{ "cells": [ { "cell_type": "markdown", "id": "db42c52f", "metadata": {}, "source": [ "# Stellar Contamination in Transmission Spectra\n", "\n", "When we observe a transiting exoplanet, the transmission spectrum we measure depends not only on the planet's atmosphere, but also on the stellar spectrum behind the planet. If the host star has an inhomogeneous surface --- with cool starspots and/or hot faculae --- then the spectrum of the unocculted stellar surface differs from the average stellar spectrum. This introduces a wavelength-dependent bias in the observed transit depth known as the Transit Light Source (TLS) effect ([Rackham et al. 2018](https://ui.adsabs.harvard.edu/abs/2018ApJ...853..122R)).\n", "\n", "The contamination factor, $\\epsilon(\\lambda)$, acts as a multiplicative correction to the \"true\" atmospheric transit depth:\n", "\n", "$$\\delta_\\mathrm{obs}(\\lambda) = \\epsilon(\\lambda) \\, \\delta_\\mathrm{atm}(\\lambda)$$\n", "\n", "where $\\epsilon(\\lambda) = \\frac{1}{1 - \\sum_i f_i \\left(1 - \\frac{I_i(\\lambda)}{I_\\mathrm{phot}(\\lambda)}\\right)}$, with the sum running over each heterogeneity region $i$ with covering fraction $f_i$ and specific intensity $I_i(\\lambda)$, and $I_\\mathrm{phot}(\\lambda)$ is the photosphere intensity.\n", "\n", "Stellar contamination is particularly important for planets orbiting M dwarfs, since these stars tend to have large spot covering fractions and/or large temperature differences between the photosphere and any active regions.\n", "\n", "In this tutorial, we will model the impact of stellar contamination on the transmission spectrum of TRAPPIST-1f.\n", "\n", "This tutorial is split into two parts:\n", "\n", "- Part 1: stellar contamination for a bare rocky planet (with no atmosphere).\n", "- Part 2: stellar contamination for TRAPPIST-1f with an Earth-like atmosphere, showing how stellar activity can mimic or mask atmospheric features.\n", "\n", "Let's get started! " ] }, { "cell_type": "markdown", "id": "7d1fe153", "metadata": {}, "source": [ "## Stellar Grids in POSEIDON\n", "\n", "To model stellar contamination, POSEIDON needs realistic stellar spectra --- not just blackbodies --- because the contamination factor $\\epsilon(\\lambda)$ depends on the wavelength-dependent *ratio* of the heterogeneity and photosphere specific intensities. POSEIDON can use two packages to interpolate stellar model grids:\n", "\n", "- `'pysynphot'` (pre-installed): installs automatically with POSEIDON, and is what we use in this tutorial.\n", "\n", "- `'pymsg'` (recommended): uses a more accurate interpolation method and is *strongly* recommended for forward models and retrievals that include stellar contamination. However, `pymsg` requires a separate manual installation --- see the [MSG documentation](https://msg.readthedocs.io/en/stable/) for instructions.\n", "\n", "To switch to `pymsg`, simply pass `interp_backend = 'pymsg'` when calling `create_star()`. For example:\n", "```python\n", "star = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f_het, T_het = T_het,\n", " wl = wl, interp_backend = 'pymsg')\n", "```\n", "\n", "The `'pysynphot'` installation with POSEIDON comes with two stellar model grids:\n", "\n", "- `'cbk04'`: the Castelli & Kurucz (2004) atlas. These models cover a wide range of $T_\\mathrm{eff}$, $\\log g$, and metallicity.\n", "\n", "- `'phoenix'`: the PHOENIX model grid (Husser et al. 2013). These models are better suited for cool stars ($T_\\mathrm{eff} \\lesssim 4000$ K), since they include more complete molecular line lists (e.g., TiO, VO, $\\rm{H}_2 \\rm{O}$) that dominate the spectra of M dwarfs. The PHOENIX models in `'pysynphot'` are accurate and high-resolution for stars with solar metallicity, but we generally recommend installing the `'pymsg'` package when using PHOENIX models for the most accurate interpolation scheme.\n", "\n", "
\n", "\n", "**Note:**\n", "\n", "The coldest model in the `pymsg` PHOENIX grid has $T_\\mathrm{eff} = 2300$ K. If your star or heterogeneity temperature falls below this limit, `pymsg` will not be able to interpolate the stellar spectrum. For the full list of available `pymsg` stellar grids and their parameter ranges, see: [http://user.astro.wisc.edu/~townsend/static.php?ref=msg-grids](http://user.astro.wisc.edu/~townsend/static.php?ref=msg-grids).\n", "\n", "
\n", "\n", "For the purposes of this tutorial, we will use the PHOENIX grid in `'pysynphot'` to model TRAPPIST-1.\n" ] }, { "cell_type": "markdown", "id": "74d73345", "metadata": {}, "source": [ "### Setting Up the TRAPPIST-1 System\n", "\n", "First, let's define the properties of TRAPPIST-1 and TRAPPIST-1f. Since TRAPPIST-1f is a rocky planet, we use Earth units for the planetary radius and mass.\n", "\n", "We begin by creating a clean stellar object (no heterogeneities) to establish our baseline, and compute the flat bare rock transit depth." ] }, { "cell_type": "code", "execution_count": 1, "id": "f63de32e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bare rock transit depth: 0.006406\n" ] } ], "source": [ "from POSEIDON.core import create_star, create_planet, define_model, \\\n", " make_atmosphere, read_opacities, compute_spectrum, \\\n", " wl_grid_constant_R\n", "from POSEIDON.stellar import stellar_contamination\n", "from POSEIDON.constants import R_Sun, R_E, M_E\n", "from POSEIDON.visuals import plot_spectra, plot_PT, plot_chem\n", "from POSEIDON.utility import plot_collection\n", "import numpy as np\n", "\n", "#***** Define TRAPPIST-1 stellar properties *****#\n", "\n", "R_s = 0.1197*R_Sun # Stellar radius (m)\n", "T_s = 2566.0 # Stellar effective temperature (K)\n", "Met_s = 0.04 # Stellar metallicity [log10(Fe/H_star / Fe/H_solar)]\n", "log_g_s = 5.21 # Stellar log surface gravity (log10(cm/s^2) by convention)\n", "\n", "# Create a clean stellar object (no heterogeneities)\n", "star_clean = create_star(R_s, T_s, log_g_s, Met_s)\n", "\n", "#***** Define TRAPPIST-1f planet properties *****#\n", "\n", "planet_name = 'TRAPPIST-1f'\n", "\n", "R_p = 1.045*R_E # Planetary radius (m)\n", "M_p = 0.926*M_E # Planetary mass (kg)\n", "T_eq = 219.0 # Equilibrium temperature (K)\n", "\n", "planet = create_planet(planet_name, R_p, mass = M_p, T_eq = T_eq)\n", "\n", "#***** Set up the wavelength grid *****#\n", "\n", "wl_min = 0.6 # Minimum wavelength (um)\n", "wl_max = 14.0 # Maximum wavelength (um)\n", "R = 10000 # Spectral resolution of grid\n", "\n", "wl = wl_grid_constant_R(wl_min, wl_max, R)\n", "\n", "#***** Bare rock transit depth: simply (Rp/Rs)^2 *****#\n", "\n", "spectrum_bare_clean = (R_p / R_s)**2 * np.ones_like(wl)\n", "\n", "print(\"Bare rock transit depth: {:.6f}\".format(spectrum_bare_clean[0]))" ] }, { "cell_type": "markdown", "id": "b0f7f796", "metadata": {}, "source": [ "## Part 1: Bare Rocky Planet with Stellar Contamination\n", "\n", "For a bare rocky planet with no atmosphere, the transit depth is simply $(R_p / R_s)^2$ --- a flat line with no spectral features. But if the star has unocculted heterogeneities, the *observed* transit depth becomes wavelength-dependent even though the planet itself contributes no spectral features.\n", "\n", "This is the key danger of stellar contamination: it can create the illusion of an atmosphere where none exists, or alter the inferred atmospheric properties.\n", "\n", "We already computed the flat bare rock spectrum above. Now let's see what happens when we add a starspot to TRAPPIST-1." ] }, { "cell_type": "markdown", "id": "ffabecee", "metadata": {}, "source": [ "### One-Spot Model: Cool Starspot on TRAPPIST-1\n", "\n", "Now let's see what happens when TRAPPIST-1 has an unocculted cool starspot. In the `'one_spot'` model, a single heterogeneous region covers a fraction $f_\\mathrm{het}$ of the visible stellar disk.\n", "\n", "To apply stellar contamination to a forward model spectrum in POSEIDON:\n", "\n", "1. Create a stellar object with heterogeneity properties via `create_star()`.\n", "2. Compute $\\epsilon(\\lambda)$ using `stellar_contamination()` from `POSEIDON.stellar`.\n", "3. Multiply the clean transit depth by $\\epsilon(\\lambda)$.\n", "\n", "For TRAPPIST-1, photometric monitoring suggests spot covering fractions of ~ 8–54% ([Morris et al. 2018](https://ui.adsabs.harvard.edu/abs/2018ApJ...863L..32M)). Let's adopt a moderate spot with $f_\\mathrm{het} = 0.20$ and $T_\\mathrm{spot} = 2266$ K (300 K cooler than the photosphere)." ] }, { "cell_type": "code", "execution_count": 2, "id": "8a9e9fab", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Photosphere T_eff = 2566 K\n", "Spot T_het = 2266 K\n", "Spot covering fraction = 20%\n", "Mean contamination factor: 1.0730\n" ] } ], "source": [ "#***** One-spot model: Cool starspot *****#\n", "\n", "f_het = 0.20 # 20% of the stellar disk is covered by the spot\n", "T_het = T_s - 300.0 # Spot is 300 K cooler than the photosphere\n", "\n", "# Create the star with a single heterogeneity\n", "# We use the PHOENIX grid, which is best for cool M dwarfs\n", "star_one_spot = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f_het, T_het = T_het,\n", " wl = wl)\n", "\n", "# Compute the stellar contamination factor\n", "epsilon_spot = stellar_contamination(star_one_spot, wl)\n", "\n", "# Apply the contamination to the flat bare rock transit depth\n", "spectrum_bare_spot = epsilon_spot * spectrum_bare_clean\n", "\n", "print(f\"Photosphere T_eff = {T_s:.0f} K\")\n", "print(f\"Spot T_het = {T_het:.0f} K\")\n", "print(f\"Spot covering fraction = {f_het:.0%}\")\n", "print(f\"Mean contamination factor: {np.mean(epsilon_spot):.4f}\")" ] }, { "cell_type": "markdown", "id": "a2e88b0e", "metadata": {}, "source": [ "### Varying Spot Covering Fraction\n", "\n", "Let's systematically vary the spot covering fraction to see how the contamination scales. We hold the spot temperature contrast fixed at $\\Delta T = -300$ K and sweep $f_\\mathrm{het}$ from 5% to 40%." ] }, { "cell_type": "code", "execution_count": 3, "id": "bda22da8", "metadata": {}, "outputs": [ { "data": { "image/png": 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QyWTc+KyEhATu64sXLyI0NBQ1NTXcvkCaPNPe3h7BwcGIi4sDwJS9zZgxA9XV1RrNbfjw4bh8+bLSnIYPH86Ny56rra3F3LlzufdTJBIhODgYn3/+OZYuXar0veXl5aFDhw4aPd9QKEAysgMHDiAnJ4f7AwCDBw9WOrZs2TIMHz4cOTk5mDJlCgCmD3xOTg5yc3ORk5ODfv36YcmSJXjnnXcafd5///tfAMDPP/+s8ryVlRVycnKwZcsWAMCWLVu45zx58gTBwcFYsGABFi9ebNDrraysAAASiQTDhw/H1q1bERUVhezsbGRnZ2P//v3IysrCggULcO/ePW6+7P3sn/bt26N9+/ZKx9hnqbN//3706tUL169fb/Q6AJg3bx5OnjyJa9euIScnB6Ghobh27VqT9xFCCCGk9diwYQO6d++ORYsWYeXKlViwYAFcXFywYMECZGRkYPv27UhOTsbPP/+Mzp07Y+PGjVi0aBHWrVuHHTt2YNWqVQCA9evX48MPP8SaNWvwxx9/oLi4GN999x0uXbqE2NhYxMbG4urVq9i+fTuKi4uxefNmyGQypbnY2tpixIgR3B5BZ8+eRWxsLNzc3LBy5UrMnj0btra2eP311+Hg4IAPPvgACxYswLp163D69GkkJydj3759iImJwdWrV/Hbb78pdWfeunUrTpw4gdWrV2P58uWYN28e7OzslOaQl5fHfc8ff/wxd3zq1Kno1q0bli1bhhUrVsDLywuzZs3ixj18+DDWrl2LZcuWYcaMGZBKpdi8eTOKi4vxzTffgM/no7a2FjNnzsSlS5cAAJcuXcLzzz9v8L/TxvDkqnJ3RCV2Z+f58+frtAapQ4cOiI6OVspu8Hg8DB06FGfOnOGOrV27FikpKYiOjsasWbOwa9cuJCcnK0XPlZWV8Pb2Rnl5OZ48eQI3t4YLDTMyMtCjRw+4uLggLS0NycnJ8Pf3Vzm36OhozJ49Gzt37uR+kAEmwg8ICEBmZiaSkpK4+w11/YEDB/Diiy9i+/btmDNnjtKcnjx5gnbt2uGff/7BwIEDMWzYMMyaNUvpfvY9UcwCRUdHIzo6Wuk9ZV24cAGvv/46fvzxR0RFRal8bxWJRCKMGjUKv/76KwAm2yWVSmFvb6/yekIIIYToh/289eDBAzg4OLT0dExSamoqVq5ciR9++AHW1tYtPZ1mc+/ePURGRmLXrl3g8xvmdcrKyhAYGIioqChUVFSge/fuOHr0KFeBpOuSGMog6SAyMlKnBg2nTp1SuxGWogULFihF46rY2toiICAAMpkMjx8/VnnNnj178Pzzz2P69OmQy+XYs2eP1nO2tLREnz59uM4ihr7+wYMHANCgEwsAeHp6Yvny5XB3dwcA/Pjjj5g0aVKTY06aNAk//vijynNdu3bF1atXlRYQNqaoqEhpIaSNjQ0FR4QQQghpUf7+/tiwYQOXRWqtbt26hW+//VZlcKTK6NGjERkZqfdzKUAyooCAAJVdR+pzc3ODt7d3k9exKVdV2SOAKa979dVXMW3aNO61LtjnaPrDqc31np6eAICffvpJ5ULEyMhIBAQEAGA6v7A1tI1xcnKCn5+fynOurq4N2mWq8tFHH3FdWX755RdufRMb0BFCCCGEtKSAgACN9gYyZ5MnT9bos7OhUYBkpsrKypCYmIhevXqhU6dODc7fu3cPmZmZGD16NJ566in07NkTt27dwq1bt7R6Tk1NDRISEiAQCBAcHGzw68ePHw87Ozvs27cPAwYMwK5du1BcXKzVHJvDBx98wK0RmzJlCre+KTAwsIVnRgghhBBCmhMFSDqIiIhQWsxmbDk5OZg3bx6effZZ/PHHHyozNT///DNefvllWFgwndxfffVVANplkbKzszFnzhxkZ2dj+fLlDfrw63s9wGSQ9u3bB09PTyQkJGDWrFnw8PDAmDFjsGfPHkilUo3nSwghhBBC2q4TJ04gIiJC73EoQNKBrmuQ9NG/f394eXnB0dER3t7euHHjBj7//HO1TRf27NnDBUUA01WEx+Nhz549KkvZWIsXL+badj/99NNISkrCrl271NZzanu9KmPHjkViYiK+//57jB49GgDzA/7qq68iNDS0wYZmhBBCCCGE1EdrkNoYts13QUEBIiMjcevWLbzwwgsq90G6cOECpFIpBg8ezB1r3749nn32WaSmpuLcuXNqn6PYtrugoADnz5/Ha6+9ZrDr1bGzs8PcuXNx/Phx5Obm4ttvv4Wvry8uXLiAjz76SKux2KCN/aNpQwZCCCGEEEIoQNJBS5bYWVpaYuXKlRgxYgQePHiAvXv3Nrjmv//9L/Lz8+Ht7a0UKNy4cYM7b8qcnZ3x5ptvIjY2FjweD6dPn9bq/vp7JbX2Di+EEEIIIYRK7FpUS5TY1ffhhx8CAP7zn/8oHZdKpfj1119x48YNpSAhJycHaWlpsLKywq+//ora2tqWmHYDP//8M7cZbn1dunSBm5sbKisrjTwrQgghhBBibqjEro0bNGgQRo4cievXr+PUqVPc8RMnTsDPz49rja3IyckJYWFhKCgowPHjx405XbVqa2tx7tw5VFdXNziXl5eH/Px89O3btwVmRgghhBBC2iIKkMzYmjVrAACbN2/mjjWWkQGAV155hbvOVGRmZmLGjBlITk7mjt2+fRsvvfQSHB0d8cEHH7Tg7AghhBBC6kgkEmzatAlvvvmm0bcmeffdd9GzZ0/uz4oVKwAAYrEYCxYsQGRkJBYuXMhVConFYkyePBmlpaVGnae5owBJB4ZYg8Q2EgCA8+fPw8vLC7/88gt3/vTp00rH+vfv3yArFBoaimHDhuHYsWPw8vKCj48P9u7di8jISLzxxhsq571o0SIAwK+//sptfOrl5YXFixcrzevHH39UOe+amhqDXF9TUwMAeP755/Hdd99BKpVizJgx8PLygpOTEyZMmICAgABcuXJF5d5DmzdvhpeXF9LT05Geng4vLy+lQLExffr0afDeenl5Ka3NUrVR7Ntvv63R+IQQQghpveLi4iAQCBAWFgYHBwejP//GjRvcn08++QQA87nR1dUVEREREIlEiI2NBcCsy541axYcHR2NPs+WYKg1SDx5Yz2fTUx+fj4WLFiAS5cuKWUb1Nm2bRu+//572NjYwNnZGd9++y3at2+v9TWs0tJSODk5oaSkpM38oBFCCCGEGBP7eevBgwcNAxCpFPyiIr2fIXNxAQQCne7dtGkTevXqBWtra/j4+Khc1tBc3n33XXh4eHAZogULFsDV1RXnzp3D3r17sXXrVixcuBBTp06Fm5sbPvvsM3zzzTdGm5+xlZWVITAwEFFRUaioqMDixYtRXV2t9+d1CwPPs9ncvn0bCxYsQI8ePRrdx4d14MABbNiwAbdu3YKbmxvWr1+PiRMnIiEhgdtYVZNrCCGEEEKIaeAXFcFl+nS9xynavRsyNzet7zt79iz++usvuLi4IDQ0FAkJCY0GSImJiWrPT506FYmJiSrPHThwAL6+vg2OjxkzBv3794e7uzuOHDmCKVOm4NixYwgJCcHly5excuVKdO7cGQMHDsTMmTOxatUqrFq1CmKxGG+88Qa6dOmi9ffcFplNBiknJwcuLi7Ys2cP1q5di5SUlEavHzx4MEJCQrBp0yYAQHFxMVxdXXHs2DFuM1JNrlHE/kZj/vz5mDBhQot3siOEEEIIaW0ayyDx8/NbNEACgHHjxuHIkSNIT0/H+fPn1a79vn79OhITE/Hiiy/qM9VGde3aFfv370dQUJDS8ejoaAgEAqSkpKBnz54YMGAA3n77bfzxxx/NNpeWUD+D1L17dxw9ehRRUVFtI4PErgfRhFgsRnx8PN555x3umLOzM/z9/XHu3DmMHj1ao2vUiYyMpBI7QgghhBAjk7m4oGj3boOMo4vi4mKIRCLudVJSEk6cOIHc3Fz06dMHjx49QkpKCubOnYuLFy8iOzsbwcHBKrNBumSQHj16pJQFsrS0bNAJODs7G7Gxsdi1axemT5+OadOmwcvLC0+ePNHpezYno0ePRmhoKKKiovQax2wCJG3k5+dDIpEo/QADgEgkQnZ2tsbXEEIIIYQQEyIQ6Jz5MYTbt2+jR48e3GtfX1+MGjUKS5YsQUJCAqZNmwa5XI7c3FwEBQXB3d1dZaADAHv27NH6+QsXLsSxY8cAALdu3QKfz0f37t2Vrlm3bh1Wr14NHo8HLy8v5OXloV27drCzs9P6eW1VqwyQWDwer8ljmlxDCCGEEELIzZs3lfZnFAqF3OdGiUSCgIAA9OnTB0VFRdzxe/fu4amnnjLI87t164a3334bHh4eSElJwY4dO2Bvb8+d/+uvvxAYGMhlmebPn4/Nmzdj3759WL58uUHm0Ba0ygDJ3d0dFhYWKCwsVDpeWFjIleppco06EREREAqFAICwsDBai0QIIYQQ0opdu3YNR44cQVFREWbNmgUAiI+PR3x8PDp16oTExESsXr0a+/fvh5+fH4YMGYLOnTvj7NmzKrcr0dUXX3zR6Pnx48dj/Pjx3OtOnTph27ZtBnu+qUpJSUFycjKWL18OiUSi93itMkCytLRE//79cfPmTe5YSUkJUlNTERISovE16tAaJEIIIYSQtkMgEMDR0RGdO3eGra0tACA8PBzh4eEAgMOHDwMABgwYwN1jY2NDWRsj6dChA9zd3bk23/quQWo1vay3bt2KqVOncq+XLVuG3bt3o6CggDsfFBSEkSNHanUNIYQQQghp24KCgrBw4UK1HetI62I2GaSqqiqMHTsWOTk5yMnJwbBhw/DSSy9hwYIFAIC0tDTcv3+fuz48PBw5OTkYPXo0rK2t4ezsjEOHDintb6TJNapERERQm29CCCGEEEJMyIkTJ3D06FG9xzGbfZBMAduXX5++6oQQQgghRL3G9kEiRFH9fZDYEjt9P6+3mhI7QgghhBBCCNEXBUiEEEIIIYQQ8j8UIOkgIiICMTExLT0NQgghhBBCyP+cOHECEREReo9jNk0aTAm1+SaEEEIIIcS0jB49GqGhodTmmxBCCCGEEEIMhQIkQgghhBBCCPkfCpB0QGuQCCGEEEIIMS2GWoNEAZIOIiMjaZNYQgghhJA2SCKRYNOmTXjzzTdRXFxs1GfX1tYiKioKAQEBuH//vtK5jIwMzJ49GytWrMBrr73GnReLxViwYAEiIyOxcOFC1NbWcscnT56M0tJSo34PzWn06NGIjIzUexwKkAghhBBCCNFQXFwcBAIBwsLCjL6R7e7duxEcHIyqqqoG51auXIkXXngBn3zyCRYvXowFCxYAAE6fPg1XV1dERERAJBIhNjYWALBlyxbMmjWLGo+pQF3sdBAREYEJEyZQFokQQgghxIikUimKior0HsfFxQUCgUCne69cuYJevXrB2toaKSkpCAgI0Hs+mpo9e7bK44WFhYiNjcU333wDAOjbty9ycnJw+/Zt2Nvbo7CwkLvOwcEBDx8+RGJiIt5//32jzd0YTpw4gaNHj+o9DgVIOqA234QQQgghxldUVITp06frPc7u3bvh5uam9X1nz57FX3/9BRcXF4SGhiIhIaHRACkxMVHt+alTpyIxMVHluQMHDsDX11fjeWVkZMDGxgZ2dnbcMTc3N6Snp2Ps2LG4fPkyVq5cic6dO2PgwIGYOXMmVq1ahVWrVkEsFuONN95Aly5dNH6eqTJUm28KkAghhBBCCNFAaGgobG1tMXfuXKSnpzd67fXr1xsNkPbs2dMcU1RpyZIl3NfR0dEYM2YMfv31VwwYMAADBgzA22+/jT/++MNo8zF1FCC1YRkZzKI8X1/KhhFCCCHE9Lm4uGD37t0GGUcXxcXFEIlE3OukpCScOHECubm56NOnDx49eoSUlBTMnTsXFy9eRHZ2NoKDg1VmgwyZQfL19UVVVRUqKiq4LFJ+fn6DMbKzsxEbG4tdu3Zh+vTpmDZtGry8vPDkyRONn9UWUICkg9awBqmwsArTpx+AXA78/vsUiEQ2LT0lQgghhJBGCQQCnUrjDOX27dvo0aMH99rX1xejRo3CkiVLkJCQgGnTpkEulyM3NxdBQUFwd3dXG+gYMoMkEokwfPhwnDx5EhMnTsSVK1fg6emJZ555Rum6devWYfXq1eDxePDy8kJeXh7atWunVJpnzmgNUgtqDWuQzpxJQXm5GADwzz9peP75wBaeESGEEEKIabt58yb69u3LvRYKheDxeACY9t8BAQHo06cPioqKuOP37t3DU089ZZDnX7p0CQcPHgQAfPnllxg7diwmTJgAANi4cSNWrVqF8+fPIysrC1u3blW696+//kJgYCC31mj+/PnYvHkz9u3bh+XLlxtkfi2N1iARvZw8mcR9TQESIYQQQoh6165dw5EjR1BUVIRZs2YBAOLj4xEfH49OnTohMTERq1evxv79++Hn54chQ4agc+fOOHv2LAIDDfcZKzg4GMHBwSr3+vH19UV0dLTae8ePH4/x48dzrzt16oRt27YZbG6tCQVIOjD3Ervi4mokJGRxry9ezIBYLIVQqFu7S0IIIYSQ1kwgEMDR0RGdO3eGra0tACA8PBzh4eEAgMOHDwMABgwYwN1jY2PTajIz5oJK7FqQuZfYnTmTAplMDnt7ISora1FZWYvr13MwYEC7lp4aIYQQQojJCQoKQlBQUEtPgzTBUCV2fAPNh5iRU6eY8roRIzqiZ09PAMDZs6ktOSVCCCGEEEJMAgVIbUxpaQ0uX2bK60aO7IjQUH8AwNmzaZDL5S05NUIIIYQQQlocBUg6iIiIQExMTEtPQydxcamQSmWwtxeif/92ePZZPwDMnkhpaSUtPDtCCCGEEEJ0c+LECUREROg9DgVIOoiMjDTbBg1sEPTMMx4QCgXo2NEZPj4OAIDz5xvfEZoQQgghhBBTNXr0aJUd/rRFAVIbU1lZCwCwtxcCAHg8Hrp1YzZcy84ub7F5EUIIIYQQYgooQNKBOZfYsQGSjY0ld8zR0QoAsz6JEEIIIYQQc2SoEjtq860Dc27zzQZIdnZ1AZKTExMglZRUt8icCCGEEEII0VebbPO9bds29O7dG4MHD8a4ceOQnq5+zUxNTQ1WrlyJQYMGoX///hg1ahQePHjQ4Lr4+HiEhYUhJCQEvXv3RlhYGPLz85vz22hRbIBka6sYIFkDAEpKKINECCGEEELaNrPJIB04cAAbNmzArVu34ObmhvXr12PixIlISEgAn98wznv//fdx+fJlnDlzBtbW1li3bh3CwsJw9+5dbgfke/fuYfLkyThy5AieeuopyGQyTJ48GZWVlcb+9oymokIMALCzE3LHnJ2ZAKm4mDJIhBBCCCGNkUgk+Pzzz/Ho0SN8+umncHZ2NspzKyoqsHr1agiFQlhaWiI1NRVr1qxBQEAAACAjIwOrV6+Gh4cHsrOzERERgW7dukEsFmPp0qXw8fFBdnY2PvvsM1haWkIsFmP69OnYvn272VZGNRezySBt3rwZ06dPh5sb01Bg0aJFuHHjBk6dOtXgWplMhu3bt2Pu3LmwtmY+/C9evBipqan4/fffuevWrl2LqVOn4qmnngIA8Pl87N+/H35+fo3OxbzXIEkAKGeQaA0SIYQQQohm4uLiIBAIEBYWBgcHB6M9t7CwELW1tdi4cSM2bNiAYcOGYfny5dz5lStX4oUXXsAnn3yCxYsXY8GCBQCA06dPw9XVFRERERCJRIiNjQUAbNmyBbNmzWpVwVGbavMtFosRHx+PoKAg7pizszP8/f1x7ty5Btfn5+ejqqoKHh4eStdbW1vj8uXLAAC5XI5jx47BwcEBkydPxuDBgzFx4kRcv369yfmYc5tvNoOkXGJXFyDJZLRZLCGEEEJMk1wuh1gs1vuPXK77550rV67gmWeegYeHB1JSUgz3zTWhffv2+PLLL7nX/v7+yMnJAcAET7GxsRg1ahQAoG/fvsjJycHt27dhb2+PwsJC7joHBwc8fPgQiYmJGDdunNHmbwyGavNtFiV2+fn5kEgkEIlESsdFIhGys7MbXO/u7g5bW1ukpaVxxwoLC1FdXc39gOTn56O0tBSbN29GXFwcevTogR07diAkJAT3799H+/btm/ebaiGNrUGSyeQoLxdzGSVCCCGEEFNSW1uLO3fu6D1Ojx49IBQKm76wnrNnz+Kvv/6Ci4sLQkNDkZCQwJW4qZKYmKj2/NSpU5GYmKjy3IEDB+Dr69vgOI/H476OjY3Fa6+9BoApr7OxsYGdnR133s3NDenp6Rg7diwuX76MlStXonPnzhg4cCBmzpyJVatWYdWqVRCLxXjjjTfQpUsXjd6DtsAsAiSW4g9FU8feeustbNu2Da+88gpcXV2xfv16CIVCWFkxH/5raphysgkTJqBHjx4AgDlz5mDt2rXYuXMn/u///q8Zv5OWoypAYtcgAUwnOwqQCCGEEEIaCg0Nha2tLebOndtoszAAuH79eqMB0p49e3Sex5kzZ1BSUoI33nhDo+uXLFnCfR0dHY0xY8bg119/xYABAzBgwAC8/fbb+OOPP3SeT2tjFgGSu7s7LCwsuOwPq7CwEF5eXirv+fTTTyESiTBx4kRYWlpi1qxZ6Nq1K/dD6uLiAh6PBx8fH6X7fH19kZqa2uh8IiIiuN86hIWFmU25nUQig1gsBaDc5tvBoe43KLQOiRBCCCGmytLSkvvFtr7j6KK4uFipoikpKQknTpxAbm4u+vTpg0ePHiElJQVz587FxYsXkZ2djeDgYJXZIF0ySAATHB06dAhffPEF16jM19cXVVVVqKio4LJI+fn5DcbIzs5GbGwsdu3ahenTp2PatGnw8vLCkydPdHo/TEVKSgqSk5OxfPlySCQSvccziwDJ0tIS/fv3x82bN7ljJSUlSE1NRUhIiMp7LCwsuNQhwHT+WLBgAVdraWdnh+7du3O1m6y8vLwmy+vMdR8kNnsEKGeQLC0FsLW1RGVlLbX6JoQQQojJ4vF4OpXGGcrt27eVAjRfX1+MGjUKS5YsQUJCAqZNmwa5XI7c3FwEBQXB3d1dbaCjSwbpxIkTOHXqFDZv3gw+n4/Vq1djw4YNEIlEGD58OE6ePImJEyfiypUr8PT0xDPPPKN0/7p167B69WrweDx4eXkhLy8P7dq1UyrNM0cdOnSAu7s7Fi9ejOrq6razD9KyZcuwe/duFBQUAAC2bt2KoKAgjBw5kns9depU7vrVq1fj6NGj3Os1a9bghRdeQM+ePbljS5YswcGDB5GZmQkAOH78OLKzszFz5kyN5iSTyc0q46IYICm2+Qao1TchhBBCSFNu3ryJvn37cq+FQiG33EMikSAgIAATJkyAg4MDd/zevXsGeXZaWhrmzp2LI0eOoHfv3ujZsyd+/vln7vzGjRvx+++/Y8WKFfjiiy+wdetWpfv/+usvBAYGcmuN5s+fj127duGDDz5Q6oZHzCSDBADh4eHIycnB6NGjYW1tDWdnZxw6dIhLLaalpeH+/fvc9R06dMB7772HyMhIiMViDB8+HDt27FAac86cOSgqKsKYMWMgEolgYWGBkydPomPHjo3OJSIiAhMmTEB8vA0OHXqAr74ahwED2hn+mzYwxQDJxkb5r97JyRpZWWVmFfARQgghhBjDtWvXcOTIERQVFWHWrFkAgPj4eMTHx6NTp05ITEzE6tWrue1ihgwZgs6dO+Ps2bMIDAw0yBz8/PwaXQbi6+uL6OhotefHjx+P8ePHc687deqEbdu2GWRupuLEiRNKCRJd8eT69DlsY0pLS+Hk5ISSkhJYWtpg5MgfIRZLsWhRMF57rWfTA7SwW7eeYPbsgwCAS5fmQiCoSyDOn/8XLl3KxBtv9MFbb/VrqSkSQgghpI1jP289ePDAqPsMNebmzZv4+++/4eHhgSlTprT0dMj/lJWVITAwEFFRUaioqOBK7NjP67ouiTGbDJKpuXQpk2t4IJHIWng2mmEzSFZWFkrBEVDX6pvWIBFCCCGEKAsKClLaj5O0bmazBsnU/P13Cve1uQVIih3sWLQGiRBCCCGEEMog6WTlygicPx8AgYDp+GFuAZJiBzsWu/cRrUEihBBCCCHmyFBrkCiDpIOpU9/lgiMAqK2VtuBsNFdRoT5AcnJiAiQqsSOEEEIIIeZo9OjRiIyM1HscCpB0cO5chtLr1pBBqluDRCV2hBBCCCGk7aISOx18991xCAQirjNGba35B0jsGiTKIBFCCCGEEHNEJXYtxhmOju3h6OiI7t3dAZhPBqmiQgxAdZMGdg1SRYXYbL4fQgghhBBCWFRi12IECA72QceOLujWzQ2A+axBqqqSAGh8DRJAjRoIIYQQQkjbRQGS1grw6afDsXfvi7CwYN4+c8m41GWQhA3OsWuQAGr1TQghhBBC2i5ag6SDiIgITJgwARYW5rkGycam4V+7vb0QfD4PMpmcMkiEEEIIIcTs0BqkFhQZGYmwsDBYWppbBondKLZhBonP58HBgW31TRkkQgghhBBVJBIJNm3ahDfffBPFxcUtModt27bBx8dH6VhGRgZmz56NFStW4LXXXsP9+/cBAGKxGAsWLEBkZCQWLlyI2tpa7vjkyZNRWlpq9Pk3F1qDZALMrcSusS52AO2FRAghhBDSlLi4OAgEAoSFhcHBwcHoz79//z4uXLjQ4PjKlSvxwgsv4JNPPsHixYuxYMECAMDp06fh6uqKiIgIiEQixMbGAgC2bNmCWbNmcV2ZSR0qsdODpaUAQOsJkJydrZGWVkJrkAghhBBikqRSGYqK9P9FrouLFQQC3fIEV65cQa9evWBtbY2UlBQEBAToPR9N1dbWYuPGjVi5ciVOnTrFHS8sLERsbCy++eYbAEDfvn2Rk5OD27dvw97eHoWFhdx1Dg4OePjwIRITE/H+++8bbe7mhAIkHdStQfIEYD5d7NgASVWbb6Cu1TetQSKEEEKIKSoqqsH06fqvMdm9eyzc3Gy0vu/s2bP466+/4OLigtDQUCQkJDQaICUmJqo9P3XqVCQmJqo8d+DAAfj6+jY4/p///Adz585tkLnKyMiAjY0N7OzsuGNubm5IT0/H2LFjcfnyZaxcuRKdO3fGwIEDMXPmTKxatQqrVq2CWCzGG2+8gS5dumjyFpg0Q61BogBJB5GRkXB0dMTPP98EAEgk8haekWY0L7GjDBIhhBBCSH2hoaGwtbXF3LlzkZ6e3ui1169fbzRA2rNnj1bPTkhIQFVVFZ599tkmn13fkiVLuK+jo6MxZswY/PrrrxgwYAAGDBiAt99+G3/88YdWY5qi0aNHIzQ0FFFRUXqNQwGSHtg1SOaQQZJIZBCLmXmqD5CYVt+0BokQQgghpsjFxQq7d481yDi6KC4uhkgk4l4nJSXhxIkTyM3NRZ8+ffDo0SOkpKRg7ty5uHjxIrKzsxEcHKwyG6RtBunYsWMoKSnBihUrUF5eDgBYsWIFhgwZgkGDBqGqqgoVFRVcFik/P7/BGNnZ2YiNjcWuXbswffp0TJs2DV5eXnjy5IlO70drRQGSDtgSO0tLPwDmsQaJzR4Bja9BAiiDRAghhBDTJBDwdSqNM5Tbt2+jR48e3GtfX1+MGjUKS5YsQUJCAqZNmwa5XI7c3FwEBQXB3d1dZXAEaJ9BWrVqFfd1eno6fv/9d3zyySfcseHDh+PkyZOYOHEirly5Ak9PTzzzzDNKY6xbtw6rV68Gj8eDl5cX8vLy0K5dO6XSPHNGbb5bENvmuy6DZPoBErtJLKC6zTdQtwaJMkiEEEIIIQ3dvHkTffv25V4LhULweDwATPvvgIAATJgwAQ4ODtzxe/fuGXQO58+fx+bNmwEwv7R/8OABAGDjxo34/fffsWLFCnzxxRfYunWr0n1//fUXAgMDubVG8+fPx65du/DBBx9g+fLlBp1jSzFUm2/KIOnBnNp8a5JBEomY38jk5VUaZU6EEEIIIebg2rVrOHLkCIqKijBr1iwAQHx8POLj49GpUyckJiZi9erV2L9/P/z8/DBkyBB07twZZ8+eRWBgoEHnMnjwYAwePBhbtmxROu7r64vo6Gi1940fPx7jx4/nXnfq1Anbtm0z6NxaC40DpAsXLuDcuXPo1q0b/vWvfwEAUlJScPHiRbRv3x4hISHNNklTZU5rkNhNYgH1AVKHDs4AmBK7wsIqLmAihBBCCGnLBAIBHB0d0blzZ9ja2gIAwsPDER4eDgA4fPgwAGDAgAHcPTY2Nq0mM9PWaBQgRUVFYfPmzejfvz9+//13fPzxxzh48CA6dOgAmUyGLl26QCo1/SDBUNg1SEJhVwDmkUGqqmICJCsrC/D5PJXXtG/vCAsLPiQSGRITCyEStTPmFAkhhBBCTFJQUBCCgoJaehqkCUZdg3T58mXcv38fv/76K86dO4eoqCgsWrQIubm5sLOzg1xuHm2uDaX+GiRzCJDYDJK6PZAAZuNbf39nAMDjx4XGmBYhhBBCCCEGYag1SBoFSEFBQbCyqmuH2KtXL/zwww/4+uuvkZqayi1Ca2ssLQUAzKNJQ1N7ILECAlwAAImJRc0+J0IIIYQQQkyNRgGSr68vtmzZgvbt2+PmTWZzVGtra6xZswbXrl1rcwFSREQEYmJizCqDpGmA1Lkz09ufAiRCCCGEEGJOTpw4gYiICL3H0WgN0pQpU5CUlIQOHTrgqaeeUjr31ltv4emnn9Z7IuYkMjISjo6OuHEjBwDTpEEul5t0oMi2+W6sxA5QDJAKTf57IoQQQgghhDV69GiEhoYiKipKr3E07mLXqVMndOrUSeU5Y3aw27ZtG77//nvY2NjA2dkZ3377Ldq3b6/y2pqaGqxduxZnzpyBRCKBk5MToqKiEBgYCLlcjujoaERHR0MgEKCoqAjBwcHYuHEjnJ2dNZoLm0ECAJlMDoHAdIMJbUvsKitrkZNTDm9vh0avLyysgrOztdrGD4QQQgghuigrK2vpKRAT11w/IwbZB6m2thbJyckoKiqClZUVPDw84OnpCYFAYIjhOQcOHMCGDRtw69YtuLm5Yf369Zg4cSISEhLA5zesFnz//fdx+fJlnDlzBtbW1li3bh3CwsJw9+5dyGQyLFy4EFevXkXXrl1RWVmJESNGYO7cudi/f79G82HXIAHMOiSBwHT33dU0QPL2doC1tQWqqyVITCxqNECKi0vFsmXH8a9/dcX//d9Qg86XEEIIIW2TUCiEl5cX+vXr19JTIWbAxcUFFhaG3dpV59EyMzOxY8cOHDx4ELdu3QKfz4dIJIJEIkFxcTH4fD769OmDSZMm4a233oKjo6Pek928eTOmT58ONzc3AMCiRYuwbt06nDp1CqNHj1a6ViaTYfv27fjyyy9hbW0NAFi8eDHWrl2L33//HS+99BLWrl2Lrl2ZVt22traYNm0aVqxY0WRpGdvmu0uXul73pr4OSdMAic/noVMnF9y9m4fHjwvx7LN+Kq+TyeTYsuUSZDI5rlzJNvh8CSGEENI2WVtbIzk5GeXl5fj666/h7Oxs8F+6k9bDwsKCS5QYqs231gFSdXU1/v3vf+PcuXOYOHEiPv/8c/Tp0wf29vZK1xUWFuLSpUs4e/Yshg4diunTp+Pdd9/V+QdcLBYjPj4e77zzDnfM2dkZ/v7+OHfuXIMAKT8/H1VVVfDw8FC63traGpcvX8a0adOwbNkypXsqKyvh4eHR5Lobdg1SWloJd8zUN4uta/MtbPLazp1FuHs3D4mJ6lt9Hzv2GKmpxQCYMjt9lZXVYM2aMxg61B8TJ3bTezxCCCGEmC9ra2tYWlqiXbt2KCgoaOnpEDPg6uqK5557zrhrkAAgKysLb7/9Nt5880188cUXjV4rEokwduxYjB07FuvXr8fu3bvxyiuv4IcffoCDQ+PrWlTJz8+HRCKBSCRq8Jzs7IYZDHd3d9ja2iItLY07VlhYiOrqahQWNvzgL5fLsX//fq12PFZcg9RaMkhA062+pVIZtm+/yr2uqqpFZWWtRmOrc+pUMuLiUnHvXj4FSIQQQgiBQCDAzJkzIZWa9i+hiWkQCAQGyzRqFSB98cUX+PHHHzVuYsA9xMICs2bNwogRI/Dll1/igw8+0Op+RaqyO+qOvfXWW9i2bRteeeUVuLq6Yv369RAKhUp7OrG++OIL+Pn5KWWo1ImIiIBQKERlJQ+lpd5wdHQ0+b2QtAmQ2E52ycnFkEobrq06evSxUvYMYLJI+gRIbDaqoKBS5TMJIYQQ0vYY8kMvab1iYmIQExMDgKk605dWAdKnn36q18P8/Px0Do7c3d1hYWHRIPtTWFgILy8vlfd8+umnEIlEmDhxIiwtLTFr1ix07doVAQEBStft3bsXsbGx2Ldvn0ZtrdkSu6KiKowe/RMA088gsSV2mmWQmACptlaK9PRSdOjgrHT+wIF7AIBx47rg6NHHkMvlKCysgq+v7uvMUlOZgEsmY8Zyd7fTeSxCCCGEENJ2hIWFISwsDABQWlqqd4md2fya3tLSEv379+c2qgWAkpISpKamqm0zbmFhgVWrVuHcuXM4c+YMXn75ZSQnJ2PcuHHcNb/88gt++ukn7N+/H9bW1nj06BFqamo0nFPdbzRMPUCqqtI8QHJ1tYG9PbNWic3sKMrMZFoqhob6wdmZaYCRn1+p1/zYAAkA8vL0G4sQQgghhBBdmU2ABADLli3D7t27ucV6W7duRVBQEEaOHMm9njp1Knf96tWrlTpZrFmzBi+88AJ69uwJgAmOtm3bhujoaNTW1qK8vBzr1q1TuaZJFXNcg9TURrEAU57o48OsE8vOLlc6J5HIuKYMnp72cHW1AaBfowaJRIaMjFLutb7BFiGEEEIIIboybNPwZhYeHo6cnByMHj0a1tbWcHZ2xqFDh7jWfmlpabh//z53fYcOHfDee+8hMjISYrEYw4cPx44dOwAAOTk5mDZtGqRSqVKnOwD48MMPG50H2+Z71Ki6znmm3sWODZBsbDRbJ+TlZY+HDwuQna28AVd+fiXkcjkAwN3dFiKR/gFSVlYZpNK6ADMvr0LnsQghhBBCSNsUExODw4cP6z2OWQVIADBv3jzMmzdP5blNmzYpvZ4zZw7mzJmj8lovLy9IJBKd5sCuQWIDBcC0M0hSqQxiMRPAadpIwdubadteP4OUm8sELzweD25utlwGSZ+sT/2GD5RBIoQQQggh2goLC8OgQYNMcw2SVCrFrVu3AABXrlxpjkeYBB6Px61DMuUudlVVdYGgjY1mMbG3N1Nil5OjHCCx2R0XF2tYWgrg6moLQL8MUv11TrQGiRBCCCGEtJRmW4P00UcfIScnR+8IztSx65BMOYPEltcBmpfYqcsgPXnCBEgeHkyXObbErqBAnwBJOYNEJXaEEEIIIaSlGDxAun37Nnbt2oXBgwdj0qRJCAkJQXR0tKEf06IiIiK4XuuWlsxbaMprkKqr6zJImpfYMRmkoqIqpfvZ4IUNkNgSu4IC3bM+bAbJ0dHqf8+gDBIhhBBCCNFOTEwMIiIi9B7H4AGSl5cXevXqBW9vb3Ts2BEdOnRAUFCQoR/ToiIjI7le6+aWQdI0QPLysue+Viyzq59BUiyxU1yTpY20NKaDXZ8+3gBoDRIhhBBCCNFeWFgYIiMj9R7H4AGSm5sbevTogT179uCHH37AV199hT59+hj6MSaDDZBMeQ0SGyDx+Twu49UUFxdrWFkx65UUO9nVzyCxJXbV1RKltU7azI0ds18/HwBAUVG1SQechBBCCCGk9WqWNUhWVlbYuXMnrK2tsXPnzuZ4RItSLLEzhwyS4iaxPB5Po3t4PB6XRVJch5Sby2R36pfYAbqV2Sl2sOvbl8kgyeVyvZo+EEIIIYSQtsdkS+xYTk5OAABnZ+fmekSLUSyxY7vYmXKAxGaQNC2vY7GNGtgSO7lc3iCD5OJiAz6fCbp0CWrY9Ueurrbw93fmjlOjBkIIIYQQoo0WL7ErLCxs9PzZs2d1HdqsmEcGiSl907SDHauukx1TYldSUsPtp8QGSHw+D87O1gB062THdrDz93eCUCiAkxMzFjVqIIQQQgghLUHrAKmyshLBwcFwd3fHkCFDUFRUpPI6gUCAL7/8Uu8Jmjpz6GKnewaJ6WTHltixm8QCdQESoNjqW/ughs0g+fszGUc3N6bpAzVqIIQQQgghLUHrAOmjjz5CVVUVwsPDcefOHbz++usqrxs8eDDEYrHeEzRF5rYGiQ2QNN0kllV/DRIbINnZCZWCLXYdki4ldmxXPB8fJhhzd2cCJCqxI4QQQggh2jDUGiTtPjEDiIuLw4ULF2BnZ4f8/HxMmTIFjx49QmxsLL7++mvU1NTA0dERVlZWKC4uxrJly/SepKmJjIyEo6MjAMUMkukGSIpNGrTBltjl5VVAIpFxAZJi9gioa/WtS4ldSUkNAHBlenUBEmWQCCGEEEKI5sLCwjBo0CBERUXpNY7WAZK3tzfs7JgPyG5ubvj+++8xe/ZsZGVloU+fPrhx4wbi4+PB5/Px3Xff6TU5c9CaM0hsiZ1MJkdubgUXILFBDEufEruSkmoA4NYeubszP1tUYkcIIYQQQlqC1gESGxyxOnXqhNraWly7dg329kzGoaSkBBYWFg2ubS0iIiIwYcIEhIWFcV3sTHkNkq5NGtzdbcHn8yCTyZGTU84FSJ6e9TNIbIldtVbjy+VyLoPk5GQFoG4NEmWQCCGEEEKINmJiYnD48GG9x9E6QJLJGmZKxo4dywVHQF2L79ZKscTOHDJIupbYCQR8eHraIzu7DNnZZdy6IDbLw6orsdMuqKmsrIVUyrxvbAaJmjQQQgghhBBdtFiJ3f79+2FhYYGxY8di1KhRcHZ2hpWVlV6TMGdsgGTKa5B07WIHMOuQmACpnGuoUD+DVFdiVwW5XK7xZrRs9ggAHB2ZnyG2fK+oqAq1tVIuQ0cIIYQQQogxaN3FztLSEv/88w8mT54Md3d3hISE4Pjx44iJiUFpaanStcuXLzfYRE2VeWSQ2BI7reNhrpPduXPpXIDUMIPEBEg1NRLuWZpg1x8BdSV2imPr0vSBEEIIIYQQfWgdII0bNw4PHjxAeno6du7ciaeeegrJyckYO3YsRCIRevbsifnz5+Pnn39GXFxcc8y5xSm2+Wa72JlygKRPBmn48A4AgFu3nqCigmnbrq6LHaBdaVxpKZNBsrKygJWVxf/GsuHOU6tvQgghhBCiKUO1+dY6QFq6dCkAoF27dpg+fTq2b9+OxMREpKSkYPv27ejduzf++usvzJgxA/Hx8XpP0BRFRkYiLCwMgHlkkOq62OkSIHXEhx+OgFBYV+pWP0BiW3QDQHGx5o0a6jdoAABLSwEcHKy0HosQQgghhLRtYWFhiIyM1HscrQOkfv36qTzu5+eHWbNmITo6GikpKXj48CECAwP1nqCpM6cudrpkkADguec6Y/v25+Hn54RBg3zh4mKtdJ7P53FBjWLZXFPYAEgxwAIABwchAKCsrHVuNEwIIYQQQkyX9otSNNS5c2f07NmzuYZvUYptvs0pg6RrgAQA3bu747ffJqttwODoaIWyshqubE4T7LVsgwbFsbKyyrQaixBCCCGEtG2GavOtdQZJG+vXr2/O4VuMYokduwbJVLvYyeVyrs23Lk0aFDXWnY4tk1PsTNeUuk1iGwZIAChAIoQQQgghGmuxEjttdOnSpTmHNwmmnkGqrZVBJpMD0C+D1JS6AEmXNUjqSuwoQCKEEEIIIcalVYD06quv4sMPP0RSUlJzzcfsmPoaJLa8DtCtSYOmdMn6UAaJEEIIIYSYGq0CpJ9//hnPPvssPv74Y4wbNw5RUVHIz89vrrmZLMU236aeQVIOkJptyRmXBdKuxE5dBokJkKhJAyGEEEII0VSLtPnm8XgYNmwYvv/+e/zxxx/w9vbG/Pnz8eKLL2LPnj2oqmr+jT23bduG3r17Y/DgwRg3bhzS09PVXltQUIDXXnsNffv2xZAhQxAaGorz589rfF4dVW2+TXUNErv+CDC9Ejs2Q1Q/g0QldoQQQgghRFstvgZJKBQiPDwcv/zyC3744QdUVFTg5ZdfxsyZM3Hs2DHIZIYPGA4cOIANGzbgxIkTOH/+PAYOHIiJEyeqfdaiRYuQlJSEixcvIi4uDlOmTMH48eNRVlam0XlNmFcGqTkDJO0zSGyb7/oZpLoSO8ogEUIIIYQQ4zJIkwYnJyfMnTsXf/75Jz766CPcvHkTY8aMweLFi3H58mVDPAIAsHnzZkyfPh1ubm4AmADnxo0bOHXqlMrrb9y4gZCQEFhaMoHBiBEjUFxcjAcPHmh0XhNsFztTDZDYPZCsrCzA56vvQqcvbdcNyWRyroSuYQaJLbGjDBIhhBBCCDEug3ex8/X1xfLly3Hy5Em88cYbOHDgAEaOHIm1a9fi0aNHOo8rFosRHx+PoKAg7pizszP8/f1x7tw5lfeEh4fj2LFjKCkpAQDs3bsX7u7u3Aa2TZ1XxxzXIDVneR2gfZvv8nIx5HL5/+5Vl0GiAIkQQgghhGjGUGuQmm/VPoCnn34aGzduBAD8/fff2LRpE8rKyrBnzx6tx8rPz4dEIoFIJFI6LhKJkJ2drfKe9evXo7S0FP7+/nB3d4etrS3OnDkDBwcHjc6rExkZCUdHRwCKXexMO0BqzgYNQF2QU1EhhkQi4wJHddjyOkD1RrEAUF0tQW2tlHuPCSGEEEIIUScsLAyDBg1CVFSUXuM076dmBUOHDsXQoUP1HkfVZqXqNjBduHAhLl26hKSkJIhEIuzevRtTp07F6dOnIRKJmjyviZbOIBUXV+Py5Uz06uUFDw+7BufZJg3NnUFSDHJKS2sgEtk0er1iMwd1TRoAppNdU2MRQgghhBBiKEYLkPTl7u4OCwsLFBYWKh0vLCyEl5dXg+srKyuxbds2REdHc8HO9OnTsWbNGkRFReG9995r9Pzq1avVziUiIgJCIfMh3sNjIADj74N0/34+vvkmARcuZEAqlaFfPx98882/GlxnrBI7Z+e6MrmSkuomgxq2fM7eXgiBQDnbpG2wRQghhBBC2q6YmBhu+YtYrH+Tr2YLkAoKClBYWIguXboYZDxLS0v0798fN2/e5I6VlJQgNTUVISEhDa6XSCSQyWRcIMMSCoUoLCxs8nxjFEvs/v47Bfv3H9cog/TwYQGuX89BePhTTZagNeXTT8/h5s0n3Ov8/EqV17FNGpq7xM7eXggejwe5XK7R2iF2rVL98jqgrkkDQOuQCCGEEEJI48LCwrgteEpLS/UusTN4kwYA2LBhA55//nmMGTMGvr6+2L59u0HGXbZsGXbv3o2CggIAwNatWxEUFISRI0dyr6dOnQoAcHR0xJAhQ7Br1y7U1jJZlLi4ODx8+BDPPfdck+c1pc0apFWrYvHpp+fwzz9pmn/TaiQnFwMA+vTxBgDU1KjOYBmrxI7P53GlcZo0amBL7BQzT4pj2dkxY5WXU6tvQgghhBBiPM2SVvDy8uI6y6WmpuKbb77B559/jiVLlug1bnh4OHJycjB69GhYW1vD2dkZhw4dAp/PxHlpaWm4f/8+d/2ePXuwYsUKDBw4ELa2tqisrMQPP/zARZhNndeEpmuQxGIpUlKKAQA5OeXafNsNlJbWcC2w+/XzwdWr2aipkai8tq5JQ/MGSADTqKG0tEajzWIbyyCxxysqxJRBIoQQQgghRtUsAZKNjQ1KS0vh6OgIf39/fPzxx/j6668NMva8efMwb948lec2bdqk9NrHxwc//fST2rGaOq9OREQEJkyYgLCwMC5AamoNUkZGKWQypq21vh/6MzNLua87dXIBwARgqhirxA7Qrj03G0TVb9DAcnAQIjubSuwIIYQQQohmYmJicPjwYb3HaZYSu+vXr6N79+6YMWMGvv32W8TFxXFZHgBISkpqjscaTWRkJJdlYgMkmUzOBUCqpKYWc18rtrj+4ouL2LTpHLcnkCYyMpgASSSy4UrU1AVIxmrSAGi3FxJ7Tf09kFhsuR5tFksIIYQQQjQRFhaGyMhIvcdplrSCj48PHj9+jBs3buDixYv4+uuvcefOHezduxd9+vTB7du3uU4T5s7Ssi7wk0hkEApV79mTmlrCfc1mRXJzK7B7N9N04vnnAxEY6KbRMzMzywAA7do5cs8Ti6WQy+UNWp4bt8SODZA0KbFrPINEm8USQgghhJCWoHMGqbFObzNmzMCmTZvQo0cPLF68GHv27MHNmzexd+9ePPvssygtLVV7rzmIiIjgAjzFbnSNrUNSzCCxH/oLC6u4Y/fu5Wv8fLbEztfXAVZWdQGZqkYRbImdMTJIbFCjSQaptJRpvqA+g8SMVVZGTRoIIYQQQkjTYmJiEBERofc4WgdIlZWVCA4Ohru7O4YMGYKioqIG17i7u2PkyJH44YcflI57enpi0qRJ2LVrl+4zNgGKJXZsFzugqQCpLoPEltgpltrdvZun8fPZEjvFDBIAlY0ajFtixwQ7hliDRBkkQgghhBCiDUOV2GkdIH300UeoqqpCeHg47ty5g9dff13ldYMHD1a7UVPXrl21fazJ0jyD1LDErqhI1wwSW2LnACuruipJVa2+2TbfxmjSoM0aJDY4VJdBogCJEEIIIYS0BK0/NcfFxeHChQuws7NDfn4+pkyZgkePHiE2NhZff/01ampq4OjoCCsrKxQXF2PZsmXNMW+TobgGSV0nu5KSaqV1OXUBUt2xR48KIBZL1a5hYkkkMq5NeLt2jkoldqoaNRizxI4NdppagySRyLjMVmNd7AAqsSOEEEIIIcaldYDk7e0NOzs7AICbmxu+//57zJ49G1lZWejTpw9u3LiB+Ph48Pl8fPfddwafsClQ1eYbUJ9BUsweAcyHfplMrlRiJ5HIkJhYiKeecm/02dnZZVy3PF9fzUvsjNGkQdOsj+J5yiARQgghhBBDMFSbb60DJDY4YnXq1Am1tbW4du0a7O3tAQAlJSWwsLBocG1rERkZCUdHRwDKa5BUNUkA6ho08Pk8yGRyyOVylJXVKAVIAFNm11SAxJbXCYUCuLnZKgVl9TNIMpmcC5qM2ea7srIWtbVSpfdGUX5+Jfe1SGSj8pq6Jg0UIBFCCCGEkKaFhYVh0KBBiIqK0mscrdcgyWQNg4CxY8dywREAODk5tdrgqD5tMkidO4u4YyUlqgKkphs1sB3sfHwcwOfzlEr86q9BYtcfAcYtsQMaz/zk5VVwc1I3LzaDVFlZC6lU/douQgghhBBCDEnrAGn//v2YM2cO9u/fj+LiYgCAlZXqdSRtgWKApG4NUloaEyA984wHd6ykpJpr0sAGA3fvNt2ogc0g+foyGSwej6e0F5IitrwOME6TBvb7ABpv1JCbywRIHh7qg2jFsWgdEiGEEEIIMRatAyRLS0v8888/mDx5Mtzd3RESEoLjx48jJiamwf5Gy5cvN9hETYm2+yClpBQDAAICRLCzY5oPlJbWoLiYCSIGDvQFACQmFqpstKCorsW3A3dMXYDENmgAjLMGyd5eCD6f2ai2sUYNeXlMiV1jARLbpAGgdUiEEEIIIaRpLbYP0rhx4/DgwQOkp6dj586deOqpp5CcnIyxY8dCJBKhZ8+emD9/Pn7++WfExcXpPUFTpLgPEp/P44ICVWuQZDI5F9T4+zsptcJmM0hsgCSRyPD4sfoNeAHlPZBYbIBUv0mDYgbJGCV2fD6PWzvUWFDDZpDc3GzVXsOOA9A6JEIIIYQQ0rQW2wdp6dKlAIB27dph+vTp2L59OxITE5GSkoLt27ejd+/e+OuvvzBjxgzEx8frPUFzwGaRVGWQcnLKucyOn58TVzpWXFzNBRH+/k5cyVxjG8bK5fIGJXYAYG3NlM/VX4PEBkj11yo1J032QtKkxM7Cgs9lvSiDRAghhBBCjEXrT839+vVTedzPzw+zZs1CdHQ0UlJS8PDhQwQGBuo9QVOkWGIH1HWyUxUgHT+eCIDJ4Hh62nMBRHp6Cdeu29nZGh07OgMAsrLK1D63pKQGFRXMehzFAKmpNUh2dkLweDzNv0E9aLIXEtvFrrEACaC9kAghhBBCiOZarMROU507d0bPnj2ba/gWpVhiB6jPIJWW1iA6+joA4JVXngafz+MCCMW9kVxcbGBvzwQDimVx9WVn1wVP3t51XQPVldixwZSdXfOX17EcHZnvQ5MMkru7+hI7ZizaC4kQQgghhGimxUrstLF+/frmHN5ksOVr9bvYRUdfR3m5GI6OVnjtNSZYZD/0s40b+Hwe7O2FXPMGNqhRpaCAWbNkZydUarpgZcWU2NXPIFVU1GWQjIVdG3XpUibkcnmD82KxlGtv3lQGiQIkQgghhBBibM0aIHXp0qU5hzcZqjJIubkV2Lv3NgDg9dd7cxkitsSOzaI4O1uDz+dxWR42qFGloIApTXN1Vd5cVShknl9/DVJLZJCef54pq7x3Lw937jRcT6W4Say7u2YlduXlVGJHCCGEEEKMQ+MAacuWLSgoKND5QSUlJVi5cqXO95sSdWuQFLvY7d17G2KxFJ6e9pg8uQd3XHEzVYAJkIC6LE9jwQCbQarf/a3pDJLxAqRu3dwQFOQJAPj11zsNzrOBIZ/PaxDo1UcZJEIIIYQQoimjr0GaN28e1qxZg//+97+QyVTv96POoUOHMHv2bCxatEjrCZoiTdYgseuFhg3z59YIAcoboAJ1AZIma5DY7EvDDJLqJg11GSTjldgB4ALCEyeSUFhYpXSODZBEIhsIBI3/+Lm4MN+nYtaJEEIIIYQQVYy+BsnS0hJffvklCgsLERwcjHXr1uHkyZMNNocFgMrKSpw9exYfffQRBg4ciPj4eOzevRve3t56T9gUqVqDpNhBThFbYsdycWECJHafosZK7OoCpPoZJCZAqq6u36ShVmlsYxkxoiNEIhvU1krxxx/3lc7l5TXd4pvFNqLIzi43/CQJIYQQQghRQas1SHw+HwsWLEBsbCzc3d3x2WefwcvLCzY2NvD29ka7du1gY2MDZ2dnrFy5EnK5HAcOHMCGDRtga9t4xzJzUr/ETlUGqaqKCVbqByfqS+zYAKmxEjsmQNK8xI4Zi81OGYtQKMCkSd0AAPv33+XamQNAXh7zPTTVwQ4AvL0dADDZOFUNHwghhBBCCGEZqsTOQpebHBwcMG/ePMybNw9SqRRPnjxBTk4OpFIp3N3d4eXlBWtr66YHMlORkZFwdKzbh4gNkBTXILEZpPoBUv0SO7aMTJs1SJqX2Bl/DRLrhRe6YceOa8jNrcCtW0/Qs6cXAM02iWWxGaTKylqUlYkbvHeEEEIIIYSwwsLCMGjQIERFRek1jk4BkiKBQAAfHx/4+PjoO5TZUpVBYgMkGxvlt1hdiR2b5RGLpZBIZNyYiuoCJOXsi7p9kNSV+RmDt7cDnn7aA7dv5+LUqWQuQGJL7JrqYMeOwcrJKacAiRBCCCGENLtmbfPdVrBrkDQpsVPXpEHxOlWNGiora1FVxRxvWGKnOoPEZqOMvQaJNXJkRwDAyZNJXJldbq7mJXa2tpbc+6W4SS4hhBBCCCHNhQIkHWiyBqkug6QcnAgEfKWMTl2JXd11qsrs2PVHgPoSu4b7IDFzMPYaJNbIkZ0AMGV1d+7kQi6Xa9WkAQC8vJgyu6wsCpAIIYQQQoh6Rm/zbSq2bduG3r17Y/DgwRg3bhzS09PVXltQUIDXXnsNffv2xZAhQxAaGorz58+rvHbKlCno0KGDRnOo3+a7bh8kJkCRy+VctkdV9kaxzK7+PkiA6kYNbHkdn8/jgipWU00aWmINEgD4+Dige3d3AEwWqbS0hpujJiV2AHWyI4QQQgghmjF6m29TwHbEO3HiBM6fP4+BAwdi4sSJavdlWrRoEZKSknDx4kXExcVhypQpGD9+PMrKlLMRsbGxOH78uM7zqp9BEoulXEmZ6gCproEFGyDZ2FiAx+MBUN3qm80gubjYgM/nKZ1jS+wUM0hyuVxtowhjGjWKySKdOpWMJ08quOOaZpDYdUg5ORQgEUIIIYSQ5mdWAdLmzZsxffp0uLm5AWACoBs3buDUqVMqr79x4wZCQkJgackECCNGjEBxcTEePHjAXVNbW4t///vfeP/99zWeR/0Su7p9kJgASXENUf0mDQDg6FiXLWIDJB6Px2V6VK1BUrdJLKC6SUN1tYQL0lqiSQOLXYeUk1OO7duvAmDKDjXNalEGiRBCCCGEaKLNldiJxWLEx8cjKCiIO+bs7Ax/f3+cO3dO5T3h4eE4duwYSkpKAAB79+6Fu7s7AgMDuWs+//xzvPzyy1p14atfYlc/g8Q2aAAazyDZ2lpywY3itarXIDEldvUbNACqS+wUs1AttQYJANq1c0RwcDsAQGxsMgCmQQObLWuK4l5IhBBCCCGEqGMWJXbPPPOMwcbKz8+HRCKBSCRSOi4SiZCdna3ynvXr12P48OHw9/dHly5dcPDgQZw5cwYODsyH7szMTOzbtw/vvvuuXnOrvwZJOYOkfg1S/bVEbCCjag2SJhkkxQBJcQ4ttQaJtWnTGEye3IN7zTZe0AR7bXFxNbeuixBCCCGEkOai1z5IOTk5iImJQXZ2NsTihh/qU1NT9RleJVWZB3XZiIULF+LSpUtISkqCSCTC7t27MXXqVJw+fRoikQhLly7Fxx9/zJXg6ap+BkkxOLG2VlVixwZIypvpsqVwja1Bqr8HEqC6i51iFqol1yCxz1++PASjRnXCvn138NJL3TW+ly2xA5gyvY4dXZpjioQQQgghhADQI0CKiYnBpEmTUF1drfYaTcuoNOHu7g4LCwsUFhYqHS8sLISXl1eD6ysrK7Ft2zZER0dzWafp06djzZo1iIqKQkhICORyOUaNGqX1XCIiIiAUMsFMWFgYLCwcAdStQWIzHTY2lg0aKgBASIgf9u27y63PYbGZnsa62KnKIKnaB4kdQygUcBmultanjzf69PHW6h5nZ2tYWVmgpkaC7GwKkAghhBBCiLKYmBiuP4CqpI22dA6Qli9fjnHjxmHBggVo164dFzCw5HI5BgwYoPcEWZaWlujfvz9u3rzJHSspKUFqaipCQkIaXC+RSCCTyRrMSygUorCwEEePHkVKSgqGDRsGgMmG5eTkYNiwYejbty/+85//qJ1LZGQkHB0dudcPHlz63zOVM0iqGjQAQFCQJ06deq1BAMlmelRnkNgAqbEMUt3aJ3aMlmzQYAg8Hg/e3vZISSmmTnaEEEIIIaSBsLAwrj9AaWkpoqKi9BpP5wApLS0NCQkJjZanrVixQtfhVVq2bBkWLFiAFStWwNXVFVu3bkVQUBBGjhwJANi6dSvOnz+PPXv2wNHREUOGDMGuXbsQHh4OS0tLxMXF4eHDh/jiiy+UmiwAQHR0NNauXYszZ85oPS+2i139Jg2Nlbapyq6pW4Mkk8m5ErvGmjTIZHJIJDJYWPBNosW3obABEjVqIIQQQgghzU3nAKlbt25q9x9ivfLKK7oOr1J4eDhycnIwevRoWFtbw9nZGYcOHQKfzwQoaWlpuH//Pnf9nj17sGLFCgwcOBC2traorKzEDz/80CA4+te//oXHjx9zGaQFCxbgpZde0nhe6tYgaRuc1JXYKWeQSkqquZbdqgOkuhI6sVgKCws+twappRs0GEJdJzvKIBFCCCGEkOalc4D08ccfY+HChfjkk0/g4qJ6XUj//v2RlZWl8+RUmTdvHubNm6fy3KZNm5Re+/j44KeffmpyzD///FOrOURERGDChAlcoKWui526Ejt16po0KGeQ2A52QONd7ACmzM7W1pIboyVbfBsK28mOMkiEEEIIIUSdmJgYHD58WO9xNP4EP2LEiAbH0tLS4OPjg4CAALi5uXGZHFb9hgqtRf01SHUZJCbLwzZpMFQGiV1/ZGVloXJMtsQOqGvUwAZprSODRJvFEkIIIYSQxoWFhWHQoEHGW4MUFxeH9u3bNzju5eWFiooKVFRUNDgnlUobHGuN2DVIDTNI2gZIqtt817X4tlG5dkk5gyRVGqM1rEHy8WFK7PLyKlFbKzWZrnyEEEIIIaT10ThAcnd3R3JyslaDe3tr19LZXKgvsdO8SYMq6tp8sxkkVeuPAOUAic0g1a1BMv8Su/btnQAwnREzMkqp1TchhBBCCGnAUCV2/KYvYXz66adaDx4dHa31PeYgMjJSqdEDu86nrKwGgD5NGlRnkNg1SKrWHwENmzQwY7SeNUguLtbc95GaWtLCsyGEEEIIIaYoLCwMkZGReo+jcYA0Y8YMpdfffvut2ms/+eQTTJo0CR06dNB5YubE2dkaAFBcXA25XK5Hk4a6DJJcLueOP3nCrL3x8LBTeZ9AwOc2pK2uZrJXrWkNEo/Hg7+/MwAgNbW4RedCCCGEEEJaN40DpPrWrVun9tykSZPQp08fzJ49W9fhzQobIInFUlRVSfRo0sBkSWQyObeWCAByc5kMkqenvdp7ra0tuDkArWsNEgD4+zNldpRBIoQQQgghzUnnAEkxw1Ff165dsXr1aiQlJek6vEmLiIhATEwM95oNkAAmi1RZyWRxtG/SUHe94jqkpjJIQN06pNa4BgkAOnRwBgCkpBS36DwIIYQQQohpiomJQUREhN7jaFUDtn79eu7riooKbNiwQWWgJJFIcPfuXTg4OOg9QVNUv813/QBJ3wwSwGSAXF0BqVTGrUHy9Gw6QKqpkXD3A61jDRJAGSRCCCGEENI4o7f5BoC1a9dyX/N4PKxZs0btta6urvj+++91npg5EQoFsLW1RGVl7f8ySLoFSIrXsxmggoIqyGRMENpYiR27F1L9fZBaT4mdMwCgpKQaJSXVcHKybvwGQgghhBBCdKBVgMS2+ZbL5RgwYADi4+NVXmdnZwc3Nzf9Z2ei6rf5BpgsUmVlLYqKqnRu0iAUCiAUCiAWS7kx2PI6QH2bb/ZegNkHSSaTc1ms1tCkAQDat3cEj8eDXC5HamoJgoIoQCKEEEIIIXUM1eZbq0/w/v7+3Nfvvvuu0uu2pH6JHcAESFlZZf8rsdNtHyT2HrFYyq1Bys1lNuAViWyU9juqj231rXgv0HrWIFlZWcDb2x5ZWWVISSlGUJBnS0+JEEIIIYSYEEOV2OncpMEQC6BaExcXJqORl1eJ2lqmzE3bJg1Aw72QnjxhAqTGyusA5TVIbPYJaD1rkABq1EAIIYQQQpqfdjVgKpSUlODEiRNc+V3Hjh0xevRoODk56T05c8I2asjKKuOO6ZJBYkvi2DVIdR3s1JfXAXUZpJoaqdJGs61lDRLANGo4fz5d7V5IV65k4dtvr2D58hB07iwy7uQIIYQQQkiroFeA9Pnnn2P16tWoqqriutnxeDzY2Nhg3bp1eO+99wwySVOjag2Si4sNACA7u27NkC7BCZvxqV9i11QGSbFJAxtc6ToHU1W3WazqTnZRUfG4efMJfvrpBtatG27EmRFCCCGEkJbWImuQFEVFReG9995D7969MW7cOHh7e0MulyM7Oxt//vknli9fDmtra8yfP1/vSZoadWuQACAzs5Q7pm2TBqAug1TXpIENkNS3+AaU90FigytbW0vw+Tyt52Cq2FbfGRmlkEplEAjqKkQrKsS4fTsXAPDoUWGLzI8QQgghhLScFmnzrejzzz/Hli1bsHDhwgbnPvzwQ2zZsgWff/55qwyQVGHXIJWW1nDHdFmDxGZ86q9BamyTWED1GqTWlD0C6jJIEokMmZll8POrK+O8ejWba4eelFSE2lopLC3VN7VQRyaTo6ZGotPfHSGEEEIIMX86N2koLi5WGRyxFi1ahNLSUrXnzVlERARiYmKUjiluFgswAYuFhfZvL9ukobxcDJlMjrw8TUvsFDNIbIvv1tOgAQDc3W25oK/+OqT4+Czua4lEhuRk5fOamjv3EJ577meutJEQQgghhJiHmJgYgzSS0zlA8vT0RGVlpdrzFRUV8Pb2VjqWlpam6+NMSmRkpNL6I6BhgKRrBkJxDVJBQaXCJrGaZpDq1iC1lj2QWDweD+3bM1mj9HTl4PvSpUyl1w8e5Gs9fn5+JW7efIKKCjEuXszQfaKEEEIIIcTowsLCEBkZqfc4OgdIixYtwvz581FVVdXgXFVVFRYvXoxVq1YpHR84cKCujzN5bJMGlq7lbYprkNjyOgBwd288QFJs0sCW2LWmFt8sb28mk6a4gW5BQSUSE5l1R+z7pMs6JMWg6u7dPH2mSQghhBBCzJTOa5AuXryImJgY+Pr6on///vD0ZDbufPLkCeLj4+Hh4QG5XI6jR49y95SUqO4+1ho0zCDp9tYqrkFiy7xcXBrfJBZQbPMtUWrS0Np4eTEBUk5OXYDEltfZ2wsxfnwXREdf1ymDdP8+BUiEEEIIIW2dzgHSrl27uK+PHz/e4HxRUREePHigdIzHax0d1VS1+ba3F4LP53ElcbpnkOrWILFZkqbK6wDlEru6NUitL0Bi34ucnLrs2uXLTHld377eeOopNwDAw4eFkMvlWv3MPXhQwH398GEBxGJpk4EpIYQQQggxDYZq863XGiSZTKbVHw8PD70nbApUrUHi83lKWSRdAyQ3N2ZD2IyMUpw7lw6g6Q52gHKJXUEBszbMycm6sVvMEptBYoNHuVzOBUjBwb7o2tUVAFBWVqOUZdKEYgZJIpHh0aOCRq4mhBBCCCGmpMXXIDXWwc6Q95gTxQBJ1xK7AQPaoUsXV8hkcq5RgDYZJLFYisePiwAAHTs66zQHU8YGSPn5lRCLpSgsrOICob59vdGunSMXnD58qHmAU1pag6ysMgDgug/euUNldoQQQgghbY3OARLbQu/q1av4+OOPsXTpUgBARkYGrl+/3ug9rZUhMkgWFnx88EGoUmlYUy2+gboAqaiomtustksXV53mYMoU34u8vAqkpjLr2vh8Hvz8nMDn89CliwiAcslcU9hgis/nITTUDwCtQyKEEEIIaYt0DpCkUilmzJiB/v3744MPPsD27dsBAJmZmQgODsb06dNRW1trsImaElX7IAH1M0i6r/95+mkPTJ7cnXutWYkdEyCx+ybxeDx06uSi8xxMlZubLQQC5sc2J6ccKSnFAABfX0duY9jAQHYdkuYBEtvUISBAhN69mfb0FCARQgghhJiPFt8H6dNPP8Xhw4cRERGB3377DTY2TJvr4OBgpKenIycnB5s3b9Z7gvVt27YNvXv3xuDBgzFu3Dikp6ervbagoACvvfYa+vbtiyFDhiA0NBTnz5/XeTyWqjVIAODion8GiTV//gD4+DiAz+ehRw/3Jq+v30zA19exVXax4/N5Co0ayrkNY/39nbhr2AySNgESu/4oMNAV3bsz73dycjHXMp0QQgghhJi2Fl+D9NNPP+HAgQPYsGEDJk2aBIGg7gO6h4cHfvzxR/z00096T1AR+7wTJ07g/PnzGDhwICZOnAiZTKby+kWLFiEpKQkXL15EXFwcpkyZgvHjx6OsrEyn8ZpiiBI7xft//jkcBw5Mgb+/c5PXs00aWJ07t77sEYsNkJ48qeAySIrvUefOTICUlVWGqirNAhy2HC8w0BWBga7g83mQy+W4d4+ySIQQQgghbYnOAVJubi5GjBih9ryPj4/B9z3avHkzpk+fDjc3poRq0aJFuHHjBk6dOqXy+hs3biAkJASWlkywMmLECBQXF3Ptx7Udj6WuxE5xs1hdmzQocnCwgq+vo0bXsiV2rNa4/oiluBcSuwapQwdn7rzi12lpTf8MVldLuEArMNANNjaWCAhggixq1EAIIYQQYh5avMTOwsIC+fnqN+NMS0vTdWiVxGIx4uPjERQUxB1zdnaGv78/zp07p/Ke8PBwHDt2jAvU9u7dC3d3dwQGBuo0HktdiZ0hM0jaql9ix2ZRWiM2QEpLK+E6zymW2Dk4WEEkYoJVNoBqzKNHBdz+VYGBTGDJljVevZptuIkTQgghhJBm0+Ilds899xwmT56M1NTUBucSEhIwefJkjB8/Xq/JKcrPz4dEIoFIpPzBXyQSITtb9YfY9evXY/jw4fD390eXLl1w8OBBnDlzBg4ODjqN1xTFNUj6NGnQRcMSu9YfIN28+YQLbOqXIbJZJDYz1JjkZOYaHx8HbqPekJD2AIBLlzJRUSHWf9KtQGZmKV5//SCOHn3U0lMhhBBCCGk2OgdIkZGRePToEQICAhAYGIjCwkIEBwfD19cXwcHBePLkCTZs2GDIuQKAUvvrxo4BzL5L58+fR1JSEh49eoT3338fU6dORWFhoU7jNcVUMkjW1hYal+aZI7bVt1gsBcBkjBSDU0C7ACk/n9lYlw28AGDQoPawtrZAba2U27C3rTtw4B5u3nyCL764xAWmTZHLNbuOEEIIIcRU6Bwg+fj4ICEhATNnzkRubi5XslZRUYHXX38dly9fhqenp8Em6u7uDgsLC6XgBgAKCwvh5eXV4PrKykps27YNCxcu5LJE06dPR3l5OaKiorQeT1FERASWLl2KpUuXKq1FMpUAKSBABD5ftyDPHCgGMgBTXlc/qNUmQGJbo7u723LHrK0tMHgwk0U6dSpJj9m2HomJzAbEBQWVuHnzSZPXnzyZhCFDovHvf5/kglBCCCGEEEOLiYnhPpsbYg2SXp0EPD09sWPHDmzfvh15eXmQy+Xw8PDQOQPTGEtLS/Tv3x83b97kjpWUlCA1NRUhISENrpdIJJDJZBAKhUrHhUIhCgsLtR5PUWRkJBwdG2ZoXFxswOMx3c/s7YUq7mw+ik0a2DbXrVX9AEmxKUP9Y6mpJZDJ5I0GjHl5zId3d3fl/aZGjuyI2NhknDuXjpoaCf744z7Onk3D+vXDuTVObcnjx3W/TIiNTUavXup/kVBaWoONG/9BVVUtTp5MwsWLGVi58lmEhXU2xlQJIYQQ0oaEhYVx/QFKS0sRFRWl13g6Z5AAICMjAwkJCbh69Spqa2vh6enZLMERa9myZdi9ezcKCpiWzFu3bkVQUBBGjhzJvZ46dSoAwNHREUOGDMGuXbu4DWvj4uLw8OFDPPfccxqNpy2hUID58/vj+ecD0a2bm17fq7YU1yC15vVHAGBvL1TK0Ck2aGCxAVJNjQRPnpQ3Oh4bILm52Sodf/ZZP1haClBdLcHKlaewadN5XLyY0SbX4JSXi5GTU/c+xsYmN1o+t337VRQXV8PeXghXV1uUl4vxf/93hjJJhBBCCDF5WmeQKioqsHnzZuzYsQOZmZlK53x9ffHGG29gyZIlsLOzUzOC7sLDw5GTk4PRo0fD2toazs7OOHToEPh8Js5LS0vD/fv3uev37NmDFStWYODAgbC1tUVlZSV++OEHLsJsajx1IiIiMGHCBJWd7GbN6mW4b1gLVlYCLnvV2jNIAJNFSkpiSr5U7RPl5WUPoVAAsViKlJRieHs7qB1LVYkdANjZCREc3A7//JOGuLi6ZiTsc9uS+t9zTk457t3L5zbVVZScXIRffrkDAHj77X4YN64LwsN/QXFxNeLiUhEe/pRR5kwIIYSQtiUmJgaHDx/WexytAqSMjAw899xzuHv3LgCgY8eO8PT0hEwmQ25uLlJSUvB///d/+OWXX3Ds2DG0a9dO7wnWN2/ePMybN0/luU2bNim99vHxaXKz2sbGU0ddiV1LsrQU4K23+iI7uwy9e3u39HSanWKApKrEjs/nwc/PCY8fFyI1tQSDBrVXOY5MJkdBQRWAhiV2ADBiREf88w/Tst7GxhJVVbVc17u2hC2va9/eCTY2Fnj4sACnTiUpBUhyuRwXL2bgyy8vQyqVoVMnF7z0UndYWPARGuqHw4cf4syZFAqQCCGEENIswsLCMGjQIOOV2MlkMoSHhyM1NRUbN25Ebm4uEhMTcf78eVy8eBFJSUnIycnBhx9+iOTkZISHh1MHKyObO7cPVq8e2qobNLDYdUh8Pk9txz5NGjUUF1dDKpUBaFhiBwCjRnXC0097YMgQf0REPAuAyaa0tZ9tNkDq3NkFI0d2BADExqZw70NpaQ3mzDmEhQuP4tGjAvD5PCxbNhgWFsx/YoYO7QAAiI/PQmVlrfG/AUIIIYQQDWkcIP3yyy949OgRLly4gOXLl8PNreEaGw8PD0REROCff/7BgwcP8Msvvxh0soSw2ADJx8ehwSa5LE0CJMU1MaoCJFtbS0RHv4DPPgtDjx4eAJj1OOy6pbaiLkASYcQIJkBKTy/B3bt5AIBff73DdbYLCWmP7dufx4ABdRnk4OB2EAoFqK2V4sIFaptOCCGEENOlcYD066+/Ys2aNXj66aebvLZXr15YvXo19u7dq9fkTFVERIRSe29ifMOGdUD79k54+eXuaq9hmzekppaovYZdf2RnJ2yyNXu7dg6wtGSCseTktrMOSS6XcwFSQIAIHTu64OmnmWDxl1/uQCaT4/ffmbV/r7/eG1u2jEVQkHKLfxsbSwwc6AsA+PvvhptLE0IIIYToKyYmxiBtvjUOkK5cuYJXX31V44GnT5+OK1eu6DQpUxcZGamyQQMxnk6dXPD771MwbVqQ2mvYDFJeXgUqKsQqr6lr8d0we1SfQMDngq621KihoKAKpaU1AOo6JE6Z0gMAcOJEEv788yGePCkHn89rdH3R0KH+AIB//kmDRCJr5lkTQgghpK0JCwtDZGSk3uNoHCDV1NTAw8ND44E9PT0hFqv+UEqIMSh2t1OXRVLXwU6dTp1cAKBNNWpgs0dCoQDt2zPrvUaO7ASRyAa1tVJs3PgPAKa0rv4eVYpCQ/3B4/FQWlqDa9eym3/ihBBCCCE60DhAEghUr/Mw9D2EGIqtrSX3gf3+/XyV16jbJFadjh2dAbStDFJiIhMgdejgDIGA+U+GUCjApEndAABisRQAmuxOJxLZoGdPpvTu0KEHzTVdQgghhBC9aNzmu7KyEj/99JNW3buqqqp0mpSpa2wfJGJa+vTxxpEjj3D5cqbKD/BskwZVDRpUYTNIbCe75twY2VQoNmhQ9OKL3bFz53XIZHJ4etojJMSvybFeeqk7rl/PwfHjSVi0KFjjwJQQQgghpClG3weptLQUs2bN0njg1vzh0RT3QSKq9e/vgyNHHiE+PgsymbxBC3Rt1iABQMeOTIBUWlqDoqJqiEQ2hp2wCUpMZLJl9QMkDw87jBvXBX/++RBTpz6tUXv5UaM6YcuWS8jLq8C+fXcxb17/ZpkzIYQQQtoeQ+2DpHGA5OjoiC1btmg8sFwux5IlS3SaFCGGwraaLimpxuPHheja1VXpPLsGSdMMUvv2jhAI+JBKZUhKKmoTAVJhIZMJ9vRsmO2JiAjFSy91R48e7g3OqWJhwcfkyd0RFRWP3367hzlzesPKSqv9qgkhhBBCmpXGn0xsbGwwc+ZMrQZfuXKl1hMyB1RiZz48Pe3h5+eEtLQSXLqUoRQgyWRy7sO/pqVelpYC+Pk5ITm5CElJRejXz6dZ5m1K2I1dVbVBFwoFXMtvTYWHP4Xt26+hpKQaR448wqRJja9dIoQQQgjRhKFK7DRu0pCaqv3eJbrcYw6ozbd5YbNI8fFZSscLC6sgkzFr6jQtsQPqGjW0lb2QGguQdOHkZI3x47sAAKKjb6CmRmKQcQkhhBDSthm9zbdQKNR6cF3uIcTQ2ADp6tVs1NZKueNseR2geYkdUNeo4fjxJPz9d4phJmmiamul3J5FhgqQAGDmzJ4QCgXIzCxFdPR1g41LCCGEEKIvjQMkQsxVv34+4PF4qK6W4PbtXO4426DB0dFKq3Uw48d3gYODFUpKqvHee8cRGXlWq+6O5oTNHgGGDZDatXPE7Nm9ADBZpNTUYoONTQghhBCiDwqQdBAREYGYmJiWngbRkKOjFbp1cwMAXLyYwR3XtsU3q317J/z660t49lmmrfWBA/dw8+YTA81WPXa/IWNqrgAJAGbO7AU/Pydus9nWFmTm5JTj5Zf3Yf78v7hSTkIIIYQ0n5iYGEREROg9DgVIOqA1SOZn4ECmzO6nn24iIYFZi8SW2Gmz/ojl7m6Hzz8P4wKv8+fTDTRT1TZu/AcjRuzCw4cFzfqc+pozQBIKBfj3v58FwKwPa02ldtXVErz33nEkJxfh0qVMowTQhBBCSFtn9DVIhJizadOC0LGjC8RiKd599xhOnEjEo0fMBqi6blbK4/EweHB7AMCFCxlNXK2fuLhUVFdLcPVqdrM+pz7FAMnGxrABEsCsD3v55e4AgKioeJw5k2LwZxibXC7HunVn8OBBPnfs5MmkFpwRIYQQQrRBAZIOWkuJXVlZGcrKylp6Gkbh7GyNr78eDz8/J1RXS7By5Snuw7guGSTWoEG+AIB79/JRVFRliKk2IJPJuXJAti25sbABkrW1hUYbwerivfcGo39/pl366tWn8fhxYbM8p7mkpZWgvFzMvf766wScOMEERD17egIATp1KpjI7QgghpJm1eIndt99+q/bcJ598gkmTJuHBgwe6Dm/SWkOJXWZmJi5evIiLFy8iJyenpadjFG5utvjmm38p7dtjZydEaKi/zmM+84wn7OyEkMvluHQp0xDTbKC4uJr7cN1cQZg6hm7xrYqFBR+ffDIa7ds7oaqqFrt2XW+2ZxnaiROJePHFX/H883sQG5uM6Ojr+OGHawCAyZN74MMPRwBgyjlv3aIyO0IIIaQ5tXiJ3bp169SemzRpEvr06YPZs2frOjxpRhkZGbh79y73+vbt28jPz2/kjtbDw8MO0dEvID7+DVy6NBenT89EUJCnzuNZWPARHMysb2qudUhs9ghouQxScwZIANNIY8aMIADMeiRzaNiQl1eBjz9mmkuUltZg+fIT+OqrywCA557rjGXLBsPb2wE9ejABOZXZEUIIIeZB5wCpsQ8wXbt2xerVq5GURB8ITE1BQQHu3bsHABCJRHB0dIRcLseNGzfaTLkdwKwfEgj4BikbY8vsLl7MaJYyKsX9moqKqg0+fmOMFSABTDt2gAkI09JKmv15+pDL5fjwwziUltZAJLLBkCF1Wchhwzpg7dph3M/WqFEdAVCZHSGEEGIuNN/8BcD69eu5rysqKrBhwwaVgZJEIsHdu3fh4OCg/wxNUEREBCZMmGCWZXZ5eXkAAEdHR/Tq1QtSqRTx8fGorKxERkYGnnrqqRaeofkZNIhp1FBYWIWHDwu4znaG0hYySADQvr0jPDzskJtbgStXsuHv79zsz9TV4cMPce4ckzFctWoIQkP9cPx4IrKzy/Hqq8/AwqLud08jR3bCli2XkJtbgdu3c/XKWBJCCCFEvZiYGBw+fFjvcbQKkNauXct9zePxsGbNGrXXurq64vvvv9d5YqYsMjISjo6OLT0NnVRWMh+2RSIRBAIBBAIBfHx88PjxY5SUmPZv7U2Vl5c9OnZ0QXJyES5cSDd4gMRuaAsYP4NUUWG8AInH46FfPx8cOfIICQlZCA83zWBdJpPju++uAAAmTOjKZY/CwjqrvN7HxwFPP+2B27dzsW/fHQqQCCGEkGYSFhaGQYMGISoqSq9xtCqxS05ORnJyMpKSkuDq6sq9rv8nNzcXeXl5eOGFF/SaHDG8igqmXMvOrq61tZOTEwCgvLwcEomkReZl7tgyu+Zo962YQaqoEBt1w9iqKuMFSEBdmV1CgumuQzp7NhU5OeXg83l4661+Gt0zderTAICYmERkZbWdUlZCCCHEHGkVIPn7+8Pf3x8dOnTAu+++y72u/8fNzbC/QTc1bJvv4uJiPHr0CLW1tU3fZAKkUimqq5kMhK1tXWtrR0dH8Hi8/y02L22p6Zk1NkC6ceMJKirETVytHcU1SIBxO9kZM4ME1AVIhYVVSE4uNsoztfXLL3cAAEOG+MPLy16je0aN6gQfHwfIZHLs3n1T5TVpaSWYO/cQNm78h9YqEUIIITpo8Tbfmjz83Llzug5v0iIjI9GvXz9cuXIFKSkpZtMmmy2vA5QzSBYWFrC3Zz7oFRcXG3tarUKfPt4QCgWQSmWIj88y6Nj5+coBkTHXIRk7g+Tj4wBvb2btYkKCYd9HQ0hJKcbly0w798mTe2h8n0DA57r0HTz4oEGQm5ZWgrfe+hPXr+dg//672Lr1EnfOVDNphBBCiKlp8Tbfmnj55ZcNOt62bdvQu3dvDB48GOPGjUN6uvq2yt26dcOwYcOU/ri5ueHzzz9Xui4+Ph5hYWEICQlB7969ERYW1mTL67KyMty4cQMymQwAUFNTo/83ZwRsgGRpaQlLS+UPvM7OzgBA65B0ZGVlwWU/DN3uu2EGyXjrkIydQQKAfv28AZhmgLRvH5M98vd35ja31dTzzwfCxcUGNTUSfP75RZSUMPtbxcdn4u23/0ReXgUEAuY/yT/9dBPffpuAZcuOY+DAHdyaJ0IIIYQ0P42bNKxbtw7FxcVcgDFixIgm7yksLNR9ZvUcOHAAGzZswK1bt+Dm5ob169dj4sSJSEhIAJ/fMM4LDAzEwYMHude1tbXo0KEDpkyZwh27d+8eJk+ejCNHjuCpp56CTCbD5MmTlTIt9Xl7eyvtIQTAbNbtqFp/xHJyckJ6ejpKSkogl8vB4+nf/rqtGTTIF+fPp+PChQyDvYcymRwFBW0ngwQAffv64PDhh7h8OROFhVUQiWyM9uzGVFXV4vDhhwCAKVN6aP33a2VlgVdffRpRUfE4cuQRYmOT4ehohdxc5t+lo6MVtm0bj+3br+LMmRR8//1V7t7t269i1KhO6NTJxXDfECGEEEJU0jiD9O2332LHjh3cepu4uDi1TRrYP1Kp4RaTb968GdOnT+fWNy1atAg3btzAqVOnVF6vGByxr/v37w8fn7rf+q5duxZTp07lWlvz+Xzs378ffn5+aufB5/ORnJyMsrIybi7mEiCxgZ/i+iMW26ihtra20QCRqMe2+87OLkNqqvaZuI8/PovXXz/IBSUAUFxcDamUyVQ6OVkDMG6A1BIZpNBQPzg6WqG8XIy1a8+YzHqcCxcyUFlZC6FQgHHjuug0xmuv9cSbb/aFo6MVqqslXHDUp483vv32X+jWzQ3r1w/HU0+5AwD69/eBn58TZDI5vvjiosG+F0IIIaQ1MvoapGvXruHOnTtcaZa7u3uTAZKhmjWIxWLEx8cjKCiIO+bs7Ax/f3+N1zlt374db775JvdaLpfj2LFjcHBwwOTJkzF48GBMnDgR169fb3SczMxMPP/883juuee4TIy5BEiNZZBsbGwgFAoBUJmdrvz9nbj1MxcuaFdmV1JSjd9+u4ebN5/g6tVs7rhiB7uuXUUAmKDJWKqqmJ9tYwZITk7WWLNmKACmXPG//71ltGc35syZFABAcHA72NsLdRpDIODjzTf74siRafi//xuKpUsH4dChqfjuuwno0sUVAPNe79jxPI4dm46vv/4XVqwIAcC8F4Yu3ySEEEJaE6OvQfL09ET79u2519u3b2/yHk2u0UR+fj4kEglEIpHScZFIhOzsbDV31UlLS8ODBw/w3HPPKY1ZWlqKzZs3Y82aNTh//jyef/55hISENLq2CWAyMLa2trCwYCoUzSFAksvljWaQeDwel0WiRg264fF4Orf7vn+/bt1bZmZdG2g2QLK1tUS7dszeW8bNIIm55xvT0KEduCYIX311GUlJRUZ9fn21tVLExaUCAIYP76j3eNbWFnj++UC8+uoz8PFpuKG2UCiAmxvz7zQ42BehoUxW+7PPLnAZRUIIIYQ0D52bNIwfP17l8eTkZFy7dg0ymUztNbpSVfOvyTqAHTt2YPbs2UprldjGChMmTECPHswHsTlz5kAkEmHnzp0azYfNpplDgCQWi7l5qgqQgLpGDUVFRdQ5S0eDBzO/REhIyEJlpebt3xUDpIyMulbrbIDk5mbLrcUx7hok42eQWO++OxB+fk6QSGQ4evSR0Z+v6MqVbJSXi8Hn87hgxZjefXcg+HweUlKKEROTaPTnE0IIIW2JzgHS6dOnMWLECMyYMYM79v7776Nz587o168fgoKCkJuba5BJuru7w8LCokHTh8LCQnh5eTV6r0wmw08//YQ5c+YoHXdxcQGPx1NakwQAvr6+SE1NbXTMiIgILF26FDt37kRpaalZBEhs9ojH46kNkNiSyMrKSoP93bU1wcHtYGVlAbFYinPn0pTOicVSvP32n3j77T8bBDn37ilmkOoCJLaDnZubLVxcmDVIxupiJ5PJW6RJA0soFOC55zoDAOLi0pq4unmdPp0MAOjd2wsuLsZvGuHv74zx45l1T9u3XzWZdVmEEEKIKYiJicHSpUuxdOnSlt0Hafv27aiqquICpAsXLuA///kPgoOD8eWXX8LZ2Rnr16/Xe4IAk6np378/bt6s22CxpKQEqampCAkJafTeY8eO4emnn0a7du2UjtvZ2aF79+4N9jDKy8tTKiVUJTIyEp999hneeecdODo6mkWAxK4/srGxUdn1DwDs7e3h6ekJAEhMTGwyiySRSJCZmUlNHRTY2Fhi8GCmzO706RSlc3FxqUhIyEJCQhbmzDmErKy6UrqmSuxaIoNUXV33c90SARIALluTmFio9H4Zk0wmx99/G668TlezZ/cGn89DWloJTpygLBIhhBDCCgsLw2effYbPPvusZfdBunTpEn7//XeMGTMGAPD999/DysoKv//+O+bPn4/ffvsNR48e1XuCrGXLlmH37t0oKCgAAGzduhVBQUEYOXIk93rq1KkN7qvfnEHRkiVLcPDgQWRmMhs/Hj9+HNnZ2Zg5c6ZGc1Jcg2TqJWmNrT9SFBAQAB6Ph4qKikY3wC0pKcGlS5dw9+5d3Lql/yJ6qVSKx48fc3+/5oz9EP3PP2kQi+s6OSqWiaWnl3BBUllZjVJZXWZmGffzlJfH/L25u9tymYuioiqj/Lyx64+AlguQunVzg7s701Tkn39aJot0+3YuF6gOG9ahReYAAH5+TlxGbceOa60iiySTyZGSUozTp5OV/g0QQgghLUnjfZDqq6qq4srbpFIp/vzzT0ycOJHLQHh6eqK62nClQOHh4cjJycHo0aNhbW0NZ2dnHDp0iMuGpKWl4f79+0r35Obm4vr16xg7dqzKMefMmYOioiKMGTMGIpEIFhYWOHnyJDp2bPy3xBEREZgwYQIGDx4MgGmAIJVKuYDJFGkaINnZ2cHb2xtZWVlITEyEp6dng4xTZmYm7t27x31ILy0thVgs5rrg6SItLQ3JycnIyMjAkCFD1Ga5zEFoqB8sLPiorKzFxYsZGDLEHyUl1Th3jmn+8frrvbF//13k5VVgx46rGDtWuWV0VVUtioqqIRLZqMwgicVSVFbWws5O9/dbE+z6I6DlAiQej1nzc+DAPcTFpXKNG4yJDcy6dXODl5e90Z+v6PXXe+Po0cdISirCmTMpGDGi5TJa+tqz5xa+/jqBW6snEPDxxht9MGtWL1hYqP/3n59fiQ8+OAWxWAZ3d1v06OGOGTN6gs+nvdsIIaSti4mJweHDh/UeR+dP9DY2NsjLy4O7uzv++OMPFBQU4JVXXuHOl5eXGzxgmDdvHubNm6fy3KZNmxoc8/DwQFJSUqNjLlu2DMuWLdNqHpGRkXB0dERVVV2pk0QiMekAqbEW3/V16tQJ2dnZqKqqQl5eHhf0Akww+PjxY8jlcjg4OKCyshJSqVSj9WDqyGQyrnNgbW0tSkpK4OJivhtiOjhYYcCAdjh/Ph2xsckYMsQfJ08mQSKRwdHRCnPn9oGPjwM+/DAOMTGJXIbEz88JaWlMi/XMzFKIRDYKGSQ7pQ1Ti4qqmz1AMoUMEgA8+ywTIF25ko3Kylqjz+X6dSaTOmBAuyaubH4dOjhj+PAOiI1NxpEjj8w2QNq+/Sq++SaBey0UCiAWS/HNNwn488+HcHW1gVAowIwZPbnGJ6y9e2/jypW67qWxscnw83Nq0fJHQgghpiEsLAyDBg1CVFSUXuPo/Gv68PBwPPfcc3j//ffxzjvvoF27dpgwYQIAoKCgAO+++y6eeeYZvSZn6tgudoBpd7KTy+VcNs/GpukF5jY2NnB3ZzaqrF9mV1xcDLGY+eDcq1cvrvV6/QYa2sjNzeW6CgJMC3Zzx35wjYtLhUQiw5EjTHndqFGdIBQKMGZMAOzshKiuluDnn5kSxV69vODhwQRLmZllkMnkKCioyyA5OVlxXRuNsQ6JzSAJBHxYWrZcRm/AgHYQCgWorZXi4kXt2qfrSyyW4vZtpmFJ7966/QLA0MLCAgAw+yJp0ymxJZSXi3HtWja3d1dKSjE++eQfLjgaNaoTjhyZhjNnZmH27F7g83nIyCjFjRtPEB+fhX//+6RS0xKZTI5jxx4DAIYO9ec21P399/sghBBCDEXnTz1r167F008/jR07dsDFxQV79uyBQCCAVCqFu7s7du7cqZRRao0EAgH3tSkHSDU1NZDJmL1TmiqxY7HZIHYPKlZeXh4AwNHREdbW1lyAVFBQoPO6mLQ0poSJLatrDQHS0KH+4PN5KC2tweTJ+3DjxhMAwNixzBoSW1tLjBvHfM12iuvWzQ3t2jF74mRmlqKkpBoSCfP35u5uC4GAD0dHKwDMOiRNFBVV4bvvrnCZKW2wGSQ7O0uN2uk3F2trCwQHM9mbv/9OMeqz79/P59aR9expGgHS4MHtuU6JLbUuSxOFhVV47bXf8cYbhzFq1I8YOfJHvPTSr9i37y4AYNy4LvjooxHw8LCDUCjA/PkDsHt3OJYuHYTFi4Ph6WmPyspaRETEcv8Orl/PQU5OOQDgvfcG4513+gFg9h1rqSYehBBCWh+dAyRbW1vs2rULhYWFePDgAddNTiAQQCaTQSqVYvr06QabqCmJiIhATEwMeDweV1ZXW2u6v8llSwF5PB6srKw0usfNzY37u2SDIrlczrX/9vDwAAAuQKqurlYqOdRUcXExSkqYD+9du3YFwJRn6jKWKXFxscHMmT0BgAtOvL0dlD5kh4c/pXQPEyAxm8FmZpYhN7eCO8duGqptJ7u9e2/ju++uICrqstbfA5tBsrFpufI6Fls+dfJkMkpLa5q42nCuXWNKuQICRFxw2tJsbCwREsKUncXGJrfwbFQrK6vBggVHlALzkhImi9S+vRPmz++PtWuHQSBQ/r+grl1d8eqrz2DGjJ746KMR4PN5uHMnF9u2xQMAlz3q2dMTPj4OGDjQF97eDpDL5Th4kLJIhBDS1sXExLRsm++2LDIyEmFhYQCUO9mZKjbYsLa21rj5gUAg4MrssrOZD4kVFRXcWOw5Ozs7LujSpcwuI4MpmXJycoKvry/X6KE1dLObP38AfvttMl599RkEBIiwcOEApYXkXbq44plnmPVdfD4PXbqIuAxSRkYpV07m7e3ArbvRdi+klJRiAEBamvYdwhQzSC1tzJgAODpaoaZGgt9/v2e05167xpSYmkp5HWvUqE4AmAYSiu3YTYFYLMW77x7Dw4cFsLQUYMuW5/Df/76Ijz4agf/+90UcODCZa1nemF69vPDmm30BAD/+eAM7d17DyZPMmlK2sQmfz8MLLwQCAA4degipVNaM3xkhhBBTFxYW1rJtvjXR2tcgAXXrkEw5QGI72Gmy/kgRW2ZXWFgIsVjMZY9sbW25Zg88Hk+pzE5bRUVFAAAfHx/weDxus1o2a2Xu/P2dsXTpIPzyy0sYMyagwfmpU58GADzzjAdsbCyVMkgnTzLZgZEjO3IlbtpmkLKymHIktixJG6aUQbK2tuAybr/+etcoH4RlMjlXGmlqAdKzz/pBKBSgulqC8+fTW3o6Sn744Rpu3HgCPp+Hjz4agZAQP3Tt6oqwsM7o2tVVq3LN11/vzbVWj4qKR2lpDQQCPkaP7sRdM2FCIPh8HvLyKrj9qgghhBB96NV2LScnBzExMcjOzuYW7itKTW2d/2fFtvkOCwsziwySNg0aFLm6usLCwgISiQQPHz5EaSmThXB3d1f6kOPq6ors7GwUFRVBLpdr/AFILBZzc3NycgLAlPZlZWWhsLAQUqlUaZ1XazRmTABcXW3g58d8/76+TID05Ek5njxhghrFD4NsgPT336k4cyYFIpENvvtuAqytVf9TZhe4l5XVoKJCrFXnO1PKIAHAyy93x48/3sCTJ+U4fTqFy6I0l6SkIpSVMeV8vXt7N+uztGVra4mBA30RF5eKU6eSjNbN7t69PCQlFWHQoPZKwXptrRSenvZ4+LAAO3deBwDMndtH73nx+Txs3DgKH3xwCqdOMb8wCAlpDycna+4aDw87hIb64e+/U7FmzRnweC27oS8hhJCW0+JtvmNiYjBp0qRG9zpqyYXdzYlt8w3ALNYg6ZpB4vP58PT0RGZmJldmB9StP2KxLblra2tRVlbGvTdNYQMuPp/PZaREIhF4PB5kMhmKi4vh6uqq1ZzNUd++PtzXbIkdy9vbAd27u3Ov2RK77GxmQXpOTjkuX87EkCH+DcatqBArrdfJySlHQIBI43nVZZBMo329p6c9Ro3qhOPHE/Hf/95q9gCJXX/k4+PAdRc0JaNGdUJcXCpOn05BQUElXF01a8Cii9OnkxEdfQN37jBZZKFQgAkTuiI3twLnzqVDJpNj0CBf5OVVQiqVoUsXV8ye3csgz7aw4CMyciQiI8/i2LFETJvWsDJhyZJBSEwsQkZGKd5//wS6d3dHTk45ZDI5Nm8eg169TCsDSAghpHm0eJvv5cuXY/To0Th58iQePHiA5ORkpT9JSUlt4sNta84gAUBAQAD8/f3h5OQEPp8PFxcXLtvDsra2hrU188GdDXo0wTZncHBw4NZGWVpacsFSebn2ZWHmTiSygZVVXUCiWF4HAMHBvrC2tkCXLq5ctunSJdWtr+t39crO1u79ZDNILbkHUn2vvMKUJN68+QQPHjRvt0N2/ZGpfrgeNaoT3NxsIRZLsXv3zWZ7Tl5eBZYvP8kFR9bWTAe93367h7Nn0yCTMd0rL1zIwOPHheDzefi//xsCS0vDZX8FAj5Wrx6Ks2dnK/1CgeXr64gff5zEdTu8ezcPhYVVKC6uxrJlx6nDHSGEEK3o/KvhtLQ0xMfHc4vqVVmxYoWuw5sNUw+QpFIpt8eQLgGSlZUV112usfI5R0dHVFdXaxUglZWVcfcqcnBwQHl5OXe+LeHxeGjXzgFJSczaLMXyOgAICvLE2bOzwePxsGvXdWzdehmXL2epHKthgKTd+8lmkEwpQHrmGQ907eqKhw8LcPDgAyxf7tYsz5HL5bh6lckgmWqAJBQK8NprPfHZZxewf/89zJzZC87O1k3fqKV79/Ihl8thbW2Bb7/9Fzp3FuHQoQc4cuQxXF1t8PzzgbC05GPnzuu4ejUbb7/dj9ufyNAaa+zg6GiFL78ciyNHHiEvrxJeXvb44ouLKCyswpIlMdix43nY2zfv5sqEEEJaB50DpG7dunF766jTWvdBMqc1SIrtsnUJkBQ1VjLp6OiI3NxcjYMauVzOZZBUBUjZ2dltMkACmN+GJyUVNSivY7F/DwMGML8tT04uQm5uRYMysPoBkraNGkwxg8Tj8fDCC93w6afncOTIIyxeHKyUcTOUxMQi5OczpalsVsIUTZrUDT/8cA3FxdXYs+cW3nmnv8Gf8egR03ylSxdX9OjBlNe+/HIPvPxyD6XrBg1qj6qq2hZt6iEQ8DFhQiD3un17R7z11p9ITCzEyJE/ws/PCd27u2HUqE4YONDXoFkuQgghLc9Qa5B0LrH7+OOP8e6776K4uFjtNf37G/7/rE2BKbT5lkgkKCwsRGFhIYqLi9UGq2yAJBAIuI57zYENcsrKyiCVSpu8vqamhmvsUT9Asre3B8C0FddkrNZm4EBfAMDkyd0bDUoDA924vXkuX85scF7fEjtTzCABzGa7QqEA5eVibuG+oV24wHSGa9/eiessaIpsbCy5NTl7995BeXnDZjn6eviQDZCaXr9mCh0PFT3zjCfWrBkKoVAAqVSG5OQi/PXXIyxZEoOwsN2Ii2udjYQIIaStMlSbb51/9bp+/XqkpaXB29sbAQEBcHNza7DHji774pgbbdp8Z2VlIT8/H927d+cCK13dunUL+fl1azA8PT0RFBTU4Do2QLKxsWnWphlskCOXy1FeXt5gnVJ9bCmeQCDg1hyxHBwcuLEqKyu5123FSy91x/DhHbjNYdXh83kYMKAdTp5MwqVLGfjXv7oqnc/MZAIkgYAPqVSmQwaJaTxiagGSg4MVRo3qhCNHHuGPP+5j3LguBn/GhQvMuq5Bg3wNPrahTZ7cA7t23UB5uRiHDz/A1KmG3V7h0SPmv+Ndu5rnmtKwsM4YONAXjx8X4vHjQpw7l46LFzNQWlqD5ctP4LPPwjB4cPuWniYhhBATonMGKS4uDlKpFF5eXqioqEBqamqDRg2t9bf/ERERiImJAaB5BkksFuPevXt48uSJUke4nJwcZGVlQS6Xa/z86upqLjhigx51a38UA6TmZGlpyT1Dk9I4dr6Ojo4NAjehUMhtPtsWy+z4fB7c3e00CmjZ8q9LlzIb/AyxGaMePZgyPW0DpKoq0wyQAOCFF7oBAK5ezUZaWolBx66uluD6daZBA5vNM2V2dkI8/zxTVrZv312t/lvSlKqqWqSnM/9WNckgmSonJ2v07euDKVOexpdfjsWxY9PRtasrJBIZli07joQE1ev4CCGEmJeYmBhEREToPY7OAZK7u3uDgKj+H3bTz9ZGlxK7rKwsrgyODQ6qq6tx69Yt3LlzR6tsGxtgWVlZoVevXgCgch8qwHgBElCXRdKkUYNigKQKmzVqiwGSNoKDmQ/whYVVSEws4o7L5XJuD6S+fZk9fPLyKiGRaL7BqqlmkABm41Z276j9++8adOyrV7MhFkthYcFHv34NO6aZohdfZDbRTUsrQXy84T7sJyYWcQFXly7mmUFSRSSyQVTUOHTs6AKxWIp58/7Cl19eQnW1aa4lJYQQohlDldjpHCB9+umnTV7zww8/6Dq82WADJKlUqnYdkFwuR0ZGXStm9kO/4vqtR48eafSbX7lczgVIXl5eXBdBqVSqMmPHBki2ts23RwpL0wBJLpc3GSCx65DaYqtvbfj4OHDtvi9erPsZKy2tQWUlE+D06cMESHK5HLm5FRqPbcoZJB6Ph5df7g4A+P33+0r7PemLXX/Us6enSX7vqvj7O3NNOwwZMLLrj9q1czSb90JTLi422LZtHLp1c4NMJsePP97AK6/sx9Gjj7jW5YQQQtomnQOkGTNmNHnNnDlzdB3ebCiuJVKXRcrPz1fqJldeXg6pVMp1cQOYoOnJkydNPq+srAwVFcyHXB8fH6XGC/U3q5XL5dxz2X2KmhMb7LDfnzqVlZXcXDXJIBmyZKg1YtdPHD+eyB1TbNAQFOQJgYD5p65pq2+5XG7SGSQAmDixGxwdrVBVVYvffjNcUFC3/si81qWwAeOZMylaBcKNYTvYde1qvuV1jXF3t0N09Av/z96Zx0VVvX/8MzszA8MwMOwCCoLivuC+ZaaVlampLbZYWd9s+1pmaVZmZdpqi31L0yyzNK1sV3PfF1QURBQB2WEYmGGYfbn398f93QsDw77jeb9e9wVz595zzz2znec8z/N58OyzwyAWC5CXZ8Brrx3APff8hK1bU1BWZqm/EQKBQCB0OZpsIAFMiNiGDRuwaNEiPProozW2qgZAV8JTDhJQu4GUm8usSCuVSgDs5NPEjQ8rbpGRkVGvdDrrPfLx8YG3t7dbHarqYXYOh4MzVNoixK6quEJdnh82f8rLy6vWfrFtORwOro4TwTNTpzIiBampJcjKYsLsWAPJz08KuVyMoCBGCKOheUgOBwWXi3kvdlQDSSYTcUbBjz+mwG5vfs5jUZER16/rAXQOgYaqjBsXicBAOSiKbjEvEivQ0JXC66ojFPLx8MMD8dNPszB1ak/w+Tzk5JTjgw+O49Zbv8eKFYe4zwKBQCAQOjbtnoOUkZGB+Ph4zJ8/Hx999BG+/fZbbNq0yW2zWq3N7mBHxFMOElDTQKJpGrm5uSgtZVZhu3fvzhkE5eXlXKhdz549wePxYDabUVRUVOt1KYring8JYcKmBAIBBAKmlkd1A6klayA1BJFIxIXy1SX/zhpIAQEBtQoRyGQyznAkeUh1Ex+vRmSkEgDw99/pACoV7EJDGUMzOJgJWWyo1Dcbngd0XAMJAObM6QuxWICyMgt3783h/HlmAcLX16vTGQUCAR/33MMYjFu3pkCna573g6bpKgZS1/QgVSU8XIE337wJO3bMxuzZfaBUeoGiaPz++xVs3Hi+vbtHIBAIhAbQ7jlIL7/8MmJiYpCWlgan04nAwEBQFAWKopCdnY27774b27dvb3YHOzoCgYCbyFc1kBwOB86fP4+0tDQATCiZv78/5xmpKtoQHBwMtZpRGqvLsDAYDJwRFBQUxO1nw+yqh9iZzUyhS4lEwhlRrQ0r733t2jWPIYNOp5O7x7pEPHg8HpeHRAykuuHxeJwX6a+/mPwJNpQuLMzdQGqoB6mzGEgqlZSTN//22wuNEqHwRHKyBgDQv38g+PzWk8VvLe69ty/8/KQwmx3NntQXFhq5YsGdVeK7KURE+GLx4tHYtWsu7r+fkUxfv/4cLlyoffGKQCAQCF2LJhtIhw4dwpYtWxAbGws+n+/mCejWrRu++eYbvP/++y3SyY4O60WqaqBkZmZynqOwsDAMGTIEPB6PM5BYkQKZTAaxWMzVAqrq9akOq3Tn4+PjllPEhtnV5kFqC+8RS0xMDORyOSiKwsWLF5GTk+P2vE6nA0VR4PP58PPzq7Mtdqy6aqhmS3L77YwXUqMx4ezZAs6DFBLi7fa3oTlIncVAAoCHHhoAgYCP3Nxy/PLL5Wa1lZLCGEj9+gXVc2THRCYT4fHHBwEAduy4XKNYcGNgBRpkMhFCQm6sWmQAE3r33HPDER+vBkXRWLbsAC5cKCICDgQCgXAD0GQDSSgUcl4PlqqJ+b6+vjUmx12FqjlIgGepb9brERkZ6VYYtrooAfuYDU1jvT6e0OmY/JLqhkV9HqS2ULBj8fLyQkJCAtfHK1euoKCgUna4pKQEAHMP9RXLZT1MZWVlDSrEeyMTHOyNoUOZsMsVKw7j3DkmVCwsTME9DwBFRQ1L3q+qCieVdmwDKTxcgXvuYWSu168/x3k9GovN5sSVK4xR0LdvYIv1r62ZMaM3QkN94HC48OWXiY0+v6LChnXrzmL58oMAgJgYVaf0prUEQiEf77wzETKZCIWFFXjssd8xefJmbNlysb27RiAQCAQPtHsOklKpxOXLlau1YWFh+P3337nHf/31V/N61oGpmoMEeDaQ2Pwr1jPEwnpFWFjhBtbLY7PZPCrAURTFhaZVN5A6kgcJYAy2wYMHcwZOamoqSktLQdM051VrSI0sf39/CAQCUBTFGVaE2mFDzQoLK7h6LvHxzCIG6wEoKjI2SBXw4kUmPDI6unNMjufPHwK5XAydzoJvv73QpDbS0rRwuSjweDyuuG5nRCQS4D//GQqAyUn788+rDT53//4szJz5E9atOwuj0Q5vbzEeemhAa3W1U9Ctmy8++GAy91nS6634+OOTWL/+bDv3jEAgEAjVaakcpLqX8OvglltuwaRJk7B8+XLMnz8fs2fPxr333ovJkycDAPbs2YOHHnqo2R3sDFQ3kGia5gyk6saJRCKBRCLhlNmqe5DYc6sbVgaDgctZqs2DVN1Aag8PEgufz0e/fv1w9uxZGAwGJCUlQaVScePSEANJIBAgICAAxcXF0Gg0nDAFwTO33dYTxcUmmM0OhIb6oE8fNeLimHFmc5FsNieuXSurV4DgzJl8AOC8Uh0dpdIL8+YNxOefn8b331/EPffEIzBQXv+JVWDzj6Kj/SCXi+s5umNz660x+PffDBw5koO33jqMoCA5EhLCaj3eZLJjxYpD2LcvCwDg7S3G3Ln9MWdOH/j4SNqq2x2WYcPC8N1301FSYsInn5zCrl3X8NVXZ5GXZ4DDQaGiwoZ77+2L0aMj2rurBAKBQGgBmuxBWrhwIZYuXcp5QJ599lncdttt+Ouvv/D3339j0qRJWL16dUv1s0NRPcSONVBYA8lms3Gr9J7qD7FGEZ/P5zxKYrGYE1LwFGZXNf+oau0j9lzAPcTO6XRyBlNbe5BYhEIhBg4cCJlMBoqiOPU6mUzWYKMtMJAJddJqtSTMrh74fB4efXQQnnlmGGbM6M0ZRwAThhYTwyiR/fprWp3tOBwuJCUxHqS6JtUdjfvu64vAQDnsdhc2bDjX6PNZr1m/fp03vI6Fz+fhnXduRlxcAFwuCi+99C8OHrzu0XtYVmbBE0/8yRlHN90UhR07ZuPxxwcT46gaarUcK1bchClTogEwoih79mTgxIk8LFy4G7/+2rwcOAKBQCA0j5YKsWuyB6l79+54+umnucdeXl7YuXMn9Ho9xGJxu3gt2oqVK1e65RJV9yBVlTevzUAqKSmBQqHgFPB4PB5kMhkqKio8CjXUln8EeA6xq9pGe74WEokEw4cPh0ajQWlpKSoqKtC9e/cGnx8QEAA+nw+KolBaWuqm3kdoODweDzNn9sbq1cfw11/pePbZYbXmFqWkaGCzOcHj8TB4cOfwIAGARCLE/PmD8c47R7Bz5xU8/PBATua8IXR2gYbqyGQirFkzBY888huKi41YtGgPEhJCERcXgJISExwOCkqlF06dykd+vgFCIR+vvTaOE/wgeIbP52HFipvg5ydFWpoWPXr4IT29DMnJxXjnnSPQas14/PHBZAwJBAKhHZgyZQpGjhyJtWvXNqudJhtIK1asAADcfvvtGDp0KLef9Si1Fl988QXWr18PqVQKpVKJr776Ct26ea5436tXLwQHB7vtS0lJwauvvoqFCxeCpmmuZpNAIIBOp8Pw4cOxatWqRt1HbQaSRCLhDKCqdOvWDRRF1ZjsS6VSVFRU1PAgURTFKbl5MpA8iTSwbYhEohoep7ZGKBQiNDQUoaGhTTrX398fJSUlKC4uJgZSM7jttp745JNTMJns+PffTNx1V5zH4xITGVGNuDh/KBSdy4Nw551x2LTpAvLzDVi//izeeGNCg87TaEzQaBgBi84s0FAdtVqODRvuwkcfncD+/Vk4c6YAZ84U1DhOJhPhgw8mY9iwzuMxbE8EAj4WLRrFPbbZnFi6dB8OHcrGV1+dRUmJGa+8MqZT5O8RCAQCoSZNNpCWL1+OCRMm4NZbb23J/tTJL7/8grfeegvJyckICAjAihUrMG3aNCQmJno0ROLi4vDbb79xjx0OB6KiojBnzhwAgMlkwrPPPotz584hNjYWZrMZEydOxOOPP44dO3Y0uF/VZb5ZA8mT9whgjJaYmJga+9lQuOoGksFg4IQbPBluVUPsWAnt9hJoaA2CgoJQUlLChdnVp35H8Iy3txhTpkTjt9+uYMeOVBiNdvz882X07avG88+PgErFvFfYCfTQoY03aNsboZCPJ58cgtdfP4C//krHI48M5Iro1kVyMhNeJ5eLERVV//GdieBgb7z33i1ITCzAjz8mg8fjISBABpGIj/JyG3g84IEH+t9QtY5aGolEiPfeuwWrVx/DL79cxi+/XEZpqRkvvjiqUV5MAoFAIHQMmjzTVKlU+Pfff9usACkAfPDBB5g7dy6X4P/cc8/hzTffxL59+3DLLbfUOL6qccQ+TkhI4DwZIpEIy5cvR2wso/4lk8nwwAMP4OWXXwZN07WGSCxduhR33nknp2RX3YPEGie1GUi1wYbCVQ+xY/OPvL29OWOoKlU9RA6HAxKJhDOyuoKBpFarIRAI4HK5UFxcjLAwssrdVGbOjMdvv11BamoJUlMZZcDsbD2OHMnBs88Ow623xnBiBQkJnc9AAhiBgo0bz+P6dT1eeulffPDBZERE+NZ5TlISUwS0b191l131Hzo0tFMavZ0FgYCPJUvGQK2W4auvzuLQoWwcPpyDESPC8NBDAzpVPh+BQCB0Vnbv3o0//vij2e00WaShV69eMJnqrqmybNmypjZfA7vdjjNnzqB///7cPqVSicjISBw7dqxBbXz99dd44oknuMcSiQSLFi1yO8ZsNiMwMLDO+PHqMt9VPT8URdXrQaqNqgYSq1gHVBpIKpXK43lVjSbWi8UaWV0hF0woFHKhdfn5+e3cm85N794BnFyxRCLEtGlx8POTwmCw4Z13juCee7bD4XCBz+dh0KDOk39UFT6fh5deGgWxWIDMTB0eeuhXHDmSXevxZrMDf/6ZDgAYPjy8rbpJ6ILweDzMnz8EK1bchNBQH9A0jRMn8vDUU3/hhRd2IzeXFL2uD7PZgcLCCuj1VjidVP0nEAgEQhVaSua7yQbS6tWr8Z///AfFxcW1HrNx48amNl8DNryqupGgUqlQWFhY7/k5OTm4cuVKnSGBNE1jx44dWLx4caP6xgo2uFwumEymJoe3scfTNM3JgDudTq7+kb+/5xAYoVDIGXSsUENXMpAAIDycmbiWl5dzRXgJjYfH4+GDDybjtdfG4Y8/7sNrr43Hzz/PxvTpvcDj8VBcbAQA9OkTCJmsYxeIrYvhw8Px9dd3ISjIG0ajHQsX7sYHHxyH3V6zxtiOHamoqLBBJhNh+vRe7dBbQlfj9tt7YufOe/H557dzeV2HD2djzpwd2LMno5171zHRas346KMTmDTpO9x554+YNOk7jB+/CR9/fAJ6vbX+BggEAqEFaXKI3WuvvYacnBxEREQgJiYGarW6Rh4Q6/loSTx5dhqiFrRhwwbMmzfPY64Sy5o1axAREYGnnnqqzraWLl3KeW2mTJmCKVOmcLWNDAZDkz1IXl5enGKb2WyGVCpFWVkZaJoGn8/3KNAAMPcvEolgt9u5PKTa6jB1VhQKBXx8fFBRUYG8vDz07t27xjGFhYXIyMhA7969azUmCUBgoBzTplUaAgqFBK++Og6zZvXBmjUncfp0Pm67rWaOXGcjPl6NzZunY9my/Th9Oh9bt6bgzJkCvPHGeM6LZre78P33FwEAs2eTmj+EloPP52HEiHAMHx6GI0dy8NFHJ5CXZ8DSpfuQnl6KefMGdepFiJbC5aKwefNFrFt3tsYChs3mxJYtyfj11zQMHBgMX18JgoO90a9fEPr0UcPX1wtCoftvekmJCYcOZWPYsLB6Q2sJBELXYffu3VwJnup1QZsCj/ZUGKMBCIXCWtXjWPLy8tyU1ZqDw+GATCbDN998g7lz53L7e/TogYceegjLly+v9VyKohATE4MjR47Umr+ydetWbNmyBdu3b6/VsDEYDPD19UV5ebmbzDcAXLhwARqNBkFBQZxXbeTIkfD29m7UfR4/fhwmkwm9e/dGeHg4UlNTkZ+fD39/fwwePLjW806cOAGj0YhevXpBpVLh+PHjAIBx48ZBIukak77c3FykpaVBKBRi7NixbmINJpMJJ0+eBEVRkMvlGDlyZJNkdk0mE+x2e63G6I2A0WiHt3fnLpRaFYqisWXLRaxdewZOJwUej4cZM3rhzjvjcOZMPtauPQOxWIA//7yfE6ogEFoao9GOV1/dh2PHcgEwBlSvXgG45574WhUluzo5OeV4442DnEhKQIAM8+YNxPjxUbDZnDh2LBcbN56v04MkEPAREeGLIUNCYLe78M8/1+BwuCAWC/DUU0PxwAP9u2xeIYFA8Exd8/WG0mQPklqtRlZWVp3HhIS0XA6DSCRCQkICLl68yO0rLy9HdnY2Ro8eXee5u3btQt++fWs1jrZt24bNmzfjl19+gUQiQXp6OiIiIhplWCgUCmg0Gq4YKtB4DxLAeHxMJhPMZjNomkZpaSkAcMIUtVG1FhIbXicQCDyKOnRWgoODkZ6eDqfTCY1Gw4lt0DSN1NRULm/LZDJxxmpjcDgcOHPmDBwOBwYNGlTvmHdVupJxBDAT0QcfHIDhw8Px9tuHkZpagp9/voyff64s6nn33b2IcURoVby9xfj441vx5ZeJ2Lz5IhwOF1JTS7BixSHk5Rnw1FND4XRSyMrSo0cPvxqeka5GaakZjz/+O8rKLODxeHjwwf548skhkEgqpyWRkUpMmxaH3bszUFRkRHm5FVlZely6VAKbjRFFcrkoZGXpkJWl487j83mw21345JNT2Lr1EiIjfREa6oMRI8IxalQ34rkjEAj10mAD6dFHH+X+f/fdd/Hee+/Ve86mTZua1KnaWLRoEZ555hm8/PLL8Pf3x2effYb+/fvj5ptvBgB89tlnOH78OH788Ue386qLM1Rl27Zt+OKLL7Bjxw44HA44HA68+eabePvttxEVFdXgvlXNQwIYg64pctRszpDZbIbJZOJC5eoLGataC6mqgl1XKlYoEomgVqtRVFSEkpISzkDKycnh8rTYMLysrKx6xTaqk5uby3k8r127Bn9//y41fjc6sbH+2LTpbvz662Vs2HCeq3vk4yPBQw8NaOfeEW4E+HweFixIwKOPDkJKigbbtqXgwIHr2LjxPE6fzkdWlh4mkx3x8WqsXj0JISFdSyKcVYelKBqvv34AZWUW+Pp64cMPJ2PgwGCP58jlYsyY4R5S7XRSyMszwGx2wGSy4/JlLRITC2CxOHDnnXG46aYorF9/Dj/+mILiYiOXW7lzZxrEYgFuvTUGTz01FGq1vNXvmUAgdE4aHGLn4+PDKb49++yztSqqtTZffPEFvv76a3h5edUoFPvSSy9h7969OH/+PHe8RqPBiBEjkJ6eXkOSvKioCOHh4ZxRU5WsrKwaBhLrsnv66afdZL4BxjA5ePAg99jHxwcjRoxo9P2xYWRisRgBAQEoKCiAVCrF6NGj65ysp6WlITc3F0FBQRCLxcjNzYVarcbAgQMb3YeOTGFhIVJSUiAUCjF+/Hi4XC4cOXIELpcL3bp1Q2hoKE6dOgUAjfICuVwuHD161C1utV+/fjUKDRO6Dg6HC3q9FXK5mKwoE9oFiqLx/vvHsH17ao3nFAoJli+fgLFjI7rEQs3nn5/GDz8kY+zYCAQEyLBt2yUAwMcfT8HYsZGtcs2MjDIkJ2tQXGzElSulOHkyj8tzkkpFePDB/rjnnnjiPSYQuhCszPfatWubFWLXYAMpJCSkQWpxXZn6YhqPHTvGeW+aapwYDAacPn0aVV+W8PBwj6IEVcnIyEBmZib8/PxgtVphsVjQo0cPREdHN7oPHRmHw4FDhw6BpmkMGTIEJpOpRl7S+fPnodVqoVQqkZCQ0KB2WcNUIBDAz88PWq0WUqkUo0aNqlPYg0AgEJoDTdPYujUFly6VYOTIcCiVXlix4jBKS5nfkl69AjB3bn+MGxfZaQ35n39OxbvvHq2x/957+2LRolFt1g+LxYF//83E//6XiJISxoMsEPAxfnwknnlmGBF1IBC6CC2Rg9TgmV9TVrC2b9/e6HM6M1VfhKbkH7FtJCQkQKlUcvvUanW957G5RuXl5VwOUkvmgHUURCIRfH2ZH7GSkhLk5eUBYO6VDWlkPX96vR5Go7HeNimKwvXr1wEAYWFhiIuLA4/Hg8ViQW5ubsvfRCfGZrOhibouBALBAzweD/fd1w9vvz0RU6fGYvToCGzZMgOjRzOREWlpWixbth833fQtnnjiD+zZk9GpPoOJiQV47z1GNGjkyHCuWHF8vBrPPTe8TfsilYpw111x+OWX2XjiiSFQqaRwuSjs35+Fxx//3S2PiUAg3Ng02IMUGhqKgoKCRjXelHM6MvVZpGytJQCIjY1FZGTTwwZYgQan09mgMK/i4mI3AQuVSoUhQ4Y0+fodmaysLFy7dg1CoRBOJ5OoO2LECPj4MPH6THHGEzCZTIiIiEBcXN0KUezY8Xg8jBkzBl5eXlzIIo/Hw9ChQ90M1hsVdpwCAgIwYMCAej1rVqsVxcXFkEgkUCqVTV40IBBuVK5c0WLz5ovYvz/LTQL7ppuisGTJ2A4fGlZUZMT99/8Mg8GG+Hg11q+/ExKJEGVlFnh7iyEWC+pvpBVxOFw4fDgbq1Ydg05ngb+/DKtW3QyVSgpvbzH8/btGHUEC4UajTVXsSktLcfPNNzdq5ao16iB1BJYuXVojBwloGQ8SC4/Ha5SKGivSwFKbYl9XICAgANeuXeOMI7ZGEguPx0NYWBiuXr2KwsJCxMTE1Mg/qwqrFOjv78+9bjExMdDr9aioqMCFCxcQExODgoICWCwWDB48uNHy7Z0dmqaRmZkJgCnafPXqVfTq5bmoKk3TKCoqQlpaGvcaAcz4DhgwoM7XgkAgVBIXF4C3354Iq9WJc+cKsXNnGvbvz8KBA9dx4kQeBg8OwYgR4bjrrrgOpz7pdFJYsmQfDAYb/P1l+OCDyZxCXUcx7EQiAW6+uQeiopR48sk/UVpqxvz5f3DP9+6txi239MCkST0QGtq1BDMIhK4Km4PUXBrsQWpKHgaPx/MogNBZqc8idblcOHToEFwuV5NqIDUHo9GIEydOAGCMpbFjx3bZiShN0zh69Cin8MfWjKqK3W7HkSNHQFFUvWILR48ehcViqeH1s1gsOHXqVI1aXsHBwejXr18L3lHHp6ysDGfPnnXbV3XcaZpGSUkJysrKOMMSYN6LNE1zhlJoaCj69OnTtp0nELoQ//6bgVWrjqG8vLI2UESELz76aAqiopTt17FqfPLJSWzefBF8Pg9ffDGVC63rqFy7VoYXXtiNgoIKj8/37RuIsWMjEB2tQnS0H7p1a918JYqikZNTDh8fMVSqrqVISyC0Nm3qQQoKCmq0SENXzIGpC4FAgMGDB8Nms7W5h6GqByk4OLjLGkdApXctLy8PfD7fY70jsVgMtVqN4uJi5Ofn12ogWSwWLmerujKjVCpF//79cf78edA0DYVCgfLychQXFyM2NrbLFOBtCDk5OQAAPz8/iMViFBcXc6IWwcHBuHLlSo18raCgIPTu3RtCoRA5OTm4evUqCgoKoFQqu7SHk0BoTW65JRojR3bDqVN5OH06H3/+mY6cnHI8/PBOLF06BpMm9YBA0L7CMnv3ZmLzZibk+4knhnR44wgAYmJU2LnzXphMdlAUjdxcA/79NwP//psJjcaElBQNUlI03PEDBwbj0UcHYejQUDgcLthsLtjtLpjNDhQUVCA3txwSiRD9+wdBpZJi795MnDyZh4gIX9x/fz8EBlZKjBcUVODkyTyUlVlA0zQKC404ejQHZWXMb5OPjwTR0X7o00eNfv2CMGxYGBSKG+f3h0BoD1o1B+m///0v1qxZ05R+dUjqkvlub1ivit1ux/Dhw7t8CJjRaMSFCxcQFhZWa72q0tJSnDt3DgAwevRorsZUVfLz85GamgqRSITx48d7XKWzWq3g8XgQCoXcGPfs2bNRdbI6M2azGceOHQMADBw4ECqVCufOneNqT/n5+UGnY5KbVSoV/Pz8uI2FpmkkJyejuLgYfD4fgwcPdnueQCA0jatXS/Hii3tQWMh4PgID5Zg5szfmzu3vVnS1rTh2LAcvvrgHTieF4cPD8Nlnt4PP77zeD4qikZKiwb//ZiA5WcPVqmoOQiEfw4aFwW53QaMxISenvFHnCwR8DBkSggEDgqBWyxETo0K/fo2r+0cgdFXaXOa7qwkuNIWWcNm1JlarFS6XC3I5KX4HMJPyY8eOwWKxwN/fH4MGDarxA5KSkoLCwkIEBQWhf//+9baZnp6O69evN6g2VVfhypUryMnJcbtnp9OJCxcuuOUZRkREIDY2ttYxcTqdOH36NEwmE/h8Pvr3798ghUYCgVA3Op0Fq1cfw/79WaAo5ic9Li4A7703CWFhbfdbde5cIZ555m/Y7S706hWAL7+8o8PlRjUXZrFHg40bz+Po0RyPx0ilIoSHK1BRYUNREaOkqlBIMGZMBBITC7gi1VUJCJChe3cl+Hwe5HIxhg0Lw6hR3WC3u5CVpcOVK6VITi5GcrIGZrOjxvkTJ3bHkiVjoFBIcO1aGXx9vRAc3LUXSgmE2miJ+XqDDSR/f3/s3LkTNE1j2LBhN6QiVUc3kAg1KSkpQVJSEgCgb9++bmGfNE3jyJEjsNlsHvOYPFHVm9KYQrSdmdpytFwuF1JSUqDRaBAVFYWYmJh6DUar1Ypz587BZDKBx+MhLi4O4eHhN4ShSSC0NhqNCTt2pOLbby/A5aLg4yPBa6+Nw8SJ3Vv92unppXj88T9gMtnRo4cf1q27E0pl154nFBRUoLzcColECLFYALFYAIlEAIVCwn2naTQmFBcb0atXAEQiARwOF/bsycC1a2WQy8VQKCQYODAYPXuqGvQ9aLe7cOZMPo4cyUFOTjmKioycB0qhkMDlomEy2eHlJcRXX92BPn0C3c4/fjwXeXkG3HFHbKetq0Ug1EebGkhRUVHg8Xjg8XjYt28fundv/S/cjgYxkDonycnJKCoqgkgkwsiRI7ncIZPJhOPHmfoco0aNarDn7dy5cygtLYVAIIBSqURISEiXzbejaRr79u3jCvNWz9MCmOK91VUU68JutyMpKQnl5cyPukqlQnx8PKTSjqFs1ZJUVFRAKBR2yXsjdFwuXizGK6/s5TwVN9/cHYsXj2412eqiIiPmzfsNJSUmhIb6YMOGu6BWk0iGtmLPngysWnUUBoPNbb+fnxTffDMN4eEK0DSNjRvP43//SwQAKJVeePTRQbjnnvh2l1snEFqaNjWQCB07B4lQO3a7HcePH4fD4YBEIkFYWBgCAgJQUlKCrKwsSCQSjB07tsFejLKyMpw/fx4URXH7qnunWpqioiJoNBr07t27UcZIc7FarThy5AiA2vO4moLT6cSVK1e4sF0+n4/w8HBERkZ2Ce+0TqdDRkYGdDodBAIBEhIS3KToCYTWpqzMgnfeOYxDh7IBMJPlr766Az16tGzun9nswCOP7ERmpg4KhQTffDMNkZHKFr0GoX60WjP27s2Ev78UYWEK/Pe/u1BWZkF4uAKTJ0cjJ6cce/cypRr4fB4XihkU5I0nnhiMO+6IbXdxDwKhJWjzHCRC1/Eg2Ww27Nu3D3/99Rd4PB6mT5+OCRMmdGnlO41Gg+TkZDejhiUkJAR9+/ZtVHsOhwNlZWXIzc2FTqeDUCjEiBEjWsVTQNM0Dh8+DLvd3uwCxI1Fr9fjzJkzAICJEye2+HtEq9Xi8uXLnGQ7n89H3759PSoTdkTKy8uRnZ0NgUCAgIAA0DSNnJwczjvGIpVKMWzYMIjFXSsfg9CxYTzAWVi16ij0eivUajk2bLirRWv6fPHFGWzceB5isQBffnkH+vfvHJ/drk5qagmeeOIPWK1Ot/0zZvTGk08OwXffXcD27alcAWKVSoqhQ0MxblwkJk+O7tTCGgQC8SC1MV3BQLp69SqefvppTnWMJTQ0FB9//DGio6PbqWetj81mQ15eHvLz82GzMaEIAoEAgwYNarKimsPhwIkTJ2Cz2eDn54chQ4a0eD5N1VDAhopJtBRFRUVITk6GWCzG+PHjW+UaLpcL+fn5uH79Omw2G0QiEUaNGtWhjQmHw4H09HTk5+fXeoyfnx9CQ0ORlpYGl8sFlUqFQYMGNammHIHQHDIzdXj88d9hMNgQFqbA+vV3uslMN5XCwgrMnPkT7HYXnn46AfPmDWqB3hJaiuTkYvz00yWUl9tgt7tw883dcc898dxvVHGxEevXn8Pvv1/hPEoA8OCD/fH88yPaq9sEQrMhBlIbUz3EbvLkyXA4HB16IledxYsXY//+/RCLxZg0aRLsdjv2798PiqLQv39/bNiwocsnzNM0zXmSeDxesyesVeXEW0P+Oy8vD5cvXwbAeCLGjBnTou3XxfXr15Geng6FQoHhw4e36rWqhkJ25IKyNpsNZ8+ehcnE5HcoFApIJBKUlZWBoigEBQUhIiICvr5MIUmNRoMLFy4AANRqNfr161erJ87pdILP5xMjitDipKaW4D//+RNmswMhIT74/PPbmh0K9+qr+7B7dwZCQnzw88+zSS5LJ6W42IiTJ/Owf38Wjh1j6tm9/fZE3HprTDv3jEBoPCTErh1gDSSNRoOjR4/ixx9/RG5uLtauXYvBgwe3d/fqxWAwYMqUKXA4HFi1ahUmTZoEADh//jzmz58PAPjoo48wbty49uxmp4SVwubz+RgxYkSLSq2zIhMs48ePbzOjPC0tDbm5uQgMDMSAAQNa/XpsXSoAGDp0aIerlVTVOOLz+YiLi0NYWBh4PB5cLiZUxZPxwxqaAODr64s+ffpAJpNx5+l0OuTm5kKr1UIkEiEyMhKhoaGwWCywWq3w8/O7oQoTE1qH8+cL8d//7obJZIdS6YX3378FgwY1LXcyKakIjz/+OwBg5cqbMXly140+uFGgKBqLFu3B4cPZEIsFmDYtDsXFJgiFfPTqFYCoKCW0WjOKi40YMiQUo0Z1a+8uEwgeIR6kNoYd8HHjxnGrxwDw6KOPYsGCBe3Ys4bxyy+/YOXKlfD29saePXvcJtmLFi3CwYMH0aNHD2zdupWsYDcSl8uFkydPwmw2w9fXFwkJCY32xBkMBthsthq1gY4cOcLl6ABtKy+elJSEkpISREREIC4urtWvR9M0EhMTodfrIZFIEBcXh8DAjlEA0eFw4MyZM5xxNGjQII+qfrWRn5+Py5cvg/3KFQqFEAqFbq9tbYhEIsTHxyMwMLDeYwmEurh6tRTPPvsPSkvNAICBA4Mxa1Y8hg4NbbDK3d69mXjzzUOwWBzo3z8IGzbc1SE+o4TmYzLZ8fDDO3H9ur7eYx95ZCAWLEjg8pWMRjsuXdLAZHJALhdBKOSjtNQCvd6KwYNDEBPT8O9LAqE5tISB1PZltrsAZrMZEokE/v7+KCgoQG5ubnt3qUH8/fffAIBJkybV8EA8/fTTOHz4MDIzM/Hnn3/irrvuao8udloEAgHi4+ORmJiI8vJy5OTkNEpMwW63IzExES6XCwkJCVAqlQDAeRAAZpLscDhgMBjazEBir91WMtU8Hg+9e/fG6dOnYbPZcPHiRahUKvTr169dQ1lpmkZqamqTjSMACAsLg0QiQWpqKmw2G5xOJ5zOygRqf39/hIeHw2AwICcnx80j5XA4cOHCBXTr1g2xsbFkAYPQZGJj/bFx411YtuwAkpOLkZRUhKQkxkMdGuqDWbPice+9fSES1fSElpVZsH79WWzfnsod/8Yb44lx1IWQy8X4+OMp+OijExCJBAgJ8YbV6sTly1rk5RmgVsshEPBw9WopNm1KwpkzBZDLRdBqzcjK0qO2NXc+n4d77+2L++7ri6wsPS5fLkFqagnS0krB4zHvpW7dFBg+PBzDh4fB17fzq5kSOjfEg9QIWIt0+vTpmDt3LqxWKz766CP06tUL33//fXt3r04KCgo4o2fdunUeQwLfeust/Pbbb5BKpXjzzTcxceLEOtt0OBzIyMhAZGQkqfPy/1QNtUtISHBbuXA6nbh8+TKcTidCQ0OhVqu5ie61a9eQlZUFAOjWrRt69eoFACgsLERKSgpEIhGCgoKQl5cHtVqNgQMHtsn9HDx4EA6HAwMGDGhT74XZbEZ6ejo0Gg0AJndnwIAB7TYRy87OxtWrVwE0X9KdpmlYrVYYDAZQFAWZTAaZTOYm3+5wOGCxWCCTyeByuXDp0iWUlpYCYOpG9e/fv03l3gldD5qmcfFiMX74IRnHj+fBYnFwz0VE+OLee/siONgbXl5CFBUZcflyCX7//SpsNsaoHz26G956ayIUChL6eaNBUTS++OIMNm1KqvGcUMiHQiGB2eyA3e5CQAATSlxcbGxw+3w+D336BGLkyHCIxQKcOpWHrCw9evTwQ//+QRg/PhK9e6vrb4hwQ0JykNqB6i67w4cP44UXXoBcLsfBgwc79Crahg0b8L///Q8hISH47bffPK5Al5aW4tFHH+WUuR5//HE8+eSTNe7rypUr2LBhAxdSNmDAAKxfv75Zq9qpqalYtWoVRo4ciaeeeqrJ7bQ3LpcLp06dgslkglQqxfDhwyESif5/MnKRm/ADgFgsRr9+/aBQKHDkyBHOm+Dl5YUxY8aAx+MhNTUV+fn5UKvVCAwMxKVLlyAWizFu3LhWf785nU4cOHAAADB8+PB2UW5kDUQA6N27N8LDw9u8D+Xl5Thz5gxomkZYWBji4+PbvA80TSMrKwsZGRkAALlcjsGDB3famlEURUGr1UKr1cJut8PhcEAqlcLf3x9KpZITT/HkNXS5XMjOzobT6YRAIICPjw/UanWH/v7t6LhcFDIydNi16xp++CEZTmfNcggsKpUUjz46CLNn9yFS0Dc4x47l4OTJPPj4SKBUeqFnTxXi49WQSNyDk1wuCtu2XcL//pcIi8UBsViAnj390aePGr16BUAo5KOwsAKXL2tx+nQ+zGZHLVesJCEhFPfd1w/DhoXBy4sEQxHcISF27Qw7WTOZTNDr9R0uobwqu3btAgDcdttttRoy/v7+2Lx5M5YsWYJTp07h66+/hlQqxcMPP8wdU1xcjKeeegoGg4Hbd+HCBezYsQOzZ89uUt8uXryIZ599FiaTCampqYiJicEtt9zSpLbaG4FAgAEDBuDUqVOwWCxITk5Gjx49oNFoOOPIz88Per0edrsdSUlJUKvVnHoZRVGwWq2oqKiAQqHg5Nj9/Py4D7ndbofNZmv1yTErhQ6g3SbiISEhKCsrQ0FBAa5cuQKlUglvb+82uz5N00hLSwNN0/Dx8WmTPCxP8Hg89OjRA3K5HCkpKTCZTLhw4QKGDh3aYeuX0TQNvV6P8vJyCIVCiEQi2O12mM1maDSaGrlXer0ehYWFbvv8/PwQFxfHFdmlaRopKSluCw0A0L17d8TEEMWtpiIQ8BEb64/YWH/cfXcvrFt3FlevlkKrNcNicSIoSI7QUB+MGxeJ6dN71ZgAE25MRo+OwOjREfUeJxDwcf/9/XDHHbEoKTEhIsLXYwgnADgcLiQna3D8eC5OnMiDy0Vh6NBQxMX5IyNDh9On83H1ainOnCnAmTMFEIkE6NcvEEOHhmLo0FB4e4tx/boeRqMdY8ZEtIicPeHGhHiQGkF1me+bbroJo0ePBk3T2LhxY5vWp2kM2dnZmDlzJgBg69at9U4kXC4XVq5cid9++w08Hg+ffPIJRo0aBZfLhf/85z84f/48VCoVFi5ciMTERPz222+QyWTYsWNHo8OwLl68iGeeeQZmsxk8Hg80TUOhUGDbtm01xAo6E2z9oOpERkYiNjYWVqsVZ8+ehdls5p6LioqCVquF0WhE9+7dERYWhqNHjwJgPDg+Pj44cOAAXC5Xg0PeSktLcfHiRcTExKBbt8YpDrHy5Xw+HxMnTmy3FXqn04lTp07BbDZDKpViyJAhbRbSWfV1HDZsGCfd3Z6UlZXh3LlzoGka4eHh6N27d3t3yQ2apqHRaHD9+nW3hZTq8Hg8+Pv7Qy6XQygUoqKiAmVlZW55WSwhISGIiIiARqPhQlH9/f25nDwAbV5EmUAgtD00TeP8+SJ8+20STpzIc6vfVB0+n4fhw8Mwa1YfjB0bQbzMNwgkxK4d8OSymzp1KoqLi7FixQrcfvvt7dxDz3z33Xf49NNPERoayhk99eFwOLBgwQKcP38e3t7emD9/PrKysrBz507weDysXbsWw4YNg9FoxD333AOtVouJEyfivffea3C/KIrCrFmzkJ2djbCwMKxatQrPP/88ysrKMGrUKHzyySed+gstJycHOTk5sFgsAIDAwED079+fuyer1YozZ87AarWCz+djzJgxyMvLQ2ZmJuRyOUQiEfR6PcRiMcaOHQs+n4/ExETodDqoVCpIpVJIpVJERUXVOk7nzp1DaWkpZDIZRo8e3aj+s5LbTTm3pTEYDJyIhZeXF4YMGQKZrGGKW03F5XLh+PHjsFqtCA4ORr9+/Vr1eo2hqmx4nz59EBoa2qrXo2kaNpsNRqMRNpsNcrkcPj4+cDqdMJlMoCgKPj4+oCgKly9f5vKlAMDb2xs0TcPhcEAkEkEmk8HHxwehoaE1DF2KomC320HTNJeHVlFRUaM/7EIDTdNITk5GcXExAKaQckhICORyOeeVlcvlnfp7hEAgeMZsdiApqQiJiYw3KS1NC5qmOTVGVqkRYMRJ7rknHgEBMsjlIlAUDZeLRkyMCgEBrftbQmh7SIhdB6Bbt24oLi5GXl5ee3elVg4dOgQAmDBhQoMnCiKRCKtXr8bcuXOh0Wjw8ccfc8/NmzcPw4YNA8BMfhYvXswVoD1//jwGDWpYNfUDBw4gOzsbfD4fn3zyCaKiorBs2TK88MILOH78OI4ePYqxY8c28m47DhEREYiIiIDL5YLVauXq3rCwE/2rV68iICAAEokEgYGByMzM5GTkeTwe+vTpw4VFsmF3ZWVlXDtisRhhYWE1ru90OrkQPbPZDLPZ3CijgjXsOkKei0KhwJAhQ3Du3DlYrVYkJiYiISGhVT1JOTk5nPHa0cK3IiMjUV5eDo1Gg9TUVFAU1Wr5WS6XC2fOnPFoqFSH9QIDzIJAVFRUo7xufD6fe79JpVKoVCoUFhYiJyeHu75arUbPnj256/Xt2xculwtarRbFxcWcscTi5+eH6OjoDh0CTSAQGo9MJsKoUd24ekwmkx0URcPHRwKKonHyZB527EjF4cPZuHq1FCtXHqnRhlgswL339sX06b1w8WIxLlwoRnCwNwYMCIJUKsLVq6UoLjaie3c/9OoVgPT0Uhw4cB3FxUZERPiiRw8/DBoUgl69AkhOXheDGEjNpFu3bkhMTGxzqW+Hw4GsrCyIRCLI5fJak5TLyspw8eJFAEyB0cagUqnw+eef48svv0RhYSH0ej369euHJ5980u24m266CYMHD8a5c+fwzTffNMhAYsMSAUZ2PCoqCgAwbtw4jBs3DocPH8a2bds6tYHEIhAIai0cK5PJ3BTpvL29IZVKOeMkJibGTdI7LCwMpaWl3ETUaDQiPT0darW6RkJ7aWkpKIpye9wYA4nNEekIBhLAFFhljSSbzYZz584hISGhVeS/LRYLF8oVERHR4VQaWcPZbrdDr9fj8uXLsFqtiI6ObnFvSVFREWecsMIJVfOHeDweeDweKIoCTdOQSCTo3bt3i4TI8ng8hIaGIiQkBOXl5TCZTAgODna7Rz6fjwEDBqC4uBhFRUUoLS11kxrW6XRITEyEQCCASCSCWCyGXC6HTCZDSEhIh3ttCQRC05DLK38L+HweZzyxkuQpKRoYjXaYzQ7OmLHbXfjuuwv47rsLjb7e+fOVBdx9fb3Qp48aISHeCA72RlCQNwICZEhPL8XZs4UQCvl45ZUxUKnI901ngRhITWDp0qW48847MWXKFC6voz4DyeVy4Z133kFiYiI+//xzREQwiY1JSUmw2WwYNmxYgyc2drsdzzzzDM6dO8ftmzFjBpYuXVrj2KNHj3J5PU2Rhu7Ro0e9YXM8Hg/z5s3DuXPncPz4cVy9ehWxsbF1nnPixAlcuXIFAPDII4+4PXfvvffi8OHDOHnyJLKystC9e/dG97uzwuPxEBISgszMTAQFBdXIqZDL5Rg5ciQA5n1w/PhxOBwOXL16FX379nU7tqSkxO2xVqttVB4SK9LQUQwkgPEkDRo0iMvfOn/+PIYMGQKhsOW+ymiaxuXLl7lwvo76/hMKhRg8eDAnWpCVlQWKotCzZ88WM5Jomua+20JDQxEfHw8ejwen0wmj0QihUMgZ3SaTCVarFX5+fi36egDM50KpVHL1warD5/MREhKCkJAQOJ1OuFwuCIVCGAwGZGRkQKfTweVycd5cNm8pMzMTgYGBCAsLg1Kp7LCCFwQCoenExvpj5cqba+y321346adL2LDhPCoqbPDxkWDw4GAUF5tw9WopKIpGaKgPAgPlyMjQoaLCBrFYgJEjwxEXF4Dc3HJcuVKKzEwdysutOH687nng5ctafPLJrYiKUqK42IigIG/OUGOUSvUICfGGVFp/CQedzoLduzMwdmwEwsLaXmG2I8PmIDWXTpWD9MUXX2D9+vWQSqVQKpX46quv6pzwnTlzBsuWLYPRaITZbEZgYCC2bNnCrciXlpZi4cKFuHTpEuRyOWiaxurVqzFq1CiP7XmKady/fz8WL14MX19f7Nu3z+N5FEXhtddew+7duwEAt99+O1asWIGMjAzcd999oCgKM2fOxEsvvVTvxIKmabz11lv4/fff3fb7+vpi7969NSZGL774Ig4dOsRds7WgaRpz587FlStXMGXKFLzzzjt1Hjt//nwkJSVhzJgxWLNmTY3n58yZg8zMTMyaNQsvv/xyq/W7I0JRFIxGI3x8fOqd6BYUFODSpUsAgEGDBnHvbZqmcejQITgcDvj7+6O0tBQCgQDjx49v8CTw2LFjMJvNiI+P9xjC155otVokJSWBpmn4+vpi0KBBLVYXqLYx7aiwSntsmG+PHj0QHR3dIm2z3hcAGDFiBKcm15mgaRomkwk2mw0OhwNWqxUmkwk6nY7z1AKMkeXn5wdfX1/4+vrC29sbEomE5C8RCF0ck8mOwkIjundXQiBgwtnNZgcoioa3N+OVoigaxcVG+Pp6QSZz/63RaEw4fTof16/rUVRk5DaNxoTwcAUGDgzGvn1ZMJnsnAKkzeZEcLA3PvpoCnr08MPKlUfw++9XIJOJMGVKNKZMiUGfPmqPxlJBQQUWLPgLeXkGyGQivPLKGNx+e88G329ubjl8fb26dA2zGyoH6ZdffsFbb72F5ORkBAQEYMWKFZg2bRoSExM9ylZfvnwZs2fPxt9//43evXuDoijMnj3bTTXsueeeQ3Z2Nk6ePAmRSITPP/8cU6dORU5OToMnAmzcf3l5OSoqKtzOo2ka169fx9dff80ZRwBj3T7zzDP4+uuvuRCon3/+GdnZ2fjwww9rDccCgC1btnDG0fPPP48hQ4bgoYceQnl5OUpKStyUzaxWK06ePAmg8eF1jYXH4+GRRx7BkiVL8O+//+Kxxx5Djx49PB7777//IikpCQCTz+SprTlz5uDdd9/Fn3/+iaeffrpNpZ3bGz6f3+APdEhICAoKCqDT6ZCSkoKEhATI5XKUl5fD4WBqScTGxuLkyZNwuVzQ6/Xw9/evt122mCnQsTxILAEBAejbty9SUlJQXl6OxMREDB48GBJJ877w7XY7VxA2JCSkwxtHAPN56dWrFyiKQkFBATIzM0HTdIuE27HeIz8/v05pHAHM+Hh7e9f4DmHV9nJzc6HX60FRFEpLS90EJgQCAfz8/BAbG1vn9zKBQOi8yOVixMSo3PZVN4L4fB5CQjx/BwYGynHHHTWjZmia5r6DH3igH/77390oLKzM5SwqMuLxx39HbKw/kpKYcD2z2YFff03Dr7+mgc/nISZGhSlTojF1aiwUCgkuXy7BkiX7oNGYuONff/0A/v47HaNGdcOQISHo2dPfYz4URdH4+utzWLfuLHx8JFi+fDzGj49q+EDdYHQaD9KoUaMwevRovP/++wDATfR27drlsWbOnDlzEB0djZUrV9baZt++fTF16lSsXr0aAFOstE+fPjhz5gyGDh1a43hPFqnZbMa4ceMAAJs3b+Ykd8+fP48VK1a4hd49+uij+PPPP6HRaDBhwgQcOnQINE3jpptuwsGDB0HTNObNm4enn37aY3+vXLmCBx98EBRF4a677sJrr70GiqIwduxY2O12fPrpp27eL7aQrUgkwr59+1pd9YuiKMyYMQN5eXng8/kYOXIk7rnnHq7oKcDkRM2aNQvl5eW4+eabubGvjsViwW233Qaj0YjnnnsODz30UKv2vTNjtVpx+vRp2Gw2yGQyDB48mFPQUygUGD58OM6cOQO9Xo+IiIgG1fKx2Ww4fPgwAOaz11EnhyUlJbh48SIoioJUKsWAAQOaNZG/evUqsrOzIRKJMGrUqFbJb2otqiu6qdVq9O3bt0nhbjRNw2AwcAVy+/fvj6CgoJbucofB4XCgrKyMq9tUUVHhlr/H4/EQEREBPz8/SKVSooxHIBAaTXm5FceO5UKp9IJcLsLrrx9Efn5lKYSnnhoKlUqKP/64ipQUjZuEOZ/PA02Dy69UKCRYufJm/PZbGv79N9PtOj4+EgwaFIzBg0MwZEgIAgPlyMsz4LvvLuDQoWy3Y2fNise4cZGIjlZBrZbV+b1WUmJCYaERXl5Ct83bW9xmAhUVFTZcv65HfLya8/Z54obxINntdpw5cwZPPfUUt0+pVCIyMhLHjh2rYSDRNI1du3bhlVdewezZs5GXlwe1Wo0333zTLQ9nxowZ+O2337B06VL4+vpi69atUKvV9U4gq+YgyWQyLoQpNzeXM5A2bNjAGUfh4eGYPXs27rvvPnh7e+PTTz/FwYMHATDhMKtXr8ZXX32FDRs2YN++fViwYEGNNylN0/joo49AURRiY2PxyiuvgMfjQSAQICYmBqmpqUhPT3czkNhrJCQktLpxBDCej9dffx1LlixBaWkpjh07hmPHjiEuLg5z585FbGwsvvrqK5SXl0OpVNYZOieVSjFjxgx89913+PLLLzFq1KgOpyTWUfDy8sLAgQORmJgIs9nM1U4CwHlA/P39odfruQT2+iZ3VRXLOqIHiUWtVmPgwIG4cOECLBYLTp8+jfj4eISEhDS6LZvNxoWpde/evVMZR0CloptEIkFOTg5KSkpw8uRJREdH1xA28ITFYkFJSQm0Wi30ej1cLhcAQCKRdOqaZA1BJBIhKCiIMwJpmobFYoHBYOBUJbOzs5GdzUwupFIpunXrhsDAQDidTk7mvLYi3AQCgeDr6+UWCrdp0zS8/PJeXL6sxZIllWFy06f3htnsQFqaFkeP5uDPP6+irKwyHDgqSol3370ZPXv6Y/jwMNx2W08cOnQd584VITe3HBUVNhw+nI3Dh7Nr9AEA7r23L7Kz9ThxIg/bt6di+/ZUAIwnbOjQUAwZEoIhQ0IRHOyNixeLcexYDo4fz0N6eqnH9vz8pBg7NgJjxkQgJkaF4GBvpKaW4PjxXGRklKG01AKTyYGwMB/06MGoAQ4YEISgIM+RQSUlJuTlGdC7txpeXkIYDDbs2JGKAweu48oVLSiKxsCBwXjvvVtqiF7QNI3ff/8H//77d8NfmFroFB6kgoIChIWF4c8//8TUqVO5/UOHDsWQIUPw1VdfuR3PhpqpVCocPnwYffr0wYYNG/Dcc88hLS3NLW/pv//9LzZt2gS1Wg2ZTIYff/wR8fHxHvtRm0X6+OOPIykpCQsWLMCjjz4Ku92OCRMmwG63Y/ny5Zg6dSo3OamoqMDUqVO5UL+VK1di8uTJyMzMxOzZswEA27dvr5EYfvDgQSxatAgAsG7dOgwePJh7bsWKFfj999/dcn8oisKUKVOg0+mwZMkSrlBsW+ByuXDixAn88ssvnBeiOu+++65Hz19VzGYz5s6di5ycHHTv3h3fffcdUZyqg5KSEly4cIFbYRIKhRg+fDhkMhkMBgNOnToFgFHGq0t4gKIonDp1CkajESqVCkOGDGmT/jcHo9GICxcucJ+rqKgoxMTENGqVn/UeicVijBkzplMn7BcUFODy5cucF0QqlUKtVsPPzw8CgYBTnOPz+XA4HMjPz+ck4asikUgQFxfXpb1H9UFRFHJyclBYWAiLxcIZjtURi8UICQlBWFhYh/W4EgiEjgVTI46CWFz7743TSSEpqQhCIR/duyvh61v7oqVGY8K5c4U4d64QZ88WIjtbD4BZQAsL88GTTw7Bbbf1BEXR+OGHZPz9dzquX9fDbq/5vSYU8uF0UjX2txR+flIoFBJ4e4vh7S2Ct7cY2dnluHaNKWMikQgxeHAwLlwohtnsqHF+SIgPXnppFJRKL+j1Vhw9moOjR3MwfHgYFi4cfGN4kFg8TXY87WPVt+6880706dMHAPDYY49h+fLl+Oabb/D6668DAJ599lmcOnUKmZmZUKlU+P7773HffffhwIEDUKlUNdqtjW7duiEpKYnzGCUlJcFut4PP59eoPeTj44O7774bP/zwA7p3745JkyYBYFasu3XrhtzcXBw8eNBtAutwOPDJJ58AACZOnOhmHAHgFOPYwpEAkJKSwk142BDAtkIgEGDMmDEYM2YMrl69io0bN+L48ePc5HXy5MncfdeFTCbDqlWr8MgjjyArKwurV6/GG2+8QUJbakGtVmPMmDFwOp0QCoUQiUTcJF+hUCA0NBQFBQW4du0ahEIhpFIpDAYDvLy8oFKpOE9Rfn4+jEYjeDxeg8LxOgLe3t4YPnw4UlJSUFJSguvXr3MCEw0Rb7DZbNznNyoqqlMbRwCjOKdUKpGVlcVN7Nmwy7qQSCQICAiAv78/fH19O7T3sK3g8/mIiopCVFQU51nKy8tDfn4+nE4nd5zdbue8TH5+fggNDYVCoYBMJiOeJQKB4BEej1encQQwhsrQoQ0rBh4YKMett8bg1luZiJuyMguMRjuCg73drsPn8zB3bn/MndsfLheF7OxynD/PGFWJiQUoK7PA6aTA4/EQH6/G6NHdMHp0N/TurYbD4YLF4oTV6oTZ7MD584U4dCgb588XwWKpNGTi49UYODAYarUMMpkIubkGZGSUISWlBBUVNuh0Fuh0lhr3wGKzOXHiBBPVoVBIMGNGb4wa1Q1Gox2vvXYAhYUVeOGF3TXOO3o0F88/37B6nHXRKQwktVoNoVDoVhwTYPJZgoODaxzv5+fH1c+oSnh4OBciYTab8cUXX2DTpk2cMTR37ly88cYbWLt2LV577bVa+7N06VIu/Kaq1Pf169cBgBNG6Nu3r0dxgaeffhpBQUEYN24c98PJ4/EwYcIEbN68GQcPHnQTL9i2bRtyc3MhFArx7LPP1miPLZp4/fp12O12iMViLrwuPj6+XcNjYmNjsWrVKtA0jYqKCpSVlaFbt24NNnJiY2PxwgsvYNWqVfjzzz8RHh6Oxx9/vJV73Xmpa0Lbu3dv2O12aLVapKWl1XheLpdzhTkB5vPSmcQxhEIhBgwYgPT0dGRnZ0Oj0UCr1cLf3x9BQUHc90h1KIpCWloaKIqCWCxutYKrbY1MJkOfPn0QFRWF4uJi6HQ66PV6AMwiBo/H47whAQEBCA8P5747CZ7h8XiQyWSIjY1FdHQ07HY7RCIRXC4XCgsLkZ+fD7PZDJ1Oxy1QsaIrfn5+8Pf3h1KpJGNcCy6XCxUVFXA4HODxeBAKhfDx8en0CxYEQnuhUknrrb0kEPDRo4cfevTww8yZ8aBpGtnZ5cjLM6BPHzX8/NzPl0iEnBofALfztFozCguNCA9X1HpdiqKRlaVDdnY5jEY7KipsMBrtMBrtUCq9MGJEOCIifHHiRB4SEwsQFaXE3Xf3chPO+OabaVi+/CAyMnSw2ZwQiQRQqx1wubIQFubEsmWnmjFqDJ3CQBKJREhISOAKngKMalx2djZGjx5d43i5XI74+HgUFRW57S8pKeGMGTZuvHqegVgsrmGIVWflypVuLjs2dCk5ORmZmZnc4xEjRng8XyKR4IEHHqixnzWQLl26BI1Gg8DAQBQWFuLLL78EANx3330eZc1ZA4miKGRlZSEuLg6HDh0C0PrqdQ2Fx+NBoVA0ydU5c+ZMpKWlYefOnfjyyy/h7++P6dOnux1D0zT+/vtv7Nu3Dw8++GCDitV6gqZproZKV4PP56N///44d+4c9Ho9+Hw+vL29YbFY4HA4YDKZYDIxyjgikajFpKLbEh6Ph9jYWMhkMly9ehUulwslJSUoKSkBn8+Hv78/AgICoFKpIJVK4XK5cPHiRU65LDo6ustNxuRyea2KkoSmIxAIuJBfoVCIqKgoREZGQqfTIT8/H6WlpXA4HKAoCnq9Hnq9HllZWfDy8kJwcDAnI+7j49NiEvWdDVYMpKSkBKWlpaioqED1qH/2t0MikUAgEEAgEEAikUAikYDP54PH40EkEnEKlhUVFTCZTJDL5QgICLhhx5ZAaCo8Hg9RUUpERSkbfZ5aLYdaXXeIMZ/PQ3S0CtHRdUdqTZ4cjcmTPc9DevTww3ffMfNAVsyiqlCEwWDA2rVrG9P9GnSaWeCiRYvwzDPP4OWXX4a/vz8+++wz9O/fHzffzBT/+uyzz3D8+HH8+OOPAICFCxdi8eLFyM/PR1hYGPbs2YPCwkI8/PDDAJiQo3HjxuHbb7/FjBkzIBKJcPjwYVy9erVGXZ76GDZsGKKjo5GRkYFPPvmEK4A6fPjwRrXTr18/qFQqlJWV4fDhw5g5cyZWr14Nq9WK4OBgzJ8/3+N5CoUCgYGB0Gg0SE9Ph5eXF+cp6ygGUnPg8XhYsmQJNy7vvvsuwsLCMGzYMACM4bty5UocOXIEAOPBW7VqVaNDC7VaLRYuXIiCggK8+eabGDNmTIvfS3sjEAgwZMgQmM1mLvSnqnevrKwMRqMRcXFxnXpiER4ejpCQEGi1WhQXF0Or1boZSyw8Ho+bkMXGxnYZ7xGhfeDxeFCpVFCpVKBpGna7HRUVFdDpdCgrK4PBYIDVauWiDQDmMxkUFISAgADYbDbYbDb4+vrC39+/yxnrVQVidDod0tLSYDQa3Y5hPUcURcHlcoGmaZSXlzfpejweD1KpFEKhkAsrlslkUCgU8PX17XLjSyDciLSWgl6nMZBmzJiBoqIi3HLLLfDy8oJSqcTvv//Ohajl5OS4hQ099thj0Ol0mDx5MlQqFYRCIfbu3euW2/Pjjz/i5ZdfxogRIyCTyWA2m7Fx40ZMmTKlUX3j8Xh4+OGH8frrr+PYsWMAmFVbNv+pofD5fIwbNw47d+7Et99+i0uXLnGKZK+88kqdSnQ9e/aERqPB1atXodFoADB5CJ3RC+AJgUCAd999F0899RQuXryIt956C9u2bYNer8e8efM4D4BSqYRer8eiRYuwfPly3H777Q1qv6ioCE899RSXh/LCCy/gv//9L+67774uFw7Deo5Yqnr3oqKi2q9jLQw78QwKCoLL5YJWq0VJSQnKysq4PEV2whYfH18jJJdAaA48Ho/zdLBqkhaLBYWFhSgtLYXVaoXNZoPL5UJBQQEKCgrczhcKhVwumI+PD6RSKec16WyYTCakp6ejtLQUXl5ekEgkbqIgPj4+CAgI4Ar1sh58p9PJSa+zUR8OhwN2ux12ux0URXH7WEESsVgMuVwOg8EAl8vlVvuwKmzoo7e3N3x8fKBWq5tdR41AIHQdOoWKXUeBVbF7+umnOZlvFqfTienTp3P5G+PHj8eHH37Y6GucPn0aCxYscNs3adIkrFq1qs7z1q5di2+++Qbh4eHQaDSw2+148MEH8fzzzze6Dx2ZgoICzJkzBxaLBVOnTkVqaiqysrLg6+uL1157DYMHD8bzzz+P5ORk