
    }
   ],
   "source": [
    "print(2*k*v, Omega_R_2lasers/(2*k*v), delta/(2*k*v), Omega/(2*k*v), Gamma/(2*k*v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "00e3fbcf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31.447342462433827 0.22954264571119581 1\n"
     ]
    }
   ],
   "source": [
    "print(omega, k, D12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "b7291e82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.005"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "de2ff5d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "########### LindBlad ###########\n",
    "    \n",
    "# Basis\n",
    "psi_1 = fock(2, 0)\n",
    "psi_2 = fock(2, 1)\n",
    "    \n",
    "# Initial state\n",
    "init = [[1, 0],[0, 0]]\n",
    "rho_0 = Qobj(init)\n",
    "\n",
    "# List of collapse operators\n",
    "c_ops = []\n",
    "gamma_spont_emi = Gamma\n",
    "spont_emi = np.sqrt(gamma_spont_emi) * psi_1*psi_2.dag()\n",
    "c_ops.append(spont_emi)\n",
    "# In case of collisions, add below\n",
    "#gamma_col_deexc = 0\n",
    "#col_deexc = np.sqrt(gamma_col_deexc) * psi_1*psi_2.dag()\n",
    "#gamma_col_exc = 0\n",
    "#col_exc = np.sqrt(gamma_col_exc) * psi_2*psi_1.dag()\n",
    "\n",
    "# Time\n",
    "n_time = 20\n",
    "time_end = n_time*(1/A21)\n",
    "time_subdivision = int(n_time*5000)\n",
    "tlist = np.linspace(0, time_end, time_subdivision)\n",
    "\n",
    "# Hamiltonian\n",
    "H1_1laser = Qobj(np.array([[0, Omega_R_1laser/2], [0, 0]]))\n",
    "H2_1laser = Qobj(np.array([[0, 0], [np.conjugate(Omega_R_1laser/2), 0]]))\n",
    "\n",
    "H1_2lasers = Qobj(np.array([[0, Omega_R_2lasers/2], [0, 0]]))\n",
    "H2_2lasers = Qobj(np.array([[0, 0], [np.conjugate(Omega_R_2lasers/2), 0]]))\n",
    "\n",
    "H_time_1laser = [[H1_1laser,np.exp(1j*(delta*tlist+phi))],[H2_1laser,np.exp(-1j*(delta*tlist+phi))]]\n",
    "\n",
    "H_time_2lasers = [[H1_2lasers, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))],\n",
    "          [H2_2lasers, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "\n",
    "##TIME EVOLUTION\n",
    "rho_1laser = mesolve(H_time_1laser, rho_0, tlist, c_ops, [])\n",
    "rho_2lasers = mesolve(H_time_2lasers, rho_0, tlist, c_ops, [])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "e31f7877",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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672toaEBbW5suhu644w7MnDkTNpsNlZWVuOaaaxCJRPTtFUXBXXfdhUmTJsFsNqOyshJLliyJ299Pf/pTlJSUoKSkBJdccgk6Ojp6PY4vv/xyRt8rWzAxxMgaapBYf2ylUcuQYiB/e1qZZYjBYKRGVVWo4XBhHqqa0VhramoAAPfccw9WrlyJbdu2wel0AgAeeughrFixArW1tRg9ejRuueUW/X3V1dVYsGAB5s6di6+//hpr1qzB6tWrcc8996T8rK6uLgBAaWlphkc0c2pqauBwODB+/HioqgpZlvH4449j+/btePrpp7F27Vo8+eST+varVq3Cc889hyeeeAI7d+7ESy+9hNNOOw0AsGfPHsybNw8TJkzA559/jnfffRd79+7FL3/5y7jPA+KP4+LFi3P+PZMhFuRTGVlBUVT8eu5bCHf68Yft58FsFQo6Hi5MBI99SFQMqSYT4Ae8bUwMMRiMXohE4Fm1qiAf7VyxAjAa+96QUltbC5vNhhdeeAFjx44FAKxevRolJSV4/vnnUVFRAQA477zz8Oijj+rvu+qqq7BkyRLceeedAICJEyfiqquuwhtvvIGVK1f2+BxVVbF8+XIsXLgQVVVVA/iG6aHFPHEcaax0++2366+NGTMGixYtwo4dO/Tn3n77bZx99tk4/fTT9W1OOukkAMDVV1+Na665Jm4fN998c5wYSnYcCwWzDBUxn73cAnPtv+E8sBWv3F9X6OFAiBDB4yyPiiHOTP72tzMxxGAwjg5qampw7rnnxt3Aa2pq8MMf/lAXQgCwb98+TJw4EQCwY8cObNq0CcuWLYvbl9FoRCiUfH5cunQpNm/ejNWrV2f/SyQhNnj6wIEDWLp0KaqqqlBSUgK73Y7nn38eI0eO1Lc/99xzcd9992Hx4sV47LHH0N7err/3vffew7333gu73a4/Lr30UoiiGPd5icexUDDLUBGz89NW/e+6L1oATCzcYACItNK0e2hUDAkWstoKdrHUegaD0QsGA7HQFOizM6G2tjbO/QWQG/uvfvWruOeqq6txyimnAAC2bdsGg8GAyZMnx22zfft2zJw5s8dnLFu2DK+99ho2bNgQJ0BySU1NDc466yy0trbiuOOOw+mnn477778fI0aMgKIoOPbYY+OCq2+66Sace+65eOWVV/DQQw/h1ltvxaZNm7BlyxaUlpb2iJcCAIvFov+d7DgWCiaGipjDOzv1vzv3d6TeME8YVCKGSmLFkJlMMmEfE0MMBiM1HMdl5KoqFB6PB/v378ecOXP057q7u1FXVxf3HEDExXXXXQcAcDgckGUZkUgEJhOZI+vr67F27dq4NHdVVbFs2TK8/PLL+PDDDzFu3Ljcf6mY7zB79mysW7cOkiRh9erVusvs4YcfRjgc7pFpNnnyZNx88824/vrr4XK5sH37dhgMBnR3d2PYsGGw2WxJPy/ZcSwkTAwVMZ6GLmgaO9zuLehYfB4JIkiV6SHDomJIpJahsC+S9H0MBoNRTNTW1oLn+ThrTk1NTY/nDhw4gI6ODl08HH/88SgtLcUtt9yCZcuWYf/+/Vi2bBkuvPBCnHnmmfr7rr32Wjz33HN49dVX4XA40NzcDABwuVywWCzwer3Ys2ePvn1dXR1qampQWlqK0aNHpxx3X++rqamBIAioqqpCU1MTPB4PXnvtNUyfPh2vv/46Vq1ahREjRqC8vBwA8Mc//hGVlZWYP38+BEHAk08+iZKSEixYsACqqsLpdGLJkiW47bbbYLfbsWfPHrz55pt48MEHUx7HQsJihoqYSEvUGqT6/AUcCXCkIerzLhkaXd0ZbMQyJPmZZYjBYBQ/tbW1mDp1Ksxmc6/PVVdXw+126/EwLpcLr776Kj755BNUVVXpwdTPPPNM3P4fffRRdHV14bTTTsOwYcP0x5o1awAAGzduxJw5c3SLyvLlyzFnzhzcdtttvY67r/dp38FkMuHss8/GFVdcgSVLlmDhwoVobGzERRddFGcVCgaDuOuuuzBv3jwsXLgQu3fvxvvvv4+SkhKUlpZi3bp16OjowKmnnoq5c+fi1ltvjYsNSnbMCgmnZppT+C3D4/HA5XKhq6tLT50cDEjr1+PG8/ej1HcIANBlLMP9oWsLNp7q99rx2hkPIQQj7lKjfv8/nPUppDffRff4Wbhv73kFGx+DwRg8BINB1NXVYdy4cYPmZsgoTno7lzK5fxedZeiRRx7Rv/S8efPw8ccfp9z2k08+wUknnYQhQ4bAYrFg6tSp+POf/5zH0eYO6bPPACna/NQYKaxlSKswHeFNcc+b7MQypISYZYjBYDAYg5Oiihlas2YNbrjhBjzyyCM46aST8Pjjj+PMM8/E9u3bk/pKbTYbli5dimOOOQY2mw2ffPIJfvazn8Fms+G///u/C/ANsocaDIKXonE4ZtUPRVHB81xBxuM5QsSQLMaLIbPTCB8ANcRihhgMBoMxOCkqy9D999+PK664AldeeSWmTZuGBx54AKNGjYorahXLnDlz8JOf/AQzZszA2LFjcemll+J73/ter9akYkENhyEoUYHBAehsKZzg8LSQdhuqIV4MWZzEMqSGmWWIwWAwGIOTohFD4XAYmzZt6lGqe/Hixfjss8/S2kd1dTU+++wznHrqqSm3CYVC8Hg8cY/BiKooMKrxhbraDhWusKGXFlVUE3y2FhcJpuYizDLEYDAYjMFJ0Yih1tZWyLKMysrKuOcrKyv11MNUjBw5EiaTCcceeyyuvfZaXHnllSm3XbVqFVwul/4YNWpUVsafbSQZMCLe2tJ5uHBiSKswzZvjLUM2N7EM8TKzDDEYDAZjcFI0YkhDKwCloapqj+cS+fjjj7Fx40Y89thjeOCBB3otbb5ixQp0dXXpj4aGhqyMO9u0B8zQvnWAVhvqbCmcGAp2kc8WrPFF02wl5P+8zCxDDAaDwRicFE0AdVlZGQRB6GEFamlp6WEtSkSr4Dlz5kwcPnwYv/vd7/CTn/wk6bYmk0mvDjqY6Y4Qd5QKICyYYZED6G4tnPUl2BWCAYBojz92jlJiGRIVZhliMBgMxuCkaCxDRqMR8+bNw/r16+OeX79+PRYsWJD2flRVTdkUr5jwUjEUgQEKTzRtd2vhvlfESz7b5IyPGXIMIZYhUWWWIQaDwWAMTorGMgSQiplLlizBscceixNPPBFPPPEE6uvrcfXVVwMgLq7Gxkb8/e9/B0B6qYwePRpTp04FQOoO3XfffT26Bhcj/ogRQBAyREAQgAjg6yicGJJ85LPNrnjLkLOMWoYgIxxUYDQXjf5mMBgMxreEohJDF198Mdra2nDHHXegqakJVVVVWLduHcaMGQMAaGpqQn19vb69oihYsWIF6urqIIoiJkyYgLvvvhs/+9nPCvUVsoIaiSAQISJD5gRwIhEYWhBzIVAC5LMt7ngx5C6PxhB1toRRMZpVm2UwGAzG4KKoxBAA/PznP8fPf/7zpK89/fTTcf9ftmzZUWEF6oHXi0BIAAAonABeJKHUWhBzIVCD5LPtQ+LFkNUpQAEHHiq6WiNMDDEYjKOWG2+8Ebt27cLrr79e6KH0m6PhO/QH5rMoQlSvF8EQ+ekUXoQgEDEU8RcuLocLJxdDPM8hAmLF8rSxIGoGg3H0UlNTg1mzZg1oHxs2bMA555yD4cOHg+M4vPLKK3Gvr1q1CvPnz4fD4UBFRQXOO+887Ny5s8/9pvu+mpqauIas3xaYGCpGvF4Ew+SnU3keokh67UYChRNDQoSIIWd5z0w8iSeuMm87C6JmMBhHJ5Ikoba2dsBiyOfzYdasWfjrX/+a9PWPPvoI1157Lb744gusX78ekiRh8eLF8Pl8ve433ffV1tYWVAxJklSQz2ViqAhR/X6EdTEkQKDOTrmAYkiUiRhyVfYUQzJPLEPedmYZYjAYxc/+/fvBcRzWrl2LU045BSaTCatXr0ZbWxt4nseiRYtgtVoxZcoUfPnll3Hv3bp1K8466yw4nU4MHToUN954I8Ix7YrOPPNM3HnnnbjggguSfvZbb72Fyy+/HDNmzMCsWbPw1FNPob6+Hps2bep1zOm8r6GhAW1tbboYuuOOOzBz5kzYbDZUVlbimmuuQSSmm4CiKLjrrrswadIkmM1mVFZWYsmSJXH7++lPf4qSkhKUlJTgkksuQUdHR6/H8cUXX+x1n7mCiaFixO9HMExcYxzPw2AgliE5WBhFrSgqjCrpTTZkeM+YIEUkliFfJ7MMMRjFzoP/+TVuHPMidn6V3VZFqgr4fIV5qGpmY62pqQEA3HPPPVi5ciW2bdsGp9MJAHjooYewYsUK1NbWYvTo0bjlllv091VXV2PBggWYO3cuvv76a6xZswarV6/GPffc0+/j1tXVBQAoLS0d8PtqamrgcDgwfvx4qKoKWZbx+OOPY/v27Xj66aexdu1aPPnkk/r2q1atwnPPPYcnnngCO3fuxEsvvYTTTjsNALBnzx7MmzcPEyZMwOeff453330Xe/fuxS9/+cu4zwPij+OOHTtS7jOXFF0ANYNYhiJUDEHgYDAoCANQCtQZ3u+RIUABAJQOS1Kwkpqugt1MDDEYxcxXb7ai8++vwwng8QsU3N9wYdb27fcDdnvWdpcRXi9gs6W/fW1tLWw2G1544QWMHTsWALB69WqUlJTg+eefR0VFBQDgvPPOi2skftVVV2HJkiW48847AQATJ07EVVddhTfeeAMrV67MeNyqqmL58uVYuHAhqqqqBvw+LeZJ6+pw++2366+NGTMGixYtwo4dO/Tn3n77bZx99tk4/fTT9W1OOukkAMDVV1+Na665Jm4fN998c5wYSnYc33vvvZT7zCXMMlSMBAKIRKhlSOBgMpFljRoujNhobYxmsZUONfZ4XTUQN1nQWxjLFYPByA7/umer/rfl4G4E/XIBR1M4ampqcO655+o3cO25H/7wh7oQAoB9+/Zh4sSJAIAdO3Zg06ZNPTKcjUZjvwsBL126FJs3b+61xVQm74sNnj5w4ACWLl2KqqoqlJSUwG634/nnn8fIkSP17c8991zcd999WLx4MR577DG0t7fr733vvfdw7733wm63649LL70UoijGfV7icUy1z1zDxFARogYCiFBdIYg8jEYqhgrUGb6jmVzIIRghiD37xHEGcvKHvMwyxGAUM51bD+p/GxHBxjdbs7Zvq5VYaArxsFozG2ttbW0P101NTQ1OPPHEuOeqq6t1cbFt2zYYDAZMnjw5bpvt27dj5syZmR4uLFu2DK+99ho++OCDOIEykPdpYqi1tRXHHXccWltbcf/99+OTTz7B559/DkEQ4oKrb7rpJnzzzTc444wz8NBDD2HixImoq6tDbW0tSktLsXnzZtTU1OiPLVu24IMPPtDfn+w4ptpnrmFusmIkGIQc4SAC4EXATC1DXIHEUHsTiReKCMlrCHHUMhT2M8sQg1GsKIoKc/shAEAEIgyQsHl9Mxb+qPfekOnCcZm5qgqFx+PB/v37MWfOHP257u5u1NXVxT0HEHFx3XXXAQAcDgdkWUYkEtH7X9bX12Pt2rU90ud7Q1VVLFu2DC+//DI+/PBDvffmQN+nfYfZs2dj3bp1kCQJq1ev1l1mDz/8MMLhcI9Ms8mTJ+Pmm2/G9ddfD5fLhe3bt8NgMKC7uxvDhg2DLcWPmuw49rbPdL9nf2FiqAhRQyFIkhkmAILIwUJXNZxUGDHkaSGWIVlM3uCWM5LTLOxjliEGo1jZ/lkXLGoAEgQEx8+AYV8tjuzs6PuNRxm1tbXgeT7OmlNTU9PjuQMHDqCjo0MXD8cffzxKS0txyy23YNmyZdi/fz+WLVuGCy+8EGeeeab+Pq/Xiz179uj/r6urQ01NDUpLSzF69Ghce+21eO655/Dqq6/C4XDozctdLhcsFkvKcff1vpqaGgiCgKqqKjQ1NcHj8eC1117D9OnT8frrr2PVqlUYMWIEysvLAQB//OMfUVlZifnz50MQBDz55JMoKSnBggULoKoqnE4nlixZgttuuw12ux179uzBm2++iQcffDDlcextn7mGucmKkXAYikSsQaIIWCzkb14ujNjQGsSqhuRiiDcRMRQJMMsQg1Gs7NnYCQDwG9xwjiMZSN7GrgKOqDDU1tZi6tSpMJvNvT5XXV0Nt9utx8O4XC68+uqr+OSTT1BVVaUHUz/zzDNx+9+4cSPmzJmjW0yWL1+OOXPm4LbbbgMAPProo+jq6sJpp52GYcOG6Y81a9b0Ou6+3qd9B5PJhLPPPhtXXHEFlixZgoULF6KxsREXXXRRnFUoGAzirrvuwrx587Bw4ULs3r0b77//PkpKSlBaWop169aho6MDp556KubOnYtbb701LjYo2THrbZ+5hlPVTJMKv114PB64XC50dXXpqZOFJnTvvbjlriFwdzaAmzQG82d1499r2+Hj7fijfGPex/Pwf9ei9W+voGPIBDzQemmP12+Z9SYsm/8NecFC3PHpd/M+PgaDMXAevqoGrU++io7S8Zh84TE48vgr6CgZhwfaL8t4X8FgEHV1dRg3blzczZDByJTezqVM7t/MMlSMyDJUhVqGDCpsFpLRISoFSq3vIJYh3pLcMiSaiWVIKlAdJAaDMXDa9hErkKHMhZEz3AAAwfvtswwxjk6YGCpGZBlQSF0fgwjYzERkiCiMGNIaxArWFGLIQgKo5SCLGWIwipVu6hKzj3BhxFRSEMgU8RZySAxG1mBiqAhRYyxDAq/AYSUiQ4BSkLofIQ8RQwZ7cjFksBDLkBxiliEGo1iJtJKK00PGuzBqCskQMiEMD+s5yDgKYGKoGJFlgIohg6DAaY1ORp7W/E9MkW6SWm9yphBDVmIZUsJMDDEYxQrfTSxDw6e5UDbSBAkCAODgTn8hh8VgZAUmhooRWQanUjeZIMNkUKGA1ILoLsAqTfKRJoMmV3IxZLITMVSoCtkMBmNgKIoKS5iIoXGzXeB5DkGBWIcO7e69WzqDUQwwMVSEqIoSZxnieSACIjgKIYaUAHGTWd0pxJCNuMnUCLMMMRjFyKG9ARhpTOKkeSQrRzKSAmctdUwMMYofJoaKEUWJswwBgMwRwVEIMaTSvjq20t4tQyhQhWwGgzEw9mwkViE/b4PdTWv1WollqL2BiSFG8cPEUDESI4aMCWIo6Mu/9YULkZghR3nyeiFmOxkbJzHLEINRjNRvIWIobHHpz/FOIoa6m1nMEKP4YWKoCFFVNSqGRPKvypNgxmB3/gWHIBHLkLM8uWXI4iSWIa5AFbIZDMbAOLyLiCHOHRVDWvZooDNYkDExGNmEiaFiRFHAJ7jJFI6IoUABxJAoEzHkrkghhhzEMsQrzDLEYBQjnQeIGDJXRsWQyUUswWEPE0OM4oeJoWJEVcGDiCCzSP7VLEMhb34Fh6KoMKpEDJUMSy6GrC5iGRKYZYjBKEoCh0mNIdfoqBiylJKmoFppDQZw44034pxzzin0MAbE0fAd+gMTQ0WIqqq6ZchkoEUWefJThvypxZDa1ITgHXdA/vjjrI3F2ylBABlL2YhUYohYhgSViSEGoxhR2zsBABWTomLIWkosQ4qfiSGNmpoazJo1a0D7WLVqFebPnw+Hw4GKigqcd9552Llzp/76hg0bcM4552D48OHgOA6vvPJKVvYb+x1iG7J+W2BiqEiJWoao+NHEUC8B1MG//AUhVYX/5ZezNo62Q7RjPQB3hTHpNnY3sQyJYG4yBqMYMQSIm2xUVVQMaQkTaoCJIQCQJAm1tbUDFkMfffQRrr32WnzxxRdYv349JEnC4sWL4fORrD2fz4dZs2bhr3/9a1b3q1FbW1tQMSQVKNGGiaFiRFUhUDFkMpJ6Q5xAii5GerEMSTQFXnG5oNTVZWUo7U1kn2GYIIhc0m1sNBVXgIJwUMnK5zIYjPzg80iwKaQH2cR5UTHkqiRiiA9/+8TQ/v37wXEc1q5di1NOOQUmkwmrV69GW1sbeJ7HokWLYLVaMWXKFHz55Zdx7926dSvOOussOJ1ODB06FDfeeCPC4bD++ltvvYXLL78cM2bMwKxZs/DUU0+hvr4emzZtAgCceeaZuPPOO3HBBRdkNOa+9gsADQ0NaGtr08XQHXfcgZkzZ8Jms6GyshLXXHMNIjElUhRFwV133YVJkybBbDajsrISS5YsidvfT3/6U5SUlKCkpASXXHIJOjo6ej2OL774Yq/7zBVMDBUhksLprikTtQxx1DIUDiQXQ6qiQLHZ9P8rX3+dlbF0HiZiKCIkd5EBgKPEoP9diDpIDAaj/+z5uhsAEIGI0dOs+vPuoUQMiZHsiCFVVRH2hQvyUFU1o7HW1NQAAO655x6sXLkS27Ztg9NJilE+9NBDWLFiBWprazF69Gjccsst+vuqq6uxYMECzJ07F19//TXWrFmD1atX45577kn5WV1dxCpXWlqa4RHtnWT7rampgcPhwPjx46GqKmRZxuOPP47t27fj6aefxtq1a/Hkk0/q269atQrPPfccnnjiCezcuRMvvfQSTjvtNADAnj17MG/ePEyYMAGff/453n33Xezduxe//OUv4z4PiD+OO3bsSLnPXCLm/BMYWScUiWpYi5GIIppMhkgKMYTDhwEx+nMrjY1ZGUsXFUOymFoM6UXaAHR3SBgyPPW2DAZjcFFXQ26aAQNpw6ExZAQRQwYlO2Io4o9glX1VVvaVKSu8K2C0JXfzJ6O2thY2mw0vvPACxo4dCwBYvXo1SkpK8Pzzz6OiogIAcN555+HRRx/V33fVVVdhyZIluPPOOwEAEydOxFVXXYU33ngDK1eu7PE5qqpi+fLlWLhwIaqqqgbwDdPbrxbzxHHkd7799tv118aMGYNFixZhx44d+nNvv/02zj77bJx++un6NieddBIA4Oqrr8Y111wTt4+bb745TgwlO47vvfdeyn3mEmYZKkICUtTSYjYRMcRTN5kUSG55URoa4v8fY6ocCN2t1PVmSC1wBJHTmzr6OplliMEoJhq3EzEkO1xxz5ePImLIiAgCXjnv4yokNTU1OPfcc/UbuPbcD3/4Q10IAcC+ffswceJEAMCOHTuwadMmLFu2LG5fRqMRIRrCkMjSpUuxefNmrF69OqvjT7Xf2ODpAwcOYOnSpaiqqkJJSQnsdjuef/55jBw5Ut/+3HPPxX333YfFixfjscceQ3t7u/7e9957D/feey/sdrv+uPTSSyHGLMqTHcdU+8w1zDJUhAQigv63mVqGBPqUFEzhJjt0KO7/ii87JfS9beQi5ky9W3skzgBRleHrYkHUDEYx0baPiCHDEGfc87HZo4cPBDF2hg0DwWA1YIV3xYD2MZDPzoTa2to49xdAbuy/+tWv4p6rrq7GKaecAgDYtm0bDAYDJk+eHLfN9u3bMXPmzB6fsWzZMrz22mvYsGFDnAAZKL3tt6amBmeddRZaW1tx3HHH4fTTT8f999+PESNGQFEUHHvssXHB1TfddBPOPfdcvPLKK3jooYdw6623YtOmTdiyZQtKS0t7xEsBgMVi0f9OdhxT7XPcuHFZOwbJYGKoCAlGyIWrgIPRyCEMQKA2PimUXGwoR47E/V/NUp8wfwcVQ9bkrTg0ZE4EVMDfxSxDDEYx4W3sgg2AfUS8Zcho5hGGAUZESOzgAMUQx3EZuaoKhcfjwf79+zFnzhz9ue7ubtTV1cU9BxBxcd111wEAHA4HZFlGJBKBiS4e6+vrsXbt2rj0eFVVsWzZMrz88sv48MMPsyYC+tqv9h1mz56NdevWQZIkrF69WneZPfzwwwiHwz0yzSZPnoybb74Z119/PVwuF7Zv3w6DwYDu7m4MGzYMNlvy8yLZcextn0wMMXoQkgQACmQIekq9IJIAQCWFGFI7O8kf4TBgNCJbOV1BWopfsPY+iSm8AVAAv4dZhhiMYiJyhAbajnP1fI03wahE0HUk3OO1o5Xa2lrwPB9nzampqenx3IEDB9DR0aGLh+OPPx6lpaW45ZZbsGzZMuzfvx/Lli3DhRdeiDPPPFN/37XXXovnnnsOr776KhwOB5qbmwEALpcLFosFXq8Xe/bs0bevq6tDTU0NSktLMXr06JTj7mu/NTU1EAQBVVVVaGpqgsfjwWuvvYbp06fj9ddfx6pVqzBixAiUl5cDAP74xz+isrIS8+fPhyAIePLJJ1FSUoIFCxZAVVU4nU4sWbIEt912G+x2O/bs2YM333wTDz74YMrj2Ns+cw2LGSpCiBgCZAjgqH9MFIgYksPJffdqkIgWPhAg/xezo4NDHmIZ0voUpUIRyOcFPMwyxGAUE1w3EUPDp/UUQ7JAFkHdbd8uMTR16lSYzeZen6uurobb7dbjYVwuF1599VV88sknqKqq0oOpn3nmmbj9P/roo+jq6sJpp52GYcOG6Y81a9YAADZu3Ig5c+boFpXly5djzpw5uO2223odd1/71b6DyWTC2WefjSuuuAJLlizBwoUL0djYiIsuuijOKhQMBnHXXXdh3rx5WLhwIXbv3o33338fJSUlKC0txbp169DR0YFTTz0Vc+fOxa233hoXG5TsmPW2z1zDqZnmFH7L8Hg8cLlc6Orq0lMnC8368/6Iz14NwM9ZcftKL0I8j0eeG4HwrkZ4RlfhTwd+1OM9wd/8BiGDAWJnJyS3GwiH4frDHwY8ll/NeAPW7ZuA007Fbz84LeV2v7D/DW7fIUxY+RNcesfklNsxGIzBg6KoWCmsghER/OCdpZi3aEjc67+wPg53oBlTfv9T/MdvJqa932AwiLq6OowbNy7uZshgZEpv51Im929mGSpCwjKxsiicoEdOGzQ3WSSFm4zGCPFa8JrRCJXWmRgIko9Yhszu3ic0VSRxTiEvswwxGMXCob0BGEGu2Unzet5MVAOxDPnak2dDMRjFAhNDRYgmhlSO12OGDCKNAgonFxsqLXHOOxyATJu7JmSY9QfFTyZBi7t3NxlH3XLBPDeSZTAY/WfPRrJg8nM2OEt7ZlxpWaT+zm+Pm4xxdMLEUBGixQypXDRmyChQgZOir4uq0OKMFgs4Gj+kHj484LGotD6GvayPQopGMpGGfcwyxGAUC/VbiBgKW3rGCwEAZyaWoaCHiSFGccPEUBESkYkAUoSom8xkoGInlRjSQsOsVn2bxHT7/qD1JXIM6V0M8UZiGQr30juNwWAMLpp3EjHEuZOLIcFMFjlMDDGKHSaGigxVlhGmYgh8VAwZDTSLTE4hNmitCM5uB0etRGoWKnsKEWIZ0po2pkITQxE/swwxGMVC54FOAIB5WHIxJNrIIijs7Z8YYvk7jIGSrXOo6MTQI488okeNz5s3Dx9//HHKbV966SUsWrQI5eXlcDqdOPHEE/H222/ncbQ5IBhERCLCRhUEPRbHJBIxxCspLEM0tohzOMDTv7MRQC0qRAyVDO3dMqStIFP2TmMwGIOOYBOZI9xj3ElfN9AiiRFfZmLIYCDzgd/v7//gGAxEzyHtnOovRVV0cc2aNbjhhhvwyCOP4KSTTsLjjz+OM888E9u3b09abGrDhg1YtGgR7rrrLrjdbjz11FM455xz8OWXXyatelkUhEKQqBiCIOrNVy1GIoa4FJYhra4Q53KBoyeNOsCJSFFUGFUihkqH9SGGTOTzU/VOYzAYgw+tWOuwqe6kr5scRkgAJH9mYkgQBLjdbrS0tAAArFarXumYwUgHVVXh9/vR0tICt9sNQRD6flMvFJUYuv/++3HFFVfgyiuvBAA88MADePvtt/Hoo49i1aqe3Y4feOCBuP/fddddePXVV/H6668XrRhSg8EYMRR1k5kNRAQJah9iyO3WM0C0Qoz9pbMlAh7ERFk2snc3mWghAkxOUSGbwWAMPkwBYhkaMyu5m0wTQ0ogczfZ0KFDAUAXRAxGf3C73fq5NBCKRgyFw2Fs2rSpR1O3xYsX47PPPktrH4qioLu7G6WlpSm3CYVCcR2EPR5P/wacK0IhaG3FOFHQrTxmIxVDSdxkaiQCGGm7DLcbnNUKhEID7k/WepCIKQUcHKW9n0oGiwgZgBxkliEGoxjoaAnDohLr8ZTj3Um3sbiM8AFQQ5mLIY7jMGzYMFRUVCCSpV6JjG8XBoNhwBYhjaIRQ62trZBlGZWVlXHPV1ZW6j1W+uJPf/oTfD4fLrroopTbrFq1CrfffvuAxppTgkHIMg2GFqNuMqtRBsBBQBLLS3e3/ifncIBzOIgYkpO37kiX9kNENIY4M3i+dxO3wWqADEAJM8sQg1EM7PyCWIWCMKFyTHLLr7WEWplD/S+6KAhC1m5oDEZ/KboA6kS/sqqqafmaV69ejd/97ndYs2YNKioqUm63YsUKdHV16Y+GhoYBjzmrhMPQsuc5UYjGDJnIkyJkyFJ8dL3q80X/43SCc7sBAMoAffSdLWQClIQ+agwBMFpp1WwmhhiMomBfdScAIGh2p9zGVkIszlwkc8vQS3+qw0dr0lvIMhi5pmgsQ2VlZRAEoYcVqKWlpYe1KJE1a9bgiiuuwAsvvIAzzjij121NJhNMpr5v7oVCjUSgKJplSACom4yIIfK3zyPFV4v1esm/kgROEMANGQLs2QN1gKuxrsPETSaLaYghGx1PigrZDAZjcNG0o5P84UoeLwQAjiFEDPFSZmJo9R27seu3z0GCAHfltZh1Wu4bcTIYvVE0liGj0Yh58+Zh/fr1cc+vX78eCxYsSPm+1atX4/LLL8dzzz2Hs88+O9fDzD2SBJl23uAETo8ZcliiFhdfV7z1RbcMUZMSV15Onh+g6OtuDdH99N1o0WynLURSFIVkMBiDi7ZdpA6ZZUTqGEtNDIlyZmJo41NbyPsg49U7t/RzhAxG9igayxAALF++HEuWLMGxxx6LE088EU888QTq6+tx9dVXAyAursbGRvz9738HQITQZZddhgcffBAnnHCCblWyWCxw9bLaGdRIEhSZqFhO4AGDVnRRhQIOPFT4E8QQaAq9VmyRGzaMPG80Qg0EwGnNWzNEa87IpSGqTHYi2jiJWYYYjGIg0NAGE4DyqUNSbqOLITWz61o91KT/3VE7yEIRGN9KisYyBAAXX3wxHnjgAdxxxx2YPXs2NmzYgHXr1mHMmDEAgKamJtTX1+vbP/7445AkCddeey2GDRumP66//vpCfYWBI0mgmga8IeomUzkOEtW2Pk+CZUirJ0QDprnKSmg7GUizVn87cZPx1r7FkMVBU/uZZYjBKAr4zjYAwNh5vYgh6o4XEYGipFcJ2NspwRlu1f9vamscwCgZjOxQVJYhAPj5z3+On//850lfe/rpp+P+/+GHH+Z+QHlGjUSg6m4yXneTgeMgcyKgRuDvTBAcgQDZRLMMCQK4UAiqxQK1uRmYMKFfYwl2hcAjWpK/NyxOahmSmWWIwRjsBLwy7JEOAEDVaWUpt9PEEA8VAa8Mm7PvW8qerz2ITd2wqAE07PRj1BTrgMbMYAyEorIMMRBvGRL4aP0gnidiCIC/O8EyRMUQYnq4cLSuh9raiv4S7iZuMqOjbzFkpZNksjpIDAZjcLFlQwd4qAjDiAmz7Sm3i60v5mlLb6FzYAup3eYxlMIrkHCF2vf6Pw8xGNmAiaFiI85NFi+GFJ5MTEFvguCglaa5WDFEXWYDadYa8RIxZHL1HUBtdZEVpJBhbAGjcKx/phEbnmepz0cL7c1h/OaEd/GLoavxwGWbepTgiGXbh0cAAH7rkF5riJmtAmR6G+lOUww17SRiSLY5IbmJ1Wnfv5kYYhSWonOTfeuRJN1NxotRMaTyPFRBBKSeYkgriBY7pWm1mQbSrFXxk/1a3H1bhmwuahlK0S6EMbh4/x9N+OTy/4EKDq6KpSz1ucgJ+mXcMen/UOI9CDeArv/bhRVfHcLd236QVOzs/7yJuMBH9F62BAAiMEBACN0d6YmhtjoihsRSJwwOM9C2F4e3t2XwbRiM7MMsQ0WGKklQaaAiL/LgYixDqkCsLz0sQ2Ga9hpTZJGjNYYUrQZRP1ACxOJkK01DDLnJ2AyQ0g60ZBSO9/+yFTxUCFCw7k/fFHo4jAHy54u/RIn3IIKcGaF5J0ABB9uOr/HIf9cm3d6zi1gEK2cP63PfMk/rm6UphroPkYr4lgoHSieR4Gz/wf5bqBn5Y+snnfhF5Wr8Ytg/se3TzkIPJ6swMVRsSJIe+sMbBEBLa+d5vRlr0Bs/KalUDMVW6tabtWrxRP2AoxYn25C+xZCjJGqE9CYGeDMGHb66aPPM1s1NvWzJ6Atl925Ir70G9fDhgny+zyOhY93nAIChSxbhro3fg7jodABA4/++jYO7/T3eY2glv/n072YghjrTE0ORLjLnWMusGD2b1DDijrQgsmbNgJtHH63I77+P8KOPQq6uLtgYFEXFk2e+CHfLLribd+J/vvMPeNqPnrCHjMVQfX09VLXnyl5V1bi0dkaOSLAMxcYMQSTWnrAvhWWIj/7cWm2hgfQU4iPkva6KvmOGHDEVsb0dTAwNdvjO6EpdPZy6q7jyzTcI/eEPCP7+91A2b87H0IoGVVEQ/O1v0f3ss/BVV8Pzl78g/PDDeR/HP3+3EzbFCx/vwH8/PAsAcMsbJ6HTXAmzGsRff/xR3PabN3TApnghg8eJ5/ftJlNFcm37u9K7MSo+Iobs5RZMMOwFAFglD7q37YD31luhbNuW9nc72lHDYfhvugnejz9GoKUF3ldfRfDOOwsylvefbUKJ9yAAQIIAV7gVD1yYXpP0YiBjMTRu3DgcOXKkx/Pt7e0YN25cVgbF6AVF0cWQYODjCh5qrq+wPyFmSKs8HdN+g7eTDJGBNGsVZbKKc1Wk0Y7DzOuBlt40zempWH3Hbjz0X9U5d7epsozQn/4E/403Ivzoo1C1yPWjnHBQgS3Sqf/fEupIeqyltWvR/eyzCEoSQoqC7uefR+S55/I40sFNeNUqhHge4HlwgQBgNCJw5Agi//d/eR3HtrXEzWmcfwwsdjIHGIw8Tr7zewAA0+av8MVr0Tn9w6f2AwA8jhEoqTD2uX/NPe/3pHldU2u0Q/RhbMtHkMHDAAl764xQXC74/ud/oHZ0pLevo5zg7bcj4nAAigK+sxPgOIRkGeGHHsr7WD57ZjcAoGvENIxc+kMyvvc/x6G9/fcuDCYyFkOpGqN6vV6YzX1bCBgDRJIAel8SDHzUTQaAMxBXVCjRMkTT6OMsQ04nACS18qWDoqgwKkQMlY1M73fXi0ImVsjOgA3PN2Pnb59D+1Ov4X9v3N7v/aRD6Le/RdDrRcTpRKClBcHbbsvp5w0WGnb4ICAq/IyIoP6beFeK/NVX8FVXA0YjhM5OCB0dgMEA/7ZtBTXlDxbkzz5DkFpkzVYrHH/4A4x+P8BxCGzdmjeXmbdTgqWB3MRO+dm0uNcuuHEcOodOAQ8V//x/b+mCd/+7ewAArllj0/oMldY6C6YphvgwtQzt/jcMDhN8vIN8buVp4Hw+KC4XQn/+c1r7OpqR3n0XYWr5t44eDcef/wwTna8DTU1Q9u/P63jaqw8AAEacPA5X/rkKneZKmBDCI5d8ktdx5Iq0xdDy5cuxfPlycByHlStX6v9fvnw5rr/+elx88cWYPXt2DofKAIi1QhMwfIIY4kXyc0oBqcd7AIATo3E7XCnx1fe3WWt3uwQRZL8VY9Jr5yFzmcUWJOOdP23Rs+K+eXlnv/fTF3J1NUL02Ig04y5sMCDy1FM5+8zBwqE9RPj4ORu8AhHNOz6PrtRVWUbgH/8gQqijA7a77oLt7ruJIDIaEaTtcL7NBF94AeB5iJ2dMN54IzhBgPm228B3dUG1WhHKk7vsnf9pgBFh+Hg7vrtkeI/X//MfiyFBQEn7Pjz7m51oqQ/CenAXAOCUn01N6zM4IxVD3eld1waJiCH3UBFQFCgukqnYcMgAy4wZAICQqkLZuzet/R2tBN94AwBg6O6G4YorAACmlSshdHYCJhNCjz2Wt7EoigpbB6kUfvyPR0MQOcz75XfIi//+N3Z+5cnbWHJF2mKouroa1dXVUFUVW7Zs0f9fXV2NHTt2YNasWT0qQDNygCzHucn0mCHQLvYAIsHkYkhr3QEAXBmp76HGPJcJh/eTCU0BhyHD+zalA4BM6yD5Pf23DPn2xcSvHMpdGf/wP/+p38xs998PI7WuBb75BmoSN/HRREsdaewbMVoRsZKieI3fRCc76dlnIZeUAOEwrFdeCc5iAWc2w3LppYCiQHK7If3rXwUZ+0DxeaQBm/3lzz6D5HYDigLzT34CjlpkOZsN5pkzAQChSCQv59GWN8hqXh41FoLY06I/+zulwAknAAC23fMG7j7xNRggoctUgdMv6Tt4GoiKoZC3bzEkSypMKrUou0IwBAIwjyVxSa272iAuWUJEtSgi/C2+n8jvv0+uMVmG+aqr9Oc5QYB54UIAQFgQoDblJ7lh51ceGBGGDB7HnknuHZf8bhI6nKNhgIQnL/0wL+PIJWmLoQ8++AAffPABLrvsMrz11lv6/z/44AO8/fbbePzxxzFp0qRcjpUBkP5i1DIkGgUy0VKxIxg1y1Ck53uAaOsO0P5kIJ3r+xM3dKSBTGghztxrUbZYFBpbEEg3tiAJYkf0BmKLdCIczH4cjxqJQBuh8cQTAQDmW24B7/FAtdkQKoC/Pp+0NRDLkGK2gneS2LL2AyQdWlUUhGpqAAAmngdfVaW/Tzj2WBhoH7zwe+/lccTZIRJWsLLib3h04p/w9v8c7Pd+wq+9BgAQu7shHHdc3GviZZeB93gAsxnhZ58d0HjToaOWJLWMWDAm5Ta/ePkUdJorYVV8cB0i8UWzl5+e9nXNm8h1Hfb1fV23NobAUz9/uTsI049+hLLJJL0+cLAdHM/DRD0M4UhkQNmuxUxo3ToAgMHnAz9lStxrwvnnk/ghozFvgnHzu2Te9RpLYbaSRTfPc1j8xzMAANZdNXFxZ8VIRjFDkiTh2WefxYEDB3I1HkZfyHJ8zBCgN10VNDdZKMEypMUFxYqh4dRkzvNAS+psoVS0N5JJKiKm3/FeFYhlKNDdP8tQ26EQ7HK0SKQABbs2Zt88K7/5JlSrFVwwCPHccwEAnN0eXdXLMpSD/b9ZDna6moig4e02GIeQeA5PIxFD8htvQHa7gUgERmq6j8V0zjkAgIjdDmX37vwMOEu89UQDXKEWiJDxwYP9y4xTPR6EaUylkVpcYuEEAUZqlY3kOPs24JVh7yAd4U+4eHTK7UqHGrHsy0vhGV2FLnMF7P9xFi67Kz0XGQAIZjKvRPx9i6HmOjpvQIQr2Abh+OOj6fUdJINR/OlPwfl8UC0WSC+8kPY4jhbUjg5EaPiD8YwzerzO8TxMtDl5uB9zd3+o+4oKnbLyuOfP+tkodA6bCh4q1vys+BZAsWQkhkRRxJgxYyAPIAOJMTBUWYZWgjpRDIlGMgnLCWJIsyRxsS41m01PuVeaM2+50HGIusmMGYghMbPYgkS+Xk9K9vt5GzwGsprc/e/sZ51EvvwSACBGIuBikgLEyy6Lrsj+9resf+5gwddC3GQGtxX2ocQyFDhCinOGN2wgr4VC4MeO7fFe4ZRTiJtDEBB58cX8DDhL7Pgweh0ED/QvwFl66SXAbAbn9UL80Y+SbmO4+GJAUSC73ZC/+qpfn5MOX77eAgMkBDkzjj+7vNdtxx9jx58O/Aj3B67BjavnZ/Q5YgZi6Eg9mTdCnBlG6kmYtpBcy7ZwByJhBZzBAANduIWpFfLbROTFFwGjEXx3N4TvfS/pNuJFFwGyDMXthvxZ7tPb23eRCuH2sUN6vPYfT3wHCji4m3fizScacj6WXJFxNtlvfvMbrFixAu0D6GnFGACyrPcYE000FkETQwYihpRUliFTfAo8R8WQ2o/VhaeFFkfLJINQTNE7LU12fUJWJyFnOWQruUkf2e/r1756Q6auHnHChLjnOZ6HmbqFwsHgUWvCD7SR728utaJkNLEMSZ1eqO3t0RXr6aenfL9hxAgAQKRARQb7S+vOaH8sU3f/emVFtm4FABgMhrhSFrHw48dD9BCLpvTOO/36nHTYsp6Iu4BraNJ4oWwhWolw6eGeT0L7v0lwtswbYLjgAgDAlOOckCBAhIyd/ybHxbh4Mdmn1TqglkHFSGQ7yZI1WCx6vFki/PDhELuJtTby9tu5H1Mr+Q1KJ7h7vHb8D8rhn0TqV71983tF22EgYzH0l7/8BR9//DGGDx+OKVOmYO7cuXEPRo5R1WjMUIJlSPOCKeHkYiPWMgQAHK0/pLZl3hfI20qEAG9L3zKkxSylE1uQjKYt5AZlHlUO3mEDAHQ2ZlcMqR4PZAcRAOKCBT1e1034Viuko7SmTsRDfltbmQXl48mx4L3diPzzn2TF6vFA+P73U77f8KMf6ZYPhYqDYiB0KLrAs6r+jCulq8EgIvQcN9BYs1SII0cCACI5DKI+9DURQ9bxQ3P2GQBgoGJIDvZ9XXs3k7R9hRfADSMB2gYjD5+RZJR98wmZi/iTTwbX3Q0YDJBefz0Xwx6UqF1dkKxWAIDhu9/tdVvDxIkAgIgn95lcHP2MYVNcSV//r/87jWQldh3AK3/en/Px5IKMG7Wed955ORgGI21iAqi1gOmoOFIRQhIxpNWFShBDvKpCAaB2dmY8jEB7kDRydKZvGeKMKeogpYlv/xG4AZRNLUPrDgAHAW9z/3urJUP+6CNAEMD5fOBojFAsnNkMo8WCEIDw1q3oXy7e4EYNEouhxW3C8Ml2fAPAGO5GZE8z4HLBYLenXLECxPIhdHVBLilBZN06mGKCrAczvDf+pnJgmxczTnKn/X75X/8iLjK/v1exCACGc85BcPVqIhjr6sDnoGBtYP9hmAGMmJdbMWS0GRBAemLIp1WpFuOvHLWkFDjcivqadgATwPE8DKKIMABp8+aj8jpLhvTWW4DBAM7rBX/KKb1uK559NvDMM1Dcbii7d4PPYQKTKUQsQ2NmJhdD0453IVw1B+LWjfjkz1/hghuLrwBzxmLot7/9bS7GwUgXRdHdZAYTMcNzqgoVgMkI+ABSmDEGlYohLtFNRm9oKjW3ZkKoMwALAJMrfcsQb0w/tiDp+9vIKnrCCeXwtwWgAgi0ZdcyJNWSxpWCJKW84RvOOguht96C5HBAbWkBV1GR1TEUGjWm59yYKmIZsqgBeDg7rADEk0/ucx+GykrI4TCkpib0XZ98cGCKxAvrgzsyE0NSdTVgMECU5bjMzWTwkydD6OyE7HZDWrcOxmuv7c+QU6IoKqxdxDJ0zOLciiGTnYghNdz7da22tCBIzwbOGj9vWEaWAodJer2GOHs2wjt3IqKqMCtKrwL8aEGqrQVMJohAn9+XHzs2eg69+aYeg5Vt2g6FYAaZEyYd60y53Tm/Oxbv/Xgj7I07sW+zF+OPsedkPLni6D+7jjJURQGnagHT8ZYho4H8q0bSswxpE7bq79mosS8iHhIzZClJ3zLEm4j2jgQytwx52iNwSCRYevbicjiHkQtN6syuGJKpy1DsReAIxx8PvquLBAm/9FJWP38wwIXJxGcvNWHEJIveRqWh0wXO54PQS7yQhkhXtZLNBjUPZvyB4vNIMNP6Nx4DyW46vDczq6PkI+eiOH58WtuLtCWOVFeX0eekw9ZPOmFCCBIEHPv9sqzvPxaTnc4jfYgh6a23EArTOMcEMaSl1wcbo65K8Qc/ACIRqHY7lE2bsjnkQYtEG9WKkyentb3odgMAIjmsRr2bZuwGYcKQ4amXNgt/VIlO2wgIUPDK3TtyNp5ckbEYkmUZ9913H4477jgMHToUpaWlcQ9GjomxDCWKIZOBiCQuhWWoRwC11qy1H52iFX+02WK6CGYihtIJtEyken0bOAABzoIx021wDSd+ddWfvSBmVVEg02MkzJnT67YG7UZWZOnj6SBIRAw5y03geQ4BgXzXplYzDEDKwOBY+BNPBOf1kpiPt97K5XCzwoFtRMhIEKCUEPHQXp++0FYPH4ZMW9yIfcR6aAjHHEM+k+Oy3vdu6wckvs5nHqL3I8sVFie1gkX6EEPbtyNCe0Zr6fgaY+aQewffERVDnN0OwUsEqfTJ0dHyoTeUvXuhuFyAqkLsw82qIdI4XdlgyFnvxANbiIssZEruIoul7GRSkqHhnW+BGLr99ttx//3346KLLkJXVxeWL1+OCy64ADzP43e/+10OhsiIQ1EA2jfKYEoQQ0Z6McgJlhetAm6iGKKTt6J1tc+EABFQzsr0xZCWgisFM7cM7aCZZEFHOXieg6uSWKT4cOZCLhXKxo1QLRYgEoHQl79+3jwAgCSKR10DV1EmYshNG/BKZuIqO9xuhDhtWtL3/ON3u/CLyudw5/c/gSyp4Hhe98FrrsfBzMEd5KYbFGwQ7OSc9rWnf25J77wD8Dx4j6dHkbxUiIsXk4rydjuUzf2ra5SK+mqaDTckt1YhICqGOKkPMRQOQ9tEsMRbqfX0+khHXCFVsYQEVstHcV0vDWn9egAA39UFftSotN4jfOc7gCRBtVqhbNyYk3Ed3k0sQ6oztYtMY/F1RAw52urQdiiUk/HkiozF0D/+8Q/87W9/w0033QRRFPGTn/wETz75JG677TZ88cUXuRgjI5ZYy5CWWk9fMhtI/SdeTpiUNN9zYgA1zeboz62cD2n9hdJ3kxks5PaYTqBlIo3VRAwZh5fFfa4QyZ4Ykun5K3i9utUsFcIZZxATvtUK5d//ztoYBgNGlUxirkp6vtBj0dEpku+dwBevHcGO25+Hu2U35Lffw++/+yGAaGkCuR9u2HxzeB+1QJjsMDiICAx2ZiCGaDq0KKYfhsm5XBCoC1H+8MO035cOHbtpXZgxubfWW11EDPWYd2JQ6uqguFy68Ui0xFuGpsx3IgIRAhTUfhDjKqPVqCVBOOoWHYnI1F0q9jH3xMLZbBBozKf06ac5GZenibp/3X3HAM0/swzdohsCFLz7VHHVHMpYDDU3N2MmzbKx2+3oojUgfvCDH+BfRdqPqJhQFQW8ZhlKcJNpYohLsAypmhhKuMh4GtugZHDxaYi02WLpiPTfa6ATYKrU/97o3ktqIZXPILE8pcNovRsle2JIaiAXr0hT63uDs9kgaib8jz/O2hgKjc8j6R3rh9BjbKDuV2+HnHTF+uLNn0OEjDCIeFI2fIJN69v0uCHZ6YQ6yOuStR2g8UF2G0wuIrTDnvTPLZm6mgWa7pwuoou4HqQsWz5CTeR4V87IvWUoHTEk02tEq4FmtMWLIUHk4HWR+lQb/h6NoRK++11i+bDZcmb5GCxI1EKfWN+sL7S4oVxZz/y07pjRbU3vDbQ69tZ/FVeniozF0MiRI9FEm8NNnDgR79CiYV999RVMpmLJGyliVFUPoDaY42MBLEYy0QhqgtigMR6JbjJeC9IzmaBmUCBPUaLNFtPtWA8ABitZNScWhUwHvpWIoYkLiBgqG0VuWEZEEPRnpyK6rLU1SdPNIWgm/H5U8B6stDVGTdslQ4m4MYu0SW2gZ+G+oF+GYec2AMDxf7kEneWTIEDBPy5/D/z06SRuiOchv/9+Hkbff7yHyYQvOG2wlJJzWvKmJ4b6qk3VG8JU4laQ1ewWqjN0ETfZhON6VgzONvYSImxEtRcxtIsUW1TopWq092zuPOQ4IgIOvh+Nw+Psdt3yIdPK8EcjalsbFOqG6stFn4hIjRNSjrLtwh3k2rCWpSeGxpxCxFD31qNcDJ1//vl4jzZhvP7667Fy5UpMmjQJl112Gf7rv/4r6wNkJKAoeqNDQ6KbTBNDSlRsqIqiV35OtAxxJSXgqAtD2ZF+wNvhA0HdejBySpqrBURXg2ofgZaJdLSE9UyyeWcSMVQxKuqeO9IwcN+00tAQnYy+85203iNQMXk0NadpbyLHMgyDbnm0W8n5JEk9xdD7/3cIJoQR4Cw4+5rR+PHjZ0ABB9ehb/DGI/UQqcCUBnnxRc0lZnSaYRtCzi3Fn54Ykj/+OFqbKkVMVSoEWqZAcTqz1u+uvTkMu0IExKzvDg4xJFErqkpvOYmWIQD47rVkEeJs2YNtn3bqzws2UmBVbigut0smyB9+CPA8uO7ujOsFCd/5DqAoJPYsBwkdcje5RziHpjfXn3wpEUPO7kYEvMUzO2Yshu6++27ceuutAIAf//jH+Pjjj3HNNdfghRdewN133531ATISUNWom0wLoKbZYlYDmYwExFheYoKjuSStM3j6urxzZ9pDaNxFLo4QjLA504+RMNnJtj1S/5MgSyoiYfI9P17TBA6Aj7dj9DQyMRrNvO6WaT04cFeZFrPBd3WB15rY9oGwcCEAciPrT0uTwUjXEXI+RHhiRVTb2lBSQetUJfndNj6/DwAQHj4WgsjhpPMrEJhKMvHeu/kdcMOJ60PqR2HPfKK5xEwuMxzl5DpRA2mKoS1bAABCJJJxLRx+5EjSxR5RV9JA2fwBiRfyc1YMG5e5CzxT7G5yXYuQ9Ws2FjUYhEyzL1W6dDM7e4qhBT+sQEfJOPBQ8eSFb+ttHbRSBVKGi6hiQtpGrKtiPyyEXEkJeM169vnnWR0XAIAumN0j0hNDx5xWgiBnhgAFX75ePPPigO1qJ5xwApYvX45zaXdvRm5RVRUcFUNGc/zPZzeSyUKEDFmiF1Vs/yxrz5NZoEHVcgYdtJv3koC6kGhL+z0AYLanl4LbdiiEm1x/w+9Nf8CffvIVal8j5lZpeHzn7bBAblptjQMXQxIVg0IGAbD8qFGkZQAA+ShJ/e1qIZYhWSBiSP70U1SU0FiGcM9U844txJox7MSx+nNXrzkdYRjh9jXiifdnkP3YbBlbBPOJ5hKzlpozzlSUqRAWhvTPCiPQxUwmC5Le2P0FEUMhe+6tQgDgGBIVNslamCiffkp6BQWD0fhGR/KilD964nuQwcPdtAPP/Y5YOQTqelSczqO2T5ncQSzfwtD+FcgUaCiEvGdP1sak7ztExFDZqPTEEM9zCLhJck7tW01ZH0+u6JcY2rlzJ5YuXYrvfve7OOOMM7B06VLszNKFzOiDXixDFkPUCqRNSnHNRJMESgs0o0z2pl9grvUAuSkq5kzFEBEaiQHeiTx25Ua4/U0QoKD7n+ugvPsBAGDEwrFx28kiuWl1NmfBMkS/v0iD/9JFcwPJ33wz4DEMBrrbiBhSDFQMbduG4RW0wKbsjYpsiqGNxEvNOGOY/tz4Y+ywfp+4f46s24jPapyA0Qglhx3aB4rmErOVmeGuJN9dlNI7ryR6IxKnT+/XZ+vXYJasZ83bSfC0WJkfMeQsjQqb7raegleqribjCQb19Hurq2fMEACc/ONKKMedAADYdC+JM+OmTAHn85HYs6MoWUEjrr4ZzZ7LFIFas+UcFDg1SUQMVYxLPyTCNoGIukObjmIxtHbtWlRVVWHTpk2YNWsWjjnmGHz99deoqqrCCy+8kIsxMmJQZFWP1zFQyxBHxZDdEI2d8XVRwaEVVFTVaOxQDML8+QAA2eGAmmbTyM5GmiptzKxjkFaPpLesEwBo3RAVFlqUigQBF94Wf7NRTEQMdR0emBhSm5og06we8bTTMnovrwVRD/JsqXTxUjGkahbDI0cwqpyIXwEKDu2Niuv6b3ywKUREHn9OfMXum19dgM4hE2CAhPdfVVDXZIX89df5+Ar9gqPXibPCAhetryQqfVuylH37oNrtgKpCOPXUfn22XrPKYslK+nj3QWI9sY/ou0heNhBEDhKIIOxu73nMtAQDwekEL5EFm82deu649p8LIUGAO3gYG55vBsfzEKhVUR7ksWf9Qd25k9Q3k2UIfTT4TYVIi8Smew4piopfH/sOlo96Ae3NqevMeTslGEFeHzk5/cXvmBOJOAvvP4rF0M0334wVK1bg888/x/3334/7778fn332GW699Vb86le/ysUYGTFIcjSI1WSh2WRUDBkFWW+doIshzTKUotcWf+KJJGZBFBF6+OG0xuA5QDtLQyLF5tLEQuOL+F4sQwGvDIePXEA/eGcpukZMR5Azo/SS7+vxQhqcidywA139KBoZQ+Rf/yIF87q6wM+YkdF7BWpJko+SGijasdSOrcxxsJhUBDhiVazfHrUg/vt1koHoMZT2KNNvMPK4+asfoctYBrvqxdP/a0XbzvQzFvMNT+tVuYea4aRuHwPCetxKKuTPPiPv93jA9dNNxp9wAuknaDZDzcLNPtJKrANDxudHDAGAxJFjps87McgyCaIVxo3TF0LWXsTQsHEWeIeSEgUb/pe4fTQXpHyUxObFIlOLKd/dDc7ev35e/AknkPADsxkKtcT1xjv/2wjjps/hOrgd/7OsJuV2h/bQBBtwKB+Vfrb47O8Ty5DNd7iHNXmw0q86Q5dddlmP5y+99FI0H0UpxoOVcCQqhhLdZKosQ6Z1f32dZNLRW22kuFlzPA8TDVAMcRxCf/xjn2Pw1ZGbmtHKI/LRR2mP3apZhnpZcX+17ggEKAjChDnfLcX9By/EKuVX+MU/ju059iyJIYm6uDIpdqbB05YKyiCPiUmXsJd8B95khHLokJ5hFzaSSfrQzmhT390fk+tdrahMuq9h4yz4z7cvQQAWlERa8cenRyfdbjBg0OtmmeGuIOcVDzVpDEwsWqE8Le6nP3BmM3jqppWz0IOL6yaWoeHT8i+GvB3x14AaCEChZQeEY4/VM84cpcndZBpDTxgLAGj7msQyCjTDSh7AcR6syPtIEoKQRpubVHBms966RE7DHb1x7X7976YvUqfAN+8jYijIW8Hz6R/72d8phQweBkj45oviiPPKWAyddtpp+DiJ3/aTTz7ByWl0s2YMjGAk+pMZE9xkUBTIHBFD/m46idMO5JycOsXRcM01MFGxFPR6odDMhlREusk+rVZA9qXfv8nmolkniXWQYtj6PhFaAWdlnxefVtI/1N1/MaS2tCBCRZChH24OfuZMsiIzGLLeUqEQhH2aGBKhaFaP7m4oNnJDa9kXtQy1bSe/lXtKcjEEALNOK8HCW08iQbHeQ3jjL3tzNfR+E1s3q2yEGc6yqNWi60jvAlcPfC0bWHFDLXBfHmDDTUVRYQl1AgDGzs6fGFIEcsz8XfHHS/nyS1J2IBgEN306DCq5VmODrpMx73winE2tB6EoKoTjjiP7czig0mN+tCDToHChMvV1lA4CjTtKp/hi5942/W+ulxpzLfuJGIoYMosPNZp5eE3Emrfl/fTCLwpNxmLo3HPPxa9+9SssXboUzz77LJ599lksXboUt9xyC84//3y89tpr+oORfSJy9CczWenfmvtLliHzZFINdCfEDPXixuF4Hqbf/hZCRwcgCAi/+GKvY9CKJjocChRD+nFDVqeWgpv6BnOYBn8aR5T3uT9NDIW9/RdDoccfBwwG8F1dSVtN9AUnCBCoIFRoinUxE/HT8gxmg56ZwsuyXoq/82BUDMmHyCQ67oTeM2DO/v2J8JWSFPv3f/9Z1sc8UDqaw3rtrsqxFhiMPCLUwqqVGkiFQhciQoa1YRIRKkjM1UADYJvrgjDS62vSvL57SWULTQwFPPHXtkwXCHwggFAwGu/oKO193ph/VjlUABY1gAPbfeDHjSM10TgO8lHW/kamQljIsEZVIlogvpLGAlVq7dT/tkY6U7qy2g9SN5kl/eBpnTIyhx/Y1Jr5ewtA+nnElJ///OcAgEceeQSPPPJI0tcAYq2Qe7FGMPpHROppGdLEkKooUHgRkIGAh2aTaXWG+qhfwfE8jOPHI9DRAamPlZeWEeJ2kgaBajCYtIZRIlpxNh4qgn4ZZmtPs7DvUBccAJyj+l7VGmxEDEV8/RND0ssvIxQOA6II0+TJGdeI0eAFATJIeYLMQsoHH5FABCaQ3lFyWxtgt0NwuWAuswP7AG8zcZMFvDIcQbLim3tW7ytajuexaP4RfPk2YG2tR9uhUI8Yo0LS0kAWDDJ4OErJlBjhjDCoUq9iSG1r011APLVc9Bdh+nRg40b9xthfdm8kVgY/Z4vL8so5YgoxdOgQYLFAsFrhaY2+5i7v3U3mKjOgWyyBU+pA9dtHMK7KDiEchmS1Qt6+HeL3vpf971AAlP37owH4/Qye1uCnTgW+/BJyGgtUwRt1XYmQsWuTB9OO7znndjURMcTbMhdDjvFlQCPQtvMotQwpipLWgwmh3BCmbjIFXNSNpN3EFQWqQCbToDfBTZZGgK9IKy/LDgfUFKsLNRCAQSH7LCsJAzwPlZba7wt7SXSi725P7iqT2shFmk7wp1bSX/JlXoFaeucd+DZuBEQRYmcnDFddlfE+NIRS0gxTOQpqoMgBcsMyWA1QJFrRfNQo2IcRy1C4jZwXG99q1WO7pp3Y92918hwPPLwLBkh4+d7s10IZCG20aGeIs+jXlCyQc8vbnloMyV9+CXAcOJ8P/OiBxUMJJ5wAqCqpIpxBza9E6jeTczBsyZ+LDABUUbNIJ4ghrWfbyJHoomJIAQers+/4GKWMWMv2fkFuplolauUoik3VWozw3d39DsDXEI4/npxDNhuUXtytsqTCKtFCn1QC7P53Z9JtfUeIGDK4Mo+nHD6LuI4jh4rDMpSbZiaMnBGWNTEU/em4XsRQupYhAOCmTwcXCACCADlFB2R/zTewquSGOMZB/M5KU3rpk1qlWgDwdiZ3lQk+cpGOmN73ZG5y0IynYGaBy0pdHfzvvQcYjRA6OmD9/e/BDSB4UWteejRklMlBct6IFhEyLdLJV1WhdDSxgMhdxDK09b30Y7sAwDByOIQKNwBg19t1vW+cZ9oPkRu2JEatm0o6YogG3gtZCJznhgyJVhEeQA+u5l1EDHEl+RVDHC2zEfJGFzmqLEOmAkaYNUsPrpZgSOucsYwgZSs66oilWr/OQgNvvzNYkGn7jP7PPlFiK1H31tS2pSEIkTYR6rYR19rhPd1Jtw3QxY95SGYxQwAw7WTiJjN7W/vMyhwMMDFUZEhKTzGkNWKFqkIVtUmJTtCaZSiNfXM8D4Gu5FL1Kqv7jLTGkMFjtItMvOnWJ+J5To/F8CWrVKuosEbIPsfP6XsyNzvJDUsNZuYmCz3+OFSrFXxXF2wrV/Y7nVWDp41dFas1K3ViCokSIueNSfIDRiMgSeDnzMHQSTQjiIrVxq+JGDKNrki+owSEqipMnEhrxezdn+VRD4wuWrRTMUbFkHYd+TpSn1sKDTwVBnj+aAh0waKkaWlNRuf+TgCAubJQYigqDJWaGnIORSLg589Hdxs5lhKfnvuuZKwbABBsogHGtCChbLNBPUo8DwoNSdDqlQ0Unp5Dci89yg7XkczJMAzgSt0AgI6G5EV3I11kW1t55m6y2WcQS5dFDcTVJxusMDFUZIQlInzixFBMzJBWWDHkp2JDW7Wm2fOGp7E/Sop6HvVbacwIZ4PIk31mkt2hZbv5kliG6r/xQ4QMFcDEuY4+92V1UzEUTl8MqV1dCFPxaDnppAGbpgGaUaYogNEIdYDZQIVGKw9gCJIbEO/1gjMaMeNk4gq0S50IeGX49pHzY+gx6WXA8Mcei9PmHIEKwBluw/5t6Wch5hpPC52oY+LetKKTidlRscj0WPEZVi1PRTYKeAYOE7HqGp1fMcRTMaQF4APRhALB5wNnNOrXvMz3Hi+kMXSaGwCg0src/Jw5ZD4zGonQOgrQrMlCls4hwe0m+21rS7lNywEqhgQrTKXE4tPdlFwMKd7MmrTG4iw1wMeTeXz7J4M/A7DoxNAjjzyCcePGwWw2Y968eUnT/DWamppwySWXYMqUKeB5HjfccEP+BpojNMuQysW4yWIsQ5yBiI0wFUOZ1r7hafxLqpT5Q/uJpSkimvXPVTPIgJF7Kc5Wvy0qtJIFVydiKyGTKpeBGJJeegkwGsF1d0M4//y039cbnMWi14lRirxCrhqmYihMfguBCu1xx9gRhhE8VGz+sB1iO7GKTD01PTHE2WwYJraim3cDAL58ZfBUpvW1EcsQb4vGRWg1rIIpalipkUicCygbCDTuaCDuVrWDiNiKSfkVQ4KZBp7HiCGt3yFP5wlNDGmZZ30xdpYbAGAKdAIAOKMxmrlZWzvgMRcaNRyGQq2KAq1XNlCEceMAoNeY3fZGIoYkowW2oUSsBI4kF0NcgIihIWn2JUskbCcCv+7rwV+hv6jE0Jo1a3DDDTfg17/+Naqrq3HyySfjzDPPRH2KgMNQKITy8nL8+te/xqwsTViFJpIkZgjJxJAv3jLEpVmsTPPLKym2bz1MJmrOZABHV88K7WqcDnrqv6enSDtygNa0MKZ34dlp4TatxH86aAUWDQZDv7PHksHTG5hSN7jiYTKFo+eLWSUTphYczvMc/FZiRfv0uQOwK91QwOG4H6TnJgNIYULFQSb/3RsGjxjytxMxJNqjGW68JoZS1LBStm0jzUclCXw/+0klwldVkX0PoICnwU/E0KiqPIshSxLLkFY/h1q8/J3kWGouyL6Ychz5DhY1oLeM0IRVOrV0BjtKbS2x5IfD4OhvP1CEuXPJvh2OaMHdBDqbyLWtmi1wjyTXo9yZXAwZaHPm8jH9E0NiBZk/Dn9zlFiGPB5P2o9ccv/99+OKK67AlVdeiWnTpuGBBx7AqFGj8OijjybdfuzYsXjwwQdx2WWXweXK7+SQK8JST8uQJoZUVQVvpCu0QIKbLE34yZMBAEqKHjfdncQ1ZrSJ4GiArZpBQKOq1SPp7mkZ6jhELlLFnN6F5xhCbliCnIEYosdDpN8zW2juxWJvF8DRdglGI/l9+LFj9df4ciKGGl4hPcY8lsqMUuT5khKUVJBztX3b4MkICnnITcPgiLrJtJt7qhpWmguI93rBZVBrqzf4Y46JFvDsh4Ux4JVhVYhFb+K8/M53opkcAykYva41C5fmRtQyzTQXZF9UjDYjCHJ+aSUDNGF1NGRuar+x4PcPKIEjFm7aNCAcBgQhpfWsm7qFeasF5eNovJuvpxhSFBVmhSxQK8f3Tww5x5Dfy3PgKBFDbrcbJSUlvT60bXJFOBzGpk2bsHjx4rjnFy9ejM8+y14ht1AolFeBlylJ3WRabZIYMaRNSmqmliGteJzRCCSpTBrwkwnO7o4RQxkEM6ZKwQWArmZy4XHW9NI4HWVkUhWV9MSQ2t6ut5cQFi5M6z3pwtPYo0ysZIMRrYaUxUEmZyFmxVoxhxROdAeIVcc4fmRG+xbGjcP4MTSg//DgsQxJXjImsysq7ERr7wU9tfR3IYvWRc5gAD+AAp67v/aAAxCBiNHT+nfz6i8GKxFDWmZnMhdQkFqDMxGPISNx4xzaRW7Wmjg/KjI3GxoARK1d2YDjeQh0DlK2b0+6jb+VvC46zBg6kfxGxnBPMdR2KKwXyRwxqX/nU+U0ogmklsHvJkurwtcHH3yQ63H0SWtrK2RZRmVCyfLKysqs9kRbtWoVbr/99qztL9vImhhK5iZD1Hcv0Xox0IRKmmKIczrBBQJQLRYoe/boVU01FLrfshFGcDYb0N0NNc3gbAAx2W49LUO+I2TFIjrTE0Na4TatoWZf6bry558DPA/O642KvizBjxkDbN+e0r1YLAi0b5zFqpLmvtOn66+d+JOx+OCV6LazLszMuibMmYOqj/+Fve+SQGyfR4LNObAig9lA9hPBEyeGzPGLih7v6egAHA7wWbY4CzwPBYB84EDGBTz3fU2sJQGDK6M+UtnAaDMgiGg2orJ5c9QFRJsfa21zOFP630yx2oFwKw7vJTdrYeZMYM8eKHY71HBYd9UXI0pnJ+By6a7obKEXgW1oSHoOBTsCMAMwlVgxcgqJezMrfkTCCgzG6H2lcRcR5mEY+l3Ac9zcUjQDMHoHv2UorZno1H70bMoViRYOVVXTtnqkw4oVK7B8+XL9/x6PB6NoHM1gICLRpqyxK9IYy5BoopM4bZmh0sJ5yGAFy4VCRAw1NPSof2GMkAtkXJUNnJ3uO4Pjr1mxYlNwNQJtfnKRutNbhSQ21OzrglX2kr5Y2agLk4gwfToRQzTeI1uuk3yjiSGbWQbv88V9j4U/rsTL1uFw+w+hWyzB+TeOz2jf3NSpGFPyD4Rghwlh1H7QjgU/TD/mKFcoAeImsw2JuslEiwEqADmU/FxRtE7sWZ4b+JISQJbJjTJDGrcTMSQ78h8SYLSKRAyFyZyQzAWk9b0TzOlfG4LLDnQCHfXE/cfNmAE8/7zeC1A4tmcD52JBs6fHuqKzgVBSgogkpXQlhj1BmAFYSswYNZWIIR4qGncHMHZGtJ7Q4TpiQQoJ/bcyTl9Ygs8B2JRueNoj+a2KniH9tvH6/X7s2LEDmzdvjnvkirKyMgiC0MMK1NLS0sNaNBBMJhOcTmfcYzARdZPFCBAqMFREV7Ra/zDNMpRJsLC2pZoQ/+Jpj8BGCy5OP6UMHF0Vq5m4CrR6JL6eK+6wVtOiLDMxBADtTX27yrR4Hj6N1iGZwk2dCkgSIIpQaZB2MWKgfa1sFkmvWaLB8xyWff4TGM9ehMveWwKLPTPzPsfzMAT98BvIebPz09Tpv/mEozFv9tKoZchgSbiOYlBlOVqQklo9soWWYt0fN1DbPnLzMwzJ/5xlcpDrWstGTOYC6o8YMpURN46Xpn5zghB1JfbRUHowowaDUTdilpN7+D6yEpVg1BJqNPMIcMQSr1mCNFobiBiSTf0XQ8MnWPS4r60fD27rUMZi6MiRI/jBD34Ah8OBGTNmYM6cOXGPXGE0GjFv3jysX78+7vn169djwYIFOfvcwYbmJkOymCGQFS0AyAliqDfLUEt9EHed/SnuPu9ztDeHwWtZYgn1g7a+Q+I8gjBhxIKx4GhNCzWDfkpaTFPY33PFrdW0sFek5yYTxGgRR626bW9oDQz5LNQWSiR2kpZT+OoHO0G/HG2kaZH09gexjD/GjhVvLMAxp/QvPpDneXA2Mjk21g6OMv1chIghR3lUDBlt9OYeSSKGduwgMXWyTIKeswg/cyYAEDdQhhZMbyMRQ/YR+bcMmakY0hI2NMuWEBNHGqHuSC0eKx0cNPU72BqNaRG0jLIBtC0pNEpNDQlvCIdJ0HMW6SsrUROsJjtNEjASUda8Jz5uqLORxj/2p0mrNhaeQ9BC3IB7/32UiaEbbrgBHR0d+OKLL2CxWPDWW2/hmWeewaRJk3LeqX758uV48skn8b//+7/45ptv8Itf/AL19fW4+uqrARAX12WXXRb3npqaGtTU1MDr9eLIkSOoqanB9iK9WQExlqFkbjKOi65oqbla7UMMBf0yVs34ByLr3kXo1Xfw+4l/h5cnk2li9+M9H5LJJyDawVdWgKO+7nSzQ4CoGIr4k8Ri+IllyD0s/YtPonWLvO1piCFqTcu2WVpDs6QMpLdUIYntF2e3RsBXZN+FxbvdcJSQm1nnnsFhGRIlIobclTFiyEqtreGe56neid3rTatBcSbwM2cSQSGKGdfSiRwhYqh0XAHEEL2xagH4iZlkQLTvnSY006FkNE399kRv1DxdhPXHlThY0Kxagt+f1RIfABVDkgQYDFCT3euoQLK4yO+gWMiip7U+fr73aE1anZm34ohFq3LdtKNzQPvJNRlHL77//vt49dVXMX/+fPA8jzFjxmDRokVwOp1YtWoVzj777FyMEwBw8cUXo62tDXfccQeamppQVVWFdevWYQy94JqamnrUHIq1Vm3atAnPPfccxowZg/1FWilYSmIZAo3rUAEYLSICiFnRam6yFBkL/3PDVri9BxGBCBU83L5GPLhmIn75n3v0Rp0aDTXk5sVZTOQC1iwsogjV5yMB1X2gmcj1AO/Y10Lk4isdmX5TQJk3AHIgZa8zDTUSiZqlY4KCs4lgt0MCoAyggnAh0Y6hCsBqUsCPzywmKB2EkSMxtFLGkTpAbhkcYsigkJihWDGkrZqTray1JpjZywGKolkYFbcbytatGcXEcN1EDA2fln8xZHVFxVBcJhm1dAHRTDMt8ywdKiY4cBgA74v2zhLGjAH27SvqjDKtThKfgVU9XTiDAbzXC8XthrxlC/gEN5xWS8xCrXm8wwZ0Ap0H48WQr9UPAwCjO/MmrbGYh7qARqDzQOeA9pNrMpakPp8PFXTFWFpaiiO0L9XMmTPx9ddfZ3d0Sfj5z3+O/fv3IxQKYdOmTTjllFP0155++ml8+OGHcdurqtrjUaxCCABkJaFTPWJSVTkORjtd0WpiSJswUlx0e577CgBg/t6pmHwLqcjM1+3DroP2HrFA7ftImQGnZvmOyYJItz+ZoAV4B3quuA0SEUMVY9O3DGnVbHtrmwAAan09MUsrCrgsZ5JpaJYUJUWxs8FON7WuRWAAz0fN7dmEnzYNo4cTC6DB35n1/WdKJKzASOOkhoyIWnnM9DripCSWISp2+RzFE2rp+pkUFlQUFZYw7es3152LYfWKxUGOFy9HoplkkUhcMUG9750jfUvy8ElEVJkiMZahBDeQt1PCP+/coxdmLAYUWrJFa5+RbbRzSDlwoMdrPK3LpglYrSWHtzneTRbqIPOxdcjAyjS4x7gBAMHmwV0bKmMxNGXKFOzcuRMAMHv2bDz++ONobGzEY489hmEJadiM7KNbhvieliFwHEzUvA86iWuFE5NZhvZt9sLtawQAXPLH2fjPVVPR4RoDAQqef20IlAQXgNJJTuYxQ8nNnjMY9Eawai+9cGLRYpqkhCydcFCBGWRfQzMo8JWuGNIyyTi/P2fpuPyECQAAuUgzybS4KxkiEAyCo4GY2YSfNQuThpNVvk3xwpOGezOXtDZGC4aWjYhahvQYGCmJZUjrSTYyszpL6aKl62fiBjq0N6CLuknz8h9AbXOT4yUoEhSaQMD7fHHzjharYnamf32MmUnEkFkNwkubO/NVVdHilNu24bdzX8fOlf/A72etzcp3yQeK5kbM0T1TO4fkJH0jeVpYVWtnZC0nYijYFm8ZkjxEDDkqB+YmGzqFJtp0HGVi6IYbbkBTEwmk/e1vf4u33noLo0ePxl/+8hfcddddWR8gIx7dMiQkF0NGW8KKVssISmIZ+tcDpLNxp3U4xh9DJp1TVpIyCuaWg9jXVqKLnIBXhiNCLqxZ46MntWZyTbdZa6osHa2rsQpg6Lj04zC0ukXJ2nvEbaeZpZOs9LOFFvyq2u0Z9WsbLGi9oyROhBAMZj2WASB93IaKrQiBTMQ7vijsBNl+iPbagxiXHRe1dMSfL6qiQLYQt4GQ5cBXDX74cADo4abujT20QrOft8Huzn/tJnsJuQ5FNQKlkSywhMSSG7SHoC4006ByjBkSdUge2EYzygwG8LSw4KEPd8JZR2K43C27B1UD4N5QTER48xMn5mT/wghSIFVJUhBXK59hpwLWOZzM/VJX/LFTfeQYu4YPzDI0hvaYM9Iec4OVjGe7n/70p7j88ssBkHic/fv346uvvkJDQwMuvvjibI+PkYBCxRCXxDKkcpzuB9baKqi9iKH6T0h8lX1WNDbkvF+MRYdjFETIWP1auW5Ref//GiFAgR8WTB0TrbLMaRdbmjd/LV4gUQw176U1LThzXOGvvndI9hdMUtE6FqWVZC7xOSyKyI8aBS5AW4oUYSNJv9ZIkxfA50AIaYhQEBDIBLzv686cfU46tDdRMcTFtxWxUOsFr8SfV+revaS7vaJkrSdZIoLWEieD4Oz6LUQMhS2FaTukWYZERCC1kYURT+OGNLTgaqsrg4QLntPPlYZvYlxl9N+P34q/gX/0bENG4y4EalMTVCqoc+GKBog7GgDkJG2VRJWKIVrzp3Q0tfwkJMwIwYE1adWYTHvMWVU/uloLawnujX7PeOFwGDt37oTRaMTcuXNRVlaWzXExkqAqSjS1Psb8rLt9OC4a6yDHW4a4JGJIaiAWvomnjtCf43kOC1YQ65CxuRF7PyarvK9f2g8ACDmHQLBHLw6O7l9N0eU+ES1LRwnHXxRH6smFFxYzu/A4rW5RX2KIFiDLdvZPIjx1Gyq7duX0c3KB5mpUODHrlZVjEWw2/UZ/aHtnzj4nHbpayO8lifFiyOoi56mgxIt2LQuI93rTShjoD1rAq1b4NB2ad9Lz210YMeQcQsUjVARoDTG+vDxuG14XQ5m5kWUzEUNaFWoAetmHPTvja2E1VA+Ocg29IdNziPP59IzcbMPPmkXmfpMJakzckCypMID8PtpvVjGWHEsxGD+HGyXy/8pxAxNDlWPMuiV4578Hr6ssYzHk9/txxRVXwGq1YsaMGXr21nXXXYe777476wNkxCDLkKnI52LdZJoY4nldDPFKgpssIY6lqzUCZ5AUITzxR8PjXvvxr8ajw1AGAyQ8/RdyQbR/RuLEho3m4wNHNTGUZk+uxOJsGu2N1KKSYYEv3qQVcezDTUYtNrkKetXHo9VAOXQop5+TC/R+cQKvu2pyAT90qB7o376vM2efkw5dLST+TTHEiyEbvWELavx5pQWk8jnMZOJcLnBecuNPt0dZ1wFykzFXFlYMAUBHhFo9EkpYaIG7tpIMY+ocRAy1HYixDNFCux1t5HcI05tt597BkaHYG5q1nQ/nLuCbs9mi51BM09/YGD0H/c1GTKFxWbIXikLm86Bfhlkl18bwSQMT/TzPIWhyAwDqqjsHtK9ckrEYWrFiBWpra/Hhhx/CHLPKPuOMM7BmzZqsDo6RQDgMRWs1liRmSOX5HitaNWEbjU9fbAYPFT7ejolzHXGv8TyHOfPJO4X6/XjwP7+G238ICjicffIRcDGF1PRWKGlmUNlKTPp3iaWL1rRAmk1a9bFSMRTuQwzpAYsJq9Vsowe/FmFXbc3VqPIChBxl3AEk0NzpJueN/1Bnzj4nHbxtNAHAGC+GtLgbEZJ+gwAAhWZN8qb47bON1jJGu3H2ReAwOd9cowsjhkxWHgrIb+rlyIKDTyhhoblnHKWZJTAYSsjN2nMoRgzRZAU1QOaR4GjiWiyGhqAKbYDN5zjRQqAxZ0pdnf5c15HoPKm1xtBacoiQ0XaIHM9De+jiFByGTxhYaj0AqHRebPpm8M6LGYuhV155BX/961+xcOHCuJ5g06dPx940L1xGPwmHozFDYoybTLuoeB5WGvgpqPHm/cQMql2fEqtQpKQyaVPHC09vQYd1OETI6Pz76wCAbtdwjKoMgIsRFFrskhoK9dhHMrQMBl6KF0Pdh4kYEhyZWYa0ukWRJBWtY1HoMeJGjOh1u4HSW+DiYCdIb6icwOvB4LmAr6pCeRkV622FrUrro2KIs8S7T7VFBQ8VIX/UCiRTCyifI/eGhtYyRrtx9oWWqVM5uTBiiOc5SLQtqD9kIJWVx42L20aPVcnQMmStIGLI3xIjhuj5aaKunKHzSWaf4O/GYEdLq8+5lVo7h2LaKmkZoxGIEEQy77vKDLplrZ7GZR3aTY5rkLPo2w0EYwU5L9vrOge8r1zRr3YcFUkq0/p8vqw2TGUkIRKJuslixBC0VSrPw0q7gAtIaKKasAo5sp2Yk80jk7emEEpc+O//144OAxE+neZK/NfFtLdXbDpohmLIXppcDPnbyEok0wJfeqp+kiKOGqqiQKUTA5/jprs8DX6VzeYegYuDnVAzWVVzPHIWywAQQTqylNy0DIHCrhQDneS8FSzxlh5HzA27O8a1oFC3cK7S6jW0ljFymrF42nEcNbMwYgiIqQYfFMEnVFYOBxWItDWpsywzMaRlO0U6YsTQyJHwtEmwgswbc88j17VF6o6z5A1GtCzBXKXVayQ7h7RK/dpvpREUiXWoiYqglv1E9EcMA4sX0nCOcgMAfIeOIsvQ/Pnz8a9//Uv/vyaA/va3v+HEE0/M3sgYPVAlSa+hyIlJYoYEATYXEUkCFAT9st7QNdEy5D9IxFDZ1OSB73xFBUaUB3HHNbuxpPZG3Ft/EUYNJxcSF3Mj0AOz0/R/O8vJOEQ5fvtwJ7n4LKWZXXxadlpvYghtbXo2HZfrm9gxx5A4KrNZT+cvNIcPBHHTpFfxl/9X3et2EfobCLlLJANArInjnER4WVUfgv7CWdFCXcS9K9oTAqidgu5i1urbqIoCRWvQSkVvrtDaWChpLDB9Hgk2hQiFSfMKJ4ZknlxjgaDQI2szNovIXZ6Zm2zIGJqV1h1fFHBfPVk4hWDC/LPIos0ACUca0luYFQotrV7IUVq9htawNfYc6u4g867Mx4sh2UzE0JH9RAy10dYcWquOgVIxidY9aj+KxNCqVavw61//Gtdccw0kScKDDz6IRYsW4emnn8Yf/vCHXIyRoREbMxSbHRYTv+ByRVdFntZI1DKUEOPAtxMxNHZecsuQHkBrMmD8MXbwh2lAsCQBsTFDWrxSmjVRXGVUDKnxYkjqJis8e3lmliGtz5ESSi2GFE2UhMPgcpglBQCc05lx8GuueWTJ53DsqUHH06/h4O7Uge5hH7WSGHKshgCMLg9ABg8OwL5ab5/b54pwN/nORkfC9cFzkLQmwFqbkv37ycJDUbLerT4RrWWMYrdD7WOhsXsjcbtEIGLklOys5PuDVgA1EOIhWOPH4Wkl30EFEZqZMHQibe0RjD9PDhwhsY4B0QZnqQFBjlh/99YM3hpfaksLVE1Q5/ocoun1sQ1b9fIZQrwY4miQensDOcadh6g72J6d82nUTDcAwODrzMr+ckHGs96CBQvw2Wefwe/3Y8KECXjnnXdQWVmJzz//HPPmzcvFGBkakQhUahniYyxDXIzQsRgkPZCxqzWiW4YQYxkK+mXYaAHF6ackF0Mc7UulWq1Qg0EotNAml1iML1MxVEHGYYCEcDDqRupvgS8j7SGlBHtxkzU3AwC4NF15A0UPXBwkMXRdW6L9+j74e+pUbSlElLZgykXXrXgMThv8HFl1HthSuJuX5KOFAF09A6I1V4KfWoYU2vSS8/nAWQYeVNob3LRppMqyIOjp/KmoqyGr7YDBmTT+L1/oBVCDfI9EBU+bFqtizHiMI6eSG7UlJtsJAFq6iRjSgt9DRvL/QzsLJ677Qsvs4vz+uNjLXMBNm0YWr6IIlXaN0MtnCPHWOYOLzLveZmIR8rX44p4fKJOOpbWG5O6CWoJ7IyMxFIlE8P/+3/+D1WrFM888g61bt2L79u149tlnMTOHAZcMSiSiu8n4WF9GjBjiI2FEaDCcpy2sx/TE1tfZ8lEHBCgIw4DJKUr3c6NHkyavHAe1rg4qDeRM7NWkC7E0A4aHDIuOteNwdMXLh4hlqHREZhef1i07MVU/Fq1vGp+noOZkgYuFQlFUmLui4zhYnTr1WPtpDfbc1mICSGq0ZCCC4tCOwokh2U/cZBZ3TzEkc8Qy5KPVzfUGrTmsYq7BCYJeZVlJ1nk8hsbtRAzJDneuh9UrmhgKhfm4bvVANHBX4jOLFwKAMTOIGBIhx7nAOv1knjNaaB8uEzmfOhrTK/NRCOR9+wBE65HlEs5gAE/jhWR6DmliSE2IIbWU0yD1I2T7QBs5huYh2XGTja2yQ4IAHir2fD04g9wzEkMGgwEvv/xyrsbC6ItYMWRILobUUEifcLztkWgPs5ht9m7qBAAEzCUpMwU4QYhWUz5wIJpSnLgdvfHrla77wGIXINO9tDdHJwRDhFx8ZaMyW3Frpf2TdRfX0FqF5GvNnGnway5prgvCokZvDp11yVOPVUXRMxUNpY6k22QTfvx4cGZyM2utK9zkqAbJOWgt7SmGdLePh1qGqLjNdVq9hnat9VV4sW1vJwDAUFa4eCEAelxeKMzrFZA1vO3JY1XSwe4WdReY1pIDAAL08rK7aFykjSykPIcDGX9GvtAs7LnoVp8Mns7LWn0svVJ/ghhyDCWiJ9JBDqoWP2ivyI5lSBA5+A3k/NTuP4ONjN1k559/Pl555ZUcDIXRF2oqN5nBEC2uGA5DpiZQb3s42nk+xjJ0eDdZiauO3idPXus7dugQVNo0kk9sckrdBemKIQCIcNRydYROkJIKs0omsEyrnWpNH7lexJCWypqsWW0uEKiLUclhS4t0qdscLzTCLckDGNU9e3Shbaxw53hUJL3eaCW/h+dA4dLrNdepo6ynNUwVaECwZhmisWB8TMxcLhFoOwulvffaOd5G8ps6RhZWDHHU/RUKquASgoN9ncndM+kSMpBjcWhXVAzJPjJnDClXoRw8CNFB5iLfkcFrGdLqj+U6rV6Dp/FJ2jkU8tIkGGO8GCoZScSQ4qWB0zRY3T0ie1XWZTs5PxsHaa2hjOXpxIkT8fvf/x6fffYZ5s2bB1tCSfrrrrsua4NjJCBJuuiIFUMAiJtKFIFQiKxoI3QCogIgNq6o44AHHABDWe8XpBYbpLS2QvH7Abu9RwsCPXYig7IKEm8C5CBx4wFoaQiCp7k7wydmZhmyamJI7sUy5PcDZnPOW3Fo8PPmAVu3QnE4oHZ0xBWpzDdNuxPiJ3zJ4ymUbdug0roNJmfujxM3fDjsdhkKgMChwhXK4yUihpzlPa09qqD1vSOWIVm79nJcq0ofW0UF0NYGpY8A6kgrubkMmeDOw6hSw4GcP5Gg0mPhEdDcM2L/Cg0qVjsQbsXhvVFxb/CTRc6IyjCUzZthKiE3/kD7ILYMaWn1Q4fm5fOEigqgsxMKLYqrFafVitVqlI+z4yAAIUDmB61e09BJ2bMSG8pcQAfQuucoEUNPPvkk3G43Nm3ahE2bNsW9xnEcE0P9QFFUPHDCaogmDtd9/JPUG8ZahgwJVg66rFfDYagGIxAEfB0hgHaxj7UM+Zo8sAOwD+9dDGnuAKWrSw+QTlwVc3T1qmYghmTRCMhAN80wad5HJq8wjLA5MzsltT5HfG9iKBwGzGbwOeollQg/diw4vx+q1Qp540aIixbl5XOT0bKPTGpBzgyzGoQhlNx1pxw4AMhEiJpsuTfhczyPIfYQjgBQPIULeBUlcpNwVyYRQ9SVEfRGiBtRa66Zw+rcsfBjxwJtbZD7cKkI3Z0AgJEzCmsZ4jkyB0mRnnOB30OzyfpZdVlw2oFOoINmOwX9MqwyObfHDfdC2bcP1iFzEAEQ7hrEYoha1vnx4/vYMjvw48YB1dVQqDgNe8nvoBWr1Rg20YZqAKaID4qiwiKRYzu6KnsWLPtIN7Ab6D7YmbV9ZpOM7fh1dXUpH/tocBgjM95Y9ia6v9qNjk92YcPdn6TeUJahKiksQ5qPIxzW/cGBjmiLDC4m1TXSRlZUpWP7EEPUlKsGg3qtCo72BNKhAkPNwAWlimRC8NE4Aq3AV0jIPENH65Yt9CaGaOA0lyfTNAAIWsPWb77J22cmo6Oe3DwCLrISNSs+yFJPl6Z85Ag4eg6Z7LltE6AxrJTW+AkVzq1hVMnvVDK0pxjSyleEAzKpGWUyAaqas07jiWjtLFSbLWUjZFlSYZXI9Txhnjsv40qFQC1DktLzthL0aO6Z/rnJjDSQ19tEzuc9X3eDhwoJAkaVB6C0tOjxLYp3cLrJ1PZ2qHS+FPKUcKSl7yv0HNIq9QuW+Gt8JG3JYUIIdZu9ejPXCbOzZxkaMp6I9ciRwWkZKnxQAwO17x7R/974cn3K7dRIRA8NSqwFw8WIIc5EJpxgZ0y/sBjLEO8lk+fQyX24yWgVYkWWo6vihOaLnINeLJmIIToh+jqJGGo7SFZysjHzYD2ttL+o9hIzpAm5HLdQiEXz1cs0YLJQ+A6Tm4dlLBGxAhQc2ttz5az4/eBoESut2W+uGU0TjiyKryBVg30eSa+KXDYyiWvQQI5DJCjp6e2cz6dbQ3MNN3YsWdzwfMqMsn2bvRAhQwHXo8dgvhF4MgfJ6Cmm9VgVU/+Etr2SHPNgKxGFWhCun3dAEEg8l3sYXUz5B6dlSKs7xgUCPReVOYIbNy56Dm3dqhenNSSIocoxZj2x5ctXSSmSAGfRe/RlgxHTiRgSupkYYqSgozl6I++1eqokAfSm0aMwXkwAtd7JvStmXzGWIXOIiKG+TKBauXjZbo8Wm0tY0WjWlkzM35pY01ohaKmwqjVzMeSgzQZFRFLeULWx5bquRywCLVopBwo7MYfayM3DOdKpZ+RofYdiUTgOnEqEgcWZH8vQxJnk9xYho3F3/o9TW2P0+igd1tNiwWliyC/pzS75XgL1sw3H89H0+t27k26zZ2MnAMAvOGC25idBIBWCgSw65CTRF6ncM+niHkWEntRFxL0WhCvTCsmKqqJ0JDmfhAJaGntD2bMHQH7S6jXizqFdu6JiyBr/O/A8hwBPjuXeT8gCLmzKrrgeP9cNALBEugZlyxQmhgYBSiAaIBnqrSBVbAB1ohjSYoYiEX3CCXtD+mtapegjB0MwgTw/cW4fYmjOHPIHfS+frNic5noSxV7T2+P2S1OqgzSOQG/S2o9qp5oY4qEi4O157OL6kmlVtfOAXv21wD3KlACxDtqGmBGhbsi2xmDcNmokAsVmA08tQxZHfixDtunj4Af5zetq819rqO0QuQ7CMMBg7DkVanF5UlCOptX3083TX7S2FkqK1i4NW4koiNjc+RpSUtRIBKKZJlygpyjTAnf7K4bKxxHLEEcTALQgXK0MhGw2o2wkOb8N8uC0DGlWYj7PWaaCdg41NuqV+o32nuexZKJVqLeSbgN9ZRtnyuRjnVBBCu4e2F74siOJMDE0CBCl6EpBCfVS0E2SdAtQDzeZZhmKRCBayYkeodV1Ywsi7qOl6oOcGaVDe5/Y+VGj9NYSQPKihXGZUh3ppUhr49NWi1oqbKZNWoH4po9alds4WlujGXU57ksWCz9/PqAoUC0W0sahQGh1dGylJsgGIgo7mxPE0DffAKIIgVqGtKD0XMPPnImwSH7zhur0urNnkw5a5yrCJ8+e440xbrJuElAq5LidS48xJKRGJ3JkdycAQCgtbPC0unMnDHQ6Sbbo1ywS2rWfKcMmkRu1MUTmI62cgG0MraBvNsNtIHObUQ0NSstDvtPqNbTEEaWjQxdDJluSa9xOtjMfJjWJzCOzG1ZgsQvw8US87tk0+FxlTAwVGFmSYY4pitdbvRxVkvQAatGYsPqKEUN681IaLBcrhuq3kgkjZEzvghRj3iuWJWnqarFErVLd6RXP08VQNxFDoQ7apHVI5pYhszVaxLE7iRjSC9aFw3kNoOacTvBUSMobN+btc3uMI0xu+PYhJt1ClliUTt6xAwAg0KBJqytPBeGGDyeZjwCO1BzKy2fG0nWYiEJJTF5EUbMMySEJCj3H82ldBACBXnNKCteKp4GKguGFFUPKjh0wGskcpEZ6LugkP7nWE90z6TJqGm3JofoQDioI0yDcsill+oKttIu0v+GhorMlf+7MdFHo3M7nKV5IQ2uNooTDeqV+k6Pn72AYQuZHs0qui7IpyVs1DQTNglm/+SgQQ2+99RY++SSa8fTwww9j9uzZuOSSS9CRpmWAEeVIzSE9ch8ADEofMUMpAqg1MaRKEgw2coORaL8uLsZN07RTK7iYnjAwnnQS+SMSgeGHP+zxOsfzpIcSANWTnqvD5CI35XA3uegiXUQM2fpZ7VSiAZvdHT0nQL2NSB799BqCVv21gD3KhJg6OryVWGG8rfGWIa06rUjPQ7s7P5YhABBM5DzuOpD/yVGzkCnG5JYhwUREoRSU9E7j+Uqr19C716dwrYSaiMWobHL+kgOSIdfXw6SJoSStcWQ6FxmTWSTSYMQkCxRw4AAc2O4DT4Nwh09z6XFczva9el/G1oPBVLsqGPlOq9fQu9fHzNXJ4gIrZ8XXPhp3bJLF7wDRLJgtuzqzvu+BkrEY+uUvfwkPvelt2bIFN954I8466yzs27cPy5cvz/oAj3b2fXQg7v+GhG7ucfTmJtP+iET01Gjd5RYjhjoOkN9OHJJecJz4ox/BduKJsP/gBylTivV+ZWlahmxl5KasdarXmrS6h/VTDNES/75kYijPfcli0Woyya2tef9sDVEm55Or0gTBTm7o/vYEMdTejnAkmhpty2IGSV9YrOTM9bXn/+bVfYR8Zqqmq5oYkv1BqFo2ZY47jSfCT50KgKZGJym+KHqIGBo3r7BiSGlthclIzp/E/oUAou4ZR//cZAYjD79AFnDffNoOW5gsvCcfXwJeS95oPYIwR87x9kP5X/z0htrRoafV56s0gwYf072ei5BzKJkYmnHGsLj/n/qT7FtBrcOIGOqqPwosQ3V1dZhO61+8+OKL+MEPfoC77roLjzzyCN58882sD/Bo59AW0jgzADLZGhFByJ8ibkhRwNGqi6IpxU8nSfqEo4bpfmJaZfiaiBiyD0vfZSQuXgzhhBNSvs5RoaF60yue56igLTxocK/epHVk/8SQoomhziRiKM99yWIRxo0DEK1cXAgMMXV0jE5y3EOdCWIoGER3IDo5OkryZxlyuMl5HPHm363hayXnHW9NbhkSzVQMdROxzvl8ea8mzk2eTBZBgkBiu2IIeGXYJHJTmXFK9l0amaAEArCY6KJLSnIdau6ZAdSwirjId/xq9R6IkBGBiGknuMDTOC7F40FEIL9lR/PgsgzppRmCwby7WrmJE/VziJeIGEoWF3jaJcP0mJ4O1xgMGZ79HnzuseS3CqVoC1RIMhZDRqMRfpqq9+6772Lx4sUAgNLSUt1ixEifljpyLIOGaO2Stj0pOovHWIbEVKn1kYiu+lWpp5tMK7hYMiaL8TPa/v3ppbRq9UC4ILkZGcLkfeVj+imGaNsErSNz3GvUWsXlqTFiLMK8eWQMdnvKonm5JLaOzpBhJpjd1D3piY8ZUnge/kD0+GSztkhfaBNuMtdKrtGKkhpStB8RTSRmSAkQQcn30RYjF3CCEO08vnNn3GtbNnSAh4owjBhblZ/q6qlQOA5mKoaSVoOnx84ygOB88wgihnxfk+PgMw+BIHJ6awtFkiDT+K+ulsFlGdJKI/DB/Iu02HNI+22sSVzhZquA7z5xEXxT52LJC+fkZCzDprrJH7TX5WAiYzG0cOFCLF++HL///e/x73//G2effTYAYNeuXRiZx2ydo4WOFjJJcGYjJJqS2rYzuRhSZTnqJkuSCgyQmCGLi1iGdHN1jGWC6yZiqHJS9sSQZnVR0xRDpSOIGBIjAdqklbxv2IT+iSGt35Hfk2RFSsfE5anTeCzclCnggkFAEKAUIIg6to5OyVAjrEPITV/yRidkNRCAYrfDF6LxMRAgiPmzow2dRiwtsRmV+SJE2zZoMWyJGCzkmCjUwsr3s5XEQNE7jyd0r9/5OZkn/JZS8HwhbJ8EVZah2GywmInwTiaGOLows7r6X5pgyBQSw+IKEdc3V07+rzdGNpmgmshvqblABwvKIZIgkO+0eg3tHBJVci47SpP/Dt+7YiT++M05mLcoN5bGsbOJZcgcOgosQ3/9618hiiLWrl2LRx99FCNo08I333wT3//+97M+wKMdbxdtgWDlEQY5QTv2pQhEl2U9hd5gis8m47TeYJKkt6jgZHLix06TJlpwcczMLGafaMHbaYqh8tHUJSgHEpq09lMM0ZtUMJkYoivSfPUli4XjefC06KK8dWveP7+9SaujY4TByMNRHu+eBABl61aA5+H30lYKXH5v+KNPIa5Ei+qD3JnfCVKiAfyW0uQxQwbqJlMlepPPc1q9Bk/jlZS2+EVS4xYSL8QNKWy8kLprFyCKsBlp+nySavC8Lob6f35NPTU+C6tiDrn3aDE4qtWqd2P3tQ0uy5CspdU7ClMlnKeZpCLI72DPoys8lqnHuwGQjLUjBwfXb5SxGBo9ejTeeOMN1NbW4oorrtCf//Of/4y//OUvWR3ct4GQj0y0dregBwJ3NqaIvZHlaMxQCssQZBm2Epq1oMRbhjpawnra5IQ+Ci5mgi7E0jQBDx0XjY/as4mm+sMEi71/FXS1CTCQTAzJMprbTFix0oZf2P6mF9rLFwK9kcmNjXn9XADoPKzV0SFWMfsQ8m9sZp1CXS9BDzkPZS6/7sRx3yGrehEyDn+wLa+frfijBSmTYbDSY6FVfR82LOl2uYYfQlbpSkI18/ZdRBzZRxc4eJqWZrCpZN5KKoZoIL9tADfhMy4fiXBMq4/5F5JMO66iAhw9Njy1amrV7QcLirYoq6goyOfzpaWISNDd5lqx2nxTOtSIAEfmxF1fDS7rUL9sdnv37sVvfvMb/OQnP0ELrcz61ltvYdu2/E5mRwNaxpe7zKAHAne3pKigGuMmSyWGVEmCcwgRQ6ISH+MQFR5GlI/MntuIo6bfZNkuySgbYdJTYLd9QM6foLH/KyZNDIWSBOEqHIe16yvhkjvg9h/CP3+b38apeluONK1m2USLm9Dq6DjoecHHFvmklY1DEZqByOd3knSUGhEEGd++jxv62DrLUAuZszK5ZchooeJcq/o+YUJehpWInhrNxbvCwg2kbMTIefmtW5OIVprBaSTnlQi5RzNgTSClcs+kg8UuQJk9FwDQYR+J0y+JilOtxYVI+6MFuwaZm0yr4p/ntHoNfuRIePzRa9tVXhgxBAAhM7Gw7q/tLNgYkpGxGProo48wc+ZMfPnll3jppZfgpRlEmzdvxm9/+9usD/Boh6PR/WVjLFB5Mvl2tycPJlVlGRxNfzYkZJPp1hlZRikNSjUhBEWJvqYVXAymWXAxbTQxlGYtH0HkEKJ9shqriRhSbP0XQ1ovNq2idSyqwYDWQ9EA8gOf5PeGK2hdowvQlsPTSn4P1UDOB2c5+VeQo8dJodl2QZrNqAj5DzQP8eSzG3ekV5ohW/BhsuhwVSa3DJls9FhQa2y+0+o1hClTAND0epq5KUsqbF4iho45o7BiSKblK1zu6JzkSZjDNDE0UPfM7Z8vxvzH/gurmi6Pi5PSYnEMAjk+Ic/gsQypHg9U2ty3UOcQP3kyvDEZo/lMkuiB2w0AaN5R5JahW265BXfeeSfWr18PY0yfntNPPx2ff/55Vgf3bcAkkxXM0KluXVSk7E8WEzPUI7U+RgyVj6a9uKDC44+e9M27iBhS7NkVQ3qmVgZNLCMGEh/k3UM6JIsl/RdDAu3ArPU/0tD6kmn9jAAg3JQiUy9H8McdF23LQRs15gstbkKlweOucnK9xhb2lKmADRnI8VeF/K8YtaKHR5ryWwtKjJBrr3R4cjFkpG4yTlHA+f15bfQbCzd1KrEKiyKJzwHJJDMiAgkC5i4ucFo9tXq6hkUzYmOrwYeDiu6eiW2f0x+MZh5n/WxUD5e6FotjFMjnSt7BI4YULV4wGARHY2zzDT99Orw+cszCMBQ04N5cSSxDHXWdBRtDMjIWQ1u2bMH555/f4/ny8nK0teX3RlPsBNp9MIOsTsccPxwQ+hBDigJeswwluslixJCrzKC7odo9Rv219v1EDGll17OFJobSbdQKALKNjMHUSmJpzOX9F0OihVbc9id8/pEjUDgBVjkqhkzd+S2AyNnt4Gl6f77bcvg6aEq4mYghdyX514iI7sbQzPdhsxsAoBaiBIGVjKujM3+ZNoqiwqSSa69sVHI3mYl2gedUJa+dxhPhjEY9NVqLz/n6TbKI8FrKYTQXtquS5r4zjB2lZ8R6O6O10rpao9elc0huxLYWi2MxUsuZf/C4ybRu9UIwqIcU5BvOYoGP/ib5TpJIxDWGiCF/U5FbhtxuN5po991Yqqur9cwyRnrUb6gDB0ABhxEnjQUvkEklHEjhTokpumgwJwQb0wlJlWXwfNQN1e4x6m4y7yEihmwZFFxMC2ohVDOo8iyWkjFY6A3JOaL/Ykgr8S8F4t1kSkMDDrVZ4tqdWBVf0u72uUTrGi3v25fXzw3SIFKeio3SYVFLbntzOM58H7LQYoIFSB83lVIrYSB/N4rudkmvuF05JrllyGynliFVBl8AkRgLT12sWnzOnveJu9c4rrBzrqooUGgzWX7yZP1G642pBu9pJdelity5Z3ha4NRipX0Sg4PIMkSTJwqVVq8R9NN5KM9JEolUTCJiSO0ocjF0ySWX4Fe/+hWam5vBcRwURcGnn36Km266CZdddlkuxnjUcnAT8fkHYYHRZtIzISLh1GJIS0PvETOkXWh00pQEWnzMa9CFUriViCF3NgsuAuC0G2gGYihRkI08pv8ZMVrzR63/kYZ6+DD2NZKJ2sfb9VVr3Zb0KmVnC6GUfLdUncdzhRY3oTXGtbtF3WLY0RyCsmUL2TAY1Ms6cIb8T5QOmg0VDiJvxSkP7yciXAGHkqHJg3q1mCFeVfLeaTwRnro6tficwI56AMC408YUbEwAoO7dSwS0ooCfMQNyEjGkxUBGYMyZe0ZrOWFzkXmQCw0iyxCNy+Pt9j62zC1+iZxDCte/rN1sMXqmGwBg8HcWdByJZCyG/vCHP2D06NEYMWIEvF4vpk+fjlNOOQULFizAb37zm1yM8ailaUcnACBMS8iLVAxJ4eTtG1RFSRlArcUbaYJENtAO5T4xKpRohfDKiVkWQ7SGRSYBwiXj4mu2TFvY/7gHrf2IkiiGWlvR2ELGFrG6ERDIZFS/Lc+BuhMnAgBkLr9++nA3EUNGB20yynN676bOljAUGn8iBIOIBGgtHWP+LUMlU2hX7ZAEZfv2vHzmkQZyswxxlpQ3aKuDiCFBlfPeaTyWd55qxBPvT8fhDhOUQAD13/jg9BPr/KmXjS7YuABAoS1CeK8XnNkMWehZ5kITQ7l0z3CjRwOhEJw2eh5HBo9lSC5wWr1GiCO11gothibPJ3O/TfHC55Ey8ijkkoyXgQaDAf/4xz/w+9//Hl9//TUURcGcOXMwKc/dnI8G2mhnZdVAbuZa7KrUq2WIvNYjTkDL6KKCRDWZgQBI0Bx9TSu4OHJ6lle5ZjPQ1RVX6bovpp5SiS//j/wdgYgZJ7n7//EOA7zo2dJB7ehAeye58DiXg4RwervQvDu/YkiYPx/YsYO05ejqApen4n2Sj0zCJme0jILEGwE5iK4jobiquBEab8Wb8m8ZqpzoxGEAQiQIZdcucrxyTEsdsUCFDakLfZppkK4AuWAp0f/43S7svn01OABPbHLinHPKsOn334CHik7LMEw7vjCFIDWU/fsBxLjxBAMQiW+N420n56Gcw+B8rcCpw0Zc4qI8eMSQQl2s/NixBR1HkCZJoMDuupFTrIhAhAESdm/0YOonf0XY74fRaoX5ttsKNq5+z3zjx4/H+AJNEEcL7c0R8ABEWvbfYKA+XSmFqIgNoO7DTcbRoFlfgAcEAV2tET0+Z+K8LFuGaGHBTNqRnnzRUHx5Ffnb6xw+oCBQs4P2Ykuoc6R4PPD73TAAEJ1WSCoAL9Bal2fL0Pjx4Px+qFYr5C+/hEj7+eUamfbUsrijYkgWTYAMdLeGIXd2AnY7eKcTkYAEHoURQyOmOrAZgEkO6PEVuaatgWRAKebUYsgCso0ACUKeO40DJMh74z3vw03/71A8eOtVEwS8DQOAysUz8z6mRJQjRwBR1N14oKUZgt3ROD2tgbIi9L/GUDrwHAe3nXyWUR0cYkj1+QqeVq8RzRgtrGWI5zn4jW64wq3YV92FyR4P1AJV5o4bV6Zv+PGPf4y77767x/P33nsvLrzwwqwMqjceeeQRjBs3DmazGfPmzcPHH3/c6/YfffQR5s2bB7PZjPHjx+Oxxx7L+RjTRcu4cJRQMWQiYkhJIYYUSdGDPg0pLEOaGBJsxD0UDHDgeB67acHFMAwpA0b7jSaGMnAD2ZwirD/6PjzGIVj8xzMG9vFaL7aEbDY1EAAtJQOT2wKDm8YPHcl/AUSBZiPlyw0ERINIrSVRMaSK5Fh520JQ6PHiKyshBWgrBVP+3WRjq8jNwowQug7mp9lzZyNtXGlP3abF1LQXACBAgTQk/26yf7/RCnfwMCQI+MHrV6HDUA4zQjBAgldw4r8fm5f3MSUiaw1AS0gAvtYaJ9AdvRb9nTSAWsztuSVYrSh1ks8SIcPnkfp4R+5Rtm4lMZuhEHHlFRBNDHEiDzVJElQ+UR3Eotm4rRMK7aFZSFc00M+ii1pz1li+//3vY8OGDVkZVCrWrFmDG264Ab/+9a9RXV2Nk08+GWeeeSbq6+uTbl9XV4ezzjoLJ598Mqqrq3Hrrbfiuuuuw4svvpjTcaaLTG9AZSPJDcpo0jLCkouhSMy1bbIkqHuq9lWtd5md3ABDQfLagc0kcj9gdGU9iJHT+n5laH795drj8afQUpz1s1ED+nytFxsvx1uG1HAYkRARh9YhFpjcRLQFO1JU+M4hWm80ubk5b5+ptd3Q2nAA0ZpDvo4wFJoFyE+YAJlWQteslPmkbKQJEWqk3t+UW+uBhvcwuYlrAjkZlpb9+t9+T/7jGj7+O8k+7C4dg3k/GI5f/NdB+IeOgadyIi56fQlKUwR+5xNFq85NM4m1avDBWDFEXWaqMceWofJyuO3ROSC2UXGh0OLy+ECgYGn1GpEIDS4XeMgF7hZhKCdiqG1fV3QeohmBhSLjX8fr9cYVW9QwGAzweHK7qrv//vtxxRVX4Morr8S0adPwwAMPYNSoUXj00UeTbv/YY49h9OjReOCBBzBt2jRceeWV+K//+i/cd999OR1nOsiSDFOIZDWNP5asqrTy/6qcPGYo1guUMoCaWoaMTho4HFYBUUTTztwUXARILR2gcOZXvRdbQrdsRZb1juP2covekDPclX8xJIwcCQCQ0+zflg20IFKt8jQAcCZyrPyHPVCpQBOOOUbPxBMt+bcM8TyHoEDGcrAzPxk3gTZiHTQPSW0ZMndGXXb+7vxbGZq+IGn0ZfPJTaLM7MetVx/AqpWdmH9mWd7Hk0hiWj0QzSyNLYAa7CYTl3bu5Qp+zBgYROiZkVqj4kKiuX2FPCdPJCNM4wIFkYNSV1fQsThGuQEA3oZ2fR7iC+CKjiVjMVRVVYU1a9b0eP6f//wnpk+fnpVBJSMcDmPTpk1YnBBvsXjxYnz22WdJ3/P555/32P573/seNm7ciEiKAoGhUAgejyfukQv+74KXYYUfMngsWHYcAMBiixc0iUQi0QsqMcaGE+L7KFlKiRiSggo4QUB7HbEMZbvgIgCgwGLITi1DgpLgJuN5cNSc5h5mhZ12bVd8BRBD9GahmEx9bJnFz6RBpK6K6GcKFvJ34CApkMr5/eAqK3XRqDcnzTOSmZxDh30OqHkQjJFOIobsFaktQ4KvUy9F4O/KvxjiaN/Hqd8h/e14ughV6POFRj1wgNQYo2n1QExrnFgx5AnHvZYreNq2JEKz1rRGxYVET6u3pRbd+SJCEyoEkYOSRwt1MsomEMuQ1EKOD4JB8LSPY6HIeOZbuXIlfvSjH2Hv3r34zne+AwB47733sHr1arzwwgtZH6BGa2srZFlGZYJfsbKyEs0pftjm5uak20uShNbWVgxL0oV61apVuP3227M38BTs3NgNM4Bu+1C4xpI6K2Za8TaVGApLUTFksibo2AQx5B5hx2GA3OREEd5DHtgA2IZnP/uE04LfClCwDwActKqtQU1wk4mi3oerZIQFqqqiHQD8BXCTHXPM/2/vzcPkqup97+8eaq7u6ik9pTOHzCMJgYR5joAcPE6IRLleOaIiIEdR9BzlqIh6L+rrfEX0vBfw6PEVFRGjIINgJkjozAlJyNzd6bmqa97Dev9Ya+2q6q7qrqquqbvX53nyJKneXbVq16q1vus3Aq+9BuJ2g/T0lKS1A2+7wStPA4DqoRtqrJ/FevBYJiaG7O7yfIayrxoIncWAX4V58CCU1auL+npmkL5/X+som5QehwEFMvSSF+oM9GvwarQu1fkbaUq2XFsLxOMwg6Wtk5UJHv8mhUKWq5wH4GtJ1eDjrIGy7Czu3JIWLAB0HbpsA4xEo+JyYsZigNtd9rR6ANAjGk0msdPkknLSttSHbgBqmCazKCW0mGciZ8vQzTffjN///vc4evQoPvGJT+Bf//VfcebMGbzwwgu45ZZbijDEVKRh5kZCyIjHxro+3eOcBx98EH6/3/pz+nRxGnt+ad/7IM2fjS+3J1qbuKp5kbf0C29MS3xcI9pxDIsZapjFXCBaDFBVaKzgYt3sIrjJeKq4ooBESi80qhvoBq/CsApWEsMAcblgZ4Jg2kwX6tqYST9e+jFK06ZBYj2czD17iv56WtyEHXQTqmtJiCEeS8ab2lqVlVlZAqs5aYmx11PLUHBIgnn4cNFfT45QMVQ/I7NlyLTZYLDzYrjEwbhv/LkXMggikguzlzGhwU7OZokb/maCp9UreuLecDerFkk8xi0SvG1OsZAUBXIoBFOmYwhUgBgyKiStHkgUpVVtsJInysWiDdQA4DEDiMYlyBXgRsxr5bvxxhvTBlEXk4aGBiiKMsIK1N3dPcL6w2lubk57vaqqqK9PX+TP4XDAUQJXhqvOgy8d+XDqY1wMmenFEC+jY0KCoqZOHmlYu4DmeR7sB2A3opBUF6Qh6iZrXliEuiTJdXMGB63sslLhm5Y4cQZ6NdS3OkDOnYNmynCAnjgaZ7t483HY9NKLIYBaYQy3G8axY1Cuvrqor9XfmbCSJbfhcFTZYQDQWcC0zD47wjY0h7c8liFPkxfmXiAWIjCLdABJxq5RYdo4J71liLcqMSQFIEA0WFoxdPg1Wmk6Wt1oJTzI8+cDJ07AdBY4GzRPzHPnAEVJpNUjIYZ4diJArUQqAJun+AHfMiG0v54GBPvLK4ZIJJKIhyliCEm2cDFksyV6EpaLeau8iMMGOzQcPu3DulnlFWdAHpYhTjwex5kzZ3Dq1KmUP8XCbrdjzZo1eP7551Mef/7557Fhw4a0v7N+/foR1//1r3/F2rVrYSvzZEgHr5cjI70Y0pmbzEz3sQ0TQ22L6EnbhQgihh2u2CAAYO75NYUZbBKS02lVviZlML96a1SrxhFvCknOnEGP3wkuGVvmutA4m4o0B4lmruVURGQ250rhr+/roBuBDgWe6sTc4AUYefkGhVkbJJ1ZhrzlsQz52qirVY9qRW9bEhzU4SJUDM1Zmb6+CXcBmayFSzRUWjdZz5FBAICtsdZ6jAeYEqfTKphZTri7Tq6psR6zsWzE5NY4BusZyHsIFhPZ5YKk0vUxPFBeMWTu308TW+JxSGXOlAISRWkddhPE6y3LWs2RZQlhJ7UOHT3lhlyCsIGxyFkMHTlyBJdeeilcLhdmzZqFOXPmYM6cOZg9ezbmFPkDv//++/Gzn/0MP//5z3Hw4EF8+tOfxqlTp3DXXXcBoC6u5P5od911F06ePIn7778fBw8exM9//nM8/vjj+MxnPlPUceaLJYZIhpgh5iZLK4aGucmmn+eygj+37a2GHRpMSFh2aU2BR81gZlcyVNqChgD9YlFveFJTyHPn0DPIygvADqdbQctcKoZkEJw7WVof9eHXA3j0D8uweVsjTH/xGxQOdNGNgLff4LhrWBAuy1iUWeV4iVmGXFXlOSRMm8MK08XjMIscP3Csnc5RDSpa56W3YppHjtC/JfpdK7VlaOjMIADAOz1hdZV8Pki8e/2+fSUdTzqGp9UDgI0JHjOWuF9cGNm9JbAM1ddDttHPLDJYZjHE3L1yOFz2tHogSQwp9LMp9xyS6qkY6jxngzyrvD32gDzcZHfccQdUVcWzzz6LlpaWUeN1Cs373/9+9PX14Stf+Qo6OzuxbNkyPPfcc5jFbmRnZ2eKdWrOnDl47rnn8OlPfxo//OEP0draiu9973t497vfXbIx54KrmrXlQPqFVzdkAEZaMSQNs3TZ7DKicMGNMHa1U6EUVGsSQdoFRjIMap0pU3CnLtlhJ5rVIJL09KBvkN7PuErjQlxexSoD33s2mnEjLDQdxyL42fqfw2v4cfAIYIba8IEivyYPHuUNezm8AKPExdDy5ez/9L65qspjGWpdWIW3ANiNCMwibxwn99ITccRWnbHmFk+JJkwMxUKlFUNaDxXM9fNqUh6X43EYHk/ZU6OJacJg7jreew8AHB4bYgDMpNY4JEYPKM4SCG15xgyodioYeaPicmF1q6+AeBggUZTWpdDPwzx6FEoGr0opcE+vBc4Cg/0S5EWLyjYOTs4rX3t7O3bu3IlFZRr8Jz7xCXziE59I+7P//M//HPHY5Zdfjl27dhV5VIXBVUsXFyWDmyxusKKMo7nJkr54MdUNtx7GuaNB1AIwa/JvhjoWXAyRMokhQ7EBeqJbtjkwgIEAdYEYtoToictO2MwgBrtKt1D+n/+xDV6Dbm4SgO3bHEUXQ4EeliVmSxVD3jpWrdvQIQWDkFjlYMVklqHq8liGZi5lbl0SRtRRBa+mjRD4haLjEBVDhidzMoE5MAC43SCyAhhAtMRiSGExfm3LalIel202GGDxOmWEnD1LexIitT4Md4Ul9wnk/+aV4ouJsnAh7I43AQDxQHkzlMz+fsDlguLOHKRfUpgr3O1kfeRK1PomEw1NMvwA4kNxSEmCulzkfARbsmQJent7izGWKY+nnm7aCsy0MS2aztxk0tgxQwAgueniUxugAanOtuKJIV4OgDAzfqkxWRPI0ABzkwUCCATpPSFJAd0Gs5SUKu02GjYQe+0NAIDnlqthQkKt1oM3/qu4GVPBPvr+iD1VDPECjIqpQU7KKFEI/bfHVx7LUNsCN0xIkACc6fOAFDGjrO84FUNq3ShiiJUc4O7neLh0MUOGTuDWBgEAc89PTXiQq+mYy50abbIKxlIwCKk6cR8t60/S3JJYtdhSiCFp8WLY7XTt1P3lLUHA51AlxMMAiaK07io6p83BwTKOBphZz76HsVCiTl4ZyVkMffOb38QDDzyAl19+GX19fSUpUDhVcNcnNu3gYHzEz3XLMpTG7MpO0ckSyludet2MC0fWVSoUEu9YX4bUeiDRcyvMm0KGwwiG6PSWPYn7yi0lpRJDm396Gi4SRkRy457/2oBBJ6038uJP3irq64ZYJo00LDPSx8SQSjSriB8AKIRaPnhrk1Jjs8sIy9Q6dKbbBfPQoaK91tAZanVxNWUWQzwlGjb6dzxcOsvQyQMhqDBgQsKCtaljlFltNFMvfRHIZLibTh6Wos0tizwgn/6brmWlmFuS3Q6XytxAwfKsRRzu7q2EtHoAVs01bxP9nlmCv0wsrKX90bzmEKIlPGxkImcxdM0112Dbtm24+uqr0djYiNraWtTW1qKmpga1tbVjP4EgI55piTTfSO/IZqKWGEpjGbJcCkluspam1IVqzU3Fq/DJX7UcdYaAkQ0iia4jwm6hrTohhnhvLm45KTY7nqAWDn3uebA7ZdQ20hNQ5+7iWld58KjsShVDtazmkB1xSL4aALQmkY3FqVXXly/LUnfRjb+z1wHj5MmivU70LK2+PW1hXdqfJ6dES0wwJtfNKTbH3qRiLSx7R8T4KXPnAihtJfN0cDedPKw1E485SxZDCrNI8LY5xcbjYJmtZdzsSTQKk3erX7y4bONIhlfor55LLVVGGm9CKZntOIs4bJBBsP8fg2UdC5BHzNBLL71UjHEIADiS+iSFe0LAolRxGWdusnRiCGnE0FWrzuHXO+n/g4oPF9xQxH5G7HVL0Uoh7cvzBpGs9L8JIB4lsANw1ibEkOSkm0ip0m6j+4/BAWDJu2g7jlULhrD7FGAL9BX3df0xSEhUnObUNvEgfRPRullwgdZm4vimlbH5Z3UVEAL6B1WYfcW7PzY/fe5569K7jc19+xIp0Wy+lNIy1H2cupp5i5Jk5GXLgFdfpZXM+/ogZaiXVmzMoSGguhqKL9WN5/axjFgzcb8Uk34nq+tLM7e8HoIeJAKGy4F58CCdQ5oGad68so0jGRsrwlq9bDaw53UQjwckqXp4yYmGEVabYdf7cXhLP9ZcW565zMlZDF1++eXFGIcAgFzlhQ4FKgyEekbG3hgmF0OjuMmSftbaEEV85iKYp85h8aevK3i3+mSs1NEyncZ4E0jeLZvY7dBZx3pXkvtRcbPeXAPFF22dxyPwxWjxvGs+QjMeL1o2hPYXAA8J4fi+IOYsK05j0vhQDA4kKk5zahoTX/nB2nmoRVJtJgBVdeU7LdrrvUAnMBSQYBbJwujv1axg9hVXpT8cWJ3Gw2FIzE2mx0pnxu8/xb77aTYpqbERUiQC4nLB3L8fymWXlWxcyfAq2MP7SXFXmJLUNJm3yakqkdWR9+KTzTKKoeS0+gqIh4mGDSign1n1slnAG3HAbod54ACUCy4oy5hMSaLxnEPAqTd7AZxXlnFw8sphffXVV3H77bdjw4YNOMsi0p944gm89tprBR3cVENSFOhMn0b7R24Go7rJuMkzKS2ZKAoe+MhJPNy+ER/5X0WugMrrHMVHxjqVAoX1PYoH49TN4XbDjNMNrCqpGScXB6VIu335iTMAgICtDjMX042tdmY1AnINAOD1PxYvI0gL0vfHiyxy1M7TiLOaTIPVswEAQ/1009BgK6pgHgtvC3WTRYImzCKlI2//I21yGpHcmLEwfZZPckq0bGe9tkroJgt0UjGkVKc/sVv95I4eLdmYhsPddPKwLCAuhlQWkK/FTagsO5a3zSk2NTPoPFLLKYZYFXWZlL64azqSrb81TQ7IvDXQW8WNXcwEMU2YLhe87PDVd7CnLONIJmcx9Nvf/hbXX389XC4Xdu3ahRj7Yg4NDeHrX/96wQc41eAVbyP+kZYLWmcIQDo3GffdJ28iXBiVoHy/dfopk2maiyEtrIG8/TYdE4tb8DUnLEP2Kub2GCq+GDr0AhVD0owZ1mNyaysIiyU48mrxKlEbYfr+nL5UMWTu3w9NonMlMEQ/s6E+KmB1qbxV2WtnslIIER2mxwNiFN4as/tP9DOJNWSOn+MVsBW3G7Kd3iMjVjoxxK3CjroMYoh9r83OzpKNKRmzo8PK0ExOqwcAby0TQ9BgmgSD3cku2NLMr7oVbQBoXBwpUx83PofkCkmr5wceExJcXsWqfVSu9Hpy4gRgt6O1hY5LP9tdlnEkk7MY+trXvoaf/OQneOyxx1JaWmzYsGHC1POpZKyKt/402WRmZsuQJYbYQklMM5FuX4JgSx7ATcokhqwGkWENJiu8qbIslvq2hBjilhI9VHwx5N9HT4fTL2qzHpPnzYOnjm6wg8eKFxdDIvT98SKLHPPtt2FIdF7wWkS8NpOhlDFeCEDTfCqG5DhtLkwKcGo91j6E3/6vtzHQTedC5zYamF2zrC3j7ySnRCusC7seLZ0YivXTU7u3MYMYqmKisUyp0VZafShk1ani8AB8GQSxsInBbh7DJ8FbUxoX7LT1CwHQxs3B/eUpTsmrqCsVklbPxZDOrL+89lGxW99kwjx4EACwuJmuge5QT1laJCWTsxg6fPgwLkvjp66ursZgmesWTAZMifVCGhophgzmJkM6VwYTQyRN7I5Uisap/PWLcJrPBt4EUg/HLRO1ndAFqWFG4v27WWFLbjkpFqZJ4BqkJ/fVNyXaFciLFqFxGr1HWmfxMsp4Jo2nbpgY6umhBSoBBHrpNbw2E6/VVC6mL6abvMNgJvxxptf/9n+9jV+s/h72PfAEvtHyPXzr3dvhOktdS5d8JHN8gpUSPWsWFOYmM+Jjz+t4tDBWCCNALUPVrRnEEGtMXa7O4yazvMppXOLJ2YiDPXH0d9DvYFxylMwFWz8/IdB6txS3nlcmrDk0c2ZZXn84lhhi1l9e+6hc6fXmiRMAgOUt3dChwI44Dm4rfpui0chZDLW0tOBoGl/1a6+9hrks7VOQP1b5/0A6y1BmN5k0zDKUUu+nFG4y/vplMkvzyrdGVIPZ3Y1oXIID9B42z02Yqt1MHJBocReBIzuH4CRRmJBwwY2J06Hk9WIWKzZmDw4U7fVljb6/qoZUMWSEQiDMpRnqp/cnHGAB1Gp5LUNzVlAx5EIUQ2EF5jjS60MBHdse/ANs0EEAuM0QIk9vhh0a/M5GXHlb+ppbJBqFyTuNL14M1cnE0Bhusocufwlfcz2MH398T95j5khhKobqZ2YQQ6wHZLk6j/NGw3Ka13d5FejM1d/fEcPgOToPNbl0pQBsdhlx0Lncu7/4TZGHQ+LxlDlUCYQGufWXiSHWwqrYrW8yYfbQGCG3V0XQSRMZdr9QXldZznfiYx/7GO69915s374dkiSho6MDTz31FD7zmc9kbJMhyB5LDKVJ5TVMbhnKwk2WnOJeAr81L+5XLh+9k/V1M6NxmH4/egYSArBpVuLf3nrWm6vIJ6Kdz9Hg6CFHQ0rXeABY0kQXAg8JWu6bQqMwF2F14zDLEGAFu4dZLaKIn4mhMm2unKZZTmgsgeDUOTeMcVS6/8X9++A1AgjJVfjk6c9Due4qxGFDRHLj+h+8M3NPskOH6P3RNEjz50N1sGq9WmbLUDRsQPr736HAxLGfvZz3mDm2GBVD02an/97KS2gyBPF4ytL+hle/loel1XPiEv2+9XfGrOKmhq34B7JkNGYBGThT+vtDDh6kc0jXIS1YUPLXT0eYfce59ZeLNNPjKUs5FJM19FZ8PshNtBDtie3lFUM5O3EfeOAB+P1+XHnllYhGo7jsssvgcDjwmc98BnfffXcxxjilSIihkYtvQgylWch5XJAsU1cVn+CmWbQeTykw6xMpU/aEp96JAKjFx9Q09PgdACKISk7YnQnxaKXd6sUVQ29vpWJIam4a8bPp9TFE4IMLUez7+wAufc/Ia8aLatL3V5MkhohhwHS7IdtYkD6rtcRrM/FaTeVCliVE1CrY9AGc7XFhZd3IwqPZcuyZ/agB4L1yLaa1OfBvf7kU8ejFMHQClzdzqjN3zfGUaJtLhQ6AxDNbhv7xdCIrsEofQH9XHHXN+VnZTJPAaVIx1HpeesuQ1NZG3eAOB02vv/DCvF4rX3havdKS3rqmq05AC2GgM4qh3vRtYYqNLtsBIwT/QOkPZwZPqw+Vrs1Ex7EIDJ1kzJAMsY4GRGUVwufPp8kuNhvMQ4egrFpVknFyrNIMzc2oXTgNkZM2mMHyZCJzcrIMGYaBV155Bf/6r/+K3t5e7NixA9u2bUNPTw+++tWvFmuMUwtm2YlHRoohnk0mpbEMpbRdiEYTbrISxfBI3PpUpg7N3B0kxaIwVRV9flY5WEmNl+JiSNWLexoaOEQ3yNpFI4WO7PEgaqMZZcd3Fd5VZpoEdkI3obqWJDF09Chgs0FhR6AYi0vjtZl4raZywpunnuuzI99trPtUFFU9NK7l+vsSbgq7Ux5VCAEjU6K5m8zUMouhYztSg1D3vpJ/UGrP6ZhVD2bGwgxiSJYhs+93OVKjrbT689LHXZl23vImilAf/Z7x4pWlwmSbfiBc+ho/PIGjVGn1W/7Qje+f9z38ZNH/g9f/nN6aGuWucBtr1KwoifT6IvYBzETyHLrv1+vxFe1B/MerV5V8HMnkJIYURcH1118Pv98Pt9uNtWvXYt26dfB6i1M4bkrCxISWRgwZhAkNZRQ3GQDEYgnTZ4ncVjxIO21ByBLga6KWKUWLgXg8GAiwWA9HqhiqbWbtKEhxLUOki4qhuevTiKG6OsuS13208P38/L0aZNalrq41sQnxLCCbQn8WZ7WI4uxExssTlBPFR+OGBgYVmG53Xm7Xv/7sFBSYCNjqcOFNuWXzDE+JtruZchylF1jP0dTAz2Nv5C+GTh+iVqEYHKNmXyllSo0mnZ0Z0+qtaxz0uzjUE7VcscPbwhQdJshC8dK3LeHV00uVVv+7B7bBSaKwI46nv/BG2musA0+Sl4CLNfPMmeIPMomUObR8Obw1KhS1fPXNODnHDC1fvhxvs2wCQRFgLjAtTfaKyR5KZxlKCZKOxaxsMqlU2V28Wm6ZAvJqmMhRjSggyxgaZD9wpS5IXByoMBAKFCddOjiooypGT2hrbhgphqTp02H30I1u8FThxVB/ByvKBwm+hsTix/t98a7evDCjFqYLZSWIIcc0erAKBghgs4EcO5bzcxx+gVl3ZueeyTM8JZqLITKKZYg3fuV07s/f2td1jIkh2+gtEmT2fTMHiheEnw5j714ALK2+Ln1vN9lF16JQXwxRJoZUT2lFieyl3/uwZoPZ0VHS1+ZzSG4oYvsj/lomgZSU0BQ9dCLtdZYYSnKFc7FWzNY36UiZQxXUzzTnnevhhx/GZz7zGTz77LPo7OwUXesLjMTFUHSkidUg7ONKJziS3GQkFgN42mupLEPMOkjKVHq+vpUuwHYSg2kCIRqfB9mbahmqT3Ib9XcWx0e98y+9kEEQlZw4b03ViJ/Lc+fCy5qRR7oKn07a38ksPsPSmU0WkOx00seMMH3/XAzxWk3lpHo6vTHxEBXxvB5JLgwdoGJoxoYZY1w5kuS0egBweMa2DMW66WcYZYHDwc6hnF+X03OCiiHDOYYY4qnRJa74PlpaPUdhwic6GLWKmw5vC1NsFPa9j0YlyyJaKvgcUtgcKiZ7Xh6Ax0zMt+pod9pDXjxEv+Ny0oFHZn3titX6JhPZzKFykLMY2rhxI3bv3o2bb74ZbW1tomt9gZEUulHp8ZEihluGZDVNzJAsJ4RPPJ5wk5UqoJkVgiNl6oTcMJ0utgpMBCMKonEqyuy+VDFkd8pWOwouGgrNW1uo6Ih4GtJmLcmLFqGuln6YRv9gwV9/kGXw6HJqDJDJYgRcNawmVJRVnmaiyOYpf8xQ3Sw2j6Is+4XVI8mWSNCA109dRxe9LzfLUEqncZaxxcXQqBZWlhkTqaEBxbG+/DOYBs5QMSR5xxBDs2cDKH1q9Ghp9Rx7FRWF0cEotCG6Djl8pc0m45aoeAwwj5eu8GKp0+rb/0Ld8YOuFsRghwyC3S+NdNOms/4qrAZSsVrfZCKbOVQORNf6CoOvbbo2UsSYRIIEQEoXMwTQYGnWbZtbhqQSiSGJiSGoKohppnflFZHaZjtMSJBB0BdwIG7aaMf6upF+e012wG5qVtpvoencR83OanN6M7nk8aC5egh9ANRw/laETAR4OrM6LK2eLXqeJi/8SBRmNJjw4LWayknLgip0AlBYth+vR5Itb2zuhQ06opITazfm1gXb3L8/0Wmc9dxyuKmolszMliElTk/WrpnTgIHjMAP5i6GhLiqGbL7R403kRYuAN9+E6fWCRKOQSlBLDEjqVl9Tk/Eah88BAuqG5dZHV01pLUO87Y4WJ9bmWwrM/fsTpRlKkFZ/8nWajq60NiLSJcER6sDhf/Rhwz81plynhWjlJTXZMrRgAbB/P02v17TSZB0juzlUDkTX+gpDZpYhI40YMkwJKkYRQ8wyRGIxa6MrlWVIqmZ+H1kGwmGgxEH1siwhDgeciGIwaIdu0k3M0zCy+rah2AETRRND/rf7UA2gZm76mAoAmF07iP2Q4DaGYOikoAGEPJ3ZtCW5TjXNOrF659KFUoqz62JMDHnLL4ZmLKnCLgBOMwzTBMxQKKffP/h3Kp4i3mk5VzxO6VbP3L1OL10iZSOzGLLrVAw1LWuEfzegRPIXQ5HeEFwAnPWjW4akefPKkhqdqVt9Ms4aJyIA9GAUZpjeG29DaS1DzmpaclWPm1ZdpFIwvDRDsfG/dQ4+APWLG9Grm0CoA537R1qG9IgGOwBb0oFHWrSIHqBVFeTIEUhLitzMm2HNoenTx7iytIiu9RWGwsVQmj4tXNdIadxkACBxN1lyAHWp3GRJKp+UqS0LL7QW6NZAYqzoYPPIEzYXCbwdRaExe6hlaPrKzAGUc5tCMCFBgYkT+wpbGC7Yxz775Diygwdprzpdh28x7cvFCzPyatye2tJn3gxn7ipqYbRDQ4/fDiPH+Xv2TXpStk/PvSdUuk7jriomhjJYhqJhAw7Q+zd/Awu6juf/ecYHqPjzNo0hhsqUGm0yC9TwbvXJeOrpNWYkBilCx1g3Y/T3U2hcvNK8bsIcJd6r0JS6W73UTef7vA1NcDXR785Qx0hrsxGhB55kV7hkt0Nmh43xtr7JFmKaMPgcylCaoVyIrvUVhsxsdenEkMmKLspqhhMHF0PRaKI3Wam+lDZbIsg0zUmMmCbiP/4x9GefLfhrk0gE0f/4D6vUfMjVDDlKT6S1rSMtQ7wAHBcNhcQ0CVwhKoYWrM/spnHXOBGRqFA7ub+wYijMiilK7sRp3GCByHIoBF8TvSeqwa5jFiJPffnFUHWdzQpEPtHpgely5ZReP/Q2jddqWJyHGOJp9Z7Exm2JIZJ+Q+06nqhXtepaKn6diCE4mN8GbA7Rzalm+tjiwUqNZhtwsTHPnAHhG9mKFRmvq2ZlLqRIBLY4fT8NM0vbvZ0Le6IbVk2bUsDnkOIpvvgL9GvwavT11ryjEb4Z1Dof6xm5/prscOgYZv2V2XeL10YqNuTsWSvzWV6+vCSvmS2ia32FwS2rppkqYohpWlpHGkMMkVgMhMcMFWWU6ZGYGErXIiD+v/83It3dCG3fnleGUCZIKITQgw8ihkSp+fC8VVA1eiKtnzFyEeYF4CIDhc9mOHkgBAdiIABWXpnZTSbX10NT6KLQdbSwYig6yNLD3YlTYHIhuJpG+riN1Vrifcx8jaV1ZWQi6qBtHs6ccwIOB0guC3UvdZPNWZeHGGIHiORO4y7WSkXJIIa6T1LRHZWcaJ3ngsGW1I6j+VXPlqP09xpmZSGGSpwabe7bBwCQgkFIGVpxAEDTXOoiV2NBOE36flrml1YMWW13dAPE7QYpUXd2PofkxsYxrhw/rz/XAxkEEcmFOSu8mDaPiiHiH2kZIswVztsWcWQmTIwcY/PyJWUO8dCKCkF0ra8wVBY7YhrDLDq6DsLEEG+nMBwp2TLE0xZLmSnALUNDI7+MWift4A5VhfbHPxbsJWOPPgqjthaIxawaGkO9MThMFscxe6RlSHEzMTRYeMvQ3pfoxhRUa0Ytmie1tsJkhTL7ThZWDMUC9H3ZvQlxk1xMMLnWUiRoWMHKvsbyW4YAWC7X7nPsu5BlanQkaKAqTu//ymvyEEPD0uoBwMVihmhTjpH0nKSbvaa4IMsSYhKdb+dO5JeubGeWlKa5WYghnhpdot5SVkq0po163YwlVAx5jYBVTbt1XmnFUPU0ll1qsqxEtgkXG5OdZnm2XzE59Ap1kUV9TZBlCa2LqLhQI2ks82w/cFUPswyxWlE807TYZDuHyoHoWl9h8EBaMswyhHjcsgzJtgwfGzObp1iGSiiGuBgjw4JeSSAAoypRb8coUHYHiUYRZ6/lmjkTNpa91XOgDypoKvSspSMDubnFJBoovBh6+3XqpjF8o2cyyXPnQnHQjdbfUVgxxIspOnxJ1aeTigkm11rq64zBxvqY1bZUhhhyNFKrg3+AiaEs0+t3Pd8HGQQxODD//JH1nUYjXVo9AHh8zE0Ggnh0pLuuv4OKHl7pXLPRv/vO5C6G4lETTkI3pekLxhZDpU6NNs/RNG7ZPnoJhpmLU8cehy2l+GcpsNrumHQdNNPsWYWGRCKJtPqlS4v+eh27qTXHOYMK/zkrqRhyG0PQhpVmkXQqPly+YZahNho/WOo5pIwxh8qB6FpfYfC+UenEEG+CmtEylHStZaUpZYp7BjFk7NiR8P8BKFRNbP0PfwBxuyGFw7DdcQecDXQzC71NxVZUcqa1zthZATheEK6Q9Byklgln2xhiaNEiONz0swmdKWwVYT1E35czWQxxq8ecObA7Zas7fM+pKOygC2VdhYgh30wqhmLssMoX0LHgmWThfDLJ9u2zylJIScHBXAwBSBsH5O9kosdJRZDJRFH/2dxP2mePhiEBIACmnzfSojkcedEi+poeD23OXGRM5v5WRnGRAYCnWkVESow/qpa+XVMdL8IKJoa4ZbqIpMyhOXOK/nrhE3S+T1tKxdCMRdT6JoOg81iqGOdiyO0bZhli6f/5tr7JFT6H5AqsSZjzTvnAAw/glltuwZVXXolgMIjLLrsMH/3oR/Gxj31MdK0vAKotg2UoyU2m2DO4X7hlKB4H4WKolJYhHqw9rKIpYb1vJJ79wupajBd9zx4AgGqakJxOVDXTU5lzkIqhmD29dcBRTTd9LhoKSfg0FUP1C0YXQ5LXC4+LfkbpAh7HA4nQ9+Wuc7L/R0ZYPTSZ3oPj7YkK2LxwZblpPI9utmacuTjSxKCl48ybdHOwtebhIuOdxsPhlBpZ7uqEiA/5R4qhYA+d67zSueSmfwfO5W4ZOnuYHiKikhs2+9hLs7RwYSI1ugQNW3NJiY7bEwLIqKop1pAyUp/kCg5HZRglCOHINIeKhdJP3WTnbaDxSU63YonQM2+lHkgVg4pCT+0wMbR0KT3E2my0kXOR4dmh3CJVSeT1iT388MOia32RUPlcHR5AHY9bAknOIIYs2ROLWZahUtS6sF6fCS8yTAzxNhAKt1ipKkgB0oENJq7UefMAADVtdAF2EdbR25NeDHGLCS8IV0jkASqGZq8duy+Rz8VOrUOF9dfz6uMell6ccmJl90qz0VPk6T3UKqVBhdNdnlYqw5mxvAYAYIvT+5KtzSNwjIqh+kV5iCEm2OVhhwebXbaCoiNDI8VQ1M+CrlkcmlJF72uwO3cxdO5tuoHF7dllIkk2WyI1uoBJCenINSWa+Gqsf9saRrckFYO6loQbZmDIDrMEMSp8DikFPoD6ezV8+dIX8bXrX7Vctf1dcVQZ9CBz/sbEfOff6+7jqWsKj52qqk11T0lOJ2R22Ch2XBUxTZgs6F8uQUHKXMlbvoqu9cWBW4ZGpMRrmvWQ4siwafEvoaYlLEOl7BXGxdCwgE7ip19a2eFI1EYZ50mWBIMwWDaCygqBTpuduomoNennJa+Ga0YLaxmKhg144lRcLLl07OrH02pZv6B4YQNgeXYYDyJNd2I1nXRR6j3CxJBcGVYhADjvArp5ekgQkZiUvSWRZcTMviAPMcQanippOo0bzKUYTtPzSQumtjKxs7YTkf7cxVDvKSZsXNmnZfPUaCPHtiW5Qs6cySkl2jsv0aC4Zn7xG5YOx2ZPtN0ZDNpKkl7P55Bc4P3wW+94CfJrr8L464v41i1bAADb/kBdxyHZi7bzEnOW97TrPZlqGbIROk+r6kfGbllzqMhtS8iJE4DdDpgm5GXLivpa+ZCzGAqFQvj3f/93bNiwAfPnz8fcuXNT/gjGh93BPpLhbjJNsx5TMhVd5GJE06j5HIBUwl5hlml4WAM+3ghQ8nqtHk/jLZFv7tgByDKkSIS6CwC0LkhdhDzTa9L+rpV2GyusGNr/j0EoMKFBxcILxk4bbWmii5DdKGyjRJ4dVs2CSNOdWGUPXUB5vJKuVEZaPQDMWuKBBhUSgLdPu6kl8cCBUX8nGjbgjVGr3Iqr8xBDvNN4mpRoQ2JiKI1lSGOuVt7+wcXav8QHc7f2+c/SDUyuykEM8fT6IqdGm7zTeJYp0QuuTLhBVv9Tbj3iCgUX+ANBO4jbbX0PikUx0upNk0Dftcf6f/CvWzDQHceeP9P3ok1LrQQus552g2cTYkiLm1ZCSXXDyMBlaw4xC36x4FmhUigEqQR1mHIl553yox/9KF555RVs2rQJLS0tJc1Wmgqo9gyWIV1PCqDOoGH5Z6HriWC4MoghMkwMcSuVXFsLeXAQBhKp3vlisM1Rjkat1112WS2eY/3JAKB5aXrrTFUDE0NaYcXQwVfpZhxy1mfVXmPGfLowuRBFJGjA5S2MFc9m0I29tplVAh4YANzulBOrWu0COgDSw7LfHGMH7JYKWZYQsflg0/pw8pSKpfMBY/9+yCtXZvyd3S/2Q4GJOOxYdGHu9UsMVjMtXWVlQ1YBI72bzIiwYnZV9LP0NLgwBNqKIleC50JQANhrsk9DV5qagIGBoqfXm8eO0dfL0t1065fPw1devBh2rx0b7yxPfIiuOoF4EEP97AC2Z09RY1WsOVTA4Okdz/bCbYagQ0FU8cBrBPCzT7yJ7l1n4QNQtyL1/ag+N9ABBLsTYnywO/GZ+aaNtAxZc6jI3et5w1ylhBXBcyHnnfLPf/4z/vSnP+Hiiy8uxnimPDZmGZLIsMh+TbMEkmrPsGlyMaLrVmZXKS1DXHgNd2lYmUzNzZCZRShdYcZcMDo6AIcDiiuxiXuqVQRttahmVVkXXJzePG/VINELK4bO7KZiSGrIrkFo69J6GKCb+KmDoaysSWNh6AQOlkFTzwKijViMiqGmhOuCN7D1RqkYGqtLeqkxqnxAfx+6+pwA/GNWyN33Essk8+SeSUb6+kB4gHmaHl8mE0PRNGLIjNJ77WQpy75mKoZIKHfLUKQvBC8A97QcLEPz5gFvvAGjyO5w49w5wG6H7MpONNvsMr669ZqijmksiM0BxIFwkLmGmaArymsNDCTm0CiiPVd2PdcBABjytWHGO5Yi+Kvn0P37LXCw6vGrbk61urka6NyJ9CYsQ4Fe1nYHSJtdK8+dC+zcaYm5YmHNoRI1Fc6VnN1ktbW1qKvLXFlXMD4cTvaRDLMMEU2zAqiVDJYhK1g6SQyV1DLEv0zDlD/vZyTNmAGJFdQzx+mi4sHTSktLyuPybLo4aFBx6Xua0/5uTRPLNDEKK4b636LCwjsrOzFkWzDPaslx5mBhutf3dSTeE8+oMdOcWN3T6Oty87laXdqieGPBg24Hg0zQjWFJ5JlkSkseLrL2dgA02zFdA1LCeuTEwiNDuXkPPDeLQ6tpoWJBjuV+ytb9dE7zrMhs4BsvqaoCGShsiYZkeFE+uaH08T/5QlicUFhjcyjLEg35YL75JgDagqSQ1qeuffSAZW9twEe/vwoRyQWvEYATMUQkN67/6IyU672N9HusJblpA330cKrBnvagYM0hr9eK7ywG1hyalvt3tBTkLIa++tWv4ktf+hLCJapYOdWwuzJYhnQdzPsDNVPabZJliLvUpBIWt+KvRZLEEOnvB9iiJM+ZY30Rxtsxzdrgh2Ul/MuvrsLQ3JVY9O/vhd2Z/j7VNtFxOhAb0fZkPMS76IbdvCw7MSQvXAhdofem+0BhFuq+TiqGDMjw1qgggUDixJoU+Dq8ga2jtrLEUFUbFUOhMBX45jDX63D8R6kYqluQ+2Zt8G71GQQ6YYeMaHCkZYj3dXPX0DnFe3CpWu5iiASz70vGkdvaIDH3hrl7d86vmS3cuqtMoLhQmbfdIawG1LD6Z4XEmkMFdlcGT1AxVLegHr4GG9xXXWT9zHXFuhFrHJ87ZjDxXof66HdHl9NbfuQZMxJziB0MikGlz6GszAarV69OiQ06evQompqaMHv27JT+ZABEf7JxYnPyxpDp3GT0sYyWIW4FMs2EZamUlT7t9lSrFBLl1xGPQ5o2DVJLC3D8OMxxWKxIMAjCK70mVQsGgPPOr8L/PnbLqL/P21FIoP70uubC3CN7gFqG5l2QnRiSqqthKiqgAwMFEkP9zDIUlxyQZQkGC3xFNAopqT5MXZsHySG3nmmVJYYaF9bi3IuAHqbvZ8xsIJ5Jti734FWzsxNQlIxVcQmrhBoLjRRDss6zdOjvTptJN16HGYFpkpxcdko0v6amcjQKw+WCcfgwlCuuyOl3s4EEg4k6VQV0ARUbmZU7iIKJoSLW/jE7OwFZHrM6d8700TVl5moq8j//7CX44f90Q4+buPeJtSMur5/pQQcAOZIQQ8EBahky5MxjS5lDLDu3kEyEOZTVjnTLLbcUeRgCjp3VepEwTAwZhlXUUMlkGeJuMsOwLC8ltQw5HEA4bFmlAICwjtr8xMTdEMTpBDHNvIqTmQcO0GDxeBxSHiZpX4MNJgu0HuiKFUQM9XXE4DFpHNSKq7ITQwAg2xUgBgTOFqbwor+bigeeHcZLGChJgeYAMG9NDZIrPdXPqaymiXMvqMe5HwN21meJZwOlc0HEoyY80fwzyYxgEPD5rF5fI1AziyGFiyEWlN88h268Kgz4ezXUNmY/t5w63cBazsstNVu22WhSQpGqLJu7d1OrczQKqQQ9twqFjVeal9h3weMBiUYhFSFmxRgaAnw+KAUOIXFEqdtq3poaAIDdKePTT40UQZymuR7sBWDXEmIo7GfFS5XMMUHWHOroGPeY02G2t1f8HMpKDH35y18u9jgEDAcTQzJJjU8gSQHUtgwB1JKqJjLJuCWvlJYhlwsYGEgRQ7yVAk+pt8SLqgJ9fUAe/mPzyBEA+Vd6lWUJcckBJ4mivzOGeaty62OVjt0vURdZWHKjZU72mVm80nCorzDxSwOsPYRhYxsAW9zkYfdpycU1+BMShTpnrawpyOsXiuVX1GErAI8ZxGBXHDXN9ozZQLtf6ocKA3HYsPii3Av88WNHcoPWZCQbXSbj4ZFiSGV93XjKck2jDQZkKDDRdTyStRjy92pW64jhvb3GQqmrgxaPwwwUtpI5xzx0iL7OMEFd6fByB3GdFhyFnc4hZd26gr/WWHMoH/y9Gpyg82vOiuzWqFZWc8hJIohHTdidMsKDLIBazSyGlNpaaJoGM02T7ULAa51V8hzKe1Q7d+7Ek08+iaeeegpvsuAxwfhxeFkszHDLkK5bYiijZYi7LAlJxOSUMHJf4pkmSS5V0kdP7DKzWkk+n1WHKN+6H9YGn+9AAejMZDzYXRgRcnQ7fZ8xb/ZWIQBweui7SBePkg+DrHEoYZ8Fb0MgD6sN46lWEU3qH7XkkspKimiZ47JaCxw6Sceeqdnm/pdZJpm7IauSBsmQeNwy3ysZCsFxMaRFhyUGmMQSMDwOTZYlxGQ67p6T2ccNnT5ET/I6FDS05VYgUGYNW43h5TgKhHH2LH2dUhZwLQDOal5pPgaFF3stQqVuEo/DL/nwtR/NwmfvDOGJfx9/dX0AOL6HCpM4bFnPienzqRiSQHvdAUiIoVEOxvIMGohtFKk/mcErvFfwHMp5P+nu7sZVV12FCy64APfccw/uvvturFmzBldffTV6ilz4ayrgZGJIGd6EQNctN1nGAGqe2m6aVjB1MUzCmZBY8S6SJIasxnxJKbm82CHJs/Air1Ekp6kWnC2GSheXQIHEUCfL+rA15yaGPDX089ZjhWm0afXK8rA4CVbmIDmtnqPNpm0Vgko1ZiysrJghAIh56L080VMDIHM20Kk3aI8mpTmPeKG9e6l7WdMgLV6c9hoei6dFUsWQv1ezLGu1zYnNirdE6D2dvRjqOML6kimenEsDcBFXqJ5/wzFZhpFSgc01R4NXmjfCMcsyWozCi+bevfjO/zsT3u6TqA2dxVtf+w1e//P4CxiePkDFUNRWlfWcsDtl6xDRcSRVDEnOzIJKZnO/WE1/udWykudQzmLoU5/6FAKBAPbv34/+/n4MDAxg3759CAQCuOeee4oxRgDAwMAANm3aBJ/PB5/Ph02bNmFwjOZ7Tz/9NK6//no0NDRAkiS0FzFSvlDw08wIMWQYVoYZr0U0HCkpmN0SJCUoQ2/BgppJkhmUp9BLSZ2uZfZlI3mKZ6ta8Dj886aN3pdgf2H6kwWOUzHkm5ubGKpuZfdMK8wCFO6lC6DNx8QQOw3KrCdZMpt+djlCi87Hpd/554K8dqFRGunn2+VnFXIzZLAOHqHzqHZhHi5XXrwzFMrYx09mbml9mBga6ErMHV9D4rvHO9cPdGQvhs69TQ8NuiP3Vg7SkiXUcmyzgRTB8sGtBdx6MFFws958JBqDzNYfowjlB7Y8eRTVfbQOVlj2QIWB39y/ddzPe+4YnROGK7c5EbfRNaX7OBXYkcHU/nnpkJcto10LbLaC9I0cjjWHZpanGnk25CyGNm/ejB//+MdYnHSKWrJkCX74wx/iz3/+c0EHl8xtt92G9vZ2bN68GZs3b0Z7ezs2bdo06u+EQiFcfPHF+MY3vlG0cRUaRzV3kxEYepLZOxvLEE9tJ8QKpi5l2XOJVzhO2lR4Jezk4FR+xsm3LorJhN54FmeJicRggWJ1zB4qhqavyE0M1S+htZAkXRvR0y0fooN0A3bWuEA6O62sO+X880dcu+qqOnzr4Dtx86cKF+dQSKpnUzEUCNDPO2M2UDcVQ3MuzMMyxIo5KqPEMcgOahnSh7nJ/D1UDMVhT3HP8c71Qzl0rh84zQJe8/i+JjdsNQrcbJMYRqK5ZgbLWaViVZqPxaCwTEqzCFaPPzxJRfqgpwXrH30PAEA5fMBqqpovfSeoZUj25RbTaPUdZP3JYn66rqiezGIouWFrUeZQhuzfSiJnMWSa5oh0egCw2Wwwi+RvPHjwIDZv3oyf/exnWL9+PdavX4/HHnsMzz77LA6PomI3bdqEL33pS7jmmvJWQs0Fly/h1oomFXkjum5lmNmcGQKok3zChJn2pRI20ZWqqlJeG0jUA5KSitlxt0M+AZ8pnY+z6J6dcawuVpBtYPxiyDQJnCEqhhasz00MNa6hJyWbGbP6P40HzU83YHeDGwYvBBcMQsqUKVXB8HYqBmttYXq9IMNqxdCeZNQlsfKaPDLJeHPNUfptKZnEEHOxasNSlhUvFUPB3uzFkL+Dvi+1Jr/DC18RxqrUnSvk8GF6yDKMrBq0VhK80rysxyCz/oUGy2ItFJGgAVsvdd9uuMTEjZ+YiYjkgpNE8ZefnR7XcwfOUjHknJabGOK97QY7qEiLD6X2z8v4e+ywbRa46S85eJDGs+p6Rc+hnMXQVVddhXvvvRcdSSl4Z8+exac//WlcffXVBR0cZ+vWrfD5fLjwwgutxy666CL4fD5s2bKloK8Vi8UQCARS/pQSV10itiYaTDrF5GIZkqREFlkWTRULBhNDsNtBTBPEMKxA3uQsC5lZZUgehTvJsWP0i2Wa4zqpKi56f6L+8YuhM4fDcCIGAmD55bn5xFvOo/fMSSLQD4zfxWGG6AZc1eSysu6y7SdVacy/kIohZ7gfZiQGyPKIwoLtLyR6ki1en0cmGbMUKKNYGVUmhox4qlWBtzkwlNRNJp/O9eEeKoYcdfmJIZl99wyWsFAojD20SagcDJY0/rAQ+FijYlWPQV69mtY/czpB2PeiEPz2W8fgRAwhyYMbblFhs8uIt9Gigrv/OD5hGhug66O7Ibd4PpuPXh88x4LyQ7xlzOhiSOFzqMCxv9zSJIdCJS31kis5i6Ef/OAHGBoawuzZszFv3jzMnz8fc+bMwdDQEL7//e8XY4zo6upCY5pOwI2NjegaZ/fz4TzyyCNWXJLP58OMEvvJHTWJBScymOQ2MYyEZShTzBBbrEiSmyo5VqfYSMkxPAMDtMaQogCEQEpqBcFdd8MbumYDT9GUQqFxLc4qr0EyNH4xtPdlugEFFR+q63Lr79Myj4pFBSa6942/8CKvJOtrdlkBx9n2k6o01r6jASYkuEgEZ87Q+2qwztec/S/T4Om8epJpGgxuvl+xIuN13DJkxFItQzzezFRTF3hXLb3fcX/2YijeTzcubw6tOFLGyGIxzAI3weRFUys3BygzPKjdRmKQPB7ILG3cKGBh4Pan2HxsbIBzOT2cNa6mLrm+veOr2WME6fzx5lgQ1VlP51C0j7lOI3SN4wHlmeBhBwWfQ6xBa2Um1CfIeXwzZszArl278Kc//Qn33Xcf7rnnHjz33HPYuXMn2nIsgPfQQw9BkqRR/7zxxhsAkFIBm0MISfv4eHjwwQfh9/utP6dPj8/UmSv2KhdMFlUT7U+ynBiGVZXalqHNhBXAnBw0XUIxhKoqqy8Z6eoCYeZWKRJJES5coOWTtWCePAkAkMf5hXXwGiTB8Yuht1+nYkj35e6Kqq6zIQ660Z89Nf5FSGFtIOrb3FYXaiVNJtlEoLrOhiE7vaftJ2gFXnPY9/H0LnqKVVvzCJ7es4daGTVt1Kq4KqsKb8ZTP59QP8uKHHba5dW89aHsxZAxxFtx5OfW5u4Hw+0uaDYQ7wkns56CEwlead4GHZGgkXAl8qr448Q0CeQT9LlWrYhAXrMGALD0WhoSYDt3dlzPT8J0/lS35HaY8TbRfUBjve5IlLWMqRvDMlSsOcSslUop96I8yLsnwrXXXotrr712XC9+991349Zbbx31mtmzZ2PPnj04lyattqenB00FXugdDgccpczAGo7TCQMKZOhWMCxAhYNlGcrgJpOS3FQAaLpwCes6SLIMKRYDUVWQc+esekDSMAuQVF8P9PRYgdC5YPb0AJI07rL3jmra252bkMdD98E+qACc0/OLy4nLTthNDd3942+qa9fpAtgwwwXjMGvtMn/+uJ+3bDQ1Aad7cbKvBkA/rfSbhP+tc6gBUL8kj+Bp5gJSQqGUTMzh2FwqdIwUQ1bK8rD1orqJda4PZy+G5DANXm2YlaebbNUq4I9/TBQWXL06r+cZjsHdiAUsJlgqGqYnPpfeszFMq6kBCClYRtnrz/XCYwahQcWV849bB76L39OCXZ8CPOYQzhwJo+28/MpWyFH6Xa7NUQzVtLoRBmAygc1LmXjrx7AMrVoF/OlPNMxh/35Io1hLc2GizKGsLUMvvvgilixZkjaGxu/3Y+nSpXj11VdzevGGhgYsWrRo1D9OpxPr16+H3+/Hjh07rN/dvn07/H4/NmzYkNNrVjxOJ0z2sUQDSRu1YViFGO2uDAHUw5S3VGBzZzbw1zT7+kB6aWDr8ElmNWsdZQPKBK+QOlrAaza4mP/cjIzfMhQ6RU/PdeflJ4Z0G13s+qLecQV3Bvo1OFgRwLZmLdGgddWqvJ+z3NQupCJnoJ9llA0T92o3FdxLrxnZbX4sDBZsPFYhOLuL1e/SUr9P/PspO1OFudW5Ppq9GLLH6cbVNDc/MSTZ7VY2UKEatiYXpKzUflKjYbPLiIN+Nt2nIlBYGwijQFaPv/+/1P0z5GyAz5V4zrpmO4IKXYt3v5B/vSGbzq28uYkhLqi5mJI1XiV9dDGUklFWjDlU4etQ1mLou9/9Lu68805Up9mEfD4fPvaxj+Hb3/52QQfHWbx4MTZu3Ig777wT27Ztw7Zt23DnnXfipptuwkKWJQAAixYtwu9+9zvr//39/Whvb8cBVkvk8OHDaG9vL3icUSGRFAUmM+jylEgAKWIoU8zQCJdYEdJIx0JimzkZGIDJqx8PEz28YSjJI7ODB7zKzc3jGmdyDZJxw8zAM1fnJ4aIhy4Wg2EHSIYqy9lwfA9dyDSoqDtHM9OkcDhtC4uJwuyLqOXX9FMRbFZVgTDXzdt7gvAaARDQ03iuGLyYYMPone5tbmax01O/T7EAr9+SKobqprP+ZFl2rg8FdLgI3bjmrMy/NYzCRJ3BXMnjxXzzTVrINR6v6Cyg0Yip1Cpz7u2wFRdmer15xSsOp+MfVAzVTHeM6Emm1dA5dWx7fmLINAkcJp0/TXNysyw1zqFiiPcnUw26j/CA8tHgJSaMAmWUme3tE2YOZS2Gdu/ejY0bN2b8+XXXXYedO3cWZFDpeOqpp7B8+XJcd911uO6667BixQo88cQTKdccPnwYfrbAAcAzzzyD1atX48YbbwQA3HrrrVi9ejV+8pOfFG2chcCU6McSG0pvGcoYQD2suqdUDjHEvkwkEIDJ0qCHp/db/ckUxeo2ni1WEcFxNvvjJmMpPj4xZOgEnhgVQ4svyU8MKSwVNhiUYSRZP3PlzEFWsVb1Akdog1Y5Vpg6SuVizQ1U9FbFehFgdX2M118HAGx9mlqFAo5peTXbtepVpSlImQy3xJJhllb+/VQ9qa/dOIuKIbuZnRg61k4/Nx0KWuflH+yusPIJRtIaOB4MVupBCYdL6m4vJIaTrj3dbwfpZhyPA6pKhd440OImnF0nAACrl4YhJyWIAICrjX4W5/bnJ4YGuuJQ2HrfnEOvQyDRn8zF+pPZWP+8utaxE064qDML5Erk2YgTYQ5lLYbOnTuXtr4QR1XVorbjqKurw5NPPmmluz/55JOoGRbURwjBHXfcYf3/jjvuACFkxJ+HHnqoaOMsBJZlKEkMmboBmXUcc7gyfGxud4o1SCpSr6LRkHlLkFDIag0wvFK05PEAbJMeHhA7GsTvt4oIjrd4l1WDRBufWNj32iBUGNCh5NUkFADsNXSxi4QBYxzBnV1HWRVjVxUMFq+llDP+rQAsurAaIbkKCkxs3Us3GN449OgrrEfd9NytQsTvh8li7BQW+JoJh4fV7BomhvQw/X7ah4mhptn087RBh7937LIGp/ZRMRRWq3POiEuGi7p8YvHSwb+bsjr+WLay4aXrxcAZWmGc9ygzxlnT6+//3QUniSIGOy5e3jMiRqthMbUMhU/lV+qg6zgV0joUVNXldv+nz3dbvSkP7fDDBjpvW+ePbWHioq5Qx+iJNIeyFkPTp0/H3lEm0J49e9DSkvuiJBgJ4ZahUGIhjcUSwiZTNpkky0ByTZkyiCEeTEqiUatisJxmXnCLBcnQbyodVpPFaBTSON1kvMu4aoxPDO19kR4Ags4G2DNl+Y2Bq54uUrHI+II7+0+xPnDVXssqp7TmHktTSciyBH06TRs/cKoGAGAwN/fAbhrz03JB7m5A4/XXAUmCFA5DGsPKyMUQjPRiyDGsmF19qx0GW1r5pjYaHYdoHKbhGV8cnLJ2LQDmBipAfTSD95OalnumXqVgY0UsA530+8A35VwOYenY9kvqIgt5GmA3opCSwjUAoG0ZtdJL/sG8nr/nFJ03Mdmds0C2O2WrCTNfn3QoqGkcO0aTizrT6wWJZB/zlomJNIeyXr1vuOEGfOlLX0I0TcuASCSCL3/5y7jpppsKOripCj/ZaeHE4huLJISNI0MANZB6ei102YFssJq1xuMwWX0bKU0WgRVblIM10Tx2DAAgR6OWOy5fangNEnN8Yujk67TOjdyY/5edp2IbMQPGOEzJQx3UwmCr9cJgmS3y0qV5P1+l0LKO1j8Z7KFzxohEEAro8A7QDe3SD83J+LuZsHqSxWJjziWnl1mGhokhHnzv9KVahmRZQoxtRt1ZdK7ve5s3sRyfGJJmz6Z1pmQZJnMljgd+mFEmcDaiq4GKoUgvOxyw+DBjnGKxdwcVQ9Nm2KBEIiPm0JzVNQAAZ2wQppn7oZQ3+eXJFbnC+5OdeoO66bIVVdLChUA0CigKTFbWZjzwhAdlHN0CSkXWO8q//du/ob+/HwsWLMC3vvUt/OEPf8AzzzyDb37zm1i4cCH6+/vxxS9+sZhjnTJwy1A8SQwlG3xGs0AkxwmVw0crMdelYZpWin+6thlWf7Ixmu0mw1P15QKIvLqWRA2S8fQQGniLijnfefmLIV8LE5CaDlJVZb3PXAl10gW+qkahlb9NE8q6dXmPq1JY914qpj2hbgyFFZhOJ/76s1OwQUdI9mLtxtxjtYyztAaMkkUvMC6GZDNVDJEYtQy5fCPjlTSeIXhmbDEUOEs/N1fTOMWQLENmh1WDib18Id3dMFmyjHzBBeN6rnLCa+7wopZ8Ux7PoSMSNOBmjVkvWDGU1hW9cB11mTsQx7mTufccHOyk88Z05ieGTBd93/1sfdLs2QVhS7IMhVmExutKJH19litaZlbLSiZrMdTU1IQtW7Zg2bJlePDBB/Gud70Lt9xyC77whS9g2bJl+Mc//lHwmj9TFm4ZiiWETXLyw6hiKMk1NlrtlGLBM5dMJoqkSCRtFex8+pOZvABcASoq17ckFrC+zvytQ0YXXWxmrslfDNW2sirUOgsQfvnl/MbSQ+9Po5e5y4aGIJWyHUuRuPS9TQgq1bBDw5+3NIK4XNj+M7pQm7Pn5RVnY7AvVDa1TzKJIV4/y1M7cjPMpXN9rId+B3xt+WeScRRmmeViL18M1uZIGhqacN3qk6mdQQOozSATQ+vXAwA9dJw5k9dzPv+LM7BDQxhurFvUbzWBTcbXYENYop/FWztyD2gPsCa/vOlvrsheVvizk1qGiCv7jDSFra/GOF2Jxj/+AYD2RpwIcygnX8OsWbPw3HPPobe3F9u3b8e2bdvQ29uL5557DrPHmd0jSIJZhrRIkpssSQyp9lEW/2QxVIbg2eGZOZmymWTeOiQHv7TJTr3DA7LzweVVoLGao/0d+YkhQydwh+lis+yq3Iv+cabNoguVjcUv5Xuqd4RovNEsD42pUcrgJi0GsixBXbYIAHBgt4RoXIJ5iPaXWr0p90B6Eo3CYBmOYwVPA4Cris4ThQwTQxovZjfSMiSxDSWQRed60k8/t+aFNWNeOxa8LYcxzixCg8XnKUVqvl0qeM0dJUIPCFJLC2R2ADPy7Gu567fURRavroUsA0qGGkxxVw0A4OTuwZxfI8Sa/Kre/FoOORqosK4KMmu6NwcxxISLMc6YIb6OKWWod5cPeQVe1NbW4oILLsC6detQOyydW1AAuGUoyX2jMTFkQB71JJxcQI7H75QSaf582hAxzXhSrsujP5mVCp3mJJYPmkQ3sYGu/DaOfa8Nwg4NOhSsyLFBazK8jogDUZgmoLPCZ7nQ3xWHm9DT78Ia5gIao37OROLaz64CAFQPdeLRn8+Eh4QQlj245f65OT+XuWMHrX0Si2VVCM5dnV4MKQadu+nEkNW5vnv0ZsSmSeCKUIvegvXjF/kKc2kZHg9ImvjObDFYwVRlgq/vrQuo6HXEh6zYHYUdGI233srrOQffpGKodbZCO7EnNRBPRqqtAQB0HRrM+TV4DStbVX5iqHYu/dx4er6rMXsLMT8gGB6PlRGcD7zh6/AaTJVKpfdOm5owsaMndcmOa6wC7xgfWbI1qBwukuRKuECi9smI65gbzcyyFhKJx2EyAaUsWza+QTJ01m2cdx/PlUJkkgGpzVr7AnYY1dU5ZwNtf4Zm5YVkL+pq6QKmDMtwmchc9cEWDE47DzIIPF20qGDtOy+Gpzr3lF2jvR1A9rVPuBhSoacEw6omnTe+aSMtsLYsO9efPBCCA3EQAMsuG7/wkFetogGwNhvM7dvzfh7+rVQWLBj3mMpJutgdntnE+67lQn9XHNUB6l67ePUAlGAwY8NoZzNdf/2ncg/W1kJUDNm9+bUdal2WKkB8s7Iv+yGffz6Ny7DbxxWIb82hCRA8DQgxVJkwC4geS1hY9DhdhMcSQ3JSgUO5TGnVSlJmRSY3BO9wT7LMCjP37qWneU2DtHjx+AcJwLQxMdSTn2XoxHbWFb5pfGmjyc1az3UAUBQYL7yQ03Pse74TAKDVNNI2HKYJ5YorxjWuSuPuv74Tg3Zq7Rqsno77f5VfYG8uwdMA4PGxbDLACrY3TQI7ofOmpnHkhuWqY+USxuhcf+BVuiEHFV9ewm44kqIkAmCZ6MuV5OBpHmMzUfE12BCW6ed8cMsgAEBh68euUw14YPEf8YW1f8GZI6Nb8Dh/+elJKDAxJFVj6Zz0wdOcqhbqqor25m7p5T0THdX5hTrMX5sqrJsWZC+GJJsNCivNYeRZnJL09CTm0ARpmSXEUAUiMcuQFk9ykzFrJRlLDCW1XpALZEHJFceNN0KKRKAODkK55pq018gs2J5kWYzLSoUOhQqWJUfsdKEJ9uUnhvr309ic+qXjq3kEAHGFbp4Dg3Rj1XKs5t65jVpLqhtYsG8gYAnOycK8VVX43+dux4fvV/DQ/WehHj+S1/PkEjwNAK6qxHwLDVJXWTiQKIKaTgx5GlgQ6tDorirerkH35Ve9PB0qOxDlG0RtBU8Hg5BZDNJEZnjsjnLxxegL2PDHp+3wHNoFx85teHTlEwgFxo5t2fcMdZERHyvYOYrLngdvG/6hjNdkgpdt4D0Uc2X5FbUwkQinWHpFbgc2KxA/zyBqK3h6aGjCzCEhhioQFj9tWYMAIKbTB8eyDKnvfjdUvx8OXYc8N/d4ikKgXHEFqh5+GJ7vfCdjDReJFWIkLhdIFq4ykzXVVMZZXyhlDOxUF+rPTwzJ56g1ZtFV47fA6XaWfeSgi6ueQ/DisfYhuM5QYXDBedR1p9rzM69XOkqND/Umrepr5OEGIsFgIng6y5TxZItNyE83zP6kDMTaNK1Aqhrp52mGRrc4dOyigtozp3CZuAqrIqznGe9hBU9PkMDXsZDrqZWk6yANVJemTcMTTzfCQ0KISC5EJBdqIl149J/HDqgOH6BiaNZcelAdXnk6mcZ5LK08nLtliPdM5D0Uc8VTrcJfTQOhNahYfXVuByMrED/PuLOJGIAvxFAFwi1DppbkJtOoMCJjZAhJHg883/42nF/9avEGmAVjWW8knmopy1lVoeaVmcfbrT4Z2UUXmog/dzHUeTyCKp2Oaf0/j98yxFNfA75ZgGnC9Plgsr4+o/Hb//U2frLmMdihwe9oxKVz6WKtTJDTWD4ozJqYT+sS4+WXAVWlDWyz7MSuqBJ01iInyCxDg6xPWhw22Owjl9H6GfTzlCOhUZ87epwK6pnrC1e9X2EBvWZVFUgewfh6Ny0kqk6SAHz39BoAwODb1CU50B1H5AT9d+vqBsz++DsAAJEXt6L7VObN/9TBEGoiVLxevm6QNh8dpY7X9IWJ4O1c4T0TPXX5H2o2PnotBqpmoO3j74Si5pZZyquZG14vSGj0OZwOfYIFTwNCDFUklmVIT1iGNJ1O5rHcZBMFyeWigZ4ASBb1PgxmPSrkJs8bbMbyEENbn6aL4pBag5YcGymmQ2Gpr0NDgMIabWp/+cuov/OnH5/CngeehNccQsBWh1t+9g7Ax6weGTJcJgMqc03oeVQR1nnwtKblVMVcl2hMV2iQWlv83XH2ePrNasZSKtqdo2yEgX4NVUEqhtbcVLj4PmnJEkjhMI09e+mlnH6XmCYMZlUczeoxkWhbQ8texE/RQ9f/uXMnXIggIFfj9vX78D+/sxR+ewOcJIr/vK894/P88dvU+jqo1mN2cwRKKARpFAvs7OXUMuREDIH+3Kx0Mksfrm7IvzzKxo+24buBj+CuH63I+Xfl88+n1cxtNhivvJLT7xLThMFq3KlZZGtWCpNjZ51kKMwyZCSJId1gbjJp8nxkMovdGMsyRAKBRFPNiy4q2OvbvHShiQ3lLoYOvUjrd5hNhTnR23xUUIV7I7CxeCptjJiP5z/3AmQQDLYswpc67sIG9y5q9QiFaEbIJIXPASOP/klGH3WxqY251YXiYmiIbWo86F5X0m+Gc1bQ+epADP1d6bMV//SDE1BhIKhU4/xrC3eClmQZKnOR6TkGUZu7doG43YCuQ7n88oKNqZycfwP9jnqCXejriGHgWRrP0rLCB8XngmrGMf2fqYXn3J/eyNg+49hzNBXf20S/q+qwRuHDmTbDYdUyO7EvNwudwmqO+RrL02hZkmUorFZVrkHU5u7diTk0gZI4Js/OOongesdMtgzxAOpJUkgPSLQOGas/mbF1K6AotKlmAdPFeaaGFsxdDPW8Sa1Z9SsKU/PIybKPov1h2G6+GQBg1NRY/diGs/vlAdQOnYYJCXc/dwN8DTbobNFSDWPcvdsqGXndusSpNQfLBzEMGCxOLFerh6kwy9AAFTbBfvq3qaYXQ9PaHIiD/uzt3emtQ6//tB0AIC88b1zd6tOhsJg8Lv6yxdi6lf7+0JBVC2yic/619YjBARt0PHzRH+E2QxhSfPjQVccAux3Gq6/ijkdXIA47quN9+P13Tox4juCgDlfHUQDAuuXUPa6OkaAiyxKiKrXUnjmYmxjiPRPLJYYAQGWHMp3VnMoWHjytDA1BSspurnQm74o5gZFZuI1pJFmGeCzjJLIM8Uay5hid2o3duwEASjxe0E2eiyEjnFudIdMkcHTRgO7zbymM2443a9UDEchLl0IZHAQkCdrTT6e9/q8/oKdUf+1szFtFrRC8WKNapsD5UiHJMhRmVdR37cr698zXX6c92zQNymWX5fSaXPSE/fRUwsUQz0hMR9ROP5czB1PFkBY38fAN/4DvLM2QvPHLhe/bpDI3qe7x5FTYVOeJChNoExsLRZUQm0XrJflO7wcAtN12KTwmDW43du5EfasD+pLlAIDXvjOyts7T3zoKOzSEZC8uviBES1dceeWYr6276BzoOpp93JAWN2EHnWd1LeUTQ1bxRaczqyQXjn6SZraqE2wOTZ6ddRKhKEwkJIshk35UBJPIMsT8ymMFeeqdNK5CnTa+ej7DcbOeUiSSm2Xo9ed64SJhaFBxxW2FifWobk7NPrI106DsTK6yrjeoZaru/NkAqKvRYMHlaoZyBpMJld2fXCwf+quvAgAtlJdjfzui0rnKxVDETwXGaDEjhptthG8lYpv8vRo+2/wk9D/TOlLahRfjsveNPwB/OPL69TQmz26H8fe/Z/17Bsv+USdRwU4AuOpza8FX00FXMz7x09VWgLjO3PQ3f426yqrOHsKev6ce0N78T3Yga2uGorDSFRkKyiYjV1FB0Hcie8tQf2dCvNa1lC8rVLn8ciAeB3E6YTKLYTbwOTTRir4KMVSBKCyTN0UMcWE+iSxD2fQnI6EQdFbzQr344oK+vo/5/pFj3Mk/fklPPsGaNri8hal5VDedZR9FmRh617sAQmDU1sJkaarJSGepGFpyHa0rpf3hD4AsQ/b7IU+wRSgfVJbFo7tcWVs+9A4a52XLR1Qz4R4J0NeKDFIBLTkzb1ZKLRWnfScSVoFHb3kVtQPHEYMdvk034Stbrs59LFkg2WxQeQf7HTuy+h2jvZ0WyjMMqBs3FmVc5eLGj8/E4q99EMr1V+PTO2+H3SmnWj7icVz8rkYM1M+DDIL/ui9RtuHtPUFUdVJL7DUr6eFEzbLVka2OuhqDXTmIIdYeSIdSkEKc+SLZ7VBZJpmeZR83c98+OodME+r11xdzeAVn8uyskwielU6SAvkMnk1W4NiCcsL9yeYom5n+618DdjsNCr7kkoK+fv1MuqApseyqz3JOv0izSurWzCncWFgqthqnY5EXLKCuMgDx/+//S7n2zJEwqnT6s8tupZYp/dAhAIBtksR5jIV88cU0bsjhgLF585jXk0gkIarzmEeSg2UeDmnsb1a40ZVZDHlaadVf/3Gaxu3v1RDf8gYAYO59N+O+/7um4LFCyagsbkhjqfJjob/4IgBACQQgFdgKWwm8/4vz8W+bL8HMxaytz1VXQYpGQZxOq+L7+k/T4Hz5zV04souK2Mc/sgUKTAxUteGCRTR+xpZlzJmrnr5WtD/7NYb3StSk8rnIOFbcELPOj4X2/PMAaEaslGOSQrkRYqgCUW1M+CSJIc1gi+YkCqCW2ZeFkPTZGwAQ37sXAGC32wtWeZrTOJtujnY9+4XK36vBc47Wt7nyrsJZYJrnsmatZsTKZrGznj7a4CBIUvGy3S/QBTmo+NA40wkSDEJjbh/10ksLNqZKRrLZrIwpLYvii8Zf/0pFdTicl6iW7dQyFAumiiHVnVkMta6gbph4J3XlPX7PbrhIBENqLT78zcK0lBkN9WpqdTKqq8dMUgAAnVUbVrNw/0wGJLsdKsuY0tkceu+D8zDomQ47NPzoxj/hL4+fgbKT/mzte2aCeDw05ixLyxmPBdTGaMuSTIDVsMqUqVhKVBYXpXu9IKzkx2jwmDN1AtUX4ggxVIHwDhUkyU1mWGJo8nxkMiu8aDIXxHD0P/8Zek0NYJrUbVRgWufzbvExRILZBQg+/a2jsEHHkOLDxf9cuJMPb9aqwsAAS8W23XYbEI/DrK6G8eyz1rXHdtDNVWMtHPTf/Y5u9MEglKuL43apRNRFiwBkV61bY64iVdfzEtWKi87ReIgJMNY7ipdnSMeCi6l1xRHogaETnP3tNgBA4zvXpS3UWGiUNWsgBwKAokBPmj/pIKEQdC6oJ3GNquGo8+YBADRWs0qWJfzTYzfCgIyarsPY9tHHocDEYNMCvHsOFUVqKJR1llRNK11jzGD2hQt52QZDLb9lSF63DtLQEKCqY8+hSCQxhwpYAqVUTJ6ddRKhsmqhyRYTkzAxNJncZMzyQTyeEVVOiWkiyooO2sLhjA1fx0PTLKfVv+fMW9lZh/b8J01fd65ZWlAXh6/BZtUk6Xybbu5SbS1szIUYTwqC7T5ALUPO6VQMxVlKvU1VC249q2RsN99sVeserSkpMU1ozAJgy7Nfn+KkYoiLIJ1lII7WVXz1tfTzcZMwfnzXblTH+xCDA//zB6UrZsjbsmist18m9N/9DnA4IIVCU0tQ33ADAMCsqYH5Fo0LuuIDLZj3+fciKtGYxoG6ufj89nfB6Gc1qpL6P45FXVtqLGA2BFl7oNEyFUuFJMuwsTVFH6Mivv7739M5FA5nlWlXaQgxVIFYpUvMkRWoJ5NlSGprswoomUdSm27q//VfMGprAV2H8447ivL6iiohKtHFquvtsRernc/3obqH1hp519cKW9RQliXEZNeIsdivugoAoDkcICz2I3SKLsr1C+phnjoFnZ1S7WxhnypITU1QebXuP/wh43XG3/4GUlUFxONQ3/3uvF7L5mZiKMzmK8tAdFZnFkO1jXYMOmnMRd/jbHxrVqO+tXSbnI0FmmuqOmrWpsbEpE2Wp5SglufMgcJKe2i//a31+IcfWYQv9v8rbn/zfny3bxOmDR2FkYeVunEOjRmyxbMXQyHWOJr3Tiw3KjuIapIEMkqvMt5c2iZJVqbwRGLy7KyTCG4ZQrJlyKSPSZPJMiTLkJmLgxw/bj1ODANR9sWyEwJ56dKijUGzUzHUc3L0xco0CZ76Hy/Sis+N52HNtYWPq9DZWPpOJ8aiXH89ZL8fsNsRf+wxAIDETqiz1jRAe+IJQFGgDA5CmSLxQsnYFtD6MVogkBJXlYzGAoNtkQikPHvb2VjrFiNKxRCJUsuQyzd6XId7WaLmkwEZt3+/tO4D5eabIQWDgNMJ/b//O+01JBCAxjYvW4EzNicCNuaujw8LNPfWqFYNLy62Fb8/pwbYPBbQScIpHQVGI5tMxVKi3nILpFAIxOWCPiyZg0OCwcQc2rChlMMrGEIMVSA2BxM8SYu7wf+pTK6PTGbFvMykejr600/D9PmAWAzOT32qqK9vOuli1X9mdDH0/2zaCd/ZAzAh4V3fv6ooY+HNWgc6EjEwkizDweIaYn4/jMAQ3PFBAMCCVU7EmGXEPskLLWbC9oEPJOKqnnlmxM/JwAB4rqJtHLEwdg9d6E0uhpj7kteqysQHvrMOMVaJ2rxwPZas9+U9hnyQFAV2ZmHgyQjD0f7v/wWcTkhDQ1kHBk8mbO9/P2AYMGtqYLz22oifE8NAvJ9mBNpnz87puVvnU2uvDIJzJ7PrAB9l5RtUT2VYhiS73XKVxTMUObXmUDAI5R3vKOXwCsbk2lknCTYH+1hSLEP0sclkGQIAmcU0mEmnsjiraWE3TUgstbNor++hAsTfmVkMbf7ZGQz88s90TO+4uihF8gBAZs1aA12pY7F95COQgkEQjwdvf+kx2EDLkc/c+gSIxwMpGITtox8typgqHam2FnZWnj2WpqFk/Oc/B5xOyENDUN/znrxfx1HFxFCMFVtkjTQ9taOf3pddUoPbt3wC6/7PR4pWU2gseHsX3eeD8XpqdWVimoizli/2mpoJ6d4YL3JbG1TmQoz9/vcjfq7/5je0dk4sBtuHP5zTc3uqVcRARU3H0excZbEAi2+rEDEEJFzwelUVzGGxQ8Q0EWdhDvbq6gk7h4QYqkC4GJLISMuQNNksQ6yeiTFEa3qYb70Fnbky7GwRLyZqNT25Bc+lz/Y4dTCEv33sv6HAhH/6Yjz4bPFMwLZq3qw1ddGUXC44Z9K2H4eP0xNaWPJAMeg9c86cmXNF5cmE47bbANOEXlMD/Y9/tB4nfj9irLqwvalpXLEwTi+rlh6nliFFpxtWVf3Yrowl6314x7/MKGpNodFQ1q2Dytq7xH7965Sf6b/8JY2F0TTYb7+9LOOrBBysQKDmdsPct896nJgmYizt3k4IpNranJ87rtJDzrm3s8so00N0btmrKsNNBgDKpZfSOSTLiD35ZMrP9N/8hs4hXZ/Qc2hy7ayTBIdzpBhKxAxNro9MmT8fAGCy9xX/r/8CZBnKwACUEvieXdNo8HG4e2RwqWkSfOeKP8BrDiFgr8cXd/xTUTc03qw1kqZAm+2Tn4QyMICOfnpNTHUBdjvUgQHYPvnJoo1pIiCvXAlbmN6zyMsvg5w7R7MRv/51y3Jm/8QnxvUaPDZIYgH/ikEtQ9mIoUrAwdxfWlUVdOZOJP39iLJMRAcAOUcX0GRCvf56GkitKIg8/rgVf6b9+Md0o4/H4bjzzrye23CMjAUcDZ1lLDp8lWMZAgAHyxCLu93Q//pXAPTAEeVi0TAgzylcIdpSU75a34KM2F30BCsj1TKkYBJahtasAfbsgVlVBdLZiXgwCHi9sLMaMsWmdmY1/ADivSMbKf76a0dR030EOhTc8tR7i54F5GlwIYL0BdokWYb7gQfQdzmzfDgcUAYG4P7c5yadQM4H1/33Q//Od2BWVyP4zW9CJoTWqALgWrt23B3Y3T5m+tc1mCaBndDTe21zZW1YmVCvvx62F16A5vUivGULnKdPI37kCMzaWkjBIByf+Uy5h1h2XB/4AIJ/+hP0mhpEH3wQyvTpiJw7B9jtcLhcOQVOp+BxAyFg4Gx2YsiM0rnlqjAxpN58M2yvvAKtuhrhF16A6+xZxPfsgVlTAykUguOee8o9xHEhVtEKxOGhYiitZWiyiaGZM2lhOElC5NFHQbxeSOEwbJs2leT1mxaw7KJAanVV0yTY8Q2ahWSuXYdL31Pc2CUAqG7mBdrSL5pyayuCtfTk5ZxWDc+jj0JiLRemOlJLCzw33QQpHIbp81lCyOly0QDZccLFkKzHERzUoYIG/jfOmjjuSdcDD0AZHARxuRDp7aWlK+JxuK+4ouixeRMB5cIL4WLNW+NuNyIDA9T6OjgIx+c+l//zVlMhPnQuOzFEmBjy1FWWGAIA12c+A9nvB/F4ED51in7PNA3u9esh51B/qRKZXDvrJMHBMldkkqiKzEsOyerk+8hUVnJbq6JprHa7fdwn+WyZsZSKIUcskPL433/dhZpIF3Qo+PgvC9sTLRO8Wq0UzVxROdpNLVi+JW1Tqh5MNiiXXQbvpz4Fp90Oh2HAe8klcDzwQEGe21tH3WGqGUfPKZoVZEJCXfPEcJMBgDRtGjxf+ALs8TjkwUGog4PwbtwI9cYbyz20isF+zz1wz50LZWAAst8PByFwf/3r4woKdtTwWMDsYoakOBVD3vrKE0NSSws8998PeygEORCAOjAAz2WXQS1Ch4BSI9xkFYizin4sCpLEELMMybbJJ4bsN9yA+EsvAZIEKRodd3xHLpy31oe/AXCRCPy9GnwNdNH7yzfb4QQQzHu8FQAAIk1JREFUmrEIbedl16F6vDTMdOMwEs1a02EMUNHWMC+/ejmTHbmtDY4HHyz489ZPp9WIbWYMvWeoGIpLDijqxMrulKZNg+vhh8s9jIrGtmlTQS3T7gY3dADxgez6k8l6ZcejyW1tcH3rW+UeRsGZfDvrJMDhoWIoOWaIlxySbZPPGqBcfjlc06fDNjQE99VXWz3LSsG0GQ7EWR2YIzup0IgEDZA9tCbLBR9dWbKxNM6mJ0iHkVkMqSHqzpu+pLT1aqY69dPpKd0GHZ1H6QlfU5zlHJJgguBtpIcpI5SdGFJZpqKvsfIsQ5MZYRmqQNysxL8KHaZJIMsSePiQYp98YggA7HfeiXKcg2RZQsThgz3WgyPb+7H2+nr898NH4CIRhGQv3v3AvJKNZTprHGuDnmKl4mhxE26WTj9nlbAMlZKG6YmN6ez+QQCAYRNiSDA2VY1ODAIg4ezEkI0F59c0CTFUSoRlqAJxsaq2EgA9ToOFzEkuhspKI+0+f3w7LfzY/p/tAADbmhWwO0v3FalttsNgX8mOYyOtQyf2haDAhAkJ81ZWlWxcAsBml63ieb1HBwEAxCHEkGBsaltYFerY2GIoGjasoqp1LUIMlRIhhioQV01ikQ0F6BeDd7BX7MKYV2hqFlAx1H+oB6cOhlDVRaup3vjF0rnIAGqlisq8QNtIMfT2m9RFFlaqSirSBBTuFhs6Qz8HySXEkGBs6tuoGLLpY4uh/s649e+6lsqMGZqsiBW1AnHXJRbZaMgAMc2Em8whLEOFZtYFVAyZHZ345ef3QIGJQXcrNvxTY8nHotuoGOo9PXLhPHOAxjRpLuEiKwc6c4vpvYMAANUrxJBgbKax8gsOMwLTHL1Z60AXdZFpUOF0i7W+lAgxVIHYaxK1S8KDccAwQNiXSBViqOBcfjsN2PZFuxF45mUAwMxbVpdlLKYrc+PYnmPUIiHXiuDpcsDdYmpwEABgqxJiSDA2zXPoeq7AxGC3Nuq1lhiShIus1AgxVIEobhd0UNETHYgAsZjVtFV1TcwmeJXM7KUeDHqmAwAciCMqOXH7N5eXZSyyhy6cw5u1AkDgDLUMuRqFZagccLdYlT4IAPA0lqYWlmBi42uwWet51/HRXWWBXuom0xXhIis1E0YMDQwMYNOmTfD5fPD5fNi0aRMGBwczXq9pGj73uc9h+fLl8Hg8aG1txYc+9CF0dHSUbtD54nbD4GKon4ohbhlSnEIMFYN1D1wOE7RmTMuHrsW0tvKczNRqahkK9YwUQ1bBxZlCDJUDxZ1qCapuEWJIMDayLCEm00NOz6kxxFAPtQyZNmEZKjUTJhr3tttuw5kzZ7B582YAwL/8y79g06ZN+GNSl+pkwuEwdu3ahX//93/HypUrMTAwgPvuuw8333wz3njjjVIOPXccDphcDPkjQNxplaC2CctQUfjAl87DGxd+EpEhvSStNzLhrKWLZqR/5KJpDlA3mSi4WB7stamtN+pnecs0EsFEQ7e5gFgQfWdGF0OhfiqGiF2IoVIzIcTQwYMHsXnzZmzbtg0XXnghAOCxxx7D+vXrcfjwYSxcuHDE7/h8Pjz//PMpj33/+9/HunXrcOrUKcycObMkY88HyWaDKckAAaKDUZBkN5lbiKFisfb6+nIPAe5pbsQAaP40nesj1E02fZEQQ+Wguq0asZ2J/zfOEZYhQXaYDhcQAwa7shNDkkOIoVIzIdxkW7duhc/ns4QQAFx00UXw+XzYsmVL1s/j9/shSRJqWBPHdMRiMQQCgZQ/5cCUqGUoFowD8TgkVmjI7poQ+lWQJ1W8Wm0wddFMKbi4UoihcjBtbup9n7lEWIYE2cHjzQLnRhdD4UEqhmSXEEOlZkKIoa6uLjQ2jkxzbmxsRFdXV1bPEY1G8fnPfx633XYbqqszbyaPPPKIFZfk8/kwo4StIZIx2UcTDcQBTUtYhkQ22aSmdjpr1hpObep4Yl8IMghMSJizQmzC5aA1ySKnQcW8VaLwpSA7FC91sYZ6RhdDsQANoFbcIoC61JRVDD300EOQJGnUPzy+R5JGNkQkhKR9fDiapuHWW2+FaZr40Y9+NOq1Dz74IPx+v/Xn9OnT+b25cUIk+tFoYQ0kHodEuGVIiKHJzPRFdIO1R4dSHj++m1oow0oVbPYJcYaZdCzaUGv9O6a4J1yTVkH5sPsyxwImEw9Qy5DNKyxDpaasPpe7774bt95666jXzJ49G3v27MG5c+dG/KynpwdNTaMHu2qahve97304fvw4XnzxxVGtQgDgcDjgqAB/LRdDsaBO3WRMDNkcYiOczMxZUYWXAbhJCJGgAZeXit+zB0XBxXIzZ5kXfnsDfPFeSOfNL/dwBBMIZ60LBEDMP7oY0kIx2AE4qoRlqNSUVQw1NDSgoaFhzOvWr18Pv9+PHTt2YN26dQCA7du3w+/3Y8OGDRl/jwuhI0eO4KWXXkJ9ffkDZLNGpqdOLaIDmmZ1sBeWocnN9PPcMCBDgYnje4NYsp4WWOw5RsWQXCPEUDl5x09vwd8e3Y27nrys3EMRTCA8DS4EARhD0VGvM8LUTeb0lf9APtWYEGaGxYsXY+PGjbjzzjuxbds2bNu2DXfeeSduuummlEyyRYsW4Xe/+x0AQNd1vOc978Ebb7yBp556CoZhoKurC11dXYjH45leqnJglqF4JNUyZBcl2ic1iiohrFBX2cm9ieB9/2n6b6couFhWrv3wdHxjzw2YK+K2BDlQ1UjdZOYYnevNKHWTCTFUeiaEGAKAp556CsuXL8d1112H6667DitWrMATTzyRcs3hw4fh99NaLGfOnMEzzzyDM2fOYNWqVWhpabH+5JKBVi4Ii4XSogaIpkHmYsgpxNBkR3dTwdNxOBE3FO2mYqi6TYghgWCiUcM610vR0cUQYWLIUyfEUKmZMHnadXV1ePLJJ0e9hnd2B2isUfL/JxoSc5PpURPQdctN5hCWoUmPXF0FDAF9xxOWIaOfFVycK8SQQDDRqJtOxZCqjS6GpDgVQ1UNQgyVmgljGZpqWGIobrCYIQMAYHeKj2yy45hG3WSBswnLkD00AACYvbo27e8IBILKpaGN1hmyG6OLIUWnIRzV04QYKjViZ61QWMgQtLhJ3WTcMuQRlqHJjreFiqEI60Xm79XgMYMAgKWXCjEkEEw0mljnejs0hAJ6xutUg1qGqqeJbLJSI8RQhcItQ0bchBmLQ2WWIYfIJpv08N5j3DW2/x/UKhSVnGiZ48r4ewKBoDJpnOEED9o4dyJzRpmNUDFU2ywsQ6VGiKEKRWaax9AI9JhpPe4UlqFJz9y1dQAAe7AfAHBsBxNDTmEVEggmIooqISrRg0z3ifSuslBAtw699S1CDJUaIYYqFJnHDOkEkWDCrOpwiY9ssrPiCloPy2MG0dcRQ8cBKoakeiGGBIKJiqZSMdSboXN9f2ei5Etts3CTlRqxs1YoCjMAmZqJSDiRFef0CsvQZKdplhMRifYo2/1SP/oO9QAAvDPryjksgUAwDkw7FUMDZzOJIeoii8MmWu6UAXHHKxTLTWYQxEIJy5BTpNZPCaJeah06tqMP2mnaimbG2tFbzwgEggrGRcXQYGc47Y8Hz1ExpMnCRVYOhBiqULhliBgEsQi1DJmQRHPIKYKthbapObWjC+5QNwBgxbVCDAkEExXZwzrX96UPoA70UDFkKEIMlQMhhioUlZXDNA2CaJQGUBsQVqGpwvQLpwMAtO27YIeGOGxYfc0E6q0nEAhSsLHO9eHe9JahQC8VQ6ZNiKFyIMRQhcLFEDEI4hEqhkzxcU0Z1r17BgDARWh8Qbhhlii4KRBMYJy1VAxFB9LHDAX7qBgiDiGGyoFYXSsUSwyZJuIx7iYTlqGpwoU3TkNATWSPtV29oIyjEQgE48XTQMWQPpReDEUGaDaZ5BCZZOVAiKEKRbXT2CBiEsTi9N+mJD6uqYKiSlh899UwIWHQ2YT/8d2V5R6SQCAYB1bn+lAGMTRILUOKW1iGysGEadQ61bDZWKC0aSLCvjvCMjS1+Oh3lqLj7rlomO4QLjKBYIJT0+rGOWTuXB8NxCADUD1CDJUDIYYqFBu3lJoEsRj7pyw2xKlG6zzRfkMgmAzUz2Cd6+PpA6jjwRicAGwe4SYrB2J3rVDszE0GYiIWYy4zSViGBAKBYCIyjYmhTJ3r9SA99TqqhWWoHAgxVKHYHFQASYQgzmKGiLAMCQQCwYSkZR6tKp+pc70RpgHUTp8QQ+VA7K4VisPJxZCJmMasRCKAWiAQCCYkDdMdMEHX8o6jI61DJEotQ64aIYbKgdhdKxS7i7rEJGJC09iDinCTCQQCwUREUSXEeOf6k2nEEAsO9dYLMVQOhBiqUJysO71MDGjcMiSLVhwCgUAwUdFsrHP9qZFB1LJGxVBVgxBD5UCIoQrFVUU/GoUY0HQqgmRVWIYEAoFgomLwzvUdIy1Dik5jhqoaRDZZORBiqELx1NgAAAp06EwMSYqwDAkEAsFERXLTIGp/10gxpBq0gWtNo7AMlQMhhiqUKuY3tkETliGBQCCYBCheahkK9qSKIS1uwgnqJps2U9QWKwdCDFUo1Y1OAIAEIE6tp5Bt4uMSCASCiYq9hgqdSF9qzFDv2Zj176ZZzpKOSUARu2uFUtXssf6tMTGkCDEkEAgEExbeuT7mT7UMdZ+kLrI4bHB5hQegHIjdtUJx1XthsI/H0EwAgGIXXxKBQCCYqHimsc71gVQx1HeWiSFZWIXKhRBDlYrHA523jtOpGFIdQgwJBALBRMXXTAOoSThVDPHsMsMmxFC5EGKoQpG8XugSzSiTdFp1UXUKMSQQCAQTlZoWahmSh3Wu93dTy5DpEMHT5UKIoUqlqgoma8yqmFQM2Vy2co5IIBAIBOOggXeu11IDqIeYGJKcwjJULoQYqlAkp9MSQ3ZCMw1UtxBDAoFAMFHhafMOMwLTJNbjoV5qKVK8QgyVCyGGKhhTpmLIAdbNuEZ8UQQCgWCiwjvXqzDg79Wsx6OD1DKkCjFUNoQYqmSGdal3N7jLNBCBQCAQjJeaRht00ENu1/FE3FDMT8WQOPCWDyGGKhiipH48HiGGBAKBYMIiyxJiMl3HO46ErMf1IBNDtUIMlQshhioYSR4mhpq8ZRqJQCAQCAqB5qDr+LljCTFkhqgY8jaIbLJyIcRQBSMNy6Tn/coEAoFAMEHx0u4CvSeCicciNLuMt2ESlB4hhioYZViX+uoGe5lGIhAIBIJCoNZQy5D/bEIMKTEqhqbN9qT9HUHxEWKoglHV1P9XN4jUeoFAIJjIOBuoGAqdS4ghh05dZi3zhRgqF0IMVTD2YRZTn7AMCQQCwYSmqoWKoXg/FUP+Xg120DT76QuEGCoXE0YMDQwMYNOmTfD5fPD5fNi0aRMGBwdH/Z2HHnoIixYtgsfjQW1tLa655hps3769NAMuAG4XSfm/T1iGBAKBYEJTN5OKITNAxdCZw9QqpENBfas48JaLCSOGbrvtNrS3t2Pz5s3YvHkz2tvbsWnTplF/Z8GCBfjBD36AvXv34rXXXsPs2bNx3XXXoaenp0SjHh9eT0IMReGAokqjXC0QCASCSqdxLhVDSoSKoY6jVAxFFQ9kWazx5UId+5Lyc/DgQWzevBnbtm3DhRdeCAB47LHHsH79ehw+fBgLFy5M+3u33XZbyv+//e1v4/HHH8eePXtw9dVXF33c46XaJ6GP/VuTRSaZQCAQTHRaF3jxJgCHRsVQzwkaPK3bRR25cjIhLENbt26Fz+ezhBAAXHTRRfD5fNiyZUtWzxGPx/HTn/4UPp8PK1euLNZQC4qvNnFK0GVhPhUIBIKJzqyl1DLkQBwD3XH0n6aWIeIW8ULlZEJYhrq6utDY2Dji8cbGRnR1dY36u88++yxuvfVWhMNhtLS04Pnnn0dDQ0PG62OxGGKxmPX/QCCQ/8DHSUNLUoyQbUJ8VAKBQCAYhfpWO+KwwQ4NR94IYOAk3WPU2qoyj2xqU1bL0EMPPQRJkkb988YbbwAAJGmkL5UQkvbxZK688kq0t7djy5Yt2LhxI973vvehu7s74/WPPPKIFaTt8/kwY8aM8b3JcbB4ZZI1SFEyXygQCASCCYEsS4g4awEAx94YwNBZKoa8rdXlHNaUp6zmhrvvvhu33nrrqNfMnj0be/bswblz50b8rKenB01NTaP+vsfjwfz58zF//nxcdNFFOO+88/D444/jwQcfTHv9gw8+iPvvv9/6fyAQKJsg8q1ZgIDcjWpzEA2zhD9ZIBAIJgOkphbo6kbHgUFovX4AQO1sX5lHNbUpqxhqaGgY1WXFWb9+Pfx+P3bs2IF169YBALZv3w6/348NGzbk9JqEkBQ32HAcDgccjsoIVpZXrMCGq17BzkOzcN930geJCwQCgWBi4WypAbqA/qMDkFgoRssiIYbKyYQIoF68eDE2btyIO++8E9u2bcO2bdtw55134qabbkrJJFu0aBF+97vfAQBCoRC+8IUvYNu2bTh58iR27dqFj370ozhz5gze+973luut5IRks+Fd/+cWfPX3y9F47ZpyD0cgEAgEBaBuLnWThTsG4IwNAgBmrxRiqJxMCDEEAE899RSWL1+O6667Dtdddx1WrFiBJ554IuWaw4cPw++nJkdFUXDo0CG8+93vxoIFC3DTTTehp6cHr776KpYuXVqOt5AX8ty5UNYIISQQCASThbYVdQAAd+fbcCAOAzKWX1Zb5lFNbSRCCBn7sqlLIBCAz+eD3+9HdbUIcBMIBALB+Di+L4j/u/xR6/9+ewO+HftkGUc0Ocll/54wliGBQCAQCCYDc5Z5MaQk3GJSa0sZRyMAhBgSCAQCgaDkyAvmW/+ev3H+KFcKSoEQQwKBQCAQlJg7Hr8UfmcjBqfNx4e+uaTcw5nyiLLGAoFAIBCUmCXrffh25OPlHoaAISxDAoFAIBAIpjRCDAkEAoFAIJjSCDEkEAgEAoFgSiPEkEAgEAgEgimNEEMCgUAgEAimNEIMCQQCgUAgmNIIMSQQCAQCgWBKI8SQQCAQCASCKY0QQwKBQCAQCKY0QgwJBAKBQCCY0ggxJBAIBAKBYEojxJBAIBAIBIIpjRBDAoFAIBAIpjRCDAkEAoFAIJjSqOUeQKVDCAEABAKBMo9EIBAIBAJBtvB9m+/joyHE0BgMDQ0BAGbMmFHmkQgEAoFAIMiVoaEh+Hy+Ua+RSDaSaQpjmiY6OjpQVVUFSZIK+tyBQAAzZszA6dOnUV1dXdDnngyI+zM24h6Njrg/YyPu0eiI+zM2lXqPCCEYGhpCa2srZHn0qCBhGRoDWZbR1tZW1Neorq6uqAlUaYj7MzbiHo2OuD9jI+7R6Ij7MzaVeI/GsghxRAC1QCAQCASCKY0QQwKBQCAQCKY0QgyVEYfDgS9/+ctwOBzlHkpFIu7P2Ih7NDri/oyNuEejI+7P2EyGeyQCqAUCgUAgEExphGVIIBAIBALBlEaIIYFAIBAIBFMaIYYEAoFAIBBMaYQYEggEAoFAMKURYqhM/OhHP8KcOXPgdDqxZs0avPrqq+UeUkl45JFHcMEFF6CqqgqNjY245ZZbcPjw4ZRrCCF46KGH0NraCpfLhSuuuAL79+9PuSYWi+FTn/oUGhoa4PF4cPPNN+PMmTOlfCsl4ZFHHoEkSbjvvvusx8T9Ac6ePYvbb78d9fX1cLvdWLVqFXbu3Gn9fCrfI13X8W//9m+YM2cOXC4X5s6di6985SswTdO6Zqrdn7///e945zvfidbWVkiShN///vcpPy/U/RgYGMCmTZvg8/ng8/mwadMmDA4OFvndjZ/R7o+mafjc5z6H5cuXw+PxoLW1FR/60IfQ0dGR8hwT/v4QQcn51a9+RWw2G3nsscfIgQMHyL333ks8Hg85efJkuYdWdK6//nryi1/8guzbt4+0t7eTG2+8kcycOZMEg0Hrmm984xukqqqK/Pa3vyV79+4l73//+0lLSwsJBALWNXfddReZPn06ef7558muXbvIlVdeSVauXEl0XS/H2yoKO3bsILNnzyYrVqwg9957r/X4VL8//f39ZNasWeSOO+4g27dvJ8ePHycvvPACOXr0qHXNVL5HX/va10h9fT159tlnyfHjx8lvfvMb4vV6yXe/+13rmql2f5577jnyxS9+kfz2t78lAMjvfve7lJ8X6n5s3LiRLFu2jGzZsoVs2bKFLFu2jNx0002lept5M9r9GRwcJNdccw359a9/TQ4dOkS2bt1KLrzwQrJmzZqU55jo90eIoTKwbt06ctddd6U8tmjRIvL5z3++TCMqH93d3QQAeeWVVwghhJimSZqbm8k3vvEN65poNEp8Ph/5yU9+QgihX06bzUZ+9atfWdecPXuWyLJMNm/eXNo3UCSGhobIeeedR55//nly+eWXW2JI3B9CPve5z5FLLrkk48+n+j268cYbyUc+8pGUx/75n/+Z3H777YQQcX+Gb/aFuh8HDhwgAMi2bdusa7Zu3UoAkEOHDhX5XRWOdGJxODt27CAArAP8ZLg/wk1WYuLxOHbu3Inrrrsu5fHrrrsOW7ZsKdOoyoff7wcA1NXVAQCOHz+Orq6ulPvjcDhw+eWXW/dn586d0DQt5ZrW1lYsW7Zs0tzDT37yk7jxxhtxzTXXpDwu7g/wzDPPYO3atXjve9+LxsZGrF69Go899pj186l+jy655BL87W9/w1tvvQUA2L17N1577TXccMMNAMT9GU6h7sfWrVvh8/lw4YUXWtdcdNFF8Pl8k+6e+f1+SJKEmpoaAJPj/ohGrSWmt7cXhmGgqakp5fGmpiZ0dXWVaVTlgRCC+++/H5dccgmWLVsGANY9SHd/Tp48aV1jt9tRW1s74prJcA9/9atfYdeuXXj99ddH/EzcH+Dtt9/Gj3/8Y9x///34whe+gB07duCee+6Bw+HAhz70oSl/jz73uc/B7/dj0aJFUBQFhmHg4Ycfxgc+8AEAYg4Np1D3o6urC42NjSOev7GxcVLds2g0is9//vO47bbbrKask+H+CDFUJiRJSvk/IWTEY5Odu+++G3v27MFrr7024mf53J/JcA9Pnz6Ne++9F3/961/hdDozXjdV7w8AmKaJtWvX4utf/zoAYPXq1di/fz9+/OMf40Mf+pB13VS9R7/+9a/x5JNP4pe//CWWLl2K9vZ23HfffWhtbcWHP/xh67qpen8yUYj7ke76yXTPNE3DrbfeCtM08aMf/WjM6yfS/RFushLT0NAARVFGKOHu7u4RJ5PJzKc+9Sk888wzeOmll9DW1mY93tzcDACj3p/m5mbE43EMDAxkvGaisnPnTnR3d2PNmjVQVRWqquKVV17B9773Paiqar2/qXp/AKClpQVLlixJeWzx4sU4deoUADGHPvvZz+Lzn/88br31VixfvhybNm3Cpz/9aTzyyCMAxP0ZTqHuR3NzM86dOzfi+Xt6eibFPdM0De973/tw/PhxPP/885ZVCJgc90eIoRJjt9uxZs0aPP/88ymPP//889iwYUOZRlU6CCG4++678fTTT+PFF1/EnDlzUn4+Z84cNDc3p9yfeDyOV155xbo/a9asgc1mS7mms7MT+/btm/D38Oqrr8bevXvR3t5u/Vm7di0++MEPor29HXPnzp3S9wcALr744hHlGN566y3MmjULgJhD4XAYspy6tCuKYqXWT/X7M5xC3Y/169fD7/djx44d1jXbt2+H3++f8PeMC6EjR47ghRdeQH19fcrPJ8X9KX3MtoCn1j/++OPkwIED5L777iMej4ecOHGi3EMrOh//+MeJz+cjL7/8Muns7LT+hMNh65pvfOMbxOfzkaeffprs3buXfOADH0ib5trW1kZeeOEFsmvXLnLVVVdN2LTfsUjOJiNE3J8dO3YQVVXJww8/TI4cOUKeeuop4na7yZNPPmldM5Xv0Yc//GEyffp0K7X+6aefJg0NDeSBBx6wrplq92doaIi8+eab5M033yQAyLe//W3y5ptvWtlQhbofGzduJCtWrCBbt24lW7duJcuXL6+Y1PHRGO3+aJpGbr75ZtLW1kba29tT1u1YLGY9x0S/P0IMlYkf/vCHZNasWcRut5Pzzz/fSi2f7ABI++cXv/iFdY1pmuTLX/4yaW5uJg6Hg1x22WVk7969Kc8TiUTI3XffTerq6ojL5SI33XQTOXXqVInfTWkYLobE/SHkj3/8I1m2bBlxOBxk0aJF5Kc//WnKz6fyPQoEAuTee+8lM2fOJE6nk8ydO5d88YtfTNm4ptr9eemll9KuOx/+8IcJIYW7H319feSDH/wgqaqqIlVVVeSDH/wgGRgYKNG7zJ/R7s/x48czrtsvvfSS9RwT/f5IhBBSOjuUQCAQCAQCQWUhYoYEAoFAIBBMaYQYEggEAoFAMKURYkggEAgEAsGURoghgUAgEAgEUxohhgQCgUAgEExphBgSCAQCgUAwpRFiSCAQCAQCwZRGiCGBQCAQCARTGiGGBALBpOBjH/sYbrvttnIPQyAQTEBEBWqBQDDhuO+++3DixAn8/ve/tx7r7++Hw+GAx+Mp+1gEAsHEQliGBALBhOP111/HunXrUh6rq6sruRDKNBaBQDCxEGJIIBBMGDRNg91ux5YtW/DFL34RkiThwgsvxIkTJyBJEk6ePAkA1v+ffvppXHbZZXC5XFizZg1OnDiBl19+GevWrYPb7caVV16J/v5+6/lPnz6ND37wg6itrUVtbS1uu+02DAwM5DQWgUAw8RBiSCAQTBgURcFrr70GAGhvb0dnZyf+8pe/oL29HTU1NZg1a5b1MwD40Y9+hK9//evYunUr+vr6sGnTJnzzm9/ED3/4Q7z88svYu3cvHn/8cQDA0aNHsWbNGsybNw9bt27FCy+8gGPHjuGzn/1sTmMRCAQTD7XcAxAIBIJskWUZHR0dqK+vx8qVK63Hd+/ePeL/tbW1+NWvfoWGhgYAwJVXXokXX3wRBw4csNxpF1xwAbq6ugAAd911Fz7+8Y/jP/7jP6zneeCBBzKKoUxjEQgEEw8hhgQCwYTizTffHCE+2tvbUx5rb2/HzTffbAkhADh16hQ+8IEPpMQVnTp1CjfeeCNOnjyJv/3tb9iyZQseffRR6+eGYWDGjBk5jUUgEEw8hBgSCAQTiuHCB6CWoJtvvjnl/w888MCI37v77rut/0ejUbz11ltYtWoVdu/ejbq6Omzfvn3E67lcrpzGIhAIJh5CDAkEggnF3r178a53vcv6fyAQwIkTJyxRwv+/evVq65qTJ0+iv78/5bH9+/fDMAysXLkSr732GoaGhtDS0pJTRtrwsQgEgomJCKAWCAQTCtM0sWfPHnR0dMDv92P37t1QFAVLly4FQK1CsixjxYoV1u/wAOvZs2dbj+3evRtz585FVVUVLrzwQlRXV2PTpk1ob2/H0aNHsXnzZtx77705jUUgEExMhBgSCAQTiq997Wv49a9/jenTp+MrX/kKdu/ejUWLFsHhcACA9f9k91a62J7du3dj1apVAGiNoueeew4DAwO4/PLLcf755+MLX/hCinjKZiwCgWBiIipQCwQCgUAgmNIIy5BAIBAIBIIpjRBDAoFAIBAIpjRCDAkEAoFAIJjSCDEkEAgEAoFgSiPEkEAgEAgEgimNEEMCgUAgEAimNEIMCQQCgUAgmNIIMSQQCAQCgWBKI8SQQCAQCASCKY0QQwKBQCAQCKY0QgwJBAKBQCCY0ggxJBAIBAKBYErz/wP3X3Y3VDdaQAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "pop1_LB_1laser = np.zeros(len(rho_1laser.states))\n",
    "pop2_LB_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho12_LB_real_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho21_LB_real_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho12_LB_imag_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho21_LB_imag_1laser = np.zeros(len(rho_1laser.states))\n",
    "for i in range(0,len(rho_1laser.states)):\n",
    "    pop1_LB_1laser[i] = rho_1laser.states[i].full()[0][0].real\n",
    "    pop2_LB_1laser[i] = rho_1laser.states[i].full()[1][1].real\n",
    "    rho12_LB_real_1laser[i] = rho_1laser.states[i].full()[0][1].real\n",
    "    rho21_LB_real_1laser[i] = rho_1laser.states[i].full()[1][0].real\n",
    "    rho12_LB_imag_1laser[i] = rho_1laser.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag_1laser[i] = rho_1laser.states[i].full()[1][0].imag\n",
    "    \n",
    "pop1_LB_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "pop2_LB_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho12_LB_real_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho21_LB_real_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho12_LB_imag_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho21_LB_imag_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "for i in range(0,len(rho_2lasers.states)):\n",
    "    pop1_LB_2lasers[i] = rho_2lasers.states[i].full()[0][0].real\n",
    "    pop2_LB_2lasers[i] = rho_2lasers.states[i].full()[1][1].real\n",
    "    rho12_LB_real_2lasers[i] = rho_2lasers.states[i].full()[0][1].real\n",
    "    rho21_LB_real_2lasers[i] = rho_2lasers.states[i].full()[1][0].real\n",
    "    rho12_LB_imag_2lasers[i] = rho_2lasers.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag_2lasers[i] = rho_2lasers.states[i].full()[1][0].imag\n",
    "\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho11 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho22 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11 ~2lasers$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Populations\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho11 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 1\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho22 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 2\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 1 ~(2 lasers)\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 2 ~(2 lasers)\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_real_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho12 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_real_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho21 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_real_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho12 ~2lasers$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_real_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho21 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences real part\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_imag_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho12 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_imag_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho21 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_imag_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho12 ~2lasers$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_imag_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho21 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences imaginary part\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "4a56148f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.013772558742671748"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k*v"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaaf53d0",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "8d3001d1",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#For populations\n",
    "E_Amp = E*np.cos(k*v*tlist+phi_space) + 0.5\n",
    "#E_Amp = 0.1*E*np.cos(k*v*tlist+phi_space) + 0.5\n",
    "Offset = 0.5*np.ones(len(tlist))\n",
    "\n",
    "#For coherences\n",
    "#E_Amp = E*np.cos(k*v*tlist+phi_space)\n",
    "#Offset = 0*np.ones(len(tlist))\n",
    "\n",
    "##Plot\n",
    "\n",
    "font_size = 14\n",
    "font_size_lgd = 10\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB_1laser[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{11} ~(1 ~laser)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop2_LB_1laser[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{22} ~(1 ~laser)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB_2lasers[0:len(tlist)], \"-.\", c=\"cyan\", label=\"$\\\\rho_{11} ~(2 ~lasers)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop2_LB_2lasers[0:len(tlist)], \"-.\",c=\"lime\", label=\"$\\\\rho_{22} ~(2 ~lasers)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, E_Amp[0:len(tlist)], \"-\",c=\"black\", label=\"$E_{0} \\cos(kv_{z}t+\\phi_{space})$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, Offset, \"--\",c=\"black\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Populations\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "#plt.savefig('CHAPTER_4_PopulationsRegimeHarmo.png', dpi=300, bbox_inches='tight')\n",
    "#plt.savefig('CHAPTER_4_PopulationsRegimeHighI.png', dpi=300, bbox_inches='tight')\n",
    "plt.savefig('CHAPTER_4_PopulationsRegimeLowOffset.png', dpi=300, bbox_inches='tight')\n",
    "#plt.savefig('CHAPTER_4_PopulationsRegimeHighDamping.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot population in | psi_1 >\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB_1laser[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{11} ~(1 ~laser)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB_2lasers[0:len(tlist)], \"-.\", c=\"cyan\", label=\"$\\\\rho_{11} ~(2 ~lasers)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, E_Amp[0:len(tlist)], \"-\",c=\"black\", label=\"$E_{0} \\cos(kv_{z}t+\\phi_{space})$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, Offset, \"--\",c=\"black\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Population $\\\\rho_{11}$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "#plt.savefig('CHAPTER_4_Population1RegimeHarmo.png', dpi=300, bbox_inches='tight')\n",
    "#plt.savefig('CHAPTER_4_Population1RegimeHighI.png', dpi=300, bbox_inches='tight')\n",
    "plt.savefig('CHAPTER_4_Population1RegimeLowOffset.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_LB_real_1laser[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{12} ~(1 ~laser)$\")\n",
    "#plt.plot(tlist[0:len(tlist)]*Gamma, rho21_LB_real_1laser[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{21} ~(1 ~laser)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_LB_real_2lasers[0:len(tlist)], \"-.\", c=\"cyan\", label=\"$\\\\rho_{12} ~(2 ~lasers)$\")\n",
    "#plt.plot(tlist[0:len(tlist)]*Gamma, rho21_LB_real_2lasers[0:len(tlist)], \"-.\",c=\"lime\", label=\"$\\\\rho_{21} ~(2 ~lasers)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, E_Amp[0:len(tlist)], \"-\",c=\"black\", label=\"$E_{0} \\cos(kv_{z}t+\\phi_{space})$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, Offset, \"--\",c=\"black\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Coherences real part\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "#plt.savefig('CHAPTER_4_CoherencesRealRegimeHarmo.png', dpi=300, bbox_inches='tight')\n",
    "#plt.savefig('CHAPTER_4_Coherence12RealRegimeHarmo.png', dpi=300, bbox_inches='tight')\n",
    "#plt.savefig('CHAPTER_4_CoherencesRealRegimeHighI.png', dpi=300, bbox_inches='tight')\n",
    "plt.savefig('CHAPTER_4_CoherencesRealRegimeLowOffset.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_LB_imag_1laser[0:len(tlist)], \"-\", c=\"blue\", label=\"$\\\\rho_{12} ~(1 ~laser)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho21_LB_imag_1laser[0:len(tlist)], \"-\",c=\"darkgreen\", label=\"$\\\\rho_{21} ~(1 ~laser)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho12_LB_imag_2lasers[0:len(tlist)], \":\", c=\"cyan\", label=\"$\\\\rho_{12} ~(2 ~lasers)$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, rho21_LB_imag_2lasers[0:len(tlist)], \":\",c=\"lime\", label=\"$\\\\rho_{21} ~(2 ~lasers)$\")\n",
    "plt.xlabel(\"$time  ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"Coherences imaginary part\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size)\n",
    "#plt.savefig('CHAPTER_4_CoherencesImagRegimeHarmo.png', dpi=300, bbox_inches='tight')\n",
    "#plt.savefig('CHAPTER_4_CoherencesImagRegimeHighI.png', dpi=300, bbox_inches='tight')\n",
    "plt.savefig('CHAPTER_4_CoherencesImagRegimeLowOffset.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7150eb97",
   "metadata": {},
   "source": [
    "### Populations and coherences : Fourier Transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "31bf06fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CocC8efOkY7i5uaFv3764cOGCtC4oKAgDBgzAwoULAQDNmzfHli1bcPXqVZiZmWl9jUTaYgFFRERaiYqKwogRI6QipZStre0j94mJj9cooGJiYhAQECAVTwCQnJyMUaNGScVT6bqBAwcCAJKSkrBkyRKEh4cjNTUVhYWFyMvLQ1hYGABI3X9nz57VOLe5ubnGuYkqEwsoIiJ9srQsaQnS17lliI6Oxvz589GkSROt94k9fx4Br7zy73JsLGbPnq0RExMTg6CgIGk5Ly8Ply5dgre3NzIyMtC+fXv07NkTS5cuhaurK9RqNXx9feHt7S0d08zMDK1atdI47vnz5zFmzBhZ10ikLRZQRET6pFDI6kbTl6tXryI7Oxtt2rTReh/V3btIvHZNagVSqVRITEzUOEZSUhJu376tse7cuXMoLi6Gl5cXduzYgaKiInz//fdQ/DNe66uvvkJBQYFUQBkbG6OoqAh5eXmoVasWACAiIgKxsbFsgSKdYQFFRESPFRUVBQBwdHSUxiaVcnBwgJFR2Td1x/79N4yNjaWWodjYWBgZGWkMQo+JiUGdOnXQqFGjf/eLjcVzzz0Ha2tr2NnZQaVSYefOnWjZsiV27dqFsLAwuLq6ol69egAAHx8fmJqa4u2338bMmTMRHx+PGTNmAIBUZBFVNk5jQEREj3X69GkAQLNmzeDs7Cw9GjZsWGY6gVKxf/+N5o0bw9zcvGQ5NhbNmzeHhYWFFBMdHV2mlSg2NlYqfAYOHIjx48cjMDAQXbt2RWpqKkaOHKlRGDk7O2PDhg349ddf0bp1a2zYsAHjxo1DkyZNOAcV6YxCCCH0nURNo1KpoFQqkZOTAxsbG32nQ6SdB9/Ozj8LOpOXl4eEhAS4u7tL3U010qlTJV/r1QP+mcKgqqjVavTs2RNdunRBaGholZ6bqr+KfgflvH6zC4+IiAza4cOHcevWLbRp0wYZGRlYsmQJEhMTsWPHDn2nRjUYCygiIjJoN2/exLvvvovU1FQ4OjqiT58+OHHiBLvvSKdYQBERkUEbMWIERowYoe806BnDQeREREREMrGAIiIiIpKJBRQRERGRTCygiIiIiGQy2AIqLCwMCoVCmm0WAIQQmDt3LlxcXGBhYYEePXrg3LlzGvvl5+dj2rRpsLe3h5WVFQICAnDt2jWNmKysLAQGBkKpVEKpVCIwMBDZ2dlVcFVERERkCAyygDp58iTWrl2r8XEAALB48WIsXboUK1aswMmTJ+Hk5IS+ffvizp07UsyMGTOwY8cObN26FUeOHMHdu3cxaNAgFBcXSzGjR49GTEwM9u7di7179yImJgaBgYFVdn1ERERUvRlcAXX37l28+uqr+Prrr2FrayutF0Jg2bJlmDNnDoYNGwYPDw9s3rwZ9+/fx3fffQcAyMnJwfr16/HZZ5+hT58+aNOmDbZs2YK4uDgcOHAAQMmnd+/duxfr1q1Dp06d0KlTJ3z99df47bffcPHiRb1cMxEREVUvBldATZ06FQMHDkSfPn001ickJCAtLQ3+/v7SOnNzc/j5+eHo0aMASj4Ms7CwUCPGxcUFHh4eUkxkZCSUSiU6dOggxXTs2BFKpVKKeVh+fj5UKpXGg4iIiGoug5pIc+vWrTh9+jROnjxZZlvpp4M7OjpqrHd0dERSUpIUY2ZmptFyVRpTun9aWhocHBzKHN/BwaHMJ5CXCgsLw7x58+RfEBERERkkg2mBSklJwZtvvoktW7ZU+AGcigc/EBUlXXsPr3vYwzHlxVd0nJCQEOTk5EiPlJSUCs9HRESVKzMzEw4ODkhMTJS136xZszB48GDdJFWJmjdvjnXr1uk7DQwfPhxLly7VKnbixIkYPXq0jjPSH4MpoKKiopCeng4fHx+YmJjAxMQEERER+PLLL2FiYiK1PD3cSpSeni5tc3JyQkFBAbKysiqMuXnzZpnz37p1q0zrVilzc3PY2NhoPIiIqOqEhYVh8ODBaNSokca6du3awdraGg4ODhgyZEiZsawxMTHw9vZ+qnPPmDEDQ4YMeapjVCQ3NxeXL1+Gl5eXzs6hrQ8//BALFy7UaqhKWFgYvv766yrISj8MpoDq3bs34uLiEBMTIz18fX3x6quvIiYmBs899xycnJywf/9+aZ+CggJERESgc+fOAAAfHx+YmppqxNy4cQNnz56VYjp16oScnBycOHFCijl+/DhycnKkGCIiqj5yc3Oxfv16vP766xrrIyIiMHXqVBw7dgz79+9HUVER/P39ce/ePSkmNjYWbdq0earznzx5Eu3bt9cqtkePHti0aZOs4589exZCCHh4eDxBdpWrdevWaNSoEb799tvHxtrZ2cHKyqoKstITYcD8/PzEm2++KS0vWrRIKJVKsX37dhEXFydGjRolnJ2dhUqlkmImTZok6tevLw4cOCBOnz4tevXqJby8vERRUZEU88ILL4jWrVuLyMhIERkZKTw9PcWgQYO0zisnJ0cAEDk5OZVynURVAvj3QTqTm5sr4uPjRW5urr5T0a2TJ0seiYlCCCGKi4vFokWLROPGjYWZmZlo0KCBWLBggRBCiLy8PDFt2jRRr149YW5uLrp06SJOnDihcbgff/xReHh4iFq1agk7OzvRu3dvcffuXSGEED///LOwt7d/bErp6ekCgIiIiBBCCJGcnCwAiCtXrgghhMjKyhKDBg0SnTp1EtevXxdCCFGvXj3x9ddfaxznxIkTwszMTFy4cEGYmpoKANKjffv2Febg5+cnNm7c+NhchRAiOjpa9OzZU5iZmQkAwt7eXixdulSrfXVp7ty5olu3bhXGJCQkCAAi8Z/7X7r8888/i27duolatWqJtm3bioSEBHHo0CHRrl07YWFhIXr06CEyMzM1jjVv3jzh4eEhLC0thYODg5g0aZIoKCiQtp89e1Y6ppeXlzhy5IgAIGJiYsrNraLfQTmv3wbTAqWN2bNnY8aMGZgyZQp8fX2RmpqKffv2wdraWor5/PPPMWTIEIwcORJdunSBpaUldu3aBWNjYynm22+/haenJ/z9/eHv74/WrVvjm2++0cclERFVSx999BGef/55vPrqq8jJycGuXbvQtm1bbNiwodz4kJAQfPLJJ/jggw8QHx+P7777ThoWMXv2bPz888/YvHkzTp8+jSZNmqBfv364ffs2gJKeglGjRuG1117D+fPnER4ejmHDhkEIAQA4fPgwfH19H5tzTk4OgJKWEaCk+06pVMLd3R1xcXFo164dnJ2dER4eDmdnZwCAh4dHmQmZQ0JC8MYbb6Bp06Y4cuSIdKwbN27gjz/+kPtUluvKlSvw8/NDr169EBAQgGHDhmHWrFkIDg7GqVOnKuUcT6p9+/Y4ceIE8vPzHxkTExODOnXqwM3NTVoGgJUrVyI0NBSRkZHIzMxEYGAgPvnkE3z11VcIDw9HXFwc1q9fLx1HCIHi4mKsWbMG8fHx2LRpE3766SdpPNi5c+fQsWNHdOvWDdHR0fjwww8xfPhwmJqaokWLFrp7Ev5JjioZW6DIILEFqkqU+e9XrRaiqEg/D7X6ia5h//79YtKkSUKlUolFixaJHj16CC8vL3Hx4sV/gx5ogVKpVMLc3LxMS44QQty9e1eYmpqKb7/9VlpXUFAgXFxcxOLFi4UQQkRFRWm0ZjzsxRdfFK+99lqFOavVajF48GDRtWtXad38+fNF9+7dxbfffivq1KkjVq9eXWa/6dOnC39/f2n5jz/+ELVr1xY3b94UQgixY8cOUbdu3QrP/SBtW6D69Okjxo4dK4QQon379mLJkiWiuLhY1KlTR++tULGxsRXeDyFKWqn8/Pw0lm1tbcWtW7ekdWPHjhUNGzaUWhKFKOkBCg4OrvD8o0aNEtOnTxdCCNGjRw8xcuRIje1Dhw4VXl5ej9y/slqgDGoaAyKiGketBo5E6+fcXdsAD7S+ays6Ohr//e9/YW1tjXfeeQc7duzAzJkz0axZs3Ljz58/j/z8fPTu3bvMtitXrqCwsBBdunSR1pmamqJ9+/Y4f/48AMDLywu9e/eGp6cn+vXrB39/fwwfPlyakiY3N7fCd2cDQFBQEM6cOSO1GAElrSJxcXEICgrC7t27yx3n6uHhgZ9//hlASWvIe++9h7ffflua7iY6OrrCwd2hoaEIDQ2VlnNzc3Hs2DEEBQVJ6/bs2YNu3bpJy2lpaTh48CCOHj2K4uJixMXFITQ0FEZGRjAxMYGZmVmF16prFhYWAID79+8/MiYmJkbjeYmJiUFAQADs7e2ldcnJyRg1apTGOKnk5GQMHDhQWk5KSsKSJUsQHh6O1NRUFBYWIi8vD2FhYUhMTER4eDjOnj2rcW5zc/MqGXBfo7rwiIhI91q0aIFdu3YBAPbu3QshBBYvXozr16+XG1/6glse8U83XEVT0BgbG2P//v3Ys2cPWrZsieXLl+P5559HQkICAMDe3r7Mu6sfNG3aNOzcuROHDh1C/fr1pfUxMTF46aWXkJeX98jPO/X09ERqaipUKhV++OEHXLt2DcHBwRrHqOjFetKkSWXe/DR//vwy6x507NgxqNVqeHt748KFC8jNzYW3tzdSUlKQkZEhFZtr1qxB27Zt4eHhIU0XMGTIELz88sto164dmjZtitjYWOm433zzDTp06ABPT08EBASgoKAAQEmRMmjQIHh7e6NVq1ZITU3FxYsXMWDAAPj4+KBHjx7IyMiQjlPatVqvXr1HXndsbKzGuxtjY2PRsWNHjZiYmBiNSavz8vJw6dIlab+MjAy0b98eGRkZWLp0KY4cOYLIyEgYGxvD29sbsbGxMDMzQ6tWrTSOe/78+ad+Z6VWHttGRbKxC48MErvwqkRN6MITQog333xTNGjQQHTp0kWkpKSIbdu2CTc3N7F27dqSgAe68HJzc4WFhcUju/DMzMzKdOG5urqKJUuWlHvuoqIi4erqKj777DMhhBBLliwpt8tGrVaLqVOnChcXF3Hp0iWNbSqVSigUCnH69GmxceNGYWNjI86ePVvmGHfu3BEKhUIcPnxYNG3aVKxcuVJju7u7u9aDwoXQrgtv27ZtAoDIzs4WW7ZsEfXr1xdCCDFnzhzRsmVLIYQQt2/fFm3btpXeAJWVlSXlU9r1uWnTJqkbUAghMjIypO/HjRsnDhw4IPLz80WrVq2kgfWZmZkiLy9P9O7dW6SkpAghhFi+fLkICwuT9l23bp2UU3lycnKEQqEQUVFRGsvHjh2TYhITEwUAkZCQIK07deqUUCgU0hu/Nm/eLOzs7IT6gZ/TFStWCAAiPT1d7Nq1SxgZGWl0xYWHhwsA4s8//3xkfpXVhce/lDrAAooMEguoKvGsvguvdAzM5s2bxeXLl0VkZKRYt26dEKKkGHNxcRF79uwR586dE2PGjBG2trbi9u3bQgghjh07JhYuXChOnjwpkpKSxA8//CDMzMzE77//LoQQ4syZM8LExESKLzV58mShVCpFeHi4uHHjhvS4f/++OHz4sDAxMRF5eXlCCCHeeust4e7urjFGp1SjRo1Ex44dRdOmTUVhYaHGNjc3NzFz5kyRmpoqsrOzH/u0aFNAJSUlCRMTExEcHCzeeOMN4efnJ7766ithaWkpjh8/LoQoKQDd3NzErFmzpMLvzp07wsXFRSqqjh8/Ll588UUhREkxGRoaKnx9fUXr1q1FnTp1xJEjR8TWrVvF+PHjNc6/detW4ezsLLy8vISXl5do3ry5+PTTT6XtY8aMqXDM2cPP7eHDh4WxsbG4f/++FPPLL7+IOnXqaOy3fv160bhxY2l5165dwsTERPzyyy/i0qVL4rPPPhP29vbC1dVVCCHE9evXhbm5uQgKChJXrlwRu3btEo0bNxYAyryT70EsoKoxFlBkkFhAVYlntYAqLi4WCxYsEG5ubsLU1FQ0bNhQhIaGCiFKnpNp06YJe3v7cqcxiI+PF/369ZOmOWjWrJlYvny5xuk6duxYZhA4Hphe4MHHxo0bxfLly4WHh4cUW1xcLAYOHCi6desm8vPzNY4zePBgAUD88MMPZS7zm2++ES4uLgLAYwc/C6H9IPL/+7//E87OzgKAMDExEe3atRPh4eEaMSqVSvzf//2faN68udi1a5f466+/RN++faXtq1atEu+//74QQogNGzaI1157TSpiGjZsKG7fvi3mzJlT5nmbM2eO+O6778rNKzc3V9jY2IjIyMhH5v7wc7t8+XLRqlUrjZiPPvpIY5C5ECUD9l966SVpWa1Wi4kTJwpra2vh4OAggoODxZQpU8TAgQOlmG+//VY0aNBAWFlZiaFDh4oFCxaIJk2aPDK30mtgAVVNsYAig8QCqko8qwWUru3evVu0aNFCFBcXV8n5qoqtra3YsWNHmfUPdklOmDBB/PTTT2LVqlWiWbNmoqCgQKSnp4vWrVtL75SbNWuW1OK3bNkyqQvuyy+/FEFBQUKIkq7RzMxMsXz5cjFmzBjp+GfOnJG+X7FihUaRVp0UFxeL7t27i5CQkArjOA8UERHRPwYMGICJEyciNTVV36lUmmvXriErKwuenp5ltn388cd4/vnn0aZNG9SqVQtDhw7FmTNnMHToUHTp0gW9evXCkiVLpHmYAgMD8fHHH8PPzw+ZmZnSMceOHYsrV67Aw8MDvr6+uHz5MsaNG4fs7Gw0b94cXl5e+O6776TzmpqaYvny5VXzBDzG4cOH8fPPP+Pq1as4ceIEXn75ZSQmJuKtt96qkvMrhPjnLRBUaVQqFZRKJXJycvi5eGQ4HnwXFP8s6ExeXh4SEhLg7u7+2LfeG7TSyR7r1QP+eREnefbs2YMRI0bgzp07j/ww+wd17doV33//PRo0aFAF2enfjz/+iHfffRepqalwdHREnz59EBoa+sjPrS1V0e+gnNdvzgNFRERUDfXv3x93797VOj41NfWZKZ4AYMSIERgxYoTezs8uPCIiohqgdF4sqhosoIiIiIhkYgFFREREJBMLKCIiIiKZWEARERERycQCioiIiEgmFlBEREREMrGAIiIiIpKJBRQRERGRTCygiIiIiGRiAUVEREQkEwsoIiLSqx49emDGjBmy98vMzISDgwMSExNl7Tdr1iwMHjxY9vmqWvPmzbFu3Tp9p4Hhw4dj6dKlWsVOnDgRo0eP1nFG1QMLKCIi0qvt27fj448/lr1fWFgYBg8ejEaNGknL7dq1g7W1NRwcHDBkyBBcvHixzH4xMTHw9vZ+4nxnzJiBIUOGPPH+2sjNzcXly5fh5eWl0/No48MPP8TChQuhUqkeGxsWFoavv/66CrLSPxZQRESkV3Z2drC2tpa1T25uLtavX4/XX39dWhcREYGpU6fi2LFj2L9/P4qKiuDv74979+5p7BsbG4s2bdo8cb4nT55E+/bttYrt0aMHNm3aJPscZ8+ehRACHh4esvetbK1bt0ajRo3w7bffPjbWzs4OVlZWVZCV/rGAIiIinfvpp5/g6ekJCwsL1K1bF3369JEKm4e78Hr06IHp06dj9uzZsLOzg5OTE+bOnatxvD179sDExASdOnWS1u3duxdjx45Fq1at4OXlhY0bNyI5ORlRUVFSTEpKCjIzM6UWqOzsbAwePBidO3fGjRs34ODgUKbb7OTJkzA3N8fFixdhZmaGo0ePYs6cOVAoFOjQoUOlPk8xMTHo1asXunbtCrVajYYNG+Lzzz+v1HM8iYCAAHz//fcVxiQmJkKhUCApKUljefv27ejevTssLCzg4+ODxMREhIeHo3379rC0tETPnj1x+/Zt6Tjz58+Hp6cnrKys4OjoiMmTJ6OwsFDjXOfOnZOO6e3tjb/++gsKhQKxsbGVf/GPwAKKiIhk++ijj/D888/j1VdfRU5ODnbt2oW2bdtiw4YNZWJv3LiBUaNG4bXXXsP58+cRHh6OYcOGQQjxyONv3rwZVlZWOH78OBYvXoz58+dj//790vbDhw/D19e3whxzcnIAlLSKlIqJiYFSqYS7uzvi4uLQrl07ODs7Izw8HM7OzvDw8MC5c+c0jhMSEoI33ngDTZs2xZEjR6Tj3LhxA3/88cfjnywtXblyBX5+fujVqxcCAgIwbNgwzJo1C8HBwTh16lSlnedJtG/fHidOnEB+fv4jY2JiYlCnTh24ublJywCwcuVKhIaGIjIyEpmZmQgMDMQnn3yCr776CuHh4YiLi8P69esBAEIIFBcXY82aNYiPj8emTZvw008/aRS1586dQ8eOHdGtWzdER0fjww8/xPDhw2FqaooWLVro7kl4iEmVnYmIiMoSArhfpJ9zW5oACoXs3Q4cOID09HScOnUKK1euxJAhQ5CVlYUffvgBzZo1KxN/48YNFBUVYdiwYdKLq6enZ4XnaN26NT766CMAQNOmTbFixQr8+eef6Nu3L4CS1g0XF5dH7i+EQHBwMLp27arRDRYTEwMvLy98//33mDp1KhYtWoSJEydK2z09PREfHy8t79u3D8ePH8d3330HIyMjXL9+HXXr1tXJ2KRJkyZh2LBheP/999GhQweMGDECwcHB+OSTT/C///3vsQWjLrm6uiI/Px9paWnSPXxYbGysxvMSGxsLW1tbbN26Ffb29gCAnj174uDBg4iPj5e6+tq1a4e0tDQAgEKhwLx586RjuLm5oW/fvrhw4YK0LigoCAMGDMDChQsBlAy237JlC65evQozM7PKvfAKsIAiItKn+0VAozX6OXfiRMDKVPZu0dHR+O9//wtra2u888472LFjB2bOnFlu8QQAXl5e6N27Nzw9PdGvXz/4+/tj+PDhsLW1feQ5WrdurbHs7OyM9PR0aTk3Nxe1atV65P5BQUE4c+aM1GJUKiYmBnFxcQgKCsLu3bvRuXNnje0eHh74+eefAZQUYe+99x7efvttODg4SNdeUfEUGhqK0NBQjTyPHTuGoKAgad2ePXvQrVs3jf3S0tJw8OBBHD16FMXFxYiLi0NoaCiMjIxgYmJSpYVBeSwsLAAA9+/ff2RMaXH64HJAQIBUPAFAcnIyRo0apTFOKjk5GQMHDgQAJCUlYcmSJQgPD0dqaioKCwuRl5eHsLAwAJC6/86ePatxbnNz8yofcM8uPCIikqVFixbYtWsXgJJxR0IILF68GNevXy833tjYGPv378eePXvQsmVLLF++HM8//zwSEhIeeQ5TU83CTqFQQK1WS8v29vbIysoqd99p06Zh586dOHToEOrXr6+xLSYmBi+99BLy8vKQnZ1dZl9PT0+kpqZCpVLhhx9+wLVr1xAcHKyxf0Uv1JMmTUJMTIz08PX1xfz588use9ixY8egVqvh7e2NCxcuIDc3F97e3khJSUFGRga6dOkCAFizZg3atm0LDw8PabqAIUOG4OWXX0a7du3QtGlTaRzQN998gw4dOsDT0xMBAQEoKCgAUFKkDBo0CN7e3mjVqhVSU1Nx8eJFDBgwAD4+PujRowcyMjI08isdo1SvXr1HXntsbKzGuxtjY2PRsWNHjZiYmBiNcWN5eXm4dOkSvL29kZGRgfbt2yMjIwNLly7FkSNHEBkZCWNjY+m4sbGxMDMzQ6tWrTSOe/78+ad6Z+UTEVTpcnJyBACRk5Oj71SItFfSmVTyIJ3Jzc0V8fHxIjc3t2SFWi3E3QL9PNTqJ76ON998UzRo0EB06dJFpKSkiG3btgk3Nzexdu3akoCTJ0seiYll9i0qKhKurq7is88+E0II4efnJ958801p+8PLQgjx4osvijFjxkjLS5YsEV5eXhoxarVaTJ06Vbi4uIhLly6VOa9KpRIKhUKcPn1abNy4UdjY2IizZ89qxNy5c0coFApx+PBh0bRpU7Fy5UqN7e7u7mLjxo0VPzkP8PPz0yp+27ZtAoDIzs4WW7ZsEfXr1xdCCDFnzhzRsmVLIYQQt2/fFm3bthVFRUVCCCGysrKknBYvXiyEEGLTpk1i7NixQgghMjIypOOPGzdOHDhwQOTn54tWrVqJiIgIIYQQmZmZIi8vT/Tu3VukpKQIIYRYvny5CAsL08hv3bp1Uk7lycnJEQqFQkRFRWksHzt2TIpJTEwUAERCQoK07tSpU0KhUAiVSiU2b94s7OzshPqBn8sVK1YIACI9PV0IIcSuXbuEkZHRv78/Qojw8HABQPz5558VPselyvwOPnQd2r5+swuPiEifFIon6kbTt2XLlmHZsmXS8siRIzFy5MhyY48fP44///wT/v7+cHBwwPHjx3Hr1q2nGvDbr18/hISEICsrS+oKnDp1Kr777jv8+uuvsLa2lsbVKJVKWFhYICYmBsbGxmjZsiXatGmDc+fOYfDgwThx4oTUzVS7dm24ublh9uzZAIAJEyZonFetVuPMmTO4fv06rKysoFQqn/gaHtSxY0eYmJhg/vz5uHv3Lho3boyVK1fi888/x6FDhwAAJiYmyMzMxDvvvINx48ahVatWuHv3LvLz86VWshYtWmDHjh0QQmDt2rXYvn07CgoKkJycjPHjx2PHjh3o2LEjunfvDqBkgP22bdsQHx+PQYMGAQDy8/M1pocAgP/973/w9/d/ZP6xsbEwNjaWWoZiY2NhZGSk0RVbOsi8dN6u0rjnnnsO1tbWsLOzg0qlws6dO9GyZUvs2rULYWFhcHV1lVq+fHx8YGpqirfffhszZ85EfHy89A7Oqm6BYhceERHplI2NDQ4fPowBAwagWbNmeP/99/HZZ5+hf//+T3xMT09P+Pr64ocffpDWrVq1Cjk5OejRowecnZ2lx7Zt2wCUvFg3b94c5ubmAIBPPvkELVu2xLBhw6TurdJjHzt2DAsXLoSJiWY7w4IFC7Bt2za4urpi/vz5T5z/wxo2bIgNGzbg+++/x9q1a/HXX39h06ZN+P3336U5p6ytrREXFwcvLy8MHz4cv/32G86cOYNWrVrB2NgYAHD69Gl4enpi06ZNuHz5Mg4fPozY2FjY2NigZcuW0jsPHxQXF4fPPvtM6mI8f/48Zs2aJW3Py8vDjh07yhSTD3r4uS1dLh07BZQ/fuzBbr+BAwdi/PjxCAwMRNeuXZGamoqRI0dqFEbOzs7YsGEDfv31V7Ru3RobNmzAuHHj0KRJE413W1YJrdq7SBZ24ZFBYhdelaio+6BGqaALr7Ls3r1btGjRQhQXF+vsHPpga2srduzYUWb9g92SEyZMED/99JNYtWqVaNasmSgoKBDp6emidevWIjExUcyaNUusW7dOCCHEsmXLpO63L7/8UgQFBQkhSrpSMzMzxfLlyzW6R8+cOaNx3hUrVoi+fftW8lVWjuLiYtG9e3cREhKi9T6V1YXHFigiIjnyLwA3xgMFV/WdyTNvwIABmDhxIlJTU/WdSqW5du0asrKyyp3m4eOPP8bzzz+PNm3aoFatWhg6dCjOnDmDoUOHokuXLujVqxeWLFkCNzc3BAYG4uOPP4afnx8yMzOl440dOxZXrlyBh4cHfH19cfnyZYwbNw7Z2dlo3rw5vLy88N1332mc19TUFMuXL6+S63+cw4cP4+eff8bVq1dx4sQJvPzyy0hMTMRbb71V5bkohKhgJjN6IiqVCkqlEjk5ObCxsdF3OkTaeXA+IP5ZeLS/7YHiTMC0KdD4kuzd8/LykJCQAHd39wrfhm/wSid+rFcPeMS8QVTWnj17MGLECNy5cwcKLebo6tq1K77//ns0aNCgCrLTvx9//BHvvvsuUlNT4ejoiD59+iA0NBSOjo5aH6Oi30E5r98cRE5EJEdxZsnXwr/1mwfVSP3798fdu3e1jk9NTX1miicAGDFiBEaMGKHvNABwEDkREZHBqmguLdItFlBEREREMrGAIiIiIpKJBRQRERGRTCygiIiIiGRiAUVEREQkEwsoIiI94BR8RPpRWb97LKCIiKpQ6WeWPfjZa0RUdUp/90p/F58UJ9IkIqpCJiYmsLS0xK1bt2Bqagojoxr+f2xREZCXp+8siAAAarUat27dgqWlZZkPipaLBRQRURVSKBRwdnZGQkICkpKS9J2O7mRklHzNywPY2kbViJGRERo2bKjVR+VUhAUUEVEVMzMzQ9OmTWt2N17//iVfX34ZmDdPv7kQPcDMzKxSWn5ZQBER6YGRkVHN/jDh0ta1nBygJl8nPbNqeOc7ERHpFd9tSDUUCygiIiIimVhAEREREclkMAVUWFgY2rVrB2trazg4OGDIkCG4ePGiRowQAnPnzoWLiwssLCzQo0cPnDt3TiMmPz8f06ZNg729PaysrBAQEIBr165pxGRlZSEwMBBKpRJKpRKBgYHIzs7W9SUSERGRgTCYAioiIgJTp07FsWPHsH//fhQVFcHf3x/37t2TYhYvXoylS5dixYoVOHnyJJycnNC3b1/cuXNHipkxYwZ27NiBrVu34siRI7h79y4GDRqE4uJiKWb06NGIiYnB3r17sXfvXsTExCAwMLBKr5eIiIiqMWGg0tPTBQAREREhhBBCrVYLJycnsWjRIikmLy9PKJVKsXr1aiGEENnZ2cLU1FRs3bpViklNTRVGRkZi7969Qggh4uPjBQBx7NgxKSYyMlIAEBcuXNAqt5ycHAFA5OTkPPV1ElWZkuG+JQ96tPP490GPVvqz9MYb+s6ESGtyXr8NpgXqYTk5OQAAOzs7AEBCQgLS0tLg7+8vxZibm8PPzw9Hjx4FAERFRaGwsFAjxsXFBR4eHlJMZGQklEolOnToIMV07NgRSqVSinlYfn4+VCqVxoOIiIhqLoMsoIQQCA4ORteuXeHh4QEASEtLAwA4OjpqxDo6Okrb0tLSYGZmBltb2wpjHBwcypzTwcFBinlYWFiYNF5KqVSiQYMGT3eBREREVK098USa6enpSE9Ph1qt1ljfunXrp07qcYKCgnDmzBkcOXKkzLaHp2YXQjx2uvaHY8qLr+g4ISEhCA4OlpZVKhWLKCIiohpMdgEVFRWFMWPG4Pz58xD/TJCmUCikAuPBwdi6MG3aNOzcuROHDx9G/fr1pfVOTk4ASlqQnJ2dpfXp6elSq5STkxMKCgqQlZWl0QqVnp6Ozp07SzE3b94sc95bt26Vad0qZW5uDnNz86e/OCIiIjIIsrvwxo0bh2bNmuHo0aO4evUqEhISNL7qihACQUFB2L59Ow4ePAh3d3eN7e7u7nBycsL+/fuldQUFBYiIiJCKIx8fH5iammrE3LhxA2fPnpViOnXqhJycHJw4cUKKOX78OHJycqQYIiIierbJboFKSEjA9u3b0aRJE13k80hTp07Fd999h19//RXW1tbSeCSlUgkLCwsoFArMmDEDoaGhaNq0KZo2bYrQ0FBYWlpi9OjRUuz48eMxa9Ys1K1bF3Z2dnjrrbfg6emJPn36AABatGiBF154ARMmTMCaNWsAAG+88QYGDRqE559/vkqvmYiIiKon2QVU7969ERsbW+UF1KpVqwAAPXr00Fi/ceNGjB07FgAwe/Zs5ObmYsqUKcjKykKHDh2wb98+WFtbS/Gff/45TExMMHLkSOTm5qJ3797YtGkTjI2NpZhvv/0W06dPl96tFxAQgBUrVuj2AomIiMhgKISQ90mPGRkZGDNmDNq3bw8PDw+YmppqbA8ICKjUBA2RSqWCUqlETk4ObGxs9J0OkXYefJMEPwD20S488Dw15/P0SKU/T2+8AfzTmk9U3cl5/ZbdAnX06FEcOXIEe/bsKbOtKgaRExEREemb7EHk06dPR2BgIG7cuAG1Wq3xYPFEREREzwLZBVRmZiZmzpz5yLf0ExEREdV0sguoYcOG4dChQ7rIhYiIahqOp6MaSvYYqGbNmiEkJARHjhyBp6dnmUHk06dPr7TkiIiIiKoj2QXUunXrULt2bURERCAiIkJjm0KhYAFFRERENZ6sAkoIgUOHDsHBwQGWlpa6yomIiIioWpM1BkoIgWbNmiE1NVVX+RARERFVe7IKKCMjIzRt2hSZmZm6yoeIiIio2pP9LrzFixfj7bffxtmzZ3WRDxEREVG1J3sQ+X/+8x/cv38fXl5eMDMzg4WFhcb227dvV1pyRERERNWR7AJq2bJlOkiDiIhqpAc/Y5GoBpFdQI0ZM0YXeRAREREZDNkFFAAUFxfjl19+wfnz56FQKNCyZUsEBATA2Ni4svMjIiIiqnZkF1CXL1/GgAEDkJqaiueffx5CCFy6dAkNGjTA7t270bhxY13kSUREhohdeFRDyX4X3vTp09G4cWOkpKTg9OnTiI6ORnJyMtzd3TkLORERET0TZLdARURE4NixY7Czs5PW1a1bF4sWLUKXLl0qNTkiIjJwbIGiGkp2C5S5uTnu3LlTZv3du3dhZmZWKUkRERERVWeyC6hBgwbhjTfewPHjxyGEgBACx44dw6RJkxAQEKCLHImIiIiqFdkF1JdffonGjRujU6dOqFWrFmrVqoUuXbqgSZMm+OKLL3SRIxFR9SAK9J2B4WEXHtVQWo2BUqlUsLGxAQDUqVMHv/76Ky5fvozz589DCIGWLVuiSZMmOk2UiEjv1Pn6zoCIqgmtCihbW1vcuHEDDg4O6NWrF7Zv344mTZqwaCIiIqJnklZdeLVr10ZmZiYAIDw8HIWFhTpNioiIiKg606oFqk+fPujZsydatGgBABg6dOgj33F38ODBysuOiIiIqBrSqoDasmULNm/ejCtXriAiIgKtWrWCpaWlrnMjIiJDx0HkVENpVUBZWFhg0qRJAIBTp07hk08+QZ06dXSZFxEREVG1JXsag0OHDmkUT8XFxYiJiUFWVlZl5kVEVA0JfSdgeNgCRTWU7AJqxowZWL9+PYCS4ql79+5o27YtGjRogPDw8MrOj4iIiKjakV1A/fjjj/Dy8gIA7Nq1C4mJibhw4QJmzJiBOXPmVHqCRERERNWN7AIqMzMTTk5OAIDff/8dI0aMQLNmzTB+/HjExcVVeoJERNUHu6NkYxce1VCyCyhHR0fEx8ejuLgYe/fuRZ8+fQAA9+/fh7GxcaUnSERUfXAMFBGV0OpdeA8aN24cRo4cCWdnZygUCvTt2xcAcPz4cTRv3rzSEyQiIiKqbmQXUHPnzoWHhwdSUlIwYsQImJubAwCMjY3x7rvvVnqCRETVRnGavjMwPOzCoxpKdgEFAMOHDy+zbsyYMU+dDBFRtVZ4Td8ZEFE18UQF1J9//ok///wT6enpUKvVGts2bNhQKYkREVU/6seHkCa2QFENJbuAmjdvHubPnw9fX19pHBQR0TNBFOs7AyKqJmQXUKtXr8amTZsQGBioi3yIiKoxtkARUQnZ0xgUFBSgc+fOusiFiKiaYwFFRCVkF1Cvv/46vvvuO13kQkRUvQkWUERUQnYXXl5eHtauXYsDBw6gdevWMDU11di+dOnSSkuOiKh6YQElG8fJUg0lu4A6c+YMvL29AQBnz57V2MYB5URUs7GAIqISsguoQ4cO6SIPIqLqj1148vEfa6qhZI+BIiJ6drGAko2fkUo11BNNpHny5En8+OOPSE5ORkFBgca27du3V0piRETVDz9MWDYWUFRDyW6B2rp1K7p06YL4+Hjs2LEDhYWFiI+Px8GDB6FUKnWRIxFR9SCK9J2B4WEBRTWU7AIqNDQUn3/+OX777TeYmZnhiy++wPnz5zFy5Eg0bNhQFzkSEVUPIv+fr7X0m4chYQFFNZTsAurKlSsYOHAgAMDc3Bz37t2DQqHAzJkzsXbt2kpPkIiqGF/wHk0UADnvA+n/A/K76Tsbw8CfJ6qhZBdQdnZ2uHPnDgDA1dVVmsogOzsb9+/fr9zsiKjqmTzR0Mhng8gH8l4s+T6bc95phQUU1VCy/1J269YN+/fvh6enJ0aOHIk333wTBw8exP79+9G7d29d5EhEVemhyXHpAWqVvjMwPBYW+s6ASCdkF1ArVqxAXl4eACAkJASmpqY4cuQIhg0bhg8++KDSEySiKmZjo+8Mqi91tr4zMAxFDwy2r11bf3kQ6ZCsLryioiLs2rULRkYluxkZGWH27NnYuXMnli5dCltbW50kqS8rV66Eu7s7atWqBR8fH/zvf//Td0pEuscC6tEKU/WdgWHIyfn3e2tr/eVBpEOyCigTExNMnjwZ+fn5usqn2ti2bRtmzJiBOXPmIDo6Gt26dUP//v2RnJys79SIKl9h4b/f89205RPFwL19Jd/f5XQGFbp06d/vzc31lweRDsnuwuvQoQOio6Ph5uami3yqjaVLl2L8+PF4/fXXAQDLli3DH3/8gVWrViEsLEw/SeXeA45Gaq4TpRP7iXLW4d9t5YSVxAmNMCjEQ3MFljNxoLqCyQTFg/uXl4fQ3FRebHn5P3wsUV7cQ8cT5eWAf/Mv81yUWVn2uSiTWnnPxUPP6YPX/bh9y1v38OTX5X2cSLk/Bw+n9E8e+YVAfj6Q98/X7DtAzCXAqnFJbN0GwPGDjz6HAKBWl+QhRMnzKdRAsShZry7n56p0/4fvSbn3urxtouyPwcPby8sVouxm9YPbigB1Ucn8TtKjuGS9KAKK84DiHKA4Cyi8BBTXAeYeK9m9c11AbfLo8wgBKB7IpdyvQjPX0nsrxag1Y0q/qtUPnEw8tO9Dz8Gjvmrs++Dyg7Gaq//N6aEc7+cCufnA/fvA7Swg4gjg+HzJ9sx7wIXLqNg/1yjU//4MlV6j9DP1YPhjlstdV8HPy6NWl/ecaXPu8v5eVagaTdBa7vVUU6ZGQKcueju9Qgh5z9aPP/6Id999FzNnzoSPjw+srKw0trdu3bpSE9SHgoICWFpa4scff8TQoUOl9W+++SZiYmIQERGhEZ+fn6/RKqdSqdCgQQPk5OTApjK7Q06dBPofr7zjERERGSqlMXB5cqUeUqVSQalUavX6rXUL1GuvvYZly5bh5ZdfBgBMnz5d2qZQKCCEgEKhQHFx8ROmXX1kZGSguLgYjo6OGusdHR2RlpZWJj4sLAzz5s3TfWIKI8BMiw/mrIwP73zcIR57Cm3y1HUOWgRpc4ynfTq1uR+V8XmrhnDPtPHYc+j55zvtgSEMJorKuWYikk/PM65offrNmzdj0aJFSEhI0GU+1YrioT/UpUXiw0JCQhAcHCwtl7ZAVTofHyDVp/KP+yzRd/O0vs8PPLq3YO5HwOIlJQXBq/8BBgwAnJ0BK0vAwrLk7egmxoCRUcncPgqjku8ffBgblRQ4D/+eaCxXtO1pLqAKdi/4G/hPDHAkE5j8HDA6ALB+CajVBjBpABjZAEa1ASMrQGEGKEwAmGh+VZigZPipouSh+Ocr8O86PLROUc46jf0fta9cT7Dfo+6fszNQ+g/n3LlAmzaAg0PJz1Hpw8Sk7M/Qgw+F4t+vFf5MPSKPytiH6BG0LqBKe/pq+tgnALC3t4exsXGZ1qb09PQyrVJAyYzs5hwoaRj0/cdR3+evSFISUPBP68pXK4Ba/LiSMtQKYEbTkgcA2L0NOOhpTGR19+Dfz48+0l8eRDoi61145bW+1ERmZmbw8fHB/v37Ndbv378fnTt31lNWRDqWkfHv9yyetGPRQd8ZVH+c2Z5qKFk/2c2aNXtsEXX79u2nSqi6CA4ORmBgIHx9fdGpUyesXbsWycnJmDRpkr5TI9KNB+fuoUd4qP/PlFM+PJadnb4zINIJWQXUvHnzoFQqdZVLtfLyyy8jMzMT8+fPx40bN+Dh4YHff//9mejCpGdUdra+MzA8Rpwk8rGekdcMevbIKqBeeeUVODg46CqXamfKlCmYMmWKvtMgqhrPwAS5lU7Brs7HYhce1VBaj4F6VsY/ERFVSPluyVfbNwAF3zzyWHztoBpK9rvwiIieXQKo9SdQq13JIlugHo8FFNVQWhdQanU5Hx9BRDUH/0mSjy1Qj2ck683eRAaDP9lEVIIFlBYenojRTD9pGBK2QFENxQKKiEqwgJKPxcHj8TmiGooFFBGVYAGlBT5HsrGAohpKVgFVWFiIcePG4erVq7rKh4j0hQUU6QILKKqhZBVQpqam2LFjh65yISJ9YgFFusACimoo2V14Q4cOxS+//KKDVIiIqjsWmbKxgKIaSvYUsU2aNMHHH3+Mo0ePwsfHB1ZWVhrbp0+fXmnJEVEVYgsU6QILKKqhZBdQ69atQ506dRAVFYWoqCiNbQqFggUUkaFiAUW6wAKKaijZBVRCQoIu8iAifWMBRbrAAopqqCeexqCgoAAXL15EUVFRZeZDRPrCAurxTBroOwPDwwKKaijZBdT9+/cxfvx4WFpaolWrVkhOTgZQMvZp0aJFlZ4gEVURFlCPZ2yj7wwMDwsoqqFkF1AhISGIjY1FeHg4atX694M0+/Tpg23btlVqckRUhVhAkS6wgKIaSvYYqF9++QXbtm1Dx44doXjgF6Nly5a4cuVKpSZHRFWIBRTpAgsoqqFkt0DdunULDg4OZdbfu3dPo6AiIiKCET8xjGom2T/Z7dq1w+7du6Xl0qLp66+/RqdOnSovMyKqWmyBIl3gP9ZUQ8nuwgsLC8MLL7yA+Ph4FBUV4YsvvsC5c+cQGRmJiIgIXeRIRFWBBRTpAgsoqqFkt0B17twZf/31F+7fv4/GjRtj3759cHR0RGRkJHx8fHSRIxERGSoWUFRDyW6BAgBPT09s3ry5snMhIn1iCxTpAgsoqqG0KqBUKhVsbGyk7ytSGkdEBoYFFOkCCyiqobQqoGxtbXHjxg04ODigTp065b7bTggBhUKB4uLiSk+SiKoACyjSBRZQVENpVUAdPHgQdnZ2AIBDhw7pNCEi0hMWUKQLnMaAaiitCig/Pz8AQFFREcLDw/Haa6+hQQN+JhRRjcICinSBLVBUQ8n618DExASffvopu+mIiEg7LKCohpLdttq7d2+Eh4frIBUi0iu2QJEusICiGkr2NAb9+/dHSEgIzp49Cx8fH1hZWWlsDwgIqLTkiKgKsYAiItKa7AJq8uTJAIClS5eW2cZ34REZMBZQpAtsgaIaSnYBpVardZEHEekbCygiIq3x/aVEVIIFFBGR1mS3QM2fP7/C7R9++OETJ0NEesQCiohIa7ILqB07dmgsFxYWIiEhASYmJmjcuDELKCJDxQKKiEhrsguo6OjoMutUKhXGjh2LoUOHVkpSRERERNVZpYyBsrGxwfz58/HBBx9UxuGISB/YAkVEpLVKG0SenZ2NnJycyjocEVU1FlBERFqT3YX35ZdfaiwLIXDjxg188803eOGFFyotMSKqYiygiIi0JruA+vzzzzWWjYyMUK9ePYwZMwYhISGVlhgRERFRdSW7gEpISNBFHkSkb5wxmohIa081BuratWtITU2trFyIiIiIDILsAkqtVmP+/PlQKpVwc3NDw4YNUadOHXz88cf8mBciIiJ6JsjuwpszZw7Wr1+PRYsWoUuXLhBC4K+//sLcuXORl5eHhQsX6iJPIiIiompDdgG1efNmrFu3DgEBAdI6Ly8vuLq6YsqUKSygiIjoX3x3J9VQsrvwbt++jebNm5dZ37x5c9y+fbtSkiIiIiKqzmQXUF5eXlixYkWZ9StWrICXl1elJEVERERUncnuwlu8eDEGDhyIAwcOoFOnTlAoFDh69ChSUlLw+++/6yJHIiIiompFdguUn58fLl26hKFDhyI7Oxu3b9/GsGHDcPHiRXTr1k0XORIRERFVK1q3QF29ehXu7u5QKBRwcXHhYHEiIiJ6ZmndAtW0aVPcunVLWn755Zdx8+ZNnSRFREREVJ1pXUCJh96K+vvvv+PevXuVnhARERFRdfdUH+VSVRITEzF+/Hi4u7vDwsICjRs3xkcffYSCggKNuOTkZAwePBhWVlawt7fH9OnTy8TExcXBz88PFhYWcHV1xfz588sUhxEREfDx8UGtWrXw3HPPYfXq1Tq/RiIiIjIcWo+BUigUUDz0YaMPL+vKhQsXoFarsWbNGjRp0gRnz57FhAkTcO/ePXz66acAgOLiYgwcOBD16tXDkSNHkJmZiTFjxkAIgeXLlwMAVCoV+vbti549e+LkyZO4dOkSxo4dCysrK8yaNQtAyYclDxgwABMmTMCWLVvw119/YcqUKahXrx5eeumlKrleIiIiqt4U4uHml0cwMjJC//79YW5uDgDYtWsXevXqBSsrK4247du3V36W5ViyZAlWrVqFq1evAgD27NmDQYMGISUlBS4uLgCArVu3YuzYsUhPT4eNjQ1WrVqFkJAQ3Lx5U7qORYsWYfny5bh27RoUCgXeeecd7Ny5E+fPn5fONWnSJMTGxiIyMlKr3FQqFZRKJXJycmBjY1PJV06kI+bmQGmLLWePfrQLD/zj2JzP0yOV/oPdrx+wd69+cyHSkpzXb6278MaMGQMHBwcolUoolUr85z//gYuLi7Rc+qgqOTk5sLOzk5YjIyPh4eEhFU8A0K9fP+Tn5yMqKkqK8fPzk4qn0pjr168jMTFRivH399c4V79+/XDq1CkUFhaWm0t+fj5UKpXGg4iIiGourbvwNm7cqMs8ZLly5QqWL1+Ozz77TFqXlpYGR0dHjThbW1uYmZkhLS1NimnUqJFGTOk+aWlpcHd3L/c4jo6OKCoqQkZGBpydncvkExYWhnnz5lXGpREREZEB0Osg8rlz50pjqx71OHXqlMY+169fxwsvvIARI0bg9ddf19hW3pgsIYTG+odjSnsw5cY8KCQkBDk5OdIjJSXlcZdOVP1U0ZhGIqKaQPZHuVSmoKAgvPLKKxXGPNhidP36dfTs2ROdOnXC2rVrNeKcnJxw/PhxjXVZWVkoLCyUWpScnJyk1qhS6enpAPDYGBMTE9StW7fcHM3NzTW6BYmIiKhm02sBZW9vD3t7e61iU1NT0bNnT/j4+GDjxo0wMtJsPOvUqRMWLlyIGzduSN1s+/btg7m5OXx8fKSY9957DwUFBTAzM5NiXFxcpEKtU6dO2LVrl8ax9+3bB19fX5iamj7N5RIREVENYRDzQF2/fh09evRAgwYN8Omnn+LWrVtIS0vTaCny9/dHy5YtERgYiOjoaPz555946623MGHCBGkk/ejRo2Fubo6xY8fi7Nmz2LFjB0JDQxEcHCx1z02aNAlJSUkIDg7G+fPnsWHDBqxfvx5vvfWWXq6diIiIqh+9tkBpa9++fbh8+TIuX76M+vXra2wrHZ9kbGyM3bt3Y8qUKejSpQssLCwwevRoaZ4oAFAqldi/fz+mTp0KX19f2NraIjg4GMHBwVKMu7s7fv/9d8ycORNfffUVXFxc8OWXX3IOKCKiJ8EpMaiG0noeKNIe54Eig1SrFpCfX/I9/yw8GueB0k7pmxL8/YE//tBvLkRa0sk8UERERERUggUUERERkUwsoIiIiIhkYgFFREREJBMLKCIiIiKZWEARERERycQCioiIdIefsUg1FAsoIiIiIplYQBERERHJxAKKiIiISCYWUEREREQysYAiIiIikokFFBGV4Lul5DH30ncGRKRHLKCIiJ6EVX99Z0BEemSi7wSIiAzKcxeBu78BdSbrOxMi0iMWUEREcpg1A+yC9Z2F4RBC3xkQ6QS78IioBF/oiIi0xgKKiIiISCYWUEREREQysYAiIiIikokFFBEREZFMLKCIiIiIZGIBRURERCQTCygiIiIimVhAEREREcnEAoqIiIhIJhZQRERERDKxgCIiIiKSiQUUERERkUwsoIiIiIhkYgFFRCUUCn1nQERkMFhAEREREcnEAoqIiHRHCH1nQKQTLKCIiIiIZGIBRURERCQTCygiIiIimVhAEREREcnEAoqIiIhIJhZQRERERDKxgCIiIiKSiQUUERERkUwsoIiIiIhkYgFFREREJBMLKCIiIiKZWEAREZHuKBT6zoBIJ1hAEREREcnEAoqIiIhIJhZQRFSCXS1ERFpjAUVERLojhL4zINIJFlBEREREMhlcAZWfnw9vb28oFArExMRobEtOTsbgwYNhZWUFe3t7TJ8+HQUFBRoxcXFx8PPzg4WFBVxdXTF//nyIh/5DioiIgI+PD2rVqoXnnnsOq1ev1vVlERERkQEx0XcCcs2ePRsuLi6IjY3VWF9cXIyBAweiXr16OHLkCDIzMzFmzBgIIbB8+XIAgEqlQt++fdGzZ0+cPHkSly5dwtixY2FlZYVZs2YBABISEjBgwABMmDABW7ZswV9//YUpU6agXr16eOmll6r8eomIiKj6MagCas+ePdi3bx9+/vln7NmzR2Pbvn37EB8fj5SUFLi4uAAAPvvsM4wdOxYLFy6EjY0Nvv32W+Tl5WHTpk0wNzeHh4cHLl26hKVLlyI4OBgKhQKrV69Gw4YNsWzZMgBAixYtcOrUKXz66acsoIiIiAiAAXXh3bx5ExMmTMA333wDS0vLMtsjIyPh4eEhFU8A0K9fP+Tn5yMqKkqK8fPzg7m5uUbM9evXkZiYKMX4+/trHLtfv344deoUCgsLy80tPz8fKpVK40FEREQ1l0EUUEIIjB07FpMmTYKvr2+5MWlpaXB0dNRYZ2trCzMzM6SlpT0ypnT5cTFFRUXIyMgo99xhYWFQKpXSo0GDBvIvkoiIiAyGXguouXPnQqFQVPg4deoUli9fDpVKhZCQkAqPpyhnHhshhMb6h2NKB5DLjXlQSEgIcnJypEdKSkqFeRIREZFh0+sYqKCgILzyyisVxjRq1AgLFizAsWPHNLreAMDX1xevvvoqNm/eDCcnJxw/flxje1ZWFgoLC6UWJScnJ6mlqVR6ejoAPDbGxMQEdevWLTdHc3PzMrkRERFRzaXXAsre3h729vaPjfvyyy+xYMECafn69evo168ftm3bhg4dOgAAOnXqhIULF+LGjRtwdnYGUDKw3NzcHD4+PlLMe++9h4KCApiZmUkxLi4uaNSokRSza9cujfPv27cPvr6+MDU1feprJiIiIsNnEGOgGjZsCA8PD+nRrFkzAEDjxo1Rv359AIC/vz9atmyJwMBAREdH488//8Rbb72FCRMmwMbGBgAwevRomJubY+zYsTh79ix27NiB0NBQ6R14ADBp0iQkJSUhODgY58+fx4YNG7B+/Xq89dZb+rl4oqrCGaOJiLRmEAWUNoyNjbF7927UqlULXbp0wciRIzFkyBB8+umnUoxSqcT+/ftx7do1+Pr6YsqUKQgODkZwcLAU4+7ujt9//x3h4eHw9vbGxx9/jC+//JJTGBAREZFEIR6ehpuemkqlglKpRE5OjtT6RVTtWVgAeXkl3/PPAj2t0jfd9O0L7Nun31yItCTn9bvGtEARERERVRUWUEREREQysYAiIiIikokFFBEREZFMLKCIqMQjZtoneip8QwLVUCygiIiIiGRiAUVEREQkEwsoIiIiIplYQBERERHJxAKKiIiISCYWUEREREQysYAiIiIikokFFBEREZFMLKCIiIiIZGIBRURERCQTCygiIiIimVhAEREREcnEAoqIiIhIJhZQRERERDKxgCIiIiKSiQUUERERkUwsoIiIqPJZWZV87ddPv3kQ6YiJvhMgompCodB3BlSTXLwI/O9/wPDh+s6ESCdYQBERUeVzdQVeeUXfWRDpDLvwiIiIiGRiAUVEREQkEwsoIiIiIplYQBERERHJxAKKiIiISCYWUEREREQysYAiIiIikokFFBEREZFMLKCIiIiIZGIBRURERCQTCygiIiIimVhAEREREcnEAoqIiIhIJhZQRERERDKxgCKiEpaW+s6AiMhgsIAiohK7dwONGwO//KLvTIiIqj0TfSdARNVE+/bA5cv6zoKIyCCwBYqIiIhIJhZQRERERDKxgCIiIiKSiQUUERERkUwsoIiIiIhkYgFFREREJBMLKCIiIiKZWEARERERycQCioiIiEgmgyqgdu/ejQ4dOsDCwgL29vYYNmyYxvbk5GQMHjwYVlZWsLe3x/Tp01FQUKARExcXBz8/P1hYWMDV1RXz58+HEEIjJiIiAj4+PqhVqxaee+45rF69WufXRkRERIbDYD7K5eeff8aECRMQGhqKXr16QQiBuLg4aXtxcTEGDhyIevXq4ciRI8jMzMSYMWMghMDy5csBACqVCn379kXPnj1x8uRJXLp0CWPHjoWVlRVmzZoFAEhISMCAAQMwYcIEbNmyBX/99RemTJmCevXq4aWXXtLLtRMREVH1ohAPN79UQ0VFRWjUqBHmzZuH8ePHlxuzZ88eDBo0CCkpKXBxcQEAbN26FWPHjkV6ejpsbGywatUqhISE4ObNmzA3NwcALFq0CMuXL8e1a9egUCjwzjvvYOfOnTh//rx07EmTJiE2NhaRkZFa5atSqaBUKpGTkwMbG5unvHoiIiKqCnJevw2iC+/06dNITU2FkZER2rRpA2dnZ/Tv3x/nzp2TYiIjI+Hh4SEVTwDQr18/5OfnIyoqSorx8/OTiqfSmOvXryMxMVGK8ff31zh/v379cOrUKRQWFpabX35+PlQqlcaDiIiIai6DKKCuXr0KAJg7dy7ef/99/Pbbb7C1tYWfnx9u374NAEhLS4Ojo6PGfra2tjAzM0NaWtojY0qXHxdTVFSEjIyMcvMLCwuDUqmUHg0aNHjKKyYiIqLqTK9joObOnYt58+ZVGHPy5Emo1WoAwJw5c6RxSBs3bkT9+vXx448/YuLEiQAAhUJRZn8hhMb6h2NKezDlxjwoJCQEwcHB0nJOTg4aNmzIligiIiIDUvq6rc3oJr0WUEFBQXjllVcqjGnUqBHu3LkDAGjZsqW03tzcHM899xySk5MBAE5OTjh+/LjGvllZWSgsLJRalJycnKSWplLp6ekA8NgYExMT1K1bt9wczc3NNboFS28AW6KIiIgMz507d6BUKiuM0WsBZW9vD3t7+8fG+fj4wNzcHBcvXkTXrl0BAIWFhUhMTISbmxsAoFOnTli4cCFu3LgBZ2dnAMC+fftgbm4OHx8fKea9995DQUEBzMzMpBgXFxc0atRIitm1a5fG+fft2wdfX1+YmppqdV0uLi5ISUmBtbX1I1utHqZSqdCgQQOkpKTU+IHnvNaa6Vm51mflOgFea031rFzrk1ynEAJ37tzRGE9dUbBBePPNN4Wrq6v4448/xIULF8T48eOFg4ODuH37thBCiKKiIuHh4SF69+4tTp8+LQ4cOCDq168vgoKCpGNkZ2cLR0dHMWrUKBEXFye2b98ubGxsxKeffirFXL16VVhaWoqZM2eK+Ph4sX79emFqaip++uknnV5fTk6OACBycnJ0ep7qgNdaMz0r1/qsXKcQvNaa6lm5Vl1fp8HMA7VkyRKYmJggMDAQubm56NChAw4ePAhbW1sAgLGxMXbv3o0pU6agS5cusLCwwOjRo/Hpp59Kx1Aqldi/fz+mTp0KX19f2NraIjg4WGP8kru7O37//XfMnDkTX331FVxcXPDll19yDigiIiKSGMQ8UM+CZ2nuKF5rzfSsXOuzcp0Ar7WmelauVdfXaRDTGDwLzM3N8dFHH2kMRq+peK0107Nyrc/KdQK81prqWblWXV8nW6CIiIiIZGILFBEREZFMLKCIiIiIZGIBRURERCQTCygiIiIimVhA6cHChQvRuXNnWFpaok6dOuXGJCcnY/DgwbCysoK9vT2mT5+OgoICjZi4uDj4+fnBwsICrq6umD9/vlaf36Mv4eHhUCgU5T5OnjwpxZW3ffXq1XrM/Mk0atSozHW8++67GjHa3OfqLDExEePHj4e7uzssLCzQuHFjfPTRR2WuoabcUwBYuXIl3N3dUatWLfj4+OB///ufvlN6KmFhYWjXrh2sra3h4OCAIUOG4OLFixoxY8eOLXP/OnbsqKeMn9zcuXPLXIeTk5O0XQiBuXPnwsXFBRYWFujRowfOnTunx4yfXHl/fxQKBaZOnQrAsO/p4cOHMXjwYLi4uEChUOCXX37R2K7NfczPz8e0adNgb28PKysrBAQE4Nq1a7LyMJiJNGuSgoICjBgxAp06dcL69evLbC8uLsbAgQNRr149HDlyBJmZmRgzZgyEEFi+fDmAkvkt+vbti549e+LkyZO4dOkSxo4dCysrK8yaNauqL0krnTt3xo0bNzTWffDBBzhw4AB8fX011m/cuBEvvPCCtPy4zySqrubPn48JEyZIy7Vr15a+1+Y+V3cXLlyAWq3GmjVr0KRJE5w9exYTJkzAvXv3NCaxBWrGPd22bRtmzJiBlStXokuXLlizZg369++P+Ph4NGzYUN/pPZGIiAhMnToV7dq1Q1FREebMmQN/f3/Ex8fDyspKinvhhRewceNGabn047AMTatWrXDgwAFp2djYWPp+8eLFWLp0KTZt2oRmzZphwYIF6Nu3Ly5evAhra2t9pPvETp48ieLiYmn57Nmz6Nu3L0aMGCGtM9R7eu/ePXh5eWHcuHHlTnKtzX2cMWMGdu3aha1bt6Ju3bqYNWsWBg0ahKioKI2fiQrpZH5z0srGjRuFUqkss/73338XRkZGIjU1VVr3/fffC3Nzc2lK+pUrVwqlUiny8vKkmLCwMOHi4iLUarXOc68MBQUFwsHBQcyfP19jPQCxY8cO/SRVidzc3MTnn3/+yO3a3GdDtHjxYuHu7q6xrqbc0/bt24tJkyZprGvevLl499139ZRR5UtPTxcAREREhLRuzJgx4sUXX9RfUpXko48+El5eXuVuU6vVwsnJSSxatEhal5eXJ5RKpVi9enUVZag7b775pmjcuLH0+lBT7unDf1u0uY/Z2dnC1NRUbN26VYpJTU0VRkZGYu/evVqfm1141VBkZCQ8PDw0PsywX79+yM/PR1RUlBTj5+enMUFYv379cP36dSQmJlZ1yk9k586dyMjIwNixY8tsCwoKgr29Pdq1a4fVq1dDrVZXfYKV4JNPPkHdunXh7e2NhQsXanRtaXOfDVFOTg7s7OzKrDf0e1pQUICoqCj4+/trrPf398fRo0f1lFXly8nJAYAy9zA8PBwODg5o1qwZJkyYgPT0dH2k99T+/vtvuLi4wN3dHa+88gquXr0KAEhISEBaWprG/TU3N4efn5/B39+CggJs2bIFr732msYH3NeUe/ogbe5jVFQUCgsLNWJcXFzg4eEh616zC68aSktLg6Ojo8Y6W1tbmJmZIS0tTYpp1KiRRkzpPmlpaXB3d6+SXJ/G+vXr0a9fPzRo0EBj/ccff4zevXvDwsICf/75J2bNmoWMjAy8//77esr0ybz55pto27YtbG1tceLECYSEhCAhIQHr1q0DoN19NjRXrlzB8uXL8dlnn2msrwn3NCMjA8XFxWXumaOjo8Her4cJIRAcHIyuXbvCw8NDWt+/f3+MGDECbm5uSEhIwAcffIBevXohKirKoGaz7tChA/7v//4PzZo1w82bN7FgwQJ07twZ586dk+5hefc3KSlJH+lWml9++QXZ2dka/6zWlHv6MG3uY1paGszMzKTP0n0wRs7vMguoSjJ37lzMmzevwpiTJ0+WGevzKA/+l1BKCKGx/uEY8c8A8vL21aUnufZr167hjz/+wA8//FAm9sEXVW9vbwAlY4mqw4utnGudOXOmtK5169awtbXF8OHDpVYpQLv7rA9Pck+vX7+OF154ASNGjMDrr7+uEVud76lc5f3e6ft+VZagoCCcOXMGR44c0Vj/8ssvS997eHjA19cXbm5u2L17N4YNG1bVaT6x/v37S997enqiU6dOaNy4MTZv3iwNoK6J93f9+vXo37+/Rmt3Tbmnj/Ik91HuvWYBVUmCgoLwyiuvVBjzcIvRozg5OeH48eMa67KyslBYWChV1U5OTmUq5dLm14crb117kmvfuHEj6tati4CAgMcev2PHjlCpVLh582aVX9vDnuY+l/6Bvnz5MurWravVfdYXudd5/fp19OzZE506dcLatWsfe/zqdE+1ZW9vD2Nj43J/7wzlGioybdo07Ny5E4cPH0b9+vUrjHV2doabmxv+/vvvKspON6ysrODp6Ym///4bQ4YMAVDSOuHs7CzFGPr9TUpKwoEDB7B9+/YK42rKPS19V2VF99HJyQkFBQXIysrSaIVKT09H586dtT4XC6hKYm9vD3t7+0o5VqdOnbBw4ULcuHFD+gHYt28fzM3N4ePjI8W89957KCgokN45sW/fPri4uGhdqFUWudcuhMDGjRvx3//+F6ampo+Nj46ORq1atR455UNVepr7HB0dDQDSPdXmPuuLnOtMTU1Fz5494ePjg40bN8LI6PFDK6vTPdWWmZkZfHx8sH//fgwdOlRav3//frz44ot6zOzpCCEwbdo07NixA+Hh4Vp1/2dmZiIlJUXjBcoQ5efn4/z58+jWrRvc3d3h5OSE/fv3o02bNgBKxg5FRETgk08+0XOmT27jxo1wcHDAwIEDK4yrKfdUm/vo4+MDU1NT7N+/HyNHjgQA3LhxA2fPnsXixYu1P9mTjnynJ5eUlCSio6PFvHnzRO3atUV0dLSIjo4Wd+7cEUIIUVRUJDw8PETv3r3F6dOnxYEDB0T9+vVFUFCQdIzs7Gzh6OgoRo0aJeLi4sT27duFjY2N+PTTT/V1WVo7cOCAACDi4+PLbNu5c6dYu3atiIuLE5cvXxZff/21sLGxEdOnT9dDpk/u6NGjYunSpSI6OlpcvXpVbNu2Tbi4uIiAgAApRpv7XN2lpqaKJk2aiF69eolr166JGzduSI9SNeWeCiHE1q1bhampqVi/fr2Ij48XM2bMEFZWViIxMVHfqT2xyZMnC6VSKcLDwzXu3/3794UQQty5c0fMmjVLHD16VCQkJIhDhw6JTp06CVdXV6FSqfScvTyzZs0S4eHh4urVq+LYsWNi0KBBwtraWrp/ixYtEkqlUmzfvl3ExcWJUaNGCWdnZ4O7zlLFxcWiYcOG4p133tFYb+j39M6dO9LrJgDpb21SUpIQQrv7OGnSJFG/fn1x4MABcfr0adGrVy/h5eUlioqKtM6DBZQejBkzRgAo8zh06JAUk5SUJAYOHCgsLCyEnZ2dCAoK0piyQAghzpw5I7p16ybMzc2Fk5OTmDt3rkFMYTBq1CjRuXPncrft2bNHeHt7i9q1awtLS0vh4eEhli1bJgoLC6s4y6cTFRUlOnToIJRKpahVq5Z4/vnnxUcffSTu3bunEafNfa7ONm7cWO7P8oP/m9WUe1rqq6++Em5ubsLMzEy0bdtW4+3+huhR92/jxo1CCCHu378v/P39Rb169YSpqalo2LChGDNmjEhOTtZv4k/g5ZdfFs7OzsLU1FS4uLiIYcOGiXPnzknb1Wq1+Oijj4STk5MwNzcX3bt3F3FxcXrM+On88ccfAoC4ePGixnpDv6eHDh0q92d2zJgxQgjt7mNubq4ICgoSdnZ2wsLCQgwaNEj29SuEqMZTVxMRERFVQ5wHioiIiEgmFlBEREREMrGAIiIiIpKJBRQRERGRTCygiIiIiGRiAUVEREQkEwsoIiIiIplYQBERERHJxAKKiIiISCYWUEREREQysYAiItJCUFAQunbtWu62Ro0aYeHChVWcERHpk4m+EyAiqu7i4+OxatUqHD58uNztLVq0QExMTNUmRUR6xRYoIqLHWLJkCdq1a4cuXbqUu93Ozg43b96s4qyISJ9YQBERVaCoqAg///wzXnrpJWndxIkTsX79emn5zp07sLKy0kd6RKQnLKCIiCpw5coV3LlzB56engAAtVqNH3/8EbVr15Zizpw5gxYtWugrRSLSAxZQREQVyM7OBgCpYPrjjz+QlZUFMzMzAMCJEyeQlJSEIUOG6ClDItIHDiInIqqAm5sbFAoFvv/+e1hZWWHWrFkYMGAAfv31VzRq1AgTJ05Er1690L17d32nSkRVSCGEEPpOgoioOgsLC8OiRYtgYWGBBQsWoH379njxxReRnp6OwYMHY+XKlbCzs9N3mkRUhVhAEREREcnEMVBEREREMrGAIiIiIpKJBRQRERGRTCygiIiIiGRiAUVEREQkEwsoIiIiIplYQBERERHJxAKKiIiISCYWUEREREQysYAiIiIikokFFBEREZFMLKCIiIiIZPp/gmF5iMd+MosAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FOURIER TRANSFORM\n",
    "\n",
    "ElectricalField = E*np.cos(omega*tlist[0:len(tlist)]+phi_time)*np.cos(k*v*tlist[0:len(tlist)]+phi_space)\n",
    "\n",
    "pop1_fourier_real = np.fft.fftshift((np.fft.fft(pop1_LB_2lasers)).real)\n",
    "pop1_fourier_imag = np.fft.fftshift((np.fft.fft(pop1_LB_2lasers)).imag)\n",
    "ElectricalField_fourier_real = np.fft.fftshift((np.fft.fft(ElectricalField)).real)\n",
    "ElectricalField_fourier_imag = np.fft.fftshift((np.fft.fft(ElectricalField)).imag)\n",
    "Cos_fourier_real = np.fft.fftshift((np.fft.fft(-7*1e-3*np.cos(2*k*v*tlist + phi_space))).real)\n",
    "Cos_fourier_imag = np.fft.fftshift((np.fft.fft(-7*1e-3*np.cos(2*k*v*tlist + phi_space))).imag)\n",
    "Sin_fourier_real = np.fft.fftshift((np.fft.fft(-7*1e-3*np.sin(2*k*v*tlist + phi_space))).real)\n",
    "Sin_fourier_imag = np.fft.fftshift((np.fft.fft(-7*1e-3*np.sin(2*k*v*tlist + phi_space))).imag)\n",
    "\n",
    "time_step = tlist[1] - tlist[0]\n",
    "freq = np.fft.fftshift(np.fft.fftfreq(tlist.size, d=time_step)) *(2*np.pi)\n",
    "\n",
    "zoom = 31000\n",
    "freq_search = 0.013732522570466248\n",
    "freq_search_index = np.abs(freq - freq_search).argmin()\n",
    "freq_zoom = 20\n",
    "\n",
