From ea11207d858b053e261834f9805f1cafee819895 Mon Sep 17 00:00:00 2001 From: Julien Hillairet Date: Fri, 7 Jun 2019 18:16:28 +0200 Subject: [PATCH 1/5] Update CONTRIBUTING.md corrected URL to https://github.com/PlasmaPy/PlasmaPy/blob/master/docs/CONTRIBUTING.rst --- CONTRIBUTING.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 9e4779f..b651859 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -1,4 +1,4 @@ # Contributing Guidelines -Please see [Contributing to PlasmaPy](https://github.com/PlasmaPy/PlasmaPy/blob/master/CONTRIBUTING.md) +Please see [Contributing to PlasmaPy](https://github.com/PlasmaPy/PlasmaPy/blob/master/docs/CONTRIBUTING.rst) for guidelines on how to contribute. From ec279d3245373e053e0944b64da296f8ccc33917 Mon Sep 17 00:00:00 2001 From: Julien Hillairet Date: Fri, 7 Jun 2019 18:17:03 +0200 Subject: [PATCH 2/5] Update CODE_OF_CONDUCT.md Corrected URL to https://github.com/PlasmaPy/PlasmaPy/blob/master/docs/CODE_OF_CONDUCT.rst --- CODE_OF_CONDUCT.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md index 67a4701..1bdc0bf 100644 --- a/CODE_OF_CONDUCT.md +++ b/CODE_OF_CONDUCT.md @@ -1,4 +1,4 @@ # Code of Conduct The code of conduct for this repository is the -[PlasmaPy code of conduct](https://github.com/PlasmaPy/PlasmaPy/blob/master/CODE_OF_CONDUCT.md). +[PlasmaPy code of conduct](https://github.com/PlasmaPy/PlasmaPy/blob/master/docs/CODE_OF_CONDUCT.rst). From 5fc6a3dee84827ab2625e432adcccc847ef28a85 Mon Sep 17 00:00:00 2001 From: Julien Hillairet Date: Fri, 7 Jun 2019 19:27:00 +0200 Subject: [PATCH 3/5] Added a short example on Stix parameters, for wave in plasma. --- .../Magnetized Cold Plasma Properties.ipynb | 272 ++++++++++++++++++ physics/figures/stix_frame.svg | 242 ++++++++++++++++ 2 files changed, 514 insertions(+) create mode 100644 physics/Magnetized Cold Plasma Properties.ipynb create mode 100644 physics/figures/stix_frame.svg diff --git a/physics/Magnetized Cold Plasma Properties.ipynb b/physics/Magnetized Cold Plasma Properties.ipynb new file mode 100644 index 0000000..2dce0aa --- /dev/null +++ b/physics/Magnetized Cold Plasma Properties.ipynb @@ -0,0 +1,272 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Cold Magnetized Plasma Waves Tensor Elements (S, D, P in Stix's notation)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example shows how to calculate the values of the cold plasma tensor elements for various electromagnetic wave frequencies.\n", + "\n", + "\n", + "Let's assume a magnetized plasma where the DC magnetific field is oriented along the $z$ direction: $\\mathbf{B} = B_0 \\mathbf{\\hat{z}}$. In the cold plasma approximation, the dielectric tensor of the plasma $\\mathbf{K}$ can be written as[1]: \n", + "\n", + "![Stix frame](figures/stix_frame.svg)\n", + "\n", + "$$\n", + "\\mathbf{K}\n", + "=\n", + "\\left(\n", + "\\begin{array}{ccc}\n", + "S & j D & 0 \\\\\n", + "-j D & S & 0 \\\\\n", + "0 & 0 & P\n", + "\\end{array}\n", + "\\right)\n", + "$$\n", + "with\n", + "$$\n", + "\\begin{eqnarray}\n", + "S &=& 1 - \\sum_s \\frac{\\omega_{p,s}^2}{\\omega^2 - \\Omega_{c,s}^2} \\\\\n", + "D &=& \\sum_s \\frac{\\Omega_{c,s}}{\\omega} \\frac{\\omega_{p,s}^2}{\\omega^2 - \\Omega_{c,s}^2} \\\\\n", + "P &=& 1 - \\sum_s \\frac{\\omega_{p,s}^2}{\\omega^2}\n", + "\\end{eqnarray}\n", + "$$\n", + "\n", + "where the summation is done on all plasma species $s$ and $\\omega_{p,s}$ and $\\Omega_{c,s}$ are the plasma and the cyclotron frequencies (actually pulsations) for the species $s$ respectively.\n", + "\n", + "[1] Thomas.H. Stix, Waves in Plasmas. New York: American Institute of Physics. 1992. ISBN 9780883188590.\n", + "\n", + "Below we plot these quantities using PlasmaPy." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# First, import some basics and PlasmaPy\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from astropy import units as u # units are needed to defined plasma quantities\n", + "from plasmapy.physics.dielectric import (cold_plasma_permittivity_SDP,\n", + " cold_plasma_permittivity_LRP)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's define the magnetic field magnitude and the plasma species and their respective densities:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "B = 2 * u.T\n", + "species = ['e', 'D+']\n", + "n = [1e18 * u.m**-3, 1e18 * u.m**-3]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot S, D, P parameter vs frequency" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's define a frequency range, here from 1 MHz to 200 GHz" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "f = np.logspace(start=6, stop=11.3, num=3001) # 1 MHz to 200 GHz\n", + "omega_RF = f * (2 * np.pi) * (u.rad / u.s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we have all the elements to calculate the Stix parameters S, D and P: " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "S, D, P = cold_plasma_permittivity_SDP(B, species, n, omega_RF)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before plotting them against the frequency, let's filter positive and negative values, in order to display propagative and evanscent cases " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Filter positive and negative values, for display purposes only.\n", + "# Still for display purposes, replace 0 by NaN to NOT plot 0 values\n", + "S_pos = S * (S > 0)\n", + "D_pos = D * (D > 0)\n", + "P_pos = P * (P > 0)\n", + "S_neg = S * (S < 0)\n", + "D_neg = D * (D < 0)\n", + "P_neg = P * (P < 0)\n", + "S_pos[S_pos == 0] = np.NaN\n", + "D_pos[D_pos == 0] = np.NaN\n", + "P_pos[P_pos == 0] = np.NaN\n", + "S_neg[S_neg == 0] = np.NaN\n", + "D_neg[D_neg == 0] = np.NaN\n", + "P_neg[P_neg == 0] = np.NaN" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "plt.semilogx(f, abs(S_pos),\n", + " f, abs(D_pos),\n", + " f, abs(P_pos), lw=2)\n", + "plt.semilogx(f, abs(S_neg), '#1f77b4',\n", + " f, abs(D_neg), '#ff7f0e',\n", + " f, abs(P_neg), '#2ca02c', lw=2, ls='--')\n", + "plt.yscale('log')\n", + "plt.grid(True, which='major')\n", + "plt.grid(True, which='minor')\n", + "plt.ylim(1e-4, 1e8)\n", + "plt.xlim(1e6, 200e9)\n", + "plt.legend(('S > 0', 'D > 0', 'P > 0', 'S < 0', 'D < 0', 'P < 0'),\n", + " fontsize=16, ncol=2)\n", + "plt.xlabel('RF Frequency [Hz]', size=16)\n", + "plt.ylabel('Absolute value', size=16)\n", + "plt.tick_params(labelsize=14)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cold Plasma tensor elements in the rotating basis" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "L, R, P = cold_plasma_permittivity_LRP(B, species, n, omega_RF)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "L_pos = L * (L > 0)\n", + "R_pos = R * (R > 0)\n", + "L_neg = L * (L < 0)\n", + "R_neg = R * (R < 0)\n", + "L_pos[L_pos == 0] = np.NaN\n", + "R_pos[R_pos == 0] = np.NaN\n", + "L_neg[L_neg == 0] = np.NaN\n", + "R_neg[R_neg == 0] = np.NaN\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "plt.semilogx(f, abs(L_pos),\n", + " f, abs(R_pos),\n", + " f, abs(P_pos), lw=2)\n", + "plt.semilogx(f, abs(L_neg), '#1f77b4',\n", + " f, abs(R_neg), '#ff7f0e',\n", + " f, abs(P_neg), '#2ca02c', lw=2, ls='--')\n", + "plt.yscale('log')\n", + "plt.grid(True, which='major')\n", + "plt.grid(True, which='minor')\n", + "plt.xlim(1e6, 200e9)\n", + "plt.legend(('L > 0', 'R > 0', 'P > 0', 'L < 0', 'R < 0', 'P < 0'),\n", + " fontsize=16, ncol=2)\n", + "plt.xlabel('RF Frequency [Hz]', size=16)\n", + "plt.ylabel('Absolute value', size=16)\n", + "plt.tick_params(labelsize=14)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.8" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/physics/figures/stix_frame.svg b/physics/figures/stix_frame.svg new file mode 100644 index 0000000..1fc62f5 --- /dev/null +++ b/physics/figures/stix_frame.svg @@ -0,0 +1,242 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + image/svg+xml + + + + + + + + + x + z + B + y + + 0 + + + From f3c8691e066a1c52e23924748f9bd8b8ece44caf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dominik=20Sta=C5=84czak?= Date: Sat, 8 Jun 2019 11:37:36 +0200 Subject: [PATCH 4/5] Minor text and code fixes --- .../Magnetized Cold Plasma Properties.ipynb | 42 +++++++++---------- 1 file changed, 20 insertions(+), 22 deletions(-) diff --git a/physics/Magnetized Cold Plasma Properties.ipynb b/physics/Magnetized Cold Plasma Properties.ipynb index 2dce0aa..50ef473 100644 --- a/physics/Magnetized Cold Plasma Properties.ipynb +++ b/physics/Magnetized Cold Plasma Properties.ipynb @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -69,7 +69,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -122,12 +122,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Before plotting them against the frequency, let's filter positive and negative values, in order to display propagative and evanscent cases " + "Before plotting them against the frequency, let's filter positive and negative values, in order to display propagative and evanescent cases " ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -149,12 +149,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -170,12 +170,11 @@ "plt.semilogx(f, abs(S_pos),\n", " f, abs(D_pos),\n", " f, abs(P_pos), lw=2)\n", - "plt.semilogx(f, abs(S_neg), '#1f77b4',\n", - " f, abs(D_neg), '#ff7f0e',\n", - " f, abs(P_neg), '#2ca02c', lw=2, ls='--')\n", + "plt.semilogx(f, abs(S_neg), 'C0',\n", + " f, abs(D_neg), 'C1',\n", + " f, abs(P_neg), 'C2', lw=2, ls='--')\n", "plt.yscale('log')\n", - "plt.grid(True, which='major')\n", - "plt.grid(True, which='minor')\n", + "plt.grid(True, which='both')\n", "plt.ylim(1e-4, 1e8)\n", "plt.xlim(1e6, 200e9)\n", "plt.legend(('S > 0', 'D > 0', 'P > 0', 'S < 0', 'D < 0', 'P < 0'),\n", @@ -194,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -203,12 +202,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -233,12 +232,11 @@ "plt.semilogx(f, abs(L_pos),\n", " f, abs(R_pos),\n", " f, abs(P_pos), lw=2)\n", - "plt.semilogx(f, abs(L_neg), '#1f77b4',\n", - " f, abs(R_neg), '#ff7f0e',\n", - " f, abs(P_neg), '#2ca02c', lw=2, ls='--')\n", + "plt.semilogx(f, abs(L_neg), 'C0',\n", + " f, abs(R_neg), 'C1',\n", + " f, abs(P_neg), 'C2', lw=2, ls='--')\n", "plt.yscale('log')\n", - "plt.grid(True, which='major')\n", - "plt.grid(True, which='minor')\n", + "plt.grid(True, which='both')\n", "plt.xlim(1e6, 200e9)\n", "plt.legend(('L > 0', 'R > 0', 'P > 0', 'L < 0', 'R < 0', 'P < 0'),\n", " fontsize=16, ncol=2)\n", @@ -264,7 +262,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, From 51b704f84f316dcdf85c25708eb74c797f1cb7a6 Mon Sep 17 00:00:00 2001 From: Julien Hillairet Date: Sat, 8 Jun 2019 16:25:37 +0200 Subject: [PATCH 5/5] Corrected few things in the introduction text --- .../Magnetized Cold Plasma Properties.ipynb | 77 +++++++++++++++---- 1 file changed, 60 insertions(+), 17 deletions(-) diff --git a/physics/Magnetized Cold Plasma Properties.ipynb b/physics/Magnetized Cold Plasma Properties.ipynb index 50ef473..6041b2f 100644 --- a/physics/Magnetized Cold Plasma Properties.ipynb +++ b/physics/Magnetized Cold Plasma Properties.ipynb @@ -14,13 +14,13 @@ "This example shows how to calculate the values of the cold plasma tensor elements for various electromagnetic wave frequencies.\n", "\n", "\n", - "Let's assume a magnetized plasma where the DC magnetific field is oriented along the $z$ direction: $\\mathbf{B} = B_0 \\mathbf{\\hat{z}}$. In the cold plasma approximation, the dielectric tensor of the plasma $\\mathbf{K}$ can be written as[1]: \n", + "Let's assume a magnetized plasma where the DC magnetic field is oriented along the $z$ direction: $\\mathbf{B} = B_0 \\mathbf{\\hat{z}}$. In the cold plasma approximation, the dielectric tensor of the plasma $\\mathbf{K}$ can be written as[1,2]: \n", "\n", "![Stix frame](figures/stix_frame.svg)\n", "\n", "$$\n", "\\mathbf{K}\n", - "=\n", + "\\doteq\n", "\\left(\n", "\\begin{array}{ccc}\n", "S & j D & 0 \\\\\n", @@ -32,15 +32,28 @@ "with\n", "$$\n", "\\begin{eqnarray}\n", - "S &=& 1 - \\sum_s \\frac{\\omega_{p,s}^2}{\\omega^2 - \\Omega_{c,s}^2} \\\\\n", - "D &=& \\sum_s \\frac{\\Omega_{c,s}}{\\omega} \\frac{\\omega_{p,s}^2}{\\omega^2 - \\Omega_{c,s}^2} \\\\\n", - "P &=& 1 - \\sum_s \\frac{\\omega_{p,s}^2}{\\omega^2}\n", + "S &\\doteq& 1 - \\sum_s \\frac{\\omega_{p,s}^2}{\\omega^2 - \\Omega_{c,s}^2} \\\\\n", + "D &\\doteq& \\sum_s \\frac{\\Omega_{c,s}}{\\omega} \\frac{\\omega_{p,s}^2}{\\omega^2 - \\Omega_{c,s}^2} \\\\\n", + "P &\\doteq& 1 - \\sum_s \\frac{\\omega_{p,s}^2}{\\omega^2}\n", "\\end{eqnarray}\n", "$$\n", "\n", - "where the summation is done on all plasma species $s$ and $\\omega_{p,s}$ and $\\Omega_{c,s}$ are the plasma and the cyclotron frequencies (actually pulsations) for the species $s$ respectively.\n", + "where the summation is done on all plasma species $s$ and $\\omega_{p,s}$ and $\\Omega_{c,s}$ are the plasma and the cyclotron frequencies (actually pulsations) for the species $s$ respectively. Stix $S,D,P$ notations are mnemonics for the _Sum_, _Difference_, _Plasma_ terms.\n", "\n", - "[1] Thomas.H. Stix, Waves in Plasmas. New York: American Institute of Physics. 1992. ISBN 9780883188590.\n", + "Such media is said to be gyrotropic. If one uses a rotating basis, using the following change of variables:\n", + "\n", + "$$\n", + "\\begin{eqnarray}\n", + "S &\\doteq& \\frac{1}{2} \\left( R + L \\right) \\\\\n", + "D &\\doteq& \\frac{1}{2} \\left( R - L \\right) \\\\\n", + "\\end{eqnarray}\n", + "$$\n", + "where $R$ and $L$ stands for _Right_ and _Left_, then the dielectric tensor becomes diagonal is this frame.\n", + "\n", + "\n", + " [1] Thomas.H. Stix, Waves in Plasmas. New York: American Institute of Physics. 1992.\n", + "\n", + " [2] D. G. Swanson, Plasma Waves, 2nd ed. (CRC Press, 2003).\n", "\n", "Below we plot these quantities using PlasmaPy." ] @@ -89,7 +102,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's define a frequency range, here from 1 MHz to 200 GHz" + "Let's define a frequency range, here from 1 MHz to 200 GHz:" ] }, { @@ -122,17 +135,47 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Before plotting them against the frequency, let's filter positive and negative values, in order to display propagative and evanescent cases " + "Note that passing parameter without using will raise a warning: " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: UnitsWarning: No units are specified for B = 2 in cold_plasma_permittivity_SDP. Assuming units of T.\n", + " To silence this warning, explicitly pass in an Astropy Quantity (from astropy.units)\n", + " (see http://docs.astropy.org/en/stable/units/) [plasmapy.utils.checks]\n", + "WARNING: UnitsWarning: No units are specified for omega = [6.28318531e+06 6.30879674e+06 6.33451256e+06 ... 1.24350213e+12\n", + " 1.24857088e+12 1.25366029e+12] in cold_plasma_permittivity_SDP. Assuming units of rad / s.\n", + " To silence this warning, explicitly pass in an Astropy Quantity (from astropy.units)\n", + " (see http://docs.astropy.org/en/stable/units/) [plasmapy.utils.checks]\n" + ] + } + ], + "source": [ + "_, _ , _ = cold_plasma_permittivity_SDP(2, species, n, 2*np.pi*f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before plotting them against the frequency, let's filter positive and negative values, in order to display these signs in way compatible with log plots." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, "outputs": [], "source": [ - "# Filter positive and negative values, for display purposes only.\n", - "# Still for display purposes, replace 0 by NaN to NOT plot 0 values\n", + "# Filter positive and negative values, for display purposes in log scale only.