8Pl8rFmzxk363BNarRbz5s1DYWEhpFIpunfvjtRURvZy7NixeP755xEVFYWysjKYTCaPYY43Ajk5OVi3bh369euH6dOn1ymDTdM0rl69ivPnz0MulyMoKAi9evVqsppMS0LTNMxmM5xOJ1wuF2QyGREjILQLTqcTxcXFyMvLg9ls5rwder2+RqgZULmYoVaruTBRkUjUYRdxHA4HMjMzkZub6/F+lEolevXq1ewixIwSGGMkSSQS8Hg8LrTRYrHA6XTC4XDAYrHAZDLBaDTW6A+fz+eKQ/N4PPD5fO67oaOOL4FAqMnu3bvxxx9/YO3atc1SsSMGUiOor/DUTz/9hPfeew8AsHjxYk62u7GcOXMGJ06cQFJSEvh8PlavXg1/f/86z9mzZw+WLl3KPe7evTs2bdrUJeVmq44zwOR0ffXVV+jbty8ARoDj6aefRnJyMqRSKb7++us61diWLVuGXbt2cTWqevXqhZUrV+LPP/8EAC53hQ3NWrRoEe69995WvMOOR35+PubPn+/mnZw/fz6mTJkCsVgMg8GAXbt2ITs7G1qtFpcuXaqRAyiVSvHYY4/h/vvv73Q1hgiEtsThcECj0UCv18NgMMBkMnk0MADGUxoQEICQkBD4+/t3CA8TRVHIz89HRkYGHA5G1Uomk6FHjx5wOp0wmUzw9fVtUH2u1sDpdEKn08FgMMBoNEKv18Nut3s8ljWU5HI5vLy8IBaLIRKJoFAoIJfL3cabpmnQNM15tvh8vps3zGKxQCQSeVyQYRds2DxYq9UKi8UCgUAAsVjMXVcsFneI15hA6Mi0RKFYYiA1gvoG3Gq1Ys6cOdDpdNi+fXub1g7JysrCrFmzADA5Sd9++22X9XRQFIUnnngCSUlJ4PF4eP/99zFhwgS3Y3Q6HR555BHk5+dDrVbj448/Rq9evWq0deHCBTz22GMAKmtSAcwP3bFjx/DJJ58gKyvL7Rwej4d33nmHO7arU1RUhPnz56OwsBByuRx2u52b9KhUKgwdOhSHDx+G1WqtcW5ERARcLhc0Gg13Tnh4OO6//35MnTq1SxrwBEJLQ1EUbDYbzGYzSktLUVJS4jF0jM/nQy6Xc3mpKpWqTSfTFEWhoKAA169fh8XCyPcKhUJER0cjPDy8w07sXS4XioqKkJuby32PuVwuLmyvNgQCAZcvxW7Vp1TsMWxYL8CojcpkMi7Pymq1ct+PDYE9XyQSQSgUQiKRcOGYPB4PTqcTfD6/w443gdDaEAOpjakrxI7FaDTCbrc3qo5SS+ByuXD33XejpKQEn376KSdg0FUpKCjABx98gEmTJtWaZ5STk4NHHnkEBoMBAoEA//nPf/DAAw9w3guKovDQQw8hLS0NAwcOxPr162usZrpcLhw8eBBmsxmxsbH4+OOPkZiYCJFIhEceeQTdunVDfHx8l8rdqc4TTzyBc+fOQS6X48svv4RSqcT69evxzz//uP2oKxQKJCQkcJLRY8aM4Yx0s9mMTZs2YfPmzdw5UqkU48ePx7hx4zBixIgOEX7XktA0jcLCQvj6+hJDkNDiOJ1O2Gw2VFRUcHlN1X/OxWIxAgICuNpWraXOyeZRXb9+nTMweDwewsPD0aNHj07pMaZpGlarFSaTCWazGSaTCTabDQ6HA1ar1eOCUEvC5/Ph5eUFiqK4fKv6EIlEnNElEokQFRWFbt26cWIUBoMB+fn5sNlsUCqVUCqVUCgUxJAidClIiF070BIWaWtSXl4Oq9Vav+eqpAS4fBlITwd4PKBXLyA+HlAq26SfbUlmZiaWLl2Ka9euAWBW86KjoxEUFASTyYRz586Bx+Ph+++/b1BRVKPRiCeeeAJXr17l9vF4PMyZMwcLFiyoU0ijOaxbtw779u3D+++/j4iIiFa5hicMBgNuvvlm0DSNjz76yE0ZsKysDL/++ivS0tIwcuRI3H777fXm8uTl5eGHH37AX3/9xUmKs/To0QMDBgzAgw8+2Kb32FQoikJ6ejrOnj0LoVCI8PBw0DSNlJQUpKSk4NKlSzAYDJBKpXj44Ycxd+5ckutEaDVYxbyKigqUlpZCp9O5GUwCgQDdunVDZGRkixos5eXluHjxopthFBYWhqioKE4GvStis9lgMBi4ULqqG1tnjPX8OZ1OTkHParWivLwcNpuNO1YikXD5ZABjHInFYrcFOzaPymazwWKxwGw2w+FwwOVywWg0wmAweOynSCSCSCTiihxXh8/nc0IgXl5ekMvl8Pf3J3lXhE4N8SC1MW4D7uMD5OUBZjPQgIl1h+G334B33gGqr0bx+cB//gPMm8cYTV0Iu92O//3vf9iyZYvHVbjp06fj1VdfbXB7ZWVlWLduHTIyMpCbmwutVgsACAkJwauvvlpr/aumkpGRgXvvvRc0TePWW2/F22+/3aLt18WhQ4fw4osvcsWHW2piZTabsW/fPhw+fBgnT550++GWSqVYsmRJgxUI25rCwkL8+OOP+Oeff9yUuOojMDAQ99xzD6ZNm+Yxp1Cv1yM9PR0+Pj7o2bMnkSAmNAubzcYVSy4rK+O++wQCAYKDg9GtW7dmiyPk5+dzRZb5fD5nGJGFgLbHarVCp9NBKBRCLBZDo9EgJyenxm+eQqGAj48PysvLa0iss/j4+CAuLg4KhQJOp5OrNcUaTRRFgcfjESOK0GEhBlIbYzAYMNTXFynz5kGcmQmwXy7vvgvcckv7dq4hXLwIPPEE4HQCUikQE8MYSunpAJugescdwKuvAp24Bk5tGAwGXLlyBVeuXIFerwfAyLHPmTOnyZ4fiqKwdetWfPHFF9wK6h133IEXXnih0R/Kc+fOoaSkBJMnT3b74XnxxRe5wr98Ph+///47goODm9TfxvLhhx/ixx9/xLBhw/DFF1+0yjXsdjvS0tJw8eJF/PTTT5zc8ciRIzFmzBiMHDmyQ3iUSkpK8Pnnn+Off/5xm3RERkZCKBQiPz8fFEWhV69e6Nu3L/r27Yu4uDjs3r0b3333Hff+EAgEiIiIgEql4gQuSkpKOAEMgEloDw8PR3l5OSoqKtCnTx/ccsstuOmmm+Dn59fm907o3DidTuTl5SE7O9tNjICtCeTj48NJkisUijpD8ex2OzQaDQoLC7nvUW9vbwwYMKDVPOiEpmGz2aDT6Tjxh+rF2h0OB/R6PXQ6HcxmM6xWKyoqKjy2xdanYnOzpFIpQkNDoVarOWEJto4XWz6Bx+PB5XLB5XJxnimxWMypDtrtdi43SygUcgIWJOSP0FyIgdTGGAwG9PX1xVG1Gr5KJXzZQR83Dvjoo/btXH2UlgJz5zLhdbGxwMaNALvK53AAH3wA/Pwz87hbN+DOO4GpUwFP4Xp2O3DpEpCby7Q7ciQTptccHA7g9Gmge3egE9ajKSgowNtvv43Tp08DYMQLFi9ejJtvvpkzdq5fv45vv/0WOp0OMTEx6N27N8aOHQuxWIxff/0V77zzDgB3BcTk5GTMmzcPAJOYa7Va8cADD2DhwoVtcl/33Xcf0tPTsWDBAjz66KOtfj2j0Yi3334be/fudds/Y8YMPPfcc271m9oK1gj+8ssvucT4kJAQ3HfffZg4cSJnrLIKVp5+3DUaDXbs2IGdO3eirKys1mvx+fw6cw2EQiHGjx+P6dOnY/jw4Z16BddgMCAnJwdmsxl2ux0KhQJhYWFQqVT13ldBQQEqKiogFAoREBAAX1/fNup158blcqGwsBB5eXl1ToR9fX3h7e3NhYq5XC44HA4YDIYa4hCBgYHo06dPq+U3EdoWg8GAq1evNso73hgkEgnsdnutqoxs/TCpVAqpVAoejweLxQKHwwGRSASJRAJvb2/OsO/MBc0JrQPJQWoHDAYDlL6+MH3wAaQDBwJaLfD++4BEAuzfz/ztiFAU8PTTwJkzgEIBbN4MhIW5H0PTwA8/AGvWMP8DgEAAzJkDzJ8PsKEYp04BK1cC+fmV5/L5wIIFwEMPMf83BrMZ2L4d2LqVMd4kEuCZZ5jrdrJVJJqm8ccff+Djjz/mJh8JCQno3r07jEYjdu3aVWPyGxAQgNGjR+O3337j9kkkEvz4448IDw/HggULkJiYiP79+2PSpEn46KOPIJPJ8NdffzUoPMZqtWLXrl0YN25co4VDdDodbvl/z+jGjRvRv3//Rp3fVGiaxpEjR3Do0CGcPn2aqy2mVquxYMEC3HrrrW32o1hRUYGlS5fixIkTAJjX67nnnsOUKVOaFALndDqRmJjIJdU7HA74+vpCqVQiOjoaPXr0gMFgwIULF1BcXAw/Pz+IxWIcP34c+/fvd8szGDx4MF5++eUOWQy6oKAAFy5cQGpqKvLz8yGRSCAWi7kV6ry8vBqFUVnYlWc+n4+4uDgMGzYMgwYNQu/evWEwGPD555/jwIED3PECgQB33nkn5s2bh7Dq32sEj9A0jYqKCpSXl6O8vBxms9lt9b8+hEIhgoKCEBISAqVS2akNdUJNaJqGyWQCRVEQCoWgaZpTLxUIBBAIBNBqtSgoKHBT5xOLxZBIJBAIBNyCEWtkGwwGOJ3OGtdiF5QaIkLhCaFQCC8vL0ilUq5mFVsTSy6Xc8YUqWd1Y0E8SG1MjQE3mYCbb2ZC1j7+GBg7tr276JkdOwC20OwnnwCjR9d+bE4O8McfwF9/AWzIj68vEB0NuFzAhQvMPj4fYMO82InOyJHA6tVAQ8MsdDrGcKsieMAxeDDj1eqAYhj1UVpaitWrV2P//v01nouKisKIESOQmZmJpKQkt3CXkSNHIicnB/n5+ejVqxf4fD5XsHbdunXo1asXpk6dioqKCnTv3h18Ph8RERF48cUXaw25W7p0Kfbs2YP4+Hhs2rSpUaEL+/btw8svvwypVIoDBw60ywoxRVHYuXMn1qxZw61cBwQE4L777sOsWbNaNaQnJycHCxcuRHZ2NgDGm/af//yn3RTpHA4HDh8+jF9//RUnT54EwEwu7rzzTsyePbtBIiNNgaZp/Pvvv0hMTORCcfz8/KBSqWC326HX6+F0OuHv7w+JRIKTJ08iMzOzwe2z9V2qi3Z4gsfj1TqB5/P5iIyMRPfu3eHt7Q273Q6xWIy+ffti4MCBCAoKglQqJeE7deByuaDX61FaWgqbzcaFZrFS1d7e3lxCPxlHAk3TbpLidRkgFEVx4hSsISUWiyEUCt28lBaLxW0DwNWfYkPyKioqPBb7rQuJRAK5XM4twLB9lUqlUKlUkMvlsNlssFqtnHQ6j8eD3W7nVAHFYjEcDgcnkMHu8/LygpeXF/GidiCIgdTGeJT5XrCACQ2bMQOoUqi1Bk4n8O+/jLDDAw9UGhFXrjC5TIMGNdxj4nIBv/4KHD/OnCORANOnA0OH1jy2qAiYPZvx1NTXx+r9/eknYN26ylwrlmHDmHbCw5lwu88/Z7xPANC/P/DZZ0B9k8iyMkYUIjOTyXd64AHgrruAbduYDQAGDADWrq0MBexkHD16FEePHuXUBceNG4e77rqL8zxotVps2bIFO3fuxIgRI/Dmm28iNTUV8+fPd/vif/DBB/H8888DANauXYtvvvnG7ToKhQLLly93U5gDgIMHD2LRokXc46VLl2LGjBkN7v/q1auxfft2jBo1Cp9++mmj778l0Wg0+PLLL92kxZVKJR5++GHMnDmzRQ0lmqbx999/Y/Xq1TCbzZBIJHjzzTcxadKkFrtGczl37hxWr16NjIwMbl+/fv0wb948jB07tkVXSr/77rsmvf5KpRJ9+vRB9+7dOUlqqVQKb29vqNVqxMXFISYmhhP+sNvtKCws5EJ7zGYzkpKScObMGaSlpXGve1RUFJ577jkMHz4cdrsdBw4cwMaNG5GXl9egfslkMi73pmfPnujTpw+ioqIQHByM4OBgkkdDIHQCXC4XTCYTJ7nObjRNcxEGZrMZFRUVHj1XrQG7kCAUCrn/7XY7rFYrBAIBQkJCEBoaynm5vLy8IPn/yCOapmEwGDiDq77vcHZxytvbm3xnVYOE2LUDHi3SrVsZT4daDfz9t7sCXEEBkJ0NXLvGhJGxnpbBg4FPPwX27gVWrGBC4EJCgLvvBh58EKhLKezkSeDDD4FqxUsREMB4faqG/dA08NxzwIkTQGAg04fGrn7rdMC+fYDBwBhDcXHAhAk1le527QJef525l/79mTC5mBjPHqArV4AlSxhvlVjM3M/IkZXP798PvPIK09bo0czzXXhlhk1oZVm3bh3WrVuHAQMGYNGiRejduzf3nM1mw7Zt2+B0OiGRSPDdd9+htLQUAHDrrbdiwYIFCA0NhcFgwKxZs1BaWgqpVAqLxQKFQoEdO3Y0ONRu1qxZyMrKwnPPPYeHHnqoZW+6iWi1WmzduhU//fQT51Hy9vbG9OnTMWvWLIQ2M3/NZrPh7bffxj///AOAyTV6//33PRYZbm+cTif++usv/PTTT7hy5Qq3v2fPnrj33ntxyy23NPuH848//sCbb74JgAnp69WrF2QyGfR6PcrKyiCRSLgQq9LSUlRUVKBfv34YP348evbs2WKGmtPpRGZmJioqKjBw4MAa4Y0ulwtJSUnIyMjgavGwAhhJSUluAhj14e3tjaCgIPj5+cHX1xeRkZEYOXIk+vXrR1aICYROBk3TMJvN0Ov1nAHF7qcoCkajEXq9nlPmk0gkcDqdnFHFSrE7nU7uXNajxQpNuFyuJvWNx+NBrVbD29sbBQUFbkI+crmcE07x9vaGt7c3Z1iVlJSgsLCQC0tUKBTw8/PjwgyrerSqS8UXFxdDo9FAKBQiODgY/v7+XdIbTDxIbYzHAS8oYDwfAPD995ViBRs3AtVVvwQCZtJP00CPHoz3pDp33AEsX15zP0UB69czG8B4jqZOZcLffviBeb56+NwffwD/P7mpN7SuJdizB1i2zF1CPDQUGDgQ6N2b6Wt+PrBhA+OhkkiY0ERPRW1//50xHgHG4Fq2jBmzGwS9Xs9VRa+LsrIyvP7661zIlUgkQmxsLHQ6HQoKCuDt7Y2NGzfiySefhE6nw+TJk7F8+fJ65bqvXr2K+++/HwDjQYiPj2+ZG2sh9Ho9vvvuO+zYsYMzlHg8HhISEjBt2jTcdNNNjZYkNxqNeOGFF3Du3DkAwOTJk7FkyZJmSyG3NmztpW+//RYHDx7k9nt5eWHMmDEYNGgQ+vXrh/DwcPj4+NR4T1EUhfz8fKSnpyMvLw9FRUXcdu3aNVAUhVGjRuGjjz7qlAYCTdPQarVcrg1b+FOr1eLy5ctcnlTVXApPiMViKJVK+Pj4IDIyEvHx8QgNDeVq0URERKBnz56kKDCB0MlwuVyw2+2QSCScscAaRKyRweZhsd4hFjbM0GKxcMYSa2A5nU7OI2Q0GpGfn++xFlVTqSvkGGAMLS8vL87As1qtNXK92Dpc1TfWwLJarVzdLYvFwsm+V80VFYlEnGdeJBJBKBRy9brYMWHz2diwxOr/s7lqVceSrR1msVig1+s5j6HD4YBKpUJYWBj3+8wqI5rNZq5vxEBqQ2q1SGfPZoydJ55gtsJCYOZMxuMiFjOhaEOHMipyiYmVE38AGD4cePFFJmTuxx+ZfZ9+CowaVXmM1coYTayyV0ICsHgxo/gGAM8/Dxw7BkycCLz3HrOvpITpV0UFY0ixhlJrc+gQExZ3/XrNWktViYkB3n6b+VsbW7YwBhTAeJAeeojZ2kHJrCNDURT27t2Lzz//vEbi++uvv4677roLf/31F9544w0AjOrUnDlzQFEUSktL4ePjg5CQEM79n5aWhuXLl8NisSAwMBB//PFHh63JYzQasXPnTjd5cICp43Hbbbdh4MCBiIqKQmRkJBfK4InCwkK89NJLSEtLA4/Hw8svv4yZM2d2uqTea9eu4YcffsDevXtrqI0BTLx9dcORjbuvjf79+2Pt2rVduugnG95SVFSE4uJiFBcXo7y8HDqdDsnJybh8+XKD8x3Cw8MRGxuL6OhoBAYGQq1Wc5tSqeySq7UtCZvcT+rsELoabLFeNvxOq9UiLy8PNpsNgYGBCAsLA03TMBqNsFgsnJHBPmbDB6VSKcLCwhASEgKj0Yji4mK3cMO6QgoFAgECAwPhcDhQWlraqDyujohQKOTUX9n79vPzQ2xsLDGQ2hKPOUgAk4OzaRMT5vb114yB8O+/TNjcjh011e22b2cm/hMmMIaPWFwzHO6nnxhD4Pp14OWXATbX4P77GYOo6oR1/37GYBIKmVA3X19g0SLGWFGpmD60tdiB3c70OTmZEXa4fp3JZXI4gFtvZfKPGrLCn5TEGFLXrzOPFQrg4YeZcWCVzGgauHwZOHCAuebIkYwnrrETOppm+qrXAyNGdLrcJ7vdjr1790Kv10MoFCIkJARjxozhVpn+97//4fvvv3cThqiL0NBQfPTRR4ipy4jtIFAUhcTEROzcuRMHDx6scY88Hg8hISGIiorifljkcjkEAgFOnTqFffv2cStcb7/9dofKN2oKZrMZBw8exOnTp3H+/HnkV1WdrAUfHx9EREQgJCSEy8cJDQ3FyJEjb3gpXZ1Oh7S0NE75LT09HampqSgtLYVEIgFN0ygoKKh3siGRSNCjRw9ERUVBoVBALpcjLCwMvXr14iY7ZrMZwcHB7SJp35bY7XYkJiYiLS0NhYWFKCgoQGFhIYqKirjPr0gkglqtRlBQELc6zW7sCjRbO4dNwC8tLYVOp4NKpUK3bt2gVqshk8ng5eUFmUwGqVQKPz8/krdB6FS4XC7OY1MfrLeI3ViRCZFIBD8/Py4SwG63w2AwcAqWVTfW0GIVAtmNrWPFhijSNA2bzebmYXI4HBCLxZBKpZyqIZ/P556rvlX/3mT7ynq8eDwefHx84OPjw9XJKioqqrVUgdFoxL59+0gOUltSqwepoIDxDhkMjEHC1jlZtQqobaLFepeqUlwMzJrFCCp0786ElB0/DlgsjDGweDEjxlAd1ugoLwf++1+mbTa87/33gZtuava9tyt2O+NN+vbbSsGI3r2Bd95hcrE+/7xmTpaPDyMV/uCD9edd0TRj0H73HZCWxuzz9gZuu40ZuwEDGCPX6WS8Yo0M3epIaDQabNq0CadPn4avry/8/f1hNBpRUFCAoqIibgVm+PDhePfdd93f504nY/AGBDBe0fpWd00mxpsqFjOiJH5+7oZ9K2EwGLBr1y7s27cPWVlZddYdqkpwcDBee+01DB8+vJV72PaYTCbOO1J1dZHH40EgEKB79+4IDg4mK/bNwGKxICMjA1evXsWVK1eQnZ0NrVaLkpKSBin0VScwMBChoaFQqVTw9/eHSqXitqqP2VoxHRG73Y6UlBQkJiYiMTERWVlZ8PHxgUKhQHp6er1hja2JTCbjPHuBgYHo2bMn+vbty30OBAIBfH19Gx2qSyAQGg5bZJiiKFAUBYFAwC3I0TQNq9XKLYhUP89oNHJ5ZTwejzPiBAIByUFqa+oc8LQ04KmnmJA2gMm7Wb++/klkdXbuZDwmVQkNZeSzqyTr1+DDDytD9FhuuQV4993GXb8jYzAwRtLmzYyhwue7h/HFxjIhe/v3M2GJADMpf/RR4PbbGc9adaxW4K23gN27K/eJRIzRycJO8MvLGS/d3XcDjz8O+Pu3ym22FxRFQavVwmKxICIionLS5XAAf/4JfPNNpdBIYCDzHu/Th6mpde0a8xkoK2MM+tLSyoUCFrmcCQ8dMYI5Lzq6TYxNg8GA69ev4/r168jOzuZWqtmVNbVajZkzZ2LChAkdNpSQ0Llhc55yc3ORkZGB3NxcmEwmVFRUICsrC0VFRU1uWyqVIioqCtHR0QgLC4O/vz/UajWio6MREhLSpsaTw+HApUuXOIPo4sWLdXqsBQIB4uPjER4ezoX5hoSEwNvbGxRFwWq1QqPRQKPRcCva1VefWZUws9kMl8sFf39/KJVKLnyJlaZvqjEmkUi4WmVyuZxbUWfHWSwWw+VyuW1suE/1xxRFQaFQICAgAAqFAhRFweFwcO8FVqnR6XRyUtYCgcAt+V4qlcLX1xd+fn5QKpVQKpXc/xKJhBs3duWeQLgRIQZSG1PvgF++zMh+WyzMZLIug6Yuzp5lVuo1GsYTMnduZaHW2rh6lQk7AxjDYc4cpi9dMW8gORl49dXKyfpNNzHGKSviYDAwYYWbNjHeOIDxXCQkMAaUv3+lzPqvv1Z6jSZNAubNYyb8u3YxqoQpKZ5zqby8GIPM25sxYMeNY/LMWmvCf+0a05fbb29bDxZNAwsXAkePtnzbAgEz1sHBzBiGhjKPhw8HlMqWv15LY7czMvoFBcxnjg2J0mqZHEB2UyqZexo4sFN7HwmtR3l5OZcP6OXlhfz8fGRmZqK4uBhlZWVc2FhpaSnKyspQXl7eoNwBmUyGnj17IiYmBj179uT+b0khiZKSEuzatQsnT57EhQsXauSz8Xg89OrVC0OGDEF8fDysVit0Oh3Cw8MxfPjwNgslZA0Hk8kEnU6HkpISbisoKEBqaioyMzM7dU4Gq6xG0zS8vLzQv39/9OvXD17/Hy6enZ2Nq1evwmg0IjAwEEFBQQgKCkJwcDBXC8jf3x8xMTEkV47QqSEGUhtTaw5SVcrKmEl5eHjbd3DdOkZWfN68usUPugJGI+PV6NMH6NfP8zE6HaOY9+efNWs5VUUgYPK8PNUIMpmYPCibjQktS09nPINabc1jZTIm/2nCBEYxsLEfyowMxgM5cKD7/kOHGFl0u50xxN57r+1kz48fZ3LjAGZ8HnmE8SglJjIGW2oqE0bXvTvzWgQHM+OgUAAREYzRQ1HM+F+6xOTYnTtXadx6QiBgxnH4cMZgiogAIiMb741taUpLmfFISmKM9KwsxoBsKCIR87mMi6s00vl85nW1WJjvDq2WMb6DgpgxtFqZ50NCmHNjYhivaHuPBaFdqVrQVaPRIDMzE9euXYNGo0FZWRmKioo8inSwREREoFevXoiIiODC9WQyGeRyOYKCgqBWqz1OkG02GzQaDXJzc3Ht2jWcO3cOx48fd1PG4vF46NmzJ4YOHYqhQ4di0KBBHV4JksVsNsP4/78VTqcT5eXlbpvJZILdbofJZIJWq4VWq+UKpQoEAi75vurjqhufz0d5eTlKSko475BAIOBknFkhGYFAAB8fH8jlcrhcLrd8Elaymt3qElhpKgqFAkOHDoVCoYDdbgePx4NMJuMMMIfDgYCAAPTs2ROhoaGch6yuzd/fH926dYOvry+nisbeD5/P5/LDWOUytlArUBmGxSqdEQh1QeogtQMtYZES2gG7nSnme/w4k+dVWloZgqdQMIIRgwc3vD2rlQnj02qZiX9KCuP1q1oLQSBg2kxIYDwLFMUIQCQmMkaXSsWEqfXpA/TsyeRAnTjBnHvrrYzBJhIxcucffODuxZo8GXjjDcZQ8fKq21iy25lr9u/fePU/imJyuK5cYQy+Tz5p3Pl1YTAwXs/8fMZYKixktmvXKsNUqxIayhieQ4cC8fGMsdoWGAzAP/8wNcZSUz0fIxYzBgsbwqNQMP1Tq5m/ubm1eyKbglLJeC+HDWNel5iYtjOYaJq5j+r11oDKPthsjGetsJB5bfV65niBgMljs9uZ17i0lHnO6WQ2Ly/mPSqTMW3xeJWfk6Ag5i+fz3zWzp9njEo+nxmP/v2ZXMGgIKaNG3z1m6IoFBUVIT093W3LnMNBiwAAL3dJREFUzc1tkIdEKBRCoVBwEsdsKJuxloWmgIAATJw4EQkJCRgyZAj5fWxDrFYrZywZDAZIJBJIpVLk5+fj3LlzyMjI4ML7QkJCEBcXBz8/P06tkc1NZA3AugzrtoQ1HHk8HoxGI5xOJ1cfSKFQuIUWsvL7rFCHzWYDRVFcvptCoYCvry/3v0wmI4ZWF4d4kNoYYiARaqWigpFaP3iQMcSa+yPj68u0weZC9e/P5O6sW+d+nEzGyLvffjswaFClsh/AKP8tWcJ4vUJDGc9TYwqe7tkDLF3K/P/DD8ykvLVxOBhD8d9/GY9aYaFngykwEOjblzEw4+OZraXChtg+7N7NKCNWzaFQKBijt18/5pqRkcwknsdjjqPpmqqVAGNIJyczxmZ6OnNPZjNjbEgkzKZSMZ4lq5Ux5I3GSgM4J4d5PT3JtyoUTDhv1bFQq1vGaKJp5v389dfM62G1Mn0WCpnwXZeL2UfTzGORiMnVa0/4fKZ/rCEXFMRsbP/E4sq/vr6MR47dFArmOKmUGXuplGmri0ymLBYLrl27hrS0NFy5cgVFRUXQarXQ6/Uwm80NnhyLxWL06NEDMTExmDhxIkaPHk3yXboIWq2WU790uVxccjwrOy0UCiEUClFUVMSF67Hw+Xzu+aqbQCCAVqvlcqyqUl8tn9aAlZCnaRo+Pj4IDQ2FUqmE0WiEyWSCSCTijC227g6b/2W1WlFeXg6bzQYvLy+uZhC7VX0skUhgs9lgNBohkUi4EFdW+U2lUqFHjx4QiUQoKSlBRkYGxGIxfH19uc2TSAhFUcjMzERWVhYCAwPRvXv3Rs1JrVYr99p0VYiB1MY0KMSOQGC9NgcPMh4Rm42Z2MbGMpProCAm/C83F7h4kZk0x8Qw8uUlJYwhUzV3asoUxlDx8mIMpOpGEotUynitgoKY6+3ZU+kpA5gJ4YIFwPjxlSp0rNhFVWiayctasgTIy2Ou/847rTJUDSInhxnLo0cZL46nkBIeD4iKYowEdouJaVzOT1kZI6+/Ywfj2WDx8WEUDadMYQyj9vJOOJ3MWLD5aMeOMSG1nvD3ZwylHj2YsMfAQOY+5PKaSoIuF2PU6PWVm8HAvAczM5lrNQWxmDHMVSrmPeV0VhomMhnjXVMqmcd8PvM5qahgPENsv0pLmVzM4mKmTwDz3k1IYIxAl4sxos+fZ/62BnI5c82QEOYzKBYz/Q4IqPQOUxSzT6VitoAA5vPYyQwrp9MJjUaD/Px8btWeLZYpFouhUqkQFBQEPz8/kqNC4Cb6bGhhXV4ZiqKg0WhgMpncZKNZmfyqBUnZgs4VFRWcEePl5cUZGwaDAXq9HjqdjvtrMplgNBq5/Csej4eKigpOmr+h5S3aGqFQCG9vb+ir/uZUgRXl8P1/kSlWuKR6wVmpVAq5XA65XA5vb2/ur7e3N1e4taKiAhkZGcjPz4dQKERERAQiIiLg7e3NhdhW/SsWi2E0GrlxZCXB2VBHPp8PHo8HiUTidq5UKuWkxi0WC1f4VSgUQiKRcAViPW2sQInNZoO3tzcUCgWMRiM0Gg10Oh2MRiNsNhu6deuGuLg4BAQEQCAQwOVycX28ePEi0tPTSYhdW0I8SIQ2oaCAyTsKC2NCyqrX6ygoYCaLYjEzef3nH8Yg8/RRDgsDnn0W+PLLylpSADNZdjgYY0MkYh57ezOb1cpMjAFmMr1jB9CtW6vdbqNwuZjcn0uXKrf0dM/ha0JhpVfA15fZ2P8VisrQuJISZhyTkys9dgIB47GbMoXx0HXUmlgFBUzfL19mxiItrfneS0+MHcvkoPn4MO8Xq5UxZIRCxvvF4zGP7XbGOAgJaflcKYuF2VQqz8/r9YyRy4btCQRMf1gDy2ZjXl92s1qZY3U6ZtPr3b2FzYU1BGUyxliSy5nPl58fY0xJJMxYKhSMQSuXV/ZNKmX2+/hUfjZFok5ncHFQFPM5Kyur9JiWljIGv0bDeEurbqynVCisHEPWkGbDNVlPIZ/fsP+FQuZzLJNVegel0srXx9u7844voV5sNhvKy8thMBg4Q4rH40Gn06GwsBAGg4EL02PzzFhjSywWc/lSXl5e8PX1hUQi4RQUPW1sLSGJRAJvb29UVFTgypUryM3NhUAggFgsruGxraqI2BB8fX1hMBg6tbBIa9C/f3+sWbOGeJDaEmIgETos5eWMkXT2LDPBEAgYz8EDDzA//GYz8OmnTMhYaWnD2uzVC3jySWZy3JGxWpl8ppQUxkhITWW8c01BpWIUIGfMYCaynQ2KYgxh1mDKy2OMAzZfrrYfXtYrwm4KReWEfuJEJr+nq0PTlYIZrAFosTBjx46j3c4YWjodM+E3mytzAFljq7V+Uvn8yol91Qm+VMoYUazhX3URwNe30tvl49N6BoDLxYwPm0tYNa+woIB5roGTvnZDLGa8kj4+zPenUFi5iUS1b+zz9YUYenpfVN/XkGN4vEojUyJh3gtV/6/6uPrzRmNlDm5V45ANPyW0OhRFcd7X8vJyXLlyBXq9Hj179kRkZCR4PB7MZjPKy8uh1+vdREJ4PB68vLygVCoRHx+PgIAA2Gw2ZGdno6ysDCaTifOkseGCJpMJDoeDC/2LiopCTEwMrFYrMjMzUVBQ4Oa1Y/9npfG9vb25Iq0KhQJeXl5czSJWPIMtFMtez2KxQCgUuhWZZb1DbD6jp40N4fTx8YFEIoHRaER5eTknHqNSqeDj4wOBQICsrCxcu3bNzTPI1i7r3bs33nrrLWIgtSXEQCJ0emiaWbXNyqpcTbXZmB/Oigrmr8PBqMi1Rc5Ra1FezniW9Hrmf3YzGCr/soV/vb0r1RBHjOi6UtysAVB9osrnV3qBCM3D5WLec6wAhcXCGFFmMyPOYjQyXhSDodKjxR5vNjPvPaGw8ryWRCiszHMLCGD+enu7T6I9TbBFokrD0GZj/mfvQ6NhFicyMtxrxzUEHo8JBw4Jcfdgs94yNizTYmHGzuFgxpeimL91/e/pObYtdmsp0ZSuAuut8/ZmIg9CQ93zKdmpIvtXJmPeQz4+lWGm7EbTzLhX/ct6Rb28ah7PvlYAc02xmNnY7yU2TN2TwVp1n6fnSChol4WiKNhsNs4byIZWAiQHqc0hOUgEAoFAaBNcLveFC3Zib7W6e7jMZuaY8vLKvwZD5WJAW3pu+HzGcx0Swmyhoe51zvz9GQPLamW8W+21GEHTjMHFjqHJxHgKNRrmMausWHWrGp7paXM6ay4y1Pe4tn11HUPTlcaqzcaMZdW/TSyI22VhwyurG1DV93kyrtg8XdbIrvo/UOlprP6X3dhw0NqO8fZmFiu8vJhFEp2ucsHK06IFwLzPTCbGg63TMYaqn19lfmlt12Q9nGwoctUQdDZ0lQ1L9bSxCqZVx6LqfbL/8/nMuLHGMfvZoChmP3t81WtWh6aZrepzFFX53We3M98ftdT5vCFlvr/44gusX78eUqkUSqUSX331FbrVkRtx5swZLFu2DEajEWazGYGBgdiyZQsCPEgEz5kzB6dOncL1qnka1SAeJAKBQCB0Gmi6UlK9tLSy1pZWW+m1YifXVSfYVf93OCpX89lNJqsUpIiOZrzN3bszIWpEza59YT3Fnl5Xb2/GSPXycjewq/6v1zNhkQUFlblgrIHGyu+z76uyMmayXtfEmj3HYqn0nLKTYx7PfWIOMH1n+2+3Vyp9CoXuxmrnmbreePD5DffQ8niV7wehkDGqWEVYgYB57dnyENWRyZjnq3qOXS4gPh6Gjz9u9ny902j8/fLLL3jrrbeQnJyMgIAArFixAtOmTUNiYqJHNZ3Lly9j9uzZ+Pvvv9G7d29QFIXZs2d7lDHdv38/9uzZw6mEEAgEAoHQ6eHxKvOSundv794Q2oKqOUp1TQxZgZDOCkW5e++q/l/9cW3PVX3e03OsF6Oqt6Oq14OdkLPnsv/X9rf6cQYDs1hhsTCGq78/c19VFypYA7eqJ9jLi1Em9fNjztXpmOOqtl2bgcLnM94Xp9NzCY2Wem0aCutpYg2jqrhcdYcas+HL1WlsuG8tdBoP0qhRozB69Gi8//77AAC9Xg9/f3/s2rULt9xyS43j58yZg+joaKxcubLOdh0OB0aPHo27774b69ata5AHiYTYEQgEAoFAIBDaBKfT3SNXH2wYXFWjiaYrQ+oAxpAwmTznhFXfAHcjkQ0/rG70sf9XDzdka9NV9/ZU39gQQ1aF1GqtrLtXtTZdeTnjBXc43D1QfD6OJiVha1LSjRFiZ7fbIZfLsXHjRjz44IPc/h49euChhx7C8uXL3Y6naRpKpRKvvPIKzp8/j7y8PKjVarz55psYOHCg27HvvfceeDwe1Go1li9fXr+BpPTFtYJr8PHxacE7JBAIBAKBQCAQCM1F5BBB5afq+iF2Wq0WTqcTqmr1L1QqFQo9FAfUarUwGAz44IMPcPjwYfTp0wcbNmzA6NGjkZaWxuUt5efnY/v27Th+/Di2bNnSsM7IgHt+vYdUDScQCAQCgUAgEDoY2+7a1uw2OpX+oacqzZ722f5fxeXOO+9Enz59AACPPfYYVCoVvvnmG+64F154Ae+++y5ERP+fQCAQCAQCgUAgoJN4kNRqNYRCIcrKytz2l5WVITg4uMbxfn5+4PF4CA0NddsfHh6O7OxsAIwwA03TmDRpUuM6YwYGpQ6C+P/lSW+66SbcdNNNjWuDQCAQCAQCgUAgtAgHDhzAgQMHAAAfvv1hs9vrFAaSSCRCQkICLl68yO0rLy9HdnY2Ro8eXeN4uVyO+Ph4FBUVue0vKSnhwuv++ecfXL9+HRMmTAAAFBUVoaioCBMmTMCQIUPw4Ye1DC4NrHlnDZH5JhAIBAKBQCAQOgBz7piDOXfMAcBoBvxv7f+a1V6nEGkAGJnvZ555BsnJyfD398fbb7+Nn3/+GWfPngWfz8dnn32G48eP48cffwQAbNiwAYsXL8bFixcRFhaGPXv2YPr06UhJSUF3D3KnmzZtaphIA6mDRCAQCAQCgUAgdEhaYr7eKTxIADBjxgwUFRXhlltugZeXF5RKJX7//XeuBlJOTg7S0tK44x977DHodDpMnjwZKpUKQqEQe/fu9Wgc3XHHHbh27RrnQXrmmWdwzz33tNm9EQgEAoFAIBAIhI5Bp/EgdQRIHSQCgUAgEAgEAqFjsnv3bvzxxx83Rh2kjgIJsSMQCAQCgUAgEDouLTFf71Qy3wQCgUAgEAgEAoHQmhADqQksXboUu3fvbu9uEAgEAoFAIBAIhP9n9+7dWLp0abPbISF2jYCE2BEIBAKBQCAQCB0XEmJHIBAIBAKBQCAQCC0IMZAIBAKBQCAQCAQC4f8hBlITIDlIBAKBQCAQCARCx4LkILUDJAeJQCAQCAQCgUDouJAcJAKBQCAQCAQCgUBoQYiB1ARIiB2BQCAQCAQCgdCxICF27QAJsSMQCAQCgUAgEDouJMSOQCAQCAQCgUAgEFoQYiARCAQCgUAgEAgEwv9DDKQmQHKQCAQCgUAgEAiEjgXJQWoHSA4SgUAgEAgEAoHQcSE5SAQCgUAgEAgEAoHQghADqQmQEDsCgUAgEAgEAqFjQULs2gESYkcgEAgEAoFAIHRcSIgdgUAgEAgEAoFAILQgxEAiEAgEAoFAIBAIhP+HGEhNgOQgEQgEAoFAIBAIHQuSg9QOkBwkAoFAIBAIBAKh40JykAgEAoFAIBAIBAKhBSEGEoFAIBAIBAKBQCD8P8RAagIkB4lAIBAIBAKBQOhY3JA5SF988QXWr18PqVQKpVKJr776Ct26dav1+DNnzmDZsmUwGo0wm80IDAzEli1bEBAQ0KQ2SQ4SgUAgEAgEAoHQcbmhcpB++eUXvPXWW/j3339x/PhxjBgxAtOmTQNFUR6Pv3z5MmbPno01a9bg2LFjOHv2LHx8fGA2m5vcJoFAIBAIBAKBQOjadBoD6YMPPsDcuXM5789zzz2HCxcuYN++fR6PX758Oe677z707t0bAMDn87Fjxw5EREQ0uU0WEmJXSVcch654T50JMv416Ypj0pnuqTP1tS3oiuPR2e6po/W3vfvT1tdvi+u195g2ho7U15YKsesUBpLdbseZM2fQv39/bp9SqURkZCSOHTtW43iaprFr1y74+Phg9uzZGDVqFKZNm4akpKQmt1mVlStXYsqUKc2/sS5AR/pQtBRd8Z46E2T8a9IVx6Qz3VNn6mtb0BXHo7PdU0frb3v3hxhI7UtH6uuUKVOwcuXKZrfTKQwkrVYLp9MJlUrltl+lUqGwsNDj8QaDAR988AHeeOMNHD9+HHfddRdGjx6N3NzcJrXZUelIb8q2oLPfb0v3vyXba6m22vs1aur12+q81h6fxrTfGse29XuyJY5pbp/rOr85127Kcy15Tku9txuzv6H7mnt+U9831fc15ZiWOqehxzem7ea005DzGtp+Y/9vaptNPdbT9RrafmP6Ud/xDXmuMcc09W9Ltt/cY1rqN0jYIq20ETwer0H7bDYbAODOO+9Enz59AACPPfYYli9fjm+++Qavv/56o9sEGM8UwCR/dRT++OMPjBw5st2ub7fb23Q82uJ+W/OeWrr/LdleS7XV3HaaO/5NvX5bndeU6zRmTBrTfmsc29DjGnJPDWmrJY6p7/n6+lrX+c25dlOea8lzattf23i0RPsN3dfc86vv83RPDTmvKce0xDnV+1vX8Y1pu6nP1dWfprTf2P+rXr8x5zb1WE/Xa2j7Dd3HXqOu4xvyXGOOaerf6n1tzl8AzToGADf3b5YOHd0JsNvttFAopDdv3uy2v3v37vQbb7xR43ij0UjzeDx6yZIlbvtHjBhBP/roo01qk6ZpOjc3lwZANrKRjWxkIxvZyEY2spGtA2+5ublNtj06hQdJJBIhISEBFy9e5PaVl5cjOzsbo0ePrnG8XC5HfHw8ioqK3PaXlJRwEt6NbRMAQkNDkZubCx8fn1q9TAQCgUAgEAgEAqF9oGkaFRUVCA0NbXIbnaYO0i+//IJnnnkGycnJ8Pf3x9tvv42ff/4ZZ8+eBZ/Px2effYbjx4/jxx9/BABs2LABixcvxsWLFxEWFoY9e/Zg+vTpSElJQffu3RvUJoFAIBAIBAKBQLix6BQeJACYMWMGioqKcMstt8DLywtKpRK///47Z8jk5OQgLS2NO/6xxx6DTqfD5MmToVKpIBQKsXfvXs44akibBAKBQCAQCAQC4cai03iQ2oovvvgC69evh1QqhVKpxFdffcWF5Xni+++/x//+9z8IBALodDqMHj0aX375ZRv2uHVpzHgkJSVh0aJFMJvNcLlciIiIwJo1axAWFtbGvW4aWq0WzzzzDE6dOoWsrKz27k6XpTHjPGHChBr7HnvsMTz44IOt1LuOAU3T2LRpEzZt2sR9twwfPhyrVq2CUqls7+7VSVP63hFf599++w1fffUVnE4ndDodpFIp3nvvPYwYMaLd+tRRmDNnDk6dOoXr16+3d1eaxfLly7Fz50639+WQIUPw4Ycftl+n6uHMmTNYtmwZjEYjzGYzAgMDsWXLFq6eY1vSq1cvBAcHu+1LSUnBq6++ioULF7ZJH0pLS7Fw4UJcunQJcrkcNE1j9erVGDVqVKtcz2azYfny5Th48CCcTid8fX2xdu1axMXFNbnNun4Tc3Nz8eSTT0Kv18NisWD+/PlYsGBBc2+jWdTW34yMDKxcuRLp6emgaRp2ux2vv/46pk6d2i79qUpKSgoGDRqE9evX45FHHmlYw03OXuqC/Pzzz3RwcDBdUlJC0zRNv/nmm/SgQYNol8vl8fhvv/2WHjVqFK3X62mapumSkhJ68uTJbdbf1qYx40FRFB0eHk6/9NJL3ONZs2bRN998c5v2uakkJyfT48ePpxcsWEBHRka2d3e6LI0d5/Hjx7d6nzoiFRUVtFwup69cuULTNE2bTCZ6+PDh9MyZM9u5Z/XTlL53xNd5ypQp9I4dO7jHixcvpv39/Wv9PbhR2LdvH61UKrvE9+Qbb7xBHzhwoL270WBSU1PpqKgoOjU1laZpmna5XPTMmTPp7OzsdunPXXfd5fbYbrfToaGhdH5+fpv14f7776dHjx5N2+12mqZp+rPPPqOVSiVtMBha5XrPPvssPXz4cNpisdA0TdPLly+nIyMjaZPJ1KT26vpNdLlc9MCBA+m3336bpmma1mg0dGBgIP3LL7806x6aQ139ffHFF+knnniCpiiKpmlmDikUCulz5861S3+qMnHiRFoul9PffPNNg9smBlIVRo4cSS9atIh7rNPpaD6fT+/Zs6fGsU6nkw4JCaF3797dll1sUxozHiUlJTQA+u+//+b2rV27lpbL5W3S1+ZSWFhIW61W+ptvvukSP/wdlcaOc0ecOLcFVquVfv/99932ffrpp7RUKuV+fDoqTel7R3ydExMT3YyhP/74gwZAl5WVtWOv2he73U4nJCTQ77zzTpf4nuxsBtLs2bNrqPN2JLZv305PmzatTa/Zp08fevHixdzjS5cu0QDoM2fOtPi1XC4XLZVK6fXr13P7dDodDYD+/vvvm9RmXb+Ju3fvpgUCAV1eXs7tW7hwIT1q1KgmXaslqKu/P/30E7cwxqJSqehVq1a1S39YNm/eTC9cuJCOjIxslIFEkm3+H7vdjjNnzqB///7cPqVSicjISBw7dqzG8RcuXEBhYSFKS0sxZcoUjBo1CvPnz0dJSUlbdrvVaOx4BAQEYNy4cdixYwdcLhesVit27tyJsWPHtmW3m0xwcDAkEkl7d6PL05RxfvbZZzFu3DhMmDABq1evhsPhaKXedRwkEgkWLVrkto8Np+noCppN7XtHe52HDBnC5aNWVFRgw4YNeOSRR+Dn59eu/WpPPv74Y8yaNatZylAdjQ0bNmDChAkYM2YMnnnmGWi12vbukkdomsauXbvg4+OD2bNnY9SoUZg2bRqSkpLau2scX3/9NZ544ok2veaMGTOwa9culJeXAwC2bt0KtVrdrJC32tBqtbBYLAgMDOT2KZVKeHl54fTp001qs67fxGPHjiEyMhIKhYLbN3DgQJw5c6bdvh/r6u+sWbMQGxvLPaYoCjabDUFBQe3SH4CpW/rRRx9h+fLljW6bGEj/j1arhdPphEqlctuvUqlQWFhY4/iMjAwAwJo1a7Bt2zYcOXIEDocDt9xyCyiKapM+tyaNHQ8A2LlzJ7Kzs9GtWzdERkbC29sb27Zta4vuErooQ4YMwfTp03H48GH8/PPP+Pnnn/Gf//ynvbvV5tA0jR07dmDx4sXt3ZVG05C+d+TXec6cOQgNDYVIJMKnn37a3t1pN/Lz87F9+3b897//be+utBhRUVEYNmwY9u3bh4MHD8LhcGDcuHGw2+3t3bUaaLVaGAwGfPDBB3jjjTdw/Phx3HXXXRg9ejRyc3Pbu3vIycnBlStXcOutt7bpdVesWIGbbroJkZGR6NmzJ3777TccPHgQPj4+LX4ttVoNmUyGnJwcbl9ZWRmsVivKyspa/HqFhYUe52AOh6PDGvJV+euvvxAQEIDZs2e3Wx9ef/11vPDCC25GZkMhBlI1PK1wetpns9kAAE899RSUSiUEAgGWLVuGCxcu4OjRo63ez7aioePhcDgwadIkREdHIzc3FwUFBVCr1Xj66afbopuELsqHH36IiRMnAgD8/f3x6quvYuPGjZ3ix6ElWbNmDSIiIvDUU0+1d1caTUP63pFf523btqGsrAzh4eFISEiA0Whs7y61Cy+88ALeffddiESi9u5Ki/HII4/g2WefhUAggFAoxOrVq3H58mX88ccf7d21GrBzjjvvvBN9+vQBwAiZqFQqfPPNN+3ZNQCMJ27evHltrgL87LPP4vjx48jMzER6ejpeeukl3Hfffa1isPB4PDz55JP44osvoNVqQdM0VqxYAbFY3GoRKLV53Tt6JEFpaSmWLFmCrVu3QiaTtUsfUlJScPHiRcydO7dJ5xMD6f9Rq9UQCoU1PlRlZWU1VFoAcFZ91VADVt0tOzu7FXvaNjR2PPbt24dz585h2bJlEAgEnMH4/fff48iRI23VbUIXJzIyEgBuKJXBrVu3Yv/+/diyZUuH/1GsTlP73tFeZ5FIhFWrViEjIwM//fRTe3enzdm/fz9omsakSZPauyutilKphK+vLzIzM9u7KzXw8/MDj8erEd4YHh7e7nMOiqKwefNmPPbYY216XbPZjC+++ALPPvssNyebO3cujEYj1q5d2yrXfO+993D//fdj2rRpuOmmmzBw4EDExsYiOjq6xa8VEhLicQ4mEong7+/f4tdrKSoqKnDPPffgww8/bFfVz+eeew5r1qxp8vnEQPp/RCIREhIScPHiRW5feXk5srOzMXr06BrHDx06FHw+H0VFRdw+Nv+oLlnwzkJjx4ONhxWLxdw+9v/WWMkhdH00Gg1Wr17tto8N7+wKn7GGsG3bNmzevBk7duyAl5cX0tPTuZXkjk5D+95RX+d3333X7bFIJIJYLL4hPUj//PMPrl+/jgkTJmDChAlYtWoVioqKMGHCBLz44ovt3b0mU73vJpMJBoOhQ36/yOVyxMfHu805AGbe0d793bVrF/r27dvmJT2cTicoinKbdwDM3KO15h1CoRDLli3DsWPHcPDgQcyaNQtZWVm4/fbbW/xao0ePxvXr11FRUcHtu3DhAhISEjqsJ7eiogLTpk3Dyy+/jClTpsBmsyE9Pb3N+5Gfn4+8vDw899xz3PdWUVERVq1ahQkTJiA5Obn+RpotIdGF+Pnnn+mQkBBaq9XSNE3Tb731Fj1w4EDa5XLROp2OHjVqFH3w4EHu+Llz59Jjx46lbTYbTdM0/corr9D9+vWjHQ5Hu/S/pWnMeJSUlNAqlYp+6623uPPfeust2tfXly4uLm6X/jcFomLXNnga5+rvqaysLDogIIDOzc2laZqmLRYLPWnSpBrSsl2VrVu30uPGjaM1Gg1dUVFBV1RU0A888ACdlZXV3l2rl7r63lleZ6lUSicnJ3OP161bR0skEk5i+Uamq3xPRkVF0f/88w/3+NVXX6XDw8NbTSK6uXz99de0SqWi8/LyaJpmVM5kMhmdmZnZrv2aPn06/ccff7TLtceNG0ffdtttnMz3oUOHaD6fT+/atatVrrds2TI3td4XX3yRfuCBB5rdrqfPFCvzvXLlSpqmmXlWUFBQu8p8s3jqr8FgoMeOHUv/+OOP3Pf+pUuX6Icffrhd+lOdxqrYEQOpGmvXrqUHDRpEjxw5kr7tttvonJwcmqZpuqCggFapVG51MYxGI/3444/T8fHx9NixY+mZM2dyP/JdhcaMx6lTp+iJEyfSI0eOpEeMGEFPmDCBPn78eHt1vVGYzWZ6/PjxdFxcHC2RSOjx48fTn332WXt3q8tR1zhXf09ZLBb6rbfeoocPH06PHz+eHjJkCL1gwQJap9O14x20DYWFhbRAIKAB1Ng6uoFUX987y+u8Zs0aeuTIkfT48ePpkSNH0mPHjqX37t3brn3qCEydOtXt87t9+/b27lKT+f777+nx48fT48ePp4f/X3v3HhRV+cYB/HtAQCRXEWiPIiFIKhKiiBBKcrFIJS3zkjmOYJSOmTlmxRjjBFqTl9LJGZ1EHcmiizjqNDaawoo5k5ccdc28ongjwfWWGLqC+/z+kD0/l12QUFnD7+e/fW/Pc2AG9/E95z0xMTJkyBA5cuSIs9Oq1/z586V79+4SFxf3SPwbW15eLkFBQVJdXe2U+KWlpTJ27FiJjIyUuLg4iYyMlNzc3IcWb/ny5RIaGipxcXESHR0tGRkZcvPmzUavd6/vHmfOnJFBgwZJbGys9OzZUxYvXvwgLqPR6st38uTJDv/uP8wCqSHf3fLz8yU+Pl48PDyka9eukpKS0qC1FRGRh7C7RURERERE9J/DZ5CIiIiIiIhqsEAiIiIiIiKqwQKJiIiIiIioBgskIiIiIiKiGiyQiIiIiIiIarBAIiIiIiIiqsECiYiIiIiIqAYLJCIiokeQxWLBP//847T4FRUVTotNRORMLJCIiJqRHj16oFWrVlAUBT4+Pnj++edt+jdv3gxFUbBs2TKb9rlz50JVVbi4uEBVVezdu7cp09akpKSgXbt2UBQFubm5TsmhMR503qdOnUJMTAyOHj16/8k1UkpKCr777junxScichYWSEREzciBAwcwc+ZMAMCiRYtQUFBg028wGAAAhYWFNu0ZGRkoKChAdHQ0ysrKEBkZ2TQJ1/Lzzz9j7dq1TondEFlZWVAUBadOnbJpf5B5nz9/Hs899xzGjRvntN8DACxfvhzvvfce8vLynJYDEZEzsEAiImpmkpKSAPy/GLpbYWEhdDodDAYDRMSmz2AwaHPJed5++20EBgZiypQpTs2jS5cuyMrKwqRJk3D+/Hmn5kJE1JRYIBERNTNRUVFo06aN3S7R1atXcf78ebz++uswmUz4448/bPoNBgMGDBjQlKlSLQcPHsT69esxffp0Z6cCAHjjjTfQokULfPnll85OhYioybBAIiJqZlxdXdG/f3+cPn0aJ0+e1NqLiooQHx+v7RLdXUBZLBbs2rUL/fr1AwBs27YNo0ePRlBQEHx9fREQEICpU6fi+vXr2pyBAwfCw8MDiqJAVVXtuaa9e/dCVVW0aNECvr6+2L17NwDg5s2bmDlzJoKDg9GuXTv4+/tj4sSJMJlMDboui8WCBQsWIDQ0FO3atYNer8eYMWNsrvHTTz+FqqpQFAVpaWnIz89Hr169oNPpEBMTgz179titazKZMHbsWHh7e6NDhw544YUXcPDgQSiKAk9PT6iqiuLiYvTo0QOff/45AKBPnz5QVRWqquLy5ct2eWZlZSEkJATe3t4YNmwYLly40KBr/PHHHwHAbieva9eueOKJJ2xu7zt79ixUVYW7uzs6deqkjV21ahVUVYWrqysSEhKwbds2xMTEQKfTITo6Wvt9LFiwACEhIfD19cX48eMdHgjh7u6OuLg4/PDDDw3Kn4ioWRAiImp2Fi5cKABk2bJlWts777wjy5cvlwsXLoiiKJKSkqL1/f7775KQkKB9Hj58uCQkJIjJZBIRkX379klAQICMHDnSJk5GRoYAkH379tm0X7hwQXx8fKSyslJERG7fvi3Jycni7+8ve/bsERGR4uJiCQ8Ply5dukhFRYU2d+vWrQJAVq5cabNmenq6tG7dWrZs2SIiImVlZZKYmCh+fn5y7tw5m7EAJDQ0VGbMmCFms1muXLki0dHR4uvrKzdu3NDGmc1miYiIkICAAPnzzz9FRMRoNEpMTIwAkNTUVJt1P/74YwEgJSUldj9za94RERGSn58vFotFDh8+LD4+PvLSSy/ZjXckISFBVFV12FdX7Pj4eAkMDLQbHxgYKEFBQTJp0iSprKyUa9euSWxsrPj5+UlOTo6sX79eLBaL/Pbbb+Lq6iozZsxwGPfDDz8UAHLmzJkGXQMR0X8dd5CIiJohR7tEhYWFSEpKgp+fH8LDw/Hrr7+iuroagP3zR507d8b8+fPh6+sLAOjZsycyMzORn5+P48ePa+PS0tIAAF9//bVN/Ly8PAwbNgyenp7a582bN2P27Nno3bu3FmPBggU4duwYvvrqq3qvZ/v27VixYgWmTZumncyn1+uRk5MDk8mEzz77zG7O5cuXMWvWLLi7u6Nt27aYMGECLl68iB07dmhjVqxYAaPRiIyMDHTv3h3AnZMA7+f5n+DgYIwYMQKKoqBbt25ISUnBpk2bcOvWrXvOPX78OPR6faNj11ZaWorZs2fD09MTrVu3xoQJE2AymVBQUICXX34ZiqIgNjYWffv2xZo1axyuoaoqAODYsWMPLC8iokcZCyQiomYoPDwcTz75JLZu3QrgzsloZrMZQUFBAO4UUBUVFdrtVrWfP5o7dy6ioqJs1nz66acBAIcPH9baunXrhujoaOTl5aGqqkprz83NRWpqqvZ59erVAIDk5GSbNa3F0i+//FLv9dQ1PyQkBDqdzuH8yMhItGjRQvscEBAAADYHDvz0008A7twueLeEhIR686nPs88+a/PZ398f1dXVuHjx4j3nXrp0CV5eXo2OXVtISAh8fHxscgFg97vt2LEjzp0753ANaz6XLl16YHkRET3KWCARETVDiqIgISEB5eXlOHjwIAwGAxITE7X+u3eYqqqqYDQaER0drfWXlpZiypQpeOaZZ6DX66GqKkaMGAEAds/cpKWlwWQyYePGjQAAo9GI69evIy4uThtTXFwM4E5BZH12R1VVhIaGwsvLy27N2qzzX3nlFZv5qqpCRHDlyhW7OdbdLyt3d3cAsNnJKSkpAQC0b9/eZqx116QxGhK3Lrdu3bIp6u5X7Vzc3Nwctru7u+PGjRsO17Dm05D8iYiagwf3V5iIiB4pSUlJWL16NQwGA/bv32/z0tj4+Hi4urqisLAQiYmJ6NWrl/ZFuKKiArGxsVAUBWvXrkVkZCQURUFRUZFNkWU1evRoTJs2Dbm5uRg6dKjd7hEA7UjxEydONGqHxDq/qKgIYWFhDZrj4nLv/wO0riu1jjy/Hw2JW5dWrVrZ7MQ1hMViqbNPUZR/1e6ItTBq1arVv8qLiOi/ijtIRETNlPWWOYPBYPeMkU6nQ1RUFHbs2IENGzbY3F5XWFiIs2fPYvLkyejdu/c9v0x7e3tj6NCh2LBhA8rKyvD9999j3LhxNmO6dOkC4M7OVG1Hjx7FgQMH6o1R3/wzZ85otwr+W8HBwQCAsrIym/ban5tK+/btcfXq1XrHWJ8bs2roKYCNZc2nQ4cODzUOEdGjggUSEVEzFRISgqeeegqbNm2Cl5eX3W1jSUlJuHXrFpYsWWJTPHl4eACw32U4e/ZsnbFSU1NRVVWF1NRUdO/eHYGBgTb9o0aNAgCsX7/epl1E8Nprr6GgoKDea6lrPgBMmTIF3377bb3z6zJkyBAA0G4PtCoqKnI43rr7ZS1SvvnmG4cv5G2ssLAwh0Xg3e7uN5lMOHHixAOL78i5c+fg4uKC0NDQhxqHiOhRwQKJiKgZS0xMhNlstnuvDvD/55Dc3NwQERGhtfft2xft27fH4sWLceTIEQB3Tlf75JNP6owzcOBAqKqKzZs3ayfb3W3MmDEYNGgQ5s2bh+3btwMAKisrMX36dNy8eRPp6en1XkdcXBwmTpyIlStXYt26dRARVFVV4YsvvsDOnTvx/vvv3/Nn4Uh6ejrCw8Mxd+5cHDp0CABw4MCBOguubt26AQAOHToEs9mMOXPm4O+//25UbEcGDBiAa9eu4fTp03WOWbx4McxmMyorK/HRRx+hY8eODyy+I0ajEX369EGbNm0eahwiokeGE48YJyKih2zVqlUCQNauXWvXV1lZKR4eHvLqq6/a9RmNRklOTpa2bdtKcHCwJCcna+9W0ul08uKLL9rNmT59unh5ecn169cd5mI2myU7O1s6d+4sfn5+EhQUJG+++aaUlpZqYwYPHize3t5anF69eml9FotFFi1aJGFhYeLj4yOBgYEyatQoOXLkiDYmJydH9Hq9AJCWLVuKXq8XEZF3333XZt278y8vL5cxY8ZImzZtxN/fX4YMGSInT54UADJ+/Hiba7h9+7akp6eLn5+f+Pv7y1tvvSW3b9+WtLQ0m/WHDRsmIiJRUVHi5eUlAMTX11eys7Md/mysLl68KJ6enrJw4UK7Put7kCIiIkSn00lYWJhs2bJF4uPjxcXFRfR6veTl5cnGjRtFr9eLi4uLuLm5iV6vl5KSEpk8ebJNjkOHDpXq6mrR6/XSsmVLASB6vV5ycnK0mH/99Ze4ubnJ0qVL682biKg5UUQe4JOpREREzUB5eTlUVcUHH3yAefPmNWnsWbNmYenSpSguLtbeIwUAWVlZyM7ORklJCTp16tQkuUydOhUFBQXYv3+/dgIeEVFzx1vsiIjosRYXF2d38IH1ZbL9+/dv8nwyMzMRExOD4cOHw2w2N3l8q9zcXOTn52PdunUsjojoscICiYiIHms7d+5EZmamVowYjUZkZGSgf//+GDx4cJPn4+rqijVr1qBfv34wGo1NHt9q9+7d2LVrl3aCIBHR44LvQSIiosfanDlzsG7dOgQHB+PGjRto3bo1Ro4ciezs7Pt6p9H9cHFxQWZmplNiWy1ZssSp8YmInIXPIBEREREREdXgLXZEREREREQ1WCARERERERHVYIFERERERERUgwUSERERERFRDRZIRERERERENVggERERERER1WCBREREREREVON/IqVqzuLVR6MAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Vary spot covering fraction *****#\n", "\n", "f_values = [0.05, 0.10, 0.20, 0.40]\n", "delta_T_spot = -300.0 # Spot temperature offset (K)\n", "\n", "spectra_vary_f = plot_collection(spectrum_bare_clean, wl, collection = [])\n", "labels_vary_f = ['Clean (bare rock)']\n", "\n", "for f in f_values:\n", "\n", " # Create star with this covering fraction\n", " star_f = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f, T_het = T_s + delta_T_spot,\n", " wl = wl)\n", "\n", " # Compute and apply contamination\n", " eps = stellar_contamination(star_f, wl)\n", " spectrum_f = eps * spectrum_bare_clean\n", "\n", " spectra_vary_f = plot_collection(spectrum_f, wl, collection = spectra_vary_f)\n", " labels_vary_f.append(f'$f_\\\\mathrm{{het}}$ = {f:.0%}')\n", "\n", "# Plot using POSEIDON's built-in plotter\n", "fig_vary_f = plot_spectra(spectra_vary_f, planet, R_to_bin = 100,\n", " plot_full_res = False,\n", " spectra_labels = labels_vary_f,\n", " figure_shape = 'wide')" ] }, { "cell_type": "markdown", "id": "f40d8a6f", "metadata": {}, "source": [ "### Varying Spot Temperature\n", "\n", "Now let's hold the covering fraction fixed at $f_\\mathrm{het} = 20\\%$ and vary the temperature contrast between the spot and the photosphere. Larger temperature contrasts mean a greater difference in the spectral energy distributions of the spot and photosphere, producing stronger contamination features." ] }, { "cell_type": "code", "execution_count": 4, "id": "40cf134d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Vary spot temperature *****#\n", "\n", "delta_T_values = [-100, -200, -300, -500]\n", "f_het_fixed = 0.20\n", "\n", "spectra_vary_T = plot_collection(spectrum_bare_clean, wl, collection = [])\n", "labels_vary_T = ['Clean (bare rock)']\n", "\n", "for dT in delta_T_values:\n", "\n", " star_dT = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f_het_fixed, T_het = T_s + dT,\n", " wl = wl)\n", "\n", " eps_dT = stellar_contamination(star_dT, wl)\n", " spectrum_dT = eps_dT * spectrum_bare_clean\n", "\n", " spectra_vary_T = plot_collection(spectrum_dT, wl, collection = spectra_vary_T)\n", " labels_vary_T.append(f'$\\\\Delta T$ = {dT:+d} K')\n", "\n", "fig_vary_T = plot_spectra(spectra_vary_T, planet, R_to_bin = 100,\n", " plot_full_res = False,\n", " spectra_labels = labels_vary_T,\n", " figure_shape = 'wide',\n", " y_max = 8.5e-3)" ] }, { "cell_type": "markdown", "id": "17b09c38", "metadata": {}, "source": [ "### One-Spot Model: Hot Faculae\n", "\n", "Faculae are regions on the stellar surface that are *hotter* than the surrounding photosphere --- the opposite of starspots. On M dwarfs, faculae are associated with magnetically active regions and can cover a significant fraction of the stellar disk.