    "#Full plot real\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         pop1_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$pop1 ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Cos_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"purple\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Sin_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"navy\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom real\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         pop1_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$pop1 ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Cos_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"purple\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Sin_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"navy\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Full plot imag\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         pop1_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$pop1 ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Cos_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"pink\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Sin_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"deeppink\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom imag\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         pop1_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$pop1 ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Cos_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"pink\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Sin_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"deeppink\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f76887f7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FOURIER TRANSFORM OF PERIODIC STEADY STATE\n",
    "\n",
    "t_i_index = np.abs(tlist - 7*(1/A21)).argmin()\n",
    "\n",
    "ElectricalField = E*np.cos(omega*tlist[0:len(tlist)]+phi_time)*np.cos(k*v*tlist[0:len(tlist)]+phi_space)\n",
    "f = 7*1e-3*(np.cos((omega+k*v)*tlist[t_i_index:len(tlist)] + phi_1)\n",
    "            + np.cos((omega-k*v)*tlist[t_i_index:len(tlist)] + phi_2)\n",
    "            + np.sin((omega+k*v)*tlist[t_i_index:len(tlist)] + phi_1) \n",
    "            + np.sin((omega-k*v)*tlist[t_i_index:len(tlist)] + phi_2))\n",
    "\n",
    "pop1_fourier_real = np.fft.fftshift((np.fft.fft(pop1_LB_2lasers[t_i_index:len(tlist)])).real)\n",
    "pop1_fourier_imag = np.fft.fftshift((np.fft.fft(pop1_LB_2lasers[t_i_index:len(tlist)])).imag)\n",
    "ElectricalField_fourier_real = np.fft.fftshift((np.fft.fft(ElectricalField[t_i_index:len(tlist)])).real)\n",
    "ElectricalField_fourier_imag = np.fft.fftshift((np.fft.fft(ElectricalField[t_i_index:len(tlist)])).imag)\n",
    "Cos_fourier_real = np.fft.fftshift((np.fft.fft(-7*1e-3*np.cos(2*k*v*tlist[t_i_index:len(tlist)] + phi_space))).real)\n",
    "Cos_fourier_imag = np.fft.fftshift((np.fft.fft(-7*1e-3*np.cos(2*k*v*tlist[t_i_index:len(tlist)] + phi_space))).imag)\n",
    "Sin_fourier_real = np.fft.fftshift((np.fft.fft(-7*1e-3*np.sin(2*k*v*tlist[t_i_index:len(tlist)] + phi_space))).real)\n",
    "Sin_fourier_imag = np.fft.fftshift((np.fft.fft(-7*1e-3*np.sin(2*k*v*tlist[t_i_index:len(tlist)] + phi_space))).imag)\n",
    "#f_fourier_real = np.fft.fftshift((np.fft.fft(f)).real)\n",
    "#f_fourier_imag = np.fft.fftshift((np.fft.fft(f)).imag)\n",
    "\n",
    "time_step = tlist[1] - tlist[0]\n",
    "freq = np.fft.fftshift(np.fft.fftfreq(tlist[t_i_index:len(tlist)].size, d=time_step)) *(2*np.pi)\n",
    "\n",
    "zoom = 0\n",
    "#freq_search = omega\n",
    "freq_search = 2*k*v\n",
    "freq_search_index = np.abs(freq - freq_search).argmin()\n",
    "freq_zoom = 50\n",
    "\n",
    "#Full plot real\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         pop1_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$pop1 ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Cos_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"purple\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Sin_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"navy\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~real$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         f_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom real\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         pop1_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$pop1 ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Cos_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"purple\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Sin_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"navy\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~real$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         f_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Full plot imag\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         pop1_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$pop1 ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Cos_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"pink\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         Sin_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"deeppink\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~imag$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         f_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom imag\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         pop1_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$pop1 ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Cos_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"pink\", label=\"$\\propto \\cos(2kvt + \\phi_{space}) ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         Sin_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"deeppink\", label=\"$\\propto \\sin(2kvt + \\phi_{space}) ~imag$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         f_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fdc2e3d",
   "metadata": {},
   "source": [
    "### Polarization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "058a8085",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D_x = ( (rho12_LB_real_2lasers + 1j*rho12_LB_imag_2lasers)*np.exp(1j*omega_0*tlist) \n",
    "       + (rho21_LB_real_2lasers + 1j*rho21_LB_imag_2lasers)*np.exp(-1j*omega_0*tlist))*X12\n",
    "D_x = D_x.real\n",
    "\n",
    "N = 1\n",
    "P_x = N*D_x\n",
    "\n",
    "ElectricalField = E*np.cos(omega*tlist[0:len(tlist)]+phi_time)*np.cos(k*v*tlist[0:len(tlist)]+phi_space)\n",
    "#PLot polarization along x\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], 0.5*ElectricalField, \":\",c=\"purple\", label=\"$\\propto E ~\\cos(kv t + \\phi_{space}) ~\\cos(\\omega t + \\phi_{time})$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Polarization of the sample\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot dipole moment\n",
    "#plt.plot(tlist[0:len(tlist)], D_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$D_x$\")\n",
    "#plt.plot(tlist[0:len(tlist)], E*np.cos(omega*tlist[0:len(tlist)]+phi), \"-\",c=\"purple\", label=\"$E ~\\cos(\\omega t + \\phi)$\")\n",
    "#plt.xlabel(\"$time$\"), plt.ylabel(\"Instantaneous dipole moment\")\n",
    "#plt.legend()\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1db586b4",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "10036610",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "E_Amp = E*np.cos(k*v*tlist+phi_space)\n",
    "#E_Amp = 0.1*E*np.cos(k*v*tlist+phi_space) + 0.5\n",
    "Offset = 0.0*np.ones(len(tlist))\n",
    "\n",
    "##Plot\n",
    "\n",
    "font_size = 14\n",
    "font_size_lgd = 14\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, E_Amp[0:len(tlist)], \"-\",c=\"black\", label=\"$E_{0} \\cos(kv_{z}t+\\phi_{space})$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, Offset, \"--\",c=\"black\")\n",
    "plt.xlabel(\"$time ~t ~[1/ \\Gamma]$\", fontsize=font_size), plt.ylabel(\"$Polarization ~[e/a_{0}^{2}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "#plt.savefig('CHAPTER_4_PopulationsRegimeHarmo.png', dpi=300)\n",
    "#plt.savefig('CHAPTER_4_PopulationsRegimeHighI.png', dpi=300)\n",
    "plt.savefig('CHAPTER_4_Polarization.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "c9bb674e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+rG/fvpKkHTt26Nlnn9XSpUuVm5uroqIiFRQUKDMzU5Ksw3/r1q3zeG6n0+nx3BcTAQoAAH+KiiobCQrUc9uwevVqTZgwQc2aNfP6PmvWrFH//v09bj/xxBMeNdnZ2crIyLBuFxQUaPPmzWrXrp0OHDigDh06qEePHpo6darq16+v0tJStW/fXu3atbMeMyIiQpdffrnH427YsEGDBg2ytY2+QoAC8BM+hQf4hcNh6zBaoGzdulVHjhzRFVdc4fV98vPztX37dmsUqPz2qY+xY8cOHTp0yGPZ+vXrVVJSorZt22r+/PkqLi7WW2+9JcdP87WmTZumwsJCK0CFhoaquLhYBQUFqlGjhiRp2bJlFQ4fXkwEKAAAoKysLElSYmKiNTepXEJCgkJCKn5wf82aNQoNDbVGhtasWaOQkBCPSejlk8ybNGnicb9LLrlEtWrVUlxcnPLz87VgwQK1atVKCxcuVGZmpurXr6+6detKktLS0hQeHq7HH39cjz32mHJycjRy5EhJskLWxcZpDAAAgFatWiVJat68uerVq2ddGjVqVOF0AuXWrFmjFi1ayOl0etyOjIy0alavXl1hlGjNmjVW8Onbt6+GDBmi9PR0de3aVbm5ubrrrrs8glG9evU0e/Zsvfvuu2rTpo1mz56t+++/X82aNQvYOagcxhgTkGeuxvLz8+VyueR2uxUTExPodgDvbHRJW/KlppJa8WsBF6j8o/PDh0vTpgW2l4uooKBA27ZtU0pKinWoCb5XWlqqHj16qEuXLpo0aZKt+55tH9l5/+YQHoAyUwqkOZKGSPpboJtBtcHf6PCBzz77TD/88IOuuOIKHThwQM8++6y2b9+u+fPnB6wnDuEBKDOnsOzfWYFtAwBOt2/fPj3xxBNq1aqVBgwYoJiYGH399dcB/QoZRqAAAECVNmDAAA0YMCDQbXhgBAoAAMAmAhQAAIBNBCgAAACbCFAAAPgYZwiquny1bwhQAAD4SHh4uCTp+PHjAe4EZ1JYWPaJ49DQ0At6HD6FBwCAj4SGhqp27drav3+/JCkqKsr6fjcEXmlpqX744QdFRUUpLOzCIhABCgAAH0pKSpIkK0ShagkJCVGjRo0uONgSoAAA8CGHw6F69eopISHhjN8hh8CJiIio9IuR7SJAAQDgB6GhoRc8zwZVF5PIAQAAbCJAAQAA2ESAAgD4D+dDQjVFgAIAALCJAAUAAGATAQoAAMAmAhQAAIBNBCgAAACbCFAAAAA2EaAAAABsCtoAlZmZKYfDoZEjR1rLjDEaN26ckpOTFRkZqWuvvVbr16/3uN/Jkyf1yCOPKD4+XtHR0erfv792797tUXP48GGlp6fL5XLJ5XIpPT1dR44cuQhbBQDVzAV+YStQVQVlgFq5cqVmzpypNm3aeCyfMmWKpk6dqpdfflkrV65UUlKSevbsqaNHj1o1I0eO1Pz58zV37lx9/vnn+vHHH9WvXz+VlJRYNQMHDlR2drYWLVqkRYsWKTs7W+np6Rdt+wAAQBVngszRo0fNpZdeapYsWWK6d+9uHn30UWOMMaWlpSYpKclMnjzZqi0oKDAul8vMmDHDGGPMkSNHTHh4uJk7d65Vk5uba0JCQsyiRYuMMcbk5OQYSebLL7+0alasWGEkmY0bN3rVo9vtNpKM2+2+0M0FLp6yc0aXXYALVf5aeuihQHcCeM3O+3fQjUA9/PDD6tu3r2644QaP5du2bVNeXp569eplLXM6nerevbuWL18uScrKylJRUZFHTXJyslJTU62aFStWyOVyqWPHjlbN1VdfLZfLZdWc7uTJk8rPz/e4AACA6iss0A3YMXfuXK1atUorV66ssC4vL0+SlJiY6LE8MTFRO3bssGoiIiIUGxtboab8/nl5eUpISKjw+AkJCVbN6TIzMzV+/Hj7GwQAAIJS0IxA7dq1S48++qjefPNN1ahR44x1jtMmLBpjKiw73ek1ldWf7XHGjh0rt9ttXXbt2nXW5wMAAMEtaAJUVlaW9u/fr7S0NIWFhSksLEzLli3Tiy++qLCwMGvk6fRRov3791vrkpKSVFhYqMOHD5+1Zt++fRWe/4cffqgwulXO6XQqJibG4wIAAKqvoAlQ119/vdauXavs7Gzr0r59e913333Kzs7WJZdcoqSkJC1ZssS6T2FhoZYtW6bOnTtLktLS0hQeHu5Rs3fvXq1bt86q6dSpk9xut77++mur5quvvpLb7bZqAABeMibQHQB+ETRzoGrVqqXU1FSPZdHR0apTp461fOTIkZo0aZIuvfRSXXrppZo0aZKioqI0cOBASZLL5dKQIUM0evRo1alTR3FxcRozZoxat25tTUpv2bKlbrzxRg0dOlSvvvqqJOm3v/2t+vXrp8suu+wibjEAAKiqgiZAeeOJJ57QiRMnNHz4cB0+fFgdO3bU4sWLVatWLavmr3/9q8LCwnTXXXfpxIkTuv766/X6668rNDTUqvn73/+uESNGWJ/W69+/v15++eWLvj0AAKBqchjD+Kqv5efny+Vyye12Mx8KwePUD0nwawEXqvz1NGyY9Morge0F8JKd9++gmQMFAABQVRCgAAAAbCJAAQAA2ESAAgAAsIkABQAAYBMBCgAAwCYCFAAAgE0EKAAAAJsIUAAAADYRoAAAAGwiQAEAANhEgAIA+A/fq4hqigAFAABgEwEKAADAJgIUAACATQQoAAAAmwhQAAAANhGgAAAAbCJAAQAA2ESAAgAAsIkABQAAYBMBCgDgP6Yw0B0AfkGAAgD4T8HqQHcA+AUBCgDgP6Yg0B0AfkGAAgAAsIkABQAAYBMBCgAAwCYCFAAAgE0EKACAHzkC3QDgFwQoAAAAmwhQAAAANhGgAAAAbCJAAQAA2ESAAgAAsIkABQAAYBMBCgAAwCYCFAAAgE0EKACA/5QcCnQHgF8QoAAA/lOyL9AdAH5BgAIAALCJAAUA8B8T6AYA/wg73zvu379f+/fvV2lpqcfyNm3aXHBTAAAAVZntAJWVlaVBgwZpw4YNMqbsTwuHwyFjjBwOh0pKSnzeJAAAQFVi+xDe/fffr+bNm2v58uXaunWrtm3b5vGvv2RmZuqqq65SrVq1lJCQoFtvvVWbNm3yqDHGaNy4cUpOTlZkZKSuvfZarV+/3qPm5MmTeuSRRxQfH6/o6Gj1799fu3fv9qg5fPiw0tPT5XK55HK5lJ6eriNHjvht2wAAQHCxHaC2bdumKVOmqGPHjmrSpIkaN27scfGXZcuW6eGHH9aXX36pJUuWqLi4WL169dKxY8esmilTpmjq1Kl6+eWXtXLlSiUlJalnz546evSoVTNy5EjNnz9fc+fO1eeff64ff/xR/fr18xg5GzhwoLKzs7Vo0SItWrRI2dnZSk9P99u2AQCAIGNsuuWWW8y//vUvu3fzuf379xtJZtmyZcYYY0pLS01SUpKZPHmyVVNQUGBcLpeZMWOGMcaYI0eOmPDwcDN37lyrJjc314SEhJhFixYZY4zJyckxksyXX35p1axYscJIMhs3bqy0l4KCAuN2u63Lrl27jCTjdrt9vt2A30g/X4ALVf5auovXE4KH2+32+v3b9hyov/3tbxo0aJDWrVun1NRUhYeHe6zv37+/L3LdObndbklSXFycpLKRsby8PPXq1cuqcTqd6t69u5YvX64HH3xQWVlZKioq8qhJTk5Wamqqli9frt69e2vFihVyuVzq2LGjVXP11VfL5XJp+fLluuyyyyr0kpmZqfHjx/trUwEAQBVjO0AtX75cn3/+uT744IMK6y7WJHJjjEaNGqWuXbsqNTVVkpSXlydJSkxM9KhNTEzUjh07rJqIiAjFxsZWqCm/f15enhISEio8Z0JCglVzurFjx2rUqFHW7fz8fDVs2PA8tw4AAFR1tudAjRgxQunp6dq7d69KS0s9LhfrE3gZGRn69ttv9dZbb1VY53A4PG6bnz4deDan11RWf7bHcTqdiomJ8bgAAIDqy3aAOnjwoB577LEKIz0XyyOPPKIFCxbo008/VYMGDazlSUlJklRhlGj//v1Wr0lJSSosLNThw4fPWrNvX8WvHvjhhx8Cts0AAKBqsR2gbr/9dn366af+6OWsjDHKyMjQvHnz9MknnyglJcVjfUpKipKSkrRkyRJrWWFhoZYtW6bOnTtLktLS0hQeHu5Rs3fvXq1bt86q6dSpk9xut77++mur5quvvpLb7bZqAADAL5vtOVDNmzfX2LFj9fnnn6t169YVJpGPGDHCZ82d6uGHH9Y//vEPvfvuu6pVq5Y10uRyuRQZGSmHw6GRI0dq0qRJuvTSS3XppZdq0qRJioqK0sCBA63aIUOGaPTo0apTp47i4uI0ZswYtW7dWjfccIMkqWXLlrrxxhs1dOhQvfrqq5Kk3/72t+rXr1+lE8gBAMAvj8MYY+ubik4f+fF4MIfDbyfTPNP8ozlz5mjw4MGSykapxo8fr1dffVWHDx9Wx44dNW3aNGuiuSQVFBTo8ccf1z/+8Q+dOHFC119/vaZPn+4x6fvQoUMaMWKEFixYIKnsk4Uvv/yyateu7VWv+fn5crlccrvdzIdC8Dj1/5i9XwtAReWvp7skvc3rCcHBzvu3rQBljNGOHTuUkJCgqKioC260uiJAISgRoOBLBCgEITvv37bmQBlj1Lx5c+Xm5l5QgwAAAMHMVoAKCQnRpZdeqoMHD/qrHwBAdcLgE6op25/CmzJlih5//HGtW7fOH/0AAABUebY/hferX/1Kx48fV9u2bRUREaHIyEiP9YcOHfJZcwAAAFWR7QD1/PPP+6ENAACA4GE7QA0aNMgffQAAAAQN2wFKkkpKSvTOO+9ow4YNcjgcatWqlfr376/Q0FBf9wcAAFDl2A5Q3333nfr06aPc3FxddtllMsZo8+bNatiwod577z01bdrUH30CAABUGbY/hTdixAg1bdpUu3bt0qpVq7R69Wrt3LlTKSkpfvsaFwBAkKr8SySAoGd7BGrZsmX68ssvFRcXZy2rU6eOJk+erC5duvi0OQAAgKrI9giU0+nU0aNHKyz/8ccfFRER4ZOmAAAAqjLbAapfv3767W9/q6+++krGGBlj9OWXX2rYsGHq37+/P3oEAACoUmwHqBdffFFNmzZVp06dVKNGDdWoUUNdunRRs2bN9MILL/ijRwBAsGIOFKopr+ZA5efnW99KXLt2bb377rv67rvvtGHDBhlj1KpVKzVr1syvjQIAAFQVXgWo2NhY7d27VwkJCbruuus0b948NWvWjNAEAAB+kbw6hFezZk0dPHhQkrR06VIVFRX5tSkAAICqzKsRqBtuuEE9evRQy5YtJUm33XbbGT9x98knn/iuOwAAgCrIqwD15ptv6o033tD333+vZcuW6fLLL1dUVJS/ewMAAKiSvApQkZGRGjZsmCTpm2++0Z///GfVrl3bn30BAABUWbZPY/Dpp596hKeSkhJlZ2fr8OHDvuwLAACgyrIdoEaOHKlZs2ZJKgtP3bp105VXXqmGDRtq6dKlvu4PAACgyrEdoP75z3+qbdu2kqSFCxdq+/bt2rhxo0aOHKmnnnrK5w0CAABUNbYD1MGDB5WUlCRJev/99zVgwAA1b95cQ4YM0dq1a33eIAAgyBTvC3QHgN/ZDlCJiYnKyclRSUmJFi1apBtuuEGSdPz4cYWGhvq8QQBAkDm2+OfrfJULqimvPoV3qvvvv1933XWX6tWrJ4fDoZ49e0qSvvrqK7Vo0cLnDQIAAFQ1tgPUuHHjlJqaql27dmnAgAFyOp2SpNDQUP3+97/3eYMAAABVje0AJUl33nlnhWWDBg264GYAANWB+fkqh/BQTZ1XgPr444/18ccfa//+/SotLfVYN3v2bJ80BgAAUFXZDlDjx4/XhAkT1L59e2seFAAAwC+J7QA1Y8YMvf7660pPT/dHPwCAoGfOXQIEOdunMSgsLFTnzp390QsAoLqx/S4DBAfbL+0HHnhA//jHP/zRCwCguiFAoZqyfQivoKBAM2fO1EcffaQ2bdooPDzcY/3UqVN91hwAAEBVZDtAffvtt2rXrp0kad26dR7rmFAOVBPGSPx/xvkyp8yBYgQK1ZTtAPXpp5/6ow8AQLVxyultCFCopnhpA6gEn6LCheBEmqj+zutEmitXrtQ///lP7dy5U4WFhR7r5s2b55PGAADBikN4qP5sv7Tnzp2rLl26KCcnR/Pnz1dRUZFycnL0ySefyOVy+aNHABcdI1DwEUagUE3ZDlCTJk3SX//6V/3nP/9RRESEXnjhBW3YsEF33XWXGjVq5I8eAQBBhREoVH+2X9rff/+9+vbtK0lyOp06duyYHA6HHnvsMc2cOdPnDQK4yEIkRqBwQQq3/Hw9NHBtAP5kO0DFxcXp6NGjkqT69etbpzI4cuSIjh8/7tvuAFx8YRIBChfE/frP12sErAvAr2xPIr/mmmu0ZMkStW7dWnfddZceffRRffLJJ1qyZImuv/56f/QI4GKKCnQDCHolP/x8PSJwbQD+ZHsE6uWXX9Y999wjSRo7dqzGjBmjffv26fbbb9esWbN83mAgTZ8+XSkpKapRo4bS0tL03//+N9AtAf4XJTEChQtScMr1aHmeWBOoJmwFqOLiYi1cuFAhIWV3CwkJ0RNPPKEFCxZo6tSpio2N9UuTgfD2229r5MiReuqpp7R69Wpdc801uummm7Rz585Atwb43qlvcImBawPVRO4p12tKKs0PVCeA3ziMsfenQVRUlDZs2KDGjRv7q6cqoWPHjrryyiv1yiuvWMtatmypW2+9VZmZmWe9b35+vlwul9xut2JiYnzXVNFJadtKz2WV7T1j5PHZYWsXe7nMcZY6j5eLjWUVXmaVLHNUsqzS7fNiWWUva28fq0LNaT/Psy471/N58XM/58/zDI/v7b4pKZGOHSu7HD8u5edLX3wh/fvfZevvlPS/a36qL/W8f0mJVFz682Obn/4t1c/XrWXm5x7Ll1nbXdlrrBIe607/+Z7rfmdYf8a7GRu9nHbbzv28WmezF532czKSSkt/2h/mtP1SKpnSU/bXKZdSU3GZta7U83E8lkv68Zh0OF86dET65zRpTVFZO89Luvu3UtQNUkiMFBItOcIkhZS9bkolmRDJOMqWefSuM/Rf/jOo5BwJlX0F0Zlqvfl/XVndWWsrYedt1h+1/nr+QAsNl5p08OlD2nn/tj0HqmPHjlq9enW1DlCFhYXKysrS73//e4/lvXr10vLlyyvUnzx5UidPnrRu5+f76a+tfZuky67xz2MD5T6U1K+ttFvSIZUdjimSVCjPPAV44zVJ/5op5c2UjqjsdVT006U4kI0h6CWESPtKAvb0tgPU8OHDNXr0aO3evVtpaWmKjo72WN+mTRufNRcoBw4cUElJiRITPY9lJCYmKi8vr0J9Zmamxo8f7//GHA7vJ/ie/oeRl39Ueb3sfO5X3Z/vQnq4mM/nUNnrqIakyJ8uTSRlSVop6aikj73o8XycadvP9jPxx7qzudi92OnTccYbnkJ+Wu04paz8urXOcYblp9U7HD9P9nBUdnH89JpySC6HVMshXXJSelPSAUnrbWxfMDjf/79V4bGqm/DAnmTM6wD1m9/8Rs8//7zuvvtuSdKIESOsdQ6HQ8YYORwOlZQELg36muO0oeDybTzd2LFjNWrUKOt2fn6+GjZs6PuG6reWjgXR8Gq5SoeE7RxPu4D7X9Bz+/p5L9Jze91PqVR6VCo5KLlnS394tSxASVJGH6nfCCkhQYqOlpxOKSKi7BIW9tOb5k+XkBDP22dahl+OH/4gTZ/48+2XX5ZatJDi46XIyJ9fSxERUmhoxdfKuV5Ldl9XvP7gB14HqDfeeEOTJ0/Wtm3b/NlPlRAfH6/Q0NAKo0379++vMCollZ1Q1Ol0Xqz2gk+lv7wu0i80fm+eQ4KkpmVXd7/68+Lx/aW43gHpCNWBo+xQXbmHHw5YJ4C/eB2gyueaV+e5T+UiIiKUlpamJUuW6LbbbrOWL1myRLfccksAOwP8JKSW5D7ldnT3gLWCaib63CVAMLI1B6qyw1fV1ahRo5Senq727durU6dOmjlzpnbu3Klhw4YFujXA98IaeAao0NqB6gTVwinvFbUD1gTgV7YCVPPmzc8Zog4dOnRBDVUVd999tw4ePKgJEyZo7969Sk1N1fvvv/+LGIHDL5AjTDrmsSBQnaC64atcUE3ZClDjx4+Xy+XyVy9VzvDhwzV8+PBAtwH4n4N3OfgSARzVn60Adc899yghIcFfvQAIlNNHlh18IR4uxCmvp8B+0hzwG69f2r+k+U/AL9KpZzoIrRWwNlANOE55a+GtA9WU1wHK5je+AAg2/BeHzzgqvQpUJ14fwist5TscgGqNAAV/IEChmuLoNIAyBCj4AwEK1RQBCkAZAhT8gQCFaooABQDwMeZAofqzFaCKiop0//33a+vWrf7qB0CgMAIFnyFAofqzFaDCw8M1f/58f/UCIJAIUPAHAhSqKduH8G677Ta98847fmgFQEARoOAzjECh+rN1JnJJatasmf70pz9p+fLlSktLU3S051dtjxgxwmfNAbiICFDwBwIUqimHsXmGzJSUlDM/mMPB/ChJ+fn5crlccrvdiomJCXQ7gHfqOqQDP13nxLm4EAczpfgny663k7Sa1xOCg533b9sjUNu2bTvvxgAAvzCMQKGaOu/TGBQWFmrTpk0qLi72ZT8AAoVBAvgMc6BQ/dkOUMePH9eQIUMUFRWlyy+/XDt37pRUNvdp8uTJPm8QwEVCgIKv1Lzt5+sEKFRTtgPU2LFjtWbNGi1dulQ1atSwlt9www16++23fdocgIuIAAVfCYn6+ToBCtWU7TlQ77zzjt5++21dffXVcjh+/p/RqlUrff/99z5tDgAQ5AhQqKZsj0D98MMPSkhIqLD82LFjHoEKQJBhBAo+c8p7AV8YhmrK9kv7qquu0nvvvWfdLg9Nr732mjp16uS7zgBcXAQo+AyTyFH92T6El5mZqRtvvFE5OTkqLi7WCy+8oPXr12vFihVatmyZP3oEAACoUmyPQHXu3FlffPGFjh8/rqZNm2rx4sVKTEzUihUrlJaW5o8eAVwMjEDBZziEh+rP9giUJLVu3VpvvPGGr3sBEEgEKPhDiDPQHQB+4VWAys/Pt05pnp+ff9ZavroECFIEKPjKqR8oCuU9AdWTVwEqNjZWe/fuVUJCgmrXrl3pp+2MMXI4HCopKfF5kwAuAgIUfIaZ46j+vApQn3zyieLi4iRJn376qV8bAhAgBCj4A1kK1ZRXAap79+6SpOLiYi1dulS/+c1v1LBhQ782BgAIVqQmVH+2Ph8RFham5557jsN0QHXECBR8hgCF6s/2B0yvv/56LV261A+tAAgoAhR85dTvwuM8BqimbJ/G4KabbtLYsWO1bt06paWlKTo62mN9//79fdYcgIuIAAVfCan583XHeZ0tB6jyHMYYW782Q0LO/NcEn8Irk5+fL5fLJbfbzWkdEDycDqnwp+v2fi0AFZV/WrtHfemT3YHtBfCSnfdv238alJaWnndjAKowMhMAeI2D0wAAADbZHoGaMGHCWdf/v//3/867GQAAgGBgO0DNnz/f43ZRUZG2bdumsLAwNW3alAAFAACqPdsBavXq1RWW5efna/Dgwbrtttt80hQAAEBV5pM5UDExMZowYYL++Mc/+uLhAAAAqjSfTSI/cuSI3G63rx4OAFAd8OlOVFO2D+G9+OKLHreNMdq7d6/+93//VzfeeKPPGgMAAKiqbAeov/71rx63Q0JCVLduXQ0aNEhjx471WWMAAABVle0AtW3bNn/0AQAAEDQuaA7U7t27lZub66teAAAAgoLtAFVaWqoJEybI5XKpcePGatSokWrXrq0//elPfM0LAAD4RbB9CO+pp57SrFmzNHnyZHXp0kXGGH3xxRcaN26cCgoKNHHiRH/0CQAAUGXYHoF644039Le//U0PPfSQ2rRpo7Zt22r48OF67bXX9Prrr/uhRWn79u0aMmSIUlJSFBkZqaZNm+rpp59WYWGhR93OnTt18803Kzo6WvHx8RoxYkSFmrVr16p79+6KjIxU/fr1NWHCBJnTvnl+2bJlSktLU40aNXTJJZdoxowZftkuAAAQnGyPQB06dEgtWrSosLxFixY6dOiQT5o63caNG1VaWqpXX31VzZo107p16zR06FAdO3ZMzz33nCSppKREffv2Vd26dfX555/r4MGDGjRokIwxeumllySVnTG9Z8+e6tGjh1auXKnNmzdr8ODBio6O1ujRoyWVTZLv06ePhg4dqjfffFNffPGFhg8frrp16+qOO+7wy/YBAIAgY2zq0KGDeeSRRyosz8jIMB07drT7cOdtypQpJiUlxbr9/vvvm5CQEJObm2ste+utt4zT6TRut9sYY8z06dONy+UyBQUFVk1mZqZJTk42paWlxhhjnnjiCdOiRQuP53rwwQfN1VdffcZeCgoKjNvtti67du0ykqznBYJCuIzRTxfgQpW/lq6tH+hOAK+53W6v379tH8KbMmWKZs+erVatWmnIkCF64IEH1KpVK73++ut69tlnfZ/wzsDtdisuLs66vWLFCqWmpio5Odla1rt3b508eVJZWVlWTffu3eV0Oj1q9uzZo+3bt1s1vXr18niu3r1765tvvlFRUVGlvWRmZsrlclmXhg0b+mozAQBAFWQ7QHXv3l2bN2/WbbfdpiNHjujQoUO6/fbbtWnTJl1zzTX+6LGC77//Xi+99JKGDRtmLcvLy1NiYqJHXWxsrCIiIpSXl3fGmvLb56opLi7WgQMHKu1n7Nixcrvd1mXXrl0XtoEAAKBK83oO1NatW5WSkiKHw6Hk5GSffNpu3LhxGj9+/FlrVq5cqfbt21u39+zZoxtvvFEDBgzQAw884FHrcDgq3N8Y47H89Brz0wRyuzWncjqdHqNaQFCq/OUNAKiE1wHq0ksv1d69e5WQkCBJuvvuu/Xiiy9WGK2xIyMjQ/fcc89Za5o0aWJd37Nnj3r06KFOnTpp5syZHnVJSUn66quvPJYdPnxYRUVFVo9JSUnWSFO5/fv3S9I5a8LCwlSnTh3vNw4AAFRbXgcoc9pH/d9//31lZmZe0JPHx8crPj7eq9rc3Fz16NFDaWlpmjNnjkJCPI8+durUSRMnTtTevXtVr149SdLixYvldDqVlpZm1Tz55JMqLCxURESEVZOcnGwFtU6dOmnhwoUej7148WK1b99e4eHhF7K5AACgmrigr3K5WPbs2aNrr71WDRs21HPPPacffvhBeXl5HiNFvXr1UqtWrZSenq7Vq1fr448/1pgxYzR06FDFxMRIkgYOHCin06nBgwdr3bp1mj9/viZNmqRRo0ZZh+eGDRumHTt2aNSoUdqwYYNmz56tWbNmacyYMQHZdgAIaubcJUAw8noEyuFwVJgDdKY5Qb62ePFifffdd/ruu+/UoEEDj3XlI2OhoaF67733NHz4cHXp0kWRkZEaOHCgdZ4oSXK5XFqyZIkefvhhtW/fXrGxsRo1apRGjRpl1aSkpOj999/XY489pmnTpik5OVkvvvgi54ACAAAWhzn92NwZhISE6KabbrImSy9cuFDXXXedoqOjPermzZvn+y6DTH5+vlwul9xutzX6BVR5TodUfuJ+734tAGdW/gd29/rS0t2B7QXwkp33b69HoAYNGuRx+1e/+tX5dQcAABDkvA5Qc+bM8WcfAAAAQSMoJpEDAABUJQQoAAAAmwhQAAD/4Qz3qKYIUAAAADYRoAAAAGwiQAEAANhEgAIAALCJAAWgDJN9AcBrBCgAAACbCFAAAAA2EaAAAP7D91KjmiJAASjDGx0AeI0ABQAAYBMBCgAAwCYCFICfcB4DAPAWAQpAGUdEoDsAgKBBgAIAALCJAAUAAGATAQoAAMAmAhQAAIBNBCgAAACbCFAAAAA2EaAAAABsIkABKOPgRJoA4C0CFADAf/iSalRTBCgAAACbCFAAAAA2EaAAAABsIkABAADYRIACAACwiQAFAABgEwEKAADAJgIUAACATQQoAAAAmwhQAAAANhGgAAAAbCJAAQD8hy+pRjVFgAIAALCJAAWgDCMFAOA1AhQAwH+MCXQHgF8EXYA6efKk2rVrJ4fDoezsbI91O3fu1M0336zo6GjFx8drxIgRKiws9KhZu3atunfvrsjISNWvX18TJkyQOe0/+LJly5SWlqYaNWrokksu0YwZM/y9WQAAIIiEBboBu5544gklJydrzZo1HstLSkrUt29f1a1bV59//rkOHjyoQYMGyRijl156SZKUn5+vnj17qkePHlq5cqU2b96swYMHKzo6WqNHj5Ykbdu2TX369NHQoUP15ptv6osvvtDw4cNVt25d3XHHHRd9ewEAQNUTVAHqgw8+0OLFi/Xvf/9bH3zwgce6xYsXKycnR7t27VJycrIk6S9/+YsGDx6siRMnKiYmRn//+99VUFCg119/XU6nU6mpqdq8ebOmTp2qUaNGyeFwaMaMGWrUqJGef/55SVLLli31zTff6LnnniNAAQAASUF0CG/fvn0aOnSo/vd//1dRUVEV1q9YsUKpqalWeJKk3r176+TJk8rKyrJqunfvLqfT6VGzZ88ebd++3arp1auXx2P37t1b33zzjYqKiirt7eTJk8rPz/e4AACA6isoApQxRoMHD9awYcPUvn37Smvy8vKUmJjosSw2NlYRERHKy8s7Y0357XPVFBcX68CBA5U+d2Zmplwul3Vp2LCh/Y0EAABBI6ABaty4cXI4HGe9fPPNN3rppZeUn5+vsWPHnvXxHJV8DNsY47H89JryCeR2a041duxYud1u67Jr166z9gkAAIJbQOdAZWRk6J577jlrTZMmTfTMM8/oyy+/9Dj0Jknt27fXfffdpzfeeENJSUn66quvPNYfPnxYRUVF1ohSUlKSNdJUbv/+/ZJ0zpqwsDDVqVOn0h6dTmeF3gAAQPUV0AAVHx+v+Pj4c9a9+OKLeuaZZ6zbe/bsUe/evfX222+rY8eOkqROnTpp4sSJ2rt3r+rVqyepbGK50+lUWlqaVfPkk0+qsLBQERERVk1ycrKaNGli1SxcuNDj+RcvXqz27dsrPDz8grcZqLI4Xw8AeC0o5kA1atRIqamp1qV58+aSpKZNm6pBgwaSpF69eqlVq1ZKT0/X6tWr9fHHH2vMmDEaOnSoYmJiJEkDBw6U0+nU4MGDtW7dOs2fP1+TJk2yPoEnScOGDdOOHTs0atQobdiwQbNnz9asWbM0ZsyYwGw8AACocoIiQHkjNDRU7733nmrUqKEuXbrorrvu0q233qrnnnvOqnG5XFqyZIl2796t9u3ba/jw4Ro1apRGjRpl1aSkpOj999/X0qVL1a5dO/3pT3/Siy++yCkMAACAxWFOPw03Llh+fr5cLpfcbrc1+gVUeZGRUkFB2XV+LeBClX/oplt9adnuwPYCeMnO+3e1GYECAFRFfEk1qicCFAAAgE0EKAAAAJsIUADKnOFEscCFYT4dqicCFAAAgE0EKAAAAJsIUAAAADYRoAAAAGwiQAEAANhEgAIAALCJAAUAAGATAQoAAMAmAhQAAIBNBCgAAACbCFAAAAA2EaAAAABsIkABAADYRIACAACwiQAFoIzDEegOUJ38+qd/f9choG0A/kKAAgD43lhJ2ZKuTAxwI4B/EKAAAP7hDHQDgP8QoAAAAGwiQAEAANhEgAIAALCJAAUAAGATAQoAAMAmAhQAAIBNBCgAAACbCFAAAAA2EaAAAABsIkABAADYRIACAACwiQAFAABgEwEKQJk77yz7t23bwPYBAEEgLNANAKgipk2Trr1W6tcv0J0AQJVHgAJQpmZN6f77A90FAAQFDuEBAPzIEegGAL8gQAEAANhEgAIAALCJAAUAAGATAQoAAMAmAhQAAIBNBCgAAACbgipAvffee+rYsaMiIyMVHx+v22+/3WP9zp07dfPNNys6Olrx8fEaMWKECgsLPWrWrl2r7t27KzIyUvXr19eECRNkjPGoWbZsmdLS0lSjRg1dcsklmjFjht+3DQAABI+gOZHmv//9bw0dOlSTJk3SddddJ2OM1q5da60vKSlR3759VbduXX3++ec6ePCgBg0aJGOMXnrpJUlSfn6+evbsqR49emjlypXavHmzBg8erOjoaI0ePVqStG3bNvXp00dDhw7Vm2++qS+++ELDhw9X3bp1dccddwRk2wEAQNXiMKcPv1RBxcXFatKkicaPH68hQ4ZUWvPBBx+oX79+2rVrl5KTkyVJc+fO1eDBg7V//37FxMTolVde0dixY7Vv3z45nU5J0uTJk/XSSy9p9+7dcjgc+t3vfqcFCxZow4YN1mMPGzZMa9as0YoVKyp97pMnT+rkyZPW7fz8fDVs2FBut1sxMTG++jEAQPDY+NMJNGs/JCVND2wvgJfy8/Plcrm8ev8OikN4q1atUm5urkJCQnTFFVeoXr16uummm7R+/XqrZsWKFUpNTbXCkyT17t1bJ0+eVFZWllXTvXt3KzyV1+zZs0fbt2+3anr16uXx/L1799Y333yjoqKiSvvLzMyUy+WyLg0bNvTVpgMAgCooKALU1q1bJUnjxo3TH/7wB/3nP/9RbGysunfvrkOHDkmS8vLylJiY6HG/2NhYRUREKC8v74w15bfPVVNcXKwDBw5U2t/YsWPldruty65duy5wiwEAQFUW0AA1btw4ORyOs16++eYblZaWSpKeeuop3XHHHUpLS9OcOXPkcDj0z3/+03o8h6Pidy4ZYzyWn15TfgTTbs2pnE6nYmJiPC4AAKD6Cugk8oyMDN1zzz1nrWnSpImOHj0qSWrVqpW13Ol06pJLLtHOnTslSUlJSfrqq6887nv48GEVFRVZI0pJSUnWSFO5/fv3S9I5a8LCwlSnTh27mwgAAKqhgAao+Ph4xcfHn7MuLS1NTqdTmzZtUteuXSVJRUVF2r59uxo3bixJ6tSpkyZOnKi9e/eqXr16kqTFixfL6XQqLS3NqnnyySdVWFioiIgIqyY5OVlNmjSxahYuXOjx/IsXL1b79u0VHh7uk+0GAADBLSjmQMXExGjYsGF6+umntXjxYm3atEkPPfSQJGnAgAGSpF69eqlVq1ZKT0/X6tWr9fHHH2vMmDEaOnSodUht4MCBcjqdGjx4sNatW6f58+dr0qRJGjVqlHV4btiwYdqxY4dGjRqlDRs2aPbs2Zo1a5bGjBkTmI0HAABVTtCcB+rZZ59VWFiY0tPTdeLECXXs2FGffPKJYmNjJUmhoaF67733NHz4cHXp0kWRkZEaOHCgnnvuOesxXC6XlixZoocffljt27dXbGysRo0apVGjRlk1KSkpev/99/XYY49p2rRpSk5O1osvvsg5oAAAgCUozgMVbOycRwIAqqXy80DFPiolPh/QVgBvVbvzQAEAgkzdP0sRLaU6TwW6E8AvCFAAAN+r84R0SY4UVjfQnQB+QYACAACwiQAFAABgEwEKAADAJgIUAACATQQoAAAAmwhQAAAANhGgAAAAbCJAAQAA2ESAAgAAsIkABQAAYBMBCgAAwCYCFAAAgE0EKAAAAJsIUAAAADaFBbqB6sgYI0nKz88PcCcAAMBb5e/b5e/jZ0OA8oOjR49Kkho2bBjgTgAAgF1Hjx6Vy+U6a43DeBOzYEtpaan27NmjWrVqyeFweHWf/Px8NWzYULt27VJMTIyfOwwstrV6+qVs6y9lOyW2tbr6pWzr+WynMUZHjx5VcnKyQkLOPsuJESg/CAkJUYMGDc7rvjExMdX6BX0qtrV6+qVs6y9lOyW2tbr6pWyr3e0818hTOSaRAwAA2ESAAgAAsIkAVUU4nU49/fTTcjqdgW7F79jW6umXsq2/lO2U2Nbq6peyrf7eTiaRAwAA2MQIFAAAgE0EKAAAAJsIUAAAADYRoAAAAGwiQAXAxIkT1blzZ0VFRal27dqV1uzcuVM333yzoqOjFR8frxEjRqiwsNCjZu3aterevbsiIyNVv359TZgwwavv7wmUpUuXyuFwVHpZuXKlVVfZ+hkzZgSw8/PTpEmTCtvx+9//3qPGm/1clW3fvl1DhgxRSkqKIiMj1bRpUz399NMVtqG67FNJmj59ulJSUlSjRg2lpaXpv//9b6BbuiCZmZm66qqrVKtWLSUkJOjWW2/Vpk2bPGoGDx5cYf9dffXVAer4/I0bN67CdiQlJVnrjTEaN26ckpOTFRkZqWuvvVbr168PYMfnr7LfPw6HQw8//LCk4N6nn332mW6++WYlJyfL4XDonXfe8VjvzX48efKkHnnkEcXHxys6Olr9+/fX7t27bfXBmcgDoLCwUAMGDFCnTp00a9asCutLSkrUt29f1a1bV59//rkOHjyoQYMGyRijl156SVLZKep79uypHj16aOXKldq8ebMGDx6s6OhojR49+mJvklc6d+6svXv3eiz74x//qI8++kjt27f3WD5nzhzdeOON1m1vzwxb1UyYMEFDhw61btesWdO67s1+ruo2btyo0tJSvfrqq2rWrJnWrVunoUOH6tixY3ruuec8aqvDPn377bc1cuRITZ8+XV26dNGrr76qm266STk5OWrUqFGg2zsvy5Yt08MPP6yrrrpKxcXFeuqpp9SrVy/l5OQoOjraqrvxxhs1Z84c63ZEREQg2r1gl19+uT766CPrdmhoqHV9ypQpmjp1ql5//XU1b95czzzzjHr27KlNmzapVq1agWj3vK1cuVIlJSXW7XXr1qlnz54aMGCAtSxY9+mxY8fUtm1b3X///brjjjsqrPdmP44cOVILFy7U3LlzVadOHY0ePVr9+vVTVlaWx2virAwCZs6cOcblclVY/v7775uQkBCTm5trLXvrrbeM0+k0brfbGGPM9OnTjcvlMgUFBVZNZmamSU5ONqWlpX7v3RcKCwtNQkKCmTBhgsdySWb+/PmBacqHGjdubP7617+ecb03+zkYTZkyxaSkpHgsqy77tEOHDmbYsGEey1q0aGF+//vfB6gj39u/f7+RZJYtW2YtGzRokLnlllsC15SPPP3006Zt27aVristLTVJSUlm8uTJ1rKCggLjcrnMjBkzLlKH/vPoo4+apk2bWu8P1WWfnv67xZv9eOTIERMeHm7mzp1r1eTm5pqQkBCzaNEir5+bQ3hV0IoVK5Samqrk5GRrWe/evXXy5EllZWVZNd27d/c4QVjv3r21Z88ebd++/WK3fF4WLFigAwcOaPDgwRXWZWRkKD4+XldddZVmzJih0tLSi9+gD/z5z39WnTp11K5dO02cONHj0JY3+zkYud1uxcXFVVge7Pu0sLBQWVlZ6tWrl8fyXr16afny5QHqyvfcbrckVdiHS5cuVUJCgpo3b66hQ4dq//79gWjvgm3ZskXJyclKSUnRPffco61bt0qStm3bpry8PI/963Q61b1796Dfv4WFhXrzzTf1m9/8xuML7qvLPj2VN/sxKytLRUVFHjXJyclKTU21ta85hFcF5eXlKTEx0WNZbGysIiIilJeXZ9U0adLEo6b8Pnl5eUpJSbkovV6IWbNmqXfv3mrYsKHH8j/96U+6/vrrFRkZqY8//lijR4/WgQMH9Ic//CFAnZ6fRx99VFdeeaViY2P19ddfa+zYsdq2bZv+9re/SfJuPweb77//Xi+99JL+8pe/eCyvDvv0wIEDKikpqbDPEhMTg3Z/nc4Yo1GjRqlr165KTU21lt90000aMGCAGjdurG3btumPf/yjrrvuOmVlZQXV2aw7duyo//mf/1Hz5s21b98+PfPMM+rcubPWr19v7cPK9u+OHTsC0a7PvPPOOzpy5IjHH6vVZZ+ezpv9mJeXp4iICMXGxlaosfN/mQDlI+PGjdP48ePPWrNy5coKc33O5NS/EsoZYzyWn15jfppAXtl9/el8tn337t368MMP9X//938Vak99U23Xrp2ksrlEVeHN1s62PvbYY9ayNm3aKDY2Vnfeeac1KiV5t58D4Xz26Z49e3TjjTdqwIABeuCBBzxqq/I+tauy/3eB3l++kpGRoW+//Vaff/65x/K7777bup6amqr27durcePGeu+993T77bdf7DbP20033WRdb926tTp16qSmTZvqjTfesCZQV8f9O2vWLN10000eo93VZZ+eyfnsR7v7mgDlIxkZGbrnnnvOWnP6iNGZJCUl6auvvvJYdvjwYRUVFVmpOikpqUJSLh9+PT15+9v5bPucOXNUp04d9e/f/5yPf/XVVys/P1/79u276Nt2ugvZz+W/oL/77jvVqVPHq/0cKHa3c8+ePerRo4c6deqkmTNnnvPxq9I+9VZ8fLxCQ0Mr/X8XLNtwNo888ogWLFigzz77TA0aNDhrbb169dS4cWNt2bLlInXnH9HR0WrdurW2bNmiW2+9VVLZ6ES9evWsmmDfvzt27NBHH32kefPmnbWuuuzT8k9Vnm0/JiUlqbCwUIcPH/YYhdq/f786d+7s9XMRoHwkPj5e8fHxPnmsTp06aeLEidq7d6/1Ali8eLGcTqfS0tKsmieffFKFhYXWJycWL16s5ORkr4Oar9jddmOM5syZo1//+tcKDw8/Z/3q1atVo0aNM57y4WK6kP28evVqSbL2qTf7OVDsbGdubq569OihtLQ0zZkzRyEh555aWZX2qbciIiKUlpamJUuW6LbbbrOWL1myRLfccksAO7swxhg98sgjmj9/vpYuXerV4f+DBw9q165dHm9QwejkyZPasGGDrrnmGqWkpCgpKUlLlizRFVdcIals7tCyZcv05z//OcCdnr85c+YoISFBffv2PWtdddmn3uzHtLQ0hYeHa8mSJbrrrrskSXv37tW6des0ZcoU75/sfGe+4/zt2LHDrF692owfP97UrFnTrF692qxevdocPXrUGGNMcXGxSU1NNddff71ZtWqV+eijj0yDBg1MRkaG9RhHjhwxiYmJ5t577zVr16418+bNMzExMea5554L1GZ57aOPPjKSTE5OToV1CxYsMDNnzjRr16413333nXnttddMTEyMGTFiRAA6PX/Lly83U6dONatXrzZbt241b7/9tklOTjb9+/e3arzZz1Vdbm6uadasmbnuuuvM7t27zd69e61LueqyT40xZu7cuSY8PNzMmjXL5OTkmJEjR5ro6Gizffv2QLd23h566CHjcrnM0qVLPfbf8ePHjTHGHD161IwePdosX77cbNu2zXz66aemU6dOpn79+iY/Pz/A3dszevRos3TpUrN161bz5Zdfmn79+platWpZ+2/y5MnG5XKZefPmmbVr15p7773X1KtXL+i2s1xJSYlp1KiR+d3vfuexPNj36dGjR633TUnW79odO3YYY7zbj8OGDTMNGjQwH330kVm1apW57rrrTNu2bU1xcbHXfRCgAmDQoEFGUoXLp59+atXs2LHD9O3b10RGRpq4uDiTkZHhccoCY4z59ttvzTXXXGOcTqdJSkoy48aNC4pTGNx7772mc+fOla774IMPTLt27UzNmjVNVFSUSU1NNc8//7wpKiq6yF1emKysLNOxY0fjcrlMjRo1zGWXXWaefvppc+zYMY86b/ZzVTZnzpxKX8un/m1WXfZpuWnTppnGjRubiIgIc+WVV3p83D8YnWn/zZkzxxhjzPHjx02vXr1M3bp1TXh4uGnUqJEZNGiQ2blzZ2AbPw933323qVevngkPDzfJycnm9ttvN+vXr7fWl5aWmqefftokJSUZp9NpunXrZtauXRvAji/Mhx9+aCSZTZs2eSwP9n366aefVvqaHTRokDHGu/144sQJk5GRYeLi4kxkZKTp16+f7e13GFOFT10NAABQBXEeKAAAAJsIUAAAADYRoAAAAGwiQAEAANhEgAIAALCJAAUAAGATAQoAAMAmAhQAAIBNBCgAAACbCFAAAAA2EaAAAABsIkABgBcyMjLUtWvXStc1adJEEydOvMgdAQiksEA3AABVXU5Ojl555RV99tlnla5v2bKlsrOzL25TAAKKESgAOIdnn31WV111lbp06VLp+ri4OO3bt+8idwUgkAhQAHAWxcXF+ve//6077rjDWvbggw9q1qxZ1u2jR48qOjo6EO0BCBACFACcxffff6+jR4+qdevWkqTS0lL985//VM2aNa2ab7/9Vi1btgxUiwACgAAFAGdx5MgRSbIC04cffqjDhw8rIiJCkvT1119rx44duvXWWwPUIYBAYBI5AJxF48aN5XA49NZbbyk6OlqjR49Wnz599O6776pJkyZ68MEHdd1116lbt26BbhXAReQwxphANwEAVVlmZqYmT56syMhIPfPMM+rQoYNuueUW7d+/XzfffLOmT5+uuLi4QLcJ4CIiQAEAANjEHCgAAACbCFAAAAA2EaAAAABsIkABAADYRIACAACwiQAFAABgEwEKAADAJgIUAACATQQoAAAAmwhQAAAANhGgAAAAbPr/bTHjy4cRgMwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FOURIER TRANSFORM\n",
    "\n",
    "t_i_index = np.abs(tlist - 7*(1/A21)).argmin()\n",
    "\n",
    "P_x_fourier_real = np.fft.fftshift((np.fft.fft(P_x)).real)\n",
    "P_x_fourier_imag = np.fft.fftshift((np.fft.fft(P_x)).imag)\n",
    "ElectricalField_fourier_real = np.fft.fftshift((np.fft.fft(ElectricalField)).real)\n",
    "ElectricalField_fourier_imag = np.fft.fftshift((np.fft.fft(ElectricalField)).imag)\n",
    "\n",
    "time_step = tlist[1] - tlist[0]\n",
    "freq = np.fft.fftshift(np.fft.fftfreq(tlist.size, d=time_step)) *(2*np.pi)\n",
    "\n",
    "zoom = 31000\n",
    "freq_search = omega\n",
    "freq_search_index = np.abs(freq - freq_search).argmin()\n",
    "freq_zoom = 70\n",
    "\n",
    "#Full plot real\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$P_x ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom real\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$P_x ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Full plot imag\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$P_x ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom imag\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$P_x ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "b06d7fc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FOURIER TRANSFORM OF PERIODIC STEADY STATE\n",
    "\n",
    "t_i_index = np.abs(tlist - 7*(1/A21)).argmin()\n",
    "\n",
    "ElectricalField = E*np.cos(omega*tlist[0:len(tlist)]+phi_time)*np.cos(k*v*tlist[0:len(tlist)]+phi_space)\n",
    "#f = 7*1e-3*(np.cos((omega+k*v)*tlist[t_i_index:len(tlist)] + phi_1)\n",
    "#            + np.cos((omega-k*v)*tlist[t_i_index:len(tlist)] + phi_2)\n",
    "#            + np.sin((omega+k*v)*tlist[t_i_index:len(tlist)] + phi_1) \n",
    "#            + np.sin((omega-k*v)*tlist[t_i_index:len(tlist)] + phi_2))\n",
    "\n",
    "P_x_fourier_real = np.fft.fftshift((np.fft.fft(P_x[t_i_index:len(tlist)])).real)\n",
    "P_x_fourier_imag = np.fft.fftshift((np.fft.fft(P_x[t_i_index:len(tlist)])).imag)\n",
    "ElectricalField_fourier_real = np.fft.fftshift((np.fft.fft(ElectricalField[t_i_index:len(tlist)])).real)\n",
    "ElectricalField_fourier_imag = np.fft.fftshift((np.fft.fft(ElectricalField[t_i_index:len(tlist)])).imag)\n",
    "#f_fourier_real = np.fft.fftshift((np.fft.fft(f)).real)\n",
    "#f_fourier_imag = np.fft.fftshift((np.fft.fft(f)).imag)\n",
    "\n",
    "time_step = tlist[1] - tlist[0]\n",
    "freq = np.fft.fftshift(np.fft.fftfreq(tlist[t_i_index:len(tlist)].size, d=time_step)) *(2*np.pi)\n",
    "\n",
    "zoom = 0\n",
    "freq_search = omega\n",
    "#freq_search = 2*k*v\n",
    "freq_search_index = np.abs(freq - freq_search).argmin()\n",
    "freq_zoom = 50\n",
    "\n",
    "#Full plot real\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$P_x ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         f_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom real\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$P_x ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         f_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Full plot imag\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$P_x ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         f_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom imag\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$P_x ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         ElectricalField_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         f_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03b9e0cd",
   "metadata": {},
   "source": [
    "### Absorption coefficient"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47cbd347",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "     Warning: the code is not robust for the case $\\cos (kvt) \\approx 0$ ! To test this case: \n",
    "    <code>\n",
    "    n_time = 35.62\n",
    "    time_end = n_time*(1/A21)\n",
    "    time_subdivision = int(n_time*10000)\n",
    "    tlist = np.linspace(0, time_end, time_subdivision) </code>\n",
    "    </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06023b5a",
   "metadata": {},
   "source": [
    "We suppose a linear response of the atom or molecule. We thus have:\n",
    "\n",
    "\\begin{align}\n",
    "    P(t) &= \\frac{E_0}{2} \\epsilon_{0} \\lbrace \\chi' \\lbrace \\cos((\\omega + kv)t + \\phi_{1}) + \\cos((\\omega - kv)t + \\phi_{2})\\rbrace + \\chi'' \\lbrace \\sin((\\omega + kv)t + \\phi_{1}) + \\sin((\\omega - kv)t + \\phi_{2})\\rbrace\\rbrace \\\\\n",
    "    &= \\frac{E_0}{2} \\epsilon_{0} \\lbrace \\chi' \\lbrace 2\\cos(\\omega t + \\phi_{time}) \\cos(kvt + \\phi_{space}) \\rbrace +  \\chi'' \\lbrace 2\\sin(\\omega t + \\phi_{time}) \\cos(kvt + \\phi_{space}) \\rbrace \\rbrace \\\\\n",
    "    &= E_0 \\epsilon_{0} \\cos(kvt + \\phi_{space}) \\lbrace \\chi' \\cos(\\omega t + \\phi_{time}) + \\chi'' \\sin(\\omega t + \\phi_{time})\\rbrace\n",
    "\\end{align}\n",
    "\n",
    "And thus:\n",
    "\\begin{equation}\n",
    "    \\frac{P(t)}{\\cos(kvt + \\phi_{space})} = E_0 \\epsilon_{0} \\lbrace \\chi' \\cos(\\omega t + \\phi_{time}) + \\chi'' \\sin(\\omega t + \\phi_{time})\\rbrace\n",
    "\\end{equation}\n",
    "\n",
    "We can extract $\\chi'$ and $\\chi''$ the same way as before\n",
    "\n",
    "\\begin{equation}\n",
    "    \\alpha \\equiv \\chi'' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\frac{P_{x}(t) ~\\sin ( \\omega t + \\phi_{time} )}{\\cos(kvt + \\phi_{space})} ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}\n",
    "\n",
    "Similarly, we have:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\frac{P_{x}(t) ~\\cos ( \\omega t + \\phi_{time} )}{\\cos(kvt + \\phi_{space})} ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "e97a6e28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chi_prime = -53.27125031432817 , chi_double_prime = alpha = 22.362156367078512\n"
     ]
    }
   ],
   "source": [
    "n = 4\n",
    "T = 2*np.pi/ omega\n",
    "\n",
    "t_i_index = np.abs(tlist - (tlist[-1] - (n*T/2))).argmin() #index position of closest value to t_f - T/2\n",
    "\n",
    "#Computation of the absorption coefficient alpha\n",
    "integrand_sin = P_x[t_i_index:len(P_x)] * np.sin(omega*tlist[t_i_index:len(tlist)] + phi_time) / np.cos(k*v*tlist[t_i_index:len(tlist)] + phi_space)\n",
    "integrand_cos = P_x[t_i_index:len(P_x)] * np.cos(omega*tlist[t_i_index:len(tlist)] + phi_time) / np.cos(k*v*tlist[t_i_index:len(tlist)] + phi_space)\n",
    "\n",
    "alpha = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:len(tlist)])\n",
    "chi_prime = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_cos, tlist[t_i_index:len(tlist)])\n",
    "\n",
    "#PLot of the integration window of the sample (of the polarization along x)\n",
    "\n",
    "P_x_recalculated = np.cos(k*v*tlist[t_i_index:len(tlist)] + phi_space)*epsilon_0*(chi_prime*E*np.cos(omega*tlist[t_i_index:len(tlist)] + phi_time) + alpha*E*np.sin(omega*tlist[t_i_index:len(tlist)] + phi_time))\n",
    "\n",
    "#linestyle=(0, (3, 100, 1, 100, 1, 100))\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_recalculated, \"-\", c=\"green\", label=\"$P_x (recalculated)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], E*np.cos(omega*tlist[t_i_index:len(tlist)]+phi_time)*np.cos(k*v*tlist[t_i_index:len(tlist)] + phi_space), \"-\",c=\"purple\", label=\"$E ~\\cos(\\omega t + \\phi_{time}) ~\\cos(kvt + \\phi_{space})$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print(\"chi_prime =\", chi_prime, \", chi_double_prime = alpha =\", alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "b4cfa428",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FOURIER TRANSFORM OF PERIODIC STEADY STATE\n",
    "\n",
    "t_i_index = np.abs(tlist - 7*(1/A21)).argmin()\n",
    "\n",
    "ElectricalField = E*np.cos(omega*tlist[0:len(tlist)]+phi_time)*np.cos(k*v*tlist[0:len(tlist)]+phi_space)\n",
    "\n",
    "P_x_recalculated = E*epsilon_0 * np.cos(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                    * (chi_prime*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                    + alpha*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "\n",
    "f = 7*1e-3*(np.cos((omega+k*v)*tlist[t_i_index:len(tlist)] + phi_1)\n",
    "            + np.cos((omega-k*v)*tlist[t_i_index:len(tlist)] + phi_2)\n",
    "            + np.sin((omega+k*v)*tlist[t_i_index:len(tlist)] + phi_1) \n",
    "            + np.sin((omega-k*v)*tlist[t_i_index:len(tlist)] + phi_2))\n",
    "\n",
    "########\n",
    "# Plot P_x over the steady state region \n",
    "# BUT with chi_prime and alpha computed from a small temporal window with respect to kv !!!!!\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_recalculated[t_i_index:len(tlist)], \"-\", c=\"green\", label=\"$P_x (recalculated)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)],  ElectricalField[t_i_index:len(tlist)], \"-\",c=\"purple\", label=\"$E (x(t),t)$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)],  f, \"-\",c=\"black\", label=\"$f$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "m = 10\n",
    "plt.plot(tlist[len(tlist)-m*5000:len(tlist)], P_x[len(tlist)-m*5000:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[len(tlist)-m*5000:len(tlist)], P_x_recalculated[len(tlist)-m*5000:len(tlist)], \"-\", c=\"green\", label=\"$P_x (recalculated)$\")\n",
    "plt.plot(tlist[len(tlist)-m*5000:len(tlist)],  ElectricalField[len(tlist)-m*5000:len(tlist)], \"-\",c=\"purple\", label=\"$E (x(t),t)$\")\n",
    "#plt.plot(tlist[t_i_index:len(tlist)],  f, \"-\",c=\"black\", label=\"$f$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "########\n",
    "\n",
    "P_x_re_fourier_real = np.fft.fftshift((np.fft.fft(P_x_recalculated[t_i_index:len(tlist)])).real)\n",
    "P_x_re_fourier_imag = np.fft.fftshift((np.fft.fft(P_x_recalculated[t_i_index:len(tlist)])).imag)\n",
    "P_x_fourier_real = np.fft.fftshift((np.fft.fft(P_x[t_i_index:len(tlist)])).real)\n",
    "P_x_fourier_imag = np.fft.fftshift((np.fft.fft(P_x[t_i_index:len(tlist)])).imag)\n",
    "ElectricalField_fourier_real = np.fft.fftshift((np.fft.fft(ElectricalField[t_i_index:len(tlist)])).real)\n",
    "ElectricalField_fourier_imag = np.fft.fftshift((np.fft.fft(ElectricalField[t_i_index:len(tlist)])).imag)\n",
    "#f_fourier_real = np.fft.fftshift((np.fft.fft(f)).real)\n",
    "#f_fourier_imag = np.fft.fftshift((np.fft.fft(f)).imag)\n",
    "\n",
    "time_step = tlist[1] - tlist[0]\n",
    "freq = np.fft.fftshift(np.fft.fftfreq(tlist[t_i_index:len(tlist)].size, d=time_step)) *(2*np.pi)\n",
    "\n",
    "zoom = 0\n",
    "freq_search = omega\n",
    "#freq_search = 2*k*v\n",
    "freq_search_index = np.abs(freq - freq_search).argmin()\n",
    "freq_zoom = 50\n",
    "\n",
    "#Full plot real\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$P_x ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_re_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"darkseagreen\", label=\"$P_x recalculated ~real$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         ElectricalField_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         f_fourier_real[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom real\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"blue\", label=\"$P_x ~real$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_re_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"darkseagreen\", label=\"$P_x recalculated ~real$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         ElectricalField_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"green\", label=\"$E ~real$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         f_fourier_real[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~real$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Full plot imag\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$P_x ~imag$\")\n",
    "plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "         P_x_re_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "         \"-\", c=\"olive\", label=\"$P_x recalculated ~imag$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         ElectricalField_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "#plt.plot(freq[0+zoom:len(freq)-zoom], \\\n",
    "#         f_fourier_imag[0+zoom:len(freq)-zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#Zoom imag\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"gold\", label=\"$P_x ~imag$\")\n",
    "plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         P_x_re_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "         \"-\", c=\"olive\", label=\"$P_x recalculated ~imag$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         ElectricalField_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"red\", label=\"$E ~imag$\")\n",
    "#plt.plot(freq[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         f_fourier_imag[freq_search_index-freq_zoom:freq_search_index+freq_zoom], \\\n",
    "#         \"-\", c=\"black\", label=\"$f ~imag$\")\n",
    "plt.xlabel(\"$\\omega$\"), plt.ylabel(\"Fourier Transform\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1920493",
   "metadata": {},
   "source": [
    "### Fit of the missmatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "1ffa6e3d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chi_prime = -53.27125031432817 , chi_double_prime = alpha = 22.362156367078512\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "missmatch_P_x = P_x - P_x_recalculated\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], missmatch_P_x[0:len(tlist)], \"-\", c=\"green\", label=\"$missmatch ~P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)],  ElectricalField[0:len(tlist)], \"-\",c=\"yellow\", label=\"$E (x(t),t)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "n = 4\n",
    "T = 2*np.pi/ omega\n",
    "\n",
    "######\n",
    "# Search for the last maximum of the enveloppe\n",
    "if v == 0.0:\n",
    "    index_max = len(tlist)-1\n",
    "else:\n",
    "    T_kv = 2*np.pi / (k*v)\n",
    "    index_last_wavelength_kv = np.abs(tlist - (tlist[-1] - T_kv)).argmin()\n",
    "    index_max = index_last_wavelength_kv + missmatch_P_x[index_last_wavelength_kv:len(tlist)].argmax()\n",
    "index_start = np.abs(tlist - (tlist[index_max] - (n*T/2))).argmin()\n",
    "\n",
    "#index_start_P_x = np.abs(tlist - (tlist[index_max] - T_kv/2)).argmin()\n",
    "#index_max_P_x = index_start_P_x + P_x[index_start_P_x:index_max].argmax()\n",
    "#phase_shift = (tlist[index_max] - tlist[index_max_P_x])/k*v\n",
    "\n",
    "if v == 0.0:\n",
    "    phase_shift = 0.0\n",
    "else:\n",
    "    phase_shift = omega/(k*v) * (np.pi/2)\n",
    "\n",
    "#Computation of the absorption coefficient alpha\n",
    "integrand_sin = missmatch_P_x[index_start:index_max] * np.sin(omega*tlist[index_start:index_max] + phi_time + phase_shift) / np.cos(k*v*tlist[index_start:index_max] + phi_space + np.pi/2)\n",
    "integrand_cos = missmatch_P_x[index_start:index_max] * np.cos(omega*tlist[index_start:index_max] + phi_time + phase_shift) / np.cos(k*v*tlist[index_start:index_max] + phi_space + np.pi/2)\n",
    "\n",
    "alpha_missmatch = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[index_start:index_max])\n",
    "chi_prime_missmatch = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_cos, tlist[index_start:index_max])\n",
    "\n",
    "#PLot of the integration window of the sample (of the polarization along x)\n",
    "\n",
    "missmatch_P_x_recalculated = E*epsilon_0*np.cos(k*v*tlist[index_start:index_max] + phi_space + np.pi/2) \\\n",
    "                            *(chi_prime_missmatch*np.cos(omega*tlist[index_start:index_max] + phi_time + phase_shift) \\\n",
    "                              + alpha_missmatch*np.sin(omega*tlist[index_start:index_max] + phi_time + phase_shift))\n",
    "\n",
    "#linestyle=(0, (3, 100, 1, 100, 1, 100))\n",
    "plt.plot(tlist[index_start:index_max], P_x[index_start:index_max], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[index_start:index_max], missmatch_P_x[index_start:index_max], \"-\", c=\"green\", label=\"$missmatch ~P_x$\")\n",
    "plt.plot(tlist[index_start:index_max], missmatch_P_x_recalculated, \"-\", c=\"purple\", label=\"$missmatch ~P_x (recalculated)$\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print(\"chi_prime =\", chi_prime, \", chi_double_prime = alpha =\", alpha)\n",
    "\n",
    "########\n",
    "t_i_index = np.abs(tlist - 7*(1/A21)).argmin()\n",
    "\n",
    "missmatch_P_x_recalculated = E*epsilon_0 * np.cos(k*v*tlist[0:len(tlist)] + phi_space + np.pi/2) \\\n",
    "                    * (chi_prime_missmatch*np.cos(omega*tlist[0:len(tlist)] + phi_time + phase_shift) \\\n",
    "                    + alpha_missmatch*np.sin(omega*tlist[0:len(tlist)] + phi_time + phase_shift))\n",
    "\n",
    "#missmatch_P_x_recalculated2 = E*epsilon_0 * np.cos(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "#                    * (-chi_prime_missmatch*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "#                    - alpha_missmatch*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "\n",
    "########\n",
    "# Plot P_x over the steady state region \n",
    "# BUT with chi_prime and alpha computed from a small temporal window with respect to kv !!!!!\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], missmatch_P_x[t_i_index:len(tlist)], \"-\", c=\"green\", label=\"$missmatch ~P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], missmatch_P_x_recalculated[t_i_index:len(tlist)], linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"purple\", label=\"$missmatch ~P_x (recalculated)$\")\n",
    "#plt.plot(tlist[t_i_index:len(tlist)], missmatch_P_x_recalculated2[t_i_index:len(tlist)], linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"purple\", label=\"$missmatch ~P_x (recalculated ~2)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "########\n",
    "\n",
    "missmatch_P_x_recalculated = E*epsilon_0 * np.cos(k*v*tlist[0:len(tlist)] + phi_space + np.pi/2) \\\n",
    "                    * (chi_prime_missmatch*np.cos(omega*tlist[0:len(tlist)] + phi_time + phase_shift) \\\n",
    "                    + alpha_missmatch*np.sin(omega*tlist[0:len(tlist)] + phi_time + phase_shift))\n",
    "\n",
    "########\n",
    "P_x_relcalculated2 = P_x_recalculated + missmatch_P_x_recalculated\n",
    "\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_relcalculated2[t_i_index:len(tlist)], linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"green\", label=\"$P_x ~(recalculated ~2)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "########\n",
    "\n",
    "########\n",
    "P_x_relcalculated3 = E*epsilon_0 * np.cos(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                    * ((chi_prime + chi_prime_missmatch)*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                    + (alpha + alpha_missmatch)*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x[t_i_index:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:len(tlist)], P_x_relcalculated3[t_i_index:len(tlist)], linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"green\", label=\"$P_x ~(recalculated ~3)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "########"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a5637eb",
   "metadata": {},
   "source": [
    "### Solution\n",
    "\n",
    "The polarisation has a $\\sin(kvt + \\phi_{space})$ component:\n",
    "\n",
    "\\begin{equation}\n",
    "    E \\epsilon_{0} \\sin(kvt + \\phi_{space}) \\lbrace \\bar{\\chi}' \\cos(\\omega t + \\phi_{time}) + \\bar{\\chi}'' \\sin(\\omega t + \\phi_{time}) \\rbrace\n",
    "\\end{equation}\n",
    "\n",
    "Thus the polarisation has the following form:\n",
    "\n",
    "\\begin{align}\n",
    "    P_{x}(t) &= E \\epsilon_{0} \\cos(kvt + \\phi_{space}) \\lbrace \\chi_{\\cos}' \\cos(\\omega t + \\phi_{time}) + \\chi_{\\cos}'' \\sin(\\omega t + \\phi_{time})\\rbrace \\\\\n",
    "    &+ E \\epsilon_{0} \\sin(kvt + \\phi_{space}) \\lbrace \\chi_{\\sin}' \\cos(\\omega t + \\phi_{time}) + \\chi_{\\sin}'' \\sin(\\omega t + \\phi_{time})\\rbrace\n",
    "\\end{align}\n",
    "\n",
    "When $\\cos(kvt + \\phi_{space}) \\simeq 1$, $\\sin(kvt + \\phi_{space}) \\simeq 0$ and:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\frac{P_{x}(t)}{\\cos(kvt + \\phi_{space})} \\simeq \\lbrace \\chi_{\\cos}' \\cos(\\omega t + \\phi_{time}) + \\chi_{\\sin}'' \\sin(\\omega t + \\phi_{time})\\rbrace\n",
    "\\end{equation}\n",
    "\n",
    "From this relation we can find:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi_{\\cos}' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\frac{P_{x}(t) ~\\cos ( \\omega t + \\phi_{time} )}{\\cos(kvt + \\phi_{space})} ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\alpha_{\\cos} \\equiv \\chi_{\\cos}'' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\frac{P_{x}(t) ~\\sin ( \\omega t + \\phi_{time} )}{\\cos(kvt + \\phi_{space})} ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}\n",
    "\n",
    "Then we can substract the $\\cos(kvt + \\phi_{space})$ to the original signal. The new signal is:\n",
    "\n",
    "\\begin{equation}\n",
    "    P_{x, \\sin}(t) =  E \\epsilon_{0} \\sin(kvt + \\phi_{space}) \\lbrace \\chi_{\\sin}' \\cos(\\omega t + \\phi_{time}) + \\chi_{\\sin}'' \\sin(\\omega t + \\phi_{time})\\rbrace\n",
    "\\end{equation}\n",
    "\n",
    "Now, we can move to a time interval where $\\sin(kvt + \\phi_{space}) \\simeq 1$ and find:\n",
    "\n",
    "\\begin{equation}\n",
    "    \\chi_{\\sin}' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\frac{P_{x}(t) ~\\cos ( \\omega t + \\phi_{time} )}{\\sin(kvt + \\phi_{space})} ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}\n",
    "\n",
    "\\begin{equation}\n",
    "    \\alpha_{\\sin} \\equiv \\chi_{\\sin}'' = 4 \\frac{\\int^{t_{f}}_{t_{f}-n\\frac{T}{2}} \\frac{P_{x}(t) ~\\sin ( \\omega t + \\phi_{time} )}{\\sin(kvt + \\phi_{space})} ~dt}{n \\epsilon_{0} E_{0x} T}\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58784e99",
   "metadata": {},
   "source": [
    "### 1. Fit of the cosine part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "c336894e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# SEARCH FOR THE FIRST MAXIMUM OF THE COSINE\n",
    "\n",
    "if v==0.0:\n",
    "    t_cos_max_first = 0\n",
    "else:\n",
    "    phi_space = phi_space%(2*np.pi)\n",
    "    if phi_space == 0.0:\n",
    "        t_cos_max_first = 0.0\n",
    "    elif phi_space < np.pi:\n",
    "        t_cos_max_first = (np.pi-phi_space)/(k*v)\n",
    "    elif phi_space == np.pi:\n",
    "        t_cos_max_first = 0.0\n",
    "    elif (phi_space > np.pi) and (phi_space < 2*np.pi):\n",
    "        t_cos_max_first = (2*np.pi-phi_space)/(k*v)\n",
    "    \n",
    "index_t_cos_max_first = np.abs(tlist - t_cos_max_first).argmin()\n",
    "\n",
    "# SEARCH FOR THE LAST MAXIMUM OF THE COSINE (SO THAT STEADY STATE IS ASSSUMED)\n",
    "\n",
    "if v == 0.0:\n",
    "    index_t_cos_max_last = len(tlist) -1\n",
    "else:\n",
    "    T_kv = 2*np.pi/(k*v)\n",
    "    N_halfperiod_cos = int((tlist[-1] - tlist[index_t_cos_max_first])/(T_kv/2))\n",
    "    t_cos_max_last = t_cos_max_first + N_halfperiod_cos*(T_kv/2)\n",
    "    index_t_cos_max_last = np.abs(tlist - t_cos_max_last).argmin()\n",
    "\n",
    "# SEARCH FOR THE START OF THE INTEGRATION WINDOW TO EXTRACT THE SUSCEPTIBILITY\n",
    "n = 4\n",
    "T_omega = 2*np.pi/ omega\n",
    "t_i_index = np.abs(tlist - (tlist[index_t_cos_max_last] - (n*T_omega/2))).argmin()\n",
    "t_f_index = index_t_cos_max_last\n",
    "\n",
    "# COMPUTATION OF THE SUSCEPTIBILITY FOR THE COSINE PART\n",
    "integrand_sin = P_x[t_i_index:t_f_index] * np.sin(omega*tlist[t_i_index:t_f_index] + phi_time) / np.cos(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "integrand_cos = P_x[t_i_index:t_f_index] * np.cos(omega*tlist[t_i_index:t_f_index] + phi_time) / np.cos(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "\n",
    "alpha_cos = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:t_f_index])\n",
    "chi_prime_cos = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_cos, tlist[t_i_index:t_f_index])\n",
    "\n",
    "# PLOT OF THE FIT OF THE COS PART\n",
    "\n",
    "P_x_cos_recalculated = E*epsilon_0*np.cos(k*v*tlist[t_i_index:t_f_index] + phi_space) \\\n",
    "                        *(chi_prime_cos*np.cos(omega*tlist[t_i_index:t_f_index] + phi_time) \\\n",
    "                          + alpha_cos*np.sin(omega*tlist[t_i_index:t_f_index] + phi_time))\n",
    "\n",
    "plt.plot(tlist[t_i_index:t_f_index], P_x[t_i_index:t_f_index], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[t_i_index:t_f_index], P_x_cos_recalculated, \"-\", c=\"green\", label=\"$P_x (\\cos ~part ~recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "P_x_cos_recalculated = E*epsilon_0*np.cos(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                        *(chi_prime_cos*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                          + alpha_cos*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_cos_recalculated, \"-\", c=\"green\", label=\"$P_x (\\cos ~part ~recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_cos_recalculated, linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"green\", label=\"$P_x (\\cos ~part ~recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c4a4202",
   "metadata": {},
   "source": [
    "### 2. Fit of the sine part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "41b3f5e5",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# REMOVAL OF THE COSINE PART OF THE SIGNAL\n",
    "P_x_sin = P_x - P_x_cos_recalculated\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_sin[0:len(tlist)], \"-\", c=\"green\", label=\"$P_x ~(sin ~part)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# SEARCH FOR THE FIRST MAXIMUM OF THE SINE\n",
    "\n",
    "phi_space = phi_space%(2*np.pi)\n",
    "if phi_space < np.pi/2:\n",
    "    t_sin_max_first = (np.pi/2-phi_space)/(k*v)\n",
    "elif phi_space == np.pi/2:\n",
    "    t_sin_max_first = 0.0\n",
    "elif (phi_space > np.pi) and (phi_space < 2*np.pi):\n",
    "    t_sin_max_first = (3*np.pi/2-phi_space)/(k*v)\n",
    "elif phi_space == 3*np.pi/2:\n",
    "    t_sin_max_first = 0.0\n",
    "elif phi_space > 3*np.pi/2:\n",
    "    t_sin_max_first = (5*np.pi/2-phi_space)/(k*v)\n",
    "    \n",
    "index_t_sin_max_first = np.abs(tlist - t_sin_max_first).argmin()\n",
    "\n",
    "# SEARCH FOR THE LAST MAXIMUM OF THE SINE (SO THAT STEADY STATE IS ASSSUMED)\n",
    "\n",
    "T_kv = 2*np.pi/(k*v)\n",
    "N_halfperiod_sin = int((tlist[-1] - tlist[index_t_sin_max_first])/(T_kv/2))\n",
    "t_sin_max_last = t_sin_max_first + N_halfperiod_sin*(T_kv/2)\n",
    "index_t_sin_max_last = np.abs(tlist - t_sin_max_last).argmin()\n",
    "\n",
    "# SEARCH FOR THE START OF THE INTEGRATION WINDOW TO EXTRACT THE SUSCEPTIBILITY\n",
    "n = 4\n",
    "T_omega = 2*np.pi/ omega\n",
    "t_i_index = np.abs(tlist - (tlist[index_t_sin_max_last] - (n*T_omega/2))).argmin()\n",
    "t_f_index = index_t_sin_max_last\n",
    "\n",
    "# COMPUTATION OF THE SUSCEPTIBILITY FOR THE SINE PART\n",
    "integrand_sin = P_x[t_i_index:t_f_index] * np.sin(omega*tlist[t_i_index:t_f_index] + phi_time) / np.sin(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "integrand_cos = P_x[t_i_index:t_f_index] * np.cos(omega*tlist[t_i_index:t_f_index] + phi_time) / np.sin(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "\n",
    "alpha_sin = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_sin, tlist[t_i_index:t_f_index])\n",
    "chi_prime_sin = 4/(n*epsilon_0*E*T) * integrate.simpson(integrand_cos, tlist[t_i_index:t_f_index])\n",
    "\n",
    "# PLOT OF THE FIT OF THE SINE PART\n",
    "\n",
    "P_x_sin_recalculated = E*epsilon_0*np.sin(k*v*tlist[t_i_index:t_f_index] + phi_space) \\\n",
    "                        *(chi_prime_sin*np.cos(omega*tlist[t_i_index:t_f_index] + phi_time) \\\n",
    "                          + alpha_sin*np.sin(omega*tlist[t_i_index:t_f_index] + phi_time))\n",
    "\n",
    "plt.plot(tlist[t_i_index:t_f_index], P_x_sin[t_i_index:t_f_index], \"-\", c=\"blue\", label=\"$P_x (\\sin ~part)$\")\n",
    "plt.plot(tlist[t_i_index:t_f_index], P_x_sin_recalculated, \"-\", c=\"green\", label=\"$P_x (\\sin ~part ~recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit, integration window\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "P_x_sin_recalculated = E*epsilon_0*np.sin(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                        *(chi_prime_sin*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                          + alpha_sin*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x_sin[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_sin_recalculated, \"-\", c=\"green\", label=\"$P_x (\\sin ~part ~recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x_sin[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_sin_recalculated, linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"green\", label=\"$P_x (\\sin ~part ~recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91e0db94",
   "metadata": {},
   "source": [
    "### 3. Sum of the two parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "9fa3849a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rV89gHFHFihWxe/duPH78GB07dkTz5s0xb948vXFFfn5+2LVrF65du4ZXXnkF7dq1w2+//YbAwED07NkTo0ePRmRkJNq1a4c7d+5g4MCBer0mJed2d3e32F6VKlXw8ccfY/jw4ahRowbWrl2Lt956Cw0bNoSzs7PR9tjEAABLlixBTEwMqlatisWLF7P624OCgrBhwwbs2rULLVq0wKpVqzBixAj4+/ujatWqAIBnz55hx44duiRJTCqGz5xEBcnOzoZarUZWVpZu1oGQjIxxA0Cr2RNCbNuzZ8+QlJSEkJAQg0TA3t25cwfdu3fH77//jv79++Onn35C/fr1db/fvXs3ZsyYgQsXLpgdbE2ss2bNGvz+++/4+++/Te5j7nHI5f2b/hcJIYSQ5/Ly8jBgwACsXr0aISEhmDVrFpYsWaK3T48ePTBu3DjcuXNHpiiVwdXVFf/9738lORf1DFlAPUOEEGLIkXuGiP2gniFCCCGEEAFQMkQIIYQQRaNkiBBCCCGKRskQIYQQQhSNkiEiuJgY7cBwlQoQeTkZQojMaA4OkZNQjz9KhojgBg9+8b2JSuyEEDvn6uoKQPwFNAkxp+TxV/J45IvWJiOEEMKZs7MzfH19kZ6eDgDw8vIyulI6IWJgGAa5ublIT0+Hr6+vroo2X5QMEUII4aVy5coAoEuICJGar6+v7nFoDUqGiKA2bpQ7AkKIVFQqFapUqYKAgAAUFhbKHQ5RGFdXV6t7hEpQMkQENWaM4bYrV4C6daWPhRAiDWdnZ8HelAiRAw2gJqKrV0/uCAghhBDT7C4ZWrt2rW4NkrCwMBw5coTVcf/88w9cXFzQtGlTcQMkhBBCiF2xq2QoJiYGU6ZMwfz58xEXF4f27duje/fuSElJMXtcVlYWhg8fjtdee02iSKXz8CGwb5/cURBCCCH2y65WrQ8PD0fz5s3x1Vdf6bbVr18fffv2RXR0tMnjBg8ejJdeegnOzs747bffEB8fb3Lf/Px85Ofn637Ozs5G9erVbXbV+pLjZ8wA/vMfYWKyhrV/DyGEECIEh1y1vqCgAGfOnEFERITe9oiICBw7dszkcd999x1u3LiBhQsXsjpPdHQ01Gq17qt69epWxS2m2NgX33/2mXxxEEIIIfbMbpKhhw8fori4GIGBgXrbAwMDkZaWZvSYa9euYc6cOdi8eTNcXNhNnJs7dy6ysrJ0X6mpqVbHLpYyeaHsLNytJIQQQmyS3U2tL1vhlGEYo1VPi4uLMXToUCxatAgvv/wy6/bd3d3h7u5udZxKFBwsdwSO5/Rp4OWXARHu0BJCCHnObpIhf39/ODs7G/QCpaenG/QWAUBOTg5Onz6NuLg4TJw4EQCg0WjAMAxcXFzw999/o3PnzpLETggfq1cDH3yg/Z7GXBFCiHjs5jaZm5sbwsLCEFt6oAyA2NhYtGnTxmB/Hx8fnD9/HvHx8bqv8ePHo27duoiPj0d4eLhUoRMAOTlyR2B/ShIhAHiezxOeVCrt19dfyx2JfWMYoE8f7bXcvl3uaOybRvPicUnkxzkZSklJgbEJaAzDWJzibq1p06Zhw4YN+Pbbb5GYmIipU6ciJSUF48ePB6Ad7zN8+HAAgJOTE0JDQ/W+AgIC4OHhgdDQUJRzwOXUnzyROwLTtmyROwL7UrZ81po18sThaMaN0956JPxUqwbs3Kn9/s035Y3F3pUu2B0VJVsY5DnOyVBISAgePHhgsD0jIwMhISGCBGXKoEGD8MUXX2Dx4sVo2rQpDh8+jN27dyP4+WCVe/fuiZ6QSa1mTe0nB43G8r62/CJ/7pzcEdiXDh3kjsBxHD6s//Mrr8gThyO4e1fuCBxDUZH+z4sWyRMHeYFznSEnJyfcv38flSpV0tt+69YtNGjQAE+fPhU0QLlxqVPAh7m6PPn5gIeH/rbS3zuVSWU7dgQOHhQ8RNbMdfeyTeiIlrFrmZMDlC8vfSz2zti1pDFY/JS9lsePA61ayROLPdu2DXjrLf1txcWGr+nEOlzev1kPoJ42bRoA7WyuBQsWwMvLS/e74uJinDx5kpa6ENj166Z/d/Wq4bYLF8SLxVr05mO97GxKhoh8jNwQQOvW9Nzm4+OPDbfduQPYcFk7h8c6GYqLiwOgHRt0/vx5uLm56X7n5uaGJk2aYMaMGcJHqGB79pj+3ZUrhtsePRIvFiK/YcOA/fvljoIoVUCA3BE4DmPDBtatA5YulT4WosX5Ntk777yDVatWiXLLyBbJeZssIED/01jp/6lPPwVmzzZ+nFwszYqgT5Ds5OYCpsb30zXkztjj8upV4KWXpI/FntFSO8KhaykNUZfj+O677xSTCMmtbLd06SdKYaG0sViSlSV3BI5jwwa5I3Acp04Z3z5njrRxEFKCEh7bxOo2Wf/+/bFp0yb4+Pigf//+ZvfdTsUnRFO6x8DYPWc5/fij3BE4jpUr5Y7AcZgqJ0YvU0QutvZBlmixSobUarVuyQsfHx+jy18QaeXnyx2BPioKKJzkZLkjIIQ9hqHCgVz8/rvcERBjWCVD/fr1g8fzOd6bNm0SMx5F4VokMTkZaNhQlFAIIcSkZ89M/65fP+C33yQLxe6tXSt3BMQYVmOG+vXrh8zMTACAs7Mz0tPTxYxJMcwVMCsuNtx28qR4sRD7YO5NiRCxREeb/h31dHBjrhZcbq5kYZAyWCVDlSpVwokTJwCYXiWeCMvYEyYmRvIwiI25f1/uCIgSLV4sdwTKYMu14hwdq2Ro/Pjx6NOnD5ydnaFSqVC5cmU4Ozsb/SLCKCgw3EZjSRyfpZkm27ZJEwchRHpnz8odgXKxGjMUFRWFwYMH4/r16+jduze+++47+Pr6ihya41Nal+ijR4Cfn9xR2DZLS+vNmAFMny5NLPbOWGFSQmyZ0t4TbAnrCtT16tVDvXr1sHDhQrz11lt6y3EQfvbuNf07Y6Xv09Ist/n4MVChAv+YxFR2cUJi6NIluSNwHPXqmf/97dvaVdgJkYql9RmnTweer3xFJMa56OLChQspEZLA1q2G27KzLR93+7bwsQjlzh25I7B9f/whdwTKsXu33BEQpTH2IZfYBloj18EkJsodgWn/+5/cEdg+mnYrHRqMTqSWlCR3BMQUSoaIZGiZCWJLduyQOwL7QOUchHPzptwREFMoGXIwcjzZnj5lt5+lwcGESCkuTu4I7IO5sY0laDwgO2+/LXcExBRKhmwU38X8vv5a2DjYiI2V/pyEEGmweX7TwgTE3rGaTfbll1+ybnDSpEm8gyHWk+Oe9OXL0p+TECINNi//+/cDY8aIHwshYmGVDK0ss4z2gwcPkJubq6s1lJmZCS8vLwQEBFAypECLFskdASH6aGVwaW3ZAvz0k9xREMIfq9tkSUlJuq+lS5eiadOmSExMREZGBjIyMpCYmIjmzZvj448/Fjteh2Juibdjx0z/zti6ZXKiAZbE1kyeLHcEhPBD46/koWIYbqNTateujW3btqFZs2Z628+cOYMBAwYgycHmDmZnZ0OtViMrKws+Pj6Cts1niTeG0a527+1tfh8pcfk7pI7Nnty7BwQFWd4vNZWKBVrC9jFJj0fL6FoKh821LCoCaGUrYXB5/+Y8gPrevXsoNNIHXVxcjPtUuIMQ3tjWYaJFMwlxXE+eyB2BMnFOhl577TWMHTsWp0+fRkmn0unTpzFu3Dh06dJF8AAJUYrDh9ntd+iQuHEQQoSXlcVuv6lTxY2DGMc5Gfr2229RtWpVtGzZEh4eHnB3d0d4eDiqVKmCDVRVTxLUHe2YfviB3X5Xr4obh5JYWiuKEKGwqdcEAN99J24cxDjWC7WWqFSpEnbv3o2rV6/i8uXLYBgG9evXx8svvyxGfMSIf/6ROwJpzJunrXHy779yR0Ic1dOn5sffKR3NyhPOgAFyR0DM4ZwMlXj55ZcpAZLJvXtyRyC+Z8+A6Gjt97160QKmhMjh11/ljoAQaXBOhoqLi7Fp0ybs27cP6enp0JTpZ96/f79gwRHjrl+XOwLx/ec/L76nBV6JWK5dA5o3lzsK2/X993JHQIg0OCdDkydPxqZNm9CzZ0+EhoZCxWd+OLHKli1yRyC+jz7S/7moCHDh3Y9JlCQnh/2+x49TMmQOjU8jSsH57WXr1q34+eef0aNHDzHiIXamoIDb/pmZwPPC5Zykp7OrwUNIye1VNjZsAN5/X7xY7N2NG+z3LSgA3NzEi4UQMXGeTebm5oY6deqIEQthIT9f7gj0cR1gyXZ6aVlffcXvOKI8XJKh+HjRwlCcO3fkjoAQ/jgnQ9OnT8eqVavAsXA1EUhuruV9pFweg+vA5rNn+Z3ns8/4HWcv6I2E2DuuvcSE2BLOt8mOHj2KAwcO4M8//0TDhg3h6uqq9/vt27cLFhwxxDCWV6ZftQqYPVuaeL7+mtv+p04B/fpxP4+jr39GPRTE3v3wA7BkidxR2CZb69Enhjj3DPn6+qJfv37o2LEj/P39oVar9b6IuNi8aR48KHYULzx8yG3/ZcvEicPe9eoldwSEWGf9erkjsF3jx8sdAbGE80KtSmNrC7X++SfQvbvl/aT6X+W72Kw5jx4B/v7cj7NnXK9jfj77wapLlgALFmg/uQ8bxj02e8P1Wjry48oaxcXcZ3DStTSO62NSo+H32kr0ibpQKyFi27dP7ghsX2Ii+30XLND+GxlJb1bWWrVK+yb15ZdyRyI+MafVM4z2OqpU3EohKEVyMvt9hw17cS0Jf7wqt2zbtg0///wzUlJSUFBm1NxZviNkCStKeDNLTZU7AttXVMTvuLp1Hbt2jJjPj6QkYMoU7feTJwOTJol3Llsg5urpK1e++N7HRxmva1wkJwMhIez23bz5xffFxYCzsyghOTzOPUNffvkl3nnnHQQEBCAuLg4tW7aEn58fbt68ie5s7t8QqyjhRYProGwl+vFHdvuVLWVw7ZrwsdiSc+fEa7tWLfHatkVirqU1fbp4bTsCvsugUGFa/jgnQ2vXrsXXX3+N1atXw83NDbNmzUJsbCwmTZqELL5FZAhrSpis58g9F0Jhe5tGaavjSLmoL5syF/YsJUXuCJRrzRq5I1AezslQSkoK2rRpAwDw9PREzvMbvpGRkdiihHUiZCbmJ19bx2aB2qdPgXHjgLw88eMRCp/evjJLAprUvz/3tu3ZxInSnav07QliHUcvnSGWX36ROwLHwTkZqly5Mh49egQACA4OxokTJwAASUlJVIhRAmLex7d1bBLB8uW1t9m8vMSPRyibNskdgeOQsp7Lu+9Kdy5HYuxDza1b0schlYwM8doeOFC8tpWGczLUuXNn7Nq1CwAwevRoTJ06FV27dsWgQYPQj081PcIJu1lEDM7eO4uDSUfQpOcJNGqbynnZDCmUzIBgW3157Fhu7QtRETe/KB8X0i/gp/M/4XjqcVES/lGjBG/SLLk+szzOe4xfLv6CPdf34FHuIxRpeI4CF9jly3JHwI2G0eBGxg3sT9qP2BuxSHuSJndInOzda7ht4ULp4wAAhmFw7v45bDi7Af/e+VeU5/d33wnepE3KyMvAnut7sPfmXtx8fNNmnt9sca4zpNFooNFo4PJ8pNbPP/+Mo0ePok6dOhg/fjzcHGylPlurM2SSay4wv5zF3Tb334yhjYYKcsqCAsDdnftxDAOcPw80bqy/rYS562Lu0Tp1KvDFF+z3N+VW5i3UXFXT4n7/jv0XLYJacD9BGXwfB2z+NmNtX78O1K7N75xcfbD7A6z+d7XF/Yo/KoaTyvpKH3yuZUwMu0/YxtqWKrHMLcxFuU8sP78Xv7oYCzouEOScYtQQA4DBg7XXnM+xQrj88DLqr6lvcb9jo46hdfXWVp9P6uf348f8FsPmY9WJVZjy1xSL+2XPyYa3u7f4AZU9L4f3byq6aIHtJ0MMEMX9TWR0s9HY0HuDVWdOSuI3w8bY9E8hkiFr36wS0hLQdH1T9gc8l/9hPtyc+X8IkPrF8ssvgQ8+4HdOtmbHzsanxz7lfFzhgkK4OPGfEsPnWnbrpi1mag7DAE5GnmZiv3oyDAOnxdyf3/3q9cP2QfxnW2g0/KZo831Msj3WGg+ePkDAZwGcj7s/4z4CynE/roTUz+9Nm4ARI/idk605e+dg+T/LOR8n1IcetigZEpBNJ0PBh4B3XrWqCWYh///+/fuB117jflxBgWH15KKiFy++ciRDqkXW/Wc0CmiEcxP4jW6X+sWS7bF8PCl4Au9o6z4BrohYgamtp/I6VqxreegQ8Oqr3I+zxq4ru9B7a2+r2uD75tOmDXD8OPfz2eJjEgAarm2ISw8uWdUG39dKR3p+axgNnBdbV8ho2WvLMLudNItnUgVqJZhXzupECNAmATn5/ErA8p1abGxA4Y0b/NoSgrWJEACcTz8P1SKV3d0nN0WjAapU4TZjanvidqsTIQCY9vc0Xv8nfAtRsvH77+K1bUzo2lCrEyEAcF7sjPi0eM7H8UmEANusg6ZapLI6ESppp1hTLEBE9uli+kWrEyEAmLNvjiCvuUKjZMjuMECUCnATrsiJzzIf/H6Z+6v9uHH8zrdnj+E2sW7bWCoyKPST0vVjVzwrYj9PWIhB3mJwdgbS0rSl/tnM0Bq+Yzje/PlNQWPg+n8j5jTj0hWTS7tyxfKx06drP8F/9RW7c6kWqXDxwUX2wVnQbH0zRB2MEqw9c8T+UNO/v/Zash2ULPTz2+VjF2gYlnUtbFheHrclPFafWo3Qr0IFjUG1SGVTM9ApGbI3PMYHsdE3pi8W7Oc28PLuXX7nGjnScNvff/Nrq4SpOiXTphnfnl+UL9qnE8+lnqz3/d//RAkBgHaQuhA8PMz/ftj2Yfjh3A/CnKwMLv9HQ4WZF8DJsmXmf88wwIoV2u/fe8/yUjNiPSYXHVqEfjHiz/a9KFwOZ2DPHmDHDu33bGZginUtufSOiNlbaY3SpUfetPAZZs7eOfjgT3E+rTotdrKZhIjXO2tRURH27t2L9evX64ou3r17F0+UXARHClHidi0uObIEnxz5RNRziMVUDaI//jDclpOfA4+lFt7hrcT2hXjCBPFi4FutnMtr0983/sbm8+JWH1QtUiEryzYrPluqEXXkiP7PNWqY3lfsWwe/Xf4NM/6eIeo5xFxKp+xqT6YSDQ2jEf1asr1lJuai02wLr1pi7nUi5kIMr4HSXPCZICAGzlHcunULjRo1Qp8+ffD+++/jwYMHAIBPP/0UM2aI+0QDtMuBhISEwMPDA2FhYThS9tWmlO3bt6Nr166oVKkSfHx80Lp1a/z111+ixygKkROhEvP3z8eVhyz6/mVi6gWAbfd8kaYIPsuEHQhvimqRStcVHRdnfJ/798U7P991yObONdxmLEEq0hTh9R9f53cSjny/UKFcOe21fPpUklMKonNndvtJNYbi8+OfQ1U+HSoV0MJEVYg0K8oW7d7N/9jMTG77u7oabmMYRpBxLWy4fOwClZMGKpXpJFDM0nunT/M7LjvbcFuxkbxOw2gw+NfB/E7CkWqRCunpkpzKJM7J0OTJk9GiRQs8fvwYnp4vbgf069cP+8RMgwHExMRgypQpmD9/PuLi4tC+fXt0794dKSYW0Tl8+DC6du2K3bt348yZM+jUqRPeeOMNxJl6Z7JVrT+X9HT11tST9HylWSoOaaroJNtqwK4fG3kFFdPzJLZ5cyAqStimLfXgmPmcYNZyIx8EP/pI/+fC4kLpr2XfkQC0VcatecOWkrE3mbI+3P+h+IGUNjMQAHDmjPExI126SBtOCSGWGpK8l2GhNvEaN86w5wqwblkgSx+Udu7k1+7w4YbbDhww3CZVUlkicJSI3eQscJ5a7+/vj3/++Qd169aFt7c3EhISUKtWLSQnJ6NBgwbIFbEvOzw8HM2bN8dXpUYi1q9fH3379kV0dDSrNho2bIhBgwbho7Kv7ibIPrXeqQj4SOI3necsTSUVtGgktG/uz54BnmaG3IwZA3zzDbdYSh7hss1gSOwHxGj7ov/5RzttuYQ11zA21vwbl5AlCkofw7f2jSA+vwPkBAHQJs4lq3R/+ikw24rZupZeBYW8lrdvA1WrltpHrsdl1IvA2db5YkOMa1lcbHxF9tL7V1tRDXdyWJazF9rza/nHH0DPni82W3Mt9+41X7rk/feBtWuN/86a5zcg32PSmlIvxog6tV6j0aDYyMed27dvw9tbvAqTBQUFOHPmDCIiIvS2R0RE4NixY6za0Gg0yMnJQcWKFU3uk5+fj+zsbL0v+TCyJUIA0OJr66src2VpHZ/jx7WDNM+eZd9mZiZw+NZhq+KySv0dQIh2+fi2bV+86Fi7HtOG5zUzN27UvsBxGYxtzSdWWe/xT3+RRZS+TWJNIiS10jOhZJ1iPK+87tvJk+ULg43r183//vCtw/IlQgDQ5P8AAL16vdhk7ZgeS7MjzZW9YLOotSkjfxvJ/2A7xvlVrWvXrvii1JoHKpUKT548wcKFC9GjRw8hY9Pz8OFDFBcXIzAwUG97YGAg0lj2mX/++ed4+vQpBpqpvR8dHQ21Wq37ql69ulVxW0WkmWNsnbl3BqlZFqa/CMzSrLKLF4HQUCAsjH0tlLffBjpu6mh9cNYY8RoAbRZUUsm4Zk3rmoyJ0SZWY8Zofy79QmzJP//wO+fGsxv5HSikUuPnhO6dHDwYGDJEmLZMjW1a8HzSpuy1VtyeAg2077hffgk8eCBsqYeHDw1nnCYl8Wvryy+Nby8ZwC7787vfSN23JY9JPhW8S1u/XvtvRoa2zbK3vbOyTB/Ld5bqkVtH8H8J/8fvYDvH+d125cqVOHToEBo0aIBnz55h6NChqFmzJu7cuYPlxgYbCExV5tWPYRiDbcZs2bIFUVFRiImJQUCA6dLqc+fORVZWlu4r1dJcWLG0XiHPecuo8UUNo3U1Hj0S53wbOKwQUvp2kzm7W9pIga9Sya2ZhyAnnTrxO65rV+7HPHykwZhdY/idUGhuLwqFCpUQ/fGHNsHculWYFenNLfFx7r4AA2SEMHAg4KzNgAIC+K01aIxKBVSqpL0dWPpNfNs2fu2Zuh30zjs2kFSWEClJ9/PT/tuhA/tjnq+lzomG0aDDJg4ncTCck6GgoCDEx8djxowZGDduHJo1a4Zly5YhLi7ObJJhLX9/fzg7Oxv0AqWnpxv0FpUVExOD0aNH4+eff0YXC6MD3d3d4ePjo/clOZc84PXp0p/XBGMD6T4UYcxncTGQw7EYtsURb54iZW18NdL2bT+fhGm1Q4f0fzZWw0kolVZLO6DSrHnCPi8fPADeeOPFz8bGpZli6jFocliiSoMm65qwP4HYFgiUAZlQ+k3c2Ir1VvF6KHCDVnrZSC0PK/zAs3wXn8HVUg+YtjW87sN4enpi1KhRWL16NdauXYsxY8bozSwTg5ubG8LCwhAbG6u3PTY2Fm3MdBFs2bIFI0eOxE8//YSepUe22bIPvSzvI7EdiTv0fl63Tvhz3LrFfUaJsWrWLzDAbH9rQhLem8NEbf7/rOzhNjn/4SURq0PyJWC5CWO3DdlOLTlxwvh2UzMfS2Yg2ZS23BfVNcXcDDpLY384m1VJ4AatNPQNy/twUHbm1+LFgjb/gsBJnD1iNZtsJ4c0s3dv69fTMSUmJgaRkZFYt24dWrduja+//hrffPMNLl68iODgYMydOxd37tzB999/D0CbCA0fPhyrVq1C//79de14enpCrVazOqfks8mafA/0E3nJYZ5Kj/QXeqwGoL3PzTVfLVcOePLERDwS1WbiJUrYWROl6WbPWfjzjT3zf/8d6NvXyM62ei03/gOksrxfytHNm0BIiLa30txTPyICMFa+zOj1r/MnMEy8sZVWsYHHZOkZgqUZPW5qDUAt0zAGS2zgWhp7fpucrWsjz285Z5MZedgZ6mv01dGQSqUyOtNMKIMGDcKjR4+wePFi3Lt3D6Ghodi9ezeCg4MBAPfu3dOrObR+/XoUFRXh/fffx/vvv6/bPmLECGyyVDpWLjaaCAHP15IR+MFa2r//cj/m6VMTn+ADbWRMhikqDcDYRuXV0ozOYLGRF0qjRrcV7Y1nzhztGCJLL2mclpKx1UQI0P4/i/gmzkZyMlCnDosd3bNsNxECtLfn8/zkjsKA0WrT88pJHoct4lxnSGkk7Rmy5Ted5woXFMLFyUWUniG+Dh4EXn21zEY7uJZivfGw/eT40UfabvdffgEGDDB1DCP7rEaL8ssD0RwHm7HEMMCFC0CjRpb3K8sen99iPSazsrS9a5YekwMGGE/I6Vq+wPb5XVz8YuZqicqVjRRztKFraVd1hoiySV51mAWDTr63bfjTd2nV2dXHEkvJ+IO33jKzk60nQgDg/gRwzheteTZLTJQsu2L3Hy1FemP8lOWQpG3bXlzLkjo9BgsOv2Jiapmtec3IujYScnY2XJnelhMhufF6pdu3bx969eqF2rVro06dOujVqxf2Cj5NQGHs6EGZlvVY7hD06CdDDPCSmTnNtmR0W1Ga5fOGfPmykY0+t62ORTILxFt4d80a9vuW/SSuY0fPb6iEH+qwdCn3Y0rq9JQuUgkA6Pm+wb42qf0ylNQWs0lOJla6VSjOydDq1avRrVs3eHt7Y/LkyZg0aRJ8fHzQo0cPrF69WowYHZ8ILz5iqvKF6QresrOHnozShgg7+wQA7tzRLvnARf36RjZOk7HgKB8iTbPmWq3b1GrqdmMhq6Gkklm5stQP9pRUAqK8HvEpfTd1qpGNMq5uYIs4/09FR0dj5cqV2LJlCyZNmoRJkybhp59+wsqVK/HJJ5+IEaPjs7EXH1ZssddAZWX9eznU/UPwT2hJSQJUEm7Hbq0/myLSNGuuNaE2li3SbW9v4ABQhcN6N1Kxsw+NOi5WrH1jRFKSdokhLkotGqFV2c4WK5cA52QoOzsb3bp1M9geEREh8zpedsr7ruV9bJEt9hrYYv0WNgT+hLZwIb+ZeXq6zBMkFsmVt2JRJoGMHw9cuvT8B3tM0AFgXJjcEQAA9N5S7PFDIyB43bgpU8zUA2NrfHMhQnEonJOh3r17Y8eOHQbbf//9d7zxhvBd/g6v1MKTdqdWrOV9CDtuTwRr6sABI+MsWMgvGYM8OUSwWCQ3I0jQ5vj2sOlu7dhrgg4Ab4yVO4IXs/jstVeohLuZhcQ4iosDWC7HaVyHjwWLxZFwTrXr16+PpUuX4uDBg2jdujUA4MSJE/jnn38wffp0fFlqRb1JkyYJF6kjssWqvlwMj5C9LomOPd6KKG2et6DX0lgRQEu0S1AwQIVkweKQhWsuUCjMp/GLF/kdt2EDgHLpgsQgm7ANwK6vAcj33NKVjbPXXqESc30FfX7/9BP3Y3RL93Q2tU6MsnGuMxQSwu5To0qlws2bN3kFZUtErTNkKwsMWuPIHGCf3ONL7KAWDhtLnwCFMhdAs/eksoRAbzxbtlixir0jXMtiF+DjQkGaYhgrKtc7wrVckgsUCbNsFe8yDu+2AILOCBKDGGy+AnVpSUlJvAMjLyw/ulzuEITRfpn8yZAjJEIAML+87fS02TuvB0Cu9QOqR4/meWDwIcv72APnIminh1ufjPBenMAREiFAO3ZIoOc373pWNpwIyc1B3kXsz5x9c+QOQTjjm8p3bnsdoGqKnGMjHOVNBwBmBQjSDO+Bqu+8Ksj5bYJAHza4lnsgAvvQXe4IbBrnniGGYbBt2zYcOHAA6enp0Gj034y2G138hDi0ygnyndueB6gas9CFeoeEEnQauNtC+vPWM5xgQrQD+zlzpAQdkHf9Nxdr6204Ns4p/+TJkxEZGYmkpCSUL18earVa74so1KTa0p/T5Zn053RUU4LljkB4774iz3kH95fnvGISICk5fZrrEQ76oUCO3uxxzaQ/p53h3DP0448/Yvv27ejRw07WfyLSqCjDYPkPhRmMaHPk+PTom2J5H3tU9SRwJ1y681G5CZO4LGsCwHHGApa10Fn653eVeGnPZ4c4P9rUajVq1aolRizE3g3tKd25RFyYU3FeXSh3BOIZ20ra8w2PkPZ8UppSU8KTOWivUAkpxwa2+Uy6c9kxzslQVFQUFi1ahDyuC/YQx/cyi+W9hSLiwpw2QcqxEq8ulu5ccpBqaYmK16Q5j1x8b0l3rgmNpTuXHKSsmxQxU7pz2THOydBbb72Fx48fIyAgAI0aNULz5s31vojCtVgn/jkcbQaZnAIuyB2B+KRaWmLSy9KcR05h66U5T6ACHpdS9H4FnBf/HA6Cc3o6cuRInDlzBsOGDUNgYCBUvKtoEYfUawJwery453C0GWSmvDEW2PWNuOd4r5HlfRyBQHWHTFLKYP43xgNnxol7jgGDxW3fVkyuDawSeazlew7ewyYgzsnQ//73P/z1119o166dGPEQR6C+BWQ54OwkqYVtEDcZ8uK4HLs9mxUg7qBVRx3Mb4zPbSC7mnjth8aI17YtqSByAWOnInHbdzCcb5NVr15d8GUpiIOZWlO8tucorHxDw5/Fa1ugwoR2w94X+7QV06qL13ZXhY1vGfmqeG1/5Cpe2w6IczL0+eefY9asWUhOThYhHOI4RPoU7pEtTru26q1B4rTrkSlOu7ZMrEGrjlYYkA1nkQr4tVXYzKeaYi3b4uCz8UTAORkaNmwYDhw4gNq1a8Pb2xsVK1bU+yIEgDg1QjopdLXlOnuEb3NOBeHbJMqxQISlHRoq5PZYWV1EWJrJUWs0iYjzR6UvvvhChDAIYaHjx3JHII9h3YUd7+IkzCrkdukjZ2CxgLfL3nhXuLbsjjALuOq8pZCB02W1Ww7sXSZgg9QrxAfnZGjEiBFixEEckZCVlAPPCdOOvfJJBbIFGqvxkZsw7dgjJ4HLMoSJPNvPlkU5Cff89kkVph17FbIfSOosTFsfKKDEgwis6kvLy8tDdna23hchopjQRO4I5DWthtwROI5mG4Vpp8oZYdoh9Pge8ZpwbfldF64tBeGcDD19+hQTJ05EQEAAypcvjwoVKuh9EaKn/SfWt0FLb2gJUcvmvVDr27B3fcYI0864FsK0Y88G97W+DZoCruXx2Po2XllrfRsKxTkZmjVrFvbv34+1a9fC3d0dGzZswKJFixAUFITvv/9ejBiJPXttvvVtOPrSG2wJUcsm4KL1bTiC8vesO16s2VT2pt7v1rdBU8C15ggwAann+9a3oVCck6Fdu3Zh7dq1GDBgAFxcXNC+fXt8+OGH+OSTT7B582YxYiT2rnKc3BEQAGi/VO4IbMeMIOuOF2M2lb1q+p3cETgQK8ZgBYs1TV8ZOCdDGRkZCAkJAQD4+PggIyMDANCuXTscPnxY2OiIYxhvxZp1SqzhYo411+O1D4WLwxHwXuOOZuvo6TuK/7EfKWRpHbasmRL/zqtCRaFInK98rVq1dAUXGzRogJ9/1lbI3bVrF3x9fYWMjTgS11y5I1C2asfljsD28F3jjmq4GOK74K/Qs/uUqnya3BHYPc7P6nfeeQcJCQkAgLlz5+rGDk2dOhUzZyqslDphb3457se8OUT4OBxBDx7jAsa0ET4OQkrwWfD3tbnCx+EIJtbjfsyMKsLHoTCc6wxNnTpV932nTp1w+fJlnD59GrVr10aTJgqf/kzMcyoCNBweco22iheLPWu5Fti9hv3+3nfFi8Xeca2F9ZFIS3o4gnL3gaeB7PdvL2ShQQfif4Xb/jTbVhBW9/fWqFEDnTt3pkSIWMZl1kijn8SLwxE0+IX9vtOriheH0jjRYq8mzazMft/af4sXhyPozGEWLs22FQTnZGj58uWIiXmxhszAgQPh5+eHqlWr6m6fEWIay0/hb74tbhj2buBAdvvRp0bLJtVmtx/dtrWM7VIvka+LG4e968C2PhsN5hcK52Ro/fr1qF5duyxAbGwsYmNj8eeff6J79+40ZohYxmbwac2DoofhENhUQKZPjZZVvMluP7ptaxmbpV6UvrQOW2wWrqXB/ILhfCXv3bunS4b++OMPDBw4EBEREZg1axb+/fdfwQMkCjSyk9wR2AdLFZCpsi974yyUf+gtUNVqJbBUskDpS+uwpdSFa2XCORmqUKECUlO1i+rt2bMHXbp0AQAwDIPiYrqfTlgwVyun/nbp4nAE5j5lU2Vf9qpYKAzaXKD1zJTAXMkCWs+NG3NjJ6kGm6A4J0P9+/fH0KFD0bVrVzx69Ajdu3cHAMTHx6NOnTqCB0gclKmxBYPelDYOe2fqUzbbsRvkBVNvLjMDpI3DEZharoTWc+PG5NhJGiskNM7J0MqVKzFx4kQ0aNAAsbGxKF++PADt7bP33ntP8ACJgzI2tqCPFZVslczYMhtsxm4QQ6oyvdsqDVDugTyx2DNjy5XQIqL8DO5juI3GCglOxTAMpZhmZGdnQ61WIysrCz4+PoK1q1pEXZz47TsgfqT2e5WGf0VgAkRpADx/THVcBHSKkjMa+1a67hDdiuDvn5lA7KcvfqZryV/p53foVmCAY85sZBYKm45wef+m9JLIp+87gEue9ntKhKxT8knR+y4lQtaa76X9d3YFeeOwd23/oy3ECFAiZK0oJwAM4PbEYRMhuVHPkAXUM0QIIYSIj3qGCCGEEEJkQskQIYQQQhSNVzKUmZmJDRs2YO7cucjIyAAAnD17Fnfu3BE0OEIIIYQQsXFegvncuXPo0qUL1Go1kpOTMXbsWFSsWBE7duzArVu38P3334sRJyGEEEKIKDj3DE2bNg0jR47EtWvX4OHxYt2j7t274/Dhw4IGRwghhBAiNs7J0L///otx48YZbK9atSrS0tIECYoQQgghRCqckyEPDw9kZ2cbbL9y5QoqVaokSFCEEEIIIVLhnAz16dMHixcvRmGhdu0jlUqFlJQUzJkzB2++Kf66UmvXrkVISAg8PDwQFhaGI0eOmN3/0KFDCAsLg4eHB2rVqoV169aJHiMhhBBC7AfnZOizzz7DgwcPEBAQgLy8PHTs2BF16tSBt7c3li41skaSgGJiYjBlyhTMnz8fcXFxaN++Pbp3746UlBSj+yclJaFHjx5o37494uLiMG/ePEyaNAm//vqrqHESQgghxH7wrkC9f/9+nD17FhqNBs2bN0eXLl2Ejs1AeHg4mjdvjq+++kq3rX79+ujbty+io6MN9p89ezZ27tyJxMRE3bbx48cjISEBx48fZ3VOqkBNCCGEiE/OCtScp9aX6Ny5Mzp37sz3cM4KCgpw5swZzJkzR297REQEjh07ZvSY48ePIyIiQm/b66+/jo0bN6KwsBCurq4Gx+Tn5yM/P1/3s7HxUYQQQghxHLySoX379mHfvn1IT0+HRqPR+923334rSGBlPXz4EMXFxQgMDNTbHhgYaHIWW1pamtH9i4qK8PDhQ1SpUsXgmOjoaCxatEi4wAkhhBBi0ziPGVq0aBEiIiKwb98+PHz4EI8fP9b7EptKpX97iWEYg22W9je2vcTcuXORlZWl+0pNTbUyYkIIIYTYMs49Q+vWrcOmTZsQGRkpRjwm+fv7w9nZ2aAXKD093aD3p0TlypWN7u/i4gI/Pz+jx7i7u8Pd3V2YoAkhhBBi8zj3DBUUFKBNmzZixGKWm5sbwsLCEBsbq7c9NjbWZDytW7c22P/vv/9GixYtjI4XIoQQQojycE6GxowZg59++kmMWCyaNm0aNmzYgG+//RaJiYmYOnUqUlJSMH78eADaW1zDhw/X7T9+/HjcunUL06ZNQ2JiIr799lts3LgRM2bMkCV+QgghhNgeVrfJpk2bpvteo9Hg66+/xt69e9G4cWODHpYVK1YIG2EpgwYNwqNHj7B48WLcu3cPoaGh2L17N4KDgwEA9+7d06s5FBISgt27d2Pq1KlYs2YNgoKC8OWXX0pSHJIQQggh9oFVnaFOnTqxbvDAgQNWBWRrqM4QIYQQIj6brzPkaAkOIYQQQkgJzmOGRo0ahZycHIPtT58+xahRowQJihBCCCFEKpyTof/7v/9DXl6ewfa8vDx8//33ggRFCCGEECIV1nWGsrOzwTAMGIZBTk4OPDw8dL8rLi7G7t27ERAQIEqQhBBCCCFiYZ0M+fr6QqVSQaVS4eWXXzb4vUqlomUsCCGEEGJ3WCdDBw4cAMMw6Ny5M3799VdUrFhR9zs3NzcEBwcjKChIlCCJA4vSAFABUTS7zmpRDOCSB3zoJXck9u2fGUDsf4COi4BOUXJHY9+W5AFFHvT8FkIUA6g0wEJnuSNxSKym1pd269Yt1KhRw+x6YI6EptaL6JuTwJ2WL36mF0z+oko9jUP2AyNeky8We1f6WtJjkr+fdgJX33jxM11L/ko/JgMTgAlNZQtFTHJOrec8gDo4OFgxiRARWelECAB2rZcnDnu38aj+z0md5YnDEURpzP9M2CudCAHAhuPyxGHvdmzS//l+E1nCcHSckyFCBBFl5BPAmXelj8MRpLY13EZv4tzd6AKg7Ac9FXB6nBzR2Ddjj7/braSPwxEkjDDcZuz1k1iFkiFiW9ZckDsC+/KfNBO/oN5bzn6INb79j3XSxuEQTDz+PrsnbRj2bt1Z079j6DkuJFbJ0M6dO1FYWCh2LEQpzH2qedBQujgcwdNA07+j3iH2Dn5k/vfbf5AmDkdg7vn9pLJ0cTiCtGamf7eInt9CYpUM9evXD5mZmQAAZ2dnpKenixkTUbovkuSOwD6sSLWwA31yZO2ghbIg54ZJE4cSfErvH6ysP215Hw3NLBMKq2SoUqVKOHHiBACAYRgaQE34Y3OvO7Om6GE4hOxqlvdZVCx+HPbuxGR2+/2xVtw4HAGb3sjcSuLH4QjuhVneZ3GR+HEoBKtkaPz48ejTpw+cnZ2hUqlQuXJlODs7G/0iRBDrz8gdgW0zN5agNIaGBVq05wt2+52eIGoYjoHlB+Uvr4obhr3b8rvcESgOq6KLUVFRGDx4MK5fv47evXvju+++g6+vr8ihEYfDZQzLvebixeEIzI0lKGtJLhViNOXRS9z2TxgGNPlRnFjs3cf57PfN4HjdleZKb/b7RmmAKPrQYy3WFajr1auHevXqYeHChXjrrbfg5UUvroQrjrdXd60H3qBpzQZ2fsNt/yJPceJwBP/l2EOx4wdKhkwpduO2/9btwOD+4sRizziXcqBhK0LgnE4uXLgQXl5eePDgAY4ePYp//vkHDx48ECM24kg+fsb9GKo7ZNzZMdyPWXVd+DgIKcFn0sPlfsLH4Qj4lHJY+kT4OBSGczKUm5uLUaNGISgoCB06dED79u0RFBSE0aNHIzc3V4wYiSModud3XFZ1YeOwd9cj+B33uLawcTgCvoXrqOCdIb6THq51FzQMxSosJ3cEdo9zMjR16lQcOnQIO3fuRGZmJjIzM/H777/j0KFDmD59uhgxEnu3LIP/sStThIvDEfz4F/9jt24XLg5CSmw4xv/YzbuFi8MRWJNoU++vVTgnQ7/++is2btyI7t27w8fHBz4+PujRowe++eYbbNu2TYwYib17VkHuCAhAtyVKW/rUuuOpoOULt1vLHQEBqPfXSrxukwUGGla9DQgIoNtkxNBPO61vg954tIS4Dv/S9HAAQKG1E0Bo0CoAYG+09W3Q81trcYH1bfzfXuvbUCjOyVDr1q2xcOFCPHv2YkBsXl4eFi1ahNat6RMCKaPsytW80BuPlgDX4X9UOBAb/xGmneWPhGnHnh2dI0Aj9PwGAGhcrW8j6TXr21AozsnQqlWrcOzYMVSrVg2vvfYaunTpgurVq+PYsWNYtWqVGDESe3X9deHaUnoJfyHfeLODhGvLHqW2EaadvIrCtGOvCgUs2RCdJVxb9ui/V4Rr68Qk4dpSEM7JUGhoKK5du4bo6Gg0bdoUjRs3xrJly3Dt2jU0bEiLbJJSftwjXFtKL+Ev5BvvitvCtWVvLgwUtr0dm4Rtz55YO+6qtHwf4dqyR49eFq6tPdQpwQfroouleXp6YuzYsULHQoh5Mb8Cg96UOwrpCb50gYJvS2yLEba9hBFAv5HCtmk3BH4cfZUATGgibJv24Fcq4mkLqIY3EYcYtVgSFVqtVoylC7gsnUDMKxZgrIe9EWPQ8/3GwrdpD86/LXybNCidM0qGiH2JHyF3BNL6/m9x2uW6dIIjEOsN4mMBZgHZHZF6F3/fKE67turoLJEaVnDvL0+UDBHhfZIjXtu/bRKvbVt0s6t4bS9RWikMeoMQxJI88dqOGyVe27Zo73Lx2qZK6ZxQMkSEV1Be3PbzfMVt31Zs+V3c9pW0gKuYb+AAsKhI3PZtSZGHuO3v/1jc9m1F/HC5IyCl8E6GCgoKcPv2baSkpOh9EYX75oT451j+WPxz2IIrvcU/h1JKFoj9Bs44i9u+rRCqRpM5hz8U/xy24Lf/E/8cyx+Kfw4HwTkZunbtGtq3bw9PT08EBwcjJCQEISEhqFmzJkJCQsSIkdiTO+HSnCdf5N4nuSVKtHSGEkoWSJXwLVNAki5UjSZLDkRJcx65PBRwKr05eX7SnMcBcJ5aP3LkSLi4uOCPP/5AlSpVoFLRfXjy3L6l0p0rOhuIcuC7vDESLqr60y5gqBCVwm2UVAnfM19pziMXKYv5HVoIdIqS7nxSWy1gkUVLftgDRHaT7nx2inMyFB8fjzNnzqBevXpixEPs2ZF5Ep6MknDBXO0ldwTiWZ0o/fkm1pf2nFKRupjf/UZA4Hlpz+mIbgi4EoAD4/zRukGDBnj4kO5DkjISIqU/56Ji6c8pBTlmgZx6X/pzSuGhxB/apD6fVLKqW91Eu3YcD/jqnNXntElyPL+Pzpb+nHaGczK0fPlyzJo1CwcPHsSjR4+QnZ2t90UUasf30p+TceDbZFLbvVruCIT32T15zrvurDznFdNK6yfHrFghQByEn73L5I7A5nF+N+nSpQtOnDiB1157DQEBAahQoQIqVKgAX19fVKhQQYwYia07Nk2+cztapVU5a4NkV5Xv3GJ4Ulme86Y1k+e8YskVZl28pk15HORotXLk/HvOD5bv3HaA85ihAwcOiBGH4uwcvBO9t0owdVoKf38u48lp7JBgVtwGohzkegpUULJHD2D3bh4HrkwGptYUJAbZffpIkGZcFbhqiU35dQvQaKvcUdgszslQx44dxYhDcd6o6yCzd2xh1e4oxjHexG2hcF9WdUCdKncU1hOooGSbNjyToaxgQc4vu9st5Y7AcZ7fAvZi9+0L/PYbjwOPTwFafyFYHI6E16CLzMxMfP755xgzZgzGjh2LlStXIisrS+jYHN+G43JHYL0Eha0VJiYBC/dV4jGbfMMGCDI2RHYCDqwfPdqKgz9xgDGUG07KHYEDES6ha8bjTmxCAoC/VgoWg6PhnAydPn0atWvXxsqVK5GRkYGHDx9ixYoVqF27Ns6edcCBg2K63UruCKzzRZLcEbxg72MLBO4VGjqU+zEjRz7/5uIAIUORnoAD6yvzHHb0+ecACrwFi0MWu7+UOwL07Pn8G3t/fi8uFLQ5Po/LRo2efxPzq6CxOArOrxpTp05F7969kZycjO3bt2PHjh1ISkpCr169MGXKFBFCdHD2XLU2s6bcETgOAXuFpkwBvLy4H+dcEsIvvwgWi+Q+zpc7AgClppHb8wD/Ux/IHQG2S1h7VFQaziNSTBo1CujQgftxuvrIif0Fi8WR8OoZmj17NlxcXvznuri4YNasWTh9+rSgwSmCvVattYXxLWXZ66dHgd8wQ0OB3taOzbfXT4/FbnJHgJ07gSZNSn6y07EuX16VOwIAgFvp/057fX4LXA/tlVeAunWtbEQpaxJywDkZ8vHxMboga2pqKry97bxbWC72+CRXysKUYjsyB0K/YfbqxXMac2n2+OlxcYHcEQDQ3tpxdy+1wR6f3xkvyR2Bccl2OIFH4HpoAweW6uVh6Y8/ymxQwpqEHHH+Xxo0aBBGjx6NmJgYpKam4vbt29i6dSvGjBmDIUOGiBEjsTGaj2y469/e3nj2RQveZGAg4MFxkfa0NCMblwszpVoyGnHmbk+cyG1/J3uvBWojvb6Bgdp/V5euB7rpoByh8CfC61FFHmWfdGOvSrPnW7gi4Py0/eyzz9C/f38MHz4cNWvWRHBwMEaOHIkBAwZg+fLlYsSoDHb0Jm5ri/NGRZXZsP9jOcLg7vM7ckegU/LGoydPmGJ7khDxhb0+h6XGGFNPYzt6fovR6/uf/3A/piRB79GjzC++O2htONL49Ue5IwCgva1mnG29jsuNczLk5uaGVatW4fHjx4iPj0dcXBwyMjKwcuVKuOv1DRPObnSVOwKLmIXivai3acPvOIPxMYc/tDoWSeQEyXr6kvqpiebWMrWHN/HrERDzhd3Hx/I+DGMmESoRP1yQeEQl0v/32LHs9lu50vBa1qxZZqdbdnKr7Pzbsp6+5DqeOvViW506ZXayh+e3RHh36Hp5eaFRo0Zo3LgxvPhMXSGGfvhb7gjMquot7nINBk9UluoZWxvT1gcI2sCL0Kuval8sS1+/t429ftv6m/iPf4nS7KxZ2n9btxaowd/+T6CGRFLI8d4qB2o1u/1atDDcZrQj2kZu5Zm0JE/uCIz60VhnlRyLbNsgVslQ//79dYuw9u/f3+wXsdK3R+SOwKTb026L2v6ECdyPqVUL8DRWbDi3EnBhoNUxieJxTbkjMGnpUiMbbflNXKBaV7VrG24b/HwpJ4OeiTK+/prDib68xmFniS0V5g28uhUL3LPuHWacgQOL+J9ITI9rAkXiJZbWMFqsUY5Ftm0Qq2RIrVbrxon4+PhArVab/CJWSmlneR8ZxI2LE/0c4eHcjzGYJVHathjesYhqlQ0VqyzD5OBMG5lqredmZ8FqXW3YYLitZEaes4UhNC+m0bOQUQcotsFFujbtF6ypW7f4H8tp8Pmhj/ifSEwiPr83bbLueDdTlSdWXbeuYQegYhiLd7ptwuPHjzFp0iTs3LkTANC7d2/897//ha+vr9H9CwsL8eGHH2L37t24efMm1Go1unTpgmXLliEoiP1YjezsbKjVamRlZcGHzeABDkyOQ1ZpgIW2M3Xd280b2XP1lxZYuhT4UOChORqN9s04M5P9MSWPXpPX0uUZ8KEw61QJYvUl4CGHEbkcrVypLboIWJ5+a+qZb/I4W1sfSsBbjadPG96iKX19zF3L7GzAWFWR1q2BEyeMHcEAUTY25UzAa8kwhter5FoOGgT8/LP5Y40xff1t7Fp+fkfQsYC//w706fPi5+LiFwmjIz6/hR6TyuX9m/OjqHPnzsg08m6VnZ2Nzp07c22OtaFDhyI+Ph579uzBnj17EB8fj8hI0/c6c3NzcfbsWSxYsABnz57F9u3bcfXqVfS2uhqdBBgn4AdxxkHwUTYRAoD33xf+PCoVMH++wI3aWnf180RoxQphmis7MJVtEXiTnxDNyJ1lQ5+bSi1vMGOG9c3VrQscPvzi5y1b2B9rqrzaSpPLQKmQNt1YLQOZCFwUEABK1eRFcvKL7828ZPMk/xu4nueJUCuBVloq+3bFtuds5kzu5xJzcow94JwMHTx4EAUFhsXNnj17hiNHxBnvkpiYiD179mDDhg1o3bo1WrdujW+++QZ//PEHrly5YvQYtVqN2NhYDBw4EHXr1kWrVq3w3//+F2fOnDFaNLJEfn4+srOz9b5kcSMCePiyPOcuJXN2ptHtJjrkrMah0w6XL7Pb7+1rNvIkL/Xpe+pUYZrkNF6llPPnuR/j6QkcfecovxMK7fnyBu+8w2/adlnlywPt2wMxMcCff74YL2SNsDDTvwssH4j+9W1gjOVX8bqigM+eAYUCLaFVWKjt6S0uBoKDX2wvV45fe3PmGN9+8KANvYmXen4fP66fEPJRvrz232fPtD1qDx+yP3bMGH7nTJniAAs188Q6GTp37hzOnTsHALh06ZLu53PnziEuLg4bN25E1arizDY6fvw41Go1wksNKmnVqhXUajWOHTvGup2srCyoVCqTt9YAIDo6Wm8MVHVrRgNaa7XxRE8qP/T7AWoPaceB+flZ/n1WFpCezr4k/Zo1QPoMmWeXlbonX9J9XWTlhJiS7vP4eP1/2QgI4HfOtjXaom31tvwOFkqpN51vvxW26YEDgW7dhGnL1cTQoG++0f7760CZlzz5ZyZwXzvg6dtvtVWzrX0DL02lMuzJ4LPaOgDMnWt8e8fns+xvTbFioJIQNrx4Hyp5flubWMY8H/Lo7g5s3Wr5tbE0vklndXV1bOy9kd/Bdo51MtS0aVM0a9YMKpUKnTt3RtOmTXVfYWFhWLJkCT76SJwBbWlpaQgw8uodEBCANKOlcw09e/YMc+bMwdChQ83eO5w7dy6ysrJ0X6mpqbzjFoSMVUKHNR4m+TktDUb9/HNt3ZdKHKrJq9VApXKV8GrNV62KjbfYZcBj7XSl0p/uLA3MteTzz7X/NmmifQHmMpDXmp69o6Nk7B0qdXtMU+qpYW4ciq0p3eska69G7Ke6b995R5pTmnvcVali+neWhmvWUNfA1FYCdbdyldwBuK2tv2DmpgNnlmYxDjdT8cKafolRzUbxP9iOsU6GkpKScOPGDTAMg1OnTiEpKUn3defOHWRnZ2PUKG4XMSoqCiqVyuxXyeKvxqoeMwzDqhpyYWEhBg8eDI1Gg7Vr15rd193dHT4+Pnpf8lIBXyVIfla5XqSNVkIupUYN49tfe81y2wdGHOAekLXyKgD/zAYAxMZy+3RnSYUKwrVlSenxNIBMS7L88ZXu9lhenv5A0Lfekj4cvkpuf5SIjYyVPohSvWtlB9oaXbpBAsYHm7O34nWBBuJxtekQAO2MRCFvJFjqpXvvPX7tGhvvefeu/s+yvP5/fcryPiJinQwFBwejZs2a0Gg0aNGiBYKDg3VfVapUgTOPj7kTJ05EYmKi2a/Q0FBUrlwZ9+/fNzj+wYMHCLTw7llYWIiBAwciKSkJsbGxNpDc8HC/MZAr3dIIufNyJTtXWZZyW1MDE9ne2pD8Sb48AwCQmwt06SJs05bWKBo6lF+7xgZ3tytT8UGlUkmbEF1/HTg9HoC2R4jr2mtyYXM7skutLmhTnWf5dT6e9zZv2mR8xtFGme6ScK3MYuylX/Ln9/NreeUKMHq04a9LbuPxUauW+d/z/TBkbIyd7Ney0BN5N0yuGyIJ3lPrL126hJSUFIPB1GLM1kpMTESDBg1w8uRJtGzZEgBw8uRJtGrVCpcvX0ZdE4NHShKha9eu4cCBA6jE5d7Kc7JMrTdFgqmPeyP34rVaLLpZwCN+CyxOk4fp6aJZWaa74MseU6wphsvHAg6OMIHNi8nLLwPXeNbhs/TMPXpUOyiYz7GmpkaX9Sj3Efz/42++MSvV96+Pi+9dMhpXadY8HrleD7bH/vOPYSJpcsrzIvGf3/8b+j/0eKnsYl9GYuEZSuvWgKVhnKbaFuoxyTAMnBaLP91e85HG4p2J//0P6NWLZ/sa8/8PmZmmEyKhrmXS4yTU+tJCViYAsRIvUafW37x5E02aNEFoaCh69uyJvn37om/fvujXrx/69evHO2hz6tevj27dumHs2LE4ceIETpw4gbFjx6JXr156iVC9evWwY8cOAEBRUREGDBiA06dPY/PmzSguLkZaWhrS0tKMzoazCyIv4fDn23+yToSsERIifJumPlUOGGC4zdnJGcUfCT+duDS2T24x1zaWovfEz8sPW97kMA+dIyeVEy69fwkqlfDJtxDefdf879uWGWv+4IHpfZmFDDxcxPtP+7TLp6wSIWt8L2IxY7Nr6JWiUqlE79VgFrIbotGpE/9zWGpeqBm9X35p+nchFULwy1u/CHMiE2xlNiDnZGjy5MkICQnB/fv34eXlhYsXL+Lw4cNo0aIFDh48KEKIWps3b0ajRo0QERGBiIgING7cGD/88IPePleuXEFWVhYA4Pbt29i5cydu376Npk2bokqVKrovLjPQbE4UA+T5Ct7s5fcvo1sdbtNo+NbS+Owzw23Tp/NryxJTU8+dVE6iPQm5tPvGG6KEAIDbautllR7XorFwN2xw6GBs7r+Z/8lMqOhZkVPSul+4IsqssakX9bxOLFJSAH8LnWh58/PQIbiD9YGVETMgBjPb8ig+w5GYixDUqwesW6f9/iiLMfy28Py21WU7S890++AD8/sOaDAAeyP3ihKHrSRCAI/bZP7+/ti/fz8aN24MtVqNU6dOoW7duti/fz+mT5+OuDjxl22Qkk3dJiut1Uqg2zRB4ij4sACuztyXCFi2zPSUV3MOHTK8l37ixIvlOPjekjB2HJtHt5C3J/g8ufk+Diz9bQxjukgbm+vy8cfa6fuNG7OL52L6RYR+FcpuZwtGNBmBTX03cTrm3j1udapKs3Q9PvzQ+LptYtXv3xS/Ce/8LswUr/sz7iOgHLdaCnwfk0+eWJ7Wzfc2GV+O+vw217YY1zIjLwN+nwozA4TP85sPUW+TFRcXo/zzj43+/v64+3wYenBwsMkCiEQEJ6YCyx5b3QyzkOGVCAFAD5497samgPNZl0wozEIGHYOtGOkIYOubW23qUw5g+oXy9dfZHb9gAftECAAaBjQU5PZjwvgEXi+U5qZmm1OtmuV9ylb6FtvIpiPxYKaZe2osaT7ScE6EAP5/L9/6NmJiFjKY126eVW1MCZ9ic89vU8ouKyOUip4VBZk0cX7CeUkSIa44J0OhoaG64ovh4eH49NNP8c8//2Dx4sWoZWn4OxHWM9/nt824TyvYOXin1U9uLm+Updnier4HRx5ExqwMXsdqPtJgUOgggSMSj7nKyNYquf14euxpzscODh0MZiGDxoE8H1g8GVuxvixTJR3E5O/lD2Yhw6s+1ra3trEe12IM38rmbHjKsFTg0teW4tn8Z7yOfTb/GVZ2M7m2is0Rs2ZUyXisE6O510Go718fzEIGoQHC9B4LjfNtsr/++gtPnz5F//79cfPmTfTq1QuXL1+Gn58fYmJiRF2fTA62dpvMxcVU5WIG6LwA6GCkL7+Um5NuIqSCcCOY+fwNDAOcO6ffQ8R2UUxzj9b164Hx49nvb/oc7Gaj5MzNQXm38hb3s0TqbvTbt60rysbFgaQD6Py9+deE91q8hzU91whyPj7XcscOoG9ffm1Lucz18qPLMWefiXUpnjs55iRaVm0pyPn4Prct6dRJu4xGaS4uwi0FYkmRpgiuH1vuDX867ym8XK0f9FOunLa0Bld8n9+lF3MV27n759Bknflqr+82fxfreq3jnZhbg8v7tyCr1mdkZKBChQqy/LFis7VkKCIC+Ptvy/s9K8xHQXEB4s46o+CpJ7p0Eef/xpoXzJJjc3L0B+yaarNVK+2aP2zjsTQ1lS2GYfAo7xG83bzh7uJufYNlSJ0MSfkGXlZOfg4YMPB28xbl9YJPk/n57BautaVrWVhcCJVKhacFT+Hj7mMz15LN9Th40HCW1Zw5QHQ09/MJoVhTjJyCHJRzLcd7yIA5338PjBjB/Th7e34zDIPs/Gx4uXpBpVLBxUn88iWWiDpm6Pvvv8elS5f0tlWsWBH5+fn4Xsx5lYQTdxd3eLt7o0NrL9ESIWsxjParbEVeU3bt4ta+UO8PKpUK/l7+oiRCALBXnIkaNsnb3Vu0N2++TK0hZstcnV3h4uQCtYfapq4lGy2NdFyxHccmBmcnZ/h6+IqSCAHaRVaVQKVSQe2h1j027Q3nZGjkyJEIDw/Hr7/qLzKYlZWFd6Ra4EbB7Ox1T1BsBmdqNNop1pamg9sSNkuJEHaaNuV+DN/n1H//y+84pTM23dyaSs22zl2cz1AAtEU9iTB43VlctGgRIiMjERUVJXA4hJjG5hO8SqXtgnf0pHHIEHb7PZ/roBgjRzrmuRydoz9fuWJbrLGNhKu4ODpeydCwYcOwf/9+rF+/HgMGDEBeXp7QcRETLK1H5QhMVVa1tHChkrCtLh1qmxM3RGOpIrSQ2N7etVcNGsgdgXKxWdOOCItzMlRyf7pVq1Y4efIkrl+/jjZt2iA5OVno2IgRbHsE7NnkyXJHYPu6dmW3X9lP3GPGCB+LLRFzCZL0dPHatkULFojXNg0vNY/v87RY3FWGHBrnZKj05LMaNWrg2LFjqFmzJrqyfXUmVlFC78ioUXJHYPv4jjP65hth47A1Yt5uqVQJOHtW+/0ff4h3HlvRjdvqPJxERr74Pj9fvPPYKy7P75IlYV59Vbop9Y6I86VbuHChrgI1AHh5eWHHjh2YOnUqOnQQfk0dou+ll+SOQHwCVzBwSFy60WNjtf+yWc+JmNesmXYGZM+eckciPqEWAjWlZDYpm7IGSsMlqZ86VXsdDxwQLx4lEKTOkCOztTpDDGP5uNatAanWovX0BJ5xKOyqVgOZmZb3s6X6GVLg+lhw5GthLbqWwuFyLd97D1gjTO1Mh/PRR9q1/tiix6QwuLx/s7rpsnPnTnTv3h2urq7YWbIEsxEqlQpviLkMN2Hlww+lO1dUlLZgGltK+ETNx+7d/Nd6I8QW2OK6ZLYiKopbMkSkxyoZ6tu3L9LS0hAQEIC+ZurWq1QqFNMILtkZWwhVLMHB3Pb/7DN+5xFzPS1b4GCr2BAFatZM7ghsF43lsX2skiFNqQp2GnuqZueg/PyAR49M/17KaZlcp27znY7s6LPoxCzMRogU2reXOwJC+OOUrxYWFqJTp064evWqWPEQFvz8zP9eyuUF6taV5jxdukhzHmL/vviC/b4LF4oWhuJUqyZ3BITwxykZcnV1xYULF+xuLRxHY0t1eLgmXsZK8bMh5a0/Yt+4VIYOChItDEKIHeF8J3P48OHYuHGjGLEQlvgmFLbA2Zndfp9+Km4cxHGp1ez3pbEc5n3wgdwRECINziX8CgoKsGHDBsTGxqJFixYoV2YKwYqSClDEImdnqhhqyrRpwKxZL74nRAyOvECoEHr2pAVpiTJwToYuXLiA5s2bA4DB2CG6fcYNXS7TnJ21q8/v309TUol4KleWOwLbVq+e3BEQIg3OydABKnMpuwoV5I5AGp06sV+9mRA+vL3ljsC21aghdwSO49QpoGVLuaMgptAdczvk6DV3lGrePLkjIEQf9V4Lh+1sO5rhKA9ey37++++/+OWXX5CSkoKCggK9323fvl2QwAhRmv79gU8+sbzfl1+KHwshRFhVqrDbr00bceMgxnHuGdq6dSvatm2LS5cuYceOHSgsLMSlS5ewf/9+qLlM4yC8Va0qdwREDGxv2fBdsZ4QYvuojIg8OCdDn3zyCVauXIk//vgDbm5uWLVqFRITEzFw4EDUoBvMnPDtgqaua8dUqxa7/Ro0EDcOR7BkidwREMJPxYpyR6BMnJOhGzduoOfz1Tbd3d3x9OlTqFQqTJ06FV9//bXgARLbp5QB3WJz4XXTmhhD46+IvZJyBQHyAudkqGLFisjJyQEAVK1aFRcuXAAAZGZmIjc3V9joHNzQoaZ/x3eZCzlmK4wZI/05CTGHek+F4+9veZ8BA8SPgxAxcU6G2rdvj9jYWADAwIEDMXnyZIwdOxZDhgzBazSYgRNztzvsqat00iS5IyCEiIXNuoDTp4sfByFi4twxv3r1ajx79gwAMHfuXLi6uuLo0aPo378/FixYIHiAhBu+q8Jbg80nRwBwcxM3DkKI8JYsAbZuNb9Pw4bSxGLvAgKA9HS5oyDGcE6GKpbqsnBycsKsWbMwq2TdBMKJua58tmt4lTVqFL/jrOHhwW6/GTPEjYMQLtzd5Y7APgQHW96Hiley8847wPLlckdBjGF1myw7O5v1F2HP3MDjiRP5tWnL0zLLLGNHjHjlFbkjUI4pU+SOwD7QwH7hmBsnSuTF6mHu6+trcd0xhmGgUqlQTCuPsvZ8Up5Rvr782uQ78FoK9OnRspo1gX//lTsKZaCB/0RqjRvLHQExhVUyROuRicNJYYuh0Dpjln3wAfDLL3JHoQxyjK8jhNgmVslQx44dxY6DsODpaXkfW+7SphWwLWvXTu4IHMezZ+bHs9GK9cTWjBwpdwTKxeutMzMzExs3bkRiYiJUKhUaNGiAUaNG0XIcAjJ2V5LNAq22XF/FlhM1W2Hp/y8hQZo4HAENkCb2ZvBguSNQLs43ak6fPo3atWtj5cqVyMjIwMOHD7FixQrUrl0bZ8+eFSNGh8U1cZFjphixLbY8JowQYp1WreSOQLk4J0NTp05F7969kZycjO3bt2PHjh1ISkpCr169MIWmZ4iK73R74jhsueePOK7//lfuCJSBluKQD6+eodmzZ8Ol1D0PFxcXzJo1C6dPnxY0OCWrVMlwm9IGXBNDVLiSyGHcONO/mztXujgcwfvvm/6dl5d0cRB9nN9efXx8kJKSYrA9NTUV3jR3WjA1axpus+XBtTVqyB0BIUQs5nosli6VLg5HEBEhdwTEGM7J0KBBgzB69GjExMQgNTUVt2/fxtatWzFmzBgMGTJEjBgdFtf1x0r3Ftla3jl1qtwROA5za9YRYmvo1i03VFjVNnFOhj777DP0798fw4cPR82aNREcHIyRI0diwIABWE51xjnhOruqdAVnW1sc9d135Y7AccyeLXcEjsNUAUt6vBK5VKkidwTEGBXDMAyfA3Nzc3Hjxg0wDIM6derAy0FvdmZnZ0OtViMrKws+Pj6Ct2/qU5VGo6058f33L7aV/p/auRPo08fwOH7/m8Kw9AlRztjsSWam6aVa6Bpyk59vvNbQpUtA/frSx2PPTD2/6THJnbFrWacOcO2a9LE4Mi7v36x7hnJzc/H++++jatWqCAgIwJgxY1ClShU0btzYYRMhOalUgLn/u5YtpYuFSMvUUixUWoE7U7WGKBHijk3RV8LfsGFyR6BsrJOhhQsXYtOmTejZsycGDx6M2NhYTJgwQczYFI/e/Ehpb78tdwREyTIy5I7AcRgbN/TWW9LHQV5gPWpl+/bt2LhxIwY/L5E5bNgwtG3bFsXFxXCmAjiiaNbM9O+MrQC/aJF4sRD5tWkjdwREyYzdbrx/X/o4HMGaNYa9+zRxQl6se4ZSU1PRvn173c8tW7aEi4sL7t69K0pgRKvkkms0+tuNzSZ76SXx4+GLVgjnJjDQcJu5dbaIadSjIZ6AALkjsE9sllYi0mKdDBUXF8OtTMU3FxcXFBUVCR4UeeHwYe0ARTbTV994Q/x4+KLi5NycOCF3BI6j7GB06s3gb+BAuSNwDGUL6P7+uzxxkBdY3yZjGAYjR46Ee6kRic+ePcP48eNRrtQ9m+3btwsbIWGtfHm5IzCtWjW5I7AvZYtu/t//yRKGw2jZEjh1CoiLo94Ma8TEaMeu9ekDnDwpdzT2TaN5kRT17i1vLIRDz9CIESMQEBAAtVqt+xo2bBiCgoL0tonl8ePHiIyM1J0nMjISmZmZrI8fN24cVCoVvvjiC9FiJKaJ+NBwWH///eL74cPli8MRnDyp7WFt2lTuSOxf797aa0kzWq2jUmmvI5UmsA2se4a+++47MeOwaOjQobh9+zb27NkDAHj33XcRGRmJXbt2WTz2t99+w8mTJxEUFCR2mIpWrRpw+7bcUTiOrl2BggLuxTkJIYRwYxcvs4mJidizZw9OnDiB8PBwAMA333yD1q1b48qVK6hbt67JY+/cuYOJEyfir7/+Qs+ePaUKWZESE21vmRB7R6tYE0KI+OxiHfTjx49DrVbrEiEAaNWqFdRqNY4dO2byOI1Gg8jISMycORMNGzZkda78/HxkZ2frfdmqGzfkjkCfLY9ZIoQQQkyxi2QoLS0NAUZGPQYEBCAtLc3kccuXL4eLiwsmcVjIKzo6Wm8MVPXq1XnFLIVatV58v22bfHEQQggh9kzWZCgqKgoqlcrs1+nTpwEAKiNzyxmGMbodAM6cOYNVq1Zh06ZNJvcxZu7cucjKytJ9paam8vvjJJKfDyQnA2++KXckhBBCiH2SdczQxIkTdRWtTalZsybOnTuH+0aKgzx48ACBxqrTAThy5AjS09NRo0YN3bbi4mJMnz4dX3zxBZKTk40e5+7urlc+wNa5uQHBwXJHQQghhNgvWZMhf39/+Pv7W9yvdevWyMrKwqlTp9Dy+XzOkydPIisrC21MrFEQGRmJLl266G17/fXXERkZiXfeecf64AkhhBDiEOxiNln9+vXRrVs3jB07FuvXrwegnVrfq1cvvZlk9erVQ3R0NPr16wc/Pz/4+fnptePq6orKlSubnX1GhGdrA70JIYSQ0uxiADUAbN68GY0aNUJERAQiIiLQuHFj/PDDD3r7XLlyBVlZWTJFSADgeRkoPaUHehNCCCG2RsUwVP/SnOzsbKjVamRlZcHHx0fw9k2N7bbn/5Wyf5M9/y2EEELsE5f3b7vpGSKEEEIIEQMlQ4QQQghRNEqGiODi4rT/tmihXZmZEEIIsWV2MZuM2JemTWmcECGEEPtBPUOEEEIIUTRKhgghhBCiaJQMEUIIIUTRKBkihBBCiKJRMkQIIYQQRaNkiBBCCCGKRskQIYQQQhSNkiFCCCGEKBolQzYoNFTuCAghhBDloGSIEEIIIYpGyRAhhBBCFI2SIUIIIYQoGiVDNmjIELkjIIQQQpSDkiEbVLOm3BEQQgghykHJkA1q107uCAghhBDloGRIZhMnGm4LDJQ+DkIIIUSpKBmSmaen3BEQQgghykbJkA1ydpY7AkIIIUQ5KBmyQS4uckdACCGEKAclQzKrXl3uCAghhBBlo2RIZm3byh0BIYQQomyUDMmsQgW5IyCEEEKUjZIhmYWEyB0BIYQQomyUDBFCCCFE0SgZIoQQQoiiUTJECCGEEEWjZIgQQgghikbJECGEEEIUjZIhQgghhCgaJUOEEEIIUTRKhgghhBCiaJQMEUIIIUTRKBkihBBCiKJRMkQIIYQQRaNkiBBCCCGKRsmQjfn8c7kjIIQQQpSFkiEbM3Wq3BEQQgghykLJkI1RqeSOgBBCCFEWSoZswM2bckdACCGEKJeL3AEQICQEYBi5oyCEEEKUiXqGCCGEEKJolAwRQgghRNEoGSKEEEKIolEyRAghhBBFs5tk6PHjx4iMjIRarYZarUZkZCQyMzMtHpeYmIjevXtDrVbD29sbrVq1QkpKivgBE0IIIcQu2E0yNHToUMTHx2PPnj3Ys2cP4uPjERkZafaYGzduoF27dqhXrx4OHjyIhIQELFiwAB4eHhJFTQghhBBbp2IY25/UnZiYiAYNGuDEiRMIDw8HAJw4cQKtW7fG5cuXUbduXaPHDR48GK6urvjhhx94nzs7OxtqtRpZWVnw8fHh3Q4hhBBCpMPl/dsueoaOHz8OtVqtS4QAoFWrVlCr1Th27JjRYzQaDf73v//h5Zdfxuuvv46AgACEh4fjt99+M3uu/Px8ZGdn630RQgghxHHZRTKUlpaGgIAAg+0BAQFIS0szekx6ejqePHmCZcuWoVu3bvj777/Rr18/9O/fH4cOHTJ5rujoaN24JLVajerVqwv2dxBCCCHE9siaDEVFRUGlUpn9On36NABAZWTRLoZhjG4HtD1DANCnTx9MnToVTZs2xZw5c9CrVy+sW7fOZExz585FVlaW7is1NVWAv5QQQgghtkrW5TgmTpyIwYMHm92nZs2aOHfuHO7fv2/wuwcPHiAwMNDocf7+/nBxcUGDBg30ttevXx9Hjx41eT53d3e4u7uziJ4QQgghjkDWZMjf3x/+/v4W92vdujWysrJw6tQptGzZEgBw8uRJZGVloU2bNkaPcXNzwyuvvIIrV67obb969SqCg4OtD54QQgghDsEuxgzVr18f3bp1w9ixY3HixAmcOHECY8eORa9evfRmktWrVw87duzQ/Txz5kzExMTgm2++wfXr17F69Wrs2rUL7733nhx/BiGEEEJskF0kQwCwefNmNGrUCBEREYiIiEDjxo0NpsxfuXIFWVlZup/79euHdevW4dNPP0WjRo2wYcMG/Prrr2jXrp3U4RNCCCHERtlFnSE5ZWVlwdfXF6mpqVRniBBCCLET2dnZqF69OjIzM6FWq83uK+uYIXuQk5MDADTFnhBCCLFDOTk5FpMh6hmyQKPR4O7du/D29jY5jZ+vkqyVep2Mo+tjGV0j8+j6WEbXyDy6PpbZ6jViGAY5OTkICgqCk5P5UUHUM2SBk5MTqlWrJuo5fHx8bOoBZGvo+lhG18g8uj6W0TUyj66PZbZ4jSz1CJWwmwHUhBBCCCFioGSIEEIIIYpGyZCM3N3dsXDhQqp4bQJdH8voGplH18cyukbm0fWxzBGuEQ2gJoQQQoiiUc8QIYQQQhSNkiFCCCGEKBolQ4QQQghRNEqGCCGEEKJolAzJZO3atQgJCYGHhwfCwsJw5MgRuUOSRHR0NF555RV4e3sjICAAffv2xZUrV/T2YRgGUVFRCAoKgqenJ1599VVcvHhRb5/8/Hx88MEH8Pf3R7ly5dC7d2/cvn1byj9FEtHR0VCpVJgyZYpuG10f4M6dOxg2bBj8/Pzg5eWFpk2b4syZM7rfK/kaFRUV4cMPP0RISAg8PT1Rq1YtLF68GBqNRreP0q7P4cOH8cYbbyAoKAgqlQq//fab3u+Fuh6PHz9GZGQk1Go11Go1IiMjkZmZKfJfZz1z16ewsBCzZ89Go0aNUK5cOQQFBWH48OG4e/euXht2f30YIrmtW7cyrq6uzDfffMNcunSJmTx5MlOuXDnm1q1bcocmutdff5357rvvmAsXLjDx8fFMz549mRo1ajBPnjzR7bNs2TLG29ub+fXXX5nz588zgwYNYqpUqcJkZ2fr9hk/fjxTtWpVJjY2ljl79izTqVMnpkmTJkxRUZEcf5YoTp06xdSsWZNp3LgxM3nyZN12pV+fjIwMJjg4mBk5ciRz8uRJJikpidm7dy9z/fp13T5KvkZLlixh/Pz8mD/++INJSkpifvnlF6Z8+fLMF198odtHaddn9+7dzPz585lff/2VAcDs2LFD7/dCXY9u3boxoaGhzLFjx5hjx44xoaGhTK9evaT6M3kzd30yMzOZLl26MDExMczly5eZ48ePM+Hh4UxYWJheG/Z+fSgZkkHLli2Z8ePH622rV68eM2fOHJkikk96ejoDgDl06BDDMAyj0WiYypUrM8uWLdPt8+zZM0atVjPr1q1jGEb75HR1dWW2bt2q2+fOnTuMk5MTs2fPHmn/AJHk5OQwL730EhMbG8t07NhRlwzR9WGY2bNnM+3atTP5e6Vfo549ezKjRo3S29a/f39m2LBhDMPQ9Sn7Zi/U9bh06RIDgDlx4oRun+PHjzMAmMuXL4v8VwnHWLJY1qlTpxgAug/wjnB96DaZxAoKCnDmzBlERETobY+IiMCxY8dkiko+WVlZAICKFSsCAJKSkpCWlqZ3fdzd3dGxY0fd9Tlz5gwKCwv19gkKCkJoaKjDXMP3338fPXv2RJcuXfS20/UBdu7ciRYtWuCtt95CQEAAmjVrhm+++Ub3e6Vfo3bt2mHfvn24evUqACAhIQFHjx5Fjx49AND1KUuo63H8+HGo1WqEh4fr9mnVqhXUarXDXbOsrCyoVCr4+voCcIzrQwu1Suzhw4coLi5GYGCg3vbAwECkpaXJFJU8GIbBtGnT0K5dO4SGhgKA7hoYuz63bt3S7ePm5oYKFSoY7OMI13Dr1q04e/Ys/v33X4Pf0fUBbt68ia+++grTpk3DvHnzcOrUKUyaNAnu7u4YPny44q/R7NmzkZWVhXr16sHZ2RnFxcVYunQphgwZAoAeQ2UJdT3S0tIQEBBg0H5AQIBDXbNnz55hzpw5GDp0qG5RVke4PpQMyUSlUun9zDCMwTZHN3HiRJw7dw5Hjx41+B2f6+MI1zA1NRWTJ0/G33//DQ8PD5P7KfX6AIBGo0GLFi3wySefAACaNWuGixcv4quvvsLw4cN1+yn1GsXExODHH3/ETz/9hIYNGyI+Ph5TpkxBUFAQRowYodtPqdfHFCGuh7H9HemaFRYWYvDgwdBoNFi7dq3F/e3p+tBtMon5+/vD2dnZIBNOT083+GTiyD744APs3LkTBw4cQLVq1XTbK1euDABmr0/lypVRUFCAx48fm9zHXp05cwbp6ekICwuDi4sLXFxccOjQIXz55ZdwcXHR/X1KvT4AUKVKFTRo0EBvW/369ZGSkgKAHkMzZ87EnDlzMHjwYDRq1AiRkZGYOnUqoqOjAdD1KUuo61G5cmXcv3/foP0HDx44xDUrLCzEwIEDkZSUhNjYWF2vEOAY14eSIYm5ubkhLCwMsbGxettjY2PRpk0bmaKSDsMwmDhxIrZv3479+/cjJCRE7/chISGoXLmy3vUpKCjAoUOHdNcnLCwMrq6uevvcu3cPFy5csPtr+Nprr+H8+fOIj4/XfbVo0QJvv/024uPjUatWLUVfHwBo27atQTmGq1evIjg4GAA9hnJzc+HkpP/S7uzsrJtar/TrU5ZQ16N169bIysrCqVOndPucPHkSWVlZdn/NShKha9euYe/evfDz89P7vUNcH+nHbJOSqfUbN25kLl26xEyZMoUpV64ck5ycLHdoopswYQKjVquZgwcPMvfu3dN95ebm6vZZtmwZo1arme3btzPnz59nhgwZYnSaa7Vq1Zi9e/cyZ8+eZTp37my3034tKT2bjGHo+pw6dYpxcXFhli5dyly7do3ZvHkz4+Xlxfz444+6fZR8jUaMGMFUrVpVN7V++/btjL+/PzNr1izdPkq7Pjk5OUxcXBwTFxfHAGBWrFjBxMXF6WZDCXU9unXrxjRu3Jg5fvw4c/z4caZRo0Y2M3XcHHPXp7CwkOnduzdTrVo1Jj4+Xu91Oz8/X9eGvV8fSoZksmbNGiY4OJhxc3Njmjdvrpta7ugAGP367rvvdPtoNBpm4cKFTOXKlRl3d3emQ4cOzPnz5/XaycvLYyZOnMhUrFiR8fT0ZHr16sWkpKRI/NdIo2wyRNeHYXbt2sWEhoYy7u7uTL169Zivv/5a7/dKvkbZ2dnM5MmTmRo1ajAeHh5MrVq1mPnz5+u9cSnt+hw4cMDo686IESMYhhHuejx69Ih5++23GW9vb8bb25t5++23mcePH0v0V/Jn7vokJSWZfN0+cOCArg17vz4qhmEY6fqhCCGEEEJsC40ZIoQQQoiiUTJECCGEEEWjZIgQQgghikbJECGEEEIUjZIhQgghhCgaJUOEEEIIUTRKhgghhBCiaJQMEUIIIUTRKBkihBBCiKJRMkQIcWjjxo3D0KFD5Q6DEGLDaDkOQojDmDJlCpKTk/Hbb7/ptmVkZMDd3R3lypWTLzBCiE2jniFCiMP4999/0bJlS71tFStWpESIEGIWJUOEELtXWFgINzc3HDt2DPPnz4dKpUJ4eDiSk5OhUqlw69YtAND9vH37dnTo0AGenp4ICwtDcnIyDh48iJYtW8LLywudOnVCRkaGrv3U1FS8/fbbqFChAipUqIChQ4fi8ePHcv25hBCBUTJECLF7zs7OOHr0KAAgPj4e9+7dw19//YX4+Hj4+voiODhY9zsAWLt2LT755BMcP34cjx49QmRkJJYvX441a9bg4MGDOH/+PDZu3AgAuH79OsLCwlC7dm0cP34ce/fuxY0bNzBz5kxZ/lZCiPBc5A6AEEKs5eTkhLt378LPzw9NmjTRbU9ISDD4uUKFCti6dSv8/f0BAJ06dcL+/ftx6dIl3e20V155BWlpaQCA8ePHY8KECVi0aJGunVmzZlEyRIgDoWSIEOIQ4uLi9BIfQNsTVHpbfHw8evfurUuEACAlJQVDhgzRG1eUkpKCnj174tatW9i3bx+OHTuGzz//XPf74uJiVK9eXcS/hhAiJUqGCCEOoWziA2h7gnr37q3386xZswyOmzhxou7nZ8+e4erVq2jatCkSEhJQsWJFnDx50uB8np6eAv8FhBC5UDJECHEI58+fR79+/XQ/Z2dnIzk5WZcglfzcrFkz3T63bt1CRkaG3raLFy+iuLgYTZo0wdGjR5GTk4MqVarQjDRCHBgNoCaEOASNRoNz587h7t27yMrKQkJCApydndGwYUMA2l4hJycnNG7cWHdMyQDrmjVr6rYlJCSgVq1a8Pb2Rnh4OHx8fBAZGYn4+Hhcv34de/bsweTJk6X+8wghIqJkiBDiEJYsWYKYmBhUrVoVixcvRkJCAurVqwd3d3cA0P1c+vaWsXFGCQkJaNq0KQBtjaLdu3fj8ePH6NixI5o3b4558+bpJU+EEPtHFagJIYQQomjUM0QIIYQQRaNkiBBCCCGKRskQIYQQQhSNkiFCCCGEKBolQ4QQQghRNEqGCCGEEKJolAwRQgghRNEoGSKEEEKIolEyRAghhBBFo2SIEEIIIYpGyRAhhBBCFO3/AYDz+he0pzrFAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chi'_cos = -5.24678452042965 chi''_cos = 2.833678643256428\n",
      "chi'_sin = -7.60757457943114 chi''_sin = 1.4223069021829704\n"
     ]
    }
   ],
   "source": [
    "P_x_recalculated = E*epsilon_0*np.cos(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                    *(chi_prime_cos*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                      + alpha_cos*np.sin(omega*tlist[0:len(tlist)] + phi_time)) \\\n",
    "                    + E*epsilon_0*np.sin(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                    *(chi_prime_sin*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                      + alpha_sin*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_recalculated, \"-\", c=\"green\", label=\"$P_x (recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], P_x[0:len(tlist)], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[0:len(tlist)], P_x_recalculated, linestyle=(0, (3, 50, 1, 50, 1, 50)), c=\"green\", label=\"$P_x (recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[len(tlist)-1100:len(tlist)-1000], P_x[len(tlist)-1100:len(tlist)-1000], \"-\", c=\"blue\", label=\"$P_x$\")\n",
    "plt.plot(tlist[len(tlist)-1100:len(tlist)-1000], P_x_recalculated[len(tlist)-1100:len(tlist)-1000], \"-\", c=\"green\", label=\"$P_x (recalculated)$\")\n",
    "plt.xlabel(\"$time$\"), plt.ylabel(\"Polarization of the sample and fit\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "print(\"chi'_cos =\", chi_prime_cos, \"chi''_cos =\", alpha_cos)\n",
    "print(\"chi'_sin =\", chi_prime_sin, \"chi''_sin =\", alpha_sin)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23688e00",
   "metadata": {},
   "source": [
    "Now we can rewritte the polarisation like follow:\n",
    "\n",
    "\\begin{align}\n",
    "    P_{x}(t) &= E_{0} \\epsilon_{0} \\chi_{\\cos}' \\cos(kvt + \\phi_{space}) \\cos(\\omega t + \\phi_{time}) \\\\\n",
    "                &\\quad + E_{0} \\epsilon_{0} \\chi_{\\cos}'' \\cos(kvt + \\phi_{space}) \\sin(\\omega t + \\phi_{time}) \\\\\n",
    "                &\\quad + E_{0} \\epsilon_{0} \\chi_{\\sin}' \\sin(kvt + \\phi_{space}) \\cos(\\omega t + \\phi_{time}) \\\\\n",
    "                &\\quad + E_{0} \\epsilon_{0} \\chi_{\\sin}'' \\sin(kvt + \\phi_{space}) \\sin(\\omega t + \\phi_{time}) \\\\\n",
    "             &= \\frac{E_{0}}{2} \\epsilon_{0} \\chi_{\\cos}' \\lbrace \\cos((\\omega + kv)t + \\phi_{1}) + \\cos((\\omega - kv)t + \\phi_{2}) \\rbrace\\\\\n",
    "                &\\quad + \\frac{E_{0}}{2} \\epsilon_{0} \\chi_{\\cos}'' \\lbrace \\sin((\\omega + kv)t + \\phi_{1}) + \\sin((\\omega - kv)t + \\phi_{2}) \\rbrace \\\\\n",
    "                &\\quad + \\frac{E_{0}}{2} \\epsilon_{0} \\chi_{\\sin}' \\lbrace \\sin((\\omega + kv)t + \\phi_{1}) -\\sin((\\omega - kv)t + \\phi_{2}) \\rbrace \\\\\n",
    "                &\\quad + \\frac{E_{0}}{2} \\epsilon_{0} \\chi_{\\sin}'' \\lbrace -\\cos((\\omega + kv)t + \\phi_{1}) + \\cos((\\omega - kv)t + \\phi_{2}) \\rbrace \\\\\n",
    "                &= \\frac{E_{0}}{2} \\epsilon_{0} \\lbrace (\\chi_{\\cos}' - \\chi_{\\sin}'') \\cos((\\omega + kv)t + \\phi_{1}) \\rbrace\\\\\n",
    "                &\\quad + \\frac{E_{0}}{2} \\epsilon_{0} \\lbrace (\\chi_{\\cos}' + \\chi_{\\sin}'') \\cos((\\omega - kv)t + \\phi_{2}) \\rbrace \\\\\n",
    "                &\\quad + \\frac{E_{0}}{2} \\epsilon_{0} \\lbrace (\\chi_{\\cos}'' + \\chi_{\\sin}') \\sin((\\omega + kv)t + \\phi_{1}) \\rbrace \\\\\n",
    "                &\\quad + \\frac{E_{0}}{2} \\epsilon_{0} \\lbrace (\\chi_{\\cos}'' - \\chi_{\\sin}') \\sin((\\omega - kv)t + \\phi_{2}) \\rbrace \\\\\n",
    "                &= E_{0} \\epsilon_{0} \\lbrace \\chi_{blue}' \\cos((\\omega + kv)t + \\phi_{1}) + \\chi_{red}' \\cos((\\omega - kv)t + \\phi_{2}) \\rbrace\\\\\n",
    "                &\\quad + E_{0} \\epsilon_{0} \\lbrace \\alpha_{blue} \\sin((\\omega + kv)t + \\phi_{1}) + \\alpha_{red} \\sin((\\omega - kv)t + \\phi_{2})\\rbrace \\\\\n",
    "\\end{align}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "97c8c6a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chi_prime_blue = -3.33454571130631 chi_prime_red = -1.91223880912334 alpha_blue = -2.386947968087356 alpha_red = 5.220626611343784\n"
     ]
    }
   ],
   "source": [
    "chi_prime_blue = (chi_prime_cos - alpha_sin)/2\n",
    "chi_prime_red = (chi_prime_cos + alpha_sin)/2\n",
    "alpha_blue = (alpha_cos + chi_prime_sin)/2\n",
    "alpha_red = (alpha_cos - chi_prime_sin)/2\n",
    "\n",
    "print(\"chi_prime_blue =\", chi_prime_blue, \"chi_prime_red =\", chi_prime_red, \"alpha_blue =\", alpha_blue, \"alpha_red =\", alpha_red)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "feccfaa6",
   "metadata": {},
   "source": [
    "## Section 2: Absorption spectrum in a cavity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "a6ef8d97",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip, Options"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f91585dd",
   "metadata": {},
   "source": [
    "### 2.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "7a6f37c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2\n",
    "    \n",
    "class Molecule(Atom):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Molecular units:\n",
    "    \n",
    "    ???\n",
    "    '''\n",
    "    def __init__(self, default_transition_frequency = 5, default_dipole_moment = 1):\n",
    "        Atom.__init__(self, default_transition_frequency = 5, default_dipole_moment = 1)\n",
    "        self.h = 2*np.pi #needs to be changed\n",
    "        self.c = 137 #needs to be changed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "8e5f6734",
   "metadata": {},
   "outputs": [],
   "source": [
    "class LaserAU(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi_time = 0.0, default_phi_space = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi_time = default_phi_time\n",
    "        self.phi_space = default_phi_space\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhaseTime(self):\n",
    "        return self.phi_time\n",
    "    \n",
    "    def getPhaseSpace(self):\n",
    "        return self.phi_space\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(4*np.pi*2*self.I/self.c)\n",
    "        return E\n",
    "    \n",
    "class LaserMU(LaserAU):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in molecular units units.\n",
    "    \n",
    "    Molecular units:\n",
    "    \n",
    "    ???\n",
    "    '''\n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi = 0.0):\n",
    "        LaserAU.__init__(self, default_frequency, default_intensity, default_phi)\n",
    "        self.h = 2*np.pi #needs to be changed\n",
    "        self.c = 137 #needs to be changed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "2191bf9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_quantum_system = Atom(), default_laser = LaserAU()):\n",
    "        \n",
    "        #Quantum system\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        #Laser\n",
    "        self.laser = default_laser\n",
    "        \n",
    "    def spectrum_v(self, spectral_window, velocity):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.Qsyst\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        v = velocity\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        phi_time = self.laser.getPhaseTime()\n",
    "        phi_space = self.laser.getPhaseSpace()\n",
    "        \n",
    "        phi_1 = phi_time + phi_space\n",
    "        phi_2 = phi_time - phi_space\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*(E/2)\n",
    "        \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        #Time\n",
    "        n_time = 20\n",
    "        time_end = n_time*(1/A21)\n",
    "        time_subdivision = n_time*5000\n",
    "        tlist = np.linspace(0, time_end, time_subdivision)\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha_blue = np.zeros(length_sw)\n",
    "        alpha_red = np.zeros(length_sw)\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        for i in range(length_sw):\n",
    "            \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "            omega = spectral_window[i]\n",
    "            \n",
    "            # Doppler\n",
    "            k = omega / c \n",
    "            delta_blue = omega + k*v - omega_0\n",
    "            delta_red = omega - k*v - omega_0\n",
    "            \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))], \n",
    "                      [H2, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "        \n",
    "            rho12_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            rho21_LB = np.zeros(len(rho.states), dtype=complex)\n",
    "            for index in range(0,len(rho.states)):\n",
    "                rho12_LB[index] = rho.states[index].full()[0][1]\n",
    "                rho21_LB[index] = rho.states[index].full()[1][0]\n",
    "            \n",
    "            D_x = ( rho12_LB*np.exp(1j*omega_0*tlist) + rho21_LB*np.exp(-1j*omega_0*tlist) )*X12\n",
    "            D_x = D_x.real\n",
    "            N = 1\n",
    "            P_x = N*D_x\n",
    "            \n",
    "            # SEARCH FOR THE FIRST MAXIMUM OF THE COSINE\n",
    "            \n",
    "            if v == 0.0:\n",
    "                t_cos_max_first = 0.0\n",
    "            else:\n",
    "                phi_space = phi_space%(2*np.pi)\n",
    "                if phi_space == 0.0:\n",
    "                    t_cos_max_first = 0.0\n",
    "                elif phi_space < np.pi:\n",
    "                    t_cos_max_first = (np.pi-phi_space)/(k*v)\n",
    "                elif phi_space == np.pi:\n",
    "                    t_cos_max_first = 0.0\n",
    "                elif (phi_space > np.pi) and (phi_space < 2*np.pi):\n",
    "                    t_cos_max_first = (2*np.pi-phi_space)/(k*v)\n",
    "                \n",
    "            index_t_cos_max_first = np.abs(tlist - t_cos_max_first).argmin()\n",
    "            \n",
    "            # SEARCH FOR THE LAST MAXIMUM OF THE COSINE (SO THAT STEADY STATE IS ASSSUMED)\n",
    "            \n",
    "            if velocity == 0.0:\n",
    "                index_t_cos_max_last = len(tlist) - 1\n",
    "            else:\n",
    "                T_kv = abs(2*np.pi/(k*v))\n",
    "                N_halfperiod_cos = int((tlist[-1] - tlist[index_t_cos_max_first])/(T_kv/2))\n",
    "                if N_halfperiod_cos == 0:\n",
    "                    index_t_cos_max_last = len(tlist) - 1\n",
    "                else:\n",
    "                    t_cos_max_last = t_cos_max_first + N_halfperiod_cos*(T_kv/2)\n",
    "                    index_t_cos_max_last = np.abs(tlist - t_cos_max_last).argmin()\n",
    "            \n",
    "            # SEARCH FOR THE START OF THE INTEGRATION WINDOW TO EXTRACT THE SUSCEPTIBILITY\n",
    "            n = 4\n",
    "            T_omega = 2*np.pi/ omega\n",
    "            t_i_index = np.abs(tlist - (tlist[index_t_cos_max_last] - (n*T_omega/2))).argmin()\n",
    "            t_f_index = index_t_cos_max_last\n",
    "\n",
    "            # COMPUTATION OF THE SUSCEPTIBILITY FOR THE COSINE PART\n",
    "            integrand_sin = P_x[t_i_index:t_f_index] * np.sin(omega*tlist[t_i_index:t_f_index] + phi_time) / np.cos(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "            integrand_cos = P_x[t_i_index:t_f_index] * np.cos(omega*tlist[t_i_index:t_f_index] + phi_time) / np.cos(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "\n",
    "            alpha_cos = 4/(n*epsilon_0*E*T_omega) * integrate.simpson(integrand_sin, tlist[t_i_index:t_f_index])\n",
    "            chi_prime_cos = 4/(n*epsilon_0*E*T_omega) * integrate.simpson(integrand_cos, tlist[t_i_index:t_f_index])\n",
    "\n",
    "            P_x_cos_recalculated = E*epsilon_0*np.cos(k*v*tlist[0:len(tlist)] + phi_space) \\\n",
    "                                    *(chi_prime_cos*np.cos(omega*tlist[0:len(tlist)] + phi_time) \\\n",
    "                                      + alpha_cos*np.sin(omega*tlist[0:len(tlist)] + phi_time))\n",
    "            \n",
    "            if v != 0.0:\n",
    "                # REMOVAL OF THE COSINE PART OF THE SIGNAL\n",
    "                P_x_sin = P_x - P_x_cos_recalculated\n",
    "            \n",
    "                # SEARCH FOR THE FIRST MAXIMUM OF THE SINE\n",
    "                \n",
    "                phi_space = phi_space%(2*np.pi)\n",
    "                if phi_space < np.pi/2:\n",
    "                    t_sin_max_first = (np.pi/2-phi_space)/(k*v)\n",
    "                elif phi_space == np.pi/2:\n",
    "                    t_sin_max_first = 0.0\n",
    "                elif (phi_space > np.pi) and (phi_space < 2*np.pi):\n",
    "                    t_sin_max_first = (3*np.pi/2-phi_space)/(k*v)\n",
    "                elif phi_space == 3*np.pi/2:\n",
    "                    t_sin_max_first = 0.0\n",
    "                elif phi_space > 3*np.pi/2:\n",
    "                    t_sin_max_first = (5*np.pi/2-phi_space)/(k*v)\n",
    "    \n",
    "                index_t_sin_max_first = np.abs(tlist - t_sin_max_first).argmin()\n",
    "\n",
    "                # SEARCH FOR THE LAST MAXIMUM OF THE SINE (SO THAT STEADY STATE IS ASSSUMED)\n",
    "\n",
    "                T_kv = abs(2*np.pi/(k*v))\n",
    "                N_halfperiod_sin = int((tlist[-1] - tlist[index_t_sin_max_first])/(T_kv/2))\n",
    "                if N_halfperiod_sin == 0:\n",
    "                    index_t_sin_max_last = len(tlist) - 1\n",
    "                else:\n",
    "                    t_sin_max_last = t_sin_max_first + N_halfperiod_sin*(T_kv/2)\n",
    "                    index_t_sin_max_last = np.abs(tlist - t_sin_max_last).argmin()\n",
    "\n",
    "                # SEARCH FOR THE START OF THE INTEGRATION WINDOW TO EXTRACT THE SUSCEPTIBILITY\n",
    "                n = 4\n",
    "                T_omega = 2*np.pi/ omega\n",
    "                t_i_index = np.abs(tlist - (tlist[index_t_sin_max_last] - (n*T_omega/2))).argmin()\n",
    "                t_f_index = index_t_sin_max_last\n",
    "            \n",
    "                # COMPUTATION OF THE SUSCEPTIBILITY FOR THE SINE PART\n",
    "                integrand_sin = P_x[t_i_index:t_f_index] * np.sin(omega*tlist[t_i_index:t_f_index] + phi_time) / np.sin(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "                integrand_cos = P_x[t_i_index:t_f_index] * np.cos(omega*tlist[t_i_index:t_f_index] + phi_time) / np.sin(k*v*tlist[t_i_index:t_f_index] + phi_space)\n",
    "\n",
    "                alpha_sin = 4/(n*epsilon_0*E*T_omega) * integrate.simpson(integrand_sin, tlist[t_i_index:t_f_index])\n",
    "                chi_prime_sin = 4/(n*epsilon_0*E*T_omega) * integrate.simpson(integrand_cos, tlist[t_i_index:t_f_index])\n",
    "            \n",
    "                #chi_prime_blue[i] = (chi_prime_cos - alpha_sin)/2\n",
    "                #chi_prime_red[i] = (chi_prime_cos + alpha_sin)/2\n",
    "                alpha_blue[i] = (alpha_cos + chi_prime_sin)/2\n",
    "                alpha_red[i] = (alpha_cos - chi_prime_sin)/2\n",
    "            else:\n",
    "                #chi_prime_blue[i] = chi_prime_cos/2\n",
    "                #chi_prime_red[i] = chi_prime_cos/2\n",
    "                alpha_blue[i] = alpha_cos/2\n",
    "                alpha_red[i] =  alpha_cos/2\n",
    "            \n",
    "            if (i/length_sw*100) >= palier:\n",
    "                print(i/length_sw*100, \"%\")\n",
    "                palier += step\n",
    "    \n",
    "        return alpha_blue, alpha_red"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ccdbbc36",
   "metadata": {},
   "source": [
    "### 2.2 Simulations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a9a5a55",
   "metadata": {},
   "source": [
    "### End time analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "4fb16703",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_dipole_moment=1.0392304845413265)\n",
    "dummy_laser = LaserAU(default_intensity= 0.1*48.01*0.5*dummy_atom.getSaturationIntensity())\n",
    "spectrum_dummies = AbsorptionSpectrum(dummy_atom, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.06\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "\n",
    "velocity = 1e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "0b9d7ee2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n"
     ]
    }
   ],
   "source": [
    "alpha_blue, alpha_red = spectrum_dummies.spectrum_v(frequency_window, velocity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "82bff6ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('frequency_window_201pt.txt', frequency_window)\n",
    "np.savetxt('alpha_red_6x1em2_time60.txt', alpha_red)\n",
    "np.savetxt('alpha_blue_6x1em2_time60.txt', alpha_blue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "cbbe6a8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_red[0:len(alpha_red)], \"-\", c=\"r\", label=\"$alpha (red)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha[0:len(alpha_red)], marker=\"x\",c=\"r\", label=\"$alpha (red)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_blue[0:len(alpha_blue)], \"-\", c=\"b\", label=\"$alpha (blue)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha[0:len(alpha_blue)], marker=\"x\",c=\"r\", label=\"$alpha (blue)$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c4f5ef10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window_201pt = np.loadtxt('frequency_window_201pt.txt')\n",
    "alpha_red_6x1em2_time10 = np.loadtxt('alpha_red_6x1em2_time10.txt')\n",
    "alpha_blue_6x1em2_time10 = np.loadtxt('alpha_blue_6x1em2_time10.txt')\n",
    "alpha_red_6x1em2_time17 = np.loadtxt('alpha_red_6x1em2_time17.txt')\n",
    "alpha_blue_6x1em2_time17 = np.loadtxt('alpha_blue_6x1em2_time17.txt')\n",
    "alpha_red_6x1em2_time24 = np.loadtxt('alpha_red_6x1em2_time24.txt')\n",
    "alpha_blue_6x1em2_time24 = np.loadtxt('alpha_blue_6x1em2_time24.txt')\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window)], alpha_red_6x1em2_time10[0:len(alpha_red_6x1em2_time10)], \"-\", c=\"r\", label=\"$10*1/A21$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window)], alpha_blue_6x1em2_time10[0:len(alpha_blue_6x1em2_time10)], \"-\", c=\"b\", label=\"$10*1/A21$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window)], alpha_red_6x1em2_time17[0:len(alpha_red_6x1em2_time17)], \":\", c=\"orange\", label=\"$17*1/A21$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window)], alpha_blue_6x1em2_time17[0:len(alpha_blue_6x1em2_time17)], \":\", c=\"magenta\", label=\"$17*1/A21$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window)], alpha_red_6x1em2_time24[0:len(alpha_red_6x1em2_time24)], \"-.\", c=\"sandybrown\", label=\"$24*1/A21$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window)], alpha_blue_6x1em2_time24[0:len(alpha_blue_6x1em2_time24)], \"-.\", c=\"cyan\", label=\"$24*1/A21$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83d80276",
   "metadata": {},
   "source": [
    "Time independant: OK for high velocities. NOT OK for low velocities"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5342826c",
   "metadata": {},
   "source": [
    "### Velocity analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b1379e33",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_dipole_moment=1.0392304845413265)\n",
    "dummy_laser = LaserAU(default_intensity= 10*48.01*0.5*dummy_atom.getSaturationIntensity())\n",
    "spectrum_dummies = AbsorptionSpectrum(dummy_atom, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.06\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "\n",
    "velocity = 1e-2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d4b29dee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n"
     ]
    }
   ],
   "source": [
    "alpha_blue, alpha_red = spectrum_dummies.spectrum_v(frequency_window, velocity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "ec43a89c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#np.savetxt('frequency_window_201pt.txt', frequency_window)\n",
    "#np.savetxt('alpha_red_1em2.txt', alpha_red)\n",
    "#np.savetxt('alpha_blue_1em2.txt', alpha_blue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "9caf495e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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///zDihUrMBgMjB49mvHjx1OnTh3q1KnD+PHjcXd35/HHHwfA09OToUOH8tJLL1G5cmV8fHwYM2YMjRo1onPnzjo/OyGEtZlHlEqqwN2sWstq7J62mzNbZQRLiPLMbhOs8+fPM2jQIM6dO4enpyeNGzdmxYoVdOnSBYBXXnmF9PR0nnvuORISEmjZsiUrV6609MAC+Oyzz3B0dGTAgAGkp6fTqVMnZsyYIT2whCiDLAXuJVR/ZWZO4M7uOIsp14TRoUxNFAghCslu//OnT5/OiRMnyMzM5MKFC6xevdqSXIEqcH/77bc5d+4cGRkZrFu3jrCwsHzHcHV1ZcqUKcTHx5OWlsbSpUtlRaAQZVDyuWQSTyaC4WohegmqclcVnCs6k5WSxcX9F0v0sUTJeumll+jZs2eJ3+d68fHx+Pn5ceLECctlr776Kt26dSvxx75W//79mTRpktWOV97YbYIlhBCFZR698mvoh0ulG2+DYy1GByOBdwfme1xhnyIjI2natGmR79OkSZM7etwJEybQs2dPQkNDi3Tc4sR7K2+99RYffPCB9HosJkmwhBBlnrngvKTrr8wsHd2lH5Zdi4qKKnLCEhUVdUcJVnp6OtOnT+fpp58ucizFifdWGjduTGhoKLNmzbLaMcsTSbCEEGVeadVfmZkbmcoIlm179913adSoERUqVKBq1aqMGDGC7Gy1UfepU6eIj4+3JCznz5/HYDAwefJkwsPDcXV1pWHDhmzcuNFyPPN9jEYjXbp0wd3dnXr16vHvv/8W6jEBli9fjqOjI61atbJcFhcXx/nz5zGZTLRv3x53d3ciIiKIiooq8NjmeFesWIGbmxs5OTmW2xw4cACDwcClS5fy3W/gwIF4e3vj7e3N448/nq99Ua9evfj111/v8CddPkmCJYQo00y5Js5uPwuU/gjWhX0XyEzOLJXHtAWaBqmp+nxpWlFj1cjNzeXbb79l//79zJgxg/nz5zNt2jRATbdVqlSJmjVrArB7924Apk6dymeffUZUVBShoaEMHDgQk8lkuQ/AlClTGDt2LFFRUVSvXp3XXnutUI8JsH79eiIiIvLFan7szz//nPHjx7Njxw4qVarEo48+arnN9fFGRkbSsGFDHB0d890mKCgIX19fAI4ePUrz5s2pVasWW7ZsYfXq1Rw7doyXX37Zcp8WLVqwbds2MjPLz9+xtdjtKkIhhCiMi/svkpWShXNFZ6rcVaVUHrNSQCU8q3uSeDKRszvOUuPeGqXyuHpLS4OKFfV57JQUqFCh8Lc3GAy88847lu9DQkLo0qULBw8eBPJqnsw906KionBycmLFihXUqKF+n++++y4RERGcOXOG4OBgIiMj8fb2Zu7cufj5qYazffr04euvvy7UYwKcOHGCwMD8CzEiIyNxdXVl0aJFlus++OAD2rRpQ1xcHP7+/jeM9/rpwt27d+ebvhw+fDgjRozIF9Mrr7ySL8EKCgoiMzOTuLg4QkJCCv8DFjKCJYQo28zTdIERgaXaMkE2frZtsbGxPP/884SFheHt7U3FihWZO3cu1aqp6d3rC8YjIyPp27evJbkCtavHtSIjI+ndu7cluQI4fvw4tWvXLtRjgqrBcnV1LXDcAQMG5Eu8KlzNJq8dPbs+3utrwa69LDY2ljVr1jBx4kQqVqxo+XriiSfyjXq5ubkBkJaWdqsfp7gBGcESQpRplgL3e0pnetAsqGUQ++ftL1eF7u7uaiRJr8curEuXLtGiRQvuvfdeJk2aRFBQECaTiYiICEuSEhkZyYMPPmi5T2RkJIMHD853nF27duHr60tQUJDlNq+++mq+2+zevZv27dsX6jEBfH19C2zhFhkZyfDhwws8tr+/PwEBAQXiTU9P58iRI/mOazKZ2LVrF0OHDgXUCJePj0+++jAzc1IFcPnyZQCqVCmd0d+yRBIsIUSZZu6obi48Ly3mgvoz/54p1CbyZYHBULRpOr0sW7aMnJwcfv31V8vv5auvviIrK4umTZuSnJxMTEyMJUExJyy5ubmWY5hMJiZPnszgwYMxGo2W+4SHh+d7rMjISF588cXbPqZZeHg4M2fOtHyflpbG0aNHCzz2lClTGDJkCAaDoUC8x44dIzc3l3r16lnu89dffxEfH28ZwXJyciI5OZmAgADLaNiNREdHU61aNUvdlig8mSIUQpRZmcmZXNh3ASi9AnezgGYBGB2NpMSlkHRK+gjZEh8fH5KSkliyZAlHjhxh0qRJvP322wQFBVGlShUiIyNxcHCwNKfeu3cvBoOBmTNnsmXLFg4cOMAjjzzClStXeOONNwCVSBmNRho1amR5nNjYWBISEmjatOltH9Ps/vvvZ9++fZZRrKioKBwcHPjxxx/Ztm0bhw8fZsCAAaSmpjJu3DjLY18bb+XKlTEYDGzbtg2ArVu38vzzz+Pm5kadOnUAaNmyJR4eHgwaNIjIyEiOHj3KihUrGDVqVL6f1YYNG+jatWtJ/BrKPEmwhBBl1tHlR0EDj2APKgVUuv0drMjJzYmqTaoCcHDxwdvcWpSm7t27M3ToUAYNGkTbtm05c+YMAwYMsIwARUVFUb9+fUuNVWRkJPXr1+eNN96gf//+REREYDQa2bJlC15eXvnuc2391O7du/Hy8iI0NPS2j2nWqFEjIiIimDt3ruW4devW5e2336Zfv36Eh4fj5OTE5s2bLVu/XR9vQEAA7733Hk8++STVq1dn6tSpPPzwwzRs2NCyFZyPjw/Lli0jISGBDh060KxZM8aNG5evuWlGRgYLFy7kmWeesfavoFwwaFpRF7eK6yUlJeHp6UliYiIeHh56hyOEANIupTE1bCqp51NpO7YtncZ3KvUYtn21jeXPL8fV25UXDr+Au28RCoVsXEZGBjExMdSoUaNAUXZZM3LkSBISEpg9e3apPN6yZcsYM2YM0dHRGI36jYN89dVXLF68mJUrV+oWgzXc6m+1JN+/ZQRLCFHmaJrGnyP+JPV8KlUaVqHDWx10iSNiWARVG1clIyGDNePW6BKDuHORkZE0bty41B7vwQcfZNiwYZw5o+8KVCcnJ6ZMmaJrDPZMEiwhRJmimTQ2jN/A/vn7MToa6fNTHxxd9VnPY3Q00u1LtUHvrmm7iN0Qq0scovg0TWPv3r2lmmABjBo1iuDg4FJ9zOs9++yz+QrlRdFIgiWEsD05OfDll7BnT5Hulnw2mV+6/MLfb/wNQIf/60Bg88Db3KtkhbQLofETjUGDnzv9zIbxGzDlmAp9f02Dl16CKlVg164SDFTckMFgICkpKV/LBiEKQxIsIYTt+eEHeOEFaNkSFiwo9N0WDlpIzNoYnNyd6PFdD9q93q4Egyy8blO6Ua93PUzZJta+vpZFQxYV6n6aBv/9L0yaBJcuwYQJJRunEMJ6JMESQtie6dPVaUYG9O8PX3xx27tkXMngxD8nAHhq81M0f6a5zfSecvVy5ZGFj9D7x94ARM+JJiMxg5wcWLVK5ZPX7Mlr8cYbMHly3vcLF8LZs6UUtBDijkiCJYSwLdHRsG0bODrCf/6TN4xz4kT+28XFwX33QZs20L8/J976Ac2kUbleZfyb+OsS+q0YDAaaDmlK5XqV0XI1Ph0Zg78/dO0KQ4fCp5/mv31MDHz4oTr/zTfQti3k5sL335d+7EKIopMESwhhW374QZ327KlGsu67D0wmlWVc6/334e+/YfNm+P13jk/5E4CanWuWcsBFU/sBtS/dv7OOEh+ftznyJ5/k32ZmyhT1tLt2hWHD4Lnn1OXffgvZ2aUctBCiyCTBEkLYjqws+OUXdf6pp9TeKy+8oL6fNg3S09X5s2fV9wATJ0KtWhxHJVb2kmDV5ii1a2lcvAi1aqkaq6lT1W2SkvKe3n//q0779QM/Pzh3DhYv1iFwIUSRSIIlhLAdS5eqTCMgAB54QF3WowdUrw7x8fDbb+qyiRMhM1PNm730EkkdehKPLwaDRmjHUN3CL4yQDiFojo54kkSX8Eu4usKbb6rrJk6E1FSYMQOSk6F+fTWCBeDsDOaG2j/+qEvoQogikARLCGE7Zs1Sp08+qWqwQJ2OGKHOT54Mq1ereTJQmYnBwPFKqkdRoEs8rl623VXcyc2Ji+4hANzlfBSAgQPzRrGaN4f33lO3HT0arm3k/fjj6nT1akhMLMWghRBFJgmWEMI2pKTA8uXq/KOP5r9u6FBwcYHISOjSRU0VtmihzgMx59QWNDUy9oPO3a9vJykJdieraUKXUyrBcnRUNVhOTnDokEq0fHxg0KD8973rLjWqlZUFf/5Z2pELIYpCEiwhhG1Yvly1ZahZE5o0yX9dlSowfjzUrQt16kDjxvD552AwoGkax9efBqAmx1Xhuw3btAmOaCrBOv9vLNlpqmK9Tx+1cnDJErV68M8/wf0GWxf27atOi9AeTAihA0mwhBC24fff1Wm/fqq4/Xr/+58a3jl8GKKioFUrAJJOJZESl4LRqBHMaVi7thSDLrp//oFLVCbXtQK5Wblc2HfBcl1QkFo8+eqrcM89N76/OcFavhzS0ko+XiFE8UiCJYQoXampqulTVFTeZenpeXNe/fsX6XAX918EwKeaO47kwJo1qneWjVq3DsBAhRpVALh04FKR7t+sGYSEqOTqr7/yLjcP8K1cab1Yy7uXXnqJnj17lvh9rhcfH4+fnx8nru/9ZkUffvghra5+SLGWV199lW7dut30emv8bK7Xv39/Jk2aZNVjWoskWEKI0qNpMHgwjBkD7drB7t3q8pUrVQ1WcDDcfXeRDnnxgEqwqjStpoqZTp5Uc202KCUFduxQ50MjfIG8BLGwDIa8UawZM9RiyokT4fXX4cgRNdW4YYP1Yi7PIiMjadq0aZHv0+T6Ke4imjBhAj179iQ0NPSOjnMrUVFRdxzn9W733Ivz87ydt956iw8++ICkpCSrHtcaJMESQpSeCRPypgKTk1Urhpkz4aOP1GV9+954evAWzCNAvo38VeE7wPr11orYqjZtUt3YQ0OhRsvijWABPPywOl2yROWkr7yivq9TRw0Gdu+el7uK4ouKiipyQnCniUt6ejrTp0/n6aefvuXtcm60t1IRFOa5dezYkRkzZljtmMX5ed5O48aNCQ0NZZZ5BbINkQRLCFE6Vq9Wm+uBmiIMD4cLF9RSuS1b1OXXrx4shEsHryZYDXzVqBjY7BCOmh6EDh2gSgOVYBV1BAtU+dk330BgIFy8evdXX1Wzrh07qtzV/KMWN/fuu+/SqFEjKlSoQNWqVRkxYgTZV9vknzp1ivj4eEtCcP78eQwGA5MnTyY8PBxXV1caNmzIxo0bLccz38doNNKlSxfc3d2pV68e//77b6EeE2D58uU4Ojrmm747ceIEBoOB+fPn0759e1xcXFi4cKHlMQcOHIi3tzfe3t48/vjjJCQk5HueBw4coGPHjri5uREeHs6OHTs4fPiwVUew4uLiOH/+PCaTifbt2+Pu7k5ERARRV0sBrv95rlixAjc3t3yJ4oEDBzAYDFy6lPehozDPr1evXvz6669Wey7WIgmWEKJ0fPaZmiIcOlQVrC9fDhERULu26nP11183r+y+BfMIUJUGVfISrGve9GxJvgTrLpVgJRxPICej6KMRw4apmdBZs9SOQhMmgJtb3r7Yf/+tFmWWJk3TyErN0uVLK2LdnaZp5Obm8u2337J//35mzJjB/PnzmXa1hX5kZCSVKlWiZk21M8Duq0OCU6dO5bPPPiMqKorQ0FAGDhyIyWSy3AdgypQpjB07lqioKKpXr85rr71WqMcEWL9+PREREfliNR/3o48+4s0332Tfvn107dqVo0eP0rx5c2rVqsWWLVtYvXo1x44d4+WXX7bc9+DBg7Rs2ZKIiAiio6N566236N27N5qm0bhx4yL9zG7F/PP5/PPPGT9+PDt27KBSpUo8evVD0/U/z8jISBo2bIijud/d1cuCgoLw9VXT54V5fgAtWrRg27ZtZGZmWu35WIPj7W8ihBB3KCsrL7t4/nl1WrUqbN9+R4dNu5RG2iW1lK5yvcpQo7W64vBhOH9ePYaNSE3Ne7odOkCFqhVw9XYlIyGD+MPxVG1c9FidnfOaj5qFhamRrbNn1UDe1VZhpSI7LZsJFSeU3gNeY2zKWJwrOBf69gaDgXfeecfyfUhICF26dOHgwYNAXj2R4eqUdVRUFE5OTqxYsYIaNWoAajQqIiKCM2fOEBwcTGRkJN7e3sydOxc/Pz8A+vTpw9dff12oxwQ1WhUYGJgv1qioKCpUqMC8efPy1WX169ePESNG5DvmK6+8ki8BGTlyJL179+aTTz4BoFatWsydO5ddu3ZRoUKFQv+8bicyMhJXV1cWLVpkif+DDz6gTZs2xMXF3fDnef104e7du/ONqg0fPvy2zw8gKCiIzMxM4uLiCAkJsdpzulMygiWEKHlbt6oMo0oV1cPKSswF7p4hnurN1dtbZRigCp5syJYtapPm4GCoUUO92VqmCQ8UfZrwZgwGuP9+df7aVYYiv9jYWJ5//nnCwsLw9vamYsWKzJ07l2rVqgEFC7IjIyPp27evJbkCcHFxyXfMyMhIevfubUmuAI4fP07t2rUL9ZigarBcXV0LHLdXr175kqvY2FjWrFnDxIkTqVixouXriSeesIwKxcbGsnbtWv73v//lO56Tk9MNpwfHjx+f71gbNmxg+PDhBS67kcjISAYMGJAvOTQncCaT6YY/z+tjuPaywjw/Mzc3NwDSbKxviYxgCSFK3qpV6rRz5/x7v9yhfNODZu3aQXS0miY0L7ezAddOD5rr+H3v8uXU5lPFqsO6lfvvV/sVrlihOsSXFid3J8amjC29B7zusQvr0qVLtGjRgnvvvZdJkyYRFBSEyWQiIiLCkgRERkby4IMPWu4TGRnJ4MGD8x1n165d+Pr6EhQUZLnNq6++mu82u3fvpn379oV6TABfX98CNUZRUVGWacZrL/Px8clX32VmTjgiIyNxdHSkUaNGBeJ+/PqhT9SI0YABAyzfDxw4kH79+tH3mv8j83O9XmRkJMOHDy/wOP7+/gQEBOT7eaanp3PkyJF8z9tkMrFr1y6GDh1a6OdndvnyZQCqVKlS4LZ6kgRLCFHyVq9Wp1aerzKP/Pg28M27sG1b+Pprmyt0vzbBMjMnhpf2F30l4a2Y89h9++D0abhmgKREGQyGIk3T6WXZsmXk5OTw66+/WqasvvrqK7KysmjatCnJycnExMRYEgBzQpCbm2s5hslkYvLkyQwePBij0Wi5T3h4eL7HioyM5MUXX7ztY5qFh4czc+ZMy/dJSUmcOHGiwHGdnJxITk4mICDgplN9RqMRk8lEVlaWZdRn2bJl7Nu374ar+Xx8fPDx8bF87+bmhp+fn2UE7mbS0tI4evRogZ/PlClTGDJkCCkpKfl+nseOHSM3N5d69epZbv/XX38RHx9vGcEqzPMzi46Oplq1apbaLVshU4RCiJJ15Qps26bOd+5s1UNbWjRcm2CZC91371aNp2xAejqYP4jnS7Dusv4UIUDlynntxKTxaEE+Pj4kJSWxZMkSjhw5wqRJk3j77bcJCgqiSpUqREZG4uDgQNjV6ea9e/diMBiYOXMmW7Zs4cCBAzzyyCNcuXKFN64u14yMjMRoNOYbLYqNjSUhIYGmTZve9jHN7r//fvbt22cZxYqKiipwXICWLVvi4eHBoEGDiIyM5OjRo6xYsYJRo0ZZbtO8eXOcnJwYM2YMx48fZ8mSJTzzzDMAVl1BGBUVhYODAz/++CPbtm3j8OHDDBgwgNTUVMaNG1fg51m5cmUMBgPbrr4ubN26leeffx43Nzfq1KlT6OdntmHDBrp27Wq152MtkmAJIUrW33+DyQT16qkCJCu64RRhcDBUr64aTm3datXHK66tW1Wdf2CgWjRpZk4M4w/HY8oxWfUxH3hAna5YYdXDlgndu3dn6NChDBo0iLZt23LmzBkGDBhgGWGJioqifv36lhqryMhI6tevzxtvvEH//v2JiIjAaDSyZcsWvLy88t3n2vqp3bt34+XlRWho6G0f06xRo0ZEREQwd+7cmx4XVJK4bNkyEhIS6NChA82aNWPcuHH56rQCAwOZNm0aS5cuJSIiwjLidu20pjVERUVRt25d3n77bfr160d4eDhOTk5s3ryZSpUqFfh5BgQE8N577/Hkk09SvXp1pk6dysMPP0zDhg1xcHAo9PMDyMjIYOHChZbE0ZYYtKKubRUFJCUl4enpSWJiIh4eHnqHI4RtGTkSpk5VqwenTLHaYbNSsphQSa1Ye/nSy7hXvmZn5IEDYfZseOIJ+OUXqz1mcWRkQNeuasby8cdVWwUzzaQxwWMC2anZjDw4Et961pvi2LIFWrcGDw+1oPK69+c7lpGRQUxMDDVq1Cjw5l/WjBw5koSEBGbPnl0qj7ds2TLGjBlDdHQ0RivWLJZFX331FYsXL2blLYZqb/W3WpLv3/KbE0KUHJMJli1T561cf3XpkBq9cq/inj+5AtUkymBQXeJ/+MGqj1sUJpPaGWjDBpXojBuX/3qD0YBv/atb5uyz7jRhy5ZqMC8pCZYuteqhy53IyEir9oy6nQcffJBhw4Zx5syZUntMe+Xk5MQUK35wsyZJsIQQJWf9ejhxAipVsnr91fmo8wD4NfQreGX79vDee+r8yJFqmrIUB+tzc1Uf1QcfhLlzwckJFi6Ehg0L3rZqE9X/6tzuc1aNwWhUTfIBfv7ZqocuVzRNY+/evaWaYAGMGjWKYCtPqZdFzz77bL5ieVsiCZYQouSYR48eewzc3W992yI6/e9pAAJbBN74BmPHqk35MjLgvvtU86mJE60aw41oGvTqpZKrv/5Sic6PP6oQbiToblULc3bbWavHYk6wli9XuxKJojMYDCQlJeVr2SBEYUiCJYQoGYmJMH++Ov/UU1Y//Jmtavqk2j036UFgNKr6q0cfVXvIxMaqXZFjY60ey7UOH1azoo6OMHq0apUwcODNbx/UQiVYZ7afKfJ2L7dTv77a/zo3F2xwqzYhyjRJsIQQ1pGcrIqOzH77TfUnaNBAvctbUVZKFhei1ZBMtZa3aPLk7a0yi0uX8mIo4fbma9ao03bt1PaL9evf+vZ+jfxwcHEgIyGDhGMJt75xMTz5pDr97juYN09NF/73v2pwz9z/VQhhfZJgCSHu3MSJqoq7YkVo1Ageegg+/FBd99RTea3LreTsjrNoJg2PYA8qBVa6/R3c3aFnT3W+hPsWmHuqFrbkzMHJgYDwAADObLN+UfMjj6jRtP37YcAAVXT/+edqlG3EiPw5sRDCeiTBEkLcmaysvP1Y0tPVNjWLFkFMDDg4qFYJVnZ6q6q/uun04I2YG0OtXq1iLgG5uaqeHqBTp8Lfz1xHVhIJlq8vfPmliqd9e7j3XnjxRfDygmPHVH2WEML6ZKscIcSdWbpUVVBXrar2g4mJgaNH1bt369bg72/1hyxWgtWsmdps+uJF1STq2pbqVrJrl2pc7+kJzZsX/n6WQvft1i90B9W1Ytiw/Jc5OcGnn8IXX6jpwuKSVorC1un1NyoJlhDiznz/vTp96inVrb2El0xrmmZJsIJaFqEbtdGodkGeOVNNE5ZAgmWeHuzYUU3LFZa50P3crnPkZufi4ORg9diuN3IkTJqkttI5ePD2tWLXc3JSmyunpaUV2HxXCFuSlpYG5P3NlhZJsIQQxXfiRN5md0OHlspDJp5MJPV8KkZHIwHNAop25wceyEuwJkywemzmAveitvzyqe2Dq5crGVcyuBB9wVKTVZJq1FDtJBYvVlOIX35ZtPs7ODjg5eXFhav9H9zd3S2bGAthCzRNIy0tjQsXLuDl5WXZhqe0SIIlhCi+6dNV46dOnaBWrVJ5SPPolX9Tf5zciviJtGtXVXAfGQnnzkGA9RKZ9HTYuFGdL2qCZTAaCIwI5Pjq45zdfrZUEiyAF15QCdYvv6gVj0X9gO9/dfr3gjTZEjbMy8vL8rdamiTBEkIUj6bl7fNXihut7p+7Hyji9KBZlSrQtCns3g2bN0O/flaLa8cOyMxUOVtxZkkDW6gE69DiQzR/tggFXHfg3ntVEfylS6osrX37ot3fYDAQEBCAn58f2dnZJROkEHfAycmp1EeuzCTBEkIUz6FDqmmni0teC4QSdnDRQQ4sOIDBwUCzp5sV7yBhYSrBOnzYurEdVKdNmhSvK0WTQU3Y/PFmjiw7wrGVx6jVteRHBI1GNag3e7ZqD1bUBMvMwcFBtzcxIWyVtGkQQhSPuWFnu3ZW3wbnRtIT0vlzxJ8AtH65Nf5NiznkX7euOrVygnXkiDqtU6d49/et70uLF1Qz1BWjVpCbnWulyG7N3L2ihNuDCVHuSIIlhCgec3H7/feXysOtemUVKXEpVK5bmY7/17H4ByqhBMt8OPPhi6PDWx1wr+LOpYOX2PblNusEdhtdu6rTXbtkv0IhrEkSLCFE0WVmwj//qPPmd+gSFBcVx+7puwHoOa0njq53UN1gHmIqoRGsO0mwXL1c6TRBdShd9/Y6Ui+kWiGyW6taFcLD1XnZOkcI65EESwhRdJs2QVqaaiLaqFGJP9yql1eBBg0HNCSkXcidHcycYF26BJcv33lwqA7uR4/mP3xxhf8nnIDmAWQmZbJm3Jo7D64QzIOQMk0ohPVIgiWEKDrz9KC57UEJOvrXUY6vOo7RyWgZ3bkjFStCoNqaxjLsdIdOnVK77zg7Q/Xqd3Ysg9FAty+6AbD7h92c3VEy3d2vZa7DWrlS9iYUwlokwRJCFJ25wL2Epwc1TWP1K6o9eovnW+Bd09s6BzbP41kpwTLPNtaqpbZfvFPBrYNp/ERj0GD5i8tLfKuPVq2gUiVVg/XnnyX6UEKUG5JgCSGK5sAB1agToEuXEn2o+EPxnN9zHkdXR9q93s56B7Zyobs16q+u1/mjzji6OXJ6y2kuRJds9bmzM4wYoc6PGqWapgoh7owkWEKIwsvNVXsOAvToAX5+JfpwZ7afASCgeQDula3YCsLKCZY1VhBer1JgJYJbBQN53etL0ptvQlCQ2qv7o4/g5EmYO1dNfwohik4SLCHErc2dCw8+CN99Bx9+CFu3gocHTJ1a4g9trj8KvDvQuge28kpC82HutMD9euZu9Wf+PWPdA99AxYpquxyA996DkBB45BG46668HZGEEIUnndyFEDeWmwvjxsHHH6vvly/Pu+7TTyE4uMRDOLv9aoIVYeUE69oRLE2740L9kpgihNJNsAD691dldStXqh9JcLAayXr6abWVzrRppRKGEGWCjGAJIW5s6NC85Orxx6FmTXX+gQfUdSUsNzuXuN1xAATdXYx9B2+lZk21T0xqqtr0+Q5kZalpNbD+CFa1ltUAuLDvApnJmdY9+A0YDDBvHsyfD2fPwvHj6k/AYFCjWObnKYS4PUmwhBAFnT8PP/+szs+eDbNmqdGenTth0aISb80AcHH/RXIycnDxcMGnto91D+7sDDVqqPN3OE0YE6NaG1SooDZ6tqaK/hXxrO4JGqXSrgHU7G+/fqrFmYMDvPwy3Hefuu6330olBCHKBEmwhBAFLV6sps7uvhsee0xd5uAAzZqpzZ1LwbXTgwZjCSR0Vip0v7bAvSTyztKeJryRRx9Vp3Pm6BaCEHZHEiwhREELFqjTvn11C8G8gtDqBe5m5gTr0KE7OsydbvJ8O7aQYPXtC46OEBWlunQIIW5PEiwhRH5XrsCaq1u0PPSQbmGc26Fqo6xe4G7WsKE6jY6+o8Ps3atOGzS4w3huwlyHdfrf0yXecPRmfHzyttORaUIhCkcSLCFEfn/8ATk5an1+vXq6hJCTkcP5PeeBEhzBMu+huGfPHR0mKkqdNmlyh/HcRECzAAwOBlLOpZB0OqlkHqQQrp0mlJYNQtyeJFhCiPwWLlSnOk4PxkXFYcox4V7FXRV5lwTzCFZcnNr4uRiys2HfPnW+pBIsJ3cnqjauCug7TdirF7i6qhlVc1IphLg5u02wJkyYwN13302lSpXw8/OjT58+HLqulkLTNN5++20CAwNxc3OjY8eO7DO/Gl6VmZnJCy+8gK+vLxUqVKBXr16cPl3yXZOFsElpaXn9rvRMsCJVe4aAZgEYSmrFYqVKea0nzPN8RXTokGrTUKkShIZaL7TrBTRXyxPP7z1fcg9yGx4e0L27Oi/F7kLcnt0mWOvWrWPkyJFs3bqVVatWkZOTQ9euXUlNTbXc5uOPP2bSpEl8+eWXbN++HX9/f7p06UJycrLlNqNHj2bhwoXMmTOHjRs3kpKSQo8ePcjNzdXjaQmhr6VL1UZ0oaHQtKluYZj33jOP3JSYO5wmNI/kNG6s2mqVFL8wtSXRhb0luyfh7cg0oRCFZ7cJ1ooVKxgyZAgNGzakSZMm/Pjjj5w8eZKdO3cCavTq888/5/XXX6dv376EhYXx008/kZaWxuzZswFITExk+vTpfPrpp3Tu3Jnw8HBmzpzJ3r17Wb16tZ5PTwh9zJqlTh9/vFR6Xd3MxeiLQF5iUWLMCVYxR7BKuv7KzJJglfCmz7fz4INqS53YWPj3X11DEcLm2W2Cdb3ExEQAfHxUQ8KYmBji4uLo2rWr5TYuLi506NCBzZs3A7Bz506ys7Pz3SYwMJCwsDDLbW4kMzOTpKSkfF9C2L34+LzpwYEDdQ3FnEiUeILVuLE6tZME6/LRy2SnZ5fsg92Cuzv07q3OyzShELdWJhIsTdP43//+R9u2bQkLCwMgLk7VcFStmn+KoWrVqpbr4uLicHZ2xtvb+6a3uZEJEybg6elp+QouhT3ZhChx8+ap1YNNm6oVhDpJvZBK2qU0MIBvA9+SfTDzCFZ0tGrHXkSllWBV8KuAu687aHDpQPEK8q3FPE04d67arlIIcWNlIsF6/vnn2bNnD7/++muB664vkNU07bZFs7e7zdixY0lMTLR8nTp1qniBC2FLzNODNjJ65VPbByc3p5J9sNq11dK4tDS18V4RnD+vvgwGuPq5rsQYDAabmSbs2hW8vNQWjj//nFeLZTJJXZYQ17L7BOuFF15gyZIl/P3331SrVs1yub+/P0CBkagLFy5YRrX8/f3JysoiISHhpre5ERcXFzw8PPJ9CWFXEhLg4MG8d8SdO2HjRpUtmLfG0UmpTQ+Cak9uHq0r4jShefSqTh21D2FJqxJWBdA/wXJ2hieeUOefego6dVJNSCtWhFatILPk96QWwi7YbYKlaRrPP/88CxYsYO3atdQwb9x6VY0aNfD392fVqlWWy7Kysli3bh2tW7cGoHnz5jg5OeW7zblz54iOjrbcRogyJz0dWrZUrceDgtS7YkSEuu7ee9VlOirVBAuKvZKwtKYHzWxlBAvgo4/g1VdVsvX337Bypfqz+vdfmDBB7+iEsA2OegdQXCNHjmT27NksXryYSpUqWUaqPD09cXNzw2AwMHr0aMaPH0+dOnWoU6cO48ePx93dnccff9xy26FDh/LSSy9RuXJlfHx8GDNmDI0aNaJz5856Pj0hSs7HH+dtoHfunPoyGqFnT5g8Wd/Y0CHBKmahe3lOsNzd4cMP4dlnYfp08Lv6qxo9GsaPh3798vJWIcoru02wvv76awA6duyY7/Iff/yRIUOGAPDKK6+Qnp7Oc889R0JCAi1btmTlypVUqlTJcvvPPvsMR0dHBgwYQHp6Op06dWLGjBk4ODiU1lMRovScOKHeGUEV0AQEwNGjav199eq6hgZqZLrUE6xmzdTp339DRoaqybqNlBT48091vmXLEoztGn4N1c8j6VQSGYkZuHrePs6SVrMmfPCBOq9p8M8/sGgRDB0KW7aAvIyK8syg6bV7aBmSlJSEp6cniYmJUo8lbFv//vD772oqcM0aXXtd3UjiyUQ+D/kco5ORcanjcHAqhXfo3FyoUQNOnYJffskrMLqFqVNh5EhVI3/oUMk2Gb3WZ8GfkXQ6iac2PUVwa9tbvXz2rCppS0xUPWt79NA7IiFurSTfv+22BksIUUR796rkysEBvvjC5pIryJv+8q3vWzrJFaifx7PPqvPffHPbm5tMeTOpo0aVXnIFtjVNeCOBgTBokDo/b56+sQihN0mwhCgv5s9Xpz16lHxfgWIq9elBs6FD1YrCTZtuW4v1119w+DB4esLVaoRSY15JeH6PfnsS3s6AAep08WJZUSjKN0mwhCgvfv9dnfbrp28ct3By40mgFPYgvF5AAPTpo87fZhTr88/V6dNPq9YEpSnobrXCM2ZNTOk+cBG0aaN+nImJcM0CbSHKHUmwhCgPDh2CffvAyUmtFrRBmcmZHFt5DIC6PeqWfgDDh6vTX35RVew3cOyYaklgMMDzz5dibFfV6loLo6ORSwcvcfno5dIPoBCMRlXqBzJNKMo3SbCEKA/Mo1edOqk23Dbo6PKj5Gbm4lPbhyoNq5R+APfdB3XrQnIyXN0Q/nozZqjT+++H0NBSi8zC1cuV6u3Uas9DSw+VfgCFZJ4mXLRIpglF+SUJlhDlgR1MDx5YcACA+n3r33Y7qxJhMMCwYer8N98U2PclNzcvwfrPf0o3tGvV7alG9w4vPaxfELfRurUqeE9KUjVrQpRHkmAJUdadOAG7dqm5m9699Y7mhnIycjjyp2p+2qBvA/0CGTwYXFxg927Yvj3fVWvWwOnT4OOj74+xXs96AJzccJKMKxn6BXILRmPeptDvv1+sfbSFsHuSYAlR1k2dqk7bt4cqOky9FcLxNcfJSsmiUlAlSyG3LipXhkceUeevNjM2++EHdfr44yoH04tPbR986/tiyjFx9K+j+gVyG6+8ohYBbN8Ov/6qdzRClD5JsIQoyw4ehM8+U+fHjNE3llvYN2cfAPUfqo/BqHN/LnOx+5w5alNs1MmiRepiPacHzSzThEtsd5qwalUYN06df+01SE1VI4CXbbM2XwirkwRLiLJE09Rqwe3bIScHXnhBnfboAd276x1dAaYcEytGr2DPTLXRcsOHG+ocEXDPPdCwodo2Z+VKANavV8XaDRpAeLjO8QH1eqtpwug50eyavkvnaG7uv/+FkBCVWHl5QXCwGiSsU0eNcGVl6R2hECVHEiwhyoLcXBg7FoKCVBPRFi3A2xtWr1bzWTawifP1NJPGb31/49/J/wJw73v3EtI+ROeoUMXurVqp8/v3A2ogEFRyZQsN8INbB9N8WHM0k8bSp5eyZdIWvUO6IVdX+OQTdT4nJ29vwqNHYeJEtVG0EGWVJFhClAXz5qlNnM+dU+9qXl55vZxefVXtymtjDv9xmMNLD+Po6sjD8x+m/Rvt9Q4pT4OrhfYH1MpGc4JVv75O8VzHYDDQ/evutH65NQArX1rJmW1ndI7qxvr3h+ho1f0+PR3i4+GNN9R1n3yiEi8hyiJJsIQoC8wjVKNHq4KhS5dgyxb47Td46y1dQ7sZ86hLy1EtuavfXTpHcx1zgnXdCJatJFigkqzOH3Wm0eONANjwwQadI7q5hg3VtKCTk1qF+dpraqrw+PG8DiJClDWSYAlh77Ztg61b1bvXq6+qESwHB1VLNGBA3ryMDTm78yyx62IxOhpp8UILvcMp6K6rCd/hw2jZOTaZYIFKstq/2R4McGjJIc7vtd09Cq9VoYIqDwT46KMCLceEKBMkwRLC3plHrx59FPz99Y2lkLZO2gpA2KNheAR56BzNDQQHg7s7ZGdzYdsJrlxRvZ3q1NE7sIJ86/taRgA3TtioczSF9/zz6ke8e7cqFRSirJEESwh7dvYszJ2rzo8apW8shZR4KpF9c1Vbhnv+d4/O0dyE0WiZJjz49zkAatRQg4O2qO24tgDs+22fze5ReL3KldWG2QBffqlvLEKUBEmwhLBn33+vqoTbtIHmzfWOplAOLTmEKcdE9bbVCQgP0DucmzMnWDvUYgFbmx68VkB4ALW61kIzaeyfv1/vcAptxAh1+scfcMY2a/SFKDZJsISwV7m5MG2aOj9ypL6xFMHZ7WcBCL0vVN9AbsecYB1SfRlsOcECqNlFrRQ986/9ZCr166sNBkwmadkgyh5JsISwVytW5G2O99BDekdTaOYES9ctcQrjaqH7wbOVANtPsKrdUw2A01tPo9lR1bh5f+1p09RnBiHKCkmwhLBX332nTgcPtt3ioOtkJmdy8cBFAALvDtQ5mtswj2Alq0TQ1hOsgGYBGBwMpMSlkHQqSe9wCq1vX1WPdeoULF+udzRCWI8kWELYozNn4M8/1flnntE3liI4t/McaOBZ3ZOKVSvqHc6t1apFmqMHsVp1wPYTLCd3J6o2rgrA6X9P6xxN4bm6qs8IoLbW2bVLTRlu3AgLFqjzQtgjSbCEsHUmE/z8MyxZouZQ0tNV89DcXGjXLq8pph04s13VB9n86BWAoyNHQjqjYaSyRxa+vnoHdHtBLdVomz3VYYHqjxsYqLbQuecetfFAu3bQrx88+aTsWSjskyRYQtgykwmee059xO/dWzViql8ffvhBXf/ii/rGV0Rnt6n6K7tIsICDvqr9QX2fizpHUjjVWqo6LHtLsIKDYc8eNV2YnQ2xsVCxIjg6wqxZ8OCDkJysd5RCFI0kWELYKnNy9e23aodhLy+IiYGTJ9U70q+/qo3e7Ih5BMvmC9yvOujSBIB6LjE6R1I45kL3szvOkpttXxXjlSvD/PmwcKHa4en8edW+oWJFWLMG/u//9I5QiKKRBEsIW/X993nJ1U8/qbqrH39Ulx86pDq325HUC6kkxiaCAQKa23D/q2ucyFUJSy3TEZ0jKZzKdSvj4ulCTkYOF/Ze0DucIjMYoE8ftcOTuzvcf78awQLVxsG8f7kQ9kASLCFskabBlCnq/PjxMGiQescZMkS1v3Zz0zW84jCPXvnW88XV0z5WPZ5IqQJASIp9NO80GA0EtVCjg/ZU6H4rPXqomfGkJPjlF72jEaLwJMESwhZt3gz79qlEavhwvaOxCnP/K3upvwKIjVcrHUPid9nNjsSWQvet9lWHdTNGY14f3S+/tJtfgxCSYAlhk775Rp0+9piqvSoDTm9RIyrmERZbl5sLp+IcAQjJOgyXLukcUeEEtwoG4NTmUzpHYj1DhkCFCrB/P/z9t97RCFE4kmAJYWvi42HePHXe3ObazplyTZzaot7wq7etrnM0hXPuHOTkGHAkm0DOqqVtdqBaK1U3dvnoZVIvpOocjXV4eub1ypo4Ud9YhCgsSbCEsDU//QSZmRAeDnffrXc0VnFh7wWykrNwruSMXyM/vcMpFHM+Vc3lIg6Y7CbBcvN2o0pDVTtWlkaxRo8GJye1Q9TSpXpHI8TtSYIlhC25fBk++kidHz5cLasqA05uOgmo6Sujg3287JjzqRCPK/kvsAPBbdQ0ofnnXhbUqQP/+586P2qU6rcrhC2zj1c6IcqL116DCxfURsNDhugdjdWc2qhGUoLbBuscSeGdOKFOQ/yuvpPbU4LVWv2cT28uGysJzd54A6pVU+3ghgyBsWNh6FDo2RM6d4YdO/SOUIg8jnoHIES5dPgwvPKKWiUYEKC6s7u7qx5XoIrcnZ31jdGKTm5UIyn2Un8FeflUaHUT7MOuEqzqbdTP+eyOs+Rk5ODoWjZe6itWhM8+g4cfhrlzC17/yCOqI3yFCqUfmxDXKxv/dULYE5NJffzesuXG1z/9tNqIrYxIPJlI0ukkDA4Gu1lBCNdMEdZxhuXYVYLlXcubCn4VSL2Qyrld5ywjWmVBv37w/vsQHQ1Vq0KVKurr/ffh+HE1qvXFF3pHKYQkWEKUvh9/VMlVxYpq/4+4OIiKUvMbfn55NVhlhHn0KqBZAM4V7GdUzpJgNfLIf4EdMBgMBLcJ5uDCg5zcdLJMJVgGA7z+esHLQ0NV5/cpU1QS1qFDqYcmRD5SgyVEabp0SU0NArz7LowZA598AqtWqQL3Q4fAx0ffGK3MHqcHNe2aBCtCrcgjIcGudhw2J1WnNpWdlYS30rUrPPOMOj9ypBooFkJPkmAJUZrefFMlUo0bwwsv5L+ujKwYvFZWahZHlql9/Mwr2+zBpUt5q9SCG1QEb2/1jR2NYpkT2pg1MSSdSdI5mtLx8cfg4aE2QZBWDkJvkmAJUVrOnoUfflDnv/gCHMv+DP3yF5aTGJtIpcBK1OpSS+9wCs28gjAgAFxcgJAQdYEdJVhBLYIIahFEVkoWy0YuQysHe8x4eeVtqzN+vGyrI/QlCZYQpWXyZMjKgrZty0WByJ5Ze4j8MRKD0UDf2X1x8XDRO6RCs0wPXs2r7DHBMhgN9JzWE6OjkUOLD3Hg9wN6h1QqRo8GV1fYtk221RH6kgRLiNKQmJi3v6C5BquMivk7hrn957J4yGIA2r/ZntAOofoGVURlIcECqNqoKm3HtQXgj2F/sGXSFtITynaHTj8/tRAX4O231WcaIfQgCZYQpeHbbyEpSTUQ7d5d72hKzOE/D/PzfT9z4PcDmHJM3NX/Ltq/2V7vsIrM0gMr9OoFdppgAbQb1w7/cH/SL6ez8qWVfF79c87uOKt3WCVqzBi1rc6GDarjyerVquSxaVM1wnXsmN4RivJAEiwhrCk5WRV/NG6sGvJcuqTaMnzwgbr+5ZfBWHb/7bZ9sQ2Auj3rMmLvCB6e97DdbI1zrZuOYJmLs+yIo4sjT218ih7f9cC3vi9ZKVmsf3+93mGVqJAQWLBA1WRt2wZdusCXX6puKJMnq2133nlH7yhFWWd/r3xC2KrFi6FmTdWkZ+9e+PBD8PeHp55So1etWsHjj+sdZYlJPJnIsVVqaOD+z+7HL8w+NnW+kSNq4SM1aly9oE4ddXrokF1WTju5O9H8meY8svARAA4vPUziyUSdoypZPXpAZCS0bg0ODtC3L0yfDt26qV/hu++qZqVClBRJsISwhqQklUhduqTejD/+GMLDITdXbYEzcSKsX1+mtr+5XuSMSNAgtGMoPrXst5dXRobayQigUaOrF9arp96lr1xRq0HtlG99X2rcVwPNpLHzu516h1PiQkJg40b17/n77+pfdNky1YjUZIJXX9U7QlGWSYIlhDV8/rnqb1WvnmrC8/LLsHMnrFunRj3GjCnTbRk0k0bkj5EAhA8N1zeYO3TggMqLfXwgMPDqhS4ueaNYdj7sETEiAoBd3+8iNytX52hKnsGgPuNca8IE9e+4bBmsXatPXKLskwRLiDuVkACTJqnzb7+tqmtBvbK3bw/VqukWWmk58c8Jrpy4gouHCw36NtA7nDuyd686bdTout6vYWHqdN++Uo/Jmur1rkfFgIqkXkjlwILy0brhenXqwPDh6vyYMSqhFsLaJMES4k59+qlqwxAWBgMG6B2NLvbOVllJ2GNhOLk76RzNndmzR51apgfNzAmWnY9gOTg50OyZZgDsmblH52j089Zbquv77t1qAFoIa5MES4g7ceJE3qvzO++U6RWCtxK7Ti27q9e7ns6R3DnzCFbjxtdd0bChOrXzBAugXi/1ezq58SSm3PK5aV+VKuqzEcAbb6iZ/Gvl5NjlegZhQ8rnu4EQ1mAyqarZ1FTVbOehh/SOSBcpcSlcPnoZDHkbDNuz245g7d9v9zsJ+zf1x7mSM5mJmVzYe0HvcHQzdKjaJDojAwYOhK++Uot/O3VSdVvdukFamt5RCnslCZYQt6NpMGIEVK4Mjz4Kc+eqj7tffKH24nB3V72uyuBmzYURu0GNXvk38cfV01XnaO7MpUsQF6fOm/Mpi9q11SrQ1FS7bDh6LaOD0bIZ9Il1J/QNRkcGA3z/PVSqpNakPP+8al+3di1kZ8Nff0Hv3nkbfwtRFGV3WZMQ1vLmm3nb3Pz2m/q61scfQy372cjY2k5uOAlAcFv7H70yTw/WrAkVK153paMj1K+vhriio69pkmWfQtqHcHT5UU6uP8k9o+7ROxzdVK8O8+bBjBlqWtDBQbWsCw6GwYNVF/h+/eCPP8ptBYAopmInWLm5uUybNo2DBw9SrVo1mjZtStOmTalcubI14xNCX99/n9eF/YMPVDH7X3/B0aNqJKNbNzW6VY6ZE6yQdiG3uaXtM08PFqi/MgsLUzfatw969iy1uEpCSAf1+4pdH4umaRjK6QgswP33q6/rVakCDzwAy5fDzJnw5JOlH5uwX8XOx1944QXefPNNLly4wNixY+nevTt+fn5Ur16dXr16WTNGIfRx7BiMHKnO/9//wbhx8NFHqj10crLqe1XOP9ZmJGYQF6Xm1Kq3q65zNHfu2hYNN1RGVhICBDYPxNHNkbRLaVw6cEnvcGxSu3bqXx/U1GFqqr7xCPtS7HeGBQsW8MsvvzBr1ixcXFzYsWMHX3zxBRkZGYSE2P8nWSF4801ViNGlS96rrJnBAN7e5Tq5Aji1+RRo4F3Lm0oBlfQO547ddAWhWRlaSejg7EBwKzWtG7vevmvKStKoUWrK+OxZVQ0gRGEV+90hJSWFu+66CwAnJyccHBwYOXIkY8eOxdXVvgtdhWDnTvj1V5VIffxxuS1gv52yND2YnZ2XN912BOvgQVWwY+cs04TrJMG6GReXvMRq4kTYtUvfeIT9KHaCVbNmTc5e3ZMrKCiIM2fOANCzZ09mzpxpneiE0Mtrr6nTgQOhaVNdQ7Fl5gSrLEwPrl6tluRXqaIWDN5QaKjaQyczEzZsKM3wSkRIe5VgxfwdU277YRVG377QsaNaTdiqlUq4Ro1Se7lXrQr33KM2j7bz7h3CyoqdYD388MOsWLECgI4dO/LDDz8AsH//ftJlTauwBytWqD5WLVqoJOq77+D8eVXJunq1WpL/3nt6R2mzEk8mcnKTSrBC7w3VNxgr+PVXdTpggFpJdkNGY16/s+tXk9qhaq2q4ebjRur5VGLWxOgdjs0yGGDBAujVC7Ky1CbRX3yhXi4uXIB//1VVBOYds4QAMGjanfeqPXnyJC1atCA3N5ekpCSGDh3K1KlTrRGfXUhKSsLT05PExEQ8PDz0DkcUxsaNqoL1egaD6ntlNKpXy1GjSj82O/HP2/+w7p11hN4byuC1g/UO546kp4OfH6SkwKZN0Lr1LW68apXqTunrC+fO2f0m3steWMb2L7cT9mgY/X7tp3c4Nk3T4LPP1AhW27aqUam/PyxZkrcN6ebNEBGhd6SisEry/dsqCRZAfHw8y5Ytw8fHh+7du1vjkHZDEiw7k5EBTZrA4cPQvTsMGQKnT6sVgnFxqtfRjz+qcX9xQ6ZcE5NrTCbpVBJ9Z/el0WM3K1qyD/PmqZGrkBCIiblNyV1ODgQEqK6kK1eqRRB27OzOs3wf8T0OLg6MiRuDq5fU0BaVpsHDD8Pvv6vp5V27VPNSYftK8v272FOE27dvp1OnTjRu3Ji+ffvy1Vdf4enpSaObVocKYSPeeUclVwEBqrlN//4werRqy7Bmjdr9VZKrWzr21zGSTiXh5uNGg4ca6B3OHTNPDz72WCHWMzg6qs6ToLr627mAZgH4NfIjNzOX6Dn2vzpSD+aO8MHBqkXeCy/oHZGwBcVOsAYNGoSDgwPDhw+nZs2arFu3jv/85z+EhoZKs1Fhu7ZvV0uBAL7+Gry88q5zd4f77gNZBXtLmUmZ7Ph6BwCNn2yMo6t9T5FduQJ//qnOP/54Ie80YIA6XbBALT+0YwaDgaZDmgKw+4fdmHKkUrs4vL1h1ixVXfDTTzB7dv7rU1IgIUGf2IQ+iv3KeOrUKf78809qXbdFSGxsLJGRkXcalxB3JjdXfay8tk9VUpLaSzA3Fx55RG0yJgolJzOHbVO2sfmTzaSez+u22PyZ5jpGZR2rVqnC5QYNbtGe4XodOqiirQsX1H6UXbuWaIwlrdHARqx6ZRVnt59lYpWJ1Oxck5ajW1K9jf2vDi1N7drBG2+oFYXDh6vk3ctLdYKfP1+9HI0fr0a4ynkLvXKh2L/iNm3acOrUqQKXh4SE0FveuISeNm1SnQEDAtQr3blzav30iBFw/LgqtDHvLShuKy4qjqkNp7Lq5VWW5MrNx427R95Nlbuq6Bzdndu0SZ126lSEOzk4wIMPqvP//GPtkEpdxaoV6fhOR1y9XMm4ksH++fv5se2PzLx/JgkxMuxSFG++CW3aqM0eRo5UnV5mzlSln2lpqhqhfXtVwifKtiIVuffu3ZsmTZrQpEkTDAYDX375JfPmzSv3U4JS5G4jzEt8XnlFjVLdiIMDrF9/m2Vi4lozOs4gdl0sFf0rct/4+2j4cEOcKzrrHZbVRETk9ZV99NEi3PHHH1WbjzZt1KrUMsCUY+LsjrPs/mE3kT9GYsoxEdIhhCH/DNE7NLty/rxaM3P8OMTHw113wX/+o3bZevllNV3Yt68a1ZIexvqymVWEY8aMITIykqioKOLj4wHw8fGhd+/etGrVivDwcBo1aoSzc9l58S0MSbBsxA8/qHXToN4pu3eHyZNhx46823z4oWpiIwol6UwSnwV/BhqMihmFV6iX3iFZVUqKmsLJzYWTJ1WRcqEdPQp16qh+aVeugJtbCUWpjwv7LvB1o69BgxePv4h3DW+9QyoTdu9WrfdyctTI1sCBekdUvtnMKsJPPvmE1atXc/HiRU6ePMmSJUsYPXo0iYmJfPjhh7Ro0YKKFSvS+KYbeQlRQs6fhzFj1Pm33lIVpk88oYraU1PV9WfPSnJVRPvn7QcNglsHl7nkCmDbNpVcBQcXMbkCqFVLTUNnZakDlTF+Df2o2akmAHtm7tE5mrIjPFy9RAE8/7x6WRJlU7FrsKpVq0aPHj144403mD9/PkePHiUxMZE1a9YwbNgwa8Z4U+vXr6dnz54EBgZiMBhYtGhRvus1TePtt98mMDAQNzc3OnbsyL59+/LdJjMzkxdeeAFfX18qVKhAr169OH36dKnEL6zov/9VS3TCw1URxLXj7u7uqiA5IEC/+OxU9K9q2X7YY2E6R1IyzPVXbdoU484GQ16z2jKwbc6NNH5SfVje8/MerNQyUaB24mreXA18tm+v+mZlZ6vNJSZOVNePH6+uF/brjtcxnDlzxrIPYcWKFWnXrh0jR46848AKIzU1lSZNmvDll1/e8PqPP/6YSZMm8eWXX7J9+3b8/f3p0qULycnJltuMHj2ahQsXMmfOHDZu3EhKSgo9evQg92Y1PEIfJpMqWPjlF9U2+cSJvOt++kkV0BiNqhmNnXfWthUJxxM4s+0MBqOBux6+S+9wSsQdJVig3h1B1fWVQQ36NsCpghOXj17m9Bb54GktTk5qkD0kRLXfa9VKff7r1k2VkH70Ebz+uqpySE29/fGEjdKKaePGjVpoaKhmNBo1o9Go+fn5aa+88oqWmJhY3EPeEUBbuHCh5XuTyaT5+/trH374oeWyjIwMzdPTU/vmm280TdO0K1euaE5OTtqcOXMstzlz5oxmNBq1FStWFPqxExMTNUC3514ujB2raaqMXX0ZjZr28MOa9thjeZf97396R1mmrB+/Xnubt7WfO/+sdyglIidH0zw81J/O7t3FPEhUlDpAhQqalp1tzfBsxsLBC7W3eVtbOmyp3qGUOfHxmtarV95LmJ+fekl78UVN8/JSlz3wgKZlZuodadlVku/fxR7BGjZsGA0bNmT79u3s2bOHiRMnsmbNGpo3b84lG1h/GhMTQ1xcHF2v6U/j4uJChw4d2Lx5MwA7d+4kOzs7320CAwMJCwuz3OZGMjMzSUpKyvclStDcuTBhgjrfoYOaBjSZ1P4m5pGrN99UH/uE1eybo6bTGz7aUOdISsa+fao1WqVKReh/db2wMFUln5qqqpfLoCZPNgFg32/7yM2WkX1r8vGBRYtUv9pVq+DMGTWyNXmyan7r5qamDZ95RqVgwr4UO8E6duwYn332Gc2aNaNhw4Y8+eSTbN++naZNm/Liiy9aM8ZiiYuLA6Bq1ar5Lq9atarluri4OJydnfH29r7pbW5kwoQJeHp6Wr6Ci1wdKwotKkqtbwZVxP7PP6pgYc8eGDRIze1s2qT6XcnUoNVcPnaZ83vOY3AwlImtcG7EPD14zz2qe0exGI1q118os9OEIR1CqOBXgYwrGcSuj9U7nDLHYICHHoLOnfO/hLVurRIvBwf4+WfVgUbYl2InWA0aNCiQhBgMBt59912WLl16x4FZi+G6JiOaphW47Hq3u83YsWNJTEy0fN2o4aqwgkuXVLf1tDTVKfvDD/Oua9RIveps3Cj7BpaAQ4sPARDaIRQ3n7LVfsBs7151evfdd3gg899fVNQdHsg2GR2M1O1VF4CDiw7qHE358sAD8Omn6vzLL8N336mR14ULVWNcHx/V5mHdOhnhskXFTrCGDBnCs88+y8mTJ/NdnpiYiKen5x0Hdqf8/f0BCiSBFy5csIxq+fv7k5WVRcJ1G0Rde5sbcXFxwcPDI9+XKKbUVDUe3qYNDBsGsVc/IWdnq/3eYmPVcvg5c+5gmEEUlTnBqte7ns6RlBzzn1qNGnd4IPN2YTExd3gg21W/d30ADi06JKsJS9mLL6pBfJNJvUSGhakmpWvXqoXTs2dDx45qowr51diWYs+pjB49GoC6devSt29fmjZtSm5uLjNnzmSieTNdHdWoUQN/f39WrVpFeHg4AFlZWaxbt46PrtbqNG/eHCcnJ1atWsWAq5u3njt3jujoaD7++GPdYi83VqxQ03zmmr3Nm1V37ObN4fJlOHwYKlSAxYvVTqqiVKRdSuPkRvXBqSwnWOaFqKGhd3ggc4ZWhhOsGp1q4FTBiaTTSZzbdY7A5oF6h1RuGAxqX3pvb1UhceSIqs0aOlSNYv32G0yfDt9+qwb2S2kRvyiEYidYcXFx7N69m6ioKCIjI5kxYwZHjhzBYDDw4Ycf8ueff9K4cWMaN27MAw88YM2YLVJSUjh69Kjl+5iYGCIjI/Hx8aF69eqMHj2a8ePHU6dOHerUqcP48eNxd3fn8ccfB8DT05OhQ4fy0ksvUblyZXx8fBgzZgyNGjWic+fOJRKzuComRnVbT0xU+waOGAF//QWrV8PWreo2RqOaBmxYNousbdXhPw6jmTT8m/rjFeKldzglQtPyRrBCQu7wYOYE6+xZyMwEF5c7PKDtcXJzovYDtTnw+wEOLjooCVYpc3HJmyo0j1KZq1g6dYJ69VSJ6ujRaoSrQwddwhTXKdJWObeTkZHB3r17LdvpREZGEh0dzZUS6pb2zz//cO+99xa4fPDgwcyYMQNN03jnnXf49ttvSUhIoGXLlnz11VeEheU1TczIyODll19m9uzZpKen06lTJ6ZOnVqkwnXZKqeIsrNVg8Z//1UNYNatU41hQG1rc/Kk+ohWv74V5m9EUc3pM4dDiw/R4e0OdPy/jnqHUyIuXYIqV/epzsi4w5xI06BiRVUreOgQ1K1rlRhtzZ6Ze1g4aCF+YX6M2DtC73DENTRNbVwxe7Ya9P/667zJgfXr1ctqTAw89hj06qV3tLbFZvYi7N27N02bNrV81ZA3P0ASrBs6ckQ1Bb3rLlUEHBKiPnLl5MALL8A336jl7bt3W2GORlhL8rlkvqj1BTnpOQzbPQz/pv56h1Qidu5UmzwHBFhpq5KwMFV9vGIF3H+/FQ5oe9IT0plYZSJarsagVYOo2bmm3iGJa6SlqeRpzRr1fb16qsri+nf4t96C//s/NUEgSvb9u0hThHXq1GHTpk1MnTqV+Ph4PDw8aNKkSb6kKywsDCfzaIQon3buVG8yVzcEB6BpU3jqKfURyzwFOG2aJFc6O7f7HHt+2UPdHnXxruXNL51/ISc9hyp3VaFqk5sv9LB3Vqu/MqtRQyVYZbgOy83bjSZPNiHyx0jm9pvLfzb8B69QL05tOUW1ltVw9XLVO8Ryzd1dVVm8/z68844aTAWV+99zj9pz88cfVUebgwdh1izpbFPSivTj/eSTTyznT58+na8G688//yQmJgZHR0fq169PVBldsixuY8MGtb9DcrIavXJ3h8hI9WXuj+bpqSoy+/XTM9Jy78K+C/x8389kXMlg62dbMTgY0HI1vGp48dgfj922nYk9MydYd1x/ZVYOCt0Buk/tTsKxBGLXx/Jjux/JTs/GlG2ict3KPLn2STyCZARfTw4OanSqTx/Yv1/t5BQUlHd9x46qaencuXkvw2X431x3xc5fq1WrRrVq1ejZs6flspSUFHbv3s2ePbLzerm0d29ectWxo9ozsFIltSJwxgz18SkgQO0XaLV3NlEciacSmfXALDKuZOBT24eU8ylkJWdRuV5lnlz9JB7VyvYbpbnA3aojWFDmEyxHV0ceWfQIP7b7kYv7LgLg4OxA/OF4ZnSYweC/B+MZrH+bnvKuSRP1db0nn1Tlgg8/rF6GPTzUqsOKFdWEwvz54OurFnIPGKAmHkTxFbvIPTc3l2nTpnHw4EGqVatGeHg4TZo0oXLlytaO0eaVmxqsrCw1QrV2LZw6paoqu3RRH4Hi4qBFC3V5x46wbJkqVBc2R9M0pt8znTPbzuDbwJf/bPgPji6OnFh3guptqpeLqZ5evWDpUlUMPHy4FQ64aJFqx3333bBtmxUOaNvSLqVxaMkhglsH4+jqyE/3/cSVmCtUaViFEXtGYDDKsIgt+/bb2//du7jAH3+oDvNlmc3UYF3rhRdeYP78+XTp0oUvv/wSBwcHsrOzCQoKomnTpixZssSacQq9JSbCvffm32/tl1/UasDgYNiyRSVXdevC779LcmXDLuy9wJltZ3BwdmDg8oG4V3YHoG73srn67UasPoJlPlAZH8Eyc/d1J/ypcMv3Q9YN4euwr7m47yKxG2IJ7RCqX3DitoYNU0Xu332nNiDIzlaLPoYPV+d/+0313OrdW9V1mXeDEkVT7HUECxYs4JdffmHWrFm4urqyY8cOvvjiCzIyMgiR6Z+yJTtbjSnv3q1W/g0apPpWubioEa3Zs9UbS+XKaodSHx+9Ixa3sPdXtUdMne51ymyfq9spkSJ3UOviU1KsdFD74RnsyV0D7gIg6mepv7UHzzwD27erio7Tp9X5oUNVkmVeDJuWBt26qZotM02D6Gj44gs1cCvd42+u2CNYKSkp3HWX+odycnLCwcGBkSNHkpWVxVmrrHsWperIEfWxvn17cHbOuzw3F557Tm317u6u1gA3a6auGztWNQJ1dobq1eG++/KaCwmbpGka++bsAyDssbDb3LpsunIFkpLU+erVrXRQT0/VajshQX3YaNTISge2H00GNWH3tN3sn7efB6c8iJO7rCa3By4u+QvhzZctWJDX9uGRR9T3ublqsuLMmbzbdugAX30l/aBvpNgjWDVr1rQkUkFBQZy5+hPv2bMnM2fOtE50ouSZTGovwEaNVD2Vn5+qhFy6VL1RdO2qqh8NBrUfoDm5AjU1+PrrahfSRx6R5MoOnN56misnruBc0Zm6PcrPlOC1zKNXfn7qM4PVlJNC95up3rY6niGeZCVncWjJIb3DEXfI3V2NZL3+unr5/+03VQR/5gy4uqrP025uqk90s2bqLUPkV+wE6+GHH2bFihUAdOzYkR9++AGA/fv3k56ebp3oRMlKTYWePdX+CpmZasVfYqKqrerVS21hs3at+k+bOVPdVti16F+jAajfpz5ObuVzhMFqW+Rcr5wnWAajgcaDGgMyTVhWODqqvlpr1qi6rQ8/hL//VgvD16yBAwfggQfU+qd+/QomWadPw65dcOwYlMe0oNhThG+++abl/Msvv0yLFi2oUqUKSUlJDB061CrBCSsxmdRHkGsbnmRlQf/+6iOKq6va6GrYMDX+O39+3keVpk3VyFW9srvpb3lhyjGxb275nh6EEqi/MivnCRaoacIN72/g2MpjJJ9LplJAJb1DElZw773q63ohISqpGjhQ1Wn166d6cLVsCStXqi+zSpVURUmfPqUVtf6s0iy/evXq7Nu3j0mTJrFgwQKmTp1qjcOKO3HhghqFCgxUE+oBASqJSktTq/2efFIlV+a6queeU13q2raFzz9X+wEePKiWnEtyVSbs/30/qedTcavsRs0u5XebExnBKjmV61YmuE0wWq7G1s+36h2OKAWOjqor/KOPqvVQ8+apjafNyVVAgHqbSU6Gvn1VRUp5YbXdiCpXrsygQYPo3r27tQ4piuv8efVxY+lSOHdO7f93/rz6q/f0VJW9v/2mNlhesABaty54DKNRJVay7VGZoJk01r+7HoCWo1ri4OSgc0T6kRGsktX2NbWmf8fUHaTFp+kcjSgNjo5qMfnmzWornu7d4bXX1NTg2bOq8mTYMLXicPRoGDJEJVxm58+r3lwffADHj+v1LKxPtnu0R7m5sHq12tPv+jWyp06p5Gr/frU0ZN06NRr1ww/qI3tOjvpvaNJE9asqoxvTlnfX9w/eP38/F/dfxNXLlZYvttQpKttg9W1yzMwHNA+RlVN1utehapOqZKVk8e8X/+odjiglBgO0agVvvqkalE6YoMp4Qb3lfP01fPSR+uz+008QHq56Vd99t5poGT4c3ngDatdWPXvLwueUYndyF3lKrZO7pqntZ15/XW0sC9CggZru69JFJVJDh6ql4tWqqWrE2rXz7p+drf5qq1dXdVeizDHlmph5/0xObzlN9bbVCekYgl9DP9aMW8PFfRfp+E5HOrzVQe8wdVW5sirS3btXbYRrNSkpqtAEVC8Iz/K7Zcz++fuZ9/A8XL1c6TurL5qmcWbbGU5uOIlfmB8PTH6gTO91KW5uwwZVs3XqVP7L775btVlctUp9X7UqLF+uErGSVJLv35JgWUGpJFjmsdUvvlDfe3mpQvW0GwzB3323qji0+hyIsHU7vt3Bn8P/vOF1rl6ujIoZVS62wrmZ5GS1/xqoXliVrF2Dbc7eoqKgcWMrH9x+aCaNqWFTuXTg0g2v7/VDL8L/U8LvnMJmJSTkbTRdp47a+9A8AHzgADz2mPoXqlgRPv5Y1W5VrVoysZTk+7dMEdoDTYMXX8xLrl59VY1EnT0L33wDPXqodwqjUdVZbdwoyVU5lBafxtpxawFo93o7Hpj8AA0faYh/U3/cfd3pNKFTuU6uIG/2zsenBJIryHuXOHmyBA5uPwxGA92ndqdaq2r4N/WnapOqhD0WRpPBagfiv/77F8lnk29zFFFWeXurGq1XX1XJ07XT9Q0aqMqW++5Tg8LPPacK5du2tb/Z92K3aRAlLCtL9aBau1Ytx4iKUun+99+raUCzYcPUV06O6mVVoYJ+MQtdrX1jLemX06nauCod3+6I0dFY7uutrldiBe5mISFqSyl7eycoAaEdQxm6OX/LHlOOiYv7L3J2+1n+GP4Hjy5+VKYKRQGenrBsmVpxOG8e7NgBe/aAv7/ekRWNjGDZqvR0tRRj4kSVXDk6qo7qN+sx5ugoyVU5dungJXZ+uxOAbl92w+go/9o3UmItGszMe++U8xGsmzE6Gun9Q2+MTkYOLz1MzJoyUMksSoSLC7zyitoj8eRJVfXi4qJ3VEUjI1i2ytNTLaXw9FRjpffdp8ZJhbiBHd/sAA3q9qxLSDvZbP1mSmUEC2QE6xb8wvxoPqw527/czrYvt1Gzc/ntySYKJzhYfdkbSbBs2fz5ekcg7EB2WjZRP6mtSe4eebfO0dg2GcGyDS1GtmD7l9s5vPQwV05cwSvUS++QhLA6mUcQws5Fz4km40oG3jW9qdWllt7h2DQZwbINvvV9qdmlJppJU6OvQpRBkmAJYefMb1DNhzXHYJSC4VsptRGsc+fUQhVxUy2ebwHArmm7yE7P1jkaIaxPEiwh7ETyuWQif4pk//z9mHJNAJz45wRnt5/FwdmBpv9pqm+ANi4tTW3RCSU4guXnp5r4ahqcPl1CD1I21OleB88QT9Lj09k4YaNl94Hks8lcOnQJzSQtGoV9kxosIWxcZnIm8/rP49jKY5bLqretTr0+9Vj7uup7FfZoGBWqyCrSWzGPXnl4qD69JcJgUKNYhw+rOqyaUsB9M0YHI23HtuXP4X+y/r31ZFzJIDc7l13f70LL1XDxdKFu97p0/6Y7LpXsbPmYEEiCJYTN+3fyv5bkKqB5APGH4jm58SQnN6pC6ro96/LAFw/oGaJdMCdYJd6D15xgSR3WbUUMiyA7NZuVL61k25RtlssdXBzITMxk7+y9eIZ40ml8Jx2jFKJ4ZIpQCBuWkZjBlklbAOg7qy/P7niWEXtHUOO+GhgcDNz73r08uuhRXD3Ld4f2wiixTZ6vJ93ci6TV/1rx0C8P4ejmSODdgQxZN4RxKePo81MfALZ+vpWkM0n6BilEMcgIlhA2bNuUbWQkZODbwJeGjzQEwCvUiyfXPEl2ejZObk46R2g/SnUE69oHFLfV+InGNBzQEAdnh7zLBjVm53c7ObXpFOveWUfP73rqGKEQRScjWELYqGtHrzq81QGjQ/5/V0muiqbEWzSYSauGYrk2uQIwGAx0/qgzALun7+bigYt6hCVEsUmCJYSN2vTxJsvo1V0P36V3OHavxFs0mEmzUaup3qY69XrXQzNp/PXfvywrDYWwB5JgCaEjTdM4+tfRAp/O4w/Hs+UTNXrVaXynAqNXouhKfQTr5EnVrkHckS4Tu+Dg7MCxv45xaPGhfNflZueSdilNp8iEuDV51RZCJ+ZP5bMemMXXjb5m5ZiVZKVkoWkay19YTm5WLrW71aZe73p6h2r30tNV708ohRGsatVUu4aMDIiLK+EHK/sq16lMqzGtAFgxegXZadlomkb0nGim1J7CJ/6fsPnTzTK6JWyOQZO/yjuWlJSEp6cniYmJeHh46B2OsAOmXBNLn1lK5I+R+S53ruRM5bqVObfzHA7ODjy37zl8avvoE2QZsmULtG4NVauqRMtQ0g3vGzSAgwdh2TLo1q2EH6zsy0rN4qsGX5F0KgmPah6Yck2knEvJd5vGTzSm5/c9cXSVtVui8Ery/VtGsITQwaaPNxH5YyQGo4E+P/Xh8WWP41XDi6zkLM7tVEMtrV9pLcmVlWzfrk7vvrsUkiuAZs3U6a5dpfBgZZ9zBWe6faES1aTTSaScS8HJ3YmO73ak66SuGBwM7Jm5h1WvrtI5UiHySKovRClLv5zOpo82AdDj2x40ebIJAC8cfoFLBy8RFxVHVnIW4UPD9QyzTLk2wSoVzZvD7NmSYFlR/T71GR41nIzEDBxdHPGp7YObjxsA3jW9+a3Pb+yYuoMWz7egcp3KOkcrhCRYQpS6TRM3kZmYiV8jP8KfykuijI5G/ML88Avz0zG6smmH2g+79BIs8wjWzp2l9IDlQ9XGVW94ef3e9anzYB2OLDvCmtfWMOD3AaUcmRAFyRShEFZmyjVxfPVx4qLiyE7PznddSlwK/07+F4D7PrgPg7E05qvKt6QkOHR18VlERCk9aPjVxDk2FuLjS+lBy7fOH3fGYDRwYMEByzZS18rNyiXxZKIUw4tSIyNYQljZX//9K29fNQM0eKgB3b/pjqOLI0ufXUpOeg5BLYOo26OuvoGWEzt3qm4JISFQpUopPainJ9SuDUePqmnCLl1K6YHLL7+GfoQ/Hc6u73axYOACHl38KL71fdk6eSvRv0Zzcf9FTNkm2rzahs4fdtY7XFEOSIIlhBUdXXHUkly5eruSkZDBgQUHOLX5FE7uTiQcT8DgYKDLxC4YSqXaWpR6/ZVZs2aSYJWy+967jxNrT3D56GWmt55OBb8KJMYm5rvNpo82EdAsgIYDGuoUpSgvZIpQCCtJu5TG4v8sBqDFiy14Jf4Vnt31LFXuqkJKXAoJxxPwrO7JkHVDCGlX0s2YhJluCVbz5upUCt1LTQW/Cjy97Wlq3V+LnPQcEmMTqRRYiV7TezE6djStX24NwOKnFnMh+oLO0YqyTvpgWYH0wRKapjG371wOLjpIlbuq8MyOZyx7BWanZ7P+vfVkJmVy3/v34erlqnO05UtoqCqFWrsW7r23FB949Wo1clWrlhrJEqXGlGti6+dbMWWbaPF8C5wrOqvLc0zMfGAmMWtiqFyvMsN2DcPJXfb0LM9K8v1bEiwrkASrfEi9mMq2Kds4vPQwESMiaPZMM8s03+4fdrNk6BKMTkae/vdpAsIDdI5WAFy8CH5XF2UmJkKp/ntevgyVr7YLSEgAL69SfHBxM2mX0vimyTckn02m+bDm9Pimh+W6uKg4dn2/i+A2wdTvU182VC8HSvL9W2qwhCiEnd/tZMXoFeSk5wDwx7A/iF0XS9dPu5KVksXyF5cDcN/790lyZUM2blSn9eqVcnIF4OOjhs9OnFDThPfdV8oBiBtx93Wnz899+KXzL+z8difBbYKp3rY6e2ftZd276zBlm9j+1XZcPFy49/17aflCS71DFnZKEiwhbuP8nvMsG7kMU46JgOYBhLQP4d8v/mXv7L3snb3XcruQ9iG0eqmVjpGK682erU67d9cpgNatVYK1dKkkWDakZqeatBrTii2fbGHRk4vyXRd6bygJxxNIjE1kxagVVG1UldCOobrEKeybFLmLcs+UayLtUtqNr8sxsfipxZhyTNTvU59ntj/D/ZPuZ8g/Q6hyVxW4uhDQzceNPj/3wegg/1K24soVldcADBqkUxCPPqpO58yB3FydghA30umDTtTuVhsXTxec3J3wqObBQzMf4sk1TzLq+CiaPtUUNFg4aCHpCel6hyvskNRgWYHUYNmvjMQMZnefzalNp6jZuSbNhzenfp/6lkRp08ebWP3qaly9XHlu/3NUCqiU7/65WbkknUnC1csVN283PZ6CuInvv4dnn4WwMNizp5T2ILxeVhYEBKh6rJUrpV2DHclKyeLb8G+5fPQyDfo2oN+cfjg4OQBw+ehldk3bRfScaIJbBdNzWk+cKzjrHLEoDtnsWYgSkJGYwawHZnFq0ykAjq8+zrz+8/ihzQ+c33OeNa+vYfVrqwHoOqlrgeQKwMHZAe8a3pJc2aBfflGngwbplFwBODvDgKvbtsycqVMQojicKzrTd3ZfjI5GDiw4wM/3/cyJdSeYN2AeU+pMYdNHm0iMTSR6TjQ/dfyJlLgUvUMWNkZGsKxARrDsT05GDj/d9xOnt5zG1duVh355iFObT7H9y+1kJmXmu23z4c3pPrW7NAa1IydOQI0aKrE6eRKqVdMxmI0boV07qFgRzp8Hd3cdgxFFdXDRQRYNXlTgdaH2A7Wp06MO//zfP6THp+MV6sXQLUOp6F9Rp0hFcUibBhsnCZbtObT0EIeWHCL+YDwOLg50mdjFsrpP0zSWPL2EyB8icfV25ck1T1quSzqdxB/D/uDIsiO4ernS47seNHxYOj7bmw8/hLFjoVMn1Y5KVyaT6oV14oSqxXrkEZ0DEkV1+ehl5vafy/mo89TvU5+O73S0bDx9+ehlZj4wk4RjCVS7pxqD/x6Mo6taP5aekM6WSVtIv5xORf+KhLQLkYJ5GyMJlo2TBMu27Ju7j/mPzM93maOrI92/7k69XvWI/i2aZc8tw2A0MHDFQGp1qZXvtpqmcWrzKXxq+1CxqnwatUc9e8Iff8DkyfDii3pHA4wbBxMmwMCBMlVop0w5JlIvpFIpsGCpQPyReKa1nEZGQgZhj4XR6n+tSDqTxLLnlpF8NjnfbXv90Ivw/4SXVtjiNiTBsnGSYJUeU46JXdN3YXQw0uTJJjg4O+S7/vye80xvNZ3stGwaPtKQer3qsWfmHo4uL9hJu9OHnWj7atvSCl2UEk2DwECIi4PNm6GVLXTO+OsveOABqFMHDh/WOxpRAo6vPs7MB2ai5eZ/S61ctzJ3PXwX5/ec5/DSwxgcDDy6+FHqdi+42fv5vefJSs4iuHVwaYVd7kmCZeMkwSodl49dZtGTizi1WRWl+9T2odOHnWjQtwEGg4GEmAR+7vQzV2KuULNLTQYuG4jR0Yhm0lj37jo2fbxJNQo1QLNnmtHjmx5SV1UGnTmjaq6MRkhOtpGSp2u7ul++DN7e+sYjSsS+ufvYPHEzyWeTyUrNoumQpnQa3wkndyc0TWPxkMVE/RyFo5sjfWf2pUHfBgCc232Ode+s49DiQwDU7lab+yfdj299Xz2fTrkgCZaNkwTrzmWlZpGbmYuLhwtGx4KLW2M3xDL7wdlkpWTh4uGCo6sjqRdSAQhuHUz9vvVZ/67a78+rhhfP7ngWN5/8K/s0TcOUY0LL1Sw1EqLsWbwY+vSBRo1UewabUbs2HDsm7RrKsdzsXH7r8xtHlh0BoPGgxiTGJhK7PhYAg9GAwWjAlGPC6GjkoZkPEfZImJ4hl3myVY4o0/bM3MPSZ5datqEJbhPMQz8/hHdN9Sn/4oGLzOk1h6yULKq3q85DvzyEm48bmyduZvMnmzm1+ZRlVCu4dTB9Z/ctkFwBGAwG1cdGthcr03bsUKcREfrGUUCLFirB2rZNEqxyysHJgUcWPcLaN9ay+ePN7PlFfQIwOBgIeySM9m+2x+BgYMWoFRxdfpSFTyzEyc2Jer3qAaq1zLp31nF89XFS4lIwOhq5f9L9hD0qSZgtkhEsK5ARrJu7eOAie2buoWanmtS4r0aB6/fO3svCQQvRTPn/DF08Xeg0oROOro6se2cdibGJVGtVjSfXPJlvA9akM0n8/dbfHFx4kBYvtKDDmx1uOAImyo8HH4Tly+Grr+C55/SO5hqffw7//S/06qWG2US5dvSvo2z6aBPV21an+bDmeATlvXeYck0sGryIvbP24uDsQLNnmuER7MG2KdtIPpNc4FidP+5M6zGtC5Q8pF5MJW53HEEtgnD1ci3x52SPZIrQxkmCVVD8kXhWvrSSw0vzCnrDHguj66eqYaemaez8difLRi5DM2k0e6YZ3aZ0I/FkIouHLLaMSJn51PFh6OahuPvaQkGNsFWaBlWrwsWLsHUrtLSlfXo3b4Y2bVSA587p2P1U2ANTjon5j8znwIID+S73qe3DfePvw7eeL7t/2M2/k/8FoMngJnSb0g2XSi5kpWax9bOtbPpoE1kpWTg4O1C3Z106vNXB0l5CKJJg2bjylGBpJo2NH24k6ucovEK8CGwRSPh/wi3TeQCXDl3K62xsUNN2p7ecRjNpOLg40OTJJqTHp1teOJr+pym9pvXCYFRvOLnZuax/bz3HVh7DzdsNzxBP2o5ti1eIlx5PWdiRkychJAQcHSEpCdxsqcF+ejpUqqT2JDx5EoJlpZi4tdzsXA4sOMC5neeIPxyPf7g/bV5pk28Uf8tnW1j50krQwLumNwHNAjiy7AjZadkAuFV2Iz1e7aXoXMmZRxc/So1782YTstOyObL8CKe3nib+UDx1e9Sl2TPNys0CIEmwbFxZSLA0TePi/oscW3mM5DPJNHu6WYEVLFmpWSwespj98/fnu9ypghMPfP4ATQY3IW53HL899BvJZ5Op2rgq/ef2x7eeL2d3nmX5C8s5veW05X5GRyP3jb+P1i+1tiRXQtyJBQugXz9o2hR279Y7mhsID4fISPj9d+jbV+9oRBkRuyGWhYMWkhibaLnMp7YP9753Lw0HNORC9AVWjFrBiX9O4ODsQKcPO1H7gdrERcax+pXVJJ1Oyne8Wl1r0euHXvmmLUElY4eWHsLFw4WAZgFlok+gJFg2ztYTrKMrjhJ/JJ5aXWvhW6/gst+0+DR+e+g3Tm44abnMwdmB9m+2p/WY1ji6OnJh3wV+f+x3Luy9gNHJSJePu+Dg4kD0r9GW+xkdjZhyTAD4hfnx5NonqVClguWYmqZxatMptn62leRzyXT7ohuBEYEl/OxFefL66zB+PAwdCtOm6R3NDQwbBt99B6++qtrNC2ElGYkZbP18K6ZsE/Ufqk9As4B8o1A5GTksGLigwJQjgEc1D+r0qIObjxtbJ20lJyMHVy9XHvzqQcIeCyM3K5foOdGsfX1tvhqw4DbB9Pu1H57BngWOmZuVy+mtp3H3dafKXVVK5klbgSRYNk6PBCszKZNLBy+REJNAxaoVCekQUmBINy0+jWUjl7Hvt32Wy6o0rEKnCZ2o11OtSkk8lcjM+2dy6cAlHFwcCO0YiparcXz1cQBcPFyo2bkmR5YdIScjhwp+FRjw+wCqt60OqCnDLZO2sGbcGkzZJpwqOBHaIZTeP/amgl8FhChN99+vuiB8/TUMH653NDcwfTo8/TR07Ah//613NKKcMeWa2PrZVg7/cZgz285gMBpo+1pbWr3UyjLteOngJRY+uZCz288C4Fvfl4TjCeRm5QLgEeyBcwVnLh26BBq4V3Gn/5z+lkVMZ7adYcunWziy/AhZyVkANBzQkHvfv5fKdSoXiCktPo3U86m4ervi7uuuVnqXIkmwbFxJ/YKyUrNwruBc4PLo36JZMnQJ2anZlsvq9qzLg189aPkkcWT5EZYMXULKuRQMDgaCWwVzeutpywhTvd71cHR15NjKY2QkZOBRzYMnVj5BlQZV0DSN6DnRrH51NUmn8oaOa3WtRZ+f+txwM9P0y+lkJGbgFeIl031CNyEhqrxp40ZVT25zdu2C5s2hShW4cEHvaEQ5lpudi8FguOGqa1OOiQ0TNrD+3fWW94wKVSvQ6qVWtHyhJY6ujiTEJDC371ziIuMA8K7ljUc1D2LXxVqO4+7rTlp8GmhgdDLSblw72o1rh4OzA2nxaWycsJFtX24jN1Mlb65ernT9tCtN/9O0wICBpmklUhcmCZaNK6lf0KxuszDlmugysQv+TfzJTs9m/Xvr2ThhIwAV/SviVcOLszvOYso24ejmSEi7EFw8Xdg/T9VJ+db3pc/PfQi6O4iMKxlsmLCBLZ9uybedQ5WGVRi4fGCBYV7NpHFqyykOLjqITy0fmj/bXJInYbOyssDVVa0kPHcO/P31jugGEhPBy0udT06GivZfwyLKrkuHLnF+z3kCmgXgXdO7QIKTnZbN8heXE/VzFKZslYgZHAw0GdSEiBERBEYEciH6AqtfXc3RFWq7Mu+a3ji6OXL56GVLYuVcyZmslCy4+rZUr3c92r/RnoDmAVzcf5FtX24j6WQSj//5uNWfoyRYNq4kfkGXj17mq7u+Un+0Bqjepjrndp2zrAxp/XJrOk3ohNHByMX9F1ny9JJ8BeQALUe3VNs0uOXvrBkXFcfOb3dSMaAioR1DqXZPtVIflhXC2o4eVVv9ublBaqoNd0GoXFltl7Nnj2o3L4Sdy0zOJGZtDPGH42nwUAN8avvku17TNPbP28+y55eRdjHNcnnVxlXp/FFnat1fCy1XY/Onm/n7zb8tyVoFvwqWHTsARkSPwK+hn1VjlwTLxpXULyjheAJrxq3JV0PlGeJJp/GdaPR4/hdmTdOIi4zj1KZTxB+Jp0HfBoR2CLVaLELYulWroGtXaNAA9u+//e11c/fdqt38okXQu7fe0QhRatLi01T7HR83vGt641Pbp8CoWFxUHBs+2MCRP1WrCYPRQP0+9bn7+bsJ7Rhq9WlC2SqnnPKu6U3/Of1p9VIrTm89TfW21fFv6n/DPzCDwUBAeAAB4QE6RCqE/o6rdRnUrKlvHLdVs6ZKsMwBC1FOuFd2p9Fjtx619W/iz8NzHyY7LZvTW0/jU8fnhqsU7YEkWHYg6O4ggu4O0jsMIWxaTIw6rVFwRybbYs4AJcES4qac3J1uuL2aPZFN24QQZYI5wbKLESyQBEuIMk4SrKumTp1KjRo1cHV1pXnz5mzYsEHvkIQQRWDOV2QESwhhCyTBAn777TdGjx7N66+/zu7du2nXrh3dunXj5MmTt7+zEMIm2M0IljkDjIkBk0nfWIQQJUZWEQItW7akWbNmfP3115bLGjRoQJ8+fZgwYcJt72/rW+UIUdYlJYGnZ975SpX0jeeWsrNVL4ncXDhzBgJluygh9FKS79/lfgQrKyuLnTt30rVr13yXd+3alc2bN+sUlRCiKMyjV5Ur23hyBeDkBNXVVlMyTShE2VXuE6xLly6Rm5tL1apV811etWpV4uLibnifzMxMkpKS8n0JIfRjN9ODZlKHJUSZV+4TLLOi7Hs0YcIEPD09LV/BwcGlEaIQ4ibspkWDmSRYQpR55T7B8vX1xcHBocBo1YULFwqMapmNHTuWxMREy9epU6dKI1QhxE3ICJYQwtaU+wTL2dmZ5s2bs2rVqnyXr1q1itatW9/wPi4uLnh4eOT7EkLox25aNJhJgiVEmSed3IH//e9/DBo0iIiICFq1asV3333HyZMnGT58uN6hCSEKwe6mCM2BSoIlRJklCRbwyCOPEB8fz7vvvsu5c+cICwtj2bJlhISE6B2aEOI2NM2OpwjPnYP0dNW2QQhRpkgfLCuQPlhC6OfsWQgKAgcHSEsDZ2e9IyoETQNvb0hMhL17ISxM74iEKJekD5YQQtzEwYPqtFYtO0muAAwGqFdPnT90SN9YhBAlQhIsIYRdO3BAndavr28cRWZOsMwZohCiTJEESwhh18z5id0lWOaAZQRLiDJJEiwhhF0zj2A1aKBvHEUmU4RClGmSYAkh7JrdjmBdO0Uoa42EKHMkwRJC2K3kZDhzRp23uwSrdm0wGiEpCc6f1zsaIYSVSYIlhLBb5tErf3/w8tI1lKJzdYXQUHVeCt2FKHMkwRJC2C27nR40kzosIcosSbCEEHbLbls0mMlKQiHKLEmwhBB2q8yMYMkUoRBljiRYQgi7Zc5L7K5Fg5lMEQpRZkmCJYSwS9nZcOSIOm+3I1jmwGNiICND31iEEFYlCZYQwi4dPw45OeDuDtWq6R1NMVWtCh4eqg/W0aN6RyOEsCJJsIQQdmn7dnVav75qJ2WXrt30OTpa31iEEFZlry9LQohy7scf1Wn37vrGccfatlWnCxboG4cQwqokwRJC2J1jx2DtWjUANHSo3tHcoSeeUKdLlsCVK7qGIoSwHkmwhBB2Z/p0ddq1K4SE6BvLHQsPh7vugsxM+P13vaMRQliJJFhCCLuSk5M3PfjMM/rGYhUGAwwapM7/8ou+sQghrEYSLCGEXfnzT4iLgypVoGdPvaOxkscfV6fr1sHJk/rGIoSwCkmwhBB2IzMTxo1T5//zH3B21jceq6leHTp2VOdnzNAzEiGElUiCJYSwGx98APv3g58fvPqq3tFY2dNPq9OPPlJNvoQQdk0SLCGEXdizByZMUOe/+gp8fPSNx+oeewzuvRfS0lSypWl6RySEuAOSYAkh7MJLL6kC94cegn799I6mBBiN8P334OYGf/8N332nd0RCiDsgCZYQwualp6v6b4APP1QL78qkWrXUPCjAe+/JKJYQdkwSLCGEzfv3X7W5c2Ag1KmjdzQlbMQIcHGBM2fydrMWQtgdSbCEEDZvwwZ12q5dGR69MnN1hXvuUef/+UfXUIQQxScJlhDC5q1fr07bt9c3jlJjbtkgCZYQdksSLCGETcvJgS1b1Pl27fSNpdRcm2BJHZYQdkkSLCGETdu9G1JTwdsbGjbUO5pScs89qg7r3DmpwxLCTkmCJYSwaeb6qzZtVCeDckHqsISwe+Xl5UoIYaeuLXAvV6QOSwi7JgmWEMJmaRps3KjOl5sCdzOpwxLCrkmCJYSwWTExcOmSKkdq1kzvaErZPfeo3azPnVM/CCGEXZEESwhhs/buVacNGqhco1xxdc2r6t+zR99YhBBFJgmWEMJmmROsRo30jUM35idu/kEIIeyGJFg27MIFSEzUOwoh9CMJ1tUnLiNYQtgdSbBsVGYmPPQQtGgBBw/qHY0Q+oiOVqflPsGSESwh7I4kWDbq9Gk4dQoOH4aWLeGPP258ux07YMUKlZAJUZZkZsKhQ+p8WJi+sejGnGAdOQLp6frGIoReVq+GmTP1jqLIJMGyUbVqqeSpXTtISoJeveCll9RrrMkEmzfD/ffD3XdDt24QFAT/+5+6rRBlwcGDkJsLXl7q77tcCgiAypXVP/2BA3pHI0TpysmB11+Hrl3hmWdg3z69IyoSSbBsmJ+fStyfe061wZk0SS0qCgpSXa1XrgRHR6haFeLj4bPPoHNnuHw5/3E0DY4dg3nz4Kef1LYjQti6a+uvDAZ9Y9GNwSDThKJsSkmB6dPh3ntVAjV7NmRk5F0fHQ0dOsD48epNbPBgqFlTv3iLQRIsG+fsDF99paYI/f1VO5y4OKhQAYYMUVMoZ87AkiXqg+727XDffepvU9Pgr7/U63Pt2jBggLpP27Zw8qTez0yIWyv39VdmkmCJsmbJEggOhqefVo10V62CgQPVaEHPnvDkk9CkiZqq8fCAuXPhm2/AzU3vyIvEUe8AROF0765GRxctgurV1dShi0ve9T17qr/Tzp0hKkq9Jvv6qiaNoBK1xo0hNhYiI9XU4sKF0Lp1/sfZtUuNmkVEqMdwciqlJyjEdcz5RLmtvzKTlYTCnqxYoab1srMhMFA1zH3+efWGpGlqqmXMGHW+Vi019ZeZCdOmqcLjawuO+/WDTz6B0FDdns6dMGia7MFwp5KSkvD09CQxMREPDw9dYzl8GP77X1izRv3NOjrCCy/Am2+Ct7cauerVSyVhzs7w7bdqVOv0aXjvPfj++7xdOby84OOP1d+/EKWtenX1erthgxp1Lbe2boVWrdQQ9rlzekcjyjtNu/GcfXY2vPGGetO4nru7mu6LioKzZ9Vlzz4LX36Z9yk+Nxd274a//1Y1LY89pu5Twkry/VsSLCuwpQTLLD1dTReGhKiva6Wmquns339X31epAhcv5l1/771qesZ82YwZ6vbXO3pUjZp16VLwMYS4E1euqA8EAAkJKtkvt5KT1TQJqH9KX1994xHlT0aGqpGaM0e96DdrBuPGQY8eYDTCiRMqIdq6Vd3+ueegd29V0/Ldd2pqxMzZGSZMUCMBNlBcKQmWjbPFBOt2TCZ45x149131vdGoem599JHaVDc3V43ifv65uu6HH2DQIPXh5ccf1eXmBR3e3mqKvHNnvZ6NKGs2bVKjVsHBUi8IqOLemBhYu1Z9AhKitFy5opaqm5Ona/n7Q9Om6rorV8DTUxWu9+uXdxtNU3Un+/dDeDg0b66KiG1ESb5/S5F7OWU0qgTrwAH1ZpaUBFu2qOQKwMFBrVp86imVjA0ZovaDCw/PWy3r6AjVqqkRhgceUMX4N2Iy5U07ClEY//yjTsvdBs8307SpOt2yRdcwRBljMsHEiaqgvHdveP99VWdidumSWjW1dav6JP3++2pq5LXXoFIlteJqxQqVXLVsqQp8r02uQI1SdekCo0apNxgbSq5KmoxgWYE9jmAVVm4u/N//wZQpeT22vLzgrbdU0uXmpqbSf/lFXffJJ6pfF6gWJh99BB9+qKbgIyLU4pBHHtHjmQh7cvfdqg/c99+rhUbl3jffwIgRalXKpk16RyPKgsREVfuxeHH+y41GePRR9aI9b566nZ+fWunXuHHe7dLSVE3V7t3qjeCJJ+xyVZRMEdq4spxgmSUnq0a6yckwdKhqCWGmaSoJe+899f3//qdW286frz7sXG/mTLUiV4gbOX1aTQ0aDKqmu2pVvSOyASdPqkJHo1FtUnrtP6AQ19M0NSW3Zo36hxo8WDVRNDtxQk37HTyoaqI++EBNSaxcCcuX5z9WnTqqrUL9+qX6FEqLJFg2rjwkWLejafD223k1XWZeXjB5MtSrp1bhTpum/p9Xr1ZtIK61ZQtMnao+LH3wAbi6llb0wpZMnQojR8pgTQGNG6veFbNmweOP6x2NsFUpKXl9e8yMRlXb0bu3mpZ4+mk4f151rV6wQBXgmu3eraYsHB3V31n79ur+ZVRJvn9LHyxhFQaDSrACA1UbEx8fVZ/13HN525zcfbeq1/r9d/V//s038PDDqm73zTfzl5ds2KBuFxysy9MROjLPWPTpo2sYtqd7d5Vg/fmnJFjl2aVLauuOunULrsLLyFD/OP/8oxoltm+vPtH++afqyfPtt3m3bdwYli0ruA9VeLha1STumIxgWYGMYBVeWppabWhOpmrXVu0eQL0O9O+vaiYvX1YjWevXq9EvUT4kJqq2IdnZapeCunX1jsiGbNyohn19fNQ0oYOD3hGJ0vbXX6odQkKC+ud4+GFVmxcUpP4mhg5Vn3ArVlTTg+aRqfXrVYPPEyfU7dq3V8mWvF/JFKGtkwSraDIz1fZSEyaoN1InJxg+XLVVMW8H1KePalxdu7ZawGIuOTl/XhXRHzqkLmvaVBXcu7vr+YzEndq6VdXQ7tsHv/2myj1kb+Pr5OSoTx0JCSrZatNG74hEadE09aL55psFl2Q7O6t+VCtXqulBFxdVRyXtPApFEiwbJwlW8ezfr6aDBgxQOyZc6/x5teo3NhY6dlSvLZcuqRWLcXH5bztwoFrFaAM960QRHT8Or76qFkRca9w4VYcnrvP44/Drr1CjhhoK7tVLTR3KH799S05WnygPHlSfHHv1yl/39MYbef8Qzz6r2iWsWgVff62SbbOICFX0ev0eaOKmJMGycZJglYy9e9XrREpK/ssbNlSrFs+dU6NZOTmqZ9d//1vwGOfOqV0X2rSR9yBbk5ioFihdvKjeS/r1UwvlqlZV7yHyr3QDf/2lEqrc3LzLGjVSw8Hdu+sXlyi+7dvh/vvVyKSZeQqvWjXVYPC119TlX3yh9j671vr1aml2ly6qxkJe6IpEEiwbJwlWyfnnH/Xh7cwZ9SGvXz+VTJl71U2ZAi++qMpRFixQH/wAsrLU7d57T9V9PfKI2rFBfj22Y84cVU5SvboqGzHvaSxu4/x5VcT4zz+qGDk5Wf0D7NsnBYv25uRJNVQfF6c+WYSFqd9tWlrB2374oRruFVYlndxFudWxoxoBj4lRU4Tffpu/EfDzz6sWL7m58NBDKuGaMUO9To0dm/c69dtvanHMwYN6PAtxI0uXqtNHH5XkqkiqVlVFip9/rubQ27RR/wDmzUWF7dizR21Y/NhjsHNn/uuuXFG1U3Fx6h/gyBHVvyY6Wo1omTk7q/43klzZHRnBsgIZwdJXdrZqBzFtWv7L/fxUZ/natdXrW2ysml7cvl01Hhb6ubZee8MGte+gKKZp01SPo4iIG3f2Ffr44QfV0C0jI++yTp1UolS5sio+PXZMJczbtqmh3GslJ6teVC4uZboPld5kBEuIW3ByUtN/48er7/384OOPVfuHQYOgVSv1+uXvr2ZRXn45776apgYCwsPV65y7u9rMWpSszZtVcuXjo34/4g6YC6J37JCdsW3FxImqZUJGhtqo9Ykn1DTumjXQtava8PjYMVV0uGJFweQK1F5/bm6SXNkx+c2JMsFgUFOCp06pkaqXX1avT2Z+fvDTT+r8V1/ltYR54glVHB8ZqdrDpKerlhG7dunxLMoP8/Tggw9KO6c75ueX17Jh0SJdQykXUlLUi8g776juytdvwL16dV5R+ltvqSafv/yiEqoXX8zrKdO7t+qabt7IW5Q5MkVoBTJFaD9eekkVv1/L0VFtSt2pk3o9XLIEatZUSZanZ8FjXLmiLpfFOsVXv77qZfbbb2qmRNyhzz5Tm4B27Ah//613NGVXbq4akVq9Ou8ygwFef12txtm7V10fHw9PPaWmb69/oYiPV3/8rVrJi4gNkFWENk4SLPuRlaVG7xcuVAmUt7fqwWTuyZeQoKYLY2PVzMuCBXkjLBkZqqTihx9UDerXX6t2RKJojhxRTagdHdXChRslsaKITpxQf4xGo1pl6Ourd0Rl09ixajWfu7uqPzh3Tn0iA/UHnZOjzjdvrlbnyIaqNk9qsISwEmdn9WFzxw715h4Tk7/hsbc3zJ2r6kqXLIHRo1Wd1uHDapcS8xZdf/2lCubN046i8JYtU6ft20tyZTWhoWqqyWRSPS9E8fz1l1qOvGBBwevmz1fJFcD06Woz1cWLVePXSpVUclWhgvr0tWCBJFdCEixRfvn43LgvVosWqmQC4MsvoVkz1V5oxw61+Oenn9RMTHq6aoh5+HCphm33VqxQpw8+qG8cZU7PnurU/AMWhZeSooovH3hA1bH166ea55m3jfjjD7VlBKip2Ecfzbvvo4/C6dNq2i8x8eZF66LckQRLiBt4+OG8Wq3ISFUq8eCDKsl68klYu1a9Fmdlqdfl6yfak5JUc+VHH1UfdoWSnq76Y4L6+QkrMvdOWrUqf6d3cWsmk+pH9e236vtu3VRdwNy5KlHq1UslXFlZ6oXho48KHsPDQ817y4oNcQ1JsIS4if/+V73mvvuu2jPvzz/VTAyohGvqVLWK+u+/80a8QNW1+vurEo3fflMtitau1eUp2Jz161UtW7VqcNddekdTxrRsqeZcL18u2NSyPLtyRdVDJSbe+PrJk2HdOqhYUf2jLlsG//6ritCzs9WSV3NyNWuWqrUSohDkL0WIW3j22ZtfV6OGWnU4dqwqfj91Sr0Ov/uuur5ePdVba/16NbsQGam+L8/Ms1cPPCALqKzO0VFtAP377+oH3aKF3hHpLzVVFU9GR6s/uIYNVcM883TqoUNqZ3GATz/NK8hs3lw1a4uKUo3x3NzUP7aTkz7PQ9glux3B+uCDD2jdujXu7u54eXnd8DYnT56kZ8+eVKhQAV9fX1588UWysrLy3Wbv3r106NABNzc3goKCePfdd5GFlaKwXnpJvX6npKhV2ubk6o034MABWL5cvabHxakRLZMp//01TZV3bNlScJrR3sXFqcGDa12bYIkSYJ4m/OsvfeOwBZqm5u+jo1XyqWnqfO/eaprv99+hb181pNqlixpqvl6TJqoT8YQJklyJIrPbBCsrK4uHH36YESNG3PD63NxcunfvTmpqKhs3bmTOnDn8/vvvvPTSS5bbJCUl0aVLFwIDA9m+fTtTpkzhk08+YdL1jZKEuAknJzVFOGuW2pLHwUEVxr/3nvrA7O6uSjnc3FRpzBdf5L//G2+oD9OtW6v2EPPm6fM8rOnMGfVeVa2aSi7PnlWXnzih9oJ0cFA9x0QJMCdYW7eqniNmOTmQmalPTCUpO1v1lbqR779XhZDmDurnz8OIESrReu016N8f9u9Xq11u1K9KiDul2bkff/xR8/T0LHD5smXLNKPRqJ05c8Zy2a+//qq5uLhoiYmJmqZp2tSpUzVPT08tIyPDcpsJEyZogYGBmslkKnQMiYmJGmA5riifcnI07fLlG1/39deaBprm4qJpe/eqy95/X11mvtx8fv360ovZ2vbs0bQKFfKeC2haq1aalpmpaR98oL5v00bvKMu4Bg3UD3rePPV9YqKmNW+u/sgGDtS0TZv0jc8aMjI07auvNC0oSNMcHTVt+vT81+/cqWnOzurn8NFH+a/78kt1Hz8/TXv9dU07fbr04hY2pyTfv8tsgvXmm29qjRs3znfZ5cuXNUBbu3atpmmaNmjQIK1Xr175brNr1y4N0I4fP17oGCTBErdjMmlat27q9b5GDU276668BOSTTzQtPl7TBgxQ3999t6bl5t74OCtX5r1v2qKhQ9VzaNpU0377TdO8vP6/vXuPiuI8/wD+XVAuKiJggCiI10oULyjaIghWE4y3aIxpq9Vw0J7EcyARyYUYPL8YrUq9pLFVaNFEj1olTQW1TRO1nkaNSaqYRRCM1mjFxqrRcFk1QXGf3x9vdpd1V7PC7EX8fs7ZE3fmZeZ9nwwzD++884763qWLpb3Llrm7li3c3Lkq0LGxIqdPizz+uHXGC4hs3+7uWjbd1asiMTG2bTIlUt98o37JAJEJE+z/Ml25orJ+euA58/p9394i/CEXLlxA2G0jioOCguDj44ML389tYq+M6bupjD319fWoq6uz+hDdjU6npmsICVGTm1ZWqkm3lyxR47iCg9Xtw3btgMOH1dyFjV27pt4dm5KiHmYyPVHuSb791nKL86231CtwtmxRba+qUpO8vvKKmryVnOjZZ9WMuXq9mjrgww/VPerNm4Fx41SZt95yaxXvymAArl+/8/olS9RYqo4d1f1409vbs7PVPemUFPVL1rWrmrTO3suSg4PVAUnkRB6VYC1YsAA6ne6un5KSEoe3p7NzT11ErJbfXka+H2ls72dNli5disDAQPMnMjLS4TrRg+vhh9WA9qwslYh8/bV6AtEkLMzyfd48yzWmqgqIi7PMIg8Azz+vnjz3JDt3qvm/oqLUwH9ATSm0ebN6yrKyUo0t5lhhJ4uOVtM0DBqkxl7pdCrT/eUv1fuddDo1Gdnp0+6uqa1Tp4AePdQvy5tvqsdyb1+/YoX699q16sBatkw9Adi6tTrISkpU8vSXv6hEk8hNPCrBysjIwPHjx+/6iYmJcWhb4eHhNr1Q1dXVuHnzprmXyl6ZS5cuAYBNz1Zj8+bNQ21trflz7ty5e2kmPcB+8hN1LZgyRf0Rfbu5c4HISDXlw09/qsYqjxihBod36qSm6Xn6aTW2d8oUywDyxurq1JxdxcXA7t3aPZ14/rzqbTt0yP5601xg06dbdxpMm6Y6Gnr00KYe5IBu3YCDB1VGW1wMTJqklkdGqifmAGDDBnfVzr6rV9Vrar7+Wh3EL76onuI7dcpSJjNTJV2jR6unAU2ysoBLl9TTJmlp6smSwYNd3gQiK5rfdHSxHxrkfv78efOywsJCm0HuHTp0kPpG9+Jzc3M5yJ3cav9+kaAg6+ElPXqInDun1l+9KtKvn1o+bZr1z166pMb9Nv7Z3/3uzvs6c0Zk5UqRy5fvXqf//lekVy+1veBg23HBFy+KeHur9V98cc9NJlcqLFT/oyIj1ZMZt/vf/0QKCkRqarTbp9GotldZKVJdbX/9z3+u6hUeLrJqlRqEDog8/LDIZ59ZBvi1bs2DjDTDQe52nD17VvR6vbzxxhvSrl070ev1otfrxWAwiIhIQ0ODxMTEyKhRo+Tzzz+Xf/zjHxIRESEZGRnmbdTU1EhYWJhMnTpVysvLpaioSNq3by8rVqy4p7owwSKtnTol0revup707GlJrkxKSkR0OrXe9FCY0ajG9ALq2tS/v/p3SIj9a1pdnUrcTAPvjx61X5evvrIkV6bPyJHWY4d/+1vLAH3ycN9+a8ngd++2Xnf9umUAeXS0OhDv5uZNkfffv3uGXlYmEhZmOXg6d1ZJXGPr1ql1rVqJHDigll24YDuYXadTfxEQaYQJlh2pqakCwObzz3/+01zm7NmzMm7cOPH395fg4GDJyMiwmpJBRKSsrEyGDx8uvr6+Eh4eLgsWLLin3isRJljkHHV1Ips3q14pe0x/0MfFqWQnL0999/FRydLNm5Yn9l991fbnU1Otr11t2ojs2mVbbvx4tb5rV3U9btNGfc/NVetraizXzzVrNGs+OVN6uvofNn689fKMDOuDIjhY5NNP7W/DYBAZN06V+9GP7twzlZxs2V6rVuq/I0aoA1REJVKmx01vf8T08mWRQYMsfwXs29fclhNZYYLl4ZhgkTtcuCASEKCuPab/AtZ/4O/cqZb5+YlUVVmWb92qlnt5iezYIfLoo+p7RITqxDDR6y3lKivVMlNng5eXSFGRSGam5RrLJ9/vE8ePW+7pfj9tjflgAUQ2bFDdkYBI7962txIvXlSZfeNk7PHHbcsVFVkOwC+/VLf22rVTy15+WR0wU6dappUwJV2NGQzqIP3+7gSRlphgeTgmWOQuK1daX+NmzLC+dWc0iiQlqXWjR4vcuKF6t0zXuP/7P1Xu229VcgWILF9u+XnT3Fy/+IX1Nn/1K8sEqabrtL3eL/Jgpl6sgQNV16TpoMjKUutraiy3Erdutfyc0WiZWyskRI3X8vdX3196yVLuu+8s96BzcizLTWPATAeQKVsvKXFNu4kaYYLl4ZhgkbsYjSKffKJmh7961X4Zvd5y/ZsyRY1tNo2jatxh8M47anlQkLrb88UXlnFeZWXW27x5U+SJJyzXycmTndVCcpqvvxYJDLTO0EeNUomRycKFanmfPpbM/W9/sww2P3ZMLWucNG3cqA7Ml1+2DFq/vfcpN1clZ6afMSV1RC7GBMvDMcEiT/f++5bhL6a7Pre/1qehwTKwPjlZZMAA9e/bXnZgdv26yGOPqYe8/vMfZ7eAnGLFCstB8dRT1smViMq0TUnYn/+sbumZnnh45RXrsjk5ll4pU9cnILJpk/19G40iJ0+q3jN7TzMSuYAzr986Ea1myXlw1dXVITAwELW1tWjfvr27q0Nk15/+pOaoCglR82v17GlbZudO6+mFdDpVduhQ+9s0nT34ntz7VH29mkMqNFS9edzb27bMggXAG2+o1wz06qVmiA8LA06eBBqf74xGYPJkYMcOy7LVq9VkoEQeypnXbyZYGmCCRfeLykr1hpHQUPvrRYB169REp6GhwMCBQGKiS6tInqa6Wk3NX1FhWfbOO2pCz9sZDEBysnqVzfr1avZ4Ig/GBMvDMcEiohatoQE4ehQ4cEC9hmb2bPvv+DOVNRj4mhq6Lzjz+t1K060REVHL06qVevWMI6+fadWKyRURPOxdhEREREQtARMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSWCt3V6AlEBEAQF1dnZtrQkRERI4yXbdN13EtMcHSgMFgAABERka6uSZERER0rwwGAwIDAzXdpk6ckbY9YIxGI86fP4+AgADodDp3VweAysojIyNx7tw5tG/f3t3V8XiMl+MYK8cxVo5jrBzHWDnuh2IlIjAYDOjUqRO8vLQdNcUeLA14eXkhIiLC3dWwq3379vwFvAeMl+MYK8cxVo5jrBzHWDnubrHSuufKhIPciYiIiDTGBIuIiIhIY0ywWihfX1+8/vrr8PX1dXdV7guMl+MYK8cxVo5jrBzHWDnOnbHiIHciIiIijbEHi4iIiEhjTLCIiIiINMYEi4iIiEhjTLCIiIiINMYEywPl5+ejf//+5onR4uPj8cEHH5jXFxUVYfTo0ejYsSN0Oh1KS0t/cJtFRUWIi4tDhw4d0LZtWwwcOBCbNm2yKffVV19h+vTpCAkJQZs2bTBw4EAcOXJEy+Zpyl2xamhowPz589GtWzf4+/uje/fuWLhwIYxGo9ZN1IwzYtVYYWEhdDodJk2aZLMuLy8P3bp1g5+fHwYPHowDBw40szXO5a5YLV26FEOGDEFAQABCQ0MxadIknDhxQoMWOY87jyuTpUuXQqfTITMzs2mNcBF3xorndmt3ipWW53YmWB4oIiICubm5KCkpQUlJCUaOHImJEyeioqICAHDt2jUkJCQgNzfX4W0GBwcjJycHn376KcrKypCWloa0tDTs2rXLXKa6uhoJCQlo3bo1PvjgA1RWVmLlypXo0KGD1k3UjLti9Zvf/AZ/+MMfsHr1ahw/fhzLli3D8uXL8fvf/17zNmrFGbEyOXv2LF566SUMHz7cZt27776LzMxM5OTkQK/XY/jw4RgzZgyqqqqa3SZncVes9u3bh/T0dHz22WfYs2cPGhoakJKSgmvXrjW7Tc7irliZHD58GAUFBejfv3+T2+Aq7ooVz+3W7hYrTc/tQveFoKAgWbdundWyM2fOCADR6/VN2mZsbKzMnz/f/D07O1sSExObU02P4IpYjRs3TmbOnGlVZvLkyTJ9+vQmbd9dtIhVQ0ODJCQkyLp16yQ1NVUmTpxotX7o0KEye/Zsq2XR0dHy6quvNqfqLueKWN3u0qVLAkD27dvXxFq7h6tiZTAYpFevXrJnzx5JTk6WOXPmNL/yLuaKWPHcbvFDsdLy3M4eLA9369YtFBYW4tq1a4iPj9dkmyKCvXv34sSJE0hKSjIv37lzJ+Li4vD0008jNDQUsbGxWLt2rSb7dAVXxioxMRF79+7FyZMnAQBHjx7Fxx9/jLFjx2qyX2fTMlYLFy7EQw89hFmzZtmsu3HjBo4cOYKUlBSr5SkpKfjkk0+atV9XcVWs7KmtrQWgelXvB66OVXp6OsaNG4dHH320WftyB1fGiud2ix+KlZbndr7s2UOVl5cjPj4e3333Hdq1a4fi4mL06dOnWdusra1F586dUV9fD29vb+Tl5eGxxx4zrz99+jTy8/ORlZWF1157DYcOHcILL7wAX19fPPPMM81tktO4I1bZ2dmora1FdHQ0vL29cevWLSxevBhTp05tbnOcSutYHTx4EG+//fYdxz9cvnwZt27dQlhYmNXysLAwXLhwocn7dQVXx+p2IoKsrCwkJiYiJiamyft1BXfEqrCwEJ9//jkOHz7c5P24gztixXO74kistDy3M8HyUL1790ZpaSlqamqwbds2pKamYt++fc06uAICAlBaWoqrV69i7969yMrKQvfu3TFixAgAgNFoRFxcHJYsWQIAiI2NRUVFBfLz8z36l9AdsXr33XexefNmbNmyBX379kVpaSkyMzPRqVMnpKamatQy7WkZK4PBgOnTp2Pt2rXo2LHjXcvqdDqr7yJis8zTuCtWJhkZGSgrK8PHH398z/tzNVfH6ty5c5gzZw52794NPz+/5lbfpdxxXPHc7nisND233/NNRXKLUaNGybPPPmu1rLnjimbNmiUpKSnm7126dJFZs2ZZlcnLy5NOnTo1afvu4opYRUREyOrVq63KLFq0SHr37t2k7btLc2Kl1+sFgHh7e5s/Op1OdDqdeHt7y6lTp6S+vl68vb2lqKjI6mdfeOEFSUpK0ro5TuXsWDWWkZEhERERcvr0aa2b4RLOjlVxcbFNGQDmMg0NDU5snbZccVzx3O54rLQ8t7MH6z4hIqivr3fqNhMSEmweCT958iSioqI03a+zuSJW169fh5eX9RBGb29vj56mwZ7mxCo6Ohrl5eVWy+bPnw+DwYBVq1YhMjISPj4+GDx4MPbs2YMnn3zSXG7Pnj2YOHFis+ruas6OlWkfzz//PIqLi/HRRx+hW7duza63Ozg7VqGhoTZl0tLSEB0djezsbHh7eze57q7miuOK53bHY6XluZ0Jlgd67bXXMGbMGERGRsJgMKCwsBAfffQRPvzwQwDAN998g6qqKpw/fx4AzL844eHhCA8PBwA888wz6Ny5M5YuXQpAzRMTFxeHHj164MaNG/j73/+OjRs3Ij8/37zfuXPnYtiwYViyZAl+9rOf4dChQygoKEBBQYErm39P3BWrCRMmYPHixejSpQv69u0LvV6PN998EzNnznRl8++J1rHy8/OzGRtkeuy78fKsrCzMmDEDcXFxiI+PR0FBAaqqqjB79mxnN7nJ3BWr9PR0bNmyBTt27EBAQIB5nFpgYCD8/f2d2uamckesfHx8bMq0bdsWISEhHj1ezV3HFc/tjsdK03P7Pfd5kdPNnDlToqKixMfHRx566CEZNWqU7N6927x+/fr1AsDm8/rrr5vLJCcnS2pqqvl7Tk6O9OzZU/z8/CQoKEji4+OlsLDQZt9//etfJSYmRnx9fSU6OloKCgqc2dRmc1es6urqZM6cOdKlSxfx8/OT7t27S05OjtTX1zu7yU3mjFjd7k6P069Zs8a870GDBnn8tAPuipW9bQKQ9evXa9tADbnzuGrsfpimwZ2x4rndlr1YaXlu14mI3HtaRkRERER3wnmwiIiIiDTGBIuIiIhIY0ywiIiIiDTGBIuIiIhIY0ywiIiIiDTGBIuIiIhIY0ywiIiIiDTGBIuIiIhIY0ywiIiIiDTGBIuIWryMjAwkJibaXde1a1csXrzYxTUiopaOL3smohatsrIS+fn52L9/v931jzzyCEpLS11bKSJq8diDRUQt2vLlyzFkyBAkJCTYXR8cHIyLFy8CALZv347MzEwX1o6IWiomWETUYjU0NGDbtm146qmnzMuee+45vP322+bvBoMBbdu2BQCUlZWhf//+TqnLrVu3nLJdIvJMTLCIqMX68ssvYTAY0K9fPwCA0WjEe++9h3bt2pnLlJWV4ZFHHjH/25Rgbdq0CT/+8Y/Rr18/PPHEE7hx4wYA4I9//CMGDRqEmJgYTJs2DQBw4sQJjB07FoMHD8aIESNw+fJlAMCYMWPwyiuvICkpCRs3bnRZu4nI/ZhgEVGLVVNTAwDmhGrXrl2orq6Gj48PAODQoUM4e/YsJk2aBACoqKhA3759AQBjx47Fv/71L5SXl6Njx444cOAAqqurUVBQgMOHD+PYsWPIy8tDfX090tPTUVBQgCNHjmDKlClYt24dAODYsWPo3Lkz9u/fj7S0NNc2nojcigkWEbVYUVFR0Ol02Lp1K/R6PV588UWMHTsWO3bsgF6vx3PPPYeRI0ciKSkJ169fh5eXF/z9/SEiKCgowJAhQzBgwAAUFxfDz88PrVq1wpUrV5CdnY2Kigp06NAB27dvR2VlJcaPH4+BAwdizZo1aN26NWpra6HT6TBnzhx3h4GI3IBPERJRixUeHo7FixcjNzcX27Ztw69//WsMHToUEydOxHvvvYcJEyYgLy8PgOptMvVebdiwAadOncL+/fvh7++PqKgo9OnTBwEBASgvL8f27dsxZcoULF++HOXl5Vi5ciWmTp1qte+DBw9i2LBhLm8zEXkGJlhE1KLNmzcP8+bNs1p25swZm3KNx19VVFRg2LBh8Pf3x6pVq2A0GhEUFIR///vf6NWrF2bMmIEDBw6gvr4e4eHh2LVrlznBKi8vR79+/XDs2DHz2C8ievDwFiEREVRiZEqwZsyYgUWLFiE5ORlXrlwxJ0qLFi1C7969ERsbCz8/Pzz55JNIS0tDTU0NoqOjMWDAAGzZsgWAStKYYBE9uHQiIu6uBBEREVFLwh4sIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLSGBMsIiIiIo0xwSIiIiLS2P8DeTnC76wX4VwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_red[0:len(alpha_red)], \"-\", c=\"r\", label=\"$alpha (red)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha[0:len(alpha_red)], marker=\"x\",c=\"b\", label=\"$alpha (red)$\")\n",
    "\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_blue[0:len(alpha_blue)], \"-\", c=\"b\", label=\"$alpha (blue)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha[0:len(alpha_blue)], marker=\"x\",c=\"r\", label=\"$alpha (blue)$\")\n",
    "\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_red[0:len(alpha_red)] + alpha_blue[0:len(alpha_blue)], \"-\", c=\"purple\", label=\"$alpha (red + blue)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha[0:len(alpha_red)] + alpha_blue[0:len(alpha_blue)], marker=\"x\",c=\"k\", label=\"$alpha (red + blue)$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "8fa8a6d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Low velocities\n",
    "\n",
    "frequency_window_201pt = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_red_0 = np.loadtxt('alpha_red_0.txt')\n",
    "alpha_blue_0 = np.loadtxt('alpha_blue_0.txt')\n",
    "alpha_0 = np.loadtxt('alpha_0.txt') # From PART II Section I\n",
    "\n",
    "alpha_blue_1em5 = np.loadtxt('alpha_blue_1em5.txt')\n",
    "alpha_red_1em5 = np.loadtxt('alpha_red_1em5.txt')\n",
    "\n",
    "alpha_blue_1em4 = np.loadtxt('alpha_blue_1em4.txt')\n",
    "alpha_red_1em4 = np.loadtxt('alpha_red_1em4.txt')\n",
    "\n",
    "alpha_blue_1em3 = np.loadtxt('alpha_blue_1em3.txt')\n",
    "alpha_red_1em3 = np.loadtxt('alpha_red_1em3.txt')\n",
    "\n",
    "alpha_blue_1em2 = np.loadtxt('alpha_blue_1em2.txt')\n",
    "alpha_red_1em2 = np.loadtxt('alpha_red_1em2.txt')\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_0[0:len(alpha_blue_0)], \":\", c=\"b\", label=\"$v=0$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_0[0:len(alpha_0)], \"-\", c=\"purple\", label=\"$v=0$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_0[0:len(alpha_blue_0)] + alpha_red_0[0:len(alpha_red_0)], \":\", c=\"k\", label=\"$v=0, a_b + a_r$\")\n",
    "\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_1em5[0:len(alpha_blue_1em5)], \"--\", c=\"green\", label=\"$v=1e-5$\")\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_1em5[0:len(alpha_red_1em5)], \":\", c=\"green\", label=\"$v=1e-5$\")\n",
    "\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_1em4[0:len(alpha_blue_1em4)], \"--\", c=\"cyan\", label=\"$v=1e-4$\")\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_1em4[0:len(alpha_red_1em4)], \":\", c=\"cyan\", label=\"$v=1e-4$\")\n",
    "\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_1em3[0:len(alpha_blue_1em3)], \"--\", c=\"yellow\", label=\"$v=1e-3$\")\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_1em3[0:len(alpha_red_1em3)], \":\", c=\"yellow\", label=\"$v=1e-3$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_1em2[0:len(alpha_blue_1em2)], \"--\", c=\"red\", label=\"$v=1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_1em2[0:len(alpha_red_1em2)], \":\", c=\"red\", label=\"$v=1e-2$\")\n",
    "\n",
    "\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "99c89f59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# High velocities\n",
    "\n",
    "frequency_window_201pt = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_red_0 = np.loadtxt('alpha_red_0.txt')\n",
    "alpha_blue_0 = np.loadtxt('alpha_blue_0.txt')\n",
    "alpha_0 = np.loadtxt('alpha_0.txt') # From PART II Section I\n",
    "\n",
    "alpha_blue_6x1em2 = np.loadtxt('alpha_blue_6x1em2.txt')\n",
    "alpha_blue_m6x1em2 = np.loadtxt('alpha_blue_m6x1em2.txt')\n",
    "\n",
    "alpha_blue_7x1em2 = np.loadtxt('alpha_blue_7x1em2.txt')\n",
    "alpha_blue_m7x1em2 = np.loadtxt('alpha_blue_m7x1em2.txt')\n",
    "\n",
    "alpha_blue_8x1em2 = np.loadtxt('alpha_blue_8x1em2.txt')\n",
    "alpha_blue_m8x1em2 = np.loadtxt('alpha_blue_m8x1em2.txt')\n",
    "\n",
    "alpha_blue_9x1em2 = np.loadtxt('alpha_blue_9x1em2.txt')\n",
    "alpha_blue_m9x1em2 = np.loadtxt('alpha_blue_m9x1em2.txt')\n",
    "\n",
    "alpha_blue_1em1 = np.loadtxt('alpha_blue_1em1.txt')\n",
    "alpha_blue_m1em1 = np.loadtxt('alpha_blue_m1em1.txt')\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_0[0:len(alpha_blue_0)], \":\", c=\"b\", label=\"$v=0$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_0[0:len(alpha_0)], \"-\", c=\"purple\", label=\"$v=0$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_0[0:len(alpha_blue_0)] + alpha_red_0[0:len(alpha_red_0)], \":\", c=\"k\", label=\"$v=0, a_b + a_r$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_6x1em2[0:len(alpha_blue_6x1em2)], \"--\", c=\"green\", label=\"$v=6x1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_m6x1em2[0:len(alpha_blue_m6x1em2)], \":\", c=\"green\", label=\"$v=-6x1e-2$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_7x1em2[0:len(alpha_blue_7x1em2)], \"--\", c=\"cyan\", label=\"$v=7x1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_m7x1em2[0:len(alpha_blue_m7x1em2)], \":\", c=\"cyan\", label=\"$v=-7x1e-2$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_8x1em2[0:len(alpha_blue_8x1em2)], \"--\", c=\"yellow\", label=\"$v=8x1e-1$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_m8x1em2[0:len(alpha_blue_m8x1em2)], \":\", c=\"yellow\", label=\"$v=-8x1e-1$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_9x1em2[0:len(alpha_blue_9x1em2)], \"--\", c=\"red\", label=\"$v=9x1e-1$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_m9x1em2[0:len(alpha_blue_m9x1em2)], \":\", c=\"red\", label=\"$v=-9x1e-1$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_1em1[0:len(alpha_blue_1em1)], \"--\", c=\"chocolate\", label=\"$v=1e-1$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_m1em1[0:len(alpha_blue_m1em1)], \":\", c=\"chocolate\", label=\"$v=-1e-1$\")\n",
    "\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "afaeaeb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window_201pt = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_red_0 = np.loadtxt('alpha_red_0.txt')\n",
    "alpha_blue_0 = np.loadtxt('alpha_blue_0.txt')\n",
    "alpha_0 = np.loadtxt('alpha_0.txt') # From PART II Section I\n",
    "\n",
    "alpha_blue_6x1em2 = np.loadtxt('alpha_blue_6x1em2.txt')\n",
    "alpha_blue_m6x1em2 = np.loadtxt('alpha_blue_m6x1em2.txt')\n",
    "alpha_red_6x1em2 = np.loadtxt('alpha_red_6x1em2.txt')\n",
    "alpha_red_m6x1em2 = np.loadtxt('alpha_red_m6x1em2.txt')\n",
    "\n",
    "alpha_blue_7x1em2 = np.loadtxt('alpha_blue_7x1em2.txt')\n",
    "alpha_blue_m7x1em2 = np.loadtxt('alpha_blue_m7x1em2.txt')\n",
    "alpha_red_7x1em2 = np.loadtxt('alpha_red_7x1em2.txt')\n",
    "alpha_red_m7x1em2 = np.loadtxt('alpha_red_m7x1em2.txt')\n",
    "\n",
    "alpha_blue_8x1em2 = np.loadtxt('alpha_blue_8x1em2.txt')\n",
    "alpha_blue_m8x1em2 = np.loadtxt('alpha_blue_m8x1em2.txt')\n",
    "alpha_red_8x1em2 = np.loadtxt('alpha_red_8x1em2.txt')\n",
    "alpha_red_m8x1em2 = np.loadtxt('alpha_red_m8x1em2.txt')\n",
    "\n",
    "alpha_blue_9x1em2 = np.loadtxt('alpha_blue_9x1em2.txt')\n",
    "alpha_blue_m9x1em2 = np.loadtxt('alpha_blue_m9x1em2.txt')\n",
    "alpha_red_9x1em2 = np.loadtxt('alpha_red_9x1em2.txt')\n",
    "alpha_red_m9x1em2 = np.loadtxt('alpha_red_m9x1em2.txt')\n",
    "\n",
    "alpha_blue_1em1 = np.loadtxt('alpha_blue_1em1.txt')\n",
    "alpha_blue_m1em1 = np.loadtxt('alpha_blue_m1em1.txt')\n",
    "alpha_red_1em1 = np.loadtxt('alpha_red_1em1.txt')\n",
    "alpha_red_m1em1 = np.loadtxt('alpha_red_m1em1.txt')\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_0[0:len(alpha_red_0)], \"-\", c=\"k\", label=\"$v=0$\")\n",
    "#plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_0[0:len(alpha_blue_0)], \"-\", c=\"b\", label=\"$v=0$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_0[0:len(alpha_0)], \"-\", c=\"purple\", label=\"$v=0$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], (alpha_blue_0[0:len(alpha_blue_0)] + alpha_red_0[0:len(alpha_red_0)]), \":\", c=\"k\", label=\"$v=0, a_b + a_r$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_6x1em2[0:len(alpha_red_6x1em2)], \":\", c=\"r\", label=\"$v=6x1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_6x1em2[0:len(alpha_blue_6x1em2)], \":\", c=\"b\", label=\"$v=6x1e-2$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_7x1em2[0:len(alpha_red_7x1em2)], \"-.\", c=\"r\", label=\"$v=7x1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_7x1em2[0:len(alpha_blue_7x1em2)], \"-.\", c=\"b\", label=\"$v=7x1e-2$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_8x1em2[0:len(alpha_red_8x1em2)], \"--\", c=\"r\", label=\"$v=8x1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_8x1em2[0:len(alpha_blue_8x1em2)], \"--\", c=\"b\", label=\"$v=8x1e-2$\")\n",
    "\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_red_9x1em2[0:len(alpha_red_9x1em2)], \"-\", c=\"r\", label=\"$v=9x1e-2$\")\n",
    "plt.plot(frequency_window_201pt[0:len(frequency_window_201pt)], alpha_blue_9x1em2[0:len(alpha_blue_9x1em2)], \"-\", c=\"b\", label=\"$v=9x1e-2$\")\n",
    "\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da683ab5",
   "metadata": {},
   "source": [
    "## Section 3: Absorption from spontaneous emission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "e7101323",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip, Options"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed2ea880",
   "metadata": {},
   "source": [
    "### Populations and coherences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "2b4295cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "########### Input values ###########\n",
    "\n",
    "# Constants\n",
    "c = 137              #Speed of light\n",
    "h = 2*np.pi          #Planck constant\n",
    "epsilon_0 = 1/(4*np.pi)\n",
    "\n",
    "# Quantum system, \"0\" subscript means \"at resonance\"\n",
    "f_0 = 5\n",
    "lambda_0 = c/f_0\n",
    "omega_0 = 2*np.pi*f_0\n",
    "D12 = 1\n",
    "X12 = np.sqrt((D12**2)/3)\n",
    "A21 = (4*(1/c))/(3*c**2) * omega_0**3 * D12**2\n",
    "Gamma = A21\n",
    "\n",
    "# Laser\n",
    "I_sat = (np.pi*h*c*A21)/(3*(lambda_0**3))\n",
    "I = 0.5\n",
    "#I = 0.1*48.01*0.5*I_sat\n",
    "E = np.sqrt(4*np.pi*2*I/c)\n",
    "offset = f_0*1e-2\n",
    "f = f_0 + offset\n",
    "#f = f_0 - 0.00954929658551329\n",
    "omega = 2*np.pi*f\n",
    "delta = omega - omega_0\n",
    "phi = 0\n",
    "phi_time = 0\n",
    "phi_space = 0\n",
    "phi_1 = phi_time + phi_space\n",
    "phi_2 = phi_time - phi_space\n",
    "k = omega / c \n",
    "\n",
    "# Rabi frequency\n",
    "Omega_R_1laser = -X12*E\n",
    "Omega_R_2lasers = -X12*(E/2)\n",
    "\n",
    "# Doppler\n",
    "v = 6e-2\n",
    "#v = 0.0757*0.01\n",
    "delta_blue = omega + k*v - omega_0\n",
    "delta_red = omega - k*v - omega_0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "3284dc20",
   "metadata": {},
   "outputs": [],
   "source": [
    "########### LindBlad ###########\n",
    "    \n",
    "# Basis\n",
    "psi_1 = fock(2, 0)\n",
    "psi_2 = fock(2, 1)\n",
    "    \n",
    "# Initial state\n",
    "init = [[1, 0],[0, 0]]\n",
    "rho_0 = Qobj(init)\n",
    "\n",
    "# List of collapse operators\n",
    "c_ops = []\n",
    "gamma_spont_emi = Gamma\n",
    "spont_emi = np.sqrt(gamma_spont_emi) * psi_1*psi_2.dag()\n",
    "c_ops.append(spont_emi)\n",
    "# In case of collisions, add below\n",
    "#gamma_col_deexc = 0\n",
    "#col_deexc = np.sqrt(gamma_col_deexc) * psi_1*psi_2.dag()\n",
    "#gamma_col_exc = 0\n",
    "#col_exc = np.sqrt(gamma_col_exc) * psi_2*psi_1.dag()\n",
    "\n",
    "# Time\n",
    "T_kv = abs(2*np.pi/(k*v))\n",
    "n_time_steady_state = 10\n",
    "n_time_oscillations = 1\n",
    "time_end = n_time_steady_state*(1/A21) + n_time_oscillations*(T_kv/2)\n",
    "T_Omega_R_demi = abs(2*(2*np.pi)/Omega_R_2lasers)\n",
    "time_subdivision = int((time_end/T_Omega_R_demi)*100)\n",
    "tlist = np.linspace(0, time_end, time_subdivision)\n",
    "\n",
    "# Time\n",
    "#n_time = 20\n",
    "#time_end = n_time*(1/A21)\n",
    "#time_subdivision = int(n_time*5000)\n",
    "#tlist = np.linspace(0, time_end, time_subdivision)\n",
    "\n",
    "#n_time = 200\n",
    "#time_end = n_time*(1/A21)\n",
    "#time_subdivision = int(n_time*5000)\n",
    "#tlist = np.linspace(0, time_end, time_subdivision)\n",
    "\n",
    "# Hamiltonian\n",
    "H1_1laser = Qobj(np.array([[0, Omega_R_1laser/2], [0, 0]]))\n",
    "H2_1laser = Qobj(np.array([[0, 0], [np.conjugate(Omega_R_1laser/2), 0]]))\n",
    "\n",
    "H1_2lasers = Qobj(np.array([[0, Omega_R_2lasers/2], [0, 0]]))\n",
    "H2_2lasers = Qobj(np.array([[0, 0], [np.conjugate(Omega_R_2lasers/2), 0]]))\n",
    "\n",
    "H_time_1laser = [[H1_1laser,np.exp(1j*(delta*tlist+phi))],[H2_1laser,np.exp(-1j*(delta*tlist+phi))]]\n",
    "\n",
    "H_time_2lasers = [[H1_2lasers, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))],\n",
    "          [H2_2lasers, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "\n",
    "##TIME EVOLUTION\n",
    "rho_1laser = mesolve(H_time_1laser, rho_0, tlist, c_ops, [])\n",
    "rho_2lasers = mesolve(H_time_2lasers, rho_0, tlist, c_ops, [])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "e015f030",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qQ2WKuro67Nu3D1OmTBHH6uvrsXfvXtMxgAmKu+66CwCQl5cHRVEQi8UQCAQAAGVlZVi6dCnefPNN8RxN03DnnXfijTfewKeffmr7wd/c42409zz+MUyePBnvvfce4vE4Fi9eLMphzzzzDKLRqK1DbNSoUbjvvvvwwx/+EAUFBdiyZQt8Ph/q6+vRr18/5OTkpPx5THZNEkBdGGsGiELQBEEQHY8NGzZAlmWTa1NaWmo7tn//flRXVwvBMHPmTBQVFeEnP/kJ7rzzTuzbtw933nknvvWtb+GCCy4Qz7vjjjvwyiuv4K233kJeXh6OHDkCACgoKEBWVlazj7vR3PNKS0vh8XgwYcIElJeXo66uDm+//TbGjRuHd955BwsXLsSAAQPQq1cvAMBvfvMb9OnTB9OnT4fH48ELL7yAwsJCzJo1C5qmIT8/HwsWLMDPf/5z5ObmYteuXXj//ffx5JNPun4ek12zrcl4F9izzz6LYcOGIRgMYurUqfj8889dz122bBnOO+889OrVC/n5+TjttNPw4Ycf2s57/fXXMW7cOAQCAYwbNw5vvPFGW34IJ4w19EwlMIIgiI7Hhg0bMGbMGASDwaTHSkpK0KNHD5FvKSgowFtvvYWVK1diwoQJIhD9l7/8xXT95557DrW1tTjrrLPQr18/8WfJkiUpPe5Gc8/jH0MgEMBFF12Em266CQsWLMDs2bNx6NAhzJs3z+T+hMNhPPLII5g6dSpmz56NnTt34l//+hcKCwtRVFSE9957D9XV1TjzzDNxyimn4MEHHzRlfZw+Z8mu2dZIWrq9gK3IkiVLsGDBAjz77LM4/fTT8cc//hEvvPACtmzZgsGDB9vOv/vuu9G/f3+cffbZ6NGjB1566SX89re/xZo1a4Sltnr1asyZMwf/+7//iyuuuAJvvPEGfv7zn2PlypWYOXNmSvdVV1eHgoIC1NbWijbHtuCTG/+ClS/tE+9f8buZOPneb7bZ6xEEQWSKcDiMvXv3il94CeJESfa9lM7P74wKoJkzZ+KUU04xtQyOHTsWl19+uSl1nozx48dj/vz5+PnPfw4AmD9/Purq6vD++++Lc775zW+isLAQixcvTuma7SWAPv7uS/jPX8vE+5f9ejom339hm70eQRBEpiABRLQWrSWAMlYCi0ajWLduHebOnWs6PnfuXKxatSqla6iqivr6elO73OrVq23XPP/885NeMxKJoK6uzvSnPVDj1hA0ZYAIgiAIoj3ImAA6fvw4FEVBnz59TMf79OkjglrN8bvf/Q6NjY2YN2+eOHbkyJG0r7lw4UIUFBSIP8aZBW2JtevLGoomCIIgCKJtyHgImrfbcTRNsx1zYvHixfif//kfLFmyxDSE6kSu+cADD6C2tlb8OXDgQBofwYlDIWiCIAiCyAwZa4Pv2bMnPB6PzZmpqKiwOThWlixZgptuugn/+Mc/cO6555oe69u3b9rXDAQCYkZDe0JzgAiC6G5kMHZKdBFa63soYw6Q3+/H1KlTsXz5ctPx5cuXJ+3/X7x4MW644Qa88soruOiii2yPn3baabZrfvTRR+0yUyBdrA4QlcAIguiq+Hxs8nJTU1OG74To7ESjUQCAx+Np0XUyOgjx3nvvxYIFCzBt2jScdtppeP7551FWVoZbb70VACtNHTp0CH/9618BMPFz/fXX48knn8Spp54qnJ6srCwUFBQAAH74wx/ijDPOwKOPPorLLrsMb731Fj7++OO096a0B1YHiEpgBEF0VTweD3r06IGKigoAQHZ2dkpxB4Iwoqoqjh07huzsbHi9LZMwGRVA8+fPR2VlJX71q1+hvLwcEyZMwHvvvYchQ4YAAMrLy1FWlmgT/+Mf/4h4PI477rgDd9xxhzj+3e9+F4sWLQIAzJo1C6+++ip+9rOf4aGHHsKIESOwZMmSlGcAtSf2EpizradFo4iWlMA3ZgxkXegRBEF0Nvr27QsAQgQRxIkgyzIGDx7cYgGd0TlAHZX2mgP0xtynsXF5lXj/7DtG4ozfX2s7L/Tee4h+9RWkvDzk33tvm90PQRBEe8D3YxHEieD3+yHLzgmedH5+0y6wDGIrgbk4QPFdu9jj9fVtfk8EQRBtjcfjaXF+gyBaSsbb4LszmiXy4xqCbmGdkyAIgiAIMySAMohtEKJbGzz9pkQQBEEQrQoJoAxiLXm5lcAkcoAIgiAIolUhAZRBeAZI0r8KVAIjCIIgiPaBBFAG0VQmgHiFy60EJhlKYNS0RxAEQRAthwRQBuEOENc3biUwkwMUibTxXREEQRBE14cEUAYRAsjLhjm5lsAMro9GAoggCIIgWgwJoAwiSmC6wePqAMXjieeEw219WwRBEATR5SEBlEFUXQDJ3AFyW4VhFEDkABEEQRBEiyEBlEG44+P1sS+D6xwgcoAIgiAIolUhAZRBVIX97fExB4iXxKyQA0QQBEEQrQsJoAwiMkA+HoJOIQNEAoggCIIgWgwJoAySCEHzEljzDhAUpc3viyAIgiC6OiSAMohqcYDcSmBGBwiqS06IIAiCIIiUIQGUQRIZoOQh6GMHo/jbM8DOLSABRBAEQRCtAAmgDCJKYP7kJbCPl8VReQz452uARgKIIAiCIFoMCaAMoulaxuNjuzCcBiFqqop41HCABBBBEARBtBgSQBlEtTpAThmgeBw+v+lJ7XBnBEEQBNG1IQGUQbiW8fqTOEBWAURdYARBEATRYkgAZZBEBogJIMcMkEUAqSSACIIgCKLFkADKICIDpJfANIfqlhaPw+dLvB+pj7XDnREEQRBE14YEUAYRJbCAV3/f2QEyEqqJ2s8hCIIgCCItSABlEFECCyQvgRk1UKiWHCCCIAiCaCkkgDKIKkpgegjawQHSVBWKQQA11ZIDRBAEQRAthQRQBhEZIF4Cc3KAVNXsANWQA0QQBEEQLYUEUAbRdL3DM0BOIWhYHKBoiLrACIIgCKKlkADKIKrVAXIKQWuaeRdqnAYhEgRBEERLIQGUQUQJLEt3gBzMHWsGSImRACIIgiCIlkICKIOk1AZvyQCRA0QQBEEQLYcEUIZQVVVkgDxBNukwlQyQSg4QQRAEQbQYEkAZQosn6l3eYOs4QGpdHTTL4ESCIAiCIOyQAMoQmkHIJHWANM2cAXIRQEplJeoffxwNf/pTa94mQRAEQXRJSABlCDWWUDWeABNAqtMuMJsD5OASAYhv28Yer6hovZskCIIgiC4KCaAMYXSAvFncAbKLGyUSF1khwF0ASTk5iWvHaFgiQRAEQSSDBFCGUKMJW8eb5WfHHBygeNgsZlTFJQPk9SbOqatr+Q0SBEEQRBeGBFCGUGKJELQny70EpkTMw4EUFwcISuI8rba25TdIEARBEF0YEkAZQjM4OZ4kqzDiIXNXl+O+MADGoBA5QARBEASRHBJAGYKHoCUZkH26AHLQNrGwRQC5OEDG9neVHCCCIAiCSAoJoAzBBxrKEiB72ZfBOQNkFUAuGSCDANLq61vnJgmCIAiii0ICKEPwQYiSDEg+DzvmlAGKmjNAbiUwowOkKbQxniAIgiCSQQIoQ/AQtCQBsod9GTQN0Cx1MDVmCUGnkAECCSCCIAiCSAoJoAzBHSBZBiRP4sugWdrcrSUv1WXThWkFhlMtjSAIgiAIAQmgDMGFjiQDstdjO86xOkCpdIFRCYwgCIIgkkMCKEPwELQkAZJHMhxP3vaeSgaISmAEQRAEkRwSQBlCU7kDJIk2eMCpBGZxgNyqW0bRQwKIIAiCIJJCAihDiBKYZMkAWTI/WswiiFLpAqMMEEEQBEEkhQRQhlANGSDJ6x6CVuLW910uSCUwgiAIgkgZEkAZQtOdHNniACmW0LPVEVJVe6s8O48EEEEQBEGkCgmgDGHKACXrAjM4Rex9uIyMpi4wgiAIgkgVEkAZQuNOj8REkDjuMgfI6zesy2hGANEcIIIgCIJIDgmgDKGpeglMBiRJgqRrIKsA4iUwb8AggBwcHiqBEQRBEETqkADKEIkuMEn/mx23Tn5WhABiZTJVcenyohIYQRAEQaQMCaAMwdvZufARDpB17o9+XnMlMHKACIIgCCJ1SABlCOEA6VOgecjZ6u7w84wOEGWACIIgCKJlkADKEDwDZHWA7MtPLQLIzQEyuD5UAiMIgiCI5JAAyhB8xYWtBGZrg9dLYIYQdHMZICqBEQRBEERySABlCOEAyZYSmDUD5OAAWR0eTVXNrhCVwAiCIAgiKSSAMoRmGXCYcICs29/Zeb5gYliiGomZL2YVPKrqOC2aIAiCIAgGCaAMoYkusORt8Pw8TyCxMV6N2QWPDRcXSG1qgtrUdCK3TBAEQRBdBhJAGcK4CsP4tzXfY80AAYAatWxEdXJ7nIYlKgoannsO9Y89Bi0aPeF7JwiCIIjODgmgDOFaAnPrAgsmHKC4dWGqk9vjJIBCIWgNDYCiILZp04neOkEQBEF0ekgAZQg1bm6Dl8WyU2cHyOP3ALxMFrE4QM20xQsMnWLRzZtP4K4JgiAIomtAAihDcNdG9qSYAfLK8HCRZHGAhACSJIOSSj4tWguFWnL7BEEQBNGpIQGUIVRrCJpvhLdlgHSh5JUh6Y1gNgHEM0CSBHj0k5pxgGhWEEEQBNGdybgAevbZZzFs2DAEg0FMnToVn3/+ueu55eXluOaaazB69GjIsoy7777bds6iRYv07ermP+FwuA0/ivRJhKBh+ts2CZoLJY8Mj+4WKVGXLjBZFgLIqQRm2hcWj9seJwiCIIjuQkYF0JIlS3D33Xfjpz/9KUpKSjBnzhxccMEFKCsrczw/EomgV69e+OlPf4pJkya5Xjc/Px/l5eWmP8FgsK0+jBNCtMHzLjDdCbJOgubnyV4ZMjd3LF1gmkEASSk6QBoJIIIgCKIbk1EB9Nhjj+Gmm27CzTffjLFjx+KJJ57AoEGD8NxzzzmeP3ToUDz55JO4/vrrUVBQ4HpdSZLQt29f059kRCIR1NXVmf60NYkusOTLULkDJPtkyPq5VpdIlMBkOeUMEJXACIIgiO5MxgRQNBrFunXrMHfuXNPxuXPnYtWqVS26dkNDA4YMGYKBAwfi4osvRklJSdLzFy5ciIKCAvFn0KBBLXr9VLCtwnBrg+cCyONxXZfBxY5kyAA11wVGDhBBEATRnUlLAP3zn//EzTffjPvuuw/btm0zPVZdXY1zzjkn5WsdP34ciqKgT58+puN9+vTBkSNH0rktE2PGjMGiRYvw9ttvY/HixQgGgzj99NOxc+dO1+c88MADqK2tFX8OHDhwwq+fKokSGPS/dXdHta7CMJbAuAPk0gXWTAmMHCCCIAiCYKQsgF555RVcdtllOHLkCFavXo0pU6bg73//u3g8Go3is88+S/sGePaFo2ma7Vg6nHrqqbjuuuswadIkzJkzB6+99hpGjRqFp59+2vU5gUAA+fn5pj9tDe/uSnSBseOuGSCf7BqUdgpBO67CMIoeRaF9YQRBEES3xdv8KYzf/va3ePzxx3HnnXcCAJYuXYrvfe97CIfDuOmmm9J+4Z49e8Lj8djcnoqKCpsr1BJkWcb06dOTOkCZgJfAeK6H/+1WApO8sus5mrENXs8ANVcCA8AEkTflbwGCIAiC6DKk7ADt2LEDF198sXj/6quvxjvvvIN77rkHf/jDH9J+Yb/fj6lTp2L58uWm48uXL8esWbPSvp4bmqahtLQU/fr1a7VrtgZuGSDbJGgulHyeRJksiQOUcgkMoFZ4giAIotuS8q//+fn5OHr0KIYNGyaOnXXWWXjnnXdw8cUX4+DBg2m/+L333osFCxZg2rRpOO200/D888+jrKwMt956KwCWzTl06BD++te/iueUlpYCYEHnY8eOobS0FH6/H+PGjQMA/PKXv8Spp56Kk046CXV1dXjqqadQWlqKZ555Ju37a0tsu8DEMlRzWUrj2sbQBu8mgCRjCSwFB0hTFJx4sZEgCIIgOi8pC6AZM2bg/fffx6mnnmo6fuaZZwoRlC7z589HZWUlfvWrX6G8vBwTJkzAe++9hyFDhgBggw+tM4GmTJki3l63bh1eeeUVDBkyBPv27QMA1NTU4Pvf/z6OHDmCgoICTJkyBStWrMCMGTPSvr+2RDhAnuQZoEQIOokD5FQCa64NHiAHiCAIgui2pCyA7rnnHtf29LPOOgvvvvsu/vKXv6R9A7fffjtuv/12x8cWLVpkO9ZccPfxxx/H448/nvZ9tDeayyoMVwHk8yQyQFZ35wQGITpehyAIgiC6CSkLoDPPPBNnnnmm6+NnnXUWzjrrrNa4p26BqloGIYplqJY2eFEC8xi6wKxlMnZSJAJ8/X4tTuoLZJEDRBAEQRCuZHwXWHfFGoLmM36spStjG7ysr4NXrc6N7oq9/1IdPnvlOD56M3HMhFMXGEEQBEF0Q0gAZYiEAGLv81IYL3lxRBeY15PYBu8Sgt6zKQIAKNuTWgaIpkETBEEQ3RUSQBmCz/JJ7AJzcYB4CcyYAXIQQEbDJ68AzoMQqQRGEARBEABIAGUMMQhRL2u5doEJASQbgtKW8paqoq468W6PIjgKIGvomULQBEEQRHelxQKorq4Ob775JrZu3doa99NtsJXAXMSNqmsUySND9vIymX0SdG2N8X202AGK79sHpbw8+QdBEARBEJ2UtAXQvHnz8Pvf/x4AEAqFMG3aNMybNw8nn3wyXn/99Va/wa6KbRK0wyBETdNEaau5SdCKQcvEY3AMQdsyQC4OUPzAATT+5S9oePHFlD8egiAIguhMpC2AVqxYgTlz5gAA3njjDWiahpqaGjz11FN4+OGHW/0Guyp2AcSOm9wdVRVGjsfnMWyDdxBABi0TjzmHoFN1gCIrVrA3aGEqQRAE0UVJWwDV1taiqKgIAPDBBx/gqquuQnZ2Ni666KIOt3C0I6O6OUBGAaRpQgBJhknQ1pwQNM3sAMXhnAHigkefFu3WBq8Y15pQUJogCILogqQtgAYNGoTVq1ejsbERH3zwAebOnQsAqK6uRjAYbPUb7KqISdDWbfDGDJCmmbvAPLL9HMDmAMViSJoBkgIBdh0XcWO8uhaLpfDREARBEETnIuVJ0Jy7774b1157LXJzczFkyBAx/XnFihWYOHFia99fl8XeBeawDNVQApN9smEOkKWbyykD5CSA+DG/HwiF3N0dm5oiCIIgiK5F2gLo9ttvx4wZM3DgwAGcd955kPVyyvDhwykDlAbuGSAXB8jrMUyCTu4AuYWgxdZ4nw8akrTBG4QROUAEQRBEVyRtAQQA06ZNw7Rp00zHLrroola5oe6CKGNxAeSxb3HXNA2qUxdYMxkgRbG7RMZrS34/O+DgAGmqahZPlAEiCIIguiBpCyBFUbBo0SJ88sknqKioEEs9Of/6179a7ea6Mry7ind28WWoWtxcAjNlgLzugxCtZk4s7CBc+NfK52N/p7IxnhwggiAIoguStgD64Q9/iEWLFuGiiy7ChAkTxA4rIj1SWoZq6AKTvbIISjc3BwgA4iF3ASTpAsgpBG07RgKIIAiC6IKkLYBeffVVvPbaa7jwwgvb4n66Dari3AavuoWgvXKiTGZxgDRNg7XiFY8kCUFzB8gpJ2QRPLQwlSAIguiKpN0G7/f7MXLkyLa4l26FcICSdYGZQtByYhCiNQPk4ADFHBwgkQHyesXzbOdQCYwgCILoBqQtgH70ox/hySefpAnBLUSsuLAOQoy7lMA8MmQvD0q3MAPk8ejXSWFaNAkggiAIoguSdgls5cqV+Pe//433338f48ePh4+XU3SWLVvWajfXlbEOQnTcBaaqQihJHgmSWIVhEUCWLjAgeQmMHCCCIAiiu5O2AOrRoweuuOKKtriXbkWiBGYNQRtPMjtAUopzgAAgHnbo8OIXSyKA0tkYTxAEQRCdlbQF0EsvvdQW99HtsHaBQbZ3gRnfljxSYl2GpQRmnQQNADGLANI0TdTdeBcYOUAEQRBEdyXtDBDROtja4B26wLRYQsQYM0DNbYMHgFhEsZ0joAwQQRAE0c05oUnQS5cuxWuvvYaysjJEo1HTY+vXr2+VG+vqJLa8W7rADOUto9CRPJI41zYIMZUMkNFNSqMElswBUmtroYVC8PTt63oOQRAEQXRE0naAnnrqKXzve99D7969UVJSghkzZqC4uBh79uzBBRdc0Bb32CVJOEDsSyA2vRsdoLjFAfI4zApiB2wOkObgEgnSCEEnywDVP/EEGv74R6j19a7nEARBEERHJG0B9Oyzz+L555/H73//e/j9ftx3331Yvnw57rrrLtTW1rbFPXZJxDZ4axeYyQFKqBrWBcYdIPc5QHxdhpJEAAkHqAWrMNSGhsTbVVWO5xAEQRBERyVtAVRWVoZZs2YBALKyslCv//a/YMECLF68uHXvrgvD5yjxLjDJYw84G0tgskeGx+vcBaZpmtAt/iwmbtSYWQBpDg6QUwbIFoJ2cYCUo0eNN+B4DkEQBEF0VNIWQH379kVlZSUAYMiQIfjiiy8AAHv37qXhiGmQmANkzgAZxY3R6ZHkhAOUrATmy2biJpkDlFYbvJsDZBBAWiTieA5BEARBdFTSFkDnnHMO3nnnHQDATTfdhHvuuQfnnXce5s+fT/OB0sA44ND4t1FEWkPQYlZQkhC0XxdATsMSAQCyLERX0gxQIGB+34JSUZF4jiUITxAEQRAdnbS7wJ5//nmo+g/OW2+9FUVFRVi5ciUuueQS3Hrrra1+g10V+y4we4eXCEFLgCQZusCSOED+HC6AXBwgWWZ/jMeM6IJHCgSYs+OUEwKgNTYm3iEBRBAEQXQy0hZAsixDlhPG0bx58zBv3rxWvanuAJ/4bJ8EbXeAxKxElwyQMQTty2ZDDpW4fVgiu0hyAaQZBRDgLoAMzhCVwAiCIIjORkoCaOPGjSlf8OSTTz7hm+lOiC4wyzZ40yBEPQMk6XrFbRWGpmkpO0CSQQAlG4Qo+f3u5wCmbBCVwAiCIIjORkoCaPLkyZAkCZqmQZKkpOcqLo4BYUZ0gSVZhspFjJgWLWYFWS5mcID8OboD5OASsYuklgGS9AwQOUAEQRBEVySlEPTevXuxZ88e7N27F6+//jqGDRuGZ599FiUlJSgpKcGzzz6LESNG4PXXX2/r++0yiEnQvAuMixuDbuFzgLhekV0yQFpcEdfz6yUwWwg6zQwQdAfI8RzjeSAHiCAIguh8pOQADRkyRLz9rW99C0899RQuvPBCcezkk0/GoEGD8NBDD+Hyyy9v9ZvsiogSmNfSBWZofdfi5hKYWwbIWO7y5TgLoJQzQLxUxhempuAAUQiaIAiC6Gyk3Qa/adMmDBs2zHZ82LBh2LJlS6vcVHcg0QZvXYWROIc7QKJMxgWQmkQA8UGISUpgSTNA/JgugDS3kqYxA0QlMIIgCKKTkbYAGjt2LB5++GGEw2FxLBKJ4OGHH8bYsWNb9ea6MtZdYMlC0Nywkbz6FneLuDEOPfQE+SBEZwEkNZMB4o6PcIBcSmAalcAIgiCITkzabfB/+MMfcMkll2DQoEGYNGkSAGDDhg2QJAnvvvtuq99gV8XaBs//hkkA6SJJf8gjJkGbr6XGEi6NL5i6A+QobrhQSrYvDKAMEEEQBNGpSVsAzZgxA3v37sXLL7+Mbdu2QdM0zJ8/H9dccw1ycnLa4h67JIldYHoJTLaLG1sJzOcSgjaIHW+wZSFoLYUSmKaq5ucmKYHFDx5EfNs2BM48M+EqEQRBEESGSVsAAUB2dja+//3vt/a9dCuEA8TFjccublTLHCDZzQHiAxO9Ejx+j/7c5kPQjvkeawg6hX1hyRygxhdfZG8EAgjOmeN6HkEQBEG0J2lngIjWwTYI0WESNHd2ZBGCds4A8RKY7JEh6wLIbQ6QJMuQPB7TMRNiq6p7F5htY7zLwlTTyx8/3uw5BEEQBNFekADKEKILzJtEAFlKYGIOkEXbcLEjeyUhgFSrbkk3A8QFkKaZFrQCsG+IT6FVXgxWJAiCIIgOAAmgDJEogVkGIZoyQNwBYu/LXpfyFi+BeWR4fB7TcxMXO7EMEACbwLFtiHcRQGptbeKdZiaIEwRBEER7QgIoQ3BXhbs6skMGKLELzOwAJc8AOXeBOQ5CNNxH4mIWB8jpBbkA4tfRNMeZQmpNTeJ1DGMTCIIgCCLTnFAIGgCi0SgqKiqgWn7wDR48uMU31R2whaAd5gCJXWAe8yBEaxdY4jxjBsjygk5zgPhxngkyPFFKwQGSgkFoTU2Jc2SzntaMAigUAkEQBEF0FNIWQDt37sSNN96IVatWmY7zRam0DDU1uIaRxDZ4h11glkGIsl7esi5DVQ0ZoIQDZH1BZwcIimIWQPw8b+JbQ1NVmApYegZICgTMAsjS5q7W1SWuQQKIIAiC6ECkLYBuuOEGeL1evPvuu+jXr1+z2+EJF1TLHCCvUxdYuiWwhAOkqglRanqSVQBZLmYrlamqewbIEGzWFAXW7wRjdxgJIIIgCKIjkbYAKi0txbp16zBmzJi2uJ9uA3d6ZK97CNoqgJxmBQEGAeSRDXOAYCpvuWaArO4OL5V5POy5DgKIZ4Akr5edoyi22UAAzPvCSAARBEEQHYi0Q9Djxo3DcZrp0mJUkQGyCiDjIES+L4y9z0tgNgdISQSqRQlMhaWeZhBARtfOejEudpIsTRUOkM+XEFjNzAvSQiF74JogCIIgMkTaAujRRx/Ffffdh08//RSVlZWoq6sz/SFSwzYHSOYlMMM5IgPES2Ae03M5QgB5JMgBgwAy7dUwhKAlyb0V3iCUxMBEq7jhGSCv1/0cwOwKaVrSlRkEQRAE0Z6kXQI799xzAQDf+MY3TMcpBJ0mfBeYbcihwyoMvQvMzQHSDBkgUwjaQQAlEtV6vqe5DBDgngHiJTCHcwD7hGgtHIYUDNrOAyx5JYIgCIJoY9IWQP/+97/b4j66HaIE5jGXwEyaxW0VhrVqZQxBG0SSMd+jOQkg2MtbtgyQ0znGDJDeLWYbjmg4j+O4ewxAbOtWNL31FrKvuAK+0aMdzyEIgiCI1iRtAXTmmWe2xX10O6whaDEI0eAAcWfH5hJZOryEtvFa5gA5OUASnzskQwOSZoAkj4ed4+YAeTyu5wAOO8KcRBKAptdeY3+/+ioKfvELx3MIgiAIojU5oUGINTU1ePHFF7F161ZIkoRx48bhxhtvREFBQWvfX5dFDELUXZZkXWAyL4Hx8pYGpqB0MWMsgXmbCUFLFgfIKIA0TTMosyQrMxxcIscMkLUE5iKACIIgCKK9STsEvXbtWowYMQKPP/44qqqqcPz4cTz22GMYMWIE1q9f3xb32CURIWiPe4t7ogtMF0BGkWQQJaJU5vNA9umltFQyQHA5B7pQcuvwsrhEjufAQfCQACIIgiA6CGk7QPfccw8uvfRS/OlPf4JXz3/E43HcfPPNuPvuu7FixYpWv8muSKIEpjtAvAvMYNpoyULQml0oyV7DMlSXLrCkGSDj23p5C4Dd3eHneTyJidGphKBJABEEQRAdhLQF0Nq1a03iBwC8Xi/uu+8+TJs2rVVvrisjHCDZLG7MJbBEeztg2AWmQYgQTdPE2gsWgk6co8YVYfG5haDdHKBkJTDNOCuIO0DJQtBeL3vb4RwtGrVdWzKu5iAIgiCINiDtElh+fj7Kyspsxw8cOIC8vLxWuanuQKIExgWJfRWGaIOXzBkgIOEOsU3s+iUMDhAAKBGD4LBkgCSnDJBVALk5QHxhajKXCAkHiLe+O4kktb7e/JzGRts5BEEQBNHapC2A5s+fj5tuuglLlizBgQMHcPDgQbz66qu4+eab8Z3vfKct7rFLYh2E6DG6O/wcsS/MPAgRAJSoLiZUVSxWNWaAAECNGUSJ1QFyEi7Gtw3DEt1a5dFcCJq3y2dlmd43olmGZ6o0TJMgCIJoB9Iugf32t7+FJEm4/vrrEdd/oPl8Ptx222349a9/3eo32FWxdYE5boN3LoEBrLzF3lBNbfDNOUApZYD0adFu7o5jCcx6jmGHWDIBpPJt8vx55AARBEEQ7UDaAsjv9+PJJ5/EwoULsXv3bmiahpEjRyI7O7st7q9LohpEh1iG6rDp3boM1WNwgDTu7hhLYFYHKGrYxZVOBiiZS2Q4T/J42DBEwC5uDO8nK4HZWuWts4MIgiAIog04oTlAAJCdnY2JEye25r10G0R+B/ZJ0I7dXfpjsskB0kPQFgdIkiRIMnOY4hHLLi6kmAHiwqe5EliSnJBR7CQtgVkFTxIBpFRVQS4ooJA0QRAE0WJSEkBXXnklFi1ahPz8fFx55ZVJz122bFmr3FhXhg8uBBLixmkVBu8CS8wKSuzKUmOGDJDBAWLXBBS1mQyQkwPES1ZiQ30zJTBDCNo2B4gLGYNL1BIHKL5nDxr/9jd4x45Fzrx5jucQBEEQRKqkJIAKCgpEJ1J+fj4trWwhJgfIa3Z3zBkgcwmM/w0YxI3FAQIAj0eCEtPSF0CplsAMXWDNOkCGfWEtcYAiX3zBLrF1q+PjBEEQBJEOKQmgl156Sby9aNGitrqXboMWT4gFUQIT5SbDeWpiwCHA2uElic/4cW6DZ9di7xsFUErLUNNcmJp0DhBvgff5kjtA1oWpLgJIlNH060jeE67eEgRBEET6bfDnnHMOampqbMfr6upwzjnntMY9dXlUowDSg81iEKJTF5jB+eHaRHPpAjOeoyRxgFLJAIlzUiiBtZYD5BqCNmajjh93PocgCIIgUiRtAfTpp58iapneCwDhcBiff/552jfw7LPPYtiwYQgGg5g6dWrSa5SXl+Oaa67B6NGjIcsy7r77bsfzXn/9dYwbNw6BQADjxo3DG2+8kfZ9tSU82wMYVmF47CUw6xwgwO7uWEPQQKJtXovaBZCqAB/e+yH2fR0yHQdgywCJ8pbbMlRZdl+FkaIDlGoJTG1oSNxmRYXjOQRBEASRKikLoI0bN2Ljxo0AgC1btoj3N27ciJKSErz44osYMGBAWi++ZMkS3H333fjpT3+KkpISzJkzBxdccIHjpGkAiEQi6NWrF376059i0qRJjuesXr0a8+fPx4IFC7BhwwYsWLAA8+bNw5o1a9K6t7ZETdIF5rgLTHYQQPFEG7zdAZLM5wBCtOz98ji+ePwLLH30MCorkDwDxEtgbstQDRkg2xwg4zlJHCAhlPQxCm4OkGaYGK1WVzueQxAEQRCpknKQYvLkyXoGRXIsdWVlZeHpp59O68Ufe+wx3HTTTbj55psBAE888QQ+/PBDPPfcc1i4cKHt/KFDh+LJJ58EAPz5z392vOYTTzyB8847Dw888AAA4IEHHsBnn32GJ554AosXL3Z8TiQSQSQSEe/XtfE0YscMkHHTOz9POEAJncq1kOgkU1VbBkjmxo1DCSxUlxAhWzYAA9LdGA+YBJDrKgzuJhlKYI4OEJ8WnZ0NranJdWO80QGy7g8jCIIgiHRJ2QHau3evGHz45ZdfYu/eveLPoUOHUFdXhxtvvDHlF45Go1i3bh3mzp1rOj537lysWrUq9Y/AwurVq23XPP/885Nec+HChSgoKBB/Bg0adMKvnwrGLjAx4ydZBsgggHg5TEnSBSZbz0Ei3xMLJ45FwkieAXIpgWlOIegkLpHrsEQg4QDpIWcnB0iLxYBwOHHAIFYJgiAI4kRI2QEaMmQIAPMU45Zw/PhxKIqCPn36mI736dMHR44cOeHrHjlyJO1rPvDAA7j33nvF+3V1dW0qgkRpyzBNgJe5NI19jmVZts0BAhwcIIcSGD/fyQGKNiWOxaJIngFyCUE7LkO1dnMZW+VTyADxEphTBsi6HoOmRRMEQRAt5YR7ibds2YKysjJbIPrSSy9N6zrWmUKaprV4zlC61wwEAggEAi16zXTgLewmAWRYcwHdBVJV8y4wwJ4BcgpBe7gAitvLWzYBpNhFknUOUEqToJOVyVqYAbKWvDQXB0iLRtHw4ovw9OuH7MsvdzyHIAiCIIATEEB79uzBFVdcgU2bNkGSJGh8xYL+01xx2gruQM+ePeHxeGzOTEVFhc3BSYe+ffu2+jVbm0S4OXHMWOZS4wpkj9EBMpTAZAmAliijJc0AOQmghAiJRc3ixjoryKlVnt1/8yFoOISgkzlAcjoCyCUDpBw8CLWigv05+2zIBQWO5xEEQRBE2m3wP/zhDzFs2DAcPXoU2dnZ2Lx5M1asWIFp06bh008/Tfk6fr8fU6dOxfLly03Hly9fjlmzZqV7W4LTTjvNds2PPvqoRddsbRxLYAaRowl3x54BsgWcHRwgpxKY5uAARa0lMMOSU3bB5CFoSZbdc0LGMlkKc4DEoEOn8pb1mIsA0gw5odj27Y7nEARBEARwAg7Q6tWr8a9//Qu9evWCLMuQZRmzZ8/GwoULcdddd6GkpCTla917771YsGABpk2bhtNOOw3PP/88ysrKcOuttwJg2ZxDhw7hr3/9q3hOaWkpAKChoQHHjh1DaWkp/H4/xo0bB4AJtDPOOAOPPvooLrvsMrz11lv4+OOPsXLlynQ/1DbDSQDxELTxcdVxDpCeFUqSAZI97m3wVgfIKQOU6jZ4eDzN5oSac4BSKoFZhyW6lMCMnWLx/fsRmDHD8TyCIAiCSFsAKYqC3NxcAKyMdfjwYYwePRpDhgzB9jR/654/fz4qKyvxq1/9CuXl5ZgwYQLee+89EbguLy+3zQSaMmWKeHvdunV45ZVXMGTIEOzbtw8AMGvWLLz66qv42c9+hoceeggjRozAkiVLMHPmzHQ/1DaDCxN3B4gPLTSvwgAMesPQBm8XQPpiVYcSWKQxiQBKcRWGUwnMdVq00SVyKI+mFILmjo/fD0SjriUw46wgLRRyPIcgCIIggBMQQBMmTMDGjRsxfPhwzJw5E7/5zW/g9/vx/PPPY/jw4WnfwO23347bb7/d8TGnvWOasU/chauvvhpXX3112vfSXoj5PqYQtEEAiXxPEgdIP0dLlgFyCkE3JgTGiWaAjJOgXbfBO3SBOQmglAYh8pxQTg7UJALINCvI2DZPEARBEBbSFkA/+9nP0Ki3JT/88MO4+OKLMWfOHBQXF2PJkiWtfoNdEZ7xMYagjQ4Qz+4IPeKxO0Ai3+NYAmN/O80BiqbgAAnHppkhh6YSWJIuMLeFqZqiiMFHwgGKx21de8Ilys0FqquBSMSxs8/ULk8CiCAIgkhC2gLo/PPPF28PHz4cW7ZsQVVVFQoLC1vcvt5dEN1dpgxQ4kuhCnfHrQvMPAnaPQOU3AFSFECJGkSJNQPkUALT2KCixOPNlcCSTYs2uD1CAPHjfn/ifd3xkfTSKzSNBap9PtPlUnWAtHgcUBRI7Tj6gCAIguhYpN0F5kRRURGJnzTQRAnJWAMzPK47RKrTIES+50tJIoC8FpGknwcA0QZziSlmCEWnsjHe9HYKbfCSJSdkLGEaHSGjGLE5RZZWecC5Fd6UAQqHHculmqah4fnnUf/kk1DKy22PEwRBEN2DlBygK6+8MuULLlu27IRvprvgNAhRlmVIEjM3uPOTaINPdIhJIt+TaIO3Z4B4CcwpBG0WQMauMGsGyNHdMQggKZm74+QA8edbp0d7vUxsyTJ73EUAIRBgrk8sxlyhnBzzeUbXR9PYOVaXJxKBeuwYAKDprbeQp3ccEgRBEN2LlARQAQ2Ua1WcBiECEAJItcwBkrwODpAuojSnDJDX4hIBgKqyklfELFSiDg6QbRWGU6s8fzyNYYni+VbXyJg5UlW7mOIlMJ8Pkt8PLRazD0d0Ek7hsK3MZSqTtfHSW4IgCKLjkpIAeumll9r6ProVqsMcIEAXRKqhDd4pBO05sQyQpqos9KyTXehHU3XUXAJLJQN0IiUwr9d2HIAQLHxQouT1MnHj4gAJAdTYaJ8FZHyO7hJp4TBgEe+aUQCFQtBUNSH4CIIgiG4D/c+fARKDEM0KiL8rWtwd5gBJIgMkFoY5OEC6cInbHSB2ESCYzwLEsZBDecu6Dd4oWvjbkgRJklIqgRmVnlEo2Rwgl4nRogTm94twtG04ouF9OS+PHXMIQhsdIADQmpps5xAEQRBdn7S7wIYNG5Y08Lxnz54W3VB3QHSBOZTA2OPWSdBOXWCJNnhrBoiHphWLAFK53vB74M9mX/pIsgxQshC0NSeUpAQmSRI7T1GSOkBu7fIwOkBuazW4APJ6xVoNJwGkOQkg3l1GEARBdBvSFkB333236f1YLIaSkhJ88MEH+O///u/Wuq8ujdMqDOP7It/jWALj5zTvAFnb4BVdM3j8HviC7ELxqMMcoCTixuba8HM1zVxOMpbA+PmKYi6VWa4leb3QjMf5a/IMkN/vulbDVCYLBtkxh2nQqqFTDLDMDjKgHDmC8CefQMrORtbll1OXI0EQRBcjbQH0wx/+0PH4M888g7Vr17b4hroDiRC0WwlMD0HzIYHGEhjP9/BzHASQxyKA+HUUgwPk8eudYhEHQWLNADmIFslaJgOYULLuBjOKm2jU5Nxohi4w499u4gY+HyQ++8daAuOhaKMAcnKALIJHdSmBhd59F8qhQwCA4Ny5kCwdZwRBEETnptUyQBdccAFef/311rpcl4YLINkpBG14nDtARqEki1UYugPkUAITXWCGoDRgFUBMmCgODpAQLemUwIwvgIRoSjpV2iqmmilvST6f+2JV4zm6SHJcrGotgbk4QGpNTeIc6hYjCILocrSaAFq6dCmKiopa63JdGiFMXDJAatycAZK9xjlAdnHjXgJLlMkAmDJAXl0AxQ2zglKaA+RWAoOzUwSLADKFoK0OkEtHmXEZqptIMrlEfIq007BEvSwm8aC0gwOkqapJGKkkgAiCILocaZfApkyZYt7TpGk4cuQIjh07hmeffbZVb66rkliGaimByRIAzTAIUT9u3Abvscz4SSUD5OQABdwdIOscoGYXpvIBRsnyPR6PPd+TqgNkDEtzB8jq7nAHyO8XZTJHB0gXRXJhIZT6ekcHyFYmSyKARJmSMkIEQRCdirQF0OWXX256X5Zl9OrVC2eddRbGjBnTWvfVpeEiwjp+RmSARAiaT4I2CiBLi7uDAOKCibfKa04OUMDuAKW0CsNa2uLnK4pjWDppCYwLneba4I0To5txgJotgfG1GgUFUAD7PCGYV2o4vS+OaxqaXnsNSlkZcm+/HTLlhAiCIDoNaQugX/ziF21xH90KsQrDEgISDVWKZRu84xygRMDZmgESIWgliQPkZ196owOkWTJAKZXA+NvNdXg5lcD423wQottQRe4AGcVNKiUwBwEkpkrrYsVpp5h1VpCbAxT7+mvEt20DACj790MeN87xPIIgCKLjkbYAAgBFUfDGG29g69atkCQJY8eOxWWXXQav94Qu1+0QJTAXB0ixOEDOJbAkbfDcJVLMGSCuh0wlsJiDu5NkDpAtJwTn8lZKQw65sElyjqaqidc3OkBuJTCjSHLKAPESmD77JxUHyE0AxXfsEG9XfX0IJX8qw8w7Z6JweKHj+QRBEETHIW3F8vXXX+Oyyy7DkSNHMHr0aADAjh070KtXL7z99tuYOHFiq99kV8N1ErSeAYI1A5TuKgwvX4ZqCUGrbNcGmwOkO0BJSmCmgDOf8eNUAnMahuhSAks6CdppEKJxY7wxA+TmAHm9rg6QZhjEKPHhh0kcIKlHD2g1NbbOMXGeQRit+csOlLx3HGueWIMH6h+AP9fv+ByCIAiiY5B2F9jNN9+M8ePH4+DBg1i/fj3Wr1+PAwcO4OSTT8b3v//9trjHLofrMlRuuFh3gTl1gRna4G0ZIJ9LCUxjzzU6QHEukkwvyCdKe+yPOThAyeYFJV2r4bALzHqOSeh4PIk5QG5t8MlC0AaxwwWQo0ukh6A9xcUAgEPbGrH8/uWINloWsBqcovKtCTG05xPzNPTYli1o+NOfoFRV2V6LIAiCyAxpO0AbNmzA2rVrUViYsPkLCwvx//7f/8P06dNb9ea6KolVGM3sAnMogYlVGAZxY8sA+ZjYsIagFZU91xvwwhPgDlBCANkyQEaRoyiA12t3bZBiCSyVPJGTu8PflmXmQKUwCdqtBCbe93gg83UZTiUw/ZisL1J968UmhJtWoaG8AVf89Qp2jqaZpkpHGxNiq+5gQgxpqoqmf/wDABBZsQLZliYCgiAIIjOk7QCNHj0aR48etR2vqKjAyJEjW+Wmujpix5dtEKJZ3Ogd1vAYHCDZocPLLQNkmwOkJhwgb8ChBOaWATJcw3YOkNKQw2RzgCRLCDrZtGi3DFAqIWiTSAoE2DEnB0gXQJIugML6qKCNf9sIJabffyQi7lPTgNqqhJCsP5wQRvFdu8Tbam2t7bUIgiCIzJC2AHrkkUdw1113YenSpTh48CAOHjyIpUuX4u6778ajjz6Kuro68YdwxnUVhtskaI9hErRlEKIWV4RQ4ufJPj6/J4kA0neBKXH3Epg1A2Q6x9oGb3wMSK0Elk5Qmj/m0gVmWpjanAPk95uGJfJZPtbz5Px8xC1VtJp9NexD5e5PIICmRog9awDQcDiRGVIOHxZvq0eP2l5LvKamQTl+3DRziSAIgmg70i6BXXzxxQCAefPmiRAv/0/9kksuEe9LkgTF2s5MAEiUwGRbCczc4s71i2TKAJnFjcj5oPlJ0IpqzADZS2C2DJAksbdVVYgVtxKY8TFNVQ32lUXcJJkEzUWO47RoXdSkMgkaurhxywBJRgGkaexaPFsEMHcHgJSdjbpGL4DEazUda0LxScUi/yPn56P+YB2ARCmt7lBC/BuD0looBK22FlKPHrASKy1F6O23ETjrLATPPNP2OEEQBNG6pC2A/v3vf7fFfXQr+G/5biFoTTF3gRlD0LJlDpAacxBAIgPEnSTzHCDZL8PDu8DiSTJA7AWZALI4QElLYAYXQ0x55kFpo3BJY1iiED7NTYJOYWGq5PcLkcSPSwYBJEpggQDqG30wCqCGo8zd4Q6QnJeHhlAIRgFkLIFZW+qrvj6Iwpl5IqfFCb39NgAg8umnCJxxBk2WJgiCaGPSFkBn0m+nLUasqLD8kJOlRAbIOODQNAfIa57xo8YU22M8M6QqyUpg7Ae+qcTjlO+xrsNwG4RoeB2TgEkibqyDEJ0Czsb2dgCuXWCakwBSVWiKknCojCUwSWKuTyzGBI9hirNRKNXVm4VKYwXrEBM7xbKyEImz1ysclIPqA40mAWR0gA7sBV6f8zp6T+yN6z+5Hjm92Gtas0Hq8ePw9OoFJ2j1BkEQROtwQstQa2pq8Lvf/Q4333wzbrnlFjz++OOopYBn6vAVF25t8AorISWyPcahg+YMkFMJLLEKg78ed4AcSmDJMkBwyO6k0AavOQkgh/KWdRCiY3nLzQFKoQQGwDznx+gAgTk8tnNg6AwLBNBQZxYaQgCFw+wawSCiCrun4qFM0ISrw4iF2P2IUlnPnjhcxq5RsakC6/+0XlxTOXLE9BrKgQNwQqmsRN2vf43Qu+86Pk4QBEGkTtoCaO3atRgxYgQef/xxVFVV4fjx43jssccwYsQIrF+/vvkLEIZJ0C4haFUzzfcxlku4GOKdZKYSmIeXwMydYk6rMLxZzLVoTgBZA87JMkDiBUStTRZORdIQdDJxk2IXmBA3Ph97LS7KDOdpVgHEs0IGAaRpWuJagQAiUfM/ESGADCIpqp+T39MnBGqoKgQtFhNOkad/f1RXJq5TtSsxE8jmALn8MhH96isgGkVs/Xoox445nkMQBEGkRtoC6J577sGll16Kffv2YdmyZXjjjTewd+9eXHzxxbj77rvb4Ba7HqprF5hhyrPRAXJYhSFKYPFEnog/3+N3ngMkBJWhBGbsXnLNABmfnEobfLIyWZJZQU4iydoqn8ouMNN5RnHD3+bnOAgg07DEQIDnoZHfNwgAaDxqd4AiUfZ59weAYA92XrgmnOgU8/kgFxebBBDvJgNSF0DxvXsTt1la6ngOAChHj9LQRYIgiGY4IQfo/vvvN+398nq9uO+++7B27dpWvbmuirsDZJgDZBxw6EmSAYor+jmGVnmfcwbIVAITIehEriSZuNGsJTAHkaQlcYmc5gC5lbecSmA2ByjJJGgAzkFotxKYYRiicHZkGfB4EGE6B4UDdAFkcYCkYBBR/Sl+v5oQQNVhsUJDzs2FlJODGhcBpOmCR+7XD4Dz7jG1qQlqRUXi/ePHbecALJzd8Kc/oeEPf7CV1giCIIgEaQug/Px8lJWV2Y4fOHAAeXl5rXJTXR3XVRi6huEZINEG70uITesyVL4TzEkkqdY5QMYSmNEB0sznmTJAbiWwZDkhh31hju6O1QFyCkG7iSRVNc3MMQ05hKG81UwJLBIGGo8aurYMHWCSJCEaYp+bon7sOY4OkH5OwKcgq5BNmA7XhBNB6exshGI+IaYAoO5AXSLHpQsg76BB7NoODpBaU2N+v7LSdg6gL2hVFCAWQ/jjjx3PIQiCIE5AAM2fPx833XQTlixZggMHDuDgwYN49dVXcfPNN+M73/lOW9xjl4OLF2snD29x11SN/YDXdYlsXIXhMed7FD5TyMEB0mwhaPauKQOkJB532vRuK4HxNvhk5a0US2A2ByjJObYuMEC4Oxqf5QMkL4FxMWQQQMv+Cvzxin+h6XiT+Xz9nHATu5eCnuz1Q9VM1MAkgNjnxO+Jm0pgxk6xpnr29QlmS5B9MtS4KrrFuOPjGTyYvV9bax/OqAsgKT+fnVNd7Tg0MbZzp3hbOXzYdfBi01tvof6ppxDbssXxcYIgiK5O2m3wv/3tbyFJEq6//nrE9R86Pp8Pt912G37961+3+g12RXgJzCha2AH2l2prgzc4KV5zuYm3wUtehxKY6h6C9vA2+DhSEjeaQ8A58YLOXWAmB8ipCyyFXWCuDpD+mBQImMpcVgcoWQmsoVHC0cMAEMOeT/ZgwvwJiSGIenks2sjuMa+QfX4jtexx4QAFAojo5/g9cQQLmQAKVYeg6cJICgYRCrHnZ+doyMrrgeo91agtq0X+wDzRKeYdOFB8XrTGxsTGejDBAwDewYMR27YNiMeh1tTAU1QEI8rBg4nPTygEra5OrPQQ16qrQ0zPEDW9/jryR482f80NaKoKSBK13RME0eVI2wHy+/148sknUV1djdLSUpSUlKCqqgqPP/44AjxTQSRFrKiQXRwgRbO0wRtXYZhb3FVRArMLIK4vNKcSmIMD5CRuXEtgTuWtVGYFpbLnK1kGSJJs1zINRbQ4RU4haC6AKvYnnse7sjSLAAo3sNfIL2BfjHg4jngkbsoARfRz/J6YqwMUbmKfm2AQyO7JymRNlU3QmppECVLKy4OkzyPi+SEOL4HJPXpA1kWPtQymxWJik72kl6OdckBxg0sEVTWt6zASWbkSdQ8/jIZnn7UPniQIgujkpCyAmpqacMcdd2DAgAHo3bs3br75ZvTr1w8nn3wysrOz2/Ieuxzuu8AMgxAVpZllqHwXGHeTDBkgH3dbkrTBZzMRoMQBNdmMH6u4aWEJzMkBSmdhKgD7NGjDsEQh2LgASpIBOrovEco5uoEt+DUKIFVREW1kr5+Xmyg3hWvC5gxQPbuuX4q6CqBQLTsnmA1k5bN7C1WFmADSz5FkWQggVRcyHCGACgvFlnrNEpYW4WmfD95hwwCwjjArxm4yAFD277edo2kaIl98wbJox4+bRZPlvOimTQivXGn+2hIEQXRwUhZAv/jFL7Bo0SJcdNFF+Pa3v43ly5fjtttua8t767KIEpirANKESAKsDpAhJwRDF5ihBOYRIWj9gHCA2HNYCDohKNRonGVFROjIIQN0AoMQmw1Bn4ADBNinQVsD0IBzCcya7zm2NyQeEwLIIJIidYnusIA3Bn+enguqbEx8HgIBROp0AeRVECzQz6k2iKSsLIQq2WsFs4CgUQBxx0b/JUI4QFYBpAejpYIC4e6oljUbji6RXjozougdZN7hwwEAcUPZTJxz+LDpHmLbttnOAYDoF18gtGwZIp98gui6dY7nAOzzGi8rc80kEQRBtDcpZ4CWLVuGF198Ed/+9rcBANdddx1OP/10KIoCj0t+gHBGOECWWIVxGzzv7gLM7k5i8agegnbqAvOzL6utDV7XEh6/B95A4kuvNEXhzTcIrjRXYaRVAkvmABkWpvKFulaRZHxbPGadAWR422nGDxdKjdUJcVR3kLknxgGHPO/j9QKyEkWwIIhofRThY3XwAYAkIR6XRBkyEAQCOexjYQ6QLsyystBUyQRMVjYg5bJzTA6QLnzk3FwosJfAjMtXZV0AWfeMiXb6ggLIhYUA7N1jmqZB1WcEeceMQXzPHseOsvju3eK+tMZGxHfvFl8TI8Z5RNEvv4R/+nTbOWpjIxr//GeoVVUInH46gueea3s9cW5NDRN5lDkiCKKNSdkBOnDgAObMmSPenzFjBrxeLw675AcId3g4WfK4d4EZd3yZHCDd6REVKS6AjCFoPghRP8e6DJWtwkiIk3g4ZlpgmmzKs2OnmPWcFEpgps4t7gAZz+fXcCiBWadBOzpADnOArCUwnu8BgFhTDPFwPBGC9vsRrmEOTiDIQs+BApYLCh1jwkMKBoVLJEmAzw8EstnnxZYBqtKvlQUEc9g5oaoQVC6AuAOk/20sgWnxeMJNys0VAki15oSMAkjfOG8TQI2N7HMiSfCOGMHOqaqydZTxmUP+6dMBSYLW1GTPJVVXm2cTVVY6iqnoV18J0RVZvdp2TwD7fgh9+CHqn3wSTa+8krScplZXJ4QqQRDECZKyAFIUBX7jjiWwAYhx60A6olncBiHCsOmdl7YAiwNkWXSqKU4ZIF1sWEtgel7IG/BC9sjCgYqH42YBlKwN3qG8ZS2BOc4BMrg7puvBwQECEuUtJwfIMg3aNgUacF5zYWmDD9ebv3dD1SFTBihcy0SHPwgglgg4Ryp1cWJwifxBCZIEBLPYJzVcbWmDr2RCJyuLlcEAIFwVFmUm2VoC04URYCiHeTyQgsFECcyaATKUybgA0mprTeKGCxEpP5+5RF4voKo2UcJXbXj69RPlNGueKL5vHztn8GDRwq84lNNiW7cablJ1LKcpBw4g+sUX7Lq7diHqslYnumED6p96CvVPP414kl++4ocOIb5nD5XcCIJwJeUSmKZpuOGGG0ydXuFwGLfeeityDJu0ly1b1rp32AVxE0BiG7yqmQRQ8gyQ3QHy8BKYRQAphgwQAHi8bBu8Eombf+NOQQC1uAvM+HrWOUBgYkoynO/oAFlKYJJTCcw4K8jqANWal6CGqkLINe4Bq9TFjf4tH8hj1wxX6bmdYFCIpECWBEBDgGkk3QFyyABlA1JQE69nK4E5dIHxrI+UmwtJklxLYEYHSMrLY59PRWGt8NwR0jNBclERu1ZREdSKCqiVlaKlXlNV4eR4evWCp29f5u4cPQqMHClejwsiT79+gMcDpayMLXKdPDlxT9wlkmUEZs1CZOVKxHfvRuDUU033Htu40fZ+YPp088cXColFsFpjI8Lvv4/cm26CldiOHWh69VVA0+CbOBHZV15pOwcAops2Ib5nD3zjx8Nn+LisaPE4E59UliOILkXKDtB3v/td9O7dGwUFBeLPddddh/79+5uOEc3DXRtbF5iHP+6eAZK93N2xCiCnSdD6AYcMEGBo8IpYSmDG/+itpavWKoEZnUM+CdqpxT1ZBiidElg8nmg39/v1dnZ2L9l5hgWmBgco2qCHm7kAymGvG9aHIUrBoHCA+GOBAHsNU6eYwQEKZgHBgJJ4PWsJTJ/9YwwgG1dqAIkWd62x0SRcjSFoSZISZTBDEJo7QB49IyQXF7PjhtKVWlPDvpZeL3OT+vQBYHeAhADq21dMsbYGquOHDrFz+vWDb8IEdmzfPnOnn6YJlyjrssvYtQ8etO1Ei23aBMTj7HMly1AOHhTXF9dSFCaS9K91bNMmW9cbwELdoWXLECstRdMrryDu0gkXWr4cdY88gvqnnoJiKPeZzotEEPnPfxD+7DNR0nQ8T1Ech1wSBJEZUnaAXnrppba8j26FaxeYlFhzYeoCk40ZIPMkaNWpBCZC0NAHKuoCSN8czwUQc400KBFDCcywwZ29dgolMJdhiUm7wPjfkmQOXXu9zLXgwsfJAbJ0gTmFoK2rMExhaJ8PIX2lhSQB+T2ApnogVBkydYoJAZTlAaCYBVCOxQHSw88BP/s8hWvD0FQWbJeCQYSqmGjKygY0X0IAqQ5dYHt3AjUlVTjlojrkD8gXWR8ujqScHCZAVZUNTMzPh6aqoi2et8nLPXow58ZQ3jI6QADgKS5GHBYBpJe/5J49IckyPL17A4BJAGiaxhwhAJ4+fRLt+8eOQYvFxNdI4QKof3/IvXtDysqCFgpBOXIE3gED2HMqKpgQ9PngmzgR0fXroRw4gPju3fCfcop4zdimTexzfMYZUA4dQmzTJsS+/lpcBwDi27dDq6+HlJMD76hRiJWUILJ6tRgLwO89/O9/w3AAoffeQ+6tt5q+92MbNyK6ahU7paYGjYsXI++OO0zfi1oshsa//U18nLENG5Bzyy2Qs7JgJL5vH5peew1aKATPwIHInj9fCFpxLVVF5D//QXznTnh690bg7LOFI2hEra9HbPNmwOuFf8IESMGg7RxAnyje2Ai5Tx/XQZf880HuFtEdSXsSNNFyhLixOUAuJTDDeZLF3XF0gHyGUpK+VgMwh6CBhNkSC5sFkAmXVRjJhiWmNAfIydkBE0qa4XEnB8i6M8zJAbJ1gfG/9VlBXJAEgkAwK1GSgmJwgOqZ8PDpAiiod29FasPAQL1Mdlx3gPJ8AELwe/X71VieOljgBwyvF8wCNG9MvJ7WpK/l0H/QVR2O4q2/A0AEVbkf48qXr7Q7QJIEKTcXWl0d1Pp6yPn57Bw+tVl3iJyC0NwB4gJIOECG7fFcAHl69mTn9OrFjh8/Dk1VIckytPp6lnGSJPa4xwMpOxtaUxOUigohSoQAGjAAkiTBM3Ag4jt3QjlwQJzD3RfvoEGQPB54hw1jAmjvXiGA1KYmkS/yjR0LOS+PuTvbt0ObO1f8AI9u2AAA8E+ZAt/kyYiVlCC+axfUujrI+hoRpayMleV8PuTddhvqn3sOakUFlL17xWgATVURWbGCXWvaNMS2b4dWU4PounXwz5iBrcu24tCaQzh5mobgoUPs+9vjgVpdjfAHHyD7iisSn09dPPHvQeXgQTS99hpyvvvdRFenpiH09tuI6fevHDiA+L59yLnxRpEPA4B4WRmaFi8W7mJk5UrkXHstPPrXiN97+J//FDkqqaAA2ZdfDu/QoTAS37MHoY8+gnr0KORevRA8+2z4xo41naOGQoh8/jni+/ZBCgbhnzQJvpNPtgkmpbwc0XXroMVi8A4dCt/EiebZXWBOWXTTJmi1tZB79oRv7NjEuAp+jqZBOXAASkUF5KwseEeMcBR4amMjG+ApSUxcO8yi01SVfc9Go2x+loOYBFiDgxaJAD6f43X4fcFQHndDUxTbL5FEx4