\n", + "# Still for display purposes in log scale, replace 0 by NaN to NOT plot 0 values\n", "S_pos = S * (S > 0)\n", "D_pos = D * (D > 0)\n", "P_pos = P * (P > 0)\n", @@ -149,12 +192,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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CiJuRYr0a+rj/x/wv8H/4O/qTlZvFqtOrGP79cB5e/zB7Lu+xdHhCCCGEECKfLIOphpRS9PDsQYZ7Bs07NWfRiUWsiFzB/tj9xKXFWTo8IYQQQgiRT4r1aq5J7Sa82vVVnu34LOvOriOwaWBh2zu/vkNadhphrcNo5dbKglEKIYQQQlRPUqwLAGra1iTUN7Tw+bWsayyPXE5adhrLI5fT1aMr4a3D6dekHzYGGwtGKoQQQghRfUixLm7KydaJJYOXsOj4IlaeWsneK3vZe2UvnjU9Gdl6JEN9h1o6RCGEEEKIKk9OMBW35O3izfjbx/Nj6I+81vU1mjg3ITo1mg/3fUhMaoylwxNCCCGEqPLkyLookbOdMw+0eYAwvzB2XNrB/pj9tHRtySUuAXlr27s37E6fRn1kiYwQQgghhAlJsS6MZlAG+jbuS9/GfQu3HfrzEAuOLWDBsQU0rtWYUa1HEdIyBGc789zMQAghhBCiOpFlMKJcvF28ebnLyzSq1YiLKRd577f3GBAxgP/s/g9nE89aOjwhhBBCiEpNinVRLrXtavNw24dZG7KWj/t/zO0et5OWncZ3J74jfF04GTkZlg5RCCFEJTZ37lyUUoWPmjVr4u3tTVhYGEuWLCE3N7fCY0pISODxxx+nXr161KxZk4CAAA4fPlzhcVQ1BbmuXbt2kVyHhIRU61xLsS5MwsZgw51ed/LVXV+xbMgyhvkOY2Srkdjb2AOQlp3G9uTtpGalWjhSIYQQlVFERAS7du1i3bp1TJs2DTs7O0aNGkVQUBBpaWkVFofWmiFDhrBhwwY+/fRTli1bRlZWFv379+fixYsVFkdV9s033xTJtb29fbXOtaxZFybn6+rLpB6Timxbe2YtEfERrItYR0iLEEa1HoVXbS8LRSiEEKKy6dixIy1atCh8HhwczA8//EBoaCivvvoqn376abHjT58+TYcOHVBKlSuO1atXs2PHDjZv3kz//v0B6NGjB82aNePdd9/lk08+Kdf8Atq1a0fHjh0Lnz/44IOEhoYSGhrKxIkT+eKLL8q9j7i4OJRSuLm53bKPteRajqyLCtHYuTEt7FuQmpXK/GPzGbxiMM/+9Cw7o3eitbZ0eEIIISqhoUOHct999/Hll19y7dq1Yvs+//zztGjRgkmTJhEZGVnmfa5evRpPT8/C4g3AxcWFe++9l1WrVpV5XlG8glzPmzevxFzfSkZGBsuWLSM4OJiGDRty6NChYvtbS66lWBcVonvD7rzo8SIR90YQ0iIEW4Mt2y9u56lNT/HK9lcsHZ4QQohKatCgQWRkZPDbb78V2++DDz7g/vvvZ/bs2fj6+tKjRw9mzZpFXFxcqfZ35MgR/P39/7G9bdu2REVFkZKSUqr5hPGMzfWNdu/ezdNPP03Dhg0ZMWIE6enpzJ49m+7duxc7zlpyLctgRIVq7daaqb2m8lLnl1h6cinfnfiOPo36FLbHpMZwNeuqBSMUQogqaLJLmYeW9kK8xfafnFjmOG7FyytvSeXly5eL7efn58d7773HjBkz2Lp1K/Pnz2f8+PG89NJLDBo0iAcffJB77rkHe3v7YueJj4/H29v7H9sLllMkJCRQq1atsr0YU8nP901zMfgj6PJI3te/fQ3fj73pFM5QNF9f9IXLv998f50ehiH5S0KiD4DnbWWJukTG5hogMjKS+fPnM3/+fM6cOUOXLl2YNGkSI0eOpEGDBkbtz1pyLUfWhUW4OrjyRPsn2DB0A4N8BhVun/3HbKZGT+WFzS+w5/IeWSIjhBCiWAV/J4xdi24wGLjzzjuZM2cOMTExzJ8/n9zcXEaOHGnU0git9U33JX+vzM/YXD/22GP4+voyf/58wsPD2bdvH3v37uXFF180ulAv2J815FqOrAuLsjXYFnmeq3OxwYYtF7aw5cIWWtRpQZhfGIN9BuNYw9FCUQohRCVXjiPaycnJODsbf3y9tP3L68KFCwA0bNiw1GPT09NJTEwkMTGR7OxsatasiY1N8XfidnNzIz4+/h/bExISAHB1dS11HCaXn+8Sc9Hlkb+Pst8gOTm56JH5p7Ybt28zHVUH43NdkMfU1FQSExNJSkoq0/6sJddyZF1YlQndJzCl8RTGdBxDPcd6nPrrFFN3TSUgIoCN5zZaOjwhhBBWZu3atTg4ONC5c2ej+mdkZLBixQqGDh2Kh4cHL730Et7e3mzatInz58/Ttm3bYse3bduWI0eO/GP70aNH8fLysvwSmCrM2Fx/8sknXLx4kVdffZXt27fTv39/WrVqxdSpUzl9+rTR+7OWXEuxLqxObZvaPNPhGX4Y+gPT+0zHv64/SZlJNHFuUtjnWs41+chRCCGqueXLl7N69WqefvppnJyciu27d+9ennzySTw8PAgNDSU1NZXZs2cTExPD3LlzGTBgAAZDyWXRkCFDuHTpEtu2bSvclpSUxJo1axgyZEi5X5O4uYJcP/rooyXmGsDDw4Nx48Zx4MABdu/eTXBwMP/73/9o0aIFPXr04P/+7/9KPEHUWnIty2CE1bK1sWWwz2AG+wzmZMJJfF19C9v+9+f/mLNmDuF+4QzyGVR48yUhhBBV08GDB7l69SqZmZlERUWxYsUKVq5cSWBgINOnTy9x/OTJk0lKSmLixImEhYXh4eFRpjiGDBlCjx49eOCBB3jvvfdwdXVl+vTpaK159dVXyzSnKOrw4cOkp6cX5vr7778nIiKCwMBAJk+eXOr52rRpw+2338706dPZvHkz3377LePHj8ff359+/frdcpy15LrKFutKKW9gDuABaOAOrbVcZqSSur5QT0hPIDYrluSEZN7a+Rb/3fdfhvkOY3ir4XjULNsvXyGEENYtNDQUAAcHB9zd3Wnfvj3fffcdw4YNM+rk0jlz5hS5qVJZGQwGvv/+e15++WXGjBlDeno6PXr0YMuWLTRp0qTkCUSJHnroIeDvXHfq1Kkw1+W5XKLBYCAgIICAgAA+++wzsrOzS+xvDbmussU6MA+YqLXerpRyAdItHZAwDVcHV6Y0nkKaVxrzj87nWPwxvjz8JXP+mENg00B6Zve0dIhCCCFMZPTo0YwePfof20t7ImtprgJSEjc3N+bMmcOcOXNMNqf4O9cVcZKyMUtpwDpyXSXXrCul2gJZWuvtAFrrRK11hoXDEiZkq2wZ0nwIiwcv5pu7v+Eu77sA2HZxG/aGv5fEyLp2IYQQQlRmVlmsK6X6KqVWK6UuKaW0Umr0TfqMUUqdVUqlK6X2KaX6XNfcEkhWSq1SSh1QSk2tsOBFhVJKcZv7bbx/x/tsGLqBGX1m4GTIe7ecmZPJ0DVDmXlwJn9e+9PCkQohhBBClJ61LoOpBfwBfJP/KEIpNQL4GBgD7Mj/d71Sqo3WOoq819UP6AhEAyuVUiFa6xUVE76wBI+aHnjU9GDrma0AbL+4nciESCITIvnq8Ffc5X0XrTNaWzZIIYQQQohSUNa+TEAplQI8p7Wee922PcAhrfUT122LBJZqrccrpboD/9ZaB+S3PQN4aK0n3WT+J4EnAerXr995yZIlZn09ZZGSkmKWa3mWd97Sjje2vzH9iutT0Ka15nTGabYlb+P3a7+jyfu/7m3nzR2176CTUycMymC27295mTOu8sxdlrGmyr0xeS9NW3XLfWX9mS9re3XNu4uLS5ETKXNyckq80U9xSjve2P7G9CuuT2nbyvt9MBdzxlWeucsy1lS5N2XeSxOXqZ06dYrExFvfkKx///77tNZdSpxIa23VDyAFGH3dczsgGwi9od9MYFv+1zbAAaAuoIDvgBEl7cvX11dboy1btljlvKUdb2x/Y/oV1+dmbZeSL+kPfvtAd/umm/af66+DVwbr3NzcUsVV0cwZV3nmLstYU+W+tHkvqa265b6y/syXtb265v3o0aNFniclJZVrvtKON7a/Mf2K61PatvJ+H8zFnHGVZ+6yjDVV7k2Z99LEZWo3/izeCPhNG1ELW+symOLUI68Yj7lhewwQAKC1zlFKvQZsIa9Y3wZY3yFzUWE8a3kyrvM4/BP9SWqcRB37OoWX+rqadZU3d7xJmF8YbesWf+c6IYQQQoiKVBmL9QI3rt9R12/TWv8AtK/QiITVszPYMcx3WJFt25O3syV6C6tPr6Zj/Y6EtwlngNcAbA22FopSCCGEECJPZSzWrwI55N3s6Hru/PNouxAl6uvclyZNmrAicgUH/zzIwW0HcXdyZ2SrkQzzHYarg6ulQxRCCCFENWWVl24sjtY6E9gHBN7QFAjsrPiIRGVXz7Yer3R9hR9Df2TC7RNo5tKM2GuxfHLgE2bsnWHp8IQQQghRjVnlkXWlVC2g4FR2A+CllOoIxOu8SzN+CHyrlPoV+AV4GvAEPrdEvKJqcLJ1YkTrEYS2CmV39G4WHF/AqNajCtsPxB4gLi2Ofk36UcNglT86QgghhKhirPXIehfyruZyAHAEpuR/PRVAa70YGAtMAA4CvYFBWuvzFolWVCkGZaBno57MHDCTDvU7FG6fdXAWL219iUHLBzHnjzkkZtz6ckxCCCFMY+7cuSilCh/Ozs506NCBL774guzs7AqLIzc3l+nTp+Pt7Y2DgwMdOnRg2bJlFbb/6qAg17Vr1y6S6//7v/+r1rm2ymJda71Va61u8hh9XZ9ZWmtvrbW91rqz1nq7BUMWVZzWmn5N+tG0dlMup17mv/v+S0BEAFN2TSEyIdLS4QkhRJUXERHBrl27WLZsGd26deOVV15h6tSKu0H5xIkTmTx5Ms899xzr16+ne/fuhIaGsm7dugqLobr45ptviuT6+eefr9a5tspiXQhro5Qi3C+c1cGrmTlgJr08e5Gek87Sk0u5f/X9fH/me0uHKIQQVVrHjh3p3r07QUFBfPnll/Tp04ePPvqo2DFRUVFkZGSUe9+xsbG8//77vP7667z88sv079+fL774gv79+/P666+Xe35RVLt27Yrkul+/fiXm2hgZGRlERUUV28cacy3FuhClYFAG+jbuy+eBn7MqeBUjW43EzcGN3p69C/sc+vMQSZlJFoxSCCGqvk6dOpGcnExsbOwt+8yZMwcPDw+eeuopdu/eXeZ9bdy4kczMTB544IEi2x944AEOHz7M2bNnyzy3KFnXrl1LzHVxdu/ezVNPPYWHhwdz5swptq815lqKdSHKyMfFhze7v8mPw36kjkMdALJys3hpy0sERATw793/5sxfZywcpRBCVE3nz5/HxsaGWrVq3bLPM888w5tvvsmePXsICgqiefPmTJo0icjI0i1fPHLkCPb29rRo0aLI9rZt826kd/To0dK/AGG0s2fPlpjrG0VGRjJp0iSaN29OUFAQv/76K2+++SbPPPNMseOsMddySQshysnW5u+bJyWkJ9CsTjP2XN7D4hOLWXxiMT09exLuF07vRr0xKHl/LISoeO3mtbN0CAAcfvhwmcfm5OSQnZ1NcnIyS5YsYfXq1dx77704OTndckyDBg14+eWXefnll/n1119ZsWIFc+fOZerUqXTv3p2HHnqIESNG4ObmVuy+4+PjqVPn7ztfFygYFx8fX+bXZQ7F5futHm8R6hsKQMTJCKbuuvVa8OvzNXzNcI7FH7tpv6EthzK552QAjsQdKffdwHNzc4vkevny5YW5Tk5OvuW4uLg45s+fzzfffMPu3btp2rQpYWFhhISE0LVrV6P2bY25lmJdCBNyd3Lnq6CvOJVwioXHF7Lm9Bp2Ru9kZ/ROvJy9mH3XbDxq3ng/LyGEECVp3bp14dcGg4Hhw4czc+ZMo8f7+fnRrVs33n77bX7++Wfmz5/PG2+8wdixY5k1axaPPfbYLcdqrf9RvBVsF6bXuXPnwq8NBgPh4eElrlmfPXs2Y8aMoWbNmgwfPpx3332X3r17o5QqtsC/kTXmWop1IcyghWsL3urxFi92epHlkctZdHwRSincndwL+1xNu0o9x3oWjFIIUV2U54h2cnIyzs7OZutvrBUrVtC4cWOcnZ1p2rQpWVlZZdpPdnY2iYmJJCYmkpGRgb29PQ4ODsWOcXNzIyEh4R+FXEJCQmG7NSnId0m5CPUNLTzKfqMbC9wl9y4xat/lPaoOsHDhQlq2bFmY65LyA+Dg4ICdnR3p6emF+c0qI/kxAAAgAElEQVTOzsbW1rbEsdezxlzLZ/JCmJGLvQuP+D/CuvvX8XnA54XLYK6kXiFwaSDP/PgMv1z6hVyda+FIhRDCuvn7+9OlSxdatWplVPF2oz179jBmzBgaNmxISEgIiYmJfPnll1y5coXw8PBix7Zt25aMjAxOnz5dZHvB+uU2bdqUOh5xa35+fqXOdXh4OKdOneLLL78kISGB4OBgPD09efbZZ9mzZ4/R+7bGXEuxLkQFqGGoQWPnxoXPD189jI2yYcelHTz949Pct/I+Fh1fxLWsaxaMUgghqpbz588zceJEfHx8CAwMZNeuXbzxxhtcvHiRDRs2EB4eXuya9wIDBw7Ezs6OBQsWFNk+f/58/P39adasmblegigFJycnwsPD2bBhAxcvXmT8+PHs3LmTwMBAmjdvzsSJEzl/vvj7Z1pjrmUZjBAWENg0kC4NurAschmLji/iXNI53t7zNp/u/5ShvkMZ13mcpUMUQohK7+uvv+brr78mLCyMoUOHcvvtt5dpHnd3d1566SWmT5+Os7MznTp1YvHixWzevJlVq1aZOGphCh4eHowbN45x48axZ88eli1bxtdff42NjQ2TJ0++5ThrzLUU60JYiKuDK4+3e5yH2z7M5qjNLDy2kP2x+7mUcqlwnVzBCS03O9lFCCFE8caMGcNbb72FwWAo1UmGN/Of//yHWrVq8fHHH3PlyhVatWrFkiVLuPfee00UrTCXNm3acPvtt/POO+9w9erVEvtbW66lWBfCwmwNttzlfRd3ed/F0bij2BnsCtt2Ru/k/d/eZ1TrUQz2GYyTbckf1wohRFUyevRoRo8eXaax7u7uJXcyko2NDRMmTGDChAkmm1MUVZDr8r6xuhWDwWDU/wlry7WsWRfCirSp24YWrn/fiGHNmTWc+usU03ZPI3BpIB/+9iGXUi5ZMEIhhBBCVCQp1oWwYtN6TmNGnxm0r9+epMwkvj7yNYOWD2LslrEcjD1o6fCEEEIIYWZSrAthxWxtbBnkM4gFgxawcNBCBvsMxqAM/BT1E7su77J0eEIIIYQwM1mzLkQl0a5+O6bXn864zuOIOBlR5EYWS04sITolmpGtR8odUoUQQogqRIp1ISqZ+k71GdNxTOHznNwcZh+eTXRqNHOPzGWA1wDC/cK5zf02uYqMEEIIUcnJMhghKjmDMjCj7wzu9r4bheKH8z/w8IaHGfH9CFaeWklGToalQxRCVLCCy74KISzDlD+DcmRdiEpOKUVH9450dO9ITGoMi08sZunJpRyLP8bEXyZS2642d3rdaekwhRAVxNbWlrS0NKPuzCmEMI+0tDTs7e1NMpcU60JUIQ1qNuCFTi/wVIenWHdmHZsvbOaOxncUtn93/Dv86vrJUTchqjB3d3cuXbpEo0aNcHR0tHQ4QlQbWmuys7NJTk7m6tWrNGjQwCTzSrEuRBVkb2NPSMsQQlqGFG67mnaVGXtnkJ2bjZedFymnUxjoPRBbG1sLRiqEMLXatWsDEB0dTVZWFunp6Tg4OJR5vtKON7a/Mf2K61PatvJ+H8zFnHGVZ+6yjDVV7k2Z99LEZQo1atTAwcEBLy8vk+1TinUhqgkbZcPDbR5maeRSojKieGPHG3y470OG+w4ntFUo9RzrWTpEIYSJ1K5du7Bo37p1K7fddluZ5yrteGP7G9OvuD6lbSvv98FczBlXeeYuy1hT5d6UeS9NXNZKTjAVoppwdXBlbOexbBq2iVFuo2hRpwVX064y6/dZDFw2kIT0BEuHKIQQQogbyJF1IcwlOQYSzkGt+uDmY+loCjnWcKSnc0/G3zGevVf2suDYAiCvmIe8NXfbLm6jV6Ne2BpkiYwQQghhSVKsC2Emf+5fw4WfPqNe+4F4DfuPpcP5B6UU3Rp2o1vDbuTk5hRu/y3mN57f/Dzuju6MaD2CYb7DcHNws2CkQgghRPUly2CEMJMNl524P3MqX1z0snQoJbIx2BR+nZmTiY+LD7FpsXx64FMCIwKZsGMCx+KOWTBCIYQQonqSI+tCmInBkHf30NxKdpnEXo16sdJzJbsv72bhsYVsu7iNVadXser0KgZ4DSBYBVs6RCGEEKLakGJdCDMxqIJi3cKBlIFSih6ePejh2YMLSRdYeHwhK0+txMfFB5Ly+lzLukZmTiZ1HOpYNlghhBCiCpNlMEKYiU0lLtav16R2E17r9ho/hv7IaP/RhduXRy4nYGkAk3dO5kT8CcsFKIQQQlRhUqwLYSbKkPfjlZNr4UBMpKZtTWrb1S58fjbxLBk5GSyLXMawNcN4dOOj/HT+pyInqwohhBCifKRYF8JMbPKL9Up+YP2WJvaYyJrgNYxqPQqnGk7svbKXsVvHMmj5IDac22Dp8IQQQogqQYp1IcykYM16TiU7wbQ0vF28eeP2N/gx9Ede7foqjWs1Jjo1GoUq7JOdm23BCIUQQojKTU4wFcJM+jXWrLUbT51GvSwditk52znzYJsHCWsdxi/Rv9DDs0dh27Td0zgacxR1QdGncR8MSo4RCCGEEMaSYl0IM6njYKCO4TzU6GDpUCqMjcGGvo37Fj7PyMlgc9Rm/sr4i+c2P0cT5yaMaj2K4BbBONs5WzBSIYQQonKQQ1xCmIvKv9GQriJnmJaBvY0934d8T7BrMI1qNeJC8gXe3fsuAREBvL3nba6kXrF0iEIIIYRVk2JdCDM5kmDDK1lPMie2paVDsSgXexcG1B7A2pC1fNz/Y7p5dONa9jUWHV/Etaxrlg5PCCGEsGqyDEYIM7l8TRGR0487ky/wqKWDsQI2Bhvu9LqTO73u5GTCSXZH78anjg8AWmte2/4aNZNq0jWrKzVta1o4WiGEEMI6SLEuhJnkXboxh1ytSuxb3fi6+uLr6lv4/NDVQ6w/tx6A9RHrCWkRwqjWo/Cq7WWpEIUQQgirIMtghDCTwpsiVd0rN5pM27pt+bDfh7Swb0FqVirzj81n8IrBPPfTc+yM3omuwpe/FEIIIYojR9aFMBMbQ94RdSkzS1bDUIPApoHYnrWlQbsGLDy+kHVn1rHt4jb2x+7nx2E/4mTrZOkwhRBCiAonxboQZmIoPLIuy2BKw6+uH9N6TeOlzi+x7OQybAw2hYV6Rm4G/933X0J9Q2ns3NjCkQohhBDmJ8W6EGYSFZ8OQFb1vXJjubg5uPFE+yeKbNubupfFFxbz9R9f069JPx7we4CuHl1RSt4QCSGEqJqqbLGulDIAe4DzWuthlo5HVD8p5/byrM1F0lRdS4dSZXjbe3Ovz72sP7eeLRe2sOXCFlrUaUG4Xzi1c2tbOjwhhBDC5KpssQ48A5ymar9GYcX6pm+hle1BUpyaAjMsHU6V0NiuMQ/0eYBxXcYRcSKCxScWc+qvU0zZNYXWDq0JIsjSIQohhBAmVaqrwSil6imlBiulHlZKueVvc8g/im01lFLuwP3A/ywdi6i+lM7J+1eWaJhcPcd6PNPxGTYN28T0PtPxr+tPt5rdCtsvJF9gX8w+uYqMEEKISs+oIlvleQ+4CKwG5gDe+c2rgDdNFZBSqq9SarVS6pJSSiulRt+kzxil1FmlVLpSap9Sqs8NXd4DJgKyWlhYjMrNK9ZzkGLdXGxtbBnsM5hFgxfRuWbnwu3zjsxj9IbRDP9+OCsiV5ClsywYpRBCCFF2xh4RHw88B0wFboci1ccaYLAJY6oF/AG8CKTd2KiUGgF8DLwN3AbsBNYrpbzy2/sCWmu904QxCVFq2fnF+juJsjSjIhiu+4DPo6YHbg5uHI8/zls73+Kti2/xyf5PiEmNsWCEQgghROkpYz4mVkqdAb7UWk9XStkAWUAXrfV+pdRAYL7Wup7Jg1MqBXhOaz33um17gENa6yeu2xYJLNVaj1dKvQ48nx+jA+AMfKe1fuwW+3gSeBKgfv36nZcsWWLql1FuKSkp1KpVy+rmLe14Y/sb06+4PqVtM9f3t8HWl/DjDC9ljeG+wLtKPd5ccZV37rKMNVXuS5PbLJ3F/tT9bE3eysXMiwAYMDDcbTi9nHuVKq6KJj/zpmkv7XZLk7yXro+1/K4vL/ldX7r2srRZa+779++/T2vdpcSOWusSH0AG0D//axvylpd0yn9+J5BmzDylfQApwOjrntsB2UDoDf1mAttuMr4feUW8Ufvz9fXV1mjLli1WOW9pxxvb35h+xfUpbZu5vr+7pg3QUROb60ffmFam8eaKq7xzl2WsqXJflrzn5ubq2etn639t/ZfuMK+DPh53vLBt2aZlOiM7w6jYKpL8zJumvbTbLU3yXro+1vK7vrzkd33p2svSZq25B37TRtSnxl4p5RLgD2y5SVsH4KyR85RXPfLeLNz4WXYMEFBBMQhhlA8cn2dvSg3qq0RLh1KtKaXwcfDh0TseJS4tjrqOf19Kc+7VuXyy9BOGtxpOqG8o9Z3qWzBSIYQQ4p+MXbMeAbyllOp13TatlPIF/gV8Z/LIinfj2h11k21orbdquca6sJBruXnvhdO1rYUjEQWuL9STM5PJyM0gLj2Oz37/jKBlQbz+8+sc/vOwBSMUQgghijK2WJ8MHAe2A5H52yKAw/nP3zF5ZDd3FcgBPG7Y7s4/j7YLYVHpBcU6dhaORNyMs50zrzd8nTl3zSHAK4BcncvaM2sJWxdG+NpwziZW1AeGQgghxK0ZVaxrrdPIW/89mryrr/wI7CXvxMxArXWmmeK7MY5MYB8QeENTYH5cQliN2WljOWj/BHVJJDszw9LhiJtQStHVoyv/7f9f1t2/jkfaPoKznTOnE09T3/HvJTGZORXyK04IIYT4B6Pv7qm1zgG+zX+YjVKqFtAi/6kB8FJKdQTitdZRwIfAt0qpX4FfgKcBT+Bzc8YlRGm56kRcVCoTbb+FrPvAzt7SIYliNKrViHFdxvF0h6c5kXCCWnZ5Vw5Iz07nnhX30L1hd8L9wmlTt42FIxVCCFGdGF2sV6AuFD2RdUr+Yx55V4ZZrJSqC0wAGpJ3TfZBWuvzFR6pELeQm6txIO9o+j02v0JuOuBi2aCEUZxsnbjN/bbC5/tj9vPntT9ZfXo1q0+v5jb32wjzC2OA1wBsDXI+ghBCCPMyqlhXSp3lJidwXkdrrZubIiCt9VYo/paPWutZwCxT7E8Ic7iWkUEtlY3WoBSQdc3SIYky6tmoJ2tD1rLoxCJWRK7gQOwBDsQeoIFTA0a2HsnDbR+Wol0IIYTZGHuC6babPP4AaufPsc0s0QlRSV1LSQIgCxtmZw8kLinVwhGJ8mhSuwmvdn2Vn0J/4s3b38S7tjcx12JYf3Y9NZQ1fkAphBCiqjDqr4zWevTNtiul6gAbyDvhVAiR71rKXwAkUZNp2Q/RNT6Fut6WjUmUn5OtEyNbj2R4q+Hsjt4NKu8kVYCopCgm75pMWOsw+jXpRw2DFPFCCCHKr1x/TbTWfyml3gP+Ayw0TUhCVH6ZSXEApGhHANLS0iwZjjAxgzLQs1HPItsWn1jM3it72XtlL541PRnZeiT3t7wfF3s5V0EIIUTZmeLQTzrQ2ATzCFFlJNq4MiXrQeobUgBISkmxcETC3J7p8AyetTxZeGwhUclRfLjvQ2YdnMXg5oMJax1GS9eWlg5RCCFEJWTsmvV/UErVyL+k4mTgiMkiEqIKSFB1+DrnbnYaOuU9T5Y161VdLbtahPuFsyZkDTMHzKSnZ0/Sc9JZenIpX//xtaXDE0IIUUkZezWYXG59NZgk4B6TRSREFRCXmncTnZq2QAYkpMgymOrCoAz0bdyXvo37cuavMyw8vpCQliGF7TujdxKZEElIyxBq29W2YKRCCCEqA2OXwUzln8V6OnAeWK+1TjRpVEJUcir6IMGGXXja2QPNib+WZemQhAX41PFhQvcJRbZ9dfgr9l7Zy8yDMxnSfAhhfmH4uPhYKEIhhBDWztirwUw2cxxCVCmNojfwkd0CflL3YEcHcjLTLR2SsBIP+j2IQRnYc3kPi08sZvGJxfT07Em4Xzi9G/XGoMq8OlEIIUQVJH8VhDADu2sxADRtUJcT9qOZUHdLCSNEddHfqz9fBX3F8iHLGeY7DAcbB3ZG7+TZn54l4kSEpcMTQghhZW55ZF0pNacU82it9WMmiEeIKqFmRl6xrtxbo84AiRctG5CwOi1dWzKpxyTGdhrL8sjlrDy1koHNBha277i0g8a1GuPt4m25IIUQQlhccctg7uTWJ5XeyNh+QlQLLll/AuDs3Rl2A39FgdaQfwMdIQq42LvwiP8jjG47uvAGS9k6m8k7JhOXHkefRn0I9wunp2fPwnYhhBDVxy2Lda21dwXGIUSVkZKeibuOAwX1vNsyNGsap9Pd+SXhCjXdGlo6PGGlri/EM3Iz6Nu4L2vPrOXnSz/z86WfaebSjLDWYQxpPgQnWycLRiqEEKIiyZp1IUws+nwk9iqLOOWKwcGZeOXKXzhz6cJ5S4cmKomaNjWZ2msqP4b+yIudXsTdyZ2ziWf5z57/EBARwPkk+b8khBDVRamLdaWUu1LK68aHOYITojKKiz5HmrbjT/u8H4tGDhkAXLocbcmwRCXk6uDK4+0eZ8PQDbx3x3vc5n4b9Z3q4+X896/cE/En0FpWIgohRFVl7E2RDMC/gaeAOrfoZmOqoISozH7N8SUsYw7PdW5Aa6CJiw2kwNnLf9Lf0sGJSsnWYMtA74EM9B5IUmZS4ZKZSymXGP79cHxcfAjzC2Owz2AcazhaOFohhBCmZOyR9bHAs8AHgALeJq94PwucBp4wS3RCVEKHL/2FxkDLpo0BaNUw7/3tiT/lWuui/K6/62lUUhR1Hepy6q9TTN01lYCIAD787UOiU+RTHCGEqCqMLdYfIe8upjPyn6/QWk8C/IBLgCyDESLfHxfiAWjXyAWAVs28ATiRbGehiERV1cOzBxuHbmRGnxm0r9+epMwkvj7yNXcvv5uXt71Mrs61dIhCCCHKydhi3Qf4TWudA2QDjgBa6yzgI+BR84QnROVyOe4vfsh6mBUOU2jqYgtAq5atADiZ5U5uapwlwxNVkK2NLYN8BrFg0AIWDlrIPT73FN4FteDfXJ1LerZ8siOEEJWRUWvWgUTAIf/raKAV8Mt1c7iZOC4hKqUj+3cSoNJoYJuGwTbvSLpbbSeecj1A65Sd5Jyzx9B2sIWjFFVVu/rteKf+O/yr87/IyMko3L7j0g7e3PEmXe270jq1NR41PSwYpRBCiNIwtlg/ALQBNuY/piil0sg7yv4fYL95whOickk7uQWAlPqdimwf380A236BqPYgxbows/pO9Ys83xm9k78y/mJTxiY2L9tMQNMAwv3C6Vi/o9xoSQghrJyxy2A+Aq7lfz0JuAIsABYDtsBzpg9NiMolMzuXBn/mfeBUu21Q0Ubv3nn/nttRwVEJAa91fY1v7/6WTk6dUCg2ntvIQ+sfYuTakfx0/idLhyeEEKIYRhXrWutNWusv8r++AnQDfIGOgK/W+pD5QhSicth59Bwd9XFyUXjcdneRtkyPzqzS/XjnYlv0XxctFKGorpRSdHTvyCP1H2HD0A080e4JXO1dORp3lDOJZywdnhBCiGIYVawrpepe/1znOaW1PpR/kqkQ1d7pXSuxUznEOvuDU9HTOGzsnZia8xCf5wzhxJ6NFopQCGhQswEvdHqBTaGbmNpzKkN9hxa2zTsyj9e2v8ahP+X4ixBCWAtjl8FcVkqtVEoNVUrJ9eeEuMHlxDQaX1oHgMNtof9otzEoBnjl3Tds06GzFRqbEDdjb2NPSMsQ3Bzy3ljm6lwWHV/EurPrCF8XTtjaMNaeWUtWjhyPEUIISzK2WJ9I3uUbI4ArSqnPlVK9zBeWEJXLN7vO82rmEyx0H0edriNv2iewWwcANsW7w58nKzI8IUpkUAa+vutrHvV/FBd7Fw5fPczrP79O0LIgPvv9M+LS5LKjQghhCcauWZ+htW4PdAK+Bu4FtiulTiulJiulWpozSCGs2Z/JGXyz8xyJ1KLVPS+Ac4Ob9uvdxgtHQzaHdHPO/7ywgqMUomQNazXkpc4vsWnYJib1mESLOi24mnaVWQdncSTuiKXDE0KIasnYI+sAaK0Paq3/BTQB7ibvWuv/Ao6ZITYhKoWPNx0lOzONAD93Ojd1vWU/Rzsb7vbNu1V8xO9/QtpfFRWiEKXiWMORYb7DWD5kObODZhPqG0rvRr0L2z///XM2nN1AVq4skRFCCHMz9jrrRWitc5VSqUAakAU4mTQqISqJnaevwr557LKPILvJG0DXYvuP6Nue5cd3E5HRnbE7Z1FjwBsVE6gQZaCUolvDbnRr2K1wW0xqDF/8/gXZOht3R3dGtB7BMN9hhWvfhRBCmFapjqwrpVoqpaYqpU4D28k7uv4F0M4cwQlhzRKvZfHWkj28WGM5bioFd48mJY7p1syNno1q8ESNdeTs/h+kyjpgUbnUtq/N+NvH4+PiQ2xaLJ8e+JTAiEAm/jKRY3HyIasQQpiasZdufFYptRs4Dowlr1APBJpqrcdrrY+aMUYhrE5mdi5Pz9/HkNQl1FeJ5DbqAn73ljhOKcXC5+/i8VYZ2GclwE+TzR+sECbkWMOR4a2Gs/K+lXwR+AV3NL6DrNwsVp5ayci1I4m9FmvpEIUQokoxdhnMR8CPwIPACq11mvlCEsK65eRqXl92iMSz+xhjvwYAQ9C/oTS3bR/4DnzWE73vG1SHUdC0p5miFcI8lFL09OxJT8+eRCVFsej4IpIyk3B3cgdAa82O5B10TO9IHYc6Fo5WCCEqL2OL9Sb5dy4VolrLysnlX0t+Z8Pv51lp/z9qkAPdnoKmPUo1T3qd5nzl+Q6bTyezZPkz1Hh6GzhKQSMqJ6/aXrzW7bUi23Zf3s3i+MWsXLqSwT6DCfMLw9fV10IRCiFE5WXspRulUBfV3p/JGYR/uYfVv0fzlv0i2qhzUKcpBEwq03zfXW3Gfu3L4jgfWP08aG3agIWwIGc7Z/wc/MjIyWBZ5DKGrh7KYxsf46eon8jJzbF0eEIIUWmU6gRTIaqrrSdiuffTHfx6Lp4Gte3pMvRf0KAdDP8G7GqWej4HWxvGD2oDwAc5I4g/ugW2vmPqsIWwGP96/oxpMIZVwasY2WokjjUc+fXKr4zdMpaHNjyEljenQghhlDJdulGI6iI2KZ13N55g6b6LAHRp6sqsBzrh7uwA/tvBUPb3u4PaedDdx43dZ2BS9mg+3fYOuDSGTg+aKnwhLM7HxYc3u7/JC51eYOWplSw8tpCenj1R+ed4JGcmcyVLPrwVQohbkWJdiJtISs/iq5/P8uX2M6Rl5WBXw8BHnWK5y+McNs75J4OWo1CHvBP03h3agbs+2s6arB4MMuzm7jUvgMEGOoaZ4FUIYT2c7Zx5sM2DhLUOK3IzpeWRy3k/+n02/7CZB9o8QO9GvTEo+dBXCCEKSLEuxHUuxF9j7s5zLN57gZSMbACC2jRgWvPjNPhpHBzKhnotwTfIJPvzquvE+EGteWvVEcbzPP4542iy8hnISgOam2QfQlgTG4MNNgabwudp2WnYKTt2Xd7Frsu7aOLchLDWYdzX4j6c7ZwtGKkQQliHUhXrSikD0AaoC/ymtU41S1RCVKC0bM3SfRdZceAiO0/HFZ7n2cOnLuMCW9L10rewaTKgodeL0DLQpPt/4PambD3xJykZ2di3GAc/vwFrx9G8cTD07ZN3pF2IKurpDk/jddWL2AaxLDq+iAvJF5ixdwafHviUsZ3HMqr1KEuHKIQQFmV0sa6UehaYRF6hDnn3Vd+vlFoJbNZaf2KG+IQwi0t/pbHleCxbjsfy88lrZOb+DoCdjYF72jfksd7N8K9nA6ufgyMr8gYFTIbeL5k8FoNB8cmo27CvYcDWpgfUqQVrx9Hk4kpYdA1CvgAnuZW7qLqcbJwY7T+aB9s8yNaLW1l4bCG/XvmV+o71C/ukZKbgZOskS2SEENWOUcW6UuoJ4GNgDvADsOS65p+BoYAU68Iqaa2Jir/G3nMJrP4jg2n7tnL6z6IfCnX1diXktsbc064hLk62EHcavhwFV0+AnTPc/wW0vsdsMday//tHMbvjg2xLbkLfHQ9hG/kDfNYrb//N+ppt/0JYAxuDDQO8BjDAawAnE07i4+JT2Db91+kc+vMQo1qP4r4W91HTtvRXYRJCiMrI2CPr44APtNavKaVu/Ez+OPCKacMqH6VUE+BbwB3IAqZorZdbNipRETKzc4lKymHZvoscv5LE8SvJHI1OIi4187pe2TjZ2dC7RT3ubO2OffwpQgbecAfRWu6QnQ71WsGI+VC/Ym7morXmmQX72XQ0jSd9P+aN3M/h4q8wbwj0fB76jQc7pwqJRQhLuv4GSjk6h4OxB4lKjmL6r9P59MCnBLcIJqx1GE1qN7FglEIIYX7GFuvNgI23aEsFrO3Wi9nAWK31QaWUO7BPKbVBa33N0oGJ8snN1SRcy+R8Ug4b/rjM+bhrnI+/RlTcNc7HpxL9Vzo5uRr4vcg4t5p2dG7qiltOAiMGdMHf0wW7Gnkfp2/deiav0/md4N4m706i9s7wwLK8SynaOlbY61NKcYdvfTYdjeHLkw60CZ1NsM+38PP7sPMTOLoK7vnA5OvmhbBmNsqGVcGr2By1mQXHFrA/dj/zj81nwbEF9G3cl145vSwdohBCmI2xxfpVwPsWba2ASyaJxkS01peBy/lfxyqlEoB6QJRFAxP/oLXmWmYOf6VlkZCaSWJaFr9eyebSnvMkpGYSm5xBTFI6sckZxCZlEJucTlZO/hmgO/f/Yz6loIGTonPzBrT2qE1rD2f8GtamsasjSim2bt1KJy/XImPsMuJg2RNweAnc/jTcPSOvoV5Lc7/8m3qge1PiUjL5748nGbf0MLmhD3P/Y3fBmhch5g9YMAxaD4aAKVCvhUViFKKi1TDUIMg7iCDvII7FHWPBsQWsO7uObRe30dfz7yViWuvCa7gLIURVYFxi1kAAACAASURBVGyxvgZ4Sym1FTifv00rpeoBLwErTRmUUqov8DLQGfAEHtFaz72hzxjylt80BI6QdyT955vM1QWwBS6YMsbqIjdXk5mTm/fIziUjO+/fzOxcziXmsO98fOG29KxcrmVmk5qZ8//snXd4XMXVuN/ZIq16b5YsyZKb3LHl3oQLYHoxIXQwJSQhHyUkkPIFCPmlfQQSQk2oNpCA6c02YFvgbstdliy5yerd6nV35/fHrLqLrLYq8z7PPPfemblzz927u/fcc8+cQ019u2WDlczcOv51ZDvVDTaq662U1TRSXtvQony3Zl/yGWXycTPjabQyJiKISH93ogJUifT3IMLPje1bNpGQMO3cJ1ddAlueZeaOV8DeACYLeAR249PqOR5YMoqMjBN8fLSRn6/eT+O1E7nh3kTY/hIk/gkOfwFpayD+Tlj4qHLb0WiGCHEBcfxh3h94aNpDbM/bjkem8l+XUnL313cT5x/HjXE6ioxGoxkcdFZZ/y2wCEgGdgASNaF0LFAI/L6H5fJ0HGulo7RBCHEDasLrT4DNjuUaIcQ4KWVmq34Bjv3vkp3IbV3VKPnvzkwkICVIpGOpKiRKeW1ppzlldlN/u2y7L44+Tf3tsuOYrfvbHeu0Gj8zq55NVSmOdjWozS6xSYnN5lja2xarXWKXammz2zu026SkvKIWt73fqb6OfRptLcp4g81+ekW6Ndu2netjbUthSYcqi9mAr5sLvu5mfNzMWGvKGRU5DB93M8FeFkK8XQnxthDiZSHY2xWL2UhiYiIJCdPP79hN1JbB9hdh24vQUIkRIO5KuOgp8Ivu2pi9wFUjXYiNGcHTX6fz6IcH8XEzc8nc/4GJ1yuFfe8q2PUq7HsXpt2pfNq9w5wttkbTZwS4BXBZzGUkZiYCkFKaws78nezM38mq1FVMsEzAI9+D+JB4bW3XaDQDFtEJHVZ1FMILeBC4GDVxswRYCzwrpazoNQGFqALub21ZF0LsAA5IKe9pVXcE+EBK+SvHtivwDfBvKeWqs4x/L3AvgEvoyGlht/+9V85jIGMSYDaCyQBmg8BkUOsGacdiNjq2BWYDWExgMQpcjQKLCVyNAlcjWEwC2ViHr4cbro4+HmbwMAtcjG1volVVVXh6ep5VprP1OVdbqMwnfvfPASjxn0pKyLXYQiZ24ZPpXZrO49uTjSQVWHl4mqXNZ+VenUnM8ZUEluwCwC5M5IcuJjPyWurcQjs1dnfk6o19ztWvO9f9dG3d+Rx6k96Sq7vjnu/+fXHd27efrD/Jd5Xfsad6DzZsAESYI0jwTmCaxzRMwqSvey/v31PX/Vx9zrdtqF337o6t/+t7nwsvvHC3lDL+XP06raw7i/bKuhDCBagBbpRSrm7V7wVggpRyoVAmlHeBNCnlE509VkDkaHnXM6sRCIRQ/s80rQMG0bLeZKVR26reIFS9Y7eWcRz9DM1tormudR+DoeOYAjh+/DgjY2MdMql9jQbRtgiBySgwCIHJIDAY2i479jGwZ08Ss2bMwGgAo8HQ3O5qMuDSVIyGM1qklHU7obMfb6f7d6bf2fq0aZMScnbDsY2w8Bctbd88DqMvgajZ530efUVruWx2idHx/SivbcRul/h5uKiOefth098g5TNAgjDA6GUw4x6ISWj6Ip9x7O7I1dP7nKtfp697J9sGwrXvT+M66zfflfbi2mL+uu6v7KjfQWldKT6uPnyz/BvcTG76uvfy/k75r+9E21C77t0dW//X9z5CiE4p652Ns34cuEZKuf80bROAz6SUMR337BUCASNQ0K6+AFjiWJ8L3AAcEEJc7ai7VUp58KwDuwn+unxyT8raIyTKLBIW9PzHW3LUyJjQQZrOu65CTRhNehMKHJd91JKW9qVPOkWsrtKkqNvtkgf/u5cjhVW8cus0xg/zgbDJ8IOVUJQOm5+Fg6sh7UtVAkfDjHth0g/A4uPks9Bo+o5At0Au9b2Up+Y/xZoTa2iwNeBmUpGd6ux1PLXtKX4w5geM8R/jZEk1Go3m7HTWZz0acD1DmwWI6hFpzo/2rwQEza7gcjOg09wNNaSE7CTGHP4nbNkKjY5Ine4BMOVm8AwFyp0qYnepqGuktLqB7FO1XPfSVv507USuuSBCNQaNhmteUg8ie96CXa9DcTp89Qh8/VuIuwKm3AQjFjr3JDSaPsTV6MrVI69uU7ejagcfZH3A++nvMzN0JreMu4UFEQt0dlSNRtMv6ayyDh2V4ybigbIekKWzFAM2oL1TbjAdre2aoYS1Ht6+lrB6xxSKqHkqWkrcFWBqetZMc5p4PYGvuwvv/Wg2//tJMqt3Z/PQe/vZcrSEJ68cj0dTFlTPYFjwC5j7IBz+EpJegxPfK4v7wdXgHc4I39kwIdxp4Sk1Gmcyzm0cN4XcxMdHP2ZH/g525O8g0iuSm+Nu5uqRV+Nu1onHNBpN/+GMZgQhxENCiEwhRCZKUf+8abtVKQJeQE007ROklA3AbqB9VpilwNa+kkPjXFzqS1UYwzcug4ZqVWm2QPwKsiKugp/ugju/hInLWynqgwOL2chfl0/ij9dMxNVk4IPd2Vz+z80k57R7a2A0w/ir4fbP4YEDkPBr8I2CihyiMj+A5+PhpXnw/dNQcsw5J6PROIEgcxC/mvkrvr3+Wx6Jf4RhHsOas6M+uPFBZ4un0Wg0bTibZf04sN6xfjuQBBS161MPpACv9qRQQghPoCnbiwGIFEJMAUodoRmfAVYJIXYCW4D7UPHYX+5JOTT9jNLjkPoFHP6C2Vk7aX7Zk7ZGKeUAS5/kWGIiw4NGn3GYwYAQgptmRhIf7cfP3t1LWkElXxzIY0L4GfzS/aIg4VFlcc/cSt7avxF2arfy5y84CBueUr7v46+BcVeD/4i+PSGNxgl4u3hz+/jbuTnuZjZmbWRVyiquHXVtc3tWRRbFdcVMCZqiQz9qNBqncUZlXUr5KfApNEc++b2U8kQfyRUPbGy1/aSjvAXcIaV8zxFD/beopEjJwKVSypMdRtIMfBpq4LWLWiaKAlKYEaOXqpjjY5Y5UTjnMjrEi0/vn8ubWzNYMbdFwW6w2nExnebFmcEA0fNIG2slbN5sOLYBDn0Mh79SUWXy9sO3T0DwePW5jrkUhl2g9tNoBikmg4mlUUtZGrWU1hHSXkt+jQ+PfMiEgAncMu4WLoq6CLPR7ERJNRrNUKRTPutSyjt7W5B2x0tETRg9W58XgRf7RCBN39FYh1/pHtiwBS78tQo76OKulEUXLxh9McRdzpY8V+YvudTZ0vYLLGYj9y2Mbd4+Vd3AlS9s5vbZ0dw5d0RzJJkOmFwdCvkyaKyDY+sh+SNIXweFh1TZ9DR4hqjPfcylenKqZtDT2oIe5hGGr6svySXJPLbpMZ5JeoYfjv0h14++Hl+LrxOl1Gg0Q4nOhm783Tm6SCnlUz0gj2YoUnoCjn4LR76BE98z2Vqr6ideryKcAFz/FngPa/Y/txUlOkfWAcCa5HyySmv5w5epfHUwj78un8zI4HMkgzBbYOxlqlgb4ORmSFurXIzKM2HPSlVMbkz0Hg9uaRC7GAJiTxvHXaMZDPxo8o+4bfxtfHn8S95OeZtj5cd4bu9zvHLgFR6f/ThXxF7hbBE1Gs0QoLPRYJ44S1vTO0OtrGvOj9Lj8M4PoORIm+pKzxi8LrhWWdSb0D7UneammZGE+rjyq48OsiezjGX/+J4fLYjl/kUjsZiN5x7A5AKxi1RZ9hcoOKSU9rSvIHcPAaVJsCZJ9fWNVEr7yMUwYoGO5a4ZdLiZ3Fg+ejnXjbqObbnbWJW6ii05WxgXMK65T3FtMf4Wfx36UaPR9AqddYPp8A8khPADrgB+DlzdYSeNpgmbFfL2EXnyffhmY0tCIu8IqMwDVx+IvRBGLYWRS9i9+3C/zDQ2kFg0NoSvH/LnT1+l8t9dWTy/8Sif7c/lr8snMSsmoPMDCQGhE1RZ+AuozCf1yxeJM2WrrLBlmbD7DVWEEYbPUMp77IUQNgWM5xMdVqPpvwghmBM+hznhc8iryiPMM6y57YEND1DZWMktcbdwRewVzcmXNBqNpifo8p1USnkKWOmY6PkCoB2INQopoSgNTnwHxxMhYzPUVxADkOWmfNFNrsqCe/d65UrRZtLWYefIPcjwcTPz5+smsXxaBL/9JJnD+ZVnnwjSGbxCKQhdRFxCAthtkLcPjm5Q/u5ZOyFzmyob/6DmGETPhej5eFa6g32BnqiqGRS0VtRLaksoqCmgoKaAp7Y/xXN7n2P5qOXcOPZGQjxCnCilRqMZLPSE2Ws/2gVmaCMl2BqV8g2w92347P62ffxjyLGMJnzujW3rg8f2jYxDmPhofz7/2Tw2Hy1mZiur+rpD+SwcHdQ515jTYTBC+DRVFv4C6spV8qWj69WDWulxSF8L6WuJB0j5PUTPU5NURyyAwNHa310z4AlwC2DNdWtYf3I9q1JWcaD4AK8lv8Zbh97iouiLeCT+EYLcg5wtpkajGcD0hLJ+OR3jr2sGM1JCyVHCcr+GD9+Bk1th3FVwyR9Ve9Qc8AiGmIUQk6CUM9/hHElMJHx8ghMFH7qYjQYuHBPcvJ1WauNPa3cT6e/Oby6L46JxId2PI23xUdli4xyT7sqz4cQmyNhEXeo6LLXFkPq5KqCizETPhxHzIWouBIw889gaTT/GbDBzyYhLuGTEJewv2s/bKW/zzclv2JS9id/NPld8Bo1Gozk7nY0G8/ppql2ACcBE4PGeFErTT0n+CFI+Vcp5dSFjWrflH2hZ94+BR9K11bQfYxAwKtiTI4VV/GjVbubEBvC7K8YxNtS75w7iEwFTboQpN7LdZyMJk6OU8n7ie1WqCiD5A1UAPIIY7zYSLIchajaETFDWe41mADE5aDKTF04mryqP9FPpeJg9AKi11nLfN/dxZeyVXB57Oa7GwZVZWaPR9B6dtawvoiXqSxN1wEng76hkRZrBgs2qEhBlbFEZLX3CVf3JrZDyiVr3CKLQfTTB8VcrS3pwS2QEraT3f0b5GVlz5Xze2ZHJM9+ks/VYCZf+YxM3zYzk4aVj8Pdw6dkDCqEe4vxjYNrt6u1McbpS2jM2wcltUF1IUHURrN2m9nH1huEzleIeNVclZ9JoBghhnmFtfNvXnFjDnsI97Cncw3N7n+PGsTdyw5gb8LP4OVFKjUYzEOhsNJjoXpZD40waqiFnD2TtcEwQ3AENlarNzQ8uuFmtT/4hhIxXfscBI0n57juCZyY4TWxN9zAZDdw+J5orJw/j79+m8/aOTN7enomb2chvLht37gG6gxAQNEaVGfc4XKuOcfibNxhrKVEPhmUn4eg3qgCYLEzxGAn2ZRA5W0WecfXqXTk1mh7iitgrcDG68NahtzhcepgX9r3Aawdf46qRV3HruFuJ8o5ytogajaafouOqDUVqSsHdX63brPD0aGioatvHP0ZZzP1jWuoi4lXRDCr8PFx48qoJ3Dwrir99ndYmG2r2qRqG+bhhOFMW1J5CCAgcSX7YUsY2he0sz1EPjye3KMt7USq+5cnwfbJjHyOEToTIWTB8Bq517V/+aTT9B7PBzOUxl3PZiMvYmb+Ttw69xaacTbyX9h4Hig7w/hXvO1tEjUbTTzmjsi6EWHA+A0kpv+++OJoex25TSW2ydkDmdhVer7YUHj2p2o0m5V5QX6FcDobPVEq69zDnyq3pc0aHePHKrS0PYw1WOzf9eweeriZ+delY5o/q44gWPuEwcbkqADWlHPzq30z0qlCW97z9KnRk3j7Y8TKzAVIeh0jH93j4DAiZqGO9a/oVQghmhs1kZthMjpUdY2XKSmaHzW5uz6rM4lDJIZZELsFk0N9djUZzdst6Ih391E+HcPTTM8H6E7l74dsnITupxaWlCVdvlUK+ids+1RP5NB3ILK2m0WYnJa+CW1/byfxRgTy2zImhNt39KQmcCU2W9/oqyElyxHffjjVjG6aKbEjOhuQPVR+zO4RPI1qGQXijejPkpn2ENf2DWN9YnpzzZJu6tw69xXtp7xHuGc4tcbdwzahrmiepajSaocnZlPUL+0wKTdeQUmWQzNoJWdshYBTMuk+1GV3g+Ea17hvV7CrA8FkQHOdQzh0Ku1bUNadhZLAXGx9J4I0tGby48SibjhSz+ehm5oSZGDWllnBfJ2dpdPVUoUFjEgDYvHEDCeNC1W8ha6d6m1R6HDI2EQ1w0uFmEBTn+C3MxK1GqN+RnhSt6SeMDxhPpFckmZWZ/GXXX3hx34tcP+Z6bom7Rcdr12iGKGdU1qWU3/WlIJpOkp+sImhk7VClMq+lLWJGi7IeNBZ+sFK5A3iFOkdWzYDHYjby44RYbpg+nOc3HGXV9gy25Fq55dUdrH94Ye/7sp8PwgAh41SJX6HqqgohayeZW1cTSZ5641SUqsqet5gJkPy/LW4zw2fCsClg1uniNc7hmlHXcGXslSRmJ7Ly0Er2FO7h9eTXWZWyit/O+i3XjrrW2SJqNJo+5rwc4oQQ/sBswB8oAbZLKUt7Q7Ahj5QqqUz2TswNrSzfSa9BUquw9xZfpWBEzoTIOS31BqNKVKTR9AD+Hi787opx3DEnml++/T0/mD+yWVGvrrdiNIiuZ0LtTTyDIe5yjhd4EpmQANZ6yN3X/LDbcGwTLjXFkPalKgAGs5q4GjFdKfAR8ertlLa+a/oIo8HI4sjFLI5czIGiA7x56E3WZ65nfMD45j511josJosTpdRoNH1Fp5V1IcQfgJ+jkiE13bXqhRBPSyn/tzeEG1I01KiJctm71Cv87CSoygfAL+4h4GrVb9RFYGtQVvTIWcr1xWBwntyaIUVkgDv3TbaQMDWiue65DUf4bF8uDy0dzXVTIzD2J2t7e0yujgfbmQBs3ehI1pTpeFOVtRMKUyB3jyo7X1H7eQQr5T0iXi3Dp4KL9iPW9D6TgibxTMIz5FfnE+rR8pb0vm/vw9XoyooJK5gROqP7GYg1Gk2/pbMZTB8Efg28BrwN5AOhwC3Ar4UQRVLK53pNysGGlCp7Y5N7iq0R/i8WGmva9rP4QsR0rKZWsaTHLFNFo+kH2O2SXSdKySuv45cfHODVTcd59JKxLBobPDCUh9bJmqbcqOrqKpSinr0LsnapZXVhW+u7MCp3m4jp6sE5YjoExGrru6bXaK2o51fnk1qSSo21hq25W5kQMIG7Jt7FoshFGIQ23mg0g43OWtbvA/4hpXyoVV0a8J0Qogr4CaCV9TPRdPNvuvFn71IhFR/NUFZxo+O1e2ON4+bvUAAcN//SxERnn4FGc1oMBsEH983hs/25PP11GukFVdz1VhIzov15dNlYpkUNwMgrFu82E1eRUk1UzW71+81PhvyDqjS5pbn5tfr9TofwaWosjaaHCfUI5evlX/Ne2nu8nfI2ySXJPJT4ENHe0ayYsILLYy7HbDQ7W0yNRtNDdFZZjwa+PEPbl8CPe0SawcaJ72HNo1CYSocomB5BanKoT7javnONjsqiGZAYDIKrLwhn2cRQ3tmeyT83HGFnRinXvbSVNQ/MJy5sgCusQqgH54BYlcUXVNbf3H1tFfiqAjjytSpqRzXRe3irB/DA0dptTdMj+Lj6cO+ke7l13K18cvQT3kx+k4yKDP68888silyEj9HH2SJqNJoeorPKegkwAfj2NG3jHe1Dk5pSyNndcsOOmgsLHlFtrl7K/9VghrBJba1uvpFtX5lrRV0zwHE1GVkxbwTL4yP413fHOVJY2UZRr6hrxNsySKx9Lh4QPVcVcEwIz2qZb5K9SyVtao48s1L1c/VWFvfhM1qs703ZhDWaLuBmcuPGsTeyfPRy1mWso7y+HB9Xpag32Br4z+H/EGwPdrKUGo2mO3RWWf8YeEoIUQL8V0rZKIQwAdcDvwfe6i0B+yWHPoH0deqGXHKkbZutsUVZD5kAK76GsMlg1rP2NUMDb4uZRy4eg5Qtb5Myym385I/ruXNuND9aGDt4lPYmhFAP4L6RLRlXG+sg/0DbSeMV2Sr/QVMOBFCTxJsmrw6foeLAazTnidlg5vKYy9vUfXrsU55Oeho3gxsn9p3g5ribmxV5jUYzcOissv4rYDJKKX9dCFGKCt9oBDajJp8OPqoKWyzmM34E3mGq/ui3sP9dtW6ywLALWqJERExv2d9obo46odEMNVpPMD1QbKOmwcYLG4/x7o5M7l80iltmReJqGsRvlMwWR+z2GTD7p6quIreV60ySivteckSVpv8UswdT3EdA42IId/yvNP33aDTnwSjfUUwPnc6u/F28tP8lVqas5KaxN3HruFvxswzA+SSagUdDNWz6GxhdIeFRZ0szYOmUsi6lrBRCLAAuA+ajFPVS4DtgjWxtQhvAGG11sP3llptp2cmWxtBJMMGRjGLSDWo7Il5Zz00uzhFYoxkgXBnrwi1Lp/Pnrw6zM6OUp75I4Y0tJ3jkojFcOXlY/0qu1Jt4D1P5D5pyIFgboCDZ4TqzU1ngy07iW54MW5Jb7ReuXGaaLPBhU8DF3TnnoBkwTAmewusXv86ra19lh2EH2/O28++D/+bt1Lf52QU/49ZxtzpbRM0gJ6foFOGb/kajiw9mrax3mU7HWXco5F84yqDEvSYH1rb6Mpk9VDzliOkQNKalfsR8VTQaTaeZGunHez+axYbDhfxl7WHSC6p48L19nCiu5qGlo50tnnMwuaj/mPCpMPNeVVddzME1bzDRv14ZDXL2QEWOKqmfqT7CCCHjleLeZH0PGKknr2pOy0jLSO5OuJt9hft45cArbM7ZjJeL17l31Gi6SVJ2JeFAfX0Dg8z5sU/pbJz10YCvlHKnY9sCPI6adLpOSvl874nYd1hNHjDl5haXluBxeuKnRtODCCFYHBdCwphgPtqTzUuJx7hxRmRze71tULyk6x4egZQEToeEBLVttys3mSbXmZwkKDik/OHzD7SEjnT1aTEuNCnxHgFOOw1N/2NK8BReWvISh4oPMdq/5QH5hX0vUGetY8WEFdo9RtOjmKryADBgc7IkA5vOWtafB/YBOx3bfwTuBw4CzwohpJTyhV6Qr0+pdQuFq190thgazaDHaBBcHz+c66ZGNLvA2OySp7bV8nnBHn5x8RiiAnSGUEBZy4PGqHLBLaquKXRkTpLDhSYJKnM7Tl71G9HG+i7sjc45B02/Ynzg+Ob1ioYK3kx+kzpbHavTV3PbuNu4bdxteLp4OlFCzWDBrfIEACbsTpZkYNNZZX0S8AKAEMIA3AY8KqV8VgjxOHBvU7tGo9F0lta+6odyy8mvkXxxII+1yfncPDOSny0eRaCnqxMl7Ke0Dx0JjsmrjrCRObvV5NVTJ1Q5uBqA+cIEx6a0sr5PA79onXl1COPt4s2by97kn3v/yZacLby0/yXePfwud024ix+O/SFuJjdni6gZwEi7sqgbtWW9W3RWWfelJZb6BYAf8IFjOxF4pGfF0mg0Q41JEb78Zb4b26sC+GBPNm9tO8kHu7O5d0Esd88fgYdrp6fYDE28h8G4K1UBsFlVnoecJMhWuSAMxWlqOycJdjj2cw9sZX2PV640Fh3ebygxPmA8Ly95md0Fu3luz3PsKdzDM7ufYVXKKlZfsdrZ4mkGMjaHsi6kcunT82q6RGfvfgXASFSYxouAY1LKLEebJ2DtBdk0Gs0QI8DNwP8tm8zd82P469rDrD9cyLPfprP2UD5f/c88Z4s3sDCaVDK2sEkQvwKATd9+yfwR7i2+79lJUFMM6WtVAUCoTKsR0yFimlLig8ep8TSDmmkh03jzkjfZmruV5/Y+h6+rLwFuLfMepJRtQrJqNOfE1kimPQiASGkDtLLeFTr77/sZ8CchxATgDuCVVm0TgeM9LJdGoxnCjAn14rU7prPjeAl/XnuYa6dGNCsJWmHoOjaTB8QmQOyFqkJKOJXhyMLscKHJPwDFaarse1v1M7vDsAuIsQdDcLkj9vswZ52GphcRQjA3fC5zhs2hoqGiuT61JJU/bP8DD8c/zLSQaU6UUDOQEPZGFjT8A4HkhFHHg+kqnVXWHwMswMUoxf3/tWq7Evi6h+XSaDQaZsYE8NGP52BvFSTmxcRjpOVX8utL4wj10ZmBu4UQ4D9ClabMq9Z6yE92+L47rO+nTsDJLUQCZH2s+nkNU5b3iOnK+j5sivKl1wwKhBBtsp2+nvw6B4oPcMfaO1gcuZgHpz5ItE+08wTUDAxsDdxv/Jgij9FIeZk2tHSRziZFqgbuOUPbnB6VSKPRaFohhMDo+H+vt0le3XKcUzWNfJtawM8WjeKueSNwMelXqz2GydWhhLeynlYXQ85uMrZ8QLSxSMV+r8yF1FxI/Vz1EUYIGdfi+x4xHaSOADFYeHLOk8T4xPDGoTdYn7me77K+44axN/CjST/S4R41Z8beyCPm1ewPuF4r6t3gvJwQhRDeqNjq4UAOkCylrDj7XhqNRtMzuBoFn90/jz98mcK6QwX8Ze1hVidl8cSV48+9s6breATC6IvJyHUlOiHBEfv9aFvre8EhyD+oyu43AJhn9ICs6S3W94h4NZZmwOFudufHU37M8tHLeX7f83x85GPeSX2Hz459xtMLnmZOuLbbaTpit6pwsePzP4Hqv+jcD12k08q6EOJ3wM9RE0oFIIEqIcT/SSn/0EvyaTQaTRuG+7vzyq3xfJ9exBOfH+J4UTW3vb6T2cOMzJxjw81FJzLrdQwGCBqtygU3q7qGGsjb1yZ8pKkiB44nqtKEX3Rb63voRCecgKarBLkH8eScJ7lp7E38Lelv7CvaR4xvjLPF0vRTGhsbaJAmXGjEam04PwuxppnOZjB9Evhf4FXgv6joMCHAjcCTQgiTlPKJ3hJSo9Fo2rNgdBBrH1jAq5uP849vj1BSK3HV7jDOw8Udouao4mDrug+ZM9zcEj4yd6+a0HoqA5Id0X+NLkx1j4LaxQ4lfppK5qRfmfdrxviP4ZWlr5BVlsfDGwAAIABJREFUmUWoRygANruNfx38FxG2CCdLp+kvWBsbKMWLUE5R36CV9a7S2c/tHuBvUspftKo7BGwQQpSjkiI90cOyaTQazVlxMRn4ScJILp0Qxs6dO5qTLOWU1WK3S4b7uztZwqFNg2sAjEtoG/u9KLVt6MiiNLwrj8COIy07uge0ivs+DVNjrVPk15wdIQSR3pHN2x+kf8CL+17E3eBO45FGrhl5jfZTHuJYGxuwOcI12qw6yndX6ayy7gOsO0PbWuDHPSOORqPRnD/RgR5kuKsbgpSSxz48QFLGKX57eRw3zYg8x96aPsNoUm4voRMh/k5VV1fOvjVvMiWgQVnfc5KgugiOrFMFmAdweFRL1tWIeAiZADoUXL9iRtgMZofNZlveNh7f+jhrTqzh8dmPE+GlLe1Dlfr6eqzSCALsjXXOFmfA0lllfQcwHfj2NG3TacmFp9FoNE6l3mrHx81MbaON33yczLcpBVwVpqOS9FssPpT5TYYFCWpbSig76bC+q/jv9py9GEqOQMkR2P8f1c9kgdBJEBFPcLkbnIoG3yjtPuNERviM4JWlr/D0l0/zWdVnbM/bzrWfXcsDUx/gxrE3YhDaTW0oIaWkrr6WWlzUdkONkyUauJxRWReiza/qf4CPhRBWYDUtPus/AFYAV/WmkBqNRtNZLGYjz980lYvH5/LbT5LZmFbEruPgGp7HsolhzhZPcy6EUJNQ/aKbY79v2vANC8cEtCRvyklyRKPZCdk7GQeQ+jdwD3RY35Xvu6lRKwd9jRCC6Z7TWbF4BX/a+SfWZazjzzv/jLeLN1fEXuFs8TR9SFFlPUZrHXWGJmW92skSDVzOZlm3oiK+NCGAPzsK7eoPnGMsjUaj6VOumDyM6dH+/OKD/Ww6UsyP39nDjTOG88drJmo/2gGGNJghfKoqMxwpP2pPqXjvObsp2b+OgLoTUFMM6WtV4SzuM5peJ8AtgKcXPs2y6GV8cuwTlo1Y5myRNH1M0slTuIkGPrHOZY2YyQrPcGeLNGA5m4L9e9oq6wMKIcSlwLOAAXhWSvmik0XSaDR9TKiPhZUrZvC/K79l9RErQZ6uWlEfLLj5wcjFMHIxB+UMEhYuVFFmWlnf7Tn7Tus+c4F7NNQtalHgtftMr7E4ajGLoxY3bxfXFvPy/pd5cOqDTpRK0xd8dTCPS6jnG3s8OQRxi1bWu8wZlfWBHIpRCGEC/gEsAkqAJCHEx1LKPOdKptFo+hohBEuizNx56WyiAzya68tqGpwolabHEQL8R6hyDvcZn4rDsP1wy77t3GcYNhXcfJ10IoObP2z/A+sz17M5ZzM3e93sbHE0vcTWo8V8dTCPa80NfOT6OFz9MgE+FmeLNWDptuuKEGIhcLuUckUPyNNTzABSpJRZAEKIj4HLgX87VSqNRuM0YoM8m9cLK+u47LnNzAyys2CBbA75qBlcnMl9Zv+aN5js36iU+JykDu4zAATo6DO9wQNTHyC3KpfU0lSerX4W32O+2pd9kGCzS05W2HjqixRWbTuJXUKsjyCksgxKk6A0ViVS05w3XVLWhRAjgduAW4EooAY10bRHEEIsAB4BpgHDgDullG+26/MT4BdAGCrm+4NSyk2O5mFAVqvu2YB+/6LRaADYnXGK0uoGvqiU2P+zh79dP0VnPh0quPlxyn8qJCSobSk7uM+Qd0C5zrSPPhM2WVnfw6dq95kuMsJnBKsuXcWfdvyJD498yK83/5pDJYf4efzPMRsG1sOQlBLpcBaWreua15vaZJvt9m11Vkl1vbXNGE1jNu/Tqv/pjtm+f9Mxy+rsFFTUnVGeDmO0krGwxs6RgkpqG23UNtiobbRR12inrtFGTYONUzUNFFXWU1RVT86pWtLyVV84AcAdc6KJzLVCJbDpafW2SivrXaLTyroQwge4AaWkz3ZU70dNOP1PD8vlCSQDKx2lvSw3oNxcfgJsdizXCCHGSSkzUZNe2zNg/e81Gk3PsmxiGK+7mrhv5U6+OphP9qltvHpbPMHe+jVtX2G12amzqht/aZ2drNIaGm12rHZJg1UtrTY7DTY7ycVW7IcLaLRJ1cexbLRJrHY7aRmNHNt8ArtdYpcSm5TY7ZJjxxvY25iObKqTYLdLTmbW831lCnbp6G+X2OUY7PbR2H1uBK8GwmqPMrwmlai6VKJqUwlpzIKsHao4qDD6keE6huOucRx3HcsJl7HUGj3aKFNNyluTYtReKWpSvqSEU2W1vJS2Td2sZEfFrPVYTXW0UtRoPk7bY1RW1uK5f1Ob43OW/u0Vz5qaGtyTEtvI0f6Yrc+lrq4O1+0bWh3jdP3nI1wkMvBT3kl9h//s3YW5+F6QxuaeUkJDYwPmTd+0kaepzWptxJi4ruXm3kp+q9WKccPaNv1tdhuG9Ws6nOe5FOH259krfHumVDY9QOL6ru/7/fftKiRgB2EDYUcIm1rHDsKOnycsGBvCsomhjAx2Jf3tMjLkJC4WBzhecIzKov3YpZ2jdUfxyPfAJm3Ypb1NsUkbB2sOUn2slpoGK412m+N3r/4XjhYeZ/+OPMe2Xf2O7RI7kuycbBI3HneMpa6fXUry8vP46uvDSEe9Xdod11a1t/2OyuY2mn6ftN5u9Z1o/bnIttvtv/fQ8bfQWUT7H26bRhW+8RKUgn4lYAFygY+AnwIXSinbX8keRQhRBdzf2rIuhNgBHJBS3tOq7gjwgZTyV0KIOcCjUsqrHG3/D8iQUnZwgxFC3IvKwEpQUNC0999/vzdPp0tUVVXh6el57o59PO757t/Z/p3pd7Y+59vWW59vd+lNubozdlf27alr35PXHeBIQRWvHDZQXCsJdhf8crqFQDfnx4Lub7/5RrukqkFSXF6DcHGj1iqptUGtVVJnVUtVoM4qqbepfeoabNiEkQabpMFRp5ZgG2DmEx+qmGw4xhRxjCmGo0wxHMVfVHXod9Q+jP0ylr32keyzx3JYRmLVwdLOiMHtJG4Rq2gsm0FD0UXOFqdLtLcOCnGaulYron0dsnni++nGaj9GS51EiEYw1CEM9WCoA6NjKerBYAUaEEYbiEYQDSCsYGh0bDuKwaqWKMVbCnvzunAo5WBV9cJ2np8O3HZ8Ar8QX/GqRxj/CB5Yb096m+Q7kndLKePP1e9scdafBm4GgoE64GPgLVRiJG/g/p4R9fwQQrig3GOebtf0NTDHsb4TGC+EGA4UA9cAS043npTyX8C/AMaMGSMTml6N9iMSExPpDbm6O+757t/Z/p3pd7Y+59vWW59vd+lNubozdlf27alr35PX3dHA2stmc8cbO0nOqeCZfZJ1D83Fy+LcG0pf/ObrGm3kl9eRX1HXvCysqOdUTQOl1Q0ty+oGqhuabtACdTvoLAI4fUIqIcBiMmIxG5A2Kx5uFsxGgclowGw0qHWDwGw0UFVRRlBgACaDAReTwGQwYDIKXIxqmZebS+TwCAxCYDQIhACjEGRlZjJiRDRGITAIMBgEBiHIOHGcUSNjMTjqjQbR3GYUjv0d202KkRACwXyEUH6f2yS412Tjd2o/vqUH8C09gFdZCiPJZSS5XGdUXpk2oyuVfuOpDJhMRcBkKgMmU+8ZocZrGhu1vn//fqZMmdy8LZqO29yvSVFrX9dW0VP7iub1pKQk4uPjT9t2xrpWY+3cuYsZM2ac85hN57Jjx3ZmzZrV5lqfrv+2bduYM3sFZfVX4evqj8HRRyKbEyht27qVOXPntNpPNK9v2bKFefPmKtlbnQvAls2bmTdvXpv+mzdtYv6C+c2fb2vaX4u2soqO59mD7k+JiYksXLiQsvoyCmoKKK0r5VTdKcrqyzou609R1VBFVWMV1Y3V2OW5E75157n4dPsahRGTwYTJYMJsMGMymDAKI0ZhpL6+Hg83DwzCoH5fRWk0ShMICDV7MSFwJOU1NnJP1VJvFahP2QCyZSkRINX+JoNRjWUQGFC/SbvNiouLS8sxhHBcN0F9fT1uFovj+6zqDAJqa+pw93DH0bP5t920jWOMJprGa9Wjebym9ua+bb4LbX/XbcfrWJ9Mcqeuw9ke9x9GXaevgDuklCWtBHOmTSQQMKISM7WmAIdCLqW0CiEeAtajQjf+Q0qZ26dSajSaAUGgpyvv3jOLFW/sYsm4EKcr6j2FlJLCynoyiqvJKKkmo6SGXal1/GX/JvLKaymraez0WCaDwM/DBbO9gWB/H7wsJjxdHcViwsux9HQ14+FqxM1sxGI2kpp8gNkzpmExG5sVc1ezWroYDc03uc49pM04S3sJCQnjT1OfT0JCRx/ZRLJImB/T6fM/M8NQ8QwcWBug4CBkOyau5uzGWHIU3+I9+BbvaennEaQmrraLPtOYbWRObGAPyNWW4iNGJoT7dHn/bE8DI4M7/0bmuLuB4f7u5+znbzEQ6mMhtNWUsvzqfH75/S95fPbjxPrG4u0qCPR0Pe3+ni4CX3eX07a5mUSH37KrSeDu4py3HHZpp6C6gJOVJ8msyCS7KpuC6gIKago4WXKSircraLCff4Qqi9GCh9kDTxdPtTSrpbvZHYvRQnF+MbFRsViMFlxNrrgaXZvX3YxuzXWuRtdmxbtJCd+1Yxfz587HbDC3aTtbJto2v+XqEvi/GJ6xW8AAc/zH8n3tI2zbnQ2At8XE7NgAxg/zIdLfnTAfC8HeFrwsJvbs2MpFiy889zE62dZfjXJv83in+p3tW/s6sBy4DEgTQvwXWCml3Nl98XqE9g8MonWdlPJz4PM+lUij0QxIvC1m/nPvLMxG57vAdIVGm520/EpScitIyVPlcF4FFXXW0/SuAMBsFAR7WQjzsRDiYyHM20Kwtyv+Hq74e5jxc3fB38MFPw8XvFxNCCEcN7y5nZbLnmtkUsQQCoFocnEo4dNweFdCTSnk7mlR4LOToLqoY/SZwNGMNUaA+5EhHX3m5f0vs7dwLyvWreC1i15ztjjnjZSSnKoc0k6lkV6aTtqpNDLKM8iqzDqnMu7l4kWIewgBbgH4ufrh6+qLn6Vl2bTu5eKFp9kTd7P7OSflJiYmkjAtoUvnctR0lEC3bjw81pUBUClUyNzy4nzeL8zGzWzkh6ONPHbjIlxNp5/Y72LUE7dbc7Y463cLIe4HrgVuB+4DfiyESEe5xDjLul4M2IDQdvXBdLS2azQaTadorahnFFfzm08O8uwPpvTLSae1DTZ2ZZSSlFHKroxT7Msqc0RhaIuvu5noAA9GBHoQFeBObWEmy+bHE+7rRoCHiw5Z2Re4+8PIJaqAYybpCYfy7lDg8/ZDcTqhpMNXjomZraPPRDis8L6Rgz76zGMzHiOvOo+tuVu56+u7+Kn/T50t0lmpbqxmf9F+9hbuZW/BXlJKUqhsrDxt3wBLAFHeUUR6RzLcazihHqGEuIdwMvkklydcjrv53G8jBhQ1yiGjyuANQF1FEQB/vm4iPmVHzqioazpy1vdBUso64F3gXSFEGC3hGh9zdPmzEOJF1MTO83Fk7DJSygYhxG5gKbC6VdNS4MO+kEGj0QxunvoihS1HS7jt9Z18+OM5eLg6f4JgTlkt61ML2HC4kG3HSqi3tvVVjQn0YHy4D3FhXsSFeTMuzJtgr7YZWxMTc5kyfAhZuvsjQoB/jCqTrld1DveZIxv/yyj3cmV9Lz3WIfrMmdxnBhMWk4V/XPgP/mfD/7AtbxsvFb7E4trFBLgFOFs0QLmzpJam8n3292zO3kxySXIHv3F/iz9j/ccyxm8Mo/1HE+sTS6R3JB5mj9OOWZtWO/gUdYAK5X2cbRzO1JqXKcOTSH93rpw8jO++O+Jk4QYWnb4DObJ//gX4ixBiOsrafgMqtOI/Ab+eEkoI4QmMdGwagEghxBSg1BGa8RlglRBiJ7AFZfUfBrzcUzJoNJqhy/9dP5nlL23lcH4lj6zezws3TXWKFbq8ppEvD+bxyd4cdmaUtmmbGO7DrBh/4qP9iY/yI+AMfr2aAYDDfSYnopJRTX615+E+02J9nzYo3GcsJgt/v/Dv3LH2DlJLU/nZhp/x6kWvOk2hlVKSUpLC58c/5+uMrymqLWpuMwojEwMnckHwBUwNnsqkoEkEuQc5Rc5+h0NZnxxgpchjGKVFVcwfFdijk3OHCl0yF0kpdwG7HJM4r0BZ3HuSeGBjq+0nHeUt1GTX94QQAcBvUUmRkoFLpZQne1gOjUYzBPH3cOHft8dz9fNbWJOczz83HOWBJaP67Pi5VXZ+9dEBPtqT02xBt5gNJIwOZlFcMAljggj26n/uOZoe5KzuMw7lPf8AFKersv9d1e907jO9GiC8d3A3u/Pikhe57sPrOFh8kC9PfMn1o6/vUxmqGqr4+OjHrE5fzYnyE831Ie4hzI+Yz4LwBcwMmzk4reI9QUUOAI9NqqUg14ejRVWMH9b1ic5DmW6925VSNqJirn/UM+I0j5vI6RMbte7zIvBiTx5Xo9FomogN8uS5Gy9gxVu7+Pv6dGbF+DMzpndfxacXVPLXtWl8m1pLUxLmObEBXHNBOJdMCB00kWo0XeAs7jNtFPjTuM/MMftA3hxleR9A7jOBboHcF3wfpmgTy0ct77PjltSW8OahN/kg/QOqGlUsfX+LP8tGLOPymMsZHzBeW4c7Q7kjkbx3OEu2/o27XA5gN78CRDpVrIGI8x0xNRqNpp9y4dhgfpowkuc3HuXh9/ez7qEFePaC/3pJVT1/XZvG6t1Z2CWYDXD99EhWzB1xXiHzNEOMM0WfydnTMnk1OwmX2lJIX6NKE23cZ+IhZHy/dJ8JcwkjYXRCnxyrprGGVSmreD35dWqsNQBMC5nGreNuZUHEgnNGXtG0o1j5pZd7xRBYn8UEQwY5jTqKdlfQyrpGo9GchQeWjCLpZClXTQnHw6Xnoxd8cSCX3316iNLqBowGwa0zI4l3K+Kqiyf2+LE0QwB3fxi1RBUAKdm+9r/MCjedv/tMP4s+c6zsGG8eepPfzfod5h5+sNiet50ntj5BTpVy3ZgfPp+fTvkp4wM7xu/XdAKbFUqOAvDz76wsavBjpgm86/KcLNjARCvrGo1GcxbMRgP/uWdWj7/2rrfaeOKzQ/xnp3pVPDsmgP93zQRigjxJTEzs0WNphjBCUOcWBpMSWrnP1ENB8jndZ1T0mXgiG/3hmN2p7jN2aefhxIc5Xn6ccM9w7pt8X4+M22hr5Omkp3n3sHpoGes/ll9O/yXTQ6f3yPhDllMZYGsA7wgMRjPZUsVrd6vVlvWuoJV1jUajOQetFfW88loCPV27lUCptLqBu97axd7MMlxNBn57+ThunhGp455r+gaT61ncZxzKe85uR/SZNcQAnHhH9XOS+4xBGPjNzN9w19d38cqBV7g4+uJuj1lcW8zDiQ+zt3AvJoOJH0/+MXdOuFO7u/QEhSlqGTQaJGRLFSHHVJHlRKEGLlpZ12g0mk7y/q4sHv/sEL++dCy3zo7u0hiFlXXc8uoO0guqCPd145Vbp3UrFbxG0yOcxn2mKfpM9o5PiCDf6dFnZoTN4NpR1/LRkY/4++6/c43hmi6PlVeVx91f301mZSbB7sE8m/Ask4Im9aC0Q5zsXWo5bCq2bMlxGaa2i9KcJ9MARivrGo1G00m8LCZqG208v/Eo18cPx2I+Px/2yrpGbnttJ+kFVYwK9uSdu2f2ywypGk3r6DNHS4OISEhQ7jP5ycr6nrP73NFnmmK/D7sA3HomFcv9U+5nzYk1bMjawKSQSSSQcN5jFNYUcsfaO8itziXOP44Xl7xIoFtgj8incdD0fYicRUi5hc0yAhsGjMVHoLFPcmgOKrSyrtFoNJ3k4vGhjB/mzaHcCt7efpK758d0el+rzc797+7lcH4lMUEe/PfeWTqRkWZgYXJVCnjEtJa607jPnDb6jH+M8nkPnwbhUyG0a1bsIPcgbh9/Oy/vf5nPyj7jLu46r/1rGmu4f/395FbnMjFwIi8vfRlvF+8uyaI5A/VVkLtXrUfE80M3wbs7M1lrWcZlMyeArd658g1AtLKu0Wg0ncRgEDy4ZDT3rEzijS0Z3DEnGlMnfddf2HiM79KL8Pdw4c07ZmhFXTM4OFf0mZzdkHcASo+rkvyB6ieMxLsPh4oFDiV+KgSP65T/+x3j7+Cd1Hc4WX+SrMoshnsN75SoUkp+t/V3pJamMtxrOC8sfkEr6r3BsQ1qcmnEdHDzw2o/BcCr3j/lsgvnOlm4gYlW1jUajeY8WDw2mBGBHpworubb1AIumRB2zn0OZpfzzw0q5vDzN15AZIDOeKgZpJwu+oytUU04zNkDuXvUsjAVz+oM2JMBe1aqfiYLhE50uM44FHhp73AID7MHf13wV4pTizutqAMkVSexrmQd7iZ3Xlj8An6WnnHN0bQj7Su1HHsZADa7msNg0hPou4xW1jUajeY8MBgEt8+O4onPU1i57eQ5lXW7XfLrjw9itUtWzB3BnJHaN1YzxDCa1STUsMnAnaquoYY9a95iarB0KPC7leU9e1fL5ERgntEDMuOV4t6kwHuHMy98HolHEjstQkltCatLVwPw2IzHGOEzogdPUNOEwVYHhx3K+hilrFttSlk3Cztk7oCSI0CEkyQcmGhlXaPRaM6Ta6ZG8Mc1h6m32mmw2nExndkV5pN9ORzMKSfE25VHLh7dh1JqNP0YF3cqfOJgdkJLXe0p5eucs6d5aarMhRPfqdKERzCETyOqwQ97egNFAVGEBIw56+Fe3PcitbKWueFzuXrk1b1zThpCCr6H+nLlAhOk/u+aLOvuohHeuAIQGOe+40QpBx5aWddoNJrzxMfNzNbHFhF4Dr9zm13y3Hrl/vLIRWNwd9F/uRrNGXHzg9hFqjjYuu5D5kRZ2rrQVBdC+hqMJhPLvk/EVUo+rXFBDJvWbIE3Wmubx8isyOSDIx9gwMAv4n/R4wnONA7sNiKyP1fr0+9urrbalStTo8lDvV3J3Yt3RRqwzAlCDkz0nUOj0Wi6wLkUdYD1qQVklNQQ4efGtVP1a1+N5nxpcA2AsQnN/s9Iqdxlcvdi3/EJdaaD5Ao7KUW5jD90Eg59BMA8DJA+FoZdwEpRhl3ameU+nVjfWOedzGAn+UM8ajLBZziMb4mB32RZNxoERM2F3L34ndrvLCkHJFpZ12g0mi4ipeRYURVBXhZ83DpGsXhjSwYAd8yJVjcqjUbTPYSAgFgIiCWjJJClls28l/Ye3y24n/HuMc0WeJmfjChMobz4MJ8OHwYGA79M/xxemNniPx82RU1oteiIMN2mtgy+/l+1vvBRFebTgbW1sj5qKWx7noCSnc6QcsCilXWNRqPpIj9fvZ+P9uTw9PWTWT6treU8p6yWbcdLcDUZ+MH0zkes0Gg0nWdBxAKlrJel8pN5T8DU2wDYvP5rFoz2Y82hldQVJDLHZiLWaoOiw6oceK9lEP9YGDalRYEPm9RjSZyGBFLCmkehKp9y7zH4TLmpTXObaDBRc8Hig0dNNpQcUw9emnOilXWNRqPpIpPCffhoTw7fpRd1UNa/PJALwJK4ELwt544drdFozp8ZoTOwGC2klKRQXFvcnInUbnSB4dP5KvmfAFyR8BSbT7iwYGwg5O2DvP2Qu0+FlCw9pkryhy0D+0a1UuAnQ9gF4BHgjFPs/+x4GQ78F0xupI35GTMMbTM7t7GsG80w6iI4uBoOfwFzH3CGxAMOraxrNBpNF5nrCMOYlFHaoW1Ncj4Al086dxx2jUbTNSwmC1OCp7A9bzv7CvexJGpJc1t+dT57C/diMVpYNHwROzN3qgmo4VNbBrA2KEt7awW+IBnKTqqS8mlLX+9wCJkAIeMhdIJa948F4xBWpXa/BWsfU+tXPU9NScfQtDbHBNPmOOtxV9BweB0uBm3E6CxD+Bum0Wg03SM2yBMvVxN55XUUVNQR4m0BoKKukf1ZZZgMgvmjg5wspUYzuDmTsr4tdxsAs4bNwt18hkRkJhfl9hI2qaXOZoXi9LYKfP5BqMhR5ci6VvtbIGhsRyXe3b83TrX/YLfBxj/CpqfV9tLfw8TlkJjYoWtTnHWjwRHidsylbJv9OgtnL+0jYQc+WlnXaDSaLmIwCCYN92HL0RL2ZZVx8fhQAHadKMUu4YJIXzxd9d+sRtObXBV7FfPC5xHnH9emfnvedgBmhc06vwGNJggZp0qT/7XdBqUnlNW9IBkKDjks8JkOpX5f2zG8wloU+OA4CBytiqtnV0+z/1CYCl88DJlbQRjg4j/BrPvO2L1DBlOjGamt6ueFvotoNBpNN5gc4cuWoyXsb6WsbztWAsCcWO3jqtH0NhFeEUR4tZ0zIqVkZ76KOHLeyvrpMBghcKQq41slVaorh4KUtgp8QQpU5qly9Ju243hHqGRBgWOal+aG8u7L1xeUHIOt/4S9q8BuBY8guO41iFl41t2afdaN7SJi1VepsS64BVy9ekvqQYFW1jUajaYbTIrwASAlr6K5bl9WGQDx0YP8VbhG008psZZQXFuMv8WfGJ+Y3juQxQeiZqvShN0OZRlKec9PVj7xxelQchQqslU5tqG5+1yAvf4QOAr8oh1lRMu6V6gKWekMassgbY2aEHp8I0g7IGDanbDk8U5FzelgWW/igzvhyNdqzNk/7QXhBw9aWddoNJpuMDs2kC9+No+YIA8A7HbJ4fxKAMaF6fjNGk1f8PGRj1mXsY6b4m5iQcQCshuyAYjzj+v7jKUGA/jHqBJ3RUu9zaomrRalQXEaFKVDcRrW/BRMtaWQtUOV9pjcwC9KRajxDlMuNl6hjqWjuAeo43aH+ir1UFF0GPIPMi15HSQeB6TjvMzKLWjOA+qtQCeZHRvAn6+dyMjgdi5A8SuUsr7tBZh+j5o/oDktWlnXaDSabuDjZsYn3Kd5O/tULVX1VoK8XAnyOneWU41G030yKzPZkruFiUET2yrrAXHn2LMPMZqaEzrBpc3VmzduJGHaGJWZtfQEnMqAU03LDKgpaYkPf0YEuHpdfEGCAAAbn0lEQVSDm4+y9lt8weLDuJIyKHlHhUw0mJSPubUOGmvVsr4SqgqgqhDqK9qM6AVKQY+cBROuhXFXd2ni7OgQL0aHnMbNZdTFanJu0WE4+L5yh9GcFq2sazQaTQ+Smq9ueHHaqq7R9BlNri7Hyo4BkNOYA8AY/zFOk6nTCAHew1SJntexva4cTp1Uk1kr86Ay31Ga1nOh9hTUl6vSimCAok7KYXSBgJEQNAaC4th3ysKUy+4BlzNE0ukuBgPMexg+vhc2/gkmXAdmt9451gBHK+sajUbTTd7dkcma5DzumR9DVmkNADGBHk6WSqMZOkR6RwKQXaks6kWNSkMd4T3CaTL1GBafjuEl22O3Kct4XbnyM68rh7pyUg7uY9zY0WBrBHuj8g83uYHZopYuHuAZAl4hyhrfymWoLDGx9xT1JiYuV5NWCw7Cjldg3oO9e7wBilbWNRqNppuk5JWz6Ugxi8YGk32qFoAIP20h0mj6inDPcADyqvOQUlJqU4nK2keJGbQYjGqyp5sftJrzWVjozbjJCU4T65wYjLD0SXj7Wtj0DEy/S0eGOQ1aWddoNJpuEuajFPP88rpmZT3cVyvrGk1f4W/xx8XgQll9GVmVWTTKRnxdffEw6zdc/Z6Ri5W/etyVWlE/A1pZ12g0mm4S6shcmldeR/b/b+/O4+Sq6ryPf77dSWcnCVnYwqIssk9YhgEGYiLgwqAIj4jyqGRAGIiyKQqICzJuz+OIw4wgyiiovFAgKJuETRbZDBCBEMO+CISwhARIyN75zR/3dlKpVKerum7Vra76vl+v++que86951d9uqp/dfrccxck02DGjazxv4/NbLU2tbHxkI15ceGLzJw3E1gz2m59wKEX5B1BQ3OybmZWpU2GJ8n6q+8sZY6nwZjlYtLmk1iwbAHzlyRTYJys91GvPEJb57K8o2goVS7KaWZmGw5N1gd+c9FyFi5bSUe/NkYM9u20zerp9H88ne/u911WxSoAxg4em3NEVrH7L4SLJ7H1s5fkHUlDcbJuZlalkYOTZP2txcsB2HBwR/1vxGJmACxYtgCAkQN7vrumNZgt9wW1s9kr0+CJP+YdTcNwsm5mVqXhg/oz8X1j2G2LEQAeVTfLweIVi3nureeYszBZY93Jeh+06Xg48Jzk+2u/AO+8kmc0DcPJuplZlQb2b+fSf92Lyfsmazp3jbSbWf1c88w1HHrtoTw27zEANhxQ+d02rQHsPYX5I3dLbvR05dGw0vPXnaybmWVkQToNZuQQj6yb1duwjmTZv8UrkxWZPLLeR7W18fgOp8IG4+DlB+DG0yEi76hy5WTdzCwD8xYt45nXFwIeWTfLw+B+yXKpy9KVREYMGJFnOFaFFR0j4FOXQb+B8ORNsOj1vEPKlZduNDPLwJTL/soDLyRLxg0d6LdWs3ob3D9J1jtXda712PqoTXeDT/4GNtoJhm2UdzS58l8UM7MMDB7Qvvr7gf3a11PTzGqhKzlfGSsBGNg+MM9wLAvbfXDtx4vn5xNHzjwNxswsA0M61ox9DOzvZN2s3rqmwXStsz6ov29M1jQi4K4fwgV7MWjx3LyjqTsn62ZmGRjcUTCy3t9vrWb1NqT/kNXfC9HR5mtHmsaqTnjxPnj3DXadeQ4sfDXviOrKf1HMzDKwdrLukXWzehs9aDQXHHABAB3yjcmaSns/+OSvYZPxDFr6Kvzqoy110amTdTOzDAzo75F1szx1tHew46gdk+/lUfWmM2AYfOZqFg3ZEuY9lSbsb+QdVV007V8USZtLulPSbEmPSjo875jMrHl1tK95O/UFpmb5WLJyCYCnwDSrIaN59B/OhTHbwxtPwK8PhXffzDuqmmvaZB1YCZwaETsCBwHnS/I6TmZWE5/YYxy7jhsOeBqMWV4unnkxAP3xjcma1YqOEXD09TB6O1i+EFa8m3dINde0SzdGxFxgbvr965IWAKOBF3MNzMya0lajhzAoTdIHeBqMWS5u/futAPRT06Y3BjB0bJKwd66AEZvnHU3N5fIXRdIESddJmiMpJE0uUWeKpOclLZU0Q9L+VbS3J9AfeKmKsM3M1mvpymTJOI+sm+WjXclrr788st70hm28dqJ+7/kMfrc507y8PnoOBWYBv063tUg6EjgfmALck36dJmnHiHgxrTOrm3N/JCJW95akUWkbx0ZEZPoszMxSj7z0Fi/NT/4d6znrZvlob0tee21NPcvX1jHzKrj1m+zWbxiM3wk22z3viDKlvPNXSYuAL0bEpQX7pgMzI+K4gn1PA1Mj4qwKzj0AuBW4OCJ+002d44HjAcaMGbPHlVde2avnUUuLFi1i6NChDXfeSo8vt3459dZXp9KyWv18q1XLuKo5d2+Ozarvs+z3SuIqx59fXsEvZy0H4Pv7DWKTob1PFvyaz6a8Hv2eJfd7ZXVKlZ390tm8s+od3tvvvZy22Wm9iqve/F5fWXmpsrbOZez0t//HqPkzWNk+kNk7fpX5o/aoOK56mzRp0oyI2LPHihGR6wYsAiYXPO4guTj0iKJ6FwB3VXBeAb8Fzin3mO222y4a0R133NGQ5630+HLrl1NvfXUqLavVz7datYyrmnP35tis+j7Lfi+nvUpc/+ic2OrMG2LLM26Ilxcsrupcfs1nU16Pfs+S+72yOqXKDrjygNj50p3jsN8e1uu46s3v9ZWVd1u2Ylm8esFHI761QcQ5IyMe/GXFcdUb8FCUkZ824v+JRgPtwGtF+18DNq7gPP8MHAl8XNIj6bZLRjGama3lkF03ZfTQAQD0a/PNWMzy0KYkrfENkVpQvw4e3+E0mPAViE644VS49VuwalXekVWtEZP1LsXzc1RiX/cHR9wTEW0RMb5geyzbEM3M1uiaVeg0wSwfYwaNATxnvWVJ8IGvw8f+G9QOT/wRli/KO6qqNeLaRvOATtYdRR/LuqPtZmYNxNm6WZ6O2uEoZt49kyFtQ/IOxfK0++dg+DgY+R4YuEHe0VSt4T56RsRyYAbJjYwKHQTcV/+IzMzKs2Zk3dm6WR46oxNYMx3GWtjWH4AN35N8HwG3nQNzZuQaUm/ltc76UEnjJY1PY9gifbxFWuU8YLKkz0vaQdL5wKbARXnEa2ZWjq55ep4ua5aPzlVpst54Y5GWozFv3AP3/BguORhmNt6qfz3J67d5T+DhdBsEfDv9/lyAiLgCOBX4OvAIsB9wcET8PZdozczKEOnQunN1s3ysiuRiQo+sW6F5o/eGPSbDyqXw++Pglm9A+sGuL8hlznpE3EkPf88i4kLgwroEZGaWgTUj607XzfKwehqMR9atQLT1h0P+EzbaGW46E+77L3h9Nhx+MQzeMO/weuTfZjOzjHg1GLN8OVm3bkmw13Hw2Wtg0IbwzG3w8/fDm8/mHVmP/NtsZpaR1dNgnK2b5cLTYKxH79kfjr8TNhkPHcNg2CZ5R9SjRly60cysT1o9DcZj62a5WLlqJeDXoPVg5JZwzM2wZD50DE72LX8X1Ab9B+UbWwn+6GlmlpU12bqZ5aBrZL1d7TlHYg2v/0DYYNPk+wi47mT4n4Ng/nP5xlWCk3Uzs4x46UazfHXNWffIulVk8Xx45a/w2mPws4nJnU8biJN1M7OMeOlGs3x5nXXrlSGjknns2x8Cy96G3x0F086Elcvyjgxwsm5mlhkv3WiWL19gar02cDgceRl88DvQ1h+m/xR+cVBDrBbj32Yzs4x0Ld3Y5lzdLBdeutGqIsG+J8GxN8OILWHuozD9Z3lH5dVgzMyysmr1NBhn62Z52GOjPThul+MY8NqAvEOxvmyzPeCEu+HuH8HEs/KOxh89zcyy4gtMzfK1z6b7cPLuJ/O+Qe/LOxTr6wYOh4POXbOU47KFcPmR8OqsuofiZN3MLCvRcxUzM+uD7v4RPHUTXPwBeODiNfMe68DJuplZRgLfwdTMrClN+CrsfjR0LoMbT09G2Re9XpemnaybmWWka6DFc9bNzJpMx2D42H/BEZcmU2Sevhl+ui88dUvNm3aybmaWEc9ZNzNrcjsdBifeB1vtD+++AZcfAXNn1rRJrwZjZpYR3xTJzKwFDB8Hn7sO7v8JLHgeNtm1ps05WTczy4hvimRm1iLa2uCfT1573ysPw3N3wb4nJ+UZcbJuZpaRNXPWzcyspXSugKuPgzefhmdug8MuSkbgM+A562ZmGfPAuplZi2nvDx/6LgwZAy/cnVx8OuvqTE7tZN3MLANRsOaup8GYmbWg7T4EJ94P234Ilr4NU4+BqcfC4vlVndbJuplZBup4fwwzM2tUQ8fAUVfAIT+G/oNh1lS45GBY1dnrUzpZNzPLgJdtNDMzIPlDsOcxcMI9MG4v2O80aGvv9el8gamZWQa8bKOZma1l1NZwzE2ggrHxRy6HUdvA5nuVfRon62ZmGfCyjWZmto7CEfU3noTrT4FVK5PR9nJPUYOwzMxajpdtNDOz9Rq5Fex9YvIH47XZZR/mkXUzswxEOrbugXUzMyup3wA46FzY7iPJFBmuKO+w2kZlZtYa1oysO1s3M7P12HKfiqp7GoyZWYY8sm5mZllysm5mloFV4WkwZmaWPSfrZmYZ8DQYMzOrBSfrZmYZ8E2RzMysFpysm5llwDdFMjOzWnCybmaWAd8UyczMasHJuplZBnxTJDMzqwUn62ZmWVg9tJ5rFGZm1mScrJuZZWD1HUxzjsPMzJqLk3UzswysngbjOetmZpYhJ+tmZhnw0o1mZlYLTtbNzDLgpRvNzKwWnKybmWXASzeamVktOFk3M8uAl240M7NaaOpkXVKbpAclTc07FjNrbqtXg3G2bmZmGWrqZB04EXg27yDMrAV0zYPx2LqZmWWoaZN1SWOBw4Gf5x2LmTU/rwZjZma1UPdkXdIESddJmiMpJE0uUWeKpOclLZU0Q9L+vWjqh8A3gFXVxmxm1hPPWTczs1rIY2R9KDALOAVYUlwo6UjgfOB7wG7AfcA0SVsU1JnVzbZ5Wj4BiIi4rw7Px8zMc9bNzKwm1LU2cC6NS4uAL0bEpQX7pgMzI+K4gn1PA1Mj4qwyz3smcBKwAhgIDAN+FxHHlqh7PHB8+nBnkg8SjWY48HYDnrfS48utX0699dWptGw0MK+MuOqtVv1e7bl7c2xWfZ9lv0Pr9X1ffc33ttz9ns15/V5fW36vr6y8md7rt42I4T3WiojcNmARMLngcQewEjiiqN4FwF29bGMiSaJfTt2H8vx5rCeunzfieSs9vtz65dRbX51Ky1qt36s9d2+Ozarvs+z3Vuz7vvqa7225+71v93tPdfxeX9tz+72+cfq+0S4wHQ20A68V7X8N2Lj+4TSM6xv0vJUeX279cuqtr05vyxpNLWOt5ty9OTarvm+Ffge/5rMqd79nc16/19eW3+srK2+Wfocy422oaTCSNgXmABMi4u6Cet8CPh0R29c4nociYs9atmGNx/3eutz3rcn93prc762rr/d9o42szwM6WXcUfSzrjrbXgpd5bE3u99blvm9N7vfW5H5vXX267xtqZD3dNx14NCKOL9j3FHB1lHmBqZmZmZlZM+hX7wYlDQW2SR+2AVtIGg/Mj4gXgfOA30h6ALgXOAHYFLio3rGamZmZmeWp7iPrkiYCd5Qo+lVETE7rTAG+CmxCspTiaRHx53rFaGZmZmbWCHKdBmNmZmZmZt1rtAtMzczMzMws5WS9DJK2knS7pNmS/iZpdN4xWe1J2kXSIwXbEkkfzzsuqz1JX5A0K91+Kak975is9iSdnr7Hz5L0mbzjsdqRdJ2kBZKmlig7WNKTkp5Op+VaE+mh77sty5OnwZRB0l3ANyLiz5KGA0sjYlnecVn9SBoGPA9sGRHv5h2P1U76YXw6sBOwDLgO+FlE3JBrYFZTknYBfgXsCwi4E/hQRLyVZ1xWG5ImAUOBoyPiEwX7+wGPAx8A3gQeAg6IiLm5BGqZ667veyrLk0fWeyBpJ2BF1wWuEfG2E/WWdChwmxP1ltBGslLWwPTrIOpznwfL1w7A/RGxNCKWAI8AH845JquRiLgDWFiiaC9gdkS8FBGLgT8Ah9Q1OKup9fT9esvy1PTJuqQJ6b815kgKSZNL1Jki6XlJSyXNkLR/QfG2wEJJ10p6WNK5dQveqpJB3xc6EriipgFbJqrt94h4HfgP4EXgVeCJiHiwbk/AeiWD1/tjwERJIySNBCYBm9UpfKtAxu/txTYFXip4/DL+PWgYNe77htX0yTrJvzNmAacAS4oLJR0JnA98D9gNuA+YJmmLtEo/YCJwMskn7j0kHVb7sC0D1fZ9V70RwN7AtFoHbJmoqt/TRO1fgK2AccDO6ZKz1tiq6veIeBz4T+B2YCpwP7CyLpFbpTJ5b++GSuzzfOHGUcu+b1hNn6xHxI0R8bWImAqsKlHlS8ClEXFxRDweEScBc4ET0/KXgRkR8feIWAHcAIyvS/BWlQz6vsvhwLSIWFrjkC0DGfT7gcCzETE/nQ7xR5IP6tbAsni9p2W7R8QBwArgmboEbxXJ8L29lDnA5gWPxwGvVB20ZaLGfd+wmj5ZXx9JHcAewC1FRbeQXGQE8CAwStIoSQLeD8yuX5RWC2X2fZcjgd/VIy6rrTL7/SVgH0kD01VgJgJP1i1Iy1y5r3dJY9Ov7yP5gHZzvWK0bFT43l7KA8BOkjaXNAg4jOQDuzW4DPq+YbV0sg6MBtpZ9+Kx14CNASKiEziD5K6rM4F5wJV1jNFqo8e+h9Urg4wHbq1faFZD5bzm/0Iy5elhktf8syQrwljfVdbrHbhG0mzgMuBfI8LTYPqect/bbwOuAg6W9LKkfQDSPj8N+BPJdQw/jQiPrPcNVfV9T2V56pd3AA2ieD6aCvdFxC3ArnWNyOqlp76fB2xU14isHnrq97OBs+sakdVDT/3ep0ffbC099fWB3R4YcT1wfY3istqrpu+7LctTq4+szwM6WXtkBWAsXqqt2bnvW5P7vTW531uH+7p1NW3ft3SyHhHLgRnAQUVFB5FcQWxNyn3fmtzvrcn93jrc162rmfu+6afBSBoKbJM+bAO2kDQemB8RLwLnAb+R9ABwL3ACyTqrF+URr2XHfd+a3O+tyf3eOtzXratl+z4imnojWckhSmyXFtSZArxAcmvxGcCEvOP25r735n735n735r725r5X+sTMzMzMzKzBtPScdTMzMzOzRuZk3czMzMysQTlZNzMzMzNrUE7WzczMzMwalJN1MzMzM7MG5WTdzMzMzKxBOVk3MzMzM2tQTtbNzNZD0mRJUbAtl/SspO9JGlhUd2JR3cLt8z2080I3x91T22fYOiQdWPSzHVdQdo+kO7s57oTi+mW0tdbvTQbhm1mL6pd3AGZmfcQRwMvAMOAw4Kz0+5NK1D0ZeLBo37NltHEzcE7RvncqitLK8W/ATOD1GrbxR2CftK3JNWzHzJqck3Uzs/I8EhHPpN/fKmlb4FhJp0TEqqK6j0fEX3rRxrxKj5M0ICKW9aKtVja7l/1Ttoh4A3hD0iG1bMfMmp+nwZiZ9c5fgUHA6Ho12DVVQ9LHJT0iaRlwfFrWT9LZkp6UtEzSHEk/lDSg6BxbS5omabGk1yWdJ2lK4TSP9Fwh6etFx26T7v9M0f5Jkm6XtCjdpknasZvYPyjp4bT9WZI+VuJ57ibpWknzJS2R9ISkM9KyiyS9Iqlf0TEbpG3/exU/4rJI+s56pjt9puczmJmVzyPrZma9sxXwNvBmibK2omQyIqKzjHOqOAkFOiOicM7zDsB5wLnACwXt/xb4CPAD4C/ATmmdLYAj05MPAP4E9AdOBOYBU0im+PSKpEOBq4HrgKNIBoHOBO6WtGtEzCmovl0a+/fTuL8CXC1pu4h4Pj3fPsDtwFPAKcCc9Liu5P8CkqklHwN+X3Duz5J8ePqf3j4XSv/8Yd2BrYuAG4r2nQF8FHi6ivbNzNbhZN3MrDztaSLXNWf9/wCndpOE31z0eA5QzsWJR6VboYOA2woejwEOjIjHunZImgR8Avi/EXF5uvs2SW8Bl0r6Tlr/GGBLYK+IeDA99ibgb2XEtg5JAs4H/hQRhxfsvxN4DjgNOL3gkNHAfhHxXFrvUeAVkg8L/z+t8yOSueR7R8SSdN/tXSeIiMck3UuSsBcm6/8GTIuIv/fmuaQmACt6qhQRL5Ncv0D6PD4FfBz4QkRMr6J9M7N1OFk3MyvPE0WPL4yIn3RT9wvAAwWPl5fZxjTgm0X7nix6/Exhop76MLAU+EPRyPAt6df9gcdILnh8vitRB4iITklXAWtNeSnT9iTJ/zeL2l0ETCdJfgs90ZWop23PlTSPZPQfScOAvYHvFSTqpVwIXCbpvRHxXDoavwtwdi+eQ6G/kiT9xQ4nuaB4HZL+CbgEOD8iLqyyfTOzdThZNzMrz2Eko6ljgC8BUyRNj4hfl6j7VEQ81Is25pdx3NwS+8YCA4HF3RwzKv26CfBaifJS+8oxNv36q3Qr9lzR4/kl6iwjiR1gQ0AUjFp3YyrwY5L5+mcCJwAvATf2HPJ6LSz185e0Z6nKkrYAriX5z8eXqmzbzKwkJ+tmZuWZ1bUajKTbSZb++6GkqyPi3TrGUWrN7jdJEvX3d3PMK+nXucB+Jco3KnrcSTIdpKNo/6iix13z5b8K3FHivJWuUjOf5Plttr5KEbFc0i9IVuP5Mck0mh+UeV1AJiQNBa4HXgU+XWJFIDOzTHg1GDOzCqVLJX6FZGR5Ss7hANwEDAaGRMRDJbauZP1+4D2FI8WS2im6wDS9oPUlYOeidv6l6PHstN6O3bRbPF1nvSJiYRrjZ1V0w6kSLiL58HAlyQWz1VxYWhFJbcDlJP9lOSQiFtWrbTNrPR5ZNzPrhYi4TtKDwOmSftLDHOtax3JbOu/8D5LOY818+a2Ag4EvR8SzwC9JVi25RtLZrFkNZkiJ0/4OOEPSWSQ3eJoAfKqo3VWSvgj8Pk2uryIZbd8Y2Bd4LiLOr/DpfJlklP6+9LnMAbYGdomIUwraflHSjSQrsPyh4ANJPXwtbfeLwLiiO5s+ExHz6hiLmTU5j6ybmfXe10lG10/IOxDg08C/A58kWUbxSpJE/EngDVj9H4EDgVkkI9OXpOXfL3G+76R1TiZZdWVb4HPFlSLiOpLpNxsAvyBZCecHJD+XildGSW9WtB/JlJ0LSOahf5lkBL/YVenXn1XaTpW2T7/+hOQ/AYXbh+sci5k1Oa29fK+ZmbUaSZ8HLgY2T5cl7BMkXQHsCWwTZfwxk3QgcCswEbg3IlbWMDYB7cC3ga9FhGrVlpk1N0+DMTOzPkXS3sDuJGvLn1ROol7kzvQ8tfxwcjTJfy7MzKriZN3MzPqMdD33+0nWcv8FlU2BmQ78Y8Hj3i5ZWY7ri9oyM+sVT4MxMzMzM2tQvsDUzMzMzKxBOVk3MzMzM2tQTtbNzMzMzBqUk3UzMzMzswblZN3MzMzMrEH9L+cLHqweZu3pAAAAAElFTkSuQmCC\n", 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" ] @@ -193,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -202,12 +245,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -262,7 +305,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.6.8" } }, "nbformat": 4,