\n", "\n", "We can model faculae using the same `'one_spot'` framework by setting $T_\\mathrm{het} > T_\\mathrm{eff}$. While spots inflate the observed transit depth (since the unocculted photosphere appears brighter relative to the spotted regions), faculae *decrease* the apparent transit depth.\n", "\n", "Let's explore faculae contamination by varying the covering fraction and temperature, just as we did for spots." ] }, { "cell_type": "code", "execution_count": 5, "id": "bc138fb1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Vary faculae covering fraction *****#\n", "\n", "f_fac_values = [0.05, 0.10, 0.20, 0.40]\n", "delta_T_fac = 200.0 # Faculae are 200 K hotter than the photosphere\n", "\n", "spectra_vary_f_fac = plot_collection(spectrum_bare_clean, wl, collection = [])\n", "labels_vary_f_fac = ['Clean (bare rock)']\n", "\n", "for f in f_fac_values:\n", "\n", " star_fac = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f, T_het = T_s + delta_T_fac,\n", " wl = wl)\n", "\n", " eps_fac = stellar_contamination(star_fac, wl)\n", " spectrum_fac = eps_fac * spectrum_bare_clean\n", "\n", " spectra_vary_f_fac = plot_collection(spectrum_fac, wl, collection = spectra_vary_f_fac)\n", " labels_vary_f_fac.append(f'$f_\\\\mathrm{{het}}$ = {f:.0%}')\n", "\n", "fig_vary_f_fac = plot_spectra(spectra_vary_f_fac, planet, R_to_bin = 100,\n", " plot_full_res = False,\n", " spectra_labels = labels_vary_f_fac,\n", " figure_shape = 'wide',\n", " y_min = 2e-3, y_max = 7.5e-3,\n", " legend_location = 'lower right')" ] }, { "cell_type": "markdown", "id": "943c1019", "metadata": {}, "source": [ "### Varying Faculae Temperature\n", "\n", "Let's hold the faculae covering fraction fixed at $f_\\mathrm{het} = 10\\%$ and vary the temperature contrast." ] }, { "cell_type": "code", "execution_count": 6, "id": "95541582", "metadata": {}, "outputs": [ { "data": { "image/png": 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g25dffqn8vm7dOltwcLDN1dXVBtgCAwNtsbGxLbYzZswYG2ALDg62hYaG2rRarc3Pz8925513tlj28ccftwUGBtoAm0ajsQUHB9vS0tJswcHBNm9vbxtg8/b2tgUHB9s+++wzp+NubGzslOUbGxttNpvNVlZWZvvwww9tU6dOtXXt2lVZNiYmxnbbbbfZMjIynG73lVdesQUHB9vUarVNrVbbgoODba+88spJz7vNZrP169evxbkNDg62LVq0SFnm+eefV66Pq6urLTg42DZr1qx2bV8ikUgkEolEcuHQGXqAymZro470n5Snn34ajUbDU0895fT36upqfHx8mD17Nnq9HhBJWxMmTDibw5RIJBKJRCKRSCRnmJUrVyqVq41GI/Pnz6eqquqUi7WddwqS1Wqla9eu/P7774SHhztdxq4gnc6JkUgkEolEIpFIJOcXnaEHnHc5SCtWrCAxMbFV5UgikUgkEolEIpFITpXzTkE634ozSCQSiUQikUgkkvOH80pBKi4uJjk5mYkTJ57roUgkEolEIpFIJJILEO25HkBHMBgMHDly5FwPQyKRSCQSiUQikVygnFcepI4yd+5cpaKFRCKRSCQSiUQiuXBZuXIlc+fOPe3tnHdV7NqDrGInkUgkEolEIpH89fhLVrGTSCQSiUQikUgkkjOFVJAkEolEIpFIJBKJ5BhSQZJIJBKJRCKRSCSSY0gFSSKRSCQSiUQikUiOcUErSLKKnUQikUgkEolE8tdAVrFrA1nFTiKRSCQSiUQi+eshq9hJJBKJRCKRSCQSSSciFSSJRCKRSCQSiUQiOYZUkCQSiUQikUgkEonkGFJBkkgkEolEIpFIJJJjXNAKkqxiJ5FIJBKJRCKR/DWQVezaQFaxk0gkEolEIpFI/nrIKnYSiUQikUgkEolE0olIBUkikUgkEolEIpFIjiEVJIlEIpFIJBKJRCI5hlSQJBKJRCKRSCQSieQYUkGSSCQSiUQikUgkkmNc0AqSLPMtkUgkEolEIpH8NZBlvttAlvmWSCQSiUQikUj+esgy3xKJRCKRSCQSiUTSiUgFSSKRSCQSiUQikUiOIRUkiUQikUgkEolEIjmGVJAkEolEIpFIJBKJ5BgXtIIkq9hJJBKJRCKRSCR/DWQVuzaQVewkEolEIpFIJJK/HrKKnUQikUgkEolEIpF0ItpzPYAzicVqobiu+FwPQyKRSCQSiUQikZwFdFbdaW/jglaQyhvLuX7p9ed6GBKJRCKRSCQSieQssGTKktPehgyxk0gkEolEIpFIJJJjXNAepNeef41HLnuEsWPHnuuhSCRnBpMJNBpQS1uHpBlWK+qiYtTFJahLy7BpNFjDQrGEh4KHx7keneRMYTajqm+AxkZUNhs2lQqVxYK6tAxVSSnqkhLUJaWoq2qwaTSgUYNWi02rBVdXLKHBWEOCQa8HwOrjjTUqElSqc3xgEslfDJsNTeZRtHtTsIQGY+7dC9zdz/WoHLFaxdzwJ5sf1q9fz2vPv3ba25FV7CR/Tqqr4eBBOHIEsrOFAuDiAtHRMH68+P/5itkM2mO2CasVsrLEJy8PSkrA/kh27QqXXgpubrB7N3z3HRQUiHNj/zQ1icnJ3V0oSk1NYpuDBsHUqTBq1PF9nY/YbFBfD3V1UFUljr+gACoqoLZWnIPSUvHx8IAuXaBbN7j8cvDyOtej73zq6yEjQzwb6elQVAQNQiBGrxf3QVUVHD4s7oUT0engH/+AG288+2OXnByzWcx3Wi0EBopnX6USz3R2NqSmwv794t8jRyAgAOLixLrp6WIO6WwMBhg8WDxPFgu4uoKfH/j7H//X3x98fRXFSnKGKS4Wc2JMTEvh1GIR84LBcHpzv8kk5ou/GvX1cOiQOMfBweJTViaet/JyMcfaFRWrVXwsFvGu8vMT591gEM+m2Qx//AGrV4trYjaL9Xx9xbLR0ZCYKN5bJpN4px08CCkpsGWL4/OsVovrHRYGISEQGir+9fc/Ph77uyE/X+yvvFy8B4xGcS09PYXsZB93RAQkJEBsrNiGm5v4uLoe/7/ZDLt2wfbtx+UP+7u3rk4cR0KC+PTqJd6/ubli+cpK8V1SkjiP7Z0fTmb4tVpPahTuDD1AKkiSPwcVFbB1K2zbBnv2wNGjrS/r6wvXXgs33ACnen3NZkhOFvvJyxMPdF6emFC6d4fhw8V+7ApaZaX4qNVin76+EBkpJrjQUDEh1tXBb7+Jia22VjzEoaEwZw5ERUFmJjz2mPg3NBSCgsSEVlvb+jjd3cWEmJFxascZGwv/939/Xq+B1SrOvf38V1QIYb+2Vgj5hw6JF1ZH8faGW26BSZOEoPkns3C1C6sVduwQL0u7QpST07FtqNXiBWoyCcXJzo03wgMPiJdnVZX4t/nH3R169JCeyY5gsYjnNCzsuHJusUBampgbmpqEgBIbK17+v/wCP/8szr+7u7jemZniWtnRaMTHaj0uXJ0KKpW4D4KDxVzl64vZZKK6vh6N1YqnWo2mrk4IQIWFxwW+jooHnp7HFadevcTz1737+fn8dQSbDT76SMxXMTFCaR06VLwnOpMjR+CTT2DVKnFPhIXBmDHCmBYaKt5p334rhHudDuLjYfRo8by7ubVvH1YrzJ8PixbB1VfDI490/PodOiTWX71a3HNTpgijVVDQyddraBD3THuMoNXV4pnJzBTvj8hIGDYMfHyEHJGaKoRyX18xjpgYcW+qVEJpSEmBjRuF0cEu+BcUdPy+d4ZaeGcxGk9vOwaDkEtO5/n/s6DTCcUxPl5cq9xcMT82Norr4u4u7t2yMnHNRo+GPn3E9U1NFXOTXekLDBT3k053XEm1K359+lB9111SQXKGVJDOA2w2YfVftw5WroS9e1suo9EIBSQmRkw29fVCYLRPON7e8Pe/w7Rpzi1d5eXCirFvnxAw/fyEtaauDr7/Xuz/bODhAbffDp99JiZhZ3h7C2tOSIg4bqNRKIsNDceXGTgQhgwRk7+Xl/jX01MIVHV1YgJ1dRX//+UXoaxZLPC3v8H995+dY22OzSaEv+Ji4Rmz/1tfLybEwkJx3Vs7J87w8IDwcDHJenqKT1CQ+LuqSnjifv8damqOr+PmJoT9f/xDWLL+jJSViRe12Szug9JS+PRTIRCdiEolXi7du4t/7VbBpiZxbt3chMAUGyterhqNWK+2Fl5+WQjlIASHtl7e3t7CUDB9unhu/sqUl4tn68QQF5tNPKOrVwvBNS9PLHPVVeKeXLZM3OcnolaLF3lH8fcXikdCghAyysqEIQGwxsaS5eZGo06HWaOhur6e0rIySsrKKG1spLS8nIqKCioqKqisrKSm+TMCuLm54enpiZeXF9HR0fTo0YN+oaH0q6lBtW+fmEtUKvHsVlSIc1JRcXIDRmSkUBiiosQ58fISwk3XruLZbY/wbbMJYWrnTmGosljEnN+lizgPvr7inObliXfKzp3i/r/qKrEfaGl1tlrFfKRSiW15ex9/VtrCahXvleJimDBBrPvWW/D5547LaTQwYgRcdpl4jjw9j7+TwsKgd2+xnMUixhwQAP36tTwfVqswun35JWzadPLxOSMoCO6+G0aOFPdQazQ1wb/+JcZj58Yb4cEHW79OViusWQMLF4p73Wh0fk/odHDXXeJ9ZL8ORuPx98DSpUIIBnHuunUTys5FF4ntbdwo3uNms3jnFRSI8+kMnc7R0NAcu1ektd9BHKufn7i/7SKy3ZvU0CDesfZxNvd0lJU5GqLsYxk5Enr3xqRSkVVSAtXVaKqqMBQU4JmZKe4BOwEB4t5ISmJPYCDLd+0iJCCAi8PC6NLUJM7XsU9hVhbqmhoM9jGGhlLfpQvZXl7kazTkGY3kVVZSXF1NQlQUNw4fjjsIxc1qxZieTuHOnVBURASgbmwUz/eJeHvDwIHY4uNRHZM/rB4eHKmsxL+hAX+7d/vgQXFNVSrxzg0KEte2srL1c30mGDaM6hdekAqSM6SC9CfFZhPWrW+/FZbwEz0nHh4ilKN/fyHIduvWUvGprISvvoIvvjguWEdGCgVg9GgxQa1bB2vXirC0toQQtVooYOHh4oUVESFe3rt3ixeS0Shesl26iBe6j89xob+sTHiWjh4Vwqx9P126iHGEhYlJ79NPhavbjsEAjz4qtlFUJJZPShLfn/gCqqsTymNeHlx8sRCKgMLCQrKzszGZTJhMJvR6Pa6urjQ2NpKfn09lZSUjRoyg565d8MYbYgJfskQommeDykohGC5b1voL7ERcXcU5s4cVubqKa9Otm7gudmXIw6PFeaqtrSUnJwd/f3+Cg4PFffH557B4saOCqVLB9deLl5XVKl6APXqcvnW7sVEIPdXV4qXr6SnuY29vcS7WrhXX8FieB126QM+eYvmtW0UIRmv3qkp1PGyhe3fxb9euDtZg+3XX6/V4e3tTUFDAtm3bSElJoby8nMrKSnQ6HeHh4cTHxXFTbS0eX37Z+vGcKFzYz9v06cKLlZkphNKBA/98MfGdhc0mDAw//iisy3ZBOjJSWOqrq48rCe2xELu6CoXU7lkGcS9PmiTuhfp68X1cnDi3IOaVmprjnpzISCyBgexLSWHDhg3s2bOHwMBAunXrRmlpKWvXrqW8vc9bB+jSpQvXXXcdvXv3xmAw4Ovri7q5omFXmOzno7xczG3r14v7pS28vcUzbzd0xMeLc+DjI87Z0aPi2dq2zbmi2R4CAsQ8UF8vlIOICCEgnxiG6uEhQpMHDxbPWFTUcUG8tFQcZ1kZLF8u5n4Qc9agQcLgBkKgt1jgwAFHI43d2JeZeVzgnjgRrrgC3n5bCJYg3kWjRon9VleL9+TRo47zWGws3HkndO9O/apVpK1aRWJjI/riYnF8V10lQrOLioSi+OWXjkJvaOjxcKiuXY8rl3/8Ie733FyxXELCcYXl+uvFvRoff3xs2dni+q5YcXz8zYmPF+vl5MBPPx03SCYmivOWliZ+O10RVKUS2wsPF9u0ywVqtZgvVSpxbxYXt5xj7fPr4MHH78OwMLGeu7t4tktKsHp5kVtZidFoJDY2FrVaTXFxMYsXL6a4uJh+/frRr18/qqqqyMrIQFtXRw8/P2J9fLAlJVFls/Hjjz+yZMkSSkpKHIYQYjAQFRiIRq9HrdcTERNDQq9e7N69m++++85h2fDwcHr27ElwcDBbt24l41hkSff4ePokJpJ66BCpqalYW5F7/P39ufzyy8nJySEtLY2ioiLsKoCnpyc9evSgqbGRkqIiAnx8mHHVVYweOJDvduzg04ULqa+vJzExEYPBwKZNmygtLUWn0zFlyhSmTZtGQ00Nhfv2kVVZyZGCAlQqFVddeSWDIyNRVVeTn5lJ2q5dZO3bR0leHkMSE7lo4kTUvr5Yy8ooLSzEMyIC95gY4U1cu1YYCePixHWKiiLfaiWrrIxQjYZwqxW9SiWutV1RVashJITqvn2lguQMqSD9CWlshHnzjluv7fj5wSWXiAm9T5/2WfBATIIffyysTnbXc1hYS/e4l5dQQBISxMstJUVM8JddJtz+J3P5tweLRWzbZhMWpuZUVMATT4gXfHy8sDQaDA6LNDU1sWfPHrZt20Z6ejoajQa9Xs+gQYO4+uqrUavVlJaW8vHHH7N582by2plncNHIkdyTlkbX0lLx4n777ZbKgM0mhD+tVlwLk0mEJuzfL15kAwe2/zxkZwvF9YcfWgqN7u7iXAcFiWvi6iqEoMREcd1DQpwqKk1NTZSVlaFWq7FYLOTk5JCVleXwKW3mCYyKimLkyJHceeedeLu5ifshK0tY91NSWo45MlIIKr17C4EoNLR9YWU2m7CMff+9sJ6eaDG1v5wPHXK0DraFj4/45OeLF/lll8FttwmFqhnl5eVs2bKFTZs2sX//fnJzc+nIND5ixAjevPtuVOXlQnj09RXXw8VFCPFq9XGP1tdfi3vBGTqdsO4+8ogQLtpLebkIvwkPh3HjOj8MqTWqqoTQ2jxm39nYUlNhwQLheW4vWq2YT66/XjzrS5aIe2LyZBEOHBIiljMahcBbUSHuuWaKbnl5OatXr+bXX39FrVYTERGBj48PFRUVlJSUkJOTQ15eHuZ2htq4u7sTFBREYGCg8m9AQAA+Pj54e3vj7u6OXq/HZrNhMploamqirq6OmpoaDh8+TGpqKql2AdnhULUYDAaCg4OJjo4mNjaW8PBw/Pz88PX1xc/PD09PT1QqlVBCdu4Uc0NOjjjumhohvJ9K6FFgoHhmtVpxfg8fbmnxtodZ7dp16qHJ7UGrdQx7mjQJnnlGPD8mk3h+fv5ZeH2aj9Hu7W2OStW2oqBSCW/UddfB0KGkZ2TwzTff8PPPP1NfX09UVBRPPP44SX36sDs5maysLC677DIh/5SUwHvvCWNbe865Wi1Cwa+6Cp5/Xszn7eGyy8S7XK8Xz1jz0EqjEf77X2G4cnacbm4wdizGq6+G6Gj0GRnivtmwQShharV4jw8YIBRZjUa8S2JihOJpD8ezWsV8VVsrni9Pz+P7MJkgNxfj0aPoPTzEdsLCnM4/VquVjIwMfv31V/744w8yMjIwHjt3/v7+9OrViy1btmBqywsFqFSqDs3NzkhISKCmpoYcJ+HVWq0Wm82Gxck7xtfXl7CwMLp06YK3tze//PILlafgyXFxcaHJWT5rB4iLi6O+vp6CgoIWv0VERBAbG0tycjLVx5RbV1dXAgICCAgIwN/fH39/f7y9vdmxYwcpzd7jKpWKyMhI4uPjCQ0NpampicbGRuLi4pgyZYpUkJxhV5Bmz57N5MmTmTBhwrke0l+b2lqYNeu4lWnSJDGRRkSIya0Npchms5GVlYWrqysGgwHNicvm5MA77ziGBPj5wdixYh8DBrRf6eoEbDYbhw4dora2Fnd3d0JCQvD19oa0NKyxsbz69ttkZ2czfPhwevTowZo1a/jpp5+os7vsT6B///5cdtllvPvuu8rkAaDX63FxcUGr1WI0GmloaECn0xEWFoZKpeLIsdAsD4uFb202/LVaEU9++eViA1u2CAEiPf24pdMuHDd/mV98MTz0kKPiZ/d+eXgcDzf57TchCNinE19f8TK/5BKxbgdzoIqLi/nyyy/5+uuvWz03bREbG8s777wjPEogxvnll8Kj19AgjtPZdg0GEbY5caIQbpYsEYrApEki1r+0VNzH337raB3X68VxarXi3DRXmLy9hRJosYhnISPj+O9RUSJscuzY4/eqPd/kWEKrxWJh3759bNq0iU2bNpGWlnbS44+KimLgwIGEhobi6+tLY2MjmZmZfPPNNwDMmTOH6dOnn/xE2s/be++J+8LdXQglhw4d9zL5+sJTTwll6WTs3Qv//KcQ2kBchz59hBIYHS0UptBQ5+sajULozMoS58vuEbWHmcXEOIZs2ZW8LVuEcpyff3xb7u5COQwIEGOoqhLX9sTwmDFjxHElJIhrlp4uxm5PsrZ/QkOdFgWpqqpi5cqVNDY2otVqCQkJYfDgwbi5ubFmzRqWLFlCQUEBJpOJ6urqVi2/J5KQkMDQoUOprKwkIyMDnU7H2LFjGTp0KF5eXorSU19fT0NDg/KvyWRql8Cm0WgICgrCZrPxyy+/sGrVKqpOPDdtoNVqGTZsGA8//DAREREtF7BYxNx95IjwstbUiOtz6JC4vnV1YhkvL2GkGTRIfE4sSmC1ivXq68XyHh5CQbIrHAcOiP14ex/Pb8jNFdc8Pv54+LbRKJbdskXk8eTlHfc2qNXiPrEnrffrJ+Y2rRbefVfkA40bJwyAzooiGI1ijszIOG4QWrUKXntN3G89e8KTT4KHB7bly2k8cAA3X9/j3oyYGOjWjQYvL1avXs3XX3/N/laMFu7u7tQfm1vCw8N55ZVX6Natm/jRbBbnOyVFGAFSU4Xiap/vw8OxjR8Pl1+Oyv5sWa1CsVm79rjXzI49xLFnT2EYsO+nLZKTxXzi4YGxa1csXbrgFh8P/v7k5OYya9YsKisrGT58OGPHjqVv376EubqicnFxVHaOUVtbS2pqKqWlpVRWVtKvXz969uzpsEx2djZr1qwhOTmZ9PR0SktLFc+rh4cHFRUV1NbWotVq0ev1VFRUkJeXpyhEbWEwGOjfvz87d+6kpKQEtVpNeHg4RqORouaRI4C3tzfXX389AwYMAITnv7GxkerqaqqqqrDZbJjNZo4cOcKuXbvQ6XTccccd+Pn54eHhgdVqJScnh/T0dPLz8+nfvz8hISHYbDaKi4s5ePAg8fHxREVF4enpidVqpampyWFOOXjwIHv37iUuLo4ePXrg5+eHxWLBZDLR2NhIcXExrq6ueHh4kJWVxVdffUVTUxNarZabbrqJuLg40tLSKCwspH///vTs2ZOMjAw+++wz8o/NrwEBAURFRREbG0t+fj6bN29ucR769+9PUFAQv/76awuPWnvQ6XRtKqdhYWFERUUxf/58qSCdiPQgdRCjUVjao6KOv3z27oXNm4VA19QkBN3Bg09t+y+9JMKttFphbb766naFNR04cIBXXnmFvcfyk9RqNQkJCdxzzz0MPnEsyckiTCkpSbzAOpBc3tjYSFpaGgcOHCAnJ4f4+HiGDx9OVlYW//vf/9i1axddunRh4MCBeHl5UVxcTFFREcXFxZSVldGvXz8efvhhvLy8eOGFF1ixYoWybRcXFxYsWECPHj34+eefeeqpp5yOQa1Wk5iYSN++fVGr1RQVFfHLL784LOPn58ett97K4MGDiYuLcwxzQShndovVxo0beeqpp6iuruaRkBCu70h4ilotBD67p0qvFwLAuHEiv2fFitbjt6OiYMYMoYi1s9JgfX096enppKWlcfDgQdLS0jh8+LBTYVGv1xMVFUVMTIzDJyoqitzcXDZu3MhHH32E0WjEYDDw8ssvk9ha/kx2tlCCfvtNWPWbvxDbimFvTlISXHmlUCTtL3CjUVg/9+4VQsOIEY7Ve+yFKfT6454FJ1RXV/Paa6/x22+/UXtCOKqXlxdDhgxh0KBBxMfHEx0djdlspqqqCk9PTwwneCntvPjii3z99dfodDoWLFhAz549MZlMbNu2jS1btuDv78/AgQNJSEhA21zYs1cLtAuUDQ3ivL366vH48nHj4J57HEM57fkTBw8KwXfFCiHIenqK7ZyYf2b3xFx+uTiP1dXi2mRkCAXcfh7UarFMU5MQ3uwWVH//43l4HRDoHdBohLJ6zz0dyr1atWoV77zzDkOGDOG+++6jrKyM+++/XxEcjm9eg4+Pj9NwOF9fXy699FK8vLzIzc2luroaf39/AgMDCQ8PJyoqiri4OPR6PeXl5Wi1Wtzc3KiuriYnJ4eG5qFYJz1MDa6urk4FqeZ4eXnRtWtX3NzcKC0tpbi4mOLiYgoKCjhy5AiZmZkUFxc7VaD0ej133HEH1157bcffxeeyhYE9tE6nc8zjO0ZxcTFr165l+/btZKSl0X/QIGbfey9BQUEcOHCAzZs3YzAY6NatGyaTiZSUFEWoHTZsGBqNhtRt2yjbu5ehf/sbru7uFBUV8eijj3Lo0CHmzJnD1VdfDUBWVhZLly5tYUjr1q0bU6dOxWAw8N133/H7778D4l1iN5zp9Xoeeughpk6dqhgXy8rK8PT0xMU+P5tM0NCA0cWFOY88Qm5uLk8++ST9+/d3PCf2Z9HNTSic/v6KQpiVlcXHH39MY2MjUVFR+Pv7U1VVRVlZGRUVFZSVlaHT6Rg5ciQDBgxg/fr1fPvtt1itVp588kmGDBnCbbfdRvaJShjg4+PDiBEjuPXWW4mNjcVoNLJ7925+/PFH1q5d20KRGTVqFGPHjiUjI4OdO3dy0Fn4XzuJjY1lzJgx9O3bl8jISGw2m+LF6NWrF8HBwRiNRoKDgxVvbHl5OVarFVdXVxoaGvDw8MDLy4umpqZ2R38EBQVhsViczhFarRatVkujs1yhk6BSqQgNDaW2ttbB4NoaNpuN0tJSRekD4d3x8/OjuLhY8Vz5+/vj6emJyWSivLwco9GIzWZDrVbj5ubG7t27CQoKIjo6mqamJsUjZTKZyMnJoaKigl69euHn54dGo8FoNFJVVUV1dTU1NTUUFxdTUlJCTEwMAwcOxMPDA5VKRV1dHSUlJaSnp1NeXo6rqytubm7ExcUxadIk6UFyhlSQOsAff8ArrwhhOD4errlGCDS//tpy2Vmz4I47OvbC2r8fbr1VWPP++U8RbnIS6uvrefPNN/n2229btXYOHz6cuXPnEtKGgNkWhYWFrF69ms2bN7N79+6TuspPhoeHB0FBQWRlZQHiJWUXOOLi4vjoo4+YPn06xcXFxMfHU1VVRXFxMXFxcUybNo2JEyfieYKFbNu2bTzzzDMUFxczbtw4Hn/8cfz8/AAUt7rZbFZykYxGI42NjZjNZkJCQpg/fz7Lli0jqVcvPrn0UpFIbrc89ughFN6EBCHE22xCIDAaoW9fYbldv15YOU+whLXA318oAePGiX9Pcn/YbDZsNhspKSksWbKEtWvXOg0bMhgM3HDDDVxyySWo1WpUKhWBgYEtFEO79cvFxQW9Xs+ePXt48MEHlRdAYmIi1113HRMnThRhP86wKy2ffy7KqVut4uV/5ZVCkfnpJyEgqFRCeRw8WFiR22M1PQWMRiN33303e/bsUb5LSEhg2LBhDB8+nMTExJbe1GNYLBYqKiqoqqrCYrFgsVgUYVij0fDAAw+QmZkJCIszoFid7Xh7ezN16lSuv/76VpUtQHhpnn32ePK4Wi3ug1GjhCD14Yctw5x69BDFIoKCRDjavn1CWd279+R5JlqtsOafeE+2FqLk7S3Crfr3F/d6UJAIoystFWMvKxPX2sdHeIJiYoQHooPljb/44gtef/115e+AgACampoUT3J8fDwmk4kjR44ogo1arWbChAlcdNFFuLi44OnpSe/evZVr4ebmhlqtpqamhpqaGoxGIyaTicrKyhYK84mo1Wp0Oh3u7u64ubnh5uaGu7s7Li4u6HQ6dDoder1eeR5sNpsyX1ksFsrKyigsLHQIX9VoNEoRBy8vLzw9PfH09FQUaYvFQlVVFRUVFRw5coR33nlHUQ71ej3jxo2jZ8+eeHh4YDAYGDhwIPoOlgUvKCjg119/Zc2aNRw9epSEhAQGDhxITEwMXl5emEwmDh06xNGjR+natSsTJkzAx8en1e0ZjUZKSkooLi7GaDSiUqmora1l3759HDhwgJiYGG6//XaHZ2DFihXMmzevxTPj5uZGZGQk6SfJu/L09MRmsynKTkBAANOmTWPZsmUOAvHf/vY36urq+O6775Rr4+rqyvjx47n66qvx9vYmPT1dMYypVCosFgtDhgyhrKyMRx55hKPHqsFGRUVx6aWX8scff3Dw4EE8PT2ZNGkS06ZNIzY2FjhuPAFxre+//35CQkLYsWMHlZWVuLm54e3trRhmNBoNTU1NLFmyhPfff79dHpfWMBgMivfivvvuIzk5mc2bNzsUElGpVCQkJHD48GEH5UCr1RIUFIRWq3UahgbCmzZ69Gi6d+9OQEAAZWVlSticn58fXl5emM1mjEYjXl5eREREEB0djU6n4/Dhw9TW1irXwNvbG19fX3Jzc9vt8W2Ol5cXfn5+uLi4YDQaqauro7GxEZVKhdlsbmHkiIiIQKPRUFJS4nDP2cPL3NzcyM7OVqJI7OFoer0evV6Ph4cHarWaPXv2tDBiuLi4EBoairu7OyUlJVRWVuLq6oqXlxdFRUUtQvdODBlsLue0hV6vd/Beq1Qq9Hq9oihptdqThg57eXlRV1fndH86nQ5vb29FHvLz81NClKWCdAJSQWoHRqNw6zcPTTuRHj1EGFx+/vFkzbFjhUDUnuRsewW19HSRYPd//3dS4XnHjh08++yzSqxqz549mTNnDgaDgezsbBYuXMjWrVsBCAkJ4cMPPyQsLKxdh1xfX8+6dev48ccf2blzp8ODrlKp6NKlCxEREezbt4+KigoAhg0bxuTJkzl69Ci7d+9WlI+goCCCg4PRaDR89NFHiiCh1Wp59NFHmTp1KgcPHuSWW27BYrEQFRVFdnY2Li4ufPvttwQFBVFdXY23t7cipNTX1ysTmEqlwt/fH4vFQn5+PrGxsVitVoqLi8nLy6OqqqrNickuID300EMALF++nNDQUCEQajTtz/toahL3yLffipC8+HjhIRozRoRmNDUJL8hJrmtBQQFLly7l+++/d2q5UqlUxMTE0L17d3r06EGPHj3o06cPuhMEVavVSl1dHRUVFZSXl1NVVaW8mFUqFcHBwURGRlJRUcFTTz3FgQMHlHWnTJnCE0880apioZCdLbyno0c75o7k54u/XV1Pft46SHp6Ol999RVarZZx48axdOlS1q1bh1qtZs6cOVxyySX4N6s+ZbPZqK2tpby8XDkPKpVKsSy2dW94enry7LPPthB+BwwYQGVlpYOAp9FouPXWW5k1a1YLxbTZYIQ3af58kYR+IvZE6KgoMadMm+a8H4bZLJLEP/lEnGudToRMRUWJUJ7ExOOeup9/FvmHHh7CIz16tFBwDx0SCo+Hh1CkevQ45RDb2tpa1q5dqwjLGo2G0NBQAgICjh22uAbFxcXs3LkTEEpsdna2osAEBwfz5ptvEn+s8ILRaGTXrl1kZ2czcuRIQkNDsVgsGI1GKioqHNY9GW7H8pfs4XthYWGEh4fj7u7euiGgg1RXV5ORkUFZWVmb47ArX/aPXq/H3d2d//3vfyxdutTpMbm7uzN8+HBiYmLw9vYmPDxcsQ7baWpq4rfffuO3334jOTm5RdjSydBqtYpBqqqqCg8PD/z8/JSwpPbkZOj1eq688kq8vLzIyspi3bF3pr+/PxdddBHR0dEsWbKEwmbKfWxsrHJvgFBQDAYDu3fvdhA6TxQMw8LCSExMZNWqVQ5jiImJ4brrruOyyy6jsbGRvLw85fltLrTarfgWi4XY2FgWLVrkoGA54/LLL6dHjx689pporBkUFHTSsCdfX1+8vb0dlISoqCiGDx+ueAT8/Pzw9/fHz8+PgIAASkpKWL9+PXl5eYSGhjJ9+nTS0tKUSAkXFxcee+wxAgICCAkJISQkhNLSUpKTk/n888+VsHEQ77f+/fszZcoUxo0bh6urKzabjc2bN7NgwQJyc3Pp3r07iYmJjBw5ksjISHJycigoKFDG6+Pjg6+vr2Iw0Ol0irJvNpspLCxUrl9reHh4EBERQVFREZWVlYryr9VqlXnZfn3VajVdu3YlKiqq1efT7rHJysqiqamJHj16ENgsv7OxsZHKykoaGhoICgpSjKo2m42mpiZcXFxa3bbVauXQoUNUVFTg7+9PUFAQPj4+rc7rdXV17N27VzHy9OzZEzc3N3Jzc6mtrSUwMJDQ0FCqqqo4dOgQNTU1+Pr6EhwcjJeXF1qtluLiYrKyspRz7uLiQnh4OOHh4Wi1WlJSUpR7Ta1WExgYSH19vTJf6HQ6VCqVg/Lt4uJCSEgIJpOpVU+Yv78/8fHxUkFyhlSQ2sH8+UJhARFjf/31IolzxQoR93zffcIKrFIJRefNN0VVMBBVdF57TVha7dhsQjhJTxdxznl5IvbbnmD5v/+JpM1WSE9P56OPPmL9+vWAeOned999XHPNNQ4PsD187IknnqCuro6QkBA++OADwsPDHbZntVr5/fff2bFjBw0NDVRVVbF582YHy5PBYGDMmDEMGzaMAQMGKNZ0q9XK4cOHcXNzcx4/fwI1NTXMnz+f9PR0HnroIYeQro8//pj3339f+XvmzJnMnDlT+dtisZCbm0tBQUGLsrs6nY5BgwYpcdJ79uxp1dNlt8i4uroqOUkAv/32GytWrOC+++7j5ptvPumxtInZLITNdghfJSUlPPfccxw+fFixejt7SSclJTF9+nRGjhypnH87RqORw4cPU1NTg0qlwmq1Oljy2iI6OpquXbty4MABPv/8c1avXg3AyJEjeeGFFxyEsM6kqalJuRYnw2g0smPHDr755ht+deaxBR5//HGuueYaQNz79vh4exhDa6hUKry9vXFxcVEKXNTV1VFfX49arWbgwIGUlZUpsfaDBg1S5sqKigqWL1/Ol19+qQgIl1xyCU8//TQ5OTnk5uYyYMCAlpZ5i0UUrPj1V+GFrqkRBpW77jrezLQ92GziXjuHTSpzcnL4xz/+Qa69olc7GD9+PM888wxVVVXMnz+furo6Hn74Yerr67FarahUKlxdXfH390en05Gbm0t2dvZJE6BVKhXu7u64urqi0+lwc3PDYDDg5eWlPBd2D0JHqa834eqqRa1ue92GhgbFk1VbW0ttbW0LD8qJ6HQ6+vTpg7u7O+vXr2f16tWUlZVRW1tLbm6uU4uxRqMhKSkJT09PLBYLe/bsaZGDGBAQwMUXX0yvXr1ISUlh165dlJSUUFtbi0qlIi4ujvDwcHbu3NmuMCIQwpmLiwtWqxWtVkvPnj3p1q0ba9ascSokjxs3jscee4wjR45QUVGBh4cHGRkZVFRUMH78eCUPprKyErVajYeHB3V1dcr7S6fTERcXR2VlJevXr2fZsmV0796dGTNmAHDkyBE++ugj/P39mTVrFiNHjqSkpISSkhKH8xYaGkq3bt2UimQnHlP//v2pra3lo48+4uDBgwwePJhLL72UtLQ0vvrqKwelA+DGG29kxIgRrFy5kh9++AE3Nzf69etHZGQkDQ0N5Obmkpyc7DAHq9VqbrrpJmbNmoVer2/dkIJ4t+bn51NUVKR4y0pLS1m2bBkzZszA64Q8PrvRx65gpaamKl5DDw8P8vPzKS8vx2w2YzabCQgIUDw/IKILMjIyyMvLO+ViCfacGg8PD4xGI/n5+ZSUlBAUFES3bt0Ug5vVanUa9m5/H7u5uR0Pa+wATU1mdDrNSZ/R5lRUNLBmzRHy8mq4+eY++Pu3swfWMSorhZzk5aVTDLknMyw6O34Qc0deXh5eXl4EBQW1kOdycnKwWq2EhYUp7037u80etlhZWUlZWRlubm6EhIQ4jKWpqYmSkhLFg2afI7VarVSQnCEVpJOQmirC3qxWmDlTfOzYOy47e9n++KNIRDUaRQjWvHkifMVqheeeE+VPndGsD8/ixYtZvnw5gwYNYsyYMeTk5LBixQq2bdumLN6/f3+efvrpFkpPc/bv38/s2bOpra0lODiYDz/8kPDwcKxWKz/99BOffvqpEl7QHDc3N8aNG8fll1/OwIED25zMT5WGhgZUKhUuLi5YLBZuvfVW0tLSMBgMvPHGGxiNRvz9/dHr9aSnpzsIGnq9XonBtVgsuLu70717d/bu3YvFYkGtVhMcHExwcDCurq5otVp0Oh0ajUYRkCwWCwcPHiQvL4+ioiIWLlyIwWDg8xP7dJwhSkpKmDVrVot4crvVsHfv3qhUKnx8fIiKimqxvt26m5aW1qoS4ObmplgoPT09cXV1paysjOzsbMULFxQUpISiffrpp8yfPx8QL/QePXowcuRIZsyY0UIx6whWq5WdO3fyyy+/sH//fjIzM9FoNNx4443cdtttbN68mY8//pisrCzc3d1xd3fHw8MDNzc3MjMzHa599+7dcXd3Jzk5GZvNxm233cbs2bMVa2Zubq7T3jX2Kj/2EBudToefn59jDhHivti8ebNifezbt2+bx2Y2m3n33XeV+0aj0SjWbx8fHx566CEmTZrkXDC3WISH8c/aoLgNUlJSeOCBB5RwkxEjRtCrVy9UKhUFBQVUVlaiUqlQq9W4u7vj4+NDbGws48aNo7CwULGuNzY2snPnTqeKhLPQFLVaTWhoKFFRUUrZfovFgoeHR4tr2VEsFit5eTWkpBSzd28RBw+WkZNTRWVlI+7uOnr2DKR790DCwrwIDfUkKSkYP7+2hSqz2axUvWtsbFRyC5qammhoaMBisaBSqejRowfh4eEO90lNTQ1//PEHW7ZsUUrRHz582OnzrtfrGTlyJEOHDqVPnz506dLF6bxttVqx2WyK8GQ0Gtm4cSN5eXlK2FF9fT3l5eWo1WqCgoIwGAwEBQUREBDgIHTV1dWRk5ODq6srGzZsYNu2bajVavR6PWPHjmXMmDEkJyc7XNuePXsqBjWTyYTVasVqtVJUVMTRo0cxGo34+PjQq1cviouLlRLNXl5eJCUlkZmZ6ZCvFhYWRnBwMOnp6Q5KokqlIiAggPDwcIKCghQPkj0Ey9XVlaysLGpqatBqtQwaNEjxNFRWVnLo0CE8PDyIjY1l3bp1vPPOO5SUlDBgwAAlVyk6OhofHx8CAgKUvJK6ujrMZrMyR5lMJrp27UpsbCxlZWVkZmYqkQ8BAQFKnlNFRYViAGxNKe7evbtSMTEoKEi5p5oTEBBAnz59FKNiTk6O0/tFp9MRHByseFvs+/Tw8CA6Oprg4GAlr8VeuMRkMinhWSqVSglJjomJwWAwtMv4UFdnxN1d165l9+0r4ocfDhIX58911/VCrVZRXFzHF1/sIy7OjwkTumI0Wnj99c0sX56Oj48Lw4dHMnBgGLGxfhgMHmRmVnDgQCmurlpGjYoiJMST33/P5ptvDrBlSy5WqxDtY2P9eP/9K5wqSTabjerqJmprjVgsNoqL6/jmmwOsXZuJXq/hpZcuYfhwYQivrm6itLQetVqFm5sWg8Gj0zzVZ4LO0AMuaAVJVrE7xsGD8MILQmCZNEk0ET18WHh0PvvMeeWd1khNhTlzRDUgtRruvVckX9tLgRoMwlocGSnCkeLiRJM8lYpt27Yxe/bsVi053bp1Y9asWVx00UXtevBSU1O55557FCXp+eef56OPPlKULZVKxZAhQwgKCsLV1ZVevXoxbty4DgnETU1NVFdXK8JtcyWkrKyMsrIy/Pz8lFyovLw8ZaJXq9V4e3tjMBj45JNPuPzyy50mMqtUKiIiIggNDVVC7qqrq9mxY4dDOIabmxsDBw7EtZ0hXhs3bqSsrIxly5Zx4MABvvnmG6cKSWdy+PBhHnnkEbKzs3F1deWhhx7Cz88PHx8f+vTp06oVqrGxkcLCQsrKypTcGRAvu8jISGU9ew5Ea5Y4m81GRkaGkgvm7e1N3759cXFxYfny5bz00ksOL96wsDCeeOIJhgwZ0qHjtFgsfPPNNyxatKhVL0N74qrt3pwbbriBkSNHolKplET4bt26cejQIQoKChzuAz8/P0JDQ/H391fCrNpLcXGxktfUr18/JXyjpqaGwsJC3NzcCA0NdbhOX331FS+//LIi0DevIDR8+HDmzZvXIn+uLRobG/nuu+/o2bMnffr06dD4Txe7d9geRqjX6zEYDCQkJGC1Wvn000/57LPPMBqNBAQE8NZbb9GjR4+TbtdisbBz504l1DEiIkIRKjUaDX5+flitVmpqapRzp9VqiYiIIDg4WMkN6gyDTW2tkfz8GlJTS9izp5D9+0vIyanGZGpnuXlArVbRp08wEyZ0ZerUHmg0HRtXY2MjycnJikIfEBBA9+7d2/TcNjU1sXPnTvbs2aN4xSIiIhg7dmwLz0JFRYVi2W4rTKgjmM1mqqurKSgooKCgQHlPRUdHEx8fr8z9paWl7Nu3D7PZjEajwdvbm4qKCnQ6HUOGDCEzM7PNZHxnpZ/tghwcL6us0+mwWq2Komnv82YwGFqEHp9IY2Mj27dvp7GxEY1GQ0REhJJPY9+3RqMhNjYWg8HA77//jk6nU+YZtVrNiBEjlGtyYi6K3UjX2NjoNPrhZHh6ehIbG0t6errDfOzr68vAY60l6urqlOgDuzLp4eFBQ0ODMhep1WpCQkJwc3NTqrydOOfqdDq6du3aQknvLOrqjLzyyiZ+/DGdHj0Cuemm3lxySSw63fE51GazkZlZyfbteaxYcZh9+457+/r2DWHcuC588MFO6uqEwhcU5IFKBcXF7a/g6u6uo77+eISJj48rDQ0mjEaLg5Jks9n46adDfPLJbvLyarBYWo/I0GjUzJkzjIyMcr7//iBm8/FlQ0O9GDYsghEjIhk0KBx3dx1ms5WcnCoaGsxYLFZ8fFyJimqZA1hd3cTvvx9lyJAIAgM7v5feypUrWb58uaxi54wLwoNUWyuqsrUj6b1VrFZR1viDD1r2YtFoRNjbqSSZl5WJZqfNEsgBuP120a3bySRUUVHBDTfcQGlpKfHx8Wi1Wg4cOICHhwdjx45lwoQJDB06tMMTWGpqKrNnz24xQU+ePJlbb72V6Ojodm3HbDZTVFREWVkZWq0WV1dXqqurKS0tdXihuLi4KG7z5i+N3r174+npydatW1tYhmNjY4mLi2P//v1KQ097GV4/Pz8lcflEmguzLi4uDBo0qEMCsX1/Gzdu5Mcff+Siiy5i3rx5DgpWXV0dixYtIiAggMsuu+yUQs+qq6tZunQpK1euVJL/XV1defvtt1tWQjqBiooKMjMzKS8vbyE0GAwGevTocUphCXl5eRw4cACbzYarqyt9+/bFy8uLhoYGUlJS2Lp1K4sXL1bCm+Lj4xkwYAAXX3wx/fr1U7Zz+PBhPD09j5cLB7Zs2cLrr7/uEJ4yaNAgRo0aRffu3dm/fz8ff/yxYl0eP348V155pVJ22R7qFhgYyLBhw1qdow4cOKAoXxqNhpCQECIjI1sIix3BZrOxe/duysrKUKlUStPP5jkmdqU0KipKEcRSU1PJz88nKSkJvV7PG2+8wU8//aScu7fffpugdvQUM5lMPPjgg2zZskU5N7fccgt1dXXU1tbSv3//DilbIJSelJQU9u3bR0ZGBnFxcVx11VW4uLiwbNkylixZgtFoxNXVVVFaTsTV1RV3d3cl7KdLly689dZb7cpvtFqt7NmzxyGny449zKl5cZXa2loaGhrw8/M7qaDbXkpL6/nss2R++ukQ1dWth+z5+rqSlBRMYqKBmBhfQkI8KSys5cCBEg4frqCwsJbc3GoHQSshIYinnx5NXJx/q9t1hsViITU1VcnNsXuNXVxc8PDwICwsrEPzmb1KY1ZWlkMxA61Wi7u7u+JJN5vNWK1WPD09CQwMxNPTk6amJsXbYA85tRe1sec8nOjpa24ICAkJwc/Pj/r6eiUywcXFhb59++Lm5sbGjRsxmUxOPYMajYbIyEh8fX05ePCgEv4cHh6Ol5eXQ9l+Pz8/EhMT2bp1qzJeNzc3+vTp0+Hnvra2lp07d7bwsnh6emI0GpXv/fz88Pb25ujRo0rualNTk5Ina1fW7EnwrRn5oqOj8fLyorS0lKqqKhoaGrDZbErfrKCgIPR6PVqtVqlCVlVVxfbt25WKZ0OHDnX6DsrNzXXIJ9XpdERERBAZGenwfjAajRw9epS6ujrFW98ehbK9GI0W0tJKSUsrxWy2olar+OKLfeTnO8ofPj6uDB0aTq9eBlJTS9i+PZ+yMsf7KzbWj8zMSof3np+fG7W1RsWY4e6u4x//GIxOp2HjxmxSU0spKhL5OVqtmq5d/Skvb1AUKbVaxejR0Vx1VQ+GDIlg164CHnhgBUajBb1ew/DhkVRXN7FrV8t+RHb69AnmmmsSWLw4hQMH2leCW6tVEx7uTV5etYMSBZCYaODqq3sycGAYBoMHK1dm8MYbW6isbMTDQ8/s2YOYNi0BlQrKyxvYsiWXHTvyCQhw59prEzAYPPjjj2y+/DIFk8mKweCBXq/h6NFKCgpq6d3bwKxZA4mN9aO+3sTevUV4eOiIjnaTHiRnXBAK0oMPipLK7az85pS334aFC8X/u3YV4XC//CIqON17rwizO1VMJlH97lhfFW6+Gf7xD6fKkc1m4+GHH2bDhg14eXmxePFiQkJCqKqqws3Nrc18jeLiYg4dOoROp8PDwwNfX98WMagHDhxg9uzZSkncZ555huHDh7frMIxGI0eOHCE/P99pszVovdmbPYyusbFRiWFvaGjA3d2dPn36KGEAOp2OoUOHsmnTJiwWCwkJCYSFhWE2m9FqtW0qhQUFBRQXF9O1a9cOKy/5+fns37+fiooKXn75ZQB69OjBvHnziIiIICUlhSeffFIJ63B3d+fiiy9Weuf07dv3eA8NJ5SXl7No0SKWLVvmIFxERUU5LxOLEJrsAok9ftyOi4sLwcHB+Pr64uPj025PWWuUlZWxd+9exdI7cOBAh/kgLy+P559/nu3btzusd/vtt3PnnXfy/vvvs3DhQvR6PY8//jgTJkzgzTffZOnSpYAQtKZNm8aNN97YIlfN3vSzf//+SoJ+RygvL1cS/7t06UJMTMxph1nZqaurY+fOnS1yX060zup0OmJiYhw8eM1Zs2YN//rXvzCZTISGhjJ//vw2PZT2kr4nJqA3x2Aw8OKLLyqepcrKSlJTU9m/fz82m43IyEji4uIUi77RaOSBBx5wCNG1H4uPj0+LEtvN92OvotQ8IV2v13P77bdz8803K79XVlYqoTonPqsmk4m6ujpF6erZs6fSZNJms9G3b1+lqENnUVPTxObNQoiorTXS0GBi69Y8jEbH+ctg8KBPn2B69w6ma1d/YmJ8CQo6eQEHs9nKrl0FrFp1mB9+OIjVakOrVTNyZBQDB4bRp08wsbF+uLi0734sKyvj4MGDThXTwMBAfHx80Ov1Sthsc2+QvSBBcXGxksNjx83NrUNlzduDSqXCy8uLyMhIQkJCSE9Pd1oZzc/Pj969eyvC+YmRA926dVO8s/awaRBKnj10LyQkBJVKpRhCNBoNQ4cOxd3dnYqKCvbt24evry89e/Y8ZQHfbDaTl5dHVlYWRqORiIgIunXrhs1m4/Dhwy3CoLt06YK7u7tDnyWdTsfgwYNxd3fHZrNRVFSk5JbaDQv2QhvNsVqtSnXRtvJXcnNzHXr4tEZhYSGFhYVKk+KTFttpJ6mpJWzYcJSwMC8SEw1ER/soHtPKykb27i1iz55C9uwpIjW1pMVzBuDmpmPmzP5kZJSzcuXhFkqCndBQLwYPDmPq1J4kJhrYuTOfZ575jYKCGqZM6c6DDw6lqcnC0qX7KS2t5+9/709oqKNiXF9voqSkjtBQL/R6DTabjQMHSsnMrGDQoHAMBkc5Ydu2PB59dDW1tY6K8hVXdOOKK7rh7++Gt7cLOp0anU6Du7tO2c+cOavYti2P0FAvbrutL5dcIioelpbWs2VLLps357BzZ4HTc+KM1mQpV1ctRqNFCQu0o9GoiYz0Jiur8qTbFQpnBVarjUsuiWXu3MFSQXLGea8g5eeLXiAgqja99FLHt3HoENx0k/AiTZsmmn3q9cKTVFrq2PjzdNiwQfREGT++1eT97du3c/fddwPw8ssvM27cuHZturi4mL1797Z4oOzWoy5duiiTZHZ2Nr///jsTJ050qPbVGhaLhZycHDIzMxWXvL05IogXs16vJzQ0lMDAQJqampQYanuMst0qvGPHDqXqilqtZvDgwXh5eWE0Gvnjjz+wWCx4eXkpMeGjRo3qNGG3Lerr69m4cSMgnomXX35ZUQL1er1iaXV1dUWtVjvNlejWrRtXXXUV11xzjXKuS0tLWbhwIV9//bUiZHt7ezNt2jTGjx9PXFycU0EyKyuLnJycFoqon58fMTEx+Pv7d3pOWG1tLcnJyTQ0NODq6sqQIUMcFHKbzca+ffvYsWMHv/32myIYNA95sWMvRQswZMgQ5syZQ5cuXTplnA0NDRw+fBi1Wo3BYCAtLU3xMgwYMKDTQ0PspcBLS0sxGo2EhYUp+QY5OTlkZ2crz4WPjw/9+vVzKqTt3LmThx56iLq6Ovz9/Xn//feJjY2lurqaTZs2sXfvXlJSUqitraWpqUlJJH/wwQcJCgrizTffpLi4GLVajUajUazwI0eO5MiRI62GL44ZM4a5c+cyb948pcBFbGwssbGxbN68WRHGtVot119/Pb1796axsRE3Nzd69+7tULa5qqqKXbt2UVBQwJgxYwgLC8Nms3Hw4MFWywY7Iz4+nphjPaDsOSin4v08EbswkppawoEDpaSmljgNiwkMdOeWW/owcGAYYWFeeHh0rIS2M1JSinn22d/IzKxw+F6UGPbmssu6cvXVPU8aJmO1WikpKaGuro6mpibKysqcKjcajUaZv41GI9XV1S3mfz8/P2JjY/H398doNFJeXk5TU5Nyzu35mBUVFVRUVCjr2yti2ZPJ7c227Z4GT0/PFsno9iTy/Px8xXBgMBiIjY1tkWx+4MABGhsb6datW4e8oFarldzcXKX8c/NttvXcHzhQwuLFKSQnFzJkSDh33tmf4GDn+7V7zE702JWWlpKSkoLJZEKv1zNixAg0Go3yDKlUKvr379+ud+r5htVq49NPk3n//R0OgrlarSI42BOtVk1OjvNeatHRvnh4iJCy0FBP7r9/qBJKVl7ewB9/ZLN5cw6HDpXTrVsAgwaFMWhQOOHhXi2uqdFoobS0nrCwU48MOBn19SY2bcph3bpMGhpMzJiRxIAB7fGO2zh4sJSuXf0dQgab09hoZteuAnJzq4mJ8SUuzg8fH1fUahVpaaV89VUqq1YdprHxeOjjpEnx/P3v/Vm8OIVly1IdnnEvLxcGDQpj//4SxVsGMHp0NAkJQRQV1dHYaCYqygc/P1eWLk3l8OHmHmVhzHnqqaFSQXLGea8gffABfPSR+H9EhOjL0hGsVrjzTtFXpGtX0dvlLAjkrWHvr9C/f38+/PDDdq1TUlLCnj17sNlseHt7ExQURG1tLSUlJcqLKjQ0tPUmoK1gs9koLCwkIyNDiX3W6/V06dKFsLCwU1Jcmsd7N0/UBdG5urmVLiIiokWn7zOFzWbj999/p6mpiYSEBIqKinj88ccdwqkSEhJ4/vnnCQwM5JdffmHnzp1UVlZSWFjoMO4BAwbw/PPP8+uvv/LOO+8oypS/vz8zZsxg2rRpTqvQ2ctQFxUVOcSG6/V6vL29iY6OPuMv37q6OrZu3YrFYsHf359+/fq1muT9/vvv88knnwBCCLzzzjvJyspSquCp1Wr+8Y9/MGPGjE5RWmw2G/n5+Rw8eLCF4qhWqxk2bNhpFZE4VYxGI1lZWWRnZyvPYP/+/dFqtYoQaic9PZ3Zs2dTUVGBr68vI0aMYM2aNa1WZ7v11lu59957AXHOKysr8fX1paCggMcff1yxxNvR6/V0794dvV5Pdna24vHR6/VKmNDcuXOVxpp1dXV8++235OXlcdNNN7WrEmVz7MKuPY9Eo9Hg6+urKDvNX5k6nQ4XFxe8vb3x8/M75XvCZLJw6FA5BQU15OfXUFHRSFVVI4cOlZOa2jLMxc1Nx+DBYQQHe+LqqiUqyodJk+LR6zvHqt4co9HC2rVH2L49nx078luEE2k0asaMiebyy7sxfLhopllV1YSfn2uruUv2csZFRUU0NjZiNBqpr693al12cXFRFHh7+eD2Yk+8b+7FOZ+x2Wxs357Pxx/vahEmpdNpiI/3p7i4DqvVxsyZA5g2LeGk27RXpwsODlbkpcrKStLS0oiOjhbtIS4QiovrSE4uJDW1hG3b8khPF+/CyEgfmprMTnN+XFy09OoVRN++ISQlBZOUFIy39+kbPv5KWK02SkrqyMurwdfXldjY44aA7OwqcnKqcHPT4eWlJzbWD41GjdlsZdUqka81eXJ3EhKch3BbrTbWr88kJ6eaxEQDiYkGXF21skhDa5zXCpLVCldcIYog2Pn1V9H7o7388AP8+9/i/wsWwFlOhG6O1Wrlsssuo7y8nEceeYTrr7/+pOvU19ezZcsWxfMyYMAAxXptF9zsceBDhw5tNTbb3pDULgwbjUb27t2r9DhSq9VER0d3SviS2WymsbGxheWwsbGRP/74Q3nxtzXeU6WwsJadO/MpKqpDr9fg6aln7NgYfHxc2bt3L0VFRYoyaTabyc/PVxL/Bw0a1Gr4hr03zzfHwiibFx0IDAzk1ltv5aqrrnIaCme3yjdXiuwhW83LeZ4O9fUm9u8vxmQS1avi4wNahBfYaZ7PZQ/VDAgIcFqh6LfffuPHH3/k2muvZfDgwdhsNr7++ms2bNjA7bff3mr1N5PJpFisT9xu88a+9n/tzTjt3g67NbuyUsSld+/evcNFNezhV+vWZbJrVwENDWZMJgvu7jpCQjyJifHlgQeGtnqeTqSoqIh9+/Yp1cHsxonw8HC6d++uPFuZmZncfffdDnk4Hh4e9OvXj6SkJKXaVlhYGP369WtVkTAajSxevJijR4/Ss2dPevXqRXx8vMM9umrVKl588UUl73DWrFn8/e9/79B5ao0TlSN7ufgzUe3SLuz+8ssh1q/PahEC0xxvbxf69QuhZ88gEhMN9O8fekaUofZQU9PEkSMVbN2ax9dfH3DIrdDpNEr+REJCEO+/f4USsnMyTCYTpaWlVFZWotFo0Ov1eHp6EhAQ8KeulnW2yMqq5LnnfmPPnuMJ/gkJQVx0UTTffZdGYWHLXlM33dSb++8f2qES0WeC3Nxq9u8vxsvLBT8/VyIivPHyap+SYTJZ0GrVzQokWVm7NpPKykbc3LTodBrq603U1hopKamjsLCWqqomzGYrFosNFxcNrq5acnOryc5u6RG6+eY+3H33QHQ6DSUldeTkVFNYWEt9vYmEhCC6dQtAq+38519yZvnLKUjbt2/nySefVBIqDQYDixYtcmikBa1UsduyRXzuucd5k8L2cPiwKHU9bRq0UYL6tNi0SfQgUqnEx2oV3ehPkuyuYLXCZZeJbvFTpsBTT53SMCoqKigsLDxtb0dycjJ33nknAD///LOSCB0eHu7Uomez2Rw6dw8ZMqSFAG+z2di6dSs1NTUEBAS0muuyd+9eysrKCAkJwWAwkJ6eroR1hIaGEhcX1+EqYKeCvViCj48PgwcPPq1tVVc3sWzZfnbuLKCmxkhZWb1Tq5fB4MGrr47Hy6uRtLQ03NzcGDly5Cntc9OmTTz55JNKT5FrrrmG++67r9WcqIaGBrZt24bRaFRCZgICAggNDe2U0ML8/BqWLt3Pd9+lOQiVarWKyy7ryi239HGaUH748OEWfT9OrFDVERobG8nPz1cKDDRvhmkwGOjVqxe1tbUcPHjwpP1YwsLC6Natm5Ig3dTUdNJJvaCghu3b8zl8uJwjRyo4fLiiXVWPpkzpzlNPjW7fQdJ6qGtAQABJSUnKNc3JyeHxxx9Hp9MxdepUxo8ff9p5ZK1RVFTEBx98QJcuXTrszbOHF9o9dq6urnh7e2OxWBwaF57OvXEy0tJKeeONzezc6egF8Pd3IyTEk8BAd3x8XDAYPBg+PJLevYPPuZDrDJPJwm+/HeXHH9PZtCmnRQ7BqFFRvPbahD/l2M8kVqutU495z55CHnxwpVKAY+jQCG6/vR/9+oUcy8WzsHr1YcrKGggJ8WT9+kxWrxZz3UUXRfP006Px8Wn7WWxoMPHGG1vIyqqkT59gBgwIa1URt1ptVFY2UltrxGwWifOennrlN3vemtVq48svU3jnnW0tqigGBYkcuVtu6UPPnse9A2azlfT0MnbsyOePP7JJTi7EYPDgoYeGkZho4Ikn1rJ7dyGnipeXC4mJQfTsGcSoUVH07t1J6QaSPw1/uSp2Bw4cYNKkSfz8889KIux1113H66+/3sLK2kJzrK4WXpn6epg7V3RePxmFhbBoEVx3nShZbbOJnJ70dPD2hldfbb/S0hH++U9Yu1YUVCgqEk1XH34YbrihfevbmzOCaOzajgTxTz/9lOXLlzN58mSmT5/OunXreOmll6irq+Opp55iij0f6hR4/fXX+eKLL0hMTOT//u//2LRpE/X19YSFhdGrV68Wyx89elQpwTtw4ECHmOzmlJWVsWvXLkD0TWqeCG1vMOis+7u9EeGJSvWZxJ6YGxwc3Gq4lM1m45dfMliz5giurlq8vV0YOzaGIUNEeJDVauODD3aweHGKQ4UpO3a3tclk5fDhcurrTej1Gh5+eBDe3sLiOGrUqFMWWAsLC/nmm28YOnRom5XpTCaTkpNlL3t7OkpoWlop2dlVBAW5YzJZ+eqrVH79NUsRxDQaNa6uWiwWqxLjrFarmDfvYiWhtDn2hPuysjKlQERERAQ9evTokCDc2NjoUGnKTvMqVs1DwJxhT9QODQ3tUM5CQ4OJ//u/ZP73v71OSze7uGgZMSKS0aOjCQx0R6tVU1trZMuWXJYtS8XFRcsvv9zUoTCR+vp6qqur0ev1Ss8aEBWx+vXr16H7ymw2k5ub2+neAXtDQl9fX+X5tlenVKvVeHl5UVVVxZEjR1r0WHFzc0OtVivevC5dujjNpTsVyssbWLcuk3XrMsnOrqK21uig2A8aFMZll3Vl9OgYfH3PjEJ5Nigvb+DgwVK8vV1ISyvlxRf/AODGG3vz0EPDzvHozg5lZfXMn7+dFSsyuOqqHjz00LBT9j40NZnJyCgnObmQ+fO3YzRaMBg8ePHFi+nTJ6TNda1WG++9t51PP00GhMHs3/8ey8CBzvNOsrOreOSR1Q65HCCqsV12WRxTpnSne3fxTP36axb/+c8flJY65qx6eupRqVTKvR0e7oWbm45Dh8R72MvLBYvF6vT9NXx4JO7uOgoLa8nIKHfIV2mOXq/BaBRlz+Pj/WlsNGMyWXF31+HuriMoyJ2QEE98fV3R6dRoNGqamsw0NJjx9nZh4MAwunUL+Msp7H9F/lIepOuvv564uDjmzZt30mVbnJjmOT1XXAHPPHPyHT7yCKxfL8pgf/45bN8Os2cf/12jEc1Pp007dY/UiZSUwOTJoov8f/4Dv/0mqs61d8wABQViGwA//yz6ErXBl19+yauvvqr87e7u7pCs7+XlxVdffXVKlZhsNhtTpkyhoKCA++67j0mTJrF7927l96SkJIfyyXV1dWzZsgWr1UpkZORJ+4/s2rWLsrIyPDw8lFAxs9mseI5AVFSrqKigpqYGNzc3+vbt2+EywmeanJwqXnzxD7Ztc+ydoddr+OGHGwgMdOeLL/bx+uubARFuM2VKd0JCPPHy0tOtWwBxcf7KpJ+dXcWcOas4cqQCnU7NY49F4e6uIjEx0Wk8eXV1NS4uLqecUG6vbGTvY2RPgh4wYAC+vr6ntE2ATZtyePDBlU4T0sPCvJg+PZEpU7rj6anHYrGyevURPvlkN0eOVODurmPhwqnExDjf/4lJ+HaPT3s8XBaLhe3bt1NTU4NOpyMoKEipmubt7U1RUREHDhxQFCVfX19iY2OVak72j1qt7rAAvmlTDi+88LuSvOrv70bPnoHExfkTG+unfFxdWx5HY6OZSZMWUV3dxEMPDePGG3t3aN/NKSwsZP/+/Uohgn79+rUrdNRqtZKcnKw8n35+foSHhytlmENCQjr8MmtsbCQjI4PCwkLFyxUREYHBYCA1NbWFMgQiv8xebr+5EqtSqZQqk6eL0Wjhv//dzqJF+1p4VgB69gziwQeH0r//hZPj0Zz339/Bxx8LI9Ytt/Rh9uzB561gajJZ2Lgxh99+y0KtVhES4kl8fAAXXRSNWq1SPCXvv7/DQQHo3z+U558fh5ubFpPJSlVVI1VVTURGehMQIIxleXnVzJ+/XXmmGxstlJTUUV7uWMQiNtaPd96Z2GohBmesWnWYF174Xemvk5QUzGWXdWXixK5KiNu+fUXce+8v1NUZ0ek0TJ7cjYyMcvbvdywG0q1bAOHhXqxfn9Xh83fddb24//4huLhoaWgwcfRoFYcOlbFsWarTHDsQhRCGDYtg0KAwfvrpEOvWiRYS/v5uPPfcWMV4KJE44y+jINlsNnx9fXnsscfYvXs3ubm5BAUF8eyzzzrNB3A4MSqVUBjs4S8xMfDVV23vsKJChKnZk6afegpWrIBt26BvX2hqAntNfn9/4Vm69lo43WTqJ58U+wkMFHlES5fCm28KL9Dixe3bRno63Hij+P+GDW2OafXq1cydOxebzUZCQoKDZXX8+PHs2LGD8vJyxo8f3y7F9EQOHDjA3/72NwC+/fZbSktLKS0tVUo92stfu7q6Yjab2bZtm9K/YMiQIScVVmtqati6dSs2mw1PT0969OhBWlqaEupkL5hgs9moq6vD1dX1rFSP6wibNuXw6KOrFYvZxRd3ISDAndWrj1BR0cBNN/Xm7rsHMWXKYsrLG5g0KZ7HHht50rj+ujojF1+8ELPZyoMPxmMwmNHr9SQlJSleucZGEX5XUlKCVqslMTGxXb1smmMymThw4IBSnQyEF6VXr15K89xTYe/eIu6++yeamsy4ueloajJjtdro1y+EG27ozZgxMU6FrerqJmbM+Ib8/BpiY/349NOrWj1XJzaVtZdntyvQVVVVHDx4EDc3N3r16oVarcZms5GSkkJhYSEqlYoBAwY49XJWV1dz9OhRJbTwdD0R9fUm3nhjM99+K3qmuLpqueOOftx0U1KHclFef30zX3yxj6goH77++rrTGldFRQV79uzBZDKh0Wjo169fqx5fOycWLTkRtVpNYmIiwcHBSs+g8vJypRFnZGSkw8vObDazZcsWJXTWWXNeu0JqNBqVPKjY2FjF61VfX09hYSHV1dVER0ef9BhaIzW1hMWL96HXa4iJ8WX58nSOHBH5jj4+rlx8cRf69QtR8jB69gw6bxWG9mCz2Xj66V/5+edDAEyYEMfTT485Z7lTJ2I2W8nPryEszAutVngaFi3ax5YtuYwb14XJk7tRVtbAsmX7W+0v1b9/KPffP4QPP9zJxo3C2OLv78bo0dF8993BVpui63Qarr02ga5d/Xnttc2KAuOM8HBvBg4M5f77h55ScYD8/Bqeemo9ycnHw9LCwrz44IMr0Ok0zJjxDaWl9QQHe/LKK5cqyfCVlY2sWJHBDz8cVIoZ2Bk1Kop77x2Mn58bWq2aoqJaCgpqUamEAc9qFY1R8/NrGDw4nMGDnack2Gw2Nm3KYdWqw3h46AkO9iAmxpekpGD8/BwjD7Zty2PXrgKuvTZBUS4lktb4yyhIJSUlGAwG/P392bBhA7169WLBggXcd999pKWlERkZ6bC8w4lZuhTef180W7U3cFu/Htqydn75pQihs+PlJULXQGwrMRHeeQe+/Rbs1kc/P7jtNuceJZsN/vtfoVQNHAjDh7cMfdu1C2bOFP9//nmhoG3fLhqvajSiJ1J7PFX27ajVsHVrq6W3i4qKmDp1KkajkYEDB/L2229TU1PDN998Q3x8PGPGjGHVqlXMnTsXgLfeeosRI0acfP/HyM/P55VXXuH3338nPj6eBQsWKCWne/XqxaFDhzAajXh4eNCjRw9ycnKUcr+DBg1q9w1dXFzMvn37HJrzqdVqevbs2SlW4I5iNltZunQ/ERHejBwZ5SAA2Ww25s/fzpEjFYwZE4PNZmPevD+wWKyEhXnx5JMXKS+SxYv38dprm3Fx0XLjjYn83/8l4+KiZfnyG/D3b1/I2rRpS8nKquSBBwYQGVmrCIgGgwGz2UxlZWWLymnR0dEEBwfj6enZZtUne9neQ4cOKcJpUFAQoaGhBAQEnLIiarFYWbcukxdf/IPq6iaio31ZsGAKXl56GhrMSpx7W6SllXL77d9jNFqYNCmef/97bJvL5+fnKx4flUqleISysrIUAScyMpLu3bs7KFQ9evRoMfecCTIzK3j44VVKgvGQIeH861+jCQnpuCc0O7uKq69eAsB7713equDSXurq6ti9ezcNDQ3odDoGDRqEu7s7R44cUZRIjUaj3A/2sEZ7meaMjAzq6upwc3PDZDIp91JgYCDV1dVOQxT9/f3p1q0bXl5eSn6fWq0mISGB4OBgcnJyOHToEDabDR8fHxITE3F3d6epqUnxHHUmNpuNpUv388YbW1r0P9Fq1dx990BuuinpL5nobbXaePvtrXz++V5AKPbx8QEMHBjKHXf0d+rpbA2z2cqGDUfZsSOflJRiqqubuPLK7kyfnoibmzCCFBTUsHt3IWlpojTxxRd3wcNDT2OjmSNHKqisFNUBd+4sYN26TKqrm/D2dmHEiEh27Sp0KCvs4qKlqem4sq3Vqhk+PBIvLz35+TVO82Cuu64Xs2cPwsNDz++/H+XJJ9e3qfzYCQ725JpreqLVqtHrNRgMHhgMQlloz5x3MqxWG/v2FbFiRQY//niIhgYTYWFeBAS4s29fEd7eLnz++dWtlppOTy9j+fKDJCcXce21CUye3E0WzpD8qfnLKEi5ublERkZyyy238OmnnyrfR0ZG8ve//52nTihEoJyY/Hy8b7pJ5CDdeqsIlTOb4b33oK1k+ZtugoMH4dJL4Y8/RJ8fgIQE+Oyz40pHebnw7CxZIvKbAGJjhXLVPC9q8WJ47TXHfdx5J9x1l/i/2Sz2efiwyGv64AOxj+pqsPcM+t//oD0FEzZsED2PvL1h3bpWF1u2bBkvvfQSAQEBfP31107Dzmw2Gw888AAbN24kMDCQRYsWnTTULisri48++ojVq1crSsuDDz7IoEGDOHr0KG5ubowYMYKysjKSk5NbWNh69erVYcWmvLyc5ORkLBYLrq6uJCUl4ePj06FtdBYLF+7h7be3AhAR4c2dd/bniitEs9XmwmlzEhKCeOutyxwsZo2NZsVrZKejsfwPPbSSDRuOcuONvbn77r7s3bu3RbEAFxcX4uPjWzRttSsKzhrU5ubmkpmZqXgbNRoNPXr0OC2FtLHRzFdfpfLFF/uUQgMGgwcLFkxp0SivPXz77QFeeOF3AP7977FMmtR2Ll5NTQ179+5t0QuqeR5RYGCgUqXNrjCdaSHh99+P8sQT66ivN+HiouXBB4dyzTU9T2u/99zzE9u25dG9eyBXX92DkBBP0tPLyMysJCEhiKlTe7S7CSgIT+S2bdtoamrC3d0dd3d3h2p2JxIcHEzv3r2d9srau3evw30IIj/I39+fmpoa5f5Vq9WEhIQojWBPLK9fW1tLXV2d0yqFnUl+fg2vvrqJDRtEVc24OH/i4/05fLgCPz9XHnhgKN26dW6j2PORJUtSeP31LQ4hW717B/PGGxNOmndVX29i6dL9LF2632kRkoAAd8LCvDh6tLKFl8fFRUtEhLfSQPJk6PUaLrooms2bcxXFJirKh2uvTWDixHiHse7Ykc+///0b+fk1eHjoefrp0Ywb59gXrb7eRF5eNRqNGq1Wja+vK66uWr755gALFuymoqKBMWNieOqp0WetdHTzkDoQOZtvvz2RoUNlyJrkwuEvoyDV1dXh5eXFY4895hDqNWzYMBISEliwYIHD8vYTs/Diixmzbx9GnY7Mt9/mku++g9RUUcnu9tud76x5iNqiRbBxo1CoQOQFXXJJy3UqKoTitGQJmEzC4/T888JTlJwsFCGLRZTbrqiA7Gzh4fnyS6FQLVwIb78tvlu8GOLijm978mSRV/Tkk3DVVce/z80V4X0nhtD9/LMICQwLE2F6rfDQQw+xYcMGpkyZ0kLBbE5hYSE33ngj1dXVDBgwgPfee8+pZ6G2tpbXXnuNn376yaEU8IwZM7jqqqvYuHEjJpOJbt26ER0dDQihND09XRGI2pN31Bq1tbWUlZURGhraaRZi0US0mJSUYiZMiHNw65tMFr79No0lS/YzfHgEDz88HJvNxvXXf6WE1dhZsGAKffqE8N13aTz//AZcXbWo1Srq600MHhzOq6+OdxoG9vnne3nzzS2AYz5Se3n77a0sXLiHESMieeutiVgsFrKzs2loaECv1ytFArRaLTabjczMTPLy8hxyNlQqFeHh4XTt2hWdTkdWVhaHDh1SfmtNiWovVquNb745wMcf71KSftVqFZdcEsvddw8kMvLUFF2bzcbcuWtZvfoI7u46vvjiGiIi2p4k7V6xnJwcKisriYyMpGvXrqSkpCgNYkFUQOzVq9cZV462bctj9uyfsdlshIZ68dpr4ztF2P711yzmzFnV6u8Ggwe3396PKVO6tzscqrq6mh07djh4JKOiovD09FRKm1ssFjQaDdHR0a16J61WK4cPH6axsRF/f3/8/f2VIh82m42KigrS0tKUYgogPJd9+vQ5qxbt8vIGlixJ4X//26t0kb/yyu488siIDnlF/kqUlzewf38xycmF/O9/e7FabURF+fDMM2Po3du5IpufX8MDD6xQ5lSNRs2QIeH06RNMQ4OZL79MaZHQ7+PjSvfuAaSkFLcoCODhocfLS09kpDeXXBLLwIFh7N5dyMaN2QQEuHPbbX0JDvakvt7EH39k4+vrysCBYa2GQtbXm/j11yz69w/tsEe3vt5Ebm418fH+Z90b01xJuvfewdx6a9+zun+J5EywcuVKVq5cCYiWEX+ZKnaJiYkMHjxYaeII0LVrV2bMmMEzJxQwUDTHnBy8f/4ZXF3h5pvhpZdg2TK46CJ4/XXYt08oKxMnCuUExPdffCFC4L74QoTQPfaY2MYLLxxfzhmpqTBnzvEeRt7eIqyvtlZ4fxYsEOFyN9wgqtMNGyYUtVmzxHI33QQPPui4zTlzRB+ka68VFe5A5ELdey+MHCnG25ylS+Hll0VxiS++cDpMk8nExRdfTH19PS+++CKXXnppm+d+48aN3H///YBjk8fmPPfcc3z//fcAxMTEMHPmTC655BLUajUlJSUkJyejVqu56KKLHMp222w2ysrKaGxsJCws7Iz0G+kIjY1m9u4tYseOfFatOkxurrBYe3rque++IfTpE8yWLbl89dUBhy7bX3xxDQA33vg1AK+9Nl4Jp7v55j7cd98Qnn56PT/9dIhLL43l6afHkJFRTs+ega02U2xoMDF58mIqKxuZPj2ROXOGd+hY7ApZRIQ33303vd3rmUwmysrKOHLkiEOPnuDgYCV/xGAw0L1799Mq42yxWHn66V9ZsSLj2D60XH99L6ZPT2x3n562qKlp4oYbvqawsJZevQwsWDCl3WFOzbvYN8+PCw4OJjEx8Yzfp01NZq6//ityc6vp1cvAm29OaBGTf6rYbDaWL09ny5Zc9u0rpqSkjvh4kYC9YcNRReAPCHDnxhsTue66XkoIU1vYe01pNBoSEhJOKwetLSwWC4cOHSInJwcXFxeGDBlyygVG2sPmzTn89787MBotdO3qr5S2tofThYV58dBDwxgzJuaMjeFCY+PGbP75zzWKchMW5sXQoREEBLjh4+OqeGpee20zFRUN6PUabrqpN9de28thbigvb+D779NQqVRERfkQG+tHdLQPKpWKhgYTv/12lLKyenr0CKRnz6B292T6K1BUVEtOTjUDBpx+jqRE8mfjL+NBAliwYAGPPvooe/fuJTw8nFWrVjF16lRSUlLo0sXRrd3qifnpJ3j6aeF5+fxzUe67sVH0Hbr5ZuHdufZaqKwUispNN3V8oGVl8PjjIhfIjre38EbZK4ht2SIUHBAeoPr64wrUid6Pjz4SIXdJSWBXDu0V9pyF0S1YIPKdBgwQ6zlh165dzJw5E5VKxZo1a9oVjvb+++/z8ccfA/D2228zfPhxYb2xsZHx48dTX1/PnXfeycyZMx0EyIyMDDIzM/H19WXQoEEn3dfZxmKxsnlzLj/8cJDff89uUTrZzU1HQ0PL0qRarRovLxcqKhq47LKuGAweLFy4h7g4f5YsmcaHH+7kww930q1bAF98cQ1TpiwmP7+GRx8dwXXXtSxx7oxduwr4449s7rijHx4eHfOM7dpVwMyZy1GrVWzceDs6XceSo61WK/n5+Rw6dMgh8T0wMJA+ffqclpJgsVj517/Ws2qVKBc9dWoP7rprYKcn3yYnFzJz5nKsVhv33TeEm28+tabJZrOZqqoq/Pz8zphy1NRkVkJxPvhgBx99tAu9XsOSJdNO2ZPWUUpK6vjkk918//1BRVEaMiScd9+d1C4hqq6uDq1We0YVlub70ul0nZ5TZKe21sjrr2/mhx8OOv3dz8+N6dN7MWNGUodCEiWC1NQS/vOfP1qtYmbH39+N11+fQGJi2xVZJRKJxE5nKEjnzax+xx13UFFRwfjx4/H390er1bJmzZoWylGbJCaKf8vLRRiaPZRo/nzo108UXqisBA8P4VU6FQIChGKSmyuKMmRlwejRx5UjgKFDYdQoUXihvl4oOi+95LwIgz3k7MABoXzpdCIvCkSOUlMTNBdG7NX62ihlvWWLCNtKSEhod67OzJkz2bt3L9u2beOZZ55hyZIlSrWnDRs2UF9fj16vZ8aMGS0EyKoq4Wk5V3lBbVFT08Rdd/3EwYPHcybUahUJCUEMGxahxJ2/++42vvlGVC4MC/NixIhIbropidTUEubOXcuqVYeVRnwTJ3YFYNiwCD78cCfp6WUcOFBCfr4o9NGvX/st6/37h55yGWB7iWur1UZeXk2rJa9bQ61WExERQWBgIAcOHKC0tBQ/Pz+SkpJOWUmorzexZs0Rvv76APv3C0/rXXcN5M47z0BPMaBv3xBmzEhi4cI9fPTRLkWR7SharfaUSt23lyNHKrjzzh+w2WDcuBh+/ll41W67re9ZU45ANG/85z9Hcued/Vm0aB8LF+5h69Y8li9PZ8qU7idd/1RDLU+FM7mvxkYz99zzkyK8Dx4czsiRUWRkiB5jl1wSy+jR0R02OkiOk5AQxMKFU8nOrmLNmiMcPlx+rIhCE5WVjVRWNtKjRyD//vfYVosHSCQSyZnivFGQAObMmcOcOXNOfQORkccr0u3YIb6zN5KdOVPkD6lUIn/I3//U96NSiX21VeHqgQeEJ8lsFvtrLcF9yBChdJWViZC58HAxTjslJdAsOVmpttdGlb7Nm0U/naFDh7bzgISw/MwzzzB9+nTKy8t57rnneO2111CpVKxYsQIQjUhPLPZgs9n+tAqS2Wzln/9cw8GDpajVKoYNi2DKlO4MGxbZIhRj7txR3HFHP8xmK+Hhx60RoaGehIV5kZ9fQ0WFKKgwYYLIIUtICMLLy4Wamibef1/cb15eLsTFnca91QH8/Fzx8NBTV2fk6NHKDitIdlxdXenbty8NDQ24ubmdcjjGli25PPbYGocmmbNnD+K22/qd0vbay5139mfFigyKi+t47bVNvPRS2yGlZxubzcaLL/6uJJh//73wWERF+XDLLX3PyZgCAty5774hVFY28sMPB3nzzS2MGBH5lyiva7Xa+Ne/1pGaWoJGo+af/xzB1KkdayQsaT9RUT7cfvuZnQMkEomko7TbDLx582ZeffVVfvzxR+W7rKwsvvzyS6V8858etRp6NQtt6tULPv5YeG7sSsfddwvvzpkmOloUdvjsM1HMoTX0epgxQ/x/2TL45hvH35sljwMn9SDZk5xBFLnoCAaDgSeffBIQXqPFixdTVVWlXP+JTrxudXV1SuL2n0lBstlsvPzyRqU564svXsxbb03k4otjW41TDw72dFCOQCQNz5iRpPzdr1+IUnVNo1EzaJBQfO09Mvr0CT5rvU9UKhXR0eKcHz1adZKlT74td3f3UxYS163L5IEHVlBba8TNTcfkyd1YsGDKGVeOANzddTz8sLjX167NZPPmnDO+z47w44/pSsng227rS0JCEL6+rjz11Ohz3jPmgQeG4u/vRnV1E//85xqef34Djz225qRhUecrZrOV11/frDTDfOKJUVx99elVDZRIJBLJ+Ue7PEjz58/n1VdfZdCgQXz77be8+OKLfP/998TExGC1WomPj2/RT+XPwNy5c5k8eTITJkw4/mWvXsJzA/Dww6KK3D//Kbw4EyeKXkZni27d2rfcNdfA//2f8HQdU25QqUR/pZITBBW7gnSCByk7O5usrCxSUlKw2Wy4u7uTaA857ADjxo1jypQp/PDDD7z++uusX78ei8WCl5eXQ16SHbv3yNXV9ZQS+svLG/j8871KidSICG/69g057ZKon3yyWwmZmz17EBdfHHvK25oypTsffriTyspGLr/c8ZoOGxahdACHjoXXdQbR0T6kppZw9GjlWd0vCEt8Skoxa9ceYfHiFKxWG926BfDuu5Pa3cupsxg3rgtDh0awZUsuc+eu4623LiMpKfisjsEZVVWNvPWWKAs/eXI3Zs8ezOzZ53hQzfD2duGRR4bz+ONrSU4uVJpNpqaWsHTptRdMxbaqqkbWrs3k00+TlVDY227r266wQolEIpH8eVi5ciXLly8/7e206+22bds20tLSlMTb5ORk7rvvPt588008PDxa7RZ9rpk3b17L5KxJk2D5ctGINemY5f/KK2HsWKFU/Bkthe7ucP31omADgMEAgYGiat6JHiR7iN0xD9KRI0f48MMPWbNmjcNigwcPPuVmnv/85z+prKxkw4YN7N69G4BLLrnEabJ0ZWUlcGreI3up5h078lv81q1bAE88MYpevTqeuPvJJ7v5739FyNvkyd1Ou8Spq6uWd9+dxL59RS0EqhN7S/Trd2r5RKdKVJQ47/Ymo2eL4uI67rrrR4f99ukTzJtvXoaX19np99EclUrF3Lmj+Pvfl1NUVMs99/zEa6+NZ8iQzuv9UV7ewE8/pdPQYObWW/sq3p9Vqw6Tk1NFv36hJCYaaGw0U1hYy6+/ZvHDDweprGzE29uF++4b0mlj6UwuuSSWw4cr2Lu3iMBAd9asOUJ+fg0LFuxi9uw2+sn9yTAaLSQnF7JjRz6pqSVYrTa0WjV5eTUOBgSNRs311/fi7rv/fAVlJBKJRNI2EyZMYNiwYcyfP/+0ttMuCTkpKcmhKlHfvn355JNPeOmll5g4ceL5FX4QHS16BZ3IKVa5OGtMny4q7zU0CE9XdrZQkNrwIK1du5bHHntMUWA9PDzQ6XR4eHhwo73XE5CTk0NOTg7e3t74+/uj0WgwGo1otVpCQkJaXF8XFxdeeeUVXnjhBX441mvJWXgdnF6Bhm+/TVOUo8GDw6mubiIzs5KmJjPp6WW899525s+/vEPbXLhwD++9tx2A8ePjePLJizrl/u3RI5AePQJbfB8a6kV0tC9Hj1bi4qKlZ8+Wy5xJoqN9gdMPsesIVquNZ575VVGOEhKCGDMmhhtv7H1OPQ5hYV4sWDCFe+75iezsKh54YCULFkwhISHotLablVXJ++/vYP36LKURZm5uNc8+O4bly9P5979/a3N9tVrFP/85otPKeHc2KpWKu+4aqPwdE+PLe+9tZ+HCvUycGE9srN85HF37OHq0kvvuW0FeXnWry7i6apk8uRs339znlJoTSyQSieTCoV3SSkREBG+99RavvvoqP/30E0lJSbi6uvL000/zwQcfnF8K0vmKjw/861+irPeMGce9SW14kFavWoXNZiMiIoL77ruPMWPGOK0wd/DgQWw2G3V1dRQUFDj8rlarCQ5uGYqk0Wj417/+RUJCAkajkX79WuaSmEwmpY9ORxWkwsJapUnq1Kk9eOKJi45t08Ivv2Tw73//xrZt+RQV1RIc3L4GfSkpxbzzzjZAKEfPPTe21R5Encnw4REcPVpJnz7BZ73qlT0Hqby8gdpaI56eZ6YkcnOWLt2v5Ha99dZljBgRdcb32V5CQjz5+OMp3HXXjxw5UsGTT67j88+vPqX+KPX1Jj7+eBeLFu1TFCN7UY6ffz6E2Wxl7VoRXhkQ4E5FRQNW63Fve2ioF5Mnd+OKK7qdV1W6/va3JFasyODIkQqee24Db799al7BujojP/xwkNpaI7fc0veM5Vvt3VvEAw+soLq6CY1GTa9eQfTpE4y7uw6z2Yqvryt9+oQQH+8vq9JJJBKJBGingnT99ddz5MgRYmJi6Nmzp8Nvs2bNOqVcFknb1NTUsH//fgYOHHg8FG78ePEBEWYHbRZpSE9PB+Cmm25i3LhxLfZhsVjYv38/NpsNDw8PPDw8lJA4q9WK2WymtLTUqYIEwrI8bdq0Vo+hurpaWc6rjap6zvjPf/6gvt6EweDB/fcfr7an02m44opu/Pe/OygpqePnnw+1muhfUdFAWlopgwaFY7PZ+Pe/f8Nms5GQEHTWlCOAv/99AHq9GPfZpnmJ6OzsqtP2lpyMw4fLefttkVNz7bUJfyrlyI6/vxv/+c8l/O1v35KdXcWrr27iqadGd2gbjY1mZs5cTlqaKA8fHe3LXXcNYMyYGN54YwtLl+5XejwlJATxwQdXYDZbycgox9vbhaAgD7y89OelcUmn0/D44yP5+9+Xs29fETfc8DXPPTe23eGjjY1mPvpoJ199dYC6OlHRMD29jP/855LTeiatVhtpaaW4umqJivKhvLyBL79M4csvUzAaLQQFefD225cRH3/myrVLJBKJ5MKg3fEusbGxxMY6T2QfMWJEpw1IInjllVf4+eefmTt3LldffXXLBewKUvMQO6NRfIAGrZacHFGtq1srxSAyMjKoq6tDrVaTlJTkUKI7OzubgwcPUlFRccrHYA+v8/LyQqMRltk9ewpZty6Tu+4aiJubc6t9bm41f/yRDcBjj41s4fVQq1VMmtSVzz7bw48/HuLWW/u2EDQbG83cfvsP5ORUERfnT48eARw5UoFGo+app0afNeUIRKL7P/5xbvJL3N11GAweFBfXcfRoZQsFaf/+Yt58cwtJScGnNUar1cZXX6Xy7rvbMBotREX5/GlzagBiY/14+OFhzJv3Oz/8cJD+/UPbrcDay3KnpZWi1aq5555B3HBDouJ9ePjhYeTmVrNpUw5hYV68+eZlyr1+tnPQzhT9+oXy73+P5T//+YPCwlpmzfqRW2/ty8yZA9BqW3+2jEYLDz20UvEw2pswr1+fxb///RtPPz2mzSqPVquN8vIGAgKOl5s/eLCU5cvTWb36CGVl9YBo4myzoXj2unTx4513JhIS0j5vs0QikUj+2nRKQoDJZCIzM5OKigpcXFwwGAwEBwcrQvG5wmkVu/OEffv2AXDo0CHnCwQdE3RLSsBqFSXM7d4j4HBZmZJ7FB8f32L1+vp6srOFEhIXF9eif5H/sT5QDQ0NSv+bjmAymcjPF/lDzcPrnn/+dzIzK/Dycmm1OeiaNUcAEYI0apRzD8QVV3Tjs8/2cPRoJSkpxfTu7ejl+vDDneTkCAXt8OFyDh8uB+D22/vStevZ6UP0ZyEqyofi4jpSU0uYOPH4vfDttwd4+eVNmEwWdu8upFcvA+PGdaDx8jFKSup44ol17NolwjODgz35z38uaVUB/rMwdWoPNm/OUYRzm83G5Mknr1r29dcH+Okn8Vw+/PAwrr22l8PvGo2aV165lF9/zWLQoPCzXrHvbDFpUjxJScH861/r2beviE8+2c2WLbk8//w4pThIc4xGC3PmrFKUo7vuGsj06YksXbqf997bzk8/HcJg8HBa+KGsrJ7vvz/It9+mUVBQQ3CwJyNGRJKeXkZKSnGL5c1moRgZDB7ccEMi11yTcEphlBKJRCI5vzirVeyckZeXx4IFC/j+++/Zt28farUaf39/zGYzlZWVqNVq+vfvz9SpU5k1a1bLanJnAadV7M4DjEYjeXlCiCgqKnK+kN2DZDZDZaVobNtMQTpUKMrxhoeH4+7esrmj3buj1+uJjo5u8buHhwd6vR6j0Uh5eTnh4eHtHr/VamXv3r00NDSg0WiIONbItrKykcxM4ZHauDHnpArSxRd3aTUEqUsXP3r1MrB/fzE//pjuoCAdPFjK55/vBeC663qRkVHOrl0FdO3qf1b67vzZGDQojB078lmyZD/jxnUhKSmYl17aqJQ512rVmM1WXn55I4MGhXUon2TXrgIee2wN5eWiSe60aQn84x+D8fA487lOp4tKpeLZZ8dSVbWCXbsKePbZ36ipMTJ9eiJqtYq6OiNffZVKWJgXl14qmv8ePFjKq69uAoSCMG1agtNtu7homTCh61k7lnNFRIQ3H388mQULdvPxx7tITS3hllu+47//vdyhaEl9vYnHHlvDpk3Cqz13rugvBKKcdk1NE//7314++2wPo0fHkJhooLq6ia+/TuX337PZt6/YoVpqUVGtcv+CqGp5+eXxXHppHFqtmoyMcsxmK4MHh7fp0ZJIJBLJhcVZrWLXnMbGRh577DE2btzIlVdeyRtvvEH//v1beCDKy8vZunUrv//+O6NHj2bGjBk88MAD59yrdD6Qm5uL1SosoMUn5hjZCWoWKlVS0lJBys0FWg+vqz22rKenp1MlRKVS4efnR1FRERUVFe1WkGw2G+np6ZSXC49NYmKicm/s3Xtc2UtJKaaqqhEfH8feSHl51UpexyWXtN2b6Ior4tm/v5iVKw9z110D8fNzw2Kx8txzG5SeOw8/PAy1WsWBA6XExPie88ab54K//a0Pv/12lNTUEubOXUdcnB9btoj7Y8KEOGbNGsjf/vYtpaX1vP76ZsaPjyM3t5ohQyKcegJAhC599tke3n9/B1arDV9fV154YVynls0+G7i763j77Yk8/PBKtm7N4/XXN7NiRQYTJ3Zl4cK9lJSIIiMeHnqGDAnnuec2YDZbiYvzZ+7cUedlDlFno9GomTlzAEOHRvDYY2soLq7jnnt+4r//vZzu3QMpLKzlwQdXcuhQGQCPPjpCUY5AzDX33juYnTsLSE0t4dlnf+Olly5hzpxVDmXi/f3duOqqHlx0UTR79xaxdWsugYHuTJ3ak169ghyuxeDB7TfoSCQSiURyIipbB5oY5efnc9dddzFz5kyuuOKKdu/EbDbz+eef89NPP/HJJ590OGG/o1RXV+Pj40NVVdV56UFav349jzzyCCBC3VatWuV8wdGjoa4O3ngDRo2CbdvgnnvAxYU7e/YkOTmZmTNnMnPmzBarJicnU1JSQlRUFN27Ow8rysnJUfpfjRp1cmHQZDKxf/9+So7lRcXFxTnkrb3zzlY++2yP8vcLL4xrYWX/7LNk3nlnGyEhnixffkOb+6yubuKqq76kurqJ8ePjmDfvYt54YzOLFu1DrVbx2WdX0bPnmS1KcL6Qn1/DTTd9Q01Nk/LdPfcM4rbbRP7WN98cYN683x3W8fd344svriEw0NEDmZ1dxVNPrVdCmxISgnj55UvP6/wOo9HCiy/+zvLl6U5/9/NzY/LkbixcuAe1WsWnn151xgtenI/k5lYzc+ZyiovrcHPT4e/vRllZPY2NZnQ6DU89dZFDmGdzjhyp4MYbv8ZstqJWq7Babbi6apk2LYGLLoomKSlYeoMkEolEclI6Qw/o0NvmzTffZOHChR1SjgC0Wi233norr732Gm+//XaH1v0rcvToUeX/5eXlGI8VXmjBiYUajpX4tnl4KLlLzvKPwNGD1Br2PKSmpiYaGhraHHNdXR1btmxRlKPIyEi6dHHMZ9mzxzFccOPGnBbbsZdFbiu8zo63twuPPioKhKxadZhnn/2VRYtE7tadd/aXylEzwsK8ePbZMYCoQvb88+O4/fZ+yjm+6qoeDBkirO56vQa9XkN5eQOPPbZGyecAKCio4dZbvyMlpRi1WsWtt/bl44+nnNfKEYhjfvrpMSxcOJV+/UIAGDeuCwsXTsXHx5WKigYWLhTK/fTpiVI5aoWICG8++OAKDAYPGhpM5OVV09hoxs/Pjfffv7xV5QhE4Yy//12E3VqtNgIC3Pnoo8k88MBQ+vcPlcqRRCKRSM4aHQqxe/nll09rZ1FRUTzxxBOntY2/AllZWQ5/l5aWEhYW1nLBoCDIzDxe6vuY0lOg1VJ3LMTNWYid2WxWFJ62FCR3d3eHPCRnuUx2MjMzaWxsRKPRkJCQQEhIiMPvJpOF1FShPI0eHc1vvx1l8+ZcrFabUrUqP79GWebii9sOr7MzYUIcq1YdZsOGo4r1f/To6Fbzm/7KXHRRNF98cQ2envoWfXfUahVvvTWRsrJ6goI82LYtj3/84xeSkwt5991tPPDAUCwWK088sY7q6iYCAtx5+eVL6NMnpJW9nZ8kJATx4YeTqa83KXlUTz89moceWgmIwiHNm6ZKWhIZ6cOiRVfzxx/ZaDRq3N119O8firf3yXPbbrmlL0eOVFBd3cTcuaNkw1aJRCKRnBPOXVv7s8D5WsWuuQcJRKGGVhUkaOFBSj+Wv+Tu7k5oaMuywvbmrSCKMbSGSqXC39+fwsJCKioqlGILzrD3PIqLi2uhHAGkpZViNFoAUb3qt9+OKn2K7Nb4lSszAFF5KjHR0Oq+Thzj3Lmj2L27kJqaJrp08ePf/x7bZqngvzLdurXeA0arVStNd4cOjWDmzP588MFOPv98L1lZlRgMHuzdW4RKpWLevHEXnHJkR6VSORSZuOiiaP7+9/58/fUBnnlmtKyG1g5ESOLJKwKeiFar5oUXLj4DI5JIJBLJX4FzXsXufOB8rGJns9laKEitFmo4McTumAcpvUnkmcTHx6NWtwxLsYfXubm5HW9C2wp2BamsrAyr1ep0exaLhfp60X+ktfNtD6/r0sWP+PgA4uL8OXy4nI0bs0lICMJmsykeoIkTu3ZIwQkMFN6MH39MZ9asgedFBbXzgTvu6E9mZiWrVh1W+lIB3HlnPwYMcKKwX8DMmjWQWbOk50gikUgkkj8znVXFTgZ1/8morKxUvDH2Yhatlvq2e5BOCLHLOBY+154KdicjKEhUhzKZTEplOmfbs9f6aK0Ah72CXZ8+ohz3iBGRAKxfn4XNZmP37kKlYtWVV/Y46bhOZNCgcJ59dmyL0DHJqaNWq3jhhXG89dZlxMb6AdC/f6gMX5RIJBKJRHJBIxWkPxn2/CO1Wk2/fqJnz0k9SPbf7SF2xxSs0ynQYEev1yvFGgqP9VY6EbtC15pHymazkZws1rUrSPYS3unpZfz00yG+/z4NgH79QlotLS05+6hUKkaMiGLx4mv45JMreffdSWg0ctqQSCQSiURy4XJGJB2LxcK+faKa2M6dO8/ELi5Y7OF1YWFhSs7PSRWk6mpoaoLaWsw2G7nHFKC4uDinq3VEQQIIDhZKTUlJCRaLpcXvNccUs9bC6/LyapRGova8lYSEIK64Qni43nxzC2vWiOp1U6Z0PG9BcubRaNQkJQX/JftISSQSiUQi+WtxxkzBL7zwAoWFhacdA/hXw64gRUdHK4rJSUPsQOQh1dTQaLXCsTwhZ+FuTU1NStnwtgo0NMdgMKBSqTCbzU7D7OwKUmvhdRkZYh1PTz2RkceVqPvvH4K3twuVlY00NZlxd9edtDmsRCKRSCQSiURyJul0BSklJYXPPvuM4cOHM3XqVEaMGMGnn37a2btpF3PnzmXlypWdtr2qqirWrFmDyWTqtG2eSHMFyXDMQ9SqBykgQFGGKC6G2lqabDbQCCu/i0vLsrr2CnaiUlf7FCSdTkdAgKh+dmKYndVqVTxSrSlIubkiBC8qyseht5Gfnxv33jtY+XvChDjc3GSFMIlEIpFIJBJJx1m5ciVz58497e10uoIUEhJC3759CQ0NpUuXLsTExJCUlNTZu/n/9u47PKpqawP4OzPpIY30AqEJ0pQeQweBQBABQRBFAZFrg2C7IBE/qgEUAdFgAQQULlKv9WIoEQGRZkFRmrQUCElISK8z+/tjOCczyUwyLZX39zw8ZE7ZZ02CMMu199omiYmJsWmL77fffhuvv/46Fi9ebLMxy5PWIDVr1kyuIKWnp6O0tLTixUolILX//ucfbYKkU0EylCBJyYyLi4vBjnTG6E6z0900Ni8vD5o7bcWNJUiJidrmCyEhFafgjRp1L3r2bAJnZ3tMmNDR5HiIiIiIiHRFREQgJibG6nFsniD5+Pigffv22Lp1Kz799FN88MEH6NKl/ne9Ki0txZEjRwAA3333HX7++WeLxpHWZ0nT3HSVlJQgKSkJgDZBkipIQgjcunXL8ID336/9/fffgdxcFOpUkJycnCpcnpWlTVZMXX8k8fX1hVKphFqtxpEjR/D7778jNzdXnl7n6OhoMCEDyipIhhIkpVKBVauG4ocfJsmd0oiIiIiIaku1rEFydHTEhg0b4OTkhA0bNlTHI8z28ccfY8yYMbh+/bpJ19+8eRPvvvuufP1ff/2lt8HqW2+9Je/9Y6rU1FQ8++yzmDJlClasWFHh/JUrV+RqTGhoKHx8fOQpaUbXIXXqpP39ToJUWQUpJydHHkeaMmcqe3t7dOzYEc7OzgC0laRTp07J4xmrHgFAYqLxBAnQJkl2duyMRkRERES1r9o+lXp4aFs1e3p6VtcjTFZUVIRNmzbh2rVrchWoKh9//DG2bt0qT6eTKkbBwcFwcnJCSkoK1qxZY3IMJ06cwOOPP47ff/9dfl3egQMHAABNmzZF48aNYWdnJycyVSZIqamARiOvQVIqlXott4UQOHfuHIQQaNSoEQIDA02OXeLn54devXqhU6dOcHBwQElJCdLT0wEYT5BKSzVISdFO6zOWIBERERER1RUWJ0jGNg2VHD582NKhbe6XX36Rp7SlpaWZdI/UpvzEiRNITEzEsWPHAABDhgzBiy++CADYvn270b2BdCUnJ+Pll1/G7du35WlvCQkJ8nogQJvAfP/99wCAYcOGyZUjQ40aSktL8fnnn+Ps2bNAs2aAR9m+QUVCAEolHB0d9RoipKSk4Pbt2wCAe++916z1R7oUCgV8fX3RtWtX2NuXNVQw1uL7xo0caDTaTWSZIBERERFRXWf2p+T8/HyEhYXB19cXffv2RWZmpsHrVCoVVq9ebXWA1pC62B09elQ+ZrQSoyM3N1dulgAAn332Gf7++28AwAMPPIBx48YhMDAQGo0G27ZtA6BdW/T1119X2PdJCIElS5agqKgIQUFB2LZtG1R31gidO3dOvu6vv/5CcnIyAOg1ljDU6nv//v147733tNUthaJsHRKgnWKnUulNr8vMzMSFCxcAAIGBgfDysn6tT6NGjdC5c2fY2dlBpVLJFcPypOl1jo528PFxsfq5RERERESG1FoXu7feegsFBQV45JFH8Ndff+Hpp582eF3Pnj0NNiKoSVIXu59++kk+ZkoF6ezZsxBCyK//+9//QqPRwNnZGffddx9UKhUmTJgAANi9ezfy8/OxZs0aLFy4EM8++yyioqJw8eJFAMD3338vV59ef/11BAcHyxu4SkkXALkdebt27dC0aVP5uKEK0vnz5/XfS+fO8rlCnQqSRqPBhQsXcOrUKRQXF8Pe3h733HNPle/fVB4eHujZsyd69uxZZYOG4GA3KJUKg9cQEREREVnLVl3s7Kq+RN+hQ4fw888/w9XVFenp6Rg/fjwuXryI+Ph4fPjhhygqKoK7uzscHR1x+/ZtvPbaa1YHaY2EhAQkJibKr02pIP31118AgKCgINy8eRNqtRoA0K1bN3la2ciRI/HRRx8hLy8PCxYsQHx8vHz/0aNHcfToUfj5+cmNHIYOHYqePXsCANq2bYsLFy7IFSSNRiMnSEOHDtWLRaog6SZIV65cAVDWsltehwSg0MEBgLZBQ2JioryvkqenJ9q3b280kbFUVeNJCZLuBrFERERERHWV2RWkwMBAeYNRHx8frF27Fs888wyWL1+ONm3aQAiBkydP4ujRo3jppZdsHa/ZdKfXAdpEQ7c6ZIiUIIWHh6N///7y8QceeED+2tXVFaNHjwagba4ghEDnzp2xevVqtGrVSn5Wbm4u3N3d8corr8j3tm3bFkBZBenUqVPIyMiAQqHA4MGD9WKRKki6a50uX74MACguLtZW6e69F7iTGBXdSVicnJzklt5+fn7o1q0bXFxqfopbZS2+iYiIiIjqGrMrSFJyJGnRogVKSkrw22+/yXvrZGVlwc7OrsK1tUFKkO677z788ccfKCwsRG5ubqVtqaUEqX379vD395e7y+kmSADw2GOPYevWrdBoNHB3d8eiRYsQEBCABx54AFevXsXp06dx8eJFDB48GI0bN5bva9euHQAgKSkJ2dnZ+PrrrwFoK1S+vr4AgBs3buDq1avw8fEBoJ1Ol5ubCzs7O9y4cUMeKycnR9vprkMH4NdfUeTgAJSUwNHREYWFhQC0U+F0GzbUJCZIRERERFSfmJ0gSfv06Bo2bJjexqPGFuzXtMLCQpw6dQoAMGrUKPzxxx8AtJUdYwlSamqqPJ2tQ4cOaN68OV544QU4OTkhNDRU79rAwECMHTsWX375JebPn4+AgAAAgFKpRIsWLdCiRQuDz2jVqhVUKhXUajV++OEH7N27V45RkpSUhNzcXISEhMjXnj17Fu7u7noVMDlB6tJFmyA5OQElJXBycpITJEMbxhqTm1sMJyc7m+xLpNEInSl2dePPBBERERFRZcz+FLxz505MnToVO3fulNtG23pdi608//zzSE9Ph52dHQYNGiQnCpWtQ5Kmvbm4uKBZs2ZQKBR4+umn8fjjjxu8ftasWTh06BD69u1rclwODg7yNLyVK1dCo9EgKCgIgwYNkq+RGlxoNBq5scKZM2fk9UcSeR3SY48B48ejqFcvANqfiTSGqT+f3bvPYvDgzxEZuQXr1v2K27cLTX5PhqSn56O4WLt+ixUkIiIiIqpOtdbFzt7eHkeOHMG4cePg6+uLXr16Ye/evYiLi0N2drbetbNmzbI6QGs899xz6N27N7p06QIXFxd5PU9lneyk6XVt27Y1ea8g3Q1ZTSVNs5MSnCeffFJu/w0AJSUl8u/t27eXY5PWH0lycnK0X3h6Av/+NwrvTOVzdXWVK01VVZDUag3eeecnxMQcRkmJGhkZBfjoo1N4+OGtuHzZcBt3UyQmatdAqVRKBAY2quJqIiIiIiLL2aqLndkJUmRkJM6fP4/ExERs2LABbdu2xZUrVzBs2DA0btwY999/P1588UVs2bIFhw4dsjpAa4SFheHTTz/F+++/D6Cs4UFlFSTd9UfVSWrUAABeXl54+OGH5dcajUZOkIqLi9GhQwc5Nt39mQCdBOmOoqIiAGVrxRQKRaUVJI1GYM6cA9i2Tfu+Bw9ugX/9qyucne2Rn1+CX365buE7LFt/FBjYCCqV9VP2iIiIiIiqm9mlD6kbW3BwMCZOnIiJEycC0LbTjo+Px8GDB/Hdd9/hww8/rLXGAOVJlZmqKkilpaVygiQlJdVFN0GaMGGCXhKju3+UbgUpLS1NXlMlkafY3SGtO5I61jk4OFRaCfvggxOIj9dO23v22a545pkuUCgU+OOPmzh2LAnp6fmWvD0AbNBARERERPWP2f9bv1u3bgaPN23aFJMnT8bGjRtx9epVXLhwAW3atLE6QFsqX0FKSEjAyZMn5fPffvst8vLyYGdnh/vvv79aY7nnnnvQrl07hIaGYuzYsXrnpOoRoE2WmjVrJic80jRGKekrnyBJFSRHnXbfxvz3v2fx2WenAQCTJ3fCtGld5aTW11f7vLQ0yxMkaXoe90AiIiIiovqi2uY9tWrVqtqTDHNJCVJqaio0Gg2ee+45PP/889i1axdKSkqwfv16AMDDDz+s7QxXjezs7PDZZ59hx44dcHfXTyB0K0ilpaUQQlSY8icln8am2FWVIKWm5mHp0p8AAAMHNscLL3TXO+/rq52iZ2kFKTOzAEePJgEA7r8/wKIxiIiIiIhqWrUuDFm4cGF1Dl+l6OhoxMXFya91E6Rz587J7byXL1+OlStX4saNG7Czs8PTTz9dYzEamv6mmyAB+tPsAMDd3R1NmzYFYDxBsre3B2A8Qfrnnwyo1Ro4Odlh4cIBUCr1p0P6+FhXQfr66/MoKVHD09MJAwc2t2gMIiIiIiJT2aqLnfnt18wgtaeuLTExMXrVGSlBys7O1msgUVJSgu3btwMARo4cKe9nVFsMJUi6a6KaNWsmv6/yCZK0BknqrGcsQUpLywMA+Pm5wsmp4h+Dsil2eWbHr9EI7Np1FgAwcmQbODioqriDiIiIiMg6ERERCA8PR2xsrFXjmFVBevzxx7F48eIKrabrC39/f/nr7777DgDQs2dPOYmwt7ev0eqRMeUTpOLiYr0KUosWLeSNeY1VkKQ1SsYTJG1lSEqEypOm2N2+XSjvZWSqY8eScP16DhQKBcaMaWfWvUREREREtcmsBGnLli3o3bs3lixZgsjISMTGxiI9Pb26YrM5Ly8vOXG4ceMGAGDs2LGYN28eHBwcMGXKFL0kqrYYSpB8fX3lCphugmSoSYOdnZ3cbKGqCpKUCJWnmzjdumXeNLsdO7SdAMPDQxAU5GbWvUREREREtcmsKXYKhQL9+/dH//79UVxcjG+//RYvvvgiSktLMXbsWIwaNQrOzs7VFavVlEolfH19kZKSIr/u2rUrXF1dMWjQoDrTltxQggQAUVFR2Lt3L4YOHYoff/wRgOEEycXFRV7bZGkFydvbRe/awMCqE538/BKsWXMSR44kAgDGjmX1iIiIiIjqF4vXIDk4OOCRRx7BI488gqysLOzYsQOPPvoovL29MWHCBAwZMqTS/Xdqi5+fn5wgdezYUW9D1brCWII0dOhQDB06FADg5qZNWAytQXJ1dYVCoYBSqZSbNZQndaczVkGys1OicWNnZGQUmNTJLiEhC8899y1SU7WVqe7dg9C7d9Mq7yMiIiIiqktsksF4eHjgmWeewbfffou33noLf/zxB4YMGYKZM2fixIkTtniERcp3sQPKGjUAQFhYWE2HZBIpIZISTN19kSSVrUGSEiQnJyejiZ9UQZK61RlS1smu6kYNmzb9jtTUPDg72+PVV8MRGzu8Qmc8IiIiIqLqYqsudjYv8YSEhGDWrFnYv38/pk2bht27d+PBBx/E/PnzcfHiRVs/rlIxMTGIiIjQO6abIPXo0aNG4zGFEEJOkKTqVvmKElBWQSosLERpaal8XKogKZVKo9