UEUAZQU9gGz0tg1oWp3OlJbIPXHSCv3QECACWm2ELQiQwQc4BUYwbI+puiy4yfZC3uqSxMdX0968qMJIMQYXV3kswBEiLJn5jTA+glKf3/11BVCFrQoQSW7QUQhT9L7/CqTUyBFg6QPiPIo0bhzfIiHoojEgay+mYhUhsRX69gFqB42HUjdRHE6xshIxGCLt9cIz6Gw18x8aBZHCAAkPPyoNTViRyQCEDn5wtBKiUTQJYSmGJwgPicIJkLIB6WjsehVlfDU1wsJkzLPXuKr42nXz/Ed++GUl4O74AB0BQFSnk5e0wXO55Bg5gAMpTK+CBGz5AhANh8osiKFYjv3SvcCd6WL/fuDTk/H9LIkUJwqMePw9OrF7RwGPFduwAAvpNPhqe4GJ7Bg6GUlSG6YQOCehdr9Kuv2DkTJ0IuLIR/yhREv/ySOUW6AIpt3gy1qgpSVhaC550HuU8fhP/5T0Q+/xylqxV8cM9yAMCmHsB3bgGKr7sUclERGl98EbGNGxGfOhXewYOZsPnnP4FoFJ5Bg5B1wQVo+MtfoBw4gMjKlQieeSZ7vfXrmfjRs1LRjRuhVlaiaelS5Fx3HSRZhnLsGBpfeQWIRCD37AktGoVWW4vGv/0NuTfeCLlHD2jxOJqWLkV8+3b2yfV6xTlZl1wC/+TJbHjl6tVsWa5ejlOPHUPTa6/BP20aguefD8nrRWzXLoTeftuUNQvt3YtoSQmyLrmEfR9UViLy738zR0ontnEjwv/+NwKnnw7/KadAC4UQWbOGzYkydO+F3n8f/smT4Z86lf1727AB0fXrxd47fv++MWPgmzABclER+1p+/TX7nhGj8iV4Bg+Gb8wYePr1g1pTg/iuXYjv2iWEIv/e8Q4fDs/AgUAkAqWigo2B0AU/wMSid/Bglmvz+aBWVUE5fJgJef5/UW4uPH37wtO3b0L0Hz8O9dgx9u9L04BAAJ6ePSH36sV+EVEUqPX1zJWrqYFaW8sWLufnQy4qYudIEltfU18Pta6OObr6cFS5oIA5u14vm/je0ACtoYHlAzUNUnY2Oy87m7mssRjr3AyxMjtfGyRlZYk/0DQm/sKsYUOLRiH5fOw8/VzIMvv/NRpNCEWPh/2y6fNB8vvZ25LEKg2Kwhx8/W9IUuJcfayJFosBsRi0eBye3r1Nvyy0NySAMoDbLjBTGzx3dqyzgsQuMF4CsztAXOAAbMghXEpgHj04bSyBSRYHyC3gnG4JDNYuMP6fiUUASV6vswNkFDcuc4CcMkBcHFmHIJodIIhjWrFdAPmy9XyP3uHFJz9Lhi6wQD77rVALhxHsEURDqAGRsDn/48vywuuLw4PEAMZwVROysxIOUMXW4+Kxql3ViIVithIYANswRGMAmmPNAPH/6AC7A6TV1orSlaoLIO4qSLrLo5aXQ62oYD/4DOUvDhdAqi561GPH2NcxEBCv4x00CBEA8QMH2OtqWsIB0gWQZ+BAwOeD1tjIXq9PHyFsvHpYWfL74R0+HPGdOxHbtg2eXr0Q274dUFXIvXqJe/dPmYJQWRlipaUIzJ4NraFB5I14yNo/cyaiX36J+K5dUI4dg1RcjMZ/rYAMwH/qqZD8fiaSVq1C46FqfPLUJ+Jjrq8B1m/IwYWPToQkSfCdcgpi69cj9P77yL3lFsQ2b2b37vEw0dCrF7IuuogNj1yxAr5RowBJQuiDDwAAwXPOQeD00+GbOBENL7wAZe9ehD/4AP5TT0XT4sVAJALPoEHIWbCAld9eegnq8eNo/OtfETjnHES/+gpKWRng8SD76qvhHT6cOUubNyP01luI79/P5jrpk719kycjMHs2KxX+5z+Irl2L+J49kHv0QHzPHvE9EjjzTKjV1YisXAll/340PPss5OJi9r2iCxHf+PGQi4sRLS2FVleH8AcfILx8uanhQS4uhnfoUMT37YNaWYnomjWIrlkDE34/vEOGQK2pgXrsGGJff43Y11/DityrF/ikcmX/fseJ5ggEIAWD0GproVZUIOqS4xINA7W1rLSql1ud0BoahMByJRKBcuiQcEAdrxMKQQuFRCnZ9bymJpNIc7snAEg2iz2V5Fl7p9OSlWbbAxJAGcA1BC3a4BMlMKsD5BGLTiHOBaxzgMxTnhMhaLMDJHNNEmlhCSydLjBVX/TKz7HY5LB2eDk5QClMgratwrB0gPGt7oFsiwDKc8gA5bBrBYJcAOmvFwwiXFsDAAgWWARQeUIAifxPURBAA6QIOydcE0a4UWMCSHeAKjYZcjaqhuNbjyPPUgIDYOsEE0MQddEDwDYMUbTA5+SIz4OUlcV+QITDUKuqIPfuLVrgZUNZxdO7N9TycigVFfCNHWvK/4hz+vYFkNg/Zsz/8JKAp39/9ttiXR37bZjvL/N4hEskeTzwDh6M+O7diO/dC7l374Szc9JJ4vW8o0YhvnMnczvmzBEuhG/cOHGOb9w4hN5/n/0mX1bGWvdVFZ5Bg8T9eoqK2FDIbdsQ+s9qvP+n49j6/nGMniTjqnuninsKnHUW1t73BmJhFb3H9MDMKTV4ZzGwcVUU5zZEEcgLIHjOOYht2QL1yBEWrtaFXmD2bCHKfBMmILZ1K+Jbt6Lhz39mQbR4HN4RI+CfNUt8vrMuuwyhpUsR/eor4VrJhYXInj+f/abu8yFnwQI0vPQS1OpqhF5/nX3Qfj9yvvMdUfLKuuoqyD16IPKf/4gluJBlBM8/Xwyu9Jx7LjxDhyL0xhtQq6rE94p/xgwEzz1X/NvyT5yI0HvvsbKi/n3iHTUKwXPOEd8LgTlzEC0tRWTlSvF96Rk8GIFZs+AdNYo5AZqG+O7dQnhC0+AZMAD+adPgGz8eks/HymHl5cxR27EDalMTPMXF8I0bB9+4cabv79i2bYjv3MkGaWZnwzt0KLwnnQTPwIGQZBlqYyPi+/YxgX78OKRAAHJhIbxDh8IzdCjk7Gxo4TCUw4cR378famUltFgMckEBPP36wTNwIPu3papQjh2Dcvgwy7tFIuxaxcXw9O7N/s3IMhPvx44xZ6iuDpLXyxyaHj3Yn/x8aJEI1Npa9vmurWVuid/Pujjz81nJVtOg1tczAVdby/6P9Xoh5+ayrtDcXPbxNTWxpgjd9ZH8fvZvW3eE4PUCkQj7d87PkWVWXuTOkN/PnBnu9oRCTNz6/ex6wSAr/ykK+3cbizFniP9y6fGwX6D1crDk8TCXiZ+raez/cf17F16va8mxvSABlAHElvckGSC3EpjEl6FausAklxKYGlUgqyo0zS6AuAMUjyrOogWwrcJwLF2lcI5tyKGbA2TtFjPs+RLnuO0CS1YCs7bA8xJYtgfBLPZaTZVNQL+Eu8MFUCCXPYd3ePHlp6YusEKmorRwGFn625GQuQU+qygbQAMQjSKrqAcTQCGw/2D0j6niayaA9IwzKr6uQE4qDhDvANNzLkBCDGn19dDicSiW/A+guzvFxVAOHYJaWcn+s4xGWbbHcJ6nVy/EkMgHcQdINggguV8/8ZimKKJDyxhSlvx+yH37Qi0vZx1jeonCM3CgSeR6hw1jAmj3bngGDWIhab8fHr3bDAB8o0cj/N57UA4dQnz/flEm840fb3o93/jxzOFYtUqIMv+0aTASOO00xLdtw5fPlWDLR+zYtlIVq55ahzN+ega7p/Hj8XXp2wAUTBhRg+GjgMJ+flSXR7HlH1sw5cYpkHNykHX++cxt0e/HM2gQAoYhspIkIeuSS9BYUyPcMrlvX2RffbUpO+IfPx6IxxF6/33m/AwciOxvfcuUZZHz85F7880If/wxlP37Iffpg+C558KjO2789YK6wIlt3swcrWnTTLkhAPCNHAnvD36A2LZt0CIReEeMsJ0jFxYi59pr2Q/2qip4evUSQkS8nteLwLRp8J9yCtTqakjBoC1/I0kSfCNHwjdyJPu3zn84Ws7x9u8Pb//+wDe/CTfkHj0QOPVU22gF0zk5OfCPH88+pwbCtWGs+u0a7P5wN+KROPIH5CN/UD4C+YUI14bRdKwRSmQ7eo2vwpQbp6BoZBG8AwfCO3Cg62sBAHJy4OndG77kZ5l+gXA9R29CSHpOs2cQTpAAygC8DdY6CZr/56cpaqK0ZZ0VJEpg7P2EA2QcOmgogcV0AaRC+Ju2Elg47tzeDiTKW9ZlqEna4JOVycTjLXGALOeIhalJQtBWAcQnOAdyPAgE2b1EahJ5AVMGSM/3+PUOr0iT/vEZBFCwMBvQuAPEhEokDMjBYGIIYq9s9tu+pgnHKBJKzP5R46pYyTF0JLBnB1Czrwaa3LwDpDo4QFJ2Nvs8xGLsN01LB5i4li6AlMpKQA94ykVFpq8fd4MU/bdeUSbTRQ+gO06BABCJsN9+ebbH8sPCO3AgouXlUPbuFQLO2KUFAN7Ro4GPP2YiQv9a+kaNMt9TXh5zgbZvR+OiRey1Bgyw/dD2n3IKC0Pv2CE+NqNLBDCR4hk9BhufZEMaew/0oOKggpWPrMTUW6Yip3cODqw6iKqjCnx+YPREwDtoIKbcNhz/+vkKlL5Uiik3TmGvN3ky4PEgVlrKwsVnnWUT+nJWFnK/9z3Etm9nP+jHjHEsB/gnTYJv/HhooZD4mluRc3KQrY8PSAYXHMmQsrLgnzKl2Wt5evYUIXnXa8mySYi5npehMsiR0iNYfMli8W8OAMrXlTueu/3t7Vj121WY+7u5mHnnzPa6RaKNIQGUAdy2wcsmB0j/IdtsBkh3dbzmkhR3EJRYHF5VNc0dTAgg9hwlqjgLG+P7KQxCtGaAHEtgYIJFc3GAjHu+NE1zFEoi38MFUDMhaE3TbBmgRMDZI+b8RPRAM3QbN8q3vOexE/w+iwAyTIsOFmUDlayuH+zBfjCIEpi+dDW7WA8oNjUhiy9NDSXKXw1HGwCNuX7FfZgAqj9YAwzQX8/JAdJb341ToMU5+iwg9dgxlqewBKA5xk4w/nmTLSKC/xaqHj8uXBQpP98kyiRJgqdfPyj79rEyUFUVIEki28PxjhrFyjobN4qvr2/MGPPr9ewJz4ABzN3RMztOP5gDp56aCPyCtchb8Q4ciMCcOYh8/jkQCCDrsssc3YbKvtNRW70N/mwPvrfmVvztsjdweO1hrPrtKpz3m/Ow9tm1AIAJCyaj5/1nQioowOTyBvz7fz5H2coyVO6sRPFJ7HPpGTMOh47lIqd3DrJc2tQlnw9+fTZSMiSvV3y9idbh2JZj+Ms5f0G4OoyikUWY/eBsZPfMRv2hetQeqEW0PopgjyCye2VD9srY/uZ27P5oNz646wM0lDfgnP93DnV6dQFIAGWARAjaKjYS2+BVty4wngHSdYFYhWEUQJLEnqcCqp7vcRJAsjEEnWIJLNk2eP6YYwlMkhJ1nSQOkKlbzHDTyRwgWDq8AIsbFI/bMkDRRj3gnOVNCKA6fXBhIABJkgwOUBCIGgRQSIOmWRyg4lygEkA4jGAh+4EXtmaAirOEAArmsY/TJIDKmdOTU+hHrp5FajhYCwxgr2X8HPCwMx+s5xSCBpAQQNXV7g4Q3xxfWSk+/9bf7qWCAiYeo1HRau7p3x9WfCNGQNm3j4kNsFyQtY3ZO2yYmAcEMEEmO9j8gdmz0bRkCbvOwIHwWFwiAPAOHYqsSy9F5IsvWH5k1CjbOQALF/tOPpnlK3zOhYndH+8DAIy+fByC/XvizP85E4svXoyvnvkK464eh83/YBmjGT+YKZy2vP55GHH+COx6fxfWv7Ae5z16HqINUfz13L/i0BomFM999Fycft/pjq9JtD91h+rw8jdfRrg6jIGnDsS1718r1ty4Me3WaVi5cCX+9dN/YeXClZB9Ms7+5dntdMdEW5HyJGii9WguA8R2gTmXwHgGKDEJWi+nec1fSqFJomyzumoQQLKPPejx6QIomnoJLJU2eMcSmOU80cGVxAESAsdwnH2sqc8B4o+LEph+PNbAnuPP8XFTSDg+vAwkBFA++88x4GOvpypshQgMbfDBnnpJyrA01doFllWUJcROMMcggPQSWH05Kwfl9goiR/+Fv+FIYg2GEVHqikaZsNHbi50EEMAG+bk5QLxMoR4/7hiABvQ8hr7vi6+tcBJAXsscGa/F2QH0QLEhExM0zPEx4hszBtnf/jb8s2Yh59prXX/j9k+ZgrzbbrOtzrDi6dnTVfwAwJ7lrOtp+FzWCn/ShSeh/7T+iDXF8MLMF6ApGoZ9Yxj6Tu5ret60W1meaO1za1FfXo/Xrn5NiB8A+NfP/oXj246DyDyhqhBePv9l1B2oQ/HoYnzn3e80K34A9v0/58E5uPCZCwEAK361AqsfW93Wt0u0MSSAMoDqugrDYRK05f98WxcYd5N8FgHEm65iZgdI9iWGdHl8hhKYi2hpySRoq7gxlcr4dawOkMHdESKJu0cc65oLhxB0LBRHY5P+HGOngtUByvElHCDe3q47FiIE3YOFmr2Iiq9ZNMJyHMIB6pUoUWTpO8NECazSXAIDEhvhnRyg3L65yNH1TsNRfVWGpQRiLIso+qoH0clhgAsgpbxc5IVkSy5D7tkT8HjYhOayMgCJuT1GvBZ3xWcJlAJMTHlHjxb3E5gxw3YOwELH2ddei+xvf9tW/jK9xujRyDrvPNdpx61FqCqEw2vZctXh5zIBJEkSLnnhEpEBC+QHcNFzF9meO+qSUegzqQ+i9VE81v8x7P5wN3zZPtz85c046aKToMZUrPrdqja9f6J5Go814u8X/h3HNh9DXv88XPfBdcguTq8Lafrt03HOI+cAAD760UdY/6Lz0l6ic0ACKAPwELRtDpAYcqgKAWQ1ZIQDpAeanULQxuepMRVQVeEAGWcEiRC0IQPUojZ4SxfYCTlAxmsZpkCb1nOk4AAtvngx/vyYiqOHINo1AUMJTLS4+xMCqCHGSltWB6iQOTRSNIpAvh6iDgOaMQNUnCNcqoAubiIh5tyILrBigwOkT58OhxKBZu4A5Q3ITzhAx0LQNLuzAyScnBgP91pcG+M5YqZLUZFtTYPk85mmBEs9etjKZICe09G/7p7Bg8XyVCvZ8+Yhe9485NxwQ1Lh4hs5Ej5dLGWavf/aC03V0GtcL+QPSHTS9Z3UF7dtvA2X/vlS3Pb1bSLjY0SSJFz+l8uFk+DP82P+m/MxYPoAUfra/Opm8f1EtD9HNx7Fn6b/CYfWHEKwMIjrPrwOPYb2OKFrzf7JbMy6j40reOeWd1D6l9LWu1GiXaEMUAZw3QbPW9xNGSDLOSIDZC6BeVxKYIrFATIJIO4ARdzb4DUeQlIUVgbjysupDT7ZHCDAPOW5GQdITAx1OMe26d3iAGmqhn2f7gMAvP86cMcvorZJ0LFGvQSW54fwTDQgFgV8ugCK1OudYj2YaNEiEQTy/AjXRBDV/FAiChOYAIIFQUSCQWgNDQjoE6MjYVbe4hmg7OJsyNlM2QT1cppRAAkHaHARssXXT0MkBAQtZSuAiRulrEx0N1m7nwC7k+Pk7ABswKBoIx850rHcJOflIfe22xDfvTupcJFk2bZSoaOzezn72IefN9z2WI+hPTDle8k7o/pO6osfbP8BDqw6gAEzByCvH/uaDp4zGEUji1C1qwrb396OiddMbP2bJ5Ky64NdeO3q1xBrjKFoZBG+/fa30Wus/d9KqkiShHN/fS6i9VGsfW4t3vreW9AUTXQBEp0HcoAyABdAtl1g3kQI2s0BEm3wwgHSz/NZHSC9nBZjwsVRABnmADllgNb+cS0eO+dj7NulZ4AMG+OTlcDc1lyI58SThK6N57jtC+NODy9rWRwg7qQAQE0VoIYi7l1guQF4fYmweTTCHCAlpjBhCCCgO0BMALHXiKp+Uf6CBPhz/cLtCPj1tvowa1EWGaDiLEj6nJ6Avg8s3ARxrOEIE0B5A3vAm+1DQDdPGhvsuR3A3PIOuDhA+fmmgLGbAPJPmQLfySfDN2kSArNnO54DsBxNYOZM22t3dkT+x0EApUpO7xyMuXyMED8A+2E5fj4rFW59fWvLbpJIm6+XfI3FlyxGrDGGYecMw81rbm6R+OFIkoQLn7kQ038wHdCAt296G+ueX9cKd0y0JySAMoBbF5gQLYYQtC0n5DVngHigWrY4QJLIACnuJbAkGaD68nr889Z/IhZWsGktEt1b4skOQw5bOQStOc0AAoSIsTpAXADV7Ksxnd5Y0eBeAssPQpL4xnd9BmAgIBwiAAgUsUCOFomIre9R1ZfYA5YfgCRLorzljzMhEw6ze00MQswSgwoD+joMJwcor38e5B49kK3ngJoa7WIHgAglc5wcICDRYi7l5TnmdgD2MWdfcQWyL7/csdzWlanaXYWavTWQfTKGnjm01a8/9irmhu18byeVwdqRA6sO4I0Fb0CNq5jwnQm49v1rkVWU1fwTU0SSJFzw1AWY+UM2F+jd/3oXO9/b2WrXJ9oeEkAZwK0LTDbM+BFzgKzDEr28Kwum7i5bCFpkgBRTCcwbSIgJj18vucVUW7Znz8d7Eq8pIbHgTjz5BEpg6YSgLRkg0zkGB0jTNFsI2iaAyuttgxBFCDpPd230shV3gPgPKtknw5OnByVjscR5cW8iAF3ArsGFjC/MWtIjETbckA9dzC7OFgLIH2IdWaGmRMBZdIH1y4VcUIAs/WVDTc4OkMcqgAxDCY0EZs9G1lVXIfe220xze7ojXz33Ff5+wd+x5qk1IovH3Z9BswbBn+tP9vQTou/kvigcXoh4OI6d79MPyPYg1hRj4iemYtzV43Dly1eafvlrLSRJwvmPn4+p/8VWprx5w5smB5ro2JAAygBiF5h1DhDPAMW1RLg52S4wTROaQ7KGoD3mgHPSDJBDCazpWJM4r7EeZgdIls0ZES50NA2aqjZfAkvFAdK3BRuPiesYHSBDq7ybA1R/pME2LFF0eOnixR9MdHfBuAYjLyBC0QAQ8OvrMGKehAOkt73zVnVfE2t5jkeBxqON+s0BwcKgKHfxHHI0wj61mqYlSmD98uDp2zchgKJe0Spv+jx4vfCdfDIAIPjNb4oOM9t5+sA9a/i5u7F/xX68d/t72PXBLnzwww+w8tcrAQCbl7D5PiO/mXxK8okiSRLGXs1cICqDtQ+rfrcK1XuqkT8wH5e+eKntl83WRJIkfPOJb6LPpD5oOtaEd//r3TZ7LaJ1IQGUAVStmRC0qolsj1sIWtPASlu6bvHYMkD6ayXJAHHXKO5QAms6nhBADfVm18ZV2LCbT6kE5uoAGRedupXA+DmKAk2ff2M8bhVADUcbTQ6QpmmixBUoYKLAr+dtrA6QP9fPPg6+DFIPL0ejkt0B0sWNt75SvHb1HjZ8MNgjCNkji8WEAYMWCVWFEKoMiUB1bt9ceEePRpaueaLBItcZOFkXXYTcW25BYCaN52+Oz371men9fz/0b5S8VMIC8xIw8dq2CyiPu4qt3tjx7g7EQrFmziZaQrgmjC8e+wIAcN7/nYdAfqCZZ7Qcb9CLq165CrJXxo53dmD3R7vb/DWJlkMCKBPwLjBbecvQBi8GIcL5HBUmAWSfA5QIQbtlgLzCAbKXwHhwF2AOkBZXXJ0d254vN+fG2AXm4gBJhg6v5hwgAGyTuH4dycG9Yu+HTBmgeDgucli+AqYyeCt8NKJPeNY7wHhJhJe3/Bo7HonA7gDp58hy4npVu1ipi2cPJEmCXFAAWYYIOYcqQ8I2zyrOgsfPNqNn99DnCQXd9ylJfr/jQELCTOOxRtEZeNfuuzB+/nhoioa3b3wbADDqolEoGNR22af+0/sjf1A+Yo0x7P6Qfji2JWueWoNwTRi9xvXCuG+Na/4JrUSvcb0w40429+rDez4UOU6i40ICKAMktIbLLjAF7g6QN+EAaYpiEEDOJTBrBsjsAOnltJhqc3dCx0Om+22qi7s7OwaVphnKWzbnxtDhJcSUm7tjKG85Xocvjm3SBwUaZgCF9aWmBb2ZeGk4HjK1wRsDzn59yKGfx4ocHCDAUN5S2etFwnDNAAEJcVO1mwkg48A174gRACBKXE2VTaYhiAATSgVnM1cnHKFdzy1lx7s7oCka+k5heZxLX7gUg2ezDFVuv1zHAYetiSRJGHc1+2G8/k80PK+tCNeExYTmM35+hq3RpK0546EzkFWchWNbjqF0UWm7vjaRPiSAMoBYhmrdEO3lc4BUoJkSGMDLW/pxv1kkiEnQcdVVAHn1ELQSU+0ZoEqzi1JfGXMvgcmyECRI4u6YQtAu4iYlB0iShFBSuQPkIICKBusTlo+FE0Fpv1+IG2/QC0+WngHSN727CSAeHuYZoGhYc3WAgIQAqt7NSmBZxYmal09fgBnkGR+DA2Rsoc4dwrq6Go81gmgZZSvZhGue8/Hn+nHDZzfgjm134I4tdyB/YH6yp7cK026bBkmWsPO9nTi45mCbv1535Isnv0CkNoJe43ph/LecOx7bkqzCLMz5KVvzsuJ/VyAeiTfzDCKTkADKACK4bC2BOWaAzM+VfQkxoEZjCQfI1gbffAlM1t9WYoZMDhdAxy1lpNq4+4RnwNQJ5ubumNZcOO3vAsxDDt3OgSEI7eAAcWeGC6CmqojpeaZ8jx4u9nn0bE+ErXBILEI1O0Bc2ERCmngdLoCMDlBQ1zvHt7JAdE6vRIjZM3AgAqefjpxBrLRlcoD6Jbq0snvp92/5WhDpw3dzDZiZmIMkyRJ6ju6Z0i6o1qD4pGIxCPG1K1/D2j+uxfHttCOstQjXhPHF4yz7c+YvzmzT4HMypt06DXn981BbVouSF0sycg9EapAAygBiDpB1erPIABm7wJxb5QFAi8QSwsZtEGI8ySBEX8IBSqSp9RKYPrtGDP4L2ctkJlJwd4wdXsKRcQtBOywwdTqP77eCoVNLlMAGMNHBd3zB4wG8XtMeMDG7hy9EjTCxYyuB8QwQF0BNqngdXgKT/H6xQiJX10JHNx5l9zIkkS+RJAnBc89F7kkDAbDPdd2hOgAwORFcNFkzTUR6ROoiOLaFLXkdOHNgRu/lgqcvQPGoYtQfZnO2nhnzDN5Y8Ab7JYRoESsfXcncn/G9RLkxE/iyfAkX6OEVFHrvwJAAygBC3NhyOwkHiIegrS6RsdSlxOItC0FzByhqcG1kGZqmCdehx2D2kzza5N4Fxu7TMMGZ31SSDi+RE7KIG1MJzFC2sqEfUxuYc8Jb1TU1UZoqGMDclHCD/lpZWZAkydbhJWVnC/0UjQJSdrbYDG8rgYnFqTEhTLhTAwDBCy4AAPQY1sN0u0YBxMnqyWyixmONqDtgF0DZPbPF43xmDZE+h9cdBjSgYHCByFhlimCPIG756hac9cuzMOSMIYAEbHx5Iz7+yccZva/OTtWuKtH5dc7/Oydj7g9nyk1TUDC4AA3lDVj7h7UZvRfCHRJAGcBtErRkcoDcJkEnnqNG4q4lMCGAkswBSpTAEg6QJMuI1kdFB0OPQUwARUJqSiUwMW/H6TwnB8ilBAaHBaZGhFCyCKBIfQTQtULBQC7e9I9Nd3vEHjBDwNnHBZDitYkkIOEA8RJYuDaMxgqWzcnpnShv+UaORO73v4+e55vb0p0WL/Klm/UH61F3UBdAg+wCSI2pQpAZOb79uNgzRrjjVP7KJIH8AM78+Zm44bMbMG/pPADAmifWiJEJRPp8eO+HUKIKRswdgdGXZn7BrjfgxRk/PwMAsHLhSpoA3kHJuAB69tlnMWzYMASDQUydOhWff/550vM/++wzTJ06FcFgEMOHD8cf/vAH0+OLFi2CJEm2P+FwuC0/jLTgDpDkUgJTlcSwRFsJzJgBiqUggOKa+yBELoD0c9hBj/ih6gl4kNtHLyM1pVYCg0EAJS1vpRKCTiEDpOolML6Hi+dyPAEPcgcw1yUSZl1zfFCgcRM8wNwd3rYei8nmc3QB5OnTB4AhA1QbQcNRJr6MAghgE5mLxvQxHXMSQAWD2f3VltU6OkC+bB982exjtwaht721Dc+MfQZ/v/DvtusSZjqaADIy9sqxGHH+CGiqJrqXiPTY9cEu7HhnB2SvjPOfON91ZlZ7M+n6SSgcUYimY0348vdfZvp2CAcyKoCWLFmCu+++Gz/96U9RUlKCOXPm4IILLkBZWZnj+Xv37sWFF16IOXPmoKSkBA8++CDuuusuvP7666bz8vPzUV5ebvoTDLZP0DEVROeWmwOkGrbBuwSlAUCNJhFA+qJTRc8AiZUZ/sR5noDBATKUwHhGxp/rRyCPKYNoyH3CM7svPQNkHExoHWLksOnd1QGKxxPXciqBWTJA3AEy5nKCfXoA0GczxhMOkPHjA5gDJOYARfWJ0A5dYFmXXQZ/lt5+r2pCtFgFEGAXPE4zZrjbU7WrSrhJ1vOcgtCqomLZtcsAjf1wP7rpqO3aBEPTNNFxNWBGxxNAAHDavacBAL5e/DWb3E6kjBJV8MHdHwAAZtw1o1UWnbYWHp8HZ/3PWQCA//zmP6I0T3QcMiqAHnvsMdx00024+eabMXbsWDzxxBMYNGgQnnvuOcfz//CHP2Dw4MF44oknMHbsWNx888248cYb8dvf/tZ0niRJ6Nu3r+lPR4KXwGwOkDEDpPJBiBYBJElCV2jRmBBTthC0yAAla4NPOECawQGKNTFx4sv2wZ+v784Ka+5zgICEIOFOm9dr+03MNOWZuztuLhEMHV5OJTBrF5hVAPVgAojfQiRsd4B8Oey1pJycRLZH11zWLjAA8E+ejKKfP2ATm04CyFjKyumT47iHiDtAXPx4g15TuzzgHIQ+tuWYaZbR169+bbs2wag/VI+G8gZIHgn9p3bMgZHDvjEMOX1yEKoK0QThNFnz9BpUbq9ETu8cnPnzMzN9OzYmfGcCeo7tiXB1GF888UWmb4ewkDEBFI1GsW7dOsydO9d0fO7cuVi1apXjc1avXm07//zzz8fatWsRiyV+IDQ0NGDIkCEYOHAgLr74YpSUJG9FjEQiqKurM/1pS1S3bfBi0anBAXL4CvFjSjIHiA9VjCfZBaYHqq0ZIJGRyfGLMfLRcPISmJjyzAWQ0zlOM37cHCAkpjw7CSDr85wEkJyXJ5ydSBhiF5aTuyMcoLDqeA5H9vlMG6V92T5RSjPi8XnwzSe/ifHzxuPqJVfb7x9Abp9cU3g9f2C+TTQag9Ccw18dNp1zZP0Rx+sTEO5Pn4l9RDmxoyF7ZDGxeNub2zJ8N52HhiMN+OyXbL3JNxZ+Q3RjdiRkj4yzfnkWAOCLx76gzF4HI2MC6Pjx41AUBX36mLMSffr0wZEjzv+hHzlyxPH8eDyO48fZPI0xY8Zg0aJFePvtt7F48WIEg0Gcfvrp2LnTfQvzwoULUVBQIP4MGjSohR9dcsQ2eJeylapohoWp9no2/xmpxeKJ0pZrBkh17QLjb6sxzSRujA4QXxYaCWtJS2CwCCBbC7zhHJMDZBUykpS4lsOQQ3Ge9Xl6idM4nFDy+cTOrUjEPQTtHT4cPt3piYZ0AVTvLIAAoHBEYjO7k/vDmXnXTFy95GoMPXOo4+OSLJkyP/2m2re5O5XADn2lZ1r0kg7NknGnI+d/jPDg7o53dwiHmEjOJw9+gmh9FP2n9cfkGyZn+nZcGXfVOPQ5uQ8idRGs+q3zL/dEZsh4CNr6G6+maUlDbE7nG4+feuqpuO666zBp0iTMmTMHr732GkaNGoWnn37a9ZoPPPAAamtrxZ8DBw6c6IeTEtwBspatJOEAGTrFHNo5xczBaJI2eB6ojqvuy1ADDiUwQwbIl+MTQ+KiYSQtgdkcIAcBJBygaNS1Vd50HhdTTiUw62Zz3gVmWU8RyGb3mqwE5unbFz3/+y4AQDysQIkpiNTpQw7z7IsUi0cldnMlE0Cp0Ht8b/H24DmDbY9zB8hYAjtSwn5BmHANmyhds6+GJs66cHC1nv/p4AJo6JlD4c/1o/FoI2vbJ5JS8XUFSl8qBcBmK2W67T0Zkizh7P89GwCw5sk1ouRNZJ6MCaCePXvC4/HY3J6Kigqby8Pp27ev4/lerxfFxc4LI2VZxvTp05M6QIFAAPn5+aY/bYmmixHJVgJrfhs8O8b+TqULTOGrMPh2CoMA8gX0ElhcM02C5g6QP8cvtqVHI3BfcQEkXBs9ROOYE+LnhBI2sFOHl6285SCA+FwecY4ugKzZnUAOe81o2N0BAiCcLoC5P6KUVmi31Y0CKK9/nu3xdJh2+zTxNt9NZcTqAGmahsrtbNv8sHOGsY9TSyxdJRLEmmKiBDbkjCEZvpvkePwejDif7Yjb8c6ODN9Nx2fFwysAAGOvGouBp2Z2uGUqjLpkFPpP749YUwwrH12Z6dshdDImgPx+P6ZOnYrly5ebji9fvhyzZs1yfM5pp51mO/+jjz7CtGnT4HP6QQr2A6O0tBT9+tnLC5lCZIBsDlBi03uiBGb/Ejk6QG6B6ph7CUx2aYPnAsFYAotGkOjcsnZ3we7aJHV2mgyTjZOcJ3BygJoTQLq4Ceg7viIRQO7Vy3yOIbvj8XngzWL3EqmLIFTNRJrTmgSjADrpopNsj6fDyG+OxOTvTcbEayeiz0S78OchaP5bY9OxJibOJKBoZBF6ju4JAEIUEQnK/lMGNaYif2A+CocXNv+EDDPqklEAWBmMcOfY1mPY/NpmAGz5aGdAkhIu0Npn16L+cH2G74gAMlwCu/fee/HCCy/gz3/+M7Zu3Yp77rkHZWVluPXWWwGw0tT1118vzr/11luxf/9+3Hvvvdi6dSv+/Oc/48UXX8SPf/xjcc4vf/lLfPjhh9izZw9KS0tx0003obS0VFyzIyAyQBZx49FLYKphEKKcJAOkxpRm2+CTLUP16A6QahRABgfIl+NDoEfCAUrJ3UkhAyQcIIdOMfbCztOhTcdyzKUnngGyCqBgP/aDL57fCx59TYW1DZ7Dy11Nx5sQDzG3K6vQUmqDWQC1dOS+JEm47M+X4cqXr3R0+/jkYr4rrHIHEzoFgwvgy/KJH+w1+2tadB9dkV3v7wIADD17aIeZDZOMky48CZBYiZMPxiTsrP7dakADxlw+Bn0ndawO32SMmDsCg04fhHg4js8fST7vjmgfMiqA5s+fjyeeeAK/+tWvMHnyZKxYsQLvvfcehgxhdnV5eblpJtCwYcPw3nvv4dNPP8XkyZPxv//7v3jqqadw1VVXiXNqamrw/e9/H2PHjsXcuXNx6NAhrFixAjNmzGj3j88NtzZ4Log0Fa6rMIBEWUyNxt3b4I0CSNOEAPIGEsKEC6B4XINqKG+JDFC2D4EifXZOBFBDSTq80sgAgee2nEQS7ILnhEpgurjJHsnscWVIYjqsNQPE4W5P9V59Iq8E0QVnpM/JffDNp76J+W/Mb/NFmnkDWImN7wrjgWfu/PDH6w91798oNU3Dl7//EsuuW4atb2yFElOw6e+bALRcpLYXOb1yRDlnxz/JBXIi2hAVYx9OvffUDN9NekiShHMePgcAsP6F9WiqpB1/mcb5J1A7cvvtt+P22293fGzRokW2Y2eeeSbWr1/ver3HH38cjz/+eGvdXpvAmzw8bpOgVaMD5FAC0/WHFk/mAPEQNFM+zrvA9C+/ZhBchjZ4X44PwfzED/hYfRgSkFIXmOM5SVrejbhtiDedY3WA+JBDqwNUpE+yrksMaHRrcc/umY3KHZUiTxMsCLqGK2feOdPxeGvD12U0VjRCiSnCASoaxdwsnkHq7pb6F098gY/u/QgAsOnvmxAsDCJcHUZO7xyMvGBkhu8udUZdMgoHVx/Ejnd2YNp/TWv+Cd2MLUu3INYYQ9HIIsfMXEdnyJlD0O+UfihfX47Sl0ox68fOcQ+ifch4F1h3JNEGb8kA6WsuzBkg9xKYEk2hDT7GXsyxBBY0LFaNJBwgYxu8N8sL6K8XrdPLWyk4QE7ujm3ooZsDZBQ3Xi+kJJkjgHV38fdtAqiHeUUG4ByCBhIdV0IAtbG7kwrZPbNZh5/GymA860MOUIJ4OC7mwRSPLgYkIFzNvg/P/c25Nne0IzPqYpYD2vvJXvHvkEjAO78mf29ypyhrWpEkSTQ+rP3DWhp5kGFIAGUA0eLutZatUnSA5MSQw+bb4JnycRZACRERjxkyQIZBiJIkCQMmWq+LiCQOkBil7CRuUnWADOUta/mrcmelrTwg9+wp3raFoAvM7fGmcywDDPkU5updrATm1AHW3kiyJFyguoN1wgHiOSTx2KHumxnZ8c8diNRGkD8oH3dsuQM3rboJp//kdHz7rW9j8ncnZ/r20qL3hN4oGFKAeDiOPZ/syfTtdCiqdldh/4r9kGQJk66flOnbOWEmfHsCAgUBVO+uxu7lNPk7k5AAygDNiRbmAKmmY0Z4G7yWLARt7AKDcwlMNrytRhMzfowOEAD4Avp+rPrmpzyL95O4RG7PEfdlFECWeT+vXvYqFl+8GF+/+jW8Y8YAAIJnnSUetzlAehcbb2sH3EPQ3AGq3MlERkdwgICEy1NbVivcqeLRxabH6g/Vi5lY3Y1tb7DpyRO+PQGSLGHgqQNx7sJzO8RW8HSRJEncN88wEYzSRaUAgOHnDTcNEO1s+HP8mPRdJuDWPrc2w3fTvSEBlAFUlxIYb4tnqzC4S+SUAdJn/CSbAyRC0O4OkOzxCC0jljBaBiECBgGki4tkXWCu7wN2x8etBGYQQLLeuQUAsVAMx7eyEPCK/12B7CuuQO5tt8E7fLg4x80B4hOiNU1zDUFzAcQ7rpw6wDIBd3nKVrK2bm/QK5am8gxQPBw3ibzuBF8NMuycYRm+k9Zh8vcmAwC2LtuKhiMNmb2ZDoKqqNjwlw0AEp+fzsz026YDYDOfastqM3w33RcSQBnANQMklqHqAwzRjAMUdXeAeIeZksQBgiyLQHXcIICMgxABwBdg14rpwihZF1jiY3E4R5JMz03FAZILE/Nbjm0+lnh7yzHE4xI8vXubnmsVN9YMUDwcF/kq65RnLoA4gR72DrBMwFdvbFm6BQBQdFKRCGf7snyiVNcdc0Dh2rAoCzqtEumM9JvSDwNPHQg1ptLQPJ29n+xF3YE6BHsEMeayMZm+nRbTc0xPDD17KDRVQ8mfk++qJNoOEkAZgFcqbK3rfkMIOokA4hkg4yRoexu8uQSm8POMAsjoAPEMkGUQIgD4guxaUf34CTtAluN8do8VKS8xXVk2TPg+ssE8Bdyp88m1BKY7QHzHl/EcjnUTe0dxgPpPY1vMG4+yYYh8BxinO+eAyteXAwAKhhSIoZFdgbN+dRYA4KtnvqLVGEiEnydcMwHeYMabl1uFqd+fCgAoebFEZD6J9oUEUAZwG4RocoAUPi3a3QFSY4q4llUoeX18qKJ7F5jk9QoBxIWSZBmECBgcIJ4jTiED5BiUhln0WFvZxXGjA2RYS1KxqcJ0nlUAGctbTiFoTdMQ0YPcvhyfrcXd6gDxIYSZhgsgjnWtQ3fuBDu8lokD6+eoszPivBEYe+VYqDEVr3/7dfF92x0JVYew9Y2tAIAp35uS4btpPcZcMQZZxVmoO1iHXR/syvTtdEtIAGUA3vloXYXBXRxN0wcYInUHyJYB0oWTEk1SAvN6RQmMn2cdhAgAft0B4pswknaB6biWtwyCxjrMUDzXIJKMGSCr4LE6HkpEEeUtqwOkqUwccQfIacmpVQDxoHGmyR+Ub7o3VwHUDWcBla9jDlBXE0AAcMkLl6BgcAGqdlXhvdvfy/TtZIyNL2+EElHQe0LvLlPmBNhQWh6GXv+8+2w7ou0gAdTOqKrqngEybINPhKAd3BZdAMUjijhmFUAenzkD1JwDpLi0wQOAL4udFNerRyl1eFm3tfP7NAgg6z4vcVySkD1/PrIuvtiU8eEb0flsJKvjwd0f4717s7xCDEZqI+I3ab4s1UjBoALT3KWeY3razskEkiThjJ+fgeLRxZh661QUDCkwPc6D0N2xBNZVHSCAlWCvfOVKSB4JG1/eKDJg3QlVUbHmiTUAgKm3Tu2Us3+SMfUWVgbb8e6ObvnvN9OQAGpnNEOt1+oA8R/UqpooXXkcSmDCteHDC2EvlfEWd+4kuTlA1i4wyeu1t8HrS0KjXF84uTtWAZRCvsetBAYAvjFj4J861XSs8RjLwPD9P9b/MLgA8ga9QhBKkmTKASVzgHzZPtN298JhHWeB5sw7Z+IH236Ai5+72PZDgGeAulsJLFQdQvVuNrOpKzkDRgafPhizH5gNAPjoRx8hHo4384yuxfa3tqN6TzWChUFMvmFypm+n1ek5pieGnDGEwtAZggRQO8PDzYBDcJlPgtYSDpDVJQIMDlA4iQPEN7034wBZS2CasQTGM0C6A8RLYE67uWxzgFwEkGwMOLs4QG5wB6jPZLY13c0Bsi055a3wNeGkDhAA9BrbK3F/DuXHjkh3zQDx8lfhiMIOE1hvC+Y8MAd5A/JQW1aLjX/fmOnbaVdW/XYVAGD67dNtg0u7Cqd8/xQAFIbOBJ3jf/guhBpL/AZnW4ZqEDtcuDiFoPkcoGQlMC8XQLqQUvimC7cuMP1SqsrWLgCGDFC2vjSVl8AcBNAJOUBpCCBN1cTyQO4AWTMvbgMOuQMUqY0kdYAA4IKnL0BOnxyc/b9np3xvmUY4QN0sA9SVy19GfNk+nHoPW/z5xeNfdJuBlwdWHcDB1Qfh8Xsw4wcdZ5l1azPuqnEIFgZRu78We5bT9O/2hARQO2N0gLjjwzEuR+WOjHVhKpBwgMTwQjiFoPUSWEyFqhpa760lMP0WeIksGkncH/+NiwsgUQJzcoBSFUDGNvjsbMdznAhVh0TAmWdzQlUh0zluDhCfBRSubd4BKh5VjB8f+THO+NkZKd9bpuFlu4ajDVBiSjNndx24AOqq5S8jp9x8CrxBL45tPiZa/7s6q3+3GgAw8bqJHaYjsy3wBr1itce659dl+G66FySA2hnV8APK6gDxOUAAEI/qIWi/vQTGu8D48EJJhi0XIkpgiibEjfE4wJ5jcoBkWZTVPH6PEFXcCYonKYFZRZGbAPIMGMBf3HmekAu8/BUoCIj/DFMVQMZWeO4AuQmgzkhO7xz2tdLQrSYHdxcHCGAu5ujL2IqMjX/r+mWwql1VovX9tHtPy/DdtD2n3MLKYNvf3t4tnNx4JI6PfvwRjpQeaf7kNoQEUDvDV1MAdgfIKIgSk6AdMkB8FUaEL0y1d0Z4A1799RLlLcDiAAGQffq1FABer20IIgD49SxQjJfAHELQVjfHNQOUn4/cO+5A3j33OD7uBg9A5/TKEZOPQ1UhUznA1QEy7APjDpBbCawzIskScvsxUdgd/vME2PdD7X62QqDfKV3fAQKACd+ZAIAFg7t6GWz146sBDRh5wUj0Ht+7+Sd0cnqP743BswdDU7pHGHr7W9ux+ner8crFr2Q090QCqJ1J6gAZBFE8xgchOjhAYn2FuwCS9U3vipJcAPESm6JYOsAMe7J8eikslqwEJkmAUfQ4uUT8NXv2NIWhU4E7QNm9spFVxAKvakwVgg1IIQRt6ALrSg4Q0P06wXgAunhUsRC4XZ3h5w6HJ+BBzb4a01qYrkZTZZOY/Dzrx7MyezPtyNRbWdfruufXdfkw9PoX2NyjKTdOEYu7MwEJoHZG0x0gSQJk2RKC9hlD0EwAObXBS7J5xo9Tt5LHIIB4CUz2yrbpxx7dAVIVAD6fbQgiYHCAYgA8HvH6tvsyTnlu5XkdvNyVXZwNX7ZPCLlQdaIM1lwGKJUQdGelu80C6k7lL44/x4/h32CLf7e/vT3Dd9N2rH1uLeKhOPpO7ouhZw/N9O20G+OuGscmQx+ow873dmb6dtqM6r3VLOwtMQGUSUgAtTPcAZIcPvPG1RhcABlzQRzhAPFzHBwgLoBUxbkFXpznszhAliGIAODLTThAjvkffv8uww9bA77LK1AQYLN9DGUwjliEmmsu0aXTBt9Z6W6t8Ie+PASgewSgjYy6dBQAtkW8KxKPxPHl778EAJz249O63ODDZHiDXiEI1v2h64aheYlv+LnD0WNoj4zeCwmgdkYIIId/17Isi+PxpJOgddGit7a3lgCCwxBEAPDnMgERiyJpacst99MahGuYAOJuDi+DOQmglrTBd1bcBND6F9fj4wc+FhvTuwKqoqLs8zIAwODZgzN8N+3LqIuZADq45iAajna9wPvWZVvReLQRef3zMH7e+EzfTrvDF6TufH8navbVZPZm2gA1rqL0z6UAEsHvTEICqJ3hk6BdqkjiuBA3jhkgvQuMz/ZxKJN5HUpgyQSQqrBws3UIIgD4dbEQiyV3gALTp7NrDhzoes6JEqnVw8u6m5OOADJmgPgsIf78rkKPIT0AMHuZc/CLg3jn5nfwn1//B69d9VqXCc5WbKpAuCYMf66/2wSgOfkD8tF3Sl9AQ5dcoMmdj1NuOcU2KLY7UDSyCMPPGw5oXbMlftcHu1B/uB7ZPbMx+tLRmb4dEkDtTTIHCEiUxnjLuZNo4QKIiyTJMQTNRADbLO9+LeEAxZGSA5RMAHnHjEHOTTch57rrXM85UbgA4m4OFzDh6rA4J9agl++SZICMYequRNFItjS2ameVOPb5//tcvF3xdUXGW05bi93LdwNg7k9nmdbdmpx00UkAgJ3/7Fo5kYrNFdi/Yj8kj4RTbs68O5Appt06DQCbDG2c9dYV4OHnk68/WXQqZ5Lu979HhuHpfqcMEGBwgHhw2ckB0oPLXCQ5/RDgDpCmNSOmxLygJBmgHnrXlQookvs3rSRJ8A4cCCnQ+uUlYwYIgFh9kE4JLFQdQtNxJoByernvIeuMFJ3EBFBjRSMidRFE6iLCIeg9gbURb35tc8burzXZ9PImAIk8THdj1EXs49790e4uNfiS/3Acfclo5A/Mb+bsrsuoS0Yht18uGisase3NbZm+nVajvrweO95l2bWOInBJALUzmv4fllsJjDtDogTmIFq8umvDd3M5ZoCyEyKAt687CSCvoQQGlzb4rCGJTpt4DBnB6gAFi9xD0G4lsPpD9WI5bFdzgIIFQfExVe6sxK4Pd0GNqygeVYyZd88EABz+8nAmb/GE0TQN5SXlqNhcga3LtuLoxqPw+D2YMH9Cpm8tI/Sf3h/ZPbMRqY3gwKoDmb6dVkGNq/h68dcAgMk3Ts7szWQYj88jBMLa59Zm+G5aj9JFpdAUDYNOH2TauZhJSAC1M3wQorUdnWN1hpwcIF62EsLGKQOUlZoA8gQMDpBLG7y3qEAItkhFjeN9tzU2B4hngJza4HOcHSCOP8/fIezX1qb4pGIAbIruzndZeWTUJaNETqZ8fXmnywGpcRWLL16M5095Hs9NeA6vXfUaALZAsqvluFJF9sgY+c2RALpOGWzPJ3vQeLQRWcVZ4mPrzpxyyymABOz7dB+qdlU1/4QOjqZqKHmBdX91FPcHIAHU7qix1ELQHI9DGzw/JkpgDoOkPFmJMlQsSQmMH4tbM0AGB0iSJPh0TRGpqHW+8TbG1gWml8DCVYkMkJsDlFWcZSoTdrXyF6fnWLYj7fBXh8UckVEXj0Lv8b3h8XsQrgmjZm9NBu8wfdY8vUZ8LN4sLyABoy8djfN+c16G7yyzjLqElcG2vr6104laJzb9nZU1x88f3y3Dz1YKBhVg5PlMCHaFydB7/7UX1XuqEcgPYNy3xmX6dgQkgNqZhAPk/LjVGXJ0gHTXJpYkAyT5vKKclrQEFmRiSombM0BGB4i9z87TBo9wvvE2xi0EnUoJTPbIKBhSIN7vauUvDh8at/p3q9F0vAnBHkEMOn0QPH4Pek9kOaDyks6zSFNVVKz6zSoAwMV/vBgPNjyIB+ofwLff+jZ8WfZ1LN2Jky46Cb4cH6r3VOPQmkOZvp0WEWuKYdsbLOty8rUnZ/huOg5TbmIzgUoXlYrSfWeFl/JOXnCyzaHPJCSA2hlNhKCdS2BWB8hpECIXMlzYyE7Tor1eseg0mkQA+YIWB8ghBA0AgWIWSpSmzHC877ZE0zT3ElgKAggACocVire7qgM07JxhpvfHXDFG/DbN9ykd33a83e/rRNn36T40HGlAsDCIyTdMhiRLHeo/z0ziz/Fj7BVjAQAb/965l6Nuf2c7og1R9BjWAwNPa/0RGp2V0ZeORnbPbDSUN3TqkQd1h+qw7S0mcHmHW0eBBFA7ozYXgk4lA6S7NtGI/r6DsIHXKyZGx5Kcxx2gOHeAHNrggcQsoHi8/Sezxppi0BRm89scIEMGSEx5dhBAPYb1EG9n9+6aDlBevzwMPWsoACawT7//dPFY8RiWD6rc1nkGInJXYOxVY52/x7s5E65hIfDNSzZ3aoeAl78mXjOxW01+bg6P34OTr2eOWMmLnbcMtv6F9dAUDYNnDxYdqR0FEkDtjHCAXOcAWUpgDmFda4DXG3CeFm11gLjYMT1XLyUoMZh3geVYSmD6+9xlMdJU2YRNizchHo47fEQth5e/JI8k7sO6CiMeiUOJMHHJXSIjRgFUPKq4Te6zIzD/jfn4xq+/gasWX4Weo3uK4z3HsLc7kwPEO5xGzM1M2bWjM/zc4cjulY2mY02dtl26qbIJu95n7sbEayZm+G46HqfcxALD29/ZjoYjnW/ytxpXsf5PbLzBtNs6lvsDkABqd/hvanKKJTCPz70ExnESNkBiZ1hEzwl7s9wFULMOEN8I32jvg3//zvex7JpleGPBGyccyDy25Rj2r9jv+Jgof+UHxG+I3AGK1kehxBSx4gJwXnOR0ztR9sr0Ar62JNgjiNn3z7atERACaPvxThGajTZGcXTjUQDAoNMGZfhuOiYen0eUFFYuXNkpvq5Wtr6+FWpcRZ9JfdBrXMdoje5I9BrXCwNPHQhN0bDhrxsyfTtps+PdHag/VI/sXtkYe9XYTN+ODRJA7YzW7CBEiwPklAEKmsWJx8EBAgCPl12Ll8qcgqP+HrkA9AyQqrpmgHhZiTtEnFB1SMzv2LJ0Cw5+cdDxXpJR+pdSPDv+WSw6cxH2fbbP9ri1A8z6drg6LESSL8fnGAofP288TrrwJFz8/MVdNgOUjKIRRZA8EqL1UTSUd/zfJMvXlUNTNOQNyOvWQ/GaY+ZdM+HL9qF8fTl2f7Q707eTNpteSZS/CGd4GLrkxZJOJ3J5+HnKjVM65OgREkDtDJ/c6jS8EHDIADm1rlscHzcHyKMfFlmhoP1awfGsnTYeA+QePRzb4I3vW0tg1q3Ubi5OMrYu3Sredgr7WTvAANbZxUtdoeoQInX6rrB85ynUgbwArvnnNZh6y9S0768r4PF7UDicBcE7QxmMC+mBp1IoNhnZPbMx9b/Y9/SKX63oVD8gaw/Uiv8vJny7ew61TIXx88fDl+ND5Y5KHPhP5xl8WbW7iolyKbHktaNBAqid0ZodhGg+7jgHyJYBciuBNe8A+XKZqFC9AXjHjHEchAgkBJC1BFbxdYXp/QMr0/sHqmmayTUqW1FmO8faAcYxdoI1J4CIzpUDOriaBFCqzPrxLHizvDiw6oDtF5KOzMa/bQQ0YPCcwSgYXND8E7opgbwAxs9nJW2+LqQzsO6PbJnryPNHil++OhokgNoZVe9mch2E6G1+DpDXUgJzd4DYtZJngPQuMEWG5PEIB8i1BGZxgCq3s66iSd+dBAAo+09ZWr+FVu+uFvu5AODQV4dsYWonBwiwCCCXc4gExaNZ+Pv49o4tgIyimARQ8+T1z8PMH7J1J588+InYN9iRURVVbDvvSJOBOyo8DL3lH1vEL3sdmXg4LgY4dsTwM4cEUDsjHCCXEpjXZ3GAHNvgLRkgtxC0noXhDpBjF5h+LBZiwsdtECIPFtsE0A4mgMbPGw/ZKyNcHUZtWerTosvXs8F8A2YOgC/HBzWmomZ/jekccoBaB+4AdfRW+NqyWjQcaYDslcUaDyI5s++fjWBhEMc2H2POSgdn94e7Ubu/FsHCYIeaDNxRGXjaQPQc0xOxphi+fvXrTN9Os2xZugWhyhDyB+XjpItOyvTtuEICqJ1R48wdcSuBefzmL4nTkEO7A+Q8FdfjS6EExrvAwnEoUUV0qVkzQFxYGH/7UOMqqnazPTW9J/QWqxgqNpnLYsmo3lsNgLWm9xjaAwBQu98soLi7YxNAfB1GdTghgBxa4AlGZymBcfenz6Q+NiFOOBPsEcScB+cAAP79839DiXbsLfE8HDv5hsndfqp3KkiSZApDd3TW/oF9fU+55RTHVU0dhY57Z10UVeGDEN0cIIsActzzlWoJjD03Hnc/TxzTzEMFbQ6QgwCq2VcDNabCm+VF/sB89JnYBwBwdNNRx/txgu+m6jG0hxBANftqTOdwB8jY+QWYN8IbW+UJZ/hcoNqyWlHq7IiI8hdNBU6LGT+Ygdx+uag7UIctr2/J9O24cmzLMez4J8sq8QA30TyTrp8E2Svj0JeH0vo/tr05uukoDvznAGSv3OHLmySA2hlNOEDOjxsdIElydoq8QXM+x1oS48iyOYuTLAMEAKFKJoAkj2SbNeQkgOoO1gEACgYXQJIlsW+qYmPqDpAQQMN6iH1d1hJYpCaFDBCVwJolu2c2sorZ54yXLjsih75gu60o/5Me3qBX5C2+fOrLDN+NO58/8jmgAWOvHGsa1kkkJ6d3DkZfOhpAx3aBuLs35vIxyOuXl+G7SQ4JoHaGL0N1a4P3GoSHW1Da5gC5WMhy3ByWc7KaPX4PoN9KUyULI/uyfbaR9P48JrpMAugQE0B5/dk3eZ+TT8AB0t0eowNUu89cAnPNAFEJLG06ehksHomLXBgJoPSZ+v2p8Pg9OPjFQRz6quMtSa3aVSXmhs352ZwM303ng5fBNv5to8htdiQi9RGRQevI4WcOCaB2RtMzNm4haKMDJLusP/JkmR0g1wyQJU/kVAKTJEkc5w6Q08JJJweo/nA9ACB/ABtUxx2g49uOIx5pfi2GpmpCABUOK3QtgaXTBUYOUHI6ugA6UnIESlRBds/sDts625HJ7ZMrWqbXPrs2w3djZ+WvV0JTNZx00UnoN4UC7uky4vwRKBhSgFBVCBtf7nhh941/24hoQxTFo4ox9Oyhmb6dZiEB1M7wFlXXDFAKDpDXKoBcgqLBkUMtz3POCnFnSDhAOfbrOQqgQ0wA5fZn06TzB+Yj2CMITdFS+gFbX14PJapA8kjIH5iPgkGsBMadJQ51gbUevBWejy/oaBjb32kx5onBczWb/7HZcXdfpqgtq8WGv7B1DnN+Su7PiSB7ZMy8i408WPPEmg41+FJTNXz5NCu9Tv/B9E7x75cEUDvDBZCrA2SY1ux6TooOUKBfkel9t24LqwPk1HnDhUW0Pir+0VkdIEky5IBS6ATj+Z+CQQWQvTJy+zIh1VDeYPqHnYoD1FjRCADdcs1FOnR0B4hPuh1w6oAM30nnZdCsQSgaWYRYYwxbl21t/gntxMpHV0KNqxj2jWG0360FTLlpCvy5fhzbcqxDrT/ZvXw3jm87Dn+eH5NvmJzp20kJEkDtjKYkb4M3TnV2dYCyA5b3nYUNH14oznPpFuPOEHeAkpXA1LgqBhVyAcQzQIAhB7Sx+RyQyP/om9q5AFKiitj/BSS602xdYHwjfHVIbErm1yCcMS1FVTvOb48A+w1y77/2AgCGnjU0szfTiZEkSQwmLV1Umtmb0WmsaBTB3TN+dkaG76ZzEywIiizQF49/keG7ScCD91NunOK4kLojQgKonWluG7xxsalbUNqTbRE2LqswrN+EbiWwVBwgf45fhKV5uYmXwPIGJARQOg4QnwHEBZA36BWihi/sVBU14QAVujtA/HwSQMkpHFYI2ScjHoqj9kDqAyvbgyOlRxCqCsGf58eAGeQAtYRJ108CJGDfv/fZMnWZ4Ktnv4ISUTBgxgAMOXNIpm+n0zPzrpmQZAm7P9yNis2pd922FZU7KrHzvZ2AxMYxdBZIALUzfBt8Sl1gLiFoWwbIxdnhnVsctxKYyAAdd88ASbIkBFWkLgJN05wdoDRmARlnAHFEGUx3dLj4ARJdX+J9XQBpiiYGv5EASo7slVE0kpVGO1oOaPvb2wEw98dpAjqROgWDCzDsnGEAgA1/25DRe4mFYvjqma8AAKf96LROkQ3p6BQOL8SYy8cAAL54IvMu0Je/Z+7PSReeJP5/6QyQAGpnmssAGVva3UQSX3HBMbpGRtItgfEcjfV5HGMQOlQZEqLDOOuh9wTmANUfqkeoKmS/iAFjBxiHX6u+nIkrXv7y5fhss4l8WT4hggBWInP7GIkEvcezr1FHapPWVA0b/sp+UPMuJqJl8BzGhkUbMhqW3fi3jWg63oSCIQUYe+XYjN1HV+PUe04FwD6/DUcbMnYfkboISl8qBQCxk66zQAKoneGiweN1/tQbN727jRCXJAkegxZorRIYLyNZS03iegYBxN2f7F7ZJmESyA8IR6e8pNzxOhzjEESOMQgNsBk/gN394RSdlPhtI7cfuT+pMOwbzBnY9f4uAGyg5ds3v41/fOsfYgZPe7PhrxtQs7cG/jw/xl5BPyRbgzFXjIE/14/qPdUoW1mWkXvQVE3kVGb+cKbtlzfixBl0+iAMmDkASkTBmifXZOw+1v5xLaINUfQc0xPDzx2esfs4Eei7sZ2Jh1iAuDkxAtg3wxvxGJ7e0hIYF0p8iamb2BACqDZi6wAzMnjOYADArg92ud0+1LgqMiimElg/cwlMBKBdRFnxScWJ51L5KyVGXjASAHBw9UEcXnsYL572IkpeLMGWpVvw8jdfFk5gW8Nf79kJz+Kt770FAJjz4Bza/9VK+HP8GDePLRrNVBh65/s7cXzbcQTyA2KjOdE6SJKE2T+ZDQD46pmvxLiQ9iQWimH171YDAGbdN6vTlTdJALUzvIPK61K2MpbAfC4iCYDJAXIrgdkcIBehxHdq8a4ga7eVOK8wsXvLOgXayKiLRwEAdryzw9V6rztYB03R4PF7TCU0IYBSdYBGGRwgEkAp0WNIDwyYOQCaquFP0/+EuoN1KBhcgGBhEE3HmvD5ws/b/B6+fOZL/ONb/8DuD3fj2OZjAIBxV4/DaT86rc1fuzvBy2BbXtuCaGP7zwTiPxxPueUUmtHVBoy+dDR6jeuFSF1ErKBoT0r+XILGo40oGFyAk687ud1fv6WQAGpnmneAEgIoKy81AeTqABmyPLJXdrWfreLCzW3J6c1m7DRWNAoHiA9BNDLi/BHwBDyo3F6JHe/ucLwW7wArGFJgGgnARYzIAFUld4CKRiQEUGezXzPJBU9dIHJoRSOL8L3Pv4crX74SALDxrxtTmuR9otQeqMXy/14OAJh2+zRc99F1uHXDrbj6tasp/NzKDJ49GIXDCxFtiGLzks3t+trlJeXY9+99kDySGN5HtC6SLOH0+08HwFri23M9hhJTsOo3qwAw96cz/tslAdTOxMIsA+RWjjLu+QrkO4eRAUDOzRZvu2WAjCUwN1cHgClInOxcIYCONYoWeKcSWLAgKMJwy65dhvUvrLc5QTz/YwxAA4kQtLUE5uYADTljCLxZXgz7xrBOM3yrIzBgxgD81/r/wvw35+P767+PgsEFGHH+COQNyEOoKpS0fNlSVj+2GvFQHIPnDMaFv78QI84bgT4n9+l09nlnQJIkTL2VTYZe+euVogmjPeDuz/hvjUfB4IJ2e93uxoTvTEDBkAI0VjSKMHJ7sOnvm1BbVoucPjmYcuOUdnvd1oQE0P9v786joj7PPYB/Z4ZhWERkUVmUNVYUVBSU4x5MokZboqbGuhCT9KSSRoNyr0tMrI1xy017Y3OrtibGZjGBJtFGrTGCRiqBqsHMSMDUqCwqICLLoMg2894/Rn4ywhBQmMX5fs7hHOc37/zmxUeYx3d7zKzp9iJo0zuy7iRATu0U9nTs1SIBMnGvllNgHqGm6yq1Ol/HRLLRnADVltXeOQOojSkwwHDYWf+x/dFQ04D9z+9H2so0o+fvPgOomakpMFMjQD379cTya8ux4NACk4dLUtv6Du2LsCfCpH8ncoUcYTMNW2ubF0h3Nb1OL41EjFlue2sGbFF0QjScPZ1R8WOF2UaBqgqr8H2yoegppzW7l0KpwJj/HgMAyHwzE7pGXbe/Z1NdE479/hgAQ3xN/Yfe2jEBMrOm2yNApiq4tzzjp70EaNSSO4dNdWQbfM9+rUdqmnV6BKjsplEV97ao3FRY+PVCTNowCYDhB7PlTpTKCyYSoNtTYHVVdWi81fiTi6ABw2JP7i7pGg9NNSyQPn/ofLdsnS7KKMKNkhtw6uWEh6Y81OX3p9ZUbippy/S/Xv+XtBO1O/37rX9D6ASCYoPgF+3X7e9n74Y/NxyufVxRVVCF7977rtvf7+TWk6gurIabvxtGvWg7Bx/ejZ8aZtY8AmSyLlfLBKidD/3oRdGIWRqDSRsnmdwu33KdkamRGqDza4BuXL1xZwTHRAIEGP5nMn71eOnY9vTX0qXnmk+Kbj6TRnrvXk5SQnfz6k3UVdxeBO3Z9qgUda3g2GAoVApUF1Z3y0GJzSMQYbPCWp3rRN1n1JJRcPF2QfkP5cj8Q2a3vlft9Vqcfuc0AEjrU6h7KV2UUoHZ9NfS0VjbfWuBblXewvENho0SsetibXrXJhMgM2uqN8zBO7RRbwswruvlZGIqCjAsfpv61lSMf9l0VeWW0wvtnZHT2RGg8rPlaLxp+AFzD/zpuf0Jr04AZMDFtIuovFgJXYNOKsbZXDqjZZ9bHobYvBi65U4x6j5KFyWCJgYBMGxh7kr6Jj3yPssDAETMiejSe1P7nNydMOWtKQCA9HXpuP5j950C/s0b36CxthE+kT4InRzabe9DxqIWRcE90B03Sm7gxP9137lAGZsyUFdZh97hvaWac7aKCZCZNTXcToBMjQC1qPPl7Nl1lc0HPD7A5HNGIz6y1lXXm7n0Nqw7kk6A9nMzuQC7pV5BvRD6mOEXofp9Na6fuw59kx6qnqo2F0e2PAyxrXIb1L1Cpxpi1dXrgPK/zkfttVq4eLtIZRrIfIbMH4KQx0Kgq9dhb/zeblkrUlVQJR3KF7s+lmu8zMhB5YDYdbEAgG82fyMtH+hK5T+US/F99I1HTc4+2Arb7r0Nak6AlCZHgO6s+1F5ubTZpjNeuvgSnj3+LHwifUy2aTkCpHBUmFxM7NrbOCFrb/rrbpHPRgIANO9rUJxdDADoHd67zV+QzeuVqgqr7hQ55SnPZjNgmiFZLkwvRH1N/U+07rjmRbGDfjmIa7YsQCaTIe7dOKjcVbhy4orRlHRXSVuVBl2DDsGPBEv/jsh8hswfgj4RfVBXVYdja4916b2FEDiQcAC6Bh0eevyhByK+/C1kZroGw8LSuwuaNmtZ6d3Z+/4/9D2CPRAwLqDdNi13i929JqclBycHeITc2U129wLm9gx8YiBU7ipUF1bj4IsHAcBkVeheIYb7lmSXsMipBXgP9IbnAE/oGnS4cPhCl9xT16DDD3t+AMDpL0tyD3DHL3b8AgBwfONxFKQXdNm9cz/NRW5KLmRyGR578zGO/liAXCHH5P+dDMBQoLT42+Iuu7fmAw0K0wvh4OyAaVunPRDxZQJkZtIUWI+2d3gpW44A9br/EaCOkMll8BvpB0c3R8z8aGa7bQMfvpO0NNeU6gils1I6p6d5/VD4U20XvWw+G+jSN5cAAC7eLh2aaqOu87Nf3D7Ne1/bB1l21oXDF1BXVYcevj2kUilkGeFPhSPyuUhAAHsX7P3JosUdob2sxYFFBwAA41aPg+9w3/u+J92b0MdCETE3AhDA/t/s75JdfzfLbuLwfx0GAExcO7HV+W22igmQmTU1GkaAlK5tJ0CKFtcde3XdGqCf8kz6M0jMT0TvQb3bbec/0l/6c9gTYZ16jwlrJsDF25DUBT0cZHJarnlkqXmrPae/zG9g3EAAwLl/nuuSw/POfHQGADB49mCbXzfwIHj8T4/D62de0F7WYv/z++/ryIP6mnp8/POPUVdZB79oP0z83cQu7Cndiyn/OwVOHk4o/a4UR9ccva97CSGw79f7cOv6LfSJ6IPRSQ/OuU78TWRmTbd3J5pKgJw8XDF4egDCpvSH+0PtJyNdSemshEsH1hwNmTcEAeMDMP6V8Z3emu7i5YJfZ/0a8w7Ow/wv55scQm05zQZwAbQlBIwNgJOHE25dvyWNxN2r2uu1+GGvYforcmFkF/SO7pdjD0fM+ngW5Eo5zu45i9Pvnr6n++ib9Pjsqc9wVXMVrn1cMfvT2TZZEuFB08OnB+J2xgEAMv8n875Odj+17RTOHTgHhUqBWbtnPVDxZQJkZk23Sywp3Uyf8TP7wLOYc+g5q5xjVfVU4dl/PYtJ6yfd0+s9H/LEgMcHmDy9GjAU64TM+DVkXnIHOcJmGEb4vv3L/RVZPLXtFHQNOvhE+sB3BKdGrIVflB8e2fgIAOBQ4iHpaIqOEnqB/b/Zj/OHzsPB2QFzD8zt1MYI6l6DZg6SyqB8NuczlH1f1ul7FBwrwFdLvwJg2PXVd2jfLu2jpTEBMiNdYxP0t6djHUyMAJFhJ1q/mH7S45DHWOTUEppPG8/7NA9Xz1y9p3tU5lci6w+GmlA8FM/6jE4ajZBHQ9B0qwl//+XfUVdV16HXCb1hR5B6lxoyuQxPfvKk0fQ4WYepW6YicEIg6rX12D1tNyouVHT4tVdzruLvT/4d+iY9IuZGPJAFbZkAmVHTjTu/XNobASJg0JODpD8Hx/LMGEvwHe6LsBlh0DfpsXvabqS/no7MP2Qi660sXP735VbrRprqmnB2z1l8lfQVDrxwAAcSDuC9Me+hXlsP/xh/k4veyXJkchlmfDADPXx74FruNSTPSP7JiuL6Jj3++dt/4vQ7pyGTyzDzw5mdXg9I5uGgcsBTe56C10AvaC9p8bcJf+vQSFDxt8V4/+H3caviFvxj/BG3M84qZyTul0x0R8EfG6fVauHu7o7q6mr07Gm6hlZn3bh0HX8M+DMA4NWGV6BQcmeTKfXaeqTMSoH/KH9pmJ7M78bVG3hv7HtS7baWPEI9MGzhMPhE+iD/aD4072uk4rV3t3sm/Rn09O+6nyXqWqWaUuwavwsNNQ3wifTB7M9mwzO09dTzzWs3sTd+Ly58dQGQATPen4Fh8bZ9GrA9qCmpwYePfohredfg4OyAqX+aiuHPDW+1IUHfpMeJ/zuBI6uOQNegg3+MP+Z/Od9kgWxr1JnPb4snQNu2bcObb76JkpIShIeHY8uWLRg/3nR5h/T0dCQlJSE3Nxd+fn5YsWIFEhISjNp8/vnnWLNmDS5cuIDQ0FBs2LABM2e2v727pe5KgKrOXsGfBr8LuQJY07S2y+5L1J3qtfXI3pGNa3nXIHQC9dp6XEi9IB1n0FLPfj0xcMZAuHi5QAgBjxAPhD8VbrPVou1JUUYRUmaloPZaLeQOckTMjcCAaQPQK6gXGm404OKRizi19RQaahqgdFFixgczMPjJwZbuNnVQbXktPp/3OS6mXgQA9B7cG0OfHgqfSB8InUDxt8VQ/02NqvwqAIajMGbtnmV0TpwtsJkEKCUlBfHx8di2bRvGjh2Lv/71r3j33XeRl5eHgIDWZ4Xk5+cjIiICzz//PBYtWoRvvvkGv/3tb/HJJ5/gySefBABkZWVh/PjxeP311zFz5kzs3bsXv/vd75CRkYGYmI7NYXZXAnTt24vYNvJDOKqAl+uYAJHtarjZgB/2/oDclFxor2jh9TMvDFs4DKGTQ7nN3YZpL2vxxbNf4GLaRZNtfEf4Im5nXLuny5N1EnqBrLeycHz9cZPrvVy8XRD7eiyiFkXZ5LSXzSRAMTExGDFiBLZv3y5dGzRoEGbMmIFNmza1ar9y5Urs27cPZ8+ela4lJCRAo9EgK8uw0HLOnDnQarX48ssvpTZTp06Fh4cHPvnkkw71q7sSoJJjedgR+ylcegDLa5gAEZF1unziMnJ25+Dyvy+jtrwWcoUcfiP9MPCJgQifHW6yXA7ZhrqqOmg+1CA/LR9VBVUQQqBPeB8ETQrC0PlDbbrCe2c+vy22CKWhoQHZ2dlYtWqV0fXJkycjMzOzzddkZWVh8uTJRtemTJmCnTt3orGxEUqlEllZWVi2bFmrNlu2bDHZl/r6etTX36l5pNVqO/nddEzDDcN7KJT85UFE1qtfTD+jnZj0YHHq5YSYJTGIWfLg7ezqDIuNVZeXl0On06FvX+NzBfr27YvS0tI2X1NaWtpm+6amJpSXl7fbxtQ9AWDTpk1wd3eXvvr3738v39JPEo06KB0BRxWnCIiIiCzJ4tuQ7p5jFEK0O+/YVvu7r3f2ni+//DKSkpKkx1qttluSoKCZ0VhdH93l9yUiIqLOsVgC5O3tDYVC0WpkpqysrNUITjMfH5822zs4OMDLy6vdNqbuCQAqlQoqlW2tdCciIqJ7Z7G5GEdHR0RFRSE1NdXoempqKsaMGdPma0aPHt2q/eHDhxEdHQ2lUtluG1P3JCIiIvtj0SmwpKQkxMfHIzo6GqNHj8aOHTtQVFQknevz8ssv48qVK/jggw8AGHZ8/fnPf0ZSUhKef/55ZGVlYefOnUa7uxITEzFhwgS88cYbeOKJJ/DFF18gLS0NGRkZFvkeiYiIyPpYNAGaM2cOrl+/jnXr1qGkpAQRERE4ePAgAgMDAQAlJSUoKiqS2gcHB+PgwYNYtmwZtm7dCj8/P7z99tvSGUAAMGbMGCQnJ+PVV1/FmjVrEBoaipSUlA6fAUREREQPPoufBG2NuuscICIiIuo+nfn85n5sIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOEyAiIiKyO0yAiIiIyO4wASIiIiK7wwSIiIiI7A4TICIiIrI7Fi2FYa2aD8fWarUW7gkRERF1VPPndkeKXDABakNNTQ0AoH///hbuCREREXVWTU0N3N3d223DWmBt0Ov1KC4uhpubG2QyWZfeW6vVon///rh06RLrjFkxxsl2MFa2gXGyDbYeJyEEampq4OfnB7m8/VU+HAFqg1wuR79+/br1PXr27GmT/7jsDeNkOxgr28A42QZbjtNPjfw04yJoIiIisjtMgIiIiMjuMAEyM5VKhbVr10KlUlm6K9QOxsl2MFa2gXGyDfYUJy6CJiIiIrvDESAiIiKyO0yAiIiIyO4wASIiIiK7wwSIiIiI7A4TIDPatm0bgoOD4eTkhKioKBw/ftzSXbIrmzZtwsiRI+Hm5oY+ffpgxowZ+M9//mPURgiB3//+9/Dz84OzszMefvhh5ObmGrWpr6/HkiVL4O3tDVdXV8TFxeHy5cvm/FbsyqZNmyCTybB06VLpGuNkPa5cuYIFCxbAy8sLLi4uiIyMRHZ2tvQ8Y2V5TU1NePXVVxEcHAxnZ2eEhIRg3bp10Ov1Uhu7jJMgs0hOThZKpVK88847Ii8vTyQmJgpXV1dRWFho6a7ZjSlTpohdu3aJ77//XqjVajF9+nQREBAgbty4IbXZvHmzcHNzE59//rnIyckRc+bMEb6+vkKr1UptEhIShL+/v0hNTRWnT58WsbGxYtiwYaKpqckS39YD7eTJkyIoKEgMHTpUJCYmStcZJ+tQUVEhAgMDxTPPPCNOnDgh8vPzRVpamjh//rzUhrGyvPXr1wsvLy9x4MABkZ+fLz799FPRo0cPsWXLFqmNPcaJCZCZjBo1SiQkJBhdCwsLE6tWrbJQj6isrEwAEOnp6UIIIfR6vfDx8RGbN2+W2tTV1Ql3d3fxl7/8RQghRFVVlVAqlSI5OVlqc+XKFSGXy8WhQ4fM+w084GpqasSAAQNEamqqmDhxopQAMU7WY+XKlWLcuHEmn2esrMP06dPFc889Z3Rt1qxZYsGCBUII+40Tp8DMoKGhAdnZ2Zg8ebLR9cmTJyMzM9NCvaLq6moAgKenJwAgPz8fpaWlRnFSqVSYOHGiFKfs7Gw0NjYatfHz80NERARj2cVefPFFTJ8+HY8++qjRdcbJeuzbtw/R0dGYPXs2+vTpg+HDh+Odd96RnmesrMO4ceNw5MgRnDt3DgCg0WiQkZGBadOmAbDfOLEYqhmUl5dDp9Ohb9++Rtf79u2L0tJSC/XKvgkhkJSUhHHjxiEiIgIApFi0FafCwkKpjaOjIzw8PFq1YSy7TnJyMk6fPo1Tp061eo5xsh4XL17E9u3bkZSUhNWrV+PkyZN46aWXoFKp8PTTTzNWVmLlypWorq5GWFgYFAoFdDodNmzYgLlz5wKw358pJkBmJJPJjB4LIVpdI/NYvHgxzpw5g4yMjFbP3UucGMuuc+nSJSQmJuLw4cNwcnIy2Y5xsjy9Xo/o6Ghs3LgRADB8+HDk5uZi+/btePrpp6V2jJVlpaSk4KOPPsLHH3+M8PBwqNVqLF26FH5+fli4cKHUzt7ixCkwM/D29oZCoWiVJZeVlbXKuKn7LVmyBPv27cPXX3+Nfv36Sdd9fHwAoN04+fj4oKGhAZWVlSbb0P3Jzs5GWVkZoqKi4ODgAAcHB6Snp+Ptt9+Gg4OD9PfMOFmer68vBg8ebHRt0KBBKCoqAsCfKWuxfPlyrFq1Cr/61a8wZMgQxMfHY9myZdi0aRMA+40TEyAzcHR0RFRUFFJTU42up6amYsyYMRbqlf0RQmDx4sXYs2cPjh49iuDgYKPng4OD4ePjYxSnhoYGpKenS3GKioqCUqk0alNSUoLvv/+esewijzzyCHJycqBWq6Wv6OhozJ8/H2q1GiEhIYyTlRg7dmyroyTOnTuHwMBAAPyZsha1tbWQy40/7hUKhbQN3m7jZKHF13aneRv8zp07RV5enli6dKlwdXUVBQUFlu6a3XjhhReEu7u7OHbsmCgpKZG+amtrpTabN28W7u7uYs+ePSInJ0fMnTu3za2g/fr1E2lpaeL06dNi0qRJNr0V1Ba03AUmBONkLU6ePCkcHBzEhg0bxI8//ih2794tXFxcxEcffSS1Yawsb+HChcLf31/aBr9nzx7h7e0tVqxYIbWxxzgxATKjrVu3isDAQOHo6ChGjBghbb8m8wDQ5teuXbukNnq9Xqxdu1b4+PgIlUolJkyYIHJycozuc+vWLbF48WLh6ekpnJ2dxc9//nNRVFRk5u/GvtydADFO1mP//v0iIiJCqFQqERYWJnbs2GH0PGNleVqtViQmJoqAgADh5OQkQkJCxCuvvCLq6+ulNvYYJ5kQQlhyBIqIiIjI3LgGiIiIiOwOEyAiIiKyO0yAiIiIyO4wASIiIiK7wwSIiIiI7A4TICIiIrI7TICIiIjI7jABIiIiIrvDBIiIiIjsDhMgIrJZixYtwrx58yzdDSKyQSyFQUQ2YenSpSgoKMA//vEP6VpFRQVUKhVcXV0t3hcisi0cASIim3Dq1CmMGjXK6Jqnp6fZkx9TfSEi28IEiIisWmNjIxwdHZGZmYlXXnkFMpkMMTExKCgogEwmQ2FhIQBIj/fs2YMJEybA2dkZUVFRKCgowLFjxzBq1Ci4uLggNjYWFRUV0v0vXbqE+fPnw8PDAx4eHpg3bx4qKys71Rcisj1MgIjIqikUCmRkZAAA1Go1SkpK8NVXX0GtVqNXr14IDAyUngOAbdu2YePGjcjKysL169cRHx+PN954A1u3bsWxY8eQk5ODnTt3AgDOnz+PqKgohIaGIisrC2lpabhw4QKWL1/eqb4Qke1xsHQHiIjaI5fLUVxcDC8vLwwbNky6rtFoWj328PBAcnIyvL29AQCxsbE4evQo8vLypKmykSNHorS0FACQkJCAF154Aa+99pp0nxUrVphMgEz1hYhsDxMgIrJ63333XauEQ61WG11Tq9WIi4uTkh8AKCoqwty5c43WCRUVFWH69OkoLCzEkSNHkJmZiT/+8Y/S8zqdDv379+9UX4jI9jABIiKrd3eyAxhGfOLi4ower1ixotXrFi9eLD2uq6vDuXPnEBkZCY1GA09PT5w4caLV+zk7O3eqL0Rke5gAEZHVy8nJwcyZM6XHWq0WBQUFUiLS/Hj48OFSm8LCQlRUVBhdy83NhU6nw7Bhw5CRkYGamhr4+vp2aifZ3X0hItvERdBEZPX0ej3OnDmD4uJiVFdXQ6PRQKFQIDw8HIBh9Ecul2Po0KHSa5oXSQcFBUnXNBoNQkJC4ObmhpiYGPTs2RPx8fFQq9U4f/48Dh06hMTExE71hYhsExMgIrJ669evR0pKCvz9/bFu3TpoNBqEhYVBpVIBgPS45dRVW2t1NBoNIiMjARjOEDp48CAqKysxceJEjBgxAqtXrzZKmDrSFyKyTTwJmoiIiOwOR4CIiIjI7jABIiIiIrvDBIiIiIjsDhMgIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOEyAiIiKyO0yAiIiIyO4wASIiIiK7wwSIiIiI7M7/A/7XOEv++7jpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SEecAERERyYMBkIw4B4iIiEgeDIBkZNIDZGEX2MUjF/H2oLdxbNMxl62NiIjImzEAkpHxLjBLJbCv7/8ahQcKsW7yOpetjYiIyJsxAJKRvSWw+sp6l62JiIjIFzAAkpHJJGgLJbCA0ACXrYmIiMgXMACSkdQDZGMXWEAYAyAiIiJnYgAkI6kEZiMD5B/q3/QYgTvFiIiIWooBkIzsPQpDvwRWX8F+ICIiopZiACQjk8NQLQ1CVDR9WFNc09rLIiIi8noMgGRkbxO0uk4tfVxbUtv6CyMiIvJyDIBkJAY8tkpg+gEQM0BEREQtxwBIRvaWwBgAERERORcDIBk1pwTGoYhEREQtxwBIRvZOgtYPgLSNPDGeiIiopfya86DGxkYUFhaipqYGbdu2RUxMjLPX5ROMe4DsKYFpGjWtvzAiIiIvZ3cGqKqqCm+//TbGjBmDyMhIdO7cGb1790bbtm2RlJSE+++/H3/88UdrrtXrNKcEZukaIiIisp9dAdDy5cvRuXNnvPvuu7jqqquwceNGZGVl4fjx48jIyMBzzz0HtVqNcePG4brrrsPJkydbe91egSUwIiIiedhVAtu9ezd+/vln9OvXz+z9Q4YMwX333Ye33noL77//Pnbs2IFu3bo5daHeRtA2BTtSCcyODBBLYERERC1nVwD0xRdf2PVkgYGBeOihh1q0IF+hH+xIJTA7eoCYASIiImq5Fu8Cq6iowFdffYWjR486Yz0+Qz/YcagExh4gIiKiFnM4AJo6dSpef/11AEBtbS3S09MxdepU9O/fHxs2bHD6Ar2VfrBjrQSmVWsNrmUJjIiIqOUcDoB27tyJUaNGAQC+/PJLCIKAS5cuYeXKlViyZInTF+itzGWAzJXA9LM/AEtgREREzuBwAFReXi7N/dm6dStuueUWhISEYMKECdz95QBzPUDmSmDGARAzQERERC3ncACUmJiIjIwMVFdXY+vWrRg/fjwAoKysDEFBQU5foLfSD3akDJCZEhgzQERERM7n8CToefPmYcaMGQgLC0NSUhLGjBkDQFcas7RNnkyJ5S6FUgGlSmlwmz6TAIhN0ERERC3mcAD00EMPYejQocjNzcW4ceOgVOp+eKekpLAHyAFiBkjpp4TST2lwmz5mgIiIiJzPoRJYY2MjUlJSEBwcjClTpiAsLEy6b8KECRgxYoTTF+itxEyOQqWAQqUwuE0fe4CIiIicz6EAyN/fH/X19VAoFK21Hp8hlruUKqVUAtOfDi1dZxQUMQNERETUcg43QT/66KNYtmwZ1Gq17YvJIrHcpVApoFA2BZTGQZBJAMQeICIiohZzuAdo7969+PHHH/HDDz+gX79+CA0NNbh/48aNTlucN9PPAIklMEAXAOkHRMaN0SyBERERtZzDAVBUVBRuueWW1liLTxEzPcYZIK1GKzVFAyyBERERtQaHA6APPvigNdbhc6QSmNKxEhgzQERERC3XrMNQ1Wo1tm/fjrfffhuVlZUAgPPnz6Oqqsqpi/NmYqCj3wStf7v0udHWeGaAiIiIWs7hDNDZs2dx3XXXITc3F/X19Rg3bhzCw8Px0ksvoa6uDm+99VZrrNPrSCUw4wyQccDDJmgiIiKnczgDNHfuXKSnp6OsrAzBwcHS7VOmTMGPP/7o1MV5M/1J0MZN0AbXsQRGRETkdA5ngHbt2oXffvsNAQEBBrcnJSUhPz/faQvzdtaaoPXpB0qCVmAJjIiIyAkczgBptVpoNKZZiHPnziE8PNwpi/IFFktgFjJAfsG6WJUZICIiopZzOAAaN24cVqxYIX2uUChQVVWF5557DjfccIMz1+bVDHaBKRSAwvB2kRQABfkZfE5ERETN53AJbPny5Rg7dix69+6Nuro6TJ8+HSdPnkRsbCzWrFnTGmv0Svq7wMT/atVai7vApACIJTAiIqIWczgAat++PbKysrB27VpkZmZCq9Vi1qxZmDFjhkFTNFmnXwLT/69JD9DljI9/sD8AlsCIiIicweEACACCg4Nx77334t5773X2enyGfnMzAGknmMUeIGaAiIiInMbhHqAPP/wQ3377rfT5woULERUVheHDh+Ps2bNOXZw3098FBjQFQiY9QBrDAIgZICIiopZzOAB68cUXpVJXRkYGXn/9dbz00kuIjY3F/Pnznb5Ab2WpBGZrFxiboImIiFrO4RJYXl4eunbtCgD46quvcOutt+KBBx7AiBEjMGbMGGevz2vp7wIDmpqhLQVAYg+QtlELQRB0O8eIiIioWRzOAIWFhaGkpAQA8MMPP+Caa64BAAQFBaG2tta5q/NixrvALDVBG+8C07+NiIiImsfhDNC4ceMwe/ZspKam4sSJE5gwYQIA4PDhw+jcubOz1+e1TEpgtpqgg5veKk2jBkq/Zp1jS0RERGhGBuiNN97AsGHDcPHiRWzYsAFt2rQBAGRmZuKOO+5w+gK9lckuMEtN0Ea7wPRvIyIiouZxOAMUFRWF119/3eT2559/3ikL8hXGu8As9gBpzARA3ApPRETUIs2aAwQANTU1yM3NRUNDg8Ht/fv3b/GifIGjgxBVgSrpNm6FJyIiahmHA6CLFy/innvuwdatW83eb+6gVDJlvAvMVg+Q0k8Jpb8S2kYtM0BEREQt5HAP0Lx583Dp0iXs2bMHwcHB2Lp1Kz788EN069YNmzdvbo01eiVLu8CMe4DEz5V+Sqj8dVkg9gARERG1jMMB0E8//YTly5dj8ODBUCqVSEpKwp133omXXnoJS5cudXgBb775JpKTkxEUFIS0tDT8+uuvFq8tKCjA9OnT0aNHDyiVSsybN8/kmtWrV0OhUJj8qaurc3htrcm4BGZrDpDSTynt/GIJjIiIqGUcDoCqq6sRFxcHAIiJicHFixcBAP369cP+/fsdeq5169Zh3rx5eOaZZ3DgwAGMGjUK119/PXJzc81eX19fj7Zt2+KZZ57BgAEDLD5vREQECgoKDP4EBQU5tLbWZmkXmKUeIKVKVwID2ARNRETUUg4HQD169MDx48cBAAMHDsTbb7+N/Px8vPXWW2jXrp1Dz/XKK69g1qxZmD17Nnr16oUVK1YgMTERq1atMnt9586d8eqrr+Kuu+5CZGSkxedVKBRISEgw+ONuLJ4FZmEXmH4GiCUwIiKilmlWD1BBQQEA4LnnnsPWrVvRqVMnrFy5Ei+++KLdz9PQ0IDMzEyMHz/e4Pbx48dj9+7dji7LQFVVFZKSktCxY0dMnDgRBw4csHp9fX09KioqDP60NkcHIRoEQBoGQERERC3h8C6wGTNmSB+npqYiJycHx44dQ6dOnRAbG2v38xQXF0Oj0SA+Pt7g9vj4eBQWFjq6LEnPnj2xevVq9OvXDxUVFXj11VcxYsQIZGdno1u3bmYfs3TpUpfPMTLZBWapCVrdlCkS+4SYASIiImqZFp+nEBISgkGDBjkU/OgzPtSzpQd9XnHFFbjzzjsxYMAAjBo1Cp9//jm6d++O1157zeJjFi1ahPLyculPXl5es1/fXsa7wGwNQlT6KZuyRDwLjIiIqEXsygAtWLDA7id85ZVX7LouNjYWKpXKJNtTVFRkkhVqCaVSicGDB+PkyZMWrwkMDERgYKDTXtMejg5CVPopmzJALIERERG1iF0BkK0eGpEjmZuAgACkpaVh27ZtmDJlinT7tm3bcNNNN9n9PLYIgoCsrCz069fPac/pDCa7wGz1AKmaeoCYASIiImoZuwKgn3/+uVVefMGCBZg5cybS09MxbNgwvPPOO8jNzcWcOXMA6EpT+fn5+Oijj6THZGVlAdA1Ol+8eBFZWVkICAhA7969AejOJLviiivQrVs3VFRUYOXKlcjKysIbb7zRKl9Dc1ncBWZlEKJ4LXuAiIiIWqbZZ4E5w7Rp01BSUoLFixejoKAAffv2xZYtW5CUlARAN/jQeCZQamqq9HFmZiY+++wzJCUlIScnBwBw6dIlPPDAAygsLERkZCRSU1Oxc+dODBkyxGVflz2aNQiRJTAiIiKnkDUAAoCHHnoIDz30kNn7Vq9ebXKbIFgv/yxfvhzLly93xtJalaVdYJZ6gBQqBZugiYiInKTFu8CoeUzOArPUA2RuEKKFDJBWo0X+7/k8KoOIiMgGBkAykQKdy++ApR4gsyUwCz1AO5fsxHtD38NPf/+pFVZMRETkPRgAycTSWWDWdoHZKoHt+OcOAMDul1o2SZuIiMjbORwAabUWyi9arcVDTMmUvYMQ9XeB2dsEHRIb4tS1EhEReRu7A6CKigpMnToVoaGhiI+Px3PPPQeNpqnX5OLFi0hOTm6VRXqj5gxCtJYBqr5YLX0c26t5U7mJiIh8hd27wJ599llkZ2fj448/xqVLl7BkyRJkZmZi48aNCAgIAGB7hxY1MdkFZmMQokKlsHoa/MUjF6WPVf4q5y+YiIjIi9idAfrqq6/w9ttv49Zbb8Xs2bORmZmJ4uJi3Hjjjaivrwfg2CRoX2fvIESDXWBWSmDqWrX0cWNto/MXTERE5EXsDoCKi4ulAYUA0KZNG2zbtg2VlZW44YYbUFNT0yoL9FbNGYRorQSmrm8KgPSDISIiIjJldwCUmJiIo0ePGtwWHh6OH374AbW1tQbneZFtlnaBWewBUlnPAGnqm/qxGmuYASIiIrLG7gBo/Pjx+OCDD0xuDwsLw/fff4+goCCnLszb2TsI0WAXmJUeIP0MEEtgRERE1tndBP3888/j/PnzZu8LDw/H9u3bkZmZ6bSFeTtLu8CsDUK0VgJjBoiIiMh+dgdA0dHRiI6Otnh/WFgYRo8e7ZRF+QLjXWC2eoAUKoX1Jmj2ABEREdnNrhLY2rVr7X7CvLw8/Pbbb81ekK+wtAvMpAdI07wMEEcSEBERWWZXALRq1Sr07NkTy5YtM2mEBoDy8nJs2bIF06dPR1paGkpLS52+UG9jsQRmZReYvT1AgGFARERERIbsKoHt2LED33zzDV577TU8/fTT0jTooKAglJWVobCwEG3btsW9996LP//8E3Fxca29bo9nsgvMxiBE/bPAbO0CA3SN0H5Bdlc4iYiIfIrdPyEnTpyIiRMnoqSkBLt27UJOTg5qa2sRGxuL1NRUpKamQqnk2ar2MtkFZqEJ2txZYLbmAAG6MlhwdLBzF01EROQlHE4RtGnTBjfddFNrrMWnmJTAbGWA/BzLALERmoiIyDKmbGRichaYjUGIts4CM5cBIiIiIvOaFQAJgoCZM2di06ZNzl6PzzDeBWZxG7zGdBK0rV1gAIchEhERWdOsAEihUOBvf/sbHn/8cWevx2fYOwhRyhSpFCyBEREROUmzS2AjR47E2bNnueW9mUxKYGZ6gARBMGiWdrQJmoiIiMxrdgCUk5MDhUKBkJAQZ67HZ1jaBaaf3dEPhmz1ALEERkREZL9mB0CffvoprrvuOh6C2kzGJTBzPUD6mR5bc4CYASIiIrJfswOgL774AjNmzHDmWnyKySBEMz1A+oGO/llg9jRBaxtNgyQiIiLSaXYAVFxcjD59+jhzLT7F0llgzsoAaRp5FAYREZElzQ6AhgwZgoyMDGeuxafYMwjRJAPkZzsDFBAWoHssM0BEREQWNTsAevbZZ/Hee++hoqLCmevxGfYMQtQPhvR3gVkbhCgGQMwAERERWdbs0zJTU1OxZ88eZ67FpxjvArPVBK1QNs0BYgaIiIioZXgUhkzsGYRoUAJTNjVBW+sBYgaIiIjINgZAMjHZBWZuEKLG6LgM9gARERE5BQMgmVjcBWYmAyQNSxR3gdnRA2TuGiIiItJhACQTRwYhGh+Yau0sMJbAiIiIbGMAJBN7doFZygCZHJgqCKYZIJbAiIiILGIAJBOTs8Ac6AEyzgBp1Vrg8sP8Q/0BMANERERkjUMB0LfffovZs2dj4cKFOHbsmMF9ZWVluOqqq5y6OG/myC4w463yxv09+p/7BesmGzADREREZJndAdBnn32Gm266CYWFhcjIyEBqaio+/fRT6f6Ghgbs2LGjVRbpjSyeBaafATJulLZQAtMPgPyDmQEiIiKyxe5BiP/973+xfPlyPProowCA9evX495770VdXR1mzZrVagv0VsbBjdUmaKX1JmhmgIiIiBxjdwB04sQJTJw4Ufr81ltvRWxsLCZNmoTGxkZMmTKlVRborZrTBG1pDpD+535BDICIiIhssTsAioiIwIULF5CcnCzdNmbMGHz99deYOHEizp071yoL9Fb2HIZq3ARtaQ6Q+LlCqYAqQAWAJTAiIiJr7O4BGjJkCL777juT20ePHo2vv/4aK1ascOa6vJ7JLjBHmqAtlMCUfkqo/HUBEDNAREREltkdAM2fPx9BQUFm7xszZgy++eYb3HXXXU5bmLczboK2ZxCirSZopZ8SSn/d8zADREREZJndJbDRo0dj9OjRFu8fM2YMxowZ44w1+QRL2+Dt6QFiBoiIiKhlOAhRJha3uNtzFIaFHiBmgIiIiOzDAEgmlnaB2XMYqrUSGDNAREREtjEAkoldh6FamBVkrQTGDBAREZFtDIBkYmkXmH5wYzII0cIcIGaAiIiIHNPiAKiiogJfffUVjh496oz1+Ax7jsKwVAJjDxAREVHLOBwATZ06Fa+//joAoLa2Funp6Zg6dSr69++PDRs2OH2B3qo5gxA5B4iIiMg5HA6Adu7ciVGjRgEAvvzySwiCgEuXLmHlypVYsmSJ0xforUx2gTmpCVrMABlniYiIiKiJwwFQeXk5YmJiAABbt27FLbfcgpCQEEyYMAEnT550+gK9laWDTp2VAWIJjIiIyDKHA6DExERkZGSguroaW7duxfjx4wEAZWVlFidFk6kWDUK01gMkXsMSGBERkUV2T4IWzZs3DzNmzEBYWBiSkpKk6c87d+5Ev379nL0+r2WyC8yBw1B5FAYREVHLOBwAPfTQQxgyZAjy8vIwbtw4KJW6H7gpKSnsAXKAxV1gPAyViIio1TkcAAFAeno60tPTDW6bMGGCUxbkK5ozCJEZICIiIudwOADSaDRYvXo1fvzxRxQVFUGrNcw0/PTTT05bnDeztAvMnkGI1nqAmAEiIiKyzeEAaO7cuVi9ejUmTJiAvn37QqFQtMa6vJ7JWWBmeoCaUwLT3wYvCALfHyIiIjMcDoDWrl2Lzz//HDfccENrrMdnWNoFpl/estQEDQEGwY25DJB4u/7nREREpOPwNviAgAB07dq1NdbiUyydBWZPBggwapY2kwECWAYjIiKyxOEA6P/+7//w6quvQhAE2xeTRca7wOwahOinF9zo9QFZygCxEZqIiMg8h0tgu3btws8//4zvvvsOffr0gb+/v8H9GzdudNrivJUgCMDlOMdaE7SlozBMrmMGiIiIyCEOB0BRUVGYMmVKa6zFd+glz5pzGKr+fUBTAKRQKXTXKHSvwQwQERGReQ4HQB988EFrrMOn6GdvHBmEaE8GCABU/ipoGjTMABEREVngcA8QtZx+lse4wdneDJClHiAAHIZIRERkQ7MmQa9fvx6ff/45cnNz0dDQYHDf/v37nbIwb6Yf5Fg7DNXsVvnL5S1Lu8D0/2s8MZqIiIh0HM4ArVy5Evfeey/i4uJw4MABDBkyBG3atMHp06dx/fXXt8YavY5+YGLPIET90pe5YYiWAiDjidFERESk43AA9Oabb+Kdd97B66+/joCAACxcuBDbtm3DY489hvLycocX8OabbyI5ORlBQUFIS0vDr7/+avHagoICTJ8+HT169IBSqcS8efPMXrdhwwb07t0bgYGB6N27N7788kuH19WaDDJAKtuDEPVLX+bOA5N6hewMgCoLKhkcERGRT3M4AMrNzcXw4cMBAMHBwaisrAQAzJw5E2vWrHHoudatW4d58+bhmWeewYEDBzBq1Chcf/31yM3NNXt9fX092rZti2eeeQYDBgwwe01GRgamTZuGmTNnIjs7GzNnzsTUqVOxd+9eh9bWmsyVwMz1AJnNAPm1LAN08ehFvNLhFfxv5P/YI0RERD7L4QAoISEBJSUlAICkpCTs2bMHAHDmzBmHhyO+8sormDVrFmbPno1evXphxYoVSExMxKpVq8xe37lzZ7z66qu46667EBkZafaaFStWYNy4cVi0aBF69uyJRYsW4eqrr8aKFSscWltrsrYLzNxhqPoZIKkEZq0J2s9yE/SF7AuAAOTvzcf+d9mvRUREvsnhAOiqq67C119/DQCYNWsW5s+fj3HjxmHatGkOzQdqaGhAZmYmxo8fb3D7+PHjsXv3bkeXJcnIyDB5zmuvvdbqc9bX16OiosLgT2uy1gRtKwNktgTmQAaoobqpaf3ikYst+CqIiIg8l8O7wN555x1otbofrHPmzEFMTAx27dqFG2+8EXPmzLH7eYqLi6HRaBAfH29we3x8PAoLCx1dlqSwsNDh51y6dCmef/75Zr+mo6QgRwHpQFNrgxDNZoCaWQJrqGwKgBqrG1v2hRAREXkohwMgpVIJpbLpB/LUqVMxderUZi9ADABE+qecu+o5Fy1ahAULFkifV1RUIDExsUVrsEaa76PUy+yIH+ud9G6tB8haBkg8D8xcAFRfWS993FDVYHI/ERGRL7ArADp48KDdT9i/f3+7rouNjYVKpTLJzBQVFZlkcByRkJDg8HMGBgYiMDCw2a/pKOOT4I0/FrQCFCqF1V1g9vQA2coAMQAiIiJfZVcANHDgQCgUCruyMxqNfTuLAgICkJaWhm3bthn0Dm3btg033XSTXc9hzrBhw7Bt2zbMnz9fuu2HH36Qdq65A+MBh8YfCxoBUJm/zlwJTFBfDpTsCICYASIiIrIzADpz5oz08YEDB/D444/jiSeewLBhwwDoGo9ffvllvPTSSw69+IIFCzBz5kykp6dj2LBheOedd5Cbmyv1Ei1atAj5+fn46KOPpMdkZWUBAKqqqnDx4kVkZWUhICAAvXv3BgDMnTsXV155JZYtW4abbroJmzZtwvbt27Fr1y6H1taapNKW0rS5GWgKfFqlCZoZICIiIvsCoKSkJOnj2267DStXrsQNN9wg3da/f38kJibi2WefxeTJk+1+8WnTpqGkpASLFy9GQUEB+vbtiy1btkivV1BQYDITKDU1Vfo4MzMTn332GZKSkpCTkwMAGD58ONauXYu///3vePbZZ9GlSxesW7cOQ4cOtXtdrU3K7KjMZ4DEwMdsE3QL5wAxACIiImpGE/ShQ4eQnJxscntycjKOHDni8AIeeughPPTQQ2bvW716tclt9swauvXWW3Hrrbc6vBZXsVba0r/f+DBU/eua3QOkF/Tob4knIiLyJQ7PAerVqxeWLFmCuro66bb6+nosWbIEvXr1curivJXVXWB690tHXNg6CsNSANTIHiAiIiJzHM4AvfXWW7jxxhuRmJgoHUeRnZ0NhUKBb775xukL9EbmdoGZ6wGymgFyUgnMGWMHiIiIPI3DAdCQIUNw5swZfPLJJzh27BgEQcC0adMwffp0hIaGtsYavY6tXWBicGMuA2TPHCB7d4FBANS1aviH+Df/iyEiIvJADgdAABASEoIHHnjA2WvxGWZ3gSnsywDZNQfI374MEKDLAjEAIiIiX+NwDxC1nLldYPqfG2+Dd9ZRGIIgmPT9sA+IiIh8EQMgGZgrgel/LmZ+zJbKWjAHqLGmUXpO/1Bd1oc7wYiIyBcxAJKBuV1gQFN2x2oTdAvmAKlr1dLHoW11/VrMABERkS9iACQDc7vAgKaAyGoTdAvmAGkaNNL9gRG6s88YABERkS9qVhM0ADQ0NKCoqAhareEP2U6dOrV4Ud7OYgnMqAfIWhN0c0pgYgCkClA1lcAYABERkQ9yOAA6efIk7rvvPuzevdvgdnGejL2Hofoyc7vA9D+3NgjRkSZoTaPhe6EfAPkF6t56TT3fLyIi8j0OB0D33HMP/Pz88M0336Bdu3YcotcMlnaBOdID1NIMkCpQBQBQ16tBRETkaxwOgLKyspCZmYmePXu2xnp8gq1dYNZ6gOyaA2RHAMQMEBER+TKHm6B79+6N4uLi1liLz7C0C8yeHiC7SmAWBiEyA0RERKTjcAC0bNkyLFy4EL/88gtKSkpQUVFh8Idss7ULrLmHoYr3WdwGfznYYQaIiIh8ncMlsGuuuQYAcPXVVxvcziZo+9kchKi1PAixJZOgDTJAQcwAERGR73I4APr5559bYx0+xdIuMIcGIbIHyO2o69XS3ysREbk3h79bjx49ujXW4VMsngXmQBM0d4G5l4OfHMSm+zbhmmXXYNj8YXIvh4iIbGjWr6uXLl3C+++/j6NHj0KhUKB379647777EBkZ6ez1eSVnDEK0pwQmqJuCJIAZoJbQNGqg8ldZvP/gxwehbdTihwU/oOu1XdG2d1sXro6IiBzlcBP0vn370KVLFyxfvhylpaUoLi7GK6+8gi5dumD//v2tsUavY3EXmAODEA0yQBrHByEyA2S/7U9tx7LoZTi/77zFa/QnahfsL3DFsoiIqAUcDoDmz5+PSZMmIScnBxs3bsSXX36JM2fOYOLEiZg3b14rLNH7WNoFxh4g9/Tbst/QWN2IT679xOI1l3IuSR9Xnq90waqIiKglHC6B7du3D++++y78/Joe6ufnh4ULFyI9Pd2pi/NWThmE2NJdYJczQAyArBOEpkxbbWktaktrERwTbHCNul5tEPQwACIicn8OZ4AiIiKQm5trcnteXh7Cw8OdsihvZ/EsMAcGIYr3CVoBuPwzWgx8xF4VezJALIFZV1NcY/B5xTnTWVflZ8sNPmcARETk/hwOgKZNm4ZZs2Zh3bp1yMvLw7lz57B27VrMnj0bd9xxR2us0evY2gVmzyBEKUukF+QwA+R8+qUtAKguqrZ5TWU+AyAiInfncAnsv//9LxQKBe666y6o1brsgb+/Px588EH8+9//dvoCvZGlEphJD5C5QYhGwU1zAiBlgJIZIDvZEwCJt/mH+KOxptFiBqi+sh47Fu9A1+u6IuXqFKevlYiI7OdwBiggIACvvvoqysrKkJWVhQMHDqC0tBTLly9HYGBga6zR69jaBSZmd+wpgTED1LrsCYDqyusAQNr6Xnm+0qB3SHT488PI+G8GPr7mY5z56YzzF0tERHZzOAAShYSEoF+/fujfvz9CQkKcuSavZ/MsMG3rl8CYAbJP9QXDgMdcAFRfXg8AaNOjDQDd33PdpTqT64qPNh0ifHLLSWcuk4iIHGRXCezmm2/G6tWrERERgZtvvtnqtRs3bnTKwrxZSwYhWssAic/HDJDziNkdvyA/qOvUqLpQZfGa0LhQ+AX7QV2rRl1ZHYKjDXeLlZwokT42bpwmIiLXsisAioyMhEKh++EaEREhfUzNY3EXmD2DEC30ACn9lNL7Il3TyAxQS9Vfupzd6d4GFw5eQE1Rjek1lzNAgZGBCI4ORmVtpdkMkH4AZFxaIyIi17IrAPrggw+kj1evXt1aa/EZlnaB2TMI0VIJTAx69D9mBqjlxOxOTLcYXDh4wWoJLCgyCEFRQag8bxoAadValP1VJn3OAIiISF4O9wBdddVVuHTpksntFRUVuOqqq5yxJq/XkkGIlkpgBgGQv/kASNug+9wv0I8ZoMtOfHsC+97aZ/F+MZBp013X32OtCTowMhBBUUEGjxOV55YbvB81xTVoqG4AERHJw+Ft8L/88gsaGky/cdfV1eHXX391yqK8ncVdYA4chmo1AHLkNPg63w2AtGot1kxcAwBoN6gdOgzpYHKNmN2J6hwFoCnYMXdNUGQQgqJ1AVBtWa3BNeJAxYjECDRUNqDuUh3Kz5bz0FQiIpnYHQAdPHhQ+vjIkSMoLCyUPtdoNNi6dSs6dDD9AUKmbO4Ca2YPkKVrRDwLzFDx8aZdWUWHi8wGQGImJ7JTJABdsCMIgkEfnD0ZoJoSXQAU0iYEQZFBqLtUh4r8CgZAREQysTsAGjhwIBQKBRQKhdlSV3BwMF577TWnLs5btWgQ4uVrnNUD5MslsILMplPbiw4Vmb1GDG4ik3QBkKAV0FDVgMDwpplXxj1AgGkAVFuiywgFtwmWmtPrykyzSURE5Bp2B0BnzpyBIAhISUnB77//jrZtm35zDQgIQFxcHFQqVass0tvY2gWm1Wh1g/Quz9JrjRKYmAHSNmohaAWTtfiC85nnpY8vZF8wuV9dp5YyZOHtwqH0U0Kr1qK+vN4gADLIAF0ugRkHN7WllwOgmKYASLyNiIhcz+4AKCkpCQCg1WptXEm2WDwLTK8HSAxwAPNN0M7KAIm3+wU53A7m8UpPlEofFx02zQBJ/T4KIDAiEIGRgagtqUVdeR0iOkYA0L0PDZW6njhrGSCxBBbcJlh6HxgAERHJp9k/9Y4cOYLc3FyThuhJkya1eFHeztYuMEEjSAEOYDQI0c+OXWAOZIAAXRnMFwMg/QCkprjGpLdHmu8TEQiFUoGgyCDUltRKtwOQgh/Aeg+QWAILaRMilR0ZABERycfhn3qnT5/GlClTcOjQISgUCunMI/EHh0bju0219rJ1Fpi1DJA0B8iOJmhNo+F7If7gNckA+WgjtH4AImgENFQ2IDBCr7R1OYgJitQFNYGRuvv0d4KJH6sCdUGlOP3ZJAAqbeoBEnfeMQAiIpKPw3OA5s6di+TkZFy4cAEhISE4fPgwdu7cifT0dPzyyy+tsETvY88gRIsZICeVwBQKhTQvyDhQ8hXGW9WNAxL93h6gKRDSzwDpN0ADaMoAGfcAlTT1AAXHBJt9PSIich2HA6CMjAwsXrwYbdu2hVKphFKpxMiRI7F06VI89thjrbFGr2PPIERbGSBrJTCVv8rgPpF+AKT/X/F2XyJoBYuNyqKGKl15S8wKmStv1Vc0HYNh6RrAcBs8AyAiIvk5HABpNBqEhYUBAGJjY3H+vG4nTVJSEo4fP+7c1Xkpi7vA9JqgbfUAtTQDpP9fXyyB1VfWS4FoTNcYAGYCoMv9PQFhAQCsl8CkICnaQg+QXgmMARARkfwcDoD69u0rDUUcOnQoXnrpJfz2229YvHgxUlJSnL5Ab2TPIET9DJDZOUB29AAJGkHq0QKYAdInZn9UgSqEdwgHYDkDZBwA2VMCa6xpNPh7tbcEplVrsfHOjXh70Ns48e2JlnyJRERkhcMB0N///ndpK/ySJUtw9uxZjBo1Clu2bMHKlSudvkBvZM8gRPEaKGCwM8mROUD61wEMgPSJ/T/WAhLjAEgMcsxmgC4HR+aaqDWNGqlUZlwC0w9QASD3t1wc+vQQCg8UYs/yPS39MqkV1JTUYN3N6/By+5eR9WGW3MshomZyeBfYtddeK32ckpKCI0eOoLS0FNHR0QY/qMkyW7vAtBqt2WMw9D83LoGZK5OJ90u7wowCIOk4DF8MgMSSVLT9AZA9GSClSonAiEDUV9Sj7lIdQuNCDZ43KDpI2oGnqddAXauGf4i/dL/+ROqiP81PpyZ5bXl4C459eQwAsPm+zYjtEYuOV3SUeVVE5CiHM0DmxMTEMPhxgCODEE12ijkwB0j/foAZIH1iCSwoOkgKgMRGZZEUAIVfzgCZaXA2zgCJzwk0ZZnEACgoKghKlRIBYQHSe2S8E+3CoaaJ1NUXqlF90fT0eWpdFecqkP1xtsn/DwBw4eAFHF53GAqlAsExwRC0An59gYdAE3kiuzJAN998s91PuHHjxmYvxlc4MgjRpE/IgTlA+vcDDID0SSUwvQxQXalh47KlEpi5DJBBABQVhPKz5VKgpH8OGKAraQbHBKO6qBq1pbWI6BAhPfbinxcN1lD0ZxGSxya35EslB5TnleP9Ye+jMr8SoXGhuH/f/YhMjJTuz3wnEwDQ6+ZeuOrFq/BGzzdw4psTKD1VKjXTk2cRBAEV5yqgqdcgvH24QUZWq9ZC06iBf7C/lWcgT2VXABQZGWn7IrKbPbvALGaAHJgDBDTN+BEEQTqDyjgA8sUDUfUzQFLGxs4SmH4PkHEJDDDNFOlvgRfpB0D6Lh7RBUDRKdEoO12Gi0cuMgByoZ3/2onK/EoAQHVRNb575Dvcvul2ALrG9oMf6zaADHpgENp0a4Mu47vg1NZTyPowC1f9y/SQaHJvJ7ecxA+P/4Dio8XSbcFtgnVl7PJ63S9KAhCVHIX0Oem4Yt4V0vdN8nx2BUAffPBBa6/Dp9jcBaa1nQGyVgJTKBWAAoCglylqbMoEMQNkWN6SMjuV9YbXVNrOAJkrgRlPg9bfAi9dY6bvqKG6QXpMp1GdUHa6TPphTK2vvrIehz47BACYsGoCtjyyBcc3H8e5vefQcWhHHP78MOor6hGdEo2Uq3U7XgfeOxCntp5C9ofZGPPPMSb/Xsl9/faf37B94XYAuu+fqgAVGmsaUVtSK2VtRZfOXML2J7fj1NZTmPblNINfeMhz+d4BUG7AkUGIlnqApAyQxjQAAnTDEDUNGikA0g9yGAAZZnfEnVviTi1z1wDNyACVGZXAYqwHQFUFVQAA/xB/xHTTlVOqCqua+RWSo05uOYnG6kbEdItB2t/SkL83H1mrs7Dj+R2Y/u107F25FwAw6P5B0r/VHpN6ICgqCBV5Fcj5OQcp1+gCo8LsQuxbtQ+h8aEY/vhwBIYHWnxdcr3MdzOl4GfIo0Nw1ZKrEBAegPryepTnlaOhsgFBUUEIaRsCpZ8Sx746hq1ztyLn5xx8OOZD3PXjXQb/nskzORwAJScnW214Pn36dIsW5Ass7QKTtsFb6QGyZw6Q+LnNACjQhwOg6svBTWiA1OSsf7ApYKYH6HJgU1+hG6KoUCrMZoACoy4HSkYlMFsZIDHYCWsXhvB2utlEYlBEre/0Nt33ru43dodCocCoZ0Yh++NsnPruFH74vx9QeKAQfsF+GHT/IOkxfkF+6Du9L/a9uQ+/v/47Uq5JQcH+AqwevVr6/yd/Tz5mbJ3BjSJu4sQ3J/Dtg98CAEb9fZRB6TIoKkj6d64v9d5UJAxMwKfXfYrCrEJ8NuEzzNw2U/reQJ7J4QBo3rx5Bp83NjbiwIED2Lp1K5544glnrcur2doFZi0DZE8JTP9zkwBI0fQcvpwBaqxqBOBYBkjK8gi6cklQZJDZDJClEph+D1BQjGnfUWWBrtwVlhCGsHZhBrdR6xIEQQqAuozrAkA3IXzA3QOQ9b8saSZT+oPpBu8jAAx9dCj2rdqH45uOI2N5Bn5b9hsaqhoQkRiBinMV+OuHv3B803H0nNzTtV8UmcjdlYsvbvsCgkbAwHsGYuzisXY/tl1qO8zcPhOrR6/GuT3nsO7mdbjj6zukcSLkeRx+5+bOnWv29jfeeAP79u1r8YJ8gc1BiBrB5jXWmqD1PzcOgMSDUMWP9e/zJnm783Dx6EWk3ptq8ncINGWA/EP9bQZAYvnCL8gPqgBdabG+XBcAmd0G38ISWHi78KYMEEtgLlF6shTlueVQBajQaVQn6fbrX70e5TnlOPPTGXQZ3wVXv3C1yWNje8ai/539cfDjg/hhwQ8AgPj+8bhn5z3YtXQXflv2G/544w8GQDI7ueUk1t++Huo6NbpP7I6J70x0OCsX3y8eM76bgY+u/gint53GxukbccvaW6TzF8mzOK1j7/rrr8eGDRuc9XRezWIJTK+/x2IJzI45QAbPZSYAEnlzALTmxjX4evbX+P31383eb64HqLGm0WBsgHEGCDDsAxK0ghQ0WdsFZrwNHoDZrfdSBqhdUwaouqja5Ew3cr7T23XZn8ThiQgIbXq/A8ICcNePd+GpiqcwY+sM+AWZ/51xwqoJ6DGpBxQqBbpe1xUzt89EUGQQ0uekS89/KedSq38dZEoQBOx+eTc+m/gZGiob0HlsZ9y67tZmBy0dh3bE7ZtuhypAhaMbj2LDHRuk3bbkWZwWAK1fvx4xMZyDYQ+Lu8D0ZvzYKoHZ0wOkf7/VAMjCYajqejVObT3lcdvk1fVqKbPy0zM/mb2msfpyCSw0wKBBVQx6BEEwGwDp7wRrqGoALp9kYW4QorUSmLnhi9WFuqGHYe3CEBIboguQBV0QRK1LLH+ljDN/nmFgeKDVbEFAaABu33Q7/qH+B2Z8NwOhbUMBAFGdo9B5bGcAwOEvDjt30WSToBXw3aPfYdvj2wBB18B+59Y7DWb9NEfK1SmYumGqLgjacBTrp633yl8kvZ3DAVBqaioGDRok/UlNTUW7du3w9NNP4+mnn26NNXode0pgjh6F0RoZoE+v+xSfXv8p9r+73+6vzR2U55ZLHzdUNaCxttHkGv3gRhWgkhrCxYyOpr6pgdwgANLL7ojlL6W/0iAzYGkOkK0maP0eIKVKidB43Q9RlsFal1atxZmfzgCwHAC1RO9bewMAjm446vTnJssEQcCm+zbhjzf+ABTAtSuuxcS3Jzptjk/3id0x7ctpUAWqcOzLY/hi6hfM1noYh3uAJk+ebPC5UqlE27ZtMWbMGPTsyRq3PWwNQnRqE3Rj8wKg85nnkfNLDgDdrokhjwyx++uTm3GpofpCNaI6RxncJu0CE7e4RwSi5mKNFACJARKg6xMS6ZfA9Bug9bMDYgAkHYVhpgdIzAbpzxvR7wECgNC2oagqqOJxGE6madAY/DvI/yMf9RX1CIoOQrtB7Zz+ej2n9MSWR7Ygf28+yvPKDSZLU+vZu3Ivsj/MhtJPiSkfT0Hf2/s6/TW63dANt2+6HWtvWovjm45jx+IdDjVWk7wcDoCee+651liHT7G0C0y/v8clGSAr2+AL9hc0XedhDX7GAVDVhSrTAKiqqQkasBwA+QX7GbwH+iUwcw3QgGEGqLGmEeo6XQnRoATWxrQEpt8DBAAhbXXX1xSbnklFjtNqtFhz4xqc+u4Ukq9KxtSNUxEUGYRTW08B0JU1WmOQYXi7cHQa0Qm5u3JxdONRXDH3Cqe/Bhkq/asUPz71IwBg/CvjWyX4EXW9tismr56MDXdswK8v/Irkq5PReXTnVns9cp5m/WvXaDRYv349/vWvf2HJkiXYsGED1GrP6hORk80dXlZ6gIwDG3OnwQO6soz+/Y5mgPQzExX5FfZ9YW6i/Gy5wefmSkhSD5CYAbrcByROgzbX/wNYzgDpE7fBaxu1qDin+7tT+imleUNAUzCkrlWjsbYRmkYNai7qAh0xAxQSezkAusgAyBn2rdqHU9/pgp0zP53BxhkbIWgFHPpEN/25+6TurfbavW7pBYBlMFf55blfoK5TI/mqZJdkr/ve3hcD7x0IQSvg69lfsx/IQzgcAP3555/o3r077r77bnz55ZfYuHEj7r77bnTr1g2HDh1qjTV6HUu7wPTLW3YfhSGe72WUpWlpD5B+1sHTjmOwFQAJWgGNNU1N0ABMtsIbb4EXiQGQQQYowvAa/1B/6X0q/asUgK78pV8mCwjXOxG+pFZqdFaoFFLgwwyQc/3x5h8AgD7T+kAVqMLJb0/izT5voux0GQLCA9D7lt6t9tq9btYFQLm7ctnT1cqKjxXjzzV/AgDG/XecywZQXvfqdQhLCEPpqVKLu0/JvTgcAM2ePRt9+vTBuXPnsH//fuzfvx95eXno378/HnjggdZYo9extAtMv7zVksNQ9T+3JwAyt8tLPwNUXVTtUb/RiI3F4t+B8Q8cMfgBDHuAANMAyDgDpF/eMncSPKA77V28rvTU5QCoTbDJNfplMLH/Jyw+TAqMxUCIPUAtd/HoRRQfLYbSX4mJb0/EuJfGAdD9sASAwQ8NbvHOIGsiO0Wiw5AOgAAc3cgsUGva+a+dELQCetzUA+1Snd/TZUlgeCCuekE3VXrH4h38xcUDOBwAZWdnY+nSpYiOjpZui46OxgsvvICsrCxnrs1r2TwN3sogRCkgEi4fmioGQP7WAyAxyNGfWioGQNoG050L+r0pgGdNJBYzM7E9YwHomqD1SQ3OCl2PDwCpPGUzANLrATI3A0gklsHKTpcBgMn0YP3baoprTPp/AEhbqWuLa00eS4458c0JAEDKNSkIigzCkEeH4Op/X42YrjHoM7UPxv6r9RtX+9zeBwDw++u/S/++ybmKjxXj0BpdJWL0c6Nd/voD7h6AhIEJqC+vx28v/eby1yfHOBwA9ejRAxcuXDC5vaioCF27dnXKorydPf09tgYhApcHJrbSNnjj3148qQwmbj8XAyDj87T0zwET0+NiBkg8D0zsBbLWA2SpCRpoyhSV/aULgMwdnChmgGpLak12gAHMADlT/p58AJBm8igUCox8ciQePfloi4biOWLQrEEIjAxE8dFiZL6b2eqv54t2/msnIMDl2R+RUqXE2CW6YPr3139nudPNORwAvfjii3jsscewfv16nDt3DufOncP69esxb948LFu2DBUVFdIfMs+eHV62SmDA5V6hxuYHQGI2yFYTNGA4r8bdiQFQdFddltI4m2W8AwxwoASmnwGyUAIDmgKeC9m6XxZCE0JNrpEyQCVNGSD969gD5Dzn9p4DoJviK5fAiEBc+eyVAIAtD23B2slrsWfFHinYppaRO/sj6nZDN3QY2gHqWjV2/XuXbOsg2xzeBj9x4kQAwNSpU6XfngVB98P6xhtvlD5XKBTQaDynb8SV7JnxY6sJGjDMALVWE3RYQhiqCqtMzslyZ2IAFJUUBQBSoCIye8SFnQGQQQbo8llf5k6PjkzSzXoRhzIab8MHDDNA4m4x/RkxYgmMu8BapiK/ApX5lVAoFa0y58cRw+YPQ/HRYhx4/wCObzqO45uOY8+KPZi1exbC24fbfgKyaNvCbbJmf0QKhQJXLbkKH4/7GPtW7cPwx4cjomOEbOshyxwOgH7++efWWIdPcWoGyEYJTDyjxpEASKvRSkP8olOiPSoA0qq10hZ3MQgRS1Ui/WMwRJZ6gPzDDBtj9ZugxZ1bYfFhMGYc8IjBmD4xw1NdVI2KPF0ApP+NUiyB1ZbWQqvRtsqMGl+Q/7uu/BXXN84koHU1hVKBSe9NQtrf0nDmpzP4440/UH62HF/O/BIzt8902Y4lb3Pq+1M48fUJKP2UuHqp6YG1rpZ8dTKSrkzC2Z1nsfOFnZi4aqLcSyIzHA6ARo+WL7XoLWwFLVYHIer3AKmd0wNkvAusrqxOOuMqqnMU8nbneUwApB/sRHbSBUCOZIDEHiBL2+D1S2BiABQaZ1reMgmAzGSAxGxPRV6FlAGKSGwKgMQMkaAVUFdWJwVEgC5IzXw7EwmpCUgclmjy3NQkf68uAGo/pL3MK2nSYXAHdBjcAb1u7oVV/VbhzE9ncHbnWQ7QawZNowbfz/seADD4kcFo26utzCvSZYHG/mssVo9ejQPvH8DIJ0ea/R5A8mrWr5SXLl3Cyy+/jNmzZ+P+++/H8uXLUV5ebvuBZrz55ptITk5GUFAQ0tLS8Ouvv1q9fseOHUhLS0NQUBBSUlLw1ltvGdy/evVqKBQKkz91dXUWntH17Dno1NY1gO6HoJjhMQ6AxJKYcQCkDGi6zlIGSAwi/EP9pR/CHhMAXWpau9hjU19Rb7DrRmyCbk4PkFgCa6hqkPp2xEyOvqjkKMPPzQVAnZrKZOYyQCp/lZRxMu4D+umZn7Dl4S1YN2Udzx+yQcwAydn/Y0mbbm2Qel8qAGDPK3tkXo1n+v3131F8rBghbUMw5rkxci9HknRlElKuSYG2UYsd/9oh93LIDIcDoH379qFLly5Yvnw5SktLUVxcjFdeeQVdunTB/v2OHZq5bt06zJs3D8888wwOHDiAUaNG4frrr0dubq7Z68+cOYMbbrgBo0aNwoEDB/D000/jsccew4YNGwyui4iIQEFBgcGfoCDTPg252FMCs9gDpFAA4k54jf3b4B0pgekPCTQODNydNJ05KkgKVgStYHC2lz09QI1VjSbXAIZb3sXeHJsZIIWul8qYmO0pOlwkva7xOVFSmUxvJ1hjTaO0xbb6QrV0kCeZ0mq0OP/HeQBAh6EdZF6NeYMfHgwAOPndSY/abOAOqouqseOfuuDi6hevNtuPJydxvEL2h9nSTDByHw4HQPPnz8ekSZOQk5ODjRs34ssvv8SZM2cwceJEzJs3z6HneuWVVzBr1izMnj0bvXr1wooVK5CYmIhVq1aZvf6tt95Cp06dsGLFCvTq1QuzZ8/Gfffdh//+978G1ykUCiQkJBj8cSf2NEFbugYwCpRa4SwwsUfGP8S/KTAo94wASMwABUUGwS/IT/p69Utj5nqApKMwLgcilrbBqwJUBie/A03NyvrC4sMQFK37ZhzfP95knhPQlAHS1Ov+/oOigkxez9xxGAUHCqQSJQAc/ZKD9SwpPlqMhqoG+If6o21v+Usj5sT1iUNcvzhoG7V8Lx304zM/or6iHu0GtcPAewfKvRwTHa/oiG43dIOgEbDjeWaB3E2zMkBPPvkk/Pyafgj4+flh4cKF2Ldvn93P09DQgMzMTIwfP97g9vHjx2P37t1mH5ORkWFy/bXXXot9+/ahsbFpum9VVRWSkpLQsWNHTJw4EQcOHLC6lvr6eoPt+629hd+uJmgLgxABo3lBLdgGbysD5B/q73EZICkAitKd0K5/dIXIXIOz9HXaOAsMMMz4BEUFGfydihRKBWZsmYEb370Rd/14l9m1Ggc8YtO2wWuJO8H0SmBiRkNUfKTY7PNTU/mrfXp7t24i732b7hiOE5tPyLwSz3E+8zwOvK/73n7dyuvc9v0ds3gMAODgpwdx8ehFeRdDBhz+PyYiIsJsiSovLw/h4fZv4ywuLoZGo0F8fLzB7fHx8SgsLDT7mMLCQrPXq9VqFBfrfgj07NkTq1evxubNm7FmzRoEBQVhxIgROHnypMW1LF26FJGRkdKfxMTWbSptySBE/cfZswusOQGQ1CMT4rkBkBj4iCUr/QyQNAjRQglMEASrAVBMtxjpY3PlL1HHKzpi0OxBZqdAA7pMpX7Tc8crTHtUgmN1PVj6JTAxAOoxqQcAoPg4AyBLxPk/HYa4Z/lL1ONG3Xt5evtpNNY22riaBEHA1rlbAQHoN70fOo3oJPeSLGqf1h49J/cEBEjlOnIPDgdA06ZNw6xZs7Bu3Trk5eXh3LlzWLt2LWbPno077rjD4QUYb/sUZwg5cr3+7VdccQXuvPNODBgwAKNGjcLnn3+O7t2747XXXrP4nIsWLUJ5ebn0Jy8vz+GvwxH2HHTqaAnMeA6Qwq+poRqwEQDVe1EP0OV1iuu2lgEyKIFdvl7bqIWmXtM05DDCdMhhm+5tpI+tBUD2SBzeFGx3Gmn6TdxcBujCQd1wRfFoheoL1SZb/Ukn7zfdv2VzwaU7iR8Qj/AO4WisaUTOLzlyL8ftnfruFPJ+y4N/iD+uWXaN3MuxaczzYwAAhz8/LP37Jfk5HAD997//xc0334y77roLnTt3RlJSEu655x7ceuutWLZsmd3PExsbC5VKZZLtKSoqMsnyiBISEsxe7+fnhzZt2ph9jFKpxODBg61mgAIDAxEREWHwpzXZc9CpnBkgsz1AHhIASdmdy3N9pAzQJTM9QHrZHf2P6yvqm0pp0aZNlfoZoOiUaJP7HXHFvCukjzuNMg2AjHuABK2AkpMlAHRZjdB4XYBUcqKkRevwRtVF1bh4WFdySLoySebVWKdQKNB9YncATeeWkXmCIGDHYl0mZfDDgz1iyGB8/3j0mar7heWX536RdzEkcTgACggIwKuvvoqysjJkZWXhwIEDKC0txfLlyxEYaPrbsrXnSUtLw7Zt2wxu37ZtG4YPH272McOGDTO5/ocffkB6ejr8/c2f5CwIArKystCunbwTYPVZClrszgDpBTeWtsFL11zuERIPPHWoBOaBPUDGpStpcKF+CczMURgKpUJ6TH1FvTQI0tyukpguTQFQr1t7tWi9cX3jMPnDybjx3RutDksUA6Dy3HJo6jVQ+isR1TkKsT10550xADKVsyMHABDXL85ghpK7EgOgk9+clDLbZOr09tPI35sPv2A/DPu/YXIvx26j/zkaCqUCx746hvP7ztt+ALU6uwOgmpoaPPzww+jQoQPi4uIwe/ZstGvXDv3790dISPO+uSxYsADvvfce/ve//+Ho0aOYP38+cnNzMWfOHAC60tRddzU1kM6ZMwdnz57FggULcPToUfzvf//D+++/j8cff1y65vnnn8f333+P06dPIysrC7NmzUJWVpb0nO7A1pBDWxkgp+0Cs9UE7YkZIKMAyFwJzFwGCGgqd1UVVkmBo3iquz794xS6XtvyA4AH3DUAg2YPMnufeDhq5XndzCEx0InpGgOlSik1TouDFKnJ8U3HAQDJVyXLvBL7JF+dDL9gP5TnlqPoUJHcy3Fbe1fsBQCkPZBmdgq7u2rbqy36zegHgFkgd2H3JOjnnnsOq1evxowZMxAUFIQ1a9bgwQcfxBdffNHsF582bRpKSkqwePFiFBQUoG/fvtiyZQuSknTp6oKCAoOG6+TkZGzZsgXz58/HG2+8gfbt22PlypW45ZZbpGsuXbqEBx54AIWFhYiMjERqaip27tyJIUOGNHudzmazBGZlEKL+bdbmAFkahGjpMFT93iupBKaXAWqsaYRWrTUJtNyN8fwe/bO7ROZ6gABduavyfCXKzuhOcFeoFAZZIlFExwjc/8f9CIo2vwPMmcI76AIgMcARAyCxD0k8P6oyv7JV1+HuGmsaseneTcjLyEPvW3tj+BPDcXSjbkt5v+n9ZF6dffyD/ZFydQpOfHMCJ745gfj+5lsBfFnl+Uqc2noKADD4ocEyr8Zxo/8xGoc+PYSTW06i5ESJQT8huZ7dAdDGjRvx/vvv4/bbbwcA3HnnnRgxYgQ0Gg1Uqub/EHjooYfw0EMPmb1v9erVJreNHj3a6sDF5cuXY/ny5c1ejyvY0wQtXtOqc4D0PtaqtVLQpJ8B0s+SNFQ3GAwCdEcmJTAzPUDmdoEBTaeziwPLgqODLTbkt093zbEKYn9D3aU6NNY0Sju+2vS4HAB1YAAEAFvnbcXhzw8DAPYs34M9y3VTldv2aYv2g93nCAxbuk3sJgVAo54eJfdy3E72x9kQtAISRyR6ZPAQ0zUG3W7Qvcf73tqHa1+5Vu4l+TS7f53Py8vDqFFN/yCHDBkCPz8/nD/PWqaj7GmCFq8xWwLTPzPMCXOA9O8H9AKE0ACoAlXSOvWnKbsre0pg5nqAgKaG49KTugDIHabKBkYESuusyK9A6Qnd2sRv/hEddAGSWCLzRTXFNcj6IAsAkP5gutQY7hfkh0nvT/KoA0bFPqBze84ZjD6gy/2cl99ndxx6aK/0B9MBAFmrszjyQGZ2B0AajQYBAYa/Mfv5+UGtVlt4BFliqwdI0AhWByHqnxlmaRu8wwGQ3lZ4dY3uPfUP8YdCoZBKRWJpTE4nt5zE9kXbTfqWRMblLTGIsacHSJy5I2aAzO0AczWFQtEU5ORXSiUwsflZLIFV5PtuD9DhLw5Dq9YiYWACJrw5AY8cewTTv52Ox/56zC3P/7ImokMEElITAAE4+a3lnau+KH9vPkqOl8A/xF/aUeWJulzbBVGdo1BXVofD6w7LvRyfZncJTBAE3HPPPQY7verq6jBnzhyEhjbNQtm4caNzV+iF7DkM1VJvD+C8EphCdflcMcF8BkjMPPiH+qO+ol66XU6fTfgMgC44G/3saJP7LZbA7OgBkjJAp9wnAwToylwlJ0pQ+lcpLp29BECvB+hyCayqoAqCVjAbMHu7v7b+BaBpLlJQVBC63dBNziW1SM/JPVF4oBDZH2Zj4D0D5V6O2zjwgW7qc+9be0tH13gipUqJtL+l4cdFP2Lfqn18j2Vkdwbo7rvvRlxcnMHE5DvvvBPt27c3uI1ss+swVAuBDeC8OUAKhcLsTjD9HiCgKZiQOwMkbk0HgP3vmO8Ds1UCEwTB7GnwQFMPUF2ZLlgytwNMDmIGKOfnHEDQfU3i9viwhDBAoXuffbVkIm4pdudpwI4YeO9AKJQK5PySg6I/uRsM0H1POrxWly0ZcM8AmVfTcqn3pULpr0T+7/ko2F8g93J8lt0ZoA8++KA11+FT7JkDZGm+j/5tWo0dc4CsBECAbieYpl5jGAAZHRYq/lfuHiD9CaoV5ypQV15n0pRtqwm6sbpROkjU+LdI41kxgVHu8VtmbC9duevQp4d0n/eMlfpaVP4qhMaFovpCNSrzKz1qW7AzVBZUovJ8JRRKBRIGutehx80VmRiJXjf3wpH1R/Dzsz9j2pfT5F6S7I5+eRT1FfWI6hyFzqM7y72cFguNC0XvW3rjz7V/IvPdTExcNVHuJfkk997T7KXsmgRtobfH4DorpTLjQYiWAiB7MkBipkTuEpjxCHlzjb/GO7yMt8GLh51CYbkJWuQuJTDjHWf6x2cATRkiX+wDKsjU/fYc2yvW7LltnmrM4jHS0Dxxd5svE5ufB9wzwGvKvIMe0M3+OvTpIdm/t/oqBkAysDkIUd3yEpgU2FzOEKnr1Qa3m1xnpQfIXZqgLx4xPEnZeOu3uUNMxQxQQ2UDtBotGiqb7jfeHWQcAEUmukdJt12a4RRz42MdpK3wPrgTTCx/tU/znK3u9mjbqy1GPDUCAPD1A19Ls6l80aWzl3DmpzMAgIF3D5R3MU7UeUxnxHSNQUNlA4NcmTAAkoGtJmhrgQ1gfmCixQDocmBjKwMkBkiA5R4guUtg1YWGPS7GGQ91rVoqbxlngABdECRmgMw1UQa3Mez5ie0Z2+I1O0NImxCDM8eMD0315WGIYgDULt19jrpxljH/HIOOwzqivrweG6dvlH6Z8TX7390PCEDnsZ0R1TlK7uU4jUKhQOrsVACWexqpdTEAcjFBaNribrUJ2sJ8H/3b9IMWkx6gyyUxewMgaz1A7lICE5t8xYNOjX/g6wdoYvDmF+gHvyBdq1tdeV1TBijctFwS2SkSqsCmvx9x2KA7mPj2RAy4awAmvT/JJFMlTYv2sRKYIAhSCcxVgyldSeWvwi1rbkFgZCDO7TmHva/ulXtJLtdQ3YB9q/YB0B186m0G3jMQSj8lzu05hwuHeEq8qzEAcjEx+AHszACZ2QYvXqeuawqAjHuFHM0Ame0BCjXsAZK7BFZTrDsQNGGArtnVuOSjP+BQv09A6gO6VGc1A6TyV0n9NAAMPpZbyjUpmPzhZKTel2pyn7jOqvNVrl6WrCrPV6KqsAoKlUL6f8LbRCVF4drlumnBOxbvQG1prY1HeJfsD7NRW1qL6JRo9JzcU+7lOF1YfBh63NQDwOVMF7kUAyAXE0tWgJVBiFrLE571H6c/vNBSCcxmE3SgYQAkaAXLJTCZM0DiiejxA3VnJFnKABk3w4p9QPXl9VYzQIBheclTmi19dRiiWP5q27ut9P+qNxp490DED4hHQ2UD9r21T+7luIxWo5WONLli/hVmp+J7g0H365qhD358kJOhXcw7/49yY2IDNGB5FxjQVN6y1gRtrQSmn9kRBMHuDJB+VsmdtsFr1Vrpt1/xkMjKAgsBkNGAQ/2dYNYyQAAw/uXx6DahG279/FbnLb6V+WoTtNQA7YXlL30KpQLDnxgOAPjjjT8Mvod4s+Obj6P0VCmCooM8+ugLW7qM64LIpEjUXarD0Q1H5V6OT2EA5GJiaQuwPAcIaMruWO0B0gtWjIMpsSSmadDosk6XE0/iCfDSdUYBkH6Wxy9Yd607lMBqSnTZHyiANt10vTnG5QCLGSC94zDEa8RT7o2FxIZg+jfT0ec2zxm1L5bAaktqDf6f8Hbe3P9jrPetvREcE4zK85XSjihvl/FyBgAgfU66yS813kShVGDQbF0WKPOdTJlX41sYALmY1RKYfgbo8g8ya3OAxGuUfkqTLd362+D1+3ssZoAuB1xi+csvyE96HXfYBi+Wv4JjgqUpyHYHQHrHYdgqgXmioOggqZTpK1kgQRCadoCled8OMGN+gX7oM00XlIsDMb3Zub3nkPdbHpT+Sgx5ZIjcy2l14vTv3F9zcfHoRdsP8HB1l+rw4VUf4sAHB2TNaDIAcjFrJTD9z+0pgVnLEulnduwKgC5fIwY5+j0V7rANXtwBFto2FMExuu3qdWV1Bk3llgIgc03Q3hQAGRyY6iMBUEVeBWou1kDpp5RKot5OPAD05Lcnvb4MJmZ/+k3vJ/W4ebOIDhHofmN3AEDm296fBTq05hByfs5BxssZsvZaMgByMf0MkPEbrx/I6Gd3jEkZICtBkqUAyHhXmUkAZLQDTP9jOZugxQxQSNsQ6YwuQSs0TXaG6RRokf55YGIGyJMPUzTH17bCi9mfuL5x8A/23gZofYkjEhEUFYSa4hqc23NO7uW0mrIzZVIvzLAFw2Rejeukz0kHoNv5Jn4f9lYH3tMdbDto9iCT6oUrMQByMfE3N4VSYfLG65fAHOkBMntivN4cIDG4UfpbKZUZ9QAZZIDcoAQmHoQaHBMMvyA/qT9JvwzmqyUwwPeGIZ7P9N4BiJao/FXoen1XAMCJr0/IvJrWs2fFHghaAV3Gd/GZ7B4AdBnfBVGdo1B3qc6rJ0MX7C9Awf4CqAJU6H9nf1nXwgDIxSxNgQYMM0LWghvjOUDWMkDaRq3FHWBAU1O0cQZIv+nQHTJA4mnuYjCjXwYTSXOAwgwzAvpN0LZ2gXkqX9sJlr8nH4D3HYFhS/eJujKJtwZAdeV1OPC+Ljsw7P98J/sD6L7/p/0tDYB3l8H2v6+bd9Tr5l4mQ11djQGQi1k6B0xkvMXdnjlA9pbAzAVAygDDidHu2gMkHmYqlrPEMpg9GSBzJTBvywBJB6KeayqBCYKArfO3Ys2Na3DmZ+/ZOaRp0CAvIw8A0GlUJxtXe5eu13eFQqXAxSMXUXba+84HO/TpITRWNyK2VyxSxqXIvRyXG3jvQCj9dZOhC7MK5V6O0zXWNEpN/OIxIHJiAORi1jJAgJnylrU5QHZkgGwFQPb0ALlDCUzMAEkBUIz9AZBUArtUJ02TFh/vLcQzkvR/KJ745gT2rtiLE9+cwFd3fWXQMO7J8v/Ih7pWjZDYELTt3Vbu5bhUcHSwNKzz5JaTMq/GuQRBkI69SJ+TLmtviFzC4sPQ6+ZeAIB9b3vf0MsjG46gvrweUclRSB6bLPdyGAC5mrVDTgH7sjvGQZK5rfLSHKBGjcWT4PVvE68x1wOkXwITBHl+iFoqgYm9QQDQWHW5fGdpF1h5ncFuMm8S0y0GAFB6slR6j35b9pt0f8W5CpzdeVaWtTnbqa2nAABJo5N88odktxu6AfC+AChvdx6K/iyCX7Af+s+UtzdETmIz9KFPDhls8vAGYvNz6qxUt5i0zwDIxewugVkLbi4HLWK2xloGCMLlU9LhWAZIvwdIDCgEjWCwo8yV6i7pSmBiP09QtO6/DmWAyupQW6K7Xpwl5C1iuugCoLpLuq+x6kIV8nbrykRdr9M1zh790vOnzApaAQc/PggA6HVLL5lXIw8xAMr5OcerdguJPxz73t5XKnH7oqTRSWjTow0aqhpw6DPvmflUcqIEZ3eehUKpwMB7Bsq9HAAMgFzOZglMZdiTYza4uTz0TixJWQ2A0BQY2BUAXX5Ov5CmidH6wZBcfUAmPUDWSmCh5idBVxVWSWUguZvvnM0/xF9qhC49VarLDghAu0Ht0O/OfgCAgn0Fci6x2dR1ahxacwhHNhzBL8//gvKz5QgID/DKwzHt0bZPW0R2ioS6Tu01vV2NtY04suEIAHj1sRf2UCj0mqHf8p5maLH5udsN3dzmoGkGQC5mKwNkHMxYC27EcpXZMpne7jFrAZC0C6zecBu8fhCh9FM2ZZ1k6gNyZBeYpRKYKCg6yGxmzdOJR4SUnCzByW905ZHuN3aXdkoVZhV63AC9hqoGvJP2DjZO34gvbv0COxfvBACMemaUz8z/MaZQKND1Bl1W7+S33lEGO/HNCTRUNiCyUyQ6jfCtxnZzBt49EKpAFQqzClGw3zN/cdGnadQge3U2APdofhYxAHIxWxkgkwNSrQRAUgnMzFZ5/R/wYlBjNgMkngZvdBSG8enacm+FN84AOVICC44Olr5OwPv6f0Rt++oagnN/zcVfP/wFQBcAxXSLgX+oPxprGlFyokTOJTps55KduHjkIvyC/BA/IB6RSZEYvnA4RjwxQu6lyarHpB4AgKMbjhqcL+ipxJ1Bfaf3dYveELkFxwSj1xRdiVfMnHiy45uOo7qoGmEJYVIJ1x0wAHIxmxkg4/PBzAQ3YtbGWg+QQqmQbreaAQrSPZfYcyRtgw81DIDk3gpvsQnajgBIoVQgOjla+tzb+n9EyVfpdlXsf3c/GqoaENYuDO1S20GpUiJhQAIAeNTWWnW9Gvve0u2EuWXtLZiTNQfzcuZh3LJxPv9DMuWaFAS3CUZ1UbXHH45aW1YrNXT3n+G7zc/GBt43EMDl0QC1nt3rJf47Tp2d6lbZdwZALubMDJD4A9/SjjLj68wFQGIZQfwHZikDJOdWeEEQUF9htA0+2kwJzMJRGAAQlRwlfeytGaDOYzobBAZ9b2/6bTq2dywAoPhYsSxra45TW0+hvrwe4R3C0ePGHnIvx62o/FXS2WCe3ih7dMNRaBu1iOsXh7i+cXIvx22kXJ2CyKRI1JfX4+hGz93AUHKiBGd+PKMb9Hh/mtzLMcAAyMUczgBZC4AuD/UTszgmz+XvQAao1jADZNxILGcJrKGqQWpetpQB0g+SbAVA3poBCo4Oln4o+gX5Yfjjw6X7YnvqAqCSY55TAju++TgA3SGgvp7xMaffdF1z+9GNRz06QyAGcP1m9JN5Je5FoVRIDeHidGxPJM4z6nZDN0R2ipR5NYYYALmYzTlA9jRBBxoGMmJJzOS6ywGPWD4y1zQqnqkllcAsZYDCLGeAys6UYeeSnagpqTG7jpYS16/0U0rrNQ6ANPUaaBt1f7fGTc8AEJUUJX0cP8B7zxea8vEUTN0wFXf/crfBKdqxPS5ngI57TgboXIbuwM/OYzvLuxA3lTg8EZFJkWiobJB6aDxNRX4Fcn7JAaDLWJKh1HtTAYVu5EHpX6VyL8dhjbWNUvNz+oPpMq/GFAMgF3O0BGZtDpDIUgZICoAuZ0bMXWdcApMGIRr3AIVa7gHa8tAW/Pzsz/h43MfN2mUkCAJOfHMCBz44YHbQon4DtDj4TmyCbqxphLpeLX2NgPkMUETHpm2XA+8e6PAaPYXST4leN/dCx6EdDW6XMkAnSjxiInTdpToUH9UFa8ZfC+kolAoMnTsUgG7opaft8AOAw+sOAwLQaWQng19SSCeyUyS6jOsCAMhanSXvYprhyBdHUFtai8ikSHS5tovcyzHBAMjFnFkCkz4PNN9UZhIABZsGQCZN0A7uAqs8XylN5i08UCj9NueIPcv3YM2Na7D5vs048Y3pIY/GQxCBy6Wwy7FiXVldU/krPMDs323vW3tjyKNDMP3b6WYDJG8X1TkKqgAV1LVqlOeVy70cm/J/1x12Gp0SjdA47+zZcoa0+9MQHBOM0lOlOLL+iNzLcZhY/uo7ndkfS1Jn6baNZ6/O9rggV2x+TnsgzeLPPDm534q8nDOaoI1LXhYzQP62M0BSCcxGD5ClJmjjgCV3V67ZtVgjBlAAzO5oMd4BBuh++9U/EFXKEkWYP+VdFaDC9Suvd6stmK6k9FMipqtuWrQnNEKf26Mrf3W8gtkfawLCAqQs0M5/7fSoH5AlJ0pQkFkAhUqB3rf2lns5bqvHTT0QHBOMinMV0ngLT1CYXYhzGeeg9FNKQZy7YQDkYs4chCh9bisDVO6EDFDY5QyQUQlM/GEqPnferjyza7FE0ArI35svfZ77q2kAZTwDSCTNAiqrbdolZiEAoqYymCcFQB2u6CDzStzf0MeGIig6CBcPX8TBTw7KvRy7iSWdLuO7eO3OTGfwC/STprl7UjO0mP3pdXMvhMWHybwa8xgAuZitDJBxz4/ZIYfN7AEy1wTtcA+QUQms5LhuV1HqfboIPy8jz6Eek4tHLxr07xQeKDR5DXMZIMCwEVp8DuNrqEmbHpcnRR93751ggtAUFDMDZFtQVBBGLhoJAPjlH79Iv8y4M02DRvphPuj+QTKvxv0NmqX7Ozq++bh0oLM7q6+sx6FPdOXNtDnutfVdHwMgF7OVATLO5jhlF5i1EpjeNnhBEMwehgo0ZVbErfcicVdRzyk9oQpUobG6EWWny8yuxxxxMF+nkZ0QGBkIQSug/Kxhj4qlDJBBAFTODJAtnpIBKj1VitrSWqgCVdIAR7JuyCNDEN4hHOW55dJv3u7s2FfHdJOB24Wh+8Tuci/H7cX3j0f79PbQNmqlw4Dd2aFPD6GhqgFterRB5zGd5V6ORQyAXMxWBsg4SGlJCUzMHokBhNkSmN42eE29RlqfyTb4cF1ApJ+tUdercenMJQBA295tEddHN8TswqELZtdjjvj4mK4xiOocpbst55LBNVJwYxwA6Q1DZAnMNk/JAInlr/Zp7c3OriJT/sH+GPPPMQB0x4e4+ynx+1bpgrRBswe51WRgdyb20Rx43/xuWXchCIIUhKfPSZd27rojBkAuZmsOkHE2p0VN0OJJ75fP+bKWAQJ0vTQi4xKYGFjoB0CXzlyCoBUQEBaAsIQwxPW7HAAdtD8AKjujyxZFJUdJ22Avnb1kcI0YwBmXt4Jims4DM54UTabEWUCV5ysN3kd3w/6f5hl4z0BEp0SjtqQWBz913yxB/u/5yPklBwqVAoNms/xlr7539IVfsB8uHrko7ZJ0R/l783Eh+wL8gvww4K4Bci/HKgZALuZICUyhUpiNnk16gGyUwETWeoAAoLZEFwAp/ZQmv5WZC4Aq8isA6GZVKBQKKQAqOlRkdj3mlOfoyl1RnaMQ2Vk3JdTuDJCZHiBmgCwLigpCaLyu2dSdByLm72H/T3Mo/ZQY/MhgAMDvK3932yzBry/8CgDof2d/t5sM7M6CIoOk3XLu3AwtZvf63t5X+h7trhgAuZjNEpheMGPrjC/pMTYyQNJ1ZkpgSn+lNE9HnORsnP0BzPcAVZ6vBABp4nB8f92EZUcCIHMZIOMeIKkJOsqoCVqvBGZrGzzpSAMR3bQM1ljTiMJsXV8YAyDHpd6bCv8QfxT9WYSzO87KvRwThdmFuiNOFJAat8l+YhnszzV/umUWt7a0Fn+u+xOAezc/ixgAuZjNDFBQU9BiMQAKtHMbvL/tQEmhUEhZIDEDZNz/A5jPAFXmXw6AOlwOgPrpAqDSU6V2nU2kVWtRkafLIkUnR1vsAZIGIVrZBdZQoQvMWAKzzt0boc9nnoegERDePtxgejfZJygqCP3v0p2oLv4m7k52vbgLgO58N7EkS/ZLujIJsT1j0VDVgAP/c78s0P7390NTr0HCwAR0GOL+JWwGQC7WKhkgCyUwk1k+ZkpgQFNmSMwAGe8AAywEQEYZoND4UITEhkDQCrh45KLZ19JXkV8BrVoLpb8SYe3CpB944vOK7NkFJl0TzgDIGndvhNYfgOjOzZPuTDxx+9imYwZ9fXIrPl6Mw18cBgCMenqUzKvxTAqFAkPn6QZf7l25160GX2rVWvzx+h8AgCGPDvGIf78MgFzMkR4gS7sj7C2BiTu3pOvMlMD0H281AxTeFACJvQXGAZB+H5A9jdBipicqKQpKlS4IAoCqwiqD/gVLc4D0ByFWF+lmY/DYBOvcPQMkDtJkA3TzJaQmIK5fHDT1Ghz+/LDcy5HsWroLEIAek3pI5XJy3ICZAxAcE4xLZy7h+Kbjci9Hcvzr4yjPLUdwm2D0vcMzjjZhAORijmyDt3enmKUSmEkAZCFQEjND9vQACdqmWUHGJTDAsT4gcQu8WPoSp4VqG7XSKe+A+bPAAMMMUFVhle45Etxz4qi7EMsOJSdL3Oq3R0D3G6R4lpw7zw5xdwqFAgPu1u2+EU/illt5Xrl0Yv2oZ5j9aQn/EH+pv2bPij0yr6bJ7yt/B6A798tStcHdMAByMVsZIGc2QRsf+mmxBGZHBsg/1F9qlhYboY0zQAAc2gkmZYCSowDovq7gNrqgpqpAF9BoNdqmKc/RVgKgy9eLWSQyLzIpEqpAFTT1GpNmc7md33ce9RX1CIoKQrtB7eRejkfrP6M/FCoFzu055xY7/n5/7Xdo1Vp0HtPZI3pD3N2Qh4dA6a9E7q+5OJ95Xu7l4MLBC9Jog/QH0+Vejt0YALmYrTlA+tmclvYAGffDWAqUxNKYGACZ6wFSKBQGfUCCVkBlgWkAJDZC2zMM0TgDBDRlcMSMjpj9ASzvAoPQ9PfKEph1SpUSbbrp+oDcrQx27KtjAIDkq5Ld8uRoTxKWEIau13UFAGR/JG8WqL6yHpnvZAIArlhwhaxr8Rbh7cPRd5quzLRnufxZoL2v7QWgO/crMtFzRhvwu4yLOdQEbeYcMEAXGCmUTY93Vg9Q1YUqs48T6QdANcU10DZqAYVh2altn7aAAqi+UC315VhinAECgPB2umBKDK7qynQBUEBYgNldbSFtQ6TPg2OCLQaD1CSury5Ld27vOZlX0kSr0UoHefad7hn9A+5u4D0DAQAHPzooa7kz64Ms1JfXo033Nug+gcdeOMsV83XB5OF1h1GeJ182t6akRjr3a+hjQ2VbR3MwAHIxTYNuKrOlEf/29AAZP95iD5CdJTDxdrGkZVxqEukHQOK1oXGhBoFJQGgAYrrEAAAK9hdYXD+gNwPIXAbocklL3MViaU1iNgNg+cteKeNSAAB/bf0LAFByogRrJ6/Fh2M/RM6OHFnW9Mcbf6AyvxLBMcE8G8pJut/YHUHRQag4V4Gcn3NkWYNWo5X6VK6Yf4XBL27UMu0GtUPnsZ2hVWuR8UqGbOv4440/oK5TIyE1AYkjEmVbR3MwAHIxcT6OpWyMPSUwwDAAamkJTAxsxJk8xqUm4+vqyuukACiig+mslqTRSQCAU1tPWVy/pkEjNVFHJ0dLt+vvBAMgNUNL5S4jMd1imh7LBmi7iKWR/D/ycfrH0/jfiP/h+KbjyPklB2tvWouKcxWtvgZBEJD5TibeHfIuXm7/MrbO3QoAGPP8GGbxnMQv0E/ajZO1OkuWNRz76hgunbmE4DbBbn8sgica+ZRumOT+d/ajprjG5a/fUNWAva/qyl8jFo7wiK3v+hgAuZi6Tg3ASj+O3jd/4wyOPv1Aye4SmIXrjLMrlgIg/aZj8RgM/f4fkfgb/ImvT1gcx1+eVw5BK8AvyE86ngEwzQCJJTBLGSAGQI4Lbx+u22UlAB9f8zFqimsQ2ysW4e3DUV9ej19f/LXV1/Dbst/wzd++wfk/zkvv9aAHBnlUA6UnGHj3QADA0Y1HZZkcvOcVXfYn/cF0s5srqGVSxqWg3aB2aKxpxO+v/+7y19/39j7UltYipmsMet/W2+Wv31IMgFxMXasLgGztyAIsZz0AwxlB9pTAlH5Kixklk91VFl5XbDCuLqqWMkBh7U2DjpRrUuAf4o+y02UW55BI/T+dowx+azDJAJXZyAB1aQqAuk3oZvYaMnXdyuuk/2/iB8Tj7p/vxuSPJgMADn16qFVPEy/9qxQ//+NnAMCov4/CA5kPYH7efNz49o1sfnay9oPbI7ZXLNS1apcfkHpuzznk7c6DKkCFIQ8Pcelr+wqFQoERT40AoBuM2FDVYOMRzqOuUyPjZV3pbcRTIzzy367nrdjD2coA6QczljIxgGETtcXSll4JzNqhdMb3WXpdcwGQuRJYQFgAhj8xHACw6Z5N2P3f3SZNmOZ2gAGWm6AtZYA6j+mM4Jhg9Lq5F/rezuZZe8X3i8cjxx7BPTvvwf2/34+w+DAkj01GVOco1FfU4+SWk6322hkvZ0DbqEWX8V0wdvFYtBvUjsdetBKFomlb8u6XdkPTqHHZa4t9Kf2m92N2thX1urkXYrrFoK6sDpnvZrrsdbNWZ6GqoAoRiREYMNMzy5sMgFxMzABZ3JGlVwILjLJ8rIN+kGKpZ0I/AxTTNcbsNYBpdsVSsCHuuKopqkHlOdMt8PpGPDkCXa/rCnWdGtue2IYtj2wxuF//EFR9xtvgbTVBhyWE4fGix3Hb+ts8rv4st6jOUUgalST1kymUCvSY3AOA9f6tltCqtTiy/ggA3ZZovmetb9DsQQiND8WlnEvSTrvWVvpXKY5uOAqAW99bm1KlxIiFuixQxssZUNerW/01G2sasfNfOwEAw58YbnFTj7tjAORizsoADVswzOxj9On3AOlPazbmcAboYrVBCcsc/2B/TP92Om544wZAAWS+lYkzP52R7i87ZSEAulwCqy+vR2Nto5QBslYOVKqU/EHqJN2u15URT209ZbF/qyXO/HwGNRdrENwmGMlXJTv9+cmUf7A/hj+uy8j+uuRX6XtQa8p4OQOCVkDX67tKs8Go9fSf2R/hHcJRmV+JzLdbPwu0Z8UeVJ6vRFTnKKQ94P6nvlvCAMjFxF1g9vQAWQuABtw9AKOfG43rX7ve8lRpveeytkXc4R6gC7YDIECXURj80GAMfmgwAGDH8zuk+4r+1E2KFmfSiAIjApvmEhVUScMZrZXwyHmSrkyCX7AfKvMrpffImQ6v0/WE9bqll8Wz7sj50uekI7x9OMpOl7V6k3t1UTWyPsgCoMsEU+vzC/TD6H+MBgDsXLIT9ZWt1/BeU1yD35b9BgAYu2SsR+/aZADkYo7sArOW9VAoFBjzzzEY8ojl5kL9rIjYW2OOoxmgi0cu6ppkFUBEou3ejZGLRkKhUuDszrMoOVECdb1aGs9vHAApFAqDRmixF4gzflzDL8hPOofL2WUwTYMGRzfqyiLiFFtyjYCwAFy38joAwK5/78LFIxdb7bV2vrAT6jo1OgzpgKQrk1rtdcjQwHsHIqZbDGou1rTqGWE7l+xEfUU9ElIT0O+Ofq32Oq7AAMjFbPUA2VsCs5dYBut+o+XhcgaBlqJp3o+x0La6AEg8diK8fbhd0X9Ehwhp9kzWh1koOV4CQSMgMDLQbPOr2AdUWVApbZG21GtEzie+V6e+c24AdHr7adSV1SE0PlSaFUWu0+vmXug+sTu0jVpsvHNjq/SKlJwswb439wEArnrxKpamXUjlr8LYf40FAOz+z+5WmQt04dAF/PHGHwCAa5Zd4/GDLRkAuZgjGSBnBECPHH8ED+x/AHF94ixeo58BUgWoLP5PrX/sBGA4wNAWcSx/9ofZOL9Pd3hfXN84s98gxbNkLuVcajpvzEoGi5yr6/W6ACj311zUldfZuNp+Yvmr9629PXLLrKdTKBSY+PZEBLcJRuGBQvz0zE9OfX5BELB94XZo1Vp0vb4rUq5Ocerzk219buuDhNQENFQ24Ke/O/n91Qr4ds630Kq16Dm5J7qM6+LU55cDvwu5mLN6gOwV3i4c7VKtn6yt3yydMDDB4nV+gX4Gu8mMG5it6X5jdwTHBKMyvxLf/O0bAEDnsZ3NXis+b8G+At15Y+CQQ1dq060NYnvGQqvWOq0Mpq5TS4ed9pnWxynPSY4Lbx+Om/53EwBdo/Jf2/5y2nMf+uwQjn11DAqVAuNeGue05yX7KZQKXLdCV+rMfDsTeRl5Tnvu/e/vR97uPINyqqdjAORijuwCs3QoqbMpFAokDk9EcJtg3PzJzVav1Q9axDOl7OEX6IeB9w4E0FRC6zPV/A9CMQDK2637xxvSNsRjt1l6KrFkeuLrE055vlPfn0J9RT3CO4Sj04hOTnlOap4ek3pIs4G+uusrVF+0fmixPS7lXMKWh3WjLkY/N9qkt49cJ+nKJCnj/s3fvnFKqbOqsArbn9wOABizeIxHnfhuDQMgF7PZA6T3g97aURjOds+OezD39Fyr84IAoH16e+njHjf2cOg1Rj0zSjr2osv4Lha/SUan6Epr5bm6E45Z/nI9MQA6ueWkFLC2hHhadO/bent834A3GP/f8Wjbuy2qCquw+b7NLRp5UFdeh88mfob68np0vKIjRi0a5cSVUnOM+884hLQNQdGhImx/anuLnkvQCvjqnq9QV1aHhNQEDH3Us058t4YBkIvZygAFhgdi4D0D0f/O/i5t/FX6KS02P+vre0dfpIxLwZjFYxwu0QVHB2P23tm4++e7ccc3d1hskDTuLWIDtOslDktEcEww6srqkLsrt0XPVX2xGsc26cpf4m+mJC//EH/csuYWqAJVOPHNCexbta9Zz6Np1OCLW7/AxcMXEdYuDLd+fqvVQ5zJNUJiQ3DTB7pS594Ve3H86+PNfq49r+7BX9//Bb8gP9z8yc1e9f56z1fiIWz1AAHATR/chCkfT3HLHRSB4YGY+cNMjH52dLMeH5UUhc5jOludARPZKdIgS6B/4Cm5htJPiZ5TegIA9r3VvB+Ooj/e+APaRi3apbVDwgDLPWbkWvH943HNsmsAAD/83w8oOuzY3CetRovN923G6e2n4R+qG3zqLaURb9B9QncMeVQ3JmXj9I24cPCCw8/x17a/sO2JbQCA8S/rsobehAGQC2k1Wqmp11IGiHRlwI5XdJQ+d6TXiJxH/OZ5ZP0RFGYVNus5Sv8qlQ5MHPnUSKetjZxj6GND0fV63ZE1X9z6BWpLa+16nKAV8PX9X+PgJwehUClw67pbbW62INcb/9/xSL4qGQ1VDfj0hk9RcrLE7scWZhVi/dT1EDQCBtw1QOob8yYMgFxIfwS9pR4g0ul1Sy/pY3EwH7lWwoAE9LqlFwSNgE9v+BQ/P/czdv17F377z2/I3ZULQWvYN9JY24g/1/2J7x77Dpvv34zNszfjf8P/h4aqBiQOT0Svm3tZeCWSi0KhwE0f3ISIjhEoPlaMtTetRUO19RPFNY0abL5/M7I+yIJCqcAtn92C7hMszxkj+agCVLht/W1o27stKvMrsfrK1XZlgs7tPYcPx36Iukt1SByeiInvTHTLikRLKYTWOPDHw1VUVCAyMhLl5eWIiHDeKdU1JTX4T+x/AADPqp/lLBQr6ivr8cVtX6DDkA4Yu3is3MvxWdUXq/HByA9QcsL0N8fIpEgMuHsA2qW2w5mfziD7w2zUV5iO4G/TvQ3u/vlu9nK5saI/i/C/kf9DfXk94vvH47b1t6FNtzYm11VdqMLGGRtx5sczUCgVmPLxFPSb7tnTgH1BdVE1PrrmIxQdKoJfkB+uXX4tBt0/yORnkKZRg72v7sWPT/8IbaMWicMTMX3LdARFtnwki6s48vNb9gDozTffxH/+8x8UFBSgT58+WLFiBUaNsryLYMeOHViwYAEOHz6M9u3bY+HChZgzZ47BNRs2bMCzzz6Lv/76C126dMELL7yAKVOm2L2m1gqAKs5VYHnicij9lXi24VmnPS9Ra2qoasD+9/ej6M8iCBoBDZUNOPX9KTRUmmYKIpMi0XNKT4S0CYGgFRDdJRq9b+nNkq8HyMvIw7rJ61BdVA2lnxJ9pvVBtxu6IapzFBqqGnD6x9PY9+Y+NFQ1wD/UHzd/cjN6Tu4p97LJTrWltdg4Y6M02yu2Vyz6z+yPhIEJEDQCzu87j6zVWSg/q9t923NyT0z5eIpLdyM7g8cEQOvWrcPMmTPx5ptvYsSIEXj77bfx3nvv4ciRI+jUyXRWyJkzZ9C3b1/cf//9+Nvf/obffvsNDz30ENasWYNbbrkFAJCRkYFRo0bhX//6F6ZMmYIvv/wS//jHP7Br1y4MHWrf9r3WCoBKTpbg9e6vIyA8AIsqFjnteYlcrbG2Ece+OobD6w6jMr8SMd1iMPCegUi5JoXb3D1YRX4FNs/ajL++tzwgsX16e0x6fxLi+/OUd08jaAXseXUPdv5rJ+rKzE95D40Pxdh/jcWg2YM8suzlMQHQ0KFDMWjQIKxatUq6rVevXpg8eTKWLl1qcv2TTz6JzZs34+jRo9Jtc+bMQXZ2NjIydI2W06ZNQ0VFBb777jvpmuuuuw7R0dFYs2aNXetqrQDowqELeKv/WwiNC8XjFx532vMSETlT/h/5OPTpIZzLOIeakhooVUq0H9wePSf3RK+bezHI9XB15XU49OkhnN5+GpfOXIIgCIjrE4fkq5PR946+VncpuztHfn7LlpduaGhAZmYmnnrqKYPbx48fj927d5t9TEZGBsaPH29w27XXXov3338fjY2N8Pf3R0ZGBubPn29yzYoVKyyupb6+HvX1Tb0LFRUVDn419pGGILIcQERurMPgDugwuIPcy6BWEhQZhMEPDcbghwbLvRRZydaFW1xcDI1Gg/h4wzRqfHw8CgvNb7ktLCw0e71arUZxcbHVayw9JwAsXboUkZGR0p/ExMTmfEk2adVa+If6e1xNlYiIyNvInoowrjEKgmC17mjueuPbHX3ORYsWYcGCBdLnFRUVrRIEJQ5PxNNVTzv9eYmIiMgxsgVAsbGxUKlUJpmZoqIikwyOKCEhwez1fn5+aNOmjdVrLD0nAAQGBiIw0PYxEEREROQdZCuBBQQEIC0tDdu2bTO4fdu2bRg+fLjZxwwbNszk+h9++AHp6enw9/e3eo2l5yQiIiLfI2sJbMGCBZg5cybS09MxbNgwvPPOO8jNzZXm+ixatAj5+fn46KOPAOh2fL3++utYsGAB7r//fmRkZOD999832N01d+5cXHnllVi2bBluuukmbNq0Cdu3b8euXbtk+RqJiIjI/cgaAE2bNg0lJSVYvHgxCgoK0LdvX2zZsgVJSUkAgIKCAuTmNp1EnZycjC1btmD+/Pl444030L59e6xcuVKaAQQAw4cPx9q1a/H3v/8dzz77LLp06YJ169bZPQOIiIiIvJ/sk6DdUWvNASIiIqLW48jPbx5GRURERD6HARARERH5HAZARERE5HMYABEREZHPYQBEREREPocBEBEREfkcBkBERETkcxgAERERkc9hAEREREQ+R9ajMNyVOBy7oqJC5pUQERGRvcSf2/YccsEAyIzKykoAQGJioswrISIiIkdVVlYiMjLS6jU8C8wMrVaL8+fPIzw8HAqFwqnPXVFRgcTEROTl5fGcMTfG98lz8L3yDHyfPIOnv0+CIKCyshLt27eHUmm9y4cZIDOUSiU6duzYqq8RERHhkf9z+Rq+T56D75Vn4PvkGTz5fbKV+RGxCZqIiIh8DgMgIiIi8jkMgFwsMDAQzz33HAIDA+VeClnB98lz8L3yDHyfPIMvvU9sgiYiIiKfwwwQERER+RwGQERERORzGAARERGRz2EARERERD6HAZALvfnmm0hOTkZQUBDS0tLw66+/yr0kn7J06VIMHjwY4eHhiIuLw+TJk3H8+HGDawRBwD//+U+0b98ewcHBGDNmDA4fPmxwTX19PR599FHExsYiNDQUkyZNwrlz51z5pfiUpUuXQqFQYN68edJtfJ/cR35+Pu688060adMGISEhGDhwIDIzM6X7+V7JT61W4+9//zuSk5MRHByMlJQULF68GFqtVrrGJ98ngVxi7dq1gr+/v/Duu+8KR44cEebOnSuEhoYKZ8+elXtpPuPaa68VPvjgA+HPP/8UsrKyhAkTJgidOnUSqqqqpGv+/e9/C+Hh4cKGDRuEQ4cOCdOmTRPatWsnVFRUSNfMmTNH6NChg7Bt2zZh//79wtixY4UBAwYIarVaji/Lq/3+++9C586dhf79+wtz586Vbuf75B5KS0uFpKQk4Z577hH27t0rnDlzRti+fbtw6tQp6Rq+V/JbsmSJ0KZNG+Gbb74Rzpw5I3zxxRdCWFiYsGLFCukaX3yfGAC5yJAhQ4Q5c+YY3NazZ0/hqaeekmlFVFRUJAAQduzYIQiCIGi1WiEhIUH497//LV1TV1cnREZGCm+99ZYgCIJw6dIlwd/fX1i7dq10TX5+vqBUKoWtW7e69gvwcpWVlUK3bt2Ebdu2CaNHj5YCIL5P7uPJJ58URo4cafF+vlfuYcKECcJ9991ncNvNN98s3HnnnYIg+O77xBKYCzQ0NCAzMxPjx483uH38+PHYvXu3TKui8vJyAEBMTAwA4MyZMygsLDR4nwIDAzF69GjpfcrMzERjY6PBNe3bt0ffvn35XjrZww8/jAkTJuCaa64xuJ3vk/vYvHkz0tPTcdtttyEuLg6pqal49913pfv5XrmHkSNH4scff8SJEycAANnZ2di1axduuOEGAL77PvEwVBcoLi6GRqNBfHy8we3x8fEoLCyUaVW+TRAELFiwACNHjkTfvn0BQHovzL1PZ8+ela4JCAhAdHS0yTV8L51n7dq12L9/P/744w+T+/g+uY/Tp09j1apVWLBgAZ5++mn8/vvveOyxxxAYGIi77rqL75WbePLJJ1FeXo6ePXtCpVJBo9HghRdewB133AHAd/9NMQByIYVCYfC5IAgmt5FrPPLIIzh48CB27dplcl9z3ie+l86Tl5eHuXPn4ocffkBQUJDF6/g+yU+r1SI9PR0vvvgiACA1NRWHDx/GqlWrcNddd0nX8b2S17p16/DJJ5/gs88+Q58+fZCVlYV58+ahffv2uPvuu6XrfO19YgnMBWJjY6FSqUyi5KKiIpOIm1rfo48+is2bN+Pnn39Gx44dpdsTEhIAwOr7lJCQgIaGBpSVlVm8hlomMzMTRUVFSEtLg5+fH/z8/LBjxw6sXLkSfn5+0t8z3yf5tWvXDr179za4rVevXsjNzQXAf1Pu4oknnsBTTz2F22+/Hf369cPMmTMxf/58LF26FIDvvk8MgFwgICAAaWlp2LZtm8Ht27Ztw/Dhw2Vale8RBAGPPPIINm7ciJ9++gnJyckG9ycnJyMhIcHgfWpoaMCOHTuk9yktLQ3+/v4G1xQUFODPP//ke+kkV199NQ4dOoSsrCzpT3p6OmbMmIGsrCykpKTwfXITI0aMMBklceLECSQlJQHgvyl3UVNTA6XS8Me9SqWStsH77PskU/O1zxG3wb///vvCkSNHhHnz5gmhoaFCTk6O3EvzGQ8++KAQGRkp/PLLL0JBQYH0p6amRrrm3//+txAZGSls3LhROHTokHDHHXeY3QrasWNHYfv27cL+/fuFq666yqO3gnoC/V1ggsD3yV38/vvvgp+fn/DCCy8IJ0+eFD799FMhJCRE+OSTT6Rr+F7J7+677xY6dOggbYPfuHGjEBsbKyxcuFC6xhffJwZALvTGG28ISUlJQkBAgDBo0CBp+zW5BgCzfz744APpGq1WKzz33HNCQkKCEBgYKFx55ZXCoUOHDJ6ntrZWeOSRR4SYmBghODhYmDhxopCbm+vir8a3GAdAfJ/cx9dffy307dtXCAwMFHr27Cm88847BvfzvZJfRUWFMHfuXKFTp05CUFCQkJKSIjzzzDNCfX29dI0vvk8KQRAEOTNQRERERK7GHiAiIiLyOQyAiIiIyOcwACIiIiKfwwCIiIiIfA4DICIiIvI5DICIiIjI5zAAIiIiIp/DAIiIiIh8DgMgIiIi8jkMgIjIY/3tb3/D9OnT5V4GEXkgHoVBRB5h3rx5yMnJwVdffSXdVlpaisDAQISGhsq+FiLyLMwAEZFH+OOPPzBkyBCD22JiYlwe/FhaCxF5FgZAROTWGhsbERAQgN27d+OZZ56BQqHA0KFDkZOTA4VCgbNnzwKA9PnGjRtx5ZVXIjg4GGlpacjJycEvv/yCIUOGICQkBGPHjkVpaan0/Hl5eZgxYwaio6MRHR2N6dOno6yszKG1EJHnYQBERG5NpVJh165dAICsrCwUFBTg+++/R1ZWFqKiopCUlCTdBwBvvvkmXnzxRWRkZKCkpAQzZ87EsmXL8MYbb+CXX37BoUOH8P777wMATp06hbS0NHTp0gUZGRnYvn07/vrrLzzxxBMOrYWIPI+f3AsgIrJGqVTi/PnzaNOmDQYMGCDdnp2dbfJ5dHQ01q5di9jYWADA2LFj8dNPP+HIkSNSqWzw4MEoLCwEAMyZMwcPPvggnn/+eel5Fi5caDEAsrQWIvI8DICIyO0dOHDAJODIysoyuC0rKwuTJk2Sgh8AyM3NxR133GHQJ5Sbm4sJEybg7Nmz+PHHH7F79268/PLL0v0ajQaJiYkOrYWIPA8DICJye8bBDqDL+EyaNMng84ULF5o87pFHHpE+r6urw4kTJzBw4EBkZ2cjJiYGe/fuNXm94OBgh9ZCRJ6HARARub1Dhw5hypQp0ucVFRXIycmRAhHx89TUVOmas2fPorS01OC2w4cPQ6PRYMCAAdi1axcqKyvRrl07h3aSGa+FiDwTm6CJyO1ptVocPHgQ58+fR3l5ObKzs6FSqdCnTx8AuuyPUqlE//79pceITdKdO3eWbsvOzkZKSgrCw8MxdOhQREREYObMmcjKysKpU6ewdetWzJ0716G1EJFnYgBERG5vyZIlWLduHTp06IDFixcjOzsbPXv2RGBgIABIn+uXrsz16mRnZ2PgwIEAdDOEtmzZgrKyMowePRqDBg3C008/bRAw2bMWIvJMnARNREREPocZICIiIvI5DICIiIjI5zAAIiIiIp/DAIiIiIh8DgMgIiIi8jkMgIiIiMjnMAAiIiIin8MAiIiIiHwOAyAiIiLyOQyAiIiIyOcwACIiIiKf8/8hTwoOZtnvdAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "pop1_LB_1laser = np.zeros(len(rho_1laser.states))\n",
    "pop2_LB_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho12_LB_real_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho21_LB_real_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho12_LB_imag_1laser = np.zeros(len(rho_1laser.states))\n",
    "rho21_LB_imag_1laser = np.zeros(len(rho_1laser.states))\n",
    "for i in range(0,len(rho_1laser.states)):\n",
    "    pop1_LB_1laser[i] = rho_1laser.states[i].full()[0][0].real\n",
    "    pop2_LB_1laser[i] = rho_1laser.states[i].full()[1][1].real\n",
    "    rho12_LB_real_1laser[i] = rho_1laser.states[i].full()[0][1].real\n",
    "    rho21_LB_real_1laser[i] = rho_1laser.states[i].full()[1][0].real\n",
    "    rho12_LB_imag_1laser[i] = rho_1laser.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag_1laser[i] = rho_1laser.states[i].full()[1][0].imag\n",
    "    \n",
    "pop1_LB_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "pop2_LB_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho12_LB_real_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho21_LB_real_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho12_LB_imag_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "rho21_LB_imag_2lasers = np.zeros(len(rho_2lasers.states))\n",
    "for i in range(0,len(rho_2lasers.states)):\n",
    "    pop1_LB_2lasers[i] = rho_2lasers.states[i].full()[0][0].real\n",
    "    pop2_LB_2lasers[i] = rho_2lasers.states[i].full()[1][1].real\n",
    "    rho12_LB_real_2lasers[i] = rho_2lasers.states[i].full()[0][1].real\n",
    "    rho21_LB_real_2lasers[i] = rho_2lasers.states[i].full()[1][0].real\n",
    "    rho12_LB_imag_2lasers[i] = rho_2lasers.states[i].full()[0][1].imag\n",
    "    rho21_LB_imag_2lasers[i] = rho_2lasers.states[i].full()[1][0].imag\n",
    "\n",
    "#PLot population\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho11 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop2_LB_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho22 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop1_LB_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11 ~2lasers$\")\n",
    "plt.plot(tlist[0:len(tlist)]*Gamma, pop2_LB_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Populations\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho11 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 1\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho22 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 2\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop1_LB_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho11 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 1 ~(2 lasers)\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.plot(tlist[0:len(tlist)], pop2_LB_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho22 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Population dans 2 ~(2 lasers)\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_real_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho12 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_real_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho21 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_real_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho12 ~2lasers$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_real_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho21 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences real part\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "#PLot coherences real part\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_imag_1laser[0:len(tlist)], \"-\", c=\"red\", label=\"$rho12 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_imag_1laser[0:len(tlist)], \"-\",c=\"lightcoral\", label=\"$rho21 ~1laser$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho12_LB_imag_2lasers[0:len(tlist)], \"-\", c=\"blue\", label=\"$rho12 ~2lasers$\")\n",
    "plt.plot(tlist[0:len(tlist)], rho21_LB_imag_2lasers[0:len(tlist)], \"-\",c=\"purple\", label=\"$rho21 ~2lasers$\")\n",
    "plt.xlabel(\"$time ~t$\"), plt.ylabel(\"Coherences imaginary part\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2bf8ef0",
   "metadata": {},
   "source": [
    "### Absorption from the spontaneous emission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "57f32871",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha = 8.04846766160431\n"
     ]
    }
   ],
   "source": [
    "# Search for the steady state region\n",
    "n = 10\n",
    "t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "\n",
    "# number density\n",
    "N = 1\n",
    "\n",
    "# Loss\n",
    "I_loss = omega*N*Gamma*integrate.simpson(pop2_LB_2lasers[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "\n",
    "alpha = I_loss/I\n",
    "\n",
    "print(\"alpha =\", alpha)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a958fb58",
   "metadata": {},
   "source": [
    "## Section 4: Absorption spectrum in a cavity from spontaneous emission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b5db48b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip, Options"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60ad8ee0",
   "metadata": {},
   "source": [
    "### 4.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "70f3b2b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0467bbbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Laser(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi_time = 0.0, default_phi_space = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 4*np.pi\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi_time = default_phi_time\n",
    "        self.phi_space = default_phi_space\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhaseTime(self):\n",
    "        return self.phi_time\n",
    "    \n",
    "    def getPhaseSpace(self):\n",
    "        return self.phi_space\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(2*self.I/(self.c*self.epsilon_0))\n",
    "        return E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "37c95177",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_quantum_system = Atom(), default_laser = Laser()):\n",
    "        \n",
    "        #Quantum system\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        #Laser\n",
    "        self.laser = default_laser\n",
    "        \n",
    "    def spectrum_v(self, spectral_window, velocity):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.Qsyst\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        v = velocity\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        I = self.laser.getIntensity()\n",
    "        phi_time = self.laser.getPhaseTime()\n",
    "        phi_space = self.laser.getPhaseSpace()\n",
    "        \n",
    "        phi_1 = phi_time + phi_space\n",
    "        phi_2 = phi_time - phi_space\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*(E/2)\n",
    "        \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha = np.zeros(length_sw)\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        for i in range(length_sw):\n",
    "            \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "            omega = spectral_window[i]\n",
    "            \n",
    "            # Doppler\n",
    "            k = omega / c \n",
    "            delta_blue = omega + k*v - omega_0\n",
    "            delta_red = omega - k*v - omega_0\n",
    "            \n",
    "            #Time\n",
    "            if v != 0.0:\n",
    "                T_kv = abs(2*np.pi/(k*v))\n",
    "                n_time_steady_state = 10\n",
    "                n_time_oscillations = 4\n",
    "                time_end = n_time_steady_state*(1/A21) + n_time_oscillations*(T_kv/2)\n",
    "                T_Omega_R_demi = abs(2*(2*np.pi)/Omega_R)\n",
    "                time_subdivision = max(int((time_end/T_Omega_R_demi)*20000), int((time_end/T_kv)*2000))\n",
    "                #time_subdivision = int((time_end/T_Omega_R_demi)*20000)\n",
    "                tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                \n",
    "                n = 4\n",
    "                t_steady_state = np.abs(tlist - n*(T_kv/2)).argmin()\n",
    "            else:\n",
    "                n_time = 20\n",
    "                time_end = n_time*(1/A21)\n",
    "                T_Omega_R_demi = abs(2*(2*np.pi)/Omega_R)\n",
    "                time_subdivision = int((time_end/T_Omega_R_demi)*20000)\n",
    "                tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                \n",
    "                n = 10\n",
    "                t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "            \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))], \n",
    "                      [H2, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "        \n",
    "            rho22_LB = np.zeros(len(rho.states))\n",
    "            for index in range(0,len(rho.states)):\n",
    "                rho22_LB[index] = rho.states[index].full()[1][1].real\n",
    "\n",
    "            # number density\n",
    "            N = 1\n",
    "\n",
    "            # Loss\n",
    "            I_loss = omega*N*A21/(tlist[-1] - tlist[t_steady_state]) * \\\n",
    "                    integrate.simpson(rho22_LB[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "            \n",
    "            alpha[i] = I_loss/I\n",
    "            \n",
    "            if (i/length_sw*100) >= palier:\n",
    "                print(i/length_sw*100, \"%\")\n",
    "                palier += step\n",
    "    \n",
    "        return alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1493c79",
   "metadata": {},
   "source": [
    "### 4.2 Simulations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e89884bc",
   "metadata": {},
   "source": [
    "### Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "943fc759",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom()\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "\n",
    "dummy_laser_0p5 = Laser(default_intensity= 0.5*I_sat)\n",
    "spectrum_dummies_0p5 = AbsorptionSpectrum(dummy_atom, dummy_laser_0p5)\n",
    "\n",
    "dummy_laser_10 = Laser(default_intensity= 10*I_sat)\n",
    "spectrum_dummies_10 = AbsorptionSpectrum(dummy_atom, dummy_laser_10)\n",
    "\n",
    "dummy_laser_50 = Laser(default_intensity= 50*I_sat)\n",
    "spectrum_dummies_50 = AbsorptionSpectrum(dummy_atom, dummy_laser_50)\n",
    "\n",
    "dummy_laser_100 = Laser(default_intensity= 100*I_sat)\n",
    "spectrum_dummies_100 = AbsorptionSpectrum(dummy_atom, dummy_laser_100)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.06\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "\n",
    "velocity = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8d265540",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n"
     ]
    }
   ],
   "source": [
    "np.savetxt('frequency_window_201pt.txt', frequency_window)\n",
    "alpha_0p5 = spectrum_dummies_0p5.spectrum_v(frequency_window, velocity)\n",
    "np.savetxt('alpha_0p5.txt', alpha_0p5)\n",
    "alpha_10 = spectrum_dummies_10.spectrum_v(frequency_window, velocity)\n",
    "np.savetxt('alpha_10.txt', alpha_10)\n",
    "alpha_50 = spectrum_dummies_50.spectrum_v(frequency_window, velocity)\n",
    "np.savetxt('alpha_50.txt', alpha_50)\n",
    "alpha_100 = spectrum_dummies_100.spectrum_v(frequency_window, velocity)\n",
    "np.savetxt('alpha_100.txt', alpha_100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3b6bfc0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7DdimQUft1NRWKk4I7eXk5LBr1y7uv/9++zJXV1cURbG3HoHaB8nd3b1Fn9GULjEeHh4AVFdXt+gztOQwLUgAs2bNori4mKVLl5KXl8eQIUPYsGGDPXXm5eU1mhPJYDDw+eef8/rrr2tRshBCC0ePUhNopc4XdDrXJk8QeS57R+0BoBw5jK6uDpwd6mtROBgnJ0/Gj6/U7LObKi0tDaDB5bP09HRGjRpFbGysfZm/vz+lpaXNqqM5XWJKSkoACAgIaNZnOAKH+yZ44IEHeOCBB8773jvvvNNomZ+fX4dMpkKIS5Caau+g7e09DCenxn0PFUVhXeo6vkj7gkdGP8K48HGN1vH0HIyTkwcWbyPGADOeJ07AgAFtXb3owHQ6XbMuc2nFYDCg1+vtr0tKSnj55ZcbXWmJi4vjgw8+aNa+m9Ml5uDBg4SGhuLv79+Co9CWQ11iE0KIJjl06KwO2o0vr52uPM1Nn97E7M9n8+9D/2b8v8az6PtFGGuNDdZzcnK2Tw9QLpfZRCcyfPhwLBYLL7/8MocPH2b27NlERESQlpbGyZMn7etNmTKF1NTUBq1IlZWVJCcnk5ycDEBGRgbJyckNruD8WpcYm23btjXqzN1RSEASQnQ8qalU9lWf+vjEN3irzlrH1e9dzfrD63F2cuaaPtegoPDa7te4++u7G+3Ktn1VX0A6aotOol+/fixdupTXX3+duLg4evfuzaZNmwgLC2PSpEn29WJjY0lISODTTz+1L9u3bx9xcXH2jtyLFi0iLi6OZ555xr7OrFmzWLFiBUuXLmX48OFs3bq1QZcYgJqaGtavX88999zTDkfc+nRKc8cNdjLl5eX4+flhMBhkyL8QHcWgQez4cxq1PWDEiJ/x9R1lf+vd5He586s76enRkx9u/4FhQcP4Ov1rrv/kehQUku9LZljQMPv6p06t5siR++jxMwzdPxs++kiLIxIOqKamhoyMDPts0Z3Vhg0beOyxxzh48CBOTq3XbvLWW2/x1VdfsWnTphbv42J/B23981takIQQHYvZjLngCLU91JeenoPsb9Vaanlh6wsAPD7ucXsQmjFwBrOGzALguS3PNdidl5faJ6MqCmlBEl3StGnTuO+++8jNzW3V/bq4uPDGG2+06j7bkwQkIUTHcuQIVaEWANzdo3B2PjMnzfsH3ud46XECPANYMHJBg82enfAsTjonvjz8JYmnzsya7eU1GABTL6jNTgOLpR0OQgjH8sgjj7T6rbfuvfdeBg4c2Kr7bE8SkIQQHcuhQ2prD2daf6Bh69ET457Ay7XhSKNo/2hujb0VaNiK5Ozsh5ub+oOhOtgMJ060YfFCiI5CApIQomNJTT1vQPox40cyyzLx9/Tn/pH3n3fTZ65QO5l+e+Rb8ivPzOHS4DKbjGQTQiABSQjR0VygBWn94fUA3Bh9I54u559Qr3/P/owKGYWCwleHv7Iv9/JSJ86rikQCkhACkIAkhOhglNSDjQKSVbHyVboaeG6IueFCmwJw/cDrgTOB6uz9SAuSEMJGApIQouOoq8NUdgyLN4AeT0+1A+jPOT+TX5mPr5svV0VdddFd2ALUjxk/YqgxAGcCUmUfUI6kt1n5QoiOQwKSEKLjOHmSqtA6ADw9B+Dk5AacaQ2a1n8arvrGtx05W7R/NNH+0dRaa9lwdEP9vqIBJ+r8oLYgHbr29HBCCCQgCSE6kiNHGl1eUxTFHpBuiL745TUb23q27fR6Dzzc1am5qwKq4JybcAohuh4JSEKIjuM8AelQ4SGOlRzDVe/Ktf2ubdJuro++HoCNxzZSU1ej7s+7vqN2lPo5QoiuTQKSEKLjOE9A2nhsIwBXR12Nr1vTbjeQEJxAsE8wleZKdmTtaLC/qkgkIAkhJCAJIToO5Ug61eHqc9sM2NuytgH8aufssznpnJgYObHB9rb9SUASXU1xcTG9evUiMzOzVfd78803s3z58lbdZ3uSgCSE6DBMRWlYPUCHHnf3PlgVq70F6PLwy5u1r/Hh44EzAck2Iq46DAlIoktZtmwZ06dPJzIyEoDnnnsOnU7X4BEUFNRou5UrV9pvIhsfH8+2bdsavP/MM8/w4osvUl5e3h6H0eokIAkhOgajkWr9KQDcXaNwcnLhcNFhio3FeDh7MKL3iGbtzhaodufsptZSi4dHfwDq/MCcKzetFV2D0WhkzZo1zJs3r8HywYMHk5eXZ3+kpKQ0eH/dunUsXLiQJUuWkJSUxPjx45k6dSpZWVn2dYYOHUpkZCQffvhhuxxLa5OAJIToGI4dU1t3AE+fQQBsO6n+xnpZ6GW/Orz/XIMCBtHdvTvVtdUk5Seh13vi5hwCgLEuA+rqWq92ITSyZ88eJk6ciIeHB9HR0ezdu5fVq1czY8YMADZu3IizszNjxoxpsJ2zszNBQUH2R0BAQIP3ly9fzty5c5k3bx4xMTGsWLGCsLAwVq1a1WC9GTNm8PHHH7ftQbYRCUhCiI7hyBF7/yN13iLYnr0daP7lNVD7Idm2256l7scWvKpDLHDy5KVWLDohRVGoMldp8lCaOT/X7t27mTBhAtdeey0HDhxg0KBBPPfcc7zyyis8//zzAGzdupWEhIRG2x49epTg4GCioqK45ZZbOHHWTZzNZjOJiYlMnjy5wTaTJ09m586dDZaNGjWKPXv2YDKZmlW7I3DWugAhhGiSI0cw2lqQ6vsL2VqQbP2Jmuvy8Mv55sg3bMvaxqIxi/D0jKa0dPOZfkh9+7ZG5aITqa6txnuZtyafXbm4Ei9Xryavv2jRIm666SaefPJJAG655RZmz57NzJkziYuLAyAzM5Pg4OAG240ePZr33nuPAQMGcPr0af785z8zduxYUlNT6dmzJ0VFRVgsFgIDAxtsFxgYSP45c4iFhIRgMpnIz88nIiKiJYetGWlBEkJ0DEeOnLnE5jmQbEM2Jw0n0ev0XBZ6WYt2aQtW27O2oyiKdNQWnUZOTg67du3i/vvvty9zdXVFURR76xGofZDc3d0bbDt16lRuuukmYmNjmTRpEt9++y0A7777boP1dDpdg9eKojRa5uHhAUB1dfWlH1Q7kxYkIUSHYMlIw1T/C6unZzQbDm8CYHjQcHzcfFq0z/jgeNyd3SmqLiK9OJ1eHmcFpJ8lIInGPF08qVxcqdlnN1VaWhpAg8tn6enpjBo1itjYWPsyf39/SktLL7ovLy8vYmNjOXr0qH0bvV7fqLWooKCgUatSSUkJQKM+TB2BtCAJITqE6ir1JrLOum64uPS09xtq6eU1AFe9K6NDRgPq5Tpb36aaYLAeO3yJFYvOSKfT4eXqpcnj3NaZizEYDOj1evvrkpISXn75Zdzc3BqsFxcXx6FDFx+1aTKZSEtLo3fv3oDaEhUfH8/mzZsbrLd582bGjh3bYNnBgwcJDQ3F39+/ybU7CglIQgjHV1JCtU8ZcKb/0d5TewEYEzbmQls1yZhQdft9p/bh5haCEx4ozlBTlnZJ+xVCS8OHD8disfDyyy9z+PBhZs+eTUREBGlpaZw8awDClClTSE1NbdCK9Nhjj7FlyxYyMjL4+eefufnmmykvL+eOO+6wr7No0SLefvtt1q5dS1paGo8++ihZWVnMnz+/QR3btm1r1Jm7o5CAJIRwfEePnumg7TOIWkstB04fACC+d/wl7To+WN0+MS8RnU6Hp3s/AKqd86Cm5pL2LYRW+vXrx9KlS3n99deJi4ujd+/ebNq0ibCwMCZNmmRfLzY2loSEBD799FP7spycHGbPns3AgQO58cYbcXV1Zffu3Q06Wc+aNYsVK1awdOlShg8fztatW9mwYUODdWpqali/fj333HNP+xx0K5M+SEIIx3f8eIMh/ocKD2GymPBz86NP9z6XtGvbBJMpBSmYLWY8fQZTWZOifl5GBsTEXGLxQmjj6aef5umnn26wLDEx8bzrPfbYY9xzzz04OTnxySefNGn/DzzwAA888MAF31+zZg2jR4/msstaNohCa9KCJIRwfCdONBjB9kveL4Aabi7UL6OkBBYuhAED4JVX4ELTsER1i6KbezfMFjOpBal4nD2S7fjxVj4QIRzPtGnTuO+++8jNzW3V/bq4uPDGG2+06j7bkwQkIYTDU46fmUXbw2MgiXnqb8EXur3IRx9Bv37w+utw9Cg8/jhER8OOHY3X1el09v38kveLvaO2BCTRlTzyyCOEhYW16j7vvfdeBg4c2Kr7bE8SkIQQDs9UqN6kFsUJD48+DVqQznX4MNx5J5SWQmwsLFsGwcGQmQm/+x1UVDTev60fU2Je4pm5kMKRgCREFyYBSQjh8IwmNah4OAVjxYnk/GSgcQdtRYGHHoLaWpg2DZKS4MknIT0d+vSBU6fghRca7//sFqSzb1pbmyND/YXoqiQgCSEcm9GI0a0YAA+vaNKL0jHWGfF29aZ/z/4NVv3sM/jvf8HNDd54A2zTwHh7w9/+pj5/7TU4d9oXW9Daf3o/OLnjqvRQP7oyve2OSwjh0CQgCSEc24kTGEPUpx5+0fbLa3FBcTjpznyFGY2waJH6/Mkn1Rajs113HcycCXV18PDDDd/r26MvPq4+1NTVkFaYhoe7urGRXLBY2uSwhBCOTQKSEMKxHT9+JiB59L9gB+0vv4ScHAgNhSeeOP+uVqwAZ2f44QdIO2seSCedk31/iXmJeHQbAoAxyKLuVAjR5UhAEkI4tgYBqZ+9Benc/ke2+2jefTfU3x+zkchImDq14fo2DfoheaqX7owhSEdtIboohwtIK1euJCoqCnd3d+Lj49m2bdtF1zeZTCxZsoSIiAjc3Nzo27cva9eubadqhRBtTTl+DGOw+tzdva+9g3Zc7zj7Orm5YLst1O23X3x/d96p/vn++w2vntkCUlJ+Eh4e6mzaEpCE6LocaibtdevWsXDhQlauXMm4ceP4xz/+wdSpUzl06BDh4eHn3eZ3v/sdp0+fZs2aNfTr14+CggLq6urauXIhRFsx5x+qH+Kv47RJR4W5AhcnFwb2PDO/ygcfgNUK48dD374X399110GPHuqIth9+ANttomJ7qXc4P1hwEHd3dSfGYGCPBCQhuiKHakFavnw5c+fOZd68ecTExLBixQrCwsJYtWrVedf/7rvv2LJlCxs2bGDSpElERkYyatSoRncTFkJ0XMbqYwC4E0RqoTqqLCYgBhe9C6AO7bddLjvrXpoX5OYGt96qPn/nnTPLo/2j0ev0lNWUUVLnCUBtD6jLkqH+QnRFDhOQzGYziYmJje76O3nyZHbu3Hnebb7++msSEhJ4+eWXCQkJYcCAATz22GMYjcYLfo7JZKK8vLzBQwjhoCwWjE55gNr/KKUgBTjT2gOwb5/a4drDA37726bt1hak1q8Hg0F97ubsxkB/tVUqrTgTF6sfAMYKCUiicysuLqZXr15kZma2+2fffPPNLF++vN0/tykcJiAVFRVhsVgIDAxssDwwMJD8/PzzbnPixAm2b9/OwYMHWb9+PStWrOCzzz5jwYIFF/ycZcuW4efnZ3+09tTqQohWlJOjjiQDPLoP5mDBQQCG9BpiX2X9evXPGTPA17dpu42PV289UlMDmzadWW4LXikFKXi4RQFgtGSpzVRCdFLLli1j+vTpREZGArB161amT59OcHAwOp2OL7/88rzbNaXP8K+t88wzz/Diiy86ZGOFwwQkm3NvPKkoygVvRmm1WtHpdHz44YeMGjWKadOmsXz5ct55550LtiItXrwYg8Fgf2RnZ7f6MQghWsnZI9g8+5+3Ben779U/f/Obpu9Wp1Nn2gb47rszyxsEJL/BABh7GKG4uGX1C+HgjEYja9asYd68efZlVVVVDBs2jDfffPOC29n6DC9ZsoSkpCTGjx/P1KlTycrKatY6Q4cOJTIykg8//LBtDvASOExA8vf3R6/XN2otKigoaNSqZNO7d29CQkLw8/OzL4uJiUFRFHIuMHeJm5sbvr6+DR5CCAd1/Lh9BJveNYLDRerlrthANcicPg2/qKP+Oefq/K+69lr1z++/P9NAZGuZSjmdgoe3ernNGAIcO9biQxBCS3v27GHixIl4eHgQHR3N3r17Wb16NTNmzABg48aNODs7M2bMGPs2U6dO5c9//jM33njjBffblD7DTe1XPGPGDD7++ONWPvJL5zABydXVlfj4eDbbxurW27x58wU7XY8bN45Tp05RWVlpX3bkyBGcnJwIDQ1t03qFEG1POX7M3oKUbdRTZ63D182XMF/10rjt6yIuDnr1at6+x49X+y3l5kJqqrrMFrzSitJwsV1iC0aG+gs7RYGqKm0ezb3Su3v3biZMmMC1117LgQMHGDRoEM899xyvvPIKzz//PKBeTktISGjWfpvSZ7g5/YpHjRrFnj17MJlMzTvANuYwAQlg0aJFvP3226xdu5a0tDQeffRRsrKymD9/PqBeHrv9rElObr31Vnr27Mldd93FoUOH2Lp1K3/84x+5++678bjQTHFCiA6jNjcNizeg6DhW35t6SK8h9svutstjttag5nB3hwkT1Oe2y3SR3SLxcvHCbDFzqsYVkLmQREPV1eq9/bR4VFc3r9ZFixZx00038eSTT9K/f39uueUWvvvuO2JjY4mLU+cRy8zMJDg4uFn7bUqf4eb0Kw4JCcFkMl2wv7FWHCogzZo1ixUrVrB06VKGDx/O1q1b2bBhAxEREQDk5eU1uHbp7e3N5s2bKSsrIyEhgd///vdMnz6dv9nuSimE6NBsN4t1U3qSWqQ+t/UTslrPdLCeMqVl+7cFK1vQctI52S+zHS1XW6bN/lB3UkayiY4lJyeHXbt2cf/999uXubq6oiiKvfUI1D5I7u7uLfqMpvQZbso6tgaN6uYmwDbmUBNFAjzwwAM88MAD533vnbMnLakXHR3d6LKcEKITUBR1BBng4daHlKyGHbSTkqCwEHx84KzuE81iC1Zbt6qXMLy81P3/nPszacUZhONNnVMlNYY0vC/5gERn4OkJZ/XqaPfPbqq0+psNnn35LD09nVGjRhEbe2aQg7+/P6Wlpc2qoyl9hpvTr7ikpASAgICAZtXR1hyqBUkIIeyKizH2qAHAo9sgUk7XB6T6fkK2y2JXXQWuri37iIEDISICzGbYskVdZu+oXZCCh3MkAMbazJZ9gOh0dDo1SGvxuMCA7vMyGAzo9Xr765KSEl5++WXc3NwarBcXF8ehQ4eadQ6a0me4Of2KDx48SGhoKP7+/s2qo61JQBJCOKazhvjXuUVy0nASOBNgfvxRfa+5o9fOptOd2d62P1sAO1hwEA/fGACMnmVqE5MQHcTw4cOxWCy8/PLLHD58mNmzZxMREUFaWhonT560rzdlyhRSU1MbtCJVVlaSnJxMcnIyABkZGSQnJzfo4vJrfYabug7Atm3bGnXmdgQSkIQQjumsgJRlVJuIenv3podHD+rqYPdu9b3x4y/tYy6/XP1zxw71T1sAO1F6Arz6A/UdtU+cuLQPEqId9evXj6VLl/L6668TFxdH79692bRpE2FhYUyaNMm+XmxsLAkJCXz66af2Zfv27SMuLs7ekXvRokXExcXxzDPP2Nf5tT7DTV2npqaG9evXc88997Tl6WgRh+uDJIQQgBqQhqpPT1bVAjAoYBAABw6oDTp+fjB48KV9jC0gJSaC0QgBngH08OhBibGEU2ZPnDlrJNtZfTeEcHRPP/00Tz/9dINliYmJ513vscce45577sHJyYmJEyeiNGFOgYv1GW7qOmvWrGH06NFcdtllv/p57U1akIQQDqk2J426+jlgj5erzf/R/tHAmdaeMWPA6RK/xaKiICgIamvV+7rpdDpi/NVLayer1NucVIciQ/1FpzVt2jTuu+8+cnNz2/2zXVxceOONN9r9c5tCApIQwiEZDeooHFdLN9KL1XBiCy7bt6vr2Fp/LoVOB+PG0WC/ts85Xn9/KHMAWDLSLv3DhHBQjzzyiCb3Jr333nsZOHBgu39uU0hAEkI4JGOt2pHUw+XMLUZiAmJQlDMtSLZgc6ls+7HtNyZADUhHSjJxtqhjq42lzRvpI4To2CQgCSEcj9GI0VO9rKb3HsjxUrUFKdo/mqws9fYgzs4walTrfJwtIO3cqU5AaWtBSitKw0Ov/lZtNEknbSG6EglIQgjHc+KEfQRbvq4XVsWKr5svvb1721t54uKaN3HexcTFqfdlKy2FtLQzLUhHi4/i4lk/ks2lQO2oJIToEiQgCSEcz1lD/LNr1MG2Mf4x6HS6Vr+8BuDiAqNHq8937IBwv3A8XTyptdZS6FLfgtRbgbPmgRFdR1NGdIm2oeW5l4AkhHA8ZwWkjEp1Nu1zR7C1ZkA6e387dqj3ZBvYU+04mlXjAoBRRrJ1OS4u6t+9o90jrCsxm80ADWYFby8yD5IQwuHUnUyjVp2jjmNlhYDaglRVBSnqHUdafP+1C7Htb88e9c+YgBiS8pPIrDQR5QLGYCQgdTF6vZ5u3bpRUFAAgKenZ6MbrYq2Y7VaKSwsxNPTE2fn9o8rEpCEEA7HWJoKgIvFmyMlaufomIAYkpPVTtTBwRAS0rqfabunZ3o6lJefPdS/hCt7gqkXWH5Jp/1/jxVaCgoKArCHJNG+nJycCA8P1ySYSkASQjgc24gxN12YfYh/tH80Gzaq7591g/JWExgIYWGQnQ2//AIxvdSAlF6Sgb6bOxZ9DTVFB/Fq/Y8WDkyn09G7d2969epFrXTSb3eurq44XepssC0kAUkI4VgsFnXEGFDmHIaxLg0XJxf6dO/Dvn3qKm0RkABGjlQD0r59MO0ONSAdLjqMe58QqjiOseaYBKQuSq/Xa9IPRmhHOmkLIRxLdjbGICsAuTp/APr37I+zk3ObByTbfvfuhX49+qHX6ak0V2Jwqh/J5pQHMqJJiC5BApIQwrGcNQfSSaPa7yDGPwaDQe0fBG0fkPbtA1e9K/169AMgV98LAKO/GU6fbpsPF0I4FAlIQgjHctYQ/xMVlYAakH75RV0WEQEBAW3z0baAdOIElJScmTAyq0a9tGIMAY4da5sPF0I4FAlIQgiHYsk4jLk+AB03qK010f7RbX55DaB7d+jbV32+b9+ZkWwnKqqA+oAkQ/2F6BIkIAkhHIqxWJ3oyLnOg8PFamtNTEAMe/eq748c2bafb9v/2QHpmEHtNF4TCNYTR9q2ACGEQ5CAJIRwKEajGopMdUEUVRcBMLDnwHZpQTp7//v2nbnEll58HCeLC+ihpvBA2xYghHAIEpCEEI5DUTDqTgFwyqp2jA73C6emwouMDHWV+Pi2LeHskWy225sUVhdiMgcCYKw62rYFCCEcggQkIYTjKC7G2NMEQA7dAPUyV1KS+nbfvtCtW9uWMGKE+mdODtSUexPmqw7xz7PUj2RTctq2ACGEQ5CAJIRwHGeNYDup5iRi/GM4UH9Va9iwti/Bx+dMR+39+89cZsumOwDGblXqvUiEEJ2aBCQhhOM4e4h/uQFQL3Pt368ua4+AdPbnJCef6ah90qTOySQ3rRWia5CAJIRwGNYT6ZjUK1kcKc0F1Bac9g5Iw4erf+7ff/ZQf7XVSIb6C9E1SEASQjgMY+EBcIJaswtZBrWvT1/fGA4dUt8fOrR96mjQglR/ie1oqdp5vKY3WI/LUH8hOjsJSEIIh1FTP0KsoNofBYUeHj0ozvanthZ8fSEysn3qsLUgpaVBH5/62bTLczCZ9SjOYMqXof5CdHYSkIQQDsNozQbgVK3aIVrtoK32/Rk6FHS69qkjLEwdLVdXB4UnA+jp0ROA05U91DorD7dPIUIIzUhAEkI4hqoqjN5qP59sxRvQpoM2qEGsQT+k+stsp+rqA5Ilu/2KEUJoQgKSEMIxnDhhH8GWabICaguSLSC1V/8jm/ONZMuyegFg9CwBs7l9CxJCtCsJSEIIx3D0qD0gHTMUA9qMYLM530i2LLMCgLE3kJnZvgUJIdqVBCQhhEOwHk/H2BssChwvU4f4+1sHU1CgXvIaMqR967EFsv37YWBP9ZYjxw2lgAz1F6IrkIAkhHAINflJoIfTVc6YLWbcnd0pzggFoH9/8PJq33oGDQJnZygtBT+Tms5OGE5hUdTJIpXjck82ITozhwtIK1euJCoqCnd3d+Lj49m2bdsF1/3pp5/Q6XSNHocPywgTIToa28iw/MpuAAzsOZCDKXqg/S+vAbi5QYx6ZY2ijBDcnd0xW8zkV+tQXMF0an/7FyWEaDcOFZDWrVvHwoULWbJkCUlJSYwfP56pU6eSlZV10e3S09PJy8uzP/r3799OFQshWku1Rf1/nlvnBzQcwdbeHbRtbP2QDux3YmDPgQDkVaj1GQ2HtClKCNEuHCogLV++nLlz5zJv3jxiYmJYsWIFYWFhrFq16qLb9erVi6CgIPtDr9e3U8VCiFZhNGL0Vu+9llXnBrT/TWrP5+x+SPah/mYfAIx1J7UpSgjRLhwmIJnNZhITE5k8eXKD5ZMnT2bnzp0X3TYuLo7evXtz9dVX87///a8tyxRCtIWzhvhnGGsA6Oc3mLQ0dZlWAcnWgpScDNH1HbWza90BMLoUgNWqTWFCiDbnrHUBNkVFRVgsFgIDAxssDwwMJD8//7zb9O7dm9WrVxMfH4/JZOL999/n6quv5qeffuKKK6447zYmkwmTyWR/XV5e3noHIYRomaNHqQ4DRYFjhgIAXEqGUlenzmgdFqZNWbZgdvw4RHrGApBhqgXAGGiBU6cgNFSb4oQQbcphApKN7px7CSiK0miZzcCBAxk4cKD99ZgxY8jOzub//u//LhiQli1bxvPPP996BQshLpnleBqmOCitBYOpEiedE+UnI4H2vcXIufz9ISQEcnOB02pHqOPlRSjKWUP9JSAJ0Sk5zCU2f39/9Hp9o9aigoKCRq1KF3PZZZdx9OiFh98uXrwYg8Fgf2Rnyy0DhNBazelkcILscvV3tqhuUaSlugLaXV6zsX1+aWY4OnSUmSoprZWh/kJ0dg4TkFxdXYmPj2fz5s0Nlm/evJmxY8c2eT9JSUn07t37gu+7ubnh6+vb4CGE0JZtiH9elfr/Uat7sJ2PrR/SoRRXorpHAZBVCVZ3MOcc0K4wIUSbcqhLbIsWLWLOnDkkJCQwZswYVq9eTVZWFvPnzwfU1p/c3Fzee+89AFasWEFkZCSDBw/GbDbzwQcf8Pnnn/P5559reRhCiGaqtqpD/HNqvYASonvG8K6DBKSzR7JFT4zmROkJ8iq8GN6jCmPpQdy0LU8I0UYcKiDNmjWL4uJili5dSl5eHkOGDGHDhg1EREQAkJeX12BOJLPZzGOPPUZubi4eHh4MHjyYb7/9lmnTpml1CEKI5qqpwehdBkBmrdrZqDcjKCoCJycYPFjD2jgTkFJS4L5uMWxgAzkmT6AKo+kE3bQsTgjRZhwqIAE88MADPPDAA+d975133mnw+vHHH+fxxx9vh6qEEG0mI+PMEP+qSvXJaTWVDBgAHh4a1VWvXz/w9ITqauhhHA1Allmda82oP61laUKINuQwfZCEEF3UsWNUh0JVHZyqKgGgPCsS0P7yGoBeD7HqCH8seeqTzBp1qhBjzxooKdGqNCFEG5KAJITQlOVYKuYAyKpWXwd5B3H0kCfgGAEJznTULstUL/fnVJVitNQP9b/IqFkhRMclAUkIoSljQRIAOeUugHqLEa3vwXYuW1A7csgDf09/AHKqoToUlKNHNKxMCNFWJCAJITRVXaUO8c+pVluN+vvGkp6uvucoLUi2oHbggDoFAUBWFVg9wHwyScPKhBBtRQKSEEJTxvoh/tlmdWLI7hVjsVigRw91FmtHYOuDlJsLUa4J6vNKtfe4sUTmQhKiM5KAJITQjsmE0asMgIwa9R5n1ny1uWbYMO1uMXIuX1+IUueIxLtUnbg2t0adAam65phWZQkh2pAEJCGEdjIzMYaA2QpZ1QYASk+GA47T/8jGdrmvLk+dmOlk/T2vjc556l12hRCdigQkIYR26of4Z1eDVVHo5t6NYw42gs3GVk9JRhgAmdWVWBSo7mWGwkINKxNCtAUJSEIIzdQdT6G2B5ysH+If3TOG/fvV62qOFpBsLVoZ6d64O7tjstaRXwPGUGSovxCdkAQkIYRmjAW/AJBTrk7qH+k0jtJSdXLGQYO0rKwxW2BLTdXRv1sMoM7dZAwG69HDGlYmhGgLEpCEEJqprlLH8+cY3QHwLBkDQHQ0uLtrVtZ5RUWBtzeYTBBivhKArEodiguYchI1rk4I0dokIAkhNGNUsgHIqFFfW06pHaAdrYM2qDfOtQ33twW5U1VqiqsuS9GqLCFEG5GAJITQRm0tRq8yLAqcNKqdkIoyQwHH639kY6vLkqde/8uqUS8NGmsztCpJCNFGJCAJIbSRmUl1iEKuEWoVK54unhxPc8wRbDa2lq2iDDXIZdSYURSodjktQ/2F6GQkIAkhtHHsGMaQMzepHeA7jCNHHHMEm42trhOHfXDSOWGoNVFaC8agOsjP17Y4IUSrkoAkhNBE7Ylk6vzODPEPqp6E1Qr+/hAUpG1tF2Lrg5R3SkeESzwAGVXqTWs5IjetFaIzkYAkhNCEMV8d+ZVdP8TfvXg04Fi3GDmXjw/06aM+7101BYDMKjAFgeXoQQ0rE0K0NglIQghNVFemAZBlVAOSOTcacNzLaza2+jxLLgMgq0L9GjXm7tGqJCFEG5CAJITQhFHJxqrASZN6k9qCE70Bxw9Ito7a5lPqZJEnq10AqDZIC5IQnYkEJCFE+6uspLpbBQUmqLZYcNa5cPSQB+CYcyCdzRbgbIEuo8aijmSzZmpXlBCi1UlAEkK0vyNHqA4/M4ItUncFBoMOZ2eIidG2tF9jC3An0t1xsrpSXldHsRmqfUrBbNa2OCFEq5GAJIRod9b0Q1SHqh2cAXpVXgOo4cjNTcPCmsB2yxGzWUd4nVp3RhVUhylw/LjG1QkhWosEJCFEu6vJ2oPiCllV6nA118IEwPH7H4F6yxFbK1JA5dUAZFZDdRgo6WkaViaEaE0SkIQQ7a66JBmAnCp1BFt1Tn/A8fsf2djqdClQg11mJVg9wHRCRrIJ0VlIQBJCtLvq2uMoCmTUqLfnyD8eCHSMFiQ4U2d1Tl8Asirrg15RklYlCSFamQQkIUT7slqpdjtNaS2U19WB2YvsDFeg4wQkWwvSqWMBAGTWKOpINpPMpi1EZyEBSQjRvnJzqQ6xcLK+g3aI8VoURUdgIAQGaltaU9luOVKQ74LeGEilxUKhCaqd87QtTAjRaiQgCSHalZJ+mOrwM/dg62G4EoDhw7Wrqbl8fKCvenWNUOM0oH4kW6AJioo0rEwI0VokIAkh2lXtsUTqfNVAAeB0Wu3oHBenYVEtYLvM1q1sAlA/ki0cSE/XrighRKuRgCSEaFfVp/cCkFWhB6DipNoU05FakOBMfyldgZqUMqvA7A91R37RsCohRGtxbumGFouFt99+m8OHDxMaGsrw4cMZPnw4PXv2bM36hBCdTHVVGooCJ4yARU/usR5Ax21BMpyMhMvgZKUTYKU692d8eUjL0oQQraDFAemhhx7is88+45prruGtt97CycmJ2tpaQkJCGD58OF9//XVr1imE6CSqdVkUm6HcYsGpJBZTjRNeXtCvn9aVNY+tBSnnuB9YnMk0WrAqUF2egq+2pQkhWkGLL7F98cUXvP/++3z44Ye4ubmxb98+/va3v1FTU0NERERr1iiE6CwMBqp7VNn7HwVWTgHUsOHUwS74R0aqnbVrzU44lw7GaFU4XQNVSqbWpQkhWkGLW5AqKysZNGgQAC4uLuj1ehYsWIDZbObUqVOtVqAQohNJS6Mq8kwHbe/i8UDHu7wGaqCLjYWdOyGoago5/vvJrIYh3cqhqgq8vLQuUQhxCVr8O1ufPn3sQSgkJITc3FwApk+fzgcffNA61QkhOpW6tERMgWcCUt2pIUDH66BtY7vM5lM6FlA7aldFAocPa1aTEKJ1tDgg/fa3v+W7774DYOLEiaxduxaAQ4cOYTQaW1zQypUriYqKwt3dnfj4eLZt29ak7Xbs2IGzszPDO+o3rRBdQFXuDgAyK51AgcLjIUDHbEGCMx21604NBiCjGmp6gyVNbjkiREfX4ktsTz/9tP35H//4R0aNGkVAQADl5eXMnTu3Rftct24dCxcuZOXKlYwbN45//OMfTJ06lUOHDhEeHn7B7QwGA7fffjtXX301p0+fbtFnCyHaXnVFClYFMo0KlIdSaXBDr4fBg7WurGVsLUhFGWrQO1mhAyeF6uwd+DBPw8qEEJeqVbpFhoeHk5qayvLly/niiy9YuXJli/azfPly5s6dy7x584iJiWHFihWEhYWxatWqi2533333ceuttzJmzJgWfa4Qon1U6U6SVwM1VgXn06MAGDQI3N01LqyFbLccKS30gCp/smrAokCVYb+2hQkhLlmLA9LevXu5+uqrGTp0KDfeeCNvvfUWfn5+xNq+MZrJbDaTmJjI5MmTGyyfPHkyO3fuvOB2//rXvzh+/DjPPvtskz7HZDJRXl7e4CGEaAeVlVT1rLD3P/IvvwbouP2PALy9z9xyxKVwJDVWhfwaqCJD28KEEJesxQFpzpw56PV65s+fT58+fdiyZQt33XUXkZGRLZossqioCIvFQuA5d6sMDAwkPz//vNscPXqUJ598kg8//BBn56ZdLVy2bBl+fn72R1hYWLNrFUK0wOHDDUawuRR0zFuMnMtWv79BDXwZVVDVrQwuoS+mEEJ7Le6DlJ2dzbfffktf269P9U6ePElycnKLC9LpdA1eK4rSaBmoM3nfeuutPP/88wwYMKDJ+1+8eDGLFi2yvy4vL5eQJEQ7qE3bizkMMg6pryuz+gMdPyCNGAGffQauhaMBdSRbdQRw5MiZTkpCiA6nxQFp3LhxZGdnNwpIERERLZoo0t/fH71e36i1qKCgoFGrEkBFRQX79u0jKSmJBx98EACr1YqiKDg7O7Np0yauuuqqRtu5ubnh5ubW7PqEEJemOncHhMGJCh0Y/SjN9wM6foYYMUL9szprIADHq6AmAurSfsG5ox+cEF1YswLSzJkzGTZsGMOGDWP+/PksXbqU2NjYVrn/mqurK/Hx8WzevJkbbrjBvnzz5s3MnDmz0fq+vr6kpKQ0WLZy5Up+/PFHPvvsM6Kioi65JiFE66kqT8FkgewaBfKHA+ps1N27a1rWJbO1gBVl9wCTFycqqgGF6qzt+HKXprUJIVquWQGpf//+7Ny5k1WrVlFcXAzAwIEDmTlzJmPGjCEuLo7Y2FhcXV1bVMyiRYuYM2cOCQkJjBkzhtWrV5OVlcX8+fMB9fJYbm4u7733Hk5OTgwZMqTB9r169cLd3b3RciGE9qrJJKMKrIBX8eVU0bE7aNv06gUhIZCbq4PTw8hx20mNBaoMyXJPNiE6sGYFpP/7v/+zP8/JySE5Odn+eOmll8jIyECv1xMdHc2BAweaXcysWbMoLi5m6dKl5OXlMWTIEDZs2GC/ZJeXl0dWVlaz9yuE0FhVFVU9yjle30Hbp/QKquj4/Y9s4uIgNxe8i6+gMnwnmVXQ33pC67KEEJdApyiK0lo7q6ysJCkpiQMHDrBgwYLW2m2bKi8vx8/PD4PBgK+v/L4nRJvYs4edJ0fzf2Ww/hT4v5tLUUYwX30FM2ZoXdyle/ZZWLoUeo//nryrr+WxATAnC4Y+VAWenlqXJ0Sn1NY/v1vcSdvGdg+2kJAQvL29GT9+POPHj7/kwoQQnUdt6i7MUXA8F6h1oyQrCOg8LUi2jtp1uerl/eOVUBUFHDoECQnaFSaEaLEWz4O0Y8cOoqKiCA8PJzw8nMDAQJ544gmZeFEI0UhlzhYUBU5UAgVDsFqc6NEDQkO1rqx12IJeSVZvqHPleBWYekHtwQtPciuEcGwtDkj33XcfgwcPZu/evRw4cIBXXnmFH374gfj4eIqKilqzRiFEB1dVlcJpE1RaQF8QD6ih4jxTnHVIYWHQsydY6pygYAgnKkFRoDJnq9alCSFaqMUB6fjx47z22muMGDGCwYMHc/vtt7N3716GDx/Oww8/3Jo1CiE6MkWh0iWbY5Xqy26l6vxkneXyGqhBz3Y8+vxRVFrgtEkNhkKIjqnFASkmJqbRpI46nY6lS5fyzTffXHJhQohOIj+fqhATx+sDki5fbUHqDEP8zxavHpY9AB6rhEpnGXUrREfV4oB05513cu+99zYadm8wGPDz87vkwoQQnYM1JZmqKHWGaSzOlGVGAjBypKZltTp7X+xT6pPjlVAVUgOnT2tXlBCixVo8im3hwoUADBgwgBtvvJHhw4djsVj44IMPeOWVV1qrPiFEB2c88hPWIfUdtAsHUWd2xtcX+vXTurLWZQtIZSfD6ztqm6nqB8qBJHTXXKttcUKIZmtxQMrPzycpKYn9+/eTnJzMO++8w9GjR9HpdLz00kt8++23DB06lKFDh3LttfLlIERXVVX0M1V1kFuDvXUlPh6cWtx+7ZgiItSO2sXFejgdyzGvRKxuYEz9CU8JSEJ0OC0OSL169WLKlClMmTLFvqympoaUlBSSk5PZv38/X3/9NX/5y18oKytrjVqFEB1QZe1hjtb3P/IuvJJKOt/lNVA7aickwPffA6dGkheSSEUtVBb+jEwVKUTH0+yb1Q4fPtz+OPeGsO7u7owcOZKRnfHbTwjRfHV1VPkU2gOS8+nLgM47d6ItIHkXXUklf+doJQyuPUwvrQsTQjRbs29Wu2PHDlauXElxcTG+vr4MGzasQWgaMmQILi4ubVWvEKIjOXaMykgrR0uBOlcqstRfqjprQLL9bqjPHwXAkUqo8imAujpwvuQbFwgh2tEl3az27D5I3377LRkZGTg7OxMdHc3+/ftbvVghRMdSm7wdUxAcyQZOx2Kp09OzJ0RGal1Z27AFv4qccDB7cLTCSGWkFdLTYfBgbYsTQjRLi3+lCQ0NJTQ0lOnTp9uXnX2zWiGEqMr8AWMAZFdj76CdkNB5ZtA+V3AwBAVBfr4TnB7GUb/dmAapQdFFApIQHUqLA5LFYuHtt9/m8OHDhIaGEhcXx7Bhw+RmtUIIu4ryRI5XghXwLLyCajrv5TU401H7P/8BckeSHbabqjqoPLmZ7tyndXlCiGZo8UDbhx56iKeffpqCggKefPJJpk2bRq9evQgPD2fGjBmtWaMQoiNSFCrdTto7aOvzxwCdOyDBmePzLJwIqDNqV1QmaVeQEKJFWhyQvvjiC95//30+/PBD3N3d2bdvH3/729+oqakhIiKiNWsUQnRE2dlURJg5UgmYPanMCQc6f0CyddR2ylM7ah+thEr3bPXutUKIDqPFl9gqKysZNGgQAC4uLuj1ehYsWIDZbObUqVOtVqAQomOyJO2iOgyOJAGn4lGsekJCIDRU68ra1ig1F1F5KhSM3ThSUUZFZC1kZsI5U6MIIRxXi1uQ+vTpYw9CISEh5ObmAjB9+nQ++OCD1qlOCNFhVR77HrMOTlYBuaMBGD1a25rag7//WbdRyR3FkUowhkNd0g5N6xJCNE+LA9Jvf/tbvvvuOwAmTpzI2rVrATh06BBGo7F1qhNCdFgVhr0crwQL4Jo3AYDLLtO2pvZiD4I5o8muBqMFKk9s0rQmIUTztPgS29NPP21//sc//pFRo0YREBBAeXk5c+fObZXihBAdV6X+BIcr1OdOuWoy6gotSKAGwQ8/BPf8idTwAkcqINawj25aFyaEaLJWmdo1PDyc1NRUNmzYQI8ePbjuuutaY7dCiI6qsJCKkGrSKgBDCDWl/uj16k1quwJbELTmjAQFDldAhUumpjUJIZqn1ea+79mzJ3PmzGmt3QkhOjBL0s9UR8LhX7D3P4qNBS8vTctqN8OGgZsbmCp9oKQfab2OURFmhNOnITBQ6/KEEE3Q4j5IQghxIVXpG6kAso1ATte6vAbg6gojRtS/yLmMw+VQHQ6WROmoLURHIQFJCNHqKgt3crhcfe5+umt10LaxH2/OZZw2QYkFKtM3aFqTEKLpJCAJIVpduf6I2kHboqc2exjQtVqQ4Mzx2gLi4XKoKNmlYUVCiOaQgCSEaF15eVSE1XfQLojFYnbDzw8GDtS6sPZla0Ey5UaD2YPDFVDuelxm1Baig5CAJIRoVXV7t1AZAWnlQNY4AMaMAacu9m0THg69e4NicYZTI0mrgIooE2RlaV2aEKIJuthXlhCirVUc/ZbCWiitBV32eADGjdO4KA3odHD55fUvssZxuAKqQ6B27w+a1iWEaBoJSEKIVlVh+Fm9vKaAc85EoGsGJDhz3E7ZV1BZBzlGKD+xUduihBBNIgFJCNF6FIVyj0wOlQOGcGrLAtHrz9zAtauxBSRd7liw6jhUDhVVe7UtSgjRJBKQhBCt5/hxKvrWknpW/6MRI7rOBJHnGjYMPD3BUu0LhYNILYdy7xywWLQuTQjxKyQgCSFajSlxExX+cKQCyFYDUle9vAbg4nLWfEjZ4zhYDuUDLChpaZrWJYT4dRKQhBCtpjxzI+kVUCv9j+zsx591OZlVUOYFNUnfalqTEOLXSUASQrSaCuMvHDQANb7U5ccAEpBsx++cOwEFOFQO5VmbNK1JCPHrHC4grVy5kqioKNzd3YmPj2fbtm0XXHf79u2MGzeOnj174uHhQXR0NK+99lo7ViuEsKupobx7ntr/KOcyUJzo00edC6gru+wydch/XXE4VARx0ADltfu1LksI8SscKiCtW7eOhQsXsmTJEpKSkhg/fjxTp04l6wITq3l5efHggw+ydetW0tLSeOqpp3jqqadYvXp1O1cuhLDu+xnDAEUNSCe77vxH5/Lzg6FD61+cvILUcjD0LoayMi3LEkL8CocKSMuXL2fu3LnMmzePmJgYVqxYQVhYGKtWrTrv+nFxccyePZvBgwcTGRnJbbfdxpQpUy7a6iSEaBuV+z8jW4GyWtCdvAqACRM0LspB2M9D5gQOlYOhL9Tt/p+mNQkhLs5hApLZbCYxMZHJkyc3WD558mR27tzZpH0kJSWxc+dOJlzkW9lkMlFeXt7gIYS4dIainzhYDpg9IHckABMnalqSw7CdB6esK6mxwgkjVKR9oWlNQoiLc5iAVFRUhMViITAwsMHywMBA8vPzL7ptaGgobm5uJCQksGDBAubNm3fBdZctW4afn5/9ERYW1ir1C9GlKQoGtyNqQMoZg2JxISQE+vTRujDHcMUV6p/WghioDOBgORgMO7QtSghxUQ4TkGx0Ol2D14qiNFp2rm3btrFv3z7+/ve/s2LFCj7++OMLrrt48WIMBoP9kZ2d3Sp1C9GVKUePUt7fzIEyIFNtwZ04Ue2cLKBnT4iNrX9x8gr2G8DgmwV1dZrWJYS4MGetC7Dx9/dHr9c3ai0qKCho1Kp0rqioKABiY2M5ffo0zz33HLNnzz7vum5ubri5ubVO0UIIAGr2fEl+L8g2ApkTAbm8dq6JEyElBcicyIGyzzEMtaDsT0IXP1Lr0oQQ5+EwLUiurq7Ex8ezefPmBss3b97M2LFjm7wfRVEwmUytXZ4Q4iIM2RvYXwbUuqM7pU4dLR20G7IFRt3JKymthQwdVCZ9rmlNQogLc5gWJIBFixYxZ84cEhISGDNmDKtXryYrK4v58+cD6uWx3Nxc3nvvPQDeeustwsPDiY6OBtR5kf7v//6Phx56SLNjEKIrMlgOkGwAci5DqXMlOBj69dO6Ksdi64ekFAyGKn/2G4q4On8zPrykbWFCiPNyqIA0a9YsiouLWbp0KXl5eQwZMoQNGzYQEREBQF5eXoM5kaxWK4sXLyYjIwNnZ2f69u3LSy+9xH333afVIQjR9RQXYwgtZX8h9strEyZI/6Nz+fvDkCFw8CBqP6TILyjXp4GiyMkSwgHpFEVRtC5CS+Xl5fj5+WEwGPD19dW6HCE6HPOX7/Ct513cuAtYuwWyruDvfwf5PaWxhx6CN98ERr5Fjxse5Ot+MHb4EXT9+2tdmhAdTlv//HaYPkhCiI6pLP1TDhgAkxfkjAFg0iRta3JUV1+t/qk7cQ0lZjjhBcZdn2pblBDivCQgCSEuSZlpj9pB++QEsLoQFQV9+2pdlWO68kpwcgKleACUhbHfAGVZX2tdlhDiPCQgCSFarriYsvBi9huAE2qzkbQeXZifH4waVf/ixCSSy6DUOUXthySEcCgSkIQQLWbe/g05wXCiCjh+DQDXXKNtTY7Ofn5OTCKpDEr7G1GOH9eyJCHEeUhAEkK0WNmRT0kqAyqCoHAIOh1cdZXWVTk2ewtbxiRKanQcdYfqXZ9oWpMQojEJSEKIFisz72FfKfbLayNGqLfVEBd22WXg5QVU9YKCWPaVQln2N1qXJYQ4hwQkIUTLlJRQElpM4lkBSS6v/TpX17NmGT9+DYmlUKaXfkhCOBoJSEKIFjFtWc+RACisQTpoN9OZfkjXsL8MCvsZUY4e0bIkIcQ5JCAJIVqkNP1DtfXo9FCoCMHDA8aN07qqjmHy5PonJydQU+NJsh4qt72jZUlCiHNIQBJCtEiptb7/0dGpgDoJoru7tjV1FDExEBEB1LlDxpUklkLpKZkPSQhHIgFJCNFsyrGjFAysIrkMODoNgGnTNC2pQ9Hpzjpfx6aSWAolvulQW6tpXUKIMyQgCSGarXLrvzjgDNWV3SBnLABTp2pbU0djD0hHp3G4HLL7WbD8vEXTmoQQZ0hAEkI0W2ne1/xcgjo5pNWZmBiIjNS6qo7lyivBzQ0oi0IpimZPFZQlrtW6LCFEPQlIQojmqaujxPswu4uBY2qzkVxeaz4vL5g4sf7F0Wn8XAwllf/TsiQhxFkkIAkhmsXy8xaO9bFwvEJn76AtAall7Jclj05jTykUheRDWZmWJQkh6klAEkI0S9m+NeyuBPJGQFUQ3t5w+eVaV9Ux2YNl1ngMFb4k9YCaHz/WtCYhhEoCkhCiWUoq/svPxUD6TECd08fVVduaOqr+/WHgQMDiCseuZXcxFKe/p3VZQggkIAkhmkHJzeVUn0J1/qPD1wNwww2altThXX99/ZPD17O7BIpdfwGrVcuShBBIQBJCNEPVD/9knwfUFPWBglj0ekX6H12imTPrnxydxtEyF44PMGPZs03TmoQQEpCEEM1QnPMpO4uBw+pP9QkTdPTooW1NHd3o0RAYCJj8IHMiOyqh9OeVWpclRJcnAUkI0TQ1NRR1P8yOIuyX1+yXh0SLOTnBjBn1Lw5fz/YiKK7+QdOahBASkIQQTWTe8hX7ghVOl/hDtnpXWvsPdnFJ7EEzfQaJxTqy+hSj5GRrWZIQXZ4EJCFEkxSnrGZ7CZA+HRQ9cXH1N1wVl+yqq9SJI6kIpS43gW06qPjvKq3LEqJLk4AkhPh1ikIxu9heBBy6GZDRa63J3R2uu67+xaGb2VYExbmfalqTEF2dBCQhxK+y7N3GgX5GMou6w4lrAPjtbzUuqpP53e/qn6T+jt3FkBt8XGbVFkJDEpCEEL+qeMdytpQDh28AqwtDh0J0tNZVdS5Tp4KXlwKGSGqyRrLdF6q+W611WUJ0WRKQhBAXpygU1v7A1iIgVW3msLd2iFbj6QkzZujUF6m/Y0sRFJ14V9uihOjCJCAJIS7KkrKPg/0qOZzfEzKuBuTyWls5+zLbtkLI7XUIqqo0rUmIrkoCkhDiokq3vMoPldRfXnNm+HAYMEDrqjqna68Fb28FysOpyhzNT93AuOkdrcsSokuSgCSEuKhC4/f8WAAcnAXI5bW25O4OM2fWX2Y7OJsfC6HwyD+1LUqILkoCkhDigqypyeyLKuP4qRDIvAqAW27RuKhO7tZb65+kzGZHgTPZ3Q5AdbWmNQnRFUlAEkJcUPEPL/JDFZByKyhOXH45REVpXVXnds01EBCgQHUvao5cw397KFRvkNFsQrQ3CUhCiPNTFPJNG/jhNHBgDgC3365tSV2BiwvMnl1/me3AHH4ogNNHZVZtIdqbBCQhxHnV/fwjO/tWk5MxDApicXNTZPRaO5kzp/7J4evZlevDsZAjKMXFmtYkRFcjAUkIcV6FO5fxXTH21qPp03V066ZpSV1GfDxERytQ50HdoZvY6AwV376qdVlCdCkOF5BWrlxJVFQU7u7uxMfHs23btguu+8UXX3DNNdcQEBCAr68vY8aM4fvvv2/HaoXopOrqyHbZyg95erX/EWe1aog2p9PBnDn1l9mS7+D7fDid9562RQnRxThUQFq3bh0LFy5kyZIlJCUlMX78eKZOnUpWVtZ519+6dSvXXHMNGzZsIDExkSuvvJLp06eTlJTUzpUL0bmYfljHd4G1VKRNg8reBAQoXHut1lV1LXPmgE6nwMmJHMrsx77wXKwnT2hdlhBdhkMFpOXLlzN37lzmzZtHTEwMK1asICwsjFWrzt9BccWKFTz++OOMHDmS/v3785e//IX+/fvzzTfftHPlQnQu+Ukv830B8Ms8AO64Q4erq7Y1dTVhYXDttfWtSL/M5dsaKPnP09oWJUQX4jAByWw2k5iYyOTJkxssnzx5Mjt37mzSPqxWKxUVFfTo0eOC65hMJsrLyxs8hBBnKMXFpPU+wO7MYDh6HQDz5mlcVBdlP+/Jd7LplDO5NevBatW0JiG6CocJSEVFRVgsFgIDAxssDwwMJD8/v0n7ePXVV6mqquJ3F5nqd9myZfj5+dkfYWFhl1S3EJ2N4asX+MoJrEl3gqJn/HgYOFDrqrqm6dOhVy8FqoIoTPkN34cbMW9Zr3VZQnQJDhOQbHQ6XYPXiqI0WnY+H3/8Mc899xzr1q2jV69eF1xv8eLFGAwG+yM7O/uSaxaiM8kteo+vc3Xwy1wA7rlH44K6MBcXuPNO22W2eXx9GvL3/kXbooToIhwmIPn7+6PX6xu1FhUUFDRqVTrXunXrmDt3Lp9++imTJk266Lpubm74+vo2eAghVHXJO9gUXsqp1ElQ1gc/P4WbbtK6qq7Nfpnt2LXsPBbBfv9fUMrKtCxJiC7BYQKSq6sr8fHxbN68ucHyzZs3M3bs2Atu9/HHH3PnnXfy0Ucfcd1117V1mUJ0agU/PMVXJcCehwC1c7anp7Y1dXX9+8OkSYCiR9l3P184QfkXS7UuS4hOz2ECEsCiRYt4++23Wbt2LWlpaTz66KNkZWUxf/58QL08dvtZ9zr4+OOPuf3223n11Ve57LLLyM/PJz8/H4PBoNUhCNFhKeXlHPDdwrYjUXBE/WVjwQKNixIAPPhg/ZNf5vGfbHdOFq0BRdG0JiE6O4cKSLNmzWLFihUsXbqU4cOHs3XrVjZs2EBERAQAeXl5DeZE+sc//kFdXR0LFiygd+/e9scjjzyi1SEI0WEZ1i/lM1cF654HACeuvRYGDNC6KgHwm99AeIQCxp4U7ZvNNxHlmLd+pXVZQnRqOkXp2r+GlJeX4+fnh8FgkP5IoutSFPa/2o2rq+oofikHarrzn/+AXLV2HC+/DE88AQQlMfyJEaw3DyHy8RStyxJCM23989uhWpCEENowbfuKz0PKKd53G9R0p09fhalTta5KnG3uXHBzt0J+HMkHLmdb0EGseTlalyVEpyUBSQhB3u6n+HeuDnYtAuChB3U4ybeDQ+nZE+bcVv+XsvMxPjZC8Rd/0LYoITox+QoUoouzZh5hU+9UDu+bAcUD8etmlZmzHdQfbHkofSabDw7kAF9ATY2mNQnRWUlAEqKLO73+QT6uAHY8DsAD9zvh7a1tTeL8oqNh5ky122jdzj/wgVcdhn8/r3FVQnROEpCE6MKU0hJ2+m5mS+JYyBmLi6uVhx/WuipxMX/8Y/3M2vtv57PDQaQXvCn3ZxOiDUhAEqILK/73H3jHAsr2JwG443YngoI0Lkpc1LhxcNkYBSxuVG5fyHu9Kqn+bo3WZQnR6UhAEqKrMpv5xfwh3/0SB0em4+Sk8NhjWhclmmLxk/WtSHsW8MmRnpw4+Ky2BQnRCUlAEqKLKlv3FGs9aqn76RkAbrlFx8CBGhclmmT6dBg+3Aq13hRveZQPgvMwbV2vdVlCdCoSkIToimprSS79G1/+MgzSr0enU3jqKa2LEk2l08Gzz9Z/ff/8EO8f686JXXIHASFakwQkIbogw2fP83cvE6b/PQ3ArFkQE6NxUaJZZs6E2KEWMPty6n+P8m5wNqZd32pdlhCdhgQkIbqaujoSC5bzxd54SLsJnU7h6ad1Wlclmkmng+ee1asvdi9k7ZEAjm978OIbCSGaTAKSEF2M4d/P85aXkdpNLwHw+9/DoEEaFyVa5IYbYES8Bcw+FG56ijWBmZh2/UfrsoToFCQgCdGFKEYjO0te5qttkyBjEi6uVl54QVqPOiqdDl7+a30r0r75/OtgFOnb7oGufQ9yIVqFBCQhupCSjx7mNV0tls1q69H983VERmpbk7g0V18NV0+ygtWV0u+X8kavfKo3ybxIQlwqCUhCdBGKoZQNlrVs/u+tkBePl7eFp56S1qPO4OW/1n+Vp9zG+7sT2Jf6B5ldW4hLJAFJiC4i//3beaXUA/77VwCW/ElPQIDGRYlWMWIE3DZHvaxm+vZvvOpVQfm/l2pclRAdmwQkIbqAuuMpvO/1H1L+8yeoCCE8spZHH9W6KtGa/vqSDndPC+SM4Zvvf8/3JS+iVJRrXZYQHZYEJCG6gCPrb+L/0qJg1x8AeP01F9zdNS5KtKrgYHjmKbXDtrL5r/y53J38d3+vcVVCdFwSkITo5Kr/9wF/7XaUwvVvgsWNK6+qY+ZMrasSbeHRRyE8shYqgznw1XP80/M/1B0/oHVZQnRIEpCE6MQUk4n/7b+PDzf9Do5Nw9nFwsq3nNFJ3+xOyd0d/r7SRX2xeyHLf4nj4BczZdi/EC0gAUmITqxg7R08U+OCZcPrAPxpsRPR0RoXJdrU1Klw8+8soOgxfLGa572zqfjq/7QuS4gORwKSEJ1Ubfo+3nBdxy+f/RWqgojqZ+JPf5Kmo67gjdf1ePnUQl4CX375MJ/mL8ZaVqx1WUJ0KBKQhOiMFIWfv/kNy7dNhsT7APjX2264uWlcl2gXQUHw2qv1l9p+fJGnj/fj+L9+o21RQnQwEpCE6ISK33uIx5UajF+oMyoveNDKhAkaFyXa1bx5cOWkWqjzIO/jd3nWYy9VP/xL67KE6DAkIAnRydQeSWRF7Vvs+vB1qAglvI/pzEzLosvQ6eDdtS54+pghdzSf/PsJPkm/Vy61CdFE8q0pRGdisfDjf67hr5tugf13oHOy8vH7bnh6al2Y0EJYGKx60xUA5afneDw1noNrr9K4KiE6BglIQnQiuat/x0PF3an96h8ALFkCY8dqXJTQ1Jw5cONva8HqQslHH/OI9SSGL17QuiwhHJ4EJCE6ieotH/KY9RuOvvMJmH0ZNaaGZ5+R/+JdnU4Ha//pQu+wGiiL4qd/reavhc9QeyRR69KEcGjy7SlEJ2ApyGHVodv55J3X4dRIvP1MfLbOHWdnrSsTjsDPD778zB0nvQUO/Y6Xv3yErzZMRKmp0bo0IRyWBCQhOjiltpYfP4hnyeY7YN/9oLOy7iM3wsK0rkw4klGj4LXl6jxYlu//j/vT4klddbnGVQnhuCQgCdHBHfn7Ndx5MhzT1ysBeO45K9OmaVyUcEgPPeTEb28xgeJM0QefcpuhgIIPHtK6LCEckgQkITqwks+e5raSE5xa+zVY3LlmqpGnn5LrauL8dDp4Z40bAwZXQ3Uv9q/6Dw8UvEv1jnValyaEw5GAJEQHVb1jHfdnvc6+lf+Byt70ja7i83UeOMn/anERnp6weYMn3fyNUDCUz1d9wgtJt1F7VDptC3E2+SoVogMyp//M07/czqcr/w0FQ/HrWc2P33vh46N1ZaIjCA+HzRs9cHYzw7FpvPTOm/x941gsRae0Lk0Ih+FwAWnlypVERUXh7u5OfHw827Ztu+C6eXl53HrrrQwcOBAnJycWLlzYfoUKoRFLfgYrvr+C5avfgeNTcHEzsXmjJ+HhWlcmOpKEBPj0Yxd0Ogsk3sejnz/Nvz8YhFJVoXVpQjgEhwpI69atY+HChSxZsoSkpCTGjx/P1KlTycrKOu/6JpOJgIAAlixZwrBhw9q5WiHan7W0gLc/GcziD1+Fg7Nx0tfy9ZeujBypdWWiI7rhBh1vrVQAsGx9ijs33cW3/xiAYjZrXJkQ2tMpiqJoXYTN6NGjGTFiBKtWrbIvi4mJ4frrr2fZsmUX3XbixIkMHz6cFStWNOszy8vL8fPzw2Aw4Ovr25KyhWgX1qpyPvhHOHd/+gKWnx8CnZUPPlD4/a16rUsTHdwzz5t44Tk3ADynPcrXV33NVQ8fRufionFlQlxYW//8dpgWJLPZTGJiIpMnT26wfPLkyezcubPVPsdkMlFeXt7gIYSjs1Ya+GhVFHM/eckejlb93SLhSLSK559x49E/GgGo3vAaM/97E//9m7Qkia7NYQJSUVERFouFwMDABssDAwPJz89vtc9ZtmwZfn5+9keYzKYnHJy10sC7/4jizo9fpm7vfNBZ+cc/a5l/r/x2L1qHTgev/tWDP/6pEoCq715mxne38s2bUSg1Ro2rE0IbDhOQbHQ6XYPXiqI0WnYpFi9ejMFgsD+ys7Nbbd9CtDZLQRb/WB3OvPdXYPllLugsrH3HzL1z3bQuTXQyOh28/KI3Tz6jhqSa/77Ib7+dx8dvhWOtlo7boutxmBnl/P390ev1jVqLCgoKGrUqXQo3Nzfc3OSHi3B85uO/8Nz6K1m25h04fAM6pzree9/Kbbe6a12a6MSWPe+Nu6uR557ywPzj89xeGUCFEsU99x7Fybe71uUJ0W4cpgXJ1dWV+Ph4Nm/e3GD55s2bGTt2rEZVCaGN6l82cNfHv2HZ8h/g8A04OZv4+BOF22511bo00QU8u8SDv/6fCXRWLHse5P7V7/HiqgHUZh3SujQh2o3DtCABLFq0iDlz5pCQkMCYMWNYvXo1WVlZzJ8/H1Avj+Xm5vLee+/Zt0lOTgagsrKSwsJCkpOTcXV1ZdCgQVocghCXrPTHv3P99yvZ+vfdUB6Oh285mzf4MG5c611qFuLXPP4HNyLCa7n19yasR6fxzGv/5ZBpCv+csgLv0TdpXZ4Qbc6hAtKsWbMoLi5m6dKl5OXlMWTIEDZs2EBERASgTgx57pxIcXFx9ueJiYl89NFHREREkJmZ2Z6lC3HpFIX09+5g+o4Cjr67Hcy+9AorZOf/AujbV+viRFc067cuRIQ7cfWUUqpPD+OTV37mSPl0vsxNJOzGv2hdnhBtyqHmQdKCzIMkHIG1uoIvVo3gzo23UvXDs4ATQxLy2bopiO7S7UNo7ORJGHtlIacyAkBfQ8DMh/n66kwum/8dcvM/oZUuMw+SEF2V6dheHn11ML9buZKqH54HnLjh1kISd0g4Eo4hIgIOJQUw9spCsLhT+MVqxv/jDl77ayR1+RlalydEm5CAJISGTv3nRcav+CN/e/lnlBPXoHet5u9rqvniwwBcpT+2cCB+frDtvwEsfr4UnOqoO/B7Fr26ietem0nhjyu1Lk+IVicBSQgNWMtL+PDVwQxcrrB35Q9Q2ZteYafY/4sH993tqXV5QpyXkxP85Znu/PijFa/uhVAczablPxPzejo/vHkFSl2d1iUK0WokIAnRzoq2rOE3z0/htpc/ofJ/T4GiZ8r1WZxIC2bwYBmpJhzflRNcyUgPYMTYHKjzoPjr17nmlReZ/8wwqg58r3V5QrQKCUhCtBNrVTlfvjaGfkvz2PjaLiiIxc27hHc/rOK79eF4eWldoRBNFxAA+7aH8tJrBvRulShZ41n9yl76Pb2RzSsnophNWpcoxCWRUWwyik20g5PfvsAd3/7Els/+BoWDARh3zTHWf9iPgACNixPiEp3IsDL1xmMcSR6gLgjdxfU3L2TtrEV0v2yWtsWJTktGsQnRgdVkJvHk08Po/+RAtqz6AQoH4+pdzNoPytm+ScKR6Bz6RDlx+JcB/GV5MXq3SsgZw5crdhH2iIHlf06gNu+41iUK0WzSgiQtSKINWCtK+fJfN3P/t2Mp+HEx1HmCzsKMWcd4Z+VAGb4vOq2cHIVZdx1i53/VllLcSwm/9mn+OSWDa+7+HJ2r3EtQtI62/vktAUkCkmhFSq2Zn967nfkbu3Fk09NQEQJARMwhPv+wP/FxLhpXKET72PDfCu64O5+i7P7qgu7HSJj2HP+6oTeDb/grOplgUlwiCUhtTAKSaA2KxcL+zxZx95cGkr57Bsr6AODZPZe/vuzMgrmB6GSAmuhiLBb486t5/OUFF8yV/gDoeqUwftqzrJo5gEEzlyH/MURLSUBqYxKQxKVQas1s/fB+Fm7UkfzjY1AUDYCrdwGL/ljBc0/0xc1N4yKF0FhlJSz80wHe+Wc4lppuAOh6JzLu6ldZdVM/Bs94TlqURLNJQGpjEpBES1irK/jyX/fwxw0RnNj6CFQGA6D3KGXefTm8+udYGbYvxDlKShTu/0Myn304AGtt/X+Q7seJnfgar0wr5ZrbVuPkLv9xRNNIQGpjEpBEc1Qc3cVf33mBf2ydTNHeu8DkB4Cbbx53zSvgr88OQ/4ZCXFxhYUKCxfvY93HUViq1UtveBYSNPpt/nDlLh6+ZzmuQf20LVI4PAlIbUwCkvg1isVCyrd/4Y+fHeHHHXdSd+Jq+3s+gen8YZGFxQsHyb3ThGimqipY8uIvrP67P8bS8PqlVtwGbuDace+z7KYRRF/7R7n8Js5LAlIbk4AkLsRw+CeWvfMG7+0cR94vt0JVkPqGzkLfoTt4dkk/fn9TMPLdLcSlqauD1e9m8pdX8shNH3PmDd9swuI/4P7x+3n4rsfxihyhXZHC4UhAamMSkMTZavKO8P5HL/DmT705uO9WrPnD7e85e5/m2uv289qyifSLkuYiIdpC0sEqHvvTdrb8dyQWYw/7cn3ozwyL/4RHrizl1tuX4dy9t4ZVCkcgAamNSUAS1bmHWPP+X/nnthAOpczAkn3ZmTf1JvoN3cbCBWHcM2egXEYTop3U1MAb/9zPG/8oJjvtCrA6179jxSViB3FD/8N9V5by+98vxq1XlKa1Cm1IQGpjEpC6ptIjO1j98Rre2RnBkQMzG7QUobPSM3Ivt9xUyXNPXol/T7mGJoSWTuXX8cyf/8cXX/ekNLvhZTZ9yB6ih37FnDGZzJ/9MH79RmtUpWhvEpDamASkrsFSU8X2b5bz1sYctqTGU5A+BQwRZ1ZwqiOw7y5uuK6KxX+4mvBQmfFaCEeUfqyKF17ayMYfQyjJHA3KmV9gdN2PExz9PVcNSWHBb/oxauqD6FxkIrLOSgJSG5OA1DkpVis5id/w9pcb+fKXQA4fvhrzybGgOJ9ZybmGkAHb+e30Wp78wzUEBjhfeIdCCIeTlWPmr8t/YP23XuQdvwwsZ10DdzLjFrmd6OgfmRmXz30330jw8GnaFStanQSkNiYBqXNQrFaO7f6MNV/+xPcpvThy4jKqM8eB2afBeu7+Rxg6NIk5v4vgrttG4+UltzkQojOoqFBYteYnPlp/mrSU0ZhLz+mX5GbAO3I70X33cu3QQu66/kqiRt4oUwh0YBKQ2pgEpI7JXJrH5m/f4bNtefx8LISMzFHUZF0GdR4N1tO5lxHSdzeTrzCw8KFriY3x06hiIUR7URRI3F/Mm6t+5L/bunPqxEgU0zn/912qcA/fRVTkXsb1z2fWlX24ctrt6L27a1O0aDYJSG1MApLjsxgr2fO/j1n/vzS2pPlx9OQQyrJHohjCG63r5FVAaN89jBtRyp1zxnH1hD7o9RoULYRwGBYL/Oe7A7z/yT52JweSd2I0VtsM3mfRdcukW9heBoSncHl0GTdNHMyoa+agd/PUoGrxayQgtTEJSI7FkHuY//znC77fV0JyRi+yTkVTnjcUpSyy8co6K+690oiIOMSY4dXcdcdExo+JkJuDCyEuymqFbbtzePe9rexIcuFk5iBMhTENOnzb6PxO4ts7hbDgw8RGFHDlMC+mXzuJwP5j5PKcxiQgtTEJSO1PsVrJTdvBdz9uY3uKgdRsP7LyIyktHEBtQTTUep93O+duJwkK38/wgaf5zeQofnfzRLp3k47VQohLV1RsYt2//8fGH3LYnx5EfnYsdWUR519ZX4NzYCo9g1KJCDrJsPBqxsX6c82V4+k9MEGCUzuRgNTGJCC1DcVqpTAjma3btrEntYDUbCcyTvck73QfyguisZb0aTii7GzONXgGphIScpSh/Q1cPT6cG264kqBe7u17EEKILi2voIovPvue/+3K4+AxP3Jz+1F5egiYz/9LHDoLTt0z8A44Qq9eJ+gTlM/wSAvjhoUx8eop+Ab1bd8D6OQkILUxCUgtZ64s48Ce/7Ft7yGSj1Vz9JQXOUVBlBSHYyzpg7Us/MIhCNC5leMZkE5g4An6hpWQMMidSZMSGH/5EFxc5DqZEMLxWK2wLzGTr7/Zwe5kI8dyulNQEImxcECjUbMNONXi1C0Lz+6ZdO+RTbB/Pn2DKomNdGHk0Eguu3wiXv4XaLES5yUBqY1JQDo/c2UZB/ZtJ3H/YQ5llHM8T0dOsR+FZQGUl/XGaAjFUh564d+kbJxrcO1+Ar+eWQT65zMwopIxw3swZdoEBseESH8hIUSnoChw6HAO//1+B3v2F5GW6UFOfgiGwijMZRFg+ZUJK52N6Ltn4uGXQze/fAK6FRHSs5Ko3haiI3wYNiiKuITL8OwZ3D4H1AFIQGpjXSkgWetqyT6axMGUNNJP5HP8VDU5RU6cLvWguNwPQ0VPqioDMJX3xmIIhbqmjdxw8jmFV48MevTMISywmIHhVkbEBnLFxMsYFBMmd7sXQnRpFotCUtIhdmz/hQOHizma7UJuQQ+KikOoLg2nzhAGShOG2zqZcfLJw9UvFy+/PLr7FhDgW0FQdzOh/gpRwR70jwpk0KABRAwYjt61c88iLgGpjXXUgKRYrVQU5XLkcBonMrI4mVtCbmENeSUKReXOlFR4YqjyobzCn+rKAMwVgViqeoGpeceo8yrAzS8HH788enYvJNi/gqhgheg+3YgbEU3CyOH4+codXIUQoqXMZoXExDR27txP6pEiTpyykl/iQ0lZAJWGIEyGUKxVgecdZXdBLtU4eZ3GxbsAD+9CvL2L6eZTir9fJb186wjp6UJIoCcRvbsTERnKgIED8Q0I6VAdzCUgtTEtA5LVYqH09ElOZmSQnZ1H3ulS8ouqKCyrpbgcSiv1lFS6YajyobLKl+rq7piqu1Nb3RNLdQ+oaeGEZs416L1P4+ZdgKd3IX6+JfTwKyeou4nQXk70i/QjfkQMI0bG4eMt4UcIIbRWY7Jw8EA6yb8cJO1oEcdz6jhV7EKRwYfyiu7qL8JVAVgqA6G2hfM2uZXj5FGCi2cJrh6leHiW4ulpwM+rEj/vKvx9agnoBoHd3QgO8CWktz/BIYFERvWhW69gnNp50jkJSG2srU5wekoycx77kQqjB9VGL4xGH2pMPtTW+FJX44elxg+lxq/RzM8t4l6G3qMEV89i3L3Uf9C+XuX4eRvp3cNEWKATfcL9GNg/kqFxw+gd3FP6/gghRCdVWFhK6oGDpKdnceJkCdmna8krcaaozJOyCj+qqv2oqe6GuboHFmMPMHYDLrHlyLkGnZsBJ/dynN0NuLqX4+ZWgYdHBZ4eVfT0LWfHt39sjcOzk4DUxtrqBO/euoUxEyY0fQPXSpzcDOjdDbi4l+PmUY67ewVenhV0866ih4+JXt2tBPs7E9rbj4jwXvQf0Jc+/fvh5iZzAQkhhGgZs7mOkxmZHD9yjJNZ+WTnVZBfaKLAoKPY4IKhypOKKh+qqnypqe5OrcmHuho/rCbfJnfb0Pmcwlreuh3M2zogyU/WNtJv4ED6XfYvfDyr8fU04edtoYePQkA3Z3r5exHUy4/QkEAiIiMJDg/Dzc0b8AZCtC5dCCFEF+Lq6kz/gf3oP7Bfs7c1m+vIyTpJTmYmOacKyC8wUFBspKisltJyHaWVeiqqXXFzrQMWtnrtbcnhWpBWrlzJK6+8Ql5eHoMHD2bFihWMHz/+gutv2bKFRYsWkZqaSnBwMI8//jjz589v8ud11E7aQgghRFfW1j+/Haq7+rp161i4cCFLliwhKSmJ8ePHM3XqVLKyss67fkZGBtOmTWP8+PEkJSXxpz/9iYcffpjPP/+8nSsXQgghRGfiUC1Io0ePZsSIEaxatcq+LCYmhuuvv55ly5Y1Wv+JJ57g66+/Ji0tzb5s/vz57N+/n127djXpM6UFSQghhOh4ukwLktlsJjExkcmTJzdYPnnyZHbu3HnebXbt2tVo/SlTprBv3z5qa2vbrFYhhBBCdG4O00m7qKgIi8VCYGBgg+WBgYHk5+efd5v8/Pzzrl9XV0dRURG9e/dutI3JZMJkMtlfl5eXt0L1QgghhOhMHKYFyUZ3zgQ9iqI0WvZr659vuc2yZcvw8/OzP8LCwi6xYiGEEEJ0Ng4TkPz9/dHr9Y1aiwoKChq1EtkEBQWdd31nZ2d69ux53m0WL16MwWCwP7Kzs1vnAIQQQgjRaThMQHJ1dSU+Pp7Nmzc3WL5582bGjh173m3GjBnTaP1NmzaRkJCAi4vLebdxc3PD19e3wUMIIYQQ4mwOE5AAFi1axNtvv83atWtJS0vj0UcfJSsryz6v0eLFi7n99tvt68+fP5+TJ0+yaNEi0tLSWLt2LWvWrOGxxx7T6hCEEEII0Qk4TCdtgFmzZlFcXMzSpUvJy8tjyJAhbNiwgYiICADy8vIazIkUFRXFhg0bePTRR3nrrbcIDg7mb3/7GzfddJNWhyCEEEKITsCh5kHSgsyDJIQQQnQ8XWYeJCGEEEIIRyEBSQghhBDiHBKQhBBCCCHO4VCdtLVg64IlM2oLIYQQHYft53ZbdaXu8gGpoqICQGbUFkIIITqgiooK/Pz8Wn2/XX4Um9Vq5dSpU/j4+Fz0libtrby8nLCwMLKzs2V03a+Qc9U8cr6aTs5V08m5ajo5V013sXOlKAoVFRUEBwfj5NT6PYa6fAuSk5MToaGhWpdxQTLbd9PJuWoeOV9NJ+eq6eRcNZ2cq6a70Llqi5YjG+mkLYQQQghxDglIQgghhBDnkIDkoNzc3Hj22Wdxc3PTuhSHJ+eqeeR8NZ2cq6aTc9V0cq6aTstz1eU7aQshhBBCnEtakIQQQgghziEBSQghhBDiHBKQhBBCCCHOIQFJCCGEEOIcEpBa2apVqxg6dKh9UqsxY8awceNG+/tffPEFU6ZMwd/fH51OR3Jy8q/u84svviAhIYFu3brh5eXF8OHDef/99xutl5uby2233UbPnj3x9PRk+PDhJCYmtubhtTqtzlddXR1PPfUUUVFReHh40KdPH5YuXYrVam3tQ2w1bXGuzvbJJ5+g0+m4/vrrG723cuVKoqKicHd3Jz4+nm3btl3i0bQtrc7VsmXLGDlyJD4+PvTq1Yvrr7+e9PT0VjiitqPlvyubZcuWodPpWLhwYcsOop1oea462ve7VueqNb/bJSC1stDQUF566SX27dvHvn37uOqqq5g5cyapqakAVFVVMW7cOF566aUm77NHjx4sWbKEXbt2ceDAAe666y7uuusuvv/+e/s6paWljBs3DhcXFzZu3MihQ4d49dVX6datW2sfYqvS6nz99a9/5e9//ztvvvkmaWlpvPzyy7zyyiu88cYbrX6MraUtzpXNyZMneeyxxxg/fnyj99atW8fChQtZsmQJSUlJjB8/nqlTp5KVlXXJx9RWtDpXW7ZsYcGCBezevZvNmzdTV1fH5MmTqaqquuRjaitanSubvXv3snr1aoYOHdriY2gvWp2rjvj9rtW5atXvdkW0ue7duytvv/12g2UZGRkKoCQlJbVon3FxccpTTz1lf/3EE08ol19++aWU6TDa43xdd911yt13391gnRtvvFG57bbbWrR/rbTGuaqrq1PGjRunvP3228odd9yhzJw5s8H7o0aNUubPn99gWXR0tPLkk09eSuntrj3O1bkKCgoUQNmyZUsLq9ZGe52riooKpX///srmzZuVCRMmKI888silF9/O2uNcdZbv9/Y4V6353S4tSG3IYrHwySefUFVVxZgxY1pln4qi8MMPP5Cens4VV1xhX/7111+TkJDAb3/7W3r16kVcXBz//Oc/W+Uz20t7nq/LL7+cH374gSNHjgCwf/9+tm/fzrRp01rlc9taa56rpUuXEhAQwNy5cxu9ZzabSUxMZPLkyQ2WT548mZ07d17S57aX9jpX52MwGAC1VbMjaO9ztWDBAq677jomTZp0SZ+lhfY8Vx39+709z1Vrfrd3+ZvVtoWUlBTGjBlDTU0N3t7erF+/nkGDBl3SPg0GAyEhIZhMJvR6PStXruSaa66xv3/ixAlWrVrFokWL+NOf/sSePXt4+OGHcXNz4/bbb7/UQ2pTWpyvJ554AoPBQHR0NHq9HovFwosvvsjs2bMv9XDaVGufqx07drBmzZoLXv8vKirCYrEQGBjYYHlgYCD5+fkt/tz20N7n6lyKorBo0SIuv/xyhgwZ0uLPbQ9anKtPPvmEX375hb1797b4c7SgxbnqqN/vWpyr1vxul4DUBgYOHEhycjJlZWV8/vnn3HHHHWzZsuWS/mH4+PiQnJxMZWUlP/zwA4sWLaJPnz5MnDgRAKvVSkJCAn/5y18AiIuLIzU1lVWrVjn0fyDQ5nytW7eODz74gI8++ojBgweTnJzMwoULCQ4O5o477milI2t9rXmuKioquO222/jnP/+Jv7//RdfV6XQNXiuK0miZo9HqXNk8+OCDHDhwgO3btzf789pbe5+r7OxsHnnkETZt2oS7u/ullt+utPh31VG/37U4V6363d7si3Ki2a6++mrl3nvvbbDsUvvUzJ07V5k8ebL9dXh4uDJ37twG66xcuVIJDg5u0f611B7nKzQ0VHnzzTcbrPPCCy8oAwcObNH+tXIp5yopKUkBFL1eb3/odDpFp9Mper1eOXbsmGIymRS9Xq988cUXDbZ9+OGHlSuuuKK1D6dNtfW5OtuDDz6ohIaGKidOnGjtw2gXbX2u1q9f32gdwL5OXV1dGx5d62qPf1ed5fu9Pc5Va363SwtSO1AUBZPJ1Kb7HDduXKPhxEeOHCEiIqJVP7c9tMf5qq6uxsmpYRc8vV7v0MP8z+dSzlV0dDQpKSkNlj311FNUVFTw+uuvExYWhqurK/Hx8WzevJkbbrjBvt7mzZuZOXPmJdXe3tr6XNk+46GHHmL9+vX89NNPREVFXXLdWmjrc9WrV69G69x1111ER0fzxBNPoNfrW1x7e2uPf1ed5fu9Pc5Va363S0BqZX/605+YOnUqYWFhVFRU8Mknn/DTTz/x3XffAVBSUkJWVhanTp0CsP+jDwoKIigoCIDbb7+dkJAQli1bBqhzhCQkJNC3b1/MZjMbNmzgvffeY9WqVfbPffTRRxk7dix/+ctf+N3vfseePXtYvXo1q1evbs/Dbzatztf06dN58cUXCQ8PZ/DgwSQlJbF8+XLuvvvu9jz8Zmntc+Xu7t6ob4xt2PDZyxctWsScOXNISEhgzJgxrF69mqysLObPn9/Wh9xiWp2rBQsW8NFHH/HVV1/h4+Nj76fl5+eHh4dHmx5zS2lxrlxdXRut4+XlRc+ePR26v5ZW/6464ve7VueqVb/bm93mJC7q7rvvViIiIhRXV1clICBAufrqq5VNmzbZ3//Xv/6lAI0ezz77rH2dCRMmKHfccYf99ZIlS5R+/fop7u7uSvfu3ZUxY8Yon3zySaPP/uabb5QhQ4Yobm5uSnR0tLJ69eq2PNRWodX5Ki8vVx555BElPDxccXd3V/r06aMsWbJEMZlMbX3ILdYW5+pcFxqO/dZbb9k/e8SIEQ4/bF2rc3W+fQLKv/71r9Y9wFak5b+rs3WEYf5anquO9v2u1blqze92naIoSvNjlRBCCCFE5yXzIAkhhBBCnEMCkhBCCCHEOSQgCSGEEEKcQwKSEEIIIcQ5JCAJIYQQQpxDApIQQgghxDkkIAkhhBBCnEMCkhBCCCHEOSQgCSGEEEKcQwKSEMKhPfjgg1x++eXnfS8yMpIXX3yxnSsSQnQFcrNaIYTDOnToEKtWrWLr1q3nfT8mJobk5OT2LUoI0SVIC5IQwmG98sorjBw5knHjxp33/R49enD69GkAvvzySxYuXNiO1QkhOjMJSEIIh1RXV8fnn3/OTTfdZF923333sWbNGvvriooKvLy8ADhw4ABDhw5tk1osFkub7FcI4bgkIAkhHNLx48epqKggNjYWAKvVyr///W+8vb3t6xw4cICYmBj7c1tAev/99xk9ejSxsbHMmDEDs9kMwD/+8Q9GjBjBkCFDuPXWWwFIT09n2rRpxMfHM3HiRIqKigCYOnUqjz/+OFdccQXvvfdeux23EMIxSEASQjiksrIyAHsg+v777yktLcXV1RWAPXv2cPLkSa6//noAUlNTGTx4MADTpk3j559/JiUlBX9/f7Zt20ZpaSmrV69m7969HDx4kJUrV2IymViwYAGrV68mMTGRm2++mbfffhuAgwcPEhISwtatW7nrrrva9+CFEJqTgCSEcEgRERHodDo+/vhjkpKS+MMf/sC0adP46quvSEpK4r777uOqq67iiiuuoLq6GicnJzw8PFAUhdWrVzNy5EiGDRvG+vXrcXd3x9nZmeLiYp544glSU1Pp1q0bX375JYcOHeI3v/kNw4cP56233sLFxQWDwYBOp+ORRx7R+jQIITQio9iEEA4pKCiIF198kZdeeonPP/+cP//5z4waNYqZM2fy73//m+nTp7Ny5UpAbe2xtR698847HDt2jK1bt+Lh4UFERASDBg3Cx8eHlJQUvvzyS26++WZeeeUVUlJSePXVV5k9e3aDz96xYwdjx45t92MWQjgOCUhCCIe1ePFiFi9e3GBZRkZGo/XO7n+UmprK2LFj8fDw4PXXX8dqtdK9e3eOHj1K//79mTNnDtu2bcNkMhEUFMT3339vD0gpKSnExsZy8OBBe98nIUTXJJfYhBAdXkpKij0gzZkzhxdeeIEJEyZQXFxsDzovvPACAwcOJC4uDnd3d2644QbuuusuysrKiI6OZtiwYXz00UeAGrIkIAnRtekURVG0LkIIIYQQwpFIC5IQQgghxDkkIAkhhBBCnEMCkhBCCCHEOSQgCSGEEEKcQwKSEEIIIcQ5JCAJIYQQQpxDApIQQgghxDkkIAkhhBBCnEMCkhBCCCHEOSQgCSGEEEKcQwKSEEIIIcQ5JCAJIYQQQpzj/wHpHpP56KQMsgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_0p5 = np.loadtxt('alpha_0p5.txt')\n",
    "alpha_10 = np.loadtxt('alpha_10.txt')\n",
    "alpha_50 = np.loadtxt('alpha_50.txt')\n",
    "alpha_100 = np.loadtxt('alpha_100.txt')\n",
    "\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_0p5[0:len(alpha_0p5)], \"-\", c=\"r\", label=\"$\\\\alpha (0p5)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_0p1[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (0p1)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_10[0:len(alpha_10)], \"-\", c=\"y\", label=\"$\\\\alpha (10)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_10[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (10)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_50[0:len(alpha_50)], \"-\", c=\"g\", label=\"$\\\\alpha (50)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_50[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (50)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_100[0:len(alpha_100)], \"-\", c=\"b\", label=\"$\\\\alpha (100)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_100[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (100)$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f8658c27",
   "metadata": {},
   "outputs": [],
   "source": [
    "epsilon_0 = dummy_atom.get_epsilon_0()\n",
    "c = dummy_atom.get_c()\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "A21 = dummy_atom.getEinsteinCoefficient_A21()\n",
    "Gamma = A21\n",
    "X12 = dummy_atom.getDipoleMoment_X12()\n",
    "\n",
    "E_0p5 = dummy_laser_0p5.getElectricFieldAmplitude()\n",
    "Omega_R_0p5 = - X12*E_0p5\n",
    "\n",
    "E_10 = dummy_laser_10.getElectricFieldAmplitude()\n",
    "Omega_R_10 = - X12*E_10\n",
    "\n",
    "E_50 = dummy_laser_50.getElectricFieldAmplitude()\n",
    "Omega_R_50 = - X12*E_50\n",
    "\n",
    "E_100 = dummy_laser_100.getElectricFieldAmplitude()\n",
    "Omega_R_100 = - X12*E_100\n",
    "\n",
    "N = 1\n",
    "\n",
    "dielectric_susceptibility_0p5 = N * (X12**2/epsilon_0) * (omega_0 - frequency_window + 1j*Gamma /2)/(Gamma**2 /4 + Omega_R_0p5**2 /2 + (frequency_window - omega_0)**2)\n",
    "alpha_analytical_0p5 = (frequency_window/c) * dielectric_susceptibility_0p5.imag\n",
    "\n",
    "dielectric_susceptibility_10 = N * (X12**2/epsilon_0) * (omega_0 - frequency_window + 1j*Gamma /2)/(Gamma**2 /4 + Omega_R_10**2 /2 + (frequency_window - omega_0)**2)\n",
    "alpha_analytical_10 = (frequency_window/c) * dielectric_susceptibility_10.imag\n",
    "\n",
    "dielectric_susceptibility_50 = N * (X12**2/epsilon_0) * (omega_0 - frequency_window + 1j*Gamma /2)/(Gamma**2 /4 + Omega_R_50**2 /2 + (frequency_window - omega_0)**2)\n",
    "alpha_analytical_50 = (frequency_window/c) * dielectric_susceptibility_50.imag\n",
    "\n",
    "dielectric_susceptibility_100 = N * (X12**2/epsilon_0) * (omega_0 - frequency_window + 1j*Gamma /2)/(Gamma**2 /4 + Omega_R_100**2 /2 + (frequency_window - omega_0)**2)\n",
    "alpha_analytical_100 = (frequency_window/c) * dielectric_susceptibility_100.imag\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "76fdf60b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_0p5 = np.loadtxt('alpha_0p5.txt')\n",
    "alpha_10 = np.loadtxt('alpha_10.txt')\n",
    "alpha_50 = np.loadtxt('alpha_50.txt')\n",
    "alpha_100 = np.loadtxt('alpha_100.txt')\n",
    "\n",
    "coeff_ad_hoc = 158\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window[0:len(frequency_window)], coeff_ad_hoc*alpha_0p5[0:len(alpha_0p5)], \"-\", c=\"r\", label=\"$\\\\alpha (0p5)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_analytical_0p5[0:len(alpha_0p5)], \"-.\", c=\"lightcoral\", label=\"$\\\\alpha (0p5 ~A)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_0p1[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (0p1)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], coeff_ad_hoc*alpha_10[0:len(alpha_10)], \"-\", c=\"y\", label=\"$\\\\alpha (10)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_analytical_10[0:len(alpha_10)], \"-.\", c=\"gold\", label=\"$\\\\alpha (10 ~A)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_10[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (10)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], coeff_ad_hoc*alpha_50[0:len(alpha_50)], \"-\", c=\"g\", label=\"$\\\\alpha (50)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_analytical_50[0:len(alpha_50)], \"-.\", c=\"limegreen\", label=\"$\\\\alpha (50 ~A)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_50[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (50)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], coeff_ad_hoc*alpha_100[0:len(alpha_100)], \"-\", c=\"b\", label=\"$\\\\alpha (100)$\")\n",
    "plt.plot(frequency_window[0:len(frequency_window)], alpha_analytical_100[0:len(alpha_100)], \"-.\", c=\"cyan\", label=\"$\\\\alpha (100 ~A)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_100[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (100)$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04df9324",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4928c486",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_0p5 = np.loadtxt('alpha_0p5.txt')\n",
    "alpha_10 = np.loadtxt('alpha_10.txt')\n",
    "alpha_50 = np.loadtxt('alpha_50.txt')\n",
    "alpha_0p01 = np.loadtxt('alpha_100.txt')\n",
    "\n",
    "coeff_ad_hoc = 158\n",
    "\n",
    "##Plot\n",
    "\n",
    "font_size = 14\n",
    "font_size_lgd = 14\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_0p5[0:len(alpha_0p5)], \"-\", c=\"r\", label=\"$\\\\alpha (0.5 ~I_{sat})$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_analytical_0p5[0:len(alpha_0p5)], \"-.\", c=\"lightcoral\", label=\"$\\\\alpha (0.5 ~I_{sat} ~Th)$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_0p1[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (0p1)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_10[0:len(alpha_10)], \"-\", c=\"y\", label=\"$\\\\alpha (10 ~I_{sat})$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_analytical_10[0:len(alpha_10)], \"-.\", c=\"gold\", label=\"$\\\\alpha (10 ~I_{sat} ~Th)$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_10[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (10)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_50[0:len(alpha_50)], \"-\", c=\"g\", label=\"$\\\\alpha (50 ~I_{sat})$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_analytical_50[0:len(alpha_50)], \"-.\", c=\"limegreen\", label=\"$\\\\alpha (50 ~I_{sat} ~Th)$\")\n",
    "#plt.scatter(frequency_window[0:len(frequency_window)], alpha_50[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (50)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_100[0:len(alpha_100)], \"-\", c=\"b\", label=\"$\\\\alpha (100 ~I_{sat})$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_analytical_100[0:len(alpha_100)], \"-.\", c=\"cyan\", label=\"$\\\\alpha (100 ~I_{sat} ~Th)$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_100[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (100)$\")\n",
    "plt.xlabel(\"$\\delta / \\omega_0$\", fontsize=font_size), plt.ylabel(\"Absorption coefficient $\\\\alpha ~[1/a_{0}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "plt.savefig('CHAPTER_4_Lorentz.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84748dc8",
   "metadata": {},
   "source": [
    "### Velocity analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "30592166",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom()\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 0.5*I_sat)\n",
    "spectrum_dummies = AbsorptionSpectrum(dummy_atom, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.06\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "\n",
    "velocity = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1426a2b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n"
     ]
    }
   ],
   "source": [
    "alpha = spectrum_dummies.spectrum_v(frequency_window, velocity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "566f290e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, 158*alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "#plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "11110d0c",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n",
      "0.0 %\n",
      "5.472636815920398 %\n",
      "10.44776119402985 %\n",
      "15.422885572139302 %\n",
      "20.398009950248756 %\n",
      "25.37313432835821 %\n",
      "30.34825870646766 %\n",
      "35.32338308457712 %\n",
      "40.298507462686565 %\n",
      "45.27363184079602 %\n",
      "50.24875621890548 %\n",
      "55.223880597014926 %\n",
      "60.19900497512438 %\n",
      "65.17412935323384 %\n",
      "70.1492537313433 %\n",
      "75.12437810945273 %\n",
      "80.09950248756219 %\n",
      "85.07462686567165 %\n",
      "90.04975124378109 %\n",
      "95.02487562189054 %\n"
     ]
    }
   ],
   "source": [
    "alpha_v0 = spectrum_dummies.spectrum_v(frequency_window, 0)\n",
    "np.savetxt('alpha_v0.txt', alpha_v0)\n",
    "alpha_v1em4 = spectrum_dummies.spectrum_v(frequency_window, 1e-4)\n",
    "np.savetxt('alpha_v1em4.txt', alpha_v1em4)\n",
    "alpha_v1em3 = spectrum_dummies.spectrum_v(frequency_window, 1e-3)\n",
    "np.savetxt('alpha_v1em3.txt', alpha_v1em3)\n",
    "alpha_v1em2 = spectrum_dummies.spectrum_v(frequency_window, 1e-2)\n",
    "np.savetxt('alpha_v1em2.txt', alpha_v1em2)\n",
    "alpha_v3em2 = spectrum_dummies.spectrum_v(frequency_window, 3*1e-2)\n",
    "np.savetxt('alpha_v3em2.txt', alpha_v3em2)\n",
    "alpha_v6em2 = spectrum_dummies.spectrum_v(frequency_window, 6*1e-2)\n",
    "np.savetxt('alpha_v6em2.txt', alpha_v6em2)\n",
    "alpha_v1em1 = spectrum_dummies.spectrum_v(frequency_window, 1e-1)\n",
    "np.savetxt('alpha_v1em1.txt', alpha_v1em1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05705f42",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b9b8e692",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window = np.loadtxt('frequency_window_201pt.txt')\n",
    "\n",
    "alpha_v0 = np.loadtxt('alpha_v0.txt')\n",
    "alpha_v1em4 = np.loadtxt('alpha_v1em4.txt')\n",
    "alpha_v1em3 = np.loadtxt('alpha_v1em3.txt')\n",
    "alpha_v1em2 = np.loadtxt('alpha_v1em2.txt')\n",
    "alpha_v3em2 = np.loadtxt('alpha_v3em2.txt')\n",
    "alpha_v6em2 = np.loadtxt('alpha_v6em2.txt')\n",
    "alpha_v1em1 = np.loadtxt('alpha_v1em1.txt')\n",
    "\n",
    "coeff_ad_hoc = 158\n",
    "\n",
    "##Plot\n",
    "\n",
    "font_size = 14\n",
    "font_size_lgd = 14\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v0[0:len(alpha_v0)], \"-\", c=\"r\", label=\"$\\\\alpha (v_{z} = 0)$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v0[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (0p1)$\")\n",
    "#plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v1em4[0:len(alpha_v1em4)], \"-\", c=\"orange\", label=\"$\\\\alpha (v_{z} = 10^{-4})$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v1em3[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (10)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v1em3[0:len(alpha_v1em3)], \"-.\", c=\"y\", label=\"$\\\\alpha (v_{z} = 10^{-3})$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v1em3[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (10)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v1em2[0:len(alpha_v1em2)], \"-\", c=\"g\", label=\"$\\\\alpha (v_{z} = 10^{-2})$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v1em2[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (50)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v3em2[0:len(alpha_v3em2)], \"-\", c=\"b\", label=\"$\\\\alpha (v_{z} = 3*10^{-2})$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v3em2[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (100)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v6em2[0:len(alpha_v6em2)], \"-\", c=\"purple\", label=\"$\\\\alpha (v_{z} = 6*10^{-2})$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v6em2[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (100)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v1em1[0:len(alpha_v1em1)], \"-\", c=\"k\", label=\"$\\\\alpha (v_{z} = 10^{-1})$\")\n",
    "#plt.scatter((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_v1em1[0:len(alpha)], marker=\"x\",c=\"k\", label=\"$\\\\alpha (100)$\")\n",
    "plt.xlabel(\"$\\delta / \\omega_0$\", fontsize=font_size), plt.ylabel(\"Absorption coefficient $\\\\alpha ~[1/a_{0}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "plt.savefig('CHAPTER_4_LorentzVelocities.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5e5ed61",
   "metadata": {},
   "source": [
    "# <center><b> Part IV : Cavity spectroscopy for a gas </b></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42d665b5",
   "metadata": {},
   "source": [
    "## Section 1: Maxwell-Blotzmann broadening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "15c08a0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip, Options"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e33d51ae",
   "metadata": {},
   "source": [
    "### 1.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "9567691b",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_mass = 1, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.mass = default_mass\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2\n",
    "    \n",
    "    def getMass(self):\n",
    "        return self.mass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "4b590f4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Laser(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi_time = 0.0, default_phi_space = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 4*np.pi\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi_time = default_phi_time\n",
    "        self.phi_space = default_phi_space\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhaseTime(self):\n",
    "        return self.phi_time\n",
    "    \n",
    "    def getPhaseSpace(self):\n",
    "        return self.phi_space\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(2*self.I/(self.c*self.epsilon_0))\n",
    "        return E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "983f2b19",
   "metadata": {},
   "outputs": [],
   "source": [
    "class GazeousMedium(object):\n",
    "    '''\n",
    "    This class creates a gazeous medium. This medium takes the properties of an Atom() or Molecule() object\n",
    "    and compute the velocity classes according to the Maxwell-boltzmann distribution.\n",
    "    '''\n",
    "    def __init__(self, default_quantum_system = Atom(), default_temperature = 300, \n",
    "                 default_pressure = 3.44e-9, default_density = 1):\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        self.T = default_temperature\n",
    "        self.P = default_pressure\n",
    "        self.D = default_density\n",
    "        \n",
    "        #Boltzmann constant\n",
    "        self.k_b = 3.167*1e-6\n",
    "        \n",
    "    def getQuantumSystem(self):\n",
    "        return self.Qsyst\n",
    "        \n",
    "    def distMaxwellBoltzmann(self):\n",
    "        'Compute velocity classes'\n",
    "        M = self.Qsyst.getMass()\n",
    "        v_p = np.sqrt(2*self.k_b*self.T/M)\n",
    "        \n",
    "        n = 1/2\n",
    "        scale = 3\n",
    "        subdivision = 20\n",
    "        v = np.zeros(2*scale*subdivision)\n",
    "        for index in range(scale):\n",
    "            start = subdivision*index\n",
    "            v[start:start + subdivision] = np.linspace(-n*v_p/(10**(index)),\n",
    "                                                       -n*v_p/(10**(index+1)),\n",
    "                                                       subdivision)\n",
    "            v[len(v) - subdivision - start:len(v)-start] = np.linspace(n*v_p/(10**(index+1)),\n",
    "                                                                       n*v_p/(10**(index)),\n",
    "                                                                       subdivision)\n",
    "        \n",
    "        D_v = np.zeros(len(v))\n",
    "        for index in range(len(v)):\n",
    "            D_v[index] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v[index]**2)/(2*self.k_b*self.T))\n",
    "        \n",
    "        return D_v, v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "603bb771",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_medium = GazeousMedium(), default_laser = Laser()):\n",
    "        \n",
    "        #Medium\n",
    "        self.medium = default_medium\n",
    "        \n",
    "        #Laser\n",
    "        self.laser = default_laser\n",
    "        \n",
    "    def spectrum_v(self, spectral_window, velocity):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.medium.getQuantumSystem()\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        v = velocity\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        I = self.laser.getIntensity()\n",
    "        phi_time = self.laser.getPhaseTime()\n",
    "        phi_space = self.laser.getPhaseSpace()\n",
    "        \n",
    "        phi_1 = phi_time + phi_space\n",
    "        phi_2 = phi_time - phi_space\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha = np.zeros(length_sw)\n",
    "        \n",
    "        if v!=0.0:\n",
    "            \n",
    "            #Rabi frequency\n",
    "            Omega_R = -X12*(E/2)\n",
    "        \n",
    "            #Hamiltonian (without time dependance)\n",
    "            H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "            H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "            for i in range(length_sw):\n",
    "            \n",
    "                # Initial density matrix\n",
    "                Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "                omega = spectral_window[i]\n",
    "            \n",
    "                # Doppler\n",
    "                k = omega / c \n",
    "                delta_blue = omega + k*v - omega_0\n",
    "                delta_red = omega - k*v - omega_0\n",
    "            \n",
    "                #Time\n",
    "                T_kv = abs(2*np.pi/(k*v))\n",
    "                n_time_steady_state = 10\n",
    "                n_time_oscillations = 4\n",
    "                time_end = n_time_steady_state*(1/A21) + n_time_oscillations*(T_kv/2)\n",
    "                T_Omega_R_demi = abs(2*(2*np.pi)/Omega_R)\n",
    "                time_subdivision = max(int((time_end/T_Omega_R_demi)*20000), int((time_end/T_kv)*2000))\n",
    "                tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                \n",
    "                #Solution of the Lindblad equation\n",
    "                H_time = [[H1, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))], \n",
    "                          [H2, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "                rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "        \n",
    "                rho22_LB = np.zeros(len(rho.states))\n",
    "                for index in range(0,len(rho.states)):\n",
    "                    rho22_LB[index] = rho.states[index].full()[1][1].real\n",
    "            \n",
    "                n = 4\n",
    "                t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "\n",
    "                # number density\n",
    "                N = 1\n",
    "\n",
    "                # Loss\n",
    "                I_loss = omega*N*A21/(tlist[-1] - tlist[t_steady_state]) * \\\n",
    "                        integrate.simpson(rho22_LB[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "            \n",
    "                alpha[i] = I_loss/I\n",
    "        else:\n",
    "            \n",
    "            for i in range(length_sw):\n",
    "                \n",
    "                omega = spectral_window[i]\n",
    "                delta = omega - omega_0\n",
    "                k = omega / c\n",
    "                \n",
    "                lambda_demi_SW = np.pi/k\n",
    "                subdivision_x = 11\n",
    "                positions = np.linspace(0,lambda_demi_SW, subdivision_x)\n",
    "                alpha_0 = np.zeros(len(positions))\n",
    "                \n",
    "                for index_loop in range(len(positions)):\n",
    "                    \n",
    "                    E_x = E*np.sin(k*positions[index_loop])\n",
    "                    \n",
    "                    #Rabi frequency\n",
    "                    Omega_R = -X12*E_x\n",
    "                    Omega_R_max = -X12*E\n",
    "                    \n",
    "                    #Hamiltonian (without time dependance)\n",
    "                    H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "                    H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "                    \n",
    "                    #Time\n",
    "                    n_time = 20\n",
    "                    time_end = n_time*(1/A21)\n",
    "                    T_Omega_R_max_demi = abs(2*(2*np.pi)/Omega_R_max)\n",
    "                    time_subdivision = int((time_end/T_Omega_R_max_demi)*20000)\n",
    "                    tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                    \n",
    "                    # Initial density matrix\n",
    "                    Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "                    \n",
    "                    #Solution of the Lindblad equation\n",
    "                    H_time = [[H1, np.exp(1j*(delta*tlist+phi_time))], [H2, np.exp(-1j*(delta*tlist+phi_time))]]\n",
    "                    rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "        \n",
    "                    rho22_LB = np.zeros(len(rho.states))\n",
    "                    for index in range(0,len(rho.states)):\n",
    "                        rho22_LB[index] = rho.states[index].full()[1][1].real\n",
    "                    \n",
    "                    n = 10\n",
    "                    t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "\n",
    "                    # number density\n",
    "                    N = 1\n",
    "\n",
    "                    # Loss\n",
    "                    I_loss = omega*N*A21/(tlist[-1] - tlist[t_steady_state]) * \\\n",
    "                            integrate.simpson(rho22_LB[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "            \n",
    "                    alpha_0[index_loop] = I_loss/I\n",
    "                \n",
    "                alpha[i] = integrate.simpson(alpha_0/lambda_demi_SW, positions)\n",
    "            \n",
    "        return alpha\n",
    "    \n",
    "    def spectrum_broadened_MB(self, spectral_window):\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        D_v, v = self.medium.distMaxwellBoltzmann()\n",
    "        length_v = len(v)\n",
    "        \n",
    "        alpha_matrix = np.zeros([length_v, length_sw])\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        for i in range(length_v):\n",
    "            alpha_matrix[i] = self.spectrum_v(spectral_window, v[i])\n",
    "            \n",
    "            if (i/len(v)*100) >= palier:\n",
    "                print(i/len(v)*100, \"%\")\n",
    "                palier += step\n",
    "        \n",
    "        alpha = np.zeros(length_sw)\n",
    "        for i in range(length_sw):\n",
    "            alpha[i] = integrate.simpson(alpha_matrix[:,i]*D_v, v)\n",
    "        \n",
    "        return alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61d8f0c9",
   "metadata": {},
   "source": [
    "### 1.2 Velocity analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "84423b3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom()\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 0.5*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.6\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 201)\n",
    "\n",
    "velocity = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4593d31e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "alpha = dummy_spectrum.spectrum_v(frequency_window, velocity)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7909473d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QbgBYnueAYnO2lCTV1ganHgDBRbgBYHneTktJzJgCIhXhBoClGYb301IS426ASEW4AWBpnr0zhBsAUgiHm/z8fNlsNs2aNcu9zjAM5ebmKiUlRQkJCcrOzlZRUVHwigQQdJ4BJjZWio72vg1A5AjJcFNQUKAVK1ZowIAB9dYvXLhQixcv1tKlS1VQUCCHw6GcnBxVVFQEqVIAwdaw58ZmYzo4EOlCLtwcP35ct912m55++ml17NjRvd4wDC1ZskQPPPCAJk6cqH79+mnlypU6efKkVq1aFcSKAQSTZ4AxZ0oRboDIFnLhZsaMGbr++ut1zTXX1FtfXFys0tJSjRkzxr0uLi5Oo0eP1tatWxs9XlVVlcrLy+stAMKHZ4AxT0mZIYfZUkBkijn3LoGzevVq7dixQwUFBWdtKy0tlSTZ7fZ66+12u0pKSho9Zn5+vh5++GHfFgogZHhOA7fZzjz33AYgsoRMz82+ffs0c+ZMvfTSS4qPj290P5v56/V/DMM4a52nefPmqayszL3s27fPZzUDCD7PcGMi3ACRLWR6brZv367Dhw/rsssuc6+rra3Vli1btHTpUu3Zs0eSqwenW7du7n0OHz58Vm+Op7i4OMXFxfmvcABBRbgB0FDI9NxcffXVKiwslNPpdC9DhgzRbbfdJqfTqZ49e8rhcGjjxo3u91RXV2vz5s3KysoKYuUAgskcV+N52wXCDRDZQqbnJikpSf369au3rm3bturcubN7/axZs5SXl6fMzExlZmYqLy9PiYmJmjx5cjBKBhAC6LkB0FDIhJvmmDNnjk6dOqXp06fr6NGjGjZsmDZs2KCkpKRglwYgSLyFG2ZLAZEtpMPNpk2b6r222WzKzc1Vbm5uUOoBEHrouQHQUMiMuQGAliDcAGiIcAPA0gg3ABoi3ACwNDPAMFsKgIlwA8DSzADTps2ZdYQbILIRbgBYGqelADREuAFgaYQbAA0RbgBYmrdwY56iqq4OfD0Ago9wA8DS6LkB0BDhBoClEW4ANES4AWBp5qknZksBMBFuAFgaPTcAGiLcALA0wg2Ahgg3ACyNcAOgIcINAEtjKjiAhgg3ACyNnhsADRFuAFgas6UANES4AWBp9NwAaIhwA8DSCDcAGiLcALA0wg2Ahgg3ACytqXDDbCkgMhFuAFhaU1PB6bkBIhPhBoClcVoKQEOEGwCWxlRwAA0RbgBYGj03ABoi3ACwNMINgIYINwAsjXADoCHCDQBLYyo4gIYINwAsjangABoi3ACwNDPAMFsKgIlwA8DSzFNPjLkBYCLcALA0BhQDaIhwA8DSCDcAGiLcALA0wg2Ahgg3ACyNqeAAGopp6Rtra2v1zDPP6LPPPlP37t01aNAgDRo0SJ07d/ZlfQDQJG+zpZgKDkS2Foebe+65R6+99ppycnL05JNPKioqSjU1NUpNTdWgQYO0du1aX9YJAF411XNz+rRkGJLNFvi6AARPi09Lvf7663rxxRf18ssvKy4uTtu2bdNvf/tbVVZWKj093Zc1AkCjmpoKLrkCDoDI0uKem+PHj6tv376SpNjYWEVHR2vGjBmqrq7WgQMHfFYgADSlqZ4bc7vnawDhr8U9Nz179nSHmNTUVO3fv1+SNG7cOL300ku+qQ4AmlBX51qkpsMNgMjS4nBz8803a/369ZKk7Oxs/f73v5ck7d69W6dOnfJNdQDQBM/gQrgBYGrxaan58+e7n//yl7/U0KFD1aVLF5WXl+vOO+/0SXEA0JTGwk1UlBQdLdXWMh0ciEQtDjeeevTooaKiIq1bt06dOnXS9ddf74vDAkCTPMON51RwyRV2amvpuQEiUYvDTUFBgebOnatvv/1WF198sfs6N/379/dlfQDQKM9emZgGv2axsVJlJeEGiEQtHnMzZcoURUdH66677lLPnj21efNm/eQnP9GFF17IhfwABIQZXGJizr6WDbdgACJXi3tu9u3bp3feeUcXXXRRvfUlJSVyOp2trQsAzsnbNHAT4QaIXC3uuRkxYoT27dt31vr09HSNHz++Rcdcvny5BgwYoPbt26t9+/YaPny43n33Xfd2wzCUm5urlJQUJSQkKDs7W0VFRS39CgAsjnADwJvzCjfjx4/Xgw8+qDVr1uiuu+7SI488oiNHjvismO7du2vBggXatm2btm3bpquuukrjx493B5iFCxdq8eLFWrp0qQoKCuRwOJSTk6OKigqf1QDAOpoTbpgtBUSe8zotlZmZqa1bt2r58uXuUNOrVy+NHz9ew4cP1+DBg9W/f3+1aThtoZnGjRtX7/Xjjz+u5cuX66OPPlLfvn21ZMkSPfDAA5o4caIkaeXKlbLb7Vq1apWmTZvWos8EYF3ebppp4uaZQOQ6r3DzP//zP+7n33zzjZxOp3tZsGCBiouLFR0drd69e+uTTz5pVWG1tbV69dVXdeLECQ0fPlzFxcUqLS3VmDFj3PvExcVp9OjR2rp1a6PhpqqqSlVVVe7X5eXlraoLQOjgtBQAb1o8oLh79+7q3r27brjhBve648ePa+fOna0KNoWFhRo+fLgqKyvVrl07vfHGG+rbt6+2bt0qSbLb7fX2t9vtKikpafR4+fn5evjhh1tcD4DQ5e2mmSbCDRC5Wn0RP/OeUqmpqWrXrp1GjhypkSNHtvh4vXr1ktPp1LFjx7RmzRpNnTpVmzdvdm+3NZjvaRjGWes8zZs3T7Nnz3a/Li8vV1paWovrAxA66LkB4E2LZ0t98MEHysjIUI8ePdSjRw/Z7Xbdf//9rT7t06ZNG1188cUaMmSI8vPzNXDgQD3xxBNyOBySpNLS0nr7Hz58+KzeHE9xcXHu2VfmAiA8EG4AeNPicDNt2jRdcsklKigo0CeffKJFixbpL3/5iy677DJ99913PivQMAxVVVUpIyNDDodDGzdudG+rrq7W5s2blZWV5bPPA2AdhBsA3rT4tNSXX36pN954Q5mZmZKkSy65RFOmTNGkSZN07733atWqVed9zF/96lcaO3as0tLSVFFRodWrV2vTpk1av369bDabZs2apby8PGVmZiozM1N5eXlKTEzU5MmTW/o1AFgYU8EBeNPicNOnTx+Vlpa6w43kGg/zyCOPaOjQoS065qFDhzRlyhQdPHhQycnJGjBggNavX6+cnBxJ0pw5c3Tq1ClNnz5dR48e1bBhw7RhwwYlJSW19GsAsDCmggPwpsXh5sc//rF++tOf6r333lOPHj3c68vKypScnNyiYz777LNNbrfZbMrNzVVubm6Ljg8gvHBaCoA3LQ43s2bNkiR973vf08SJEzVo0CDV1tbqpZde0qJFi3xVHwA0iqngALxpcbgpLS3Vzp07tWvXLjmdTj3//PPau3evbDabFixYoHfeeUcDBgzQgAED9IMf/MCXNQOAJHpuAHjX4nDTtWtXXXvttbr22mvd6yorK1VYWCin06ldu3Zp7dq1ysvL07Fjx3xRKwDUQ7gB4M15hZvx48dr0KBB7iUjI6Pe9vj4eF1++eW6/PLLfVokAHhDuAHgzXnfOPODDz7QsmXLdOTIEbVv314DBw6sF3j69eunWG+/NADgY03NlmIqOBC5WnXjTM8xN++8846Ki4sVExOj3r17a9euXT4vFgA8NdVzw1RwIHK1+saZ48aNc6/zxY0zAaC5OC0FwJsWh5va2lo988wz+uyzz9S9e3cNHjxYAwcObPWNMwGguZgKDsCbFoebe+65R6+99ppycnK0dOlSRUdHq6amRqmpqRo0aJDWrl3ryzoB4Cz03ADwpsU3znz99df14osv6uWXX1Z8fLy2bdum3/72t6qsrFR6erovawQArwg3ALxpcc/N8ePH1bdvX0lSbGysoqOjNWPGDFVXV+vAgQM+KxAAGkO4AeBNi3tuevbs6Q4xqamp2r9/vyRp3Lhxeumll3xTHQA0gangALxpcbi5+eabtX79eklSdna2fv/730uSdu/erVOnTvmmOgBoAlPBAXjT4tNS8+fPdz//5S9/qaFDh6pLly4qLy/XnXfe6ZPiAKApnJYC4E2Lw42nHj16qKioSOvWrVOnTp10/fXX++KwANAkpoID8MYn4UaSOnfurClTpvjqcABwTvTcAPCmxWNuACDYCDcAvCHcALCs5syWItwAkYdwA8CymtNzw1RwIPIQbgBYFlPBAXhDuAFgWcyWAuAN4QaAZTGgGIA3hBsAlkW4AeAN4QaAZTFbCoA3hBsAlsVsKQDeEG4AWBazpQB4Q7gBYFmMuQHgDeEGgGUxFRyAN4QbAJZFzw0Abwg3ACyrOeGmtlYyjMDVBCD4CDcALKs5U8E99wMQGQg3ACyrOT03EtPBgUhDuAFgSZ6nm5qaCi7RcwNEGsINAEvyDCzewk1MjPd9AYQ/wg0AS/I81eQt3NhsZwIO4QaILIQbAJZ0rp4bz/WEGyCyEG4AWJIZWGw2KTra+z6EGyAyEW4AWJLnTCmbzfs+hBsgMhFuAFhSU9PATdwZHIhMhBsAltSccMOdwYHIRLgBYEnn03NDuAEiC+EGgCU1dUdwE+EGiEyEGwCWRM8NgMYQbgBYUlM3zTQRboDIRLgBYEn03ABoDOEGgCUxFRxAY0Iq3OTn5+vyyy9XUlKSunbtqgkTJmjPnj319jEMQ7m5uUpJSVFCQoKys7NVVFQUpIoBBAtTwQE0JqTCzebNmzVjxgx99NFH2rhxo06fPq0xY8boxIkT7n0WLlyoxYsXa+nSpSooKJDD4VBOTo4qKiqCWDmAQGO2FIDGxAS7AE/r16+v9/q5555T165dtX37do0aNUqGYWjJkiV64IEHNHHiREnSypUrZbfbtWrVKk2bNi0YZQMIAsbcAGhMSPXcNFRWViZJ6tSpkySpuLhYpaWlGjNmjHufuLg4jR49Wlu3bvV6jKqqKpWXl9dbAFgfs6UANCZkw41hGJo9e7auuOIK9evXT5JUWloqSbLb7fX2tdvt7m0N5efnKzk52b2kpaX5t3AAAUHPDYDGhGy4+dnPfqZPPvlEr7zyylnbbA1uAWwYxlnrTPPmzVNZWZl72bdvn1/qBRBYzJYC0JiQGnNjuueee7R27Vpt2bJF3bt3d693OBySXD043bp1c68/fPjwWb05pri4OMXFxfm3YAABR88NgMaEVM+NYRj62c9+ptdff11//etflZGRUW97RkaGHA6HNm7c6F5XXV2tzZs3KysrK9DlAggipoIDaExI9dzMmDFDq1at0ltvvaWkpCT3OJrk5GQlJCTIZrNp1qxZysvLU2ZmpjIzM5WXl6fExERNnjw5yNUDCCSmggNoTEiFm+XLl0uSsrOz661/7rnn9OMf/1iSNGfOHJ06dUrTp0/X0aNHNWzYMG3YsEFJSUkBrhZAMHFaCkBjQircGIZxzn1sNptyc3OVm5vr/4IAhCymggNoTEiNuQGA5mK2FIDGEG4AWFJlpeuxqcmQCQn19wUQGQg3ACzp+HHXY1PD7dq1q78vgMhAuAFgSeb9dM0A4425zePeuwAiAOEGgCWZvTFt2za+j7mNnhsgshBuAFiSGVia03NDuAEiC+EGgCURbgA0hnADwJIINwAaQ7gBYEmEGwCNIdwAsCTCDYDGEG4AWNL5hJvqaq5SDEQSwg0Ay6mtPXPV4abCjec0ca51A0QOwg0Ay/EMKk2FmzZtztxYk1NTQOQg3ACwHDOoREc3fVdwiasUA5GIcAPAcjzH29hsTe/LVYqByEO4AWA5zRlMbGLGFBB5CDcALIdwA6AphBsAlkO4AdAUwg0AyyHcAGgK4QaA5RBuADSFcAPAcgg3AJpCuAFgOeY1azyvQNwYwg0QeQg3ACyHnhsATSHcALAcwg2AphBuAFjO+YQb89QVt18AIgfhBoDl0HMDoCmEGwCWQ7gB0BTCDQDLIdwAaArhBoDlEG4ANIVwA8ByCDcAmkK4AWA5XMQPQFMINwAspyU9NydOSHV1/qsJQOgg3ACwFMNoWbgxDOnUKf/VBSB0EG4AWEpVlVRb63renHCTkCDZbK7nnJoCIgPhBoCleAaU5oy5iYriKsVApCHcALAUM9wkJEjR0c17jxlu6LkBIgPhBoClnM94GxMzpoDIQrgBYCmEGwDnQrgBYCnmuBnCDYDGEG4AWIoZUJozmNhEuAEiC+EGgKVwWgrAuRBuAFgK4QbAuRBuAFgK4QbAuRBuAFgK4QbAuRBuAFhKa8INVygGIkNIhZstW7Zo3LhxSklJkc1m05tvvllvu2EYys3NVUpKihISEpSdna2ioqLgFAsgKFoSbrhCMRBZQircnDhxQgMHDtTSpUu9bl+4cKEWL16spUuXqqCgQA6HQzk5OaqoqAhwpQCChdNSAM4lJtgFeBo7dqzGjh3rdZthGFqyZIkeeOABTZw4UZK0cuVK2e12rVq1StOmTQtkqQCCxDy1xHVuADQmpHpumlJcXKzS0lKNGTPGvS4uLk6jR4/W1q1bG31fVVWVysvL6y0ArIueGwDnYplwU1paKkmy2+311tvtdvc2b/Lz85WcnOxe0tLS/FonAP8y/31yPuEmKcn1WFbm+3oAhB7LhBuTzWar99owjLPWeZo3b57Kysrcy759+/xdIgA/Mv8t43A0/z3mvk38OwhAGAmpMTdNcfzfr1Npaam6devmXn/48OGzenM8xcXFKS4uzu/1AfC/ujrpwAHX85SU5r/P3LeszDVm53zG6wCwHsv03GRkZMjhcGjjxo3uddXV1dq8ebOysrKCWBmAQDlyRKqpcT0/n56bpKQzgebgQd/XBSC0hFTPzfHjx/XFF1+4XxcXF8vpdKpTp07q0aOHZs2apby8PGVmZiozM1N5eXlKTEzU5MmTg1g1gEAxe226dpXatGn++2w2V+/N3r3S/v3SxRf7pz4AoSGkws22bdt05ZVXul/Pnj1bkjR16lQ9//zzmjNnjk6dOqXp06fr6NGjGjZsmDZs2KAkc7QggLC2f7/r8XxOSZnMcGMGJADhK6TCTXZ2tgzDaHS7zWZTbm6ucnNzA1cUgJDRkvE2ptTU+scAEL4sM+YGAMxgYgaV82EGIsINEP4INwAso7WnpTyPASB8EW4AWEZrTkvRcwNEDsINAMtgzA2A5iDcALAMX425aWLeAoAwQLgBYAk1NdKhQ67nLem5MS9sfuqUdOyYz8oCEIIINwAs4dAhV49LTIzUpcv5vz8hQerY0fWcU1NAeCPcALAEM5B06yZFtfCXi0HFQGQg3ACwhNZMAzeZY3WYDg6EN8INAEtozUwpEz03QGQg3ACwBMINgOYi3ACwBPNUUkumgZsIN0BkINwAsARf9Nww5gaIDIQbAJbAaSkAzUW4AWAJvjwtdfCgVFfX+poAhCbCDYCQV15+5qrCrem5sdul6GiptpZTU0A4I9wACHlOp+uxe3epQ4eWHyc2VurTp/4xAYQfwg2AkLdjh+vxsstaf6xLL61/TADhh3ADIOSZQcQMJq1hBqTt21t/LAChiXADIOSZQcQX4YaeGyD8EW4AhLQTJ6TPPnM998VpqUGDJJvNNaD40KHWHw9A6CHcAAhpn3zimrbtcLjuCN5a7dpJvXq5ntN7A4Qnwg2AkGaekvJFr42JU1NAeCPcAAhpvhxMbCLcAOGNcAMgpPlyMLGJGVNAeCPcAAhZlZVSUZHruS9PSw0a5HosKZGOHPHdcQGEBsINgJC1a5frVgkXXOC6OrGvdOggXXSR6/m2bb47LoDQQLgBELLeftv1OGKEa/q2L40a5Xpcu9a3xwUQfIQbACHJMKTVq13Pf/Qj3x/fPOZrr0mnT/v++ACCh3ADICRt3y59+aWUkCCNG+f74191ldS5s3T4sLRpk++PDyB4CDcAQpLZazNunOvCe74WGyvddFP9zwIQHgg3AEJOXZ30hz+4nt9yi/8+xzz2mjVSdbX/PgdAYBFuAIScDz+UvvlGSkqSxo713+eMHOm6pcOxY9KGDf77HACBRbgBEHKefNL1+MMfSvHx/vuc6Ghp0iTX89/9zn+fAyCwCDcAQsq2bdIrr7iez5zp/8+75x7X+JsNG6SNG/3/eQD8j3ADIGQYhnTffa7nt9/u21suNOaii6Tp013Pf/lL10UDAVgb4QZAyHjnHWnzZikuTnrsscB97vz5UnKy64rIL70UuM8F4B+EGwAh4fBhacYM1/OZM6X09MB9dufO0q9+5Xr+i19IxcWB+2wAvke4ARB0VVXSxInS119LmZlngkYg3Xuv6zTYkSPS+PFSRUXgawDgG4QbAEFVWyv99KfSBx+4Tg29/bbrMdDi46W33pIcDqmwULrtNlfoAmA9hBsAQVNeLt14o/TCC1JUlPTHP0q9egWvnu7dpTffdI35eftt6ZprpG+/DV49AFqGcAMgKLZtk4YPl9atc/WarF4tjRkT7KqkYcPO9B79/e/S0KHcewqwGsINgIA6dMg19XroUGn3biklRXr/fenmm4Nd2Rk5OdJHH7mmif/rX9KVV7qmppeUBLsyAM1BuAHgd4Yh7dgh/b//55oFtXy5a93kya67fw8ZEuwKz9a7t6t3afp0yWaTXn7ZFXZuvdXVo1NXF+wKATTGZhiGEewiAqm8vFzJyckqKytT+/btg10OELaqq133iNqwQXrtNenzz89sGzpUWrDA1SNiBdu2SXPnSn/5y5l1aWmuu4qPGSONGiUlJgavPiASnM/fb0uGm2XLlmnRokU6ePCgLrnkEi1ZskQjR45s1nsJN4DvnTghffaZq3dm507X465dUmXlmX3i412Dh++9V8rKcvWGWI3TKT3xhOsu4p5TxWNipH79pMGDXdPJL71U6ttX6tAhWJUC4Sesw80f/vAHTZkyRcuWLdOIESP01FNP6ZlnntHu3bvVo0ePc76fcAM0X2WlVFYm/fvfrrEypaWux4MHXeNPioulr75qfEZR166uGUfXXecKNklJga3fXyorpXffdV1ReeNG1/V5vOnQQerZU8rIkC68ULLbXW3SpYvr0XyekBDI6gFrCutwM2zYMF166aVavny5e12fPn00YcIE5efnn/P9hBtYSV2ddPr0maWmpnmvq6pcf4BPnXI9NvX8+HFXgPG2VFc3v9bOnc/0XAwe7FoyM11TvMOZYbjCjdljZS4HDzb/GAkJruCXlCS1b3/muefSrp1rinp8vOvR83nDx7g4181AY2JcS3T0mefeluhoa/akIbKcz9/vmADV5BPV1dXavn275s6dW2/9mDFjtHXr1iBV5bJ5s/Tee67nZlz0jI1NreM9wXuPYbgChPnY8Pn5bPPFcWpr6weWUBm02qGDq9fB4XA92u2ugcEZGWeWSD0FY7O52iI9XZow4cz6EydcPVvm8vXXrltMNFxqalxh89Qp1+tg8RaAoqNd4dRcbDbvz1u67Vz7eS6S98emtgVyH19/hqfmrPPVPr46dnZ2cC/tYKlw891336m2tlZ2u73eervdrtLSUq/vqaqqUpXHZUbLy8v9UtuHH0rN6DgCfCImpv6/zD2fx8S4/uWekOD6l3x8/Jnn3tYlJrqu6dLYkpQU/r0v/tC2rWscTr9+je9jGGdO+1VUNL2cOHGmR87z0du6ykpXUPbs1TN79hpTW+tauCozfIVwc55sDSKiYRhnrTPl5+fr4Ycf9ntNQ4a4bvZnapjIz7WO9wTnPb7616gvjmOzeQ8rDZ+b+8L6bDZXj1cge73MHsKGwaexxde9k+ezzexdlc7ucW24LpS2tfZYnhobONLcfYO1Livr7HWBZKlwc8EFFyg6OvqsXprDhw+f1ZtjmjdvnmbPnu1+XV5errS0NJ/Xds01rgUAQpkZqmNjg10J4D+W6mxu06aNLrvsMm3cuLHe+o0bNyqrkZgYFxen9u3b11sAAED4slTPjSTNnj1bU6ZM0ZAhQzR8+HCtWLFCX3/9te66665glwYAAEKA5cLNj370Ix05ckSPPPKIDh48qH79+mndunVKT08PdmkAACAEWO46N63FdW4AALCe8/n7bakxNwAAAOdCuAEAAGGFcAMAAMIK4QYAAIQVwg0AAAgrhBsAABBWCDcAACCsEG4AAEBYIdwAAICwYrnbL7SWeUHm8vLyIFcCAACay/y73ZwbK0RcuKmoqJAkpaWlBbkSAABwvioqKpScnNzkPhF3b6m6ujodOHBASUlJstlsLTpGeXm50tLStG/fPu5PdQ60VfPRVs1HWzUfbdV8tFXzBaOtDMNQRUWFUlJSFBXV9KiaiOu5iYqKUvfu3X1yrPbt2/N/gGairZqPtmo+2qr5aKvmo62aL9Btda4eGxMDigEAQFgh3AAAgLBCuGmBuLg4PfTQQ4qLiwt2KSGPtmo+2qr5aKvmo62aj7ZqvlBvq4gbUAwAAMIbPTcAACCsEG4AAEBYIdwAAICwQrgBAABhJaLDzfLlyzVgwAD3RYiGDx+ud999173dMAzl5uYqJSVFCQkJys7OVlFR0TmPu2TJEvXq1UsJCQlKS0vTz3/+c1VWVvrzq/jdudrq9ddf17XXXqsLLrhANptNTqezWcdds2aN+vbtq7i4OPXt21dvvPGGn75B4PijrZ5++mmNHDlSHTt2VMeOHXXNNdfo448/9uO3CBx//bdlWr16tWw2myZMmODbwoPAX2117NgxzZgxQ926dVN8fLz69OmjdevW+elbBIa/2irSft9ramp0//33q3///mrbtq1SUlJ0xx136MCBA+c8bjB/3yM63HTv3l0LFizQtm3btG3bNl111VUaP368O8AsXLhQixcv1tKlS1VQUCCHw6GcnBz3/am8efnllzV37lw99NBD+uc//6lnn31Wf/jDHzRv3rxAfS2/OFdbnThxQiNGjNCCBQuafcwPP/xQP/rRjzRlyhTt2rVLU6ZM0aRJk/SPf/zDX18jIPzRVps2bdKtt96qv/3tb/rwww/Vo0cPjRkzRvv37/fX1wgYf7SXqaSkRPfdd59Gjhzp67KDwh9tVV1drZycHP3rX//Sa6+9pj179ujpp59Wamqqv75GQPijrSLx9/3kyZPasWOH5s+frx07duj111/X559/rhtvvLHJYwb9991APR07djSeeeYZo66uznA4HMaCBQvc2yorK43k5GTjf//3fxt9/4wZM4yrrrqq3rrZs2cbV1xxhd9qDhazrTwVFxcbkoydO3ee8/2TJk0yfvCDH9Rbd+211xq33HKLL8sMCa1tq4ZOnz5tJCUlGStXrvRRhaHFF+11+vRpY8SIEcYzzzxjTJ061Rg/frzvCw0BrW2r5cuXGz179jSqq6v9VGHoaG1bRfrvu+njjz82JBklJSWNvj/Yv+8R3XPjqba2VqtXr9aJEyc0fPhwFRcXq7S0VGPGjHHvExcXp9GjR2vr1q2NHueKK67Q9u3b3acMvvrqK61bt07XX3+9379DoDRsq5b68MMP67WvJF177bVNtq/V+KqtGjp58qRqamrUqVMnnx0zFPiyvR555BF16dJFd955p4+qCy2+aqu1a9dq+PDhmjFjhux2u/r166e8vDzV1tb6sNrg8lVb8fvuUlZWJpvNpg4dOjR6nGD/vkfcjTMbKiws1PDhw1VZWal27drpjTfeUN++fd3/A9jt9nr72+12lZSUNHq8W265Rd9++62uuOIKGYah06dP6+6779bcuXP9+j0CobG2aqnS0lKv7VtaWtraUoPO123V0Ny5c5WamqprrrnGZ8cMJl+31wcffKBnn332vMfnWIGv2+qrr77SX//6V912221at26d9u7dqxkzZuj06dN68MEHfVh54Pm6rfh9lyorKzV37lxNnjy5yRtmBvv3PeLDTa9eveR0OnXs2DGtWbNGU6dO1ebNm93bbTZbvf0NwzhrnadNmzbp8ccf17JlyzRs2DB98cUXmjlzprp166b58+f77XsEQmNt1Zofi/NtX6vwR1uZFi5cqFdeeUWbNm1SfHy8D6oNPl+2V0VFhW6//XY9/fTTuuCCC/xQbXD5+r+turo6de3aVStWrFB0dLQuu+wyHThwQIsWLbJ8uPF1W0X673tNTY1uueUW1dXVadmyZec8ZlB/3wNy8stCrr76auOnP/2p8eWXXxqSjB07dtTbfuONNxp33HFHo++/4oorjPvuu6/euhdffNFISEgwamtr/VJzsJht5el8zl+npaUZixcvrrdu8eLFRo8ePXxZZkhobVuZFi1aZCQnJxsFBQU+rjC0tKa9du7caUgyoqOj3YvNZjNsNpsRHR1tfPHFF36sPPBa+9/WqFGjjKuvvrreunXr1hmSjKqqKl+WGnStbatI/n2vrq42JkyYYAwYMMD47rvvzvn+YP++M+amAcMwVFVVpYyMDDkcDm3cuNG9rbq6Wps3b1ZWVlaj7z958qSiouo3a3R0tAzDkBFmt/Ey26qlhg8fXq99JWnDhg1Ntq9VtbatJGnRokV69NFHtX79eg0ZMsRHlYWm1rRX7969VVhYKKfT6V5uvPFGXXnllXI6nUpLS/NxtcHV2v+2RowYoS+++EJ1dXXudZ9//rm6deumNm3a+KLEkNHatorU3/eamhpNmjRJe/fu1Z///Gd17tz5nO8P9u97RJ+W+tWvfqWxY8cqLS1NFRUVWr16tTZt2qT169fLZrNp1qxZysvLU2ZmpjIzM5WXl6fExERNnjzZfYw77rhDqampys/PlySNGzdOixcv1uDBg93dlvPnz9eNN96o6OjoYH3VVmuqrSTp3//+t77++mv3tQ/27NkjSXI4HHI4HJLObquZM2dq1KhR+vWvf63x48frrbfe0p///Gf9/e9/D8I39B1/tNXChQs1f/58rVq1ShdeeKH7vHW7du3Url27QH9Fn/J1e8XHx6tfv371PsMc+NhwvdX447+tu+++W7/73e80c+ZM3XPPPdq7d6/y8vJ07733BuEb+o4/2ioSf99Pnz6tm266STt27NCf/vQn1dbWun9/OnXq5A7AIff7HpD+oRD1n//5n0Z6errRpk0bo0uXLsbVV19tbNiwwb29rq7OeOihhwyHw2HExcUZo0aNMgoLC+sdY/To0cbUqVPdr2tqaozc3FzjoosuMuLj4420tDRj+vTpxtGjRwP0rfzjXG313HPPGZLOWh566CH3Pg3byjAM49VXXzV69eplxMbGGr179zbWrFkToG/kP/5oq/T09HO+x6r89d+Wp3CZCu6vttq6dasxbNgwIy4uzujZs6fx+OOPG6dPnw7Qt/IPf7RVJP6+m6ftvC1/+9vf3McItd93m2GEWV8aAACIaIy5AQAAYYVwAwAAwgrhBgAAhBXCDQAACCuEGwAAEFYINwAAIKwQbgAAQFgh3AAAgLBCuAEAAGGFcAMgpPzsZz/TFVdc4XXbhRdeqMcffzzAFQGwmoi+cSaA0LJ7924tX75cW7Zs8bq9T58+cjqdgS0KgOXQcwMgZCxatEiXX365RowY4XV7p06ddOjQIUnSm2++qVmzZgWwOgBWQbgBEBJOnz6tNWvW6D/+4z/c66ZNm6Znn33W/bqiokJt27aVJH3yyScaMGCAX2qpra31y3EBBAbhBkBI+PLLL1VRUaH+/ftLkurq6vTqq6+qXbt27n0++eQT9enTx/3cDDcvvviihg0bpv79++vGG29UdXW1JOmpp57SpZdeqn79+mny5MmSpD179ui6667TZZddpuzsbH333XeSpLFjx2rOnDkaNWqUXnjhhYB9bwC+R7gBEBKOHTsmSe4w89577+no0aNq06aNJOnjjz9WSUmJJkyYIEkqKirSJZdcIkm67rrr9I9//EOFhYW64IIL9P777+vo0aNasWKFCgoK9Omnn2rZsmWqqqrSjBkztGLFCm3fvl033XSTnnnmGUnSp59+qtTUVG3ZskU/+clPAvvlAfgU4QZASEhPT5fNZtMrr7yinTt36he/+IWuu+46vfXWW9q5c6emTZumq666SqNGjdLJkycVFRWlhIQEGYahFStW6PLLL9fAgQP1xhtvKD4+XjExMTpy5Ijuv/9+FRUVqUOHDnrzzTe1e/du3XDDDRo0aJCefPJJxcbGqqysTDabTTNnzgx2MwDwAWZLAQgJDodDjz/+uBYsWKA1a9boscce09ChQzV+/Hi9+uqrGjdunJYtWybJ1cti9to8//zz+uKLL7RlyxYlJCQoPT1dffv2VVJSkgoLC/Xmm2/qpptu0qJFi1RYWKjf/OY3uvXWW+t99gcffKCsrKyAf2cA/kG4ARAy5s2bp3nz5tVbV1xcfNZ+nuNtioqKlJWVpYSEBD3xxBOqq6tTx44dtXfvXmVmZmrKlCl6//33VVVVJYfDoffee88dbgoLC9W/f399+umn7rE+AKyP01IALKewsNAdbqZMmaJHH31Uo0eP1pEjR9wh5dFHH1WvXr00ePBgxcfH64c//KF+8pOf6NixY+rdu7cGDhyoVatWSXIFJMINED5shmEYwS4CAADAV+i5AQAAYYVwAwAAwgrhBgAAhBXCDQAACCuEGwAAEFYINwAAIKwQbgAAQFgh3AAAgLBCuAEAAGGFcAMAAMIK4QYAAIQVwg0AAAgr/x9mU7wQPkgsxQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, 158*alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "#plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0a02d772",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('frequency_window_201pt.txt', frequency_window)\n",
    "np.savetxt('alpha_v0_medium.txt', alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "818d5c15",
   "metadata": {},
   "outputs": [],
   "source": [
    "epsilon_0 = dummy_atom.get_epsilon_0()\n",
    "c = dummy_atom.get_c()\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "A21 = dummy_atom.getEinsteinCoefficient_A21()\n",
    "Gamma = A21\n",
    "X12 = dummy_atom.getDipoleMoment_X12()\n",
    "E = dummy_laser.getElectricFieldAmplitude()\n",
    "Omega_R = - X12*E\n",
    "\n",
    "N = 1\n",
    "\n",
    "dielectric_susceptibility = N * (X12**2/epsilon_0) * (omega_0 - frequency_window + 1j*Gamma /2)/(Gamma**2 /4 + Omega_R**2 /2 + (frequency_window - omega_0)**2)\n",
    "alpha_analytical = (frequency_window/c)*dielectric_susceptibility.imag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "48c5d064",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window_201pt = np.loadtxt('frequency_window_201pt.txt')\n",
    "alpha_v0_medium = np.loadtxt('alpha_v0_medium.txt')\n",
    "\n",
    "##Plot comparison\n",
    "plt.plot(frequency_window_201pt, 158*alpha_v0_medium, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "#plt.scatter(frequency_window, alpha_0_medium, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.plot(frequency_window_201pt, alpha_analytical, \"-.\", c=\"r\", label=\"$alpha (analytical)$\")\n",
    "#plt.scatter(frequency_window, alpha_analytical, marker=\"x\",c=\"y\", label=\"$alpha (analytical)$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f1b38ee",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "a976b219",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window_201pt = np.loadtxt('frequency_window_201pt.txt')\n",
    "alpha_0_medium = np.loadtxt('alpha_v0_medium.txt')\n",
    "\n",
    "coeff_ad_hoc = 158\n",
    "\n",
    "##Plot\n",
    "\n",
    "font_size = 14\n",
    "font_size_lgd = 12\n",
    "tick_font_size = 14\n",
    "#PLot population\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, coeff_ad_hoc*alpha_v0_medium[0:len(alpha_v0_medium)], \"-\", c=\"b\", label=\"$\\\\alpha (v_{z} = 0, averaged)$\")\n",
    "plt.plot((frequency_window[0:len(frequency_window)]-omega_0)/omega_0, alpha_analytical[0:len(alpha_analytical)], \"-.\", c=\"r\", label=\"$\\\\alpha (v_{z} = 0, max)$\")\n",
    "plt.xlabel(\"$\\delta / \\omega_0$\", fontsize=font_size), plt.ylabel(\"Absorption coefficient $\\\\alpha ~[1/a_{0}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=5))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "plt.savefig('CHAPTER_4_LorentzV0Gas.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "168e5724",
   "metadata": {},
   "source": [
    "### 2.2 Simulations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a841552e",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = 0.5*dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 0.5*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.6\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 41)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "92ab3723",
   "metadata": {},
   "outputs": [],
   "source": [
    "D_v, v = dummy_medium.distMaxwellBoltzmann()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "e27ca6d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(v, D_v, \"-\", c=\"b\", label=\"$MB Distribution$\")\n",
    "plt.scatter(v, D_v, marker=\"x\",c=\"r\", label=\"$MB Distribution$\")\n",
    "plt.xlabel(\"$v$\"), plt.ylabel(\"$D_v$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23ffb187",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "5.0 %\n",
      "10.0 %\n",
      "15.0 %\n",
      "20.0 %\n",
      "25.0 %\n",
      "30.0 %\n",
      "35.0 %\n",
      "40.0 %\n",
      "45.0 %\n",
      "50.0 %\n"
     ]
    }
   ],
   "source": [
    "alpha = dummy_spectrum.spectrum_broadened_MB(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2017957",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('frequency_window_41pt.txt', frequency_window)\n",
    "np.savetxt('alpha_gas.txt', alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aec7f79e",
   "metadata": {},
   "outputs": [],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "502cf9e1",
   "metadata": {},
   "source": [
    "### Problem: relevant velocities not evaluated for each $\\omega$\n",
    "### Solution?: adaptative velocity sampling for each $\\omega$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff0c6a08",
   "metadata": {},
   "source": [
    "## Section 2: Maxwell-Blotzmann broadening, adaptative velocity sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cdbcf148",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "import numpy as np\n",
    "from scipy import integrate\n",
    "from qutip import Qobj, Bloch, about, basis, mesolve, fock, qutip, Options"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3a08543",
   "metadata": {},
   "source": [
    "### 2.1 Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0eec67fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Atom(object):\n",
    "    '''\n",
    "    This class creates an atom object containing all the informations needed to compute the spectrum.\n",
    "    The atom must be instanciated with properties expressed in atomic units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    More precisely:\n",
    "    - Transition frequency f_0 in E_H/hbar (1 E_H = 1 Hartree, hbar = constante de Planck réduite)\n",
    "    - Dipole constant D12 in e*a_0 (e = elementary electric charge, a_0 = Bohr)\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_mass = 1, default_transition_frequency = 5, default_dipole_moment = 1, \n",
    "                 default_quantum_state = [[1, 0], [0, 0]]):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 1 / (4*np.pi)\n",
    "        \n",
    "        #Constants specific to the atom\n",
    "        self.mass = default_mass\n",
    "        self.f_0 = default_transition_frequency\n",
    "        self.D12 = default_dipole_moment\n",
    "        \n",
    "        # Basis\n",
    "        self.psi_1 = fock(2, 0)\n",
    "        self.psi_2 = fock(2, 1)\n",
    "        \n",
    "        #Quantum state\n",
    "        self.Qstate = Qobj(default_quantum_state)\n",
    "        \n",
    "    def get_h(self):    \n",
    "        return self.h\n",
    "    \n",
    "    def get_c(self):\n",
    "        return self.c\n",
    "    \n",
    "    def get_epsilon_0(self):\n",
    "        return self.epsilon_0\n",
    "    \n",
    "    def getTransitionFrequency(self):\n",
    "        return self.f_0\n",
    "    \n",
    "    def getDipoleMoment(self):\n",
    "        return self.D12\n",
    "    \n",
    "    def getDipoleMoment_X12(self):\n",
    "        X12 = np.sqrt(self.D12**2 /3)\n",
    "        return X12\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        return omega_0\n",
    "    \n",
    "    def getWaveLength(self):\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        return lambda_0\n",
    "    \n",
    "    def getEinsteinCoefficient_A21(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        return A21\n",
    "    \n",
    "    def getSaturationIntensity(self):\n",
    "        omega_0 = 2*np.pi*self.f_0\n",
    "        A21 = (4/3) * (1/self.c**3) * omega_0**3 * self.D12**2\n",
    "        lambda_0 = self.c/self.f_0\n",
    "        I_sat = (np.pi*self.h*self.c*A21)/(3*(lambda_0**3))\n",
    "        return I_sat\n",
    "    \n",
    "    def getQuantumState(self):\n",
    "        return self.Qstate\n",
    "    \n",
    "    def updateQuantumState(self, new_Qstate):\n",
    "        self.Qstate = new_Qstate\n",
    "        \n",
    "    def getBasis(self):\n",
    "        return self.psi_1, self.psi_2\n",
    "    \n",
    "    def getMass(self):\n",
    "        return self.mass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d1d7e48",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Laser(object):\n",
    "    '''\n",
    "    This class creates a laser object containing all the informations needed to compute the spectrum.\n",
    "    The laser must be instanciated with properties expressed in atomic units units.\n",
    "    \n",
    "    Atomic units:\n",
    "    \n",
    "    hbar = 1\n",
    "    m_e = 1\n",
    "    e = 1\n",
    "    4 pi epsilon_0 = 1\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_frequency = 5.01, default_intensity = 1, default_phi_time = 0.0, default_phi_space = 0.0):\n",
    "        \n",
    "        #Universal constants in atomic units\n",
    "        self.h = 2*np.pi\n",
    "        self.c = 137\n",
    "        self.epsilon_0 = 4*np.pi\n",
    "        \n",
    "        #Constants specific to the laser\n",
    "        self.f = default_frequency\n",
    "        self.I = default_intensity\n",
    "        self.phi_time = default_phi_time\n",
    "        self.phi_space = default_phi_space\n",
    "        \n",
    "    def getFrequency(self):\n",
    "        return self.f\n",
    "    \n",
    "    def getIntensity(self):\n",
    "        return self.I\n",
    "    \n",
    "    def getPhaseTime(self):\n",
    "        return self.phi_time\n",
    "    \n",
    "    def getPhaseSpace(self):\n",
    "        return self.phi_space\n",
    "    \n",
    "    def getAngularFrequency(self):\n",
    "        omega = 2*np.pi*self.f\n",
    "        return omega\n",
    "    \n",
    "    def getElectricFieldAmplitude(self):\n",
    "        E = np.sqrt(2*self.I/(self.c*self.epsilon_0))\n",
    "        return E"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "94506714",
   "metadata": {},
   "outputs": [],
   "source": [
    "class GazeousMedium(object):\n",
    "    '''\n",
    "    This class creates a gazeous medium. This medium takes the properties of an Atom() or Molecule() object\n",
    "    and compute the velocity classes according to the Maxwell-boltzmann distribution.\n",
    "    '''\n",
    "    def __init__(self, default_quantum_system = Atom(), default_temperature = 300, \n",
    "                 default_pressure = 3.44e-9, default_density = 1):\n",
    "        self.Qsyst = default_quantum_system\n",
    "        \n",
    "        self.T = default_temperature\n",
    "        self.P = default_pressure\n",
    "        self.D = default_density\n",
    "        \n",
    "        #Boltzmann constant\n",
    "        self.k_b = 3.167*1e-6\n",
    "        \n",
    "    def getQuantumSystem(self):\n",
    "        return self.Qsyst\n",
    "    \n",
    "    def getMostProbableVelocity(self):\n",
    "        M = self.Qsyst.getMass()\n",
    "        return np.sqrt(2*self.k_b*self.T/M)\n",
    "        \n",
    "    def distMaxwellBoltzmann(self):\n",
    "        'Compute velocity classes'\n",
    "        M = self.Qsyst.getMass()\n",
    "        v_p = np.sqrt(2*self.k_b*self.T/M)\n",
    "        \n",
    "        n = 1/2\n",
    "        scale = 3\n",
    "        subdivision = 20\n",
    "        v = np.zeros(2*scale*subdivision)\n",
    "        for index in range(scale):\n",
    "            start = subdivision*index\n",
    "            v[start:start + subdivision] = np.linspace(-n*v_p/(10**(index)),\n",
    "                                                       -n*v_p/(10**(index+1)),\n",
    "                                                       subdivision)\n",
    "            v[len(v) - subdivision - start:len(v)-start] = np.linspace(n*v_p/(10**(index+1)),\n",
    "                                                                       n*v_p/(10**(index)),\n",
    "                                                                       subdivision)\n",
    "        \n",
    "        D_v = np.zeros(len(v))\n",
    "        for index in range(len(v)):\n",
    "            D_v[index] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v[index]**2)/(2*self.k_b*self.T))\n",
    "            \n",
    "        return D_v, v\n",
    "    \n",
    "    def distMB_AdaptativeSampling(self, v_shift):\n",
    "        'Compute velocity classes'\n",
    "        M = self.Qsyst.getMass()\n",
    "        v_p = np.sqrt(2*self.k_b*self.T/M)\n",
    "        \n",
    "        n = 2\n",
    "        scale = 3\n",
    "        subdivision = 10\n",
    "        v_plus = np.zeros(2*(scale*subdivision-(scale-1)))\n",
    "        v_minus = np.zeros(2*(scale*subdivision-(scale-1)))\n",
    "        start = 0\n",
    "        for index in range(scale):\n",
    "            v_plus[start:start + subdivision] = np.linspace(-n*v_p/(10**(index)) + v_shift,\n",
    "                                                            -n*v_p/(10**(index+1)) + v_shift,\n",
    "                                                            subdivision)\n",
    "            v_plus[len(v_plus)-subdivision-start:len(v_plus)-start] = np.linspace(n*v_p/(10**(index+1)) + v_shift,\n",
    "                                                                                  n*v_p/(10**(index)) + v_shift,\n",
    "                                                                                  subdivision)\n",
    "            \n",
    "            v_minus[start:start+subdivision] = np.linspace(-n*v_p/(10**(index)) - v_shift,\n",
    "                                                           -n*v_p/(10**(index+1)) - v_shift,\n",
    "                                                           subdivision)\n",
    "            v_minus[len(v_minus)-subdivision-start:len(v_minus)-start] = np.linspace(n*v_p/(10**(index+1)) - v_shift,\n",
    "                                                                                     n*v_p/(10**(index)) - v_shift,\n",
    "                                                                                     subdivision)\n",
    "            start = start + subdivision - 1\n",
    "        \n",
    "        \n",
    "        if v_minus[-1] < 0.0:\n",
    "            length_minus = len(v_minus)\n",
    "        else:            \n",
    "            length_minus = np.argwhere(v_minus >= 0.0)[0][0]\n",
    "            \n",
    "        if v_plus[0] > 0.0:\n",
    "            start_v_plus = 0\n",
    "            length_plus = len(v_plus)\n",
    "        else:\n",
    "            start_v_plus = np.argwhere(v_plus > 0.0)[0][0]\n",
    "            length_plus = len(v_plus) - start_v_plus\n",
    "            \n",
    "        v = np.zeros(length_plus+length_minus)\n",
    "        for index_1 in range(length_minus):\n",
    "            v[index_1] = v_minus[index_1]\n",
    "        for index_2 in range(length_plus):\n",
    "            v[index_1+1+index_2] = v_plus[start_v_plus + index_2]\n",
    "        \n",
    "        D_v = np.zeros(len(v))\n",
    "        for index in range(len(v)):\n",
    "            D_v[index] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v[index]**2)/(2*self.k_b*self.T))\n",
    "        \n",
    "        ### Debugging ###\n",
    "        #D_v_plus = np.zeros(len(v_plus))\n",
    "        #for index in range(len(v_plus)):\n",
    "        #    D_v_plus[index] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v_plus[index]**2)/(2*self.k_b*self.T))\n",
    "        #\n",
    "        #D_v_minus = np.zeros(len(v_minus))\n",
    "        #for index in range(len(v_minus)):    \n",
    "        #    D_v_minus[index] = self.D*(M/(2*np.pi*self.k_b*self.T))**(1/2)*np.exp(-(M*v_minus[index]**2)/(2*self.k_b*self.T))\n",
    "        #return D_v, v, D_v_plus, v_plus, D_v_minus, v_minus\n",
    "        ### Debugging ###\n",
    "        \n",
    "        return D_v, v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "667e13bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "class AbsorptionSpectrum(object):\n",
    "    '''\n",
    "    This class creates a python object that can compute the absorption spectrum \n",
    "    of a given Atom() or Molecule() and a given Laser().\n",
    "    '''\n",
    "    \n",
    "    def __init__(self, default_medium = GazeousMedium(), default_laser = Laser()):\n",
    "        \n",
    "        #Medium\n",
    "        self.medium = default_medium\n",
    "        \n",
    "        #Laser\n",
    "        self.laser = default_laser\n",
    "        \n",
    "    def spectrum_v(self, spectral_window, velocity):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.medium.getQuantumSystem()\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        v = velocity\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        I = self.laser.getIntensity()\n",
    "        phi_time = self.laser.getPhaseTime()\n",
    "        phi_space = self.laser.getPhaseSpace()\n",
    "        \n",
    "        phi_1 = phi_time + phi_space\n",
    "        phi_2 = phi_time - phi_space\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        alpha = np.zeros(length_sw)\n",
    "        \n",
    "        if v!=0.0:\n",
    "            \n",
    "            #Rabi frequency\n",
    "            Omega_R = -X12*(E/2)\n",
    "        \n",
    "            #Hamiltonian (without time dependance)\n",
    "            H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "            H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "            for i in range(length_sw):\n",
    "            \n",
    "                # Initial density matrix\n",
    "                Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "            \n",
    "                omega = spectral_window[i]\n",
    "            \n",
    "                # Doppler\n",
    "                k = omega / c \n",
    "                delta_blue = omega + k*v - omega_0\n",
    "                delta_red = omega - k*v - omega_0\n",
    "            \n",
    "                #Time\n",
    "                T_kv = abs(2*np.pi/(k*v))\n",
    "                n_time_steady_state = 10\n",
    "                n_time_oscillations = 4\n",
    "                time_end = n_time_steady_state*(1/A21) + n_time_oscillations*(T_kv/2)\n",
    "                T_Omega_R_demi = abs(2*(2*np.pi)/Omega_R)\n",
    "                time_subdivision = max(int((time_end/T_Omega_R_demi)*20000), int((time_end/T_kv)*2000))\n",
    "                tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                \n",
    "                #Solution of the Lindblad equation\n",
    "                H_time = [[H1, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))], \n",
    "                          [H2, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "                rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "        \n",
    "                rho22_LB = np.zeros(len(rho.states))\n",
    "                for index in range(0,len(rho.states)):\n",
    "                    rho22_LB[index] = rho.states[index].full()[1][1].real\n",
    "            \n",
    "                n = 4\n",
    "                t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "\n",
    "                # number density\n",
    "                N = 1\n",
    "\n",
    "                # Loss\n",
    "                I_loss = omega*N*A21/(tlist[-1] - tlist[t_steady_state]) * \\\n",
    "                        integrate.simpson(rho22_LB[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "            \n",
    "                alpha[i] = I_loss/I\n",
    "        else:\n",
    "            \n",
    "            for i in range(length_sw):\n",
    "                \n",
    "                omega = spectral_window[i]\n",
    "                delta = omega - omega_0\n",
    "                k = omega / c\n",
    "                \n",
    "                lambda_demi_SW = np.pi/k\n",
    "                subdivision_x = 11\n",
    "                positions = np.linspace(0,lambda_demi_SW, subdivision_x)\n",
    "                alpha_0 = np.zeros(len(positions))\n",
    "                \n",
    "                for index_loop in range(len(positions)):\n",
    "                    \n",
    "                    E_x = E*np.sin(k*positions[index_loop])\n",
    "                    \n",
    "                    #Rabi frequency\n",
    "                    Omega_R = -X12*E_x\n",
    "                    Omega_R_max = -X12*E\n",
    "                    \n",
    "                    #Hamiltonian (without time dependance)\n",
    "                    H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "                    H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "                    \n",
    "                    #Time\n",
    "                    n_time = 20\n",
    "                    time_end = n_time*(1/A21)\n",
    "                    T_Omega_R_max_demi = abs(2*(2*np.pi)/Omega_R_max)\n",
    "                    time_subdivision = int((time_end/T_Omega_R_max_demi)*20000)\n",
    "                    tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                    \n",
    "                    # Initial density matrix\n",
    "                    Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "                    \n",
    "                    #Solution of the Lindblad equation\n",
    "                    H_time = [[H1, np.exp(1j*(delta*tlist+phi_time))], [H2, np.exp(-1j*(delta*tlist+phi_time))]]\n",
    "                    rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "        \n",
    "                    rho22_LB = np.zeros(len(rho.states))\n",
    "                    for index in range(0,len(rho.states)):\n",
    "                        rho22_LB[index] = rho.states[index].full()[1][1].real\n",
    "                    \n",
    "                    n = 10\n",
    "                    t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "\n",
    "                    # number density\n",
    "                    N = 1\n",
    "\n",
    "                    # Loss\n",
    "                    I_loss = omega*N*A21/(tlist[-1] - tlist[t_steady_state]) * \\\n",
    "                            integrate.simpson(rho22_LB[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "            \n",
    "                    alpha_0[index_loop] = I_loss/I\n",
    "                \n",
    "                alpha[i] = integrate.simpson(alpha_0/lambda_demi_SW, positions)\n",
    "            \n",
    "        return alpha\n",
    "    \n",
    "    def spectrum(self, omega):\n",
    "        \n",
    "        #Quantum system\n",
    "        Qsyst = self.medium.getQuantumSystem()\n",
    "        psi_1, psi_2 = Qsyst.getBasis()\n",
    "        omega_0 = Qsyst.getAngularFrequency()\n",
    "        X12 = Qsyst.getDipoleMoment_X12()\n",
    "        A21 = Qsyst.getEinsteinCoefficient_A21()\n",
    "        \n",
    "        #Universal constants\n",
    "        h = Qsyst.get_h()\n",
    "        c = Qsyst.get_c()\n",
    "        epsilon_0 = Qsyst.get_epsilon_0()\n",
    "        \n",
    "        #Laser\n",
    "        E = self.laser.getElectricFieldAmplitude()\n",
    "        I = self.laser.getIntensity()\n",
    "        phi_time = self.laser.getPhaseTime()\n",
    "        phi_space = self.laser.getPhaseSpace()\n",
    "        \n",
    "        phi_1 = phi_time + phi_space\n",
    "        phi_2 = phi_time - phi_space\n",
    "        \n",
    "        #Collapse operators\n",
    "        c_ops = []\n",
    "        c_ops.append(np.sqrt(A21) * psi_1 * psi_2.dag())\n",
    "        \n",
    "        #Velocityn sampling\n",
    "        k = omega / c \n",
    "        v_shift = abs(omega_0 - omega)/k\n",
    "        D_v, v = self.medium.distMB_AdaptativeSampling(v_shift)\n",
    "        alpha_v = np.zeros(len(v))\n",
    "            \n",
    "        #Rabi frequency\n",
    "        Omega_R = -X12*(E/2)\n",
    "    \n",
    "        #Hamiltonian (without time dependance)\n",
    "        H1 = Qobj(np.array([[0, Omega_R/2], [0, 0]]))\n",
    "        H2 = Qobj(np.array([[0, 0], [np.conjugate(Omega_R/2), 0]]))\n",
    "        \n",
    "        for i in range(len(v)):\n",
    "        \n",
    "            # Initial density matrix\n",
    "            Qstate_initial = Qobj([[1, 0], [0, 0]])\n",
    "        \n",
    "            # Doppler\n",
    "            delta_blue = omega + k*v[i] - omega_0\n",
    "            delta_red = omega - k*v[i] - omega_0\n",
    "            \n",
    "            #Time\n",
    "            T_kv = abs(2*np.pi/(k*v[i]))\n",
    "            n_time_steady_state = 10\n",
    "            n_time_oscillations = 4\n",
    "            time_end = n_time_steady_state*(1/A21) + n_time_oscillations*(T_kv/2)\n",
    "            T_Omega_R_demi = abs(2*(2*np.pi)/Omega_R)\n",
    "            time_subdivision = max(int((time_end/T_Omega_R_demi)*20000), int((time_end/T_kv)*2000))\n",
    "            tlist = np.linspace(0, time_end, time_subdivision)\n",
    "                \n",
    "            #Solution of the Lindblad equation\n",
    "            H_time = [[H1, np.exp(1j*(delta_blue*tlist+phi_1)) + np.exp(1j*(delta_red*tlist+phi_2))], \n",
    "                      [H2, np.exp(-1j*(delta_blue*tlist+phi_1)) + np.exp(-1j*(delta_red*tlist+phi_2))]]\n",
    "            rho = mesolve(H_time, Qstate_initial, tlist, c_ops, [])\n",
    "    \n",
    "            rho22_LB = np.zeros(len(rho.states))\n",
    "            for index in range(0,len(rho.states)):\n",
    "                rho22_LB[index] = rho.states[index].full()[1][1].real\n",
    "            \n",
    "            n = 4\n",
    "            t_steady_state = np.abs(tlist - n*(1/A21)).argmin()\n",
    "\n",
    "            # number density\n",
    "            N = 1\n",
    "\n",
    "            # Loss\n",
    "            I_loss = omega*N*A21/(tlist[-1] - tlist[t_steady_state]) * \\\n",
    "                    integrate.simpson(rho22_LB[t_steady_state:len(tlist)], tlist[t_steady_state:len(tlist)])\n",
    "        \n",
    "            alpha_v[i] = I_loss/I\n",
    "            \n",
    "        alpha = integrate.simpson(D_v*alpha_v, v)\n",
    "            \n",
    "        #return alpha\n",
    "        ### Debugging ###\n",
    "        return alpha_v\n",
    "    \n",
    "    def spectrum_broadened_MB(self, spectral_window):\n",
    "        \n",
    "        length_sw = len(spectral_window)\n",
    "        \n",
    "        palier = 0.0\n",
    "        step = 5\n",
    "        alpha = np.zeros(length_sw)\n",
    "        for i in range(length_sw):\n",
    "            alpha[i] = self.spectrum(spectral_window[i])\n",
    "            \n",
    "            if (i/length_sw*100) >= palier:\n",
    "                print(i/length_sw*100, \"%\")\n",
    "                palier += step\n",
    "        \n",
    "        return alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c67139b",
   "metadata": {},
   "source": [
    "### 3.2 Velocity distribution analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ac0b7e76",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 0.5*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.6\n",
    "frequency_window = np.linspace(omega_0-width, omega_0+width, 41)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "565ccec5",
   "metadata": {},
   "outputs": [],
   "source": [
    "omega = omega_0 + 0.2\n",
    "k = omega/137\n",
    "v_shift = abs(omega_0 - omega)/k\n",
    "D_v, v = dummy_medium.distMB_AdaptativeSampling(v_shift)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d1efce3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(v, D_v, \"-\", c=\"b\", label=\"$MB Distribution$\")\n",
    "plt.scatter(v, D_v, marker=\"x\",c=\"r\", label=\"$MB Distribution$\")\n",
    "plt.xlabel(\"$v$\"), plt.ylabel(\"$D_v$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "a2f7359d",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "not enough values to unpack (expected 6, got 2)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[234], line 4\u001b[0m\n\u001b[0;32m      2\u001b[0m k \u001b[38;5;241m=\u001b[39m omega\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m137\u001b[39m\n\u001b[0;32m      3\u001b[0m v_shift \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mabs\u001b[39m(omega_0 \u001b[38;5;241m-\u001b[39m omega)\u001b[38;5;241m/\u001b[39mk\n\u001b[1;32m----> 4\u001b[0m D_v, v, D_v_plus, v_plus, D_v_minus, v_minus \u001b[38;5;241m=\u001b[39m dummy_medium\u001b[38;5;241m.\u001b[39mdistMB_AdaptativeSampling(v_shift)\n",
      "\u001b[1;31mValueError\u001b[0m: not enough values to unpack (expected 6, got 2)"
     ]
    }
   ],
   "source": [
    "omega = omega_0 + 0.2\n",
    "k = omega/137\n",
    "v_shift = abs(omega_0 - omega)/k\n",
    "D_v, v, D_v_plus, v_plus, D_v_minus, v_minus = dummy_medium.distMB_AdaptativeSampling(v_shift)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "4d16c329",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'v_plus' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[235], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m##Plot\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(v_plus, D_v_plus, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m, c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$MB Distribution$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mscatter(v_plus, D_v_plus, marker\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m\"\u001b[39m,c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maqua\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$MB Distribution$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m      4\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(v_minus, D_v_minus, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m-\u001b[39m\u001b[38;5;124m\"\u001b[39m, c\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m$MB Distribution$\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'v_plus' is not defined"
     ]
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(v_plus, D_v_plus, \"-\", c=\"b\", label=\"$MB Distribution$\")\n",
    "plt.scatter(v_plus, D_v_plus, marker=\"x\",c=\"aqua\", label=\"$MB Distribution$\")\n",
    "plt.plot(v_minus, D_v_minus, \"-\", c=\"r\", label=\"$MB Distribution$\")\n",
    "plt.scatter(v_minus, D_v_minus, marker=\"x\",c=\"lightcoral\", label=\"$MB Distribution$\")\n",
    "plt.xlabel(\"$v$\"), plt.ylabel(\"$D_v$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d693dbd",
   "metadata": {},
   "source": [
    "### Velocity integration analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d56a7ffd",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 0.5*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "omega = omega_0 + 0.2\n",
    "k = omega/137\n",
    "v_shift = abs(omega_0 - omega)/k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e5242e1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "D_v, v = dummy_medium.distMB_AdaptativeSampling(v_shift)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "edf8adcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('D_v.txt', D_v)\n",
    "np.savetxt('v.txt', v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bdc14ca7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "N = 0\n",
    "plt.plot(v[N:len(v)-N], D_v[N:len(v)-N], \"-\", c=\"b\", label=\"$MB Distribution$\")\n",
    "plt.scatter(v[N:len(v)-N], D_v[N:len(v)-N], marker=\"x\",c=\"r\", label=\"$MB Distribution$\")\n",
    "plt.xlabel(\"$v$\"), plt.ylabel(\"$D_v$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "108275af",
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_v = dummy_spectrum.spectrum(omega)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2ab4e40d",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('alpha_v.txt', alpha_v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "faec0ab1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "N = 0\n",
    "plt.plot(v[N:len(v)-N], alpha_v[N:len(v)-N], \"-\", c=\"b\", label=\"$alpha_v$\")\n",
    "plt.scatter(v[N:len(v)-N], alpha_v[N:len(v)-N], marker=\"x\",c=\"r\", label=\"$alpha_v$\")\n",
    "plt.xlabel(\"$v$\"), plt.ylabel(\"$alpha_v$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b469c772",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "alpha = 0.011240289303034312\n"
     ]
    }
   ],
   "source": [
    "alpha = integrate.simpson(D_v*alpha_v, v)\n",
    "print(\"alpha =\", alpha)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbce5cb1",
   "metadata": {},
   "source": [
    "### Graphics MASTER THESIS CHAPTER 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d349d853",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "D_v = np.loadtxt('D_v.txt')\n",
    "v = np.loadtxt('v.txt')\n",
    "alpha_v = np.loadtxt('alpha_v.txt')\n",
    "v_mp = dummy_medium.getMostProbableVelocity()\n",
    "\n",
    "coeff = 158\n",
    "\n",
    "##Plot\n",
    "\n",
    "font_size = 14\n",
    "font_size_lgd = 12\n",
    "tick_font_size = 14\n",
    "#PLot f(v_z)\n",
    "plt.plot(v/v_mp, D_v, \"-\", c=\"b\", label=\"$f(v_{z}) ~(interpolation)$\")\n",
    "plt.scatter(v/v_mp, D_v, marker='x', c=\"r\", label=\"$f(v_{z}) ~(sampling ~points)$\")\n",
    "plt.xlabel(\"$v_{z}/v_{mp}$\", fontsize=font_size), plt.ylabel(\"Velocity distribution $f(v_{z}) ~[\\hbar/(E_{H}a_{0})]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=7))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "plt.savefig('CHAPTER_4_AdaptativeSamplingMB.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()\n",
    "\n",
    "#PLot population\n",
    "plt.plot(v/v_mp, coeff*alpha_v, \"-\", c=\"b\", label=\"$\\\\alpha ~(interpolation)$\")\n",
    "plt.scatter(v/v_mp, coeff*alpha_v, marker=\"x\",c=\"r\", label=\"$\\\\alpha ~(sampling ~points)$\")\n",
    "plt.xlabel(\"$v_{z}/v_{mp}$\", fontsize=font_size), plt.ylabel(\"Absorption coefficient $\\\\alpha ~[1/a_{0}]$\", fontsize=font_size)\n",
    "plt.xticks(fontsize=tick_font_size)  # X-axis graduation font size\n",
    "plt.yticks(fontsize=tick_font_size)  # Y-axis graduation font size\n",
    "# Set the number of ticks on the x-axis to a maximum of 3\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_major_locator(MaxNLocator(nbins=7))  # Set the maximum number of ticks\n",
    "plt.legend(fontsize=font_size_lgd)\n",
    "plt.savefig('CHAPTER_4_AdaptativeSamplingAlpha.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3c08ff1",
   "metadata": {},
   "source": [
    "### Spectrum 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "27ff4ca3",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 0.5*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.1\n",
    "frequency_window = np.linspace(omega_0-width, omega_0, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "d1bee6ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "9.090909090909092 %\n",
      "18.181818181818183 %\n",
      "27.27272727272727 %\n",
      "36.36363636363637 %\n",
      "45.45454545454545 %\n",
      "54.54545454545454 %\n",
      "63.63636363636363 %\n",
      "72.72727272727273 %\n",
      "81.81818181818183 %\n",
      "90.9090909090909 %\n"
     ]
    }
   ],
   "source": [
    "alpha = dummy_spectrum.spectrum_broadened_MB(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "73e28ca2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "b3776de6",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 50*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.3\n",
    "frequency_window = np.linspace(omega_0-width, omega_0, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "9ce9b634",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "9.090909090909092 %\n",
      "18.181818181818183 %\n",
      "27.27272727272727 %\n",
      "36.36363636363637 %\n",
      "45.45454545454545 %\n",
      "54.54545454545454 %\n",
      "63.63636363636363 %\n",
      "72.72727272727273 %\n",
      "81.81818181818183 %\n",
      "90.9090909090909 %\n"
     ]
    }
   ],
   "source": [
    "alpha = dummy_spectrum.spectrum_broadened_MB(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "16234060",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "692687b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 100*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.3\n",
    "frequency_window = np.linspace(omega_0-width, omega_0, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "ee322fa2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "9.090909090909092 %\n",
      "18.181818181818183 %\n",
      "27.27272727272727 %\n",
      "36.36363636363637 %\n",
      "45.45454545454545 %\n",
      "54.54545454545454 %\n",
      "63.63636363636363 %\n",
      "72.72727272727273 %\n",
      "81.81818181818183 %\n",
      "90.9090909090909 %\n"
     ]
    }
   ],
   "source": [
    "alpha = dummy_spectrum.spectrum_broadened_MB(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "7060d219",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "83db04db",
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy_atom = Atom(default_mass = 0.001)\n",
    "dummy_medium = GazeousMedium(dummy_atom)\n",
    "I_sat = dummy_atom.getSaturationIntensity()\n",
    "dummy_laser = Laser(default_intensity= 500*I_sat)\n",
    "dummy_spectrum = AbsorptionSpectrum(dummy_medium, dummy_laser)\n",
    "\n",
    "omega_0 = dummy_atom.getAngularFrequency()\n",
    "width = 0.3\n",
    "frequency_window = np.linspace(omega_0-width, omega_0, 11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "162f6f3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 %\n",
      "9.090909090909092 %\n",
      "18.181818181818183 %\n",
      "27.27272727272727 %\n",
      "36.36363636363637 %\n",
      "45.45454545454545 %\n",
      "54.54545454545454 %\n",
      "63.63636363636363 %\n",
      "72.72727272727273 %\n",
      "81.81818181818183 %\n",
      "90.9090909090909 %\n"
     ]
    }
   ],
   "source": [
    "alpha = dummy_spectrum.spectrum_broadened_MB(frequency_window)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "538d2435",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##Plot\n",
    "plt.plot(frequency_window, alpha, \"-\", c=\"b\", label=\"$alpha$\")\n",
    "plt.scatter(frequency_window, alpha, marker=\"x\",c=\"r\", label=\"$alpha$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e0f1adf4",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('frequency_window_21pt.txt', frequency_window)\n",
    "np.savetxt('alpha_gas_v_0p5_3_40.txt', alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "185a78b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frequency_window_21pt = np.loadtxt('frequency_window_21pt.txt')\n",
    "alpha_gas_v_0p5_3_20 = np.loadtxt('alpha_gas_v_0p5_3_20.txt')\n",
    "alpha_gas_v_0p5_3_40 = np.loadtxt('alpha_gas_v_0p5_3_40.txt')\n",
    "\n",
    "##Plot\n",
    "plt.plot(frequency_window_21pt, alpha_gas_v_0p5_3_20, \"-\", c=\"b\", label=\"$alpha 20$\")\n",
    "plt.scatter(frequency_window_21pt, alpha_gas_v_0p5_3_20, marker=\"x\",c=\"aqua\", label=\"$alpha 20$\")\n",
    "plt.plot(frequency_window_21pt, alpha_gas_v_0p5_3_20, \"-\", c=\"r\", label=\"$alpha 40$\")\n",
    "plt.scatter(frequency_window_21pt, alpha_gas_v_0p5_3_20, marker=\"x\",c=\"lightcoral\", label=\"$alpha 40$\")\n",
    "plt.xlabel(\"$\\omega_{laser}$\"), plt.ylabel(\"$alpha$\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f643fb31",
   "metadata": {},
   "source": [
    "# <center><b> Lamb dip for the Toy Model in \"Chapter 4 Final Lamb Dip.ipynb\" </b></center>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