PrNBohrysyNsVO95wprb5v3NBO9XviiY6YMKEjkyMiIiIiqlERERGIiYmxepxqbfPdoUMHLF26FADw448/4p133kFOTg62bt1anY+tlNSEwcXFRa91dl2hVquh0WgAaBOknJycShMkQLsOydPTE6WlpdBoNHoVJEMyMgqg0QgAxqfY6Z4zpYIkTa3z8zM+HhERERFRXVetCZKufv36oV+/fjX1OKN69eqF//znP3jooYfkvYLqEt1kSKogVTbFDtBOs/P09JRbfEsVJEdHR4PP0E14KptiZ04FiQkSERERETUEdS9DqGbNmjWT90Cqi3QTJCkJMlRBKp8gAdBLkBQKhdGOglLC4+bmaHCTWIlUQaqqSUN+fgny87VJHBMkIiIiIqrPqq3N3K1bt2p8zVFDIFWL7O3t5QqQNHVOl4ODAxwcHACUtfouLCwEALnNt7EKUlkHO+PVI0C3SUPlCZJUPTJlTCIiIiKiuqxaEqRFixbh4YcfxpAhQxASEoJ169ZVx2OqZKiLXV0nVYt0EyDd47qkdUhSglRUVASVSiVvFKt7vy5pil1l0+uAsmQnJ6cIRUWlRq+TEiR7exU8PQ2veyIiIiIiqk51tosdAAQEBOCnn37ClStX8NNPP+HSpUtYuXKlVWPOnz8fnTp1kjeq7d+/P1599dVK7zHUxa6uk6bJOTg46O1hZGgdUvm9kAoLC6FSqQBoW4Qb24eqqk1iJboNHCqbZiclSL6+LnVqPykiIiIiunvU6S52zs7OyM7Ohru7O0JDQ7FkyRJ8+OGHVo+7atUq9O/f3/oA6zDdKXYqlQpKpRIajabSdUi6a5CkpEjaKNYQqYJUWQc7AGjc2BlKpQIajUBaWj6Cg90NXscGDURERETUUFRLBen3339Hu3bt8OSTT+Ljjz/GoUOH9D6sX758uToe2yDoTrHTnSZnzhQ7qYpjbQVJqVTA27vqzWKlc0yQiIiIiKi+q5YKUlBQEP755x+cPn0ax44dw4cffoi//voLX3zxBbp06YIzZ85YtDZo/fr1mD9/PkpLS9GpUyfMnz8fPj4+1fAOao9ugiT9XlhYWGmCVL6CJCVGxhKksiYNVSc0vr4uSEvLq7RRg+4UOyIiIiKi+sziClJGRobRc08++STeeecdtG/fHjNnzsTWrVvxxx9/4IsvvkDv3r2RnZ1t9vOaNWuGHj164MCBAzh48CBKSkrQt29fg4lDXaZWq3H9+nV5rVF55RMkaR2S7hokIQRycnKMrkGqrIJUWqpBRkYBgKqbNOheU9kaJCl5YgWJiIiIiOo7sytI+fn5GDBgAE6dOoVevXrhq6++gpeXl941vr6+ePDBB/Hpp58iKipKPu7v74/Ro0ejffv2Zgc6efJkvdfLli2Dl5cXvvnmG4wZM8bgPdHR0XKiERERUScaNly+fBlXr15FYGAgOnToUOG8oQqS7nEAyMzMxC+//IKAgAAAFafYVVZBunWrLNExpeJTtlms8Sl2N2+atqaJiIiIiMjW4uLi5NlptiiemJ0gvfXWWygoKMAjjzyC+Ph4PP300/jvf/9b4bqePXvi6NGjBsdo3bq1+ZGW4+npCQ8Pj0rXM8XExMDd3XBjAUsIIVBQUABnZ2eLurUJIXDz5k0AZUlN+fNSpaiyBEmqwEn7HOkmSEqlUo7NUIy6U+Wk9UWVkZIeY1PsdCtS/v5MkIiIiIioZukWQrKzsxEbG2vVeGZPsTt06BB+/vln7NixA+fPn0d2djYuXryIjz/+GJ06dULbtm0RFhaGvn374rPPPrMqOF3lW3rn5eUhOzsbTZo0sdkzqnLx4kX89NNPuH79ukX35+bmoqBAm0xIm7rqKikpgRACQOUJkjQ9z85Om9/qrkGSKki6iZIuqRLk6ekEBwdVlTFL0+Zu3KiY0AHaipQUMytIRERERFTfmZ0gBQYGwtVV+0HYx8cHa9euxTPPPIPly5ejTZs2EELg5MmTOHr0KF566SWbBbp79258//338uslS5YgODgYw4cPt9kzqpKZmQkASEtLs+h+qXoEaJOh0lL9zVd1k6DK1iBJyZW055HuGiQpMaq6g51pyUyTJtoK3I0bOSgpUVc4LzVo0I7JJg1EREREVL+ZPcVOSo4kLVq0QElJCX777Td5X56srCzY2dlVuNYaixcvxtKlS7F06VIUFhbCz88P+/fvlxsVVDchBPLztcnF7du3IYQwe5pdamqq3uvCwkL5ewZAri6pVCq5OlRZBUlKhoxVkAwp62BnWjLTtKkHAECjEbh+PQehoZ5656WEy8vLGfb2VVekiIiIiIjqMrMTJI1GU+HYsGHD9D7oe3h4WBeVAU888QSeeOIJm49rquLiYrniU1JSgvz8fLMSwLy8POTl6Tc6MJYg6a5xcnJyAgCUlpaipKQE9vb2coKkUqlgb2+P/Px8aDQavS52xhIkqeJjSgc7QLtZrIuLPfLzS5CQkFUhQWKLbyIiIiJqSMyeYrdz505MnToVO3fuxO3btwGUNQtoyKTqkSQrK8us+6XqkbOzs5xYlV+HpJsgSXS/LiwshBBCr4JkZ2cHIQTy8vJMqiCdP38LQNnUuaooFAo0aaJNeBMSKr5nKUFii28iIiIiagjMTpDs7e1x5MgRjBs3Dr6+vujVqxf27t2LuLi4CvsbzZo1y2aBWiI6OtqiDWkBbZUoOTlZXvtTPkGSkkNTSQmSn5+fXBWSEiKJoQTJzs5OXodUUFCA4uJiuSmC7lS8nJwcvS52hqb/5eQU4Z9/tPtXde4caHLsoaFMkIiIiIiobouLi0N0dLTV45g9xS4yMhL/+c9/kJycjB9++AEHDx7EDz/8gGHDhkGpVKJ9+/bo3bs3evbsiUOHDlkdoDWsafN99epVXL16FVlZWWjXrl2F6XHmVJCys7Pl5NHPz0+eqmdKBUl6XVJSgoKCAr1qnVRBArQd8qQKkrEpdqdP34QQAg4OKrRr52ty/FK1KTGx4ga/TJCIiIiIqC6IiIhAeHi41W2+zU6QXnnlFQBAcHAwJk6ciIkTJwIAEhISEB8fj4MHD+K7777Dhx9+aNFeQXWFlBBJneukCpK7uzuys7ORm5srrwmqyrVr1+R7PTw85DF1K0jSHktAxQTJyckJ2dnZ8h5MEqVSqbcXklRBMjbF7rffbgAA2rf3NanFt0Rq1GCogiQ1aWCCREREREQNgdlT7Lp162bweNOmTTF58mRs3LgRV69exYULF9CmTRurA6wtUnUnPz8fxcXFcoIUEBAgJ37lpxQaG0dq7x0aGgqFQiFPsdOtIJWUlECt1rbRNlRBArQJlbT+SOLp6QlAO+WvqiYNv/2WAsC86XUA5DVIN2/moaiorDW5Wq1hkwYiIiIialDMTpBM1apVK9x///3VNXy1001Ebt++LSdIjRo1kqftmbIOKSEhAUIIODk5wc/PD0BZwlNUVCR3BdStJlWWIJWflufj4wMASElJkRMkQxWkoqJS/P23dv+mzp0Dqoxbl1RBEkIgKUmbFF6/noNp076REyYpiSIiIiIiqs+qLUECgIULF1bn8GbJy8vD9evXDbYpL0+j0ejtO3Tjxg25MYKLi4vcxryqdUilpaVITk4GoK2wSUmLVEECyhIxKUFydHSUN4CVVFZB8vb2BqBNkCqbYnfmTCpKSzVQKhW47z7/qr4Fejw8HOHmpp3Kl5CQhbNn0zBhwi788cdNKBQKvPBCd4SEWLbWi4iIiIioLqnWBOmee+6pzuGrpNvF7s8//8Rff/2F9PT0Ku8rn4RI9yiVSjg5OelNa5OmxZWXk5ODU6dOobS0FCqVCkFBQfI5R0dHeZqelBhJFary1SPdYxqNpsK0vsaNGwMoS5CMTbGTpte1bu0NV1eHKr4D+hQKhVxFSkzMxocfnkJeXjH8/Fzx0UfD8fTTnc0aj4iIiIjI1mzVxc7kBOm9997DrVu3LH5QVlYW5syZY/H9loiJiUFERATUajVycnIAVGytbUj5BEmqOrm4uEChUKBx48ZQKpVQq9Vy+25diYmJOH78OHJycqBQKNC6dWu9Zg6G1iFJvxtKkHQrTuW76UnJWtUJkrZBg7nT6yRNm2orREePJuLnn5MAAHPn9kXXrkGV3UZEREREVCMiIiIQExNj9TgmJ0gvvPAC5s2bh//85z8mTVPT9fXXX2PKlCmIiooyO0BbyM3Nlb+WWmxXRkpWpBbaEhcXbSMCe3t7+Ptrp6klJSXpXVNUVIQLFy5ACIFGjRqhR48eCAkJqfCM8nshGetgB2j3Oyq/Ga9UgZKm+1U2xU6t1uDPP7WJnLkNGiTSGqNTp65DCIGQEHc88EDF90VEREREVJ+ZnCDZ29tj9erVyMjIQFhYGBYsWID9+/cb7OSWn5+Pw4cP46233sIDDzyAkydPYvPmzQgMtOzDubV0EyRp49fKSBUkFxcXuLqWta+WEiRA2+Yc0E6z0x0/KSkJGo0GDg4O6NGjh9F9mMpXkCpLkAwdl2Jp1KgRACAjIwO5ubkGK0inTl1Hfn4JFAoFOnWytIKk34Rh7Nh2UCrrbxt3IiIiIiJDzFqDpFQqMX36dMTHx8PX1xcrVqxAQEAAnJ2dERgYiODgYDg7O8PT0xNz5syBEAK7d+/GokWL9JKLmmZugiQlLbrrjQDoJUuenp7ya6kRg1qtlitKISEhFZot6NJNkDQaTaVT7Awdl76fujEVFxcb7GL3v/9dBAB07x6Exo0Nj18V3QTJwUGFhx+uvy3ciYiIiIiMMXujWABwc3PDCy+8gBdeeAFqtRo3b95ESkoK1Go1fH19ERAQoLduprZZWkFydHSEm5ubnADpJnkKhQIhISE4f/48rl+/jlatWiElJQXFxcVQKpUGp9XpkhKewsJCFBYWyl3yjCVIut9PqVkEoK3s2dvby+9LqVTqVZAKCkoQH38VADBsWKsq37sxTZqUVcKGDm0Fd3fHSq4mIiIiIqqfLEqQdEkd2nS7tNUV0dHRGDFihF5yYc4aJCcnJ3h5eQHQJkS61RoACAwMxMWLF1FaWooTJ07IHe0CAgIqrBkqT7eCJE2vUyqVRu/TTZx0W4FrNBr4+/vLlSupgiStUfrxx2soKCiBo6MdBg5sXuV7N8bNzREdOvjh0qVMPP54R4vHISIiIiKqDnFxcfjmm2+sHsfqBKkui4mJgaOjIw4dOiQfM7eC5OLigvvvvx9KpVKvEx2grd40b94cly5d0qtSNW3atMpnSAmSRqPBlStX5GNSYlOeboLk5OQkJ0hqtRoBAQF6CZJCoZDPS9Pr+vULNbu9d3kfffQQ8vNLLJ6mR0RERERUXSIiIhAeHo7Y2FirxmnQCRKgP70OqDpBEkLoJUgA4OfnZ/T6Fi1awM/PD4mJiUhNTYWvry/c3NyqjMvZ2RkuLi7Iz89HZmamfKyy6yWOjo5yhz0pQZJI648UCgUyMgpw7Jg2cRo+3Po9qZyc7ODk1OD/yBARERHRXazBf9otnyCVlpZCCGG0UlNcXCyvBzJ1HVWjRo3Qtm1btG3b1uS4lEolwsLCcPXqVVy7dg0ajUbuSGeIVF0SQuhNsSufIOl2sdu37xI0GgEvL2eEhbElNxERERFRVe6aBMnNzQ05OTkQQkCtVlfY40girT8CUOU6ImvZ2dmhVatWCAkJwa1btyqtVEmbyxYUFBicYifR7WL3zz8ZAIAHHgiGnZ1ZDQuJiIiIiO5KDf5Ts5Qg6bbrrmyanTS9zt7evtI23bbk5OSE4ODgCmucymvRogW8vb3h7+9vNEHS7WKXlaV9L1wzRERERERkmgadIEVHR8vNC6RudIBpCVJ1V4+qotEIJCfrb8IbFBSELl26VDrFTkqylEolbt/WVsM8POpOy3UiIiIiouoQFxeH6Ohoq8ep1gSpY8fabQf95ptvwt1du3+Ph4eHvDdQZQmSNMWuthOkFSt+xsiRX2Dv3ksGz+u2+fb19ZWPS1MHlUolsrO1yZ6HB/csIiIiIqKGLSIiAjExMVaPY9UapJSUFMTFxeHGjRsoLi6ucP7atWvWDG+1/Px8ANqkwdHREfb29igqKqp0LySpglTbG92eP58OADh3Lh1DhrSscF53+p+DgwM8PDyQlZWllyBJU+y4qSsRERERkWksTpDi4uIwevRovaYG5RnrFFdTnJycEBoaKsdiZ2eHoqKielFBys/XJnFSFag83QRJmmZXMUHiFDsiIiIiInNYnCDNmjULkZGRmD59OoKDg+HgoL8JqRACPXr0sDpAa7i6uiIwMFB+La3PMWUNUm1XkPLztTHm5BhOkHS78EkJ0oULF+RphMXFGhQXqwEAnp5MkIiIiIiITGFxgpSQkIBTp05V2nlt9uzZlg5fLapKkAxtEltbyhKkilMXAciJEFCWIEktvgEgN7fsPXKKHRERERGRaSxu0nDvvfdCo9FUes1jjz1m6fA2ER0djbi4OPl1VQnSzZs3oVZrqy4uLi7VH2AlCgqqTpCkKYxqtRpt2rSBUqmU32NOTtl7ZJMGIiIiImroar2L3ZIlSzBjxgxkZmYavaZ79+6WDm8TMTExiIiIkF9L09IMNWkoLi7G+fPnAQB+fn61miBpNAIFBdoYjU2xUygUeq2+hw8fjmXLlsktv6UEyd5eBSenBr8fMBERERHd5Wq8i93AgQMrHEtISEBQUBBatmwJHx8fvWlfAJCRkWF1gLZUWQXp/PnzKC4uhr29Pe69996aDk1PYWEphBAAjDdpALSNGkpLS1FaWgqVSoVu3brhyJEjAMoqTx4ejrXeLIOIiIiIqL4wOUE6dOgQmjRpUuF4QEAA8vLykJeXV+GcNF2trjCWIKWkpCAlJQUA0KZNm1pffyRNrwOA3NxiCCEMJjm6FSQAelMepTVI7GBHRERERGQ6kxMkX19fXLlyxazBdTvI1QVSgqQ7xe7WrVs4c+YMAMDHx0eeolabpAYNgHa6XX5+CVxdHSpcV1mCJO2BxPVHRERERESmM3kN0ttvv2324Bs3bjT7nuokrUGSKki3b9/G77//DiEE3Nzc0KFDhzoxHU1afyQx1qhBej+VV5CYIBERERERmcrkBOnJJ5/Ue/3xxx8bvXbZsmUYPXo0mjVrZnFgtmCsi51arYZarcaff/4JjUYDFxcXdO7cudKW5TUpL08/Iapqs9jyCZJCoZDv4RQ7IiIiIrob1HoXuwULFhg9N3r0aHTp0gVTpkyxdHibKN/FTjcBysnJQWFhIQDg/vvvr/V1R7rKV5Bycw1XkCpLkKQpdtwDiYiIiIjuBrbqYmdxgiR1WTOkdevWePPNN3H58mVLh68WuglSenq6fMzV1bW2QjJIdw0SUHUFSVpTJSVISqUSWVna5M/TkxUkIiIiIiJTmbVBzsKFC+Wv8/LysGjRIoOJUmlpKf7++2+4ublZH6ENSWt2AG1zBgBwd3evE+uOdJVPkIzthWSsgqRNkFhBIiIiIiIyl1kJ0vz58+WvFQoF5s2bZ/Rab29vrF271uLAqoNCoYCdnR1KS0uRnZ0NAPDw8KjlqCqqmCCZN8VON0FikwYiIiIiItOZlSBJbb6FEOjRowdOnjxp8DpXV1f4+PhYH101sLe312vzXT8SJPObNEhT7NikgYiIiIjIdGYlSKGhofLXL730kt7ruig6OhojRoyo0KihoKBAfu3u7l4boVVKd6NYwPQKkjTdsahIQKPRfs0KEhERERHdDeLi4vDNN99YPY5ZCZIuW7TQq24xMTEVEiDddUguLi5wcKi4AWtty8szrUlD+X2QpN/z88v2Q2IFiYiIiIjuBhEREQgPD0dsbKxV41icIEmysrKwb98+efpd8+bNMXjw4Do5dQ3Q72RXF6tHQMUKkqltvqUKUn6+Wr6GTRqIiIiIiExnVYK0cuVKvPnmmygoKJA/nCsUCjg7O2PBggV49dVXbRKkLekmSHU1iTO3zbexCpKzsz0cHFTVFSYRERERUYNjcYIUGxuLV199FZ07d0ZkZCQCAwMhhMCNGzfw7bffYtasWXBycsKLL75oy3itVp8SJC8vZ2RmFpi9BkmqIHH9ERERERGReSxOkFauXIn33nsPM2bMqHBu8eLFeO+997By5co6myAplUo0atSolqMxTEqQ/P1d7yRIlVeQNBqN/AsA8vK0CRKn1xERERERmUdp6Y23b982mBxJoqKi5L2Gakt0dDTi4uL0jrm6ugIAvLy85ASjriko0LYh9/fXxlpVBQnQVpGkBCk3V5tgeXqyQQMRERER3R3i4uJs0kjO4gqSv78/8vPz4eLiYvB8Xl4eAgMD9Y4lJCSgadOmlj7SbIa62Hl7e+OBBx6As7NzjcVhrrIKkrbCVVBQgtJSDezs9PNZYwkSp9gRERER0d3GVl3sLK4gRUVF4cUXX9TbU0hSUFCAmTNnYu7cuXrHH3jgAUsfZzMKhQJubm567b7rGt0pdhJD0+yMV5C0FShOsSMiIiIiMo/FWcKxY8cQFxeHkJAQdO/eHf7+/gCAmzdv4uTJk/Dz84MQAnv27JHvycrKsj7iu0D5ChKgnWbn5aVf9TKWIOXlaRMk7oFERERERGQeixOkTZs2yV/v3bu3wvnMzEycP39e75hCobD0cXcNjUagsFB/DRJguIKkVCqhUCgghOAaJCIiIiIiG7B4ip2/v79e9zRTfvn5+dky9gZJd5NYd3dHODtru+4ZatSgUCjkKlJpaSmn2BERERERWcniBKmyDna2vMeQ8ePHo1mzZlVeZ6iLXV2nu0mss7M93NwcAOhvFqtWa7B791lcvpwpty0vKSmpUEFikwYiIiIiulvYqoudxQmS9PBff/0VS5YswSuvvAIASEpKwu+//17pPdaIj483OKXPkJiYGERERFj9zJoktfgGABcXe7i5aZOc3NyyCtKhQ9cQE3MY8+cfhIODNoEqLi6+U6kTyM/nGiQiIiIiurtEREQgJibG6nEsTpDUajWefPJJdO/eHW+88QbWrVsHAEhOTkZYWBgmTpyIkpKSKkYxT0lJCV5//XX8+9//tum4dYluBUmbIFWsIF2/ngMAuHWrAI6O2gSqqKgIGo0GpaUCQmivc3Kqu536iIiIiIjqIosTpLfffhvffPMNoqOjsWvXLnlfobCwMCQmJiIlJQXLly+3WaAAsHLlSjz66KMICgqy6bh1iZQgqVRK2Nsr5QRJt0nD7duFAICiotIKFaTSUgFA2wzD3t7iHy8RERER0V3J4k/Qn3/+OXbv3o1FixZh9OjRei2n/fz88Nlnn+Hzzz+3SZCAtjK1Y8cOvPTSSzYbsy6SEiQXF/s7ezZpK0S6TRqysrTJUlGRWi9BEkKgtFQDqVmgvb0KRERERERkOosTpNTUVAwcONDo+aCgIJvue/TKK69gyZIlclOChko3QQJQaQWpsLCsgiRNsVOrhXwdK0hEREREROaxeJGKnZ0d0tPT4ePjY/B8QkKCxUGVFx8fDyEEBg0aZNZ90dHRcgIRERFRLxo2SG2+pQRJatWtuwZJSpCEEFAotD/C4uJiKBQKqNVC3m+KFSQiIiIiauji4uLkztXFxRW3xjGXxQnS0KFDMW7cOGzYsAGhoaF6506dOoXp06dj+PDhVgcIAHv27MHVq1fRv39/AEBKSgpSUlLQv39/dO3aFe+++67B+2JiYuDu7m6TGGpKXp42QXJ21v5oDE2xkxIkABBCmwSVlJRApVKhpIQVJCIiIiK6e+gWQrKzsxEbG2vVeBYnSDExMQgLC0PLli3RsmVLZGRkICwsDMnJybhx4waaNm2KRYsWWRWc5J133tF7vXHjRsyfPx8HDx60yfh1SfkKkjTFTrfNt26CBJRVidRq9Z0pdqwgERERERFZwuISQ1BQEE6dOoVJkyYhNTUVxcXFOHnyJPLy8vD000/jxIkT8Pf3t2WsAICHHnoIS5culStIO3futPkzalPFNUj6U+yEEHKTBu1r/R+hdoqd9mtWkIiIiIiIzGPVRjn+/v5Yv3491q1bh7S0NAgh4OfnJ6+BqQ7ffvtttY1dF5RPkLy8tJu9ZmUVQa3WoKCgFGq1Rr6+tBRQqVRQq9V3Xmun2CkUCiiV1fdzICIiIiJqiKxKkJKSkpCSkgKFQoGAgAAEBwfbKq67VvkEydfXFYC2cnTrVgGKi9V61xcWlsLR0RH5+fkAcKfNtwL29spqTVSJiIiIiBois+dg5eXlYcGCBWjatClCQ0MRFhaGHj16yK8XL16MvLy86ojVbNHR0XJHi/qioKAUQFmTBh8fF/lcampeufVH+pvFAmUVJK4/IiIiIqK7SVxcHKKjo60ex6wKUlJSEoYOHYq///4bANC8eXP4+/tDo9EgNTUVV69exf/93/9h27Zt+P7772u9olQfu9hJFSRXV23S4+CggqenE27fLkRqah4cHfUTn6IiNZydyxIkaR8krj8iIiIiortJREQEwsPDre5iZ/KnaI1Gg0ceeQTXrl3D0qVLkZqaikuXLuHo0aM4duwYLl++jJSUFCxevBhXrlzBI488AiFE1QOTHilBkipIAODnp51ml56eX2UFSdoHiRUkIiIiIiLzmZwgbdu2DRcvXsTPP/+MWbNmGdwg1s/PD9HR0Thy5AjOnz+Pbdu22TTYu0H5NUhA2TQ7w1Ps1HB0dJRfS/sgsYJERERERGQ+kz9Fb9++HfPmzUOHDh2qvLZTp05488038cUXX1gV3N3IUIIkVZBSU/P0WnwD2iYNrCAREREREdmGyQnSL7/8gscff9zkgSdOnIhffvnFoqDuZpUlSMam2OlWkLgGiYiIiIjIciZ/ii4qKoKfn5/JA/v7+6O4uNiioGylrnaxkzZ9NaRsDZLpU+zKV5AAdrEjIiIioruLrbrYmZwgqVTmf+C25B5biomJQURERK3GUF5c3D8YOHAT1q37tcI5tVoj73NkbIpd1U0atHsfsYJERERERHeTiIgIxMTEWD2OyW2+8/Pz8fnnn5vVma6goMCioBqyPXv+AQCcPp1S4Zy0BxJgOEHKzy/B9es5evcYryAxQSIiIiIiMpfJCVJ2djYmT55s8sBCaJsFUBm1WoPfftMmRtJUOl26x3QTJF/fss1iU1JyAQBKpQIajUBhYSlUKhXs7OxQWloKjUaqIHGKHRERERGRuUxOkNzd3fHee++ZPLAQAi+//LJFQTVU58/fQl6edl2WbrVIYixB8vBwgp2dEqWlGvmYj48LUlPzUFSkHcfBweFOgsQKEhERERGRpUxOkJydnTFp0iSzBp8zZ47ZATVkp05dl782VEHKzS1raqGbICmVCvj6uuLGjbLpdQEBje4kSNo1S46OjsjPz4da+5IVJCIiIiIiC5hcZrh27ZrZg1tyjy3VtS52v/xSeYIkdbdzcbGHnZ3+j0Z3mh1Qti5Jt4IEQE6Qyt9PRERERNSQ2aqLnckVJN1GANV5jy3FxMTA3d29VmOQ6K4/ArQbvJYnJUju7o4VzhlPkLQZUVmCJO68ZgWJiIiIiO4eERERCA8PR2xsrFXjsMxQQ86dS9erGhUUlK0XklSWIEkJEQA0auSARo20CZGUaDk5OQEAhGCbbyIiIiIiS5lcQSLr/PLLDQDatUElJWoIIVBUVKq3IWzlFaSyBMnDwwmOjtoKkTTFLjg4GMXFxXBzKwWQwzVIREREREQWYJmhhkgNGrp3D5KPle9kZ+oUO09PJzg6anNbaYqdvb09WrduDaVSe5xrkIiIiIiIzMdP0TVACIHff9euP+rdu6l8vHyjhpwc06bYeXo66lSQ1HrXlZRoW4FzDRIRERERkfkadIJUV7rYZWYWyslQp04B8vHyCVJWljlT7KQKkn4VqqREqig16B8tEREREZEeW3Wxs/hT9Mcff2z03LJlyzB69GicP3/e0uFtIiYmBhEREbUaAwAkJ2fLX4eGekCh0DZSKCgwXEFyc6vY/a/8FDsnJ22CVL4bnlRB4hokIiIiIrqbREREICYmxupxLE6QFixYYPTc6NGj0aVLF0yZMsXS4RuUGzdyAQA+Pi5wdLSDs7M2uSlfQcrO1m4U6+HhVGEMZ2d7uXOddg2SsSl22tdcg0REREREZD6LP0ULIYyea926Nd58801cvnzZ0uEblOvXcwAAQUFuALQbwQLGmzQYqiABQEiIdk8nf39XuYJUcYqdVEFigkREREREZC6z2nwvXLhQ/jovLw+LFi0ymCiVlpbi77//hpubm/URNgDGEqSKFSTja5AAYPbsXvj55yQ8+GAL/PNPBgCgtFQDjUZAqdRO22OTBiIiIiIiy5mVIM2fP1/+WqFQYN68eUav9fb2xtq1ay0OrCEpnyBJex/pJkjFxWq5GmQsQerY0R8dO/oDgDzFDtCuQ5KSrrImDUyQiIiIiIjMZVaCdOXKFQDa6XU9evTAyZMnDV7n6uoKHx8f66OzUnR0NEaMGGGzRg1ffXUOsbEnsXjxQPToEWzyfRUrSNpvu26TBql6BBhPkHRJXewA7TS7sgRJW0HiGiQiIiIiupvExcXhm2++sXocsxKk0NBQ+euXXnpJ73VdFBMTA3d3d5uN9913F5GRUYD//e+iyQmSRiPkJg2VVZDMTZCkNUiAfqMGtvkmIiIiortRREQEwsPDERsba9U4Fn+KNqXH+E8//WTp8HVSUpK2XfeFC7dMvufWrXw5aQkMbATAcJMGKUFSKBRwdTXcpEGX7hQ73UYNXINERERERGS5ai0zPProo9U5fI0qLlYjLS0fAHD5cqac9FRFqh4pFAoEBOgnSIYqSG5uDnLDhcroT7EzVEFigkREREREZC6Tp9gtWLAAt2/fxsqVKwEAAwcOrPKejIwMyyOrY27cyJE79pWWanDlym20bu1d5X3SJrG+vi5y0mJoHyRpk1hTptcB+hUi3c1iuQaJiIiIiMhyJidIH3/8MXJzc/H222/D3t4ehw4dQpMmTSq9R602rcpSF12/noMvvjiDsWPboWlTDyQn5+idv3DhlkkJUvn1R4DuFLuyBCkry7wESalUwMFBpdf9DuAaJCIiIiIia5icIP32228oLi6Gvb32w72vr6/c1c6YwMBA66KzkjVd7DZv/gPbt/+FjIwCLF48UK4ESUxdhyTdp5sgGWrSIFWQjG0Sa4ijo92dBEmbFGk0AhqNtsrFKXZEREREdDep8S52/v7+eq/XrVtX5T2mXFOdrOlil56uXW909mw6AFSoIJ0/n27SOJVXkCo2afDwcDI5RkdHFXJyypo06K6LYpMGIiIiIrqb1HoXu+HDhxs8fuXKFfz222/QaDRGr6kPsrIKAQAJCVkoKCiRK0F+fq4AgAsXMuQ1SZUpvwcSYHgNkm6TBlNJjRqkCpK0/gjgGiQiIiIiIktY/Cn6hx9+wMCBA/Hkk0/Kx/7973+jVatW6NatG+677z6kpqbaJMjakJ1dDEC7Ke6lS5lyBWnAgGYAtFPibt7Mq3QMjUYgJaViBamyfZDMrSABZU0adCtIXINERERERGQ+iz9Fr1u3DgUFBXKC9PPPP+Pdd99FWFgYVq9eDU9PTyxcuNBmgdY0qYIEaKfTSXsghYWFyFPkqlqHlJaWh9JSbVWn6il22oTMnAqStFls2RS7sgoS1yAREREREZnP5DVI5R0/fhxHjhxBQEAAAGDt2rVwdHTEf//7X/j7+2Ps2LHo2bOnzQKtaVJXOQA4cSJZrvaEhLijVavG+OOPmzh/Ph19+4YaHUOaXqdUKuDv7yof190HSQgBhUIhV5BM7WIHlFWQyqbYsYJERERERGQNiz9FFxQUyMmRWq3Gt99+i5EjR8rNHPz9/VFYWFjZENUuOjoacXFxZt9XVFSq1zr7p58S5a+DgtzQpo22vXdVFSQpQfL3bwSVquxbLa1BUqs1ctXH3H2QAN01SKwgEREREdHdLS4uDtHR0VaPY3GC5OzsjLS0NADAl19+iVu3buGxxx6Tz+fm5sLOzuIClU3ExMRY1OJbquZIpDU+Pj4ucHKyk/c/On++8gTp8OEEAECrVl56x6UKEqDdC0kIYfY+SAArSEREREREkoiICMTExFg9jsUZzCOPPIKhQ4di4MCB2LRpE4KDgzFixAgAwK1btzB79mx07NjR6gBtJTu7CImJWWjXzhcKhaLSa3Wn1+kKDtauI2rZsjEAbYWouFhtsKX27duFOHjwKgBg+PDWeuekJg2Adpqdvb0KarW2+uPmZn4FqaxJAytIRERERETWsDhBmj9/Pm7evIn169fD19cXn376KVQqFdRqNXx9tUnIpk2bbBmrVWbP3oeTJ6/jww+Ho3v34EqvlSpISqUCjRo5yK+Dg7V7KgUENJKvTU/P12vAIPnf/y6itFQDDw+nCuuU9CtIpVAqyxIyDw/TE6SKTRrKKkgqVeVJIBERERERVWRxguTi4mIwAVKpVNBoNAbuqF3nzmmnwyUkZFWZIEkd7Dw8nNCqlRdOnrwOQNugAdBOtVMqFdBoBG7ezK2QIAkh8PXX5wEAkZGtKlSYpDVIgHaKndTpDjC3glR+ip12HAcHVZVVMiIiIiIiquiuWKhSWFgqN0HQba1tjDTFzsPDUV5vBJRNsVMqFfDxcQEAg3shnT2bjn/+yQAAjBx5b4XzKpVSTpry80vk2OzslHrJU1UqNmlQy+MQEREREZH5qvWTdG2vQZK62KWmliUxBQUlldyhpdtyu00bH/m4NMUO0HamA6A3tuTLL88BANq180WrVo0NPkN3LyTd55lT+TFWQeL6IyIiIiK629iqi51VbeZSUlIQFxeHGzduoLi4uML5a9euWTO81WJiYuDu7o5ffrkuHzOtgiRNsXPEvfeWJUhNmugmSK7480/g5s1cvXuFEHJzhhEj9Jsz6HJxscft24XIzy+RK0DmTK8DDDVp0CZK7GBHRERERHebiIgIhIeHIzY21qpxLE6Q4uLiMHr06Er3Oqor62DMrSCVTbFzQosWXnj++W5wdLSDt7eLfI2fn2uFsQEgLS0fGRkFAIBu3YKMPkPqZJefX4K8vOI7zzMvQSpr0sAKEhERERGRLVicIM2aNQuDBw/GzJkz0aRJEzg4OOidF0KgR48eVgdoC2lp+fLXplSQdKe8AcDUqV0qXOPvr02Qyq9BOncuHYA2eQkN9TT6jLIpdiXy89zcHIxeb0jZFDtWkIiIiIiIbMHiBCkhIQEnT56skBjpmj17tqXD21RaWlkSk59vSgWpbIqdMVIFyViC1Lq1N5RK4xU0qRlDfn5JhYTMVGVNGlhBIiIiIiKyBYtLDffee2+V7bwfe+wxS4e3Kd1pcNJ6ncroTrEzRmrSkJFRoLf/0Pnz2gRJd+2SIbpNGm7c0K5jkjrjmYoVJCIiIiIi27L4k/SSJUvw0ksv4fbt20av6d69u6XD25T+FDvzutgZI02xE0IgPb1sfGm/JVMTpPz8Ely4oL3nnnu8K7ulgopNGlhBIiIiIiKyhsVT7BYuXIiEhAQEBgaiZcuW8PHxgVKpn29lZGRYHaDkq6++wscff4zS0lJkZmbC2dkZb7/9Nh544AGj90RHR2PEiBF6FaT8fNMrSJ6exitI3t5lm8WmpuYhMNANt28Xyl3tqkqQpCl2SUnZcoKlu+eSKSo2aWAFiYiIiIjuTnFxcfjmm2+sHsfiT9KHDh2CWq1GQEAA8vLycO3aNVy5ckXvl1qtrnogE3344YeYOnUq9u7di5MnTyI8PBwPPfRQpdP8YmJiMHjwEL0KT1UVpKKiUnnKWmUVJDs7pdzVTlqHJE2vs7NTonlzz0qfI1WQ/vjjJgBt1adZs8rvKU93ip0QQqeCxASJiIiIiO4uERERiImJsXociytIvr6+uHLlSqXXBAYGWjp8BW+99RY6d+4sv+7Tpw/efvttZGVlwcvLy+h9t28XorS0LImqag2SVD0Cqm6a4OfnirS0PLlqJDVoaNWqcZXT3HTbfANAixZesLMzL7GRptgB2ul10vvkFDsiIiIiIstYXGp4++23q7zm008/tXT4Crp27SpP4cvJycH69esxefLkSpMjQL+DHVB1Fztp/RFQ+RQ7oGwdkjSFT0qQ2rSpeqqcVEGSmHJPeVIFCdAmfsXFnGJHRERERGQNiz9JP/nkk1VeM3XqVEuHN2r8+PEICgqCvb09Vq9eXeX15TdyrWofJKnFt0qllNcJGVN+L6Tz501r0ABUTJDuuadxlfeUp1tBKioq1VmDxAoSEREREZElLJ5iBwCFhYXYsmULzp49a7AhQ1ZWljXDG7Rt2zaUlJRg9uzZ6N69O06dOoVGjRoZvV63gx0AqNUalJSojSYRZS2+HaFQGN/HCNDfCykvrxgJCdr3a0qCVD75atOm6nvKk5o0ANpGDVyDRERERERkHYsTpEuXLmHw4MG4evUqAEChUEAIoXdNVQmGpezt7bF06VK8//772L59O55++mmD10VHR+PcuUZITLRHaKgPNBpnANoqkrEESZpiV9keSBJpL6TU1DycPaudXqdUKkxq112+gtSqlSUVpLL3UFRUyjVIRERERHTXiYuLQ1xcHACguLjY6vEsLjXMnj0brVq1wrlz51BaWgo/Pz9oNBpoNBpcu3YNo0aNwo4dO6wOULJkyRK91/b29nBwcEBubq7Re2JiYtCv3zA0adIEXbu2lI9X1slOmmLn7u5QZUxSBSk9PR+ffvobAKBdO1+9yo4xUpMGAAgMdKuyIYQh+lPs1FyDRERERER3nYiICKxYsQIrVqywSRc7iz9J//jjj9iyZQtat24NpVKpVy1q0qQJNmzYgHfeecfqACWLFi3CmTNn5Nfr1q2DWq3G4MGDK71PmmLXtKmHfKyydUhlU+yqriBJCZIQAidOJAMAXnjBtM1xdStIlqw/ArTtxJVK7fe9sJBrkIiIiIiIrGXxFDs7Ozv4+vrqHVOr1VCptB/OPTw8kJCQYF10OpYsWYJ//etfcHBwQHFxMezs7PDdd9+hbdu2ld4nNWkIDfWUj1XWya5sil3VFR1fXxe9qYW9ezdFjx7BVd4H6CdIlnSwkzg52SE/v+ROkwbtFDtz24UTEREREZGWxQmSp6cnzp49KycowcHB+PrrrzF69GgAwHfffWebCO+YOXMmZs6cafZ9UoIUFOQGlUoJtVpT6V5IZVPsqk6Q7O1VaNzYGbdu5UOpVGDmzDCT49Jt0mDKmiXj49gjP78EeXkl8hokBwdWkIiIiIiILGFxqWHw4MEYNGgQ1q5dCwAYN24cHnvsMYwYMQIjRozAI488gsjISJsFaoniYrVcEfL1dZGTksrXIJk+xQ4AQkO1U/fGjm2H5s0r35NJl6enExwd7aBUKtChg5/J9xkaB9AmdlyDRERERERkHYsrSC+//DLatGkDT09PAMCMGTPw008/4euvv4ZCocDQoUOxbNkyW8Vpkddem4fs7KZwd3eHr68rXFzskZtbbLMpdgAwe3Yv/PxzEh59tJ1ZsTk72yM2NhKlpRp5LZMlPD21cd6+Xcg1SERERER014qLi8M333xj9TgWJ0jNmzfHiy++KL92cnLCl19+idu3b8PBwQEuLi5WB2etqVOjcOZMPJRKBby9neXucqY0aTC1q1zLlo3RsqVlTRY6dQqw6D5dZRWkIq5BIiIiIqK7VkREBMLDwxEbG2vVOBYnSAsXLgQAREZGolu3bvJxqaJUF6SnFwAAvL1doFIp5dbapqxBMnWKXW2TEqTbtwu5BomIiIiIyEoWJ0jz589H//79MXToUFvGY1Ndu/pjzZrhKCrSJkQuLtq3a2yKXUZGgbyOR0o86jrdBEmqIHENEhERERGRZSxOkBo3box9+/bJbb3rIk9PJzRtWtYAQaogGWvS8P33/8j3NW/uWe3x2YJuglTWpKHu/kyIiIiIiOoyi0sN9957L/Ly8iq9Zu7cuZYOXy0qW4MkhMA331wAAERG3lNvkgz9CpI2QeIaJCIiIiIiy1j8SXrZsmV47rnncPPmTaPXfPrpp5YObxPR0dGIi4uTX0ubsxqqIF24cAsXL94CADz0UOuaCdAGDK1B4hQ7IiIiIrrbxMXFITo62upxLJ5i9+abbyIhIQFNmzZFq1at4OvrC6VS/4N5RkaG1QFaIyYmBu7u7vLrsn2QKlaQpOpR69beaN3a8o1ba5qUIOXnc6NYIiIiIrp71XoXu0OHDqFJkyYICgpCfn4+rl27VuEatVptVXC2ZmwNUkmJGnv2aNcfjRhRf6pHgH4zCa5BIiIiIiKyjsUJkq+vL65cuVLpNYGBgZYOXy2MVZCOHElAVlYh7OyUGDbsntoIzWKGuu1xDRIRERERkWVMTpCefvpp+eslS5bg7bffrvKejRs3WhRUdSmrIOknSL//ngIA6N49qN6095Y4OdnBwUElV48ArkEiIiIiIrKUyZ+kd+zYgdDQUISGhsLe3h5PPvlklfdERERYFZytlVWQ9KfYJSfnAACaN/eq8ZispVAoKiR1XINERERERGQZkytIjRo1wrx586ozFpuLjo7GiBEj5ERNqiCV3yhWSpCCg91qNkAb8fR0QmpqWct1rkEiIiIiortNXFwcvvnmG6vHMbmCpFAozB58x44dZt9jSzExMXpVLKmCVFhYNsVOCIHk5GwAQHCwO+qj8hUkrkEiIiIiortNREQEYmJirB6nWj9Jz5w5szqHN5uhNUi3bxfKFaX6XEHSxTVIRERERESWMXmK3a1bt/Dggw9CCGHy4LW9D1J5umuQNBoBpVIhT68DgKCghpIgcYodEREREZElTE6QSkpK8MMPP5g1uCXT8qqTVEECgKKiUjg728vT63x9XeHoaHHX81rFJg1ERERERLZh8lwsf39/aDQas375+flVZ+xmkypIQNk0u/reoAHgGiQiIiIiIlup1iYN48ePN/seW4qOjkZcXJz8WreCJLX6TkqSGjQ0nASJa5CIiIiI6G4TFxeH6Ohoq8ep1jllq1atqs7hqxQTEwN397LOdC4uugmSVEHSJkghIfWzgx3AChIRERE1LIWFhSguLq7tMKgecHBwgJOT9rNwREQEwsPDERsba9WYJidIRUVFOHz4MIQQ6NGjhxxIfeLkpDvFTltBKpti1zASJHt7VZ1b+0VERERkqsLCQjRv3hwpKSm1HQrVAwEBAbhy5YpNcxOTEyQ3Nzc89dRTUCgUOHDgAJo3b26zIGqKUqmAg4MKxcVqFBSUoqREjZs3tRusNpQKEqfXERERUX1WXFyMlJQUnDp1Cm5u9XcJBFW/nJwcdOvWDbm5ubC3t4dKZZtGZSYnSFevXrXJA2ubi4v9nQSpBDdu5MptyxvKGiROryMiIqKGwM3NjQkSmeTDDz9EcHAwJk2aZJPx7rpP07qbxUoNGhwd7dC4sXNthmUVBweV/L64BxIRERFRw5efn48zZ87UdhjV6uTJkyZd5+npiVu3bkGtVtvkuQ06QSrfxQ4oa/Wdn18iN2gIDnar9+t2pCoSp9gRERER2ZZGo8GaNWswdepUvPbaa5g+fTqef/55/Pzzz0hKSsLTTz+NMWPG1Fg82dnZ+Ne//gUfHx8cPnwYkZGRWL58eY0931by8/Mxc+ZM9OjRw+D59PR0/N///V+V40hT6/bt22eTLnYN+tN0TEwMIiIi9I5JlZbCwlK5QUN9Xn8kkRIkbhJLREREZFtz587FpUuXsG7dOixfvhwffPABOnXqhG3btiEkJATPPPNMjcbz1ltvYdSoUQgICECfPn0wcODAGn2+rbi4uOC1114zen7YsGG4cuUKDh8+bNJ4gwcPRkxMjNVxVWub77pIqiAVFOhXkOo7T09HAFyDRERERGRLSUlJ+Oyzz/Drr7/qzTiaNGkSfvrpJ4P3fP3114iPj4eXlxdu3ryJefPmwd/fH19//TV27tyJFi1a4MaNG3j11VfRunVrfPXVV3jrrbfQr18/5OTk4OzZsxgxYoTB5KG4uBhfffUVXn31Vb3j165dw+uvv46UlBR4enpi2bJlcHR0xLp163Ds2DGEhITIsQQEBGDdunV4//33MXbsWFy+fBnHjh3DihUr0LFjR7z99tvw8fHB9evX8cgjj2DIkCF6z/rnn3/w3HPPoVGjRujQoQOOHDmC5s2bY/369XjnnXeQnp4OpVKJRo0aITo6GiqVCklJSVi8eDECAgJw48YNBAUFYd68eXrj/u9//0N0dDSGDBmC+fPnw8XFBf369cOOHTvQp08fS3+EZrtrEyTtFLv63+JbUjbFjhUkIiIiapjUGjUyizKtHsfL0QsqpWmfmX777Te4u7vDz89P77iTkxMefPDBCtf/888/WL58OX744QeoVCps2bIF8+fPx4cffghXV1esWLECPj4++O2337BgwQJs2bIFI0eOxMWLF3HkyBHs2rULubm56Ny5M1588UU4O+uvk09KSkJBQUGFeJKTk7Fr1y4oFApMmzYN69evxwsvvAAfHx988MEHcHJywtdff41Vq1Zh6dKleOaZZ3DmzBkkJiZiw4YNOHHiBFxcXDB9+nTMnj0b4eHhyMnJQXh4OA4fPgwvLy/5Wa1atcLChQsxefJkfPTRR5g/fz62bt2KL774An///Tc2bdoEAHj22WexadMmPP3005g+fTqmTp2KESNGQK1WV2iooNFocOLECaxbtw7dunWTjwcHB+OLL74w6WdlK3dhgqSdYpeWlo+rV28DaFhT7LgGiYiIiBqqzKJMTNwz0epxNg/bDB9nHxtEVNGhQ4dQWlqKBQsWANC2oi4tLQUANG3aFEuWLIGzszPy8vJw+fJlvXt79OgBlUoFDw8PeHl54datWwgJCdG7JiMjAy4uLhWe261bN7nCFR4ejn379uGFF15ASEgIXn/9dbi5uSElJQVZWVl690mVmR49eiA3NxcnTpzA119/jT179gAAWrdujevXr+slSJI2bdogICAAAPDkk09i2rRp6N69u3w+LCwMBw4cwPjx43HixAl88sknALRrhjZv3ixfp1arMX36dDg5OeklRwDQqFEjZGRkGPxeV5e7MEHSvuX9+y+juFiNRo0c0KVLYC1HZT1vb+1/KC4u9rUcCREREVHD0alTJ2RnZyM1NVWvapOfn4/k5GTcc889etcLIRASEoKFCxfKx/LytPtuTpkyBbNnz8aIESOQmJhYobGDg4OD/LVKpZK3o9Hl7u6OoqKiCsd1p/9J9xUXF+Pxxx/H9u3b0alTJxw9ehTvvvuu0WdKZsyYgaCgIABAQUGBwWsM3Vs+Xum19LuxpmhZWVmYNGkSpk+fjp9++gm9evWSzxUUFMDdvWaLGQ06QYqOjsaIESP0GjVIFaTiYm0bwFGj7m0QScVDD7XG1au3MWJE69oOhYiIiKhaeDl6YfOwzVVfaMI4pmrSpAkmT56M5cuXY9myZfKH/HfeeQeNGzeukCD169cPK1asQHZ2Ntzd3fHXX39h/fr1WLFiBTIzM+Hh4QFAOyXOEiEhIdBoNPL4klOnTslfHzt2DH369EFRURHy8vJMfmajRo0QFhaGQ4cO4bHHHoNGo8GTTz6JTZs2wdXVtcrYBgwYoNdB+tSpUxgwYIA87okTJzB8+HCUlJTg+eefx9q1awEAjRs3RlhYGFauXIlXXnkF+/btk99bWloamjVrZtL3Zt++fXLlyxoNOkGKiYmpkHHqJkNKpQLjxrWv6bCqhY+PC+bP71/bYRARERFVG5VSVW1T4yqzaNEibNq0CVFRUWjUqBFycnLQunVrTJ8+HUlJSVi3bh2uXLmCLVu24IknnsDSpUsRFRWF5s2bIysrC3PnzgUALFy4EIsXL0Z4eDiKiopw+/ZtfPLJJ7j//vsRHx8PABg4cCB+/fVX3L59G8uXL8fKlSuhVJYtoXBxccHAgQNx8uRJPPjggzh8+DDi4+PRpEkTzJkzBykpKXB3d8fTTz8NJycnvPHGG5g+fTp69OiBmzdv4sqVK9ixYwfc3d3x66+/4vr16/D09JQLCu+//z7mzZuHv/76CwUFBXjhhRcqJEdpaWnye16yZAnmzJkDAJgwYQKuXbuG1157DSqVCgEBAZg8ebI87uLFi3Hy5ElkZmbiySefhFqtxvLly3H79m189NFHuO+++1BSUoJJkybh9ddfR1hYGI4fP46HH37YpJ/T4MGD0adPH8TGxlr181YIQ7W7ei47OxseHh7IysqqkCB9+ulvWLNGu+nUgAHN8M47QwwNQURERES1QPocd/78ebi51f9Ow9Xh2rVrmDNnDj799FM4OTnVdjjV5uzZs4iJicGmTZv0kkRJTk4O2rRpg9jYWOTl5WHmzJkoLCw0mgeY6q5b0S+tQQKACRM61mIkRERERETmCw0NxaJFi3Dy5MnaDqVa/fnnn/j4448NJkfVqUFPsTOkZcvGAID77vNH584BtRwNEREREZH5WrZsiZYtW9Z2GNVq3LhxtfLcuy5B6t49CJs2jUJoqKfRThpERERERHR3atBT7KKjo/U6aQDa9oLt2/uhUSPD7QqJiIiIiKj+2bdvH6Kjo60ep0FXkAx1sSMiIiIioobHVl3sGnQFiYiIiIiIyBxMkIiIiIiIiO5ggkRERERERHQHEyQiIiIiIqI7GnSCZKiLHRERERGRpTQaDSIjI5GcnKx3PC0tDSNGjMDatWuxePFidO3aFRs3bsSqVavwxBNP1EhsJSUliI2NRcuWLXHu3Dm9c0lJSZgyZQpmz56Np556Su98Zed0HT9+HOPGjUPHjh2xevVqAMCuXbvQvn17vP7668jNza2+N2cCW3Wxa9AJUkxMDCIiImo7DCIiIiJqIOLi4hAYGIgPPvhA7/iRI0ewZcsWTJs2Dc2bN8eQIUMwefJkvPTSS4iMjLRpDGPGjEFiYmKF45s3b0ZYWBgKCgoqnJszZw5GjRqFZcuWYebMmZg+fbpJ53SFhYVhzJgxCA4ORlRUFHJycnDw4EFs3rwZS5cuRaNGjWz3Ji0wePBgxMTEWD1Og27zTUREREQNiFoNZWam1cNovLwAlcrs+4QQSE5OxqJFizBgwADMnDkTAQEBAICmTZvK28ucOHEC/fv3l+9r27at1TGbYsqUKQaPZ2RkID4+Hh999BEAoGvXrkhJScGZM2cQFBRk9FyHDh2MPis5ORkLFy7E3Llz0aRJE9u/mVrEBImIiIiI6gVlZia8Jk60epzMzZuh8fEx+769e/diyJAhCAoKwujRo7FmzRosXLgQgDaxkJw4cQKzZs2SX3fp0kVvnAkTJuDSpUsGn7F7926EhISYHVtlkpKS4OzsDFdXV/mYj48PEhMTodFojJ4zliClpqZi0qRJ2LFjB7y8vGwaa13ABImIiIiIqApCCCQmJsrLN6ZPn45BgwZhxowZ8PX1la+7efMm1Go1goODjY61detWs58/adIknD17FoB2vdOoUaOgulMF27p1K1q2bGn2mJZydnaGEAKLFi3C8uXLoVQ2rFU7TJCIiIiIqF7QeHkhc/Nmm4xjrv3792PQoEHy65CQEDz00ENYs2YN5s2bJx8/fvw4unfvXulYllSQNm3aJH89ZswYrFq1yuSpbSEhISgoKEBeXp5cKUpPT0dISAiCg4ONnjPGzc0NW7Zswfjx4/HKK69gxYoVDSpJqjcJkhACGzduxMaNG6FSqZCZmYmwsDAsXboUnp6eBu+Jjo7GiBEj2KiBiIiIqCFQqSyaGmcLCQkJGDx4sN6xqKgoDBkyBNOnT4e3tzcA7fS6Hj16VDqWJRUkazRu3BgDBgzA/v37MXLkSPzyyy/w9/dHx44dAaDSc8Z4e3tj+/btGDduHKKiovDee+/JFa3asm/fPuzZs8fqcRRCCGGDeKpdbm4uAgIC8Ouvv6J169bIz8/HwIEDERISgp07d+pdm52dDQ8PD2RlZcmL5YiIiIio7pM+x50/fx5ubm61HQ4A4MCBA4iKioKTk1OFc2lpaXj++ecxatQoHDt2DO+99x4iIyMxbNgw9OnTp1riMVZBOn78OL766its3LgRo0aNwrBhwzBixAgA2nVIc+fOhb+/P65fv445c+agXbt2VZ4rP/67776Ls2fPYtq0aYiKikJmZibGjx8PT09PTJs2rUISWZ1ycnLQpk0bxMbGIi8vDzNnzkRhYaHVeUC9SZCKiorw/vvv47XXXpOPvf/++5g9ezby8vKgUCjk40yQiIiIiOqnupggUd1UXQlSvZks6OjoqJccAUB+fj78/Pz0kiMiIiIiIiJL1ZsEqTwhBHbu3KnXQpGIiIiIiMga9TZBWrVqFZo2bYrnn3++tkMhIiIiIqIGot50sdP1xRdfID4+Hjt27Kh0el10dDQcHBwAABEREexmR0RERETUwFy9ehVXrlzBrFmzUFpaavV49S5B2rZtGz7//HPs3r0bjo6OuHjxIpo2bQpHR8cK18bExLBJAxERERFRA9asWTP4+vrKTRpiY2OtGq9eTbHbtm0b1qxZg40bN6KkpAS5ublYsGABbty4UduhERERERFRA1BvKkgpKSl44oknoFar4efnp3du8eLFtRQVERERERE1JPUmQQoICLDJnEIiIiIiIiJj6tUUOyIiIiIiourUoBOk6OhoxMXF1XYYRERERNRAaDQaREZGIjk5We94WloaRowYgbVr12Lx4sXo2rUrNm7ciFWrVuGJJ56o9rjy8vLwyiuv4PXXX8ebb76Jp556CpcuXZLPJyUlYcqUKZg9ezaeeuopnDt3zqRzuo4fP45x48ahY8eOWL16NQBg165daN++PV5//XXk5uZW75uswr59+xAdHW31OA06QYqJiWFrbyIiIiKymbi4OAQGBuKDDz7QO37kyBFs2bIF06ZNQ/PmzTFkyBBMnjwZL730EiIjI20aw5gxY5CYmKh3LCMjAyUlJVi6dCkWLVqE/v37Y9asWfL5OXPmYNSoUVi2bBlmzpyJ6dOnm3ROV1hYGMaMGYPg4GBERUUhJycHBw8exObNm7F06VI0atTIpu/TXIMHD0ZMTIzV49SbNUhEREREdHdTq9XIzMy0ehwvLy+oVCqz7xNCIDk5GYsWLcKAAQMwc+ZMBAQEAACaNm0qby9z4sQJ9O/fX76vbdu2VsdclSZNmshVHQAIDQ1FSkoKAG3yFB8fj48++ggA0LVrV6SkpODMmTMICgoyeq5Dhw5Gn5ecnIyFCxdi7ty5aNKkSTW+s5rHBImIiIiI6oXMzExMnDjR6nE2b94MHx8fs+/bu3cvhgwZgqCgIIwePRpr1qzBwoULAWgTC8mJEyf0qjddunTRG2fChAl609907d69GyEhIWbHBgAKhUL+Oj4+Hk899RQA7RQ6Z2dnuLq6yud9fHyQmJgIjUZj9JyxBCk1NRWTJk3Cjh074OXlZVGsdRkTJCIiIiKiKgghkJiYKC/fmD59OgYNGoQZM2bA19dXvu7mzZtQq9UIDg42OtbWrVvNfv6kSZNw9uxZANr1TqNGjZKrYFu3bkXLli3law8ePIisrCxMmzbN7OeYwtnZGUIILFq0CMuXL4dS2bBW7TBBIiIiIqJ6wcvLC5s3b7bJOObav38/Bg0aJL8OCQnBQw89hDVr1mDevHny8ePHj6N79+6VjmVJBWnTpk3y12PGjMGqVasMTm07ePAgvv76a6xatUpOXEJCQlBQUIC8vDy5UpSeno6QkBAEBwcbPWeMm5sbtmzZgvHjx+OVV17BihUrGlSS1KATpOjoaIwYMYKNGoiIiIgaAJVKZdHUOFtISEjA4MGD9Y5FRUVhyJAhmD59Ory9vQFop9f16NGj0rEsqSCZYt++fThw4IBc1XnzzTexaNEiNG7cGAMGDMD+/fsxcuRI/PLLL/D390fHjh0BoNJzxnh7e2P79u0YN24coqKi8N5771m0rsuW9u3bhz179lg9jkIIIWwQT52SnZ0NDw8PZGVlyYvliIiIiKjukz7HnT9/Hm5ubrUdDgDgwIEDiIqKgpOTU4VzaWlpeP755zFq1CgcO3YM7733HiIjIzFs2DD06dOnWuIxVEFKSEhAnz594OHhIa9FysnJweXLlwFo1yHNnTsX/v7+uH79OubMmYN27dpVeU7X8ePH8e677+Ls2bOYNm0aoqKikJmZifHjx8PT0xPTpk2rkERWp5ycHLRp0waxsbHIy8vDzJkzUVhYaHUewASJiIiIiOqMupggUd1UXQlSw5ksSEREREREZCUmSERERERERHcwQSIiIiIiIrqjQSdI0dHRiIuLq+0wiIiIiIiomu3btw/R0dFWj9Og23zHxMSwSQMRERER0V1g8ODB6NOnD2JjY60ap0FXkIiIiIiIiMzBBImIiIiIiOgOJkhERERERER3MEEiIiIiIjKRRqNBZGQkkpOT9Y6npaVhxIgRWLt2LRYvXoyuXbti48aNWLVqFZ544okaiW3evHl47bXXsGDBAowbNw579uyRzyUlJWHKlCmYPXs2nnrqKZw7d86kc7qOHz+OcePGoWPHjli9ejUAYNeuXWjfvj1ef/115ObmVu8brCENuklDdHQ0RowYgYiIiNoOhYiIiIgagLi4OAQGBuKDDz7AkiVL5ONHjhzBli1b4O7uji1btmDIkCGYPHkyAGDLli02jWHMmDFYtWoVmjRpondcoVBg+fLlcjzPPvsshg0bBgCYM2cOxo4di5EjR+KXX37B9OnTsX///irP6QoLC8OYMWOwYcMGREVFIScnBwcPHsTmzZvRuXNnm75HS+zbt08vKbRUg64gxcTEMDkiIiIiaiCEECguLrb6lxDC4ucnJydj0aJF2L17N1JSUuRzTZs2lbsnnzhxAj169JDPtW3b1ro3bqL58+fLX1++fBnt2rUDAGRkZCA+Ph6DBg0CAHTt2hUpKSk4c+ZMpecqk5ycjNdeew2zZs2qE8kRoO1iFxMTY/U4DbqCREREREQNR0lJCf766y+rx2nfvj0cHBzMvm/v3r0YMmQIgoKCMHr0aKxZswYLFy4EoE0sJCdOnMCsWbPk1126dNEbZ8KECbh06ZLBZ+zevRshISFmxyb5888/8d577+H69etYv349AO0UOmdnZ7i6usrX+fj4IDExERqNxui5Dh06GHxGamoqJk2ahB07dsDLy8viWOsqJkhERERERFUQQiAxMVGenTR9+nQMGjQIM2bMgK+vr3zdzZs3oVarERwcbHSsrVu3mv38SZMm4ezZswC0651GjRoFlUolj9eyZUsAQMeOHbFu3Tr8+OOPGD16NOLj481+VlWcnZ0hhMCiRYuwfPlyKJUNa1IaEyQiIiIiqhfs7e3Rvn17m4xjrv3798vT0AAgJCQEDz30ENasWYN58+bJx48fP47u3btXOpYlFaRNmzbJXxtag6RWq1FYWChXgvr164fc3FycPn0abdq0QUFBAfLy8uTz6enpCAkJQXBwsNFzxri5uWHLli0YP348XnnlFaxYsaJBJUkN550QERERUYOmUCjg4OBg9S+FQmH2sxMSEtCsWTO9Y1FRUdi6dStu3bolHyu//siQrVu34sSJEwZ/WTq97vr16/j3v/8tv05JSUFeXh6aNGmCxo0bY8CAAXLjhV9++QX+/v7o2LFjpecq4+3tje3bt+PMmTOIioqCWq22KO66qEFXkNjFjoiIiIisdeDAAaxYsQJr1qypcC4/Px+ffPIJRo0ahWPHjuHbb79FZGQkDh8+jD59+tRYjJ6enlCr1XjppZfg6emJCxcuYMWKFXLCtXTpUsydOxdHjx7F9evX8f7778v3VnZO1/Hjx7Fr1y4kJydj9erViIqKwo4dOzB+/HhMmDAB06ZNw+DBg2vk/Rpiqy52CmFpG486LDs7Gx4eHsjKypK7iRARERFR3Sd9jjt//jzc3NxqOxyqw3JyctCmTRvExsYiLy8PM2fORGFhodV5AKfYERERERER3cEEiYiIiIiI6A4mSERERERERHcwQSIiIiIiIrqDCRIREREREdEdDTpBio6ORlxcXG2HQURERERE1Wzfvn2Ijo62epwGvQ9STEwM23wTEREREd0FBg8ejD59+iA2NtaqcRp0BYmIiIiIiMgcTJCIiIiIiIjuYIJERERERGQijUaDyMhIJCcn6x1PS0vDiBEjsHbtWixevBhdu3bFxo0bsWrVKjzxxBM1EttLL72E+++/X/41e/Zs+VxSUhKmTJmC2bNn46mnnsK5c+dMOqfr+PHjGDduHDp27IjVq1cDAHbt2oX27dvj9ddfR25ubvW+wRrSoNcgERERERHZUlxcHAIDA/HBBx9gyZIl8vEjR45gy5YtcHd3x5YtWzBkyBBMnjwZALBlyxabxjBmzBisWrUKTZo0qXDu9OnTBu+ZM2cOxo4di5EjR+KXX37B9OnTsX///irP6QoLC8OYMWOwYcMGREVFIScnBwcPHsTmzZvRuXNnm77H2tSgE6To6GiMGDECERERtR0KEREREVlJrdYgM7PI6nG8vByhUpk/kUoIgeTkZCxatAgDBgzAzJkzERAQAABo2rSp3BzsxIkT6N+/v3xf27ZtrY7ZVDExMSgpKQEATJ8+Hd7e3sjIyEB8fDw++ugjAEDXrl2RkpKCM2fOICgoyOi5Dh06GH1OcnIyFi5ciLlz5xpM1GrDvn37sGfPHqvHadAJErvYERERETUcmZlFmDjR+g/AmzcPg4+Ps9n37d27F0OGDEFQUBBGjx6NNWvWYOHChQC0iYXkxIkTmDVrlvy6S5cueuNMmDABly5dMviM3bt3IyQkxOzYAGDIkCHo3r07fH198b///Q/jx4/H999/j6SkJDg7O8PV1VW+1sfHB4mJidBoNEbPGUuQUlNTMWnSJOzYsQNeXl4WxVodbNXFrkEnSEREREREtiCEQGJiojwzafr06Rg0aBBmzJgBX19f+bqbN29CrVYjODjY6Fhbt241+/mTJk3C2bNnAWjXO40aNQoqlUoer2XLloiMjJSvj4yMxEsvvYS///7b7GdVxdnZGUIILFq0CMuXL4dS2bDaGjBBIiIiIqJ6wcvLEZs3D7PJOObav38/Bg0aJL8OCQnBQw89hDVr1mDevHny8ePHj6N79+6VjmVJBWnTpk3y18bWIF28eBH33HOP/Nre3h6FhYVo1aoVCgoKkJeXJ1eK0tPTERISguDgYKPnjHFzc8OWLVswfvx4vPLKK1ixYkWDSpKYIBERERFRvaBSKS2aGmcLCQkJGDx4sN6xqKgoDBkyRF7rA2in1/Xo0aPSsSypIJlixowZ+P777wEAf/75J5RKJdq1a4dGjRphwIAB2L9/v9yIwd/fHx07dgSASs8Z4+3tje3bt2PcuHGIiorCe++9J1e06jsmSERERERElThw4ABWrFiBNWvWVDiXn5+PTz75BKNGjcKxY8fw7bffIjIyEocPH0afPn1qNM57770Xzz33HPz8/HD16lWsX78ejRo1AgAsXboUc+fOxdGjR3H9+nW8//778n2VndN1/Phx7Nq1C8nJyVi9ejWioqKwY8cOjB8/HhMmTMC0adMqJJH1kUIIIWo7CFvLzs6Gh4cHXnzxRXaxIyIiIqpHpM9x58+fh5ubW22HQ3VYTk4O2rRpg9jYWOTl5aFdu3bYs2cPYmNjkZWVZXGztgZdQWIXOyIiIiKiu4Otutg1nNVUREREREREVmKCREREREREdAcTJCIiIiIiojsa9BokIiIiIqqfcnJyajsEquOq689IvUuQ0tPTMX36dBw/fhxXrlyp9Nro6Gh2sSMiIiKqRxwcHBAQEIBu3brVdihUD3h5ecHOTpvS7Nu3D3v27LF6zHrV5vvMmTOYPn062rdvj++++w5Xr141eJ3UHtKa9n5EREREVDsKCwuRm5uLDz/8EJ6eng1mA1KyPTs7OyiVSmRmZmLmzJkoLCy0Og+oVxUkHx8fxMXFYevWrfjuu+9qO5x6Ky4urkFW1Rrq+6qP+LMwrqF+b+rj+6qPMdeEhvp9qY/vq67GXBNxOTk5wd7eHsHBwbh165beueTkZAQHB1fr88urqWfWxnuzRl2K19vb22aJdL1KkAICAmo7hAahrv6Fa62G+r7qI/4sjGuo35v6+L7qY8w1oaF+X+rj+6qrMddUXCqVCpMmTYJardY7PmvWLMycObPan18bz6yN92aNuhSvSqWyWYLELnY1LC4urrZDqHEN4T1X13uw5bi2Gqsu/LysicHSey25r7q/V+aOb871pl5r6/doyni2uMYWcVc2hjXPr8lz1rwHa59h6Li111o7pq2eYck1lo5rzTMqe23NtZbcZ8l1cXFxUKlUcHBwwA8//AAHBwc4ODhAqVTKX+set/XXVT3TnPtNPSY9p7LrrD1nzjVV/V4+3ur8vapr9u/fb7N/s+pVBclU0rKq7OzsWo6kom+++Qbh4eG1GkNxcXGNfm9q6j1X5/uqrvdgy3FtNZYtxrH2Z2FNDJbea8l9ltxjzvfG3PHNud7Ua029ztT3Zcp4trjGlDGqirmyMax5fk2es+QeY98Xc59h6Li111ozpqH3ZekzLLnGknvKx2zuMyp7bc21unGZep8l1xn72tjzbf11Vc80535Tj0nPqew6a8+Zc01Vv5ePtzp/B2DSNe3btwdQlg9Yol41aZBs3LgR8+fPN9qkISkpCU2aNKnZoIiIiIiIqE5ITExESEiIRfc2yApSUFAQEhMT4ebmBoVCUdvhEBERERFRDRBCICcnB0FBQRaP0SATJKVSaXHGSERERERE9ZeHh4dV99erBKmgoADDhg1DSkoKUlJS0L9/f4wdOxbTp0+v7dCIiIiIiKgBqFdd7JydnXHw4EGcO3cOhYWFGDduHNavX4+ePXsiMjISiYmJld6/efNm9OrVC3379kXHjh3x3HPP1VDkNWvNmjXo3LmzSd+X33//HYMGDULPnj0RFhaGRx99FMnJyTUYrW2kp6fjscceQ/PmzWs7lLuCOd/v/v37V/j1+eef10CUdYMQAhs2bEC/fv0wcOBAdO7cGc899xxu375d26GZxJL46+rP/KuvvkJkZCSGDBmC7t27o2/fvjh27Fhth1XnjB8/Hs2aNavtMGxi/vz56NSpk96fxVdffbW2wzLJyZMnERERgV69eqFz586IiIhAenp6rcVz7733Vvjv2sfHBytXrqyxGG7duoWnnnoKXbt2Rd++fdGnTx8cPXq0Wp9ZVFSEOXPmIDw8HN27d8egQYNw/vx5q8et7N/RxMREREZGomfPnujcuTPWrFlj9fNswVjMly5dwtSpU+WfSVhYWI3tV2rK55EzZ87A3t4eGzduNH1gUU/t2rVLBAQEiLS0NCGEEAsWLBCdO3cWarXa4PWbNm0SPXv2FLdv3xZCCJGWliaGDBlSY/HWFHO+LxqNRoSEhIh///vf8utHH31UPPjggzUas7X+/PNP0a9fP/HCCy+I0NDQ2g6nwTP3+92vX79qj6kuy8nJEa6uruL8+fNCCCHy8vJEWFiYGDNmTC1HZhpL4q+rP/OIiAixc+dO+fWsWbOEt7e30X837kYHDhwQnp6eDebv0nnz5okffvihtsMw299//y2aNWsm/v77byGEEGq1WowZM0Zcu3at1mJ6+OGH9V4XFxeLoKAgkZycXGMxPP7446JXr16iuLhYCCHE+++/Lzw9PUV2dna1PXPGjBkiLCxMFBQUCCGEmD9/vggNDRV5eXkWj1nZv6NqtVp06tRJLF68WAghRGpqqvDz8xO7d++2+Hm2UFnMr776qvjXv/4lNBqNEEL7WdTOzk78+uuvtRaTroEDBwpXV1exYcMGk8eutwlSeHi4eO211+TXmZmZQqlUir1791a4trS0VAQGBoq4uLiaDLFWmPN9SUtLEwDE//73P/lYbGyscHV1rZFYbeXGjRuisLBQbNiwocH8o16Xmfv9rqsflmtKYWGheOedd/SOrV69Wjg7O8v/mNRllsRfV3/mp06d0kuGvvnmGwFAZGRk1GJUdUdxcbHo3r27eOuttxrM36X1NUEaN26cmDNnTm2HUakdO3aIkSNH1ugz27dvL2bNmiW//uuvvwQAcfLkyWp5nlqtFs7OzmLt2rXysczMTAFAbN682eJxK/t3NC4uTqhUKpGVlSUfe/nll0XPnj0tfp4tVBbz9u3b5f+JJmncuLFYunRprcUk+fzzz8XLL78sQkNDzUqQ6tUUO0lxcTFOnjyJ++67Tz7m6emJ0NBQ/PTTTxWuP336NG7cuIFbt24hIiICPXv2xLRp05CWllaTYVc7c78vPj4+6Nu3L3bu3Am1Wo3CwkJ8+eWX6NOnT02GbbWAgAA4OjrWdhh3DUu+3zNmzEDfvn3Rv39/LFu2DCUlJdUUXd3j6OiI1157Te9Yfn4+/Pz86kWXTUvjr4s/865du0Kp1P6zl5OTg/Xr12Py5Mnw8vKq5cjqhpUrV+LRRx+1qvNTXbR+/Xr0798fvXv3xvTp02t1mpophBD4/vvv4ebmhnHjxqFnz54YOXIkfv/999oOTc+6devwr3/9q0af+cgjj+D7779HVlYWAOCLL76Ar68v2rRpUy3PS09PR0FBAfz8/ORjnp6ecHJywokTJywet7J/R3/66SeEhobC3d1dPtapUyecPHmyVv8erSzmRx99FK1bt5ZfazQaFBUVwd/fv9ZiArT7oa5YsQLz5883e+x6mSClp6ejtLQUjRs31jveuHFj3Lhxo8L1ly5dAgCsWrUK27Ztw+HDh1FSUoLBgwdDo9HUSMw1wdzvCwB8+eWXuHbtGpo0aYLQ0FA0atQI27Ztq4lw6S7RtWtXjB49GocOHcKuXbuwa9euBrv+zxRCCOzcuROzZs2q7VAsYkr8df1nPn78eAQFBcHe3h6rV6+u7XDqhOTkZOzYsQMvvfRSbYdiU82aNUOPHj1w4MABHDx4ECUlJejbty+Ki4trOzSj0tPTkZ2djeXLl2PevHk4evQoHn74YfTq1avKtdY1JSEhAefPn8fQoUNr9LkLFy7EgAEDEBoainvuuQdfffUVDh48CDc3t2p5nq+vL1xcXJCQkCAfy8jIQGFhITIyMqrlmTdu3DD4Oa6kpKTOJ/eS7777Dj4+Phg3blytxvF///d/eOWVV/SSTVPVywRJYuj/Xho6VlRUBAB4/vnn4enpCZVKhblz5+L06dM4cuRItcdZ00z9vpSUlGDQoEFo2bIlEhMTcf36dfj6+uLFF1+siTDpLvHuu+9i4MCBAABvb2+88cYb+PTTT+vNX/S2tmrVKjRt2hTPP/98bYdiEVPir+s/823btiEjIwMhISHo3r07cnNzazukWvfKK69gyZIlsLe3r+1QbGry5MmYMWMGVCoV7OzssGzZMpw9exbffPNNbYdmlPSZZcSIEWjfvj0AYOrUqWjcuDE2bNhQm6HJ1q9fjylTpsgV2ZoyY8YMHD16FJcvX8bFixfx73//GxMmTKi2ZEWhUODZZ5/FmjVrkJ6eDiEEFi5cCAcHh2qduWKsOl8fZh3cunULc+bMwRdffAEXF5dai+PMmTP4448/MHHiRIvur5cJkq+vL+zs7Cr8B5GRkYGAgIAK10uZuO60gSZNmgAArl27Vo2R1ixzvy8HDhzAr7/+irlz50KlUsmJ4+bNm3H48OGaCpvuMqGhoQCAK1eu1HIkNe+LL75AfHw8tmzZUi/+oSvP0vjr4s/c3t4eS5cuxaVLl7B9+/baDqdWxcfHQwiBQYMG1XYo1c7T0xMeHh64fPlybYdilJeXFxQKRYWpjiEhIXXiM4tGo8Hnn3+OqVOn1uhz8/PzsWbNGsyYMUP+XDdx4kTk5uYiNja22p779ttv4/HHH8fIkSMxYMAAdOrUCa1bt0bLli2r5XmBgYEGP8fZ29vD29u7Wp5pKzk5ORg7dizeffddPPDAA7UaS1RUFFatWmXx/fUyQbK3t0f37t3xxx9/yMeysrJw7do19OrVq8L13bp1g1KpREpKinxMWn8kJUoNgbnfF2kuq4ODg3xM+rq6/m8M3V1SU1OxbNkyvWPSdM+G9N+eKbZt24bPP/8cO3fuhJOTEy5evCj/n+L6wNT46/LPfMmSJXqv7e3t4eDgcNdXkPbs2YOrV6/KrZuXLl0q7zVYX1piG1M+/ry8PGRnZ9f6n8XKuLq6ol27dnqfWQDt55a6EPf333+PDh06IDg4uEafW1paCo1Go/eZBdB+bqnOzyx2dnaYO3cufvrpJxw8eBCPPvoorly5gsjIyGp5Xq9evXD16lXk5OTIx06fJY4rkwAAEFdJREFUPo3u3bvX6QpvTk4ORo4cidmzZyMiIgJFRUW4ePFircSSnJyMpKQkREVFyX+vpaSkYOnSpejfvz/+/PPPqgexuoVELdm1a5cIDAwU6enpQgghFi1aJDp16iTUarXIzMwUPXv2FAcPHpSvnzhxoujTp48oKioSQgjx+uuvi44dO4qSkpJaib+6mPN9SUtLE40bNxaLFi2S71+0aJHw8PAQN2/erJX4rcEudjXL0Pe7/J+xK1euCB8fH5GYmCiEEKKgoEAMGjSoQrvYhu6LL74Qffv2FampqSInJ0fk5OSIJ554Qly5cqW2QzNJZfHXp5+5s7Oz+PPPP+XXn3zyiXB0dJRbKZNWQ/q7tFmzZmLPnj3y6zfeeEOEhIRUa1toW1i3bp1o3LixSEpKEkJoO5u5uLiIy5cv13JkQowePVp88803tfLsvn37imHDhsltvn/88UehVCrF999/X23PnDt3rl6331dffVU88cQTNhnb0H9rUpvvmJgYIYT2s5q/v3+tt/mWGIo5Oztb9OnTR2zdulX+N+Kvv/4SkyZNqrWYyjO3i129TZCE0Lak7ty5swgPDxfDhg0TCQkJQgghrl+/Lho3bqy330Vubq545plnRLt27USfPn3EmDFj5H/AGxpzvi/Hjx8XAwcOFOHh4eKBBx4Q/fv3F0ePHq2t0C2Sn58v+vXrJ9q0aSMcHR1Fv379xPvvv1/bYTVYlX2/y/8ZKygoEIsWLRJhYWGiX79+omvXruKFF14QmZmZtfgOataNGzeESqUSACr8qg8JUlXx16ef+apVq0R4eLjo16+fCA8PF3369BH79++v7bDqlOHDh+v9t71jx47aDskqmzdvFv369RP9+vUTYWFhYsSIEeLcuXO1HZZJ3nnnHdGuXTvRu3fvOvNv882bN0Xz5s1FaWlprTw/OTlZTJw4UXTp0kX07t1bdOnSRWzcuLFan7lu3TrRtm1b0bt3b9GjRw8xe/ZsUVhYaNWYVX1uSUhIEMOGDRPh4eGiU6dOIjY21tq3YbXKYn7xxRcN/htR3QmSKZ//duzYIfr16yccHR1FmzZtxPDhw00aWyGEENVQ3SIiIiIiIqp36uUaJCIiIiIiourABImIiIiIiOgOJkhERERERER3MEEiIiIiIiK6gwkSERERERHRHUyQiIiIiIiI7mCCREREREREdAcTJCIiohqk0WiQl5dXa8/PycmptWcTEdUHTJCIiOqB++67Dy4uLlAoFPD29sagQYP0zu/duxcKhQJr167VO75s2TIEBARAqVQiICAAv/76a02GLRs+fDgaN24MhUKBjRs31koMlrB13FevXkVYWBjOnz9vfXAWGj58OP7zn//U2vOJiOo6JkhERPXAH3/8gTfffBMAsHr1auzfv1/vfHx8PADgwIEDesdnz56N/fv3o0ePHkhJSUGXLl1qJuByvvvuO+zevbtWnm2K+fPnQ6FQ4OrVq3rHbRn3jRs30KdPHzz11FO19nMAgHXr1uGVV17Bli1bai0GIqK6jAkSEVE9MXDgQABlyZCuAwcOwN3dHfHx8RBC6J2Lj4+X76Xa88ILLyA0NBQzZsyo1That26N+fPn4/nnn8eNGzdqNRYiorqICRIRUT3RrVs3eHh4VKgS3b59Gzdu3MCECROQlpaGP//8U+98fHw8HnzwwZoMlco5c+YMvvzyS7z66qu1HQoA4Omnn4adnR3ee++92g6FiKjOYYJERFRPqFQq9O3bF9euXcPly5fl4wcPHkS/fv3kKpFuAqXRaHD8+HH06tULAPDjjz/iscceQ/PmzeHj44MmTZpg5syZyM3Nle8ZOnQoHB0doVAoEBAQIK9r+vXXXxEQEAA7Ozv4+PjgxIkTAIDCwkK8+eabaNGiBRo3bozg4GA8++yzSEtLM+l9aTQarFixAm3btkXjxo3h7++Pxx9/XO89vvXWWwgICIBCocDkyZOxY8cOdO7cGe7u7ggLC8OpU6cqjJuWloaJEyfCy8sLQUFBGDx4MM6cOQOFQgFnZ2cEBATgn3/+wX333Yfly5cDALp3746AgAAEBAQgIyOjQpzz589Hq1at4OXlhdGjRyM1NdWk97ht2zYAqFDJa9OmDRo1aqQ3vS8xMREBAQFwcHBAs2bN5Gs/++wzBAQEQKVSoX///vjxxx8RFhYGd3d39OjRQ/55rFixAq1atYKPjw+mTJlisCGEg4MDevfujS+++MKk+ImI7iqCiIjqjZUrVwoAYu3atfKx6dOni3Xr1onU1FShUCjE8OHD5XMnT54U/fv3l1+PGTNG9O/fX6SlpQkhhPjtt99EkyZNxKOPPqr3nNmzZwsA4rffftM7npqaKry9vUV+fr4QQgi1Wi2GDBkigoODxalTp4QQQvzzzz+iY8eOonXr1iInJ0e+94cffhAAxIYNG/TGnDp1qnBzcxP79u0TQgiRkpIiBgwYIHx9fUVSUpLetQBE27ZtxZw5c0RRUZHIzMwUPXr0ED4+PqKgoEC+rqioSNx///2iSZMm4q+//hJCCHH69GkRFhYmAIhJkybpjTtv3jwBQFy5cqXC91yK+/777xc7duwQGo1GnD17Vnh7e4uHHnqowvWG9O/fXwQEBBg8Z+zZ/fr1E6GhoRWuDw0NFc2bNxfPP/+8yM/PF9nZ2SI8PFz4+vqKTz75RHz55ZdCo9GIo0ePCpVKJebMmWPwubNmzRIAREJCgknvgYjobsEKEhFRPWKoSnTgwAEMHDgQvr6+6NixIw4dOoTS0lIAFdcftWzZEu+88w58fHwAAJ06dcIbb7yBHTt24OLFi/J1kydPBgBs2rRJ7/lbtmzB6NGj4ezsLL/eu3cvFi1ahK5du8rPWLFiBS5cuICPPvqo0vdz+PBhrF+/Hi+//LLcmc/f3x+ffPIJ0tLSsGTJkgr3ZGRkYOHChXBwcICnpyf+9a9/IT09HT///LN8zfr163H69GnMnj0b7dq1A6DtBGjN+p8WLVpg7NixUCgUuPfeezF8+HB8//33KC4urvLeixcvwt/f3+Jnl5ecnIxFixbB2dkZbm5u+Ne//oW0tDTs378fI0eOhEKhQHh4OHr27ImdO3caHCMgIAAAcOHCBZvFRUTUEDBBIiKqRzp27Ag/Pz/88MMPALSd0YqKitC8eXMA2gQqJydHnm5Vfv3RsmXL0K1bN70x77nnHgDA2bNn5WP33nsvevTogS1btqCkpEQ+vnHjRkyaNEl+vX37dgDAkCFD9MaUkqW4uLhK34+x+1u1agV3d3eD93fp0gV2dnby6yZNmgCAXsOBr7/+GoB2uqCu/v37VxpPZR544AG918HBwSgtLUV6enqV9966dQuurq4WP7u8Vq1awdvbWy8WABV+tiEhIUhKSjI4hhTPrVu3bBYXEVFDwASJiKgeUSgU6N+/P27evIkzZ84gPj4eAwYMkM/rVphKSkpw+vRp9OjRQz6fnJyMGTNmoEOHDvD390dAQADGjh0LABXW3EyePBlpaWnYs2cPAOD06dPIzc1F79695Wv++ecfANqESFq7ExAQgLZt28LV1bXCmOVJ948aNUrv/oCAAAghkJmZWeEeqfolcXBwAAC9Ss6VK1cAAIGBgXrXSlUTS5jyXGOKi4v1kjprlY/F3t7e4HEHBwcUFBQYHEOKx5T4iYjuJrb725qIiGrEwIEDsX37dsTHx+P333/X2zS2X79+UKlUOHDgAAYMGIDOnTvLH4RzcnIQHh4OhUKB3bt3o0uXLlAoFDh48KBekiV57LHH8PLLL2Pjxo14+OGHK1SPAMgtxS9dumRRhUS6/+DBg2jfvr1J9yiVVf+/PWlcUa7luTVMea4xLi4uepU4U2g0GqPnFAqFWccNkRIjFxcXs+IiImroWEEiIqpnpClz8fHxFdYYubu7o1u3bvj555/x7bff6k2vO3DgABITE/Hiiy+ia9euVX6Y9vLywsMPP4xvv/0WKSkp2Lp1K5566im9a1q3bg1AW5kq7/z58/jjjz8qfUZl9yckJMhTBc3VokULAEBKSore8fKva0pgYCBu375d6TXSujGJqV0ALSXFExQUVK3PISKqb5ggERHVM61atULTpk3x/fffw9XVtcK0sYEDB6K4uBhr1qzRS54cHR0BVKwyJCYmGn3WpEmTUFJSgkmTJqFdu3YIDQ3VOz9u3DgAwJdffql3XAiB8ePHY//+/ZW+F2P3A8CMGTOwefPmSu83ZsSIEQAgTw+UHDx40OD1UvVLSlI+//xzgxvyWqp9+/YGk0BduufT0tJw6dIlmz3fkKSkJCiVSrRt27Zan0NEVN8wQSIiqocGDBiAoqKiCvvqAGXrkOzt7XH//ffLx3v27InAwEDExsbi3LlzALTd1RYvXmz0OUOHDkVAQAD27t0rd7bT9fjjj2PYsGF4++23cfjwYQBAfn4+Xn31VRQWFmLq1KmVvo/evXvj2WefxYYNG/Df//4XQgiUlJTg3XffxbFjx/Daa69V+b0wZOrUqejYsSOWLVuGv//+GwDwxx9/GE247r33XgDA33//jaKiIixduhRZWVkWPduQBx98ENnZ2bh27ZrRa2JjY1FUVIT8/HxER0cjJCTEZs835PTp0+jevTs8PDyq9TlERPVOLbYYJyIiC3322WcCgNi9e3eFc/n5+cLR0VE88sgjFc6dPn1aDBkyRHh6eooWLVqIIUOGyHsrubu7i4iIiAr3vPrqq8LV1VXk5uYajKWoqEgsWLBAtGzZUvj6+ormzZuLZ555RiQnJ8vXREZGCi8vL/k5nTt3ls9pNBqxevVq0b59e+Ht7S1CQ0PFuHHjxLlz5+RrPvnkE+Hv7y8ACCcnJ+Hv7y+EECIqKkpvXN34b968KR5//HHh4eEhgoODxYgRI8Tly5cFADFlyhS996BWq8XUqVOFr6+vCA4OFtOmTRNqtVpMnjxZb/zRo0cLIYTo1q2bcHV1FQCEj4+PWLBggcHvjSQ9PV04OzuLlStXVjgn7YN0//33C3d3d9G+fXuxb98+0a9fP6FUKoW/v7/YsmWL2LNnj/D39xdKpVLY29sLf39/ceXKFfHiiy/qxfjwww+L0tJS4e/vL5ycnAQA4e/vLz755BP5mdevXxf29vbi448/rjRuIqK7kUIIG65gJSIiqsNu3ryJgIAA/Pvf/8bbb79do89euHAhPv74Y/zzzz/yPlIAMH/+fCxYsABXrlxBs2bNaiSWmTNnYv/+/fj999/lDnhERKTFKXZERNQg9e7du0LjA2kz2b59+9Z4PG+88QbCwsIwZswYFBUV1fjzJRs3bsSOHTvw3//+l8kREZEBTJCIiKhBOnbsGN544w05GTl9+jRmz56Nvn37IjIyssbjUalU2LlzJ3r16oXTp0/X+PMlJ06cwPHjx+UOgkREpI/7IBERUYO0dOlS/Pe//0WLFi1QUFAANzc3PProo1iwYIFVexpZQ6lU4o033qiVZ0vWrFlTq88nIqrruAaJiIiIiIjoDk6xIyIiIiIiuoMJEhERERER0R1MkIiIiIiIiO5ggkRERERERHQHEyQiIiIiIqI7mCARERERERHdwQSJiIiIiIjojv8HksKxNUe7QKkAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Vary faculae temperature *****#\n", "\n", "delta_T_fac_values = [100, 200, 300, 500]\n", "f_fac_fixed = 0.10\n", "\n", "spectra_vary_T_fac = plot_collection(spectrum_bare_clean, wl, collection = [])\n", "labels_vary_T_fac = ['Clean (bare rock)']\n", "\n", "for dT in delta_T_fac_values:\n", "\n", " star_fac_dT = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f_fac_fixed, T_het = T_s + dT,\n", " wl = wl)\n", "\n", " eps_fac_dT = stellar_contamination(star_fac_dT, wl)\n", " spectrum_fac_dT = eps_fac_dT * spectrum_bare_clean\n", "\n", " spectra_vary_T_fac = plot_collection(spectrum_fac_dT, wl, collection = spectra_vary_T_fac)\n", " labels_vary_T_fac.append(f'$\\\\Delta T$ = +{dT} K')\n", "\n", "fig_vary_T_fac = plot_spectra(spectra_vary_T_fac, planet, R_to_bin = 100,\n", " plot_full_res = False,\n", " spectra_labels = labels_vary_T_fac,\n", " figure_shape = 'wide',\n", " y_min = 1e-3, y_max = 7.5e-3,\n", " legend_location = 'lower right')" ] }, { "cell_type": "markdown", "id": "89295661", "metadata": {}, "source": [ "Notice how faculae produce the opposite effect compared to starspots: the observed transit depth *decreases* because the unocculted faculae make the stellar disk brighter than a uniform photosphere would be. The spectral shape of the contamination is also different, since the hotter faculae have a bluer spectral energy distribution.\n", "\n", "### Two-Spots Model: Spots + Faculae\n", "\n", "Real stellar surfaces typically have both cool spots and hot faculae simultaneously. POSEIDON supports this with the `'two_spots'` contamination model. In this model:\n", "\n", "- A fraction $f_\\mathrm{spot}$ of the disk has spots at temperature $T_\\mathrm{spot}$.\n", "- A fraction $f_\\mathrm{fac}$ of the disk has faculae at temperature $T_\\mathrm{fac}$.\n", "- The remaining fraction $(1 - f_\\mathrm{spot} - f_\\mathrm{fac})$ is the photosphere.\n", "\n", "Note the constraints: $T_\\mathrm{spot} < T_\\mathrm{eff} < T_\\mathrm{fac}$ and $f_\\mathrm{spot} + f_\\mathrm{fac} < 1$.\n", "\n", "Let's set up a two-spots model and compare all three contamination scenarios side by side." ] }, { "cell_type": "code", "execution_count": 7, "id": "738aed4e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spot: f = 20%, T = 2266 K\n", "Faculae: f = 10%, T = 2766 K\n", "Mean contamination factor (two-spots): 1.0263\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Two-spots model: Spots + Faculae *****#\n", "\n", "f_spot = 0.20 # 20% spot coverage\n", "T_spot = T_s - 300.0 # Spot is 300 K cooler (2266 K)\n", "\n", "f_fac = 0.10 # 10% faculae coverage\n", "T_fac = T_s + 200.0 # Facula is 200 K hotter (2766 K)\n", "\n", "# Create the star with both spots and faculae\n", "star_two_spots = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'two_spots',\n", " stellar_grid = 'phoenix',\n", " f_spot = f_spot, f_fac = f_fac,\n", " T_spot = T_spot, T_fac = T_fac,\n", " wl = wl)\n", "\n", "# Compute the contamination factor\n", "epsilon_two = stellar_contamination(star_two_spots, wl)\n", "\n", "# Apply the contamination\n", "spectrum_bare_two = epsilon_two * spectrum_bare_clean\n", "\n", "print(f\"Spot: f = {f_spot:.0%}, T = {T_spot:.0f} K\")\n", "print(f\"Faculae: f = {f_fac:.0%}, T = {T_fac:.0f} K\")\n", "print(f\"Mean contamination factor (two-spots): {np.mean(epsilon_two):.4f}\")\n", "\n", "#***** Also create faculae-only for the comparison plot *****#\n", "\n", "star_faculae = create_star(R_s, T_s, log_g_s, Met_s,\n", " stellar_contam = 'one_spot',\n", " stellar_grid = 'phoenix',\n", " f_het = f_fac, T_het = T_fac,\n", " wl = wl)\n", "\n", "epsilon_fac = stellar_contamination(star_faculae, wl)\n", "spectrum_bare_fac = epsilon_fac * spectrum_bare_clean\n", "\n", "#***** Compare all contamination models *****#\n", "\n", "spectra_bare = plot_collection(spectrum_bare_clean, wl, collection = [])\n", "spectra_bare = plot_collection(spectrum_bare_spot, wl, collection = spectra_bare)\n", "spectra_bare = plot_collection(spectrum_bare_fac, wl, collection = spectra_bare)\n", "spectra_bare = plot_collection(spectrum_bare_two, wl, collection = spectra_bare)\n", "\n", "fig_bare = plot_spectra(spectra_bare, planet, R_to_bin = 100,\n", " plot_full_res = False,\n", " spectra_labels = ['Clean (flat bare rock)',\n", " 'Cool spot ($\\\\Delta T$ = −300 K, $f$ = 20%)',\n", " 'Hot faculae ($\\\\Delta T$ = +200 K, $f$ = 10%)',\n", " 'Two-spots (spots + faculae)'],\n", " figure_shape = 'wide',\n", " colour_list = ['grey', 'firebrick', 'royalblue', 'darkorange'],\n", " y_min = 4e-3, y_max = 8.5e-3,\n", " legend_location = 'lower right')" ] }, { "cell_type": "markdown", "id": "a61c62e7", "metadata": {}, "source": [ "With both spots and faculae present, the contamination partially cancels out: cool spots push the transit depth up while hot faculae push it down. But the cancellation is not perfect --- it is wavelength-dependent, so the net contamination still distorts the spectral shape. Whether the overall transit depth is inflated or deflated depends on the relative covering fractions and temperature contrasts of spots and faculae." ] }, { "cell_type": "markdown", "id": "0f72e747", "metadata": {}, "source": [ "## Part 2: Earth-like Atmosphere with Stellar Contamination\n", "\n", "Now let's add an atmosphere to TRAPPIST-1f and see how stellar contamination interacts with real atmospheric features. We'll use a simple Earth-like model with $\\rm{N}_2$ as the bulk gas and $\\rm{O}_2$, $\\rm{O}_3$, $\\rm{CO}_2$, and $\\rm{H}_2 \\rm{O}$ as trace species, with isothermal temperature and isochemical abundance profiles for simplicity.\n", "\n", "This lets us directly compare the atmospheric signal to the stellar contamination signal." ] }, { "cell_type": "code", "execution_count": 14, "id": "1b034cbc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model free parameters: ['R_p_ref' 'T' 'log_O2' 'log_O3' 'log_CO2' 'log_H2O' 'log_P_surf']\n" ] } ], "source": [ "#***** Define the Earth-like atmosphere model *****#\n", "\n", "model_name_atm = 'Earth-like'\n", "\n", "bulk_species_atm = ['N2']\n", "param_species_atm = ['O2', 'O3', 'CO2', 'H2O']\n", "\n", "model_atm = define_model(model_name_atm, bulk_species_atm, param_species_atm,\n", " PT_profile = 'isotherm', X_profile = 'isochem',\n", " cloud_model = 'cloud-free', radius_unit = 'R_E',\n", " surface = True)\n", "\n", "print(\"Model free parameters: \" + str(model_atm['param_names']))\n", "\n", "#***** Set up the pressure grid *****#\n", "\n", "P_min = 1.0e-7 # 0.1 ubar\n", "P_max = 10.0 # 10 bar\n", "N_layers = 100 # 100 layers\n", "\n", "P = np.logspace(np.log10(P_max), np.log10(P_min), N_layers)\n", "\n", "#***** Create the atmosphere *****#\n", "\n", "P_surf = 1.0 # Surface pressure (bar)\n", "P_ref = P_surf # Reference pressure at the surface\n", "R_p_ref = R_p # Radius at reference pressure\n", "\n", "PT_params = np.array([250]) # Isothermal at 250 K\n", "log_X_params = np.array([-0.678, -6.0, -3.4, -3.0]) # O2 ~ 21%, O3 ~ 1 ppm, CO2 ~ 400 ppm, H2O ~ 1000 ppm\n", "surface_params = np.array([np.log10(P_surf)]) # log10(1 bar) = 0.0\n", "\n", "atmosphere = make_atmosphere(planet, model_atm, P, P_ref, R_p_ref,\n", " PT_params, log_X_params,\n", " surface_params = surface_params)\n" ] }, { "cell_type": "markdown", "id": "8130aca2", "metadata": {}, "source": [ "Read the opacities." ] }, { "cell_type": "code", "execution_count": 15, "id": "e5456177", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading in cross sections in opacity sampling mode...\n", "CO2-CO2 done\n", "N2-N2 done\n", "N2-H2O done\n", "O2-O2 done\n", "O2-CO2 done\n", "O2-N2 done\n", "O2 done\n", "O3 done\n", "CO2 done\n", "H2O done\n", "Opacity pre-interpolation complete.\n" ] } ], "source": [ "#***** Read opacities for the atmospheric species *****#\n", "\n", "opacity_treatment = 'opacity_sampling'\n", "\n", "# Define fine temperature grid (K)\n", "T_fine_min = 100 # 400 K lower limit suffices for a typical hot Jupiter\n", "T_fine_max = 300 # 2000 K upper limit suffices for a typical hot Jupiter\n", "T_fine_step = 10 # 10 K steps are a good tradeoff between accuracy and RAM\n", "\n", "T_fine = np.arange(T_fine_min, (T_fine_max + T_fine_step), T_fine_step)\n", "\n", "# Define fine pressure grid (log10(P/bar))\n", "log_P_fine_min = -6.0 # 1 ubar is the lowest pressure in the opacity database\n", "log_P_fine_max = 2.0 # 100 bar is the highest pressure in the opacity database\n", "log_P_fine_step = 0.2 # 0.2 dex steps are a good tradeoff between accuracy and RAM\n", "\n", "log_P_fine = np.arange(log_P_fine_min, (log_P_fine_max + log_P_fine_step), \n", " log_P_fine_step)\n", "\n", "# Read opacities\n", "opac = read_opacities(model_atm, wl, opacity_treatment, T_fine, log_P_fine,\n", " opacity_database = 'Temperate')" ] }, { "cell_type": "markdown", "id": "76052359", "metadata": {}, "source": [ "Let's visualise the atmospheric composition before computing the spectrum." ] }, { "cell_type": "code", "execution_count": 23, "id": "fa646042", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Plot the mixing ratio profiles *****#\n", "\n", "fig_chem = plot_chem(planet, model_atm, atmosphere)" ] }, { "cell_type": "markdown", "id": "942cffcd", "metadata": {}, "source": [ "### Clean Atmospheric Spectrum\n", "\n", "First, let's compute the transmission spectrum of TRAPPIST-1f's Earth-like atmosphere without any stellar contamination." ] }, { "cell_type": "code", "execution_count": 17, "id": "25505837", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Compute the clean atmospheric spectrum *****#\n", "\n", "spectrum_atm_clean = compute_spectrum(planet, star_clean, model_atm, atmosphere,\n", " opac, wl, spectrum_type = 'transmission')\n", "\n", "#***** Plot the clean atmospheric spectrum *****#\n", "\n", "spectra_atm_clean_coll = plot_collection(spectrum_atm_clean, wl, collection = [])\n", "\n", "fig_clean_atm = plot_spectra(spectra_atm_clean_coll, planet,\n", " spectra_labels = ['Clean atmosphere'],\n", " figure_shape = 'wide',\n", " R_to_bin = 100,\n", " plt_label = 'TRAPPIST-1f: Clean Earth-like Atmosphere')" ] }, { "cell_type": "markdown", "id": "011afd0c", "metadata": {}, "source": [ "### Contaminated Atmospheric Spectra\n", "\n", "Now let's apply our stellar contamination models to the atmospheric spectrum. We reuse the same $\\epsilon(\\lambda)$ arrays from Part 1.\n", "\n", "The contamination factor $\\varepsilon(\\lambda)$ acts as a multiplicative scaling on the transit depth:\n", "\n", "$$\\left(\\frac{R_p}{R_\\star}\\right)^2_{\\rm obs} = \\varepsilon(\\lambda) \\times \\left(\\frac{R_p}{R_\\star}\\right)^2_{\\rm true}$$\n", "\n", "When applied to an atmosphere with spectral features, the contamination both shifts the baseline transit depth and distorts the relative strength of molecular absorption bands." ] }, { "cell_type": "code", "execution_count": 19, "id": "2a396065", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Apply stellar contamination to the atmospheric spectrum *****#\n", "\n", "# One-spot model (cool spot only)\n", "spectrum_atm_spot = spectrum_atm_clean * epsilon_spot\n", "\n", "# Two-spots model (spot + faculae)\n", "spectrum_atm_two = spectrum_atm_clean * epsilon_two\n", "\n", "#***** Compare clean vs. contaminated atmospheric spectra *****#\n", "\n", "spectra_atm_comp = plot_collection(spectrum_atm_clean, wl, collection = [])\n", "spectra_atm_comp = plot_collection(spectrum_atm_spot, wl, collection = spectra_atm_comp)\n", "spectra_atm_comp = plot_collection(spectrum_atm_two, wl, collection = spectra_atm_comp)\n", "\n", "fig_contam_atm = plot_spectra(spectra_atm_comp, planet,\n", " spectra_labels = ['Clean atmosphere',\n", " 'Atmosphere + cool spot',\n", " 'Atmosphere + spot & faculae'],\n", " figure_shape = 'wide',\n", " plot_full_res = False,\n", " R_to_bin = 100,\n", " colour_list = ['royalblue', 'firebrick', 'darkorange'],\n", " plt_label = 'TRAPPIST-1f: Stellar Contamination with an Atmosphere',\n", " y_min = 4.5e-3, y_max = 9e-3,\n", " legend_location = 'lower right')" ] }, { "cell_type": "markdown", "id": "8fd7340e", "metadata": {}, "source": [ "Notice how stellar contamination not only shifts the overall transit depth but also introduces wavelength-dependent distortions that can mimic or mask real atmospheric absorption features. This is the central challenge for characterising terrestrial exoplanet atmospheres around M dwarfs." ] }, { "cell_type": "markdown", "id": "bbd0a5e4", "metadata": {}, "source": [ "Finally, let's compare models with and without stellar contamination." ] }, { "cell_type": "code", "execution_count": 34, "id": "30742fac", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#***** Combined comparison: bare rock vs. atmosphere, clean vs. contaminated *****#\n", "\n", "spectra_combined = plot_collection(spectrum_bare_clean, wl, collection = [])\n", "spectra_combined = plot_collection(spectrum_bare_two, wl, collection = spectra_combined)\n", "spectra_combined = plot_collection(spectrum_atm_clean, wl, collection = spectra_combined)\n", "spectra_combined = plot_collection(spectrum_atm_two, wl, collection = spectra_combined)\n", "\n", "fig_combined = plot_spectra(spectra_combined, planet,\n", " spectra_labels = ['Bare rock',\n", " 'Bare rock + stellar contam.',\n", " 'Atmosphere',\n", " 'Atmosphere + stellar contam.'],\n", " figure_shape = 'wide',\n", " plot_full_res = False,\n", " R_to_bin = 100,\n", " colour_list = ['grey', 'darkorange',\n", " 'royalblue', 'firebrick'],\n", " plt_label = 'TRAPPIST-1f: Atmospheric Features vs. Stellar Contamination',\n", " y_min = 5.6e-3, y_max = 7.4e-3,\n", " text_annotations = ['H$_2$O', 'CO$_2$', 'O$_3$'],\n", " annotation_pos = [(1.3, 6.87e-3), (4.0, 6.78e-3), (9.2, 6.65e-3)],\n", " legend_location = 'lower right')" ] }, { "cell_type": "markdown", "id": "91750729", "metadata": {}, "source": [ "We see that $\\rm{H}_2 \\rm{O}$ features are generally difficult to disentangle whether they come from the star or the planet's atmosphere. However, the $\\rm{CO}_2$ band at 4.3 μm and the $\\rm{O}_3$ band near 10 μm are only present for the models including a planetary atmosphere on TRAPPIST-1f." ] } ], "metadata": { "kernelspec": { "display_name": "POSEIDON_python_3.11", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }